diff --git a/.claude/rules/feast-components.md b/.claude/rules/feast-components.md
index 5c03cb0bd3d..02b1c6f4dd4 100644
--- a/.claude/rules/feast-components.md
+++ b/.claude/rules/feast-components.md
@@ -24,6 +24,7 @@ For testing patterns and debugging, also read `skills/feast-testing/SKILL.md`.
 
 - **Unit tests**: add or update tests in `sdk/python/tests/unit/infra/<subsystem>/`
 - **Integration tests**: run `make test-python-integration-local`; add a universal test case in `sdk/python/tests/integration/` if the change affects retrieval or materialization behavior
+- **SQL registry binary columns**: in `infra/registry/sql.py`, a new column that stores a serialized proto or blob metadata must use `ProtoBytes`, not `LargeBinary` directly — `LargeBinary` maps to MySQL `BLOB` (64 KB cap) and silently truncates large protos
 - **Protos**: if you add a field to a proto message, recompile with `make protos` and update serialization helpers in `proto_registry_utils.py`
 - **Both SDKs**: if the change affects online serving, check whether the Go server (`go/`) also needs updating
 - **Skills/Rules**: if the change introduces new patterns, interfaces, or conventions that agents should follow, update the relevant section in `skills/feast-architecture/SKILL.md` (and `skills/feast-testing/SKILL.md` if testing patterns changed)
diff --git a/.codecov.yaml b/.codecov.yaml
new file mode 100644
index 00000000000..2fa599642ec
--- /dev/null
+++ b/.codecov.yaml
@@ -0,0 +1,48 @@
+codecov:
+  require_ci_to_pass: true
+
+coverage:
+  precision: 2
+  round: down
+  range: "50...70"
+
+  status:
+    project:
+      default:
+        informational: true
+        target: auto
+        threshold: 1%
+    patch:
+      default:
+        informational: true
+        target: 70%
+
+comment:
+  layout: "reach,diff,flags,files,footer"
+  behavior: default
+  require_changes: false
+  require_base: false
+  require_head: true
+  show_carryforward_flags: true
+
+flags:
+  python-unit:
+    paths:
+      - sdk/python/feast/
+    carryforward: true
+  go-feature-server:
+    paths:
+      - go/
+    carryforward: true
+
+ignore:
+  - "sdk/python/tests/**"
+  - "**/*_pb2.py"
+  - "**/*_pb2_grpc.py"
+  - "sdk/python/feast/protos/**"
+  - "sdk/python/feast/embedded_go/**"
+  - "protos/**"
+  - "docs/**"
+  - "ui/**"
+  - "java/**"
+  - "infra/feast-operator/test/**"
diff --git a/.cursor/rules/feast-components.mdc b/.cursor/rules/feast-components.mdc
index a474f00fc47..f015619020d 100644
--- a/.cursor/rules/feast-components.mdc
+++ b/.cursor/rules/feast-components.mdc
@@ -20,6 +20,7 @@ For testing patterns and debugging, also read `skills/feast-testing/SKILL.md`.
 
 - **Unit tests**: add or update tests in `sdk/python/tests/unit/infra/<subsystem>/`
 - **Integration tests**: run `make test-python-integration-local`; add a universal test case in `sdk/python/tests/integration/` if the change affects retrieval or materialization behavior
+- **SQL registry binary columns**: in `infra/registry/sql.py`, a new column that stores a serialized proto or blob metadata must use `ProtoBytes`, not `LargeBinary` directly — `LargeBinary` maps to MySQL `BLOB` (64 KB cap) and silently truncates large protos
 - **Protos**: if you add a field to a proto message, recompile with `make protos` and update serialization helpers in `proto_registry_utils.py`
 - **Both SDKs**: if the change affects online serving, check whether the Go server (`go/`) also needs updating
 - **Skills/Rules**: if the change introduces new patterns, interfaces, or conventions that agents should follow, update the relevant section in `skills/feast-architecture/SKILL.md` (and `skills/feast-testing/SKILL.md` if testing patterns changed)
diff --git a/.cursor/rules/feast-ui.mdc b/.cursor/rules/feast-ui.mdc
new file mode 100644
index 00000000000..9072cbe335f
--- /dev/null
+++ b/.cursor/rules/feast-ui.mdc
@@ -0,0 +1,19 @@
+---
+description: Formatting and lint rules for the Feast UI (React/TypeScript)
+globs: ui/src/**
+alwaysApply: false
+---
+
+## After editing any file under `ui/src/`
+
+1. **Run Prettier** before considering the task complete:
+   ```bash
+   cd ui && yarn prettier --write <changed-files>
+   ```
+2. **Verify** formatting passes:
+   ```bash
+   cd ui && yarn format:check
+   ```
+   CI runs `yarn format:check` and will reject PRs with style violations.
+
+3. Prettier config lives in `ui/package.json` (no separate `.prettierrc`). Do not override it.
diff --git a/.gitbook.yaml b/.gitbook.yaml
index bbdd0c57e3b..8441cf23dd7 100644
--- a/.gitbook.yaml
+++ b/.gitbook.yaml
@@ -6,3 +6,6 @@ structure:
 redirects:
   reference/telemetry: ./reference/usage.md
   quickstart: ./getting-started/quickstart.md
+  reference/feature-store-yaml: ./reference/feature-repository/feature-store-yaml.md
+  reference/feast-ignore: ./reference/feature-repository/feast-ignore.md
+  reference/feature-repository: ./reference/feature-repository/README.md
diff --git a/.github/actions/get-semantic-release-version/action.yml b/.github/actions/get-semantic-release-version/action.yml
index 89f6a8f81c1..a53bc337b44 100644
--- a/.github/actions/get-semantic-release-version/action.yml
+++ b/.github/actions/get-semantic-release-version/action.yml
@@ -2,7 +2,7 @@ name: Get semantic release version
 description: ""
 inputs:
   custom_version: # Optional input for a custom version
-    description: "Custom version to publish (e.g., v1.2.3) -- only edit if you know what you are doing"
+    description: "Custom version to publish (e.g., v1.2.3 or v1.2.3.dev4) -- only edit if you know what you are doing"
     required: false
   token:
     description: "Personal Access Token"
@@ -10,10 +10,10 @@ inputs:
     default: ""
 outputs:
   release_version:
-    description: "The release version to use (e.g., v1.2.3)"
+    description: "The release version to use (e.g., v1.2.3 or v1.2.3.dev4)"
     value: ${{ steps.get_release_version.outputs.release_version }}
   version_without_prefix:
-    description: "The release version to use without 'v' (e.g., 1.2.3)"
+    description: "The release version to use without 'v' (e.g., 1.2.3 or 1.2.3.dev4)"
     value: ${{ steps.get_release_version_without_prefix.outputs.version_without_prefix }}
   highest_semver_tag:
     description: "The highest semantic version tag without the 'v' prefix (e.g., 1.2.3)"
@@ -32,10 +32,10 @@ runs:
         GIT_COMMITTER_EMAIL: feast-ci-bot@willem.co
       run: |
         if [[ -n "${{ inputs.custom_version }}" ]]; then
-          VERSION_REGEX="^v[0-9]+\.[0-9]+\.[0-9]+$"
+          VERSION_REGEX="^v[0-9]+\.[0-9]+\.[0-9]+(\.dev[0-9]+)?$"
           echo "Using custom version: ${{ inputs.custom_version }}"
           if [[ ! "${{ inputs.custom_version }}" =~ $VERSION_REGEX ]]; then
-            echo "Error: custom_version must match semantic versioning (e.g., v1.2.3)."
+            echo "Error: custom_version must match semantic versioning (e.g., v1.2.3 or v1.2.3.dev4)."
             exit 1
           fi
           echo "::set-output name=release_version::${{ inputs.custom_version }}"
@@ -84,4 +84,4 @@ runs:
       run: |
         echo $RELEASE_VERSION
         echo $VERSION_WITHOUT_PREFIX
-        echo $HIGHEST_SEMVER_TAG
\ No newline at end of file
+        echo $HIGHEST_SEMVER_TAG
diff --git a/.github/workflows/build_wheels.yml b/.github/workflows/build_wheels.yml
index de34d7b8004..c69b5d8e699 100644
--- a/.github/workflows/build_wheels.yml
+++ b/.github/workflows/build_wheels.yml
@@ -7,9 +7,18 @@ on:
   workflow_dispatch: # Allows manual trigger of the workflow
     inputs:
       custom_version: # Optional input for a custom version
-        description: 'Custom version to publish (e.g., v1.2.3) -- only edit if you know what you are doing'
+        description: 'Custom version to publish (e.g., v1.2.3 or v1.2.3.dev4) -- only edit if you know what you are doing'
         required: false
         type: string
+      checkout_ref:
+        description: 'Git ref to checkout before building wheels. Defaults to the release version.'
+        required: false
+        type: string
+      build_docker_images:
+        description: 'Build Docker images as part of release verification.'
+        required: true
+        default: true
+        type: boolean
       token:
         description: 'Personal Access Token'
         required: true
@@ -18,9 +27,18 @@ on:
   workflow_call:
     inputs:
       custom_version: # Optional input for a custom version
-        description: 'Custom version to publish (e.g., v1.2.3) -- only edit if you know what you are doing'
+        description: 'Custom version to publish (e.g., v1.2.3 or v1.2.3.dev4) -- only edit if you know what you are doing'
+        required: false
+        type: string
+      checkout_ref:
+        description: 'Git ref to checkout before building wheels. Defaults to the release version.'
         required: false
         type: string
+      build_docker_images:
+        description: 'Build Docker images as part of release verification.'
+        required: false
+        default: true
+        type: boolean
       token:
         description: 'Personal Access Token'
         required: true
@@ -48,17 +66,20 @@ jobs:
       - id: get-version
         uses: ./.github/actions/get-semantic-release-version
         with:
-          custom_version: ${{ github.event.inputs.custom_version }}
-          token: ${{ github.event.inputs.token }}
+          custom_version: ${{ inputs.custom_version }}
+          token: ${{ inputs.token }}
       - name: Checkout version and install dependencies
         env:
           VERSION: ${{ steps.get-version.outputs.release_version }}
+          CHECKOUT_REF: ${{ inputs.checkout_ref }}
           PYPI_PASSWORD: ${{ secrets.PYPI_PASSWORD }}
         run: |
           git fetch --tags
-          git checkout ${VERSION}
+          git checkout "${CHECKOUT_REF:-$VERSION}"
           python -m pip install build
       - name: Build feast
+        env:
+          SETUPTOOLS_SCM_PRETEND_VERSION: ${{ steps.get-version.outputs.version_without_prefix }}
         run: python -m build
       - uses: actions/upload-artifact@v4
         with:
@@ -68,6 +89,7 @@ jobs:
   # We add this step so the docker images can be built as part of the pre-release verification steps.
   build-docker-images:
     name: Build Docker images
+    if: ${{ inputs.build_docker_images }}
     runs-on: ubuntu-latest
     needs: [ build-python-wheel ]
     strategy:
@@ -96,8 +118,8 @@ jobs:
       - id: get-version
         uses: ./.github/actions/get-semantic-release-version
         with:
-          custom_version: ${{ github.event.inputs.custom_version }}
-          token: ${{ github.event.inputs.token }}
+          custom_version: ${{ inputs.custom_version }}
+          token: ${{ inputs.token }}
       - name: Build image
         env:
           VERSION_WITHOUT_PREFIX: ${{ steps.get-version.outputs.version_without_prefix }}
@@ -162,21 +184,22 @@ jobs:
       - id: get-version
         uses: ./.github/actions/get-semantic-release-version
         with:
-          custom_version: ${{ github.event.inputs.custom_version }}
-          token: ${{ github.event.inputs.token }}
+          custom_version: ${{ inputs.custom_version }}
+          token: ${{ inputs.token }}
       - name: Validate Feast Version
         env:
           VERSION_WITHOUT_PREFIX: ${{ steps.get-version.outputs.version_without_prefix }}
         run: |
           feast version
-          if ! VERSION_OUTPUT=$(feast version); then
-            echo "Error: Failed to get Feast version."
-            exit 1
-          fi
-          VERSION_REGEX='[0-9]+\.[0-9]+\.[0-9]+'
-          OUTPUT_REGEX='^Feast SDK Version: "$VERSION_REGEX"$'
-          VERSION=$(echo $VERSION_OUTPUT | grep -oE "$VERSION_REGEX")
-          OUTPUT=$(echo $VERSION_OUTPUT | grep -E "$REGEX")
+          if ! VERSION_OUTPUT=$(feast version); then
+            echo "Error: Failed to get Feast version."
+            exit 1
+          fi
+          VERSION_OUTPUT=$(printf '%s\n' "$VERSION_OUTPUT" | python -c 'import re, sys; print(re.sub(r"\x1b\[[0-9;]*[A-Za-z]", "", sys.stdin.read()).strip())')
+          VERSION_REGEX='[0-9]+\.[0-9]+\.[0-9]+(\.dev[0-9]+)?'
+          OUTPUT_REGEX="^Feast SDK Version: \"${VERSION_REGEX}\"$"
+          VERSION=$(echo "$VERSION_OUTPUT" | grep -oE "$VERSION_REGEX")
+          OUTPUT=$(echo "$VERSION_OUTPUT" | grep -E "$OUTPUT_REGEX")
           echo "Installed Feast Version: $VERSION and using Feast Version: $VERSION_WITHOUT_PREFIX"
           if  [ -n "$OUTPUT" ] && [ "$VERSION" = "$VERSION_WITHOUT_PREFIX" ]; then
             echo "Correct Feast Version Installed"
diff --git a/.github/workflows/linter.yml b/.github/workflows/linter.yml
index 19e13d5f8e9..9e8a3fe3d1b 100644
--- a/.github/workflows/linter.yml
+++ b/.github/workflows/linter.yml
@@ -1,6 +1,16 @@
 name: linter
 
-on: [push, pull_request]
+on:
+  pull_request:
+    paths-ignore:
+      - 'docs/**'
+      - 'community/**'
+      - 'examples/**'
+  push:
+    paths-ignore:
+      - 'docs/**'
+      - 'community/**'
+      - 'examples/**'
 
 concurrency:
   group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.ref }}
diff --git a/.github/workflows/master_only.yml b/.github/workflows/master_only.yml
index c4a22b8c756..4900135add1 100644
--- a/.github/workflows/master_only.yml
+++ b/.github/workflows/master_only.yml
@@ -71,16 +71,18 @@ jobs:
           SNOWFLAKE_CI_ROLE: ${{ secrets.SNOWFLAKE_CI_ROLE }}
           SNOWFLAKE_CI_WAREHOUSE: ${{ secrets.SNOWFLAKE_CI_WAREHOUSE }}
         run: make test-python-integration
-      - name: Benchmark python
-        env:
+      - name: Benchmark python
+        if: matrix.python-version == '3.11'
+        env:
           SNOWFLAKE_CI_DEPLOYMENT: ${{ secrets.SNOWFLAKE_CI_DEPLOYMENT }}
           SNOWFLAKE_CI_USER: ${{ secrets.SNOWFLAKE_CI_USER }}
           SNOWFLAKE_CI_PASSWORD: ${{ secrets.SNOWFLAKE_CI_PASSWORD }}
           SNOWFLAKE_CI_ROLE: ${{ secrets.SNOWFLAKE_CI_ROLE }}
           SNOWFLAKE_CI_WAREHOUSE: ${{ secrets.SNOWFLAKE_CI_WAREHOUSE }}
         run: uv run pytest --verbose --color=yes sdk/python/tests --integration --benchmark --benchmark-autosave --benchmark-save-data --durations=5
-      - name: Upload Benchmark Artifact to S3
-        run: aws s3 cp --recursive .benchmarks s3://feast-ci-pytest-benchmark
+      - name: Upload Benchmark Artifact to S3
+        if: matrix.python-version == '3.11'
+        run: aws s3 cp --recursive .benchmarks s3://feast-ci-pytest-benchmark
       - name: Minimize uv cache
         run: uv cache prune --ci
 
@@ -92,16 +94,19 @@ jobs:
         include:
           - component: feature-server-dev
             target: feature-server-dev
+            image_name: feature-server
             build_args: DOCKER_PUSH=true DOCKER_PLATFORMS=linux/amd64,linux/arm64
             push_mode: imagetools
           - component: feature-transformation-server
             target: feature-transformation-server
+            image_name: feature-transformation-server
             build_args: ""
             push_mode: all_tags
           - component: feast-operator
             target: feast-operator
-            build_args: ""
-            push_mode: all_tags
+            image_name: feast-operator
+            build_args: DOCKER_PUSH=true DOCKER_PLATFORMS=linux/amd64,linux/arm64
+            push_mode: imagetools
     env:
       REGISTRY: quay.io/feastdev-ci
     steps:
@@ -133,7 +138,7 @@ jobs:
       - name: Push image
         run: |
           if [[ "${{ matrix.push_mode }}" == "imagetools" ]]; then
-            docker buildx imagetools create -t ${REGISTRY}/feature-server:develop ${REGISTRY}/feature-server:${GITHUB_SHA}
+            docker buildx imagetools create -t ${REGISTRY}/${{ matrix.image_name }}:develop ${REGISTRY}/${{ matrix.image_name }}:${GITHUB_SHA}
           else
-            docker tag ${REGISTRY}/${{ matrix.target }}:${GITHUB_SHA} ${REGISTRY}/${{ matrix.target }}:develop && docker push ${REGISTRY}/${{ matrix.target }} --all-tags
+            docker tag ${REGISTRY}/${{ matrix.image_name }}:${GITHUB_SHA} ${REGISTRY}/${{ matrix.image_name }}:develop && docker push ${REGISTRY}/${{ matrix.image_name }} --all-tags
           fi
diff --git a/.github/workflows/nightly_python_sdk_release.yml b/.github/workflows/nightly_python_sdk_release.yml
new file mode 100644
index 00000000000..6c758360d56
--- /dev/null
+++ b/.github/workflows/nightly_python_sdk_release.yml
@@ -0,0 +1,95 @@
+name: nightly python sdk release
+
+on:
+  schedule:
+    - cron: "0 8 * * *"
+  workflow_dispatch:
+    inputs:
+      base_version:
+        description: "Optional base version without the .dev suffix (e.g., 1.2.3). Defaults to the next semantic-release version."
+        required: false
+        type: string
+      dev_number:
+        description: "Optional dev release number. Defaults to the workflow run number."
+        required: false
+        type: string
+
+permissions:
+  contents: write
+
+concurrency:
+  group: nightly-python-sdk-release
+  cancel-in-progress: false
+
+jobs:
+  get-nightly-version:
+    if: github.repository == 'feast-dev/feast'
+    runs-on: ubuntu-latest
+    outputs:
+      nightly_version: ${{ steps.version.outputs.nightly_version }}
+    env:
+      GITHUB_TOKEN: ${{ github.token }}
+      INPUT_BASE_VERSION: ${{ inputs.base_version }}
+      INPUT_DEV_NUMBER: ${{ inputs.dev_number }}
+      DEFAULT_DEV_NUMBER: ${{ github.run_number }}
+    steps:
+      - name: Checkout
+        uses: actions/checkout@v4
+        with:
+          fetch-depth: 0
+      - name: Setup Node.js
+        uses: actions/setup-node@v4
+        with:
+          node-version: "lts/*"
+      - name: Get nightly version
+        id: version
+        run: |
+          set -euo pipefail
+
+          if [[ -n "$INPUT_BASE_VERSION" ]]; then
+            BASE_VERSION="${INPUT_BASE_VERSION#v}"
+          else
+            set +e
+            SEMANTIC_OUTPUT=$(npx -p @semantic-release/changelog -p @semantic-release/git -p @semantic-release/exec -p semantic-release semantic-release --dry-run 2>&1)
+            SEMANTIC_STATUS=$?
+            set -e
+            echo "$SEMANTIC_OUTPUT"
+
+            BASE_VERSION=$(printf '%s\n' "$SEMANTIC_OUTPUT" | sed -nE 's/.*The next release version is ([[:digit:].]+)$/\1/p' | tail -n 1)
+            if [[ -z "$BASE_VERSION" ]]; then
+              echo "Could not determine a semantic-release next version (exit code: ${SEMANTIC_STATUS}); falling back to next patch after latest stable tag."
+              LATEST_TAG=$(git tag -l 'v[0-9]*.[0-9]*.[0-9]*' --sort=-v:refname | sed -nE '/^v[0-9]+\.[0-9]+\.[0-9]+$/{p;q;}')
+              if [[ -z "$LATEST_TAG" ]]; then
+                echo "Could not determine latest stable tag."
+                exit 1
+              fi
+              LATEST_VERSION="${LATEST_TAG#v}"
+              IFS=. read -r MAJOR MINOR PATCH <<< "$LATEST_VERSION"
+              BASE_VERSION="${MAJOR}.${MINOR}.$((PATCH + 1))"
+            fi
+          fi
+
+          if [[ ! "$BASE_VERSION" =~ ^[0-9]+\.[0-9]+\.[0-9]+$ ]]; then
+            echo "Base version must match X.Y.Z, got: ${BASE_VERSION}"
+            exit 1
+          fi
+
+          DEV_NUMBER="${INPUT_DEV_NUMBER:-$DEFAULT_DEV_NUMBER}"
+          if [[ ! "$DEV_NUMBER" =~ ^[0-9]+$ ]]; then
+            echo "Dev number must be numeric, got: ${DEV_NUMBER}"
+            exit 1
+          fi
+
+          NIGHTLY_VERSION="v${BASE_VERSION}.dev${DEV_NUMBER}"
+          echo "Nightly version is ${NIGHTLY_VERSION}"
+          echo "nightly_version=${NIGHTLY_VERSION}" >> "$GITHUB_OUTPUT"
+
+  publish-nightly-python-sdk:
+    needs: get-nightly-version
+    uses: ./.github/workflows/publish_python_sdk.yml
+    secrets: inherit # pragma: allowlist secret
+    with:
+      custom_version: ${{ needs.get-nightly-version.outputs.nightly_version }}
+      checkout_ref: ${{ github.sha }}
+      build_docker_images: false
+      token: ${{ github.token }}
diff --git a/.github/workflows/operator-e2e-integration-tests.yml b/.github/workflows/operator-e2e-integration-tests.yml
index a0e5e75398f..48d348992b1 100644
--- a/.github/workflows/operator-e2e-integration-tests.yml
+++ b/.github/workflows/operator-e2e-integration-tests.yml
@@ -52,7 +52,7 @@ jobs:
       - name: Set up Go
         uses: actions/setup-go@v5
         with:
-          go-version: 1.24.12
+          go-version: 1.25.0
 
       - name: Create KIND cluster
         run: |
@@ -98,7 +98,32 @@ jobs:
       - name: Debug KIND Cluster when there is a failure
         if: failure()
         run: |
-          kubectl get pods --all-namespaces
+          echo "=== FeatureStore CRs and conditions ==="
+          kubectl get featurestores.feast.dev --all-namespaces -o yaml || true
+          echo ""
+          echo "=== Pods ==="
+          kubectl get pods --all-namespaces -o wide
+          echo ""
+          echo "=== Pod details for non-Running pods ==="
+          for ns in $(kubectl get ns -o jsonpath='{.items[*].metadata.name}'); do
+            for pod in $(kubectl get pods -n "$ns" --field-selector='status.phase!=Running' -o jsonpath='{.items[*].metadata.name}' 2>/dev/null); do
+              echo "--- Pod $ns/$pod ---"
+              kubectl describe pod "$pod" -n "$ns" 2>/dev/null | tail -30
+              echo "--- Logs ---"
+              kubectl logs "$pod" -n "$ns" --all-containers --tail=50 2>/dev/null || true
+            done
+          done
+          echo ""
+          echo "=== Operator logs ==="
+          kubectl logs -n feast-operator-system deploy/feast-operator-controller-manager --tail=100 2>/dev/null || true
+          echo ""
+          echo "=== Cluster RBAC for feast ==="
+          kubectl get clusterroles,clusterrolebindings -o name | grep feast || true
+          echo ""
+          echo "=== Events ==="
+          kubectl get events --all-namespaces --sort-by='.lastTimestamp' | tail -50
+          echo ""
+          echo "=== Nodes ==="
           kubectl describe nodes
 
       - name: Clean up
diff --git a/.github/workflows/operator_pr.yml b/.github/workflows/operator_pr.yml
index 39066286e53..2033fb06baf 100644
--- a/.github/workflows/operator_pr.yml
+++ b/.github/workflows/operator_pr.yml
@@ -14,8 +14,21 @@ jobs:
       - name: Install Go
         uses: actions/setup-go@v5
         with:
-          go-version: 1.24.12
+          go-version: 1.25.0
       - name: Operator tests
         run: make -C infra/feast-operator test
       - name: After code formatting, check for uncommitted differences
         run: git diff --exit-code infra/feast-operator
+      - name: Regenerate bundle and verify CSV is in sync
+        run: make -C infra/feast-operator bundle
+      - name: Check for uncommitted bundle differences
+        run: |
+          # createdAt and operator-sdk builder version change every run;
+          # ignore them so only real RBAC / structural drift fails the check.
+          if ! git diff --exit-code \
+            -I 'createdAt:' \
+            -I 'operator-sdk-v' \
+            infra/feast-operator/bundle/ infra/feast-operator/bundle.Dockerfile; then
+            echo "::error::Bundle manifests are out of sync. Run 'make bundle' in infra/feast-operator/ and commit the result."
+            exit 1
+          fi
diff --git a/.github/workflows/pr_duckdb_integration_tests.yml b/.github/workflows/pr_duckdb_integration_tests.yml
index d099d7fa582..862c5e679ea 100644
--- a/.github/workflows/pr_duckdb_integration_tests.yml
+++ b/.github/workflows/pr_duckdb_integration_tests.yml
@@ -26,9 +26,9 @@ jobs:
           token: ${{ secrets.GITHUB_TOKEN }}
           submodules: recursive
       - name: Setup pixi
-        uses: prefix-dev/setup-pixi@v0.8.1
+        uses: prefix-dev/setup-pixi@v0.10.0
         with:
-          pixi-version: v0.63.1
+          pixi-version: v0.75.0
           environments: duckdb-tests
           cache: true
       - name: Run DuckDB offline store integration tests
diff --git a/.github/workflows/pr_integration_tests.yml b/.github/workflows/pr_integration_tests.yml
index 936b2777f1d..60d0b13ce72 100644
--- a/.github/workflows/pr_integration_tests.yml
+++ b/.github/workflows/pr_integration_tests.yml
@@ -4,7 +4,6 @@ on:
   pull_request_target:
     types:
       - opened
-      - synchronize
       - labeled
 
 concurrency:
@@ -50,6 +49,7 @@ jobs:
           ref: refs/pull/${{ github.event.pull_request.number }}/merge
           submodules: recursive
           persist-credentials: false
+          allow-unsafe-pr-checkout: true  # Security: gated by label check above
       - name: Setup Python
         uses: actions/setup-python@v5
         id: setup-python
@@ -109,6 +109,7 @@ jobs:
           ref: refs/pull/${{ github.event.pull_request.number }}/merge
           submodules: recursive
           persist-credentials: false
+          allow-unsafe-pr-checkout: true  # Security: gated by label check above
       - name: Setup Python
         uses: actions/setup-python@v5
         with:
diff --git a/.github/workflows/pr_local_integration_tests.yml b/.github/workflows/pr_local_integration_tests.yml
index 4926d9970d2..115be2298cd 100644
--- a/.github/workflows/pr_local_integration_tests.yml
+++ b/.github/workflows/pr_local_integration_tests.yml
@@ -59,7 +59,7 @@ jobs:
       - name: Install Go
         uses: actions/setup-go@v5
         with:
-          go-version: 1.24.12
+          go-version: 1.25.0
       - name: Operator Data Source types test
         run: make -C infra/feast-operator test-datasources
       - name: Minimize uv cache
diff --git a/.github/workflows/pr_ray_integration_tests.yml b/.github/workflows/pr_ray_integration_tests.yml
index 4d54c8e34ed..81c82bf0c49 100644
--- a/.github/workflows/pr_ray_integration_tests.yml
+++ b/.github/workflows/pr_ray_integration_tests.yml
@@ -26,9 +26,9 @@ jobs:
           token: ${{ secrets.GITHUB_TOKEN }}
           submodules: recursive
       - name: Setup pixi
-        uses: prefix-dev/setup-pixi@v0.8.1
+        uses: prefix-dev/setup-pixi@v0.10.0
         with:
-          pixi-version: v0.63.1
+          pixi-version: v0.75.0
           environments: ray-tests
           cache: true
       - name: Run Ray integration tests (offline store + compute engine)
diff --git a/.github/workflows/pr_registration_integration_tests.yml b/.github/workflows/pr_registration_integration_tests.yml
index 76cbe701cf4..ab60cb22b3a 100644
--- a/.github/workflows/pr_registration_integration_tests.yml
+++ b/.github/workflows/pr_registration_integration_tests.yml
@@ -4,7 +4,6 @@ on:
   pull_request_target:
     types:
       - opened
-      - synchronize
       - labeled
 
 concurrency:
@@ -28,10 +27,11 @@ jobs:
           ref: refs/pull/${{ github.event.pull_request.number }}/merge
           submodules: recursive
           persist-credentials: false
+          allow-unsafe-pr-checkout: true  # Security: gated by label check above
       - name: Setup pixi
-        uses: prefix-dev/setup-pixi@v0.8.1
+        uses: prefix-dev/setup-pixi@v0.10.0
         with:
-          pixi-version: v0.63.1
+          pixi-version: v0.75.0
           environments: registration-tests
           cache: true
       - name: Run registration integration tests (local)
@@ -59,6 +59,7 @@ jobs:
           ref: refs/pull/${{ github.event.pull_request.number }}/merge
           submodules: recursive
           persist-credentials: false
+          allow-unsafe-pr-checkout: true  # Security: gated by label check above
       - name: Authenticate to Google Cloud
         uses: 'google-github-actions/auth@v2'
         with:
@@ -81,9 +82,9 @@ jobs:
       - name: Install Hadoop dependencies
         run: make install-hadoop-dependencies-ci
       - name: Setup pixi
-        uses: prefix-dev/setup-pixi@v0.8.1
+        uses: prefix-dev/setup-pixi@v0.10.0
         with:
-          pixi-version: v0.63.1
+          pixi-version: v0.75.0
           environments: registration-tests
           cache: true
       - name: Run registration integration tests (CI)
diff --git a/.github/workflows/publish.yml b/.github/workflows/publish.yml
index a5377982b29..ffa91034d32 100644
--- a/.github/workflows/publish.yml
+++ b/.github/workflows/publish.yml
@@ -29,14 +29,16 @@ on:
       token:
         description: 'Personal Access Token'
         required: true
-        default: ""
         type: string
       publish_ui:
         description: 'Publish to NPM?'
         required: true
-        default: true
         type: boolean
 
+permissions:
+  contents: read
+  id-token: write
+
 jobs:
   publish-python-sdk:
     uses: ./.github/workflows/publish_python_sdk.yml
diff --git a/.github/workflows/publish_images.yml b/.github/workflows/publish_images.yml
index 8b9abddcb0e..5ef0a972ae3 100644
--- a/.github/workflows/publish_images.yml
+++ b/.github/workflows/publish_images.yml
@@ -74,7 +74,7 @@ jobs:
         env:
           VERSION_WITHOUT_PREFIX: ${{ steps.get-version.outputs.version_without_prefix }}
         run: |
-          if [ "${{ matrix.component }}" = "feature-server" ]; then
+          if [[ "${{ matrix.component }}" == "feature-server" || "${{ matrix.component }}" == "feast-operator" ]]; then
             make build-${{ matrix.component }}-docker REGISTRY=${REGISTRY} VERSION=${VERSION_WITHOUT_PREFIX} DOCKER_PUSH=true DOCKER_PLATFORMS=linux/amd64,linux/arm64
           else
             make build-${{ matrix.component }}-docker REGISTRY=${REGISTRY} VERSION=${VERSION_WITHOUT_PREFIX}
@@ -84,8 +84,8 @@ jobs:
           VERSION_WITHOUT_PREFIX: ${{ steps.get-version.outputs.version_without_prefix }}
           HIGHEST_SEMVER_TAG: ${{ steps.get-version.outputs.highest_semver_tag }}
         run: |
-          if [ "${{ matrix.component }}" = "feature-server" ]; then
-            echo "feature-server image pushed via buildx during build step"
+          if [[ "${{ matrix.component }}" == "feature-server" || "${{ matrix.component }}" == "feast-operator" ]]; then
+            echo "${{ matrix.component }} image pushed via buildx during build step"
           else
             make push-${{ matrix.component }}-docker REGISTRY=${REGISTRY} VERSION=${VERSION_WITHOUT_PREFIX}
           fi
@@ -93,8 +93,8 @@ jobs:
           echo "Only push to latest tag if tag is the highest semver version $HIGHEST_SEMVER_TAG"
           if [ "${VERSION_WITHOUT_PREFIX}" = "${HIGHEST_SEMVER_TAG:1}" ]
           then
-            if [ "${{ matrix.component }}" = "feature-server" ]; then
-              docker buildx imagetools create -t ${REGISTRY}/feature-server:latest ${REGISTRY}/feature-server:${VERSION_WITHOUT_PREFIX}
+            if [[ "${{ matrix.component }}" == "feature-server" || "${{ matrix.component }}" == "feast-operator" ]]; then
+              docker buildx imagetools create -t ${REGISTRY}/${{ matrix.component }}:latest ${REGISTRY}/${{ matrix.component }}:${VERSION_WITHOUT_PREFIX}
             else
               docker tag ${REGISTRY}/${{ matrix.component }}:${VERSION_WITHOUT_PREFIX} ${REGISTRY}/${{ matrix.component }}:latest
               docker push ${REGISTRY}/${{ matrix.component }}:latest
diff --git a/.github/workflows/publish_python_sdk.yml b/.github/workflows/publish_python_sdk.yml
index 03d0e989b49..85be4bc226b 100644
--- a/.github/workflows/publish_python_sdk.yml
+++ b/.github/workflows/publish_python_sdk.yml
@@ -4,9 +4,18 @@ on:
   workflow_dispatch: # Allows manual trigger of the workflow
     inputs:
       custom_version: # Optional input for a custom version
-        description: 'Custom version to publish (e.g., v1.2.3) -- only edit if you know what you are doing'
+        description: 'Custom version to publish (e.g., v1.2.3 or v1.2.3.dev4) -- only edit if you know what you are doing'
         required: false
         type: string
+      checkout_ref:
+        description: 'Git ref to checkout before building wheels. Defaults to the release version.'
+        required: false
+        type: string
+      build_docker_images:
+        description: 'Build Docker images as part of release verification.'
+        required: true
+        default: true
+        type: boolean
       token:
         description: 'Personal Access Token'
         required: true
@@ -16,9 +25,18 @@ on:
   workflow_call: # Allows trigger of the workflow from another workflow
     inputs:
       custom_version: # Optional input for a custom version
-        description: 'Custom version to publish (e.g., v1.2.3) -- only edit if you know what you are doing'
+        description: 'Custom version to publish (e.g., v1.2.3 or v1.2.3.dev4) -- only edit if you know what you are doing'
         required: false
         type: string
+      checkout_ref:
+        description: 'Git ref to checkout before building wheels. Defaults to the release version.'
+        required: false
+        type: string
+      build_docker_images:
+        description: 'Build Docker images as part of release verification.'
+        required: false
+        default: true
+        type: boolean
       token:
         description: 'Personal Access Token'
         required: true
@@ -30,8 +48,10 @@ jobs:
     uses: ./.github/workflows/build_wheels.yml
     secrets: inherit
     with:
-      custom_version: ${{ github.event.inputs.custom_version }}
-      token: ${{ github.event.inputs.token }}
+      custom_version: ${{ inputs.custom_version }}
+      checkout_ref: ${{ inputs.checkout_ref }}
+      build_docker_images: ${{ inputs.build_docker_images }}
+      token: ${{ inputs.token }}
 
   publish-python-sdk:
     if: github.repository == 'feast-dev/feast'
@@ -46,4 +66,4 @@ jobs:
         uses: pypa/gh-action-pypi-publish@v1.4.2
         with:
           user: __token__
-          password: ${{ secrets.PYPI_PASSWORD }}
\ No newline at end of file
+          password: ${{ secrets.PYPI_PASSWORD }}
diff --git a/.github/workflows/publish_web_ui.yml b/.github/workflows/publish_web_ui.yml
index f8f52f6a84c..b36165625fd 100644
--- a/.github/workflows/publish_web_ui.yml
+++ b/.github/workflows/publish_web_ui.yml
@@ -1,26 +1,6 @@
 name: publish web ui
 
 on:
-  workflow_dispatch: # Allows manual trigger of the workflow
-    inputs:
-      current_version:
-        description: 'Current version to bump from (e.g., v1.2.3). If not provided, will auto-detect from git tags'
-        required: false
-        type: string
-      custom_version: # Optional input for a custom version
-        description: 'Custom version to publish (e.g., v1.2.3) -- only edit if you know what you are doing'
-        required: false
-        type: string
-      token:
-        description: 'Personal Access Token'
-        required: false
-        default: ""
-        type: string
-      publish_ui:
-        description: 'Publish to NPM?'
-        required: true
-        default: true
-        type: boolean
   workflow_call: # Allows trigger of the workflow from another workflow
     inputs:
       current_version:
@@ -39,16 +19,17 @@ on:
       publish_ui:
         description: 'Publish to NPM?'
         required: true
-        default: true
         type: boolean
 
+permissions:
+  contents: read
+  id-token: write
+
 jobs:
   publish-web-ui-npm:
     if: github.repository == 'feast-dev/feast'
     runs-on: ubuntu-latest
-    env:
-      # This publish is working using an NPM automation token to bypass 2FA
-      NPM_TOKEN: ${{ secrets.NPM_TOKEN }}
+    environment: production
     steps:
       - uses: actions/checkout@v4
       - name: Determine current version
@@ -108,8 +89,10 @@ jobs:
       - name: Setup Node.js
         uses: actions/setup-node@v4
         with:
-          node-version-file: './ui/.nvmrc'
+          node-version: '22.14.0'
           registry-url: 'https://registry.npmjs.org'
+      - name: Update npm for trusted publishing
+        run: npm install --global npm@11.5.1
       - name: Bump file versions (temporarily for Web UI publish)
         if: github.event.inputs.custom_version != ''
         env:
@@ -137,6 +120,3 @@ jobs:
         working-directory: ./ui
         if: github.event.inputs.publish_ui != 'false'
         run: npm publish
-        env:
-          # This publish is working using an NPM automation token to bypass 2FA
-          NODE_AUTH_TOKEN: ${{ secrets.NPM_TOKEN }} 
\ No newline at end of file
diff --git a/.github/workflows/registry-rest-api-tests.yml b/.github/workflows/registry-rest-api-tests.yml
index 68be4e9b91d..7862a396458 100644
--- a/.github/workflows/registry-rest-api-tests.yml
+++ b/.github/workflows/registry-rest-api-tests.yml
@@ -50,7 +50,7 @@ jobs:
       - name: Set up Go
         uses: actions/setup-go@v5
         with:
-          go-version: 1.24.12
+          go-version: 1.25.0
 
       - name: Create KIND cluster
         run: |
diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml
index b2e8f39fbef..24a76628fec 100644
--- a/.github/workflows/release.yml
+++ b/.github/workflows/release.yml
@@ -96,8 +96,10 @@ jobs:
       - name: Remove previous Helm
         run: sudo rm -rf $(which helm)
       - name: Set up Homebrew
-        uses: Homebrew/actions/setup-homebrew@master
+        uses: Homebrew/actions/setup-homebrew@main
       - name: Setup Helm-docs
+        env:
+          HOMEBREW_NO_SANDBOX_LINUX: 1
         run: |
           brew install norwoodj/tap/helm-docs
       - name: Generate helm chart READMEs
@@ -111,7 +113,7 @@ jobs:
       - name: Install Go
         uses: actions/setup-go@v5
         with:
-          go-version: 1.24.12
+          go-version: 1.25.0
       - name: Build & version operator-specific release files
         run: make -C infra/feast-operator build-installer bundle
 
@@ -137,14 +139,16 @@ jobs:
           node-version-file: './ui/.nvmrc'
       - name: Set up Homebrew
         id: set-up-homebrew
-        uses: Homebrew/actions/setup-homebrew@master
+        uses: Homebrew/actions/setup-homebrew@main
       - name: Setup Helm-docs
+        env:
+          HOMEBREW_NO_SANDBOX_LINUX: 1
         run: |
           brew install norwoodj/tap/helm-docs
       - name: Install Go
         uses: actions/setup-go@v5
         with:
-          go-version: 1.24.12
+          go-version: 1.25.0
       - name: Compile Go Test Binaries
         run: |
           cd infra/feast-operator
@@ -191,4 +195,4 @@ jobs:
       - name: Reset stable branch to match release branch
         run: |
           git checkout -B stable origin/${GITHUB_REF#refs/heads/}
-          git push origin stable --force
\ No newline at end of file
+          git push origin stable --force
diff --git a/.github/workflows/security.yml b/.github/workflows/security.yml
index 0259d8a2b9e..b0b4a43c996 100644
--- a/.github/workflows/security.yml
+++ b/.github/workflows/security.yml
@@ -69,3 +69,44 @@ jobs:
       - name: Run safety scan
         continue-on-error: true
         run: safety scan --output json
+
+  govulncheck:
+    name: Go Vulnerability Check (${{ matrix.module }})
+    runs-on: ubuntu-latest
+    timeout-minutes: 15
+    permissions:
+      contents: read
+
+    strategy:
+      fail-fast: false
+      matrix:
+        include:
+          - module: go-feature-server
+            working-directory: .
+            go-version-file: go.mod
+            needs-protos: true
+          - module: feast-operator
+            working-directory: infra/feast-operator
+            go-version-file: infra/feast-operator/go.mod
+            needs-protos: false
+
+    steps:
+      - name: Checkout repository
+        uses: actions/checkout@v4
+
+      - name: Set up Go
+        uses: actions/setup-go@v5
+        with:
+          go-version-file: ${{ matrix.go-version-file }}
+
+      - name: Compile Go protobuf files
+        if: matrix.needs-protos
+        run: make compile-protos-go
+
+      - name: Run govulncheck
+        continue-on-error: true
+        uses: golang/govulncheck-action@v1
+        with:
+          work-dir: ${{ matrix.working-directory }}
+          go-package: ./...
+          repo-checkout: false
diff --git a/.github/workflows/smoke_tests.yml b/.github/workflows/smoke_tests.yml
index b183f6f47e9..2a2c6615155 100644
--- a/.github/workflows/smoke_tests.yml
+++ b/.github/workflows/smoke_tests.yml
@@ -2,6 +2,10 @@ name: smoke-tests
 
 on:
   pull_request:
+    paths-ignore:
+      - 'docs/**'
+      - 'community/**'
+      - 'examples/**'
 
 concurrency:
   group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.ref }}
@@ -13,7 +17,7 @@ jobs:
     strategy:
       fail-fast: false
       matrix:
-        python-version: ["3.10", "3.11", "3.12"]
+        python-version: ["3.11"]
         os: [ ubuntu-latest ]
     env:
       OS: ${{ matrix.os }}
diff --git a/.github/workflows/unit_tests.yml b/.github/workflows/unit_tests.yml
index 1311cd12635..1dee7f79963 100644
--- a/.github/workflows/unit_tests.yml
+++ b/.github/workflows/unit_tests.yml
@@ -2,9 +2,17 @@ name: unit-tests
 
 on:
   pull_request:
+    paths-ignore:
+      - 'docs/**'
+      - 'community/**'
+      - 'examples/**'
   push:
     branches:
       - master
+    paths-ignore:
+      - 'docs/**'
+      - 'community/**'
+      - 'examples/**'
 
 concurrency:
   group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.ref }}
@@ -71,9 +79,68 @@ jobs:
           fi
 
           make test-python-unit
+      - name: Upload Python coverage to Codecov
+        if: matrix.os == 'ubuntu-latest' && matrix.python-version == '3.12'
+        uses: codecov/codecov-action@b9fd7d16f6d7d1b5d2bec1a2887e65ceed900238 # v4.6.0
+        with:
+          file: ./coverage.xml
+          flags: python-unit
+          fail_ci_if_error: false
+        env:
+          CODECOV_TOKEN: ${{ secrets.CODECOV_TOKEN }}
       - name: Minimize uv cache
         run: uv cache prune --ci
 
+  unit-test-go:
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v4
+      - name: Setup Go
+        uses: actions/setup-go@v5
+        with:
+          go-version-file: go.mod
+          cache: true
+      - name: Setup Python
+        uses: actions/setup-python@v5
+        with:
+          python-version: "3.11"
+          architecture: x64
+      - name: Install the latest version of uv
+        uses: astral-sh/setup-uv@v5
+        with:
+          enable-cache: true
+      - name: Install system dependencies
+        run: |
+          sudo apt-get update
+          sudo apt-get install -y make protobuf-compiler libsqlite3-dev
+      - name: Install Go proto plugins
+        run: |
+          go install google.golang.org/protobuf/cmd/protoc-gen-go@latest
+          go install google.golang.org/grpc/cmd/protoc-gen-go-grpc@latest
+      - name: Compile Go protobufs
+        run: make compile-protos-go
+      - name: Create virtual environment
+        run: |
+          uv venv
+          echo "${{ github.workspace }}/.venv/bin" >> $GITHUB_PATH
+      - name: Install feast locally
+        run: make install-feast-locally
+      - name: Run Go tests with coverage
+        run: |
+          CGO_ENABLED=1 go test \
+            -coverprofile=go/coverage.out \
+            -covermode=atomic \
+            -skip "TestGetOnlineFeatures|TestSqliteOnlineRead" \
+            ./go/...
+      - name: Upload Go coverage to Codecov
+        uses: codecov/codecov-action@b9fd7d16f6d7d1b5d2bec1a2887e65ceed900238 # v4.6.0
+        with:
+          file: ./go/coverage.out
+          flags: go-feature-server
+          fail_ci_if_error: false
+        env:
+          CODECOV_TOKEN: ${{ secrets.CODECOV_TOKEN }}
+
   unit-test-ui:
     runs-on: ubuntu-latest
     env:
@@ -95,6 +162,9 @@ jobs:
       - name: Build yarn rollup
         working-directory: ./ui
         run: yarn build:lib
+      - name: Build production UI
+        working-directory: ./ui
+        run: CI=true npm run build --omit=dev
       - name: Run yarn tests
         working-directory: ./ui
         run: yarn test --watchAll=false
diff --git a/.secrets.baseline b/.secrets.baseline
index 3d012df0987..a1326c4b902 100644
--- a/.secrets.baseline
+++ b/.secrets.baseline
@@ -142,7 +142,7 @@
         "filename": ".github/workflows/publish.yml",
         "hashed_secret": "3e26d6750975d678acb8fa35a0f69237881576b0",
         "is_verified": false,
-        "line_number": 43
+        "line_number": 45
       }
     ],
     ".github/workflows/publish_python_sdk.yml": [
@@ -151,7 +151,7 @@
         "filename": ".github/workflows/publish_python_sdk.yml",
         "hashed_secret": "3e26d6750975d678acb8fa35a0f69237881576b0",
         "is_verified": false,
-        "line_number": 31
+        "line_number": 49
       }
     ],
     ".prow.yaml": [
@@ -185,7 +185,7 @@
         "filename": "docs/reference/online-stores/milvus.md",
         "hashed_secret": "5baa61e4c9b93f3f0682250b6cf8331b7ee68fd8",
         "is_verified": false,
-        "line_number": 33
+        "line_number": 41
       }
     ],
     "docs/reference/registries/sql.md": [
@@ -272,6 +272,29 @@
         "line_number": 11
       }
     ],
+    "examples/monitoring/monitoring-quickstart.ipynb": [
+      {
+        "type": "Base64 High Entropy String",
+        "filename": "examples/monitoring/monitoring-quickstart.ipynb",
+        "hashed_secret": "8d921d6d629bc22832e5fae42dfc828b8ce5cf47",
+        "is_verified": false,
+        "line_number": 606
+      },
+      {
+        "type": "Base64 High Entropy String",
+        "filename": "examples/monitoring/monitoring-quickstart.ipynb",
+        "hashed_secret": "37b47d0b2461457e316f1b0be0eef0f9599d440d",
+        "is_verified": false,
+        "line_number": 780
+      },
+      {
+        "type": "Base64 High Entropy String",
+        "filename": "examples/monitoring/monitoring-quickstart.ipynb",
+        "hashed_secret": "be6715cc8d40a964c7bd1fd8eff5e840d61ad598",
+        "is_verified": false,
+        "line_number": 875
+      }
+    ],
     "examples/online_store/milvus_tutorial/docker-compose.yml": [
       {
         "type": "Secret Keyword",
@@ -934,7 +957,7 @@
         "filename": "infra/feast-operator/api/v1/featurestore_types.go",
         "hashed_secret": "44e17306b837162269a410204daaa5ecee4ec22c",
         "is_verified": false,
-        "line_number": 879
+        "line_number": 1034
       }
     ],
     "infra/feast-operator/api/v1/zz_generated.deepcopy.go": [
@@ -943,21 +966,21 @@
         "filename": "infra/feast-operator/api/v1/zz_generated.deepcopy.go",
         "hashed_secret": "f914fc9324de1bec1ad13dec94a8ea2ddb41fc87",
         "is_verified": false,
-        "line_number": 785
+        "line_number": 914
       },
       {
         "type": "Secret Keyword",
         "filename": "infra/feast-operator/api/v1/zz_generated.deepcopy.go",
         "hashed_secret": "44e17306b837162269a410204daaa5ecee4ec22c",
         "is_verified": false,
-        "line_number": 846
+        "line_number": 975
       },
       {
         "type": "Secret Keyword",
         "filename": "infra/feast-operator/api/v1/zz_generated.deepcopy.go",
         "hashed_secret": "c2028031c154bbe86fd69bef740855c74b927dcf",
         "is_verified": false,
-        "line_number": 1491
+        "line_number": 1677
       }
     ],
     "infra/feast-operator/api/v1alpha1/featurestore_types.go": [
@@ -966,7 +989,7 @@
         "filename": "infra/feast-operator/api/v1alpha1/featurestore_types.go",
         "hashed_secret": "44e17306b837162269a410204daaa5ecee4ec22c",
         "is_verified": false,
-        "line_number": 649
+        "line_number": 669
       }
     ],
     "infra/feast-operator/api/v1alpha1/zz_generated.deepcopy.go": [
@@ -975,21 +998,30 @@
         "filename": "infra/feast-operator/api/v1alpha1/zz_generated.deepcopy.go",
         "hashed_secret": "f914fc9324de1bec1ad13dec94a8ea2ddb41fc87",
         "is_verified": false,
-        "line_number": 595
+        "line_number": 620
       },
       {
         "type": "Secret Keyword",
         "filename": "infra/feast-operator/api/v1alpha1/zz_generated.deepcopy.go",
         "hashed_secret": "44e17306b837162269a410204daaa5ecee4ec22c",
         "is_verified": false,
-        "line_number": 1103
+        "line_number": 1128
       },
       {
         "type": "Secret Keyword",
         "filename": "infra/feast-operator/api/v1alpha1/zz_generated.deepcopy.go",
         "hashed_secret": "c2028031c154bbe86fd69bef740855c74b927dcf",
         "is_verified": false,
-        "line_number": 1108
+        "line_number": 1133
+      }
+    ],
+    "infra/feast-operator/bundle/manifests/openlineage-secret_v1_secret.yaml": [
+      {
+        "type": "Secret Keyword",
+        "filename": "infra/feast-operator/bundle/manifests/openlineage-secret_v1_secret.yaml",
+        "hashed_secret": "598319ac6aa4a94e72a9d8a8d405cc7bc9e048ee",
+        "is_verified": false,
+        "line_number": 6
       }
     ],
     "infra/feast-operator/config/samples/v1_featurestore_db_persistence.yaml": [
@@ -1087,13 +1119,6 @@
         "is_verified": false,
         "line_number": 295
       },
-      {
-        "type": "Secret Keyword",
-        "filename": "infra/feast-operator/internal/controller/featurestore_controller_db_store_test.go",
-        "hashed_secret": "bd29b05f76d7125eb94b34447d9cb77cb98cd55f",
-        "is_verified": false,
-        "line_number": 679
-      },
       {
         "type": "Secret Keyword",
         "filename": "infra/feast-operator/internal/controller/featurestore_controller_db_store_test.go",
@@ -1122,7 +1147,7 @@
         "filename": "infra/feast-operator/internal/controller/featurestore_controller_oidc_auth_test.go",
         "hashed_secret": "a1f14fc6f33ba39a8b6d006fefa6fe0fe8d60ae2",
         "is_verified": false,
-        "line_number": 450
+        "line_number": 449
       }
     ],
     "infra/feast-operator/internal/controller/featurestore_controller_test_utils_test.go": [
@@ -1140,14 +1165,14 @@
         "filename": "infra/feast-operator/internal/controller/services/repo_config.go",
         "hashed_secret": "44e17306b837162269a410204daaa5ecee4ec22c",
         "is_verified": false,
-        "line_number": 129
+        "line_number": 137
       },
       {
         "type": "Secret Keyword",
         "filename": "infra/feast-operator/internal/controller/services/repo_config.go",
         "hashed_secret": "e2fb052132fd6a07a56af2013e0b62a1f510572c",
         "is_verified": false,
-        "line_number": 220
+        "line_number": 245
       }
     ],
     "infra/feast-operator/internal/controller/services/services.go": [
@@ -1156,7 +1181,7 @@
         "filename": "infra/feast-operator/internal/controller/services/services.go",
         "hashed_secret": "36dc326eb15c7bdd8d91a6b87905bcea20b637d1",
         "is_verified": false,
-        "line_number": 179
+        "line_number": 233
       }
     ],
     "infra/feast-operator/internal/controller/services/tls_test.go": [
@@ -1367,7 +1392,7 @@
         "filename": "sdk/python/tests/unit/infra/offline_stores/contrib/postgres_offline_store/test_postgres.py",
         "hashed_secret": "9fb7fe1217aed442b04c0f5e43b5d5a7d3287097",
         "is_verified": false,
-        "line_number": 301
+        "line_number": 364
       }
     ],
     "sdk/python/tests/unit/infra/offline_stores/test_clickhouse.py": [
@@ -1426,7 +1451,7 @@
         "filename": "sdk/python/tests/unit/infra/utils/snowflake/test_snowflake_utils.py",
         "hashed_secret": "a94a8fe5ccb19ba61c4c0873d391e987982fbbd3",
         "is_verified": false,
-        "line_number": 14
+        "line_number": 15
       }
     ],
     "sdk/python/tests/unit/local_feast_tests/test_init.py": [
@@ -1444,14 +1469,14 @@
         "filename": "sdk/python/tests/unit/permissions/test_oidc_auth_client.py",
         "hashed_secret": "e6eae2da3b4a5bf296d0495192788e2772ac5c79",
         "is_verified": false,
-        "line_number": 29
+        "line_number": 47
       },
       {
         "type": "Secret Keyword",
         "filename": "sdk/python/tests/unit/permissions/test_oidc_auth_client.py",
         "hashed_secret": "8318df9ecda039deac9868adf1944a29a95c7114",
         "is_verified": false,
-        "line_number": 31
+        "line_number": 49
       }
     ],
     "sdk/python/tests/universal/feature_repos/repo_configuration.py": [
@@ -1539,5 +1564,5 @@
       }
     ]
   },
-  "generated_at": "2026-05-01T07:12:24Z"
+  "generated_at": "2026-08-18T14:56:07Z"
 }
diff --git a/AGENTS.md b/AGENTS.md
index e8ebb031cdc..2ade5b12f7c 100644
--- a/AGENTS.md
+++ b/AGENTS.md
@@ -92,7 +92,7 @@ Architecture & design intent: `docs/getting-started/architecture/` (overview, wr
 
 - Use type hints on all Python function signatures
 - Follow existing patterns in the module you are modifying
-- PR titles must follow semantic conventions: `feat:`, `fix:`, `ci:`, `chore:`, `docs:`
+- PR titles must follow conventional commit conventions with a lowercase type and a capitalized subject after the colon: `feat: Add ...`, `fix: Correct ...`, `ci: Update ...`, `chore: Refresh ...`, `docs: Add ...`
 - Sign off commits with `git commit -s` (DCO requirement)
 - Uses `ruff` for Python linting and formatting; Go uses standard `gofmt`
 - Recompile protos after making changes to `.proto` files (`make protos`)
diff --git a/CHANGELOG.md b/CHANGELOG.md
index 7f1643e3ed0..38b88ae86df 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,5 +1,217 @@
 # Changelog
 
+# [0.65.0](https://github.com/feast-dev/feast/compare/v0.64.0...v0.65.0) (2026-07-20)
+
+
+### Bug Fixes
+
+* add debug logging for FIPS mode detection fallback ([6c1b24e](https://github.com/feast-dev/feast/commit/6c1b24ee6f27c469107269828b623180882de321))
+* Build embedded UI from local source ([#6525](https://github.com/feast-dev/feast/issues/6525)) ([3500349](https://github.com/feast-dev/feast/commit/35003494862f8b4af7f2d7eea321356743df074f))
+* Bump decommissioned Snowflake Python UDF runtime from 3.9 to 3.10 ([#6606](https://github.com/feast-dev/feast/issues/6606)) ([#6608](https://github.com/feast-dev/feast/issues/6608)) ([10341e4](https://github.com/feast-dev/feast/commit/10341e4d9cc05478ef863b33c3eeee3cc8da0162))
+* configure FIPS-compliant gRPC cipher suites for offline server ([6bc80a2](https://github.com/feast-dev/feast/commit/6bc80a2474e013724b1579d6de824c76e5d77f3d))
+* Correct Flink PyArrow dependency constraints ([#6604](https://github.com/feast-dev/feast/issues/6604)) ([70a9751](https://github.com/feast-dev/feast/commit/70a97515b8dc93e992d214e11c2bf9cd9ec65aa7))
+* Fix ValueError in signal handling for Trino worker threads ([#6428](https://github.com/feast-dev/feast/issues/6428)) ([506d919](https://github.com/feast-dev/feast/commit/506d919f3aaaaccdc4ac14cd23d0870302c6b13c))
+* Fixed monitoring page issues ([7946018](https://github.com/feast-dev/feast/commit/7946018c40f482bd82efb9a1c555d47dba5d4e54))
+* Make pytest config compatible with newer pytest ([#5779](https://github.com/feast-dev/feast/issues/5779)) ([a57ea33](https://github.com/feast-dev/feast/commit/a57ea331c53bf48a08e96764ff88fe2104bdb5bc))
+* Replace comma with space in DynamoDB-incompatible label tag value ([51e3a16](https://github.com/feast-dev/feast/commit/51e3a164fabf6e1cb2a1e41ae55328a4778177c4))
+* Resolve UI build warnings ([#6529](https://github.com/feast-dev/feast/issues/6529)) ([abe92af](https://github.com/feast-dev/feast/commit/abe92af5ef31283472a5d220390ed80b35baf3aa))
+* Unblock nightly UI build ([#6570](https://github.com/feast-dev/feast/issues/6570)) ([f296d4b](https://github.com/feast-dev/feast/commit/f296d4ba14c5d512429219b2b7845673e0fe524d))
+* Use LONGBLOB for SQL registry proto columns on MySQL ([#6566](https://github.com/feast-dev/feast/issues/6566)) ([7e4beb2](https://github.com/feast-dev/feast/commit/7e4beb21fdba8ee00afd7d0176989e42c10e31a1))
+
+
+### Features
+
+* Add click-to-zoom lightbox for blog post images ([#6575](https://github.com/feast-dev/feast/issues/6575)) ([1cb23fd](https://github.com/feast-dev/feast/commit/1cb23fde61862c6d53b434cd5b3ccbffea58d2a6))
+* Add dark mode support to website and blog ([#6589](https://github.com/feast-dev/feast/issues/6589)) ([7358fb8](https://github.com/feast-dev/feast/commit/7358fb8c9a9f8543f6add0e13b8b4b06ef11916b))
+* Add OnlineStore for Aerospike ([#6532](https://github.com/feast-dev/feast/issues/6532)) ([9cd35e1](https://github.com/feast-dev/feast/commit/9cd35e140a949dc44a9915300f2724dd2e702f03))
+* Add OpenLineage Consumer to Feast - receive, store, and visualize cross-producer lineage ([#6549](https://github.com/feast-dev/feast/issues/6549)) ([a834126](https://github.com/feast-dev/feast/commit/a834126b674356ea1efeafd7006f579c9148c3a1))
+* Add registry list feature views by updated since ([#6092](https://github.com/feast-dev/feast/issues/6092)) ([#6093](https://github.com/feast-dev/feast/issues/6093)) ([006c606](https://github.com/feast-dev/feast/commit/006c606183457373d8c83b1986a9f35e1d764c9a))
+* Add ScyllaDB online store with vector search ([#6508](https://github.com/feast-dev/feast/issues/6508)) ([1669661](https://github.com/feast-dev/feast/commit/1669661e15d3ba3b5ab9a9fffd19248d9c0da211))
+* Added compute and jobs UI ([ba2c05c](https://github.com/feast-dev/feast/commit/ba2c05c731be64aff8e7af0fdeefcbe8aa397308))
+* Added Iceberg REST Catalog data source support ([e0a8573](https://github.com/feast-dev/feast/commit/e0a8573eb453dd7060343c4e474e7fca7e1378f7))
+* Bring Your Own Spark - SparkApplication ([#6550](https://github.com/feast-dev/feast/issues/6550)) ([dcd496f](https://github.com/feast-dev/feast/commit/dcd496f22e109f0f77338d41e057dd71113b67d0))
+* **cassandra:** Add multi-DC support via per-datacenter execution profiles ([#6434](https://github.com/feast-dev/feast/issues/6434)) ([0de9196](https://github.com/feast-dev/feast/commit/0de9196d75a63e1ba3860de051cab40c6eba8efc))
+* Enhanced data source creation as a visual catalog with type-specific forms ([#6557](https://github.com/feast-dev/feast/issues/6557)) ([d6acbba](https://github.com/feast-dev/feast/commit/d6acbba057cde6e1c088d068e39492448c73fea1))
+* Enhanced datasets UI functionality ([de11152](https://github.com/feast-dev/feast/commit/de111525985b542b8bfa61118e1ee949254d8703))
+* Implement RegistryServer.Proto RPC with RBAC-filtered response ([#6558](https://github.com/feast-dev/feast/issues/6558)) ([#6552](https://github.com/feast-dev/feast/issues/6552)) ([0d02614](https://github.com/feast-dev/feast/commit/0d02614edcc6fb71992cbb0b539c4b0e2a50f810))
+* New zoned timestamp feature type ([#6536](https://github.com/feast-dev/feast/issues/6536)) ([#6537](https://github.com/feast-dev/feast/issues/6537)) ([eb042f0](https://github.com/feast-dev/feast/commit/eb042f04f5d9bdd7dafbaf654d5b5ec2a2572d9f))
+* **operator:** Auto-create RBAC for spark_application batch engine ([#6597](https://github.com/feast-dev/feast/issues/6597)) ([f487b37](https://github.com/feast-dev/feast/commit/f487b37fd317c63d0d0060ccf8be5d8238d484dd))
+* **operator:** integrate cluster TLS profile for OCP 5.0 compliance ([43263a6](https://github.com/feast-dev/feast/commit/43263a658abe5e2080241b5819fdd8affb4e5fef))
+* Permissions CRUD UI and OIDC auth integration in UI ([6511da1](https://github.com/feast-dev/feast/commit/6511da1323f5634595b5b2ae4e8a5055599c7885))
+* Retrieve historical features from BigQuery without entity_df ([#6569](https://github.com/feast-dev/feast/issues/6569)) ([cd5f6bb](https://github.com/feast-dev/feast/commit/cd5f6bbbd36f11f1d2e2faf8e5e773076b7a3026)), closes [#6558](https://github.com/feast-dev/feast/issues/6558) [#6552](https://github.com/feast-dev/feast/issues/6552)
+* **spark:** SparkSource query+path and pre-computed offline read for BatchFeatureView ([#6440](https://github.com/feast-dev/feast/issues/6440)) ([4dc8757](https://github.com/feast-dev/feast/commit/4dc8757626c69c833a8d8174a6bd1513b1671ad7))
+
+
+### BREAKING CHANGES
+
+* total_timeout_ms is renamed to batch_total_timeout_ms. Config files using the old name must be updated. No default value change.
+
+Docs updated (reference + perf-tuning guide) with a short explainer on the per-attempt vs total deadline distinction. Two new unit tests pin the policy wiring: socket_timeout_ms propagates to all three scopes, and is omitted (not injected as None) when unset.
+
+Signed-off-by: Valentyn Kahamlyk <valentin.kagamlyk@gmail.com>
+
+* refactor(aerospike): use MAP_KEY_ORDERED, KEY_DIGEST, and instance-scoped client
+
+Cheap-win cleanups flagged in review, all touching the same small patch of write-path and lifecycle code.
+
+* Map CDTs are now created with MAP_KEY_ORDERED. map_get_by_key / map_remove_by_key on an ordered map are O(log N) in the map size instead of O(N); matters on reads of wide feature views and on the update() background scan (which walks every record in the project's set).
+
+* Writes drop POLICY_KEY_SEND and rely on the client default (POLICY_KEY_DIGEST). The serialized entity key is no longer stored alongside each record, saving per-record storage the read path never consumes (batch_operate preserves request order; results are paired back by zip in online_read).
+
+* _client moves from a class attribute to an instance attribute (set in __init__). Previously two AerospikeOnlineStore instances could share the cached client through class state until one wrote self._client. With the instance attribute the state is always per-instance from construction.
+
+* Drop MongoDB references from class docstrings and comments (they referred to how the storage layout was derived rather than documenting current behavior). Also rewrite the _build_batch_writes docstring to describe the policies applied on the write path.
+
+Unit test assertions for the write-path record are updated: bw.policy is now None (client default applies) and map ops carry map_policy={'map_order': MAP_KEY_ORDERED}. All three docker-backed integration tests still pass end-to-end (cross-FV upsert, update() background scan, full feature-store round-trip), so the read/write shape survives the ordering and policy changes against a real server.
+
+Signed-off-by: Valentyn Kahamlyk <valentin.kagamlyk@gmail.com>
+
+* feat(aerospike): add per-FV namespace/set overrides and prewriting hook
+
+Adds three configuration knobs to AerospikeOnlineStoreConfig:
+
+- namespace_overrides: pin individual feature views to a different
+  Aerospike namespace (e.g. RAM-only vs. SSD-backed) without splitting
+  the project across stores.
+- set_overrides: place a feature view in its own set so admin ops on
+  it (truncate, scan-based deletes during `feast apply`) do not touch
+  records of other views.
+- prewriting_hook: import-string-resolved callable invoked once per
+  online_write_batch with the rows about to be written, returning the
+  rows that actually go on the wire. Resolved and cached on first use;
+  returning [] short-circuits the wire call.
+
+Read, write, update and teardown paths all honour the per-FV ns/set
+resolution. update() groups dropped feature views by their resolved
+(ns, set) pair and issues one background scan per group. teardown()
+truncates every unique (ns, set) pair the project may have written to,
+including the store-level default.
+
+Adds 22 unit tests for the new behaviour and updates 3 existing call
+sites of _build_batch_writes for the new namespace= parameter. Adds a
+sample hook module under examples/online_store/aerospike_overrides_and_hooks/
+and corresponding sections in docs/reference/online-stores/aerospike.md.
+
+Signed-off-by: Valentyn Kahamlyk <valentin.kagamlyk@gmail.com>
+
+* test: update aerospike image tag
+
+Signed-off-by: Valentyn Kahamlyk <valentin.kagamlyk@gmail.com>
+
+* chore: sync README template and secrets baseline after master merge
+
+Signed-off-by: Valentyn Kahamlyk <valentin.kagamlyk@gmail.com>
+
+* chore: fix secrets baseline line number for v1 operator types
+
+Adding aerospike to the feast-operator enum shifted the allowlisted
+SecretRef entry in api/v1/featurestore_types.go by one line.
+
+Signed-off-by: Valentyn Kahamlyk <valentin.kagamlyk@gmail.com>
+
+* docs: update aerospike docs
+
+Signed-off-by: Valentyn Kahamlyk <valentin.kagamlyk@gmail.com>
+
+* fix(aerospike): wire batch max_retries and fix empty projection handling
+
+Copilot review feedback on PR #6532:
+
+- Add max_retries to the batch client policy (batch_operate/batch_write path)
+- Treat empty projected feature maps as present FV slots (is not None)
+- Return {} from _normalize_projected_features([]) instead of None
+- Fix projection unit test mock/assertions
+- Correct prewriting_hook config docstring
+
+Co-authored-by: Copilot Autofix powered by AI <175728472+Copilot@users.noreply.github.com>
+Signed-off-by: Valentyn Kahamlyk <valentin.kagamlyk@gmail.com>
+
+* style(aerospike): format online_read docs assignment for ruff
+
+Signed-off-by: Valentyn Kahamlyk <valentin.kagamlyk@gmail.com>
+
+* chore: update pixi.lock for aerospike optional extra
+
+Regenerate the v6 lockfile with Pixi v0.63.1 after adding the aerospike extra to pyproject.toml.
+
+Signed-off-by: Valentyn Kahamlyk <valentin.kagamlyk@gmail.com>
+
+* fix(aerospike): add client init lock and batch chunking
+
+Guard lazy client creation with a lock to avoid connection leaks under concurrent first use, and chunk batch reads/writes by batch_max_records so large materializations stay under Aerospike server batch limits.
+
+Signed-off-by: Valentyn Kahamlyk <valentin.kagamlyk@gmail.com>
+
+# [0.64.0](https://github.com/feast-dev/feast/compare/v0.63.0...v0.64.0) (2026-06-13)
+
+
+### Bug Fixes
+
+* Add async_supported property to RedisOnlineStore ([9b088fe](https://github.com/feast-dev/feast/commit/9b088fe6144ff35926884cbda96099d0d4a0d66c))
+* Add missing feast init templates to operator CRD and enhance persistence documentation ([1941d4d](https://github.com/feast-dev/feast/commit/1941d4d184a3e13eea1d47b1b35d3305c89ecf1c))
+* Allow to publish from reference branch ([5458ec8](https://github.com/feast-dev/feast/commit/5458ec8afa0d692ed5dd908826ebdf1869098036))
+* API calls list ([4203eb7](https://github.com/feast-dev/feast/commit/4203eb749b153f55f6219c7a5d9dc1161fc5ae4e))
+* **bigquery:** Enable list inference for parquet loads in offline_write_batch ([9243497](https://github.com/feast-dev/feast/commit/92434971821b3a9486d04397af33bac94e808e24)), closes [#5845](https://github.com/feast-dev/feast/issues/5845)
+* Bump grpcio dependencies ([07b4782](https://github.com/feast-dev/feast/commit/07b47826928f14751724130ea83e343f59e33049))
+* **compute-engine/local:** Honor field_mapping on join keys in dedup + join nodes ([#6395](https://github.com/feast-dev/feast/issues/6395)) ([bd01824](https://github.com/feast-dev/feast/commit/bd01824e284b44847c834ef75cb3bc6e71940a5d))
+* **dynamodb:** Avoid tag race condition by using diff-based tag updates ([#6479](https://github.com/feast-dev/feast/issues/6479)) ([bad2b7d](https://github.com/feast-dev/feast/commit/bad2b7d53d62b0b736d28beaa5d4b48d97875f15)), closes [#6418](https://github.com/feast-dev/feast/issues/6418)
+* **dynamodb:** Fix mypy type for _build_projection_expression return ([217b4da](https://github.com/feast-dev/feast/commit/217b4daa49a47ae3c88e8a320569e83c1fb51b7e))
+* Fix intermittent async test failures for DynamoDB and Redis ([63c5eb1](https://github.com/feast-dev/feast/commit/63c5eb152a33bb30a75bf2d704e9aac310db2eab))
+* Fix mongodb blog title ([57d28d4](https://github.com/feast-dev/feast/commit/57d28d4c27384f7b5ebdc85f262ba24db82a879e))
+* Fix shared SQL registry crash - avoid unnecessary UDF deserialization in proto cache building ([ac588d7](https://github.com/feast-dev/feast/commit/ac588d70757288bbbcd98ec7c1e42c0993e7981b))
+* Fix SparkRetrievalJob.persist() failing for SparkSource ([209d7cd](https://github.com/feast-dev/feast/commit/209d7cd0f42b22f5a9a695fc7b3d66e85d4daa31))
+* Fixed formatting and image for mongo blog ([#6377](https://github.com/feast-dev/feast/issues/6377)) ([f8389fb](https://github.com/feast-dev/feast/commit/f8389fb4037ad0280c7b0a70fafe9ab710369409))
+* Fixes for ray source ([7f592a4](https://github.com/feast-dev/feast/commit/7f592a4fa6f230ce8a635a1ff235cbb575c254f4))
+* **go:** skip registry refresh when cache_ttl_seconds <= 0 ([97ed40c](https://github.com/feast-dev/feast/commit/97ed40ca175e29cc1df30fb8d866f4cfc3f3d62c))
+* Handle array of strings columns in Athena materialization ([#6324](https://github.com/feast-dev/feast/issues/6324)) ([4ed0278](https://github.com/feast-dev/feast/commit/4ed027807c87aad31b9062bb7ee1ddf4008d61ad))
+* make milvus VARCHAR max_length configurable, remove hardcoded 512 limit ([3b98c22](https://github.com/feast-dev/feast/commit/3b98c22426f108334222b81000acdcf215fc483b))
+* **operator:** Set appProtocol: grpc on registry gRPC Service ([#6367](https://github.com/feast-dev/feast/issues/6367)) ([c9ae2b4](https://github.com/feast-dev/feast/commit/c9ae2b41cf44fd8d17b9d55191a66c4d210b2292))
+* PyJWT 2.10+ added validation that rejects empty HMAC keys ([e756ffe](https://github.com/feast-dev/feast/commit/e756ffe26b0b4fd16e8f621269195f15f14340f4))
+* RemoteOnlineStore sends all features in a single HTTP request ([8f187dd](https://github.com/feast-dev/feast/commit/8f187dd6dd1a4923348d60c2bf53d1ef4e367a9b))
+* Remove registry proto dump to enforce RBAC and add permission checks to Commit/Refresh RPCs ([328431f](https://github.com/feast-dev/feast/commit/328431ffe083f744d5dad1ce1243ed88d921db64))
+* Remove selector migration job - no longer needed ([51c325e](https://github.com/feast-dev/feast/commit/51c325ee6e72c1f18f71a36f9fc7c8120e5d16f1))
+* replace broken .claude skill symlink with correct relative path ([4541690](https://github.com/feast-dev/feast/commit/45416901e488b657f45601edda8804d6fe82a714))
+* Replace selector label strip patch with migration Job for upgrade-safe selector uniqueness ([00dea50](https://github.com/feast-dev/feast/commit/00dea5010ae9b6cb6c88a145e16502818420d2b2))
+* Scope feature view name conflict check to current project in file-based registry ([#6369](https://github.com/feast-dev/feast/issues/6369)) ([a4fde83](https://github.com/feast-dev/feast/commit/a4fde83d125ed1ec18a353871101f07ac51b4be7)), closes [#6209](https://github.com/feast-dev/feast/issues/6209)
+* **snowflake:** Stop double-quoting connection identifiers ([#6462](https://github.com/feast-dev/feast/issues/6462)) ([e914d59](https://github.com/feast-dev/feast/commit/e914d593fedae05bcab050b6d05dd45b1703b658))
+* **spark:** S3/GCS PyArrow filesystem resolution for staging paths ([#6442](https://github.com/feast-dev/feast/issues/6442)) ([ae50414](https://github.com/feast-dev/feast/commit/ae50414d258086f7968cb4ea911b4a9b49924665))
+* **trino:** Clean up temporary entity tables after retrieval ([#6381](https://github.com/feast-dev/feast/issues/6381)) ([d86b13d](https://github.com/feast-dev/feast/commit/d86b13df1d3c74fb1ba1906a7eadbc1cfc1492d8)), closes [#6306](https://github.com/feast-dev/feast/issues/6306)
+* Update go-feature-server base image to Go 1.25 and fix operator Dockerfile COPY permissions ([86ef0bc](https://github.com/feast-dev/feast/commit/86ef0bcf6d66f3eb0690d7017714fd0b29c149c9))
+
+
+### Features
+
+* [Backend] Data Quality Monitoring with native compute, multi-backend support, REST API, CLI ([#6202](https://github.com/feast-dev/feast/issues/6202)) ([5458c37](https://github.com/feast-dev/feast/commit/5458c375745e32f219a15f5f62b49a1c6adaf2b0))
+* Add apache flink compute engine ([#6476](https://github.com/feast-dev/feast/issues/6476)) ([9636d6a](https://github.com/feast-dev/feast/commit/9636d6a2da52e2381b2b929a975b9f6cedaa7e0c))
+* Add demo noteboooks for users ([e362173](https://github.com/feast-dev/feast/commit/e362173c9623fd42f8bd78eb6ce1bfd9d1090345))
+* Add enabled/disabled toggle for feature views ([#6401](https://github.com/feast-dev/feast/issues/6401)) ([5f1fa0d](https://github.com/feast-dev/feast/commit/5f1fa0d98961509a0393bad0d1ef47ce03f8638a)), closes [#6395](https://github.com/feast-dev/feast/issues/6395)
+* Add Label View to init template ([ec272d5](https://github.com/feast-dev/feast/commit/ec272d5206cd9ab95686621e82f50722452fe122))
+* Add mTLS support to remote registry gRPC client ([#6474](https://github.com/feast-dev/feast/issues/6474)) ([c9602d8](https://github.com/feast-dev/feast/commit/c9602d8f5d3f09010b5a15e19f4d55651b6e0737))
+* Add Prometheus gauges for FeatureStore installation telemetry ([#6354](https://github.com/feast-dev/feast/issues/6354)) ([1b681b7](https://github.com/feast-dev/feast/commit/1b681b714c56c75e75bc6f896424ebe4c3feddc2))
+* Adds registry REST API endpoints for managing entities, data sources, and feature views ([#6413](https://github.com/feast-dev/feast/issues/6413)) ([f77bd1d](https://github.com/feast-dev/feast/commit/f77bd1dc1a1d9a0920c900e0e40a37c2a33ce39e))
+* Allow CRUD on entities, data sources, and feature views from UI ([#6412](https://github.com/feast-dev/feast/issues/6412)) ([2321c07](https://github.com/feast-dev/feast/commit/2321c07938ca12c6a54d83e9ba6a0dfdb3a173eb))
+* Allow default openlineage configuration ([#6467](https://github.com/feast-dev/feast/issues/6467)) ([276b6df](https://github.com/feast-dev/feast/commit/276b6df562e16fefba7efb493736ff32046d4a76))
+* **bigquery:** Support DATE-type event timestamp columns ([#6362](https://github.com/feast-dev/feast/issues/6362)) ([753dee5](https://github.com/feast-dev/feast/commit/753dee5ea4fdde07b2ee74a9a74b0a7b855c6716)), closes [#2530](https://github.com/feast-dev/feast/issues/2530)
+* **cli:** Add `feast projects delete` command (closes [#5095](https://github.com/feast-dev/feast/issues/5095)) ([#6318](https://github.com/feast-dev/feast/issues/6318)) ([1a4b96c](https://github.com/feast-dev/feast/commit/1a4b96c73ef383e8fcecf8a97eb3592be5d441e2))
+* Data Quality Monitoring added in feast UI ([#6422](https://github.com/feast-dev/feast/issues/6422)) ([fa271be](https://github.com/feast-dev/feast/commit/fa271be3cbe00fd930b7bc091e7c3010ae2f241e))
+* **dynamodb:** Use ProjectionExpression when requested_features is set ([0adc906](https://github.com/feast-dev/feast/commit/0adc9060d80a675b64422d5a1ddd5c8bec1f4996)), closes [#6058](https://github.com/feast-dev/feast/issues/6058)
+* Enhance DataSource and FeatureView modals with error handling and submission states ([96d7169](https://github.com/feast-dev/feast/commit/96d7169f8f42926a7f149f0715b59b31b081a2e8))
+* Expose registry endpoints on feature server for MCP access ([f77981c](https://github.com/feast-dev/feast/commit/f77981c3a0dc4637bfc6c51178ad53e8789a07d1))
+* Feast First-Class LabelView Implementation ([#6292](https://github.com/feast-dev/feast/issues/6292)) ([c0e7e5d](https://github.com/feast-dev/feast/commit/c0e7e5d558347fd474f9c0316abc723d7d138118))
+* Feast-MLflow Integration ([#6235](https://github.com/feast-dev/feast/issues/6235)) ([7279c75](https://github.com/feast-dev/feast/commit/7279c75fb5681565cfa27914ca5ad17818e11089))
+* Operational metrics for offline store and SOX metrics for both ([#6340](https://github.com/feast-dev/feast/issues/6340)) ([65b1b80](https://github.com/feast-dev/feast/commit/65b1b801fce5b5e0ed89f4dd8ca16ada2461e006))
+* Pre-compute feature service ([8011550](https://github.com/feast-dev/feast/commit/80115507e9c20d15a772df56b9f089ad028b4046))
+* REST API-backed UI for RBAC compatibility and per-page lazy loading ([#6414](https://github.com/feast-dev/feast/issues/6414)) ([6ae80af](https://github.com/feast-dev/feast/commit/6ae80af1ba542ebe12e78c9a05ad2624ffd1a127))
+* Support non-string map key types ([#6382](https://github.com/feast-dev/feast/issues/6382)) ([#6383](https://github.com/feast-dev/feast/issues/6383)) ([728aa2e](https://github.com/feast-dev/feast/commit/728aa2e039dab8d51f2f714f544cf1afeea78acd))
+* Update FeatureStore CRD with DRA Fields ([01241e4](https://github.com/feast-dev/feast/commit/01241e4f587994d7abd5a6f40b503d101656ed3f))
+
+
+### Performance Improvements
+
+* Cache feature view resolution in get_online_features to reduce per-request overhead ([55c2f18](https://github.com/feast-dev/feast/commit/55c2f185f015e4fc4052a828c9785a79b9819104))
+* Optimize feature serving latency with batched async Redis, cached checks fix ([103809a](https://github.com/feast-dev/feast/commit/103809a24839fb40f625de7e111454f582431eee))
+* Replace MessageToDict with optimized custom dict builder ([#6015](https://github.com/feast-dev/feast/issues/6015)) ([9902064](https://github.com/feast-dev/feast/commit/99020646118f2c723ab4afb5842055863605c05a))
+
 # [0.63.0](https://github.com/feast-dev/feast/compare/v0.62.0...v0.63.0) (2026-05-04)
 
 
diff --git a/Makefile b/Makefile
index 799bc9c42fc..d5a6aeeaba9 100644
--- a/Makefile
+++ b/Makefile
@@ -105,11 +105,14 @@ install-python-dependencies-minimal: ## Install minimal Python dependencies usin
 # Used in github actions/ci
 install-python-dependencies-ci: ## Install Python CI dependencies using uv pip sync
 	# Create virtualenv if it doesn't exist
-	uv venv .venv
+	@if [ ! -d .venv ]; then \
+		echo "Creating virtualenv..."; \
+		uv venv .venv; \
+	fi
 	# Install CPU-only torch first to prevent CUDA dependency issues (Linux only)
 	@if [ "$$(uname -s)" = "Linux" ]; then \
 		echo "Installing dependencies with torch CPU index for Linux..."; \
-		uv pip sync --extra-index-url https://download.pytorch.org/whl/cpu --index-strategy unsafe-best-match sdk/python/requirements/py$(PYTHON_VERSION)-ci-requirements.txt; \
+		uv pip sync --torch-backend cpu sdk/python/requirements/py$(PYTHON_VERSION)-ci-requirements.txt; \
 	else \
 		echo "Installing dependencies from PyPI for macOS..."; \
 		uv pip sync sdk/python/requirements/py$(PYTHON_VERSION)-ci-requirements.txt; \
@@ -147,9 +150,11 @@ lock-python-dependencies-all: ## Recompile and lock all Python dependency sets f
 		pixi run --environment $(call get_env_name,$(ver)) --manifest-path infra/scripts/pixi/pixi.toml \
 			"uv pip compile -p $(ver) --no-strip-extras pyproject.toml --extra minimal-sdist-build \
 			--no-emit-package milvus-lite \
+			--no-emit-package pymilvus \
+			--no-emit-package faiss-cpu \
 			--generate-hashes --output-file sdk/python/requirements/py$(ver)-minimal-sdist-requirements.txt" && \
 		pixi run --environment $(call get_env_name,$(ver)) --manifest-path infra/scripts/pixi/pixi.toml \
-			"uv pip install -p $(ver) pybuild-deps==0.5.0 pip==25.0.1 && \
+			"uv pip install -p $(ver) pybuild-deps==0.5.0 pip==25.0.1 typing_extensions && \
 			pybuild-deps compile --generate-hashes \
 			-o sdk/python/requirements/py$(ver)-minimal-sdist-requirements-build.txt \
 			sdk/python/requirements/py$(ver)-minimal-sdist-requirements.txt" && \
@@ -168,9 +173,10 @@ benchmark-python-local: ## Run integration + benchmark tests for Python (local d
 
 test-python-unit: ## Run Python unit tests (use pattern=<pattern> to filter tests, e.g., pattern=milvus, pattern=test_online_retrieval.py, pattern=test_online_retrieval.py::test_get_online_features_milvus)
 	uv run python -m pytest -n 8 --color=yes $(if $(pattern),-k "$(pattern)") \
-		--ignore=sdk/python/tests/component/ray \
-		--ignore=sdk/python/tests/component/spark \
-		sdk/python/tests
+		--cov=feast \
+		--cov-report=xml \
+		--cov-report=term-missing \
+		sdk/python/tests/unit
 
 # Fast unit tests only
 test-python-unit-fast: ## Run fast unit tests only (no external dependencies)
@@ -725,10 +731,16 @@ push-feast-operator-docker: ## Push Feast Operator Docker image
 	$(MAKE) docker-push
 
 build-feast-operator-docker: ## Build Feast Operator Docker image
-	cd infra/feast-operator && \
-	IMAGE_TAG_BASE=$(REGISTRY)/feast-operator \
-	VERSION=$(VERSION) \
-	$(MAKE) docker-build
+	@if [ -n "$(DOCKER_PLATFORMS)" ]; then \
+		cd infra/feast-operator && \
+		docker buildx build --push --platform=$(DOCKER_PLATFORMS) \
+			--tag $(REGISTRY)/feast-operator:$(VERSION) -f Dockerfile .; \
+	else \
+		cd infra/feast-operator && \
+		IMAGE_TAG_BASE=$(REGISTRY)/feast-operator \
+		VERSION=$(VERSION) \
+		$(MAKE) docker-build; \
+	fi
 
 build-feast-operator-docker-on-mac: ## Build Feast Operator Docker image on Mac
 	cd infra/feast-operator && \
@@ -812,13 +824,12 @@ build-helm-docs: ## Build helm docs
 # Note: these require node and yarn to be installed
 
 build-ui: ## Build Feast UI
-	cd $(ROOT_DIR)/sdk/python/feast/ui && yarn upgrade @feast-dev/feast-ui --latest && yarn install && npm run build --omit=dev
-
-build-ui-local: ## Build Feast UI locally
 	cd $(ROOT_DIR)/ui && yarn install && npm run build --omit=dev
 	rm -rf $(ROOT_DIR)/sdk/python/feast/ui/build
 	cp -r $(ROOT_DIR)/ui/build $(ROOT_DIR)/sdk/python/feast/ui/
 
+build-ui-local: build-ui ## Build Feast UI locally
+
 format-ui: ## Format Feast UI
 	cd $(ROOT_DIR)/ui && NPM_TOKEN= yarn install && NPM_TOKEN= yarn format
 
diff --git a/README.md b/README.md
index 115bd37903f..a91faccae83 100644
--- a/README.md
+++ b/README.md
@@ -19,7 +19,7 @@
 
 
 ## Join us on Slack!
-👋👋👋 [Come say hi on Slack!](https://communityinviter.com/apps/feastopensource/feast-the-open-source-feature-store)
+👋👋👋 [Come say hi on Slack!](https://slack.feast.dev/)
 
 [Check out our DeepWiki!](https://deepwiki.com/feast-dev/feast)
 
@@ -227,6 +227,7 @@ The list below contains the functionality that contributors are planning to deve
   * [x] [SingleStore](https://docs.feast.dev/reference/online-stores/singlestore)
   * [x] [Couchbase](https://docs.feast.dev/reference/online-stores/couchbase)
   * [x] [MongoDB](https://docs.feast.dev/reference/online-stores/mongodb)
+  * [x] [Aerospike](https://docs.feast.dev/reference/online-stores/aerospike)
   * [x] [Qdrant (vector store)](https://docs.feast.dev/reference/online-stores/qdrant)
   * [x] [Milvus (vector store)](https://docs.feast.dev/reference/online-stores/milvus)
   * [x] [Faiss (vector store)](https://docs.feast.dev/reference/online-stores/faiss)
@@ -254,7 +255,7 @@ The list below contains the functionality that contributors are planning to deve
   * [x] [Offline Feature Server (alpha)](https://docs.feast.dev/reference/feature-servers/offline-feature-server)
   * [x] [Registry server (alpha)](https://github.com/feast-dev/feast/blob/master/docs/reference/feature-servers/registry-server.md)
 * **Data Quality Management (See [RFC](https://docs.google.com/document/d/110F72d4NTv80p35wDSONxhhPBqWRwbZXG4f9mNEMd98/edit))**
-  * [x] Data profiling and validation (Great Expectations)
+  * [x] [Feature Quality Monitoring](https://docs.feast.dev/how-to-guides/feature-monitoring) — built-in metrics, drift detection, serving log monitoring, and UI dashboard
 * **Feature Discovery and Governance**
   * [x] Python SDK for browsing feature registry
   * [x] CLI for browsing feature registry
diff --git a/SECURITY.md b/SECURITY.md
new file mode 100644
index 00000000000..a7a6d645642
--- /dev/null
+++ b/SECURITY.md
@@ -0,0 +1,30 @@
+# Security Policy
+
+The Feast community takes security bugs seriously, and we appreciate the effort it takes to find and report them. We follow [GitHub's coordinated disclosure process](https://docs.github.com/en/code-security/security-advisories/guidance-on-reporting-and-writing-information-about-vulnerabilities/about-coordinated-disclosure-of-security-vulnerabilities) so that a fix can be prepared before details become public.
+
+## Reporting a vulnerability
+
+Report vulnerabilities privately through GitHub, using **[Report a vulnerability](https://github.com/feast-dev/feast/security/advisories/new)** on this repository's Security tab. Only the maintainers can see the report, and you will be credited on the published advisory if you would like to be.
+
+Before reporting, please check the [published advisories](https://github.com/feast-dev/feast/security/advisories) to confirm the issue has not already been addressed.
+
+A report needs to show a clear, reproducible security impact. Please include:
+
+- the affected version or commit, and the configuration involved
+- a proof of concept, or steps that reproduce the issue
+- the actual impact, rather than a theoretical concern
+
+Raw scanner or dependency-audit output does not meet that bar on its own, since it does not establish that the issue is reachable in Feast. Reports that have not been manually verified against Feast, including bulk, automated, or AI-generated submissions, may be closed without further response.
+
+> [!WARNING]
+> Do not open a public GitHub issue, pull request, or Slack message for a security vulnerability. Those are visible to everyone and disclose the problem before a fix exists.
+
+For anything that is not a vulnerability, including hardening suggestions and questions about how Feast's authentication and authorization work, a normal [GitHub issue](https://github.com/feast-dev/feast/issues) is the right place.
+
+## Supported versions
+
+Security fixes are applied to the latest release. Feast releases roughly monthly and offers best-effort community support, as described in the [versioning policy](docs/project/versioning-policy.md); there is no long-term support branch, so upgrading to the current release is the supported way to receive a fix.
+
+## Published advisories
+
+Past advisories for this project are listed under [Security advisories](https://github.com/feast-dev/feast/security/advisories).
diff --git a/docs/README.md b/docs/README.md
index 8229ac10587..e8588be340f 100644
--- a/docs/README.md
+++ b/docs/README.md
@@ -71,7 +71,7 @@ Feast helps ML platform/MLOps teams with DevOps experience productionize real-ti
 * **batch feature engineering**: Feast supports on-demand and streaming transformations. Feast is also investing in supporting batch transformations. 
 * **native streaming feature integration:** Feast enables users to push streaming features, but does not pull from streaming sources or manage streaming pipelines.
 * **lineage:** Feast helps tie feature values to model versions, but is not a complete solution for capturing end-to-end lineage from raw data sources to model versions. Feast also has community contributed plugins with [DataHub](https://datahubproject.io/docs/generated/ingestion/sources/feast/) and [Amundsen](https://github.com/amundsen-io/amundsen/blob/4a9d60176767c4d68d1cad5b093320ea22e26a49/databuilder/databuilder/extractor/feast\_extractor.py). 
-* **data quality / drift detection**: Feast has experimental integrations with [Great Expectations](https://greatexpectations.io/), but is not purpose built to solve data drift / data quality issues. This requires more sophisticated monitoring across data pipelines, served feature values, labels, and model versions.
+* **data quality / drift detection**: Feast includes built-in [Feature Quality Monitoring](how-to-guides/feature-monitoring.md) that computes statistical metrics (null rates, distributions, percentiles), detects drift across batch data and serving logs, and provides a monitoring UI dashboard.
 
 ## Example use cases
 
diff --git a/docs/SUMMARY.md b/docs/SUMMARY.md
index 44c1cc09477..004e233cd01 100644
--- a/docs/SUMMARY.md
+++ b/docs/SUMMARY.md
@@ -23,7 +23,13 @@
   * [Project](getting-started/concepts/project.md)
   * [Data ingestion](getting-started/concepts/data-ingestion.md)
   * [Entity](getting-started/concepts/entity.md)
+  * [Data types](getting-started/concepts/feast-types.md)
+  * [Feature repository](getting-started/concepts/feature-repo.md)
   * [Feature view](getting-started/concepts/feature-view.md)
+  * [Batch feature view](getting-started/concepts/batch-feature-view.md)
+  * [Stream feature view](getting-started/concepts/stream-feature-view.md)
+  * [Tiling with Intermediate Representations](getting-started/concepts/tiling.md)
+  * [Label view](getting-started/concepts/label-view.md)
   * [Feature retrieval](getting-started/concepts/feature-retrieval.md)
   * [Point-in-time joins](getting-started/concepts/point-in-time-joins.md)
   * [\[Alpha\] Saved dataset](getting-started/concepts/dataset.md)
@@ -37,6 +43,7 @@
   * [Online store](getting-started/components/online-store.md)
   * [Feature server](getting-started/components/feature-server.md)
   * [Compute Engine](getting-started/components/compute-engine.md)
+  * [Stream Processor](getting-started/components/stream-processor.md)
   * [Provider](getting-started/components/provider.md)
   * [Authorization Manager](getting-started/components/authz_manager.md)
   * [OpenTelemetry Integration](getting-started/components/open-telemetry.md)
@@ -50,12 +57,13 @@
   * [Fraud detection on GCP](tutorials/tutorials-overview/fraud-detection.md)
   * [Real-time credit scoring on AWS](tutorials/tutorials-overview/real-time-credit-scoring-on-aws.md)
   * [Driver stats on Snowflake](tutorials/tutorials-overview/driver-stats-on-snowflake.md)
-* [Validating historical features with Great Expectations](tutorials/validating-historical-features.md)
 * [Building streaming features](tutorials/building-streaming-features.md)
 * [Retrieval Augmented Generation (RAG) with Feast](tutorials/rag-with-docling.md)
 * [RAG Fine Tuning with Feast and Milvus](../examples/rag-retriever/README.md)
 * [MCP - AI Agent Example](../examples/mcp_feature_store/README.md)
 * [Feast-Powered AI Agent](../examples/agent_feature_store/README.md)
+* [Demo Notebooks](tutorials/demo-notebooks.md)
+* [Feature Quality Monitoring Quickstart](../examples/monitoring/monitoring-quickstart.ipynb)
 
 ## How-to Guides
 
@@ -79,16 +87,19 @@
     * [5 — Security](how-to-guides/feast-operator/05-security.md)
     * [6 — Batch & Jobs](how-to-guides/feast-operator/06-batch-and-jobs.md)
     * [7 — OpenLineage & Materialization](how-to-guides/feast-operator/07-openlineage-and-materialization.md)
+    * [8 — MLflow Integration](how-to-guides/feast-operator/08-mlflow-integration.md)
 * [Feast Production Deployment Topologies](how-to-guides/production-deployment-topologies.md)
 * [Online Server Performance Tuning](how-to-guides/online-server-performance-tuning.md)
 * [Customizing Feast](how-to-guides/customizing-feast/README.md)
-  * [Adding a custom batch materialization engine](how-to-guides/customizing-feast/creating-a-custom-materialization-engine.md)
+  * [Adding a custom compute engine](how-to-guides/customizing-feast/creating-a-custom-compute-engine.md)
   * [Adding a new offline store](how-to-guides/customizing-feast/adding-a-new-offline-store.md)
   * [Adding a new online store](how-to-guides/customizing-feast/adding-support-for-a-new-online-store.md)
   * [Adding a custom provider](how-to-guides/customizing-feast/creating-a-custom-provider.md)
 * [Adding or reusing tests](how-to-guides/adding-or-reusing-tests.md)
 * [Starting Feast servers in TLS(SSL) Mode](how-to-guides/starting-feast-servers-tls-mode.md)
 * [Importing Features from dbt](how-to-guides/dbt-integration.md)
+* [Entity Key Serialization (v2 to v3)](how-to-guides/entity-reserialization-of-from-v2-to-v3.md)
+* [Feature Quality Monitoring](how-to-guides/feature-monitoring.md)
 
 ## Reference
 
@@ -139,6 +150,7 @@
   * [Snowflake](reference/online-stores/snowflake.md)
   * [Redis](reference/online-stores/redis.md)
   * [Dragonfly](reference/online-stores/dragonfly.md)
+  * [Valkey](reference/online-stores/valkey.md)
   * [Datastore](reference/online-stores/datastore.md)
   * [DynamoDB](reference/online-stores/dynamodb.md)
   * [Bigtable](reference/online-stores/bigtable.md)
@@ -153,17 +165,21 @@
   * [SingleStore](reference/online-stores/singlestore.md)
   * [Milvus](reference/online-stores/milvus.md)
   * [MongoDB](reference/online-stores/mongodb.md)
+  * [Aerospike](reference/online-stores/aerospike.md)
   * [Elasticsearch](reference/online-stores/elasticsearch.md)
   * [Qdrant](reference/online-stores/qdrant.md)
   * [Faiss](reference/online-stores/faiss.md)
   * [Hybrid](reference/online-stores/hybrid.md)
 * [Registries](reference/registries/README.md)
+  * [Metadata](reference/registries/metadata.md)
   * [Local](reference/registries/local.md)
   * [S3](reference/registries/s3.md)
   * [GCS](reference/registries/gcs.md)
   * [SQL](reference/registries/sql.md)
   * [Snowflake](reference/registries/snowflake.md)
+  * [HDFS](reference/registries/hdfs.md)
   * [Remote](reference/registries/remote.md)
+  * [Registry permissions](reference/registry/registry-permissions.md)
 * [Providers](reference/providers/README.md)
   * [Local](reference/providers/local.md)
   * [Google Cloud Platform](reference/providers/google-cloud-platform.md)
@@ -173,10 +189,15 @@
   * [Snowflake](reference/compute-engine/snowflake.md)
   * [AWS Lambda (alpha)](reference/compute-engine/lambda.md)
   * [Spark (contrib)](reference/compute-engine/spark.md)
+  * [SparkApplication](reference/compute-engine/spark_application.md)
+  * [Apache Flink](reference/compute-engine/flink.md)
   * [Ray (contrib)](reference/compute-engine/ray.md)
 * [Feature repository](reference/feature-repository/README.md)
   * [feature\_store.yaml](reference/feature-repository/feature-store-yaml.md)
   * [.feastignore](reference/feature-repository/feast-ignore.md)
+  * [Registration inferencing](reference/feature-repository/registration-inferencing.md)
+* [Kubernetes auth setup](reference/auth/kubernetes_auth_setup.md)
+* [User token provisioning](reference/auth/user_token_provisioning.md)
 * [Feature servers](reference/feature-servers/README.md)
   * [Python feature server](reference/feature-servers/python-feature-server.md)
   * [\[Alpha\] Go feature server](reference/feature-servers/go-feature-server.md)
@@ -187,10 +208,14 @@
 * [\[Beta\] On demand feature view](reference/beta-on-demand-feature-view.md)
 * [\[Alpha\] Static Artifacts Loading](reference/alpha-static-artifacts.md)
 * [\[Alpha\] Vector Database](reference/alpha-vector-database.md)
-* [\[Alpha\] Data quality monitoring](reference/dqm.md)
+* [\[Alpha\] OpenAI-Compatible Vector Store API](reference/alpha-vector-database.md#alpha-openai-compatible-vector-store-api)
+
+* [Data Quality Monitoring](reference/dqm.md)
+* [\[Deprecated\] Data quality monitoring (Great Expectations)](reference/dqm.md)
 * [\[Alpha\] Streaming feature computation with Denormalized](reference/denormalized.md)
 * [\[Alpha\] Feature View Versioning](reference/alpha-feature-view-versioning.md)
 * [OpenLineage Integration](reference/openlineage.md)
+* [MLflow Integration](reference/mlflow.md)
 * [Feast CLI reference](reference/feast-cli-commands.md)
 * [Python API reference](http://rtd.feast.dev)
 * [Usage](reference/usage.md)
@@ -216,3 +241,4 @@
   * [ADR-0009: Contribution and Extensibility](adr/ADR-0009-contribution-extensibility.md)
   * [ADR-0010: Vector Database Integration](adr/ADR-0010-vector-database-integration.md)
   * [ADR-0011: Data Quality Monitoring](adr/ADR-0011-data-quality-monitoring.md)
+  * [ADR-0012: LabelView](adr/ADR-0012-label-view.md)
diff --git a/docs/adr/ADR-0011-data-quality-monitoring.md b/docs/adr/ADR-0011-data-quality-monitoring.md
index 55df3aa1ddd..657d219c48c 100644
--- a/docs/adr/ADR-0011-data-quality-monitoring.md
+++ b/docs/adr/ADR-0011-data-quality-monitoring.md
@@ -2,7 +2,7 @@
 
 ## Status
 
-Accepted
+Superseded — The original external-library-based validation has been replaced by Feast's native [Feature Quality Monitoring](../how-to-guides/feature-monitoring.md) system (`feast monitor run`).
 
 ## Context
 
@@ -12,79 +12,51 @@ Data quality issues can significantly impact ML model performance. Several compl
 - **Upstream pipeline bugs**: Bugs in upstream pipelines can cause invalid values to overwrite existing valid values in an online store.
 - **Training/serving skew**: Distribution shift between training and serving data can decrease model performance.
 
-Feast needed a mechanism to validate data at retrieval time to catch these issues before they affect model training or serving.
+Feast needed a mechanism to validate data to catch these issues before they affect model training or serving.
 
 ## Decision
 
-Introduce a Data Quality Monitoring (DQM) module that validates datasets against user-curated rules, initially targeting historical retrieval (training dataset generation).
+Introduce a Data Quality Monitoring (DQM) module that validates datasets against user-curated rules.
 
-### Design
+### Original Design (now replaced)
 
-The validation process uses a **reference dataset** and a **profiler** pattern:
+The original validation process used a **reference dataset** and a **profiler** pattern:
 
 1. User prepares a reference dataset (saved from a known-good historical retrieval).
 2. User defines a profiler function that produces a profile (set of expectations) from a dataset.
 3. Validation is performed by comparing the tested dataset against the reference profile.
 
-### Integration with Great Expectations
+This approach was limited to historical retrieval only, required additional dependencies, and offered no built-in UI or automation.
 
-The initial implementation uses [Great Expectations](https://greatexpectations.io/) as the validation engine:
+### Current Design
 
-```python
-from feast.dqm.profilers.ge_profiler import ge_profiler
-from great_expectations.dataset import Dataset
-from great_expectations.core.expectation_suite import ExpectationSuite
+The current system (`feast monitor run`) provides:
 
-@ge_profiler
-def my_profiler(dataset: Dataset) -> ExpectationSuite:
-    dataset.expect_column_max_to_be_between("column", 1, 2)
-    dataset.expect_column_values_to_not_be_null("important_feature")
-    return dataset.get_expectation_suite()
-```
+- Automatic metric computation (null rates, percentiles, histograms) with no external dependencies
+- Monitoring across batch data and serving logs
+- CLI and REST API for automation
+- Built-in UI monitoring dashboard
+- Support for all offline store backends via SQL push-down
 
-### Usage
-
-Validation is triggered during historical feature retrieval via a `validation_reference` parameter:
-
-```python
-from feast import FeatureStore
-
-store = FeatureStore(".")
-
-job = store.get_historical_features(...)
-df = job.to_df(
-    validation_reference=store
-        .get_saved_dataset("my_reference_dataset")
-        .as_reference(profiler=my_profiler)
-)
-```
-
-If validation fails, a `ValidationFailed` exception is raised with details for all expectations that didn't pass. If validation succeeds, the materialized dataset is returned normally.
-
-### Key Decisions
-
-- **Profiler-based approach**: Users define their own validation rules via profiler functions rather than Feast prescribing fixed validation rules.
-- **Great Expectations integration**: Leverages an established data validation framework rather than building custom validation logic.
-- **Validation at retrieval time**: Validation is performed when datasets are materialized (`.to_df()` or `.to_arrow()`), not during ingestion.
-- **ValidationReference as a registry object**: Saved datasets and their validation references are stored in the Feast registry for reuse.
+See [Feature Quality Monitoring](../how-to-guides/feature-monitoring.md) for full documentation.
 
 ## Consequences
 
 ### Positive
 
 - Users can detect data quality issues before they affect model training.
-- Flexible profiler pattern allows custom validation rules per use case.
-- Integration with Great Expectations provides a rich set of built-in expectations.
-- Reference datasets provide a baseline for detecting data drift.
+- Native integration requires no extra dependencies.
+- Covers both batch data and serving logs.
+- Built-in UI provides immediate visibility into feature health.
+- Baselines computed automatically on `feast apply`.
 
 ### Negative
 
-- Currently limited to historical retrieval; online store write/read validation is planned but not yet implemented.
-- Dependency on Great Expectations adds to the install footprint (optional via `feast[ge]`).
-- Automatic profiling capabilities are limited; manual expectation crafting is recommended.
+- Migration required from the original profiler-based approach.
 
 ## References
 
-- Original RFC: Feast RFC-027: Data Quality Monitoring 
-- Implementation: `sdk/python/feast/dqm/`, `sdk/python/feast/saved_dataset.py`
+- Original RFC: Feast RFC-027: Data Quality Monitoring
+- Implementation: `sdk/python/feast/monitoring/`
 - Documentation: [Data Quality Monitoring](../reference/dqm.md)
+- [Feature Quality Monitoring guide](../how-to-guides/feature-monitoring.md)
diff --git a/docs/adr/ADR-0012-label-view.md b/docs/adr/ADR-0012-label-view.md
new file mode 100644
index 00000000000..ec7450cecbb
--- /dev/null
+++ b/docs/adr/ADR-0012-label-view.md
@@ -0,0 +1,519 @@
+# ADR-0012: LabelView — First-Class Mutable Labels for Feast
+
+Status: Accepted
+Authors: Nikhil Kathole
+Pull Request: https://github.com/feast-dev/feast/pull/6292
+Date: 2026-04-16
+
+---
+
+# Summary
+
+This RFC proposes adding LabelView as a new first-class primitive to Feast, sitting alongside FeatureView, StreamFeatureView, and OnDemandFeatureView. A LabelView manages mutable labels and annotations — reward signals, safety scores, human judgments — that are kept separate from the immutable feature data in regular feature views. Labels are ingested in real time via `FeatureStore.push()` through a `PushSource`, support multi-labeler workflows with configurable conflict resolution policies, and integrate seamlessly with existing Feast APIs including `FeatureService`, `get_historical_features()`, `get_online_features()`, versioning, and the permission system.
+
+---
+
+# Motivation
+
+Today, Feast treats all data as immutable, append-only feature data. This works well for observational signals (driver trip counts, page views, embedding vectors), but creates problems for a growing class of use cases where data is a mutable judgment about an entity rather than an observation of it:
+
+1. **Labels are not features.** Reward labels, safety scores, and human annotations are mutable judgments, not immutable observations. Mixing them into regular FeatureViews conflates two fundamentally different data lifecycle patterns — append-only vs. overwrite — leading to confusing semantics and fragile pipelines.
+
+2. **Multiple labelers disagree.** In RLHF, safety monitoring, and multi-annotator workflows, different sources (human reviewers, automated scanners, reward models) independently write labels for the same entity keys. Feast has no mechanism to track which labeler wrote what, or to resolve conflicts when labelers disagree.
+
+3. **Safety systems need a feedback loop.** When an AI safety layer (e.g., NeMo Guardrails) blocks a harmful interaction, it needs to write negative reward data back into the feature store as a feedback signal for retraining. This requires a push-based, real-time write path for mutable data — something regular FeatureViews were not designed for.
+
+4. **Training datasets need features + labels joined.** ML training pipelines need to retrieve features and their associated labels together with point-in-time correctness. Without a first-class label primitive, teams resort to ad-hoc joins outside Feast, losing reproducibility and governance.
+
+---
+
+# Design
+
+## Core Concepts
+
+| Concept | Description |
+|---|---|
+| **LabelView** | A new first-class Feast primitive (subclass of `BaseFeatureView`) that manages mutable labels keyed by entities. Stored in its own registry table/proto section. |
+| **ConflictPolicy** | An enum (`LAST_WRITE_WINS`, `LABELER_PRIORITY`, `MAJORITY_VOTE`) controlling how conflicting labels from different labelers are resolved. Enforced for offline store reads; online store uses LAST_WRITE_WINS. |
+| **labeler_field** | A designated schema field (default: `"labeler"`) that identifies which source wrote each label. Enables multi-labeler provenance tracking. |
+
+| **reference_feature_view** | Optional link to the `FeatureView` whose entities this label view annotates, for documentation and lineage. |
+| **PushSource integration** | Labels are ingested via `FeatureStore.push()` through a `PushSource`, writing to both online and offline stores in real time. |
+
+## Separation of Concerns: Features vs. Labels
+
+| Dimension | FeatureView | LabelView |
+|---|---|---|
+| Data nature | Observational, immutable | Judgments, mutable |
+| Write pattern | Batch or stream append | Real-time push (overwrite per key) or batch via `batch_source` |
+| Writers | Single source of truth | Multiple labelers |
+| Materialization | `feast materialize` / incremental | `FeatureStore.push()` for real-time; `feast materialize` supported when `batch_source` is set |
+| Conflict handling | N/A (single writer) | `ConflictPolicy` (LAST_WRITE_WINS, etc.) |
+| Labeler tracking | N/A | `labeler_field` identifies source |
+
+## What Triggers a New Version
+
+LabelViews inherit full versioning support from `BaseFeatureView` via the feature view versioning system (RFC-44). Schema changes to a LabelView trigger automatic version snapshots. Only schema-significant changes create new versions — metadata-only changes (description, tags, owner, TTL) update the active definition in place.
+
+## Class Hierarchy
+
+```
+BaseFeatureView (abstract)
+  ├── FeatureView
+  │     ├── BatchFeatureView
+  │     └── StreamFeatureView
+  ├── OnDemandFeatureView
+  └── LabelView          ← new
+```
+
+LabelView inherits from `BaseFeatureView`, gaining the standard name, features, projection, `proto_class`, versioning (`version`, `current_version_number`), and schema infrastructure. It adds label-specific fields: `labeler_field`, `conflict_policy`, `reference_feature_view`, and annotation profile metadata (via `tags`).
+
+## Protobuf Schema
+
+```protobuf
+// feast/core/LabelView.proto
+
+message LabelView {
+    LabelViewSpec spec = 1;
+    LabelViewMeta meta = 2;
+}
+
+enum ConflictResolutionPolicy {
+    LAST_WRITE_WINS  = 0;
+    LABELER_PRIORITY = 1;
+    MAJORITY_VOTE    = 2;
+}
+
+message LabelViewSpec {
+    string name                              = 1;
+    string project                           = 2;
+    repeated string entities                 = 3;
+    repeated FeatureSpecV2 features          = 4;
+    map<string, string> tags                 = 5;
+    google.protobuf.Duration ttl             = 6;
+    DataSource source                        = 7;
+    bool online                              = 8;
+    string description                       = 9;
+    string owner                             = 10;
+    repeated FeatureSpecV2 entity_columns    = 11;
+    string labeler_field                     = 12;
+    ConflictResolutionPolicy conflict_policy = 13;
+    reserved 14;  // was retain_history (removed — offline store always retains history)
+    string reference_feature_view            = 15;
+}
+
+message LabelViewMeta {
+    google.protobuf.Timestamp created_timestamp      = 1;
+    google.protobuf.Timestamp last_updated_timestamp  = 2;
+}
+```
+
+## Ingestion Path: FeatureStore.push()
+
+Labels are written via the existing `FeatureStore.push()` API, which routes data to any FeatureView or LabelView whose `PushSource` matches the given name. The push path writes to both the online and offline stores by default (`PushMode.ONLINE`), making labels immediately available for serving and later available for training dataset generation.
+
+```python
+import pandas as pd
+from feast import FeatureStore
+
+store = FeatureStore(repo_path="feature_repo/")
+
+labels_df = pd.DataFrame({
+    "interaction_id": ["int-001", "int-002"],
+    "reward_label": ["positive", "negative"],
+    "safety_score": [0.95, 0.12],
+    "labeler": ["nemo_guardrails", "nemo_guardrails"],
+    "event_timestamp": pd.to_datetime(["2025-01-15", "2025-01-15"]),
+})
+
+# Writes to both online and offline stores
+store.push("label_push_source", labels_df)
+```
+
+The `_fvs_for_push_source_or_raise()` method in FeatureStore was extended to iterate `list_label_views()` when resolving PushSource names, so existing push infrastructure works unchanged.
+
+## Retrieval Path: get_historical_features()
+
+LabelViews participate in historical retrieval through the same code path as regular feature views. The `get_any_feature_view()` registry method searches LabelViews alongside other view types, and LabelView exposes a `batch_source` property that unwraps the PushSource to its underlying batch source for offline store compatibility.
+
+```python
+# Direct feature references
+training_df = store.get_historical_features(
+    entity_df=entity_df,
+    features=[
+        "driver_hourly_stats:conv_rate",        # from FeatureView
+        "interaction_labels:reward_label",       # from LabelView
+        "interaction_labels:safety_score",       # from LabelView
+    ],
+).to_df()
+```
+
+## FeatureService Composability
+
+LabelViews can be bundled with regular FeatureViews in a `FeatureService`, allowing training pipelines to retrieve features and labels in a single call with point-in-time join semantics:
+
+```python
+from feast import FeatureService
+
+training_service = FeatureService(
+    name="interaction_training_service",
+    features=[
+        interaction_history,     # regular FeatureView
+        interaction_labels,      # LabelView
+    ],
+)
+
+# Single retrieval call for features + labels
+training_df = store.get_historical_features(
+    entity_df=entity_df,
+    features=training_service,
+).to_df()
+```
+
+## Batch Materialization: Supported via batch_source
+
+`LabelView` exposes a `batch_source` property that returns:
+- the underlying `batch_source` of a `PushSource` (if the label view uses push-based ingestion), or
+- the `source` directly if it is a plain `DataSource` (e.g. a Snowflake table, Parquet file, or Spark source).
+
+When `batch_source` is set, `feast materialize` and `feast materialize-incremental` can include the `LabelView` in the materialization run, writing historical label rows to the offline store. `LabelView` objects that have only a `PushSource` with no underlying `batch_source` are excluded from `materialize` — their labels arrive exclusively via `FeatureStore.push()`.
+
+This enables the financial-services pattern described in the [resolved decision](#resolved-should-labelview-support-batch-backfill-via-materialize) below: a team can point a `LabelView` directly at a Snowflake or Spark table of historical loan-default outcomes and run `feast materialize` to backfill the offline store, just like any other feature view.
+
+## Versioning
+
+LabelViews inherit full versioning support from `BaseFeatureView` via the feature view versioning system (RFC-44). Schema changes to a LabelView trigger automatic version snapshots. Version-qualified feature references (e.g., `interaction_labels@v2:reward_label`) work for both online and historical retrieval. Version pinning via `version="v1"` is also supported.
+
+---
+
+# Integration Points
+
+LabelView integrates across the full Feast stack. The following table summarizes every component that was added or modified:
+
+| Component | Change |
+|---|---|
+| `LabelView.proto` | New protobuf definition with `LabelViewSpec`, `LabelViewMeta`, `ConflictResolutionPolicy` enum |
+| `RegistryServer.proto` | Added `label_view` arm to `ApplyFeatureViewRequest` oneof |
+| `Permission.proto` | Added `LABEL_VIEW = 11` to `PermissionSpec.Type` enum |
+| `Registry.proto` | Added `repeated LabelView label_views` field |
+| `base_registry.py` | Added abstract methods: `_get_label_view`, `_list_label_views`, `delete_label_view`; `apply_materialization` type hint |
+| `registry.py` (file) | Implemented label view CRUD, proto builder, delete, `apply_materialization` type hint |
+| `sql.py` | Added `_infer_fv_table`/`_infer_fv_classes` for LabelView, `proto()` builder, type hints |
+| `remote.py` | Added `apply_feature_view` branch for LabelView, type hints, get/list/delete methods |
+| `snowflake.py` | Added `LABEL_VIEWS` DDL, `_infer_fv_classes`, `delete_feature_view` mapping, `proto()` builder |
+| `registry_server.py` | Added `ApplyFeatureView` and proto builder branches for LabelView |
+| `feature_store.py` | Extended `apply()`, `push()`, `teardown()`, `get_historical_features()`, `_make_inferences()`; excluded from `materialize` |
+| `repo_operations.py` | Auto-collection of LabelView objects from repo modules |
+| `repo_contents.py` | Added `label_views` field to `RepoContents` NamedTuple |
+| `feature_service.py` | Accepts LabelView in `features` list |
+| `feast_object.py` | Added LabelView to `FeastObject` union type |
+| `permission.py` | Added `LABEL_VIEW` to `_PERMISSION_TYPES` map |
+| CLI | Added `feast label-views list` and `feast label-views describe` commands |
+| `provider.py` | Widened `update_infra` to accept `BaseFeatureView` for LabelView online table management |
+
+---
+
+# API Surface
+
+## Python SDK
+
+```python
+from feast import Entity, FeatureStore, Field, PushSource
+from feast.labeling import ConflictPolicy, LabelView
+from feast.types import Float32, String
+
+# Define
+interaction_labels = LabelView(
+    name="interaction_labels",
+    entities=[interaction],
+    ttl=timedelta(days=90),
+    schema=[
+        Field(name="interaction_id", dtype=String),
+        Field(name="reward_label", dtype=String),
+        Field(name="safety_score", dtype=Float32),
+        Field(name="labeler", dtype=String),
+    ],
+    source=label_source,
+    labeler_field="labeler",
+    conflict_policy=ConflictPolicy.LAST_WRITE_WINS,
+    reference_feature_view="interaction_history",
+)
+
+# Register
+store.apply([interaction, label_source, interaction_labels])
+
+# Write labels
+store.push("label_push_source", labels_df)
+
+# Read online
+store.get_online_features(
+    features=["interaction_labels:reward_label"],
+    entity_rows=[{"interaction_id": "int-001"}],
+)
+
+# Read historical (for training)
+store.get_historical_features(
+    entity_df=entity_df,
+    features=["interaction_labels:reward_label"],
+)
+
+# List / get
+store.list_label_views()
+store.get_label_view("interaction_labels")
+
+# Teardown
+store.teardown()  # includes label view online tables
+```
+
+## CLI
+
+```bash
+# List all label views
+feast label-views list
+
+# Describe a specific label view
+feast label-views describe interaction_labels
+```
+
+## ConflictPolicy Enum
+
+| Policy | Behavior | Status |
+|---|---|---|
+| `LAST_WRITE_WINS` | Most recently written label wins (default) | Enforced (offline + online) |
+| `LABELER_PRIORITY` | Higher-priority labelers override lower-priority ones | Enforced (offline reads only) |
+| `MAJORITY_VOTE` | Most frequent label value across labelers wins | Enforced (offline reads only) |
+
+---
+
+# Registry Support
+
+All four registry backends fully support LabelView CRUD operations: apply, get, list, delete, and proto serialization.
+
+| Registry | Status |
+|---|---|
+| File-based registry | Supported |
+| SQL registry | Supported |
+| Remote gRPC registry | Supported |
+| Snowflake registry | Supported |
+
+The remote registry uses a dedicated `label_view` arm in the `ApplyFeatureViewRequest` oneof for gRPC transport.
+
+---
+
+# Permissions
+
+LabelView is a permissioned resource. The `LABEL_VIEW` type was added to `Permission.proto` (value 11) and to the Python `_PERMISSION_TYPES` map, enabling standard Feast RBAC policies:
+
+```python
+from feast import Permission
+from feast.permissions.action import AuthzedAction
+from feast.labeling.label_view import LabelView
+
+label_write_permission = Permission(
+    name="label_writers",
+    types=[LabelView],
+    policy=my_policy,
+    actions=[AuthzedAction.UPDATE],
+)
+```
+
+---
+
+# Migration & Backward Compatibility
+
+* **Zero breaking changes.** LabelView is entirely opt-in. No existing Feast workflows, feature views, or configurations are affected. The primitive only appears when a user explicitly defines a LabelView in their repository.
+* **No data migration.** LabelView uses the existing online and offline store infrastructure. No new store backends or table schemas are required beyond registry metadata.
+* **Proto backward compatibility.** New proto fields use proto3 defaults. Old registry protos that lack LabelView sections deserialize correctly with empty label view lists.
+* **Materialization unchanged.** LabelViews are excluded from the default materialization path. Running `feast materialize` without specifying a LabelView by name behaves identically to before.
+
+---
+
+# Annotation Profiles
+
+LabelView supports **annotation profiles** — metadata that tells the Feast UI *how* labels should be created and edited. Profiles are declared in the existing `tags` dict using the `feast.io/` namespace, requiring no schema or proto changes.
+
+## Design Rationale
+
+Different labeling tasks require fundamentally different UX:
+
+| Task | Interaction | Example |
+|------|-------------|---------|
+| RAG retrieval evaluation | Highlight text spans in a document | Mark chunk relevance for retrieval QA |
+| RLHF reward labeling | Fill structured form per entity | Rate response quality, flag safety issues |
+| Bulk correction | Edit cells in a table | Fix automated labeler mistakes |
+| Active learning | Label model-selected high-value items | Annotate uncertain predictions first |
+
+Rather than building a single generic table, the UI reads annotation metadata from tags and selects the appropriate annotation component.
+
+## Tag Schema
+
+```
+feast.io/labeling-method           → labeling method (table | entity-form | document-span | active-learning)
+feast.io/field-role:<field_name>   → semantic role (label | metadata | content | content_ref | span_start | span_end)
+feast.io/label-values:<field_name> → comma-separated allowed values
+feast.io/label-widget:<field_name> → widget type (enum | binary | text | number)
+```
+
+These are parsed by `LabelView.annotation_config` (Python property) and served via the `/annotation-config/{name}` REST endpoint. The UI calls this endpoint to configure the Annotate tab dynamically.
+
+## Profile Behavior
+
+| Profile | Default Method | Additional Methods | Active Learning |
+|---------|---------------|--------------------|-----------------|
+| `document-span` | Document Span | Review & Edit | Hidden (no entity pool) |
+| `entity-form` | Entity Form | Review & Edit, Active Learning | Available |
+| `active-learning` | Active Learning | Entity Form, Review & Edit | Primary |
+| `table` (default) | Review & Edit | Active Learning, Entity Form | Available |
+
+## Field Roles
+
+Field roles tell the annotation UI which schema fields are labels vs. structural metadata:
+
+- **`label`** — a field the annotator actively fills in. Gets appropriate widget (enum dropdown, binary toggle, text input).
+- **`metadata`** — contextual info displayed but not the primary annotation target.
+- **`content`** / **`content_ref`** — the text content or document reference for span labeling.
+- **`span_start`** / **`span_end`** — byte offsets for text span annotations.
+
+## Example Configurations
+
+### Entity Form (RLHF / Safety Review)
+
+```python
+tags={
+    "feast.io/labeling-method": "entity-form",
+    "feast.io/field-role:response_quality": "label",
+    "feast.io/field-role:is_safe": "label",
+    "feast.io/field-role:reviewer_notes": "metadata",
+    "feast.io/label-values:response_quality": "excellent,good,acceptable,poor,harmful",
+    "feast.io/label-values:is_safe": "1,0",
+    "feast.io/label-widget:response_quality": "enum",
+    "feast.io/label-widget:is_safe": "binary",
+    "feast.io/label-widget:reviewer_notes": "text",
+}
+```
+
+### Document Span (RAG Retrieval Evaluation)
+
+```python
+tags={
+    "feast.io/labeling-method": "document-span",
+    "feast.io/field-role:source_document": "content_ref",
+    "feast.io/field-role:chunk_text": "content",
+    "feast.io/field-role:chunk_start": "span_start",
+    "feast.io/field-role:chunk_end": "span_end",
+    "feast.io/field-role:relevance": "label",
+    "feast.io/field-role:ground_truth": "label",
+    "feast.io/label-values:relevance": "relevant,irrelevant",
+    "feast.io/label-widget:relevance": "binary",
+    "feast.io/label-widget:ground_truth": "text",
+}
+```
+
+### Table (Bulk Review / Correction)
+
+```python
+tags={
+    "feast.io/labeling-method": "table",
+    "feast.io/field-role:is_default": "label",
+    "feast.io/label-values:is_default": "1,0",
+    "feast.io/label-widget:is_default": "binary",
+}
+```
+
+---
+
+# Why a Separate Primitive Instead of Extending FeatureView?
+
+A natural question is: **why introduce a new type rather than adding optional label fields to `FeatureView`?**
+
+Structurally, a LabelView today is a schema + entities + PushSource — similar to a `FeatureView` backed by a `PushSource`. The runtime code paths (push, online read, historical join) are identical. One could argue that `labeler_field` and `conflict_policy` could be optional fields on `FeatureView` instead of a new type.
+
+We chose a separate primitive for the following reasons:
+
+**1. Semantic separation matters more than implementation similarity.** Features and labels have fundamentally different lifecycle semantics. Features are append-only observations from a single source. Labels are mutable judgments from multiple sources. The type distinction lets users and tooling reason about data intent from the type system alone, rather than inspecting optional fields to determine if a "feature view" is really a label store.
+
+**2. Features and labels differ in data nature, not compute timing.** The existing feature view hierarchy separates views by *when* or *how* compute runs (batch, streaming, on-demand). LabelView differs in *what the data represents* (mutable judgments vs. immutable observations). This is an orthogonal axis — one about compute, one about data semantics — and deserves its own type rather than being overloaded onto a compute-oriented hierarchy.
+
+**3. Enforcement benefits from a type boundary.** The offline store conflict resolver uses `isinstance(view, LabelView)` to determine when to apply conflict resolution on batch reads. If online store enforcement is added in the future, the same clean type check enables branching without scattered `if feature_view.conflict_policy is not None` guards across every store implementation.
+
+**4. Materialization semantics are distinct.** LabelViews that arrive via `FeatureStore.push()` are excluded from `feast materialize` because real-time labels have no batch source to pull from. LabelViews backed by a direct `DataSource` (`batch_source`) participate in `feast materialize` exactly like a regular `FeatureView`. The type distinction allows the materialization path to make the right decision (`isinstance(view, LabelView) and view.batch_source is None → skip`) rather than relying on an ad-hoc `skip_materialization=True` flag scattered across every view type.
+
+**5. Registry, permissions, and CLI benefit from type-level separation.** `feast label-views list` is clearer than labels being mixed into `feast feature-views list`. The `Permission` system distinguishing `LABEL_VIEW` from `FEATURE_VIEW` enables fine-grained RBAC (e.g., safety team can write labels but not modify features).
+
+## Forward compatibility
+
+LabelView inherits from `BaseFeatureView` and uses identical runtime code paths as `FeatureView`. If the community later decides labels should be a `FeatureView` variant with optional fields, the migration is straightforward — the two share the same base class, protobuf serialization model, and registry operations.
+
+The design follows the principle that **it is easier to merge two types later than to split one type in two.** Starting with a distinct primitive is the lower-risk direction.
+
+---
+
+# Limitations & Future Work
+
+| Limitation | Current Behavior | Future Direction |
+|---|---|---|
+| Conflict policy enforcement | `conflict_policy` is enforced for **offline store reads** (training data, UI, batch pipelines). Online store uses LAST_WRITE_WINS. | Optional online store enforcement for SQL-capable backends. |
+| History retention | The offline store always retains full write history (all writes are appended). Online store keeps only the latest value per entity. | Optional online store multi-row retention for SQL-capable backends. |
+| Labeler priority configuration | `LABELER_PRIORITY` accepts a `labeler_priorities` list via the conflict resolver. Not yet persisted in proto. | Add a `labeler_priorities` field to `LabelViewSpec`. |
+| Batch materialization | `batch_source` is implemented. LabelViews backed by a direct `DataSource` support `feast materialize`. LabelViews with only a `PushSource` (no `batch_source`) remain push-only. | N/A — supported in this release. |
+| Cross-version label joins | No special handling for joining labels across versions in historical retrieval. | Version-aware label joins for reproducible training. |
+| Label-aware training API | No dedicated `get_training_dataset(features=..., labels=...)` API. | First-class training dataset API that understands the feature/label distinction. |
+
+---
+
+# Open Questions
+
+1. **Should conflict policy enforcement extend to the online store?** Currently enforced only for offline reads (training-first design). SQL-capable online stores could implement MAJORITY_VOTE natively; Redis would need application-level resolution. Most labeling use cases only need offline enforcement.
+
+2. **Should history have a configurable retention window?** The offline store currently keeps unbounded history. A `max_history_entries` or `history_ttl` config could bound storage while preserving auditability.
+
+3. **Should FeatureService distinguish features from labels?** Today, FeatureService treats LabelViews and FeatureViews uniformly. A future enhancement could tag which projections are "labels" for downstream frameworks that need this distinction (e.g., auto-splitting X/y in training).
+
+---
+
+# Resolved Decisions
+
+## Resolved: Should LabelView support batch backfill via materialize?
+
+**Decision: Yes — implemented via the `batch_source` property on `LabelView`.**
+
+### Rationale
+
+Financial institutions and other regulated industries maintain large historical label tables that predate any real-time labeling pipeline. For example, a credit-risk team may have a Snowflake or Spark table of loan-default outcomes that needs to be loaded into Feast as labels for training. These datasets can contain millions of rows spanning years of origination history — a `push()` loop is impractical at that scale.
+
+Labels are also frequently stored in a completely different source or table from the feature data they annotate. A `LabelView` needs its own independent `batch_source` rather than borrowing a source from its linked `FeatureView`.
+
+The canonical shape of such a dataset is a point-in-time label table:
+
+```
+loan_id | origination_date | as_of_date | vintage  | delinquent
+--------|------------------|------------|----------|------------
+1       | 2026-01-01       | 2026-01-01 | 00 days  | no
+1       | 2026-01-01       | 2026-02-01 | 30 days  | no
+1       | 2026-01-01       | 2026-03-01 | 60 days  | no
+1       | 2026-01-01       | 2026-04-01 | 90 days  | yes
+2       | 2026-01-01       | 2026-01-01 | 00 days  | no
+2       | 2026-01-01       | 2026-02-01 | 30 days  | no
+...
+```
+
+Each row is an (`entity_key`, `as_of_date`) observation of the label at a specific point in time — exactly the shape Feast's offline store ingests via `feast materialize`.
+
+### Implementation
+
+`LabelView` exposes a `batch_source` property:
+
+- If `source` is a `PushSource`, `batch_source` returns `source.batch_source` (may be `None` for push-only label views).
+- If `source` is a plain `DataSource` (Snowflake, Parquet, Spark, etc.), `batch_source` returns `source` directly.
+
+When `batch_source` is not `None`, `feast materialize` and `feast materialize-incremental` include the `LabelView` in the materialization run, writing label rows to the offline store. `LabelView` objects with only a `PushSource` and no `batch_source` continue to be excluded from `materialize` — their labels arrive exclusively via `FeatureStore.push()`.
+
+---
+
+# References
+
+* Branch: `labelView`
+* Documentation: `docs/getting-started/concepts/label-view.md`
+* Proto definition: `protos/feast/core/LabelView.proto`
+* Python module: `sdk/python/feast/labeling/`
+* Unit tests: `sdk/python/tests/unit/test_label_view.py`
diff --git a/docs/adr/feature-view-versioning.md b/docs/adr/rfc-feature-view-versioning.md
similarity index 97%
rename from docs/adr/feature-view-versioning.md
rename to docs/adr/rfc-feature-view-versioning.md
index cb79c4dd265..c8c342dd62f 100644
--- a/docs/adr/feature-view-versioning.md
+++ b/docs/adr/rfc-feature-view-versioning.md
@@ -1,6 +1,6 @@
 # RFC: Feature View Versioning
 
-**Status:** In Review
+**Status:** Accepted
 **Authors:** @farceo
 **Branch:** `featureview-versioning`
 **Date:** 2026-03-17
diff --git a/docs/blog/feast-0-18-adds-snowflake-support-and-data-quality-monitoring.md b/docs/blog/feast-0-18-adds-snowflake-support-and-data-quality-monitoring.md
index 4b4321e3259..8c587bdde9f 100644
--- a/docs/blog/feast-0-18-adds-snowflake-support-and-data-quality-monitoring.md
+++ b/docs/blog/feast-0-18-adds-snowflake-support-and-data-quality-monitoring.md
@@ -6,7 +6,7 @@ We are delighted to announce the release of Feast [0.18](https://github.com/feas
 
 * Snowflake offline store, which allows you to define and use features stored in Snowflake.
 * [Experimental] Saved Datasets, which allow training datasets to be persisted in an offline store.
-* [Experimental] Data quality monitoring, which allows you to validate your training data with Great Expectations. Future work will allow you to detect issues with upstream data pipelines and check for training-serving skew.
+* [Experimental] Data quality monitoring, which allows you to validate your training data. This has since been superseded by Feast's native [Feature Quality Monitoring](../how-to-guides/feature-monitoring.md) system.
 * Python feature server graduation from alpha status.
 * Performance improvements to on demand feature views, protobuf serialization and deserialization, and the Python feature server.
 
@@ -22,7 +22,7 @@ Training datasets generated via `get_historical_features` can now be persisted i
 
 ### [Experimental] Data quality monitoring
 
-Feast 0.18 includes the first milestone of our data quality monitoring work. Many users have requested ways to validate their training and serving data, as well as monitor for training-serving skew. Feast 0.18 allows users to validate their training data through an integration with [Great Expectations](https://greatexpectations.io/). Users can declare one of the previously generated training datasets as a reference for this validation by persisting it as a "saved dataset" (see previous section). More details about future milestones of data quality monitoring can be found [here](https://docs.feastsite.wpenginepowered.com/v/master/reference/data-quality). There's also a [tutorial on validating historical features](https://docs.feastsite.wpenginepowered.com/v/master/how-to-guides/validation/validating-historical-features) that demonstrates all new concepts in action.
+Feast 0.18 includes the first milestone of our data quality monitoring work. Many users have requested ways to validate their training and serving data, as well as monitor for training-serving skew. Feast 0.18 allows users to validate their training data by declaring previously generated training datasets as a reference for validation, persisted as "saved datasets" (see previous section). This initial integration has since been superseded by Feast's native [Feature Quality Monitoring](../how-to-guides/feature-monitoring.md) system, which provides built-in metrics computation, drift detection, serving log monitoring, and a UI dashboard.
 
 ### Performance improvements
 
diff --git a/docs/community.md b/docs/community.md
index 640b5238b8b..c22c4c41dd4 100644
--- a/docs/community.md
+++ b/docs/community.md
@@ -2,7 +2,7 @@
 
 ## Links & Resources
 
-* [Come say hi on Slack!](https://communityinviter.com/apps/feastopensource/feast-the-open-source-feature-store)
+* [Come say hi on Slack!](https://slack.feast.dev/)
   * As a part of the Linux Foundation, we ask community members to adhere to the [Linux Foundation Code of Conduct](https://events.linuxfoundation.org/about/code-of-conduct/)
 * [GitHub Repository](https://github.com/feast-dev/feast/): Find the complete Feast codebase on GitHub.
   * [Community Governance Doc](https://github.com/feast-dev/feast/blob/master/community): See the governance model of Feast, including who the maintainers are and how decisions are made.
diff --git a/docs/getting-started/architecture/model-inference.md b/docs/getting-started/architecture/model-inference.md
index 582657dbc43..5983cb63451 100644
--- a/docs/getting-started/architecture/model-inference.md
+++ b/docs/getting-started/architecture/model-inference.md
@@ -17,7 +17,7 @@ of model inference):
 
 *Note: online features can be sourced from batch, streaming, or request data sources.*
 
-These three approaches have different tradeoffs but, in general, have significant implementation differences. 
+These four approaches have different tradeoffs but, in general, have significant implementation differences.
 
 ## 1. Online Model Inference with Online Features
 Online model inference with online features is a powerful approach to serving data-driven machine learning applications.
@@ -78,7 +78,7 @@ if features.to_dict().get('user_data:model_predictions') is None:
     model_predictions = model_server.predict(features)
     store.write_to_online_store(feature_view_name="user_data", df=pd.DataFrame(model_predictions))
 ```
-Note that in this case a seperate call to `write_to_online_store` is required when the underlying data changes and 
+Note that in this case a separate call to `write_to_online_store` is required when the underlying data changes and
 predictions change along with it.
 
 ```python
diff --git a/docs/getting-started/components/README.md b/docs/getting-started/components/README.md
index b07b5f8389e..bf49563d6f6 100644
--- a/docs/getting-started/components/README.md
+++ b/docs/getting-started/components/README.md
@@ -20,6 +20,10 @@
 [compute-engine.md](compute-engine.md)
 {% endcontent-ref %}
 
+{% content-ref url="stream-processor.md" %}
+[stream-processor.md](stream-processor.md)
+{% endcontent-ref %}
+
 {% content-ref url="provider.md" %}
 [provider.md](provider.md)
 {% endcontent-ref %}
diff --git a/docs/getting-started/components/authz_manager.md b/docs/getting-started/components/authz_manager.md
index eae3fece50b..f9e1d8af104 100644
--- a/docs/getting-started/components/authz_manager.md
+++ b/docs/getting-started/components/authz_manager.md
@@ -21,6 +21,70 @@ the authorization tokens that the server can properly identify and use to enforc
 The server-side implementation of the authorization functionality is defined [here](./../../../sdk/python/feast/permissions/server).
 Few of the key models, classes to understand the authorization implementation on the client side can be found [here](./../../../sdk/python/feast/permissions/client).
 
+## Default Authorization Behavior
+
+### Feast Operator (Kubernetes Deployments)
+
+When deploying Feast using the [Feast operator](../../../infra/feast-operator/docs/api/markdown/ref.md), **Kubernetes authentication is enabled by default**. If no `authz` section is specified in the `FeatureStore` CR, the operator automatically configures `kubernetes` auth for all deployed services.
+
+This follows an **"Authenticated by Default, Authorized Gradually"** security model:
+- All Feast endpoints require a valid Kubernetes bearer token by default.
+- If no explicit `Permission` objects are defined (via `permissions.py` + `feast apply`), **all authenticated users are granted full access**. A warning is logged to remind administrators to define fine-grained permissions.
+- Unauthenticated requests are rejected.
+
+This ensures that Feast deployments are never accidentally exposed without authentication, while allowing teams to incrementally adopt fine-grained RBAC.
+
+#### Disabling Authentication with `noAuth`
+
+For development, testing, or environments where authentication is handled externally, you can explicitly disable authentication using the `noAuth` option in the `FeatureStore` CR:
+
+```yaml
+apiVersion: feast.dev/v1
+kind: FeatureStore
+metadata:
+  name: my-feature-store
+spec:
+  feastProject: my_project
+  authz:
+    noAuth: true
+```
+
+{% hint style="warning" %}
+Setting `noAuth: true` disables all authentication and authorization. All endpoints become publicly accessible without any identity checks. Only use this for local development or testing environments. For production, use `kubernetes` or `oidc` authentication.
+{% endhint %}
+
+#### Explicit Kubernetes Auth (Default)
+
+This is equivalent to the default behavior when no `authz` section is provided:
+
+```yaml
+apiVersion: feast.dev/v1
+kind: FeatureStore
+metadata:
+  name: my-feature-store
+spec:
+  feastProject: my_project
+  authz:
+    kubernetes: {}
+```
+
+#### OIDC Auth via Operator
+
+```yaml
+apiVersion: feast.dev/v1
+kind: FeatureStore
+metadata:
+  name: my-feature-store
+spec:
+  feastProject: my_project
+  authz:
+    oidc:
+      secretRef:
+        name: feast-oidc-secret
+```
+
+### Standalone Deployments (feature_store.yaml)
+
 ## Configuring Authorization
 The authorization is configured using a dedicated `auth` section in the `feature_store.yaml` configuration.
 
@@ -28,7 +92,7 @@ The authorization is configured using a dedicated `auth` section in the `feature
 the `feature_store_yaml_base64` value must include the `auth` section to specify the authorization configuration.
 
 ### No Authorization
-This configuration applies the default `no_auth` authorization:
+This configuration applies the `no_auth` authorization:
 ```yaml
 project: my-project
 auth:
@@ -36,6 +100,10 @@ auth:
 ...
 ```
 
+{% hint style="warning" %}
+Running with `auth.type: no_auth` leaves all endpoints unauthenticated. This is suitable for local development only. For production deployments, configure `kubernetes` or `oidc` authentication.
+{% endhint %}
+
 ### OIDC Authorization
 With OIDC authorization, the Feast client proxies retrieve the JWT token from an OIDC server (or [Identity Provider](https://openid.net/developers/how-connect-works/))
 and append it in every request to a Feast server, using an [Authorization Bearer Token](https://developer.mozilla.org/en-US/docs/Web/HTTP/Authentication#bearer).
@@ -44,10 +112,11 @@ The server, in turn, uses the same OIDC server to validate the token and extract
 
 Some assumptions are made in the OIDC server configuration:
 * The OIDC token refers to a client with roles matching the RBAC roles of the configured `Permission`s (*)
-* The roles are exposed in the access token under `resource_access.<client_id>.roles`
-* The JWT token is expected to have a verified signature and not be expired. The Feast OIDC token parser logic validates for `verify_signature` and `verify_exp` so make sure that the given OIDC provider is configured to meet these requirements.
-* The `preferred_username` should be part of the JWT token claim.
+* The roles are exposed in the access token under `resource_access.<client_id>.roles` (Keycloak) or in the top-level `roles` claim (Entra ID app roles). Roles found in both are merged.
+* The JWT token is expected to have a verified signature and not be expired. The Feast OIDC token parser logic validates for `verify_signature` and `verify_exp` so make sure that the given OIDC provider is configured to meet these requirements. The token's audience and issuer claims are **not** verified by default; both checks can be enabled with the `audience` and `issuer` options (see [Server-Side Configuration](#server-side-configuration)).
+* The username is read from the first of `preferred_username`, `upn`, `azp`, `appid`, `sub` present in the token. Entra ID client-credentials (app-only) tokens carry no user claim, so they authenticate as the calling application.
 * For `GroupBasedPolicy` support, the `groups` claim should be present in the access token (requires a "Group Membership" protocol mapper in Keycloak).
+* **Entra ID limitation**: Group claims use object IDs (GUIDs) instead of names, and are omitted entirely when a user exceeds the group overage threshold. GroupBasedPolicy must reference GUIDs and cannot be used for principals with large group memberships.
 
 (*) Please note that **the role match is case-sensitive**, e.g. the name of the role in the OIDC server and in the `Permission` configuration
 must be exactly the same.
@@ -69,6 +138,16 @@ For example, the access token for a client `app` of a user with `reader` role an
 }
 ```
 
+A Microsoft Entra ID (Azure AD) client-credentials (app-only) token has no user claim; the application authenticates as itself, and its app roles arrive in the top-level `roles` claim:
+```json
+{
+  "azp": "11111111-2222-3333-4444-555555555555",
+  "roles": [
+    "reader"
+  ]
+}
+```
+
 #### Server-Side Configuration
 
 The server requires `auth_discovery_url` and `client_id` to validate incoming JWT tokens via JWKS:
@@ -94,6 +173,36 @@ auth:
 Setting `verify_ssl: false` disables TLS certificate verification for all OIDC provider communication (discovery, JWKS, token endpoint). Only use this in development or internal environments where you accept the security risk.
 {% endhint %}
 
+By default the server verifies only the token's signature and expiry: any validly-signed, unexpired token from the configured provider is accepted regardless of the audience it was minted for, and authorization (role matching) is the only remaining gate. For defense in depth, set `audience` and/or `issuer` to additionally require a matching `aud` / `iss` claim:
+
+```yaml
+auth:
+  type: oidc
+  client_id: _CLIENT_ID_
+  auth_discovery_url: https://login.example.com/.well-known/openid-configuration
+  audience: api://feast-feature-server
+  issuer: https://login.example.com/realms/master
+```
+
+A token whose `aud` (or `iss`) claim does not match is rejected at authentication. The two options are independent; leave one unset to skip that check.
+
+{% hint style="warning" %}
+Set these to the values your IdP puts **in the token itself**, which are not always the ones in the discovery document. For example, Microsoft Entra ID commonly issues v1.0 tokens (`iss: https://sts.windows.net/<tenant-id>/`, `aud: api://<app-id-uri>`) even when `auth_discovery_url` points at the v2.0 endpoint. That setup keeps working with these options unset, or set to the v1.0 values — but copying the v2.0 issuer from the discovery document would reject every v1.0 token.
+{% endhint %}
+
+To validate token signatures the server fetches the provider's JWKS document and caches it, refetching when the cache expires or when a token presents an unknown key id. Two options tune that behavior:
+
+```yaml
+auth:
+  type: oidc
+  client_id: _CLIENT_ID_
+  auth_discovery_url: https://login.example.com/.well-known/openid-configuration
+  jwks_cache_lifespan_seconds: 300   # default; how long the fetched key set is reused
+  jwks_request_timeout_seconds: 10   # default; network timeout for the JWKS fetch
+```
+
+`jwks_cache_lifespan_seconds` also bounds how long a key the provider has **revoked** continues to validate tokens, so lower it if your provider rotates or revokes aggressively; each reduction costs proportionally more JWKS fetches. Key rotations that introduce a new key id are picked up immediately regardless of this setting, because an unknown key id triggers a refetch. `jwks_request_timeout_seconds` bounds how long an unresponsive provider can block request serving. Both must be greater than zero.
+
 #### Client-Side Configuration
 
 The client supports multiple token source modes. The SDK resolves tokens in the following priority order:
diff --git a/docs/getting-started/components/compute-engine.md b/docs/getting-started/components/compute-engine.md
index 60da1575932..8b69b9d1a8b 100644
--- a/docs/getting-started/components/compute-engine.md
+++ b/docs/getting-started/components/compute-engine.md
@@ -8,7 +8,7 @@ functions (UDFs).
 
 A materialization task abstracts over specific technologies or frameworks that are used to materialize data. It allows
 users to use a pure local serialized approach (which is the default LocalComputeEngine), or delegates the
-materialization to seperate components (e.g. AWS Lambda, as implemented by the the LambdaComputeEngine).
+materialization to separate components (e.g. AWS Lambda, as implemented by the LambdaComputeEngine).
 
 If the built-in engines are not sufficient, you can create your own custom materialization engine. Please
 see [this guide](../../how-to-guides/customizing-feast/creating-a-custom-compute-engine.md) for more details.
@@ -24,7 +24,7 @@ engines.
 | SparkComputeEngine      | Runs on Apache Spark, designed for large-scale distributed feature generation.                  | ✅         |      |
 | SnowflakeComputeEngine  | Runs on Snowflake, designed for scalable feature generation using Snowflake SQL.                | ✅         |      |
 | LambdaComputeEngine     | Runs on AWS Lambda, designed for serverless feature generation.                                 | ✅         |      |
-| FlinkComputeEngine      | Runs on Apache Flink, designed for stream processing and real-time feature generation.          | ❌         |      |
+| FlinkComputeEngine      | Runs on Apache Flink, designed for distributed feature generation through PyFlink Table API.    | ✅         |      |
 | RayComputeEngine        | Runs on Ray, designed for distributed feature generation and machine learning workloads.        | ✅         |      |
 ```
 
@@ -156,4 +156,4 @@ DAG nodes are defined as follows:
 +----------------+  +----------------+
 | OnlineStoreWrite|  OfflineStoreWrite|
 +----------------+  +----------------+
-```
\ No newline at end of file
+```
diff --git a/docs/getting-started/components/feature-server.md b/docs/getting-started/components/feature-server.md
index 4d961054ecb..1b5521a2b86 100644
--- a/docs/getting-started/components/feature-server.md
+++ b/docs/getting-started/components/feature-server.md
@@ -37,6 +37,8 @@ The Feature Server operates as a stateless service backed by two key components:
 | `/push`                      | Pushes feature data to the online and/or offline store.                 |
 | `/materialize`               | Materializes features within a specific time range to the online store. |
 | `/materialize-incremental`   | Incrementally materializes features up to the current timestamp.        |
-| `/retrieve-online-documents` | Supports Vector Similarity Search for RAG (Alpha end-ponit)             |
+| `/search` | Vector similarity search for RAG (Alpha endpoint) |
+| `/v1/vector_stores/{id}/search` | OpenAI-compatible vector search with server-side embedding |
+| `/retrieve-online-documents` | **Deprecated.** Use `/search` instead. |
 | `/docs`                      | API Contract for available endpoints                                    | 
 
diff --git a/docs/getting-started/components/registry.md b/docs/getting-started/components/registry.md
index 9723e6cfe63..34beae25084 100644
--- a/docs/getting-started/components/registry.md
+++ b/docs/getting-started/components/registry.md
@@ -69,6 +69,30 @@ store._registry.delete_validation_reference("my_validation_reference", project=s
 When using `feast apply` via the CLI, you can also use the `objects_to_delete` parameter with `partial=False` to delete objects as part of the apply operation. However, this is less common and typically used in automated deployment scenarios.
 {% endhint %}
 
+### End-to-end example
+
+The following snippet shows the full lifecycle of deleting a feature view from the registry:
+
+```python
+from feast import FeatureStore
+
+store = FeatureStore(repo_path=".")
+
+# 1. Verify the object exists before deletion
+print(store.list_batch_feature_views())  # shows my_feature_view
+
+# 2. Delete the feature view
+store.delete_feature_view("my_feature_view")
+
+# 3. Confirm it's gone
+print(store.list_batch_feature_views())  # my_feature_view no longer listed
+
+# Trying to fetch it now raises FeatureViewNotFoundException
+# store.get_feature_view("my_feature_view")
+```
+
+The same pattern works for other registry objects: list/verify the object, call the corresponding `delete_*` method, then list again to confirm the deletion.
+
 ## Accessing the registry from clients
 
 Users can specify the registry through a `feature_store.yaml` config file, or programmatically. We often see teams
diff --git a/docs/getting-started/concepts/README.md b/docs/getting-started/concepts/README.md
index 47ef8553781..06dbc5f9897 100644
--- a/docs/getting-started/concepts/README.md
+++ b/docs/getting-started/concepts/README.md
@@ -16,6 +16,14 @@
 [entity.md](entity.md)
 {% endcontent-ref %}
 
+{% content-ref url="feast-types.md" %}
+[feast-types.md](feast-types.md)
+{% endcontent-ref %}
+
+{% content-ref url="feature-repo.md" %}
+[feature-repo.md](feature-repo.md)
+{% endcontent-ref %}
+
 {% content-ref url="feature-view.md" %}
 [feature-view.md](feature-view.md)
 {% endcontent-ref %}
@@ -44,6 +52,10 @@
 [dataset.md](dataset.md)
 {% endcontent-ref %}
 
+{% content-ref url="label-view.md" %}
+[label-view.md](label-view.md)
+{% endcontent-ref %}
+
 {% content-ref url="permission.md" %}
 [permission.md](permission.md)
 {% endcontent-ref %}
diff --git a/docs/getting-started/concepts/dataset.md b/docs/getting-started/concepts/dataset.md
index 3fabc48a140..c86c13503ed 100644
--- a/docs/getting-started/concepts/dataset.md
+++ b/docs/getting-started/concepts/dataset.md
@@ -1,6 +1,6 @@
 # \[Alpha] Saved dataset
 
-Feast datasets allow for conveniently saving dataframes that include both features and entities to be subsequently used for data analysis and model training. [Data Quality Monitoring](https://docs.google.com/document/d/110F72d4NTv80p35wDSONxhhPBqWRwbZXG4f9mNEMd98) was the primary motivation for creating dataset concept.
+Feast datasets allow for conveniently saving dataframes that include both features and entities to be subsequently used for data analysis and model training. Data Quality Monitoring was the original motivation for creating the dataset concept.
 
 Dataset's metadata is stored in the Feast registry and raw data (features, entities, additional input keys and timestamp) is stored in the [offline store](../components/offline-store.md).
 
diff --git a/docs/getting-started/concepts/feast-types.md b/docs/getting-started/concepts/feast-types.md
index 7d864b6a18f..62cabcd3940 100644
--- a/docs/getting-started/concepts/feast-types.md
+++ b/docs/getting-started/concepts/feast-types.md
@@ -8,6 +8,7 @@ Feast's type system is built on top of [protobuf](https://github.com/protocolbuf
 Feast supports the following categories of data types:
 
 - **Primitive types**: numerical values (`Int32`, `Int64`, `Float32`, `Float64`), `String`, `Bytes`, `Bool`, and `UnixTimestamp`.
+- **Zoned timestamp type**: `ZonedTimestamp` stores a timezone-aware datetime as both the UTC instant and its originating zone, so the original wall-clock zone round-trips losslessly. This differs from `UnixTimestamp`, which is always decoded as UTC and discards the source zone. Use `ZonedTimestamp` when local time-of-day or the offset/zone itself is meaningful. It must be explicitly declared in schema (it is not inferred by any backend), and is not supported as an entity key.
 - **Domain-specific primitives**: `PdfBytes` (PDF binary data for RAG/document pipelines) and `ImageBytes` (image binary data for multimodal pipelines). These are semantic aliases over `Bytes` and must be explicitly declared in schema — no backend infers them.
 - **UUID types**: `Uuid` and `TimeUuid` for universally unique identifiers. Stored as strings at the proto level but deserialized to `uuid.UUID` objects in Python.
 - **Array types**: ordered lists of any primitive type, e.g. `Array(Int64)`, `Array(String)`, `Array(Uuid)`.
diff --git a/docs/getting-started/concepts/feature-retrieval.md b/docs/getting-started/concepts/feature-retrieval.md
index b3c4062edfd..7c4dec08ef9 100644
--- a/docs/getting-started/concepts/feature-retrieval.md
+++ b/docs/getting-started/concepts/feature-retrieval.md
@@ -52,6 +52,31 @@ Applying a feature service does not result in an actual service being deployed.
 
 Feature services enable referencing all or some features from a feature view.
 
+#### Pre-computed feature vectors (`precompute_online`)
+
+For latency-critical online serving, you can enable **pre-computed feature vectors** on a feature service. When `precompute_online=True`, Feast stores all of the service's features for each entity as a single serialized blob in the online store. At read time, this reduces the number of store reads from O(N feature views) to O(1), regardless of how many feature views the service spans.
+
+```python
+# A feature service with pre-computed vectors enabled
+low_latency_service = FeatureService(
+    name="low_latency_inference",
+    features=[driver_stats_fv, vehicle_stats_fv, route_features_fv],
+    precompute_online=True,
+)
+```
+
+After running `feast apply`, the pre-computed vectors are automatically built and refreshed whenever you run `feast materialize` or `feast materialize-incremental`. Feast detects which feature services have `precompute_online=True` and rebuilds their vectors for every affected entity after the per-feature-view writes complete. Vectors are also refreshed automatically on `feast push`.
+
+{% hint style="info" %}
+`precompute_online` is **opt-in** — it defaults to `False`. When enabled, the pre-computed path is used exclusively for that service; there is no silent fallback to per-feature-view reads. If vectors are missing or stale, the server raises an error, making problems visible immediately.
+{% endhint %}
+
+{% hint style="warning" %}
+`precompute_online` is not compatible with on-demand feature views (ODFVs) that have `write_to_online_store=False`. ODFVs with `write_to_online_store=True` are supported since their values are materialized.
+{% endhint %}
+
+See the [performance tuning guide](../../how-to-guides/online-server-performance-tuning.md#pre-computed-feature-vectors) for benchmarks and detailed configuration.
+
 Retrieving from the online store with a feature service
 
 ```python
diff --git a/docs/getting-started/concepts/feature-view.md b/docs/getting-started/concepts/feature-view.md
index 5be9b287305..27ded82cb84 100644
--- a/docs/getting-started/concepts/feature-view.md
+++ b/docs/getting-started/concepts/feature-view.md
@@ -91,7 +91,7 @@ If the `schema` parameter is not specified in the creation of the feature view,
 
 "Entity aliases" can be specified to join `entity_dataframe` columns that do not match the column names in the source table of a FeatureView.
 
-This could be used if a user has no control over these column names or if there are multiple entities are a subclass of a more general entity. For example, "spammer" and "reporter" could be aliases of a "user" entity, and "origin" and "destination" could be aliases of a "location" entity as shown below.
+This could be used if a user has no control over these column names or if multiple entities are subclasses of a more general entity. For example, "spammer" and "reporter" could be aliases of a "user" entity, and "origin" and "destination" could be aliases of a "location" entity as shown below.
 
 It is suggested that you dynamically specify the new FeatureView name using `.with_name` and `join_key_map` override using `.with_join_key_map` instead of needing to register each new copy.
 
@@ -322,4 +322,4 @@ def driver_hourly_stats_stream(df: DataFrame):
     )
 ```
 
-See [here](https://github.com/feast-dev/streaming-tutorial) for a example of how to use stream feature views to register your own streaming data pipelines in Feast.
+See [here](https://github.com/feast-dev/streaming-tutorial) for an example of how to use stream feature views to register your own streaming data pipelines in Feast.
diff --git a/docs/getting-started/concepts/label-view.md b/docs/getting-started/concepts/label-view.md
new file mode 100644
index 00000000000..8990cedb85c
--- /dev/null
+++ b/docs/getting-started/concepts/label-view.md
@@ -0,0 +1,356 @@
+# Label View
+
+## What is a Label View?
+
+A **label view** is a Feast primitive for storing **judgments about entities** — reward signals, safety scores, human reviews, ground-truth answers — separately from the **immutable observations** stored in [feature views](feature-view.md).
+
+| | Feature View | Label View |
+|---|---|---|
+| **Stores** | What was observed | What was judged |
+| **Example** | Agent prompt and response | `response_quality: "poor"`, `is_safe: 0` |
+| **Writers** | Usually one source | Multiple labelers (human, LLM judge, code) |
+| **Changes over time** | Append-only | Updated by new label writes |
+
+Use a label view when you need **governed, training-ready labels** that multiple sources can write, disagree on, and resolve — not when you need append-only feature data.
+
+## Prerequisites
+
+Before using label views, you need:
+
+* Feast with the LabelView primitive
+* A feature repo with at least one `Entity`
+* A `PushSource` (or batch `DataSource`) for label ingestion
+* `feast apply` run after defining label views
+
+## Why use Label Views?
+
+**Separate features from judgments.** Mixing reward labels into feature views blurs two different lifecycles — observations are append-only; labels are overwritten, corrected, and debated.
+
+**Support multiple labelers.** Human reviewers, safety scanners, and LLM judges can all label the same entity. Feast tracks who wrote what via `labeler_field` and resolves conflicts via `ConflictPolicy`.
+
+**Generate training datasets.** Compose label views with feature views in a `FeatureService` and retrieve features + labels together with point-in-time correctness.
+
+**Data label in the UI.** Configure data labeling profiles (annotation profiles) so data scientists can label data directly in the Feast UI — entity forms, document spans, bulk review, or active learning.
+
+## Feedback vs Expectations
+
+Not all labels serve the same purpose. Feast distinguishes two common types — both stored in a label view, modeled with field names and tags:
+
+| | **Feedback** | **Expectation** |
+|---|---|---|
+| **Question** | How good was the actual output? | What is the correct answer? |
+| **Example** | `response_quality: "poor"`, `relevance: "irrelevant"` | `ground_truth: "relevant"`, `is_default: 1` |
+| **Typical writers** | Human, LLM judge, automated code | Human experts (gold standard) |
+| **Training use** | Reward signal, quality filter, active-learning queue | Supervised target column |
+| **Conflict handling** | Common — use `ConflictPolicy` | Rare — usually one authoritative source |
+
+Feast does not require separate primitives for feedback and expectations. Model them with **field names** and **tags**:
+
+```python
+tags={
+    "feast.io/field-role:response_quality": "feedback",    # judgment about output
+    "feast.io/field-role:ground_truth": "expectation",     # correct answer
+}
+```
+
+**Practical pattern:**
+
+* **Feedback label view** — multi-labeler, `ConflictPolicy`, fields like `response_quality`, `safety_score`, `relevance`
+* **Expectation fields or view** — stable ground truth, fields like `ground_truth`, `expected_answer`, `is_default`
+* **Mixed view** — one label view with both (e.g. RAG: `relevance` = feedback, `ground_truth` = expectation)
+
+## Sources of Labels
+
+Label views accept labels from any source. Track the writer in `labeler_field`:
+
+| Source | `labeler` example | Typical role |
+|---|---|---|
+| **Human reviewer** | `human-reviewer@company.com` | Feedback or expectation |
+| **LLM judge** | `gpt-4-evaluator` | Feedback (quality scores) |
+| **Automated scanner** | `nemo-guardrails` | Feedback (safety signals) |
+| **Batch import** | `risk-ops-team` | Expectation (historical outcomes) |
+
+```python
+labels_df = pd.DataFrame({
+    "user_id": ["user-001"],
+    "response_quality": ["poor"],
+    "is_safe": [0],
+    "labeler": ["human-reviewer@company.com"],
+    "event_timestamp": [pd.Timestamp.now()],
+})
+store.push("agent_feedback_labels_push_source", labels_df)
+```
+
+## When to use Label Views
+
+| Use a **FeatureView** when… | Use a **LabelView** when… |
+|---|---|
+| Data is observational and append-only | Data is a judgment or data label (annotation) |
+| One source writes the data | Multiple labelers may disagree |
+| No conflict resolution needed | You need governed conflict resolution |
+| No labeling UI needed | You want structured data labeling workflows (annotation) |
+
+## How Label Views Work
+
+### Step 1: Define a label view
+
+```python
+from datetime import timedelta
+
+from feast import Entity, FeatureService, Field, FileSource, PushSource
+from feast.labeling import ConflictPolicy, LabelView
+from feast.types import Float32, Int64, String
+
+user = Entity(name="user_id", join_keys=["user_id"])
+
+agent_feedback_labels = LabelView(
+    name="agent_feedback_labels",
+    entities=[user],
+    schema=[
+        Field(name="response_quality", dtype=String),
+        Field(name="is_safe", dtype=Int64),
+        Field(name="reviewer_notes", dtype=String),
+        Field(name="labeler", dtype=String),
+    ],
+    source=PushSource(
+        name="agent_feedback_labels_push_source",
+        batch_source=FileSource(
+            name="agent_feedback_labels_batch",
+            path="data/agent_feedback.parquet",
+            timestamp_field="event_timestamp",
+        ),
+    ),
+    labeler_field="labeler",
+    conflict_policy=ConflictPolicy.LAST_WRITE_WINS,
+    reference_feature_view="user_profile",
+    description="Human and automated feedback on agent responses.",
+    tags={
+        "feast.io/labeling-method": "entity-form",
+        "feast.io/field-role:response_quality": "feedback",
+        "feast.io/field-role:is_safe": "feedback",
+        "feast.io/field-role:reviewer_notes": "metadata",
+        "feast.io/label-values:response_quality": "excellent,good,acceptable,poor,harmful",
+        "feast.io/label-values:is_safe": "1,0",
+        "feast.io/label-widget:response_quality": "enum",
+        "feast.io/label-widget:is_safe": "binary",
+        "feast.io/label-widget:reviewer_notes": "text",
+    },
+)
+```
+
+Run `feast apply` to register the label view.
+
+### Step 2: Push labels
+
+Labels are written with `FeatureStore.push()`:
+
+```python
+import pandas as pd
+from feast import FeatureStore
+
+store = FeatureStore(repo_path="feature_repo/")
+
+labels_df = pd.DataFrame({
+    "user_id": ["user-001", "user-002"],
+    "response_quality": ["good", "harmful"],
+    "is_safe": [1, 0],
+    "reviewer_notes": ["Accurate summary", "Unsafe medical advice"],
+    "labeler": ["human-reviewer", "nemo-guardrails"],
+    "event_timestamp": pd.to_datetime(["2025-01-15", "2025-01-15"]),
+})
+
+store.push("agent_feedback_labels_push_source", labels_df)
+```
+
+Each push appends to the offline store (full history retained) and updates the online store (latest value per key).
+
+### Step 3: Data label in the Feast UI
+
+Open the label view in the Feast UI **Data Labeling** tab (Annotate tab). The UI reads data labeling tags (annotation tags) and shows the right workflow:
+
+1. Open **Label Views** in the sidebar
+2. Select a label view (check the **Data Labeling** badge on the list page)
+3. Go to the **Data Labeling** tab (Annotate tab)
+4. Choose a data labeling method (annotation method): Entity Form, Document Span, Review & Edit, or Active Learning
+5. Submit labels — they are pushed to the label view's `PushSource`
+
+### Step 4: Join labels with features for training
+
+```python
+training_service = FeatureService(
+    name="agent_training_service",
+    features=[
+        user_profile_fv,          # immutable features
+        agent_feedback_labels,    # mutable labels
+    ],
+)
+
+training_df = store.get_historical_features(
+    entity_df=entities_df,
+    features=training_service,
+).to_df()
+```
+
+Training pipelines get features and resolved labels in one retrieval call.
+
+## Data Labeling Profiles (Annotation Profiles)
+
+Data labeling profiles (annotation profiles) configure **how** labels are created in the UI. Set them via `tags` — no schema changes required.
+
+### Supported profiles
+
+| Profile | Best for | UI experience |
+|---|---|---|
+| `entity-form` | RLHF, safety review, per-entity feedback | Form — one entity at a time |
+| `document-span` | RAG chunk labeling, span labeling (annotation) | Load document, label chunks |
+| `table` | Bulk review, correcting existing labels | Editable table with dropdowns |
+| `active-learning` | Label high-value unlabeled entities | Queue from a reference feature view |
+
+### Choosing a profile
+
+Answer one question:
+
+1. **"I need to review agent responses one at a time"** → `entity-form`
+2. **"I need to label document chunks for RAG"** → `document-span`
+3. **"I need to correct labels in bulk"** → `table`
+4. **"I want to label only the most valuable unlabeled items"** → `active-learning` (requires `reference_feature_view`)
+
+The **Data Labeling** tab (Annotate tab) shows only relevant data labeling methods (annotation methods) per profile:
+
+| Profile | Methods shown |
+|---|---|
+| `document-span` | Document Span, Review & Edit |
+| `entity-form` | Entity Form, Review & Edit, Active Learning |
+| `table` | Review & Edit, Active Learning, Entity Form |
+| `active-learning` | Active Learning, Entity Form, Review & Edit |
+
+### Tag reference
+
+| Tag | Purpose | Example values |
+|---|---|---|
+| `feast.io/labeling-method` | Primary data labeling method (annotation method) | `entity-form`, `document-span`, `table` |
+| `feast.io/field-role:<field>` | Semantic role of a field | `feedback`, `expectation`, `label`, `metadata`, `content`, `span_start`, `span_end` |
+| `feast.io/label-values:<field>` | Allowed label values | `relevant,irrelevant` |
+| `feast.io/label-widget:<field>` | Input widget type | `enum`, `binary`, `text`, `number` |
+
+## Examples by use case
+
+### Agent feedback (RLHF / safety)
+
+Feedback from human reviewers and automated safety layers on agent responses.
+
+```python
+agent_feedback_labels = LabelView(
+    name="agent_feedback_labels",
+    entities=[user],
+    schema=[
+        Field(name="response_quality", dtype=String),
+        Field(name="is_safe", dtype=Int64),
+        Field(name="reviewer_notes", dtype=String),
+        Field(name="labeler", dtype=String),
+    ],
+    source=feedback_push_source,
+    labeler_field="labeler",
+    conflict_policy=ConflictPolicy.LAST_WRITE_WINS,
+    reference_feature_view="user_profile",
+    tags={"feast.io/labeling-method": "entity-form", ...},
+)
+```
+
+### RAG chunk labeling (feedback + expectation)
+
+One view can hold both a retrieval judgment and ground truth:
+
+```python
+rag_chunk_labels = LabelView(
+    name="rag_chunk_labels",
+    entities=[chunk],
+    schema=[
+        Field(name="source_document", dtype=String),
+        Field(name="chunk_text", dtype=String),
+        Field(name="relevance", dtype=String),       # feedback
+        Field(name="ground_truth", dtype=String),    # expectation
+        Field(name="chunk_start", dtype=Int64),
+        Field(name="chunk_end", dtype=Int64),
+        Field(name="labeler", dtype=String),
+    ],
+    source=rag_push_source,
+    labeler_field="labeler",
+    conflict_policy=ConflictPolicy.MAJORITY_VOTE,
+    tags={
+        "feast.io/labeling-method": "document-span",
+        "feast.io/field-role:relevance": "feedback",
+        "feast.io/field-role:ground_truth": "expectation",
+        "feast.io/field-role:chunk_text": "content",
+        "feast.io/label-values:relevance": "relevant,irrelevant",
+    },
+)
+```
+
+### Historical ground truth (batch labels)
+
+Pre-existing label tables loaded via `feast materialize`:
+
+```python
+loan_default_labels = LabelView(
+    name="loan_default_labels",
+    entities=[loan],
+    schema=[
+        Field(name="is_default", dtype=Int64),
+        Field(name="delinquency_days", dtype=Int64),
+        Field(name="loss_severity", dtype=Float32),
+        Field(name="labeler", dtype=String),
+    ],
+    source=PushSource(
+        name="loan_default_labels_push_source",
+        batch_source=FileSource(
+            path="data/loan_defaults.parquet",
+            timestamp_field="event_timestamp",
+        ),
+    ),
+    labeler_field="labeler",
+    conflict_policy=ConflictPolicy.LABELER_PRIORITY,
+    tags={
+        "feast.io/labeling-method": "table",
+        "feast.io/field-role:is_default": "expectation",
+    },
+)
+```
+
+## Conflict policies
+
+When multiple labelers write different values for the same entity, `ConflictPolicy` picks one value for **offline store reads** (training, UI browse):
+
+| Policy | When to use |
+|---|---|
+| `LAST_WRITE_WINS` | Default. Most recent write wins. |
+| `LABELER_PRIORITY` | Trusted labelers override others (e.g. human over LLM judge). |
+| `MAJORITY_VOTE` | Consensus labeling (e.g. multiple labelers on RAG chunks). |
+
+{% hint style="info" %}
+Conflict policies apply to the **offline store** (training). The **online store** always uses last-write-wins. Full label history is always retained in the offline store.
+{% endhint %}
+
+## Best practices
+
+**Name fields by intent.** Use `response_quality` (feedback) and `ground_truth` (expectation) — not generic `score` or `label`.
+
+**Tag field roles.** Set `feast.io/field-role:<field>` to `feedback` or `expectation` so your team and UI know what each field means.
+
+**Match conflict policy to label type.** Use `LABELER_PRIORITY` when humans correct automated judges. Use `MAJORITY_VOTE` for multi-labeler consensus. Use `LAST_WRITE_WINS` for simple feedback streams.
+
+**Link to features.** Set `reference_feature_view` so the UI and documentation show which feature view the labels apply to.
+
+**Separate noisy feedback from stable ground truth.** When possible, put expectations in dedicated fields or views with stricter writer conventions (human-only).
+
+## Limitations
+
+* Conflict policies are enforced on offline reads only; online store is always last-write-wins.
+* `LABELER_PRIORITY` requires explicit labeler ordering configuration.
+* Data labeling profiles (annotation profiles) are UI configuration via tags — not enforced at the SDK write path.
+
+## Next steps
+
+* [Feature view](feature-view.md) — immutable features that label views apply labels to
+* [Feature retrieval](feature-retrieval.md) — point-in-time joins for training
+* [ADR-0012: LabelView](../../adr/ADR-0012-label-view.md) — full design rationale
diff --git a/docs/getting-started/concepts/point-in-time-joins.md b/docs/getting-started/concepts/point-in-time-joins.md
index 55672209005..9e385774327 100644
--- a/docs/getting-started/concepts/point-in-time-joins.md
+++ b/docs/getting-started/concepts/point-in-time-joins.md
@@ -62,3 +62,26 @@ Below is the resulting joined training dataframe. It contains both the original
 
 Three feature rows were successfully joined to the entity dataframe rows. The first row in the entity dataframe was older than the earliest feature rows in the feature view and could not be joined. The last row in the entity dataframe was outside of the TTL window \(the event happened 11 hours after the feature row\) and also couldn't be joined.
 
+## Retrieving features as of the event time
+
+By default, point-in-time joins only constrain the feature's event timestamp. If a data source also has a `created_timestamp_column`, it is used to deduplicate rows that share an event timestamp \(the row with the highest created timestamp wins\), but it is not otherwise filtered. This means a value that was backfilled or corrected *after* an entity dataframe timestamp can still be returned for it.
+
+To restrict retrieval to feature values that were already available at each entity row's timestamp, pass `filter_by_created_timestamp=True`:
+
+```python
+training_df = store.get_historical_features(
+    entity_df=entity_df,
+    features = [
+        'driver_hourly_stats:trips_today',
+        'driver_hourly_stats:earnings_today'
+    ],
+    filter_by_created_timestamp=True,
+)
+```
+
+This adds a `created_timestamp <= entity_timestamp` condition to the join, so each entity dataframe row only sees feature values whose created timestamp is at or before its own timestamp. This is useful to keep backfilled values from leaking into training data, and to reproduce what the online store would have served at each event time \(assuming the created timestamp reflects when the value became available online\).
+
+{% hint style="info" %}
+Rows with a NULL created timestamp are excluded when the flag is enabled, so the column should be non-null. Not all offline stores support this flag yet; unsupported stores raise an error rather than silently ignoring it.
+{% endhint %}
+
diff --git a/docs/getting-started/genai.md b/docs/getting-started/genai.md
index f65aeac85e2..d9f682af1f0 100644
--- a/docs/getting-started/genai.md
+++ b/docs/getting-started/genai.md
@@ -15,6 +15,7 @@ Feast integrates with popular vector databases to store and retrieve embedding v
 * **Elasticsearch**: Scalable vector search capabilities
 * **Postgres with PGVector**: SQL-based vector operations
 * **Qdrant**: Purpose-built vector database integration
+* **ScyllaDB**: Native `vector<float, N>` type with HNSW ANN index, full `retrieve_online_documents_v2` support
 
 These integrations allow you to:
 - Store embeddings as features
@@ -225,7 +226,8 @@ The MCP integration uses the `fastapi_mcp` library to automatically transform yo
 The fastapi_mcp integration automatically exposes your Feast feature server's FastAPI endpoints as MCP tools. This means AI assistants can:
 
 * **Call `/get-online-features`** to retrieve features from the feature store
-* **Call `/retrieve-online-documents`** to perform vector similarity search
+* **Call `/search`** to perform vector similarity search (`/retrieve-online-documents` is a deprecated alias)
+* **Call `/v1/vector_stores/{feature_view}/search`** for OpenAI-compatible text search with server-side embedding
 * **Call `/write-to-online-store`** to persist agent state (memory, notes, interaction history)
 * **Use `/health`** to check server status  
 
diff --git a/docs/getting-started/quickstart.md b/docs/getting-started/quickstart.md
index e98425f9149..a05830d73e1 100644
--- a/docs/getting-started/quickstart.md
+++ b/docs/getting-started/quickstart.md
@@ -4,7 +4,7 @@
 
 Feast (Feature Store) is an open-source feature store designed to facilitate the management and serving of machine learning features in a way that supports both batch and real-time applications.
 
-* *For Data Scientists*: Feast is a a tool where you can easily define, store, and retrieve your features for both model development and model deployment. By using Feast, you can focus on what you do best: build features that power your AI/ML models and maximize the value of your data.
+* *For Data Scientists*: Feast is a tool where you can easily define, store, and retrieve your features for both model development and model deployment. By using Feast, you can focus on what you do best: build features that power your AI/ML models and maximize the value of your data.
 	
 * *For MLOps Engineers*: Feast is a library that allows you to connect your existing infrastructure (e.g., online database, application server, microservice, analytical database, and orchestration tooling) that enables your Data Scientists to ship features for their models to production using a friendly SDK without having to be concerned with software engineering challenges that occur from serving real-time production systems. By using Feast, you can focus on maintaining a resilient system, instead of implementing features for Data Scientists.
 	
@@ -666,6 +666,7 @@ show up in the upcoming concepts + architecture + tutorial pages as well.
 
 ## Next steps
 
+* Run `feast demo-notebooks` to generate tailored Jupyter notebooks for your project. See [Demo Notebooks](../tutorials/demo-notebooks.md).
 * Read the [Concepts](concepts/) page to understand the Feast data model.
 * Read the [Architecture](architecture/) page.
 * Check out our [Tutorials](../tutorials/tutorials-overview/) section for more examples on how to use Feast.
diff --git a/docs/how-to-guides/customizing-feast/README.md b/docs/how-to-guides/customizing-feast/README.md
index 91c04e2f35a..054200c67e5 100644
--- a/docs/how-to-guides/customizing-feast/README.md
+++ b/docs/how-to-guides/customizing-feast/README.md
@@ -15,8 +15,8 @@ Below are some guides on how to add new custom components:
 [adding-support-for-a-new-online-store.md](adding-support-for-a-new-online-store.md)
 {% endcontent-ref %}
 
-{% content-ref url="creating-a-custom-materialization-engine.md" %}
-[creating-a-custom-materialization-engine.md](creating-a-custom-materialization-engine.md)
+{% content-ref url="creating-a-custom-compute-engine.md" %}
+[creating-a-custom-compute-engine.md](creating-a-custom-compute-engine.md)
 {% endcontent-ref %}
 
 {% content-ref url="creating-a-custom-provider.md" %}
diff --git a/docs/how-to-guides/customizing-feast/adding-a-new-offline-store.md b/docs/how-to-guides/customizing-feast/adding-a-new-offline-store.md
index d1ca100bf74..35a46acf942 100644
--- a/docs/how-to-guides/customizing-feast/adding-a-new-offline-store.md
+++ b/docs/how-to-guides/customizing-feast/adding-a-new-offline-store.md
@@ -51,7 +51,7 @@ To fully implement the interface for the offline store, you will need to impleme
 * `pull_latest_from_table_or_query` is invoked when running materialization (using the `feast materialize` or `feast materialize-incremental` commands, or the corresponding `FeatureStore.materialize()` method. This method pull data from the offline store, and the `FeatureStore` class takes care of writing this data into the online store.
 * `get_historical_features` is invoked when reading values from the offline store using the `FeatureStore.get_historical_features()` method. Typically, this method is used to retrieve features when training ML models.
 * (optional) `offline_write_batch` is a method that supports directly pushing a pyarrow table to a feature view. Given a feature view with a specific schema, this function should write the pyarrow table to the batch source defined. More details about the push api can be found [here](../docs/reference/data-sources/push.md). This method only needs implementation if you want to support the push api in your offline store.
-* (optional) `pull_all_from_table_or_query` is a method that pulls all the data from an offline store from a specified start date to a specified end date. This method is only used for **SavedDatasets** as part of data quality monitoring validation.
+* (optional) `pull_all_from_table_or_query` is a method that pulls all the data from an offline store from a specified start date to a specified end date. This method is used for **SavedDatasets** and as a fallback compute path for the [Feature Quality Monitoring](../../how-to-guides/feature-monitoring.md) system (backends without native SQL push-down).
 * (optional) `write_logged_features` is a method that takes a pyarrow table or a path that points to a parquet file and writes the data to a defined source defined by `LoggingSource` and `LoggingConfig`. This method is only used internally for **SavedDatasets**.
 
 {% code title="feast_custom_offline_store/file.py" %}
diff --git a/docs/how-to-guides/feast-operator/01-project-provisioning.md b/docs/how-to-guides/feast-operator/01-project-provisioning.md
index b54ce57eeeb..787ef173403 100644
--- a/docs/how-to-guides/feast-operator/01-project-provisioning.md
+++ b/docs/how-to-guides/feast-operator/01-project-provisioning.md
@@ -2,7 +2,8 @@
 
 The operator needs a Feast feature repository (a directory containing `feature_store.yaml`
 and Python feature-view definitions) to work from. `spec.feastProjectDir` controls how that
-directory is created inside the pods. Exactly one of `git` or `init` must be set.
+directory is created inside the pods. When `feastProjectDir` is specified, exactly one of
+`git`, `init`, or `packaged` must be set.
 
 ---
 
@@ -89,7 +90,7 @@ feastProjectDir:
 ### Full `git` field reference
 
 | Field | Type | Description |
-|-------|------|-------------|
+| ------- | ------ | ------------- |
 | `url` | string | Repository URL (HTTPS or SSH) |
 | `ref` | string | Branch, tag, or commit SHA. Defaults to the remote HEAD |
 | `featureRepoPath` | string | Relative path within the repo to the feature repository directory. Default: `feature_repo` |
@@ -151,9 +152,90 @@ feastProjectDir:
 
 ---
 
+## Option C — Use a repository packaged in an image (`feastProjectDir.packaged`)
+
+Use `packaged` when the feature repository is built into a feature-server image. This is
+useful in air-gapped environments and in release workflows where feature definitions and
+their Python dependencies are promoted together as an immutable image.
+
+```yaml
+apiVersion: feast.dev/v1
+kind: FeatureStore
+metadata:
+  name: packaged-feature-store
+spec:
+  feastProject: credit_scoring
+  feastProjectDir:
+    packaged:
+      image: registry.example.com/feature-server@sha256:0123456789abcdef
+      featureRepoPath: /opt/feast/feature_repo
+```
+
+The repository can be added to a Feast feature-server image with a Dockerfile such as:
+
+```dockerfile
+FROM quay.io/feastdev/feature-server:latest
+COPY feature_repo/ /opt/feast/feature_repo/
+```
+
+`featureRepoPath` must be a canonical absolute, non-root path: do not use `.`, `..`,
+repeated separators, or a trailing separator. Put it outside operator-mounted locations
+such as `/feast-data`; a volume mounted there would hide files baked into the image. When
+init containers are enabled, the packaged path also must not equal, contain, or be
+contained by the staged repository path.
+
+With init containers enabled (the default), each Pod starts in this order:
+
+1. `feast-init` replaces the operator-managed staged repository with a fresh copy of the
+   repository from `packaged.featureRepoPath`. With the default storage configuration,
+   for example, it copies `/opt/feast/feature_repo` from the image to
+   `/feast-data/<feastProject>/feature_repo`.
+2. In the staged copy only, `feast-init` replaces `feature_store.yaml` (if exists in the
+   baked image) with the configuration generated from the FeatureStore resource. The file
+   baked into the image is not modified. The Python feature definitions come from the
+   packaged repository, while the FeatureStore resource remains authoritative for runtime
+   configuration.
+3. When `services.runFeastApplyOnInit` is omitted or `true` (the default), `feast-apply`
+   runs `feast apply` from the staged repository using the packaged image. Setting it to
+   `false` skips only this step; repository staging still occurs.
+4. The Feast service containers start with the staged repository as their working
+   directory.
+
+The repository baked into the image is therefore the source artifact, while the staged
+repository is the runtime copy used by `feast apply` and the Feast services.
+
+For a baked repository whose own `feature_store.yaml` must remain authoritative, disable
+init containers:
+
+```yaml
+services:
+  disableInitContainers: true
+```
+
+In that mode, Feast service containers use `featureRepoPath` directly and neither staging
+nor `feast apply` runs during pod initialization. The Operator does not update the registry,
+so `feast apply` must be handled separately—for example, by CI/CD or a separately managed
+Kubernetes Job or CronJob—whenever the packaged feature definitions change.
+
+The packaged `image` is optional. When set, it is the default for repository initialization,
+`feast apply`, and Feast services. `services.initImage` takes precedence for the
+`feast-init` and `feast-apply` init containers, while an explicit image on an individual
+service takes precedence for that service. When the packaged image is omitted, the operator
+uses `RELATED_IMAGE_FEATURE_SERVER` or its built-in feature-server image fallback.
+
+### Full `packaged` field reference
+
+| Field | Type | Required | Description |
+|-------|------|----------|-------------|
+| `featureRepoPath` | string | yes | Canonical absolute, non-root path to the feature repository in the image; it must not overlap the staged repository path |
+| `image` | string | no | Image containing the repository; defaults to the operator feature-server image |
+
+---
+
 ## `feast apply` on startup
 
-By default, when the init container completes (git clone or `feast init`), the operator runs
+By default, when repository initialization completes (git clone, `feast init`, or packaged
+repository staging), the operator runs
 `feast apply` before starting the servers. This registers all feature definitions with the
 registry.
 
@@ -175,9 +257,8 @@ services:
 
 ## When `feastProjectDir` is omitted
 
-If neither `git` nor `init` is set, the operator mounts an empty directory. In this case
-you must supply a `feature_store.yaml` through another mechanism (e.g. a ConfigMap volume
-mount via `services.volumes` + `volumeMounts`).
+If `feastProjectDir` is not set, the operator defaults to `feastProjectDir.init: {}` and
+creates a local template repository.
 
 ---
 
@@ -188,3 +269,4 @@ mount via `services.volumes` + `volumeMounts`).
 - [Sample: private git repo with token](https://github.com/feast-dev/feast/blob/stable/infra/feast-operator/config/samples/v1_featurestore_git_token.yaml)
 - [Sample: monorepo with featureRepoPath](https://github.com/feast-dev/feast/blob/stable/infra/feast-operator/config/samples/v1_featurestore_git_repopath.yaml)
 - [Sample: feast init](https://github.com/feast-dev/feast/blob/stable/infra/feast-operator/config/samples/v1_featurestore_init.yaml)
+- [Sample: packaged feature repository](https://github.com/feast-dev/feast/blob/stable/infra/feast-operator/config/samples/v1_featurestore_packaged.yaml)
diff --git a/docs/how-to-guides/feast-operator/02-persistence.md b/docs/how-to-guides/feast-operator/02-persistence.md
index 1097e68a6ce..86f037a3b1d 100644
--- a/docs/how-to-guides/feast-operator/02-persistence.md
+++ b/docs/how-to-guides/feast-operator/02-persistence.md
@@ -217,6 +217,14 @@ For external DB-backed offline stores (BigQuery, Snowflake, Spark, Trino, etc.),
 `persistence.store.type` and a Secret with the matching key. See
 [Offline Stores](../reference/offline-stores/) in the SDK docs.
 
+> **Important — contrib store drivers require a custom image.**
+> The published `quay.io/feastdev/feature-server` image ships with `feast[minimal]`
+> (aws, gcp, snowflake, redis, go, mysql, postgres-c, opentelemetry,
+> grpcio, k8s, duckdb, mcp, milvus). Contrib offline stores such as **Trino, Iceberg,
+> Spark, Athena, ClickHouse**, and others are **not** included in the base image. To use
+> them, build a custom feature-server image that adds the required extras. See
+> [Building a custom feature-server image](#building-a-custom-feature-server-image) below.
+
 ### Registry
 
 | `type` | Secret key | Notes |
@@ -294,6 +302,903 @@ services:
 
 ---
 
+## Overriding the Secret key name
+
+By default the operator looks up the Secret key that matches `persistence.store.type` (e.g.
+`type: postgres` → key `postgres`). To use a different key, set `secretKeyName`:
+
+```yaml
+services:
+  onlineStore:
+    persistence:
+      store:
+        type: postgres
+        secretRef:
+          name: feast-data-stores
+        secretKeyName: my_custom_key    # reads key "my_custom_key" instead of "postgres"
+```
+
+This is useful when a single Secret holds configuration for multiple stores of the same type,
+or when you want a more descriptive key name.
+
+---
+
+## Validation rules
+
+The operator enforces these rules on Secret values at reconciliation time:
+
+1. The Secret key value must be **valid YAML** that deserializes to a map.
+2. If the YAML contains a `type` field, its value **must match** the CR's `persistence.store.type`.
+   Otherwise the operator rejects it with an error. Best practice: omit `type` from the Secret.
+3. If the YAML contains a `registry_type` field (for registry stores), the same matching rule applies.
+4. The Secret must exist in the **same namespace** as the FeatureStore CR.
+5. Only **one** of `file` or `store` may be set under each persistence block (enforced by CRD validation).
+
+---
+
+## Complete Secret examples by store type
+
+Below are copy-paste-ready Secret YAML snippets for every operator-supported store type.
+Each snippet shows the Secret data key and the YAML value the operator expects.
+
+> **Note**: omit the `type` field from Secret values — the operator injects it from
+> `persistence.store.type`. Including a matching `type` value is tolerated but not
+> recommended.
+
+### Online store Secrets
+
+#### Redis
+
+```yaml
+apiVersion: v1
+kind: Secret
+metadata:
+  name: feast-online-store
+stringData:
+  redis: |
+    connection_string: redis.feast.svc.cluster.local:6379
+```
+
+Redis Cluster with SSL:
+
+```yaml
+apiVersion: v1
+kind: Secret
+metadata:
+  name: feast-online-store
+stringData:
+  redis: |
+    redis_type: redis_cluster
+    connection_string: "redis1:6379,redis2:6379,ssl=true,password=my_password"
+```
+
+CR snippet:
+
+```yaml
+services:
+  onlineStore:
+    persistence:
+      store:
+        type: redis
+        secretRef:
+          name: feast-online-store
+```
+
+SDK reference: [Redis](../reference/online-stores/redis.md)
+
+---
+
+#### Postgres
+
+```yaml
+apiVersion: v1
+kind: Secret
+metadata:
+  name: feast-online-store
+stringData:
+  postgres: |
+    host: postgres.feast.svc.cluster.local
+    port: 5432
+    database: feast
+    db_schema: public
+    user: feast
+    password: feast
+```
+
+With SSL:
+
+```yaml
+apiVersion: v1
+kind: Secret
+metadata:
+  name: feast-online-store
+stringData:
+  postgres: |
+    host: postgres.feast.svc.cluster.local
+    port: 5432
+    database: feast
+    db_schema: public
+    user: feast
+    password: feast
+    sslmode: verify-ca
+    sslrootcert_path: /path/to/server-ca.pem
+```
+
+CR snippet:
+
+```yaml
+services:
+  onlineStore:
+    persistence:
+      store:
+        type: postgres
+        secretRef:
+          name: feast-online-store
+```
+
+SDK reference: [Postgres](../reference/online-stores/postgres.md)
+
+---
+
+#### Cassandra
+
+```yaml
+apiVersion: v1
+kind: Secret
+metadata:
+  name: feast-online-store
+stringData:
+  cassandra: |
+    hosts:
+      - 192.168.1.1
+      - 192.168.1.2
+      - 192.168.1.3
+    keyspace: KeyspaceName
+    port: 9042
+    username: user
+    password: secret
+    protocol_version: 5
+    load_balancing:
+      local_dc: datacenter1
+      load_balancing_policy: TokenAwarePolicy(DCAwareRoundRobinPolicy)
+    read_concurrency: 100
+    write_concurrency: 100
+```
+
+CR snippet:
+
+```yaml
+services:
+  onlineStore:
+    persistence:
+      store:
+        type: cassandra
+        secretRef:
+          name: feast-online-store
+```
+
+SDK reference: [Cassandra](../reference/online-stores/cassandra.md)
+
+---
+
+#### Snowflake (online)
+
+```yaml
+apiVersion: v1
+kind: Secret
+metadata:
+  name: feast-online-store
+stringData:
+  snowflake.online: |
+    account: snowflake_deployment.us-east-1
+    user: user_login
+    password: user_password
+    role: SYSADMIN
+    warehouse: COMPUTE_WH
+    database: FEAST
+```
+
+CR snippet:
+
+```yaml
+services:
+  onlineStore:
+    persistence:
+      store:
+        type: snowflake.online
+        secretRef:
+          name: feast-online-store
+```
+
+SDK reference: [Snowflake](../reference/online-stores/snowflake.md)
+
+---
+
+#### DynamoDB
+
+```yaml
+apiVersion: v1
+kind: Secret
+metadata:
+  name: feast-online-store
+stringData:
+  dynamodb: |
+    region: us-west-2
+    batch_size: 100
+```
+
+CR snippet:
+
+```yaml
+services:
+  onlineStore:
+    persistence:
+      store:
+        type: dynamodb
+        secretRef:
+          name: feast-online-store
+```
+
+SDK reference: [DynamoDB](../reference/online-stores/dynamodb.md)
+
+---
+
+#### Bigtable
+
+```yaml
+apiVersion: v1
+kind: Secret
+metadata:
+  name: feast-online-store
+stringData:
+  bigtable: |
+    project_id: my_gcp_project
+    instance: my_bigtable_instance
+```
+
+CR snippet:
+
+```yaml
+services:
+  onlineStore:
+    persistence:
+      store:
+        type: bigtable
+        secretRef:
+          name: feast-online-store
+```
+
+SDK reference: [Bigtable](../reference/online-stores/bigtable.md)
+
+---
+
+#### Datastore
+
+```yaml
+apiVersion: v1
+kind: Secret
+metadata:
+  name: feast-online-store
+stringData:
+  datastore: |
+    project_id: my_gcp_project
+    namespace: my_datastore_namespace
+```
+
+CR snippet:
+
+```yaml
+services:
+  onlineStore:
+    persistence:
+      store:
+        type: datastore
+        secretRef:
+          name: feast-online-store
+```
+
+SDK reference: [Datastore](../reference/online-stores/datastore.md)
+
+---
+
+#### MySQL
+
+```yaml
+apiVersion: v1
+kind: Secret
+metadata:
+  name: feast-online-store
+stringData:
+  mysql: |
+    host: mysql.feast.svc.cluster.local
+    port: 3306
+    database: feast
+    user: feast
+    password: feast
+```
+
+CR snippet:
+
+```yaml
+services:
+  onlineStore:
+    persistence:
+      store:
+        type: mysql
+        secretRef:
+          name: feast-online-store
+```
+
+SDK reference: [MySQL](../reference/online-stores/mysql.md)
+
+---
+
+#### Hazelcast
+
+```yaml
+apiVersion: v1
+kind: Secret
+metadata:
+  name: feast-online-store
+stringData:
+  hazelcast: |
+    cluster_name: dev
+    cluster_members:
+      - "localhost:5701"
+    key_ttl_seconds: 36000
+```
+
+CR snippet:
+
+```yaml
+services:
+  onlineStore:
+    persistence:
+      store:
+        type: hazelcast
+        secretRef:
+          name: feast-online-store
+```
+
+SDK reference: [Hazelcast](../reference/online-stores/hazelcast.md)
+
+---
+
+#### HBase
+
+```yaml
+apiVersion: v1
+kind: Secret
+metadata:
+  name: feast-online-store
+stringData:
+  hbase: |
+    host: hbase-thrift.feast.svc.cluster.local
+    port: "9090"
+    connection_pool_size: 4
+```
+
+CR snippet:
+
+```yaml
+services:
+  onlineStore:
+    persistence:
+      store:
+        type: hbase
+        secretRef:
+          name: feast-online-store
+```
+
+SDK reference: [HBase](../reference/online-stores/hbase.md)
+
+---
+
+#### Other supported online store types
+
+The following types also use the same pattern (`persistence.store.type` + `secretRef`).
+Place the driver-specific YAML keys from the SDK docs under the matching Secret key:
+
+| `type` | Secret key | SDK docs |
+|--------|------------|----------|
+| `sqlite` | `sqlite` | [SQLite](../reference/online-stores/sqlite.md) |
+| `singlestore` | `singlestore` | [SingleStore](../reference/online-stores/singlestore.md) |
+| `elasticsearch` | `elasticsearch` | [Elasticsearch](../reference/online-stores/elasticsearch.md) |
+| `qdrant` | `qdrant` | [Qdrant](../reference/online-stores/qdrant.md) |
+| `couchbase.online` | `couchbase.online` | [Couchbase](../reference/online-stores/couchbase.md) |
+| `milvus` | `milvus` | [Milvus](../reference/online-stores/milvus.md) |
+| `mongodb` | `mongodb` | [MongoDB](../reference/online-stores/mongodb.md) |
+| `hybrid` | `hybrid` | [Hybrid](../reference/online-stores/hybrid.md) |
+
+---
+
+### Offline store Secrets
+
+Offline DB stores follow the same pattern. The `type` field tells the operator which
+store driver to use; the Secret value holds the connection parameters.
+
+#### Snowflake (offline)
+
+```yaml
+apiVersion: v1
+kind: Secret
+metadata:
+  name: feast-offline-store
+stringData:
+  snowflake.offline: |
+    account: snowflake_deployment.us-east-1
+    user: user_login
+    password: user_password
+    role: SYSADMIN
+    warehouse: COMPUTE_WH
+    database: FEAST
+    schema: PUBLIC
+```
+
+CR snippet:
+
+```yaml
+services:
+  offlineStore:
+    persistence:
+      store:
+        type: snowflake.offline
+        secretRef:
+          name: feast-offline-store
+```
+
+SDK reference: [Snowflake](../reference/offline-stores/snowflake.md)
+
+---
+
+#### BigQuery
+
+```yaml
+apiVersion: v1
+kind: Secret
+metadata:
+  name: feast-offline-store
+stringData:
+  bigquery: |
+    dataset: feast_bq_dataset
+    project_id: my_gcp_project
+```
+
+CR snippet:
+
+```yaml
+services:
+  offlineStore:
+    persistence:
+      store:
+        type: bigquery
+        secretRef:
+          name: feast-offline-store
+```
+
+SDK reference: [BigQuery](../reference/offline-stores/bigquery.md)
+
+---
+
+#### Postgres (offline)
+
+```yaml
+apiVersion: v1
+kind: Secret
+metadata:
+  name: feast-offline-store
+stringData:
+  postgres: |
+    host: postgres.feast.svc.cluster.local
+    port: 5432
+    database: feast
+    db_schema: public
+    user: feast
+    password: feast
+```
+
+CR snippet:
+
+```yaml
+services:
+  offlineStore:
+    persistence:
+      store:
+        type: postgres
+        secretRef:
+          name: feast-offline-store
+```
+
+SDK reference: [Postgres](../reference/offline-stores/postgres.md)
+
+---
+
+#### Other supported offline store types
+
+| `type` | Secret key | SDK docs |
+|--------|------------|----------|
+| `redshift` | `redshift` | [Redshift](../reference/offline-stores/redshift.md) |
+| `spark` | `spark` | [Spark](../reference/offline-stores/spark.md) |
+| `trino` | `trino` | [Trino](../reference/offline-stores/trino.md) |
+| `athena` | `athena` | [Athena](../reference/offline-stores/athena.md) |
+| `mssql` | `mssql` | [MSSQL](../reference/offline-stores/mssql.md) |
+| `couchbase.offline` | `couchbase.offline` | [Couchbase](../reference/offline-stores/couchbase.md) |
+| `clickhouse` | `clickhouse` | [ClickHouse](../reference/offline-stores/clickhouse.md) |
+| `ray` | `ray` | [Ray](../reference/offline-stores/ray.md) |
+| `oracle` | `oracle` | [Oracle](../reference/offline-stores/oracle.md) |
+
+---
+
+### Registry Secrets
+
+#### SQL (SQLAlchemy) registry
+
+The most common production registry. Uses a SQLAlchemy URL to connect to PostgreSQL,
+MySQL, or SQLite:
+
+```yaml
+apiVersion: v1
+kind: Secret
+metadata:
+  name: feast-registry-store
+stringData:
+  sql: |
+    path: postgresql+psycopg://feast:feast@postgres.feast.svc.cluster.local:5432/feast  #pragma: allowlist secret
+    cache_ttl_seconds: 60
+    sqlalchemy_config_kwargs:
+      echo: false
+      pool_pre_ping: true
+```
+
+CR snippet:
+
+```yaml
+services:
+  registry:
+    local:
+      persistence:
+        store:
+          type: sql
+          secretRef:
+            name: feast-registry-store
+```
+
+SDK reference: [SQL Registry](../reference/registries/sql.md)
+
+---
+
+#### Snowflake registry
+
+```yaml
+apiVersion: v1
+kind: Secret
+metadata:
+  name: feast-registry-store
+stringData:
+  snowflake.registry: |
+    account: snowflake_deployment.us-east-1
+    user: user_login
+    password: user_password
+    role: SYSADMIN
+    warehouse: COMPUTE_WH
+    database: FEAST
+    schema: PUBLIC
+    cache_ttl_seconds: 60
+```
+
+CR snippet:
+
+```yaml
+services:
+  registry:
+    local:
+      persistence:
+        store:
+          type: snowflake.registry
+          secretRef:
+            name: feast-registry-store
+```
+
+SDK reference: [Snowflake Registry](../reference/registries/snowflake.md)
+
+---
+
+## Multi-store Secret (single Secret for all components)
+
+You can combine all store configurations into a single Secret:
+
+```yaml
+apiVersion: v1
+kind: Secret
+metadata:
+  name: feast-data-stores
+stringData:
+  redis: |
+    connection_string: redis.feast.svc.cluster.local:6379
+  snowflake.offline: |
+    account: snowflake_deployment.us-east-1
+    user: user_login
+    password: user_password
+    role: SYSADMIN
+    warehouse: COMPUTE_WH
+    database: FEAST
+    schema: PUBLIC
+  sql: |
+    path: postgresql+psycopg://feast:feast@postgres.feast.svc.cluster.local:5432/feast  #pragma: allowlist secret
+    cache_ttl_seconds: 60
+---
+apiVersion: feast.dev/v1
+kind: FeatureStore
+metadata:
+  name: production-store
+spec:
+  feastProject: my_project
+  services:
+    onlineStore:
+      persistence:
+        store:
+          type: redis
+          secretRef:
+            name: feast-data-stores
+    offlineStore:
+      persistence:
+        store:
+          type: snowflake.offline
+          secretRef:
+            name: feast-data-stores
+    registry:
+      local:
+        persistence:
+          store:
+            type: sql
+            secretRef:
+              name: feast-data-stores
+```
+
+---
+
+## ConfigMap usage (batch engine)
+
+The `batchEngine` is the only operator component that uses a **ConfigMap** rather than a
+Secret for its configuration. The ConfigMap must contain a YAML value under key `config`
+(default) or the key specified in `configMapKey`.
+
+Unlike store Secrets, the batch engine ConfigMap value **must include the `type` field**:
+
+```yaml
+apiVersion: v1
+kind: ConfigMap
+metadata:
+  name: feast-batch-engine
+data:
+  config: |
+    type: spark
+    master: local
+    spark_conf:
+      spark.executor.memory: 4g
+---
+apiVersion: feast.dev/v1
+kind: FeatureStore
+metadata:
+  name: sample
+spec:
+  feastProject: my_project
+  batchEngine:
+    configMapRef:
+      name: feast-batch-engine
+    # configMapKey: config    # optional, defaults to "config"
+```
+
+See [Guide 6 — Batch & Jobs](06-batch-and-jobs.md) for full details.
+
+---
+
+## Building a custom feature-server image
+
+The published `quay.io/feastdev/feature-server` image includes a curated subset of Feast
+extras. Contrib store drivers (Trino, Iceberg, Spark, Athena, ClickHouse, etc.) and any
+additional Python packages your feature transformations depend on are **not** included. To
+use them, build a custom image that extends the base image with the packages you need.
+
+> **You do not need to clone the Feast repository.** Extend the published base image and
+> install extra packages on top.
+
+### Writing the Dockerfile
+
+Create a `Dockerfile` in your own infrastructure repository (or the repository that holds
+your Feast feature definitions):
+
+```dockerfile
+FROM quay.io/feastdev/feature-server:0.65.0
+
+RUN uv pip install --no-cache-dir \
+    "feast[trino,redis,iceberg]==0.65.0"
+```
+
+Pin the Feast version in both the base image tag and the `pip install` command so the
+server and client libraries stay in sync. Add any other Python packages your feature
+transformations need (ML libraries, internal SDKs, etc.):
+
+```dockerfile
+FROM quay.io/feastdev/feature-server:0.65.0
+
+RUN uv pip install --no-cache-dir \
+    "feast[trino,redis,iceberg,mlflow]==0.65.0" \
+    "scikit-learn>=1.3,<2" \
+    "my-internal-sdk==1.2.3"
+```
+
+### Building and pushing via CI/CD
+
+The image build and push should run entirely in CI/CD — never from a developer laptop in
+a production workflow.
+
+```yaml
+# Example: GitHub Actions
+name: Build Feast Feature Server
+on:
+  push:
+    branches: [main]
+    paths:
+      - 'feast/Dockerfile'
+
+jobs:
+  build:
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v4
+      - uses: docker/login-action@v3
+        with:
+          registry: registry.example.com
+          username: ${{ secrets.REGISTRY_USER }}
+          password: ${{ secrets.REGISTRY_PASSWORD }}
+      - uses: docker/build-push-action@v5
+        with:
+          context: feast/
+          push: true
+          tags: registry.example.com/feast/feature-server:0.65.0-custom
+```
+
+### Referencing the custom image in the FeatureStore CR
+
+Point the operator at the custom image using `server.image` on each service that needs it.
+Also set `services.initImage` so the init containers (`feast-init` for git clone/staging
+and `feast-apply` for registry updates) use the same custom image — otherwise they run
+with the default image which lacks the contrib drivers:
+
+```yaml
+apiVersion: feast.dev/v1
+kind: FeatureStore
+metadata:
+  name: my-feature-store
+spec:
+  feastProject: my_project
+  feastProjectDir:
+    git:
+      url: https://github.com/my-org/feast-feature-repo
+      ref: <pinned-commit-sha>
+  services:
+    initImage: registry.example.com/feast/feature-server:0.65.0-custom
+    offlineStore:
+      server:
+        image: registry.example.com/feast/feature-server:0.65.0-custom
+      persistence:
+        store:
+          type: trino
+          secretRef:
+            name: feast-offline-store
+    onlineStore:
+      server:
+        image: registry.example.com/feast/feature-server:0.65.0-custom
+      persistence:
+        store:
+          type: redis
+          secretRef:
+            name: feast-online-store
+    registry:
+      local:
+        server:
+          image: registry.example.com/feast/feature-server:0.65.0-custom
+        persistence:
+          store:
+            type: sql
+            secretRef:
+              name: feast-data-stores
+```
+
+The `git` section above points to your **feature-definition repository** (not Feast's
+GitHub repository). The operator clones that repository at deployment time to load
+`feature_store.yaml` and feature definitions.
+
+Alternatively, set the image once for all services cluster-wide via the operator
+environment variable:
+
+```sh
+kubectl set env deployment/feast-operator-controller-manager \
+  RELATED_IMAGE_FEATURE_SERVER=registry.example.com/feast/feature-server:0.65.0-custom \
+  -n feast-operator-system
+```
+
+See [Guide 3 — Serving & Observability](03-serving-and-observability.md#container-image-and-resources)
+for the full image resolution priority chain.
+
+### Baking the feature repo into the custom image
+
+If the cluster cannot clone a Git repository at runtime (air-gapped environments), combine
+the custom dependencies with the feature repository in one image:
+
+```dockerfile
+FROM quay.io/feastdev/feature-server:0.65.0
+
+RUN uv pip install --no-cache-dir \
+    "feast[trino,redis,iceberg]==0.65.0"
+
+COPY feature_repo/ /opt/feast/feature_repo/
+```
+
+Then use the `packaged` provisioning mode so the operator reads the baked-in repo:
+
+```yaml
+spec:
+  feastProject: my_project
+  feastProjectDir:
+    packaged:
+      image: registry.example.com/feast/feature-server:0.65.0-custom
+      featureRepoPath: /opt/feast/feature_repo
+  services:
+    runFeastApplyOnInit: false      # apply is handled separately
+    offlineStore:
+      server: {}
+      persistence:
+        store:
+          type: trino
+          secretRef:
+            name: feast-offline-store
+```
+
+See [Guide 1 — Project Provisioning](01-project-provisioning.md#option-c--use-a-repository-packaged-in-an-image-feastprojectdirpackaged)
+for full `packaged` details.
+
+### Included extras in the base image
+
+For reference, the base `quay.io/feastdev/feature-server` image installs `feast[minimal]`,
+which expands to:
+
+```
+feast[aws, gcp, snowflake, redis, go, mysql, postgres-c, opentelemetry, grpcio, k8s, duckdb, mcp, milvus]
+```
+
+The `minimal` extra is defined in the Feast
+[`pyproject.toml`](https://github.com/feast-dev/feast/blob/stable/pyproject.toml).
+
+Extras **not** included in `minimal` (require a custom image):
+
+| Extra | Offline store |
+|-------|---------------|
+| `trino` | [Trino](../reference/offline-stores/trino.md) |
+| `spark` | [Spark](../reference/offline-stores/spark.md) |
+| `athena` | [Athena](../reference/offline-stores/athena.md) |
+| `mssql` | [MSSQL](../reference/offline-stores/mssql.md) |
+| `clickhouse` | [ClickHouse](../reference/offline-stores/clickhouse.md) |
+| `oracle` | [Oracle](../reference/offline-stores/oracle.md) |
+| `couchbase` | [Couchbase](../reference/offline-stores/couchbase.md) |
+| `iceberg` | Apache Iceberg |
+| `mlflow` | MLflow model registry |
+
+---
+
+## Troubleshooting
+
+| Symptom | Likely cause | Fix |
+|---------|-------------|-----|
+| `secret key X doesn't exist in secret Y` | The Secret key name doesn't match the store `type` | Either rename the Secret key to match `type`, or set `secretKeyName` in the CR |
+| `secret X contains invalid value` | The Secret value is not valid YAML | Check indentation and quoting in the `stringData` value |
+| `contains tag named type with value X` | The Secret includes a `type` field that doesn't match the CR's `persistence.store.type` | Remove `type` from the Secret value, or correct it to match |
+| `invalid secret X for offline store` | The referenced Secret doesn't exist | Create the Secret in the same namespace as the FeatureStore CR |
+| `One selection required between file or store` | Both `file` and `store` are set under a persistence block | Keep only one — choose either `file` persistence or `store` (DB) persistence |
+
+---
+
 ## See also
 
 - [API reference — `OnlineStorePersistence`](https://github.com/feast-dev/feast/blob/stable/infra/feast-operator/docs/api/markdown/ref.md#onlinestorepersistence)
diff --git a/docs/how-to-guides/feast-operator/03-serving-and-observability.md b/docs/how-to-guides/feast-operator/03-serving-and-observability.md
index efd7b5e5300..0b75eaebb43 100644
--- a/docs/how-to-guides/feast-operator/03-serving-and-observability.md
+++ b/docs/how-to-guides/feast-operator/03-serving-and-observability.md
@@ -144,6 +144,78 @@ services:
           subPath: ca.crt
 ```
 
+### Dynamic Resource Allocation (DRA)
+
+Kubernetes [Dynamic Resource Allocation](https://kubernetes.io/docs/concepts/scheduling-eviction/dynamic-resource-allocation/)
+lets pods request hardware resources (GPUs, FPGAs, etc.) through a claim-based model.
+The FeatureStore CR exposes a pod-level `resourceClaims` field that defines which
+`ResourceClaim` objects must be allocated before the pod starts. Individual service
+containers then reference those claims by name to consume the allocated resources.
+
+**Step 1 — Create a `ResourceClaim`** (or use an existing one):
+
+```yaml
+apiVersion: resource.k8s.io/v1
+kind: ResourceClaim
+metadata:
+  name: my-gpu-claim
+spec:
+  devices:
+    requests:
+      - name: gpu
+        exactly:
+          deviceClassName: gpu.example.com
+```
+
+**Step 2 — Reference the claim in the FeatureStore CR:**
+
+```yaml
+services:
+  # Pod-level: define claims available to any container in the pod
+  resourceClaims:
+    - name: gpu
+      resourceClaimName: my-gpu-claim
+
+  # Container-level: the online store consumes the GPU claim
+  onlineStore:
+    server:
+      resources:
+        claims:
+          - name: gpu
+```
+
+Multiple claims can be defined at the pod level and selectively consumed by different
+service containers:
+
+```yaml
+services:
+  resourceClaims:
+    - name: gpu-claim
+      resourceClaimName: my-gpu
+    - name: fpga-claim
+      resourceClaimName: my-fpga
+
+  onlineStore:
+    server:
+      resources:
+        claims:
+          - name: gpu-claim       # online store uses GPU
+
+  offlineStore:
+    server:
+      resources:
+        claims:
+          - name: fpga-claim      # offline store uses FPGA
+
+  registry:
+    local:
+      server: {}                  # registry uses neither
+```
+
+> **Note**: DRA requires a DRA driver to be installed on the cluster and the appropriate
+> `DeviceClass` and `ResourceSlice` objects to be available. On OpenShift, this is
+> configured at the cluster level for GPU and accelerator resources.
+
 ---
 
 ## TLS
@@ -279,6 +351,34 @@ MCP is mounted at `/mcp` on port 6566 — no additional Kubernetes Service is cr
 > **Dependency**: the feature server image must include `feast[mcp]` (`fastapi-mcp`).
 > Without it the server starts normally but MCP routes are not registered.
 
+### Registry MCP
+
+MCP can also be enabled on the **registry REST server**, exposing registry metadata
+(entities, feature views, feature services) as MCP tool endpoints. This is configured
+under `registry.local.server.mcp` and requires `restAPI: true`.
+
+```yaml
+services:
+  registry:
+    local:
+      server:
+        restAPI: true
+        mcp:
+          enabled: true
+      persistence:
+        store:
+          type: sql
+          secretRef:
+            name: feast-data-stores
+```
+
+The operator writes `registry.mcp.enabled: true` into `feature_store.yaml` when
+this field is set. A CEL validation rule enforces that `restAPI` must be `true`
+when MCP is enabled.
+
+> **Note**: Registry MCP uses only the `enabled` field — `serverName`, `serverVersion`,
+> and `transport` are not applicable to the registry server.
+
 ---
 
 ## `serving` vs `server` — summary
diff --git a/docs/how-to-guides/feast-operator/04-registry-topology.md b/docs/how-to-guides/feast-operator/04-registry-topology.md
index 32741cd68ee..99cd10da988 100644
--- a/docs/how-to-guides/feast-operator/04-registry-topology.md
+++ b/docs/how-to-guides/feast-operator/04-registry-topology.md
@@ -75,6 +75,32 @@ registry:
       grpc: true       # enable gRPC (default: true when server is set)
 ```
 
+### MCP on the registry server
+
+When the REST API is enabled, you can additionally expose registry metadata as
+MCP (Model Context Protocol) tool endpoints for LLM agents:
+
+```yaml
+services:
+  registry:
+    local:
+      server:
+        restAPI: true
+        mcp:
+          enabled: true
+      persistence:
+        store:
+          type: sql
+          secretRef:
+            name: feast-data-stores
+```
+
+The operator writes `registry.mcp.enabled: true` into `feature_store.yaml`.
+A validation rule enforces that `restAPI` must be `true` when `mcp.enabled` is `true`.
+
+See [Guide 3 — Serving & Observability](03-serving-and-observability.md#registry-mcp)
+for more details and the full MCP configuration reference.
+
 ---
 
 ## Remote registry
@@ -181,6 +207,83 @@ spec:
 
 ---
 
+## Client-side configuration (auto-generated ConfigMap)
+
+When the operator deploys a `FeatureStore` CR, it automatically creates a ConfigMap named
+`feast-<name>-client` in the same namespace. This ConfigMap contains a ready-to-use
+`feature_store.yaml` that points at the deployed remote services (online store, offline
+store, and registry).
+
+For example, a CR named `testing` produces a ConfigMap `feast-testing-client`:
+
+```yaml
+# ConfigMap: feast-testing-client (auto-generated by the operator)
+apiVersion: v1
+kind: ConfigMap
+metadata:
+  name: feast-testing-client
+data:
+  feature_store.yaml: |
+    project: testing
+    provider: local
+    online_store:
+        path: https://feast-testing-online.feast.svc.cluster.local:443
+        type: remote
+        cert: /etc/pki/tls/custom-certs/ca-bundle.crt
+    registry:
+        path: feast-testing-registry.feast.svc.cluster.local:443
+        registry_type: remote
+        cert: /etc/pki/tls/custom-certs/ca-bundle.crt
+    auth:
+        type: no_auth
+    entity_key_serialization_version: 3
+```
+
+### Using the client ConfigMap in-cluster
+
+Mount the ConfigMap into your application pod so the Feast SDK discovers the configuration
+automatically:
+
+```yaml
+apiVersion: apps/v1
+kind: Deployment
+metadata:
+  name: ml-serving-app
+spec:
+  template:
+    spec:
+      containers:
+        - name: app
+          volumeMounts:
+            - name: feast-client-config
+              mountPath: /opt/feast
+              readOnly: true
+      volumes:
+        - name: feast-client-config
+          configMap:
+            name: feast-testing-client
+```
+
+Then initialize the Feast store from the mounted path:
+
+```python
+from feast import FeatureStore
+
+store = FeatureStore(repo_path="/opt/feast")
+```
+
+### Using the client ConfigMap outside the cluster
+
+Copy the ConfigMap content to your local `feature_store.yaml` for development or
+testing outside the cluster. Adjust hostnames and TLS paths as needed (e.g. use
+`kubectl port-forward` or an Ingress endpoint):
+
+```sh
+kubectl get configmap feast-testing-client -o jsonpath='{.data.feature_store\.yaml}' > feature_store.yaml
+```
+
+---
+
 ## See also
 
 - [API reference — `RegistryConfig`](https://github.com/feast-dev/feast/blob/stable/infra/feast-operator/docs/api/markdown/ref.md#registryconfig)
@@ -188,4 +291,5 @@ spec:
 - [API reference — `RemoteRegistryConfig`](https://github.com/feast-dev/feast/blob/stable/infra/feast-operator/docs/api/markdown/ref.md#remoteregistryconfig)
 - [Sample: all remote servers](https://github.com/feast-dev/feast/blob/stable/infra/feast-operator/config/samples/v1_featurestore_all_remote_servers.yaml)
 - [Sample: DB persistence](https://github.com/feast-dev/feast/blob/stable/infra/feast-operator/config/samples/v1_featurestore_db_persistence.yaml)
+- [Sample: MCP](https://github.com/feast-dev/feast/blob/stable/infra/feast-operator/config/samples/v1_featurestore_mcp.yaml)
 - [Feast SDK — Registries](../reference/registries/)
diff --git a/docs/how-to-guides/feast-operator/05-security.md b/docs/how-to-guides/feast-operator/05-security.md
index 4c28aba9805..51d38dc8acc 100644
--- a/docs/how-to-guides/feast-operator/05-security.md
+++ b/docs/how-to-guides/feast-operator/05-security.md
@@ -39,7 +39,7 @@ to subjects using standard Kubernetes `ClusterRoleBinding` or `RoleBinding` reso
 > Kubernetes auth requires all services to be exposed as servers (the controller rejects
 > partial configurations where some services are local while RBAC is enabled).
 
-**SDK docs**: [Feast RBAC](../reference/auth/rbac.md)
+**SDK docs**: [Feast RBAC](../../getting-started/architecture/rbac.md)
 
 ---
 
@@ -62,8 +62,20 @@ stringData:
   client_secret: <your-client-secret>
   username: <service-account-username>     # used for client-credentials flow
   password: <service-account-password>
+  audience: <expected-aud-claim>           # optional: reject tokens whose aud claim differs
+  issuer: <expected-iss-claim>             # optional: reject tokens whose iss claim differs
 ```
 
+The optional `audience` and `issuer` keys enable audience and issuer claim verification on the standard OIDC/JWKS validation path; when omitted, the `aud` and `iss` claims are not checked. Set them to the values your IdP puts in the token itself, which are not always the ones in the discovery document (see [OIDC Authorization](../../getting-started/components/authz_manager.md#oidc-authorization)). The Secret key `issuer` is distinct from the CR's `issuerUrl`, which selects the discovery endpoint and plays no part in claim verification. Kubernetes ServiceAccount tokens (validated via TokenReview) and intra-server communication follow separate paths and are not subject to these checks.
+
+{% hint style="warning" %}
+Before enabling these, three operational caveats:
+
+* **Existing Secret keys take effect on operator upgrade.** Keys named `audience` or `issuer` already present in the referenced Secret were previously ignored; after upgrading they are forwarded to every Feast pod.
+* **Your IdP must mint matching tokens for Feast's own clients.** Feast's client-credentials flow requests no audience, so in multi-service topologies (e.g. a remote registry) and for the UI's browser tokens, the IdP must be configured to issue tokens carrying the expected claims (e.g. a Keycloak audience mapper), or inter-service calls will be rejected.
+* **Secret edits are not watched.** Changes to these keys apply on the next reconcile or pod restart, not immediately.
+{% endhint %}
+
 Reference the Secret from the CR:
 
 ```yaml
@@ -81,6 +93,15 @@ spec:
 
 ### Advanced OIDC options
 
+{% hint style="warning" %}
+Every option in this section requires `apiVersion: feast.dev/v1`. Under the deprecated
+`feast.dev/v1alpha1`, `authz.oidc` accepts only `secretRef`. The CRD has no conversion
+webhook, so a resource submitted as v1alpha1 is validated against the v1alpha1 schema and
+any other field is pruned without error rather than rejected. Applying the example below
+as v1alpha1 therefore leaves OIDC configured by Secret alone, with none of these settings
+taking effect and nothing in the output to say so. Use v1, which is the storage version.
+{% endhint %}
+
 ```yaml
 authz:
   oidc:
@@ -89,10 +110,19 @@ authz:
     secretKeyName: client_id          # override the default Secret key name
     tokenEnvVar: FEAST_TOKEN          # env var from which servers read the Bearer token
     verifySSL: false                  # disable SSL verification (dev only)
-    caCertConfigMap: oidc-ca-cert     # ConfigMap with CA cert for SSL verification
+    caCertConfigMap:                  # ConfigMap with CA cert for SSL verification
+      name: oidc-ca-cert
+    jwksCacheLifespanSeconds: 300     # how long servers reuse the fetched JWK set
+    jwksRequestTimeoutSeconds: 10     # network timeout for the JWKS fetch
 ```
 
-**SDK docs**: [Feast OIDC Auth](../reference/auth/oidc.md)
+`jwksCacheLifespanSeconds` is not only a performance setting: it also bounds how long a key the provider has **revoked** continues to validate tokens. Lower it if your provider rotates or revokes aggressively, at the cost of proportionally more JWKS fetches. Key rotations that introduce a new key id are picked up immediately regardless, because an unknown key id forces a refetch. `jwksRequestTimeoutSeconds` bounds how long an unresponsive provider can block request serving. Both must be at least 1. When unset, neither key is written to the generated configuration and the feature server applies its own defaults (300 and 10 seconds respectively).
+
+{% hint style="warning" %}
+These two options require a feature server image that recognizes them. The operator deploys a matching image by default, so this only applies if you pin an older one explicitly, through a container `image` override or the operator's `RELATED_IMAGE_FEATURE_SERVER` setting. An image that predates these options rejects its configuration at startup, so leave them unset until the pinned image is updated.
+{% endhint %}
+
+**SDK docs**: [Feast OIDC Auth](../../getting-started/components/authz_manager.md#oidc-authorization)
 
 ---
 
diff --git a/docs/how-to-guides/feast-operator/06-batch-and-jobs.md b/docs/how-to-guides/feast-operator/06-batch-and-jobs.md
index fd513168c54..71e7b6b95dc 100644
--- a/docs/how-to-guides/feast-operator/06-batch-and-jobs.md
+++ b/docs/how-to-guides/feast-operator/06-batch-and-jobs.md
@@ -50,12 +50,53 @@ spec:
     configMapKey: config           # key inside the ConfigMap (default: "config")
 ```
 
+### SparkApplication batch engine (optional)
+
+For Bring Your Own Spark on Kubernetes, use `spark_application` instead of in-process Spark.
+The Feast Operator auto-creates RBAC for this type. See
+[SparkApplication](../reference/compute-engine/spark_application.md) for the full config reference.
+Build an image from the reference
+[Dockerfile](https://github.com/feast-dev/feast/blob/master/sdk/python/feast/infra/compute_engines/spark_application/Dockerfile)
+(or equivalent):
+
+```yaml
+apiVersion: v1
+kind: ConfigMap
+metadata:
+  name: feast-spark-application-engine
+data:
+  config: |
+    type: spark_application
+    image: my-registry.example.com/feast-spark-driver:latest
+    namespace: feast
+    executor_instances: 2
+    driver_memory: "2g"
+    executor_memory: "2g"
+```
+
+```yaml
+apiVersion: feast.dev/v1
+kind: FeatureStore
+metadata:
+  name: sample-spark-application
+spec:
+  feastProject: my_project
+  batchEngine:
+    configMapRef:
+      name: feast-spark-application-engine
+    configMapKey: config
+  # Optional: use the Spark driver image for feast-apply / init containers
+  # services:
+  #   initImage: my-registry.example.com/feast-spark-driver:latest
+```
+
 ### Engine types
 
 | `type` | Notes |
 |--------|-------|
 | `local` | Default; in-process Python, no extra infra |
 | `spark` | Apache Spark; requires a Spark operator or standalone cluster |
+| `spark_application` | Kubeflow Spark Operator `SparkApplication` CRs; requires Spark Operator + custom image; operator auto-creates RBAC |
 | `ray` | Ray cluster; requires a Ray operator |
 | `bytewax` | Bytewax streaming engine |
 | `snowflake.engine` | Snowflake Snowpark compute |
diff --git a/docs/how-to-guides/feast-operator/07-openlineage-and-materialization.md b/docs/how-to-guides/feast-operator/07-openlineage-and-materialization.md
index 72b2fe92a7e..8d46ed03ef8 100644
--- a/docs/how-to-guides/feast-operator/07-openlineage-and-materialization.md
+++ b/docs/how-to-guides/feast-operator/07-openlineage-and-materialization.md
@@ -103,7 +103,7 @@ openlineage:
 | Field | Type | Description |
 |-------|------|-------------|
 | `enabled` | bool | Activates OpenLineage. Must be `true` |
-| `transportType` | string | `http` / `console` / `file` / `kafka` |
+| `transportType` | string | `http` / `console` / `file` / `kafka` (omit to use OpenLineage SDK defaults) |
 | `transportUrl` | string | Base URL for HTTP transport |
 | `transportEndpoint` | string | API path appended to `transportUrl` |
 | `apiKeySecretRef.name` | string | Name of a Secret containing key `api_key` |
diff --git a/docs/how-to-guides/feast-operator/08-mlflow-integration.md b/docs/how-to-guides/feast-operator/08-mlflow-integration.md
new file mode 100644
index 00000000000..3a0e2530a62
--- /dev/null
+++ b/docs/how-to-guides/feast-operator/08-mlflow-integration.md
@@ -0,0 +1,193 @@
+# Guide 8 — MLflow Integration
+
+The operator auto-discovers MLflow on RHOAI/ODH clusters and enables experiment tracking
+for every FeatureStore deployment. When the MLflow operator is present and healthy, Feast
+pods receive MLflow configuration automatically — no manual YAML editing required.
+
+---
+
+## Auto-discovery
+
+The operator lists all `MLflow` CRs (`mlflow.opendatahub.io/v1`) in the cluster and uses
+the first one with an `Available=True` or `Ready=True` condition. When found, it populates
+`tracking_uri` from `status.address.url` and `ui_url` from `status.url`.
+
+If the MLflow CR does not report conditions (older operator versions), auto-discovery will
+not activate. Set `trackingUri` explicitly in that case.
+
+> **No MLflow?** The FeatureStore stays Ready. Non-MLflow FeatureViews and all other Feast
+> services are completely unaffected.
+
+---
+
+## FeatureStore CR configuration
+
+### Auto-enabled (default when MLflow is present)
+
+No `spec.mlflow` needed. The operator auto-enables when an Available MLflow CR is detected:
+
+```yaml
+apiVersion: feast.dev/v1
+kind: FeatureStore
+metadata:
+  name: my-store
+spec:
+  feastProject: my_project
+  services:
+    onlineStore: {}
+    registry: {}
+    ui: {}
+```
+
+### Explicit configuration
+
+Override defaults or enable additional features:
+
+```yaml
+apiVersion: feast.dev/v1
+kind: FeatureStore
+metadata:
+  name: my-store
+spec:
+  feastProject: my_project
+  services:
+    onlineStore: {}
+    registry: {}
+    ui: {}
+  mlflow:
+    enabled: true
+    trackingUri: "https://custom-mlflow.example.com:8443"
+    uiUrl: "https://dashboard.example.com/mlflow"
+    trackingAuth: "kubernetes-namespaced"
+    autoLog: true
+    autoLogEntityDf: true
+    entityDfMaxRows: 50000
+    logOperations: true
+    opsExperimentSuffix: "-feast-ops"
+```
+
+### Opt-out
+
+Disable MLflow even when the MLflow operator is present:
+
+```yaml
+spec:
+  mlflow:
+    enabled: false
+```
+
+---
+
+## Field reference
+
+| Field | Type | Default | Description |
+|-------|------|---------|-------------|
+| `enabled` | bool | auto-detected | Master switch for MLflow integration |
+| `trackingUri` | string | auto-discovered | MLflow tracking server URI (in-cluster, from `status.address.url`) |
+| `uiUrl` | string | auto-discovered | Browser-reachable MLflow URL for Feast UI lineage links (from `status.url`) |
+| `trackingAuth` | *string | `"kubernetes-namespaced"` | Auth method for Feast pods calling MLflow |
+| `autoLog` | *bool | `true` | Auto-log feature metadata on every retrieval |
+| `autoLogEntityDf` | *bool | `false` | Save entity DataFrame as artifact |
+| `entityDfMaxRows` | *int32 | `100000` | Skip artifact for large DataFrames |
+| `logOperations` | *bool | `false` | Log `feast apply` / `materialize` to ops experiment |
+| `opsExperimentSuffix` | *string | `"-feast-ops"` | Ops experiment name suffix |
+| `extraConfig` | map[string]string | — | Additional YAML fields (coerced to native types) |
+
+---
+
+## Authentication
+
+The operator injects `MLFLOW_TRACKING_AUTH` into all Feast pod containers. The MLflow
+Python client's auth plugin system uses this env var to attach credentials to tracking
+server requests.
+
+| `trackingAuth` value | Behavior |
+|---------------------|----------|
+| `"kubernetes-namespaced"` (default) | SA token + `X-MLFLOW-WORKSPACE: <namespace>` header. Multi-tenant on RHOAI. |
+| `"kubernetes"` | SA token only. Single-tenant setups. |
+| `"basic"` | HTTP Basic auth via `MLFLOW_TRACKING_USERNAME` / `MLFLOW_TRACKING_PASSWORD` env vars. |
+| `"bearer"` | Static bearer token from `MLFLOW_TRACKING_TOKEN` env var. |
+| `""` (empty string) | No auth header. Local dev or unprotected MLflow. |
+
+No Kubernetes RoleBinding is needed for MLflow tracking API access. The MLflow server
+validates the SA token directly via TokenReview.
+
+---
+
+## Tracking URI resolution order
+
+1. Explicit `trackingUri` in the FeatureStore CR
+2. Auto-discovered from MLflow CR `status.address.url` (first Available/Ready CR)
+3. `MLFLOW_TRACKING_URI` environment variable (on workbench pods, injected by the MLflow operator)
+4. MLflow default (`./mlruns`)
+
+---
+
+## UI URL resolution order
+
+Used for browser hyperlinks in Feast UI lineage panels:
+
+1. Explicit `uiUrl` in the FeatureStore CR
+2. `MLFLOW_UI_URL` environment variable
+3. Auto-discovered from MLflow CR `status.url` (external gateway route)
+4. Falls back to `trackingUri` (works for local dev)
+
+---
+
+## Graceful degradation
+
+| Scenario | Behavior |
+|----------|----------|
+| MLflow operator not installed | No `mlflow` block in YAML; FeatureStore stays Ready |
+| MLflow CR exists but not Ready | Discovery returns empty; MLflow stays off |
+| Tracking URI becomes unreachable | SDK logs a warning; feature retrieval is not blocked |
+| `spec.mlflow.enabled: false` | MLflow integration explicitly disabled |
+
+---
+
+## Workbench usage
+
+In a RHOAI workbench notebook connected to the FeatureStore:
+
+```python
+from feast import FeatureStore
+
+store = FeatureStore(...)  # from mounted client config
+
+with store.mlflow.start_run(run_name="training"):
+    df = store.get_historical_features(
+        entity_df=entity_df,
+        features=["driver_stats:conv_rate", "driver_stats:acc_rate"],
+    ).to_df()
+    model = train(df)
+    store.mlflow.log_model(model, "model")
+```
+
+> **Dependency**: the Feast image must include `feast[mlflow]` (`mlflow` or `mlflow-skinny`).
+
+---
+
+## RBAC permissions
+
+The operator needs `get`, `list`, `watch` on `mlflows` in the `mlflow.opendatahub.io` API
+group. This is included in the default operator ClusterRole.
+
+```yaml
+- apiGroups:
+    - mlflow.opendatahub.io
+  resources:
+    - mlflows
+  verbs:
+    - get
+    - list
+    - watch
+```
+
+---
+
+## See also
+
+- [API field reference — `MlflowConfig`](https://github.com/feast-dev/feast/blob/stable/infra/feast-operator/docs/api/markdown/ref.md)
+- [MLflow DataSource reference](../../reference/mlflow.md)
+- [Guide 5 — Security](05-security.md) (RBAC / OIDC auth)
+- [Guide 7 — OpenLineage & Materialization](07-openlineage-and-materialization.md)
diff --git a/docs/how-to-guides/feast-operator/README.md b/docs/how-to-guides/feast-operator/README.md
index 26e515f309f..095fb031a18 100644
--- a/docs/how-to-guides/feast-operator/README.md
+++ b/docs/how-to-guides/feast-operator/README.md
@@ -23,13 +23,14 @@ look for store-specific YAML options in the Feast SDK docs.
 
 | # | Guide | Topic |
 |---|-------|-------|
-| 1 | [Project Provisioning](01-project-provisioning.md) | `feastProjectDir`: cloning a git repo vs `feast init` templates |
+| 1 | [Project Provisioning](01-project-provisioning.md) | `feastProjectDir`: git clone, `feast init`, or a repository packaged in an image |
 | 2 | [Persistence](02-persistence.md) | File (path + PVC) vs DB store for offline/online/registry; Secret format |
 | 3 | [Serving & Observability](03-serving-and-observability.md) | Feature server workers, log level, Prometheus metrics, offline push batching, MCP |
 | 4 | [Registry Topology](04-registry-topology.md) | Local vs remote registry, cross-namespace `feastRef`, remote TLS |
 | 5 | [Security](05-security.md) | Kubernetes RBAC roles vs OIDC auth; TLS for all servers |
 | 6 | [Batch Jobs](06-batch-and-jobs.md) | `batchEngine` ConfigMap contract, `cronJob` for scheduled materialization |
 | 7 | [OpenLineage & Materialization](07-openlineage-and-materialization.md) | Lineage transports, API key Secret, materialization batch size |
+| 8 | [MLflow Integration](08-mlflow-integration.md) | Auto-discovery, experiment tracking, auth, Feast UI lineage |
 
 ---
 
@@ -39,9 +40,12 @@ look for store-specific YAML options in the Feast SDK docs.
 - **"How do I wire Postgres/Redis/DuckDB as my store?"** → [Guide 2](02-persistence.md)
 - **"How do I enable Prometheus scraping for the feature server?"** → [Guide 3](03-serving-and-observability.md)
 - **"How do I make all services share a remote registry?"** → [Guide 4](04-registry-topology.md)
+- **"How do I get the client `feature_store.yaml` for connecting to my Feast services?"** → [Guide 4 — Client ConfigMap](04-registry-topology.md#client-side-configuration-auto-generated-configmap)
+- **"How do I use a contrib offline store like Trino or Iceberg?"** → [Guide 2 — Custom Image](02-persistence.md#building-a-custom-feature-server-image)
 - **"How do I enable Kubernetes RBAC or OIDC auth?"** → [Guide 5](05-security.md)
 - **"How do I schedule nightly materialization?"** → [Guide 6](06-batch-and-jobs.md)
 - **"How do I send lineage events to Marquez?"** → [Guide 7](07-openlineage-and-materialization.md)
+- **"How do I connect Feast to MLflow for experiment tracking?"** → [Guide 8](08-mlflow-integration.md)
 - **"What are all valid fields on `ServingConfig`?"** → [API ref](https://github.com/feast-dev/feast/blob/stable/infra/feast-operator/docs/api/markdown/ref.md#servingconfig)
 
 ---
diff --git a/docs/how-to-guides/feature-monitoring.md b/docs/how-to-guides/feature-monitoring.md
new file mode 100644
index 00000000000..aca36167323
--- /dev/null
+++ b/docs/how-to-guides/feature-monitoring.md
@@ -0,0 +1,472 @@
+# Feature Quality Monitoring
+
+## Overview
+
+Feast's data quality monitoring system computes, stores, and serves statistical metrics for every registered feature. It gives you visibility into feature health — distributions, null rates, percentiles, histograms — across batch data and feature serving logs.
+
+This guide covers:
+
+1. [Prerequisites](#1-prerequisites)
+2. [Auto-baseline on registration](#2-auto-baseline-on-registration)
+3. [Scheduled monitoring with the CLI](#3-scheduled-monitoring-with-the-cli)
+4. [Monitoring feature serving logs](#4-monitoring-feature-serving-logs)
+5. [Reading metrics via REST API](#5-reading-metrics-via-rest-api)
+6. [On-demand exploration (transient compute)](#6-on-demand-exploration)
+7. [Integrating with orchestrators](#7-integrating-with-orchestrators)
+8. [Supported backends](#8-supported-backends)
+9. [Monitoring in the Feast UI](#9-monitoring-in-the-feast-ui)
+
+## 1. Prerequisites
+
+Monitoring works with any supported offline store backend. No additional infrastructure or configuration is needed — monitoring tables are created automatically on first use.
+
+**Minimum setup:**
+
+- A Feast project with at least one feature view and a configured offline store
+- Feast SDK installed (`pip install feast`)
+
+**For serving log monitoring:**
+
+- At least one feature service with `logging_config` set (see [step 4](#4-monitoring-feature-serving-logs))
+
+## 2. Auto-baseline on registration
+
+When you run `feast apply` to register new features, Feast automatically queues baseline metric computation:
+
+```bash
+$ feast apply
+Applying changes...
+Created feature view 'driver_stats' with 3 features
+  → Queued baseline metrics computation (DQM job: abc-123)
+Done!
+```
+
+The baseline reads all available source data and stores the resulting statistics with `is_baseline=TRUE`. This serves as the reference distribution for future drift detection.
+
+Baseline computation is:
+- **Threaded** — runs in a background thread but completes before `feast apply` exits
+- **Idempotent** — only features without existing baselines are computed; re-running `feast apply` won't recompute existing baselines
+
+### Enabling auto-baseline
+
+To enable automatic baseline computation on `feast apply`, set the DQM config in `feature_store.yaml`:
+
+```yaml
+data_quality_monitoring:
+  auto_baseline: true
+```
+
+When using the Feast operator, set this in the `FeatureStore` CR:
+
+```yaml
+apiVersion: feast.dev/v1
+kind: FeatureStore
+spec:
+  feastProject: my_project
+  dataQualityMonitoring:
+    autoBaseline: true
+```
+
+To disable it, set `auto_baseline: false` (or `autoBaseline: false` in the CR).
+
+## 3. Scheduled monitoring with the CLI
+
+### Auto mode (recommended for production)
+
+Schedule a single daily job that computes all granularities automatically:
+
+```bash
+feast monitor run
+```
+
+This detects the latest event timestamp in the source data and computes metrics for 5 time windows:
+
+| Granularity | Window |
+|-------------|--------|
+| `daily` | Last 1 day |
+| `weekly` | Last 7 days |
+| `biweekly` | Last 14 days |
+| `monthly` | Last 30 days |
+| `quarterly` | Last 90 days |
+
+No date arguments needed. One scheduled job produces all granularities.
+
+### Targeting a specific feature view
+
+```bash
+feast monitor run --feature-view driver_stats
+```
+
+### Explicit date range and granularity
+
+```bash
+feast monitor run \
+  --feature-view driver_stats \
+  --start-date 2025-01-01 \
+  --end-date 2025-01-07 \
+  --granularity weekly
+```
+
+### Setting a manual baseline
+
+```bash
+feast monitor run \
+  --feature-view driver_stats \
+  --start-date 2025-01-01 \
+  --end-date 2025-03-31 \
+  --granularity daily \
+  --set-baseline
+```
+
+### CLI reference
+
+```
+Usage: feast monitor run [OPTIONS]
+
+Options:
+  -p, --project TEXT         Feast project name (defaults to feature_store.yaml)
+  -v, --feature-view TEXT    Feature view name (omit for all)
+  -f, --feature-name TEXT    Feature name(s), repeatable (omit for all)
+  --start-date TEXT          Start date YYYY-MM-DD (omit for auto-detect)
+  --end-date TEXT            End date YYYY-MM-DD (omit for auto-detect)
+  -g, --granularity          One of: daily, weekly, biweekly, monthly, quarterly
+  --set-baseline             Mark this computation as baseline
+  --source-type              One of: batch, log, all (default: batch)
+  --help                     Show this message and exit.
+```
+
+## 4. Monitoring feature serving logs
+
+If your feature services have logging configured, you can compute metrics from the actual features served to models in production.
+
+### Setting up feature service logging
+
+In your feature definitions:
+
+```python
+from feast import FeatureService, LoggingConfig
+from feast.infra.offline_stores.contrib.postgres_offline_store.postgres_source import (
+    PostgreSQLLoggingDestination,
+)
+
+driver_service = FeatureService(
+    name="driver_service",
+    features=[driver_stats_fv],
+    logging_config=LoggingConfig(
+        destination=PostgreSQLLoggingDestination(table_name="feast_driver_logs"),
+        sample_rate=1.0,
+    ),
+)
+```
+
+### Computing log metrics
+
+**Auto mode (all feature services with logging):**
+
+```bash
+feast monitor run --source-type log
+```
+
+**Specific feature service:**
+
+```bash
+feast monitor run --source-type log --feature-view driver_service
+```
+
+**Both batch and log in one run:**
+
+```bash
+feast monitor run --source-type all
+```
+
+Log metrics are stored with `data_source_type="log"` alongside batch metrics in the same monitoring tables. Feature names from the log schema (e.g., `driver_stats__conv_rate`) are automatically normalized back to their original names (`conv_rate`) and associated with the correct feature view — enabling batch-vs-log comparison and drift detection.
+
+### Via REST API
+
+```bash
+# Compute log metrics
+POST /monitoring/compute/log
+{
+  "project": "my_project",
+  "feature_service_name": "driver_service",
+  "granularity": "daily"
+}
+
+# Auto-compute all log metrics
+POST /monitoring/auto_compute/log
+{
+  "project": "my_project"
+}
+```
+
+## 5. Reading metrics via REST API
+
+All read endpoints support cascading filters: `project` → `feature_service_name` → `feature_view_name` → `feature_name` → `granularity` → `data_source_type`.
+
+### Per-feature metrics
+
+```
+GET /monitoring/metrics/features?project=my_project&feature_view_name=driver_stats&granularity=daily
+```
+
+**Response:**
+
+```json
+[
+  {
+    "project_id": "my_project",
+    "feature_view_name": "driver_stats",
+    "feature_name": "conv_rate",
+    "feature_type": "numeric",
+    "metric_date": "2025-03-26",
+    "granularity": "daily",
+    "data_source_type": "batch",
+    "row_count": 15000,
+    "null_count": 12,
+    "null_rate": 0.0008,
+    "mean": 0.523,
+    "stddev": 0.189,
+    "min_val": 0.001,
+    "max_val": 0.998,
+    "p50": 0.51,
+    "p75": 0.68,
+    "p90": 0.82,
+    "p95": 0.89,
+    "p99": 0.96,
+    "histogram": {
+      "bins": [0.0, 0.05, 0.1, "..."],
+      "counts": [120, 340, 560, "..."],
+      "bin_width": 0.05
+    }
+  }
+]
+```
+
+### Per-feature-view aggregates
+
+```
+GET /monitoring/metrics/feature_views?project=my_project&feature_view_name=driver_stats
+```
+
+### Per-feature-service aggregates
+
+```
+GET /monitoring/metrics/feature_services?project=my_project&feature_service_name=driver_service
+```
+
+### Baseline
+
+```
+GET /monitoring/metrics/baseline?project=my_project&feature_view_name=driver_stats
+```
+
+### Time-series (for trend charts)
+
+```
+GET /monitoring/metrics/timeseries?project=my_project&feature_name=conv_rate&granularity=daily&start_date=2025-01-01&end_date=2025-03-31
+```
+
+### Filtering batch vs. log metrics
+
+Add `data_source_type=batch` or `data_source_type=log` to any read endpoint:
+
+```
+GET /monitoring/metrics/features?project=my_project&data_source_type=log
+```
+
+### Full endpoint reference
+
+| Method | Endpoint | Description |
+|--------|----------|-------------|
+| `POST` | `/monitoring/compute` | Submit batch DQM job |
+| `POST` | `/monitoring/auto_compute` | Auto-detect dates, all granularities |
+| `POST` | `/monitoring/compute/transient` | On-demand compute (not stored) |
+| `POST` | `/monitoring/compute/log` | Compute from serving logs |
+| `POST` | `/monitoring/auto_compute/log` | Auto-detect log dates, all granularities |
+| `GET` | `/monitoring/jobs/{job_id}` | DQM job status |
+| `GET` | `/monitoring/metrics/features` | Per-feature metrics |
+| `GET` | `/monitoring/metrics/feature_views` | Per-view aggregates |
+| `GET` | `/monitoring/metrics/feature_services` | Per-service aggregates |
+| `GET` | `/monitoring/metrics/baseline` | Baseline metrics |
+| `GET` | `/monitoring/metrics/timeseries` | Time-series data |
+
+## 6. On-demand exploration
+
+When you need metrics for an arbitrary date range (e.g., "show me the distribution for Jan 5 to Jan 20"), use the transient compute endpoint. It reads source data for the exact range, computes fresh statistics, and returns them directly without storing.
+
+```bash
+POST /monitoring/compute/transient
+{
+  "project": "my_project",
+  "feature_view_name": "driver_stats",
+  "feature_names": ["conv_rate"],
+  "start_date": "2025-01-05",
+  "end_date": "2025-01-20"
+}
+```
+
+This is necessary because pre-computed histograms from different date ranges have different bin edges and cannot be merged losslessly.
+
+## 7. Integrating with orchestrators
+
+### Airflow
+
+```python
+from airflow.operators.bash import BashOperator
+
+monitor_task = BashOperator(
+    task_id="feast_monitor",
+    bash_command="feast monitor run",
+    cwd="/path/to/feast/repo",
+)
+```
+
+### Kubeflow Pipelines (KFP)
+
+```python
+from kfp import dsl
+
+@dsl.component(base_image="feast-image:latest")
+def monitor_features():
+    import subprocess
+    subprocess.run(["feast", "monitor", "run"], check=True, cwd="/feast/repo")
+```
+
+### Cron
+
+```cron
+# Daily at 2:00 AM UTC
+0 2 * * * cd /path/to/feast/repo && feast monitor run >> /var/log/feast-monitor.log 2>&1
+```
+
+### Monitoring both batch and log in one job
+
+```bash
+feast monitor run --source-type all
+```
+
+## 8. Supported backends
+
+Monitoring works natively with all offline stores that serve as compute engines for Feast materialization:
+
+| Backend | Compute | Storage |
+|---------|---------|---------|
+| PostgreSQL | SQL push-down | `INSERT ON CONFLICT` |
+| Snowflake | SQL push-down | `MERGE` with `VARIANT` JSON |
+| BigQuery | SQL push-down | `MERGE` into BQ tables |
+| Redshift | SQL push-down | `MERGE` via Data API |
+| Spark | SparkSQL push-down | Parquet tables |
+| Oracle | SQL via Ibis | `MERGE` from `DUAL` |
+| DuckDB | In-memory SQL | Parquet files |
+| Dask | PyArrow compute | Parquet files |
+
+Backends not listed above fall back to Python-based computation — the offline store's `pull_all_from_table_or_query()` returns a PyArrow Table, and metrics are computed using `pyarrow.compute` and `numpy`.
+
+## What metrics are computed
+
+**Per-feature (full profile):**
+
+| Metric | Numeric | Categorical |
+|--------|:-------:|:-----------:|
+| row_count, null_count, null_rate | Yes | Yes |
+| mean, stddev, min, max | Yes | — |
+| p50, p75, p90, p95, p99 | Yes | — |
+| histogram (JSONB) | Binned distribution | Top-N values with counts |
+
+**Per-feature-view and per-feature-service (aggregate summaries):**
+
+| Metric | Description |
+|--------|-------------|
+| total_row_count | Total rows in the view |
+| total_features | Number of features |
+| features_with_nulls | Count of features with any nulls |
+| avg_null_rate, max_null_rate | Aggregate null rate statistics |
+
+## RBAC
+
+Monitoring respects Feast's existing RBAC:
+
+- **Compute operations** (`POST /monitoring/compute`, `/auto_compute`, `/compute/log`, `/auto_compute/log`) require `AuthzedAction.UPDATE`
+- **Transient compute** (`POST /monitoring/compute/transient`) requires `AuthzedAction.DESCRIBE`
+- **Read operations** (`GET /monitoring/metrics/*`) require `AuthzedAction.DESCRIBE`
+
+## 9. Monitoring in the Feast UI
+
+The Feast web UI includes a built-in monitoring dashboard accessible from the **Monitoring** item in the sidebar navigation.
+
+### What you see
+
+The monitoring page has three tabs:
+
+| Tab | Shows |
+|-----|-------|
+| **Features** | Per-feature metrics table with null rate, row count, freshness, and health status |
+| **Feature Views** | Aggregated data quality per feature view |
+| **Feature Services** | Aggregated metrics per feature service |
+
+### Filters
+
+At the top of the monitoring page you can filter by:
+
+- **Feature View** — scope to a specific feature view or view all
+- **Granularity** — select Baseline, Daily, Weekly, Biweekly, Monthly, or Quarterly
+- **Source** — filter by batch or log data source
+- **Start/End Date** — filter metrics to a specific date range (disabled for Baseline since baseline uses all data)
+
+### Feature detail page
+
+Clicking any feature row navigates to a detail page showing:
+
+- **Distribution histogram** — expandable/zoomable chart of the feature's value distribution
+- **Statistics panel** — null rate, mean, stddev, min/max, percentiles (p50–p99)
+- **Granularity dropdown** — switch between computed granularities and baseline
+- **Time Series Analysis** — trend charts for aggregate metrics drift (Mean/P50/P95) and null rate evolution over time
+
+### Computing metrics from the UI
+
+Click the **Compute Metrics** button in the page header to trigger an `auto_compute` job. This computes all granularities for all feature views (or the selected feature view if filtered). Results appear after the table refreshes.
+
+The **Refresh** button re-fetches already computed metrics from the backend without triggering new computation.
+
+### When no data is available
+
+If no metrics have been computed yet, the page shows a prompt:
+
+> No monitoring data has been computed for this project. Click "Compute Metrics" to run data quality analysis on your feature views.
+
+If the monitoring backend is unreachable, a warning banner appears:
+
+> Could not connect to the monitoring API. Make sure the Feast registry server is running with monitoring enabled.
+
+### Enabling monitoring for the UI
+
+The monitoring page is always accessible in the sidebar. To see actual data:
+
+1. Add `data_quality_monitoring` to your `feature_store.yaml`:
+
+   ```yaml
+   data_quality_monitoring:
+     auto_baseline: true
+   ```
+
+   Or, when using the Feast operator, set this in the `FeatureStore` CR:
+
+   ```yaml
+   apiVersion: feast.dev/v1
+   kind: FeatureStore
+   spec:
+     feastProject: my_project
+     dataQualityMonitoring:
+       autoBaseline: true
+   ```
+
+2. Run `feast apply` — this computes baseline metrics automatically
+3. Schedule `feast monitor run` (or click "Compute Metrics" in the UI) to generate daily/weekly/monthly metrics
+
+## Related: Operational and SOX Metrics
+
+Feature Quality Monitoring focuses on **data-level** metrics (distributions, null rates, drift). Feast also provides **operational metrics** for infrastructure observability:
+
+- **Prometheus metrics** (`feast_offline_store_*`, `feast_online_store_*`) — latency, throughput, and error rates for offline/online store operations. See [Python Feature Server — Metrics](../reference/feature-servers/python-feature-server.md).
+- **SOX audit logging** (`feast.audit`) — structured audit events for compliance tracking of feature store operations.
+- **OpenTelemetry integration** — distributed tracing for feature serving requests. See [OpenTelemetry Integration](../getting-started/components/open-telemetry.md).
diff --git a/docs/how-to-guides/online-server-performance-tuning.md b/docs/how-to-guides/online-server-performance-tuning.md
index 34508ff6ce4..50e746a6f03 100644
--- a/docs/how-to-guides/online-server-performance-tuning.md
+++ b/docs/how-to-guides/online-server-performance-tuning.md
@@ -35,10 +35,12 @@ When the server processes a `get_online_features()` call, it groups the requeste
 **Redis exception:** The Redis online store overrides `get_online_features()` to batch all `HMGET` commands across every feature view into a **single pipeline execution**. Because all feature views for the same entity share one Redis hash key, the number of Redis round trips is always **1**, regardless of how many feature views the request touches. This means the "fewer feature views" guideline is less critical for Redis than for other stores — but consolidating feature views still reduces serialization and protobuf overhead at the application layer.
 {% endhint %}
 
-### Feature services are free
+### Feature services are free (and can be faster)
 
 A [Feature Service](../getting-started/concepts/feature-retrieval.md) is a named collection of feature references — it's a convenience grouping, not a separate storage or execution unit. Using a feature service adds only a registry lookup (cached) compared to listing features individually. There is no performance penalty for using feature services, and they are the recommended way to define stable, versioned feature sets for production models.
 
+For latency-critical services, feature services also unlock **pre-computed feature vectors** (`precompute_online=True`), which reduce store reads from O(N feature views) to O(1). See the [Pre-computed feature vectors](#pre-computed-feature-vectors) section below for details and benchmarks.
+
 ### ODFV overhead is additive
 
 Regular feature views incur only **store read** cost. On-demand feature views add **CPU-bound transformation** cost on top:
@@ -83,6 +85,45 @@ Requesting just `combined_score` triggers reads from **both** `driver_stats_fv`
 
 ---
 
+## Pre-computed feature vectors
+
+When a `get_online_features()` request touches multiple feature views, the server issues a separate store read per feature view. For services spanning 5–15+ feature views, this fan-out dominates latency — even with Redis pipeline batching, the protobuf deserialization and response-building overhead grows linearly with the number of views.
+
+**Pre-computed feature vectors** solve this by storing all of a feature service's features for each entity as a single serialized blob. At read time, the server fetches one blob per entity instead of N reads per feature view, reducing the operation to O(1).
+
+### How it works
+
+1. **Define** a feature service with `precompute_online=True`:
+
+```python
+benchmark_service = FeatureService(
+    name="benchmark_customer_service",
+    features=[
+        customer_demographics_fv,
+        customer_behavioral_profile,
+        transaction_7d_aggregations,
+        transaction_30d_aggregations,
+        transaction_90d_patterns,
+        atm_usage_30d,
+    ],
+    precompute_online=True,
+)
+```
+
+2. **Apply** the feature service: `feast apply`
+3. **Materialize** as usual — vectors are built automatically: `feast materialize-incremental $(date -u +"%Y-%m-%dT%H:%M:%S")`
+4. **Read** features as usual — the server automatically uses the pre-computed path:
+
+```python
+features = store.get_online_features(
+    features=store.get_feature_service("benchmark_customer_service"),
+    entity_rows=[{"customer_id": "CUST_000001"}],
+    full_feature_names=True,
+)
+```
+
+---
+
 ## Worker and connection tuning
 
 The Python feature server uses Gunicorn with async workers. Tuning workers, connections, and timeouts directly impacts throughput and tail latency.
@@ -237,6 +278,7 @@ The online store is the single largest factor in `get_online_features()` latency
 | **DynamoDB** | 2–5 ms | Yes | Serverless, auto-scaling on AWS | Pay-per-request cost; batch API limits (100 items) |
 | **PostgreSQL** | 3–10 ms | No (threadpool) | Teams with existing Postgres infra | Connection pooling needed at scale |
 | **MongoDB** | 2–5 ms | Yes | Flexible schema, async-native | Requires index tuning for large datasets |
+| **Aerospike** | < 1 ms | No (threadpool) | Ultra-low latency, hybrid memory (RAM + SSD), large datasets | Namespace must be pre-configured on the cluster |
 | **Bigtable** | 3–8 ms | No (threadpool) | Large-scale GCP workloads | Row-key design affects read performance |
 | **Cassandra / ScyllaDB** | 2–5 ms | No (threadpool) | Multi-region, write-heavy | Tunable consistency; requires DC-aware routing |
 | **Remote** | Varies | No (threadpool) | Centralized feature server architecture | Adds an HTTP hop; tune connection pool |
@@ -264,6 +306,7 @@ The feature server can read from the online store using either an **async** or *
 | **MongoDB** | Yes | Yes | Uses `motor` (async MongoDB driver) |
 | **PostgreSQL** | Implemented | No | Has `online_read_async` but does not yet advertise via `async_supported`; uses sync/threadpool path |
 | **Redis** | Implemented | **Yes** | `online_read_async` and `online_write_batch_async` both implemented; uses sync/threadpool path for `get_online_features` (overridden with batched single pipeline) |
+| **Aerospike** | Implemented | No | Async methods wrap the blocking C client via `run_in_executor`; does not yet advertise via `async_supported`, so the server still uses the threadpool path |
 | All others | No | No | Fall back to sync with `run_in_threadpool()` |
 
 **When async matters most:**
@@ -281,6 +324,7 @@ online_store:
   batch_size: 100
   max_read_workers: 10
   consistent_reads: false
+  warmup_connections: true
   max_pool_connections: 100
   keepalive_timeout: 30.0
   connect_timeout: 3
@@ -294,6 +338,7 @@ Key knobs:
 - **`batch_size`**: DynamoDB's `BatchGetItem` accepts up to 100 items per request. For 500 entities, this means 5 batches. Keep at 100 unless hitting the 16 MB response limit.
 - **`max_read_workers`**: Controls parallelism for batch reads. With 10 workers, those 5 batches run concurrently (~10 ms) instead of sequentially (~50 ms).
 - **`consistent_reads: false`**: Eventually consistent reads are faster and cheaper. Use `true` only if you need read-after-write consistency.
+- **`warmup_connections: true`**: Pre-warms the DynamoDB connection pool on server startup by making a lightweight call (`describe_limits`). This avoids a cold-start latency penalty (~20ms) on the very first feature request.
 - **`max_pool_connections`**: Increase for high-throughput deployments to improve HTTP connection reuse to the DynamoDB endpoint.
 - **`keepalive_timeout`**: Longer keep-alive reduces TLS handshake overhead on reused connections.
 - **`connect_timeout` / `read_timeout`**: Lower values fail fast, improving p99. Set aggressively if your retry strategy covers transient failures.
@@ -426,6 +471,34 @@ online_store:
 - **`connectTimeoutMS` / `socketTimeoutMS`**: Tighter timeouts improve p99 by failing fast on slow connections.
 - MongoDB is one of the stores with **full async support** (read and write), so it benefits from concurrent feature view reads via `asyncio.gather()`.
 
+### Aerospike tuning
+
+Aerospike offers sub-millisecond reads thanks to its hybrid-memory architecture (primary index in RAM, data on SSD or RAM). Tune the per-call policies in the Feast config and rely on the Aerospike cluster's own tuning for everything else:
+
+```yaml
+online_store:
+  type: aerospike
+  hosts:
+    - ["aerospike-1.internal", 3000]
+    - ["aerospike-2.internal", 3000]
+  namespace: feast
+  read_timeout_ms: 150           # hard deadline for a single-record get
+  write_timeout_ms: 300           # hard deadline for a single-record put/operate
+  batch_total_timeout_ms: 500     # hard deadline for online_read / online_write_batch
+  socket_timeout_ms: 50           # per-attempt deadline so max_retries can actually fire
+  max_retries: 2
+  ttl_seconds: 86400              # record-level TTL; omit to use the namespace default
+  client_kwargs:                  # escape hatch for any client-config field not surfaced above
+    policies:
+      batch:
+        concurrent_nodes: 0       # 0 = parallel to every node (lowest latency on multi-node clusters)
+```
+
+- **`*_timeout_ms` (total)** vs **`socket_timeout_ms` (per-attempt)**: `*_timeout_ms` is the hard deadline for a whole call *including* retries; `socket_timeout_ms` is the per-attempt deadline that allows `max_retries` to actually fire within that budget. Without `socket_timeout_ms`, a single slow attempt can consume the entire total deadline and retries never run.
+- **`hosts`**: List every seed node. The Aerospike client discovers the rest of the cluster automatically and opens one connection pool per node.
+- **`ttl_seconds: 0`** means "never expire"; omit the key to inherit the namespace's `default-ttl`. Expiry is enforced by the server's `nsup` thread — nothing to delete on the client side.
+- Co-locate the feature server in the **same availability zone / rack** as the Aerospike cluster; sub-millisecond reads are bandwidth- and RTT-sensitive.
+
 ### Remote online store tuning
 
 The Remote online store connects to a Feast feature server over HTTP. Connection pooling is critical:
@@ -659,6 +732,7 @@ This applies to every connection-oriented online store:
 | **DynamoDB** | `max_pool_connections` (HTTP pool) | 10 | No hard limit, but AWS SDK has per-process pool caps; monitor throttling |
 | **Redis** | Connection per worker | 1 | `maxclients` on the Redis server (default: 10,000) |
 | **MongoDB** | `maxPoolSize` (in `client_kwargs`) | 100 | Server's `net.maxIncomingConnections` |
+| **Aerospike** | Driver manages pool per seed node | Auto | `proto-fd-max` (default 15000) on each Aerospike node |
 | **Cassandra** | Driver manages pool per node | Auto | `native_transport_max_threads` on each Cassandra node |
 | **Remote** | `connection_pool_size` (HTTP pool) | 50 | The target feature server's worker capacity |
 
@@ -1086,4 +1160,5 @@ Reset `skip_dedup` to `false` (or remove it) after the bulk reload. Under normal
 - [PostgreSQL Online Store](../reference/online-stores/postgres.md) — Connection pooling and SSL configuration
 - [Redis Online Store](../reference/online-stores/redis.md) — Cluster mode, Sentinel, TTL configuration, and batched reads
 - [On Demand Feature Views](../reference/beta-on-demand-feature-view.md) — Transformation modes and write-time transforms
+- [Feature Services & `precompute_online`](../getting-started/concepts/feature-retrieval.md#pre-computed-feature-vectors-precompute_online) — Concept docs for pre-computed feature vectors
 - [feature_store.yaml reference](../reference/feature-repository/feature-store-yaml.md) — Full configuration reference including `materialization` options
diff --git a/docs/how-to-guides/production-deployment-topologies.md b/docs/how-to-guides/production-deployment-topologies.md
index ee8bb49be54..52dc2f3873b 100644
--- a/docs/how-to-guides/production-deployment-topologies.md
+++ b/docs/how-to-guides/production-deployment-topologies.md
@@ -1066,12 +1066,15 @@ Production environments in regulated industries (finance, government, defense) o
 
 ### Default init container behavior
 
-When `feastProjectDir` is set on the FeatureStore CR, the operator creates up to two init containers:
+When `feastProjectDir` is set on the FeatureStore CR, the operator creates up to two init containers unless `services.disableInitContainers` is `true`:
 
-1. **`feast-init`** — bootstraps the feature repository by running either `git clone` (if `feastProjectDir.git` is set) or `feast init` (if `feastProjectDir.init` is set), then writes the generated `feature_store.yaml` into the repo directory.
+1. **`feast-init`** — bootstraps the feature repository by running `git clone`, `feast init`, or copying a repository from `feastProjectDir.packaged.featureRepoPath`. It then writes the operator-generated `feature_store.yaml` into the initialized repository.
 2. **`feast-apply`** — runs `feast apply` to register feature definitions in the registry. Controlled by `runFeastApplyOnInit` (defaults to `true`). Skipped when `disableInitContainers` is `true`.
 
-In air-gapped environments, `git clone` will fail because the cluster cannot reach external Git repositories. The solution is to **pre-bake** the feature repository into a custom container image and disable the init containers entirely.
+In air-gapped environments, use `feastProjectDir.packaged` to identify a feature repository baked into an image. The operator supports two lifecycle modes:
+
+* Keep init containers enabled to refresh shared storage from the image, generate configuration from the FeatureStore CR, and optionally run `feast apply`.
+* Set `services.disableInitContainers: true` to run directly from the baked path and treat its `feature_store.yaml` as authoritative.
 
 ### Air-gapped deployment workflow
 
@@ -1086,12 +1089,12 @@ graph TD
     end
 
     subgraph InternalRegistry["Internal Container Registry"]
-        Mirror["registry.internal.example.com<br/>/feast/feature-server:v0.61"]
+        Mirror["registry.internal.example.com<br/>/feast/feature-server:release"]
     end
 
     subgraph AirGappedCluster["Air-Gapped Kubernetes Cluster"]
         SA["ServiceAccount<br/>(imagePullSecrets)"]
-        CR["FeatureStore CR<br/>disableInitContainers: true<br/>image: registry.internal..."]
+        CR["FeatureStore CR<br/>feastProjectDir.packaged<br/>disableInitContainers: true"]
         Deploy["Feast Deployment<br/>(no init containers)"]
         SA --> Deploy
         CR --> Deploy
@@ -1105,8 +1108,8 @@ graph TD
 
 1. **Build a custom container image** that bundles the feature repository and all Python dependencies into the Feast base image.
 2. **Push** the image to your internal container registry.
-3. **Set `services.disableInitContainers: true`** on the FeatureStore CR to skip `git clone` / `feast init` and `feast apply`.
-4. **Override the image** on each service using the per-service `image` field.
+3. **Configure `feastProjectDir.packaged`** with the image and the canonical absolute path to the bundled repository. Do not use `.`, `..`, repeated separators, or a trailing separator, and keep the path outside operator-mounted locations such as `/feast-data` so it cannot overlap the staged repository.
+4. **Choose the lifecycle:** leave init containers enabled for operator-managed configuration and `feast apply`, or set `services.disableInitContainers: true` to use the baked repository and configuration directly.
 5. **Set `imagePullPolicy: IfNotPresent`** (or `Never` if images are pre-loaded on nodes).
 6. **Configure `imagePullSecrets`** on the namespace's ServiceAccount — the FeatureStore CRD does not expose an `imagePullSecrets` field, so use the standard Kubernetes approach of attaching secrets to the ServiceAccount that the pods run under.
 
@@ -1119,6 +1122,10 @@ metadata:
   name: airgap-production
 spec:
   feastProject: my_project
+  feastProjectDir:
+    packaged:
+      image: registry.internal.example.com/feast/feature-server:release
+      featureRepoPath: /opt/feast/feature_repo
   services:
     disableInitContainers: true
     onlineStore:
@@ -1128,7 +1135,6 @@ spec:
           secretRef:
             name: feast-online-store
       server:
-        image: registry.internal.example.com/feast/feature-server:v0.61
         imagePullPolicy: IfNotPresent
         resources:
           requests:
@@ -1145,10 +1151,14 @@ spec:
             secretRef:
               name: feast-registry-store
         server:
-          image: registry.internal.example.com/feast/feature-server:v0.61
           imagePullPolicy: IfNotPresent
 ```
 
+The packaged image is the default for every Feast service and for the `feast-init` and
+`feast-apply` init containers. A per-service `image` still takes precedence for that
+service, and `services.initImage` takes precedence for both init containers. Remove
+`disableInitContainers: true` to use operator-managed staging and startup apply instead.
+
 {% hint style="info" %}
 **Pre-populating the registry:** With init containers disabled, `feast apply` does not run on pod startup. You can populate the registry by:
 
diff --git a/docs/how-to-guides/starting-feast-servers-tls-mode.md b/docs/how-to-guides/starting-feast-servers-tls-mode.md
index ffc7e5d9e90..c3696a35532 100644
--- a/docs/how-to-guides/starting-feast-servers-tls-mode.md
+++ b/docs/how-to-guides/starting-feast-servers-tls-mode.md
@@ -128,6 +128,52 @@ auth:
 
 `cert` is an optional configuration to the public certificate path when the registry server starts in TLS(SSL) mode. Typically, this file ends with `*.crt`, `*.cer`, or `*.pem`.
 
+### Feast client connecting to remote registry server with mTLS
+
+If the Registry Server requires mutual TLS (mTLS), the client must present a certificate and private key in addition to trusting the server's CA certificate. Add `client_cert` and `client_key` to the registry configuration:
+
+```yaml
+project: feast-project
+registry:
+  registry_type: remote
+  path: feature-registry.example.com:443
+  cert: /path/to/ca.crt
+  client_cert: /path/to/tls.crt
+  client_key: /path/to/tls.key
+provider: local
+online_store:
+  path: http://localhost:6566
+  type: remote
+entity_key_serialization_version: 3
+auth:
+  type: no_auth
+```
+
+* `cert` — CA certificate used to verify the server (or use the `SSL_CERT_FILE` / `REQUESTS_CA_BUNDLE` environment variable).
+* `client_cert` — Client certificate presented to the server. Must be paired with `client_key`.
+* `client_key` — Private key for the client certificate.
+
+#### Connecting through a tunnel or proxy
+
+When connecting through a tunnel (e.g. `gcloud compute start-iap-tunnel`) the client connects to `localhost`, but the server certificate is issued for the real service hostname. Set the `authority` field so that gRPC's TLS hostname verification passes:
+
+```shell
+# In one terminal — start the tunnel:
+gcloud compute start-iap-tunnel feature-registry.example.com 443 --local-host-port=localhost:8443
+```
+
+```yaml
+registry:
+  registry_type: remote
+  path: localhost:8443
+  cert: /path/to/ca.crt
+  client_cert: /path/to/tls.crt
+  client_key: /path/to/tls.key
+  authority: feature-registry.example.com
+```
+
+Without `authority`, the gRPC client would check the server certificate against `localhost`, which would fail because the certificate's Subject Alternative Name (SAN) is `feature-registry.example.com`.
+
 ## Starting feast offline server in TLS mode
 
 To start the offline server in TLS mode, you need to provide the private and public keys using the `--key` and `--cert` arguments with the `feast serve_offline` command.
diff --git a/docs/project/contributing.md b/docs/project/contributing.md
index d79291b9aa8..25ccd80703f 100644
--- a/docs/project/contributing.md
+++ b/docs/project/contributing.md
@@ -5,6 +5,8 @@ After familiarizing yourself with the documentation, the simplest way to get sta
 1. Setup your developer environment by following [development guide](development-guide.md). 
 2. Either create a [GitHub issue](https://github.com/feast-dev/feast/issues) or make a draft PR (following [development guide](development-guide.md)) to get the ball rolling!
 
+> **Reporting a security vulnerability?** Do not open an issue or PR. Report it privately through [GitHub's advisory form](https://github.com/feast-dev/feast/security/advisories/new); see the [security policy](https://github.com/feast-dev/feast/blob/master/SECURITY.md).
+
 ## Decision making process
 *See [governance](../../community/governance.md) for more details here*
 
diff --git a/docs/reference/alpha-feature-view-versioning.md b/docs/reference/alpha-feature-view-versioning.md
index c9a0a998915..5cdf2845ebc 100644
--- a/docs/reference/alpha-feature-view-versioning.md
+++ b/docs/reference/alpha-feature-view-versioning.md
@@ -1,229 +1,229 @@
-# \[Alpha\] Feature View Versioning
-
-{% hint style="warning" %}
-**Warning**: This is an _experimental_ feature. It is stable but there are still rough edges. Contributions are welcome!
-{% endhint %}
-
-## Overview
-
-Feature view versioning automatically tracks schema and UDF changes to feature views. Every time `feast apply` detects a change, a versioned snapshot is saved to the registry. This enables:
-
-- **Audit trail** — see what a feature view looked like at any point in time
-- **Safe rollback** — pin serving to a prior version with `version="v0"` in your definition
-- **Multi-version serving** — serve both old and new schemas simultaneously using `@v<N>` syntax
-- **Staged publishing** — use `feast apply --no-promote` to publish a new version without making it the default
-
-## How It Works
-
-Version tracking is fully automatic. You don't need to set any version parameter — just use `feast apply` as usual:
-
-1. **First apply** — Your feature view definition is saved as **v0**.
-2. **Change something and re-apply** — Feast detects the change, saves the old definition as a snapshot, and saves the new one as **v1**. The version number auto-increments on each real change.
-3. **Re-apply without changes** — Nothing happens. Feast compares the new definition against the active one and skips creating a version if they're identical (idempotent).
-4. **Another change** — Creates **v2**, and so on.
-
-```
-feast apply                  # First apply → v0
-# ... edit schema ...
-feast apply                  # Detects change → v1
-feast apply                  # No change detected → still v1 (no new version)
-# ... edit source ...
-feast apply                  # Detects change → v2
-```
-
-**Key details:**
-
-* **Automatic snapshots**: Versions are created only when Feast detects an actual change to the feature view definition (schema or UDF). Metadata-only changes (description, tags, TTL) update in place without creating a new version.
-* **Separate history storage**: Version history is stored separately from the active feature view definition, keeping the main registry lightweight.
-* **Backward compatible**: The `version` parameter is fully optional. Omitting it (or setting `version="latest"`) preserves existing behavior — you get automatic versioning with zero changes to your code.
-
-## Configuration
-
-{% hint style="info" %}
-Version history tracking is **always active** — no configuration needed. Every `feast apply` that changes a feature view automatically records a version snapshot.
-
-To enable **versioned online reads** (e.g., `fv@v2:feature`), add `enable_online_feature_view_versioning: true` to your registry config in `feature_store.yaml`:
-
-```yaml
-registry:
-  path: data/registry.db
-  enable_online_feature_view_versioning: true
-```
-
-When this flag is off, version-qualified refs (e.g., `fv@v2:feature`) in online reads will raise errors, but version history, version listing, version pinning, and version lookups all work normally.
-{% endhint %}
-
-## Pinning to a Specific Version
-
-You can pin a feature view to a specific historical version by setting the `version` parameter. When pinned, `feast apply` replaces the active feature view with the snapshot from that version. This is useful for reverting to a known-good definition.
-
-```python
-from feast import FeatureView
-
-# Default behavior: always use the latest version (auto-increments on changes)
-driver_stats = FeatureView(
-    name="driver_stats",
-    entities=[driver],
-    schema=[...],
-    source=my_source,
-)
-
-# Pin to a specific version (reverts the active definition to v2's snapshot)
-driver_stats = FeatureView(
-    name="driver_stats",
-    entities=[driver],
-    schema=[...],
-    source=my_source,
-    version="v2",  # also accepts "version2"
-)
-```
-
-When pinning, the feature view definition (schema, source, transformations, etc.) must match the currently active definition. If you've also modified the definition alongside the pin, `feast apply` will raise a `FeatureViewPinConflict` error. To apply changes, use `version="latest"`. To revert, only change the `version` parameter.
-
-The snapshot's content replaces the active feature view. Version history is not modified by a pin; the existing v0, v1, v2, etc. snapshots remain intact.
-
-After reverting with a pin, you can go back to normal auto-incrementing behavior by removing the `version` parameter (or setting it to `"latest"`) and running `feast apply` again. If the restored definition differs from the pinned snapshot, a new version will be created.
-
-### Version string formats
-
-| Format | Meaning |
-|--------|---------|
-| `"latest"` (or omitted) | Always use the latest version (auto-increments on changes) |
-| `"v0"`, `"v1"`, `"v2"`, ... | Pin to a specific version number |
-| `"version0"`, `"version1"`, ... | Equivalent long form (case-insensitive) |
-
-## Staged Publishing (`--no-promote`)
-
-By default, `feast apply` atomically saves a version snapshot **and** promotes it to the active definition. For breaking schema changes, you may want to stage the new version without disrupting unversioned consumers.
-
-The `--no-promote` flag saves the version snapshot without updating the active feature view definition. The new version is accessible only via explicit `@v<N>` reads and `--version` materialization.
-
-**CLI usage:**
-
-```bash
-feast apply --no-promote
-```
-
-**Python SDK equivalent:**
-
-```python
-store.apply([entity, feature_view], no_promote=True)
-```
-
-### Phased rollout workflow
-
-1. **Stage the new version:**
-   ```bash
-   feast apply --no-promote
-   ```
-   This publishes v2 without promoting it. All unversioned consumers continue using v1.
-
-2. **Populate the v2 online table:**
-   ```bash
-   feast materialize --views driver_stats --version v2 ...
-   ```
-
-3. **Migrate consumers one at a time:**
-   - Consumer A switches to `driver_stats@v2:trips_today`
-   - Consumer B switches to `driver_stats@v2:avg_rating`
-
-4. **Promote v2 as the default:**
-   ```bash
-   feast apply
-   ```
-   Or pin to v2: set `version="v2"` in the definition and run `feast apply`.
-
-## Listing Version History
-
-Use the CLI to inspect version history:
-
-```bash
-feast feature-views list-versions driver_stats
-```
-
-```text
-VERSION  TYPE          CREATED              VERSION_ID
-v0       feature_view  2024-01-15 10:30:00  a1b2c3d4-...
-v1       feature_view  2024-01-16 14:22:00  e5f6g7h8-...
-v2       feature_view  2024-01-20 09:15:00  i9j0k1l2-...
-```
-
-Or programmatically via the Python SDK:
-
-```python
-store = FeatureStore(repo_path=".")
-versions = store.list_feature_view_versions("driver_stats")
-for v in versions:
-    print(f"{v['version']} created at {v['created_timestamp']}")
-```
-
-## Version-Qualified Feature References
-
-You can read features from a **specific version** of a feature view by using version-qualified feature references with the `@v<N>` syntax:
-
-```python
-online_features = store.get_online_features(
-    features=[
-        "driver_stats:trips_today",           # latest version (default)
-        "driver_stats@v2:trips_today",        # specific version
-        "driver_stats@latest:trips_today",    # explicit latest
-    ],
-    entity_rows=[{"driver_id": 1001}],
-)
-```
-
-**How it works:**
-
-* `driver_stats:trips_today` is equivalent to `driver_stats@latest:trips_today` — it reads from the currently active version
-* `driver_stats@v2:trips_today` reads from the v2 snapshot stored in version history, using a version-specific online store table
-* Multiple versions of the same feature view can be queried in a single request (e.g., `driver_stats@v1:trips` and `driver_stats@v2:trips_daily`)
-
-**Backward compatibility:**
-
-* The unversioned online store table (e.g., `project_driver_stats`) is treated as v0
-* Only versions >= 1 get `_v{N}` suffixed tables (e.g., `project_driver_stats_v1`)
-* Pre-versioning users' existing data continues to work without changes — `@latest` resolves to the active version, which for existing unversioned FVs is v0
-
-**Materialization:** Each version requires its own materialization. After applying a new version, run `feast materialize` to populate the versioned table before querying it with `@v<N>`.
-
-## Supported Feature View Types
-
-Versioning is supported on all three feature view types:
-
-* `FeatureView` (and `BatchFeatureView`)
-* `StreamFeatureView`
-* `OnDemandFeatureView`
-
-## Online Store Support
-
-{% hint style="info" %}
-**Currently, version-qualified online reads (`@v<N>`) are only supported with the SQLite online store.** Support for additional online stores (Redis, DynamoDB, Bigtable, Postgres, etc.) will be added based on community priority.
-
-If you need versioned online reads for a specific online store, please [open a GitHub issue](https://github.com/feast-dev/feast/issues/new) describing your use case and which store you need. This helps us prioritize development.
-{% endhint %}
-
-Version history tracking in the registry (listing versions, pinning, `--no-promote`) works with **all** registry backends (file, SQL, Snowflake).
-
-## Full Details
-
-For the complete design, concurrency semantics, and feature service interactions, see the [Feature View Versioning RFC](../adr/feature-view-versioning.md).
-
-## Naming Restrictions
-
-Feature references use a structured format: `feature_view_name@v<N>:feature_name`. To avoid
-ambiguity, the following characters are reserved and must not appear in feature view or feature names:
-
-- **`@`** — Reserved as the version delimiter (e.g., `driver_stats@v2:trips_today`). `feast apply`
-  will reject feature views with `@` in their name. If you have existing feature views with `@` in
-  their names, they will continue to work for unversioned reads, but we recommend renaming them to
-  avoid ambiguity with the `@v<N>` syntax.
-- **`:`** — Reserved as the separator between feature view name and feature name in fully qualified
-  feature references (e.g., `driver_stats:trips_today`).
-
-## Known Limitations
-
-- **Online store coverage** — Version-qualified reads (`@v<N>`) are SQLite-only today. Other online stores are follow-up work.
-- **Offline store versioning** — Versioned historical retrieval is not yet supported.
-- **Version deletion** — There is no mechanism to prune old versions from the registry.
-- **Cross-version joins** — Joining features from different versions of the same feature view in `get_historical_features` is not supported.
-- **Feature services** — Feature services always resolve to the active (promoted) version. `--no-promote` versions are not served until promoted.
+# \[Alpha\] Feature View Versioning
+
+{% hint style="warning" %}
+**Warning**: This is an _experimental_ feature. It is stable but there are still rough edges. Contributions are welcome!
+{% endhint %}
+
+## Overview
+
+Feature view versioning automatically tracks schema and UDF changes to feature views. Every time `feast apply` detects a change, a versioned snapshot is saved to the registry. This enables:
+
+- **Audit trail** — see what a feature view looked like at any point in time
+- **Safe rollback** — pin serving to a prior version with `version="v0"` in your definition
+- **Multi-version serving** — serve both old and new schemas simultaneously using `@v<N>` syntax
+- **Staged publishing** — use `feast apply --no-promote` to publish a new version without making it the default
+
+## How It Works
+
+Version tracking is fully automatic. You don't need to set any version parameter — just use `feast apply` as usual:
+
+1. **First apply** — Your feature view definition is saved as **v0**.
+2. **Change something and re-apply** — Feast detects the change, saves the old definition as a snapshot, and saves the new one as **v1**. The version number auto-increments on each real change.
+3. **Re-apply without changes** — Nothing happens. Feast compares the new definition against the active one and skips creating a version if they're identical (idempotent).
+4. **Another change** — Creates **v2**, and so on.
+
+```
+feast apply                  # First apply → v0
+# ... edit schema ...
+feast apply                  # Detects change → v1
+feast apply                  # No change detected → still v1 (no new version)
+# ... edit source ...
+feast apply                  # Detects change → v2
+```
+
+**Key details:**
+
+* **Automatic snapshots**: Versions are created only when Feast detects an actual change to the feature view definition (schema or UDF). Metadata-only changes (description, tags, TTL) update in place without creating a new version.
+* **Separate history storage**: Version history is stored separately from the active feature view definition, keeping the main registry lightweight.
+* **Backward compatible**: The `version` parameter is fully optional. Omitting it (or setting `version="latest"`) preserves existing behavior — you get automatic versioning with zero changes to your code.
+
+## Configuration
+
+{% hint style="info" %}
+Version history tracking is **always active** — no configuration needed. Every `feast apply` that changes a feature view automatically records a version snapshot.
+
+To enable **versioned online reads** (e.g., `fv@v2:feature`), add `enable_online_feature_view_versioning: true` to your registry config in `feature_store.yaml`:
+
+```yaml
+registry:
+  path: data/registry.db
+  enable_online_feature_view_versioning: true
+```
+
+When this flag is off, version-qualified refs (e.g., `fv@v2:feature`) in online reads will raise errors, but version history, version listing, version pinning, and version lookups all work normally.
+{% endhint %}
+
+## Pinning to a Specific Version
+
+You can pin a feature view to a specific historical version by setting the `version` parameter. When pinned, `feast apply` replaces the active feature view with the snapshot from that version. This is useful for reverting to a known-good definition.
+
+```python
+from feast import FeatureView
+
+# Default behavior: always use the latest version (auto-increments on changes)
+driver_stats = FeatureView(
+    name="driver_stats",
+    entities=[driver],
+    schema=[...],
+    source=my_source,
+)
+
+# Pin to a specific version (reverts the active definition to v2's snapshot)
+driver_stats = FeatureView(
+    name="driver_stats",
+    entities=[driver],
+    schema=[...],
+    source=my_source,
+    version="v2",  # also accepts "version2"
+)
+```
+
+When pinning, the feature view definition (schema, source, transformations, etc.) must match the currently active definition. If you've also modified the definition alongside the pin, `feast apply` will raise a `FeatureViewPinConflict` error. To apply changes, use `version="latest"`. To revert, only change the `version` parameter.
+
+The snapshot's content replaces the active feature view. Version history is not modified by a pin; the existing v0, v1, v2, etc. snapshots remain intact.
+
+After reverting with a pin, you can go back to normal auto-incrementing behavior by removing the `version` parameter (or setting it to `"latest"`) and running `feast apply` again. If the restored definition differs from the pinned snapshot, a new version will be created.
+
+### Version string formats
+
+| Format | Meaning |
+|--------|---------|
+| `"latest"` (or omitted) | Always use the latest version (auto-increments on changes) |
+| `"v0"`, `"v1"`, `"v2"`, ... | Pin to a specific version number |
+| `"version0"`, `"version1"`, ... | Equivalent long form (case-insensitive) |
+
+## Staged Publishing (`--no-promote`)
+
+By default, `feast apply` atomically saves a version snapshot **and** promotes it to the active definition. For breaking schema changes, you may want to stage the new version without disrupting unversioned consumers.
+
+The `--no-promote` flag saves the version snapshot without updating the active feature view definition. The new version is accessible only via explicit `@v<N>` reads and `--version` materialization.
+
+**CLI usage:**
+
+```bash
+feast apply --no-promote
+```
+
+**Python SDK equivalent:**
+
+```python
+store.apply([entity, feature_view], no_promote=True)
+```
+
+### Phased rollout workflow
+
+1. **Stage the new version:**
+   ```bash
+   feast apply --no-promote
+   ```
+   This publishes v2 without promoting it. All unversioned consumers continue using v1.
+
+2. **Populate the v2 online table:**
+   ```bash
+   feast materialize --views driver_stats --version v2 ...
+   ```
+
+3. **Migrate consumers one at a time:**
+   - Consumer A switches to `driver_stats@v2:trips_today`
+   - Consumer B switches to `driver_stats@v2:avg_rating`
+
+4. **Promote v2 as the default:**
+   ```bash
+   feast apply
+   ```
+   Or pin to v2: set `version="v2"` in the definition and run `feast apply`.
+
+## Listing Version History
+
+Use the CLI to inspect version history:
+
+```bash
+feast feature-views list-versions driver_stats
+```
+
+```text
+VERSION  TYPE          CREATED              VERSION_ID
+v0       feature_view  2024-01-15 10:30:00  a1b2c3d4-...
+v1       feature_view  2024-01-16 14:22:00  e5f6g7h8-...
+v2       feature_view  2024-01-20 09:15:00  i9j0k1l2-...
+```
+
+Or programmatically via the Python SDK:
+
+```python
+store = FeatureStore(repo_path=".")
+versions = store.list_feature_view_versions("driver_stats")
+for v in versions:
+    print(f"{v['version']} created at {v['created_timestamp']}")
+```
+
+## Version-Qualified Feature References
+
+You can read features from a **specific version** of a feature view by using version-qualified feature references with the `@v<N>` syntax:
+
+```python
+online_features = store.get_online_features(
+    features=[
+        "driver_stats:trips_today",           # latest version (default)
+        "driver_stats@v2:trips_today",        # specific version
+        "driver_stats@latest:trips_today",    # explicit latest
+    ],
+    entity_rows=[{"driver_id": 1001}],
+)
+```
+
+**How it works:**
+
+* `driver_stats:trips_today` is equivalent to `driver_stats@latest:trips_today` — it reads from the currently active version
+* `driver_stats@v2:trips_today` reads from the v2 snapshot stored in version history, using a version-specific online store table
+* Multiple versions of the same feature view can be queried in a single request (e.g., `driver_stats@v1:trips` and `driver_stats@v2:trips_daily`)
+
+**Backward compatibility:**
+
+* The unversioned online store table (e.g., `project_driver_stats`) is treated as v0
+* Only versions >= 1 get `_v{N}` suffixed tables (e.g., `project_driver_stats_v1`)
+* Pre-versioning users' existing data continues to work without changes — `@latest` resolves to the active version, which for existing unversioned FVs is v0
+
+**Materialization:** Each version requires its own materialization. After applying a new version, run `feast materialize` to populate the versioned table before querying it with `@v<N>`.
+
+## Supported Feature View Types
+
+Versioning is supported on all three feature view types:
+
+* `FeatureView` (and `BatchFeatureView`)
+* `StreamFeatureView`
+* `OnDemandFeatureView`
+
+## Online Store Support
+
+{% hint style="info" %}
+**Currently, version-qualified online reads (`@v<N>`) are only supported with the SQLite online store.** Support for additional online stores (Redis, DynamoDB, Bigtable, Postgres, etc.) will be added based on community priority.
+
+If you need versioned online reads for a specific online store, please [open a GitHub issue](https://github.com/feast-dev/feast/issues/new) describing your use case and which store you need. This helps us prioritize development.
+{% endhint %}
+
+Version history tracking in the registry (listing versions, pinning, `--no-promote`) works with **all** registry backends (file, SQL, Snowflake).
+
+## Full Details
+
+For the complete design, concurrency semantics, and feature service interactions, see the [Feature View Versioning RFC](../adr/feature-view-versioning.md).
+
+## Naming Restrictions
+
+Feature references use a structured format: `feature_view_name@v<N>:feature_name`. To avoid
+ambiguity, the following characters are reserved and must not appear in feature view or feature names:
+
+- **`@`** — Reserved as the version delimiter (e.g., `driver_stats@v2:trips_today`). `feast apply`
+  will reject feature views with `@` in their name. If you have existing feature views with `@` in
+  their names, they will continue to work for unversioned reads, but we recommend renaming them to
+  avoid ambiguity with the `@v<N>` syntax.
+- **`:`** — Reserved as the separator between feature view name and feature name in fully qualified
+  feature references (e.g., `driver_stats:trips_today`).
+
+## Known Limitations
+
+- **Online store coverage** — Version-qualified reads (`@v<N>`) are SQLite-only today. Other online stores are follow-up work.
+- **Offline store versioning** — Versioned historical retrieval is not yet supported.
+- **Version deletion** — There is no mechanism to prune old versions from the registry.
+- **Cross-version joins** — Joining features from different versions of the same feature view in `get_historical_features` is not supported.
+- **Feature services** — Feature services always resolve to the active (promoted) version. `--no-promote` versions are not served until promoted.
diff --git a/docs/reference/alpha-vector-database.md b/docs/reference/alpha-vector-database.md
index 861c3fcb114..61da02ce6f4 100644
--- a/docs/reference/alpha-vector-database.md
+++ b/docs/reference/alpha-vector-database.md
@@ -15,6 +15,7 @@ Below are supported vector databases and implemented features:
 | Faiss           | [ ]       | [ ]      | []          | []          |
 | SQLite          | [x]       | [ ]      | [x]         | [x]         |
 | Qdrant          | [x]       | [x]      | []          | []          |
+| ScyllaDB        | [x]       | [x]      | [x]         | [x]         |
 
 *Note: V2 Support means the SDK supports retrieval of features along with vector embeddings from vector similarity search.
 
@@ -30,7 +31,241 @@ Beyond that, we will then have `retrieve_online_documents` and `retrieve_online_
 backwards compatibility and the adopt industry standard naming conventions.
 {% endhint %}
 
-**Note**: Milvus and SQLite implement the v2 `retrieve_online_documents_v2` method in the SDK. This will be the longer-term solution so that Data Scientists can easily enable vector similarity search by just flipping a flag.
+**Note**: Milvus, SQLite, and ScyllaDB implement the v2 `retrieve_online_documents_v2` method in the SDK. This will be the longer-term solution so that Data Scientists can easily enable vector similarity search by just flipping a flag.
+
+## Feature server search endpoints
+
+| Endpoint | Use when |
+|----------|----------|
+| `POST /search` | You have an embedding vector (or use `api_version: 2` with `query_string`) and want Feast's native online-features response format. |
+| `GET /v1/vector_stores` | You want to discover available vector stores and their `vs_{hash}` IDs (OpenAI-compatible). |
+| `GET /v1/vector_stores/{id}` | You want metadata for a specific vector store (OpenAI-compatible). |
+| `POST /v1/vector_stores/{id}/search` | You want plain-text queries with server-side embedding and an OpenAI-compatible response. |
+
+`POST /retrieve-online-documents` is deprecated; use `POST /search` instead.
+
+## [Alpha] OpenAI-Compatible Vector Store API
+
+{% hint style="warning" %}
+**Alpha feature.** This API surface is functional and tested, but may change in future releases. Feedback and contributions are welcome.
+{% endhint %}
+
+Feast exposes a set of [OpenAI-compatible vector store endpoints](https://platform.openai.com/docs/api-reference/vector-stores) that let clients discover, inspect, and search vector stores using plain text queries with server-side embedding. This enables integration with AI agents, LLM tool-calling frameworks, and any OpenAI-compatible client without requiring the caller to produce raw embedding vectors.
+
+### Vector store IDs
+
+Each feature view with at least one `vector_index=True` field is automatically assigned a deterministic identifier of the form `vs_{hash}`, where `{hash}` is the first 24 characters of `SHA-256(project + ":" + feature_view_name)`. These IDs are stable across server restarts and registry refreshes.
+
+For example, a feature view named `product_catalog` in project `my_project` always maps to the same `vs_...` identifier. The listing endpoints return these IDs so clients can discover stores at runtime.
+
+### Endpoints
+
+| Method | Path | Permission | Description |
+|--------|------|------------|-------------|
+| `GET` | `/v1/vector_stores` | `DESCRIBE` | List all vector stores the caller has access to |
+| `GET` | `/v1/vector_stores/{vector_store_id}` | `DESCRIBE` | Get metadata for a single vector store |
+| `POST` | `/v1/vector_stores/{vector_store_id}/search` | `READ_ONLINE` | Search a vector store with a plain text query |
+
+All endpoints enforce RBAC when authentication is configured. The listing endpoint filters out stores the caller cannot `DESCRIBE`.
+
+### Requirements
+
+1. **Embedding model** — an `embedding_model` section in `feature_store.yaml`. Feast uses [Sentence Transformers](https://www.sbert.net/) by default for local embedding — no external API key required (`pip install sentence-transformers`):
+
+   ```yaml
+   embedding_model:
+     provider: sentence_transformers   # default; can be omitted
+     model: all-MiniLM-L6-v2
+   ```
+
+2. **Vector-indexed feature view** — at least one feature view with `vector_index=True` on a vector field, materialized to an online store that supports vector search.
+
+3. **Numeric filtering (optional)** — for metadata filters that use numeric or boolean comparisons, set `enable_openai_compatible_store: true` on your online store config and run `feast apply` to add the required `value_num` column.
+
+### Custom embedding providers
+
+The built-in Sentence Transformers provider works for most use cases. To use a different embedding backend (OpenAI, Cohere, a custom model, etc.), implement the `EmbeddingProvider` protocol and pass an instance to `FeatureStore`:
+
+```python
+from feast.embedder import EmbeddingProvider
+
+class MyEmbeddingProvider:
+    def embed(self, texts: list[str]) -> list[list[float]]:
+        # Call your embedding API here
+        return my_model.encode(texts)
+
+    async def aembed(self, texts: list[str]) -> list[list[float]]:
+        return await my_model.aencode(texts)
+
+store = FeatureStore(
+    repo_path=".",
+    embedding_provider=MyEmbeddingProvider(),
+)
+```
+
+### Numeric storage (`enable_openai_compatible_store`)
+
+By default, feature values are stored as text in the online store. This means string-ordered comparisons apply (e.g., `'9' > '100'` is `true`). When `enable_openai_compatible_store: true` is set on the online store config, Feast adds a `value_num` column that stores `int`, `float`, `double`, and `bool` values natively so that numeric filters produce correct results.
+
+```yaml
+online_store:
+  type: postgres  # or sqlite
+  # ... connection settings ...
+  enable_openai_compatible_store: true
+```
+
+After changing this setting, run `feast apply` to update the database schema.
+
+### List vector stores
+
+```bash
+curl http://localhost:6566/v1/vector_stores
+```
+
+```json
+{
+  "object": "list",
+  "data": [
+    {
+      "id": "vs_a1b2c3d4e5f6a1b2c3d4e5f6",
+      "object": "vector_store",
+      "name": "product_catalog",
+      "status": "completed",
+      "created_at": 1717200000
+    }
+  ]
+}
+```
+
+### Get a single vector store
+
+```bash
+curl http://localhost:6566/v1/vector_stores/vs_a1b2c3d4e5f6a1b2c3d4e5f6
+```
+
+Returns the same object shape as a single entry in the list response. Returns `404` if the ID does not match any vector-indexed feature view.
+
+### Search
+
+Start the feature server with `feast serve`, then send a search request:
+
+```bash
+curl -X POST http://localhost:6566/v1/vector_stores/vs_a1b2c3d4e5f6a1b2c3d4e5f6/search \
+  -H "Content-Type: application/json" \
+  -d '{
+    "query": "wireless noise-cancelling headphones",
+    "max_num_results": 5
+  }'
+```
+
+#### Request fields
+
+| Field | Type | Default | Description |
+|-------|------|---------|-------------|
+| `query` | `string` or `list[string]` | (required) | Plain text search query. Lists are joined with spaces before embedding. |
+| `max_num_results` | `int` | `10` | Maximum number of results to return. |
+| `filters` | `object` | `null` | OpenAI-style filters (see below). |
+| `ranking_options` | `object` | `null` | Accepted for forward compatibility, but currently ignored. Setting `score_threshold` or `ranker` inside it will return a 422 error. |
+| `rewrite_query` | `bool` | `null` | `false` (the default/no-op) is accepted. `true` is not yet supported and will return a 422 error. |
+| `metadata` | `object` | `null` | Optional. `metadata.features_to_retrieve` selects specific features. |
+
+### Filters
+
+The endpoint supports OpenAI-style filters for narrowing results beyond vector similarity.
+
+**Comparison operators:** `eq`, `ne`, `gt`, `gte`, `lt`, `lte`, `in`, `nin`
+
+```json
+{"type": "eq", "key": "category", "value": "Electronics"}
+```
+
+**Compound operators:** `and`, `or` (nest to arbitrary depth)
+
+```json
+{
+  "type": "and",
+  "filters": [
+    {"type": "eq", "key": "category", "value": "Electronics"},
+    {"type": "gte", "key": "rating", "value": 4.5}
+  ]
+}
+```
+
+For Postgres and SQLite backends, all filtering (including string equality) requires `enable_openai_compatible_store: true` in the online store config. After enabling, run `feast apply` to update the database schema.
+
+ScyllaDB supports vector retrieval via `retrieve_online_documents_v2`, but OpenAI-style metadata filtering is not implemented yet. Passing `filters` raises `NotImplementedError`.
+
+### Response format
+
+Responses follow the OpenAI `vector_store.search_results.page` schema:
+
+```json
+{
+  "object": "vector_store.search_results.page",
+  "search_query": ["wireless noise-cancelling headphones"],
+  "data": [
+    {
+      "file_id": "vs_a1b2c3d4e5f6a1b2c3d4e5f6_42",
+      "filename": "vs_a1b2c3d4e5f6a1b2c3d4e5f6",
+      "score": 0.92,
+      "attributes": {"name": "...", "category": "..."},
+      "content": [
+        {"type": "text", "text": "..."}
+      ]
+    }
+  ],
+  "has_more": false,
+  "next_page": null
+}
+```
+
+The `file_id` and `filename` fields use the `vs_{hash}` identifier, not raw feature view names.
+
+The `score` field is a higher-is-better relevance score derived from the raw vector distance using a metric-dependent conversion:
+
+| Distance metric | Conversion | Range |
+|----------------|------------|-------|
+| L2 (default) | `1 / (1 + distance)` | (0, 1] |
+| Cosine | `1 - distance` | [0, 1] |
+| Inner product / dot | `-distance` | varies |
+
+The metric is determined by `vector_search_metric` on the feature view's vector field, not by an API parameter. When `features_to_retrieve` is omitted, all non-vector features are returned by default (vector embedding columns are excluded).
+
+Pagination is not yet implemented; `has_more` is always `false`.
+
+### SDK usage
+
+The OpenAI-compatible search is also available directly via the Python SDK:
+
+```python
+import asyncio
+from feast import FeatureStore
+
+store = FeatureStore(repo_path=".")
+
+result = asyncio.run(store.openai_search(
+    vector_store_id="product_catalog",
+    query="wireless noise-cancelling headphones",
+    max_num_results=5,
+    filters={"type": "eq", "key": "category", "value": "Electronics"},
+))
+
+for item in result["data"]:
+    print(f"{item['score']:.3f}  {item['attributes']}")
+```
+
+### Supported online stores
+
+The OpenAI-compatible filtering has been implemented for the following online stores:
+
+| Online Store | Vector Search | Metadata Filtering | Notes |
+|-------------|--------------|-------------------|-------|
+| Milvus | Yes | Yes | Boolean expressions |
+| Elasticsearch | Yes | Yes | Query DSL clauses |
+| Postgres (pgvector) | Yes | Yes | Requires `enable_openai_compatible_store: true` |
+| SQLite (sqlite-vec) | Yes | Yes | Requires `enable_openai_compatible_store: true` |
+| MongoDB | Yes | Yes | Aggregation pipeline |
+| ScyllaDB | Yes | No | Vector search only; metadata filters are not supported yet |
 
 ## Examples
 
diff --git a/docs/reference/alpha-web-ui.md b/docs/reference/alpha-web-ui.md
index 0556482fcf8..3fe8ce052a8 100644
--- a/docs/reference/alpha-web-ui.md
+++ b/docs/reference/alpha-web-ui.md
@@ -153,3 +153,12 @@ const tabsRegistry = {
 ```
 
 Examples of custom tabs can be found in the `ui/custom-tabs` folder.
+
+## Refreshing the registry
+
+The Feast UI caches registry data (projects, feature views, entities, etc.) using the registry cache. After running `feast apply` to make changes, it may take up to `cache_ttl_seconds` before the updates appear in the UI.
+
+To see changes faster:
+
+- **Lower the TTL**: Set `cache_ttl_seconds: 10` (or similar) in your `feature_store.yaml` registry config. This makes all registry consumers — including the UI — pick up changes within 10 seconds.
+- **Refresh on demand**: The UI has a **Refresh** button that explicitly invalidates the server-side registry cache (`POST /api/v1/registry/refresh`) and reloads the UI without a full page refresh.
diff --git a/docs/reference/auth/kubernetes_auth_setup.md b/docs/reference/auth/kubernetes_auth_setup.md
index 447e1d5a684..7bb0ed6208c 100644
--- a/docs/reference/auth/kubernetes_auth_setup.md
+++ b/docs/reference/auth/kubernetes_auth_setup.md
@@ -10,6 +10,45 @@ Feast supports extracting user groups, namespaces and roles of both Service Acco
 - **Namespaces**: Kubernetes namespaces associated with User/SA
 - **Roles**: Kubernetes roles associated with User/SA
 
+## Operator Default Behavior
+
+When deploying Feast using the Feast operator, **Kubernetes authentication is enabled by default**. You do not need to explicitly configure `authz` in the `FeatureStore` CR — the operator automatically applies `kubernetes` auth to all deployed services.
+
+### What This Means
+
+- All HTTP/gRPC requests to Feast services must include a valid Kubernetes bearer token in the `Authorization` header.
+- The server validates the token via the Kubernetes Token Access Review API and extracts user identity (username, groups, namespaces, roles).
+- If no `Permission` objects are defined, authenticated users get full access (with a warning logged).
+- Unauthenticated requests receive a `401 Unauthorized` response.
+
+### Disabling Authentication
+
+If you need to run Feast without authentication (e.g., for local development or testing), explicitly set `noAuth: true` in the `FeatureStore` CR:
+
+```yaml
+apiVersion: feast.dev/v1
+kind: FeatureStore
+metadata:
+  name: my-feature-store
+spec:
+  feastProject: my_project
+  authz:
+    noAuth: true
+```
+
+{% hint style="warning" %}
+`noAuth: true` disables all authentication and authorization checks. All endpoints become publicly accessible. Use only in non-production environments.
+{% endhint %}
+
+### Choosing an Auth Mode
+
+| `spec.authz` Setting | Behavior |
+| --- | --- |
+| _(not specified)_ | Kubernetes auth enabled (default) |
+| `kubernetes: {}` | Kubernetes auth enabled (explicit) |
+| `oidc: { ... }` | OIDC auth enabled |
+| `noAuth: true` | All auth disabled |
+
 ## Key Features
 
 ### Setting Up Kubernetes RBAC for Feast
@@ -142,20 +181,29 @@ Run `feast apply` from CLI/API/SDK on server or from client(if permitted) to app
 
 ### Common Issues
 
-1. **Token Access Review Fails**
+1. **401 Unauthorized After Upgrading**
+   - The Feast operator now defaults to Kubernetes authentication. If your existing FeatureStore CR did not specify `authz`, the upgrade enables auth automatically.
+   - **Quick fix for testing**: Add `authz.noAuth: true` to your `FeatureStore` CR to restore the previous unauthenticated behavior.
+   - **Recommended**: Update your client applications to include a valid Kubernetes bearer token in requests.
+
+2. **Token Access Review Fails**
    - Check that the Feast server has the required RBAC permissions
    - Verify the token is valid and not expired
    - Check server logs for detailed error messages in debug mode
 
-2. **Groups/Namespaces Not Extracted**
+3. **Groups/Namespaces Not Extracted**
    - Verify the token contains the expected claims
    - Check that the user is properly configured in Kubernetes/ODH/RHOAI
 
-3. **Permission Denied**
+4. **Permission Denied**
    - Verify the user is added to required groups/namespaces Or has the required role assigned
    - Check that the policy is correctly configured
    - Review the permission evaluation logs
 
+5. **"No permissions defined" Warning in Logs**
+   - This is expected when Kubernetes auth is enabled but no `Permission` objects have been applied.
+   - Authenticated users get full access by default. Define permissions via `permissions.py` + `feast apply` to enforce fine-grained authorization.
+
 ## Migration Guide
 
 ### From Role-Based to Group/Namespace-Based
diff --git a/docs/reference/codebase-structure.md b/docs/reference/codebase-structure.md
index 80608b5929a..4783773c270 100644
--- a/docs/reference/codebase-structure.md
+++ b/docs/reference/codebase-structure.md
@@ -28,7 +28,7 @@ The majority of Feast logic lives in these Python files:
 
 There are also several important submodules:
 * `infra/` contains all the infrastructure components, such as the provider, offline store, online store, batch materialization engine, and registry.
-* `dqm/` covers data quality monitoring, such as the dataset profiler.
+* `dqm/` covers data quality monitoring. See [`monitoring/`](../../sdk/python/feast/monitoring/) for the built-in monitoring system.
 * `diff/` covers the logic for determining how to apply infrastructure changes upon feature repo changes (e.g. the output of `feast plan` and `feast apply`).
 * `embedded_go/` covers the Go feature server.
 * `ui/` contains the embedded Web UI, to be launched on the `feast ui` command.
diff --git a/docs/reference/compute-engine/README.md b/docs/reference/compute-engine/README.md
index dad2ede75a6..a570e5688ed 100644
--- a/docs/reference/compute-engine/README.md
+++ b/docs/reference/compute-engine/README.md
@@ -57,6 +57,22 @@ An example of built output from FeatureBuilder:
 - Supports point-in-time joins and large-scale materialization
 - Integrates with `SparkOfflineStore` and `SparkMaterializationJob`
 
+### ☸️ SparkApplicationComputeEngine
+
+{% page-ref page="spark_application.md" %}
+
+- Batch materialization via Kubeflow Spark Operator `SparkApplication` CRs
+- One SparkApplication per materialize call (multi–feature-view batching)
+- Requires network-accessible online/offline/registry stores (no file-based backends)
+
+### 🌊 FlinkComputeEngine
+
+{% page-ref page="flink.md" %}
+
+- Distributed DAG execution through Apache Flink's PyFlink Table API
+- Supports materialization and historical retrieval with Feast offline stores
+- Integrates with `FlinkMaterializationJob` and `FlinkDAGRetrievalJob`
+
 ### ⚡ RayComputeEngine (contrib)
 
 - Distributed DAG execution via Ray
diff --git a/docs/reference/compute-engine/flink.md b/docs/reference/compute-engine/flink.md
new file mode 100644
index 00000000000..0dd5560f70e
--- /dev/null
+++ b/docs/reference/compute-engine/flink.md
@@ -0,0 +1,124 @@
+# Apache Flink
+
+## Description
+
+The Apache Flink compute engine provides a distributed execution engine for
+feature pipelines through the PyFlink Table API. It implements Feast's unified
+`ComputeEngine` interface and can be used for batch materialization operations
+(`materialize` and `materialize-incremental`) and historical retrieval
+(`get_historical_features`).
+
+The engine reads data through the configured Feast offline store and executes
+the Feast DAG as PyFlink tables. Offline stores that expose a native
+`to_flink_table(table_env)` retrieval job hand Flink tables directly to the
+engine. Retrieval jobs that only expose the standard Arrow path are also
+supported and are converted into Flink tables by the engine. The engine then
+uses Flink Table/SQL operations for join, filter, aggregate, dedupe, and
+projection steps, and writes materialization results to the configured online
+and/or offline store.
+
+## Configuration
+
+Install the Flink extra from a Feast source checkout with `uv` before using the
+engine:
+
+```bash
+uv sync --extra flink --no-dev
+```
+
+The `flink` extra installs PyFlink directly. PyFlink currently requires
+`pyarrow<21`, while the default Feast install keeps `pyarrow>=21`; Feast's uv
+lock resolves the Flink extra in a separate dependency fork so normal Feast
+installs do not downgrade Arrow.
+
+Configure the engine in `feature_store.yaml`:
+
+```yaml
+project: my_project
+registry: data/registry.db
+provider: local
+offline_store:
+  type: file
+online_store:
+  type: sqlite
+  path: data/online_store.db
+batch_engine:
+  type: flink.engine
+  execution_mode: batch
+  parallelism: 4
+  table_config:
+    pipeline.name: "Feast Flink Compute Engine"
+  pandas_split_num: 4
+```
+
+## Configuration Options
+
+| Option | Type | Default | Description |
+| --- | --- | --- | --- |
+| `type` | string | `flink.engine` | Must be `flink.engine`. |
+| `execution_mode` | string | `batch` | PyFlink execution mode: `batch` or `streaming`. |
+| `parallelism` | integer | `null` | Default Flink parallelism for jobs created by the engine. |
+| `table_config` | map | `null` | Additional PyFlink table configuration entries. |
+| `pandas_split_num` | integer | `1` | Number of PyFlink Arrow source splits when converting pandas entity DataFrames into Flink tables. |
+
+## Flink Transformations
+
+Use `mode="flink"` when a `BatchFeatureView` transformation should receive and
+return PyFlink table objects:
+
+```python
+from feast import BatchFeatureView, Field
+from feast.types import Float32
+
+
+def double_rates(table):
+    # In production this can use PyFlink Table API operations and return a table.
+    return table
+
+
+driver_stats = BatchFeatureView(
+    name="driver_stats",
+    entities=[driver],
+    mode="flink",
+    udf=double_rates,
+    schema=[Field(name="conv_rate", dtype=Float32)],
+    source=driver_stats_source,
+    online=True,
+)
+```
+
+Flink transformations must return PyFlink table objects. pandas-returning UDFs
+are not accepted by the Flink compute engine.
+
+## DAG Support
+
+The Flink engine implements Feast's compute DAG with Flink-specific nodes:
+
+- Source reads from Feast offline stores, preferring native Flink tables when a
+  retrieval job supports `to_flink_table(table_env)` and otherwise converting
+  Arrow results into Flink tables.
+- Transform nodes pass PyFlink tables to `mode="flink"` UDFs and preserve native
+  Flink table outputs.
+- Join nodes use Flink SQL temporary views for feature joins and entity joins.
+- Filter nodes apply point-in-time, TTL, and custom filter expressions in Flink
+  SQL.
+- Aggregate nodes support non-windowed Feast aggregations using Flink SQL
+  aggregate functions.
+- Dedupe nodes use `ROW_NUMBER()` over entity keys or internal entity-row ids so
+  historical retrieval keeps one latest feature row per entity row.
+- Validation nodes check required output columns. JSON value validation must be
+  handled upstream in Flink SQL.
+- Output nodes write only for materialization tasks; historical retrieval is
+  read-only.
+- Historical retrieval accepts pandas entity DataFrames and SQL-string entity
+  DataFrames. SQL strings are interpreted as Flink SQL queries against the
+  configured TableEnvironment/catalog and must select an `event_timestamp`
+  column.
+
+## Current Limitations
+
+- Windowed aggregations are not yet implemented in the Flink compute engine. Use
+  non-windowed Feast aggregations or pre-window upstream in Flink.
+- JSON value validation is not implemented inside the Flink compute engine
+  because the engine does not collect intermediate data out of Flink for
+  validation.
diff --git a/docs/reference/compute-engine/snowflake.md b/docs/reference/compute-engine/snowflake.md
index e7b0dc5bd63..f6c633a4e40 100644
--- a/docs/reference/compute-engine/snowflake.md
+++ b/docs/reference/compute-engine/snowflake.md
@@ -24,5 +24,10 @@ batch_engine:
   role: sysadmin
   warehouse: demo_wh
   database: FEAST
+  python_udf_runtime_version: "3.10"
 ```
 {% endcode %}
+
+## Configuration
+
+* `python_udf_runtime_version` *(optional, default: `"3.10"`)* -- The Snowflake Python UDF `RUNTIME_VERSION` used when Feast deploys its materialization UDFs. Snowflake periodically decommissions old Python UDF runtimes (for example, the 3.9 runtime was decommissioned, requiring Feast to bump its default to 3.10 -- see [#6606](https://github.com/feast-dev/feast/issues/6606)). If Snowflake decommissions the 3.10 runtime in the future, set this field to a still-supported version (e.g. `"3.11"`) instead of waiting for a new Feast release.
diff --git a/docs/reference/compute-engine/spark_application.md b/docs/reference/compute-engine/spark_application.md
new file mode 100644
index 00000000000..0c071d1ed4f
--- /dev/null
+++ b/docs/reference/compute-engine/spark_application.md
@@ -0,0 +1,182 @@
+# SparkApplication Compute Engine
+
+## Description
+
+The **SparkApplication** compute engine runs Feast **batch materialization** on Kubernetes by creating a [Kubeflow Spark Operator](https://github.com/kubeflow/spark-operator) `SparkApplication` custom resource for each materialization job.
+
+Unlike the in-process [`spark.engine`](spark.md) compute engine (which uses a Spark session inside the Feast process), `spark_application` submits work to the Spark Operator. The operator starts a driver pod and executors from your configured image; Feast polls the SparkApplication until it completes.
+
+| Capability | Supported |
+|------------|-----------|
+| `materialize` / `materialize-incremental` | Yes |
+| Multiple feature views in one job | Yes — one SparkApplication per materialize call |
+| `get_historical_features` | Not yet |
+| SparkConnect | Separate approach — not this engine |
+
+### Design
+
+1. Feast creates a ConfigMap with job tasks and a driver copy of `feature_store.yaml`.
+2. Feast creates a `SparkApplication` CR pointing at the driver entrypoint (`main.py` in the image).
+3. Inside the pod, the batch engine type is rewritten to `spark.engine` so materialization uses the Spark session created by `spark-submit` (avoids recursive SparkApplication creation).
+4. The driver writes features to your configured **online store** and updates the **registry** (same network backends as the server).
+
+### Requirements
+
+- Kubeflow Spark Operator installed and watching the target namespace.
+- A container **image** that includes the Feast SDK, PySpark, and clients for your stores. See the reference [Dockerfile](https://github.com/feast-dev/feast/blob/master/sdk/python/feast/infra/compute_engines/spark_application/Dockerfile).
+- **Network-accessible** online store, offline store, and registry. File-based backends are rejected because Spark pods have an ephemeral filesystem:
+
+| Rejected | Examples | Use instead |
+|----------|----------|-------------|
+| File online | `sqlite`, `faiss` | Redis, remote online, etc. |
+| File offline | `dask`, `file`, `duckdb` | `spark`, Postgres, Snowflake, BigQuery, etc. |
+| File registry | `file` | SQL registry, Snowflake |
+
+For distributed reads, configure `offline_store.type: spark` (or another store Spark can read efficiently).
+
+### Kubernetes / Feast Operator notes
+
+When using the Feast Operator:
+
+- Point `spec.batchEngine.configMapRef` at a ConfigMap whose `type` is `spark_application` (see [Guide 6 — Batch Engine & Scheduled Jobs](../../how-to-guides/feast-operator/06-batch-and-jobs.md)).
+- The operator auto-creates RBAC for the `spark_application` batch engine (server and driver service accounts).
+- Set `spec.services.initImage` if init / `feast-apply` containers need the Spark-capable image.
+
+---
+
+## Example
+
+{% code title="feature_store.yaml" %}
+```yaml
+project: my_project
+registry:
+  registry_type: sql
+  path: postgresql+psycopg://feast:****@postgres:5432/feast
+online_store:
+  type: redis
+  connection_string: redis:6379
+offline_store:
+  type: spark
+  spark_conf:
+    spark.master: local[*]
+batch_engine:
+  type: spark_application
+  image: my-registry.example.com/feast-spark-driver:latest
+  namespace: feast
+  spark_version: "4.0.1"
+  driver_cores: 1
+  driver_memory: "2g"
+  executor_instances: 2
+  executor_cores: 1
+  executor_memory: "2g"
+  spark_conf:
+    spark.sql.shuffle.partitions: "100"
+```
+{% endcode %}
+
+### Feast Operator ConfigMap
+
+```yaml
+apiVersion: v1
+kind: ConfigMap
+metadata:
+  name: feast-spark-batch-engine
+  namespace: feast
+data:
+  config: |
+    type: spark_application
+    image: my-registry.example.com/feast-spark-driver:latest
+    namespace: feast
+    executor_instances: 2
+    driver_memory: "2g"
+    executor_memory: "2g"
+---
+apiVersion: feast.dev/v1
+kind: FeatureStore
+metadata:
+  name: feast
+  namespace: feast
+spec:
+  feastProject: my_project
+  batchEngine:
+    configMapRef:
+      name: feast-spark-batch-engine
+    configMapKey: config
+```
+
+---
+
+## Remote materialization
+
+If the client uses a **remote** online store (`online_store.type: remote`), `FeatureStore.materialize()` delegates to the feature server HTTP API. The server runs the SparkApplication engine.
+
+- Default (`run_async=False`): block until the server finishes sync materialization.
+- `run_async=True`: accept asynchronously (`?async=true`); poll feature-view state in the registry for completion.
+- `force=True` (with `run_async=True`): override stuck `MATERIALIZING` state on the server.
+
+```python
+from datetime import datetime, timedelta
+from feast import FeatureStore
+
+store = FeatureStore(repo_path=".")  # client feature_store.yaml with online_store.type: remote
+
+store.materialize(
+    start_date=datetime.utcnow() - timedelta(days=1),
+    end_date=datetime.utcnow(),
+)
+```
+
+---
+
+## Configuration reference
+
+| Field | Type | Default | Description |
+|-------|------|---------|-------------|
+| `type` | string | `spark_application` | Engine type key |
+| `image` | string | **required** | Container image for the Spark driver/executors |
+| `image_pull_secrets` | list[str] | `[]` | Image pull secret names |
+| `namespace` | string | `default` | Namespace for SparkApplication and ConfigMap |
+| `service_account` | string | `""` | Driver service account; empty uses platform/operator default |
+| `spark_version` | string | `4.0.1` | Spark version for the CR |
+| `driver_cores` | int | `1` | Driver cores |
+| `driver_memory` | string | `1g` | Driver memory |
+| `executor_instances` | int | `1` | Number of executors |
+| `executor_cores` | int | `1` | Cores per executor |
+| `executor_memory` | string | `1g` | Memory per executor |
+| `spark_conf` | dict | `null` | Extra Spark configuration |
+| `hadoop_conf` | dict | `null` | Extra Hadoop configuration |
+| `env` | list[dict] | `[]` | Driver env vars (`name` + `value` or `valueFrom`) |
+| `env_from` | list[dict] | `[]` | EnvFrom sources |
+| `queue_name` | string | `null` | Optional queue / Kueue label |
+| `job_timeout_seconds` | int | `3600` | Max wait for SparkApplication completion |
+| `poll_interval_seconds` | int | `10` | Status poll interval |
+| `ttl_seconds_after_finished` | int | `3600` | CR TTL after finish |
+| `restart_policy` | string | `Never` | SparkApplication restart policy |
+| `max_retries` | int | `3` | Retries when restart policy allows |
+| `concurrency` | int | `1` | Parallel feature views inside one driver |
+| `labels` | dict | `{}` | Extra labels on the CR |
+| `volumes` / `volume_mounts` | list | `[]` | Extra volumes for the driver |
+| `py_files` | list[str] | `[]` | Additional Python files for Spark |
+| `node_selector` | dict | `null` | Pod node selector |
+| `tolerations` | list | `[]` | Pod tolerations |
+| `staging_location` | string | `null` | Reserved for historical retrieval (ignored for materialize) |
+
+---
+
+## Troubleshooting
+
+| Symptom | What to check |
+|---------|----------------|
+| SparkApplication Pending / insufficient CPU | Lower resource requests via `spark_conf` (for example `spark.kubernetes.driver.request.cores`) or free cluster capacity |
+| ImagePullBackOff | Image name, tag, and `image_pull_secrets` |
+| 403 on ConfigMap or SparkApplication | RBAC for the Feast server and Spark driver service accounts |
+| Init `ValueError` about file-based stores | Switch online/offline/registry to network backends |
+| Init / feast-apply failures missing Spark deps | Use a Spark-capable image (`initImage` with the Feast Operator) |
+
+---
+
+## Related
+
+- [Spark compute engine (in-process)](spark.md)
+- [Feast Operator — batch engine ConfigMap](../../how-to-guides/feast-operator/06-batch-and-jobs.md)
+- [Creating a custom compute engine](../../how-to-guides/customizing-feast/creating-a-custom-compute-engine.md)
diff --git a/docs/reference/data-sources/README.md b/docs/reference/data-sources/README.md
index 24bf18dbe86..33e47672dcc 100644
--- a/docs/reference/data-sources/README.md
+++ b/docs/reference/data-sources/README.md
@@ -42,6 +42,10 @@ Please see [Data Source](../../getting-started/concepts/data-ingestion.md) for a
 [spark.md](spark.md)
 {% endcontent-ref %}
 
+{% content-ref url="iceberg.md" %}
+[iceberg.md](iceberg.md)
+{% endcontent-ref %}
+
 {% content-ref url="postgres.md" %}
 [postgres.md](postgres.md)
 {% endcontent-ref %}
diff --git a/docs/reference/data-sources/iceberg.md b/docs/reference/data-sources/iceberg.md
new file mode 100644
index 00000000000..6402a7ec419
--- /dev/null
+++ b/docs/reference/data-sources/iceberg.md
@@ -0,0 +1,161 @@
+# Iceberg source (contrib)
+
+## Description
+
+Iceberg data sources are tables managed by any supported Iceberg catalog. The `IcebergSource` class provides a unified interface with a configurable `catalog_type` parameter:
+
+- **`"rest"`** (default): [Apache Iceberg REST Catalog specification](https://iceberg.apache.org/concepts/catalog/#decoupling-using-the-rest-catalog) — Unity Catalog, Apache Polaris, Nessie, Snowflake Open Catalog
+- **`"hive"`**: Hive Metastore catalog
+- **`"glue"`**: AWS Glue catalog
+- **`"sql"`**: SQL-based (JDBC) catalog
+- **`"dynamodb"`**: DynamoDB-based catalog
+
+The data source carries catalog connection details (catalog_type, endpoint, warehouse, namespace, table, authentication). When the offline store (DuckDB, Spark) encounters this source, it resolves table metadata and credentials via the configured catalog at query time.
+
+## Examples
+
+### IcebergSource (REST catalog)
+
+Works with any Iceberg REST Catalog:
+
+```python
+from feast.infra.data_sources.contrib.iceberg_catalog import IcebergSource
+
+my_source = IcebergSource(
+    catalog_type="rest",  # default
+    endpoint="http://localhost:8081/api/2.1/unity-catalog/iceberg",
+    warehouse="unity",
+    namespace="default",
+    table="driver_features",
+    timestamp_field="event_timestamp",
+    token_env_var="UC_TOKEN",
+)
+```
+
+### IcebergSource (Hive Metastore)
+
+```python
+from feast.infra.data_sources.contrib.iceberg_catalog import IcebergSource
+
+my_source = IcebergSource(
+    catalog_type="hive",
+    catalog_properties={"uri": "thrift://metastore:9083"},
+    warehouse="my_warehouse",
+    namespace="default",
+    table="driver_features",
+    timestamp_field="event_timestamp",
+)
+```
+
+### IcebergSource (AWS Glue)
+
+```python
+from feast.infra.data_sources.contrib.iceberg_catalog import IcebergSource
+
+my_source = IcebergSource(
+    catalog_type="glue",
+    catalog_properties={"region_name": "us-east-1"},
+    warehouse="my_account",
+    namespace="my_database",
+    table="driver_features",
+    timestamp_field="event_timestamp",
+)
+```
+
+### UnityCatalogSource (with governance) {#unity-catalog-source}
+
+Extends `IcebergSource` with Unity Catalog governance:
+
+```python
+from feast.infra.data_sources.contrib.iceberg_catalog import (
+    UnityCatalogSource,
+)
+
+my_uc_source = UnityCatalogSource(
+    warehouse="production",
+    namespace="ml_features",
+    table="driver_stats",
+    timestamp_field="event_timestamp",
+    register_as_feature_table=True,  # Register in UC on feast apply
+    sync_lineage=True,               # Record lineage in UC
+)
+```
+
+When `endpoint` is omitted, it defaults to `{DATABRICKS_HOST}/api/2.1/unity-catalog/iceberg`.
+When `token_env_var` is omitted, it defaults to `DATABRICKS_TOKEN`.
+
+### Full Feature View Example
+
+```python
+from datetime import timedelta
+
+from feast import Entity, FeatureView, Field
+from feast.types import Float64, Int64
+
+from feast.infra.data_sources.contrib.iceberg_catalog import (
+    UnityCatalogSource,
+)
+
+driver = Entity(name="driver_id", join_keys=["driver_id"])
+
+driver_stats_source = UnityCatalogSource(
+    warehouse="production",
+    namespace="ml_features",
+    table="driver_hourly_stats",
+    timestamp_field="event_timestamp",
+    created_timestamp_column="created",
+)
+
+driver_stats_fv = FeatureView(
+    name="driver_hourly_stats",
+    entities=[driver],
+    source=driver_stats_source,
+    schema=[
+        Field(name="conv_rate", dtype=Float64),
+        Field(name="acc_rate", dtype=Float64),
+        Field(name="avg_daily_trips", dtype=Int64),
+    ],
+    ttl=timedelta(days=1),
+    online=True,
+)
+```
+
+## Configuration Reference
+
+### IcebergSource
+
+| Parameter | Type | Description |
+| :--- | :--- | :--- |
+| `catalog_type` | `str` | Catalog backend: `"rest"` (default), `"hive"`, `"glue"`, `"sql"`, `"dynamodb"` |
+| `endpoint` | `str` | Catalog endpoint URL (required for `"rest"`, optional for others) |
+| `warehouse` | `str` | Catalog/warehouse name |
+| `namespace` | `str` | Schema/namespace within the catalog |
+| `table` | `str` | Table name |
+| `catalog_properties` | `dict` | Additional catalog-specific properties passed to PyIceberg |
+| `timestamp_field` | `str` | Event timestamp column for point-in-time joins |
+| `created_timestamp_column` | `str` | Optional column indicating row creation time |
+| `token_env_var` | `str` | Environment variable name holding the auth token |
+| `credential_vending` | `bool` | Whether to request scoped credentials (default: `True`) |
+| `field_mapping` | `dict` | Column name mapping from source to feature names |
+
+### UnityCatalogSource (additional parameters)
+
+| Parameter | Type | Description |
+| :--- | :--- | :--- |
+| `register_as_feature_table` | `bool` | Register as UC feature table on `feast apply` (default: `True`) |
+| `sync_lineage` | `bool` | Sync lineage metadata to Unity Catalog (default: `True`) |
+
+## Supported Types
+
+| Iceberg Type | Feast Type |
+| :--- | :--- |
+| `boolean` | `BOOL` |
+| `int` | `INT32` |
+| `long` | `INT64` |
+| `float` | `FLOAT` |
+| `double` | `DOUBLE` |
+| `string` | `STRING` |
+| `binary` | `BYTES` |
+| `timestamp` / `timestamptz` | `INT64` |
+| `decimal` | `DOUBLE` |
+| `uuid` | `STRING` |
diff --git a/docs/reference/data-sources/kafka.md b/docs/reference/data-sources/kafka.md
index 8794c7a1e81..dd7203a6149 100644
--- a/docs/reference/data-sources/kafka.md
+++ b/docs/reference/data-sources/kafka.md
@@ -72,4 +72,4 @@ def driver_hourly_stats_stream(df: DataFrame):
 ```
 
 ### Ingesting data
-See [here](https://github.com/feast-dev/streaming-tutorial) for a example of how to ingest data from a Kafka source into Feast.
+See [here](https://github.com/feast-dev/streaming-tutorial) for an example of how to ingest data from a Kafka source into Feast.
diff --git a/docs/reference/data-sources/kinesis.md b/docs/reference/data-sources/kinesis.md
index f2adadfec03..09706617da9 100644
--- a/docs/reference/data-sources/kinesis.md
+++ b/docs/reference/data-sources/kinesis.md
@@ -71,4 +71,4 @@ def driver_hourly_stats_stream(df: DataFrame):
 ```
 
 ### Ingesting data
-See [here](https://github.com/feast-dev/streaming-tutorial) for a example of how to ingest data from a Kafka source into Feast. The approach used in the tutorial can be easily adapted to work for Kinesis as well.
+See [here](https://github.com/feast-dev/streaming-tutorial) for an example of how to ingest data from a Kafka source into Feast. The approach used in the tutorial can be easily adapted to work for Kinesis as well.
diff --git a/docs/reference/data-sources/mongodb.md b/docs/reference/data-sources/mongodb.md
index c1b6eed1bed..8902affd3c5 100644
--- a/docs/reference/data-sources/mongodb.md
+++ b/docs/reference/data-sources/mongodb.md
@@ -28,9 +28,7 @@ The full set of configuration options is available [here](https://rtd.feast.dev/
 
 ## Vector Search
 
-The MongoDB online store supports [Atlas Vector Search](https://www.mongodb.com/docs/atlas/atlas-vector-search/), enabling similarity search over feature embeddings stored in MongoDB Atlas. This is powered by the `$vectorSearch` aggregation stage and requires MongoDB Atlas (or the `mongodb/mongodb-atlas-local` Docker image for local development).
-
-See [PR #6344](https://github.com/feast-dev/feast/pull/6344) for full implementation details.
+The MongoDB online store supports [MongoDB Vector Search](https://www.mongodb.com/docs/atlas/atlas-vector-search/), enabling similarity search over feature embeddings stored in MongoDB. This is powered by the `$vectorSearch` aggregation stage and supports MongoDB Atlas, self-hosted MongoDB with Atlas Search indexes, and the `mongodb/mongodb-atlas-local` Docker image for local development.
 
 ### Configuration
 
@@ -41,7 +39,7 @@ project: my_project
 provider: local
 online_store:
   type: mongodb
-  connection_string: mongodb+srv://<user>:<pass>@cluster.mongodb.net
+  connection_string: mongodb+srv://<user>:<pass>@cluster.mongodb.net  # pragma: allowlist secret
   vector_enabled: true
   similarity: cosine  # cosine | euclidean | dotProduct
   vector_index_wait_timeout: 60  # seconds to wait for index to become queryable
@@ -76,32 +74,24 @@ item_embeddings = FeatureView(
 )
 ```
 
-When `feast apply` (or `store.update()`) runs with `vector_enabled=True`, Atlas vector search indexes are automatically created for any field with `vector_index=True`. Indexes are also automatically dropped when feature views are removed.
+When `feast apply` (or `store.update()`) runs with `vector_enabled=True`, MongoDB vector search indexes are automatically created for any field with `vector_index=True`. Indexes are also automatically dropped when feature views are removed.
 
 ### Retrieving Documents via Vector Search
 
 Use `retrieve_online_documents_v2()` to perform similarity search:
 
 ```python
-source = FeatureStore(repo_path=".")
+store = FeatureStore(repo_path=".")
 results = store.retrieve_online_documents_v2(
-    config=repo_config,
-    table=item_embeddings,
-    requested_features=["embedding", "title"],
-    embedding=[0.1, 0.2, ...],  # query vector
+    features=["item_embeddings:embedding", "item_embeddings:title"],
+    query=[0.1, 0.2, ...],  # query vector
     top_k=5,
 )
-
-# Each result is a (event_timestamp, entity_key_proto, feature_dict) tuple.
-# feature_dict includes a synthetic "distance" key with the vector search score.
-for ts, entity_key, features in results:
-    print(features["title"].string_val, features["distance"].float_val)
-```
 ```
 
 ### How It Works
 
-- **Index creation**: `update()` creates an Atlas vector search index named `<feature_view>__<field>__vs_index` for each vector-indexed field. It waits for the index to reach `READY` status before proceeding.
+- **Index creation**: `update()` creates a MongoDB vector search index named `<feature_view>__<field>__vs_index` for each vector-indexed field. It waits for the index to reach `READY` status before proceeding.
 - **Query execution**: `retrieve_online_documents_v2()` builds a `$vectorSearch` aggregation pipeline with `numCandidates = max(top_k * 10, 100)` and the specified `limit`.
 - **Score**: Results include a `distance` field populated from `$meta: "vectorSearchScore"`.
 - **BSON compatibility**: Query vectors are coerced to native Python floats to avoid numpy serialization issues.
diff --git a/docs/reference/data-sources/overview.md b/docs/reference/data-sources/overview.md
index 5cc5285f77e..f36bd9cb0a2 100644
--- a/docs/reference/data-sources/overview.md
+++ b/docs/reference/data-sources/overview.md
@@ -10,6 +10,79 @@ However, not every batch data source supports all of these types.
 
 For more details on the Feast type system, see [here](../type-system.md).
 
+## Per-DataSource Credentials (ConnectionRef)
+
+By default, every data source inherits connection credentials from the global `feature_store.yaml` offline store configuration. The `ConnectionRef` feature allows each data source to declare its own external credential reference, enabling:
+
+- **Multi-tenant deployments** where different feature views access different accounts or databases.
+- **Credential isolation** where secrets are resolved at runtime from external providers (Kubernetes Secrets, HashiCorp Vault, environment variables) rather than stored in configuration files.
+- **Hybrid offline store** routing where a single Feast deployment connects to multiple backends, each with independent credentials.
+
+### ConnectionRef structure
+
+A `ConnectionRef` is attached to any data source via the `connection_ref` parameter:
+
+```python
+from feast.credentials import ConnectionRef
+from feast.infra.offline_stores.snowflake_source import SnowflakeSource
+
+source = SnowflakeSource(
+    table="USER_FEATURES",
+    connection_ref=ConnectionRef(
+        provider="kubernetes",
+        name="snowflake-creds",
+        namespace="ml-team",
+        connection_type="snowflake.offline",
+        auth_type="secret",
+        params={"account": "xy12345", "warehouse": "COMPUTE_WH"},
+    ),
+)
+```
+
+| Field | Description | Required |
+|-------|-------------|----------|
+| `provider` | Credential backend — `"kubernetes"`, `"vault"`, `"env"`, `"aws-secrets-manager"`, `"gcp-secret-manager"`, `"azure-key-vault"` | Yes |
+| `name` | Provider-specific identifier — K8s Secret name, Vault path, env-var prefix, etc. | Yes |
+| `namespace` | Scope qualifier — K8s namespace, Vault mount, AWS region, etc. | No |
+| `connection_type` | Offline store type (e.g., `"snowflake.offline"`, `"bigquery"`, `"spark"`) | No |
+| `auth_type` | Authentication mechanism — `"secret"` (default), `"oauth2"`, `"basic"`, `"sigv4"` | No |
+| `params` | Non-sensitive connection parameters (account, database, warehouse, endpoint) | No |
+
+### Credential providers
+
+Feast ships with built-in providers that can be registered at startup:
+
+| Provider | Resolves from | `name` is | `namespace` is |
+|----------|---------------|-----------|----------------|
+| `env` | Environment variables | Variable prefix | — |
+| `kubernetes` | Kubernetes Secrets | Secret name | K8s namespace |
+| `vault` | HashiCorp Vault | Secret path | Vault mount |
+
+Custom providers can be registered via:
+
+```python
+from feast.credentials import register_credential_provider, CredentialProvider, ConnectionRef
+
+class MyProvider(CredentialProvider):
+    def provider_type(self) -> str:
+        return "my-provider"
+
+    def resolve(self, ref: ConnectionRef) -> dict:
+        # Return key-value credential pairs
+        return {"username": "...", "password": "..."}
+
+register_credential_provider(MyProvider())
+```
+
+### How it works
+
+1. When an offline store needs to connect, it checks whether the data source has a `connection_ref`.
+2. If present, credentials are resolved from the external provider at runtime.
+3. Resolved credentials (and any `params` from the `ConnectionRef`) are merged and used to override the global offline store configuration for that specific operation.
+4. If no `connection_ref` is set, the data source uses the global `feature_store.yaml` configuration as before.
+
+For usage with the Hybrid Offline Store, see [Hybrid Offline Store](../offline-stores/hybrid.md).
+
 ## Functionality Matrix
 
 There are currently four core batch data source implementations: `FileSource`, `BigQuerySource`, `SnowflakeSource`, and `RedshiftSource`.
diff --git a/docs/reference/dqm.md b/docs/reference/dqm.md
index 5a02413e534..47090b5dd1c 100644
--- a/docs/reference/dqm.md
+++ b/docs/reference/dqm.md
@@ -1,77 +1,81 @@
 # Data Quality Monitoring
 
-Data Quality Monitoring (DQM) is a Feast module aimed to help users to validate their data with the user-curated set of rules.
-Validation could be applied during:
-* Historical retrieval (training dataset generation)
-* [planned] Writing features into an online store
-* [planned] Reading features from an online store
+Feast's Data Quality Monitoring (DQM) system computes, stores, and serves statistical metrics for every registered feature. It gives you visibility into feature health — distributions, null rates, percentiles, histograms — across batch data and feature serving logs.
 
-Its goal is to address several complex data problems, namely:
-* Data consistency - new training datasets can be significantly different from previous datasets. This might require a change in model architecture.
-* Issues/bugs in the upstream pipeline - bugs in upstream pipelines can cause invalid values to overwrite existing valid values in an online store.
-* Training/serving skew - distribution shift could significantly decrease the performance of the model.
+Its goal is to address several complex data problems:
 
-> To monitor data quality, we check that the characteristics of the tested dataset (aka the tested dataset's profile) are "equivalent" to the characteristics of the reference dataset.
-> How exactly profile equivalency should be measured is up to the user. 
+* **Data consistency** — new training datasets can differ significantly from previous datasets, potentially requiring changes in model architecture.
+* **Upstream pipeline bugs** — bugs in upstream pipelines can cause invalid values to overwrite existing valid values in an online store.
+* **Training/serving skew** — distribution shift between training and serving data can decrease model performance.
 
 ### Overview
 
-The validation process consists of the following steps:
-1. User prepares reference dataset (currently only [saved datasets](../getting-started/concepts/dataset.md) from historical retrieval are supported).
-2. User defines profiler function, which should produce profile by given dataset (currently only profilers based on [Great Expectations](https://docs.greatexpectations.io) are allowed).
-3. Validation of tested dataset is performed with reference dataset and profiler provided as parameters.
+Feast's DQM system works natively with your configured offline store — no additional infrastructure or external dependencies are required. The workflow is:
 
-### Preparations
-Feast with Great Expectations support can be installed via
-```shell
-pip install 'feast[ge]'
+1. **Register features** — run `feast apply` to register feature views. If `auto_baseline: true` is configured, baseline metrics are computed automatically.
+2. **Schedule monitoring** — run `feast monitor run` on a schedule (daily recommended) to compute metrics across multiple time windows.
+3. **Read metrics** — query metrics via the REST API or view them in the Feast UI.
+
+### Configuration
+
+Enable DQM in your `feature_store.yaml`:
+
+```yaml
+data_quality_monitoring:
+  auto_baseline: true
 ```
 
-### Dataset profile
-Currently, Feast supports only [Great Expectation's](https://greatexpectations.io/) [ExpectationSuite](https://legacy.docs.greatexpectations.io/en/latest/autoapi/great_expectations/core/expectation_suite/index.html#great_expectations.core.expectation_suite.ExpectationSuite)
-as dataset's profile. Hence, the user needs to define a function (profiler) that would receive a dataset and return an [ExpectationSuite](https://legacy.docs.greatexpectations.io/en/latest/autoapi/great_expectations/core/expectation_suite/index.html#great_expectations.core.expectation_suite.ExpectationSuite).
+### Computing Metrics
 
-Great Expectations supports automatic profiling as well as manually specifying expectations:
-```python
-from great_expectations.dataset import Dataset
-from great_expectations.core.expectation_suite import ExpectationSuite
+**Auto mode (recommended for production):**
 
-from feast.dqm.profilers.ge_profiler import ge_profiler
+```bash
+feast monitor run
+```
 
-@ge_profiler
-def automatic_profiler(dataset: Dataset) -> ExpectationSuite:
-    from great_expectations.profile.user_configurable_profiler import UserConfigurableProfiler
+This detects the latest event timestamp in the source data and computes metrics for 5 time windows: daily, weekly, biweekly, monthly, and quarterly.
 
-    return UserConfigurableProfiler(
-        profile_dataset=dataset,
-        ignored_columns=['conv_rate'],
-        value_set_threshold='few'
-    ).build_suite()
+**Target a specific feature view:**
+
+```bash
+feast monitor run --feature-view driver_stats
 ```
-However, from our experience capabilities of automatic profiler are quite limited. So we would recommend crafting your own expectations:
-```python
-@ge_profiler
-def manual_profiler(dataset: Dataset) -> ExpectationSuite:
-    dataset.expect_column_max_to_be_between("column", 1, 2)
-    return dataset.get_expectation_suite()
+
+**Explicit date range:**
+
+```bash
+feast monitor run \
+  --feature-view driver_stats \
+  --start-date 2025-01-01 \
+  --end-date 2025-01-07 \
+  --granularity weekly
 ```
 
+**Set a manual baseline:**
 
+```bash
+feast monitor run \
+  --feature-view driver_stats \
+  --start-date 2025-01-01 \
+  --end-date 2025-03-31 \
+  --granularity daily \
+  --set-baseline
+```
+
+### Monitoring Feature Serving Logs
+
+If your feature services have logging configured, you can compute metrics from the actual features served to models in production:
 
-### Validating Training Dataset
-During retrieval of historical features, `validation_reference` can be passed as a parameter to methods `.to_df(validation_reference=...)` or `.to_arrow(validation_reference=...)` of RetrievalJob.
-If parameter is provided Feast will run validation once dataset is materialized. In case if validation successful materialized dataset is returned.
-Otherwise, `feast.dqm.errors.ValidationFailed` exception would be raised. It will consist of all details for expectations that didn't pass.
+```bash
+feast monitor run --source-type log
+```
 
-```python
-from feast import FeatureStore
+### Reading Metrics
 
-fs = FeatureStore(".")
+Metrics are accessible via the REST API:
 
-job = fs.get_historical_features(...)
-job.to_df(
-    validation_reference=fs
-        .get_saved_dataset("my_reference_dataset")
-        .as_reference(profiler=manual_profiler)
-)
 ```
+GET /monitoring/metrics/features?project=my_project&feature_view_name=driver_stats&granularity=daily
+```
+
+See the [Feature Quality Monitoring guide](../how-to-guides/feature-monitoring.md) for full API reference, UI integration, and orchestrator examples.
diff --git a/docs/reference/feast-cli-commands.md b/docs/reference/feast-cli-commands.md
index 535065b5a98..85781f6abc2 100644
--- a/docs/reference/feast-cli-commands.md
+++ b/docs/reference/feast-cli-commands.md
@@ -21,12 +21,14 @@ Commands:
   apply                    Create or update a feature store deployment
   configuration            Display Feast configuration
   delete                   Delete a Feast object from the registry
+  demo-notebooks           Generate demo Jupyter notebooks for the project
   entities                 Access entities
   feature-views            Access feature views
   init                     Create a new Feast repository
   materialize              Run a (non-incremental) materialization job to...
   materialize-incremental  Run an incremental materialization job to ingest...
   permissions              Access permissions
+  registry                 Manage the feature registry
   registry-dump            Print contents of the metadata registry
   teardown                 Tear down deployed feature store infrastructure
   version                  Display Feast SDK version
@@ -142,6 +144,47 @@ The delete operation is permanent and will remove the object from the registry.
 If multiple objects have the same name across different types, `feast delete` will delete the first one it finds. For programmatic deletion with more control, use the Python SDK methods like `store.delete_feature_view()`, `store.delete_feature_service()`, etc.
 {% endhint %}
 
+## Demo Notebooks
+
+Generate tailored demo Jupyter notebooks for each Feast project found in the current directory.
+
+```bash
+feast demo-notebooks
+```
+
+The command searches for `feature_store.yaml` in the current directory and every file inside the `feast-config/` directory. Each file is treated as a separate project config, and notebooks are created under `./feast-demo-notebooks/<project>/`.
+
+The generated notebooks adapt to your project configuration (online/offline store types, authentication, vector search) and cover:
+
+* **Feature store overview** — explore registered entities, feature views, and services.
+* **Historical feature retrieval** — build training datasets with point-in-time correct joins.
+* **Online feature serving** — materialize features and retrieve them at low latency.
+
+**Options:**
+
+* `-o, --output-dir` — Directory where the notebooks are written. Default: `./feast-demo-notebooks`.
+* `--overwrite` — Overwrite existing notebooks if the output directory already exists.
+
+```bash
+feast demo-notebooks -o ./my-notebooks --overwrite
+```
+
+You can also use the `--chdir` global option to point at a different feature repository:
+
+```bash
+feast -c /path/to/feature_repo demo-notebooks
+```
+
+The same functionality is available via the Python SDK:
+
+```python
+from feast import copy_demo_notebooks
+
+copy_demo_notebooks(output_dir="./feast-demo-notebooks", repo_path=".")
+```
+
+For more details see the [Demo Notebooks tutorial](../tutorials/demo-notebooks.md).
+
 ## Entities
 
 List all registered entities
@@ -441,6 +484,18 @@ reader             driver_hourly_stats_fresh   FeatureView      DESCRIBE
 ```
 
 
+## Registry
+
+### create-schema
+
+Pre-create the SQL registry schema so the application does not need DDL privileges at runtime. Use this with `schema_mode: verify` or `schema_mode: skip` in your `feature_store.yaml`.
+
+```text
+feast registry create-schema
+```
+
+This command only applies to SQL-based registries (`registry_type: sql`). It is safe to run multiple times — existing tables are not modified.
+
 ## Teardown
 
 Tear down deployed feature store infrastructure
diff --git a/docs/reference/feature-repository/README.md b/docs/reference/feature-repository/README.md
index 2c1b112a783..38968825c1d 100644
--- a/docs/reference/feature-repository/README.md
+++ b/docs/reference/feature-repository/README.md
@@ -127,4 +127,4 @@ To declare new feature definitions, just add code to the feature repository, eit
 ### Next steps
 
 * See [Create a feature repository](../../how-to-guides/feast-snowflake-gcp-aws/create-a-feature-repository.md) to get started with an example feature repository.
-* See [feature_store.yaml](feature-store-yaml.md), [.feastignore](feast-ignore.md), or [Feature Views](../../getting-started/concepts/feature-view.md) for more information on the configuration files that live in a feature registry.
+* See [feature_store.yaml](feature-store-yaml.md), [.feastignore](feast-ignore.md), [Registration inferencing](registration-inferencing.md), or [Feature Views](../../getting-started/concepts/feature-view.md) for more information on the configuration files that live in a feature registry.
diff --git a/docs/reference/feature-servers/python-feature-server.md b/docs/reference/feature-servers/python-feature-server.md
index 654c4b9f938..b1b873cc7d2 100644
--- a/docs/reference/feature-servers/python-feature-server.md
+++ b/docs/reference/feature-servers/python-feature-server.md
@@ -352,11 +352,14 @@ feature_server:
     push: true              # push request counters
     materialization: true   # materialization counters & duration
     freshness: true         # feature freshness gauges
+    offline_features: true  # offline store retrieval counters & latency
+    audit_logging: false    # structured JSON audit logs (see below)
 ```
 
 Any category set to `false` will emit no metrics and start no background
 threads (e.g., setting `freshness: false` prevents the registry polling
-thread from starting). All categories default to `true`.
+thread from starting). All categories default to `true` except
+`audit_logging`, which defaults to `false`.
 
 ### Available metrics
 
@@ -375,6 +378,9 @@ thread from starting). All categories default to `true`.
 | `feast_materialization_result_total` | Counter | `feature_view`, `status` | `materialization` | Materialization runs (success/failure) |
 | `feast_materialization_duration_seconds` | Histogram | `feature_view` | `materialization` | Materialization duration per feature view |
 | `feast_feature_freshness_seconds` | Gauge | `feature_view`, `project` | `freshness` | Seconds since last materialization |
+| `feast_offline_store_request_total` | Counter | `method`, `status` | `offline_features` | Total offline store retrieval requests |
+| `feast_offline_store_request_latency_seconds` | Histogram | `method` | `offline_features` | Latency of offline store retrieval operations |
+| `feast_offline_store_row_count` | Histogram | `method` | `offline_features` | Rows returned by offline store retrieval |
 
 ### Per-ODFV transformation metrics
 
@@ -405,6 +411,70 @@ The `odfv_name` label lets you filter or group by individual ODFV,
 and the `mode` label (`python`, `pandas`, `substrait`) lets you compare
 transformation engines.
 
+### Audit logging
+
+Feast can emit structured JSON audit log entries for every online and offline
+feature retrieval. These are written via the standard `feast.audit` Python
+logger, so you can route them to a dedicated file, SIEM, or log aggregator
+independently of application logs.
+
+Audit logging is **disabled by default**. Enable it in `feature_store.yaml`:
+
+```yaml
+feature_server:
+  type: local
+  metrics:
+    enabled: true
+    audit_logging: true
+```
+
+**Online audit log** (emitted per `/get-online-features` call):
+
+```json
+{
+  "event": "online_feature_request",
+  "timestamp": "2026-05-11T08:30:00.123456+00:00",
+  "requestor_id": "user@example.com",
+  "entity_keys": ["driver_id"],
+  "entity_count": 3,
+  "feature_views": ["driver_hourly_stats"],
+  "feature_count": 3,
+  "status": "success",
+  "latency_ms": 12.34
+}
+```
+
+**Offline audit log** (emitted per `RetrievalJob.to_arrow()` call):
+
+```json
+{
+  "event": "offline_feature_retrieval",
+  "timestamp": "2026-05-11T08:31:00.456789+00:00",
+  "method": "to_arrow",
+  "start_time": "2026-05-11T08:30:59.226789+00:00",
+  "end_time": "2026-05-11T08:31:00.456789+00:00",
+  "feature_views": ["driver_hourly_stats"],
+  "feature_count": 3,
+  "row_count": 500,
+  "status": "success",
+  "duration_ms": 1230.0
+}
+```
+
+The `requestor_id` field in online audit logs is populated from the
+security manager's current user when authentication is configured, and
+falls back to `"anonymous"` otherwise.
+
+To route audit logs to a separate file:
+
+```python
+import logging
+
+handler = logging.FileHandler("/var/log/feast/audit.log")
+handler.setFormatter(logging.Formatter("%(message)s"))
+logging.getLogger("feast.audit").addHandler(handler)
+```
+
 ### Scraping with Prometheus
 
 ```yaml
@@ -457,6 +527,42 @@ Prometheus adds an `instance` label per pod, so there is no
 duplication.  Use `sum(rate(...))` or `histogram_quantile(...)` across
 instances as usual.
 
+## Vector Search (`POST /search`)
+
+The feature server exposes `POST /search` for vector similarity search against online document embeddings. Pass a pre-computed embedding in `query`, or use `api_version: 2` with `query_string` for text-based search when the online store supports it.
+
+`POST /retrieve-online-documents` is a deprecated alias with the same request body and response; new integrations should use `/search`.
+
+## [Alpha] OpenAI-Compatible Vector Store API
+
+{% hint style="warning" %}
+**Alpha feature.** This API surface is functional and tested, but may change in future releases.
+{% endhint %}
+
+The feature server exposes OpenAI-compatible vector store endpoints. This allows clients (including LLM agents and tool-calling frameworks) to discover and search vector data with plain text queries, without computing embeddings client-side.
+
+Each feature view with vector-indexed fields gets a deterministic `vs_{hash}` identifier derived from `SHA-256(project + ":" + feature_view_name)`. These IDs are stable across server restarts.
+
+### Endpoints
+
+| Method | Path | RBAC | Description |
+|---|---|---|---|
+| `GET` | `/v1/vector_stores` | `DESCRIBE` | List all vector stores (filtered by caller permissions) |
+| `GET` | `/v1/vector_stores/{vector_store_id}` | `DESCRIBE` | Get metadata for a single vector store |
+| `POST` | `/v1/vector_stores/{vector_store_id}/search` | `READ_ONLINE` | Search a vector store with server-side embedding |
+
+### Configuration
+
+Add an `embedding_model` section to your `feature_store.yaml`:
+
+```yaml
+embedding_model:
+  provider: sentence_transformers   # default; can be omitted
+  model: all-MiniLM-L6-v2
+```
+
+Feast uses **Sentence Transformers** (default) for local embedding inference — no external API key required. Custom embedding providers can be plugged in by implementing the `EmbeddingProvider` protocol. See [\[Alpha\] Vector Database](../alpha-vector-database.md#alpha-openai-compatible-vector-store-api) for full configuration, custom providers, filter details, and SDK usage.
+
 ## Starting the feature server in TLS(SSL) mode
 
 Enabling TLS mode ensures that data between the Feast client and server is transmitted securely. For an ideal production environment, it is recommended to start the feature server in TLS mode.
@@ -528,7 +634,11 @@ The [PyTorch NLP template](https://github.com/feast-dev/feast/tree/main/sdk/pyth
 | Endpoint                   | Resource Type                   | Permission                                            | Description                                                    |
 |----------------------------|---------------------------------|-------------------------------------------------------|----------------------------------------------------------------|
 | /get-online-features       | FeatureView,OnDemandFeatureView | Read Online                                           | Get online features from the feature store                     |
-| /retrieve-online-documents | FeatureView                     | Read Online                                           | Retrieve online documents from the feature store for RAG       |
+| /search | FeatureView                     | Read Online                                           | Vector similarity search for RAG (embedding vector or text query) |
+| /retrieve-online-documents | FeatureView              | Read Online                                           | **Deprecated.** Use `/search` instead.                           |
+| /v1/vector_stores | FeatureView                  | Describe                                              | [Alpha] List all vector stores                                 |
+| /v1/vector_stores/{id} | FeatureView                  | Describe                                              | [Alpha] Get a single vector store                              |
+| /v1/vector_stores/{id}/search | FeatureView                  | Read Online                                           | [Alpha] OpenAI-compatible vector search with server-side embedding |
 | /push                      | FeatureView                     | Write Online, Write Offline, Write Online and Offline | Push features to the feature store (online, offline, or both)  |
 | /write-to-online-store     | FeatureView                     | Write Online                                          | Write features to the online store                             |
 | /materialize               | FeatureView                     | Write Online                                          | Materialize features within a specified time range             |
diff --git a/docs/reference/feature-servers/registry-server.md b/docs/reference/feature-servers/registry-server.md
index 496eaa8badc..4558a10ce63 100644
--- a/docs/reference/feature-servers/registry-server.md
+++ b/docs/reference/feature-servers/registry-server.md
@@ -214,6 +214,7 @@ Most endpoints support these common query parameters:
   - `feature` (optional): Filter feature views by feature name
   - `feature_service` (optional): Filter feature views by feature service name
   - `data_source` (optional): Filter feature views by data source name
+  - `updated_since` (optional): Only return feature views updated at or after this ISO-8601 UTC timestamp (e.g. `2024-01-01T00:00:00Z`)
   - `page` (optional): Page number for pagination
   - `limit` (optional): Number of items per page
   - `sort_by` (optional): Field to sort by
@@ -223,27 +224,31 @@ Most endpoints support these common query parameters:
   # Basic list
   curl -H "Authorization: Bearer <token>" \
     "http://localhost:6572/api/v1/feature_views?project=my_project"
-  
+
   # With pagination and relationships
   curl -H "Authorization: Bearer <token>" \
     "http://localhost:6572/api/v1/feature_views?project=my_project&include_relationships=true&page=1&limit=5&sort_by=name"
-  
+
   # Filter by entity
   curl -H "Authorization: Bearer <token>" \
     "http://localhost:6572/api/v1/feature_views?project=my_project&entity=user"
-  
+
   # Filter by feature
   curl -H "Authorization: Bearer <token>" \
     "http://localhost:6572/api/v1/feature_views?project=my_project&feature=age"
-  
+
   # Filter by data source
   curl -H "Authorization: Bearer <token>" \
     "http://localhost:6572/api/v1/feature_views?project=my_project&data_source=user_profile_source"
-  
+
   # Filter by feature service
   curl -H "Authorization: Bearer <token>" \
     "http://localhost:6572/api/v1/feature_views?project=my_project&feature_service=user_service"
-  
+
+  # Filter by last-updated timestamp
+  curl -H "Authorization: Bearer <token>" \
+    "http://localhost:6572/api/v1/feature_views?project=my_project&updated_since=2024-06-01T00:00:00Z"
+
   # Multiple filters combined
   curl -H "Authorization: Bearer <token>" \
     "http://localhost:6572/api/v1/feature_views?project=my_project&entity=user&feature=age"
diff --git a/docs/reference/feature-store-yaml.md b/docs/reference/feature-store-yaml.md
index c287ddbc73a..1aac166bd8b 100644
--- a/docs/reference/feature-store-yaml.md
+++ b/docs/reference/feature-store-yaml.md
@@ -49,6 +49,30 @@ feature_server:
   offline_push_batching_batch_interval_seconds: 5 # Maximum time rows may remain buffered before a forced flush.
 ```
 
+### registry
+
+The `registry` field can be a simple path string or an object with additional
+configuration. When using the REST registry server, MCP support can be enabled:
+
+```yaml
+registry:
+  registry_type: sql
+  path: postgresql+psycopg://feast:feast@localhost:5432/feast #pragma: allowlist secret
+  mcp:
+    enabled: true
+```
+
+| Field | Type | Default | Description |
+|-------|------|---------|-------------|
+| `registry_type` | string | `file` | Registry backend (`file`, `sql`, etc.) |
+| `path` | string | — | Connection string or file path |
+| `schema_mode` | string | `auto` | SQL registry only. `auto`: create tables on startup; `verify`: check tables exist, error if missing; `skip`: no DDL or verification. See [SQL Registry docs](registries/sql.md#schema-management-schema_mode). |
+| `mcp.enabled` | bool | `false` | Enable MCP (Model Context Protocol) on the REST registry server |
+
+When `registry.mcp.enabled` is `true`, the REST registry server exposes registry
+metadata (entities, feature views, feature services) as MCP tool endpoints for
+LLM agents. Requires `feast[mcp]` to be installed.
+
 ## Providers
 
 The `provider` field defines the environment in which Feast will execute data flows. As a result, it also determines the default values for other fields.
diff --git a/docs/reference/mlflow.md b/docs/reference/mlflow.md
new file mode 100644
index 00000000000..6522478409c
--- /dev/null
+++ b/docs/reference/mlflow.md
@@ -0,0 +1,347 @@
+# MLflow Integration
+
+Feast provides **native integration** with [MLflow](https://mlflow.org/) for automatic feature lineage tracking alongside ML experiments. When enabled, every feature retrieval is logged to the active MLflow run.
+
+## Overview
+
+- **Which features did this model use?** -- auto-logged on every `get_historical_features()` / `get_online_features()` call
+- **Which feature service should I use to serve this model?** -- resolved from model URI via `store.mlflow.resolve_features()`
+- **Can I reproduce the exact training data?** -- entity DataFrame saved as an MLflow artifact
+- **Which models break if I change a feature view?** -- reverse index via the Feast UI `/api/mlflow-feature-usage` endpoint
+- **When was the feature store last updated?** -- `feast apply` and `feast materialize` logged to a separate ops experiment
+
+### Capabilities
+
+| Capability | How |
+|---|---|
+| Auto-log feature metadata | Tags on every retrieval inside an active MLflow run |
+| Entity DataFrame archival | `entity_df.parquet` artifact for full reproducibility |
+| Model registration with lineage | `feast.feature_service` tag propagated to model versions |
+| Training-to-prediction linkage | `store.mlflow.load_model()` links prediction runs back to training runs |
+| Model-to-feature resolution | Map any model URI back to its Feast feature service |
+| Operation audit trail | `feast apply` / `feast materialize` logged to `{project}-feast-ops` |
+| `store.mlflow` API | Single entry point — zero `import mlflow`, zero client objects |
+| Feast UI integration | Per-feature-view usage stats and registered model associations |
+
+## Installation
+
+MLflow is an optional dependency:
+
+```bash
+pip install feast[mlflow]
+```
+
+## Configuration
+
+Add the `mlflow` section to your `feature_store.yaml`:
+
+```yaml
+project: my_project
+registry: data/registry.db
+provider: local
+online_store:
+  type: sqlite
+  path: data/online_store.db
+
+mlflow:
+  enabled: true
+  tracking_uri: http://127.0.0.1:5000   # optional, falls back to MLFLOW_TRACKING_URI env var
+  auto_log: true                         # default
+  auto_log_entity_df: false              # default
+  entity_df_max_rows: 100000             # default
+  log_operations: false                  # default
+  ops_experiment_suffix: "-feast-ops"    # default
+```
+
+### Configuration options
+
+| Option | Type | Default | Description |
+|--------|------|---------|-------------|
+| `enabled` | bool | `false` | Master switch for the entire integration |
+| `tracking_uri` | string | *(none)* | MLflow tracking server URI. Falls back to `MLFLOW_TRACKING_URI` env var, then MLflow default (`./mlruns`) |
+| `auto_log` | bool | `true` | Automatically log feature metadata on every retrieval when an active MLflow run exists |
+| `auto_log_entity_df` | bool | `false` | Save the entity DataFrame as `entity_df.parquet` artifact on historical retrieval |
+| `entity_df_max_rows` | int | `100000` | Skip entity DataFrame artifact upload for DataFrames exceeding this limit |
+| `log_operations` | bool | `false` | Log `feast apply` and `feast materialize` to a separate MLflow experiment |
+| `ops_experiment_suffix` | string | `"-feast-ops"` | Suffix appended to project name for the operations experiment |
+
+### Tracking URI resolution
+
+The tracking URI is resolved in this order:
+
+1. `tracking_uri` field in `feature_store.yaml`
+2. `MLFLOW_TRACKING_URI` environment variable
+3. MLflow's default (`./mlruns` local directory)
+
+This means you can omit `tracking_uri` from the YAML and set `MLFLOW_TRACKING_URI` in your environment instead, or it would be pulled from `./mlruns` automatically when both are not set.
+
+## What gets logged
+
+### Tags on retrieval runs
+
+When `auto_log: true` and an active MLflow run exists, each `get_historical_features()` or `get_online_features()` call records:
+
+| Tag | Example | Description |
+|-----|---------|-------------|
+| `feast.project` | `my_project` | Feast project name |
+| `feast.retrieval_type` | `historical` / `online` | Type of feature retrieval |
+| `feast.feature_service` | `driver_activity_v1` | Auto-resolved feature service name (if matched) |
+| `feast.feature_views` | `driver_hourly_stats` | Comma-separated feature view names |
+| `feast.feature_refs` | `driver_hourly_stats:conv_rate,...` | All feature references |
+| `feast.entity_count` | `200` | Number of entities in the request |
+| `feast.feature_count` | `5` | Number of features retrieved |
+
+### Metrics
+
+| Metric | Example | Description |
+|--------|---------|-------------|
+| `feast.job_submission_sec` | `0.4321` | Feature retrieval duration in seconds |
+
+### Artifacts
+
+When `auto_log_entity_df: true` and the entity DataFrame has fewer than `entity_df_max_rows` rows:
+
+| Artifact | Description |
+|----------|-------------|
+| `entity_df.parquet` | Full entity DataFrame used in the retrieval |
+
+When a model is logged via `store.mlflow.log_model()`:
+
+| Artifact | Description |
+|----------|-------------|
+| `feast_features.json` | JSON list of feature references the model was trained on |
+
+### Entity DataFrame metadata
+
+Regardless of `auto_log_entity_df`, the following metadata is logged when present:
+
+| Tag / Param | When | Description |
+|-------------|------|-------------|
+| `feast.entity_df_type` | Always | `dataframe`, `sql`, or `range` |
+| `feast.entity_df_rows` | DataFrame input | Row count |
+| `feast.entity_df_columns` | DataFrame input | Column names |
+| `feast.entity_df_query` | SQL input | The SQL query string |
+| `feast.start_date` / `feast.end_date` | Range-based input | Date range |
+
+### Operation logs
+
+When `log_operations: true`, `feast apply` and `feast materialize` create self-contained runs in the `{project}{ops_experiment_suffix}` experiment (default: `my_project-feast-ops`):
+
+**Apply runs:**
+
+| Tag / Metric | Example |
+|--------------|---------|
+| `feast.operation` | `apply` |
+| `feast.project` | `my_project` |
+| `feast.feature_views_changed` | `driver_hourly_stats,order_stats` |
+| `feast.feature_services_changed` | `driver_activity_v1` |
+| `feast.entities_changed` | `driver,restaurant` |
+| `feast.apply.feature_views_count` | `2` |
+| `feast.apply.feature_services_count` | `1` |
+| `feast.apply.entities_count` | `2` |
+
+**Materialize runs:**
+
+| Tag / Metric | Example |
+|--------------|---------|
+| `feast.operation` | `materialize` / `materialize_incremental` |
+| `feast.project` | `my_project` |
+| `feast.materialize.feature_views` | `driver_hourly_stats` |
+| `feast.materialize.start_date` | `2024-01-01T00:00:00` |
+| `feast.materialize.end_date` | `2024-01-02T00:00:00` |
+| `feast.materialize.duration_sec` | `12.3456` |
+
+## Usage
+
+### Automatic logging (zero code)
+
+With the configuration above, feature metadata is logged automatically whenever there is an active MLflow run. No explicit `import mlflow` is needed — just use `store.mlflow`:
+
+```python
+from feast import FeatureStore
+
+store = FeatureStore(".")
+
+with store.mlflow.start_run(run_name="my_training"):
+    training_df = store.get_historical_features(
+        features=store.get_feature_service("driver_activity_v1"),
+        entity_df=entity_df,
+    ).to_df()
+    # The run is now tagged with feast.feature_refs, feast.feature_views, etc.
+
+    model = train(training_df)
+    store.mlflow.log_model(model, "model")
+```
+
+No extra code needed — the tags are written automatically.
+
+### `store.mlflow` API (recommended)
+
+`store.mlflow` is the primary way to interact with the Feast–MLflow integration. It provides Feast-enhanced versions of common MLflow operations, and delegates everything else to the raw `mlflow` module:
+
+```python
+from feast import FeatureStore
+from sklearn.linear_model import LogisticRegression
+
+store = FeatureStore(".")
+
+# Training
+with store.mlflow.start_run(run_name="v1_training"):
+    df = store.get_historical_features(
+        features=store.get_feature_service("driver_activity_v1"),
+        entity_df=entity_df,
+    ).to_df()
+
+    model = LogisticRegression().fit(X, y)
+    store.mlflow.log_model(model, "model")     # Feast-enhanced: saves feast_features.json
+    train_run_id = store.mlflow.active_run_id
+
+# Register model (auto-tags version with feast.feature_service)
+store.mlflow.register_model(f"runs:/{train_run_id}/model", "driver_model")
+
+# Prediction (auto-links to training run)
+with store.mlflow.start_run(run_name="prediction"):
+    model = store.mlflow.load_model("models:/driver_model/1")
+    online_features = store.get_online_features(
+        features=store.get_feature_service("driver_activity_v1"),
+        entity_rows=[{"driver_id": 1001}],
+    )
+    predictions = model.predict(...)
+```
+
+### `feast.mlflow` module API (alternative)
+
+For users who prefer a module-level import, `feast.mlflow` is a **drop-in replacement for `import mlflow`** that delegates to the same `store.mlflow` client under the hood:
+
+```python
+import feast.mlflow
+from feast import FeatureStore
+
+store = FeatureStore(".")   # auto-registers with feast.mlflow
+
+with feast.mlflow.start_run(run_name="training"):
+    df = store.get_historical_features(...).to_df()
+    feast.mlflow.log_params({"lr": "0.01"})     # plain passthrough
+    feast.mlflow.log_metrics({"f1": 0.85})       # plain passthrough
+    feast.mlflow.log_model(model, "model")       # Feast-enhanced
+```
+
+#### Store resolution
+
+`feast.mlflow` resolves its `FeatureStore` in this order:
+
+1. **Explicit `feast.mlflow.init(store)`** — if called, overrides everything
+2. **Auto-registered** — the most recently created `FeatureStore` with `mlflow.enabled=true` registers itself automatically
+3. **Auto-discovery** — falls back to `FeatureStore(".")` from the current directory
+
+In most cases, simply creating a `FeatureStore(...)` is enough — no `init()` needed.
+
+#### Error handling
+
+`feast.mlflow` raises clear errors on first use if something is misconfigured:
+
+| Condition | Error |
+|-----------|-------|
+| No `feature_store.yaml` in cwd and no store created | `RuntimeError` with guidance to call `feast.mlflow.init(store)` |
+| `mlflow.enabled` is not set to `true` | `RuntimeError` with guidance to set `mlflow.enabled=true` |
+| `mlflow` pip package not installed | `ImportError` with guidance to run `pip install feast[mlflow]` |
+
+When `mlflow.enabled` is `false` (or omitted), `store.mlflow` returns `None`, allowing callers to guard with `if store.mlflow:`. The `feast.mlflow` module raises `RuntimeError` only when you attempt to use it without an enabled store.
+
+### Feast-enhanced functions
+
+These functions add automatic Feast tagging and lineage on top of their MLflow counterparts:
+
+| Function | Enhancement |
+|----------|-------------|
+| `store.mlflow.start_run(run_name, tags)` | Auto-tags run with `feast.project` |
+| `store.mlflow.log_model(model, path, flavor)` | Auto-attaches `feast_features.json` artifact |
+| `store.mlflow.register_model(model_uri, name)` | Auto-tags model version with `feast.feature_service` |
+| `store.mlflow.load_model(model_uri)` | Auto-tags prediction run with training lineage |
+
+**Supported model flavors for `log_model()`:** `sklearn`, `pytorch`, `xgboost`, `lightgbm`, `tensorflow`, `keras`, `pyfunc`.
+
+### Feast-only functions
+
+These are unique to the Feast integration and have no `mlflow` equivalent:
+
+| Function | Description |
+|----------|-------------|
+| `store.mlflow.resolve_features(model_uri)` | Resolve model URI to Feast feature service name |
+| `store.mlflow.get_training_entity_df(run_id, ...)` | Recover entity DataFrame from a past MLflow run |
+| `store.mlflow.log_training_dataset(df, dataset_name)` | Log a training DataFrame as an MLflow dataset input |
+| `store.mlflow.active_run_id` | Current active MLflow run ID (or `None`) |
+| `store.mlflow.client` | The underlying `MlflowClient` instance for advanced queries |
+| `feast.mlflow.init(store)` | Explicitly bind `feast.mlflow` module to a `FeatureStore` (optional) |
+
+### Passthrough behavior
+
+The `feast.mlflow` module delegates any attribute not listed above to the raw `mlflow` module. This means you can use `feast.mlflow` as a drop-in replacement for `import mlflow`:
+
+```python
+feast.mlflow.log_params(params)             # passes through to mlflow.log_params
+feast.mlflow.log_metrics(metrics)
+feast.mlflow.set_tag("env", "staging")
+feast.mlflow.MlflowClient()
+```
+
+`store.mlflow` does **not** have this passthrough — it only exposes the Feast-enhanced and Feast-only methods listed above. To access raw `mlflow` functions from `store.mlflow`, use the escape hatches:
+
+```python
+store.mlflow.client.log_param(run_id, "lr", "0.01")  # via MlflowClient instance
+store.mlflow.mlflow.log_params(params)                # via raw mlflow module
+```
+
+### Resolve a model back to its feature service
+
+```python
+from feast import FeatureStore
+
+store = FeatureStore(".")
+fs_name = store.mlflow.resolve_features("models:/driver_model/1")
+# Returns: "driver_activity_v1"
+```
+
+Resolution order:
+1. Model version tag `feast.feature_service` (set by `register_model()`)
+2. Training run tag `feast.feature_service` (set by auto-logging)
+
+### Reproduce training from a past run
+
+```python
+from feast import FeatureStore
+
+store = FeatureStore(".")
+
+entity_df = store.mlflow.get_training_entity_df(run_id="abc123")
+
+with store.mlflow.start_run(run_name="retrain_v2"):
+    new_df = store.get_historical_features(
+        features=store.get_feature_service("driver_activity_v1"),
+        entity_df=entity_df,
+    ).to_df()
+    model = train(new_df)
+    store.mlflow.log_model(model, "model")
+```
+
+This requires `auto_log_entity_df: true` to have been enabled when the original run was recorded.
+
+## Feast UI integration
+
+The Feast UI server exposes three API endpoints that aggregate data from MLflow:
+
+| Endpoint | Description |
+|----------|-------------|
+| `/api/mlflow-runs` | All Feast-tagged MLflow runs with linked registered models |
+| `/api/mlflow-feature-usage` | Per-feature-view usage stats (run count, last used, associated models) |
+| `/api/mlflow-feature-models` | Reverse index of feature refs to registered models |
+
+The feature view detail page in the Feast UI displays:
+- **MLflow Training Runs** count and **Last Used** date in the header stats
+- An **MLflow Usage** panel showing training run count, relative last-used time, and a table of registered models that depend on the feature view
+
+Start the Feast UI with:
+
+```bash
+feast ui --host 127.0.0.1 --port 8888
+```
diff --git a/docs/reference/offline-stores/hybrid.md b/docs/reference/offline-stores/hybrid.md
index a10ed66fd2c..80a5d704323 100644
--- a/docs/reference/offline-stores/hybrid.md
+++ b/docs/reference/offline-stores/hybrid.md
@@ -18,7 +18,7 @@ project: my_feature_repo
 registry: data/registry.db
 provider: local
 offline_store:
-  type: hybrid_offline_store.HybridOfflineStore
+  type: hybrid
   offline_stores:
     - type: spark
       conf:
@@ -82,6 +82,84 @@ store.materialize(
 )
 ```
 
+## Using ConnectionRef with Hybrid Offline Store
+
+When using the HybridOfflineStore, each data source can carry its own credentials via `ConnectionRef`. This is particularly useful when different feature views connect to different accounts or clusters — you no longer need to embed all credentials in `feature_store.yaml`.
+
+### Example: Per-DataSource Credentials
+
+{% code title="feature_store.yaml" %}
+```yaml
+project: my_feature_repo
+registry: data/registry.db
+provider: local
+offline_store:
+  type: hybrid_offline_store.HybridOfflineStore
+  offline_stores:
+    - type: snowflake.offline
+    - type: bigquery
+```
+{% endcode %}
+
+```python
+from feast import FeatureView, Entity, ValueType
+from feast.credentials import ConnectionRef
+from feast.infra.offline_stores.snowflake_source import SnowflakeSource
+from feast.infra.offline_stores.bigquery_source import BigQuerySource
+
+entity = Entity(name="user_id", value_type=ValueType.INT64, join_keys=["user_id"])
+
+# Snowflake source with credentials from a Kubernetes Secret
+feature_view1 = FeatureView(
+    name="user_features",
+    entities=["user_id"],
+    ttl=None,
+    source=SnowflakeSource(
+        table="USER_FEATURES",
+        connection_ref=ConnectionRef(
+            provider="kubernetes",
+            name="snowflake-team-a-creds",
+            namespace="ml-team",
+            connection_type="snowflake.offline",
+            params={"account": "xy12345", "warehouse": "COMPUTE_WH"},
+        ),
+    ),
+)
+
+# BigQuery source with credentials from a Kubernetes Secret
+feature_view2 = FeatureView(
+    name="user_activity",
+    entities=["user_id"],
+    ttl=None,
+    source=BigQuerySource(
+        table="my_project.dataset.user_activity",
+        connection_ref=ConnectionRef(
+            provider="kubernetes",
+            name="bigquery-team-b-creds",
+            namespace="ml-team",
+            connection_type="bigquery",
+        ),
+    ),
+)
+```
+
+In this setup:
+- No sensitive credentials are stored in `feature_store.yaml`.
+- Each data source resolves its credentials independently at runtime from the referenced Kubernetes Secret.
+- The HybridOfflineStore routes operations to the correct backend based on the source type.
+
+### How credential resolution works
+
+1. The HybridOfflineStore determines which backend to use based on the data source class (e.g., `SnowflakeSource` → Snowflake offline store).
+2. Before connecting, the offline store checks if the data source has a `connection_ref`.
+3. If present, credentials are fetched from the external provider (e.g., reading a Kubernetes Secret).
+4. Resolved credentials override the global offline store config for that operation.
+5. If no `connection_ref` is set, the global `feature_store.yaml` configuration is used as a fallback.
+
+This pattern is especially valuable in multi-tenant environments where a shared Feast deployment serves multiple teams, each with isolated credentials and backend accounts.
+
+For details on the `ConnectionRef` structure and supported providers, see [Data Sources Overview](../data-sources/overview.md#per-datasource-credentials-connectionref).
+
 ## Functionality Matrix
 | Feature/Functionality                             | Supported                  |
 |---------------------------------------------------|----------------------------|
diff --git a/docs/reference/offline-stores/mongodb.md b/docs/reference/offline-stores/mongodb.md
index 0e8d1786699..a41d43ca676 100644
--- a/docs/reference/offline-stores/mongodb.md
+++ b/docs/reference/offline-stores/mongodb.md
@@ -3,8 +3,6 @@
 ## Description
 
 The MongoDB offline store provides support for reading [MongoDBSource](../data-sources/mongodb.md).
-* Uses a single shared collection with a compound index for all FeatureViews, distinguished by a `feature_view` discriminator field.
-* Entity dataframes can be provided as a Pandas dataframe. The offline store converts entity identifiers into serialized entity keys for efficient lookup against the collection.
 
 ## Getting started
 
diff --git a/docs/reference/online-stores/README.md b/docs/reference/online-stores/README.md
index 6f31993f896..257864b9b30 100644
--- a/docs/reference/online-stores/README.md
+++ b/docs/reference/online-stores/README.md
@@ -22,6 +22,10 @@ Please see [Online Store](../../getting-started/components/online-store.md) for
 [dragonfly.md](dragonfly.md)
 {% endcontent-ref %}
 
+{% content-ref url="valkey.md" %}
+[valkey.md](valkey.md)
+{% endcontent-ref %}
+
 {% content-ref url="datastore.md" %}
 [datastore.md](datastore.md)
 {% endcontent-ref %}
@@ -31,7 +35,7 @@ Please see [Online Store](../../getting-started/components/online-store.md) for
 {% endcontent-ref %}
 
 {% content-ref url="bigtable.md" %}
-[bigtable.md](mysql.md)
+[bigtable.md](bigtable.md)
 {% endcontent-ref %}
 
 {% content-ref url="postgres.md" %}
@@ -58,6 +62,10 @@ Please see [Online Store](../../getting-started/components/online-store.md) for
 [mongodb.md](mongodb.md)
 {% endcontent-ref %}
 
+{% content-ref url="aerospike.md" %}
+[aerospike.md](aerospike.md)
+{% endcontent-ref %}
+
 {% content-ref url="hazelcast.md" %}
 [hazelcast.md](hazelcast.md)
 {% endcontent-ref %}
diff --git a/docs/reference/online-stores/aerospike.md b/docs/reference/online-stores/aerospike.md
new file mode 100644
index 00000000000..e5a9754796b
--- /dev/null
+++ b/docs/reference/online-stores/aerospike.md
@@ -0,0 +1,389 @@
+# Aerospike online store (Preview)
+
+## Description
+
+The [Aerospike](https://aerospike.com/) online store provides support for materializing feature values into an Aerospike cluster for serving online features.
+
+{% hint style="warning" %}
+The Aerospike online store is currently in **preview**. Some functionality may be unstable, and breaking changes may occur in future releases.
+{% endhint %}
+
+## Features
+
+* Supports both synchronous and asynchronous read/write paths (`online_read` / `online_read_async`, `online_write_batch` / `online_write_batch_async`). Async methods wrap the blocking client in `run_in_executor`, keeping the event loop responsive in feature-server workloads.
+* Partial, server-side upserts via Aerospike Map CDT operations — writing one feature view never clobbers another feature view stored on the same entity.
+* Record-level TTL controlled by a single `ttl_seconds` config option (honours the namespace default, a "never expire" sentinel, or an explicit number of seconds).
+* Per-feature-view **namespace overrides** and **set overrides** — pin individual feature views to RAM-only or SSD-backed namespaces, or isolate one view in its own set, without splitting projects.
+* **Prewriting hook** — a configurable, import-string-resolved callable applied to every write batch for cross-cutting concerns like PII masking, application-side encryption, or value coercion.
+* Authentication and TLS options for Aerospike Enterprise Edition passed straight through to the Aerospike Python client.
+* `client_kwargs` escape hatch for any advanced client-config field not surfaced on `AerospikeOnlineStoreConfig`.
+* Baseline: Aerospike Server **≥ 6.0** (uses batch-write / batch-operate APIs). The store has been developed against CE 8.x.
+
+## Getting started
+
+Install the Aerospike extra (alongside the dependency for the offline store of choice):
+
+```bash
+pip install 'feast[aerospike]'
+```
+
+You can start from any of the standard templates (e.g. `feast init -t local` or `feast init -t aws`) and then swap in Aerospike as the online store as shown below.
+
+## Examples
+
+### Basic configuration — local Aerospike CE
+
+{% code title="feature_store.yaml" %}
+```yaml
+project: my_feature_repo
+registry: data/registry.db
+provider: local
+online_store:
+  type: aerospike
+  hosts:
+    - ["127.0.0.1", 3000]
+  namespace: feast
+```
+{% endcode %}
+
+### Multi-node cluster
+
+{% code title="feature_store.yaml" %}
+```yaml
+project: my_feature_repo
+registry: data/registry.db
+provider: local
+online_store:
+  type: aerospike
+  hosts:
+    - ["aerospike-1.internal", 3000]
+    - ["aerospike-2.internal", 3000]
+    - ["aerospike-3.internal", 3000]
+  namespace: feast
+  ttl_seconds: 86400             # 24h record-level TTL
+  read_timeout_ms: 150            # hard deadline for a single-record get
+  write_timeout_ms: 300           # hard deadline for a single-record put/operate
+  batch_total_timeout_ms: 500     # hard deadline for online_read / online_write_batch
+  batch_max_records: 1000         # chunk size for batch_write / batch_operate
+  socket_timeout_ms: 50           # per-attempt deadline so max_retries can fire
+  max_retries: 2
+```
+{% endcode %}
+
+> **Timeout semantics.** The Aerospike client distinguishes per-attempt
+> (`socket_timeout`) from total (`total_timeout`) deadlines. `*_timeout_ms` map
+> to `total_timeout` — the overall budget for a call including retries. Set
+> `socket_timeout_ms` as well so each individual attempt has its own (shorter)
+> deadline; without it, `max_retries` effectively never fires because the
+> first attempt is allowed to consume the entire total deadline.
+
+> **Batch chunking.** `online_read` and `online_write_batch` split large
+> requests into chunks of at most `batch_max_records` (default `1000`).
+> Aerospike enforces a per-node batch limit via the server `batch-max-requests`
+> setting (historically `5000`). Lower `batch_max_records` if your cluster cap
+> is tighter; raise it only when the server limit and client timeouts allow.
+
+### Aerospike Enterprise with authentication
+
+> Requires Aerospike Enterprise Edition. The Community Edition server has no built-in user/security model and will reject these config keys.
+
+{% code title="feature_store.yaml" %}
+```yaml
+project: my_feature_repo
+registry: data/registry.db
+provider: local
+online_store:
+  type: aerospike
+  hosts:
+    - ["aerospike.internal", 3000]
+  namespace: feast
+  user: feast_user
+  password: ${AEROSPIKE_PASSWORD}   # pragma: allowlist secret
+  auth_mode: internal               # internal | external | pki
+```
+{% endcode %}
+
+### Aerospike Enterprise with TLS
+
+> Requires Aerospike Enterprise Edition. The Community Edition server does not implement TLS, so `tls` config is effective only against EE clusters.
+
+{% code title="feature_store.yaml" %}
+```yaml
+project: my_feature_repo
+registry: data/registry.db
+provider: local
+online_store:
+  type: aerospike
+  hosts:
+    - ["aerospike-1.internal", 4333, "aerospike-tls"]
+  namespace: feast
+  tls:
+    enable: true
+    cafile: /etc/aerospike/certs/ca.pem
+    certfile: /etc/aerospike/certs/client.pem
+    keyfile: /etc/aerospike/certs/client.key
+```
+{% endcode %}
+
+### Per-feature-view namespace and set overrides
+
+Two `Dict[str, str]` config fields — `namespace_overrides` and `set_overrides` — let you place individual feature views on a different Aerospike namespace or set without splitting your project across stores. Anything not listed in either map falls back to the store-level default (`namespace` / `set_name_template`).
+
+Common reasons to reach for these:
+
+* A **hot, latency-sensitive view** belongs on a RAM-only namespace; a **wide, cold view** belongs on an SSD-backed namespace. Same project, different storage tiers.
+* You want `feast apply` deletions or `truncate` on one feature view to be O(1) without scanning records of the others — give that view its own set.
+
+{% code title="feature_store.yaml" %}
+```yaml
+project: my_feature_repo
+registry: data/registry.db
+provider: local
+online_store:
+  type: aerospike
+  hosts:
+    - ["aerospike.internal", 3000]
+  namespace: feast                # default namespace
+  set_name_template: "{project}_{collection_suffix}"
+  namespace_overrides:
+    driver_realtime_stats: feast_ram   # in-memory namespace
+    driver_history_lookup: feast_ssd   # device-backed namespace
+  set_overrides:
+    isolated_view: my_feature_repo_isolated
+```
+{% endcode %}
+
+> **Tradeoffs.**
+>
+> * Every namespace listed in `namespace_overrides` MUST already exist on the cluster — Aerospike cannot create namespaces at runtime, and a missing namespace surfaces as an opaque `AEROSPIKE_ERR_PARAM` on the first read or write.
+> * Putting feature views on different sets means a multi-feature-view read for the same entity becomes one Aerospike round trip per set, not one round trip total. Only opt in when the operational isolation is worth that cost. Reads that touch a single feature view are unaffected.
+> * Admin operations honour the overrides automatically: `update()` (called by `feast apply`) groups dropped feature views by their resolved `(namespace, set)` and issues one background scan per group; `teardown()` truncates every unique `(namespace, set)` pair the project may have written to (including the store-level default).
+
+### Prewriting hooks
+
+`prewriting_hook` is the import path of a callable that is invoked once per `online_write_batch` call, receives the rows about to be written, and returns the rows that actually go on the wire. Use it for cross-cutting write-side concerns that you don't want sprinkled through every materialization job — PII masking, application-side encryption, dual-write fan-out, value coercion, etc.
+
+Hooks are referenced by import string (rather than as a Python `Callable` value) so the config survives YAML/JSON serialisation and remote-feature-server transport. The resolved callable is cached on the store instance, so import cost is paid once per store lifetime.
+
+**Hook signature:**
+
+```python
+def hook(
+    config: RepoConfig,
+    table: FeatureView,
+    data: list[
+        tuple[
+            EntityKeyProto,
+            dict[str, ValueProto],
+            datetime,
+            datetime | None,
+        ]
+    ],
+) -> list[
+    tuple[
+        EntityKeyProto,
+        dict[str, ValueProto],
+        datetime,
+        datetime | None,
+    ]
+]:
+    ...
+```
+
+The hook MUST return a row list with the same schema as its input. Returning `[]` short-circuits the write — same path as an empty input, no wire call is issued. Hooks that raise will fail the whole batch; there is no per-row fallback.
+
+**1. Drop a hook function in your project.** Any module on the `PYTHONPATH` of every process that writes through Feast will do (the materialization workers, the registry CLI host, and the feature server, if you run one).
+
+{% code title="my_feature_repo/hooks.py" %}
+```python
+"""Prewriting hooks for the Aerospike online store."""
+from __future__ import annotations
+
+import hashlib
+import os
+from datetime import datetime
+from typing import Optional
+
+from feast import FeatureView
+from feast.protos.feast.types.EntityKey_pb2 import EntityKey as EntityKeyProto
+from feast.protos.feast.types.Value_pb2 import Value as ValueProto
+from feast.repo_config import RepoConfig
+
+# Names of features that must never reach the online store as plaintext.
+# Matched by exact feature name; tweak to your project's conventions.
+_SENSITIVE_FEATURES = {"email", "phone_number", "ssn"}
+
+
+def hash_pii_string_features(
+    config: RepoConfig,
+    table: FeatureView,
+    data: list[
+        tuple[
+            EntityKeyProto,
+            dict[str, ValueProto],
+            datetime,
+            Optional[datetime],
+        ]
+    ],
+) -> list[
+    tuple[
+        EntityKeyProto,
+        dict[str, ValueProto],
+        datetime,
+        Optional[datetime],
+    ]
+]:
+    """Replace any sensitive string feature with a salted SHA-256 hex digest.
+
+    The hash is deterministic (same input → same digest) so downstream lookups
+    that hash the candidate value the same way still hit. ``FEAST_PII_SALT``
+    must be set on every process that materialises features; an unset salt
+    raises rather than silently falling back to plaintext.
+    """
+    salt = os.environ.get("FEAST_PII_SALT")
+    if salt is None:
+        raise RuntimeError(
+            "FEAST_PII_SALT is not set; refusing to write feature batches "
+            "without a configured PII salt."
+        )
+    salt_bytes = salt.encode("utf-8")
+
+    def _digest(plaintext: str) -> str:
+        h = hashlib.sha256()
+        h.update(salt_bytes)
+        h.update(plaintext.encode("utf-8"))
+        return h.hexdigest()
+
+    transformed: list[
+        tuple[
+            EntityKeyProto,
+            dict[str, ValueProto],
+            datetime,
+            Optional[datetime],
+        ]
+    ] = []
+    for entity_key, values, event_ts, created_ts in data:
+        new_values = dict(values)
+        for feature_name in _SENSITIVE_FEATURES.intersection(new_values):
+            v = new_values[feature_name]
+            if v.HasField("string_val") and v.string_val:
+                new_values[feature_name] = ValueProto(string_val=_digest(v.string_val))
+        transformed.append((entity_key, new_values, event_ts, created_ts))
+    return transformed
+```
+{% endcode %}
+
+**2. Reference the hook from `feature_store.yaml`:**
+
+{% code title="feature_store.yaml" %}
+```yaml
+project: my_feature_repo
+registry: data/registry.db
+provider: local
+online_store:
+  type: aerospike
+  hosts:
+    - ["aerospike.internal", 3000]
+  namespace: feast
+  prewriting_hook: my_feature_repo.hooks.hash_pii_string_features
+```
+{% endcode %}
+
+> **Operational notes.**
+>
+> * The hook is **only invoked on the write path**; reads pass through the store untouched. If your hook is one-way (e.g. hashing) you have to apply the same transformation to the candidate value at read time yourself.
+> * Hooks run inside the same process as the writer — they're not RPCs and not sandboxed. They can read environment variables, open files, call out to KMS, etc. Treat them as part of your trusted code base.
+> * A misconfigured `prewriting_hook` (bad import path, missing function, non-callable target) raises `ValueError` / `TypeError` on the *first* `online_write_batch` call, not on store construction. Add a smoke test that writes one row at deploy time so misconfigurations surface before a real batch.
+
+The full set of configuration options is available in [`AerospikeOnlineStoreConfig`](https://rtd.feast.dev/en/latest/#feast.infra.online_stores.aerospike_online_store.aerospike.AerospikeOnlineStoreConfig).
+
+## Data Model
+
+The Aerospike online store uses a **single set per project** with entity-key collocation. Features from multiple feature views for the same entity are stored together on a single Aerospike record, analogous to the MongoDB online store's "one document per entity" layout.
+
+| Aerospike concept | Feast mapping                                                                 |
+| :---------------- | :---------------------------------------------------------------------------- |
+| Namespace         | `online_store.namespace` (must be pre-configured on the cluster); per-feature-view override via `online_store.namespace_overrides` |
+| Set               | `online_store.set_name_template` → `"{project}_{collection_suffix}"` by default; per-feature-view override via `online_store.set_overrides` |
+| Key               | `serialize_entity_key(entity_key)` as `bytearray` user key                      |
+| Bin `features`    | Map CDT keyed by feature-view name, each value a map of `feature → native`   |
+| Bin `event_ts`    | Map CDT keyed by feature-view name, each value an int64 epoch-ms timestamp    |
+| Bin `created_ts`  | Top-level int64 epoch-ms timestamp (last `feast materialize`)                |
+
+### Example record
+
+For a single entity carrying features from two feature views (`driver_stats` and `pricing`):
+
+```text
+key:  (ns="feast", set="my_feature_repo_latest", user_key=<serialize_entity_key as bytearray>)
+bins:
+  features:
+    driver_stats:
+      rating:        4.91
+      trips_last_7d: 132
+    pricing:
+      surge_multiplier: 1.2
+  event_ts:
+    driver_stats: 1737374400000     # 2025-01-20T12:00:00Z
+    pricing:      1737447000000     # 2025-01-21T08:30:00Z
+  created_ts:      1737460805000    # 2025-01-21T12:00:05Z
+```
+
+### Key design decisions
+
+* **Record per entity, bin per concept.** `features` and `event_ts` are Aerospike Map CDT bins, not dynamic bins, which keeps the store within the 15-byte Aerospike bin-name limit regardless of how many feature views a project has.
+* **Partial upserts via Map CDT ops.** Writes use `batch_write` with `map_put_items("features", {<fv>: {...}})` and `map_put("event_ts", <fv>, <epoch_ms>)`. Concurrent writes to different feature views on the same entity never clobber each other — each write mutates only its own map keys.
+* **Entity-key bytes as the Aerospike user key.** Feast's `serialize_entity_key` output is passed as a `bytearray` user key (not `bytes` — the Python client hashes only the first byte of `bytes` keys, which would collapse distinct entities).
+* **Timestamps as int64 epoch milliseconds.** Aerospike has no native datetime type; tz-naive timestamps are treated as UTC per the `OnlineStore` contract.
+
+### TTL and expiry
+
+`ttl_seconds` is written as record-level metadata on every `online_write_batch` call:
+
+| `ttl_seconds` | Aerospike TTL                     | Effect                                                      |
+| :------------ | :-------------------------------- | :---------------------------------------------------------- |
+| not set / `null` | `TTL_NAMESPACE_DEFAULT`        | Record inherits the namespace's configured `default-ttl`. |
+| `0`           | `TTL_NEVER_EXPIRE`               | Record is kept until explicitly deleted.                    |
+| `>0`          | that many seconds                 | Record is evicted by the server's `nsup` thread.            |
+
+There is no per-feature-view TTL override in this version — the setting is applied uniformly for every write made by the online store.
+
+### Indexes
+
+No secondary indexes are created. All access goes through the primary key, which is the serialized entity key.
+
+## Async support
+
+Async read/write are provided by running the Aerospike Python client's blocking calls on the default thread-pool executor (`loop.run_in_executor`). The underlying C client releases the GIL during network I/O, so `await store.online_read_async(...)` keeps the event loop responsive. A native asyncio Aerospike client is not currently used.
+
+Both sync and async methods are fully supported:
+
+* `online_read` / `online_read_async`
+* `online_write_batch` / `online_write_batch_async`
+* `initialize` / `close` — `initialize(config)` eagerly opens the connection so feature servers pay the TCP/handshake cost at startup; `close()` releases the cached client.
+
+## Functionality Matrix
+
+The set of functionality supported by online stores is described in detail [here](overview.md#functionality).
+Below is a matrix indicating which functionality is supported by the Aerospike online store.
+
+|                                                           | Aerospike |
+| :-------------------------------------------------------- | :-------- |
+| write feature values to the online store                  | yes       |
+| read feature values from the online store                 | yes       |
+| update infrastructure (e.g. tables) in the online store   | yes       |
+| teardown infrastructure (e.g. tables) in the online store | yes       |
+| generate a plan of infrastructure changes                 | no        |
+| support for on-demand transforms                          | yes       |
+| readable by Python SDK                                    | yes       |
+| readable by Java                                          | no        |
+| readable by Go                                            | no        |
+| support for entityless feature views                      | yes       |
+| support for concurrent writing to the same key            | yes       |
+| support for ttl (time to live) at retrieval               | yes       |
+| support for deleting expired data                         | yes       |
+| collocated by feature view                                | no        |
+| collocated by feature service                             | no        |
+| collocated by entity key                                  | yes       |
+
+To compare this set of functionality against other online stores, please see the full [functionality matrix](overview.md#functionality-matrix).
diff --git a/docs/reference/online-stores/cassandra.md b/docs/reference/online-stores/cassandra.md
index 198f15ca47f..5d95e526421 100644
--- a/docs/reference/online-stores/cassandra.md
+++ b/docs/reference/online-stores/cassandra.md
@@ -37,6 +37,51 @@ online_store:
 ```
 {% endcode %}
 
+### Example (Cassandra — multi-DC)
+
+Use `datacenters` instead of `hosts` when your cluster spans multiple datacenters.
+Each entry gets a named Cassandra **execution profile** keyed by its `name` field,
+enabling per-DC routing. The default profile is determined by `load_balancing.local_dc`
+(or the first datacenter entry when `load_balancing` is absent). Use the optional
+`routing` block to direct reads and writes to specific datacenters. The keyspace must
+already exist; Feast does not create it automatically.
+
+`datacenters` is mutually exclusive with `hosts` and `secure_bundle_path`.
+
+{% code title="feature_store.yaml" %}
+```yaml
+project: my_feature_repo
+registry: data/registry.db
+provider: local
+online_store:
+    type: cassandra
+    keyspace: KeyspaceName
+    datacenters:
+        - name: dc1
+          hosts:
+              - 192.168.1.1
+              - 192.168.1.2
+          replication_factor: 3                 # optional, informational only
+          replication_strategy: NetworkTopologyStrategy  # optional, informational only
+        - name: dc2
+          hosts:
+              - 10.0.0.1
+          replication_factor: 2                 # optional, informational only
+    routing:                                    # optional
+        read_dc: dc2                            # DC to use for reads  (default: load_balancing.local_dc)
+        write_dc: dc1                           # DC to use for writes (default: load_balancing.local_dc)
+    port: 9042                                  # optional
+    username: user                              # optional
+    password: secret                            # optional
+    protocol_version: 5                         # optional
+    load_balancing:                             # optional
+        local_dc: 'dc1'                         # sets the default execution profile
+        load_balancing_policy: 'TokenAwarePolicy(DCAwareRoundRobinPolicy)'  # optional
+    read_concurrency: 100                       # optional
+    write_concurrency: 100                      # optional
+```
+{% endcode %}
+
 ### Example (Astra DB)
 
 {% code title="feature_store.yaml" %}
diff --git a/docs/reference/online-stores/dynamodb.md b/docs/reference/online-stores/dynamodb.md
index 68d3d29ca3b..faf2f9a15b8 100644
--- a/docs/reference/online-stores/dynamodb.md
+++ b/docs/reference/online-stores/dynamodb.md
@@ -24,7 +24,7 @@ The full set of configuration options is available in [DynamoDBOnlineStoreConfig
 
 ## Configuration
 
-Below is a example with performance tuning options:
+Below is an example with performance tuning options:
 
 {% code title="feature_store.yaml" %}
 ```yaml
@@ -37,6 +37,7 @@ online_store:
   batch_size: 100
   max_read_workers: 10
   consistent_reads: false
+  warmup_connections: true
 ```
 {% endcode %}
 
@@ -49,6 +50,7 @@ online_store:
 | `batch_size` | int | `100` | Number of items per BatchGetItem/BatchWriteItem request (max 100) |
 | `max_read_workers` | int | `10` | Maximum parallel threads for batch read operations. Higher values improve throughput for large batch reads but increase resource usage |
 | `consistent_reads` | bool | `false` | Whether to use strongly consistent reads (higher latency, guaranteed latest data) |
+| `warmup_connections` | bool | `false` | Whether to pre-warm the async connection pool on startup with a lightweight call (`describe_limits`) |
 | `tags` | dict | `null` | AWS resource tags added to each table |
 | `session_based_auth` | bool | `false` | Use AWS session-based client authentication |
 
@@ -63,6 +65,8 @@ For high-throughput workloads with large entity counts, increase `max_read_worke
 
 **Batch Size**: Increase `batch_size` up to 100 to reduce the number of API calls. However, larger batches may hit DynamoDB's 16MB response limit for tables with large feature values.
 
+**Connection Warmup**: The DynamoDB async client does not establish actual TCP/TLS connections to the AWS endpoint on initialization. The very first feature retrieval request is penalized with a cold-start overhead (~20ms). Setting `warmup_connections: true` establishes the TCP connection pool during server startup.
+
 ## Permissions
 
 Feast requires the following permissions in order to execute commands for DynamoDB online store:
diff --git a/docs/reference/online-stores/milvus.md b/docs/reference/online-stores/milvus.md
index 014c7bd68a5..58f7dbd167a 100644
--- a/docs/reference/online-stores/milvus.md
+++ b/docs/reference/online-stores/milvus.md
@@ -11,6 +11,14 @@ In order to use this online store, you'll need to install the Milvus extra (alon
 
 `pip install 'feast[milvus]'`
 
+{% hint style="warning" %}
+**Upgrading to milvus-lite 3.0.0+**
+
+Feast supports both milvus-lite 2.x and 3.x. However, if you upgrade from milvus-lite 2.x.x to 3.0.0+, the `.db` files created by the original storage format are **not compatible** with the milvus-lite 3.0.0+ engine. You will need to re-import your data into a new database — automatic migration is not available.
+
+See the [milvus-lite GitHub page](https://github.com/milvus-io/milvus-lite) for more details.
+{% endhint %}
+
 You can get started by using any of the other templates (e.g. `feast init -t gcp` or `feast init -t snowflake` or `feast init -t aws`), and then swapping in Redis as the online store as seen below in the examples.
 
 ## Examples
diff --git a/docs/reference/online-stores/overview.md b/docs/reference/online-stores/overview.md
index 6ee076b0669..663a48836dc 100644
--- a/docs/reference/online-stores/overview.md
+++ b/docs/reference/online-stores/overview.md
@@ -29,26 +29,26 @@ See this [issue](https://github.com/feast-dev/feast/issues/2254) for a discussio
 ## Functionality Matrix
 
 There are currently five core online store implementations: `SqliteOnlineStore`, `RedisOnlineStore`, `DynamoDBOnlineStore`, `SnowflakeOnlineStore`, and `DatastoreOnlineStore`.
-There are several additional implementations contributed by the Feast community  (`PostgreSQLOnlineStore`, `HbaseOnlineStore` and `CassandraOnlineStore`), which are not guaranteed to be stable or to match the functionality of the core implementations.
+There are several additional implementations contributed by the Feast community  (`PostgreSQLOnlineStore`, `HbaseOnlineStore`, `CassandraOnlineStore` and `ScyllaDBOnlineStore`), which are not guaranteed to be stable or to match the functionality of the core implementations.
 Details for each specific online store, such as how to configure it in a `feature_store.yaml`, can be found [here](README.md).
 
 Below is a matrix indicating which online stores support what functionality.
 
-| | Sqlite | Redis | DynamoDB | Snowflake | Datastore | Postgres | Hbase | [[Cassandra](https://cassandra.apache.org/_/index.html) / [Astra DB](https://www.datastax.com/products/datastax-astra?utm_source=feast)] | Milvus |
-| :-------------------------------------------------------- | :-- | :-- | :-- | :-- | :-- | :-- | :-- | :-- |:----|
-| write feature values to the online store                  | yes | yes | yes | yes | yes | yes | yes | yes | yes |
-| read feature values from the online store                 | yes | yes | yes | yes | yes | yes | yes | yes | yes |
-| update infrastructure (e.g. tables) in the online store   | yes | yes | yes | yes | yes | yes | yes | yes | yes |
-| teardown infrastructure (e.g. tables) in the online store | yes | yes | yes | yes | yes | yes | yes | yes | yes |
-| generate a plan of infrastructure changes                 | yes | no  | no  | no  | no  | no  | no  | yes | no  |
-| support for on-demand transforms                          | yes | yes | yes | yes | yes | yes | yes | yes | yes |
-| readable by Python SDK                                    | yes | yes | yes | yes | yes | yes | yes | yes | yes |
-| readable by Java                                          | no  | yes | no  | no  | no  | no  | no  | no  | no  |
-| readable by Go                                            | yes | yes | no  | no  | no  | no  | no  | no  | no  |
-| support for entityless feature views                      | yes | yes | yes | yes | yes | yes | yes | yes | yes |
-| support for concurrent writing to the same key            | no  | yes | no  | no  | no  | no  | no  | no  | yes |
-| support for ttl (time to live) at retrieval               | no  | yes | no  | no  | no  | no  | no  | no  | no  |
-| support for deleting expired data                         | no  | yes | no  | no  | no  | no  | no  | no  | no  |
-| collocated by feature view                                | yes | no  | yes | yes | yes | yes | yes | yes | no  |
-| collocated by feature service                             | no  | no  | no  | no  | no  | no  | no  | no  | no  |
-| collocated by entity key                                  | no  | yes | no  | no  | no  | no  | no  | no  | yes |
+| | Sqlite | Redis | DynamoDB | Snowflake | Datastore | Postgres | Hbase | [[Cassandra](https://cassandra.apache.org/_/index.html) / [Astra DB](https://www.datastax.com/products/datastax-astra?utm_source=feast)] | Milvus | ScyllaDB |
+| :-------------------------------------------------------- | :-- | :-- | :-- | :-- | :-- | :-- | :-- | :-- |:----| :-- |
+| write feature values to the online store                  | yes | yes | yes | yes | yes | yes | yes | yes | yes | yes |
+| read feature values from the online store                 | yes | yes | yes | yes | yes | yes | yes | yes | yes | yes |
+| update infrastructure (e.g. tables) in the online store   | yes | yes | yes | yes | yes | yes | yes | yes | yes | yes |
+| teardown infrastructure (e.g. tables) in the online store | yes | yes | yes | yes | yes | yes | yes | yes | yes | yes |
+| generate a plan of infrastructure changes                 | yes | no  | no  | no  | no  | no  | no  | yes | no  | no  |
+| support for on-demand transforms                          | yes | yes | yes | yes | yes | yes | yes | yes | yes | yes |
+| readable by Python SDK                                    | yes | yes | yes | yes | yes | yes | yes | yes | yes | yes |
+| readable by Java                                          | no  | yes | no  | no  | no  | no  | no  | no  | no  | no  |
+| readable by Go                                            | yes | yes | no  | no  | no  | no  | no  | no  | no  | no  |
+| support for entityless feature views                      | yes | yes | yes | yes | yes | yes | yes | yes | yes | yes |
+| support for concurrent writing to the same key            | no  | yes | no  | no  | no  | no  | no  | no  | yes | no  |
+| support for ttl (time to live) at retrieval               | no  | yes | no  | no  | no  | no  | no  | no  | no  | yes |
+| support for deleting expired data                         | no  | yes | no  | no  | no  | no  | no  | no  | no  | yes |
+| collocated by feature view                                | yes | no  | yes | yes | yes | yes | yes | yes | no  | yes |
+| collocated by feature service                             | no  | no  | no  | no  | no  | no  | no  | no  | no  | no  |
+| collocated by entity key                                  | no  | yes | no  | no  | no  | no  | no  | no  | yes | no  |
diff --git a/docs/reference/online-stores/scylladb.md b/docs/reference/online-stores/scylladb.md
index c8583ac101a..98dc03b24cb 100644
--- a/docs/reference/online-stores/scylladb.md
+++ b/docs/reference/online-stores/scylladb.md
@@ -2,20 +2,15 @@
 
 ## Description
 
-ScyllaDB is a low-latency and high-performance Cassandra-compatible (uses CQL) database. You can use the existing Cassandra connector to use ScyllaDB as an online store in Feast.
-
-The [ScyllaDB](https://www.scylladb.com/) online store provides support for materializing feature values into a ScyllaDB or [ScyllaDB Cloud](https://www.scylladb.com/product/scylla-cloud/) cluster for serving online features real-time.
+[ScyllaDB](https://www.scylladb.com/) is a distributed real-time NoSQL database with vector search support.
+This integration uses the native **`scylla-driver`** Python driver for optimised performance and supports materializing feature values into a [ScyllaDB Cloud](https://www.scylladb.com/product/scylla-cloud/) cluster for real-time online feature serving.
 
 ## Getting started
 
-Install Feast with Cassandra support:
-```bash
-pip install "feast[cassandra]"
-```
+Install Feast with the `scylladb` extra, which pulls in `scylla-driver` automatically:
 
-Create a new Feast project:
 ```bash
-feast init REPO_NAME -t cassandra
+pip install feast[scylladb]
 ```
 
 ### Example (ScyllaDB)
@@ -26,7 +21,7 @@ project: scylla_feature_repo
 registry: data/registry.db
 provider: local
 online_store:
-    type: cassandra
+    type: scylladb
     hosts:
         - 172.17.0.2
     keyspace: feast
@@ -43,44 +38,106 @@ project: scylla_feature_repo
 registry: data/registry.db
 provider: local
 online_store:
-    type: cassandra
+    type: scylladb
     hosts:
         - node-0.aws_us_east_1.xxxxxxxx.clusters.scylla.cloud
         - node-1.aws_us_east_1.xxxxxxxx.clusters.scylla.cloud
         - node-2.aws_us_east_1.xxxxxxxx.clusters.scylla.cloud
     keyspace: feast
     username: scylla
-    password: password
+    password: xxxxxx
+    local_dc: AWS_US_EAST_1
 ```
 {% endcode %}
 
-
-The full set of configuration options is available in [CassandraOnlineStoreConfig](https://rtd.feast.dev/en/master/#feast.infra.online_stores.cassandra_online_store.cassandra_online_store.CassandraOnlineStoreConfig).
-For a full explanation of configuration options please look at file
-`sdk/python/feast/infra/online_stores/contrib/cassandra_online_store/README.md`.
+## Configuration options
+
+| Parameter | Type | Default | Description |
+| :--- | :--- | :--- | :--- |
+| `hosts` | list[str] | *(required)* | Contact-point host addresses. |
+| `port` | int | `9042` | CQL port. |
+| `keyspace` | str | `feast_keyspace` | Target ScyllaDB keyspace. |
+| `username` | str | `None` | Auth username. |
+| `password` | str | `None` | Auth password. |
+| `local_dc` | str | `None` | Local datacenter name for DC-aware load balancing. |
+| `request_timeout` | float | `None` | Driver request timeout in seconds. |
+| `read_concurrency` | int | `100` | `concurrency` argument passed to the driver's `execute_concurrent_with_args` for reads. Controls how many CQL statements are in-flight at once. |
+| `write_concurrency` | int | `100` | `concurrency` argument passed to the driver's `execute_concurrent_with_args` for writes. Controls how many CQL statements are in-flight at once. |
+| `vector_similarity_function` | str | `COSINE` | Default similarity function for vector indexes. Supported: `COSINE`, `DOT_PRODUCT`, `EUCLIDEAN`. Can be overridden per-feature via the `similarity_function` Field tag. |
 
 Storage specifications can be found at `docs/specs/online_store_format.md`.
 
+## Vector Search
+
+ScyllaDB Cloud supports approximate nearest-neighbour (ANN) vector search.
+To enable it for a feature view, tag the embedding `Field` with `vector_index=true` and specify the number of dimensions:
+
+{% code title="feature_definitions.py" %}
+```python
+from feast import FeatureView, Field
+from feast.types import Array, Float32, String
+
+documents_fv = FeatureView(
+    name="documents",
+    entities=[item],
+    schema=[
+        Field(name="text", dtype=String),
+        Field(
+            name="embedding",
+            dtype=Array(Float32),
+            tags={
+                "vector_index": "true",
+                "dimensions": "768",
+                "similarity_function": "COSINE",  # COSINE | DOT_PRODUCT | EUCLIDEAN
+            },
+        ),
+    ],
+    online=True,
+    source=push_source,
+)
+```
+{% endcode %}
+
+When `feast apply` runs, the store automatically creates the necessary tables and HNSW ANN index for any feature view with vector-tagged fields.
+
+To query the top-k most similar documents:
+
+```python
+result = store.retrieve_online_documents_v2(
+    features=["documents:text", "documents:embedding"],
+    query=[0.1, 0.2, ...],   # your query embedding
+    top_k=10,
+    distance_metric="COSINE",
+)
+```
+
+### Metadata filtering (OpenAI-compatible)
+
+ScyllaDB supports vector similarity search, but OpenAI-style metadata filtering is **not supported yet**.
+Passing `filters` to `retrieve_online_documents_v2` or the OpenAI-compatible search endpoint raises `NotImplementedError`.
+
+For filtered vector search today, use one of the backends that implement metadata filters (for example Milvus, Elasticsearch, Postgres, SQLite, or MongoDB). See [Alpha Vector Database](../alpha-vector-database.md#supported-online-stores).
+
 ## Functionality Matrix
 
 The set of functionality supported by online stores is described in detail [here](overview.md#functionality).
-Below is a matrix indicating which functionality is supported by the Cassandra plugin.
+Below is a matrix indicating which functionality is supported by the ScyllaDB online store.
 
-|                                                           | Cassandra |
+|                                                           | ScyllaDB  |
 | :-------------------------------------------------------- | :-------- |
 | write feature values to the online store                  | yes       |
 | read feature values from the online store                 | yes       |
 | update infrastructure (e.g. tables) in the online store   | yes       |
 | teardown infrastructure (e.g. tables) in the online store | yes       |
-| generate a plan of infrastructure changes                 | yes       |
+| generate a plan of infrastructure changes                 | no        |
 | support for on-demand transforms                          | yes       |
 | readable by Python SDK                                    | yes       |
 | readable by Java                                          | no        |
 | readable by Go                                            | no        |
 | support for entityless feature views                      | yes       |
 | support for concurrent writing to the same key            | no        |
-| support for ttl (time to live) at retrieval               | no        |
-| support for deleting expired data                         | no        |
+| support for ttl (time to live) at retrieval               | yes       |
+| support for deleting expired data                         | yes       |
 | collocated by feature view                                | yes       |
 | collocated by feature service                             | no        |
 | collocated by entity key                                  | no        |
@@ -89,6 +146,6 @@ To compare this set of functionality against other online stores, please see the
 
 ## Resources
 
-* [Sample application with ScyllaDB](https://feature-store.scylladb.com/stable/)
+* [ScyllaDB Vector Search documentation](https://cloud.docs.scylladb.com/stable/vector-search/)
 * [ScyllaDB website](https://www.scylladb.com/)
 * [ScyllaDB Cloud documentation](https://cloud.docs.scylladb.com/stable/)
diff --git a/docs/reference/online-stores/valkey.md b/docs/reference/online-stores/valkey.md
new file mode 100644
index 00000000000..4ede3f65b5d
--- /dev/null
+++ b/docs/reference/online-stores/valkey.md
@@ -0,0 +1,94 @@
+# Valkey online store
+
+## Description
+
+[Valkey](https://valkey.io/) is an open source (BSD-3-Clause), high-performance key/value datastore hosted by the Linux Foundation, created as a community fork of Redis. It maintains compatibility with the Redis wire protocol, so it can act as a drop-in replacement for Redis. Valkey is also offered as a managed engine by major cloud providers (for example, Amazon ElastiCache for Valkey).
+
+Similar to Redis and [Dragonfly](dragonfly.md), Valkey can be used as an online feature store for Feast: Feast's Redis online store only issues core commands (hash reads/writes, scans, key expiry, pipelines), all of which Valkey implements.
+
+Feast's standard online store operations have been verified against Valkey 8.1: `feast apply`, `feast materialize`, online retrieval via `get_online_features`, `feast teardown`, and key expiry via the `key_ttl_seconds` option. Features that depend on Redis modules (such as vector search) are outside the scope of this page.
+
+## Using Valkey as a drop-in Feast online store instead of Redis
+
+Make sure you have Python and `pip` installed.
+
+Install the Feast SDK and CLI
+
+`pip install feast`
+
+In order to use Valkey as the online store, you'll need to install the redis extra:
+
+`pip install 'feast[redis]'`
+
+### 1. Create a feature repository
+
+Bootstrap a new feature repository:
+
+```
+feast init feast_valkey
+cd feast_valkey/feature_repo
+```
+
+Update `feature_repo/feature_store.yaml` with the below contents:
+
+```
+project: feast_valkey
+registry: data/registry.db
+provider: local
+online_store:
+  type: redis
+  connection_string: "localhost:6379"
+```
+
+Note that the online store `type` remains `redis`: Feast talks to Valkey over the Redis protocol, and all options of the [Redis online store](redis.md) (such as `key_ttl_seconds`) apply unchanged.
+
+### 2. Start Valkey
+
+There are several options available to get Valkey up and running quickly. We will be using Docker for this tutorial.
+
+`docker run -d -p 6379:6379 valkey/valkey:8.1`
+
+### 3. Register feature definitions and deploy your feature store
+
+`feast apply`
+
+The `apply` command scans python files in the current directory for feature view/entity definitions, registers the objects, and deploys infrastructure.
+You should see the following output:
+
+```
+....
+Created entity driver
+Created feature view driver_hourly_stats_fresh
+Created feature view driver_hourly_stats
+Created on demand feature view transformed_conv_rate
+Created on demand feature view transformed_conv_rate_fresh
+Created feature service driver_activity_v1
+Created feature service driver_activity_v3
+Created feature service driver_activity_v2
+```
+
+## Functionality Matrix
+
+The set of functionality supported by online stores is described in detail [here](overview.md#functionality).
+Below is a matrix indicating which functionality is supported by the Redis online store, which Feast uses to communicate with Valkey.
+
+|                                                           | Redis |
+| :-------------------------------------------------------- | :---- |
+| write feature values to the online store                  | yes   |
+| read feature values from the online store                 | yes   |
+| update infrastructure (e.g. tables) in the online store   | yes   |
+| teardown infrastructure (e.g. tables) in the online store | yes   |
+| generate a plan of infrastructure changes                 | no    |
+| support for on-demand transforms                          | yes   |
+| readable by Python SDK                                    | yes   |
+| readable by Java                                          | yes   |
+| readable by Go                                            | yes   |
+| support for entityless feature views                      | yes   |
+| support for concurrent writing to the same key            | yes   |
+| support for ttl (time to live) at retrieval               | yes   |
+| support for deleting expired data                         | yes   |
+| collocated by feature view                                | no    |
+| collocated by feature service                              | no    |
+| collocated by entity key                                  | yes   |
+
+To compare this set of functionality against other online stores, please see the full [functionality matrix](overview.md#functionality-matrix).
diff --git a/docs/reference/openlineage.md b/docs/reference/openlineage.md
index 01837c9936a..6f718ae2ad5 100644
--- a/docs/reference/openlineage.md
+++ b/docs/reference/openlineage.md
@@ -1,54 +1,75 @@
 # OpenLineage Integration
 
-This module provides **native integration** between Feast and [OpenLineage](https://openlineage.io/), enabling automatic data lineage tracking for ML feature engineering workflows.
+Feast provides **native integration** with [OpenLineage](https://openlineage.io/), enabling automatic data lineage tracking for ML feature engineering workflows. Feast can act as both a **producer** (emitting lineage events) and a **consumer** (receiving and displaying lineage from any OpenLineage-compatible system).
 
-## Overview
-
-When enabled, the integration **automatically** emits OpenLineage events for:
+## Quick Start
 
-- **Registry changes** - Events when feature views, feature services, and entities are applied
-- **Feature materialization** - START, COMPLETE, and FAIL events when features are materialized
+### 1. Install
 
-**No code changes required** - just enable OpenLineage in your `feature_store.yaml`!
+```bash
+pip install feast[openlineage]
+# or: pip install openlineage-python
+```
 
-## Installation
+### 2. Configure
 
-OpenLineage is an optional dependency. Install it with:
+```yaml
+# feature_store.yaml
+project: my_project
+registry:
+  registry_type: sql
+  path: sqlite:///data/registry.db
+provider: local
+online_store:
+  type: sqlite
+  path: data/online_store.db
 
-```bash
-pip install openlineage-python
+openlineage:
+  enabled: true
+  transport_type: console   # or http, file, kafka
+  namespace: my_project
+  consumer:
+    enabled: true
+    store_type: sql
 ```
 
-Or install Feast with the OpenLineage extra:
+### 3. Apply and View
 
 ```bash
-pip install feast[openlineage]
+feast apply        # emits lineage events automatically
+feast ui           # starts the UI with lineage visualization
 ```
 
-## Configuration
+Open http://localhost:8888 and navigate to the **Lineage** tab. You will see the full lineage graph — both the Feast registry view and the OpenLineage view.
+
+## Overview
+
+When enabled, the integration **automatically** emits OpenLineage events for:
+
+- **Registry changes** — events when feature views, on-demand feature views, feature services, entities, data sources, and saved datasets are applied
+- **Feature materialization** — START, COMPLETE, and FAIL events when features are materialized
+
+**No code changes required** — just enable OpenLineage in your `feature_store.yaml`.
+
+## Prerequisites
+
+- **SQL registry required for consumer**: The OpenLineage consumer stores lineage data in SQL tables. If you enable the consumer, your Feast registry must use `registry_type: sql` (SQLite, PostgreSQL, MySQL). File-based registries are not supported for the consumer. The producer works with any registry type.
+
+## Producer Configuration
 
 Add the `openlineage` section to your `feature_store.yaml`:
 
 ```yaml
-project: my_project
-registry: data/registry.db
-provider: local
-online_store:
-  type: sqlite
-  path: data/online_store.db
-
 openlineage:
   enabled: true
   transport_type: http
   transport_url: http://localhost:5000
   transport_endpoint: api/v1/lineage
-  namespace: feast
+  namespace: my_project
   emit_on_apply: true
   emit_on_materialize: true
 ```
 
-Once configured, all Feast operations will automatically emit lineage events.
-
 ### Environment Variables
 
 You can also configure via environment variables:
@@ -58,9 +79,29 @@ export FEAST_OPENLINEAGE_ENABLED=true
 export FEAST_OPENLINEAGE_TRANSPORT_TYPE=http
 export FEAST_OPENLINEAGE_URL=http://localhost:5000
 export FEAST_OPENLINEAGE_ENDPOINT=api/v1/lineage
-export FEAST_OPENLINEAGE_NAMESPACE=feast
+export FEAST_OPENLINEAGE_NAMESPACE=my_project
 ```
 
+### Configuration Options
+
+| Option | Default | Description |
+|--------|---------|-------------|
+| `enabled` | `false` | Enable/disable OpenLineage integration |
+| `transport_type` | `None` | Transport type: `http`, `console`, `file`, `kafka`. When unset, defers to OpenLineage SDK defaults |
+| `transport_url` | — | Base URL for HTTP transport (required when `transport_type` is `http`) |
+| `transport_endpoint` | `api/v1/lineage` | API endpoint appended to `transport_url` for HTTP transport |
+| `api_key` | — | Optional API key for authentication with the lineage server |
+| `namespace` | `feast` | Namespace for lineage events. When set to `feast` (default), the Feast project name is used |
+| `producer` | `feast` | Producer identifier included in every OpenLineage event |
+| `emit_on_apply` | `true` | Emit lineage events when `feast apply` is called |
+| `emit_on_materialize` | `true` | Emit lineage events during materialization |
+| `additional_config` | `{}` | Extra transport-specific settings (e.g., `log_file_path` for file transport, `bootstrap_servers` for Kafka) |
+
+### Namespace Behavior
+
+- If `namespace` is `"feast"` (default): uses the project name as the namespace (e.g., `my_project`)
+- If `namespace` is set to a custom value: uses `{namespace}/{project}` (e.g., `custom/my_project`)
+
 ## Usage
 
 Once configured, lineage is tracked automatically:
@@ -69,7 +110,6 @@ Once configured, lineage is tracked automatically:
 from feast import FeatureStore
 from datetime import datetime, timedelta
 
-# Create FeatureStore - OpenLineage is initialized automatically if configured
 fs = FeatureStore(repo_path="feature_repo")
 
 # Apply operations emit lineage events automatically
@@ -80,44 +120,188 @@ fs.materialize(
     start_date=datetime.now() - timedelta(days=1),
     end_date=datetime.now()
 )
-
 ```
 
-## Configuration Options
-
-| Option | Default | Description |
-|--------|---------|-------------|
-| `enabled` | `false` | Enable/disable OpenLineage integration |
-| `transport_type` | `http` | Transport type: `http`, `file`, `kafka` |
-| `transport_url` | - | URL for HTTP transport (required) |
-| `transport_endpoint` | `api/v1/lineage` | API endpoint for HTTP transport |
-| `api_key` | - | Optional API key for authentication |
-| `namespace` | `feast` | Namespace for lineage events (uses project name if set to "feast") |
-| `producer` | `feast` | Producer identifier |
-| `emit_on_apply` | `true` | Emit events on `feast apply` |
-| `emit_on_materialize` | `true` | Emit events on materialization |
-
 ## Lineage Graph Structure
 
-When you run `feast apply`, Feast creates a lineage graph that matches the Feast UI:
+When you run `feast apply`, Feast creates lineage events reflecting the full dependency graph:
 
 ```
-DataSources ──┐
-              ├──→ feast_feature_views_{project} ──→ FeatureViews
-Entities ─────┘                                          │
-                                                         │
-                                                         ▼
-                                     feature_service_{name} ──→ FeatureService
+DataSource ──────────┐
+                     ├──→ FeatureView ──────────────┐
+Entity ──────────────┘        │                     │
+                              │                     ├──→ FeatureService
+                              ▼                     │
+RequestSource ──→ OnDemandFeatureView ──────────────┘
+                              │
+FeatureView ─────────────────┘ (as input source)
+
+FeatureService ──→ SavedDataset
+DataSource ──────→ SavedDataset (via storage matching)
 ```
 
-**Jobs created:**
-- `feast_feature_views_{project}`: Shows DataSources + Entities → FeatureViews
-- `feature_service_{name}`: Shows specific FeatureViews → FeatureService (one per service)
+**Jobs created per `feast apply`:**
+
+| Job | Inputs | Outputs |
+|-----|--------|---------|
+| `feast_apply_entities` | — | Entity datasets |
+| `feast_apply_data_sources` | — | DataSource datasets |
+| `feast_apply_feature_view_{name}` | DataSource + Entity | FeatureView dataset |
+| `feast_apply_odfv_{name}` | FeatureView + RequestSource | OnDemandFeatureView dataset |
+| `feast_apply_feature_service_{name}` | FeatureView(s) + ODFV(s) | FeatureService dataset |
+| `feast_apply_saved_dataset_{name}` | FeatureService + DataSource | SavedDataset dataset |
 
 **Datasets include:**
-- Schema with feature names, types, descriptions, and tags
-- Feast-specific facets with metadata (TTL, entities, owner, etc.)
-- Documentation facets with descriptions
+
+- OpenLineage `SchemaDatasetFacet` with feature names, types, and descriptions
+- Feast-specific facets with rich metadata (TTL, entities, owner, tags, etc.)
+
+## Feast to OpenLineage Mapping
+
+| Feast Concept | OpenLineage Concept | Facet |
+|---------------|---------------------|-------|
+| DataSource | InputDataset | `FeastDataSourceFacet` |
+| Entity | InputDataset | `FeastEntityFacet` |
+| FeatureView | OutputDataset (of FV job) / InputDataset (of FS or ODFV job) | `FeastFeatureViewFacet` |
+| OnDemandFeatureView | OutputDataset | `FeastFeatureViewFacet` (with `mode: ON_DEMAND`) |
+| StreamFeatureView | OutputDataset | `FeastFeatureViewFacet` (with `mode: STREAM`) |
+| FeatureService | OutputDataset | `FeastFeatureServiceFacet` |
+| SavedDataset | OutputDataset | `FeastSavedDatasetFacet` |
+| Feature | Schema field in `SchemaDatasetFacet` | — |
+| Materialization | RunEvent (START/COMPLETE/FAIL) | `FeastMaterializationFacet` |
+| Online Store (per FV) | OutputDataset (materialization target) | `FeastOnlineStoreFacet` |
+
+## Custom Feast Facets
+
+The integration includes custom OpenLineage facets that carry Feast-specific metadata:
+
+### FeastFeatureViewFacet
+
+Captures metadata about feature views (regular, on-demand, and stream):
+
+| Field | Description |
+|-------|-------------|
+| `name` | Feature view name |
+| `ttl_seconds` | Time-to-live in seconds (0 = no TTL) |
+| `entities` | List of entity names |
+| `features` | List of feature names |
+| `online_enabled` / `offline_enabled` | Store configuration |
+| `mode` | Transformation mode: `ON_DEMAND`, `STREAM`, `PYTHON`, `PANDAS`, etc. |
+| `description` | Human-readable description |
+| `owner` | Owner identifier |
+| `tags` | Key-value tags |
+
+### FeastFeatureServiceFacet
+
+Captures metadata about feature services:
+
+| Field | Description |
+|-------|-------------|
+| `name` | Feature service name |
+| `feature_views` | List of feature view names |
+| `feature_count` | Total number of features |
+| `description` | Description |
+| `owner` | Owner identifier |
+| `tags` | Key-value tags |
+| `logging_enabled` | Whether feature logging is enabled |
+
+### FeastDataSourceFacet
+
+Captures metadata about data sources:
+
+| Field | Description |
+|-------|-------------|
+| `name` | Data source name |
+| `source_type` | Type: `FileSource`, `BigQuerySource`, `SnowflakeSource`, `RequestSource`, etc. |
+| `timestamp_field` | Event timestamp column name |
+| `created_timestamp_field` | Created timestamp column name |
+| `field_mapping` | Source-to-feature field mapping |
+| `description` | Description |
+| `tags` | Key-value tags |
+
+### FeastEntityFacet
+
+Captures metadata about entities (join keys for feature lookups):
+
+| Field | Description |
+|-------|-------------|
+| `name` | Entity name |
+| `join_keys` | List of join key column names |
+| `value_type` | Data type (INT64, STRING, etc.) |
+| `description` | Description |
+| `owner` | Owner identifier |
+| `tags` | Key-value tags |
+
+### FeastSavedDatasetFacet
+
+Captures metadata about saved datasets (materialized feature snapshots):
+
+| Field | Description |
+|-------|-------------|
+| `name` | Saved dataset name |
+| `features` | List of feature names |
+| `join_keys` | List of join key column names |
+| `feature_service_name` | Name of the FeatureService that produced this dataset |
+| `full_feature_names` | Whether full feature names were used |
+| `description` | Description |
+| `tags` | Key-value tags |
+
+### FeastMaterializationFacet
+
+Captures materialization run metadata (attached to RunEvents):
+
+| Field | Description |
+|-------|-------------|
+| `feature_views` | Feature views being materialized |
+| `start_date` / `end_date` | Materialization time window |
+| `project` | Feast project name |
+| `rows_written` | Number of rows written |
+| `online_store_type` | Online store backend type |
+| `offline_store_type` | Offline store backend type |
+
+### FeastOnlineStoreFacet
+
+Identifies the online store sink during materialization:
+
+| Field | Description |
+|-------|-------------|
+| `feature_view` | Feature view whose features are stored |
+| `store_type` | Online store backend (redis, sqlite, dynamodb, etc.) |
+| `description` | Description |
+
+### FeastProjectFacet
+
+Captures Feast project context on job events:
+
+| Field | Description |
+|-------|-------------|
+| `project_name` | Feast project name |
+| `provider` | Infrastructure provider (local, gcp, aws) |
+| `online_store_type` | Online store type |
+| `offline_store_type` | Offline store type |
+| `registry_type` | Registry type (file, sql) |
+
+### FeastJobKindFacet
+
+Distinguishes Feast jobs by semantic role:
+
+| Field | Description |
+|-------|-------------|
+| `kind` | `definition` (registry/apply events) or `transform` (runtime materialize/compute) |
+| `feast_project` | Feast project name |
+
+### FeastRetrievalFacet
+
+Captures feature retrieval metadata:
+
+| Field | Description |
+|-------|-------------|
+| `retrieval_type` | `online` or `historical` |
+| `feature_service` | Feature service name (if used) |
+| `feature_views` | Feature views queried |
+| `features` | Features retrieved |
+| `entity_count` | Number of entities queried |
+| `full_feature_names` | Whether full feature names were used |
 
 ## Transport Types
 
@@ -129,9 +313,19 @@ openlineage:
   transport_type: http
   transport_url: http://marquez:5000
   transport_endpoint: api/v1/lineage
-  api_key: your-api-key  # Optional
+  api_key: your-api-key
+```
+
+### Console Transport (Development)
+
+```yaml
+openlineage:
+  enabled: true
+  transport_type: console
 ```
 
+Events are printed to stdout — useful for debugging.
+
 ### File Transport
 
 ```yaml
@@ -153,66 +347,441 @@ openlineage:
     topic: openlineage.events
 ```
 
-## Custom Feast Facets
+## Lineage Visualization
 
-The integration includes custom Feast-specific facets in lineage events:
+### Option 1: Feast UI (Built-in Consumer)
 
-### FeastFeatureViewFacet
+Feast includes a built-in OpenLineage consumer that receives, stores, and visualizes lineage from **all** OpenLineage producers directly in the Feast UI. See the [OpenLineage Consumer](#openlineage-consumer) section below.
 
-Captures metadata about feature views:
-- `name`: Feature view name
-- `ttl_seconds`: Time-to-live in seconds
-- `entities`: List of entity names
-- `features`: List of feature names
-- `online_enabled` / `offline_enabled`: Store configuration
-- `description`: Feature view description
-- `tags`: Key-value tags
+### Option 2: Marquez
 
-### FeastFeatureServiceFacet
+Use [Marquez](https://marquezproject.ai/) to visualize your Feast lineage:
 
-Captures metadata about feature services:
-- `name`: Feature service name
-- `feature_views`: List of feature view names
-- `feature_count`: Total number of features
-- `description`: Feature service description
-- `tags`: Key-value tags
+```bash
+docker run -p 5000:5000 -p 3000:3000 marquezproject/marquez
+```
 
-### FeastMaterializationFacet
+Configure Feast to emit to Marquez:
 
-Captures materialization run metadata:
-- `feature_views`: Feature views being materialized
-- `start_date` / `end_date`: Materialization window
-- `rows_written`: Number of rows written
+```yaml
+openlineage:
+  enabled: true
+  transport_type: http
+  transport_url: http://localhost:5000
+```
 
-## Lineage Visualization
+Access the Marquez UI at http://localhost:3000.
 
-Use [Marquez](https://marquezproject.ai/) to visualize your Feast lineage:
+---
+
+## OpenLineage Consumer
+
+Feast can act as an **OpenLineage consumer**, receiving lineage events from any OpenLineage-compatible producer and displaying them in the Feast UI. This eliminates the need for a separate Marquez deployment.
+
+### Consumer Architecture
+
+```
+Producers (Airflow, Spark, dbt, Feast, Flink, …)
+            │
+            ▼
+   POST /api/v1/lineage  ──→  Event Processor ──→  Lineage Store (SQL)
+                                                          │
+                                                          ▼
+                                                    Feast UI
+                                          ┌──────────────────────────┐
+                                          │  Lineage tab             │
+                                          │  ├─ OpenLineage Graph    │
+                                          │  │   (all producers)     │
+                                          │  └─ ☐ Feast Only Lineage │
+                                          │      (registry view)     │
+                                          │                          │
+                                          │  Events tab              │
+                                          │  └─ Event browser        │
+                                          └──────────────────────────┘
+```
+
+When the consumer is **not** enabled, the Feast UI shows only the original registry-based lineage view.
+
+### Enabling the Consumer
+
+Add the `consumer` section under `openlineage` in your `feature_store.yaml`:
+
+```yaml
+project: my_project
+registry:
+  registry_type: sql                                      # Required for consumer
+  path: postgresql://user:****@host:5432/feast            # pragma: allowlist secret
+
+openlineage:
+  enabled: true
+  namespace: my_project
+  consumer:
+    enabled: true
+    store_type: sql
+    # Optional: separate database for lineage storage.
+    # If omitted, the SQL registry database is reused.
+    # connection_string: postgresql://user:****@host:5432/feast_lineage
+    api_key: "change-me"                                  # pragma: allowlist secret
+    namespace_mapping:
+      "spark://ml-team": "my_project"
+      "airflow://prod-cluster": "my_project"
+```
+
+Or via environment variables:
 
 ```bash
-# Start Marquez
-docker run -p 5000:5000 -p 3000:3000 marquezproject/marquez
+export FEAST_OPENLINEAGE_CONSUMER_ENABLED=true
+export FEAST_OPENLINEAGE_CONSUMER_STORE_TYPE=sql
+export FEAST_OPENLINEAGE_CONSUMER_API_KEY=change-me                     # pragma: allowlist secret
+# Optional separate DB:
+# export FEAST_OPENLINEAGE_CONSUMER_CONNECTION_STRING=postgresql://...
+# Namespace mapping (JSON format):
+export FEAST_OPENLINEAGE_CONSUMER_NAMESPACE_MAPPING='{"spark://ml-team": "my_project", "airflow://prod-cluster": "my_project"}'
+```
 
-# Configure Feast to emit to Marquez (in feature_store.yaml)
-# openlineage:
-#   enabled: true
-#   transport_type: http
-#   transport_url: http://localhost:5000
+### Consumer Configuration Options
+
+| Option | Default | Description |
+|--------|---------|-------------|
+| `consumer.enabled` | `false` | Enable the OpenLineage consumer |
+| `consumer.store_type` | `sql` | Storage backend type. Currently only `sql` is supported |
+| `consumer.connection_string` | — | Optional separate database connection string. If omitted, reuses the SQL registry database |
+| `consumer.api_key` | — | API key that producers must provide when sending events |
+| `consumer.namespace_mapping` | `{}` | Maps external OpenLineage namespaces to Feast project names for RBAC scoping (see [Namespace Mapping](#namespace-mapping)) |
+| `consumer.retention_days` | `30` | Number of days to retain events and runs. Set to `0` to disable pruning |
+| `consumer.retention_check_interval_hours` | `6` | How often the background pruning task runs (hours) |
+
+### Event Retention
+
+The consumer automatically prunes old events and runs to prevent unbounded storage growth. By default, data older than **30 days** is deleted every **6 hours**.
+
+**What gets pruned:** Events (`openlineage_events`) and runs (`openlineage_runs`, `openlineage_run_io`).
+
+**What is preserved:** The current-state graph (jobs, datasets, edges, symlinks) is never pruned. These tables represent the latest lineage topology, not historical data.
+
+```yaml
+openlineage:
+  consumer:
+    enabled: true
+    retention_days: 7          # Keep only 7 days of events
+    retention_check_interval_hours: 1   # Check every hour
+```
+
+To disable automatic pruning entirely:
+
+```yaml
+openlineage:
+  consumer:
+    retention_days: 0          # Keep everything
 ```
 
-Then access the Marquez UI at http://localhost:3000 to see your feature lineage.
+**Environment variables:**
 
-## Namespace Behavior
+| Variable | Default | Description |
+|----------|---------|-------------|
+| `FEAST_OPENLINEAGE_CONSUMER_RETENTION_DAYS` | `30` | Retention period in days |
+| `FEAST_OPENLINEAGE_CONSUMER_RETENTION_CHECK_INTERVAL_HOURS` | `6` | Pruning check interval in hours |
 
-- If `namespace` is set to `"feast"` (default): Uses project name as namespace (e.g., `my_project`)
-- If `namespace` is set to a custom value: Uses `{namespace}/{project}` (e.g., `custom/my_project`)
+**API endpoints:**
 
-## Feast to OpenLineage Mapping
+- `GET /api/v1/lineage/openlineage/retention` — returns current retention config and storage stats (row counts, oldest timestamps)
+- `POST /api/v1/lineage/openlineage/retention/prune` — manually trigger pruning (requires API key)
+
+### Running the Server
+
+The `feast ui` command starts a single server that handles everything:
+
+- Serves the React UI with lineage visualization
+- Exposes the OpenLineage consumer endpoints (both ingestion and query)
+- Reads from the Feast registry
+
+```bash
+feast ui --port 8888
+```
+
+When both producer and consumer are enabled, Feast's own events (from `feast apply`, materialization) are **automatically ingested** into the local consumer store via an in-process wiring — no HTTP transport configuration is needed for self-reporting.
+
+```yaml
+# Minimal config for producer + consumer (self-contained)
+openlineage:
+  enabled: true
+  transport_type: console   # still prints to stdout for debugging
+  namespace: my_project
+  consumer:
+    enabled: true
+```
+
+### Consumer API Endpoints
+
+When the consumer is enabled, the following endpoints are available. All paths shown are relative to the server mount point (e.g., `/api/v1` on the UI server).
+
+#### Event Ingestion (Producer-facing)
+
+| Endpoint | Method | Description |
+|----------|--------|-------------|
+| `/api/v1/lineage` | `POST` | Receive a single OpenLineage event (or array of events). Returns `201` for single events, `200` for batch |
+| `/api/v1/lineage/batch` | `POST` | Receive a batch of OpenLineage events. Returns `204` on full success |
+
+Both endpoints accept the `X-API-Key` header (or `Authorization: Bearer <key>`) when `consumer.api_key` is configured.
+
+#### Lineage Query Endpoints (UI-facing)
+
+| Endpoint | Method | Description |
+|----------|--------|-------------|
+| `/api/v1/lineage/openlineage/graph` | `GET` | Full lineage graph with nodes, edges, and symlinks. Supports `?namespace=X`, `?limit=N`, `?offset=N` |
+| `/api/v1/lineage/openlineage/graph/{node_type}/{namespace}/{name}` | `GET` | Lineage subgraph centered on a specific node. Supports `?depth=N`, `?direction=both|upstream|downstream` |
+| `/api/v1/lineage/openlineage/namespaces` | `GET` | List all distinct namespaces |
+| `/api/v1/lineage/openlineage/events` | `GET` | Browse events with `?namespace=X`, `?job_name=Y`, `?limit=N`, `?offset=N` |
+| `/api/v1/lineage/openlineage/jobs` | `GET` | List all known jobs |
+| `/api/v1/lineage/openlineage/datasets` | `GET` | List all known datasets |
+| `/api/v1/lineage/openlineage/runs` | `GET` | List runs with `?job_namespace=X&job_name=Y`, `?limit=N`, `?offset=N` |
+| `/api/v1/lineage/openlineage/runs/{run_id}` | `GET` | Single run detail with input/output datasets |
+
+#### Registry Lineage Endpoints
+
+| Endpoint | Method | Description |
+|----------|--------|-------------|
+| `/api/v1/lineage/registry` | `GET` | Feast registry lineage with `?project=X` |
+| `/api/v1/lineage/registry/all` | `GET` | Registry lineage for all projects |
+| `/api/v1/lineage/objects/{object_type}/{object_name}` | `GET` | Detail for a specific registry object |
+| `/api/v1/lineage/complete` | `GET` | Complete registry lineage with full object metadata |
+| `/api/v1/lineage/complete/all` | `GET` | Complete registry lineage for all projects |
+
+#### Admin Endpoints
+
+| Endpoint | Method | Description |
+|----------|--------|-------------|
+| `/api/v1/lineage/openlineage/reset` | `DELETE` | Purge all OpenLineage data. Accepts `?namespace=X` to delete a specific namespace only. Requires API key |
+
+### Configuring External Producers
+
+Configure any OpenLineage producer to send events to Feast. The ingestion endpoint is `POST /api/v1/lineage`.
+
+#### Airflow
+
+```python
+# In airflow.cfg or environment
+OPENLINEAGE_URL = "http://feast-server:8888"
+OPENLINEAGE_ENDPOINT = "api/v1/lineage"
+OPENLINEAGE_API_KEY = "change-me"                                       # pragma: allowlist secret
+```
+
+#### Spark
+
+```properties
+spark.openlineage.transport.type=http
+spark.openlineage.transport.url=http://feast-server:8888
+spark.openlineage.transport.endpoint=api/v1/lineage
+spark.openlineage.transport.auth.type=api_key
+spark.openlineage.transport.auth.apiKey=change-me
+```
+
+#### dbt
+
+```yaml
+# In profiles.yml or environment
+OPENLINEAGE_URL: "http://feast-server:8888"
+OPENLINEAGE_ENDPOINT: "api/v1/lineage"
+OPENLINEAGE_API_KEY: "change-me"                                        # pragma: allowlist secret
+```
+
+#### Feast (Self-reporting)
+
+When both the OpenLineage producer and consumer are enabled in the same `feature_store.yaml`, Feast's own events (from `feast apply`, materialization) are automatically ingested into the local consumer store via an in-process wiring — no HTTP transport is needed.
+
+```yaml
+openlineage:
+  enabled: true
+  namespace: my_project
+  consumer:
+    enabled: true
+    api_key: change-me                                                  # pragma: allowlist secret
+```
+
+### Feast UI Lineage Views
+
+When the consumer is enabled, the lineage page in the Feast UI provides two views:
+
+**OpenLineage Graph** (default when events exist)
+
+- Shows lineage from all OpenLineage producers in a unified graph
+- Nodes are color-coded by Feast object type (DataSource, Entity, FeatureView, FeatureService, etc.)
+- Clicking a node opens a detail panel with description, schema, tags, features, entities, facets, and run history (for job nodes)
+- Supports filtering by namespace
+
+**Feast Only Lineage** (checkbox toggle)
+
+- Shows the registry-based lineage view: DataSource → FeatureView → FeatureService, Entity → FeatureView, and OnDemandFeatureView relationships
+- Powered entirely by the Feast registry — works independently of OpenLineage configuration
+- When the consumer is enabled but has no events yet, this view is shown by default with the toggle visible to switch between views
+
+### Cross-Producer Lineage Connectivity
+
+The consumer automatically links datasets across different producers when they refer to the same physical data:
+
+1. **Shared namespace + name** — if Airflow writes to `s3://bucket/path` and Spark reads from the same `s3://bucket/path`, the graph connects them
+2. **SymlinksDatasetFacet** — producers can declare aliases (e.g., Feast declaring its `driver_hourly_stats` is a symlink to `s3://bucket/features/driver_hourly_stats/`)
+3. **dataSource URI matching** — datasets with matching `dataSource.uri` facets are linked even if their namespace or name differ
+
+### RBAC for Lineage
+
+The OpenLineage consumer integrates with Feast's existing RBAC — no new permissions or
+`AuthzedAction` values are introduced:
+
+- **Write access** (producers sending events): authenticated via API key in the `X-API-Key` header. Any authenticated producer can send events.
+- **Read access** (UI viewing lineage): based on existing Feast project permissions. Users who can `DESCRIBE` a Feast project see lineage from that project's namespace **plus** any external namespaces mapped to it via `namespace_mapping`.
+
+### Namespace Mapping
+
+The `consumer.namespace_mapping` configuration is a read-side RBAC bridge that maps
+external OpenLineage namespaces to Feast project names. It controls **who can see what**
+in the lineage UI and API — it does **not** rewrite, reroute, or alter ingested events.
+
+Events are always stored exactly as the producer sent them, with their original namespace
+intact.
+
+#### How It Works
+
+When RBAC is enabled, each API query determines which namespaces the current user may
+see:
+
+1. List all Feast projects the user can `DESCRIBE` (existing Feast RBAC).
+2. For each allowed project, resolve its OpenLineage namespace.
+3. Scan `namespace_mapping` — for each entry whose **value** (Feast project name)
+   matches an allowed project, add that entry's **key** (external namespace) to the
+   allowed set.
+4. Filter all query results to only include data from the allowed namespaces.
+
+#### Configuration
+
+In `feature_store.yaml`:
+
+```yaml
+openlineage:
+  enabled: true
+  namespace: feast
+  consumer:
+    enabled: true
+    api_key: "change-me"                                                # pragma: allowlist secret
+    namespace_mapping:
+      "spark://ml-team": "ml_team"
+      "airflow://prod-cluster": "ml_team"
+      "ray://ml-team": "ml_team"
+```
+
+Or via environment variable (JSON format):
+
+```bash
+export FEAST_OPENLINEAGE_CONSUMER_NAMESPACE_MAPPING='{"spark://ml-team": "ml_team", "airflow://prod-cluster": "ml_team"}'
+```
+
+#### Cross-Producer Example
+
+```
+  Spark              Airflow                Ray               Feast
+  namespace:         namespace:             namespace:         namespace:
+  spark://ml-team    airflow://prod         ray://ml-team      ml_team
+
+       │                  │                     │                 │
+       └──────────────────┼─────────────────────┘                 │
+                          ▼                                       │
+                 POST /api/v1/lineage                              │
+                          │                                       │
+                          ▼                                       │
+               ┌──────────────────────┐       (local wire)        │
+               │  Feast OL Consumer   │ ◄─────────────────────────┘
+               │  namespace_mapping:  │
+               │    spark://ml-team   │
+               │      → ml_team       │
+               │    airflow://prod    │
+               │      → ml_team       │
+               │    ray://ml-team     │
+               │      → ml_team       │
+               └──────────────────────┘
+                          │
+                          ▼
+                   Feast UI / API
+                 (unified lineage view
+                  filtered by RBAC)
+```
+
+A user who can `DESCRIBE` the `ml_team` Feast project sees lineage from **all four
+producers** in a single unified graph.
+
+#### Namespace Resolution for Feast Object Mapping
+
+Beyond RBAC, `namespace_mapping` helps the event processor map incoming datasets
+to Feast registry objects during ingest. When a dataset arrives with namespace
+`spark://ml-team`, the processor resolves it to Feast project `ml_team` and can
+match the dataset against known Feast objects in that project.
+
+Resolution priority:
+
+1. **Exact match** — `namespace_mapping["spark://ml-team"]` → `"ml_team"`
+2. **Authority/path match** — for `scheme://authority/path` namespaces, try the
+   authority+path portion
+3. **Fallback** — use the last path segment as the project name
+
+#### When Namespace Mapping Is Not Needed
+
+- **Single-project setups**: if you only have one Feast project and no external
+  producers, the default behavior (namespace = project name) works without mapping.
+- **Feast-only lineage**: the Feast Only Lineage view operates purely on registry
+  data and does not use `namespace_mapping`.
+- **No RBAC**: when Feast RBAC is disabled, all namespaces are visible to all users.
+  Mapping is still used for Feast object resolution during ingest.
+
+### Per-Run Lineage (Run History)
+
+The consumer tracks individual pipeline runs. When you click on a **job node** in the OpenLineage Graph, the detail panel shows a **Run History** section with:
+
+- A table of past runs: run ID, status badge (COMPLETE, FAIL, RUNNING, ABORT), start time, and duration
+- Click any run to see its specific **inputs and outputs** — the datasets that run consumed and produced
+
+```bash
+# List runs for a specific job
+curl "http://localhost:8888/api/v1/lineage/openlineage/runs?job_namespace=spark://ml-team&job_name=feature_engineering"
+
+# Get a single run with its I/O datasets
+curl "http://localhost:8888/api/v1/lineage/openlineage/runs/{run_id}"
+```
+
+### Lineage Cleanup / Reset
+
+#### Admin Reset Endpoint
+
+Use `DELETE /api/v1/lineage/openlineage/reset` to purge lineage data:
+
+```bash
+# Purge ALL OpenLineage data
+curl -X DELETE -H "X-API-Key: your-key" \
+  http://localhost:8888/api/v1/lineage/openlineage/reset
+
+# Purge only a specific namespace
+curl -X DELETE -H "X-API-Key: your-key" \
+  "http://localhost:8888/api/v1/lineage/openlineage/reset?namespace=airflow://prod-cluster"
+```
+
+#### Feast Teardown Hook
+
+When you run `feast teardown`, Feast automatically cleans up OpenLineage data for the project's namespace (if the consumer is configured).
+
+```bash
+feast teardown
+```
+
+### Database Schema
+
+The consumer creates the following tables automatically on first startup:
+
+| Table | Purpose |
+|-------|---------|
+| `openlineage_events` | Raw event storage with JSON payloads |
+| `openlineage_jobs` | Deduplicated job records with producer, description, and facets |
+| `openlineage_datasets` | Deduplicated dataset records with schema, facets, and Feast object mapping |
+| `openlineage_runs` | Run lifecycle tracking (START/COMPLETE/FAIL) |
+| `openlineage_run_io` | Input/output relationships between runs and datasets |
+| `openlineage_lineage_edges` | Materialized lineage graph edges for efficient traversal |
+| `openlineage_dataset_symlinks` | Cross-producer dataset linking via `SymlinksDatasetFacet` and `dataSource` URI matching |
 
-| Feast Concept | OpenLineage Concept |
-|---------------|---------------------|
-| DataSource | InputDataset |
-| FeatureView | OutputDataset (of feature views job) / InputDataset (of feature service job) |
-| Feature | Schema field |
-| Entity | InputDataset |
-| FeatureService | OutputDataset |
-| Materialization | RunEvent (START/COMPLETE/FAIL) |
+By default these tables are created in the **same database** as the SQL registry. Set `consumer.connection_string` to use a separate database.
diff --git a/docs/reference/registries/remote.md b/docs/reference/registries/remote.md
index a03e30ac85f..55d17f7f55b 100644
--- a/docs/reference/registries/remote.md
+++ b/docs/reference/registries/remote.md
@@ -4,6 +4,16 @@
 
 The Remote Registry is a gRPC client for the registry that implements the `RemoteRegistry` class using the existing `BaseRegistry` interface.
 
+## Installing the client dependency
+
+The remote registry client requires `grpcio`. Install the dedicated client extra before using `registry_type: remote`:
+
+```bash
+pip install "feast[remote]"
+```
+
+The existing `grpcio` extra remains available when running the registry server and includes its reflection and health-checking dependencies.
+
 ## How to configure the client
 
 User needs to create a client side `feature_store.yaml` file, set the `registry_type` to `remote` and provide the server connection configuration.
@@ -18,7 +28,27 @@ registry:
 {% endcode %}
 
 The optional `cert` parameter can be configured as well, it should point to the public certificate path when the Registry Server starts in SSL mode. This may be needed if the Registry Server is started with a self-signed certificate, typically this file ends with *.crt, *.cer, or *.pem.
-More info about the `cert` parameter can be found in [feast-client-connecting-to-remote-registry-sever-started-in-tls-mode](../../how-to-guides/starting-feast-servers-tls-mode.md#feast-client-connecting-to-remote-registry-sever-started-in-tls-mode)
+
+For **mutual TLS (mTLS)**, you can also configure:
+* `client_cert` — Path to the client certificate presented to the server. Must be paired with `client_key`. Typically ends with `*.crt` or `*.pem`.
+* `client_key` — Path to the client private key. Must be paired with `client_cert`. Typically ends with `*.key` or `*.pem`.
+
+When connecting through a tunnel or proxy where the connection address differs from the server hostname, set:
+* `authority` — Overrides the gRPC `:authority` header so the server certificate is validated against the correct hostname.
+
+{% code title="feature_store.yaml" %}
+```yaml
+registry:
+  registry_type: remote
+  path: localhost:8443
+  cert: /path/to/ca.crt
+  client_cert: /path/to/tls.crt
+  client_key: /path/to/tls.key
+  authority: feature-registry.example.com
+```
+{% endcode %}
+
+More info about TLS configuration can be found in [feast-client-connecting-to-remote-registry-sever-started-in-tls-mode](../../how-to-guides/starting-feast-servers-tls-mode.md#feast-client-connecting-to-remote-registry-sever-started-in-tls-mode)
 
 ## How to configure the server
 
diff --git a/docs/reference/registries/sql.md b/docs/reference/registries/sql.md
index ef9993c8753..e8d1bcef17a 100644
--- a/docs/reference/registries/sql.md
+++ b/docs/reference/registries/sql.md
@@ -80,10 +80,114 @@ docker build \
 If you are running Feast in Kubernetes, set the `image.repository` and
 `imagePullSecrets` Helm values accordingly to utilize your custom image.
 
+## Schema management (`schema_mode`)
+
+By default, the SQL registry creates its tables on every startup (`schema_mode: auto`). In production environments where the application should not have DDL privileges, you can pre-create the schema and configure the registry to only verify it:
+
+```yaml
+registry:
+    registry_type: sql
+    path: postgresql://db:5432/feast
+    schema_mode: verify   # or "skip"
+```
+
+| Value | Behavior |
+|---|---|
+| `auto` (default) | Creates tables if they don't exist. Current behavior, no breaking change. |
+| `verify` | Skips DDL. Checks that all expected tables exist on startup; raises an error listing missing tables if any are absent. When a separate `read_path` is configured, the read replica is also verified — a lagging replica (e.g. mid-migration) will block startup. Note: this is a table-level check only — it does not verify individual columns. A schema created by an older Feast version (missing newer columns) will pass verification but may fail at query time. |
+| `skip` | Skips both creation and verification. Use when schema is managed entirely outside Feast (e.g. by a migration tool). |
+
+### Pre-creating the schema
+
+When using `verify` or `skip` mode, run the following CLI command with a user that has DDL privileges to create the schema before starting the application:
+
+```shell
+feast registry create-schema
+```
+
+This reads `feature_store.yaml`, connects to the configured database, and creates all required tables. It is safe to run multiple times — existing tables are not modified.
+
 There are some things to note about how the SQL registry works:
-- Once instantiated, the Registry ensures the tables needed to store data exist, and creates them if they do not.
-- Upon tearing down the feast project, the registry ensures that the tables are dropped from the database.
-- The schema for how data is laid out in tables can be found . It is intentionally simple, storing the serialized protobuf versions of each Feast object keyed by its name.
+- When `schema_mode` is `auto` (the default), the Registry ensures the tables needed to store data exist, and creates them if they do not.
+- Upon tearing down the feast project, the registry deletes all rows from the registry tables (it does not drop the tables themselves). This runs regardless of `schema_mode` and requires only DML (`DELETE`) privileges, not DDL.
+- The schema for how data is laid out in tables can be found in the table definitions in [`sdk/python/feast/infra/registry/sql.py`](https://github.com/feast-dev/feast/blob/master/sdk/python/feast/infra/registry/sql.py). It is intentionally simple, storing the serialized protobuf versions of each Feast object keyed by its name.
+
+## MySQL: serialized-proto columns use `LONGBLOB`
+
+The registry stores each Feast object as a serialized protobuf in a binary
+column. On MySQL these columns are created as `LONGBLOB` (up to 4 GB). Earlier
+versions created them as `BLOB`, which caps at 64 KB — a single `FeatureView`
+proto routinely exceeds that, so MySQL would silently truncate the write and the
+registry would later fail to load with a protobuf `DecodeError` (for example,
+`feast serve` failing to start). Other dialects (PostgreSQL, SQLite) were never
+affected.
+
+New deployments get the correct schema automatically — the registry creates its
+tables as `LONGBLOB` on first use. When an existing MySQL/MariaDB registry still
+has `BLOB` columns, the registry logs an error at startup listing the affected
+columns (it does not refuse to start — a registry whose protos all fit in 64 KB
+is unaffected). **Existing deployments are not migrated automatically**: the
+registry only creates tables that do not already exist, and it has no
+schema-migration step, so previously created `BLOB` columns remain `BLOB`. To
+upgrade an existing MySQL registry, alter each serialized-proto column to
+`LONGBLOB`, for example:
+
+> ⚠️ **Run the migration carefully on a live registry.** A `BLOB`→`LONGBLOB`
+> change is a column *data-type* change, which MySQL InnoDB performs with
+> `ALGORITHM=COPY` — a full table rebuild under a metadata lock that blocks
+> readers and writers for the duration (potentially minutes on a large table
+> such as `feature_view_version_history`). `ALGORITHM=INPLACE` is **not**
+> generally supported for this change and is rejected with
+> `ER_ALTER_OPERATION_NOT_SUPPORTED_REASON` on most builds — do not rely on it.
+>
+> **Before running any `ALTER TABLE`:**
+>
+> 1. **Stop all `feast apply` and materialization jobs.** This is required, not
+>    optional — a write of a `>64 KB` proto to a not-yet-widened `BLOB` column
+>    truncates silently with no error, and concurrent writes also extend the
+>    `ALTER`'s lock duration.
+> 2. Confirm there are no active writers (e.g. `SHOW PROCESSLIST`).
+> 3. Verify you have a backup of the registry database.
+>
+> Then, to minimize the lock window:
+>
+> - On large tables, or on managed MySQL (AWS RDS, Aurora) without shell access,
+>   use an online schema-change tool —
+>   [`pt-online-schema-change`](https://docs.percona.com/percona-toolkit/pt-online-schema-change.html)
+>   (Percona Toolkit) or [`gh-ost`](https://github.com/github/gh-ost) — which
+>   rebuild the table without a long-held lock. For small tables a plain
+>   `ALTER TABLE` in the maintenance window is fine.
+> - Apply one table at a time so a failure is easy to isolate and re-run.
+> - Resume jobs only after all `ALTER TABLE` statements complete successfully.
+> - Rollback is safe (revert `MODIFY ... BLOB`) **only** while no stored proto
+>   exceeds 64 KB; otherwise a revert re-introduces truncation.
+
+```sql
+ALTER TABLE projects               MODIFY project_proto              LONGBLOB NOT NULL;
+ALTER TABLE entities               MODIFY entity_proto               LONGBLOB NOT NULL;
+ALTER TABLE data_sources           MODIFY data_source_proto          LONGBLOB NOT NULL;
+ALTER TABLE feature_views          MODIFY materialized_intervals     LONGBLOB,
+                                   MODIFY feature_view_proto         LONGBLOB NOT NULL,
+                                   MODIFY user_metadata              LONGBLOB;
+ALTER TABLE stream_feature_views   MODIFY feature_view_proto         LONGBLOB NOT NULL,
+                                   MODIFY user_metadata              LONGBLOB;
+ALTER TABLE on_demand_feature_views MODIFY feature_view_proto        LONGBLOB NOT NULL,
+                                   MODIFY user_metadata              LONGBLOB;
+ALTER TABLE label_views            MODIFY feature_view_proto         LONGBLOB NOT NULL,
+                                   MODIFY user_metadata              LONGBLOB;
+ALTER TABLE feature_services       MODIFY feature_service_proto      LONGBLOB NOT NULL;
+ALTER TABLE saved_datasets         MODIFY saved_dataset_proto        LONGBLOB NOT NULL;
+ALTER TABLE validation_references  MODIFY validation_reference_proto LONGBLOB NOT NULL;
+ALTER TABLE managed_infra          MODIFY infra_proto                LONGBLOB NOT NULL;
+ALTER TABLE permissions            MODIFY permission_proto           LONGBLOB NOT NULL;
+-- LARGE TABLE: one row per versioned apply — likely the slowest ALTER. Use
+-- pt-online-schema-change or gh-ost if this registry has significant history.
+ALTER TABLE feature_view_version_history MODIFY feature_view_proto   LONGBLOB NOT NULL;
+```
+
+Any object whose proto already exceeded 64 KB before the upgrade may have been
+stored truncated; re-run `feast apply` for those objects after altering the
+columns so the full proto is rewritten.
 
 ## Example Usage: Concurrent materialization
 The SQL Registry should be used when materializing feature views concurrently to ensure correctness of data in the registry. This can be achieved by simply running feast materialize or feature_store.materialize multiple times using a correctly configured feature_store.yaml. This will make each materialization process talk to the registry database concurrently, and ensure the metadata updates are serialized.
diff --git a/docs/reference/type-system.md b/docs/reference/type-system.md
index eb483c6e769..97cc6036dc8 100644
--- a/docs/reference/type-system.md
+++ b/docs/reference/type-system.md
@@ -24,6 +24,7 @@ Feast supports the following data types:
 | `Bytes` | `bytes` | Binary data |
 | `Bool` | `bool` | Boolean value |
 | `UnixTimestamp` | `datetime` | Unix timestamp (nullable) |
+| `ZonedTimestamp` | `datetime` | Timezone-aware datetime preserving its source zone (nullable) |
 | `Uuid` | `uuid.UUID` | UUID (any version) |
 | `TimeUuid` | `uuid.UUID` | Time-based UUID (version 1) |
 | `Decimal` | `decimal.Decimal` | Arbitrary-precision decimal number |
@@ -202,7 +203,8 @@ from datetime import timedelta
 from feast import Entity, FeatureView, Field, FileSource
 from feast.types import (
     Int32, Int64, Float32, Float64, String, Bytes, Bool, UnixTimestamp,
-    Uuid, TimeUuid, Decimal, Array, Set, Map, ScalarMap, Json, Struct
+    Uuid, TimeUuid, Decimal, Array, Set, Map, ScalarMap, Json, Struct,
+    ZonedTimestamp
 )
 
 # Define a data source
@@ -232,6 +234,7 @@ user_features = FeatureView(
         Field(name="profile_picture", dtype=Bytes),
         Field(name="is_active", dtype=Bool),
         Field(name="last_login", dtype=UnixTimestamp),
+        Field(name="event_time", dtype=ZonedTimestamp),
         Field(name="session_id", dtype=Uuid),
         Field(name="event_id", dtype=TimeUuid),
         Field(name="price", dtype=Decimal),
@@ -362,6 +365,43 @@ unique_prices = {decimal.Decimal("9.99"), decimal.Decimal("19.99"), decimal.Deci
 `Decimal` is **not** inferred from any backend schema. You must declare it explicitly in your feature view schema. The pandas dtype for `Decimal` columns is `object` (holding `decimal.Decimal` instances), not a numeric dtype.
 {% endhint %}
 
+### ZonedTimestamp Type Usage Examples
+
+The `ZonedTimestamp` type stores a timezone-aware `datetime` as both the UTC instant
+and its originating zone, so the original wall-clock zone round-trips losslessly.
+By contrast, `UnixTimestamp` always decodes to UTC and discards the source zone.
+
+```python
+from datetime import datetime, timezone
+from zoneinfo import ZoneInfo
+
+# A datetime in a specific zone — both the instant and "America/Los_Angeles" are kept
+event_time = datetime(2026, 6, 17, 9, 0, 0, tzinfo=ZoneInfo("America/Los_Angeles"))
+
+# ZonedTimestamp values are returned as tz-aware datetime objects, in their own zone
+response = store.get_online_features(
+    features=["event_features:event_time"],
+    entity_rows=[{"user_id": 1001}],
+)
+result = response.to_dict()
+# result["event_time"][0] == event_time  (same instant AND same zone, e.g. 09:00-07:00)
+
+# Two values at the same instant but different zones stay distinct
+la = datetime(2026, 6, 17, 9, 0, 0, tzinfo=ZoneInfo("America/Los_Angeles"))
+utc = datetime(2026, 6, 17, 16, 0, 0, tzinfo=timezone.utc)  # same instant as `la`
+
+# A naive (tz-less) datetime is interpreted as UTC
+naive = datetime(2026, 6, 17, 12, 0, 0)  # stored zone is empty, decoded as UTC
+```
+
+{% hint style="warning" %}
+`ZonedTimestamp` is **not** inferred from any backend schema — you must declare it
+explicitly in your feature view schema. It is not supported as an entity key. The
+zone is stored as an IANA name (e.g. `America/Los_Angeles`) when available, falling
+back to a fixed-offset string; offline stores that cannot natively carry a zone may
+normalize to UTC on that backend.
+{% endhint %}
+
 ### Nested Collection Type Usage Examples
 
 ```python
diff --git a/docs/roadmap.md b/docs/roadmap.md
index e47aa79b573..d92ffa38f24 100644
--- a/docs/roadmap.md
+++ b/docs/roadmap.md
@@ -62,6 +62,7 @@ The list below contains the functionality that contributors are planning to deve
   * [x] [SingleStore](https://docs.feast.dev/reference/online-stores/singlestore)
   * [x] [Couchbase](https://docs.feast.dev/reference/online-stores/couchbase)
   * [x] [MongoDB](https://docs.feast.dev/reference/online-stores/mongodb)
+  * [x] [Aerospike](https://docs.feast.dev/reference/online-stores/aerospike)
   * [x] [Qdrant (vector store)](https://docs.feast.dev/reference/online-stores/qdrant)
   * [x] [Milvus (vector store)](https://docs.feast.dev/reference/online-stores/milvus)
   * [x] [Faiss (vector store)](https://docs.feast.dev/reference/online-stores/faiss)
@@ -89,7 +90,7 @@ The list below contains the functionality that contributors are planning to deve
   * [x] [Offline Feature Server (alpha)](https://docs.feast.dev/reference/feature-servers/offline-feature-server)
   * [x] [Registry server (alpha)](https://github.com/feast-dev/feast/blob/master/docs/reference/feature-servers/registry-server.md)
 * **Data Quality Management (See [RFC](https://docs.google.com/document/d/110F72d4NTv80p35wDSONxhhPBqWRwbZXG4f9mNEMd98/edit))**
-  * [x] Data profiling and validation (Great Expectations)
+  * [x] [Feature Quality Monitoring](https://docs.feast.dev/how-to-guides/feature-monitoring) — built-in metrics, drift detection, serving log monitoring, and UI dashboard
 * **Feature Discovery and Governance**
   * [x] Python SDK for browsing feature registry
   * [x] CLI for browsing feature registry
diff --git a/docs/tutorials/demo-notebooks.md b/docs/tutorials/demo-notebooks.md
new file mode 100644
index 00000000000..8c0ba059f81
--- /dev/null
+++ b/docs/tutorials/demo-notebooks.md
@@ -0,0 +1,114 @@
+# Demo Notebooks
+
+Feast can generate tailored Jupyter notebooks for any Feast project. The notebooks adapt to your `feature_store.yaml` configuration and provide a hands-on walkthrough of core Feast functionality.
+
+## What you get
+
+For each project discovered, Feast creates a directory with notebooks covering:
+
+| Notebook | Description |
+|----------|-------------|
+| **01 — Feature Store Overview** | Explore registered entities, feature views, feature services, and data sources. |
+| **02 — Historical Feature Retrieval** | Build a training dataset with point-in-time correct joins using `get_historical_features`. |
+| **03 — Online Feature Serving** | Materialize features to the online store and retrieve them at low latency with `get_online_features`. |
+
+The content adapts automatically based on:
+
+* **Online / offline store types** — descriptions reflect the actual backends configured.
+* **Registry type** — local registries include `feast apply`; remote registries use `refresh_registry()`.
+* **Authentication** — auth details from `feature_store.yaml` are surfaced when configured.
+* **Vector search** — a vector/RAG retrieval section is included when embeddings are detected.
+
+## Prerequisites
+
+* Python 3.9+
+* Feast installed (`pip install feast`)
+* A feature repository with a valid `feature_store.yaml`
+
+## Using the CLI
+
+Run the command from (or pointing to) a directory containing `feature_store.yaml`:
+
+```bash
+feast demo-notebooks
+```
+
+This searches for `feature_store.yaml` in the current directory and every file inside the `feast-config/` directory. Each file in `feast-config/` is treated as a separate project config. For each project found, notebooks are written to `./feast-demo-notebooks/<project>/`.
+
+### Options
+
+| Option | Default | Description |
+|--------|---------|-------------|
+| `-o, --output-dir` | `./feast-demo-notebooks` | Root directory for generated notebooks |
+| `--overwrite` | `false` | Overwrite if the output directory already exists |
+
+```bash
+# Write to a custom directory
+feast demo-notebooks -o ./my-notebooks
+
+# Overwrite existing notebooks
+feast demo-notebooks --overwrite
+
+# Use --chdir to point at a different feature repo
+feast -c /path/to/feature_repo demo-notebooks
+```
+
+## Using the Python SDK
+
+```python
+from feast import copy_demo_notebooks
+
+copy_demo_notebooks()
+```
+
+### Parameters
+
+| Parameter | Type | Default | Description |
+|-----------|------|---------|-------------|
+| `output_dir` | `str` | `"./feast-demo-notebooks"` | Root directory for generated notebooks |
+| `repo_path` | `str` | `"."` | Directory to search for `feature_store.yaml` files |
+| `overwrite` | `bool` | `False` | Overwrite existing output directories |
+
+### Examples
+
+```python
+from feast import copy_demo_notebooks
+
+# Default — searches current directory, writes to ./feast-demo-notebooks/
+copy_demo_notebooks()
+
+# Custom paths
+copy_demo_notebooks(
+    output_dir="/home/user/notebooks",
+    repo_path="/home/user/feast-projects/my-repo/feature_repo",
+    overwrite=True,
+)
+```
+
+## Multi-project repositories
+
+If your `feast-config/` directory contains multiple files, each is treated as a separate project and a dedicated notebook directory is created:
+
+```
+feast-demo-notebooks/
+├── project_alpha/
+│   ├── 01_feature_store_overview.ipynb
+│   ├── 02_historical_features_training.ipynb
+│   └── 03_online_features_serving.ipynb
+└── project_beta/
+    ├── 01_feature_store_overview.ipynb
+    ├── 02_historical_features_training.ipynb
+    └── 03_online_features_serving.ipynb
+```
+
+## Running the notebooks
+
+Open any generated notebook in Jupyter, JupyterLab, or VS Code and run cells from top to bottom. Each notebook:
+
+1. Configures the path to your `feature_store.yaml` automatically (no manual editing needed).
+2. Connects to the feature store using the Feast Python SDK.
+3. Walks through relevant operations with real data from your project.
+
+{% hint style="info" %}
+The first notebook (**01 — Overview**) includes a prerequisites check and `feast apply` / registry sync step. Subsequent notebooks assume these have already been completed.
+{% endhint %}
diff --git a/docs/tutorials/validating-historical-features.md b/docs/tutorials/validating-historical-features.md
deleted file mode 100644
index 1984adcdcf9..00000000000
--- a/docs/tutorials/validating-historical-features.md
+++ /dev/null
@@ -1,916 +0,0 @@
-# Validating historical features with Great Expectations
-
-In this tutorial, we will use the public dataset of Chicago taxi trips to present data validation capabilities of Feast.
-- The original dataset is stored in BigQuery and consists of raw data for each taxi trip (one row per trip) since 2013.
-- We will generate several training datasets (aka historical features in Feast) for different periods and evaluate expectations made on one dataset against another.
-
-Types of features we're ingesting and generating:
-- Features that aggregate raw data with daily intervals (eg, trips per day, average fare or speed for a specific day, etc.).
-- Features using SQL while pulling data from BigQuery (like total trips time or total miles travelled).
-- Features calculated on the fly when requested using Feast's on-demand transformations
-
-Our plan:
-
-0. Prepare environment
-1. Pull data from BigQuery (optional)
-2. Declare & apply features and feature views in Feast
-3. Generate reference dataset
-4. Develop & test profiler function
-5. Run validation on different dataset using reference dataset & profiler
-
-
-> The original notebook and datasets for this tutorial can be found on [GitHub](https://github.com/feast-dev/dqm-tutorial).
-
-### 0. Setup
-
-Install Feast Python SDK and great expectations:
-
-
-```python
-!pip install 'feast[ge]'
-```
-
-
-### 1. Dataset preparation (Optional)
-
-**You can skip this step if you don't have GCP account. Please use parquet files that are coming with this tutorial instead**
-
-
-```python
-!pip install google-cloud-bigquery
-```
-
-
-```python
-import pyarrow.parquet
-
-from google.cloud.bigquery import Client
-```
-
-
-```python
-bq_client = Client(project='kf-feast')
-```
-
-Running some basic aggregations while pulling data from BigQuery. Grouping by taxi_id and day:
-
-
-```python
-data_query = """SELECT
-    taxi_id,
-    TIMESTAMP_TRUNC(trip_start_timestamp, DAY) as day,
-    SUM(trip_miles) as total_miles_travelled,
-    SUM(trip_seconds) as total_trip_seconds,
-    SUM(fare) as total_earned,
-    COUNT(*) as trip_count
-FROM `bigquery-public-data.chicago_taxi_trips.taxi_trips`
-WHERE
-    trip_miles > 0 AND trip_seconds > 60 AND
-    trip_start_timestamp BETWEEN '2019-01-01' and '2020-12-31' AND
-    trip_total < 1000
-GROUP BY taxi_id, TIMESTAMP_TRUNC(trip_start_timestamp, DAY)"""
-```
-
-
-```python
-driver_stats_table = bq_client.query(data_query).to_arrow()
-
-# Storing resulting dataset into parquet file
-pyarrow.parquet.write_table(driver_stats_table, "trips_stats.parquet")
-```
-
-
-```python
-def entities_query(year):
-    return f"""SELECT
-    distinct taxi_id
-FROM `bigquery-public-data.chicago_taxi_trips.taxi_trips`
-WHERE
-    trip_miles > 0 AND trip_seconds > 0 AND
-    trip_start_timestamp BETWEEN '{year}-01-01' and '{year}-12-31'
-"""
-```
-
-
-```python
-entities_2019_table = bq_client.query(entities_query(2019)).to_arrow()
-
-# Storing entities (taxi ids) into parquet file
-pyarrow.parquet.write_table(entities_2019_table, "entities.parquet")
-```
-
-
-## 2. Declaring features
-
-
-```python
-import pyarrow.parquet
-import pandas as pd
-
-from feast import FeatureView, Entity, FeatureStore, Field, BatchFeatureView
-from feast.types import Float64, Int64
-from feast.value_type import ValueType
-from feast.data_format import ParquetFormat
-from feast.on_demand_feature_view import on_demand_feature_view
-from feast.infra.offline_stores.file_source import FileSource
-from feast.infra.offline_stores.file import SavedDatasetFileStorage
-from datetime import timedelta
-
-```
-
-
-```python
-batch_source = FileSource(
-    timestamp_field="day",
-    path="trips_stats.parquet",  # using parquet file that we created on previous step
-    file_format=ParquetFormat()
-)
-```
-
-
-```python
-taxi_entity = Entity(name='taxi', join_keys=['taxi_id'])
-```
-
-
-```python
-trips_stats_fv = BatchFeatureView(
-    name='trip_stats',
-    entities=[taxi_entity],
-    schema=[
-        Field(name="total_miles_travelled", dtype=Float64),
-        Field(name="total_trip_seconds", dtype=Float64),
-        Field(name="total_earned", dtype=Float64),
-        Field(name="trip_count", dtype=Int64),
-
-    ],
-    ttl=timedelta(seconds=86400),
-    source=batch_source,
-)
-```
-
-*Read more about feature views in [Feast docs](https://docs.feast.dev/getting-started/concepts/feature-view)*
-
-
-```python
-@on_demand_feature_view(
-    sources=[
-      trips_stats_fv,
-    ],
-    schema=[
-        Field(name="avg_fare", dtype=Float64),
-        Field(name="avg_speed", dtype=Float64),
-        Field(name="avg_trip_seconds", dtype=Float64),
-        Field(name="earned_per_hour", dtype=Float64),
-    ]
-)
-def on_demand_stats(inp: pd.DataFrame) -> pd.DataFrame:
-    out = pd.DataFrame()
-    out["avg_fare"] = inp["total_earned"] / inp["trip_count"]
-    out["avg_speed"] = 3600 * inp["total_miles_travelled"] / inp["total_trip_seconds"]
-    out["avg_trip_seconds"] = inp["total_trip_seconds"] / inp["trip_count"]
-    out["earned_per_hour"] = 3600 * inp["total_earned"] / inp["total_trip_seconds"]
-    return out
-```
-
-*Read more about on demand feature views [here](../reference/beta-on-demand-feature-view.md)*
-
-
-```python
-store = FeatureStore(".")  # using feature_store.yaml that stored in the same directory
-```
-
-
-```python
-store.apply([taxi_entity, trips_stats_fv, on_demand_stats])  # writing to the registry
-```
-
-
-## 3. Generating training (reference) dataset
-
-
-```python
-taxi_ids = pyarrow.parquet.read_table("entities.parquet").to_pandas()
-```
-
-Generating range of timestamps with daily frequency:
-
-
-```python
-timestamps = pd.DataFrame()
-timestamps["event_timestamp"] = pd.date_range("2019-06-01", "2019-07-01", freq='D')
-```
-
-Cross merge (aka relation multiplication) produces entity dataframe with each taxi_id repeated for each timestamp:
-
-
-```python
-entity_df = pd.merge(taxi_ids, timestamps, how='cross')
-entity_df
-```
-
-
-
-
-<div>
-<table border="1" class="dataframe">
-  <thead>
-    <tr style="text-align: right;">
-      <th></th>
-      <th>taxi_id</th>
-      <th>event_timestamp</th>
-    </tr>
-  </thead>
-  <tbody>
-    <tr>
-      <th>0</th>
-      <td>91d5288487e87c5917b813ba6f75ab1c3a9749af906a2d...</td>
-      <td>2019-06-01</td>
-    </tr>
-    <tr>
-      <th>1</th>
-      <td>91d5288487e87c5917b813ba6f75ab1c3a9749af906a2d...</td>
-      <td>2019-06-02</td>
-    </tr>
-    <tr>
-      <th>2</th>
-      <td>91d5288487e87c5917b813ba6f75ab1c3a9749af906a2d...</td>
-      <td>2019-06-03</td>
-    </tr>
-    <tr>
-      <th>3</th>
-      <td>91d5288487e87c5917b813ba6f75ab1c3a9749af906a2d...</td>
-      <td>2019-06-04</td>
-    </tr>
-    <tr>
-      <th>4</th>
-      <td>91d5288487e87c5917b813ba6f75ab1c3a9749af906a2d...</td>
-      <td>2019-06-05</td>
-    </tr>
-    <tr>
-      <th>...</th>
-      <td>...</td>
-      <td>...</td>
-    </tr>
-    <tr>
-      <th>156979</th>
-      <td>7ebf27414a0c7b128e7925e1da56d51a8b81484f7630cf...</td>
-      <td>2019-06-27</td>
-    </tr>
-    <tr>
-      <th>156980</th>
-      <td>7ebf27414a0c7b128e7925e1da56d51a8b81484f7630cf...</td>
-      <td>2019-06-28</td>
-    </tr>
-    <tr>
-      <th>156981</th>
-      <td>7ebf27414a0c7b128e7925e1da56d51a8b81484f7630cf...</td>
-      <td>2019-06-29</td>
-    </tr>
-    <tr>
-      <th>156982</th>
-      <td>7ebf27414a0c7b128e7925e1da56d51a8b81484f7630cf...</td>
-      <td>2019-06-30</td>
-    </tr>
-    <tr>
-      <th>156983</th>
-      <td>7ebf27414a0c7b128e7925e1da56d51a8b81484f7630cf...</td>
-      <td>2019-07-01</td>
-    </tr>
-  </tbody>
-</table>
-<p>156984 rows × 2 columns</p>
-</div>
-
-
-
-Retrieving historical features for resulting entity dataframe and persisting output as a saved dataset:
-
-
-```python
-job = store.get_historical_features(
-    entity_df=entity_df,
-    features=[
-        "trip_stats:total_miles_travelled",
-        "trip_stats:total_trip_seconds",
-        "trip_stats:total_earned",
-        "trip_stats:trip_count",
-        "on_demand_stats:avg_fare",
-        "on_demand_stats:avg_trip_seconds",
-        "on_demand_stats:avg_speed",
-        "on_demand_stats:earned_per_hour",
-    ]
-)
-
-store.create_saved_dataset(
-    from_=job,
-    name='my_training_ds',
-    storage=SavedDatasetFileStorage(path='my_training_ds.parquet')
-)
-```
-
-```python
-<SavedDataset(name = my_training_ds, features = ['trip_stats:total_miles_travelled', 'trip_stats:total_trip_seconds', 'trip_stats:total_earned', 'trip_stats:trip_count', 'on_demand_stats:avg_fare', 'on_demand_stats:avg_trip_seconds', 'on_demand_stats:avg_speed', 'on_demand_stats:earned_per_hour'], join_keys = ['taxi_id'], storage = <feast.infra.offline_stores.file_source.SavedDatasetFileStorage object at 0x1276e7950>, full_feature_names = False, tags = {}, _retrieval_job = <feast.infra.offline_stores.file.FileRetrievalJob object at 0x12716fed0>, min_event_timestamp = 2019-06-01 00:00:00, max_event_timestamp = 2019-07-01 00:00:00)>
-```
-
-
-## 4. Developing dataset profiler
-
-Dataset profiler is a function that accepts dataset and generates set of its characteristics. This charasteristics will be then used to evaluate (validate) next datasets.
-
-**Important: datasets are not compared to each other!
-Feast use a reference dataset and a profiler function to generate a reference profile.
-This profile will be then used during validation of the tested dataset.**
-
-
-```python
-import numpy as np
-
-from feast.dqm.profilers.ge_profiler import ge_profiler
-
-from great_expectations.core.expectation_suite import ExpectationSuite
-from great_expectations.dataset import PandasDataset
-```
-
-
-Loading saved dataset first and exploring the data:
-
-
-```python
-ds = store.get_saved_dataset('my_training_ds')
-ds.to_df()
-```
-
-<div>
-<table border="1" class="dataframe">
-  <thead>
-    <tr style="text-align: right;">
-      <th></th>
-      <th>total_earned</th>
-      <th>avg_trip_seconds</th>
-      <th>taxi_id</th>
-      <th>total_miles_travelled</th>
-      <th>trip_count</th>
-      <th>earned_per_hour</th>
-      <th>event_timestamp</th>
-      <th>total_trip_seconds</th>
-      <th>avg_fare</th>
-      <th>avg_speed</th>
-    </tr>
-  </thead>
-  <tbody>
-    <tr>
-      <th>0</th>
-      <td>68.25</td>
-      <td>2270.000000</td>
-      <td>91d5288487e87c5917b813ba6f75ab1c3a9749af906a2d...</td>
-      <td>24.70</td>
-      <td>2.0</td>
-      <td>54.118943</td>
-      <td>2019-06-01 00:00:00+00:00</td>
-      <td>4540.0</td>
-      <td>34.125000</td>
-      <td>19.585903</td>
-    </tr>
-    <tr>
-      <th>1</th>
-      <td>221.00</td>
-      <td>560.500000</td>
-      <td>7a4a6162eaf27805aef407d25d5cb21fe779cd962922cb...</td>
-      <td>54.18</td>
-      <td>24.0</td>
-      <td>59.143622</td>
-      <td>2019-06-01 00:00:00+00:00</td>
-      <td>13452.0</td>
-      <td>9.208333</td>
-      <td>14.499554</td>
-    </tr>
-    <tr>
-      <th>2</th>
-      <td>160.50</td>
-      <td>1010.769231</td>
-      <td>f4c9d05b215d7cbd08eca76252dae51cdb7aca9651d4ef...</td>
-      <td>41.30</td>
-      <td>13.0</td>
-      <td>43.972603</td>
-      <td>2019-06-01 00:00:00+00:00</td>
-      <td>13140.0</td>
-      <td>12.346154</td>
-      <td>11.315068</td>
-    </tr>
-    <tr>
-      <th>3</th>
-      <td>183.75</td>
-      <td>697.550000</td>
-      <td>c1f533318f8480a59173a9728ea0248c0d3eb187f4b897...</td>
-      <td>37.30</td>
-      <td>20.0</td>
-      <td>47.415956</td>
-      <td>2019-06-01 00:00:00+00:00</td>
-      <td>13951.0</td>
-      <td>9.187500</td>
-      <td>9.625116</td>
-    </tr>
-    <tr>
-      <th>4</th>
-      <td>217.75</td>
-      <td>1054.076923</td>
-      <td>455b6b5cae6ca5a17cddd251485f2266d13d6a2c92f07c...</td>
-      <td>69.69</td>
-      <td>13.0</td>
-      <td>57.206451</td>
-      <td>2019-06-01 00:00:00+00:00</td>
-      <td>13703.0</td>
-      <td>16.750000</td>
-      <td>18.308692</td>
-    </tr>
-    <tr>
-      <th>...</th>
-      <td>...</td>
-      <td>...</td>
-      <td>...</td>
-      <td>...</td>
-      <td>...</td>
-      <td>...</td>
-      <td>...</td>
-      <td>...</td>
-      <td>...</td>
-      <td>...</td>
-    </tr>
-    <tr>
-      <th>156979</th>
-      <td>38.00</td>
-      <td>1980.000000</td>
-      <td>0cccf0ec1f46d1e0beefcfdeaf5188d67e170cdff92618...</td>
-      <td>14.90</td>
-      <td>1.0</td>
-      <td>69.090909</td>
-      <td>2019-07-01 00:00:00+00:00</td>
-      <td>1980.0</td>
-      <td>38.000000</td>
-      <td>27.090909</td>
-    </tr>
-    <tr>
-      <th>156980</th>
-      <td>135.00</td>
-      <td>551.250000</td>
-      <td>beefd3462e3f5a8e854942a2796876f6db73ebbd25b435...</td>
-      <td>28.40</td>
-      <td>16.0</td>
-      <td>55.102041</td>
-      <td>2019-07-01 00:00:00+00:00</td>
-      <td>8820.0</td>
-      <td>8.437500</td>
-      <td>11.591837</td>
-    </tr>
-    <tr>
-      <th>156981</th>
-      <td>NaN</td>
-      <td>NaN</td>
-      <td>9a3c52aa112f46cf0d129fafbd42051b0fb9b0ff8dcb0e...</td>
-      <td>NaN</td>
-      <td>NaN</td>
-      <td>NaN</td>
-      <td>2019-07-01 00:00:00+00:00</td>
-      <td>NaN</td>
-      <td>NaN</td>
-      <td>NaN</td>
-    </tr>
-    <tr>
-      <th>156982</th>
-      <td>63.00</td>
-      <td>815.000000</td>
-      <td>08308c31cd99f495dea73ca276d19a6258d7b4c9c88e43...</td>
-      <td>19.96</td>
-      <td>4.0</td>
-      <td>69.570552</td>
-      <td>2019-07-01 00:00:00+00:00</td>
-      <td>3260.0</td>
-      <td>15.750000</td>
-      <td>22.041718</td>
-    </tr>
-    <tr>
-      <th>156983</th>
-      <td>NaN</td>
-      <td>NaN</td>
-      <td>7ebf27414a0c7b128e7925e1da56d51a8b81484f7630cf...</td>
-      <td>NaN</td>
-      <td>NaN</td>
-      <td>NaN</td>
-      <td>2019-07-01 00:00:00+00:00</td>
-      <td>NaN</td>
-      <td>NaN</td>
-      <td>NaN</td>
-    </tr>
-  </tbody>
-</table>
-<p>156984 rows × 10 columns</p>
-</div>
-
-
-
-Feast uses [Great Expectations](https://docs.greatexpectations.io/docs/) as a validation engine and [ExpectationSuite](https://legacy.docs.greatexpectations.io/en/latest/autoapi/great_expectations/core/expectation_suite/index.html#great_expectations.core.expectation_suite.ExpectationSuite) as a dataset's profile. Hence, we need to develop a function that will generate ExpectationSuite. This function will receive instance of [PandasDataset](https://legacy.docs.greatexpectations.io/en/latest/autoapi/great_expectations/dataset/index.html?highlight=pandasdataset#great_expectations.dataset.PandasDataset) (wrapper around pandas.DataFrame) so we can utilize both Pandas DataFrame API and some helper functions from PandasDataset during profiling.
-
-
-```python
-DELTA = 0.1  # controlling allowed window in fraction of the value on scale [0, 1]
-
-@ge_profiler
-def stats_profiler(ds: PandasDataset) -> ExpectationSuite:
-    # simple checks on data consistency
-    ds.expect_column_values_to_be_between(
-        "avg_speed",
-        min_value=0,
-        max_value=60,
-        mostly=0.99  # allow some outliers
-    )
-
-    ds.expect_column_values_to_be_between(
-        "total_miles_travelled",
-        min_value=0,
-        max_value=500,
-        mostly=0.99  # allow some outliers
-    )
-
-    # expectation of means based on observed values
-    observed_mean = ds.trip_count.mean()
-    ds.expect_column_mean_to_be_between("trip_count",
-                                        min_value=observed_mean * (1 - DELTA),
-                                        max_value=observed_mean * (1 + DELTA))
-
-    observed_mean = ds.earned_per_hour.mean()
-    ds.expect_column_mean_to_be_between("earned_per_hour",
-                                        min_value=observed_mean * (1 - DELTA),
-                                        max_value=observed_mean * (1 + DELTA))
-
-
-    # expectation of quantiles
-    qs = [0.5, 0.75, 0.9, 0.95]
-    observed_quantiles = ds.avg_fare.quantile(qs)
-
-    ds.expect_column_quantile_values_to_be_between(
-        "avg_fare",
-        quantile_ranges={
-            "quantiles": qs,
-            "value_ranges": [[None, max_value] for max_value in observed_quantiles]
-        })
-
-    return ds.get_expectation_suite()
-```
-
-Testing our profiler function:
-
-
-```python
-ds.get_profile(profiler=stats_profiler)
-```
-    02/02/2022 02:43:47 PM INFO:	5 expectation(s) included in expectation_suite. result_format settings filtered.
-    <GEProfile with expectations: [
-      {
-        "expectation_type": "expect_column_values_to_be_between",
-        "kwargs": {
-          "column": "avg_speed",
-          "min_value": 0,
-          "max_value": 60,
-          "mostly": 0.99
-        },
-        "meta": {}
-      },
-      {
-        "expectation_type": "expect_column_values_to_be_between",
-        "kwargs": {
-          "column": "total_miles_travelled",
-          "min_value": 0,
-          "max_value": 500,
-          "mostly": 0.99
-        },
-        "meta": {}
-      },
-      {
-        "expectation_type": "expect_column_mean_to_be_between",
-        "kwargs": {
-          "column": "trip_count",
-          "min_value": 10.387244591346153,
-          "max_value": 12.695521167200855
-        },
-        "meta": {}
-      },
-      {
-        "expectation_type": "expect_column_mean_to_be_between",
-        "kwargs": {
-          "column": "earned_per_hour",
-          "min_value": 52.320624975640214,
-          "max_value": 63.94743052578249
-        },
-        "meta": {}
-      },
-      {
-        "expectation_type": "expect_column_quantile_values_to_be_between",
-        "kwargs": {
-          "column": "avg_fare",
-          "quantile_ranges": {
-            "quantiles": [
-              0.5,
-              0.75,
-              0.9,
-              0.95
-            ],
-            "value_ranges": [
-              [
-                null,
-                16.4
-              ],
-              [
-                null,
-                26.229166666666668
-              ],
-              [
-                null,
-                36.4375
-              ],
-              [
-                null,
-                42.0
-              ]
-            ]
-          }
-        },
-        "meta": {}
-      }
-    ]>
-
-
-
-**Verify that all expectations that we coded in our profiler are present here. Otherwise (if you can't find some expectations) it means that it failed to pass on the reference dataset (do it silently is default behavior of Great Expectations).**
-
-Now we can create validation reference from dataset and profiler function:
-
-
-```python
-validation_reference = ds.as_reference(name="validation_reference_dataset", profiler=stats_profiler)
-```
-
-and test it against our existing retrieval job
-
-
-```python
-_ = job.to_df(validation_reference=validation_reference)
-```
-
-    02/02/2022 02:43:52 PM INFO: 5 expectation(s) included in expectation_suite. result_format settings filtered.
-    02/02/2022 02:43:53 PM INFO: Validating data_asset_name None with expectation_suite_name default
-
-
-Validation successfully passed as no exception were raised.
-
-
-### 5. Validating new historical retrieval
-
-Creating new timestamps for Dec 2020:
-
-
-```python
-from feast.dqm.errors import ValidationFailed
-```
-
-
-```python
-timestamps = pd.DataFrame()
-timestamps["event_timestamp"] = pd.date_range("2020-12-01", "2020-12-07", freq='D')
-```
-
-
-```python
-entity_df = pd.merge(taxi_ids, timestamps, how='cross')
-entity_df
-```
-
-<div>
-<table border="1" class="dataframe">
-  <thead>
-    <tr style="text-align: right;">
-      <th></th>
-      <th>taxi_id</th>
-      <th>event_timestamp</th>
-    </tr>
-  </thead>
-  <tbody>
-    <tr>
-      <th>0</th>
-      <td>91d5288487e87c5917b813ba6f75ab1c3a9749af906a2d...</td>
-      <td>2020-12-01</td>
-    </tr>
-    <tr>
-      <th>1</th>
-      <td>91d5288487e87c5917b813ba6f75ab1c3a9749af906a2d...</td>
-      <td>2020-12-02</td>
-    </tr>
-    <tr>
-      <th>2</th>
-      <td>91d5288487e87c5917b813ba6f75ab1c3a9749af906a2d...</td>
-      <td>2020-12-03</td>
-    </tr>
-    <tr>
-      <th>3</th>
-      <td>91d5288487e87c5917b813ba6f75ab1c3a9749af906a2d...</td>
-      <td>2020-12-04</td>
-    </tr>
-    <tr>
-      <th>4</th>
-      <td>91d5288487e87c5917b813ba6f75ab1c3a9749af906a2d...</td>
-      <td>2020-12-05</td>
-    </tr>
-    <tr>
-      <th>...</th>
-      <td>...</td>
-      <td>...</td>
-    </tr>
-    <tr>
-      <th>35443</th>
-      <td>7ebf27414a0c7b128e7925e1da56d51a8b81484f7630cf...</td>
-      <td>2020-12-03</td>
-    </tr>
-    <tr>
-      <th>35444</th>
-      <td>7ebf27414a0c7b128e7925e1da56d51a8b81484f7630cf...</td>
-      <td>2020-12-04</td>
-    </tr>
-    <tr>
-      <th>35445</th>
-      <td>7ebf27414a0c7b128e7925e1da56d51a8b81484f7630cf...</td>
-      <td>2020-12-05</td>
-    </tr>
-    <tr>
-      <th>35446</th>
-      <td>7ebf27414a0c7b128e7925e1da56d51a8b81484f7630cf...</td>
-      <td>2020-12-06</td>
-    </tr>
-    <tr>
-      <th>35447</th>
-      <td>7ebf27414a0c7b128e7925e1da56d51a8b81484f7630cf...</td>
-      <td>2020-12-07</td>
-    </tr>
-  </tbody>
-</table>
-<p>35448 rows × 2 columns</p>
-</div>
-
-
-```python
-job = store.get_historical_features(
-    entity_df=entity_df,
-    features=[
-        "trip_stats:total_miles_travelled",
-        "trip_stats:total_trip_seconds",
-        "trip_stats:total_earned",
-        "trip_stats:trip_count",
-        "on_demand_stats:avg_fare",
-        "on_demand_stats:avg_trip_seconds",
-        "on_demand_stats:avg_speed",
-        "on_demand_stats:earned_per_hour",
-    ]
-)
-```
-
-Execute retrieval job with validation reference:
-
-
-```python
-try:
-    df = job.to_df(validation_reference=validation_reference)
-except ValidationFailed as exc:
-    print(exc.validation_report)
-```
-
-    02/02/2022 02:43:58 PM INFO: 5 expectation(s) included in expectation_suite. result_format settings filtered.
-    02/02/2022 02:43:59 PM INFO: Validating data_asset_name None with expectation_suite_name default
-
-    [
-      {
-        "expectation_config": {
-          "expectation_type": "expect_column_mean_to_be_between",
-          "kwargs": {
-            "column": "trip_count",
-            "min_value": 10.387244591346153,
-            "max_value": 12.695521167200855,
-            "result_format": "COMPLETE"
-          },
-          "meta": {}
-        },
-        "meta": {},
-        "result": {
-          "observed_value": 6.692920555429092,
-          "element_count": 35448,
-          "missing_count": 31055,
-          "missing_percent": 87.6071992778154
-        },
-        "exception_info": {
-          "raised_exception": false,
-          "exception_message": null,
-          "exception_traceback": null
-        },
-        "success": false
-      },
-      {
-        "expectation_config": {
-          "expectation_type": "expect_column_mean_to_be_between",
-          "kwargs": {
-            "column": "earned_per_hour",
-            "min_value": 52.320624975640214,
-            "max_value": 63.94743052578249,
-            "result_format": "COMPLETE"
-          },
-          "meta": {}
-        },
-        "meta": {},
-        "result": {
-          "observed_value": 68.99268345164135,
-          "element_count": 35448,
-          "missing_count": 31055,
-          "missing_percent": 87.6071992778154
-        },
-        "exception_info": {
-          "raised_exception": false,
-          "exception_message": null,
-          "exception_traceback": null
-        },
-        "success": false
-      },
-      {
-        "expectation_config": {
-          "expectation_type": "expect_column_quantile_values_to_be_between",
-          "kwargs": {
-            "column": "avg_fare",
-            "quantile_ranges": {
-              "quantiles": [
-                0.5,
-                0.75,
-                0.9,
-                0.95
-              ],
-              "value_ranges": [
-                [
-                  null,
-                  16.4
-                ],
-                [
-                  null,
-                  26.229166666666668
-                ],
-                [
-                  null,
-                  36.4375
-                ],
-                [
-                  null,
-                  42.0
-                ]
-              ]
-            },
-            "result_format": "COMPLETE"
-          },
-          "meta": {}
-        },
-        "meta": {},
-        "result": {
-          "observed_value": {
-            "quantiles": [
-              0.5,
-              0.75,
-              0.9,
-              0.95
-            ],
-            "values": [
-              19.5,
-              28.1,
-              38.0,
-              44.125
-            ]
-          },
-          "element_count": 35448,
-          "missing_count": 31055,
-          "missing_percent": 87.6071992778154,
-          "details": {
-            "success_details": [
-              false,
-              false,
-              false,
-              false
-            ]
-          }
-        },
-        "exception_info": {
-          "raised_exception": false,
-          "exception_message": null,
-          "exception_traceback": null
-        },
-        "success": false
-      }
-    ]
-
-
-Validation failed since several expectations didn't pass:
-* Trip count (mean) decreased more than 10% (which is expected when comparing Dec 2020 vs June 2019)
-* Average Fare increased - all quantiles are higher than expected
-* Earn per hour (mean) increased more than 10% (most probably due to increased fare)
-
diff --git a/examples/monitoring/monitoring-quickstart.ipynb b/examples/monitoring/monitoring-quickstart.ipynb
new file mode 100644
index 00000000000..77101ffff51
--- /dev/null
+++ b/examples/monitoring/monitoring-quickstart.ipynb
@@ -0,0 +1,1256 @@
+{
+  "cells": [
+    {
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "# Feature Quality Monitoring — Quickstart\n",
+        "\n",
+        "This notebook walks you through Feast's data quality monitoring end-to-end:\n",
+        "\n",
+        "1. Set up a feature store with a PostgreSQL offline store\n",
+        "2. Register features and trigger baseline computation\n",
+        "3. Compute metrics across multiple granularities\n",
+        "4. Read metrics via the Python SDK and REST API\n",
+        "5. Set up serving log monitoring\n",
+        "6. Use on-demand exploration for custom date ranges\n",
+        "\n",
+        "**Prerequisites:** A running PostgreSQL instance and `feast[postgres]` installed."
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "## Step 1: Install Feast"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 1,
+      "metadata": {},
+      "outputs": [],
+      "source": [
+        "!uv pip install -q 'feast[postgres]'"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "## Step 2: Configure the Feature Store\n",
+        "\n",
+        "Create a minimal `feature_store.yaml` with a PostgreSQL offline store."
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 2,
+      "metadata": {},
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "Working directory: /var/folders/cn/z7vz24yj25d8fjqdrs9jbsh00000gn/T/feast_monitoring_demo_kze7m3sk\n"
+          ]
+        }
+      ],
+      "source": [
+        "import os\n",
+        "import tempfile\n",
+        "\n",
+        "REPO_DIR = tempfile.mkdtemp(prefix=\"feast_monitoring_demo_\")\n",
+        "os.makedirs(REPO_DIR, exist_ok=True)\n",
+        "print(f\"Working directory: {REPO_DIR}\")"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {},
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "feature_store.yaml written.\n"
+          ]
+        }
+      ],
+      "source": [
+        "# Adjust these to match your PostgreSQL instance\n",
+        "PG_HOST = os.environ.get(\"FEAST_PG_HOST\", \"localhost\")\n",
+        "PG_PORT = os.environ.get(\"FEAST_PG_PORT\", \"5432\")\n",
+        "PG_DB = os.environ.get(\"FEAST_PG_DB\", \"feast\")\n",
+        "PG_USER = os.environ.get(\"FEAST_PG_USER\", \"feast\")\n",
+        "PG_PASS = os.environ.get(\"FEAST_PG_PASS\", \"feast\")\n",
+        "\n",
+        "PG_SSLMODE = os.environ.get(\"FEAST_PG_SSLMODE\", \"disable\")\n",
+        "\n",
+        "feature_store_yaml = f\"\"\"\n",
+        "project: monitoring_demo\n",
+        "registry:\n",
+        "    registry_type: sql\n",
+        "    path: postgresql://{PG_USER}:{PG_PASS}@{PG_HOST}:{PG_PORT}/{PG_DB}?sslmode={PG_SSLMODE}\n",
+        "provider: local\n",
+        "offline_store:\n",
+        "    type: postgres\n",
+        "    host: {PG_HOST}\n",
+        "    port: {PG_PORT}\n",
+        "    database: {PG_DB}\n",
+        "    user: {PG_USER}\n",
+        "    password: {PG_PASS}\n",
+        "    sslmode: {PG_SSLMODE}\n",
+        "online_store:\n",
+        "    type: sqlite\n",
+        "    path: {REPO_DIR}/online_store.db\n",
+        "entity_key_serialization_version: 3\n",
+        "\"\"\"\n",
+        "\n",
+        "with open(os.path.join(REPO_DIR, \"feature_store.yaml\"), \"w\") as f:\n",
+        "    f.write(feature_store_yaml)\n",
+        "\n",
+        "print(\"feature_store.yaml written.\")"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "## Step 3: Create Sample Data and Feature Definitions"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 4,
+      "metadata": {},
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "Sample data: 5000 rows, 60 days\n"
+          ]
+        },
+        {
+          "data": {
+            "text/html": [
+              "<div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>driver_id</th>\n",
+              "      <th>event_timestamp</th>\n",
+              "      <th>conv_rate</th>\n",
+              "      <th>acc_rate</th>\n",
+              "      <th>avg_daily_trips</th>\n",
+              "      <th>vehicle_type</th>\n",
+              "      <th>created</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>1148</td>\n",
+              "      <td>2025-02-08</td>\n",
+              "      <td>0.348307</td>\n",
+              "      <td>0.794390</td>\n",
+              "      <td>14</td>\n",
+              "      <td>compact</td>\n",
+              "      <td>2025-02-08</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>1539</td>\n",
+              "      <td>2025-02-21</td>\n",
+              "      <td>0.305945</td>\n",
+              "      <td>0.749046</td>\n",
+              "      <td>25</td>\n",
+              "      <td>van</td>\n",
+              "      <td>2025-02-21</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>1487</td>\n",
+              "      <td>2025-01-29</td>\n",
+              "      <td>0.791641</td>\n",
+              "      <td>0.784492</td>\n",
+              "      <td>17</td>\n",
+              "      <td>sedan</td>\n",
+              "      <td>2025-01-29</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>1821</td>\n",
+              "      <td>2025-01-15</td>\n",
+              "      <td>0.267308</td>\n",
+              "      <td>0.726226</td>\n",
+              "      <td>17</td>\n",
+              "      <td>sedan</td>\n",
+              "      <td>2025-01-15</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>1437</td>\n",
+              "      <td>2025-02-12</td>\n",
+              "      <td>0.544618</td>\n",
+              "      <td>0.729568</td>\n",
+              "      <td>11</td>\n",
+              "      <td>suv</td>\n",
+              "      <td>2025-02-12</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>"
+            ],
+            "text/plain": [
+              "   driver_id event_timestamp  conv_rate  acc_rate  avg_daily_trips  \\\n",
+              "0       1148      2025-02-08   0.348307  0.794390               14   \n",
+              "1       1539      2025-02-21   0.305945  0.749046               25   \n",
+              "2       1487      2025-01-29   0.791641  0.784492               17   \n",
+              "3       1821      2025-01-15   0.267308  0.726226               17   \n",
+              "4       1437      2025-02-12   0.544618  0.729568               11   \n",
+              "\n",
+              "  vehicle_type    created  \n",
+              "0      compact 2025-02-08  \n",
+              "1          van 2025-02-21  \n",
+              "2        sedan 2025-01-29  \n",
+              "3        sedan 2025-01-15  \n",
+              "4          suv 2025-02-12  "
+            ]
+          },
+          "execution_count": null,
+          "metadata": {},
+          "output_type": "execute_result"
+        }
+      ],
+      "source": [
+        "import numpy as np\n",
+        "import pandas as pd\n",
+        "from datetime import datetime, timedelta\n",
+        "\n",
+        "np.random.seed(42)\n",
+        "\n",
+        "N_ROWS = 5000\n",
+        "N_DAYS = 60\n",
+        "\n",
+        "base_date = datetime(2025, 1, 1)\n",
+        "timestamps = [base_date + timedelta(days=int(d)) for d in np.random.randint(0, N_DAYS, N_ROWS)]\n",
+        "\n",
+        "df = pd.DataFrame({\n",
+        "    \"driver_id\": np.random.randint(1000, 2000, N_ROWS),\n",
+        "    \"event_timestamp\": timestamps,\n",
+        "    \"conv_rate\": np.clip(np.random.normal(0.5, 0.2, N_ROWS), 0, 1),\n",
+        "    \"acc_rate\": np.clip(np.random.normal(0.7, 0.15, N_ROWS), 0, 1),\n",
+        "    \"avg_daily_trips\": np.random.poisson(20, N_ROWS).astype(\"int32\"),\n",
+        "    \"vehicle_type\": np.random.choice([\"sedan\", \"suv\", \"truck\", \"van\", \"compact\"], N_ROWS),\n",
+        "    \"created\": timestamps,\n",
+        "})\n",
+        "\n",
+        "print(f\"Sample data: {len(df)} rows, {N_DAYS} days\")\n",
+        "df.head()"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 5,
+      "metadata": {},
+      "outputs": [],
+      "source": [
+        "!uv pip install -q 'psycopg2'"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 6,
+      "metadata": {},
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "Loaded sample data into PostgreSQL table 'driver_stats_source'.\n"
+          ]
+        }
+      ],
+      "source": [
+        "# Load sample data into PostgreSQL'\n",
+        "from sqlalchemy import create_engine\n",
+        "\n",
+        "engine = create_engine(f\"postgresql://{PG_USER}:{PG_PASS}@{PG_HOST}:{PG_PORT}/{PG_DB}\")\n",
+        "df.to_sql(\"driver_stats_source\", engine, if_exists=\"replace\", index=False)\n",
+        "print(\"Loaded sample data into PostgreSQL table 'driver_stats_source'.\")"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 7,
+      "metadata": {},
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "Feature definitions written.\n"
+          ]
+        }
+      ],
+      "source": [
+        "# Write feature definitions\n",
+        "definitions = '''\n",
+        "from datetime import timedelta\n",
+        "from feast import Entity, FeatureView, FeatureService, Field\n",
+        "from feast.types import Float32, Int32, String\n",
+        "from feast.infra.offline_stores.contrib.postgres_offline_store.postgres_source import (\n",
+        "    PostgreSQLSource,\n",
+        ")\n",
+        "\n",
+        "driver = Entity(name=\"driver\", join_keys=[\"driver_id\"])\n",
+        "\n",
+        "driver_stats_source = PostgreSQLSource(\n",
+        "    name=\"driver_stats_source\",\n",
+        "    query=\"SELECT * FROM driver_stats_source\",\n",
+        "    timestamp_field=\"event_timestamp\",\n",
+        "    created_timestamp_column=\"created\",\n",
+        ")\n",
+        "\n",
+        "driver_stats_fv = FeatureView(\n",
+        "    name=\"driver_stats\",\n",
+        "    entities=[driver],\n",
+        "    ttl=timedelta(days=365),\n",
+        "    schema=[\n",
+        "        Field(name=\"conv_rate\", dtype=Float32),\n",
+        "        Field(name=\"acc_rate\", dtype=Float32),\n",
+        "        Field(name=\"avg_daily_trips\", dtype=Int32),\n",
+        "        Field(name=\"vehicle_type\", dtype=String),\n",
+        "    ],\n",
+        "    source=driver_stats_source,\n",
+        ")\n",
+        "\n",
+        "driver_service = FeatureService(\n",
+        "    name=\"driver_service\",\n",
+        "    features=[driver_stats_fv],\n",
+        ")\n",
+        "'''\n",
+        "\n",
+        "with open(os.path.join(REPO_DIR, \"definitions.py\"), \"w\") as f:\n",
+        "    f.write(definitions)\n",
+        "\n",
+        "print(\"Feature definitions written.\")"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "## Step 4: Apply — Registers Features & Triggers Baseline\n",
+        "\n",
+        "Running `feast apply` registers the feature definitions and automatically queues baseline metric computation."
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 8,
+      "metadata": {},
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "/var/folders/cn/z7vz24yj25d8fjqdrs9jbsh00000gn/T/feast_monitoring_demo_kze7m3sk/definitions.py:9: DeprecationWarning: Entity value_type will be mandatory in the next release. Please specify a value_type for entity 'driver'.\n",
+            "  driver = Entity(name=\"driver\", join_keys=[\"driver_id\"])\n",
+            "The `path` of the `RegistryConfig` starts with a plain `postgresql` string. We are updating this to `postgresql+psycopg` to ensure that the `psycopg3` driver is used by `sqlalchemy`. If you want to use `psycopg2` pass `postgresql+psycopg2` explicitely to `path`. To silence this warning, pass `postgresql+psycopg` explicitely to `path`.\n"
+          ]
+        },
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "Features registered. Baseline computation queued.\n"
+          ]
+        }
+      ],
+      "source": [
+        "import sys\n",
+        "from feast import FeatureStore\n",
+        "\n",
+        "sys.path.insert(0, REPO_DIR)\n",
+        "from definitions import driver, driver_stats_source, driver_stats_fv, driver_service\n",
+        "\n",
+        "store = FeatureStore(repo_path=REPO_DIR)\n",
+        "store.apply([driver, driver_stats_source, driver_stats_fv, driver_service])\n",
+        "print(\"Features registered. Baseline computation queued.\")"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "## Step 5: Compute Batch Metrics\n",
+        "\n",
+        "### 5a. Auto-compute (recommended for production)\n",
+        "\n",
+        "Auto-compute detects the latest event timestamp and generates metrics for all 5 granularities: `daily`, `weekly`, `biweekly`, `monthly`, and `quarterly`."
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 9,
+      "metadata": {},
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "Computed metrics for 20 features\n",
+            "Granularities: ['biweekly', 'daily', 'monthly', 'quarterly', 'weekly']\n"
+          ]
+        }
+      ],
+      "source": [
+        "from feast.monitoring.monitoring_service import MonitoringService\n",
+        "\n",
+        "monitoring = MonitoringService(store)\n",
+        "\n",
+        "result = monitoring.auto_compute(\n",
+        "    project=\"monitoring_demo\",\n",
+        ")\n",
+        "\n",
+        "print(f\"Computed metrics for {result.get('computed_features', 'N/A')} features\")\n",
+        "print(f\"Granularities: {result.get('granularities', [])}\")"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "### 5b. Targeted compute (specific date range)\n",
+        "\n",
+        "Compute `weekly` metrics for a specific window."
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 10,
+      "metadata": {},
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "{'status': 'completed', 'granularity': 'weekly', 'computed_features': 4, 'computed_feature_views': 1, 'computed_feature_services': 1, 'metric_dates': ['2025-01-01'], 'duration_ms': 43}\n"
+          ]
+        }
+      ],
+      "source": [
+        "from datetime import date\n",
+        "\n",
+        "result = monitoring.compute_metrics(\n",
+        "    project=\"monitoring_demo\",\n",
+        "    feature_view_name=\"driver_stats\",\n",
+        "    start_date=date(2025, 1, 1),\n",
+        "    end_date=date(2025, 1, 7),\n",
+        "    granularity=\"weekly\",\n",
+        ")\n",
+        "\n",
+        "print(result)"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "### 5c. Set a manual baseline\n",
+        "\n",
+        "Use `set_baseline=True` to mark the computed metrics as the reference distribution."
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 11,
+      "metadata": {},
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "Baseline set.\n"
+          ]
+        }
+      ],
+      "source": [
+        "result = monitoring.compute_metrics(\n",
+        "    project=\"monitoring_demo\",\n",
+        "    feature_view_name=\"driver_stats\",\n",
+        "    start_date=date(2025, 1, 1),\n",
+        "    end_date=date(2025, 2, 28),\n",
+        "    granularity=\"daily\",\n",
+        "    set_baseline=True,\n",
+        ")\n",
+        "\n",
+        "print(\"Baseline set.\")"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "## Step 6: Read Metrics\n",
+        "\n",
+        "### Per-feature metrics"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 12,
+      "metadata": {},
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "Date: 2025-01-01  Mean: 0.4989  Null rate: 0.0000  Rows: 4922\n",
+            "Date: 2025-02-28  Mean: 0.5201  Null rate: 0.0000  Rows: 104\n"
+          ]
+        }
+      ],
+      "source": [
+        "metrics = monitoring.get_feature_metrics(\n",
+        "    project=\"monitoring_demo\",\n",
+        "    feature_view_name=\"driver_stats\",\n",
+        "    feature_name=\"conv_rate\",\n",
+        "    data_source_type=\"batch\",\n",
+        "    granularity=\"daily\",\n",
+        ")\n",
+        "\n",
+        "for m in metrics[:3]:\n",
+        "    print(f\"Date: {m['metric_date']}  Mean: {m['mean']:.4f}  Null rate: {m['null_rate']:.4f}  Rows: {m['row_count']}\")"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "### Categorical feature metrics\n",
+        "\n",
+        "Categorical features (like `vehicle_type`) produce value-count histograms instead of numeric statistics."
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 23,
+      "metadata": {},
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "Date: 2025-01-01  Type: categorical  Rows: 4922  Null rate: 0.0000\n",
+            "  Unique values: 5  Other count: 0\n",
+            "    van: 1051\n",
+            "    suv: 1028\n",
+            "    sedan: 970\n",
+            "    truck: 954\n",
+            "    compact: 919\n",
+            "Date: 2025-02-28  Type: categorical  Rows: 104  Null rate: 0.0000\n",
+            "  Unique values: 5  Other count: 0\n",
+            "    compact: 26\n",
+            "    truck: 24\n",
+            "    sedan: 19\n",
+            "    van: 18\n",
+            "    suv: 17\n"
+          ]
+        }
+      ],
+      "source": [
+        "cat_metrics = monitoring.get_feature_metrics(\n",
+        "    project=\"monitoring_demo\",\n",
+        "    feature_view_name=\"driver_stats\",\n",
+        "    feature_name=\"vehicle_type\",\n",
+        "    data_source_type=\"batch\",\n",
+        "    granularity=\"daily\",\n",
+        ")\n",
+        "\n",
+        "for m in cat_metrics[:3]:\n",
+        "    print(f\"Date: {m['metric_date']}  Type: {m['feature_type']}  \"\n",
+        "          f\"Rows: {m['row_count']}  Null rate: {m['null_rate']:.4f}\")\n",
+        "    if m.get(\"histogram\"):\n",
+        "        hist = m[\"histogram\"]\n",
+        "        print(f\"  Unique values: {hist['unique_count']}  Other count: {hist['other_count']}\")\n",
+        "        for entry in hist[\"values\"]:\n",
+        "            print(f\"    {entry['value']}: {entry['count']}\")"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 42,
+      "metadata": {},
+      "outputs": [
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 800x400 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
+      ],
+      "source": [
+        "try:\n",
+        "    import matplotlib.pyplot as plt\n",
+        "\n",
+        "    latest_cat = cat_metrics[0] if cat_metrics else None\n",
+        "    if latest_cat and latest_cat.get(\"histogram\"):\n",
+        "        hist = latest_cat[\"histogram\"]\n",
+        "        labels = [e[\"value\"] for e in hist[\"values\"]]\n",
+        "        counts = [e[\"count\"] for e in hist[\"values\"]]\n",
+        "        if hist[\"other_count\"] > 0:\n",
+        "            labels.append(\"(other)\")\n",
+        "            counts.append(hist[\"other_count\"])\n",
+        "\n",
+        "        fig, ax = plt.subplots(figsize=(8, 4))\n",
+        "        ax.barh(labels, counts, color=\"steelblue\", edgecolor=\"white\")\n",
+        "        ax.set_title(f\"vehicle_type distribution — {latest_cat['metric_date']}\")\n",
+        "        ax.set_xlabel(\"Count\")\n",
+        "        plt.tight_layout()\n",
+        "        plt.show()  # pragma: allowlist secret\n",
+        "    else:\n",
+        "        print(\"No categorical histogram data available.\")\n",
+        "except ImportError:\n",
+        "    print(\"Install matplotlib to visualize: pip install matplotlib\")"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "### Feature view aggregates"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 13,
+      "metadata": {},
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "Date: 2024-12-01  Total rows: 5000  Features w/ nulls: 0  Max null rate: 0.0\n",
+            "Date: 2025-01-01  Total rows: 4922  Features w/ nulls: 0  Max null rate: 0.0\n",
+            "Date: 2025-01-01  Total rows: 576  Features w/ nulls: 0  Max null rate: 0.0\n"
+          ]
+        }
+      ],
+      "source": [
+        "view_metrics = monitoring.get_feature_view_metrics(\n",
+        "    project=\"monitoring_demo\",\n",
+        "    feature_view_name=\"driver_stats\",\n",
+        "    data_source_type=\"batch\",\n",
+        ")\n",
+        "\n",
+        "for m in view_metrics[:3]:\n",
+        "    print(f\"Date: {m['metric_date']}  Total rows: {m['total_row_count']}  \"\n",
+        "          f\"Features w/ nulls: {m['features_with_nulls']}  Max null rate: {m.get('max_null_rate', 'N/A')}\")"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "### Feature service aggregates"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 14,
+      "metadata": {},
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "Date: 2025-01-01  Total features: 4  Avg null rate: 0.0\n",
+            "Date: 2025-01-01  Total features: 4  Avg null rate: 0.0\n",
+            "Date: 2025-02-28  Total features: 4  Avg null rate: 0.0\n"
+          ]
+        }
+      ],
+      "source": [
+        "svc_metrics = monitoring.get_feature_service_metrics(\n",
+        "    project=\"monitoring_demo\",\n",
+        "    feature_service_name=\"driver_service\",\n",
+        "    data_source_type=\"batch\",\n",
+        ")\n",
+        "\n",
+        "for m in svc_metrics[:3]:\n",
+        "    print(f\"Date: {m['metric_date']}  Total features: {m['total_features']}  \"\n",
+        "          f\"Avg null rate: {m.get('avg_null_rate', 'N/A')}\")"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "### Baseline metrics"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 15,
+      "metadata": {},
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "Baseline mean: 0.4989\n",
+            "Baseline stddev: 0.1975\n",
+            "Baseline null_rate: 0.0000\n"
+          ]
+        }
+      ],
+      "source": [
+        "baseline = monitoring.get_baseline(\n",
+        "    project=\"monitoring_demo\",\n",
+        "    feature_view_name=\"driver_stats\",\n",
+        "    feature_name=\"conv_rate\",\n",
+        "    data_source_type=\"batch\",\n",
+        ")\n",
+        "\n",
+        "if baseline:\n",
+        "    print(f\"Baseline mean: {baseline[0]['mean']:.4f}\")\n",
+        "    print(f\"Baseline stddev: {baseline[0]['stddev']:.4f}\")\n",
+        "    print(f\"Baseline null_rate: {baseline[0]['null_rate']:.4f}\")\n",
+        "else:\n",
+        "    print(\"No baseline found.\")"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "## Step 7: Visualize a Feature Distribution\n",
+        "\n",
+        "Use the histogram stored in the metrics to plot a distribution."
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 18,
+      "metadata": {},
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "/opt/homebrew/Cellar/python@3.12/3.12.11/Frameworks/Python.framework/Versions/3.12/lib/python3.12/pty.py:95: DeprecationWarning: This process (pid=12140) is multi-threaded, use of forkpty() may lead to deadlocks in the child.\n",
+            "  pid, fd = os.forkpty()\n"
+          ]
+        }
+      ],
+      "source": [
+        "!uv pip install -q 'matplotlib'"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 43,
+      "metadata": {},
+      "outputs": [
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 1000x400 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
+      ],
+      "source": [
+        "try:\n",
+        "    import matplotlib.pyplot as plt\n",
+        "\n",
+        "    # Get the latest daily metric for conv_rate\n",
+        "    latest = metrics[0] if metrics else None\n",
+        "    if latest and latest.get(\"histogram\"):\n",
+        "        hist = latest[\"histogram\"]\n",
+        "        bins = hist[\"bins\"]\n",
+        "        counts = hist[\"counts\"]\n",
+        "\n",
+        "        fig, ax = plt.subplots(figsize=(10, 4))\n",
+        "        ax.bar(\n",
+        "            [f\"{bins[i]:.2f}\" for i in range(len(counts))],\n",
+        "            counts,\n",
+        "            color=\"steelblue\",\n",
+        "            edgecolor=\"white\",\n",
+        "        )\n",
+        "        ax.set_title(f\"conv_rate distribution — {latest['metric_date']}\")\n",
+        "        ax.set_xlabel(\"Bin\")\n",
+        "        ax.set_ylabel(\"Count\")\n",
+        "        plt.xticks(rotation=45)\n",
+        "        plt.tight_layout()\n",
+        "        plt.show()  # pragma: allowlist secret\n",
+        "    else:\n",
+        "        print(\"No histogram data available.\")\n",
+        "except ImportError:\n",
+        "    print(\"Install matplotlib to visualize: pip install matplotlib\")"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "## Step 8: Time-Series Trend\n",
+        "\n",
+        "Plot how a metric (e.g., `mean`) evolves over time."
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 20,
+      "metadata": {},
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "2 data points from 2025-01-01 to 2025-02-28\n",
+            "  2025-01-01: mean=0.4989, null_rate=0.0000\n",
+            "  2025-02-28: mean=0.5201, null_rate=0.0000\n",
+            "  ...\n"
+          ]
+        }
+      ],
+      "source": [
+        "timeseries = monitoring.get_timeseries(\n",
+        "    project=\"monitoring_demo\",\n",
+        "    feature_view_name=\"driver_stats\",\n",
+        "    feature_name=\"conv_rate\",\n",
+        "    data_source_type=\"batch\",\n",
+        "    granularity=\"daily\",\n",
+        "    start_date=date(2025, 1, 1),\n",
+        "    end_date=date(2025, 3, 1),\n",
+        ")\n",
+        "\n",
+        "if timeseries:\n",
+        "    dates = [t[\"metric_date\"] for t in timeseries]\n",
+        "    means = [t[\"mean\"] for t in timeseries]\n",
+        "    null_rates = [t[\"null_rate\"] for t in timeseries]\n",
+        "\n",
+        "    print(f\"{len(timeseries)} data points from {dates[0]} to {dates[-1]}\")\n",
+        "    for t in timeseries[:5]:\n",
+        "        print(f\"  {t['metric_date']}: mean={t['mean']:.4f}, null_rate={t['null_rate']:.4f}\")\n",
+        "    print(\"  ...\")\n",
+        "else:\n",
+        "    print(\"No time-series data.\")"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 44,
+      "metadata": {},
+      "outputs": [
+        {
+          "data": {
+            "image/png": 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+            "text/plain": [
+              "<Figure size 1200x600 with 2 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
+      ],
+      "source": [
+        "try:\n",
+        "    import matplotlib.pyplot as plt\n",
+        "\n",
+        "    if timeseries:\n",
+        "        fig, (ax1, ax2) = plt.subplots(2, 1, figsize=(12, 6), sharex=True)\n",
+        "\n",
+        "        ax1.plot(dates, means, marker=\".\", color=\"steelblue\")\n",
+        "        ax1.set_ylabel(\"Mean\")\n",
+        "        ax1.set_title(\"conv_rate — Daily Trend\")\n",
+        "        ax1.grid(True, alpha=0.3)\n",
+        "\n",
+        "        ax2.plot(dates, null_rates, marker=\".\", color=\"coral\")\n",
+        "        ax2.set_ylabel(\"Null Rate\")\n",
+        "        ax2.set_xlabel(\"Date\")\n",
+        "        ax2.grid(True, alpha=0.3)\n",
+        "\n",
+        "        plt.xticks(rotation=45)\n",
+        "        plt.tight_layout()\n",
+        "        plt.show()  # pragma: allowlist secret\n",
+        "except ImportError:\n",
+        "    print(\"Install matplotlib to visualize: pip install matplotlib\")"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "## Step 9: On-Demand Exploration (Transient Compute)\n",
+        "\n",
+        "Compute metrics for an arbitrary date range without storing them. Useful for ad-hoc investigation."
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 25,
+      "metadata": {},
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "conv_rate (numeric):\n",
+            "  rows=905  nulls=0  null_rate=0.0000\n",
+            "  mean=0.5041  stddev=0.1929\n",
+            "  p50=0.4964  p95=0.8221  p99=0.9757\n",
+            "\n",
+            "avg_daily_trips (numeric):\n",
+            "  rows=905  nulls=0  null_rate=0.0000\n",
+            "  mean=20.1525  stddev=4.4410\n",
+            "  p50=20.0000  p95=27.0000  p99=31.9600\n",
+            "\n",
+            "vehicle_type (categorical):\n",
+            "  rows=905  nulls=0  null_rate=0.0000\n",
+            "  unique_values=5\n",
+            "    van: 194\n",
+            "    sedan: 193\n",
+            "    suv: 186\n",
+            "    truck: 171\n",
+            "    compact: 161\n",
+            "\n"
+          ]
+        }
+      ],
+      "source": [
+        "transient_result = monitoring.compute_transient(\n",
+        "    project=\"monitoring_demo\",\n",
+        "    feature_view_name=\"driver_stats\",\n",
+        "    feature_names=[\"conv_rate\", \"avg_daily_trips\", \"vehicle_type\"],\n",
+        "    start_date=date(2025, 1, 10),\n",
+        "    end_date=date(2025, 1, 20),\n",
+        ")\n",
+        "\n",
+        "for fm in transient_result.get(\"metrics\", []):\n",
+        "    print(f\"{fm['feature_name']} ({fm['feature_type']}):\")\n",
+        "    print(f\"  rows={fm['row_count']}  nulls={fm['null_count']}  null_rate={fm['null_rate']:.4f}\")\n",
+        "    if fm[\"feature_type\"] == \"numeric\":\n",
+        "        print(f\"  mean={fm['mean']:.4f}  stddev={fm['stddev']:.4f}\")\n",
+        "        print(f\"  p50={fm['p50']:.4f}  p95={fm['p95']:.4f}  p99={fm['p99']:.4f}\")\n",
+        "    elif fm[\"feature_type\"] == \"categorical\" and fm.get(\"histogram\"):\n",
+        "        hist = fm[\"histogram\"]\n",
+        "        print(f\"  unique_values={hist['unique_count']}\")\n",
+        "        for entry in hist[\"values\"]:\n",
+        "            print(f\"    {entry['value']}: {entry['count']}\")\n",
+        "    print()"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "## Step 10: REST API Usage\n",
+        "\n",
+        "Once the Feast registry server is running, all monitoring endpoints are available via HTTP.\n",
+        "\n",
+        "```bash\n",
+        "# Start the server\n",
+        "feast serve_registry\n",
+        "```\n",
+        "\n",
+        "### Compute metrics via REST"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 41,
+      "metadata": {},
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "{'job_id': '077f59c5-c341-4fbb-9adc-b0111fc9228b', 'status': 'completed', 'computed_feature_views': 1, 'computed_features': 20, 'granularities': ['biweekly', 'daily', 'monthly', 'quarterly', 'weekly'], 'duration_ms': 98}\n",
+            "[{'project_id': 'monitoring_demo', 'feature_view_name': 'driver_stats', 'feature_name': 'conv_rate', 'metric_date': '2025-01-01', 'granularity': 'daily', 'data_source_type': 'batch', 'computed_at': '2026-04-21T13:41:42.687597+05:30', 'is_baseline': True, 'feature_type': 'numeric', 'row_count': 4922, 'null_count': 0, 'null_rate': 0.0, 'mean': 0.4988999058272324, 'stddev': 0.1975387054069251, 'min_val': 0.0, 'max_val': 1.0, 'p50': 0.4998365219303598, 'p75': 0.633892663793526, 'p90': 0.7521919750314627, 'p95': 0.825733080299169, 'p99': 0.9640086762359101, 'histogram': {'bins': [0.0, 0.05, 0.1, 0.15000000000000002, 0.2, 0.25, 0.30000000000000004, 0.35000000000000003, 0.4, 0.45, 0.5, 0.55, 0.6000000000000001, 0.65, 0.7000000000000001, 0.75, 0.8, 0.8500000000000001, 0.9, 0.9500000000000001, 1.0], 'counts': [53, 67, 75, 146, 180, 267, 355, 399, 432, 493, 505, 420, 411, 330, 283, 186, 124, 93, 46, 57], 'bin_width': 0.05}}, {'project_id': 'monitoring_demo', 'feature_view_name': 'driver_stats', 'feature_name': 'conv_rate', 'metric_date': '2025-02-28', 'granularity': 'daily', 'data_source_type': 'batch', 'computed_at': '2026-04-21T19:02:39.068597+05:30', 'is_baseline': False, 'feature_type': 'numeric', 'row_count': 104, 'null_count': 0, 'null_rate': 0.0, 'mean': 0.5201334885346333, 'stddev': 0.21216576270117404, 'min_val': 0.09993354474902831, 'max_val': 1.0, 'p50': 0.5065079886167952, 'p75': 0.6963620898617928, 'p90': 0.7809868206291576, 'p95': 0.8538056054296318, 'p99': 0.9187701931117264, 'histogram': {'bins': [0.09993354474902831, 0.1449368675115769, 0.18994019027412548, 0.23494351303667405, 0.27994683579922264, 0.32495015856177123, 0.3699534813243198, 0.4149568040868684, 0.459960126849417, 0.5049634496119656, 0.5499667723745142, 0.5949700951370628, 0.6399734178996113, 0.6849767406621599, 0.7299800634247084, 0.774983386187257, 0.8199867089498056, 0.8649900317123542, 0.9099933544749028, 0.9549966772374514, 1.0], 'counts': [4, 1, 6, 7, 5, 5, 7, 6, 11, 5, 4, 10, 5, 8, 9, 3, 4, 2, 1, 1], 'bin_width': 0.045003322762548585}}]\n",
+            "[{'project_id': 'monitoring_demo', 'feature_view_name': 'driver_stats', 'feature_name': 'conv_rate', 'metric_date': '2025-01-01', 'granularity': 'daily', 'data_source_type': 'batch', 'computed_at': '2026-04-21T13:41:42.687597+05:30', 'is_baseline': True, 'feature_type': 'numeric', 'row_count': 4922, 'null_count': 0, 'null_rate': 0.0, 'mean': 0.4988999058272324, 'stddev': 0.1975387054069251, 'min_val': 0.0, 'max_val': 1.0, 'p50': 0.4998365219303598, 'p75': 0.633892663793526, 'p90': 0.7521919750314627, 'p95': 0.825733080299169, 'p99': 0.9640086762359101, 'histogram': {'bins': [0.0, 0.05, 0.1, 0.15000000000000002, 0.2, 0.25, 0.30000000000000004, 0.35000000000000003, 0.4, 0.45, 0.5, 0.55, 0.6000000000000001, 0.65, 0.7000000000000001, 0.75, 0.8, 0.8500000000000001, 0.9, 0.9500000000000001, 1.0], 'counts': [53, 67, 75, 146, 180, 267, 355, 399, 432, 493, 505, 420, 411, 330, 283, 186, 124, 93, 46, 57], 'bin_width': 0.05}}]\n"
+          ]
+        }
+      ],
+      "source": [
+        "# This cell is for reference — run it when the registry server is up.\n",
+        "\n",
+        "import requests\n",
+        "\n",
+        "BASE_URL = \"http://localhost:6572/api/v1\"\n",
+        "\n",
+        "# Auto-compute all metrics\n",
+        "resp = requests.post(f\"{BASE_URL}/monitoring/auto_compute\", json={\n",
+        "    \"project\": \"monitoring_demo\",\n",
+        "})\n",
+        "print(resp.json())\n",
+        "\n",
+        "# Read per-feature metrics\n",
+        "resp = requests.get(f\"{BASE_URL}/monitoring/metrics/features\", params={\n",
+        "    \"project\": \"monitoring_demo\",\n",
+        "    \"feature_view_name\": \"driver_stats\",\n",
+        "    \"feature_name\": \"conv_rate\",\n",
+        "    \"granularity\": \"daily\",\n",
+        "    \"data_source_type\": \"batch\",\n",
+        "})\n",
+        "print(resp.json())\n",
+        "\n",
+        "# Read baseline\n",
+        "resp = requests.get(f\"{BASE_URL}/monitoring/metrics/baseline\", params={\n",
+        "    \"project\": \"monitoring_demo\",\n",
+        "    \"feature_view_name\": \"driver_stats\",\n",
+        "    \"feature_name\": \"conv_rate\",\n",
+        "    \"data_source_type\": \"batch\",\n",
+        "})\n",
+        "print(resp.json())"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "## Step 11: Monitoring Feature Serving Logs\n",
+        "\n",
+        "If your feature service has logging enabled, you can compute metrics from actual production traffic.\n",
+        "\n",
+        "### Define a feature service with logging"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 38,
+      "metadata": {},
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "See the code cell above for the logging config pattern.\n",
+            "Once applied, log metrics can be computed with:\n",
+            "  CLI:  feast monitor run --source-type log\n",
+            "  API:  POST /monitoring/compute/log\n",
+            "  SDK:  monitoring.compute_log_metrics(project, feature_service_name)\n"
+          ]
+        }
+      ],
+      "source": [
+        "# Example feature service definition with logging\n",
+        "#\n",
+        "# from feast import FeatureService, LoggingConfig\n",
+        "# from feast.infra.offline_stores.contrib.postgres_offline_store.postgres_source import (\n",
+        "#     PostgreSQLLoggingDestination,\n",
+        "# )\n",
+        "#\n",
+        "# driver_service = FeatureService(\n",
+        "#     name=\"driver_service\",\n",
+        "#     features=[driver_stats_fv],\n",
+        "#     logging_config=LoggingConfig(\n",
+        "#         destination=PostgreSQLLoggingDestination(table_name=\"feast_driver_logs\"),\n",
+        "#         sample_rate=1.0,\n",
+        "#     ),\n",
+        "# )\n",
+        "print(\"See the code cell above for the logging config pattern.\")\n",
+        "print(\"Once applied, log metrics can be computed with:\")\n",
+        "print(\"  CLI:  feast monitor run --source-type log\")\n",
+        "print(\"  API:  POST /monitoring/compute/log\")\n",
+        "print(\"  SDK:  monitoring.compute_log_metrics(project, feature_service_name)\")"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "### Compute log metrics (SDK)"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 39,
+      "metadata": {},
+      "outputs": [],
+      "source": [
+        "# Uncomment when you have a feature service with logging enabled\n",
+        "#\n",
+        "# result = monitoring.compute_log_metrics(\n",
+        "#     project=\"monitoring_demo\",\n",
+        "#     feature_service_name=\"driver_service\",\n",
+        "#     granularity=\"daily\",\n",
+        "# )\n",
+        "# print(result)\n",
+        "\n",
+        "# Or auto-compute all log metrics\n",
+        "# result = monitoring.auto_compute_log_metrics(project=\"monitoring_demo\")\n",
+        "# print(result)"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "### Read log vs. batch metrics side-by-side"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 40,
+      "metadata": {},
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "Uncomment the cell above once log metrics have been computed.\n"
+          ]
+        }
+      ],
+      "source": [
+        "# Compare batch vs. log metrics for the same feature\n",
+        "#\n",
+        "# batch = monitoring.get_feature_metrics(\n",
+        "#     project=\"monitoring_demo\",\n",
+        "#     feature_view_name=\"driver_stats\",\n",
+        "#     feature_name=\"conv_rate\",\n",
+        "#     data_source_type=\"batch\",\n",
+        "#     granularity=\"daily\",\n",
+        "# )\n",
+        "#\n",
+        "# log = monitoring.get_feature_metrics(\n",
+        "#     project=\"monitoring_demo\",\n",
+        "#     feature_view_name=\"driver_stats\",\n",
+        "#     feature_name=\"conv_rate\",\n",
+        "#     data_source_type=\"log\",\n",
+        "#     granularity=\"daily\",\n",
+        "# )\n",
+        "#\n",
+        "# print(\"Batch metrics:\")\n",
+        "# for m in batch[:3]:\n",
+        "#     print(f\"  {m['metric_date']}: mean={m['mean']:.4f}\")\n",
+        "#\n",
+        "# print(\"\\nLog metrics:\")\n",
+        "# for m in log[:3]:\n",
+        "#     print(f\"  {m['metric_date']}: mean={m['mean']:.4f}\")\n",
+        "\n",
+        "print(\"Uncomment the cell above once log metrics have been computed.\")"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "## Step 12: Scheduling in Production\n",
+        "\n",
+        "### Cron (simplest)\n",
+        "\n",
+        "```bash\n",
+        "# Compute all batch + log metrics daily at 2 AM\n",
+        "0 2 * * * cd /path/to/feast/repo && feast monitor run --source-type all >> /var/log/feast-monitor.log 2>&1\n",
+        "```\n",
+        "\n",
+        "### Airflow\n",
+        "\n",
+        "```python\n",
+        "from airflow.operators.bash import BashOperator\n",
+        "\n",
+        "monitor_task = BashOperator(\n",
+        "    task_id=\"feast_monitor\",\n",
+        "    bash_command=\"feast monitor run --source-type all\",\n",
+        "    cwd=\"/path/to/feast/repo\",\n",
+        ")\n",
+        "```\n",
+        "\n",
+        "### Kubernetes CronJob\n",
+        "\n",
+        "```yaml\n",
+        "apiVersion: batch/v1\n",
+        "kind: CronJob\n",
+        "metadata:\n",
+        "  name: feast-monitor\n",
+        "spec:\n",
+        "  schedule: \"0 2 * * *\"\n",
+        "  jobTemplate:\n",
+        "    spec:\n",
+        "      template:\n",
+        "        spec:\n",
+        "          containers:\n",
+        "          - name: feast-monitor\n",
+        "            image: feast-image:latest\n",
+        "            command: [\"feast\", \"monitor\", \"run\", \"--source-type\", \"all\"]\n",
+        "            volumeMounts:\n",
+        "            - name: feast-repo\n",
+        "              mountPath: /feast/repo\n",
+        "          restartPolicy: OnFailure\n",
+        "          volumes:\n",
+        "          - name: feast-repo\n",
+        "            configMap:\n",
+        "              name: feast-repo-config\n",
+        "```"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "## Summary\n",
+        "\n",
+        "| Capability | CLI | REST API | SDK |\n",
+        "|-----------|-----|----------|-----|\n",
+        "| Auto-compute (all granularities) | `feast monitor run` | `POST /monitoring/auto_compute` | `monitoring.auto_compute_metrics()` |\n",
+        "| Targeted compute | `feast monitor run --feature-view X --granularity daily` | `POST /monitoring/compute` | `monitoring.compute_metrics()` |\n",
+        "| Set baseline | `feast monitor run --set-baseline` | `POST /monitoring/compute` (with `set_baseline: true`) | `monitoring.compute_metrics(set_baseline=True)` |\n",
+        "| Log metrics | `feast monitor run --source-type log` | `POST /monitoring/compute/log` | `monitoring.compute_log_metrics()` |\n",
+        "| On-demand exploration | — | `POST /monitoring/compute/transient` | `monitoring.compute_transient()` |\n",
+        "| Read metrics | — | `GET /monitoring/metrics/*` | `monitoring.get_feature_metrics()` etc. |\n",
+        "| Read baseline | — | `GET /monitoring/metrics/baseline` | `monitoring.get_baseline()` |\n",
+        "| Time-series | — | `GET /monitoring/metrics/timeseries` | `monitoring.get_timeseries()` |"
+      ]
+    }
+  ],
+  "metadata": {
+    "kernelspec": {
+      "display_name": ".venv312",
+      "language": "python",
+      "name": "python3"
+    },
+    "language_info": {
+      "codemirror_mode": {
+        "name": "ipython",
+        "version": 3
+      },
+      "file_extension": ".py",
+      "mimetype": "text/x-python",
+      "name": "python",
+      "nbconvert_exporter": "python",
+      "pygments_lexer": "ipython3",
+      "version": "3.12.11"
+    }
+  },
+  "nbformat": 4,
+  "nbformat_minor": 4
+}
diff --git a/examples/online_store/aerospike_overrides_and_hooks/README.md b/examples/online_store/aerospike_overrides_and_hooks/README.md
new file mode 100644
index 00000000000..7143b6a3dff
--- /dev/null
+++ b/examples/online_store/aerospike_overrides_and_hooks/README.md
@@ -0,0 +1,65 @@
+# Aerospike: per-feature-view overrides + prewriting hooks
+
+A short companion to [`docs/reference/online-stores/aerospike.md`](../../../docs/reference/online-stores/aerospike.md)
+demonstrating three deployment patterns the Aerospike online store supports
+without needing any Feast extension code:
+
+1. **Per-feature-view namespace overrides** — pin one view to a RAM-only
+   namespace and another to an SSD-backed one without splitting the project.
+2. **Per-feature-view set overrides** — isolate one view in its own set so
+   `feast apply` deletions or admin truncates only touch that view.
+3. **Prewriting hooks** — apply a project-wide write-side transformation
+   (PII masking in this example) without sprinkling it through every
+   materialization job.
+
+Nothing here is Aerospike-specific *infrastructure* — it's all configured
+in `feature_store.yaml`. This directory only adds the hook-target Python
+module the YAML references.
+
+## Files
+
+| file | purpose |
+|---|---|
+| [`hooks.py`](hooks.py) | A pure-Python prewriting-hook module containing `hash_pii_string_features`, the same example used in the docs. Drop into any module on the writer's `PYTHONPATH`. |
+| [`feature_store.yaml`](feature_store.yaml) | Reference `online_store` block showing all three features wired together. Copy the `online_store` section into your own `feature_store.yaml` — the rest is project-specific scaffolding. |
+
+## Prerequisites
+
+* Feast installed with the Aerospike extra (`pip install 'feast[aerospike]'`).
+* An Aerospike cluster reachable from your writer process. The
+  [Aerospike online-store reference](../../../docs/reference/online-stores/aerospike.md)
+  shows a minimal local CE config (`127.0.0.1:3000`); run Aerospike however
+  you normally would (Docker, Kubernetes, bare metal).
+* On every process that calls `online_write_batch` through this store
+  (materialization workers, the registry CLI host, the feature server if
+  you run one), the `FEAST_PII_SALT` environment variable must be set
+  before the first write — `hash_pii_string_features` raises rather than
+  silently writing plaintext if the salt isn't configured.
+* The two namespaces referenced by `namespace_overrides` (`feast_ram` and
+  `feast_ssd` in the sample YAML) must already exist on the Aerospike
+  cluster — Aerospike cannot create namespaces at runtime.
+
+## Trying it out
+
+1. Drop `hooks.py` into a module on your `PYTHONPATH` that the writer
+   process can import (e.g. inside your existing feature-repo package).
+   The example uses the qualified path
+   `examples.online_store.aerospike_overrides_and_hooks.hooks.hash_pii_string_features`.
+2. Copy the `online_store:` block from `feature_store.yaml` into your
+   own feature repo, adjusting hosts / namespaces / the hook import path
+   for your project.
+3. `export FEAST_PII_SALT=...` (anything random and stable across
+   processes — rotate by re-running materialization with a new salt).
+4. `feast apply` — the new config is registered.
+5. Materialize as usual — the hook runs once per `online_write_batch`,
+   and any feature named `email`, `phone_number` or `ssn` lands in
+   Aerospike as a salted SHA-256 hex digest instead of plaintext.
+
+## Read-side note
+
+Prewriting hooks are **only** invoked on the write path. If your hook is
+a one-way transform (hashing, encryption-without-decryption-key) you
+have to apply the same transform to the candidate value at read time
+yourself. Two-way transforms (deterministic encryption, Base64) need a
+matching post-read step in your serving code; the Aerospike store does
+not currently expose a symmetric "postreading hook".
diff --git a/examples/online_store/aerospike_overrides_and_hooks/feature_store.yaml b/examples/online_store/aerospike_overrides_and_hooks/feature_store.yaml
new file mode 100644
index 00000000000..bd1061f30aa
--- /dev/null
+++ b/examples/online_store/aerospike_overrides_and_hooks/feature_store.yaml
@@ -0,0 +1,59 @@
+# Reference feature_store.yaml demonstrating all three Aerospike
+# extension points wired together. Copy the `online_store:` block into
+# your own feature repo and adjust hosts / namespaces / hook import
+# path for your project.
+#
+# Prerequisites:
+#   - The `feast_ram` and `feast_ssd` namespaces must already exist on
+#     the Aerospike cluster. Aerospike cannot create namespaces at
+#     runtime; a missing namespace surfaces as AEROSPIKE_ERR_PARAM on
+#     the first read or write touching that view.
+#   - `FEAST_PII_SALT` must be set in every process that calls
+#     online_write_batch through this store.
+
+project: my_feature_repo
+registry: data/registry.db
+provider: local
+
+online_store:
+  type: aerospike
+
+  hosts:
+    - ["aerospike.internal", 3000]
+
+  # Store-level defaults. Anything not listed in *_overrides below
+  # falls back to these.
+  namespace: feast
+  set_name_template: "{project}_{collection_suffix}"
+
+  # Pin individual feature views to different namespaces -- typically
+  # one in-memory namespace for hot, latency-sensitive views and one
+  # device-backed namespace for cold, wide views.
+  namespace_overrides:
+    driver_realtime_stats: feast_ram
+    driver_history_lookup: feast_ssd
+
+  # Isolate one feature view in its own set so that admin operations on
+  # it (truncate, scan-based deletion via `feast apply`) do not touch
+  # the records of other views.
+  set_overrides:
+    isolated_view: my_feature_repo_isolated
+
+  # Project-wide write-side hook. The store dynamically imports the
+  # callable on first use and caches it. Adjust the import path to
+  # whatever module is on your writers' PYTHONPATH; the value below
+  # assumes you have the example folder on PYTHONPATH from the
+  # repository root.
+  prewriting_hook: examples.online_store.aerospike_overrides_and_hooks.hooks.hash_pii_string_features
+
+  # Standard timing knobs (optional -- shown for completeness).
+  ttl_seconds: 86400
+  read_timeout_ms: 150
+  write_timeout_ms: 300
+  batch_total_timeout_ms: 500
+  socket_timeout_ms: 50
+  max_retries: 2
+
+# Offline store / entity_key_serialization_version / etc. are
+# project-specific and intentionally omitted; this file is a snippet,
+# not a runnable repo.
diff --git a/examples/online_store/aerospike_overrides_and_hooks/hooks.py b/examples/online_store/aerospike_overrides_and_hooks/hooks.py
new file mode 100644
index 00000000000..15e6f8a10c7
--- /dev/null
+++ b/examples/online_store/aerospike_overrides_and_hooks/hooks.py
@@ -0,0 +1,109 @@
+"""Sample prewriting hooks for the Feast Aerospike online store.
+
+Reference the callable from ``feature_store.yaml`` via its import string,
+e.g.::
+
+    online_store:
+      type: aerospike
+      ...
+      prewriting_hook: examples.online_store.aerospike_overrides_and_hooks.hooks.hash_pii_string_features
+
+The Aerospike online store invokes the configured callable once per
+``online_write_batch`` call, passing the rows about to be written. The
+callable must return a row list with the same schema. Returning ``[]``
+short-circuits the write — same path as an empty input, no wire call is
+issued.
+"""
+
+from __future__ import annotations
+
+import hashlib
+import os
+from datetime import datetime
+from typing import List, Optional, Tuple
+
+from feast import FeatureView
+from feast.protos.feast.types.EntityKey_pb2 import EntityKey as EntityKeyProto
+from feast.protos.feast.types.Value_pb2 import Value as ValueProto
+from feast.repo_config import RepoConfig
+
+# Names of features that must never reach the online store as plaintext.
+# Match is by exact feature name; tweak to your project's conventions
+# (regex, suffix-based, FV-tag-driven, etc.).
+_SENSITIVE_FEATURES = frozenset({"email", "phone_number", "ssn"})
+
+# Type alias for the per-row payload Feast hands to ``online_write_batch``.
+WriteRow = Tuple[
+    EntityKeyProto,
+    dict,
+    datetime,
+    Optional[datetime],
+]
+
+
+def hash_pii_string_features(
+    config: RepoConfig,
+    table: FeatureView,
+    data: List[WriteRow],
+) -> List[WriteRow]:
+    """Replace any sensitive string feature with a salted SHA-256 hex digest.
+
+    Determinism: same plaintext + same ``FEAST_PII_SALT`` → same digest.
+    Downstream lookups that hash the candidate value the same way still
+    hit; lookups against the raw plaintext silently miss.
+
+    Safety: an unset salt raises rather than falling back to plaintext.
+    Set ``FEAST_PII_SALT`` on every process that materialises features
+    (workers, registry CLI host, feature server).
+    """
+    salt = os.environ.get("FEAST_PII_SALT")
+    if salt is None:
+        raise RuntimeError(
+            "FEAST_PII_SALT is not set; refusing to write feature batches "
+            "without a configured PII salt."
+        )
+    salt_bytes = salt.encode("utf-8")
+
+    def _digest(plaintext: str) -> str:
+        h = hashlib.sha256()
+        h.update(salt_bytes)
+        h.update(plaintext.encode("utf-8"))
+        return h.hexdigest()
+
+    transformed: List[WriteRow] = []
+    for entity_key, values, event_ts, created_ts in data:
+        new_values = dict(values)
+        for feature_name in _SENSITIVE_FEATURES.intersection(new_values):
+            v: ValueProto = new_values[feature_name]
+            if v.HasField("string_val") and v.string_val:
+                new_values[feature_name] = ValueProto(string_val=_digest(v.string_val))
+        transformed.append((entity_key, new_values, event_ts, created_ts))
+    return transformed
+
+
+def drop_rows_with_negative_amounts(
+    config: RepoConfig,
+    table: FeatureView,
+    data: List[WriteRow],
+) -> List[WriteRow]:
+    """Defensive sample hook: filter rows whose ``amount`` feature is < 0.
+
+    Demonstrates that hooks can also *remove* rows. Returning an empty
+    list short-circuits the wire call entirely — useful for emergency
+    feature-write quarantines without a code deploy.
+    """
+    keep: List[WriteRow] = []
+    for entity_key, values, event_ts, created_ts in data:
+        amount: Optional[ValueProto] = values.get("amount")
+        if (
+            amount is not None
+            and amount.HasField("double_val")
+            and amount.double_val < 0
+        ):
+            continue
+        if amount is not None and amount.HasField("float_val") and amount.float_val < 0:
+            continue
+        if amount is not None and amount.HasField("int64_val") and amount.int64_val < 0:
+            continue
+        keep.append((entity_key, values, event_ts, created_ts))
+    return keep
diff --git a/examples/ray-llm-posttrain/.gitignore b/examples/ray-llm-posttrain/.gitignore
new file mode 100644
index 00000000000..4bf1a46bf0e
--- /dev/null
+++ b/examples/ray-llm-posttrain/.gitignore
@@ -0,0 +1,13 @@
+# Feast / Ray local artifacts
+data/
+.feast/
+ray_storage/
+/tmp/ray/
+ray_results/
+.ray/
+
+__pycache__/
+*.py[cod]
+.pytest_cache/
+.venv/
+.env
diff --git a/examples/ray-llm-posttrain/README.md b/examples/ray-llm-posttrain/README.md
new file mode 100644
index 00000000000..64252a5a603
--- /dev/null
+++ b/examples/ray-llm-posttrain/README.md
@@ -0,0 +1,35 @@
+# How to Use Feast for SLM/LLM Post-Training (with Ray)
+
+| Name | Type | Fields |
+|---|---|---|
+| `web_documents` | FeatureView | `human`, `bot`, `human_repeat_ratio`, `bot_repeat_ratio` |
+| `train_example` | OnDemandFeatureView | `cleaned_human`, `cleaned_bot`, `char_count`, `is_trainable`, `sft_text` |
+| `llm_posttrain` | FeatureService | `web_documents` + `train_example` |
+
+Source data is **prepared parquet** (`document_id` + `event_timestamp` already present). No Feast core patches.
+
+## Paths
+
+| Flag | What happens |
+|---|---|
+| (default) | `to_ray_dataset()` + preprocess `sft_text` (ODFV does **not** run) |
+| `--via-df` | `to_df()` so ODFV `train_example` runs |
+
+## Setup
+
+```bash
+uv pip install -e "../../sdk/python[ray]" -r requirements.txt
+PYTHONPATH=../../sdk/python python scripts/prepare_data.py
+cd feature_repo && feast apply && cd ..
+```
+
+## Run (data load only)
+
+```bash
+PYTHONPATH=../../sdk/python python scripts/train_sft.py --dry-run
+PYTHONPATH=../../sdk/python python scripts/train_sft.py --dry-run --via-df
+```
+
+## Blog
+
+[How to Use Feast for SLM/LLM Post-Training with Ray](/blog/feast-ray-llm-posttrain)
diff --git a/examples/ray-llm-posttrain/feature_repo/feature_definitions.py b/examples/ray-llm-posttrain/feature_repo/feature_definitions.py
new file mode 100644
index 00000000000..a85470c3729
--- /dev/null
+++ b/examples/ray-llm-posttrain/feature_repo/feature_definitions.py
@@ -0,0 +1,108 @@
+"""Feast feature definitions for Ray + ODFV LLM post-training.
+
+Pipeline (supported Feast APIs only):
+  scripts/prepare_data.py  → parquet with document_id + event_timestamp
+    → RaySource (parquet)
+    → FeatureView web_documents
+    → OnDemandFeatureView train_example
+    → FeatureService llm_posttrain
+"""
+
+from __future__ import annotations
+
+from datetime import timedelta
+from pathlib import Path
+
+from feast import Entity, FeatureService, FeatureView, Field, ValueType
+from feast.infra.offline_stores.contrib.ray_offline_store.ray_source import RaySource
+from feast.on_demand_feature_view import on_demand_feature_view
+from feast.types import Bool, Float64, Int64, String
+
+_REPO_DIR = Path(__file__).resolve().parent
+_PARQUET = str(_REPO_DIR / "data" / "tiny_webtext.parquet")
+
+document = Entity(
+    name="document",
+    join_keys=["document_id"],
+    value_type=ValueType.STRING,
+    description="Document id (added by scripts/prepare_data.py)",
+)
+
+# Parquet already has document_id + event_timestamp (see prepare_data.py).
+# Do not rely on BatchFeatureView UDFs to invent timestamps during entity-less
+# retrieval — that path is not supported without Feast core changes.
+tiny_web = RaySource(
+    name="tiny_webtext",
+    reader_type="parquet",
+    path=_PARQUET,
+    timestamp_field="event_timestamp",
+)
+
+web_documents = FeatureView(
+    name="web_documents",
+    entities=[document],
+    ttl=timedelta(days=365),
+    schema=[
+        Field(name="human", dtype=String),
+        Field(name="bot", dtype=String),
+        Field(name="human_repeat_ratio", dtype=Float64),
+        Field(name="bot_repeat_ratio", dtype=Float64),
+    ],
+    source=tiny_web,
+    online=False,
+    description="Conversation columns from prepared parquet",
+    tags={"use_case": "llm_posttrain", "source": "parquet"},
+)
+
+
+@on_demand_feature_view(
+    sources=[web_documents],
+    schema=[
+        Field(name="cleaned_human", dtype=String),
+        Field(name="cleaned_bot", dtype=String),
+        Field(name="char_count", dtype=Int64),
+        Field(name="is_trainable", dtype=Bool),
+        Field(name="sft_text", dtype=String),
+    ],
+    mode="pandas",
+)
+def train_example(inputs):
+    """Quality gate + human→bot SFT formatting."""
+    import pandas as pd
+
+    min_chars = 64
+    max_repeat_ratio = 0.65
+
+    cleaned_human = inputs["human"].fillna("").astype(str).str.strip()
+    cleaned_bot = inputs["bot"].fillna("").astype(str).str.strip()
+    char_count = cleaned_bot.str.len().astype("int64")
+
+    human_ratio = inputs["human_repeat_ratio"].fillna(1.0).astype(float)
+    bot_ratio = inputs["bot_repeat_ratio"].fillna(1.0).astype(float)
+    is_trainable = (
+        (char_count >= min_chars)
+        & (human_ratio <= max_repeat_ratio)
+        & (bot_ratio <= max_repeat_ratio)
+    )
+
+    sft_text = (
+        "<|im_start|>user\n" + cleaned_human + "<|im_end|>\n"
+        "<|im_start|>assistant\n" + cleaned_bot + "<|im_end|>"
+    )
+
+    return pd.DataFrame(
+        {
+            "cleaned_human": cleaned_human,
+            "cleaned_bot": cleaned_bot,
+            "char_count": char_count,
+            "is_trainable": is_trainable,
+            "sft_text": sft_text,
+        }
+    )
+
+
+llm_posttrain = FeatureService(
+    name="llm_posttrain",
+    features=[web_documents, train_example],
+    tags={"use_case": "llm_posttrain", "model": "gpt2"},
+)
diff --git a/examples/ray-llm-posttrain/feature_repo/feature_store.yaml b/examples/ray-llm-posttrain/feature_repo/feature_store.yaml
new file mode 100644
index 00000000000..226dbdfb45c
--- /dev/null
+++ b/examples/ray-llm-posttrain/feature_repo/feature_store.yaml
@@ -0,0 +1,25 @@
+project: ray_llm_posttrain
+registry: data/registry.db
+provider: local
+
+# Laptop-friendly Ray offline store (no KubeRay)
+offline_store:
+  type: ray
+  storage_path: data/ray_storage
+  enable_ray_logging: false
+  ray_conf:
+    num_cpus: 2
+    object_store_memory: 104857600
+    _memory: 524288000
+
+batch_engine:
+  type: ray.engine
+  max_workers: 2
+
+online_store:
+  type: sqlite
+  path: data/online_store.db
+
+entity_key_serialization_version: 3
+auth:
+  type: no_auth
diff --git a/examples/ray-llm-posttrain/requirements.txt b/examples/ray-llm-posttrain/requirements.txt
new file mode 100644
index 00000000000..4a82b391c07
--- /dev/null
+++ b/examples/ray-llm-posttrain/requirements.txt
@@ -0,0 +1,8 @@
+# Feast + Ray offline store / compute engine
+feast[ray]>=0.50.0
+datasets>=2.19.0
+
+# Short GPT-2 SFT
+transformers>=4.40.0
+torch>=2.1.0
+accelerate>=0.30.0
diff --git a/examples/ray-llm-posttrain/scripts/prepare_data.py b/examples/ray-llm-posttrain/scripts/prepare_data.py
new file mode 100644
index 00000000000..efd1a5e032b
--- /dev/null
+++ b/examples/ray-llm-posttrain/scripts/prepare_data.py
@@ -0,0 +1,55 @@
+#!/usr/bin/env python3
+"""Prepare a small local parquet seed for the example.
+
+Hugging Face tiny-webtext has no document_id / event_timestamp. Feast entity-less
+retrieval needs those columns on the *source* data. We synthesize them here
+(outside Feast) and write parquet — no Feast core changes required.
+
+    PYTHONPATH=../../sdk/python python scripts/prepare_data.py
+"""
+
+from __future__ import annotations
+
+import hashlib
+from pathlib import Path
+
+import pandas as pd
+
+REPO_ROOT = Path(__file__).resolve().parents[1]
+OUT_PATH = REPO_ROOT / "feature_repo" / "data" / "tiny_webtext.parquet"
+SPLIT = "train[:2000]"
+DATASET = "nampdn-ai/tiny-webtext"
+
+
+def main() -> int:
+    from datasets import load_dataset
+
+    print(f"Loading {DATASET} split={SPLIT!r}...")
+    ds = load_dataset(DATASET, split=SPLIT)
+    df = ds.to_pandas()
+
+    demo_base_ts = pd.Timestamp("2024-06-01", tz="UTC")
+    demo_window_seconds = 30 * 24 * 3600
+
+    humans = df["human"].fillna("").astype(str)
+    bots = df["bot"].fillna("").astype(str)
+    doc_ids: list[str] = []
+    timestamps: list[pd.Timestamp] = []
+    for human, bot in zip(humans, bots, strict=True):
+        digest = hashlib.sha256(f"{human}\n{bot}".encode()).hexdigest()
+        doc_ids.append(digest[:16])
+        offset = int(digest[:8], 16) % demo_window_seconds
+        timestamps.append(demo_base_ts + pd.Timedelta(seconds=offset))
+
+    df = df.copy()
+    df["document_id"] = doc_ids
+    df["event_timestamp"] = timestamps
+
+    OUT_PATH.parent.mkdir(parents=True, exist_ok=True)
+    df.to_parquet(OUT_PATH, index=False)
+    print(f"Wrote {len(df)} rows → {OUT_PATH}")
+    return 0
+
+
+if __name__ == "__main__":
+    raise SystemExit(main())
diff --git a/examples/ray-llm-posttrain/scripts/train_sft.py b/examples/ray-llm-posttrain/scripts/train_sft.py
new file mode 100644
index 00000000000..a3f4939f855
--- /dev/null
+++ b/examples/ray-llm-posttrain/scripts/train_sft.py
@@ -0,0 +1,217 @@
+#!/usr/bin/env python3
+"""Feast conversation features → training rows (paths match the blog).
+
+Paths:
+  A) Default: get_historical_features → to_ray_dataset() → preprocess sft_text
+     (ODFVs do NOT run on to_ray_dataset)
+  B) --via-df: get_historical_features → to_df() (ODFV train_example runs)
+
+    PYTHONPATH=../../sdk/python python scripts/train_sft.py --dry-run
+    PYTHONPATH=../../sdk/python python scripts/train_sft.py --dry-run --via-df
+"""
+
+from __future__ import annotations
+
+import argparse
+import sys
+from datetime import datetime, timezone
+from pathlib import Path
+
+REPO_ROOT = Path(__file__).resolve().parents[1]
+FEATURE_REPO = REPO_ROOT / "feature_repo"
+DATA_DIR = REPO_ROOT / "data"
+
+# Matches the blog Option A snippet (length gate)
+_MIN_CHARS = 64
+
+
+def _parse_args() -> argparse.Namespace:
+    parser = argparse.ArgumentParser(description=__doc__)
+    parser.add_argument("--max-steps", type=int, default=20)
+    parser.add_argument("--batch-size", type=int, default=2)
+    parser.add_argument("--max-length", type=int, default=256)
+    parser.add_argument(
+        "--output-dir",
+        type=Path,
+        default=DATA_DIR / "gpt2-sft",
+    )
+    parser.add_argument(
+        "--dry-run",
+        action="store_true",
+        help="Print a few training rows; skip the optional GPT-2 smoke",
+    )
+    parser.add_argument(
+        "--via-df",
+        action="store_true",
+        help="Use to_df() so OnDemandFeatureView train_example runs",
+    )
+    return parser.parse_args()
+
+
+def _date_window() -> tuple[datetime, datetime]:
+    return (
+        datetime(2024, 6, 1, tzinfo=timezone.utc),
+        datetime(2024, 7, 1, tzinfo=timezone.utc),
+    )
+
+
+def _preprocess_sft_batch(batch):
+    """Build sft_text from FeatureView columns (blog Option A)."""
+    import pandas as pd
+
+    if not isinstance(batch, pd.DataFrame):
+        batch = pd.DataFrame(batch)
+
+    human = batch["human"].fillna("").astype(str).str.strip()
+    bot = batch["bot"].fillna("").astype(str).str.strip()
+    ok = bot.str.len() >= _MIN_CHARS
+    sft_text = (
+        "<|im_start|>user\n" + human + "<|im_end|>\n"
+        "<|im_start|>assistant\n" + bot + "<|im_end|>"
+    )
+    return pd.DataFrame({"sft_text": sft_text}).loc[ok].reset_index(drop=True)
+
+
+def retrieve_via_ray_stream():
+    """Option A: to_ray_dataset() + preprocess (ODFV does not run)."""
+    from feast import FeatureStore
+
+    store = FeatureStore(repo_path=str(FEATURE_REPO))
+    start_date, end_date = _date_window()
+
+    print("get_historical_features → to_ray_dataset() (preprocess sft_text on Ray)")
+    job = store.get_historical_features(
+        features=[
+            "web_documents:human",
+            "web_documents:bot",
+            "web_documents:human_repeat_ratio",
+            "web_documents:bot_repeat_ratio",
+        ],
+        start_date=start_date,
+        end_date=end_date,
+    )
+    ds = job.to_ray_dataset()
+    return ds.map_batches(_preprocess_sft_batch, batch_format="pandas")
+
+
+def retrieve_via_df():
+    """Option B: to_df() so ODFV train_example runs, then Ray from pandas."""
+    import ray
+    from feast import FeatureStore
+
+    store = FeatureStore(repo_path=str(FEATURE_REPO))
+    start_date, end_date = _date_window()
+
+    print("get_historical_features → to_df() (ODFV train_example runs)")
+    df = store.get_historical_features(
+        features=store.get_feature_service("llm_posttrain"),
+        start_date=start_date,
+        end_date=end_date,
+    ).to_df()
+
+    if "is_trainable" not in df.columns or "sft_text" not in df.columns:
+        raise RuntimeError("Expected ODFV columns is_trainable / sft_text from to_df()")
+
+    mask = df["is_trainable"].fillna(False).astype(bool)
+    mask &= df["sft_text"].fillna("").astype(str).str.len() > 0
+    slim = df.loc[mask, ["sft_text"]].reset_index(drop=True)
+    return ray.data.from_pandas(slim)
+
+
+def train_gpt2_optional(
+    ray_ds, *, max_steps: int, batch_size: int, max_length: int, output_dir: Path
+) -> None:
+    import torch
+    from transformers import (
+        AutoModelForCausalLM,
+        AutoTokenizer,
+        DataCollatorForLanguageModeling,
+        Trainer,
+        TrainingArguments,
+    )
+
+    rows = ray_ds.take(min(500, max(50, max_steps * batch_size * 4)))
+    texts = [r["sft_text"] for r in rows if r.get("sft_text")]
+    if not texts:
+        raise RuntimeError("No trainable SFT rows")
+
+    print(f"[optional] GPT-2 smoke on {len(texts)} rows, {max_steps} steps...")
+    tokenizer = AutoTokenizer.from_pretrained("gpt2")
+    if tokenizer.pad_token is None:
+        tokenizer.pad_token = tokenizer.eos_token
+    model = AutoModelForCausalLM.from_pretrained("gpt2")
+    encodings = tokenizer(
+        texts,
+        truncation=True,
+        max_length=max_length,
+        padding="max_length",
+        return_tensors="pt",
+    )
+
+    class _TextDataset(torch.utils.data.Dataset):
+        def __len__(self) -> int:
+            return encodings["input_ids"].shape[0]
+
+        def __getitem__(self, idx: int) -> dict:
+            return {
+                "input_ids": encodings["input_ids"][idx],
+                "attention_mask": encodings["attention_mask"][idx],
+                "labels": encodings["input_ids"][idx].clone(),
+            }
+
+    output_dir.mkdir(parents=True, exist_ok=True)
+    args = TrainingArguments(
+        output_dir=str(output_dir),
+        per_device_train_batch_size=batch_size,
+        max_steps=max_steps,
+        logging_steps=max(1, max_steps // 5),
+        save_steps=max_steps,
+        learning_rate=5e-5,
+        report_to=[],
+        remove_unused_columns=False,
+    )
+    trainer = Trainer(
+        model=model,
+        args=args,
+        train_dataset=_TextDataset(),
+        data_collator=DataCollatorForLanguageModeling(tokenizer=tokenizer, mlm=False),
+    )
+    trainer.train()
+    trainer.save_model(str(output_dir))
+    tokenizer.save_pretrained(str(output_dir))
+    print(f"Saved optional checkpoint to {output_dir}")
+
+
+def main() -> int:
+    args = _parse_args()
+    if not (FEATURE_REPO / "feature_store.yaml").exists():
+        print(f"Missing feature repo at {FEATURE_REPO}", file=sys.stderr)
+        return 1
+
+    if args.via_df:
+        ds = retrieve_via_df()
+    else:
+        ds = retrieve_via_ray_stream()
+
+    sample = ds.take(3)
+    print(f"Sample training rows: {len(sample)}")
+    for i, row in enumerate(sample):
+        preview = str(row.get("sft_text", row))[:160].replace("\n", "\\n")
+        print(f"  [{i}] {preview}...")
+
+    if args.dry_run:
+        print("Done (trainer skipped).")
+        return 0
+
+    train_gpt2_optional(
+        ds,
+        max_steps=args.max_steps,
+        batch_size=args.batch_size,
+        max_length=args.max_length,
+        output_dir=args.output_dir,
+    )
+    return 0
+
+
+if __name__ == "__main__":
+    raise SystemExit(main())
diff --git a/go.mod b/go.mod
index b76ac71d1e1..4de94b829d6 100644
--- a/go.mod
+++ b/go.mod
@@ -19,24 +19,24 @@ require (
 	github.com/mattn/go-sqlite3 v1.14.23
 	github.com/pkg/errors v0.9.1
 	github.com/prometheus/client_golang v1.23.2
-	github.com/redis/go-redis/v9 v9.6.1
+	github.com/redis/go-redis/v9 v9.20.0
 	github.com/roberson-io/mmh3 v0.0.0-20190729202758-fdfce3ba6225
 	github.com/rs/zerolog v1.33.0
 	github.com/spaolacci/murmur3 v1.1.0
 	github.com/stretchr/testify v1.11.1
-	go.opentelemetry.io/otel v1.43.0
-	go.opentelemetry.io/otel/exporters/otlp/otlptrace v1.38.0
-	go.opentelemetry.io/otel/exporters/otlp/otlptrace/otlptracehttp v1.38.0
-	go.opentelemetry.io/otel/sdk v1.43.0
-	go.opentelemetry.io/otel/trace v1.43.0
-	golang.org/x/sync v0.18.0
-	google.golang.org/genproto/googleapis/rpc v0.0.0-20251111163417-95abcf5c77ba
-	google.golang.org/grpc v1.76.0
-	google.golang.org/protobuf v1.36.10
+	go.opentelemetry.io/otel v1.44.0
+	go.opentelemetry.io/otel/exporters/otlp/otlptrace v1.44.0
+	go.opentelemetry.io/otel/exporters/otlp/otlptrace/otlptracehttp v1.44.0
+	go.opentelemetry.io/otel/sdk v1.44.0
+	go.opentelemetry.io/otel/trace v1.44.0
+	golang.org/x/sync v0.20.0
+	google.golang.org/genproto/googleapis/rpc v0.0.0-20260526163538-3dc84a4a5aaa
+	google.golang.org/grpc v1.81.1
+	google.golang.org/protobuf v1.36.11
 )
 
 require (
-	cel.dev/expr v0.24.0 // indirect
+	cel.dev/expr v0.25.1 // indirect
 	cloud.google.com/go v0.123.0 // indirect
 	cloud.google.com/go/auth v0.17.0 // indirect
 	cloud.google.com/go/auth/oauth2adapt v0.2.8 // indirect
@@ -44,7 +44,7 @@ require (
 	cloud.google.com/go/iam v1.5.3 // indirect
 	cloud.google.com/go/monitoring v1.24.2 // indirect
 	filippo.io/edwards25519 v1.1.0 // indirect
-	github.com/GoogleCloudPlatform/opentelemetry-operations-go/detectors/gcp v1.29.0 // indirect
+	github.com/GoogleCloudPlatform/opentelemetry-operations-go/detectors/gcp v1.31.0 // indirect
 	github.com/GoogleCloudPlatform/opentelemetry-operations-go/exporter/metric v0.54.0 // indirect
 	github.com/GoogleCloudPlatform/opentelemetry-operations-go/internal/resourcemapping v0.54.0 // indirect
 	github.com/JohnCGriffin/overflow v0.0.0-20211019200055-46fa312c352c // indirect
@@ -69,13 +69,12 @@ require (
 	github.com/beorn7/perks v1.0.1 // indirect
 	github.com/cenkalti/backoff/v5 v5.0.3 // indirect
 	github.com/cespare/xxhash/v2 v2.3.0 // indirect
-	github.com/cncf/xds/go v0.0.0-20250501225837-2ac532fd4443 // indirect
+	github.com/cncf/xds/go v0.0.0-20260202195803-dba9d589def2 // indirect
 	github.com/davecgh/go-spew v1.1.2-0.20180830191138-d8f796af33cc // indirect
-	github.com/dgryski/go-rendezvous v0.0.0-20200823014737-9f7001d12a5f // indirect
-	github.com/envoyproxy/go-control-plane/envoy v1.32.4 // indirect
-	github.com/envoyproxy/protoc-gen-validate v1.2.1 // indirect
+	github.com/envoyproxy/go-control-plane/envoy v1.37.0 // indirect
+	github.com/envoyproxy/protoc-gen-validate v1.3.3 // indirect
 	github.com/felixge/httpsnoop v1.0.4 // indirect
-	github.com/go-jose/go-jose/v4 v4.1.2 // indirect
+	github.com/go-jose/go-jose/v4 v4.1.4 // indirect
 	github.com/go-logr/logr v1.4.3 // indirect
 	github.com/go-logr/stdr v1.2.2 // indirect
 	github.com/goccy/go-json v0.10.3 // indirect
@@ -85,13 +84,13 @@ require (
 	github.com/googleapis/enterprise-certificate-proxy v0.3.7 // indirect
 	github.com/googleapis/gax-go/v2 v2.15.0 // indirect
 	github.com/grpc-ecosystem/go-grpc-middleware/v2 v2.1.0 // indirect
-	github.com/grpc-ecosystem/grpc-gateway/v2 v2.27.2 // indirect
+	github.com/grpc-ecosystem/grpc-gateway/v2 v2.29.0 // indirect
 	github.com/jackc/pgpassfile v1.0.0 // indirect
 	github.com/jackc/pgservicefile v0.0.0-20240606120523-5a60cdf6a761 // indirect
 	github.com/jackc/puddle/v2 v2.2.2 // indirect
 	github.com/klauspost/asmfmt v1.3.2 // indirect
 	github.com/klauspost/compress v1.18.0 // indirect
-	github.com/klauspost/cpuid/v2 v2.2.8 // indirect
+	github.com/klauspost/cpuid/v2 v2.2.10 // indirect
 	github.com/mattn/go-colorable v0.1.13 // indirect
 	github.com/mattn/go-isatty v0.0.20 // indirect
 	github.com/minio/asm2plan9s v0.0.0-20200509001527-cdd76441f9d8 // indirect
@@ -103,32 +102,32 @@ require (
 	github.com/prometheus/client_model v0.6.2 // indirect
 	github.com/prometheus/common v0.66.1 // indirect
 	github.com/prometheus/procfs v0.16.1 // indirect
-	github.com/spiffe/go-spiffe/v2 v2.5.0 // indirect
+	github.com/spiffe/go-spiffe/v2 v2.6.0 // indirect
 	github.com/stretchr/objx v0.5.2 // indirect
-	github.com/zeebo/errs v1.4.0 // indirect
-	github.com/zeebo/xxh3 v1.0.2 // indirect
+	github.com/zeebo/xxh3 v1.1.0 // indirect
 	go.opentelemetry.io/auto/sdk v1.2.1 // indirect
-	go.opentelemetry.io/contrib/detectors/gcp v1.36.0 // indirect
+	go.opentelemetry.io/contrib/detectors/gcp v1.42.0 // indirect
 	go.opentelemetry.io/contrib/instrumentation/google.golang.org/grpc/otelgrpc v0.63.0 // indirect
 	go.opentelemetry.io/contrib/instrumentation/net/http/otelhttp v0.61.0 // indirect
-	go.opentelemetry.io/otel/metric v1.43.0 // indirect
-	go.opentelemetry.io/otel/sdk/metric v1.43.0 // indirect
-	go.opentelemetry.io/proto/otlp v1.7.1 // indirect
+	go.opentelemetry.io/otel/metric v1.44.0 // indirect
+	go.opentelemetry.io/otel/sdk/metric v1.44.0 // indirect
+	go.opentelemetry.io/proto/otlp v1.10.0 // indirect
+	go.uber.org/atomic v1.11.0 // indirect
 	go.yaml.in/yaml/v2 v2.4.2 // indirect
-	golang.org/x/crypto v0.45.0 // indirect
+	golang.org/x/crypto v0.51.0 // indirect
 	golang.org/x/exp v0.0.0-20240909161429-701f63a606c0 // indirect
-	golang.org/x/mod v0.29.0 // indirect
-	golang.org/x/net v0.47.0 // indirect
-	golang.org/x/oauth2 v0.33.0 // indirect
-	golang.org/x/sys v0.42.0 // indirect
-	golang.org/x/telemetry v0.0.0-20251008203120-078029d740a8 // indirect
-	golang.org/x/text v0.31.0 // indirect
+	golang.org/x/mod v0.35.0 // indirect
+	golang.org/x/net v0.55.0 // indirect
+	golang.org/x/oauth2 v0.36.0 // indirect
+	golang.org/x/sys v0.45.0 // indirect
+	golang.org/x/telemetry v0.0.0-20260409153401-be6f6cb8b1fa // indirect
+	golang.org/x/text v0.37.0 // indirect
 	golang.org/x/time v0.14.0 // indirect
-	golang.org/x/tools v0.38.0 // indirect
+	golang.org/x/tools v0.44.0 // indirect
 	golang.org/x/xerrors v0.0.0-20240903120638-7835f813f4da // indirect
 	google.golang.org/api v0.256.0 // indirect
 	google.golang.org/genproto v0.0.0-20250922171735-9219d122eba9 // indirect
-	google.golang.org/genproto/googleapis/api v0.0.0-20251111163417-95abcf5c77ba // indirect
+	google.golang.org/genproto/googleapis/api v0.0.0-20260526163538-3dc84a4a5aaa // indirect
 	gopkg.in/yaml.v2 v2.4.0 // indirect
 	gopkg.in/yaml.v3 v3.0.1 // indirect
 )
diff --git a/go.sum b/go.sum
index b43b860c04f..f936e04c8f5 100644
--- a/go.sum
+++ b/go.sum
@@ -1,5 +1,5 @@
-cel.dev/expr v0.24.0 h1:56OvJKSH3hDGL0ml5uSxZmz3/3Pq4tJ+fb1unVLAFcY=
-cel.dev/expr v0.24.0/go.mod h1:hLPLo1W4QUmuYdA72RBX06QTs6MXw941piREPl3Yfiw=
+cel.dev/expr v0.25.1 h1:1KrZg61W6TWSxuNZ37Xy49ps13NUovb66QLprthtwi4=
+cel.dev/expr v0.25.1/go.mod h1:hrXvqGP6G6gyx8UAHSHJ5RGk//1Oj5nXQ2NI02Nrsg4=
 cloud.google.com/go v0.123.0 h1:2NAUJwPR47q+E35uaJeYoNhuNEM9kM8SjgRgdeOJUSE=
 cloud.google.com/go v0.123.0/go.mod h1:xBoMV08QcqUGuPW65Qfm1o9Y4zKZBpGS+7bImXLTAZU=
 cloud.google.com/go/auth v0.17.0 h1:74yCm7hCj2rUyyAocqnFzsAYXgJhrG26XCFimrc/Kz4=
@@ -22,8 +22,8 @@ cloud.google.com/go/trace v1.11.6 h1:2O2zjPzqPYAHrn3OKl029qlqG6W8ZdYaOWRyr8NgMT4
 cloud.google.com/go/trace v1.11.6/go.mod h1:GA855OeDEBiBMzcckLPE2kDunIpC72N+Pq8WFieFjnI=
 filippo.io/edwards25519 v1.1.0 h1:FNf4tywRC1HmFuKW5xopWpigGjJKiJSV0Cqo0cJWDaA=
 filippo.io/edwards25519 v1.1.0/go.mod h1:BxyFTGdWcka3PhytdK4V28tE5sGfRvvvRV7EaN4VDT4=
-github.com/GoogleCloudPlatform/opentelemetry-operations-go/detectors/gcp v1.29.0 h1:UQUsRi8WTzhZntp5313l+CHIAT95ojUI2lpP/ExlZa4=
-github.com/GoogleCloudPlatform/opentelemetry-operations-go/detectors/gcp v1.29.0/go.mod h1:Cz6ft6Dkn3Et6l2v2a9/RpN7epQ1GtDlO6lj8bEcOvw=
+github.com/GoogleCloudPlatform/opentelemetry-operations-go/detectors/gcp v1.31.0 h1:DHa2U07rk8syqvCge0QIGMCE1WxGj9njT44GH7zNJLQ=
+github.com/GoogleCloudPlatform/opentelemetry-operations-go/detectors/gcp v1.31.0/go.mod h1:P4WPRUkOhJC13W//jWpyfJNDAIpvRbAUIYLX/4jtlE0=
 github.com/GoogleCloudPlatform/opentelemetry-operations-go/exporter/metric v0.54.0 h1:lhhYARPUu3LmHysQ/igznQphfzynnqI3D75oUyw1HXk=
 github.com/GoogleCloudPlatform/opentelemetry-operations-go/exporter/metric v0.54.0/go.mod h1:l9rva3ApbBpEJxSNYnwT9N4CDLrWgtq3u8736C5hyJw=
 github.com/GoogleCloudPlatform/opentelemetry-operations-go/internal/cloudmock v0.54.0 h1:xfK3bbi6F2RDtaZFtUdKO3osOBIhNb+xTs8lFW6yx9o=
@@ -94,29 +94,27 @@ github.com/cenkalti/backoff/v5 v5.0.3 h1:ZN+IMa753KfX5hd8vVaMixjnqRZ3y8CuJKRKj1x
 github.com/cenkalti/backoff/v5 v5.0.3/go.mod h1:rkhZdG3JZukswDf7f0cwqPNk4K0sa+F97BxZthm/crw=
 github.com/cespare/xxhash/v2 v2.3.0 h1:UL815xU9SqsFlibzuggzjXhog7bL6oX9BbNZnL2UFvs=
 github.com/cespare/xxhash/v2 v2.3.0/go.mod h1:VGX0DQ3Q6kWi7AoAeZDth3/j3BFtOZR5XLFGgcrjCOs=
-github.com/cncf/xds/go v0.0.0-20250501225837-2ac532fd4443 h1:aQ3y1lwWyqYPiWZThqv1aFbZMiM9vblcSArJRf2Irls=
-github.com/cncf/xds/go v0.0.0-20250501225837-2ac532fd4443/go.mod h1:W+zGtBO5Y1IgJhy4+A9GOqVhqLpfZi+vwmdNXUehLA8=
+github.com/cncf/xds/go v0.0.0-20260202195803-dba9d589def2 h1:aBangftG7EVZoUb69Os8IaYg++6uMOdKK83QtkkvJik=
+github.com/cncf/xds/go v0.0.0-20260202195803-dba9d589def2/go.mod h1:qwXFYgsP6T7XnJtbKlf1HP8AjxZZyzxMmc+Lq5GjlU4=
 github.com/coreos/go-systemd/v22 v22.5.0/go.mod h1:Y58oyj3AT4RCenI/lSvhwexgC+NSVTIJ3seZv2GcEnc=
 github.com/davecgh/go-spew v1.1.0/go.mod h1:J7Y8YcW2NihsgmVo/mv3lAwl/skON4iLHjSsI+c5H38=
 github.com/davecgh/go-spew v1.1.1/go.mod h1:J7Y8YcW2NihsgmVo/mv3lAwl/skON4iLHjSsI+c5H38=
 github.com/davecgh/go-spew v1.1.2-0.20180830191138-d8f796af33cc h1:U9qPSI2PIWSS1VwoXQT9A3Wy9MM3WgvqSxFWenqJduM=
 github.com/davecgh/go-spew v1.1.2-0.20180830191138-d8f796af33cc/go.mod h1:J7Y8YcW2NihsgmVo/mv3lAwl/skON4iLHjSsI+c5H38=
-github.com/dgryski/go-rendezvous v0.0.0-20200823014737-9f7001d12a5f h1:lO4WD4F/rVNCu3HqELle0jiPLLBs70cWOduZpkS1E78=
-github.com/dgryski/go-rendezvous v0.0.0-20200823014737-9f7001d12a5f/go.mod h1:cuUVRXasLTGF7a8hSLbxyZXjz+1KgoB3wDUb6vlszIc=
-github.com/envoyproxy/go-control-plane v0.13.4 h1:zEqyPVyku6IvWCFwux4x9RxkLOMUL+1vC9xUFv5l2/M=
-github.com/envoyproxy/go-control-plane v0.13.4/go.mod h1:kDfuBlDVsSj2MjrLEtRWtHlsWIFcGyB2RMO44Dc5GZA=
-github.com/envoyproxy/go-control-plane/envoy v1.32.4 h1:jb83lalDRZSpPWW2Z7Mck/8kXZ5CQAFYVjQcdVIr83A=
-github.com/envoyproxy/go-control-plane/envoy v1.32.4/go.mod h1:Gzjc5k8JcJswLjAx1Zm+wSYE20UrLtt7JZMWiWQXQEw=
+github.com/envoyproxy/go-control-plane v0.14.0 h1:hbG2kr4RuFj222B6+7T83thSPqLjwBIfQawTkC++2HA=
+github.com/envoyproxy/go-control-plane v0.14.0/go.mod h1:NcS5X47pLl/hfqxU70yPwL9ZMkUlwlKxtAohpi2wBEU=
+github.com/envoyproxy/go-control-plane/envoy v1.37.0 h1:u3riX6BoYRfF4Dr7dwSOroNfdSbEPe9Yyl09/B6wBrQ=
+github.com/envoyproxy/go-control-plane/envoy v1.37.0/go.mod h1:DReE9MMrmecPy+YvQOAOHNYMALuowAnbjjEMkkWOi6A=
 github.com/envoyproxy/go-control-plane/ratelimit v0.1.0 h1:/G9QYbddjL25KvtKTv3an9lx6VBE2cnb8wp1vEGNYGI=
 github.com/envoyproxy/go-control-plane/ratelimit v0.1.0/go.mod h1:Wk+tMFAFbCXaJPzVVHnPgRKdUdwW/KdbRt94AzgRee4=
-github.com/envoyproxy/protoc-gen-validate v1.2.1 h1:DEo3O99U8j4hBFwbJfrz9VtgcDfUKS7KJ7spH3d86P8=
-github.com/envoyproxy/protoc-gen-validate v1.2.1/go.mod h1:d/C80l/jxXLdfEIhX1W2TmLfsJ31lvEjwamM4DxlWXU=
+github.com/envoyproxy/protoc-gen-validate v1.3.3 h1:MVQghNeW+LZcmXe7SY1V36Z+WFMDjpqGAGacLe2T0ds=
+github.com/envoyproxy/protoc-gen-validate v1.3.3/go.mod h1:TsndJ/ngyIdQRhMcVVGDDHINPLWB7C82oDArY51KfB0=
 github.com/felixge/httpsnoop v1.0.4 h1:NFTV2Zj1bL4mc9sqWACXbQFVBBg2W3GPvqp8/ESS2Wg=
 github.com/felixge/httpsnoop v1.0.4/go.mod h1:m8KPJKqk1gH5J9DgRY2ASl2lWCfGKXixSwevea8zH2U=
 github.com/ghodss/yaml v1.0.0 h1:wQHKEahhL6wmXdzwWG11gIVCkOv05bNOh+Rxn0yngAk=
 github.com/ghodss/yaml v1.0.0/go.mod h1:4dBDuWmgqj2HViK6kFavaiC9ZROes6MMH2rRYeMEF04=
-github.com/go-jose/go-jose/v4 v4.1.2 h1:TK/7NqRQZfgAh+Td8AlsrvtPoUyiHh0LqVvokh+1vHI=
-github.com/go-jose/go-jose/v4 v4.1.2/go.mod h1:22cg9HWM1pOlnRiY+9cQYJ9XHmya1bYW8OeDM6Ku6Oo=
+github.com/go-jose/go-jose/v4 v4.1.4 h1:moDMcTHmvE6Groj34emNPLs/qtYXRVcd6S7NHbHz3kA=
+github.com/go-jose/go-jose/v4 v4.1.4/go.mod h1:x4oUasVrzR7071A4TnHLGSPpNOm2a21K9Kf04k1rs08=
 github.com/go-kit/kit v0.8.0/go.mod h1:xBxKIO96dXMWWy0MnWVtmwkA9/13aqxPnvrjFYMA2as=
 github.com/go-logfmt/logfmt v0.3.0/go.mod h1:Qt1PoO58o5twSAckw1HlFXLmHsOX5/0LbT9GBnD5lWE=
 github.com/go-logr/logr v1.2.2/go.mod h1:jdQByPbusPIv2/zmleS9BjJVeZ6kBagPoEUsqbVz/1A=
@@ -155,8 +153,8 @@ github.com/grpc-ecosystem/go-grpc-middleware/providers/prometheus v1.1.0 h1:QGLs
 github.com/grpc-ecosystem/go-grpc-middleware/providers/prometheus v1.1.0/go.mod h1:hM2alZsMUni80N33RBe6J0e423LB+odMj7d3EMP9l20=
 github.com/grpc-ecosystem/go-grpc-middleware/v2 v2.1.0 h1:pRhl55Yx1eC7BZ1N+BBWwnKaMyD8uC+34TLdndZMAKk=
 github.com/grpc-ecosystem/go-grpc-middleware/v2 v2.1.0/go.mod h1:XKMd7iuf/RGPSMJ/U4HP0zS2Z9Fh8Ps9a+6X26m/tmI=
-github.com/grpc-ecosystem/grpc-gateway/v2 v2.27.2 h1:8Tjv8EJ+pM1xP8mK6egEbD1OgnVTyacbefKhmbLhIhU=
-github.com/grpc-ecosystem/grpc-gateway/v2 v2.27.2/go.mod h1:pkJQ2tZHJ0aFOVEEot6oZmaVEZcRme73eIFmhiVuRWs=
+github.com/grpc-ecosystem/grpc-gateway/v2 v2.29.0 h1:5VipnvEpbqr2gA2VbM+nYVbkIF28c5ZQfqCBQ5g2xfk=
+github.com/grpc-ecosystem/grpc-gateway/v2 v2.29.0/go.mod h1:Hyl3n6Twe1hvtd9XUXDec4pTvgMSEixRuQKPTMH2bNs=
 github.com/jackc/pgpassfile v1.0.0 h1:/6Hmqy13Ss2zCq62VdNG8tM1wchn8zjSGOBJ6icpsIM=
 github.com/jackc/pgpassfile v1.0.0/go.mod h1:CEx0iS5ambNFdcRtxPj5JhEz+xB6uRky5eyVu/W2HEg=
 github.com/jackc/pgservicefile v0.0.0-20240606120523-5a60cdf6a761 h1:iCEnooe7UlwOQYpKFhBabPMi4aNAfoODPEFNiAnClxo=
@@ -171,8 +169,8 @@ github.com/klauspost/asmfmt v1.3.2 h1:4Ri7ox3EwapiOjCki+hw14RyKk201CN4rzyCJRFLpK
 github.com/klauspost/asmfmt v1.3.2/go.mod h1:AG8TuvYojzulgDAMCnYn50l/5QV3Bs/tp6j0HLHbNSE=
 github.com/klauspost/compress v1.18.0 h1:c/Cqfb0r+Yi+JtIEq73FWXVkRonBlf0CRNYc8Zttxdo=
 github.com/klauspost/compress v1.18.0/go.mod h1:2Pp+KzxcywXVXMr50+X0Q/Lsb43OQHYWRCY2AiWywWQ=
-github.com/klauspost/cpuid/v2 v2.2.8 h1:+StwCXwm9PdpiEkPyzBXIy+M9KUb4ODm0Zarf1kS5BM=
-github.com/klauspost/cpuid/v2 v2.2.8/go.mod h1:Lcz8mBdAVJIBVzewtcLocK12l3Y+JytZYpaMropDUws=
+github.com/klauspost/cpuid/v2 v2.2.10 h1:tBs3QSyvjDyFTq3uoc/9xFpCuOsJQFNPiAhYdw2skhE=
+github.com/klauspost/cpuid/v2 v2.2.10/go.mod h1:hqwkgyIinND0mEev00jJYCxPNVRVXFQeu1XKlok6oO0=
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 github.com/kr/logfmt v0.0.0-20140226030751-b84e30acd515/go.mod h1:+0opPa2QZZtGFBFZlji/RkVcI2GknAs/DXo4wKdlNEc=
 github.com/kr/pretty v0.3.1 h1:flRD4NNwYAUpkphVc1HcthR4KEIFJ65n8Mw5qdRn3LE=
@@ -224,8 +222,8 @@ github.com/prometheus/procfs v0.0.0-20181005140218-185b4288413d/go.mod h1:c3At6R
 github.com/prometheus/procfs v0.0.2/go.mod h1:TjEm7ze935MbeOT/UhFTIMYKhuLP4wbCsTZCD3I8kEA=
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@@ -236,8 +234,8 @@ github.com/rs/zerolog v1.33.0/go.mod h1:/7mN4D5sKwJLZQ2b/znpjC3/GQWY/xaDXUM0kKWR
 github.com/sirupsen/logrus v1.2.0/go.mod h1:LxeOpSwHxABJmUn/MG1IvRgCAasNZTLOkJPxbbu5VWo=
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@@ -250,88 +248,89 @@ github.com/stretchr/testify v1.11.1 h1:7s2iGBzp5EwR7/aIZr8ao5+dra3wiQyKjjFuvgVKu
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+golang.org/x/text v0.37.0/go.mod h1:a5sjxXGs9hsn/AJVwuElvCAo9v8QYLzvavO5z2PiM38=
 golang.org/x/time v0.14.0 h1:MRx4UaLrDotUKUdCIqzPC48t1Y9hANFKIRpNx+Te8PI=
 golang.org/x/time v0.14.0/go.mod h1:eL/Oa2bBBK0TkX57Fyni+NgnyQQN4LitPmob2Hjnqw4=
-golang.org/x/tools v0.38.0 h1:Hx2Xv8hISq8Lm16jvBZ2VQf+RLmbd7wVUsALibYI/IQ=
-golang.org/x/tools v0.38.0/go.mod h1:yEsQ/d/YK8cjh0L6rZlY8tgtlKiBNTL14pGDJPJpYQs=
+golang.org/x/tools v0.44.0 h1:UP4ajHPIcuMjT1GqzDWRlalUEoY+uzoZKnhOjbIPD2c=
+golang.org/x/tools v0.44.0/go.mod h1:KA0AfVErSdxRZIsOVipbv3rQhVXTnlU6UhKxHd1seDI=
 golang.org/x/xerrors v0.0.0-20240903120638-7835f813f4da h1:noIWHXmPHxILtqtCOPIhSt0ABwskkZKjD3bXGnZGpNY=
 golang.org/x/xerrors v0.0.0-20240903120638-7835f813f4da/go.mod h1:NDW/Ps6MPRej6fsCIbMTohpP40sJ/P/vI1MoTEGwX90=
-gonum.org/v1/gonum v0.16.0 h1:5+ul4Swaf3ESvrOnidPp4GZbzf0mxVQpDCYUQE7OJfk=
-gonum.org/v1/gonum v0.16.0/go.mod h1:fef3am4MQ93R2HHpKnLk4/Tbh/s0+wqD5nfa6Pnwy4E=
+gonum.org/v1/gonum v0.17.0 h1:VbpOemQlsSMrYmn7T2OUvQ4dqxQXU+ouZFQsZOx50z4=
+gonum.org/v1/gonum v0.17.0/go.mod h1:El3tOrEuMpv2UdMrbNlKEh9vd86bmQ6vqIcDwxEOc1E=
 google.golang.org/api v0.256.0 h1:u6Khm8+F9sxbCTYNoBHg6/Hwv0N/i+V94MvkOSor6oI=
 google.golang.org/api v0.256.0/go.mod h1:KIgPhksXADEKJlnEoRa9qAII4rXcy40vfI8HRqcU964=
 google.golang.org/genproto v0.0.0-20250922171735-9219d122eba9 h1:LvZVVaPE0JSqL+ZWb6ErZfnEOKIqqFWUJE2D0fObSmc=
 google.golang.org/genproto v0.0.0-20250922171735-9219d122eba9/go.mod h1:QFOrLhdAe2PsTp3vQY4quuLKTi9j3XG3r6JPPaw7MSc=
-google.golang.org/genproto/googleapis/api v0.0.0-20251111163417-95abcf5c77ba h1:B14OtaXuMaCQsl2deSvNkyPKIzq3BjfxQp8d00QyWx4=
-google.golang.org/genproto/googleapis/api v0.0.0-20251111163417-95abcf5c77ba/go.mod h1:G5IanEx8/PgI9w6CFcYQf7jMtHQhZruvfM1i3qOqk5U=
-google.golang.org/genproto/googleapis/rpc v0.0.0-20251111163417-95abcf5c77ba h1:UKgtfRM7Yh93Sya0Fo8ZzhDP4qBckrrxEr2oF5UIVb8=
-google.golang.org/genproto/googleapis/rpc v0.0.0-20251111163417-95abcf5c77ba/go.mod h1:7i2o+ce6H/6BluujYR+kqX3GKH+dChPTQU19wjRPiGk=
-google.golang.org/grpc v1.76.0 h1:UnVkv1+uMLYXoIz6o7chp59WfQUYA2ex/BXQ9rHZu7A=
-google.golang.org/grpc v1.76.0/go.mod h1:Ju12QI8M6iQJtbcsV+awF5a4hfJMLi4X0JLo94ULZ6c=
-google.golang.org/protobuf v1.36.10 h1:AYd7cD/uASjIL6Q9LiTjz8JLcrh/88q5UObnmY3aOOE=
-google.golang.org/protobuf v1.36.10/go.mod h1:HTf+CrKn2C3g5S8VImy6tdcUvCska2kB7j23XfzDpco=
+google.golang.org/genproto/googleapis/api v0.0.0-20260526163538-3dc84a4a5aaa h1:Kjn0N0tCrDgiAFW+lGO4JZ3ck44CehvJQMAwj9QF0G8=
+google.golang.org/genproto/googleapis/api v0.0.0-20260526163538-3dc84a4a5aaa/go.mod h1:q4lMZS6kskjT5HvCPrnnypcDPVJqT/f4nfxmkE7gryY=
+google.golang.org/genproto/googleapis/rpc v0.0.0-20260526163538-3dc84a4a5aaa h1:mZHHdPZl0dbGHCflZgAq/Q468DWVFcU2whhB2KAo8fk=
+google.golang.org/genproto/googleapis/rpc v0.0.0-20260526163538-3dc84a4a5aaa/go.mod h1:4Hqkh8ycfw05ld/3BWL7rJOSfebL2Q+DVDeRgYgxUU8=
+google.golang.org/grpc v1.81.1 h1:VnnIIZ88UzOOKLukQi+ImGz8O1Wdp8nAGGnvOfEIWQQ=
+google.golang.org/grpc v1.81.1/go.mod h1:xGH9GfzOyMTGIOXBJmXt+BX/V0kcdQbdcuwQ/zNw42I=
+google.golang.org/protobuf v1.36.11 h1:fV6ZwhNocDyBLK0dj+fg8ektcVegBBuEolpbTQyBNVE=
+google.golang.org/protobuf v1.36.11/go.mod h1:HTf+CrKn2C3g5S8VImy6tdcUvCska2kB7j23XfzDpco=
 gopkg.in/alecthomas/kingpin.v2 v2.2.6/go.mod h1:FMv+mEhP44yOT+4EoQTLFTRgOQ1FBLkstjWtayDeSgw=
 gopkg.in/check.v1 v0.0.0-20161208181325-20d25e280405/go.mod h1:Co6ibVJAznAaIkqp8huTwlJQCZ016jof/cbN4VW5Yz0=
 gopkg.in/check.v1 v1.0.0-20201130134442-10cb98267c6c h1:Hei/4ADfdWqJk1ZMxUNpqntNwaWcugrBjAiHlqqRiVk=
diff --git a/go/internal/feast/registry/registry.go b/go/internal/feast/registry/registry.go
index 51aa031bbda..3ff94807049 100644
--- a/go/internal/feast/registry/registry.go
+++ b/go/internal/feast/registry/registry.go
@@ -81,6 +81,10 @@ func (r *Registry) InitializeRegistry() error {
 }
 
 func (r *Registry) RefreshRegistryOnInterval() {
+	if r.cachedRegistryProtoTtl <= 0 {
+		log.Info().Msg("Registry cache TTL is non-positive; skipping periodic refresh")
+		return
+	}
 	ticker := time.NewTicker(r.cachedRegistryProtoTtl)
 	for ; true; <-ticker.C {
 		err := r.refresh()
diff --git a/go/internal/feast/registry/registry_test.go b/go/internal/feast/registry/registry_test.go
index 6f75dbbbeb2..0f5d1c20ea7 100644
--- a/go/internal/feast/registry/registry_test.go
+++ b/go/internal/feast/registry/registry_test.go
@@ -10,6 +10,7 @@ import (
 	"time"
 
 	"github.com/aws/aws-sdk-go-v2/service/s3"
+	"github.com/stretchr/testify/assert"
 )
 
 func TestCloudRegistryStores(t *testing.T) {
@@ -99,6 +100,24 @@ func TestCloudRegistryStores(t *testing.T) {
 	}
 }
 
+func TestRefreshRegistryOnIntervalNonPositiveTTL(t *testing.T) {
+	tests := []struct {
+		name string
+		ttl  time.Duration
+	}{
+		{name: "zero ttl", ttl: 0},
+		{name: "negative ttl", ttl: -1 * time.Second},
+	}
+	for _, test := range tests {
+		t.Run(test.name, func(t *testing.T) {
+			r := &Registry{cachedRegistryProtoTtl: test.ttl}
+			assert.NotPanics(t, func() {
+				r.RefreshRegistryOnInterval()
+			})
+		})
+	}
+}
+
 // MockS3Client is mock client for testing S3 registry store
 type MockS3Client struct {
 	GetObjectFn    func(ctx context.Context, params *s3.GetObjectInput, optFns ...func(*s3.Options)) (*s3.GetObjectOutput, error)
diff --git a/infra/charts/feast-feature-server/Chart.yaml b/infra/charts/feast-feature-server/Chart.yaml
index 711dd910e95..f77f882a9d2 100644
--- a/infra/charts/feast-feature-server/Chart.yaml
+++ b/infra/charts/feast-feature-server/Chart.yaml
@@ -2,7 +2,7 @@ apiVersion: v2
 name: feast-feature-server
 description: Feast Feature Server in Go or Python
 type: application
-version: 0.63.0
+version: 0.65.0
 keywords:
   - machine learning
   - big data
diff --git a/infra/charts/feast-feature-server/README.md b/infra/charts/feast-feature-server/README.md
index 24013786f14..cd8cc475031 100644
--- a/infra/charts/feast-feature-server/README.md
+++ b/infra/charts/feast-feature-server/README.md
@@ -1,6 +1,6 @@
 # Feast Python / Go Feature Server Helm Charts
 
-Current chart version is `0.63.0`
+Current chart version is `0.65.0`
 
 ## Installation
 
@@ -42,7 +42,7 @@ See [here](https://github.com/feast-dev/feast/tree/master/examples/python-helm-d
 | fullnameOverride | string | `""` |  |
 | image.pullPolicy | string | `"IfNotPresent"` |  |
 | image.repository | string | `"quay.io/feastdev/feature-server"` | Docker image for Feature Server repository |
-| image.tag | string | `"0.63.0"` | The Docker image tag (can be overwritten if custom feature server deps are needed for on demand transforms) |
+| image.tag | string | `"0.65.0"` | The Docker image tag (can be overwritten if custom feature server deps are needed for on demand transforms) |
 | imagePullSecrets | list | `[]` |  |
 | livenessProbe.initialDelaySeconds | int | `30` |  |
 | livenessProbe.periodSeconds | int | `30` |  |
diff --git a/infra/charts/feast-feature-server/values.yaml b/infra/charts/feast-feature-server/values.yaml
index 6a3cfda4419..f2bc97d7a2b 100644
--- a/infra/charts/feast-feature-server/values.yaml
+++ b/infra/charts/feast-feature-server/values.yaml
@@ -9,7 +9,7 @@ image:
   repository: quay.io/feastdev/feature-server
   pullPolicy: IfNotPresent
   # image.tag -- The Docker image tag (can be overwritten if custom feature server deps are needed for on demand transforms)
-  tag: 0.63.0
+  tag: 0.65.0
 
 logLevel: "WARNING"  # Set log level DEBUG, INFO, WARNING, ERROR, and CRITICAL (case-insensitive)
 
diff --git a/infra/charts/feast/Chart.yaml b/infra/charts/feast/Chart.yaml
index 04f4994176e..dc49ff3fb2f 100644
--- a/infra/charts/feast/Chart.yaml
+++ b/infra/charts/feast/Chart.yaml
@@ -1,7 +1,7 @@
 apiVersion: v1
 description: Feature store for machine learning
 name: feast
-version: 0.63.0
+version: 0.65.0
 keywords:
   - machine learning
   - big data
diff --git a/infra/charts/feast/README.md b/infra/charts/feast/README.md
index a79e14e4196..2a288bb48aa 100644
--- a/infra/charts/feast/README.md
+++ b/infra/charts/feast/README.md
@@ -8,7 +8,7 @@ This repo contains Helm charts for Feast Java components that are being installe
    
 ## Chart: Feast
 
-Feature store for machine learning Current chart version is `0.63.0`
+Feature store for machine learning Current chart version is `0.65.0`
 
 ## Installation
 
@@ -65,8 +65,8 @@ See [here](https://github.com/feast-dev/feast/tree/master/examples/java-demo) fo
 | Repository | Name | Version |
 |------------|------|---------|
 | https://charts.helm.sh/stable | redis | 10.5.6 |
-| https://feast-helm-charts.storage.googleapis.com | feature-server(feature-server) | 0.63.0 |
-| https://feast-helm-charts.storage.googleapis.com | transformation-service(transformation-service) | 0.63.0 |
+| https://feast-helm-charts.storage.googleapis.com | feature-server(feature-server) | 0.65.0 |
+| https://feast-helm-charts.storage.googleapis.com | transformation-service(transformation-service) | 0.65.0 |
 
 ## Values
 
diff --git a/infra/charts/feast/charts/feature-server/Chart.yaml b/infra/charts/feast/charts/feature-server/Chart.yaml
index 1c3f0314d00..b20c1778a18 100644
--- a/infra/charts/feast/charts/feature-server/Chart.yaml
+++ b/infra/charts/feast/charts/feature-server/Chart.yaml
@@ -1,8 +1,8 @@
 apiVersion: v1
 description: "Feast Feature Server: Online feature serving service for Feast"
 name: feature-server
-version: 0.63.0
-appVersion: v0.63.0
+version: 0.65.0
+appVersion: v0.65.0
 keywords:
 - machine learning
 - big data
diff --git a/infra/charts/feast/charts/feature-server/README.md b/infra/charts/feast/charts/feature-server/README.md
index 1899373fee2..571449d9009 100644
--- a/infra/charts/feast/charts/feature-server/README.md
+++ b/infra/charts/feast/charts/feature-server/README.md
@@ -1,6 +1,6 @@
 # feature-server
 
-![Version: 0.63.0](https://img.shields.io/badge/Version-0.63.0-informational?style=flat-square) ![AppVersion: v0.63.0](https://img.shields.io/badge/AppVersion-v0.63.0-informational?style=flat-square)
+![Version: 0.65.0](https://img.shields.io/badge/Version-0.65.0-informational?style=flat-square) ![AppVersion: v0.65.0](https://img.shields.io/badge/AppVersion-v0.65.0-informational?style=flat-square)
 
 Feast Feature Server: Online feature serving service for Feast
 
@@ -17,7 +17,7 @@ Feast Feature Server: Online feature serving service for Feast
 | envOverrides | object | `{}` | Extra environment variables to set |
 | image.pullPolicy | string | `"IfNotPresent"` | Image pull policy |
 | image.repository | string | `"quay.io/feastdev/feature-server-java"` | Docker image for Feature Server repository |
-| image.tag | string | `"0.63.0"` | Image tag |
+| image.tag | string | `"0.65.0"` | Image tag |
 | ingress.grpc.annotations | object | `{}` | Extra annotations for the ingress |
 | ingress.grpc.auth.enabled | bool | `false` | Flag to enable auth |
 | ingress.grpc.class | string | `"nginx"` | Which ingress controller to use |
diff --git a/infra/charts/feast/charts/feature-server/values.yaml b/infra/charts/feast/charts/feature-server/values.yaml
index 655bcec15e5..3367dd665fa 100644
--- a/infra/charts/feast/charts/feature-server/values.yaml
+++ b/infra/charts/feast/charts/feature-server/values.yaml
@@ -5,7 +5,7 @@ image:
   # image.repository -- Docker image for Feature Server repository
   repository: quay.io/feastdev/feature-server-java
   # image.tag -- Image tag
-  tag: 0.63.0
+  tag: 0.65.0
   # image.pullPolicy -- Image pull policy
   pullPolicy: IfNotPresent
 
diff --git a/infra/charts/feast/charts/transformation-service/Chart.yaml b/infra/charts/feast/charts/transformation-service/Chart.yaml
index 6252eb0d4bb..9dbc3f73cb4 100644
--- a/infra/charts/feast/charts/transformation-service/Chart.yaml
+++ b/infra/charts/feast/charts/transformation-service/Chart.yaml
@@ -1,8 +1,8 @@
 apiVersion: v1
 description: "Transformation service: to compute on-demand features"
 name: transformation-service
-version: 0.63.0
-appVersion: v0.63.0
+version: 0.65.0
+appVersion: v0.65.0
 keywords:
 - machine learning
 - big data
diff --git a/infra/charts/feast/charts/transformation-service/README.md b/infra/charts/feast/charts/transformation-service/README.md
index 5c7d6de89eb..ad1dd75cd65 100644
--- a/infra/charts/feast/charts/transformation-service/README.md
+++ b/infra/charts/feast/charts/transformation-service/README.md
@@ -1,6 +1,6 @@
 # transformation-service
 
-![Version: 0.63.0](https://img.shields.io/badge/Version-0.63.0-informational?style=flat-square) ![AppVersion: v0.63.0](https://img.shields.io/badge/AppVersion-v0.63.0-informational?style=flat-square)
+![Version: 0.65.0](https://img.shields.io/badge/Version-0.65.0-informational?style=flat-square) ![AppVersion: v0.65.0](https://img.shields.io/badge/AppVersion-v0.65.0-informational?style=flat-square)
 
 Transformation service: to compute on-demand features
 
@@ -13,7 +13,7 @@ Transformation service: to compute on-demand features
 | envOverrides | object | `{}` | Extra environment variables to set |
 | image.pullPolicy | string | `"IfNotPresent"` | Image pull policy |
 | image.repository | string | `"quay.io/feastdev/feature-transformation-server"` | Docker image for Transformation Server repository |
-| image.tag | string | `"0.63.0"` | Image tag |
+| image.tag | string | `"0.65.0"` | Image tag |
 | nodeSelector | object | `{}` | Node labels for pod assignment |
 | podLabels | object | `{}` | Labels to be added to Feast Serving pods |
 | replicaCount | int | `1` | Number of pods that will be created |
diff --git a/infra/charts/feast/charts/transformation-service/values.yaml b/infra/charts/feast/charts/transformation-service/values.yaml
index 03d2f8acf78..266cd4b48aa 100644
--- a/infra/charts/feast/charts/transformation-service/values.yaml
+++ b/infra/charts/feast/charts/transformation-service/values.yaml
@@ -5,7 +5,7 @@ image:
   # image.repository -- Docker image for Transformation Server repository
   repository: quay.io/feastdev/feature-transformation-server
   # image.tag -- Image tag
-  tag: 0.63.0
+  tag: 0.65.0
   # image.pullPolicy -- Image pull policy
   pullPolicy: IfNotPresent
 
diff --git a/infra/charts/feast/requirements.yaml b/infra/charts/feast/requirements.yaml
index 1b962cc0b89..3f29ad7dfdc 100644
--- a/infra/charts/feast/requirements.yaml
+++ b/infra/charts/feast/requirements.yaml
@@ -1,12 +1,12 @@
 dependencies:
 - name: feature-server
   alias: feature-server
-  version: 0.63.0
+  version: 0.65.0
   condition: feature-server.enabled
   repository: https://feast-helm-charts.storage.googleapis.com
 - name: transformation-service
   alias: transformation-service
-  version: 0.63.0
+  version: 0.65.0
   condition: transformation-service.enabled
   repository: https://feast-helm-charts.storage.googleapis.com
 - name: redis
diff --git a/infra/feast-operator/.golangci.yml b/infra/feast-operator/.golangci.yml
index 4895f41d8fb..95be6d14177 100644
--- a/infra/feast-operator/.golangci.yml
+++ b/infra/feast-operator/.golangci.yml
@@ -38,9 +38,11 @@ linters:
         path: api/*
       - linters:
           - dupl
+          - goconst
           - lll
         path: internal/*
       - linters:
+          - goconst
           - lll
         path: test/*
       - linters:
diff --git a/infra/feast-operator/Dockerfile b/infra/feast-operator/Dockerfile
index 9d27bbcaf3f..a7ad3fa044d 100644
--- a/infra/feast-operator/Dockerfile
+++ b/infra/feast-operator/Dockerfile
@@ -1,5 +1,5 @@
 # Build the manager binary
-FROM registry.access.redhat.com/ubi9/go-toolset:1.24 AS builder
+FROM registry.access.redhat.com/ubi9/go-toolset:1.25 AS builder
 ARG TARGETOS
 ARG TARGETARCH
 ENV GOTOOLCHAIN=auto
@@ -12,7 +12,7 @@ COPY --chown=1001:0 go.sum go.sum
 RUN go mod download
 
 # Copy the go source
-COPY --chown=1001:0 cmd/main.go cmd/main.go
+COPY --chown=1001:0 cmd/ cmd/
 COPY --chown=1001:0 api/ api/
 COPY --chown=1001:0 internal/controller/ internal/controller/
 
@@ -21,9 +21,9 @@ COPY --chown=1001:0 internal/controller/ internal/controller/
 # was called. For example, if we call make docker-build in a local env which has the Apple Silicon M1 SO
 # the docker BUILDPLATFORM arg will be linux/arm64 when for Apple x86 it will be linux/amd64. Therefore,
 # by leaving it empty we can ensure that the container and binary shipped on it will have the same platform.
-RUN CGO_ENABLED=0 GOOS=${TARGETOS:-linux} GOARCH=${TARGETARCH} go build -a -o manager cmd/main.go
+RUN CGO_ENABLED=0 GOOS=${TARGETOS:-linux} GOARCH=${TARGETARCH} go build -a -o manager ./cmd/
 
-FROM registry.access.redhat.com/ubi9/ubi-minimal:9.5
+FROM registry.access.redhat.com/ubi9/ubi-minimal:9.8
 WORKDIR /
 COPY --from=builder /opt/app-root/src/manager .
 USER 65532:65532
diff --git a/infra/feast-operator/Makefile b/infra/feast-operator/Makefile
index 14fc6fe7824..b70608a389e 100644
--- a/infra/feast-operator/Makefile
+++ b/infra/feast-operator/Makefile
@@ -3,7 +3,7 @@
 # To re-generate a bundle for another specific version without changing the standard setup, you can:
 # - use the VERSION as arg of the bundle target (e.g make bundle VERSION=0.0.2)
 # - use environment variables to overwrite this value (e.g export VERSION=0.0.2)
-VERSION ?= 0.63.0
+VERSION ?= 0.65.0
 
 # CHANNELS define the bundle channels used in the bundle.
 # Add a new line here if you would like to change its default config. (E.g CHANNELS = "candidate,fast,stable")
@@ -116,7 +116,7 @@ vet: ## Run go vet against code.
 
 .PHONY: test
 test: build-installer vet lint envtest ## Run tests.
-	KUBEBUILDER_ASSETS="$(shell $(ENVTEST) use $(ENVTEST_K8S_VERSION) --bin-dir $(LOCALBIN) -p path)" go test $$(go list ./... | grep -v test/e2e | grep -v test/data-source-types | grep -v test/upgrade | grep -v test/previous-version) -coverprofile cover.out
+	KUBEBUILDER_ASSETS="$(shell $(ENVTEST) use $(ENVTEST_K8S_VERSION) --bin-dir $(LOCALBIN) -p path)" GOTOOLCHAIN=go$(shell go env GOVERSION | sed 's/^go//') go test $$(go list ./... | grep -v test/e2e | grep -v test/data-source-types | grep -v test/upgrade | grep -v test/previous-version) -coverprofile cover.out
 
 # Utilize Kind or modify the e2e tests to load the image locally, enabling compatibility with other vendors.
 .PHONY: test-e2e  # Run the e2e tests against a Kind k8s instance that is spun up.
@@ -243,7 +243,7 @@ KUSTOMIZE_VERSION ?= v5.4.3
 CONTROLLER_TOOLS_VERSION ?= v0.18.0
 CRD_REF_DOCS_VERSION ?= v0.2.0
 ENVTEST_VERSION ?= release-0.21
-GOLANGCI_LINT_VERSION ?= v2.1.0
+GOLANGCI_LINT_VERSION ?= v2.12.2
 ENVSUBST_VERSION ?= v1.4.2
 
 .PHONY: kustomize
diff --git a/infra/feast-operator/README.md b/infra/feast-operator/README.md
index c639be54fde..f879dff1cc1 100644
--- a/infra/feast-operator/README.md
+++ b/infra/feast-operator/README.md
@@ -7,7 +7,7 @@ This is a K8s Operator that can be used to deploy and manage **Feast**, an open
 
 | Guide | Topic |
 |-------|-------|
-| [1 — Project Provisioning](https://docs.feast.dev/how-to-guides/feast-operator/01-project-provisioning) | `feastProjectDir`: git clone vs `feast init` templates |
+| [1 — Project Provisioning](https://docs.feast.dev/how-to-guides/feast-operator/01-project-provisioning) | `feastProjectDir`: git clone, `feast init`, or a repository packaged in an image |
 | [2 — Persistence](https://docs.feast.dev/how-to-guides/feast-operator/02-persistence) | File (path + PVC) vs DB store for offline/online/registry; Secret format |
 | [3 — Serving & Observability](https://docs.feast.dev/how-to-guides/feast-operator/03-serving-and-observability) | Workers, log level, Prometheus metrics, offline push batching, MCP |
 | [4 — Registry Topology](https://docs.feast.dev/how-to-guides/feast-operator/04-registry-topology) | Local, remote, cross-namespace `feastRef` |
diff --git a/infra/feast-operator/api/feastversion/version.go b/infra/feast-operator/api/feastversion/version.go
index 29ab2b9e7c6..deabd34ac38 100644
--- a/infra/feast-operator/api/feastversion/version.go
+++ b/infra/feast-operator/api/feastversion/version.go
@@ -17,4 +17,4 @@ limitations under the License.
 package feastversion
 
 // Feast release version. Keep on line #20, this is critical to release CI
-const FeastVersion = "0.63.0"
+const FeastVersion = "0.65.0"
diff --git a/infra/feast-operator/api/v1/featurestore_types.go b/infra/feast-operator/api/v1/featurestore_types.go
index 55da3f5118e..c037b7055d2 100644
--- a/infra/feast-operator/api/v1/featurestore_types.go
+++ b/infra/feast-operator/api/v1/featurestore_types.go
@@ -111,6 +111,88 @@ type OpenLineageConfig struct {
 	// Keys must be valid Feast OpenLineageConfig YAML field names.
 	// +optional
 	ExtraConfig map[string]string `json:"extraConfig,omitempty"`
+	// Consumer configures the OpenLineage consumer (event receiver) that enables
+	// Feast to receive and display lineage from external producers (Airflow, Spark, dbt, etc.).
+	// +optional
+	Consumer *OpenLineageConsumerConfig `json:"consumer,omitempty"`
+}
+
+// OpenLineageConsumerConfig configures the OpenLineage consumer (event receiver).
+// When enabled, the Feast REST server exposes POST /api/v1/lineage to receive
+// OpenLineage events from any producer, storing them for visualization in the Feast UI.
+type OpenLineageConsumerConfig struct {
+	// Enable the OpenLineage consumer.
+	Enabled bool `json:"enabled"`
+	// StoreType is the storage backend for lineage events. Currently only "sql" is supported.
+	// +kubebuilder:default="sql"
+	// +kubebuilder:validation:Enum=sql
+	// +optional
+	StoreType *string `json:"storeType,omitempty"`
+	// Reference to a Secret containing the key "connection_string" for a separate
+	// lineage database. If omitted, the SQL registry database is reused.
+	// +optional
+	ConnectionStringSecretRef *corev1.LocalObjectReference `json:"connectionStringSecretRef,omitempty"`
+	// Reference to a Secret containing the key "api_key" that producers must
+	// provide in the X-API-Key header when sending events.
+	// +optional
+	ApiKeySecretRef *corev1.LocalObjectReference `json:"apiKeySecretRef,omitempty"`
+	// NamespaceMapping maps OpenLineage namespaces to Feast projects for
+	// RBAC-based filtering of lineage data in the UI.
+	// +optional
+	NamespaceMapping map[string]string `json:"namespaceMapping,omitempty"`
+}
+
+// MlflowConfig enables MLflow experiment tracking integration for Feast.
+// When enabled, feature retrieval metadata is automatically logged to MLflow runs
+// and the Feast UI displays lineage from feature views to registered models.
+// +kubebuilder:validation:XValidation:rule="!has(self.extraConfig) || !('enabled' in self.extraConfig) && !('tracking_uri' in self.extraConfig) && !('ui_url' in self.extraConfig) && !('tracking_auth' in self.extraConfig) && !('auto_log' in self.extraConfig) && !('auto_log_entity_df' in self.extraConfig) && !('entity_df_max_rows' in self.extraConfig) && !('log_operations' in self.extraConfig) && !('ops_experiment_suffix' in self.extraConfig)",message="extraConfig must not contain keys that duplicate typed fields (enabled, tracking_uri, ui_url, tracking_auth, auto_log, auto_log_entity_df, entity_df_max_rows, log_operations, ops_experiment_suffix); use the corresponding spec fields instead."
+type MlflowConfig struct {
+	// Enable MLflow integration.
+	Enabled bool `json:"enabled"`
+	// MLflow tracking server URI. When omitted, the operator auto-discovers
+	// from the cluster MLflow CR (status.address.url). Falls back to
+	// MLFLOW_TRACKING_URI env var on pods.
+	// +optional
+	TrackingUri *string `json:"trackingUri,omitempty"`
+	// Browser-reachable MLflow UI URL used for hyperlinks in Feast UI lineage.
+	// When omitted, the operator auto-discovers from the MLflow CR status.url
+	// (the external gateway route). Falls back to MLFLOW_UI_URL env var, then
+	// to trackingUri. Only needed when the tracking URI is cluster-internal.
+	// +optional
+	UiUrl *string `json:"uiUrl,omitempty"`
+	// Automatically log feature metadata on every retrieval inside an active MLflow run.
+	// Defaults to true when enabled.
+	// +optional
+	AutoLog *bool `json:"autoLog,omitempty"`
+	// Save entity DataFrame as MLflow artifact on historical retrieval.
+	// Defaults to false.
+	// +optional
+	AutoLogEntityDf *bool `json:"autoLogEntityDf,omitempty"`
+	// Maximum number of entity DataFrame rows to save as an MLflow artifact.
+	// DataFrames exceeding this limit are skipped. Defaults to 100000.
+	// +kubebuilder:validation:Minimum=1
+	// +optional
+	EntityDfMaxRows *int32 `json:"entityDfMaxRows,omitempty"`
+	// Log feast apply and materialize operations to a separate MLflow experiment.
+	// Defaults to false.
+	// +optional
+	LogOperations *bool `json:"logOperations,omitempty"`
+	// Suffix appended to the project name for the operations experiment.
+	// Defaults to "-feast-ops".
+	// +optional
+	OpsExperimentSuffix *string `json:"opsExperimentSuffix,omitempty"`
+	// Authentication method used by Feast pods when calling the MLflow tracking
+	// server. Common values: "kubernetes-namespaced" (token-based, default on
+	// OpenShift AI), "basic", "bearer", or "" (no auth for local/dev).
+	// Defaults to "kubernetes-namespaced".
+	// +optional
+	TrackingAuth *string `json:"trackingAuth,omitempty"`
+	// ExtraConfig holds additional MLflow key-value settings written inline into
+	// the mlflow block of feature_store.yaml. Boolean and integer string values
+	// are coerced to native YAML types. Keys must be valid Feast MlflowConfig
+	// YAML field names.
+	// +optional
+	ExtraConfig map[string]string `json:"extraConfig,omitempty"`
 }
 
 // FeatureStoreSpec defines the desired state of FeatureStore
@@ -127,6 +209,9 @@ type FeatureStoreSpec struct {
 	AuthzConfig     *AuthzConfig          `json:"authz,omitempty"`
 	CronJob         *FeastCronJob         `json:"cronJob,omitempty"`
 	BatchEngine     *BatchEngineConfig    `json:"batchEngine,omitempty"`
+	// DataQualityMonitoring configures Data Quality Monitoring behaviour.
+	// +optional
+	DataQualityMonitoring *DataQualityMonitoringConfig `json:"dataQualityMonitoring,omitempty"`
 	// Replicas is the desired number of pod replicas. Used by the scale sub-resource.
 	// Mutually exclusive with services.scaling.autoscaling.
 	// +kubebuilder:default=1
@@ -140,13 +225,31 @@ type FeatureStoreSpec struct {
 	// Written into feature_store.yaml for all service pods.
 	// +optional
 	OpenLineage *OpenLineageConfig `json:"openlineage,omitempty"`
+	// Mlflow enables MLflow experiment tracking integration for Feast.
+	// Written into feature_store.yaml for all service pods and the client ConfigMap.
+	// When omitted and a cluster MLflow instance is detected, defaults to enabled
+	// with the discovered tracking URI.
+	// +optional
+	Mlflow *MlflowConfig `json:"mlflow,omitempty"`
 }
 
 // FeastProjectDir defines how to create the feast project directory.
-// +kubebuilder:validation:XValidation:rule="[has(self.git), has(self.init)].exists_one(c, c)",message="One selection required between init or git."
+// +kubebuilder:validation:XValidation:rule="[has(self.git), has(self.init), has(self.packaged)].exists_one(c, c)",message="One selection required between init, git, or packaged."
 type FeastProjectDir struct {
-	Git  *GitCloneOptions  `json:"git,omitempty"`
-	Init *FeastInitOptions `json:"init,omitempty"`
+	Git      *GitCloneOptions      `json:"git,omitempty"`
+	Init     *FeastInitOptions     `json:"init,omitempty"`
+	Packaged *FeastPackagedOptions `json:"packaged,omitempty"`
+}
+
+// FeastPackagedOptions describes a feature repository packaged in a feature server image.
+// +kubebuilder:validation:XValidation:rule="self.featureRepoPath.startsWith('/') && self.featureRepoPath != '/' && !self.featureRepoPath.contains('//') && !self.featureRepoPath.endsWith('/') && !self.featureRepoPath.contains('/./') && !self.featureRepoPath.endsWith('/.') && !self.featureRepoPath.contains('/../') && !self.featureRepoPath.endsWith('/..')",message="FeatureRepoPath must be a canonical absolute, non-root path without dot segments or repeated separators."
+type FeastPackagedOptions struct {
+	// Image containing the packaged feature repository. When set, this image is used by the
+	// repository initialization and feast apply containers and as the default service image.
+	// When omitted, the operator's configured feature server image is used.
+	Image string `json:"image,omitempty"`
+	// FeatureRepoPath is the canonical absolute path to the feature repository in the image.
+	FeatureRepoPath string `json:"featureRepoPath"`
 }
 
 // GitCloneOptions describes how a clone should be performed.
@@ -170,7 +273,7 @@ type GitCloneOptions struct {
 type FeastInitOptions struct {
 	Minimal bool `json:"minimal,omitempty"`
 	// Template for the created project
-	// +kubebuilder:validation:Enum=local;gcp;aws;snowflake;spark;postgres;hbase;cassandra;hazelcast;couchbase;clickhouse
+	// +kubebuilder:validation:Enum=local;gcp;aws;snowflake;spark;postgres;hbase;cassandra;hazelcast;couchbase;clickhouse;milvus;ray;ray_rag;pytorch_nlp
 	Template string `json:"template,omitempty"`
 }
 
@@ -229,6 +332,13 @@ type BatchEngineConfig struct {
 	ConfigMapKey string `json:"configMapKey,omitempty"`
 }
 
+// DataQualityMonitoringConfig defines the Data Quality Monitoring configuration.
+type DataQualityMonitoringConfig struct {
+	// AutoBaseline controls whether baseline distribution is computed automatically on feast apply. Defaults to true.
+	// +kubebuilder:default=true
+	AutoBaseline *bool `json:"autoBaseline,omitempty"`
+}
+
 // JobSpec describes how the job execution will look like.
 type JobSpec struct {
 	// PodTemplateAnnotations are annotations to be applied to the CronJob's PodTemplate
@@ -368,6 +478,10 @@ type FeatureStoreServices struct {
 	PodAnnotations map[string]string `json:"podAnnotations,omitempty"`
 	// Disable the 'feast repo initialization' initContainer
 	DisableInitContainers bool `json:"disableInitContainers,omitempty"`
+	// InitImage overrides the image for init containers (feast-init, feast-apply).
+	// Resolution order: InitImage → FeastProjectDir.Packaged.Image → RELATED_IMAGE_FEATURE_SERVER → DefaultImage.
+	// +optional
+	InitImage *string `json:"initImage,omitempty"`
 	// Runs feast apply on pod start to populate the registry. Defaults to true. Ignored when DisableInitContainers is true.
 	RunFeastApplyOnInit *bool `json:"runFeastApplyOnInit,omitempty"`
 	// Volumes specifies the volumes to mount in the FeatureStore deployment. A corresponding `VolumeMount` should be added to whichever feast service(s) require access to said volume(s).
@@ -390,6 +504,17 @@ type FeatureStoreServices struct {
 	// pod anti-affinity rule to prefer spreading pods across nodes.
 	// +optional
 	Affinity *corev1.Affinity `json:"affinity,omitempty"`
+	// ResourceClaims defines which ResourceClaims must be allocated
+	// and reserved before the Pod is allowed to start. The resources
+	// will be made available to those containers which consume them
+	// by name.
+	//
+	// +patchMergeKey=name
+	// +patchStrategy=merge,retainKeys
+	// +listType=map
+	// +listMapKey=name
+	// +optional
+	ResourceClaims []corev1.PodResourceClaim `json:"resourceClaims,omitempty" patchStrategy:"merge,retainKeys" patchMergeKey:"name"`
 }
 
 // ScalingConfig configures horizontal scaling for the FeatureStore deployment.
@@ -462,7 +587,7 @@ var ValidOfflineStoreFilePersistenceTypes = []string{
 // OfflineStoreDBStorePersistence configures the DB store persistence for the offline store service
 type OfflineStoreDBStorePersistence struct {
 	// Type of the persistence type you want to use.
-	// +kubebuilder:validation:Enum=snowflake.offline;bigquery;redshift;spark;postgres;trino;athena;mssql;couchbase.offline;clickhouse;ray;oracle
+	// +kubebuilder:validation:Enum=snowflake.offline;bigquery;redshift;spark;postgres;trino;athena;mssql;couchbase.offline;clickhouse;ray;oracle;hybrid
 	Type string `json:"type"`
 	// Data store parameters should be placed as-is from the "feature_store.yaml" under the secret key. "registry_type" & "type" fields should be removed.
 	SecretRef corev1.LocalObjectReference `json:"secretRef"`
@@ -483,6 +608,7 @@ var ValidOfflineStoreDBStorePersistenceTypes = []string{
 	"clickhouse",
 	"ray",
 	"oracle",
+	"hybrid",
 }
 
 // OnlineStore configures the online store service
@@ -494,6 +620,11 @@ type OnlineStore struct {
 	// Controls metrics granularity, offline push batching, and MCP.
 	// +optional
 	Serving *ServingConfig `json:"serving,omitempty"`
+	// Disabled skips deploying the online store service entirely, including its
+	// serving pod and persistence. Omitting the online store block, or setting
+	// this to false, deploys the online store with defaults as before.
+	// +optional
+	Disabled bool `json:"disabled,omitempty"`
 }
 
 // ServingConfig configures the feature_server section of the generated feature_store.yaml.
@@ -576,7 +707,7 @@ type OnlineStoreFilePersistence struct {
 // OnlineStoreDBStorePersistence configures the DB store persistence for the online store service
 type OnlineStoreDBStorePersistence struct {
 	// Type of the persistence type you want to use.
-	// +kubebuilder:validation:Enum=snowflake.online;redis;datastore;dynamodb;bigtable;postgres;cassandra;mysql;hazelcast;singlestore;hbase;elasticsearch;qdrant;couchbase.online;milvus;hybrid;mongodb
+	// +kubebuilder:validation:Enum=snowflake.online;redis;datastore;dynamodb;bigtable;postgres;cassandra;mysql;hazelcast;singlestore;hbase;elasticsearch;qdrant;couchbase.online;milvus;hybrid;mongodb;aerospike;scylladb
 	Type string `json:"type"`
 	// Data store parameters should be placed as-is from the "feature_store.yaml" under the secret key. "registry_type" & "type" fields should be removed.
 	SecretRef corev1.LocalObjectReference `json:"secretRef"`
@@ -602,6 +733,8 @@ var ValidOnlineStoreDBStorePersistenceTypes = []string{
 	"milvus",
 	"hybrid",
 	"mongodb",
+	"aerospike",
+	"scylladb",
 }
 
 // LocalRegistryConfig configures the registry service
@@ -770,6 +903,7 @@ type WorkerConfigs struct {
 
 // RegistryServerConfigs creates a registry server for the feast service, with specified container configurations.
 // +kubebuilder:validation:XValidation:rule="self.restAPI == true || self.grpc == true || !has(self.grpc)", message="At least one of restAPI or grpc must be true"
+// +kubebuilder:validation:XValidation:rule="!has(self.mcp) || !self.mcp.enabled || (has(self.restAPI) && self.restAPI == true)", message="MCP requires restAPI to be true"
 type RegistryServerConfigs struct {
 	ServerConfigs `json:",inline"`
 
@@ -778,6 +912,11 @@ type RegistryServerConfigs struct {
 
 	// Enable gRPC registry server. Defaults to true if unset.
 	GRPC *bool `json:"grpc,omitempty"`
+
+	// Mcp enables MCP (Model Context Protocol) on the REST registry server.
+	// Requires restAPI to be true. Reuses the same McpConfig struct as the online store.
+	// +optional
+	Mcp *McpConfig `json:"mcp,omitempty"`
 }
 
 // CronJobContainerConfigs k8s container settings for the CronJob
@@ -810,10 +949,15 @@ type OptionalCtrConfigs struct {
 }
 
 // AuthzConfig defines the authorization settings for the deployed Feast services.
-// +kubebuilder:validation:XValidation:rule="[has(self.kubernetes), has(self.oidc)].exists_one(c, c)",message="One selection required between kubernetes or oidc."
+// +kubebuilder:validation:XValidation:rule="[has(self.kubernetes), has(self.oidc), has(self.noAuth)].exists_one(c, c)",message="One selection required between kubernetes, oidc, or noAuth."
 type AuthzConfig struct {
 	KubernetesAuthz *KubernetesAuthz `json:"kubernetes,omitempty"`
 	OidcAuthz       *OidcAuthz       `json:"oidc,omitempty"`
+	// NoAuth explicitly disables authentication and authorization.
+	// When set to true, Feast services run without any auth checks.
+	// Use only for development or testing environments.
+	// +optional
+	NoAuth *bool `json:"noAuth,omitempty"`
 }
 
 // KubernetesAuthz provides a way to define the authorization settings using Kubernetes RBAC resources.
@@ -850,6 +994,17 @@ type OidcAuthz struct {
 	// ConfigMap with the CA certificate for self-signed OIDC providers. Auto-detected on RHOAI/ODH.
 	// +optional
 	CACertConfigMap *OidcCACertConfigMap `json:"caCertConfigMap,omitempty"`
+	// Seconds the servers reuse the provider's fetched JWK set before refetching. Defaults to 300.
+	// Also bounds how long a key the provider revoked keeps validating tokens, so lower it if the
+	// provider rotates or revokes aggressively, at the cost of more JWKS fetches.
+	// +optional
+	// +kubebuilder:validation:Minimum=1
+	JwksCacheLifespanSeconds *int32 `json:"jwksCacheLifespanSeconds,omitempty"`
+	// Seconds before a JWKS fetch times out. Defaults to 10. The fetch happens inline on the request
+	// path, so an unresponsive provider blocks serving for at most this long.
+	// +optional
+	// +kubebuilder:validation:Minimum=1
+	JwksRequestTimeoutSeconds *int32 `json:"jwksRequestTimeoutSeconds,omitempty"`
 }
 
 // OidcCACertConfigMap references a ConfigMap containing a CA certificate for OIDC provider TLS.
diff --git a/infra/feast-operator/api/v1/zz_generated.deepcopy.go b/infra/feast-operator/api/v1/zz_generated.deepcopy.go
index c94dc5a5c71..c17de7b8f3e 100644
--- a/infra/feast-operator/api/v1/zz_generated.deepcopy.go
+++ b/infra/feast-operator/api/v1/zz_generated.deepcopy.go
@@ -43,6 +43,11 @@ func (in *AuthzConfig) DeepCopyInto(out *AuthzConfig) {
 		*out = new(OidcAuthz)
 		(*in).DeepCopyInto(*out)
 	}
+	if in.NoAuth != nil {
+		in, out := &in.NoAuth, &out.NoAuth
+		*out = new(bool)
+		**out = **in
+	}
 }
 
 // DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new AuthzConfig.
@@ -145,6 +150,26 @@ func (in *CronJobContainerConfigs) DeepCopy() *CronJobContainerConfigs {
 	return out
 }
 
+// DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.
+func (in *DataQualityMonitoringConfig) DeepCopyInto(out *DataQualityMonitoringConfig) {
+	*out = *in
+	if in.AutoBaseline != nil {
+		in, out := &in.AutoBaseline, &out.AutoBaseline
+		*out = new(bool)
+		**out = **in
+	}
+}
+
+// DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new DataQualityMonitoringConfig.
+func (in *DataQualityMonitoringConfig) DeepCopy() *DataQualityMonitoringConfig {
+	if in == nil {
+		return nil
+	}
+	out := new(DataQualityMonitoringConfig)
+	in.DeepCopyInto(out)
+	return out
+}
+
 // DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.
 func (in *DefaultCtrConfigs) DeepCopyInto(out *DefaultCtrConfigs) {
 	*out = *in
@@ -237,6 +262,21 @@ func (in *FeastInitOptions) DeepCopy() *FeastInitOptions {
 	return out
 }
 
+// DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.
+func (in *FeastPackagedOptions) DeepCopyInto(out *FeastPackagedOptions) {
+	*out = *in
+}
+
+// DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new FeastPackagedOptions.
+func (in *FeastPackagedOptions) DeepCopy() *FeastPackagedOptions {
+	if in == nil {
+		return nil
+	}
+	out := new(FeastPackagedOptions)
+	in.DeepCopyInto(out)
+	return out
+}
+
 // DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.
 func (in *FeastProjectDir) DeepCopyInto(out *FeastProjectDir) {
 	*out = *in
@@ -250,6 +290,11 @@ func (in *FeastProjectDir) DeepCopyInto(out *FeastProjectDir) {
 		*out = new(FeastInitOptions)
 		**out = **in
 	}
+	if in.Packaged != nil {
+		in, out := &in.Packaged, &out.Packaged
+		*out = new(FeastPackagedOptions)
+		**out = **in
+	}
 }
 
 // DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new FeastProjectDir.
@@ -376,6 +421,11 @@ func (in *FeatureStoreServices) DeepCopyInto(out *FeatureStoreServices) {
 			(*out)[key] = val
 		}
 	}
+	if in.InitImage != nil {
+		in, out := &in.InitImage, &out.InitImage
+		*out = new(string)
+		**out = **in
+	}
 	if in.RunFeastApplyOnInit != nil {
 		in, out := &in.RunFeastApplyOnInit, &out.RunFeastApplyOnInit
 		*out = new(bool)
@@ -410,6 +460,13 @@ func (in *FeatureStoreServices) DeepCopyInto(out *FeatureStoreServices) {
 		*out = new(corev1.Affinity)
 		(*in).DeepCopyInto(*out)
 	}
+	if in.ResourceClaims != nil {
+		in, out := &in.ResourceClaims, &out.ResourceClaims
+		*out = make([]corev1.PodResourceClaim, len(*in))
+		for i := range *in {
+			(*in)[i].DeepCopyInto(&(*out)[i])
+		}
+	}
 }
 
 // DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new FeatureStoreServices.
@@ -450,6 +507,11 @@ func (in *FeatureStoreSpec) DeepCopyInto(out *FeatureStoreSpec) {
 		*out = new(BatchEngineConfig)
 		(*in).DeepCopyInto(*out)
 	}
+	if in.DataQualityMonitoring != nil {
+		in, out := &in.DataQualityMonitoring, &out.DataQualityMonitoring
+		*out = new(DataQualityMonitoringConfig)
+		(*in).DeepCopyInto(*out)
+	}
 	if in.Replicas != nil {
 		in, out := &in.Replicas, &out.Replicas
 		*out = new(int32)
@@ -465,6 +527,11 @@ func (in *FeatureStoreSpec) DeepCopyInto(out *FeatureStoreSpec) {
 		*out = new(OpenLineageConfig)
 		(*in).DeepCopyInto(*out)
 	}
+	if in.Mlflow != nil {
+		in, out := &in.Mlflow, &out.Mlflow
+		*out = new(MlflowConfig)
+		(*in).DeepCopyInto(*out)
+	}
 }
 
 // DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new FeatureStoreSpec.
@@ -729,6 +796,68 @@ func (in *McpConfig) DeepCopy() *McpConfig {
 	return out
 }
 
+// DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.
+func (in *MlflowConfig) DeepCopyInto(out *MlflowConfig) {
+	*out = *in
+	if in.TrackingUri != nil {
+		in, out := &in.TrackingUri, &out.TrackingUri
+		*out = new(string)
+		**out = **in
+	}
+	if in.UiUrl != nil {
+		in, out := &in.UiUrl, &out.UiUrl
+		*out = new(string)
+		**out = **in
+	}
+	if in.AutoLog != nil {
+		in, out := &in.AutoLog, &out.AutoLog
+		*out = new(bool)
+		**out = **in
+	}
+	if in.AutoLogEntityDf != nil {
+		in, out := &in.AutoLogEntityDf, &out.AutoLogEntityDf
+		*out = new(bool)
+		**out = **in
+	}
+	if in.EntityDfMaxRows != nil {
+		in, out := &in.EntityDfMaxRows, &out.EntityDfMaxRows
+		*out = new(int32)
+		**out = **in
+	}
+	if in.LogOperations != nil {
+		in, out := &in.LogOperations, &out.LogOperations
+		*out = new(bool)
+		**out = **in
+	}
+	if in.OpsExperimentSuffix != nil {
+		in, out := &in.OpsExperimentSuffix, &out.OpsExperimentSuffix
+		*out = new(string)
+		**out = **in
+	}
+	if in.TrackingAuth != nil {
+		in, out := &in.TrackingAuth, &out.TrackingAuth
+		*out = new(string)
+		**out = **in
+	}
+	if in.ExtraConfig != nil {
+		in, out := &in.ExtraConfig, &out.ExtraConfig
+		*out = make(map[string]string, len(*in))
+		for key, val := range *in {
+			(*out)[key] = val
+		}
+	}
+}
+
+// DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new MlflowConfig.
+func (in *MlflowConfig) DeepCopy() *MlflowConfig {
+	if in == nil {
+		return nil
+	}
+	out := new(MlflowConfig)
+	in.DeepCopyInto(out)
+	return out
+}
+
 // DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.
 func (in *OfflinePushBatchingConfig) DeepCopyInto(out *OfflinePushBatchingConfig) {
 	*out = *in
@@ -863,6 +992,16 @@ func (in *OidcAuthz) DeepCopyInto(out *OidcAuthz) {
 		*out = new(OidcCACertConfigMap)
 		**out = **in
 	}
+	if in.JwksCacheLifespanSeconds != nil {
+		in, out := &in.JwksCacheLifespanSeconds, &out.JwksCacheLifespanSeconds
+		*out = new(int32)
+		**out = **in
+	}
+	if in.JwksRequestTimeoutSeconds != nil {
+		in, out := &in.JwksRequestTimeoutSeconds, &out.JwksRequestTimeoutSeconds
+		*out = new(int32)
+		**out = **in
+	}
 }
 
 // DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new OidcAuthz.
@@ -1011,6 +1150,11 @@ func (in *OpenLineageConfig) DeepCopyInto(out *OpenLineageConfig) {
 			(*out)[key] = val
 		}
 	}
+	if in.Consumer != nil {
+		in, out := &in.Consumer, &out.Consumer
+		*out = new(OpenLineageConsumerConfig)
+		(*in).DeepCopyInto(*out)
+	}
 }
 
 // DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new OpenLineageConfig.
@@ -1023,6 +1167,43 @@ func (in *OpenLineageConfig) DeepCopy() *OpenLineageConfig {
 	return out
 }
 
+// DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.
+func (in *OpenLineageConsumerConfig) DeepCopyInto(out *OpenLineageConsumerConfig) {
+	*out = *in
+	if in.StoreType != nil {
+		in, out := &in.StoreType, &out.StoreType
+		*out = new(string)
+		**out = **in
+	}
+	if in.ConnectionStringSecretRef != nil {
+		in, out := &in.ConnectionStringSecretRef, &out.ConnectionStringSecretRef
+		*out = new(corev1.LocalObjectReference)
+		**out = **in
+	}
+	if in.ApiKeySecretRef != nil {
+		in, out := &in.ApiKeySecretRef, &out.ApiKeySecretRef
+		*out = new(corev1.LocalObjectReference)
+		**out = **in
+	}
+	if in.NamespaceMapping != nil {
+		in, out := &in.NamespaceMapping, &out.NamespaceMapping
+		*out = make(map[string]string, len(*in))
+		for key, val := range *in {
+			(*out)[key] = val
+		}
+	}
+}
+
+// DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new OpenLineageConsumerConfig.
+func (in *OpenLineageConsumerConfig) DeepCopy() *OpenLineageConsumerConfig {
+	if in == nil {
+		return nil
+	}
+	out := new(OpenLineageConsumerConfig)
+	in.DeepCopyInto(out)
+	return out
+}
+
 // DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.
 func (in *OptionalCtrConfigs) DeepCopyInto(out *OptionalCtrConfigs) {
 	*out = *in
@@ -1278,6 +1459,11 @@ func (in *RegistryServerConfigs) DeepCopyInto(out *RegistryServerConfigs) {
 		*out = new(bool)
 		**out = **in
 	}
+	if in.Mcp != nil {
+		in, out := &in.Mcp, &out.Mcp
+		*out = new(McpConfig)
+		(*in).DeepCopyInto(*out)
+	}
 }
 
 // DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new RegistryServerConfigs.
diff --git a/infra/feast-operator/api/v1alpha1/featurestore_types.go b/infra/feast-operator/api/v1alpha1/featurestore_types.go
index d9c85c93136..ed35e2b6c76 100644
--- a/infra/feast-operator/api/v1alpha1/featurestore_types.go
+++ b/infra/feast-operator/api/v1alpha1/featurestore_types.go
@@ -78,10 +78,22 @@ type FeatureStoreSpec struct {
 }
 
 // FeastProjectDir defines how to create the feast project directory.
-// +kubebuilder:validation:XValidation:rule="[has(self.git), has(self.init)].exists_one(c, c)",message="One selection required between init or git."
+// +kubebuilder:validation:XValidation:rule="[has(self.git), has(self.init), has(self.packaged)].exists_one(c, c)",message="One selection required between init, git, or packaged."
 type FeastProjectDir struct {
-	Git  *GitCloneOptions  `json:"git,omitempty"`
-	Init *FeastInitOptions `json:"init,omitempty"`
+	Git      *GitCloneOptions      `json:"git,omitempty"`
+	Init     *FeastInitOptions     `json:"init,omitempty"`
+	Packaged *FeastPackagedOptions `json:"packaged,omitempty"`
+}
+
+// FeastPackagedOptions describes a feature repository packaged in a feature server image.
+// +kubebuilder:validation:XValidation:rule="self.featureRepoPath.startsWith('/') && self.featureRepoPath != '/' && !self.featureRepoPath.contains('//') && !self.featureRepoPath.endsWith('/') && !self.featureRepoPath.contains('/./') && !self.featureRepoPath.endsWith('/.') && !self.featureRepoPath.contains('/../') && !self.featureRepoPath.endsWith('/..')",message="FeatureRepoPath must be a canonical absolute, non-root path without dot segments or repeated separators."
+type FeastPackagedOptions struct {
+	// Image containing the packaged feature repository. When set, this image is used by the
+	// repository initialization and feast apply containers and as the default service image.
+	// When omitted, the operator's configured feature server image is used.
+	Image string `json:"image,omitempty"`
+	// FeatureRepoPath is the canonical absolute path to the feature repository in the image.
+	FeatureRepoPath string `json:"featureRepoPath"`
 }
 
 // GitCloneOptions describes how a clone should be performed.
@@ -105,7 +117,7 @@ type GitCloneOptions struct {
 type FeastInitOptions struct {
 	Minimal bool `json:"minimal,omitempty"`
 	// Template for the created project
-	// +kubebuilder:validation:Enum=local;gcp;aws;snowflake;spark;postgres;hbase;cassandra;hazelcast;couchbase;clickhouse
+	// +kubebuilder:validation:Enum=local;gcp;aws;snowflake;spark;postgres;hbase;cassandra;hazelcast;couchbase;clickhouse;milvus;ray;ray_rag;pytorch_nlp
 	Template string `json:"template,omitempty"`
 }
 
@@ -325,7 +337,7 @@ var ValidOfflineStoreFilePersistenceTypes = []string{
 // OfflineStoreDBStorePersistence configures the DB store persistence for the offline store service
 type OfflineStoreDBStorePersistence struct {
 	// Type of the persistence type you want to use.
-	// +kubebuilder:validation:Enum=snowflake.offline;bigquery;redshift;spark;postgres;trino;athena;mssql;couchbase.offline;clickhouse;ray
+	// +kubebuilder:validation:Enum=snowflake.offline;bigquery;redshift;spark;postgres;trino;athena;mssql;couchbase.offline;clickhouse;ray;hybrid
 	Type string `json:"type"`
 	// Data store parameters should be placed as-is from the "feature_store.yaml" under the secret key. "registry_type" & "type" fields should be removed.
 	SecretRef corev1.LocalObjectReference `json:"secretRef"`
@@ -345,6 +357,7 @@ var ValidOfflineStoreDBStorePersistenceTypes = []string{
 	"couchbase.offline",
 	"clickhouse",
 	"ray",
+	"hybrid",
 }
 
 // OnlineStore configures the online store service
@@ -373,7 +386,7 @@ type OnlineStoreFilePersistence struct {
 // OnlineStoreDBStorePersistence configures the DB store persistence for the online store service
 type OnlineStoreDBStorePersistence struct {
 	// Type of the persistence type you want to use.
-	// +kubebuilder:validation:Enum=snowflake.online;redis;datastore;dynamodb;bigtable;postgres;cassandra;mysql;hazelcast;singlestore;hbase;elasticsearch;qdrant;couchbase.online;milvus;hybrid;mongodb
+	// +kubebuilder:validation:Enum=snowflake.online;redis;datastore;dynamodb;bigtable;postgres;cassandra;mysql;hazelcast;singlestore;hbase;elasticsearch;qdrant;couchbase.online;milvus;hybrid;mongodb;aerospike;scylladb
 	Type string `json:"type"`
 	// Data store parameters should be placed as-is from the "feature_store.yaml" under the secret key. "registry_type" & "type" fields should be removed.
 	SecretRef corev1.LocalObjectReference `json:"secretRef"`
@@ -399,6 +412,8 @@ var ValidOnlineStoreDBStorePersistenceTypes = []string{
 	"milvus",
 	"hybrid",
 	"mongodb",
+	"aerospike",
+	"scylladb",
 }
 
 // LocalRegistryConfig configures the registry service
@@ -607,10 +622,15 @@ type OptionalCtrConfigs struct {
 }
 
 // AuthzConfig defines the authorization settings for the deployed Feast services.
-// +kubebuilder:validation:XValidation:rule="[has(self.kubernetes), has(self.oidc)].exists_one(c, c)",message="One selection required between kubernetes or oidc."
+// +kubebuilder:validation:XValidation:rule="[has(self.kubernetes), has(self.oidc), has(self.noAuth)].exists_one(c, c)",message="One selection required between kubernetes, oidc, or noAuth."
 type AuthzConfig struct {
 	KubernetesAuthz *KubernetesAuthz `json:"kubernetes,omitempty"`
 	OidcAuthz       *OidcAuthz       `json:"oidc,omitempty"`
+	// NoAuth explicitly disables authentication and authorization.
+	// When set to true, Feast services run without any auth checks.
+	// Use only for development or testing environments.
+	// +optional
+	NoAuth *bool `json:"noAuth,omitempty"`
 }
 
 // KubernetesAuthz provides a way to define the authorization settings using Kubernetes RBAC resources.
diff --git a/infra/feast-operator/api/v1alpha1/zz_generated.deepcopy.go b/infra/feast-operator/api/v1alpha1/zz_generated.deepcopy.go
index 4033c368c8b..2345d07533a 100644
--- a/infra/feast-operator/api/v1alpha1/zz_generated.deepcopy.go
+++ b/infra/feast-operator/api/v1alpha1/zz_generated.deepcopy.go
@@ -41,6 +41,11 @@ func (in *AuthzConfig) DeepCopyInto(out *AuthzConfig) {
 		*out = new(OidcAuthz)
 		**out = **in
 	}
+	if in.NoAuth != nil {
+		in, out := &in.NoAuth, &out.NoAuth
+		*out = new(bool)
+		**out = **in
+	}
 }
 
 // DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new AuthzConfig.
@@ -183,6 +188,21 @@ func (in *FeastInitOptions) DeepCopy() *FeastInitOptions {
 	return out
 }
 
+// DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.
+func (in *FeastPackagedOptions) DeepCopyInto(out *FeastPackagedOptions) {
+	*out = *in
+}
+
+// DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new FeastPackagedOptions.
+func (in *FeastPackagedOptions) DeepCopy() *FeastPackagedOptions {
+	if in == nil {
+		return nil
+	}
+	out := new(FeastPackagedOptions)
+	in.DeepCopyInto(out)
+	return out
+}
+
 // DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.
 func (in *FeastProjectDir) DeepCopyInto(out *FeastProjectDir) {
 	*out = *in
@@ -196,6 +216,11 @@ func (in *FeastProjectDir) DeepCopyInto(out *FeastProjectDir) {
 		*out = new(FeastInitOptions)
 		**out = **in
 	}
+	if in.Packaged != nil {
+		in, out := &in.Packaged, &out.Packaged
+		*out = new(FeastPackagedOptions)
+		**out = **in
+	}
 }
 
 // DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new FeastProjectDir.
diff --git a/infra/feast-operator/bundle/manifests/feast-operator.clusterserviceversion.yaml b/infra/feast-operator/bundle/manifests/feast-operator.clusterserviceversion.yaml
index 6a99755a2c3..6f5e521e12a 100644
--- a/infra/feast-operator/bundle/manifests/feast-operator.clusterserviceversion.yaml
+++ b/infra/feast-operator/bundle/manifests/feast-operator.clusterserviceversion.yaml
@@ -62,6 +62,16 @@ metadata:
                     "transport": "sse"
                   }
                 }
+              },
+              "registry": {
+                "local": {
+                  "server": {
+                    "mcp": {
+                      "enabled": true
+                    },
+                    "restAPI": true
+                  }
+                }
               }
             }
           }
@@ -101,8 +111,10 @@ metadata:
                 "serving": {
                   "metrics": {
                     "categories": {
+                      "audit_logging": false,
                       "freshness": false,
                       "materialization": true,
+                      "offline_features": true,
                       "online_features": true,
                       "push": true,
                       "request": true,
@@ -135,10 +147,10 @@ metadata:
         }
       ]
     capabilities: Basic Install
-    createdAt: "2026-05-04T03:44:24Z"
+    createdAt: "2026-08-18T16:15:46Z"
     operators.operatorframework.io/builder: operator-sdk-v1.41.0
     operators.operatorframework.io/project_layout: go.kubebuilder.io/v4
-  name: feast-operator.v0.63.0
+  name: feast-operator.v0.65.0
   namespace: placeholder
 spec:
   apiservicedefinitions: {}
@@ -168,11 +180,11 @@ spec:
           resources:
           - configmaps
           - persistentvolumeclaims
-          - serviceaccounts
           - services
           verbs:
           - create
           - delete
+          - deletecollection
           - get
           - list
           - update
@@ -181,18 +193,45 @@ spec:
           - ""
           resources:
           - namespaces
-          - pods
           - secrets
           verbs:
           - get
           - list
           - watch
+        - apiGroups:
+          - ""
+          resources:
+          - pods
+          verbs:
+          - create
+          - delete
+          - deletecollection
+          - get
+          - list
+          - watch
         - apiGroups:
           - ""
           resources:
           - pods/exec
           verbs:
           - create
+        - apiGroups:
+          - ""
+          resources:
+          - pods/log
+          verbs:
+          - get
+        - apiGroups:
+          - ""
+          resources:
+          - serviceaccounts
+          verbs:
+          - create
+          - delete
+          - get
+          - list
+          - update
+          - watch
         - apiGroups:
           - apps
           resources:
@@ -234,6 +273,14 @@ spec:
           - patch
           - update
           - watch
+        - apiGroups:
+          - config.openshift.io
+          resources:
+          - apiservers
+          verbs:
+          - get
+          - list
+          - watch
         - apiGroups:
           - feast.dev
           resources:
@@ -260,6 +307,14 @@ spec:
           - get
           - patch
           - update
+        - apiGroups:
+          - mlflow.opendatahub.io
+          resources:
+          - mlflows
+          verbs:
+          - get
+          - list
+          - watch
         - apiGroups:
           - monitoring.coreos.com
           resources:
@@ -287,10 +342,36 @@ spec:
           - rbac.authorization.k8s.io
           resources:
           - clusterrolebindings
+          verbs:
+          - create
+          - delete
+          - get
+          - list
+          - update
+        - apiGroups:
+          - rbac.authorization.k8s.io
+          resources:
+          - clusterroles
+          verbs:
+          - create
+          - get
+          - list
+        - apiGroups:
+          - rbac.authorization.k8s.io
+          resourceNames:
+          - feast-discover-namespaces
+          - feast-oidc-token-review
+          - feast-token-review-cluster-role
+          resources:
           - clusterroles
+          verbs:
+          - delete
+          - update
+        - apiGroups:
+          - rbac.authorization.k8s.io
+          resources:
           - rolebindings
           - roles
-          - subjectaccessreviews
           verbs:
           - create
           - delete
@@ -309,6 +390,14 @@ spec:
           - list
           - update
           - watch
+        - apiGroups:
+          - sparkoperator.k8s.io
+          resources:
+          - sparkapplications
+          verbs:
+          - create
+          - delete
+          - get
         - apiGroups:
           - authentication.k8s.io
           resources:
@@ -352,13 +441,13 @@ spec:
                 - /manager
                 env:
                 - name: RELATED_IMAGE_FEATURE_SERVER
-                  value: quay.io/feastdev/feature-server:0.63.0
+                  value: quay.io/feastdev/feature-server:0.65.0
                 - name: RELATED_IMAGE_CRON_JOB
                   value: quay.io/openshift/origin-cli:4.17
                 - name: GOMEMLIMIT
                   value: 230MiB
                 - name: OIDC_ISSUER_URL
-                image: quay.io/feastdev/feast-operator:0.63.0
+                image: quay.io/feastdev/feast-operator:0.65.0
                 livenessProbe:
                   httpGet:
                     path: /healthz
@@ -448,8 +537,8 @@ spec:
     name: Feast Community
     url: https://lf-aidata.atlassian.net/wiki/spaces/FEAST/
   relatedImages:
-  - image: quay.io/feastdev/feature-server:0.63.0
+  - image: quay.io/feastdev/feature-server:0.65.0
     name: feature-server
   - image: quay.io/openshift/origin-cli:4.17
     name: cron-job
-  version: 0.63.0
+  version: 0.65.0
diff --git a/infra/feast-operator/bundle/manifests/feast.dev_featurestores.yaml b/infra/feast-operator/bundle/manifests/feast.dev_featurestores.yaml
index 0625be63cf3..2005aa78c5f 100644
--- a/infra/feast-operator/bundle/manifests/feast.dev_featurestores.yaml
+++ b/infra/feast-operator/bundle/manifests/feast.dev_featurestores.yaml
@@ -57,6 +57,9 @@ spec:
                           type: string
                         type: array
                     type: object
+                  noAuth:
+                    description: NoAuth explicitly disables authentication and authorization.
+                    type: boolean
                   oidc:
                     description: |-
                       OidcAuthz defines the authorization settings for deployments using an Open ID Connect identity provider.
@@ -81,6 +84,18 @@ spec:
                           to derive the discovery endpoint.
                         pattern: ^https://\S+$
                         type: string
+                      jwksCacheLifespanSeconds:
+                        description: Seconds the servers reuse the provider's fetched
+                          JWK set before refetching. Defaults to 300.
+                        format: int32
+                        minimum: 1
+                        type: integer
+                      jwksRequestTimeoutSeconds:
+                        description: Seconds before a JWKS fetch times out. Defaults
+                          to 10.
+                        format: int32
+                        minimum: 1
+                        type: integer
                       secretKeyName:
                         description: Key in the Secret containing all OIDC properties
                           as a YAML value. If unset, each key is a property.
@@ -109,8 +124,9 @@ spec:
                     type: object
                 type: object
                 x-kubernetes-validations:
-                - message: One selection required between kubernetes or oidc.
-                  rule: '[has(self.kubernetes), has(self.oidc)].exists_one(c, c)'
+                - message: One selection required between kubernetes, oidc, or noAuth.
+                  rule: '[has(self.kubernetes), has(self.oidc), has(self.noAuth)].exists_one(c,
+                    c)'
               batchEngine:
                 description: BatchEngineConfig defines the batch compute engine configuration.
                 properties:
@@ -161,8 +177,9 @@ spec:
                             in a Container.
                           properties:
                             name:
-                              description: Name of the environment variable. Must
-                                be a C_IDENTIFIER.
+                              description: |-
+                                Name of the environment variable.
+                                May consist of any printable ASCII characters except '='.
                               type: string
                             value:
                               description: |-
@@ -211,6 +228,35 @@ spec:
                                   - fieldPath
                                   type: object
                                   x-kubernetes-map-type: atomic
+                                fileKeyRef:
+                                  description: |-
+                                    FileKeyRef selects a key of the env file.
+                                    Requires the EnvFiles feature gate to be enabled.
+                                  properties:
+                                    key:
+                                      description: The key within the env file. An
+                                        invalid key will prevent the pod from starting.
+                                      type: string
+                                    optional:
+                                      default: false
+                                      description: Specify whether the file or its
+                                        key must be defined.
+                                      type: boolean
+                                    path:
+                                      description: |-
+                                        The path within the volume from which to select the file.
+                                        Must be relative and may not contain the '..
+                                      type: string
+                                    volumeName:
+                                      description: The name of the volume mount containing
+                                        the env file.
+                                      type: string
+                                  required:
+                                  - key
+                                  - path
+                                  - volumeName
+                                  type: object
+                                  x-kubernetes-map-type: atomic
                                 resourceFieldRef:
                                   description: |-
                                     Selects a resource of the container: only resources limits and requests
@@ -286,7 +332,7 @@ spec:
                               x-kubernetes-map-type: atomic
                             prefix:
                               description: Optional text to prepend to the name of
-                                each environment variable. Must be a C_IDENTIFIER.
+                                each environment variable.
                               type: string
                             secretRef:
                               description: The Secret to select from
@@ -471,7 +517,6 @@ spec:
                                           type.
                                         type: string
                                     required:
-                                    - status
                                     - type
                                     type: object
                                   type: array
@@ -529,6 +574,16 @@ spec:
                     description: The time zone name for the given schedule, see https://en.wikipedia.org/wiki/List_of_tz_database_time_zones.
                     type: string
                 type: object
+              dataQualityMonitoring:
+                description: DataQualityMonitoring configures Data Quality Monitoring
+                  behaviour.
+                properties:
+                  autoBaseline:
+                    default: true
+                    description: AutoBaseline controls whether baseline distribution
+                      is computed automatically on feast apply. Defaults to true.
+                    type: boolean
+                type: object
               feastProject:
                 description: FeastProject is the Feast project id.
                 pattern: ^[A-Za-z0-9][A-Za-z0-9_-]*$
@@ -554,8 +609,9 @@ spec:
                             in a Container.
                           properties:
                             name:
-                              description: Name of the environment variable. Must
-                                be a C_IDENTIFIER.
+                              description: |-
+                                Name of the environment variable.
+                                May consist of any printable ASCII characters except '='.
                               type: string
                             value:
                               description: |-
@@ -604,6 +660,35 @@ spec:
                                   - fieldPath
                                   type: object
                                   x-kubernetes-map-type: atomic
+                                fileKeyRef:
+                                  description: |-
+                                    FileKeyRef selects a key of the env file.
+                                    Requires the EnvFiles feature gate to be enabled.
+                                  properties:
+                                    key:
+                                      description: The key within the env file. An
+                                        invalid key will prevent the pod from starting.
+                                      type: string
+                                    optional:
+                                      default: false
+                                      description: Specify whether the file or its
+                                        key must be defined.
+                                      type: boolean
+                                    path:
+                                      description: |-
+                                        The path within the volume from which to select the file.
+                                        Must be relative and may not contain the '..
+                                      type: string
+                                    volumeName:
+                                      description: The name of the volume mount containing
+                                        the env file.
+                                      type: string
+                                  required:
+                                  - key
+                                  - path
+                                  - volumeName
+                                  type: object
+                                  x-kubernetes-map-type: atomic
                                 resourceFieldRef:
                                   description: |-
                                     Selects a resource of the container: only resources limits and requests
@@ -679,7 +764,7 @@ spec:
                               x-kubernetes-map-type: atomic
                             prefix:
                               description: Optional text to prepend to the name of
-                                each environment variable. Must be a C_IDENTIFIER.
+                                each environment variable.
                               type: string
                             secretRef:
                               description: The Secret to select from
@@ -735,12 +820,38 @@ spec:
                         - hazelcast
                         - couchbase
                         - clickhouse
+                        - milvus
+                        - ray
+                        - ray_rag
+                        - pytorch_nlp
                         type: string
                     type: object
+                  packaged:
+                    description: FeastPackagedOptions describes a feature repository
+                      packaged in a feature server image.
+                    properties:
+                      featureRepoPath:
+                        description: FeatureRepoPath is the canonical absolute path
+                          to the feature repository in the image.
+                        type: string
+                      image:
+                        description: Image containing the packaged feature repository.
+                        type: string
+                    required:
+                    - featureRepoPath
+                    type: object
+                    x-kubernetes-validations:
+                    - message: FeatureRepoPath must be a canonical absolute, non-root
+                        path without dot segments or repeated separators.
+                      rule: self.featureRepoPath.startsWith('/') && self.featureRepoPath
+                        != '/' && !self.featureRepoPath.contains('//') && !self.featureRepoPath.endsWith('/')
+                        && !self.featureRepoPath.contains('/./') && !self.featureRepoPath.endsWith('/.')
+                        && !self.featureRepoPath.contains('/../') && !self.featureRepoPath.endsWith('/..')
                 type: object
                 x-kubernetes-validations:
-                - message: One selection required between init or git.
-                  rule: '[has(self.git), has(self.init)].exists_one(c, c)'
+                - message: One selection required between init, git, or packaged.
+                  rule: '[has(self.git), has(self.init), has(self.packaged)].exists_one(c,
+                    c)'
               materialization:
                 description: |-
                   Materialization controls feature materialization behavior (batch size, pull strategy).
@@ -761,6 +872,77 @@ spec:
                     minimum: 1
                     type: integer
                 type: object
+              mlflow:
+                description: |-
+                  Mlflow enables MLflow experiment tracking integration for Feast.
+                  Written into feature_store.
+                properties:
+                  autoLog:
+                    description: |-
+                      Automatically log feature metadata on every retrieval inside an active MLflow run.
+                      Defaults to true when enabled.
+                    type: boolean
+                  autoLogEntityDf:
+                    description: |-
+                      Save entity DataFrame as MLflow artifact on historical retrieval.
+                      Defaults to false.
+                    type: boolean
+                  enabled:
+                    description: Enable MLflow integration.
+                    type: boolean
+                  entityDfMaxRows:
+                    description: |-
+                      Maximum number of entity DataFrame rows to save as an MLflow artifact.
+                      DataFrames exceeding this limit are skipped.
+                    format: int32
+                    minimum: 1
+                    type: integer
+                  extraConfig:
+                    additionalProperties:
+                      type: string
+                    description: |-
+                      ExtraConfig holds additional MLflow key-value settings written inline into
+                      the mlflow block of feature_store.yaml.
+                    type: object
+                  logOperations:
+                    description: |-
+                      Log feast apply and materialize operations to a separate MLflow experiment.
+                      Defaults to false.
+                    type: boolean
+                  opsExperimentSuffix:
+                    description: |-
+                      Suffix appended to the project name for the operations experiment.
+                      Defaults to "-feast-ops".
+                    type: string
+                  trackingAuth:
+                    description: |-
+                      Authentication method used by Feast pods when calling the MLflow tracking
+                      server.
+                    type: string
+                  trackingUri:
+                    description: |-
+                      MLflow tracking server URI. When omitted, the operator auto-discovers
+                      from the cluster MLflow CR (status.address.url).
+                    type: string
+                  uiUrl:
+                    description: Browser-reachable MLflow UI URL used for hyperlinks
+                      in Feast UI lineage.
+                    type: string
+                required:
+                - enabled
+                type: object
+                x-kubernetes-validations:
+                - message: extraConfig must not contain keys that duplicate typed
+                    fields (enabled, tracking_uri, ui_url, tracking_auth, auto_log,
+                    auto_log_entity_df, entity_df_max_rows, log_operations, ops_experiment_suffix);
+                    use the corresponding spec fields instead.
+                  rule: '!has(self.extraConfig) || !(''enabled'' in self.extraConfig)
+                    && !(''tracking_uri'' in self.extraConfig) && !(''ui_url'' in
+                    self.extraConfig) && !(''tracking_auth'' in self.extraConfig)
+                    && !(''auto_log'' in self.extraConfig) && !(''auto_log_entity_df''
+                    in self.extraConfig) && !(''entity_df_max_rows'' in self.extraConfig)
+                    && !(''log_operations'' in self.extraConfig) && !(''ops_experiment_suffix''
+                    in self.extraConfig)'
               openlineage:
                 description: |-
                   OpenLineage enables OpenLineage data lineage tracking for Feast operations.
@@ -779,6 +961,59 @@ spec:
                         type: string
                     type: object
                     x-kubernetes-map-type: atomic
+                  consumer:
+                    description: |-
+                      Consumer configures the OpenLineage consumer (event receiver) that enables
+                      Feast to receive and display lineage from...
+                    properties:
+                      apiKeySecretRef:
+                        description: |-
+                          Reference to a Secret containing the key "api_key" that producers must
+                          provide in the X-API-Key header when sending...
+                        properties:
+                          name:
+                            default: ""
+                            description: |-
+                              Name of the referent.
+                              This field is effectively required, but due to backwards compatibility is
+                              allowed to be empty.
+                            type: string
+                        type: object
+                        x-kubernetes-map-type: atomic
+                      connectionStringSecretRef:
+                        description: |-
+                          Reference to a Secret containing the key "connection_string" for a separate
+                          lineage database.
+                        properties:
+                          name:
+                            default: ""
+                            description: |-
+                              Name of the referent.
+                              This field is effectively required, but due to backwards compatibility is
+                              allowed to be empty.
+                            type: string
+                        type: object
+                        x-kubernetes-map-type: atomic
+                      enabled:
+                        description: Enable the OpenLineage consumer.
+                        type: boolean
+                      namespaceMapping:
+                        additionalProperties:
+                          type: string
+                        description: |-
+                          NamespaceMapping maps OpenLineage namespaces to Feast projects for
+                          RBAC-based filtering of lineage data in the UI.
+                        type: object
+                      storeType:
+                        default: sql
+                        description: StoreType is the storage backend for lineage
+                          events. Currently only "sql" is supported.
+                        enum:
+                        - sql
+                        type: string
+                    required:
+                    - enabled
+                    type: object
                   enabled:
                     description: Enable OpenLineage integration.
                     type: boolean
@@ -1597,6 +1832,10 @@ spec:
                   disableInitContainers:
                     description: Disable the 'feast repo initialization' initContainer
                     type: boolean
+                  initImage:
+                    description: InitImage overrides the image for init containers
+                      (feast-init, feast-apply).
+                    type: string
                   offlineStore:
                     description: OfflineStore configures the offline store service
                     properties:
@@ -1729,6 +1968,7 @@ spec:
                                 - clickhouse
                                 - ray
                                 - oracle
+                                - hybrid
                                 type: string
                             required:
                             - secretRef
@@ -1747,8 +1987,9 @@ spec:
                                 present in a Container.
                               properties:
                                 name:
-                                  description: Name of the environment variable. Must
-                                    be a C_IDENTIFIER.
+                                  description: |-
+                                    Name of the environment variable.
+                                    May consist of any printable ASCII characters except '='.
                                   type: string
                                 value:
                                   description: |-
@@ -1797,6 +2038,36 @@ spec:
                                       - fieldPath
                                       type: object
                                       x-kubernetes-map-type: atomic
+                                    fileKeyRef:
+                                      description: |-
+                                        FileKeyRef selects a key of the env file.
+                                        Requires the EnvFiles feature gate to be enabled.
+                                      properties:
+                                        key:
+                                          description: The key within the env file.
+                                            An invalid key will prevent the pod from
+                                            starting.
+                                          type: string
+                                        optional:
+                                          default: false
+                                          description: Specify whether the file or
+                                            its key must be defined.
+                                          type: boolean
+                                        path:
+                                          description: |-
+                                            The path within the volume from which to select the file.
+                                            Must be relative and may not contain the '..
+                                          type: string
+                                        volumeName:
+                                          description: The name of the volume mount
+                                            containing the env file.
+                                          type: string
+                                      required:
+                                      - key
+                                      - path
+                                      - volumeName
+                                      type: object
+                                      x-kubernetes-map-type: atomic
                                     resourceFieldRef:
                                       description: |-
                                         Selects a resource of the container: only resources limits and requests
@@ -1873,7 +2144,7 @@ spec:
                                   x-kubernetes-map-type: atomic
                                 prefix:
                                   description: Optional text to prepend to the name
-                                    of each environment variable. Must be a C_IDENTIFIER.
+                                    of each environment variable.
                                   type: string
                                 secretRef:
                                   description: The Secret to select from
@@ -2101,6 +2372,11 @@ spec:
                   onlineStore:
                     description: OnlineStore configures the online store service
                     properties:
+                      disabled:
+                        description: |-
+                          Disabled skips deploying the online store service entirely, including its
+                          serving pod and persistence.
+                        type: boolean
                       persistence:
                         description: OnlineStorePersistence configures the persistence
                           settings for the online store service
@@ -2242,6 +2518,8 @@ spec:
                                 - milvus
                                 - hybrid
                                 - mongodb
+                                - aerospike
+                                - scylladb
                                 type: string
                             required:
                             - secretRef
@@ -2260,8 +2538,9 @@ spec:
                                 present in a Container.
                               properties:
                                 name:
-                                  description: Name of the environment variable. Must
-                                    be a C_IDENTIFIER.
+                                  description: |-
+                                    Name of the environment variable.
+                                    May consist of any printable ASCII characters except '='.
                                   type: string
                                 value:
                                   description: |-
@@ -2310,6 +2589,36 @@ spec:
                                       - fieldPath
                                       type: object
                                       x-kubernetes-map-type: atomic
+                                    fileKeyRef:
+                                      description: |-
+                                        FileKeyRef selects a key of the env file.
+                                        Requires the EnvFiles feature gate to be enabled.
+                                      properties:
+                                        key:
+                                          description: The key within the env file.
+                                            An invalid key will prevent the pod from
+                                            starting.
+                                          type: string
+                                        optional:
+                                          default: false
+                                          description: Specify whether the file or
+                                            its key must be defined.
+                                          type: boolean
+                                        path:
+                                          description: |-
+                                            The path within the volume from which to select the file.
+                                            Must be relative and may not contain the '..
+                                          type: string
+                                        volumeName:
+                                          description: The name of the volume mount
+                                            containing the env file.
+                                          type: string
+                                      required:
+                                      - key
+                                      - path
+                                      - volumeName
+                                      type: object
+                                      x-kubernetes-map-type: atomic
                                     resourceFieldRef:
                                       description: |-
                                         Selects a resource of the container: only resources limits and requests
@@ -2386,7 +2695,7 @@ spec:
                                   x-kubernetes-map-type: atomic
                                 prefix:
                                   description: Optional text to prepend to the name
-                                    of each environment variable. Must be a C_IDENTIFIER.
+                                    of each environment variable.
                                   type: string
                                 secretRef:
                                   description: The Secret to select from
@@ -2890,8 +3199,9 @@ spec:
                                     present in a Container.
                                   properties:
                                     name:
-                                      description: Name of the environment variable.
-                                        Must be a C_IDENTIFIER.
+                                      description: |-
+                                        Name of the environment variable.
+                                        May consist of any printable ASCII characters except '='.
                                       type: string
                                     value:
                                       description: |-
@@ -2941,6 +3251,36 @@ spec:
                                           - fieldPath
                                           type: object
                                           x-kubernetes-map-type: atomic
+                                        fileKeyRef:
+                                          description: |-
+                                            FileKeyRef selects a key of the env file.
+                                            Requires the EnvFiles feature gate to be enabled.
+                                          properties:
+                                            key:
+                                              description: The key within the env
+                                                file. An invalid key will prevent
+                                                the pod from starting.
+                                              type: string
+                                            optional:
+                                              default: false
+                                              description: Specify whether the file
+                                                or its key must be defined.
+                                              type: boolean
+                                            path:
+                                              description: |-
+                                                The path within the volume from which to select the file.
+                                                Must be relative and may not contain the '..
+                                              type: string
+                                            volumeName:
+                                              description: The name of the volume
+                                                mount containing the env file.
+                                              type: string
+                                          required:
+                                          - key
+                                          - path
+                                          - volumeName
+                                          type: object
+                                          x-kubernetes-map-type: atomic
                                         resourceFieldRef:
                                           description: |-
                                             Selects a resource of the container: only resources limits and requests
@@ -3019,8 +3359,7 @@ spec:
                                       x-kubernetes-map-type: atomic
                                     prefix:
                                       description: Optional text to prepend to the
-                                        name of each environment variable. Must be
-                                        a C_IDENTIFIER.
+                                        name of each environment variable.
                                       type: string
                                     secretRef:
                                       description: The Secret to select from
@@ -3061,6 +3400,31 @@ spec:
                                 - error
                                 - critical
                                 type: string
+                              mcp:
+                                description: |-
+                                  Mcp enables MCP (Model Context Protocol) on the REST registry server.
+                                  Requires restAPI to be true.
+                                properties:
+                                  enabled:
+                                    description: Enable the MCP server.
+                                    type: boolean
+                                  serverName:
+                                    description: MCP server name for identification.
+                                      Defaults to "feast-mcp-server".
+                                    type: string
+                                  serverVersion:
+                                    description: MCP server version string. Defaults
+                                      to "1.0.0".
+                                    type: string
+                                  transport:
+                                    description: MCP transport protocol.
+                                    enum:
+                                    - sse
+                                    - http
+                                    type: string
+                                required:
+                                - enabled
+                                type: object
                               metrics:
                                 description: Metrics exposes Prometheus-compatible
                                   metrics for the Feast server when enabled.
@@ -3255,6 +3619,9 @@ spec:
                             x-kubernetes-validations:
                             - message: At least one of restAPI or grpc must be true
                               rule: self.restAPI == true || self.grpc == true || !has(self.grpc)
+                            - message: MCP requires restAPI to be true
+                              rule: '!has(self.mcp) || !self.mcp.enabled || (has(self.restAPI)
+                                && self.restAPI == true)'
                         type: object
                       remote:
                         description: RemoteRegistryConfig points to a remote feast
@@ -3311,6 +3678,37 @@ spec:
                     x-kubernetes-validations:
                     - message: One selection required.
                       rule: '[has(self.local), has(self.remote)].exists_one(c, c)'
+                  resourceClaims:
+                    description: |-
+                      ResourceClaims defines which ResourceClaims must be allocated
+                      and reserved before the Pod is allowed to start.
+                    items:
+                      description: |-
+                        PodResourceClaim references exactly one ResourceClaim, either directly
+                        or by naming a ResourceClaimTemplate which is...
+                      properties:
+                        name:
+                          description: |-
+                            Name uniquely identifies this resource claim inside the pod.
+                            This must be a DNS_LABEL.
+                          type: string
+                        resourceClaimName:
+                          description: |-
+                            ResourceClaimName is the name of a ResourceClaim object in the same
+                            namespace as this pod.
+                          type: string
+                        resourceClaimTemplateName:
+                          description: |-
+                            ResourceClaimTemplateName is the name of a ResourceClaimTemplate
+                            object in the same namespace as this pod.
+                          type: string
+                      required:
+                      - name
+                      type: object
+                    type: array
+                    x-kubernetes-list-map-keys:
+                    - name
+                    x-kubernetes-list-type: map
                   runFeastApplyOnInit:
                     description: Runs feast apply on pod start to populate the registry.
                       Defaults to true. Ignored when DisableInitContainers is true.
@@ -4136,8 +4534,9 @@ spec:
                             in a Container.
                           properties:
                             name:
-                              description: Name of the environment variable. Must
-                                be a C_IDENTIFIER.
+                              description: |-
+                                Name of the environment variable.
+                                May consist of any printable ASCII characters except '='.
                               type: string
                             value:
                               description: |-
@@ -4186,6 +4585,35 @@ spec:
                                   - fieldPath
                                   type: object
                                   x-kubernetes-map-type: atomic
+                                fileKeyRef:
+                                  description: |-
+                                    FileKeyRef selects a key of the env file.
+                                    Requires the EnvFiles feature gate to be enabled.
+                                  properties:
+                                    key:
+                                      description: The key within the env file. An
+                                        invalid key will prevent the pod from starting.
+                                      type: string
+                                    optional:
+                                      default: false
+                                      description: Specify whether the file or its
+                                        key must be defined.
+                                      type: boolean
+                                    path:
+                                      description: |-
+                                        The path within the volume from which to select the file.
+                                        Must be relative and may not contain the '..
+                                      type: string
+                                    volumeName:
+                                      description: The name of the volume mount containing
+                                        the env file.
+                                      type: string
+                                  required:
+                                  - key
+                                  - path
+                                  - volumeName
+                                  type: object
+                                  x-kubernetes-map-type: atomic
                                 resourceFieldRef:
                                   description: |-
                                     Selects a resource of the container: only resources limits and requests
@@ -4261,7 +4689,7 @@ spec:
                               x-kubernetes-map-type: atomic
                             prefix:
                               description: Optional text to prepend to the name of
-                                each environment variable. Must be a C_IDENTIFIER.
+                                each environment variable.
                               type: string
                             secretRef:
                               description: The Secret to select from
@@ -5155,9 +5583,8 @@ spec:
                             host that shares a pod's lifetime.
                           properties:
                             endpoints:
-                              description: |-
-                                endpoints is the endpoint name that details Glusterfs topology.
-                                More info: https://examples.k8s.
+                              description: endpoints is the endpoint name that details
+                                Glusterfs topology.
                               type: string
                             path:
                               description: |-
@@ -5570,6 +5997,52 @@ spec:
                                         type: array
                                         x-kubernetes-list-type: atomic
                                     type: object
+                                  podCertificate:
+                                    description: |-
+                                      Projects an auto-rotating credential bundle (private key and certificate
+                                      chain) that the pod can use either as a TLS...
+                                    properties:
+                                      certificateChainPath:
+                                        description: |-
+                                          Write the certificate chain at this path in the projected volume.
+
+                                          Most applications should use credentialBundlePath.
+                                        type: string
+                                      credentialBundlePath:
+                                        description: Write the credential bundle at
+                                          this path in the projected volume.
+                                        type: string
+                                      keyPath:
+                                        description: |-
+                                          Write the key at this path in the projected volume.
+
+                                          Most applications should use credentialBundlePath.
+                                        type: string
+                                      keyType:
+                                        description: The type of keypair Kubelet will
+                                          generate for the pod.
+                                        type: string
+                                      maxExpirationSeconds:
+                                        description: |-
+                                          maxExpirationSeconds is the maximum lifetime permitted for the
+                                          certificate.
+                                        format: int32
+                                        type: integer
+                                      signerName:
+                                        description: Kubelet's generated CSRs will
+                                          be addressed to this signer.
+                                        type: string
+                                      userAnnotations:
+                                        additionalProperties:
+                                          type: string
+                                        description: |-
+                                          userAnnotations allow pod authors to pass additional information to
+                                          the signer implementation.
+                                        type: object
+                                    required:
+                                    - keyType
+                                    - signerName
+                                    type: object
                                   secret:
                                     description: secret information about the secret
                                       data to project
@@ -5981,6 +6454,10 @@ spec:
                               type: string
                             type: array
                         type: object
+                      noAuth:
+                        description: NoAuth explicitly disables authentication and
+                          authorization.
+                        type: boolean
                       oidc:
                         description: |-
                           OidcAuthz defines the authorization settings for deployments using an Open ID Connect identity provider.
@@ -6005,6 +6482,18 @@ spec:
                               to derive the discovery endpoint.
                             pattern: ^https://\S+$
                             type: string
+                          jwksCacheLifespanSeconds:
+                            description: Seconds the servers reuse the provider's
+                              fetched JWK set before refetching. Defaults to 300.
+                            format: int32
+                            minimum: 1
+                            type: integer
+                          jwksRequestTimeoutSeconds:
+                            description: Seconds before a JWKS fetch times out. Defaults
+                              to 10.
+                            format: int32
+                            minimum: 1
+                            type: integer
                           secretKeyName:
                             description: Key in the Secret containing all OIDC properties
                               as a YAML value. If unset, each key is a property.
@@ -6033,8 +6522,9 @@ spec:
                         type: object
                     type: object
                     x-kubernetes-validations:
-                    - message: One selection required between kubernetes or oidc.
-                      rule: '[has(self.kubernetes), has(self.oidc)].exists_one(c,
+                    - message: One selection required between kubernetes, oidc, or
+                        noAuth.
+                      rule: '[has(self.kubernetes), has(self.oidc), has(self.noAuth)].exists_one(c,
                         c)'
                   batchEngine:
                     description: BatchEngineConfig defines the batch compute engine
@@ -6087,8 +6577,9 @@ spec:
                                 present in a Container.
                               properties:
                                 name:
-                                  description: Name of the environment variable. Must
-                                    be a C_IDENTIFIER.
+                                  description: |-
+                                    Name of the environment variable.
+                                    May consist of any printable ASCII characters except '='.
                                   type: string
                                 value:
                                   description: |-
@@ -6137,6 +6628,36 @@ spec:
                                       - fieldPath
                                       type: object
                                       x-kubernetes-map-type: atomic
+                                    fileKeyRef:
+                                      description: |-
+                                        FileKeyRef selects a key of the env file.
+                                        Requires the EnvFiles feature gate to be enabled.
+                                      properties:
+                                        key:
+                                          description: The key within the env file.
+                                            An invalid key will prevent the pod from
+                                            starting.
+                                          type: string
+                                        optional:
+                                          default: false
+                                          description: Specify whether the file or
+                                            its key must be defined.
+                                          type: boolean
+                                        path:
+                                          description: |-
+                                            The path within the volume from which to select the file.
+                                            Must be relative and may not contain the '..
+                                          type: string
+                                        volumeName:
+                                          description: The name of the volume mount
+                                            containing the env file.
+                                          type: string
+                                      required:
+                                      - key
+                                      - path
+                                      - volumeName
+                                      type: object
+                                      x-kubernetes-map-type: atomic
                                     resourceFieldRef:
                                       description: |-
                                         Selects a resource of the container: only resources limits and requests
@@ -6213,7 +6734,7 @@ spec:
                                   x-kubernetes-map-type: atomic
                                 prefix:
                                   description: Optional text to prepend to the name
-                                    of each environment variable. Must be a C_IDENTIFIER.
+                                    of each environment variable.
                                   type: string
                                 secretRef:
                                   description: The Secret to select from
@@ -6400,7 +6921,6 @@ spec:
                                               condition type.
                                             type: string
                                         required:
-                                        - status
                                         - type
                                         type: object
                                       type: array
@@ -6459,6 +6979,16 @@ spec:
                           https://en.wikipedia.org/wiki/List_of_tz_database_time_zones.
                         type: string
                     type: object
+                  dataQualityMonitoring:
+                    description: DataQualityMonitoring configures Data Quality Monitoring
+                      behaviour.
+                    properties:
+                      autoBaseline:
+                        default: true
+                        description: AutoBaseline controls whether baseline distribution
+                          is computed automatically on feast apply. Defaults to true.
+                        type: boolean
+                    type: object
                   feastProject:
                     description: FeastProject is the Feast project id.
                     pattern: ^[A-Za-z0-9][A-Za-z0-9_-]*$
@@ -6485,8 +7015,9 @@ spec:
                                 present in a Container.
                               properties:
                                 name:
-                                  description: Name of the environment variable. Must
-                                    be a C_IDENTIFIER.
+                                  description: |-
+                                    Name of the environment variable.
+                                    May consist of any printable ASCII characters except '='.
                                   type: string
                                 value:
                                   description: |-
@@ -6535,6 +7066,36 @@ spec:
                                       - fieldPath
                                       type: object
                                       x-kubernetes-map-type: atomic
+                                    fileKeyRef:
+                                      description: |-
+                                        FileKeyRef selects a key of the env file.
+                                        Requires the EnvFiles feature gate to be enabled.
+                                      properties:
+                                        key:
+                                          description: The key within the env file.
+                                            An invalid key will prevent the pod from
+                                            starting.
+                                          type: string
+                                        optional:
+                                          default: false
+                                          description: Specify whether the file or
+                                            its key must be defined.
+                                          type: boolean
+                                        path:
+                                          description: |-
+                                            The path within the volume from which to select the file.
+                                            Must be relative and may not contain the '..
+                                          type: string
+                                        volumeName:
+                                          description: The name of the volume mount
+                                            containing the env file.
+                                          type: string
+                                      required:
+                                      - key
+                                      - path
+                                      - volumeName
+                                      type: object
+                                      x-kubernetes-map-type: atomic
                                     resourceFieldRef:
                                       description: |-
                                         Selects a resource of the container: only resources limits and requests
@@ -6611,7 +7172,7 @@ spec:
                                   x-kubernetes-map-type: atomic
                                 prefix:
                                   description: Optional text to prepend to the name
-                                    of each environment variable. Must be a C_IDENTIFIER.
+                                    of each environment variable.
                                   type: string
                                 secretRef:
                                   description: The Secret to select from
@@ -6668,12 +7229,38 @@ spec:
                             - hazelcast
                             - couchbase
                             - clickhouse
+                            - milvus
+                            - ray
+                            - ray_rag
+                            - pytorch_nlp
+                            type: string
+                        type: object
+                      packaged:
+                        description: FeastPackagedOptions describes a feature repository
+                          packaged in a feature server image.
+                        properties:
+                          featureRepoPath:
+                            description: FeatureRepoPath is the canonical absolute
+                              path to the feature repository in the image.
                             type: string
+                          image:
+                            description: Image containing the packaged feature repository.
+                            type: string
+                        required:
+                        - featureRepoPath
                         type: object
+                        x-kubernetes-validations:
+                        - message: FeatureRepoPath must be a canonical absolute, non-root
+                            path without dot segments or repeated separators.
+                          rule: self.featureRepoPath.startsWith('/') && self.featureRepoPath
+                            != '/' && !self.featureRepoPath.contains('//') && !self.featureRepoPath.endsWith('/')
+                            && !self.featureRepoPath.contains('/./') && !self.featureRepoPath.endsWith('/.')
+                            && !self.featureRepoPath.contains('/../') && !self.featureRepoPath.endsWith('/..')
                     type: object
                     x-kubernetes-validations:
-                    - message: One selection required between init or git.
-                      rule: '[has(self.git), has(self.init)].exists_one(c, c)'
+                    - message: One selection required between init, git, or packaged.
+                      rule: '[has(self.git), has(self.init), has(self.packaged)].exists_one(c,
+                        c)'
                   materialization:
                     description: |-
                       Materialization controls feature materialization behavior (batch size, pull strategy).
@@ -6694,6 +7281,77 @@ spec:
                         minimum: 1
                         type: integer
                     type: object
+                  mlflow:
+                    description: |-
+                      Mlflow enables MLflow experiment tracking integration for Feast.
+                      Written into feature_store.
+                    properties:
+                      autoLog:
+                        description: |-
+                          Automatically log feature metadata on every retrieval inside an active MLflow run.
+                          Defaults to true when enabled.
+                        type: boolean
+                      autoLogEntityDf:
+                        description: |-
+                          Save entity DataFrame as MLflow artifact on historical retrieval.
+                          Defaults to false.
+                        type: boolean
+                      enabled:
+                        description: Enable MLflow integration.
+                        type: boolean
+                      entityDfMaxRows:
+                        description: |-
+                          Maximum number of entity DataFrame rows to save as an MLflow artifact.
+                          DataFrames exceeding this limit are skipped.
+                        format: int32
+                        minimum: 1
+                        type: integer
+                      extraConfig:
+                        additionalProperties:
+                          type: string
+                        description: |-
+                          ExtraConfig holds additional MLflow key-value settings written inline into
+                          the mlflow block of feature_store.yaml.
+                        type: object
+                      logOperations:
+                        description: |-
+                          Log feast apply and materialize operations to a separate MLflow experiment.
+                          Defaults to false.
+                        type: boolean
+                      opsExperimentSuffix:
+                        description: |-
+                          Suffix appended to the project name for the operations experiment.
+                          Defaults to "-feast-ops".
+                        type: string
+                      trackingAuth:
+                        description: |-
+                          Authentication method used by Feast pods when calling the MLflow tracking
+                          server.
+                        type: string
+                      trackingUri:
+                        description: |-
+                          MLflow tracking server URI. When omitted, the operator auto-discovers
+                          from the cluster MLflow CR (status.address.url).
+                        type: string
+                      uiUrl:
+                        description: Browser-reachable MLflow UI URL used for hyperlinks
+                          in Feast UI lineage.
+                        type: string
+                    required:
+                    - enabled
+                    type: object
+                    x-kubernetes-validations:
+                    - message: extraConfig must not contain keys that duplicate typed
+                        fields (enabled, tracking_uri, ui_url, tracking_auth, auto_log,
+                        auto_log_entity_df, entity_df_max_rows, log_operations, ops_experiment_suffix);
+                        use the corresponding spec fields instead.
+                      rule: '!has(self.extraConfig) || !(''enabled'' in self.extraConfig)
+                        && !(''tracking_uri'' in self.extraConfig) && !(''ui_url''
+                        in self.extraConfig) && !(''tracking_auth'' in self.extraConfig)
+                        && !(''auto_log'' in self.extraConfig) && !(''auto_log_entity_df''
+                        in self.extraConfig) && !(''entity_df_max_rows'' in self.extraConfig)
+                        && !(''log_operations'' in self.extraConfig) && !(''ops_experiment_suffix''
+                        in self.extraConfig)'
                   openlineage:
                     description: |-
                       OpenLineage enables OpenLineage data lineage tracking for Feast operations.
@@ -6712,6 +7370,59 @@ spec:
                             type: string
                         type: object
                         x-kubernetes-map-type: atomic
+                      consumer:
+                        description: |-
+                          Consumer configures the OpenLineage consumer (event receiver) that enables
+                          Feast to receive and display lineage from...
+                        properties:
+                          apiKeySecretRef:
+                            description: |-
+                              Reference to a Secret containing the key "api_key" that producers must
+                              provide in the X-API-Key header when sending...
+                            properties:
+                              name:
+                                default: ""
+                                description: |-
+                                  Name of the referent.
+                                  This field is effectively required, but due to backwards compatibility is
+                                  allowed to be empty.
+                                type: string
+                            type: object
+                            x-kubernetes-map-type: atomic
+                          connectionStringSecretRef:
+                            description: |-
+                              Reference to a Secret containing the key "connection_string" for a separate
+                              lineage database.
+                            properties:
+                              name:
+                                default: ""
+                                description: |-
+                                  Name of the referent.
+                                  This field is effectively required, but due to backwards compatibility is
+                                  allowed to be empty.
+                                type: string
+                            type: object
+                            x-kubernetes-map-type: atomic
+                          enabled:
+                            description: Enable the OpenLineage consumer.
+                            type: boolean
+                          namespaceMapping:
+                            additionalProperties:
+                              type: string
+                            description: |-
+                              NamespaceMapping maps OpenLineage namespaces to Feast projects for
+                              RBAC-based filtering of lineage data in the UI.
+                            type: object
+                          storeType:
+                            default: sql
+                            description: StoreType is the storage backend for lineage
+                              events. Currently only "sql" is supported.
+                            enum:
+                            - sql
+                            type: string
+                        required:
+                        - enabled
+                        type: object
                       enabled:
                         description: Enable OpenLineage integration.
                         type: boolean
@@ -7538,6 +8249,10 @@ spec:
                       disableInitContainers:
                         description: Disable the 'feast repo initialization' initContainer
                         type: boolean
+                      initImage:
+                        description: InitImage overrides the image for init containers
+                          (feast-init, feast-apply).
+                        type: string
                       offlineStore:
                         description: OfflineStore configures the offline store service
                         properties:
@@ -7672,6 +8387,7 @@ spec:
                                     - clickhouse
                                     - ray
                                     - oracle
+                                    - hybrid
                                     type: string
                                 required:
                                 - secretRef
@@ -7691,8 +8407,9 @@ spec:
                                     present in a Container.
                                   properties:
                                     name:
-                                      description: Name of the environment variable.
-                                        Must be a C_IDENTIFIER.
+                                      description: |-
+                                        Name of the environment variable.
+                                        May consist of any printable ASCII characters except '='.
                                       type: string
                                     value:
                                       description: |-
@@ -7742,6 +8459,36 @@ spec:
                                           - fieldPath
                                           type: object
                                           x-kubernetes-map-type: atomic
+                                        fileKeyRef:
+                                          description: |-
+                                            FileKeyRef selects a key of the env file.
+                                            Requires the EnvFiles feature gate to be enabled.
+                                          properties:
+                                            key:
+                                              description: The key within the env
+                                                file. An invalid key will prevent
+                                                the pod from starting.
+                                              type: string
+                                            optional:
+                                              default: false
+                                              description: Specify whether the file
+                                                or its key must be defined.
+                                              type: boolean
+                                            path:
+                                              description: |-
+                                                The path within the volume from which to select the file.
+                                                Must be relative and may not contain the '..
+                                              type: string
+                                            volumeName:
+                                              description: The name of the volume
+                                                mount containing the env file.
+                                              type: string
+                                          required:
+                                          - key
+                                          - path
+                                          - volumeName
+                                          type: object
+                                          x-kubernetes-map-type: atomic
                                         resourceFieldRef:
                                           description: |-
                                             Selects a resource of the container: only resources limits and requests
@@ -7820,8 +8567,7 @@ spec:
                                       x-kubernetes-map-type: atomic
                                     prefix:
                                       description: Optional text to prepend to the
-                                        name of each environment variable. Must be
-                                        a C_IDENTIFIER.
+                                        name of each environment variable.
                                       type: string
                                     secretRef:
                                       description: The Secret to select from
@@ -8050,6 +8796,11 @@ spec:
                       onlineStore:
                         description: OnlineStore configures the online store service
                         properties:
+                          disabled:
+                            description: |-
+                              Disabled skips deploying the online store service entirely, including its
+                              serving pod and persistence.
+                            type: boolean
                           persistence:
                             description: OnlineStorePersistence configures the persistence
                               settings for the online store service
@@ -8194,6 +8945,8 @@ spec:
                                     - milvus
                                     - hybrid
                                     - mongodb
+                                    - aerospike
+                                    - scylladb
                                     type: string
                                 required:
                                 - secretRef
@@ -8213,8 +8966,9 @@ spec:
                                     present in a Container.
                                   properties:
                                     name:
-                                      description: Name of the environment variable.
-                                        Must be a C_IDENTIFIER.
+                                      description: |-
+                                        Name of the environment variable.
+                                        May consist of any printable ASCII characters except '='.
                                       type: string
                                     value:
                                       description: |-
@@ -8264,6 +9018,36 @@ spec:
                                           - fieldPath
                                           type: object
                                           x-kubernetes-map-type: atomic
+                                        fileKeyRef:
+                                          description: |-
+                                            FileKeyRef selects a key of the env file.
+                                            Requires the EnvFiles feature gate to be enabled.
+                                          properties:
+                                            key:
+                                              description: The key within the env
+                                                file. An invalid key will prevent
+                                                the pod from starting.
+                                              type: string
+                                            optional:
+                                              default: false
+                                              description: Specify whether the file
+                                                or its key must be defined.
+                                              type: boolean
+                                            path:
+                                              description: |-
+                                                The path within the volume from which to select the file.
+                                                Must be relative and may not contain the '..
+                                              type: string
+                                            volumeName:
+                                              description: The name of the volume
+                                                mount containing the env file.
+                                              type: string
+                                          required:
+                                          - key
+                                          - path
+                                          - volumeName
+                                          type: object
+                                          x-kubernetes-map-type: atomic
                                         resourceFieldRef:
                                           description: |-
                                             Selects a resource of the container: only resources limits and requests
@@ -8342,8 +9126,7 @@ spec:
                                       x-kubernetes-map-type: atomic
                                     prefix:
                                       description: Optional text to prepend to the
-                                        name of each environment variable. Must be
-                                        a C_IDENTIFIER.
+                                        name of each environment variable.
                                       type: string
                                     secretRef:
                                       description: The Secret to select from
@@ -8858,8 +9641,9 @@ spec:
                                         variable present in a Container.
                                       properties:
                                         name:
-                                          description: Name of the environment variable.
-                                            Must be a C_IDENTIFIER.
+                                          description: |-
+                                            Name of the environment variable.
+                                            May consist of any printable ASCII characters except '='.
                                           type: string
                                         value:
                                           description: |-
@@ -8910,6 +9694,36 @@ spec:
                                               - fieldPath
                                               type: object
                                               x-kubernetes-map-type: atomic
+                                            fileKeyRef:
+                                              description: |-
+                                                FileKeyRef selects a key of the env file.
+                                                Requires the EnvFiles feature gate to be enabled.
+                                              properties:
+                                                key:
+                                                  description: The key within the
+                                                    env file. An invalid key will
+                                                    prevent the pod from starting.
+                                                  type: string
+                                                optional:
+                                                  default: false
+                                                  description: Specify whether the
+                                                    file or its key must be defined.
+                                                  type: boolean
+                                                path:
+                                                  description: |-
+                                                    The path within the volume from which to select the file.
+                                                    Must be relative and may not contain the '..
+                                                  type: string
+                                                volumeName:
+                                                  description: The name of the volume
+                                                    mount containing the env file.
+                                                  type: string
+                                              required:
+                                              - key
+                                              - path
+                                              - volumeName
+                                              type: object
+                                              x-kubernetes-map-type: atomic
                                             resourceFieldRef:
                                               description: |-
                                                 Selects a resource of the container: only resources limits and requests
@@ -8990,7 +9804,6 @@ spec:
                                         prefix:
                                           description: Optional text to prepend to
                                             the name of each environment variable.
-                                            Must be a C_IDENTIFIER.
                                           type: string
                                         secretRef:
                                           description: The Secret to select from
@@ -9031,6 +9844,31 @@ spec:
                                     - error
                                     - critical
                                     type: string
+                                  mcp:
+                                    description: |-
+                                      Mcp enables MCP (Model Context Protocol) on the REST registry server.
+                                      Requires restAPI to be true.
+                                    properties:
+                                      enabled:
+                                        description: Enable the MCP server.
+                                        type: boolean
+                                      serverName:
+                                        description: MCP server name for identification.
+                                          Defaults to "feast-mcp-server".
+                                        type: string
+                                      serverVersion:
+                                        description: MCP server version string. Defaults
+                                          to "1.0.0".
+                                        type: string
+                                      transport:
+                                        description: MCP transport protocol.
+                                        enum:
+                                        - sse
+                                        - http
+                                        type: string
+                                    required:
+                                    - enabled
+                                    type: object
                                   metrics:
                                     description: Metrics exposes Prometheus-compatible
                                       metrics for the Feast server when enabled.
@@ -9231,6 +10069,9 @@ spec:
                                     true
                                   rule: self.restAPI == true || self.grpc == true
                                     || !has(self.grpc)
+                                - message: MCP requires restAPI to be true
+                                  rule: '!has(self.mcp) || !self.mcp.enabled || (has(self.restAPI)
+                                    && self.restAPI == true)'
                             type: object
                           remote:
                             description: RemoteRegistryConfig points to a remote feast
@@ -9288,6 +10129,37 @@ spec:
                         - message: One selection required.
                           rule: '[has(self.local), has(self.remote)].exists_one(c,
                             c)'
+                      resourceClaims:
+                        description: |-
+                          ResourceClaims defines which ResourceClaims must be allocated
+                          and reserved before the Pod is allowed to start.
+                        items:
+                          description: |-
+                            PodResourceClaim references exactly one ResourceClaim, either directly
+                            or by naming a ResourceClaimTemplate which is...
+                          properties:
+                            name:
+                              description: |-
+                                Name uniquely identifies this resource claim inside the pod.
+                                This must be a DNS_LABEL.
+                              type: string
+                            resourceClaimName:
+                              description: |-
+                                ResourceClaimName is the name of a ResourceClaim object in the same
+                                namespace as this pod.
+                              type: string
+                            resourceClaimTemplateName:
+                              description: |-
+                                ResourceClaimTemplateName is the name of a ResourceClaimTemplate
+                                object in the same namespace as this pod.
+                              type: string
+                          required:
+                          - name
+                          type: object
+                        type: array
+                        x-kubernetes-list-map-keys:
+                        - name
+                        x-kubernetes-list-type: map
                       runFeastApplyOnInit:
                         description: Runs feast apply on pod start to populate the
                           registry. Defaults to true. Ignored when DisableInitContainers
@@ -10122,8 +10994,9 @@ spec:
                                 present in a Container.
                               properties:
                                 name:
-                                  description: Name of the environment variable. Must
-                                    be a C_IDENTIFIER.
+                                  description: |-
+                                    Name of the environment variable.
+                                    May consist of any printable ASCII characters except '='.
                                   type: string
                                 value:
                                   description: |-
@@ -10172,6 +11045,36 @@ spec:
                                       - fieldPath
                                       type: object
                                       x-kubernetes-map-type: atomic
+                                    fileKeyRef:
+                                      description: |-
+                                        FileKeyRef selects a key of the env file.
+                                        Requires the EnvFiles feature gate to be enabled.
+                                      properties:
+                                        key:
+                                          description: The key within the env file.
+                                            An invalid key will prevent the pod from
+                                            starting.
+                                          type: string
+                                        optional:
+                                          default: false
+                                          description: Specify whether the file or
+                                            its key must be defined.
+                                          type: boolean
+                                        path:
+                                          description: |-
+                                            The path within the volume from which to select the file.
+                                            Must be relative and may not contain the '..
+                                          type: string
+                                        volumeName:
+                                          description: The name of the volume mount
+                                            containing the env file.
+                                          type: string
+                                      required:
+                                      - key
+                                      - path
+                                      - volumeName
+                                      type: object
+                                      x-kubernetes-map-type: atomic
                                     resourceFieldRef:
                                       description: |-
                                         Selects a resource of the container: only resources limits and requests
@@ -10248,7 +11151,7 @@ spec:
                                   x-kubernetes-map-type: atomic
                                 prefix:
                                   description: Optional text to prepend to the name
-                                    of each environment variable. Must be a C_IDENTIFIER.
+                                    of each environment variable.
                                   type: string
                                 secretRef:
                                   description: The Secret to select from
@@ -11150,9 +12053,8 @@ spec:
                                 on the host that shares a pod's lifetime.
                               properties:
                                 endpoints:
-                                  description: |-
-                                    endpoints is the endpoint name that details Glusterfs topology.
-                                    More info: https://examples.k8s.
+                                  description: endpoints is the endpoint name that
+                                    details Glusterfs topology.
                                   type: string
                                 path:
                                   description: |-
@@ -11569,6 +12471,52 @@ spec:
                                             type: array
                                             x-kubernetes-list-type: atomic
                                         type: object
+                                      podCertificate:
+                                        description: |-
+                                          Projects an auto-rotating credential bundle (private key and certificate
+                                          chain) that the pod can use either as a TLS...
+                                        properties:
+                                          certificateChainPath:
+                                            description: |-
+                                              Write the certificate chain at this path in the projected volume.
+
+                                              Most applications should use credentialBundlePath.
+                                            type: string
+                                          credentialBundlePath:
+                                            description: Write the credential bundle
+                                              at this path in the projected volume.
+                                            type: string
+                                          keyPath:
+                                            description: |-
+                                              Write the key at this path in the projected volume.
+
+                                              Most applications should use credentialBundlePath.
+                                            type: string
+                                          keyType:
+                                            description: The type of keypair Kubelet
+                                              will generate for the pod.
+                                            type: string
+                                          maxExpirationSeconds:
+                                            description: |-
+                                              maxExpirationSeconds is the maximum lifetime permitted for the
+                                              certificate.
+                                            format: int32
+                                            type: integer
+                                          signerName:
+                                            description: Kubelet's generated CSRs
+                                              will be addressed to this signer.
+                                            type: string
+                                          userAnnotations:
+                                            additionalProperties:
+                                              type: string
+                                            description: |-
+                                              userAnnotations allow pod authors to pass additional information to
+                                              the signer implementation.
+                                            type: object
+                                        required:
+                                        - keyType
+                                        - signerName
+                                        type: object
                                       secret:
                                         description: secret information about the
                                           secret data to project
@@ -12112,6 +13060,9 @@ spec:
                           type: string
                         type: array
                     type: object
+                  noAuth:
+                    description: NoAuth explicitly disables authentication and authorization.
+                    type: boolean
                   oidc:
                     description: |-
                       OidcAuthz defines the authorization settings for deployments using an Open ID Connect identity provider.
@@ -12136,8 +13087,9 @@ spec:
                     type: object
                 type: object
                 x-kubernetes-validations:
-                - message: One selection required between kubernetes or oidc.
-                  rule: '[has(self.kubernetes), has(self.oidc)].exists_one(c, c)'
+                - message: One selection required between kubernetes, oidc, or noAuth.
+                  rule: '[has(self.kubernetes), has(self.oidc), has(self.noAuth)].exists_one(c,
+                    c)'
               cronJob:
                 description: FeastCronJob defines a CronJob to execute against a Feature
                   Store deployment.
@@ -12167,8 +13119,9 @@ spec:
                             in a Container.
                           properties:
                             name:
-                              description: Name of the environment variable. Must
-                                be a C_IDENTIFIER.
+                              description: |-
+                                Name of the environment variable.
+                                May consist of any printable ASCII characters except '='.
                               type: string
                             value:
                               description: |-
@@ -12217,6 +13170,35 @@ spec:
                                   - fieldPath
                                   type: object
                                   x-kubernetes-map-type: atomic
+                                fileKeyRef:
+                                  description: |-
+                                    FileKeyRef selects a key of the env file.
+                                    Requires the EnvFiles feature gate to be enabled.
+                                  properties:
+                                    key:
+                                      description: The key within the env file. An
+                                        invalid key will prevent the pod from starting.
+                                      type: string
+                                    optional:
+                                      default: false
+                                      description: Specify whether the file or its
+                                        key must be defined.
+                                      type: boolean
+                                    path:
+                                      description: |-
+                                        The path within the volume from which to select the file.
+                                        Must be relative and may not contain the '..
+                                      type: string
+                                    volumeName:
+                                      description: The name of the volume mount containing
+                                        the env file.
+                                      type: string
+                                  required:
+                                  - key
+                                  - path
+                                  - volumeName
+                                  type: object
+                                  x-kubernetes-map-type: atomic
                                 resourceFieldRef:
                                   description: |-
                                     Selects a resource of the container: only resources limits and requests
@@ -12292,7 +13274,7 @@ spec:
                               x-kubernetes-map-type: atomic
                             prefix:
                               description: Optional text to prepend to the name of
-                                each environment variable. Must be a C_IDENTIFIER.
+                                each environment variable.
                               type: string
                             secretRef:
                               description: The Secret to select from
@@ -12477,7 +13459,6 @@ spec:
                                           type.
                                         type: string
                                     required:
-                                    - status
                                     - type
                                     type: object
                                   type: array
@@ -12560,8 +13541,9 @@ spec:
                             in a Container.
                           properties:
                             name:
-                              description: Name of the environment variable. Must
-                                be a C_IDENTIFIER.
+                              description: |-
+                                Name of the environment variable.
+                                May consist of any printable ASCII characters except '='.
                               type: string
                             value:
                               description: |-
@@ -12610,6 +13592,35 @@ spec:
                                   - fieldPath
                                   type: object
                                   x-kubernetes-map-type: atomic
+                                fileKeyRef:
+                                  description: |-
+                                    FileKeyRef selects a key of the env file.
+                                    Requires the EnvFiles feature gate to be enabled.
+                                  properties:
+                                    key:
+                                      description: The key within the env file. An
+                                        invalid key will prevent the pod from starting.
+                                      type: string
+                                    optional:
+                                      default: false
+                                      description: Specify whether the file or its
+                                        key must be defined.
+                                      type: boolean
+                                    path:
+                                      description: |-
+                                        The path within the volume from which to select the file.
+                                        Must be relative and may not contain the '..
+                                      type: string
+                                    volumeName:
+                                      description: The name of the volume mount containing
+                                        the env file.
+                                      type: string
+                                  required:
+                                  - key
+                                  - path
+                                  - volumeName
+                                  type: object
+                                  x-kubernetes-map-type: atomic
                                 resourceFieldRef:
                                   description: |-
                                     Selects a resource of the container: only resources limits and requests
@@ -12685,7 +13696,7 @@ spec:
                               x-kubernetes-map-type: atomic
                             prefix:
                               description: Optional text to prepend to the name of
-                                each environment variable. Must be a C_IDENTIFIER.
+                                each environment variable.
                               type: string
                             secretRef:
                               description: The Secret to select from
@@ -12741,12 +13752,38 @@ spec:
                         - hazelcast
                         - couchbase
                         - clickhouse
+                        - milvus
+                        - ray
+                        - ray_rag
+                        - pytorch_nlp
+                        type: string
+                    type: object
+                  packaged:
+                    description: FeastPackagedOptions describes a feature repository
+                      packaged in a feature server image.
+                    properties:
+                      featureRepoPath:
+                        description: FeatureRepoPath is the canonical absolute path
+                          to the feature repository in the image.
+                        type: string
+                      image:
+                        description: Image containing the packaged feature repository.
                         type: string
+                    required:
+                    - featureRepoPath
                     type: object
+                    x-kubernetes-validations:
+                    - message: FeatureRepoPath must be a canonical absolute, non-root
+                        path without dot segments or repeated separators.
+                      rule: self.featureRepoPath.startsWith('/') && self.featureRepoPath
+                        != '/' && !self.featureRepoPath.contains('//') && !self.featureRepoPath.endsWith('/')
+                        && !self.featureRepoPath.contains('/./') && !self.featureRepoPath.endsWith('/.')
+                        && !self.featureRepoPath.contains('/../') && !self.featureRepoPath.endsWith('/..')
                 type: object
                 x-kubernetes-validations:
-                - message: One selection required between init or git.
-                  rule: '[has(self.git), has(self.init)].exists_one(c, c)'
+                - message: One selection required between init, git, or packaged.
+                  rule: '[has(self.git), has(self.init), has(self.packaged)].exists_one(c,
+                    c)'
               services:
                 description: FeatureStoreServices defines the desired feast services.
                   An ephemeral onlineStore feature server is deployed by default.
@@ -12915,6 +13952,7 @@ spec:
                                 - couchbase.offline
                                 - clickhouse
                                 - ray
+                                - hybrid
                                 type: string
                             required:
                             - secretRef
@@ -12933,8 +13971,9 @@ spec:
                                 present in a Container.
                               properties:
                                 name:
-                                  description: Name of the environment variable. Must
-                                    be a C_IDENTIFIER.
+                                  description: |-
+                                    Name of the environment variable.
+                                    May consist of any printable ASCII characters except '='.
                                   type: string
                                 value:
                                   description: |-
@@ -12983,6 +14022,36 @@ spec:
                                       - fieldPath
                                       type: object
                                       x-kubernetes-map-type: atomic
+                                    fileKeyRef:
+                                      description: |-
+                                        FileKeyRef selects a key of the env file.
+                                        Requires the EnvFiles feature gate to be enabled.
+                                      properties:
+                                        key:
+                                          description: The key within the env file.
+                                            An invalid key will prevent the pod from
+                                            starting.
+                                          type: string
+                                        optional:
+                                          default: false
+                                          description: Specify whether the file or
+                                            its key must be defined.
+                                          type: boolean
+                                        path:
+                                          description: |-
+                                            The path within the volume from which to select the file.
+                                            Must be relative and may not contain the '..
+                                          type: string
+                                        volumeName:
+                                          description: The name of the volume mount
+                                            containing the env file.
+                                          type: string
+                                      required:
+                                      - key
+                                      - path
+                                      - volumeName
+                                      type: object
+                                      x-kubernetes-map-type: atomic
                                     resourceFieldRef:
                                       description: |-
                                         Selects a resource of the container: only resources limits and requests
@@ -13059,7 +14128,7 @@ spec:
                                   x-kubernetes-map-type: atomic
                                 prefix:
                                   description: Optional text to prepend to the name
-                                    of each environment variable. Must be a C_IDENTIFIER.
+                                    of each environment variable.
                                   type: string
                                 secretRef:
                                   description: The Secret to select from
@@ -13428,6 +14497,8 @@ spec:
                                 - milvus
                                 - hybrid
                                 - mongodb
+                                - aerospike
+                                - scylladb
                                 type: string
                             required:
                             - secretRef
@@ -13446,8 +14517,9 @@ spec:
                                 present in a Container.
                               properties:
                                 name:
-                                  description: Name of the environment variable. Must
-                                    be a C_IDENTIFIER.
+                                  description: |-
+                                    Name of the environment variable.
+                                    May consist of any printable ASCII characters except '='.
                                   type: string
                                 value:
                                   description: |-
@@ -13496,6 +14568,36 @@ spec:
                                       - fieldPath
                                       type: object
                                       x-kubernetes-map-type: atomic
+                                    fileKeyRef:
+                                      description: |-
+                                        FileKeyRef selects a key of the env file.
+                                        Requires the EnvFiles feature gate to be enabled.
+                                      properties:
+                                        key:
+                                          description: The key within the env file.
+                                            An invalid key will prevent the pod from
+                                            starting.
+                                          type: string
+                                        optional:
+                                          default: false
+                                          description: Specify whether the file or
+                                            its key must be defined.
+                                          type: boolean
+                                        path:
+                                          description: |-
+                                            The path within the volume from which to select the file.
+                                            Must be relative and may not contain the '..
+                                          type: string
+                                        volumeName:
+                                          description: The name of the volume mount
+                                            containing the env file.
+                                          type: string
+                                      required:
+                                      - key
+                                      - path
+                                      - volumeName
+                                      type: object
+                                      x-kubernetes-map-type: atomic
                                     resourceFieldRef:
                                       description: |-
                                         Selects a resource of the container: only resources limits and requests
@@ -13572,7 +14674,7 @@ spec:
                                   x-kubernetes-map-type: atomic
                                 prefix:
                                   description: Optional text to prepend to the name
-                                    of each environment variable. Must be a C_IDENTIFIER.
+                                    of each environment variable.
                                   type: string
                                 secretRef:
                                   description: The Secret to select from
@@ -13977,8 +15079,9 @@ spec:
                                     present in a Container.
                                   properties:
                                     name:
-                                      description: Name of the environment variable.
-                                        Must be a C_IDENTIFIER.
+                                      description: |-
+                                        Name of the environment variable.
+                                        May consist of any printable ASCII characters except '='.
                                       type: string
                                     value:
                                       description: |-
@@ -14028,6 +15131,36 @@ spec:
                                           - fieldPath
                                           type: object
                                           x-kubernetes-map-type: atomic
+                                        fileKeyRef:
+                                          description: |-
+                                            FileKeyRef selects a key of the env file.
+                                            Requires the EnvFiles feature gate to be enabled.
+                                          properties:
+                                            key:
+                                              description: The key within the env
+                                                file. An invalid key will prevent
+                                                the pod from starting.
+                                              type: string
+                                            optional:
+                                              default: false
+                                              description: Specify whether the file
+                                                or its key must be defined.
+                                              type: boolean
+                                            path:
+                                              description: |-
+                                                The path within the volume from which to select the file.
+                                                Must be relative and may not contain the '..
+                                              type: string
+                                            volumeName:
+                                              description: The name of the volume
+                                                mount containing the env file.
+                                              type: string
+                                          required:
+                                          - key
+                                          - path
+                                          - volumeName
+                                          type: object
+                                          x-kubernetes-map-type: atomic
                                         resourceFieldRef:
                                           description: |-
                                             Selects a resource of the container: only resources limits and requests
@@ -14106,8 +15239,7 @@ spec:
                                       x-kubernetes-map-type: atomic
                                     prefix:
                                       description: Optional text to prepend to the
-                                        name of each environment variable. Must be
-                                        a C_IDENTIFIER.
+                                        name of each environment variable.
                                       type: string
                                     secretRef:
                                       description: The Secret to select from
@@ -14551,8 +15683,9 @@ spec:
                             in a Container.
                           properties:
                             name:
-                              description: Name of the environment variable. Must
-                                be a C_IDENTIFIER.
+                              description: |-
+                                Name of the environment variable.
+                                May consist of any printable ASCII characters except '='.
                               type: string
                             value:
                               description: |-
@@ -14601,6 +15734,35 @@ spec:
                                   - fieldPath
                                   type: object
                                   x-kubernetes-map-type: atomic
+                                fileKeyRef:
+                                  description: |-
+                                    FileKeyRef selects a key of the env file.
+                                    Requires the EnvFiles feature gate to be enabled.
+                                  properties:
+                                    key:
+                                      description: The key within the env file. An
+                                        invalid key will prevent the pod from starting.
+                                      type: string
+                                    optional:
+                                      default: false
+                                      description: Specify whether the file or its
+                                        key must be defined.
+                                      type: boolean
+                                    path:
+                                      description: |-
+                                        The path within the volume from which to select the file.
+                                        Must be relative and may not contain the '..
+                                      type: string
+                                    volumeName:
+                                      description: The name of the volume mount containing
+                                        the env file.
+                                      type: string
+                                  required:
+                                  - key
+                                  - path
+                                  - volumeName
+                                  type: object
+                                  x-kubernetes-map-type: atomic
                                 resourceFieldRef:
                                   description: |-
                                     Selects a resource of the container: only resources limits and requests
@@ -14676,7 +15838,7 @@ spec:
                               x-kubernetes-map-type: atomic
                             prefix:
                               description: Optional text to prepend to the name of
-                                each environment variable. Must be a C_IDENTIFIER.
+                                each environment variable.
                               type: string
                             secretRef:
                               description: The Secret to select from
@@ -15570,9 +16732,8 @@ spec:
                             host that shares a pod's lifetime.
                           properties:
                             endpoints:
-                              description: |-
-                                endpoints is the endpoint name that details Glusterfs topology.
-                                More info: https://examples.k8s.
+                              description: endpoints is the endpoint name that details
+                                Glusterfs topology.
                               type: string
                             path:
                               description: |-
@@ -15985,6 +17146,52 @@ spec:
                                         type: array
                                         x-kubernetes-list-type: atomic
                                     type: object
+                                  podCertificate:
+                                    description: |-
+                                      Projects an auto-rotating credential bundle (private key and certificate
+                                      chain) that the pod can use either as a TLS...
+                                    properties:
+                                      certificateChainPath:
+                                        description: |-
+                                          Write the certificate chain at this path in the projected volume.
+
+                                          Most applications should use credentialBundlePath.
+                                        type: string
+                                      credentialBundlePath:
+                                        description: Write the credential bundle at
+                                          this path in the projected volume.
+                                        type: string
+                                      keyPath:
+                                        description: |-
+                                          Write the key at this path in the projected volume.
+
+                                          Most applications should use credentialBundlePath.
+                                        type: string
+                                      keyType:
+                                        description: The type of keypair Kubelet will
+                                          generate for the pod.
+                                        type: string
+                                      maxExpirationSeconds:
+                                        description: |-
+                                          maxExpirationSeconds is the maximum lifetime permitted for the
+                                          certificate.
+                                        format: int32
+                                        type: integer
+                                      signerName:
+                                        description: Kubelet's generated CSRs will
+                                          be addressed to this signer.
+                                        type: string
+                                      userAnnotations:
+                                        additionalProperties:
+                                          type: string
+                                        description: |-
+                                          userAnnotations allow pod authors to pass additional information to
+                                          the signer implementation.
+                                        type: object
+                                    required:
+                                    - keyType
+                                    - signerName
+                                    type: object
                                   secret:
                                     description: secret information about the secret
                                       data to project
@@ -16367,6 +17574,10 @@ spec:
                               type: string
                             type: array
                         type: object
+                      noAuth:
+                        description: NoAuth explicitly disables authentication and
+                          authorization.
+                        type: boolean
                       oidc:
                         description: |-
                           OidcAuthz defines the authorization settings for deployments using an Open ID Connect identity provider.
@@ -16391,8 +17602,9 @@ spec:
                         type: object
                     type: object
                     x-kubernetes-validations:
-                    - message: One selection required between kubernetes or oidc.
-                      rule: '[has(self.kubernetes), has(self.oidc)].exists_one(c,
+                    - message: One selection required between kubernetes, oidc, or
+                        noAuth.
+                      rule: '[has(self.kubernetes), has(self.oidc), has(self.noAuth)].exists_one(c,
                         c)'
                   cronJob:
                     description: FeastCronJob defines a CronJob to execute against
@@ -16423,8 +17635,9 @@ spec:
                                 present in a Container.
                               properties:
                                 name:
-                                  description: Name of the environment variable. Must
-                                    be a C_IDENTIFIER.
+                                  description: |-
+                                    Name of the environment variable.
+                                    May consist of any printable ASCII characters except '='.
                                   type: string
                                 value:
                                   description: |-
@@ -16473,6 +17686,36 @@ spec:
                                       - fieldPath
                                       type: object
                                       x-kubernetes-map-type: atomic
+                                    fileKeyRef:
+                                      description: |-
+                                        FileKeyRef selects a key of the env file.
+                                        Requires the EnvFiles feature gate to be enabled.
+                                      properties:
+                                        key:
+                                          description: The key within the env file.
+                                            An invalid key will prevent the pod from
+                                            starting.
+                                          type: string
+                                        optional:
+                                          default: false
+                                          description: Specify whether the file or
+                                            its key must be defined.
+                                          type: boolean
+                                        path:
+                                          description: |-
+                                            The path within the volume from which to select the file.
+                                            Must be relative and may not contain the '..
+                                          type: string
+                                        volumeName:
+                                          description: The name of the volume mount
+                                            containing the env file.
+                                          type: string
+                                      required:
+                                      - key
+                                      - path
+                                      - volumeName
+                                      type: object
+                                      x-kubernetes-map-type: atomic
                                     resourceFieldRef:
                                       description: |-
                                         Selects a resource of the container: only resources limits and requests
@@ -16549,7 +17792,7 @@ spec:
                                   x-kubernetes-map-type: atomic
                                 prefix:
                                   description: Optional text to prepend to the name
-                                    of each environment variable. Must be a C_IDENTIFIER.
+                                    of each environment variable.
                                   type: string
                                 secretRef:
                                   description: The Secret to select from
@@ -16736,7 +17979,6 @@ spec:
                                               condition type.
                                             type: string
                                         required:
-                                        - status
                                         - type
                                         type: object
                                       type: array
@@ -16821,8 +18063,9 @@ spec:
                                 present in a Container.
                               properties:
                                 name:
-                                  description: Name of the environment variable. Must
-                                    be a C_IDENTIFIER.
+                                  description: |-
+                                    Name of the environment variable.
+                                    May consist of any printable ASCII characters except '='.
                                   type: string
                                 value:
                                   description: |-
@@ -16871,6 +18114,36 @@ spec:
                                       - fieldPath
                                       type: object
                                       x-kubernetes-map-type: atomic
+                                    fileKeyRef:
+                                      description: |-
+                                        FileKeyRef selects a key of the env file.
+                                        Requires the EnvFiles feature gate to be enabled.
+                                      properties:
+                                        key:
+                                          description: The key within the env file.
+                                            An invalid key will prevent the pod from
+                                            starting.
+                                          type: string
+                                        optional:
+                                          default: false
+                                          description: Specify whether the file or
+                                            its key must be defined.
+                                          type: boolean
+                                        path:
+                                          description: |-
+                                            The path within the volume from which to select the file.
+                                            Must be relative and may not contain the '..
+                                          type: string
+                                        volumeName:
+                                          description: The name of the volume mount
+                                            containing the env file.
+                                          type: string
+                                      required:
+                                      - key
+                                      - path
+                                      - volumeName
+                                      type: object
+                                      x-kubernetes-map-type: atomic
                                     resourceFieldRef:
                                       description: |-
                                         Selects a resource of the container: only resources limits and requests
@@ -16947,7 +18220,7 @@ spec:
                                   x-kubernetes-map-type: atomic
                                 prefix:
                                   description: Optional text to prepend to the name
-                                    of each environment variable. Must be a C_IDENTIFIER.
+                                    of each environment variable.
                                   type: string
                                 secretRef:
                                   description: The Secret to select from
@@ -17004,12 +18277,38 @@ spec:
                             - hazelcast
                             - couchbase
                             - clickhouse
+                            - milvus
+                            - ray
+                            - ray_rag
+                            - pytorch_nlp
+                            type: string
+                        type: object
+                      packaged:
+                        description: FeastPackagedOptions describes a feature repository
+                          packaged in a feature server image.
+                        properties:
+                          featureRepoPath:
+                            description: FeatureRepoPath is the canonical absolute
+                              path to the feature repository in the image.
+                            type: string
+                          image:
+                            description: Image containing the packaged feature repository.
                             type: string
+                        required:
+                        - featureRepoPath
                         type: object
+                        x-kubernetes-validations:
+                        - message: FeatureRepoPath must be a canonical absolute, non-root
+                            path without dot segments or repeated separators.
+                          rule: self.featureRepoPath.startsWith('/') && self.featureRepoPath
+                            != '/' && !self.featureRepoPath.contains('//') && !self.featureRepoPath.endsWith('/')
+                            && !self.featureRepoPath.contains('/./') && !self.featureRepoPath.endsWith('/.')
+                            && !self.featureRepoPath.contains('/../') && !self.featureRepoPath.endsWith('/..')
                     type: object
                     x-kubernetes-validations:
-                    - message: One selection required between init or git.
-                      rule: '[has(self.git), has(self.init)].exists_one(c, c)'
+                    - message: One selection required between init, git, or packaged.
+                      rule: '[has(self.git), has(self.init), has(self.packaged)].exists_one(c,
+                        c)'
                   services:
                     description: FeatureStoreServices defines the desired feast services.
                       An ephemeral onlineStore feature server is deployed by default.
@@ -17180,6 +18479,7 @@ spec:
                                     - couchbase.offline
                                     - clickhouse
                                     - ray
+                                    - hybrid
                                     type: string
                                 required:
                                 - secretRef
@@ -17199,8 +18499,9 @@ spec:
                                     present in a Container.
                                   properties:
                                     name:
-                                      description: Name of the environment variable.
-                                        Must be a C_IDENTIFIER.
+                                      description: |-
+                                        Name of the environment variable.
+                                        May consist of any printable ASCII characters except '='.
                                       type: string
                                     value:
                                       description: |-
@@ -17250,6 +18551,36 @@ spec:
                                           - fieldPath
                                           type: object
                                           x-kubernetes-map-type: atomic
+                                        fileKeyRef:
+                                          description: |-
+                                            FileKeyRef selects a key of the env file.
+                                            Requires the EnvFiles feature gate to be enabled.
+                                          properties:
+                                            key:
+                                              description: The key within the env
+                                                file. An invalid key will prevent
+                                                the pod from starting.
+                                              type: string
+                                            optional:
+                                              default: false
+                                              description: Specify whether the file
+                                                or its key must be defined.
+                                              type: boolean
+                                            path:
+                                              description: |-
+                                                The path within the volume from which to select the file.
+                                                Must be relative and may not contain the '..
+                                              type: string
+                                            volumeName:
+                                              description: The name of the volume
+                                                mount containing the env file.
+                                              type: string
+                                          required:
+                                          - key
+                                          - path
+                                          - volumeName
+                                          type: object
+                                          x-kubernetes-map-type: atomic
                                         resourceFieldRef:
                                           description: |-
                                             Selects a resource of the container: only resources limits and requests
@@ -17328,8 +18659,7 @@ spec:
                                       x-kubernetes-map-type: atomic
                                     prefix:
                                       description: Optional text to prepend to the
-                                        name of each environment variable. Must be
-                                        a C_IDENTIFIER.
+                                        name of each environment variable.
                                       type: string
                                     secretRef:
                                       description: The Secret to select from
@@ -17702,6 +19032,8 @@ spec:
                                     - milvus
                                     - hybrid
                                     - mongodb
+                                    - aerospike
+                                    - scylladb
                                     type: string
                                 required:
                                 - secretRef
@@ -17721,8 +19053,9 @@ spec:
                                     present in a Container.
                                   properties:
                                     name:
-                                      description: Name of the environment variable.
-                                        Must be a C_IDENTIFIER.
+                                      description: |-
+                                        Name of the environment variable.
+                                        May consist of any printable ASCII characters except '='.
                                       type: string
                                     value:
                                       description: |-
@@ -17772,6 +19105,36 @@ spec:
                                           - fieldPath
                                           type: object
                                           x-kubernetes-map-type: atomic
+                                        fileKeyRef:
+                                          description: |-
+                                            FileKeyRef selects a key of the env file.
+                                            Requires the EnvFiles feature gate to be enabled.
+                                          properties:
+                                            key:
+                                              description: The key within the env
+                                                file. An invalid key will prevent
+                                                the pod from starting.
+                                              type: string
+                                            optional:
+                                              default: false
+                                              description: Specify whether the file
+                                                or its key must be defined.
+                                              type: boolean
+                                            path:
+                                              description: |-
+                                                The path within the volume from which to select the file.
+                                                Must be relative and may not contain the '..
+                                              type: string
+                                            volumeName:
+                                              description: The name of the volume
+                                                mount containing the env file.
+                                              type: string
+                                          required:
+                                          - key
+                                          - path
+                                          - volumeName
+                                          type: object
+                                          x-kubernetes-map-type: atomic
                                         resourceFieldRef:
                                           description: |-
                                             Selects a resource of the container: only resources limits and requests
@@ -17850,8 +19213,7 @@ spec:
                                       x-kubernetes-map-type: atomic
                                     prefix:
                                       description: Optional text to prepend to the
-                                        name of each environment variable. Must be
-                                        a C_IDENTIFIER.
+                                        name of each environment variable.
                                       type: string
                                     secretRef:
                                       description: The Secret to select from
@@ -18265,8 +19627,9 @@ spec:
                                         variable present in a Container.
                                       properties:
                                         name:
-                                          description: Name of the environment variable.
-                                            Must be a C_IDENTIFIER.
+                                          description: |-
+                                            Name of the environment variable.
+                                            May consist of any printable ASCII characters except '='.
                                           type: string
                                         value:
                                           description: |-
@@ -18317,6 +19680,36 @@ spec:
                                               - fieldPath
                                               type: object
                                               x-kubernetes-map-type: atomic
+                                            fileKeyRef:
+                                              description: |-
+                                                FileKeyRef selects a key of the env file.
+                                                Requires the EnvFiles feature gate to be enabled.
+                                              properties:
+                                                key:
+                                                  description: The key within the
+                                                    env file. An invalid key will
+                                                    prevent the pod from starting.
+                                                  type: string
+                                                optional:
+                                                  default: false
+                                                  description: Specify whether the
+                                                    file or its key must be defined.
+                                                  type: boolean
+                                                path:
+                                                  description: |-
+                                                    The path within the volume from which to select the file.
+                                                    Must be relative and may not contain the '..
+                                                  type: string
+                                                volumeName:
+                                                  description: The name of the volume
+                                                    mount containing the env file.
+                                                  type: string
+                                              required:
+                                              - key
+                                              - path
+                                              - volumeName
+                                              type: object
+                                              x-kubernetes-map-type: atomic
                                             resourceFieldRef:
                                               description: |-
                                                 Selects a resource of the container: only resources limits and requests
@@ -18397,7 +19790,6 @@ spec:
                                         prefix:
                                           description: Optional text to prepend to
                                             the name of each environment variable.
-                                            Must be a C_IDENTIFIER.
                                           type: string
                                         secretRef:
                                           description: The Secret to select from
@@ -18852,8 +20244,9 @@ spec:
                                 present in a Container.
                               properties:
                                 name:
-                                  description: Name of the environment variable. Must
-                                    be a C_IDENTIFIER.
+                                  description: |-
+                                    Name of the environment variable.
+                                    May consist of any printable ASCII characters except '='.
                                   type: string
                                 value:
                                   description: |-
@@ -18902,6 +20295,36 @@ spec:
                                       - fieldPath
                                       type: object
                                       x-kubernetes-map-type: atomic
+                                    fileKeyRef:
+                                      description: |-
+                                        FileKeyRef selects a key of the env file.
+                                        Requires the EnvFiles feature gate to be enabled.
+                                      properties:
+                                        key:
+                                          description: The key within the env file.
+                                            An invalid key will prevent the pod from
+                                            starting.
+                                          type: string
+                                        optional:
+                                          default: false
+                                          description: Specify whether the file or
+                                            its key must be defined.
+                                          type: boolean
+                                        path:
+                                          description: |-
+                                            The path within the volume from which to select the file.
+                                            Must be relative and may not contain the '..
+                                          type: string
+                                        volumeName:
+                                          description: The name of the volume mount
+                                            containing the env file.
+                                          type: string
+                                      required:
+                                      - key
+                                      - path
+                                      - volumeName
+                                      type: object
+                                      x-kubernetes-map-type: atomic
                                     resourceFieldRef:
                                       description: |-
                                         Selects a resource of the container: only resources limits and requests
@@ -18978,7 +20401,7 @@ spec:
                                   x-kubernetes-map-type: atomic
                                 prefix:
                                   description: Optional text to prepend to the name
-                                    of each environment variable. Must be a C_IDENTIFIER.
+                                    of each environment variable.
                                   type: string
                                 secretRef:
                                   description: The Secret to select from
@@ -19880,9 +21303,8 @@ spec:
                                 on the host that shares a pod's lifetime.
                               properties:
                                 endpoints:
-                                  description: |-
-                                    endpoints is the endpoint name that details Glusterfs topology.
-                                    More info: https://examples.k8s.
+                                  description: endpoints is the endpoint name that
+                                    details Glusterfs topology.
                                   type: string
                                 path:
                                   description: |-
@@ -20299,6 +21721,52 @@ spec:
                                             type: array
                                             x-kubernetes-list-type: atomic
                                         type: object
+                                      podCertificate:
+                                        description: |-
+                                          Projects an auto-rotating credential bundle (private key and certificate
+                                          chain) that the pod can use either as a TLS...
+                                        properties:
+                                          certificateChainPath:
+                                            description: |-
+                                              Write the certificate chain at this path in the projected volume.
+
+                                              Most applications should use credentialBundlePath.
+                                            type: string
+                                          credentialBundlePath:
+                                            description: Write the credential bundle
+                                              at this path in the projected volume.
+                                            type: string
+                                          keyPath:
+                                            description: |-
+                                              Write the key at this path in the projected volume.
+
+                                              Most applications should use credentialBundlePath.
+                                            type: string
+                                          keyType:
+                                            description: The type of keypair Kubelet
+                                              will generate for the pod.
+                                            type: string
+                                          maxExpirationSeconds:
+                                            description: |-
+                                              maxExpirationSeconds is the maximum lifetime permitted for the
+                                              certificate.
+                                            format: int32
+                                            type: integer
+                                          signerName:
+                                            description: Kubelet's generated CSRs
+                                              will be addressed to this signer.
+                                            type: string
+                                          userAnnotations:
+                                            additionalProperties:
+                                              type: string
+                                            description: |-
+                                              userAnnotations allow pod authors to pass additional information to
+                                              the signer implementation.
+                                            type: object
+                                        required:
+                                        - keyType
+                                        - signerName
+                                        type: object
                                       secret:
                                         description: secret information about the
                                           secret data to project
diff --git a/infra/feast-operator/bundle/manifests/openlineage-secret_v1_secret.yaml b/infra/feast-operator/bundle/manifests/openlineage-secret_v1_secret.yaml
index aae8a81d7f5..40483cc0c43 100644
--- a/infra/feast-operator/bundle/manifests/openlineage-secret_v1_secret.yaml
+++ b/infra/feast-operator/bundle/manifests/openlineage-secret_v1_secret.yaml
@@ -3,4 +3,4 @@ kind: Secret
 metadata:
   name: openlineage-secret
 stringData:
-  api_key: your-marquez-api-key  #pragma: allowlist secret
+  api_key: your-marquez-api-key
diff --git a/infra/feast-operator/cmd/main.go b/infra/feast-operator/cmd/main.go
index ead6e93ce72..5d2bbece7dc 100644
--- a/infra/feast-operator/cmd/main.go
+++ b/infra/feast-operator/cmd/main.go
@@ -17,6 +17,7 @@ limitations under the License.
 package main
 
 import (
+	"context"
 	"crypto/tls"
 	"flag"
 	"os"
@@ -25,6 +26,8 @@ import (
 	// to ensure that exec-entrypoint and run can make use of them.
 	_ "k8s.io/client-go/plugin/pkg/client/auth"
 
+	configv1 "github.com/openshift/api/config/v1"
+	tlspkg "github.com/openshift/controller-runtime-common/pkg/tls"
 	appsv1 "k8s.io/api/apps/v1"
 	autoscalingv2 "k8s.io/api/autoscaling/v2"
 	batchv1 "k8s.io/api/batch/v1"
@@ -49,6 +52,7 @@ import (
 	routev1 "github.com/openshift/api/route/v1"
 
 	"github.com/feast-dev/feast/infra/feast-operator/internal/controller"
+	feastmetrics "github.com/feast-dev/feast/infra/feast-operator/internal/controller/metrics"
 	"github.com/feast-dev/feast/infra/feast-operator/internal/controller/services"
 	// +kubebuilder:scaffold:imports
 )
@@ -60,6 +64,7 @@ var (
 
 func init() {
 	utilruntime.Must(clientgoscheme.AddToScheme(scheme))
+	utilruntime.Must(configv1.Install(scheme))
 	utilruntime.Must(routev1.AddToScheme(scheme))
 	utilruntime.Must(feastdevv1alpha1.AddToScheme(scheme))
 	utilruntime.Must(feastdevv1.AddToScheme(scheme))
@@ -94,8 +99,8 @@ func main() {
 	var enableLeaderElection bool
 	var probeAddr string
 	var secureMetrics bool
-	var enableHTTP2 bool
-	var tlsOpts []func(*tls.Config)
+	var featureStoreMetrics bool
+	tlsOpts := make([]func(*tls.Config), 0, 2)
 	flag.StringVar(&metricsAddr, "metrics-bind-address", "0", "The address the metrics endpoint binds to. "+
 		"Use :8443 for HTTPS or :8080 for HTTP, or leave as 0 to disable the metrics service.")
 	flag.StringVar(&probeAddr, "health-probe-bind-address", ":8081", "The address the probe endpoint binds to.")
@@ -104,8 +109,9 @@ func main() {
 			"Enabling this will ensure there is only one active controller manager.")
 	flag.BoolVar(&secureMetrics, "metrics-secure", true,
 		"If set, the metrics endpoint is served securely via HTTPS. Use --metrics-secure=false to use HTTP instead.")
-	flag.BoolVar(&enableHTTP2, "enable-http2", false,
-		"If set, HTTP/2 will be enabled for the metrics and webhook servers")
+	flag.BoolVar(&featureStoreMetrics, "feature-store-metrics", true,
+		"Enable Prometheus gauges exposing online/offline store and registry configuration per FeatureStore. "+
+			"Disable with --feature-store-metrics=false.")
 	opts := zap.Options{
 		Development: true,
 	}
@@ -114,20 +120,20 @@ func main() {
 
 	ctrl.SetLogger(zap.New(zap.UseFlagOptions(&opts)))
 
-	// if the enable-http2 flag is false (the default), http/2 should be disabled
-	// due to its vulnerabilities. More specifically, disabling http/2 will
-	// prevent from being vulnerable to the HTTP/2 Stream Cancellation and
-	// Rapid Reset CVEs. For more information see:
-	// - https://github.com/advisories/GHSA-qppj-fm5r-hxr3
-	// - https://github.com/advisories/GHSA-4374-p667-p6c8
-	disableHTTP2 := func(c *tls.Config) {
-		setupLog.Info("disabling http/2")
-		c.NextProtos = []string{"http/1.1"}
+	// Fetch cluster TLS profile from apiservers.config.openshift.io/cluster
+	cfg := ctrl.GetConfigOrDie()
+	bootstrapClient, err := client.New(cfg, client.Options{Scheme: scheme})
+	if err != nil {
+		setupLog.Error(err, "unable to create bootstrap client for TLS profile fetch")
+		os.Exit(1)
 	}
 
-	if !enableHTTP2 {
-		tlsOpts = append(tlsOpts, disableHTTP2)
+	tlsResult, err := bootstrapTLS(context.Background(), bootstrapClient)
+	if err != nil {
+		setupLog.Error(err, "TLS bootstrap failed")
+		os.Exit(1)
 	}
+	tlsOpts = append(tlsOpts, tlsResult.TLSOpts...)
 
 	webhookServer := webhook.NewServer(webhook.Options{
 		TLSOpts: tlsOpts,
@@ -157,7 +163,7 @@ func main() {
 		metricsServerOptions.FilterProvider = filters.WithAuthenticationAndAuthorization
 	}
 
-	mgr, err := ctrl.NewManager(ctrl.GetConfigOrDie(), ctrl.Options{
+	mgr, err := ctrl.NewManager(cfg, ctrl.Options{
 		Scheme:                 scheme,
 		Metrics:                metricsServerOptions,
 		WebhookServer:          webhookServer,
@@ -206,15 +212,51 @@ func main() {
 
 	services.SetIsOpenShift(mgr.GetConfig())
 
+	var fsMetrics *feastmetrics.FeatureStoreMetrics
+	if featureStoreMetrics {
+		fsMetrics = feastmetrics.NewFeatureStoreMetrics()
+		fsMetrics.Register()
+		setupLog.Info("FeatureStore installation metrics enabled")
+	} else {
+		setupLog.Info("FeatureStore installation metrics disabled (--feature-store-metrics=false)")
+	}
+
 	if err = (&controller.FeatureStoreReconciler{
-		Client: mgr.GetClient(),
-		Scheme: mgr.GetScheme(),
+		Client:  mgr.GetClient(),
+		Scheme:  mgr.GetScheme(),
+		Metrics: fsMetrics,
 	}).SetupWithManager(mgr); err != nil {
 		setupLog.Error(err, "unable to create controller", "controller", "FeatureStore")
 		os.Exit(1)
 	}
 	// +kubebuilder:scaffold:builder
 
+	// Register SecurityProfileWatcher to restart on TLS profile changes
+	ctx, cancel := context.WithCancel(ctrl.SetupSignalHandler())
+	defer cancel()
+
+	if tlsResult.ProfileFetched {
+		watcher := &tlspkg.SecurityProfileWatcher{
+			Client:                mgr.GetClient(),
+			InitialTLSProfileSpec: tlsResult.ProfileSpec,
+			OnProfileChange: func(_ context.Context, _, _ configv1.TLSProfileSpec) {
+				setupLog.Info("TLS profile changed, initiating shutdown to reload")
+				cancel()
+			},
+		}
+		if tlsResult.AdherenceFetched {
+			watcher.InitialTLSAdherencePolicy = tlsResult.AdherencePolicy
+			watcher.OnAdherencePolicyChange = func(_ context.Context, _, _ configv1.TLSAdherencePolicy) {
+				setupLog.Info("TLS adherence policy changed, initiating shutdown to reload")
+				cancel()
+			}
+		}
+		if err := watcher.SetupWithManager(mgr); err != nil {
+			setupLog.Error(err, "unable to set up TLS profile watcher")
+			os.Exit(1)
+		}
+	}
+
 	if err := mgr.AddHealthzCheck("healthz", healthz.Ping); err != nil {
 		setupLog.Error(err, "unable to set up health check")
 		os.Exit(1)
@@ -225,7 +267,7 @@ func main() {
 	}
 
 	setupLog.Info("starting manager")
-	if err := mgr.Start(ctrl.SetupSignalHandler()); err != nil {
+	if err := mgr.Start(ctx); err != nil {
 		setupLog.Error(err, "problem running manager")
 		os.Exit(1)
 	}
diff --git a/infra/feast-operator/cmd/tls_bootstrap.go b/infra/feast-operator/cmd/tls_bootstrap.go
new file mode 100644
index 00000000000..6fe33631e02
--- /dev/null
+++ b/infra/feast-operator/cmd/tls_bootstrap.go
@@ -0,0 +1,134 @@
+/*
+Copyright 2024 Feast Community.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+*/
+
+package main
+
+import (
+	"context"
+	"crypto/tls"
+	"errors"
+	"fmt"
+	"time"
+
+	configv1 "github.com/openshift/api/config/v1"
+	tlspkg "github.com/openshift/controller-runtime-common/pkg/tls"
+	apierrors "k8s.io/apimachinery/pkg/api/errors"
+	apimeta "k8s.io/apimachinery/pkg/api/meta"
+	"sigs.k8s.io/controller-runtime/pkg/client"
+	"sigs.k8s.io/controller-runtime/pkg/log"
+)
+
+const (
+	tlsFetchTimeout = 10 * time.Second
+	alpnH2          = "h2"
+	alpnHTTP11      = "http/1.1"
+)
+
+type tlsBootstrapResult struct {
+	TLSOpts            []func(*tls.Config)
+	ProfileFetched     bool
+	ProfileSpec        configv1.TLSProfileSpec
+	AdherenceFetched   bool
+	AdherencePolicy    configv1.TLSAdherencePolicy
+	UnsupportedCiphers []string
+}
+
+func fetchTLSProfile(ctx context.Context, k8sClient client.Client) (configv1.TLSProfileSpec, bool, error) {
+	fetchCtx, cancel := context.WithTimeout(ctx, tlsFetchTimeout)
+	defer cancel()
+
+	profile, err := tlspkg.FetchAPIServerTLSProfile(fetchCtx, k8sClient)
+	if err != nil {
+		return classifyTLSProfileError(err)
+	}
+	return profile, true, nil
+}
+
+func classifyTLSProfileError(err error) (configv1.TLSProfileSpec, bool, error) {
+	intermediate := *configv1.TLSProfiles[configv1.TLSProfileIntermediateType]
+
+	switch {
+	case apimeta.IsNoMatchError(err):
+		return intermediate, false, nil
+	case apierrors.IsNotFound(err):
+		return intermediate, false, nil
+	case isTransientError(err):
+		return intermediate, true, nil
+	default:
+		return configv1.TLSProfileSpec{}, false, fmt.Errorf("unable to read APIServer TLS profile: %w", err)
+	}
+}
+
+func fetchTLSAdherencePolicy(ctx context.Context, k8sClient client.Client) (configv1.TLSAdherencePolicy, bool, error) {
+	fetchCtx, cancel := context.WithTimeout(ctx, tlsFetchTimeout)
+	defer cancel()
+
+	policy, err := tlspkg.FetchAPIServerTLSAdherencePolicy(fetchCtx, k8sClient)
+	if err == nil {
+		return policy, true, nil
+	}
+
+	switch {
+	case apimeta.IsNoMatchError(err),
+		apierrors.IsNotFound(err),
+		isTransientError(err):
+		return "", false, nil
+	default:
+		return "", false, fmt.Errorf("unable to read APIServer TLS adherence policy: %w", err)
+	}
+}
+
+func bootstrapTLS(ctx context.Context, k8sClient client.Client) (*tlsBootstrapResult, error) {
+	logger := log.FromContext(ctx)
+	result := &tlsBootstrapResult{
+		TLSOpts: make([]func(*tls.Config), 0, 2),
+	}
+
+	profile, profileFetched, err := fetchTLSProfile(ctx, k8sClient)
+	if err != nil {
+		return nil, err
+	}
+	result.ProfileFetched = profileFetched
+	result.ProfileSpec = profile
+
+	tlsConfigFn, unsupported := tlspkg.NewTLSConfigFromProfile(profile)
+	result.UnsupportedCiphers = unsupported
+	if len(unsupported) > 0 {
+		logger.Info("TLS profile contains ciphers unsupported by Go", "unsupported", unsupported)
+	}
+	result.TLSOpts = append(result.TLSOpts, tlsConfigFn)
+
+	adherence, adherenceFetched, err := fetchTLSAdherencePolicy(ctx, k8sClient)
+	if err != nil {
+		return nil, err
+	}
+	result.AdherenceFetched = adherenceFetched
+	result.AdherencePolicy = adherence
+
+	result.TLSOpts = append(result.TLSOpts, func(c *tls.Config) {
+		c.NextProtos = []string{alpnH2, alpnHTTP11}
+	})
+
+	return result, nil
+}
+
+func isTransientError(err error) bool {
+	return apierrors.IsServiceUnavailable(err) ||
+		apierrors.IsTimeout(err) ||
+		apierrors.IsServerTimeout(err) ||
+		apierrors.IsTooManyRequests(err) ||
+		errors.Is(err, context.DeadlineExceeded)
+}
diff --git a/infra/feast-operator/cmd/tls_bootstrap_test.go b/infra/feast-operator/cmd/tls_bootstrap_test.go
new file mode 100644
index 00000000000..0bb31c14bf6
--- /dev/null
+++ b/infra/feast-operator/cmd/tls_bootstrap_test.go
@@ -0,0 +1,347 @@
+/*
+Copyright 2024 Feast Community.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+*/
+
+package main
+
+import (
+	"context"
+	"crypto/tls"
+	"errors"
+	"testing"
+
+	configv1 "github.com/openshift/api/config/v1"
+	apierrors "k8s.io/apimachinery/pkg/api/errors"
+	"k8s.io/apimachinery/pkg/api/meta"
+	"k8s.io/apimachinery/pkg/runtime/schema"
+)
+
+func intermediateProfile() configv1.TLSProfileSpec {
+	return *configv1.TLSProfiles[configv1.TLSProfileIntermediateType]
+}
+
+func TestClassifyTLSProfileError(t *testing.T) {
+	tests := []struct {
+		name               string
+		err                error
+		wantProfileFetched bool
+		wantError          bool
+		wantIntermediate   bool
+	}{
+		{
+			name:               "NoMatchError returns Intermediate defaults, profileFetched=false",
+			err:                &meta.NoResourceMatchError{PartialResource: schema.GroupVersionResource{Group: "config.openshift.io"}},
+			wantProfileFetched: false,
+			wantError:          false,
+			wantIntermediate:   true,
+		},
+		{
+			name:               "NotFound returns Intermediate defaults, profileFetched=false",
+			err:                apierrors.NewNotFound(schema.GroupResource{Group: "config.openshift.io", Resource: "apiservers"}, "cluster"),
+			wantProfileFetched: false,
+			wantError:          false,
+			wantIntermediate:   true,
+		},
+		{
+			name:               "ServiceUnavailable is transient, profileFetched=true",
+			err:                apierrors.NewServiceUnavailable("api server down"),
+			wantProfileFetched: true,
+			wantError:          false,
+			wantIntermediate:   true,
+		},
+		{
+			name:               "Timeout is transient, profileFetched=true",
+			err:                apierrors.NewTimeoutError("timed out", 5),
+			wantProfileFetched: true,
+			wantError:          false,
+			wantIntermediate:   true,
+		},
+		{
+			name:               "ServerTimeout is transient, profileFetched=true",
+			err:                apierrors.NewServerTimeout(schema.GroupResource{Group: "config.openshift.io", Resource: "apiservers"}, "GET", 5),
+			wantProfileFetched: true,
+			wantError:          false,
+			wantIntermediate:   true,
+		},
+		{
+			name:               "TooManyRequests is transient, profileFetched=true",
+			err:                apierrors.NewTooManyRequests("throttled", 5),
+			wantProfileFetched: true,
+			wantError:          false,
+			wantIntermediate:   true,
+		},
+		{
+			name:               "DeadlineExceeded is transient, profileFetched=true",
+			err:                context.DeadlineExceeded,
+			wantProfileFetched: true,
+			wantError:          false,
+			wantIntermediate:   true,
+		},
+		{
+			name:               "Forbidden is fatal, returns error",
+			err:                apierrors.NewForbidden(schema.GroupResource{Group: "config.openshift.io", Resource: "apiservers"}, "cluster", errors.New("RBAC")),
+			wantProfileFetched: false,
+			wantError:          true,
+			wantIntermediate:   false,
+		},
+		{
+			name:               "Unauthorized is fatal, returns error",
+			err:                apierrors.NewUnauthorized("no token"),
+			wantProfileFetched: false,
+			wantError:          true,
+			wantIntermediate:   false,
+		},
+		{
+			name:               "InternalServerError is fatal, returns error",
+			err:                apierrors.NewInternalError(errors.New("crash")),
+			wantProfileFetched: false,
+			wantError:          true,
+			wantIntermediate:   false,
+		},
+		{
+			name:               "Generic error is fatal, returns error",
+			err:                errors.New("something unexpected"),
+			wantProfileFetched: false,
+			wantError:          true,
+			wantIntermediate:   false,
+		},
+		{
+			name:               "Wrapped DeadlineExceeded is transient",
+			err:                errors.Join(errors.New("fetch failed"), context.DeadlineExceeded),
+			wantProfileFetched: true,
+			wantError:          false,
+			wantIntermediate:   true,
+		},
+	}
+
+	for _, tt := range tests {
+		t.Run(tt.name, func(t *testing.T) {
+			profile, fetched, err := classifyTLSProfileError(tt.err)
+
+			if tt.wantError && err == nil {
+				t.Errorf("expected error, got nil")
+			}
+			if !tt.wantError && err != nil {
+				t.Errorf("unexpected error: %v", err)
+			}
+			if fetched != tt.wantProfileFetched {
+				t.Errorf("profileFetched = %v, want %v", fetched, tt.wantProfileFetched)
+			}
+			if tt.wantIntermediate {
+				intermediate := intermediateProfile()
+				if profile.MinTLSVersion != intermediate.MinTLSVersion {
+					t.Errorf("MinTLSVersion = %v, want %v (Intermediate)", profile.MinTLSVersion, intermediate.MinTLSVersion)
+				}
+			}
+		})
+	}
+}
+
+func TestIsTransientError(t *testing.T) {
+	tests := []struct {
+		name string
+		err  error
+		want bool
+	}{
+		{"ServiceUnavailable", apierrors.NewServiceUnavailable("down"), true},
+		{"Timeout", apierrors.NewTimeoutError("slow", 5), true},
+		{"ServerTimeout", apierrors.NewServerTimeout(schema.GroupResource{}, "GET", 5), true},
+		{"TooManyRequests", apierrors.NewTooManyRequests("throttled", 5), true},
+		{"DeadlineExceeded", context.DeadlineExceeded, true},
+		{"Wrapped DeadlineExceeded", errors.Join(errors.New("wrapper"), context.DeadlineExceeded), true},
+		{"NotFound", apierrors.NewNotFound(schema.GroupResource{}, "x"), false},
+		{"Forbidden", apierrors.NewForbidden(schema.GroupResource{}, "x", errors.New("RBAC")), false},
+		{"Unauthorized", apierrors.NewUnauthorized("no token"), false},
+		{"InternalError", apierrors.NewInternalError(errors.New("crash")), false},
+		{"Generic error", errors.New("oops"), false},
+		{"Nil", nil, false},
+	}
+
+	for _, tt := range tests {
+		t.Run(tt.name, func(t *testing.T) {
+			if got := isTransientError(tt.err); got != tt.want {
+				t.Errorf("isTransientError() = %v, want %v", got, tt.want)
+			}
+		})
+	}
+}
+
+func TestIntermediateProfileHasExpectedDefaults(t *testing.T) {
+	profile := intermediateProfile()
+
+	if profile.MinTLSVersion != configv1.VersionTLS12 {
+		t.Errorf("Intermediate MinTLSVersion = %v, want %v", profile.MinTLSVersion, configv1.VersionTLS12)
+	}
+	if len(profile.Ciphers) == 0 {
+		t.Error("Intermediate profile should have non-empty cipher list")
+	}
+}
+
+func TestTLSConfigFromIntermediateProfile(t *testing.T) {
+	profile := intermediateProfile()
+	tlsConfigFn := configv1ToTLSConfig(profile)
+
+	cfg := &tls.Config{}
+	tlsConfigFn(cfg)
+
+	if cfg.MinVersion != tls.VersionTLS12 {
+		t.Errorf("MinVersion = %v, want %v (TLS 1.2)", cfg.MinVersion, tls.VersionTLS12)
+	}
+	if len(cfg.CipherSuites) == 0 {
+		t.Error("CipherSuites should not be empty for Intermediate profile")
+	}
+}
+
+func configv1ToTLSConfig(profile configv1.TLSProfileSpec) func(*tls.Config) {
+	// Thin wrapper to test the actual conversion without importing tlspkg in tests.
+	// tlspkg.NewTLSConfigFromProfile is what main.go uses.
+	var minVersion uint16
+	switch profile.MinTLSVersion {
+	case configv1.VersionTLS10:
+		minVersion = tls.VersionTLS10
+	case configv1.VersionTLS11:
+		minVersion = tls.VersionTLS11
+	case configv1.VersionTLS12:
+		minVersion = tls.VersionTLS12
+	case configv1.VersionTLS13:
+		minVersion = tls.VersionTLS13
+	}
+
+	return func(c *tls.Config) {
+		c.MinVersion = minVersion
+		c.CipherSuites = mapCiphers(profile.Ciphers)
+	}
+}
+
+func mapCiphers(names []string) []uint16 {
+	cipherMap := map[string]uint16{
+		"TLS_AES_128_GCM_SHA256":                        tls.TLS_AES_128_GCM_SHA256,
+		"TLS_AES_256_GCM_SHA384":                        tls.TLS_AES_256_GCM_SHA384,
+		"TLS_CHACHA20_POLY1305_SHA256":                  tls.TLS_CHACHA20_POLY1305_SHA256,
+		"TLS_ECDHE_ECDSA_WITH_AES_128_GCM_SHA256":       tls.TLS_ECDHE_ECDSA_WITH_AES_128_GCM_SHA256,
+		"TLS_ECDHE_RSA_WITH_AES_128_GCM_SHA256":         tls.TLS_ECDHE_RSA_WITH_AES_128_GCM_SHA256,
+		"TLS_ECDHE_ECDSA_WITH_AES_256_GCM_SHA384":       tls.TLS_ECDHE_ECDSA_WITH_AES_256_GCM_SHA384,
+		"TLS_ECDHE_RSA_WITH_AES_256_GCM_SHA384":         tls.TLS_ECDHE_RSA_WITH_AES_256_GCM_SHA384,
+		"TLS_ECDHE_ECDSA_WITH_CHACHA20_POLY1305_SHA256": tls.TLS_ECDHE_ECDSA_WITH_CHACHA20_POLY1305_SHA256,
+		"TLS_ECDHE_RSA_WITH_CHACHA20_POLY1305_SHA256":   tls.TLS_ECDHE_RSA_WITH_CHACHA20_POLY1305_SHA256,
+	}
+	var ids []uint16
+	for _, name := range names {
+		if id, ok := cipherMap[name]; ok {
+			ids = append(ids, id)
+		}
+	}
+	return ids
+}
+
+func TestClassifyTLSProfileError_AllTransientErrorsSetProfileFetched(t *testing.T) {
+	transientErrors := []error{
+		apierrors.NewServiceUnavailable("down"),
+		apierrors.NewTimeoutError("slow", 5),
+		apierrors.NewServerTimeout(schema.GroupResource{Group: "config.openshift.io", Resource: "apiservers"}, "GET", 5),
+		apierrors.NewTooManyRequests("throttled", 5),
+		context.DeadlineExceeded,
+	}
+
+	for _, err := range transientErrors {
+		_, fetched, classifyErr := classifyTLSProfileError(err)
+		if classifyErr != nil {
+			t.Errorf("transient error %T should not return error, got: %v", err, classifyErr)
+		}
+		if !fetched {
+			t.Errorf("transient error %T should set profileFetched=true", err)
+		}
+	}
+}
+
+func TestClassifyTLSProfileError_NonTransientErrorsDoNotSetProfileFetched(t *testing.T) {
+	nonTransientErrors := []error{
+		&meta.NoResourceMatchError{PartialResource: schema.GroupVersionResource{Group: "config.openshift.io"}},
+		apierrors.NewNotFound(schema.GroupResource{}, "cluster"),
+	}
+
+	for _, err := range nonTransientErrors {
+		_, fetched, classifyErr := classifyTLSProfileError(err)
+		if classifyErr != nil {
+			t.Errorf("graceful error %T should not return error, got: %v", err, classifyErr)
+		}
+		if fetched {
+			t.Errorf("graceful error %T should set profileFetched=false", err)
+		}
+	}
+}
+
+func TestClassifyTLSProfileError_FatalErrorsReturnError(t *testing.T) {
+	fatalErrors := []error{
+		apierrors.NewForbidden(schema.GroupResource{}, "cluster", errors.New("RBAC")),
+		apierrors.NewUnauthorized("no token"),
+		apierrors.NewInternalError(errors.New("crash")),
+		errors.New("unexpected"),
+	}
+
+	for _, err := range fatalErrors {
+		_, _, classifyErr := classifyTLSProfileError(err)
+		if classifyErr == nil {
+			t.Errorf("fatal error %T should return error", err)
+		}
+	}
+}
+
+func TestClassifyTLSProfileError_IntermediateProfileAlwaysApplied(t *testing.T) {
+	allNonFatalErrors := []error{
+		&meta.NoResourceMatchError{PartialResource: schema.GroupVersionResource{Group: "config.openshift.io"}},
+		apierrors.NewNotFound(schema.GroupResource{}, "cluster"),
+		apierrors.NewServiceUnavailable("down"),
+		apierrors.NewTimeoutError("slow", 5),
+		apierrors.NewServerTimeout(schema.GroupResource{}, "GET", 5),
+		apierrors.NewTooManyRequests("throttled", 5),
+		context.DeadlineExceeded,
+	}
+
+	intermediate := intermediateProfile()
+	for _, err := range allNonFatalErrors {
+		profile, _, classifyErr := classifyTLSProfileError(err)
+		if classifyErr != nil {
+			t.Fatalf("unexpected error for %T: %v", err, classifyErr)
+		}
+		if profile.MinTLSVersion != intermediate.MinTLSVersion {
+			t.Errorf("for error %T: MinTLSVersion = %v, want Intermediate (%v)", err, profile.MinTLSVersion, intermediate.MinTLSVersion)
+		}
+		if len(profile.Ciphers) != len(intermediate.Ciphers) {
+			t.Errorf("for error %T: got %d ciphers, want %d (Intermediate)", err, len(profile.Ciphers), len(intermediate.Ciphers))
+		}
+	}
+}
+
+func TestTLSBootstrapResult_NextProtosAlwaysSet(t *testing.T) {
+	// Verify that the TLSOpts from bootstrapTLS always include ALPN with h2 and http/1.1.
+	// We can't call bootstrapTLS without a real client, but we can verify the function
+	// in tls_bootstrap.go sets NextProtos.
+	result := &tlsBootstrapResult{
+		TLSOpts: make([]func(*tls.Config), 0, 2),
+	}
+	result.TLSOpts = append(result.TLSOpts, func(c *tls.Config) {
+		c.NextProtos = []string{"h2", alpnHTTP11}
+	})
+
+	cfg := &tls.Config{}
+	for _, opt := range result.TLSOpts {
+		opt(cfg)
+	}
+
+	if len(cfg.NextProtos) != 2 || cfg.NextProtos[0] != "h2" || cfg.NextProtos[1] != alpnHTTP11 {
+		t.Errorf("NextProtos = %v, want [h2, %s]", cfg.NextProtos, alpnHTTP11)
+	}
+}
diff --git a/infra/feast-operator/config/component_metadata.yaml b/infra/feast-operator/config/component_metadata.yaml
index 052dcffaf32..7ee38fdb165 100644
--- a/infra/feast-operator/config/component_metadata.yaml
+++ b/infra/feast-operator/config/component_metadata.yaml
@@ -1,5 +1,5 @@
 # This file is required to configure Feast release information for ODH/RHOAI Operator
 releases:
   - name: Feast
-    version: 0.63.0
+    version: 0.65.0
     repoUrl: https://github.com/feast-dev/feast
diff --git a/infra/feast-operator/config/crd/bases/feast.dev_featurestores.yaml b/infra/feast-operator/config/crd/bases/feast.dev_featurestores.yaml
index 183fbf3be53..460ab62e144 100644
--- a/infra/feast-operator/config/crd/bases/feast.dev_featurestores.yaml
+++ b/infra/feast-operator/config/crd/bases/feast.dev_featurestores.yaml
@@ -57,6 +57,9 @@ spec:
                           type: string
                         type: array
                     type: object
+                  noAuth:
+                    description: NoAuth explicitly disables authentication and authorization.
+                    type: boolean
                   oidc:
                     description: |-
                       OidcAuthz defines the authorization settings for deployments using an Open ID Connect identity provider.
@@ -81,6 +84,18 @@ spec:
                           to derive the discovery endpoint.
                         pattern: ^https://\S+$
                         type: string
+                      jwksCacheLifespanSeconds:
+                        description: Seconds the servers reuse the provider's fetched
+                          JWK set before refetching. Defaults to 300.
+                        format: int32
+                        minimum: 1
+                        type: integer
+                      jwksRequestTimeoutSeconds:
+                        description: Seconds before a JWKS fetch times out. Defaults
+                          to 10.
+                        format: int32
+                        minimum: 1
+                        type: integer
                       secretKeyName:
                         description: Key in the Secret containing all OIDC properties
                           as a YAML value. If unset, each key is a property.
@@ -109,8 +124,9 @@ spec:
                     type: object
                 type: object
                 x-kubernetes-validations:
-                - message: One selection required between kubernetes or oidc.
-                  rule: '[has(self.kubernetes), has(self.oidc)].exists_one(c, c)'
+                - message: One selection required between kubernetes, oidc, or noAuth.
+                  rule: '[has(self.kubernetes), has(self.oidc), has(self.noAuth)].exists_one(c,
+                    c)'
               batchEngine:
                 description: BatchEngineConfig defines the batch compute engine configuration.
                 properties:
@@ -161,8 +177,9 @@ spec:
                             in a Container.
                           properties:
                             name:
-                              description: Name of the environment variable. Must
-                                be a C_IDENTIFIER.
+                              description: |-
+                                Name of the environment variable.
+                                May consist of any printable ASCII characters except '='.
                               type: string
                             value:
                               description: |-
@@ -211,6 +228,35 @@ spec:
                                   - fieldPath
                                   type: object
                                   x-kubernetes-map-type: atomic
+                                fileKeyRef:
+                                  description: |-
+                                    FileKeyRef selects a key of the env file.
+                                    Requires the EnvFiles feature gate to be enabled.
+                                  properties:
+                                    key:
+                                      description: The key within the env file. An
+                                        invalid key will prevent the pod from starting.
+                                      type: string
+                                    optional:
+                                      default: false
+                                      description: Specify whether the file or its
+                                        key must be defined.
+                                      type: boolean
+                                    path:
+                                      description: |-
+                                        The path within the volume from which to select the file.
+                                        Must be relative and may not contain the '..
+                                      type: string
+                                    volumeName:
+                                      description: The name of the volume mount containing
+                                        the env file.
+                                      type: string
+                                  required:
+                                  - key
+                                  - path
+                                  - volumeName
+                                  type: object
+                                  x-kubernetes-map-type: atomic
                                 resourceFieldRef:
                                   description: |-
                                     Selects a resource of the container: only resources limits and requests
@@ -286,7 +332,7 @@ spec:
                               x-kubernetes-map-type: atomic
                             prefix:
                               description: Optional text to prepend to the name of
-                                each environment variable. Must be a C_IDENTIFIER.
+                                each environment variable.
                               type: string
                             secretRef:
                               description: The Secret to select from
@@ -471,7 +517,6 @@ spec:
                                           type.
                                         type: string
                                     required:
-                                    - status
                                     - type
                                     type: object
                                   type: array
@@ -529,6 +574,16 @@ spec:
                     description: The time zone name for the given schedule, see https://en.wikipedia.org/wiki/List_of_tz_database_time_zones.
                     type: string
                 type: object
+              dataQualityMonitoring:
+                description: DataQualityMonitoring configures Data Quality Monitoring
+                  behaviour.
+                properties:
+                  autoBaseline:
+                    default: true
+                    description: AutoBaseline controls whether baseline distribution
+                      is computed automatically on feast apply. Defaults to true.
+                    type: boolean
+                type: object
               feastProject:
                 description: FeastProject is the Feast project id.
                 pattern: ^[A-Za-z0-9][A-Za-z0-9_-]*$
@@ -554,8 +609,9 @@ spec:
                             in a Container.
                           properties:
                             name:
-                              description: Name of the environment variable. Must
-                                be a C_IDENTIFIER.
+                              description: |-
+                                Name of the environment variable.
+                                May consist of any printable ASCII characters except '='.
                               type: string
                             value:
                               description: |-
@@ -604,6 +660,35 @@ spec:
                                   - fieldPath
                                   type: object
                                   x-kubernetes-map-type: atomic
+                                fileKeyRef:
+                                  description: |-
+                                    FileKeyRef selects a key of the env file.
+                                    Requires the EnvFiles feature gate to be enabled.
+                                  properties:
+                                    key:
+                                      description: The key within the env file. An
+                                        invalid key will prevent the pod from starting.
+                                      type: string
+                                    optional:
+                                      default: false
+                                      description: Specify whether the file or its
+                                        key must be defined.
+                                      type: boolean
+                                    path:
+                                      description: |-
+                                        The path within the volume from which to select the file.
+                                        Must be relative and may not contain the '..
+                                      type: string
+                                    volumeName:
+                                      description: The name of the volume mount containing
+                                        the env file.
+                                      type: string
+                                  required:
+                                  - key
+                                  - path
+                                  - volumeName
+                                  type: object
+                                  x-kubernetes-map-type: atomic
                                 resourceFieldRef:
                                   description: |-
                                     Selects a resource of the container: only resources limits and requests
@@ -679,7 +764,7 @@ spec:
                               x-kubernetes-map-type: atomic
                             prefix:
                               description: Optional text to prepend to the name of
-                                each environment variable. Must be a C_IDENTIFIER.
+                                each environment variable.
                               type: string
                             secretRef:
                               description: The Secret to select from
@@ -735,12 +820,38 @@ spec:
                         - hazelcast
                         - couchbase
                         - clickhouse
+                        - milvus
+                        - ray
+                        - ray_rag
+                        - pytorch_nlp
                         type: string
                     type: object
+                  packaged:
+                    description: FeastPackagedOptions describes a feature repository
+                      packaged in a feature server image.
+                    properties:
+                      featureRepoPath:
+                        description: FeatureRepoPath is the canonical absolute path
+                          to the feature repository in the image.
+                        type: string
+                      image:
+                        description: Image containing the packaged feature repository.
+                        type: string
+                    required:
+                    - featureRepoPath
+                    type: object
+                    x-kubernetes-validations:
+                    - message: FeatureRepoPath must be a canonical absolute, non-root
+                        path without dot segments or repeated separators.
+                      rule: self.featureRepoPath.startsWith('/') && self.featureRepoPath
+                        != '/' && !self.featureRepoPath.contains('//') && !self.featureRepoPath.endsWith('/')
+                        && !self.featureRepoPath.contains('/./') && !self.featureRepoPath.endsWith('/.')
+                        && !self.featureRepoPath.contains('/../') && !self.featureRepoPath.endsWith('/..')
                 type: object
                 x-kubernetes-validations:
-                - message: One selection required between init or git.
-                  rule: '[has(self.git), has(self.init)].exists_one(c, c)'
+                - message: One selection required between init, git, or packaged.
+                  rule: '[has(self.git), has(self.init), has(self.packaged)].exists_one(c,
+                    c)'
               materialization:
                 description: |-
                   Materialization controls feature materialization behavior (batch size, pull strategy).
@@ -761,6 +872,77 @@ spec:
                     minimum: 1
                     type: integer
                 type: object
+              mlflow:
+                description: |-
+                  Mlflow enables MLflow experiment tracking integration for Feast.
+                  Written into feature_store.
+                properties:
+                  autoLog:
+                    description: |-
+                      Automatically log feature metadata on every retrieval inside an active MLflow run.
+                      Defaults to true when enabled.
+                    type: boolean
+                  autoLogEntityDf:
+                    description: |-
+                      Save entity DataFrame as MLflow artifact on historical retrieval.
+                      Defaults to false.
+                    type: boolean
+                  enabled:
+                    description: Enable MLflow integration.
+                    type: boolean
+                  entityDfMaxRows:
+                    description: |-
+                      Maximum number of entity DataFrame rows to save as an MLflow artifact.
+                      DataFrames exceeding this limit are skipped.
+                    format: int32
+                    minimum: 1
+                    type: integer
+                  extraConfig:
+                    additionalProperties:
+                      type: string
+                    description: |-
+                      ExtraConfig holds additional MLflow key-value settings written inline into
+                      the mlflow block of feature_store.yaml.
+                    type: object
+                  logOperations:
+                    description: |-
+                      Log feast apply and materialize operations to a separate MLflow experiment.
+                      Defaults to false.
+                    type: boolean
+                  opsExperimentSuffix:
+                    description: |-
+                      Suffix appended to the project name for the operations experiment.
+                      Defaults to "-feast-ops".
+                    type: string
+                  trackingAuth:
+                    description: |-
+                      Authentication method used by Feast pods when calling the MLflow tracking
+                      server.
+                    type: string
+                  trackingUri:
+                    description: |-
+                      MLflow tracking server URI. When omitted, the operator auto-discovers
+                      from the cluster MLflow CR (status.address.url).
+                    type: string
+                  uiUrl:
+                    description: Browser-reachable MLflow UI URL used for hyperlinks
+                      in Feast UI lineage.
+                    type: string
+                required:
+                - enabled
+                type: object
+                x-kubernetes-validations:
+                - message: extraConfig must not contain keys that duplicate typed
+                    fields (enabled, tracking_uri, ui_url, tracking_auth, auto_log,
+                    auto_log_entity_df, entity_df_max_rows, log_operations, ops_experiment_suffix);
+                    use the corresponding spec fields instead.
+                  rule: '!has(self.extraConfig) || !(''enabled'' in self.extraConfig)
+                    && !(''tracking_uri'' in self.extraConfig) && !(''ui_url'' in
+                    self.extraConfig) && !(''tracking_auth'' in self.extraConfig)
+                    && !(''auto_log'' in self.extraConfig) && !(''auto_log_entity_df''
+                    in self.extraConfig) && !(''entity_df_max_rows'' in self.extraConfig)
+                    && !(''log_operations'' in self.extraConfig) && !(''ops_experiment_suffix''
+                    in self.extraConfig)'
               openlineage:
                 description: |-
                   OpenLineage enables OpenLineage data lineage tracking for Feast operations.
@@ -779,6 +961,59 @@ spec:
                         type: string
                     type: object
                     x-kubernetes-map-type: atomic
+                  consumer:
+                    description: |-
+                      Consumer configures the OpenLineage consumer (event receiver) that enables
+                      Feast to receive and display lineage from...
+                    properties:
+                      apiKeySecretRef:
+                        description: |-
+                          Reference to a Secret containing the key "api_key" that producers must
+                          provide in the X-API-Key header when sending...
+                        properties:
+                          name:
+                            default: ""
+                            description: |-
+                              Name of the referent.
+                              This field is effectively required, but due to backwards compatibility is
+                              allowed to be empty.
+                            type: string
+                        type: object
+                        x-kubernetes-map-type: atomic
+                      connectionStringSecretRef:
+                        description: |-
+                          Reference to a Secret containing the key "connection_string" for a separate
+                          lineage database.
+                        properties:
+                          name:
+                            default: ""
+                            description: |-
+                              Name of the referent.
+                              This field is effectively required, but due to backwards compatibility is
+                              allowed to be empty.
+                            type: string
+                        type: object
+                        x-kubernetes-map-type: atomic
+                      enabled:
+                        description: Enable the OpenLineage consumer.
+                        type: boolean
+                      namespaceMapping:
+                        additionalProperties:
+                          type: string
+                        description: |-
+                          NamespaceMapping maps OpenLineage namespaces to Feast projects for
+                          RBAC-based filtering of lineage data in the UI.
+                        type: object
+                      storeType:
+                        default: sql
+                        description: StoreType is the storage backend for lineage
+                          events. Currently only "sql" is supported.
+                        enum:
+                        - sql
+                        type: string
+                    required:
+                    - enabled
+                    type: object
                   enabled:
                     description: Enable OpenLineage integration.
                     type: boolean
@@ -1597,6 +1832,10 @@ spec:
                   disableInitContainers:
                     description: Disable the 'feast repo initialization' initContainer
                     type: boolean
+                  initImage:
+                    description: InitImage overrides the image for init containers
+                      (feast-init, feast-apply).
+                    type: string
                   offlineStore:
                     description: OfflineStore configures the offline store service
                     properties:
@@ -1729,6 +1968,7 @@ spec:
                                 - clickhouse
                                 - ray
                                 - oracle
+                                - hybrid
                                 type: string
                             required:
                             - secretRef
@@ -1747,8 +1987,9 @@ spec:
                                 present in a Container.
                               properties:
                                 name:
-                                  description: Name of the environment variable. Must
-                                    be a C_IDENTIFIER.
+                                  description: |-
+                                    Name of the environment variable.
+                                    May consist of any printable ASCII characters except '='.
                                   type: string
                                 value:
                                   description: |-
@@ -1797,6 +2038,36 @@ spec:
                                       - fieldPath
                                       type: object
                                       x-kubernetes-map-type: atomic
+                                    fileKeyRef:
+                                      description: |-
+                                        FileKeyRef selects a key of the env file.
+                                        Requires the EnvFiles feature gate to be enabled.
+                                      properties:
+                                        key:
+                                          description: The key within the env file.
+                                            An invalid key will prevent the pod from
+                                            starting.
+                                          type: string
+                                        optional:
+                                          default: false
+                                          description: Specify whether the file or
+                                            its key must be defined.
+                                          type: boolean
+                                        path:
+                                          description: |-
+                                            The path within the volume from which to select the file.
+                                            Must be relative and may not contain the '..
+                                          type: string
+                                        volumeName:
+                                          description: The name of the volume mount
+                                            containing the env file.
+                                          type: string
+                                      required:
+                                      - key
+                                      - path
+                                      - volumeName
+                                      type: object
+                                      x-kubernetes-map-type: atomic
                                     resourceFieldRef:
                                       description: |-
                                         Selects a resource of the container: only resources limits and requests
@@ -1873,7 +2144,7 @@ spec:
                                   x-kubernetes-map-type: atomic
                                 prefix:
                                   description: Optional text to prepend to the name
-                                    of each environment variable. Must be a C_IDENTIFIER.
+                                    of each environment variable.
                                   type: string
                                 secretRef:
                                   description: The Secret to select from
@@ -2101,6 +2372,11 @@ spec:
                   onlineStore:
                     description: OnlineStore configures the online store service
                     properties:
+                      disabled:
+                        description: |-
+                          Disabled skips deploying the online store service entirely, including its
+                          serving pod and persistence.
+                        type: boolean
                       persistence:
                         description: OnlineStorePersistence configures the persistence
                           settings for the online store service
@@ -2242,6 +2518,8 @@ spec:
                                 - milvus
                                 - hybrid
                                 - mongodb
+                                - aerospike
+                                - scylladb
                                 type: string
                             required:
                             - secretRef
@@ -2260,8 +2538,9 @@ spec:
                                 present in a Container.
                               properties:
                                 name:
-                                  description: Name of the environment variable. Must
-                                    be a C_IDENTIFIER.
+                                  description: |-
+                                    Name of the environment variable.
+                                    May consist of any printable ASCII characters except '='.
                                   type: string
                                 value:
                                   description: |-
@@ -2310,6 +2589,36 @@ spec:
                                       - fieldPath
                                       type: object
                                       x-kubernetes-map-type: atomic
+                                    fileKeyRef:
+                                      description: |-
+                                        FileKeyRef selects a key of the env file.
+                                        Requires the EnvFiles feature gate to be enabled.
+                                      properties:
+                                        key:
+                                          description: The key within the env file.
+                                            An invalid key will prevent the pod from
+                                            starting.
+                                          type: string
+                                        optional:
+                                          default: false
+                                          description: Specify whether the file or
+                                            its key must be defined.
+                                          type: boolean
+                                        path:
+                                          description: |-
+                                            The path within the volume from which to select the file.
+                                            Must be relative and may not contain the '..
+                                          type: string
+                                        volumeName:
+                                          description: The name of the volume mount
+                                            containing the env file.
+                                          type: string
+                                      required:
+                                      - key
+                                      - path
+                                      - volumeName
+                                      type: object
+                                      x-kubernetes-map-type: atomic
                                     resourceFieldRef:
                                       description: |-
                                         Selects a resource of the container: only resources limits and requests
@@ -2386,7 +2695,7 @@ spec:
                                   x-kubernetes-map-type: atomic
                                 prefix:
                                   description: Optional text to prepend to the name
-                                    of each environment variable. Must be a C_IDENTIFIER.
+                                    of each environment variable.
                                   type: string
                                 secretRef:
                                   description: The Secret to select from
@@ -2890,8 +3199,9 @@ spec:
                                     present in a Container.
                                   properties:
                                     name:
-                                      description: Name of the environment variable.
-                                        Must be a C_IDENTIFIER.
+                                      description: |-
+                                        Name of the environment variable.
+                                        May consist of any printable ASCII characters except '='.
                                       type: string
                                     value:
                                       description: |-
@@ -2941,6 +3251,36 @@ spec:
                                           - fieldPath
                                           type: object
                                           x-kubernetes-map-type: atomic
+                                        fileKeyRef:
+                                          description: |-
+                                            FileKeyRef selects a key of the env file.
+                                            Requires the EnvFiles feature gate to be enabled.
+                                          properties:
+                                            key:
+                                              description: The key within the env
+                                                file. An invalid key will prevent
+                                                the pod from starting.
+                                              type: string
+                                            optional:
+                                              default: false
+                                              description: Specify whether the file
+                                                or its key must be defined.
+                                              type: boolean
+                                            path:
+                                              description: |-
+                                                The path within the volume from which to select the file.
+                                                Must be relative and may not contain the '..
+                                              type: string
+                                            volumeName:
+                                              description: The name of the volume
+                                                mount containing the env file.
+                                              type: string
+                                          required:
+                                          - key
+                                          - path
+                                          - volumeName
+                                          type: object
+                                          x-kubernetes-map-type: atomic
                                         resourceFieldRef:
                                           description: |-
                                             Selects a resource of the container: only resources limits and requests
@@ -3019,8 +3359,7 @@ spec:
                                       x-kubernetes-map-type: atomic
                                     prefix:
                                       description: Optional text to prepend to the
-                                        name of each environment variable. Must be
-                                        a C_IDENTIFIER.
+                                        name of each environment variable.
                                       type: string
                                     secretRef:
                                       description: The Secret to select from
@@ -3061,6 +3400,31 @@ spec:
                                 - error
                                 - critical
                                 type: string
+                              mcp:
+                                description: |-
+                                  Mcp enables MCP (Model Context Protocol) on the REST registry server.
+                                  Requires restAPI to be true.
+                                properties:
+                                  enabled:
+                                    description: Enable the MCP server.
+                                    type: boolean
+                                  serverName:
+                                    description: MCP server name for identification.
+                                      Defaults to "feast-mcp-server".
+                                    type: string
+                                  serverVersion:
+                                    description: MCP server version string. Defaults
+                                      to "1.0.0".
+                                    type: string
+                                  transport:
+                                    description: MCP transport protocol.
+                                    enum:
+                                    - sse
+                                    - http
+                                    type: string
+                                required:
+                                - enabled
+                                type: object
                               metrics:
                                 description: Metrics exposes Prometheus-compatible
                                   metrics for the Feast server when enabled.
@@ -3255,6 +3619,9 @@ spec:
                             x-kubernetes-validations:
                             - message: At least one of restAPI or grpc must be true
                               rule: self.restAPI == true || self.grpc == true || !has(self.grpc)
+                            - message: MCP requires restAPI to be true
+                              rule: '!has(self.mcp) || !self.mcp.enabled || (has(self.restAPI)
+                                && self.restAPI == true)'
                         type: object
                       remote:
                         description: RemoteRegistryConfig points to a remote feast
@@ -3311,6 +3678,37 @@ spec:
                     x-kubernetes-validations:
                     - message: One selection required.
                       rule: '[has(self.local), has(self.remote)].exists_one(c, c)'
+                  resourceClaims:
+                    description: |-
+                      ResourceClaims defines which ResourceClaims must be allocated
+                      and reserved before the Pod is allowed to start.
+                    items:
+                      description: |-
+                        PodResourceClaim references exactly one ResourceClaim, either directly
+                        or by naming a ResourceClaimTemplate which is...
+                      properties:
+                        name:
+                          description: |-
+                            Name uniquely identifies this resource claim inside the pod.
+                            This must be a DNS_LABEL.
+                          type: string
+                        resourceClaimName:
+                          description: |-
+                            ResourceClaimName is the name of a ResourceClaim object in the same
+                            namespace as this pod.
+                          type: string
+                        resourceClaimTemplateName:
+                          description: |-
+                            ResourceClaimTemplateName is the name of a ResourceClaimTemplate
+                            object in the same namespace as this pod.
+                          type: string
+                      required:
+                      - name
+                      type: object
+                    type: array
+                    x-kubernetes-list-map-keys:
+                    - name
+                    x-kubernetes-list-type: map
                   runFeastApplyOnInit:
                     description: Runs feast apply on pod start to populate the registry.
                       Defaults to true. Ignored when DisableInitContainers is true.
@@ -4136,8 +4534,9 @@ spec:
                             in a Container.
                           properties:
                             name:
-                              description: Name of the environment variable. Must
-                                be a C_IDENTIFIER.
+                              description: |-
+                                Name of the environment variable.
+                                May consist of any printable ASCII characters except '='.
                               type: string
                             value:
                               description: |-
@@ -4186,6 +4585,35 @@ spec:
                                   - fieldPath
                                   type: object
                                   x-kubernetes-map-type: atomic
+                                fileKeyRef:
+                                  description: |-
+                                    FileKeyRef selects a key of the env file.
+                                    Requires the EnvFiles feature gate to be enabled.
+                                  properties:
+                                    key:
+                                      description: The key within the env file. An
+                                        invalid key will prevent the pod from starting.
+                                      type: string
+                                    optional:
+                                      default: false
+                                      description: Specify whether the file or its
+                                        key must be defined.
+                                      type: boolean
+                                    path:
+                                      description: |-
+                                        The path within the volume from which to select the file.
+                                        Must be relative and may not contain the '..
+                                      type: string
+                                    volumeName:
+                                      description: The name of the volume mount containing
+                                        the env file.
+                                      type: string
+                                  required:
+                                  - key
+                                  - path
+                                  - volumeName
+                                  type: object
+                                  x-kubernetes-map-type: atomic
                                 resourceFieldRef:
                                   description: |-
                                     Selects a resource of the container: only resources limits and requests
@@ -4261,7 +4689,7 @@ spec:
                               x-kubernetes-map-type: atomic
                             prefix:
                               description: Optional text to prepend to the name of
-                                each environment variable. Must be a C_IDENTIFIER.
+                                each environment variable.
                               type: string
                             secretRef:
                               description: The Secret to select from
@@ -5155,9 +5583,8 @@ spec:
                             host that shares a pod's lifetime.
                           properties:
                             endpoints:
-                              description: |-
-                                endpoints is the endpoint name that details Glusterfs topology.
-                                More info: https://examples.k8s.
+                              description: endpoints is the endpoint name that details
+                                Glusterfs topology.
                               type: string
                             path:
                               description: |-
@@ -5570,6 +5997,52 @@ spec:
                                         type: array
                                         x-kubernetes-list-type: atomic
                                     type: object
+                                  podCertificate:
+                                    description: |-
+                                      Projects an auto-rotating credential bundle (private key and certificate
+                                      chain) that the pod can use either as a TLS...
+                                    properties:
+                                      certificateChainPath:
+                                        description: |-
+                                          Write the certificate chain at this path in the projected volume.
+
+                                          Most applications should use credentialBundlePath.
+                                        type: string
+                                      credentialBundlePath:
+                                        description: Write the credential bundle at
+                                          this path in the projected volume.
+                                        type: string
+                                      keyPath:
+                                        description: |-
+                                          Write the key at this path in the projected volume.
+
+                                          Most applications should use credentialBundlePath.
+                                        type: string
+                                      keyType:
+                                        description: The type of keypair Kubelet will
+                                          generate for the pod.
+                                        type: string
+                                      maxExpirationSeconds:
+                                        description: |-
+                                          maxExpirationSeconds is the maximum lifetime permitted for the
+                                          certificate.
+                                        format: int32
+                                        type: integer
+                                      signerName:
+                                        description: Kubelet's generated CSRs will
+                                          be addressed to this signer.
+                                        type: string
+                                      userAnnotations:
+                                        additionalProperties:
+                                          type: string
+                                        description: |-
+                                          userAnnotations allow pod authors to pass additional information to
+                                          the signer implementation.
+                                        type: object
+                                    required:
+                                    - keyType
+                                    - signerName
+                                    type: object
                                   secret:
                                     description: secret information about the secret
                                       data to project
@@ -5981,6 +6454,10 @@ spec:
                               type: string
                             type: array
                         type: object
+                      noAuth:
+                        description: NoAuth explicitly disables authentication and
+                          authorization.
+                        type: boolean
                       oidc:
                         description: |-
                           OidcAuthz defines the authorization settings for deployments using an Open ID Connect identity provider.
@@ -6005,6 +6482,18 @@ spec:
                               to derive the discovery endpoint.
                             pattern: ^https://\S+$
                             type: string
+                          jwksCacheLifespanSeconds:
+                            description: Seconds the servers reuse the provider's
+                              fetched JWK set before refetching. Defaults to 300.
+                            format: int32
+                            minimum: 1
+                            type: integer
+                          jwksRequestTimeoutSeconds:
+                            description: Seconds before a JWKS fetch times out. Defaults
+                              to 10.
+                            format: int32
+                            minimum: 1
+                            type: integer
                           secretKeyName:
                             description: Key in the Secret containing all OIDC properties
                               as a YAML value. If unset, each key is a property.
@@ -6033,8 +6522,9 @@ spec:
                         type: object
                     type: object
                     x-kubernetes-validations:
-                    - message: One selection required between kubernetes or oidc.
-                      rule: '[has(self.kubernetes), has(self.oidc)].exists_one(c,
+                    - message: One selection required between kubernetes, oidc, or
+                        noAuth.
+                      rule: '[has(self.kubernetes), has(self.oidc), has(self.noAuth)].exists_one(c,
                         c)'
                   batchEngine:
                     description: BatchEngineConfig defines the batch compute engine
@@ -6087,8 +6577,9 @@ spec:
                                 present in a Container.
                               properties:
                                 name:
-                                  description: Name of the environment variable. Must
-                                    be a C_IDENTIFIER.
+                                  description: |-
+                                    Name of the environment variable.
+                                    May consist of any printable ASCII characters except '='.
                                   type: string
                                 value:
                                   description: |-
@@ -6137,6 +6628,36 @@ spec:
                                       - fieldPath
                                       type: object
                                       x-kubernetes-map-type: atomic
+                                    fileKeyRef:
+                                      description: |-
+                                        FileKeyRef selects a key of the env file.
+                                        Requires the EnvFiles feature gate to be enabled.
+                                      properties:
+                                        key:
+                                          description: The key within the env file.
+                                            An invalid key will prevent the pod from
+                                            starting.
+                                          type: string
+                                        optional:
+                                          default: false
+                                          description: Specify whether the file or
+                                            its key must be defined.
+                                          type: boolean
+                                        path:
+                                          description: |-
+                                            The path within the volume from which to select the file.
+                                            Must be relative and may not contain the '..
+                                          type: string
+                                        volumeName:
+                                          description: The name of the volume mount
+                                            containing the env file.
+                                          type: string
+                                      required:
+                                      - key
+                                      - path
+                                      - volumeName
+                                      type: object
+                                      x-kubernetes-map-type: atomic
                                     resourceFieldRef:
                                       description: |-
                                         Selects a resource of the container: only resources limits and requests
@@ -6213,7 +6734,7 @@ spec:
                                   x-kubernetes-map-type: atomic
                                 prefix:
                                   description: Optional text to prepend to the name
-                                    of each environment variable. Must be a C_IDENTIFIER.
+                                    of each environment variable.
                                   type: string
                                 secretRef:
                                   description: The Secret to select from
@@ -6400,7 +6921,6 @@ spec:
                                               condition type.
                                             type: string
                                         required:
-                                        - status
                                         - type
                                         type: object
                                       type: array
@@ -6459,6 +6979,16 @@ spec:
                           https://en.wikipedia.org/wiki/List_of_tz_database_time_zones.
                         type: string
                     type: object
+                  dataQualityMonitoring:
+                    description: DataQualityMonitoring configures Data Quality Monitoring
+                      behaviour.
+                    properties:
+                      autoBaseline:
+                        default: true
+                        description: AutoBaseline controls whether baseline distribution
+                          is computed automatically on feast apply. Defaults to true.
+                        type: boolean
+                    type: object
                   feastProject:
                     description: FeastProject is the Feast project id.
                     pattern: ^[A-Za-z0-9][A-Za-z0-9_-]*$
@@ -6485,8 +7015,9 @@ spec:
                                 present in a Container.
                               properties:
                                 name:
-                                  description: Name of the environment variable. Must
-                                    be a C_IDENTIFIER.
+                                  description: |-
+                                    Name of the environment variable.
+                                    May consist of any printable ASCII characters except '='.
                                   type: string
                                 value:
                                   description: |-
@@ -6535,6 +7066,36 @@ spec:
                                       - fieldPath
                                       type: object
                                       x-kubernetes-map-type: atomic
+                                    fileKeyRef:
+                                      description: |-
+                                        FileKeyRef selects a key of the env file.
+                                        Requires the EnvFiles feature gate to be enabled.
+                                      properties:
+                                        key:
+                                          description: The key within the env file.
+                                            An invalid key will prevent the pod from
+                                            starting.
+                                          type: string
+                                        optional:
+                                          default: false
+                                          description: Specify whether the file or
+                                            its key must be defined.
+                                          type: boolean
+                                        path:
+                                          description: |-
+                                            The path within the volume from which to select the file.
+                                            Must be relative and may not contain the '..
+                                          type: string
+                                        volumeName:
+                                          description: The name of the volume mount
+                                            containing the env file.
+                                          type: string
+                                      required:
+                                      - key
+                                      - path
+                                      - volumeName
+                                      type: object
+                                      x-kubernetes-map-type: atomic
                                     resourceFieldRef:
                                       description: |-
                                         Selects a resource of the container: only resources limits and requests
@@ -6611,7 +7172,7 @@ spec:
                                   x-kubernetes-map-type: atomic
                                 prefix:
                                   description: Optional text to prepend to the name
-                                    of each environment variable. Must be a C_IDENTIFIER.
+                                    of each environment variable.
                                   type: string
                                 secretRef:
                                   description: The Secret to select from
@@ -6668,12 +7229,38 @@ spec:
                             - hazelcast
                             - couchbase
                             - clickhouse
+                            - milvus
+                            - ray
+                            - ray_rag
+                            - pytorch_nlp
+                            type: string
+                        type: object
+                      packaged:
+                        description: FeastPackagedOptions describes a feature repository
+                          packaged in a feature server image.
+                        properties:
+                          featureRepoPath:
+                            description: FeatureRepoPath is the canonical absolute
+                              path to the feature repository in the image.
                             type: string
+                          image:
+                            description: Image containing the packaged feature repository.
+                            type: string
+                        required:
+                        - featureRepoPath
                         type: object
+                        x-kubernetes-validations:
+                        - message: FeatureRepoPath must be a canonical absolute, non-root
+                            path without dot segments or repeated separators.
+                          rule: self.featureRepoPath.startsWith('/') && self.featureRepoPath
+                            != '/' && !self.featureRepoPath.contains('//') && !self.featureRepoPath.endsWith('/')
+                            && !self.featureRepoPath.contains('/./') && !self.featureRepoPath.endsWith('/.')
+                            && !self.featureRepoPath.contains('/../') && !self.featureRepoPath.endsWith('/..')
                     type: object
                     x-kubernetes-validations:
-                    - message: One selection required between init or git.
-                      rule: '[has(self.git), has(self.init)].exists_one(c, c)'
+                    - message: One selection required between init, git, or packaged.
+                      rule: '[has(self.git), has(self.init), has(self.packaged)].exists_one(c,
+                        c)'
                   materialization:
                     description: |-
                       Materialization controls feature materialization behavior (batch size, pull strategy).
@@ -6694,6 +7281,77 @@ spec:
                         minimum: 1
                         type: integer
                     type: object
+                  mlflow:
+                    description: |-
+                      Mlflow enables MLflow experiment tracking integration for Feast.
+                      Written into feature_store.
+                    properties:
+                      autoLog:
+                        description: |-
+                          Automatically log feature metadata on every retrieval inside an active MLflow run.
+                          Defaults to true when enabled.
+                        type: boolean
+                      autoLogEntityDf:
+                        description: |-
+                          Save entity DataFrame as MLflow artifact on historical retrieval.
+                          Defaults to false.
+                        type: boolean
+                      enabled:
+                        description: Enable MLflow integration.
+                        type: boolean
+                      entityDfMaxRows:
+                        description: |-
+                          Maximum number of entity DataFrame rows to save as an MLflow artifact.
+                          DataFrames exceeding this limit are skipped.
+                        format: int32
+                        minimum: 1
+                        type: integer
+                      extraConfig:
+                        additionalProperties:
+                          type: string
+                        description: |-
+                          ExtraConfig holds additional MLflow key-value settings written inline into
+                          the mlflow block of feature_store.yaml.
+                        type: object
+                      logOperations:
+                        description: |-
+                          Log feast apply and materialize operations to a separate MLflow experiment.
+                          Defaults to false.
+                        type: boolean
+                      opsExperimentSuffix:
+                        description: |-
+                          Suffix appended to the project name for the operations experiment.
+                          Defaults to "-feast-ops".
+                        type: string
+                      trackingAuth:
+                        description: |-
+                          Authentication method used by Feast pods when calling the MLflow tracking
+                          server.
+                        type: string
+                      trackingUri:
+                        description: |-
+                          MLflow tracking server URI. When omitted, the operator auto-discovers
+                          from the cluster MLflow CR (status.address.url).
+                        type: string
+                      uiUrl:
+                        description: Browser-reachable MLflow UI URL used for hyperlinks
+                          in Feast UI lineage.
+                        type: string
+                    required:
+                    - enabled
+                    type: object
+                    x-kubernetes-validations:
+                    - message: extraConfig must not contain keys that duplicate typed
+                        fields (enabled, tracking_uri, ui_url, tracking_auth, auto_log,
+                        auto_log_entity_df, entity_df_max_rows, log_operations, ops_experiment_suffix);
+                        use the corresponding spec fields instead.
+                      rule: '!has(self.extraConfig) || !(''enabled'' in self.extraConfig)
+                        && !(''tracking_uri'' in self.extraConfig) && !(''ui_url''
+                        in self.extraConfig) && !(''tracking_auth'' in self.extraConfig)
+                        && !(''auto_log'' in self.extraConfig) && !(''auto_log_entity_df''
+                        in self.extraConfig) && !(''entity_df_max_rows'' in self.extraConfig)
+                        && !(''log_operations'' in self.extraConfig) && !(''ops_experiment_suffix''
+                        in self.extraConfig)'
                   openlineage:
                     description: |-
                       OpenLineage enables OpenLineage data lineage tracking for Feast operations.
@@ -6712,6 +7370,59 @@ spec:
                             type: string
                         type: object
                         x-kubernetes-map-type: atomic
+                      consumer:
+                        description: |-
+                          Consumer configures the OpenLineage consumer (event receiver) that enables
+                          Feast to receive and display lineage from...
+                        properties:
+                          apiKeySecretRef:
+                            description: |-
+                              Reference to a Secret containing the key "api_key" that producers must
+                              provide in the X-API-Key header when sending...
+                            properties:
+                              name:
+                                default: ""
+                                description: |-
+                                  Name of the referent.
+                                  This field is effectively required, but due to backwards compatibility is
+                                  allowed to be empty.
+                                type: string
+                            type: object
+                            x-kubernetes-map-type: atomic
+                          connectionStringSecretRef:
+                            description: |-
+                              Reference to a Secret containing the key "connection_string" for a separate
+                              lineage database.
+                            properties:
+                              name:
+                                default: ""
+                                description: |-
+                                  Name of the referent.
+                                  This field is effectively required, but due to backwards compatibility is
+                                  allowed to be empty.
+                                type: string
+                            type: object
+                            x-kubernetes-map-type: atomic
+                          enabled:
+                            description: Enable the OpenLineage consumer.
+                            type: boolean
+                          namespaceMapping:
+                            additionalProperties:
+                              type: string
+                            description: |-
+                              NamespaceMapping maps OpenLineage namespaces to Feast projects for
+                              RBAC-based filtering of lineage data in the UI.
+                            type: object
+                          storeType:
+                            default: sql
+                            description: StoreType is the storage backend for lineage
+                              events. Currently only "sql" is supported.
+                            enum:
+                            - sql
+                            type: string
+                        required:
+                        - enabled
+                        type: object
                       enabled:
                         description: Enable OpenLineage integration.
                         type: boolean
@@ -7538,6 +8249,10 @@ spec:
                       disableInitContainers:
                         description: Disable the 'feast repo initialization' initContainer
                         type: boolean
+                      initImage:
+                        description: InitImage overrides the image for init containers
+                          (feast-init, feast-apply).
+                        type: string
                       offlineStore:
                         description: OfflineStore configures the offline store service
                         properties:
@@ -7672,6 +8387,7 @@ spec:
                                     - clickhouse
                                     - ray
                                     - oracle
+                                    - hybrid
                                     type: string
                                 required:
                                 - secretRef
@@ -7691,8 +8407,9 @@ spec:
                                     present in a Container.
                                   properties:
                                     name:
-                                      description: Name of the environment variable.
-                                        Must be a C_IDENTIFIER.
+                                      description: |-
+                                        Name of the environment variable.
+                                        May consist of any printable ASCII characters except '='.
                                       type: string
                                     value:
                                       description: |-
@@ -7742,6 +8459,36 @@ spec:
                                           - fieldPath
                                           type: object
                                           x-kubernetes-map-type: atomic
+                                        fileKeyRef:
+                                          description: |-
+                                            FileKeyRef selects a key of the env file.
+                                            Requires the EnvFiles feature gate to be enabled.
+                                          properties:
+                                            key:
+                                              description: The key within the env
+                                                file. An invalid key will prevent
+                                                the pod from starting.
+                                              type: string
+                                            optional:
+                                              default: false
+                                              description: Specify whether the file
+                                                or its key must be defined.
+                                              type: boolean
+                                            path:
+                                              description: |-
+                                                The path within the volume from which to select the file.
+                                                Must be relative and may not contain the '..
+                                              type: string
+                                            volumeName:
+                                              description: The name of the volume
+                                                mount containing the env file.
+                                              type: string
+                                          required:
+                                          - key
+                                          - path
+                                          - volumeName
+                                          type: object
+                                          x-kubernetes-map-type: atomic
                                         resourceFieldRef:
                                           description: |-
                                             Selects a resource of the container: only resources limits and requests
@@ -7820,8 +8567,7 @@ spec:
                                       x-kubernetes-map-type: atomic
                                     prefix:
                                       description: Optional text to prepend to the
-                                        name of each environment variable. Must be
-                                        a C_IDENTIFIER.
+                                        name of each environment variable.
                                       type: string
                                     secretRef:
                                       description: The Secret to select from
@@ -8050,6 +8796,11 @@ spec:
                       onlineStore:
                         description: OnlineStore configures the online store service
                         properties:
+                          disabled:
+                            description: |-
+                              Disabled skips deploying the online store service entirely, including its
+                              serving pod and persistence.
+                            type: boolean
                           persistence:
                             description: OnlineStorePersistence configures the persistence
                               settings for the online store service
@@ -8194,6 +8945,8 @@ spec:
                                     - milvus
                                     - hybrid
                                     - mongodb
+                                    - aerospike
+                                    - scylladb
                                     type: string
                                 required:
                                 - secretRef
@@ -8213,8 +8966,9 @@ spec:
                                     present in a Container.
                                   properties:
                                     name:
-                                      description: Name of the environment variable.
-                                        Must be a C_IDENTIFIER.
+                                      description: |-
+                                        Name of the environment variable.
+                                        May consist of any printable ASCII characters except '='.
                                       type: string
                                     value:
                                       description: |-
@@ -8264,6 +9018,36 @@ spec:
                                           - fieldPath
                                           type: object
                                           x-kubernetes-map-type: atomic
+                                        fileKeyRef:
+                                          description: |-
+                                            FileKeyRef selects a key of the env file.
+                                            Requires the EnvFiles feature gate to be enabled.
+                                          properties:
+                                            key:
+                                              description: The key within the env
+                                                file. An invalid key will prevent
+                                                the pod from starting.
+                                              type: string
+                                            optional:
+                                              default: false
+                                              description: Specify whether the file
+                                                or its key must be defined.
+                                              type: boolean
+                                            path:
+                                              description: |-
+                                                The path within the volume from which to select the file.
+                                                Must be relative and may not contain the '..
+                                              type: string
+                                            volumeName:
+                                              description: The name of the volume
+                                                mount containing the env file.
+                                              type: string
+                                          required:
+                                          - key
+                                          - path
+                                          - volumeName
+                                          type: object
+                                          x-kubernetes-map-type: atomic
                                         resourceFieldRef:
                                           description: |-
                                             Selects a resource of the container: only resources limits and requests
@@ -8342,8 +9126,7 @@ spec:
                                       x-kubernetes-map-type: atomic
                                     prefix:
                                       description: Optional text to prepend to the
-                                        name of each environment variable. Must be
-                                        a C_IDENTIFIER.
+                                        name of each environment variable.
                                       type: string
                                     secretRef:
                                       description: The Secret to select from
@@ -8858,8 +9641,9 @@ spec:
                                         variable present in a Container.
                                       properties:
                                         name:
-                                          description: Name of the environment variable.
-                                            Must be a C_IDENTIFIER.
+                                          description: |-
+                                            Name of the environment variable.
+                                            May consist of any printable ASCII characters except '='.
                                           type: string
                                         value:
                                           description: |-
@@ -8910,6 +9694,36 @@ spec:
                                               - fieldPath
                                               type: object
                                               x-kubernetes-map-type: atomic
+                                            fileKeyRef:
+                                              description: |-
+                                                FileKeyRef selects a key of the env file.
+                                                Requires the EnvFiles feature gate to be enabled.
+                                              properties:
+                                                key:
+                                                  description: The key within the
+                                                    env file. An invalid key will
+                                                    prevent the pod from starting.
+                                                  type: string
+                                                optional:
+                                                  default: false
+                                                  description: Specify whether the
+                                                    file or its key must be defined.
+                                                  type: boolean
+                                                path:
+                                                  description: |-
+                                                    The path within the volume from which to select the file.
+                                                    Must be relative and may not contain the '..
+                                                  type: string
+                                                volumeName:
+                                                  description: The name of the volume
+                                                    mount containing the env file.
+                                                  type: string
+                                              required:
+                                              - key
+                                              - path
+                                              - volumeName
+                                              type: object
+                                              x-kubernetes-map-type: atomic
                                             resourceFieldRef:
                                               description: |-
                                                 Selects a resource of the container: only resources limits and requests
@@ -8990,7 +9804,6 @@ spec:
                                         prefix:
                                           description: Optional text to prepend to
                                             the name of each environment variable.
-                                            Must be a C_IDENTIFIER.
                                           type: string
                                         secretRef:
                                           description: The Secret to select from
@@ -9031,6 +9844,31 @@ spec:
                                     - error
                                     - critical
                                     type: string
+                                  mcp:
+                                    description: |-
+                                      Mcp enables MCP (Model Context Protocol) on the REST registry server.
+                                      Requires restAPI to be true.
+                                    properties:
+                                      enabled:
+                                        description: Enable the MCP server.
+                                        type: boolean
+                                      serverName:
+                                        description: MCP server name for identification.
+                                          Defaults to "feast-mcp-server".
+                                        type: string
+                                      serverVersion:
+                                        description: MCP server version string. Defaults
+                                          to "1.0.0".
+                                        type: string
+                                      transport:
+                                        description: MCP transport protocol.
+                                        enum:
+                                        - sse
+                                        - http
+                                        type: string
+                                    required:
+                                    - enabled
+                                    type: object
                                   metrics:
                                     description: Metrics exposes Prometheus-compatible
                                       metrics for the Feast server when enabled.
@@ -9231,6 +10069,9 @@ spec:
                                     true
                                   rule: self.restAPI == true || self.grpc == true
                                     || !has(self.grpc)
+                                - message: MCP requires restAPI to be true
+                                  rule: '!has(self.mcp) || !self.mcp.enabled || (has(self.restAPI)
+                                    && self.restAPI == true)'
                             type: object
                           remote:
                             description: RemoteRegistryConfig points to a remote feast
@@ -9288,6 +10129,37 @@ spec:
                         - message: One selection required.
                           rule: '[has(self.local), has(self.remote)].exists_one(c,
                             c)'
+                      resourceClaims:
+                        description: |-
+                          ResourceClaims defines which ResourceClaims must be allocated
+                          and reserved before the Pod is allowed to start.
+                        items:
+                          description: |-
+                            PodResourceClaim references exactly one ResourceClaim, either directly
+                            or by naming a ResourceClaimTemplate which is...
+                          properties:
+                            name:
+                              description: |-
+                                Name uniquely identifies this resource claim inside the pod.
+                                This must be a DNS_LABEL.
+                              type: string
+                            resourceClaimName:
+                              description: |-
+                                ResourceClaimName is the name of a ResourceClaim object in the same
+                                namespace as this pod.
+                              type: string
+                            resourceClaimTemplateName:
+                              description: |-
+                                ResourceClaimTemplateName is the name of a ResourceClaimTemplate
+                                object in the same namespace as this pod.
+                              type: string
+                          required:
+                          - name
+                          type: object
+                        type: array
+                        x-kubernetes-list-map-keys:
+                        - name
+                        x-kubernetes-list-type: map
                       runFeastApplyOnInit:
                         description: Runs feast apply on pod start to populate the
                           registry. Defaults to true. Ignored when DisableInitContainers
@@ -10122,8 +10994,9 @@ spec:
                                 present in a Container.
                               properties:
                                 name:
-                                  description: Name of the environment variable. Must
-                                    be a C_IDENTIFIER.
+                                  description: |-
+                                    Name of the environment variable.
+                                    May consist of any printable ASCII characters except '='.
                                   type: string
                                 value:
                                   description: |-
@@ -10172,6 +11045,36 @@ spec:
                                       - fieldPath
                                       type: object
                                       x-kubernetes-map-type: atomic
+                                    fileKeyRef:
+                                      description: |-
+                                        FileKeyRef selects a key of the env file.
+                                        Requires the EnvFiles feature gate to be enabled.
+                                      properties:
+                                        key:
+                                          description: The key within the env file.
+                                            An invalid key will prevent the pod from
+                                            starting.
+                                          type: string
+                                        optional:
+                                          default: false
+                                          description: Specify whether the file or
+                                            its key must be defined.
+                                          type: boolean
+                                        path:
+                                          description: |-
+                                            The path within the volume from which to select the file.
+                                            Must be relative and may not contain the '..
+                                          type: string
+                                        volumeName:
+                                          description: The name of the volume mount
+                                            containing the env file.
+                                          type: string
+                                      required:
+                                      - key
+                                      - path
+                                      - volumeName
+                                      type: object
+                                      x-kubernetes-map-type: atomic
                                     resourceFieldRef:
                                       description: |-
                                         Selects a resource of the container: only resources limits and requests
@@ -10248,7 +11151,7 @@ spec:
                                   x-kubernetes-map-type: atomic
                                 prefix:
                                   description: Optional text to prepend to the name
-                                    of each environment variable. Must be a C_IDENTIFIER.
+                                    of each environment variable.
                                   type: string
                                 secretRef:
                                   description: The Secret to select from
@@ -11150,9 +12053,8 @@ spec:
                                 on the host that shares a pod's lifetime.
                               properties:
                                 endpoints:
-                                  description: |-
-                                    endpoints is the endpoint name that details Glusterfs topology.
-                                    More info: https://examples.k8s.
+                                  description: endpoints is the endpoint name that
+                                    details Glusterfs topology.
                                   type: string
                                 path:
                                   description: |-
@@ -11569,6 +12471,52 @@ spec:
                                             type: array
                                             x-kubernetes-list-type: atomic
                                         type: object
+                                      podCertificate:
+                                        description: |-
+                                          Projects an auto-rotating credential bundle (private key and certificate
+                                          chain) that the pod can use either as a TLS...
+                                        properties:
+                                          certificateChainPath:
+                                            description: |-
+                                              Write the certificate chain at this path in the projected volume.
+
+                                              Most applications should use credentialBundlePath.
+                                            type: string
+                                          credentialBundlePath:
+                                            description: Write the credential bundle
+                                              at this path in the projected volume.
+                                            type: string
+                                          keyPath:
+                                            description: |-
+                                              Write the key at this path in the projected volume.
+
+                                              Most applications should use credentialBundlePath.
+                                            type: string
+                                          keyType:
+                                            description: The type of keypair Kubelet
+                                              will generate for the pod.
+                                            type: string
+                                          maxExpirationSeconds:
+                                            description: |-
+                                              maxExpirationSeconds is the maximum lifetime permitted for the
+                                              certificate.
+                                            format: int32
+                                            type: integer
+                                          signerName:
+                                            description: Kubelet's generated CSRs
+                                              will be addressed to this signer.
+                                            type: string
+                                          userAnnotations:
+                                            additionalProperties:
+                                              type: string
+                                            description: |-
+                                              userAnnotations allow pod authors to pass additional information to
+                                              the signer implementation.
+                                            type: object
+                                        required:
+                                        - keyType
+                                        - signerName
+                                        type: object
                                       secret:
                                         description: secret information about the
                                           secret data to project
@@ -12112,6 +13060,9 @@ spec:
                           type: string
                         type: array
                     type: object
+                  noAuth:
+                    description: NoAuth explicitly disables authentication and authorization.
+                    type: boolean
                   oidc:
                     description: |-
                       OidcAuthz defines the authorization settings for deployments using an Open ID Connect identity provider.
@@ -12136,8 +13087,9 @@ spec:
                     type: object
                 type: object
                 x-kubernetes-validations:
-                - message: One selection required between kubernetes or oidc.
-                  rule: '[has(self.kubernetes), has(self.oidc)].exists_one(c, c)'
+                - message: One selection required between kubernetes, oidc, or noAuth.
+                  rule: '[has(self.kubernetes), has(self.oidc), has(self.noAuth)].exists_one(c,
+                    c)'
               cronJob:
                 description: FeastCronJob defines a CronJob to execute against a Feature
                   Store deployment.
@@ -12167,8 +13119,9 @@ spec:
                             in a Container.
                           properties:
                             name:
-                              description: Name of the environment variable. Must
-                                be a C_IDENTIFIER.
+                              description: |-
+                                Name of the environment variable.
+                                May consist of any printable ASCII characters except '='.
                               type: string
                             value:
                               description: |-
@@ -12217,6 +13170,35 @@ spec:
                                   - fieldPath
                                   type: object
                                   x-kubernetes-map-type: atomic
+                                fileKeyRef:
+                                  description: |-
+                                    FileKeyRef selects a key of the env file.
+                                    Requires the EnvFiles feature gate to be enabled.
+                                  properties:
+                                    key:
+                                      description: The key within the env file. An
+                                        invalid key will prevent the pod from starting.
+                                      type: string
+                                    optional:
+                                      default: false
+                                      description: Specify whether the file or its
+                                        key must be defined.
+                                      type: boolean
+                                    path:
+                                      description: |-
+                                        The path within the volume from which to select the file.
+                                        Must be relative and may not contain the '..
+                                      type: string
+                                    volumeName:
+                                      description: The name of the volume mount containing
+                                        the env file.
+                                      type: string
+                                  required:
+                                  - key
+                                  - path
+                                  - volumeName
+                                  type: object
+                                  x-kubernetes-map-type: atomic
                                 resourceFieldRef:
                                   description: |-
                                     Selects a resource of the container: only resources limits and requests
@@ -12292,7 +13274,7 @@ spec:
                               x-kubernetes-map-type: atomic
                             prefix:
                               description: Optional text to prepend to the name of
-                                each environment variable. Must be a C_IDENTIFIER.
+                                each environment variable.
                               type: string
                             secretRef:
                               description: The Secret to select from
@@ -12477,7 +13459,6 @@ spec:
                                           type.
                                         type: string
                                     required:
-                                    - status
                                     - type
                                     type: object
                                   type: array
@@ -12560,8 +13541,9 @@ spec:
                             in a Container.
                           properties:
                             name:
-                              description: Name of the environment variable. Must
-                                be a C_IDENTIFIER.
+                              description: |-
+                                Name of the environment variable.
+                                May consist of any printable ASCII characters except '='.
                               type: string
                             value:
                               description: |-
@@ -12610,6 +13592,35 @@ spec:
                                   - fieldPath
                                   type: object
                                   x-kubernetes-map-type: atomic
+                                fileKeyRef:
+                                  description: |-
+                                    FileKeyRef selects a key of the env file.
+                                    Requires the EnvFiles feature gate to be enabled.
+                                  properties:
+                                    key:
+                                      description: The key within the env file. An
+                                        invalid key will prevent the pod from starting.
+                                      type: string
+                                    optional:
+                                      default: false
+                                      description: Specify whether the file or its
+                                        key must be defined.
+                                      type: boolean
+                                    path:
+                                      description: |-
+                                        The path within the volume from which to select the file.
+                                        Must be relative and may not contain the '..
+                                      type: string
+                                    volumeName:
+                                      description: The name of the volume mount containing
+                                        the env file.
+                                      type: string
+                                  required:
+                                  - key
+                                  - path
+                                  - volumeName
+                                  type: object
+                                  x-kubernetes-map-type: atomic
                                 resourceFieldRef:
                                   description: |-
                                     Selects a resource of the container: only resources limits and requests
@@ -12685,7 +13696,7 @@ spec:
                               x-kubernetes-map-type: atomic
                             prefix:
                               description: Optional text to prepend to the name of
-                                each environment variable. Must be a C_IDENTIFIER.
+                                each environment variable.
                               type: string
                             secretRef:
                               description: The Secret to select from
@@ -12741,12 +13752,38 @@ spec:
                         - hazelcast
                         - couchbase
                         - clickhouse
+                        - milvus
+                        - ray
+                        - ray_rag
+                        - pytorch_nlp
+                        type: string
+                    type: object
+                  packaged:
+                    description: FeastPackagedOptions describes a feature repository
+                      packaged in a feature server image.
+                    properties:
+                      featureRepoPath:
+                        description: FeatureRepoPath is the canonical absolute path
+                          to the feature repository in the image.
+                        type: string
+                      image:
+                        description: Image containing the packaged feature repository.
                         type: string
+                    required:
+                    - featureRepoPath
                     type: object
+                    x-kubernetes-validations:
+                    - message: FeatureRepoPath must be a canonical absolute, non-root
+                        path without dot segments or repeated separators.
+                      rule: self.featureRepoPath.startsWith('/') && self.featureRepoPath
+                        != '/' && !self.featureRepoPath.contains('//') && !self.featureRepoPath.endsWith('/')
+                        && !self.featureRepoPath.contains('/./') && !self.featureRepoPath.endsWith('/.')
+                        && !self.featureRepoPath.contains('/../') && !self.featureRepoPath.endsWith('/..')
                 type: object
                 x-kubernetes-validations:
-                - message: One selection required between init or git.
-                  rule: '[has(self.git), has(self.init)].exists_one(c, c)'
+                - message: One selection required between init, git, or packaged.
+                  rule: '[has(self.git), has(self.init), has(self.packaged)].exists_one(c,
+                    c)'
               services:
                 description: FeatureStoreServices defines the desired feast services.
                   An ephemeral onlineStore feature server is deployed by default.
@@ -12915,6 +13952,7 @@ spec:
                                 - couchbase.offline
                                 - clickhouse
                                 - ray
+                                - hybrid
                                 type: string
                             required:
                             - secretRef
@@ -12933,8 +13971,9 @@ spec:
                                 present in a Container.
                               properties:
                                 name:
-                                  description: Name of the environment variable. Must
-                                    be a C_IDENTIFIER.
+                                  description: |-
+                                    Name of the environment variable.
+                                    May consist of any printable ASCII characters except '='.
                                   type: string
                                 value:
                                   description: |-
@@ -12983,6 +14022,36 @@ spec:
                                       - fieldPath
                                       type: object
                                       x-kubernetes-map-type: atomic
+                                    fileKeyRef:
+                                      description: |-
+                                        FileKeyRef selects a key of the env file.
+                                        Requires the EnvFiles feature gate to be enabled.
+                                      properties:
+                                        key:
+                                          description: The key within the env file.
+                                            An invalid key will prevent the pod from
+                                            starting.
+                                          type: string
+                                        optional:
+                                          default: false
+                                          description: Specify whether the file or
+                                            its key must be defined.
+                                          type: boolean
+                                        path:
+                                          description: |-
+                                            The path within the volume from which to select the file.
+                                            Must be relative and may not contain the '..
+                                          type: string
+                                        volumeName:
+                                          description: The name of the volume mount
+                                            containing the env file.
+                                          type: string
+                                      required:
+                                      - key
+                                      - path
+                                      - volumeName
+                                      type: object
+                                      x-kubernetes-map-type: atomic
                                     resourceFieldRef:
                                       description: |-
                                         Selects a resource of the container: only resources limits and requests
@@ -13059,7 +14128,7 @@ spec:
                                   x-kubernetes-map-type: atomic
                                 prefix:
                                   description: Optional text to prepend to the name
-                                    of each environment variable. Must be a C_IDENTIFIER.
+                                    of each environment variable.
                                   type: string
                                 secretRef:
                                   description: The Secret to select from
@@ -13428,6 +14497,8 @@ spec:
                                 - milvus
                                 - hybrid
                                 - mongodb
+                                - aerospike
+                                - scylladb
                                 type: string
                             required:
                             - secretRef
@@ -13446,8 +14517,9 @@ spec:
                                 present in a Container.
                               properties:
                                 name:
-                                  description: Name of the environment variable. Must
-                                    be a C_IDENTIFIER.
+                                  description: |-
+                                    Name of the environment variable.
+                                    May consist of any printable ASCII characters except '='.
                                   type: string
                                 value:
                                   description: |-
@@ -13496,6 +14568,36 @@ spec:
                                       - fieldPath
                                       type: object
                                       x-kubernetes-map-type: atomic
+                                    fileKeyRef:
+                                      description: |-
+                                        FileKeyRef selects a key of the env file.
+                                        Requires the EnvFiles feature gate to be enabled.
+                                      properties:
+                                        key:
+                                          description: The key within the env file.
+                                            An invalid key will prevent the pod from
+                                            starting.
+                                          type: string
+                                        optional:
+                                          default: false
+                                          description: Specify whether the file or
+                                            its key must be defined.
+                                          type: boolean
+                                        path:
+                                          description: |-
+                                            The path within the volume from which to select the file.
+                                            Must be relative and may not contain the '..
+                                          type: string
+                                        volumeName:
+                                          description: The name of the volume mount
+                                            containing the env file.
+                                          type: string
+                                      required:
+                                      - key
+                                      - path
+                                      - volumeName
+                                      type: object
+                                      x-kubernetes-map-type: atomic
                                     resourceFieldRef:
                                       description: |-
                                         Selects a resource of the container: only resources limits and requests
@@ -13572,7 +14674,7 @@ spec:
                                   x-kubernetes-map-type: atomic
                                 prefix:
                                   description: Optional text to prepend to the name
-                                    of each environment variable. Must be a C_IDENTIFIER.
+                                    of each environment variable.
                                   type: string
                                 secretRef:
                                   description: The Secret to select from
@@ -13977,8 +15079,9 @@ spec:
                                     present in a Container.
                                   properties:
                                     name:
-                                      description: Name of the environment variable.
-                                        Must be a C_IDENTIFIER.
+                                      description: |-
+                                        Name of the environment variable.
+                                        May consist of any printable ASCII characters except '='.
                                       type: string
                                     value:
                                       description: |-
@@ -14028,6 +15131,36 @@ spec:
                                           - fieldPath
                                           type: object
                                           x-kubernetes-map-type: atomic
+                                        fileKeyRef:
+                                          description: |-
+                                            FileKeyRef selects a key of the env file.
+                                            Requires the EnvFiles feature gate to be enabled.
+                                          properties:
+                                            key:
+                                              description: The key within the env
+                                                file. An invalid key will prevent
+                                                the pod from starting.
+                                              type: string
+                                            optional:
+                                              default: false
+                                              description: Specify whether the file
+                                                or its key must be defined.
+                                              type: boolean
+                                            path:
+                                              description: |-
+                                                The path within the volume from which to select the file.
+                                                Must be relative and may not contain the '..
+                                              type: string
+                                            volumeName:
+                                              description: The name of the volume
+                                                mount containing the env file.
+                                              type: string
+                                          required:
+                                          - key
+                                          - path
+                                          - volumeName
+                                          type: object
+                                          x-kubernetes-map-type: atomic
                                         resourceFieldRef:
                                           description: |-
                                             Selects a resource of the container: only resources limits and requests
@@ -14106,8 +15239,7 @@ spec:
                                       x-kubernetes-map-type: atomic
                                     prefix:
                                       description: Optional text to prepend to the
-                                        name of each environment variable. Must be
-                                        a C_IDENTIFIER.
+                                        name of each environment variable.
                                       type: string
                                     secretRef:
                                       description: The Secret to select from
@@ -14551,8 +15683,9 @@ spec:
                             in a Container.
                           properties:
                             name:
-                              description: Name of the environment variable. Must
-                                be a C_IDENTIFIER.
+                              description: |-
+                                Name of the environment variable.
+                                May consist of any printable ASCII characters except '='.
                               type: string
                             value:
                               description: |-
@@ -14601,6 +15734,35 @@ spec:
                                   - fieldPath
                                   type: object
                                   x-kubernetes-map-type: atomic
+                                fileKeyRef:
+                                  description: |-
+                                    FileKeyRef selects a key of the env file.
+                                    Requires the EnvFiles feature gate to be enabled.
+                                  properties:
+                                    key:
+                                      description: The key within the env file. An
+                                        invalid key will prevent the pod from starting.
+                                      type: string
+                                    optional:
+                                      default: false
+                                      description: Specify whether the file or its
+                                        key must be defined.
+                                      type: boolean
+                                    path:
+                                      description: |-
+                                        The path within the volume from which to select the file.
+                                        Must be relative and may not contain the '..
+                                      type: string
+                                    volumeName:
+                                      description: The name of the volume mount containing
+                                        the env file.
+                                      type: string
+                                  required:
+                                  - key
+                                  - path
+                                  - volumeName
+                                  type: object
+                                  x-kubernetes-map-type: atomic
                                 resourceFieldRef:
                                   description: |-
                                     Selects a resource of the container: only resources limits and requests
@@ -14676,7 +15838,7 @@ spec:
                               x-kubernetes-map-type: atomic
                             prefix:
                               description: Optional text to prepend to the name of
-                                each environment variable. Must be a C_IDENTIFIER.
+                                each environment variable.
                               type: string
                             secretRef:
                               description: The Secret to select from
@@ -15570,9 +16732,8 @@ spec:
                             host that shares a pod's lifetime.
                           properties:
                             endpoints:
-                              description: |-
-                                endpoints is the endpoint name that details Glusterfs topology.
-                                More info: https://examples.k8s.
+                              description: endpoints is the endpoint name that details
+                                Glusterfs topology.
                               type: string
                             path:
                               description: |-
@@ -15985,6 +17146,52 @@ spec:
                                         type: array
                                         x-kubernetes-list-type: atomic
                                     type: object
+                                  podCertificate:
+                                    description: |-
+                                      Projects an auto-rotating credential bundle (private key and certificate
+                                      chain) that the pod can use either as a TLS...
+                                    properties:
+                                      certificateChainPath:
+                                        description: |-
+                                          Write the certificate chain at this path in the projected volume.
+
+                                          Most applications should use credentialBundlePath.
+                                        type: string
+                                      credentialBundlePath:
+                                        description: Write the credential bundle at
+                                          this path in the projected volume.
+                                        type: string
+                                      keyPath:
+                                        description: |-
+                                          Write the key at this path in the projected volume.
+
+                                          Most applications should use credentialBundlePath.
+                                        type: string
+                                      keyType:
+                                        description: The type of keypair Kubelet will
+                                          generate for the pod.
+                                        type: string
+                                      maxExpirationSeconds:
+                                        description: |-
+                                          maxExpirationSeconds is the maximum lifetime permitted for the
+                                          certificate.
+                                        format: int32
+                                        type: integer
+                                      signerName:
+                                        description: Kubelet's generated CSRs will
+                                          be addressed to this signer.
+                                        type: string
+                                      userAnnotations:
+                                        additionalProperties:
+                                          type: string
+                                        description: |-
+                                          userAnnotations allow pod authors to pass additional information to
+                                          the signer implementation.
+                                        type: object
+                                    required:
+                                    - keyType
+                                    - signerName
+                                    type: object
                                   secret:
                                     description: secret information about the secret
                                       data to project
@@ -16367,6 +17574,10 @@ spec:
                               type: string
                             type: array
                         type: object
+                      noAuth:
+                        description: NoAuth explicitly disables authentication and
+                          authorization.
+                        type: boolean
                       oidc:
                         description: |-
                           OidcAuthz defines the authorization settings for deployments using an Open ID Connect identity provider.
@@ -16391,8 +17602,9 @@ spec:
                         type: object
                     type: object
                     x-kubernetes-validations:
-                    - message: One selection required between kubernetes or oidc.
-                      rule: '[has(self.kubernetes), has(self.oidc)].exists_one(c,
+                    - message: One selection required between kubernetes, oidc, or
+                        noAuth.
+                      rule: '[has(self.kubernetes), has(self.oidc), has(self.noAuth)].exists_one(c,
                         c)'
                   cronJob:
                     description: FeastCronJob defines a CronJob to execute against
@@ -16423,8 +17635,9 @@ spec:
                                 present in a Container.
                               properties:
                                 name:
-                                  description: Name of the environment variable. Must
-                                    be a C_IDENTIFIER.
+                                  description: |-
+                                    Name of the environment variable.
+                                    May consist of any printable ASCII characters except '='.
                                   type: string
                                 value:
                                   description: |-
@@ -16473,6 +17686,36 @@ spec:
                                       - fieldPath
                                       type: object
                                       x-kubernetes-map-type: atomic
+                                    fileKeyRef:
+                                      description: |-
+                                        FileKeyRef selects a key of the env file.
+                                        Requires the EnvFiles feature gate to be enabled.
+                                      properties:
+                                        key:
+                                          description: The key within the env file.
+                                            An invalid key will prevent the pod from
+                                            starting.
+                                          type: string
+                                        optional:
+                                          default: false
+                                          description: Specify whether the file or
+                                            its key must be defined.
+                                          type: boolean
+                                        path:
+                                          description: |-
+                                            The path within the volume from which to select the file.
+                                            Must be relative and may not contain the '..
+                                          type: string
+                                        volumeName:
+                                          description: The name of the volume mount
+                                            containing the env file.
+                                          type: string
+                                      required:
+                                      - key
+                                      - path
+                                      - volumeName
+                                      type: object
+                                      x-kubernetes-map-type: atomic
                                     resourceFieldRef:
                                       description: |-
                                         Selects a resource of the container: only resources limits and requests
@@ -16549,7 +17792,7 @@ spec:
                                   x-kubernetes-map-type: atomic
                                 prefix:
                                   description: Optional text to prepend to the name
-                                    of each environment variable. Must be a C_IDENTIFIER.
+                                    of each environment variable.
                                   type: string
                                 secretRef:
                                   description: The Secret to select from
@@ -16736,7 +17979,6 @@ spec:
                                               condition type.
                                             type: string
                                         required:
-                                        - status
                                         - type
                                         type: object
                                       type: array
@@ -16821,8 +18063,9 @@ spec:
                                 present in a Container.
                               properties:
                                 name:
-                                  description: Name of the environment variable. Must
-                                    be a C_IDENTIFIER.
+                                  description: |-
+                                    Name of the environment variable.
+                                    May consist of any printable ASCII characters except '='.
                                   type: string
                                 value:
                                   description: |-
@@ -16871,6 +18114,36 @@ spec:
                                       - fieldPath
                                       type: object
                                       x-kubernetes-map-type: atomic
+                                    fileKeyRef:
+                                      description: |-
+                                        FileKeyRef selects a key of the env file.
+                                        Requires the EnvFiles feature gate to be enabled.
+                                      properties:
+                                        key:
+                                          description: The key within the env file.
+                                            An invalid key will prevent the pod from
+                                            starting.
+                                          type: string
+                                        optional:
+                                          default: false
+                                          description: Specify whether the file or
+                                            its key must be defined.
+                                          type: boolean
+                                        path:
+                                          description: |-
+                                            The path within the volume from which to select the file.
+                                            Must be relative and may not contain the '..
+                                          type: string
+                                        volumeName:
+                                          description: The name of the volume mount
+                                            containing the env file.
+                                          type: string
+                                      required:
+                                      - key
+                                      - path
+                                      - volumeName
+                                      type: object
+                                      x-kubernetes-map-type: atomic
                                     resourceFieldRef:
                                       description: |-
                                         Selects a resource of the container: only resources limits and requests
@@ -16947,7 +18220,7 @@ spec:
                                   x-kubernetes-map-type: atomic
                                 prefix:
                                   description: Optional text to prepend to the name
-                                    of each environment variable. Must be a C_IDENTIFIER.
+                                    of each environment variable.
                                   type: string
                                 secretRef:
                                   description: The Secret to select from
@@ -17004,12 +18277,38 @@ spec:
                             - hazelcast
                             - couchbase
                             - clickhouse
+                            - milvus
+                            - ray
+                            - ray_rag
+                            - pytorch_nlp
+                            type: string
+                        type: object
+                      packaged:
+                        description: FeastPackagedOptions describes a feature repository
+                          packaged in a feature server image.
+                        properties:
+                          featureRepoPath:
+                            description: FeatureRepoPath is the canonical absolute
+                              path to the feature repository in the image.
+                            type: string
+                          image:
+                            description: Image containing the packaged feature repository.
                             type: string
+                        required:
+                        - featureRepoPath
                         type: object
+                        x-kubernetes-validations:
+                        - message: FeatureRepoPath must be a canonical absolute, non-root
+                            path without dot segments or repeated separators.
+                          rule: self.featureRepoPath.startsWith('/') && self.featureRepoPath
+                            != '/' && !self.featureRepoPath.contains('//') && !self.featureRepoPath.endsWith('/')
+                            && !self.featureRepoPath.contains('/./') && !self.featureRepoPath.endsWith('/.')
+                            && !self.featureRepoPath.contains('/../') && !self.featureRepoPath.endsWith('/..')
                     type: object
                     x-kubernetes-validations:
-                    - message: One selection required between init or git.
-                      rule: '[has(self.git), has(self.init)].exists_one(c, c)'
+                    - message: One selection required between init, git, or packaged.
+                      rule: '[has(self.git), has(self.init), has(self.packaged)].exists_one(c,
+                        c)'
                   services:
                     description: FeatureStoreServices defines the desired feast services.
                       An ephemeral onlineStore feature server is deployed by default.
@@ -17180,6 +18479,7 @@ spec:
                                     - couchbase.offline
                                     - clickhouse
                                     - ray
+                                    - hybrid
                                     type: string
                                 required:
                                 - secretRef
@@ -17199,8 +18499,9 @@ spec:
                                     present in a Container.
                                   properties:
                                     name:
-                                      description: Name of the environment variable.
-                                        Must be a C_IDENTIFIER.
+                                      description: |-
+                                        Name of the environment variable.
+                                        May consist of any printable ASCII characters except '='.
                                       type: string
                                     value:
                                       description: |-
@@ -17250,6 +18551,36 @@ spec:
                                           - fieldPath
                                           type: object
                                           x-kubernetes-map-type: atomic
+                                        fileKeyRef:
+                                          description: |-
+                                            FileKeyRef selects a key of the env file.
+                                            Requires the EnvFiles feature gate to be enabled.
+                                          properties:
+                                            key:
+                                              description: The key within the env
+                                                file. An invalid key will prevent
+                                                the pod from starting.
+                                              type: string
+                                            optional:
+                                              default: false
+                                              description: Specify whether the file
+                                                or its key must be defined.
+                                              type: boolean
+                                            path:
+                                              description: |-
+                                                The path within the volume from which to select the file.
+                                                Must be relative and may not contain the '..
+                                              type: string
+                                            volumeName:
+                                              description: The name of the volume
+                                                mount containing the env file.
+                                              type: string
+                                          required:
+                                          - key
+                                          - path
+                                          - volumeName
+                                          type: object
+                                          x-kubernetes-map-type: atomic
                                         resourceFieldRef:
                                           description: |-
                                             Selects a resource of the container: only resources limits and requests
@@ -17328,8 +18659,7 @@ spec:
                                       x-kubernetes-map-type: atomic
                                     prefix:
                                       description: Optional text to prepend to the
-                                        name of each environment variable. Must be
-                                        a C_IDENTIFIER.
+                                        name of each environment variable.
                                       type: string
                                     secretRef:
                                       description: The Secret to select from
@@ -17702,6 +19032,8 @@ spec:
                                     - milvus
                                     - hybrid
                                     - mongodb
+                                    - aerospike
+                                    - scylladb
                                     type: string
                                 required:
                                 - secretRef
@@ -17721,8 +19053,9 @@ spec:
                                     present in a Container.
                                   properties:
                                     name:
-                                      description: Name of the environment variable.
-                                        Must be a C_IDENTIFIER.
+                                      description: |-
+                                        Name of the environment variable.
+                                        May consist of any printable ASCII characters except '='.
                                       type: string
                                     value:
                                       description: |-
@@ -17772,6 +19105,36 @@ spec:
                                           - fieldPath
                                           type: object
                                           x-kubernetes-map-type: atomic
+                                        fileKeyRef:
+                                          description: |-
+                                            FileKeyRef selects a key of the env file.
+                                            Requires the EnvFiles feature gate to be enabled.
+                                          properties:
+                                            key:
+                                              description: The key within the env
+                                                file. An invalid key will prevent
+                                                the pod from starting.
+                                              type: string
+                                            optional:
+                                              default: false
+                                              description: Specify whether the file
+                                                or its key must be defined.
+                                              type: boolean
+                                            path:
+                                              description: |-
+                                                The path within the volume from which to select the file.
+                                                Must be relative and may not contain the '..
+                                              type: string
+                                            volumeName:
+                                              description: The name of the volume
+                                                mount containing the env file.
+                                              type: string
+                                          required:
+                                          - key
+                                          - path
+                                          - volumeName
+                                          type: object
+                                          x-kubernetes-map-type: atomic
                                         resourceFieldRef:
                                           description: |-
                                             Selects a resource of the container: only resources limits and requests
@@ -17850,8 +19213,7 @@ spec:
                                       x-kubernetes-map-type: atomic
                                     prefix:
                                       description: Optional text to prepend to the
-                                        name of each environment variable. Must be
-                                        a C_IDENTIFIER.
+                                        name of each environment variable.
                                       type: string
                                     secretRef:
                                       description: The Secret to select from
@@ -18265,8 +19627,9 @@ spec:
                                         variable present in a Container.
                                       properties:
                                         name:
-                                          description: Name of the environment variable.
-                                            Must be a C_IDENTIFIER.
+                                          description: |-
+                                            Name of the environment variable.
+                                            May consist of any printable ASCII characters except '='.
                                           type: string
                                         value:
                                           description: |-
@@ -18317,6 +19680,36 @@ spec:
                                               - fieldPath
                                               type: object
                                               x-kubernetes-map-type: atomic
+                                            fileKeyRef:
+                                              description: |-
+                                                FileKeyRef selects a key of the env file.
+                                                Requires the EnvFiles feature gate to be enabled.
+                                              properties:
+                                                key:
+                                                  description: The key within the
+                                                    env file. An invalid key will
+                                                    prevent the pod from starting.
+                                                  type: string
+                                                optional:
+                                                  default: false
+                                                  description: Specify whether the
+                                                    file or its key must be defined.
+                                                  type: boolean
+                                                path:
+                                                  description: |-
+                                                    The path within the volume from which to select the file.
+                                                    Must be relative and may not contain the '..
+                                                  type: string
+                                                volumeName:
+                                                  description: The name of the volume
+                                                    mount containing the env file.
+                                                  type: string
+                                              required:
+                                              - key
+                                              - path
+                                              - volumeName
+                                              type: object
+                                              x-kubernetes-map-type: atomic
                                             resourceFieldRef:
                                               description: |-
                                                 Selects a resource of the container: only resources limits and requests
@@ -18397,7 +19790,6 @@ spec:
                                         prefix:
                                           description: Optional text to prepend to
                                             the name of each environment variable.
-                                            Must be a C_IDENTIFIER.
                                           type: string
                                         secretRef:
                                           description: The Secret to select from
@@ -18852,8 +20244,9 @@ spec:
                                 present in a Container.
                               properties:
                                 name:
-                                  description: Name of the environment variable. Must
-                                    be a C_IDENTIFIER.
+                                  description: |-
+                                    Name of the environment variable.
+                                    May consist of any printable ASCII characters except '='.
                                   type: string
                                 value:
                                   description: |-
@@ -18902,6 +20295,36 @@ spec:
                                       - fieldPath
                                       type: object
                                       x-kubernetes-map-type: atomic
+                                    fileKeyRef:
+                                      description: |-
+                                        FileKeyRef selects a key of the env file.
+                                        Requires the EnvFiles feature gate to be enabled.
+                                      properties:
+                                        key:
+                                          description: The key within the env file.
+                                            An invalid key will prevent the pod from
+                                            starting.
+                                          type: string
+                                        optional:
+                                          default: false
+                                          description: Specify whether the file or
+                                            its key must be defined.
+                                          type: boolean
+                                        path:
+                                          description: |-
+                                            The path within the volume from which to select the file.
+                                            Must be relative and may not contain the '..
+                                          type: string
+                                        volumeName:
+                                          description: The name of the volume mount
+                                            containing the env file.
+                                          type: string
+                                      required:
+                                      - key
+                                      - path
+                                      - volumeName
+                                      type: object
+                                      x-kubernetes-map-type: atomic
                                     resourceFieldRef:
                                       description: |-
                                         Selects a resource of the container: only resources limits and requests
@@ -18978,7 +20401,7 @@ spec:
                                   x-kubernetes-map-type: atomic
                                 prefix:
                                   description: Optional text to prepend to the name
-                                    of each environment variable. Must be a C_IDENTIFIER.
+                                    of each environment variable.
                                   type: string
                                 secretRef:
                                   description: The Secret to select from
@@ -19880,9 +21303,8 @@ spec:
                                 on the host that shares a pod's lifetime.
                               properties:
                                 endpoints:
-                                  description: |-
-                                    endpoints is the endpoint name that details Glusterfs topology.
-                                    More info: https://examples.k8s.
+                                  description: endpoints is the endpoint name that
+                                    details Glusterfs topology.
                                   type: string
                                 path:
                                   description: |-
@@ -20299,6 +21721,52 @@ spec:
                                             type: array
                                             x-kubernetes-list-type: atomic
                                         type: object
+                                      podCertificate:
+                                        description: |-
+                                          Projects an auto-rotating credential bundle (private key and certificate
+                                          chain) that the pod can use either as a TLS...
+                                        properties:
+                                          certificateChainPath:
+                                            description: |-
+                                              Write the certificate chain at this path in the projected volume.
+
+                                              Most applications should use credentialBundlePath.
+                                            type: string
+                                          credentialBundlePath:
+                                            description: Write the credential bundle
+                                              at this path in the projected volume.
+                                            type: string
+                                          keyPath:
+                                            description: |-
+                                              Write the key at this path in the projected volume.
+
+                                              Most applications should use credentialBundlePath.
+                                            type: string
+                                          keyType:
+                                            description: The type of keypair Kubelet
+                                              will generate for the pod.
+                                            type: string
+                                          maxExpirationSeconds:
+                                            description: |-
+                                              maxExpirationSeconds is the maximum lifetime permitted for the
+                                              certificate.
+                                            format: int32
+                                            type: integer
+                                          signerName:
+                                            description: Kubelet's generated CSRs
+                                              will be addressed to this signer.
+                                            type: string
+                                          userAnnotations:
+                                            additionalProperties:
+                                              type: string
+                                            description: |-
+                                              userAnnotations allow pod authors to pass additional information to
+                                              the signer implementation.
+                                            type: object
+                                        required:
+                                        - keyType
+                                        - signerName
+                                        type: object
                                       secret:
                                         description: secret information about the
                                           secret data to project
diff --git a/infra/feast-operator/config/default/related_image_fs_patch.yaml b/infra/feast-operator/config/default/related_image_fs_patch.yaml
index d7f0617fb5b..5ab07fd91e1 100644
--- a/infra/feast-operator/config/default/related_image_fs_patch.yaml
+++ b/infra/feast-operator/config/default/related_image_fs_patch.yaml
@@ -9,6 +9,6 @@ spec:
       - name: manager
         env:
         - name: RELATED_IMAGE_FEATURE_SERVER
-          value: quay.io/feastdev/feature-server:0.63.0
+          value: quay.io/feastdev/feature-server:0.65.0
         - name: RELATED_IMAGE_CRON_JOB
           value: quay.io/openshift/origin-cli:4.17
diff --git a/infra/feast-operator/config/manager/kustomization.yaml b/infra/feast-operator/config/manager/kustomization.yaml
index 8a25a8041b3..5f3ce6cadda 100644
--- a/infra/feast-operator/config/manager/kustomization.yaml
+++ b/infra/feast-operator/config/manager/kustomization.yaml
@@ -5,4 +5,4 @@ kind: Kustomization
 images:
 - name: controller
   newName: quay.io/feastdev/feast-operator
-  newTag: 0.63.0
+  newTag: 0.65.0
diff --git a/infra/feast-operator/config/overlays/odh/kustomization.yaml b/infra/feast-operator/config/overlays/odh/kustomization.yaml
index cc9d0e4dfd3..044614f01fe 100644
--- a/infra/feast-operator/config/overlays/odh/kustomization.yaml
+++ b/infra/feast-operator/config/overlays/odh/kustomization.yaml
@@ -11,14 +11,6 @@ resources:
 patches:
   # patch to remove default `system` namespace in ../../manager/manager.yaml
   - path: delete-namespace.yaml
-  # Remove app.kubernetes.io/name from the Deployment selector to avoid
-  # immutable spec.selector errors on upgrade. The label remains in the
-  # pod template so the metrics Service selector still targets only
-  # feast-operator pods.
-  - path: remove_selector_label_patch.yaml
-    target:
-      kind: Deployment
-      name: controller-manager
 
 configMapGenerator:
   - name:  feast-operator-parameters
diff --git a/infra/feast-operator/config/overlays/odh/params.env b/infra/feast-operator/config/overlays/odh/params.env
index 3a37a22adef..b0d55d6bd70 100644
--- a/infra/feast-operator/config/overlays/odh/params.env
+++ b/infra/feast-operator/config/overlays/odh/params.env
@@ -1,5 +1,5 @@
-RELATED_IMAGE_FEAST_OPERATOR=quay.io/feastdev/feast-operator:0.63.0
-RELATED_IMAGE_FEATURE_SERVER=quay.io/feastdev/feature-server:0.63.0
+RELATED_IMAGE_FEAST_OPERATOR=quay.io/feastdev/feast-operator:0.65.0
+RELATED_IMAGE_FEATURE_SERVER=quay.io/feastdev/feature-server:0.65.0
 RELATED_IMAGE_CRON_JOB=quay.io/openshift/origin-cli:4.17
 # Set at deploy time by the Open Data Hub operator from GatewayConfig (external OIDC).
 OIDC_ISSUER_URL=
diff --git a/infra/feast-operator/config/overlays/odh/remove_selector_label_patch.yaml b/infra/feast-operator/config/overlays/odh/remove_selector_label_patch.yaml
deleted file mode 100644
index e842c1f7a58..00000000000
--- a/infra/feast-operator/config/overlays/odh/remove_selector_label_patch.yaml
+++ /dev/null
@@ -1,2 +0,0 @@
-- op: remove
-  path: /spec/selector/matchLabels/app.kubernetes.io~1name
diff --git a/infra/feast-operator/config/overlays/rhoai/kustomization.yaml b/infra/feast-operator/config/overlays/rhoai/kustomization.yaml
index 5708b1f0c37..b9d075bdf39 100644
--- a/infra/feast-operator/config/overlays/rhoai/kustomization.yaml
+++ b/infra/feast-operator/config/overlays/rhoai/kustomization.yaml
@@ -11,14 +11,6 @@ resources:
 patches:
   # patch to remove default `system` namespace in ../../manager/manager.yaml
   - path: delete-namespace.yaml
-  # Remove app.kubernetes.io/name from the Deployment selector to avoid
-  # immutable spec.selector errors on upgrade. The label remains in the
-  # pod template so the metrics Service selector still targets only
-  # feast-operator pods.
-  - path: remove_selector_label_patch.yaml
-    target:
-      kind: Deployment
-      name: controller-manager
 
 configMapGenerator:
   - name:  feast-operator-parameters
diff --git a/infra/feast-operator/config/overlays/rhoai/params.env b/infra/feast-operator/config/overlays/rhoai/params.env
index c19204cedd2..dabacfd458c 100644
--- a/infra/feast-operator/config/overlays/rhoai/params.env
+++ b/infra/feast-operator/config/overlays/rhoai/params.env
@@ -1,5 +1,5 @@
-RELATED_IMAGE_FEAST_OPERATOR=quay.io/feastdev/feast-operator:0.63.0
-RELATED_IMAGE_FEATURE_SERVER=quay.io/feastdev/feature-server:0.63.0
+RELATED_IMAGE_FEAST_OPERATOR=quay.io/feastdev/feast-operator:0.65.0
+RELATED_IMAGE_FEATURE_SERVER=quay.io/feastdev/feature-server:0.65.0
 RELATED_IMAGE_CRON_JOB=registry.redhat.io/openshift4/ose-cli@sha256:bc35a9fc663baf0d6493cc57e89e77a240a36c43cf38fb78d8e61d3b87cf5cc5
 # Set at deploy time by the Open Data Hub operator from GatewayConfig (external OIDC).
 OIDC_ISSUER_URL=
\ No newline at end of file
diff --git a/infra/feast-operator/config/overlays/rhoai/remove_selector_label_patch.yaml b/infra/feast-operator/config/overlays/rhoai/remove_selector_label_patch.yaml
deleted file mode 100644
index e842c1f7a58..00000000000
--- a/infra/feast-operator/config/overlays/rhoai/remove_selector_label_patch.yaml
+++ /dev/null
@@ -1,2 +0,0 @@
-- op: remove
-  path: /spec/selector/matchLabels/app.kubernetes.io~1name
diff --git a/infra/feast-operator/config/rbac/role.yaml b/infra/feast-operator/config/rbac/role.yaml
index 0c1bd7be84b..cedcf372910 100644
--- a/infra/feast-operator/config/rbac/role.yaml
+++ b/infra/feast-operator/config/rbac/role.yaml
@@ -9,11 +9,11 @@ rules:
   resources:
   - configmaps
   - persistentvolumeclaims
-  - serviceaccounts
   - services
   verbs:
   - create
   - delete
+  - deletecollection
   - get
   - list
   - update
@@ -22,18 +22,45 @@ rules:
   - ""
   resources:
   - namespaces
-  - pods
   - secrets
   verbs:
   - get
   - list
   - watch
+- apiGroups:
+  - ""
+  resources:
+  - pods
+  verbs:
+  - create
+  - delete
+  - deletecollection
+  - get
+  - list
+  - watch
 - apiGroups:
   - ""
   resources:
   - pods/exec
   verbs:
   - create
+- apiGroups:
+  - ""
+  resources:
+  - pods/log
+  verbs:
+  - get
+- apiGroups:
+  - ""
+  resources:
+  - serviceaccounts
+  verbs:
+  - create
+  - delete
+  - get
+  - list
+  - update
+  - watch
 - apiGroups:
   - apps
   resources:
@@ -75,6 +102,14 @@ rules:
   - patch
   - update
   - watch
+- apiGroups:
+  - config.openshift.io
+  resources:
+  - apiservers
+  verbs:
+  - get
+  - list
+  - watch
 - apiGroups:
   - feast.dev
   resources:
@@ -101,6 +136,14 @@ rules:
   - get
   - patch
   - update
+- apiGroups:
+  - mlflow.opendatahub.io
+  resources:
+  - mlflows
+  verbs:
+  - get
+  - list
+  - watch
 - apiGroups:
   - monitoring.coreos.com
   resources:
@@ -128,10 +171,36 @@ rules:
   - rbac.authorization.k8s.io
   resources:
   - clusterrolebindings
+  verbs:
+  - create
+  - delete
+  - get
+  - list
+  - update
+- apiGroups:
+  - rbac.authorization.k8s.io
+  resources:
+  - clusterroles
+  verbs:
+  - create
+  - get
+  - list
+- apiGroups:
+  - rbac.authorization.k8s.io
+  resourceNames:
+  - feast-discover-namespaces
+  - feast-oidc-token-review
+  - feast-token-review-cluster-role
+  resources:
   - clusterroles
+  verbs:
+  - delete
+  - update
+- apiGroups:
+  - rbac.authorization.k8s.io
+  resources:
   - rolebindings
   - roles
-  - subjectaccessreviews
   verbs:
   - create
   - delete
@@ -150,3 +219,11 @@ rules:
   - list
   - update
   - watch
+- apiGroups:
+  - sparkoperator.k8s.io
+  resources:
+  - sparkapplications
+  verbs:
+  - create
+  - delete
+  - get
diff --git a/infra/feast-operator/config/samples/v1_featurestore_mcp.yaml b/infra/feast-operator/config/samples/v1_featurestore_mcp.yaml
index 4ad45cdffa3..67dd1c6947d 100644
--- a/infra/feast-operator/config/samples/v1_featurestore_mcp.yaml
+++ b/infra/feast-operator/config/samples/v1_featurestore_mcp.yaml
@@ -17,3 +17,10 @@ spec:
           serverVersion: "1.0.0"
           # transport can be "sse" (default) or "http"
           transport: sse
+    registry:
+      local:
+        server:
+          # MCP on the registry requires REST API to be enabled.
+          restAPI: true
+          mcp:
+            enabled: true
diff --git a/infra/feast-operator/config/samples/v1_featurestore_oidc_auth.yaml b/infra/feast-operator/config/samples/v1_featurestore_oidc_auth.yaml
index 7ef676d0297..97f325bb0bd 100644
--- a/infra/feast-operator/config/samples/v1_featurestore_oidc_auth.yaml
+++ b/infra/feast-operator/config/samples/v1_featurestore_oidc_auth.yaml
@@ -19,3 +19,7 @@ stringData:
   client_secret: client_secret
   username: username
   password: password
+  # Optional: enable audience/issuer claim verification on the servers.
+  # Values must match the claims in the tokens your IdP issues.
+  # audience: api://feast-feature-server
+  # issuer: https://idp.example.com/realms/feast
diff --git a/infra/feast-operator/config/samples/v1_featurestore_openlineage_consumer.yaml b/infra/feast-operator/config/samples/v1_featurestore_openlineage_consumer.yaml
new file mode 100644
index 00000000000..9e242896135
--- /dev/null
+++ b/infra/feast-operator/config/samples/v1_featurestore_openlineage_consumer.yaml
@@ -0,0 +1,63 @@
+apiVersion: v1
+kind: Secret
+metadata:
+  name: openlineage-producer-secret
+  namespace: feast
+stringData:
+  api_key: "your-marquez-api-key"  #pragma: allowlist secret
+---
+apiVersion: v1
+kind: Secret
+metadata:
+  name: openlineage-consumer-secret
+  namespace: feast
+stringData:
+  api_key: "consumer-api-key-for-producers"  #pragma: allowlist secret
+---
+apiVersion: feast.dev/v1
+kind: FeatureStore
+metadata:
+  name: sample-openlineage-consumer
+  namespace: feast
+spec:
+  feastProject: my_project
+  services:
+    registry:
+      local:
+        persistence:
+          store:
+            type: sql
+            secretRef:
+              name: registry-db-secret
+  openlineage:
+    enabled: true
+    transportType: http
+    transportUrl: "http://localhost:8080/api"
+    transportEndpoint: "v1/lineage"
+    apiKeySecretRef:
+      name: openlineage-producer-secret
+    extraConfig:
+      namespace: "my_project"
+      producer: "feast-operator"
+      emit_on_apply: "true"
+      emit_on_materialize: "true"
+    # consumer enables Feast as an OpenLineage event receiver.
+    # External producers (Airflow, Spark, dbt) can POST events to
+    # the Feast REST server at POST /api/v1/lineage.
+    # The Feast UI then displays lineage from all producers in
+    # Registry, OpenLineage, and Merged views.
+    consumer:
+      enabled: true
+      storeType: sql
+      # Optional: use a separate database for lineage storage.
+      # If omitted, the SQL registry database is reused.
+      # connectionStringSecretRef:
+      #   name: lineage-db-secret
+      apiKeySecretRef:
+        name: openlineage-consumer-secret
+      # namespaceMapping maps OL namespaces to Feast projects
+      # for RBAC-scoped visibility in the UI.
+      namespaceMapping:
+        airflow_production: my_project
+        spark_etl: my_project
+        dbt_analytics: my_project
diff --git a/infra/feast-operator/config/samples/v1_featurestore_packaged.yaml b/infra/feast-operator/config/samples/v1_featurestore_packaged.yaml
new file mode 100644
index 00000000000..4b334b9d3d8
--- /dev/null
+++ b/infra/feast-operator/config/samples/v1_featurestore_packaged.yaml
@@ -0,0 +1,10 @@
+apiVersion: feast.dev/v1
+kind: FeatureStore
+metadata:
+  name: sample-packaged
+spec:
+  feastProject: sample_packaged
+  feastProjectDir:
+    packaged:
+      image: registry.example.com/feature-server@sha256:0123456789abcdef
+      featureRepoPath: /opt/feast/feature_repo
diff --git a/infra/feast-operator/config/samples/v1_featurestore_serving.yaml b/infra/feast-operator/config/samples/v1_featurestore_serving.yaml
index f60640624c9..412499412e6 100644
--- a/infra/feast-operator/config/samples/v1_featurestore_serving.yaml
+++ b/infra/feast-operator/config/samples/v1_featurestore_serving.yaml
@@ -26,8 +26,8 @@ spec:
             push: true            # push/write request counters
             materialization: true # materialization counters and duration histograms
             freshness: false      # feature freshness gauges (can be expensive at scale)
-            # Example: when a future SDK adds "registry_sync", enable it here
-            # registry_sync: false
+            offline_features: true # offline store retrieval counters, latency, row count
+            audit_logging: false   # structured JSON audit logs via the feast.audit logger
         offlinePushBatching:
           enabled: true
           batchSize: 1000          # max rows per offline write batch
diff --git a/infra/feast-operator/dist/install.yaml b/infra/feast-operator/dist/install.yaml
index 6feb187cce3..a53fb5ca9bc 100644
--- a/infra/feast-operator/dist/install.yaml
+++ b/infra/feast-operator/dist/install.yaml
@@ -65,6 +65,9 @@ spec:
                           type: string
                         type: array
                     type: object
+                  noAuth:
+                    description: NoAuth explicitly disables authentication and authorization.
+                    type: boolean
                   oidc:
                     description: |-
                       OidcAuthz defines the authorization settings for deployments using an Open ID Connect identity provider.
@@ -89,6 +92,18 @@ spec:
                           to derive the discovery endpoint.
                         pattern: ^https://\S+$
                         type: string
+                      jwksCacheLifespanSeconds:
+                        description: Seconds the servers reuse the provider's fetched
+                          JWK set before refetching. Defaults to 300.
+                        format: int32
+                        minimum: 1
+                        type: integer
+                      jwksRequestTimeoutSeconds:
+                        description: Seconds before a JWKS fetch times out. Defaults
+                          to 10.
+                        format: int32
+                        minimum: 1
+                        type: integer
                       secretKeyName:
                         description: Key in the Secret containing all OIDC properties
                           as a YAML value. If unset, each key is a property.
@@ -117,8 +132,9 @@ spec:
                     type: object
                 type: object
                 x-kubernetes-validations:
-                - message: One selection required between kubernetes or oidc.
-                  rule: '[has(self.kubernetes), has(self.oidc)].exists_one(c, c)'
+                - message: One selection required between kubernetes, oidc, or noAuth.
+                  rule: '[has(self.kubernetes), has(self.oidc), has(self.noAuth)].exists_one(c,
+                    c)'
               batchEngine:
                 description: BatchEngineConfig defines the batch compute engine configuration.
                 properties:
@@ -169,8 +185,9 @@ spec:
                             in a Container.
                           properties:
                             name:
-                              description: Name of the environment variable. Must
-                                be a C_IDENTIFIER.
+                              description: |-
+                                Name of the environment variable.
+                                May consist of any printable ASCII characters except '='.
                               type: string
                             value:
                               description: |-
@@ -219,6 +236,35 @@ spec:
                                   - fieldPath
                                   type: object
                                   x-kubernetes-map-type: atomic
+                                fileKeyRef:
+                                  description: |-
+                                    FileKeyRef selects a key of the env file.
+                                    Requires the EnvFiles feature gate to be enabled.
+                                  properties:
+                                    key:
+                                      description: The key within the env file. An
+                                        invalid key will prevent the pod from starting.
+                                      type: string
+                                    optional:
+                                      default: false
+                                      description: Specify whether the file or its
+                                        key must be defined.
+                                      type: boolean
+                                    path:
+                                      description: |-
+                                        The path within the volume from which to select the file.
+                                        Must be relative and may not contain the '..
+                                      type: string
+                                    volumeName:
+                                      description: The name of the volume mount containing
+                                        the env file.
+                                      type: string
+                                  required:
+                                  - key
+                                  - path
+                                  - volumeName
+                                  type: object
+                                  x-kubernetes-map-type: atomic
                                 resourceFieldRef:
                                   description: |-
                                     Selects a resource of the container: only resources limits and requests
@@ -294,7 +340,7 @@ spec:
                               x-kubernetes-map-type: atomic
                             prefix:
                               description: Optional text to prepend to the name of
-                                each environment variable. Must be a C_IDENTIFIER.
+                                each environment variable.
                               type: string
                             secretRef:
                               description: The Secret to select from
@@ -479,7 +525,6 @@ spec:
                                           type.
                                         type: string
                                     required:
-                                    - status
                                     - type
                                     type: object
                                   type: array
@@ -537,6 +582,16 @@ spec:
                     description: The time zone name for the given schedule, see https://en.wikipedia.org/wiki/List_of_tz_database_time_zones.
                     type: string
                 type: object
+              dataQualityMonitoring:
+                description: DataQualityMonitoring configures Data Quality Monitoring
+                  behaviour.
+                properties:
+                  autoBaseline:
+                    default: true
+                    description: AutoBaseline controls whether baseline distribution
+                      is computed automatically on feast apply. Defaults to true.
+                    type: boolean
+                type: object
               feastProject:
                 description: FeastProject is the Feast project id.
                 pattern: ^[A-Za-z0-9][A-Za-z0-9_-]*$
@@ -562,8 +617,9 @@ spec:
                             in a Container.
                           properties:
                             name:
-                              description: Name of the environment variable. Must
-                                be a C_IDENTIFIER.
+                              description: |-
+                                Name of the environment variable.
+                                May consist of any printable ASCII characters except '='.
                               type: string
                             value:
                               description: |-
@@ -612,6 +668,35 @@ spec:
                                   - fieldPath
                                   type: object
                                   x-kubernetes-map-type: atomic
+                                fileKeyRef:
+                                  description: |-
+                                    FileKeyRef selects a key of the env file.
+                                    Requires the EnvFiles feature gate to be enabled.
+                                  properties:
+                                    key:
+                                      description: The key within the env file. An
+                                        invalid key will prevent the pod from starting.
+                                      type: string
+                                    optional:
+                                      default: false
+                                      description: Specify whether the file or its
+                                        key must be defined.
+                                      type: boolean
+                                    path:
+                                      description: |-
+                                        The path within the volume from which to select the file.
+                                        Must be relative and may not contain the '..
+                                      type: string
+                                    volumeName:
+                                      description: The name of the volume mount containing
+                                        the env file.
+                                      type: string
+                                  required:
+                                  - key
+                                  - path
+                                  - volumeName
+                                  type: object
+                                  x-kubernetes-map-type: atomic
                                 resourceFieldRef:
                                   description: |-
                                     Selects a resource of the container: only resources limits and requests
@@ -687,7 +772,7 @@ spec:
                               x-kubernetes-map-type: atomic
                             prefix:
                               description: Optional text to prepend to the name of
-                                each environment variable. Must be a C_IDENTIFIER.
+                                each environment variable.
                               type: string
                             secretRef:
                               description: The Secret to select from
@@ -743,12 +828,38 @@ spec:
                         - hazelcast
                         - couchbase
                         - clickhouse
+                        - milvus
+                        - ray
+                        - ray_rag
+                        - pytorch_nlp
+                        type: string
+                    type: object
+                  packaged:
+                    description: FeastPackagedOptions describes a feature repository
+                      packaged in a feature server image.
+                    properties:
+                      featureRepoPath:
+                        description: FeatureRepoPath is the canonical absolute path
+                          to the feature repository in the image.
                         type: string
+                      image:
+                        description: Image containing the packaged feature repository.
+                        type: string
+                    required:
+                    - featureRepoPath
                     type: object
+                    x-kubernetes-validations:
+                    - message: FeatureRepoPath must be a canonical absolute, non-root
+                        path without dot segments or repeated separators.
+                      rule: self.featureRepoPath.startsWith('/') && self.featureRepoPath
+                        != '/' && !self.featureRepoPath.contains('//') && !self.featureRepoPath.endsWith('/')
+                        && !self.featureRepoPath.contains('/./') && !self.featureRepoPath.endsWith('/.')
+                        && !self.featureRepoPath.contains('/../') && !self.featureRepoPath.endsWith('/..')
                 type: object
                 x-kubernetes-validations:
-                - message: One selection required between init or git.
-                  rule: '[has(self.git), has(self.init)].exists_one(c, c)'
+                - message: One selection required between init, git, or packaged.
+                  rule: '[has(self.git), has(self.init), has(self.packaged)].exists_one(c,
+                    c)'
               materialization:
                 description: |-
                   Materialization controls feature materialization behavior (batch size, pull strategy).
@@ -769,6 +880,77 @@ spec:
                     minimum: 1
                     type: integer
                 type: object
+              mlflow:
+                description: |-
+                  Mlflow enables MLflow experiment tracking integration for Feast.
+                  Written into feature_store.
+                properties:
+                  autoLog:
+                    description: |-
+                      Automatically log feature metadata on every retrieval inside an active MLflow run.
+                      Defaults to true when enabled.
+                    type: boolean
+                  autoLogEntityDf:
+                    description: |-
+                      Save entity DataFrame as MLflow artifact on historical retrieval.
+                      Defaults to false.
+                    type: boolean
+                  enabled:
+                    description: Enable MLflow integration.
+                    type: boolean
+                  entityDfMaxRows:
+                    description: |-
+                      Maximum number of entity DataFrame rows to save as an MLflow artifact.
+                      DataFrames exceeding this limit are skipped.
+                    format: int32
+                    minimum: 1
+                    type: integer
+                  extraConfig:
+                    additionalProperties:
+                      type: string
+                    description: |-
+                      ExtraConfig holds additional MLflow key-value settings written inline into
+                      the mlflow block of feature_store.yaml.
+                    type: object
+                  logOperations:
+                    description: |-
+                      Log feast apply and materialize operations to a separate MLflow experiment.
+                      Defaults to false.
+                    type: boolean
+                  opsExperimentSuffix:
+                    description: |-
+                      Suffix appended to the project name for the operations experiment.
+                      Defaults to "-feast-ops".
+                    type: string
+                  trackingAuth:
+                    description: |-
+                      Authentication method used by Feast pods when calling the MLflow tracking
+                      server.
+                    type: string
+                  trackingUri:
+                    description: |-
+                      MLflow tracking server URI. When omitted, the operator auto-discovers
+                      from the cluster MLflow CR (status.address.url).
+                    type: string
+                  uiUrl:
+                    description: Browser-reachable MLflow UI URL used for hyperlinks
+                      in Feast UI lineage.
+                    type: string
+                required:
+                - enabled
+                type: object
+                x-kubernetes-validations:
+                - message: extraConfig must not contain keys that duplicate typed
+                    fields (enabled, tracking_uri, ui_url, tracking_auth, auto_log,
+                    auto_log_entity_df, entity_df_max_rows, log_operations, ops_experiment_suffix);
+                    use the corresponding spec fields instead.
+                  rule: '!has(self.extraConfig) || !(''enabled'' in self.extraConfig)
+                    && !(''tracking_uri'' in self.extraConfig) && !(''ui_url'' in
+                    self.extraConfig) && !(''tracking_auth'' in self.extraConfig)
+                    && !(''auto_log'' in self.extraConfig) && !(''auto_log_entity_df''
+                    in self.extraConfig) && !(''entity_df_max_rows'' in self.extraConfig)
+                    && !(''log_operations'' in self.extraConfig) && !(''ops_experiment_suffix''
+                    in self.extraConfig)'
               openlineage:
                 description: |-
                   OpenLineage enables OpenLineage data lineage tracking for Feast operations.
@@ -787,6 +969,59 @@ spec:
                         type: string
                     type: object
                     x-kubernetes-map-type: atomic
+                  consumer:
+                    description: |-
+                      Consumer configures the OpenLineage consumer (event receiver) that enables
+                      Feast to receive and display lineage from...
+                    properties:
+                      apiKeySecretRef:
+                        description: |-
+                          Reference to a Secret containing the key "api_key" that producers must
+                          provide in the X-API-Key header when sending...
+                        properties:
+                          name:
+                            default: ""
+                            description: |-
+                              Name of the referent.
+                              This field is effectively required, but due to backwards compatibility is
+                              allowed to be empty.
+                            type: string
+                        type: object
+                        x-kubernetes-map-type: atomic
+                      connectionStringSecretRef:
+                        description: |-
+                          Reference to a Secret containing the key "connection_string" for a separate
+                          lineage database.
+                        properties:
+                          name:
+                            default: ""
+                            description: |-
+                              Name of the referent.
+                              This field is effectively required, but due to backwards compatibility is
+                              allowed to be empty.
+                            type: string
+                        type: object
+                        x-kubernetes-map-type: atomic
+                      enabled:
+                        description: Enable the OpenLineage consumer.
+                        type: boolean
+                      namespaceMapping:
+                        additionalProperties:
+                          type: string
+                        description: |-
+                          NamespaceMapping maps OpenLineage namespaces to Feast projects for
+                          RBAC-based filtering of lineage data in the UI.
+                        type: object
+                      storeType:
+                        default: sql
+                        description: StoreType is the storage backend for lineage
+                          events. Currently only "sql" is supported.
+                        enum:
+                        - sql
+                        type: string
+                    required:
+                    - enabled
+                    type: object
                   enabled:
                     description: Enable OpenLineage integration.
                     type: boolean
@@ -1605,6 +1840,10 @@ spec:
                   disableInitContainers:
                     description: Disable the 'feast repo initialization' initContainer
                     type: boolean
+                  initImage:
+                    description: InitImage overrides the image for init containers
+                      (feast-init, feast-apply).
+                    type: string
                   offlineStore:
                     description: OfflineStore configures the offline store service
                     properties:
@@ -1737,6 +1976,7 @@ spec:
                                 - clickhouse
                                 - ray
                                 - oracle
+                                - hybrid
                                 type: string
                             required:
                             - secretRef
@@ -1755,8 +1995,9 @@ spec:
                                 present in a Container.
                               properties:
                                 name:
-                                  description: Name of the environment variable. Must
-                                    be a C_IDENTIFIER.
+                                  description: |-
+                                    Name of the environment variable.
+                                    May consist of any printable ASCII characters except '='.
                                   type: string
                                 value:
                                   description: |-
@@ -1805,6 +2046,36 @@ spec:
                                       - fieldPath
                                       type: object
                                       x-kubernetes-map-type: atomic
+                                    fileKeyRef:
+                                      description: |-
+                                        FileKeyRef selects a key of the env file.
+                                        Requires the EnvFiles feature gate to be enabled.
+                                      properties:
+                                        key:
+                                          description: The key within the env file.
+                                            An invalid key will prevent the pod from
+                                            starting.
+                                          type: string
+                                        optional:
+                                          default: false
+                                          description: Specify whether the file or
+                                            its key must be defined.
+                                          type: boolean
+                                        path:
+                                          description: |-
+                                            The path within the volume from which to select the file.
+                                            Must be relative and may not contain the '..
+                                          type: string
+                                        volumeName:
+                                          description: The name of the volume mount
+                                            containing the env file.
+                                          type: string
+                                      required:
+                                      - key
+                                      - path
+                                      - volumeName
+                                      type: object
+                                      x-kubernetes-map-type: atomic
                                     resourceFieldRef:
                                       description: |-
                                         Selects a resource of the container: only resources limits and requests
@@ -1881,7 +2152,7 @@ spec:
                                   x-kubernetes-map-type: atomic
                                 prefix:
                                   description: Optional text to prepend to the name
-                                    of each environment variable. Must be a C_IDENTIFIER.
+                                    of each environment variable.
                                   type: string
                                 secretRef:
                                   description: The Secret to select from
@@ -2109,6 +2380,11 @@ spec:
                   onlineStore:
                     description: OnlineStore configures the online store service
                     properties:
+                      disabled:
+                        description: |-
+                          Disabled skips deploying the online store service entirely, including its
+                          serving pod and persistence.
+                        type: boolean
                       persistence:
                         description: OnlineStorePersistence configures the persistence
                           settings for the online store service
@@ -2250,6 +2526,8 @@ spec:
                                 - milvus
                                 - hybrid
                                 - mongodb
+                                - aerospike
+                                - scylladb
                                 type: string
                             required:
                             - secretRef
@@ -2268,8 +2546,9 @@ spec:
                                 present in a Container.
                               properties:
                                 name:
-                                  description: Name of the environment variable. Must
-                                    be a C_IDENTIFIER.
+                                  description: |-
+                                    Name of the environment variable.
+                                    May consist of any printable ASCII characters except '='.
                                   type: string
                                 value:
                                   description: |-
@@ -2318,6 +2597,36 @@ spec:
                                       - fieldPath
                                       type: object
                                       x-kubernetes-map-type: atomic
+                                    fileKeyRef:
+                                      description: |-
+                                        FileKeyRef selects a key of the env file.
+                                        Requires the EnvFiles feature gate to be enabled.
+                                      properties:
+                                        key:
+                                          description: The key within the env file.
+                                            An invalid key will prevent the pod from
+                                            starting.
+                                          type: string
+                                        optional:
+                                          default: false
+                                          description: Specify whether the file or
+                                            its key must be defined.
+                                          type: boolean
+                                        path:
+                                          description: |-
+                                            The path within the volume from which to select the file.
+                                            Must be relative and may not contain the '..
+                                          type: string
+                                        volumeName:
+                                          description: The name of the volume mount
+                                            containing the env file.
+                                          type: string
+                                      required:
+                                      - key
+                                      - path
+                                      - volumeName
+                                      type: object
+                                      x-kubernetes-map-type: atomic
                                     resourceFieldRef:
                                       description: |-
                                         Selects a resource of the container: only resources limits and requests
@@ -2394,7 +2703,7 @@ spec:
                                   x-kubernetes-map-type: atomic
                                 prefix:
                                   description: Optional text to prepend to the name
-                                    of each environment variable. Must be a C_IDENTIFIER.
+                                    of each environment variable.
                                   type: string
                                 secretRef:
                                   description: The Secret to select from
@@ -2898,8 +3207,9 @@ spec:
                                     present in a Container.
                                   properties:
                                     name:
-                                      description: Name of the environment variable.
-                                        Must be a C_IDENTIFIER.
+                                      description: |-
+                                        Name of the environment variable.
+                                        May consist of any printable ASCII characters except '='.
                                       type: string
                                     value:
                                       description: |-
@@ -2949,6 +3259,36 @@ spec:
                                           - fieldPath
                                           type: object
                                           x-kubernetes-map-type: atomic
+                                        fileKeyRef:
+                                          description: |-
+                                            FileKeyRef selects a key of the env file.
+                                            Requires the EnvFiles feature gate to be enabled.
+                                          properties:
+                                            key:
+                                              description: The key within the env
+                                                file. An invalid key will prevent
+                                                the pod from starting.
+                                              type: string
+                                            optional:
+                                              default: false
+                                              description: Specify whether the file
+                                                or its key must be defined.
+                                              type: boolean
+                                            path:
+                                              description: |-
+                                                The path within the volume from which to select the file.
+                                                Must be relative and may not contain the '..
+                                              type: string
+                                            volumeName:
+                                              description: The name of the volume
+                                                mount containing the env file.
+                                              type: string
+                                          required:
+                                          - key
+                                          - path
+                                          - volumeName
+                                          type: object
+                                          x-kubernetes-map-type: atomic
                                         resourceFieldRef:
                                           description: |-
                                             Selects a resource of the container: only resources limits and requests
@@ -3027,8 +3367,7 @@ spec:
                                       x-kubernetes-map-type: atomic
                                     prefix:
                                       description: Optional text to prepend to the
-                                        name of each environment variable. Must be
-                                        a C_IDENTIFIER.
+                                        name of each environment variable.
                                       type: string
                                     secretRef:
                                       description: The Secret to select from
@@ -3069,6 +3408,31 @@ spec:
                                 - error
                                 - critical
                                 type: string
+                              mcp:
+                                description: |-
+                                  Mcp enables MCP (Model Context Protocol) on the REST registry server.
+                                  Requires restAPI to be true.
+                                properties:
+                                  enabled:
+                                    description: Enable the MCP server.
+                                    type: boolean
+                                  serverName:
+                                    description: MCP server name for identification.
+                                      Defaults to "feast-mcp-server".
+                                    type: string
+                                  serverVersion:
+                                    description: MCP server version string. Defaults
+                                      to "1.0.0".
+                                    type: string
+                                  transport:
+                                    description: MCP transport protocol.
+                                    enum:
+                                    - sse
+                                    - http
+                                    type: string
+                                required:
+                                - enabled
+                                type: object
                               metrics:
                                 description: Metrics exposes Prometheus-compatible
                                   metrics for the Feast server when enabled.
@@ -3263,6 +3627,9 @@ spec:
                             x-kubernetes-validations:
                             - message: At least one of restAPI or grpc must be true
                               rule: self.restAPI == true || self.grpc == true || !has(self.grpc)
+                            - message: MCP requires restAPI to be true
+                              rule: '!has(self.mcp) || !self.mcp.enabled || (has(self.restAPI)
+                                && self.restAPI == true)'
                         type: object
                       remote:
                         description: RemoteRegistryConfig points to a remote feast
@@ -3319,6 +3686,37 @@ spec:
                     x-kubernetes-validations:
                     - message: One selection required.
                       rule: '[has(self.local), has(self.remote)].exists_one(c, c)'
+                  resourceClaims:
+                    description: |-
+                      ResourceClaims defines which ResourceClaims must be allocated
+                      and reserved before the Pod is allowed to start.
+                    items:
+                      description: |-
+                        PodResourceClaim references exactly one ResourceClaim, either directly
+                        or by naming a ResourceClaimTemplate which is...
+                      properties:
+                        name:
+                          description: |-
+                            Name uniquely identifies this resource claim inside the pod.
+                            This must be a DNS_LABEL.
+                          type: string
+                        resourceClaimName:
+                          description: |-
+                            ResourceClaimName is the name of a ResourceClaim object in the same
+                            namespace as this pod.
+                          type: string
+                        resourceClaimTemplateName:
+                          description: |-
+                            ResourceClaimTemplateName is the name of a ResourceClaimTemplate
+                            object in the same namespace as this pod.
+                          type: string
+                      required:
+                      - name
+                      type: object
+                    type: array
+                    x-kubernetes-list-map-keys:
+                    - name
+                    x-kubernetes-list-type: map
                   runFeastApplyOnInit:
                     description: Runs feast apply on pod start to populate the registry.
                       Defaults to true. Ignored when DisableInitContainers is true.
@@ -4144,8 +4542,9 @@ spec:
                             in a Container.
                           properties:
                             name:
-                              description: Name of the environment variable. Must
-                                be a C_IDENTIFIER.
+                              description: |-
+                                Name of the environment variable.
+                                May consist of any printable ASCII characters except '='.
                               type: string
                             value:
                               description: |-
@@ -4194,6 +4593,35 @@ spec:
                                   - fieldPath
                                   type: object
                                   x-kubernetes-map-type: atomic
+                                fileKeyRef:
+                                  description: |-
+                                    FileKeyRef selects a key of the env file.
+                                    Requires the EnvFiles feature gate to be enabled.
+                                  properties:
+                                    key:
+                                      description: The key within the env file. An
+                                        invalid key will prevent the pod from starting.
+                                      type: string
+                                    optional:
+                                      default: false
+                                      description: Specify whether the file or its
+                                        key must be defined.
+                                      type: boolean
+                                    path:
+                                      description: |-
+                                        The path within the volume from which to select the file.
+                                        Must be relative and may not contain the '..
+                                      type: string
+                                    volumeName:
+                                      description: The name of the volume mount containing
+                                        the env file.
+                                      type: string
+                                  required:
+                                  - key
+                                  - path
+                                  - volumeName
+                                  type: object
+                                  x-kubernetes-map-type: atomic
                                 resourceFieldRef:
                                   description: |-
                                     Selects a resource of the container: only resources limits and requests
@@ -4269,7 +4697,7 @@ spec:
                               x-kubernetes-map-type: atomic
                             prefix:
                               description: Optional text to prepend to the name of
-                                each environment variable. Must be a C_IDENTIFIER.
+                                each environment variable.
                               type: string
                             secretRef:
                               description: The Secret to select from
@@ -5163,9 +5591,8 @@ spec:
                             host that shares a pod's lifetime.
                           properties:
                             endpoints:
-                              description: |-
-                                endpoints is the endpoint name that details Glusterfs topology.
-                                More info: https://examples.k8s.
+                              description: endpoints is the endpoint name that details
+                                Glusterfs topology.
                               type: string
                             path:
                               description: |-
@@ -5578,6 +6005,52 @@ spec:
                                         type: array
                                         x-kubernetes-list-type: atomic
                                     type: object
+                                  podCertificate:
+                                    description: |-
+                                      Projects an auto-rotating credential bundle (private key and certificate
+                                      chain) that the pod can use either as a TLS...
+                                    properties:
+                                      certificateChainPath:
+                                        description: |-
+                                          Write the certificate chain at this path in the projected volume.
+
+                                          Most applications should use credentialBundlePath.
+                                        type: string
+                                      credentialBundlePath:
+                                        description: Write the credential bundle at
+                                          this path in the projected volume.
+                                        type: string
+                                      keyPath:
+                                        description: |-
+                                          Write the key at this path in the projected volume.
+
+                                          Most applications should use credentialBundlePath.
+                                        type: string
+                                      keyType:
+                                        description: The type of keypair Kubelet will
+                                          generate for the pod.
+                                        type: string
+                                      maxExpirationSeconds:
+                                        description: |-
+                                          maxExpirationSeconds is the maximum lifetime permitted for the
+                                          certificate.
+                                        format: int32
+                                        type: integer
+                                      signerName:
+                                        description: Kubelet's generated CSRs will
+                                          be addressed to this signer.
+                                        type: string
+                                      userAnnotations:
+                                        additionalProperties:
+                                          type: string
+                                        description: |-
+                                          userAnnotations allow pod authors to pass additional information to
+                                          the signer implementation.
+                                        type: object
+                                    required:
+                                    - keyType
+                                    - signerName
+                                    type: object
                                   secret:
                                     description: secret information about the secret
                                       data to project
@@ -5989,6 +6462,10 @@ spec:
                               type: string
                             type: array
                         type: object
+                      noAuth:
+                        description: NoAuth explicitly disables authentication and
+                          authorization.
+                        type: boolean
                       oidc:
                         description: |-
                           OidcAuthz defines the authorization settings for deployments using an Open ID Connect identity provider.
@@ -6013,6 +6490,18 @@ spec:
                               to derive the discovery endpoint.
                             pattern: ^https://\S+$
                             type: string
+                          jwksCacheLifespanSeconds:
+                            description: Seconds the servers reuse the provider's
+                              fetched JWK set before refetching. Defaults to 300.
+                            format: int32
+                            minimum: 1
+                            type: integer
+                          jwksRequestTimeoutSeconds:
+                            description: Seconds before a JWKS fetch times out. Defaults
+                              to 10.
+                            format: int32
+                            minimum: 1
+                            type: integer
                           secretKeyName:
                             description: Key in the Secret containing all OIDC properties
                               as a YAML value. If unset, each key is a property.
@@ -6041,8 +6530,9 @@ spec:
                         type: object
                     type: object
                     x-kubernetes-validations:
-                    - message: One selection required between kubernetes or oidc.
-                      rule: '[has(self.kubernetes), has(self.oidc)].exists_one(c,
+                    - message: One selection required between kubernetes, oidc, or
+                        noAuth.
+                      rule: '[has(self.kubernetes), has(self.oidc), has(self.noAuth)].exists_one(c,
                         c)'
                   batchEngine:
                     description: BatchEngineConfig defines the batch compute engine
@@ -6095,8 +6585,9 @@ spec:
                                 present in a Container.
                               properties:
                                 name:
-                                  description: Name of the environment variable. Must
-                                    be a C_IDENTIFIER.
+                                  description: |-
+                                    Name of the environment variable.
+                                    May consist of any printable ASCII characters except '='.
                                   type: string
                                 value:
                                   description: |-
@@ -6145,6 +6636,36 @@ spec:
                                       - fieldPath
                                       type: object
                                       x-kubernetes-map-type: atomic
+                                    fileKeyRef:
+                                      description: |-
+                                        FileKeyRef selects a key of the env file.
+                                        Requires the EnvFiles feature gate to be enabled.
+                                      properties:
+                                        key:
+                                          description: The key within the env file.
+                                            An invalid key will prevent the pod from
+                                            starting.
+                                          type: string
+                                        optional:
+                                          default: false
+                                          description: Specify whether the file or
+                                            its key must be defined.
+                                          type: boolean
+                                        path:
+                                          description: |-
+                                            The path within the volume from which to select the file.
+                                            Must be relative and may not contain the '..
+                                          type: string
+                                        volumeName:
+                                          description: The name of the volume mount
+                                            containing the env file.
+                                          type: string
+                                      required:
+                                      - key
+                                      - path
+                                      - volumeName
+                                      type: object
+                                      x-kubernetes-map-type: atomic
                                     resourceFieldRef:
                                       description: |-
                                         Selects a resource of the container: only resources limits and requests
@@ -6221,7 +6742,7 @@ spec:
                                   x-kubernetes-map-type: atomic
                                 prefix:
                                   description: Optional text to prepend to the name
-                                    of each environment variable. Must be a C_IDENTIFIER.
+                                    of each environment variable.
                                   type: string
                                 secretRef:
                                   description: The Secret to select from
@@ -6408,7 +6929,6 @@ spec:
                                               condition type.
                                             type: string
                                         required:
-                                        - status
                                         - type
                                         type: object
                                       type: array
@@ -6467,6 +6987,16 @@ spec:
                           https://en.wikipedia.org/wiki/List_of_tz_database_time_zones.
                         type: string
                     type: object
+                  dataQualityMonitoring:
+                    description: DataQualityMonitoring configures Data Quality Monitoring
+                      behaviour.
+                    properties:
+                      autoBaseline:
+                        default: true
+                        description: AutoBaseline controls whether baseline distribution
+                          is computed automatically on feast apply. Defaults to true.
+                        type: boolean
+                    type: object
                   feastProject:
                     description: FeastProject is the Feast project id.
                     pattern: ^[A-Za-z0-9][A-Za-z0-9_-]*$
@@ -6493,8 +7023,9 @@ spec:
                                 present in a Container.
                               properties:
                                 name:
-                                  description: Name of the environment variable. Must
-                                    be a C_IDENTIFIER.
+                                  description: |-
+                                    Name of the environment variable.
+                                    May consist of any printable ASCII characters except '='.
                                   type: string
                                 value:
                                   description: |-
@@ -6543,6 +7074,36 @@ spec:
                                       - fieldPath
                                       type: object
                                       x-kubernetes-map-type: atomic
+                                    fileKeyRef:
+                                      description: |-
+                                        FileKeyRef selects a key of the env file.
+                                        Requires the EnvFiles feature gate to be enabled.
+                                      properties:
+                                        key:
+                                          description: The key within the env file.
+                                            An invalid key will prevent the pod from
+                                            starting.
+                                          type: string
+                                        optional:
+                                          default: false
+                                          description: Specify whether the file or
+                                            its key must be defined.
+                                          type: boolean
+                                        path:
+                                          description: |-
+                                            The path within the volume from which to select the file.
+                                            Must be relative and may not contain the '..
+                                          type: string
+                                        volumeName:
+                                          description: The name of the volume mount
+                                            containing the env file.
+                                          type: string
+                                      required:
+                                      - key
+                                      - path
+                                      - volumeName
+                                      type: object
+                                      x-kubernetes-map-type: atomic
                                     resourceFieldRef:
                                       description: |-
                                         Selects a resource of the container: only resources limits and requests
@@ -6619,7 +7180,7 @@ spec:
                                   x-kubernetes-map-type: atomic
                                 prefix:
                                   description: Optional text to prepend to the name
-                                    of each environment variable. Must be a C_IDENTIFIER.
+                                    of each environment variable.
                                   type: string
                                 secretRef:
                                   description: The Secret to select from
@@ -6676,12 +7237,38 @@ spec:
                             - hazelcast
                             - couchbase
                             - clickhouse
+                            - milvus
+                            - ray
+                            - ray_rag
+                            - pytorch_nlp
+                            type: string
+                        type: object
+                      packaged:
+                        description: FeastPackagedOptions describes a feature repository
+                          packaged in a feature server image.
+                        properties:
+                          featureRepoPath:
+                            description: FeatureRepoPath is the canonical absolute
+                              path to the feature repository in the image.
+                            type: string
+                          image:
+                            description: Image containing the packaged feature repository.
                             type: string
+                        required:
+                        - featureRepoPath
                         type: object
+                        x-kubernetes-validations:
+                        - message: FeatureRepoPath must be a canonical absolute, non-root
+                            path without dot segments or repeated separators.
+                          rule: self.featureRepoPath.startsWith('/') && self.featureRepoPath
+                            != '/' && !self.featureRepoPath.contains('//') && !self.featureRepoPath.endsWith('/')
+                            && !self.featureRepoPath.contains('/./') && !self.featureRepoPath.endsWith('/.')
+                            && !self.featureRepoPath.contains('/../') && !self.featureRepoPath.endsWith('/..')
                     type: object
                     x-kubernetes-validations:
-                    - message: One selection required between init or git.
-                      rule: '[has(self.git), has(self.init)].exists_one(c, c)'
+                    - message: One selection required between init, git, or packaged.
+                      rule: '[has(self.git), has(self.init), has(self.packaged)].exists_one(c,
+                        c)'
                   materialization:
                     description: |-
                       Materialization controls feature materialization behavior (batch size, pull strategy).
@@ -6702,6 +7289,77 @@ spec:
                         minimum: 1
                         type: integer
                     type: object
+                  mlflow:
+                    description: |-
+                      Mlflow enables MLflow experiment tracking integration for Feast.
+                      Written into feature_store.
+                    properties:
+                      autoLog:
+                        description: |-
+                          Automatically log feature metadata on every retrieval inside an active MLflow run.
+                          Defaults to true when enabled.
+                        type: boolean
+                      autoLogEntityDf:
+                        description: |-
+                          Save entity DataFrame as MLflow artifact on historical retrieval.
+                          Defaults to false.
+                        type: boolean
+                      enabled:
+                        description: Enable MLflow integration.
+                        type: boolean
+                      entityDfMaxRows:
+                        description: |-
+                          Maximum number of entity DataFrame rows to save as an MLflow artifact.
+                          DataFrames exceeding this limit are skipped.
+                        format: int32
+                        minimum: 1
+                        type: integer
+                      extraConfig:
+                        additionalProperties:
+                          type: string
+                        description: |-
+                          ExtraConfig holds additional MLflow key-value settings written inline into
+                          the mlflow block of feature_store.yaml.
+                        type: object
+                      logOperations:
+                        description: |-
+                          Log feast apply and materialize operations to a separate MLflow experiment.
+                          Defaults to false.
+                        type: boolean
+                      opsExperimentSuffix:
+                        description: |-
+                          Suffix appended to the project name for the operations experiment.
+                          Defaults to "-feast-ops".
+                        type: string
+                      trackingAuth:
+                        description: |-
+                          Authentication method used by Feast pods when calling the MLflow tracking
+                          server.
+                        type: string
+                      trackingUri:
+                        description: |-
+                          MLflow tracking server URI. When omitted, the operator auto-discovers
+                          from the cluster MLflow CR (status.address.url).
+                        type: string
+                      uiUrl:
+                        description: Browser-reachable MLflow UI URL used for hyperlinks
+                          in Feast UI lineage.
+                        type: string
+                    required:
+                    - enabled
+                    type: object
+                    x-kubernetes-validations:
+                    - message: extraConfig must not contain keys that duplicate typed
+                        fields (enabled, tracking_uri, ui_url, tracking_auth, auto_log,
+                        auto_log_entity_df, entity_df_max_rows, log_operations, ops_experiment_suffix);
+                        use the corresponding spec fields instead.
+                      rule: '!has(self.extraConfig) || !(''enabled'' in self.extraConfig)
+                        && !(''tracking_uri'' in self.extraConfig) && !(''ui_url''
+                        in self.extraConfig) && !(''tracking_auth'' in self.extraConfig)
+                        && !(''auto_log'' in self.extraConfig) && !(''auto_log_entity_df''
+                        in self.extraConfig) && !(''entity_df_max_rows'' in self.extraConfig)
+                        && !(''log_operations'' in self.extraConfig) && !(''ops_experiment_suffix''
+                        in self.extraConfig)'
                   openlineage:
                     description: |-
                       OpenLineage enables OpenLineage data lineage tracking for Feast operations.
@@ -6720,6 +7378,59 @@ spec:
                             type: string
                         type: object
                         x-kubernetes-map-type: atomic
+                      consumer:
+                        description: |-
+                          Consumer configures the OpenLineage consumer (event receiver) that enables
+                          Feast to receive and display lineage from...
+                        properties:
+                          apiKeySecretRef:
+                            description: |-
+                              Reference to a Secret containing the key "api_key" that producers must
+                              provide in the X-API-Key header when sending...
+                            properties:
+                              name:
+                                default: ""
+                                description: |-
+                                  Name of the referent.
+                                  This field is effectively required, but due to backwards compatibility is
+                                  allowed to be empty.
+                                type: string
+                            type: object
+                            x-kubernetes-map-type: atomic
+                          connectionStringSecretRef:
+                            description: |-
+                              Reference to a Secret containing the key "connection_string" for a separate
+                              lineage database.
+                            properties:
+                              name:
+                                default: ""
+                                description: |-
+                                  Name of the referent.
+                                  This field is effectively required, but due to backwards compatibility is
+                                  allowed to be empty.
+                                type: string
+                            type: object
+                            x-kubernetes-map-type: atomic
+                          enabled:
+                            description: Enable the OpenLineage consumer.
+                            type: boolean
+                          namespaceMapping:
+                            additionalProperties:
+                              type: string
+                            description: |-
+                              NamespaceMapping maps OpenLineage namespaces to Feast projects for
+                              RBAC-based filtering of lineage data in the UI.
+                            type: object
+                          storeType:
+                            default: sql
+                            description: StoreType is the storage backend for lineage
+                              events. Currently only "sql" is supported.
+                            enum:
+                            - sql
+                            type: string
+                        required:
+                        - enabled
+                        type: object
                       enabled:
                         description: Enable OpenLineage integration.
                         type: boolean
@@ -7546,6 +8257,10 @@ spec:
                       disableInitContainers:
                         description: Disable the 'feast repo initialization' initContainer
                         type: boolean
+                      initImage:
+                        description: InitImage overrides the image for init containers
+                          (feast-init, feast-apply).
+                        type: string
                       offlineStore:
                         description: OfflineStore configures the offline store service
                         properties:
@@ -7680,6 +8395,7 @@ spec:
                                     - clickhouse
                                     - ray
                                     - oracle
+                                    - hybrid
                                     type: string
                                 required:
                                 - secretRef
@@ -7699,8 +8415,9 @@ spec:
                                     present in a Container.
                                   properties:
                                     name:
-                                      description: Name of the environment variable.
-                                        Must be a C_IDENTIFIER.
+                                      description: |-
+                                        Name of the environment variable.
+                                        May consist of any printable ASCII characters except '='.
                                       type: string
                                     value:
                                       description: |-
@@ -7750,6 +8467,36 @@ spec:
                                           - fieldPath
                                           type: object
                                           x-kubernetes-map-type: atomic
+                                        fileKeyRef:
+                                          description: |-
+                                            FileKeyRef selects a key of the env file.
+                                            Requires the EnvFiles feature gate to be enabled.
+                                          properties:
+                                            key:
+                                              description: The key within the env
+                                                file. An invalid key will prevent
+                                                the pod from starting.
+                                              type: string
+                                            optional:
+                                              default: false
+                                              description: Specify whether the file
+                                                or its key must be defined.
+                                              type: boolean
+                                            path:
+                                              description: |-
+                                                The path within the volume from which to select the file.
+                                                Must be relative and may not contain the '..
+                                              type: string
+                                            volumeName:
+                                              description: The name of the volume
+                                                mount containing the env file.
+                                              type: string
+                                          required:
+                                          - key
+                                          - path
+                                          - volumeName
+                                          type: object
+                                          x-kubernetes-map-type: atomic
                                         resourceFieldRef:
                                           description: |-
                                             Selects a resource of the container: only resources limits and requests
@@ -7828,8 +8575,7 @@ spec:
                                       x-kubernetes-map-type: atomic
                                     prefix:
                                       description: Optional text to prepend to the
-                                        name of each environment variable. Must be
-                                        a C_IDENTIFIER.
+                                        name of each environment variable.
                                       type: string
                                     secretRef:
                                       description: The Secret to select from
@@ -8058,6 +8804,11 @@ spec:
                       onlineStore:
                         description: OnlineStore configures the online store service
                         properties:
+                          disabled:
+                            description: |-
+                              Disabled skips deploying the online store service entirely, including its
+                              serving pod and persistence.
+                            type: boolean
                           persistence:
                             description: OnlineStorePersistence configures the persistence
                               settings for the online store service
@@ -8202,6 +8953,8 @@ spec:
                                     - milvus
                                     - hybrid
                                     - mongodb
+                                    - aerospike
+                                    - scylladb
                                     type: string
                                 required:
                                 - secretRef
@@ -8221,8 +8974,9 @@ spec:
                                     present in a Container.
                                   properties:
                                     name:
-                                      description: Name of the environment variable.
-                                        Must be a C_IDENTIFIER.
+                                      description: |-
+                                        Name of the environment variable.
+                                        May consist of any printable ASCII characters except '='.
                                       type: string
                                     value:
                                       description: |-
@@ -8272,6 +9026,36 @@ spec:
                                           - fieldPath
                                           type: object
                                           x-kubernetes-map-type: atomic
+                                        fileKeyRef:
+                                          description: |-
+                                            FileKeyRef selects a key of the env file.
+                                            Requires the EnvFiles feature gate to be enabled.
+                                          properties:
+                                            key:
+                                              description: The key within the env
+                                                file. An invalid key will prevent
+                                                the pod from starting.
+                                              type: string
+                                            optional:
+                                              default: false
+                                              description: Specify whether the file
+                                                or its key must be defined.
+                                              type: boolean
+                                            path:
+                                              description: |-
+                                                The path within the volume from which to select the file.
+                                                Must be relative and may not contain the '..
+                                              type: string
+                                            volumeName:
+                                              description: The name of the volume
+                                                mount containing the env file.
+                                              type: string
+                                          required:
+                                          - key
+                                          - path
+                                          - volumeName
+                                          type: object
+                                          x-kubernetes-map-type: atomic
                                         resourceFieldRef:
                                           description: |-
                                             Selects a resource of the container: only resources limits and requests
@@ -8350,8 +9134,7 @@ spec:
                                       x-kubernetes-map-type: atomic
                                     prefix:
                                       description: Optional text to prepend to the
-                                        name of each environment variable. Must be
-                                        a C_IDENTIFIER.
+                                        name of each environment variable.
                                       type: string
                                     secretRef:
                                       description: The Secret to select from
@@ -8866,8 +9649,9 @@ spec:
                                         variable present in a Container.
                                       properties:
                                         name:
-                                          description: Name of the environment variable.
-                                            Must be a C_IDENTIFIER.
+                                          description: |-
+                                            Name of the environment variable.
+                                            May consist of any printable ASCII characters except '='.
                                           type: string
                                         value:
                                           description: |-
@@ -8918,6 +9702,36 @@ spec:
                                               - fieldPath
                                               type: object
                                               x-kubernetes-map-type: atomic
+                                            fileKeyRef:
+                                              description: |-
+                                                FileKeyRef selects a key of the env file.
+                                                Requires the EnvFiles feature gate to be enabled.
+                                              properties:
+                                                key:
+                                                  description: The key within the
+                                                    env file. An invalid key will
+                                                    prevent the pod from starting.
+                                                  type: string
+                                                optional:
+                                                  default: false
+                                                  description: Specify whether the
+                                                    file or its key must be defined.
+                                                  type: boolean
+                                                path:
+                                                  description: |-
+                                                    The path within the volume from which to select the file.
+                                                    Must be relative and may not contain the '..
+                                                  type: string
+                                                volumeName:
+                                                  description: The name of the volume
+                                                    mount containing the env file.
+                                                  type: string
+                                              required:
+                                              - key
+                                              - path
+                                              - volumeName
+                                              type: object
+                                              x-kubernetes-map-type: atomic
                                             resourceFieldRef:
                                               description: |-
                                                 Selects a resource of the container: only resources limits and requests
@@ -8998,7 +9812,6 @@ spec:
                                         prefix:
                                           description: Optional text to prepend to
                                             the name of each environment variable.
-                                            Must be a C_IDENTIFIER.
                                           type: string
                                         secretRef:
                                           description: The Secret to select from
@@ -9039,6 +9852,31 @@ spec:
                                     - error
                                     - critical
                                     type: string
+                                  mcp:
+                                    description: |-
+                                      Mcp enables MCP (Model Context Protocol) on the REST registry server.
+                                      Requires restAPI to be true.
+                                    properties:
+                                      enabled:
+                                        description: Enable the MCP server.
+                                        type: boolean
+                                      serverName:
+                                        description: MCP server name for identification.
+                                          Defaults to "feast-mcp-server".
+                                        type: string
+                                      serverVersion:
+                                        description: MCP server version string. Defaults
+                                          to "1.0.0".
+                                        type: string
+                                      transport:
+                                        description: MCP transport protocol.
+                                        enum:
+                                        - sse
+                                        - http
+                                        type: string
+                                    required:
+                                    - enabled
+                                    type: object
                                   metrics:
                                     description: Metrics exposes Prometheus-compatible
                                       metrics for the Feast server when enabled.
@@ -9239,6 +10077,9 @@ spec:
                                     true
                                   rule: self.restAPI == true || self.grpc == true
                                     || !has(self.grpc)
+                                - message: MCP requires restAPI to be true
+                                  rule: '!has(self.mcp) || !self.mcp.enabled || (has(self.restAPI)
+                                    && self.restAPI == true)'
                             type: object
                           remote:
                             description: RemoteRegistryConfig points to a remote feast
@@ -9296,6 +10137,37 @@ spec:
                         - message: One selection required.
                           rule: '[has(self.local), has(self.remote)].exists_one(c,
                             c)'
+                      resourceClaims:
+                        description: |-
+                          ResourceClaims defines which ResourceClaims must be allocated
+                          and reserved before the Pod is allowed to start.
+                        items:
+                          description: |-
+                            PodResourceClaim references exactly one ResourceClaim, either directly
+                            or by naming a ResourceClaimTemplate which is...
+                          properties:
+                            name:
+                              description: |-
+                                Name uniquely identifies this resource claim inside the pod.
+                                This must be a DNS_LABEL.
+                              type: string
+                            resourceClaimName:
+                              description: |-
+                                ResourceClaimName is the name of a ResourceClaim object in the same
+                                namespace as this pod.
+                              type: string
+                            resourceClaimTemplateName:
+                              description: |-
+                                ResourceClaimTemplateName is the name of a ResourceClaimTemplate
+                                object in the same namespace as this pod.
+                              type: string
+                          required:
+                          - name
+                          type: object
+                        type: array
+                        x-kubernetes-list-map-keys:
+                        - name
+                        x-kubernetes-list-type: map
                       runFeastApplyOnInit:
                         description: Runs feast apply on pod start to populate the
                           registry. Defaults to true. Ignored when DisableInitContainers
@@ -10130,8 +11002,9 @@ spec:
                                 present in a Container.
                               properties:
                                 name:
-                                  description: Name of the environment variable. Must
-                                    be a C_IDENTIFIER.
+                                  description: |-
+                                    Name of the environment variable.
+                                    May consist of any printable ASCII characters except '='.
                                   type: string
                                 value:
                                   description: |-
@@ -10180,6 +11053,36 @@ spec:
                                       - fieldPath
                                       type: object
                                       x-kubernetes-map-type: atomic
+                                    fileKeyRef:
+                                      description: |-
+                                        FileKeyRef selects a key of the env file.
+                                        Requires the EnvFiles feature gate to be enabled.
+                                      properties:
+                                        key:
+                                          description: The key within the env file.
+                                            An invalid key will prevent the pod from
+                                            starting.
+                                          type: string
+                                        optional:
+                                          default: false
+                                          description: Specify whether the file or
+                                            its key must be defined.
+                                          type: boolean
+                                        path:
+                                          description: |-
+                                            The path within the volume from which to select the file.
+                                            Must be relative and may not contain the '..
+                                          type: string
+                                        volumeName:
+                                          description: The name of the volume mount
+                                            containing the env file.
+                                          type: string
+                                      required:
+                                      - key
+                                      - path
+                                      - volumeName
+                                      type: object
+                                      x-kubernetes-map-type: atomic
                                     resourceFieldRef:
                                       description: |-
                                         Selects a resource of the container: only resources limits and requests
@@ -10256,7 +11159,7 @@ spec:
                                   x-kubernetes-map-type: atomic
                                 prefix:
                                   description: Optional text to prepend to the name
-                                    of each environment variable. Must be a C_IDENTIFIER.
+                                    of each environment variable.
                                   type: string
                                 secretRef:
                                   description: The Secret to select from
@@ -11158,9 +12061,8 @@ spec:
                                 on the host that shares a pod's lifetime.
                               properties:
                                 endpoints:
-                                  description: |-
-                                    endpoints is the endpoint name that details Glusterfs topology.
-                                    More info: https://examples.k8s.
+                                  description: endpoints is the endpoint name that
+                                    details Glusterfs topology.
                                   type: string
                                 path:
                                   description: |-
@@ -11577,6 +12479,52 @@ spec:
                                             type: array
                                             x-kubernetes-list-type: atomic
                                         type: object
+                                      podCertificate:
+                                        description: |-
+                                          Projects an auto-rotating credential bundle (private key and certificate
+                                          chain) that the pod can use either as a TLS...
+                                        properties:
+                                          certificateChainPath:
+                                            description: |-
+                                              Write the certificate chain at this path in the projected volume.
+
+                                              Most applications should use credentialBundlePath.
+                                            type: string
+                                          credentialBundlePath:
+                                            description: Write the credential bundle
+                                              at this path in the projected volume.
+                                            type: string
+                                          keyPath:
+                                            description: |-
+                                              Write the key at this path in the projected volume.
+
+                                              Most applications should use credentialBundlePath.
+                                            type: string
+                                          keyType:
+                                            description: The type of keypair Kubelet
+                                              will generate for the pod.
+                                            type: string
+                                          maxExpirationSeconds:
+                                            description: |-
+                                              maxExpirationSeconds is the maximum lifetime permitted for the
+                                              certificate.
+                                            format: int32
+                                            type: integer
+                                          signerName:
+                                            description: Kubelet's generated CSRs
+                                              will be addressed to this signer.
+                                            type: string
+                                          userAnnotations:
+                                            additionalProperties:
+                                              type: string
+                                            description: |-
+                                              userAnnotations allow pod authors to pass additional information to
+                                              the signer implementation.
+                                            type: object
+                                        required:
+                                        - keyType
+                                        - signerName
+                                        type: object
                                       secret:
                                         description: secret information about the
                                           secret data to project
@@ -12120,6 +13068,9 @@ spec:
                           type: string
                         type: array
                     type: object
+                  noAuth:
+                    description: NoAuth explicitly disables authentication and authorization.
+                    type: boolean
                   oidc:
                     description: |-
                       OidcAuthz defines the authorization settings for deployments using an Open ID Connect identity provider.
@@ -12144,8 +13095,9 @@ spec:
                     type: object
                 type: object
                 x-kubernetes-validations:
-                - message: One selection required between kubernetes or oidc.
-                  rule: '[has(self.kubernetes), has(self.oidc)].exists_one(c, c)'
+                - message: One selection required between kubernetes, oidc, or noAuth.
+                  rule: '[has(self.kubernetes), has(self.oidc), has(self.noAuth)].exists_one(c,
+                    c)'
               cronJob:
                 description: FeastCronJob defines a CronJob to execute against a Feature
                   Store deployment.
@@ -12175,8 +13127,9 @@ spec:
                             in a Container.
                           properties:
                             name:
-                              description: Name of the environment variable. Must
-                                be a C_IDENTIFIER.
+                              description: |-
+                                Name of the environment variable.
+                                May consist of any printable ASCII characters except '='.
                               type: string
                             value:
                               description: |-
@@ -12225,6 +13178,35 @@ spec:
                                   - fieldPath
                                   type: object
                                   x-kubernetes-map-type: atomic
+                                fileKeyRef:
+                                  description: |-
+                                    FileKeyRef selects a key of the env file.
+                                    Requires the EnvFiles feature gate to be enabled.
+                                  properties:
+                                    key:
+                                      description: The key within the env file. An
+                                        invalid key will prevent the pod from starting.
+                                      type: string
+                                    optional:
+                                      default: false
+                                      description: Specify whether the file or its
+                                        key must be defined.
+                                      type: boolean
+                                    path:
+                                      description: |-
+                                        The path within the volume from which to select the file.
+                                        Must be relative and may not contain the '..
+                                      type: string
+                                    volumeName:
+                                      description: The name of the volume mount containing
+                                        the env file.
+                                      type: string
+                                  required:
+                                  - key
+                                  - path
+                                  - volumeName
+                                  type: object
+                                  x-kubernetes-map-type: atomic
                                 resourceFieldRef:
                                   description: |-
                                     Selects a resource of the container: only resources limits and requests
@@ -12300,7 +13282,7 @@ spec:
                               x-kubernetes-map-type: atomic
                             prefix:
                               description: Optional text to prepend to the name of
-                                each environment variable. Must be a C_IDENTIFIER.
+                                each environment variable.
                               type: string
                             secretRef:
                               description: The Secret to select from
@@ -12485,7 +13467,6 @@ spec:
                                           type.
                                         type: string
                                     required:
-                                    - status
                                     - type
                                     type: object
                                   type: array
@@ -12568,8 +13549,9 @@ spec:
                             in a Container.
                           properties:
                             name:
-                              description: Name of the environment variable. Must
-                                be a C_IDENTIFIER.
+                              description: |-
+                                Name of the environment variable.
+                                May consist of any printable ASCII characters except '='.
                               type: string
                             value:
                               description: |-
@@ -12618,6 +13600,35 @@ spec:
                                   - fieldPath
                                   type: object
                                   x-kubernetes-map-type: atomic
+                                fileKeyRef:
+                                  description: |-
+                                    FileKeyRef selects a key of the env file.
+                                    Requires the EnvFiles feature gate to be enabled.
+                                  properties:
+                                    key:
+                                      description: The key within the env file. An
+                                        invalid key will prevent the pod from starting.
+                                      type: string
+                                    optional:
+                                      default: false
+                                      description: Specify whether the file or its
+                                        key must be defined.
+                                      type: boolean
+                                    path:
+                                      description: |-
+                                        The path within the volume from which to select the file.
+                                        Must be relative and may not contain the '..
+                                      type: string
+                                    volumeName:
+                                      description: The name of the volume mount containing
+                                        the env file.
+                                      type: string
+                                  required:
+                                  - key
+                                  - path
+                                  - volumeName
+                                  type: object
+                                  x-kubernetes-map-type: atomic
                                 resourceFieldRef:
                                   description: |-
                                     Selects a resource of the container: only resources limits and requests
@@ -12693,7 +13704,7 @@ spec:
                               x-kubernetes-map-type: atomic
                             prefix:
                               description: Optional text to prepend to the name of
-                                each environment variable. Must be a C_IDENTIFIER.
+                                each environment variable.
                               type: string
                             secretRef:
                               description: The Secret to select from
@@ -12749,12 +13760,38 @@ spec:
                         - hazelcast
                         - couchbase
                         - clickhouse
+                        - milvus
+                        - ray
+                        - ray_rag
+                        - pytorch_nlp
+                        type: string
+                    type: object
+                  packaged:
+                    description: FeastPackagedOptions describes a feature repository
+                      packaged in a feature server image.
+                    properties:
+                      featureRepoPath:
+                        description: FeatureRepoPath is the canonical absolute path
+                          to the feature repository in the image.
+                        type: string
+                      image:
+                        description: Image containing the packaged feature repository.
                         type: string
+                    required:
+                    - featureRepoPath
                     type: object
+                    x-kubernetes-validations:
+                    - message: FeatureRepoPath must be a canonical absolute, non-root
+                        path without dot segments or repeated separators.
+                      rule: self.featureRepoPath.startsWith('/') && self.featureRepoPath
+                        != '/' && !self.featureRepoPath.contains('//') && !self.featureRepoPath.endsWith('/')
+                        && !self.featureRepoPath.contains('/./') && !self.featureRepoPath.endsWith('/.')
+                        && !self.featureRepoPath.contains('/../') && !self.featureRepoPath.endsWith('/..')
                 type: object
                 x-kubernetes-validations:
-                - message: One selection required between init or git.
-                  rule: '[has(self.git), has(self.init)].exists_one(c, c)'
+                - message: One selection required between init, git, or packaged.
+                  rule: '[has(self.git), has(self.init), has(self.packaged)].exists_one(c,
+                    c)'
               services:
                 description: FeatureStoreServices defines the desired feast services.
                   An ephemeral onlineStore feature server is deployed by default.
@@ -12923,6 +13960,7 @@ spec:
                                 - couchbase.offline
                                 - clickhouse
                                 - ray
+                                - hybrid
                                 type: string
                             required:
                             - secretRef
@@ -12941,8 +13979,9 @@ spec:
                                 present in a Container.
                               properties:
                                 name:
-                                  description: Name of the environment variable. Must
-                                    be a C_IDENTIFIER.
+                                  description: |-
+                                    Name of the environment variable.
+                                    May consist of any printable ASCII characters except '='.
                                   type: string
                                 value:
                                   description: |-
@@ -12991,6 +14030,36 @@ spec:
                                       - fieldPath
                                       type: object
                                       x-kubernetes-map-type: atomic
+                                    fileKeyRef:
+                                      description: |-
+                                        FileKeyRef selects a key of the env file.
+                                        Requires the EnvFiles feature gate to be enabled.
+                                      properties:
+                                        key:
+                                          description: The key within the env file.
+                                            An invalid key will prevent the pod from
+                                            starting.
+                                          type: string
+                                        optional:
+                                          default: false
+                                          description: Specify whether the file or
+                                            its key must be defined.
+                                          type: boolean
+                                        path:
+                                          description: |-
+                                            The path within the volume from which to select the file.
+                                            Must be relative and may not contain the '..
+                                          type: string
+                                        volumeName:
+                                          description: The name of the volume mount
+                                            containing the env file.
+                                          type: string
+                                      required:
+                                      - key
+                                      - path
+                                      - volumeName
+                                      type: object
+                                      x-kubernetes-map-type: atomic
                                     resourceFieldRef:
                                       description: |-
                                         Selects a resource of the container: only resources limits and requests
@@ -13067,7 +14136,7 @@ spec:
                                   x-kubernetes-map-type: atomic
                                 prefix:
                                   description: Optional text to prepend to the name
-                                    of each environment variable. Must be a C_IDENTIFIER.
+                                    of each environment variable.
                                   type: string
                                 secretRef:
                                   description: The Secret to select from
@@ -13436,6 +14505,8 @@ spec:
                                 - milvus
                                 - hybrid
                                 - mongodb
+                                - aerospike
+                                - scylladb
                                 type: string
                             required:
                             - secretRef
@@ -13454,8 +14525,9 @@ spec:
                                 present in a Container.
                               properties:
                                 name:
-                                  description: Name of the environment variable. Must
-                                    be a C_IDENTIFIER.
+                                  description: |-
+                                    Name of the environment variable.
+                                    May consist of any printable ASCII characters except '='.
                                   type: string
                                 value:
                                   description: |-
@@ -13496,12 +14568,42 @@ spec:
                                           description: Version of the schema the FieldPath
                                             is written in terms of, defaults to "v1".
                                           type: string
-                                        fieldPath:
-                                          description: Path of the field to select
-                                            in the specified API version.
+                                        fieldPath:
+                                          description: Path of the field to select
+                                            in the specified API version.
+                                          type: string
+                                      required:
+                                      - fieldPath
+                                      type: object
+                                      x-kubernetes-map-type: atomic
+                                    fileKeyRef:
+                                      description: |-
+                                        FileKeyRef selects a key of the env file.
+                                        Requires the EnvFiles feature gate to be enabled.
+                                      properties:
+                                        key:
+                                          description: The key within the env file.
+                                            An invalid key will prevent the pod from
+                                            starting.
+                                          type: string
+                                        optional:
+                                          default: false
+                                          description: Specify whether the file or
+                                            its key must be defined.
+                                          type: boolean
+                                        path:
+                                          description: |-
+                                            The path within the volume from which to select the file.
+                                            Must be relative and may not contain the '..
+                                          type: string
+                                        volumeName:
+                                          description: The name of the volume mount
+                                            containing the env file.
                                           type: string
                                       required:
-                                      - fieldPath
+                                      - key
+                                      - path
+                                      - volumeName
                                       type: object
                                       x-kubernetes-map-type: atomic
                                     resourceFieldRef:
@@ -13580,7 +14682,7 @@ spec:
                                   x-kubernetes-map-type: atomic
                                 prefix:
                                   description: Optional text to prepend to the name
-                                    of each environment variable. Must be a C_IDENTIFIER.
+                                    of each environment variable.
                                   type: string
                                 secretRef:
                                   description: The Secret to select from
@@ -13985,8 +15087,9 @@ spec:
                                     present in a Container.
                                   properties:
                                     name:
-                                      description: Name of the environment variable.
-                                        Must be a C_IDENTIFIER.
+                                      description: |-
+                                        Name of the environment variable.
+                                        May consist of any printable ASCII characters except '='.
                                       type: string
                                     value:
                                       description: |-
@@ -14036,6 +15139,36 @@ spec:
                                           - fieldPath
                                           type: object
                                           x-kubernetes-map-type: atomic
+                                        fileKeyRef:
+                                          description: |-
+                                            FileKeyRef selects a key of the env file.
+                                            Requires the EnvFiles feature gate to be enabled.
+                                          properties:
+                                            key:
+                                              description: The key within the env
+                                                file. An invalid key will prevent
+                                                the pod from starting.
+                                              type: string
+                                            optional:
+                                              default: false
+                                              description: Specify whether the file
+                                                or its key must be defined.
+                                              type: boolean
+                                            path:
+                                              description: |-
+                                                The path within the volume from which to select the file.
+                                                Must be relative and may not contain the '..
+                                              type: string
+                                            volumeName:
+                                              description: The name of the volume
+                                                mount containing the env file.
+                                              type: string
+                                          required:
+                                          - key
+                                          - path
+                                          - volumeName
+                                          type: object
+                                          x-kubernetes-map-type: atomic
                                         resourceFieldRef:
                                           description: |-
                                             Selects a resource of the container: only resources limits and requests
@@ -14114,8 +15247,7 @@ spec:
                                       x-kubernetes-map-type: atomic
                                     prefix:
                                       description: Optional text to prepend to the
-                                        name of each environment variable. Must be
-                                        a C_IDENTIFIER.
+                                        name of each environment variable.
                                       type: string
                                     secretRef:
                                       description: The Secret to select from
@@ -14559,8 +15691,9 @@ spec:
                             in a Container.
                           properties:
                             name:
-                              description: Name of the environment variable. Must
-                                be a C_IDENTIFIER.
+                              description: |-
+                                Name of the environment variable.
+                                May consist of any printable ASCII characters except '='.
                               type: string
                             value:
                               description: |-
@@ -14609,6 +15742,35 @@ spec:
                                   - fieldPath
                                   type: object
                                   x-kubernetes-map-type: atomic
+                                fileKeyRef:
+                                  description: |-
+                                    FileKeyRef selects a key of the env file.
+                                    Requires the EnvFiles feature gate to be enabled.
+                                  properties:
+                                    key:
+                                      description: The key within the env file. An
+                                        invalid key will prevent the pod from starting.
+                                      type: string
+                                    optional:
+                                      default: false
+                                      description: Specify whether the file or its
+                                        key must be defined.
+                                      type: boolean
+                                    path:
+                                      description: |-
+                                        The path within the volume from which to select the file.
+                                        Must be relative and may not contain the '..
+                                      type: string
+                                    volumeName:
+                                      description: The name of the volume mount containing
+                                        the env file.
+                                      type: string
+                                  required:
+                                  - key
+                                  - path
+                                  - volumeName
+                                  type: object
+                                  x-kubernetes-map-type: atomic
                                 resourceFieldRef:
                                   description: |-
                                     Selects a resource of the container: only resources limits and requests
@@ -14684,7 +15846,7 @@ spec:
                               x-kubernetes-map-type: atomic
                             prefix:
                               description: Optional text to prepend to the name of
-                                each environment variable. Must be a C_IDENTIFIER.
+                                each environment variable.
                               type: string
                             secretRef:
                               description: The Secret to select from
@@ -15578,9 +16740,8 @@ spec:
                             host that shares a pod's lifetime.
                           properties:
                             endpoints:
-                              description: |-
-                                endpoints is the endpoint name that details Glusterfs topology.
-                                More info: https://examples.k8s.
+                              description: endpoints is the endpoint name that details
+                                Glusterfs topology.
                               type: string
                             path:
                               description: |-
@@ -15993,6 +17154,52 @@ spec:
                                         type: array
                                         x-kubernetes-list-type: atomic
                                     type: object
+                                  podCertificate:
+                                    description: |-
+                                      Projects an auto-rotating credential bundle (private key and certificate
+                                      chain) that the pod can use either as a TLS...
+                                    properties:
+                                      certificateChainPath:
+                                        description: |-
+                                          Write the certificate chain at this path in the projected volume.
+
+                                          Most applications should use credentialBundlePath.
+                                        type: string
+                                      credentialBundlePath:
+                                        description: Write the credential bundle at
+                                          this path in the projected volume.
+                                        type: string
+                                      keyPath:
+                                        description: |-
+                                          Write the key at this path in the projected volume.
+
+                                          Most applications should use credentialBundlePath.
+                                        type: string
+                                      keyType:
+                                        description: The type of keypair Kubelet will
+                                          generate for the pod.
+                                        type: string
+                                      maxExpirationSeconds:
+                                        description: |-
+                                          maxExpirationSeconds is the maximum lifetime permitted for the
+                                          certificate.
+                                        format: int32
+                                        type: integer
+                                      signerName:
+                                        description: Kubelet's generated CSRs will
+                                          be addressed to this signer.
+                                        type: string
+                                      userAnnotations:
+                                        additionalProperties:
+                                          type: string
+                                        description: |-
+                                          userAnnotations allow pod authors to pass additional information to
+                                          the signer implementation.
+                                        type: object
+                                    required:
+                                    - keyType
+                                    - signerName
+                                    type: object
                                   secret:
                                     description: secret information about the secret
                                       data to project
@@ -16375,6 +17582,10 @@ spec:
                               type: string
                             type: array
                         type: object
+                      noAuth:
+                        description: NoAuth explicitly disables authentication and
+                          authorization.
+                        type: boolean
                       oidc:
                         description: |-
                           OidcAuthz defines the authorization settings for deployments using an Open ID Connect identity provider.
@@ -16399,8 +17610,9 @@ spec:
                         type: object
                     type: object
                     x-kubernetes-validations:
-                    - message: One selection required between kubernetes or oidc.
-                      rule: '[has(self.kubernetes), has(self.oidc)].exists_one(c,
+                    - message: One selection required between kubernetes, oidc, or
+                        noAuth.
+                      rule: '[has(self.kubernetes), has(self.oidc), has(self.noAuth)].exists_one(c,
                         c)'
                   cronJob:
                     description: FeastCronJob defines a CronJob to execute against
@@ -16431,8 +17643,9 @@ spec:
                                 present in a Container.
                               properties:
                                 name:
-                                  description: Name of the environment variable. Must
-                                    be a C_IDENTIFIER.
+                                  description: |-
+                                    Name of the environment variable.
+                                    May consist of any printable ASCII characters except '='.
                                   type: string
                                 value:
                                   description: |-
@@ -16481,6 +17694,36 @@ spec:
                                       - fieldPath
                                       type: object
                                       x-kubernetes-map-type: atomic
+                                    fileKeyRef:
+                                      description: |-
+                                        FileKeyRef selects a key of the env file.
+                                        Requires the EnvFiles feature gate to be enabled.
+                                      properties:
+                                        key:
+                                          description: The key within the env file.
+                                            An invalid key will prevent the pod from
+                                            starting.
+                                          type: string
+                                        optional:
+                                          default: false
+                                          description: Specify whether the file or
+                                            its key must be defined.
+                                          type: boolean
+                                        path:
+                                          description: |-
+                                            The path within the volume from which to select the file.
+                                            Must be relative and may not contain the '..
+                                          type: string
+                                        volumeName:
+                                          description: The name of the volume mount
+                                            containing the env file.
+                                          type: string
+                                      required:
+                                      - key
+                                      - path
+                                      - volumeName
+                                      type: object
+                                      x-kubernetes-map-type: atomic
                                     resourceFieldRef:
                                       description: |-
                                         Selects a resource of the container: only resources limits and requests
@@ -16557,7 +17800,7 @@ spec:
                                   x-kubernetes-map-type: atomic
                                 prefix:
                                   description: Optional text to prepend to the name
-                                    of each environment variable. Must be a C_IDENTIFIER.
+                                    of each environment variable.
                                   type: string
                                 secretRef:
                                   description: The Secret to select from
@@ -16744,7 +17987,6 @@ spec:
                                               condition type.
                                             type: string
                                         required:
-                                        - status
                                         - type
                                         type: object
                                       type: array
@@ -16829,8 +18071,9 @@ spec:
                                 present in a Container.
                               properties:
                                 name:
-                                  description: Name of the environment variable. Must
-                                    be a C_IDENTIFIER.
+                                  description: |-
+                                    Name of the environment variable.
+                                    May consist of any printable ASCII characters except '='.
                                   type: string
                                 value:
                                   description: |-
@@ -16879,6 +18122,36 @@ spec:
                                       - fieldPath
                                       type: object
                                       x-kubernetes-map-type: atomic
+                                    fileKeyRef:
+                                      description: |-
+                                        FileKeyRef selects a key of the env file.
+                                        Requires the EnvFiles feature gate to be enabled.
+                                      properties:
+                                        key:
+                                          description: The key within the env file.
+                                            An invalid key will prevent the pod from
+                                            starting.
+                                          type: string
+                                        optional:
+                                          default: false
+                                          description: Specify whether the file or
+                                            its key must be defined.
+                                          type: boolean
+                                        path:
+                                          description: |-
+                                            The path within the volume from which to select the file.
+                                            Must be relative and may not contain the '..
+                                          type: string
+                                        volumeName:
+                                          description: The name of the volume mount
+                                            containing the env file.
+                                          type: string
+                                      required:
+                                      - key
+                                      - path
+                                      - volumeName
+                                      type: object
+                                      x-kubernetes-map-type: atomic
                                     resourceFieldRef:
                                       description: |-
                                         Selects a resource of the container: only resources limits and requests
@@ -16955,7 +18228,7 @@ spec:
                                   x-kubernetes-map-type: atomic
                                 prefix:
                                   description: Optional text to prepend to the name
-                                    of each environment variable. Must be a C_IDENTIFIER.
+                                    of each environment variable.
                                   type: string
                                 secretRef:
                                   description: The Secret to select from
@@ -17012,12 +18285,38 @@ spec:
                             - hazelcast
                             - couchbase
                             - clickhouse
+                            - milvus
+                            - ray
+                            - ray_rag
+                            - pytorch_nlp
+                            type: string
+                        type: object
+                      packaged:
+                        description: FeastPackagedOptions describes a feature repository
+                          packaged in a feature server image.
+                        properties:
+                          featureRepoPath:
+                            description: FeatureRepoPath is the canonical absolute
+                              path to the feature repository in the image.
+                            type: string
+                          image:
+                            description: Image containing the packaged feature repository.
                             type: string
+                        required:
+                        - featureRepoPath
                         type: object
+                        x-kubernetes-validations:
+                        - message: FeatureRepoPath must be a canonical absolute, non-root
+                            path without dot segments or repeated separators.
+                          rule: self.featureRepoPath.startsWith('/') && self.featureRepoPath
+                            != '/' && !self.featureRepoPath.contains('//') && !self.featureRepoPath.endsWith('/')
+                            && !self.featureRepoPath.contains('/./') && !self.featureRepoPath.endsWith('/.')
+                            && !self.featureRepoPath.contains('/../') && !self.featureRepoPath.endsWith('/..')
                     type: object
                     x-kubernetes-validations:
-                    - message: One selection required between init or git.
-                      rule: '[has(self.git), has(self.init)].exists_one(c, c)'
+                    - message: One selection required between init, git, or packaged.
+                      rule: '[has(self.git), has(self.init), has(self.packaged)].exists_one(c,
+                        c)'
                   services:
                     description: FeatureStoreServices defines the desired feast services.
                       An ephemeral onlineStore feature server is deployed by default.
@@ -17188,6 +18487,7 @@ spec:
                                     - couchbase.offline
                                     - clickhouse
                                     - ray
+                                    - hybrid
                                     type: string
                                 required:
                                 - secretRef
@@ -17207,8 +18507,9 @@ spec:
                                     present in a Container.
                                   properties:
                                     name:
-                                      description: Name of the environment variable.
-                                        Must be a C_IDENTIFIER.
+                                      description: |-
+                                        Name of the environment variable.
+                                        May consist of any printable ASCII characters except '='.
                                       type: string
                                     value:
                                       description: |-
@@ -17258,6 +18559,36 @@ spec:
                                           - fieldPath
                                           type: object
                                           x-kubernetes-map-type: atomic
+                                        fileKeyRef:
+                                          description: |-
+                                            FileKeyRef selects a key of the env file.
+                                            Requires the EnvFiles feature gate to be enabled.
+                                          properties:
+                                            key:
+                                              description: The key within the env
+                                                file. An invalid key will prevent
+                                                the pod from starting.
+                                              type: string
+                                            optional:
+                                              default: false
+                                              description: Specify whether the file
+                                                or its key must be defined.
+                                              type: boolean
+                                            path:
+                                              description: |-
+                                                The path within the volume from which to select the file.
+                                                Must be relative and may not contain the '..
+                                              type: string
+                                            volumeName:
+                                              description: The name of the volume
+                                                mount containing the env file.
+                                              type: string
+                                          required:
+                                          - key
+                                          - path
+                                          - volumeName
+                                          type: object
+                                          x-kubernetes-map-type: atomic
                                         resourceFieldRef:
                                           description: |-
                                             Selects a resource of the container: only resources limits and requests
@@ -17336,8 +18667,7 @@ spec:
                                       x-kubernetes-map-type: atomic
                                     prefix:
                                       description: Optional text to prepend to the
-                                        name of each environment variable. Must be
-                                        a C_IDENTIFIER.
+                                        name of each environment variable.
                                       type: string
                                     secretRef:
                                       description: The Secret to select from
@@ -17710,6 +19040,8 @@ spec:
                                     - milvus
                                     - hybrid
                                     - mongodb
+                                    - aerospike
+                                    - scylladb
                                     type: string
                                 required:
                                 - secretRef
@@ -17729,8 +19061,9 @@ spec:
                                     present in a Container.
                                   properties:
                                     name:
-                                      description: Name of the environment variable.
-                                        Must be a C_IDENTIFIER.
+                                      description: |-
+                                        Name of the environment variable.
+                                        May consist of any printable ASCII characters except '='.
                                       type: string
                                     value:
                                       description: |-
@@ -17780,6 +19113,36 @@ spec:
                                           - fieldPath
                                           type: object
                                           x-kubernetes-map-type: atomic
+                                        fileKeyRef:
+                                          description: |-
+                                            FileKeyRef selects a key of the env file.
+                                            Requires the EnvFiles feature gate to be enabled.
+                                          properties:
+                                            key:
+                                              description: The key within the env
+                                                file. An invalid key will prevent
+                                                the pod from starting.
+                                              type: string
+                                            optional:
+                                              default: false
+                                              description: Specify whether the file
+                                                or its key must be defined.
+                                              type: boolean
+                                            path:
+                                              description: |-
+                                                The path within the volume from which to select the file.
+                                                Must be relative and may not contain the '..
+                                              type: string
+                                            volumeName:
+                                              description: The name of the volume
+                                                mount containing the env file.
+                                              type: string
+                                          required:
+                                          - key
+                                          - path
+                                          - volumeName
+                                          type: object
+                                          x-kubernetes-map-type: atomic
                                         resourceFieldRef:
                                           description: |-
                                             Selects a resource of the container: only resources limits and requests
@@ -17858,8 +19221,7 @@ spec:
                                       x-kubernetes-map-type: atomic
                                     prefix:
                                       description: Optional text to prepend to the
-                                        name of each environment variable. Must be
-                                        a C_IDENTIFIER.
+                                        name of each environment variable.
                                       type: string
                                     secretRef:
                                       description: The Secret to select from
@@ -18273,8 +19635,9 @@ spec:
                                         variable present in a Container.
                                       properties:
                                         name:
-                                          description: Name of the environment variable.
-                                            Must be a C_IDENTIFIER.
+                                          description: |-
+                                            Name of the environment variable.
+                                            May consist of any printable ASCII characters except '='.
                                           type: string
                                         value:
                                           description: |-
@@ -18325,6 +19688,36 @@ spec:
                                               - fieldPath
                                               type: object
                                               x-kubernetes-map-type: atomic
+                                            fileKeyRef:
+                                              description: |-
+                                                FileKeyRef selects a key of the env file.
+                                                Requires the EnvFiles feature gate to be enabled.
+                                              properties:
+                                                key:
+                                                  description: The key within the
+                                                    env file. An invalid key will
+                                                    prevent the pod from starting.
+                                                  type: string
+                                                optional:
+                                                  default: false
+                                                  description: Specify whether the
+                                                    file or its key must be defined.
+                                                  type: boolean
+                                                path:
+                                                  description: |-
+                                                    The path within the volume from which to select the file.
+                                                    Must be relative and may not contain the '..
+                                                  type: string
+                                                volumeName:
+                                                  description: The name of the volume
+                                                    mount containing the env file.
+                                                  type: string
+                                              required:
+                                              - key
+                                              - path
+                                              - volumeName
+                                              type: object
+                                              x-kubernetes-map-type: atomic
                                             resourceFieldRef:
                                               description: |-
                                                 Selects a resource of the container: only resources limits and requests
@@ -18405,7 +19798,6 @@ spec:
                                         prefix:
                                           description: Optional text to prepend to
                                             the name of each environment variable.
-                                            Must be a C_IDENTIFIER.
                                           type: string
                                         secretRef:
                                           description: The Secret to select from
@@ -18860,8 +20252,9 @@ spec:
                                 present in a Container.
                               properties:
                                 name:
-                                  description: Name of the environment variable. Must
-                                    be a C_IDENTIFIER.
+                                  description: |-
+                                    Name of the environment variable.
+                                    May consist of any printable ASCII characters except '='.
                                   type: string
                                 value:
                                   description: |-
@@ -18910,6 +20303,36 @@ spec:
                                       - fieldPath
                                       type: object
                                       x-kubernetes-map-type: atomic
+                                    fileKeyRef:
+                                      description: |-
+                                        FileKeyRef selects a key of the env file.
+                                        Requires the EnvFiles feature gate to be enabled.
+                                      properties:
+                                        key:
+                                          description: The key within the env file.
+                                            An invalid key will prevent the pod from
+                                            starting.
+                                          type: string
+                                        optional:
+                                          default: false
+                                          description: Specify whether the file or
+                                            its key must be defined.
+                                          type: boolean
+                                        path:
+                                          description: |-
+                                            The path within the volume from which to select the file.
+                                            Must be relative and may not contain the '..
+                                          type: string
+                                        volumeName:
+                                          description: The name of the volume mount
+                                            containing the env file.
+                                          type: string
+                                      required:
+                                      - key
+                                      - path
+                                      - volumeName
+                                      type: object
+                                      x-kubernetes-map-type: atomic
                                     resourceFieldRef:
                                       description: |-
                                         Selects a resource of the container: only resources limits and requests
@@ -18986,7 +20409,7 @@ spec:
                                   x-kubernetes-map-type: atomic
                                 prefix:
                                   description: Optional text to prepend to the name
-                                    of each environment variable. Must be a C_IDENTIFIER.
+                                    of each environment variable.
                                   type: string
                                 secretRef:
                                   description: The Secret to select from
@@ -19888,9 +21311,8 @@ spec:
                                 on the host that shares a pod's lifetime.
                               properties:
                                 endpoints:
-                                  description: |-
-                                    endpoints is the endpoint name that details Glusterfs topology.
-                                    More info: https://examples.k8s.
+                                  description: endpoints is the endpoint name that
+                                    details Glusterfs topology.
                                   type: string
                                 path:
                                   description: |-
@@ -20307,6 +21729,52 @@ spec:
                                             type: array
                                             x-kubernetes-list-type: atomic
                                         type: object
+                                      podCertificate:
+                                        description: |-
+                                          Projects an auto-rotating credential bundle (private key and certificate
+                                          chain) that the pod can use either as a TLS...
+                                        properties:
+                                          certificateChainPath:
+                                            description: |-
+                                              Write the certificate chain at this path in the projected volume.
+
+                                              Most applications should use credentialBundlePath.
+                                            type: string
+                                          credentialBundlePath:
+                                            description: Write the credential bundle
+                                              at this path in the projected volume.
+                                            type: string
+                                          keyPath:
+                                            description: |-
+                                              Write the key at this path in the projected volume.
+
+                                              Most applications should use credentialBundlePath.
+                                            type: string
+                                          keyType:
+                                            description: The type of keypair Kubelet
+                                              will generate for the pod.
+                                            type: string
+                                          maxExpirationSeconds:
+                                            description: |-
+                                              maxExpirationSeconds is the maximum lifetime permitted for the
+                                              certificate.
+                                            format: int32
+                                            type: integer
+                                          signerName:
+                                            description: Kubelet's generated CSRs
+                                              will be addressed to this signer.
+                                            type: string
+                                          userAnnotations:
+                                            additionalProperties:
+                                              type: string
+                                            description: |-
+                                              userAnnotations allow pod authors to pass additional information to
+                                              the signer implementation.
+                                            type: object
+                                        required:
+                                        - keyType
+                                        - signerName
+                                        type: object
                                       secret:
                                         description: secret information about the
                                           secret data to project
@@ -20863,11 +22331,11 @@ rules:
   resources:
   - configmaps
   - persistentvolumeclaims
-  - serviceaccounts
   - services
   verbs:
   - create
   - delete
+  - deletecollection
   - get
   - list
   - update
@@ -20876,18 +22344,45 @@ rules:
   - ""
   resources:
   - namespaces
-  - pods
   - secrets
   verbs:
   - get
   - list
   - watch
+- apiGroups:
+  - ""
+  resources:
+  - pods
+  verbs:
+  - create
+  - delete
+  - deletecollection
+  - get
+  - list
+  - watch
 - apiGroups:
   - ""
   resources:
   - pods/exec
   verbs:
   - create
+- apiGroups:
+  - ""
+  resources:
+  - pods/log
+  verbs:
+  - get
+- apiGroups:
+  - ""
+  resources:
+  - serviceaccounts
+  verbs:
+  - create
+  - delete
+  - get
+  - list
+  - update
+  - watch
 - apiGroups:
   - apps
   resources:
@@ -20929,6 +22424,14 @@ rules:
   - patch
   - update
   - watch
+- apiGroups:
+  - config.openshift.io
+  resources:
+  - apiservers
+  verbs:
+  - get
+  - list
+  - watch
 - apiGroups:
   - feast.dev
   resources:
@@ -20955,6 +22458,14 @@ rules:
   - get
   - patch
   - update
+- apiGroups:
+  - mlflow.opendatahub.io
+  resources:
+  - mlflows
+  verbs:
+  - get
+  - list
+  - watch
 - apiGroups:
   - monitoring.coreos.com
   resources:
@@ -20982,10 +22493,36 @@ rules:
   - rbac.authorization.k8s.io
   resources:
   - clusterrolebindings
+  verbs:
+  - create
+  - delete
+  - get
+  - list
+  - update
+- apiGroups:
+  - rbac.authorization.k8s.io
+  resources:
+  - clusterroles
+  verbs:
+  - create
+  - get
+  - list
+- apiGroups:
+  - rbac.authorization.k8s.io
+  resourceNames:
+  - feast-discover-namespaces
+  - feast-oidc-token-review
+  - feast-token-review-cluster-role
+  resources:
   - clusterroles
+  verbs:
+  - delete
+  - update
+- apiGroups:
+  - rbac.authorization.k8s.io
+  resources:
   - rolebindings
   - roles
-  - subjectaccessreviews
   verbs:
   - create
   - delete
@@ -21004,6 +22541,14 @@ rules:
   - list
   - update
   - watch
+- apiGroups:
+  - sparkoperator.k8s.io
+  resources:
+  - sparkapplications
+  verbs:
+  - create
+  - delete
+  - get
 ---
 apiVersion: rbac.authorization.k8s.io/v1
 kind: ClusterRole
@@ -21139,14 +22684,14 @@ spec:
         - /manager
         env:
         - name: RELATED_IMAGE_FEATURE_SERVER
-          value: quay.io/feastdev/feature-server:0.63.0
+          value: quay.io/feastdev/feature-server:0.65.0
         - name: RELATED_IMAGE_CRON_JOB
           value: quay.io/openshift/origin-cli:4.17
         - name: GOMEMLIMIT
           value: 230MiB
         - name: OIDC_ISSUER_URL
           value: ""
-        image: quay.io/feastdev/feast-operator:0.63.0
+        image: quay.io/feastdev/feast-operator:0.65.0
         livenessProbe:
           httpGet:
             path: /healthz
diff --git a/infra/feast-operator/dist/operator-e2e-tests b/infra/feast-operator/dist/operator-e2e-tests
index 8a4bbe95ca8..0d5ff42aef8 100755
Binary files a/infra/feast-operator/dist/operator-e2e-tests and b/infra/feast-operator/dist/operator-e2e-tests differ
diff --git a/infra/feast-operator/docs/api/markdown/ref.md b/infra/feast-operator/docs/api/markdown/ref.md
index fc95a3b9eb4..ea672ea6f59 100644
--- a/infra/feast-operator/docs/api/markdown/ref.md
+++ b/infra/feast-operator/docs/api/markdown/ref.md
@@ -26,6 +26,9 @@ _Appears in:_
 | --- | --- |
 | `kubernetes` _[KubernetesAuthz](#kubernetesauthz)_ |  |
 | `oidc` _[OidcAuthz](#oidcauthz)_ |  |
+| `noAuth` _boolean_ | NoAuth explicitly disables authentication and authorization.
+When set to true, Feast services run without any auth checks.
+Use only for development or testing environments. |
 
 
 #### AutoscalingConfig
@@ -104,6 +107,20 @@ _Appears in:_
 Defaults to "feast apply" & "feast materialize-incremental $(date -u +'%Y-%m-%dT%H:%M:%S')" |
 
 
+#### DataQualityMonitoringConfig
+
+
+
+DataQualityMonitoringConfig defines the Data Quality Monitoring configuration.
+
+_Appears in:_
+- [FeatureStoreSpec](#featurestorespec)
+
+| Field | Description |
+| --- | --- |
+| `autoBaseline` _boolean_ | AutoBaseline controls whether baseline distribution is computed automatically on feast apply. Defaults to true. |
+
+
 #### DefaultCtrConfigs
 
 
@@ -174,6 +191,23 @@ _Appears in:_
 | `template` _string_ | Template for the created project |
 
 
+#### FeastPackagedOptions
+
+
+
+FeastPackagedOptions describes a feature repository packaged in a feature server image.
+
+_Appears in:_
+- [FeastProjectDir](#feastprojectdir)
+
+| Field | Description |
+| --- | --- |
+| `image` _string_ | Image containing the packaged feature repository. When set, this image is used by the
+repository initialization and feast apply containers and as the default service image.
+When omitted, the operator's configured feature server image is used. |
+| `featureRepoPath` _string_ | FeatureRepoPath is the canonical absolute path to the feature repository in the image. |
+
+
 #### FeastProjectDir
 
 
@@ -187,6 +221,7 @@ _Appears in:_
 | --- | --- |
 | `git` _[GitCloneOptions](#gitcloneoptions)_ |  |
 | `init` _[FeastInitOptions](#feastinitoptions)_ |  |
+| `packaged` _[FeastPackagedOptions](#feastpackagedoptions)_ |  |
 
 
 #### FeatureStore
@@ -242,6 +277,8 @@ _Appears in:_
 This enables annotation-driven integrations like OpenTelemetry auto-instrumentation,
 Istio sidecar injection, Vault agent injection, etc. |
 | `disableInitContainers` _boolean_ | Disable the 'feast repo initialization' initContainer |
+| `initImage` _string_ | InitImage overrides the image for init containers (feast-init, feast-apply).
+Resolution order: InitImage → FeastProjectDir.Packaged.Image → RELATED_IMAGE_FEATURE_SERVER → DefaultImage. |
 | `runFeastApplyOnInit` _boolean_ | Runs feast apply on pod start to populate the registry. Defaults to true. Ignored when DisableInitContainers is true. |
 | `volumes` _[Volume](https://kubernetes.io/docs/reference/generated/kubernetes-api/v1.30/#volume-v1-core) array_ | Volumes specifies the volumes to mount in the FeatureStore deployment. A corresponding `VolumeMount` should be added to whichever feast service(s) require access to said volume(s). |
 | `scaling` _[ScalingConfig](#scalingconfig)_ | Scaling configures horizontal scaling for the FeatureStore deployment (e.g. HPA autoscaling).
@@ -255,6 +292,10 @@ Set to an empty array to disable auto-injection. |
 | `affinity` _[Affinity](https://kubernetes.io/docs/reference/generated/kubernetes-api/v1.30/#affinity-v1-core)_ | Affinity defines the pod scheduling constraints for the FeatureStore deployment.
 When scaling is enabled and this is not set, the operator auto-injects a soft
 pod anti-affinity rule to prefer spreading pods across nodes. |
+| `resourceClaims` _[PodResourceClaim](https://kubernetes.io/docs/reference/generated/kubernetes-api/v1.30/#podresourceclaim-v1-core) array_ | ResourceClaims defines which ResourceClaims must be allocated
+and reserved before the Pod is allowed to start. The resources
+will be made available to those containers which consume them
+by name. |
 
 
 #### FeatureStoreSpec
@@ -275,12 +316,17 @@ _Appears in:_
 | `authz` _[AuthzConfig](#authzconfig)_ |  |
 | `cronJob` _[FeastCronJob](#feastcronjob)_ |  |
 | `batchEngine` _[BatchEngineConfig](#batchengineconfig)_ |  |
+| `dataQualityMonitoring` _[DataQualityMonitoringConfig](#dataqualitymonitoringconfig)_ | DataQualityMonitoring configures Data Quality Monitoring behaviour. |
 | `replicas` _integer_ | Replicas is the desired number of pod replicas. Used by the scale sub-resource.
 Mutually exclusive with services.scaling.autoscaling. |
 | `materialization` _[MaterializationConfig](#materializationconfig)_ | Materialization controls feature materialization behavior (batch size, pull strategy).
 Written into feature_store.yaml for all service pods. |
 | `openlineage` _[OpenLineageConfig](#openlineageconfig)_ | OpenLineage enables OpenLineage data lineage tracking for Feast operations.
 Written into feature_store.yaml for all service pods. |
+| `mlflow` _[MlflowConfig](#mlflowconfig)_ | Mlflow enables MLflow experiment tracking integration for Feast.
+Written into feature_store.yaml for all service pods and the client ConfigMap.
+When omitted and a cluster MLflow instance is detected, defaults to enabled
+with the discovered tracking URI. |
 
 
 #### FeatureStoreStatus
@@ -496,6 +542,7 @@ McpConfig enables MCP (Model Context Protocol) server support in the feature ser
 When this field is set on ServingConfig, the feature server type is switched to "mcp".
 
 _Appears in:_
+- [RegistryServerConfigs](#registryserverconfigs)
 - [ServingConfig](#servingconfig)
 
 | Field | Description |
@@ -506,6 +553,47 @@ _Appears in:_
 | `transport` _string_ | MCP transport protocol. |
 
 
+#### MlflowConfig
+
+
+
+MlflowConfig enables MLflow experiment tracking integration for Feast.
+When enabled, feature retrieval metadata is automatically logged to MLflow runs
+and the Feast UI displays lineage from feature views to registered models.
+
+_Appears in:_
+- [FeatureStoreSpec](#featurestorespec)
+
+| Field | Description |
+| --- | --- |
+| `enabled` _boolean_ | Enable MLflow integration. |
+| `trackingUri` _string_ | MLflow tracking server URI. When omitted, the operator auto-discovers
+from the cluster MLflow CR (status.address.url). Falls back to
+MLFLOW_TRACKING_URI env var on pods. |
+| `uiUrl` _string_ | Browser-reachable MLflow UI URL used for hyperlinks in Feast UI lineage.
+When omitted, the operator auto-discovers from the MLflow CR status.url
+(the external gateway route). Falls back to MLFLOW_UI_URL env var, then
+to trackingUri. Only needed when the tracking URI is cluster-internal. |
+| `autoLog` _boolean_ | Automatically log feature metadata on every retrieval inside an active MLflow run.
+Defaults to true when enabled. |
+| `autoLogEntityDf` _boolean_ | Save entity DataFrame as MLflow artifact on historical retrieval.
+Defaults to false. |
+| `entityDfMaxRows` _integer_ | Maximum number of entity DataFrame rows to save as an MLflow artifact.
+DataFrames exceeding this limit are skipped. Defaults to 100000. |
+| `logOperations` _boolean_ | Log feast apply and materialize operations to a separate MLflow experiment.
+Defaults to false. |
+| `opsExperimentSuffix` _string_ | Suffix appended to the project name for the operations experiment.
+Defaults to "-feast-ops". |
+| `trackingAuth` _string_ | Authentication method used by Feast pods when calling the MLflow tracking
+server. Common values: "kubernetes-namespaced" (token-based, default on
+OpenShift AI), "basic", "bearer", or "" (no auth for local/dev).
+Defaults to "kubernetes-namespaced". |
+| `extraConfig` _object (keys:string, values:string)_ | ExtraConfig holds additional MLflow key-value settings written inline into
+the mlflow block of feature_store.yaml. Boolean and integer string values
+are coerced to native YAML types. Keys must be valid Feast MlflowConfig
+YAML field names. |
+
+
 #### OfflinePushBatchingConfig
 
 
@@ -602,6 +690,11 @@ _Appears in:_
 | `tokenEnvVar` _string_ | Env var name for client pods to read an OIDC token from. Sets token_env_var in client config. |
 | `verifySSL` _boolean_ | Verify SSL certificates for the OIDC provider. Defaults to true. |
 | `caCertConfigMap` _[OidcCACertConfigMap](#oidccacertconfigmap)_ | ConfigMap with the CA certificate for self-signed OIDC providers. Auto-detected on RHOAI/ODH. |
+| `jwksCacheLifespanSeconds` _integer_ | Seconds the servers reuse the provider's fetched JWK set before refetching. Defaults to 300.
+Also bounds how long a key the provider revoked keeps validating tokens, so lower it if the
+provider rotates or revokes aggressively, at the cost of more JWKS fetches. |
+| `jwksRequestTimeoutSeconds` _integer_ | Seconds before a JWKS fetch times out. Defaults to 10. The fetch happens inline on the request
+path, so an unresponsive provider blocks serving for at most this long. |
 
 
 #### OidcCACertConfigMap
@@ -634,6 +727,9 @@ _Appears in:_
 | `persistence` _[OnlineStorePersistence](#onlinestorepersistence)_ |  |
 | `serving` _[ServingConfig](#servingconfig)_ | Serving configures the Feast feature_server section written into feature_store.yaml for the online serve pod.
 Controls metrics granularity, offline push batching, and MCP. |
+| `disabled` _boolean_ | Disabled skips deploying the online store service entirely, including its
+serving pod and persistence. Omitting the online store block, or setting
+this to false, deploys the online store with defaults as before. |
 
 
 #### OnlineStoreDBStorePersistence
@@ -706,6 +802,31 @@ emit_on_materialize) and transport-specific options (e.g. kafka
 bootstrap_servers, topic; file path). Boolean values ("true"/"false") and
 integer values are automatically coerced to their native YAML types.
 Keys must be valid Feast OpenLineageConfig YAML field names. |
+| `consumer` _[OpenLineageConsumerConfig](#openlineageconsumerconfig)_ | Consumer configures the OpenLineage consumer (event receiver) that enables
+Feast to receive and display lineage from external producers (Airflow, Spark, dbt, etc.). |
+
+
+#### OpenLineageConsumerConfig
+
+
+
+OpenLineageConsumerConfig configures the OpenLineage consumer (event receiver).
+When enabled, the Feast REST server exposes POST /api/v1/lineage to receive
+OpenLineage events from any producer, storing them for visualization in the Feast UI.
+
+_Appears in:_
+- [OpenLineageConfig](#openlineageconfig)
+
+| Field | Description |
+| --- | --- |
+| `enabled` _boolean_ | Enable the OpenLineage consumer. |
+| `storeType` _string_ | StoreType is the storage backend for lineage events. Currently only "sql" is supported. |
+| `connectionStringSecretRef` _[LocalObjectReference](https://kubernetes.io/docs/reference/generated/kubernetes-api/v1.30/#localobjectreference-v1-core)_ | Reference to a Secret containing the key "connection_string" for a separate
+lineage database. If omitted, the SQL registry database is reused. |
+| `apiKeySecretRef` _[LocalObjectReference](https://kubernetes.io/docs/reference/generated/kubernetes-api/v1.30/#localobjectreference-v1-core)_ | Reference to a Secret containing the key "api_key" that producers must
+provide in the X-API-Key header when sending events. |
+| `namespaceMapping` _object (keys:string, values:string)_ | NamespaceMapping maps OpenLineage namespaces to Feast projects for
+RBAC-based filtering of lineage data in the UI. |
 
 
 #### OptionalCtrConfigs
@@ -883,6 +1004,8 @@ volume definition in the Volumes field. |
 These options are primarily used for production deployments to optimize performance. |
 | `restAPI` _boolean_ | Enable REST API registry server. |
 | `grpc` _boolean_ | Enable gRPC registry server. Defaults to true if unset. |
+| `mcp` _[McpConfig](#mcpconfig)_ | Mcp enables MCP (Model Context Protocol) on the REST registry server.
+Requires restAPI to be true. Reuses the same McpConfig struct as the online store. |
 
 
 #### RemoteRegistryConfig
diff --git a/infra/feast-operator/docs/mlflow-integration.md b/infra/feast-operator/docs/mlflow-integration.md
new file mode 100644
index 00000000000..cf9bc27d77b
--- /dev/null
+++ b/infra/feast-operator/docs/mlflow-integration.md
@@ -0,0 +1,153 @@
+# MLflow Integration (RHOAI / ODH)
+
+## Overview
+
+When both the Feast operator and MLflow operator are enabled (`Managed`) on RHOAI/ODH, the Feast operator automatically detects the cluster MLflow instance and enables MLflow experiment tracking for every FeatureStore deployment. This provides:
+
+- **Zero-config MLflow lineage** for workbench users (no YAML editing)
+- **Feast UI lineage panels** (training runs, model associations, registry graph) via the operator-managed UI Route
+- **Operations audit trail** for `feast apply` and `feast materialize`
+
+## Auto-discovery
+
+The operator lists all MLflow CRs (`mlflow.opendatahub.io/v1`) in the cluster and uses the first one with an `Available=True` or `Ready=True` condition. The RHOAI MLflow CRD enforces a singleton named `mlflow`, but the operator uses list-based discovery for forward-compatibility.
+
+If the MLflow CR does not report conditions (older operator versions), auto-discovery will not activate. In that case, set `trackingUri` explicitly.
+
+## FeatureStore CR configuration
+
+### Auto-enabled (default when MLflow is present)
+
+No `spec.mlflow` needed. The operator auto-enables when an Available MLflow CR is detected:
+
+```yaml
+apiVersion: feast.dev/v1
+kind: FeatureStore
+metadata:
+  name: my-store
+spec:
+  feastProject: my_project
+  services:
+    onlineStore: {}
+    registry: {}
+    ui: {}
+  # mlflow is auto-enabled — no config required
+```
+
+### Explicit configuration
+
+Override defaults or enable additional features:
+
+```yaml
+apiVersion: feast.dev/v1
+kind: FeatureStore
+metadata:
+  name: my-store
+spec:
+  feastProject: my_project
+  services:
+    onlineStore: {}
+    registry: {}
+    ui: {}
+  mlflow:
+    enabled: true
+    trackingUri: "https://custom-mlflow.example.com:8443"
+    uiUrl: "https://dashboard.example.com/mlflow"
+    trackingAuth: "kubernetes-namespaced"
+    autoLog: true
+    autoLogEntityDf: true
+    entityDfMaxRows: 50000
+    logOperations: true
+    opsExperimentSuffix: "-feast-ops"
+```
+
+### Opt-out
+
+Disable MLflow even when the MLflow operator is present:
+
+```yaml
+spec:
+  mlflow:
+    enabled: false
+```
+
+## Configuration options
+
+| Field | Type | Default | Description |
+|-------|------|---------|-------------|
+| `enabled` | bool | auto-detected | Master switch for MLflow integration |
+| `trackingUri` | string | auto-discovered | MLflow tracking server URI (in-cluster, from `status.address.url`) |
+| `uiUrl` | string | auto-discovered | Browser-reachable MLflow URL for Feast UI lineage hyperlinks (from `status.url`) |
+| `trackingAuth` | *string | `"kubernetes-namespaced"` | Auth method for Feast pods calling MLflow (see [Authentication](#authentication)) |
+| `autoLog` | *bool | `true` | Auto-log feature metadata on every retrieval |
+| `autoLogEntityDf` | *bool | `false` | Save entity DataFrame as artifact |
+| `entityDfMaxRows` | *int32 | `100000` | Skip artifact for large DataFrames |
+| `logOperations` | *bool | `false` | Log `feast apply` / `materialize` to ops experiment |
+| `opsExperimentSuffix` | *string | `"-feast-ops"` | Ops experiment name suffix |
+| `extraConfig` | map[string]string | — | Additional YAML fields (coerced to native types) |
+
+## Authentication
+
+The operator injects `MLFLOW_TRACKING_AUTH` into all Feast pod containers. This env var is consumed by the MLflow Python client's auth plugin system to attach credentials to HTTP requests made to the tracking server.
+
+| `trackingAuth` value | Behavior |
+|---------------------|----------|
+| `"kubernetes-namespaced"` (default) | Reads the pod's SA token and namespace from `/var/run/secrets/kubernetes.io/serviceaccount/`, sends `Authorization: Bearer <token>` and `X-MLFLOW-WORKSPACE: <namespace>` headers. Multi-tenant isolation on RHOAI. |
+| `"kubernetes"` | Same as above but without the workspace header. Single-tenant setups. |
+| `"basic"` | HTTP Basic auth using `MLFLOW_TRACKING_USERNAME` / `MLFLOW_TRACKING_PASSWORD` env vars. |
+| `"bearer"` | Static bearer token from `MLFLOW_TRACKING_TOKEN` env var. |
+| `""` (empty string) | No auth header. For local dev or unprotected MLflow instances. |
+
+No Kubernetes RoleBinding is required for MLflow tracking API access. The MLflow server validates the SA token directly via TokenReview and applies its own access policies.
+
+## Where to see lineage
+
+Lineage appears in the **Feast UI** (not the RHOAI Dashboard):
+
+1. Open the Feast UI Route: `oc get route -l app.kubernetes.io/name=<featurestore-name>`
+2. Feature View page shows MLflow training run count, last used, and model associations.
+3. Registry visualization draws edges from FeatureService through MLflow runs to registered models.
+4. Click model links to open the RHOAI MLflow UI for that run/model.
+
+The RHOAI Dashboard provides navigation to both the Feast UI and the MLflow application tile.
+
+## Workbench setup
+
+For workbench notebooks to use `store.mlflow`:
+
+1. Select the Feast project in the RHOAI Dashboard (mounts client ConfigMap).
+2. Ensure the workbench has the `opendatahub.io/mlflow-instance` annotation (enables MLflow SDK env injection by the MLflow operator).
+
+Then in the notebook:
+
+```python
+from feast import FeatureStore
+
+store = FeatureStore(...)  # from mounted client config
+
+with store.mlflow.start_run(run_name="training"):
+    df = store.get_historical_features(...).to_df()
+    model = train(df)
+    store.mlflow.log_model(model, "model")
+```
+
+## Tracking URI resolution order
+
+1. Explicit `trackingUri` in FeatureStore CR
+2. Auto-discovered from MLflow CR `status.address.url` (first Available/Ready CR)
+3. `MLFLOW_TRACKING_URI` environment variable (on workbench pods, injected by MLflow operator)
+4. MLflow default (`./mlruns`)
+
+## UI URL resolution order (for browser hyperlinks in Feast UI lineage)
+
+1. Explicit `uiUrl` in FeatureStore CR
+2. `MLFLOW_UI_URL` environment variable
+3. Auto-discovered from MLflow CR `status.url` (external gateway route)
+4. Falls back to `trackingUri` (works for local dev where tracking URI is browser-reachable)
+
+## Graceful degradation
+
+- If MLflow operator is not installed: no mlflow block in YAML; FeatureStore stays Ready.
+- If no MLflow CR has `Available=True` or `Ready=True` condition: discovery returns empty; mlflow stays off.
+- If tracking URI becomes unreachable: SDK logs a warning but does not block feature retrieval.
+- If UI pod lacks RBAC: `/api/mlflow-*` returns empty responses; lineage panels are hidden.
diff --git a/infra/feast-operator/go.mod b/infra/feast-operator/go.mod
index 72bdf42b6a2..ab19a1de20a 100644
--- a/infra/feast-operator/go.mod
+++ b/infra/feast-operator/go.mod
@@ -1,25 +1,30 @@
 module github.com/feast-dev/feast/infra/feast-operator
 
-go 1.24.12
+go 1.25.0
 
 require (
-	github.com/onsi/ginkgo/v2 v2.22.2
-	github.com/onsi/gomega v1.36.2
-	github.com/openshift/api v0.0.0-20240912201240-0a8800162826 // release-4.17
+	github.com/onsi/ginkgo/v2 v2.28.1
+	github.com/onsi/gomega v1.39.1
+	github.com/openshift/api v0.0.0-20260317165824-54a3998d81eb // release-4.17
 	gopkg.in/yaml.v3 v3.0.1
-	k8s.io/api v0.33.1
-	k8s.io/apimachinery v0.33.1
-	k8s.io/client-go v0.33.1
-	sigs.k8s.io/controller-runtime v0.21.0
+	k8s.io/api v0.35.2
+	k8s.io/apimachinery v0.35.2
+	k8s.io/client-go v0.35.2
+	sigs.k8s.io/controller-runtime v0.23.3
 )
 
 require (
+	github.com/openshift/controller-runtime-common v0.0.0-20260428152732-64ee174f5e2e
 	github.com/prometheus-operator/prometheus-operator/pkg/client v0.83.0
-	k8s.io/utils v0.0.0-20250502105355-0f33e8f1c979
+	github.com/prometheus/client_golang v1.23.2
+	github.com/prometheus/client_model v0.6.2
+	k8s.io/apiextensions-apiserver v0.35.1
+	k8s.io/utils v0.0.0-20260210185600-b8788abfbbc2
 )
 
 require (
-	cel.dev/expr v0.19.1 // indirect
+	cel.dev/expr v0.25.1 // indirect
+	github.com/Masterminds/semver/v3 v3.4.0 // indirect
 	github.com/antlr4-go/antlr/v4 v4.13.0 // indirect
 	github.com/beorn7/perks v1.0.1 // indirect
 	github.com/blang/semver/v4 v4.0.0 // indirect
@@ -29,75 +34,75 @@ require (
 	github.com/emicklei/go-restful/v3 v3.12.2 // indirect
 	github.com/evanphx/json-patch/v5 v5.9.11 // indirect
 	github.com/felixge/httpsnoop v1.0.4 // indirect
-	github.com/fsnotify/fsnotify v1.7.0 // indirect
-	github.com/fxamacker/cbor/v2 v2.8.0 // indirect
-	github.com/go-logr/logr v1.4.2 // indirect
+	github.com/fsnotify/fsnotify v1.9.0 // indirect
+	github.com/fxamacker/cbor/v2 v2.9.0 // indirect
+	github.com/go-logr/logr v1.4.3 // indirect
 	github.com/go-logr/stdr v1.2.2 // indirect
 	github.com/go-logr/zapr v1.3.0 // indirect
 	github.com/go-openapi/jsonpointer v0.21.1 // indirect
 	github.com/go-openapi/jsonreference v0.21.0 // indirect
 	github.com/go-openapi/swag v0.23.1 // indirect
 	github.com/go-task/slim-sprig/v3 v3.0.0 // indirect
-	github.com/gogo/protobuf v1.3.2 // indirect
 	github.com/google/btree v1.1.3 // indirect
-	github.com/google/cel-go v0.23.2 // indirect
-	github.com/google/gnostic-models v0.6.9 // indirect
+	github.com/google/cel-go v0.26.0 // indirect
+	github.com/google/gnostic-models v0.7.0 // indirect
 	github.com/google/go-cmp v0.7.0 // indirect
-	github.com/google/pprof v0.0.0-20241210010833-40e02aabc2ad // indirect
+	github.com/google/pprof v0.0.0-20260115054156-294ebfa9ad83 // indirect
 	github.com/google/uuid v1.6.0 // indirect
-	github.com/grpc-ecosystem/grpc-gateway/v2 v2.24.0 // indirect
+	github.com/grpc-ecosystem/grpc-gateway/v2 v2.26.3 // indirect
 	github.com/inconshreveable/mousetrap v1.1.0 // indirect
 	github.com/josharian/intern v1.0.0 // indirect
 	github.com/json-iterator/go v1.1.12 // indirect
 	github.com/mailru/easyjson v0.9.0 // indirect
 	github.com/modern-go/concurrent v0.0.0-20180306012644-bacd9c7ef1dd // indirect
-	github.com/modern-go/reflect2 v1.0.2 // indirect
+	github.com/modern-go/reflect2 v1.0.3-0.20250322232337-35a7c28c31ee // indirect
 	github.com/munnerz/goautoneg v0.0.0-20191010083416-a7dc8b61c822 // indirect
-	github.com/pkg/errors v0.9.1 // indirect
+	github.com/openshift/library-go v0.0.0-20260213153706-03f1709971c5 // indirect
+	github.com/pmezard/go-difflib v1.0.1-0.20181226105442-5d4384ee4fb2 // indirect
 	github.com/prometheus-operator/prometheus-operator/pkg/apis/monitoring v0.83.0 // indirect
-	github.com/prometheus/client_golang v1.22.0 // indirect
-	github.com/prometheus/client_model v0.6.1 // indirect
-	github.com/prometheus/common v0.62.0 // indirect
-	github.com/prometheus/procfs v0.15.1 // indirect
-	github.com/spf13/cobra v1.8.1 // indirect
-	github.com/spf13/pflag v1.0.5 // indirect
+	github.com/prometheus/common v0.66.1 // indirect
+	github.com/prometheus/procfs v0.16.1 // indirect
+	github.com/spf13/cobra v1.10.0 // indirect
+	github.com/spf13/pflag v1.0.9 // indirect
 	github.com/stoewer/go-strcase v1.3.0 // indirect
 	github.com/x448/float16 v0.8.4 // indirect
-	go.opentelemetry.io/auto/sdk v1.1.0 // indirect
-	go.opentelemetry.io/contrib/instrumentation/net/http/otelhttp v0.58.0 // indirect
-	go.opentelemetry.io/otel v1.33.0 // indirect
-	go.opentelemetry.io/otel/exporters/otlp/otlptrace v1.33.0 // indirect
-	go.opentelemetry.io/otel/exporters/otlp/otlptrace/otlptracegrpc v1.33.0 // indirect
-	go.opentelemetry.io/otel/metric v1.33.0 // indirect
-	go.opentelemetry.io/otel/sdk v1.33.0 // indirect
-	go.opentelemetry.io/otel/trace v1.33.0 // indirect
-	go.opentelemetry.io/proto/otlp v1.4.0 // indirect
+	go.opentelemetry.io/auto/sdk v1.2.1 // indirect
+	go.opentelemetry.io/contrib/instrumentation/net/http/otelhttp v0.61.0 // indirect
+	go.opentelemetry.io/otel v1.44.0 // indirect
+	go.opentelemetry.io/otel/exporters/otlp/otlptrace v1.34.0 // indirect
+	go.opentelemetry.io/otel/exporters/otlp/otlptrace/otlptracegrpc v1.34.0 // indirect
+	go.opentelemetry.io/otel/metric v1.44.0 // indirect
+	go.opentelemetry.io/otel/sdk v1.44.0 // indirect
+	go.opentelemetry.io/otel/trace v1.44.0 // indirect
+	go.opentelemetry.io/proto/otlp v1.5.0 // indirect
 	go.uber.org/multierr v1.11.0 // indirect
 	go.uber.org/zap v1.27.0 // indirect
+	go.yaml.in/yaml/v2 v2.4.3 // indirect
+	go.yaml.in/yaml/v3 v3.0.4 // indirect
 	golang.org/x/exp v0.0.0-20240719175910-8a7402abbf56 // indirect
-	golang.org/x/net v0.40.0 // indirect
-	golang.org/x/oauth2 v0.30.0 // indirect
-	golang.org/x/sync v0.14.0 // indirect
-	golang.org/x/sys v0.33.0 // indirect
-	golang.org/x/term v0.32.0 // indirect
-	golang.org/x/text v0.25.0 // indirect
+	golang.org/x/mod v0.35.0 // indirect
+	golang.org/x/net v0.55.0 // indirect
+	golang.org/x/oauth2 v0.34.0 // indirect
+	golang.org/x/sync v0.20.0 // indirect
+	golang.org/x/sys v0.45.0 // indirect
+	golang.org/x/term v0.43.0 // indirect
+	golang.org/x/text v0.37.0 // indirect
 	golang.org/x/time v0.11.0 // indirect
-	golang.org/x/tools v0.28.0 // indirect
+	golang.org/x/tools v0.44.0 // indirect
 	gomodules.xyz/jsonpatch/v2 v2.4.0 // indirect
-	google.golang.org/genproto/googleapis/api v0.0.0-20241209162323-e6fa225c2576 // indirect
-	google.golang.org/genproto/googleapis/rpc v0.0.0-20241209162323-e6fa225c2576 // indirect
-	google.golang.org/grpc v1.68.1 // indirect
-	google.golang.org/protobuf v1.36.6 // indirect
-	gopkg.in/evanphx/json-patch.v4 v4.12.0 // indirect
+	google.golang.org/genproto/googleapis/api v0.0.0-20251202230838-ff82c1b0f217 // indirect
+	google.golang.org/genproto/googleapis/rpc v0.0.0-20251202230838-ff82c1b0f217 // indirect
+	google.golang.org/grpc v1.79.3 // indirect
+	google.golang.org/protobuf v1.36.10 // indirect
+	gopkg.in/evanphx/json-patch.v4 v4.13.0 // indirect
 	gopkg.in/inf.v0 v0.9.1 // indirect
-	k8s.io/apiextensions-apiserver v0.33.1 // indirect
-	k8s.io/apiserver v0.33.1 // indirect
-	k8s.io/component-base v0.33.1 // indirect
+	k8s.io/apiserver v0.35.1 // indirect
+	k8s.io/component-base v0.35.1 // indirect
 	k8s.io/klog/v2 v2.130.1 // indirect
-	k8s.io/kube-openapi v0.0.0-20250318190949-c8a335a9a2ff // indirect
+	k8s.io/kube-openapi v0.0.0-20250910181357-589584f1c912 // indirect
 	sigs.k8s.io/apiserver-network-proxy/konnectivity-client v0.31.2 // indirect
-	sigs.k8s.io/json v0.0.0-20241014173422-cfa47c3a1cc8 // indirect
+	sigs.k8s.io/json v0.0.0-20250730193827-2d320260d730 // indirect
 	sigs.k8s.io/randfill v1.0.0 // indirect
-	sigs.k8s.io/structured-merge-diff/v4 v4.7.0 // indirect
-	sigs.k8s.io/yaml v1.4.0 // indirect
+	sigs.k8s.io/structured-merge-diff/v6 v6.3.2-0.20260122202528-d9cc6641c482 // indirect
+	sigs.k8s.io/yaml v1.6.0 // indirect
 )
diff --git a/infra/feast-operator/go.sum b/infra/feast-operator/go.sum
index e2454886924..b642252f7d3 100644
--- a/infra/feast-operator/go.sum
+++ b/infra/feast-operator/go.sum
@@ -1,5 +1,7 @@
-cel.dev/expr v0.19.1 h1:NciYrtDRIR0lNCnH1LFJegdjspNx9fI59O7TWcua/W4=
-cel.dev/expr v0.19.1/go.mod h1:MrpN08Q+lEBs+bGYdLxxHkZoUSsCp0nSKTs0nTymJgw=
+cel.dev/expr v0.25.1 h1:1KrZg61W6TWSxuNZ37Xy49ps13NUovb66QLprthtwi4=
+cel.dev/expr v0.25.1/go.mod h1:hrXvqGP6G6gyx8UAHSHJ5RGk//1Oj5nXQ2NI02Nrsg4=
+github.com/Masterminds/semver/v3 v3.4.0 h1:Zog+i5UMtVoCU8oKka5P7i9q9HgrJeGzI9SA1Xbatp0=
+github.com/Masterminds/semver/v3 v3.4.0/go.mod h1:4V+yj/TJE1HU9XfppCwVMZq3I84lprf4nC11bSS5beM=
 github.com/antlr4-go/antlr/v4 v4.13.0 h1:lxCg3LAv+EUK6t1i0y1V6/SLeUi0eKEKdhQAlS8TVTI=
 github.com/antlr4-go/antlr/v4 v4.13.0/go.mod h1:pfChB/xh/Unjila75QW7+VU4TSnWnnk9UTnmpPaOR2g=
 github.com/beorn7/perks v1.0.1 h1:VlbKKnNfV8bJzeqoa4cOKqO6bYr3WgKZxO8Z16+hsOM=
@@ -10,7 +12,7 @@ github.com/cenkalti/backoff/v4 v4.3.0 h1:MyRJ/UdXutAwSAT+s3wNd7MfTIcy71VQueUuFK3
 github.com/cenkalti/backoff/v4 v4.3.0/go.mod h1:Y3VNntkOUPxTVeUxJ/G5vcM//AlwfmyYozVcomhLiZE=
 github.com/cespare/xxhash/v2 v2.3.0 h1:UL815xU9SqsFlibzuggzjXhog7bL6oX9BbNZnL2UFvs=
 github.com/cespare/xxhash/v2 v2.3.0/go.mod h1:VGX0DQ3Q6kWi7AoAeZDth3/j3BFtOZR5XLFGgcrjCOs=
-github.com/cpuguy83/go-md2man/v2 v2.0.4/go.mod h1:tgQtvFlXSQOSOSIRvRPT7W67SCa46tRHOmNcaadrF8o=
+github.com/cpuguy83/go-md2man/v2 v2.0.6/go.mod h1:oOW0eioCTA6cOiMLiUPZOpcVxMig6NIQQ7OS05n1F4g=
 github.com/davecgh/go-spew v1.1.0/go.mod h1:J7Y8YcW2NihsgmVo/mv3lAwl/skON4iLHjSsI+c5H38=
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diff --git a/infra/feast-operator/internal/controller/authz/authz.go b/infra/feast-operator/internal/controller/authz/authz.go
index 3ca5a6237ce..7a5354c1335 100644
--- a/infra/feast-operator/internal/controller/authz/authz.go
+++ b/infra/feast-operator/internal/controller/authz/authz.go
@@ -2,11 +2,13 @@ package authz
 
 import (
 	"context"
+	"fmt"
 	"slices"
 
 	feastdevv1 "github.com/feast-dev/feast/infra/feast-operator/api/v1"
 	"github.com/feast-dev/feast/infra/feast-operator/internal/controller/services"
 	rbacv1 "k8s.io/api/rbac/v1"
+	apierrors "k8s.io/apimachinery/pkg/api/errors"
 	apimeta "k8s.io/apimachinery/pkg/api/meta"
 	metav1 "k8s.io/apimachinery/pkg/apis/meta/v1"
 	"k8s.io/apimachinery/pkg/labels"
@@ -15,9 +17,18 @@ import (
 	"sigs.k8s.io/controller-runtime/pkg/log"
 )
 
+const (
+	authenticationAPIGroup = "authentication.k8s.io"
+	verbCreate             = "create"
+)
+
 // Deploy the feast authorization
 func (authz *FeastAuthorization) Deploy() error {
 	if authz.isKubernetesAuth() {
+		logger := log.FromContext(authz.Handler.Context)
+		if authz.Handler.FeatureStore.Spec.AuthzConfig == nil {
+			logger.Info("No authz config specified in FeatureStore spec, defaulting to Kubernetes authorization")
+		}
 		authz.cleanupOidcRbac()
 		return authz.deployKubernetesAuth()
 	}
@@ -60,28 +71,37 @@ func (authz *FeastAuthorization) isOidcAuth() bool {
 
 func (authz *FeastAuthorization) deployKubernetesAuth() error {
 	if authz.isKubernetesAuth() {
+		logger := log.FromContext(authz.Handler.Context)
+		logger.Info("Deploying Kubernetes authorization RBAC resources",
+			"featureStore", authz.Handler.FeatureStore.Name,
+			"namespace", authz.Handler.FeatureStore.Namespace)
+
 		authz.removeOrphanedRoles()
 
-		// Create namespace-scoped RBAC resources
 		if err := authz.createFeastRole(); err != nil {
-			return authz.setFeastKubernetesAuthCondition(err)
+			return authz.setFeastKubernetesAuthCondition(
+				fmt.Errorf("failed to create namespace Role %q: %w", authz.getFeastRoleName(), err))
 		}
 		if err := authz.createFeastRoleBinding(); err != nil {
-			return authz.setFeastKubernetesAuthCondition(err)
+			return authz.setFeastKubernetesAuthCondition(
+				fmt.Errorf("failed to create RoleBinding %q: %w", authz.getFeastRoleName(), err))
 		}
 
-		// Create cluster-scoped RBAC resources (separate from namespace resources)
 		if err := authz.createFeastClusterRole(); err != nil {
-			return authz.setFeastKubernetesAuthCondition(err)
+			return authz.setFeastKubernetesAuthCondition(
+				fmt.Errorf("failed to create ClusterRole %q (ensure the operator has cluster-scoped RBAC permissions): %w",
+					authz.getFeastClusterRoleName(), err))
 		}
 		if err := authz.createFeastClusterRoleBinding(); err != nil {
-			return authz.setFeastKubernetesAuthCondition(err)
+			return authz.setFeastKubernetesAuthCondition(
+				fmt.Errorf("failed to create ClusterRoleBinding %q: %w",
+					authz.getFeastClusterRoleBindingName(), err))
 		}
 
-		// Create custom auth roles
 		for _, roleName := range authz.Handler.FeatureStore.Status.Applied.AuthzConfig.KubernetesAuthz.Roles {
 			if err := authz.createAuthRole(roleName); err != nil {
-				return authz.setFeastKubernetesAuthCondition(err)
+				return authz.setFeastKubernetesAuthCondition(
+					fmt.Errorf("failed to create custom auth Role %q: %w", roleName, err))
 			}
 		}
 	}
@@ -127,14 +147,19 @@ func (authz *FeastAuthorization) createFeastRole() error {
 func (authz *FeastAuthorization) createFeastClusterRole() error {
 	logger := log.FromContext(authz.Handler.Context)
 	clusterRole := authz.initFeastClusterRole()
-	if op, err := controllerutil.CreateOrUpdate(authz.Handler.Context, authz.Handler.Client, clusterRole, controllerutil.MutateFn(func() error {
+	op, err := controllerutil.CreateOrUpdate(authz.Handler.Context, authz.Handler.Client, clusterRole, controllerutil.MutateFn(func() error {
 		return authz.setFeastClusterRole(clusterRole)
-	})); err != nil {
+	}))
+	if apierrors.IsAlreadyExists(err) || apierrors.IsConflict(err) {
+		logger.Info("ClusterRole conflict or already exists, will reconcile on next cycle", "ClusterRole", clusterRole.Name, "error", err)
+		return nil
+	}
+	if err != nil {
 		return err
-	} else if op == controllerutil.OperationResultCreated || op == controllerutil.OperationResultUpdated {
+	}
+	if op == controllerutil.OperationResultCreated || op == controllerutil.OperationResultUpdated {
 		logger.Info("Successfully reconciled", "ClusterRole", clusterRole.Name, "operation", op)
 	}
-
 	return nil
 }
 
@@ -147,37 +172,32 @@ func (authz *FeastAuthorization) initFeastClusterRole() *rbacv1.ClusterRole {
 }
 
 func (authz *FeastAuthorization) setFeastClusterRole(clusterRole *rbacv1.ClusterRole) error {
-	clusterRole.Labels = authz.getLabels()
+	clusterRole.Labels = authz.getSharedClusterRoleLabels()
 	clusterRole.Rules = []rbacv1.PolicyRule{
 		{
 			APIGroups: []string{rbacv1.GroupName},
 			Resources: []string{"rolebindings"},
-			Verbs:     []string{"list"},
-		},
-		{
-			APIGroups: []string{"authentication.k8s.io"},
-			Resources: []string{"tokenreviews"},
-			Verbs:     []string{"create"},
+			Verbs:     []string{verbList},
 		},
 		{
-			APIGroups: []string{rbacv1.GroupName},
-			Resources: []string{"subjectaccessreviews"},
-			Verbs:     []string{"create"},
+			APIGroups: []string{authenticationAPIGroup},
+			Resources: []string{resourceTokenReviews},
+			Verbs:     []string{verbCreate},
 		},
 		{
 			APIGroups: []string{""},
 			Resources: []string{"namespaces"},
-			Verbs:     []string{"get", "list", "watch"},
+			Verbs:     []string{verbGet, verbList, verbWatch},
 		},
 		{
 			APIGroups: []string{rbacv1.GroupName},
 			Resources: []string{"clusterroles"},
-			Verbs:     []string{"get", "list"},
+			Verbs:     []string{verbGet, verbList},
 		},
 		{
 			APIGroups: []string{rbacv1.GroupName},
 			Resources: []string{"clusterrolebindings"},
-			Verbs:     []string{"get", "list"},
+			Verbs:     []string{verbGet, verbList},
 		},
 	}
 	// Don't set controller reference for shared ClusterRole
@@ -213,14 +233,19 @@ func (authz *FeastAuthorization) setFeastClusterRoleBinding(clusterRoleBinding *
 func (authz *FeastAuthorization) createFeastClusterRoleBinding() error {
 	logger := log.FromContext(authz.Handler.Context)
 	clusterRoleBinding := authz.initFeastClusterRoleBinding()
-	if op, err := controllerutil.CreateOrUpdate(authz.Handler.Context, authz.Handler.Client, clusterRoleBinding, controllerutil.MutateFn(func() error {
+	op, err := controllerutil.CreateOrUpdate(authz.Handler.Context, authz.Handler.Client, clusterRoleBinding, controllerutil.MutateFn(func() error {
 		return authz.setFeastClusterRoleBinding(clusterRoleBinding)
-	})); err != nil {
+	}))
+	if apierrors.IsAlreadyExists(err) || apierrors.IsConflict(err) {
+		logger.Info("ClusterRoleBinding conflict or already exists, will reconcile on next cycle", "ClusterRoleBinding", clusterRoleBinding.Name, "error", err)
+		return nil
+	}
+	if err != nil {
 		return err
-	} else if op == controllerutil.OperationResultCreated || op == controllerutil.OperationResultUpdated {
+	}
+	if op == controllerutil.OperationResultCreated || op == controllerutil.OperationResultUpdated {
 		logger.Info("Successfully reconciled", "ClusterRoleBinding", clusterRoleBinding.Name, "operation", op)
 	}
-
 	return nil
 }
 
@@ -238,32 +263,27 @@ func (authz *FeastAuthorization) setFeastRole(role *rbacv1.Role) error {
 		{
 			APIGroups: []string{rbacv1.GroupName},
 			Resources: []string{"roles", "rolebindings"},
-			Verbs:     []string{"get", "list", "watch"},
-		},
-		{
-			APIGroups: []string{"authentication.k8s.io"},
-			Resources: []string{"tokenreviews"},
-			Verbs:     []string{"create"},
+			Verbs:     []string{verbGet, verbList, verbWatch},
 		},
 		{
-			APIGroups: []string{rbacv1.GroupName},
-			Resources: []string{"subjectaccessreviews"},
-			Verbs:     []string{"create"},
+			APIGroups: []string{authenticationAPIGroup},
+			Resources: []string{resourceTokenReviews},
+			Verbs:     []string{verbCreate},
 		},
 		{
 			APIGroups: []string{""},
 			Resources: []string{"namespaces"},
-			Verbs:     []string{"get", "list", "watch"},
+			Verbs:     []string{verbGet, verbList, verbWatch},
 		},
 		{
 			APIGroups: []string{rbacv1.GroupName},
 			Resources: []string{"clusterroles"},
-			Verbs:     []string{"get", "list"},
+			Verbs:     []string{verbGet, verbList},
 		},
 		{
 			APIGroups: []string{rbacv1.GroupName},
 			Resources: []string{"clusterrolebindings"},
-			Verbs:     []string{"get", "list"},
+			Verbs:     []string{verbGet, verbList},
 		},
 	}
 
@@ -347,9 +367,9 @@ func (authz *FeastAuthorization) createOidcClusterRole() error {
 		clusterRole.Labels = authz.getSharedOidcClusterRoleLabels()
 		clusterRole.Rules = []rbacv1.PolicyRule{
 			{
-				APIGroups: []string{"authentication.k8s.io"},
-				Resources: []string{"tokenreviews"},
-				Verbs:     []string{"create"},
+				APIGroups: []string{authenticationAPIGroup},
+				Resources: []string{resourceTokenReviews},
+				Verbs:     []string{verbCreate},
 			},
 		}
 		return nil
@@ -421,6 +441,13 @@ func (authz *FeastAuthorization) getLabels() map[string]string {
 	}
 }
 
+func (authz *FeastAuthorization) getSharedClusterRoleLabels() map[string]string {
+	return map[string]string{
+		services.ServiceTypeLabelKey: string(services.AuthzFeastType),
+		services.ManagedByLabelKey:   services.ManagedByLabelValue,
+	}
+}
+
 func (authz *FeastAuthorization) getSharedOidcClusterRoleLabels() map[string]string {
 	return map[string]string{
 		services.ServiceTypeLabelKey: string(services.AuthzFeastType),
@@ -432,7 +459,7 @@ func (authz *FeastAuthorization) setFeastOidcAuthCondition(err error) error {
 	if err != nil {
 		logger := log.FromContext(authz.Handler.Context)
 		cond := feastOidcAuthConditions[metav1.ConditionFalse]
-		cond.Message = "Error: " + err.Error()
+		cond.Message = services.ErrorMessagePrefix + err.Error()
 		apimeta.SetStatusCondition(&authz.Handler.FeatureStore.Status.Conditions, cond)
 		logger.Error(err, "Error deploying the OIDC authorization")
 		return err
@@ -445,13 +472,16 @@ func (authz *FeastAuthorization) setFeastKubernetesAuthCondition(err error) erro
 	if err != nil {
 		logger := log.FromContext(authz.Handler.Context)
 		cond := feastKubernetesAuthConditions[metav1.ConditionFalse]
-		cond.Message = "Error: " + err.Error()
+		cond.Message = services.ErrorMessagePrefix + err.Error()
 		apimeta.SetStatusCondition(&authz.Handler.FeatureStore.Status.Conditions, cond)
-		logger.Error(err, "Error deploying the Kubernetes authorization")
+		logger.Error(err, "Error deploying the Kubernetes authorization",
+			"featureStore", authz.Handler.FeatureStore.Name,
+			"namespace", authz.Handler.FeatureStore.Namespace,
+			"clusterRole", authz.getFeastClusterRoleName(),
+			"clusterRoleBinding", authz.getFeastClusterRoleBindingName())
 		return err
-	} else {
-		apimeta.SetStatusCondition(&authz.Handler.FeatureStore.Status.Conditions, feastKubernetesAuthConditions[metav1.ConditionTrue])
 	}
+	apimeta.SetStatusCondition(&authz.Handler.FeatureStore.Status.Conditions, feastKubernetesAuthConditions[metav1.ConditionTrue])
 	return nil
 }
 
diff --git a/infra/feast-operator/internal/controller/authz/authz_types.go b/infra/feast-operator/internal/controller/authz/authz_types.go
index 422b5f17525..388ab179e7e 100644
--- a/infra/feast-operator/internal/controller/authz/authz_types.go
+++ b/infra/feast-operator/internal/controller/authz/authz_types.go
@@ -11,6 +11,16 @@ type FeastAuthorization struct {
 	Handler handler.FeastHandler
 }
 
+const (
+	// RBAC verbs
+	verbGet   = "get"
+	verbList  = "list"
+	verbWatch = "watch"
+
+	// RBAC resources
+	resourceTokenReviews = "tokenreviews"
+)
+
 var (
 	feastKubernetesAuthConditions = map[metav1.ConditionStatus]metav1.Condition{
 		metav1.ConditionTrue: {
diff --git a/infra/feast-operator/internal/controller/featurestore_controller.go b/infra/feast-operator/internal/controller/featurestore_controller.go
index 32c8405ec2b..97c5ac63c58 100644
--- a/infra/feast-operator/internal/controller/featurestore_controller.go
+++ b/infra/feast-operator/internal/controller/featurestore_controller.go
@@ -35,14 +35,18 @@ import (
 	"k8s.io/apimachinery/pkg/runtime/schema"
 	"k8s.io/apimachinery/pkg/types"
 	ctrl "sigs.k8s.io/controller-runtime"
+	"sigs.k8s.io/controller-runtime/pkg/builder"
 	"sigs.k8s.io/controller-runtime/pkg/client"
+	"sigs.k8s.io/controller-runtime/pkg/event"
 	handler "sigs.k8s.io/controller-runtime/pkg/handler"
 	"sigs.k8s.io/controller-runtime/pkg/log"
+	"sigs.k8s.io/controller-runtime/pkg/predicate"
 	"sigs.k8s.io/controller-runtime/pkg/reconcile"
 
 	feastdevv1 "github.com/feast-dev/feast/infra/feast-operator/api/v1"
 	"github.com/feast-dev/feast/infra/feast-operator/internal/controller/authz"
 	feasthandler "github.com/feast-dev/feast/infra/feast-operator/internal/controller/handler"
+	feastmetrics "github.com/feast-dev/feast/infra/feast-operator/internal/controller/metrics"
 	"github.com/feast-dev/feast/infra/feast-operator/internal/controller/services"
 	routev1 "github.com/openshift/api/route/v1"
 )
@@ -55,23 +59,33 @@ const (
 // FeatureStoreReconciler reconciles a FeatureStore object
 type FeatureStoreReconciler struct {
 	client.Client
-	Scheme *runtime.Scheme
+	Scheme  *runtime.Scheme
+	Metrics *feastmetrics.FeatureStoreMetrics
 }
 
+// +kubebuilder:rbac:groups=config.openshift.io,resources=apiservers,verbs=get;list;watch
 // +kubebuilder:rbac:groups=feast.dev,resources=featurestores,verbs=get;list;watch;create;update;patch;delete
 // +kubebuilder:rbac:groups=feast.dev,resources=featurestores/status,verbs=get;update;patch
 // +kubebuilder:rbac:groups=feast.dev,resources=featurestores/finalizers,verbs=update
 // +kubebuilder:rbac:groups=apps,resources=deployments,verbs=get;list;create;update;watch;delete
-// +kubebuilder:rbac:groups=core,resources=services;configmaps;persistentvolumeclaims;serviceaccounts,verbs=get;list;create;update;watch;delete
-// +kubebuilder:rbac:groups=rbac.authorization.k8s.io,resources=roles;rolebindings;clusterroles;clusterrolebindings;subjectaccessreviews,verbs=get;list;create;update;watch;delete
-// +kubebuilder:rbac:groups=core,resources=secrets;pods;namespaces,verbs=get;list;watch
+// +kubebuilder:rbac:groups=core,resources=services;configmaps;persistentvolumeclaims,verbs=get;list;create;update;watch;delete;deletecollection
+// +kubebuilder:rbac:groups=core,resources=serviceaccounts,verbs=get;list;create;update;watch;delete
+// +kubebuilder:rbac:groups=rbac.authorization.k8s.io,resources=roles;rolebindings,verbs=get;list;create;update;watch;delete
+// +kubebuilder:rbac:groups=rbac.authorization.k8s.io,resources=clusterrolebindings,verbs=get;list;create;update;delete
+// +kubebuilder:rbac:groups=rbac.authorization.k8s.io,resources=clusterroles,verbs=create;get;list
+// +kubebuilder:rbac:groups=rbac.authorization.k8s.io,resources=clusterroles,resourceNames=feast-discover-namespaces;feast-oidc-token-review;feast-token-review-cluster-role,verbs=update;delete
+// +kubebuilder:rbac:groups=core,resources=secrets;namespaces,verbs=get;list;watch
+// +kubebuilder:rbac:groups=core,resources=pods,verbs=get;list;watch;create;delete;deletecollection
 // +kubebuilder:rbac:groups=core,resources=pods/exec,verbs=create
+// +kubebuilder:rbac:groups=core,resources=pods/log,verbs=get
+// +kubebuilder:rbac:groups=sparkoperator.k8s.io,resources=sparkapplications,verbs=create;get;delete
 // +kubebuilder:rbac:groups=authentication.k8s.io,resources=tokenreviews,verbs=create
 // +kubebuilder:rbac:groups=route.openshift.io,resources=routes,verbs=get;list;create;update;watch;delete
 // +kubebuilder:rbac:groups=batch,resources=cronjobs,verbs=get;list;watch;create;update;patch;delete
 // +kubebuilder:rbac:groups=autoscaling,resources=horizontalpodautoscalers,verbs=get;list;watch;create;update;patch;delete
 // +kubebuilder:rbac:groups=policy,resources=poddisruptionbudgets,verbs=get;list;watch;create;update;patch;delete
 // +kubebuilder:rbac:groups=monitoring.coreos.com,resources=servicemonitors,verbs=get;list;watch;create;patch;delete
+// +kubebuilder:rbac:groups=mlflow.opendatahub.io,resources=mlflows,verbs=get;list;watch
 
 // Reconcile is part of the main kubernetes reconciliation loop which aims to
 // move the current state of the cluster closer to the desired state.
@@ -87,6 +101,9 @@ func (r *FeatureStoreReconciler) Reconcile(ctx context.Context, req ctrl.Request
 		if apierrors.IsNotFound(err) {
 			// CR deleted since request queued, child objects getting GC'd, no requeue
 			logger.V(1).Info("FeatureStore CR not found, has been deleted")
+			if r.Metrics != nil {
+				r.Metrics.DeleteFeatureStore(req.NamespacedName.Namespace, req.NamespacedName.Name)
+			}
 			// Clean up namespace registry entry even if the CR is not found
 			if err := r.cleanupNamespaceRegistry(ctx, &feastdevv1.FeatureStore{
 				ObjectMeta: metav1.ObjectMeta{
@@ -107,6 +124,9 @@ func (r *FeatureStoreReconciler) Reconcile(ctx context.Context, req ctrl.Request
 	// Handle deletion - clean up namespace registry entry
 	if cr.DeletionTimestamp != nil {
 		logger.Info("FeatureStore is being deleted, cleaning up namespace registry entry")
+		if r.Metrics != nil {
+			r.Metrics.DeleteFeatureStore(cr.Namespace, cr.Name)
+		}
 		if err := r.cleanupNamespaceRegistry(ctx, cr); err != nil {
 			logger.Error(err, "Failed to clean up namespace registry entry")
 			return ctrl.Result{}, err
@@ -115,6 +135,9 @@ func (r *FeatureStoreReconciler) Reconcile(ctx context.Context, req ctrl.Request
 	}
 
 	result, recErr = r.deployFeast(ctx, cr)
+	if recErr == nil && r.Metrics != nil {
+		r.Metrics.RecordFeatureStore(cr)
+	}
 	if cr.DeletionTimestamp == nil && !reflect.DeepEqual(currentStatus, cr.Status) {
 		if err = r.Client.Status().Update(ctx, cr); err != nil {
 			if apierrors.IsConflict(err) {
@@ -256,6 +279,18 @@ func (r *FeatureStoreReconciler) SetupWithManager(mgr ctrl.Manager) error {
 		})
 		bldr = bldr.Owns(sm)
 	}
+	if services.HasMlflowCRD() {
+		mlflow := &unstructured.Unstructured{}
+		mlflow.SetGroupVersionKind(schema.GroupVersionKind{
+			Group:   "mlflow.opendatahub.io",
+			Version: "v1",
+			Kind:    "MLflow",
+		})
+		bldr = bldr.Watches(mlflow,
+			handler.EnqueueRequestsFromMapFunc(r.mapMlflowToFeastRequests),
+			builder.WithPredicates(mlflowStatusChangedPredicate()),
+		)
+	}
 
 	return bldr.Complete(r)
 
@@ -275,6 +310,49 @@ func (r *FeatureStoreReconciler) cleanupNamespaceRegistry(ctx context.Context, c
 	return feast.RemoveFromNamespaceRegistry()
 }
 
+// mlflowStatusChangedPredicate triggers the mapper only when the MLflow CR's
+// status changes (readiness transitions) or on create/delete — not on
+// annotation, label, or metadata-only updates.
+func mlflowStatusChangedPredicate() predicate.Predicate {
+	return predicate.Funcs{
+		CreateFunc: func(_ event.CreateEvent) bool { return true },
+		DeleteFunc: func(_ event.DeleteEvent) bool { return true },
+		UpdateFunc: func(e event.UpdateEvent) bool {
+			oldU, ok1 := e.ObjectOld.(*unstructured.Unstructured)
+			newU, ok2 := e.ObjectNew.(*unstructured.Unstructured)
+			if !ok1 || !ok2 {
+				return true
+			}
+			oldStatus, _, _ := unstructured.NestedMap(oldU.Object, "status")
+			newStatus, _, _ := unstructured.NestedMap(newU.Object, "status")
+			return !reflect.DeepEqual(oldStatus, newStatus)
+		},
+		GenericFunc: func(_ event.GenericEvent) bool { return true },
+	}
+}
+
+// mapMlflowToFeastRequests re-queues FeatureStores that use MLflow (those that
+// have not explicitly opted out) when the cluster MLflow CR's status changes.
+func (r *FeatureStoreReconciler) mapMlflowToFeastRequests(ctx context.Context, _ client.Object) []reconcile.Request {
+	logger := log.FromContext(ctx)
+	var feastList feastdevv1.FeatureStoreList
+	if err := r.List(ctx, &feastList, client.InNamespace("")); err != nil {
+		logger.Error(err, "could not list FeatureStores for MLflow watch")
+		return nil
+	}
+	requests := make([]reconcile.Request, 0, len(feastList.Items))
+	for i := range feastList.Items {
+		fs := &feastList.Items[i]
+		if fs.Spec.Mlflow != nil && !fs.Spec.Mlflow.Enabled {
+			continue
+		}
+		requests = append(requests, reconcile.Request{
+			NamespacedName: client.ObjectKeyFromObject(fs),
+		})
+	}
+	return requests
+}
+
 // if a remotely referenced FeatureStore is changed, reconcile any FeatureStores that reference it.
 func (r *FeatureStoreReconciler) mapFeastRefsToFeastRequests(ctx context.Context, object client.Object) []reconcile.Request {
 	logger := log.FromContext(ctx)
diff --git a/infra/feast-operator/internal/controller/featurestore_controller_cronjob_test.go b/infra/feast-operator/internal/controller/featurestore_controller_cronjob_test.go
index 11ae2af7777..64c10a27819 100644
--- a/infra/feast-operator/internal/controller/featurestore_controller_cronjob_test.go
+++ b/infra/feast-operator/internal/controller/featurestore_controller_cronjob_test.go
@@ -124,6 +124,37 @@ var _ = Describe("FeatureStore Controller - Feast CronJob", func() {
 			startingDeadlineSeconds := int64(5)
 			Expect(cronJob.Spec.StartingDeadlineSeconds).To(Equal(&startingDeadlineSeconds))
 
+			// verify CronJob uses a dedicated SA, separate from the feature-server SA
+			cronJobSAName := services.GetFeastServiceName(resource, services.CronJobFeastType)
+			deploymentSAName := objMeta.Name
+			podSpec := cronJob.Spec.JobTemplate.Spec.Template.Spec
+			Expect(podSpec.ServiceAccountName).To(Equal(cronJobSAName))
+			Expect(podSpec.ServiceAccountName).NotTo(Equal(deploymentSAName))
+
+			// verify the dedicated CronJob SA exists
+			cronJobSA := &corev1.ServiceAccount{}
+			err = k8sClient.Get(ctx, types.NamespacedName{
+				Name:      cronJobSAName,
+				Namespace: objMeta.Namespace,
+			}, cronJobSA)
+			Expect(err).NotTo(HaveOccurred())
+			Expect(controllerutil.HasControllerReference(cronJobSA)).To(BeTrue())
+
+			// verify restricted pod security context
+			Expect(podSpec.SecurityContext).NotTo(BeNil())
+			Expect(*podSpec.SecurityContext.RunAsNonRoot).To(BeTrue())
+			Expect(*podSpec.SecurityContext.RunAsUser).To(Equal(int64(1001)))
+			Expect(podSpec.SecurityContext.SeccompProfile).NotTo(BeNil())
+			Expect(podSpec.SecurityContext.SeccompProfile.Type).To(Equal(corev1.SeccompProfileTypeRuntimeDefault))
+
+			// verify restricted container security context
+			for _, c := range append(podSpec.InitContainers, podSpec.Containers...) {
+				Expect(c.SecurityContext).NotTo(BeNil())
+				Expect(*c.SecurityContext.AllowPrivilegeEscalation).To(BeFalse())
+				Expect(c.SecurityContext.Capabilities).NotTo(BeNil())
+				Expect(c.SecurityContext.Capabilities.Drop).To(ContainElement(corev1.Capability("ALL")))
+			}
+
 			checkCronJob(resource.Status.Applied.CronJob, cronJob.Spec)
 		})
 
@@ -244,6 +275,12 @@ var _ = Describe("FeatureStore Controller - Feast CronJob", func() {
 			Expect(cronJob.Spec.StartingDeadlineSeconds).To(Equal(&startingDeadlineSeconds))
 			Expect(cronJob.Spec.JobTemplate.Spec.Parallelism).To(Equal(&int32Var))
 
+			// verify CronJob uses a dedicated SA, separate from the feature-server SA
+			cronJobSAName := services.GetFeastServiceName(resource, services.CronJobFeastType)
+			podSpec := cronJob.Spec.JobTemplate.Spec.Template.Spec
+			Expect(podSpec.ServiceAccountName).To(Equal(cronJobSAName))
+			Expect(podSpec.ServiceAccountName).NotTo(Equal(objMeta.Name))
+
 			checkCronJob(resource.Status.Applied.CronJob, cronJob.Spec)
 		})
 	})
diff --git a/infra/feast-operator/internal/controller/featurestore_controller_db_store_test.go b/infra/feast-operator/internal/controller/featurestore_controller_db_store_test.go
index d17bffb2377..08276293032 100644
--- a/infra/feast-operator/internal/controller/featurestore_controller_db_store_test.go
+++ b/infra/feast-operator/internal/controller/featurestore_controller_db_store_test.go
@@ -132,22 +132,22 @@ var _ = Describe("FeatureStore Controller - db storage services", func() {
 
 		typeNamespacedName := types.NamespacedName{
 			Name:      resourceName,
-			Namespace: "default",
+			Namespace: services.DefaultNs,
 		}
 
 		offlineSecretNamespacedName := types.NamespacedName{
-			Name:      "offline-store-secret",
-			Namespace: "default",
+			Name:      services.OfflineStoreSecretName,
+			Namespace: services.DefaultNs,
 		}
 
 		onlineSecretNamespacedName := types.NamespacedName{
-			Name:      "online-store-secret",
-			Namespace: "default",
+			Name:      services.OnlineStoreSecretName,
+			Namespace: services.DefaultNs,
 		}
 
 		registrySecretNamespacedName := types.NamespacedName{
-			Name:      "registry-store-secret",
-			Namespace: "default",
+			Name:      services.RegistryStoreSecretName,
+			Namespace: services.DefaultNs,
 		}
 
 		featurestore := &feastdevv1.FeatureStore{}
@@ -212,7 +212,7 @@ var _ = Describe("FeatureStore Controller - db storage services", func() {
 					DBPersistence: &feastdevv1.OfflineStoreDBStorePersistence{
 						Type: string(offlineType),
 						SecretRef: corev1.LocalObjectReference{
-							Name: "offline-store-secret",
+							Name: services.OfflineStoreSecretName,
 						},
 					},
 				}
@@ -220,7 +220,7 @@ var _ = Describe("FeatureStore Controller - db storage services", func() {
 					DBPersistence: &feastdevv1.OnlineStoreDBStorePersistence{
 						Type: string(onlineType),
 						SecretRef: corev1.LocalObjectReference{
-							Name: "online-store-secret",
+							Name: services.OnlineStoreSecretName,
 						},
 					},
 				}
@@ -228,7 +228,7 @@ var _ = Describe("FeatureStore Controller - db storage services", func() {
 					DBPersistence: &feastdevv1.RegistryDBStorePersistence{
 						Type: string(registryType),
 						SecretRef: corev1.LocalObjectReference{
-							Name: "registry-store-secret",
+							Name: services.RegistryStoreSecretName,
 						},
 						SecretKeyName: "sql_custom_registry_key",
 					},
@@ -291,7 +291,7 @@ var _ = Describe("FeatureStore Controller - db storage services", func() {
 			err = k8sClient.Get(ctx, typeNamespacedName, resource)
 			Expect(err).NotTo(HaveOccurred())
 
-			resource.Spec.Services.OnlineStore.Persistence.DBPersistence.SecretRef = corev1.LocalObjectReference{Name: "online-store-secret"}
+			resource.Spec.Services.OnlineStore.Persistence.DBPersistence.SecretRef = corev1.LocalObjectReference{Name: services.OnlineStoreSecretName} // pragma: allowlist secret
 			resource.Spec.Services.OnlineStore.Persistence.DBPersistence.SecretKeyName = "invalid.secret.key"
 			Expect(k8sClient.Update(ctx, resource)).To(Succeed())
 			resource = &feastdevv1.FeatureStore{}
@@ -316,7 +316,7 @@ var _ = Describe("FeatureStore Controller - db storage services", func() {
 			secret.Data[string(services.OnlineDBPersistenceCassandraConfigType)] = []byte(invalidSecretTypeYamlString)
 			Expect(k8sClient.Update(ctx, secret)).To(Succeed())
 
-			resource.Spec.Services.OnlineStore.Persistence.DBPersistence.SecretRef = corev1.LocalObjectReference{Name: "online-store-secret"}
+			resource.Spec.Services.OnlineStore.Persistence.DBPersistence.SecretRef = corev1.LocalObjectReference{Name: services.OnlineStoreSecretName} // pragma: allowlist secret
 			resource.Spec.Services.OnlineStore.Persistence.DBPersistence.SecretKeyName = ""
 			Expect(k8sClient.Update(ctx, resource)).To(Succeed())
 			resource = &feastdevv1.FeatureStore{}
@@ -364,7 +364,7 @@ var _ = Describe("FeatureStore Controller - db storage services", func() {
 			Expect(resource.Status.Applied.Services.OfflineStore.Persistence).NotTo(BeNil())
 			Expect(resource.Status.Applied.Services.OfflineStore.Persistence.DBPersistence).NotTo(BeNil())
 			Expect(resource.Status.Applied.Services.OfflineStore.Persistence.DBPersistence.Type).To(Equal(string(offlineType)))
-			Expect(resource.Status.Applied.Services.OfflineStore.Persistence.DBPersistence.SecretRef).To(Equal(corev1.LocalObjectReference{Name: "offline-store-secret"}))
+			Expect(resource.Status.Applied.Services.OfflineStore.Persistence.DBPersistence.SecretRef).To(Equal(corev1.LocalObjectReference{Name: services.OfflineStoreSecretName}))
 			Expect(resource.Status.Applied.Services.OfflineStore.Server.ImagePullPolicy).To(BeNil())
 			Expect(resource.Status.Applied.Services.OfflineStore.Server.Resources).To(BeNil())
 			Expect(resource.Status.Applied.Services.OfflineStore.Server.Image).To(Equal(&services.DefaultImage))
@@ -372,7 +372,7 @@ var _ = Describe("FeatureStore Controller - db storage services", func() {
 			Expect(resource.Status.Applied.Services.OnlineStore.Persistence).NotTo(BeNil())
 			Expect(resource.Status.Applied.Services.OnlineStore.Persistence.DBPersistence).NotTo(BeNil())
 			Expect(resource.Status.Applied.Services.OnlineStore.Persistence.DBPersistence.Type).To(Equal(string(onlineType)))
-			Expect(resource.Status.Applied.Services.OnlineStore.Persistence.DBPersistence.SecretRef).To(Equal(corev1.LocalObjectReference{Name: "online-store-secret"}))
+			Expect(resource.Status.Applied.Services.OnlineStore.Persistence.DBPersistence.SecretRef).To(Equal(corev1.LocalObjectReference{Name: services.OnlineStoreSecretName}))
 			Expect(resource.Status.Applied.Services.OnlineStore.Server.ImagePullPolicy).To(Equal(&pullPolicy))
 			Expect(resource.Status.Applied.Services.OnlineStore.Server.Resources).NotTo(BeNil())
 			Expect(resource.Status.Applied.Services.OnlineStore.Server.Image).To(Equal(&image))
@@ -381,7 +381,7 @@ var _ = Describe("FeatureStore Controller - db storage services", func() {
 			Expect(resource.Status.Applied.Services.Registry.Local.Persistence).NotTo(BeNil())
 			Expect(resource.Status.Applied.Services.Registry.Local.Persistence.DBPersistence).NotTo(BeNil())
 			Expect(resource.Status.Applied.Services.Registry.Local.Persistence.DBPersistence.Type).To(Equal(string(registryType)))
-			Expect(resource.Status.Applied.Services.Registry.Local.Persistence.DBPersistence.SecretRef).To(Equal(corev1.LocalObjectReference{Name: "registry-store-secret"}))
+			Expect(resource.Status.Applied.Services.Registry.Local.Persistence.DBPersistence.SecretRef).To(Equal(corev1.LocalObjectReference{Name: services.RegistryStoreSecretName}))
 			Expect(resource.Status.Applied.Services.Registry.Local.Persistence.DBPersistence.SecretKeyName).To(Equal("sql_custom_registry_key"))
 			Expect(resource.Status.Applied.Services.Registry.Local.Server.ImagePullPolicy).To(BeNil())
 			Expect(resource.Status.Applied.Services.Registry.Local.Server.Resources).To(BeNil())
@@ -461,7 +461,7 @@ var _ = Describe("FeatureStore Controller - db storage services", func() {
 			secret.Data[string(services.OnlineDBPersistenceCassandraConfigType)] = []byte(secretContainingValidTypeYamlString)
 			Expect(k8sClient.Update(ctx, secret)).To(Succeed())
 
-			resource.Spec.Services.OnlineStore.Persistence.DBPersistence.SecretRef = corev1.LocalObjectReference{Name: "online-store-secret"}
+			resource.Spec.Services.OnlineStore.Persistence.DBPersistence.SecretRef = corev1.LocalObjectReference{Name: services.OnlineStoreSecretName} // pragma: allowlist secret
 			resource.Spec.Services.OnlineStore.Persistence.DBPersistence.SecretKeyName = ""
 			Expect(k8sClient.Update(ctx, resource)).To(Succeed())
 			resource = &feastdevv1.FeatureStore{}
@@ -492,7 +492,7 @@ var _ = Describe("FeatureStore Controller - db storage services", func() {
 			secret.Data[string(services.RegistryDBPersistenceSQLConfigType)] = []byte(invalidSecretRegistryTypeYamlString)
 			Expect(k8sClient.Update(ctx, secret)).To(Succeed())
 
-			resource.Spec.Services.Registry.Local.Persistence.DBPersistence.SecretRef = corev1.LocalObjectReference{Name: "registry-store-secret"}
+			resource.Spec.Services.Registry.Local.Persistence.DBPersistence.SecretRef = corev1.LocalObjectReference{Name: services.RegistryStoreSecretName} // pragma: allowlist secret
 			resource.Spec.Services.Registry.Local.Persistence.DBPersistence.SecretKeyName = ""
 			Expect(k8sClient.Update(ctx, resource)).To(Succeed())
 			resource = &feastdevv1.FeatureStore{}
@@ -676,7 +676,7 @@ var _ = Describe("FeatureStore Controller - db storage services", func() {
 
 			// change paths and reconcile
 			resourceNew := resource.DeepCopy()
-			newOnlineSecretName := "offline-store-secret"
+			newOnlineSecretName := services.OfflineStoreSecretName // pragma: allowlist secret
 			newOnlineDBPersistenceType := services.OnlineDBPersistenceSnowflakeConfigType
 			resourceNew.Spec.Services.OnlineStore.Persistence.DBPersistence.Type = string(newOnlineDBPersistenceType)
 			resourceNew.Spec.Services.OnlineStore.Persistence.DBPersistence.SecretRef = corev1.LocalObjectReference{Name: newOnlineSecretName}
diff --git a/infra/feast-operator/internal/controller/featurestore_controller_ephemeral_test.go b/infra/feast-operator/internal/controller/featurestore_controller_ephemeral_test.go
index 212fa80228b..454bd81f5ee 100644
--- a/infra/feast-operator/internal/controller/featurestore_controller_ephemeral_test.go
+++ b/infra/feast-operator/internal/controller/featurestore_controller_ephemeral_test.go
@@ -126,7 +126,8 @@ var _ = Describe("FeatureStore Controller-Ephemeral services", func() {
 			Expect(resource.Status.FeastVersion).To(Equal(feastversion.FeastVersion))
 			Expect(resource.Status.ClientConfigMap).To(Equal(feast.GetFeastServiceName(services.ClientFeastType)))
 			Expect(resource.Status.Applied.FeastProject).To(Equal(resource.Spec.FeastProject))
-			Expect(resource.Status.Applied.AuthzConfig).To(BeNil())
+			Expect(resource.Status.Applied.AuthzConfig).NotTo(BeNil())
+			Expect(resource.Status.Applied.AuthzConfig.KubernetesAuthz).NotTo(BeNil())
 			Expect(resource.Status.Applied.Services).NotTo(BeNil())
 			Expect(resource.Status.Applied.Services.OfflineStore).NotTo(BeNil())
 			Expect(resource.Status.Applied.Services.OfflineStore.Persistence).NotTo(BeNil())
@@ -166,7 +167,10 @@ var _ = Describe("FeatureStore Controller-Ephemeral services", func() {
 			Expect(cond.Message).To(Equal(feastdevv1.DeploymentNotAvailableMessage))
 
 			cond = apimeta.FindStatusCondition(resource.Status.Conditions, feastdevv1.AuthorizationReadyType)
-			Expect(cond).To(BeNil())
+			Expect(cond).ToNot(BeNil())
+			Expect(cond.Status).To(Equal(metav1.ConditionTrue))
+			Expect(cond.Type).To(Equal(feastdevv1.AuthorizationReadyType))
+			Expect(cond.Message).To(Equal(feastdevv1.KubernetesAuthzReadyMessage))
 
 			cond = apimeta.FindStatusCondition(resource.Status.Conditions, feastdevv1.RegistryReadyType)
 			Expect(cond).ToNot(BeNil())
diff --git a/infra/feast-operator/internal/controller/featurestore_controller_kubernetes_auth_test.go b/infra/feast-operator/internal/controller/featurestore_controller_kubernetes_auth_test.go
index 3bfab485e85..c9874fbb2a8 100644
--- a/infra/feast-operator/internal/controller/featurestore_controller_kubernetes_auth_test.go
+++ b/infra/feast-operator/internal/controller/featurestore_controller_kubernetes_auth_test.go
@@ -227,7 +227,7 @@ var _ = Describe("FeatureStore Controller-Kubernetes authorization", func() {
 				feastRole)
 			Expect(err).NotTo(HaveOccurred())
 			Expect(feastRole.Rules).ToNot(BeEmpty())
-			Expect(feastRole.Rules).To(HaveLen(6))
+			Expect(feastRole.Rules).To(HaveLen(5))
 			Expect(feastRole.Rules[0].APIGroups).To(HaveLen(1))
 			Expect(feastRole.Rules[0].APIGroups[0]).To(Equal(rbacv1.GroupName))
 			Expect(feastRole.Rules[0].Resources).To(HaveLen(2))
@@ -308,7 +308,7 @@ var _ = Describe("FeatureStore Controller-Kubernetes authorization", func() {
 			Expect(err).To(HaveOccurred())
 			Expect(errors.IsNotFound(err)).To(BeTrue())
 
-			By("Clearing the kubernetes authorization and reconciling")
+			By("Clearing the kubernetes authorization and reconciling (defaults to Kubernetes auth)")
 			resourceNew = resource.DeepCopy()
 			resourceNew.Spec.AuthzConfig = nil
 			err = k8sClient.Update(ctx, resourceNew)
@@ -323,7 +323,7 @@ var _ = Describe("FeatureStore Controller-Kubernetes authorization", func() {
 			Expect(err).NotTo(HaveOccurred())
 			feast.Handler.FeatureStore = resource
 
-			// check no Roles
+			// custom roles should be cleaned up
 			for _, roleName := range roles {
 				role := &rbacv1.Role{}
 				err = k8sClient.Get(ctx, types.NamespacedName{
@@ -334,15 +334,14 @@ var _ = Describe("FeatureStore Controller-Kubernetes authorization", func() {
 				Expect(err).To(HaveOccurred())
 				Expect(errors.IsNotFound(err)).To(BeTrue())
 			}
-			// check no RoleBinding
+			// RoleBinding should still exist since nil AuthzConfig defaults to Kubernetes auth
 			roleBinding = &rbacv1.RoleBinding{}
 			err = k8sClient.Get(ctx, types.NamespacedName{
 				Name:      authz.GetFeastRoleName(resource),
 				Namespace: resource.Namespace,
 			},
 				roleBinding)
-			Expect(err).To(HaveOccurred())
-			Expect(errors.IsNotFound(err)).To(BeTrue())
+			Expect(err).NotTo(HaveOccurred())
 		})
 
 		It("should properly encode a feature_store.yaml config", func() {
diff --git a/infra/feast-operator/internal/controller/featurestore_controller_objectstore_test.go b/infra/feast-operator/internal/controller/featurestore_controller_objectstore_test.go
index a326752a78f..58c842c37d7 100644
--- a/infra/feast-operator/internal/controller/featurestore_controller_objectstore_test.go
+++ b/infra/feast-operator/internal/controller/featurestore_controller_objectstore_test.go
@@ -121,7 +121,8 @@ var _ = Describe("FeatureStore Controller-Ephemeral services", func() {
 			Expect(resource.Status.FeastVersion).To(Equal(feastversion.FeastVersion))
 			Expect(resource.Status.ClientConfigMap).To(Equal(feast.GetFeastServiceName(services.ClientFeastType)))
 			Expect(resource.Status.Applied.FeastProject).To(Equal(resource.Spec.FeastProject))
-			Expect(resource.Status.Applied.AuthzConfig).To(BeNil())
+			Expect(resource.Status.Applied.AuthzConfig).NotTo(BeNil())
+			Expect(resource.Status.Applied.AuthzConfig.KubernetesAuthz).NotTo(BeNil())
 			Expect(resource.Status.Applied.Services).NotTo(BeNil())
 			Expect(resource.Status.Applied.Services.OfflineStore).To(BeNil())
 			Expect(resource.Status.Applied.Services.OnlineStore).NotTo(BeNil())
@@ -151,7 +152,10 @@ var _ = Describe("FeatureStore Controller-Ephemeral services", func() {
 			Expect(cond.Message).To(Equal(feastdevv1.DeploymentNotAvailableMessage))
 
 			cond = apimeta.FindStatusCondition(resource.Status.Conditions, feastdevv1.AuthorizationReadyType)
-			Expect(cond).To(BeNil())
+			Expect(cond).ToNot(BeNil())
+			Expect(cond.Status).To(Equal(metav1.ConditionTrue))
+			Expect(cond.Type).To(Equal(feastdevv1.AuthorizationReadyType))
+			Expect(cond.Message).To(Equal(feastdevv1.KubernetesAuthzReadyMessage))
 
 			cond = apimeta.FindStatusCondition(resource.Status.Conditions, feastdevv1.RegistryReadyType)
 			Expect(cond).ToNot(BeNil())
diff --git a/infra/feast-operator/internal/controller/featurestore_controller_oidc_auth_test.go b/infra/feast-operator/internal/controller/featurestore_controller_oidc_auth_test.go
index e15f8ecfa8a..75d81edc905 100644
--- a/infra/feast-operator/internal/controller/featurestore_controller_oidc_auth_test.go
+++ b/infra/feast-operator/internal/controller/featurestore_controller_oidc_auth_test.go
@@ -263,7 +263,7 @@ var _ = Describe("FeatureStore Controller-OIDC authorization", func() {
 				sa)
 			Expect(err).NotTo(HaveOccurred())
 
-			By("Clearing the OIDC authorization and reconciling")
+			By("Clearing the OIDC authorization and reconciling (defaults to Kubernetes auth)")
 			resourceNew := resource.DeepCopy()
 			resourceNew.Spec.AuthzConfig = nil
 			err = k8sClient.Update(ctx, resourceNew)
@@ -278,15 +278,14 @@ var _ = Describe("FeatureStore Controller-OIDC authorization", func() {
 			Expect(err).NotTo(HaveOccurred())
 			feast.Handler.FeatureStore = resource
 
-			// check no RoleBinding
+			// With authz cleared, operator defaults to Kubernetes auth, so RoleBinding should exist
 			roleBinding = &rbacv1.RoleBinding{}
 			err = k8sClient.Get(ctx, types.NamespacedName{
 				Name:      authz.GetFeastRoleName(resource),
 				Namespace: resource.Namespace,
 			},
 				roleBinding)
-			Expect(err).To(HaveOccurred())
-			Expect(errors.IsNotFound(err)).To(BeTrue())
+			Expect(err).NotTo(HaveOccurred())
 		})
 
 		It("should properly encode a feature_store.yaml config", func() {
@@ -493,6 +492,8 @@ func expectedServerOidcAuthorizConfig() services.AuthzConfig {
 			string(services.OidcClientSecret):     "client-secret",
 			string(services.OidcUsername):         "username",
 			string(services.OidcPassword):         "password",
+			string(services.OidcAudience):         "api://feast-feature-server",
+			string(services.OidcIssuer):           "https://keycloak.example.com/realms/test",
 		},
 	}
 }
@@ -509,6 +510,8 @@ func validOidcSecretMap() map[string]string {
 		string(services.OidcClientSecret):     "client-secret",
 		string(services.OidcUsername):         "username",
 		string(services.OidcPassword):         "password",
+		string(services.OidcAudience):         "api://feast-feature-server",
+		string(services.OidcIssuer):           "https://keycloak.example.com/realms/test",
 	}
 }
 
diff --git a/infra/feast-operator/internal/controller/featurestore_controller_packaged_test.go b/infra/feast-operator/internal/controller/featurestore_controller_packaged_test.go
new file mode 100644
index 00000000000..9c534a624bd
--- /dev/null
+++ b/infra/feast-operator/internal/controller/featurestore_controller_packaged_test.go
@@ -0,0 +1,237 @@
+/*
+Copyright 2026 Feast Community.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+*/
+
+package controller
+
+import (
+	"context"
+
+	feastdevv1 "github.com/feast-dev/feast/infra/feast-operator/api/v1"
+	"github.com/feast-dev/feast/infra/feast-operator/internal/controller/handler"
+	"github.com/feast-dev/feast/infra/feast-operator/internal/controller/services"
+	. "github.com/onsi/ginkgo/v2"
+	. "github.com/onsi/gomega"
+	appsv1 "k8s.io/api/apps/v1"
+	corev1 "k8s.io/api/core/v1"
+	metav1 "k8s.io/apimachinery/pkg/apis/meta/v1"
+	"k8s.io/apimachinery/pkg/types"
+	"sigs.k8s.io/controller-runtime/pkg/reconcile"
+)
+
+var _ = Describe("Packaged feature repositories", func() {
+	const (
+		resourceName    = "packaged-feature-repo"
+		packagedImage   = "registry.example.com/feature-server@sha256:0123456789abcdef"
+		packagedRepoDir = "/opt/feast/feature_repo"
+	)
+
+	ctx := context.Background()
+	key := types.NamespacedName{Name: resourceName, Namespace: "default"}
+
+	newFeatureStore := func() *feastdevv1.FeatureStore {
+		return &feastdevv1.FeatureStore{
+			ObjectMeta: metav1.ObjectMeta{Name: key.Name, Namespace: key.Namespace},
+			Spec: feastdevv1.FeatureStoreSpec{
+				FeastProject: feastProject,
+				FeastProjectDir: &feastdevv1.FeastProjectDir{
+					Packaged: &feastdevv1.FeastPackagedOptions{
+						Image:           packagedImage,
+						FeatureRepoPath: packagedRepoDir,
+					},
+				},
+			},
+		}
+	}
+
+	reconcileFeatureStore := func() (*feastdevv1.FeatureStore, *appsv1.Deployment) {
+		reconciler := &FeatureStoreReconciler{Client: k8sClient, Scheme: k8sClient.Scheme()}
+		_, err := reconciler.Reconcile(ctx, reconcile.Request{NamespacedName: key})
+		Expect(err).NotTo(HaveOccurred())
+
+		featureStore := &feastdevv1.FeatureStore{}
+		Expect(k8sClient.Get(ctx, key, featureStore)).To(Succeed())
+		feastServices := services.FeastServices{
+			Handler: handler.FeastHandler{
+				Client:       k8sClient,
+				Context:      ctx,
+				Scheme:       k8sClient.Scheme(),
+				FeatureStore: featureStore,
+			},
+		}
+		deployment := &appsv1.Deployment{}
+		meta := feastServices.GetObjectMeta()
+		Expect(k8sClient.Get(ctx, types.NamespacedName{Name: meta.Name, Namespace: meta.Namespace}, deployment)).To(Succeed())
+		return featureStore, deployment
+	}
+
+	BeforeEach(func() {
+		Expect(k8sClient.Create(ctx, newFeatureStore())).To(Succeed())
+	})
+
+	AfterEach(func() {
+		featureStore := &feastdevv1.FeatureStore{}
+		Expect(k8sClient.Get(ctx, key, featureStore)).To(Succeed())
+		Expect(k8sClient.Delete(ctx, featureStore)).To(Succeed())
+	})
+
+	It("stages the packaged repository and applies it from the shared directory", func() {
+		featureStore, deployment := reconcileFeatureStore()
+
+		canonicalRepoDir := services.EphemeralPath + "/" + feastProject + "/" + services.FeatureRepoDir
+		Expect(deployment.Spec.Template.Spec.InitContainers).To(HaveLen(2))
+		initContainer := deployment.Spec.Template.Spec.InitContainers[0]
+		Expect(initContainer.Name).To(Equal("feast-init"))
+		Expect(initContainer.Image).To(Equal(packagedImage))
+		Expect(initContainer.WorkingDir).To(Equal(services.EphemeralPath))
+		Expect(initContainer.Env).To(ContainElements(
+			corev1.EnvVar{Name: "FEAST_PACKAGED_FEATURE_REPO_PATH", Value: packagedRepoDir},
+			corev1.EnvVar{Name: "FEAST_STAGED_FEATURE_REPO_PATH", Value: canonicalRepoDir},
+		))
+		Expect(initContainer.Args).To(HaveLen(1))
+		Expect(initContainer.Args[0]).To(ContainSubstring(`rm -rf -- "${FEAST_STAGED_FEATURE_REPO_PATH}"`))
+		Expect(initContainer.Args[0]).To(ContainSubstring(`cp -a -- "${FEAST_PACKAGED_FEATURE_REPO_PATH}/." "${FEAST_STAGED_FEATURE_REPO_PATH}/"`))
+		Expect(initContainer.Args[0]).To(ContainSubstring(`printf '%s' "${TMP_FEATURE_STORE_YAML_BASE64}" | base64 -d`))
+		Expect(initContainer.Args[0]).To(ContainSubstring(`"${FEAST_STAGED_FEATURE_REPO_PATH}/feature_store.yaml"`))
+
+		applyContainer := deployment.Spec.Template.Spec.InitContainers[1]
+		Expect(applyContainer.Name).To(Equal("feast-apply"))
+		Expect(applyContainer.Image).To(Equal(packagedImage))
+		Expect(applyContainer.Command).To(Equal([]string{"feast", "apply"}))
+		Expect(applyContainer.WorkingDir).To(Equal(canonicalRepoDir))
+
+		online := services.GetOnlineContainer(*deployment)
+		Expect(online.Image).To(Equal(packagedImage))
+		Expect(online.WorkingDir).To(Equal(canonicalRepoDir))
+		Expect(*featureStore.Status.Applied.Services.OnlineStore.Server.Image).To(Equal(packagedImage))
+	})
+
+	It("supports staging without applying and direct use of the baked repository", func() {
+		featureStore := &feastdevv1.FeatureStore{}
+		Expect(k8sClient.Get(ctx, key, featureStore)).To(Succeed())
+		featureStore.Spec.Services = &feastdevv1.FeatureStoreServices{RunFeastApplyOnInit: ptr(false)}
+		Expect(k8sClient.Update(ctx, featureStore)).To(Succeed())
+
+		featureStore, deployment := reconcileFeatureStore()
+		Expect(deployment.Spec.Template.Spec.InitContainers).To(HaveLen(1))
+		Expect(deployment.Spec.Template.Spec.InitContainers[0].Name).To(Equal("feast-init"))
+
+		featureStore.Spec.Services.DisableInitContainers = true
+		Expect(k8sClient.Update(ctx, featureStore)).To(Succeed())
+		_, deployment = reconcileFeatureStore()
+		Expect(deployment.Spec.Template.Spec.InitContainers).To(BeEmpty())
+		online := services.GetOnlineContainer(*deployment)
+		Expect(online.Image).To(Equal(packagedImage))
+		Expect(online.WorkingDir).To(Equal(packagedRepoDir))
+	})
+
+	It("keeps explicit service images ahead of the packaged image", func() {
+		const serviceImage = "registry.example.com/online-server:custom"
+		featureStore := &feastdevv1.FeatureStore{}
+		Expect(k8sClient.Get(ctx, key, featureStore)).To(Succeed())
+		featureStore.Spec.Services = &feastdevv1.FeatureStoreServices{
+			OnlineStore: &feastdevv1.OnlineStore{
+				Server: &feastdevv1.ServerConfigs{
+					ContainerConfigs: feastdevv1.ContainerConfigs{
+						DefaultCtrConfigs: feastdevv1.DefaultCtrConfigs{Image: ptr(serviceImage)},
+					},
+				},
+			},
+		}
+		Expect(k8sClient.Update(ctx, featureStore)).To(Succeed())
+
+		_, deployment := reconcileFeatureStore()
+		Expect(deployment.Spec.Template.Spec.InitContainers[0].Image).To(Equal(packagedImage))
+		Expect(services.GetOnlineContainer(*deployment).Image).To(Equal(serviceImage))
+	})
+
+	It("keeps an explicit init image ahead of the packaged image", func() {
+		const initImage = "registry.example.com/feast-init:custom"
+		featureStore := &feastdevv1.FeatureStore{}
+		Expect(k8sClient.Get(ctx, key, featureStore)).To(Succeed())
+		featureStore.Spec.Services = &feastdevv1.FeatureStoreServices{
+			InitImage: ptr(initImage),
+		}
+		Expect(k8sClient.Update(ctx, featureStore)).To(Succeed())
+
+		_, deployment := reconcileFeatureStore()
+		Expect(deployment.Spec.Template.Spec.InitContainers).To(HaveLen(2))
+		Expect(deployment.Spec.Template.Spec.InitContainers[0].Image).To(Equal(initImage))
+		Expect(deployment.Spec.Template.Spec.InitContainers[1].Image).To(Equal(initImage))
+		Expect(services.GetOnlineContainer(*deployment).Image).To(Equal(packagedImage))
+	})
+
+	It("supports path-only direct mode with an explicit service image", func() {
+		const serviceImage = "registry.example.com/online-server:air-gapped"
+		featureStore := &feastdevv1.FeatureStore{}
+		Expect(k8sClient.Get(ctx, key, featureStore)).To(Succeed())
+		featureStore.Spec.FeastProjectDir.Packaged.Image = ""
+		featureStore.Spec.Services = &feastdevv1.FeatureStoreServices{
+			DisableInitContainers: true,
+			OnlineStore: &feastdevv1.OnlineStore{
+				Server: &feastdevv1.ServerConfigs{
+					ContainerConfigs: feastdevv1.ContainerConfigs{
+						DefaultCtrConfigs: feastdevv1.DefaultCtrConfigs{Image: ptr(serviceImage)},
+					},
+				},
+			},
+		}
+		Expect(k8sClient.Update(ctx, featureStore)).To(Succeed())
+
+		_, deployment := reconcileFeatureStore()
+		Expect(deployment.Spec.Template.Spec.InitContainers).To(BeEmpty())
+		online := services.GetOnlineContainer(*deployment)
+		Expect(online.Image).To(Equal(serviceImage))
+		Expect(online.WorkingDir).To(Equal(packagedRepoDir))
+	})
+
+	It("retains the operator image fallback when the packaged image is omitted", func() {
+		featureStore := &feastdevv1.FeatureStore{}
+		Expect(k8sClient.Get(ctx, key, featureStore)).To(Succeed())
+		featureStore.Spec.FeastProjectDir.Packaged.Image = ""
+		Expect(k8sClient.Update(ctx, featureStore)).To(Succeed())
+
+		_, deployment := reconcileFeatureStore()
+		initImage := deployment.Spec.Template.Spec.InitContainers[0].Image
+		Expect(initImage).NotTo(BeEmpty())
+		Expect(services.GetOnlineContainer(*deployment).Image).To(Equal(initImage))
+	})
+
+	DescribeTable("rejects packaged and staged repository path overlap",
+		func(featureRepoPath string) {
+			featureStore := &feastdevv1.FeatureStore{}
+			Expect(k8sClient.Get(ctx, key, featureStore)).To(Succeed())
+			featureStore.Spec.FeastProjectDir.Packaged.FeatureRepoPath = featureRepoPath
+			Expect(k8sClient.Update(ctx, featureStore)).To(Succeed())
+
+			reconciler := &FeatureStoreReconciler{Client: k8sClient, Scheme: k8sClient.Scheme()}
+			_, err := reconciler.Reconcile(ctx, reconcile.Request{NamespacedName: key})
+			Expect(err).To(MatchError(ContainSubstring("overlaps staged repository path")))
+		},
+		Entry("equal paths", services.EphemeralPath+"/"+feastProject+"/"+services.FeatureRepoDir),
+		Entry("packaged path is an ancestor", services.EphemeralPath+"/"+feastProject),
+		Entry("packaged path is a descendant", services.EphemeralPath+"/"+feastProject+"/"+services.FeatureRepoDir+"/baked"),
+	)
+
+	It("allows similar path prefixes that do not overlap", func() {
+		featureStore := &feastdevv1.FeatureStore{}
+		Expect(k8sClient.Get(ctx, key, featureStore)).To(Succeed())
+		featureStore.Spec.FeastProjectDir.Packaged.FeatureRepoPath =
+			services.EphemeralPath + "/" + feastProject + "/" + services.FeatureRepoDir + "-image"
+		Expect(k8sClient.Update(ctx, featureStore)).To(Succeed())
+
+		reconcileFeatureStore()
+	})
+})
diff --git a/infra/feast-operator/internal/controller/featurestore_controller_pvc_test.go b/infra/feast-operator/internal/controller/featurestore_controller_pvc_test.go
index 8e7303cee34..375d7cd613b 100644
--- a/infra/feast-operator/internal/controller/featurestore_controller_pvc_test.go
+++ b/infra/feast-operator/internal/controller/featurestore_controller_pvc_test.go
@@ -160,7 +160,8 @@ var _ = Describe("FeatureStore Controller-Ephemeral services", func() {
 			Expect(resource.Status.FeastVersion).To(Equal(feastversion.FeastVersion))
 			Expect(resource.Status.ClientConfigMap).To(Equal(feast.GetFeastServiceName(services.ClientFeastType)))
 			Expect(resource.Status.Applied.FeastProject).To(Equal(resource.Spec.FeastProject))
-			Expect(resource.Status.Applied.AuthzConfig).To(BeNil())
+			Expect(resource.Status.Applied.AuthzConfig).NotTo(BeNil())
+			Expect(resource.Status.Applied.AuthzConfig.KubernetesAuthz).NotTo(BeNil())
 			Expect(resource.Status.Applied.Services).NotTo(BeNil())
 			Expect(resource.Status.Applied.Services.OfflineStore).NotTo(BeNil())
 			Expect(resource.Status.Applied.Services.OfflineStore.Persistence).NotTo(BeNil())
@@ -233,7 +234,10 @@ var _ = Describe("FeatureStore Controller-Ephemeral services", func() {
 			Expect(cond.Message).To(Equal(feastdevv1.DeploymentNotAvailableMessage))
 
 			cond = apimeta.FindStatusCondition(resource.Status.Conditions, feastdevv1.AuthorizationReadyType)
-			Expect(cond).To(BeNil())
+			Expect(cond).ToNot(BeNil())
+			Expect(cond.Status).To(Equal(metav1.ConditionTrue))
+			Expect(cond.Type).To(Equal(feastdevv1.AuthorizationReadyType))
+			Expect(cond.Message).To(Equal(feastdevv1.KubernetesAuthzReadyMessage))
 
 			cond = apimeta.FindStatusCondition(resource.Status.Conditions, feastdevv1.RegistryReadyType)
 			Expect(cond).ToNot(BeNil())
diff --git a/infra/feast-operator/internal/controller/featurestore_controller_test.go b/infra/feast-operator/internal/controller/featurestore_controller_test.go
index 4d2663fd47a..07bde0a44fa 100644
--- a/infra/feast-operator/internal/controller/featurestore_controller_test.go
+++ b/infra/feast-operator/internal/controller/featurestore_controller_test.go
@@ -167,7 +167,8 @@ var _ = Describe("FeatureStore Controller", func() {
 			Expect(resource.Status.ServiceHostnames.UI).To(BeEmpty())
 			Expect(resource.Status.ServiceHostnames.OnlineStore).To(Equal(feast.GetFeastServiceName(services.OnlineFeastType) + "." + resource.Namespace + ".svc.cluster.local:80"))
 			Expect(resource.Status.Applied.FeastProject).To(Equal(resource.Spec.FeastProject))
-			Expect(resource.Status.Applied.AuthzConfig).To(BeNil())
+			Expect(resource.Status.Applied.AuthzConfig).NotTo(BeNil())
+			Expect(resource.Status.Applied.AuthzConfig.KubernetesAuthz).NotTo(BeNil())
 			Expect(resource.Status.Applied.Services).NotTo(BeNil())
 			Expect(resource.Status.Applied.Services.OfflineStore).To(BeNil())
 			Expect(resource.Status.Applied.Services.Registry).To(BeNil())
@@ -183,7 +184,10 @@ var _ = Describe("FeatureStore Controller", func() {
 			Expect(cond.Type).To(Equal(feastdevv1.ReadyType))
 			Expect(cond.Message).To(Equal(feastdevv1.ReadyMessage))
 			cond = apimeta.FindStatusCondition(resource.Status.Conditions, feastdevv1.AuthorizationReadyType)
-			Expect(cond).To(BeNil())
+			Expect(cond).ToNot(BeNil())
+			Expect(cond.Status).To(Equal(metav1.ConditionTrue))
+			Expect(cond.Type).To(Equal(feastdevv1.AuthorizationReadyType))
+			Expect(cond.Message).To(Equal(feastdevv1.KubernetesAuthzReadyMessage))
 
 			cond = apimeta.FindStatusCondition(resource.Status.Conditions, feastdevv1.OnlineStoreReadyType)
 			Expect(cond).ToNot(BeNil())
@@ -299,6 +303,41 @@ var _ = Describe("FeatureStore Controller", func() {
 			Expect(err).NotTo(HaveOccurred())
 			Expect(deploy.Spec.Template.Spec.InitContainers).To(HaveLen(2))
 			Expect(deploy.Spec.Template.Spec.InitContainers[0].Args[0]).To(ContainSubstring("feast init -t spark"))
+
+			// initImage is independent of server images: init containers use initImage,
+			// main containers keep their own server.image.
+			initImage := "quay.io/org/feast-init:custom"
+			serverImage := "quay.io/org/feast-online:server"
+			if resource.Spec.Services == nil {
+				resource.Spec.Services = &feastdevv1.FeatureStoreServices{}
+			}
+			resource.Spec.Services.InitImage = &initImage
+			if resource.Spec.Services.OnlineStore == nil {
+				resource.Spec.Services.OnlineStore = &feastdevv1.OnlineStore{}
+			}
+			if resource.Spec.Services.OnlineStore.Server == nil {
+				resource.Spec.Services.OnlineStore.Server = &feastdevv1.ServerConfigs{}
+			}
+			resource.Spec.Services.OnlineStore.Server.Image = &serverImage
+			err = k8sClient.Update(ctx, resource)
+			Expect(err).NotTo(HaveOccurred())
+			_, err = controllerReconciler.Reconcile(ctx, reconcile.Request{
+				NamespacedName: typeNamespacedName,
+			})
+			Expect(err).NotTo(HaveOccurred())
+
+			err = k8sClient.Get(ctx, types.NamespacedName{
+				Name:      objMeta.Name,
+				Namespace: objMeta.Namespace,
+			}, deploy)
+			Expect(err).NotTo(HaveOccurred())
+			Expect(deploy.Spec.Template.Spec.InitContainers).To(HaveLen(2))
+			Expect(deploy.Spec.Template.Spec.InitContainers[0].Image).To(Equal(initImage))
+			Expect(deploy.Spec.Template.Spec.InitContainers[1].Image).To(Equal(initImage))
+			online = services.GetOnlineContainer(*deploy)
+			Expect(online).NotTo(BeNil())
+			Expect(online.Image).To(Equal(serverImage))
+			Expect(online.Image).NotTo(Equal(initImage))
 		})
 
 		It("should properly encode a feature_store.yaml config", func() {
@@ -474,7 +513,7 @@ var _ = Describe("FeatureStore Controller", func() {
 
 			err = k8sClient.Get(ctx, typeNamespacedName, resource)
 			Expect(err).NotTo(HaveOccurred())
-			Expect(resource.Status.Conditions).To(HaveLen(4))
+			Expect(resource.Status.Conditions).To(HaveLen(5))
 
 			cond := apimeta.FindStatusCondition(resource.Status.Conditions, feastdevv1.ReadyType)
 			Expect(cond).ToNot(BeNil())
@@ -484,7 +523,9 @@ var _ = Describe("FeatureStore Controller", func() {
 			Expect(cond.Message).To(Equal("Error: Object " + resource.Namespace + "/" + deploy.Name + " is already owned by another Service controller " + name))
 
 			cond = apimeta.FindStatusCondition(resource.Status.Conditions, feastdevv1.AuthorizationReadyType)
-			Expect(cond).To(BeNil())
+			Expect(cond).ToNot(BeNil())
+			Expect(cond.Status).To(Equal(metav1.ConditionTrue))
+			Expect(cond.Message).To(Equal(feastdevv1.KubernetesAuthzReadyMessage))
 
 			cond = apimeta.FindStatusCondition(resource.Status.Conditions, feastdevv1.OnlineStoreReadyType)
 			Expect(cond).ToNot(BeNil())
@@ -575,7 +616,8 @@ var _ = Describe("FeatureStore Controller", func() {
 			Expect(resource.Status.FeastVersion).To(Equal(feastversion.FeastVersion))
 			Expect(resource.Status.ClientConfigMap).To(Equal(feast.GetFeastServiceName(services.ClientFeastType)))
 			Expect(resource.Status.Applied.FeastProject).To(Equal(resource.Spec.FeastProject))
-			Expect(resource.Status.Applied.AuthzConfig).To(BeNil())
+			Expect(resource.Status.Applied.AuthzConfig).NotTo(BeNil())
+			Expect(resource.Status.Applied.AuthzConfig.KubernetesAuthz).NotTo(BeNil())
 			Expect(resource.Status.Applied.Services).NotTo(BeNil())
 			Expect(resource.Status.Applied.Services.OfflineStore).NotTo(BeNil())
 			Expect(resource.Status.Applied.Services.OfflineStore.Persistence).NotTo(BeNil())
@@ -621,7 +663,10 @@ var _ = Describe("FeatureStore Controller", func() {
 			Expect(cond.Message).To(Equal(feastdevv1.DeploymentNotAvailableMessage))
 
 			cond = apimeta.FindStatusCondition(resource.Status.Conditions, feastdevv1.AuthorizationReadyType)
-			Expect(cond).To(BeNil())
+			Expect(cond).ToNot(BeNil())
+			Expect(cond.Status).To(Equal(metav1.ConditionTrue))
+			Expect(cond.Type).To(Equal(feastdevv1.AuthorizationReadyType))
+			Expect(cond.Message).To(Equal(feastdevv1.KubernetesAuthzReadyMessage))
 
 			cond = apimeta.FindStatusCondition(resource.Status.Conditions, feastdevv1.RegistryReadyType)
 			Expect(cond).ToNot(BeNil())
@@ -710,7 +755,7 @@ var _ = Describe("FeatureStore Controller", func() {
 			saList := corev1.ServiceAccountList{}
 			err = k8sClient.List(ctx, &saList, listOpts)
 			Expect(err).NotTo(HaveOccurred())
-			Expect(saList.Items).To(HaveLen(1))
+			Expect(saList.Items).To(HaveLen(2))
 
 			svcList := corev1.ServiceList{}
 			err = k8sClient.List(ctx, &svcList, listOpts)
@@ -1122,7 +1167,7 @@ var _ = Describe("FeatureStore Controller", func() {
 			err = k8sClient.Get(ctx, nsName, resource)
 			Expect(err).NotTo(HaveOccurred())
 
-			Expect(apimeta.FindStatusCondition(resource.Status.Conditions, feastdevv1.AuthorizationReadyType)).To(BeNil())
+			Expect(apimeta.IsStatusConditionTrue(resource.Status.Conditions, feastdevv1.AuthorizationReadyType)).To(BeTrue())
 			Expect(apimeta.FindStatusCondition(resource.Status.Conditions, feastdevv1.RegistryReadyType)).To(BeNil())
 			Expect(apimeta.IsStatusConditionTrue(resource.Status.Conditions, feastdevv1.OnlineStoreReadyType)).To(BeTrue())
 			Expect(apimeta.IsStatusConditionTrue(resource.Status.Conditions, feastdevv1.OfflineStoreReadyType)).To(BeTrue())
@@ -1223,7 +1268,7 @@ var _ = Describe("FeatureStore Controller", func() {
 			err = k8sClient.Get(ctx, nsName, resource)
 			Expect(err).NotTo(HaveOccurred())
 			Expect(resource.Status.ServiceHostnames.Registry).To(BeEmpty())
-			Expect(apimeta.FindStatusCondition(resource.Status.Conditions, feastdevv1.AuthorizationReadyType)).To(BeNil())
+			Expect(apimeta.IsStatusConditionTrue(resource.Status.Conditions, feastdevv1.AuthorizationReadyType)).To(BeTrue())
 			Expect(apimeta.FindStatusCondition(resource.Status.Conditions, feastdevv1.RegistryReadyType)).To(BeNil())
 			Expect(apimeta.IsStatusConditionTrue(resource.Status.Conditions, feastdevv1.ReadyType)).To(BeFalse())
 			Expect(apimeta.IsStatusConditionTrue(resource.Status.Conditions, feastdevv1.OnlineStoreReadyType)).To(BeTrue())
@@ -1491,6 +1536,109 @@ var _ = Describe("FeatureStore Controller", func() {
 			Expect(err.Error()).To(ContainSubstring("At least one of restAPI or grpc must be true"))
 		})
 
+		It("should generate correct feature_store.yaml when registry MCP is enabled", func() {
+			const mcpName = "mcp-registry"
+			mcpNsName := types.NamespacedName{
+				Name:      mcpName,
+				Namespace: "default",
+			}
+
+			resource := &feastdevv1.FeatureStore{
+				ObjectMeta: metav1.ObjectMeta{
+					Name:      mcpName,
+					Namespace: "default",
+				},
+				Spec: feastdevv1.FeatureStoreSpec{
+					FeastProject: feastProject,
+					Services: &feastdevv1.FeatureStoreServices{
+						Registry: &feastdevv1.Registry{
+							Local: &feastdevv1.LocalRegistryConfig{
+								Server: &feastdevv1.RegistryServerConfigs{
+									RestAPI: ptr(true),
+									Mcp: &feastdevv1.McpConfig{
+										Enabled: true,
+									},
+								},
+							},
+						},
+					},
+				},
+			}
+			resource.SetGroupVersionKind(feastdevv1.GroupVersion.WithKind("FeatureStore"))
+			Expect(k8sClient.Create(ctx, resource)).To(Succeed())
+
+			controllerReconciler := &FeatureStoreReconciler{
+				Client: k8sClient,
+				Scheme: k8sClient.Scheme(),
+			}
+			_, err := controllerReconciler.Reconcile(ctx, reconcile.Request{NamespacedName: mcpNsName})
+			Expect(err).NotTo(HaveOccurred())
+
+			err = k8sClient.Get(ctx, mcpNsName, resource)
+			Expect(err).NotTo(HaveOccurred())
+
+			feast := services.FeastServices{
+				Handler: handler.FeastHandler{
+					Client:       controllerReconciler.Client,
+					Context:      ctx,
+					Scheme:       controllerReconciler.Scheme,
+					FeatureStore: resource,
+				},
+			}
+
+			deploy := &appsv1.Deployment{}
+			objMeta := feast.GetObjectMeta()
+			err = k8sClient.Get(ctx, types.NamespacedName{
+				Name:      objMeta.Name,
+				Namespace: objMeta.Namespace,
+			}, deploy)
+			Expect(err).NotTo(HaveOccurred())
+
+			registryContainer := services.GetRegistryContainer(*deploy)
+			Expect(registryContainer).NotTo(BeNil())
+
+			env := getFeatureStoreYamlEnvVar(registryContainer.Env)
+			Expect(env).NotTo(BeNil())
+
+			envByte, err := base64.StdEncoding.DecodeString(env.Value)
+			Expect(err).NotTo(HaveOccurred())
+			repoConfig := &services.RepoConfig{}
+			err = yaml.Unmarshal(envByte, repoConfig)
+			Expect(err).NotTo(HaveOccurred())
+			Expect(repoConfig.Registry.Mcp).NotTo(BeNil())
+			Expect(repoConfig.Registry.Mcp.Enabled).To(BeTrue())
+		})
+
+		It("should reject registry MCP without restAPI enabled", func() {
+			mcpNoRestResource := &feastdevv1.FeatureStore{
+				ObjectMeta: metav1.ObjectMeta{
+					Name:      "mcp-no-rest",
+					Namespace: "default",
+				},
+				Spec: feastdevv1.FeatureStoreSpec{
+					FeastProject: feastProject,
+					Services: &feastdevv1.FeatureStoreServices{
+						Registry: &feastdevv1.Registry{
+							Local: &feastdevv1.LocalRegistryConfig{
+								Server: &feastdevv1.RegistryServerConfigs{
+									RestAPI: ptr(false),
+									GRPC:    ptr(true),
+									Mcp: &feastdevv1.McpConfig{
+										Enabled: true,
+									},
+								},
+							},
+						},
+					},
+				},
+			}
+			mcpNoRestResource.SetGroupVersionKind(feastdevv1.GroupVersion.WithKind("FeatureStore"))
+
+			err := k8sClient.Create(ctx, mcpNoRestResource)
+			Expect(err).To(HaveOccurred())
+			Expect(err.Error()).To(ContainSubstring("MCP requires restAPI to be true"))
+		})
+
 		It("should error on reconcile", func() {
 			By("Trying to set the controller OwnerRef of a Deployment that already has a controller")
 			controllerReconciler := &FeatureStoreReconciler{
@@ -1550,7 +1698,7 @@ var _ = Describe("FeatureStore Controller", func() {
 
 			err = k8sClient.Get(ctx, typeNamespacedName, resource)
 			Expect(err).NotTo(HaveOccurred())
-			Expect(resource.Status.Conditions).To(HaveLen(7))
+			Expect(resource.Status.Conditions).To(HaveLen(8))
 
 			cond := apimeta.FindStatusCondition(resource.Status.Conditions, feastdevv1.ReadyType)
 			Expect(cond).ToNot(BeNil())
@@ -1560,7 +1708,9 @@ var _ = Describe("FeatureStore Controller", func() {
 			Expect(cond.Message).To(Equal("Error: Object " + resource.Namespace + "/" + deploy.Name + " is already owned by another Service controller " + name))
 
 			cond = apimeta.FindStatusCondition(resource.Status.Conditions, feastdevv1.AuthorizationReadyType)
-			Expect(cond).To(BeNil())
+			Expect(cond).ToNot(BeNil())
+			Expect(cond.Status).To(Equal(metav1.ConditionTrue))
+			Expect(cond.Message).To(Equal(feastdevv1.KubernetesAuthzReadyMessage))
 
 			cond = apimeta.FindStatusCondition(resource.Status.Conditions, feastdevv1.RegistryReadyType)
 			Expect(cond).ToNot(BeNil())
@@ -1705,7 +1855,7 @@ func getFeatureStoreYamlEnvVar(envs []corev1.EnvVar) *corev1.EnvVar {
 
 func noAuthzConfig() services.AuthzConfig {
 	return services.AuthzConfig{
-		Type: services.NoAuthAuthType,
+		Type: services.KubernetesAuthType,
 	}
 }
 
diff --git a/infra/feast-operator/internal/controller/metrics/metrics.go b/infra/feast-operator/internal/controller/metrics/metrics.go
new file mode 100644
index 00000000000..c29342aab2a
--- /dev/null
+++ b/infra/feast-operator/internal/controller/metrics/metrics.go
@@ -0,0 +1,137 @@
+/*
+Copyright 2026 Feast Community.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+*/
+
+// Package metrics provides a Prometheus info gauge that records the store
+// types configured for each FeatureStore CR (online store, offline store,
+// registry). These operator-level metrics are distinct from the Feast
+// feature-server application metrics (feast_feature_server_*) and are useful
+// for usage telemetry and assessing the impact of removing store type support.
+package metrics
+
+import (
+	feastdevv1 "github.com/feast-dev/feast/infra/feast-operator/api/v1"
+	"github.com/prometheus/client_golang/prometheus"
+	ctrlmetrics "sigs.k8s.io/controller-runtime/pkg/metrics"
+)
+
+const (
+	typeNone       = "none"
+	labelName      = "name"
+	labelNamespace = "namespace"
+)
+
+// FeatureStoreMetrics holds the Prometheus GaugeVec for feast-operator
+// installation telemetry.
+type FeatureStoreMetrics struct {
+	FeatureStoreInfo *prometheus.GaugeVec
+}
+
+// NewFeatureStoreMetrics creates a new FeatureStoreMetrics with the GaugeVec
+// initialised but not yet registered. Call Register() before starting the manager.
+func NewFeatureStoreMetrics() *FeatureStoreMetrics {
+	return &FeatureStoreMetrics{
+		FeatureStoreInfo: prometheus.NewGaugeVec(
+			prometheus.GaugeOpts{
+				Name: "feast_operator_feature_store_info",
+				Help: "Information about a deployed FeatureStore. " +
+					"Value is always 1. Labels carry the configured store types: " +
+					"'online_store_type', 'offline_store_type', and 'registry_type' " +
+					"are set to the persistence type (e.g. redis, snowflake.offline, local) " +
+					"or 'none' when that component is not configured.",
+			},
+			[]string{labelNamespace, labelName, "online_store_type", "offline_store_type", "registry_type"},
+		),
+	}
+}
+
+// Register registers the metric with the controller-runtime metrics registry
+// so it is exposed on the manager's /metrics endpoint.
+func (m *FeatureStoreMetrics) Register() {
+	ctrlmetrics.Registry.MustRegister(m.FeatureStoreInfo)
+}
+
+// RecordFeatureStore updates the gauge for the given FeatureStore using the
+// applied configuration stored in status.Applied (which has operator defaults
+// applied). The previous label set for this FeatureStore is deleted first so
+// that store type changes are reflected cleanly on the next scrape.
+func (m *FeatureStoreMetrics) RecordFeatureStore(fs *feastdevv1.FeatureStore) {
+	svcs := fs.Status.Applied.Services
+	m.FeatureStoreInfo.DeletePartialMatch(prometheus.Labels{
+		labelNamespace: fs.Namespace,
+		labelName:      fs.Name,
+	})
+	m.FeatureStoreInfo.WithLabelValues(
+		fs.Namespace,
+		fs.Name,
+		onlineStoreType(svcs),
+		offlineStoreType(svcs),
+		registryType(svcs),
+	).Set(1)
+}
+
+// DeleteFeatureStore removes the metric label set for the given FeatureStore.
+// Safe to call when the CR has already been deleted from the API server.
+func (m *FeatureStoreMetrics) DeleteFeatureStore(namespace, name string) {
+	m.FeatureStoreInfo.DeletePartialMatch(prometheus.Labels{
+		"namespace": namespace,
+		"name":      name,
+	})
+}
+
+// onlineStoreType returns the online store persistence type or "none".
+func onlineStoreType(svcs *feastdevv1.FeatureStoreServices) string {
+	if svcs == nil || svcs.OnlineStore == nil {
+		return typeNone
+	}
+	if p := svcs.OnlineStore.Persistence; p != nil && p.DBPersistence != nil {
+		return p.DBPersistence.Type
+	}
+	return "file"
+}
+
+// offlineStoreType returns the offline store persistence type or "none".
+func offlineStoreType(svcs *feastdevv1.FeatureStoreServices) string {
+	if svcs == nil || svcs.OfflineStore == nil {
+		return typeNone
+	}
+	if p := svcs.OfflineStore.Persistence; p != nil {
+		if p.DBPersistence != nil {
+			return p.DBPersistence.Type
+		}
+		if p.FilePersistence != nil && p.FilePersistence.Type != "" {
+			return p.FilePersistence.Type
+		}
+	}
+	return "file"
+}
+
+// registryType returns "local", "remote", "remote_feastref", or "none".
+func registryType(svcs *feastdevv1.FeatureStoreServices) string {
+	if svcs == nil || svcs.Registry == nil {
+		return typeNone
+	}
+	switch {
+	case svcs.Registry.Local != nil:
+		return "local"
+	case svcs.Registry.Remote != nil:
+		if svcs.Registry.Remote.FeastRef != nil {
+			return "remote_feastref"
+		}
+		return "remote"
+	default:
+		return typeNone
+	}
+}
diff --git a/infra/feast-operator/internal/controller/metrics/metrics_test.go b/infra/feast-operator/internal/controller/metrics/metrics_test.go
new file mode 100644
index 00000000000..480a861560d
--- /dev/null
+++ b/infra/feast-operator/internal/controller/metrics/metrics_test.go
@@ -0,0 +1,275 @@
+/*
+Copyright 2026 Feast Community.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+*/
+
+package metrics_test
+
+import (
+	"testing"
+
+	"github.com/prometheus/client_golang/prometheus"
+	dto "github.com/prometheus/client_model/go"
+	metav1 "k8s.io/apimachinery/pkg/apis/meta/v1"
+
+	feastdevv1 "github.com/feast-dev/feast/infra/feast-operator/api/v1"
+	. "github.com/feast-dev/feast/infra/feast-operator/internal/controller/metrics"
+)
+
+const testNamespace = "test-ns"
+
+// gaugeValue reads the float64 value for the given label values.
+// Returns -1 if the metric is not found.
+func gaugeValue(gv *prometheus.GaugeVec, labels ...string) float64 {
+	g, err := gv.GetMetricWithLabelValues(labels...)
+	if err != nil {
+		return -1
+	}
+	m := &dto.Metric{}
+	if err := g.Write(m); err != nil {
+		return -1
+	}
+	return m.GetGauge().GetValue()
+}
+
+func featureStore(name string, svcs *feastdevv1.FeatureStoreServices) *feastdevv1.FeatureStore {
+	fs := &feastdevv1.FeatureStore{
+		ObjectMeta: metav1.ObjectMeta{Namespace: testNamespace, Name: name},
+	}
+	fs.Status.Applied.Services = svcs
+	return fs
+}
+
+func TestRecordFeatureStore_NoServices(t *testing.T) {
+	m := NewFeatureStoreMetrics()
+	m.RecordFeatureStore(featureStore("fs", nil))
+
+	if v := gaugeValue(m.FeatureStoreInfo, testNamespace, "fs", "none", "none", "none"); v != 1 {
+		t.Errorf("expected 1 for all-absent store, got %v", v)
+	}
+}
+
+func TestRecordFeatureStore_OnlineStore_File(t *testing.T) {
+	m := NewFeatureStoreMetrics()
+	svcs := &feastdevv1.FeatureStoreServices{
+		OnlineStore: &feastdevv1.OnlineStore{},
+	}
+	m.RecordFeatureStore(featureStore("fs", svcs))
+
+	if v := gaugeValue(m.FeatureStoreInfo, testNamespace, "fs", "file", "none", "none"); v != 1 {
+		t.Errorf("expected 1 for file online store, got %v", v)
+	}
+}
+
+func TestRecordFeatureStore_OnlineStore_Redis(t *testing.T) {
+	m := NewFeatureStoreMetrics()
+	svcs := &feastdevv1.FeatureStoreServices{
+		OnlineStore: &feastdevv1.OnlineStore{
+			Persistence: &feastdevv1.OnlineStorePersistence{
+				DBPersistence: &feastdevv1.OnlineStoreDBStorePersistence{Type: "redis"},
+			},
+		},
+	}
+	m.RecordFeatureStore(featureStore("fs", svcs))
+
+	if v := gaugeValue(m.FeatureStoreInfo, testNamespace, "fs", "redis", "none", "none"); v != 1 {
+		t.Errorf("expected 1 for redis online store, got %v", v)
+	}
+}
+
+func TestRecordFeatureStore_OfflineStore_DB(t *testing.T) {
+	m := NewFeatureStoreMetrics()
+	svcs := &feastdevv1.FeatureStoreServices{
+		OfflineStore: &feastdevv1.OfflineStore{
+			Persistence: &feastdevv1.OfflineStorePersistence{
+				DBPersistence: &feastdevv1.OfflineStoreDBStorePersistence{Type: "snowflake.offline"},
+			},
+		},
+	}
+	m.RecordFeatureStore(featureStore("fs", svcs))
+
+	if v := gaugeValue(m.FeatureStoreInfo, testNamespace, "fs", "none", "snowflake.offline", "none"); v != 1 {
+		t.Errorf("expected 1 for snowflake offline store, got %v", v)
+	}
+}
+
+func TestRecordFeatureStore_OfflineStore_FilePersistenceType(t *testing.T) {
+	m := NewFeatureStoreMetrics()
+	svcs := &feastdevv1.FeatureStoreServices{
+		OfflineStore: &feastdevv1.OfflineStore{
+			Persistence: &feastdevv1.OfflineStorePersistence{
+				FilePersistence: &feastdevv1.OfflineStoreFilePersistence{Type: "duckdb"},
+			},
+		},
+	}
+	m.RecordFeatureStore(featureStore("fs", svcs))
+
+	if v := gaugeValue(m.FeatureStoreInfo, testNamespace, "fs", "none", "duckdb", "none"); v != 1 {
+		t.Errorf("expected 1 for duckdb offline store, got %v", v)
+	}
+}
+
+func TestRecordFeatureStore_Registry_Local(t *testing.T) {
+	m := NewFeatureStoreMetrics()
+	svcs := &feastdevv1.FeatureStoreServices{
+		Registry: &feastdevv1.Registry{
+			Local: &feastdevv1.LocalRegistryConfig{},
+		},
+	}
+	m.RecordFeatureStore(featureStore("fs", svcs))
+
+	if v := gaugeValue(m.FeatureStoreInfo, testNamespace, "fs", "none", "none", "local"); v != 1 {
+		t.Errorf("expected 1 for local registry, got %v", v)
+	}
+}
+
+func TestRecordFeatureStore_Registry_RemoteHostname(t *testing.T) {
+	hostname := "registry.example.com:443"
+	m := NewFeatureStoreMetrics()
+	svcs := &feastdevv1.FeatureStoreServices{
+		Registry: &feastdevv1.Registry{
+			Remote: &feastdevv1.RemoteRegistryConfig{Hostname: &hostname},
+		},
+	}
+	m.RecordFeatureStore(featureStore("fs", svcs))
+
+	if v := gaugeValue(m.FeatureStoreInfo, testNamespace, "fs", "none", "none", "remote"); v != 1 {
+		t.Errorf("expected 1 for remote registry, got %v", v)
+	}
+}
+
+func TestRecordFeatureStore_Registry_RemoteFeastRef(t *testing.T) {
+	m := NewFeatureStoreMetrics()
+	svcs := &feastdevv1.FeatureStoreServices{
+		Registry: &feastdevv1.Registry{
+			Remote: &feastdevv1.RemoteRegistryConfig{
+				FeastRef: &feastdevv1.FeatureStoreRef{Name: "other-fs", Namespace: "other-ns"},
+			},
+		},
+	}
+	m.RecordFeatureStore(featureStore("fs", svcs))
+
+	if v := gaugeValue(m.FeatureStoreInfo, testNamespace, "fs", "none", "none", "remote_feastref"); v != 1 {
+		t.Errorf("expected 1 for remote_feastref registry, got %v", v)
+	}
+}
+
+func TestRecordFeatureStore_AllComponents(t *testing.T) {
+	m := NewFeatureStoreMetrics()
+	svcs := &feastdevv1.FeatureStoreServices{
+		OnlineStore: &feastdevv1.OnlineStore{
+			Persistence: &feastdevv1.OnlineStorePersistence{
+				DBPersistence: &feastdevv1.OnlineStoreDBStorePersistence{Type: "redis"},
+			},
+		},
+		OfflineStore: &feastdevv1.OfflineStore{
+			Persistence: &feastdevv1.OfflineStorePersistence{
+				DBPersistence: &feastdevv1.OfflineStoreDBStorePersistence{Type: "snowflake.offline"},
+			},
+		},
+		Registry: &feastdevv1.Registry{
+			Local: &feastdevv1.LocalRegistryConfig{},
+		},
+	}
+	m.RecordFeatureStore(featureStore("fs", svcs))
+
+	if v := gaugeValue(m.FeatureStoreInfo, testNamespace, "fs", "redis", "snowflake.offline", "local"); v != 1 {
+		t.Errorf("expected 1 for full store config, got %v", v)
+	}
+}
+
+func TestRecordFeatureStore_TypeChange(t *testing.T) {
+	m := NewFeatureStoreMetrics()
+	svcs1 := &feastdevv1.FeatureStoreServices{
+		OnlineStore: &feastdevv1.OnlineStore{
+			Persistence: &feastdevv1.OnlineStorePersistence{
+				DBPersistence: &feastdevv1.OnlineStoreDBStorePersistence{Type: "redis"},
+			},
+		},
+	}
+	svcs2 := &feastdevv1.FeatureStoreServices{
+		OnlineStore: &feastdevv1.OnlineStore{
+			Persistence: &feastdevv1.OnlineStorePersistence{
+				DBPersistence: &feastdevv1.OnlineStoreDBStorePersistence{Type: "postgres"},
+			},
+		},
+	}
+
+	m.RecordFeatureStore(featureStore("fs", svcs1))
+	m.RecordFeatureStore(featureStore("fs", svcs2))
+
+	if v := gaugeValue(m.FeatureStoreInfo, testNamespace, "fs", "redis", "none", "none"); v != 0 {
+		t.Errorf("old label set (redis) should be removed after type change, got %v", v)
+	}
+	if v := gaugeValue(m.FeatureStoreInfo, testNamespace, "fs", "postgres", "none", "none"); v != 1 {
+		t.Errorf("new label set (postgres) should be 1 after type change, got %v", v)
+	}
+}
+
+func TestDeleteFeatureStore_RemovesMetric(t *testing.T) {
+	m := NewFeatureStoreMetrics()
+	svcs := &feastdevv1.FeatureStoreServices{
+		OnlineStore: &feastdevv1.OnlineStore{
+			Persistence: &feastdevv1.OnlineStorePersistence{
+				DBPersistence: &feastdevv1.OnlineStoreDBStorePersistence{Type: "redis"},
+			},
+		},
+	}
+	m.RecordFeatureStore(featureStore("fs", svcs))
+
+	if v := gaugeValue(m.FeatureStoreInfo, testNamespace, "fs", "redis", "none", "none"); v != 1 {
+		t.Fatalf("setup: expected 1 before delete, got %v", v)
+	}
+
+	m.DeleteFeatureStore(testNamespace, "fs")
+
+	if v := gaugeValue(m.FeatureStoreInfo, testNamespace, "fs", "redis", "none", "none"); v != 0 {
+		t.Errorf("expected 0 after DeleteFeatureStore, got %v", v)
+	}
+}
+
+func TestMultipleFeatureStores_IndependentLabelSets(t *testing.T) {
+	m := NewFeatureStoreMetrics()
+
+	svcs1 := &feastdevv1.FeatureStoreServices{
+		OnlineStore: &feastdevv1.OnlineStore{
+			Persistence: &feastdevv1.OnlineStorePersistence{
+				DBPersistence: &feastdevv1.OnlineStoreDBStorePersistence{Type: "redis"},
+			},
+		},
+	}
+	svcs2 := &feastdevv1.FeatureStoreServices{
+		OnlineStore: &feastdevv1.OnlineStore{
+			Persistence: &feastdevv1.OnlineStorePersistence{
+				DBPersistence: &feastdevv1.OnlineStoreDBStorePersistence{Type: "postgres"},
+			},
+		},
+	}
+
+	m.RecordFeatureStore(featureStore("fs-1", svcs1))
+	m.RecordFeatureStore(featureStore("fs-2", svcs2))
+
+	if v := gaugeValue(m.FeatureStoreInfo, testNamespace, "fs-1", "redis", "none", "none"); v != 1 {
+		t.Errorf("fs-1: expected redis=1, got %v", v)
+	}
+	if v := gaugeValue(m.FeatureStoreInfo, testNamespace, "fs-2", "postgres", "none", "none"); v != 1 {
+		t.Errorf("fs-2: expected postgres=1, got %v", v)
+	}
+
+	m.DeleteFeatureStore(testNamespace, "fs-1")
+
+	if v := gaugeValue(m.FeatureStoreInfo, testNamespace, "fs-2", "postgres", "none", "none"); v != 1 {
+		t.Errorf("fs-2 should be unaffected after fs-1 deletion, got %v", v)
+	}
+}
diff --git a/infra/feast-operator/internal/controller/services/batch_engine_rbac.go b/infra/feast-operator/internal/controller/services/batch_engine_rbac.go
new file mode 100644
index 00000000000..97afcd3b48d
--- /dev/null
+++ b/infra/feast-operator/internal/controller/services/batch_engine_rbac.go
@@ -0,0 +1,285 @@
+/*
+Copyright 2024 Feast Community.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+*/
+
+package services
+
+import (
+	"embed"
+	"fmt"
+
+	feastdevv1 "github.com/feast-dev/feast/infra/feast-operator/api/v1"
+	corev1 "k8s.io/api/core/v1"
+	rbacv1 "k8s.io/api/rbac/v1"
+	metav1 "k8s.io/apimachinery/pkg/apis/meta/v1"
+	"sigs.k8s.io/controller-runtime/pkg/controller/controllerutil"
+	"sigs.k8s.io/controller-runtime/pkg/log"
+	"sigs.k8s.io/yaml"
+)
+
+const (
+	BatchEngineFeastType FeastServiceType = "batch-engine"
+	BatchDriverFeastType FeastServiceType = "batch-driver"
+)
+
+//go:embed rbac_templates/*.yaml
+var batchEngineRBACTemplates embed.FS
+
+// BatchEngineRBACTemplate declares RBAC requirements for a batch compute engine.
+type BatchEngineRBACTemplate struct {
+	EngineType string          `json:"engine_type" yaml:"engine_type"`
+	Server     *RBACRoleSpec   `json:"server,omitempty" yaml:"server,omitempty"`
+	Driver     *DriverRBACSpec `json:"driver,omitempty" yaml:"driver,omitempty"`
+}
+
+// RBACRoleSpec defines policy rules for a Role.
+type RBACRoleSpec struct {
+	Rules []rbacv1.PolicyRule `json:"rules" yaml:"rules"`
+}
+
+// DriverRBACSpec defines policy rules and optional SA creation for a driver Role.
+type DriverRBACSpec struct {
+	CreateServiceAccount bool                `json:"create_service_account" yaml:"create_service_account"`
+	Rules                []rbacv1.PolicyRule `json:"rules" yaml:"rules"`
+}
+
+func loadBatchEngineTemplate(engineType string) (*BatchEngineRBACTemplate, error) {
+	data, err := batchEngineRBACTemplates.ReadFile(
+		"rbac_templates/" + engineType + ".yaml",
+	)
+	if err != nil {
+		return nil, nil
+	}
+	var tmpl BatchEngineRBACTemplate
+	if err := yaml.Unmarshal(data, &tmpl); err != nil {
+		return nil, fmt.Errorf("failed to parse RBAC template for engine %q: %w", engineType, err)
+	}
+	return &tmpl, nil
+}
+
+func (feast *FeastServices) reconcileBatchEngineRBAC() error {
+	config, ok := feast.getBatchEngineConfig()
+	if !ok {
+		return feast.deleteBatchEngineRBAC()
+	}
+
+	engineType, _ := config["type"].(string)
+	if engineType == "" {
+		return feast.deleteBatchEngineRBAC()
+	}
+
+	tmpl, err := loadBatchEngineTemplate(engineType)
+	if err != nil {
+		return err
+	}
+	if tmpl == nil {
+		return feast.deleteBatchEngineRBAC()
+	}
+
+	if tmpl.Server != nil {
+		if err := feast.ensureBatchEngineRole(BatchEngineFeastType, tmpl.Server.Rules); err != nil {
+			return err
+		}
+		if err := feast.ensureBatchEngineRoleBinding(BatchEngineFeastType, feast.initFeastSA().Name); err != nil {
+			return err
+		}
+	}
+
+	if tmpl.Driver != nil {
+		driverSAName := resolveBatchDriverSAName(feast.Handler.FeatureStore, config)
+		if tmpl.Driver.CreateServiceAccount {
+			if err := feast.ensureBatchDriverServiceAccount(driverSAName); err != nil {
+				return err
+			}
+		}
+		if err := feast.ensureBatchEngineRole(BatchDriverFeastType, tmpl.Driver.Rules); err != nil {
+			return err
+		}
+		if err := feast.ensureBatchEngineRoleBinding(BatchDriverFeastType, driverSAName); err != nil {
+			return err
+		}
+	}
+
+	return nil
+}
+
+// getBatchEngineConfig returns the parsed batch-engine ConfigMap data.
+// ok=false means no batch engine is configured or the ConfigMap is unreadable.
+func (feast *FeastServices) getBatchEngineConfig() (map[string]interface{}, bool) {
+	appliedSpec := feast.Handler.FeatureStore.Status.Applied
+	if appliedSpec.BatchEngine == nil || appliedSpec.BatchEngine.ConfigMapRef == nil {
+		return nil, false
+	}
+
+	configMapKey := appliedSpec.BatchEngine.ConfigMapKey
+	if configMapKey == "" {
+		configMapKey = "config"
+	}
+
+	cm, err := feast.getConfigMap(appliedSpec.BatchEngine.ConfigMapRef.Name)
+	if err != nil {
+		return nil, false
+	}
+
+	data, found := cm.Data[configMapKey]
+	if !found {
+		return nil, false
+	}
+
+	var config map[string]interface{}
+	if err := yaml.Unmarshal([]byte(data), &config); err != nil {
+		return nil, false
+	}
+	return config, true
+}
+
+// resolveBatchDriverSAName returns the ServiceAccount name for the Spark driver.
+// If batch engine config sets a non-empty service_account, that value wins.
+// Otherwise defaults to feast-<FeatureStoreName>-batch-driver (same name used for RBAC).
+func resolveBatchDriverSAName(featureStore *feastdevv1.FeatureStore, config map[string]interface{}) string {
+	if sa, ok := config["service_account"].(string); ok && sa != "" {
+		return sa
+	}
+	return GetFeastServiceName(featureStore, BatchDriverFeastType)
+}
+
+func (feast *FeastServices) ensureBatchEngineRole(feastType FeastServiceType, rules []rbacv1.PolicyRule) error {
+	logger := log.FromContext(feast.Handler.Context)
+	role := &rbacv1.Role{
+		ObjectMeta: metav1.ObjectMeta{
+			Name:      feast.GetFeastServiceName(feastType),
+			Namespace: feast.Handler.FeatureStore.Namespace,
+		},
+	}
+	role.SetGroupVersionKind(rbacv1.SchemeGroupVersion.WithKind("Role"))
+
+	op, err := controllerutil.CreateOrUpdate(feast.Handler.Context, feast.Handler.Client, role, func() error {
+		role.Labels = feast.getFeastTypeLabels(feastType)
+		role.Rules = rules
+		return controllerutil.SetControllerReference(feast.Handler.FeatureStore, role, feast.Handler.Scheme)
+	})
+	if err != nil {
+		return err
+	}
+	if op == controllerutil.OperationResultCreated || op == controllerutil.OperationResultUpdated {
+		logger.Info("Successfully reconciled", "Role", role.Name, "operation", op)
+	}
+	return nil
+}
+
+func (feast *FeastServices) ensureBatchEngineRoleBinding(feastType FeastServiceType, saName string) error {
+	logger := log.FromContext(feast.Handler.Context)
+	roleBinding := &rbacv1.RoleBinding{
+		ObjectMeta: metav1.ObjectMeta{
+			Name:      feast.GetFeastServiceName(feastType),
+			Namespace: feast.Handler.FeatureStore.Namespace,
+		},
+	}
+	roleBinding.SetGroupVersionKind(rbacv1.SchemeGroupVersion.WithKind("RoleBinding"))
+
+	op, err := controllerutil.CreateOrUpdate(feast.Handler.Context, feast.Handler.Client, roleBinding, func() error {
+		roleBinding.Labels = feast.getFeastTypeLabels(feastType)
+		roleBinding.Subjects = []rbacv1.Subject{{
+			Kind:      rbacv1.ServiceAccountKind,
+			Name:      saName,
+			Namespace: feast.Handler.FeatureStore.Namespace,
+		}}
+		roleBinding.RoleRef = rbacv1.RoleRef{
+			APIGroup: rbacv1.GroupName,
+			Kind:     "Role",
+			Name:     feast.GetFeastServiceName(feastType),
+		}
+		return controllerutil.SetControllerReference(feast.Handler.FeatureStore, roleBinding, feast.Handler.Scheme)
+	})
+	if err != nil {
+		return err
+	}
+	if op == controllerutil.OperationResultCreated || op == controllerutil.OperationResultUpdated {
+		logger.Info("Successfully reconciled", "RoleBinding", roleBinding.Name, "operation", op)
+	}
+	return nil
+}
+
+func (feast *FeastServices) ensureBatchDriverServiceAccount(saName string) error {
+	logger := log.FromContext(feast.Handler.Context)
+	sa := &corev1.ServiceAccount{
+		ObjectMeta: metav1.ObjectMeta{
+			Name:      saName,
+			Namespace: feast.Handler.FeatureStore.Namespace,
+		},
+	}
+	sa.SetGroupVersionKind(corev1.SchemeGroupVersion.WithKind("ServiceAccount"))
+
+	op, err := controllerutil.CreateOrUpdate(feast.Handler.Context, feast.Handler.Client, sa, func() error {
+		if sa.Labels == nil {
+			sa.Labels = map[string]string{}
+		}
+		for k, v := range feast.getFeastTypeLabels(BatchDriverFeastType) {
+			sa.Labels[k] = v
+		}
+		return controllerutil.SetControllerReference(feast.Handler.FeatureStore, sa, feast.Handler.Scheme)
+	})
+	if err != nil {
+		return err
+	}
+	if op == controllerutil.OperationResultCreated || op == controllerutil.OperationResultUpdated {
+		logger.Info("Successfully reconciled", "ServiceAccount", sa.Name, "operation", op)
+	}
+	return nil
+}
+
+func (feast *FeastServices) deleteBatchEngineRBAC() error {
+	serverRoleName := feast.GetFeastServiceName(BatchEngineFeastType)
+	driverRoleName := feast.GetFeastServiceName(BatchDriverFeastType)
+	ns := feast.Handler.FeatureStore.Namespace
+
+	serverRoleBinding := &rbacv1.RoleBinding{
+		ObjectMeta: metav1.ObjectMeta{Name: serverRoleName, Namespace: ns},
+	}
+	serverRoleBinding.SetGroupVersionKind(rbacv1.SchemeGroupVersion.WithKind("RoleBinding"))
+	if err := feast.Handler.DeleteOwnedFeastObj(serverRoleBinding); err != nil {
+		return err
+	}
+
+	serverRole := &rbacv1.Role{
+		ObjectMeta: metav1.ObjectMeta{Name: serverRoleName, Namespace: ns},
+	}
+	serverRole.SetGroupVersionKind(rbacv1.SchemeGroupVersion.WithKind("Role"))
+	if err := feast.Handler.DeleteOwnedFeastObj(serverRole); err != nil {
+		return err
+	}
+
+	driverRoleBinding := &rbacv1.RoleBinding{
+		ObjectMeta: metav1.ObjectMeta{Name: driverRoleName, Namespace: ns},
+	}
+	driverRoleBinding.SetGroupVersionKind(rbacv1.SchemeGroupVersion.WithKind("RoleBinding"))
+	if err := feast.Handler.DeleteOwnedFeastObj(driverRoleBinding); err != nil {
+		return err
+	}
+
+	driverRole := &rbacv1.Role{
+		ObjectMeta: metav1.ObjectMeta{Name: driverRoleName, Namespace: ns},
+	}
+	driverRole.SetGroupVersionKind(rbacv1.SchemeGroupVersion.WithKind("Role"))
+	if err := feast.Handler.DeleteOwnedFeastObj(driverRole); err != nil {
+		return err
+	}
+
+	driverSA := &corev1.ServiceAccount{
+		ObjectMeta: metav1.ObjectMeta{Name: driverRoleName, Namespace: ns},
+	}
+	driverSA.SetGroupVersionKind(corev1.SchemeGroupVersion.WithKind("ServiceAccount"))
+	return feast.Handler.DeleteOwnedFeastObj(driverSA)
+}
diff --git a/infra/feast-operator/internal/controller/services/batch_engine_rbac_test.go b/infra/feast-operator/internal/controller/services/batch_engine_rbac_test.go
new file mode 100644
index 00000000000..9d792c6f923
--- /dev/null
+++ b/infra/feast-operator/internal/controller/services/batch_engine_rbac_test.go
@@ -0,0 +1,195 @@
+/*
+Copyright 2024 Feast Community.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+*/
+
+package services
+
+import (
+	. "github.com/onsi/ginkgo/v2"
+	. "github.com/onsi/gomega"
+	rbacv1 "k8s.io/api/rbac/v1"
+	metav1 "k8s.io/apimachinery/pkg/apis/meta/v1"
+	"sigs.k8s.io/yaml"
+
+	feastdevv1 "github.com/feast-dev/feast/infra/feast-operator/api/v1"
+)
+
+var _ = Describe("Batch Engine RBAC", func() {
+
+	Describe("loadBatchEngineTemplate", func() {
+		It("should load spark_application template", func() {
+			tmpl, err := loadBatchEngineTemplate("spark_application")
+			Expect(err).NotTo(HaveOccurred())
+			Expect(tmpl).NotTo(BeNil())
+			Expect(tmpl.EngineType).To(Equal("spark_application"))
+			Expect(tmpl.Server).NotTo(BeNil())
+			Expect(tmpl.Server.Rules).NotTo(BeEmpty())
+			Expect(tmpl.Driver).NotTo(BeNil())
+			Expect(tmpl.Driver.CreateServiceAccount).To(BeTrue())
+			Expect(tmpl.Driver.Rules).NotTo(BeEmpty())
+		})
+
+		It("should return nil for unknown engine type", func() {
+			tmpl, err := loadBatchEngineTemplate("nonexistent_engine")
+			Expect(err).NotTo(HaveOccurred())
+			Expect(tmpl).To(BeNil())
+		})
+
+		It("should contain correct server rules for spark_application", func() {
+			tmpl, err := loadBatchEngineTemplate("spark_application")
+			Expect(err).NotTo(HaveOccurred())
+
+			serverRules := tmpl.Server.Rules
+			Expect(serverRules).To(HaveLen(4))
+
+			hasConfigMapRule := false
+			hasSparkAppRule := false
+			hasPodListRule := false
+			hasPodLogRule := false
+
+			for _, rule := range serverRules {
+				if containsResource(rule, "configmaps") && containsVerb(rule, "create") && containsVerb(rule, "delete") {
+					hasConfigMapRule = true
+				}
+				if containsResource(rule, "sparkapplications") && containsVerb(rule, "create") && containsVerb(rule, "get") && containsVerb(rule, "delete") {
+					hasSparkAppRule = true
+				}
+				if containsResource(rule, "pods") && containsVerb(rule, "list") {
+					hasPodListRule = true
+				}
+				if containsResource(rule, "pods/log") && containsVerb(rule, "get") {
+					hasPodLogRule = true
+				}
+			}
+
+			Expect(hasConfigMapRule).To(BeTrue(), "should have configmaps create/delete rule")
+			Expect(hasSparkAppRule).To(BeTrue(), "should have sparkapplications create/get/delete rule")
+			Expect(hasPodListRule).To(BeTrue(), "should have pods list rule")
+			Expect(hasPodLogRule).To(BeTrue(), "should have pods/log get rule")
+		})
+
+		It("should contain correct driver rules for spark_application", func() {
+			tmpl, err := loadBatchEngineTemplate("spark_application")
+			Expect(err).NotTo(HaveOccurred())
+
+			driverRules := tmpl.Driver.Rules
+			Expect(driverRules).To(HaveLen(2))
+
+			hasPodRule := false
+			hasResourceRule := false
+			for _, rule := range driverRules {
+				if containsResource(rule, "pods") &&
+					containsVerb(rule, "create") &&
+					containsVerb(rule, "deletecollection") {
+					hasPodRule = true
+				}
+				if containsResource(rule, "services") &&
+					containsResource(rule, "configmaps") &&
+					containsResource(rule, "persistentvolumeclaims") &&
+					containsVerb(rule, "deletecollection") {
+					hasResourceRule = true
+				}
+			}
+			Expect(hasPodRule).To(BeTrue(), "should have pods CRUD + deletecollection rule")
+			Expect(hasResourceRule).To(BeTrue(), "should have services/configmaps/PVCs CRUD + deletecollection rule")
+		})
+	})
+
+	Describe("BatchEngineRBACTemplate YAML parsing", func() {
+		It("should correctly unmarshal a template", func() {
+			yamlData := `
+engine_type: test_engine
+server:
+  rules:
+    - apiGroups: [""]
+      resources: ["secrets"]
+      verbs: ["get", "list"]
+driver:
+  create_service_account: true
+  rules:
+    - apiGroups: [""]
+      resources: ["pods"]
+      verbs: ["get"]
+`
+			var tmpl BatchEngineRBACTemplate
+			err := yaml.Unmarshal([]byte(yamlData), &tmpl)
+			Expect(err).NotTo(HaveOccurred())
+			Expect(tmpl.EngineType).To(Equal("test_engine"))
+			Expect(tmpl.Server).NotTo(BeNil())
+			Expect(tmpl.Server.Rules).To(HaveLen(1))
+			Expect(tmpl.Driver).NotTo(BeNil())
+			Expect(tmpl.Driver.CreateServiceAccount).To(BeTrue())
+			Expect(tmpl.Driver.Rules).To(HaveLen(1))
+		})
+
+		It("should handle server-only template (no driver)", func() {
+			yamlData := `
+engine_type: server_only
+server:
+  rules:
+    - apiGroups: ["batch"]
+      resources: ["jobs"]
+      verbs: ["create", "delete"]
+`
+			var tmpl BatchEngineRBACTemplate
+			err := yaml.Unmarshal([]byte(yamlData), &tmpl)
+			Expect(err).NotTo(HaveOccurred())
+			Expect(tmpl.Server).NotTo(BeNil())
+			Expect(tmpl.Driver).To(BeNil())
+		})
+	})
+})
+
+var _ = Describe("resolveBatchDriverSAName", func() {
+	It("defaults to feast-<name>-batch-driver when service_account is omitted", func() {
+		fs := &feastdevv1.FeatureStore{ObjectMeta: metav1.ObjectMeta{Name: "spark-pg-e2e", Namespace: "feast-spark"}}
+		Expect(resolveBatchDriverSAName(fs, map[string]interface{}{
+			"type":  "spark_application",
+			"image": "quay.io/example/driver:v1",
+		})).To(Equal("feast-spark-pg-e2e-batch-driver"))
+	})
+
+	It("defaults when service_account is empty string", func() {
+		fs := &feastdevv1.FeatureStore{ObjectMeta: metav1.ObjectMeta{Name: "spark-pg-e2e"}}
+		Expect(resolveBatchDriverSAName(fs, map[string]interface{}{
+			"service_account": "",
+		})).To(Equal("feast-spark-pg-e2e-batch-driver"))
+	})
+
+	It("keeps an explicit service_account override", func() {
+		fs := &feastdevv1.FeatureStore{ObjectMeta: metav1.ObjectMeta{Name: "spark-pg-e2e"}}
+		Expect(resolveBatchDriverSAName(fs, map[string]interface{}{
+			"service_account": "my-custom-driver",
+		})).To(Equal("my-custom-driver"))
+	})
+})
+
+func containsResource(rule rbacv1.PolicyRule, resource string) bool {
+	for _, r := range rule.Resources {
+		if r == resource {
+			return true
+		}
+	}
+	return false
+}
+
+func containsVerb(rule rbacv1.PolicyRule, verb string) bool {
+	for _, v := range rule.Verbs {
+		if v == verb {
+			return true
+		}
+	}
+	return false
+}
diff --git a/infra/feast-operator/internal/controller/services/client.go b/infra/feast-operator/internal/controller/services/client.go
index 6ce01ed0cc2..4fcd9b894e7 100644
--- a/infra/feast-operator/internal/controller/services/client.go
+++ b/infra/feast-operator/internal/controller/services/client.go
@@ -74,7 +74,7 @@ func (feast *FeastServices) setCaConfigMap(cm *corev1.ConfigMap) error {
 	if len(cm.Annotations) == 0 {
 		cm.Annotations = map[string]string{}
 	}
-	cm.Annotations["service.beta.openshift.io/inject-cabundle"] = "true"
+	cm.Annotations[openshiftInjectCaBundleAnnotation] = stringTrue
 	return controllerutil.SetControllerReference(feast.Handler.FeatureStore, cm, feast.Handler.Scheme)
 }
 
diff --git a/infra/feast-operator/internal/controller/services/cronjob.go b/infra/feast-operator/internal/controller/services/cronjob.go
index f3b978928f7..aa3da49bf7d 100644
--- a/infra/feast-operator/internal/controller/services/cronjob.go
+++ b/infra/feast-operator/internal/controller/services/cronjob.go
@@ -16,6 +16,9 @@ import (
 )
 
 func (feast *FeastServices) deployCronJob() error {
+	if err := feast.createCronJobServiceAccount(); err != nil {
+		return feast.setFeastServiceCondition(err, CronJobFeastType)
+	}
 	if err := feast.createCronJobRole(); err != nil {
 		return feast.setFeastServiceCondition(err, CronJobFeastType)
 	}
@@ -146,8 +149,15 @@ func (feast *FeastServices) setCronJob(cronJob *batchv1.CronJob) error {
 
 func (feast *FeastServices) getCronJobPodSpec() corev1.PodSpec {
 	podSpec := corev1.PodSpec{
-		ServiceAccountName: feast.initFeastSA().Name,
+		ServiceAccountName: feast.initCronJobSA().Name,
 		RestartPolicy:      corev1.RestartPolicyNever,
+		SecurityContext: &corev1.PodSecurityContext{
+			RunAsNonRoot: boolPtr(true),
+			RunAsUser:    int64Ptr(1001),
+			SeccompProfile: &corev1.SeccompProfile{
+				Type: corev1.SeccompProfileTypeRuntimeDefault,
+			},
+		},
 	}
 	feast.setCronJobContainers(&podSpec)
 	return podSpec
@@ -167,7 +177,7 @@ func (feast *FeastServices) setCronJobContainers(podSpec *corev1.PodSpec) {
 }
 
 func (feast *FeastServices) getCronJobContainer(containerName, cronJobCmd string) corev1.Container {
-	return *getContainer(
+	container := getContainer(
 		containerName,
 		"",
 		[]string{
@@ -178,6 +188,42 @@ func (feast *FeastServices) getCronJobContainer(containerName, cronJobCmd string
 		feast.Handler.FeatureStore.Status.Applied.CronJob.ContainerConfigs.ContainerConfigs,
 		"",
 	)
+	container.SecurityContext = &corev1.SecurityContext{
+		AllowPrivilegeEscalation: boolPtr(false),
+		Capabilities: &corev1.Capabilities{
+			Drop: []corev1.Capability{"ALL"},
+		},
+	}
+	return *container
+}
+
+func (feast *FeastServices) createCronJobServiceAccount() error {
+	logger := log.FromContext(feast.Handler.Context)
+	sa := feast.initCronJobSA()
+	if op, err := controllerutil.CreateOrUpdate(feast.Handler.Context, feast.Handler.Client, sa, controllerutil.MutateFn(func() error {
+		return feast.setCronJobServiceAccount(sa)
+	})); err != nil {
+		return err
+	} else if op == controllerutil.OperationResultCreated || op == controllerutil.OperationResultUpdated {
+		logger.Info("Successfully reconciled", "ServiceAccount", sa.Name, "operation", op)
+	}
+	return nil
+}
+
+func (feast *FeastServices) initCronJobSA() *corev1.ServiceAccount {
+	sa := &corev1.ServiceAccount{
+		ObjectMeta: metav1.ObjectMeta{
+			Name:      feast.getCronJobRoleName(),
+			Namespace: feast.Handler.FeatureStore.Namespace,
+		},
+	}
+	sa.SetGroupVersionKind(corev1.SchemeGroupVersion.WithKind("ServiceAccount"))
+	return sa
+}
+
+func (feast *FeastServices) setCronJobServiceAccount(sa *corev1.ServiceAccount) error {
+	sa.Labels = feast.getFeastTypeLabels(CronJobFeastType)
+	return controllerutil.SetControllerReference(feast.Handler.FeatureStore, sa, feast.Handler.Scheme)
 }
 
 func (feast *FeastServices) createCronJobRole() error {
@@ -254,7 +300,7 @@ func (feast *FeastServices) setCronJobRoleBinding(roleBinding *rbacv1.RoleBindin
 	roleBinding.Labels = feast.getFeastTypeLabels(CronJobFeastType)
 	roleBinding.Subjects = []rbacv1.Subject{{
 		Kind:      rbacv1.ServiceAccountKind,
-		Name:      feast.initFeastSA().Name,
+		Name:      feast.initCronJobSA().Name,
 		Namespace: feast.Handler.FeatureStore.Namespace,
 	}}
 	roleBinding.RoleRef = rbacv1.RoleRef{
diff --git a/infra/feast-operator/internal/controller/services/mlflow_discover.go b/infra/feast-operator/internal/controller/services/mlflow_discover.go
new file mode 100644
index 00000000000..fb9ee1be64b
--- /dev/null
+++ b/infra/feast-operator/internal/controller/services/mlflow_discover.go
@@ -0,0 +1,141 @@
+/*
+Copyright 2024 Feast Community.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+*/
+
+package services
+
+import (
+	"context"
+
+	rbacv1 "k8s.io/api/rbac/v1"
+	metav1 "k8s.io/apimachinery/pkg/apis/meta/v1"
+	"k8s.io/apimachinery/pkg/apis/meta/v1/unstructured"
+	"k8s.io/apimachinery/pkg/runtime/schema"
+	"sigs.k8s.io/controller-runtime/pkg/client"
+)
+
+var mlflowGVK = schema.GroupVersionKind{
+	Group:   "mlflow.opendatahub.io",
+	Version: "v1",
+	Kind:    "MLflow",
+}
+
+// MlflowDiscoveryResult holds the discovered MLflow URIs from the cluster CR.
+type MlflowDiscoveryResult struct {
+	// TrackingUri is the in-cluster URI for API calls (status.address.url).
+	TrackingUri string
+	// UiUrl is the external/browser-reachable URL for hyperlinks (status.url).
+	// Empty when no external route is configured.
+	UiUrl string
+}
+
+// DiscoverMlflow lists all MLflow CRs in the cluster and returns the URIs
+// from the first one that is Available/Ready. The MLflow CRD enforces a
+// singleton named "mlflow", but listing is used for forward-compatibility.
+// Returns (zero-value, false) when MLflow is not installed, not available, or
+// has no tracking URI. This function never returns an error — it is designed
+// for best-effort discovery so that FeatureStore reconcile is not blocked.
+func DiscoverMlflow(ctx context.Context, c client.Client) (MlflowDiscoveryResult, bool) {
+	list := &unstructured.UnstructuredList{}
+	list.SetGroupVersionKind(schema.GroupVersionKind{
+		Group:   mlflowGVK.Group,
+		Version: mlflowGVK.Version,
+		Kind:    mlflowGVK.Kind + "List",
+	})
+
+	if err := c.List(ctx, list); err != nil || len(list.Items) == 0 {
+		return MlflowDiscoveryResult{}, false
+	}
+
+	for i := range list.Items {
+		item := &list.Items[i]
+		status, found, _ := unstructured.NestedMap(item.Object, "status")
+		if !found || !isMlflowReady(status) {
+			continue
+		}
+
+		result := extractMlflowURIs(status)
+		if result.TrackingUri != "" {
+			return result, true
+		}
+	}
+
+	return MlflowDiscoveryResult{}, false
+}
+
+// extractMlflowURIs reads the tracking URI and UI URL from a MLflow CR status map.
+func extractMlflowURIs(status map[string]interface{}) MlflowDiscoveryResult {
+	result := MlflowDiscoveryResult{}
+
+	// In-cluster address (HTTPS service URL) — used for API calls
+	if addr, ok := status["address"].(map[string]interface{}); ok {
+		if url, ok := addr["url"].(string); ok && url != "" {
+			result.TrackingUri = url
+		}
+	}
+
+	// External gateway URL — used for browser-reachable hyperlinks
+	if url, ok := status["url"].(string); ok && url != "" {
+		result.UiUrl = url
+	}
+
+	// If no in-cluster address, use external URL as tracking URI too
+	if result.TrackingUri == "" {
+		result.TrackingUri = result.UiUrl
+	}
+
+	return result
+}
+
+// isMlflowReady checks status.conditions for an Available=True or Ready=True
+// condition. The RHOAI MLflow operator uses "Available" as its readiness
+// signal; we also accept "Ready" for forward-compatibility with other operators.
+// Returns false when conditions are absent or none indicate readiness.
+func isMlflowReady(status map[string]interface{}) bool {
+	conditions, ok := status["conditions"].([]interface{})
+	if !ok || len(conditions) == 0 {
+		return false
+	}
+	for _, c := range conditions {
+		cond, ok := c.(map[string]interface{})
+		if !ok {
+			continue
+		}
+		condType, _ := cond["type"].(string)
+		condStatus, _ := cond["status"].(string)
+		if (condType == "Available" || condType == "Ready") && condStatus == "True" {
+			return true
+		}
+	}
+	return false
+}
+
+// legacyMlflowRoleBindingSuffix is the suffix used by earlier operator versions
+// that created a RoleBinding for MLflow API access. That RoleBinding is no longer
+// needed — authentication uses the pod SA token via MLFLOW_TRACKING_AUTH.
+const legacyMlflowRoleBindingSuffix = "-mlflow-integration"
+
+// cleanupLegacyMlflowRoleBinding deletes the RoleBinding created by older
+// operator versions (if present). Safe no-op when the object does not exist.
+func (feast *FeastServices) cleanupLegacyMlflowRoleBinding() error {
+	rb := &rbacv1.RoleBinding{
+		ObjectMeta: metav1.ObjectMeta{
+			Name:      GetFeastName(feast.Handler.FeatureStore) + legacyMlflowRoleBindingSuffix,
+			Namespace: feast.Handler.FeatureStore.Namespace,
+		},
+	}
+	rb.SetGroupVersionKind(rbacv1.SchemeGroupVersion.WithKind("RoleBinding"))
+	return feast.Handler.DeleteOwnedFeastObj(rb)
+}
diff --git a/infra/feast-operator/internal/controller/services/namespace_registry.go b/infra/feast-operator/internal/controller/services/namespace_registry.go
index dcea98a5764..122e7ba9e98 100644
--- a/infra/feast-operator/internal/controller/services/namespace_registry.go
+++ b/infra/feast-operator/internal/controller/services/namespace_registry.go
@@ -36,8 +36,22 @@ type NamespaceRegistryData struct {
 	Namespaces map[string][]string `json:"namespaces"`
 }
 
+// isProtectedProject checks if this CR is annotated as a protected project
+func (feast *FeastServices) isProtectedProject() bool {
+	annotations := feast.Handler.FeatureStore.GetAnnotations()
+	return annotations[ProtectedProjectAnnotation] == "true"
+}
+
 // deployNamespaceRegistry creates and manages the namespace registry ConfigMap
 func (feast *FeastServices) deployNamespaceRegistry() error {
+	// Skip namespace registry for protected projects.
+	// Protected projects are managed externally and should not be visible to other instances.
+	if feast.isProtectedProject() {
+		logger := log.FromContext(feast.Handler.Context)
+		logger.V(1).Info("Skipping namespace registry for protected project", "project", feast.Handler.FeatureStore.Spec.FeastProject)
+		return nil
+	}
+
 	// Check if we can determine the target namespace before creating any resources
 	targetNamespace, err := feast.getNamespaceRegistryNamespace()
 	if err != nil {
@@ -230,6 +244,11 @@ func (feast *FeastServices) getNamespaceRegistryNamespace() (string, error) {
 
 // AddToNamespaceRegistry adds a feature store instance to the namespace registry
 func (feast *FeastServices) AddToNamespaceRegistry() error {
+	// Skip for protected projects — they should not appear in the namespace registry.
+	if feast.isProtectedProject() {
+		return nil
+	}
+
 	logger := log.FromContext(feast.Handler.Context)
 	targetNamespace, err := feast.getNamespaceRegistryNamespace()
 	if err != nil {
diff --git a/infra/feast-operator/internal/controller/services/rbac_templates/spark_application.yaml b/infra/feast-operator/internal/controller/services/rbac_templates/spark_application.yaml
new file mode 100644
index 00000000000..c03e0f3db57
--- /dev/null
+++ b/infra/feast-operator/internal/controller/services/rbac_templates/spark_application.yaml
@@ -0,0 +1,26 @@
+engine_type: spark_application
+
+server:
+  rules:
+    - apiGroups: [""]
+      resources: ["configmaps"]
+      verbs: ["create", "delete"]
+    - apiGroups: ["sparkoperator.k8s.io"]
+      resources: ["sparkapplications"]
+      verbs: ["create", "get", "delete"]
+    - apiGroups: [""]
+      resources: ["pods"]
+      verbs: ["list"]
+    - apiGroups: [""]
+      resources: ["pods/log"]
+      verbs: ["get"]
+
+driver:
+  create_service_account: true
+  rules:
+    - apiGroups: [""]
+      resources: ["pods"]
+      verbs: ["create", "get", "list", "watch", "delete", "deletecollection"]
+    - apiGroups: [""]
+      resources: ["services", "configmaps", "persistentvolumeclaims"]
+      verbs: ["create", "get", "list", "watch", "delete", "deletecollection"]
diff --git a/infra/feast-operator/internal/controller/services/repo_config.go b/infra/feast-operator/internal/controller/services/repo_config.go
index 42ca5373fd9..47f2281112d 100644
--- a/infra/feast-operator/internal/controller/services/repo_config.go
+++ b/infra/feast-operator/internal/controller/services/repo_config.go
@@ -85,7 +85,7 @@ func getServiceRepoConfig(
 	}
 
 	if appliedSpec.BatchEngine != nil {
-		err := setRepoConfigBatchEngine(appliedSpec.BatchEngine, configMapExtractionFunc, &repoConfig)
+		err := setRepoConfigBatchEngine(featureStore, appliedSpec.BatchEngine, configMapExtractionFunc, &repoConfig)
 		if err != nil {
 			return repoConfig, err
 		}
@@ -106,6 +106,14 @@ func getServiceRepoConfig(
 		}
 	}
 
+	if appliedSpec.Mlflow != nil && appliedSpec.Mlflow.Enabled {
+		setRepoConfigMlflow(appliedSpec.Mlflow, &repoConfig)
+	}
+
+	if appliedSpec.DataQualityMonitoring != nil {
+		setRepoConfigDataQualityMonitoring(appliedSpec.DataQualityMonitoring, &repoConfig)
+	}
+
 	return repoConfig, nil
 }
 
@@ -134,6 +142,17 @@ func getBaseServiceRepoConfig(
 			}
 			for _, prop := range OidcOptionalSecretProperties {
 				if val, exists := secretProperties[string(prop)]; exists {
+					// Secret values are YAML-parsed on extraction, so an
+					// all-digits audience or issuer arrives as an int and
+					// would render unquoted, which the SDK's OidcAuthConfig
+					// rejects (Optional[str]). Coerce the claim keys back to
+					// strings; the five original keys keep their historical
+					// typing.
+					if prop == OidcAudience || prop == OidcIssuer {
+						if _, isString := val.(string); !isString {
+							val = fmt.Sprintf("%v", val)
+						}
+					}
 					oidcParameters[string(prop)] = val
 				}
 			}
@@ -148,6 +167,12 @@ func getBaseServiceRepoConfig(
 		if oidcAuthz.VerifySSL != nil {
 			oidcParameters[string(OidcVerifySsl)] = *oidcAuthz.VerifySSL
 		}
+		if oidcAuthz.JwksCacheLifespanSeconds != nil {
+			oidcParameters[string(OidcJwksCacheLifespanSeconds)] = *oidcAuthz.JwksCacheLifespanSeconds
+		}
+		if oidcAuthz.JwksRequestTimeoutSeconds != nil {
+			oidcParameters[string(OidcJwksRequestTimeoutSeconds)] = *oidcAuthz.JwksRequestTimeoutSeconds
+		}
 		if caCertPath := resolveOidcCACertPath(oidcAuthz, odhCaBundleExists); caCertPath != "" {
 			oidcParameters[string(OidcCaCertPath)] = caCertPath
 		}
@@ -259,6 +284,15 @@ func setRepoConfigRegistry(services *feastdevv1.FeatureStoreServices, secretExtr
 			repoConfig.Registry.DBParameters = parametersMap
 		}
 	}
+
+	if services.Registry.Local.Server != nil &&
+		services.Registry.Local.Server.Mcp != nil &&
+		services.Registry.Local.Server.Mcp.Enabled {
+		repoConfig.Registry.Mcp = &RegistryMcpYamlConfig{
+			Enabled: true,
+		}
+	}
+
 	return nil
 }
 
@@ -329,6 +363,7 @@ func setRepoConfigOffline(services *feastdevv1.FeatureStoreServices, secretExtra
 }
 
 func setRepoConfigBatchEngine(
+	featureStore *feastdevv1.FeatureStore,
 	batchEngineConfig *feastdevv1.BatchEngineConfig,
 	configMapExtractionFunc func(configMapRef string, configMapKey string) (map[string]interface{}, error),
 	repoConfig *RepoConfig) error {
@@ -349,6 +384,12 @@ func setRepoConfigBatchEngine(
 		return fmt.Errorf("batch engine config must contain 'type' field")
 	}
 	delete(config, "type")
+	// Inject service_account only for spark_application so baked feature_store.yaml
+	// matches the SA/RoleBinding created by reconcileBatchEngineRBAC.
+	// Other batch engines are left unchanged.
+	if engineType == "spark_application" {
+		config["service_account"] = resolveBatchDriverSAName(featureStore, config)
+	}
 	repoConfig.BatchEngine = &ComputeEngineConfig{
 		Type:       engineType,
 		Parameters: config,
@@ -453,6 +494,54 @@ func setRepoConfigOpenLineage(
 		yamlCfg.ApiKey = &apiKeyStr
 	}
 
+	if ol.Consumer != nil {
+		consumerCfg := &OpenLineageConsumerYamlConfig{
+			Enabled:          ol.Consumer.Enabled,
+			StoreType:        ol.Consumer.StoreType,
+			NamespaceMapping: ol.Consumer.NamespaceMapping,
+		}
+
+		if ol.Consumer.ConnectionStringSecretRef != nil {
+			params, err := secretExtractionFunc("", ol.Consumer.ConnectionStringSecretRef.Name, "")
+			if err != nil {
+				return fmt.Errorf("failed to read consumer connection string from secret %s: %w",
+					ol.Consumer.ConnectionStringSecretRef.Name, err)
+			}
+			connStr, exists := params["connection_string"]
+			if !exists {
+				return fmt.Errorf("secret %q does not contain the required key \"connection_string\"",
+					ol.Consumer.ConnectionStringSecretRef.Name)
+			}
+			connStrStr, ok := connStr.(string)
+			if !ok {
+				return fmt.Errorf("key \"connection_string\" in secret %q must be a string, got %T",
+					ol.Consumer.ConnectionStringSecretRef.Name, connStr)
+			}
+			consumerCfg.ConnectionString = &connStrStr
+		}
+
+		if ol.Consumer.ApiKeySecretRef != nil {
+			params, err := secretExtractionFunc("", ol.Consumer.ApiKeySecretRef.Name, "")
+			if err != nil {
+				return fmt.Errorf("failed to read consumer API key from secret %s: %w",
+					ol.Consumer.ApiKeySecretRef.Name, err)
+			}
+			apiKey, exists := params["api_key"]
+			if !exists {
+				return fmt.Errorf("secret %q does not contain the required key \"api_key\"",
+					ol.Consumer.ApiKeySecretRef.Name)
+			}
+			apiKeyStr, ok := apiKey.(string)
+			if !ok {
+				return fmt.Errorf("key \"api_key\" in secret %q must be a string, got %T",
+					ol.Consumer.ApiKeySecretRef.Name, apiKey)
+			}
+			consumerCfg.ApiKey = &apiKeyStr
+		}
+
+		yamlCfg.Consumer = consumerCfg
+	}
+
 	repoConfig.OpenLineage = yamlCfg
 	return nil
 }
@@ -469,14 +558,45 @@ func setRepoConfigOpenLineage(
 // CRD fields rather than going through ExtraConfig.
 func coerceStringToYamlType(v string) interface{} {
 	switch v {
-	case "true":
+	case stringTrue:
 		return true
-	case "false":
+	case stringFalse:
 		return false
 	}
 	return v
 }
 
+// setRepoConfigMlflow maps the CRD MlflowConfig into the mlflow YAML block.
+func setRepoConfigMlflow(mlflow *feastdevv1.MlflowConfig, repoConfig *RepoConfig) {
+	yamlCfg := &MlflowYamlConfig{
+		Enabled:             mlflow.Enabled,
+		TrackingUri:         mlflow.TrackingUri,
+		UiUrl:               mlflow.UiUrl,
+		AutoLog:             mlflow.AutoLog,
+		AutoLogEntityDf:     mlflow.AutoLogEntityDf,
+		EntityDfMaxRows:     mlflow.EntityDfMaxRows,
+		LogOperations:       mlflow.LogOperations,
+		OpsExperimentSuffix: mlflow.OpsExperimentSuffix,
+	}
+	if len(mlflow.ExtraConfig) > 0 {
+		ec := make(map[string]interface{}, len(mlflow.ExtraConfig))
+		for k, v := range mlflow.ExtraConfig {
+			ec[k] = coerceStringToYamlType(v)
+		}
+		yamlCfg.ExtraConfig = ec
+	}
+	repoConfig.Mlflow = yamlCfg
+}
+
+func setRepoConfigDataQualityMonitoring(dqmConfig *feastdevv1.DataQualityMonitoringConfig, repoConfig *RepoConfig) {
+	if dqmConfig.AutoBaseline == nil {
+		return
+	}
+	repoConfig.DataQualityMonitoring = &DataQualityMonitoringYamlConfig{
+		AutoBaseline: *dqmConfig.AutoBaseline,
+	}
+}
+
 func (feast *FeastServices) getClientFeatureStoreYaml() ([]byte, error) {
 	clientRepo := getClientRepoConfig(feast.Handler.FeatureStore, feast)
 	return yaml.Marshal(clientRepo)
@@ -525,6 +645,10 @@ func getClientRepoConfig(
 		}
 	}
 
+	if status.Applied.Mlflow != nil && status.Applied.Mlflow.Enabled {
+		setRepoConfigMlflow(status.Applied.Mlflow, &clientRepoConfig)
+	}
+
 	return clientRepoConfig
 }
 
@@ -532,7 +656,11 @@ func getRepoConfig(featureStore *feastdevv1.FeatureStore) RepoConfig {
 	status := featureStore.Status
 	repoConfig := initRepoConfig(status.Applied.FeastProject)
 	if status.Applied.AuthzConfig != nil {
-		if status.Applied.AuthzConfig.KubernetesAuthz != nil {
+		if status.Applied.AuthzConfig.NoAuth != nil && *status.Applied.AuthzConfig.NoAuth {
+			repoConfig.AuthzConfig = AuthzConfig{
+				Type: NoAuthAuthType,
+			}
+		} else if status.Applied.AuthzConfig.KubernetesAuthz != nil {
 			repoConfig.AuthzConfig = AuthzConfig{
 				Type: KubernetesAuthType,
 			}
@@ -678,7 +806,7 @@ var defaultOfflineStoreConfig = OfflineStoreConfig{
 }
 
 var defaultAuthzConfig = AuthzConfig{
-	Type: NoAuthAuthType,
+	Type: KubernetesAuthType,
 }
 
 // getCertificatePath returns the appropriate certificate path based on whether a custom CA bundle is available
diff --git a/infra/feast-operator/internal/controller/services/repo_config_test.go b/infra/feast-operator/internal/controller/services/repo_config_test.go
index 8e1ae1d60bf..ec827cc82fa 100644
--- a/infra/feast-operator/internal/controller/services/repo_config_test.go
+++ b/infra/feast-operator/internal/controller/services/repo_config_test.go
@@ -17,6 +17,7 @@ limitations under the License.
 package services
 
 import (
+	"context"
 	"fmt"
 
 	. "github.com/onsi/ginkgo/v2"
@@ -24,8 +25,11 @@ import (
 	"gopkg.in/yaml.v3"
 	corev1 "k8s.io/api/core/v1"
 	metav1 "k8s.io/apimachinery/pkg/apis/meta/v1"
+	"k8s.io/apimachinery/pkg/apis/meta/v1/unstructured"
+	"sigs.k8s.io/controller-runtime/pkg/client/fake"
 
 	feastdevv1 "github.com/feast-dev/feast/infra/feast-operator/api/v1"
+	handler "github.com/feast-dev/feast/infra/feast-operator/internal/controller/handler"
 )
 
 var projectName = "test-project"
@@ -50,7 +54,7 @@ var _ = Describe("Repo Config", func() {
 
 			repoConfig, err := getServiceRepoConfig(featureStore, emptyMockExtractConfigFromSecret, emptyMockExtractConfigFromConfigMap, false)
 			Expect(err).NotTo(HaveOccurred())
-			Expect(repoConfig.AuthzConfig.Type).To(Equal(NoAuthAuthType))
+			Expect(repoConfig.AuthzConfig.Type).To(Equal(KubernetesAuthType))
 			Expect(repoConfig.OfflineStore).To(Equal(emptyOfflineStoreConfig))
 			Expect(repoConfig.OnlineStore).To(Equal(expectedOnlineConfig))
 			Expect(repoConfig.Registry).To(Equal(expectedRegistryConfig))
@@ -78,7 +82,7 @@ var _ = Describe("Repo Config", func() {
 
 			repoConfig, err = getServiceRepoConfig(featureStore, emptyMockExtractConfigFromSecret, emptyMockExtractConfigFromConfigMap, false)
 			Expect(err).NotTo(HaveOccurred())
-			Expect(repoConfig.AuthzConfig.Type).To(Equal(NoAuthAuthType))
+			Expect(repoConfig.AuthzConfig.Type).To(Equal(KubernetesAuthType))
 			Expect(repoConfig.OfflineStore).To(Equal(emptyOfflineStoreConfig))
 			Expect(repoConfig.OnlineStore).To(Equal(expectedOnlineConfig))
 			Expect(repoConfig.Registry).To(Equal(expectedRegistryConfig))
@@ -101,7 +105,7 @@ var _ = Describe("Repo Config", func() {
 			repoConfig, err = getServiceRepoConfig(featureStore, emptyMockExtractConfigFromSecret, emptyMockExtractConfigFromConfigMap, false)
 			Expect(err).NotTo(HaveOccurred())
 			Expect(repoConfig.OfflineStore).To(Equal(defaultOfflineStoreConfig))
-			Expect(repoConfig.AuthzConfig.Type).To(Equal(NoAuthAuthType))
+			Expect(repoConfig.AuthzConfig.Type).To(Equal(KubernetesAuthType))
 			Expect(repoConfig.Registry).To(Equal(expectedRegistryConfig))
 			Expect(repoConfig.OnlineStore).To(Equal(expectedOnlineConfig))
 
@@ -119,7 +123,7 @@ var _ = Describe("Repo Config", func() {
 			ApplyDefaultsToStatus(featureStore)
 			repoConfig, err = getServiceRepoConfig(featureStore, emptyMockExtractConfigFromSecret, emptyMockExtractConfigFromConfigMap, false)
 			Expect(err).NotTo(HaveOccurred())
-			Expect(repoConfig.AuthzConfig.Type).To(Equal(NoAuthAuthType))
+			Expect(repoConfig.AuthzConfig.Type).To(Equal(KubernetesAuthType))
 			Expect(repoConfig.OfflineStore).To(Equal(emptyOfflineStoreConfig))
 			Expect(repoConfig.OnlineStore).To(Equal(expectedOnlineConfig))
 			Expect(repoConfig.Registry).To(Equal(emptyRegistryConfig))
@@ -137,7 +141,7 @@ var _ = Describe("Repo Config", func() {
 				OnlineStore: &feastdevv1.OnlineStore{
 					Persistence: &feastdevv1.OnlineStorePersistence{
 						FilePersistence: &feastdevv1.OnlineStoreFilePersistence{
-							Path: "/data/online.db",
+							Path: dataOnlineDbPath,
 						},
 					},
 				},
@@ -145,7 +149,7 @@ var _ = Describe("Repo Config", func() {
 					Local: &feastdevv1.LocalRegistryConfig{
 						Persistence: &feastdevv1.RegistryPersistence{
 							FilePersistence: &feastdevv1.RegistryFilePersistence{
-								Path: "/data/registry.db",
+								Path: dataRegistryDbPath,
 							},
 						},
 					},
@@ -158,16 +162,16 @@ var _ = Describe("Repo Config", func() {
 			}
 			expectedRegistryConfig = RegistryConfig{
 				RegistryType: "file",
-				Path:         "/data/registry.db",
+				Path:         dataRegistryDbPath,
 			}
 			expectedOnlineConfig = OnlineStoreConfig{
 				Type: "sqlite",
-				Path: "/data/online.db",
+				Path: dataOnlineDbPath,
 			}
 
 			repoConfig, err = getServiceRepoConfig(featureStore, emptyMockExtractConfigFromSecret, emptyMockExtractConfigFromConfigMap, false)
 			Expect(err).NotTo(HaveOccurred())
-			Expect(repoConfig.AuthzConfig.Type).To(Equal(NoAuthAuthType))
+			Expect(repoConfig.AuthzConfig.Type).To(Equal(KubernetesAuthType))
 			Expect(repoConfig.OfflineStore).To(Equal(expectedOfflineConfig))
 			Expect(repoConfig.OnlineStore).To(Equal(expectedOnlineConfig))
 			Expect(repoConfig.Registry).To(Equal(expectedRegistryConfig))
@@ -197,11 +201,29 @@ var _ = Describe("Repo Config", func() {
 			Expect(repoConfig.OnlineStore).To(Equal(defaultOnlineStoreConfig(featureStore)))
 			Expect(repoConfig.Registry).To(Equal(defaultRegistryConfig(featureStore)))
 
+			By("Having noAuth explicitly set")
+			featureStore = minimalFeatureStore()
+			featureStore.Spec.AuthzConfig = &feastdevv1.AuthzConfig{
+				NoAuth: boolPtr(true),
+			}
+			ApplyDefaultsToStatus(featureStore)
+			repoConfig, err = getServiceRepoConfig(featureStore, emptyMockExtractConfigFromSecret, emptyMockExtractConfigFromConfigMap, false)
+			Expect(err).NotTo(HaveOccurred())
+			Expect(repoConfig.AuthzConfig.Type).To(Equal(NoAuthAuthType))
+
 			By("Having oidc authorization with Secret")
+			featureStore = minimalFeatureStore()
+			featureStore.Spec.Services = &feastdevv1.FeatureStoreServices{
+				OfflineStore: &feastdevv1.OfflineStore{},
+				OnlineStore:  &feastdevv1.OnlineStore{},
+				Registry: &feastdevv1.Registry{
+					Local: &feastdevv1.LocalRegistryConfig{},
+				},
+			}
 			featureStore.Spec.AuthzConfig = &feastdevv1.AuthzConfig{
 				OidcAuthz: &feastdevv1.OidcAuthz{
 					SecretRef: &corev1.LocalObjectReference{
-						Name: "oidc-secret",
+						Name: oidcSecretName,
 					},
 				},
 			}
@@ -209,19 +231,23 @@ var _ = Describe("Repo Config", func() {
 
 			secretExtractionFunc := mockOidcConfigFromSecret(map[string]interface{}{
 				string(OidcAuthDiscoveryUrl): "discovery-url",
-				string(OidcClientId):         "client-id",
+				string(OidcClientId):         clientIDValue,
 				string(OidcClientSecret):     "client-secret",
 				string(OidcUsername):         "username",
-				string(OidcPassword):         "password"})
+				string(OidcPassword):         "password",
+				string(OidcAudience):         "api://feast-feature-server",
+				string(OidcIssuer):           "https://login.example.com/realms/master"})
 			repoConfig, err = getServiceRepoConfig(featureStore, secretExtractionFunc, emptyMockExtractConfigFromConfigMap, false)
 			Expect(err).NotTo(HaveOccurred())
 			Expect(repoConfig.AuthzConfig.Type).To(Equal(OidcAuthType))
-			Expect(repoConfig.AuthzConfig.OidcParameters).To(HaveLen(5))
+			Expect(repoConfig.AuthzConfig.OidcParameters).To(HaveLen(7))
 			Expect(repoConfig.AuthzConfig.OidcParameters).To(HaveKey(string(OidcClientId)))
 			Expect(repoConfig.AuthzConfig.OidcParameters).To(HaveKey(string(OidcAuthDiscoveryUrl)))
 			Expect(repoConfig.AuthzConfig.OidcParameters).To(HaveKey(string(OidcClientSecret)))
 			Expect(repoConfig.AuthzConfig.OidcParameters).To(HaveKey(string(OidcUsername)))
 			Expect(repoConfig.AuthzConfig.OidcParameters).To(HaveKey(string(OidcPassword)))
+			Expect(repoConfig.AuthzConfig.OidcParameters).To(HaveKeyWithValue(string(OidcAudience), "api://feast-feature-server"))
+			Expect(repoConfig.AuthzConfig.OidcParameters).To(HaveKeyWithValue(string(OidcIssuer), "https://login.example.com/realms/master"))
 			Expect(repoConfig.OfflineStore).To(Equal(expectedOfflineConfig))
 			Expect(repoConfig.OnlineStore).To(Equal(defaultOnlineStoreConfig(featureStore)))
 			Expect(repoConfig.Registry).To(Equal(defaultRegistryConfig(featureStore)))
@@ -229,6 +255,19 @@ var _ = Describe("Repo Config", func() {
 			repoConfig = getClientRepoConfig(featureStore, nil)
 			Expect(repoConfig.AuthzConfig.Type).To(Equal(OidcAuthType))
 
+			By("Coercing numeric audience and issuer Secret values to strings")
+			secretExtractionFunc = mockOidcConfigFromSecret(map[string]interface{}{
+				string(OidcAuthDiscoveryUrl): "discovery-url",
+				string(OidcClientId):         clientIDValue,
+				// Secret extraction YAML-parses values, so an all-digits
+				// audience/issuer reaches this code as an int.
+				string(OidcAudience): 1234567890,
+				string(OidcIssuer):   9876543210})
+			repoConfig, err = getServiceRepoConfig(featureStore, secretExtractionFunc, emptyMockExtractConfigFromConfigMap, false)
+			Expect(err).NotTo(HaveOccurred())
+			Expect(repoConfig.AuthzConfig.OidcParameters).To(HaveKeyWithValue(string(OidcAudience), "1234567890"))
+			Expect(repoConfig.AuthzConfig.OidcParameters).To(HaveKeyWithValue(string(OidcIssuer), "9876543210"))
+
 			By("Having oidc authorization with issuerUrl only (no Secret)")
 			featureStore.Spec.AuthzConfig = &feastdevv1.AuthzConfig{
 				OidcAuthz: &feastdevv1.OidcAuthz{
@@ -242,12 +281,38 @@ var _ = Describe("Repo Config", func() {
 			Expect(repoConfig.AuthzConfig.OidcParameters).To(HaveLen(1))
 			Expect(repoConfig.AuthzConfig.OidcParameters[string(OidcAuthDiscoveryUrl)]).To(Equal("https://keycloak.example.com/realms/test/.well-known/openid-configuration"))
 
+			By("Omitting the JWKS tunables when unset, so the SDK defaults apply")
+			Expect(repoConfig.AuthzConfig.OidcParameters).NotTo(HaveKey(string(OidcJwksCacheLifespanSeconds)))
+			Expect(repoConfig.AuthzConfig.OidcParameters).NotTo(HaveKey(string(OidcJwksRequestTimeoutSeconds)))
+
+			By("Forwarding the JWKS tunables when set on the CR")
+			jwksLifespan := int32(60)
+			jwksTimeout := int32(5)
+			featureStore.Spec.AuthzConfig = &feastdevv1.AuthzConfig{
+				OidcAuthz: &feastdevv1.OidcAuthz{
+					IssuerUrl:                 "https://keycloak.example.com/realms/test",
+					JwksCacheLifespanSeconds:  &jwksLifespan,
+					JwksRequestTimeoutSeconds: &jwksTimeout,
+				},
+			}
+			ApplyDefaultsToStatus(featureStore)
+			repoConfig, err = getServiceRepoConfig(featureStore, emptyMockExtractConfigFromSecret, emptyMockExtractConfigFromConfigMap, false)
+			Expect(err).NotTo(HaveOccurred())
+			Expect(repoConfig.AuthzConfig.OidcParameters).To(HaveLen(3))
+			Expect(repoConfig.AuthzConfig.OidcParameters).To(HaveKeyWithValue(string(OidcJwksCacheLifespanSeconds), int32(60)))
+			Expect(repoConfig.AuthzConfig.OidcParameters).To(HaveKeyWithValue(string(OidcJwksRequestTimeoutSeconds), int32(5)))
+
+			By("Keeping the JWKS tunables out of the client config, which does not accept them")
+			clientRepoConfig := getClientRepoConfig(featureStore, nil)
+			Expect(clientRepoConfig.AuthzConfig.OidcParameters).NotTo(HaveKey(string(OidcJwksCacheLifespanSeconds)))
+			Expect(clientRepoConfig.AuthzConfig.OidcParameters).NotTo(HaveKey(string(OidcJwksRequestTimeoutSeconds)))
+
 			By("Having oidc with issuerUrl on CR and auth_discovery_url in Secret — CR wins")
 			featureStore.Spec.AuthzConfig = &feastdevv1.AuthzConfig{
 				OidcAuthz: &feastdevv1.OidcAuthz{
 					IssuerUrl: "https://keycloak.example.com/realms/cr-wins",
 					SecretRef: &corev1.LocalObjectReference{
-						Name: "oidc-secret",
+						Name: oidcSecretName,
 					},
 				},
 			}
@@ -318,6 +383,30 @@ var _ = Describe("Repo Config", func() {
 			Expect(repoConfig.OfflineStore).To(Equal(expectedOfflineConfig))
 			Expect(repoConfig.OnlineStore).To(Equal(expectedOnlineConfig))
 			Expect(repoConfig.Registry).To(Equal(expectedRegistryConfig))
+
+			By("Having DQM config with auto_baseline disabled")
+			featureStore = minimalFeatureStore()
+			dqmAutoBaseline := false
+			featureStore.Spec.DataQualityMonitoring = &feastdevv1.DataQualityMonitoringConfig{
+				AutoBaseline: &dqmAutoBaseline,
+			}
+			ApplyDefaultsToStatus(featureStore)
+			repoConfig, err = getServiceRepoConfig(featureStore, emptyMockExtractConfigFromSecret, emptyMockExtractConfigFromConfigMap, false)
+			Expect(err).NotTo(HaveOccurred())
+			Expect(repoConfig.DataQualityMonitoring).NotTo(BeNil())
+			Expect(repoConfig.DataQualityMonitoring.AutoBaseline).To(BeFalse())
+
+			fsYaml, marshalErr := yaml.Marshal(repoConfig)
+			Expect(marshalErr).NotTo(HaveOccurred())
+			Expect(string(fsYaml)).To(ContainSubstring("data_quality_monitoring:"))
+			Expect(string(fsYaml)).To(ContainSubstring("auto_baseline: false"))
+
+			By("Having no DataQualityMonitoring config — should be nil")
+			featureStore = minimalFeatureStore()
+			ApplyDefaultsToStatus(featureStore)
+			repoConfig, err = getServiceRepoConfig(featureStore, emptyMockExtractConfigFromSecret, emptyMockExtractConfigFromConfigMap, false)
+			Expect(err).NotTo(HaveOccurred())
+			Expect(repoConfig.DataQualityMonitoring).To(BeNil())
 		})
 
 		It("should set feature_server block with type local and all options", func() {
@@ -417,6 +506,66 @@ var _ = Describe("Repo Config", func() {
 			Expect(repoConfig.FeatureServer.McpEnabled).To(BeNil())
 		})
 
+		It("should set registry mcp when enabled", func() {
+			featureStore := minimalFeatureStore()
+
+			featureStore.Spec.Services = &feastdevv1.FeatureStoreServices{
+				Registry: &feastdevv1.Registry{
+					Local: &feastdevv1.LocalRegistryConfig{
+						Server: &feastdevv1.RegistryServerConfigs{
+							Mcp: &feastdevv1.McpConfig{
+								Enabled: true,
+							},
+						},
+					},
+				},
+			}
+			ApplyDefaultsToStatus(featureStore)
+
+			repoConfig, err := getServiceRepoConfig(featureStore, emptyMockExtractConfigFromSecret, emptyMockExtractConfigFromConfigMap, false)
+			Expect(err).NotTo(HaveOccurred())
+			Expect(repoConfig.Registry.Mcp).NotTo(BeNil())
+			Expect(repoConfig.Registry.Mcp.Enabled).To(BeTrue())
+		})
+
+		It("should not set registry mcp when disabled", func() {
+			featureStore := minimalFeatureStore()
+
+			featureStore.Spec.Services = &feastdevv1.FeatureStoreServices{
+				Registry: &feastdevv1.Registry{
+					Local: &feastdevv1.LocalRegistryConfig{
+						Server: &feastdevv1.RegistryServerConfigs{
+							Mcp: &feastdevv1.McpConfig{
+								Enabled: false,
+							},
+						},
+					},
+				},
+			}
+			ApplyDefaultsToStatus(featureStore)
+
+			repoConfig, err := getServiceRepoConfig(featureStore, emptyMockExtractConfigFromSecret, emptyMockExtractConfigFromConfigMap, false)
+			Expect(err).NotTo(HaveOccurred())
+			Expect(repoConfig.Registry.Mcp).To(BeNil())
+		})
+
+		It("should not set registry mcp when server has no mcp config", func() {
+			featureStore := minimalFeatureStore()
+
+			featureStore.Spec.Services = &feastdevv1.FeatureStoreServices{
+				Registry: &feastdevv1.Registry{
+					Local: &feastdevv1.LocalRegistryConfig{
+						Server: &feastdevv1.RegistryServerConfigs{},
+					},
+				},
+			}
+			ApplyDefaultsToStatus(featureStore)
+
+			repoConfig, err := getServiceRepoConfig(featureStore, emptyMockExtractConfigFromSecret, emptyMockExtractConfigFromConfigMap, false)
+			Expect(err).NotTo(HaveOccurred())
+			Expect(repoConfig.Registry.Mcp).To(BeNil())
+		})
+
 		It("should set materialization block", func() {
 			featureStore := minimalFeatureStore()
 			batchSize := int32(10000)
@@ -424,7 +573,7 @@ var _ = Describe("Repo Config", func() {
 			featureStore.Spec.Materialization = &feastdevv1.MaterializationConfig{
 				OnlineWriteBatchSize: &batchSize,
 				ExtraConfig: map[string]string{
-					"pull_latest_features": "false",
+					"pull_latest_features": stringFalse,
 					"max_workers":          "4",
 				},
 			}
@@ -453,7 +602,7 @@ var _ = Describe("Repo Config", func() {
 				ExtraConfig: map[string]string{
 					"namespace":           "my-feast",
 					"producer":            "feast-operator",
-					"emit_on_apply":       "true",
+					"emit_on_apply":       stringTrue,
 					"emit_on_materialize": "false",
 				},
 			}
@@ -507,7 +656,7 @@ var _ = Describe("Repo Config", func() {
 				TransportType: &transportType,
 				TransportUrl:  &transportUrl,
 				ApiKeySecretRef: &corev1.LocalObjectReference{
-					Name: "lineage-secret",
+					Name: lineageSecretName,
 				},
 			}
 			ApplyDefaultsToStatus(featureStore)
@@ -535,7 +684,7 @@ var _ = Describe("Repo Config", func() {
 				TransportType: &transportType,
 				TransportUrl:  &transportUrl,
 				ApiKeySecretRef: &corev1.LocalObjectReference{
-					Name: "lineage-secret",
+					Name: lineageSecretName,
 				},
 			}
 			ApplyDefaultsToStatus(featureStore)
@@ -549,7 +698,7 @@ var _ = Describe("Repo Config", func() {
 			_, err := getServiceRepoConfig(featureStore, missingKeyMock, emptyMockExtractConfigFromConfigMap, false)
 			Expect(err).To(HaveOccurred())
 			Expect(err.Error()).To(ContainSubstring("api_key"))
-			Expect(err.Error()).To(ContainSubstring("lineage-secret"))
+			Expect(err.Error()).To(ContainSubstring(lineageSecretName))
 		})
 
 		It("should return error when apiKeySecretRef api_key value is not a string", func() {
@@ -562,7 +711,7 @@ var _ = Describe("Repo Config", func() {
 				TransportType: &transportType,
 				TransportUrl:  &transportUrl,
 				ApiKeySecretRef: &corev1.LocalObjectReference{
-					Name: "lineage-secret",
+					Name: lineageSecretName,
 				},
 			}
 			ApplyDefaultsToStatus(featureStore)
@@ -576,7 +725,7 @@ var _ = Describe("Repo Config", func() {
 			_, err := getServiceRepoConfig(featureStore, nonStringMock, emptyMockExtractConfigFromConfigMap, false)
 			Expect(err).To(HaveOccurred())
 			Expect(err.Error()).To(ContainSubstring("api_key"))
-			Expect(err.Error()).To(ContainSubstring("lineage-secret"))
+			Expect(err.Error()).To(ContainSubstring(lineageSecretName))
 		})
 
 		It("should not set feature_server block when serving is nil", func() {
@@ -589,6 +738,72 @@ var _ = Describe("Repo Config", func() {
 			Expect(repoConfig.Materialization).To(BeNil())
 			Expect(repoConfig.OpenLineage).To(BeNil())
 		})
+
+		It("should inject default batch_engine.service_account when ConfigMap omits it", func() {
+			featureStore := minimalFeatureStore()
+			featureStore.Name = "spark-pg-e2e"
+			featureStore.Spec.BatchEngine = &feastdevv1.BatchEngineConfig{
+				ConfigMapRef: &corev1.LocalObjectReference{Name: "spark-pg-batch-engine"},
+			}
+			ApplyDefaultsToStatus(featureStore)
+
+			extractCM := func(configMapRef string, configMapKey string) (map[string]interface{}, error) {
+				return map[string]interface{}{
+					"type":  "spark_application",
+					"image": "quay.io/example/feast-spark-driver:v6",
+					// service_account intentionally omitted
+				}, nil
+			}
+
+			repoConfig, err := getServiceRepoConfig(featureStore, emptyMockExtractConfigFromSecret, extractCM, false)
+			Expect(err).NotTo(HaveOccurred())
+			Expect(repoConfig.BatchEngine).NotTo(BeNil())
+			Expect(repoConfig.BatchEngine.Type).To(Equal("spark_application"))
+			Expect(repoConfig.BatchEngine.Parameters["service_account"]).To(Equal("feast-spark-pg-e2e-batch-driver"))
+		})
+
+		It("should preserve explicit batch_engine.service_account from ConfigMap", func() {
+			featureStore := minimalFeatureStore()
+			featureStore.Name = "spark-pg-e2e"
+			featureStore.Spec.BatchEngine = &feastdevv1.BatchEngineConfig{
+				ConfigMapRef: &corev1.LocalObjectReference{Name: "spark-pg-batch-engine"},
+			}
+			ApplyDefaultsToStatus(featureStore)
+
+			extractCM := func(configMapRef string, configMapKey string) (map[string]interface{}, error) {
+				return map[string]interface{}{
+					"type":            "spark_application",
+					"service_account": "my-custom-driver",
+				}, nil
+			}
+
+			repoConfig, err := getServiceRepoConfig(featureStore, emptyMockExtractConfigFromSecret, extractCM, false)
+			Expect(err).NotTo(HaveOccurred())
+			Expect(repoConfig.BatchEngine.Parameters["service_account"]).To(Equal("my-custom-driver"))
+		})
+
+		It("should not inject service_account for non-spark_application batch engines", func() {
+			featureStore := minimalFeatureStore()
+			featureStore.Name = "spark-pg-e2e"
+			featureStore.Spec.BatchEngine = &feastdevv1.BatchEngineConfig{
+				ConfigMapRef: &corev1.LocalObjectReference{Name: "other-batch-engine"},
+			}
+			ApplyDefaultsToStatus(featureStore)
+
+			extractCM := func(configMapRef string, configMapKey string) (map[string]interface{}, error) {
+				return map[string]interface{}{
+					"type": "spark",
+					// no service_account — must stay omitted for non-spark_application
+				}, nil
+			}
+
+			repoConfig, err := getServiceRepoConfig(featureStore, emptyMockExtractConfigFromSecret, extractCM, false)
+			Expect(err).NotTo(HaveOccurred())
+			Expect(repoConfig.BatchEngine).NotTo(BeNil())
+			Expect(repoConfig.BatchEngine.Type).To(Equal("spark"))
+			_, hasSA := repoConfig.BatchEngine.Parameters["service_account"]
+			Expect(hasSA).To(BeFalse())
+		})
 	})
 	It("should fail to create the repo configs", func() {
 		featureStore := minimalFeatureStore()
@@ -607,14 +822,14 @@ var _ = Describe("Repo Config", func() {
 		featureStore.Spec.AuthzConfig = &feastdevv1.AuthzConfig{
 			OidcAuthz: &feastdevv1.OidcAuthz{
 				SecretRef: &corev1.LocalObjectReference{
-					Name: "oidc-secret",
+					Name: oidcSecretName,
 				},
 			},
 		}
 		ApplyDefaultsToStatus(featureStore)
 
 		secretExtractionFunc := mockOidcConfigFromSecret(map[string]interface{}{
-			string(OidcClientId):     "client-id",
+			string(OidcClientId):     clientIDValue,
 			string(OidcClientSecret): "client-secret",
 			string(OidcUsername):     "username",
 			string(OidcPassword):     "password"})
@@ -626,7 +841,7 @@ var _ = Describe("Repo Config", func() {
 		featureStore.Spec.AuthzConfig = &feastdevv1.AuthzConfig{
 			OidcAuthz: &feastdevv1.OidcAuthz{
 				SecretRef: &corev1.LocalObjectReference{
-					Name: "oidc-secret",
+					Name: oidcSecretName,
 				},
 			},
 		}
@@ -634,7 +849,7 @@ var _ = Describe("Repo Config", func() {
 
 		secretExtractionFunc = mockOidcConfigFromSecret(map[string]interface{}{
 			string(OidcAuthDiscoveryUrl): "discovery-url",
-			string(OidcClientId):         "client-id",
+			string(OidcClientId):         clientIDValue,
 			string(OidcUsername):         "username",
 			string(OidcPassword):         "password"})
 		_, err = getServiceRepoConfig(featureStore, secretExtractionFunc, emptyMockExtractConfigFromConfigMap, false)
@@ -772,7 +987,7 @@ var _ = Describe("TLS Certificate Path Configuration", func() {
 									TLS: &feastdevv1.TlsConfigs{
 										SecretRef: &corev1.LocalObjectReference{Name: "offline-tls"},
 										SecretKeyNames: feastdevv1.SecretKeyNames{
-											TlsCrt: "tls.crt",
+											TlsCrt: tlsCertKey,
 										},
 									},
 								},
@@ -782,7 +997,7 @@ var _ = Describe("TLS Certificate Path Configuration", func() {
 									TLS: &feastdevv1.TlsConfigs{
 										SecretRef: &corev1.LocalObjectReference{Name: "online-tls"},
 										SecretKeyNames: feastdevv1.SecretKeyNames{
-											TlsCrt: "tls.crt",
+											TlsCrt: tlsCertKey,
 										},
 									},
 								},
@@ -802,7 +1017,7 @@ var _ = Describe("TLS Certificate Path Configuration", func() {
 											TLS: &feastdevv1.TlsConfigs{
 												SecretRef: &corev1.LocalObjectReference{Name: "registry-tls"},
 												SecretKeyNames: feastdevv1.SecretKeyNames{
-													TlsCrt: "tls.crt",
+													TlsCrt: tlsCertKey,
 												},
 											},
 										},
@@ -841,7 +1056,7 @@ var _ = Describe("TLS Certificate Path Configuration", func() {
 									TLS: &feastdevv1.TlsConfigs{
 										SecretRef: &corev1.LocalObjectReference{Name: "offline-tls"},
 										SecretKeyNames: feastdevv1.SecretKeyNames{
-											TlsCrt: "tls.crt",
+											TlsCrt: tlsCertKey,
 										},
 									},
 								},
@@ -851,7 +1066,7 @@ var _ = Describe("TLS Certificate Path Configuration", func() {
 									TLS: &feastdevv1.TlsConfigs{
 										SecretRef: &corev1.LocalObjectReference{Name: "online-tls"},
 										SecretKeyNames: feastdevv1.SecretKeyNames{
-											TlsCrt: "tls.crt",
+											TlsCrt: tlsCertKey,
 										},
 									},
 								},
@@ -871,7 +1086,7 @@ var _ = Describe("TLS Certificate Path Configuration", func() {
 											TLS: &feastdevv1.TlsConfigs{
 												SecretRef: &corev1.LocalObjectReference{Name: "registry-tls"},
 												SecretKeyNames: feastdevv1.SecretKeyNames{
-													TlsCrt: "tls.crt",
+													TlsCrt: tlsCertKey,
 												},
 											},
 										},
@@ -889,3 +1104,375 @@ var _ = Describe("TLS Certificate Path Configuration", func() {
 		})
 	})
 })
+
+var _ = Describe("MLflow Configuration", func() {
+	Context("in getServiceRepoConfig", func() {
+		It("should set mlflow block with enabled + tracking URI", func() {
+			featureStore := minimalFeatureStore()
+			trackingUri := "https://mlflow.redhat-ods-applications.svc:8443"
+			uiUrl := "https://mlflow.apps.example.com"
+			autoLog := true
+			autoLogEntityDf := false
+			logOps := true
+
+			featureStore.Spec.Mlflow = &feastdevv1.MlflowConfig{
+				Enabled:         true,
+				TrackingUri:     &trackingUri,
+				UiUrl:           &uiUrl,
+				AutoLog:         &autoLog,
+				AutoLogEntityDf: &autoLogEntityDf,
+				LogOperations:   &logOps,
+			}
+			ApplyDefaultsToStatus(featureStore)
+
+			repoConfig, err := getServiceRepoConfig(featureStore, emptyMockExtractConfigFromSecret, emptyMockExtractConfigFromConfigMap, false)
+			Expect(err).NotTo(HaveOccurred())
+			Expect(repoConfig.Mlflow).NotTo(BeNil())
+			Expect(repoConfig.Mlflow.Enabled).To(BeTrue())
+			Expect(repoConfig.Mlflow.TrackingUri).To(Equal(&trackingUri))
+			Expect(repoConfig.Mlflow.UiUrl).To(Equal(&uiUrl))
+			Expect(repoConfig.Mlflow.AutoLog).To(Equal(&autoLog))
+			Expect(repoConfig.Mlflow.AutoLogEntityDf).To(Equal(&autoLogEntityDf))
+			Expect(repoConfig.Mlflow.LogOperations).To(Equal(&logOps))
+		})
+
+		It("should set mlflow block with entityDfMaxRows and opsExperimentSuffix", func() {
+			featureStore := minimalFeatureStore()
+			trackingUri := "https://mlflow.svc:8443"
+			maxRows := int32(5000)
+			suffix := "-my-ops"
+
+			featureStore.Spec.Mlflow = &feastdevv1.MlflowConfig{
+				Enabled:             true,
+				TrackingUri:         &trackingUri,
+				EntityDfMaxRows:     &maxRows,
+				OpsExperimentSuffix: &suffix,
+			}
+			ApplyDefaultsToStatus(featureStore)
+
+			repoConfig, err := getServiceRepoConfig(featureStore, emptyMockExtractConfigFromSecret, emptyMockExtractConfigFromConfigMap, false)
+			Expect(err).NotTo(HaveOccurred())
+			Expect(repoConfig.Mlflow).NotTo(BeNil())
+			Expect(repoConfig.Mlflow.EntityDfMaxRows).To(Equal(&maxRows))
+			Expect(repoConfig.Mlflow.OpsExperimentSuffix).To(Equal(&suffix))
+		})
+
+		It("should set mlflow block with ExtraConfig coercing booleans", func() {
+			featureStore := minimalFeatureStore()
+			trackingUri := "https://mlflow.svc:8443"
+
+			featureStore.Spec.Mlflow = &feastdevv1.MlflowConfig{
+				Enabled:     true,
+				TrackingUri: &trackingUri,
+				ExtraConfig: map[string]string{
+					"auto_log":           stringTrue,
+					"auto_log_entity_df": "false",
+				},
+			}
+			ApplyDefaultsToStatus(featureStore)
+
+			repoConfig, err := getServiceRepoConfig(featureStore, emptyMockExtractConfigFromSecret, emptyMockExtractConfigFromConfigMap, false)
+			Expect(err).NotTo(HaveOccurred())
+			Expect(repoConfig.Mlflow).NotTo(BeNil())
+			Expect(repoConfig.Mlflow.ExtraConfig).To(HaveKeyWithValue("auto_log", true))
+			Expect(repoConfig.Mlflow.ExtraConfig).To(HaveKeyWithValue("auto_log_entity_df", false))
+		})
+
+		It("should not set mlflow block when spec.mlflow is nil", func() {
+			featureStore := minimalFeatureStore()
+			featureStore.Spec.Mlflow = nil
+			ApplyDefaultsToStatus(featureStore)
+
+			repoConfig, err := getServiceRepoConfig(featureStore, emptyMockExtractConfigFromSecret, emptyMockExtractConfigFromConfigMap, false)
+			Expect(err).NotTo(HaveOccurred())
+			Expect(repoConfig.Mlflow).To(BeNil())
+		})
+
+		It("should not set mlflow block when spec.mlflow.enabled is false", func() {
+			featureStore := minimalFeatureStore()
+			featureStore.Spec.Mlflow = &feastdevv1.MlflowConfig{
+				Enabled: false,
+			}
+			ApplyDefaultsToStatus(featureStore)
+
+			repoConfig, err := getServiceRepoConfig(featureStore, emptyMockExtractConfigFromSecret, emptyMockExtractConfigFromConfigMap, false)
+			Expect(err).NotTo(HaveOccurred())
+			Expect(repoConfig.Mlflow).To(BeNil())
+		})
+	})
+
+	Context("in getClientRepoConfig", func() {
+		It("should include mlflow block in client config when enabled", func() {
+			featureStore := minimalFeatureStore()
+			trackingUri := "https://mlflow.svc:8443"
+
+			featureStore.Spec.Mlflow = &feastdevv1.MlflowConfig{
+				Enabled:     true,
+				TrackingUri: &trackingUri,
+			}
+			ApplyDefaultsToStatus(featureStore)
+
+			repoConfig := getClientRepoConfig(featureStore, nil)
+			Expect(repoConfig.Mlflow).NotTo(BeNil())
+			Expect(repoConfig.Mlflow.Enabled).To(BeTrue())
+			Expect(repoConfig.Mlflow.TrackingUri).To(Equal(&trackingUri))
+		})
+
+		It("should not include mlflow block in client config when disabled", func() {
+			featureStore := minimalFeatureStore()
+			featureStore.Spec.Mlflow = &feastdevv1.MlflowConfig{
+				Enabled: false,
+			}
+			ApplyDefaultsToStatus(featureStore)
+
+			repoConfig := getClientRepoConfig(featureStore, nil)
+			Expect(repoConfig.Mlflow).To(BeNil())
+		})
+	})
+
+	Context("applyMlflowDefaults", func() {
+		It("should clear applied mlflow when spec.mlflow.enabled is false", func() {
+			featureStore := minimalFeatureStore()
+			featureStore.Spec.Mlflow = &feastdevv1.MlflowConfig{Enabled: false}
+			ApplyDefaultsToStatus(featureStore)
+
+			feast := FeastServices{
+				Handler: handler.FeastHandler{FeatureStore: featureStore},
+			}
+			feast.applyMlflowDefaults()
+			Expect(featureStore.Status.Applied.Mlflow).To(BeNil())
+		})
+
+		It("should keep spec values when spec.mlflow is explicitly set with trackingUri", func() {
+			featureStore := minimalFeatureStore()
+			trackingUri := "https://my-mlflow.svc:8443"
+			uiUrl := "https://mlflow.apps.example.com"
+			featureStore.Spec.Mlflow = &feastdevv1.MlflowConfig{
+				Enabled:     true,
+				TrackingUri: &trackingUri,
+				UiUrl:       &uiUrl,
+			}
+			ApplyDefaultsToStatus(featureStore)
+
+			feast := FeastServices{
+				Handler: handler.FeastHandler{FeatureStore: featureStore},
+			}
+			feast.applyMlflowDefaults()
+			Expect(featureStore.Status.Applied.Mlflow).NotTo(BeNil())
+			Expect(featureStore.Status.Applied.Mlflow.Enabled).To(BeTrue())
+			Expect(featureStore.Status.Applied.Mlflow.TrackingUri).To(Equal(&trackingUri))
+			Expect(featureStore.Status.Applied.Mlflow.UiUrl).To(Equal(&uiUrl))
+		})
+	})
+
+	Context("DiscoverMlflow", func() {
+		It("should return tracking and UI URLs from a Ready MLflow CR", func() {
+			mlflow := &unstructured.Unstructured{}
+			mlflow.SetGroupVersionKind(mlflowGVK)
+			mlflow.SetName("mlflow")
+			mlflow.Object["status"] = map[string]interface{}{
+				"address": map[string]interface{}{
+					"url": "https://mlflow.svc:8443",
+				},
+				"url": "https://mlflow.apps.example.com",
+				"conditions": []interface{}{
+					map[string]interface{}{"type": "Ready", "status": "True"},
+				},
+			}
+			fakeClient := fake.NewClientBuilder().WithObjects(mlflow).Build()
+
+			result, ok := DiscoverMlflow(context.Background(), fakeClient)
+			Expect(ok).To(BeTrue())
+			Expect(result.TrackingUri).To(Equal("https://mlflow.svc:8443"))
+			Expect(result.UiUrl).To(Equal("https://mlflow.apps.example.com"))
+		})
+
+		It("should fall back to external URL as tracking URI when address is missing", func() {
+			mlflow := &unstructured.Unstructured{}
+			mlflow.SetGroupVersionKind(mlflowGVK)
+			mlflow.SetName("mlflow")
+			mlflow.Object["status"] = map[string]interface{}{
+				"url": "https://mlflow.apps.example.com",
+				"conditions": []interface{}{
+					map[string]interface{}{"type": "Available", "status": "True"},
+				},
+			}
+			fakeClient := fake.NewClientBuilder().WithObjects(mlflow).Build()
+
+			result, ok := DiscoverMlflow(context.Background(), fakeClient)
+			Expect(ok).To(BeTrue())
+			Expect(result.TrackingUri).To(Equal("https://mlflow.apps.example.com"))
+			Expect(result.UiUrl).To(Equal("https://mlflow.apps.example.com"))
+		})
+
+		It("should return false when MLflow CR has no Available/Ready condition", func() {
+			mlflow := &unstructured.Unstructured{}
+			mlflow.SetGroupVersionKind(mlflowGVK)
+			mlflow.SetName("mlflow")
+			mlflow.Object["status"] = map[string]interface{}{
+				"url": "https://mlflow.apps.example.com",
+			}
+			fakeClient := fake.NewClientBuilder().WithObjects(mlflow).Build()
+
+			_, ok := DiscoverMlflow(context.Background(), fakeClient)
+			Expect(ok).To(BeFalse())
+		})
+
+		It("should return false when MLflow CR is absent", func() {
+			fakeClient := fake.NewClientBuilder().Build()
+			_, ok := DiscoverMlflow(context.Background(), fakeClient)
+			Expect(ok).To(BeFalse())
+		})
+	})
+
+	Context("isMlflowReady", func() {
+		It("should return false when no conditions are present", func() {
+			status := map[string]interface{}{}
+			Expect(isMlflowReady(status)).To(BeFalse())
+		})
+
+		It("should return true when Available condition is True", func() {
+			status := map[string]interface{}{
+				"conditions": []interface{}{
+					map[string]interface{}{
+						"type":   "Available",
+						"status": "True",
+					},
+				},
+			}
+			Expect(isMlflowReady(status)).To(BeTrue())
+		})
+
+		It("should return true when Ready condition is True", func() {
+			status := map[string]interface{}{
+				"conditions": []interface{}{
+					map[string]interface{}{
+						"type":   "Ready",
+						"status": "True",
+					},
+				},
+			}
+			Expect(isMlflowReady(status)).To(BeTrue())
+		})
+
+		It("should return false when Available condition is False", func() {
+			status := map[string]interface{}{
+				"conditions": []interface{}{
+					map[string]interface{}{
+						"type":   "Available",
+						"status": "False",
+					},
+				},
+			}
+			Expect(isMlflowReady(status)).To(BeFalse())
+		})
+
+		It("should return false when Ready condition is False", func() {
+			status := map[string]interface{}{
+				"conditions": []interface{}{
+					map[string]interface{}{
+						"type":   "Ready",
+						"status": "False",
+					},
+				},
+			}
+			Expect(isMlflowReady(status)).To(BeFalse())
+		})
+
+		It("should return false when only Progressing condition exists", func() {
+			status := map[string]interface{}{
+				"conditions": []interface{}{
+					map[string]interface{}{
+						"type":   "Progressing",
+						"status": "True",
+					},
+				},
+			}
+			Expect(isMlflowReady(status)).To(BeFalse())
+		})
+	})
+
+	Context("injectMlflowEnv", func() {
+		It("should inject MLFLOW_TRACKING_AUTH and MLFLOW_TRACKING_URI when enabled", func() {
+			featureStore := minimalFeatureStore()
+			trackingUri := "https://mlflow.svc:8443"
+			featureStore.Spec.Mlflow = &feastdevv1.MlflowConfig{
+				Enabled:     true,
+				TrackingUri: &trackingUri,
+			}
+			ApplyDefaultsToStatus(featureStore)
+
+			feast := FeastServices{
+				Handler: handler.FeastHandler{FeatureStore: featureStore},
+			}
+			container := &corev1.Container{Name: "test"}
+			feast.injectMlflowEnv(container)
+
+			Expect(container.Env).To(ContainElement(corev1.EnvVar{
+				Name: "MLFLOW_TRACKING_AUTH", Value: "kubernetes-namespaced",
+			}))
+			Expect(container.Env).To(ContainElement(corev1.EnvVar{
+				Name: "MLFLOW_TRACKING_URI", Value: trackingUri,
+			}))
+		})
+
+		It("should inject only MLFLOW_TRACKING_AUTH when trackingUri is nil", func() {
+			featureStore := minimalFeatureStore()
+			featureStore.Spec.Mlflow = &feastdevv1.MlflowConfig{Enabled: true}
+			ApplyDefaultsToStatus(featureStore)
+
+			feast := FeastServices{
+				Handler: handler.FeastHandler{FeatureStore: featureStore},
+			}
+			container := &corev1.Container{Name: "test"}
+			feast.injectMlflowEnv(container)
+
+			Expect(container.Env).To(ContainElement(corev1.EnvVar{
+				Name: "MLFLOW_TRACKING_AUTH", Value: "kubernetes-namespaced",
+			}))
+			for _, env := range container.Env {
+				Expect(env.Name).NotTo(Equal("MLFLOW_TRACKING_URI"))
+			}
+		})
+
+		It("should not inject env vars when mlflow is disabled", func() {
+			featureStore := minimalFeatureStore()
+			featureStore.Spec.Mlflow = &feastdevv1.MlflowConfig{Enabled: false}
+			ApplyDefaultsToStatus(featureStore)
+
+			feast := FeastServices{
+				Handler: handler.FeastHandler{FeatureStore: featureStore},
+			}
+			container := &corev1.Container{Name: "test"}
+			feast.injectMlflowEnv(container)
+
+			Expect(container.Env).To(BeEmpty())
+		})
+
+		It("should not inject env vars when mlflow is nil", func() {
+			featureStore := minimalFeatureStore()
+			featureStore.Spec.Mlflow = nil
+			ApplyDefaultsToStatus(featureStore)
+
+			feast := FeastServices{
+				Handler: handler.FeastHandler{FeatureStore: featureStore},
+			}
+			container := &corev1.Container{Name: "test"}
+			feast.injectMlflowEnv(container)
+
+			Expect(container.Env).To(BeEmpty())
+		})
+	})
+
+	Context("HasMlflowCRD", func() {
+		It("should return false by default", func() {
+			Expect(HasMlflowCRD()).To(BeFalse())
+		})
+
+		It("should return true when set", func() {
+			testSetHasMlflowCRD(true)
+			defer testSetHasMlflowCRD(false)
+			Expect(HasMlflowCRD()).To(BeTrue())
+		})
+	})
+})
diff --git a/infra/feast-operator/internal/controller/services/scaling_test.go b/infra/feast-operator/internal/controller/services/scaling_test.go
index 58e808ac2dc..1f65a4835ce 100644
--- a/infra/feast-operator/internal/controller/services/scaling_test.go
+++ b/infra/feast-operator/internal/controller/services/scaling_test.go
@@ -46,7 +46,7 @@ var _ = Describe("Horizontal Scaling", func() {
 		ctx = context.Background()
 		typeNamespacedName = types.NamespacedName{
 			Name:      "scaling-test-fs",
-			Namespace: "default",
+			Namespace: DefaultNs,
 		}
 
 		featureStore = &feastdevv1.FeatureStore{
@@ -67,9 +67,9 @@ var _ = Describe("Horizontal Scaling", func() {
 						},
 						Persistence: &feastdevv1.OnlineStorePersistence{
 							DBPersistence: &feastdevv1.OnlineStoreDBStorePersistence{
-								Type: "redis",
+								Type: redisType,
 								SecretRef: corev1.LocalObjectReference{
-									Name: "redis-secret",
+									Name: redisSecretName,
 								},
 							},
 						},
@@ -90,7 +90,7 @@ var _ = Describe("Horizontal Scaling", func() {
 								DBPersistence: &feastdevv1.RegistryDBStorePersistence{
 									Type: "sql",
 									SecretRef: corev1.LocalObjectReference{
-										Name: "registry-secret",
+										Name: registrySecretName,
 									},
 								},
 							},
@@ -146,8 +146,8 @@ var _ = Describe("Horizontal Scaling", func() {
 		dbOnlineStore := &feastdevv1.OnlineStore{
 			Persistence: &feastdevv1.OnlineStorePersistence{
 				DBPersistence: &feastdevv1.OnlineStoreDBStorePersistence{
-					Type:      "redis",
-					SecretRef: corev1.LocalObjectReference{Name: "redis-secret"},
+					Type:      redisType,
+					SecretRef: corev1.LocalObjectReference{Name: redisSecretName},
 				},
 			},
 		}
@@ -157,7 +157,7 @@ var _ = Describe("Horizontal Scaling", func() {
 				Persistence: &feastdevv1.RegistryPersistence{
 					DBPersistence: &feastdevv1.RegistryDBStorePersistence{
 						Type:      "sql",
-						SecretRef: corev1.LocalObjectReference{Name: "registry-secret"},
+						SecretRef: corev1.LocalObjectReference{Name: registrySecretName},
 					},
 				},
 			},
@@ -165,9 +165,9 @@ var _ = Describe("Horizontal Scaling", func() {
 
 		It("should accept scaling with full DB persistence", func() {
 			fs := &feastdevv1.FeatureStore{
-				ObjectMeta: metav1.ObjectMeta{Name: "cel-valid-db", Namespace: "default"},
+				ObjectMeta: metav1.ObjectMeta{Name: "cel-valid-db", Namespace: DefaultNs},
 				Spec: feastdevv1.FeatureStoreSpec{
-					FeastProject: "celtest",
+					FeastProject: celTestProject,
 					Replicas:     ptr.To(int32(3)),
 					Services: &feastdevv1.FeatureStoreServices{
 						OnlineStore: dbOnlineStore,
@@ -181,9 +181,9 @@ var _ = Describe("Horizontal Scaling", func() {
 
 		It("should reject scaling when online store is missing (implicit file default)", func() {
 			fs := &feastdevv1.FeatureStore{
-				ObjectMeta: metav1.ObjectMeta{Name: "cel-no-online", Namespace: "default"},
+				ObjectMeta: metav1.ObjectMeta{Name: "cel-no-online", Namespace: DefaultNs},
 				Spec: feastdevv1.FeatureStoreSpec{
-					FeastProject: "celtest",
+					FeastProject: celTestProject,
 					Replicas:     ptr.To(int32(3)),
 					Services: &feastdevv1.FeatureStoreServices{
 						Registry: dbRegistry,
@@ -199,13 +199,13 @@ var _ = Describe("Horizontal Scaling", func() {
 			fs := &feastdevv1.FeatureStore{
 				ObjectMeta: metav1.ObjectMeta{Name: "cel-file-online", Namespace: "default"},
 				Spec: feastdevv1.FeatureStoreSpec{
-					FeastProject: "celtest",
+					FeastProject: celTestProject,
 					Replicas:     ptr.To(int32(3)),
 					Services: &feastdevv1.FeatureStoreServices{
 						OnlineStore: &feastdevv1.OnlineStore{
 							Persistence: &feastdevv1.OnlineStorePersistence{
 								FilePersistence: &feastdevv1.OnlineStoreFilePersistence{
-									Path: "/data/online.db",
+									Path: dataOnlineDbPath,
 								},
 							},
 						},
@@ -222,7 +222,7 @@ var _ = Describe("Horizontal Scaling", func() {
 			fs := &feastdevv1.FeatureStore{
 				ObjectMeta: metav1.ObjectMeta{Name: "cel-file-offline", Namespace: "default"},
 				Spec: feastdevv1.FeatureStoreSpec{
-					FeastProject: "celtest",
+					FeastProject: celTestProject,
 					Replicas:     ptr.To(int32(3)),
 					Services: &feastdevv1.FeatureStoreServices{
 						OnlineStore: dbOnlineStore,
@@ -246,7 +246,7 @@ var _ = Describe("Horizontal Scaling", func() {
 			fs := &feastdevv1.FeatureStore{
 				ObjectMeta: metav1.ObjectMeta{Name: "cel-no-registry", Namespace: "default"},
 				Spec: feastdevv1.FeatureStoreSpec{
-					FeastProject: "celtest",
+					FeastProject: celTestProject,
 					Replicas:     ptr.To(int32(3)),
 					Services: &feastdevv1.FeatureStoreServices{
 						OnlineStore: dbOnlineStore,
@@ -262,7 +262,7 @@ var _ = Describe("Horizontal Scaling", func() {
 			fs := &feastdevv1.FeatureStore{
 				ObjectMeta: metav1.ObjectMeta{Name: "cel-file-registry", Namespace: "default"},
 				Spec: feastdevv1.FeatureStoreSpec{
-					FeastProject: "celtest",
+					FeastProject: celTestProject,
 					Replicas:     ptr.To(int32(3)),
 					Services: &feastdevv1.FeatureStoreServices{
 						OnlineStore: dbOnlineStore,
@@ -270,7 +270,7 @@ var _ = Describe("Horizontal Scaling", func() {
 							Local: &feastdevv1.LocalRegistryConfig{
 								Persistence: &feastdevv1.RegistryPersistence{
 									FilePersistence: &feastdevv1.RegistryFilePersistence{
-										Path: "/data/registry.db",
+										Path: dataRegistryDbPath,
 									},
 								},
 							},
@@ -287,7 +287,7 @@ var _ = Describe("Horizontal Scaling", func() {
 			fs := &feastdevv1.FeatureStore{
 				ObjectMeta: metav1.ObjectMeta{Name: "cel-s3-registry", Namespace: "default"},
 				Spec: feastdevv1.FeatureStoreSpec{
-					FeastProject: "celtest",
+					FeastProject: celTestProject,
 					Replicas:     ptr.To(int32(3)),
 					Services: &feastdevv1.FeatureStoreServices{
 						OnlineStore: dbOnlineStore,
@@ -311,7 +311,7 @@ var _ = Describe("Horizontal Scaling", func() {
 			fs := &feastdevv1.FeatureStore{
 				ObjectMeta: metav1.ObjectMeta{Name: "cel-gs-registry", Namespace: "default"},
 				Spec: feastdevv1.FeatureStoreSpec{
-					FeastProject: "celtest",
+					FeastProject: celTestProject,
 					Replicas:     ptr.To(int32(3)),
 					Services: &feastdevv1.FeatureStoreServices{
 						OnlineStore: dbOnlineStore,
@@ -335,7 +335,7 @@ var _ = Describe("Horizontal Scaling", func() {
 			fs := &feastdevv1.FeatureStore{
 				ObjectMeta: metav1.ObjectMeta{Name: "cel-remote-reg", Namespace: "default"},
 				Spec: feastdevv1.FeatureStoreSpec{
-					FeastProject: "celtest",
+					FeastProject: celTestProject,
 					Replicas:     ptr.To(int32(3)),
 					Services: &feastdevv1.FeatureStoreServices{
 						OnlineStore: dbOnlineStore,
@@ -355,7 +355,7 @@ var _ = Describe("Horizontal Scaling", func() {
 			fs := &feastdevv1.FeatureStore{
 				ObjectMeta: metav1.ObjectMeta{Name: "cel-rep1-file", Namespace: "default"},
 				Spec: feastdevv1.FeatureStoreSpec{
-					FeastProject: "celtest",
+					FeastProject: celTestProject,
 					Replicas:     ptr.To(int32(1)),
 				},
 			}
@@ -367,7 +367,7 @@ var _ = Describe("Horizontal Scaling", func() {
 			fs := &feastdevv1.FeatureStore{
 				ObjectMeta: metav1.ObjectMeta{Name: "cel-no-scaling", Namespace: "default"},
 				Spec: feastdevv1.FeatureStoreSpec{
-					FeastProject: "celtest",
+					FeastProject: celTestProject,
 				},
 			}
 			Expect(k8sClient.Create(ctx, fs)).To(Succeed())
@@ -378,7 +378,7 @@ var _ = Describe("Horizontal Scaling", func() {
 			fs := &feastdevv1.FeatureStore{
 				ObjectMeta: metav1.ObjectMeta{Name: "cel-hpa-no-db", Namespace: "default"},
 				Spec: feastdevv1.FeatureStoreSpec{
-					FeastProject: "celtest",
+					FeastProject: celTestProject,
 					Services: &feastdevv1.FeatureStoreServices{
 						Scaling: &feastdevv1.ScalingConfig{
 							Autoscaling: &feastdevv1.AutoscalingConfig{MaxReplicas: 5},
@@ -396,7 +396,7 @@ var _ = Describe("Horizontal Scaling", func() {
 			fs := &feastdevv1.FeatureStore{
 				ObjectMeta: metav1.ObjectMeta{Name: "cel-online-nop", Namespace: "default"},
 				Spec: feastdevv1.FeatureStoreSpec{
-					FeastProject: "celtest",
+					FeastProject: celTestProject,
 					Replicas:     ptr.To(int32(3)),
 					Services: &feastdevv1.FeatureStoreServices{
 						OnlineStore: &feastdevv1.OnlineStore{},
@@ -413,7 +413,7 @@ var _ = Describe("Horizontal Scaling", func() {
 			fs := &feastdevv1.FeatureStore{
 				ObjectMeta: metav1.ObjectMeta{Name: "cel-mutual-excl", Namespace: "default"},
 				Spec: feastdevv1.FeatureStoreSpec{
-					FeastProject: "celtest",
+					FeastProject: celTestProject,
 					Replicas:     ptr.To(int32(3)),
 					Services: &feastdevv1.FeatureStoreServices{
 						Scaling: &feastdevv1.ScalingConfig{
@@ -683,8 +683,8 @@ var _ = Describe("Horizontal Scaling", func() {
 		dbOnlineStore := &feastdevv1.OnlineStore{
 			Persistence: &feastdevv1.OnlineStorePersistence{
 				DBPersistence: &feastdevv1.OnlineStoreDBStorePersistence{
-					Type:      "redis",
-					SecretRef: corev1.LocalObjectReference{Name: "redis-secret"},
+					Type:      redisType,
+					SecretRef: corev1.LocalObjectReference{Name: redisSecretName},
 				},
 			},
 		}
@@ -693,7 +693,7 @@ var _ = Describe("Horizontal Scaling", func() {
 				Persistence: &feastdevv1.RegistryPersistence{
 					DBPersistence: &feastdevv1.RegistryDBStorePersistence{
 						Type:      "sql",
-						SecretRef: corev1.LocalObjectReference{Name: "registry-secret"},
+						SecretRef: corev1.LocalObjectReference{Name: registrySecretName},
 					},
 				},
 			},
@@ -703,7 +703,7 @@ var _ = Describe("Horizontal Scaling", func() {
 			fs := &feastdevv1.FeatureStore{
 				ObjectMeta: metav1.ObjectMeta{Name: "cel-pdb-both", Namespace: "default"},
 				Spec: feastdevv1.FeatureStoreSpec{
-					FeastProject: "celtest",
+					FeastProject: celTestProject,
 					Replicas:     ptr.To(int32(3)),
 					Services: &feastdevv1.FeatureStoreServices{
 						OnlineStore: dbOnlineStore,
@@ -724,7 +724,7 @@ var _ = Describe("Horizontal Scaling", func() {
 			fs := &feastdevv1.FeatureStore{
 				ObjectMeta: metav1.ObjectMeta{Name: "cel-pdb-none", Namespace: "default"},
 				Spec: feastdevv1.FeatureStoreSpec{
-					FeastProject: "celtest",
+					FeastProject: celTestProject,
 					Replicas:     ptr.To(int32(3)),
 					Services: &feastdevv1.FeatureStoreServices{
 						OnlineStore:          dbOnlineStore,
@@ -742,7 +742,7 @@ var _ = Describe("Horizontal Scaling", func() {
 			fs := &feastdevv1.FeatureStore{
 				ObjectMeta: metav1.ObjectMeta{Name: "cel-pdb-maxu", Namespace: "default"},
 				Spec: feastdevv1.FeatureStoreSpec{
-					FeastProject: "celtest",
+					FeastProject: celTestProject,
 					Replicas:     ptr.To(int32(3)),
 					Services: &feastdevv1.FeatureStoreServices{
 						OnlineStore: dbOnlineStore,
@@ -761,7 +761,7 @@ var _ = Describe("Horizontal Scaling", func() {
 			fs := &feastdevv1.FeatureStore{
 				ObjectMeta: metav1.ObjectMeta{Name: "cel-pdb-mina", Namespace: "default"},
 				Spec: feastdevv1.FeatureStoreSpec{
-					FeastProject: "celtest",
+					FeastProject: celTestProject,
 					Replicas:     ptr.To(int32(3)),
 					Services: &feastdevv1.FeatureStoreServices{
 						OnlineStore: dbOnlineStore,
@@ -814,7 +814,7 @@ var _ = Describe("Horizontal Scaling", func() {
 			featureStore.Status.Applied.Replicas = ptr.To(int32(3))
 			featureStore.Status.Applied.Services.TopologySpreadConstraints = []corev1.TopologySpreadConstraint{{
 				MaxSkew:           2,
-				TopologyKey:       "kubernetes.io/hostname",
+				TopologyKey:       kubernetesHostnameTopologyKey,
 				WhenUnsatisfiable: corev1.DoNotSchedule,
 				LabelSelector:     metav1.SetAsLabelSelector(map[string]string{"custom": "label"}),
 			}}
@@ -902,7 +902,7 @@ var _ = Describe("Horizontal Scaling", func() {
 							MatchExpressions: []corev1.NodeSelectorRequirement{{
 								Key:      "gpu",
 								Operator: corev1.NodeSelectorOpIn,
-								Values:   []string{"true"},
+								Values:   []string{stringTrue},
 							}},
 						}},
 					},
@@ -922,7 +922,7 @@ var _ = Describe("Horizontal Scaling", func() {
 			return &feastdevv1.FeatureStore{
 				ObjectMeta: metav1.ObjectMeta{
 					Name:      name,
-					Namespace: "default",
+					Namespace: DefaultNs,
 				},
 				Spec: feastdevv1.FeatureStoreSpec{
 					FeastProject: "scaletest",
@@ -940,7 +940,7 @@ var _ = Describe("Horizontal Scaling", func() {
 								Persistence: &feastdevv1.RegistryPersistence{
 									DBPersistence: &feastdevv1.RegistryDBStorePersistence{
 										Type:      "sql",
-										SecretRef: corev1.LocalObjectReference{Name: "registry-secret"},
+										SecretRef: corev1.LocalObjectReference{Name: registrySecretName},
 									},
 								},
 							},
@@ -972,7 +972,7 @@ var _ = Describe("Horizontal Scaling", func() {
 			fs := &feastdevv1.FeatureStore{
 				ObjectMeta: metav1.ObjectMeta{
 					Name:      "scale-sub-reject",
-					Namespace: "default",
+					Namespace: DefaultNs,
 				},
 				Spec: feastdevv1.FeatureStoreSpec{
 					FeastProject: "scaletest",
diff --git a/infra/feast-operator/internal/controller/services/service_monitor_test.go b/infra/feast-operator/internal/controller/services/service_monitor_test.go
index f6e7f87ebf9..8d982e6953e 100644
--- a/infra/feast-operator/internal/controller/services/service_monitor_test.go
+++ b/infra/feast-operator/internal/controller/services/service_monitor_test.go
@@ -40,7 +40,7 @@ var _ = Describe("ServiceMonitor", func() {
 		ctx = context.Background()
 		typeNamespacedName = types.NamespacedName{
 			Name:      "sm-test-fs",
-			Namespace: "default",
+			Namespace: DefaultNs,
 		}
 
 		featureStore = &feastdevv1.FeatureStore{
diff --git a/infra/feast-operator/internal/controller/services/services.go b/infra/feast-operator/internal/controller/services/services.go
index 47226d460aa..304ef878dd4 100644
--- a/infra/feast-operator/internal/controller/services/services.go
+++ b/infra/feast-operator/internal/controller/services/services.go
@@ -18,6 +18,7 @@ package services
 
 import (
 	"errors"
+	"path"
 	"strconv"
 	"strings"
 
@@ -32,6 +33,7 @@ import (
 	metav1 "k8s.io/apimachinery/pkg/apis/meta/v1"
 	"k8s.io/apimachinery/pkg/types"
 	"k8s.io/apimachinery/pkg/util/intstr"
+	"k8s.io/utils/ptr"
 	"sigs.k8s.io/controller-runtime/pkg/client"
 	"sigs.k8s.io/controller-runtime/pkg/controller/controllerutil"
 	"sigs.k8s.io/controller-runtime/pkg/log"
@@ -40,6 +42,7 @@ import (
 // Apply defaults and set service hostnames in FeatureStore status
 func (feast *FeastServices) ApplyDefaults() error {
 	ApplyDefaultsToStatus(feast.Handler.FeatureStore)
+	feast.applyMlflowDefaults()
 	if err := feast.setTlsDefaults(); err != nil {
 		return err
 	}
@@ -49,6 +52,48 @@ func (feast *FeastServices) ApplyDefaults() error {
 	return nil
 }
 
+// applyMlflowDefaults auto-enables MLflow integration when:
+//   - spec.mlflow is nil (not explicitly configured) — auto-discover from cluster MLflow CR
+//   - spec.mlflow.enabled is true but trackingUri is omitted — auto-discover the URI
+//
+// When spec.mlflow.enabled is explicitly false, the applied config is cleared (opt-out).
+func (feast *FeastServices) applyMlflowDefaults() {
+	cr := feast.Handler.FeatureStore
+	if cr.Spec.Mlflow != nil {
+		if !cr.Spec.Mlflow.Enabled {
+			cr.Status.Applied.Mlflow = nil
+			return
+		}
+		// enabled: true but missing trackingUri or uiUrl → discover them
+		needsDiscovery := cr.Spec.Mlflow.TrackingUri == nil || cr.Spec.Mlflow.UiUrl == nil
+		if needsDiscovery && feast.Handler.Client != nil {
+			if discovered, ok := DiscoverMlflow(feast.Handler.Context, feast.Handler.Client); ok {
+				if cr.Status.Applied.Mlflow != nil && cr.Status.Applied.Mlflow.TrackingUri == nil {
+					cr.Status.Applied.Mlflow.TrackingUri = &discovered.TrackingUri
+				}
+				if cr.Status.Applied.Mlflow != nil && cr.Status.Applied.Mlflow.UiUrl == nil && discovered.UiUrl != "" {
+					cr.Status.Applied.Mlflow.UiUrl = &discovered.UiUrl
+				}
+			}
+		}
+		return
+	}
+	// spec.mlflow is nil → attempt auto-discovery
+	if feast.Handler.Client == nil {
+		return
+	}
+	if discovered, ok := DiscoverMlflow(feast.Handler.Context, feast.Handler.Client); ok {
+		applied := &feastdevv1.MlflowConfig{
+			Enabled:     true,
+			TrackingUri: &discovered.TrackingUri,
+		}
+		if discovered.UiUrl != "" {
+			applied.UiUrl = &discovered.UiUrl
+		}
+		cr.Status.Applied.Mlflow = applied
+	}
+}
+
 // Deploy the feast services
 func (feast *FeastServices) Deploy() error {
 	if feast.noLocalCoreServerConfigured() {
@@ -78,6 +123,9 @@ func (feast *FeastServices) Deploy() error {
 	if err := feast.createServiceAccount(); err != nil {
 		return err
 	}
+	if err := feast.reconcileBatchEngineRBAC(); err != nil {
+		return err
+	}
 	if err := feast.createDeployment(); err != nil {
 		return err
 	}
@@ -90,6 +138,12 @@ func (feast *FeastServices) Deploy() error {
 	if err := feast.deployClient(); err != nil {
 		return err
 	}
+	// Remove RoleBindings created by older operator versions that incorrectly
+	// bound the FeatureStore SA to an MLflow ClusterRole. Auth is handled via
+	// MLFLOW_TRACKING_AUTH (SA token), not Kubernetes RBAC RoleBindings.
+	if err := feast.cleanupLegacyMlflowRoleBinding(); err != nil {
+		return err
+	}
 	if err := feast.deployNamespaceRegistry(); err != nil {
 		return err
 	}
@@ -444,11 +498,16 @@ func (feast *FeastServices) setPod(podSpec *corev1.PodSpec) error {
 	feast.applyNodeSelector(podSpec)
 	feast.applyTopologySpread(podSpec)
 	feast.applyAffinity(podSpec)
+	feast.applyResourceClaims(podSpec)
 
 	return nil
 }
 
 func (feast *FeastServices) setContainers(podSpec *corev1.PodSpec) error {
+	if err := feast.validatePackagedFeatureRepoPath(); err != nil {
+		return err
+	}
+
 	fsYamlB64, err := feast.GetServiceFeatureStoreYamlBase64()
 	if err != nil {
 		return err
@@ -467,6 +526,20 @@ func (feast *FeastServices) setContainers(podSpec *corev1.PodSpec) error {
 	if feast.isUiServer() {
 		feast.setContainer(&podSpec.Containers, UIFeastType, fsYamlB64)
 	}
+
+	// When the CR is annotated as a protected project, set FEAST_PROTECTED_PROJECT=true
+	// so the registry server tags its own project in the shared registry.
+	// Other FeatureStore instances then exclude this project automatically.
+	if feast.isProtectedProject() {
+		protectedEnv := corev1.EnvVar{
+			Name:  "FEAST_PROTECTED_PROJECT",
+			Value: "true",
+		}
+		for i := range podSpec.Containers {
+			podSpec.Containers[i].Env = append(podSpec.Containers[i].Env, protectedEnv)
+		}
+	}
+
 	return nil
 }
 
@@ -503,7 +576,7 @@ func (feast *FeastServices) setContainer(containers *[]corev1.Container, feastTy
 			})
 			if feastType == OnlineFeastType && feast.isMetricsEnabled(feastType) {
 				container.Ports = append(container.Ports, corev1.ContainerPort{
-					Name:          "metrics",
+					Name:          metricsPortName,
 					ContainerPort: MetricsPort,
 					Protocol:      corev1.ProtocolTCP,
 				})
@@ -528,10 +601,44 @@ func (feast *FeastServices) setContainer(containers *[]corev1.Container, feastTy
 		if len(volumeMounts) > 0 {
 			container.VolumeMounts = append(container.VolumeMounts, volumeMounts...)
 		}
+		feast.injectMlflowEnv(container)
 		*containers = append(*containers, *container)
 	}
 }
 
+const defaultMlflowTrackingAuth = "kubernetes-namespaced"
+
+// injectMlflowEnv adds MLFLOW_TRACKING_AUTH and MLFLOW_TRACKING_URI env vars
+// to the container when MLflow integration is enabled.
+func (feast *FeastServices) injectMlflowEnv(container *corev1.Container) {
+	applied := feast.Handler.FeatureStore.Status.Applied.Mlflow
+	if applied == nil || !applied.Enabled {
+		return
+	}
+
+	trackingAuth := defaultMlflowTrackingAuth
+	if applied.TrackingAuth != nil {
+		trackingAuth = *applied.TrackingAuth
+	}
+
+	var mlflowEnv []corev1.EnvVar
+	if trackingAuth != "" {
+		mlflowEnv = append(mlflowEnv, corev1.EnvVar{
+			Name:  "MLFLOW_TRACKING_AUTH",
+			Value: trackingAuth,
+		})
+	}
+	if applied.TrackingUri != nil {
+		mlflowEnv = append(mlflowEnv, corev1.EnvVar{
+			Name:  "MLFLOW_TRACKING_URI",
+			Value: *applied.TrackingUri,
+		})
+	}
+	if len(mlflowEnv) > 0 {
+		container.Env = envOverride(container.Env, mlflowEnv)
+	}
+}
+
 func getContainer(name, workingDir string, cmd []string, containerConfigs feastdevv1.ContainerConfigs, fsYamlB64 string) *corev1.Container {
 	container := &corev1.Container{
 		Name:    name,
@@ -595,7 +702,7 @@ func (feast *FeastServices) setRoute(route *routev1.Route, feastType FeastServic
 }
 
 func (feast *FeastServices) getContainerCommand(feastType FeastServiceType) []string {
-	baseCommand := "feast"
+	baseCommand := feastCommand
 	options := []string{}
 	logLevel := feast.getLogLevelForType(feastType)
 	if logLevel != nil {
@@ -685,9 +792,10 @@ func (feast *FeastServices) setInitContainer(podSpec *corev1.PodSpec, fsYamlB64
 		feastProjectDir := applied.FeastProjectDir
 		workingDir := getOfflineMountPath(feast.Handler.FeatureStore)
 		projectPath := workingDir + "/" + applied.FeastProject
+		initImage := getInitContainerImage(&applied)
 		container := corev1.Container{
-			Name:  "feast-init",
-			Image: getFeatureServerImage(),
+			Name:  feastInitContainerName,
+			Image: initImage,
 			Env: []corev1.EnvVar{
 				{
 					Name:  TmpFeatureStoreYamlEnvVar,
@@ -698,6 +806,7 @@ func (feast *FeastServices) setInitContainer(podSpec *corev1.PodSpec, fsYamlB64
 			WorkingDir: workingDir,
 		}
 
+		featureRepoDir := feast.getFeatureRepoDir()
 		var createCommand string
 		if feastProjectDir.Init != nil {
 			initSlice := []string{"feast", "init"}
@@ -727,21 +836,44 @@ func (feast *FeastServices) setInitContainer(podSpec *corev1.PodSpec, fsYamlB64
 			if feastProjectDir.Git.EnvFrom != nil {
 				container.EnvFrom = *feastProjectDir.Git.EnvFrom
 			}
+		} else if feastProjectDir.Packaged != nil {
+			container.Env = append(container.Env,
+				corev1.EnvVar{
+					Name:  packagedFeatureRepoEnvVar,
+					Value: path.Clean(feastProjectDir.Packaged.FeatureRepoPath),
+				},
+				corev1.EnvVar{
+					Name:  stagedFeatureRepoEnvVar,
+					Value: featureRepoDir,
+				},
+			)
+			container.Args = []string{
+				"set -euo pipefail\n" +
+					"echo \"Staging packaged feast repository...\"\n" +
+					"if [[ ! -d \"${" + packagedFeatureRepoEnvVar + "}\" ]]; then " +
+					"echo \"Packaged feature repository not found: ${" + packagedFeatureRepoEnvVar + "}\" >&2; exit 1; fi\n" +
+					"rm -rf -- \"${" + stagedFeatureRepoEnvVar + "}\"\n" +
+					"mkdir -p -- \"${" + stagedFeatureRepoEnvVar + "}\"\n" +
+					"cp -a -- \"${" + packagedFeatureRepoEnvVar + "}/.\" \"${" + stagedFeatureRepoEnvVar + "}/\"\n" +
+					"printf '%s' \"${" + TmpFeatureStoreYamlEnvVar + "}\" | base64 -d > \"${" + stagedFeatureRepoEnvVar + "}/feature_store.yaml\"\n" +
+					"echo \"Packaged feast repository staging complete\"\n",
+			}
 		}
 
-		featureRepoDir := feast.getFeatureRepoDir()
-		container.Args = []string{
-			"echo \"Creating feast repository...\"\necho '" + createCommand + "'\n" +
-				"if [[ ! -d " + featureRepoDir + " ]]; then " + createCommand + "; fi;\n" +
-				"echo $" + TmpFeatureStoreYamlEnvVar + " | base64 -d \u003e " + featureRepoDir + "/feature_store.yaml;\necho \"Feast repo creation complete\";\n",
+		if feastProjectDir.Packaged == nil {
+			container.Args = []string{
+				"echo \"Creating feast repository...\"\necho '" + createCommand + "'\n" +
+					"if [[ ! -d " + featureRepoDir + " ]]; then " + createCommand + "; fi;\n" +
+					"echo $" + TmpFeatureStoreYamlEnvVar + " | base64 -d \u003e " + featureRepoDir + "/feature_store.yaml;\necho \"Feast repo creation complete\";\n",
+			}
 		}
 		podSpec.InitContainers = append(podSpec.InitContainers, container)
 
 		if applied.Services.RunFeastApplyOnInit != nil && *applied.Services.RunFeastApplyOnInit {
 			applyContainer := corev1.Container{
-				Name:       "feast-apply",
-				Image:      getFeatureServerImage(),
-				Command:    []string{"feast", "apply"},
+				Name:       feastApplyContainerName,
+				Image:      initImage,
+				Command:    []string{feastCommand, "apply"},
 				WorkingDir: featureRepoDir,
 			}
 			// feast apply needs DB/store connectivity, so inherit env, envFrom
@@ -768,6 +900,17 @@ func (feast *FeastServices) setInitContainer(podSpec *corev1.PodSpec, fsYamlB64
 	}
 }
 
+// getServiceAppProtocol returns the appProtocol for a Service port.
+// The registry gRPC service uses the gRPC protocol, which requires HTTP/2.
+// Setting appProtocol allows service meshes (e.g. Istio) and load balancers
+// to correctly classify the traffic and avoid downgrading to HTTP/1.1.
+func (feast *FeastServices) getServiceAppProtocol(feastType FeastServiceType, isRestService bool) *string {
+	if feastType == RegistryFeastType && !isRestService && feast.isRegistryGrpcEnabled() {
+		return ptr.To("grpc")
+	}
+	return nil
+}
+
 func (feast *FeastServices) setService(svc *corev1.Service, feastType FeastServiceType, isRestService bool) error {
 	svc.Labels = feast.getFeastTypeLabels(feastType)
 	if feast.isOpenShiftTls(feastType) {
@@ -786,26 +929,26 @@ func (feast *FeastServices) setService(svc *corev1.Service, feastType FeastServi
 				// The certificate will include both hostnames as SANs
 				if !isRestService {
 					grpcSvcName := feast.initFeastSvc(RegistryFeastType).Name
-					svc.Annotations["service.beta.openshift.io/serving-cert-secret-name"] = grpcSvcName + tlsNameSuffix
+					svc.Annotations[openshiftServingCertSecretAnnotation] = grpcSvcName + tlsNameSuffix // pragma: allowlist secret
 
 					// Add Subject Alternative Names (SANs) for both services
 					grpcHostname := grpcSvcName + "." + svc.Namespace + ".svc.cluster.local"
 					restHostname := feast.GetFeastRestServiceName(RegistryFeastType) + "." + svc.Namespace + ".svc.cluster.local"
-					svc.Annotations["service.beta.openshift.io/serving-cert-sans"] = grpcHostname + "," + restHostname
+					svc.Annotations[openshiftServingCertSansAnnotation] = grpcHostname + "," + restHostname
 				}
 				// REST service should not have the annotation - it will use the same certificate
 				// from the gRPC service secret (mounted in the pod)
 			} else if grpcEnabled && !restEnabled {
 				// Only gRPC enabled: Use gRPC service name
 				grpcSvcName := feast.initFeastSvc(RegistryFeastType).Name
-				svc.Annotations["service.beta.openshift.io/serving-cert-secret-name"] = grpcSvcName + tlsNameSuffix
+				svc.Annotations[openshiftServingCertSecretAnnotation] = grpcSvcName + tlsNameSuffix // pragma: allowlist secret
 			} else if !grpcEnabled && restEnabled {
 				// Only REST enabled: Use REST service name
-				svc.Annotations["service.beta.openshift.io/serving-cert-secret-name"] = svc.Name + tlsNameSuffix
+				svc.Annotations[openshiftServingCertSecretAnnotation] = svc.Name + tlsNameSuffix // pragma: allowlist secret
 			}
 		} else {
 			// Standard behavior for non-registry services
-			svc.Annotations["service.beta.openshift.io/serving-cert-secret-name"] = svc.Name + tlsNameSuffix
+			svc.Annotations[openshiftServingCertSecretAnnotation] = svc.Name + tlsNameSuffix // pragma: allowlist secret
 		}
 	}
 
@@ -829,17 +972,18 @@ func (feast *FeastServices) setService(svc *corev1.Service, feastType FeastServi
 		Type:     corev1.ServiceTypeClusterIP,
 		Ports: []corev1.ServicePort{
 			{
-				Name:       scheme,
-				Port:       port,
-				Protocol:   corev1.ProtocolTCP,
-				TargetPort: intstr.FromInt(int(targetPort)),
+				Name:        scheme,
+				Port:        port,
+				Protocol:    corev1.ProtocolTCP,
+				TargetPort:  intstr.FromInt(int(targetPort)),
+				AppProtocol: feast.getServiceAppProtocol(feastType, isRestService),
 			},
 		},
 	}
 
 	if feastType == OnlineFeastType && feast.isMetricsEnabled(feastType) {
 		svc.Spec.Ports = append(svc.Spec.Ports, corev1.ServicePort{
-			Name:       "metrics",
+			Name:       metricsPortName,
 			Port:       MetricsPort,
 			Protocol:   corev1.ProtocolTCP,
 			TargetPort: intstr.FromInt(int(MetricsPort)),
@@ -1042,6 +1186,13 @@ func (feast *FeastServices) applyAffinity(podSpec *corev1.PodSpec) {
 	}
 }
 
+func (feast *FeastServices) applyResourceClaims(podSpec *corev1.PodSpec) {
+	services := feast.Handler.FeatureStore.Status.Applied.Services
+	if services != nil && len(services.ResourceClaims) > 0 {
+		podSpec.ResourceClaims = services.ResourceClaims
+	}
+}
+
 // mergeNodeSelectors merges existing and operator node selectors
 // Existing selectors are preserved, operator selectors can override existing keys
 func (feast *FeastServices) mergeNodeSelectors(existing, operator map[string]string) map[string]string {
@@ -1153,13 +1304,12 @@ func (feast *FeastServices) setFeastServiceCondition(err error, feastType FeastS
 	if err != nil {
 		logger := log.FromContext(feast.Handler.Context)
 		cond := conditionMap[metav1.ConditionFalse]
-		cond.Message = "Error: " + err.Error()
+		cond.Message = ErrorMessagePrefix + err.Error()
 		apimeta.SetStatusCondition(&feast.Handler.FeatureStore.Status.Conditions, cond)
 		logger.Error(err, "Error deploying the FeatureStore "+string(ClientFeastType)+" service")
 		return err
-	} else {
-		apimeta.SetStatusCondition(&feast.Handler.FeatureStore.Status.Conditions, conditionMap[metav1.ConditionTrue])
 	}
+	apimeta.SetStatusCondition(&feast.Handler.FeatureStore.Status.Conditions, conditionMap[metav1.ConditionTrue])
 	return nil
 }
 
@@ -1254,7 +1404,7 @@ func (feast *FeastServices) isOnlineServer() bool {
 
 func (feast *FeastServices) isOnlineStore() bool {
 	appliedServices := feast.Handler.FeatureStore.Status.Applied.Services
-	return appliedServices != nil && appliedServices.OnlineStore != nil
+	return appliedServices != nil && appliedServices.OnlineStore != nil && !appliedServices.OnlineStore.Disabled
 }
 
 func (feast *FeastServices) noLocalCoreServerConfigured() bool {
@@ -1383,6 +1533,9 @@ func (feast *FeastServices) mountEmptyDirVolumes(podSpec *corev1.PodSpec) {
 
 func (feast *FeastServices) getFeatureRepoDir() string {
 	applied := feast.Handler.FeatureStore.Status.Applied
+	if applied.FeastProjectDir != nil && applied.FeastProjectDir.Packaged != nil && applied.Services.DisableInitContainers {
+		return path.Clean(applied.FeastProjectDir.Packaged.FeatureRepoPath)
+	}
 	feastProjectDir := getOfflineMountPath(feast.Handler.FeatureStore) + "/" + applied.FeastProject
 	if applied.FeastProjectDir != nil && applied.FeastProjectDir.Git != nil && len(applied.FeastProjectDir.Git.FeatureRepoPath) > 0 {
 		return feastProjectDir + "/" + applied.FeastProjectDir.Git.FeatureRepoPath
@@ -1390,6 +1543,39 @@ func (feast *FeastServices) getFeatureRepoDir() string {
 	return feastProjectDir + "/" + FeatureRepoDir
 }
 
+func (feast *FeastServices) validatePackagedFeatureRepoPath() error {
+	applied := feast.Handler.FeatureStore.Status.Applied
+	if applied.FeastProjectDir == nil || applied.FeastProjectDir.Packaged == nil {
+		return nil
+	}
+
+	featureRepoPath := applied.FeastProjectDir.Packaged.FeatureRepoPath
+	cleanFeatureRepoPath := path.Clean(featureRepoPath)
+	if !path.IsAbs(featureRepoPath) || cleanFeatureRepoPath == "/" || cleanFeatureRepoPath != featureRepoPath {
+		return errors.New("packaged feature repository path " + strconv.Quote(featureRepoPath) + " must be a canonical absolute, non-root path")
+	}
+
+	if !applied.Services.DisableInitContainers {
+		stagedFeatureRepoPath := path.Clean(feast.getFeatureRepoDir())
+		if pathsOverlap(cleanFeatureRepoPath, stagedFeatureRepoPath) {
+			return errors.New(
+				"packaged feature repository path " + strconv.Quote(cleanFeatureRepoPath) +
+					" overlaps staged repository path " + strconv.Quote(stagedFeatureRepoPath),
+			)
+		}
+	}
+
+	return nil
+}
+
+func pathsOverlap(firstPath, secondPath string) bool {
+	firstPath = path.Clean(firstPath)
+	secondPath = path.Clean(secondPath)
+	return firstPath == secondPath ||
+		strings.HasPrefix(firstPath, secondPath+"/") ||
+		strings.HasPrefix(secondPath, firstPath+"/")
+}
+
 func mountEmptyDirVolume(podSpec *corev1.PodSpec) {
 	if podSpec != nil {
 		volName := strings.TrimPrefix(EphemeralPath, "/")
diff --git a/infra/feast-operator/internal/controller/services/services_test.go b/infra/feast-operator/internal/controller/services/services_test.go
index 4b7b4343216..da3590674f1 100644
--- a/infra/feast-operator/internal/controller/services/services_test.go
+++ b/infra/feast-operator/internal/controller/services/services_test.go
@@ -63,7 +63,7 @@ var _ = Describe("Registry Service", func() {
 		ctx = context.Background()
 		typeNamespacedName = types.NamespacedName{
 			Name:      "testfeaturestore",
-			Namespace: "default",
+			Namespace: DefaultNs,
 		}
 
 		featureStore = &feastdevv1.FeatureStore{
@@ -205,8 +205,8 @@ var _ = Describe("Registry Service", func() {
 	Describe("PodAnnotations Configuration", func() {
 		It("should apply podAnnotations to deployment pod template", func() {
 			featureStore.Spec.Services.PodAnnotations = map[string]string{
-				"instrumentation.opentelemetry.io/inject-python": "true",
-				"sidecar.istio.io/inject":                        "true",
+				otelInjectPythonAnnotation: stringTrue,
+				"sidecar.istio.io/inject":  stringTrue,
 			}
 			Expect(k8sClient.Update(ctx, featureStore)).To(Succeed())
 			Expect(feast.ApplyDefaults()).To(Succeed())
@@ -218,8 +218,8 @@ var _ = Describe("Registry Service", func() {
 			Expect(feast.setDeployment(deployment)).To(Succeed())
 
 			Expect(deployment.Spec.Template.Annotations).To(Equal(map[string]string{
-				"instrumentation.opentelemetry.io/inject-python": "true",
-				"sidecar.istio.io/inject":                        "true",
+				otelInjectPythonAnnotation: stringTrue,
+				"sidecar.istio.io/inject":  stringTrue,
 			}))
 		})
 
@@ -237,7 +237,7 @@ var _ = Describe("Registry Service", func() {
 
 		It("should remove pod template annotations when podAnnotations is removed", func() {
 			featureStore.Spec.Services.PodAnnotations = map[string]string{
-				"instrumentation.opentelemetry.io/inject-python": "true",
+				otelInjectPythonAnnotation: stringTrue,
 			}
 			Expect(k8sClient.Update(ctx, featureStore)).To(Succeed())
 			Expect(feast.ApplyDefaults()).To(Succeed())
@@ -260,12 +260,77 @@ var _ = Describe("Registry Service", func() {
 		})
 	})
 
+	Describe("ResourceClaims Configuration", func() {
+		It("should apply resourceClaims to deployment pod template", func() {
+			featureStore.Spec.Services.ResourceClaims = []corev1.PodResourceClaim{
+				{
+					Name:              "gpu-claim",
+					ResourceClaimName: ptr.To("my-gpu-claim"),
+				},
+			}
+			Expect(k8sClient.Update(ctx, featureStore)).To(Succeed())
+			Expect(feast.ApplyDefaults()).To(Succeed())
+			applySpecToStatus(featureStore)
+			feast.refreshFeatureStore(ctx, typeNamespacedName)
+
+			deployment := feast.initFeastDeploy()
+			Expect(deployment).NotTo(BeNil())
+			Expect(feast.setDeployment(deployment)).To(Succeed())
+
+			Expect(deployment.Spec.Template.Spec.ResourceClaims).To(Equal([]corev1.PodResourceClaim{
+				{
+					Name:              "gpu-claim",
+					ResourceClaimName: ptr.To("my-gpu-claim"),
+				},
+			}))
+		})
+
+		It("should have no resourceClaims when field is not set", func() {
+			Expect(feast.ApplyDefaults()).To(Succeed())
+			applySpecToStatus(featureStore)
+			feast.refreshFeatureStore(ctx, typeNamespacedName)
+
+			deployment := feast.initFeastDeploy()
+			Expect(deployment).NotTo(BeNil())
+			Expect(feast.setDeployment(deployment)).To(Succeed())
+
+			Expect(deployment.Spec.Template.Spec.ResourceClaims).To(BeNil())
+		})
+
+		It("should remove resourceClaims when field is removed", func() {
+			featureStore.Spec.Services.ResourceClaims = []corev1.PodResourceClaim{
+				{
+					Name:              "gpu-claim",
+					ResourceClaimName: ptr.To("my-gpu-claim"),
+				},
+			}
+			Expect(k8sClient.Update(ctx, featureStore)).To(Succeed())
+			Expect(feast.ApplyDefaults()).To(Succeed())
+			applySpecToStatus(featureStore)
+			feast.refreshFeatureStore(ctx, typeNamespacedName)
+
+			deployment := feast.initFeastDeploy()
+			Expect(deployment).NotTo(BeNil())
+			Expect(feast.setDeployment(deployment)).To(Succeed())
+			Expect(deployment.Spec.Template.Spec.ResourceClaims).To(HaveLen(1))
+
+			featureStore.Spec.Services.ResourceClaims = nil
+			Expect(k8sClient.Update(ctx, featureStore)).To(Succeed())
+			Expect(feast.ApplyDefaults()).To(Succeed())
+			applySpecToStatus(featureStore)
+			feast.refreshFeatureStore(ctx, typeNamespacedName)
+
+			Expect(feast.setDeployment(deployment)).To(Succeed())
+			Expect(deployment.Spec.Template.Spec.ResourceClaims).To(BeNil())
+		})
+	})
+
 	Describe("NodeSelector Configuration", func() {
 		It("should apply NodeSelector to pod spec when configured", func() {
 			// Set NodeSelector for registry service
 			nodeSelector := map[string]string{
-				"kubernetes.io/os": "linux",
-				"node-type":        "compute",
+				kubernetesOsLabel: linuxOS,
+				nodeTypeLabel:     computeNodeType,
 			}
 			featureStore.Spec.Services.Registry.Local.Server.ContainerConfigs.OptionalCtrConfigs.NodeSelector = &nodeSelector
 			Expect(k8sClient.Update(ctx, featureStore)).To(Succeed())
@@ -280,8 +345,8 @@ var _ = Describe("Registry Service", func() {
 
 			// Verify NodeSelector is applied to pod spec
 			expectedNodeSelector := map[string]string{
-				"kubernetes.io/os": "linux",
-				"node-type":        "compute",
+				kubernetesOsLabel: linuxOS,
+				nodeTypeLabel:     computeNodeType,
 			}
 			Expect(deployment.Spec.Template.Spec.NodeSelector).To(Equal(expectedNodeSelector))
 		})
@@ -289,15 +354,15 @@ var _ = Describe("Registry Service", func() {
 		It("should merge NodeSelectors from multiple services", func() {
 			// Set NodeSelector for registry service
 			registryNodeSelector := map[string]string{
-				"kubernetes.io/os": "linux",
-				"node-type":        "compute",
+				kubernetesOsLabel: linuxOS,
+				nodeTypeLabel:     computeNodeType,
 			}
 			featureStore.Spec.Services.Registry.Local.Server.ContainerConfigs.OptionalCtrConfigs.NodeSelector = &registryNodeSelector
 
 			// Set NodeSelector for online store service
 			onlineNodeSelector := map[string]string{
-				"node-type": "online",
-				"zone":      "us-west-1a",
+				nodeTypeLabel: "online",
+				zoneLabel:     "us-west-1a",
 			}
 			featureStore.Spec.Services.OnlineStore = &feastdevv1.OnlineStore{
 				Server: &feastdevv1.ServerConfigs{
@@ -324,9 +389,9 @@ var _ = Describe("Registry Service", func() {
 
 			// Verify NodeSelector merges all service selectors (online overrides registry for node-type)
 			expectedNodeSelector := map[string]string{
-				"kubernetes.io/os": "linux",
-				"node-type":        "online",
-				"zone":             "us-west-1a",
+				kubernetesOsLabel: linuxOS,
+				"node-type":       "online",
+				zoneLabel:         "us-west-1a",
 			}
 			Expect(deployment.Spec.Template.Spec.NodeSelector).To(Equal(expectedNodeSelector))
 		})
@@ -381,7 +446,7 @@ var _ = Describe("Registry Service", func() {
 		It("should apply UI service NodeSelector when UI has highest precedence", func() {
 			// Set NodeSelector for online service
 			onlineNodeSelector := map[string]string{
-				"node-type": "online",
+				nodeTypeLabel: "online",
 			}
 			featureStore.Spec.Services.OnlineStore = &feastdevv1.OnlineStore{
 				Server: &feastdevv1.ServerConfigs{
@@ -448,15 +513,15 @@ var _ = Describe("Registry Service", func() {
 
 			onlineContainer := GetOnlineContainer(*deployment)
 			Expect(onlineContainer).NotTo(BeNil())
-			Expect(onlineContainer.Command).To(Equal([]string{"feast", "serve", "--metrics", "-h", "0.0.0.0", "-p", "6566"}))
+			Expect(onlineContainer.Command).To(Equal([]string{feastCommand, "serve", "--metrics", "-h", hostAllIPv4, "-p", "6566"}))
 			Expect(onlineContainer.Ports).To(ContainElement(corev1.ContainerPort{
-				Name:          "metrics",
+				Name:          metricsPortName,
 				ContainerPort: MetricsPort,
 				Protocol:      corev1.ProtocolTCP,
 			}))
 			metricsPortCount := 0
 			for _, port := range onlineContainer.Ports {
-				if port.Name == "metrics" {
+				if port.Name == metricsPortName {
 					metricsPortCount++
 				}
 			}
@@ -632,19 +697,131 @@ var _ = Describe("Registry Service", func() {
 	})
 })
 
+var _ = Describe("Service AppProtocol Configuration", func() {
+	var (
+		featureStore *feastdevv1.FeatureStore
+		feast        *FeastServices
+		ctx          context.Context
+	)
+
+	BeforeEach(func() {
+		ctx = context.Background()
+		featureStore = &feastdevv1.FeatureStore{
+			ObjectMeta: metav1.ObjectMeta{
+				Name:      "testfeaturestore-approtocol",
+				Namespace: DefaultNs,
+			},
+			Spec: feastdevv1.FeatureStoreSpec{
+				FeastProject: "testproject",
+				Services: &feastdevv1.FeatureStoreServices{
+					Registry: &feastdevv1.Registry{
+						Local: &feastdevv1.LocalRegistryConfig{
+							Server: &feastdevv1.RegistryServerConfigs{
+								ServerConfigs: feastdevv1.ServerConfigs{
+									ContainerConfigs: feastdevv1.ContainerConfigs{
+										DefaultCtrConfigs: feastdevv1.DefaultCtrConfigs{
+											Image: ptr.To("test-image"),
+										},
+									},
+								},
+								GRPC:    ptr.To(true),
+								RestAPI: ptr.To(false),
+							},
+						},
+					},
+				},
+			},
+		}
+		Expect(k8sClient.Create(ctx, featureStore)).To(Succeed())
+		applySpecToStatus(featureStore)
+		feast = &FeastServices{
+			Handler: handler.FeastHandler{
+				Client:       k8sClient,
+				Context:      ctx,
+				Scheme:       k8sClient.Scheme(),
+				FeatureStore: featureStore,
+			},
+		}
+		Expect(feast.ApplyDefaults()).To(Succeed())
+		applySpecToStatus(featureStore)
+	})
+
+	AfterEach(func() {
+		Expect(k8sClient.Delete(ctx, featureStore)).To(Succeed())
+	})
+
+	It("should return grpc appProtocol for the registry gRPC service", func() {
+		Expect(feast.isRegistryGrpcEnabled()).To(BeTrue())
+		Expect(feast.getServiceAppProtocol(RegistryFeastType, false)).To(Equal(ptr.To("grpc")))
+	})
+
+	It("should return nil appProtocol for the registry REST service", func() {
+		featureStore.Spec.Services.Registry.Local.Server.RestAPI = ptr.To(true)
+		Expect(k8sClient.Update(ctx, featureStore)).To(Succeed())
+		Expect(feast.ApplyDefaults()).To(Succeed())
+		applySpecToStatus(featureStore)
+
+		Expect(feast.getServiceAppProtocol(RegistryFeastType, true)).To(BeNil())
+	})
+
+	It("should return nil appProtocol for the online store service", func() {
+		Expect(feast.getServiceAppProtocol(OnlineFeastType, false)).To(BeNil())
+	})
+
+	It("should return nil appProtocol for the offline store service", func() {
+		Expect(feast.getServiceAppProtocol(OfflineFeastType, false)).To(BeNil())
+	})
+
+	It("should return nil appProtocol when registry gRPC is disabled", func() {
+		featureStore.Spec.Services.Registry.Local.Server.GRPC = ptr.To(false)
+		featureStore.Spec.Services.Registry.Local.Server.RestAPI = ptr.To(true)
+		Expect(k8sClient.Update(ctx, featureStore)).To(Succeed())
+		Expect(feast.ApplyDefaults()).To(Succeed())
+		applySpecToStatus(featureStore)
+
+		Expect(feast.isRegistryGrpcEnabled()).To(BeFalse())
+		Expect(feast.getServiceAppProtocol(RegistryFeastType, false)).To(BeNil())
+	})
+
+	It("should set grpc appProtocol on the registry gRPC Service port", func() {
+		Expect(feast.deployFeastServiceByType(RegistryFeastType)).To(Succeed())
+		svc := feast.initFeastSvc(RegistryFeastType)
+		Expect(svc).NotTo(BeNil())
+		Expect(feast.setService(svc, RegistryFeastType, false)).To(Succeed())
+
+		Expect(svc.Spec.Ports).To(HaveLen(1))
+		Expect(svc.Spec.Ports[0].AppProtocol).To(Equal(ptr.To("grpc")))
+	})
+
+	It("should not set appProtocol on the registry REST Service port", func() {
+		featureStore.Spec.Services.Registry.Local.Server.RestAPI = ptr.To(true)
+		Expect(k8sClient.Update(ctx, featureStore)).To(Succeed())
+		Expect(feast.ApplyDefaults()).To(Succeed())
+		applySpecToStatus(featureStore)
+
+		Expect(feast.deployFeastServiceByType(RegistryFeastType)).To(Succeed())
+		restSvc := feast.initFeastRestSvc(RegistryFeastType)
+		Expect(restSvc).NotTo(BeNil())
+		Expect(feast.setService(restSvc, RegistryFeastType, true)).To(Succeed())
+
+		Expect(restSvc.Spec.Ports).To(HaveLen(1))
+		Expect(restSvc.Spec.Ports[0].AppProtocol).To(BeNil())
+	})
+})
+
 var _ = Describe("Pod Container Failure Messages", func() {
 	It("should detect init container in CrashLoopBackOff", func() {
 		pod := &corev1.Pod{
 			Status: corev1.PodStatus{
 				InitContainerStatuses: []corev1.ContainerStatus{
 					{
-						Name: "feast-init",
+						Name: feastInitContainerName,
 						State: corev1.ContainerState{
 							Terminated: &corev1.ContainerStateTerminated{ExitCode: 0},
 						},
 					},
 					{
-						Name: "feast-apply",
+						Name: feastApplyContainerName,
 						State: corev1.ContainerState{
 							Waiting: &corev1.ContainerStateWaiting{
 								Reason:  "CrashLoopBackOff",
@@ -666,7 +843,7 @@ var _ = Describe("Pod Container Failure Messages", func() {
 			Status: corev1.PodStatus{
 				InitContainerStatuses: []corev1.ContainerStatus{
 					{
-						Name: "feast-apply",
+						Name: feastApplyContainerName,
 						State: corev1.ContainerState{
 							Terminated: &corev1.ContainerStateTerminated{
 								ExitCode: 1,
@@ -688,7 +865,7 @@ var _ = Describe("Pod Container Failure Messages", func() {
 			Status: corev1.PodStatus{
 				InitContainerStatuses: []corev1.ContainerStatus{
 					{
-						Name: "feast-init",
+						Name: feastInitContainerName,
 						State: corev1.ContainerState{
 							Waiting: &corev1.ContainerStateWaiting{
 								Reason: "PodInitializing",
@@ -706,7 +883,7 @@ var _ = Describe("Pod Container Failure Messages", func() {
 			Status: corev1.PodStatus{
 				ContainerStatuses: []corev1.ContainerStatus{
 					{
-						Name: "registry",
+						Name: registryName,
 						State: corev1.ContainerState{
 							Waiting: &corev1.ContainerStateWaiting{
 								Reason:  "ImagePullBackOff",
@@ -727,7 +904,7 @@ var _ = Describe("Pod Container Failure Messages", func() {
 			Status: corev1.PodStatus{
 				InitContainerStatuses: []corev1.ContainerStatus{
 					{
-						Name: "feast-init",
+						Name: feastInitContainerName,
 						State: corev1.ContainerState{
 							Terminated: &corev1.ContainerStateTerminated{ExitCode: 0},
 						},
@@ -735,7 +912,7 @@ var _ = Describe("Pod Container Failure Messages", func() {
 				},
 				ContainerStatuses: []corev1.ContainerStatus{
 					{
-						Name: "registry",
+						Name: registryName,
 						State: corev1.ContainerState{
 							Running: &corev1.ContainerStateRunning{},
 						},
diff --git a/infra/feast-operator/internal/controller/services/services_types.go b/infra/feast-operator/internal/controller/services/services_types.go
index aa67f529c44..8af92b313d5 100644
--- a/infra/feast-operator/internal/controller/services/services_types.go
+++ b/infra/feast-operator/internal/controller/services/services_types.go
@@ -26,6 +26,8 @@ import (
 
 const (
 	TmpFeatureStoreYamlEnvVar = "TMP_FEATURE_STORE_YAML_BASE64"
+	packagedFeatureRepoEnvVar = "FEAST_PACKAGED_FEATURE_REPO_PATH"
+	stagedFeatureRepoEnvVar   = "FEAST_STAGED_FEATURE_REPO_PATH"
 	feastServerImageVar       = "RELATED_IMAGE_FEATURE_SERVER"
 	cronJobImageVar           = "RELATED_IMAGE_CRON_JOB"
 	FeatureStoreYamlCmKey     = "feature_store.yaml"
@@ -40,6 +42,14 @@ const (
 	NamespaceRegistryDataKey       = "namespaces"
 	DefaultKubernetesNamespace     = "feast-operator-system"
 
+	// ProtectedProjectAnnotation is the annotation key on a FeatureStore CR
+	// that marks its project as protected. Protected projects are excluded
+	// from project listings and shielded from teardown by other instances.
+	// When this annotation is "true", the operator sets FEAST_PROTECTED_PROJECT=true
+	// on the server pods, which causes the server to tag the project in the
+	// shared registry on startup.
+	ProtectedProjectAnnotation = "feast.dev/protected-project"
+
 	HttpPort              = 80
 	HttpsPort             = 443
 	HttpScheme            = "http"
@@ -48,13 +58,17 @@ const (
 	tlsPathCustomCABundle = "/etc/pki/tls/custom-certs/ca-bundle.crt"
 	tlsNameSuffix         = "-tls"
 
-	caBundleAnnotation = "config.openshift.io/inject-trusted-cabundle"
-	caBundleName       = "odh-trusted-ca-bundle"
-	odhCaBundleKey     = "odh-ca-bundle.crt"
-	tlsPathOdhCABundle = "/etc/pki/tls/custom-certs/odh-ca-bundle.crt"
-	tlsPathOidcCA      = "/etc/pki/tls/oidc-ca/ca.crt"
-	oidcCaVolumeName   = "oidc-ca-cert"
-	defaultCACertKey   = "ca-bundle.crt"
+	caBundleAnnotation                   = "config.openshift.io/inject-trusted-cabundle"
+	caBundleName                         = "odh-trusted-ca-bundle"
+	odhCaBundleKey                       = "odh-ca-bundle.crt"
+	tlsPathOdhCABundle                   = "/etc/pki/tls/custom-certs/odh-ca-bundle.crt"
+	tlsPathOidcCA                        = "/etc/pki/tls/oidc-ca/ca.crt"
+	oidcCaVolumeName                     = "oidc-ca-cert"
+	defaultCACertKey                     = "ca-bundle.crt"
+	openshiftServingCertSecretAnnotation = "service.beta.openshift.io/serving-cert-secret-name" // pragma: allowlist secret
+	openshiftServingCertSansAnnotation   = "service.beta.openshift.io/serving-cert-sans"
+	openshiftInjectCaBundleAnnotation    = "service.beta.openshift.io/inject-cabundle"
+	ErrorMessagePrefix                   = "Error: "
 
 	DefaultOfflineStorageRequest        = "20Gi"
 	DefaultOnlineStorageRequest         = "5Gi"
@@ -99,8 +113,54 @@ const (
 	OidcTokenEnvVar      OidcPropertyType = "token_env_var"
 	OidcVerifySsl        OidcPropertyType = "verify_ssl"
 	OidcCaCertPath       OidcPropertyType = "ca_cert_path"
+	OidcAudience         OidcPropertyType = "audience"
+	OidcIssuer           OidcPropertyType = "issuer"
+
+	OidcJwksCacheLifespanSeconds  OidcPropertyType = "jwks_cache_lifespan_seconds"
+	OidcJwksRequestTimeoutSeconds OidcPropertyType = "jwks_request_timeout_seconds"
 
 	OidcMissingSecretError string = "missing OIDC secret: %s"
+
+	// Common string constants
+	stringTrue              = "true"
+	stringFalse             = "false"
+	hostAllIPv4             = "0.0.0.0"
+	tlsCertKey              = "tls.crt"
+	DefaultNs               = "default"
+	feastCommand            = "feast"
+	metricsPortName         = "metrics"
+	registryName            = "registry"
+	feastInitContainerName  = "feast-init"
+	feastApplyContainerName = "feast-apply"
+
+	// Test-specific constants
+	dataOnlineDbPath              = "/data/online.db"
+	dataRegistryDbPath            = "/data/registry.db"
+	oidcSecretName                = "oidc-secret" // pragma: allowlist secret
+	clientIDValue                 = "client-id"
+	lineageSecretName             = "lineage-secret" // pragma: allowlist secret
+	redisType                     = "redis"
+	redisSecretName               = "redis-secret"    // pragma: allowlist secret
+	registrySecretName            = "registry-secret" // pragma: allowlist secret
+	celTestProject                = "celtest"
+	kubernetesHostnameTopologyKey = "kubernetes.io/hostname"
+	dailyMidnightCron             = "0 0 * * *"
+	otelInjectPythonAnnotation    = "instrumentation.opentelemetry.io/inject-python"
+	kubernetesOsLabel             = "kubernetes.io/os"
+	computeNodeType               = "compute"
+	nodeTypeLabel                 = "node-type"
+	zoneLabel                     = "zone"
+	linuxOS                       = "linux"
+	TestValue                     = "test"
+	OfflineStoreSecretName        = "offline-store-secret"  // pragma: allowlist secret
+	OnlineStoreSecretName         = "online-store-secret"   // pragma: allowlist secret
+	RegistryStoreSecretName       = "registry-store-secret" // pragma: allowlist secret
+	FieldRefName                  = "fieldRefName"
+	ConfigOne                     = "config-1"
+	MetadataNameField             = "metadata.name"
+	GrpcFlag                      = "--grpc"
+	ExampleConfigMapName          = "example-configmap"
+	ExampleSecretName             = "example-secret" // pragma: allowlist secret
 )
 
 const (
@@ -117,12 +177,12 @@ var (
 
 	FeastServiceConstants = map[FeastServiceType]deploymentSettings{
 		OfflineFeastType: {
-			Args:            []string{"serve_offline", "-h", "0.0.0.0"},
+			Args:            []string{"serve_offline", "-h", hostAllIPv4},
 			TargetHttpPort:  8815,
 			TargetHttpsPort: 8816,
 		},
 		OnlineFeastType: {
-			Args:            []string{"serve", "-h", "0.0.0.0"},
+			Args:            []string{"serve", "-h", hostAllIPv4},
 			TargetHttpPort:  6566,
 			TargetHttpsPort: 6567,
 		},
@@ -221,7 +281,7 @@ var (
 		},
 	}
 
-	OidcOptionalSecretProperties = []OidcPropertyType{OidcAuthDiscoveryUrl, OidcClientId, OidcClientSecret, OidcUsername, OidcPassword}
+	OidcOptionalSecretProperties = []OidcPropertyType{OidcAuthDiscoveryUrl, OidcClientId, OidcClientSecret, OidcUsername, OidcPassword, OidcAudience, OidcIssuer}
 )
 
 // Feast server types: Reserved only for server types like Online, Offline, and Registry servers. Should not be used for client types like the UI, etc.
@@ -260,17 +320,19 @@ type FeastServices struct {
 // RepoConfig is the Repo config. Typically loaded from feature_store.yaml.
 // https://rtd.feast.dev/en/stable/#feast.repo_config.RepoConfig
 type RepoConfig struct {
-	Project                       string                     `yaml:"project,omitempty"`
-	Provider                      FeastProviderType          `yaml:"provider,omitempty"`
-	OfflineStore                  OfflineStoreConfig         `yaml:"offline_store,omitempty"`
-	OnlineStore                   OnlineStoreConfig          `yaml:"online_store,omitempty"`
-	Registry                      RegistryConfig             `yaml:"registry,omitempty"`
-	AuthzConfig                   AuthzConfig                `yaml:"auth,omitempty"`
-	EntityKeySerializationVersion int                        `yaml:"entity_key_serialization_version,omitempty"`
-	BatchEngine                   *ComputeEngineConfig       `yaml:"batch_engine,omitempty"`
-	FeatureServer                 *FeatureServerYamlConfig   `yaml:"feature_server,omitempty"`
-	Materialization               *MaterializationYamlConfig `yaml:"materialization,omitempty"`
-	OpenLineage                   *OpenLineageYamlConfig     `yaml:"openlineage,omitempty"`
+	Project                       string                           `yaml:"project,omitempty"`
+	Provider                      FeastProviderType                `yaml:"provider,omitempty"`
+	OfflineStore                  OfflineStoreConfig               `yaml:"offline_store,omitempty"`
+	OnlineStore                   OnlineStoreConfig                `yaml:"online_store,omitempty"`
+	Registry                      RegistryConfig                   `yaml:"registry,omitempty"`
+	AuthzConfig                   AuthzConfig                      `yaml:"auth,omitempty"`
+	EntityKeySerializationVersion int                              `yaml:"entity_key_serialization_version,omitempty"`
+	BatchEngine                   *ComputeEngineConfig             `yaml:"batch_engine,omitempty"`
+	FeatureServer                 *FeatureServerYamlConfig         `yaml:"feature_server,omitempty"`
+	Materialization               *MaterializationYamlConfig       `yaml:"materialization,omitempty"`
+	OpenLineage                   *OpenLineageYamlConfig           `yaml:"openlineage,omitempty"`
+	Mlflow                        *MlflowYamlConfig                `yaml:"mlflow,omitempty"`
+	DataQualityMonitoring         *DataQualityMonitoringYamlConfig `yaml:"data_quality_monitoring,omitempty"`
 }
 
 // FeatureServerYamlConfig maps to the feature_server section of feature_store.yaml.
@@ -298,6 +360,11 @@ type MetricsYamlConfig struct {
 	Categories map[string]interface{} `yaml:",inline,omitempty"`
 }
 
+// DataQualityMonitoringYamlConfig mirrors the Python DqmConfig in feature_store.yaml.
+type DataQualityMonitoringYamlConfig struct {
+	AutoBaseline bool `yaml:"auto_baseline"`
+}
+
 // MaterializationYamlConfig maps to the materialization section of feature_store.yaml.
 // ExtraConfig is merged inline so future Feast MaterializationConfig fields appear
 // at the same YAML level as the typed fields above.
@@ -311,12 +378,37 @@ type MaterializationYamlConfig struct {
 // emit_on_apply, emit_on_materialize, transport-specific options, etc.) appear at
 // the same YAML level as the typed connection fields.
 type OpenLineageYamlConfig struct {
-	Enabled           bool                   `yaml:"enabled"`
-	TransportType     *string                `yaml:"transport_type,omitempty"`
-	TransportUrl      *string                `yaml:"transport_url,omitempty"`
-	TransportEndpoint *string                `yaml:"transport_endpoint,omitempty"`
-	ApiKey            *string                `yaml:"api_key,omitempty"`
-	ExtraConfig       map[string]interface{} `yaml:",inline,omitempty"`
+	Enabled           bool                           `yaml:"enabled"`
+	TransportType     *string                        `yaml:"transport_type,omitempty"`
+	TransportUrl      *string                        `yaml:"transport_url,omitempty"`
+	TransportEndpoint *string                        `yaml:"transport_endpoint,omitempty"`
+	ApiKey            *string                        `yaml:"api_key,omitempty"`
+	ExtraConfig       map[string]interface{}         `yaml:",inline,omitempty"`
+	Consumer          *OpenLineageConsumerYamlConfig `yaml:"consumer,omitempty"`
+}
+
+// OpenLineageConsumerYamlConfig maps to the openlineage.consumer section of feature_store.yaml.
+type OpenLineageConsumerYamlConfig struct {
+	Enabled          bool              `yaml:"enabled"`
+	StoreType        *string           `yaml:"store_type,omitempty"`
+	ConnectionString *string           `yaml:"connection_string,omitempty"`
+	ApiKey           *string           `yaml:"api_key,omitempty"`
+	NamespaceMapping map[string]string `yaml:"namespace_mapping,omitempty"`
+}
+
+// MlflowYamlConfig maps to the mlflow section of feature_store.yaml.
+// ExtraConfig is merged inline so additional key-value pairs appear at the same
+// YAML level as the typed fields.
+type MlflowYamlConfig struct {
+	Enabled             bool                   `yaml:"enabled"`
+	TrackingUri         *string                `yaml:"tracking_uri,omitempty"`
+	UiUrl               *string                `yaml:"ui_url,omitempty"`
+	AutoLog             *bool                  `yaml:"auto_log,omitempty"`
+	AutoLogEntityDf     *bool                  `yaml:"auto_log_entity_df,omitempty"`
+	EntityDfMaxRows     *int32                 `yaml:"entity_df_max_rows,omitempty"`
+	LogOperations       *bool                  `yaml:"log_operations,omitempty"`
+	OpsExperimentSuffix *string                `yaml:"ops_experiment_suffix,omitempty"`
+	ExtraConfig         map[string]interface{} `yaml:",inline,omitempty"`
 }
 
 // OfflineStoreConfig is the configuration that relates to reading from and writing to the Feast offline store.
@@ -345,9 +437,15 @@ type RegistryConfig struct {
 	S3AdditionalKwargs *map[string]string     `yaml:"s3_additional_kwargs,omitempty"`
 	CacheTTLSeconds    *int32                 `yaml:"cache_ttl_seconds,omitempty"`
 	CacheMode          *string                `yaml:"cache_mode,omitempty"`
+	Mcp                *RegistryMcpYamlConfig `yaml:"mcp,omitempty"`
 	DBParameters       map[string]interface{} `yaml:",inline,omitempty"`
 }
 
+// RegistryMcpYamlConfig maps to the registry.mcp section of feature_store.yaml.
+type RegistryMcpYamlConfig struct {
+	Enabled bool `yaml:"enabled"`
+}
+
 // AuthzConfig is the RBAC authorization configuration.
 type AuthzConfig struct {
 	Type           AuthzType              `yaml:"type,omitempty"`
diff --git a/infra/feast-operator/internal/controller/services/suite_test.go b/infra/feast-operator/internal/controller/services/suite_test.go
index de1b75817ef..bdef3144d92 100644
--- a/infra/feast-operator/internal/controller/services/suite_test.go
+++ b/infra/feast-operator/internal/controller/services/suite_test.go
@@ -92,3 +92,7 @@ func testSetIsOpenShift() {
 func testSetHasServiceMonitorCRD(val bool) {
 	hasServiceMonitorCRD = val
 }
+
+func testSetHasMlflowCRD(val bool) {
+	hasMlflowCRD = val
+}
diff --git a/infra/feast-operator/internal/controller/services/tls.go b/infra/feast-operator/internal/controller/services/tls.go
index cd1121f770c..a3a5493ba5b 100644
--- a/infra/feast-operator/internal/controller/services/tls.go
+++ b/infra/feast-operator/internal/controller/services/tls.go
@@ -341,7 +341,7 @@ func (feast *FeastServices) mountOidcCACert(podSpec *corev1.PodSpec, oidcAuthz *
 func (feast *FeastServices) GetCustomCertificatesBundle() CustomCertificatesBundle {
 	var customCertificatesBundle CustomCertificatesBundle
 	configMapList := &corev1.ConfigMapList{}
-	labelSelector := client.MatchingLabels{caBundleAnnotation: "true"}
+	labelSelector := client.MatchingLabels{caBundleAnnotation: stringTrue}
 
 	err := feast.Handler.Client.List(
 		feast.Handler.Context,
@@ -379,7 +379,7 @@ func getPortStr(tls *feastdevv1.TlsConfigs) string {
 func tlsDefaults(tls *feastdevv1.TlsConfigs) {
 	if tls.IsTLS() {
 		if len(tls.SecretKeyNames.TlsCrt) == 0 {
-			tls.SecretKeyNames.TlsCrt = "tls.crt"
+			tls.SecretKeyNames.TlsCrt = tlsCertKey
 		}
 		if len(tls.SecretKeyNames.TlsKey) == 0 {
 			tls.SecretKeyNames.TlsKey = "tls.key"
diff --git a/infra/feast-operator/internal/controller/services/tls_test.go b/infra/feast-operator/internal/controller/services/tls_test.go
index 0bd3bb82694..7f1c94789bc 100644
--- a/infra/feast-operator/internal/controller/services/tls_test.go
+++ b/infra/feast-operator/internal/controller/services/tls_test.go
@@ -37,7 +37,7 @@ var _ = Describe("TLS Config", func() {
 		utilruntime.Must(feastdevv1.AddToScheme(scheme))
 
 		secretKeyNames := feastdevv1.SecretKeyNames{
-			TlsCrt: "tls.crt",
+			TlsCrt: tlsCertKey,
 			TlsKey: "tls.key",
 		}
 
diff --git a/infra/feast-operator/internal/controller/services/util.go b/infra/feast-operator/internal/controller/services/util.go
index ecf97f2f865..67f4552e36e 100644
--- a/infra/feast-operator/internal/controller/services/util.go
+++ b/infra/feast-operator/internal/controller/services/util.go
@@ -22,6 +22,7 @@ import (
 
 var isOpenShift = false
 var hasServiceMonitorCRD = false
+var hasMlflowCRD = false
 
 func IsRegistryServer(featureStore *feastdevv1.FeatureStore) bool {
 	return IsLocalRegistry(featureStore) && featureStore.Status.Applied.Services.Registry.Local.Server != nil
@@ -91,6 +92,7 @@ func ApplyDefaultsToStatus(cr *feastdevv1.FeatureStore) {
 	cr.Status.FeastVersion = feastversion.FeastVersion
 
 	applied := &cr.Status.Applied
+	applyDefaultAuthzConfig(applied)
 	if applied.FeastProjectDir == nil {
 		applied.FeastProjectDir = &feastdevv1.FeastProjectDir{
 			Init: &feastdevv1.FeastInitOptions{},
@@ -99,6 +101,7 @@ func ApplyDefaultsToStatus(cr *feastdevv1.FeatureStore) {
 	if applied.Services == nil {
 		applied.Services = &feastdevv1.FeatureStoreServices{}
 	}
+	defaultFeatureServerImage := getFeatureServerImageForSpec(applied)
 	services := applied.Services
 	if services.RunFeastApplyOnInit == nil {
 		services.RunFeastApplyOnInit = boolPtr(true)
@@ -128,7 +131,7 @@ func ApplyDefaultsToStatus(cr *feastdevv1.FeatureStore) {
 			}
 
 			if services.Registry.Local.Server != nil {
-				setDefaultCtrConfigs(&services.Registry.Local.Server.ContainerConfigs.DefaultCtrConfigs)
+				setDefaultCtrConfigs(&services.Registry.Local.Server.ContainerConfigs.DefaultCtrConfigs, defaultFeatureServerImage)
 				// Set default for GRPC: true if nil
 				if services.Registry.Local.Server.GRPC == nil {
 					defaultGRPC := true
@@ -159,37 +162,39 @@ func ApplyDefaultsToStatus(cr *feastdevv1.FeatureStore) {
 		}
 
 		if services.OfflineStore.Server != nil {
-			setDefaultCtrConfigs(&services.OfflineStore.Server.ContainerConfigs.DefaultCtrConfigs)
+			setDefaultCtrConfigs(&services.OfflineStore.Server.ContainerConfigs.DefaultCtrConfigs, defaultFeatureServerImage)
 		}
 	}
 
-	// default to onlineStore service deployment
+	// default to onlineStore service deployment unless it is explicitly disabled
 	if services.OnlineStore == nil {
 		services.OnlineStore = &feastdevv1.OnlineStore{}
 	}
-	if services.OnlineStore.Persistence == nil {
-		services.OnlineStore.Persistence = &feastdevv1.OnlineStorePersistence{}
-	}
-
-	if services.OnlineStore.Persistence.DBPersistence == nil {
-		if services.OnlineStore.Persistence.FilePersistence == nil {
-			services.OnlineStore.Persistence.FilePersistence = &feastdevv1.OnlineStoreFilePersistence{}
+	if !services.OnlineStore.Disabled {
+		if services.OnlineStore.Persistence == nil {
+			services.OnlineStore.Persistence = &feastdevv1.OnlineStorePersistence{}
 		}
 
-		if len(services.OnlineStore.Persistence.FilePersistence.Path) == 0 {
-			services.OnlineStore.Persistence.FilePersistence.Path = defaultOnlineStorePath(cr)
-		}
+		if services.OnlineStore.Persistence.DBPersistence == nil {
+			if services.OnlineStore.Persistence.FilePersistence == nil {
+				services.OnlineStore.Persistence.FilePersistence = &feastdevv1.OnlineStoreFilePersistence{}
+			}
 
-		ensurePVCDefaults(services.OnlineStore.Persistence.FilePersistence.PvcConfig, OnlineFeastType)
-	}
+			if len(services.OnlineStore.Persistence.FilePersistence.Path) == 0 {
+				services.OnlineStore.Persistence.FilePersistence.Path = defaultOnlineStorePath(cr)
+			}
 
-	if services.OnlineStore.Server == nil {
-		services.OnlineStore.Server = &feastdevv1.ServerConfigs{}
+			ensurePVCDefaults(services.OnlineStore.Persistence.FilePersistence.PvcConfig, OnlineFeastType)
+		}
+
+		if services.OnlineStore.Server == nil {
+			services.OnlineStore.Server = &feastdevv1.ServerConfigs{}
+		}
+		setDefaultCtrConfigs(&services.OnlineStore.Server.ContainerConfigs.DefaultCtrConfigs, defaultFeatureServerImage)
 	}
-	setDefaultCtrConfigs(&services.OnlineStore.Server.ContainerConfigs.DefaultCtrConfigs)
 
 	if services.UI != nil {
-		setDefaultCtrConfigs(&services.UI.ContainerConfigs.DefaultCtrConfigs)
+		setDefaultCtrConfigs(&services.UI.ContainerConfigs.DefaultCtrConfigs, defaultFeatureServerImage)
 	}
 
 	if applied.CronJob == nil {
@@ -198,13 +203,28 @@ func ApplyDefaultsToStatus(cr *feastdevv1.FeatureStore) {
 	setDefaultCronJobConfigs(applied.CronJob)
 }
 
-func setDefaultCtrConfigs(defaultConfigs *feastdevv1.DefaultCtrConfigs) {
+func applyDefaultAuthzConfig(applied *feastdevv1.FeatureStoreSpec) {
+	if applied.AuthzConfig == nil {
+		applied.AuthzConfig = &feastdevv1.AuthzConfig{
+			KubernetesAuthz: &feastdevv1.KubernetesAuthz{},
+		}
+	}
+}
+
+func setDefaultCtrConfigs(defaultConfigs *feastdevv1.DefaultCtrConfigs, defaultImage string) {
 	if defaultConfigs.Image == nil {
-		img := getFeatureServerImage()
+		img := defaultImage
 		defaultConfigs.Image = &img
 	}
 }
 
+func getFeatureServerImageForSpec(spec *feastdevv1.FeatureStoreSpec) string {
+	if spec != nil && spec.FeastProjectDir != nil && spec.FeastProjectDir.Packaged != nil && spec.FeastProjectDir.Packaged.Image != "" {
+		return spec.FeastProjectDir.Packaged.Image
+	}
+	return getFeatureServerImage()
+}
+
 func getFeatureServerImage() string {
 	if img, exists := os.LookupEnv(feastServerImageVar); exists {
 		return img
@@ -212,6 +232,16 @@ func getFeatureServerImage() string {
 	return DefaultImage
 }
 
+// getInitContainerImage resolves the image for feast-init / feast-apply.
+// Order: spec.services.initImage → spec.feastProjectDir.packaged.image →
+// RELATED_IMAGE_FEATURE_SERVER → DefaultImage.
+func getInitContainerImage(spec *feastdevv1.FeatureStoreSpec) string {
+	if spec != nil && spec.Services != nil && spec.Services.InitImage != nil && len(*spec.Services.InitImage) > 0 {
+		return *spec.Services.InitImage
+	}
+	return getFeatureServerImageForSpec(spec)
+}
+
 func checkOfflineStoreFilePersistenceType(value string) error {
 	if slices.Contains(feastdevv1.ValidOfflineStoreFilePersistenceTypes, value) {
 		return nil
@@ -317,7 +347,7 @@ func hasAttrib(s interface{}, fieldName string, value interface{}) (bool, error)
 	val := reflect.ValueOf(s)
 
 	// Check that the object is a pointer so we can modify it
-	if val.Kind() != reflect.Ptr || val.IsNil() {
+	if val.Kind() != reflect.Pointer || val.IsNil() {
 		return false, fmt.Errorf("expected a pointer to struct, got %v", val.Kind())
 	}
 
@@ -381,6 +411,12 @@ func HasServiceMonitorCRD() bool {
 	return hasServiceMonitorCRD
 }
 
+// HasMlflowCRD returns whether the mlflow.opendatahub.io API group
+// (MLflow Operator) is available in the cluster.
+func HasMlflowCRD() bool {
+	return hasMlflowCRD
+}
+
 // SetIsOpenShift sets the global flag isOpenShift by the controller manager.
 // We don't need to keep fetching the API every reconciliation cycle that we need to know about the platform.
 func SetIsOpenShift(cfg *rest.Config) {
@@ -404,6 +440,9 @@ func SetIsOpenShift(cfg *rest.Config) {
 		if v.Name == "monitoring.coreos.com" {
 			hasServiceMonitorCRD = true
 		}
+		if v.Name == "mlflow.opendatahub.io" {
+			hasMlflowCRD = true
+		}
 	}
 }
 
diff --git a/infra/feast-operator/internal/controller/services/util_test.go b/infra/feast-operator/internal/controller/services/util_test.go
new file mode 100644
index 00000000000..5a868d2d101
--- /dev/null
+++ b/infra/feast-operator/internal/controller/services/util_test.go
@@ -0,0 +1,171 @@
+/*
+Copyright 2024 Feast Community.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+*/
+
+package services
+
+import (
+	"os"
+	"testing"
+
+	feastdevv1 "github.com/feast-dev/feast/infra/feast-operator/api/v1"
+	. "github.com/onsi/ginkgo/v2"
+	. "github.com/onsi/gomega"
+	"k8s.io/utils/ptr"
+)
+
+var _ = Describe("ApplyDefaultsToStatus", func() {
+	It("deploys the online store with defaults when it is not declared", func() {
+		cr := &feastdevv1.FeatureStore{
+			Spec: feastdevv1.FeatureStoreSpec{
+				FeastProject: "test_project",
+				Services:     &feastdevv1.FeatureStoreServices{},
+			},
+		}
+
+		ApplyDefaultsToStatus(cr)
+
+		online := cr.Status.Applied.Services.OnlineStore
+		Expect(online).ToNot(BeNil())
+		Expect(online.Disabled).To(BeFalse())
+		Expect(online.Persistence).ToNot(BeNil())
+		Expect(online.Server).ToNot(BeNil())
+	})
+
+	It("applies online store defaults when it is declared", func() {
+		cr := &feastdevv1.FeatureStore{
+			Spec: feastdevv1.FeatureStoreSpec{
+				FeastProject: "test_project",
+				Services: &feastdevv1.FeatureStoreServices{
+					OnlineStore: &feastdevv1.OnlineStore{},
+				},
+			},
+		}
+
+		ApplyDefaultsToStatus(cr)
+
+		online := cr.Status.Applied.Services.OnlineStore
+		Expect(online).ToNot(BeNil())
+		Expect(online.Persistence).ToNot(BeNil())
+		Expect(online.Server).ToNot(BeNil())
+	})
+
+	// #6586: disabling the online store opts out of its persistence and serving
+	// pod, letting a registry-only or offline-only ViewerStore skip it while
+	// leaving the default-on behavior unchanged for everyone else.
+	It("does not apply persistence or server defaults when the online store is disabled", func() {
+		cr := &feastdevv1.FeatureStore{
+			Spec: feastdevv1.FeatureStoreSpec{
+				FeastProject: "test_project",
+				Services: &feastdevv1.FeatureStoreServices{
+					OnlineStore: &feastdevv1.OnlineStore{Disabled: true},
+				},
+			},
+		}
+
+		ApplyDefaultsToStatus(cr)
+
+		online := cr.Status.Applied.Services.OnlineStore
+		Expect(online).ToNot(BeNil())
+		Expect(online.Disabled).To(BeTrue())
+		Expect(online.Persistence).To(BeNil())
+		Expect(online.Server).To(BeNil())
+	})
+})
+
+func TestGetInitContainerImage(t *testing.T) {
+	customInit := "quay.io/org/feast-init:custom"
+	packagedImage := "quay.io/org/feast-packaged:test"
+	envImage := "quay.io/org/feast-env:test"
+
+	t.Run("uses initImage ahead of packaged and server images", func(t *testing.T) {
+		t.Setenv(feastServerImageVar, envImage)
+		got := getInitContainerImage(&feastdevv1.FeatureStoreSpec{
+			FeastProjectDir: &feastdevv1.FeastProjectDir{
+				Packaged: &feastdevv1.FeastPackagedOptions{Image: packagedImage},
+			},
+			Services: &feastdevv1.FeatureStoreServices{
+				InitImage: ptr.To(customInit),
+				OfflineStore: &feastdevv1.OfflineStore{
+					Server: &feastdevv1.ServerConfigs{
+						ContainerConfigs: feastdevv1.ContainerConfigs{
+							DefaultCtrConfigs: feastdevv1.DefaultCtrConfigs{
+								Image: ptr.To("quay.io/org/offline:v1"),
+							},
+						},
+					},
+				},
+				OnlineStore: &feastdevv1.OnlineStore{
+					Server: &feastdevv1.ServerConfigs{
+						ContainerConfigs: feastdevv1.ContainerConfigs{
+							DefaultCtrConfigs: feastdevv1.DefaultCtrConfigs{
+								Image: ptr.To("quay.io/org/online:v1"),
+							},
+						},
+					},
+				},
+			},
+		})
+		if got != customInit {
+			t.Fatalf("got %q, want %q (must not inherit server images)", got, customInit)
+		}
+	})
+
+	t.Run("uses packaged image ahead of RELATED_IMAGE_FEATURE_SERVER", func(t *testing.T) {
+		t.Setenv(feastServerImageVar, envImage)
+		got := getInitContainerImage(&feastdevv1.FeatureStoreSpec{
+			FeastProjectDir: &feastdevv1.FeastProjectDir{
+				Packaged: &feastdevv1.FeastPackagedOptions{Image: packagedImage},
+			},
+			Services: &feastdevv1.FeatureStoreServices{},
+		})
+		if got != packagedImage {
+			t.Fatalf("got %q, want %q", got, packagedImage)
+		}
+	})
+
+	t.Run("falls back to RELATED_IMAGE_FEATURE_SERVER", func(t *testing.T) {
+		t.Setenv(feastServerImageVar, envImage)
+		got := getInitContainerImage(&feastdevv1.FeatureStoreSpec{
+			Services: &feastdevv1.FeatureStoreServices{},
+		})
+		if got != envImage {
+			t.Fatalf("got %q, want %q", got, envImage)
+		}
+	})
+
+	t.Run("falls back to DefaultImage", func(t *testing.T) {
+		_ = os.Unsetenv(feastServerImageVar)
+		got := getInitContainerImage(nil)
+		if got != DefaultImage {
+			t.Fatalf("got %q, want %q", got, DefaultImage)
+		}
+	})
+
+	t.Run("ignores empty initImage", func(t *testing.T) {
+		t.Setenv(feastServerImageVar, envImage)
+		got := getInitContainerImage(&feastdevv1.FeatureStoreSpec{
+			FeastProjectDir: &feastdevv1.FeastProjectDir{
+				Packaged: &feastdevv1.FeastPackagedOptions{Image: packagedImage},
+			},
+			Services: &feastdevv1.FeatureStoreServices{
+				InitImage: ptr.To(""),
+			},
+		})
+		if got != packagedImage {
+			t.Fatalf("got %q, want %q", got, packagedImage)
+		}
+	})
+}
diff --git a/infra/feast-operator/test/api/featurestore_packaged_types_test.go b/infra/feast-operator/test/api/featurestore_packaged_types_test.go
new file mode 100644
index 00000000000..97525ec1abe
--- /dev/null
+++ b/infra/feast-operator/test/api/featurestore_packaged_types_test.go
@@ -0,0 +1,162 @@
+/*
+Copyright 2026 Feast Community.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+*/
+
+package api
+
+import (
+	"context"
+	"strings"
+
+	feastdevv1 "github.com/feast-dev/feast/infra/feast-operator/api/v1"
+	feastdevv1alpha1 "github.com/feast-dev/feast/infra/feast-operator/api/v1alpha1"
+	. "github.com/onsi/ginkgo/v2"
+	. "github.com/onsi/gomega"
+	apierrors "k8s.io/apimachinery/pkg/api/errors"
+	metav1 "k8s.io/apimachinery/pkg/apis/meta/v1"
+	"sigs.k8s.io/controller-runtime/pkg/client"
+)
+
+type packagedFeatureStoreFactory func(name, featureRepoPath string) client.Object
+type conflictingPackagedFeatureStoreFactory func(name, conflictingMode string) client.Object
+
+func newV1PackagedFeatureStore(name, featureRepoPath string) client.Object {
+	return &feastdevv1.FeatureStore{
+		ObjectMeta: metav1.ObjectMeta{Name: name, Namespace: namespaceName},
+		Spec: feastdevv1.FeatureStoreSpec{
+			FeastProject: "test_project",
+			FeastProjectDir: &feastdevv1.FeastProjectDir{
+				Packaged: &feastdevv1.FeastPackagedOptions{FeatureRepoPath: featureRepoPath},
+			},
+		},
+	}
+}
+
+func newV1Alpha1PackagedFeatureStore(name, featureRepoPath string) client.Object {
+	return &feastdevv1alpha1.FeatureStore{
+		ObjectMeta: metav1.ObjectMeta{Name: name, Namespace: namespaceName},
+		Spec: feastdevv1alpha1.FeatureStoreSpec{
+			FeastProject: "test_project",
+			FeastProjectDir: &feastdevv1alpha1.FeastProjectDir{
+				Packaged: &feastdevv1alpha1.FeastPackagedOptions{FeatureRepoPath: featureRepoPath},
+			},
+		},
+	}
+}
+
+func newV1ConflictingPackagedFeatureStore(name, conflictingMode string) client.Object {
+	featureStore := newV1PackagedFeatureStore(name, "/opt/feast/feature_repo").(*feastdevv1.FeatureStore)
+	switch conflictingMode {
+	case "init":
+		featureStore.Spec.FeastProjectDir.Init = &feastdevv1.FeastInitOptions{}
+	case "git":
+		featureStore.Spec.FeastProjectDir.Git = &feastdevv1.GitCloneOptions{
+			URL: "https://example.com/feature-repo.git",
+		}
+	}
+	return featureStore
+}
+
+func newV1Alpha1ConflictingPackagedFeatureStore(name, conflictingMode string) client.Object {
+	featureStore := newV1Alpha1PackagedFeatureStore(name, "/opt/feast/feature_repo").(*feastdevv1alpha1.FeatureStore)
+	switch conflictingMode {
+	case "init":
+		featureStore.Spec.FeastProjectDir.Init = &feastdevv1alpha1.FeastInitOptions{}
+	case "git":
+		featureStore.Spec.FeastProjectDir.Git = &feastdevv1alpha1.GitCloneOptions{
+			URL: "https://example.com/feature-repo.git",
+		}
+	}
+	return featureStore
+}
+
+var _ = Describe("Packaged feature repository path validation", func() {
+	ctx := context.Background()
+	apiVersions := []struct {
+		name               string
+		id                 string
+		factory            packagedFeatureStoreFactory
+		conflictingFactory conflictingPackagedFeatureStoreFactory
+	}{
+		{
+			name:               "feast.dev/v1",
+			id:                 "v1",
+			factory:            newV1PackagedFeatureStore,
+			conflictingFactory: newV1ConflictingPackagedFeatureStore,
+		},
+		{
+			name:               "feast.dev/v1alpha1",
+			id:                 "v1alpha1",
+			factory:            newV1Alpha1PackagedFeatureStore,
+			conflictingFactory: newV1Alpha1ConflictingPackagedFeatureStore,
+		},
+	}
+
+	for _, apiVersion := range apiVersions {
+		apiVersion := apiVersion
+		Context(apiVersion.name, func() {
+			DescribeTable("accepts canonical absolute non-root paths",
+				func(nameSuffix, featureRepoPath string) {
+					featureStore := apiVersion.factory(
+						"packaged-"+apiVersion.id+"-"+nameSuffix,
+						featureRepoPath,
+					)
+					Expect(k8sClient.Create(ctx, featureStore)).To(Succeed())
+					Expect(k8sClient.Delete(ctx, featureStore)).To(Succeed())
+				},
+				Entry("standard", "standard", "/opt/feast/feature_repo"),
+				Entry("hidden component", "hidden", "/opt/.feast/feature_repo"),
+				Entry("dot in component", "dot-name", "/opt/feature_repo.v2"),
+			)
+
+			DescribeTable("rejects non-canonical, relative, or root paths",
+				func(nameSuffix, featureRepoPath string) {
+					featureStore := apiVersion.factory(
+						"packaged-"+apiVersion.id+"-"+nameSuffix,
+						featureRepoPath,
+					)
+					err := k8sClient.Create(ctx, featureStore)
+					Expect(err).To(HaveOccurred())
+					Expect(apierrors.IsInvalid(err)).To(BeTrue(), "expected invalid error, got %v", err)
+					Expect(strings.ToLower(err.Error())).To(ContainSubstring("canonical absolute, non-root path"))
+				},
+				Entry("relative", "relative", "opt/feast/feature_repo"),
+				Entry("root", "root", "/"),
+				Entry("parent collapses to root", "parent-root", "/opt/.."),
+				Entry("leading parent traversal", "leading-parent", "/../x"),
+				Entry("repeated separator", "repeated-separator", "/opt//feature_repo"),
+				Entry("current-directory component", "current-dir", "/opt/./feature_repo"),
+				Entry("trailing separator", "trailing-separator", "/opt/feature_repo/"),
+				Entry("nested traversal", "nested-traversal", "/a/../../etc"),
+				Entry("repeated root separator", "repeated-root", "//"),
+			)
+
+			DescribeTable("rejects packaged together with another project directory mode",
+				func(nameSuffix, conflictingMode string) {
+					featureStore := apiVersion.conflictingFactory(
+						"packaged-"+apiVersion.id+"-"+nameSuffix,
+						conflictingMode,
+					)
+					err := k8sClient.Create(ctx, featureStore)
+					Expect(err).To(HaveOccurred())
+					Expect(apierrors.IsInvalid(err)).To(BeTrue(), "expected invalid error, got %v", err)
+					Expect(err.Error()).To(ContainSubstring("One selection required between init, git, or packaged"))
+				},
+				Entry("init", "with-init", "init"),
+				Entry("git", "with-git", "git"),
+			)
+		})
+	}
+})
diff --git a/infra/feast-operator/test/api/featurestore_types_test.go b/infra/feast-operator/test/api/featurestore_types_test.go
index d426c8e0d7e..9bb6ea72250 100644
--- a/infra/feast-operator/test/api/featurestore_types_test.go
+++ b/infra/feast-operator/test/api/featurestore_types_test.go
@@ -296,6 +296,13 @@ func authzConfigWithOidc(featureStore *feastdevv1.FeatureStore) *feastdevv1.Feat
 	return fsCopy
 }
 
+func authzConfigWithOidcJwksTunables(jwksCacheLifespanSeconds *int32, jwksRequestTimeoutSeconds *int32, featureStore *feastdevv1.FeatureStore) *feastdevv1.FeatureStore {
+	fsCopy := authzConfigWithOidc(featureStore)
+	fsCopy.Spec.AuthzConfig.OidcAuthz.JwksCacheLifespanSeconds = jwksCacheLifespanSeconds
+	fsCopy.Spec.AuthzConfig.OidcAuthz.JwksRequestTimeoutSeconds = jwksRequestTimeoutSeconds
+	return fsCopy
+}
+
 func onlineStoreWithDBPersistenceType(dbPersistenceType string, featureStore *feastdevv1.FeatureStore) *feastdevv1.FeatureStore {
 	fsCopy := featureStore.DeepCopy()
 	fsCopy.Spec.Services = &feastdevv1.FeatureStoreServices{
@@ -445,7 +452,7 @@ func cronJobWithAnnotations(featureStore *feastdevv1.FeatureStore) *feastdevv1.F
 			"test-annotation":    "test-value",
 			"another-annotation": "another-value",
 		},
-		Schedule: "0 0 * * *",
+		Schedule: dailyMidnightCron,
 	}
 	return fsCopy
 }
@@ -462,7 +469,7 @@ func cronJobWithEmptyAnnotations(featureStore *feastdevv1.FeatureStore) *feastde
 func cronJobWithoutAnnotations(featureStore *feastdevv1.FeatureStore) *feastdevv1.FeatureStore {
 	fsCopy := featureStore.DeepCopy()
 	fsCopy.Spec.CronJob = &feastdevv1.FeastCronJob{
-		Schedule: "0 0 * * *",
+		Schedule: dailyMidnightCron,
 	}
 	return fsCopy
 }
@@ -477,12 +484,16 @@ func quotedSlice(stringSlice []string) string {
 	return strings.Join(quotedSlice, ", ")
 }
 
-const resourceName = "test-resource"
-const namespaceName = "default"
+const (
+	resourceName      = "test-resource"
+	namespaceName     = "default"
+	defaultNs         = "default"
+	dailyMidnightCron = "0 0 * * *"
+)
 
 var typeNamespacedName = types.NamespacedName{
 	Name:      resourceName,
-	Namespace: "default",
+	Namespace: defaultNs,
 }
 
 func initContext() (context.Context, *feastdevv1.FeatureStore) {
@@ -595,16 +606,25 @@ var _ = Describe("FeatureStore API", func() {
 	})
 	Context("When omitting the AuthzConfig PvcConfig", func() {
 		_, featurestore := initContext()
-		It("should keep an empty AuthzConfig", func() {
+		It("should default to Kubernetes AuthzConfig", func() {
 			resource := featurestore
 			services.ApplyDefaultsToStatus(resource)
-			Expect(resource.Status.Applied.AuthzConfig).To(BeNil())
+			Expect(resource.Status.Applied.AuthzConfig).NotTo(BeNil())
+			Expect(resource.Status.Applied.AuthzConfig.KubernetesAuthz).NotTo(BeNil())
 		})
 	})
 	Context("When configuring the AuthzConfig", func() {
 		ctx, featurestore := initContext()
 		It("should fail when both kubernetes and oidc settings are given", func() {
-			attemptInvalidCreationAndAsserts(ctx, authzConfigWithOidc(authzConfigWithKubernetes(featurestore)), "One selection required between kubernetes or oidc")
+			attemptInvalidCreationAndAsserts(ctx, authzConfigWithOidc(authzConfigWithKubernetes(featurestore)), "One selection required between kubernetes, oidc, or noAuth")
+		})
+		It("should fail when the oidc JWKS cache lifespan is below one second", func() {
+			zero := int32(0)
+			attemptInvalidCreationAndAsserts(ctx, authzConfigWithOidcJwksTunables(&zero, nil, featurestore), "should be greater than or equal to 1")
+		})
+		It("should fail when the oidc JWKS request timeout is below one second", func() {
+			zero := int32(0)
+			attemptInvalidCreationAndAsserts(ctx, authzConfigWithOidcJwksTunables(nil, &zero, featurestore), "should be greater than or equal to 1")
 		})
 	})
 
diff --git a/infra/feast-operator/test/api/suite_test.go b/infra/feast-operator/test/api/suite_test.go
index 558068a7957..eef4718cf58 100644
--- a/infra/feast-operator/test/api/suite_test.go
+++ b/infra/feast-operator/test/api/suite_test.go
@@ -26,6 +26,7 @@ import (
 	. "github.com/onsi/gomega"
 
 	feastdevv1 "github.com/feast-dev/feast/infra/feast-operator/api/v1"
+	feastdevv1alpha1 "github.com/feast-dev/feast/infra/feast-operator/api/v1alpha1"
 	"k8s.io/client-go/kubernetes/scheme"
 	"k8s.io/client-go/rest"
 	"sigs.k8s.io/controller-runtime/pkg/client"
@@ -73,6 +74,8 @@ var _ = BeforeSuite(func() {
 
 	err = feastdevv1.AddToScheme(scheme.Scheme)
 	Expect(err).NotTo(HaveOccurred())
+	err = feastdevv1alpha1.AddToScheme(scheme.Scheme)
+	Expect(err).NotTo(HaveOccurred())
 
 	// +kubebuilder:scaffold:scheme
 
diff --git a/infra/feast-operator/test/utils/test_util.go b/infra/feast-operator/test/utils/test_util.go
index 15cd558ea16..916eb9ee6b7 100644
--- a/infra/feast-operator/test/utils/test_util.go
+++ b/infra/feast-operator/test/utils/test_util.go
@@ -27,6 +27,8 @@ const (
 	FeatureStoreName         = "simple-feast-setup"
 	FeastResourceName        = FeastPrefix + FeatureStoreName
 	FeatureStoreResourceName = "featurestores.feast.dev"
+	feastCommand             = "feast"
+	listCommand              = "list"
 )
 
 // dynamically checks if all conditions of custom resource featurestore are in "Ready" state.
@@ -108,6 +110,32 @@ func CheckIfDeploymentExistsAndAvailable(namespace string, deploymentName string
 	}
 }
 
+// checkFeatureStoreReconcileError checks the FeatureStore CR status for reconciliation errors.
+// Returns an error with the failure reason if the CR is in a failed state, nil otherwise.
+func checkFeatureStoreReconcileError(namespace, featureStoreName string) error {
+	cmd := exec.Command("kubectl", "get", FeatureStoreResourceName, featureStoreName, "-n", namespace, "-o", "json")
+	var out, stderr bytes.Buffer
+	cmd.Stdout = &out
+	cmd.Stderr = &stderr
+
+	if err := cmd.Run(); err != nil {
+		return nil
+	}
+
+	var resource feastdevv1.FeatureStore
+	if err := json.Unmarshal(out.Bytes(), &resource); err != nil {
+		return nil
+	}
+
+	for _, condition := range resource.Status.Conditions {
+		if condition.Status == "False" {
+			return fmt.Errorf("FeatureStore %s has failed condition: type=%s reason=%s message=%s",
+				featureStoreName, condition.Type, condition.Reason, condition.Message)
+		}
+	}
+	return nil
+}
+
 // validates if a service account exists using the kubectl CLI.
 func checkIfServiceAccountExists(namespace, saName string) error {
 	cmd := exec.Command("kubectl", "get", "sa", saName, "-n", namespace)
@@ -174,6 +202,27 @@ func checkIfKubernetesServiceExists(namespace, serviceName string) error {
 	return nil
 }
 
+// validates if a CronJob exists using the kubectl CLI.
+func checkIfCronJobExists(namespace, cronJobName string) error {
+	cmd := exec.Command("kubectl", "get", "cronjob", cronJobName, "-n", namespace)
+
+	var out bytes.Buffer
+	var stderr bytes.Buffer
+	cmd.Stdout = &out
+	cmd.Stderr = &stderr
+
+	if err := cmd.Run(); err != nil {
+		return fmt.Errorf("failed to find CronJob %s in namespace %s. Error: %v. Stderr: %s",
+			cronJobName, namespace, err, stderr.String())
+	}
+
+	if !strings.Contains(out.String(), cronJobName) {
+		return fmt.Errorf("CronJob %s not found in namespace %s", cronJobName, namespace)
+	}
+
+	return nil
+}
+
 func isFeatureStoreHavingRemoteRegistry(namespace, featureStoreName string) (bool, error) {
 	timeout := 5 * time.Minute
 	interval := time.Second * 2 // Poll every 2 seconds
@@ -241,6 +290,12 @@ func validateTheFeatureStoreCustomResource(namespace string, featureStoreName st
 		"Error occurred while checking FeatureStore %s is having remote registry or not. \nError: %v\n",
 		featureStoreName, err))
 
+	By("Checking FeatureStore reconciliation status for early failures")
+	time.Sleep(15 * time.Second)
+	if reconcileErr := checkFeatureStoreReconcileError(namespace, featureStoreName); reconcileErr != nil {
+		Fail(fmt.Sprintf("FeatureStore reconciliation failed before deployment check: %v", reconcileErr))
+	}
+
 	k8sResourceNames := []string{feastResourceName}
 
 	if !hasRemoteRegistry {
@@ -250,6 +305,14 @@ func validateTheFeatureStoreCustomResource(namespace string, featureStoreName st
 	for _, deploymentName := range k8sResourceNames {
 		By(fmt.Sprintf("validate the feast deployment: %s is up and in availability state.", deploymentName))
 		err = CheckIfDeploymentExistsAndAvailable(namespace, deploymentName, timeout)
+		if err != nil {
+			if reconcileErr := checkFeatureStoreReconcileError(namespace, featureStoreName); reconcileErr != nil {
+				Fail(fmt.Sprintf(
+					"Deployment %s not available due to FeatureStore reconciliation error: %v",
+					deploymentName, reconcileErr,
+				))
+			}
+		}
 		Expect(err).ToNot(HaveOccurred(), fmt.Sprintf(
 			"Deployment %s is not available but expected to be available. \nError: %v\n",
 			deploymentName, err,
@@ -286,6 +349,14 @@ func validateTheFeatureStoreCustomResource(namespace string, featureStoreName st
 		fmt.Printf("kubernetes service %s is available\n", serviceName)
 	}
 
+	By(fmt.Sprintf("validate the feast CronJob: %s exists.", feastResourceName))
+	err = checkIfCronJobExists(namespace, feastResourceName)
+	Expect(err).ToNot(HaveOccurred(), fmt.Sprintf(
+		"CronJob %s does not exist in namespace %s. Error: %v",
+		feastResourceName, namespace, err,
+	))
+	fmt.Printf("CronJob %s exists in namespace %s\n", feastResourceName, namespace)
+
 	By(fmt.Sprintf("Checking FeatureStore customer resource: %s is in Ready Status.", featureStoreName))
 	err = checkIfFeatureStoreCustomResourceConditionsInReady(featureStoreName, namespace)
 	Expect(err).ToNot(HaveOccurred(), fmt.Sprintf(
@@ -548,27 +619,27 @@ func VerifyFeastMethods(namespace string, feastDeploymentName string, testDir st
 	}
 	checks := []feastCheck{
 		{
-			command:   []string{"feast", "projects", "list"},
+			command:   []string{feastCommand, "projects", listCommand},
 			expected:  []string{"credit_scoring_local"},
 			logPrefix: "Projects List",
 		},
 		{
-			command:   []string{"feast", "feature-views", "list"},
+			command:   []string{feastCommand, "feature-views", listCommand},
 			expected:  []string{"credit_history", "zipcode_features", "total_debt_calc"},
 			logPrefix: "Feature Views List",
 		},
 		{
-			command:   []string{"feast", "entities", "list"},
+			command:   []string{feastCommand, "entities", listCommand},
 			expected:  []string{"zipcode", "dob_ssn"},
 			logPrefix: "Entities List",
 		},
 		{
-			command:   []string{"feast", "data-sources", "list"},
+			command:   []string{feastCommand, "data-sources", listCommand},
 			expected:  []string{"Zipcode source", "Credit history", "application_data"},
 			logPrefix: "Data Sources List",
 		},
 		{
-			command: []string{"feast", "features", "list"},
+			command: []string{feastCommand, "features", listCommand},
 			expected: []string{
 				"credit_card_due", "mortgage_due", "student_loan_due", "vehicle_loan_due",
 				"hard_pulls", "missed_payments_2y", "missed_payments_1y", "missed_payments_6m",
diff --git a/infra/scripts/feature_server_docker_smoke.py b/infra/scripts/feature_server_docker_smoke.py
index 5eac394bccd..801decac90c 100644
--- a/infra/scripts/feature_server_docker_smoke.py
+++ b/infra/scripts/feature_server_docker_smoke.py
@@ -9,10 +9,14 @@ class _FakeRegistry:
     def proto(self):
         return object()
 
+    def list_projects(self, allow_cache=True, tags=None):
+        return []
+
 
 class _FakeStore:
     def __init__(self):
         self.config = SimpleNamespace()
+        self.project = "smoke_test"
         self.registry = _FakeRegistry()
         self._provider = SimpleNamespace(
             async_supported=SimpleNamespace(
@@ -29,6 +33,9 @@ async def initialize(self):
     def refresh_registry(self):
         return None
 
+    def list_feature_views(self):
+        return []
+
     async def close(self):
         return None
 
diff --git a/infra/templates/README.md.jinja2 b/infra/templates/README.md.jinja2
index ccaadc29ff0..2c92401f83d 100644
--- a/infra/templates/README.md.jinja2
+++ b/infra/templates/README.md.jinja2
@@ -17,7 +17,7 @@
 
 
 ## Join us on Slack!
-👋👋👋 [Come say hi on Slack!](https://communityinviter.com/apps/feastopensource/feast-the-open-source-feature-store)
+👋👋👋 [Come say hi on Slack!](https://slack.feast.dev/)
 
 [Check out our DeepWiki!](https://deepwiki.com/feast-dev/feast)
 
diff --git a/infra/website/docs/blog/feast-agents-mcp.md b/infra/website/docs/blog/feast-agents-mcp.md
index 5678cd5a578..bfa46ee8b02 100644
--- a/infra/website/docs/blog/feast-agents-mcp.md
+++ b/infra/website/docs/blog/feast-agents-mcp.md
@@ -51,7 +51,7 @@ feature_server:
   mcp_server_version: "1.0.0"
 ```
 
-Once enabled, any MCP-compatible agent -- whether built with LangChain, LlamaIndex, CrewAI, AutoGen, or a custom framework -- can connect to `http://your-feast-server/mcp` and discover available tools like `get-online-features` for entity-based retrieval, `retrieve-online-documents` for vector similarity search, and `write-to-online-store` for persisting agent state.
+Once enabled, any MCP-compatible agent -- whether built with LangChain, LlamaIndex, CrewAI, AutoGen, or a custom framework -- can connect to `http://your-feast-server/mcp` and discover available tools like `get-online-features` for entity-based retrieval, `search` for vector similarity search, `vector_store_search` for OpenAI-compatible text search, and `write-to-online-store` for persisting agent state.
 
 ## A Concrete Example: Customer-Support Agent with Memory
 
@@ -338,7 +338,7 @@ export OPENAI_BASE_URL="http://localhost:11434/v1"
 export LLM_MODEL="llama3.1:8b"
 ./run_demo.sh
 
-# Any OpenAI-compatible provider (Azure, vLLM, LiteLLM, etc.)
+# Any OpenAI-compatible provider (Azure, vLLM, etc.)
 export OPENAI_API_KEY="your-key"  # pragma: allowlist secret
 export OPENAI_BASE_URL="https://your-endpoint/v1"
 export LLM_MODEL="your-model"
diff --git a/infra/website/docs/blog/feast-data-quality-monitoring.md b/infra/website/docs/blog/feast-data-quality-monitoring.md
new file mode 100644
index 00000000000..2c918c83a63
--- /dev/null
+++ b/infra/website/docs/blog/feast-data-quality-monitoring.md
@@ -0,0 +1,224 @@
+---
+title: Data Quality Monitoring in Feast 0.64
+description: Feast 0.64 adds native data quality monitoring with baseline metrics, batch and serving-log analysis, REST APIs, CLI workflows, and a built-in monitoring UI.
+date: 2026-06-26
+authors: ["Jitendra Yejare", "Nikhil Kathole", "Francisco Javier Arceo"]
+---
+
+<div class="hero-image">
+  <img src="/images/blog/feast-dqm-monitoring-hero.png" alt="Feast Data Quality Monitoring" loading="lazy">
+</div>
+
+# Data Quality Monitoring in Feast 0.64
+
+Serving ML models in production is extremely hard.
+
+The reason is simple: production models depend on data from many different places. Every source system has some probability of operational error: a delayed pipeline, a schema change, a column that starts producing nulls, a categorical value that changes meaning, a late partition, a silent backfill, or a service that behaves differently under production traffic.
+
+The more data sources a model depends on, the more chances there are for one of those systems to drift, fail, or change underneath you. That creates a basic tension in ML systems. Models are data hungry and often benefit from orthogonal features from many upstream systems, but every additional upstream dependency increases operational risk. What ML wants for predictive power can conflict with what engineering wants for reliability.
+
+The only way to manage that tension is to monitor what is actually happening in production. Feature quality problems rarely arrive as neat exceptions. A model may keep serving predictions while one upstream table starts producing nulls, a batch pipeline shifts a numeric distribution, or production requests drift away from the training baseline. By the time these issues show up in model metrics, the debugging path usually crosses feature definitions, data sources, materialization jobs, and serving logs.
+
+Feast 0.64 adds a native data quality monitoring system that brings those signals directly into the feature store. Instead of relying on a separate validation framework, Feast can now compute, store, serve, and visualize feature-level statistics across batch data and logged serving data.
+
+The biggest change is that monitoring is now a first-class Feast workflow:
+
+- `feast apply` can compute baseline metrics for registered feature views
+- `feast monitor run` can compute scheduled daily, weekly, biweekly, monthly, and quarterly metrics
+- REST endpoints expose monitoring jobs, per-feature metrics, aggregate feature-view and feature-service metrics, baselines, and time series
+- the Feast UI includes a Monitoring page with filters, summary tabs, feature drilldowns, histograms, and time-series charts
+- compute is pushed into supported offline stores where possible, with a Python fallback for other backends
+
+## From validation to monitoring
+
+Feast previously supported an external-library-based validation path for historical retrievals. That integration was useful, but it lived outside the normal feature store workflow: users had to install extra dependencies, write profiler code, and run validation against saved datasets.
+
+That original integration proved the need for data quality inside Feast. It helped answer an important question: after generating a training dataset, does this dataset satisfy the expectations we care about?
+
+But production feature quality problems usually happen after the training dataset is generated. A pipeline may keep running while an upstream producer changes a column, shifts a distribution, starts sending nulls, or changes the meaning of a categorical value. In those cases, the feature code may be perfectly correct while the data feeding it has changed.
+
+Feast needed monitoring that was closer to the system that actually computes and serves features. By coupling DQM to Feast's compute engines and offline stores, Feast can compute quality metrics where the data already lives, reuse feature metadata, compare batch and serving-log distributions, and expose the results through the same CLI, REST API, and UI used to operate the feature store.
+
+This also helps when teams maintain multiple feature execution paths. For example, a feature may be generated one way for training and another way for low-latency serving or streaming. DQM is not a formal proof that two implementations are equivalent, but distribution metrics, baselines, and serving-log comparisons provide an early warning when those paths start producing meaningfully different values.
+
+The new system is broader and more operational. It automatically computes statistical profiles for registered features, stores them in monitoring tables, and makes them available to the CLI, REST API, and UI. This gives teams the kind of feature health view they need after features are already in production, not only during one historical retrieval.
+
+For each feature, Feast can track:
+
+| Metric family | Examples |
+|---|---|
+| completeness | row count, null count, null rate |
+| numeric profile | mean, standard deviation, min, max |
+| percentiles | p50, p75, p90, p95, p99 |
+| distributions | numeric histograms or categorical top values |
+| aggregate health | feature-view and feature-service summaries |
+
+## Baselines start at registration
+
+The simplest way to turn on monitoring is to enable DQM in `feature_store.yaml`:
+
+```yaml
+data_quality_monitoring:
+  auto_baseline: true
+```
+
+When `auto_baseline` is enabled, `feast apply` computes baseline metrics for feature views that do not already have one. The baseline is marked as the reference distribution and can be compared with later scheduled metrics.
+
+That matters because the baseline lives next to the feature definitions. When a feature view is registered, Feast can also capture what "normal" looked like at registration time. Later monitoring runs can answer whether the current data still resembles that baseline.
+
+For Feast Operator deployments, the same setting is available on the `FeatureStore` custom resource:
+
+```yaml
+apiVersion: feast.dev/v1
+kind: FeatureStore
+spec:
+  feastProject: my_project
+  dataQualityMonitoring:
+    autoBaseline: true
+```
+
+## Scheduled monitoring with the CLI
+
+For ongoing monitoring, schedule:
+
+```bash
+feast monitor run
+```
+
+In auto mode, Feast detects the latest event timestamp in the source data and computes metrics across the supported granularities: daily, weekly, biweekly, monthly, and quarterly.
+
+You can also scope monitoring to a specific feature view:
+
+```bash
+feast monitor run --feature-view driver_stats
+```
+
+Or compute a specific window and mark it as a baseline:
+
+```bash
+feast monitor run \
+  --feature-view driver_stats \
+  --start-date 2025-01-01 \
+  --end-date 2025-03-31 \
+  --granularity daily \
+  --set-baseline
+```
+
+This makes the CLI easy to wire into Airflow, Kubeflow Pipelines, cron, or any scheduler that already runs Feast materialization jobs.
+
+## Monitoring serving logs
+
+Batch data tells you whether source features look healthy. Serving logs tell you what your models actually received.
+
+If a `FeatureService` has logging configured, Feast can compute monitoring metrics from the logged online features:
+
+```bash
+feast monitor run --source-type log
+```
+
+You can also run batch and log monitoring together:
+
+```bash
+feast monitor run --source-type all
+```
+
+Log metrics are stored with `data_source_type="log"` alongside batch metrics. Feast normalizes logged feature names back to the feature view and feature name, which lets the UI and API compare batch and serving distributions without forcing users to maintain a separate mapping.
+
+## The new Monitoring UI
+
+The most visible 0.64 improvement is the Monitoring page in the Feast UI. It turns DQM from a background job into something feature owners can inspect without leaving Feast.
+
+The page includes three main tabs:
+
+| Tab | What it shows |
+|---|---|
+| Features | per-feature metrics such as null rate, row count, freshness, and health |
+| Feature Views | aggregate quality summaries per feature view |
+| Feature Services | aggregate quality summaries for model-facing feature services |
+
+At the top of the page, users can filter by feature view, granularity, source type, and date range. Baseline is treated as its own view because it represents all baseline data rather than a normal date window. The page also includes a Compute Metrics action that triggers DQM computation from the UI, plus Refresh for reloading already computed results.
+
+<div class="content-image">
+  <img src="/images/blog/feast-dqm-ui-all-features.png" alt="Feast DQM Monitoring dashboard showing feature metrics, filters, histograms, and health status" loading="lazy">
+</div>
+
+Clicking a feature opens a detail page with:
+
+- a distribution chart for numeric histograms or categorical values
+- a statistics panel with null rate, mean, standard deviation, min, max, and percentiles
+- a granularity selector that can switch between computed windows and baseline
+- time-series charts for metric drift, including aggregate statistics and null-rate trends
+
+<div class="content-image">
+  <img src="/images/blog/feast-dqm-ui-numeric-feature.png" alt="Feast DQM numeric feature detail page with distribution chart, statistics, and time-series analysis" loading="lazy">
+</div>
+
+<div class="content-image">
+  <img src="/images/blog/feast-dqm-ui-categorical-feature.png" alt="Feast DQM categorical feature detail page with category distribution and statistics" loading="lazy">
+</div>
+
+This is the workflow we wanted: feature owners can start from a table of health signals, filter down to the part of the feature store they care about, and then drill into the exact feature whose distribution changed.
+
+## How compute engines fit in
+
+DQM is intentionally tied to Feast's compute and offline-store architecture. The goal is to compute metrics where the data already lives whenever possible, then store the results in backend-specific monitoring tables.
+
+Supported backends push computation into the underlying system:
+
+| Backend | Compute path | Storage path |
+|---|---|---|
+| PostgreSQL | SQL push-down | `INSERT ON CONFLICT` |
+| Snowflake | SQL push-down | `MERGE` with JSON metrics |
+| BigQuery | SQL push-down | BigQuery `MERGE` |
+| Redshift | SQL push-down | Data API-backed writes |
+| Spark | SparkSQL push-down | Parquet-backed tables |
+| Oracle | SQL through Ibis | `MERGE` |
+| DuckDB | in-memory SQL | Parquet files |
+| Dask | PyArrow compute | Parquet files |
+
+For backends without native monitoring support, Feast falls back to pulling data through the offline store and computing metrics with PyArrow and NumPy. That fallback keeps the API consistent while still allowing mature warehouse and distributed engines to do the heavy lifting.
+
+This design is especially important for larger feature stores. A null-rate or histogram job should not require exporting a warehouse table into a separate monitoring system. If the feature data already lives in Snowflake, BigQuery, Spark, Redshift, or another supported backend, Feast can push the computation closer to that data.
+
+Feast 0.64 also adds the Apache Flink compute engine, continuing the broader move toward a unified compute-engine model. DQM follows the same direction: feature quality checks should be part of the feature platform's execution model, not a sidecar that every team wires up differently.
+
+## REST APIs for automation
+
+The UI and CLI are built on top of monitoring APIs that can also be used by external systems:
+
+| Method | Endpoint | Use |
+|---|---|---|
+| `POST` | `/monitoring/compute` | submit a batch DQM job |
+| `POST` | `/monitoring/auto_compute` | auto-detect dates and compute all granularities |
+| `POST` | `/monitoring/compute/transient` | compute ad hoc metrics without storing them |
+| `POST` | `/monitoring/compute/log` | compute metrics from serving logs |
+| `POST` | `/monitoring/auto_compute/log` | auto-compute log metrics |
+| `GET` | `/monitoring/jobs/{job_id}` | read DQM job status |
+| `GET` | `/monitoring/metrics/features` | read per-feature metrics |
+| `GET` | `/monitoring/metrics/feature_views` | read feature-view summaries |
+| `GET` | `/monitoring/metrics/feature_services` | read feature-service summaries |
+| `GET` | `/monitoring/metrics/baseline` | read baseline metrics |
+| `GET` | `/monitoring/metrics/timeseries` | read trend data for charts and alerts |
+
+The transient compute endpoint is useful for exploration. If someone wants to inspect a very specific date range, Feast can compute fresh metrics and return them directly without storing them as part of the scheduled monitoring history.
+
+## Production shape
+
+A typical production setup now looks like this:
+
+1. Add `data_quality_monitoring.auto_baseline: true` to `feature_store.yaml`
+2. Run `feast apply` to register features and compute baseline metrics
+3. Schedule `feast monitor run` for batch metrics
+4. Enable feature-service logging and schedule `feast monitor run --source-type log` for production serving metrics
+5. Use the UI to investigate feature health and distribution changes
+6. Use REST APIs to connect monitoring results to alerting, orchestration, or custom dashboards
+
+Monitoring also respects Feast's existing authorization model. Compute operations require update permissions, while reads and transient exploration require describe permissions. That keeps the new DQM surface aligned with the rest of the registry and feature-store API.
+
+## What's next
+
+Feast 0.64 makes DQM part of the feature store instead of an integration around it. The release adds the backend compute path, the CLI, the REST API, and the UI surface in one coherent workflow.
+
+The next step for users is simple: enable baselines, run monitoring jobs on the same cadence as your data pipelines, and use the UI to make feature quality visible to the teams that own production models.
+
+For setup details, see the [Feature Quality Monitoring guide](/docs/how-to-guides/feature-monitoring) and the [0.64.0 changelog](https://github.com/feast-dev/feast/blob/master/CHANGELOG.md#0640-2026-06-13).
diff --git a/infra/website/docs/blog/feast-mlflow-kubeflow.md b/infra/website/docs/blog/feast-mlflow-kubeflow.md
index 3e15cbda26a..d0b89ac7138 100644
--- a/infra/website/docs/blog/feast-mlflow-kubeflow.md
+++ b/infra/website/docs/blog/feast-mlflow-kubeflow.md
@@ -199,43 +199,25 @@ For cross-system lineage that extends beyond Feast into upstream data pipelines
 
 ### Data quality monitoring
 
-Feast integrates with data quality frameworks like [Great Expectations](https://greatexpectations.io/) to detect feature drift, stale data, and schema violations before they silently degrade model performance. The workflow centers on Feast's `SavedDataset` and `ValidationReference` APIs: you save a profiled dataset during training, define a profiler using Great Expectations, and then validate new feature data against that reference in subsequent runs.
+Feast's native data quality monitoring system automatically computes statistical metrics — null rates, distributions, percentiles, histograms — for every registered feature across both batch data and serving logs. It detects drift by comparing current metrics against baselines computed during `feast apply`.
 
-```python
-from feast import FeatureStore
-from feast.dqm.profilers.ge_profiler import ge_profiler
-from great_expectations.core import ExpectationSuite
-from great_expectations.dataset import PandasDataset
-
-store = FeatureStore(repo_path=".")
-
-@ge_profiler
-def my_profiler(dataset: PandasDataset) -> ExpectationSuite:
-    dataset.expect_column_values_to_be_between("conv_rate", min_value=0, max_value=1)
-    dataset.expect_column_values_to_be_between("acc_rate", min_value=0, max_value=1)
-    return dataset.get_expectation_suite()
-
-reference_job = store.get_historical_features(
-    entity_df=entity_df,
-    features=["driver_hourly_stats:conv_rate", "driver_hourly_stats:acc_rate"],
-)
-
-dataset = store.create_saved_dataset(
-    from_=reference_job,
-    name="driver_stats_validation",
-    storage=storage,
-)
+```yaml
+# feature_store.yaml
+data_quality_monitoring:
+  auto_baseline: true
+```
 
-reference = dataset.as_reference(name="driver_stats_ref", profiler=my_profiler)
+```bash
+# Compute metrics across all granularities (daily, weekly, monthly, quarterly)
+feast monitor run
 
-new_job = store.get_historical_features(
-    entity_df=new_entity_df,
-    features=["driver_hourly_stats:conv_rate", "driver_hourly_stats:acc_rate"],
-)
-new_job.to_df(validation_reference=reference)
+# Monitor serving logs
+feast monitor run --source-type log
 ```
 
-If validation fails, Feast raises a `ValidationFailed` exception with details on which expectations were violated. Monitoring feature distributions over time — and comparing them to the distributions seen during training — allows you to detect training–serving skew early, before it causes silent model degradation in production.
+The monitoring UI dashboard (accessible from the sidebar) provides per-feature health status, distribution histograms, time-series drift charts, and configurable filters. Metrics are also available via REST API endpoints for integration with external alerting systems.
+
+For details, see the [Feature Quality Monitoring guide](/docs/how-to-guides/feature-monitoring).
 
 ### Feast Feature Registry vs. MLflow Model Registry
 
diff --git a/infra/website/docs/blog/feast-mlflow-native-integration.md b/infra/website/docs/blog/feast-mlflow-native-integration.md
new file mode 100644
index 00000000000..882fd7ef6f6
--- /dev/null
+++ b/infra/website/docs/blog/feast-mlflow-native-integration.md
@@ -0,0 +1,270 @@
+---
+title: "Native MLflow Integration for Feast: Automatic Feature Lineage for Every Experiment"
+description: "Feast now ships native MLflow integration : enable it in feature_store.yaml and every feature retrieval is automatically linked to the MLflow run that consumed it. No glue code, no manual tagging, full model-to-feature traceability."
+date: 2026-06-01
+authors: ["Vanshika"]
+---
+
+<div class="hero-image" style="width: auto; margin: 0 auto 64px; text-align: center;">
+  <img src="/images/blog/feast-mlflow-native-integration.png" alt="Feast Native MLflow Integration" style="width: auto; max-width: 100%;">
+</div>
+
+# Native MLflow Integration for Feast
+
+## The Problem: Features and Experiments Live in Separate Worlds
+
+Feast manages your features. MLflow tracks your experiments. But between the two, there has always been a manual gap.
+
+When a data scientist trains a model, the features that shaped it are retrieved from Feast, but MLflow has no idea which features were used, which feature service they belong to, or what entity DataFrame produced the training set. The result is a familiar set of problems:
+
+- **"Which features did model v3 use?"** — dig through notebooks and hope the comments are accurate.
+- **"Can I reproduce the training data for last month's experiment?"** — re-derive the entity DataFrame from memory.
+- **"Which models break if I change `driver_hourly_stats`?"** — grep through repos and ask around.
+- **"I promoted a model — which features do I need to serve?"** — read the training script, cross-reference with the feature registry.
+
+Teams have tried to close this gap with manual `mlflow.log_param("features", ...)` calls, custom wrappers, or convention-based tagging. These approaches are fragile, inconsistent, and the first thing to break when someone new joins the team.
+
+## The Solution: One Config Line, Automatic Lineage
+
+Starting with Feast v0.62, the Feast–MLflow integration is **native and zero-code**. Add an `mlflow:` block to your `feature_store.yaml`, and every feature retrieval inside an active MLflow run is automatically tagged with the features, feature views, feature service, entity count, and retrieval duration.
+
+```yaml
+project: driver_ranking
+registry: data/registry.db
+provider: local
+online_store:
+  type: sqlite
+  path: data/online_store.db
+mlflow:
+  enabled: true
+  tracking_uri: http://127.0.0.1:5000
+```
+
+That's it. No decorators, no wrappers, no `import mlflow` scattered through your training code.
+
+## How It Works
+
+### Auto-Logging: Zero Code, Full Lineage
+
+When `mlflow.enabled: true` and an active MLflow run exists, Feast hooks into `get_historical_features()` and `get_online_features()` at the end of each call and writes structured metadata to the run:
+
+| Tag | Example |
+|-----|---------|
+| `feast.project` | `driver_ranking` |
+| `feast.retrieval_type` | `historical` |
+| `feast.feature_service` | `driver_activity_v1` |
+| `feast.feature_views` | `driver_hourly_stats` |
+| `feast.feature_refs` | `driver_hourly_stats:conv_rate, driver_hourly_stats:acc_rate` |
+| `feast.entity_count` | `200` |
+| `feast.feature_count` | `5` |
+| `feast.job_submission_sec` | `0.43` (metric) |
+
+Even if features are passed as a list of refs rather than a `FeatureService` object, Feast auto resolves the matching feature service from the registry. The resolution is cached with a 5-minute TTL, so there is no registry overhead on every call.
+
+<div style="display: flex; gap: 1rem; justify-content: center; margin: 2rem 0;">
+  <img src="/images/blog/model_metadata.png" alt="Model metadata with Feast tags in MLflow" style="width: 48%; border-radius: 8px; box-shadow: 0 2px 8px rgba(0,0,0,0.1);" />
+  <img src="/images/blog/lineage_till_training.png" alt="Feature lineage from data source to model" style="width: 48%; border-radius: 8px; box-shadow: 0 2px 8px rgba(0,0,0,0.1);" />
+</div>
+
+### The `store.mlflow` API
+
+The integration surfaces through a single property on `FeatureStore`:
+
+```python
+from feast import FeatureStore
+store = FeatureStore(".")
+
+with store.mlflow.start_run(run_name="v1_training"):
+    # Auto-logged: feature refs, feature views, entity count, duration
+    training_df = store.get_historical_features(
+        features=store.get_feature_service("driver_activity_v1"),
+        entity_df=entity_df,
+    ).to_df()
+
+    model = train(training_df)
+
+    # Saves feast_features.json alongside the model artifact
+    store.mlflow.log_model(model, "model")
+
+    train_run_id = store.mlflow.active_run_id
+
+# Propagates feast.feature_service to the model version
+store.mlflow.register_model(f"runs:/{train_run_id}/model", "driver_model")
+
+# Prediction: links back to the training run
+with store.mlflow.start_run(run_name="batch_prediction"):
+    model = store.mlflow.load_model("models:/driver_model/1")
+    features = store.get_online_features(
+        features=store.get_feature_service("driver_activity_v1"),
+        entity_rows=[{"driver_id": 1001}],
+    )
+    predictions = model.predict(...)
+```
+
+`store.mlflow` is lazy-initialized on first access. When MLflow is not installed or `enabled` is `false`, it returns `None` — so existing code that doesn't use MLflow is unaffected.
+
+### Model-to-Feature Resolution
+
+This is the capability that closes the loop between experiment tracking and production serving. Given any registered model URI, Feast can tell you exactly which feature service it needs:
+
+```python
+fs_name = store.mlflow.resolve_features("models:/driver_model/1")
+# Returns: "driver_activity_v1"
+```
+
+Resolution follows a precise chain:
+
+1. Check the model version tag `feast.feature_service` (set by `register_model`)
+2. Fall back to the training run tag `feast.feature_service` (set by auto-logging)
+3. Validate against the `feast_features.json` artifact to ensure the feature service projections match the features the model was actually trained on
+
+If there is a mismatch : say someone renamed a feature in the service after training — `resolve_features()` raises `FeastMlflowModelResolutionError` with a clear diff. No silent serving skew.
+
+This enables a powerful production pattern: your serving pipeline doesn't hardcode feature names. It resolves them from the model:
+
+```python
+fs_name = store.mlflow.resolve_features(f"models:/driver_model/production")
+features = store.get_online_features(
+    features=store.get_feature_service(fs_name),
+    entity_rows=request_entities,
+)
+```
+
+Promote a new model version that uses different features, and the serving pipeline auto-adapts.
+
+<div style="display: flex; justify-content: center; margin: 2rem 0;">
+  <img src="/images/blog/registered_model_with_feature_service.png" alt="Registered model with feast.feature_service tag" style="width: 90%; border-radius: 8px; box-shadow: 0 2px 8px rgba(0,0,0,0.1);" />
+</div>
+
+### Training Reproducibility
+
+When `auto_log_entity_df: true`, the integration saves the entity DataFrame as a Parquet artifact on every historical retrieval. Later, you can reconstruct the exact training inputs:
+
+```python
+entity_df = store.mlflow.get_training_entity_df(run_id="abc123")
+
+with store.mlflow.start_run(run_name="retrain_v2"):
+    new_df = store.get_historical_features(
+        features=store.get_feature_service("driver_activity_v1"),
+        entity_df=entity_df,
+    ).to_df()
+```
+
+Even without entity DataFrame archival, Feast always logs metadata : row count, column names, date range, or the SQL query — so you have an audit trail of what went into the model.
+
+<div style="display: flex; justify-content: center; margin: 2rem 0;">
+  <img src="/images/blog/entity_dataframe.png" alt="Entity DataFrame saved as artifact in MLflow" style="width: 90%; border-radius: 8px; box-shadow: 0 2px 8px rgba(0,0,0,0.1);" />
+</div>
+
+### Operations Audit Trail
+
+When `log_operations: true`, `feast apply` and `feast materialize` are logged to a dedicated MLflow experiment (`{project}-feast-ops`). These are self-contained runs : they don't require a user-initiated active run:
+
+```yaml
+mlflow:
+  enabled: true
+  log_operations: true
+  ops_experiment_suffix: "-feast-ops"
+```
+
+Apply runs record which feature views, feature services, and entities were created, updated, or deleted. Materialize runs record the feature views, date range, and duration. This gives platform teams a time-series audit trail of every registry and materialization change.
+
+<div style="display: flex; justify-content: center; margin: 2rem 0;">
+  <img src="/images/blog/operation.png" alt="Operations audit trail in MLflow" style="width: 90%; border-radius: 8px; box-shadow: 0 2px 8px rgba(0,0,0,0.1);" />
+</div>
+
+### Dataset Tracking
+
+For teams that use MLflow's dataset tracking, the integration provides an explicit API:
+
+```python
+store.mlflow.log_training_dataset(
+    df=training_df,
+    dataset_name="driver_training_v1",
+    source="feast.get_historical_features",
+)
+```
+
+This uses `mlflow.data.from_pandas` and `mlflow.log_input` to register the DataFrame as a dataset input on the active run.
+
+## Two Access Patterns
+
+The integration provides two ways to access MLflow, depending on your preference:
+
+### 1. `store.mlflow` — explicit, multi-store safe
+
+```python
+store = FeatureStore(".")
+store.mlflow.start_run(run_name="training")
+store.mlflow.log_model(model, "model")
+```
+
+`store.mlflow` only exposes Feast-enhanced methods. For raw MLflow access, use the escape hatches:
+
+```python
+store.mlflow.client        # MlflowClient instance
+store.mlflow.mlflow        # raw mlflow module
+```
+
+### 2. `feast.mlflow` — drop-in module replacement
+
+```python
+import feast.mlflow
+
+feast.mlflow.start_run(run_name="training")      # Feast-enhanced
+feast.mlflow.log_params({"lr": "0.01"})           # passthrough to mlflow
+feast.mlflow.log_model(model, "model")            # Feast-enhanced
+```
+
+`feast.mlflow` auto-discovers the most recently created `FeatureStore`. For Feast-specific methods (like `log_model`, `register_model`, `resolve_features`), it uses the enhanced version. For everything else (`log_params`, `set_tag`, `MlflowClient`, ...), it delegates to raw `mlflow`. One import, both worlds.
+
+## Feast UI Integration
+
+The Feast UI automatically surfaces MLflow data when the integration is enabled. Three new API endpoints power the UI:
+
+| Endpoint | What it shows |
+|----------|---------------|
+| `/api/mlflow-runs` | All Feast-tagged runs with linked registered models |
+| `/api/mlflow-feature-usage` | Per-feature-view: run count, last used, associated models |
+| `/api/mlflow-feature-models` | Reverse index: feature ref to registered models |
+
+The feature view detail page shows MLflow training run count, last-used date, and a table of registered models that depend on the view. The registry graph visualization draws edges from feature services through MLflow runs to registered models.
+
+When MLflow is not enabled, these endpoints return empty responses and the UI components are hidden — no visual noise for users who don't use MLflow.
+
+<div style="display: flex; gap: 1rem; justify-content: center; margin: 2rem 0;">
+  <img src="/images/blog/mlflow_featurelist.png" alt="Feast UI Feature List with MLflow model associations" style="width: 48%; border-radius: 8px; box-shadow: 0 2px 8px rgba(0,0,0,0.1);" />
+  <img src="/images/blog/mlflow_dashboard.png" alt="Feast UI Feature View detail with MLflow usage" style="width: 48%; border-radius: 8px; box-shadow: 0 2px 8px rgba(0,0,0,0.1);" />
+</div>
+
+## Configuration Reference
+
+| Option | Type | Default | Description |
+|--------|------|---------|-------------|
+| `enabled` | `bool` | `false` | Master switch |
+| `tracking_uri` | `string` | (env/default) | MLflow tracking URI |
+| `auto_log` | `bool` | `true` | Auto-tag runs on retrieval |
+| `auto_log_entity_df` | `bool` | `false` | Save entity DataFrame as artifact |
+| `entity_df_max_rows` | `int` | `100000` | Skip artifact for large DataFrames |
+| `log_operations` | `bool` | `false` | Log apply/materialize to ops experiment |
+| `ops_experiment_suffix` | `string` | `"-feast-ops"` | Ops experiment name suffix |
+
+## Getting Started
+
+Install Feast with MLflow support:
+
+```bash
+pip install feast[mlflow]
+```
+
+Add the `mlflow:` block to your `feature_store.yaml`, start an MLflow tracking server, and run your training code. Features are automatically linked to experiments from the first retrieval.
+
+<div style="display: flex; justify-content: center; margin: 2rem 0;">
+  <img src="/images/blog/end_to_end_lineage.png" alt="End-to-end lineage from data source to registered model" style="width: 90%; border-radius: 8px; box-shadow: 0 2px 8px rgba(0,0,0,0.1);" />
+</div>
+
+## Join the Conversation
+
+We'd love to hear how you're using (or plan to use) the Feast–MLflow integration. Reach out on [Slack](https://slack.feast.dev/) or [GitHub](https://github.com/feast-dev/feast) — issues and PRs welcome!
+
+
diff --git a/infra/website/docs/blog/feast-offline-store-sox-metrics.md b/infra/website/docs/blog/feast-offline-store-sox-metrics.md
new file mode 100644
index 00000000000..a41f951f604
--- /dev/null
+++ b/infra/website/docs/blog/feast-offline-store-sox-metrics.md
@@ -0,0 +1,386 @@
+---
+title: "Extending Feast Observability: Offline Store Metrics and SOX Audit Logging"
+description: "Feast now captures RED metrics for offline store retrievals and emits structured SOX audit logs for both online and offline feature access — closing the observability gap between serving and training paths."
+date: 2026-06-09
+authors: ["Jitendra Yejare"]
+---
+
+<div class="hero-image">
+  <img src="/images/blog/feast-metrics-hero.png" alt="Feast Offline Store Metrics and SOX Audit Logging — Prometheus metrics for offline retrievals and structured audit logs for compliance" loading="lazy">
+</div>
+
+# Extending Feast Observability: Offline Store Metrics and SOX Audit Logging
+
+In [our previous post](/blog/feast-feature-server-monitoring), we introduced built-in Prometheus metrics for the Feast feature server — covering the full online serving lifecycle from HTTP request handling through online store reads, on-demand feature transformations, materialization pipelines, and feature freshness tracking.
+
+That covered the **online** path. But production ML systems don't just serve features in real time — they also build training datasets through offline store retrievals. And for teams operating in regulated environments (financial services, healthcare, government), observability isn't enough. You need an **auditable record** of who accessed what data, when, and how much.
+
+This post covers two new capabilities added to Feast:
+
+1. **Offline Store RED Metrics** — Prometheus counters and histograms for offline store retrieval operations (request rate, error rate, latency, row counts)
+2. **SOX Audit Logging** — Structured JSON audit log entries for both online and offline feature retrieval paths, routed to a dedicated `feast.audit` logger
+
+Together, these close the observability gap between online and offline operations and give compliance teams the structured audit trail they need.
+
+## Offline Store Metrics: Closing the Observability Gap
+
+The online feature server already had comprehensive metrics, but the offline store — where `get_historical_features` queries execute against your data warehouse to build training datasets — had zero instrumentation. This matters because training-serving skew, stalled pipelines, and data volume anomalies all originate in the offline path.
+
+### The Problem
+
+Without offline store metrics, teams faced three blind spots:
+
+- **Silent training failures** — An offline retrieval that returns incomplete data (or errors out) produces a corrupted training dataset. Models trained on bad data degrade in production, and without metrics, there's no signal until prediction quality drops.
+- **Invisible pipeline stalls** — A `get_historical_features` call that normally takes 30 seconds but suddenly takes 10 minutes looks like a "hang" from the orchestrator's perspective. No latency metrics means no alerting until the pipeline times out.
+- **Data volume anomalies** — If a typical training query returns 500K rows but suddenly returns 50K, something changed upstream. Without row count tracking, this silently propagates into model training.
+
+### How Feast Solves It
+
+Feast now automatically captures RED metrics (Rate, Errors, Duration) for every offline store retrieval — regardless of the backend. Whether you're running against BigQuery, Redshift, Snowflake, DuckDB, or local files, you get the same three Prometheus metrics out of the box:
+
+- **`feast_offline_store_request_total`** — Counts every retrieval, labeled by success/error. Set an alert and know immediately when training pipelines start failing.
+- **`feast_offline_store_request_latency_seconds`** — Latency histogram with buckets tuned for offline workloads (`0.1s` to `10min`). Set SLOs and catch slow queries before pipelines time out.
+- **`feast_offline_store_row_count`** — Row count histogram covering `100` to `5M` rows. Detect data volume anomalies before they reach model training.
+
+Metrics collection never interferes with your queries — if the metrics path fails for any reason, your offline retrieval completes normally.
+
+```
+# Alert when offline retrievals start failing
+- alert: FeastOfflineStoreErrors
+  expr: rate(feast_offline_store_request_total{status="error"}[15m]) > 0
+  for: 5m
+  labels:
+    severity: critical
+  annotations:
+    summary: >
+      Offline store retrievals are failing ({{ $value }} errors/sec).
+      Training pipelines may be producing incomplete datasets.
+```
+
+## Why SOX Audit Logging Matters
+
+For organizations subject to SOX (Sarbanes-Oxley), GDPR, HIPAA, or other regulatory frameworks, you need to answer questions like:
+
+- *Who accessed customer features at 3:47 PM on March 15th?*
+- *Which feature views were involved in the training dataset built yesterday?*
+- *How many rows of PII-adjacent data were retrieved by the batch scoring pipeline?*
+
+Before this change, answering these questions required parsing unstructured application logs and correlating timestamps across services. Feature stores sit at the intersection of data access and ML model behavior — yet most have no structured audit trail.
+
+Feast now emits **structured JSON audit entries** for both online and offline retrieval paths, routed to a dedicated `feast.audit` logger that can be independently sent to your SIEM, log aggregator, or compliance sink — without touching your operational log pipeline.
+
+What makes this production-ready:
+
+- **PII-minimized by design.** Entity key *names* are logged, not *values*. A compliance auditor sees "the ML pipeline accessed `user_id` features from `transaction_features` at 3:47 PM" without the log itself containing PII.
+- **Dedicated logger.** Audit entries go to `feast.audit`, separate from the application logger. Route them to a SOX-compliant sink (Splunk, ELK with retention policies, S3 with WORM locks) independently.
+- **Never breaks your serving path.** Audit logging is best-effort — a broken audit sink never affects feature serving latency or availability.
+- **Zero overhead when disabled.** `audit_logging` defaults to `false`. Enable it only when you need it.
+
+## The New Metrics
+
+### Offline Store RED Metrics
+
+| Metric | Type | Labels | What It Answers |
+|--------|------|--------|-----------------|
+| `feast_offline_store_request_total` | Counter | `method`, `status` | What is my offline retrieval throughput and error rate? |
+| `feast_offline_store_request_latency_seconds` | Histogram | `method` | How long are my training data queries taking? |
+| `feast_offline_store_row_count` | Histogram | `method` | How much data are my offline retrievals returning? |
+
+The `method` label captures the retrieval type (`to_arrow`), and `status` is `success` or `error`. The latency histogram uses wide buckets tuned for offline workloads: `0.1s, 0.5s, 1s, 5s, 10s, 30s, 60s, 2min, 5min, 10min` — because offline queries can range from sub-second (small entity sets against local files) to minutes (large point-in-time joins against BigQuery or Redshift).
+
+The row count histogram uses exponential buckets: `100, 1K, 10K, 100K, 500K, 1M, 5M` — covering the range from small test retrievals to production training datasets.
+
+### SOX Audit Log Entries
+
+**Online feature request audit entry:**
+
+```json
+{
+    "event": "online_feature_request",
+    "timestamp": "2026-06-07T14:42:29.739Z",
+    "requestor_id": "service-account:ml-pipeline",
+    "entity_keys": ["driver_id"],
+    "entity_count": 5,
+    "feature_views": ["driver_hourly_stats"],
+    "feature_count": 3,
+    "status": "success",
+    "latency_ms": 12.45
+}
+```
+
+**Offline feature retrieval audit entry:**
+
+```json
+{
+    "event": "offline_feature_retrieval",
+    "timestamp": "2026-06-07T14:42:29.739Z",
+    "method": "to_arrow",
+    "start_time": "2026-06-07T14:42:29.697Z",
+    "end_time": "2026-06-07T14:42:29.739Z",
+    "feature_views": ["driver_hourly_stats"],
+    "feature_count": 3,
+    "row_count": 150000,
+    "status": "success",
+    "duration_ms": 42.39
+}
+```
+
+Each entry is a single JSON line, making it trivial to parse with `jq`, ingest into Elasticsearch, or stream to a Kafka topic for compliance processing.
+
+**Note on accessor identity:** Online audit entries include `requestor_id`, extracted from the Feast authentication layer (SecurityManager). Offline retrievals run as direct SDK calls in the user's own process (a notebook, Airflow task, or training script) — there is no server in the middle to extract auth context. In production SOX environments, offline accessor identity is typically established at the infrastructure level: the Kubernetes service account running the job, the IAM role accessing the data warehouse, or the CI/CD pipeline identity. A future enhancement could optionally capture identity from `os.getenv("USER")` or an explicit SDK parameter.
+
+## Enabling the New Metrics
+
+### YAML Configuration
+
+Add `offline_features` and `audit_logging` to your `feature_store.yaml`:
+
+```yaml
+feature_server:
+  metrics:
+    enabled: true
+    resource: true
+    request: true
+    online_features: true
+    push: true
+    materialization: true
+    freshness: true
+    offline_features: true    # NEW: Offline store RED metrics
+    audit_logging: true       # NEW: SOX audit log entries
+```
+
+`offline_features` defaults to `true` when metrics are enabled (consistent with other categories). `audit_logging` defaults to `false` — it's opt-in because audit entries have a non-trivial cost (JSON serialization + I/O per request) and are only needed in regulated environments.
+
+### CLI
+
+When using `feast serve --metrics`, offline store metrics are enabled by default. Audit logging still requires the YAML toggle since it's opt-in.
+
+### Routing Audit Logs
+
+The `feast.audit` logger is a standard Python logger. Configure it like any other:
+
+```python
+import logging
+
+audit_logger = logging.getLogger("feast.audit")
+audit_logger.setLevel(logging.INFO)
+audit_logger.propagate = False
+
+handler = logging.FileHandler("/var/log/feast/audit.log")
+handler.setFormatter(logging.Formatter("%(message)s"))
+audit_logger.addHandler(handler)
+```
+
+Or route to a JSON-aware sink in production:
+
+```yaml
+# logging.yaml for production
+loggers:
+  feast.audit:
+    level: INFO
+    propagate: false
+    handlers: [audit_file, splunk_forwarder]
+```
+
+## Key PromQL Queries for Offline Store
+
+**Throughput and errors:**
+
+```promql
+# Offline retrieval rate
+rate(feast_offline_store_request_total[5m])
+
+# Offline error rate
+sum(rate(feast_offline_store_request_total{status="error"}[5m]))
+  / sum(rate(feast_offline_store_request_total[5m]))
+```
+
+**Latency percentiles:**
+
+```promql
+# Offline retrieval p95 latency
+histogram_quantile(0.95,
+  sum(rate(feast_offline_store_request_latency_seconds_bucket[5m])) by (le))
+
+# Average offline retrieval duration
+rate(feast_offline_store_request_latency_seconds_sum[5m])
+  / rate(feast_offline_store_request_latency_seconds_count[5m])
+```
+
+**Row count analysis:**
+
+```promql
+# Average rows per retrieval
+feast_offline_store_row_count_sum / feast_offline_store_row_count_count
+
+# p95 row count (detect large retrievals)
+histogram_quantile(0.95,
+  sum(rate(feast_offline_store_row_count_bucket[5m])) by (le))
+```
+
+## Building Alerts for Offline Store
+
+### Offline Retrieval Failures
+
+```yaml
+- alert: FeastOfflineStoreErrors
+  expr: rate(feast_offline_store_request_total{status="error"}[15m]) > 0
+  for: 5m
+  labels:
+    severity: critical
+  annotations:
+    summary: >
+      Offline store retrievals are failing.
+      Training pipelines may be producing incomplete datasets.
+```
+
+### Slow Offline Queries
+
+```yaml
+- alert: FeastOfflineStoreSlowQuery
+  expr: |
+    histogram_quantile(0.95,
+      sum(rate(feast_offline_store_request_latency_seconds_bucket[5m])) by (le)
+    ) > 300
+  for: 5m
+  labels:
+    severity: warning
+  annotations:
+    summary: >
+      Offline store p95 latency is {{ $value | humanizeDuration }}.
+      Training pipelines may be stalling.
+```
+
+### Row Count Anomaly
+
+```yaml
+- alert: FeastOfflineStoreRowCountDrop
+  expr: |
+    feast_offline_store_row_count_sum / feast_offline_store_row_count_count
+    < 0.5 * avg_over_time(
+      (feast_offline_store_row_count_sum / feast_offline_store_row_count_count)[1d:1h])
+  for: 10m
+  labels:
+    severity: warning
+  annotations:
+    summary: >
+      Average rows per offline retrieval dropped by >50%.
+      Possible upstream data issue.
+```
+
+## The Extended Grafana Dashboard
+
+We've extended the existing Feast Grafana dashboard with a dedicated **Offline Store** section containing six new panels:
+
+- **Offline Store Request Rate** — Rate of offline retrievals by method and status
+- **Offline Store Total Requests** — Cumulative request counts (stat panel)
+- **Offline Store Retrieval Latency (p50/p95/p99)** — Latency percentile time series
+- **Offline Store Row Count Distribution** — Row count percentiles over time
+- **Avg Offline Retrieval Duration** — Average duration per method
+- **Offline Store Error Rate** — Gauge showing current error percentage with threshold coloring
+
+<div class="content-image">
+  <img src="/images/blog/offline_store_operational_metrics.png" alt="Grafana dashboard showing dedicated offline store containing six new panels" loading="lazy">
+</div>
+
+These panels sit alongside the existing online store panels, giving you a single dashboard that covers both serving paths.
+
+For SOX compliance, a separate **Audit Trail** dashboard powered by Loki visualizes:
+
+- **Total Audited Events** — Count of all audited access events
+- **Online vs Offline Access Timeline** — Stacked time series showing access patterns
+- **Offline Data Volume** — Total rows retrieved over time, flagging bulk data exports
+- **Anomaly Detection** — Large row counts and slow queries that may need compliance review
+
+  <div class="content-image">
+    <img src="/images/blog/sox_compliance_and_access.png" alt="Grafana dashboard showing SOX compliance and access containing five new panels" loading="lazy">
+  </div>
+
+- **Live Audit Log Stream** — Raw structured audit entries, expandable for investigation
+
+  <div class="content-image">
+    <img src="/images/blog/sox_offline_store_audit_logs.png" alt="Grafana dashboard showing audit logs for offline store" loading="lazy">
+  </div>
+
+
+## Updated Metrics Summary
+
+| Category | Metric | What It Answers |
+|----------|--------|-----------------|
+| **Online** Request | `feast_feature_server_request_total` | What is my online throughput and error rate? |
+| **Online** Request | `feast_feature_server_request_latency_seconds` | What are my online p50/p99 latencies? |
+| **Online** Features | `feast_online_features_entity_count` | What is my online traffic shape? |
+| **Online** Store Read | `feast_feature_server_online_store_read_duration_seconds` | Is my online store the bottleneck? |
+| ODFV Transform | `feast_feature_server_transformation_duration_seconds` | How expensive are my read-path transforms? |
+| ODFV Transform | `feast_feature_server_write_transformation_duration_seconds` | How expensive are my write-path transforms? |
+| Push | `feast_push_request_total` | Is my ingestion pipeline sending data? |
+| Materialization | `feast_materialization_total` | Are my pipelines succeeding? |
+| Materialization | `feast_materialization_duration_seconds` | How long do my pipelines take? |
+| Freshness | `feast_feature_freshness_seconds` | How stale is the data my models are using? |
+| Resource | `feast_feature_server_cpu_usage / memory_usage` | Is my server healthy? |
+| **Offline** Request | `feast_offline_store_request_total` | What is my offline retrieval throughput? |
+| **Offline** Latency | `feast_offline_store_request_latency_seconds` | How long are my training queries taking? |
+| **Offline** Row Count | `feast_offline_store_row_count` | How much data are retrievals returning? |
+| **Audit** | `feast.audit` logger (online) | Who requested which features, when? |
+| **Audit** | `feast.audit` logger (offline) | Which training datasets were built, with how much data? |
+
+## How to Try It
+
+### Automated Demo
+
+We've extended the [feast-prometheus-metrics](https://github.com/ntkathole/feast-automated-setups/tree/main/feast-prometheus-metrics) automated demo to include offline store metrics and SOX audit logging. The extended traffic generator exercises both online and offline paths:
+
+```bash
+# Clone and run
+git clone https://github.com/ntkathole/feast-automated-setups.git
+cd feast-automated-setups/feast-prometheus-metrics
+
+# Run setup (uses feast from your environment)
+./setup.sh
+
+# Generate extended traffic including offline retrievals
+python3 generate_traffic_extended.py \
+    --url http://localhost:6566 \
+    --duration 120 \
+    --repo-path workspace/feast_demo/feature_repo \
+    --log-dir workspace/logs
+```
+
+After traffic generation, check the audit log:
+
+```bash
+# View structured audit entries
+cat workspace/logs/feast_audit.log | python3 -m json.tool
+
+# Count by event type
+cat workspace/logs/feast_audit.log | \
+  python3 -c "import sys,json; events=[json.loads(l)['event'] for l in sys.stdin]; print({e:events.count(e) for e in set(events)})"
+```
+
+### Manual Verification
+
+Verify offline store metrics are being emitted:
+
+```bash
+# Check the Prometheus metrics endpoint for offline store metrics
+curl -s http://localhost:8000 | grep feast_offline
+
+# Query Prometheus directly
+curl -s 'http://localhost:9090/api/v1/query?query=feast_offline_store_request_total'
+```
+
+### Enable in Your Deployment
+
+1. **Update `feature_store.yaml`** — Add `offline_features: true` and `audit_logging: true` to the metrics block
+2. **Configure audit log routing** — Set up a handler for the `feast.audit` logger in your logging config
+3. **Import the updated Grafana dashboard** — Add the offline store panels to your existing dashboard
+4. **Set up alerts** — Start with offline retrieval failures and row count anomalies
+
+
+We're excited to bring full-lifecycle observability to Feast — covering both the real-time serving path and the batch training path — and welcome feedback from the community!
+
+---
+
+*References:*
+- *[Existing blog: Monitoring Your Feast Feature Server with Prometheus and Grafana](https://feast.dev/blog/feast-feature-server-monitoring/)*
+- *[Feast Prometheus Metrics Demo](https://github.com/ntkathole/feast-automated-setups/tree/main/feast-prometheus-metrics)*
diff --git a/infra/website/docs/blog/feast-online-server-performance-tuning.md b/infra/website/docs/blog/feast-online-server-performance-tuning.md
new file mode 100644
index 00000000000..ffe29910b9e
--- /dev/null
+++ b/infra/website/docs/blog/feast-online-server-performance-tuning.md
@@ -0,0 +1,338 @@
+---
+title: "Tuning the Feast Feature Server for Sub-2ms Online Serving"
+description: "A practical guide to achieving low-latency, high-throughput feature serving with Feast on Kubernetes — from default configuration to production-grade performance with pre-computed feature vectors and benchmarks at every step."
+date: 2026-06-02
+authors: ["Nikhil Kathole"]
+---
+
+**Feast supports production-grade worker configuration, connection pooling, async reads, batched pipelines, serialization optimizations, and pre-computed feature vectors for the Python feature server.** This post walks through a real-world performance tuning exercise in two stages: first, server and client tuning that brings p99 latency down to **sub-5ms** for single-row requests; then, **pre-computed feature vectors** that push it further to **sub-2ms p99** — regardless of how many feature views your FeatureService spans. We share the benchmarking methodology, the exact configuration changes, and the measured impact of each step so you can apply the same approach to your own deployments.
+
+---
+
+## The Problem
+
+When you deploy Feast on Kubernetes using the [Feast Operator](https://docs.feast.dev/how-to-guides/production-deployment-topologies), the default configuration is designed for simplicity — a single Gunicorn worker, short keep-alive timeouts, and frequent registry refreshes. This is fine for development but leaves significant performance on the table for production workloads where every millisecond matters.
+
+We set out to answer a practical question: **how low can we push the Feast online server's p99 latency, and what does it take to get there?**
+
+---
+
+## Test Environment
+
+| Component | Configuration |
+|-----------|--------------|
+| **Online Store** | Redis 7.0.12 (standalone, in-cluster) |
+| **Registry** | PostgreSQL 16 (SQL registry) |
+| **Platform** | Kubernetes |
+| **Deployment** | Feast Operator with `FeatureStore` CR |
+
+We used a banking feature store project with multiple feature views spanning customer demographics, transactions, and behavioral profiles.
+
+All benchmarks run 200 iterations (after 30–50 warmup) for each scenario, measuring p50, p95, p99, and mean latency. Throughput is measured with 10 concurrent workers over 15 seconds.
+
+---
+
+## Three Access Modes
+
+Feast supports three ways to retrieve online features. Understanding how each one works is key to knowing where latency comes from — and where to optimize.
+
+### REST API
+
+```
+Client → HTTP POST (JSON) → Gunicorn/FastAPI Server → Redis mget() → JSON response
+```
+
+The simplest and most common pattern. Your application sends a JSON request to the feature server's `/get-online-features` endpoint. The server holds persistent Redis connections and a pre-loaded registry, so each request is just a Redis read plus JSON serialization. HTTP keep-alive reuses TCP/TLS connections across requests.
+
+### Direct SDK
+
+```
+Client (Python) → FeatureStore SDK → Redis mget() directly
+```
+
+The Python SDK connects to Redis directly — no HTTP hop, no JSON overhead. However, it pays for in-process registry lookups and entity key serialization on every call, and reads each FeatureView sequentially.
+
+### Remote SDK
+
+```
+Client (Python SDK) → HTTP POST → Feature Server → Redis → JSON → Client
+```
+
+The SDK delegates feature retrieval to a remote feature server over HTTP. This combines the worst of both worlds: SDK-side overhead *plus* an HTTP round-trip. Without connection pooling, each call creates a new TCP connection and TLS handshake.
+
+---
+
+## Baseline: Default Configuration
+
+With no tuning applied — a single Gunicorn worker, default timeouts, and no connection pooling:
+
+| Mode | p99 (1 row) | p99 (5 rows) | Throughput |
+|------|----------------|-------------------|------------|
+| **REST API** | 6.92 ms | 4.94 ms | 480 RPS |
+| **Direct SDK** | 5.83 ms | 5.59 ms | — |
+| **Remote SDK** | 11.71 ms | **74.31 ms** | ~2 RPS |
+
+The REST API and Direct SDK are already in the 5–7ms range out of the box, but the Remote SDK fails badly — p99 spiking to **74ms** at just 5 rows due to per-request TCP/TLS setup overhead. This is our starting point.
+
+---
+
+## Server-Side Configuration
+
+These are changes you apply to the **feature server deployment** — no code changes needed, just configuration via the `FeatureStore` CR and Redis runtime settings.
+
+### Worker Tuning via the Feast Operator
+
+The Feast Operator exposes `workerConfigs` in the `FeatureStore` CR, letting you tune the Gunicorn server without rebuilding images:
+
+```yaml
+apiVersion: feast.dev/v1alpha1
+kind: FeatureStore
+spec:
+  services:
+    onlineStore:
+      server:
+        workerConfigs:
+          workers: -1              # Auto: 2 × CPU cores + 1
+          keepAliveTimeout: 120    # Reuse connections longer
+          maxRequests: 5000        # Recycle workers to prevent memory leaks
+          maxRequestsJitter: 200   # Stagger recycling
+          registryTTLSeconds: 300  # Reduce registry refresh overhead
+          workerConnections: 2000  # High-concurrency support
+```
+
+Setting `workers: -1` on a 4-core pod gives 9 Gunicorn workers, each with its own event loop and Redis connection. This is the **single most impactful change** — it transforms the server from single-threaded to multi-process, dropping 5-row p99 from ~10ms to ~8ms and putting us on the path to sub-5ms.
+
+### Redis Runtime Tuning
+
+Three Redis settings made a measurable difference:
+
+- **`hz 100`** (default 10) — Redis processes expired keys and timeouts 10x faster, reducing tail latency spikes.
+- **`tcp-keepalive 60`** (default 300) — Detects dead connections 5x faster, freeing resources sooner.
+- **`save ""`** (disable RDB persistence) — Eliminates periodic snapshot I/O that causes 10–50ms p99 spikes. Since features are materialized from the offline store and reconstructible at any time, persistence is unnecessary.
+
+### High Availability and Auto-Scaling
+
+For production, we added horizontal scaling and availability guarantees using the Feast Operator's [built-in HA support](https://docs.feast.dev/how-to-guides/feast-snowflake-gcp-aws/scaling-feast):
+
+```yaml
+spec:
+  replicas: 2
+  services:
+    onlineStore:
+      server:
+        resources:
+          requests:
+            cpu: 500m
+            memory: 512Mi
+          limits:
+            cpu: "2"
+            memory: 2Gi
+  scaling:
+    autoscaling:
+      minReplicas: 2
+      maxReplicas: 10
+      metrics:
+      - type: Resource
+        resource:
+          name: cpu
+          target:
+            type: Utilization
+            averageUtilization: 70
+    pdb:
+      minAvailable: 1
+```
+
+When scaling is enabled, the operator auto-injects pod anti-affinity and zone topology spread constraints, ensuring replicas land on different nodes for resilience. With HPA, the cluster auto-scales based on CPU utilization — we observed it scaling from 2 to 3 pods in response to load during benchmarks. At 10 pods with 9 workers each, theoretical throughput reaches ~7,180 RPS (~25.8M RPH).
+
+### Server-side quick wins summary
+
+1. **Set `workers: -1`** — single most impactful change
+2. **Disable Redis persistence** — `CONFIG SET save ""`
+3. **Set `registryTTLSeconds: 300`** — reduce registry refresh overhead
+4. **Use `replicas: 2`** minimum with HPA for burst capacity
+5. **Set resource limits** — defaults are far too low for production
+
+---
+
+## Client-Side Configuration
+
+These are changes you apply on the **client** — how the SDK connects to the feature server and which access mode you choose.
+
+### Connection Pooling for the Remote SDK
+
+The biggest problem with the Remote SDK was that every call created a brand-new `requests.Session`, established a fresh TCP connection, negotiated TLS, and then threw it all away — adding 2–4ms per call for HTTPS endpoints.
+
+Feast now includes `HttpSessionManager` — a thread-safe, singleton session manager that reuses HTTP connections across requests with configurable pooling and retry:
+
+```yaml
+online_store:
+  type: remote
+  path: https://feast-server:443
+  connection_pool_size: 50
+  connection_idle_timeout: 300
+  connection_retries: 3
+```
+
+This dropped Remote SDK 5-row p99 from **74ms to 21ms** — a 72% reduction — by eliminating the per-request TLS handshake.
+
+### Choosing the right access mode
+
+| Use Case | Recommended Mode | Why |
+|----------|-----------------|-----|
+| **Application serving** | REST API | Sub-5ms single-row p99, simplest integration, 718 RPS per pod |
+| **Python ML pipeline** | Direct SDK | No HTTP hop, sub-5ms p99, native protobuf |
+| **Async Python applications** | Async Direct SDK | Non-blocking, batched pipeline, sub-5ms p99 |
+| **Cross-cluster serving** | Remote SDK + pooling | When the client can't reach Redis directly; 760 RPS with pooling |
+
+---
+
+## Code Enhancements in Feast
+
+Beyond configuration, several code-level improvements in Feast itself contributed to reaching sub-5ms p99. These require no user configuration — just upgrading to the latest Feast version.
+
+### Serialization Optimization
+
+The feature server used `google.protobuf.json_format.MessageToDict` to convert protobuf responses to JSON — a generic, reflection-based serializer that was a meaningful fraction of server-side latency. Replacing it with an optimized custom dict builder delivered a **66% throughput increase** (432 to 718 RPS) and **72% reduction in tail latency under load** (132ms to 37ms p99).
+
+### Async Redis Reads with Batched Pipeline
+
+The `RedisOnlineStore` had async support (`online_read_async` with `redis_asyncio`), but the `async_supported` property was not overridden, so the feature server never used it. Enabling it unlocks non-blocking I/O on the server side — the FastAPI handler calls `get_online_features_async` directly instead of wrapping the sync path in `run_in_threadpool`.
+
+Additionally, the base class async path issued O(N_feature_views) separate round trips to Redis via `asyncio.gather`. We added a `get_online_features_async` override to `RedisOnlineStore` that batches all HMGET commands across all feature views into a **single async pipeline execution** (O(1) round trips), matching the existing sync batched pipeline. This cut async 5-row p99 from ~11ms to **5.6ms** — a 49% improvement.
+
+### Cached Per-Request Checks
+
+`_check_versioned_read_support()` performed up to 7 lazy module imports on **every request** to determine if the current online store supports versioned reads. We cache the result per store instance, resolving imports once and eliminating ~0.5–1ms of overhead per request.
+
+### Skip Duplicate Feature Resolution
+
+When auth is `no_auth` (the common case), the feature server was resolving feature views solely to check permissions (which are no-ops), then resolving them again inside `get_online_features`. We skip the first resolution entirely, avoiding a redundant registry lookup.
+
+### Session Wrapping Fix
+
+The `rest_error_handling_decorator` re-wrapped cached `requests.Session` HTTP methods on every call. After ~1000 requests, this caused progressive performance degradation and eventually a `RecursionError`. We now wrap each method exactly once per session lifetime, fixing Remote SDK stability and enabling it to sustain **760 RPS**.
+
+---
+
+## Final Results
+
+After applying all server-side configuration, client-side configuration, and code enhancements:
+
+### Stage 1: Tuning only (sub-5ms target)
+
+| Mode | p50 (1 row) | p99 (1 row) | p50 (5 rows) | p99 (5 rows) | Throughput |
+|------|----------|----------|----------|----------|------------|
+| **REST API** | 3.34 ms | **4.61 ms** | 7.88 ms | 11.32 ms | 718 RPS |
+| **REST API (FeatureService)** | 4.21 ms | **6.15 ms** | 9.15 ms | 17.43 ms | — |
+| **Direct SDK** | 3.12 ms | **4.21 ms** | 3.29 ms | **4.60 ms** | 402 RPS |
+| **Direct SDK (FeatureService)** | 3.48 ms | **5.70 ms** | 3.44 ms | **5.10 ms** | — |
+| **Async Direct SDK** | 3.25 ms | **6.25 ms** | 3.47 ms | **8.72 ms** | — |
+| **Async Direct SDK (FeatureService)** | 3.60 ms | **4.84 ms** | 3.76 ms | **5.13 ms** | — |
+| **Remote SDK** | 3.34 ms | **5.30 ms** | 8.15 ms | 11.63 ms | 760 RPS |
+| **Remote SDK (FeatureService)** | 3.78 ms | **5.17 ms** | 9.86 ms | 16.06 ms | — |
+
+### Stage 2: Pre-computed vectors (sub-2ms target)
+
+| Batch Size | p50 Regular | p99 Regular | p50 Precomputed | p99 Precomputed | Speedup (p50) |
+|---|---|---|---|---|---|
+| 1 | 5.95 ms | 10.74 ms | **0.98 ms** | **1.70 ms** | 6.1x |
+| 5 | 9.66 ms | 44.91 ms | **1.37 ms** | **3.00 ms** | 7.1x |
+| 10 | 16.60 ms | 60.37 ms | **1.81 ms** | **2.07 ms** | 9.2x |
+| 50 | 60.07 ms | 120.12 ms | **5.27 ms** | **7.49 ms** | 11.4x |
+| 100 | 85.58 ms | 208.18 ms | **9.48 ms** | **114.38 ms** | 9.0x |
+| 500 | 218.79 ms | 424.91 ms | **40.25 ms** | **198.13 ms** | 5.4x |
+
+**Key takeaways:**
+
+- **Stage 1 (tuning)** gets all SDK modes to **sub-5ms p99** for single-row requests — REST API at 4.61ms, Direct SDK at 4.21ms, Async SDK at 4.84ms.
+- **Stage 2 (pre-computed vectors)** pushes latency to **sub-2ms p99** for single-row requests — a 6x improvement over the tuned regular path.
+- **REST API** delivers the best throughput at **718 RPS** (2.6M RPH); **Remote SDK** sustains **760 RPS** after the session wrapping fix.
+- For FeatureServices spanning multiple feature views, **`precompute_online=True` is the single most impactful optimization** — it changes the read complexity from O(N feature views) to O(1).
+- At large batch sizes, the bottleneck shifts from store I/O to Python CPU overhead (protobuf deserialization). For these workloads, split large requests into smaller batches on the client side.
+
+---
+
+## A Note on Online Store Selection
+
+All benchmarks in this post used a **standalone Redis pod** running in the same Kubernetes cluster as the feature server. Production deployments often use managed services — here's how that changes the picture.
+
+**Managed Redis** (ElastiCache, Memorystore, Azure Cache for Redis) provides dedicated compute, optimized networking, cluster mode for sharding, and automatic failover. In our benchmarks, Redis RTT was ~0.5ms (in-cluster). A managed instance in the **same availability zone** would deliver comparable latency with more consistent tail behavior. Cross-AZ hops add 1–2ms per request.
+
+**DynamoDB** offers zero operational overhead and automatic scaling. When the feature server runs in the **same AWS region and VPC**, single-digit millisecond reads are typical (1–5ms for eventually consistent reads). With [DAX](https://aws.amazon.com/dynamodb/dax/), read latency drops to microseconds for cached items. A same-region setup could deliver comparable sub-5ms p99 for single-row reads.
+
+Feast also supports PostgreSQL, SQLite, Snowflake, Bigtable, and more. The general rule is: **the online store is the single largest factor in `get_online_features()` latency** — choose based on your latency budget, throughput needs, and operational requirements. The tuning steps in this post (worker configuration, registry caching, connection pooling, serialization optimization) apply equally to all stores — they optimize the layers above.
+
+---
+
+## Pre-computed Feature Vectors
+
+The tuning steps above achieve our first target: **sub-5ms p99** for single-row requests. But for FeatureServices spanning multiple feature views, per-FV read fan-out becomes the dominant bottleneck — each request issues N separate store reads, N protobuf deserializations, and N response assemblies. To reach our final target of **sub-2ms**, we need to eliminate this fan-out entirely.
+
+**Pre-computed feature vectors** do exactly that: at materialize time, all features for a FeatureService are assembled into a single serialized blob per entity. At read time, one key lookup replaces N feature-view reads — reducing the operation from O(N feature views) to O(1) and delivering **sub-2ms p99 latency**.
+
+### How it works
+
+1. **Define** a FeatureService with `precompute_online=True`:
+
+```python
+scoring_service = FeatureService(
+    name="realtime_scoring",
+    features=[user_profile_fv, transaction_fv, risk_fv],
+    precompute_online=True,
+)
+```
+
+2. **Apply** and **materialize** as usual — vectors are built automatically:
+
+```bash
+feast apply
+feast materialize-incremental $(date -u +"%Y-%m-%dT%H:%M:%S")
+```
+
+Feast detects which FeatureServices have `precompute_online=True` and rebuilds their pre-computed vectors after the per-feature-view writes complete. Vectors are also refreshed automatically on `feast push`.
+
+3. **Read** features as usual — the server automatically uses the pre-computed path:
+
+```python
+features = store.get_online_features(
+    features=store.get_feature_service("realtime_scoring"),
+    entity_rows=[{"user_id": "U12345"}],
+    full_feature_names=True,
+)
+```
+
+### Design decisions
+
+- **Store-agnostic**: The pre-computed logic lives in the base `OnlineStore` class and works with all backends (Redis, DynamoDB, PostgreSQL, etc.). No store-specific code is needed.
+- **Opt-in**: `precompute_online` defaults to `False`. Existing deployments are completely unaffected.
+- **Strict error handling**: When `precompute_online=True`, there is no silent fallback to per-FV reads. If vectors are missing or stale, the server raises a `RuntimeError`, making problems visible immediately.
+- **Schema-aware**: A fingerprint of feature names detects schema changes and rejects stale vectors, with column-order-independent comparison.
+- **Per-FV TTL enforcement**: Individual feature view TTLs are checked within the pre-computed blob.
+- **Materialized view pattern**: Conceptually similar to a database materialized view — trades storage for read speed with explicit refresh.
+
+### Benchmark: precomputed vs regular path
+
+We benchmarked a FeatureService spanning multiple feature views against the same features read via the regular per-feature-view path. All numbers from the same pod, same run, 200 iterations with 30 warmup.
+
+| Batch Size (rows/request) | p50 Regular | p50 Precomputed | p99 Regular | p99 Precomputed | Speedup (p50) |
+|---|---|---|---|---|---|
+| 1 | 5.95 ms | **0.98 ms** | 10.74 ms | **1.70 ms** | 6.1x |
+| 5 | 9.66 ms | **1.37 ms** | 44.91 ms | **3.00 ms** | 7.1x |
+| 10 | 16.60 ms | **1.81 ms** | 60.37 ms | **2.07 ms** | 9.2x |
+| 50 | 60.07 ms | **5.27 ms** | 120.12 ms | **7.49 ms** | 11.4x |
+
+For the typical production use case of 1–10 rows per inference request, pre-computed vectors deliver **sub-2ms p99** — well under any reasonable SLA target. The speedup ranges from **6x to 9x** depending on batch size, with p50 consistently under 2ms for up to 10 rows.
+
+---
+
+## Try It Yourself
+
+To deploy the same setup:
+
+1. Deploy Feast with the Feast Operator using a `FeatureStore` CR with `workerConfigs`
+2. Use Redis as the online store and PostgreSQL for the registry
+3. Apply the [production tuning guide](https://docs.feast.dev/how-to-guides/online-server-performance-tuning) for worker configuration, registry caching, and scaling
+4. For FeatureServices spanning multiple feature views, enable `precompute_online=True` and materialize — see the [feature service docs](https://docs.feast.dev/getting-started/concepts/feature-retrieval#pre-computed-feature-vectors-precompute_online)
+5. Monitor with [built-in Prometheus metrics](https://docs.feast.dev/reference/feature-servers/python-feature-server) — `feast_feature_server_request_latency_seconds` is your primary SLI
+
+We'd love to hear about your production performance results. Join the conversation on [Feast Slack](https://slack.feast.dev) or open an issue on [GitHub](https://github.com/feast-dev/feast).
diff --git a/infra/website/docs/blog/feast-openai-compatible-api.md b/infra/website/docs/blog/feast-openai-compatible-api.md
new file mode 100644
index 00000000000..f228836afd6
--- /dev/null
+++ b/infra/website/docs/blog/feast-openai-compatible-api.md
@@ -0,0 +1,364 @@
+---
+title: "Using Feast's OpenAI Compatible Search API"
+description: "Feast now exposes an OpenAI-compatible vector store search endpoint. Send a plain text query, get results back in the standard OpenAI format. No client-side embeddings required."
+date: 2026-07-07
+authors: ["Chaitanya Patel", "Nikhil Kathole"]
+---
+
+<div class="hero-image">
+  <img src="/images/blog/feast-openai-compat-flow.png" alt="Sequence diagram showing a client sending a text query to Feast, which embeds and searches server-side" loading="lazy">
+</div>
+
+If you've tried to connect an AI agent to Feast's vector search, you've probably hit this wall: the agent needs to search your feature store, but Feast expects a raw embedding vector. The agent doesn't have one. It has a question in English.
+
+Until now, the workaround was ugly. You'd call an embedding provider (OpenAI, Ollama, whatever) to turn the text into a float array, then pass that array to Feast's vector search endpoint (`POST /search`, formerly `retrieve-online-documents`). Every client had to know both APIs, carry both sets of credentials, and run glue code whose only job was bridging the gap.
+
+Feast now has a new endpoint: `POST /v1/vector_stores/{vector_store_id}/search`. It follows the [OpenAI Vector Store Search API](https://platform.openai.com/docs/api-reference/vector-stores-search) format, including proper `vs_{hash}` identifiers for vector stores. You send text, Feast handles the embedding internally, and you get results back in the same JSON shape that OpenAI returns. No float arrays, no extra SDK.
+
+Each feature view with vector search enabled gets a deterministic `vs_` identifier (e.g. `vs_a1b2c3d4e5f6...`). Discover them via `GET /v1/vector_stores`.
+
+## The two-API tax
+
+Here's what searching Feast looked like before:
+
+```python
+import openai
+import requests
+
+# Step 1: Call the embedding provider yourself
+embed_response = openai.embeddings.create(
+    model="text-embedding-3-small",
+    input="wireless noise-cancelling headphones"
+)
+query_vector = embed_response.data[0].embedding  # 1536 floats
+
+# Step 2: Call Feast's proprietary API with the raw vector
+result = requests.post("http://feast-server:6566/search", json={
+    "features": [
+        "product_catalog:vector",
+        "product_catalog:name",
+        "product_catalog:description",
+        "product_catalog:price",
+    ],
+    "query": query_vector,
+    "top_k": 5,
+    "api_version": 2,
+})
+```
+
+This works fine. But it has costs that add up:
+
+- Every service calling Feast needs an embedding SDK, an API key, and logic to handle the embedding call. Five microservices means five places managing embedding credentials.
+- LLM agents can't use it. They discover tools through MCP or function calling, and they know how to call OpenAI-shaped endpoints. They don't know how to compute embeddings and pass raw float arrays to a custom API.
+- The embedding model becomes a client-side decision. Different clients might use different models or versions, which means inconsistent search results against the same vector store.
+- Feast's filter syntax is its own format. Not something an agent framework knows out of the box.
+
+## One endpoint, standard format
+
+With the new endpoint, that same search looks like this:
+
+```python
+import requests
+
+# First, discover your vector store IDs
+stores = requests.get("http://feast-server:6566/v1/vector_stores").json()
+vs_id = stores["data"][0]["id"]  # e.g. "vs_a1b2c3d4e5f6..."
+
+# Then search using the vs_ identifier
+result = requests.post(
+    f"http://feast-server:6566/v1/vector_stores/{vs_id}/search",
+    json={
+        "query": "wireless noise-cancelling headphones",
+        "max_num_results": 5,
+    },
+)
+```
+
+No embedding SDK. No raw vectors. The request and response match OpenAI's format, so anything that already talks to OpenAI can talk to Feast.
+
+### What happens under the hood
+
+When Feast receives this request, it:
+
+1. Embeds the query server-side using the model configured in `feature_store.yaml` (via [Sentence Transformers](https://www.sbert.net/) for local inference — no external API key required).
+2. Runs vector similarity search against the feature view's online store (Postgres/pgvector, Milvus, Elasticsearch, SQLite, or whatever backend you've configured).
+3. Applies filters if you provided any, using string equality, numeric comparisons, or compound AND/OR conditions in the OpenAI filter format.
+4. Returns results in OpenAI's `vector_store.search_results.page` format.
+
+Because the embedding model is a server-side configuration, every client gets consistent results. No more worrying about whether service A is using `text-embedding-3-small` while service B accidentally stuck with `ada-002`.
+
+## Setting it up
+
+### Step 1: Configure the embedding model
+
+Add an `embedding_model` section to your `feature_store.yaml`:
+
+```yaml
+project: my_project
+registry: data/registry.db
+provider: local
+
+online_store:
+  type: postgres
+  host: localhost
+  port: 5432
+  database: feast
+  user: feast
+  password: ${DB_PASSWORD}
+  pgvector_enabled: true
+  vector_len: 384
+  enable_openai_compatible_store: true
+
+embedding_model:
+  provider: sentence_transformers   # default; can be omitted
+  model: all-MiniLM-L6-v2
+```
+
+Feast uses [Sentence Transformers](https://www.sbert.net/) for embedding, so everything runs locally — no external API key required. You can use any HuggingFace model compatible with `SentenceTransformer`:
+
+```yaml
+# Default — lightweight, fast
+embedding_model:
+  model: all-MiniLM-L6-v2
+
+# Higher quality, larger model
+embedding_model:
+  model: BAAI/bge-small-en-v1.5
+```
+
+### Step 2: Define a feature view with vector search
+
+```python
+from feast import Entity, FeatureView, Field
+from feast.types import Array, Float32, String, Float64, Int64
+from datetime import timedelta
+
+product = Entity(name="product_id", join_keys=["product_id"])
+
+product_catalog = FeatureView(
+    name="product_catalog",
+    entities=[product],
+    schema=[
+        Field(
+            name="vector",
+            dtype=Array(Float32),
+            vector_index=True,
+            vector_search_metric="COSINE",
+        ),
+        Field(name="name", dtype=String),
+        Field(name="description", dtype=String),
+        Field(name="category", dtype=String),
+        Field(name="price", dtype=Float64),
+        Field(name="rating", dtype=Float64),
+    ],
+    source=product_source,
+    ttl=timedelta(days=7),
+)
+```
+
+### Step 3: Apply, load data, and serve
+
+```bash
+feast apply
+feast serve
+```
+
+### Step 4: Discover your vector store ID
+
+```bash
+curl http://localhost:6566/v1/vector_stores
+```
+
+```json
+{
+  "object": "list",
+  "data": [
+    {
+      "id": "vs_a1b2c3d4e5f6a1b2c3d4e5f6",
+      "object": "vector_store",
+      "name": "product_catalog",
+      "status": "completed",
+      "created_at": 1717200000
+    }
+  ]
+}
+```
+
+### Step 5: Search
+
+```bash
+curl -X POST http://localhost:6566/v1/vector_stores/vs_a1b2c3d4e5f6a1b2c3d4e5f6/search \
+  -H "Content-Type: application/json" \
+  -d '{
+    "query": "wireless noise-cancelling headphones",
+    "max_num_results": 3
+  }'
+```
+
+Response:
+
+```json
+{
+  "object": "vector_store.search_results.page",
+  "search_query": ["wireless noise-cancelling headphones"],
+  "data": [
+    {
+      "file_id": "vs_a1b2c3d4e5f6a1b2c3d4e5f6_42",
+      "filename": "vs_a1b2c3d4e5f6a1b2c3d4e5f6",
+      "score": 0.92,
+      "attributes": {
+        "name": "Sony WH-1000XM5",
+        "description": "Premium wireless noise-cancelling headphones",
+        "category": "Electronics",
+        "price": 349.99,
+        "rating": 4.8
+      },
+      "content": [
+        {"type": "text", "text": "Sony WH-1000XM5"},
+        {"type": "text", "text": "Premium wireless noise-cancelling headphones"},
+        {"type": "text", "text": "Electronics"}
+      ]
+    }
+  ],
+  "has_more": false,
+  "next_page": null
+}
+```
+
+The response follows OpenAI's `vector_store.search_results.page` schema. Any client that already parses OpenAI search results can parse this without changes.
+
+## Filtering
+
+The endpoint supports OpenAI-style filters for narrowing results beyond vector similarity. Filters work on the metadata stored alongside your vectors.
+
+### String filters
+
+```json
+{
+  "query": "running shoes",
+  "max_num_results": 5,
+  "filters": {
+    "type": "eq",
+    "key": "category",
+    "value": "Footwear"
+  }
+}
+```
+
+### Numeric filters
+
+```json
+{
+  "query": "budget laptop",
+  "max_num_results": 5,
+  "filters": {
+    "type": "lt",
+    "key": "price",
+    "value": 500.0
+  }
+}
+```
+
+### Compound filters (AND / OR)
+
+```json
+{
+  "query": "wireless earbuds",
+  "max_num_results": 5,
+  "filters": {
+    "type": "and",
+    "filters": [
+      {"type": "eq", "key": "category", "value": "Electronics"},
+      {"type": "gte", "key": "rating", "value": 4.5},
+      {"type": "lt", "key": "price", "value": 200.0}
+    ]
+  }
+}
+```
+
+Comparison operators: `eq`, `ne`, `gt`, `gte`, `lt`, `lte`, `in`, `nin`. Compound operators: `and`, `or`. These nest to arbitrary depth.
+
+Numeric and boolean filters require the `enable_openai_compatible_store` flag in your online store config, plus a `feast apply` to add the `value_num` column to existing tables. String filters work on all existing schemas without migration.
+
+## What this means for AI agents
+
+We built this with agents in mind. When Feast added [MCP support](./feast-agents-mcp) earlier this year, agents could discover and call Feast tools dynamically. But vector search still had this gap where the agent needed to produce a float array. LLMs can't do that.
+
+Now the search tool is just text in, structured results out. An agent calls it the same way it calls any other OpenAI-compatible service. The feature server currently exposes these tools:
+
+| Capability | Endpoint | What it does |
+|---|---|---|
+| Structured feature lookup | `get-online-features` | Get customer profiles, account data, etc. |
+| Vector search | `search` | Search with a pre-computed embedding vector (or text via `api_version: 2`) |
+| List vector stores | `GET /v1/vector_stores` | Discover available vector stores and their `vs_` IDs |
+| Get vector store | `GET /v1/vector_stores/{id}` | Get metadata for a specific vector store |
+| Vector search (OpenAI format) | `POST /v1/vector_stores/{id}/search` | Search with plain text, embedding handled server-side |
+| Write features / memory | `write-to-online-store` | Persist agent state, update features |
+
+`POST /retrieve-online-documents` remains available as a deprecated alias for `POST /search`.
+
+That last row is what this post is about. Before it existed, agents could read structured features and write state back, but they couldn't search vectors without help from glue code.
+
+## What this is, and what it isn't
+
+This makes Feast's vector search speak OpenAI's protocol. It doesn't turn Feast into a general purpose OpenAI-compatible vector database.
+
+| Works today | Not yet |
+|---|---|
+| `GET /v1/vector_stores` (list) | Creating vector stores via the API |
+| `GET /v1/vector_stores/{id}` (get) | |
+| `POST /v1/vector_stores/{id}/search` | |
+| Plain text queries with server-side embedding | Client-provided embedding vectors on this endpoint |
+| OpenAI-format filters (string, numeric, compound) | `ranking_options.score_threshold`, `ranking_options.ranker`, `rewrite_query: true` (rejected with 422) |
+| All Feast online store backends | Standalone `/v1/embeddings` endpoint |
+
+Feature views are still defined in Python and managed through `feast apply`. Data is still ingested through Feast's existing write paths. The OpenAI-compatible layer is a read API that gives standard access to what's already in your feature store.
+
+## Deploying on Kubernetes
+
+Below is an example Kubernetes setup that deploys the feature server with Sentence Transformers for local embedding:
+
+```yaml
+# configmap.yaml (embedding model section)
+embedding_model:
+  provider: sentence_transformers
+  model: all-MiniLM-L6-v2
+```
+
+```yaml
+# deployment.yaml
+containers:
+  - name: feast-server
+    command: ["feast", "serve", "-h", "0.0.0.0", "-p", "6566"]
+    ports:
+      - containerPort: 6566
+```
+
+With this setup, embedding happens in-cluster. Nothing leaves your network.
+
+## Try it yourself
+
+```bash
+# Install Feast with Sentence Transformers support
+pip install feast sentence-transformers
+```
+
+Configure your `feature_store.yaml` with an `embedding_model` section, define a feature view with vector search enabled, run `feast apply`, load your data, start the server with `feast serve`, and search:
+
+```bash
+# Discover your vector store IDs
+curl -s http://localhost:6566/v1/vector_stores | python -m json.tool
+
+# Search using the vs_ identifier from the list response
+curl -s http://localhost:6566/v1/vector_stores/YOUR_VS_ID/search \
+  -H "Content-Type: application/json" \
+  -d '{"query": "your search query", "max_num_results": 5}' | python -m json.tool
+```
+
+## What's next
+
+Next on the list: wiring up `ranking_options` and `rewrite_query` so they actually do something (right now they're accepted but ignored). We also want a standalone `/v1/embeddings` endpoint for clients that just need embeddings, and eventually the ability to create feature views through the OpenAI vector store API instead of requiring Python + `feast apply`.
+
+## Join the conversation
+
+If you're using this or have thoughts on what the OpenAI-compatible layer should support next, come find us on [Slack](https://slack.feast.dev/) or [GitHub](https://github.com/feast-dev/feast).
diff --git a/infra/website/docs/blog/feast-ray-llm-posttrain.md b/infra/website/docs/blog/feast-ray-llm-posttrain.md
new file mode 100644
index 00000000000..4b5eac30214
--- /dev/null
+++ b/infra/website/docs/blog/feast-ray-llm-posttrain.md
@@ -0,0 +1,304 @@
+---
+title: "How to Use Feast for SLM/LLM Post-Training with Ray"
+description: "Keep conversation features in Feast, retrieve them for training, then stream into your trainer with Ray."
+date: 2026-07-14
+authors: ["Chaitanya Patel"]
+---
+
+# How to Use Feast for SLM/LLM Post-Training with Ray
+
+Your support bot answers a lot of tickets. It’s fine—but it sounds generic. The team wants a smaller model that talks more like *your* agents: your refund wording, your product names, your tone.
+
+So someone says: **fine-tune on our real chats.**
+
+That part sounds easy. The messy part is the data—exports, notebook cleaning, and prompt formatting scattered across training scripts.
+
+This post walks through the [ray-llm-posttrain example](https://github.com/feast-dev/feast/tree/master/examples/ray-llm-posttrain):
+
+1. Put conversation features in Feast  
+2. Retrieve them with `get_historical_features` (entity-less date range)  
+3. Get rows into your trainer — stream with Ray **or** materialize with `.to_df()`  
+
+You bring your own trainer. GPT-2 in the script is optional smoke only.
+
+## What’s in the example
+
+| Name | Type | What it holds |
+|---|---|---|
+| `web_documents` | [FeatureView](https://docs.feast.dev/getting-started/concepts/feature-view) | `human`, `bot`, `human_repeat_ratio`, `bot_repeat_ratio` |
+| `train_example` | [OnDemandFeatureView](https://docs.feast.dev/reference/beta-on-demand-feature-view) | `cleaned_human`, `cleaned_bot`, `char_count`, `is_trainable`, `sft_text` |
+| `llm_posttrain` | FeatureService | Bundles `web_documents` + `train_example` |
+
+Full definitions live in [feature_definitions.py](https://github.com/feast-dev/feast/blob/master/examples/ray-llm-posttrain/feature_repo/feature_definitions.py). Ray is the [offline store](https://docs.feast.dev/reference/offline-stores/ray) and one way to stream rows out—not a separate feature catalog.
+
+This example stays on **supported Feast APIs only** (no core patches). Conversation rows already include `document_id` and `event_timestamp` before Feast reads them.
+
+## Step 1: Point Feast at conversation data
+
+### Ray offline store (local)
+
+From the example [feature_store.yaml](https://github.com/feast-dev/feast/blob/master/examples/ray-llm-posttrain/feature_repo/feature_store.yaml). Cap Ray resources on a laptop—see [Ray offline store: resource management](https://docs.feast.dev/reference/offline-stores/ray#important-resource-management):
+
+```yaml
+project: ray_llm_posttrain
+registry: data/registry.db
+provider: local
+
+offline_store:
+  type: ray
+  storage_path: data/ray_storage
+  enable_ray_logging: false
+  ray_conf:
+    num_cpus: 2
+    object_store_memory: 104857600
+    _memory: 524288000
+
+batch_engine:
+  type: ray.engine
+  max_workers: 2
+
+online_store:
+  type: sqlite
+  path: data/online_store.db
+
+entity_key_serialization_version: 3
+auth:
+  type: no_auth
+```
+
+You can also start from the built-in template:
+
+```bash
+feast init -t ray my_ray_project
+```
+
+See the [Ray template / offline store docs](https://docs.feast.dev/reference/offline-stores/ray#quick-start-with-ray-template) and the related blog [Scaling ML with Feast and Ray](/blog/feast-ray-distributed-processing).
+
+### Demo seed: prepare parquet, then `RaySource`
+
+[RaySource](https://docs.feast.dev/reference/data-sources/ray) tells Feast how to load data through Ray. Hugging Face is only used in a **prepare script**—not as a live Feast source that invents timestamps at retrieval time.
+
+`nampdn-ai/tiny-webtext` has no `document_id` / `event_timestamp`. Entity-less retrieval needs those columns on the source. We add them **outside Feast**, write parquet, then point Feast at that file (supported path):
+
+```bash
+PYTHONPATH=../../sdk/python python scripts/prepare_data.py
+# → feature_repo/data/tiny_webtext.parquet
+```
+
+```python
+from feast.infra.offline_stores.contrib.ray_offline_store.ray_source import RaySource
+
+tiny_web = RaySource(
+    name="tiny_webtext",
+    reader_type="parquet",
+    path="data/tiny_webtext.parquet",
+    timestamp_field="event_timestamp",
+)
+```
+
+In production you’d skip the HF prepare step and register your real conversation store (warehouse / lake / parquet) that already has join keys and timestamps.
+
+More reader types are in the [Ray data source reference](https://docs.feast.dev/reference/data-sources/ray#supported-reader_type-values).
+
+### Feature view
+
+```python
+web_documents = FeatureView(
+    name="web_documents",
+    entities=[document],
+    ttl=timedelta(days=365),
+    schema=[
+        Field(name="human", dtype=String),
+        Field(name="bot", dtype=String),
+        Field(name="human_repeat_ratio", dtype=Float64),
+        Field(name="bot_repeat_ratio", dtype=Float64),
+    ],
+    source=tiny_web,
+    online=False,
+)
+```
+
+### Optional: OnDemandFeatureView for derived training features
+
+If you want Feast to own `sft_text` / quality gates (same idea as in the [ODFV docs](https://docs.feast.dev/reference/beta-on-demand-feature-view)):
+
+```python
+@on_demand_feature_view(
+    sources=[web_documents],
+    schema=[
+        Field(name="cleaned_human", dtype=String),
+        Field(name="cleaned_bot", dtype=String),
+        Field(name="char_count", dtype=Int64),
+        Field(name="is_trainable", dtype=Bool),
+        Field(name="sft_text", dtype=String),
+    ],
+    mode="pandas",
+)
+def train_example(inputs):
+    cleaned_human = inputs["human"].fillna("").astype(str).str.strip()
+    cleaned_bot = inputs["bot"].fillna("").astype(str).str.strip()
+    # ... length + repeat-ratio gate ...
+    sft_text = (
+        "<|im_start|>user\n" + cleaned_human + "<|im_end|>\n"
+        "<|im_start|>assistant\n" + cleaned_bot + "<|im_end|>"
+    )
+    return pd.DataFrame({...})
+```
+
+```python
+llm_posttrain = FeatureService(
+    name="llm_posttrain",
+    features=[web_documents, train_example],
+)
+```
+
+Apply:
+
+```bash
+cd examples/ray-llm-posttrain/feature_repo
+feast apply
+```
+
+## Step 2: Retrieve for training (entity-less)
+
+No `entity_df`—just a date window. That pattern is covered in [Historical Features Without Entity IDs](/blog/entity-less-historical-features-retrieval) and the [FAQ](https://docs.feast.dev/getting-started/faq#how-do-i-run-get_historical_features-without-providing-an-entity-dataframe):
+
+```python
+from datetime import datetime, timezone
+from feast import FeatureStore
+
+store = FeatureStore(repo_path="feature_repo")
+
+job = store.get_historical_features(
+    features=[
+        "web_documents:human",
+        "web_documents:bot",
+        "web_documents:human_repeat_ratio",
+        "web_documents:bot_repeat_ratio",
+    ],
+    start_date=datetime(2024, 6, 1, tzinfo=timezone.utc),
+    end_date=datetime(2024, 7, 1, tzinfo=timezone.utc),
+)
+```
+
+Then choose how you turn that job into training rows.
+
+## Step 3: Two ways into the trainer
+
+| Path | ODFV runs? | When to use |
+|---|---|---|
+| `job.to_ray_dataset()` then preprocess | **No** | Stream FeatureView columns; shape `sft_text` yourself |
+| `job.to_df()` / `to_arrow()` | **Yes** | Want `train_example` outputs from Feast |
+
+Pick **Option A** when you want full control over text formatting or need custom preprocessing (e.g., multi-turn chat templates, tokenization-aware truncation). Pick **Option B** when you want Feast to enforce quality gates consistently across training and serving.
+
+### Option A — Stream with Ray, preprocess yourself
+
+`to_ray_dataset()` returns a Ray Dataset of retrieved FeatureView columns. It does **not** apply OnDemandFeatureViews. Build training text with Ray `map_batches` (as in [train_sft.py](https://github.com/feast-dev/feast/blob/master/examples/ray-llm-posttrain/scripts/train_sft.py)):
+
+```python
+ds = job.to_ray_dataset()
+
+def preprocess_sft(batch):
+    import pandas as pd
+
+    if not isinstance(batch, pd.DataFrame):
+        batch = pd.DataFrame(batch)
+    human = batch["human"].fillna("").astype(str).str.strip()
+    bot = batch["bot"].fillna("").astype(str).str.strip()
+    ok = bot.str.len() >= 64
+    sft_text = (
+        "<|im_start|>user\n" + human + "<|im_end|>\n"
+        "<|im_start|>assistant\n" + bot + "<|im_end|>"
+    )
+    return pd.DataFrame({"sft_text": sft_text}).loc[ok].reset_index(drop=True)
+
+train_ds = ds.map_batches(preprocess_sft, batch_format="pandas")
+# → hand train_ds to your SLM/LLM trainer
+```
+
+Run the example default path:
+
+```bash
+PYTHONPATH=../../sdk/python python scripts/train_sft.py --dry-run
+```
+
+### Option B — Use the ODFV, then train
+
+Materialize with `.to_df()` so `train_example` runs (same retrieval/serving idea as in the [ODFV overview](https://docs.feast.dev/reference/beta-on-demand-feature-view#why-use-on-demand-feature-views)):
+
+```python
+df = store.get_historical_features(
+    features=store.get_feature_service("llm_posttrain"),
+    start_date=datetime(2024, 6, 1, tzinfo=timezone.utc),
+    end_date=datetime(2024, 7, 1, tzinfo=timezone.utc),
+).to_df()
+
+trainable = df[df["is_trainable"] & df["sft_text"].astype(str).str.len().gt(0)]
+# trainable["sft_text"] → your trainer
+# or: import ray; ray.data.from_pandas(trainable[["sft_text"]])
+```
+
+```bash
+PYTHONPATH=../../sdk/python python scripts/train_sft.py --dry-run --via-df
+```
+
+### The same ODFV at serving time
+
+The `train_example` ODFV runs identically during online serving — the quality gate and formatting logic stay in one place:
+
+```python
+# At inference time, the same ODFV runs on the fly
+features = store.get_online_features(
+    features=["train_example:sft_text", "train_example:is_trainable"],
+    entity_rows=[{"document_id": "doc_42"}],
+).to_dict()
+# features["sft_text"], features["is_trainable"] — same logic as training
+```
+
+## Try the full example
+
+```bash
+cd examples/ray-llm-posttrain
+uv pip install -e "../../sdk/python[ray]" -r requirements.txt
+PYTHONPATH=../../sdk/python python scripts/prepare_data.py
+cd feature_repo && feast apply && cd ..
+
+PYTHONPATH=../../sdk/python python scripts/train_sft.py --dry-run
+PYTHONPATH=../../sdk/python python scripts/train_sft.py --dry-run --via-df
+
+# optional GPT-2 smoke
+PYTHONPATH=../../sdk/python python scripts/train_sft.py --max-steps 20
+```
+
+Details: [ray-llm-posttrain README](https://github.com/feast-dev/feast/tree/master/examples/ray-llm-posttrain).
+
+## Takeaways
+
+1. **Keep conversation features in Feast** — this example’s `web_documents`.  
+2. **Stream with Ray** — `to_ray_dataset()`, then preprocess training text yourself.  
+3. **Want ODFVs** — `.to_df()` / `.to_arrow()` to materialize, then train.  
+4. **Bring your own trainer** — GPT-2 in the example is optional.  
+
+## References
+
+**This example**
+
+- [ray-llm-posttrain example](https://github.com/feast-dev/feast/tree/master/examples/ray-llm-posttrain)  
+- [feature_definitions.py](https://github.com/feast-dev/feast/blob/master/examples/ray-llm-posttrain/feature_repo/feature_definitions.py)  
+- [train_sft.py](https://github.com/feast-dev/feast/blob/master/examples/ray-llm-posttrain/scripts/train_sft.py)  
+
+**Docs**
+
+- [Ray offline store](https://docs.feast.dev/reference/offline-stores/ray)  
+- [Ray data source](https://docs.feast.dev/reference/data-sources/ray)  
+- [Ray compute engine](https://docs.feast.dev/reference/compute-engine/ray)  
+- [On demand feature views](https://docs.feast.dev/reference/beta-on-demand-feature-view)  
+- [Feature retrieval](https://docs.feast.dev/getting-started/concepts/feature-retrieval)  
+- [FAQ: historical features without entity dataframe](https://docs.feast.dev/getting-started/faq#how-do-i-run-get_historical_features-without-providing-an-entity-dataframe)  
+
+**Related blogs & tutorials**
+
+- [Historical Features Without Entity IDs](/blog/entity-less-historical-features-retrieval)  
+- [Scaling ML with Feast and Ray](/blog/feast-ray-distributed-processing)  
+- [Validating historical features](https://docs.feast.dev/tutorials/validating-historical-features)  
diff --git a/infra/website/docs/blog/feast-unity-catalog-integration.md b/infra/website/docs/blog/feast-unity-catalog-integration.md
new file mode 100644
index 00000000000..1ee977a71eb
--- /dev/null
+++ b/infra/website/docs/blog/feast-unity-catalog-integration.md
@@ -0,0 +1,342 @@
+---
+title: "Feast Gets Native Apache Iceberg Support"
+description: "Feast now reads features from any Iceberg catalog — REST, SQL, Hive, Glue, DynamoDB. Connect to Unity Catalog, Apache Polaris, Nessie, or your own PyIceberg catalog. Full support for get_historical_features, materialize, and online serving."
+date: 2026-07-18
+authors: ["Nikhil Kathole"]
+---
+
+# Feast Gets Native Apache Iceberg Support
+
+Apache Iceberg has become the open table format. Your data lake is probably already on it — whether through Databricks, Snowflake, AWS, or self-managed infrastructure. But until now, connecting Feast to Iceberg tables meant either going through Spark (heavyweight, slow to start) or copying data into Feast-managed Parquet files (data duplication, governance gap).
+
+Feast now ships a native `IcebergSource` that reads directly from any Iceberg catalog. No data copies. Your feature tables live where they already live — in your Iceberg catalog — and Feast reads from them via PyIceberg. With the DuckDB offline store, you don't even need a Spark cluster — reads happen entirely in-process.
+
+## Why This Matters
+
+Before this, the path from "data in Iceberg" to "features in Feast" looked like this:
+
+1. Data engineers build Iceberg tables in their catalog (UC, Glue, Hive)
+2. ML engineers copy data to Feast-managed Parquet files, or configure a SparkSource that couples them to a specific compute engine
+3. Two copies of the data. Two metadata systems. No connection between them.
+
+Now the path is:
+
+1. Data engineers build Iceberg tables in their catalog
+2. ML engineers point `IcebergSource` at the table
+3. Done. Feast reads directly from the catalog via PyIceberg. One copy. One source of truth. Choose DuckDB for lightweight local reads or Spark when you need distributed compute — the data source definition stays the same either way.
+
+## What You Get
+
+### Any Iceberg Catalog
+
+`IcebergSource` supports every catalog backend that PyIceberg supports:
+
+| `catalog_type` | Backend | Example Use Case |
+|---|---|---|
+| `"rest"` | Iceberg REST Catalog | Databricks Unity Catalog, Apache Polaris, Project Nessie, Snowflake Open Catalog |
+| `"sql"` | SQL-backed catalog | Local dev with SQLite, CI/CD, PostgreSQL-backed catalogs |
+| `"hive"` | Hive Metastore | On-premise Hadoop, EMR |
+| `"glue"` | AWS Glue Data Catalog | AWS-native lakehouse |
+| `"dynamodb"` | DynamoDB catalog | Serverless AWS |
+
+### Both Offline Stores
+
+| Operation | DuckDB | Spark |
+|---|---|---|
+| `feast apply` | Yes | Yes |
+| `get_historical_features` | Yes | Yes |
+| `materialize` / `materialize-incremental` | Yes | Yes |
+| `get_online_features` | Yes | Yes |
+
+Both offline stores use PyIceberg for the actual Iceberg table scan — the difference is what happens after. DuckDB processes the Arrow table in-process (no JVM, no cluster), making it ideal for local development and moderate-scale workloads. Spark is there when you need distributed compute over large datasets. The same `IcebergSource` definition works with either offline store — just change `offline_store.type` in your YAML.
+
+### Full Iceberg Semantics
+
+Every read goes through PyIceberg's `table.scan().to_arrow()`. This means you get proper Iceberg semantics: schema evolution, partition pruning, and snapshot isolation — not just raw Parquet file reads.
+
+## Quick Start
+
+### Install
+
+```bash
+pip install "feast[iceberg]"
+```
+
+### Define a Source
+
+```python
+from feast.infra.data_sources.contrib.iceberg_catalog import IcebergSource
+
+driver_stats = IcebergSource(
+    warehouse="my_catalog",
+    namespace="ml_features",
+    table="driver_hourly_stats",
+    catalog_type="rest",
+    endpoint="https://my-iceberg-catalog.example.com",
+    token_env_var="CATALOG_TOKEN",
+    timestamp_field="event_timestamp",
+)
+```
+
+### Use It
+
+```python
+from datetime import timedelta
+from feast import Entity, FeatureView, Field
+from feast.types import Float64, Int64
+
+driver = Entity(name="driver", join_keys=["driver_id"])
+
+driver_stats_fv = FeatureView(
+    name="driver_hourly_stats",
+    entities=[driver],
+    ttl=timedelta(days=365),
+    schema=[
+        Field(name="driver_id", dtype=Int64),
+        Field(name="conv_rate", dtype=Float64),
+        Field(name="acc_rate", dtype=Float64),
+        Field(name="avg_daily_trips", dtype=Int64),
+    ],
+    source=driver_stats,
+    online=True,
+)
+```
+
+```yaml
+# feature_store.yaml
+project: my_project
+registry: data/registry.db
+provider: local
+online_store:
+  type: sqlite
+  path: data/online_store.db
+offline_store:
+  type: duckdb
+```
+
+```bash
+feast apply
+```
+
+Then use it like any other Feast source:
+
+```python
+from feast import FeatureStore
+import pandas as pd
+from datetime import datetime, timezone
+
+store = FeatureStore(repo_path=".")
+
+# Training data
+training_df = store.get_historical_features(
+    entity_df=pd.DataFrame({
+        "driver_id": [1001, 1002, 1003],
+        "event_timestamp": [datetime(2026, 7, 1, tzinfo=timezone.utc)] * 3,
+    }),
+    features=["driver_hourly_stats:conv_rate", "driver_hourly_stats:acc_rate"],
+).to_df()
+
+# Materialize to online store
+store.materialize_incremental(end_date=datetime.now(tz=timezone.utc))
+
+# Online serving
+online = store.get_online_features(
+    features=["driver_hourly_stats:conv_rate", "driver_hourly_stats:acc_rate"],
+    entity_rows=[{"driver_id": 1001}],
+).to_dict()
+```
+
+## Catalog Examples
+
+### AWS Glue
+
+```python
+glue_source = IcebergSource(
+    warehouse="my_glue_database",
+    namespace="ml_features",
+    table="driver_stats",
+    catalog_type="glue",
+    catalog_properties={"region_name": "us-east-1"},
+    timestamp_field="event_timestamp",
+)
+```
+
+### Hive Metastore
+
+```python
+hive_source = IcebergSource(
+    endpoint="thrift://hive-metastore:9083",
+    warehouse="warehouse",
+    namespace="features",
+    table="driver_stats",
+    catalog_type="hive",
+    timestamp_field="event_timestamp",
+)
+```
+
+### Apache Polaris / Nessie
+
+```python
+polaris_source = IcebergSource(
+    endpoint="https://polaris.example.com",
+    warehouse="my_catalog",
+    namespace="ml",
+    table="features",
+    catalog_type="rest",
+    token_env_var="POLARIS_TOKEN",
+    timestamp_field="event_timestamp",
+)
+```
+
+### Local Development (SQLite-backed)
+
+For development and CI/CD, use a local PyIceberg SQL catalog — no external service required:
+
+```python
+local_source = IcebergSource(
+    warehouse="dev_warehouse",
+    namespace="default",
+    table="driver_stats",
+    catalog_type="sql",
+    catalog_name="dev_catalog",
+    catalog_properties={
+        "uri": "sqlite:////tmp/iceberg_catalog.db",
+        "warehouse": "file:///tmp/iceberg_warehouse",
+    },
+    timestamp_field="event_timestamp",
+)
+```
+
+## Use Case: Unity Catalog Integration
+
+Unity Catalog users get everything above with simpler configuration. `UnityCatalogSource` extends `IcebergSource` with UC-specific defaults:
+
+- Default connection via `DATABRICKS_HOST` and `DATABRICKS_TOKEN` environment variables — no manual endpoint or token setup
+- Three-level naming (`warehouse.namespace.table`) maps directly to UC's catalog/schema/table hierarchy
+
+### Databricks Setup
+
+```bash
+export DATABRICKS_HOST="https://your-workspace.cloud.databricks.com"
+export DATABRICKS_TOKEN="dapi_your_token_here"
+```
+
+```python
+from feast.infra.data_sources.contrib.iceberg_catalog import UnityCatalogSource
+
+driver_stats_source = UnityCatalogSource(
+    warehouse="ml_catalog",
+    namespace="driver_features",
+    table="driver_hourly_stats",
+    timestamp_field="event_timestamp",
+    created_timestamp_column="created",
+    description="Hourly aggregated driver statistics",
+)
+```
+
+That's it. No endpoint or token parameters needed — they come from the environment variables.
+
+### Optional: Governance Metadata Sync
+
+If you want `feast apply` to annotate your UC tables with `feast.*` properties (project name, feature view, primary keys, owner), you can use the `UnityCatalogProvider`:
+
+```yaml
+# feature_store.yaml
+provider: unity_catalog
+```
+
+This is optional. For most users, `provider: local` is sufficient. Reads, materialization, and online serving work the same regardless of which provider you use.
+
+### OSS Unity Catalog
+
+The integration also works with the open-source Unity Catalog, with some differences:
+
+| Capability | Databricks UC | OSS UC |
+|---|---|---|
+| Read via Iceberg REST | Built-in | Requires `uniform_iceberg_metadata_location` in H2 DB |
+| Read via SQL catalog | Yes | Yes |
+| Credential vending | Yes | Not available |
+
+For OSS UC, set `credential_vending=False` and `token_env_var=None`:
+
+```python
+source = UnityCatalogSource(
+    warehouse="unity",
+    namespace="default",
+    table="driver_hourly_stats",
+    endpoint="http://localhost:8080/api/2.1/unity-catalog/iceberg",
+    token_env_var=None,
+    credential_vending=False,
+    catalog_type="sql",    # recommended for OSS UC
+    catalog_name="my_catalog",
+    catalog_properties={
+        "uri": "sqlite:////tmp/pyiceberg_catalog.db",
+        "warehouse": "file:///tmp/warehouse",
+    },
+    timestamp_field="event_timestamp",
+    register_as_feature_table=False,
+)
+```
+
+## How It Works
+
+### Read Path
+
+All data reads go through PyIceberg, regardless of catalog type:
+
+```
+IcebergSource.get_catalog_client()
+    → PyIceberg catalog (REST / SQL / Hive / Glue / DynamoDB)
+    → table.scan().to_arrow()
+    → Arrow table
+    → DuckDB ibis memtable or Spark DataFrame
+```
+
+If the catalog is misconfigured, you get a clear error — consistent with how every other Feast data source works.
+
+### Catalog Name Isolation
+
+Each source has a `catalog_name` parameter (default: `"feast_iceberg"`). This is the instance name PyIceberg uses when loading the catalog. If you have multiple sources pointing at different catalogs, use different names to avoid collisions:
+
+```python
+production = IcebergSource(catalog_name="prod_catalog", ...)
+staging = IcebergSource(catalog_name="staging_catalog", ...)
+```
+
+## What's Not Supported
+
+- **Write-back to Iceberg/UC tables.** Feast reads from existing tables; it doesn't write feature data back. The `write_to_offline_store` API only supports `FileSource` (DuckDB) and `SparkSource` (Spark). Your data engineering pipelines create and populate the tables.
+- **Table creation.** Tables must exist before Feast can read from them. `feast apply` registers the feature view in Feast's registry, not the table in the catalog.
+
+## Configuration Reference
+
+### IcebergSource
+
+| Parameter | Default | Description |
+|---|---|---|
+| `warehouse` | *required* | Catalog or warehouse name |
+| `namespace` | *required* | Schema or namespace |
+| `table` | *required* | Table name |
+| `catalog_type` | `"rest"` | Backend: `"rest"`, `"sql"`, `"hive"`, `"glue"`, `"dynamodb"` |
+| `catalog_name` | `"feast_iceberg"` | PyIceberg instance name (unique per catalog to avoid collisions) |
+| `endpoint` | `None` | Catalog endpoint URL |
+| `catalog_properties` | `{}` | Additional catalog config (e.g., `{"uri": "sqlite:///..."}`) |
+| `token_env_var` | `None` | Env var containing auth token |
+| `credential_vending` | `True` | Request scoped storage credentials |
+| `timestamp_field` | `None` | Event timestamp column |
+| `created_timestamp_column` | `None` | Creation timestamp for deduplication |
+
+### UnityCatalogSource (extends IcebergSource)
+
+All `IcebergSource` parameters plus:
+
+| Parameter | Default | Description |
+|---|---|---|
+| `endpoint` | From `DATABRICKS_HOST` | Defaults to `{DATABRICKS_HOST}/api/2.1/unity-catalog/iceberg` |
+| `token_env_var` | `"DATABRICKS_TOKEN"` | Defaults to Databricks token env var |
+| `register_as_feature_table` | `True` | Sync `feast.*` properties to UC on `feast apply` |
+| `sync_lineage` | `True` | Record lineage in UC (Databricks only) |
+
+---
+
+*Native Iceberg support is available in Feast 0.64+. Install with `pip install "feast[iceberg]"` and check the [Iceberg data source documentation](/reference/data-sources/iceberg) for the full API reference.*
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diff --git a/infra/website/src/components/Navigation.astro b/infra/website/src/components/Navigation.astro
index a5987bf6348..143fcbc047f 100644
--- a/infra/website/src/components/Navigation.astro
+++ b/infra/website/src/components/Navigation.astro
@@ -14,11 +14,29 @@
         <a href="https://slack.feast.dev/" class="nav-item">COMMUNITY</a>
       </div>
       
-      <button class="mobile-menu-button" id="mobile-menu-button">
-        <svg width="24" height="24" fill="none" stroke="currentColor" viewBox="0 0 24 24">
-          <path stroke-linecap="round" stroke-linejoin="round" stroke-width="2" d="M4 6h16M4 12h16M4 18h16"></path>
-        </svg>
-      </button>
+      <div class="nav-right">
+        <button class="theme-toggle" id="theme-toggle" aria-label="Toggle dark mode">
+          <svg class="icon-sun" width="18" height="18" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round">
+            <circle cx="12" cy="12" r="5"></circle>
+            <line x1="12" y1="1" x2="12" y2="3"></line>
+            <line x1="12" y1="21" x2="12" y2="23"></line>
+            <line x1="4.22" y1="4.22" x2="5.64" y2="5.64"></line>
+            <line x1="18.36" y1="18.36" x2="19.78" y2="19.78"></line>
+            <line x1="1" y1="12" x2="3" y2="12"></line>
+            <line x1="21" y1="12" x2="23" y2="12"></line>
+            <line x1="4.22" y1="19.78" x2="5.64" y2="18.36"></line>
+            <line x1="18.36" y1="5.64" x2="19.78" y2="4.22"></line>
+          </svg>
+          <svg class="icon-moon" width="18" height="18" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round">
+            <path d="M21 12.79A9 9 0 1 1 11.21 3 7 7 0 0 0 21 12.79z"></path>
+          </svg>
+        </button>
+        <button class="mobile-menu-button" id="mobile-menu-button">
+          <svg width="24" height="24" fill="none" stroke="currentColor" viewBox="0 0 24 24">
+            <path stroke-linecap="round" stroke-linejoin="round" stroke-width="2" d="M4 6h16M4 12h16M4 18h16"></path>
+          </svg>
+        </button>
+      </div>
     </div>
     
     <div class="mobile-menu" id="mobile-menu">
@@ -38,7 +56,7 @@
     top: 0;
     left: 0;
     right: 0;
-    background-color: white;
+    background-color: var(--color-nav-bg);
     z-index: 1000;
   }
 
@@ -80,6 +98,35 @@
     margin-left: 32px;
   }
 
+  .nav-right {
+    display: flex;
+    align-items: center;
+    gap: 4px;
+    padding-right: var(--content-padding);
+  }
+
+  .theme-toggle {
+    background: none;
+    border: none;
+    padding: 8px;
+    cursor: pointer;
+    color: var(--color-text);
+    display: flex;
+    align-items: center;
+    justify-content: center;
+    opacity: 0.7;
+    transition: opacity 0.2s ease;
+  }
+
+  .theme-toggle:hover {
+    opacity: 1;
+  }
+
+  .icon-sun { display: none; }
+  .icon-moon { display: block; }
+  :global([data-theme="dark"]) .icon-sun { display: block; }
+  :global([data-theme="dark"]) .icon-moon { display: none; }
+
   .mobile-menu-button {
     display: block;
     background: none;
@@ -87,7 +134,6 @@
     padding: 8px;
     cursor: pointer;
     color: var(--color-text);
-    margin-right: var(--content-padding);
   }
 
   @media (min-width: 1024px) {
@@ -95,7 +141,7 @@
       display: flex;
       align-items: center;
     }
-    
+
     .mobile-menu-button {
       display: none;
     }
@@ -104,9 +150,9 @@
   .mobile-menu {
     display: none;
     width: 100%;
-    background: white;
+    background: var(--color-nav-bg);
     padding: 16px 0;
-    border-top: 1px solid #eee;
+    border-top: 1px solid var(--color-border);
     position: absolute;
     top: 52px;
     left: 0;
@@ -122,17 +168,27 @@
   }
 
   .mobile-menu a:hover {
-    background-color: #f5f5f5;
+    background-color: var(--color-nav-hover);
   }
 </style>
 
 <script>
   const menuButton = document.getElementById('mobile-menu-button');
   const mobileMenu = document.getElementById('mobile-menu');
-  
+
   if (menuButton && mobileMenu) {
     menuButton.addEventListener('click', () => {
       mobileMenu.classList.toggle('active');
     });
   }
+
+  const themeToggle = document.getElementById('theme-toggle');
+  if (themeToggle) {
+    themeToggle.addEventListener('click', () => {
+      const current = document.documentElement.getAttribute('data-theme');
+      const next = current === 'dark' ? 'light' : 'dark';
+      document.documentElement.setAttribute('data-theme', next);
+      localStorage.setItem('theme', next);
+    });
+  }
 </script> 
\ No newline at end of file
diff --git a/infra/website/src/layouts/BaseLayout.astro b/infra/website/src/layouts/BaseLayout.astro
index 05d940005ba..96e30a6aee2 100644
--- a/infra/website/src/layouts/BaseLayout.astro
+++ b/infra/website/src/layouts/BaseLayout.astro
@@ -52,7 +52,17 @@ const {
     <link rel="icon" href="/images/feast_icon-black.png" sizes="192x192">
     <link rel="apple-touch-icon" href="/images/feast_icon-black.png">
   </head>
-  <body class="bg-white">
+  <script is:inline>
+    (function() {
+      const saved = localStorage.getItem('theme');
+      if (saved) {
+        document.documentElement.setAttribute('data-theme', saved);
+      } else if (window.matchMedia('(prefers-color-scheme: dark)').matches) {
+        document.documentElement.setAttribute('data-theme', 'dark');
+      }
+    })();
+  </script>
+  <body>
     <slot name="header" />
     <main>
       <slot />
diff --git a/infra/website/src/layouts/BlogLayout.astro b/infra/website/src/layouts/BlogLayout.astro
index c5f8379fc80..9fe68a9daa7 100644
--- a/infra/website/src/layouts/BlogLayout.astro
+++ b/infra/website/src/layouts/BlogLayout.astro
@@ -14,7 +14,7 @@ const { frontmatter } = Astro.props;
         <header class="mb-8">
           <h1 class="font-mono font-bold text-4xl mb-2">{frontmatter.title}</h1>
           {frontmatter.date && (
-            <time class="font-mono text-sm text-gray-500 block" datetime={frontmatter.date}>
+            <time class="blog-date" datetime={frontmatter.date}>
               {new Date(frontmatter.date).toLocaleDateString('en-US', {
                 year: 'numeric',
                 month: 'long',
@@ -34,6 +34,13 @@ const { frontmatter } = Astro.props;
 </BaseLayout>
 
 <style>
+  .blog-date {
+    font-family: var(--font-mono);
+    font-size: 0.875rem;
+    color: var(--color-text-secondary);
+    display: block;
+  }
+
   .blog-content {
     font-family: var(--font-sans);
   }
@@ -77,13 +84,13 @@ const { frontmatter } = Astro.props;
   
   .blog-content :global(code) {
     font-family: var(--font-mono);
-    background-color: #f5f5f5;
+    background-color: var(--color-surface);
     padding: 0.2em 0.4em;
     border-radius: 3px;
   }
-  
+
   .blog-content :global(pre) {
-    background-color: #f5f5f5;
+    background-color: var(--color-surface);
     padding: 1em;
     border-radius: 5px;
     overflow-x: auto;
diff --git a/infra/website/src/pages/blog/[slug].astro b/infra/website/src/pages/blog/[slug].astro
index 90e8572d0b2..1030dfc7293 100644
--- a/infra/website/src/pages/blog/[slug].astro
+++ b/infra/website/src/pages/blog/[slug].astro
@@ -106,7 +106,7 @@ const socialImage = heroImage ? toAbsoluteUrl(heroImage) : undefined;
     max-width: 1024px;
     padding: 0 20px;
     word-break: break-word;
-    color: rgb(0, 0, 0);
+    color: var(--color-text);
     -webkit-font-smoothing: antialiased;
     text-rendering: optimizelegibility;
     font-feature-settings: "ss03";
@@ -116,7 +116,7 @@ const socialImage = heroImage ? toAbsoluteUrl(heroImage) : undefined;
     font-family: var(--font-sans);
     font-size: 20px;
     line-height: 1.5;
-    color: #666;
+    color: var(--color-text-secondary);
     margin: 0 auto 24px;
     max-width: 768px;
   }
@@ -124,7 +124,7 @@ const socialImage = heroImage ? toAbsoluteUrl(heroImage) : undefined;
   .blog-meta {
     font-family: var(--font-sans);
     font-size: 14px;
-    color: #666;
+    color: var(--color-text-secondary);
     display: flex;
     gap: 16px;
     justify-content: center;
@@ -197,7 +197,7 @@ const socialImage = heroImage ? toAbsoluteUrl(heroImage) : undefined;
 
   /* Code blocks */
   .blog-content :global(pre) {
-    background: #f6f8fa;
+    background: var(--color-surface);
     padding: 16px;
     border-radius: 4px;
     overflow-x: auto;
@@ -207,7 +207,7 @@ const socialImage = heroImage ? toAbsoluteUrl(heroImage) : undefined;
   .blog-content :global(code) {
     font-family: var(--font-mono);
     font-size: 14px;
-    background: #f6f8fa;
+    background: var(--color-surface);
     padding: 2px 4px;
     border-radius: 3px;
   }
@@ -223,6 +223,7 @@ const socialImage = heroImage ? toAbsoluteUrl(heroImage) : undefined;
     height: auto;
     border-radius: 4px;
     margin: 32px 0;
+    cursor: zoom-in;
   }
 
   /* Hero Image */
@@ -258,7 +259,7 @@ const socialImage = heroImage ? toAbsoluteUrl(heroImage) : undefined;
 
   .blog-content :global(figcaption) {
     font-size: 14px;
-    color: #666;
+    color: var(--color-text-secondary);
     text-align: center;
     margin-top: 8px;
   }
@@ -277,9 +278,9 @@ const socialImage = heroImage ? toAbsoluteUrl(heroImage) : undefined;
   .blog-content :global(blockquote) {
     margin: 24px 0;
     padding-left: 16px;
-    border-left: 4px solid #ddd;
+    border-left: 4px solid var(--color-border);
     font-style: italic;
-    color: #555;
+    color: var(--color-text-secondary);
   }
 
   /* Tables */
@@ -292,12 +293,12 @@ const socialImage = heroImage ? toAbsoluteUrl(heroImage) : undefined;
   .blog-content :global(th),
   .blog-content :global(td) {
     padding: 12px;
-    border: 1px solid #ddd;
+    border: 1px solid var(--color-border);
     text-align: left;
   }
 
   .blog-content :global(th) {
-    background: #f6f8fa;
+    background: var(--color-surface);
     font-weight: 600;
   }
 
@@ -339,4 +340,67 @@ const socialImage = heroImage ? toAbsoluteUrl(heroImage) : undefined;
       font-size: 18px;
     }
   }
-</style> 
+</style>
+
+<script>
+  const overlay = document.createElement('div');
+  overlay.className = 'lightbox-overlay';
+  const img = document.createElement('img');
+  overlay.appendChild(img);
+  document.body.appendChild(overlay);
+
+  function open(src: string, alt: string) {
+    img.src = src;
+    img.alt = alt;
+    overlay.classList.add('active');
+    document.body.style.overflow = 'hidden';
+  }
+
+  function close() {
+    overlay.classList.remove('active');
+    document.body.style.overflow = '';
+  }
+
+  overlay.addEventListener('click', close);
+
+  document.addEventListener('keydown', (e) => {
+    if (e.key === 'Escape') close();
+  });
+
+  document.querySelectorAll('.blog-content img').forEach((el) => {
+    el.addEventListener('click', () => {
+      const image = el as HTMLImageElement;
+      open(image.src, image.alt);
+    });
+  });
+</script>
+
+<style is:global>
+  .lightbox-overlay {
+    position: fixed;
+    inset: 0;
+    z-index: 9999;
+    background: rgba(0, 0, 0, 0.85);
+    display: flex;
+    align-items: center;
+    justify-content: center;
+    cursor: zoom-out;
+    opacity: 0;
+    visibility: hidden;
+    transition: opacity 0.2s ease, visibility 0.2s ease;
+  }
+
+  .lightbox-overlay.active {
+    opacity: 1;
+    visibility: visible;
+  }
+
+  .lightbox-overlay img {
+    max-width: 90vw;
+    max-height: 90vh;
+    object-fit: contain;
+    border-radius: 4px;
+    box-shadow: 0 8px 32px rgba(0, 0, 0, 0.4);
+  }
+</style>
+
diff --git a/infra/website/src/pages/blog/index.astro b/infra/website/src/pages/blog/index.astro
index 0774efd8b27..edc52feba3d 100644
--- a/infra/website/src/pages/blog/index.astro
+++ b/infra/website/src/pages/blog/index.astro
@@ -78,7 +78,7 @@ const sortedPosts = posts.sort((a, b) => {
     max-width: 1024px;
     padding: 0 20px;
     word-break: break-word;
-    color: rgb(0, 0, 0);
+    color: var(--color-text);
     -webkit-font-smoothing: antialiased;
     text-rendering: optimizelegibility;
     font-feature-settings: "ss03";
@@ -88,7 +88,7 @@ const sortedPosts = posts.sort((a, b) => {
     font-family: var(--font-sans);
     font-size: 20px;
     line-height: 1.5;
-    color: #666;
+    color: var(--color-text-secondary);
     margin: 0 auto 24px;
     max-width: 768px;
   }
@@ -115,7 +115,7 @@ const sortedPosts = posts.sort((a, b) => {
   .post-date {
     font-family: var(--font-mono);
     font-size: 14px;
-    color: #666;
+    color: var(--color-text-secondary);
     white-space: nowrap;
   }
 
@@ -147,7 +147,7 @@ const sortedPosts = posts.sort((a, b) => {
   .post-authors {
     font-family: var(--font-sans);
     font-size: 14px;
-    color: #666;
+    color: var(--color-text-secondary);
   }
 
   @media (max-width: 768px) {
diff --git a/infra/website/src/styles/global.css b/infra/website/src/styles/global.css
index 95163f38941..d9916f6b66e 100644
--- a/infra/website/src/styles/global.css
+++ b/infra/website/src/styles/global.css
@@ -4,7 +4,9 @@
     --font-mono: "IBM Plex Mono", monospace;
     --font-sans: "IBM Plex Sans", sans-serif;
     --color-text: rgb(0, 0, 0);
+    --color-text-secondary: #666;
     --color-background: #ffffff;
+    --color-surface: #f5f5f5;
     --color-primary: #0068c9;
     --color-border: #e5e5e5;
     --spacing-sm: 16px;
@@ -14,6 +16,12 @@
     --border-color: rgb(214, 214, 214);
     --content-max-width: 1200px;
     --content-padding: 20px;
+    --color-nav-bg: #ffffff;
+    --color-nav-hover: #f5f5f5;
+    --color-button-hover: #333;
+    --color-code-bg: #000;
+    --color-code-text: #e6edf3;
+    --color-logo-filter: none;
     --shiki-color-text: #e6edf3;
     --shiki-color-background: #000000;
     --shiki-token-constant: #79c0ff;
@@ -27,6 +35,22 @@
     --shiki-token-link: #a5d6ff;
 }
 
+[data-theme="dark"] {
+    --color-text: rgb(230, 230, 230);
+    --color-text-secondary: #999;
+    --color-background: #0d0d0d;
+    --color-surface: #1a1a1a;
+    --color-primary: #4da3ff;
+    --color-border: #2a2a2a;
+    --border-color: #2a2a2a;
+    --color-nav-bg: #111111;
+    --color-nav-hover: #1a1a1a;
+    --color-button-hover: #ccc;
+    --color-code-bg: #111;
+    --color-code-text: #e6edf3;
+    --color-logo-filter: invert(1);
+}
+
 /* Common text rendering properties */
 body, .text-smooth {
     -webkit-font-smoothing: antialiased;
@@ -83,7 +107,7 @@ main::before {
     top: 0;
     left: 0;
     right: 0;
-    background-color: white;
+    background-color: var(--color-nav-bg);
     z-index: 1000;
 }
 
@@ -160,9 +184,9 @@ main::before {
 .mobile-menu {
     display: none;
     width: 100%;
-    background: white;
+    background: var(--color-nav-bg);
     padding: 16px 0;
-    border-top: 1px solid #eee;
+    border-top: 1px solid var(--color-border);
     position: absolute;
     top: 52px;
     left: 0;
@@ -178,7 +202,7 @@ main::before {
 }
 
 .mobile-menu a:hover {
-    background-color: #f5f5f5;
+    background-color: var(--color-nav-hover);
 }
 
 /* Hero section */
@@ -234,11 +258,11 @@ main::before {
 
 .button-primary {
     background-color: var(--color-text);
-    color: white;
+    color: var(--color-background);
 }
 
 .button-primary:hover {
-    background-color: #333;
+    background-color: var(--color-button-hover);
 }
 
 .hero-button {
@@ -324,12 +348,12 @@ main::before {
     font-family: var(--font-sans);
     font-size: 16px;
     line-height: 24px;
-    color: #333;
+    color: var(--color-text-secondary);
 }
 
 /* Code Example */
 .code-example {
-    background-color: #f5f5f5;
+    background-color: var(--color-surface);
     border-radius: 4px;
     padding: var(--spacing-md);
     margin-top: var(--spacing-lg);
@@ -357,7 +381,7 @@ main::before {
 .features-section {
     padding-top: 80px;
     margin-top: 40px;
-    border-top: 1px solid #f0f0f0;
+    border-top: 1px solid var(--color-border);
 }
 
 /* Add a visual indicator to encourage scrolling */
@@ -392,13 +416,13 @@ main::before {
 }
 
 .metric-area {
-    fill: #ccc;
-    opacity: 0.6;
+    fill: var(--color-text-secondary);
+    opacity: 0.4;
 }
 
 .metric-line {
     fill: none;
-    stroke: black;
+    stroke: var(--color-text);
     stroke-width: 1;
     opacity: 0.8;
 }
@@ -407,6 +431,7 @@ main::before {
     font-family: var(--font-mono);
     font-size: 12px;
     font-weight: 500;
+    fill: var(--color-text);
 }
 
 /* Metrics section */
@@ -452,7 +477,7 @@ main::before {
 .metric-label {
     font-family: var(--font-mono);
     font-size: 14px;
-    color: #666;
+    color: var(--color-text-secondary);
     text-transform: uppercase;
     letter-spacing: 0.02em;
 }
@@ -516,7 +541,7 @@ main::before {
     font-family: var(--font-sans);
     font-size: 14px;
     line-height: 20px;
-    color: #666;
+    color: var(--color-text-secondary);
     margin: 0;
 }
 
@@ -599,6 +624,22 @@ main::before {
     margin: 0 auto;
 }
 
+[data-theme="dark"] .integration-logo {
+    filter: grayscale(100%) contrast(1.2) invert(1);
+}
+
+[data-theme="dark"] .integration-logo:hover {
+    filter: grayscale(0%) contrast(1) brightness(1.2);
+}
+
+[data-theme="dark"] .company-logo {
+    filter: var(--color-logo-filter);
+}
+
+[data-theme="dark"] .logo img {
+    filter: var(--color-logo-filter);
+}
+
 /* Specific logo size adjustments */
 .integration-item img[alt="SingleStore"] {
     max-width: 130px;
@@ -619,7 +660,7 @@ main::before {
     font-size: 14px;
     font-weight: 600;
     text-align: center;
-    color: #666;
+    color: var(--color-text-secondary);
     opacity: 0.9;
     transition: opacity 0.2s ease;
     padding: 8px 0;
@@ -655,7 +696,7 @@ main::before {
 }
 
 .code-block {
-    background-color: #000;
+    background-color: var(--color-code-bg);
     overflow: hidden;
     box-shadow: 0 4px 6px rgba(0, 0, 0, 0.1);
     margin: 0 auto;
@@ -752,7 +793,7 @@ main::before {
     font-size: 12px;
     font-weight: 400;
     text-transform: uppercase;
-    color: #666;
+    color: var(--color-text-secondary);
     margin-bottom: 12px;
 }
 
@@ -769,7 +810,7 @@ main::before {
     font-family: var(--font-sans);
     font-size: 14px;
     line-height: 20px;
-    color: #666;
+    color: var(--color-text-secondary);
 }
 
 /* CTA section */
@@ -815,7 +856,7 @@ main::before {
     font-family: var(--font-sans);
     font-size: 14px;
     line-height: 20px;
-    color: #666;
+    color: var(--color-text-secondary);
     margin: 0 auto 24px;
     max-width: 280px;
 }
@@ -840,7 +881,7 @@ main::before {
 
 .cta-button:hover {
     background: var(--color-text);
-    color: white;
+    color: var(--color-background);
 }
 
 /* Bordered container */
diff --git a/java/pom.xml b/java/pom.xml
index 6e71d1bc19f..bdb8978974f 100644
--- a/java/pom.xml
+++ b/java/pom.xml
@@ -35,7 +35,7 @@
     </modules>
 
     <properties>
-        <revision>0.63.0</revision>
+        <revision>0.65.0</revision>
         <github.url>https://github.com/feast-dev/feast</github.url>
 
         <project.build.sourceEncoding>UTF-8</project.build.sourceEncoding>
diff --git a/pixi.lock b/pixi.lock
index e6e724dce74..427c5a73fe2 100644
--- a/pixi.lock
+++ b/pixi.lock
@@ -1,1598 +1,1647 @@
-version: 6
+version: 7
+platforms:
+- name: linux-64
+  virtual-packages:
+  - __unix=0=0
+  - __linux=4.18
+  - __glibc=2.28
+  - __archspec=0=x86_64
+- name: osx-64
+  virtual-packages:
+  - __unix=0=0
+  - __osx=13.0
+  - __archspec=0=x86_64
+- name: osx-arm64
+  virtual-packages:
+  - __unix=0=0
+  - __osx=13.0
+  - __archspec=0=m1
 environments:
   default:
     channels:
     - url: https://conda.anaconda.org/conda-forge/
     indexes:
     - https://pypi.org/simple
-    options:
-      pypi-prerelease-mode: if-necessary-or-explicit
     packages:
       linux-64:
       - conda: https://conda.anaconda.org/conda-forge/linux-64/_openmp_mutex-4.5-20_gnu.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/bzip2-1.0.8-hda65f42_9.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/ca-certificates-2026.2.25-hbd8a1cb_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/icu-78.3-h33c6efd_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/ld_impl_linux-64-2.45.1-default_hbd61a6d_102.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/libexpat-2.7.5-hecca717_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libexpat-2.8.1-hecca717_1.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libffi-3.5.2-h3435931_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/libgcc-15.2.0-he0feb66_18.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/libgomp-15.2.0-he0feb66_18.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/liblzma-5.8.2-hb03c661_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libgcc-15.2.0-he0feb66_19.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libgomp-15.2.0-he0feb66_19.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/liblzma-5.8.3-hb03c661_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libmpdec-4.0.0-hb03c661_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/libsqlite-3.52.0-hf4e2dac_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/libstdcxx-15.2.0-h934c35e_18.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/libuuid-2.42-h5347b49_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libsqlite-3.53.3-h0c1763c_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libuuid-2.42.2-h5347b49_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libzlib-1.3.2-h25fd6f3_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/ncurses-6.5-h2d0b736_3.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/openssl-3.6.1-h35e630c_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/python-3.14.3-h32b2ec7_101_cp314.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/python_abi-3.14-8_cp314.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/ncurses-6.6-hdb14827_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/openssl-3.6.3-h35e630c_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/python-3.14.6-habeac84_100_cp314.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/readline-8.3-h853b02a_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/tk-8.6.13-noxft_h366c992_103.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/tzdata-2025c-hc9c84f9_1.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/zstd-1.5.7-hb78ec9c_6.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/ca-certificates-2026.6.17-hbd8a1cb_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/python_abi-3.14-8_cp314.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/tzdata-2025c-hc9c84f9_1.conda
+      - pypi: https://files.pythonhosted.org/packages/02/17/b82b537a30be67ba178fc0b0fbda8fcbaeda188fb039d6ad8a84e89353a2/dask-2026.6.0-py3-none-any.whl
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+      - pypi: https://files.pythonhosted.org/packages/0a/7e/f5d92af8486b8272c23b3e686b46ff72d89c8169585eb61eef01a2ac7147/librt-0.11.0-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
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+      - pypi: https://files.pythonhosted.org/packages/1e/5e/d4e9f1a599fb8e573b7b87160658329fbf28d19eac2718f51fc3def3aa5a/idna-3.18-py3-none-any.whl
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+  name: watchfiles
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+- pypi: https://files.pythonhosted.org/packages/7e/d0/a85097dd53aaca1a44acc4dd0b3d2c0e9233179433e2ee326e4018ab3cf7/ray-2.55.1-cp310-cp310-macosx_12_0_arm64.whl
   name: ray
-  version: 2.54.1
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@@ -5804,25 +5099,25 @@ packages:
   - smart-open ; extra == 'default'
   - virtualenv>=20.0.24,!=20.21.1 ; extra == 'default'
   - memray ; sys_platform != 'win32' and extra == 'observability'
+  - watchfiles ; extra == 'serve'
+  - opentelemetry-proto ; extra == 'serve'
+  - opencensus ; extra == 'serve'
+  - grpcio>=1.42.0 ; extra == 'serve'
   - requests ; extra == 'serve'
+  - aiohttp>=3.13.3 ; extra == 'serve'
+  - colorful ; extra == 'serve'
+  - pydantic!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.*,!=2.4.*,!=2.5.*,!=2.6.*,!=2.7.*,!=2.8.*,!=2.9.*,!=2.10.*,!=2.11.*,<3 ; extra == 'serve'
   - opentelemetry-exporter-prometheus ; extra == 'serve'
-  - opentelemetry-proto ; extra == 'serve'
   - prometheus-client>=0.7.1 ; extra == 'serve'
-  - uvicorn[standard] ; extra == 'serve'
+  - virtualenv>=20.0.24,!=20.21.1 ; extra == 'serve'
   - aiohttp-cors ; extra == 'serve'
   - smart-open ; extra == 'serve'
-  - pydantic!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.*,!=2.4.*,!=2.5.*,!=2.6.*,!=2.7.*,!=2.8.*,!=2.9.*,!=2.10.*,!=2.11.*,<3 ; extra == 'serve'
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-  - virtualenv>=20.0.24,!=20.21.1 ; extra == 'serve'
-  - watchfiles ; extra == 'serve'
-  - py-spy>=0.4.0 ; python_full_version >= '3.12' and extra == 'serve'
+  - fastapi ; extra == 'serve'
   - opentelemetry-sdk>=1.30.0 ; extra == 'serve'
-  - colorful ; extra == 'serve'
+  - py-spy>=0.4.0 ; python_full_version >= '3.12' and extra == 'serve'
   - starlette ; extra == 'serve'
-  - aiohttp>=3.13.3 ; extra == 'serve'
-  - fastapi ; extra == 'serve'
-  - grpcio>=1.42.0 ; extra == 'serve'
-  - opencensus ; extra == 'serve'
+  - uvicorn[standard] ; extra == 'serve'
   - pandas ; extra == 'tune'
   - pydantic!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.*,!=2.4.*,!=2.5.*,!=2.6.*,!=2.7.*,!=2.8.*,!=2.9.*,!=2.10.*,!=2.11.*,<3 ; extra == 'tune'
   - tensorboardx>=1.9 ; extra == 'tune'
@@ -5830,47 +5125,48 @@ packages:
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   - fsspec ; extra == 'tune'
   - cupy-cuda12x ; sys_platform != 'darwin' and extra == 'adag'
+  - watchfiles ; extra == 'serve-grpc'
+  - opentelemetry-proto ; extra == 'serve-grpc'
+  - opencensus ; extra == 'serve-grpc'
+  - grpcio>=1.42.0 ; extra == 'serve-grpc'
+  - pyopenssl ; extra == 'serve-grpc'
   - requests ; extra == 'serve-grpc'
+  - aiohttp>=3.13.3 ; extra == 'serve-grpc'
+  - colorful ; extra == 'serve-grpc'
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   - opentelemetry-exporter-prometheus ; extra == 'serve-grpc'
-  - opentelemetry-proto ; extra == 'serve-grpc'
   - prometheus-client>=0.7.1 ; extra == 'serve-grpc'
-  - uvicorn[standard] ; extra == 'serve-grpc'
+  - virtualenv>=20.0.24,!=20.21.1 ; extra == 'serve-grpc'
   - aiohttp-cors ; extra == 'serve-grpc'
   - smart-open ; extra == 'serve-grpc'
-  - pydantic!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.*,!=2.4.*,!=2.5.*,!=2.6.*,!=2.7.*,!=2.8.*,!=2.9.*,!=2.10.*,!=2.11.*,<3 ; extra == 'serve-grpc'
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-  - watchfiles ; extra == 'serve-grpc'
-  - pyopenssl ; extra == 'serve-grpc'
-  - py-spy>=0.4.0 ; python_full_version >= '3.12' and extra == 'serve-grpc'
+  - fastapi ; extra == 'serve-grpc'
   - opentelemetry-sdk>=1.30.0 ; extra == 'serve-grpc'
-  - colorful ; extra == 'serve-grpc'
+  - py-spy>=0.4.0 ; python_full_version >= '3.12' and extra == 'serve-grpc'
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-  - aiohttp>=3.13.3 ; extra == 'serve-grpc'
-  - fastapi ; extra == 'serve-grpc'
-  - grpcio>=1.42.0 ; extra == 'serve-grpc'
-  - opencensus ; extra == 'serve-grpc'
+  - uvicorn[standard] ; extra == 'serve-grpc'
+  - watchfiles ; extra == 'serve-async-inference'
+  - opentelemetry-proto ; extra == 'serve-async-inference'
+  - taskiq ; extra == 'serve-async-inference'
+  - opencensus ; extra == 'serve-async-inference'
+  - grpcio>=1.42.0 ; extra == 'serve-async-inference'
   - requests ; extra == 'serve-async-inference'
+  - aiohttp>=3.13.3 ; extra == 'serve-async-inference'
+  - colorful ; extra == 'serve-async-inference'
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   - opentelemetry-exporter-prometheus ; extra == 'serve-async-inference'
-  - opentelemetry-proto ; extra == 'serve-async-inference'
   - prometheus-client>=0.7.1 ; extra == 'serve-async-inference'
-  - uvicorn[standard] ; extra == 'serve-async-inference'
+  - virtualenv>=20.0.24,!=20.21.1 ; extra == 'serve-async-inference'
   - aiohttp-cors ; extra == 'serve-async-inference'
   - smart-open ; extra == 'serve-async-inference'
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-  - watchfiles ; extra == 'serve-async-inference'
-  - py-spy>=0.4.0 ; python_full_version >= '3.12' and extra == 'serve-async-inference'
+  - fastapi ; extra == 'serve-async-inference'
   - opentelemetry-sdk>=1.30.0 ; extra == 'serve-async-inference'
-  - colorful ; extra == 'serve-async-inference'
+  - py-spy>=0.4.0 ; python_full_version >= '3.12' and extra == 'serve-async-inference'
   - starlette ; extra == 'serve-async-inference'
+  - uvicorn[standard] ; extra == 'serve-async-inference'
   - celery ; extra == 'serve-async-inference'
-  - aiohttp>=3.13.3 ; extra == 'serve-async-inference'
-  - fastapi ; extra == 'serve-async-inference'
-  - grpcio>=1.42.0 ; extra == 'serve-async-inference'
-  - opencensus ; extra == 'serve-async-inference'
-  - ray-cpp==2.54.1 ; extra == 'cpp'
+  - ray-cpp==2.55.1 ; extra == 'cpp'
   - pandas ; extra == 'rllib'
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@@ -5890,145 +5186,966 @@ packages:
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-  - requests ; extra == 'air'
-  - opentelemetry-exporter-prometheus ; extra == 'air'
-  - opentelemetry-proto ; extra == 'air'
-  - pyarrow>=9.0.0 ; extra == 'air'
+  - watchfiles ; extra == 'air'
   - fsspec ; extra == 'air'
   - tensorboardx>=1.9 ; extra == 'air'
+  - opentelemetry-proto ; extra == 'air'
+  - pandas>=1.3 ; extra == 'air'
+  - opencensus ; extra == 'air'
+  - grpcio>=1.42.0 ; extra == 'air'
+  - requests ; extra == 'air'
+  - aiohttp>=3.13.3 ; extra == 'air'
+  - colorful ; extra == 'air'
+  - pydantic!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.*,!=2.4.*,!=2.5.*,!=2.6.*,!=2.7.*,!=2.8.*,!=2.9.*,!=2.10.*,!=2.11.*,<3 ; extra == 'air'
+  - opentelemetry-exporter-prometheus ; extra == 'air'
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-  - uvicorn[standard] ; extra == 'air'
-  - numpy>=1.20 ; extra == 'air'
-  - pandas ; extra == 'air'
+  - virtualenv>=20.0.24,!=20.21.1 ; extra == 'air'
   - aiohttp-cors ; extra == 'air'
+  - pyarrow>=9.0.0 ; extra == 'air'
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+  - pandas ; extra == 'air'
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+  - psutil ; extra == 'test'
+  - pycodestyle~=2.11.0 ; extra == 'test'
+  - pyopenssl~=25.3.0 ; extra == 'test'
+  - mypy>=0.800 ; extra == 'test'
+  - setuptools>=60 ; extra == 'dev'
+  - cython~=3.0 ; extra == 'dev'
+  - sphinx~=4.1.2 ; extra == 'docs'
+  - sphinxcontrib-asyncio~=0.3.0 ; extra == 'docs'
+  - sphinx-rtd-theme~=0.5.2 ; extra == 'docs'
+  requires_python: '>=3.8.1'
+- pypi: https://files.pythonhosted.org/packages/b4/63/3de6a34ad7ad6646ac7d2f55ebc6ad439dbbf9c4370017c50cf403fb19b5/numpy-2.2.6-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
+  name: numpy
+  version: 2.2.6
+  sha256: fc7b73d02efb0e18c000e9ad8b83480dfcd5dfd11065997ed4c6747470ae8915
   requires_python: '>=3.10'
-- pypi: https://files.pythonhosted.org/packages/af/cf/9a6e33b59e1a12428b4fbd6cc38f7e32d116ccde4c72e15c3f76a22bf36d/ray-2.54.1-cp310-cp310-macosx_12_0_arm64.whl
+- pypi: https://files.pythonhosted.org/packages/b4/64/640f5525bac171282c6f76f3ecc9c4cfef60149ac0d00231afb22018ebe5/ray-2.55.1-cp310-cp310-manylinux2014_x86_64.whl
   name: ray
-  version: 2.54.1
-  sha256: 2ea650e648acc6e76edd98c694657fd1fcb1cd97700d944a7d20da90269e9810
+  version: 2.55.1
+  sha256: bb49fbbe53a1d931e1f92d17f9271338f0b738885f8f70b7f531aa33f019d8af
   requires_dist:
   - click>=7.0
   - filelock
@@ -6061,25 +6178,25 @@ packages:
   - smart-open ; extra == 'default'
   - virtualenv>=20.0.24,!=20.21.1 ; extra == 'default'
   - memray ; sys_platform != 'win32' and extra == 'observability'
-  - fastapi ; extra == 'serve'
-  - opencensus ; extra == 'serve'
-  - opentelemetry-exporter-prometheus ; extra == 'serve'
-  - prometheus-client>=0.7.1 ; extra == 'serve'
+  - py-spy>=0.2.0 ; python_full_version < '3.12' and extra == 'serve'
   - colorful ; extra == 'serve'
+  - starlette ; extra == 'serve'
+  - py-spy>=0.4.0 ; python_full_version >= '3.12' and extra == 'serve'
   - grpcio>=1.42.0 ; extra == 'serve'
   - aiohttp-cors ; extra == 'serve'
-  - opentelemetry-proto ; extra == 'serve'
-  - uvicorn[standard] ; extra == 'serve'
-  - smart-open ; extra == 'serve'
-  - py-spy>=0.2.0 ; python_full_version < '3.12' and extra == 'serve'
+  - opentelemetry-exporter-prometheus ; extra == 'serve'
+  - prometheus-client>=0.7.1 ; extra == 'serve'
+  - fastapi ; extra == 'serve'
   - virtualenv>=20.0.24,!=20.21.1 ; extra == 'serve'
-  - watchfiles ; extra == 'serve'
-  - starlette ; extra == 'serve'
+  - opentelemetry-sdk>=1.30.0 ; extra == 'serve'
   - requests ; extra == 'serve'
   - pydantic!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.*,!=2.4.*,!=2.5.*,!=2.6.*,!=2.7.*,!=2.8.*,!=2.9.*,!=2.10.*,!=2.11.*,<3 ; extra == 'serve'
-  - opentelemetry-sdk>=1.30.0 ; extra == 'serve'
+  - watchfiles ; extra == 'serve'
+  - uvicorn[standard] ; extra == 'serve'
+  - smart-open ; extra == 'serve'
+  - opentelemetry-proto ; extra == 'serve'
   - aiohttp>=3.13.3 ; extra == 'serve'
-  - py-spy>=0.4.0 ; python_full_version >= '3.12' and extra == 'serve'
+  - opencensus ; extra == 'serve'
   - pandas ; extra == 'tune'
   - pydantic!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.*,!=2.4.*,!=2.5.*,!=2.6.*,!=2.7.*,!=2.8.*,!=2.9.*,!=2.10.*,!=2.11.*,<3 ; extra == 'tune'
   - tensorboardx>=1.9 ; extra == 'tune'
@@ -6087,47 +6204,48 @@ packages:
   - pyarrow>=9.0.0 ; extra == 'tune'
   - fsspec ; extra == 'tune'
   - cupy-cuda12x ; sys_platform != 'darwin' and extra == 'adag'
-  - fastapi ; extra == 'serve-grpc'
-  - opencensus ; extra == 'serve-grpc'
-  - opentelemetry-exporter-prometheus ; extra == 'serve-grpc'
-  - prometheus-client>=0.7.1 ; extra == 'serve-grpc'
+  - py-spy>=0.2.0 ; python_full_version < '3.12' and extra == 'serve-grpc'
   - colorful ; extra == 'serve-grpc'
+  - starlette ; extra == 'serve-grpc'
+  - py-spy>=0.4.0 ; python_full_version >= '3.12' and extra == 'serve-grpc'
   - grpcio>=1.42.0 ; extra == 'serve-grpc'
   - aiohttp-cors ; extra == 'serve-grpc'
-  - opentelemetry-proto ; extra == 'serve-grpc'
-  - uvicorn[standard] ; extra == 'serve-grpc'
-  - smart-open ; extra == 'serve-grpc'
-  - py-spy>=0.2.0 ; python_full_version < '3.12' and extra == 'serve-grpc'
-  - virtualenv>=20.0.24,!=20.21.1 ; extra == 'serve-grpc'
+  - opentelemetry-exporter-prometheus ; extra == 'serve-grpc'
+  - prometheus-client>=0.7.1 ; extra == 'serve-grpc'
   - pyopenssl ; extra == 'serve-grpc'
-  - watchfiles ; extra == 'serve-grpc'
-  - starlette ; extra == 'serve-grpc'
+  - fastapi ; extra == 'serve-grpc'
+  - virtualenv>=20.0.24,!=20.21.1 ; extra == 'serve-grpc'
+  - opentelemetry-sdk>=1.30.0 ; extra == 'serve-grpc'
   - requests ; extra == 'serve-grpc'
   - pydantic!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.*,!=2.4.*,!=2.5.*,!=2.6.*,!=2.7.*,!=2.8.*,!=2.9.*,!=2.10.*,!=2.11.*,<3 ; extra == 'serve-grpc'
-  - opentelemetry-sdk>=1.30.0 ; extra == 'serve-grpc'
+  - watchfiles ; extra == 'serve-grpc'
+  - uvicorn[standard] ; extra == 'serve-grpc'
+  - smart-open ; extra == 'serve-grpc'
+  - opentelemetry-proto ; extra == 'serve-grpc'
   - aiohttp>=3.13.3 ; extra == 'serve-grpc'
-  - py-spy>=0.4.0 ; python_full_version >= '3.12' and extra == 'serve-grpc'
-  - fastapi ; extra == 'serve-async-inference'
-  - opencensus ; extra == 'serve-async-inference'
-  - opentelemetry-exporter-prometheus ; extra == 'serve-async-inference'
-  - prometheus-client>=0.7.1 ; extra == 'serve-async-inference'
+  - opencensus ; extra == 'serve-grpc'
+  - py-spy>=0.2.0 ; python_full_version < '3.12' and extra == 'serve-async-inference'
   - colorful ; extra == 'serve-async-inference'
+  - starlette ; extra == 'serve-async-inference'
+  - py-spy>=0.4.0 ; python_full_version >= '3.12' and extra == 'serve-async-inference'
   - grpcio>=1.42.0 ; extra == 'serve-async-inference'
   - aiohttp-cors ; extra == 'serve-async-inference'
-  - opentelemetry-proto ; extra == 'serve-async-inference'
-  - uvicorn[standard] ; extra == 'serve-async-inference'
+  - opentelemetry-exporter-prometheus ; extra == 'serve-async-inference'
   - celery ; extra == 'serve-async-inference'
-  - smart-open ; extra == 'serve-async-inference'
-  - py-spy>=0.2.0 ; python_full_version < '3.12' and extra == 'serve-async-inference'
+  - prometheus-client>=0.7.1 ; extra == 'serve-async-inference'
+  - fastapi ; extra == 'serve-async-inference'
   - virtualenv>=20.0.24,!=20.21.1 ; extra == 'serve-async-inference'
-  - watchfiles ; extra == 'serve-async-inference'
-  - starlette ; extra == 'serve-async-inference'
+  - taskiq ; extra == 'serve-async-inference'
+  - opentelemetry-sdk>=1.30.0 ; extra == 'serve-async-inference'
   - requests ; extra == 'serve-async-inference'
   - pydantic!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.*,!=2.4.*,!=2.5.*,!=2.6.*,!=2.7.*,!=2.8.*,!=2.9.*,!=2.10.*,!=2.11.*,<3 ; extra == 'serve-async-inference'
-  - opentelemetry-sdk>=1.30.0 ; extra == 'serve-async-inference'
+  - watchfiles ; extra == 'serve-async-inference'
+  - uvicorn[standard] ; extra == 'serve-async-inference'
+  - smart-open ; extra == 'serve-async-inference'
+  - opentelemetry-proto ; extra == 'serve-async-inference'
   - aiohttp>=3.13.3 ; extra == 'serve-async-inference'
-  - py-spy>=0.4.0 ; python_full_version >= '3.12' and extra == 'serve-async-inference'
-  - ray-cpp==2.54.1 ; extra == 'cpp'
+  - opencensus ; extra == 'serve-async-inference'
+  - ray-cpp==2.55.1 ; extra == 'cpp'
   - pandas ; extra == 'rllib'
   - pydantic!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.*,!=2.4.*,!=2.5.*,!=2.6.*,!=2.7.*,!=2.8.*,!=2.9.*,!=2.10.*,!=2.11.*,<3 ; extra == 'rllib'
   - tensorboardx>=1.9 ; extra == 'rllib'
@@ -6147,673 +6265,669 @@ packages:
   - pyarrow>=9.0.0 ; extra == 'train'
   - fsspec ; extra == 'train'
   - pydantic!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.*,!=2.4.*,!=2.5.*,!=2.6.*,!=2.7.*,!=2.8.*,!=2.9.*,!=2.10.*,!=2.11.*,<3 ; extra == 'train'
-  - fastapi ; extra == 'air'
+  - pyarrow>=9.0.0 ; extra == 'air'
+  - fsspec ; extra == 'air'
   - tensorboardx>=1.9 ; extra == 'air'
-  - opencensus ; extra == 'air'
-  - opentelemetry-exporter-prometheus ; extra == 'air'
-  - prometheus-client>=0.7.1 ; extra == 'air'
+  - py-spy>=0.2.0 ; python_full_version < '3.12' and extra == 'air'
   - colorful ; extra == 'air'
-  - pandas>=1.3 ; extra == 'air'
-  - pyarrow>=9.0.0 ; extra == 'air'
+  - starlette ; extra == 'air'
+  - py-spy>=0.4.0 ; python_full_version >= '3.12' and extra == 'air'
   - grpcio>=1.42.0 ; extra == 'air'
+  - numpy>=1.20 ; extra == 'air'
   - aiohttp-cors ; extra == 'air'
-  - opentelemetry-proto ; extra == 'air'
-  - uvicorn[standard] ; extra == 'air'
-  - smart-open ; extra == 'air'
-  - py-spy>=0.2.0 ; python_full_version < '3.12' and extra == 'air'
-  - virtualenv>=20.0.24,!=20.21.1 ; extra == 'air'
+  - opentelemetry-exporter-prometheus ; extra == 'air'
+  - pandas>=1.3 ; extra == 'air'
+  - prometheus-client>=0.7.1 ; extra == 'air'
   - pandas ; extra == 'air'
-  - watchfiles ; extra == 'air'
-  - starlette ; extra == 'air'
-  - fsspec ; extra == 'air'
+  - fastapi ; extra == 'air'
+  - virtualenv>=20.0.24,!=20.21.1 ; extra == 'air'
+  - opentelemetry-sdk>=1.30.0 ; extra == 'air'
   - requests ; extra == 'air'
   - pydantic!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.*,!=2.4.*,!=2.5.*,!=2.6.*,!=2.7.*,!=2.8.*,!=2.9.*,!=2.10.*,!=2.11.*,<3 ; extra == 'air'
-  - opentelemetry-sdk>=1.30.0 ; extra == 'air'
+  - watchfiles ; extra == 'air'
+  - uvicorn[standard] ; extra == 'air'
+  - smart-open ; extra == 'air'
+  - opentelemetry-proto ; extra == 'air'
   - aiohttp>=3.13.3 ; extra == 'air'
-  - py-spy>=0.4.0 ; python_full_version >= '3.12' and extra == 'air'
-  - numpy>=1.20 ; extra == 'air'
-  - lz4 ; extra == 'all'
-  - fastapi ; extra == 'all'
+  - opencensus ; extra == 'air'
+  - pyarrow>=9.0.0 ; extra == 'all'
+  - fsspec ; extra == 'all'
+  - py-spy>=0.2.0 ; python_full_version < '3.12' and extra == 'all'
   - tensorboardx>=1.9 ; extra == 'all'
-  - opencensus ; extra == 'all'
-  - opentelemetry-exporter-prometheus ; extra == 'all'
-  - prometheus-client>=0.7.1 ; extra == 'all'
+  - ormsgpack>=1.7.0 ; extra == 'all'
   - colorful ; extra == 'all'
-  - scipy ; extra == 'all'
-  - pandas>=1.3 ; extra == 'all'
-  - pyarrow>=9.0.0 ; extra == 'all'
-  - memray ; sys_platform != 'win32' and extra == 'all'
+  - cupy-cuda12x ; sys_platform != 'darwin' and extra == 'all'
+  - pyyaml ; extra == 'all'
+  - py-spy>=0.4.0 ; python_full_version >= '3.12' and extra == 'all'
+  - starlette ; extra == 'all'
   - grpcio>=1.42.0 ; extra == 'all'
-  - grpcio ; extra == 'all'
+  - numpy>=1.20 ; extra == 'all'
   - aiohttp-cors ; extra == 'all'
-  - opentelemetry-proto ; extra == 'all'
-  - uvicorn[standard] ; extra == 'all'
+  - memray ; sys_platform != 'win32' and extra == 'all'
+  - opentelemetry-exporter-prometheus ; extra == 'all'
+  - pandas>=1.3 ; extra == 'all'
+  - scipy ; extra == 'all'
   - celery ; extra == 'all'
-  - smart-open ; extra == 'all'
-  - py-spy>=0.2.0 ; python_full_version < '3.12' and extra == 'all'
-  - virtualenv>=20.0.24,!=20.21.1 ; extra == 'all'
-  - pandas ; extra == 'all'
+  - lz4 ; extra == 'all'
+  - prometheus-client>=0.7.1 ; extra == 'all'
   - pyopenssl ; extra == 'all'
-  - watchfiles ; extra == 'all'
-  - starlette ; extra == 'all'
-  - fsspec ; extra == 'all'
-  - cupy-cuda12x ; sys_platform != 'darwin' and extra == 'all'
-  - ormsgpack>=1.7.0 ; extra == 'all'
+  - grpcio ; extra == 'all'
+  - pandas ; extra == 'all'
+  - fastapi ; extra == 'all'
+  - gymnasium==1.2.2 ; extra == 'all'
+  - virtualenv>=20.0.24,!=20.21.1 ; extra == 'all'
+  - taskiq ; extra == 'all'
+  - opentelemetry-sdk>=1.30.0 ; extra == 'all'
   - requests ; extra == 'all'
   - pydantic!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.*,!=2.4.*,!=2.5.*,!=2.6.*,!=2.7.*,!=2.8.*,!=2.9.*,!=2.10.*,!=2.11.*,<3 ; extra == 'all'
-  - opentelemetry-sdk>=1.30.0 ; extra == 'all'
-  - gymnasium==1.2.2 ; extra == 'all'
   - dm-tree ; extra == 'all'
-  - pyyaml ; extra == 'all'
-  - grpcio!=1.56.0 ; sys_platform == 'darwin' and extra == 'all'
+  - watchfiles ; extra == 'all'
+  - smart-open ; extra == 'all'
+  - uvicorn[standard] ; extra == 'all'
+  - opentelemetry-proto ; extra == 'all'
   - aiohttp>=3.13.3 ; extra == 'all'
-  - py-spy>=0.4.0 ; python_full_version >= '3.12' and extra == 'all'
-  - numpy>=1.20 ; extra == 'all'
-  - lz4 ; extra == 'all-cpp'
-  - fastapi ; extra == 'all-cpp'
+  - grpcio!=1.56.0 ; sys_platform == 'darwin' and extra == 'all'
+  - opencensus ; extra == 'all'
+  - pyarrow>=9.0.0 ; extra == 'all-cpp'
+  - ray-cpp==2.55.1 ; extra == 'all-cpp'
+  - fsspec ; extra == 'all-cpp'
+  - py-spy>=0.2.0 ; python_full_version < '3.12' and extra == 'all-cpp'
   - tensorboardx>=1.9 ; extra == 'all-cpp'
-  - opencensus ; extra == 'all-cpp'
-  - opentelemetry-exporter-prometheus ; extra == 'all-cpp'
-  - prometheus-client>=0.7.1 ; extra == 'all-cpp'
+  - ormsgpack>=1.7.0 ; extra == 'all-cpp'
   - colorful ; extra == 'all-cpp'
-  - scipy ; extra == 'all-cpp'
-  - pandas>=1.3 ; extra == 'all-cpp'
-  - pyarrow>=9.0.0 ; extra == 'all-cpp'
-  - memray ; sys_platform != 'win32' and extra == 'all-cpp'
+  - cupy-cuda12x ; sys_platform != 'darwin' and extra == 'all-cpp'
+  - pyyaml ; extra == 'all-cpp'
+  - py-spy>=0.4.0 ; python_full_version >= '3.12' and extra == 'all-cpp'
+  - starlette ; extra == 'all-cpp'
   - grpcio>=1.42.0 ; extra == 'all-cpp'
-  - grpcio ; extra == 'all-cpp'
+  - numpy>=1.20 ; extra == 'all-cpp'
   - aiohttp-cors ; extra == 'all-cpp'
-  - opentelemetry-proto ; extra == 'all-cpp'
-  - uvicorn[standard] ; extra == 'all-cpp'
+  - memray ; sys_platform != 'win32' and extra == 'all-cpp'
+  - opentelemetry-exporter-prometheus ; extra == 'all-cpp'
+  - pandas>=1.3 ; extra == 'all-cpp'
+  - scipy ; extra == 'all-cpp'
   - celery ; extra == 'all-cpp'
-  - smart-open ; extra == 'all-cpp'
-  - py-spy>=0.2.0 ; python_full_version < '3.12' and extra == 'all-cpp'
-  - ray-cpp==2.54.1 ; extra == 'all-cpp'
-  - virtualenv>=20.0.24,!=20.21.1 ; extra == 'all-cpp'
-  - pandas ; extra == 'all-cpp'
+  - lz4 ; extra == 'all-cpp'
+  - prometheus-client>=0.7.1 ; extra == 'all-cpp'
   - pyopenssl ; extra == 'all-cpp'
-  - watchfiles ; extra == 'all-cpp'
-  - starlette ; extra == 'all-cpp'
-  - fsspec ; extra == 'all-cpp'
-  - cupy-cuda12x ; sys_platform != 'darwin' and extra == 'all-cpp'
-  - ormsgpack>=1.7.0 ; extra == 'all-cpp'
+  - grpcio ; extra == 'all-cpp'
+  - pandas ; extra == 'all-cpp'
+  - fastapi ; extra == 'all-cpp'
+  - gymnasium==1.2.2 ; extra == 'all-cpp'
+  - virtualenv>=20.0.24,!=20.21.1 ; extra == 'all-cpp'
+  - taskiq ; extra == 'all-cpp'
+  - opentelemetry-sdk>=1.30.0 ; extra == 'all-cpp'
   - requests ; extra == 'all-cpp'
   - pydantic!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.*,!=2.4.*,!=2.5.*,!=2.6.*,!=2.7.*,!=2.8.*,!=2.9.*,!=2.10.*,!=2.11.*,<3 ; extra == 'all-cpp'
-  - opentelemetry-sdk>=1.30.0 ; extra == 'all-cpp'
-  - gymnasium==1.2.2 ; extra == 'all-cpp'
   - dm-tree ; extra == 'all-cpp'
-  - pyyaml ; extra == 'all-cpp'
-  - grpcio!=1.56.0 ; sys_platform == 'darwin' and extra == 'all-cpp'
+  - watchfiles ; extra == 'all-cpp'
+  - smart-open ; extra == 'all-cpp'
+  - uvicorn[standard] ; extra == 'all-cpp'
+  - opentelemetry-proto ; extra == 'all-cpp'
   - aiohttp>=3.13.3 ; extra == 'all-cpp'
-  - py-spy>=0.4.0 ; python_full_version >= '3.12' and extra == 'all-cpp'
-  - numpy>=1.20 ; extra == 'all-cpp'
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-  - fastapi ; extra == 'llm'
-  - hf-transfer ; extra == 'llm'
-  - opencensus ; extra == 'llm'
-  - opentelemetry-exporter-prometheus ; extra == 'llm'
-  - prometheus-client>=0.7.1 ; extra == 'llm'
-  - colorful ; extra == 'llm'
-  - pandas>=1.3 ; extra == 'llm'
+  - grpcio!=1.56.0 ; sys_platform == 'darwin' and extra == 'all-cpp'
+  - opencensus ; extra == 'all-cpp'
   - pyarrow>=9.0.0 ; extra == 'llm'
-  - ninja ; extra == 'llm'
-  - grpcio>=1.42.0 ; extra == 'llm'
-  - aiohttp-cors ; extra == 'llm'
-  - opentelemetry-proto ; extra == 'llm'
-  - uvicorn[standard] ; extra == 'llm'
-  - smart-open ; extra == 'llm'
+  - fsspec ; extra == 'llm'
   - py-spy>=0.2.0 ; python_full_version < '3.12' and extra == 'llm'
   - jsonref>=1.1.0 ; extra == 'llm'
-  - vllm[audio]>=0.15.0 ; extra == 'llm'
-  - meson ; extra == 'llm'
-  - virtualenv>=20.0.24,!=20.21.1 ; extra == 'llm'
-  - async-timeout ; python_full_version < '3.11' and extra == 'llm'
-  - watchfiles ; extra == 'llm'
+  - colorful ; extra == 'llm'
   - starlette ; extra == 'llm'
-  - fsspec ; extra == 'llm'
-  - requests ; extra == 'llm'
-  - pydantic!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.*,!=2.4.*,!=2.5.*,!=2.6.*,!=2.7.*,!=2.8.*,!=2.9.*,!=2.10.*,!=2.11.*,<3 ; extra == 'llm'
-  - opentelemetry-sdk>=1.30.0 ; extra == 'llm'
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-  - transformers>=4.57.3 ; extra == 'llm'
   - py-spy>=0.4.0 ; python_full_version >= '3.12' and extra == 'llm'
-  - pybind11 ; extra == 'llm'
-  - typer ; extra == 'llm'
+  - grpcio>=1.42.0 ; extra == 'llm'
+  - vllm[audio]>=0.18.0 ; extra == 'llm'
   - numpy>=1.20 ; extra == 'llm'
-  - jsonschema ; extra == 'llm'
-  requires_python: '>=3.10'
-- conda: https://conda.anaconda.org/conda-forge/linux-64/readline-8.3-h853b02a_0.conda
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-  license: GPL-3.0-only
-  license_family: GPL
-  purls: []
-  size: 345073
-  timestamp: 1765813471974
-- conda: https://conda.anaconda.org/conda-forge/osx-64/readline-8.3-h68b038d_0.conda
-  sha256: 4614af680aa0920e82b953fece85a03007e0719c3399f13d7de64176874b80d5
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+- pypi: https://files.pythonhosted.org/packages/f6/f0/10642828a8dfb741e5f3fbaac830550a518a775c7fff6f04a007259b0548/py-1.11.0-py2.py3-none-any.whl
+  name: py
+  version: 1.11.0
+  sha256: 607c53218732647dff4acdfcd50cb62615cedf612e72d1724fb1a0cc6405b378
+  requires_python: '>=2.7,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*'
+- pypi: https://files.pythonhosted.org/packages/f7/11/402295b388dd35861007f8a26a37c2e2f284212d57bdf407c31f36043746/grpcio-1.81.1-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.whl
+  name: grpcio
+  version: 1.81.1
+  sha256: ca1cc11d82677b9662082e5478b7528e2b7db7beaa6bdff42bd62789d81be399
+  requires_dist:
+  - typing-extensions~=4.12
+  - grpcio-tools>=1.81.1 ; extra == 'protobuf'
+  requires_python: '>=3.10'
+- pypi: https://files.pythonhosted.org/packages/f7/1f/4e5f8770c2cf4faa2c3ed3c19f9d4485ac9db0a6b029a7866921709bdc6c/uvicorn_worker-0.3.0-py3-none-any.whl
+  name: uvicorn-worker
+  version: 0.3.0
+  sha256: ef0fe8aad27b0290a9e602a256b03f5a5da3a9e5f942414ca587b645ec77dd52
+  requires_dist:
+  - gunicorn>=20.1.0
+  - uvicorn>=0.15.0
   requires_python: '>=3.9'
-- pypi: https://files.pythonhosted.org/packages/da/d2/387594fb592d027366645f3d7cc9b4d7ca7be93845fbaba6d835a912ef3c/wrapt-2.1.2-cp310-cp310-macosx_10_9_x86_64.whl
-  name: wrapt
-  version: 2.1.2
-  sha256: 4b7a86d99a14f76facb269dc148590c01aaf47584071809a70da30555228158c
+- pypi: https://files.pythonhosted.org/packages/f7/97/a5accde175dee985311d949cfcb1249dcbb290f5ec83c994ea733311948f/google_crc32c-1.8.0-cp310-cp310-macosx_12_0_x86_64.whl
+  name: google-crc32c
+  version: 1.8.0
+  sha256: 119fcd90c57c89f30040b47c211acee231b25a45d225e3225294386f5d258288
+  requires_python: '>=3.9'
+- pypi: https://files.pythonhosted.org/packages/fa/7f/5ce020168cf0439041526e95aa068c722c016aee21624e331aeabeee2e8e/msgpack-1.2.1-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
+  name: msgpack
+  version: 1.2.1
+  sha256: 83efa1c898e0fc5380fc0cabbf75164c52e3b5cbb45973710d75821928380c73
+  requires_python: '>=3.10'
+- pypi: https://files.pythonhosted.org/packages/fb/12/5911ae3eeec47800503a238d971e51722ccea5feb8569b735184d5fcdbc0/toolz-1.1.0-py3-none-any.whl
+  name: toolz
+  version: 1.1.0
+  sha256: 15ccc861ac51c53696de0a5d6d4607f99c210739caf987b5d2054f3efed429d8
+  requires_python: '>=3.9'
+- pypi: https://files.pythonhosted.org/packages/fb/76/641ae371508676492379f16e2fa48f4e2c11741bd63c48be4b12a6b09cba/aiosignal-1.4.0-py3-none-any.whl
+  name: aiosignal
+  version: 1.4.0
+  sha256: 053243f8b92b990551949e63930a839ff0cf0b0ebbe0597b0f3fb19e1a0fe82e
   requires_dist:
-  - pytest ; extra == 'dev'
-  - setuptools ; extra == 'dev'
+  - frozenlist>=1.1.0
+  - typing-extensions>=4.2 ; python_full_version < '3.13'
   requires_python: '>=3.9'
-- pypi: https://files.pythonhosted.org/packages/50/12/95a1d33f04a79c402664070d43b8b9f72dc18914e135b345b611b0b1f8cc/yarl-1.23.0-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
-  name: yarl
-  version: 1.23.0
-  sha256: 31c9921eb8bd12633b41ad27686bbb0b1a2a9b8452bfdf221e34f311e9942ed4
+- pypi: https://files.pythonhosted.org/packages/fb/e2/79c688af8b210d232694e31e59da9f6ec747bae31c3f5946e4e9b98860d5/click-8.4.2-py3-none-any.whl
+  name: click
+  version: 8.4.2
+  sha256: e6f9f66136c816745b9d65817da91d61d957fb16e02e4dcd0552553c5a197b76
   requires_dist:
-  - idna>=2.0
-  - multidict>=4.0
-  - propcache>=0.2.1
+  - colorama ; sys_platform == 'win32'
   requires_python: '>=3.10'
-- pypi: https://files.pythonhosted.org/packages/68/2e/c5a2234238f8ce37a8312b52801ee74117f576b1539eec8404a480434acc/yarl-1.23.0-cp310-cp310-macosx_11_0_arm64.whl
-  name: yarl
-  version: 1.23.0
-  sha256: 2a6940a074fb3c48356ed0158a3ca5699c955ee4185b4d7d619be3c327143e05
+- pypi: https://files.pythonhosted.org/packages/fc/97/e4a2eb5a8ec5cd3c2a0615a2f15f0afca89ac039229599b9ed0c0ed28e5e/sqlalchemy-2.0.51-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
+  name: sqlalchemy
+  version: 2.0.51
+  sha256: 2e54ff2dd657f2e3e0fbf2b097db1182f7bfea263eca4353f00065bae2a67c3d
   requires_dist:
-  - idna>=2.0
-  - multidict>=4.0
-  - propcache>=0.2.1
-  requires_python: '>=3.10'
-- pypi: https://files.pythonhosted.org/packages/7a/35/5a553687c5793df5429cd1db45909d4f3af7eee90014888c208d086a44f0/yarl-1.23.0-cp310-cp310-macosx_10_9_x86_64.whl
-  name: yarl
-  version: 1.23.0
-  sha256: e4c53f8347cd4200f0d70a48ad059cabaf24f5adc6ba08622a23423bc7efa10d
+  - importlib-metadata ; python_full_version < '3.8'
+  - greenlet>=1 ; platform_machine == 'AMD64' or platform_machine == 'WIN32' or platform_machine == 'aarch64' or platform_machine == 'amd64' or platform_machine == 'ppc64le' or platform_machine == 'win32' or platform_machine == 'x86_64'
+  - typing-extensions>=4.6.0
+  - greenlet>=1 ; extra == 'asyncio'
+  - mypy>=0.910 ; extra == 'mypy'
+  - pyodbc ; extra == 'mssql'
+  - pymssql ; extra == 'mssql-pymssql'
+  - pyodbc ; extra == 'mssql-pyodbc'
+  - mysqlclient>=1.4.0 ; extra == 'mysql'
+  - mysql-connector-python ; extra == 'mysql-connector'
+  - mariadb>=1.0.1,!=1.1.2,!=1.1.5,!=1.1.10 ; extra == 'mariadb-connector'
+  - cx-oracle>=8 ; extra == 'oracle'
+  - oracledb>=1.0.1 ; extra == 'oracle-oracledb'
+  - psycopg2>=2.7 ; extra == 'postgresql'
+  - pg8000>=1.29.1 ; extra == 'postgresql-pg8000'
+  - greenlet>=1 ; extra == 'postgresql-asyncpg'
+  - asyncpg ; extra == 'postgresql-asyncpg'
+  - psycopg2-binary ; extra == 'postgresql-psycopg2binary'
+  - psycopg2cffi ; extra == 'postgresql-psycopg2cffi'
+  - psycopg>=3.0.7 ; extra == 'postgresql-psycopg'
+  - psycopg[binary]>=3.0.7 ; extra == 'postgresql-psycopgbinary'
+  - pymysql ; extra == 'pymysql'
+  - greenlet>=1 ; extra == 'aiomysql'
+  - aiomysql>=0.2.0 ; extra == 'aiomysql'
+  - greenlet>=1 ; extra == 'aioodbc'
+  - aioodbc ; extra == 'aioodbc'
+  - greenlet>=1 ; extra == 'asyncmy'
+  - asyncmy>=0.2.3,!=0.2.4,!=0.2.6 ; extra == 'asyncmy'
+  - greenlet>=1 ; extra == 'aiosqlite'
+  - aiosqlite ; extra == 'aiosqlite'
+  - typing-extensions!=3.10.0.1 ; extra == 'aiosqlite'
+  - sqlcipher3-binary ; extra == 'sqlcipher'
+  requires_python: '>=3.7'
+- pypi: https://files.pythonhosted.org/packages/fc/a3/d936e8b53edd9684100a6aefaf3fcabaa54728fe33324436c8d279c047aa/coverage-7.15.2-cp310-cp310-macosx_11_0_arm64.whl
+  name: coverage
+  version: 7.15.2
+  sha256: 44826758cfe73fcd0e6af5deb4ba6d5417cc1d13df3acb35c93484a11160f846
   requires_dist:
-  - idna>=2.0
-  - multidict>=4.0
-  - propcache>=0.2.1
+  - tomli ; python_full_version <= '3.11' and extra == 'toml'
   requires_python: '>=3.10'
-- pypi: https://files.pythonhosted.org/packages/2e/54/647ade08bf0db230bfea292f893923872fd20be6ac6f53b2b936ba839d75/zipp-3.23.0-py3-none-any.whl
-  name: zipp
-  version: 3.23.0
-  sha256: 071652d6115ed432f5ce1d34c336c0adfd6a884660d1e9712a256d3d3bd4b14e
+- pypi: https://files.pythonhosted.org/packages/fd/7b/122376b1fd3c62c1ed9dc80c931ace4844b3c55407b6fb2d199377c9736f/pydantic-2.13.4-py3-none-any.whl
+  name: pydantic
+  version: 2.13.4
+  sha256: 45a282cde31d808236fd7ea9d919b128653c8b38b393d1c4ab335c62924d9aba
   requires_dist:
-  - pytest>=6,!=8.1.* ; extra == 'test'
-  - jaraco-itertools ; extra == 'test'
-  - jaraco-functools ; extra == 'test'
-  - more-itertools ; extra == 'test'
-  - big-o ; extra == 'test'
-  - pytest-ignore-flaky ; extra == 'test'
-  - jaraco-test ; extra == 'test'
-  - sphinx>=3.5 ; extra == 'doc'
-  - jaraco-packaging>=9.3 ; extra == 'doc'
-  - rst-linker>=1.9 ; extra == 'doc'
-  - furo ; extra == 'doc'
-  - sphinx-lint ; extra == 'doc'
-  - jaraco-tidelift>=1.4 ; extra == 'doc'
-  - pytest-checkdocs>=2.4 ; extra == 'check'
-  - pytest-ruff>=0.2.1 ; sys_platform != 'cygwin' and extra == 'check'
-  - pytest-cov ; extra == 'cover'
-  - pytest-enabler>=2.2 ; extra == 'enabler'
-  - pytest-mypy ; extra == 'type'
+  - annotated-types>=0.6.0
+  - pydantic-core==2.46.4
+  - typing-extensions>=4.14.1
+  - typing-inspection>=0.4.2
+  - email-validator>=2.0.0 ; extra == 'email'
+  - tzdata ; python_full_version >= '3.9' and sys_platform == 'win32' and extra == 'timezone'
   requires_python: '>=3.9'
-- conda: https://conda.anaconda.org/conda-forge/linux-64/zstd-1.5.7-hb78ec9c_6.conda
-  sha256: 68f0206ca6e98fea941e5717cec780ed2873ffabc0e1ed34428c061e2c6268c7
-  md5: 4a13eeac0b5c8e5b8ab496e6c4ddd829
-  depends:
-  - __glibc >=2.17,<3.0.a0
-  - libzlib >=1.3.1,<2.0a0
-  license: BSD-3-Clause
-  license_family: BSD
-  purls: []
-  size: 601375
-  timestamp: 1764777111296
-- conda: https://conda.anaconda.org/conda-forge/osx-64/zstd-1.5.7-h3eecb57_6.conda
-  sha256: 47101a4055a70a4876ffc87b750ab2287b67eca793f21c8224be5e1ee6394d3f
-  md5: 727109b184d680772e3122f40136d5ca
-  depends:
-  - __osx >=10.13
-  - libzlib >=1.3.1,<2.0a0
-  license: BSD-3-Clause
-  license_family: BSD
-  purls: []
-  size: 528148
-  timestamp: 1764777156963
-- conda: https://conda.anaconda.org/conda-forge/osx-arm64/zstd-1.5.7-hbf9d68e_6.conda
-  sha256: 9485ba49e8f47d2b597dd399e88f4802e100851b27c21d7525625b0b4025a5d9
-  md5: ab136e4c34e97f34fb621d2592a393d8
-  depends:
-  - __osx >=11.0
-  - libzlib >=1.3.1,<2.0a0
-  license: BSD-3-Clause
-  license_family: BSD
-  purls: []
-  size: 433413
-  timestamp: 1764777166076
+- pypi: https://files.pythonhosted.org/packages/fe/ba/e2081de779ca30d473f21f5b30e0e737c438205440784c7dfc81efc2b029/async_timeout-5.0.1-py3-none-any.whl
+  name: async-timeout
+  version: 5.0.1
+  sha256: 39e3809566ff85354557ec2398b55e096c8364bacac9405a7a1fa429e77fe76c
+  requires_python: '>=3.8'
diff --git a/protos/feast/core/DataSource.proto b/protos/feast/core/DataSource.proto
index b91296dca31..8ea19cebf24 100644
--- a/protos/feast/core/DataSource.proto
+++ b/protos/feast/core/DataSource.proto
@@ -28,15 +28,45 @@ import "feast/core/DataFormat.proto";
 import "feast/types/Value.proto";
 import "feast/core/Feature.proto";
 
+// Connection reference for a DataSource.
+// Combines connection type, credential resolution, and non-sensitive
+// connection parameters into a single reusable reference.
+// Allows DataSources to declare their full connection identity — which
+// backend to use, how to authenticate, and where to connect — independent
+// of the global offline_store config in feature_store.yaml.
+message ConnectionRef {
+  // Credential provider type: "kubernetes", "vault", "aws-secrets-manager",
+  // "gcp-secret-manager", "azure-key-vault", "env".
+  string provider = 1;
+
+  // Provider-specific name: K8s Secret name, Vault path, env var prefix, etc.
+  string name = 2;
+
+  // Optional scope qualifier: K8s namespace, Vault mount, AWS region, etc.
+  string namespace = 3;
+
+  // Optional offline store class type (e.g., "snowflake.offline", "bigquery",
+  // "spark", "iceberg-rest"). When empty, inferred from the DataSource class.
+  string connection_type = 4;
+
+  // Optional authentication mechanism: "secret", "oauth2", "basic", "sigv4".
+  // Defaults to "secret" (raw key-value credentials from provider).
+  string auth_type = 5;
+
+  // Optional non-sensitive connection parameters (e.g., account, database,
+  // warehouse, endpoint URI). Keys and values are backend-specific.
+  map<string, string> params = 6;
+}
+
 // Defines a Data Source that can be used source Feature data
-// Next available id: 28
+// Next available id: 30
 message DataSource {
   // Field indexes should *not* be reused. Not sure if fields 6-10 were used previously or not,
   // but they are going to be reserved for backwards compatibility.
   reserved 6 to 10;
 
   // Type of Data Source.
-  // Next available id: 13
+  // Next available id: 14
   enum SourceType {
     INVALID = 0;
     BATCH_FILE = 1;
@@ -51,6 +81,7 @@ message DataSource {
     BATCH_TRINO = 10;
     BATCH_SPARK = 11;
     BATCH_ATHENA = 12;
+    BATCH_ICEBERG = 13;
   }
 
   // Unique name of data source within the project
@@ -81,6 +112,10 @@ message DataSource {
   // Must specify creation timestamp column name
   string created_timestamp_column = 5;
 
+  // (Optional) Type of the timestamp_field column ("TIMESTAMP" or "DATE").
+  // When set to "DATE", SQL generation uses date-only comparisons.
+  string timestamp_field_type = 28;
+
   // This is an internal field that is represents the python class for the data source object a proto object represents.
   // This should be set by feast, and not by users.
   // The field is used primarily by custom data sources and is mandatory for them to set. Feast may set it for
@@ -90,6 +125,13 @@ message DataSource {
   // Optional batch source for streaming sources for historical features and materialization.
   DataSource batch_source = 26;
 
+  // Optional connection reference for this data source.
+  // When set, OfflineStores resolve connection type and credentials at
+  // runtime via the registered CredentialProvider instead of using ambient
+  // env vars or the global offline_store config in feature_store.yaml.
+  // All fields except provider and name are optional.
+  ConnectionRef connection_ref = 29;
+
   SourceMeta meta = 50;
 
   message SourceMeta {
diff --git a/protos/feast/core/FeatureService.proto b/protos/feast/core/FeatureService.proto
index 380b2dc3718..557782fe552 100644
--- a/protos/feast/core/FeatureService.proto
+++ b/protos/feast/core/FeatureService.proto
@@ -38,6 +38,10 @@ message FeatureServiceSpec {
 
   // (optional) if provided logging will be enabled for this feature service.
   LoggingConfig logging_config = 7;
+
+  // When true, a pre-computed feature vector is maintained per entity for this
+  // service, enabling single-read online retrieval instead of per-feature-view reads.
+  bool precompute_online = 8;
 }
 
 
diff --git a/protos/feast/core/FeatureView.proto b/protos/feast/core/FeatureView.proto
index 90207928ed0..e9fab625bb4 100644
--- a/protos/feast/core/FeatureView.proto
+++ b/protos/feast/core/FeatureView.proto
@@ -28,6 +28,26 @@ import "feast/core/DataSource.proto";
 import "feast/core/Feature.proto";
 import "feast/core/Transformation.proto";
 
+// Lifecycle state of a feature view.
+enum FeatureViewState {
+    // Default value for backward compatibility. Treated as AVAILABLE_ONLINE
+    // for existing feature views that predate the state machine.
+    STATE_UNSPECIFIED = 0;
+
+    // Feature view has been registered via feast apply but no data is available.
+    CREATED = 1;
+
+    // Feature engineering / offline data generation is complete.
+    // The feature view is ready to be materialized.
+    GENERATED = 2;
+
+    // Materialization is currently in progress.
+    MATERIALIZING = 3;
+
+    // Materialization completed. Features are available in the online store.
+    AVAILABLE_ONLINE = 4;
+}
+
 message FeatureView {
     // User-specified specifications of this feature view.
     FeatureViewSpec spec = 1;
@@ -100,6 +120,11 @@ message FeatureViewSpec {
 
     // Organizational unit that owns this feature view (e.g. "ads", "search").
     string org = 19;
+
+    // Whether this feature view is disabled for serving and materialization.
+    // When true, the feature view will not serve online features or be materialized.
+    // Defaults to false (enabled) for backward compatibility.
+    bool disabled = 20;
 }
 
 message FeatureViewMeta {
@@ -117,6 +142,9 @@ message FeatureViewMeta {
 
     // Auto-generated UUID identifying this specific version.
     string version_id = 5;
+
+    // Lifecycle state of this feature view.
+    FeatureViewState state = 6;
 }
 
 message MaterializationInterval {
diff --git a/protos/feast/core/FeatureViewProjection.proto b/protos/feast/core/FeatureViewProjection.proto
index 60a26139abd..a130eb96ad2 100644
--- a/protos/feast/core/FeatureViewProjection.proto
+++ b/protos/feast/core/FeatureViewProjection.proto
@@ -1,38 +1,42 @@
-syntax = "proto3";
-package feast.core;
-
-option go_package = "github.com/feast-dev/feast/go/protos/feast/core";
-option java_outer_classname = "FeatureReferenceProto";
-option java_package = "feast.proto.core";
-
-import "feast/core/Feature.proto";
-import "feast/core/DataSource.proto";
-
-
-// A projection to be applied on top of a FeatureView. 
-// Contains the modifications to a FeatureView such as the features subset to use.
-message FeatureViewProjection {
-  // The feature view name
-  string feature_view_name = 1;
-
-  // Alias for feature view name
-  string feature_view_name_alias = 3;
-
-  // The features of the feature view that are a part of the feature reference.
-  repeated FeatureSpecV2 feature_columns = 2;
-
-  // Map for entity join_key overrides of feature data entity join_key to entity data join_key
-  map<string,string> join_key_map = 4;
-
-  string timestamp_field = 5;
-  string date_partition_column = 6;
-  string created_timestamp_column = 7;
-  // Batch/Offline DataSource where this view can retrieve offline feature data.
-  DataSource batch_source = 8;
-  // Streaming DataSource from where this view can consume "online" feature data.
-  DataSource stream_source = 9;
-
-  // Optional version tag for version-qualified feature references (e.g., @v2).
-  optional int32 version_tag = 10;
-
-}
+syntax = "proto3";
+package feast.core;
+
+option go_package = "github.com/feast-dev/feast/go/protos/feast/core";
+option java_outer_classname = "FeatureReferenceProto";
+option java_package = "feast.proto.core";
+
+import "feast/core/Feature.proto";
+import "feast/core/DataSource.proto";
+
+
+// A projection to be applied on top of a FeatureView. 
+// Contains the modifications to a FeatureView such as the features subset to use.
+message FeatureViewProjection {
+  // The feature view name
+  string feature_view_name = 1;
+
+  // Alias for feature view name
+  string feature_view_name_alias = 3;
+
+  // The features of the feature view that are a part of the feature reference.
+  repeated FeatureSpecV2 feature_columns = 2;
+
+  // Map for entity join_key overrides of feature data entity join_key to entity data join_key
+  map<string,string> join_key_map = 4;
+
+  string timestamp_field = 5;
+  string date_partition_column = 6;
+  string created_timestamp_column = 7;
+  // Batch/Offline DataSource where this view can retrieve offline feature data.
+  DataSource batch_source = 8;
+  // Streaming DataSource from where this view can consume "online" feature data.
+  DataSource stream_source = 9;
+
+  // Optional version tag for version-qualified feature references (e.g., @v2).
+  optional int32 version_tag = 10;
+
+  // Distinguishes the source view type (e.g., "featureView", "labelView").
+  // Empty string or unset means "featureView" for backward compatibility.
+  string view_type = 11;
+
+}
diff --git a/protos/feast/core/LabelView.proto b/protos/feast/core/LabelView.proto
new file mode 100644
index 00000000000..8d2ff2abcf5
--- /dev/null
+++ b/protos/feast/core/LabelView.proto
@@ -0,0 +1,96 @@
+//
+// Copyright 2026 The Feast Authors
+//
+// Licensed under the Apache License, Version 2.0 (the "License");
+// you may not use this file except in compliance with the License.
+// You may obtain a copy of the License at
+//
+//     https://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing, software
+// distributed under the License is distributed on an "AS IS" BASIS,
+// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+// See the License for the specific language governing permissions and
+// limitations under the License.
+//
+
+syntax = "proto3";
+package feast.core;
+
+option go_package = "github.com/feast-dev/feast/go/protos/feast/core";
+option java_outer_classname = "LabelViewProto";
+option java_package = "feast.proto.core";
+
+import "google/protobuf/duration.proto";
+import "google/protobuf/timestamp.proto";
+import "feast/core/DataSource.proto";
+import "feast/core/Feature.proto";
+
+message LabelView {
+    LabelViewSpec spec = 1;
+    LabelViewMeta meta = 2;
+}
+
+enum ConflictResolutionPolicy {
+    LAST_WRITE_WINS = 0;
+    LABELER_PRIORITY = 1;
+    MAJORITY_VOTE = 2;
+}
+
+// Next available id: 16
+message LabelViewSpec {
+    // Name of the label view. Must be unique. Not updated.
+    string name = 1;
+
+    // Name of Feast project that this label view belongs to.
+    string project = 2;
+
+    // List of names of entities associated with this label view.
+    repeated string entities = 3;
+
+    // List of specifications for each label field defined as part of this label view.
+    repeated FeatureSpecV2 features = 4;
+
+    // User defined metadata.
+    map<string, string> tags = 5;
+
+    // Labels older than ttl will be excluded from online serving.
+    google.protobuf.Duration ttl = 6;
+
+    // DataSource (typically a PushSource) that feeds label data into this view.
+    DataSource source = 7;
+
+    // Whether labels should be served from the online store.
+    bool online = 8;
+
+    // Description of the label view.
+    string description = 9;
+
+    // Owner of the label view.
+    string owner = 10;
+
+    // List of specifications for each entity column.
+    repeated FeatureSpecV2 entity_columns = 11;
+
+    // The schema field that identifies the labeler (e.g. "labeler").
+    string labeler_field = 12;
+
+    // How conflicting labels from different labelers are resolved.
+    // Enforced for offline store reads; online store uses LAST_WRITE_WINS.
+    ConflictResolutionPolicy conflict_policy = 13;
+
+    // DEPRECATED: retain_history is always true (offline store always appends).
+    // Field kept for backwards wire compatibility; ignored by the SDK.
+    bool retain_history = 14 [deprecated = true];
+
+    // Optional name of the FeatureView whose entities this label view annotates.
+    string reference_feature_view = 15;
+}
+
+message LabelViewMeta {
+    // Time when this Label View was created.
+    google.protobuf.Timestamp created_timestamp = 1;
+
+    // Time when this Label View was last updated.
+    google.protobuf.Timestamp last_updated_timestamp = 2;
+}
diff --git a/protos/feast/core/OnDemandFeatureView.proto b/protos/feast/core/OnDemandFeatureView.proto
index 87c6a0eabfb..47372af15b2 100644
--- a/protos/feast/core/OnDemandFeatureView.proto
+++ b/protos/feast/core/OnDemandFeatureView.proto
@@ -80,6 +80,11 @@ message OnDemandFeatureViewSpec {
 
     // Organizational unit that owns this feature view (e.g. "ads", "search").
     string org = 18;
+
+    // Whether this feature view is disabled for serving.
+    // When true, the feature view will not serve features.
+    // Defaults to false (enabled) for backward compatibility.
+    bool disabled = 19;
 }
 
 message OnDemandFeatureViewMeta {
@@ -94,6 +99,9 @@ message OnDemandFeatureViewMeta {
 
     // Auto-generated UUID identifying this specific version.
     string version_id = 4;
+
+    // Lifecycle state of this feature view.
+    FeatureViewState state = 5;
 }
 
 message OnDemandSource {
diff --git a/protos/feast/core/Permission.proto b/protos/feast/core/Permission.proto
index 8a876a0dc78..e0c1d4efb98 100644
--- a/protos/feast/core/Permission.proto
+++ b/protos/feast/core/Permission.proto
@@ -46,6 +46,7 @@ message PermissionSpec {
     SAVED_DATASET = 8;
     PERMISSION = 9;
     PROJECT = 10;
+    LABEL_VIEW = 11;
   }
 
   repeated Type types = 3;
diff --git a/protos/feast/core/PrecomputedFeatureVector.proto b/protos/feast/core/PrecomputedFeatureVector.proto
new file mode 100644
index 00000000000..798df0b8d1e
--- /dev/null
+++ b/protos/feast/core/PrecomputedFeatureVector.proto
@@ -0,0 +1,31 @@
+syntax = "proto3";
+package feast.core;
+
+option go_package = "github.com/feast-dev/feast/go/protos/feast/core";
+option java_outer_classname = "PrecomputedFeatureVectorProto";
+option java_package = "feast.proto.core";
+
+import "google/protobuf/timestamp.proto";
+import "feast/types/Value.proto";
+
+// A pre-computed feature vector stores all features for a FeatureService
+// as a single serialized blob per entity, enabling O(1) online retrieval.
+message PrecomputedFeatureVector {
+  // Fully-qualified feature names in deterministic order, e.g. "fv1__feat1".
+  repeated string feature_names = 1;
+
+  // Feature values in the same order as feature_names.
+  repeated feast.types.Value values = 2;
+
+  // Per-feature-view event timestamps for TTL enforcement at read time.
+  repeated FeatureViewTimestamp fv_timestamps = 3;
+
+  // Wall-clock time when this vector was assembled.
+  google.protobuf.Timestamp precomputed_at = 4;
+}
+
+// Event timestamp associated with a specific feature view within the vector.
+message FeatureViewTimestamp {
+  string feature_view_name = 1;
+  google.protobuf.Timestamp event_timestamp = 2;
+}
diff --git a/protos/feast/core/Registry.proto b/protos/feast/core/Registry.proto
index 45c885c7906..1224f6d26ff 100644
--- a/protos/feast/core/Registry.proto
+++ b/protos/feast/core/Registry.proto
@@ -35,8 +35,9 @@ import "google/protobuf/timestamp.proto";
 import "feast/core/Permission.proto";
 import "feast/core/Project.proto";
 import "feast/core/FeatureViewVersion.proto";
+import "feast/core/LabelView.proto";
 
-// Next id: 19
+// Next id: 20
 message Registry {
     repeated Entity entities = 1;
     repeated FeatureTable feature_tables = 2;
@@ -57,6 +58,7 @@ message Registry {
     repeated Permission permissions = 16;
     repeated Project projects = 17;
     FeatureViewVersionHistory feature_view_version_history = 18;
+    repeated LabelView label_views = 19;
 }
 
 message ProjectMetadata {
diff --git a/protos/feast/core/SavedDataset.proto b/protos/feast/core/SavedDataset.proto
index 111548aa480..c4a65accd36 100644
--- a/protos/feast/core/SavedDataset.proto
+++ b/protos/feast/core/SavedDataset.proto
@@ -48,6 +48,19 @@ message SavedDatasetSpec {
 
   // User defined metadata
   map<string, string> tags = 7;
+
+  // Optional logical namespace for hierarchical grouping.
+  // Maps to the top-level prefix in Iceberg REST Catalog API.
+  // Empty string means not set (no namespace scoping).
+  string namespace = 9;
+
+  // Optional sub-grouping within a namespace.
+  // Maps to the namespace level in Iceberg REST Catalog API.
+  // Empty string means not set (dataset sits directly under namespace).
+  string collection = 10;
+
+  // Description of the saved dataset.
+  string description = 11;
 }
 
 message SavedDatasetStorage {
diff --git a/protos/feast/core/StreamFeatureView.proto b/protos/feast/core/StreamFeatureView.proto
index 4aff7cc37e7..8539e74bb6d 100644
--- a/protos/feast/core/StreamFeatureView.proto
+++ b/protos/feast/core/StreamFeatureView.proto
@@ -108,5 +108,10 @@ message StreamFeatureViewSpec {
 
     // Organizational unit that owns this stream feature view (e.g. "ads", "search").
     string org = 22;
+
+    // Whether this feature view is disabled for serving and materialization.
+    // When true, the feature view will not serve online features or be materialized.
+    // Defaults to false (enabled) for backward compatibility.
+    bool disabled = 23;
 }
 
diff --git a/protos/feast/registry/RegistryServer.proto b/protos/feast/registry/RegistryServer.proto
index 1e305abe728..2906e8a80b5 100644
--- a/protos/feast/registry/RegistryServer.proto
+++ b/protos/feast/registry/RegistryServer.proto
@@ -14,6 +14,7 @@ import "feast/core/FeatureService.proto";
 import "feast/core/SavedDataset.proto";
 import "feast/core/ValidationProfile.proto";
 import "feast/core/InfraObject.proto";
+import "feast/core/LabelView.proto";
 import "feast/core/Permission.proto";
 import "feast/core/Project.proto";
 
@@ -50,6 +51,10 @@ service RegistryServer{
   rpc GetOnDemandFeatureView (GetOnDemandFeatureViewRequest) returns (feast.core.OnDemandFeatureView) {}
   rpc ListOnDemandFeatureViews (ListOnDemandFeatureViewsRequest) returns (ListOnDemandFeatureViewsResponse) {}
 
+  // LabelView RPCs
+  rpc GetLabelView (GetLabelViewRequest) returns (feast.core.LabelView) {}
+  rpc ListLabelViews (ListLabelViewsRequest) returns (ListLabelViewsResponse) {}
+
   // FeatureService RPCs
   rpc ApplyFeatureService (ApplyFeatureServiceRequest) returns (google.protobuf.Empty) {}
   rpc GetFeatureService (GetFeatureServiceRequest) returns (feast.core.FeatureService) {}
@@ -62,6 +67,12 @@ service RegistryServer{
   rpc ListSavedDatasets (ListSavedDatasetsRequest) returns (ListSavedDatasetsResponse) {}
   rpc DeleteSavedDataset (DeleteSavedDatasetRequest) returns (google.protobuf.Empty) {}
 
+  // SavedDataset Operation RPCs
+  rpc CreateDatasetFromRetrieval (CreateDatasetFromRetrievalRequest) returns (CreateDatasetFromRetrievalResponse) {}
+  rpc GetDatasetData (GetDatasetDataRequest) returns (GetDatasetDataResponse) {}
+  rpc GetDatasetJobStatus (GetDatasetJobStatusRequest) returns (GetDatasetJobStatusResponse) {}
+  rpc ListDatasetJobs (ListDatasetJobsRequest) returns (ListDatasetJobsResponse) {}
+
   // ValidationReference RPCs
   rpc ApplyValidationReference (ApplyValidationReferenceRequest) returns (google.protobuf.Empty) {}
   rpc GetValidationReference (GetValidationReferenceRequest) returns (feast.core.ValidationReference) {}
@@ -220,6 +231,7 @@ message ApplyFeatureViewRequest {
     feast.core.FeatureView feature_view = 1;
     feast.core.OnDemandFeatureView on_demand_feature_view = 2;
     feast.core.StreamFeatureView stream_feature_view = 3;
+    feast.core.LabelView label_view = 6;
   }
   string project = 4;
   bool commit = 5;
@@ -255,6 +267,7 @@ message AnyFeatureView {
         feast.core.FeatureView feature_view = 1;
         feast.core.OnDemandFeatureView on_demand_feature_view = 2;
         feast.core.StreamFeatureView stream_feature_view = 3;
+        feast.core.LabelView label_view = 4;
     }    
 }
 
@@ -278,6 +291,7 @@ message ListAllFeatureViewsRequest {
     string data_source = 7;
     PaginationParams pagination = 8;
     SortingParams sorting = 9;
+    google.protobuf.Timestamp updated_since = 10;
 }
 
 message ListAllFeatureViewsResponse {
@@ -328,6 +342,27 @@ message ListOnDemandFeatureViewsResponse {
     PaginationMetadata pagination = 2;
 }
 
+// LabelViews
+
+message GetLabelViewRequest {
+    string name = 1;
+    string project = 2;
+    bool allow_cache = 3;
+}
+
+message ListLabelViewsRequest {
+    string project = 1;
+    bool allow_cache = 2;
+    map<string,string> tags = 3;
+    PaginationParams pagination = 4;
+    SortingParams sorting = 5;
+}
+
+message ListLabelViewsResponse {
+    repeated feast.core.LabelView label_views = 1;
+    PaginationMetadata pagination = 2;
+}
+
 // FeatureServices
 
 message ApplyFeatureServiceRequest {
@@ -382,6 +417,10 @@ message ListSavedDatasetsRequest {
     map<string,string> tags = 3;
     PaginationParams pagination = 4;
     SortingParams sorting = 5;
+    // Optional logical namespace filter. Empty string means no filter.
+    string namespace = 6;
+    // Optional collection filter. Empty string means no filter.
+    string collection = 7;
 }
 
 message ListSavedDatasetsResponse {
@@ -395,6 +434,71 @@ message DeleteSavedDatasetRequest {
     bool commit = 3;
 }
 
+// SavedDataset Operations
+
+message CreateDatasetFromRetrievalRequest {
+    string name = 1;
+    string project = 2;
+    string feature_service_name = 3;
+    repeated string features = 4;
+    string entity_source_type = 5;
+    string entity_source_path = 6;
+    repeated string entity_keys = 8;
+    string entity_values = 9;
+    string start_date = 10;
+    string end_date = 11;
+    string extra_columns = 12;
+    string storage_type = 13;
+    string storage_path = 14;
+    map<string, string> tags = 15;
+    bool allow_overwrite = 16;
+}
+
+message CreateDatasetFromRetrievalResponse {
+    string job_id = 1;
+    string status = 2;
+}
+
+message GetDatasetDataRequest {
+    string name = 1;
+    string project = 2;
+    int32 limit = 3;
+}
+
+message TabularRow {
+    repeated string values = 1;
+}
+
+message GetDatasetDataResponse {
+    repeated string columns = 1;
+    repeated TabularRow rows = 2;
+    int32 total_rows = 3;
+    int32 sample_size = 4;
+}
+
+message GetDatasetJobStatusRequest {
+    string job_id = 1;
+}
+
+message GetDatasetJobStatusResponse {
+    string job_id = 1;
+    string dataset_name = 2;
+    string project = 3;
+    string status = 4;
+    string created_at = 5;
+    string completed_at = 6;
+    string error = 7;
+}
+
+message ListDatasetJobsRequest {
+    string project = 1;
+    string status_filter = 2;
+}
+
+message ListDatasetJobsResponse {
+    repeated GetDatasetJobStatusResponse jobs = 1;
+}
+
 // ValidationReference
 
 message ApplyValidationReferenceRequest {
@@ -543,6 +647,8 @@ message Feature {
   google.protobuf.Timestamp created_timestamp = 6;
   google.protobuf.Timestamp last_updated_timestamp = 7;
   map<string, string> tags = 8;
+  // Semantic kind: "feature" (input/predictor) or "label" (target/annotation).
+  string kind = 9;
 }
 
 message ListFeaturesRequest {
@@ -552,6 +658,8 @@ message ListFeaturesRequest {
   bool allow_cache = 6;
   PaginationParams pagination = 4;
   SortingParams sorting = 5;
+  // Filter by kind: "feature" or "label". Empty means no filter.
+  string kind = 7;
 }
 
 message ListFeaturesResponse {
diff --git a/protos/feast/types/Value.proto b/protos/feast/types/Value.proto
index 086617ea66e..648045cb1e0 100644
--- a/protos/feast/types/Value.proto
+++ b/protos/feast/types/Value.proto
@@ -69,6 +69,7 @@ message ValueType {
     DECIMAL_LIST = 45;
     DECIMAL_SET = 46;
     SCALAR_MAP = 47;
+    ZONED_TIMESTAMP = 48;
   }
 }
 
@@ -120,6 +121,7 @@ message Value {
     StringList decimal_list_val = 45;
     StringSet decimal_set_val = 46;
     ScalarMap scalar_map_val = 47;
+    ZonedTimestamp zoned_timestamp_val = 48;
   }
 }
 
@@ -127,6 +129,17 @@ enum Null {
   NULL = 0;
 }
 
+// A timezone-aware datetime: the UTC instant plus its originating zone, so a
+// zoned datetime round-trips losslessly (unlike UNIX_TIMESTAMP, which is decoded
+// as UTC and discards the original zone).
+message ZonedTimestamp {
+  // Epoch seconds (UTC instant), same convention as unix_timestamp_val.
+  int64 unix_timestamp = 1;
+  // IANA zone name (e.g. "America/Los_Angeles") or a fixed-offset string
+  // (e.g. "-07:00", "UTC"). Empty string is treated as UTC on read.
+  string zone = 2;
+}
+
 message BytesList {
   repeated bytes val = 1;
 }
diff --git a/pyproject.toml b/pyproject.toml
index a2b63ca2882..c10ea8d5fd2 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -14,16 +14,16 @@ dynamic = [
     "version",
 ]
 dependencies = [
+    "attrs",
     "click>=7.0.0,<9.0.0",
     "colorama>=0.3.9,<1",
     "dill~=0.3.0",
     "protobuf>=4.24.0",
     "Jinja2>=2,<4",
-    "jsonschema",
     "mmh3",
     "numpy>=2.0.0,<3",
     "pandas>=1.4.3,<3",
-    "pyarrow>=21.0.0",
+    "pyarrow>=16.1.0",
     "pydantic>=2.10.6",
     "pygments>=2.12.0,<3",
     "PyYAML>=5.4.0,<7",
@@ -35,26 +35,32 @@ dependencies = [
     "tqdm>=4,<5",
     "typeguard>=4.0.0",
     "fastapi>=0.68.0",
-    "uvicorn[standard]>=0.30.6,<=0.34.0",
+    "starlette>=1.0.1",
+    "uvicorn[standard]>=0.30.6",
     "uvicorn-worker",
     "gunicorn; platform_system != 'Windows'",
     "dask[dataframe]>=2024.2.1",
     "prometheus_client>=0.20.0,<0.25.0",
     "psutil",
     "bigtree>=0.19.2",
-    "pyjwt",
+    # >=2.13 for PyJWKClient's JWK-set cache surviving transient fetch
+    # failures; the OIDC token parser reuses one client and relies on it.
+    "pyjwt>=2.13.0",
 ]
 
 [project.optional-dependencies]
-aws = ["boto3==1.38.27", "fsspec<=2024.9.0", "aiobotocore>2,<3"]
+aerospike = [
+    "aerospike>=19.0.0,<20.0.0",
+]
+aws = ["boto3>=1.38.27", "fsspec>=2024.1.0", "aiobotocore>=2"]
 azure = [
     "azure-storage-blob>=0.37.0",
     "azure-identity>=1.6.1",
     "SQLAlchemy>=1.4.19",
     "pyodbc>=4.0.30",
-    "pymssql<2.3.3"
+    "pymssql>=2.3.6"
 ]
-cassandra = ["cassandra-driver>=3.24.0,<4"]
+cassandra = ["cassandra-driver>=3.26.0,<4"]
 clickhouse = ["clickhouse-connect>=0.7.19"]
 couchbase = ["couchbase==4.3.2", "couchbase-columnar==1.0.0"]
 delta = ["deltalake<1.0.0"]
@@ -62,6 +68,7 @@ docling = ["docling==2.27.0"]
 duckdb = ["ibis-framework[duckdb]>=10.0.0"]
 elasticsearch = ["elasticsearch>=8.13.0"]
 faiss = ["faiss-cpu>=1.7.0,<=1.10.0"]
+flink = ["apache-flink>=2.2.1,<3", "pyarrow<21.0.0"]
 gcp = [
     "google-api-core>=1.23.0,<3",
     "googleapis-common-protos>=1.52.0,<2",
@@ -70,15 +77,16 @@ gcp = [
     "google-cloud-datastore>=2.16.0,<3",
     "google-cloud-storage>=1.34.0,<3",
     "google-cloud-bigtable>=2.11.0,<3",
-    "fsspec<=2024.9.0",
+    "fsspec>=2024.1.0",
 ]
 ge = ["great_expectations>=0.15.41,<1"]
 go = ["cffi>=1.15.0"]
 grpcio = [
-    "grpcio>=1.56.2,<=1.62.3",
-    "grpcio-reflection>=1.56.2,<=1.62.3",
-    "grpcio-health-checking>=1.56.2,<=1.62.3",
+    "grpcio>=1.56.2",
+    "grpcio-reflection>=1.56.2",
+    "grpcio-health-checking>=1.56.2",
 ]
+remote = ["grpcio>=1.56.2"]
 hazelcast = ["hazelcast-python-client>=5.1"]
 hbase = ["happybase>=1.2.0,<3"]
 ibis = [
@@ -92,8 +100,8 @@ image = [
     "scikit-learn>=1.0.0",
 ]
 milvus = [
-    "pymilvus>2.5",
-    "milvus-lite==2.4.12",
+    "pymilvus>=2.5",
+    "milvus-lite>=2.4.12",
     "feast[setuptools]"
 ]
 mongodb = [
@@ -106,11 +114,12 @@ mysql = ["pymysql", "types-PyMySQL"]
 openlineage = ["openlineage-python>=1.40.0"]
 opentelemetry = ["prometheus_client", "psutil"]
 spark = ["pyspark>=4.0.0"]
+iceberg = ["pyiceberg>=0.7.0"]
 trino = ["trino>=0.305.0,<0.400.0", "regex"]
-postgres = ["psycopg[binary,pool]==3.2.5"]
+postgres = ["psycopg[binary,pool]>=3.2.5"]
 # psycopg[c] install requires a system with a C compiler, python dev headers, & postgresql client dev headers
 # https://www.psycopg.org/psycopg3/docs/basic/install.html#local-installation
-postgres-c = ["psycopg[c,pool]==3.2.5"]
+postgres-c = ["psycopg[c,pool]>=3.2.5"]
 pytorch = ["torch>=2.7.0", "torchvision>=0.22.1"]
 qdrant = ["qdrant-client>=1.12.0"]
 rag = [
@@ -120,24 +129,28 @@ rag = [
 ]
 ray = [
 'ray>=2.47.0; python_version == "3.10"',
-'codeflare-sdk>=0.31.1; python_version > "3.10"'
+'codeflare-sdk>=0.31.1; python_version > "3.10"',
+"datasets>=3.6.0",
 ]
 redis = [
     "redis>=4.2.2,<8",
     "hiredis>=2.0.0,<4",
 ]
+scylladb = ["scylla-driver>=3.28.0,<4"]
 singlestore = ["singlestoredb<1.8.0"]
 snowflake = [
     "snowflake-connector-python[pandas]>=3.7,<5",
 ]
 sqlite_vec = ["sqlite-vec==v0.1.6"]
-mcp = ["fastapi_mcp"]
+mcp = ["fastapi_mcp", "mcp>=1.0,<2"]
+mlflow = ["mlflow>=2.10.0"]
 
 dbt = ["dbt-artifacts-parser"]
 
 test = [
     "pytest>=6.0.0,<8",
     "pytest-xdist>=3.8.0",
+    "pytest-cov>=5.0.0",
     "pytest-timeout==1.4.2",
     "pytest-lazy-fixture==0.6.3",
     "pytest-ordering~=0.6.0",
@@ -153,14 +166,14 @@ test = [
 ]
 
 ci = [
-    "feast[test, aws, azure, cassandra, clickhouse, couchbase, delta, docling, duckdb, elasticsearch, faiss, gcp, ge, go, grpcio, hazelcast, hbase, ibis, image, k8s, mcp, milvus, mongodb, mssql, mysql, openlineage, opentelemetry, oracle, spark, trino, postgres, pytorch, qdrant, rag, ray, redis, singlestore, snowflake, sqlite_vec]",
+    "feast[test, aws, azure, cassandra, clickhouse, couchbase, delta, docling, duckdb, elasticsearch, faiss, gcp, ge, go, grpcio, hazelcast, hbase, ibis, iceberg, image, k8s, mcp, milvus, mlflow, mongodb, mssql, mysql, openlineage, opentelemetry, oracle, scylladb, spark, trino, postgres, pytorch, qdrant, rag, ray, redis, singlestore, snowflake, sqlite_vec]",
     "build",
     "virtualenv==20.23.0",
     "dbt-artifacts-parser",
     "ruff>=0.8.0",
     "mypy-protobuf>=3.1",
-    "grpcio-tools>=1.56.2,<=1.62.3",
-    "grpcio-testing>=1.56.2,<=1.62.3",
+    "grpcio-tools>=1.56.2",
+    "grpcio-testing>=1.56.2",
     # FastAPI does not correctly pull starlette dependency on httpx see thread(https://github.com/tiangolo/fastapi/issues/5656).
     "httpx==0.27.2",
     "mock==2.0.0",
@@ -252,6 +265,10 @@ line-length = 88
 target-version = "py310"
 include = ["*.py", "*.pyi"]
 
+[tool.ruff.lint]
+# Keep on using old default rules: https://astral.sh/blog/ruff-v0.16.0
+select = ["E4", "E7", "E9", "F"]
+
 [tool.ruff.format]
 # exclude a few common directories in the root of the project
 exclude = [
@@ -275,6 +292,26 @@ dev = [
     "pytest-xdist>=3.8.0",
 ]
 
+[tool.uv]
+conflicts = [
+    [
+        { extra = "flink" },
+        { extra = "ge" },
+    ],
+    [
+        { extra = "flink" },
+        { extra = "ci" },
+    ],
+    [
+        { extra = "flink" },
+        { extra = "dev" },
+    ],
+    [
+        { extra = "flink" },
+        { extra = "docs" },
+    ],
+]
+
 # Pixi configuration
 [tool.pixi.workspace]
 channels = ["conda-forge"]
@@ -287,7 +324,8 @@ python = "~=3.10.0"
 feast = { path = ".", editable = true, extras = ["duckdb", "delta", "grpcio", "test"] }
 
 [tool.pixi.feature.duckdb-tests.tasks]
-test = { cmd = "python -m pytest -n 8 --integration -m 'not ray_offline_stores_only' --ignore=sdk/python/tests/integration/offline_store/test_dqm_validation.py sdk/python/tests/integration/offline_store", env = { PYTHONPATH = ".", FULL_REPO_CONFIGS_MODULE = "sdk.python.tests.universal.feature_repos.duckdb_repo_configuration", FEAST_IS_LOCAL_TEST = "True" } }
+install-delta-extension = "python -c \"import duckdb; duckdb.connect().install_extension('delta')\""
+test = { depends-on = ["install-delta-extension"], cmd = "python -m pytest -n 8 --integration -m 'not ray_offline_stores_only' --ignore=sdk/python/tests/integration/offline_store/test_dqm_validation.py sdk/python/tests/integration/offline_store", env = { PYTHONPATH = ".", FULL_REPO_CONFIGS_MODULE = "sdk.python.tests.universal.feature_repos.duckdb_repo_configuration", FEAST_IS_LOCAL_TEST = "True" } }
 
 [tool.pixi.feature.ray-tests.pypi-dependencies]
 feast = { path = ".", editable = true, extras = ["ray", "grpcio", "test"] }
@@ -300,7 +338,7 @@ test = { depends-on = ["test-offline", "test-unit-compute-ray", "test-compute"]
 
 [tool.pixi.feature.registration-tests.pypi-dependencies]
 feast = { path = ".", editable = true, extras = ["aws", "gcp", "grpcio", "postgres", "mysql", "redis", "snowflake", "spark", "test"] }
-grpcio-testing = ">=1.56.2,<=1.62.3"
+grpcio-testing = ">=1.56.2"
 
 [tool.pixi.feature.registration-tests.tasks]
 test = { cmd = "python -m pytest -n auto --dist loadgroup --integration sdk/python/tests/integration/registration", env = { PYTHONPATH = ".", FEAST_IS_LOCAL_TEST = "True" } }
@@ -310,3 +348,28 @@ test-ci = { cmd = "python -m pytest -n auto --dist loadgroup --integration sdk/p
 duckdb-tests = ["py310", "duckdb-tests"]
 ray-tests = ["py310", "ray-tests"]
 registration-tests = ["py310", "registration-tests"]
+
+[tool.coverage.run]
+branch = true
+source = ["feast"]
+omit = [
+    "*/tests/*",
+    "*/protos/*",
+    "*_pb2.py",
+    "*_pb2_grpc.py",
+    "feast/embedded_go/*",
+]
+
+[tool.coverage.report]
+show_missing = true
+skip_covered = false
+exclude_lines = [
+    "pragma: no cover",
+    "def __repr__",
+    "raise NotImplementedError",
+    "if TYPE_CHECKING:",
+    "pass$",
+]
+
+[tool.coverage.xml]
+output = "coverage.xml"
diff --git a/sdk/python/docs/index.rst b/sdk/python/docs/index.rst
index 14af6a6d9ef..ad21025eb2e 100644
--- a/sdk/python/docs/index.rst
+++ b/sdk/python/docs/index.rst
@@ -128,6 +128,18 @@ Stream Feature View
 .. autoclass:: feast.stream_feature_view.StreamFeatureView
     :members:
 
+Label View
+----------------------
+
+.. autoclass:: feast.labeling.label_view.LabelView
+    :members:
+
+Conflict Policy
+----------------------
+
+.. autoclass:: feast.labeling.conflict_policy.ConflictPolicy
+    :members:
+
 Field
 ==================
 
diff --git a/sdk/python/docs/source/feast.protos.feast.core.rst b/sdk/python/docs/source/feast.protos.feast.core.rst
index b2fa998509c..e5bdced9f22 100644
--- a/sdk/python/docs/source/feast.protos.feast.core.rst
+++ b/sdk/python/docs/source/feast.protos.feast.core.rst
@@ -180,6 +180,14 @@ feast.protos.feast.core.InfraObject\_pb2\_grpc module
    :undoc-members:
    :show-inheritance:
 
+feast.protos.feast.core.LabelView\_pb2 module
+----------------------------------------------
+
+.. automodule:: feast.protos.feast.core.LabelView_pb2
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
 feast.protos.feast.core.OnDemandFeatureView\_pb2 module
 -------------------------------------------------------
 
diff --git a/sdk/python/docs/source/feast.rst b/sdk/python/docs/source/feast.rst
index 27231480da8..304083138d2 100644
--- a/sdk/python/docs/source/feast.rst
+++ b/sdk/python/docs/source/feast.rst
@@ -65,6 +65,14 @@ feast.data\_format module
    :undoc-members:
    :show-inheritance:
 
+feast.demos module
+------------------
+
+.. automodule:: feast.demos
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
 feast.data\_source module
 -------------------------
 
diff --git a/sdk/python/feast/__init__.py b/sdk/python/feast/__init__.py
index b1881c50150..7be72ea6c86 100644
--- a/sdk/python/feast/__init__.py
+++ b/sdk/python/feast/__init__.py
@@ -1,6 +1,7 @@
 from importlib.metadata import PackageNotFoundError
 from importlib.metadata import version as _version
 
+from feast.demos import copy_demo_notebooks
 from feast.infra.offline_stores.bigquery_source import BigQuerySource
 from feast.infra.offline_stores.contrib.athena_offline_store.athena_source import (
     AthenaSource,
@@ -18,13 +19,22 @@
 from .data_source import KafkaSource, KinesisSource, PushSource, RequestSource
 from .dataframe import DataFrameEngine, FeastDataFrame
 from .doc_embedder import DocEmbedder, SchemaTransformFn
-from .embedder import BaseEmbedder, EmbeddingConfig, MultiModalEmbedder
+from .embedder import (
+    BaseEmbedder,
+    EmbeddingConfig,
+    EmbeddingProvider,
+    MultiModalEmbedder,
+    SentenceTransformersEmbeddingProvider,
+    get_embedding_provider,
+)
 from .entity import Entity
 from .feature import Feature
 from .feature_service import FeatureService
 from .feature_store import FeatureStore
-from .feature_view import FeatureView
+from .feature_view import FeatureView, FeatureViewState
 from .field import Field
+from .filter_models import FilterTranslator
+from .labeling import ConflictPolicy, LabelView
 from .on_demand_feature_view import OnDemandFeatureView
 from .project import Project
 from .repo_config import RepoConfig
@@ -41,6 +51,7 @@
 __all__ = [
     "Aggregation",
     "BatchFeatureView",
+    "copy_demo_notebooks",
     "DataFrameEngine",
     "Entity",
     "KafkaSource",
@@ -51,6 +62,9 @@
     "FeatureService",
     "FeatureStore",
     "FeatureView",
+    "FeatureViewState",
+    "LabelView",
+    "ConflictPolicy",
     "OnDemandFeatureView",
     "RepoConfig",
     "StreamFeatureView",
@@ -73,4 +87,8 @@
     "BaseEmbedder",
     "MultiModalEmbedder",
     "EmbeddingConfig",
+    "EmbeddingProvider",
+    "SentenceTransformersEmbeddingProvider",
+    "get_embedding_provider",
+    "FilterTranslator",
 ]
diff --git a/sdk/python/feast/aggregation/__init__.py b/sdk/python/feast/aggregation/__init__.py
index 464e49edd9b..d0865c0dabd 100644
--- a/sdk/python/feast/aggregation/__init__.py
+++ b/sdk/python/feast/aggregation/__init__.py
@@ -90,7 +90,7 @@ def from_proto(cls, agg_proto: AggregationProto):
 
     def __eq__(self, other):
         if not isinstance(other, Aggregation):
-            raise TypeError("Comparisons should only involve Aggregations.")
+            return False
 
         if (
             self.column != other.column
diff --git a/sdk/python/feast/api/registry/rest/__init__.py b/sdk/python/feast/api/registry/rest/__init__.py
index 14db40d7af6..af4a17cb15b 100644
--- a/sdk/python/feast/api/registry/rest/__init__.py
+++ b/sdk/python/feast/api/registry/rest/__init__.py
@@ -1,27 +1,262 @@
+import logging
+from typing import Any, Optional
+
 from fastapi import FastAPI
 
+from feast.api.registry.rest.compute_engines import get_compute_engine_router
 from feast.api.registry.rest.data_sources import get_data_source_router
 from feast.api.registry.rest.entities import get_entity_router
 from feast.api.registry.rest.feature_services import get_feature_service_router
 from feast.api.registry.rest.feature_views import get_feature_view_router
 from feast.api.registry.rest.features import get_feature_router
+from feast.api.registry.rest.label_views import get_label_view_router
 from feast.api.registry.rest.lineage import get_lineage_router
 from feast.api.registry.rest.metrics import get_metrics_router
+from feast.api.registry.rest.monitoring import get_monitoring_router
 from feast.api.registry.rest.permissions import get_permission_router
-from feast.api.registry.rest.projects import get_project_router
+from feast.api.registry.rest.projects import get_project_router, get_registry_router
 from feast.api.registry.rest.saved_datasets import get_saved_dataset_router
 from feast.api.registry.rest.search import get_search_router
 
+logger = logging.getLogger(__name__)
+
+_ol_store_instance: Optional[Any] = None
+_ol_config: Optional[Any] = None
+_ol_processor: Optional[Any] = None
+
 
-def register_all_routes(app: FastAPI, grpc_handler, server=None):
+def get_ol_processor() -> Optional[Any]:
+    """Return the global OpenLineage processor, if initialized."""
+    return _ol_processor
+
+
+def register_all_routes(app: FastAPI, grpc_handler, server=None, store=None):
     app.include_router(get_entity_router(grpc_handler))
     app.include_router(get_data_source_router(grpc_handler))
     app.include_router(get_feature_service_router(grpc_handler))
     app.include_router(get_feature_view_router(grpc_handler))
     app.include_router(get_feature_router(grpc_handler))
+    app.include_router(get_label_view_router(grpc_handler))
     app.include_router(get_lineage_router(grpc_handler))
     app.include_router(get_permission_router(grpc_handler))
     app.include_router(get_project_router(grpc_handler))
-    app.include_router(get_saved_dataset_router(grpc_handler))
     app.include_router(get_search_router(grpc_handler))
     app.include_router(get_metrics_router(grpc_handler, server))
+    resolved_store = store or (
+        server.store if server and hasattr(server, "store") else None
+    )
+    app.include_router(get_saved_dataset_router(grpc_handler))
+    app.include_router(get_monitoring_router(grpc_handler, store=resolved_store))
+    app.include_router(get_compute_engine_router(grpc_handler, store=resolved_store))
+
+    if resolved_store:
+        app.include_router(get_registry_router(resolved_store))
+
+    _register_openlineage_consumer(app, resolved_store)
+
+
+def _register_openlineage_consumer(app: FastAPI, feast_store):
+    """Register the OpenLineage consumer router if consumer is enabled."""
+    if feast_store is None:
+        return
+
+    try:
+        ol_pydantic = getattr(feast_store.config, "openlineage", None)
+        if ol_pydantic is None:
+            return
+
+        from feast.openlineage.config import (
+            OpenLineageConfig,
+            OpenLineageConsumerConfig,
+        )
+
+        if hasattr(ol_pydantic, "to_openlineage_config"):
+            ol_config = ol_pydantic.to_openlineage_config()
+        elif isinstance(ol_pydantic, dict):
+            ol_config = OpenLineageConfig.from_dict(ol_pydantic)
+        elif isinstance(ol_pydantic, OpenLineageConfig):
+            ol_config = ol_pydantic
+        else:
+            consumer_dict = getattr(ol_pydantic, "consumer", None)
+            if consumer_dict is None:
+                return
+            if isinstance(consumer_dict, dict):
+                consumer = OpenLineageConsumerConfig.from_dict(consumer_dict)
+            else:
+                consumer = OpenLineageConsumerConfig(
+                    enabled=getattr(consumer_dict, "enabled", False),
+                    store_type=getattr(consumer_dict, "store_type", "sql"),
+                    connection_string=getattr(consumer_dict, "connection_string", None),
+                    api_key=getattr(consumer_dict, "api_key", None),
+                    namespace_mapping=getattr(consumer_dict, "namespace_mapping", None)
+                    or {},
+                )
+            ol_config = OpenLineageConfig(
+                enabled=getattr(ol_pydantic, "enabled", False),
+                consumer=consumer,
+            )
+
+        consumer_config = getattr(ol_config, "consumer", None)
+        if consumer_config is None or not consumer_config.enabled:
+            return
+
+        from feast.openlineage.consumer import get_consumer_router
+        from feast.openlineage.processor import OpenLineageProcessor
+        from feast.openlineage.store import OpenLineageStore
+
+        if consumer_config.connection_string:
+            ol_store = OpenLineageStore(
+                connection_string=consumer_config.connection_string
+            )
+        else:
+            registry_config = feast_store.config.registry
+            registry_path = getattr(registry_config, "path", None)
+            if isinstance(registry_config, dict):
+                registry_path = registry_config.get("path")
+            if not registry_path:
+                logger.warning("No registry path found for OpenLineage consumer store")
+                return
+            ol_store = OpenLineageStore(connection_string=registry_path)
+
+        ol_store.initialize()
+
+        import feast.api.registry.rest as _self_module
+
+        _self_module._ol_store_instance = ol_store
+        _self_module._ol_config = ol_config
+
+        ns_mapping = consumer_config.namespace_mapping
+        if isinstance(ns_mapping, type(None)):
+            ns_mapping = {}
+
+        processor = OpenLineageProcessor(
+            store=ol_store,
+            namespace_mapping=ns_mapping,
+        )
+
+        _self_module._ol_processor = processor
+
+        # Wire the local processor into Feast's own OL emitter so Feast events
+        # are also stored in the consumer DB automatically.
+        # The emitter is lazy-initialized, so it may be None at startup.
+        # Two-pronged approach:
+        #   1. If already initialized, wire now.
+        #   2. Store processor globally so _init_openlineage_emitter() can
+        #      pick it up when the emitter is lazily created later.
+        try:
+            emitter = getattr(feast_store, "_openlineage_emitter", None)
+            if emitter and hasattr(emitter, "_client") and emitter._client:
+                emitter._client.set_local_processor(processor)
+                logger.info(
+                    "Feast OL emitter wired to local consumer processor (eager)"
+                )
+        except Exception as wire_err:
+            logger.debug(f"Could not wire emitter to local processor: {wire_err}")
+
+        def _build_allowed_namespaces_fn(fs):
+            """Build a callback that derives OL namespace access from Feast RBAC.
+
+            Uses ``permitted_resources`` with ``DESCRIBE`` on all known projects.
+            The projects the current user may describe become the allowed OL
+            namespaces (mapped through ``resolve_namespace``).
+
+            External producer namespaces (e.g. ``spark://ml-team``,
+            ``airflow://prod-cluster``) are included when
+            ``consumer.namespace_mapping`` maps them to a Feast project the
+            user is allowed to DESCRIBE.  This is the only purpose of
+            ``namespace_mapping`` — it is a **read-side RBAC bridge**, not a
+            routing or rewrite mechanism.  Ingest stores events as-is;
+            producers own their namespace.
+            """
+
+            def _get_allowed():
+                try:
+                    from feast.openlineage.identity import resolve_namespace
+                    from feast.permissions.action import AuthzedAction
+                    from feast.permissions.security_manager import (
+                        get_security_manager,
+                        permitted_resources,
+                    )
+
+                    sm = get_security_manager()
+                    if sm is None:
+                        return None
+
+                    all_projects = fs.registry.list_projects(allow_cache=True)
+                    if not all_projects:
+                        return None
+
+                    allowed_projects = permitted_resources(
+                        all_projects, AuthzedAction.DESCRIBE
+                    )
+
+                    ol_ns_config = getattr(ol_config, "namespace", "feast")
+                    allowed_project_names = {p.name for p in allowed_projects}
+
+                    namespaces = set()
+                    for p in allowed_projects:
+                        namespaces.add(resolve_namespace(ol_ns_config, p.name))
+
+                    # Include external namespaces whose namespace_mapping
+                    # target is a project the user can DESCRIBE.
+                    consumer_cfg = getattr(ol_config, "consumer", None)
+                    ns_map = getattr(consumer_cfg, "namespace_mapping", None) or {}
+                    for ext_ns, mapped_project in ns_map.items():
+                        if mapped_project in allowed_project_names:
+                            namespaces.add(ext_ns)
+
+                    return list(namespaces) if namespaces else None
+                except Exception:
+                    return None
+
+            return _get_allowed
+
+        get_allowed_namespaces = _build_allowed_namespaces_fn(feast_store)
+
+        consumer_router = get_consumer_router(
+            config=ol_config,
+            store=ol_store,
+            processor=processor,
+            get_allowed_namespaces=get_allowed_namespaces,
+        )
+
+        app.include_router(consumer_router)
+        logger.info("OpenLineage consumer endpoints registered")
+
+        # Start background retention pruning if configured
+        retention_days = getattr(consumer_config, "retention_days", 30)
+        check_hours = getattr(consumer_config, "retention_check_interval_hours", 6)
+        if retention_days > 0:
+            import asyncio
+
+            async def _retention_loop():
+                interval_s = max(check_hours, 1) * 3600
+                await asyncio.sleep(30)
+                while True:
+                    try:
+                        ol_store.prune_expired(retention_days)
+                    except (ConnectionError, TimeoutError, OSError) as e:
+                        logger.warning(f"OL retention prune failed (retryable): {e}")
+                    except Exception as e:
+                        logger.error(
+                            f"OL retention prune failed (unexpected): {e}",
+                            exc_info=True,
+                        )
+                    await asyncio.sleep(interval_s)
+
+            @app.on_event("startup")
+            async def _start_retention_task():
+                asyncio.create_task(_retention_loop())
+
+            logger.info(
+                f"OL retention pruning enabled: {retention_days}d, "
+                f"check every {check_hours}h"
+            )
+
+    except ImportError as e:
+        logger.debug(f"OpenLineage consumer not available: {e}")
+    except Exception as e:
+        logger.warning(f"Failed to register OpenLineage consumer: {e}")
+        import traceback
+
+        traceback.print_exc()
diff --git a/sdk/python/feast/api/registry/rest/compute_engines.py b/sdk/python/feast/api/registry/rest/compute_engines.py
new file mode 100644
index 00000000000..31da2edc234
--- /dev/null
+++ b/sdk/python/feast/api/registry/rest/compute_engines.py
@@ -0,0 +1,256 @@
+import logging
+from typing import Any, Dict, List, Optional
+
+from fastapi import APIRouter, Depends, Query
+
+from feast.api.registry.rest.rest_utils import (
+    get_pagination_params,
+    get_sorting_params,
+    grpc_call,
+)
+from feast.protos.feast.registry import RegistryServer_pb2
+from feast.repo_config import BATCH_ENGINE_CLASS_FOR_TYPE
+
+logger = logging.getLogger(__name__)
+
+
+def _extract_engine_info(store) -> Dict[str, Any]:
+    """Extract compute engine configuration from the FeatureStore."""
+    config = getattr(store, "config", None)
+    if config is None:
+        return {
+            "engineType": "local",
+            "engineClass": "LocalComputeEngine",
+            "config": {"type": "local"},
+        }
+
+    batch_engine = getattr(config, "batch_engine", None)
+    if batch_engine is None:
+        return {
+            "engineType": "local",
+            "engineClass": "LocalComputeEngine",
+            "config": {"type": "local"},
+        }
+
+    if isinstance(batch_engine, dict):
+        engine_type = batch_engine.get("type", "local")
+        engine_config = {k: v for k, v in batch_engine.items() if v is not None}
+    elif hasattr(batch_engine, "type"):
+        engine_type = str(batch_engine.type)
+        dump = getattr(batch_engine, "model_dump", None) or getattr(
+            batch_engine, "dict", None
+        )
+        if dump:
+            engine_config = {k: v for k, v in dump().items() if v is not None}
+        else:
+            engine_config = {"type": engine_type}
+    else:
+        engine_type = str(batch_engine)
+        engine_config = {"type": engine_type}
+
+    engine_class_path = BATCH_ENGINE_CLASS_FOR_TYPE.get(engine_type, engine_type)
+    engine_class = (
+        engine_class_path.rsplit(".", 1)[-1]
+        if "." in engine_class_path
+        else engine_class_path
+    )
+
+    return {
+        "engineType": engine_type,
+        "engineClass": engine_class,
+        "config": engine_config,
+    }
+
+
+def _extract_materialization_jobs(
+    grpc_handler, project: str, allow_cache: bool = True
+) -> List[Dict[str, Any]]:
+    """Extract materialization job info from feature view metadata."""
+    req = RegistryServer_pb2.ListFeatureViewsRequest(
+        project=project,
+        allow_cache=allow_cache,
+    )
+    response = grpc_call(grpc_handler.ListFeatureViews, req)
+    feature_views = response.get("featureViews", [])
+
+    jobs: List[Dict[str, Any]] = []
+    for fv in feature_views:
+        spec = fv.get("spec", fv)
+        meta = fv.get("meta", {})
+        fv_name = spec.get("name", "unknown")
+        intervals = meta.get("materializationIntervals", [])
+
+        for idx, interval in enumerate(intervals):
+            start_time = interval.get("startTime", interval.get("start_time"))
+            end_time = interval.get("endTime", interval.get("end_time"))
+
+            jobs.append(
+                {
+                    "id": f"{fv_name}-{idx}",
+                    "featureView": fv_name,
+                    "status": "SUCCEEDED",
+                    "startTime": start_time,
+                    "endTime": end_time,
+                }
+            )
+
+    jobs.sort(key=lambda j: j.get("startTime", ""), reverse=True)
+    return jobs
+
+
+def get_compute_engine_router(grpc_handler, store=None) -> APIRouter:
+    router = APIRouter()
+
+    def _fv_to_info(fv: dict, fv_type: str) -> Dict[str, Any]:
+        spec = fv.get("spec", fv)
+        meta = fv.get("meta", {})
+        intervals = meta.get("materializationIntervals", [])
+        batch_engine = spec.get("batchEngine")
+
+        last_materialized = None
+        if intervals:
+            last_interval = intervals[-1]
+            last_materialized = last_interval.get(
+                "endTime", last_interval.get("end_time")
+            )
+
+        return {
+            "name": spec.get("name"),
+            "type": fv_type,
+            "online": spec.get("online", True),
+            "lastMaterialized": last_materialized,
+            "hasOverride": batch_engine is not None,
+            "overrides": batch_engine,
+            "materializationIntervals": intervals,
+        }
+
+    @router.get("/compute_engines")
+    def get_compute_engine(
+        project: str = Query(...),
+        allow_cache: bool = Query(default=True),
+    ):
+        engine_info = (
+            _extract_engine_info(store)
+            if store
+            else {
+                "engineType": "local",
+                "engineClass": "LocalComputeEngine",
+                "config": {"type": "local"},
+            }
+        )
+
+        fv_infos: List[Dict[str, Any]] = []
+
+        batch_resp = grpc_call(
+            grpc_handler.ListFeatureViews,
+            RegistryServer_pb2.ListFeatureViewsRequest(
+                project=project, allow_cache=allow_cache
+            ),
+        )
+        for fv in batch_resp.get("featureViews", []):
+            fv_infos.append(_fv_to_info(fv, "Batch"))
+
+        stream_resp = grpc_call(
+            grpc_handler.ListStreamFeatureViews,
+            RegistryServer_pb2.ListStreamFeatureViewsRequest(
+                project=project, allow_cache=allow_cache
+            ),
+        )
+        for sfv in stream_resp.get("streamFeatureViews", []):
+            fv_infos.append(_fv_to_info(sfv, "Stream"))
+
+        engine_info["featureViewCount"] = len(fv_infos)
+        engine_info["project"] = project
+
+        return {
+            "engine": engine_info,
+            "featureViews": fv_infos,
+        }
+
+    @router.get("/compute_engines/all")
+    def list_all_compute_engines(
+        allow_cache: bool = Query(default=True),
+        page: int = Query(1, ge=1),
+        limit: int = Query(50, ge=1, le=100),
+    ):
+        req = RegistryServer_pb2.ListProjectsRequest(allow_cache=allow_cache)
+        projects_resp = grpc_call(grpc_handler.ListProjects, req)
+        projects = projects_resp.get("projects", [])
+
+        engines = []
+        for proj in projects:
+            proj_name = proj.get("spec", {}).get("name") or proj.get("name", "")
+            if not proj_name:
+                continue
+
+            engine_info = (
+                _extract_engine_info(store)
+                if store
+                else {
+                    "engineType": "local",
+                    "engineClass": "LocalComputeEngine",
+                    "config": {"type": "local"},
+                    "mode": "standalone",
+                    "configSource": "feature_store.yaml",
+                }
+            )
+
+            fv_req = RegistryServer_pb2.ListFeatureViewsRequest(
+                project=proj_name,
+                allow_cache=allow_cache,
+            )
+            fv_resp = grpc_call(grpc_handler.ListFeatureViews, fv_req)
+            fv_count = len(fv_resp.get("featureViews", []))
+
+            engine_info["project"] = proj_name
+            engine_info["featureViewCount"] = fv_count
+            engines.append(engine_info)
+
+        start = (page - 1) * limit
+        end = start + limit
+        paginated = engines[start:end]
+
+        return {
+            "engines": paginated,
+            "pagination": {
+                "page": page,
+                "limit": limit,
+                "total": len(engines),
+            },
+        }
+
+    @router.get("/materialization_jobs")
+    def list_materialization_jobs(
+        project: str = Query(...),
+        allow_cache: bool = Query(default=True),
+        status: Optional[str] = Query(None, description="Filter by status"),
+        feature_view: Optional[str] = Query(
+            None, alias="feature_view", description="Filter by feature view name"
+        ),
+        pagination_params: dict = Depends(get_pagination_params),
+        sorting_params: dict = Depends(get_sorting_params),
+    ):
+        jobs = _extract_materialization_jobs(grpc_handler, project, allow_cache)
+
+        if status:
+            jobs = [j for j in jobs if j.get("status") == status.upper()]
+        if feature_view:
+            jobs = [j for j in jobs if j.get("featureView") == feature_view]
+
+        page = pagination_params.get("page", 1)
+        limit = pagination_params.get("limit", 50)
+        start = (page - 1) * limit
+        end = start + limit
+        total = len(jobs)
+        paginated = jobs[start:end]
+
+        return {
+            "jobs": paginated,
+            "pagination": {
+                "page": page,
+                "limit": limit,
+                "total": total,
+            },
+        }
+
+    return router
diff --git a/sdk/python/feast/api/registry/rest/data_sources.py b/sdk/python/feast/api/registry/rest/data_sources.py
index bbc120707fc..ed0f6f983fa 100644
--- a/sdk/python/feast/api/registry/rest/data_sources.py
+++ b/sdk/python/feast/api/registry/rest/data_sources.py
@@ -1,7 +1,9 @@
 import logging
-from typing import Dict
+from typing import Dict, Optional
 
 from fastapi import APIRouter, Depends, Query
+from fastapi.responses import JSONResponse
+from pydantic import BaseModel
 
 from feast.api.registry.rest.codegen_utils import (
     render_data_source_code,
@@ -19,6 +21,7 @@
     grpc_call,
     parse_tags,
 )
+from feast.protos.feast.core.DataSource_pb2 import DataSource as DataSourceProto
 from feast.protos.feast.registry import RegistryServer_pb2
 from feast.type_map import _convert_value_type_str_to_value_type
 from feast.types import from_value_type
@@ -26,6 +29,99 @@
 logger = logging.getLogger(__name__)
 
 
+class FileOptionsModel(BaseModel):
+    uri: str = ""
+    file_format: Optional[str] = "parquet"
+    s3_endpoint_override: Optional[str] = ""
+
+
+class BigQueryOptionsModel(BaseModel):
+    table: str = ""
+    query: str = ""
+
+
+class SnowflakeOptionsModel(BaseModel):
+    table: str = ""
+    database: str = ""
+    schema_: str = ""
+    query: Optional[str] = ""
+    warehouse: Optional[str] = ""
+
+
+class RedshiftOptionsModel(BaseModel):
+    table: str = ""
+    database: str = ""
+    schema_: str = ""
+    query: Optional[str] = ""
+
+
+class KafkaOptionsModel(BaseModel):
+    kafka_bootstrap_servers: str = ""
+    topic: str = ""
+    message_format: Optional[str] = "json"
+    watermark_delay_threshold: Optional[str] = ""
+
+
+class SparkOptionsModel(BaseModel):
+    table: str = ""
+    path: str = ""
+    query: Optional[str] = ""
+    file_format: Optional[str] = ""
+    table_format: Optional[str] = ""
+    table_format_catalog: Optional[str] = ""
+    table_format_namespace: Optional[str] = ""
+    table_format_properties: Optional[str] = ""
+    date_partition_column: Optional[str] = ""
+    date_partition_column_format: Optional[str] = ""
+
+
+class KinesisOptionsModel(BaseModel):
+    region: str = ""
+    stream_name: str = ""
+    record_format: Optional[str] = "json"
+
+
+class TrinoOptionsModel(BaseModel):
+    table: str = ""
+    query: str = ""
+
+
+class AthenaOptionsModel(BaseModel):
+    table: str = ""
+    query: str = ""
+    database: str = ""
+    data_source: Optional[str] = ""
+
+
+class CustomOptionsModel(BaseModel):
+    configuration: Optional[str] = ""
+    class_name: Optional[str] = ""
+    config: Optional[str] = ""
+
+
+class ApplyDataSourceRequestBody(BaseModel):
+    name: str
+    project: str
+    type: Optional[int] = None
+    timestamp_field: Optional[str] = ""
+    created_timestamp_column: Optional[str] = ""
+    date_partition_column: Optional[str] = ""
+    description: Optional[str] = ""
+    tags: Optional[Dict[str, str]] = {}
+    owner: Optional[str] = ""
+    file_options: Optional[FileOptionsModel] = None
+    bigquery_options: Optional[BigQueryOptionsModel] = None
+    snowflake_options: Optional[SnowflakeOptionsModel] = None
+    redshift_options: Optional[RedshiftOptionsModel] = None
+    kafka_options: Optional[KafkaOptionsModel] = None
+    spark_options: Optional[SparkOptionsModel] = None
+    trino_options: Optional[TrinoOptionsModel] = None
+    athena_options: Optional[AthenaOptionsModel] = None
+    kinesis_options: Optional[KinesisOptionsModel] = None
+    custom_options: Optional[CustomOptionsModel] = None
+    data_source_class_type: Optional[str] = None
+
+
 def get_data_source_router(grpc_handler) -> APIRouter:
     router = APIRouter()
 
@@ -157,4 +253,108 @@ def get_data_source(
                 result["featureDefinition"] = render_data_source_code(context)
                 return result
 
+    @router.post("/data_sources", status_code=201)
+    def apply_data_source(body: ApplyDataSourceRequestBody):
+        ds_proto = DataSourceProto(
+            name=body.name,
+            timestamp_field=body.timestamp_field or "",
+            created_timestamp_column=body.created_timestamp_column or "",
+            description=body.description or "",
+            tags=body.tags or {},
+            owner=body.owner or "",
+        )
+        if body.type is not None:
+            ds_proto.type = body.type  # type: ignore[assignment]
+
+        if body.date_partition_column:
+            ds_proto.date_partition_column = body.date_partition_column
+
+        if body.file_options:
+            ds_proto.file_options.uri = body.file_options.uri
+            if body.file_options.s3_endpoint_override:
+                ds_proto.file_options.s3_endpoint_override = (
+                    body.file_options.s3_endpoint_override
+                )
+        elif body.bigquery_options:
+            ds_proto.bigquery_options.table = body.bigquery_options.table
+            ds_proto.bigquery_options.query = body.bigquery_options.query
+        elif body.snowflake_options:
+            ds_proto.snowflake_options.table = body.snowflake_options.table
+            ds_proto.snowflake_options.database = body.snowflake_options.database
+            ds_proto.snowflake_options.schema = body.snowflake_options.schema_
+            if body.snowflake_options.query:
+                ds_proto.snowflake_options.query = body.snowflake_options.query
+        elif body.redshift_options:
+            ds_proto.redshift_options.table = body.redshift_options.table
+            ds_proto.redshift_options.database = body.redshift_options.database
+            ds_proto.redshift_options.schema = body.redshift_options.schema_
+            if body.redshift_options.query:
+                ds_proto.redshift_options.query = body.redshift_options.query
+        elif body.kafka_options:
+            ds_proto.kafka_options.kafka_bootstrap_servers = (
+                body.kafka_options.kafka_bootstrap_servers
+            )
+            ds_proto.kafka_options.topic = body.kafka_options.topic
+        elif body.spark_options:
+            ds_proto.spark_options.table = body.spark_options.table
+            ds_proto.spark_options.path = body.spark_options.path
+            if body.spark_options.query:
+                ds_proto.spark_options.query = body.spark_options.query
+            if body.spark_options.file_format:
+                ds_proto.spark_options.file_format = body.spark_options.file_format
+            if body.spark_options.date_partition_column_format:
+                ds_proto.spark_options.date_partition_column_format = (
+                    body.spark_options.date_partition_column_format
+                )
+        elif body.trino_options:
+            ds_proto.trino_options.table = body.trino_options.table
+            ds_proto.trino_options.query = body.trino_options.query
+        elif body.athena_options:
+            ds_proto.athena_options.table = body.athena_options.table
+            ds_proto.athena_options.query = body.athena_options.query
+            ds_proto.athena_options.database = body.athena_options.database
+            if body.athena_options.data_source:
+                ds_proto.athena_options.data_source = body.athena_options.data_source
+        elif body.kinesis_options:
+            ds_proto.kinesis_options.region = body.kinesis_options.region
+            ds_proto.kinesis_options.stream_name = body.kinesis_options.stream_name
+        elif body.custom_options:
+            if body.custom_options.configuration:
+                ds_proto.custom_options.configuration = (
+                    body.custom_options.configuration.encode("utf-8")
+                )
+
+        if body.data_source_class_type:
+            ds_proto.data_source_class_type = body.data_source_class_type
+
+        req = RegistryServer_pb2.ApplyDataSourceRequest(
+            data_source=ds_proto,
+            project=body.project,
+            commit=True,
+        )
+        grpc_call(grpc_handler.ApplyDataSource, req)
+
+        return JSONResponse(
+            status_code=201,
+            content={
+                "name": body.name,
+                "project": body.project,
+                "status": "applied",
+            },
+        )
+
+    @router.delete("/data_sources/{name}")
+    def delete_data_source(
+        name: str,
+        project: str = Query(...),
+    ):
+        req = RegistryServer_pb2.DeleteDataSourceRequest(
+            name=name,
+            project=project,
+            commit=True,
+        )
+        grpc_call(grpc_handler.DeleteDataSource, req)
+
+        return {"name": name, "project": project, "status": "deleted"}
+
     return router
diff --git a/sdk/python/feast/api/registry/rest/entities.py b/sdk/python/feast/api/registry/rest/entities.py
index d2943ea74c4..5326433c0aa 100644
--- a/sdk/python/feast/api/registry/rest/entities.py
+++ b/sdk/python/feast/api/registry/rest/entities.py
@@ -1,6 +1,9 @@
 import logging
+from typing import Dict, Optional
 
 from fastapi import APIRouter, Depends, Query
+from fastapi.responses import JSONResponse
+from pydantic import BaseModel
 
 from feast.api.registry.rest.codegen_utils import render_entity_code
 from feast.api.registry.rest.rest_utils import (
@@ -13,11 +16,23 @@
     get_sorting_params,
     grpc_call,
 )
+from feast.protos.feast.core.Entity_pb2 import Entity as EntityProto
+from feast.protos.feast.core.Entity_pb2 import EntitySpecV2 as EntitySpecProto
 from feast.protos.feast.registry import RegistryServer_pb2
 
 logger = logging.getLogger(__name__)
 
 
+class ApplyEntityRequestBody(BaseModel):
+    name: str
+    project: str
+    join_key: Optional[str] = None
+    value_type: Optional[int] = 2
+    description: Optional[str] = ""
+    tags: Optional[Dict[str, str]] = {}
+    owner: Optional[str] = ""
+
+
 def get_entity_router(grpc_handler) -> APIRouter:
     router = APIRouter()
 
@@ -136,4 +151,44 @@ def get_entity(
             result["featureDefinition"] = render_entity_code(context)
         return result
 
+    @router.post("/entities", status_code=201)
+    def apply_entity(body: ApplyEntityRequestBody):
+        join_key = body.join_key if body.join_key else body.name
+
+        spec = EntitySpecProto(
+            name=body.name,
+            value_type=body.value_type,
+            join_key=join_key,
+            description=body.description or "",
+            tags=body.tags or {},
+            owner=body.owner or "",
+        )
+        entity_proto = EntityProto(spec=spec)
+
+        req = RegistryServer_pb2.ApplyEntityRequest(
+            entity=entity_proto,
+            project=body.project,
+            commit=True,
+        )
+        grpc_call(grpc_handler.ApplyEntity, req)
+
+        return JSONResponse(
+            status_code=201,
+            content={"name": body.name, "project": body.project, "status": "applied"},
+        )
+
+    @router.delete("/entities/{name}")
+    def delete_entity(
+        name: str,
+        project: str = Query(...),
+    ):
+        req = RegistryServer_pb2.DeleteEntityRequest(
+            name=name,
+            project=project,
+            commit=True,
+        )
+        grpc_call(grpc_handler.DeleteEntity, req)
+
+        return {"name": name, "project": project, "status": "deleted"}
+
     return router
diff --git a/sdk/python/feast/api/registry/rest/feature_services.py b/sdk/python/feast/api/registry/rest/feature_services.py
index a3e634f3ce3..2486d28ea8d 100644
--- a/sdk/python/feast/api/registry/rest/feature_services.py
+++ b/sdk/python/feast/api/registry/rest/feature_services.py
@@ -1,6 +1,8 @@
-from typing import Dict
+from typing import Dict, List, Optional
 
 from fastapi import APIRouter, Depends, Query
+from fastapi.responses import JSONResponse
+from pydantic import BaseModel
 
 from feast.api.registry.rest.codegen_utils import render_feature_service_code
 from feast.api.registry.rest.rest_utils import (
@@ -14,9 +16,39 @@
     grpc_call,
     parse_tags,
 )
+from feast.feature_service import FeatureService
 from feast.protos.feast.registry import RegistryServer_pb2
 
 
+class FeatureViewRefModel(BaseModel):
+    feature_view_name: str
+    feature_names: Optional[List[str]] = []
+
+
+class ApplyFeatureServiceRequestBody(BaseModel):
+    name: str
+    project: str
+    features: List[FeatureViewRefModel]
+    description: Optional[str] = ""
+    tags: Optional[Dict[str, str]] = {}
+    owner: Optional[str] = ""
+
+
+def _projection_view_name(projection: dict) -> Optional[str]:
+    return (
+        projection.get("featureViewName")
+        or projection.get("feature_view_name")
+        or projection.get("name")
+    )
+
+
+def _projection_feature_columns(projection: dict) -> list:
+    columns = projection.get("featureColumns")
+    if columns is None:
+        columns = projection.get("feature_columns")
+    return columns if isinstance(columns, list) else []
+
+
 def get_feature_service_router(grpc_handler) -> APIRouter:
     router = APIRouter()
 
@@ -97,9 +129,7 @@ def get_feature_service(
             project=project,
             allow_cache=allow_cache,
         )
-        feature_service = grpc_call(grpc_handler.GetFeatureService, req)
-
-        result = feature_service
+        result = grpc_call(grpc_handler.GetFeatureService, req)
 
         if include_relationships:
             relationships = get_object_relationships(
@@ -109,25 +139,33 @@ def get_feature_service(
 
         if result:
             spec = result.get("spec", result)
-            name = spec.get("name") or result.get("name") or "default_feature_service"
+            service_name = (
+                spec.get("name") or result.get("name") or "default_feature_service"
+            )
             projections = spec.get("features", [])
             if not isinstance(projections, list):
                 projections = []
 
             features_exprs = []
             for proj in projections:
-                if isinstance(proj, dict):
-                    view_name = proj.get("name")
-                    feature_names = proj.get("features", [])
-                else:
-                    view_name = str(proj)
-                    feature_names = []
+                if not isinstance(proj, dict):
+                    continue
 
+                view_name = _projection_view_name(proj)
                 if not view_name:
                     continue
 
+                feature_columns = _projection_feature_columns(proj)
+                feature_names = [
+                    column.get("name")
+                    for column in feature_columns
+                    if isinstance(column, dict) and column.get("name")
+                ]
+
                 if feature_names:
-                    feature_list = ", ".join([repr(f) for f in feature_names])
+                    feature_list = ", ".join(
+                        [repr(feature_name) for feature_name in feature_names]
+                    )
                     features_exprs.append(f"{view_name}[[{feature_list}]]")
                 else:
                     features_exprs.append(view_name)
@@ -135,7 +173,7 @@ def get_feature_service(
             features_str = ", ".join(features_exprs)
 
             context = {
-                "name": name,
+                "name": service_name,
                 "features": features_str,
                 "tags": spec.get("tags", {}),
                 "description": spec.get("description", ""),
@@ -145,4 +183,39 @@ def get_feature_service(
             result["featureDefinition"] = render_feature_service_code(context)
         return result
 
+    @router.post("/feature_services", status_code=201)
+    def apply_feature_service(body: ApplyFeatureServiceRequestBody):
+        req = FeatureService.build_apply_request(
+            name=body.name,
+            project=body.project,
+            feature_view_refs=[
+                (feature.feature_view_name, feature.feature_names or None)
+                for feature in body.features
+            ],
+            description=body.description or "",
+            tags=body.tags or {},
+            owner=body.owner or "",
+            commit=True,
+        )
+        grpc_call(grpc_handler.ApplyFeatureService, req)
+
+        return JSONResponse(
+            status_code=201,
+            content={"name": body.name, "project": body.project, "status": "applied"},
+        )
+
+    @router.delete("/feature_services/{name}")
+    def delete_feature_service(
+        name: str,
+        project: str = Query(...),
+    ):
+        req = RegistryServer_pb2.DeleteFeatureServiceRequest(
+            name=name,
+            project=project,
+            commit=True,
+        )
+        grpc_call(grpc_handler.DeleteFeatureService, req)
+
+        return {"name": name, "project": project, "status": "deleted"}
+
     return router
diff --git a/sdk/python/feast/api/registry/rest/feature_views.py b/sdk/python/feast/api/registry/rest/feature_views.py
index 0c921a20870..0e46e921c48 100644
--- a/sdk/python/feast/api/registry/rest/feature_views.py
+++ b/sdk/python/feast/api/registry/rest/feature_views.py
@@ -1,6 +1,12 @@
-from typing import Dict
+import logging
+from datetime import timezone
+from typing import Dict, List, Optional
 
-from fastapi import APIRouter, Depends, Query
+from fastapi import APIRouter, Depends, HTTPException, Query
+from fastapi.responses import JSONResponse
+from google.protobuf import timestamp_pb2
+from google.protobuf.duration_pb2 import Duration
+from pydantic import BaseModel
 
 from feast.api.registry.rest.codegen_utils import render_feature_view_code
 from feast.api.registry.rest.rest_utils import (
@@ -14,10 +20,35 @@
     paginate_and_sort,
     parse_tags,
 )
+from feast.protos.feast.core.DataSource_pb2 import DataSource as DataSourceProto
+from feast.protos.feast.core.Feature_pb2 import FeatureSpecV2
+from feast.protos.feast.core.FeatureView_pb2 import FeatureView as FeatureViewProto
+from feast.protos.feast.core.FeatureView_pb2 import FeatureViewSpec
 from feast.registry_server import RegistryServer_pb2
 from feast.type_map import _convert_value_type_str_to_value_type
 from feast.types import from_value_type
 
+logger = logging.getLogger(__name__)
+
+
+class FeatureModel(BaseModel):
+    name: str
+    value_type: int = 2
+    description: Optional[str] = ""
+
+
+class ApplyFeatureViewRequestBody(BaseModel):
+    name: str
+    project: str
+    entities: Optional[List[str]] = []
+    features: Optional[List[FeatureModel]] = []
+    batch_source: Optional[str] = ""
+    ttl_seconds: Optional[int] = None
+    online: Optional[bool] = True
+    description: Optional[str] = ""
+    tags: Optional[Dict[str, str]] = {}
+    owner: Optional[str] = ""
+
 
 def _extract_feature_view_from_any(any_feature_view: dict) -> dict:
     """Extract the specific feature view type and data from an AnyFeatureView object.
@@ -237,10 +268,34 @@ def list_all_feature_views(
         data_source: str = Query(
             None, description="Filter feature views by data source name"
         ),
+        updated_since: Optional[str] = Query(
+            None,
+            description="Only return feature views updated at or after this ISO-8601 UTC timestamp (e.g. 2024-01-01T00:00:00Z)",
+        ),
         tags: Dict[str, str] = Depends(parse_tags),
         pagination_params: dict = Depends(get_pagination_params),
         sorting_params: dict = Depends(get_sorting_params),
     ):
+        updated_since_proto = None
+        if updated_since is not None:
+            from datetime import datetime
+
+            try:
+                dt = datetime.fromisoformat(updated_since.replace("Z", "+00:00"))
+            except ValueError:
+                raise HTTPException(
+                    status_code=400,
+                    detail=(
+                        f"Invalid 'updated_since' value '{updated_since}'; expected an "
+                        "ISO-8601 timestamp (e.g. 2024-01-01T00:00:00Z)."
+                    ),
+                )
+            if dt.tzinfo is None:
+                dt = dt.replace(tzinfo=timezone.utc)
+            ts = timestamp_pb2.Timestamp()
+            ts.FromDatetime(dt.astimezone(timezone.utc))
+            updated_since_proto = ts
+
         req = RegistryServer_pb2.ListAllFeatureViewsRequest(
             project=project,
             allow_cache=allow_cache,
@@ -251,6 +306,7 @@ def list_all_feature_views(
             data_source=data_source,
             pagination=create_grpc_pagination_params(pagination_params),
             sorting=create_grpc_sorting_params(sorting_params),
+            updated_since=updated_since_proto,
         )
         response = grpc_call(grpc_handler.ListAllFeatureViews, req)
         any_feature_views = response.get("featureViews", [])
@@ -275,4 +331,70 @@ def list_all_feature_views(
 
         return result
 
+    @router.post("/feature_views", status_code=201)
+    def apply_feature_view(body: ApplyFeatureViewRequestBody):
+        feature_specs = []
+        for f in body.features or []:
+            feature_specs.append(
+                FeatureSpecV2(
+                    name=f.name,
+                    value_type=f.value_type,
+                    description=f.description or "",
+                )
+            )
+
+        batch_source_proto = (
+            DataSourceProto(name=body.batch_source) if body.batch_source else None
+        )
+
+        ttl = (
+            Duration(seconds=body.ttl_seconds) if body.ttl_seconds is not None else None
+        )
+
+        spec = FeatureViewSpec(
+            name=body.name,
+            entities=body.entities or [],
+            features=feature_specs,
+            tags=body.tags or {},
+            online=body.online if body.online is not None else True,
+            description=body.description or "",
+            owner=body.owner or "",
+        )
+        if ttl is not None:
+            spec.ttl.CopyFrom(ttl)
+        if batch_source_proto:
+            spec.batch_source.CopyFrom(batch_source_proto)
+
+        fv_proto = FeatureViewProto(spec=spec)
+
+        req = RegistryServer_pb2.ApplyFeatureViewRequest(
+            feature_view=fv_proto,
+            project=body.project,
+            commit=True,
+        )
+        grpc_call(grpc_handler.ApplyFeatureView, req)
+
+        return JSONResponse(
+            status_code=201,
+            content={
+                "name": body.name,
+                "project": body.project,
+                "status": "applied",
+            },
+        )
+
+    @router.delete("/feature_views/{name}")
+    def delete_feature_view(
+        name: str,
+        project: str = Query(...),
+    ):
+        req = RegistryServer_pb2.DeleteFeatureViewRequest(
+            name=name,
+            project=project,
+            commit=True,
+        )
+        grpc_call(grpc_handler.DeleteFeatureView, req)
+
+        return {"name": name, "project": project, "status": "deleted"}
+
     return router
diff --git a/sdk/python/feast/api/registry/rest/features.py b/sdk/python/feast/api/registry/rest/features.py
index 122b02577b9..f2834e32285 100644
--- a/sdk/python/feast/api/registry/rest/features.py
+++ b/sdk/python/feast/api/registry/rest/features.py
@@ -38,6 +38,7 @@ def list_features(
             feature_view=feature_view or "",
             name=name or "",
             allow_cache=allow_cache,
+            kind="feature",
             pagination=create_grpc_pagination_params(pagination_params),
             sorting=create_grpc_sorting_params(sorting_params),
         )
@@ -127,6 +128,76 @@ def list_features_all(
             limit=limit,
             sort_by=sort_by,
             sort_order=sort_order,
+            extra_request_params={"kind": "feature"},
         )
 
+    # --- Labels endpoints (items from LabelViews only) ---
+
+    @router.get("/labels")
+    def list_labels(
+        project: str = Query(...),
+        feature_view: str = Query(None, description="Filter by label view name"),
+        name: str = Query(None, description="Filter by label name"),
+        include_relationships: bool = Query(
+            False, description="Include relationships for each label"
+        ),
+        allow_cache: bool = Query(True),
+        pagination_params: dict = Depends(get_pagination_params),
+        sorting_params: dict = Depends(get_sorting_params),
+    ):
+        req = RegistryServer_pb2.ListFeaturesRequest(
+            project=project,
+            feature_view=feature_view or "",
+            name=name or "",
+            allow_cache=allow_cache,
+            kind="label",
+            pagination=create_grpc_pagination_params(pagination_params),
+            sorting=create_grpc_sorting_params(sorting_params),
+        )
+        response = grpc_call(grpc_handler.ListFeatures, req)
+        if "features" not in response:
+            response["features"] = []
+        if "pagination" not in response:
+            response["pagination"] = {}
+
+        # Rename key for clarity in the response
+        response["labels"] = response.pop("features")
+
+        if include_relationships:
+            labels = response.get("labels", [])
+            relationships = get_relationships_for_objects(
+                grpc_handler, labels, "feature", project, allow_cache
+            )
+            response["relationships"] = relationships
+        return response
+
+    @router.get("/labels/all")
+    def list_labels_all(
+        page: int = Query(1, ge=1),
+        limit: int = Query(50, ge=1, le=100),
+        sort_by: str = Query(None),
+        sort_order: str = Query("asc"),
+        include_relationships: bool = Query(
+            False, description="Include relationships for each label"
+        ),
+        allow_cache: bool = Query(True),
+    ):
+        result = aggregate_across_projects(
+            grpc_handler=grpc_handler,
+            list_method=grpc_handler.ListFeatures,
+            request_cls=RegistryServer_pb2.ListFeaturesRequest,
+            response_key="features",
+            object_type="feature",
+            include_relationships=include_relationships,
+            allow_cache=allow_cache,
+            page=page,
+            limit=limit,
+            sort_by=sort_by,
+            sort_order=sort_order,
+            extra_request_params={"kind": "label"},
+        )
+        if "features" in result:
+            result["labels"] = result.pop("features")
+        return result
+
     return router
diff --git a/sdk/python/feast/api/registry/rest/label_views.py b/sdk/python/feast/api/registry/rest/label_views.py
new file mode 100644
index 00000000000..c6aa199e68c
--- /dev/null
+++ b/sdk/python/feast/api/registry/rest/label_views.py
@@ -0,0 +1,137 @@
+from fastapi import APIRouter, Depends, Query
+
+from feast.api.registry.rest.rest_utils import (
+    create_grpc_pagination_params,
+    create_grpc_sorting_params,
+    get_object_relationships,
+    get_pagination_params,
+    get_relationships_for_objects,
+    get_sorting_params,
+    grpc_call,
+    paginate_and_sort,
+    parse_tags,
+)
+from feast.registry_server import RegistryServer_pb2
+
+
+def get_label_view_router(grpc_handler) -> APIRouter:
+    router = APIRouter()
+
+    @router.get("/label_views")
+    def list_label_views(
+        project: str = Query(...),
+        allow_cache: bool = Query(default=True),
+        include_relationships: bool = Query(
+            False, description="Include relationships for each label view"
+        ),
+        tags: dict = Depends(parse_tags),
+        pagination_params: dict = Depends(get_pagination_params),
+        sorting_params: dict = Depends(get_sorting_params),
+    ):
+        req = RegistryServer_pb2.ListLabelViewsRequest(
+            project=project,
+            allow_cache=allow_cache,
+            tags=tags,
+            pagination=create_grpc_pagination_params(pagination_params),
+            sorting=create_grpc_sorting_params(sorting_params),
+        )
+        response = grpc_call(grpc_handler.ListLabelViews, req)
+        label_views = response.get("labelViews", [])
+
+        for lv in label_views:
+            lv["type"] = "labelView"
+
+        result = {
+            "featureViews": label_views,
+            "pagination": response.get("pagination", {}),
+        }
+
+        if include_relationships:
+            relationships = get_relationships_for_objects(
+                grpc_handler, label_views, "featureView", project, allow_cache
+            )
+            result["relationships"] = relationships
+
+        return result
+
+    @router.get("/label_views/all")
+    def list_label_views_all(
+        allow_cache: bool = Query(default=True),
+        page: int = Query(1, ge=1),
+        limit: int = Query(50, ge=1, le=100),
+        sort_by: str = Query(None),
+        sort_order: str = Query("asc"),
+        include_relationships: bool = Query(
+            False, description="Include relationships for each label view"
+        ),
+    ):
+        projects_resp = grpc_call(
+            grpc_handler.ListProjects,
+            RegistryServer_pb2.ListProjectsRequest(allow_cache=allow_cache),
+        )
+        projects = projects_resp.get("projects", [])
+        all_label_views = []
+        for project in projects:
+            project_name = project["spec"]["name"]
+            req = RegistryServer_pb2.ListLabelViewsRequest(
+                project=project_name,
+                allow_cache=allow_cache,
+            )
+            response = grpc_call(grpc_handler.ListLabelViews, req)
+            label_views = response.get("labelViews", [])
+            for lv in label_views:
+                lv["type"] = "labelView"
+                lv["project"] = project_name
+            all_label_views.extend(label_views)
+
+        paged_label_views, pagination = paginate_and_sort(
+            all_label_views, page, limit, sort_by, sort_order
+        )
+        result = {
+            "featureViews": paged_label_views,
+            "pagination": pagination,
+        }
+        if include_relationships:
+            relationships_map = {}
+            for project in projects:
+                project_name = project["spec"]["name"]
+                project_lvs = [
+                    lv for lv in all_label_views if lv.get("project") == project_name
+                ]
+                rels = get_relationships_for_objects(
+                    grpc_handler,
+                    project_lvs,
+                    "featureView",
+                    project_name,
+                    allow_cache,
+                )
+                relationships_map.update(rels)
+            result["relationships"] = relationships_map
+        return result
+
+    @router.get("/label_views/{name}")
+    def get_label_view(
+        name: str,
+        project: str = Query(...),
+        include_relationships: bool = Query(
+            False, description="Include relationships for this label view"
+        ),
+        allow_cache: bool = Query(True),
+    ):
+        req = RegistryServer_pb2.GetLabelViewRequest(
+            name=name,
+            project=project,
+            allow_cache=allow_cache,
+        )
+        response = grpc_call(grpc_handler.GetLabelView, req)
+        response["type"] = "labelView"
+
+        if include_relationships:
+            relationships = get_object_relationships(
+                grpc_handler, "featureView", name, project, allow_cache
+            )
+            response["relationships"] = relationships
+
+        return response
+
+    return router
diff --git a/sdk/python/feast/api/registry/rest/lineage.py b/sdk/python/feast/api/registry/rest/lineage.py
index 250498fcf16..143ec352c46 100644
--- a/sdk/python/feast/api/registry/rest/lineage.py
+++ b/sdk/python/feast/api/registry/rest/lineage.py
@@ -86,6 +86,7 @@ def get_object_relationships_path(
             "featureView",
             "featureService",
             "feature",
+            "savedDataset",
         ]
         if object_type not in valid_types:
             raise ValueError(
@@ -171,18 +172,23 @@ def get_complete_registry_data(
                 "entities": project_resources.get("entities", []),
                 "dataSources": project_resources.get("dataSources", []),
                 "featureViews": project_resources.get("featureViews", []),
+                "labelViews": project_resources.get("labelViews", []),
                 "featureServices": project_resources.get("featureServices", []),
                 "features": project_resources.get("features", []),
+                "labels": project_resources.get("labels", []),
+                "savedDatasets": project_resources.get("savedDatasets", []),
             },
             "relationships": lineage_response.get("relationships", []),
             "indirectRelationships": lineage_response.get("indirectRelationships", []),
             "pagination": {
-                # Get pagination metadata from project_resources if available, otherwise use empty dicts
                 "entities": pagination.get("entities", {}),
                 "dataSources": pagination.get("dataSources", {}),
                 "featureViews": pagination.get("featureViews", {}),
+                "labelViews": pagination.get("labelViews", {}),
                 "featureServices": pagination.get("featureServices", {}),
                 "features": pagination.get("features", {}),
+                "labels": pagination.get("labels", {}),
+                "savedDatasets": pagination.get("savedDatasets", {}),
                 "relationships": lineage_response.get("relationshipsPagination", {}),
                 "indirectRelationships": lineage_response.get(
                     "indirectRelationshipsPagination", {}
@@ -263,10 +269,16 @@ def get_complete_registry_data_all(
                 ds["project"] = project_name
             for fv in project_resources.get("featureViews", []):
                 fv["project"] = project_name
+            for lv in project_resources.get("labelViews", []):
+                lv["project"] = project_name
             for fs in project_resources.get("featureServices", []):
                 fs["project"] = project_name
             for feat in project_resources.get("features", []):
                 feat["project"] = project_name
+            for lbl in project_resources.get("labels", []):
+                lbl["project"] = project_name
+            for sd in project_resources.get("savedDatasets", []):
+                sd["project"] = project_name
             all_data.append(
                 {
                     "project": project_name,
@@ -274,8 +286,11 @@ def get_complete_registry_data_all(
                         "entities": project_resources.get("entities", []),
                         "dataSources": project_resources.get("dataSources", []),
                         "featureViews": project_resources.get("featureViews", []),
+                        "labelViews": project_resources.get("labelViews", []),
                         "featureServices": project_resources.get("featureServices", []),
                         "features": project_resources.get("features", []),
+                        "labels": project_resources.get("labels", []),
+                        "savedDatasets": project_resources.get("savedDatasets", []),
                     },
                     "relationships": lineage_response.get("relationships", []),
                     "indirectRelationships": lineage_response.get(
diff --git a/sdk/python/feast/api/registry/rest/metrics.py b/sdk/python/feast/api/registry/rest/metrics.py
index 3be43b5e4b4..e2249c7a420 100644
--- a/sdk/python/feast/api/registry/rest/metrics.py
+++ b/sdk/python/feast/api/registry/rest/metrics.py
@@ -11,6 +11,9 @@
     grpc_call,
     paginate_and_sort,
 )
+from feast.errors import FeastObjectNotFoundException
+from feast.permissions.action import AuthzedAction
+from feast.permissions.security_manager import assert_permissions
 from feast.protos.feast.registry import RegistryServer_pb2
 
 
@@ -75,11 +78,19 @@ async def resource_counts(
         """
 
         def get_registry_last_updated() -> Optional[str]:
+            """Read registry last_updated from in-process registry (not the Proto gRPC RPC)."""
             try:
-                from google.protobuf.empty_pb2 import Empty as EmptyProto
-
-                registry_proto = grpc_call(grpc_handler.Proto, EmptyProto())
-                return registry_proto.get("lastUpdated", None)
+                from google.protobuf.json_format import MessageToDict
+
+                registry = getattr(grpc_handler, "proxied_registry", None)
+                if registry is None:
+                    return None
+                registry_proto = registry.proto()
+                if registry_proto is None or not registry_proto.HasField(
+                    "last_updated"
+                ):
+                    return None
+                return MessageToDict(registry_proto).get("lastUpdated")
             except Exception:
                 return None
 
@@ -425,15 +436,21 @@ async def recently_visited(
         key = f"recently_visited_{user}"
         visits = []
         if project:
-            try:
-                visits_json = (
-                    server.registry.get_project_metadata(project, key)
-                    if server
-                    else None
-                )
-                visits = json.loads(visits_json) if visits_json else []
-            except Exception:
-                visits = []
+            if server:
+                try:
+                    project_obj = server.registry.get_project(
+                        name=project, allow_cache=True
+                    )
+                    assert_permissions(
+                        resource=project_obj, actions=[AuthzedAction.DESCRIBE]
+                    )
+                except FeastObjectNotFoundException:
+                    pass
+                try:
+                    visits_json = server.registry.get_project_metadata(project, key)
+                    visits = json.loads(visits_json) if visits_json else []
+                except Exception:
+                    visits = []
         else:
             try:
                 if server:
diff --git a/sdk/python/feast/api/registry/rest/monitoring.py b/sdk/python/feast/api/registry/rest/monitoring.py
new file mode 100644
index 00000000000..a10f3ab47f6
--- /dev/null
+++ b/sdk/python/feast/api/registry/rest/monitoring.py
@@ -0,0 +1,405 @@
+import logging
+from datetime import date
+from typing import Any, Dict, List, Optional
+
+from fastapi import APIRouter, HTTPException, Query
+from pydantic import BaseModel, Field
+
+from feast.infra.offline_stores.offline_store import OfflineStore
+from feast.permissions.action import AuthzedAction
+from feast.permissions.security_manager import assert_permissions
+
+logger = logging.getLogger(__name__)
+
+VALID_GRANULARITIES = OfflineStore.MONITORING_VALID_GRANULARITIES
+
+
+class ComputeMetricsRequest(BaseModel):
+    project: str
+    feature_view_name: Optional[str] = None
+    feature_names: Optional[List[str]] = None
+    start_date: Optional[str] = None
+    end_date: Optional[str] = None
+    granularity: str = Field("daily")
+    set_baseline: bool = False
+
+
+class AutoComputeRequest(BaseModel):
+    project: str
+    feature_view_name: Optional[str] = None
+
+
+class ComputeLogMetricsRequest(BaseModel):
+    project: str
+    feature_service_name: str
+    start_date: Optional[str] = None
+    end_date: Optional[str] = None
+    granularity: str = Field("daily")
+    set_baseline: bool = False
+
+
+class AutoComputeLogRequest(BaseModel):
+    project: str
+    feature_service_name: Optional[str] = None
+
+
+class ComputeTransientRequest(BaseModel):
+    project: str
+    feature_view_name: str
+    feature_names: Optional[List[str]] = None
+    start_date: Optional[str] = None
+    end_date: Optional[str] = None
+
+
+def get_monitoring_router(grpc_handler, store=None):
+    router = APIRouter()
+
+    _monitoring_service = None
+
+    def _get_monitoring_service():
+        nonlocal _monitoring_service
+        if _monitoring_service is None:
+            if store is None:
+                raise HTTPException(
+                    status_code=503,
+                    detail="Monitoring service is not available: no FeatureStore configured",
+                )
+            dqm_config = getattr(store.config, "data_quality_monitoring_config", None)
+            if dqm_config is None:
+                raise HTTPException(
+                    status_code=503,
+                    detail="Monitoring is not enabled: add data_quality_monitoring section to feature_store.yaml",
+                )
+            from feast.monitoring.monitoring_service import MonitoringService
+
+            _monitoring_service = MonitoringService(store)
+        return _monitoring_service
+
+    def _get_store():
+        if store is None:
+            raise HTTPException(
+                status_code=503,
+                detail="Monitoring service is not available: no FeatureStore configured",
+            )
+        return store
+
+    # ------------------------------------------------------------------ #
+    #  DQM Job: submit and track
+    # ------------------------------------------------------------------ #
+
+    @router.post("/monitoring/compute", tags=["Monitoring"])
+    async def compute_metrics(request: ComputeMetricsRequest):
+        """Submit a DQM job to compute and store metrics. Returns job_id.
+
+        When set_baseline is True and no date range is provided, computes
+        baseline from all available source data.
+        """
+        store = _get_store()
+        if request.feature_view_name:
+            fv = store.registry.get_feature_view(
+                name=request.feature_view_name, project=request.project
+            )
+            assert_permissions(fv, actions=[AuthzedAction.UPDATE])
+
+        svc = _get_monitoring_service()
+
+        if request.set_baseline and not request.start_date and not request.end_date:
+            try:
+                result = svc.compute_baseline(
+                    project=request.project,
+                    feature_view_name=request.feature_view_name,
+                    feature_names=request.feature_names,
+                )
+                return result
+            except Exception as e:
+                raise HTTPException(status_code=500, detail=str(e))
+
+        if request.granularity not in VALID_GRANULARITIES:
+            raise HTTPException(
+                status_code=400,
+                detail=f"Invalid granularity '{request.granularity}'. "
+                f"Must be one of {VALID_GRANULARITIES}",
+            )
+
+        params: Dict[str, Any] = {}
+        if request.start_date:
+            params["start_date"] = request.start_date
+        if request.end_date:
+            params["end_date"] = request.end_date
+        if request.feature_names:
+            params["feature_names"] = request.feature_names
+        params["granularity"] = request.granularity
+        params["set_baseline"] = request.set_baseline
+
+        job_id = svc.submit_job(
+            project=request.project,
+            job_type="compute",
+            feature_view_name=request.feature_view_name,
+            parameters=params,
+        )
+
+        try:
+            result = svc.execute_job(job_id)
+            return {"job_id": job_id, **result}
+        except Exception as e:
+            raise HTTPException(status_code=500, detail=str(e))
+
+    @router.post("/monitoring/auto_compute", tags=["Monitoring"])
+    async def auto_compute(request: AutoComputeRequest):
+        """Auto-detect date ranges and compute all granularities."""
+        store = _get_store()
+        if request.feature_view_name:
+            fv = store.registry.get_feature_view(
+                name=request.feature_view_name, project=request.project
+            )
+            assert_permissions(fv, actions=[AuthzedAction.UPDATE])
+
+        svc = _get_monitoring_service()
+
+        job_id = svc.submit_job(
+            project=request.project,
+            job_type="auto_compute",
+            feature_view_name=request.feature_view_name,
+        )
+
+        try:
+            result = svc.execute_job(job_id)
+            return {"job_id": job_id, **result}
+        except Exception as e:
+            raise HTTPException(status_code=500, detail=str(e))
+
+    # ------------------------------------------------------------------ #
+    #  Log source: compute from feature serving logs
+    # ------------------------------------------------------------------ #
+
+    @router.post("/monitoring/compute/log", tags=["Monitoring"])
+    async def compute_log_metrics(request: ComputeLogMetricsRequest):
+        """Compute metrics from feature serving logs for a feature service."""
+        if request.granularity not in VALID_GRANULARITIES:
+            raise HTTPException(
+                status_code=400,
+                detail=f"Invalid granularity '{request.granularity}'. "
+                f"Must be one of {VALID_GRANULARITIES}",
+            )
+
+        store = _get_store()
+        fs = store.registry.get_feature_service(
+            name=request.feature_service_name, project=request.project
+        )
+        assert_permissions(fs, actions=[AuthzedAction.UPDATE])
+
+        svc = _get_monitoring_service()
+
+        start_d = date.fromisoformat(request.start_date) if request.start_date else None
+        end_d = date.fromisoformat(request.end_date) if request.end_date else None
+
+        try:
+            result = svc.compute_log_metrics(
+                project=request.project,
+                feature_service_name=request.feature_service_name,
+                start_date=start_d,
+                end_date=end_d,
+                granularity=request.granularity,
+                set_baseline=request.set_baseline,
+            )
+            return result
+        except Exception as e:
+            raise HTTPException(status_code=500, detail=str(e))
+
+    @router.post("/monitoring/auto_compute/log", tags=["Monitoring"])
+    async def auto_compute_log(request: AutoComputeLogRequest):
+        """Auto-detect date ranges from log data and compute all granularities."""
+        store = _get_store()
+        if request.feature_service_name:
+            fs = store.registry.get_feature_service(
+                name=request.feature_service_name, project=request.project
+            )
+            assert_permissions(fs, actions=[AuthzedAction.UPDATE])
+
+        svc = _get_monitoring_service()
+        try:
+            result = svc.auto_compute_log_metrics(
+                project=request.project,
+                feature_service_name=request.feature_service_name,
+            )
+            return result
+        except Exception as e:
+            raise HTTPException(status_code=500, detail=str(e))
+
+    @router.get("/monitoring/jobs/{job_id}", tags=["Monitoring"])
+    async def get_job_status(job_id: str):
+        svc = _get_monitoring_service()
+        job = svc.get_job(job_id)
+        if job is None:
+            raise HTTPException(status_code=404, detail=f"Job '{job_id}' not found")
+        return job
+
+    # ------------------------------------------------------------------ #
+    #  Transient compute (not stored)
+    # ------------------------------------------------------------------ #
+
+    @router.post("/monitoring/compute/transient", tags=["Monitoring"])
+    async def compute_transient(request: ComputeTransientRequest):
+        """Compute metrics on-the-fly for an arbitrary date range. Results are
+        returned directly and NOT persisted to the monitoring tables."""
+        store = _get_store()
+        fv = store.registry.get_feature_view(
+            name=request.feature_view_name, project=request.project
+        )
+        assert_permissions(fv, actions=[AuthzedAction.DESCRIBE])
+
+        svc = _get_monitoring_service()
+
+        start_d = date.fromisoformat(request.start_date) if request.start_date else None
+        end_d = date.fromisoformat(request.end_date) if request.end_date else None
+
+        result = svc.compute_transient(
+            project=request.project,
+            feature_view_name=request.feature_view_name,
+            feature_names=request.feature_names,
+            start_date=start_d,
+            end_date=end_d,
+        )
+        return result
+
+    # ------------------------------------------------------------------ #
+    #  Read endpoints
+    # ------------------------------------------------------------------ #
+
+    @router.get("/monitoring/metrics/features", tags=["Monitoring"])
+    async def get_feature_metrics(
+        project: str = Query(...),
+        feature_view_name: Optional[str] = Query(None),
+        feature_name: Optional[str] = Query(None),
+        feature_service_name: Optional[str] = Query(None),
+        granularity: Optional[str] = Query(None),
+        data_source_type: Optional[str] = Query(None),
+        start_date: Optional[str] = Query(None),
+        end_date: Optional[str] = Query(None),
+    ):
+        store = _get_store()
+        if feature_view_name:
+            fv = store.registry.get_feature_view(
+                name=feature_view_name, project=project
+            )
+            assert_permissions(fv, actions=[AuthzedAction.DESCRIBE])
+
+        svc = _get_monitoring_service()
+        return svc.get_feature_metrics(
+            project=project,
+            feature_service_name=feature_service_name,
+            feature_view_name=feature_view_name,
+            feature_name=feature_name,
+            granularity=granularity,
+            data_source_type=data_source_type,
+            start_date=date.fromisoformat(start_date) if start_date else None,
+            end_date=date.fromisoformat(end_date) if end_date else None,
+        )
+
+    @router.get("/monitoring/metrics/feature_views", tags=["Monitoring"])
+    async def get_feature_view_metrics(
+        project: str = Query(...),
+        feature_view_name: Optional[str] = Query(None),
+        feature_service_name: Optional[str] = Query(None),
+        granularity: Optional[str] = Query(None),
+        data_source_type: Optional[str] = Query(None),
+        start_date: Optional[str] = Query(None),
+        end_date: Optional[str] = Query(None),
+    ):
+        store = _get_store()
+        if feature_view_name:
+            fv = store.registry.get_feature_view(
+                name=feature_view_name, project=project
+            )
+            assert_permissions(fv, actions=[AuthzedAction.DESCRIBE])
+
+        svc = _get_monitoring_service()
+        return svc.get_feature_view_metrics(
+            project=project,
+            feature_service_name=feature_service_name,
+            feature_view_name=feature_view_name,
+            granularity=granularity,
+            data_source_type=data_source_type,
+            start_date=date.fromisoformat(start_date) if start_date else None,
+            end_date=date.fromisoformat(end_date) if end_date else None,
+        )
+
+    @router.get("/monitoring/metrics/feature_services", tags=["Monitoring"])
+    async def get_feature_service_metrics(
+        project: str = Query(...),
+        feature_service_name: Optional[str] = Query(None),
+        granularity: Optional[str] = Query(None),
+        data_source_type: Optional[str] = Query(None),
+        start_date: Optional[str] = Query(None),
+        end_date: Optional[str] = Query(None),
+    ):
+        store = _get_store()
+        if feature_service_name:
+            fs = store.registry.get_feature_service(
+                name=feature_service_name, project=project
+            )
+            assert_permissions(fs, actions=[AuthzedAction.DESCRIBE])
+
+        svc = _get_monitoring_service()
+        return svc.get_feature_service_metrics(
+            project=project,
+            feature_service_name=feature_service_name,
+            granularity=granularity,
+            data_source_type=data_source_type,
+            start_date=date.fromisoformat(start_date) if start_date else None,
+            end_date=date.fromisoformat(end_date) if end_date else None,
+        )
+
+    @router.get("/monitoring/metrics/baseline", tags=["Monitoring"])
+    async def get_baseline(
+        project: str = Query(...),
+        feature_view_name: Optional[str] = Query(None),
+        feature_name: Optional[str] = Query(None),
+        data_source_type: Optional[str] = Query(None),
+    ):
+        store = _get_store()
+        if feature_view_name:
+            fv = store.registry.get_feature_view(
+                name=feature_view_name, project=project
+            )
+            assert_permissions(fv, actions=[AuthzedAction.DESCRIBE])
+
+        svc = _get_monitoring_service()
+        return svc.get_baseline(
+            project=project,
+            feature_view_name=feature_view_name,
+            feature_name=feature_name,
+            data_source_type=data_source_type,
+        )
+
+    @router.get("/monitoring/metrics/timeseries", tags=["Monitoring"])
+    async def get_timeseries(
+        project: str = Query(...),
+        feature_view_name: Optional[str] = Query(None),
+        feature_name: Optional[str] = Query(None),
+        feature_service_name: Optional[str] = Query(None),
+        granularity: Optional[str] = Query(None),
+        data_source_type: Optional[str] = Query(None),
+        start_date: Optional[str] = Query(None),
+        end_date: Optional[str] = Query(None),
+    ):
+        store = _get_store()
+        if feature_view_name:
+            fv = store.registry.get_feature_view(
+                name=feature_view_name, project=project
+            )
+            assert_permissions(fv, actions=[AuthzedAction.DESCRIBE])
+
+        svc = _get_monitoring_service()
+        return svc.get_timeseries(
+            project=project,
+            feature_view_name=feature_view_name,
+            feature_name=feature_name,
+            feature_service_name=feature_service_name,
+            granularity=granularity,
+            data_source_type=data_source_type,
+            start_date=date.fromisoformat(start_date) if start_date else None,
+            end_date=date.fromisoformat(end_date) if end_date else None,
+        )
+
+    return router
diff --git a/sdk/python/feast/api/registry/rest/permissions.py b/sdk/python/feast/api/registry/rest/permissions.py
index b7735700833..15599a6ec9a 100644
--- a/sdk/python/feast/api/registry/rest/permissions.py
+++ b/sdk/python/feast/api/registry/rest/permissions.py
@@ -1,4 +1,8 @@
+from typing import Dict, List, Optional
+
 from fastapi import APIRouter, Depends, Query
+from fastapi.responses import JSONResponse
+from pydantic import BaseModel
 
 from feast.api.registry.rest.rest_utils import (
     create_grpc_pagination_params,
@@ -9,7 +13,107 @@
     get_sorting_params,
     grpc_call,
 )
-from feast.registry_server import RegistryServer_pb2
+from feast.protos.feast.core.Permission_pb2 import Permission as PermissionProto
+from feast.protos.feast.core.Permission_pb2 import PermissionSpec as PermissionSpecProto
+from feast.protos.feast.core.Policy_pb2 import (
+    CombinedGroupNamespacePolicy as CombinedGroupNamespacePolicyProto,
+)
+from feast.protos.feast.core.Policy_pb2 import GroupBasedPolicy as GroupBasedPolicyProto
+from feast.protos.feast.core.Policy_pb2 import (
+    NamespaceBasedPolicy as NamespaceBasedPolicyProto,
+)
+from feast.protos.feast.core.Policy_pb2 import Policy as PolicyProto
+from feast.protos.feast.core.Policy_pb2 import RoleBasedPolicy as RoleBasedPolicyProto
+from feast.protos.feast.registry import RegistryServer_pb2
+
+
+class RoleBasedPolicyModel(BaseModel):
+    roles: List[str]
+
+
+class GroupBasedPolicyModel(BaseModel):
+    groups: List[str]
+
+
+class NamespaceBasedPolicyModel(BaseModel):
+    namespaces: List[str]
+
+
+class CombinedGroupNamespacePolicyModel(BaseModel):
+    groups: List[str]
+    namespaces: List[str]
+
+
+class PolicyModel(BaseModel):
+    role_based_policy: Optional[RoleBasedPolicyModel] = None
+    group_based_policy: Optional[GroupBasedPolicyModel] = None
+    namespace_based_policy: Optional[NamespaceBasedPolicyModel] = None
+    combined_group_namespace_policy: Optional[CombinedGroupNamespacePolicyModel] = None
+
+
+class ApplyPermissionRequestBody(BaseModel):
+    name: str
+    project: str
+    types: List[str] = []
+    name_patterns: List[str] = []
+    actions: List[str] = []
+    policy: PolicyModel
+    tags: Optional[Dict[str, str]] = {}
+    required_tags: Optional[Dict[str, str]] = {}
+
+
+def _build_policy_proto(policy: PolicyModel) -> PolicyProto:
+    if policy.role_based_policy:
+        return PolicyProto(
+            role_based_policy=RoleBasedPolicyProto(roles=policy.role_based_policy.roles)
+        )
+    elif policy.group_based_policy:
+        return PolicyProto(
+            group_based_policy=GroupBasedPolicyProto(
+                groups=policy.group_based_policy.groups
+            )
+        )
+    elif policy.namespace_based_policy:
+        return PolicyProto(
+            namespace_based_policy=NamespaceBasedPolicyProto(
+                namespaces=policy.namespace_based_policy.namespaces
+            )
+        )
+    elif policy.combined_group_namespace_policy:
+        return PolicyProto(
+            combined_group_namespace_policy=CombinedGroupNamespacePolicyProto(
+                groups=policy.combined_group_namespace_policy.groups,
+                namespaces=policy.combined_group_namespace_policy.namespaces,
+            )
+        )
+    return PolicyProto()
+
+
+_TYPE_NAME_TO_ENUM = {
+    "FEATURE_VIEW": PermissionSpecProto.Type.FEATURE_VIEW,
+    "ON_DEMAND_FEATURE_VIEW": PermissionSpecProto.Type.ON_DEMAND_FEATURE_VIEW,
+    "BATCH_FEATURE_VIEW": PermissionSpecProto.Type.BATCH_FEATURE_VIEW,
+    "STREAM_FEATURE_VIEW": PermissionSpecProto.Type.STREAM_FEATURE_VIEW,
+    "ENTITY": PermissionSpecProto.Type.ENTITY,
+    "FEATURE_SERVICE": PermissionSpecProto.Type.FEATURE_SERVICE,
+    "DATA_SOURCE": PermissionSpecProto.Type.DATA_SOURCE,
+    "VALIDATION_REFERENCE": PermissionSpecProto.Type.VALIDATION_REFERENCE,
+    "SAVED_DATASET": PermissionSpecProto.Type.SAVED_DATASET,
+    "PERMISSION": PermissionSpecProto.Type.PERMISSION,
+    "PROJECT": PermissionSpecProto.Type.PROJECT,
+    "LABEL_VIEW": PermissionSpecProto.Type.LABEL_VIEW,
+}
+
+_ACTION_NAME_TO_ENUM = {
+    "CREATE": PermissionSpecProto.AuthzedAction.CREATE,
+    "DESCRIBE": PermissionSpecProto.AuthzedAction.DESCRIBE,
+    "UPDATE": PermissionSpecProto.AuthzedAction.UPDATE,
+    "DELETE": PermissionSpecProto.AuthzedAction.DELETE,
+    "READ_ONLINE": PermissionSpecProto.AuthzedAction.READ_ONLINE,
+    "READ_OFFLINE": PermissionSpecProto.AuthzedAction.READ_OFFLINE,
+    "WRITE_ONLINE": PermissionSpecProto.AuthzedAction.WRITE_ONLINE,
+    "WRITE_OFFLINE": PermissionSpecProto.AuthzedAction.WRITE_OFFLINE,
+}
 
 
 def get_permission_router(grpc_handler) -> APIRouter:
@@ -33,8 +137,6 @@ def get_permission(
 
         result = permission
 
-        # Note: permissions may not have relationships in the traditional sense
-        # but we include the functionality for consistency
         if include_relationships:
             relationships = get_object_relationships(
                 grpc_handler, "permission", name, project, allow_cache
@@ -75,4 +177,53 @@ def list_permissions(
 
         return result
 
+    @router.post("/permissions", status_code=201)
+    def apply_permission(body: ApplyPermissionRequestBody):
+        types = [_TYPE_NAME_TO_ENUM[t] for t in body.types if t in _TYPE_NAME_TO_ENUM]
+        actions = [
+            _ACTION_NAME_TO_ENUM[a] for a in body.actions if a in _ACTION_NAME_TO_ENUM
+        ]
+        policy_proto = _build_policy_proto(body.policy)
+
+        permission_spec = PermissionSpecProto(
+            name=body.name,
+            types=types,
+            name_patterns=body.name_patterns,
+            actions=actions,
+            policy=policy_proto,
+            tags=body.tags or {},
+            required_tags=body.required_tags or {},
+        )
+        permission_proto = PermissionProto(spec=permission_spec)
+
+        req = RegistryServer_pb2.ApplyPermissionRequest(
+            permission=permission_proto,
+            project=body.project,
+            commit=True,
+        )
+        grpc_call(grpc_handler.ApplyPermission, req)
+
+        return JSONResponse(
+            status_code=201,
+            content={
+                "name": body.name,
+                "project": body.project,
+                "status": "applied",
+            },
+        )
+
+    @router.delete("/permissions/{name}")
+    def delete_permission(
+        name: str,
+        project: str = Query(...),
+    ):
+        req = RegistryServer_pb2.DeletePermissionRequest(
+            name=name,
+            project=project,
+            commit=True,
+        )
+        grpc_call(grpc_handler.DeletePermission, req)
+
+        return {"name": name, "project": project, "status": "deleted"}
+
     return router
diff --git a/sdk/python/feast/api/registry/rest/projects.py b/sdk/python/feast/api/registry/rest/projects.py
index 659fb22dc8f..2047c8717c9 100644
--- a/sdk/python/feast/api/registry/rest/projects.py
+++ b/sdk/python/feast/api/registry/rest/projects.py
@@ -1,4 +1,4 @@
-from fastapi import APIRouter, Depends, Query
+from fastapi import APIRouter, Depends, Query, Response, status
 
 from feast.api.registry.rest.rest_utils import (
     get_pagination_params,
@@ -50,3 +50,19 @@ def list_projects(
         }
 
     return router
+
+
+def get_registry_router(store) -> APIRouter:
+    router = APIRouter()
+
+    @router.post("/registry/refresh")
+    def refresh_registry():
+        from feast.permissions.action import AuthzedAction
+        from feast.permissions.security_manager import assert_permissions
+
+        project = store.registry.get_project(name=store.project, allow_cache=True)
+        assert_permissions(resource=project, actions=[AuthzedAction.UPDATE])
+        store.refresh_registry()
+        return Response(status_code=status.HTTP_200_OK)
+
+    return router
diff --git a/sdk/python/feast/api/registry/rest/rest_registry_server.py b/sdk/python/feast/api/registry/rest/rest_registry_server.py
index d67321abc48..8dd3415cd70 100644
--- a/sdk/python/feast/api/registry/rest/rest_registry_server.py
+++ b/sdk/python/feast/api/registry/rest/rest_registry_server.py
@@ -33,7 +33,7 @@ class RestRegistryServer:
     def __init__(self, store: FeatureStore):
         self.store = store
         self.registry = store.registry
-        self.grpc_handler = RegistryServer(self.registry)
+        self.grpc_handler = RegistryServer(self.registry, store=self.store)
         recent_visit_logging_cfg = {}
         feature_server_cfg = getattr(
             getattr(store, "config", None), "feature_server", None
@@ -76,6 +76,30 @@ def __init__(self, store: FeatureStore):
         self._init_auth()
         self._register_routes()
 
+        registry_cfg = getattr(store.config, "registry", None)
+        mcp_cfg = getattr(registry_cfg, "mcp", None)
+        if mcp_cfg and getattr(mcp_cfg, "enabled", False):
+            try:
+                from fastapi_mcp import FastApiMCP
+
+                from feast.infra.mcp_servers.mcp_server import (
+                    _patch_fastapi_mcp_schema_resolver,
+                )
+
+                _patch_fastapi_mcp_schema_resolver()
+                mcp = FastApiMCP(self.app, name="feast-registry-mcp")
+                mount_sse = getattr(mcp, "mount_sse", None)
+                if mount_sse is not None:
+                    mount_sse()
+                else:
+                    mcp.mount()
+                logger.info("MCP support enabled on REST registry server")
+            except ImportError:
+                logger.warning(
+                    "MCP support requested but fastapi_mcp is not installed. "
+                    "Install it with: pip install feast[mcp]"
+                )
+
     def _add_exception_handlers(self):
         """Add custom exception handlers to include HTTP status codes in JSON responses."""
 
@@ -220,28 +244,35 @@ async def dispatch(self, request: Request, call_next):
                     else:
                         object_type = None
                         object_name = None
-                    visit = {
-                        "path": path,
-                        "timestamp": _utc_now().isoformat(),
-                        "project": project,
-                        "user": user,
-                        "object": object_type,
-                        "object_name": object_name,
-                        "method": method,
-                    }
-                    try:
-                        visits_json = self.registry.get_project_metadata(project, key)
-                        visits = json.loads(visits_json) if visits_json else []
-                    except Exception:
-                        visits = []
-                    visits.append(visit)
-                    visits = visits[-self.recent_visits_limit :]
-                    try:
-                        self.registry.set_project_metadata(
-                            project, key, json.dumps(visits)
-                        )
-                    except Exception as e:
-                        logger.warning(f"Failed to persist recent visits: {e}")
+
+                    response = await call_next(request)
+
+                    if response.status_code < 400:
+                        visit = {
+                            "path": path,
+                            "timestamp": _utc_now().isoformat(),
+                            "project": project,
+                            "user": user,
+                            "object": object_type,
+                            "object_name": object_name,
+                            "method": method,
+                        }
+                        try:
+                            visits_json = self.registry.get_project_metadata(
+                                project, key
+                            )
+                            visits = json.loads(visits_json) if visits_json else []
+                        except Exception:
+                            visits = []
+                        visits.append(visit)
+                        visits = visits[-self.recent_visits_limit :]
+                        try:
+                            self.registry.set_project_metadata(
+                                project, key, json.dumps(visits)
+                            )
+                        except Exception as e:
+                            logger.warning(f"Failed to persist recent visits: {e}")
+                    return response
                 response = await call_next(request)
                 return response
 
@@ -296,6 +327,10 @@ def start_server(
     ):
         import uvicorn
 
+        from feast.registry_server import _sync_protected_project_tag
+
+        _sync_protected_project_tag(self.store)
+
         if tls_key_path and tls_cert_path:
             logger.info("Starting REST registry server in TLS(SSL) mode")
             logger.info(f"REST registry server listening on https://localhost:{port}")
diff --git a/sdk/python/feast/api/registry/rest/rest_utils.py b/sdk/python/feast/api/registry/rest/rest_utils.py
index 4c517b0abdf..233ec07ac38 100644
--- a/sdk/python/feast/api/registry/rest/rest_utils.py
+++ b/sdk/python/feast/api/registry/rest/rest_utils.py
@@ -9,6 +9,7 @@
     FeastPermissionError,
     PushSourceNotFoundException,
 )
+from feast.permissions.security_manager import get_security_manager
 from feast.protos.feast.registry import RegistryServer_pb2
 
 logger = logging.getLogger(__name__)
@@ -23,7 +24,17 @@
 def grpc_call(handler_fn, request):
     """
     Wrapper to invoke gRPC method with context=None and handle common errors.
+
+    Sets SecurityManager's current project from ``request.project`` so REST
+    handlers (which call RegistryServer methods in-process, not through the
+    gRPC AuthInterceptor) authorize against the target project's permissions.
     """
+    sm = get_security_manager()
+    project_token = None
+    if sm is not None:
+        project_token = sm.set_current_project(
+            getattr(request, "project", None) or None
+        )
     try:
         response = handler_fn(request, context=None)
         return MessageToDict(response)
@@ -35,6 +46,9 @@ def grpc_call(handler_fn, request):
         raise
     except Exception as e:
         raise e
+    finally:
+        if sm is not None and project_token is not None:
+            sm.reset_current_project(project_token)
 
 
 def get_object_relationships(
@@ -130,6 +144,7 @@ def aggregate_across_projects(
     sort_by: Optional[str] = None,
     sort_order: str = "asc",
     include_relationships: bool = False,
+    extra_request_params: Optional[Dict] = None,
 ) -> Dict:
     """
     Fetches and aggregates objects across all projects, adds project field, handles relationships, and paginates/sorts.
@@ -147,6 +162,7 @@ def aggregate_across_projects(
         req = request_cls(
             project=project_name,
             allow_cache=allow_cache,
+            **(extra_request_params or {}),
         )
         response = grpc_call(list_method, req)
         objects = response.get(response_key, [])
@@ -434,9 +450,11 @@ def get_all_project_resources(
         "entities": [],
         "dataSources": [],
         "featureViews": [],
+        "labelViews": [],
         "featureServices": [],
         "savedDatasets": [],
         "features": [],
+        "labels": [],
         "pagination": {},
         "errors": [],
     }
@@ -484,6 +502,18 @@ def get_all_project_resources(
         if err_msg:
             errors.append(err_msg)
 
+        # Get label views
+        resources["labelViews"], pagination["labelViews"], err_msg = list_label_views(
+            grpc_handler=grpc_handler,
+            project=project,
+            allow_cache=allow_cache,
+            tags=tags,
+            pagination_params=pagination_params,
+            sorting_params=sorting_params,
+        )
+        if err_msg:
+            errors.append(err_msg)
+
         # Get feature services
         resources["featureServices"], pagination["featureServices"], err_msg = (
             list_feature_services(
@@ -523,6 +553,17 @@ def get_all_project_resources(
         if err_msg:
             errors.append(err_msg)
 
+        # Get labels
+        resources["labels"], pagination["labels"], err_msg = list_labels(
+            grpc_handler=grpc_handler,
+            project=project,
+            allow_cache=allow_cache,
+            pagination_params=pagination_params,
+            sorting_params=sorting_params,
+        )
+        if err_msg:
+            errors.append(err_msg)
+
     except Exception as e:
         err_msg = f"Error getting resources for project '{project}'"
         errors.append(err_msg)
@@ -884,6 +925,87 @@ def list_features(
         return features, pagination, err_msg
 
 
+def list_label_views(
+    grpc_handler,
+    project: str,
+    allow_cache: bool,
+    tags: Optional[Dict[str, str]] = None,
+    pagination_params: Optional[dict] = None,
+    sorting_params: Optional[dict] = None,
+) -> tuple[List[Dict[str, Any]], Dict[str, Any], str]:
+    """List label views in a project with optional sorting and pagination"""
+    label_views: List[Dict[str, Any]] = []
+    pagination: Dict[str, Any] = {}
+    err_msg = ""
+
+    grpc_pagination = None
+    grpc_sorting = None
+
+    if pagination_params:
+        grpc_pagination = create_grpc_pagination_params(pagination_params)
+    if sorting_params:
+        grpc_sorting = create_grpc_sorting_params(sorting_params)
+
+    try:
+        req = RegistryServer_pb2.ListLabelViewsRequest(
+            project=project,
+            allow_cache=allow_cache,
+            pagination=grpc_pagination,
+            sorting=grpc_sorting,
+            tags=tags,
+        )
+        response = grpc_call(grpc_handler.ListLabelViews, req)
+        label_views, pagination = (
+            response.get("labelViews", []),
+            response.get("pagination", {}),
+        )
+    except Exception as e:
+        err_msg = f"Error searching label views in project '{project}'"
+        logger.error(f"{err_msg}: {e}")
+    finally:
+        return label_views, pagination, err_msg
+
+
+def list_labels(
+    grpc_handler,
+    project: str,
+    allow_cache: bool,
+    pagination_params: Optional[dict] = None,
+    sorting_params: Optional[dict] = None,
+) -> tuple[List[Dict[str, Any]], Dict[str, Any], str]:
+    """List labels in a project with optional sorting and pagination"""
+    labels: List[Dict[str, Any]] = []
+    pagination: Dict[str, Any] = {}
+    err_msg = ""
+
+    grpc_pagination = None
+    grpc_sorting = None
+
+    if pagination_params:
+        grpc_pagination = create_grpc_pagination_params(pagination_params)
+    if sorting_params:
+        grpc_sorting = create_grpc_sorting_params(sorting_params)
+
+    try:
+        req = RegistryServer_pb2.ListFeaturesRequest(
+            project=project,
+            allow_cache=allow_cache,
+            pagination=grpc_pagination,
+            sorting=grpc_sorting,
+            kind="label",
+        )
+        response = grpc_call(grpc_handler.ListFeatures, req)
+        labels, pagination = (
+            response.get("features", []),
+            response.get("pagination", {}),
+        )
+    except Exception as e:
+        err_msg = f"Error searching labels in project '{project}'"
+        logger.error(f"{err_msg}: {e}")
+    finally:
+        return labels, pagination, err_msg
+
+
 def list_all_projects(
     grpc_handler,
     allow_cache: bool,
diff --git a/sdk/python/feast/api/registry/rest/saved_datasets.py b/sdk/python/feast/api/registry/rest/saved_datasets.py
index 972988d7877..feb3e999d30 100644
--- a/sdk/python/feast/api/registry/rest/saved_datasets.py
+++ b/sdk/python/feast/api/registry/rest/saved_datasets.py
@@ -1,6 +1,9 @@
-from typing import Dict
+import json
+import logging
+from typing import Dict, List, Optional
 
-from fastapi import APIRouter, Depends, Query
+from fastapi import APIRouter, Body, Depends, HTTPException, Query
+from pydantic import BaseModel
 
 from feast.api.registry.rest.codegen_utils import render_saved_dataset_code
 from feast.api.registry.rest.rest_utils import (
@@ -14,8 +17,103 @@
     grpc_call,
     parse_tags,
 )
+from feast.protos.feast.core.DataSource_pb2 import DataSource as DataSourceProto
+from feast.protos.feast.core.SavedDataset_pb2 import (
+    SavedDataset as SavedDatasetProto,
+)
+from feast.protos.feast.core.SavedDataset_pb2 import (
+    SavedDatasetMeta,
+    SavedDatasetSpec,
+)
+from feast.protos.feast.core.SavedDataset_pb2 import (
+    SavedDatasetStorage as SavedDatasetStorageProto,
+)
 from feast.protos.feast.registry import RegistryServer_pb2
 
+logger = logging.getLogger(__name__)
+
+
+def _build_feature_view_to_datasource_map(
+    grpc_handler, project: str, allow_cache: bool = True
+) -> Dict[str, str]:
+    """Build a map of feature_view_name → data_source_name for a project."""
+    try:
+        fv_req = RegistryServer_pb2.ListAllFeatureViewsRequest(
+            project=project, allow_cache=allow_cache
+        )
+        fv_response = grpc_call(grpc_handler.ListAllFeatureViews, fv_req)
+        feature_views = fv_response.get("featureViews", [])
+    except Exception:
+        return {}
+
+    fv_ds_map: Dict[str, str] = {}
+    for any_fv in feature_views:
+        # AnyFeatureView wraps under "featureView", "onDemandFeatureView", etc.
+        fv_data = any_fv.get("featureView") or any_fv.get("streamFeatureView") or {}
+        spec = fv_data.get("spec", {})
+        fv_name = spec.get("name", "")
+        if not fv_name:
+            continue
+        batch_source = spec.get("batchSource", {})
+        ds_name = batch_source.get("name", "") if batch_source else ""
+        if ds_name:
+            fv_ds_map[fv_name] = ds_name
+    return fv_ds_map
+
+
+def _get_dataset_data_sources(dataset: dict, fv_ds_map: Dict[str, str]) -> List[str]:
+    """Get data source names for a dataset via its features' feature view lineage."""
+    spec = dataset.get("spec", dataset)
+    features = spec.get("features", [])
+    data_sources: List[str] = []
+    seen: set = set()
+    for feature_ref in features:
+        if isinstance(feature_ref, str) and ":" in feature_ref:
+            fv_name = feature_ref.split(":")[0]
+            ds_name = fv_ds_map.get(fv_name)
+            if ds_name and ds_name not in seen:
+                seen.add(ds_name)
+                data_sources.append(ds_name)
+    return data_sources
+
+
+class RegisterDatasetRequest(BaseModel):
+    name: str
+    project: str
+    features: List[str] = []
+    join_keys: List[str] = []
+    storage_path: Optional[str] = None
+    storage_type: str = "file"
+    storage_file_format: Optional[str] = "parquet"
+    tags: Dict[str, str] = {}
+    full_feature_names: bool = False
+    feature_service_name: Optional[str] = None
+    allow_override: bool = False
+    namespace: str = ""
+    collection: str = ""
+    description: str = ""
+
+
+class CreateDatasetRequest(BaseModel):
+    name: str
+    project: str
+    feature_service_name: Optional[str] = None
+    features: Optional[List[str]] = None
+    entity_source_type: str = "inline"
+    entity_source_path: Optional[str] = None
+    # Inline entity definition
+    entity_keys: Optional[List[str]] = None
+    entity_values: Optional[str] = None
+    start_date: Optional[str] = None
+    end_date: Optional[str] = None
+    extra_columns: Optional[str] = None
+    # Storage
+    storage_type: str = "file"
+    storage_path: str = ""
+    storage_file_format: Optional[str] = "parquet"
+    tags: Dict[str, str] = {}
+    allow_overwrite: bool = False
+
 
 def get_saved_dataset_router(grpc_handler) -> APIRouter:
     router = APIRouter()
@@ -27,11 +125,23 @@ def list_saved_datasets_all(
         limit: int = Query(50, ge=1, le=100),
         sort_by: str = Query(None),
         sort_order: str = Query("asc"),
+        namespace: Optional[str] = Query(
+            None, description="Filter by namespace (logical grouping)"
+        ),
+        collection: Optional[str] = Query(
+            None, description="Filter by collection (sub-grouping within namespace)"
+        ),
         include_relationships: bool = Query(
             False, description="Include relationships for each saved dataset"
         ),
     ):
-        return aggregate_across_projects(
+        extra_params = {}
+        if namespace is not None:
+            extra_params["namespace"] = namespace
+        if collection is not None:
+            extra_params["collection"] = collection
+
+        result = aggregate_across_projects(
             grpc_handler=grpc_handler,
             list_method=grpc_handler.ListSavedDatasets,
             request_cls=RegistryServer_pb2.ListSavedDatasetsRequest,
@@ -43,8 +153,106 @@ def list_saved_datasets_all(
             sort_by=sort_by,
             sort_order=sort_order,
             include_relationships=include_relationships,
+            extra_request_params=extra_params or None,
         )
 
+        saved_datasets = result.get("savedDatasets", [])
+        projects_seen: Dict[str, Dict[str, str]] = {}
+        for sd in saved_datasets:
+            proj = sd.get("project", "")
+            if proj not in projects_seen:
+                projects_seen[proj] = _build_feature_view_to_datasource_map(
+                    grpc_handler, proj, allow_cache
+                )
+            ds_names = _get_dataset_data_sources(sd, projects_seen[proj])
+            if ds_names:
+                spec = sd.get("spec", sd)
+                spec["dataSources"] = ds_names
+
+        return result
+
+    @router.get("/saved_datasets/data/{name}")
+    def get_dataset_data(
+        name: str,
+        project: str = Query(...),
+        limit: int = Query(10, ge=1, le=100),
+    ):
+        import json
+
+        req = RegistryServer_pb2.GetDatasetDataRequest(
+            name=name, project=project, limit=limit
+        )
+        try:
+            result = grpc_call(grpc_handler.GetDatasetData, req)
+        except Exception as e:
+            raise HTTPException(
+                status_code=500,
+                detail=f"Failed to read dataset data: {str(e)}",
+            )
+
+        columns = result.get("columns", [])
+        raw_rows = result.get("rows", [])
+        rows = []
+        for raw_row in raw_rows:
+            values = raw_row.get("values", [])
+            row_dict = {}
+            for i, col in enumerate(columns):
+                if i < len(values):
+                    try:
+                        row_dict[col] = json.loads(values[i])
+                    except (json.JSONDecodeError, TypeError):
+                        row_dict[col] = values[i]
+                else:
+                    row_dict[col] = ""
+            rows.append(row_dict)
+
+        return {
+            "columns": columns,
+            "rows": rows,
+            "total_rows": result.get("totalRows", 0),
+            "sample_size": result.get("sampleSize", 0),
+        }
+
+    @router.get("/saved_datasets/jobs/{job_id}")
+    def get_dataset_job_status(job_id: str):
+        req = RegistryServer_pb2.GetDatasetJobStatusRequest(job_id=job_id)
+        result = grpc_call(grpc_handler.GetDatasetJobStatus, req)
+        return {
+            "job_id": result.get("jobId", ""),
+            "dataset_name": result.get("datasetName", ""),
+            "project": result.get("project", ""),
+            "status": result.get("status", ""),
+            "created_at": result.get("createdAt", ""),
+            "completed_at": result.get("completedAt", ""),
+            "error": result.get("error", ""),
+        }
+
+    @router.get("/saved_datasets/jobs")
+    def list_dataset_jobs(
+        project: str = Query(""),
+        status: Optional[str] = Query(None),
+    ):
+        req = RegistryServer_pb2.ListDatasetJobsRequest(
+            project=project or "",
+            status_filter=status or "",
+        )
+        result = grpc_call(grpc_handler.ListDatasetJobs, req)
+        jobs = result.get("jobs", [])
+        return {
+            "jobs": [
+                {
+                    "job_id": j.get("jobId", ""),
+                    "dataset_name": j.get("datasetName", ""),
+                    "project": j.get("project", ""),
+                    "status": j.get("status", ""),
+                    "created_at": j.get("createdAt", ""),
+                    "completed_at": j.get("completedAt", ""),
+                    "error": j.get("error", ""),
+                }
+                for j in jobs
+            ]
+        }
+
     @router.get("/saved_datasets/{name}")
     def get_saved_dataset(
         name: str,
@@ -63,8 +271,14 @@ def get_saved_dataset(
 
         result = saved_dataset
 
-        # Note: saved datasets may not have relationships in the traditional sense
-        # but we include the functionality for consistency
+        fv_ds_map = _build_feature_view_to_datasource_map(
+            grpc_handler, project, allow_cache
+        )
+        ds_names = _get_dataset_data_sources(result, fv_ds_map)
+        if ds_names:
+            spec = result.get("spec", result)
+            spec["dataSources"] = ds_names
+
         if include_relationships:
             relationships = get_object_relationships(
                 grpc_handler, "savedDataset", name, project, allow_cache
@@ -102,6 +316,12 @@ def list_saved_datasets(
         project: str = Query(...),
         allow_cache: bool = Query(default=True),
         tags: Dict[str, str] = Depends(parse_tags),
+        namespace: Optional[str] = Query(
+            None, description="Filter by namespace (logical grouping)"
+        ),
+        collection: Optional[str] = Query(
+            None, description="Filter by collection (sub-grouping within namespace)"
+        ),
         include_relationships: bool = Query(
             False, description="Include relationships for each saved dataset"
         ),
@@ -112,12 +332,23 @@ def list_saved_datasets(
             project=project,
             allow_cache=allow_cache,
             tags=tags,
+            namespace=namespace or "",
+            collection=collection or "",
             pagination=create_grpc_pagination_params(pagination_params),
             sorting=create_grpc_sorting_params(sorting_params),
         )
         response = grpc_call(grpc_handler.ListSavedDatasets, req)
         saved_datasets = response.get("savedDatasets", [])
 
+        fv_ds_map = _build_feature_view_to_datasource_map(
+            grpc_handler, project, allow_cache
+        )
+        for sd in saved_datasets:
+            ds_names = _get_dataset_data_sources(sd, fv_ds_map)
+            if ds_names:
+                spec = sd.get("spec", sd)
+                spec["dataSources"] = ds_names
+
         result = {
             "savedDatasets": saved_datasets,
             "pagination": response.get("pagination", {}),
@@ -131,4 +362,225 @@ def list_saved_datasets(
 
         return result
 
+    @router.post("/saved_datasets")
+    def register_saved_dataset(payload: RegisterDatasetRequest = Body(...)):
+        if not payload.name or not payload.name.strip():
+            raise HTTPException(status_code=400, detail="Dataset name is required.")
+        if not payload.project or not payload.project.strip():
+            raise HTTPException(status_code=400, detail="Project is required.")
+        if not payload.storage_path or not payload.storage_path.strip():
+            raise HTTPException(
+                status_code=400,
+                detail="Storage path is required. Provide a file path or table reference.",
+            )
+
+        if not payload.allow_override:
+            try:
+                req = RegistryServer_pb2.GetSavedDatasetRequest(
+                    name=payload.name.strip(),
+                    project=payload.project.strip(),
+                    allow_cache=False,
+                )
+                grpc_call(grpc_handler.GetSavedDataset, req)
+                raise HTTPException(
+                    status_code=409,
+                    detail=f'A dataset named "{payload.name.strip()}" already exists in project "{payload.project.strip()}". Use edit to update it.',
+                )
+            except HTTPException:
+                raise
+            except Exception:
+                pass
+
+        storage_proto = SavedDatasetStorageProto()
+        path = payload.storage_path.strip()
+        if payload.storage_type == "bigquery":
+            storage_proto.bigquery_storage.CopyFrom(
+                DataSourceProto.BigQueryOptions(table=path)
+            )
+        elif payload.storage_type == "redshift":
+            storage_proto.redshift_storage.CopyFrom(
+                DataSourceProto.RedshiftOptions(table=path)
+            )
+        elif payload.storage_type == "snowflake":
+            storage_proto.snowflake_storage.CopyFrom(
+                DataSourceProto.SnowflakeOptions(table=path)
+            )
+        elif payload.storage_type == "trino":
+            storage_proto.trino_storage.CopyFrom(
+                DataSourceProto.TrinoOptions(table=path)
+            )
+        elif payload.storage_type == "spark":
+            storage_proto.spark_storage.CopyFrom(
+                DataSourceProto.SparkOptions(
+                    path=path,
+                    file_format=payload.storage_file_format or "parquet",
+                )
+            )
+        elif payload.storage_type == "athena":
+            storage_proto.athena_storage.CopyFrom(
+                DataSourceProto.AthenaOptions(table=path)
+            )
+        elif payload.storage_type == "postgres":
+            config = json.dumps({"name": None, "query": None, "table": path})
+            storage_proto.custom_storage.CopyFrom(
+                DataSourceProto.CustomSourceOptions(
+                    configuration=config.encode("utf-8")
+                )
+            )
+        elif payload.storage_type == "clickhouse":
+            config = json.dumps({"name": None, "query": None, "table": path})
+            storage_proto.custom_storage.CopyFrom(
+                DataSourceProto.CustomSourceOptions(
+                    configuration=config.encode("utf-8")
+                )
+            )
+        elif payload.storage_type == "couchbase":
+            parts = path.split(".", 2)
+            database = parts[0] if len(parts) > 0 else ""
+            scope = parts[1] if len(parts) > 1 else ""
+            collection = parts[2] if len(parts) > 2 else ""
+            config = json.dumps(
+                {
+                    "name": None,
+                    "query": None,
+                    "database": database,
+                    "scope": scope,
+                    "collection": collection,
+                }
+            )
+            storage_proto.custom_storage.CopyFrom(
+                DataSourceProto.CustomSourceOptions(
+                    configuration=config.encode("utf-8")
+                )
+            )
+        elif payload.storage_type == "custom":
+            storage_proto.custom_storage.CopyFrom(
+                DataSourceProto.CustomSourceOptions(configuration=path.encode("utf-8"))
+            )
+        else:
+            storage_proto.file_storage.CopyFrom(DataSourceProto.FileOptions(uri=path))
+
+        # Auto-populate features and join_keys from feature service if not provided
+        features = payload.features
+        join_keys = payload.join_keys
+        if payload.feature_service_name and (not features or not join_keys):
+            try:
+                derived_features, derived_keys = (
+                    grpc_handler.resolve_feature_service_metadata(
+                        payload.feature_service_name.strip(),
+                        payload.project.strip(),
+                    )
+                )
+                if not features and derived_features:
+                    features = derived_features
+                if not join_keys and derived_keys:
+                    join_keys = derived_keys
+            except Exception:
+                pass
+
+        spec = SavedDatasetSpec(
+            name=payload.name,
+            project=payload.project,
+            features=features or [],
+            join_keys=join_keys or [],
+            full_feature_names=payload.full_feature_names,
+            storage=storage_proto,
+            tags=payload.tags,
+            namespace=payload.namespace,
+            collection=payload.collection,
+            description=payload.description,
+        )
+        if payload.feature_service_name:
+            spec.feature_service_name = payload.feature_service_name
+
+        saved_dataset_proto = SavedDatasetProto(
+            spec=spec,
+            meta=SavedDatasetMeta(),
+        )
+
+        apply_req = RegistryServer_pb2.ApplySavedDatasetRequest(
+            saved_dataset=saved_dataset_proto,
+            project=payload.project,
+            commit=True,
+        )
+        grpc_call(grpc_handler.ApplySavedDataset, apply_req)
+        return {"status": "ok", "name": payload.name, "project": payload.project}
+
+    @router.delete("/saved_datasets/{name}")
+    def delete_saved_dataset(
+        name: str,
+        project: str = Query(...),
+    ):
+        req = RegistryServer_pb2.DeleteSavedDatasetRequest(
+            name=name,
+            project=project,
+            commit=True,
+        )
+        grpc_call(grpc_handler.DeleteSavedDataset, req)
+        return {"status": "ok", "name": name, "project": project}
+
+    @router.post("/saved_datasets/create")
+    def create_dataset(payload: CreateDatasetRequest = Body(...)):
+        if not payload.name or not payload.name.strip():
+            raise HTTPException(status_code=400, detail="Dataset name is required.")
+        if not payload.project or not payload.project.strip():
+            raise HTTPException(status_code=400, detail="Project is required.")
+        if not payload.storage_path or not payload.storage_path.strip():
+            raise HTTPException(
+                status_code=400, detail="Storage path (output destination) is required."
+            )
+        if not payload.feature_service_name and not payload.features:
+            raise HTTPException(
+                status_code=400,
+                detail="Either feature_service_name or features list is required.",
+            )
+
+        if payload.entity_source_type == "inline":
+            if not payload.entity_keys:
+                raise HTTPException(
+                    status_code=400,
+                    detail="entity_keys is required when entity_source_type is 'inline'.",
+                )
+            if not payload.entity_values or not payload.entity_values.strip():
+                raise HTTPException(
+                    status_code=400,
+                    detail="entity_values is required when entity_source_type is 'inline'.",
+                )
+        elif payload.entity_source_type == "reference":
+            if not payload.entity_source_path:
+                raise HTTPException(
+                    status_code=400,
+                    detail="entity_source_path is required when entity_source_type is 'reference'.",
+                )
+
+        req = RegistryServer_pb2.CreateDatasetFromRetrievalRequest(
+            name=payload.name.strip(),
+            project=payload.project.strip(),
+            feature_service_name=payload.feature_service_name or "",
+            features=payload.features or [],
+            entity_source_type=payload.entity_source_type,
+            entity_source_path=payload.entity_source_path or "",
+            entity_keys=payload.entity_keys or [],
+            entity_values=payload.entity_values or "",
+            start_date=payload.start_date or "",
+            end_date=payload.end_date or "",
+            extra_columns=payload.extra_columns or "",
+            storage_type=payload.storage_type,
+            storage_path=payload.storage_path.strip(),
+            tags=payload.tags or {},
+            allow_overwrite=payload.allow_overwrite,
+        )
+        try:
+            result = grpc_call(grpc_handler.CreateDatasetFromRetrieval, req)
+        except Exception as e:
+            raise HTTPException(
+                status_code=500,
+                detail=f"Failed to create dataset: {str(e)}",
+            )
+
+        return {
+            "job_id": result.get("jobId", ""),
+            "status": result.get("status", ""),
+        }
+
     return router
diff --git a/sdk/python/feast/api/registry/rest/search.py b/sdk/python/feast/api/registry/rest/search.py
index e670a8981ac..572e34c12d8 100644
--- a/sdk/python/feast/api/registry/rest/search.py
+++ b/sdk/python/feast/api/registry/rest/search.py
@@ -158,6 +158,19 @@ def search_resources(
                             }
                         )
 
+                # Extract and convert label views
+                label_views = project_resources.get("labelViews", [])
+                for lv in label_views:
+                    results.append(
+                        {
+                            "type": "labelView",
+                            "name": lv.get("spec", {}).get("name", ""),
+                            "description": lv.get("spec", {}).get("description", ""),
+                            "project": current_project,
+                            "tags": lv.get("spec", {}).get("tags", {}),
+                        }
+                    )
+
                 # Extract and convert features
                 features = project_resources.get("features", [])
                 for feature in features:
@@ -172,6 +185,20 @@ def search_resources(
                         }
                     )
 
+                # Extract and convert labels
+                labels = project_resources.get("labels", [])
+                for label in labels:
+                    results.append(
+                        {
+                            "type": "label",
+                            "name": label.get("name", ""),
+                            "description": label.get("description", ""),
+                            "project": current_project,
+                            "labelView": label.get("featureView", ""),
+                            "tags": label.get("tags", {}),
+                        }
+                    )
+
                 # Extract and convert feature services
                 feature_services = project_resources.get("featureServices", [])
                 for fs in feature_services:
diff --git a/sdk/python/feast/base_feature_view.py b/sdk/python/feast/base_feature_view.py
index f3e0a2cad5b..b657f505f1e 100644
--- a/sdk/python/feast/base_feature_view.py
+++ b/sdk/python/feast/base_feature_view.py
@@ -22,6 +22,7 @@
 from feast.feature_view_projection import FeatureViewProjection
 from feast.field import Field
 from feast.protos.feast.core.FeatureView_pb2 import FeatureView as FeatureViewProto
+from feast.protos.feast.core.LabelView_pb2 import LabelView as LabelViewProto
 from feast.protos.feast.core.OnDemandFeatureView_pb2 import (
     OnDemandFeatureView as OnDemandFeatureViewProto,
 )
@@ -109,7 +110,12 @@ def proto_class(self) -> Type[Message]:
     @abstractmethod
     def to_proto(
         self,
-    ) -> Union[FeatureViewProto, OnDemandFeatureViewProto, StreamFeatureViewProto]:
+    ) -> Union[
+        FeatureViewProto,
+        OnDemandFeatureViewProto,
+        StreamFeatureViewProto,
+        LabelViewProto,
+    ]:
         pass
 
     @classmethod
@@ -166,9 +172,7 @@ def _schema_or_udf_changed(self, other: "BaseFeatureView") -> bool:
 
     def __eq__(self, other):
         if not isinstance(other, BaseFeatureView):
-            raise TypeError(
-                "Comparisons should only involve BaseFeatureView class objects."
-            )
+            return False
 
         if (
             self.name != other.name
diff --git a/sdk/python/feast/batch_feature_view.py b/sdk/python/feast/batch_feature_view.py
index 95385da1d91..0bfbdf9d936 100644
--- a/sdk/python/feast/batch_feature_view.py
+++ b/sdk/python/feast/batch_feature_view.py
@@ -169,13 +169,14 @@ def get_feature_transformation(self) -> Optional[Transformation]:
             TransformationMode.PYTHON,
             TransformationMode.SQL,
             TransformationMode.RAY,
-        ) or self.mode in ("pandas", "python", "sql", "ray"):
+            TransformationMode.FLINK,
+        ) or self.mode in ("pandas", "python", "sql", "ray", "flink"):
             return Transformation(
                 mode=self.mode, udf=self.udf, udf_string=self.udf_string or ""
             )
         else:
             raise ValueError(
-                f"Unsupported transformation mode: {self.mode} for StreamFeatureView"
+                f"Unsupported transformation mode: {self.mode} for BatchFeatureView"
             )
 
 
diff --git a/sdk/python/feast/cli/cli.py b/sdk/python/feast/cli/cli.py
index 1e461af4a28..7826dfb650a 100644
--- a/sdk/python/feast/cli/cli.py
+++ b/sdk/python/feast/cli/cli.py
@@ -1,622 +1,662 @@
-# Copyright 2019 The Feast Authors
-#
-# Licensed under the Apache License, Version 2.0 (the "License");
-# you may not use this file except in compliance with the License.
-# You may obtain a copy of the License at
-#
-#     https://www.apache.org/licenses/LICENSE-2.0
-#
-# Unless required by applicable law or agreed to in writing, software
-# distributed under the License is distributed on an "AS IS" BASIS,
-# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-# See the License for the specific language governing permissions and
-# limitations under the License.
-import json
-import logging
-from datetime import datetime
-from importlib.metadata import version as importlib_version
-from pathlib import Path
-from typing import List, Optional
-
-import click
-import yaml
-from colorama import Fore, Style
-from dateutil import parser
-from pygments import formatters, highlight, lexers
-
-from feast import utils
-from feast.cli.data_sources import data_sources_cmd
-from feast.cli.dbt_import import dbt_cmd
-from feast.cli.entities import entities_cmd
-from feast.cli.feature_services import feature_services_cmd
-from feast.cli.feature_views import feature_views_cmd
-from feast.cli.features import (
-    features_cmd,
-    get_historical_features,
-    get_online_features,
-)
-from feast.cli.on_demand_feature_views import on_demand_feature_views_cmd
-from feast.cli.permissions import feast_permissions_cmd
-from feast.cli.projects import projects_cmd
-from feast.cli.saved_datasets import saved_datasets_cmd
-from feast.cli.serve import (
-    serve_command,
-    serve_offline_command,
-    serve_registry_command,
-    serve_transformations_command,
-)
-from feast.cli.stream_feature_views import stream_feature_views_cmd
-from feast.cli.ui import ui
-from feast.cli.validation_references import validation_references_cmd
-from feast.constants import FEAST_FS_YAML_FILE_PATH_ENV_NAME
-from feast.errors import FeastProviderLoginError
-from feast.repo_config import load_repo_config
-from feast.repo_operations import (
-    apply_total,
-    cli_check_repo,
-    create_feature_store,
-    generate_project_name,
-    init_repo,
-    plan,
-    registry_dump,
-    teardown,
-)
-from feast.utils import maybe_local_tz
-
-_logger = logging.getLogger(__name__)
-
-
-class NoOptionDefaultFormat(click.Command):
-    def format_options(self, ctx: click.Context, formatter: click.HelpFormatter):
-        """Writes all the options into the formatter if they exist."""
-        opts = []
-        for param in self.get_params(ctx):
-            rv = param.get_help_record(ctx)
-            if rv is not None:
-                opts.append(rv)
-        if opts:
-            with formatter.section("Options(No current command options)"):
-                formatter.write_dl(opts)
-
-
-@click.group()
-@click.option(
-    "--chdir",
-    "-c",
-    envvar="FEATURE_REPO_DIR_ENV_VAR",
-    help="Switch to a different feature repository directory before executing the given subcommand. Can also be set via the FEATURE_REPO_DIR_ENV_VAR environment variable.",
-)
-@click.option(
-    "--log-level",
-    default="warning",
-    help="The logging level. One of DEBUG, INFO, WARNING, ERROR, and CRITICAL (case-insensitive).",
-)
-@click.option(
-    "--feature-store-yaml",
-    "-f",
-    help=f"Override the directory where the CLI should look for the feature_store.yaml file. Can also be set via the {FEAST_FS_YAML_FILE_PATH_ENV_NAME} environment variable.",
-)
-@click.pass_context
-def cli(
-    ctx: click.Context,
-    chdir: Optional[str],
-    log_level: str,
-    feature_store_yaml: Optional[str],
-):
-    """
-    Feast CLI
-
-    For more information, see our public docs at https://docs.feast.dev/
-    """
-    ctx.ensure_object(dict)
-    ctx.obj["CHDIR"] = Path.cwd() if chdir is None else Path(chdir).absolute()
-    ctx.obj["FS_YAML_FILE"] = (
-        Path(feature_store_yaml).absolute()
-        if feature_store_yaml
-        else utils.get_default_yaml_file_path(ctx.obj["CHDIR"])
-    )
-    try:
-        level = getattr(logging, log_level.upper())
-        logging.basicConfig(
-            format="%(asctime)s %(name)s %(levelname)s: %(message)s",
-            datefmt="%m/%d/%Y %I:%M:%S %p",
-            level=level,
-        )
-        # Override the logging level for already created loggers (due to loggers being created at the import time)
-        # Note, that format & datefmt does not need to be set, because by default child loggers don't override them
-
-        # Also note, that mypy complains that logging.root doesn't have "manager" because of the way it's written.
-        # So we have to put a type ignore hint for mypy.
-        for logger_name in logging.root.manager.loggerDict:  # type: ignore
-            if "feast" in logger_name:
-                logger = logging.getLogger(logger_name)
-                logger.setLevel(level)
-    except Exception as e:
-        raise e
-    pass
-
-
-@cli.command()
-def version():
-    """
-    Display Feast SDK version
-    """
-    print(
-        f'{Style.BRIGHT + Fore.BLUE}Feast SDK Version: {Style.BRIGHT + Fore.GREEN}"{importlib_version("feast")}"'
-    )
-
-
-@cli.command()
-@click.argument("object_id")
-@click.pass_context
-def delete(ctx: click.Context, object_id: str):
-    """
-    Delete Feast Object
-    """
-    repo = ctx.obj["CHDIR"]
-    fs_yaml_file = ctx.obj["FS_YAML_FILE"]
-    cli_check_repo(repo, fs_yaml_file)
-    store = create_feature_store(ctx)
-
-    e = None
-    object_type = None
-
-    # Order matters if names can overlap between types,
-    # though typically they shouldn't in a well-structured feature store.
-    object_getters_and_types = [
-        (store.get_entity, "Entity"),
-        (store.get_feature_view, "FeatureView"),
-        (store.get_feature_service, "FeatureService"),
-        (store.get_data_source, "DataSource"),
-        (store.get_saved_dataset, "SavedDataset"),
-        (store.get_validation_reference, "ValidationReference"),
-        (store.get_stream_feature_view, "StreamFeatureView"),
-        (store.get_on_demand_feature_view, "OnDemandFeatureView"),
-        # Add other get_* methods here if needed
-    ]
-
-    for getter, obj_type_str in object_getters_and_types:
-        try:
-            potential_e = getter(object_id)  # type: ignore[operator]
-            if potential_e:
-                e = potential_e
-                object_type = obj_type_str
-                break
-        except Exception:
-            pass
-
-    if isinstance(e, list):
-        e = e[0]
-    if e:
-        store.apply([e], objects_to_delete=[e], partial=False)
-        print(
-            f"{Style.BRIGHT + Fore.RED}Deleted {Style.BRIGHT + Fore.GREEN}{object_type} {Fore.YELLOW}{object_id} from {Fore.GREEN}{store.project}.{Style.RESET_ALL}"
-        )
-    else:
-        print(
-            f"{Style.BRIGHT + Fore.GREEN}Object not found. Deletion skipped.{Style.RESET_ALL}"
-        )
-
-
-@cli.command()
-@click.pass_context
-def configuration(ctx: click.Context):
-    """
-    Display Feast configuration
-    """
-    repo = ctx.obj["CHDIR"]
-    fs_yaml_file = ctx.obj["FS_YAML_FILE"]
-    cli_check_repo(repo, fs_yaml_file)
-    repo_config = load_repo_config(repo, fs_yaml_file)
-    if repo_config:
-        config_dict = repo_config.model_dump(by_alias=True, exclude_unset=True)
-        config_dict.pop("repo_path", None)
-        print(yaml.dump(config_dict, default_flow_style=False, sort_keys=False))
-    else:
-        print("No configuration found.")
-
-
-@cli.command()
-@click.pass_context
-def endpoint(ctx: click.Context):
-    """
-    Display feature server endpoints
-    """
-    store = create_feature_store(ctx)
-    endpoint = store.get_feature_server_endpoint()
-    if endpoint is not None:
-        _logger.info(
-            f"Feature server endpoint: {Style.BRIGHT + Fore.GREEN}{endpoint}{Style.RESET_ALL}"
-        )
-    else:
-        _logger.info("There is no active feature server.")
-
-
-@cli.command("plan", cls=NoOptionDefaultFormat)
-@click.option(
-    "--skip-source-validation",
-    is_flag=True,
-    help="Don't validate the data sources by checking for that the tables exist.",
-)
-@click.option(
-    "--skip-feature-view-validation",
-    is_flag=True,
-    help="Don't validate feature views. Use with caution as this skips important checks.",
-)
-@click.pass_context
-def plan_command(
-    ctx: click.Context, skip_source_validation: bool, skip_feature_view_validation: bool
-):
-    """
-    Create or update a feature store deployment
-    """
-    repo = ctx.obj["CHDIR"]
-    fs_yaml_file = ctx.obj["FS_YAML_FILE"]
-    cli_check_repo(repo, fs_yaml_file)
-    repo_config = load_repo_config(repo, fs_yaml_file)
-    try:
-        plan(repo_config, repo, skip_source_validation, skip_feature_view_validation)
-    except FeastProviderLoginError as e:
-        print(str(e))
-
-
-@cli.command("apply", cls=NoOptionDefaultFormat)
-@click.option(
-    "--skip-source-validation",
-    is_flag=True,
-    help="Don't validate the data sources by checking for that the tables exist.",
-)
-@click.option(
-    "--skip-feature-view-validation",
-    is_flag=True,
-    help="Don't validate feature views. Use with caution as this skips important checks.",
-)
-@click.option(
-    "--no-progress",
-    is_flag=True,
-    help="Disable progress bars during apply operation.",
-)
-@click.option(
-    "--no-promote",
-    is_flag=True,
-    default=False,
-    help="Save new versions without promoting them to active. "
-    "New versions are accessible via @v<N> reads and --version materialization.",
-)
-@click.pass_context
-def apply_total_command(
-    ctx: click.Context,
-    skip_source_validation: bool,
-    skip_feature_view_validation: bool,
-    no_progress: bool,
-    no_promote: bool,
-):
-    """
-    Create or update a feature store deployment
-    """
-    repo = ctx.obj["CHDIR"]
-    fs_yaml_file = ctx.obj["FS_YAML_FILE"]
-    cli_check_repo(repo, fs_yaml_file)
-
-    repo_config = load_repo_config(repo, fs_yaml_file)
-
-    # Set environment variable to disable progress if requested
-    if no_progress:
-        import os
-
-        os.environ["FEAST_NO_PROGRESS"] = "1"
-
-    try:
-        apply_total(
-            repo_config,
-            repo,
-            skip_source_validation,
-            skip_feature_view_validation,
-            no_promote=no_promote,
-        )
-    except FeastProviderLoginError as e:
-        print(str(e))
-
-
-@cli.command("teardown", cls=NoOptionDefaultFormat)
-@click.pass_context
-def teardown_command(ctx: click.Context):
-    """
-    Tear down deployed feature store infrastructure
-    """
-    repo = ctx.obj["CHDIR"]
-    fs_yaml_file = ctx.obj["FS_YAML_FILE"]
-    cli_check_repo(repo, fs_yaml_file)
-    repo_config = load_repo_config(repo, fs_yaml_file)
-
-    teardown(repo_config, repo)
-
-
-@cli.command("registry-dump")
-@click.pass_context
-def registry_dump_command(ctx: click.Context):
-    """
-    Print contents of the metadata registry
-    """
-    repo = ctx.obj["CHDIR"]
-    fs_yaml_file = ctx.obj["FS_YAML_FILE"]
-    cli_check_repo(repo, fs_yaml_file)
-    repo_config = load_repo_config(repo, fs_yaml_file)
-
-    click.echo(registry_dump(repo_config, repo_path=repo))
-
-
-@cli.command("materialize")
-@click.argument("start_ts", required=False)
-@click.argument("end_ts", required=False)
-@click.option(
-    "--views",
-    "-v",
-    help="Feature views to materialize",
-    multiple=True,
-)
-@click.option(
-    "--disable-event-timestamp",
-    is_flag=True,
-    help="Materialize all available data using current datetime as event timestamp (useful when source data lacks event timestamps)",
-)
-@click.option(
-    "--version",
-    "feature_view_version",
-    default=None,
-    help="Version to materialize (e.g., 'v2'). Requires --views with exactly one feature view.",
-)
-@click.pass_context
-def materialize_command(
-    ctx: click.Context,
-    start_ts: Optional[str],
-    end_ts: Optional[str],
-    views: List[str],
-    disable_event_timestamp: bool,
-    feature_view_version: Optional[str],
-):
-    """
-    Run a (non-incremental) materialization job to ingest data into the online store. Feast
-    will read all data between START_TS and END_TS from the offline store and write it to the
-    online store. If you don't specify feature view names using --views, all registered Feature
-    Views will be materialized.
-
-    START_TS and END_TS should be in ISO 8601 format, e.g. '2021-07-16T19:20:01'
-
-    If --disable-event-timestamp is used, timestamps are not required and all available data will be materialized using the current datetime as the event timestamp.
-    """
-    store = create_feature_store(ctx)
-
-    if disable_event_timestamp:
-        if start_ts or end_ts:
-            raise click.UsageError(
-                "Cannot specify START_TS or END_TS when --disable-event-timestamp is used"
-            )
-        now = datetime.now()
-        # Query all available data and use current datetime as event timestamp
-        start_date = datetime(
-            1970, 1, 1
-        )  # Beginning of time to capture all historical data
-        end_date = now
-    else:
-        if not start_ts or not end_ts:
-            raise click.UsageError(
-                "START_TS and END_TS are required unless --disable-event-timestamp is used"
-            )
-        start_date = utils.make_tzaware(parser.parse(start_ts))
-        end_date = utils.make_tzaware(parser.parse(end_ts))
-
-    store.materialize(
-        feature_views=None if not views else views,
-        start_date=start_date,
-        end_date=end_date,
-        disable_event_timestamp=disable_event_timestamp,
-        version=feature_view_version,
-    )
-
-
-@cli.command("materialize-incremental")
-@click.argument("end_ts")
-@click.option(
-    "--views",
-    "-v",
-    help="Feature views to incrementally materialize",
-    multiple=True,
-)
-@click.option(
-    "--version",
-    "feature_view_version",
-    default=None,
-    help="Version to materialize (e.g., 'v2'). Requires --views with exactly one feature view.",
-)
-@click.pass_context
-def materialize_incremental_command(
-    ctx: click.Context,
-    end_ts: str,
-    views: List[str],
-    feature_view_version: Optional[str],
-):
-    """
-    Run an incremental materialization job to ingest new data into the online store. Feast will read
-    all data from the previously ingested point to END_TS from the offline store and write it to the
-    online store. If you don't specify feature view names using --views, all registered Feature
-    Views will be incrementally materialized.
-
-    END_TS should be in ISO 8601 format, e.g. '2021-07-16T19:20:01'
-    """
-    store = create_feature_store(ctx)
-    store.materialize_incremental(
-        feature_views=None if not views else views,
-        end_date=utils.make_tzaware(datetime.fromisoformat(end_ts)),
-        version=feature_view_version,
-    )
-
-
-@cli.command("init")
-@click.argument("PROJECT_DIRECTORY", required=False)
-@click.option(
-    "--minimal", "-m", is_flag=True, help="Create an empty project repository"
-)
-@click.option(
-    "--template",
-    "-t",
-    type=click.Choice(
-        [
-            "local",
-            "gcp",
-            "aws",
-            "snowflake",
-            "spark",
-            "postgres",
-            "hbase",
-            "cassandra",
-            "hazelcast",
-            "couchbase",
-            "milvus",
-            "ray",
-            "ray_rag",
-            "pytorch_nlp",
-        ],
-        case_sensitive=False,
-    ),
-    help="Specify a template for the created project",
-    default="local",
-)
-@click.option(
-    "--repo-path",
-    help="Directory path where the repository will be created (default: create subdirectory with project name)",
-)
-def init_command(project_directory, minimal: bool, template: str, repo_path: str):
-    """Create a new Feast repository"""
-    if not project_directory:
-        project_directory = generate_project_name()
-
-    if minimal:
-        template = "minimal"
-
-    init_repo(project_directory, template, repo_path)
-
-
-@cli.command("listen")
-@click.option(
-    "--address",
-    "-a",
-    type=click.STRING,
-    default="localhost:50051",
-    show_default=True,
-    help="Address of the gRPC server",
-)
-@click.option(
-    "--max_workers",
-    "-w",
-    type=click.INT,
-    default=10,
-    show_default=False,
-    help="The maximum number of threads that can be used to execute the gRPC calls",
-)
-@click.option(
-    "--registry_ttl_sec",
-    "-r",
-    help="Number of seconds after which the registry is refreshed",
-    type=click.INT,
-    default=5,
-    show_default=True,
-)
-@click.pass_context
-def listen_command(
-    ctx: click.Context,
-    address: str,
-    max_workers: int,
-    registry_ttl_sec: int,
-):
-    """Start a gRPC feature server to ingest streaming features on given address"""
-    from feast.infra.contrib.grpc_server import get_grpc_server
-
-    store = create_feature_store(ctx)
-    server = get_grpc_server(address, store, max_workers, registry_ttl_sec)
-    server.start()
-    server.wait_for_termination()
-
-
-@cli.command("validate")
-@click.option(
-    "--feature-service",
-    "-f",
-    help="Specify a feature service name",
-)
-@click.option(
-    "--reference",
-    "-r",
-    help="Specify a validation reference name",
-)
-@click.option(
-    "--no-profile-cache",
-    is_flag=True,
-    help="Do not store cached profile in registry",
-)
-@click.argument("start_ts")
-@click.argument("end_ts")
-@click.pass_context
-def validate(
-    ctx: click.Context,
-    feature_service: str,
-    reference: str,
-    start_ts: str,
-    end_ts: str,
-    no_profile_cache,
-):
-    """
-    Perform validation of logged features (produced by a given feature service) against provided reference.
-
-    START_TS and END_TS should be in ISO 8601 format, e.g. '2021-07-16T19:20:01'
-    """
-    store = create_feature_store(ctx)
-
-    _feature_service = store.get_feature_service(name=feature_service)
-    _reference = store.get_validation_reference(reference)
-
-    result = store.validate_logged_features(
-        source=_feature_service,
-        reference=_reference,
-        start=maybe_local_tz(datetime.fromisoformat(start_ts)),
-        end=maybe_local_tz(datetime.fromisoformat(end_ts)),
-        throw_exception=False,
-        cache_profile=not no_profile_cache,
-    )
-
-    if not result:
-        print(f"{Style.BRIGHT + Fore.GREEN}Validation successful!{Style.RESET_ALL}")
-        return
-
-    errors = [e.to_dict() for e in result.report.errors]
-    formatted_json = json.dumps(errors, indent=4)
-    colorful_json = highlight(
-        formatted_json, lexers.JsonLexer(), formatters.TerminalFormatter()
-    )
-    print(f"{Style.BRIGHT + Fore.RED}Validation failed!{Style.RESET_ALL}")
-    print(colorful_json)
-    exit(1)
-
-
-cli.add_command(data_sources_cmd)
-cli.add_command(entities_cmd)
-cli.add_command(feature_services_cmd)
-cli.add_command(feature_views_cmd)
-cli.add_command(features_cmd)
-cli.add_command(get_historical_features)
-cli.add_command(get_online_features)
-cli.add_command(on_demand_feature_views_cmd)
-cli.add_command(feast_permissions_cmd)
-cli.add_command(projects_cmd)
-cli.add_command(saved_datasets_cmd)
-cli.add_command(stream_feature_views_cmd)
-cli.add_command(validation_references_cmd)
-cli.add_command(ui)
-cli.add_command(serve_command)
-cli.add_command(serve_offline_command)
-cli.add_command(serve_registry_command)
-cli.add_command(serve_transformations_command)
-cli.add_command(dbt_cmd)
-
-if __name__ == "__main__":
-    cli()
+# Copyright 2019 The Feast Authors
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     https://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+import json
+import logging
+from datetime import datetime
+from importlib.metadata import version as importlib_version
+from pathlib import Path
+from typing import List, Optional
+
+import click
+import yaml
+from colorama import Fore, Style
+from dateutil import parser
+from pygments import formatters, highlight, lexers
+
+from feast import utils
+from feast.cli.data_sources import data_sources_cmd
+from feast.cli.dbt_import import dbt_cmd
+from feast.cli.entities import entities_cmd
+from feast.cli.feature_services import feature_services_cmd
+from feast.cli.feature_views import feature_views_cmd
+from feast.cli.features import (
+    features_cmd,
+    get_historical_features,
+    get_online_features,
+)
+from feast.cli.label_views import label_views_cmd
+from feast.cli.monitor import monitor_cmd
+from feast.cli.on_demand_feature_views import on_demand_feature_views_cmd
+from feast.cli.permissions import feast_permissions_cmd
+from feast.cli.projects import projects_cmd
+from feast.cli.registry import registry_cmd
+from feast.cli.saved_datasets import saved_datasets_cmd
+from feast.cli.serve import (
+    serve_command,
+    serve_offline_command,
+    serve_registry_command,
+    serve_transformations_command,
+)
+from feast.cli.stream_feature_views import stream_feature_views_cmd
+from feast.cli.ui import ui
+from feast.cli.validation_references import validation_references_cmd
+from feast.constants import FEAST_FS_YAML_FILE_PATH_ENV_NAME
+from feast.errors import FeastProviderLoginError
+from feast.repo_config import load_repo_config
+from feast.repo_operations import (
+    apply_total,
+    cli_check_repo,
+    create_feature_store,
+    generate_project_name,
+    init_repo,
+    plan,
+    registry_dump,
+    teardown,
+)
+from feast.utils import maybe_local_tz
+
+_logger = logging.getLogger(__name__)
+
+
+class NoOptionDefaultFormat(click.Command):
+    def format_options(self, ctx: click.Context, formatter: click.HelpFormatter):
+        """Writes all the options into the formatter if they exist."""
+        opts = []
+        for param in self.get_params(ctx):
+            rv = param.get_help_record(ctx)
+            if rv is not None:
+                opts.append(rv)
+        if opts:
+            with formatter.section("Options(No current command options)"):
+                formatter.write_dl(opts)
+
+
+@click.group()
+@click.option(
+    "--chdir",
+    "-c",
+    envvar="FEATURE_REPO_DIR_ENV_VAR",
+    help="Switch to a different feature repository directory before executing the given subcommand. Can also be set via the FEATURE_REPO_DIR_ENV_VAR environment variable.",
+)
+@click.option(
+    "--log-level",
+    default="warning",
+    help="The logging level. One of DEBUG, INFO, WARNING, ERROR, and CRITICAL (case-insensitive).",
+)
+@click.option(
+    "--feature-store-yaml",
+    "-f",
+    help=f"Override the directory where the CLI should look for the feature_store.yaml file. Can also be set via the {FEAST_FS_YAML_FILE_PATH_ENV_NAME} environment variable.",
+)
+@click.pass_context
+def cli(
+    ctx: click.Context,
+    chdir: Optional[str],
+    log_level: str,
+    feature_store_yaml: Optional[str],
+):
+    """
+    Feast CLI
+
+    For more information, see our public docs at https://docs.feast.dev/
+    """
+    ctx.ensure_object(dict)
+    ctx.obj["CHDIR"] = Path.cwd() if chdir is None else Path(chdir).absolute()
+    ctx.obj["FS_YAML_FILE"] = (
+        Path(feature_store_yaml).absolute()
+        if feature_store_yaml
+        else utils.get_default_yaml_file_path(ctx.obj["CHDIR"])
+    )
+    try:
+        level = getattr(logging, log_level.upper())
+        logging.basicConfig(
+            format="%(asctime)s %(name)s %(levelname)s: %(message)s",
+            datefmt="%m/%d/%Y %I:%M:%S %p",
+            level=level,
+        )
+        # Override the logging level for already created loggers (due to loggers being created at the import time)
+        # Note, that format & datefmt does not need to be set, because by default child loggers don't override them
+
+        # Also note, that mypy complains that logging.root doesn't have "manager" because of the way it's written.
+        # So we have to put a type ignore hint for mypy.
+        for logger_name in logging.root.manager.loggerDict:  # type: ignore
+            if "feast" in logger_name:
+                logger = logging.getLogger(logger_name)
+                logger.setLevel(level)
+    except Exception as e:
+        raise e
+    pass
+
+
+@cli.command()
+def version():
+    """
+    Display Feast SDK version
+    """
+    print(
+        f'{Style.BRIGHT + Fore.BLUE}Feast SDK Version: {Style.BRIGHT + Fore.GREEN}"{importlib_version("feast")}"'
+    )
+
+
+@cli.command()
+@click.argument("object_id")
+@click.pass_context
+def delete(ctx: click.Context, object_id: str):
+    """
+    Delete Feast Object
+    """
+    repo = ctx.obj["CHDIR"]
+    fs_yaml_file = ctx.obj["FS_YAML_FILE"]
+    cli_check_repo(repo, fs_yaml_file)
+    store = create_feature_store(ctx)
+
+    e = None
+    object_type = None
+
+    # Order matters if names can overlap between types,
+    # though typically they shouldn't in a well-structured feature store.
+    object_getters_and_types = [
+        (store.get_entity, "Entity"),
+        (store.get_feature_view, "FeatureView"),
+        (store.get_feature_service, "FeatureService"),
+        (store.get_data_source, "DataSource"),
+        (store.get_saved_dataset, "SavedDataset"),
+        (store.get_validation_reference, "ValidationReference"),
+        (store.get_stream_feature_view, "StreamFeatureView"),
+        (store.get_on_demand_feature_view, "OnDemandFeatureView"),
+        # Add other get_* methods here if needed
+    ]
+
+    for getter, obj_type_str in object_getters_and_types:
+        try:
+            potential_e = getter(object_id)  # type: ignore[operator]
+            if potential_e:
+                e = potential_e
+                object_type = obj_type_str
+                break
+        except Exception:
+            pass
+
+    if isinstance(e, list):
+        e = e[0]
+    if e:
+        store.apply([e], objects_to_delete=[e], partial=False)
+        print(
+            f"{Style.BRIGHT + Fore.RED}Deleted {Style.BRIGHT + Fore.GREEN}{object_type} {Fore.YELLOW}{object_id} from {Fore.GREEN}{store.project}.{Style.RESET_ALL}"
+        )
+    else:
+        print(
+            f"{Style.BRIGHT + Fore.GREEN}Object not found. Deletion skipped.{Style.RESET_ALL}"
+        )
+
+
+@cli.command()
+@click.pass_context
+def configuration(ctx: click.Context):
+    """
+    Display Feast configuration
+    """
+    repo = ctx.obj["CHDIR"]
+    fs_yaml_file = ctx.obj["FS_YAML_FILE"]
+    cli_check_repo(repo, fs_yaml_file)
+    repo_config = load_repo_config(repo, fs_yaml_file)
+    if repo_config:
+        config_dict = repo_config.model_dump(by_alias=True, exclude_unset=True)
+        config_dict.pop("repo_path", None)
+        print(yaml.dump(config_dict, default_flow_style=False, sort_keys=False))
+    else:
+        print("No configuration found.")
+
+
+@cli.command()
+@click.pass_context
+def endpoint(ctx: click.Context):
+    """
+    Display feature server endpoints
+    """
+    store = create_feature_store(ctx)
+    endpoint = store.get_feature_server_endpoint()
+    if endpoint is not None:
+        _logger.info(
+            f"Feature server endpoint: {Style.BRIGHT + Fore.GREEN}{endpoint}{Style.RESET_ALL}"
+        )
+    else:
+        _logger.info("There is no active feature server.")
+
+
+@cli.command("plan", cls=NoOptionDefaultFormat)
+@click.option(
+    "--skip-source-validation",
+    is_flag=True,
+    help="Don't validate the data sources by checking for that the tables exist.",
+)
+@click.option(
+    "--skip-feature-view-validation",
+    is_flag=True,
+    help="Don't validate feature views. Use with caution as this skips important checks.",
+)
+@click.pass_context
+def plan_command(
+    ctx: click.Context, skip_source_validation: bool, skip_feature_view_validation: bool
+):
+    """
+    Create or update a feature store deployment
+    """
+    repo = ctx.obj["CHDIR"]
+    fs_yaml_file = ctx.obj["FS_YAML_FILE"]
+    cli_check_repo(repo, fs_yaml_file)
+    repo_config = load_repo_config(repo, fs_yaml_file)
+    try:
+        plan(repo_config, repo, skip_source_validation, skip_feature_view_validation)
+    except FeastProviderLoginError as e:
+        print(str(e))
+
+
+@cli.command("apply", cls=NoOptionDefaultFormat)
+@click.option(
+    "--skip-source-validation",
+    is_flag=True,
+    help="Don't validate the data sources by checking for that the tables exist.",
+)
+@click.option(
+    "--skip-feature-view-validation",
+    is_flag=True,
+    help="Don't validate feature views. Use with caution as this skips important checks.",
+)
+@click.option(
+    "--no-progress",
+    is_flag=True,
+    help="Disable progress bars during apply operation.",
+)
+@click.option(
+    "--no-promote",
+    is_flag=True,
+    default=False,
+    help="Save new versions without promoting them to active. "
+    "New versions are accessible via @v<N> reads and --version materialization.",
+)
+@click.pass_context
+def apply_total_command(
+    ctx: click.Context,
+    skip_source_validation: bool,
+    skip_feature_view_validation: bool,
+    no_progress: bool,
+    no_promote: bool,
+):
+    """
+    Create or update a feature store deployment
+    """
+    repo = ctx.obj["CHDIR"]
+    fs_yaml_file = ctx.obj["FS_YAML_FILE"]
+    cli_check_repo(repo, fs_yaml_file)
+
+    repo_config = load_repo_config(repo, fs_yaml_file)
+
+    # Set environment variable to disable progress if requested
+    if no_progress:
+        import os
+
+        os.environ["FEAST_NO_PROGRESS"] = "1"
+
+    try:
+        apply_total(
+            repo_config,
+            repo,
+            skip_source_validation,
+            skip_feature_view_validation,
+            no_promote=no_promote,
+        )
+    except FeastProviderLoginError as e:
+        print(str(e))
+
+
+@cli.command("teardown", cls=NoOptionDefaultFormat)
+@click.pass_context
+def teardown_command(ctx: click.Context):
+    """
+    Tear down deployed feature store infrastructure
+    """
+    repo = ctx.obj["CHDIR"]
+    fs_yaml_file = ctx.obj["FS_YAML_FILE"]
+    cli_check_repo(repo, fs_yaml_file)
+    repo_config = load_repo_config(repo, fs_yaml_file)
+
+    teardown(repo_config, repo)
+
+
+@cli.command("registry-dump")
+@click.pass_context
+def registry_dump_command(ctx: click.Context):
+    """
+    Print contents of the metadata registry
+    """
+    repo = ctx.obj["CHDIR"]
+    fs_yaml_file = ctx.obj["FS_YAML_FILE"]
+    cli_check_repo(repo, fs_yaml_file)
+    repo_config = load_repo_config(repo, fs_yaml_file)
+
+    click.echo(registry_dump(repo_config, repo_path=repo))
+
+
+@cli.command("materialize")
+@click.argument("start_ts", required=False)
+@click.argument("end_ts", required=False)
+@click.option(
+    "--views",
+    "-v",
+    help="Feature views to materialize",
+    multiple=True,
+)
+@click.option(
+    "--disable-event-timestamp",
+    is_flag=True,
+    help="Materialize all available data using current datetime as event timestamp (useful when source data lacks event timestamps)",
+)
+@click.option(
+    "--version",
+    "feature_view_version",
+    default=None,
+    help="Version to materialize (e.g., 'v2'). Requires --views with exactly one feature view.",
+)
+@click.pass_context
+def materialize_command(
+    ctx: click.Context,
+    start_ts: Optional[str],
+    end_ts: Optional[str],
+    views: List[str],
+    disable_event_timestamp: bool,
+    feature_view_version: Optional[str],
+):
+    """
+    Run a (non-incremental) materialization job to ingest data into the online store. Feast
+    will read all data between START_TS and END_TS from the offline store and write it to the
+    online store. If you don't specify feature view names using --views, all registered Feature
+    Views will be materialized.
+
+    START_TS and END_TS should be in ISO 8601 format, e.g. '2021-07-16T19:20:01'
+
+    If --disable-event-timestamp is used, timestamps are not required and all available data will be materialized using the current datetime as the event timestamp.
+    """
+    store = create_feature_store(ctx)
+
+    if disable_event_timestamp:
+        if start_ts or end_ts:
+            raise click.UsageError(
+                "Cannot specify START_TS or END_TS when --disable-event-timestamp is used"
+            )
+        now = datetime.now()
+        # Query all available data and use current datetime as event timestamp
+        start_date = datetime(
+            1970, 1, 1
+        )  # Beginning of time to capture all historical data
+        end_date = now
+    else:
+        if not start_ts or not end_ts:
+            raise click.UsageError(
+                "START_TS and END_TS are required unless --disable-event-timestamp is used"
+            )
+        start_date = utils.make_tzaware(parser.parse(start_ts))
+        end_date = utils.make_tzaware(parser.parse(end_ts))
+
+    store.materialize(
+        feature_views=None if not views else views,
+        start_date=start_date,
+        end_date=end_date,
+        disable_event_timestamp=disable_event_timestamp,
+        version=feature_view_version,
+    )
+
+
+@cli.command("materialize-incremental")
+@click.argument("end_ts")
+@click.option(
+    "--views",
+    "-v",
+    help="Feature views to incrementally materialize",
+    multiple=True,
+)
+@click.option(
+    "--version",
+    "feature_view_version",
+    default=None,
+    help="Version to materialize (e.g., 'v2'). Requires --views with exactly one feature view.",
+)
+@click.pass_context
+def materialize_incremental_command(
+    ctx: click.Context,
+    end_ts: str,
+    views: List[str],
+    feature_view_version: Optional[str],
+):
+    """
+    Run an incremental materialization job to ingest new data into the online store. Feast will read
+    all data from the previously ingested point to END_TS from the offline store and write it to the
+    online store. If you don't specify feature view names using --views, all registered Feature
+    Views will be incrementally materialized.
+
+    END_TS should be in ISO 8601 format, e.g. '2021-07-16T19:20:01'
+    """
+    store = create_feature_store(ctx)
+    store.materialize_incremental(
+        feature_views=None if not views else views,
+        end_date=utils.make_tzaware(datetime.fromisoformat(end_ts)),
+        version=feature_view_version,
+    )
+
+
+@cli.command("init")
+@click.argument("PROJECT_DIRECTORY", required=False)
+@click.option(
+    "--minimal", "-m", is_flag=True, help="Create an empty project repository"
+)
+@click.option(
+    "--template",
+    "-t",
+    type=click.Choice(
+        [
+            "local",
+            "gcp",
+            "aws",
+            "snowflake",
+            "spark",
+            "postgres",
+            "hbase",
+            "cassandra",
+            "hazelcast",
+            "couchbase",
+            "milvus",
+            "ray",
+            "ray_rag",
+            "rag",
+            "pytorch_nlp",
+        ],
+        case_sensitive=False,
+    ),
+    help="Specify a template for the created project",
+    default="local",
+)
+@click.option(
+    "--repo-path",
+    help="Directory path where the repository will be created (default: create subdirectory with project name)",
+)
+def init_command(project_directory, minimal: bool, template: str, repo_path: str):
+    """Create a new Feast repository"""
+    if not project_directory:
+        project_directory = generate_project_name()
+
+    if minimal:
+        template = "minimal"
+
+    init_repo(project_directory, template, repo_path)
+
+
+@cli.command("listen")
+@click.option(
+    "--address",
+    "-a",
+    type=click.STRING,
+    default="localhost:50051",
+    show_default=True,
+    help="Address of the gRPC server",
+)
+@click.option(
+    "--max_workers",
+    "-w",
+    type=click.INT,
+    default=10,
+    show_default=False,
+    help="The maximum number of threads that can be used to execute the gRPC calls",
+)
+@click.option(
+    "--registry_ttl_sec",
+    "-r",
+    help="Number of seconds after which the registry is refreshed",
+    type=click.INT,
+    default=5,
+    show_default=True,
+)
+@click.pass_context
+def listen_command(
+    ctx: click.Context,
+    address: str,
+    max_workers: int,
+    registry_ttl_sec: int,
+):
+    """Start a gRPC feature server to ingest streaming features on given address"""
+    from feast.infra.contrib.grpc_server import get_grpc_server
+
+    store = create_feature_store(ctx)
+    server = get_grpc_server(address, store, max_workers, registry_ttl_sec)
+    server.start()
+    server.wait_for_termination()
+
+
+@cli.command("validate")
+@click.option(
+    "--feature-service",
+    "-f",
+    help="Specify a feature service name",
+)
+@click.option(
+    "--reference",
+    "-r",
+    help="Specify a validation reference name",
+)
+@click.option(
+    "--no-profile-cache",
+    is_flag=True,
+    help="Do not store cached profile in registry",
+)
+@click.argument("start_ts")
+@click.argument("end_ts")
+@click.pass_context
+def validate(
+    ctx: click.Context,
+    feature_service: str,
+    reference: str,
+    start_ts: str,
+    end_ts: str,
+    no_profile_cache,
+):
+    """
+    Perform validation of logged features (produced by a given feature service) against provided reference.
+
+    START_TS and END_TS should be in ISO 8601 format, e.g. '2021-07-16T19:20:01'
+    """
+    store = create_feature_store(ctx)
+
+    _feature_service = store.get_feature_service(name=feature_service)
+    _reference = store.get_validation_reference(reference)
+
+    result = store.validate_logged_features(
+        source=_feature_service,
+        reference=_reference,
+        start=maybe_local_tz(datetime.fromisoformat(start_ts)),
+        end=maybe_local_tz(datetime.fromisoformat(end_ts)),
+        throw_exception=False,
+        cache_profile=not no_profile_cache,
+    )
+
+    if not result:
+        print(f"{Style.BRIGHT + Fore.GREEN}Validation successful!{Style.RESET_ALL}")
+        return
+
+    errors = [e.to_dict() for e in result.report.errors]
+    formatted_json = json.dumps(errors, indent=4)
+    colorful_json = highlight(
+        formatted_json, lexers.JsonLexer(), formatters.TerminalFormatter()
+    )
+    print(f"{Style.BRIGHT + Fore.RED}Validation failed!{Style.RESET_ALL}")
+    print(colorful_json)
+    exit(1)
+
+
+@cli.command("demo-notebooks")
+@click.option(
+    "--output-dir",
+    "-o",
+    default="./feast-demo-notebooks",
+    show_default=True,
+    help="Directory where the demo notebooks are written.",
+)
+@click.option(
+    "--overwrite",
+    is_flag=True,
+    default=False,
+    help="Overwrite existing notebooks if the output directory already exists.",
+)
+@click.pass_context
+def demo_notebooks_command(ctx: click.Context, output_dir: str, overwrite: bool):
+    """
+    Generate demo Jupyter notebooks tailored to the feature store configuration.
+
+    Searches for feature_store.yaml in the current directory and every file
+    inside feast-config/. Each file is treated as a separate project config.
+    For each project found, a sub-directory is created under OUTPUT_DIR.
+    """
+    from feast.demos import copy_demo_notebooks
+
+    repo = ctx.obj["CHDIR"]
+    copy_demo_notebooks(
+        output_dir=output_dir,
+        repo_path=str(repo),
+        overwrite=overwrite,
+    )
+
+
+cli.add_command(data_sources_cmd)
+cli.add_command(entities_cmd)
+cli.add_command(feature_services_cmd)
+cli.add_command(feature_views_cmd)
+cli.add_command(features_cmd)
+cli.add_command(get_historical_features)
+cli.add_command(get_online_features)
+cli.add_command(on_demand_feature_views_cmd)
+cli.add_command(feast_permissions_cmd)
+cli.add_command(projects_cmd)
+cli.add_command(registry_cmd)
+cli.add_command(saved_datasets_cmd)
+cli.add_command(stream_feature_views_cmd)
+cli.add_command(label_views_cmd)
+cli.add_command(validation_references_cmd)
+cli.add_command(ui)
+cli.add_command(serve_command)
+cli.add_command(serve_offline_command)
+cli.add_command(serve_registry_command)
+cli.add_command(serve_transformations_command)
+cli.add_command(dbt_cmd)
+cli.add_command(monitor_cmd)
+
+if __name__ == "__main__":
+    cli()
diff --git a/sdk/python/feast/cli/dbt_import.py b/sdk/python/feast/cli/dbt_import.py
index c2e78b45c82..16bd7812101 100644
--- a/sdk/python/feast/cli/dbt_import.py
+++ b/sdk/python/feast/cli/dbt_import.py
@@ -130,10 +130,7 @@ def import_command(
     try:
         parser = DbtManifestParser(manifest_path)
         parser.parse()
-    except FileNotFoundError as e:
-        click.echo(f"{Fore.RED}Error: {e}{Style.RESET_ALL}", err=True)
-        raise SystemExit(1)
-    except ValueError as e:
+    except (FileNotFoundError, ValueError, ImportError) as e:
         click.echo(f"{Fore.RED}Error: {e}{Style.RESET_ALL}", err=True)
         raise SystemExit(1)
 
@@ -374,7 +371,7 @@ def list_command(
     try:
         parser = DbtManifestParser(manifest_path)
         parser.parse()
-    except (FileNotFoundError, ValueError) as e:
+    except (FileNotFoundError, ValueError, ImportError) as e:
         click.echo(f"{Fore.RED}Error: {e}{Style.RESET_ALL}", err=True)
         raise SystemExit(1)
 
diff --git a/sdk/python/feast/cli/feature_views.py b/sdk/python/feast/cli/feature_views.py
index 99de5e70be7..44357b0c1c1 100644
--- a/sdk/python/feast/cli/feature_views.py
+++ b/sdk/python/feast/cli/feature_views.py
@@ -1,10 +1,16 @@
+import sys
+
 import click
 import yaml
 
 from feast import utils
 from feast.cli.cli_options import tagsOption
 from feast.errors import FeastObjectNotFoundException
-from feast.feature_view import FeatureView
+from feast.feature_view import (
+    _VALID_STATE_TRANSITIONS,
+    FeatureView,
+    FeatureViewState,
+)
 from feast.on_demand_feature_view import OnDemandFeatureView
 from feast.repo_operations import create_feature_store
 
@@ -32,11 +38,13 @@ def feature_view_describe(ctx: click.Context, name: str):
         print(e)
         exit(1)
 
-    print(
-        yaml.dump(
-            yaml.safe_load(str(feature_view)), default_flow_style=False, sort_keys=False
-        )
-    )
+    data = yaml.safe_load(str(feature_view))
+    # Always show enabled and state even when they are at default values.
+    if hasattr(feature_view, "enabled"):
+        data["enabled"] = feature_view.enabled
+    if hasattr(feature_view, "state"):
+        data["state"] = feature_view.state.name
+    print(yaml.dump(data, default_flow_style=False, sort_keys=False))
 
 
 @feature_views_cmd.command(name="list")
@@ -59,17 +67,129 @@ def feature_view_list(ctx: click.Context, tags: list[str]):
         elif isinstance(feature_view, OnDemandFeatureView):
             for backing_fv in feature_view.source_feature_view_projections.values():
                 entities.update(store.get_feature_view(backing_fv.name).entities)
+        enabled = getattr(feature_view, "enabled", True)
+        state = getattr(feature_view, "state", FeatureViewState.STATE_UNSPECIFIED)
+        state_display = (
+            state.name if isinstance(state, FeatureViewState) else str(state)
+        )
         table.append(
             [
                 feature_view.name,
                 entities if len(entities) > 0 else "n/a",
                 type(feature_view).__name__,
+                "Yes" if enabled else "No",
+                state_display,
             ]
         )
 
     from tabulate import tabulate
 
-    print(tabulate(table, headers=["NAME", "ENTITIES", "TYPE"], tablefmt="plain"))
+    print(
+        tabulate(
+            table,
+            headers=["NAME", "ENTITIES", "TYPE", "ENABLED", "STATE"],
+            tablefmt="plain",
+        )
+    )
+
+
+@feature_views_cmd.command("enable")
+@click.argument("name", type=click.STRING)
+@click.pass_context
+def feature_view_enable(ctx: click.Context, name: str):
+    """
+    Enable a feature view for serving and materialization.
+    """
+    store = create_feature_store(ctx)
+    try:
+        fv = store.registry.get_any_feature_view(name, store.project)
+    except FeastObjectNotFoundException as e:
+        print(e)
+        sys.exit(1)
+
+    if not isinstance(fv, (FeatureView, OnDemandFeatureView)):
+        print(f"Feature view '{name}' does not support enable/disable.")
+        return
+
+    if fv.enabled:
+        print(f"Feature view '{name}' is already enabled.")
+        return
+
+    fv.enabled = True
+    store.registry.apply_feature_view(fv, store.project)
+    print(f"Feature view '{name}' has been enabled.")
+
+
+@feature_views_cmd.command("disable")
+@click.argument("name", type=click.STRING)
+@click.pass_context
+def feature_view_disable(ctx: click.Context, name: str):
+    """
+    Disable a feature view to prevent serving and materialization.
+    """
+    store = create_feature_store(ctx)
+    try:
+        fv = store.registry.get_any_feature_view(name, store.project)
+    except FeastObjectNotFoundException as e:
+        print(e)
+        sys.exit(1)
+
+    if not isinstance(fv, (FeatureView, OnDemandFeatureView)):
+        print(f"Feature view '{name}' does not support enable/disable.")
+        return
+
+    if not fv.enabled:
+        print(f"Feature view '{name}' is already disabled.")
+        return
+
+    fv.enabled = False
+    store.registry.apply_feature_view(fv, store.project)
+    print(f"Feature view '{name}' has been disabled.")
+
+
+@feature_views_cmd.command("set-state")
+@click.argument("name", type=click.STRING)
+@click.argument(
+    "state",
+    type=click.Choice(
+        ["CREATED", "GENERATED", "MATERIALIZING", "AVAILABLE_ONLINE"],
+        case_sensitive=False,
+    ),
+)
+@click.pass_context
+def feature_view_set_state(ctx: click.Context, name: str, state: str):
+    """
+    Set the lifecycle state of a feature view.
+    """
+    store = create_feature_store(ctx)
+    try:
+        fv = store.registry.get_any_feature_view(name, store.project)
+    except FeastObjectNotFoundException as e:
+        print(e)
+        sys.exit(1)
+
+    if not isinstance(fv, (FeatureView, OnDemandFeatureView)):
+        print(f"Feature view '{name}' does not support state management.")
+        return
+
+    new_state = FeatureViewState[state.upper()]
+    if fv.state == new_state:
+        print(f"Feature view '{name}' is already in state {new_state.name}.")
+        return
+
+    if not fv.state.can_transition_to(new_state):
+        current = fv.state.name
+        allowed = _VALID_STATE_TRANSITIONS.get(fv.state, set())
+        allowed_names = ", ".join(sorted(s.name for s in allowed)) or "none"
+        print(
+            f"Invalid state transition: {current} -> {new_state.name}. "
+            f"Allowed transitions from {current}: {allowed_names}."
+        )
+        return
+
+    fv.state = new_state
+    store.registry.apply_feature_view(fv, store.project)
+    print(f"Feature view '{name}' state set to {new_state.name}.")
 
 
 @feature_views_cmd.command("list-versions")
diff --git a/sdk/python/feast/cli/label_views.py b/sdk/python/feast/cli/label_views.py
new file mode 100644
index 00000000000..232a2fbce21
--- /dev/null
+++ b/sdk/python/feast/cli/label_views.py
@@ -0,0 +1,69 @@
+import click
+import yaml
+
+from feast import utils
+from feast.cli.cli_options import tagsOption
+from feast.errors import FeastObjectNotFoundException
+from feast.repo_operations import create_feature_store
+
+
+@click.group(name="label-views")
+def label_views_cmd():
+    """
+    Access label views
+    """
+    pass
+
+
+@label_views_cmd.command("describe")
+@click.argument("name", type=click.STRING)
+@click.pass_context
+def label_view_describe(ctx: click.Context, name: str):
+    """
+    Describe a label view
+    """
+    store = create_feature_store(ctx)
+
+    try:
+        label_view = store.get_label_view(name)
+    except FeastObjectNotFoundException as e:
+        print(e)
+        exit(1)
+
+    print(
+        yaml.dump(
+            yaml.safe_load(str(label_view)),
+            default_flow_style=False,
+            sort_keys=False,
+        )
+    )
+
+
+@label_views_cmd.command(name="list")
+@tagsOption
+@click.pass_context
+def label_view_list(ctx: click.Context, tags: list[str]):
+    """
+    List all label views
+    """
+    store = create_feature_store(ctx)
+    table = []
+    tags_filter = utils.tags_list_to_dict(tags)
+    for label_view in store.list_label_views(tags=tags_filter):
+        table.append(
+            [
+                label_view.name,
+                ", ".join(label_view.entities) if label_view.entities else "n/a",
+                str(label_view.conflict_policy.value),
+            ]
+        )
+
+    from tabulate import tabulate
+
+    print(
+        tabulate(
+            table,
+            headers=["NAME", "ENTITIES", "CONFLICT_POLICY"],
+            tablefmt="plain",
+        )
+    )
diff --git a/sdk/python/feast/cli/monitor.py b/sdk/python/feast/cli/monitor.py
new file mode 100644
index 00000000000..f2f645ad1be
--- /dev/null
+++ b/sdk/python/feast/cli/monitor.py
@@ -0,0 +1,225 @@
+from datetime import date
+from typing import List, Optional
+
+import click
+
+from feast.infra.offline_stores.offline_store import OfflineStore
+from feast.repo_operations import create_feature_store
+
+VALID_GRANULARITIES = OfflineStore.MONITORING_VALID_GRANULARITIES
+
+
+@click.group(name="monitor")
+def monitor_cmd():
+    """Feature monitoring commands."""
+    pass
+
+
+@monitor_cmd.command("run")
+@click.option(
+    "--project",
+    "-p",
+    default=None,
+    help="Feast project name. Defaults to the project in feature_store.yaml.",
+)
+@click.option(
+    "--feature-view",
+    "-v",
+    default=None,
+    help="Feature view name. If omitted, all feature views are computed.",
+)
+@click.option(
+    "--feature-name",
+    "-f",
+    multiple=True,
+    help="Feature name(s) to compute. Can be specified multiple times.",
+)
+@click.option(
+    "--start-date",
+    default=None,
+    help="Start date (YYYY-MM-DD). If omitted, auto-detected from source data.",
+)
+@click.option(
+    "--end-date",
+    default=None,
+    help="End date (YYYY-MM-DD). If omitted, auto-detected from source data.",
+)
+@click.option(
+    "--granularity",
+    "-g",
+    default=None,
+    type=click.Choice(list(VALID_GRANULARITIES)),
+    help="Metric granularity. If omitted, all granularities are computed (auto mode).",
+)
+@click.option(
+    "--set-baseline",
+    is_flag=True,
+    default=False,
+    help="Mark this computation as the baseline for drift detection.",
+)
+@click.option(
+    "--feature-service",
+    "-s",
+    default=None,
+    help="Feature service name (required for --source-type log with explicit dates).",
+)
+@click.option(
+    "--source-type",
+    type=click.Choice(["batch", "log", "all"]),
+    default="batch",
+    help="Data source type: 'batch' (offline store), 'log' (serving logs), or 'all'.",
+)
+@click.pass_context
+def monitor_run(
+    ctx: click.Context,
+    project: Optional[str],
+    feature_view: Optional[str],
+    feature_name: tuple,
+    start_date: Optional[str],
+    end_date: Optional[str],
+    granularity: Optional[str],
+    set_baseline: bool,
+    feature_service: Optional[str],
+    source_type: str,
+):
+    """Compute feature quality metrics.
+
+    Without --start-date/--end-date/--granularity, runs in auto mode:
+    detects date ranges from source data and computes all granularities.
+
+    Use --source-type log to compute metrics from feature serving logs
+    (requires feature services with logging configured).
+    """
+    store = create_feature_store(ctx)
+
+    if project is None:
+        project = store.project
+
+    from feast.monitoring.monitoring_service import MonitoringService
+
+    svc = MonitoringService(store)
+
+    auto_mode = start_date is None and end_date is None and granularity is None
+    feat_names: Optional[List[str]] = list(feature_name) if feature_name else None
+
+    if source_type in ("batch", "all"):
+        _run_batch_monitoring(
+            svc,
+            project,
+            feature_view,
+            feat_names,
+            start_date,
+            end_date,
+            granularity,
+            set_baseline,
+            auto_mode,
+        )
+
+    if source_type in ("log", "all"):
+        _run_log_monitoring(
+            svc,
+            project,
+            feature_service,
+            start_date,
+            end_date,
+            granularity,
+            auto_mode,
+        )
+
+
+def _run_batch_monitoring(
+    svc,
+    project,
+    feature_view,
+    feat_names,
+    start_date,
+    end_date,
+    granularity,
+    set_baseline,
+    auto_mode,
+):
+    if auto_mode and set_baseline and not start_date and not end_date:
+        click.echo("Computing baseline from all available source data...")
+        result = svc.compute_baseline(
+            project=project,
+            feature_view_name=feature_view,
+            feature_names=feat_names,
+        )
+        click.echo(f"Status: {result['status']}")
+        click.echo(f"Features computed: {result['computed_features']}")
+        click.echo(f"Feature views computed: {result['computed_feature_views']}")
+        click.echo(f"Duration: {result['duration_ms']}ms")
+        click.echo("Baseline: SET")
+    elif auto_mode and not set_baseline:
+        click.echo("Auto-computing batch metrics for all granularities...")
+        result = svc.auto_compute(
+            project=project,
+            feature_view_name=feature_view,
+        )
+        click.echo(f"Status: {result['status']}")
+        click.echo(f"Feature views computed: {result['computed_feature_views']}")
+        click.echo(f"Features computed: {result['computed_features']}")
+        click.echo(f"Granularities: {', '.join(result['granularities'])}")
+        click.echo(f"Duration: {result['duration_ms']}ms")
+    else:
+        start_d = date.fromisoformat(start_date) if start_date else None
+        end_d = date.fromisoformat(end_date) if end_date else None
+
+        result = svc.compute_metrics(
+            project=project,
+            feature_view_name=feature_view,
+            feature_names=feat_names,
+            start_date=start_d,
+            end_date=end_d,
+            granularity=granularity or "daily",
+            set_baseline=set_baseline,
+        )
+
+        click.echo(f"Status: {result['status']}")
+        click.echo(f"Granularity: {result['granularity']}")
+        click.echo(f"Features computed: {result['computed_features']}")
+        click.echo(f"Feature views computed: {result['computed_feature_views']}")
+        click.echo(f"Feature services computed: {result['computed_feature_services']}")
+        click.echo(f"Metric dates: {', '.join(result['metric_dates'])}")
+        click.echo(f"Duration: {result['duration_ms']}ms")
+
+        if set_baseline:
+            click.echo("Baseline: SET")
+
+
+def _run_log_monitoring(
+    svc, project, feature_service_name, start_date, end_date, granularity, auto_mode
+):
+    if auto_mode:
+        click.echo("Auto-computing log metrics for all granularities...")
+        result = svc.auto_compute_log_metrics(
+            project=project,
+            feature_service_name=feature_service_name,
+        )
+        click.echo(f"Status: {result['status']}")
+        click.echo(f"Feature services computed: {result['computed_feature_services']}")
+        click.echo(f"Features computed: {result['computed_features']}")
+        click.echo(f"Granularities: {', '.join(result['granularities'])}")
+        click.echo(f"Duration: {result['duration_ms']}ms")
+    else:
+        if not feature_service_name:
+            click.echo(
+                "Error: --feature-service is required for log source with explicit dates."
+            )
+            return
+
+        start_d = date.fromisoformat(start_date) if start_date else None
+        end_d = date.fromisoformat(end_date) if end_date else None
+
+        result = svc.compute_log_metrics(
+            project=project,
+            feature_service_name=feature_service_name,
+            start_date=start_d,
+            end_date=end_d,
+            granularity=granularity or "daily",
+        )
+
+        click.echo(f"Status: {result['status']}")
+        click.echo("Source: log")
+        click.echo(f"Features computed: {result.get('computed_features', 0)}")
+        click.echo(f"Duration: {result['duration_ms']}ms")
diff --git a/sdk/python/feast/cli/registry.py b/sdk/python/feast/cli/registry.py
new file mode 100644
index 00000000000..063e841f5d2
--- /dev/null
+++ b/sdk/python/feast/cli/registry.py
@@ -0,0 +1,46 @@
+import click
+from sqlalchemy import create_engine
+
+from feast.infra.registry.sql import SqlRegistryConfig, metadata
+from feast.repo_config import load_repo_config
+from feast.repo_operations import cli_check_repo
+
+
+@click.group(name="registry")
+def registry_cmd() -> None:
+    """
+    Manage the feature registry
+    """
+    pass
+
+
+@registry_cmd.command("create-schema")
+@click.pass_context
+def registry_create_schema(ctx: click.Context) -> None:
+    """
+    Pre-create the SQL registry schema.
+
+    Use this when schema_mode is set to 'verify' or 'skip' so the application
+    does not need DDL privileges at runtime.
+    """
+    repo = ctx.obj["CHDIR"]
+    fs_yaml_file = ctx.obj["FS_YAML_FILE"]
+    cli_check_repo(repo, fs_yaml_file)
+    repo_config = load_repo_config(repo, fs_yaml_file)
+
+    if repo_config is None:
+        raise click.ClickException("Could not load feature_store.yaml")
+
+    registry_config = repo_config.registry
+    if not isinstance(registry_config, SqlRegistryConfig):
+        raise click.ClickException(
+            "This command only applies to SQL-based registries "
+            f"(registry_type='sql'). Current type: '{registry_config.registry_type}'"
+        )
+
+    engine = create_engine(
+        registry_config.path, **registry_config.sqlalchemy_config_kwargs
+    )
+    metadata.create_all(engine)
+    engine.dispose()
+    click.echo("SQL registry schema created successfully.")
diff --git a/sdk/python/feast/cli/ui.py b/sdk/python/feast/cli/ui.py
index 9fd7b24b7cd..6962eea1e51 100644
--- a/sdk/python/feast/cli/ui.py
+++ b/sdk/python/feast/cli/ui.py
@@ -1,6 +1,6 @@
 import click
 
-from feast.repo_operations import create_feature_store, registry_dump
+from feast.repo_operations import create_feature_store
 
 
 @click.command()
@@ -20,14 +20,6 @@
     show_default=True,
     help="Specify a port for the server",
 )
-@click.option(
-    "--registry_ttl_sec",
-    "-r",
-    help="Number of seconds after which the registry is refreshed",
-    type=click.INT,
-    default=5,
-    show_default=True,
-)
 @click.option(
     "--root_path",
     help="Provide root path to make the UI working behind proxy",
@@ -57,7 +49,6 @@ def ui(
     ctx: click.Context,
     host: str,
     port: int,
-    registry_ttl_sec: int,
     root_path: str = "",
     tls_key_path: str = "",
     tls_cert_path: str = "",
@@ -70,12 +61,9 @@ def ui(
             "Please configure --key and --cert args to start the feature server in SSL mode."
         )
     store = create_feature_store(ctx)
-    # Pass in the registry_dump method to get around a circular dependency
     store.serve_ui(
         host=host,
         port=port,
-        get_registry_dump=registry_dump,
-        registry_ttl_sec=registry_ttl_sec,
         root_path=root_path,
         tls_key_path=tls_key_path,
         tls_cert_path=tls_cert_path,
diff --git a/sdk/python/feast/constants.py b/sdk/python/feast/constants.py
index 240dda3311b..a687b91cf19 100644
--- a/sdk/python/feast/constants.py
+++ b/sdk/python/feast/constants.py
@@ -46,3 +46,12 @@
 
 # Default feature server registry ttl (seconds)
 DEFAULT_FEATURE_SERVER_REGISTRY_TTL = 5
+
+# Tag key set on Feast projects that are protected.
+# Protected projects are excluded from project listings,
+# shielded from teardown, and hidden from delete operations.
+PROTECTED_PROJECT_TAG = "feast.dev/protected-project"
+
+# Environment variable set by the operator on protected project pods.
+# When "true", the Feast server tags its own project as protected.
+FEAST_PROTECTED_PROJECT_ENV = "FEAST_PROTECTED_PROJECT"
diff --git a/sdk/python/feast/credentials.py b/sdk/python/feast/credentials.py
new file mode 100644
index 00000000000..fab223d61b6
--- /dev/null
+++ b/sdk/python/feast/credentials.py
@@ -0,0 +1,398 @@
+"""
+External connection and credential resolution for Feast DataSources.
+
+Provides a pluggable mechanism for DataSources to declare their full
+connection identity — which backend to use, how to authenticate, and
+where to connect — via a :class:`ConnectionRef` stored on each DataSource.
+
+Credentials are resolved at runtime from external systems (Kubernetes
+Secrets, HashiCorp Vault, cloud secret managers, environment variables)
+instead of embedding them in ``feature_store.yaml``.
+
+Usage::
+
+    from feast.credentials import ConnectionRef
+
+    # Minimal: just credentials (connection_type inferred from source class)
+    source = FileSource(
+        path="s3://bucket/features/",
+        connection_ref=ConnectionRef(
+            provider="kubernetes",
+            name="my-s3-secret",
+            namespace="ml-project",
+        ),
+    )
+
+    # Full: explicit connection type + auth + params
+    source = SnowflakeSource(
+        table="USER_FEATURES",
+        connection_ref=ConnectionRef(
+            provider="kubernetes",
+            name="snowflake-creds",
+            namespace="ml-team",
+            connection_type="snowflake.offline",
+            auth_type="secret",
+            params={"account": "xy12345", "warehouse": "COMPUTE_WH"},
+        ),
+    )
+
+Providers are registered via :func:`register_credential_provider` and
+resolved at runtime by :func:`resolve_credentials`.
+"""
+
+from __future__ import annotations
+
+import logging
+import os
+from abc import ABC, abstractmethod
+from dataclasses import dataclass, field
+from typing import Dict, Optional
+
+logger = logging.getLogger(__name__)
+
+# ---------------------------------------------------------------------------
+# ConnectionRef — the connection + credential reference stored on a DataSource
+# ---------------------------------------------------------------------------
+
+TAG_PREFIX = "feast.connection-ref."
+
+
+@dataclass(frozen=True)
+class ConnectionRef:
+    """Immutable reference to an external connection and credential store.
+
+    ``ConnectionRef`` is intended for credentials that are stored externally
+    (K8s Secrets, Vault, etc.) and need to be resolved at runtime.  Auth
+    methods that are handled natively by the cloud SDK credential chain
+    (e.g., AWS IAM roles, IRSA, EKS Pod Identity, GCP Workload Identity)
+    do **not** need a ``ConnectionRef`` — they are picked up automatically
+    by the underlying client libraries (boto3, google-auth, etc.).
+
+    Attributes:
+        provider: Credential backend type — ``"kubernetes"``, ``"vault"``,
+            ``"aws-secrets-manager"``, ``"gcp-secret-manager"``,
+            ``"azure-key-vault"``, ``"env"``.
+        name: Provider-specific identifier — K8s Secret name, Vault path,
+            env-var prefix, etc.
+        namespace: Optional scope qualifier — K8s namespace, Vault mount,
+            AWS region, etc.  Defaults to ``""``.
+        connection_type: Optional offline store class type (e.g.,
+            ``"snowflake.offline"``, ``"bigquery"``, ``"spark"``).
+            When empty, inferred from the DataSource class at runtime.
+        auth_type: Authentication mechanism — ``"secret"`` (default),
+            ``"oauth2"``, ``"basic"``, ``"sigv4"``.
+        params: Optional non-sensitive connection parameters (e.g.,
+            account, database, warehouse, endpoint URI).
+    """
+
+    provider: str
+    name: str
+    namespace: str = ""
+    connection_type: str = ""
+    auth_type: str = "secret"
+    params: Dict[str, str] = field(default_factory=dict)
+
+    # -- serialization to/from DataSource tags (backward-compatible) --------
+
+    def to_tags(self) -> Dict[str, str]:
+        """Serialize into DataSource ``tags`` dict entries."""
+        tags: Dict[str, str] = {
+            f"{TAG_PREFIX}provider": self.provider,
+            f"{TAG_PREFIX}name": self.name,
+        }
+        if self.namespace:
+            tags[f"{TAG_PREFIX}namespace"] = self.namespace
+        if self.connection_type:
+            tags[f"{TAG_PREFIX}connection-type"] = self.connection_type
+        if self.auth_type and self.auth_type != "secret":
+            tags[f"{TAG_PREFIX}auth-type"] = self.auth_type
+        for key, value in self.params.items():
+            tags[f"{TAG_PREFIX}param.{key}"] = value
+        return tags
+
+    @classmethod
+    def from_tags(cls, tags: Dict[str, str]) -> Optional["ConnectionRef"]:
+        """Deserialize from DataSource ``tags``.  Returns *None* when no
+        connection-ref tags are present."""
+        provider = tags.get(f"{TAG_PREFIX}provider")
+        name = tags.get(f"{TAG_PREFIX}name")
+        if not provider or not name:
+            return None
+
+        namespace = tags.get(f"{TAG_PREFIX}namespace", "")
+        connection_type = tags.get(f"{TAG_PREFIX}connection-type", "")
+        auth_type = tags.get(f"{TAG_PREFIX}auth-type", "secret")
+
+        params: Dict[str, str] = {}
+        param_prefix = f"{TAG_PREFIX}param."
+        for key, value in tags.items():
+            if key.startswith(param_prefix):
+                param_key = key[len(param_prefix) :]
+                params[param_key] = value
+
+        return cls(
+            provider=provider,
+            name=name,
+            namespace=namespace,
+            connection_type=connection_type,
+            auth_type=auth_type,
+            params=params,
+        )
+
+
+# ---------------------------------------------------------------------------
+# CredentialProvider — pluggable backend abstraction
+# ---------------------------------------------------------------------------
+
+
+class CredentialProvider(ABC):
+    """Resolves a :class:`ConnectionRef` into key-value credential pairs."""
+
+    @abstractmethod
+    def provider_type(self) -> str:
+        """Return the provider identifier this implementation handles."""
+        ...
+
+    @abstractmethod
+    def resolve(self, ref: ConnectionRef) -> Dict[str, str]:
+        """Return credential key-value pairs for *ref*.
+
+        Raises:
+            CredentialResolutionError: If the credentials cannot be resolved.
+        """
+        ...
+
+
+class CredentialResolutionError(Exception):
+    """Raised when a :class:`CredentialProvider` cannot resolve credentials."""
+
+
+# ---------------------------------------------------------------------------
+# Provider registry
+# ---------------------------------------------------------------------------
+
+_PROVIDERS: Dict[str, CredentialProvider] = {}
+
+
+def register_credential_provider(provider: CredentialProvider) -> None:
+    """Register a :class:`CredentialProvider` for its declared type."""
+    _PROVIDERS[provider.provider_type()] = provider
+
+
+def get_credential_provider(provider_type: str) -> CredentialProvider:
+    """Return the registered provider for *provider_type*.
+
+    Raises:
+        CredentialResolutionError: If no provider is registered.
+    """
+    if provider_type not in _PROVIDERS:
+        raise CredentialResolutionError(
+            f"No CredentialProvider registered for type '{provider_type}'. "
+            f"Available: {list(_PROVIDERS.keys())}"
+        )
+    return _PROVIDERS[provider_type]
+
+
+def resolve_credentials(ref: ConnectionRef) -> Dict[str, str]:
+    """Convenience wrapper: look up the provider and resolve *ref*."""
+    return get_credential_provider(ref.provider).resolve(ref)
+
+
+# ---------------------------------------------------------------------------
+
+
+def get_connection_config_override(data_source) -> Optional[Dict[str, str]]:
+    """Get merged connection config from a DataSource's ``connection_ref``.
+
+    Merges resolved credentials (secrets) with non-sensitive ``params``
+    from the connection ref.  Returns ``None`` if no ``connection_ref`` is set.
+
+    Offline stores can use this to override their global config::
+
+        override = get_connection_config_override(data_source)
+        if override:
+            account = override.get("account", config.offline_store.account)
+            ...
+    """
+    ref = getattr(data_source, "connection_ref", None)
+    if ref is None:
+        return None
+    creds = resolve_credentials(ref)
+    if ref.params:
+        merged = dict(ref.params)
+        merged.update(creds)
+        return merged
+    return creds
+
+
+# ---------------------------------------------------------------------------
+# Built-in provider: Environment variables (backward-compatible default)
+# ---------------------------------------------------------------------------
+
+
+class EnvironmentProvider(CredentialProvider):
+    """Reads credentials from environment variables.
+
+    ``ref.name`` is used as a prefix filter.  For example,
+    ``ConnectionRef(provider="env", name="AWS")`` returns all env vars
+    starting with ``AWS`` (``AWS_ACCESS_KEY_ID``, ``AWS_SECRET_ACCESS_KEY``,
+    ``AWS_DEFAULT_REGION``, …).
+
+    If ``ref.name`` is empty or ``"*"``, all env vars are returned (use with
+    care).
+    """
+
+    def provider_type(self) -> str:
+        return "env"
+
+    def resolve(self, ref: ConnectionRef) -> Dict[str, str]:
+        prefix = ref.name
+        if not prefix or prefix == "*":
+            logger.warning(
+                "EnvironmentProvider: resolving ALL environment variables "
+                "(name='%s'). Restrict with a prefix to avoid exposing "
+                "unrelated variables.",
+                ref.name,
+            )
+            return dict(os.environ)
+        return {k: v for k, v in os.environ.items() if k.startswith(prefix)}
+
+
+# ---------------------------------------------------------------------------
+# Built-in provider: Kubernetes Secrets
+# ---------------------------------------------------------------------------
+
+
+class KubernetesSecretProvider(CredentialProvider):
+    """Reads credentials from Kubernetes Secrets via the K8s API.
+
+    Requires the ``kubernetes`` Python package and a valid kubeconfig or
+    in-cluster service account.
+
+    ``ref.name`` is the Secret name.  ``ref.namespace`` is the K8s namespace
+    (falls back to the Pod's own namespace when empty).
+    """
+
+    def provider_type(self) -> str:
+        return "kubernetes"
+
+    def resolve(self, ref: ConnectionRef) -> Dict[str, str]:
+        try:
+            from kubernetes import client
+            from kubernetes import config as k8s_config
+        except ImportError as exc:
+            raise CredentialResolutionError(
+                "kubernetes package is required for the 'kubernetes' "
+                "credential provider.  Install it with: "
+                "pip install kubernetes"
+            ) from exc
+
+        try:
+            k8s_config.load_incluster_config()
+        except k8s_config.ConfigException:
+            try:
+                k8s_config.load_kube_config()
+            except k8s_config.ConfigException as exc:
+                raise CredentialResolutionError(
+                    "Could not load Kubernetes configuration. "
+                    "Ensure the Pod has a service account or a valid kubeconfig."
+                ) from exc
+
+        namespace = ref.namespace or self._current_namespace()
+        v1 = client.CoreV1Api()
+        try:
+            secret = v1.read_namespaced_secret(name=ref.name, namespace=namespace)
+        except client.exceptions.ApiException as exc:
+            raise CredentialResolutionError(
+                f"Failed to read Kubernetes Secret '{ref.name}' "
+                f"in namespace '{namespace}': {exc.reason} (HTTP {exc.status})"
+            ) from None
+
+        import base64
+
+        return {
+            key: base64.b64decode(value).decode("utf-8")
+            for key, value in (secret.data or {}).items()
+        }
+
+    @staticmethod
+    def _current_namespace() -> str:
+        """Return the namespace this Pod is running in."""
+        ns_path = "/var/run/secrets/kubernetes.io/serviceaccount/namespace"
+        try:
+            with open(ns_path) as f:
+                return f.read().strip()
+        except FileNotFoundError:
+            return "default"
+
+
+# ---------------------------------------------------------------------------
+# Built-in provider: HashiCorp Vault (KV v2)
+# ---------------------------------------------------------------------------
+
+
+@dataclass
+class VaultProviderConfig:
+    """Configuration for the Vault credential provider."""
+
+    addr: str = field(default_factory=lambda: os.environ.get("VAULT_ADDR", ""))
+    token: str = field(default_factory=lambda: os.environ.get("VAULT_TOKEN", ""))
+    role: str = field(default_factory=lambda: os.environ.get("VAULT_ROLE", ""))
+    auth_method: str = field(
+        default_factory=lambda: os.environ.get("VAULT_AUTH_METHOD", "token")
+    )
+
+
+class VaultProvider(CredentialProvider):
+    """Reads credentials from HashiCorp Vault KV v2 secrets engine.
+
+    ``ref.name`` is the Vault secret path (e.g. ``"secret/data/feast/my-conn"``).
+    ``ref.namespace`` is the Vault mount point (defaults to ``"secret"``).
+
+    Requires the ``hvac`` Python package.
+    """
+
+    def __init__(self, config: Optional[VaultProviderConfig] = None):
+        self._config = config or VaultProviderConfig()
+
+    def provider_type(self) -> str:
+        return "vault"
+
+    def resolve(self, ref: ConnectionRef) -> Dict[str, str]:
+        try:
+            import hvac
+        except ImportError as exc:
+            raise CredentialResolutionError(
+                "hvac package is required for the 'vault' credential provider. "
+                "Install it with: pip install hvac"
+            ) from exc
+
+        vault_client = hvac.Client(url=self._config.addr, token=self._config.token)
+        if not vault_client.is_authenticated():
+            raise CredentialResolutionError(
+                "Vault client is not authenticated. "
+                "Set VAULT_ADDR and VAULT_TOKEN, or configure auth_method."
+            )
+
+        mount_point = ref.namespace or "secret"
+        try:
+            response = vault_client.secrets.kv.v2.read_secret_version(
+                path=ref.name, mount_point=mount_point
+            )
+        except Exception as exc:
+            raise CredentialResolutionError(
+                f"Failed to read Vault secret '{ref.name}' "
+                f"at mount '{mount_point}': {type(exc).__name__}: {exc}"
+            ) from None
+
+        data = response.get("data", {}).get("data", {})
+        return {k: str(v) for k, v in data.items()}
+
+
+# ---------------------------------------------------------------------------
+# Auto-register built-in providers on import
+# ---------------------------------------------------------------------------
+
+register_credential_provider(EnvironmentProvider())
+register_credential_provider(KubernetesSecretProvider())
+register_credential_provider(VaultProvider())
diff --git a/sdk/python/feast/data_format.py b/sdk/python/feast/data_format.py
index 409c1500f88..b58af65ca99 100644
--- a/sdk/python/feast/data_format.py
+++ b/sdk/python/feast/data_format.py
@@ -33,6 +33,8 @@ def to_proto(self):
         pass
 
     def __eq__(self, other):
+        if not isinstance(other, FileFormat):
+            return False
         return self.to_proto() == other.to_proto()
 
     @classmethod
@@ -95,6 +97,8 @@ def to_proto(self):
         pass
 
     def __eq__(self, other):
+        if not isinstance(other, StreamFormat):
+            return False
         return self.to_proto() == other.to_proto()
 
     @classmethod
diff --git a/sdk/python/feast/data_source.py b/sdk/python/feast/data_source.py
index 2d4997ae786..93473fb732e 100644
--- a/sdk/python/feast/data_source.py
+++ b/sdk/python/feast/data_source.py
@@ -22,6 +22,7 @@
 from typeguard import typechecked
 
 from feast import type_map
+from feast.credentials import ConnectionRef
 from feast.data_format import StreamFormat
 from feast.field import Field
 from feast.protos.feast.core.DataSource_pb2 import DataSource as DataSourceProto
@@ -157,6 +158,7 @@ def to_proto(self) -> DataSourceProto.KinesisOptions:
     DataSourceProto.SourceType.BATCH_TRINO: "feast.infra.offline_stores.contrib.trino_offline_store.trino_source.TrinoSource",
     DataSourceProto.SourceType.BATCH_SPARK: "feast.infra.offline_stores.contrib.spark_offline_store.spark_source.SparkSource",
     DataSourceProto.SourceType.BATCH_ATHENA: "feast.infra.offline_stores.contrib.athena_offline_store.athena_source.AthenaSource",
+    DataSourceProto.SourceType.BATCH_ICEBERG: "feast.infra.data_sources.contrib.iceberg_catalog.iceberg_source.IcebergSource",
     DataSourceProto.SourceType.STREAM_KAFKA: "feast.data_source.KafkaSource",
     DataSourceProto.SourceType.STREAM_KINESIS: "feast.data_source.KinesisSource",
     DataSourceProto.SourceType.REQUEST_SOURCE: "feast.data_source.RequestSource",
@@ -193,6 +195,10 @@ class DataSource(ABC):
         owner (optional): The owner of the data source, typically the email of the primary
             maintainer.
         date_partition_column (optional): Timestamp column used for partitioning. Not supported by all offline stores.
+        connection_ref (optional): Connection reference for this data source.
+            When set, OfflineStores resolve connection type and credentials at runtime
+            via the registered CredentialProvider instead of using ambient env vars or
+            the global offline_store config. All fields except provider and name are optional.
         created_timestamp: The time when the data source was created.
         last_updated_timestamp: The time when the data source was last updated.
     """
@@ -205,6 +211,8 @@ class DataSource(ABC):
     tags: Dict[str, str]
     owner: str
     date_partition_column: str
+    timestamp_field_type: str
+    connection_ref: Optional[ConnectionRef]
     created_timestamp: Optional[datetime]
     last_updated_timestamp: Optional[datetime]
 
@@ -219,6 +227,8 @@ def __init__(
         tags: Optional[Dict[str, str]] = None,
         owner: Optional[str] = "",
         date_partition_column: Optional[str] = None,
+        timestamp_field_type: Optional[str] = None,
+        connection_ref: Optional[ConnectionRef] = None,
     ):
         """
         Creates a DataSource object.
@@ -237,6 +247,11 @@ def __init__(
             owner (optional): The owner of the data source, typically the email of the primary
                 maintainer.
             date_partition_column (optional): Timestamp column used for partitioning. Not supported by all stores
+            timestamp_field_type (optional): Type of the timestamp_field column.
+                Defaults to "TIMESTAMP". Set to "DATE" when the event timestamp column
+                is a DATE type, so SQL generation uses date-only comparisons.
+            connection_ref (optional): Connection reference for this data source.
+                See :class:`~feast.credentials.ConnectionRef`.
         """
         self.name = name
         self.timestamp_field = timestamp_field or ""
@@ -257,10 +272,24 @@ def __init__(
         self.date_partition_column = (
             date_partition_column if date_partition_column else ""
         )
+        self.timestamp_field_type = timestamp_field_type if timestamp_field_type else ""
+        self.connection_ref = connection_ref
         now = _utc_now()
         self.created_timestamp = now
         self.last_updated_timestamp = now
 
+    def resolve_credentials(self) -> Optional[Dict[str, str]]:
+        """Resolve credentials from the ``connection_ref`` if set.
+
+        Returns ``None`` when no ``connection_ref`` is configured (ambient
+        credentials are used instead).
+        """
+        if self.connection_ref is None:
+            return None
+        from feast.credentials import resolve_credentials
+
+        return resolve_credentials(self.connection_ref)
+
     def __hash__(self):
         return hash((self.name, self.timestamp_field))
 
@@ -272,7 +301,7 @@ def __eq__(self, other):
             return False
 
         if not isinstance(other, DataSource):
-            raise TypeError("Comparisons should only involve DataSource class objects.")
+            return False
 
         if (
             self.name != other.name
@@ -280,9 +309,11 @@ def __eq__(self, other):
             or self.created_timestamp_column != other.created_timestamp_column
             or self.field_mapping != other.field_mapping
             or self.date_partition_column != other.date_partition_column
+            or self.timestamp_field_type != other.timestamp_field_type
             or self.description != other.description
             or self.tags != other.tags
             or self.owner != other.owner
+            or self.connection_ref != other.connection_ref
         ):
             return False
 
@@ -321,6 +352,9 @@ def from_proto(data_source: DataSourceProto) -> Any:
             data_source_instance = cls.from_proto(data_source)
 
         data_source_instance._extract_timestamps_from_proto(data_source)
+        data_source_instance.connection_ref = ConnectionRef.from_tags(
+            dict(data_source.tags)
+        )
 
         return data_source_instance
 
@@ -331,6 +365,10 @@ def to_proto(self) -> DataSourceProto:
         proto = self._to_proto_impl()
         self._set_timestamps_in_proto(proto)
 
+        if self.connection_ref is not None:
+            for key, value in self.connection_ref.to_tags().items():
+                proto.tags[key] = value
+
         return proto
 
     @abstractmethod
@@ -491,9 +529,7 @@ def __init__(
 
     def __eq__(self, other):
         if not isinstance(other, KafkaSource):
-            raise TypeError(
-                "Comparisons should only involve KafkaSource class objects."
-            )
+            return False
 
         if not super().__eq__(other):
             return False
@@ -631,9 +667,7 @@ def get_table_column_names_and_types(
 
     def __eq__(self, other):
         if not isinstance(other, RequestSource):
-            raise TypeError(
-                "Comparisons should only involve RequestSource class objects."
-            )
+            return False
 
         if not super().__eq__(other):
             return False
@@ -793,9 +827,7 @@ def __init__(
 
     def __eq__(self, other):
         if not isinstance(other, KinesisSource):
-            raise TypeError(
-                "Comparisons should only involve KinesisSource class objects."
-            )
+            return False
 
         if not super().__eq__(other):
             return False
diff --git a/sdk/python/feast/dataset_job_manager.py b/sdk/python/feast/dataset_job_manager.py
new file mode 100644
index 00000000000..4fd97a5a7e1
--- /dev/null
+++ b/sdk/python/feast/dataset_job_manager.py
@@ -0,0 +1,136 @@
+import threading
+import uuid
+from concurrent.futures import ThreadPoolExecutor
+from dataclasses import dataclass, field
+from datetime import datetime, timezone
+from enum import Enum
+from typing import Any, Callable, Dict, List, Optional
+
+
+class JobStatus(str, Enum):
+    PENDING = "pending"
+    RUNNING = "running"
+    COMPLETED = "completed"
+    FAILED = "failed"
+
+
+@dataclass
+class DatasetJob:
+    job_id: str
+    name: str
+    project: str
+    status: JobStatus = JobStatus.PENDING
+    created_at: str = ""
+    completed_at: Optional[str] = None
+    error: Optional[str] = None
+    metadata: Dict[str, Any] = field(default_factory=dict)
+
+    def to_dict(self) -> Dict[str, Any]:
+        return {
+            "job_id": self.job_id,
+            "dataset_name": self.name,
+            "project": self.project,
+            "status": self.status.value,
+            "created_at": self.created_at,
+            "completed_at": self.completed_at,
+            "error": self.error,
+        }
+
+
+class DatasetJobManager:
+    """Thread-safe in-memory job manager for dataset creation jobs."""
+
+    def __init__(self, max_workers: int = 2):
+        self._jobs: Dict[str, DatasetJob] = {}
+        self._lock = threading.Lock()
+        self._executor = ThreadPoolExecutor(
+            max_workers=max_workers, thread_name_prefix="dataset-job"
+        )
+
+    def submit_job(
+        self,
+        name: str,
+        project: str,
+        task_fn: Callable[[DatasetJob], None],
+        metadata: Optional[Dict[str, Any]] = None,
+    ) -> DatasetJob:
+        job_id = str(uuid.uuid4())
+        job = DatasetJob(
+            job_id=job_id,
+            name=name,
+            project=project,
+            status=JobStatus.PENDING,
+            created_at=datetime.now(timezone.utc).isoformat(),
+            metadata=metadata or {},
+        )
+
+        with self._lock:
+            self._jobs[job_id] = job
+
+        self._executor.submit(self._run_job, job, task_fn)
+        return job
+
+    def _run_job(self, job: DatasetJob, task_fn: Callable[[DatasetJob], None]):
+        with self._lock:
+            job.status = JobStatus.RUNNING
+
+        try:
+            task_fn(job)
+            with self._lock:
+                job.status = JobStatus.COMPLETED
+                job.completed_at = datetime.now(timezone.utc).isoformat()
+        except Exception as e:
+            with self._lock:
+                job.status = JobStatus.FAILED
+                job.completed_at = datetime.now(timezone.utc).isoformat()
+                job.error = str(e)
+
+    def get_job(self, job_id: str) -> Optional[DatasetJob]:
+        with self._lock:
+            return self._jobs.get(job_id)
+
+    def list_jobs(
+        self,
+        project: Optional[str] = None,
+        status: Optional[JobStatus] = None,
+    ) -> List[DatasetJob]:
+        with self._lock:
+            jobs = list(self._jobs.values())
+
+        if project:
+            jobs = [j for j in jobs if j.project == project]
+        if status:
+            jobs = [j for j in jobs if j.status == status]
+
+        return sorted(jobs, key=lambda j: j.created_at, reverse=True)
+
+    def cleanup_completed(self, max_age_seconds: int = 3600):
+        """Remove completed/failed jobs older than max_age_seconds."""
+        now = datetime.now(timezone.utc)
+        with self._lock:
+            to_remove = []
+            for job_id, job in self._jobs.items():
+                if job.status in (JobStatus.COMPLETED, JobStatus.FAILED):
+                    if job.completed_at:
+                        completed = datetime.fromisoformat(job.completed_at)
+                        if (now - completed).total_seconds() > max_age_seconds:
+                            to_remove.append(job_id)
+            for job_id in to_remove:
+                del self._jobs[job_id]
+
+    def shutdown(self):
+        self._executor.shutdown(wait=False)
+
+
+# Singleton instance for use across the REST API
+_dataset_job_manager: Optional[DatasetJobManager] = None
+_manager_lock = threading.Lock()
+
+
+def get_dataset_job_manager() -> DatasetJobManager:
+    global _dataset_job_manager
+    if _dataset_job_manager is None:
+        with _manager_lock:
+            if _dataset_job_manager is None:
+                _dataset_job_manager = DatasetJobManager()
+    return _dataset_job_manager
diff --git a/sdk/python/feast/dataset_utils.py b/sdk/python/feast/dataset_utils.py
new file mode 100644
index 00000000000..cea6c9330a2
--- /dev/null
+++ b/sdk/python/feast/dataset_utils.py
@@ -0,0 +1,191 @@
+"""
+Utility functions for dataset creation and entity DataFrame construction.
+
+These helpers are used by the FeatureStore SDK and gRPC handlers to build
+entity DataFrames from inline input and to resolve storage backend classes.
+"""
+
+import importlib
+from typing import List, Optional, Union
+
+
+def coerce_value(val: str) -> Union[int, float, str]:
+    """Try to coerce a string value to int or float, otherwise keep as string."""
+    try:
+        return int(val)
+    except ValueError:
+        pass
+    try:
+        return float(val)
+    except ValueError:
+        pass
+    return val
+
+
+def build_saved_dataset_storage(
+    storage_type: str, path: str, file_format: Optional[str] = None
+):
+    """Build a SavedDatasetStorage object from type string and path/table reference.
+
+    Supports: file (default), bigquery, snowflake, redshift, spark, trino, athena.
+    Unknown types fall back to file storage.
+    """
+    from feast.infra.offline_stores.file_source import SavedDatasetFileStorage
+
+    storage_classes = {}
+    for mod, cls_name, key in [
+        (
+            "feast.infra.offline_stores.bigquery_source",
+            "SavedDatasetBigQueryStorage",
+            "bigquery",
+        ),
+        (
+            "feast.infra.offline_stores.snowflake_source",
+            "SavedDatasetSnowflakeStorage",
+            "snowflake",
+        ),
+        (
+            "feast.infra.offline_stores.redshift_source",
+            "SavedDatasetRedshiftStorage",
+            "redshift",
+        ),
+        (
+            "feast.infra.offline_stores.contrib.spark_offline_store.spark_source",
+            "SavedDatasetSparkStorage",
+            "spark",
+        ),
+        (
+            "feast.infra.offline_stores.contrib.trino_offline_store.trino_source",
+            "SavedDatasetTrinoStorage",
+            "trino",
+        ),
+        (
+            "feast.infra.offline_stores.contrib.athena_offline_store.athena_source",
+            "SavedDatasetAthenaStorage",
+            "athena",
+        ),
+        (
+            "feast.infra.offline_stores.contrib.postgres_offline_store.postgres_source",
+            "SavedDatasetPostgreSQLStorage",
+            "postgres",
+        ),
+        (
+            "feast.infra.offline_stores.contrib.clickhouse_offline_store.clickhouse_source",
+            "SavedDatasetClickhouseStorage",
+            "clickhouse",
+        ),
+        (
+            "feast.infra.offline_stores.contrib.couchbase_offline_store.couchbase_source",
+            "SavedDatasetCouchbaseColumnarStorage",
+            "couchbase",
+        ),
+    ]:
+        try:
+            m = importlib.import_module(mod)
+            storage_classes[key] = getattr(m, cls_name)
+        except (ImportError, AttributeError):
+            pass
+
+    if storage_type == "bigquery" and "bigquery" in storage_classes:
+        return storage_classes["bigquery"](table=path)
+    elif storage_type == "snowflake" and "snowflake" in storage_classes:
+        return storage_classes["snowflake"](table_ref=path)
+    elif storage_type == "redshift" and "redshift" in storage_classes:
+        return storage_classes["redshift"](table_ref=path)
+    elif storage_type == "spark" and "spark" in storage_classes:
+        return storage_classes["spark"](path=path, file_format=file_format or "parquet")
+    elif storage_type == "trino" and "trino" in storage_classes:
+        return storage_classes["trino"](table=path)
+    elif storage_type == "athena" and "athena" in storage_classes:
+        return storage_classes["athena"](table_ref=path)
+    elif storage_type == "postgres" and "postgres" in storage_classes:
+        return storage_classes["postgres"](table_ref=path)
+    elif storage_type == "clickhouse" and "clickhouse" in storage_classes:
+        return storage_classes["clickhouse"](table_ref=path)
+    elif storage_type == "couchbase" and "couchbase" in storage_classes:
+        parts = path.split(".", 2)
+        database_ref = parts[0] if len(parts) > 0 else ""
+        scope_ref = parts[1] if len(parts) > 1 else ""
+        collection_ref = parts[2] if len(parts) > 2 else ""
+        return storage_classes["couchbase"](
+            database_ref=database_ref,
+            scope_ref=scope_ref,
+            collection_ref=collection_ref,
+        )
+    else:
+        return SavedDatasetFileStorage(path=path)
+
+
+def build_entity_df_from_inline(
+    entity_keys: List[str],
+    entity_values: str,
+    start_date: Optional[str] = None,
+    end_date: Optional[str] = None,
+    extra_columns: Optional[str] = None,
+):
+    """Build a pandas DataFrame from inline entity key values and optional time range.
+
+    Args:
+        entity_keys: Column names for the entity keys (e.g., ["driver_id"]).
+        entity_values: Comma or newline separated values string.
+        start_date: Optional ISO start date for event_timestamp range.
+        end_date: Optional ISO end date for event_timestamp range.
+        extra_columns: Optional newline-separated "col=value" pairs to add as
+            constant columns (used for ODFV request-data inputs).
+
+    Returns:
+        pandas DataFrame with entity columns and event_timestamp.
+
+    Raises:
+        ValueError: If no entity values could be parsed.
+    """
+    import pandas as pd
+
+    values_str = entity_values.strip()
+    rows: list = []
+
+    if len(entity_keys) == 1:
+        raw_vals = [
+            v.strip() for v in values_str.replace("\n", ",").split(",") if v.strip()
+        ]
+        for val in raw_vals:
+            rows.append({entity_keys[0]: coerce_value(val)})
+    else:
+        lines = [line.strip() for line in values_str.split("\n") if line.strip()]
+        for line in lines:
+            parts = [v.strip() for v in line.split(",")]
+            row = {}
+            for i, key in enumerate(entity_keys):
+                row[key] = coerce_value(parts[i]) if i < len(parts) else None
+            rows.append(row)
+
+    if not rows:
+        raise ValueError("No entity values could be parsed from the input.")
+
+    entity_df = pd.DataFrame(rows)
+
+    if start_date and end_date:
+        start = pd.to_datetime(start_date)
+        end = pd.to_datetime(end_date)
+        n = len(entity_df)
+        if n == 1:
+            entity_df["event_timestamp"] = [end]
+        else:
+            timestamps = pd.date_range(start=start, end=end, periods=n)
+            entity_df["event_timestamp"] = timestamps
+    elif end_date:
+        entity_df["event_timestamp"] = pd.to_datetime(end_date)
+    else:
+        entity_df["event_timestamp"] = pd.Timestamp.now()
+
+    if extra_columns:
+        for col_line in extra_columns.strip().split("\n"):
+            col_line = col_line.strip()
+            if "=" in col_line:
+                col_name, col_value = col_line.split("=", 1)
+                col_name = col_name.strip()
+                col_value = col_value.strip()
+                if col_name:
+                    entity_df[col_name] = coerce_value(col_value)
+
+    return entity_df
diff --git a/sdk/python/feast/dbt/parser.py b/sdk/python/feast/dbt/parser.py
index f7d3e587e54..9314104c9c1 100644
--- a/sdk/python/feast/dbt/parser.py
+++ b/sdk/python/feast/dbt/parser.py
@@ -8,6 +8,7 @@
 """
 
 import json
+from copy import deepcopy
 from dataclasses import dataclass, field
 from pathlib import Path
 from typing import Any, Dict, List, Optional
@@ -79,6 +80,34 @@ def __init__(self, manifest_path: str):
         self._raw_manifest: Optional[Dict[str, Any]] = None
         self._parsed_manifest: Optional[Any] = None
 
+    @staticmethod
+    def _sanitize_supported_languages(manifest: Dict[str, Any]) -> Dict[str, Any]:
+        """
+        Remove unsupported macro language values before typed parsing.
+
+        dbt may emit values like "javascript" in `macros.*.supported_languages`,
+        while dbt-artifacts-parser currently accepts only "python" and "sql".
+        Since Feast only needs model metadata, dropping unknown values is safe.
+        """
+        manifest_copy = deepcopy(manifest)
+        macros = manifest_copy.get("macros", {})
+        if not isinstance(macros, dict):
+            return manifest_copy
+
+        for macro in macros.values():
+            if not isinstance(macro, dict):
+                continue
+
+            supported_languages = macro.get("supported_languages")
+            if isinstance(supported_languages, list):
+                macro["supported_languages"] = [
+                    language
+                    for language in supported_languages
+                    if language in {"python", "sql"}
+                ]
+
+        return manifest_copy
+
     def parse(self) -> None:
         """
         Load and parse the manifest.json file using dbt-artifacts-parser.
@@ -107,7 +136,16 @@ def parse(self) -> None:
         try:
             from dbt_artifacts_parser.parser import parse_manifest
 
-            self._parsed_manifest = parse_manifest(manifest=self._raw_manifest)
+            assert self._raw_manifest is not None
+            try:
+                self._parsed_manifest = parse_manifest(manifest=self._raw_manifest)
+            except Exception as e:
+                if "supported_languages" not in str(e):
+                    raise
+                sanitized_manifest = self._sanitize_supported_languages(
+                    self._raw_manifest
+                )
+                self._parsed_manifest = parse_manifest(manifest=sanitized_manifest)
         except ImportError:
             raise ImportError(
                 "dbt-artifacts-parser is required for dbt integration.\n"
diff --git a/sdk/python/feast/demos.py b/sdk/python/feast/demos.py
new file mode 100644
index 00000000000..9970f90316b
--- /dev/null
+++ b/sdk/python/feast/demos.py
@@ -0,0 +1,851 @@
+# Copyright 2026 The Feast Authors
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     https://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+"""Demo notebook generation for Feast projects.
+
+Usage::
+
+    from feast import copy_demo_notebooks
+    copy_demo_notebooks()
+
+This will search for ``feature_store.yaml`` in the current directory and every
+file inside the ``feast-config/`` directory, then write tailored Jupyter
+notebooks into a ``./feast-demo-notebooks/<project>/`` directory for each
+project found.
+"""
+
+import json
+import logging
+import os
+import pathlib
+from typing import Any, Optional
+
+import yaml
+
+_logger = logging.getLogger(__name__)
+
+
+# ---------------------------------------------------------------------------
+# Discovery helpers
+# ---------------------------------------------------------------------------
+
+
+def _find_feature_store_yamls(repo_path: pathlib.Path) -> list[pathlib.Path]:
+    """Return all feature-store config paths found under *repo_path*.
+
+    Searches:
+    1. ``repo_path/feature_store.yaml``
+    2. Every file directly inside ``repo_path/feast-config/``
+       — each file is treated as a separate project config.
+    """
+    found: list[pathlib.Path] = []
+
+    direct = repo_path / "feature_store.yaml"
+    if direct.exists():
+        found.append(direct)
+
+    feast_config_dir = repo_path / "feast-config"
+    if feast_config_dir.is_dir():
+        for entry in sorted(feast_config_dir.iterdir()):
+            if entry.is_file():
+                found.append(entry)
+
+    return found
+
+
+def _parse_yaml(yaml_path: pathlib.Path) -> dict[str, Any]:
+    with open(yaml_path) as fh:
+        return yaml.safe_load(os.path.expandvars(fh.read())) or {}
+
+
+def _extract_store_info(config: dict[str, Any]) -> dict[str, Any]:
+    """Summarise the key fields from a raw ``feature_store.yaml`` dict."""
+    info: dict[str, Any] = {
+        "project": config.get("project", "my_feast_project"),
+        "provider": config.get("provider", "local"),
+        "online_store_type": "sqlite",
+        "offline_store_type": "file",
+        "registry_type": "file",
+        "auth_type": "no_auth",
+        "vector_enabled": False,
+        "embedding_dim": None,
+    }
+
+    online = config.get("online_store", {})
+    if isinstance(online, dict):
+        info["online_store_type"] = online.get("type", "sqlite").lower()
+        info["vector_enabled"] = bool(online.get("vector_enabled", False))
+        if online.get("embedding_dim"):
+            info["embedding_dim"] = online["embedding_dim"]
+    elif isinstance(online, str):
+        info["online_store_type"] = online.lower()
+
+    offline = config.get("offline_store", {})
+    if isinstance(offline, dict):
+        info["offline_store_type"] = offline.get("type", "file").lower()
+    elif isinstance(offline, str):
+        info["offline_store_type"] = offline.lower()
+
+    registry = config.get("registry", {})
+    if isinstance(registry, dict):
+        # Operator client YAML uses "registry_type" key; standard Feast uses "type"
+        info["registry_type"] = (
+            registry.get("registry_type") or registry.get("type", "file")
+        ).lower()
+    # string registry value is a plain file path — keep default "file"
+
+    auth = config.get("auth", {})
+    if isinstance(auth, dict):
+        info["auth_type"] = auth.get("type", "no_auth").lower()
+
+    return info
+
+
+# ---------------------------------------------------------------------------
+# Notebook cell builders
+# ---------------------------------------------------------------------------
+
+
+def _md(source: str) -> dict[str, Any]:
+    return {
+        "cell_type": "markdown",
+        "metadata": {},
+        "source": source,
+    }
+
+
+def _code(source: str, tags: Optional[list[str]] = None) -> dict[str, Any]:
+    meta: dict[str, Any] = {}
+    if tags:
+        meta["tags"] = tags
+    return {
+        "cell_type": "code",
+        "execution_count": None,
+        "metadata": meta,
+        "outputs": [],
+        "source": source,
+    }
+
+
+def _notebook(cells: list[dict[str, Any]]) -> dict[str, Any]:
+    return {
+        "nbformat": 4,
+        "nbformat_minor": 5,
+        "metadata": {
+            "kernelspec": {
+                "display_name": "Python 3",
+                "language": "python",
+                "name": "python3",
+            },
+        },
+        "cells": cells,
+    }
+
+
+# ---------------------------------------------------------------------------
+# Per-store setup snippets
+# ---------------------------------------------------------------------------
+
+
+def _is_operator_client(info: dict[str, Any]) -> bool:
+    """Return True when the feature_store.yaml was generated by the Feast operator.
+
+    The operator sets provider=local with registry_type=remote, online_store.type=remote,
+    and offline_store.type=remote.
+    """
+    return (
+        info["registry_type"] == "remote"
+        and info["online_store_type"] == "remote"
+        and info["offline_store_type"] == "remote"
+    )
+
+
+# ---------------------------------------------------------------------------
+# Notebook generators
+# ---------------------------------------------------------------------------
+
+
+def _apply_md(info: dict[str, Any]) -> dict[str, Any]:
+    """Return the markdown cell that introduces the apply / registry-sync section."""
+    if info["registry_type"] == "remote":
+        return _md(
+            "## 4. Registry Sync\n\nRefresh the registry cache to load the latest feature definitions."
+        )
+    return _md(
+        "## 4. Apply Feature Definitions\n\n"
+        "Register entities, feature views, and services into the registry. "
+        "Skip if already applied."
+    )
+
+
+def _apply_code(info: dict[str, Any]) -> dict[str, Any]:
+    """Return the code cell that applies (local) or refreshes (remote) the registry."""
+    if info["registry_type"] == "remote":
+        return _code(
+            "store.refresh_registry()\n"
+            "fvs = store.list_feature_views()\n"
+            "print(f'Registry synced — {len(fvs)} feature view(s) available.')"
+        )
+    # Local file registry — auto-apply if empty, then refresh.
+    return _code(
+        "fvs      = store.list_feature_views()\n"
+        "entities = store.list_entities()\n"
+        "\n"
+        "if fvs or entities:\n"
+        "    print(f'Registry ready: {len(entities)} entity/entities, {len(fvs)} feature view(s)')\n"
+        "else:\n"
+        "    print('Registry is empty — running feast apply ...')\n"
+        "    !feast -f {FEAST_FS_YAML} apply\n"
+        "    store.refresh_registry()\n"
+        "    print('Apply complete.')"
+    )
+
+
+def _path_setup_cell(yaml_abs: str) -> dict[str, Any]:
+    """Return a code cell that sets ``FEAST_FS_YAML`` to the absolute path of
+    the feature-store config resolved at generation time."""
+    return _code(
+        "import os\n"
+        "\n"
+        f"FEAST_FS_YAML = r{repr(yaml_abs)}\n"
+        "\n"
+        "assert os.path.exists(FEAST_FS_YAML), (\n"
+        "    f'Config not found at {FEAST_FS_YAML!r}. '\n"
+        "    'Update FEAST_FS_YAML to the correct path.'\n"
+        ")\n"
+        "print(f'Using feature_store.yaml: {FEAST_FS_YAML}')",
+        tags=["parameters"],
+    )
+
+
+def _nb_overview(info: dict[str, Any], yaml_abs: str) -> dict[str, Any]:
+    project = info["project"]
+    ost = info["online_store_type"]
+    offst = info["offline_store_type"]
+    auth = info["auth_type"]
+    provider = info["provider"]
+    vector_enabled = info["vector_enabled"]
+
+    cells: list[dict[str, Any]] = [
+        _md(
+            f"# Feature Store Overview — `{project}`\n\n"
+            "Explore the entities, feature views, feature services, and data sources "
+            "registered in this project."
+        ),
+        _md("## 1. Prerequisites"),
+        _code(
+            "# Verify feast installation\nimport feast\nprint(f'Feast version: {feast.__version__}')"
+        ),
+        _md("## 2. Feature Store Path"),
+        _path_setup_cell(yaml_abs),
+        _md(
+            f"## 3. Connect to the Feature Store\n"
+            f"The feature store for project **`{project}`** is configured with:\n\n"
+            f"| Setting | Value |\n"
+            f"|---------|-------|\n"
+            f"| Provider | `{provider}` |\n"
+            f"| Online store | `{ost}` |\n"
+            f"| Offline store | `{offst}` |\n"
+            f"| Auth | `{auth}` |\n"
+            + (
+                f"| Vector search | enabled (embedding dim: {info['embedding_dim']}) |\n"
+                if vector_enabled
+                else ""
+            )
+        ),
+        _code(
+            "from feast import FeatureStore\n"
+            "\n"
+            "store = FeatureStore(fs_yaml_file=FEAST_FS_YAML)\n"
+            "print(f'Connected to project: {store.project}')"
+        ),
+        _apply_md(info),
+        _apply_code(info),
+        _md("## 5. List Entities"),
+        _code(
+            "entities = store.list_entities()\n"
+            "print(f'Found {len(entities)} entity/entities\\n')\n"
+            "for e in entities:\n"
+            "    print(f'  • {e.name}  (join_key={e.join_key}, type={e.value_type})')"
+        ),
+        _md("## 6. List Feature Views"),
+        _code(
+            "feature_views = store.list_feature_views()\n"
+            "print(f'Found {len(feature_views)} batch feature view(s)\\n')\n"
+            "for fv in feature_views:\n"
+            "    feature_names = [f.name for f in fv.features]\n"
+            "    print(f'  • {fv.name}')\n"
+            "    print(f'    Features : {feature_names}')\n"
+            "    print(f'    Entities : {fv.entities}')\n"
+            "    print(f'    TTL      : {fv.ttl}')\n"
+        ),
+        _md("## 7. List On-Demand Feature Views"),
+        _code(
+            "odfvs = store.list_on_demand_feature_views()\n"
+            "if odfvs:\n"
+            "    print(f'Found {len(odfvs)} on-demand feature view(s)\\n')\n"
+            "    for odfv in odfvs:\n"
+            "        print(f'  • {odfv.name}')\n"
+            "else:\n"
+            "    print('No on-demand feature views defined.')"
+        ),
+        _md("## 8. List Feature Services"),
+        _code(
+            "services = store.list_feature_services()\n"
+            "if services:\n"
+            "    print(f'Found {len(services)} feature service(s)\\n')\n"
+            "    for svc in services:\n"
+            "        views = [p.name for p in svc.feature_view_projections]\n"
+            "        print(f'  • {svc.name}  -> views: {views}')\n"
+            "else:\n"
+            "    print('No feature services defined.')"
+        ),
+        _md("## 9. List Data Sources"),
+        _code(
+            "sources = store.list_data_sources()\n"
+            "print(f'Found {len(sources)} data source(s)\\n')\n"
+            "for src in sources:\n"
+            "    print(f'  • {src.name}  ({type(src).__name__})')"
+        ),
+        _md(
+            "## Next Steps\n\n"
+            "- **`02_historical_features_training.ipynb`** — retrieve historical features for training.\n"
+            "- **`03_online_features_serving.ipynb`** — materialize and serve online features."
+        ),
+    ]
+    return _notebook(cells)
+
+
+def _nb_historical(info: dict[str, Any], yaml_abs: str) -> dict[str, Any]:
+    project = info["project"]
+
+    cells: list[dict[str, Any]] = [
+        _md(
+            f"# Historical Features & Training Datasets — `{project}`\n\n"
+            "Retrieve point-in-time correct feature values to build ML training datasets."
+        ),
+        _md("## 1. Feature Store Path"),
+        _path_setup_cell(yaml_abs),
+        _md("## 2. Connect to the Feature Store"),
+        _code(
+            "from feast import FeatureStore\n"
+            "\n"
+            "store = FeatureStore(fs_yaml_file=FEAST_FS_YAML)\n"
+            "print(f'Project : {store.project}')\n"
+            "print('Feature views:', [fv.name for fv in store.list_feature_views()])"
+        ),
+        _md(
+            "## 3. Discover Available Features\n\nList feature views and read a sample of entity data."
+        ),
+        _code(
+            "import pandas as pd\n"
+            "from datetime import datetime, timedelta, timezone\n"
+            "\n"
+            "fvs      = store.list_feature_views()\n"
+            "entities = store.list_entities()\n"
+            "\n"
+            "if not fvs:\n"
+            "    print('No feature views found — run `feast apply` first.')\n"
+            "else:\n"
+            "    first_fv = fvs[0]\n"
+            "\n"
+            "    # Identify the entity join key.\n"
+            "    entity_name = entities[0].join_key if entities else 'entity_id'\n"
+            "    if first_fv.entities:\n"
+            "        fv_entity = next(\n"
+            "            (e for e in entities if e.name in set(first_fv.entities)),\n"
+            "            entities[0] if entities else None,\n"
+            "        )\n"
+            "        if fv_entity:\n"
+            "            entity_name = fv_entity.join_key\n"
+            "\n"
+            "    # Read latest entity values from the offline store.\n"
+            "    # This uses the same mechanism Feast uses for materialization.\n"
+            "    source = first_fv.batch_source\n"
+            "    provider = store._get_provider()\n"
+            "    sample_df = provider.offline_store.pull_latest_from_table_or_query(\n"
+            "        config=store.config,\n"
+            "        data_source=source,\n"
+            "        join_key_columns=[entity_name],\n"
+            "        feature_name_columns=[f.name for f in first_fv.features],\n"
+            "        timestamp_field=source.timestamp_field,\n"
+            "        created_timestamp_column=source.created_timestamp_column or '',\n"
+            "        start_date=datetime(2000, 1, 1, tzinfo=timezone.utc),\n"
+            "        end_date=datetime.now(tz=timezone.utc),\n"
+            "    ).to_df()\n"
+            "\n"
+            "    print(f'Feature view    : {first_fv.name}')\n"
+            "    print(f'Entity join key : {entity_name!r}')\n"
+            "    print(f'Rows in source  : {len(sample_df):,}')\n"
+            "    print(f'Columns         : {list(sample_df.columns)}')\n"
+            "    if len(sample_df) > 0:\n"
+            "        display(sample_df.head())\n"
+            "    else:\n"
+            "        print('No data found — check that your data source has been populated.')"
+        ),
+        _md(
+            "## 4. Build an Entity DataFrame\n\n"
+            "Specify which entity IDs and at what timestamps you want features for."
+        ),
+        _code(
+            "if not fvs:\n"
+            "    raise SystemExit('No feature views — run feast apply first.')\n"
+            "\n"
+            "# Use real entity IDs and timestamps from the sample.\n"
+            "if entity_name in sample_df.columns and len(sample_df) > 0:\n"
+            "    entity_ids = sample_df[entity_name].dropna().unique()[:5].tolist()\n"
+            "    # Detect the timestamp column from the source's configuration.\n"
+            "    ts_col = source.timestamp_field if source.timestamp_field in sample_df.columns else None\n"
+            "    if not ts_col:\n"
+            "        ts_col = next((c for c in sample_df.columns if 'timestamp' in c.lower()), None)\n"
+            "    if ts_col:\n"
+            "        timestamps = (\n"
+            "            sample_df[sample_df[entity_name].isin(entity_ids)]\n"
+            "            .sort_values(ts_col, ascending=False)\n"
+            "            .drop_duplicates(subset=[entity_name])[ts_col]\n"
+            "            .tolist()\n"
+            "        )\n"
+            "    else:\n"
+            "        timestamps = [datetime.now() - timedelta(hours=i) for i in range(len(entity_ids))]\n"
+            "else:\n"
+            "    entity_ids = [1001, 1002, 1003]\n"
+            "    timestamps = [datetime.now() - timedelta(hours=i) for i in range(len(entity_ids))]\n"
+            "    print('Using placeholder entity IDs — replace with real values from your data.')\n"
+            "\n"
+            "entity_df = pd.DataFrame(\n"
+            "    {\n"
+            "        entity_name: entity_ids[:len(timestamps)],\n"
+            "        'event_timestamp': timestamps[:len(entity_ids)],\n"
+            "    }\n"
+            ")\n"
+            "print(f'Entity IDs      : {entity_ids}')\n"
+            "print(f'Rows            : {len(entity_df)}')\n"
+            "entity_df"
+        ),
+        _md("## 5. Choose Features to Retrieve"),
+        _code(
+            "# List all available feature views and their features.\n"
+            "print('Available feature views:')\n"
+            "for fv in fvs:\n"
+            "    features = [f.name for f in fv.features]\n"
+            "    print(f'  {fv.name}: {features}')\n"
+            "\n"
+            "# Select features from the first feature view.\n"
+            "# Using a single view avoids name collisions across views with identical column names.\n"
+            "feature_refs = [f'{first_fv.name}:{f.name}' for f in first_fv.features]\n"
+            "print('\\nWill retrieve:', feature_refs)"
+        ),
+        _md("## 6. Retrieve Historical Features"),
+        _code(
+            "if feature_refs:\n"
+            "    training_df = store.get_historical_features(\n"
+            "        entity_df=entity_df,\n"
+            "        features=feature_refs,\n"
+            "    ).to_df()\n"
+            "    print(f'Training dataset shape: {training_df.shape}')\n"
+            "    training_df.head()\n"
+            "else:\n"
+            "    print('No feature views found — run `feast apply` first.')"
+        ),
+        _md(
+            "## 7. (Optional) Retrieve via FeatureService\n\nRetrieve features using a versioned FeatureService instead of individual feature references."
+        ),
+        _code(
+            "services = store.list_feature_services()\n"
+            "if not services:\n"
+            "    print('No feature services found — define one in your feature repo.')\n"
+            "else:\n"
+            "    svc = services[0]\n"
+            "\n"
+            "    # Detect extra request-data columns required by ODFVs in this service.\n"
+            "    odfv_map = {v.name: v for v in store.list_on_demand_feature_views()}\n"
+            "    missing_cols = {\n"
+            "        field.name: field.dtype\n"
+            "        for proj in svc.feature_view_projections\n"
+            "        if proj.name in odfv_map\n"
+            "        for rs in odfv_map[proj.name].source_request_sources.values()\n"
+            "        for field in rs.schema\n"
+            "        if field.name not in entity_df.columns\n"
+            "    }\n"
+            "\n"
+            "    if missing_cols:\n"
+            "        print('This service requires the following extra columns in entity_df:')\n"
+            "        for col, dtype in missing_cols.items():\n"
+            "            print(f'  entity_df[{col!r}] = <your {dtype} values here>')\n"
+            "        print('Add them to entity_df above and re-run this cell.')\n"
+            "    else:\n"
+            "        # Check if service needs entity keys not already in entity_df.\n"
+            "        svc_entities = set()\n"
+            "        for proj in svc.feature_view_projections:\n"
+            "            fv_match = next((fv for fv in fvs if fv.name == proj.name), None)\n"
+            "            if fv_match:\n"
+            "                for ent_name in fv_match.entities:\n"
+            "                    ent_obj = next((e for e in entities if e.name == ent_name), None)\n"
+            "                    if ent_obj:\n"
+            "                        svc_entities.add(ent_obj.join_key)\n"
+            "        missing_keys = svc_entities - set(entity_df.columns)\n"
+            "        if missing_keys:\n"
+            "            print(f'This service requires additional entity columns: {missing_keys}')\n"
+            "            print('Add them to entity_df above and re-run this cell.')\n"
+            "        else:\n"
+            "            print(f'Using feature service: {svc.name}')\n"
+            "            training_df_svc = store.get_historical_features(\n"
+            "                entity_df=entity_df,\n"
+            "                features=svc,\n"
+            "                full_feature_names=True,\n"
+            "            ).to_df()\n"
+            "            print(f'Dataset shape: {training_df_svc.shape}')\n"
+            "            training_df_svc.head()"
+        ),
+        _md("## 8. Use the Training Dataset"),
+        _code(
+            "# Example: split into features (X) and labels (y)\n"
+            "# Adjust column names to match your actual feature names and label.\n"
+            "if feature_refs and 'training_df' in dir():\n"
+            "    label_col = 'label'  # TODO: replace with your label column\n"
+            "    feature_cols = [c for c in training_df.columns\n"
+            "                    if c not in ('event_timestamp', entity_name, label_col)]\n"
+            "    X = training_df[feature_cols]\n"
+            "    print('Feature matrix shape:', X.shape)\n"
+            "    print('Feature columns:', feature_cols)"
+        ),
+        _md(
+            "## Next Steps\n\n"
+            "- **`03_online_features_serving.ipynb`** — materialize and serve online features."
+        ),
+    ]
+    return _notebook(cells)
+
+
+def _nb_online(info: dict[str, Any], yaml_abs: str) -> dict[str, Any]:
+    project = info["project"]
+    auth = info["auth_type"]
+    vector_enabled = info["vector_enabled"]
+
+    cells: list[dict[str, Any]] = [
+        _md(
+            f"# Online Feature Serving — `{project}`\n\n"
+            "Materialize features and retrieve them at low latency for inference."
+        ),
+        _md("## 1. Feature Store Path"),
+        _path_setup_cell(yaml_abs),
+        _md("## 2. Connect to the Feature Store"),
+        _code(
+            "from feast import FeatureStore\n"
+            "\n"
+            "store = FeatureStore(fs_yaml_file=FEAST_FS_YAML)\n"
+            "print(f'Project : {store.project}')"
+        ),
+    ]
+
+    # Materialization section.
+    materialize_md = (
+        "## 3. Materialize Features\n\n"
+        + (
+            "> **Optional** — materialization is typically handled server-side.\n\n"
+            if _is_operator_client(info)
+            else ""
+        )
+        + "Load feature values into the online store for low-latency serving.\n\n"
+        "| Method | When to use |\n"
+        "|--------|-------------|\n"
+        "| `materialize_incremental` | Regular runs — only new data since last run |\n"
+        "| `materialize` | First run or full refresh of a time window |"
+    )
+    cells += [
+        _md(materialize_md),
+        _code(
+            "from datetime import datetime, timedelta, timezone\n"
+            "\n"
+            "fvs = store.list_feature_views()\n"
+            "\n"
+            "if not fvs:\n"
+            "    print('No feature views found — run feast apply first (see section 3).')\n"
+            "else:\n"
+            "    # Check last materialization watermarks across all feature views.\n"
+            "    last_written = [\n"
+            "        fv.materialization_intervals[-1][1]\n"
+            "        for fv in fvs\n"
+            "        if fv.materialization_intervals\n"
+            "    ]\n"
+            "\n"
+            "    if not last_written:\n"
+            "        # No materialization history — do a full initial load.\n"
+            "        end_date   = datetime.now(tz=timezone.utc)\n"
+            "        start_date = end_date - timedelta(days=30)\n"
+            "        print(f'First materialization: loading {start_date.date()} → {end_date.date()} ...')\n"
+            "        store.materialize(start_date=start_date, end_date=end_date)\n"
+            "    else:\n"
+            "        # Incremental: only pick up data since the last run.\n"
+            "        end_date = datetime.now(tz=timezone.utc)\n"
+            "        print(f'Incremental materialization up to {end_date} ...')\n"
+            "        store.materialize_incremental(end_date=end_date)\n"
+            "\n"
+            "    print('Materialization complete.')"
+        ),
+        _md("### 3b. Force a Full Refresh"),
+        _code(
+            "# from datetime import datetime, timedelta, timezone\n"
+            "# store.materialize(\n"
+            "#     start_date=datetime.now(tz=timezone.utc) - timedelta(days=7),\n"
+            "#     end_date=datetime.now(tz=timezone.utc),\n"
+            "# )"
+        ),
+    ]
+
+    cells += [
+        _md("## 4. Retrieve Online Features"),
+        _code(
+            "entities = store.list_entities()\n"
+            "fvs = store.list_feature_views()\n"
+            "\n"
+            "if not entities or not fvs:\n"
+            "    print('No entities or feature views — run `feast apply` first.')\n"
+            "else:\n"
+            "    first_fv = fvs[0]\n"
+            "    feature_refs = [f'{first_fv.name}:{f.name}' for f in first_fv.features[:3]]\n"
+            "\n"
+            "    # Resolve the correct entity join key for the first feature view.\n"
+            "    entity_name = entities[0].join_key\n"
+            "    if first_fv.entities:\n"
+            "        fv_entity = next(\n"
+            "            (e for e in entities if e.name in set(first_fv.entities)),\n"
+            "            entities[0],\n"
+            "        )\n"
+            "        entity_name = fv_entity.join_key\n"
+            "\n"
+            "    # Discover real entity IDs from the offline source.\n"
+            "    from datetime import timezone\n"
+            "    source = first_fv.batch_source\n"
+            "    provider = store._get_provider()\n"
+            "    sample_df = provider.offline_store.pull_latest_from_table_or_query(\n"
+            "        config=store.config,\n"
+            "        data_source=source,\n"
+            "        join_key_columns=[entity_name],\n"
+            "        feature_name_columns=[f.name for f in first_fv.features],\n"
+            "        timestamp_field=source.timestamp_field,\n"
+            "        created_timestamp_column=source.created_timestamp_column or '',\n"
+            "        start_date=datetime(2000, 1, 1, tzinfo=timezone.utc),\n"
+            "        end_date=datetime.now(tz=timezone.utc),\n"
+            "    ).to_df()\n"
+            "\n"
+            "    if len(sample_df) > 0 and entity_name in sample_df.columns:\n"
+            "        entity_ids = sample_df[entity_name].dropna().unique()[:5].tolist()\n"
+            "    else:\n"
+            "        entity_ids = [1001, 1002]\n"
+            "        print('Using placeholder IDs — replace with real values.')\n"
+            "\n"
+            "    entity_rows = [{entity_name: eid} for eid in entity_ids]\n"
+            "\n"
+            "    response = store.get_online_features(\n"
+            "        features=feature_refs,\n"
+            "        entity_rows=entity_rows,\n"
+            "    )\n"
+            "    import pandas as pd\n"
+            "    print(pd.DataFrame(response.to_dict()))"
+        ),
+        _md(
+            "## 5. Online Features via FeatureService\n\nRetrieve features using a versioned FeatureService."
+        ),
+        _code(
+            "services = store.list_feature_services()\n"
+            "if not services:\n"
+            "    print('No feature services defined.')\n"
+            "else:\n"
+            "    svc = services[0]\n"
+            "\n"
+            "    # Detect extra request-data fields required by ODFVs in this service.\n"
+            "    odfv_map = {v.name: v for v in store.list_on_demand_feature_views()}\n"
+            "    current_keys = set(entity_rows[0].keys()) if entity_rows else set()\n"
+            "    missing_fields = {\n"
+            "        field.name: field.dtype\n"
+            "        for proj in svc.feature_view_projections\n"
+            "        if proj.name in odfv_map\n"
+            "        for rs in odfv_map[proj.name].source_request_sources.values()\n"
+            "        for field in rs.schema\n"
+            "        if field.name not in current_keys\n"
+            "    }\n"
+            "\n"
+            "    if missing_fields:\n"
+            "        print('This service requires the following extra fields in each entity row:')\n"
+            "        for col, dtype in missing_fields.items():\n"
+            "            print(f'  {col!r}: <your {dtype} value here>')\n"
+            "        print('Add them to entity_rows above and re-run this cell.')\n"
+            "    else:\n"
+            "        # Check if service needs extra entity keys beyond what we have.\n"
+            "        svc_entities = set()\n"
+            "        for proj in svc.feature_view_projections:\n"
+            "            fv_match = next((fv for fv in fvs if fv.name == proj.name), None)\n"
+            "            if fv_match:\n"
+            "                for ent_name in fv_match.entities:\n"
+            "                    ent_obj = next((e for e in entities if e.name == ent_name), None)\n"
+            "                    if ent_obj:\n"
+            "                        svc_entities.add(ent_obj.join_key)\n"
+            "        missing_keys = svc_entities - current_keys\n"
+            "        if missing_keys:\n"
+            "            print(f'This service requires additional entity keys: {missing_keys}')\n"
+            "            print('Add them to entity_rows above and re-run this cell.')\n"
+            "        else:\n"
+            "            print(f'Using feature service: {svc.name}')\n"
+            "            response = store.get_online_features(\n"
+            "                features=svc,\n"
+            "                entity_rows=entity_rows,\n"
+            "                full_feature_names=True,\n"
+            "            )\n"
+            "            import pandas as pd\n"
+            "            print(pd.DataFrame(response.to_dict()))"
+        ),
+    ]
+
+    if auth in ("kubernetes", "oidc"):
+        cells.append(_md(f"## 6. Authentication (`{auth}`)"))
+        cells.append(_code("print(store.config.auth)"))
+
+    if vector_enabled:
+        dim = info.get("embedding_dim") or 384
+        section = 7 if auth in ("kubernetes", "oidc") else 6
+        cells.append(
+            _md(
+                f"## {section}. Vector / RAG Feature Retrieval\n\nSearch stored embeddings (dim: {dim})."
+            )
+        )
+        cells.append(
+            _code(
+                "import numpy as np\n"
+                "\n"
+                "# TODO: replace with a real query embedding from your encoder model\n"
+                f"query_embedding = np.random.rand({dim}).tolist()\n"
+                "\n"
+                "# List feature views with vector features\n"
+                "fvs = store.list_feature_views()\n"
+                "vec_fvs = [\n"
+                "    fv for fv in fvs\n"
+                "    if any(getattr(f, 'vector_index', False) for f in fv.features)\n"
+                "]\n"
+                "\n"
+                "if vec_fvs:\n"
+                "    fv = vec_fvs[0]\n"
+                "    results = store.retrieve_online_documents(\n"
+                "        feature=f'{fv.name}:{fv.features[0].name}',\n"
+                "        query=query_embedding,\n"
+                "        top_k=5,\n"
+                "    )\n"
+                "    import pandas as pd\n"
+                "    print(pd.DataFrame(results.to_dict()))\n"
+                "else:\n"
+                "    print('No vector feature views found.')"
+            )
+        )
+
+    cells.append(
+        _md(
+            "## Next Steps\n\n"
+            "- Schedule `materialize_incremental` to keep the online store fresh.\n"
+        )
+    )
+
+    return _notebook(cells)
+
+
+# ---------------------------------------------------------------------------
+# Public API
+# ---------------------------------------------------------------------------
+
+
+def copy_demo_notebooks(
+    output_dir: str = "./feast-demo-notebooks",
+    repo_path: str = ".",
+    overwrite: bool = False,
+) -> None:
+    """Generate tailored demo notebooks for each Feast project found nearby.
+
+    The function searches *repo_path* (default: current working directory) for
+    feature-store YAML files in:
+
+    * ``<repo_path>/feature_store.yaml``
+    * Every file inside ``<repo_path>/feast-config/``
+
+    For each project discovered a sub-directory is created under *output_dir*
+    and one or more notebooks are written (the exact set depends on the project
+    configuration and may grow in future releases).
+
+    Parameters
+    ----------
+    output_dir:
+        Root directory where notebooks are written.
+        Defaults to ``./feast-demo-notebooks``.
+    repo_path:
+        Directory to search for ``feature_store.yaml`` files.
+        Defaults to the current working directory.
+    overwrite:
+        When *False* (default) raise :class:`FileExistsError` if *output_dir*
+        already exists.  Set to *True* to update notebooks in place.
+    """
+    out = pathlib.Path(output_dir).resolve()
+
+    if not overwrite and out.exists():
+        raise FileExistsError(
+            f"Directory '{out}' already exists. "
+            "Remove it or pass overwrite=True to update notebooks in place."
+        )
+
+    root = pathlib.Path(repo_path).absolute()
+    yaml_paths = _find_feature_store_yamls(root)
+
+    if not yaml_paths:
+        _logger.warning(
+            "No feature_store.yaml found under '%s'. "
+            "Make sure you run this from a directory that contains feature_store.yaml "
+            "or a feast-config/ subdirectory.",
+            root,
+        )
+        return
+
+    out.mkdir(parents=True, exist_ok=True)
+    print(f"Writing demo notebooks to: {out}\n")
+
+    for yaml_path in yaml_paths:
+        raw = _parse_yaml(yaml_path)
+        info = _extract_store_info(raw)
+        project = info["project"]
+
+        project_dir = out / project
+        project_dir.mkdir(parents=True, exist_ok=True)
+
+        # Absolute path — use absolute() instead of resolve() to preserve
+        # Kubernetes ConfigMap/Secret symlinks.
+        yaml_abs_str = str(yaml_path.absolute())
+
+        notebooks = {
+            "01_feature_store_overview.ipynb": _nb_overview(info, yaml_abs_str),
+            "02_historical_features_training.ipynb": _nb_historical(info, yaml_abs_str),
+            "03_online_features_serving.ipynb": _nb_online(info, yaml_abs_str),
+        }
+
+        for nb_name, nb_content in notebooks.items():
+            nb_path = project_dir / nb_name
+            with open(nb_path, "w") as fh:
+                json.dump(nb_content, fh, indent=1)
+
+        print(
+            f"  [{project}]\n"
+            f"    feature_store.yaml : {yaml_abs_str}\n"
+            f"    online_store       : {info['online_store_type']}\n"
+            f"    offline_store      : {info['offline_store_type']}\n"
+            f"    auth               : {info['auth_type']}\n"
+            + ("    vector search      : enabled\n" if info["vector_enabled"] else "")
+            + f"    → {project_dir}/"
+        )
+        for nb_name in notebooks:
+            print(f"      ✓ {nb_name}")
+        print()
diff --git a/sdk/python/feast/diff/registry_diff.py b/sdk/python/feast/diff/registry_diff.py
index 58a92db8139..9c201cf46ad 100644
--- a/sdk/python/feast/diff/registry_diff.py
+++ b/sdk/python/feast/diff/registry_diff.py
@@ -18,6 +18,7 @@
     FeatureService as FeatureServiceProto,
 )
 from feast.protos.feast.core.FeatureView_pb2 import FeatureView as FeatureViewProto
+from feast.protos.feast.core.LabelView_pb2 import LabelView as LabelViewProto
 from feast.protos.feast.core.OnDemandFeatureView_pb2 import (
     OnDemandFeatureView as OnDemandFeatureViewProto,
 )
@@ -112,6 +113,7 @@ def tag_objects_for_keep_delete_update_add(
     FeatureServiceProto,
     OnDemandFeatureViewProto,
     StreamFeatureViewProto,
+    LabelViewProto,
     ValidationReferenceProto,
     SavedDatasetProto,
     PermissionProto,
@@ -346,6 +348,7 @@ def apply_diff_to_registry(
                 FeastObjectType.FEATURE_VIEW,
                 FeastObjectType.ON_DEMAND_FEATURE_VIEW,
                 FeastObjectType.STREAM_FEATURE_VIEW,
+                FeastObjectType.LABEL_VIEW,
             ]:
                 feature_view_obj = cast(
                     BaseFeatureView, feast_object_diff.current_feast_object
@@ -403,6 +406,7 @@ def apply_diff_to_registry(
                 FeastObjectType.FEATURE_VIEW,
                 FeastObjectType.ON_DEMAND_FEATURE_VIEW,
                 FeastObjectType.STREAM_FEATURE_VIEW,
+                FeastObjectType.LABEL_VIEW,
             ]:
                 registry.apply_feature_view(
                     cast(BaseFeatureView, feast_object_diff.new_feast_object),
diff --git a/sdk/python/feast/embedder.py b/sdk/python/feast/embedder.py
index c847f78a21c..a0bccdd75ed 100644
--- a/sdk/python/feast/embedder.py
+++ b/sdk/python/feast/embedder.py
@@ -1,10 +1,128 @@
 from abc import ABC, abstractmethod
 from dataclasses import dataclass
-from typing import TYPE_CHECKING, Any, Callable, List, Optional
+from typing import (
+    TYPE_CHECKING,
+    Any,
+    Callable,
+    List,
+    Optional,
+    Protocol,
+    runtime_checkable,
+)
+
+import pandas as pd
 
 if TYPE_CHECKING:
     import numpy as np
-import pandas as pd
+
+    from feast.repo_config import EmbeddingModelConfig
+
+
+@runtime_checkable
+class EmbeddingProvider(Protocol):
+    """Protocol for query-time embedding providers.
+
+    Implement this to plug in any embedding backend (OpenAI, Cohere,
+    SentenceTransformers, a local model, etc.) for use in
+    ``openai_search`` and the OpenAI-compatible
+    feature server endpoints.
+
+    Example::
+
+        class MyEmbeddingProvider:
+            def embed(self, texts: List[str]) -> List[List[float]]:
+                return my_model.encode(texts)
+
+            async def aembed(self, texts: List[str]) -> List[List[float]]:
+                return await my_model.aencode(texts)
+    """
+
+    def embed(self, texts: List[str]) -> List[List[float]]:
+        """Return one embedding vector per input text."""
+        ...
+
+    async def aembed(self, texts: List[str]) -> List[List[float]]:
+        """Async variant of :meth:`embed`."""
+        ...
+
+
+class SentenceTransformersEmbeddingProvider:
+    """EmbeddingProvider backed by Sentence Transformers (local inference).
+
+    Runs entirely on-device — no external API key required.  Ideal for
+    air-gapped deployments, cost-sensitive workloads, or environments where
+    outbound API calls are restricted.
+
+    Requires the ``sentence-transformers`` package::
+
+        pip install sentence-transformers
+
+    Configuration in ``feature_store.yaml``::
+
+        embedding_model:
+          provider: sentence_transformers
+          model: all-MiniLM-L6-v2   # any HuggingFace sentence-transformers model
+
+    The model is loaded lazily on the first call to :meth:`embed` or
+    :meth:`aembed` so that import cost is paid only when the provider is
+    actually used.
+    """
+
+    def __init__(self, model: str = "all-MiniLM-L6-v2"):
+        self.model_name = model
+        self._model = None
+
+    @classmethod
+    def from_config(
+        cls, config: "EmbeddingModelConfig"
+    ) -> "SentenceTransformersEmbeddingProvider":
+        """Build a provider from a :class:`~feast.repo_config.EmbeddingModelConfig`."""
+        return cls(model=config.model)
+
+    def _load_model(self):
+        if self._model is None:
+            try:
+                from sentence_transformers import SentenceTransformer
+            except ImportError:
+                raise ImportError(
+                    "sentence-transformers is required for the "
+                    "'sentence_transformers' embedding provider. "
+                    "Install with: pip install sentence-transformers"
+                )
+            self._model = SentenceTransformer(self.model_name)
+        return self._model
+
+    def embed(self, texts: List[str]) -> List[List[float]]:
+        model = self._load_model()
+        embeddings = model.encode(texts, convert_to_numpy=True)
+        return [emb.tolist() for emb in embeddings]
+
+    async def aembed(self, texts: List[str]) -> List[List[float]]:
+        import asyncio
+
+        loop = asyncio.get_event_loop()
+        return await loop.run_in_executor(None, self.embed, texts)
+
+
+def get_embedding_provider(
+    config: "EmbeddingModelConfig",
+) -> "EmbeddingProvider":
+    """Factory that returns the appropriate :class:`EmbeddingProvider` for *config*.
+
+    Dispatches on ``config.provider``:
+
+    * ``"sentence_transformers"`` (default) → :class:`SentenceTransformersEmbeddingProvider`
+
+    Raises:
+        ValueError: If ``config.provider`` is not a recognised value.
+    """
+    provider = (config.provider or "sentence_transformers").lower()
+    if provider == "sentence_transformers":
+        return SentenceTransformersEmbeddingProvider.from_config(config)
+    raise ValueError(
+        f"Unknown embedding provider: '{config.provider}'. "
+        "Supported values: 'sentence_transformers'."
+    )
 
 
 @dataclass
diff --git a/sdk/python/feast/entity.py b/sdk/python/feast/entity.py
index bcfa170a96d..bbd13c83e48 100644
--- a/sdk/python/feast/entity.py
+++ b/sdk/python/feast/entity.py
@@ -126,7 +126,7 @@ def __hash__(self) -> int:
 
     def __eq__(self, other):
         if not isinstance(other, Entity):
-            raise TypeError("Comparisons should only involve Entity class objects.")
+            return False
 
         if (
             self.name != other.name
diff --git a/sdk/python/feast/feast_object.py b/sdk/python/feast/feast_object.py
index 63fa1e913b4..c092b25d7be 100644
--- a/sdk/python/feast/feast_object.py
+++ b/sdk/python/feast/feast_object.py
@@ -8,12 +8,14 @@
 from .entity import Entity
 from .feature_service import FeatureService
 from .feature_view import FeatureView
+from .labeling.label_view import LabelView
 from .on_demand_feature_view import OnDemandFeatureView
 from .permissions.permission import Permission
 from .protos.feast.core.DataSource_pb2 import DataSource as DataSourceProto
 from .protos.feast.core.Entity_pb2 import EntitySpecV2
 from .protos.feast.core.FeatureService_pb2 import FeatureServiceSpec
 from .protos.feast.core.FeatureView_pb2 import FeatureViewSpec
+from .protos.feast.core.LabelView_pb2 import LabelViewSpec
 from .protos.feast.core.OnDemandFeatureView_pb2 import OnDemandFeatureViewSpec
 from .protos.feast.core.Permission_pb2 import PermissionSpec as PermissionSpec
 from .protos.feast.core.SavedDataset_pb2 import SavedDatasetSpec
@@ -31,6 +33,7 @@
     OnDemandFeatureView,
     BatchFeatureView,
     StreamFeatureView,
+    LabelView,
     Entity,
     FeatureService,
     DataSource,
@@ -44,6 +47,7 @@
     FeatureViewSpec,
     OnDemandFeatureViewSpec,
     StreamFeatureViewSpec,
+    LabelViewSpec,
     EntitySpecV2,
     FeatureServiceSpec,
     DataSourceProto,
@@ -58,4 +62,5 @@
     OnDemandFeatureView,
     BatchFeatureView,
     StreamFeatureView,
+    LabelView,
 ]
diff --git a/sdk/python/feast/feature.py b/sdk/python/feast/feature.py
index db629d677a8..df8f860acd8 100644
--- a/sdk/python/feast/feature.py
+++ b/sdk/python/feast/feature.py
@@ -50,6 +50,8 @@ def __init__(
             self._labels = labels
 
     def __eq__(self, other):
+        if not isinstance(other, Feature):
+            return False
         if self.name != other.name or self.dtype != other.dtype:
             return False
         return True
diff --git a/sdk/python/feast/feature_server.py b/sdk/python/feast/feature_server.py
index f60eeb9d87d..e42e28d6db9 100644
--- a/sdk/python/feast/feature_server.py
+++ b/sdk/python/feast/feature_server.py
@@ -13,12 +13,14 @@
 # limitations under the License.
 
 import asyncio
+import functools
 import os
 import sys
 import threading
 import time
 import traceback
 from collections import defaultdict
+from concurrent.futures import ThreadPoolExecutor
 from contextlib import asynccontextmanager
 from datetime import datetime
 from importlib import resources as importlib_resources
@@ -30,6 +32,7 @@
 from fastapi import (
     Depends,
     FastAPI,
+    Query,
     Request,
     Response,
     WebSocket,
@@ -40,8 +43,7 @@
 from fastapi.logger import logger
 from fastapi.responses import JSONResponse
 from fastapi.staticfiles import StaticFiles
-from google.protobuf.json_format import MessageToDict
-from pydantic import BaseModel, field_validator
+from pydantic import BaseModel, Field, field_validator
 
 import feast
 from feast import metrics as feast_metrics
@@ -50,11 +52,19 @@
 from feast.data_source import PushMode
 from feast.errors import (
     FeastError,
+    FeatureViewNotFoundException,
 )
 from feast.feast_object import FeastObject
+from feast.feature_server_utils import convert_response_to_dict
+from feast.feature_view import FeatureViewState
 from feast.feature_view_utils import get_feature_view_from_feature_store
+from feast.filter_models import ComparisonFilter, CompoundFilter
 from feast.permissions.action import WRITE, AuthzedAction
-from feast.permissions.security_manager import assert_permissions
+from feast.permissions.security_manager import (
+    assert_permissions,
+    get_security_manager,
+    is_auth_necessary,
+)
 from feast.permissions.server.rest import inject_user_details
 from feast.permissions.server.utils import (
     ServerType,
@@ -62,6 +72,7 @@
     init_security_manager,
     str_to_auth_manager_type,
 )
+from feast.vector_store_utils import VectorStoreRegistry, build_vector_store_object
 
 
 # TODO: deprecate this in favor of push features
@@ -86,12 +97,26 @@ class MaterializeRequest(BaseModel):
     feature_views: Optional[List[str]] = None
     disable_event_timestamp: bool = False
     full_feature_names: bool = False
+    version: Optional[str] = Field(
+        None,
+        description=(
+            "Optional version to materialize (e.g. 'v2'). Requires feature_views "
+            "with exactly one entry and registry.enable_online_feature_view_versioning."
+        ),
+    )
 
 
 class MaterializeIncrementalRequest(BaseModel):
     end_ts: str
     feature_views: Optional[List[str]] = None
     full_feature_names: bool = False
+    version: Optional[str] = Field(
+        None,
+        description=(
+            "Optional version to materialize (e.g. 'v2'). Requires feature_views "
+            "with exactly one entry and registry.enable_online_feature_view_versioning."
+        ),
+    )
 
 
 class GetOnlineFeaturesRequest(BaseModel):
@@ -110,7 +135,36 @@ class GetOnlineDocumentsRequest(BaseModel):
     top_k: Optional[int] = None
     query: Optional[List[float]] = None
     query_string: Optional[str] = None
+    distance_metric: Optional[str] = None
     api_version: Optional[int] = 1
+    filters: Optional[Union[ComparisonFilter, CompoundFilter]] = None
+
+
+class OpenAISearchMetadata(BaseModel):
+    features_to_retrieve: Optional[List[str]] = None
+    content_field: Optional[str] = None
+
+
+class OpenAIRankingOptions(BaseModel):
+    ranker: Optional[str] = None
+    score_threshold: Optional[float] = None
+
+
+class OpenAISearchRequest(BaseModel):
+    query: Union[str, List[str]]
+    filters: Optional[Union[ComparisonFilter, CompoundFilter]] = None
+    max_num_results: Optional[int] = 10
+    ranking_options: Optional[OpenAIRankingOptions] = None
+    rewrite_query: Optional[bool] = None
+    metadata: Optional[OpenAISearchMetadata] = None
+
+
+class OpenAIVectorStoreObject(BaseModel):
+    id: str
+    object: str = "vector_store"
+    name: str
+    status: str = "completed"
+    created_at: int = 0
 
 
 class FeatureVectorResponse(BaseModel):
@@ -148,28 +202,71 @@ class ChatRequest(BaseModel):
     messages: List[ChatMessage]
 
 
-def _resolve_feature_counts(
+def _parse_feature_info(
     features: Union[List[str], "feast.FeatureService"],
 ) -> tuple:
-    """Return (feature_count, feature_view_count) from the resolved features.
+    """Return ``(feature_view_names, feature_count)`` from resolved features.
 
     ``features`` is either a list of ``"feature_view:feature"`` strings or
     a ``FeatureService`` with ``feature_view_projections``.
+
+    Returns:
+        (fv_names, feat_count) where fv_names is a list of unique feature
+        view name strings and feat_count is the total number of features.
     """
     from feast.feature_service import FeatureService
+    from feast.utils import _parse_feature_ref
 
     if isinstance(features, FeatureService):
         projections = features.feature_view_projections
-        fv_count = len(projections)
+        fv_names = [p.name for p in projections]
         feat_count = sum(len(p.features) for p in projections)
     elif isinstance(features, list):
         feat_count = len(features)
-        fv_names = {ref.split(":")[0].split("@")[0] for ref in features if ":" in ref}
-        fv_count = len(fv_names)
+        fv_names = list({_parse_feature_ref(ref)[0] for ref in features if ":" in ref})
     else:
+        fv_names = []
         feat_count = 0
-        fv_count = 0
-    return str(feat_count), str(fv_count)
+    return fv_names, feat_count
+
+
+def _resolve_feature_counts(
+    features: Union[List[str], "feast.FeatureService"],
+) -> tuple:
+    """Return ``(feature_count_str, feature_view_count_str)`` for Prometheus labels."""
+    fv_names, feat_count = _parse_feature_info(features)
+    return str(feat_count), str(len(fv_names))
+
+
+def _emit_online_audit(
+    request: GetOnlineFeaturesRequest,
+    features: Union[List[str], "feast.FeatureService"],
+    entity_count: int,
+    status: str,
+    latency_ms: float,
+):
+    """Best-effort audit log emission for online feature requests."""
+    try:
+        from feast.permissions.security_manager import get_security_manager
+
+        requestor_id = "anonymous"
+        sm = get_security_manager()
+        if sm and sm.current_user:
+            requestor_id = sm.current_user.username or "anonymous"
+
+        fv_names, feat_count = _parse_feature_info(features)
+
+        feast_metrics.emit_online_audit_log(
+            requestor_id=requestor_id,
+            entity_keys=list(request.entities.keys()),
+            entity_count=entity_count,
+            feature_views=fv_names,
+            feature_count=feat_count,
+            status=status,
+            latency_ms=latency_ms,
+        )
+    except Exception:
+        logger.warning("Failed to emit online audit log", exc_info=True)
 
 
 async def _get_features(
@@ -184,7 +281,7 @@ async def _get_features(
             resource=feature_service, actions=[AuthzedAction.READ_ONLINE]
         )
         features = feature_service  # type: ignore
-    else:
+    elif is_auth_necessary(get_security_manager()):
         all_feature_views, all_on_demand_feature_views = await run_in_threadpool(
             utils._get_feature_views_to_use,
             store.registry,
@@ -202,6 +299,8 @@ async def _get_features(
                 resource=od_feature_view, actions=[AuthzedAction.READ_ONLINE]
             )
         features = request.features  # type: ignore
+    else:
+        features = request.features  # type: ignore
     return features
 
 
@@ -251,6 +350,128 @@ async def load_static_artifacts(app: FastAPI, store):
         logger.warning(f"Failed to load static artifacts: {e}")
 
 
+def _authorize_materialize_views(
+    store: "feast.FeatureStore",
+    feature_view_names: Optional[List[str]],
+    version: Optional[str] = None,
+) -> List[str]:
+    """Resolve + authorize feature views for materialization.
+
+    Returns the resolved list of FV names (all eligible FVs when
+    feature_view_names is None).
+    """
+    parsed_version = store._validate_materialize_version(version, feature_view_names)
+    feature_views_to_materialize = store._get_feature_views_to_materialize(
+        feature_view_names, version=parsed_version
+    )
+    for fv in feature_views_to_materialize:
+        assert_permissions(
+            resource=fv,
+            actions=[AuthzedAction.WRITE_ONLINE],
+        )
+    return [fv.name for fv in feature_views_to_materialize]
+
+
+def _check_already_materializing(
+    store: "feast.FeatureStore",
+    fv_names: List[str],
+) -> Optional[JSONResponse]:
+    """Return a 409 JSONResponse if any requested FV is already MATERIALIZING."""
+    conflicting: List[str] = []
+    for fv_name in fv_names:
+        try:
+            fv = store.registry.get_feature_view(
+                fv_name, store.project, allow_cache=False
+            )
+            if getattr(fv, "state", None) == FeatureViewState.MATERIALIZING:
+                conflicting.append(fv_name)
+        except (FeatureViewNotFoundException, KeyError):
+            pass
+        except Exception as e:
+            logger.warning(
+                f"Unexpected error checking MATERIALIZING state for {fv_name}: {e}"
+            )
+    if conflicting:
+        return JSONResponse(
+            status_code=409,
+            content={
+                "error": (
+                    f"Cannot start async materialization — the following feature "
+                    f"views are already in MATERIALIZING state: {conflicting}. "
+                    f"Use ?force=true to override."
+                ),
+                "feature_views": conflicting,
+            },
+        )
+    return None
+
+
+def _update_fv_state(
+    store: "feast.FeatureStore",
+    fv_names: List[str],
+    state: FeatureViewState,
+) -> None:
+    """Set FV state in the registry for each named feature view."""
+    for fv_name in fv_names:
+        try:
+            fv = store.registry.get_feature_view(
+                fv_name, store.project, allow_cache=False
+            )
+            fv.state = state
+            store.registry.apply_feature_view(fv, store.project)
+        except (FeatureViewNotFoundException, KeyError):
+            logger.warning(f"Feature view {fv_name} not found; skip state={state}")
+        except Exception as e:
+            logger.warning(f"Failed to set state={state} for {fv_name}: {e}")
+
+
+def _reset_stuck_materializing_to_generated(
+    store: "feast.FeatureStore",
+    fv_names: List[str],
+) -> None:
+    """Reset FVs currently in MATERIALIZING to GENERATED (force override)."""
+    stuck: List[str] = []
+    for fv_name in fv_names:
+        try:
+            fv = store.registry.get_feature_view(
+                fv_name, store.project, allow_cache=False
+            )
+            if getattr(fv, "state", None) == FeatureViewState.MATERIALIZING:
+                stuck.append(fv_name)
+        except (FeatureViewNotFoundException, KeyError):
+            pass
+        except Exception as e:
+            logger.warning(f"Unexpected error while force-resetting {fv_name}: {e}")
+    if stuck:
+        _update_fv_state(store, stuck, FeatureViewState.GENERATED)
+        logger.info(
+            "Force reset MATERIALIZING → GENERATED for feature views: %s", stuck
+        )
+
+
+def _parse_materialize_timestamps(
+    request: "MaterializeRequest",
+) -> tuple:
+    """Parse and validate start/end timestamps from a MaterializeRequest."""
+    if request.disable_event_timestamp:
+        now = datetime.now()
+        return datetime(1970, 1, 1), now
+
+    if not request.start_ts or not request.end_ts:
+        raise ValueError(
+            "start_ts and end_ts are required when disable_event_timestamp is False"
+        )
+    try:
+        start_date = utils.make_tzaware(parser.parse(request.start_ts))
+        end_date = utils.make_tzaware(parser.parse(request.end_ts))
+    except (ValueError, TypeError) as e:
+        raise ValueError(f"Invalid timestamp format: {e}") from e
+
+    if start_date >= end_date:
+        raise ValueError(f"start_ts ({start_date}) must be before end_ts ({end_date})")
+    return start_date, end_date
+
+
 def get_app(
     store: "feast.FeatureStore",
     registry_ttl_sec: int = DEFAULT_FEATURE_SERVER_REGISTRY_TTL,
@@ -275,7 +496,11 @@ def get_app(
 
     The app provides the following endpoints:
     - `/get-online-features`: Get online features
-    - `/retrieve-online-documents`: Retrieve online documents
+    - `/search`: Vector similarity search (RAG)
+    - `/retrieve-online-documents`: Deprecated alias for `/search`
+    - `/v1/vector_stores`: List vector stores (GET)
+    - `/v1/vector_stores/{vector_store_id}`: Get a vector store (GET)
+    - `/v1/vector_stores/{vector_store_id}/search`: OpenAI-compatible vector search
     - `/push`: Push features to the feature store
     - `/write-to-online-store`: Write to the online store
     - `/health`: Health check
@@ -288,7 +513,6 @@ def get_app(
     """
     proto_json.patch()
     # Asynchronously refresh registry, notifying shutdown and canceling the active timer if the app is shutting down
-    registry_proto = None
     shutting_down = False
     active_timer: Optional[threading.Timer] = None
     # --- Offline write batching config and batcher ---
@@ -327,19 +551,36 @@ def get_app(
     else:
         logger.debug("Offline write batching is DISABLED")
 
+    # Dedicated pool for async materialize so long Spark/offline waits do not
+    # starve the default executor used by online serving and run_in_threadpool.
+    _mat_workers_raw = os.environ.get("FEAST_MATERIALIZE_MAX_WORKERS", "2")
+    try:
+        materialize_max_workers = max(1, int(_mat_workers_raw))
+    except ValueError:
+        logger.warning(
+            "Invalid FEAST_MATERIALIZE_MAX_WORKERS=%r; using default 2",
+            _mat_workers_raw,
+        )
+        materialize_max_workers = 2
+    materialize_executor = ThreadPoolExecutor(
+        max_workers=materialize_max_workers,
+        thread_name_prefix="feast-materialize",
+    )
+
     def stop_refresh():
         nonlocal shutting_down
         shutting_down = True
         if active_timer:
             active_timer.cancel()
 
+    vs_registry = VectorStoreRegistry(store)
+
     def async_refresh():
         if shutting_down:
             return
 
         store.refresh_registry()
-        nonlocal registry_proto
-        registry_proto = store.registry.proto()
+        vs_registry.refresh()
 
         if registry_ttl_sec:
             nonlocal active_timer
@@ -359,6 +600,9 @@ async def lifespan(app: FastAPI):
             stop_refresh()
             if offline_batcher is not None:
                 offline_batcher.shutdown()
+            # wait=False: do not block process exit on in-flight materialize
+            # (same fire-and-forget contract as returning 202 mid-job).
+            materialize_executor.shutdown(wait=False)
             await store.close()
 
     app = FastAPI(lifespan=lifespan)
@@ -387,33 +631,35 @@ async def get_online_features(request: GetOnlineFeaturesRequest) -> Any:
                 include_feature_view_version_metadata=request.include_feature_view_version_metadata,
             )
 
-            if store._get_provider().async_supported.online.read:
-                response = await store.get_online_features_async(**read_params)  # type: ignore
-            else:
-                response = await run_in_threadpool(
-                    lambda: store.get_online_features(**read_params)  # type: ignore
+            audit_start_ms = time.monotonic() * 1000
+            audit_status = "success"
+            try:
+                if store._get_provider().async_supported.online.read:
+                    response = await store.get_online_features_async(**read_params)  # type: ignore
+                else:
+                    response = await run_in_threadpool(
+                        lambda: store.get_online_features(**read_params)  # type: ignore
+                    )
+            except Exception:
+                audit_status = "error"
+                raise
+            finally:
+                audit_latency_ms = time.monotonic() * 1000 - audit_start_ms
+                _emit_online_audit(
+                    request, features, entity_count, audit_status, audit_latency_ms
                 )
 
             response_dict = await run_in_threadpool(
-                MessageToDict,
-                response.proto,
-                preserving_proto_field_name=True,
-                float_precision=18,
+                convert_response_to_dict, response.proto
             )
-            return response_dict
+            return JSONResponse(content=response_dict)
 
-    @app.post(
-        "/retrieve-online-documents",
-        dependencies=[Depends(inject_user_details)],
-        response_model=OnlineFeaturesResponse,
-    )
-    async def retrieve_online_documents(
+    async def _search_online_documents(
         request: GetOnlineDocumentsRequest,
-    ) -> Any:
-        with feast_metrics.track_request_latency("/retrieve-online-documents"):
-            logger.warning(
-                "This endpoint is in alpha and will be moved to /get-online-features when stable."
-            )
+        *,
+        metrics_path: str,
+    ) -> JSONResponse:
+        with feast_metrics.track_request_latency(metrics_path):
             features = await _get_features(request, store)
 
             read_params = dict(
@@ -423,6 +669,10 @@ async def retrieve_online_documents(
             )
             if request.api_version == 2 and request.query_string is not None:
                 read_params["query_string"] = request.query_string
+            if request.api_version == 2 and request.distance_metric is not None:
+                read_params["distance_metric"] = request.distance_metric
+            if request.api_version == 2 and request.filters is not None:
+                read_params["filters"] = request.filters
 
             if request.api_version == 2:
                 read_params["include_feature_view_version_metadata"] = (
@@ -437,12 +687,127 @@ async def retrieve_online_documents(
                 )
 
             response_dict = await run_in_threadpool(
-                MessageToDict,
-                response.proto,
-                preserving_proto_field_name=True,
-                float_precision=18,
+                convert_response_to_dict, response.proto
             )
-            return response_dict
+            return JSONResponse(content=response_dict)
+
+    @app.post(
+        "/search",
+        dependencies=[Depends(inject_user_details)],
+        response_model=OnlineFeaturesResponse,
+    )
+    async def search(request: GetOnlineDocumentsRequest) -> JSONResponse:
+        """Vector similarity search against online document embeddings."""
+        return await _search_online_documents(request, metrics_path="/search")
+
+    @app.post(
+        "/retrieve-online-documents",
+        dependencies=[Depends(inject_user_details)],
+        response_model=OnlineFeaturesResponse,
+        include_in_schema=False,
+    )
+    async def retrieve_online_documents(
+        request: GetOnlineDocumentsRequest,
+    ) -> JSONResponse:
+        logger.warning(
+            "POST /retrieve-online-documents is deprecated; use POST /search instead."
+        )
+        return await _search_online_documents(
+            request, metrics_path="/retrieve-online-documents"
+        )
+
+    @app.get(
+        "/v1/vector_stores",
+        dependencies=[Depends(inject_user_details)],
+    )
+    async def list_vector_stores() -> JSONResponse:
+        permitted: list = []
+        for obj in vs_registry.list_vector_stores():
+            fv = vs_registry.resolve(obj["id"])
+            try:
+                assert_permissions(resource=fv, actions=[AuthzedAction.DESCRIBE])
+                permitted.append(obj)
+            except Exception:
+                pass
+        return JSONResponse(content={"object": "list", "data": permitted})
+
+    @app.get(
+        "/v1/vector_stores/{vector_store_id}",
+        dependencies=[Depends(inject_user_details)],
+    )
+    async def get_vector_store(vector_store_id: str) -> JSONResponse:
+        try:
+            fv = vs_registry.resolve(vector_store_id)
+            assert_permissions(resource=fv, actions=[AuthzedAction.DESCRIBE])
+        except FeatureViewNotFoundException:
+            return JSONResponse(
+                status_code=404,
+                content={
+                    "error": {
+                        "message": f"No vector store found with id '{vector_store_id}'",
+                        "type": "not_found_error",
+                    }
+                },
+            )
+        return JSONResponse(content=build_vector_store_object(store.project, fv))
+
+    @app.post(
+        "/v1/vector_stores/{vector_store_id}/search",
+        dependencies=[Depends(inject_user_details)],
+    )
+    async def vector_store_search(
+        vector_store_id: str,
+        request: OpenAISearchRequest,
+    ) -> JSONResponse:
+        with feast_metrics.track_request_latency(
+            "/v1/vector_stores/{vector_store_id}/search"
+        ):
+            try:
+                feature_view = vs_registry.resolve(vector_store_id)
+                assert_permissions(
+                    resource=feature_view,
+                    actions=[AuthzedAction.READ_ONLINE],
+                )
+
+                result = await store.openai_search(
+                    vector_store_id=feature_view.name,
+                    query=request.query,
+                    vs_id=vector_store_id,
+                    max_num_results=request.max_num_results or 10,
+                    filters=request.filters,
+                    ranking_options=(
+                        request.ranking_options.model_dump()
+                        if request.ranking_options
+                        else None
+                    ),
+                    rewrite_query=request.rewrite_query,
+                    features_to_retrieve=(
+                        request.metadata.features_to_retrieve
+                        if request.metadata
+                        else None
+                    ),
+                )
+            except FeatureViewNotFoundException:
+                return JSONResponse(
+                    status_code=404,
+                    content={
+                        "error": {
+                            "message": f"No vector store found with id '{vector_store_id}'",
+                            "type": "not_found_error",
+                        }
+                    },
+                )
+            except ValueError as e:
+                return JSONResponse(
+                    status_code=422,
+                    content={
+                        "error": {
+                            "message": str(e),
+                            "type": "invalid_request_error",
+                        }
+                    },
+                )
+            return JSONResponse(content=result)
 
     @app.post("/push", dependencies=[Depends(inject_user_details)])
     async def push(request: PushFeaturesRequest) -> Response:
@@ -569,11 +934,11 @@ async def write_to_online_store(request: WriteToFeatureStoreRequest) -> None:
 
     @app.get("/health")
     async def health():
-        return (
-            Response(status_code=status.HTTP_200_OK)
-            if registry_proto
-            else Response(status_code=status.HTTP_503_SERVICE_UNAVAILABLE)
-        )
+        try:
+            store.registry.list_projects(allow_cache=True)
+            return Response(status_code=status.HTTP_200_OK)
+        except Exception:
+            return Response(status_code=status.HTTP_503_SERVICE_UNAVAILABLE)
 
     @app.post("/chat")
     async def chat(request: ChatRequest):
@@ -591,50 +956,115 @@ async def chat_ui():
         return Response(content=content, media_type="text/html")
 
     @app.post("/materialize", dependencies=[Depends(inject_user_details)])
-    async def materialize(request: MaterializeRequest) -> None:
+    async def materialize(
+        request: MaterializeRequest,
+        async_mode: bool = Query(False, alias="async"),
+        force: bool = Query(False),
+    ):
         with feast_metrics.track_request_latency("/materialize"):
-            for feature_view in request.feature_views or []:
-                resource = await _get_feast_object(feature_view, True)
-                assert_permissions(
-                    resource=resource,
-                    actions=[AuthzedAction.WRITE_ONLINE],
-                )
+            fv_names = _authorize_materialize_views(
+                store, request.feature_views, version=request.version
+            )
+            start_date, end_date = _parse_materialize_timestamps(request)
 
-            if request.disable_event_timestamp:
-                now = datetime.now()
-                start_date = datetime(1970, 1, 1)
-                end_date = now
-            else:
-                if not request.start_ts or not request.end_ts:
-                    raise ValueError(
-                        "start_ts and end_ts are required when disable_event_timestamp is False"
-                    )
-                start_date = utils.make_tzaware(parser.parse(request.start_ts))
-                end_date = utils.make_tzaware(parser.parse(request.end_ts))
+            if async_mode:
+                if force:
+                    _reset_stuck_materializing_to_generated(store, fv_names)
+                else:
+                    conflict = _check_already_materializing(store, fv_names)
+                    if conflict:
+                        return conflict
+
+                # Reserve MATERIALIZING before 202 so concurrent requests hit 409.
+                # store.materialize() treats already-MATERIALIZING as a no-op.
+                _update_fv_state(store, fv_names, FeatureViewState.MATERIALIZING)
+
+                def _run_materialize():
+                    try:
+                        store.materialize(
+                            start_date,
+                            end_date,
+                            fv_names,
+                            disable_event_timestamp=request.disable_event_timestamp,
+                            full_feature_names=request.full_feature_names,
+                            version=request.version,
+                        )
+                    except Exception as e:
+                        logger.error(
+                            f"Async materialization failed for {fv_names}: {e}",
+                            exc_info=True,
+                        )
+                        _reset_stuck_materializing_to_generated(store, fv_names)
+
+                loop = asyncio.get_running_loop()
+                loop.run_in_executor(materialize_executor, _run_materialize)
+
+                return JSONResponse(
+                    status_code=202,
+                    content={"status": "accepted", "feature_views": fv_names},
+                )
 
             await run_in_threadpool(
                 store.materialize,
                 start_date,
                 end_date,
-                request.feature_views,
+                fv_names,
                 disable_event_timestamp=request.disable_event_timestamp,
                 full_feature_names=request.full_feature_names,
+                version=request.version,
             )
 
     @app.post("/materialize-incremental", dependencies=[Depends(inject_user_details)])
-    async def materialize_incremental(request: MaterializeIncrementalRequest) -> None:
+    async def materialize_incremental(
+        request: MaterializeIncrementalRequest,
+        async_mode: bool = Query(False, alias="async"),
+        force: bool = Query(False),
+    ):
         with feast_metrics.track_request_latency("/materialize-incremental"):
-            for feature_view in request.feature_views or []:
-                resource = await _get_feast_object(feature_view, True)
-                assert_permissions(
-                    resource=resource,
-                    actions=[AuthzedAction.WRITE_ONLINE],
+            fv_names = _authorize_materialize_views(
+                store, request.feature_views, version=request.version
+            )
+            end_date = utils.make_tzaware(parser.parse(request.end_ts))
+
+            if async_mode:
+                if force:
+                    _reset_stuck_materializing_to_generated(store, fv_names)
+                else:
+                    conflict = _check_already_materializing(store, fv_names)
+                    if conflict:
+                        return conflict
+
+                _update_fv_state(store, fv_names, FeatureViewState.MATERIALIZING)
+
+                def _run_materialize_incremental():
+                    try:
+                        store.materialize_incremental(
+                            end_date,
+                            fv_names,
+                            full_feature_names=request.full_feature_names,
+                            version=request.version,
+                        )
+                    except Exception as e:
+                        logger.error(
+                            f"Async materialize-incremental failed for {fv_names}: {e}",
+                            exc_info=True,
+                        )
+                        _reset_stuck_materializing_to_generated(store, fv_names)
+
+                loop = asyncio.get_running_loop()
+                loop.run_in_executor(materialize_executor, _run_materialize_incremental)
+
+                return JSONResponse(
+                    status_code=202,
+                    content={"status": "accepted", "feature_views": fv_names},
                 )
+
             await run_in_threadpool(
                 store.materialize_incremental,
-                utils.make_tzaware(parser.parse(request.end_ts)),
-                request.feature_views,
+                end_date,
+                fv_names,
                 full_feature_names=request.full_feature_names,
+                version=request.version,
             )
 
     @app.exception_handler(Exception)
@@ -778,6 +1208,7 @@ def __init__(
                 store=store,
                 registry_ttl_sec=options["registry_ttl_sec"],
             )
+            self._store = store
             self._options = options
             self._metrics_enabled = metrics_enabled
             super().__init__()
@@ -789,15 +1220,19 @@ def load_config(self):
 
             self.cfg.set("worker_class", "uvicorn_worker.UvicornWorker")
             if self._metrics_enabled:
-                self.cfg.set("post_worker_init", _gunicorn_post_worker_init)
+                self.cfg.set(
+                    "post_worker_init",
+                    functools.partial(_gunicorn_post_worker_init, self._store),
+                )
                 self.cfg.set("child_exit", _gunicorn_child_exit)
 
         def load(self):
             return self._app
 
-    def _gunicorn_post_worker_init(worker):
-        """Start per-worker resource monitoring after Gunicorn forks."""
+    def _gunicorn_post_worker_init(store: "feast.FeatureStore", worker):
+        """Start per-worker resource and freshness monitoring after Gunicorn forks."""
         feast_metrics.init_worker_monitoring()
+        feast_metrics.init_worker_freshness_monitoring(store)
 
     def _gunicorn_child_exit(server, worker):
         """Clean up Prometheus metric files for a dead worker."""
@@ -835,6 +1270,7 @@ def start_server(
             store,
             metrics_config=flags,
             start_resource_monitoring=not uses_gunicorn,
+            start_freshness_monitoring=not uses_gunicorn,
         )
 
     logger.debug("start_server called")
diff --git a/sdk/python/feast/feature_server_utils.py b/sdk/python/feast/feature_server_utils.py
new file mode 100644
index 00000000000..946fae8a9b4
--- /dev/null
+++ b/sdk/python/feast/feature_server_utils.py
@@ -0,0 +1,160 @@
+"""Fast serialization utilities for Feature Server responses.
+
+Matches the output format of MessageToDict with proto_json.patch() applied.
+Values are serialized as native Python types (not wrapped dicts).
+"""
+
+import base64
+import logging
+from datetime import datetime, timezone
+from typing import Any, Dict, Optional
+
+from feast.protos.feast.serving.ServingService_pb2 import GetOnlineFeaturesResponse
+from feast.protos.feast.types.Value_pb2 import Value
+
+logger = logging.getLogger(__name__)
+
+# FieldStatus enum mapping (protos/feast/serving/ServingService.proto)
+_STATUS_NAMES: Dict[int, str] = {
+    0: "INVALID",
+    1: "PRESENT",
+    2: "NULL_VALUE",
+    3: "NOT_FOUND",
+    4: "OUTSIDE_MAX_AGE",
+}
+
+
+def convert_response_to_dict(response: GetOnlineFeaturesResponse) -> Dict[str, Any]:
+    """Convert GetOnlineFeaturesResponse to a JSON-serializable dict.
+
+    Matches the structure produced by MessageToDict(proto, preserving_proto_field_name=True)
+    with proto_json.patch() applied, with one intentional difference:
+
+    - double_val fields are returned as Python float objects (json.dumps uses Python 3.1+
+      shortest round-trip form, ~15-17 sig digits) rather than 18 fixed significant digits
+      (float_precision=18). Values are numerically identical; only the JSON string length
+      may differ. This is safe for all ML feature types and avoids unnecessary precision
+      overhead.
+    """
+    result: Dict[str, Any] = {
+        "results": [
+            {
+                "values": [_value_to_native(v) for v in feature_vector.values],
+                "statuses": [
+                    _STATUS_NAMES.get(s, "INVALID") for s in feature_vector.statuses
+                ],
+                **(
+                    {
+                        "event_timestamps": [
+                            _timestamp_to_str(ts)
+                            for ts in feature_vector.event_timestamps
+                        ]
+                    }
+                    if feature_vector.event_timestamps
+                    else {}
+                ),
+            }
+            for feature_vector in response.results
+        ]
+    }
+
+    if response.HasField("metadata"):
+        result["metadata"] = _metadata_to_dict(response.metadata)
+
+    if response.status:
+        result["status"] = response.status
+
+    return result
+
+
+def _value_to_native(v: Value) -> Optional[Any]:
+    """Convert a Value proto to a JSON-serializable Python type.
+
+    bytes_val and bytes_list_val are base64-encoded (RFC 4648) so that
+    JSONResponse can serialize them without TypeError. This matches standard
+    protobuf JSON encoding for bytes fields and is safe for all HTTP clients.
+    """
+    which = v.WhichOneof("val")
+    if which is None or which == "null_val":
+        return None
+    # bytes must be base64-encoded for JSON serialization
+    elif which == "bytes_val":
+        return base64.b64encode(v.bytes_val).decode("ascii")
+    # RepeatedValue — nested Values that must be recursively converted
+    elif which in ("list_val", "set_val"):
+        return [_value_to_native(nested) for nested in getattr(v, which).val]
+    # Map<string, Value> — recursively convert nested Values
+    elif which in ("map_val", "struct_val"):
+        return {k: _value_to_native(vv) for k, vv in getattr(v, which).val.items()}
+    # MapList — list of Map<string, Value>
+    elif which in ("map_list_val", "struct_list_val"):
+        return [
+            {k: _value_to_native(vv) for k, vv in m.val.items()}
+            for m in getattr(v, which).val
+        ]
+    # scalar_map_val has non-string keys; full conversion requires extra work and
+    # this type is not returned by standard get_online_features paths today.
+    elif which == "scalar_map_val":
+        logger.warning(
+            "scalar_map_val is not yet supported by convert_response_to_dict; value will be None"
+        )
+        return None
+    # zoned_timestamp_val is a ZonedTimestamp message; serialize as an ISO 8601
+    # string in its stored zone so JSONResponse can encode it (the raw message
+    # is not JSON-serializable).
+    elif which == "zoned_timestamp_val":
+        return _zoned_timestamp_to_str(v.zoned_timestamp_val)
+    # bytes_list_val / bytes_set_val — base64-encode each element
+    elif which in ("bytes_list_val", "bytes_set_val"):
+        return [base64.b64encode(b).decode("ascii") for b in getattr(v, which).val]
+    # All other list/set types have scalar .val fields
+    elif "_list_" in which or "_set_" in which:
+        return list(getattr(v, which).val)
+    else:
+        return getattr(v, which)
+
+
+def _zoned_timestamp_to_str(zoned) -> Optional[str]:
+    """Convert a ZonedTimestamp proto to an ISO 8601 string in its stored zone.
+
+    A null instant (NaT sentinel) returns None. The zone is resolved via the
+    same logic used on the read path so IANA names and fixed offsets round-trip.
+    """
+    from feast.type_map import NULL_TIMESTAMP_INT_VALUE, _zone_from_name
+
+    if zoned.unix_timestamp == NULL_TIMESTAMP_INT_VALUE:
+        return None
+    tz = _zone_from_name(zoned.zone)
+    return datetime.fromtimestamp(zoned.unix_timestamp, tz=tz).isoformat()
+
+
+def _timestamp_to_str(ts) -> str:
+    """Convert protobuf Timestamp to RFC 3339 format with Z suffix.
+
+    Uses adaptive precision to match MessageToDict output:
+    - No fractional seconds when nanos == 0
+    - 3 digits (milliseconds) when nanos % 1_000_000 == 0
+    - 6 digits (microseconds) when nanos % 1_000 == 0
+    - 9 digits (nanoseconds) otherwise
+    """
+    if ts.seconds == 0 and ts.nanos == 0:
+        return "1970-01-01T00:00:00Z"
+    dt = datetime.fromtimestamp(ts.seconds, tz=timezone.utc)
+    base = dt.strftime("%Y-%m-%dT%H:%M:%S")
+    nanos = ts.nanos
+    if nanos == 0:
+        return base + "Z"
+    elif nanos % 1_000_000 == 0:
+        return base + ".%03dZ" % (nanos // 1_000_000)
+    elif nanos % 1_000 == 0:
+        return base + ".%06dZ" % (nanos // 1_000)
+    else:
+        return base + ".%09dZ" % nanos
+
+
+def _metadata_to_dict(metadata) -> Dict[str, Any]:
+    """Convert FeatureResponseMeta to dict (matches proto_json.patch() format)."""
+    result: Dict[str, Any] = {}
+    if metadata.HasField("feature_names"):
+        result["feature_names"] = list(metadata.feature_names.val)
+    return result
diff --git a/sdk/python/feast/feature_service.py b/sdk/python/feast/feature_service.py
index 5c062f15c67..5cc61372e0f 100644
--- a/sdk/python/feast/feature_service.py
+++ b/sdk/python/feast/feature_service.py
@@ -1,14 +1,19 @@
 from datetime import datetime
-from typing import Dict, List, Optional, Union
+from typing import TYPE_CHECKING, Dict, List, Optional, Union
 
 from google.protobuf.json_format import MessageToJson
 from typeguard import typechecked
 
 from feast.base_feature_view import BaseFeatureView
-from feast.errors import FeatureViewMissingDuringFeatureServiceInference
+from feast.errors import (
+    FeastObjectNotFoundException,
+    FeatureViewMissingDuringFeatureServiceInference,
+)
 from feast.feature_logging import LoggingConfig
 from feast.feature_view import FeatureView
 from feast.feature_view_projection import FeatureViewProjection
+from feast.field import Field
+from feast.labeling.label_view import LabelView
 from feast.on_demand_feature_view import OnDemandFeatureView
 from feast.protos.feast.core.FeatureService_pb2 import (
     FeatureService as FeatureServiceProto,
@@ -20,6 +25,9 @@
     FeatureServiceSpec as FeatureServiceSpecProto,
 )
 
+if TYPE_CHECKING:
+    from feast.infra.registry.base_registry import BaseRegistry
+
 
 @typechecked
 class FeatureService:
@@ -40,7 +48,7 @@ class FeatureService:
     """
 
     name: str
-    _features: List[Union[FeatureView, OnDemandFeatureView]]
+    _features: List[Union[FeatureView, OnDemandFeatureView, LabelView]]
     feature_view_projections: List[FeatureViewProjection]
     description: str
     tags: Dict[str, str]
@@ -49,27 +57,32 @@ class FeatureService:
     last_updated_timestamp: Optional[datetime] = None
     logging_config: Optional[LoggingConfig] = None
 
+    precompute_online: bool = False
+
     def __init__(
         self,
         *,
         name: str,
-        features: List[Union[FeatureView, OnDemandFeatureView]],
+        features: List[Union[FeatureView, OnDemandFeatureView, LabelView]],
         tags: Optional[Dict[str, str]] = None,
         description: str = "",
         owner: str = "",
         logging_config: Optional[LoggingConfig] = None,
+        precompute_online: bool = False,
     ):
         """
         Creates a FeatureService object.
 
         Args:
             name: The unique name of the feature service.
-            feature_view_projections: A list containing feature views and feature view
+            features: A list containing feature views and feature view
                 projections, representing the features in the feature service.
             description (optional): A human-readable description.
             tags (optional): A dictionary of key-value pairs to store arbitrary metadata.
             owner (optional): The owner of the feature view, typically the email of the
                 primary maintainer.
+            precompute_online (optional): When True, a pre-computed feature vector is
+                maintained per entity for single-read online retrieval.
         """
         self.name = name
         self._features = features
@@ -80,6 +93,7 @@ def __init__(
         self.created_timestamp = None
         self.last_updated_timestamp = None
         self.logging_config = logging_config
+        self.precompute_online = precompute_online
         for feature_grouping in self._features:
             if isinstance(feature_grouping, BaseFeatureView):
                 self.feature_view_projections.append(feature_grouping.projection)
@@ -154,6 +168,119 @@ def infer_features(
                     f'{type(feature_grouping)} as part of the "features" argument.)'
                 )
 
+    def prepare_for_apply(
+        self,
+        registry: "BaseRegistry",
+        project: str,
+        allow_cache: bool = False,
+    ) -> "FeatureService":
+        """
+        Materialize feature view projections before registry apply.
+
+        Uses the same FeatureService construction and ``infer_features`` path as
+        ``FeatureStore.apply`` for SDK-defined services.
+
+        When the service is already fully resolved (SDK path where _features is
+        set and projections already have features populated via infer_features,
+        OR the proto deserialization path where projections carry full dtype
+        info), this is a no-op.
+        """
+        from feast.types import Invalid
+
+        if self._features and all(p.features for p in self.feature_view_projections):
+            return self
+
+        if (
+            not self._features
+            and self.feature_view_projections
+            and all(
+                p.features and all(f.dtype != Invalid for f in p.features)
+                for p in self.feature_view_projections
+            )
+        ):
+            return self
+
+        fvs_to_update: Dict[str, Union[FeatureView, BaseFeatureView]] = {}
+
+        if self._features:
+            for feature_grouping in self._features:
+                if isinstance(feature_grouping, BaseFeatureView):
+                    fvs_to_update[feature_grouping.name] = (
+                        registry.get_any_feature_view(
+                            feature_grouping.name, project, allow_cache=allow_cache
+                        )
+                    )
+            self.infer_features(fvs_to_update=fvs_to_update)
+            return self
+
+        resolved_features: List[Union[FeatureView, OnDemandFeatureView, LabelView]] = []
+        for projection in self.feature_view_projections:
+            try:
+                feature_view = registry.get_any_feature_view(
+                    projection.name, project, allow_cache=allow_cache
+                )
+            except FeastObjectNotFoundException as exc:
+                raise FeastObjectNotFoundException(
+                    f"Feature view '{projection.name}' not found in project '{project}'"
+                ) from exc
+
+            if not isinstance(
+                feature_view, (FeatureView, OnDemandFeatureView, LabelView)
+            ):
+                raise ValueError(
+                    f"Cannot resolve projection for feature view '{projection.name}'"
+                )
+
+            fvs_to_update[feature_view.name] = feature_view
+            features_by_name = {
+                feature.name: feature for feature in feature_view.features
+            }
+
+            if self._projection_matches_registry_features(projection, features_by_name):
+                resolved_features.append(feature_view.with_projection(projection))
+            elif projection.desired_features:
+                resolved_features.append(
+                    feature_view[list(projection.desired_features)]
+                )
+            elif not projection.features:
+                resolved_features.append(feature_view)
+            else:
+                resolved_features.append(
+                    feature_view[[feature.name for feature in projection.features]]
+                )
+
+        prepared = FeatureService(
+            name=self.name,
+            features=resolved_features,
+            tags=self.tags,
+            description=self.description,
+            owner=self.owner,
+            logging_config=self.logging_config,
+            precompute_online=self.precompute_online,
+        )
+        prepared.created_timestamp = self.created_timestamp
+        prepared.last_updated_timestamp = self.last_updated_timestamp
+        prepared.infer_features(fvs_to_update=fvs_to_update)
+
+        self._features = prepared._features
+        self.feature_view_projections = prepared.feature_view_projections
+        return self
+
+    @staticmethod
+    def _projection_matches_registry_features(
+        projection: FeatureViewProjection,
+        features_by_name: Dict[str, Field],
+    ) -> bool:
+        if not projection.features:
+            return False
+
+        for feature in projection.features:
+            if feature.name not in features_by_name:
+                return False
+            if feature != features_by_name[feature.name]:
+                return False
+        return True
+
     def __repr__(self):
         items = (f"{k} = {v}" for k, v in self.__dict__.items())
         return f"<{self.__class__.__name__}({', '.join(items)})>"
@@ -166,15 +293,14 @@ def __hash__(self):
 
     def __eq__(self, other):
         if not isinstance(other, FeatureService):
-            raise TypeError(
-                "Comparisons should only involve FeatureService class objects."
-            )
+            return False
 
         if (
             self.name != other.name
             or self.description != other.description
             or self.tags != other.tags
             or self.owner != other.owner
+            or self.precompute_online != other.precompute_online
         ):
             return False
 
@@ -202,6 +328,7 @@ def from_proto(cls, feature_service_proto: FeatureServiceProto):
             logging_config=LoggingConfig.from_proto(
                 feature_service_proto.spec.logging_config
             ),
+            precompute_online=feature_service_proto.spec.precompute_online,
         )
         fs.feature_view_projections.extend(
             [
@@ -245,9 +372,62 @@ def to_proto(self) -> FeatureServiceProto:
             logging_config=self.logging_config.to_proto()
             if self.logging_config
             else None,
+            precompute_online=self.precompute_online,
         )
 
         return FeatureServiceProto(spec=spec, meta=meta)
 
+    @classmethod
+    def build_apply_request(
+        cls,
+        *,
+        name: str,
+        project: str,
+        feature_view_refs: List[tuple[str, Optional[List[str]]]],
+        description: str = "",
+        tags: Optional[Dict[str, str]] = None,
+        owner: str = "",
+        commit: bool = True,
+    ):
+        """Build an unresolved ApplyFeatureServiceRequest from feature view refs."""
+        from feast.protos.feast.core.Feature_pb2 import FeatureSpecV2
+        from feast.protos.feast.core.FeatureViewProjection_pb2 import (
+            FeatureViewProjection as FeatureViewProjectionProto,
+        )
+        from feast.protos.feast.registry import RegistryServer_pb2
+
+        projections = []
+        for feature_view_name, feature_names in feature_view_refs:
+            projection = FeatureViewProjectionProto(
+                feature_view_name=feature_view_name,
+            )
+            if feature_names:
+                for feature_name in feature_names:
+                    projection.feature_columns.append(FeatureSpecV2(name=feature_name))
+            projections.append(projection)
+
+        spec = FeatureServiceSpecProto(
+            name=name,
+            features=projections,
+            tags=tags or {},
+            description=description,
+            owner=owner,
+        )
+        return RegistryServer_pb2.ApplyFeatureServiceRequest(
+            feature_service=FeatureServiceProto(spec=spec),
+            project=project,
+            commit=commit,
+        )
+
     def validate(self):
-        pass
+        if not self.precompute_online:
+            return
+
+        for fv in self._features:
+            if isinstance(fv, OnDemandFeatureView) and not fv.write_to_online_store:
+                raise ValueError(
+                    f"FeatureService '{self.name}' has precompute_online=True but "
+                    f"contains OnDemandFeatureView '{fv.name}' with "
+                    f"write_to_online_store=False. On-demand transforms computed at "
+                    f"serve time cannot be pre-computed."
+                )
diff --git a/sdk/python/feast/feature_store.py b/sdk/python/feast/feature_store.py
index bfc71db875e..4a3cc6a8af2 100644
--- a/sdk/python/feast/feature_store.py
+++ b/sdk/python/feast/feature_store.py
@@ -14,15 +14,17 @@
 import asyncio
 import copy
 import itertools
+import logging
 import os
 import time
 import warnings
+from contextvars import ContextVar
+from dataclasses import dataclass, field
 from datetime import datetime, timedelta
 from pathlib import Path
 from typing import (
     TYPE_CHECKING,
     Any,
-    Callable,
     Dict,
     Iterable,
     List,
@@ -36,6 +38,7 @@
 
 if TYPE_CHECKING:
     from feast.diff.apply_progress import ApplyProgressContext
+    from feast.embedder import EmbeddingProvider
 
 import pandas as pd
 import pyarrow as pa
@@ -68,7 +71,14 @@
 )
 from feast.feast_object import FeastObject
 from feast.feature_service import FeatureService
-from feast.feature_view import DUMMY_ENTITY, DUMMY_ENTITY_NAME, FeatureView
+from feast.feature_view import (
+    DUMMY_ENTITY,
+    DUMMY_ENTITY_ID,
+    DUMMY_ENTITY_NAME,
+    FeatureView,
+    FeatureViewState,
+)
+from feast.filter_models import ComparisonFilter, CompoundFilter, convert_dict_to_filter
 from feast.inference import (
     update_data_sources_with_inferred_event_timestamp_col,
     update_feature_views_with_inferred_features_and_entities,
@@ -81,6 +91,7 @@
 from feast.infra.registry.base_registry import BaseRegistry
 from feast.infra.registry.registry import Registry
 from feast.infra.registry.sql import SqlRegistry
+from feast.labeling.label_view import LabelView
 from feast.on_demand_feature_view import OnDemandFeatureView
 from feast.online_response import OnlineResponse
 from feast.permissions.permission import Permission
@@ -99,12 +110,24 @@
 from feast.stream_feature_view import StreamFeatureView
 from feast.transformation.pandas_transformation import PandasTransformation
 from feast.transformation.python_transformation import PythonTransformation
-from feast.utils import _get_feature_view_vector_field_metadata, _utc_now
+from feast.utils import (
+    _distance_to_score,
+    _get_feature_view_vector_field_metadata,
+    _utc_now,
+)
+from feast.vector_store_utils import feature_view_to_vs_id
 from feast.version_utils import parse_version
 
+try:
+    from datetime import timezone as _timezone
+except ImportError:
+    _timezone = None  # type: ignore[assignment,misc]
+
 _track_materialization = None  # Lazy-loaded on first materialization call
 _track_materialization_loaded = False
 
+_logger = logging.getLogger(__name__)
+
 
 def _get_track_materialization():
     """Lazy-import feast.metrics only when materialization tracking is needed.
@@ -127,6 +150,16 @@ def _get_track_materialization():
 
 warnings.simplefilter("once", DeprecationWarning)
 
+_UNSET = object()
+
+
+@dataclass
+class _MaterializationDateRange:
+    """Per-batch start dates plus shared end date for materialization watermarks."""
+
+    end_date: datetime
+    fv_start_dates: dict = field(default_factory=dict)
+
 
 class FeatureStore:
     """
@@ -145,6 +178,7 @@ class FeatureStore:
     _registry: Optional[BaseRegistry]
     _provider: Optional[Provider]
     _openlineage_emitter: Optional[Any] = None
+    _embedding_provider: Optional["EmbeddingProvider"]
     _feature_service_cache: Dict[str, List[str]]
 
     def __init__(
@@ -152,6 +186,7 @@ def __init__(
         repo_path: Optional[str] = None,
         config: Optional[RepoConfig] = None,
         fs_yaml_file: Optional[Path] = None,
+        embedding_provider: Optional["EmbeddingProvider"] = None,
     ):
         """
         Creates a FeatureStore object.
@@ -161,6 +196,10 @@ def __init__(
             config (optional): Configuration object used to configure the feature store.
             fs_yaml_file (optional): Path to the `feature_store.yaml` file used to configure the feature store.
                 At most one of 'fs_yaml_file' and 'config' can be set.
+            embedding_provider (optional): Custom embedding provider implementing
+                the :class:`~feast.embedder.EmbeddingProvider` protocol. When not
+                supplied, a :class:`~feast.embedder.SentenceTransformersEmbeddingProvider` is
+                created from ``embedding_model`` in ``feature_store.yaml``.
 
         Raises:
             ValueError: If both or neither of repo_path and config are specified.
@@ -190,10 +229,140 @@ def __init__(
         self._registry = None
         self._provider = None
         self._openlineage_emitter = None
+        self._current_project: ContextVar[Optional[str]] = ContextVar(
+            "current_project", default=None
+        )
+        self._embedding_provider = embedding_provider
 
         # Initialize feature service cache for performance optimization
         self._feature_service_cache = {}
 
+        # Cache for _resolve_feature_service_name lookups
+        self._fs_name_cache: Dict[frozenset, Optional[str]] = {}
+        self._fs_name_index: Dict[frozenset, str] = {}
+        self._fs_name_index_ts: float = -self._FS_NAME_INDEX_TTL_SECONDS
+
+        self._mlflow_client: Any = _UNSET
+
+    def _init_mlflow(self) -> Optional[Any]:
+        """Bootstrap MLflow integration on first access.
+
+        Checks the config, imports the module, and creates the integration
+        client.  Returns the client or ``None`` if MLflow is disabled or
+        unavailable.
+        """
+        try:
+            mlflow_cfg = getattr(self.config, "mlflow", None)
+            if mlflow_cfg is None or not mlflow_cfg.enabled:
+                return None
+            from feast.mlflow import _register_store
+
+            _register_store(self)
+
+            from feast.mlflow_integration.client import FeastMlflowClient
+
+            return FeastMlflowClient(self)
+        except ImportError:
+            return None
+        except Exception as e:
+            warnings.warn(f"Failed to configure MLflow tracking: {e}")
+            return None
+
+    @property
+    def mlflow(self) -> Any:
+        """Access the Feast–MLflow integration client.
+
+        Lazily initializes on first access.  Returns ``None`` when MLflow
+        integration is not enabled, allowing callers to guard with
+        ``if store.mlflow:``.
+        """
+        if self._mlflow_client is _UNSET:
+            self._mlflow_client = self._init_mlflow()
+        return self._mlflow_client
+
+    @staticmethod
+    def _count_entities(entity_rows: Any) -> int:
+        """Count entities from either a list or columnar mapping."""
+        if isinstance(entity_rows, list):
+            return len(entity_rows)
+        if isinstance(entity_rows, Mapping):
+            try:
+                _first_col = next(iter(entity_rows.values()))
+                if isinstance(_first_col, RepeatedValue):
+                    return len(_first_col.val)
+                return len(_first_col)
+            except Exception:
+                return 0
+        return 0
+
+    _FS_NAME_INDEX_TTL_SECONDS = 300
+
+    def _rebuild_fs_name_index(self) -> None:
+        """Rebuild the {frozenset(refs) → service_name} index from the registry."""
+        index: Dict[frozenset, str] = {}
+        for fs in self.registry.list_feature_services(self.project, allow_cache=True):
+            fs_refs = frozenset(
+                f"{p.name_to_use()}:{f.name}"
+                for p in fs.feature_view_projections
+                for f in p.features
+            )
+            index[fs_refs] = fs.name
+        self._fs_name_index = index
+        self._fs_name_cache = {}
+        self._fs_name_index_ts = time.monotonic()
+
+    def _resolve_feature_service_name(self, feature_refs: List[str]) -> Optional[str]:
+        """Find the best-matching feature service for the given feature refs.
+
+        Resolution: exact match wins immediately; otherwise the smallest
+        superset (fewest extra features) is returned.  The full index is
+        rebuilt from the registry every _FS_NAME_INDEX_TTL_SECONDS and
+        per-query results are cached for O(1) repeated lookups.
+        """
+        try:
+            now = time.monotonic()
+            if (now - self._fs_name_index_ts) >= self._FS_NAME_INDEX_TTL_SECONDS:
+                self._rebuild_fs_name_index()
+
+            ref_key = frozenset(feature_refs)
+            if ref_key in self._fs_name_cache:
+                return self._fs_name_cache[ref_key]
+
+            if ref_key in self._fs_name_index:
+                self._fs_name_cache[ref_key] = self._fs_name_index[ref_key]
+                return self._fs_name_index[ref_key]
+
+            best_match = None
+            best_extra = float("inf")
+            for fs_refs, fs_name in self._fs_name_index.items():
+                if ref_key.issubset(fs_refs):
+                    extra = len(fs_refs) - len(ref_key)
+                    if extra < best_extra:
+                        best_match = fs_name
+                        best_extra = extra
+
+            self._fs_name_cache[ref_key] = best_match
+            return best_match
+        except Exception as e:
+            _logger.debug("Failed to resolve feature service name: %s", e)
+            return None
+
+    def _log_entity_df_metadata(self, entity_df, start_date=None, end_date=None):
+        """Log lightweight entity_df metadata to MLflow."""
+        try:
+            if self.mlflow is not None:
+                self.mlflow.log_entity_df_metadata(entity_df, start_date, end_date)
+        except Exception as e:
+            _logger.debug("Failed to log entity_df metadata to MLflow: %s", e)
+
+    def _log_entity_df_artifact(self, entity_df):
+        """Upload entity DataFrame as a parquet artifact to MLflow."""
+        try:
+            if self.mlflow is not None:
+                self.mlflow.log_entity_df_artifact(entity_df)
+        except Exception as e:
+            _logger.debug("Failed to log entity_df artifact to MLflow: %s", e)
+
     def _init_openlineage_emitter(self) -> Optional[Any]:
         """Initialize OpenLineage emitter if configured and enabled."""
         try:
@@ -207,6 +376,7 @@ def _init_openlineage_emitter(self) -> Optional[Any]:
                 ol_config = self.config.openlineage.to_openlineage_config()
                 emitter = FeastOpenLineageEmitter(ol_config)
                 if emitter.is_enabled:
+                    self._wire_local_processor(emitter)
                     return emitter
         except ImportError:
             # OpenLineage not installed, silently skip
@@ -215,6 +385,21 @@ def _init_openlineage_emitter(self) -> Optional[Any]:
             warnings.warn(f"Failed to initialize OpenLineage emitter: {e}")
         return None
 
+    def _wire_local_processor(self, emitter: Any) -> None:
+        """Wire the local OL consumer processor into the emitter so
+        Feast-produced events are also stored in the consumer DB."""
+        try:
+            from feast.api.registry.rest import get_ol_processor
+
+            processor = get_ol_processor()
+            if processor and hasattr(emitter, "_client") and emitter._client:
+                emitter._client.set_local_processor(processor)
+                _logger.info(
+                    "Feast OL emitter wired to local consumer processor (lazy)"
+                )
+        except Exception as e:
+            _logger.debug(f"Could not wire emitter to local processor: {e}")
+
     def __repr__(self) -> str:
         # Show lazy loading status without triggering initialization
         registry_status = "not loaded" if self._registry is None else "loaded"
@@ -228,6 +413,31 @@ def __repr__(self) -> str:
             f")"
         )
 
+    @property
+    def embedding_provider(self) -> "EmbeddingProvider":
+        """Return the active embedding provider, creating one from config if needed."""
+        if self._embedding_provider is None:
+            from feast.embedder import get_embedding_provider
+
+            embed_cfg = self.config.embedding_model
+            if embed_cfg is None:
+                raise ValueError(
+                    "No embedding provider set and embedding_model is not "
+                    "configured in feature_store.yaml. Either pass an "
+                    "embedding_provider to FeatureStore() or add an "
+                    "'embedding_model' section to feature_store.yaml.\n"
+                    "Example:\n"
+                    "  embedding_model:\n"
+                    "    provider: sentence_transformers\n"
+                    "    model: all-MiniLM-L6-v2"
+                )
+            self._embedding_provider = get_embedding_provider(embed_cfg)
+        return self._embedding_provider
+
+    @embedding_provider.setter
+    def embedding_provider(self, provider: "EmbeddingProvider") -> None:
+        self._embedding_provider = provider
+
     @property
     def registry(self) -> BaseRegistry:
         """Gets the registry of this feature store."""
@@ -269,8 +479,14 @@ def _create_registry(self) -> BaseRegistry:
 
     @property
     def project(self) -> str:
-        """Gets the project of this feature store."""
-        return self.config.project
+        """Gets the project for the current request context, falling back to the configured project."""
+        return self._current_project.get() or self.config.project
+
+    def set_current_project(self, project: Optional[str]):
+        return self._current_project.set(project)
+
+    def reset_current_project(self, token):
+        self._current_project.reset(token)
 
     @property
     def provider(self) -> Provider:
@@ -283,6 +499,186 @@ def _get_provider(self) -> Provider:
         # TODO: Bake self.repo_path into self.config so that we dont only have one interface to paths
         return self.provider
 
+    def _rollback_fv_states(
+        self,
+        feature_views: list,
+        previous_states: dict,
+    ) -> None:
+        """Restore feature views to their pre-materialization states."""
+        for fv in feature_views:
+            prev = previous_states.get(fv.name)
+            if (
+                hasattr(fv, "state")
+                and prev is not None
+                and prev != FeatureViewState.STATE_UNSPECIFIED
+            ):
+                fv.state = prev
+                self.registry.apply_feature_view(fv, self.project, commit=True)
+
+    def _transition_fv_to_materializing(
+        self,
+        feature_view,
+        already_transitioned: list,
+        previous_states: dict,
+    ) -> None:
+        """
+        Transition a feature view to MATERIALIZING state.
+
+        Rolls back all already-transitioned FVs if this one can't transition.
+        Already MATERIALIZING is a no-op (async server may have reserved the state
+        before returning 202); rollback target is GENERATED in that case.
+        """
+        current = getattr(feature_view, "state", None)
+        if current == FeatureViewState.MATERIALIZING:
+            previous_states[feature_view.name] = FeatureViewState.GENERATED
+            return
+
+        previous_states[feature_view.name] = current
+        if (
+            hasattr(feature_view, "state")
+            and feature_view.state != FeatureViewState.STATE_UNSPECIFIED
+        ):
+            if not feature_view.state.can_transition_to(FeatureViewState.MATERIALIZING):
+                self._rollback_fv_states(already_transitioned, previous_states)
+                raise ValueError(
+                    f"FeatureView {feature_view.name} cannot transition "
+                    f"from {feature_view.state.name} to MATERIALIZING."
+                )
+            feature_view.state = FeatureViewState.MATERIALIZING
+            self.registry.apply_feature_view(feature_view, self.project, commit=True)
+
+    def _submit_and_process_materialization_jobs(
+        self,
+        provider,
+        tasks: list,
+        regular_fvs: list,
+        previous_states: dict,
+        date_range: "_MaterializationDateRange",
+        openlineage_run_id: Optional[str] = None,
+    ) -> None:
+        """
+        Submit all tasks to the engine in one call and process the results.
+
+        For each returned job: record watermark on success, roll back state on
+        error. If the engine itself raises, all states are rolled back.
+        """
+        from feast.infra.common.materialization_job import (
+            MaterializationJobStatus,
+        )
+
+        batch_start = time.monotonic()
+        materialize_kwargs: Dict[str, Any] = {}
+        if openlineage_run_id and self.openlineage_emitter is not None:
+            from feast.openlineage.identity import (
+                LineageParentContext,
+                materialize_job_name,
+            )
+
+            materialize_kwargs["lineage_parent"] = LineageParentContext(
+                job_namespace=self.openlineage_emitter.namespace_for(self.project),
+                job_name=materialize_job_name(self.project),
+                run_id=openlineage_run_id,
+            )
+        try:
+            jobs = provider.batch_engine.materialize(
+                self.registry, tasks, **materialize_kwargs
+            )
+        except Exception:
+            self._rollback_fv_states(regular_fvs, previous_states)
+            raise
+
+        if len(jobs) != len(regular_fvs):
+            self._rollback_fv_states(regular_fvs, previous_states)
+            raise RuntimeError(
+                f"Engine returned {len(jobs)} jobs for {len(regular_fvs)} tasks"
+            )
+
+        first_error = None
+        succeeded_fvs = []
+        failed_fvs = []
+
+        for fv, job in zip(regular_fvs, jobs):
+            fv_status = job.status()
+
+            if fv_status == MaterializationJobStatus.ERROR:
+                failed_fvs.append(fv)
+                if first_error is None and job.error():
+                    first_error = job.error()
+            else:
+                succeeded_fvs.append(fv)
+
+        if failed_fvs:
+            self._rollback_fv_states(failed_fvs, previous_states)
+
+        # Engines that apply watermarks themselves (e.g. SparkApplication pod)
+        # must not get a second apply_materialization — that duplicates intervals.
+        if not getattr(provider.batch_engine, "applies_materialization", False):
+            for fv in succeeded_fvs:
+                self.registry.apply_materialization(
+                    fv,
+                    self.project,
+                    date_range.fv_start_dates[fv.name],
+                    date_range.end_date,
+                )
+
+        _tracker = _get_track_materialization()
+        if _tracker is not None:
+            elapsed = time.monotonic() - batch_start
+            for fv in succeeded_fvs:
+                _tracker(fv.name, True, elapsed)
+            for fv in failed_fvs:
+                _tracker(fv.name, False, elapsed)
+
+        if first_error:
+            raise first_error
+
+    def _materialize_fvs_batch(
+        self,
+        provider,
+        fv_with_dates: list,
+        end_date: datetime,
+        tqdm_builder,
+        disable_event_timestamp: bool = False,
+        openlineage_run_id: Optional[str] = None,
+    ) -> None:
+        """Batch path: collect all FVs, submit to engine in one call.
+
+        Only used when ``provider.batch_engine.supports_batch`` is True.
+        """
+        from feast.infra.common.materialization_job import MaterializationTask
+
+        tasks: list = []
+        regular_fvs: list = []
+        previous_states: dict = {}
+        date_range = _MaterializationDateRange(end_date=end_date)
+
+        for feature_view, fv_start in fv_with_dates:
+            self._transition_fv_to_materializing(
+                feature_view, regular_fvs, previous_states
+            )
+            regular_fvs.append(feature_view)
+            date_range.fv_start_dates[feature_view.name] = fv_start
+            tasks.append(
+                MaterializationTask(
+                    project=self.project,
+                    feature_view=feature_view,
+                    start_time=fv_start,
+                    end_time=end_date,
+                    tqdm_builder=tqdm_builder,
+                    disable_event_timestamp=disable_event_timestamp,
+                )
+            )
+
+        if tasks:
+            self._submit_and_process_materialization_jobs(
+                provider,
+                tasks,
+                regular_fvs,
+                previous_states,
+                date_range,
+                openlineage_run_id=openlineage_run_id,
+            )
+
     @property
     def openlineage_emitter(self) -> Optional[Any]:
         """Gets the OpenLineage emitter of this feature store."""
@@ -295,6 +691,9 @@ def _clear_feature_service_cache(self):
         self._feature_service_cache.clear()
         if hasattr(self.registry, "_feature_service_cache"):
             getattr(self.registry, "_feature_service_cache").clear()
+        self._fs_name_cache.clear()
+        self._fs_name_index.clear()
+        self._fs_name_index_ts = -self._FS_NAME_INDEX_TTL_SECONDS
 
     def refresh_registry(self):
         """Fetches and caches a copy of the feature registry in memory.
@@ -485,6 +884,43 @@ def list_stream_feature_views(
         """
         return self._list_stream_feature_views(allow_cache, tags=tags)
 
+    def list_label_views(
+        self, allow_cache: bool = False, tags: Optional[dict[str, str]] = None
+    ) -> List[LabelView]:
+        """
+        Retrieves the list of label views from the registry.
+
+        Args:
+            allow_cache: Whether to allow returning label views from a cached registry.
+            tags: Filter by tags.
+
+        Returns:
+            A list of label views.
+        """
+        return self.registry.list_label_views(
+            self.project, allow_cache=allow_cache, tags=tags
+        )
+
+    def get_label_view(
+        self, name: str, allow_registry_cache: bool = False
+    ) -> LabelView:
+        """
+        Retrieves a label view by name.
+
+        Args:
+            name: Name of the label view.
+            allow_registry_cache: Whether to allow returning the label view from a cached registry.
+
+        Returns:
+            The specified label view.
+
+        Raises:
+            FeatureViewNotFoundException: The label view could not be found.
+        """
+        return self.registry.get_label_view(
+            name, self.project, allow_cache=allow_registry_cache
+        )
+
     def list_data_sources(
         self, allow_cache: bool = False, tags: Optional[dict[str, str]] = None
     ) -> List[DataSource]:
@@ -660,6 +1096,44 @@ def delete_feature_view(self, name: str):
         """
         return self.registry.delete_feature_view(name, self.project)
 
+    def enable_feature_view(self, name: str):
+        """
+        Enable a feature view for serving and materialization.
+
+        Args:
+            name: Name of feature view.
+        """
+        fv = self.registry.get_any_feature_view(name, self.project)
+        fv.enabled = True  # type: ignore[attr-defined]
+        self.registry.apply_feature_view(fv, self.project)
+
+    def disable_feature_view(self, name: str):
+        """
+        Disable a feature view to prevent serving and materialization.
+
+        Args:
+            name: Name of feature view.
+        """
+        fv = self.registry.get_any_feature_view(name, self.project)
+        fv.enabled = False  # type: ignore[attr-defined]
+        self.registry.apply_feature_view(fv, self.project)
+
+    def set_feature_view_state(self, name: str, state: FeatureViewState):
+        """
+        Set the lifecycle state of a feature view.
+
+        Args:
+            name: Name of feature view.
+            state: Target state.
+        """
+        fv = self.registry.get_any_feature_view(name, self.project)
+        if not fv.state.can_transition_to(state):  # type: ignore[attr-defined]
+            raise ValueError(
+                f"Invalid state transition: {fv.state.name} -> {state.name}."  # type: ignore[attr-defined]
+            )
+        fv.state = state  # type: ignore[attr-defined]
+        self.registry.apply_feature_view(fv, self.project)
+
     def delete_feature_service(self, name: str):
         """
         Deletes a feature service.
@@ -684,6 +1158,7 @@ def _validate_all_feature_views(
         views_to_update: List[FeatureView],
         odfvs_to_update: List[OnDemandFeatureView],
         sfvs_to_update: List[StreamFeatureView],
+        lvs_to_update: Optional[List[LabelView]] = None,
     ):
         """Validates all feature views."""
         if len(odfvs_to_update) > 0 and not flags_helper.is_test():
@@ -697,6 +1172,7 @@ def _validate_all_feature_views(
                 *views_to_update,
                 *odfvs_to_update,
                 *sfvs_to_update,
+                *(lvs_to_update or []),
             ]
         )
 
@@ -708,8 +1184,11 @@ def _make_inferences(
         odfvs_to_update: List[OnDemandFeatureView],
         sfvs_to_update: List[StreamFeatureView],
         feature_services_to_update: List[FeatureService],
+        lvs_to_update: Optional[List[LabelView]] = None,
     ):
         """Makes inferences for entities, feature views, odfvs, and feature services."""
+        lvs_to_update = lvs_to_update or []
+
         update_data_sources_with_inferred_event_timestamp_col(
             data_sources_to_update, self.config
         )
@@ -732,6 +1211,11 @@ def _make_inferences(
             self.config,
         )
 
+        update_data_sources_with_inferred_event_timestamp_col(
+            [lv.batch_source for lv in lvs_to_update if lv.batch_source is not None],
+            self.config,
+        )
+
         # New feature views may reference previously applied entities.
         entities = self._list_entities()
         provider = self._get_provider()
@@ -765,10 +1249,14 @@ def _make_inferences(
         odfvs_to_write = [
             odfv for odfv in odfvs_to_update if odfv.write_to_online_store
         ]
-        # Update to include ODFVs with write to online store
         fvs_to_update_map = {
             view.name: view
-            for view in [*views_to_update, *sfvs_to_update, *odfvs_to_write]
+            for view in [
+                *views_to_update,
+                *sfvs_to_update,
+                *odfvs_to_write,
+                *lvs_to_update,
+            ]
         }
         for feature_service in feature_services_to_update:
             feature_service.infer_features(fvs_to_update=fvs_to_update_map)
@@ -811,6 +1299,8 @@ def _get_feature_views_to_materialize(
         Returns the list of feature views that should be materialized.
 
         If no feature views are specified, all feature views will be returned.
+        LabelViews are excluded because they receive data via ``push()`` and
+        are not supported by the batch materialization providers.
 
         Args:
             feature_views: List of names of feature views to materialize.
@@ -828,20 +1318,24 @@ def _get_feature_views_to_materialize(
                 self.registry, self.project, hide_dummy_entity=False
             )
             feature_views_to_materialize.extend(
-                [fv for fv in regular_feature_views if fv.online]
+                [fv for fv in regular_feature_views if fv.online and fv.enabled]
             )
             stream_feature_views_to_materialize = self._list_stream_feature_views(
                 hide_dummy_entity=False
             )
             feature_views_to_materialize.extend(
-                [sfv for sfv in stream_feature_views_to_materialize if sfv.online]
+                [
+                    sfv
+                    for sfv in stream_feature_views_to_materialize
+                    if sfv.online and sfv.enabled
+                ]
             )
             on_demand_feature_views_to_materialize = self.list_on_demand_feature_views()
             feature_views_to_materialize.extend(
                 [
                     odfv
                     for odfv in on_demand_feature_views_to_materialize
-                    if odfv.write_to_online_store
+                    if odfv.write_to_online_store and odfv.enabled
                 ]
             )
         else:
@@ -865,12 +1359,36 @@ def _get_feature_views_to_materialize(
                                 name, hide_dummy_entity=False
                             )
                         except FeatureViewNotFoundException:
-                            feature_view = self.get_on_demand_feature_view(name)
+                            try:
+                                feature_view = self.get_on_demand_feature_view(name)
+                            except FeatureViewNotFoundException:
+                                try:
+                                    label_view = self.registry.get_label_view(
+                                        name, self.project
+                                    )
+                                    raise ValueError(
+                                        f"LabelView {label_view.name} cannot be materialized via "
+                                        f"materialize(). Use FeatureStore.push() to write labels."
+                                    )
+                                except FeatureViewNotFoundException:
+                                    raise
+
+                if isinstance(feature_view, LabelView):
+                    raise ValueError(
+                        f"LabelView {feature_view.name} cannot be materialized via "
+                        f"materialize(). Use FeatureStore.push() to write labels."
+                    )
 
-                if hasattr(feature_view, "online") and not feature_view.online:
+                if hasattr(feature_view, "enabled") and not feature_view.enabled:
                     raise ValueError(
-                        f"FeatureView {feature_view.name} is not configured to be served online."
+                        f"FeatureView {feature_view.name} is disabled. "
+                        f"Enable it before materializing."
                     )
+                if hasattr(feature_view, "online") and not feature_view.online:
+                    if not getattr(feature_view, "offline", False):
+                        raise ValueError(
+                            f"FeatureView {feature_view.name} is not configured to be served online."
+                        )
                 elif (
                     hasattr(feature_view, "write_to_online_store")
                     and not feature_view.write_to_online_store
@@ -927,6 +1445,7 @@ def plan(
             ...     feature_views=[driver_hourly_stats_view],
             ...     on_demand_feature_views=list(),
             ...     stream_feature_views=list(),
+            ...     label_views=list(),
             ...     entities=[driver],
             ...     feature_services=list(),
             ...     permissions=list())) # register entity and feature view
@@ -937,6 +1456,7 @@ def plan(
                 desired_repo_contents.feature_views,
                 desired_repo_contents.on_demand_feature_views,
                 desired_repo_contents.stream_feature_views,
+                desired_repo_contents.label_views,
             )
         _validate_data_sources(desired_repo_contents.data_sources)
         self._make_inferences(
@@ -946,6 +1466,7 @@ def plan(
             desired_repo_contents.on_demand_feature_views,
             desired_repo_contents.stream_feature_views,
             desired_repo_contents.feature_services,
+            desired_repo_contents.label_views,
         )
 
         # Compute the desired difference between the current objects in the registry and
@@ -1022,6 +1543,35 @@ def _apply_diffs(
         # Emit OpenLineage events for applied objects
         self._emit_openlineage_apply_diffs(registry_diff)
 
+        # Emit MLflow events for applied objects (Phase 7)
+        self._mlflow_log_apply_diffs(registry_diff)
+
+    def _mlflow_log_apply_diffs(self, registry_diff: RegistryDiff):
+        """Log apply operation to MLflow ops experiment."""
+        try:
+            if self.mlflow is None or not self.config.mlflow.log_operations:
+                return
+            from feast.diff.property_diff import TransitionType
+
+            objects: List[Any] = []
+            transition_types: Dict[str, str] = {}
+            for feast_object_diff in registry_diff.feast_object_diffs:
+                obj = (
+                    feast_object_diff.new_feast_object
+                    or feast_object_diff.current_feast_object
+                )
+                if obj is None:
+                    continue
+                tt = feast_object_diff.transition_type
+                if tt == TransitionType.UNCHANGED:
+                    continue
+                objects.append(obj)
+                transition_types[feast_object_diff.name] = tt.name
+            if objects:
+                self._mlflow_log_apply(objects, transition_types=transition_types)
+        except Exception as e:
+            _logger.debug("MLflow apply logging failed: %s", e)
+
     def _emit_openlineage_apply_diffs(self, registry_diff: RegistryDiff):
         """Emit OpenLineage events for objects applied via diffs."""
         if self.openlineage_emitter is None:
@@ -1046,6 +1596,7 @@ def apply(
             OnDemandFeatureView,
             BatchFeatureView,
             StreamFeatureView,
+            LabelView,
             FeatureService,
             ValidationReference,
             Permission,
@@ -1121,6 +1672,7 @@ def apply(
             )
         ]
         sfvs_to_update = [ob for ob in objects if isinstance(ob, StreamFeatureView)]
+        lvs_to_update = [ob for ob in objects if isinstance(ob, LabelView)]
         odfvs_to_update = [ob for ob in objects if isinstance(ob, OnDemandFeatureView)]
         odfvs_with_writes_to_update = [
             ob
@@ -1166,6 +1718,12 @@ def apply(
             else:
                 pass
 
+        for lv in lvs_to_update:
+            if lv.source is not None:
+                data_sources_set_to_update.add(lv.source)
+                if isinstance(lv.source, PushSource) and lv.source.batch_source:
+                    data_sources_set_to_update.add(lv.source.batch_source)
+
         for odfv in odfvs_to_update:
             for v in odfv.source_request_sources.values():
                 data_sources_set_to_update.add(v)
@@ -1181,6 +1739,7 @@ def apply(
                 views_to_update,
                 odfvs_to_update,
                 sfvs_to_update,
+                lvs_to_update,
             )
         self._make_inferences(
             data_sources_to_update,
@@ -1189,6 +1748,7 @@ def apply(
             odfvs_to_update,
             sfvs_to_update,
             services_to_update,
+            lvs_to_update,
         )
 
         # Add all objects to the registry and update the provider's infrastructure.
@@ -1196,7 +1756,9 @@ def apply(
             self.registry.apply_project(project, commit=False)
         for ds in data_sources_to_update:
             self.registry.apply_data_source(ds, project=self.project, commit=False)
-        for view in itertools.chain(views_to_update, odfvs_to_update, sfvs_to_update):
+        for view in itertools.chain(
+            views_to_update, odfvs_to_update, sfvs_to_update, lvs_to_update
+        ):
             self.registry.apply_feature_view(
                 view, project=self.project, commit=False, no_promote=no_promote
             )
@@ -1251,6 +1813,9 @@ def apply(
             permissions_to_delete = [
                 ob for ob in objects_to_delete if isinstance(ob, Permission)
             ]
+            lvs_to_delete = [
+                ob for ob in objects_to_delete if isinstance(ob, LabelView)
+            ]
 
             for data_source in data_sources_to_delete:
                 self.registry.delete_data_source(
@@ -1272,6 +1837,10 @@ def apply(
                 self.registry.delete_feature_view(
                     sfv.name, project=self.project, commit=False
                 )
+            for lv in lvs_to_delete:
+                self.registry.delete_feature_view(
+                    lv.name, project=self.project, commit=False
+                )
             for service in services_to_delete:
                 self.registry.delete_feature_service(
                     service.name, project=self.project, commit=False
@@ -1286,11 +1855,18 @@ def apply(
                 )
 
         tables_to_delete: List[FeatureView] = (
-            views_to_delete + sfvs_to_delete if not partial else []  # type: ignore
+            views_to_delete + sfvs_to_delete + lvs_to_delete  # type: ignore
+            if not partial
+            else []
         )
         tables_to_keep: List[
-            Union[FeatureView, StreamFeatureView, OnDemandFeatureView]
-        ] = views_to_update + sfvs_to_update + odfvs_with_writes_to_update  # type: ignore
+            Union[FeatureView, StreamFeatureView, OnDemandFeatureView, LabelView]
+        ] = (
+            views_to_update
+            + sfvs_to_update
+            + odfvs_with_writes_to_update
+            + lvs_to_update
+        )  # type: ignore
 
         self._get_provider().update_infra(
             project=self.project,
@@ -1317,10 +1893,38 @@ def apply(
         # Emit OpenLineage events for applied objects
         self._emit_openlineage_apply(objects)
 
+        # Emit MLflow events for applied objects (Phase 7)
+        self._mlflow_log_apply(objects)
+
+    def _mlflow_log_apply(
+        self,
+        objects: List[Any],
+        transition_types: Optional[Dict[str, str]] = None,
+    ):
+        """Log applied objects to MLflow ops experiment."""
+        try:
+            if self.mlflow is None or not self.config.mlflow.log_operations:
+                return
+            self.mlflow.log_apply(
+                changed_objects=objects,
+                transition_types=transition_types,
+            )
+        except Exception as e:
+            _logger.debug("MLflow apply logging failed: %s", e)
+
     def _emit_openlineage_apply(self, objects: List[Any]):
-        """Emit OpenLineage events for applied objects."""
+        """Emit OpenLineage events for applied objects.
+
+        Skips when using a remote registry — the RegistryServer already
+        emits OL events in its Apply* handlers, so emitting here would
+        double-count every object.
+        """
         if self.openlineage_emitter is None:
             return
+        from feast.infra.registry.remote import RemoteRegistry
+
+        if isinstance(self._registry, RemoteRegistry):
+            return
         try:
             self.openlineage_emitter.emit_apply(objects, self.project)
         except Exception as e:
@@ -1328,15 +1932,42 @@ def _emit_openlineage_apply(self, objects: List[Any]):
 
     def teardown(self):
         """Tears down all local and cloud resources for the feature store."""
-        tables: List[FeatureView] = []
-        feature_views = self.list_feature_views()
+        from feast.constants import PROTECTED_PROJECT_TAG
+
+        # Prevent teardown of protected projects
+        try:
+            current = self.registry.get_project(name=self.project, allow_cache=False)
+            if current and current.tags.get(PROTECTED_PROJECT_TAG) == "true":
+                raise ValueError(
+                    f'Teardown is not allowed on protected project "{self.project}". '
+                    "Protected projects are managed externally and cannot be torn down via Feast."
+                )
+        except ValueError:
+            raise
+        except Exception:
+            pass
 
-        tables.extend(feature_views)
+        tables: List[BaseFeatureView] = []
+        tables.extend(self.list_feature_views())
+        tables.extend(self.list_label_views())
 
         entities = self.list_entities()
 
-        self._get_provider().teardown_infra(self.project, tables, entities)
-        self.registry.teardown()
+        self._get_provider().teardown_infra(self.project, tables, entities)  # type: ignore[arg-type]
+
+        for project in self.list_projects():
+            self.registry.delete_project(project.name)
+
+        self._teardown_openlineage()
+
+    def _teardown_openlineage(self):
+        """Clean up OpenLineage data for this project's namespace during teardown."""
+        try:
+            emitter = self.openlineage_emitter
+            if emitter is not None:
+                emitter.teardown_project(self.project)
+        except Exception as e:
+            warnings.warn(f"Failed to clean up OpenLineage data during teardown: {e}")
 
     def get_historical_features(
         self,
@@ -1345,6 +1976,7 @@ def get_historical_features(
         full_feature_names: bool = False,
         start_date: Optional[datetime] = None,
         end_date: Optional[datetime] = None,
+        filter_by_created_timestamp: bool = False,
     ) -> RetrievalJob:
         """Enrich an entity dataframe with historical feature values for either training or batch scoring.
 
@@ -1376,6 +2008,11 @@ def get_historical_features(
                 Required when entity_df is not provided.
             end_date (Optional[datetime]): End date for the timestamp range when retrieving features without entity_df.
                 Required when entity_df is not provided. By default, the current time is used.
+            filter_by_created_timestamp (bool): If True, exclude feature values whose created timestamp
+                (the batch source's ``created_timestamp_column``) is later than the entity row's event
+                timestamp, so retrieval only reflects what was known at the event time and backfilled
+                values cannot leak into training data. Feature views without a
+                ``created_timestamp_column`` are unaffected. Defaults to False.
 
         Returns:
             RetrievalJob which can be used to materialize the results.
@@ -1477,11 +2114,15 @@ def get_historical_features(
         provider = self._get_provider()
 
         # Optional kwargs
-        kwargs = {}
+        kwargs: Dict[str, Any] = {}
         if start_date is not None:
             kwargs["start_date"] = start_date
         if end_date is not None:
             kwargs["end_date"] = end_date
+        if filter_by_created_timestamp:
+            kwargs["filter_by_created_timestamp"] = filter_by_created_timestamp
+
+        _retrieval_start = time.monotonic()
 
         job = provider.get_historical_features(
             self.config,
@@ -1494,6 +2135,40 @@ def get_historical_features(
             **kwargs,
         )
 
+        # Auto-log to MLflow if configured
+        try:
+            if self.mlflow is not None and self.config.mlflow.auto_log:
+                _duration = time.monotonic() - _retrieval_start
+                if isinstance(entity_df, pd.DataFrame):
+                    _entity_count = len(entity_df)
+                elif isinstance(entity_df, str):
+                    _entity_count = -1
+                else:
+                    _entity_count = 0
+                _fs = features if isinstance(features, FeatureService) else None
+                _fs_name = (
+                    features.name
+                    if isinstance(features, FeatureService)
+                    else self._resolve_feature_service_name(_feature_refs)
+                )
+                self.mlflow.log_feature_retrieval(
+                    feature_refs=_feature_refs,
+                    entity_count=_entity_count,
+                    duration_seconds=_duration,
+                    retrieval_type="historical",
+                    feature_service=_fs,
+                    feature_service_name=_fs_name,
+                )
+
+                self._log_entity_df_metadata(
+                    entity_df, start_date=start_date, end_date=end_date
+                )
+
+                if self.config.mlflow.auto_log_entity_df:
+                    self._log_entity_df_artifact(entity_df)
+        except Exception as e:
+            _logger.debug("MLflow auto-log failed for historical retrieval: %s", e)
+
         return job
 
     def create_saved_dataset(
@@ -1539,10 +2214,32 @@ def create_saved_dataset(
                 f"The RetrievalJob {type(from_)} must implement the metadata property."
             )
 
+        # Derive actual entity join keys from feature views rather than using
+        # all metadata keys (which include ODFV request-data inputs).
+        entity_join_keys: List[str] = []
+        try:
+            all_fv_join_keys: set = set()
+            for feat_ref in from_.metadata.features:
+                fv_name = feat_ref.split(":")[0]
+                try:
+                    fv = self.get_feature_view(fv_name)
+                    for jk in fv.join_keys:
+                        all_fv_join_keys.add(jk)
+                except Exception:
+                    pass
+            if all_fv_join_keys:
+                entity_join_keys = [
+                    k for k in from_.metadata.keys if k in all_fv_join_keys
+                ]
+            else:
+                entity_join_keys = list(from_.metadata.keys)
+        except Exception:
+            entity_join_keys = list(from_.metadata.keys)
+
         dataset = SavedDataset(
             name=name,
             features=from_.metadata.features,
-            join_keys=from_.metadata.keys,
+            join_keys=entity_join_keys,
             full_feature_names=from_.full_feature_names,
             storage=storage,
             tags=tags,
@@ -1594,6 +2291,75 @@ def get_saved_dataset(self, name: str) -> SavedDataset:
         )
         return dataset.with_retrieval_job(retrieval_job)
 
+    def create_dataset_from_retrieval(
+        self,
+        name: str,
+        entity_df: "pd.DataFrame",
+        features: Union[List[str], "FeatureService"],
+        storage: "SavedDatasetStorage",
+        tags: Optional[Dict[str, str]] = None,
+        allow_overwrite: bool = False,
+    ) -> "SavedDataset":
+        """Run historical retrieval and persist the result as a saved dataset.
+
+        This is a convenience method that combines get_historical_features and
+        create_saved_dataset into a single call.
+
+        Args:
+            name: Name for the saved dataset (must be unique within project).
+            entity_df: DataFrame with entity columns and event_timestamp.
+            features: Feature references or a FeatureService.
+            storage: Storage backend to persist the dataset to.
+            tags: Optional key-value metadata.
+            allow_overwrite: Whether to overwrite existing data at storage path.
+
+        Returns:
+            The created SavedDataset with retrieval job attached.
+        """
+        retrieval_job = self.get_historical_features(
+            entity_df=entity_df, features=features
+        )
+        return self.create_saved_dataset(
+            from_=retrieval_job,
+            name=name,
+            storage=storage,
+            tags=tags,
+            allow_overwrite=allow_overwrite,
+        )
+
+    def retrieve_dataset_data(
+        self,
+        name: str,
+        limit: int = 10,
+    ) -> "pd.DataFrame":
+        """Retrieve preview data from a saved dataset's storage.
+
+        Args:
+            name: Name of the saved dataset in the registry.
+            limit: Maximum number of rows to return.
+
+        Returns:
+            pandas DataFrame with up to `limit` rows from the dataset.
+
+        Raises:
+            SavedDatasetNotFound: If the dataset doesn't exist.
+            ValueError: If data cannot be retrieved from storage.
+        """
+        dataset = self.registry.get_saved_dataset(name, self.project)
+        provider = self._get_provider()
+
+        try:
+            retrieval_job = provider.retrieve_saved_dataset(
+                config=self.config, dataset=dataset
+            )
+            df = retrieval_job.to_df()
+        except Exception as e:
+            raise ValueError(f"Unable to load preview for dataset '{name}': {e}") from e
+
+        if df.empty:
+            return df
+        return df.head(limit)
+
     def _materialize_odfv(
         self,
         feature_view: OnDemandFeatureView,
@@ -1619,7 +2385,7 @@ def _materialize_odfv(
         }
 
         for source_fv in source_fvs:
-            all_join_keys.update(source_fv.entities)
+            all_join_keys.update(source_fv.join_keys)
             if source_fv.batch_source:
                 entity_timestamp_col_names.add(source_fv.batch_source.timestamp_field)
 
@@ -1659,7 +2425,7 @@ def _materialize_odfv(
             job = provider.offline_store.pull_latest_from_table_or_query(
                 config=self.config,
                 data_source=source_fv.batch_source,
-                join_key_columns=source_fv.entities,
+                join_key_columns=source_fv.join_keys,
                 feature_name_columns=[f.name for f in source_fv.features],
                 timestamp_field=source_fv.batch_source.timestamp_field,
                 created_timestamp_column=getattr(
@@ -1705,12 +2471,116 @@ def _materialize_odfv(
         )
         self.write_to_online_store(feature_view.name, df=transformed_df)
 
+    def _get_remote_materialize_url(self) -> str:
+        """Get the feature server URL from online_store.path for remote materialization."""
+        online_cfg = self.config.online_store
+        url = getattr(online_cfg, "path", None)
+        if not url:
+            raise ValueError(
+                "online_store.path must be set to use remote materialization. "
+                "Configure online_store with type: remote and a valid path."
+            )
+        return url.rstrip("/")
+
+    def _get_remote_http_session(self):
+        """Get an HTTP session with auth configured for the feature server."""
+        import requests
+
+        auth_config = getattr(self.config, "auth_config", None)
+        if auth_config and getattr(auth_config, "type", "no_auth") != "no_auth":
+            from feast.permissions.client.http_auth_requests_wrapper import (
+                get_http_auth_requests_session,
+            )
+
+            return get_http_auth_requests_session(auth_config)
+
+        return requests.Session()
+
+    def _is_remote_topology(self) -> bool:
+        """True when this client talks to a remote feature server for online ops."""
+        return getattr(self.config.online_store, "type", None) == "remote"
+
+    def _post_to_feature_server(
+        self,
+        endpoint: str,
+        payload: Dict[str, Any],
+        query_params: Optional[Dict[str, str]] = None,
+    ) -> Dict[str, Any]:
+        """POST JSON to the feature server; raise on 409 / 4xx / 5xx."""
+        url = f"{self._get_remote_materialize_url()}{endpoint}"
+        session = self._get_remote_http_session()
+        cert = getattr(self.config.online_store, "cert", "") or ""
+        verify: Any = cert if cert else True
+        try:
+            response = session.post(
+                url,
+                json=payload,
+                params=query_params or {},
+                verify=verify,
+            )
+            if response.status_code == 409:
+                try:
+                    detail = response.json()
+                    message = detail.get("error", response.text)
+                except Exception:
+                    message = response.text
+                raise RuntimeError(
+                    f"Remote materialization conflict (409): {message}"
+                ) from None
+            if response.status_code >= 400:
+                raise RuntimeError(
+                    f"Remote materialization failed "
+                    f"({response.status_code}): {response.text}"
+                )
+            if not response.content:
+                return {}
+            try:
+                return response.json()
+            except Exception:
+                return {"status": "accepted", "raw": response.text}
+        finally:
+            session.close()
+
+    def _delegate_remote_materialize(
+        self,
+        endpoint: str,
+        payload: Dict[str, Any],
+        force: bool = False,
+        run_async: bool = False,
+    ) -> None:
+        """POST materialize to the feature server.
+
+        When run_async=False (default), omits async and blocks until the server
+        finishes synchronous materialization (HTTP response).
+        When run_async=True, sends ?async=true and returns after 202.
+        force=True is only valid with run_async=True (server force applies to async).
+        """
+        if force and not run_async:
+            raise ValueError(
+                "force=True requires run_async=True. "
+                "force only overrides stuck MATERIALIZING on the async path."
+            )
+
+        query_params: Dict[str, str] = {}
+        if run_async:
+            query_params["async"] = "true"
+        if force:
+            query_params["force"] = "true"
+
+        result = self._post_to_feature_server(endpoint, payload, query_params or None)
+        if run_async:
+            _logger.info("Remote materialization accepted (%s): %s", endpoint, result)
+        else:
+            _logger.info("Remote materialization completed (%s): %s", endpoint, result)
+
     def materialize_incremental(
         self,
         end_date: datetime,
         feature_views: Optional[List[str]] = None,
         full_feature_names: bool = False,
         version: Optional[str] = None,
+        force: bool = False,
+        run_async: bool = False,
     ) -> None:
         """
         Materialize incremental new data from the offline store into the online store.
@@ -1729,6 +2599,11 @@ def materialize_incremental(
                 feature view name.
             version (str): Optional version to materialize (e.g., 'v2'). Requires feature_views
                 with exactly one entry and enable_online_feature_view_versioning to be enabled.
+            force (bool): When using remote topology with run_async=True, pass force=true to
+                override stuck MATERIALIZING state on the feature server. Ignored for local topology.
+            run_async (bool): When using remote topology, if False (default) POST without async and
+                block until the server finishes sync materialization. If True, POST with ?async=true
+                and return after 202. Ignored for local topology.
 
         Raises:
             Exception: A feature view being materialized does not have a TTL set.
@@ -1744,6 +2619,22 @@ def materialize_incremental(
             <BLANKLINE>
             ...
         """
+        if self._is_remote_topology():
+            payload: Dict[str, Any] = {
+                "end_ts": end_date.isoformat(),
+                "feature_views": feature_views,
+                "full_feature_names": full_feature_names,
+            }
+            if version is not None:
+                payload["version"] = version
+            self._delegate_remote_materialize(
+                "/materialize-incremental",
+                payload,
+                force=force,
+                run_async=run_async,
+            )
+            return
+
         parsed_version = self._validate_materialize_version(version, feature_views)
         feature_views_to_materialize = self._get_feature_views_to_materialize(
             feature_views, version=parsed_version
@@ -1760,8 +2651,17 @@ def materialize_incremental(
             feature_views_to_materialize, None, end_date
         )
 
+        _mat_start = time.monotonic()
         try:
-            # TODO paging large loads
+            provider = self._get_provider()
+            end_date_tz = utils.make_tzaware(end_date) or _utc_now()
+
+            def tqdm_builder(length):
+                return tqdm(total=length, ncols=100)
+
+            # (feature_view, start_date) — start_date is always set before append
+            regular_fvs_with_dates: list[tuple[Any, datetime]] = []
+
             for feature_view in feature_views_to_materialize:
                 if isinstance(feature_view, OnDemandFeatureView):
                     if feature_view.write_to_online_store:
@@ -1807,54 +2707,110 @@ def materialize_incremental(
                             "the start date will be set to 1 year before the current time."
                         )
                         start_date = _utc_now() - timedelta(weeks=52)
-                provider = self._get_provider()
+
+                start_date = utils.make_tzaware(start_date)
                 print(
                     f"{Style.BRIGHT + Fore.GREEN}{feature_view.name}{Style.RESET_ALL}"
                     f" from {Style.BRIGHT + Fore.GREEN}{utils.make_tzaware(start_date.replace(microsecond=0))}{Style.RESET_ALL}"
                     f" to {Style.BRIGHT + Fore.GREEN}{utils.make_tzaware(end_date.replace(microsecond=0))}{Style.RESET_ALL}:"
                 )
 
-                def tqdm_builder(length):
-                    return tqdm(total=length, ncols=100)
-
-                start_date = utils.make_tzaware(start_date)
-                end_date = utils.make_tzaware(end_date) or _utc_now()
+                regular_fvs_with_dates.append((feature_view, start_date))
+
+            # batch_engine is on PassthroughProvider (concrete); same access as
+            # _submit_and_process_materialization_jobs via untyped provider.
+            batch_engine = getattr(provider, "batch_engine", None)
+            if batch_engine and getattr(batch_engine, "supports_batch", False):
+                self._materialize_fvs_batch(
+                    provider,
+                    regular_fvs_with_dates,
+                    end_date_tz,
+                    tqdm_builder,
+                    openlineage_run_id=ol_run_id,
+                )
+            else:
+                for feature_view, start_date in regular_fvs_with_dates:
+                    previous_state = getattr(feature_view, "state", None)
+                    if previous_state == FeatureViewState.MATERIALIZING:
+                        previous_state = FeatureViewState.GENERATED
+                    elif (
+                        hasattr(feature_view, "state")
+                        and feature_view.state != FeatureViewState.STATE_UNSPECIFIED
+                    ):
+                        if not feature_view.state.can_transition_to(
+                            FeatureViewState.MATERIALIZING
+                        ):
+                            raise ValueError(
+                                f"FeatureView {feature_view.name} cannot transition "
+                                f"from {feature_view.state.name} to MATERIALIZING."
+                            )
+                        feature_view.state = FeatureViewState.MATERIALIZING
+                        self.registry.apply_feature_view(
+                            feature_view, self.project, commit=True
+                        )
 
-                fv_start = time.monotonic()
-                fv_success = True
-                try:
-                    provider.materialize_single_feature_view(
-                        config=self.config,
-                        feature_view=feature_view,
-                        start_date=start_date,
-                        end_date=end_date,
-                        registry=self.registry,
-                        project=self.project,
-                        tqdm_builder=tqdm_builder,
-                    )
-                except Exception:
-                    fv_success = False
-                    raise
-                finally:
-                    _tracker = _get_track_materialization()
-                    if _tracker is not None:
-                        _tracker(
-                            feature_view.name,
-                            fv_success,
-                            time.monotonic() - fv_start,
+                    fv_start = time.monotonic()
+                    fv_success = True
+                    try:
+                        provider.materialize_single_feature_view(
+                            config=self.config,
+                            feature_view=feature_view,
+                            start_date=start_date,
+                            end_date=end_date_tz,
+                            registry=self.registry,
+                            project=self.project,
+                            tqdm_builder=tqdm_builder,
                         )
-                if not isinstance(feature_view, OnDemandFeatureView):
+                    except Exception:
+                        fv_success = False
+                        if (
+                            hasattr(feature_view, "state")
+                            and previous_state is not None
+                            and previous_state != FeatureViewState.STATE_UNSPECIFIED
+                        ):
+                            feature_view.state = previous_state
+                            self.registry.apply_feature_view(
+                                feature_view, self.project, commit=True
+                            )
+                        raise
+                    finally:
+                        _tracker = _get_track_materialization()
+                        if _tracker is not None:
+                            _tracker(
+                                feature_view.name,
+                                fv_success,
+                                time.monotonic() - fv_start,
+                            )
+
                     self.registry.apply_materialization(
                         feature_view,
                         self.project,
                         start_date,
-                        end_date,
+                        end_date_tz,
                     )
 
+            materialized_fv_names = [
+                fv.name
+                for fv in feature_views_to_materialize
+                if not isinstance(fv, OnDemandFeatureView)
+            ]
+            if materialized_fv_names:
+                self._precompute_affected_services(materialized_fv_names)
+
             # Emit OpenLineage COMPLETE event
             self._emit_openlineage_materialize_complete(
                 ol_run_id, feature_views_to_materialize
             )
+
+            # Emit MLflow event for materialization (Phase 7)
+            _mat_duration = time.monotonic() - _mat_start
+            self._mlflow_log_materialize(
+                feature_views_to_materialize,
+                None,
+                end_date,
+                _mat_duration,
+                incremental=True,
+            )
         except Exception as e:
             # Emit OpenLineage FAIL event
             self._emit_openlineage_materialize_fail(ol_run_id, str(e))
@@ -1868,6 +2824,8 @@ def materialize(
         disable_event_timestamp: bool = False,
         full_feature_names: bool = False,
         version: Optional[str] = None,
+        force: bool = False,
+        run_async: bool = False,
     ) -> None:
         """
         Materialize data from the offline store into the online store.
@@ -1886,6 +2844,11 @@ def materialize(
                 feature view name.
             version (str): Optional version to materialize (e.g., 'v2'). Requires feature_views
                 with exactly one entry and enable_online_feature_view_versioning to be enabled.
+            force (bool): When using remote topology with run_async=True, pass force=true to
+                override stuck MATERIALIZING state on the feature server. Ignored for local topology.
+            run_async (bool): When using remote topology, if False (default) POST without async and
+                block until the server finishes sync materialization. If True, POST with ?async=true
+                and return after 202. Ignored for local topology.
 
         Examples:
             Materialize all features into the online store over the interval
@@ -1900,6 +2863,21 @@ def materialize(
             <BLANKLINE>
             ...
         """
+        if self._is_remote_topology():
+            payload: Dict[str, Any] = {
+                "start_ts": start_date.isoformat(),
+                "end_ts": end_date.isoformat(),
+                "feature_views": feature_views,
+                "disable_event_timestamp": disable_event_timestamp,
+                "full_feature_names": full_feature_names,
+            }
+            if version is not None:
+                payload["version"] = version
+            self._delegate_remote_materialize(
+                "/materialize", payload, force=force, run_async=run_async
+            )
+            return
+
         if utils.make_tzaware(start_date) > utils.make_tzaware(end_date):
             raise ValueError(
                 f"The given start_date {start_date} is greater than the given end_date {end_date}."
@@ -1921,8 +2899,17 @@ def materialize(
             feature_views_to_materialize, start_date, end_date
         )
 
+        _mat_start = time.monotonic()
         try:
-            # TODO paging large loads
+            provider = self._get_provider()
+            start_date = utils.make_tzaware(start_date)
+            end_date = utils.make_tzaware(end_date)
+
+            def tqdm_builder(length):
+                return tqdm(total=length, ncols=100)
+
+            regular_fvs_with_dates: list[tuple[Any, datetime]] = []
+
             for feature_view in feature_views_to_materialize:
                 if isinstance(feature_view, OnDemandFeatureView):
                     if feature_view.write_to_online_store:
@@ -1936,58 +2923,137 @@ def materialize(
                             full_feature_names=full_feature_names,
                         )
                     continue
-                provider = self._get_provider()
+
                 print(
                     f"{Style.BRIGHT + Fore.GREEN}{feature_view.name}{Style.RESET_ALL}:"
                 )
 
-                def tqdm_builder(length):
-                    return tqdm(total=length, ncols=100)
+                regular_fvs_with_dates.append((feature_view, start_date))
 
-                start_date = utils.make_tzaware(start_date)
-                end_date = utils.make_tzaware(end_date)
+            # batch_engine is on PassthroughProvider (concrete); same access as
+            # _submit_and_process_materialization_jobs via untyped provider.
+            batch_engine = getattr(provider, "batch_engine", None)
+            if batch_engine and getattr(batch_engine, "supports_batch", False):
+                self._materialize_fvs_batch(
+                    provider,
+                    regular_fvs_with_dates,
+                    end_date,
+                    tqdm_builder,
+                    disable_event_timestamp=disable_event_timestamp,
+                    openlineage_run_id=ol_run_id,
+                )
+            else:
+                for feature_view, fv_start in regular_fvs_with_dates:
+                    previous_state = getattr(feature_view, "state", None)
+                    if previous_state == FeatureViewState.MATERIALIZING:
+                        previous_state = FeatureViewState.GENERATED
+                    elif (
+                        hasattr(feature_view, "state")
+                        and feature_view.state != FeatureViewState.STATE_UNSPECIFIED
+                    ):
+                        if not feature_view.state.can_transition_to(
+                            FeatureViewState.MATERIALIZING
+                        ):
+                            raise ValueError(
+                                f"FeatureView {feature_view.name} cannot transition "
+                                f"from {feature_view.state.name} to MATERIALIZING."
+                            )
+                        feature_view.state = FeatureViewState.MATERIALIZING
+                        self.registry.apply_feature_view(
+                            feature_view, self.project, commit=True
+                        )
 
-                fv_start = time.monotonic()
-                fv_success = True
-                try:
-                    provider.materialize_single_feature_view(
-                        config=self.config,
-                        feature_view=feature_view,
-                        start_date=start_date,
-                        end_date=end_date,
-                        registry=self.registry,
-                        project=self.project,
-                        tqdm_builder=tqdm_builder,
-                        disable_event_timestamp=disable_event_timestamp,
-                    )
-                except Exception:
-                    fv_success = False
-                    raise
-                finally:
-                    _tracker = _get_track_materialization()
-                    if _tracker is not None:
-                        _tracker(
-                            feature_view.name,
-                            fv_success,
-                            time.monotonic() - fv_start,
+                    fv_start_time = time.monotonic()
+                    fv_success = True
+                    try:
+                        provider.materialize_single_feature_view(
+                            config=self.config,
+                            feature_view=feature_view,
+                            start_date=fv_start,
+                            end_date=end_date,
+                            registry=self.registry,
+                            project=self.project,
+                            tqdm_builder=tqdm_builder,
+                            disable_event_timestamp=disable_event_timestamp,
                         )
+                    except Exception:
+                        fv_success = False
+                        if (
+                            hasattr(feature_view, "state")
+                            and previous_state is not None
+                            and previous_state != FeatureViewState.STATE_UNSPECIFIED
+                        ):
+                            feature_view.state = previous_state
+                            self.registry.apply_feature_view(
+                                feature_view, self.project, commit=True
+                            )
+                        raise
+                    finally:
+                        _tracker = _get_track_materialization()
+                        if _tracker is not None:
+                            _tracker(
+                                feature_view.name,
+                                fv_success,
+                                time.monotonic() - fv_start_time,
+                            )
 
-                self.registry.apply_materialization(
-                    feature_view,
-                    self.project,
-                    start_date,
-                    end_date,
-                )
+                    self.registry.apply_materialization(
+                        feature_view,
+                        self.project,
+                        fv_start,
+                        end_date,
+                    )
+
+            materialized_fv_names = [
+                fv.name
+                for fv in feature_views_to_materialize
+                if not isinstance(fv, OnDemandFeatureView)
+            ]
+            if materialized_fv_names:
+                self._precompute_affected_services(materialized_fv_names)
 
             # Emit OpenLineage COMPLETE event
             self._emit_openlineage_materialize_complete(
                 ol_run_id, feature_views_to_materialize
             )
+
+            # Emit MLflow event for materialization (Phase 7)
+            _mat_duration = time.monotonic() - _mat_start
+            self._mlflow_log_materialize(
+                feature_views_to_materialize,
+                start_date,
+                end_date,
+                _mat_duration,
+                incremental=False,
+            )
         except Exception as e:
             # Emit OpenLineage FAIL event
             self._emit_openlineage_materialize_fail(ol_run_id, str(e))
             raise
 
+    def _mlflow_log_materialize(
+        self,
+        feature_views: List[Any],
+        start_date: Optional[datetime],
+        end_date: datetime,
+        duration_seconds: float,
+        incremental: bool = False,
+    ):
+        """Log materialization to MLflow ops experiment."""
+        try:
+            if self.mlflow is None or not self.config.mlflow.log_operations:
+                return
+            fv_names = [getattr(fv, "name", str(fv)) for fv in feature_views]
+            self.mlflow.log_materialize(
+                feature_view_names=fv_names,
+                start_date=start_date,
+                end_date=end_date,
+                duration_seconds=duration_seconds,
+                incremental=incremental,
+            )
+        except Exception as e:
+            _logger.debug("MLflow materialize logging failed: %s", e)
+
     def _emit_openlineage_materialize_start(
         self,
         feature_views: List[Any],
@@ -1999,7 +3065,11 @@ def _emit_openlineage_materialize_start(
             return None
         try:
             run_id, success = self.openlineage_emitter.emit_materialize_start(
-                feature_views, start_date, end_date, self.project
+                feature_views,
+                start_date,
+                end_date,
+                self.project,
+                online_store=getattr(self.config, "online_store", None),
             )
             # Return run_id only if START was successfully emitted
             # This prevents orphaned COMPLETE/FAIL events
@@ -2018,7 +3088,10 @@ def _emit_openlineage_materialize_complete(
             return
         try:
             self.openlineage_emitter.emit_materialize_complete(
-                run_id, feature_views, self.project
+                run_id,
+                feature_views,
+                self.project,
+                online_store=getattr(self.config, "online_store", None),
             )
         except Exception as e:
             warnings.warn(f"Failed to emit OpenLineage materialize complete event: {e}")
@@ -2040,13 +3113,15 @@ def _emit_openlineage_materialize_fail(
 
     def _fvs_for_push_source_or_raise(
         self, push_source_name: str, allow_cache: bool
-    ) -> set[FeatureView]:
+    ) -> set[BaseFeatureView]:
         from feast.data_source import PushSource
 
-        all_fvs = self.list_feature_views(allow_cache=allow_cache)
+        all_fvs: list[Union[FeatureView, StreamFeatureView]] = list(
+            self.list_feature_views(allow_cache=allow_cache)
+        )
         all_fvs += self.list_stream_feature_views(allow_cache=allow_cache)
 
-        fvs_with_push_sources = {
+        fvs_with_push_sources: set[BaseFeatureView] = {
             fv
             for fv in all_fvs
             if (
@@ -2056,11 +3131,249 @@ def _fvs_for_push_source_or_raise(
             )
         }
 
+        for lv in self.list_label_views(allow_cache=allow_cache):
+            if (
+                lv.source is not None
+                and isinstance(lv.source, PushSource)
+                and lv.source.name == push_source_name
+            ):
+                fvs_with_push_sources.add(lv)
+
         if not fvs_with_push_sources:
             raise PushSourceNotFoundException(push_source_name)
 
         return fvs_with_push_sources
 
+    def precompute_feature_service(
+        self,
+        feature_service_name: Optional[str] = None,
+        batch_size: int = 1000,
+    ) -> int:
+        """Pre-compute feature vectors for one or all FeatureServices.
+
+        For each FeatureService with ``precompute_online=True`` (or matching
+        *feature_service_name*), reads every entity's features from the online
+        store via :meth:`OnlineStore.online_read` and writes a single serialized
+        blob per entity via :meth:`OnlineStore.write_precomputed_vector`.
+
+        Works with **all** online store backends (Redis, DynamoDB, PostgreSQL, etc.).
+
+        Returns the total number of entity vectors written.
+        """
+        from feast.protos.feast.core.PrecomputedFeatureVector_pb2 import (
+            FeatureViewTimestamp,
+            PrecomputedFeatureVector,
+        )
+
+        provider = self._get_provider()
+        online_store = provider.online_store
+
+        services = self.registry.list_feature_services(self.project)
+        if feature_service_name:
+            services = [s for s in services if s.name == feature_service_name]
+
+        total_written = 0
+        for svc in services:
+            if not svc.precompute_online and not feature_service_name:
+                continue
+
+            fv_projections = svc.feature_view_projections
+            feature_views = []
+            for proj in fv_projections:
+                fv = self.registry.get_any_feature_view(
+                    proj.name, self.project, allow_cache=True
+                )
+                feature_views.append((fv, proj))
+
+            if not feature_views:
+                continue
+
+            feature_names: List[str] = []
+            for _fv, proj in feature_views:
+                fv_name = proj.name_to_use()
+                for f in proj.features:
+                    feature_names.append(f"{fv_name}__{f.name}")
+
+            # Collect all unique entity key protos from the primary feature view.
+            # Use online_read to discover entities that exist in the store.
+            primary_fv = feature_views[0][0]
+
+            # Read entity keys by scanning the primary FV's online data.
+            # We use get_online_features with the full FeatureService to read
+            # all features for each entity in a single call, then build vectors.
+            #
+            # For stores that support native scanning (like Redis), we try the
+            # native scan; for others, we use the materialized entity list.
+            entity_key_protos: List[EntityKey] = []
+            try:
+                from feast.infra.online_stores.redis import RedisOnlineStore
+
+                if isinstance(online_store, RedisOnlineStore):
+                    from feast.infra.key_encoding_utils import (
+                        deserialize_entity_key,
+                    )
+                    from feast.infra.online_stores.helpers import _redis_key_prefix
+
+                    join_keys = (
+                        list(primary_fv.join_keys)
+                        if hasattr(primary_fv, "join_keys")
+                        else []
+                    )  # type: ignore[union-attr]
+                    client = online_store._get_client(  # type: ignore[attr-defined]
+                        self.config.online_store
+                    )
+                    scan_prefix = _redis_key_prefix(join_keys)
+                    project_bytes = self.config.project.encode("utf-8")
+                    seen_keys: set = set()
+                    raw_keys: List[bytes] = []
+                    for key in client.scan_iter(
+                        b"".join([scan_prefix, b"*", project_bytes])
+                    ):
+                        if key not in seen_keys:
+                            seen_keys.add(key)
+                            raw_keys.append(key)
+                    proj_len = len(project_bytes)
+                    for rk in raw_keys:
+                        try:
+                            ek = deserialize_entity_key(
+                                rk[:-proj_len],
+                                self.config.entity_key_serialization_version,
+                            )
+                            if set(ek.join_keys) == set(join_keys):
+                                entity_key_protos.append(ek)
+                        except (ValueError, Exception):
+                            continue
+                else:
+                    raise NotImplementedError
+            except (ImportError, NotImplementedError):
+                _logger.warning(
+                    "Entity scanning not supported for '%s' — "
+                    "precompute requires a store that supports entity scanning",
+                    type(online_store).__name__,
+                )
+                continue
+
+            if not entity_key_protos:
+                continue
+
+            for batch_start in range(0, len(entity_key_protos), batch_size):
+                batch_keys = entity_key_protos[batch_start : batch_start + batch_size]
+
+                # Read features for each FV via base class online_read.
+                fv_data: Dict[
+                    str,
+                    List[Tuple[Optional[datetime], Optional[Dict[str, ValueProto]]]],
+                ] = {}
+                for fv_obj, proj in feature_views:
+                    req_features = [f.name for f in proj.features]
+                    assert isinstance(fv_obj, FeatureView)
+                    rows = online_store.online_read(
+                        config=self.config,
+                        table=fv_obj,
+                        entity_keys=batch_keys,
+                        requested_features=req_features,
+                    )
+                    fv_data[proj.name_to_use()] = rows
+
+                for entity_idx, entity_key in enumerate(batch_keys):
+                    values: List[ValueProto] = []
+                    fv_timestamps: list = []
+
+                    for _fv, proj in feature_views:
+                        fv_name = proj.name_to_use()
+                        fv_row_ts, feat_dict = fv_data[fv_name][entity_idx]
+
+                        if fv_row_ts:
+                            fv_ts = Timestamp()
+                            fv_ts.FromDatetime(utils.make_tzaware(fv_row_ts))
+                            fv_timestamps.append(
+                                FeatureViewTimestamp(
+                                    feature_view_name=fv_name,
+                                    event_timestamp=fv_ts,
+                                )
+                            )
+
+                        for f in proj.features:
+                            if feat_dict and f.name in feat_dict:
+                                values.append(feat_dict[f.name])
+                            else:
+                                values.append(ValueProto())
+
+                    now_ts = Timestamp()
+                    now_ts.FromDatetime(datetime.now(tz=_timezone.utc))
+
+                    vector = PrecomputedFeatureVector(
+                        feature_names=feature_names,
+                        values=values,
+                        fv_timestamps=fv_timestamps,
+                        precomputed_at=now_ts,
+                    )
+
+                    online_store.write_precomputed_vector(
+                        config=self.config,
+                        feature_service_name=svc.name,
+                        project=self.config.project,
+                        entity_key=entity_key,
+                        vector_bytes=vector.SerializeToString(),
+                    )
+                    total_written += 1
+
+            _logger.info(
+                "Pre-computed %d entity vectors for FeatureService '%s'",
+                total_written,
+                svc.name,
+            )
+
+        return total_written
+
+    def _precompute_affected_services(self, materialized_fv_names: List[str]) -> None:
+        """Trigger precomputation for services affected by materialized FVs."""
+        try:
+            services = self.registry.list_feature_services(self.project)
+        except Exception:
+            return
+
+        for svc in services:
+            if not svc.precompute_online:
+                continue
+            svc_fv_names = {p.name for p in svc.feature_view_projections}
+            if svc_fv_names & set(materialized_fv_names):
+                try:
+                    self.precompute_feature_service(svc.name)
+                except Exception:
+                    _logger.warning(
+                        "Failed to precompute vectors for service '%s'",
+                        svc.name,
+                        exc_info=True,
+                    )
+
+    def _precompute_for_push(self, feature_view_name: str, df: "pd.DataFrame") -> None:
+        """Re-compute pre-computed vectors for entities affected by a push."""
+        try:
+            services = self.registry.list_feature_services(self.project)
+        except Exception:
+            return
+
+        affected = [
+            svc
+            for svc in services
+            if svc.precompute_online
+            and any(p.name == feature_view_name for p in svc.feature_view_projections)
+        ]
+
+        if not affected:
+            return
+
+        for svc in affected:
+            try:
+                self.precompute_feature_service(svc.name)
+            except Exception:
+                _logger.warning(
+                    "Failed to precompute vectors for service '%s' after push",
+                    svc.name,
+                    exc_info=True,
+                )
+
     def push(
         self,
         push_source_name: str,
@@ -2079,6 +3392,7 @@ def push(
             to: Whether to push to online or offline store. Defaults to online store only.
             transform_on_write: Whether to transform the data before pushing.
         """
+        pushed_fv_names = []
         for fv in self._fvs_for_push_source_or_raise(
             push_source_name, allow_registry_cache
         ):
@@ -2089,11 +3403,15 @@ def push(
                     allow_registry_cache=allow_registry_cache,
                     transform_on_write=transform_on_write,
                 )
+                pushed_fv_names.append(fv.name)
             if to == PushMode.OFFLINE or to == PushMode.ONLINE_AND_OFFLINE:
                 self.write_to_offline_store(
                     fv.name, df, allow_registry_cache=allow_registry_cache
                 )
 
+        if pushed_fv_names:
+            self._precompute_for_push(pushed_fv_names[0], df)
+
     async def push_async(
         self,
         push_source_name: str,
@@ -2527,15 +3845,19 @@ def write_to_offline_store(
         Fails if the dataframe columns do not match the columns of the batch data source. Optionally
         reorders the columns of the dataframe to match.
         """
-        # TODO: restrict this to work with online StreamFeatureViews and validate the FeatureView type
-        try:
-            feature_view: FeatureView = self.get_stream_feature_view(
-                feature_view_name, allow_registry_cache=allow_registry_cache
-            )
-        except FeatureViewNotFoundException:
-            feature_view = self.get_feature_view(
-                feature_view_name, allow_registry_cache=allow_registry_cache
-            )
+        # Resolve the feature view with a single registry lookup regardless of its
+        # type. The previous try/except chain tried get_stream_feature_view, then
+        # get_feature_view, then get_label_view in turn, so the common plain
+        # FeatureView always paid one guaranteed-miss lookup first. On a
+        # RemoteRegistry each miss is a wasted gRPC round-trip on this per-batch
+        # write path (see #6671).
+        # TODO: validate that the resolved feature view type supports offline writes.
+        feature_view = cast(
+            FeatureView,
+            self.registry.get_any_feature_view(
+                feature_view_name, self.project, allow_cache=allow_registry_cache
+            ),
+        )
 
         provider = self._get_provider()
         # Get columns of the batch source and the input dataframe.
@@ -2621,6 +3943,8 @@ def get_online_features(
         """
         provider = self._get_provider()
 
+        _retrieval_start = time.monotonic()
+
         response = provider.get_online_features(
             config=self.config,
             features=features,
@@ -2631,6 +3955,31 @@ def get_online_features(
             include_feature_view_version_metadata=include_feature_view_version_metadata,
         )
 
+        # Auto-log to MLflow if configured
+        try:
+            if self.mlflow is not None and self.config.mlflow.auto_log:
+                _duration = time.monotonic() - _retrieval_start
+                _feature_refs = utils._get_features(
+                    self.registry, self.project, features, allow_cache=True
+                )
+                _entity_count = self._count_entities(entity_rows)
+                _fs = features if isinstance(features, FeatureService) else None
+                _fs_name = (
+                    features.name
+                    if isinstance(features, FeatureService)
+                    else self._resolve_feature_service_name(_feature_refs)
+                )
+                self.mlflow.log_feature_retrieval(
+                    feature_refs=_feature_refs,
+                    entity_count=_entity_count,
+                    duration_seconds=_duration,
+                    retrieval_type="online",
+                    feature_service=_fs,
+                    feature_service_name=_fs_name,
+                )
+        except Exception as e:
+            _logger.debug("MLflow auto-log failed for online retrieval: %s", e)
+
         return response
 
     async def get_online_features_async(
@@ -2671,7 +4020,9 @@ async def get_online_features_async(
         """
         provider = self._get_provider()
 
-        return await provider.get_online_features_async(
+        _retrieval_start = time.monotonic()
+
+        response = await provider.get_online_features_async(
             config=self.config,
             features=features,
             entity_rows=entity_rows,
@@ -2681,6 +4032,53 @@ async def get_online_features_async(
             include_feature_view_version_metadata=include_feature_view_version_metadata,
         )
 
+        try:
+            if self.mlflow is not None and self.config.mlflow.auto_log:
+                _duration = time.monotonic() - _retrieval_start
+                _mlflow_client = self.mlflow
+                _registry = self.registry
+                _project = self.project
+
+                def _log_sync():
+                    try:
+                        _feature_refs = utils._get_features(
+                            _registry, _project, features, allow_cache=True
+                        )
+                        _entity_count = self._count_entities(entity_rows)
+                        _fs = features if isinstance(features, FeatureService) else None
+                        _fs_name = (
+                            features.name
+                            if isinstance(features, FeatureService)
+                            else self._resolve_feature_service_name(_feature_refs)
+                        )
+                        _mlflow_client.log_feature_retrieval(
+                            feature_refs=_feature_refs,
+                            entity_count=_entity_count,
+                            duration_seconds=_duration,
+                            retrieval_type="online",
+                            feature_service=_fs,
+                            feature_service_name=_fs_name,
+                        )
+                    except Exception as exc:
+                        _logger.debug(
+                            "MLflow auto-log failed for async online retrieval: %s",
+                            exc,
+                        )
+
+                def _on_done(fut):
+                    if not fut.cancelled() and fut.exception() is not None:
+                        _logger.debug(
+                            "MLflow auto-log executor failed: %s", fut.exception()
+                        )
+
+                loop = asyncio.get_running_loop()
+                fut = loop.run_in_executor(None, _log_sync)
+                fut.add_done_callback(_on_done)
+        except Exception as e:
+            _logger.debug("MLflow auto-log failed for online retrieval: %s", e)
+
+        return response
+
     def retrieve_online_documents(
         self,
         query: Union[str, List[float]],
@@ -2800,6 +4198,7 @@ def retrieve_online_documents_v2(
         image_weight: float = 0.5,
         combine_strategy: str = "weighted_sum",
         include_feature_view_version_metadata: bool = False,
+        filters: Optional[Union[ComparisonFilter, CompoundFilter]] = None,
     ) -> OnlineResponse:
         """
         Retrieves the top k closest document features. Note, embeddings are a subset of features.
@@ -2954,9 +4353,182 @@ def retrieve_online_documents_v2(
             top_k,
             distance_metric,
             query_string,
+            filters,
             include_feature_view_version_metadata,
         )
 
+    async def openai_search(
+        self,
+        vector_store_id: str,
+        query: Union[str, List[str]],
+        *,
+        vs_id: Optional[str] = None,
+        max_num_results: int = 10,
+        filters: Optional[
+            Union[ComparisonFilter, CompoundFilter, Dict[str, Any]]
+        ] = None,
+        ranking_options: Optional[Dict[str, Any]] = None,
+        rewrite_query: Optional[bool] = None,
+        features_to_retrieve: Optional[List[str]] = None,
+    ) -> Dict[str, Any]:
+        """
+        OpenAI-compatible vector store search.
+
+        Accepts a raw query string, embeds it via the configured embedding
+        provider (when ``embedding_model`` is configured in feature_store.yaml),
+        and returns results in OpenAI's ``vector_store.search_results.page``
+        format.
+
+        Args:
+            vector_store_id: Feature view name (maps to the OpenAI
+                ``vector_store_id`` path parameter).
+            query: Natural language query string, or list of strings.
+            max_num_results: Maximum number of results to return.
+            filters: OpenAI-compatible filters applied to the search.
+            ranking_options: OpenAI-compatible ranking options. Currently
+                unsupported; a ``ValueError`` is raised if
+                ``score_threshold`` or ``ranker`` are provided.
+            rewrite_query: Whether to rewrite the query. Currently
+                unsupported; ``False`` (the default/no-op) is accepted,
+                but ``True`` raises a ``ValueError``.
+            features_to_retrieve: Specific feature names to return.
+                If None, all features from the feature view are used.
+
+        Returns:
+            Dict matching the OpenAI ``vector_store.search_results.page``
+            schema.
+
+        Examples:
+            Keyword search (no embedding model configured)::
+
+                result = await store.openai_search(
+                    vector_store_id="city_embeddings",
+                    query="cities in California",
+                    max_num_results=5,
+                )
+
+            Vector search (embedding model configured in YAML)::
+
+                # feature_store.yaml has:
+                #   embedding_model:
+                #     model: text-embedding-3-small
+                result = await store.openai_search(
+                    vector_store_id="product_embeddings",
+                    query="wireless audio device",
+                    max_num_results=3,
+                    features_to_retrieve=["name", "description"],
+                )
+        """
+        unsupported: List[str] = []
+        if ranking_options:
+            if ranking_options.get("score_threshold") is not None:
+                unsupported.append("ranking_options.score_threshold")
+            if ranking_options.get("ranker") is not None:
+                unsupported.append("ranking_options.ranker")
+        if rewrite_query is True:
+            unsupported.append("rewrite_query")
+        if unsupported:
+            raise ValueError(
+                f"The following parameters are not yet supported: "
+                f"{', '.join(unsupported)}. Remove them from the request or "
+                f"wait for a future release that implements them."
+            )
+
+        feature_view = self.get_feature_view(vector_store_id)
+        display_id = vs_id or feature_view_to_vs_id(self.project, vector_store_id)
+
+        vector_field_metadata = _get_feature_view_vector_field_metadata(feature_view)
+        distance_metric: Optional[str] = None
+        if vector_field_metadata and vector_field_metadata.vector_search_metric:
+            distance_metric = vector_field_metadata.vector_search_metric
+
+        if features_to_retrieve:
+            feature_names = features_to_retrieve
+        else:
+            feature_names = [
+                f.name for f in feature_view.features if not f.vector_index
+            ]
+
+        features = [f"{feature_view.name}:{name}" for name in feature_names]
+        query_text = query if isinstance(query, str) else " ".join(query)
+
+        embeddings = await self.embedding_provider.aembed([query_text])
+        query_embedding = embeddings[0]
+
+        typed_filters: Optional[Union[ComparisonFilter, CompoundFilter]] = None
+        if filters is not None:
+            if isinstance(filters, dict):
+                typed_filters = convert_dict_to_filter(filters)
+            else:
+                typed_filters = filters
+
+        response = await run_in_threadpool(
+            lambda: self.retrieve_online_documents_v2(
+                features=features,
+                query=query_embedding,
+                top_k=max_num_results,
+                filters=typed_filters,
+            )
+        )
+
+        response_dict = response.to_dict()
+
+        entity_key_names = {
+            col.name
+            for col in feature_view.entity_columns
+            if col.name != DUMMY_ENTITY_ID
+        }
+
+        result_data = []
+        if response_dict:
+            first_key = next(iter(response_dict))
+            num_rows = len(response_dict.get(first_key, []))
+            for i in range(num_rows):
+                score = 0.0
+                attributes: Dict[str, Any] = {}
+                content_parts: List[Dict[str, str]] = []
+
+                for key, values in response_dict.items():
+                    val = values[i] if i < len(values) else None
+                    if key == "distance":
+                        raw = float(val) if val is not None else 0.0
+                        score = _distance_to_score(raw, distance_metric)
+                    elif key not in entity_key_names:
+                        attributes[key] = val
+                        if isinstance(val, str):
+                            content_parts.append({"type": "text", "text": val})
+
+                if entity_key_names:
+                    key_parts = [
+                        str(response_dict[k][i])
+                        for k in sorted(entity_key_names)
+                        if k in response_dict and i < len(response_dict[k])
+                    ]
+                    file_id = f"{display_id}_{'_'.join(key_parts)}"
+                else:
+                    file_id = f"{display_id}_{i}"
+
+                result_data.append(
+                    {
+                        "file_id": file_id,
+                        "filename": display_id,
+                        "score": score,
+                        "attributes": attributes,
+                        "content": content_parts
+                        if content_parts
+                        else [{"type": "text", "text": str(attributes)}],
+                    }
+                )
+
+        search_query = query if isinstance(query, list) else [query]
+        return {
+            "object": "vector_store.search_results.page",
+            "search_query": search_query,
+            "data": result_data,
+            "has_more": False,
+            "next_page": None,
+        }
+
     def _retrieve_from_online_store(
         self,
         provider: Provider,
@@ -3019,23 +4591,25 @@ def _retrieve_from_online_store_v2(
         top_k: int,
         distance_metric: Optional[str],
         query_string: Optional[str],
+        filters: Optional[Union[ComparisonFilter, CompoundFilter]] = None,
         include_feature_view_version_metadata: bool = False,
     ) -> OnlineResponse:
         """
         Search and return document features from the online document store.
         """
         vector_field_metadata = _get_feature_view_vector_field_metadata(table)
-        if vector_field_metadata:
+        if vector_field_metadata and vector_field_metadata.vector_search_metric:
             distance_metric = vector_field_metadata.vector_search_metric
 
         documents = provider.retrieve_online_documents_v2(
             config=self.config,
             table=table,
             requested_features=requested_features,
-            query=query,
+            embedding=query,
             top_k=top_k,
             distance_metric=distance_metric,
             query_string=query_string,
+            filters=filters,
             include_feature_view_version_metadata=include_feature_view_version_metadata,
         )
 
@@ -3148,8 +4722,6 @@ def serve_ui(
         self,
         host: str,
         port: int,
-        get_registry_dump: Callable,
-        registry_ttl_sec: int,
         root_path: str = "",
         tls_key_path: str = "",
         tls_cert_path: str = "",
@@ -3165,9 +4737,7 @@ def serve_ui(
             self,
             host=host,
             port=port,
-            get_registry_dump=get_registry_dump,
             project_id=self.config.project,
-            registry_ttl_sec=registry_ttl_sec,
             root_path=root_path,
             tls_key_path=tls_key_path,
             tls_cert_path=tls_cert_path,
@@ -3377,6 +4947,9 @@ def list_projects(
         """
         Retrieves the list of projects from the registry.
 
+        Protected projects (feast.dev/protected-project=true) are automatically
+        excluded from the results.
+
         Args:
             allow_cache: Whether to allow returning projects from a cached registry.
             tags: Filter by tags.
@@ -3384,7 +4957,10 @@ def list_projects(
         Returns:
             A list of projects.
         """
-        return self.registry.list_projects(allow_cache=allow_cache, tags=tags)
+        from feast.constants import PROTECTED_PROJECT_TAG
+
+        projects = self.registry.list_projects(allow_cache=allow_cache, tags=tags)
+        return [p for p in projects if p.tags.get(PROTECTED_PROJECT_TAG) != "true"]
 
     def get_project(self, name: Optional[str]) -> Project:
         """
@@ -3411,11 +4987,29 @@ def delete_project(self, name: str, commit: bool = True) -> None:
 
         Raises:
             ProjectNotFoundException: The project could not be found.
+            ValueError: If the project is protected.
         """
+        from feast.constants import PROTECTED_PROJECT_TAG
+
+        try:
+            project = self.registry.get_project(name=name, allow_cache=False)
+            if project and project.tags.get(PROTECTED_PROJECT_TAG) == "true":
+                raise ValueError(
+                    f'Cannot delete protected project "{name}". '
+                    "Protected projects are managed externally."
+                )
+        except ValueError:
+            raise
+        except Exception:
+            pass
         return self.registry.delete_project(name, commit=commit)
 
     def list_saved_datasets(
-        self, allow_cache: bool = False, tags: Optional[dict[str, str]] = None
+        self,
+        allow_cache: bool = False,
+        tags: Optional[dict[str, str]] = None,
+        namespace: Optional[str] = None,
+        collection: Optional[str] = None,
     ) -> List[SavedDataset]:
         """
         Retrieves the list of saved datasets from the registry.
@@ -3423,12 +5017,18 @@ def list_saved_datasets(
         Args:
             allow_cache: Whether to allow returning saved datasets from a cached registry.
             tags: Filter by tags.
+            namespace: Filter by logical namespace grouping.
+            collection: Filter by collection sub-grouping within namespace.
 
         Returns:
             A list of saved datasets.
         """
         return self.registry.list_saved_datasets(
-            self.project, allow_cache=allow_cache, tags=tags
+            self.project,
+            allow_cache=allow_cache,
+            tags=tags,
+            namespace=namespace,
+            collection=collection,
         )
 
     async def initialize(self) -> None:
diff --git a/sdk/python/feast/feature_view.py b/sdk/python/feast/feature_view.py
index da11a7958ca..6d1a77b1114 100644
--- a/sdk/python/feast/feature_view.py
+++ b/sdk/python/feast/feature_view.py
@@ -12,6 +12,7 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 import copy
+import enum
 import warnings
 from datetime import datetime, timedelta
 from typing import Dict, List, Optional, Tuple, Type, Union
@@ -48,6 +49,49 @@
 
 warnings.simplefilter("once", DeprecationWarning)
 
+
+class FeatureViewState(enum.IntEnum):
+    """Lifecycle state of a feature view.
+
+    Maps to the ``FeatureViewState`` proto enum defined in
+    ``protos/feast/core/FeatureView.proto``.
+    """
+
+    STATE_UNSPECIFIED = 0
+    CREATED = 1
+    GENERATED = 2
+    MATERIALIZING = 3
+    AVAILABLE_ONLINE = 4
+
+    def can_transition_to(self, target: "FeatureViewState") -> bool:
+        """Return True if transitioning from this state to *target* is allowed."""
+        allowed = _VALID_STATE_TRANSITIONS.get(self, set())
+        return target in allowed
+
+    @classmethod
+    def from_proto(cls, proto_val: int) -> "FeatureViewState":
+        try:
+            return cls(proto_val)
+        except ValueError:
+            return cls.STATE_UNSPECIFIED
+
+    def to_proto(self) -> int:
+        return self.value
+
+
+# Valid state transitions: maps each state to the set of states it can move to.
+_VALID_STATE_TRANSITIONS: dict[FeatureViewState, set[FeatureViewState]] = {
+    FeatureViewState.STATE_UNSPECIFIED: {FeatureViewState.CREATED},
+    FeatureViewState.CREATED: {FeatureViewState.GENERATED},
+    FeatureViewState.GENERATED: {FeatureViewState.MATERIALIZING},
+    FeatureViewState.MATERIALIZING: {
+        FeatureViewState.AVAILABLE_ONLINE,
+        FeatureViewState.GENERATED,
+    },
+    FeatureViewState.AVAILABLE_ONLINE: {FeatureViewState.MATERIALIZING},
+}
+
+
 # DUMMY_ENTITY is a placeholder entity used in entityless FeatureViews
 DUMMY_ENTITY_ID = "__dummy_id"
 DUMMY_ENTITY_NAME = "__dummy"
@@ -113,6 +157,9 @@ class FeatureView(BaseFeatureView):
     materialization_intervals: List[Tuple[datetime, datetime]]
     mode: Optional[Union["TransformationMode", str]]
     enable_validation: bool
+    enabled: bool
+    state: FeatureViewState
+    _raw_feature_transformation_proto: Optional[Message] = None
 
     def __init__(
         self,
@@ -132,6 +179,7 @@ def __init__(
         mode: Optional[Union["TransformationMode", str]] = None,
         enable_validation: bool = False,
         version: str = "latest",
+        enabled: bool = True,
     ):
         """
         Creates a FeatureView object.
@@ -289,6 +337,8 @@ def __init__(
         self.offline = offline
         self.mode = mode
         self.materialization_intervals = []
+        self.enabled = enabled
+        self.state = FeatureViewState.STATE_UNSPECIFIED
 
     def __hash__(self):
         return super().__hash__()
@@ -310,6 +360,7 @@ def __copy__(self):
             description=self.description,
             owner=self.owner,
             org=self.org,
+            enabled=self.enabled,
         )
 
         # This is deliberately set outside of the FV initialization as we do not have the Entity objects.
@@ -317,6 +368,7 @@ def __copy__(self):
         fv.features = copy.copy(self.features)
         fv.entity_columns = copy.copy(self.entity_columns)
         fv.projection = copy.copy(self.projection)
+        fv.state = self.state
         return fv
 
     def _schema_or_udf_changed(self, other: "BaseFeatureView") -> bool:
@@ -343,9 +395,7 @@ def _schema_or_udf_changed(self, other: "BaseFeatureView") -> bool:
 
     def __eq__(self, other):
         if not isinstance(other, FeatureView):
-            raise TypeError(
-                "Comparisons should only involve FeatureView class objects."
-            )
+            return False
 
         if not super().__eq__(other):
             return False
@@ -481,7 +531,9 @@ def to_proto_spec(
             ]
 
         feature_transformation_proto = None
-        if hasattr(self, "feature_transformation") and self.feature_transformation:
+        if getattr(self, "_raw_feature_transformation_proto", None) is not None:
+            feature_transformation_proto = self._raw_feature_transformation_proto
+        elif hasattr(self, "feature_transformation") and self.feature_transformation:
             feature_transformation_proto = transformation_to_proto(
                 self.feature_transformation
             )
@@ -505,6 +557,7 @@ def to_proto_spec(
             mode=mode_to_string(self.mode),
             enable_validation=self.enable_validation,
             version=self.version,
+            disabled=not self.enabled,
         )
 
     def to_proto_meta(self):
@@ -520,6 +573,8 @@ def to_proto_meta(self):
             meta.materialization_intervals.append(interval_proto)
         if self.current_version_number is not None:
             meta.current_version_number = self.current_version_number
+        if self.state != FeatureViewState.STATE_UNSPECIFIED:
+            meta.state = self.state.to_proto()
         return meta
 
     def get_ttl_duration(self):
@@ -636,8 +691,14 @@ def _from_proto_internal(
                 source=source_views if source_views else batch_source,  # type: ignore[arg-type]
                 sink_source=batch_source if source_views else None,
                 mode=mode,
-                feature_transformation=transformation,
+                feature_transformation=transformation
+                if not skip_udf
+                else feature_transformation_proto,  # type: ignore[arg-type]
             )
+            if skip_udf:
+                feature_view._raw_feature_transformation_proto = (
+                    feature_transformation_proto
+                )
         else:
             mode_from_spec = (
                 feature_view_proto.spec.mode if feature_view_proto.spec.mode else None
@@ -685,6 +746,14 @@ def _from_proto_internal(
         # Restore enable_validation from proto field.
         feature_view.enable_validation = feature_view_proto.spec.enable_validation
 
+        # Restore enabled from proto's inverted 'disabled' field.
+        # Proto bool defaults to False, so old protos without this field
+        # will correctly default to enabled=True.
+        feature_view.enabled = not feature_view_proto.spec.disabled
+
+        # Restore lifecycle state from meta.
+        feature_view.state = FeatureViewState.from_proto(feature_view_proto.meta.state)
+
         # Restore version fields.
         spec_version = feature_view_proto.spec.version
         feature_view.version = spec_version or "latest"
diff --git a/sdk/python/feast/feature_view_projection.py b/sdk/python/feast/feature_view_projection.py
index a19afda458e..22f56431afd 100644
--- a/sdk/python/feast/feature_view_projection.py
+++ b/sdk/python/feast/feature_view_projection.py
@@ -1,6 +1,6 @@
 from typing import TYPE_CHECKING, Dict, List, Optional
 
-from attr import dataclass
+from attr import dataclass, field
 
 from feast.data_source import DataSource
 from feast.field import Field
@@ -42,12 +42,13 @@ class FeatureViewProjection:
     name_alias: Optional[str]
     desired_features: List[str]
     features: List[Field]
-    join_key_map: Dict[str, str] = {}
+    join_key_map: Dict[str, str] = field(factory=dict)
     timestamp_field: Optional[str] = None
     date_partition_column: Optional[str] = None
     created_timestamp_column: Optional[str] = None
     batch_source: Optional[DataSource] = None
     version_tag: Optional[int] = None
+    view_type: str = "featureView"
 
     def name_to_use(self):
         base = self.name_alias or self.name
@@ -70,6 +71,7 @@ def to_proto(self) -> FeatureViewProjectionProto:
             date_partition_column=self.date_partition_column or "",
             created_timestamp_column=self.created_timestamp_column or "",
             batch_source=batch_source,
+            view_type=getattr(self, "view_type", "") or "",
         )
         for feature in self.features:
             feature_reference_proto.feature_columns.append(feature.to_proto())
@@ -103,6 +105,8 @@ def from_proto(proto: FeatureViewProjectionProto) -> "FeatureViewProjection":
         if proto.HasField("version_tag"):
             feature_view_projection.version_tag = proto.version_tag
 
+        feature_view_projection.view_type = proto.view_type or "featureView"
+
         return feature_view_projection
 
     @staticmethod
diff --git a/sdk/python/feast/filter_models.py b/sdk/python/feast/filter_models.py
new file mode 100644
index 00000000000..4b98d0034f9
--- /dev/null
+++ b/sdk/python/feast/filter_models.py
@@ -0,0 +1,101 @@
+from abc import ABC, abstractmethod
+from typing import Any, Dict, List, Literal, Optional, Union
+
+from pydantic import BaseModel
+
+
+class ComparisonFilter(BaseModel):
+    """A filter that compares a metadata field against a value.
+
+    :param type: The comparison operator to apply
+    :param key: The metadata field name to filter on
+    :param value: The value to compare against
+    """
+
+    type: Literal["eq", "ne", "gt", "gte", "lt", "lte", "in", "nin"]
+    key: str
+    value: Any
+
+
+class CompoundFilter(BaseModel):
+    """A filter that combines multiple filters with a logical operator.
+
+    :param type: The logical operator ("and" requires all filters match,
+        "or" requires any filter matches)
+    :param filters: The list of filters to combine
+    """
+
+    type: Literal["and", "or"]
+    filters: List[Union[ComparisonFilter, "CompoundFilter"]]
+
+
+CompoundFilter.model_rebuild()
+
+FilterType = Optional[Union[ComparisonFilter, CompoundFilter]]
+
+
+class FilterTranslator(ABC):
+    """Abstract base for translating Feast filters into backend-native expressions.
+
+    Each online store backend provides a concrete subclass that knows how to
+    turn :class:`ComparisonFilter` / :class:`CompoundFilter` trees into the
+    query language understood by the underlying database or search engine.
+
+    The :meth:`translate` entry-point handles ``None`` via :meth:`_empty` and
+    delegates to :meth:`translate_comparison` / :meth:`translate_compound`
+    through the shared :meth:`_dispatch` recursion, so subclasses only need to
+    implement the three abstract leaf methods.
+    """
+
+    @abstractmethod
+    def translate(self, filters: FilterType) -> Any:
+        """Return the backend-native filter expression."""
+        ...
+
+    def _dispatch(self, filter_obj: Union[ComparisonFilter, CompoundFilter]) -> Any:
+        """Route to comparison or compound handler (used for recursion)."""
+        if isinstance(filter_obj, ComparisonFilter):
+            return self.translate_comparison(filter_obj)
+        elif isinstance(filter_obj, CompoundFilter):
+            return self.translate_compound(filter_obj)
+        raise ValueError(f"Unknown filter type: {type(filter_obj)}")
+
+    @abstractmethod
+    def translate_comparison(self, f: ComparisonFilter) -> Any:
+        """Translate a single comparison into a backend-native expression."""
+        ...
+
+    @abstractmethod
+    def translate_compound(self, f: CompoundFilter) -> Any:
+        """Translate a compound (AND/OR) filter into a backend-native expression."""
+        ...
+
+
+def filters_contain_numeric_comparison(
+    filter_obj: Union[ComparisonFilter, CompoundFilter],
+) -> bool:
+    """Return True if any leaf comparison uses a numeric value."""
+    if isinstance(filter_obj, ComparisonFilter):
+        return isinstance(filter_obj.value, (int, float)) and not isinstance(
+            filter_obj.value, bool
+        )
+    if isinstance(filter_obj, CompoundFilter):
+        return any(filters_contain_numeric_comparison(f) for f in filter_obj.filters)
+    return False
+
+
+def convert_dict_to_filter(
+    filter_dict: Dict[str, Any],
+) -> Union[ComparisonFilter, CompoundFilter]:
+    """Convert a raw dict (e.g. from OpenAI-compatible JSON) into a typed filter object."""
+    filter_type = filter_dict.get("type")
+    if filter_type in ("and", "or"):
+        return CompoundFilter(
+            type=filter_type,
+            filters=[convert_dict_to_filter(f) for f in filter_dict["filters"]],
+        )
+    return ComparisonFilter(
+        type=filter_dict["type"],
+        key=filter_dict["key"],
+        value=filter_dict["value"],
+    )
diff --git a/sdk/python/feast/infra/compute_engines/base.py b/sdk/python/feast/infra/compute_engines/base.py
index 360cf95a044..028bac44aac 100644
--- a/sdk/python/feast/infra/compute_engines/base.py
+++ b/sdk/python/feast/infra/compute_engines/base.py
@@ -1,5 +1,5 @@
 from abc import ABC, abstractmethod
-from typing import List, Sequence, Union
+from typing import TYPE_CHECKING, List, Optional, Sequence, Union
 
 import pyarrow as pa
 
@@ -19,6 +19,9 @@
 from feast.on_demand_feature_view import OnDemandFeatureView
 from feast.stream_feature_view import StreamFeatureView
 
+if TYPE_CHECKING:
+    from feast.openlineage.identity import LineageParentContext
+
 
 class ComputeEngine(ABC):
     """
@@ -85,14 +88,43 @@ def teardown_infra(
         """
         pass
 
+    @property
+    def supports_batch(self) -> bool:
+        """Whether this engine can accept all tasks in a single materialize() call.
+
+        When True, feature_store.py collects all FV tasks upfront and submits
+        them in one batch.  When False (default), the standard per-FV loop
+        through ``provider.materialize_single_feature_view()`` is used.
+        """
+        return False
+
+    @property
+    def applies_materialization(self) -> bool:
+        """If True, the engine already wrote watermarks/state (e.g. driver pod)."""
+        return False
+
     def materialize(
         self,
         registry: BaseRegistry,
         tasks: Union[MaterializationTask, List[MaterializationTask]],
+        *,
+        lineage_parent: Optional["LineageParentContext"] = None,
         **kwargs,
     ) -> List[MaterializationJob]:
+        """Materialize features for the given tasks.
+
+        Args:
+            registry: Feature registry
+            tasks: One or more materialization tasks
+            lineage_parent: Optional OpenLineage parent run. Engines that emit
+                their own lineage (e.g. SparkApplication) should attach this as
+                a parentRun; others ignore it.
+            **kwargs: Engine-specific options
+        """
         if isinstance(tasks, MaterializationTask):
             tasks = [tasks]
+        if lineage_parent is not None:
+            kwargs["lineage_parent"] = lineage_parent
         return [self._materialize_one(registry, task, **kwargs) for task in tasks]
 
     def _materialize_one(
diff --git a/sdk/python/feast/infra/compute_engines/dag/context.py b/sdk/python/feast/infra/compute_engines/dag/context.py
index 46eda356223..38b9a788872 100644
--- a/sdk/python/feast/infra/compute_engines/dag/context.py
+++ b/sdk/python/feast/infra/compute_engines/dag/context.py
@@ -42,6 +42,18 @@ def created_timestamp_column(self) -> Optional[str]:
         """
         return self._get_mapped_column(self.created_ts_col)
 
+    @property
+    def join_keys_columns(self) -> List[str]:
+        """
+        Get the join keys, mapped through field_mapping to their post-rename
+        column names. Use this when looking up columns on a DataFrame that has
+        already had its source columns renamed (e.g. inside DAG nodes that
+        consume the output of a source-read node).
+        """
+        if not self.field_mapping:
+            return list(self.join_keys)
+        return [self.field_mapping.get(key, key) for key in self.join_keys]
+
     def _get_mapped_column(self, column: Optional[str]) -> Optional[str]:
         """
         Helper method to get the mapped column name if it exists in field_mapping.
diff --git a/sdk/python/feast/infra/compute_engines/dag/model.py b/sdk/python/feast/infra/compute_engines/dag/model.py
index 5990eea6141..263c5029f4f 100644
--- a/sdk/python/feast/infra/compute_engines/dag/model.py
+++ b/sdk/python/feast/infra/compute_engines/dag/model.py
@@ -6,3 +6,4 @@ class DAGFormat(str, Enum):
     PANDAS = "pandas"
     ARROW = "arrow"
     RAY = "ray"
+    FLINK = "flink"
diff --git a/sdk/python/feast/infra/compute_engines/feature_builder.py b/sdk/python/feast/infra/compute_engines/feature_builder.py
index 43f17ee2986..2a102bf9f2f 100644
--- a/sdk/python/feast/infra/compute_engines/feature_builder.py
+++ b/sdk/python/feast/infra/compute_engines/feature_builder.py
@@ -158,10 +158,13 @@ def get_column_info(
         # we need to read ALL source columns, not just the output feature columns.
         # This is specifically for transformations that create new columns or need raw data.
         mode = getattr(getattr(view, "feature_transformation", None), "mode", None)
-        if mode in ("ray", "pandas", "python") or getattr(mode, "value", None) in (
+        if mode in ("ray", "pandas", "python", "flink") or getattr(
+            mode, "value", None
+        ) in (
             "ray",
             "pandas",
             "python",
+            "flink",
         ):
             # Signal to read all columns by passing empty list for feature_cols.
             # "python" (BatchFeatureView) transformations need all raw source columns — the
diff --git a/sdk/python/feast/infra/compute_engines/flink/__init__.py b/sdk/python/feast/infra/compute_engines/flink/__init__.py
new file mode 100644
index 00000000000..678bae5afc6
--- /dev/null
+++ b/sdk/python/feast/infra/compute_engines/flink/__init__.py
@@ -0,0 +1,11 @@
+from __future__ import annotations
+
+from feast.infra.compute_engines.flink.compute import (
+    FlinkComputeEngine,
+    FlinkComputeEngineConfig,
+)
+
+__all__ = [
+    "FlinkComputeEngine",
+    "FlinkComputeEngineConfig",
+]
diff --git a/sdk/python/feast/infra/compute_engines/flink/compute.py b/sdk/python/feast/infra/compute_engines/flink/compute.py
new file mode 100644
index 00000000000..b0cfc645a7a
--- /dev/null
+++ b/sdk/python/feast/infra/compute_engines/flink/compute.py
@@ -0,0 +1,161 @@
+from __future__ import annotations
+
+import logging
+from typing import Any, Dict, Literal, Optional, Sequence, Union
+
+from feast import (
+    BatchFeatureView,
+    Entity,
+    FeatureView,
+    OnDemandFeatureView,
+    StreamFeatureView,
+)
+from feast.infra.common.materialization_job import (
+    MaterializationJob,
+    MaterializationJobStatus,
+    MaterializationTask,
+)
+from feast.infra.common.retrieval_task import HistoricalRetrievalTask
+from feast.infra.compute_engines.base import ComputeEngine
+from feast.infra.compute_engines.flink.feature_builder import FlinkFeatureBuilder
+from feast.infra.compute_engines.flink.job import (
+    FlinkDAGRetrievalJob,
+    FlinkMaterializationJob,
+)
+from feast.infra.compute_engines.flink.utils import (
+    cleanup_flink_temporary_views,
+    create_flink_table_environment,
+)
+from feast.infra.offline_stores.offline_store import OfflineStore, RetrievalJob
+from feast.infra.online_stores.online_store import OnlineStore
+from feast.infra.registry.base_registry import BaseRegistry
+from feast.repo_config import FeastConfigBaseModel, RepoConfig
+
+logger = logging.getLogger(__name__)
+
+
+class FlinkComputeEngineConfig(FeastConfigBaseModel):
+    """Configuration for the Apache Flink compute engine."""
+
+    type: Literal["flink.engine"] = "flink.engine"
+    """Flink compute engine type selector."""
+
+    execution_mode: Literal["batch", "streaming"] = "batch"
+    """PyFlink TableEnvironment execution mode."""
+
+    parallelism: Optional[int] = None
+    """Default Flink parallelism for jobs created by this engine."""
+
+    table_config: Optional[Dict[str, str]] = None
+    """Additional PyFlink table configuration entries."""
+
+    pandas_split_num: int = 1
+    """Number of PyFlink Arrow source splits for pandas entity DataFrames."""
+
+
+class FlinkComputeEngine(ComputeEngine):
+    def __init__(
+        self,
+        *,
+        repo_config: RepoConfig,
+        offline_store: OfflineStore,
+        online_store: OnlineStore,
+        table_environment: Optional[Any] = None,
+        **kwargs,
+    ) -> None:
+        super().__init__(
+            repo_config=repo_config,
+            offline_store=offline_store,
+            online_store=online_store,
+            **kwargs,
+        )
+        self.config = repo_config.batch_engine
+        assert isinstance(self.config, FlinkComputeEngineConfig)
+        self.table_env = table_environment or create_flink_table_environment(
+            self.config
+        )
+
+    def update(
+        self,
+        project: str,
+        views_to_delete: Sequence[
+            Union[BatchFeatureView, StreamFeatureView, FeatureView]
+        ],
+        views_to_keep: Sequence[
+            Union[BatchFeatureView, StreamFeatureView, FeatureView, OnDemandFeatureView]
+        ],
+        entities_to_delete: Sequence[Entity],
+        entities_to_keep: Sequence[Entity],
+    ) -> None:
+        """Flink compute engine does not provision Feast-managed infrastructure."""
+        pass
+
+    def teardown_infra(
+        self,
+        project: str,
+        fvs: Sequence[Union[BatchFeatureView, StreamFeatureView, FeatureView]],
+        entities: Sequence[Entity],
+    ) -> None:
+        """Flink compute engine does not tear down Feast-managed infrastructure."""
+        pass
+
+    def _materialize_one(
+        self, registry: BaseRegistry, task: MaterializationTask, **kwargs
+    ) -> MaterializationJob:
+        job_id = f"{task.feature_view.name}-{task.start_time}-{task.end_time}"
+        context = self.get_execution_context(registry, task)
+
+        try:
+            builder = FlinkFeatureBuilder(
+                registry=registry,
+                table_env=self.table_env,
+                task=task,
+                split_num=self.config.pandas_split_num,
+            )
+            plan = builder.build()
+            plan.execute(context)
+            return FlinkMaterializationJob(
+                job_id=job_id,
+                status=MaterializationJobStatus.SUCCEEDED,
+            )
+        except Exception as exc:
+            logger.error("Flink materialization failed for %s: %s", job_id, exc)
+            return FlinkMaterializationJob(
+                job_id=job_id,
+                status=MaterializationJobStatus.ERROR,
+                error=exc,
+            )
+        finally:
+            cleanup_flink_temporary_views(self.table_env)
+
+    def get_historical_features(
+        self, registry: BaseRegistry, task: HistoricalRetrievalTask
+    ) -> RetrievalJob:
+        context = self.get_execution_context(registry, task)
+        try:
+            builder = FlinkFeatureBuilder(
+                registry=registry,
+                table_env=self.table_env,
+                task=task,
+                split_num=self.config.pandas_split_num,
+            )
+            plan = builder.build()
+            return FlinkDAGRetrievalJob(
+                plan=plan,
+                context=context,
+                table_env=self.table_env,
+                full_feature_names=task.full_feature_name,
+            )
+        except Exception as exc:
+            logger.error(
+                "Flink historical retrieval setup failed for %s: %s",
+                task.feature_view.name,
+                exc,
+            )
+            return FlinkDAGRetrievalJob(
+                plan=None,
+                context=context,
+                table_env=self.table_env,
+                full_feature_names=task.full_feature_name,
+                error=exc,
+            )
diff --git a/sdk/python/feast/infra/compute_engines/flink/feature_builder.py b/sdk/python/feast/infra/compute_engines/flink/feature_builder.py
new file mode 100644
index 00000000000..3fd276c92fe
--- /dev/null
+++ b/sdk/python/feast/infra/compute_engines/flink/feature_builder.py
@@ -0,0 +1,214 @@
+from __future__ import annotations
+
+import logging
+from typing import Any, Union
+
+import pandas as pd
+
+from feast.infra.common.materialization_job import MaterializationTask
+from feast.infra.common.retrieval_task import HistoricalRetrievalTask
+from feast.infra.compute_engines.dag.node import DAGNode
+from feast.infra.compute_engines.feature_builder import FeatureBuilder
+from feast.infra.compute_engines.flink.nodes import (
+    FlinkAggregationNode,
+    FlinkDedupNode,
+    FlinkFilterNode,
+    FlinkJoinNode,
+    FlinkOutputNode,
+    FlinkSourceReadNode,
+    FlinkTransformationNode,
+    FlinkValidationNode,
+)
+from feast.infra.registry.base_registry import BaseRegistry
+from feast.types import PrimitiveFeastType, from_feast_to_pyarrow_type
+
+logger = logging.getLogger(__name__)
+
+
+class FlinkFeatureBuilder(FeatureBuilder):
+    def __init__(
+        self,
+        registry: BaseRegistry,
+        table_env: Any,
+        task: Union[MaterializationTask, HistoricalRetrievalTask],
+        split_num: int,
+    ) -> None:
+        super().__init__(registry, task.feature_view, task)
+        self.table_env = table_env
+        self.split_num = split_num
+
+    def _should_join_entity_df(self) -> bool:
+        return isinstance(self.task, HistoricalRetrievalTask) and (
+            isinstance(self.task.entity_df, pd.DataFrame)
+            or (
+                isinstance(self.task.entity_df, str)
+                and bool(self.task.entity_df.strip())
+            )
+        )
+
+    def _build(self, view: Any, input_nodes: list[DAGNode] | None) -> DAGNode:
+        if view.data_source:
+            last_node: DAGNode = self.build_source_node(view)
+
+            if self._should_transform(view):
+                last_node = self.build_transformation_node(view, [last_node])
+
+            if self._should_join_entity_df():
+                last_node = self.build_join_node(view, [last_node])
+
+        elif input_nodes:
+            if self._should_transform(view):
+                last_node = self.build_transformation_node(view, input_nodes)
+            else:
+                last_node = self.build_join_node(view, input_nodes)
+        else:
+            raise ValueError(f"FeatureView {view.name} has no valid source or inputs")
+
+        last_node = self.build_filter_node(view, last_node)
+
+        if self._should_aggregate(view):
+            last_node = self.build_aggregation_node(view, last_node)
+        elif self._should_dedupe(view):
+            last_node = self.build_dedup_node(view, last_node)
+
+        if self._should_validate(view):
+            last_node = self.build_validation_node(view, last_node)
+
+        return last_node
+
+    def build_source_node(self, view: Any) -> FlinkSourceReadNode:
+        source = view.batch_source
+        column_info = self.get_column_info(view)
+        node = FlinkSourceReadNode(
+            f"{view.name}:source",
+            source,
+            column_info,
+            self.table_env,
+            self.split_num,
+            self.task.start_time,
+            self.task.end_time,
+        )
+        self.nodes.append(node)
+        return node
+
+    def build_aggregation_node(
+        self, view: Any, input_node: DAGNode
+    ) -> FlinkAggregationNode:
+        column_info = self.get_column_info(view)
+        node = FlinkAggregationNode(
+            f"{view.name}:agg",
+            column_info.join_keys_columns,
+            view.aggregations,
+            self.table_env,
+            self.split_num,
+            inputs=[input_node],
+        )
+        self.nodes.append(node)
+        return node
+
+    def build_join_node(self, view: Any, input_nodes: list[DAGNode]) -> FlinkJoinNode:
+        column_info = self.get_column_info(view)
+        node = FlinkJoinNode(
+            f"{view.name}:join",
+            column_info,
+            self.table_env,
+            self.split_num,
+            inputs=input_nodes,
+        )
+        self.nodes.append(node)
+        return node
+
+    def build_filter_node(self, view: Any, input_node: DAGNode) -> FlinkFilterNode:
+        filter_expr = getattr(view, "filter", None)
+        ttl = getattr(view, "ttl", None)
+        column_info = self.get_column_info(view)
+        node = FlinkFilterNode(
+            f"{view.name}:filter",
+            column_info,
+            self.table_env,
+            self.split_num,
+            filter_expr,
+            ttl,
+            inputs=[input_node],
+        )
+        self.nodes.append(node)
+        return node
+
+    def build_dedup_node(self, view: Any, input_node: DAGNode) -> FlinkDedupNode:
+        column_info = self.get_column_info(view)
+        node = FlinkDedupNode(
+            f"{view.name}:dedup",
+            column_info,
+            self.table_env,
+            self.split_num,
+            inputs=[input_node],
+        )
+        self.nodes.append(node)
+        return node
+
+    def build_transformation_node(
+        self, view: Any, input_nodes: list[DAGNode]
+    ) -> FlinkTransformationNode:
+        transform_config = view.feature_transformation
+        transformation_fn = (
+            transform_config.udf
+            if hasattr(transform_config, "udf")
+            else transform_config
+        )
+        node = FlinkTransformationNode(
+            f"{view.name}:transform",
+            transformation_fn,
+            self.table_env,
+            self.split_num,
+            inputs=input_nodes,
+        )
+        self.nodes.append(node)
+        return node
+
+    def build_output_nodes(self, view: Any, input_node: DAGNode) -> FlinkOutputNode:
+        node = FlinkOutputNode(
+            f"{view.name}:output",
+            self.dag_root.view,
+            self.table_env,
+            self.split_num,
+            isinstance(self.task, MaterializationTask),
+            [input_node],
+        )
+        self.nodes.append(node)
+        return node
+
+    def build_validation_node(
+        self, view: Any, input_node: DAGNode
+    ) -> FlinkValidationNode:
+        expected_columns = {}
+        json_columns: set[str] = set()
+        if hasattr(view, "features"):
+            for feature in view.features:
+                try:
+                    expected_columns[feature.name] = from_feast_to_pyarrow_type(
+                        feature.dtype
+                    )
+                except (ValueError, KeyError):
+                    logger.debug(
+                        "Could not resolve PyArrow type for feature '%s' "
+                        "(dtype=%s), skipping type check for this column.",
+                        feature.name,
+                        feature.dtype,
+                    )
+                    expected_columns[feature.name] = None
+                if (
+                    isinstance(feature.dtype, PrimitiveFeastType)
+                    and feature.dtype.name == "JSON"
+                ):
+                    json_columns.add(feature.name)
+
+        node = FlinkValidationNode(
+            f"{view.name}:validate",
+            expected_columns,
+            json_columns,
+            self.table_env,
+            self.split_num,
+            inputs=[input_node],
+        )
+        self.nodes.append(node)
+        return node
diff --git a/sdk/python/feast/infra/compute_engines/flink/job.py b/sdk/python/feast/infra/compute_engines/flink/job.py
new file mode 100644
index 00000000000..45e80df5506
--- /dev/null
+++ b/sdk/python/feast/infra/compute_engines/flink/job.py
@@ -0,0 +1,124 @@
+from __future__ import annotations
+
+from dataclasses import dataclass
+from typing import List, Optional
+
+import pandas as pd
+import pyarrow as pa
+
+from feast.infra.common.materialization_job import (
+    MaterializationJob,
+    MaterializationJobStatus,
+)
+from feast.infra.compute_engines.dag.context import ExecutionContext
+from feast.infra.compute_engines.dag.plan import ExecutionPlan
+from feast.infra.compute_engines.flink.utils import (
+    cleanup_flink_temporary_views,
+    flink_table_to_arrow,
+)
+from feast.infra.offline_stores.offline_store import RetrievalJob, RetrievalMetadata
+from feast.on_demand_feature_view import OnDemandFeatureView
+from feast.saved_dataset import SavedDatasetStorage
+
+
+class FlinkDAGRetrievalJob(RetrievalJob):
+    def __init__(
+        self,
+        plan: Optional[ExecutionPlan],
+        context: ExecutionContext,
+        table_env: object,
+        full_feature_names: bool,
+        on_demand_feature_views: Optional[List[OnDemandFeatureView]] = None,
+        metadata: Optional[RetrievalMetadata] = None,
+        error: Optional[BaseException] = None,
+    ) -> None:
+        self._plan = plan
+        self._context = context
+        self._table_env = table_env
+        self._full_feature_names = full_feature_names
+        self._on_demand_feature_views = on_demand_feature_views or []
+        self._metadata = metadata
+        self._error = error
+        self._arrow_table: Optional[pa.Table] = None
+
+    def error(self) -> Optional[BaseException]:
+        return self._error
+
+    def _ensure_executed(self) -> None:
+        if self._arrow_table is None:
+            if self._error is not None:
+                raise self._error
+            if self._plan is None:
+                raise RuntimeError("Execution plan is not set")
+            try:
+                result = self._plan.execute(self._context)
+                self._arrow_table = flink_table_to_arrow(result.data)
+            finally:
+                cleanup_flink_temporary_views(self._table_env)
+
+    def _to_df_internal(self, timeout: Optional[int] = None) -> pd.DataFrame:
+        self._ensure_executed()
+        assert self._arrow_table is not None
+        return self._arrow_table.to_pandas()
+
+    def _to_arrow_internal(self, timeout: Optional[int] = None) -> pa.Table:
+        self._ensure_executed()
+        assert self._arrow_table is not None
+        return self._arrow_table
+
+    @property
+    def full_feature_names(self) -> bool:
+        return self._full_feature_names
+
+    @property
+    def on_demand_feature_views(self) -> List[OnDemandFeatureView]:
+        return self._on_demand_feature_views
+
+    @property
+    def metadata(self) -> Optional[RetrievalMetadata]:
+        return self._metadata
+
+    def persist(
+        self,
+        storage: SavedDatasetStorage,
+        allow_overwrite: bool = False,
+        timeout: Optional[int] = None,
+    ) -> None:
+        raise NotImplementedError("Persisting Flink retrieval jobs is not supported.")
+
+    def to_remote_storage(self) -> List[str]:
+        raise NotImplementedError(
+            "Remote storage is not supported in FlinkDAGRetrievalJob."
+        )
+
+    def to_sql(self) -> str:
+        raise NotImplementedError("SQL generation is not supported for Flink DAGs.")
+
+
+@dataclass
+class FlinkMaterializationJob(MaterializationJob):
+    def __init__(
+        self,
+        job_id: str,
+        status: MaterializationJobStatus,
+        error: Optional[BaseException] = None,
+    ) -> None:
+        super().__init__()
+        self._job_id = job_id
+        self._status = status
+        self._error = error
+
+    def status(self) -> MaterializationJobStatus:
+        return self._status
+
+    def error(self) -> Optional[BaseException]:
+        return self._error
+
+    def should_be_retried(self) -> bool:
+        return False
+
+    def job_id(self) -> str:
+        return self._job_id
+
+    def url(self) -> Optional[str]:
+        return None
diff --git a/sdk/python/feast/infra/compute_engines/flink/nodes.py b/sdk/python/feast/infra/compute_engines/flink/nodes.py
new file mode 100644
index 00000000000..2bdb29cd8c4
--- /dev/null
+++ b/sdk/python/feast/infra/compute_engines/flink/nodes.py
@@ -0,0 +1,816 @@
+from __future__ import annotations
+
+import logging
+import uuid
+from datetime import datetime, timedelta
+from typing import Any, Callable, Dict, Iterable, List, Optional, Set, Union
+
+import pandas as pd
+import pyarrow as pa
+
+from feast import BatchFeatureView, FeatureView, StreamFeatureView
+from feast.aggregation import Aggregation, aggregation_specs_to_agg_ops
+from feast.data_source import DataSource
+from feast.infra.compute_engines.dag.context import ColumnInfo, ExecutionContext
+from feast.infra.compute_engines.dag.model import DAGFormat
+from feast.infra.compute_engines.dag.node import DAGNode
+from feast.infra.compute_engines.dag.value import DAGValue
+from feast.infra.compute_engines.flink.utils import (
+    flink_table_to_arrow_batches,
+    pandas_to_flink_table,
+    register_flink_temporary_view,
+)
+from feast.infra.compute_engines.utils import (
+    ENTITY_ROW_ID,
+    ENTITY_TS_ALIAS,
+    create_offline_store_retrieval_job,
+    find_entity_timestamp_column,
+    infer_entity_timestamp_column,
+)
+from feast.utils import _convert_arrow_to_proto
+
+logger = logging.getLogger(__name__)
+
+DEDUP_ROW_NUMBER = "__feast_row_number"
+
+
+def _quote_identifier(identifier: str) -> str:
+    return f"`{identifier.replace('`', '``')}`"
+
+
+def _qualified_column(alias: str, column: str) -> str:
+    return f"{alias}.{_quote_identifier(column)}"
+
+
+def _select_column(alias: str, column: str, output_name: Optional[str] = None) -> str:
+    expr = _qualified_column(alias, column)
+    if output_name and output_name != column:
+        return f"{expr} AS {_quote_identifier(output_name)}"
+    return expr
+
+
+def _flink_interval_literals(value: timedelta) -> List[str]:
+    total_seconds = int(value.total_seconds())
+    if total_seconds <= 0:
+        return ["INTERVAL '0' SECOND"]
+
+    days, remainder = divmod(total_seconds, 24 * 60 * 60)
+    hours, remainder = divmod(remainder, 60 * 60)
+    minutes, seconds = divmod(remainder, 60)
+    parts: List[str] = []
+    if days:
+        parts.append(f"INTERVAL '{days}' DAY")
+    if hours:
+        parts.append(f"INTERVAL '{hours}' HOUR")
+    if minutes:
+        parts.append(f"INTERVAL '{minutes}' MINUTE")
+    if seconds:
+        parts.append(f"INTERVAL '{seconds}' SECOND")
+    return parts
+
+
+def _subtract_flink_intervals(timestamp_expr: str, value: timedelta) -> str:
+    result = timestamp_expr
+    for interval in _flink_interval_literals(value):
+        result = f"{result} - {interval}"
+    return result
+
+
+def _get_columns_from_schema(table: Any) -> Optional[List[str]]:
+    if not hasattr(table, "get_schema"):
+        return None
+    schema = table.get_schema()
+    if hasattr(schema, "get_field_names"):
+        return list(schema.get_field_names())
+    if hasattr(schema, "get_field_count") and hasattr(schema, "get_field_name"):
+        return [schema.get_field_name(i) for i in range(schema.get_field_count())]
+    return None
+
+
+def _get_columns(value: DAGValue) -> List[str]:
+    metadata_columns = value.metadata.get("columns") if value.metadata else None
+    if metadata_columns:
+        return list(metadata_columns)
+    schema_columns = _get_columns_from_schema(value.data)
+    if schema_columns:
+        return schema_columns
+    raise ValueError(
+        "Could not infer columns for Flink DAG value from metadata or PyFlink schema."
+    )
+
+
+def _can_use_sql(table_env: Any) -> bool:
+    return hasattr(table_env, "create_temporary_view") and hasattr(
+        table_env, "sql_query"
+    )
+
+
+def _require_sql(table_env: Any, node_name: str) -> None:
+    if not _can_use_sql(table_env):
+        raise RuntimeError(
+            f"Flink node '{node_name}' requires a PyFlink TableEnvironment with "
+            "create_temporary_view() and sql_query()."
+        )
+
+
+def _register_table(table_env: Any, table: Any, prefix: str) -> str:
+    view_name = f"__feast_{prefix}_{uuid.uuid4().hex}"
+    table_env.create_temporary_view(view_name, table)
+    register_flink_temporary_view(table_env, view_name)
+    return view_name
+
+
+def _sql_value(
+    table_env: Any,
+    query: str,
+    columns: Iterable[str],
+    metadata: Optional[dict] = None,
+) -> DAGValue:
+    return DAGValue(
+        data=table_env.sql_query(query),
+        format=DAGFormat.FLINK,
+        metadata={**(metadata or {}), "columns": list(columns), "native_sql": query},
+    )
+
+
+def _entity_timestamp_column_from_columns(columns: List[str]) -> str:
+    entity_ts_col = find_entity_timestamp_column(columns)
+    if entity_ts_col:
+        return entity_ts_col
+    raise ValueError(
+        "SQL-based entity_df for FlinkComputeEngine must select an "
+        "`event_timestamp` column."
+    )
+
+
+def _entity_value_from_dataframe(
+    table_env: Any,
+    entity_df: pd.DataFrame,
+    split_num: int,
+    join_keys: List[str],
+) -> tuple[Any, List[str], str]:
+    entity_df = entity_df.copy()
+    if entity_df.empty:
+        for join_key in join_keys:
+            if join_key not in entity_df.columns:
+                entity_df[join_key] = pd.Series(dtype="object")
+        entity_ts_col = find_entity_timestamp_column(list(entity_df.columns))
+        if entity_ts_col is None:
+            entity_ts_col = ENTITY_TS_ALIAS
+            entity_df[entity_ts_col] = pd.Series(dtype="datetime64[ns]")
+    else:
+        entity_schema = dict(zip(entity_df.columns, entity_df.dtypes))
+        entity_ts_col = infer_entity_timestamp_column(entity_schema)
+
+    entity_df[ENTITY_ROW_ID] = range(len(entity_df))
+    if entity_ts_col != ENTITY_TS_ALIAS:
+        entity_df = entity_df.rename(columns={entity_ts_col: ENTITY_TS_ALIAS})
+    return (
+        pandas_to_flink_table(table_env, entity_df, split_num),
+        list(entity_df.columns),
+        entity_ts_col,
+    )
+
+
+def _entity_value_from_sql(
+    table_env: Any,
+    entity_sql: str,
+    join_keys: List[str],
+) -> tuple[Any, List[str], str]:
+    _require_sql(table_env, "entity_df")
+    entity_table = table_env.sql_query(entity_sql)
+    entity_columns = _get_columns_from_schema(entity_table)
+    if entity_columns is None:
+        raise ValueError("Could not infer columns for SQL-based entity_df.")
+
+    entity_ts_col = _entity_timestamp_column_from_columns(entity_columns)
+    entity_view = _register_table(table_env, entity_table, "entity_sql")
+    output_columns = [
+        ENTITY_TS_ALIAS if column == entity_ts_col else column
+        for column in entity_columns
+    ]
+    select_exprs = [
+        _select_column(
+            "entity_src",
+            column,
+            ENTITY_TS_ALIAS if column == entity_ts_col else column,
+        )
+        for column in entity_columns
+    ]
+    order_columns = [
+        column for column in [entity_ts_col, *join_keys] if column in entity_columns
+    ]
+    order_expr = ", ".join(
+        _qualified_column("entity_src", col) for col in order_columns
+    )
+    if not order_expr:
+        order_expr = _qualified_column("entity_src", entity_columns[0])
+    select_exprs.append(
+        f"ROW_NUMBER() OVER (ORDER BY {order_expr}) - 1 AS "
+        f"{_quote_identifier(ENTITY_ROW_ID)}"
+    )
+    query = (
+        f"SELECT {', '.join(select_exprs)} "
+        f"FROM {_quote_identifier(entity_view)} AS entity_src"
+    )
+    output_columns.append(ENTITY_ROW_ID)
+    value = _sql_value(
+        table_env,
+        query,
+        output_columns,
+        metadata={"entity_timestamp_column": entity_ts_col},
+    )
+    return value.data, output_columns, entity_ts_col
+
+
+def _entity_value_from_context(
+    table_env: Any,
+    context: ExecutionContext,
+    split_num: int,
+    join_keys: List[str],
+) -> tuple[Any, List[str], str]:
+    if isinstance(context.entity_df, pd.DataFrame):
+        return _entity_value_from_dataframe(
+            table_env, context.entity_df, split_num, join_keys
+        )
+    if isinstance(context.entity_df, str):
+        return _entity_value_from_sql(table_env, context.entity_df, join_keys)
+    raise TypeError(
+        "FlinkComputeEngine entity_df must be a pandas DataFrame, SQL string, or None."
+    )
+
+
+def _retrieval_job_to_flink_table(
+    retrieval_job: Any,
+    table_env: Any,
+    split_num: int,
+) -> tuple[Any, List[str]]:
+    to_flink_table = getattr(retrieval_job, "to_flink_table", None)
+    if callable(to_flink_table):
+        flink_table = to_flink_table(table_env)
+        columns = _get_columns_from_schema(flink_table)
+        if columns is None:
+            raise ValueError(
+                "Could not infer columns for source Flink table returned by "
+                "RetrievalJob.to_flink_table(table_env)."
+            )
+        return flink_table, columns
+
+    if not hasattr(retrieval_job, "to_arrow"):
+        raise TypeError(
+            "FlinkComputeEngine source reads require a RetrievalJob with either "
+            "to_flink_table(table_env) or to_arrow()."
+        )
+
+    arrow_table = retrieval_job.to_arrow()
+    if not isinstance(arrow_table, pa.Table):
+        raise TypeError(
+            "RetrievalJob.to_arrow() must return a pyarrow.Table for "
+            "FlinkComputeEngine source reads."
+        )
+    columns = list(arrow_table.column_names)
+    return pandas_to_flink_table(table_env, arrow_table.to_pandas(), split_num), columns
+
+
+class FlinkSourceReadNode(DAGNode):
+    def __init__(
+        self,
+        name: str,
+        source: DataSource,
+        column_info: ColumnInfo,
+        table_env: Any,
+        split_num: int,
+        start_time: Optional[datetime] = None,
+        end_time: Optional[datetime] = None,
+    ) -> None:
+        super().__init__(name)
+        self.source = source
+        self.column_info = column_info
+        self.table_env = table_env
+        self.split_num = split_num
+        self.start_time = start_time
+        self.end_time = end_time
+
+    def execute(self, context: ExecutionContext) -> DAGValue:
+        retrieval_job = create_offline_store_retrieval_job(
+            data_source=self.source,
+            column_info=self.column_info,
+            context=context,
+            start_time=self.start_time,
+            end_time=self.end_time,
+        )
+        flink_table, columns = _retrieval_job_to_flink_table(
+            retrieval_job, self.table_env, self.split_num
+        )
+
+        if self.column_info.field_mapping:
+            view_name = _register_table(self.table_env, flink_table, "source_read")
+            select_exprs = [
+                _select_column(
+                    "src",
+                    col,
+                    self.column_info.field_mapping.get(col, col),
+                )
+                for col in columns
+            ]
+            renamed_columns = [
+                self.column_info.field_mapping.get(col, col) for col in columns
+            ]
+            query = (
+                f"SELECT {', '.join(select_exprs)} "
+                f"FROM {_quote_identifier(view_name)} AS src"
+            )
+            return _sql_value(
+                self.table_env,
+                query,
+                renamed_columns,
+                metadata={
+                    "source": "feature_view_batch_source",
+                    "timestamp_field": self.column_info.timestamp_column,
+                    "created_timestamp_column": (
+                        self.column_info.created_timestamp_column
+                    ),
+                    "start_date": self.start_time,
+                    "end_date": self.end_time,
+                },
+            )
+
+        return DAGValue(
+            data=flink_table,
+            format=DAGFormat.FLINK,
+            metadata={
+                "source": "feature_view_batch_source",
+                "timestamp_field": self.column_info.timestamp_column,
+                "created_timestamp_column": (self.column_info.created_timestamp_column),
+                "start_date": self.start_time,
+                "end_date": self.end_time,
+                "columns": columns,
+            },
+        )
+
+
+class FlinkJoinNode(DAGNode):
+    def __init__(
+        self,
+        name: str,
+        column_info: ColumnInfo,
+        table_env: Any,
+        split_num: int,
+        inputs: Optional[List[DAGNode]] = None,
+        how: str = "left",
+    ) -> None:
+        super().__init__(name, inputs=inputs or [])
+        self.column_info = column_info
+        self.table_env = table_env
+        self.split_num = split_num
+        self.how = how
+
+    def execute(self, context: ExecutionContext) -> DAGValue:
+        input_values = self.get_input_values(context)
+        for value in input_values:
+            value.assert_format(DAGFormat.FLINK)
+        if not input_values:
+            raise RuntimeError(f"FlinkJoinNode '{self.name}' requires inputs")
+
+        _require_sql(self.table_env, self.name)
+        return self._execute_sql_join(input_values, context)
+
+    def _execute_sql_join(
+        self, input_values: List[DAGValue], context: ExecutionContext
+    ) -> DAGValue:
+        join_keys = self.column_info.join_keys_columns
+        view_names = [
+            _register_table(self.table_env, value.data, f"join_{index}")
+            for index, value in enumerate(input_values)
+        ]
+        columns_by_input = [_get_columns(value) for value in input_values]
+        output_columns = list(columns_by_input[0])
+        seen_columns = set(output_columns)
+        select_exprs = [_select_column("t0", column) for column in columns_by_input[0]]
+
+        joins = []
+        for index, view_name in enumerate(view_names[1:], start=1):
+            alias = f"t{index}"
+            on_clause = " AND ".join(
+                f"{_qualified_column('t0', key)} = {_qualified_column(alias, key)}"
+                for key in join_keys
+            )
+            joins.append(
+                f"{self.how.upper()} JOIN {_quote_identifier(view_name)} AS {alias} "
+                f"ON {on_clause}"
+            )
+            for column in columns_by_input[index]:
+                if column in join_keys or column in seen_columns:
+                    continue
+                output_columns.append(column)
+                seen_columns.add(column)
+                select_exprs.append(_select_column(alias, column))
+
+        query = (
+            f"SELECT {', '.join(select_exprs)} "
+            f"FROM {_quote_identifier(view_names[0])} AS t0 "
+            f"{' '.join(joins)}"
+        )
+        joined_value = _sql_value(
+            self.table_env,
+            query,
+            output_columns,
+            metadata={"joined_on": join_keys, "join_type": self.how},
+        )
+
+        if context.entity_df is None:
+            return joined_value
+
+        entity_table, entity_columns, entity_ts_col = _entity_value_from_context(
+            self.table_env, context, self.split_num, join_keys
+        )
+        entity_view = _register_table(self.table_env, entity_table, "entity")
+        feature_view = _register_table(self.table_env, joined_value.data, "features")
+        feature_columns = [
+            column
+            for column in output_columns
+            if column not in join_keys and column not in entity_columns
+        ]
+        select_entity = [_select_column("e", column) for column in entity_columns]
+        select_features = [_select_column("f", column) for column in feature_columns]
+        on_clause = " AND ".join(
+            f"{_qualified_column('e', key)} = {_qualified_column('f', key)}"
+            for key in join_keys
+        )
+        entity_join_query = (
+            f"SELECT {', '.join(select_entity + select_features)} "
+            f"FROM {_quote_identifier(entity_view)} AS e "
+            f"LEFT JOIN {_quote_identifier(feature_view)} AS f ON {on_clause}"
+        )
+        return _sql_value(
+            self.table_env,
+            entity_join_query,
+            entity_columns + feature_columns,
+            metadata={
+                "joined_on": join_keys,
+                "join_type": "left",
+                "entity_timestamp_column": entity_ts_col,
+            },
+        )
+
+
+class FlinkFilterNode(DAGNode):
+    def __init__(
+        self,
+        name: str,
+        column_info: ColumnInfo,
+        table_env: Any,
+        split_num: int,
+        filter_expr: Optional[str] = None,
+        ttl: Optional[timedelta] = None,
+        inputs: Optional[List[DAGNode]] = None,
+    ) -> None:
+        super().__init__(name, inputs=inputs)
+        self.column_info = column_info
+        self.table_env = table_env
+        self.split_num = split_num
+        self.filter_expr = filter_expr
+        self.ttl = ttl
+
+    def execute(self, context: ExecutionContext) -> DAGValue:
+        input_value = self.get_single_input_value(context)
+        input_value.assert_format(DAGFormat.FLINK)
+
+        _require_sql(self.table_env, self.name)
+        return self._execute_sql_filter(input_value)
+
+    def _execute_sql_filter(self, input_value: DAGValue) -> DAGValue:
+        columns = _get_columns(input_value)
+        timestamp_column = self.column_info.timestamp_column
+        conditions = []
+
+        if ENTITY_TS_ALIAS in columns and timestamp_column in columns:
+            conditions.append(
+                f"{_quote_identifier(timestamp_column)} <= "
+                f"{_quote_identifier(ENTITY_TS_ALIAS)}"
+            )
+            if self.ttl:
+                lower_bound = _subtract_flink_intervals(
+                    _quote_identifier(ENTITY_TS_ALIAS), self.ttl
+                )
+                conditions.append(
+                    f"{_quote_identifier(timestamp_column)} >= {lower_bound}"
+                )
+
+        if self.filter_expr:
+            conditions.append(f"({self.filter_expr})")
+
+        if not conditions:
+            return input_value
+
+        view_name = _register_table(self.table_env, input_value.data, "filter")
+        query = (
+            f"SELECT * FROM {_quote_identifier(view_name)} "
+            f"WHERE {' AND '.join(conditions)}"
+        )
+        return _sql_value(
+            self.table_env,
+            query,
+            columns,
+            metadata={**(input_value.metadata or {}), "filter_applied": True},
+        )
+
+
+class FlinkAggregationNode(DAGNode):
+    def __init__(
+        self,
+        name: str,
+        group_keys: List[str],
+        aggregations: List[Aggregation],
+        table_env: Any,
+        split_num: int,
+        inputs: Optional[List[DAGNode]] = None,
+    ) -> None:
+        super().__init__(name, inputs=inputs)
+        self.group_keys = group_keys
+        self.aggregations = aggregations
+        self.table_env = table_env
+        self.split_num = split_num
+
+    def execute(self, context: ExecutionContext) -> DAGValue:
+        agg_ops = aggregation_specs_to_agg_ops(
+            self.aggregations,
+            time_window_unsupported_error_message=(
+                "Time window aggregation is not yet supported in the Flink compute "
+                "engine. Use non-windowed aggregations or pre-window upstream in Flink."
+            ),
+        )
+        input_value = self.get_single_input_value(context)
+        input_value.assert_format(DAGFormat.FLINK)
+
+        _require_sql(self.table_env, self.name)
+        return self._execute_sql_aggregation(input_value, agg_ops)
+
+    def _execute_sql_aggregation(
+        self, input_value: DAGValue, agg_ops: Dict[str, tuple[str, str]]
+    ) -> DAGValue:
+        view_name = _register_table(self.table_env, input_value.data, "aggregate")
+        select_exprs = [_quote_identifier(key) for key in self.group_keys]
+        for alias, (function, column) in agg_ops.items():
+            sql_function = {
+                "mean": "AVG",
+                "avg": "AVG",
+                "sum": "SUM",
+                "min": "MIN",
+                "max": "MAX",
+                "count": "COUNT",
+                "nunique": "COUNT_DISTINCT",
+                "std": "STDDEV_SAMP",
+                "var": "VAR_SAMP",
+            }.get(function, function.upper())
+            if sql_function == "COUNT_DISTINCT":
+                expr = (
+                    f"COUNT(DISTINCT {_quote_identifier(column)}) "
+                    f"AS {_quote_identifier(alias)}"
+                )
+            else:
+                expr = (
+                    f"{sql_function}({_quote_identifier(column)}) "
+                    f"AS {_quote_identifier(alias)}"
+                )
+            select_exprs.append(expr)
+
+        query = (
+            f"SELECT {', '.join(select_exprs)} "
+            f"FROM {_quote_identifier(view_name)} "
+            f"GROUP BY {', '.join(_quote_identifier(key) for key in self.group_keys)}"
+        )
+        return _sql_value(
+            self.table_env,
+            query,
+            [*self.group_keys, *agg_ops.keys()],
+            metadata={"aggregated": True},
+        )
+
+
+class FlinkDedupNode(DAGNode):
+    def __init__(
+        self,
+        name: str,
+        column_info: ColumnInfo,
+        table_env: Any,
+        split_num: int,
+        inputs: Optional[List[DAGNode]] = None,
+    ) -> None:
+        super().__init__(name, inputs=inputs)
+        self.column_info = column_info
+        self.table_env = table_env
+        self.split_num = split_num
+
+    def execute(self, context: ExecutionContext) -> DAGValue:
+        input_value = self.get_single_input_value(context)
+        input_value.assert_format(DAGFormat.FLINK)
+
+        _require_sql(self.table_env, self.name)
+        return self._execute_sql_dedup(input_value)
+
+    def _execute_sql_dedup(self, input_value: DAGValue) -> DAGValue:
+        columns = _get_columns(input_value)
+        dedup_keys = (
+            [ENTITY_ROW_ID]
+            if ENTITY_ROW_ID in columns
+            else self.column_info.join_keys_columns
+        )
+        dedup_keys = [key for key in dedup_keys if key in columns]
+        if not dedup_keys:
+            return input_value
+
+        order_columns = [
+            self.column_info.timestamp_column,
+            self.column_info.created_timestamp_column,
+        ]
+        order_exprs = [
+            f"{_quote_identifier(column)} DESC"
+            for column in order_columns
+            if column and column in columns
+        ]
+        if not order_exprs:
+            order_exprs = [f"{_quote_identifier(dedup_keys[0])} ASC"]
+
+        view_name = _register_table(self.table_env, input_value.data, "dedup")
+        select_columns = ", ".join(_quote_identifier(column) for column in columns)
+        query = (
+            f"SELECT {select_columns} FROM ("
+            f"SELECT *, ROW_NUMBER() OVER ("
+            f"PARTITION BY {', '.join(_quote_identifier(key) for key in dedup_keys)} "
+            f"ORDER BY {', '.join(order_exprs)}"
+            f") AS {_quote_identifier(DEDUP_ROW_NUMBER)} "
+            f"FROM {_quote_identifier(view_name)}"
+            f") WHERE {_quote_identifier(DEDUP_ROW_NUMBER)} = 1"
+        )
+        return _sql_value(
+            self.table_env,
+            query,
+            columns,
+            metadata={**(input_value.metadata or {}), "deduped": True},
+        )
+
+
+class FlinkTransformationNode(DAGNode):
+    def __init__(
+        self,
+        name: str,
+        transformation_fn: Callable[..., Any],
+        table_env: Any,
+        split_num: int,
+        inputs: Optional[List[DAGNode]] = None,
+    ) -> None:
+        super().__init__(name, inputs=inputs)
+        self.transformation_fn = transformation_fn
+        self.table_env = table_env
+        self.split_num = split_num
+
+    def execute(self, context: ExecutionContext) -> DAGValue:
+        input_values = self.get_input_values(context)
+        for value in input_values:
+            value.assert_format(DAGFormat.FLINK)
+
+        input_tables = [value.data for value in input_values]
+        transformed = self.transformation_fn(*input_tables)
+
+        columns = _get_columns_from_schema(transformed)
+        if columns is None:
+            raise TypeError(
+                "Flink transformations must return a PyFlink Table with a schema."
+            )
+
+        return DAGValue(
+            data=transformed,
+            format=DAGFormat.FLINK,
+            metadata={"transformed": True, "columns": columns or []},
+        )
+
+
+class FlinkValidationNode(DAGNode):
+    def __init__(
+        self,
+        name: str,
+        expected_columns: dict[str, Optional[pa.DataType]],
+        json_columns: Optional[Set[str]],
+        table_env: Any,
+        split_num: int,
+        inputs: Optional[List[DAGNode]] = None,
+    ) -> None:
+        super().__init__(name, inputs=inputs)
+        self.expected_columns = expected_columns
+        self.json_columns = json_columns or set()
+        self.table_env = table_env
+        self.split_num = split_num
+
+    def execute(self, context: ExecutionContext) -> DAGValue:
+        input_value = self.get_single_input_value(context)
+        input_value.assert_format(DAGFormat.FLINK)
+
+        columns = _get_columns(input_value)
+        missing = set(self.expected_columns.keys()) - set(columns)
+        if missing:
+            raise ValueError(
+                f"[Validation: {self.name}] Missing expected columns: {missing}. "
+                f"Actual columns: {sorted(columns)}"
+            )
+        if not self.json_columns:
+            return DAGValue(
+                data=input_value.data,
+                format=DAGFormat.FLINK,
+                metadata={**(input_value.metadata or {}), "validated": True},
+            )
+
+        raise NotImplementedError(
+            "JSON value validation is not supported by FlinkComputeEngine without "
+            "collecting data out of Flink. Validate JSON upstream in Flink SQL or "
+            "disable JSON validation for this FeatureView."
+        )
+
+
+class FlinkOutputNode(DAGNode):
+    def __init__(
+        self,
+        name: str,
+        feature_view: Union[BatchFeatureView, FeatureView, StreamFeatureView],
+        table_env: Any,
+        split_num: int,
+        write_output: bool,
+        inputs: Optional[List[DAGNode]] = None,
+    ) -> None:
+        super().__init__(name, inputs=inputs)
+        self.feature_view = feature_view
+        self.table_env = table_env
+        self.split_num = split_num
+        self.write_output = write_output
+
+    def execute(self, context: ExecutionContext) -> DAGValue:
+        input_value = self.get_single_input_value(context)
+        input_value.assert_format(DAGFormat.FLINK)
+        output_value = self._drop_internal_columns(input_value)
+        output_table = output_value.data
+        if not self.write_output:
+            return output_value
+
+        columns = _get_columns(output_value)
+        batch_size = context.repo_config.materialization_config.online_write_batch_size
+        if self.feature_view.online:
+            join_key_to_value_type = {
+                entity.name: entity.dtype.to_value_type()
+                for entity in self.feature_view.entity_columns
+            }
+        else:
+            join_key_to_value_type = {}
+
+        for output_arrow in flink_table_to_arrow_batches(
+            output_table,
+            columns,
+            batch_size,
+        ):
+            if output_arrow.num_rows == 0:
+                continue
+
+            if self.feature_view.online:
+                arrow_batches = (
+                    [output_arrow]
+                    if batch_size is None
+                    else output_arrow.to_batches(max_chunksize=batch_size)
+                )
+                for batch in arrow_batches:
+                    rows_to_write = _convert_arrow_to_proto(
+                        batch, self.feature_view, join_key_to_value_type
+                    )
+                    context.online_store.online_write_batch(
+                        config=context.repo_config,
+                        table=self.feature_view,
+                        data=rows_to_write,
+                        progress=lambda x: None,
+                    )
+
+            if self.feature_view.offline:
+                context.offline_store.offline_write_batch(
+                    config=context.repo_config,
+                    feature_view=self.feature_view,
+                    table=output_arrow,
+                    progress=lambda x: None,
+                )
+
+        return output_value
+
+    def _drop_internal_columns(self, input_value: DAGValue) -> DAGValue:
+        columns = _get_columns(input_value)
+        output_columns = [column for column in columns if column != ENTITY_ROW_ID]
+        if output_columns == columns:
+            return input_value
+
+        _require_sql(self.table_env, self.name)
+        view_name = _register_table(self.table_env, input_value.data, "output")
+        query = (
+            f"SELECT {', '.join(_quote_identifier(column) for column in output_columns)} "
+            f"FROM {_quote_identifier(view_name)}"
+        )
+        return _sql_value(
+            self.table_env,
+            query,
+            output_columns,
+            metadata={**(input_value.metadata or {}), "output_cleaned": True},
+        )
diff --git a/sdk/python/feast/infra/compute_engines/flink/utils.py b/sdk/python/feast/infra/compute_engines/flink/utils.py
new file mode 100644
index 00000000000..f271e8bb113
--- /dev/null
+++ b/sdk/python/feast/infra/compute_engines/flink/utils.py
@@ -0,0 +1,218 @@
+from __future__ import annotations
+
+import logging
+from datetime import date, datetime
+from decimal import Decimal
+from typing import TYPE_CHECKING, Any, Iterator, Optional
+
+import pandas as pd
+import pyarrow as pa
+
+if TYPE_CHECKING:
+    from feast.infra.compute_engines.flink.compute import FlinkComputeEngineConfig
+
+logger = logging.getLogger(__name__)
+
+DEFAULT_FLINK_RESULT_BATCH_SIZE = 10_000
+_TEMP_VIEW_REGISTRY: dict[int, set[str]] = {}
+
+
+def create_flink_table_environment(config: FlinkComputeEngineConfig) -> Any:
+    """Create a PyFlink TableEnvironment from Feast engine config."""
+    try:
+        from pyflink.common import Configuration
+        from pyflink.table import EnvironmentSettings, TableEnvironment
+    except ImportError as exc:
+        raise ImportError(
+            "FlinkComputeEngine requires PyFlink. Install the `flink` extra with "
+            "uv from a Feast source checkout, or otherwise make the `pyflink` "
+            "package available to Feast."
+        ) from exc
+
+    flink_conf = Configuration()
+    for key, value in (config.table_config or {}).items():
+        flink_conf.set_string(key, value)
+    if config.parallelism is not None:
+        flink_conf.set_string("parallelism.default", str(config.parallelism))
+
+    builder = EnvironmentSettings.new_instance().with_configuration(flink_conf)
+    if config.execution_mode == "streaming":
+        builder = builder.in_streaming_mode()
+    else:
+        builder = builder.in_batch_mode()
+    return TableEnvironment.create(builder.build())
+
+
+def pandas_to_flink_table(table_env: Any, df: pd.DataFrame, split_num: int = 1) -> Any:
+    """Convert a pandas DataFrame to a PyFlink table."""
+    schema = _build_pandas_flink_schema(df)
+    kwargs: dict[str, Any] = {"splits_num": split_num}
+    if schema is not None:
+        kwargs["schema"] = schema
+    return table_env.from_pandas(df, **kwargs)
+
+
+def flink_table_to_pandas(table: Any) -> pd.DataFrame:
+    """Collect a PyFlink table into pandas."""
+    if hasattr(table, "to_pandas"):
+        return table.to_pandas()
+    raise TypeError(f"Expected a PyFlink table, got {type(table)}")
+
+
+def flink_table_to_arrow(table: Any) -> pa.Table:
+    """Collect a PyFlink table into Arrow."""
+    value = flink_table_to_pandas(table)
+    return pa.Table.from_pandas(value)
+
+
+def flink_table_to_arrow_batches(
+    table: Any,
+    columns: list[str],
+    batch_size: Optional[int],
+) -> Iterator[pa.Table]:
+    """Stream a PyFlink table into Arrow tables without collecting it all first."""
+    effective_batch_size = batch_size or DEFAULT_FLINK_RESULT_BATCH_SIZE
+    if effective_batch_size <= 0:
+        raise ValueError("Flink result batch size must be positive.")
+
+    if hasattr(table, "execute"):
+        rows: list[dict[str, Any]] = []
+        row_iterator = table.execute().collect()
+        try:
+            for row in row_iterator:
+                rows.append(_row_to_dict(row, columns))
+                if len(rows) >= effective_batch_size:
+                    yield _rows_to_arrow(rows, columns)
+                    rows = []
+            if rows:
+                yield _rows_to_arrow(rows, columns)
+        finally:
+            close = getattr(row_iterator, "close", None)
+            if callable(close):
+                close()
+        return
+
+    if hasattr(table, "to_pandas"):
+        # Used by unit-test fakes and other table-like objects. Real PyFlink tables use
+        # the execute().collect() path above.
+        df = table.to_pandas()
+        for start in range(0, len(df), effective_batch_size):
+            yield pa.Table.from_pandas(
+                df.iloc[start : start + effective_batch_size],
+                preserve_index=False,
+            )
+        return
+
+    raise TypeError(f"Expected a PyFlink table, got {type(table)}")
+
+
+def register_flink_temporary_view(table_env: Any, view_name: str) -> None:
+    """Track Feast-created temporary views so long-lived table envs can clean up."""
+    views = _temporary_views_for_env(table_env)
+    views.add(view_name)
+
+
+def cleanup_flink_temporary_views(table_env: Any) -> None:
+    """Drop Feast-created temporary views from a PyFlink TableEnvironment."""
+    views = _temporary_views_for_env(table_env)
+    if not views:
+        return
+
+    drop_view = getattr(table_env, "drop_temporary_view", None)
+    if not callable(drop_view):
+        return
+
+    for view_name in list(views):
+        try:
+            drop_view(view_name)
+        except Exception as exc:
+            logger.debug("Failed to drop Flink temporary view %s: %s", view_name, exc)
+        finally:
+            views.discard(view_name)
+    if not views:
+        _TEMP_VIEW_REGISTRY.pop(id(table_env), None)
+
+
+def _build_pandas_flink_schema(df: pd.DataFrame) -> Any:
+    try:
+        from pyflink.table import Schema
+    except ImportError:
+        return None
+
+    builder = Schema.new_builder()
+    for column in df.columns:
+        builder.column(str(column), _pandas_dtype_to_flink_type(df[column]))
+    return builder.build()
+
+
+def _pandas_dtype_to_flink_type(series: pd.Series) -> Any:
+    from pyflink.table import DataTypes
+
+    dtype = series.dtype
+    if pd.api.types.is_bool_dtype(dtype):
+        return DataTypes.BOOLEAN()
+    if pd.api.types.is_integer_dtype(dtype):
+        dtype_name = str(dtype).lower()
+        if dtype_name.endswith("int8"):
+            return DataTypes.TINYINT()
+        if dtype_name.endswith("int16"):
+            return DataTypes.SMALLINT()
+        if dtype_name.endswith("int32"):
+            return DataTypes.INT()
+        return DataTypes.BIGINT()
+    if pd.api.types.is_float_dtype(dtype):
+        return DataTypes.FLOAT() if str(dtype) == "float32" else DataTypes.DOUBLE()
+    if pd.api.types.is_datetime64_any_dtype(dtype):
+        if getattr(dtype, "tz", None) is not None:
+            return DataTypes.TIMESTAMP_LTZ(3)
+        return DataTypes.TIMESTAMP(3)
+    if pd.api.types.is_timedelta64_dtype(dtype):
+        return DataTypes.BIGINT()
+
+    sample = _first_non_null_value(series)
+    if isinstance(sample, (bytes, bytearray)):
+        return DataTypes.BYTES()
+    if isinstance(sample, date) and not isinstance(sample, datetime):
+        return DataTypes.DATE()
+    if isinstance(sample, Decimal):
+        return DataTypes.DECIMAL(38, 18)
+    return DataTypes.STRING()
+
+
+def _first_non_null_value(series: pd.Series) -> Any:
+    for value in series:
+        if pd.notna(value):
+            return value
+    return None
+
+
+def _row_to_dict(row: Any, columns: list[str]) -> dict[str, Any]:
+    if isinstance(row, dict):
+        return {column: row.get(column) for column in columns}
+
+    as_dict = getattr(row, "as_dict", None)
+    if callable(as_dict):
+        row_dict = as_dict()
+        if row_dict:
+            return {column: row_dict.get(column) for column in columns}
+
+    values = list(row)
+    return dict(zip(columns, values))
+
+
+def _rows_to_arrow(rows: list[dict[str, Any]], columns: list[str]) -> pa.Table:
+    df = pd.DataFrame.from_records(rows, columns=columns)
+    return pa.Table.from_pandas(df, preserve_index=False)
+
+
+def _temporary_views_for_env(table_env: Any) -> set[str]:
+    views = getattr(table_env, "_feast_temporary_views", None)
+    if isinstance(views, set):
+        return views
+
+    views = _TEMP_VIEW_REGISTRY.setdefault(id(table_env), set())
+    try:
+        setattr(table_env, "_feast_temporary_views", views)
+    except Exception:
+        pass
+    return views
diff --git a/sdk/python/feast/infra/compute_engines/local/nodes.py b/sdk/python/feast/infra/compute_engines/local/nodes.py
index 808231419cd..9d3e1a48881 100644
--- a/sdk/python/feast/infra/compute_engines/local/nodes.py
+++ b/sdk/python/feast/infra/compute_engines/local/nodes.py
@@ -14,17 +14,14 @@
 from feast.infra.compute_engines.local.arrow_table_value import ArrowTableValue
 from feast.infra.compute_engines.local.local_node import LocalNode
 from feast.infra.compute_engines.utils import (
+    ENTITY_TS_ALIAS,
     create_offline_store_retrieval_job,
-)
-from feast.infra.offline_stores.offline_utils import (
-    infer_event_timestamp_from_entity_df,
+    infer_entity_timestamp_column,
 )
 from feast.utils import _convert_arrow_to_proto
 
 logger = logging.getLogger(__name__)
 
-ENTITY_TS_ALIAS = "__entity_event_timestamp"
-
 
 class LocalSourceReadNode(LocalNode):
     def __init__(
@@ -79,6 +76,10 @@ def execute(self, context: ExecutionContext) -> ArrowTableValue:
         for val in input_values:
             val.assert_format(DAGFormat.ARROW)
 
+        # The upstream source-read node has already renamed columns via
+        # field_mapping, so use the mapped join keys for joining (see #5942).
+        join_keys = self.column_info.join_keys_columns
+
         # Convert all upstream ArrowTables to backend DataFrames
         joined_df = self.backend.from_arrow(input_values[0].data)
         for val in input_values[1:]:
@@ -86,7 +87,7 @@ def execute(self, context: ExecutionContext) -> ArrowTableValue:
             joined_df = self.backend.join(
                 joined_df,
                 next_df,
-                on=self.column_info.join_keys,
+                on=join_keys,
                 how=self.how,
             )
 
@@ -95,7 +96,7 @@ def execute(self, context: ExecutionContext) -> ArrowTableValue:
             entity_df = self.backend.from_arrow(pa.Table.from_pandas(context.entity_df))
 
             entity_schema = dict(zip(entity_df.columns, entity_df.dtypes))
-            entity_ts_col = infer_event_timestamp_from_entity_df(entity_schema)
+            entity_ts_col = infer_entity_timestamp_column(entity_schema)
 
             if entity_ts_col != ENTITY_TS_ALIAS:
                 entity_df = self.backend.rename_columns(
@@ -105,7 +106,7 @@ def execute(self, context: ExecutionContext) -> ArrowTableValue:
             joined_df = self.backend.join(
                 entity_df,
                 joined_df,
-                on=self.column_info.join_keys,
+                on=join_keys,
                 how="left",
             )
 
@@ -193,8 +194,10 @@ def execute(self, context: ExecutionContext) -> ArrowTableValue:
 
         # Extract join_keys, timestamp, and created_ts from context
 
-        # Dedup strategy: sort and drop_duplicates
-        dedup_keys = self.column_info.join_keys
+        # Dedup strategy: sort and drop_duplicates. Use the mapped join key
+        # names so we look up the columns that the source-read node has
+        # already renamed (see issue #5942).
+        dedup_keys = self.column_info.join_keys_columns
         if dedup_keys:
             sort_keys = [self.column_info.timestamp_column]
             if (
diff --git a/sdk/python/feast/infra/compute_engines/ray/nodes.py b/sdk/python/feast/infra/compute_engines/ray/nodes.py
index 026c46d4233..edc6dafd5cd 100644
--- a/sdk/python/feast/infra/compute_engines/ray/nodes.py
+++ b/sdk/python/feast/infra/compute_engines/ray/nodes.py
@@ -23,7 +23,10 @@
     safe_batch_processor,
     write_to_online_store,
 )
-from feast.infra.compute_engines.utils import create_offline_store_retrieval_job
+from feast.infra.compute_engines.utils import (
+    ENTITY_TS_ALIAS,
+    create_offline_store_retrieval_job,
+)
 from feast.infra.ray_initializer import get_ray_wrapper
 from feast.infra.ray_shared_utils import (
     apply_field_mapping,
@@ -33,9 +36,6 @@
 
 logger = logging.getLogger(__name__)
 
-# Entity timestamp alias for historical feature retrieval
-ENTITY_TS_ALIAS = "__entity_event_timestamp"
-
 
 class RayReadNode(DAGNode):
     """
diff --git a/sdk/python/feast/infra/compute_engines/ray/utils.py b/sdk/python/feast/infra/compute_engines/ray/utils.py
index 5aa8c384cdd..9727f010ca4 100644
--- a/sdk/python/feast/infra/compute_engines/ray/utils.py
+++ b/sdk/python/feast/infra/compute_engines/ray/utils.py
@@ -3,7 +3,7 @@
 """
 
 import logging
-from typing import TYPE_CHECKING, Callable, Dict, Union
+from typing import TYPE_CHECKING, Any, Callable, Dict, Union
 
 import numpy as np
 import pandas as pd
@@ -162,7 +162,10 @@ def _write_batch(batch: pa.Table) -> pa.Table:
     # Ray's map_batches requires a positive integer or "default" for batch_size;
     # None is not accepted.  When no explicit batch size is configured, omit the
     # argument entirely so Ray uses its own default partitioning heuristic.
-    map_batches_kwargs = {"batch_format": "pyarrow", "zero_copy_batch": True}
+    map_batches_kwargs: dict[str, Any] = {
+        "batch_format": "pyarrow",
+        "zero_copy_batch": True,
+    }
     if batch_size is not None:
         map_batches_kwargs["batch_size"] = batch_size
 
diff --git a/sdk/python/feast/infra/compute_engines/snowflake/snowflake_engine.py b/sdk/python/feast/infra/compute_engines/snowflake/snowflake_engine.py
index d0a1152eb55..ddcdad9578a 100644
--- a/sdk/python/feast/infra/compute_engines/snowflake/snowflake_engine.py
+++ b/sdk/python/feast/infra/compute_engines/snowflake/snowflake_engine.py
@@ -1,4 +1,5 @@
 import os
+import re
 import shutil
 from datetime import timezone
 from typing import Literal, Optional, Sequence, Union
@@ -7,7 +8,7 @@
 import pandas as pd
 import pyarrow as pa
 from colorama import Fore, Style
-from pydantic import ConfigDict, Field, StrictStr
+from pydantic import ConfigDict, Field, StrictStr, field_validator
 from tqdm import tqdm
 
 import feast
@@ -87,8 +88,41 @@ class SnowflakeComputeEngineConfig(FeastConfigBaseModel):
 
     schema_: Optional[str] = Field("PUBLIC", alias="schema")
     """ Snowflake schema name """
+
+    python_udf_runtime_version: StrictStr = "3.10"
+    """
+    Snowflake Python UDF RUNTIME_VERSION used when Feast deploys its materialization
+    UDFs (see `snowflake_python_udfs_creation.sql`).
+
+    Snowflake periodically decommissions old Python UDF runtimes -- e.g. the 3.9
+    runtime was decommissioned, which required Feast to bump its default runtime
+    from 3.9 to 3.10 (see https://github.com/feast-dev/feast/issues/6606). Rather
+    than hardcoding a version that will eventually go stale again, this field is
+    user-configurable so you are not blocked on a new Feast release the next time
+    Snowflake deprecates a runtime.
+
+    Defaults to "3.10", matching Feast's own minimum supported Python version
+    (`requires-python` in `pyproject.toml`). If Snowflake decommissions the 3.10
+    runtime in the future, override it in your `feature_store.yaml`, e.g.:
+
+        batch_engine:
+          type: snowflake.engine
+          ...
+          python_udf_runtime_version: "3.11"
+    """
+
     model_config = ConfigDict(populate_by_name=True, extra="allow")
 
+    @field_validator("python_udf_runtime_version")
+    @classmethod
+    def validate_python_udf_runtime_version(cls, v: str) -> str:
+        if not re.fullmatch(r"\d+\.\d+(\.\d+)?", v):
+            raise ValueError(
+                "python_udf_runtime_version must be a valid Python version string "
+                f"such as '3.10' or '3.11.2', got {v!r}"
+            )
+        return v
+
 
 class SnowflakeComputeEngine(ComputeEngine):
     def get_historical_features(
@@ -110,25 +144,18 @@ def update(
         entities_to_delete: Sequence[Entity],
         entities_to_keep: Sequence[Entity],
     ):
-        stage_context = f'"{self.repo_config.batch_engine.database}"."{self.repo_config.batch_engine.schema_}"'
-        stage_path = f'{stage_context}."feast_{project}"'
+        stage_path = f'"{self.repo_config.batch_engine.database}"."{self.repo_config.batch_engine.schema_}"."feast_{project}"'
         with GetSnowflakeConnection(self.repo_config.batch_engine) as conn:
-            query = f"SHOW USER FUNCTIONS LIKE 'FEAST_{project.upper()}%' IN SCHEMA {stage_context}"
-            cursor = execute_snowflake_statement(conn, query)
-            function_list = pd.DataFrame(
-                cursor.fetchall(),
-                columns=[column.name for column in cursor.description],
-            )
-
-            # if the SHOW FUNCTIONS query returns results,
-            # assumes that the materialization functions have been deployed
-            if len(function_list.index) > 0:
-                click.echo(
-                    f"Materialization functions for {Style.BRIGHT + Fore.GREEN}{project}{Style.RESET_ALL} already detected."
-                )
-                click.echo()
-                return None
-
+            # Always (re)deploy the materialization functions, using
+            # `CREATE OR REPLACE FUNCTION` below, instead of skipping deployment
+            # when functions already exist. Previously, an early return here
+            # (triggered by a `SHOW USER FUNCTIONS` check) combined with
+            # `CREATE FUNCTION IF NOT EXISTS` in the SQL template meant that
+            # once UDFs were deployed for a project, they were never
+            # redeployed -- so a config change to `python_udf_runtime_version`
+            # (e.g. after Snowflake decommissions a runtime) would silently
+            # keep using the stale, already-deployed runtime version. See
+            # https://github.com/feast-dev/feast/pull/6608#discussion_r3602461959.
             click.echo(
                 f"Deploying materialization functions for {Style.BRIGHT + Fore.GREEN}{project}{Style.RESET_ALL}"
             )
@@ -151,7 +178,11 @@ def update(
                 sqlCommands = sqlFile.split(";")
                 for command in sqlCommands:
                     command = command.replace("STAGE_HOLDER", f"{stage_path}")
-                    query = command.replace("PROJECT_NAME", f"{project}")
+                    command = command.replace("PROJECT_NAME", f"{project}")
+                    query = command.replace(
+                        "RUNTIME_VERSION_HOLDER",
+                        self.repo_config.batch_engine.python_udf_runtime_version,
+                    )
                     execute_snowflake_statement(conn, query)
 
         return None
diff --git a/sdk/python/feast/infra/compute_engines/spark/feature_builder.py b/sdk/python/feast/infra/compute_engines/spark/feature_builder.py
index 94f29220513..1766f7c29a6 100644
--- a/sdk/python/feast/infra/compute_engines/spark/feature_builder.py
+++ b/sdk/python/feast/infra/compute_engines/spark/feature_builder.py
@@ -109,7 +109,10 @@ def build_dedup_node(self, view, input_node):
     def build_transformation_node(self, view, input_nodes):
         udf_name = view.feature_transformation.name
         udf = view.feature_transformation.udf
-        node = SparkTransformationNode(udf_name, udf, inputs=input_nodes)
+        udf_string = getattr(view.feature_transformation, "udf_string", "") or ""
+        node = SparkTransformationNode(
+            udf_name, udf, inputs=input_nodes, udf_string=udf_string
+        )
         self.nodes.append(node)
         return node
 
diff --git a/sdk/python/feast/infra/compute_engines/spark/nodes.py b/sdk/python/feast/infra/compute_engines/spark/nodes.py
index 5a8c4368fc5..d94989c7840 100644
--- a/sdk/python/feast/infra/compute_engines/spark/nodes.py
+++ b/sdk/python/feast/infra/compute_engines/spark/nodes.py
@@ -34,7 +34,9 @@
 from feast.infra.compute_engines.dag.value import DAGValue
 from feast.infra.compute_engines.spark.utils import map_in_arrow
 from feast.infra.compute_engines.utils import (
+    ENTITY_TS_ALIAS,
     create_offline_store_retrieval_job,
+    infer_entity_timestamp_column,
 )
 from feast.infra.offline_stores.contrib.spark_offline_store.spark import (
     SparkRetrievalJob,
@@ -43,9 +45,7 @@
 from feast.infra.offline_stores.contrib.spark_offline_store.spark_source import (
     SparkSource,
 )
-from feast.infra.offline_stores.offline_utils import (
-    infer_event_timestamp_from_entity_df,
-)
+from feast.transformation.udf_rehydrate import resolve_udf
 
 logger = logging.getLogger(__name__)
 
@@ -144,9 +144,6 @@ def _spark_types_compatible(expected: SparkDataType, actual: SparkDataType) -> b
     return False
 
 
-ENTITY_TS_ALIAS = "__entity_event_timestamp"
-
-
 # Rename entity_df event_timestamp_col to match feature_df
 def rename_entity_ts_column(
     spark_session: SparkSession, entity_df: DataFrame
@@ -159,9 +156,7 @@ def rename_entity_ts_column(
         spark_session=spark_session,
         entity_df=entity_df,
     )
-    event_timestamp_col = infer_event_timestamp_from_entity_df(
-        entity_schema=entity_schema,
-    )
+    event_timestamp_col = infer_entity_timestamp_column(entity_schema)
     if not isinstance(entity_df, DataFrame):
         entity_df = spark_session.createDataFrame(entity_df)
     entity_df = entity_df.withColumnRenamed(event_timestamp_col, ENTITY_TS_ALIAS)
@@ -608,9 +603,32 @@ def execute(self, context: ExecutionContext) -> DAGValue:
 
 
 class SparkTransformationNode(DAGNode):
-    def __init__(self, name: str, udf: Callable, inputs: List[DAGNode]):
+    def __init__(
+        self,
+        name: str,
+        udf: Callable,
+        inputs: List[DAGNode],
+        udf_string: str = "",
+    ):
         super().__init__(name, inputs)
         self.udf = udf
+        self.udf_string = udf_string or ""
+        self._resolved_udf: Optional[Callable] = None
+
+    def _resolve_udf(self) -> Callable:
+        """Prefer source reconstruction over dill callables.
+
+        Dill-deserialized functions that call DataFrame.withColumn / __getitem__
+        can segfault (exit 139) on Spark 4.0.1. Re-executing ``udf_string``
+        yields a healthy callable. Result is cached for the lifetime of the node.
+        """
+        if self._resolved_udf is None:
+            self._resolved_udf = resolve_udf(
+                udf_string=self.udf_string,
+                fallback_udf=self.udf,
+                preferred_name=self.name,
+            )
+        return self._resolved_udf
 
     def execute(self, context: ExecutionContext) -> DAGValue:
         input_values = self.get_input_values(context)
@@ -619,7 +637,7 @@ def execute(self, context: ExecutionContext) -> DAGValue:
 
         input_dfs: List[DataFrame] = [val.data for val in input_values]
 
-        transformed_df = self.udf(*input_dfs)
+        transformed_df = self._resolve_udf()(*input_dfs)
 
         return DAGValue(
             data=transformed_df, format=DAGFormat.SPARK, metadata={"transformed": True}
diff --git a/sdk/python/feast/infra/compute_engines/spark_application/.dockerignore b/sdk/python/feast/infra/compute_engines/spark_application/.dockerignore
new file mode 100644
index 00000000000..0a4119f63bc
--- /dev/null
+++ b/sdk/python/feast/infra/compute_engines/spark_application/.dockerignore
@@ -0,0 +1,8 @@
+feast/.git
+feast/__pycache__
+feast/**/__pycache__
+feast/.mypy_cache
+feast/tests
+feast/.pixi
+**/*.pyc
+**/.pytest_cache
diff --git a/sdk/python/feast/infra/compute_engines/spark_application/Dockerfile b/sdk/python/feast/infra/compute_engines/spark_application/Dockerfile
new file mode 100644
index 00000000000..066aac3ad86
--- /dev/null
+++ b/sdk/python/feast/infra/compute_engines/spark_application/Dockerfile
@@ -0,0 +1,34 @@
+FROM apache/spark:4.0.1
+
+USER root
+
+RUN apt-get update && apt-get install --no-install-suggests --no-install-recommends --yes git && rm -rf /var/lib/apt/lists/*
+
+COPY --from=ghcr.io/astral-sh/uv:latest /uv /usr/local/bin/uv
+
+ENV PYTHONPATH="/opt/spark/python:/opt/spark/python/lib/py4j-0.10.9.9-src.zip"
+ENV SPARK_HOME="/opt/spark"
+
+WORKDIR /app
+
+COPY sdk/python/feast/infra/compute_engines/spark_application/main.py /opt/feast/main.py
+
+# Copy necessary parts of the Feast codebase
+COPY sdk/python sdk/python
+COPY protos protos
+COPY pyproject.toml pyproject.toml
+COPY README.md README.md
+
+# setuptools_scm needs .git to infer the version.
+# https://github.com/pypa/setuptools_scm#usage-from-docker
+RUN --mount=source=.git,target=.git,type=bind uv pip install --system --no-cache-dir '.[redis,grpcio,k8s]' pymysql
+
+# Hadoop AWS JARs for S3A filesystem support + AWS SDK v2 bundle
+RUN curl -sL https://repo1.maven.org/maven2/org/apache/hadoop/hadoop-aws/3.4.1/hadoop-aws-3.4.1.jar \
+    -o /opt/spark/jars/hadoop-aws-3.4.1.jar && \
+    curl -sL https://repo1.maven.org/maven2/com/amazonaws/aws-java-sdk-bundle/1.12.782/aws-java-sdk-bundle-1.12.782.jar \
+    -o /opt/spark/jars/aws-java-sdk-bundle-1.12.782.jar && \
+    curl -sL https://repo1.maven.org/maven2/software/amazon/awssdk/bundle/2.28.4/bundle-2.28.4.jar \
+    -o /opt/spark/jars/bundle-2.28.4.jar
+
+USER spark
diff --git a/sdk/python/feast/infra/compute_engines/spark_application/__init__.py b/sdk/python/feast/infra/compute_engines/spark_application/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/sdk/python/feast/infra/compute_engines/spark_application/compute.py b/sdk/python/feast/infra/compute_engines/spark_application/compute.py
new file mode 100644
index 00000000000..86b1335064b
--- /dev/null
+++ b/sdk/python/feast/infra/compute_engines/spark_application/compute.py
@@ -0,0 +1,560 @@
+import logging
+import time
+import uuid
+from typing import Any, Dict, List, Optional, Sequence, Union
+
+import pyarrow as pa
+import yaml
+from kubernetes import client
+from kubernetes import config as k8s_config
+from kubernetes.client.exceptions import ApiException
+
+from feast import RepoConfig
+from feast.batch_feature_view import BatchFeatureView
+from feast.entity import Entity
+from feast.feature_view import FeatureView, FeatureViewState
+from feast.infra.common.materialization_job import (
+    MaterializationJob,
+    MaterializationJobStatus,
+    MaterializationTask,
+)
+from feast.infra.common.retrieval_task import HistoricalRetrievalTask
+from feast.infra.compute_engines.base import ComputeEngine
+from feast.infra.offline_stores.offline_store import OfflineStore
+from feast.infra.online_stores.online_store import OnlineStore
+from feast.infra.registry.base_registry import BaseRegistry
+from feast.on_demand_feature_view import OnDemandFeatureView
+from feast.stream_feature_view import StreamFeatureView
+
+from .config import (
+    SparkApplicationComputeEngineConfig,  # noqa: F401 — required for Feast config resolution
+)
+from .job import (
+    _MAX_RETRIES,
+    _RETRY_BACKOFF_BASE,
+    CompletedMaterializationJob,
+    SparkApplicationMaterializationJob,
+    _is_retryable,
+    _rbac_hint,
+)
+
+logger = logging.getLogger(__name__)
+
+
+class SparkApplicationComputeEngine(ComputeEngine):
+    def __init__(
+        self,
+        *,
+        repo_config: RepoConfig,
+        offline_store: OfflineStore,
+        online_store: OnlineStore,
+        **kwargs,
+    ):
+        super().__init__(
+            repo_config=repo_config,
+            offline_store=offline_store,
+            online_store=online_store,
+            **kwargs,
+        )
+        self.config = repo_config.batch_engine
+
+        _FILE_BASED_ONLINE = {"sqlite", "faiss"}
+        _FILE_BASED_OFFLINE = {"dask", "file", "duckdb"}
+        _FILE_BASED_REGISTRY = {"file"}
+
+        online_type = getattr(repo_config.online_store, "type", "")
+        if online_type in _FILE_BASED_ONLINE:
+            raise ValueError(
+                f"spark_application engine cannot use '{online_type}' online store. "
+                f"File-based stores ({', '.join(sorted(_FILE_BASED_ONLINE))}) write "
+                "data inside the SparkApplication pod, which is lost when the pod "
+                "terminates. Use a network-accessible store: redis, postgres, etc."
+            )
+
+        offline_type = getattr(repo_config.offline_store, "type", "")
+        if offline_type in _FILE_BASED_OFFLINE:
+            raise ValueError(
+                f"spark_application engine cannot use '{offline_type}' offline store. "
+                f"File-based stores ({', '.join(sorted(_FILE_BASED_OFFLINE))}) read "
+                "from the local filesystem, which is inaccessible from the "
+                "SparkApplication pod. Use a network-accessible store: spark, "
+                "bigquery, snowflake, redshift, etc."
+            )
+
+        registry_type = getattr(repo_config.registry, "registry_type", "")
+        if registry_type in _FILE_BASED_REGISTRY:
+            raise ValueError(
+                f"spark_application engine cannot use '{registry_type}' registry. "
+                f"File-based registries ({', '.join(sorted(_FILE_BASED_REGISTRY))}) "
+                "store data on the local filesystem, which is inaccessible from the "
+                "SparkApplication pod. Use a network-accessible registry: sql, "
+                "snowflake.registry, etc."
+            )
+
+        # Defer kubeconfig load until materialize/cleanup — feast apply only
+        # constructs the engine and calls update() (a no-op), so it must not
+        # require a cluster.
+        self._k8s_client = None
+        self._core_v1 = None
+        self._custom_api = None
+        self._server_id = uuid.uuid4().hex[:8]
+
+    def _ensure_k8s(self) -> None:
+        """Load kubeconfig and create API clients on first K8s use."""
+        if self._custom_api is not None:
+            return
+        k8s_config.load_config()
+        self._k8s_client = client.ApiClient()
+        self._core_v1 = client.CoreV1Api(self._k8s_client)
+        self._custom_api = client.CustomObjectsApi(self._k8s_client)
+
+    @property
+    def core_v1(self):
+        self._ensure_k8s()
+        return self._core_v1
+
+    @property
+    def custom_api(self):
+        self._ensure_k8s()
+        return self._custom_api
+
+    @property
+    def supports_batch(self) -> bool:
+        return True
+
+    @property
+    def applies_materialization(self) -> bool:
+        return True
+
+    def update(
+        self,
+        project: str,
+        views_to_delete: Sequence[
+            Union[BatchFeatureView, StreamFeatureView, FeatureView]
+        ],
+        views_to_keep: Sequence[
+            Union[BatchFeatureView, StreamFeatureView, FeatureView, OnDemandFeatureView]
+        ],
+        entities_to_delete: Sequence[Entity],
+        entities_to_keep: Sequence[Entity],
+    ):
+        pass
+
+    def teardown_infra(
+        self,
+        project: str,
+        fvs: Sequence[Union[BatchFeatureView, StreamFeatureView, FeatureView]],
+        entities: Sequence[Entity],
+    ):
+        pass
+
+    def get_historical_features(
+        self, registry: BaseRegistry, task: HistoricalRetrievalTask
+    ) -> pa.Table:
+        raise NotImplementedError(
+            "SparkApplicationComputeEngine does not yet support get_historical_features(). "
+            "This is planned for Phase 2."
+        )
+
+    def materialize(
+        self,
+        registry: BaseRegistry,
+        tasks: Union[MaterializationTask, List[MaterializationTask]],
+        **kwargs,
+    ) -> List[MaterializationJob]:
+        """Batch all materialization tasks into a single SparkApplication.
+
+        The pod calls apply_materialization (via gRPC → Feast server → registry)
+        for each FV it successfully materializes. After the pod finishes, we read
+        each FV's state from the registry: AVAILABLE_ONLINE = succeeded,
+        still MATERIALIZING = failed.
+        """
+        if isinstance(tasks, MaterializationTask):
+            tasks = [tasks]
+
+        job_id = uuid.uuid4().hex[:8]
+        from feast.openlineage.identity import coerce_lineage_parent
+
+        lineage_parent = coerce_lineage_parent(
+            kwargs.get("lineage_parent") or kwargs.get("openlineage_parent")
+        )
+
+        try:
+            self._create_with_retry(
+                lambda: self._create_configmap(job_id, tasks),
+                "ConfigMap",
+                job_id,
+            )
+        except ApiException as e:
+            job = SparkApplicationMaterializationJob(
+                job_id,
+                self.config.namespace,
+                self.custom_api,
+                error=Exception(
+                    f"ConfigMap creation failed: HTTP {e.status} {e.reason}."
+                    f"{_rbac_hint(e.status)}"
+                ),
+            )
+            return [job for _ in tasks]
+
+        try:
+            cr = self._build_spark_application_cr(job_id, lineage_parent=lineage_parent)
+            self._create_with_retry(
+                lambda: self.custom_api.create_namespaced_custom_object(
+                    group="sparkoperator.k8s.io",
+                    version="v1beta2",
+                    namespace=self.config.namespace,
+                    plural="sparkapplications",
+                    body=cr,
+                ),
+                "SparkApplication",
+                job_id,
+            )
+        except ApiException as e:
+            self._cleanup(job_id)
+            job = SparkApplicationMaterializationJob(
+                job_id,
+                self.config.namespace,
+                self.custom_api,
+                error=Exception(
+                    f"SparkApplication creation failed: HTTP {e.status} {e.reason}."
+                    f"{_rbac_hint(e.status)}"
+                ),
+            )
+            return [job for _ in tasks]
+
+        job = SparkApplicationMaterializationJob(
+            job_id, self.config.namespace, self.custom_api
+        )
+        try:
+            self._wait_for_completion(job)
+            # Freeze success before finally-cleanup deletes the CR; otherwise
+            # FeatureStore's later job.status() poll gets 404 → false FAIL.
+            if (
+                job.error() is None
+                and job.status() == MaterializationJobStatus.SUCCEEDED
+            ):
+                job.mark_succeeded()
+            return self._build_per_fv_jobs(registry, tasks, job_id, job)
+        finally:
+            self._cleanup(job_id)
+
+    def _build_driver_repo_config(self) -> dict:
+        """Build feature_store.yaml for the SparkApplication driver pod.
+
+        One rewrite: batch_engine → spark.engine. Pod uses SparkComputeEngine
+        with the active SparkSession (from spark-submit). Enables distributed
+        reads via SparkReadNode and distributed writes via mapInArrow across
+        executors. This is NOT recursive — SparkComputeEngine uses the local
+        session, it does not create CRDs.
+
+        offline_store and registry are NOT rewritten — the pod inherits the
+        server's config. File-based registries are rejected at __init__(), so
+        the registry is always network-accessible (SQL, Snowflake, etc.) and
+        the pod can write apply_materialization() directly.
+        """
+        config_dict = self.repo_config.model_dump(by_alias=True, mode="json")
+
+        config_dict["batch_engine"] = {"type": "spark.engine"}
+
+        return config_dict
+
+    def _build_per_fv_jobs(
+        self,
+        registry: BaseRegistry,
+        tasks: List[MaterializationTask],
+        job_id: str,
+        job: SparkApplicationMaterializationJob,
+    ) -> List[MaterializationJob]:
+        """Build one independent job object per FV from registry state.
+
+        The driver pod calls ``apply_materialization`` for each FV it
+        successfully materializes, setting state to ``AVAILABLE_ONLINE``.
+        FVs still in ``MATERIALIZING`` were not processed.
+
+        Each returned job is an independent object so that a failed
+        SparkApplication does not pollute the status of succeeded FVs.
+
+        The per-FV outcome is resolved from registry state — never from the live
+        polling job — for every task count. ``materialize()`` deletes the
+        SparkApplication CR in its ``finally`` immediately after this returns, and
+        ``FeatureStore`` then re-checks ``status()``; a job that re-queried the
+        now-deleted CR would 404 and report a false failure for a materialization
+        that actually succeeded (#6673). ``CompletedMaterializationJob`` reports
+        SUCCEEDED without any Kubernetes call, so it is safe after cleanup.
+        """
+        if len(tasks) <= 1:
+            if (
+                job.error() is None
+                and job.status() == MaterializationJobStatus.SUCCEEDED
+            ):
+                return [CompletedMaterializationJob(job_id)]
+            return [job]
+
+        jobs: List[MaterializationJob] = []
+        for task in tasks:
+            fv = registry.get_feature_view(task.feature_view.name, task.project)
+            if getattr(fv, "state", None) == FeatureViewState.AVAILABLE_ONLINE:
+                jobs.append(CompletedMaterializationJob(job_id))
+            else:
+                jobs.append(
+                    SparkApplicationMaterializationJob(
+                        job_id,
+                        self.config.namespace,
+                        self.custom_api,
+                        error=Exception(
+                            f"Feature view '{task.feature_view.name}' was not "
+                            f"materialized by SparkApplication feast-sa-{job_id}"
+                        ),
+                    )
+                )
+        return jobs
+
+    def _create_configmap(self, job_id: str, tasks: List[MaterializationTask]):
+        feast_config_yaml = yaml.dump(
+            self._build_driver_repo_config(), default_flow_style=False
+        )
+        mat_config = {
+            "operation": "materialize",
+            "tasks": [
+                {
+                    "feature_view": task.feature_view.name,
+                    "start_time": task.start_time.isoformat(),
+                    "end_time": task.end_time.isoformat(),
+                }
+                for task in tasks
+            ],
+        }
+        if self.config.concurrency > 1:
+            mat_config["concurrency"] = self.config.concurrency
+        mat_config_yaml = yaml.dump(mat_config)
+        manifest = {
+            "apiVersion": "v1",
+            "kind": "ConfigMap",
+            "metadata": {
+                "name": f"feast-sa-{job_id}",
+                "namespace": self.config.namespace,
+                "labels": {"feast-materializer": "configmap", **self.config.labels},
+            },
+            "data": {
+                "feature_store.yaml": feast_config_yaml,
+                "materialization_config.yaml": mat_config_yaml,
+            },
+        }
+        self.core_v1.create_namespaced_config_map(
+            namespace=self.config.namespace, body=manifest
+        )
+
+    def _build_spark_application_cr(
+        self, job_id: str, lineage_parent: Optional[Any] = None
+    ) -> dict:
+        driver_env_conf = {
+            "spark.kubernetes.driverEnv.FEAST_CONFIGMAP_NAME": f"feast-sa-{job_id}",
+            "spark.kubernetes.driverEnv.FEAST_CONFIGMAP_NAMESPACE": self.config.namespace,
+        }
+        for entry in self.config.env:
+            name = entry.get("name", "")
+            if name and "value" in entry and entry["value"] is not None:
+                driver_env_conf[f"spark.kubernetes.driverEnv.{name}"] = str(
+                    entry["value"]
+                )
+
+        from feast.openlineage.identity import (
+            coerce_lineage_parent,
+            spark_compute_job_name,
+        )
+
+        # K8s names stay unique per run; OL job identity is stable.
+        k8s_app_name = f"feast-sa-{job_id}"
+        project = getattr(self.repo_config, "project", None) or "feast"
+        parent_conf: Dict[str, str] = {
+            "spark.app.name": k8s_app_name,
+            "spark.openlineage.appName": spark_compute_job_name(project),
+        }
+        parent = coerce_lineage_parent(lineage_parent)
+        if parent:
+            parent_conf.update(parent.to_spark_openlineage_conf())
+
+        spec = {
+            "type": "Python",
+            "mode": "cluster",
+            "pythonVersion": "3",
+            "image": self.config.image,
+            "imagePullPolicy": "IfNotPresent",
+            "mainApplicationFile": "local:///opt/feast/main.py",
+            "sparkVersion": self.config.spark_version,
+            "sparkConf": {
+                "spark.scheduler.mode": "FAIR",
+                **(self.config.spark_conf or {}),
+                **parent_conf,
+                **driver_env_conf,
+            },
+            "restartPolicy": {
+                "type": self.config.restart_policy,
+                "onFailureRetries": self.config.max_retries,
+                "onFailureRetryInterval": 30,
+            },
+            "timeToLiveSeconds": self.config.ttl_seconds_after_finished,
+            "volumes": [
+                {
+                    "name": "feast-config",
+                    "configMap": {"name": f"feast-sa-{job_id}"},
+                },
+                *self.config.volumes,
+            ],
+            "driver": {
+                "cores": self.config.driver_cores,
+                "memory": self.config.driver_memory,
+                "serviceAccount": self.config.service_account,
+                "volumeMounts": [
+                    {"name": "feast-config", "mountPath": "/var/feast/"},
+                    *self.config.volume_mounts,
+                ],
+            },
+            "executor": {
+                "instances": max(self.config.executor_instances, 1),
+                "cores": self.config.executor_cores,
+                "memory": self.config.executor_memory,
+            },
+        }
+
+        if self.config.image_pull_secrets:
+            spec["imagePullSecrets"] = self.config.image_pull_secrets
+        if self.config.hadoop_conf:
+            spec["hadoopConf"] = self.config.hadoop_conf
+        if self.config.py_files:
+            spec["deps"] = {"pyFiles": self.config.py_files}
+        if self.config.env:
+            spec["driver"]["env"] = self.config.env
+            spec["executor"]["env"] = self.config.env
+        if self.config.env_from:
+            spec["driver"]["envFrom"] = self.config.env_from
+            spec["executor"]["envFrom"] = self.config.env_from
+        if self.config.node_selector:
+            spec["driver"]["nodeSelector"] = self.config.node_selector
+            spec["executor"]["nodeSelector"] = self.config.node_selector
+        if self.config.tolerations:
+            spec["driver"]["tolerations"] = self.config.tolerations
+            spec["executor"]["tolerations"] = self.config.tolerations
+        if self.config.volume_mounts:
+            spec["executor"]["volumeMounts"] = self.config.volume_mounts
+
+        return {
+            "apiVersion": "sparkoperator.k8s.io/v1beta2",
+            "kind": "SparkApplication",
+            "metadata": {
+                "name": f"feast-sa-{job_id}",
+                "namespace": self.config.namespace,
+                "labels": {
+                    "feast-materializer": "sparkapplication",
+                    "feast-job-id": job_id,
+                    "feast-server-id": self._server_id,
+                    **self._kueue_labels(),
+                    **self.config.labels,
+                },
+            },
+            "spec": spec,
+        }
+
+    def _kueue_labels(self) -> dict:
+        if self.config.queue_name:
+            return {"kueue.x-k8s.io/queue-name": self.config.queue_name}
+        return {}
+
+    def _wait_for_completion(self, job: SparkApplicationMaterializationJob):
+        start = time.monotonic()
+        deadline = start + self.config.job_timeout_seconds
+        while time.monotonic() < deadline:
+            status = job.status()
+            elapsed = time.monotonic() - start
+            logger.info(
+                f"SparkApplication {job.job_id()} status={status.name} elapsed={elapsed:.0f}s"
+            )
+            if status == MaterializationJobStatus.ERROR:
+                logs = self._get_driver_logs(job._job_id)
+                if logs:
+                    logger.error(f"Driver logs (last 50 lines):\n{logs}")
+                return
+            if status == MaterializationJobStatus.SUCCEEDED:
+                return
+            time.sleep(self.config.poll_interval_seconds)
+        job._error = Exception(
+            f"SparkApplication {job.job_id()} did not complete "
+            f"within {self.config.job_timeout_seconds}s"
+        )
+
+    def _get_driver_logs(self, job_id: str, tail_lines: int = 50) -> Optional[str]:
+        """Fetch last N lines of driver pod logs for error diagnostics."""
+        try:
+            pods = self.core_v1.list_namespaced_pod(
+                namespace=self.config.namespace,
+                label_selector=f"spark-role=driver,sparkoperator.k8s.io/app-name=feast-sa-{job_id}",
+            )
+            if pods.items:
+                return self.core_v1.read_namespaced_pod_log(
+                    name=pods.items[0].metadata.name,
+                    namespace=self.config.namespace,
+                    tail_lines=tail_lines,
+                )
+        except ApiException:
+            logger.warning(f"Could not retrieve driver logs for feast-sa-{job_id}")
+        return None
+
+    @staticmethod
+    def _create_with_retry(fn, resource_kind: str, job_id: str):
+        """Call *fn* with exponential backoff on transient K8s API errors."""
+        last_exc = None
+        for attempt in range(_MAX_RETRIES):
+            try:
+                return fn()
+            except ApiException as e:
+                if not _is_retryable(e):
+                    raise
+                last_exc = e
+                wait = _RETRY_BACKOFF_BASE**attempt
+                logger.warning(
+                    f"{resource_kind} feast-sa-{job_id}: create attempt "
+                    f"{attempt + 1}/{_MAX_RETRIES} failed (HTTP {e.status}), "
+                    f"retrying in {wait}s"
+                )
+                time.sleep(wait)
+        raise last_exc  # type: ignore[misc]
+
+    def _cleanup(self, job_id: str):
+        """Best-effort delete of SparkApplication + ConfigMap.
+
+        The SparkApplication CR is also garbage-collected by the Spark Operator
+        after ``spec.timeToLiveSeconds`` (default 1h), so a failed delete here
+        is not a resource leak — just delayed cleanup.  The ConfigMap is ours
+        and not covered by operator TTL.
+        """
+        resources = [
+            (
+                "SparkApplication",
+                lambda: self.custom_api.delete_namespaced_custom_object(
+                    "sparkoperator.k8s.io",
+                    "v1beta2",
+                    self.config.namespace,
+                    "sparkapplications",
+                    f"feast-sa-{job_id}",
+                ),
+            ),
+            (
+                "ConfigMap",
+                lambda: self.core_v1.delete_namespaced_config_map(
+                    f"feast-sa-{job_id}",
+                    self.config.namespace,
+                ),
+            ),
+        ]
+        for kind, fn in resources:
+            try:
+                fn()
+            except ApiException as e:
+                if e.status != 404:
+                    logger.warning(
+                        f"Cleanup of {kind} feast-sa-{job_id} failed "
+                        f"(HTTP {e.status}): {e.reason}. "
+                        f"Manual cleanup: kubectl delete {kind.lower()} "
+                        f"feast-sa-{job_id} -n {self.config.namespace}"
+                    )
diff --git a/sdk/python/feast/infra/compute_engines/spark_application/config.py b/sdk/python/feast/infra/compute_engines/spark_application/config.py
new file mode 100644
index 00000000000..b09aedeadc3
--- /dev/null
+++ b/sdk/python/feast/infra/compute_engines/spark_application/config.py
@@ -0,0 +1,81 @@
+import warnings
+from typing import Dict, List, Literal, Optional
+
+from pydantic import StrictStr, model_validator
+
+from feast.repo_config import FeastConfigBaseModel
+
+
+class SparkApplicationComputeEngineConfig(FeastConfigBaseModel):
+    """Batch Compute Engine config for SparkApplication CRDs via Kubeflow Spark Operator."""
+
+    type: Literal["spark_application"] = "spark_application"
+
+    image: StrictStr
+    image_pull_secrets: List[str] = []
+
+    namespace: StrictStr = "default"
+    service_account: StrictStr = ""
+
+    driver_cores: int = 1
+    driver_memory: StrictStr = "1g"
+    executor_instances: int = 1
+    executor_cores: int = 1
+    executor_memory: StrictStr = "1g"
+
+    spark_conf: Optional[Dict[str, str]] = None
+    hadoop_conf: Optional[Dict[str, str]] = None
+    spark_version: StrictStr = "4.0.1"
+    staging_location: Optional[str] = None
+
+    env: List[dict] = []
+    env_from: List[dict] = []
+
+    queue_name: Optional[str] = None
+
+    job_timeout_seconds: int = 3600
+    poll_interval_seconds: int = 10
+    ttl_seconds_after_finished: int = 3600
+    restart_policy: StrictStr = "Never"
+    max_retries: int = 3
+
+    concurrency: int = 1
+
+    labels: Dict[str, str] = {}
+
+    volumes: List[dict] = []
+    volume_mounts: List[dict] = []
+    py_files: List[str] = []
+    node_selector: Optional[Dict[str, str]] = None
+    tolerations: List[dict] = []
+
+    @staticmethod
+    def _validate_env_entry(index: int, entry: object) -> None:
+        """Validate a single K8s EnvVar dict (must have name + value or valueFrom)."""
+        if not isinstance(entry, dict):
+            raise ValueError(
+                f"env[{index}] must be a dict, got {type(entry).__name__}: {entry}"
+            )
+        if "name" not in entry:
+            raise ValueError(
+                f"env[{index}] is missing required 'name'. "
+                f"Each env entry must be a K8s EnvVar dict. Got: {entry}"
+            )
+        if "value" not in entry and "valueFrom" not in entry:
+            raise ValueError(
+                f"env[{index}] must set 'value' or 'valueFrom' "
+                f"(K8s EnvVar spec). Got: {entry}"
+            )
+
+    @model_validator(mode="after")
+    def _validate_config(self) -> "SparkApplicationComputeEngineConfig":
+        if self.staging_location:
+            warnings.warn(
+                "staging_location is configured but only used for "
+                "get_historical_features (not yet supported by this engine). "
+                "It will be ignored for materialize operations.",
+                stacklevel=2,
+            )
+        for i, entry in enumerate(self.env):
+            self._validate_env_entry(i, entry)
+        return self
diff --git a/sdk/python/feast/infra/compute_engines/spark_application/job.py b/sdk/python/feast/infra/compute_engines/spark_application/job.py
new file mode 100644
index 00000000000..73cfe8f2466
--- /dev/null
+++ b/sdk/python/feast/infra/compute_engines/spark_application/job.py
@@ -0,0 +1,183 @@
+import logging
+import time
+from typing import Optional
+
+from kubernetes import client
+from kubernetes.client.exceptions import ApiException
+
+from feast.infra.common.materialization_job import (
+    MaterializationJob,
+    MaterializationJobStatus,
+)
+
+logger = logging.getLogger(__name__)
+
+_MAX_RETRIES = 3
+_RETRY_BACKOFF_BASE = 2
+_RETRYABLE_STATUS_CODES = {429, 500, 502, 503, 504}
+
+
+def _is_retryable(exc: ApiException) -> bool:
+    return exc.status in _RETRYABLE_STATUS_CODES
+
+
+def _rbac_hint(status: int) -> str:
+    if status in (401, 403):
+        return (
+            " Check that the Feast server ServiceAccount has the required"
+            " Role/RoleBinding for sparkapplications and configmaps in this namespace."
+        )
+    return ""
+
+
+_STATE_MAP = {
+    "": MaterializationJobStatus.WAITING,
+    "SUBMITTED": MaterializationJobStatus.WAITING,
+    "RUNNING": MaterializationJobStatus.RUNNING,
+    "COMPLETED": MaterializationJobStatus.SUCCEEDED,
+    "FAILED": MaterializationJobStatus.ERROR,
+    "SUBMISSION_FAILED": MaterializationJobStatus.ERROR,
+    "PENDING_RERUN": MaterializationJobStatus.WAITING,
+    "INVALIDATING": MaterializationJobStatus.WAITING,
+    "SUCCEEDING": MaterializationJobStatus.RUNNING,
+    "FAILING": MaterializationJobStatus.RUNNING,
+    "SUSPENDING": MaterializationJobStatus.WAITING,
+    "SUSPENDED": MaterializationJobStatus.WAITING,
+    "RESUMING": MaterializationJobStatus.WAITING,
+    "UNKNOWN": MaterializationJobStatus.WAITING,
+}
+assert len(_STATE_MAP) == 14
+
+
+class CompletedMaterializationJob(MaterializationJob):
+    """Lightweight stub for a FV whose materialization already succeeded.
+
+    Used by ``_build_per_fv_jobs`` so that each FV gets an independent job
+    object.  Unlike ``SparkApplicationMaterializationJob``, this never polls
+    the K8s API — the outcome is already known from the registry state.
+    """
+
+    def __init__(self, job_id: str):
+        super().__init__()
+        self._job_id = job_id
+
+    def status(self) -> MaterializationJobStatus:
+        return MaterializationJobStatus.SUCCEEDED
+
+    def error(self) -> Optional[BaseException]:
+        return None
+
+    def should_be_retried(self) -> bool:
+        return False
+
+    def job_id(self) -> str:
+        return f"feast-sa-{self._job_id}"
+
+    def url(self) -> Optional[str]:
+        return None
+
+
+class SparkApplicationMaterializationJob(MaterializationJob):
+    def __init__(
+        self,
+        job_id: str,
+        namespace: str,
+        custom_api: client.CustomObjectsApi,
+        error: Optional[BaseException] = None,
+    ):
+        super().__init__()
+        self._job_id = job_id
+        self.namespace = namespace
+        self.custom_api = custom_api
+        self._error: Optional[BaseException] = error
+        # Once we observe SUCCEEDED/ERROR on the CR, keep it. Feast (and the
+        # Spark Operator TTL) delete the CR after success; a later status()
+        # poll must not turn that into a false "not found" failure.
+        self._terminal_status: Optional[MaterializationJobStatus] = None
+        if error is not None:
+            self._terminal_status = MaterializationJobStatus.ERROR
+
+    def status(self) -> MaterializationJobStatus:
+        if self._terminal_status is not None:
+            return self._terminal_status
+        if self._error is not None:
+            return MaterializationJobStatus.ERROR
+
+        obj = self._get_cr_with_retry()
+        if obj is None:
+            return (
+                MaterializationJobStatus.ERROR
+                if self._error
+                else MaterializationJobStatus.RUNNING
+            )
+
+        state = obj.get("status", {}).get("applicationState", {}).get("state", "")
+        result = _STATE_MAP.get(state, MaterializationJobStatus.WAITING)
+        if result == MaterializationJobStatus.ERROR:
+            msg = (
+                obj.get("status", {})
+                .get("applicationState", {})
+                .get("errorMessage", f"SparkApplication failed: {state}")
+            )
+            self._error = Exception(msg)
+            self._terminal_status = MaterializationJobStatus.ERROR
+        elif result == MaterializationJobStatus.SUCCEEDED:
+            self._terminal_status = MaterializationJobStatus.SUCCEEDED
+        return result
+
+    def mark_succeeded(self) -> None:
+        """Record successful completion before the CR is deleted/TTL'd."""
+        self._error = None
+        self._terminal_status = MaterializationJobStatus.SUCCEEDED
+
+    def _get_cr_with_retry(self) -> Optional[dict]:
+        """Fetch SparkApplication CR with exponential backoff on transient errors."""
+        last_exc = None
+        for attempt in range(_MAX_RETRIES):
+            try:
+                return self.custom_api.get_namespaced_custom_object(
+                    group="sparkoperator.k8s.io",
+                    version="v1beta2",
+                    namespace=self.namespace,
+                    plural="sparkapplications",
+                    name=f"feast-sa-{self._job_id}",
+                )
+            except ApiException as e:
+                if e.status == 404:
+                    # Already completed jobs are cleaned up; don't invent a failure.
+                    if self._terminal_status == MaterializationJobStatus.SUCCEEDED:
+                        return None
+                    self._error = Exception(
+                        f"SparkApplication feast-sa-{self._job_id} not found"
+                    )
+                    return None
+                if not _is_retryable(e):
+                    self._error = Exception(
+                        f"Kubernetes API error polling feast-sa-{self._job_id}: "
+                        f"HTTP {e.status} {e.reason}.{_rbac_hint(e.status)}"
+                    )
+                    return None
+                last_exc = e
+                wait = _RETRY_BACKOFF_BASE**attempt
+                logger.warning(
+                    f"API poll attempt {attempt + 1}/{_MAX_RETRIES} failed "
+                    f"(HTTP {e.status}), retrying in {wait}s"
+                )
+                time.sleep(wait)
+        self._error = Exception(
+            f"Failed to poll SparkApplication after {_MAX_RETRIES} attempts: "
+            f"{last_exc.reason if last_exc else 'unknown'}"
+        )
+        return None
+
+    def error(self) -> Optional[BaseException]:
+        return self._error
+
+    def should_be_retried(self) -> bool:
+        return False
+
+    def job_id(self) -> str:
+        return f"feast-sa-{self._job_id}"
+
+    def url(self) -> Optional[str]:
+        return None
diff --git a/sdk/python/feast/infra/compute_engines/spark_application/main.py b/sdk/python/feast/infra/compute_engines/spark_application/main.py
new file mode 100644
index 00000000000..cabe9d8b2cd
--- /dev/null
+++ b/sdk/python/feast/infra/compute_engines/spark_application/main.py
@@ -0,0 +1,195 @@
+import logging
+import os
+import sys
+import time
+from concurrent.futures import ThreadPoolExecutor, as_completed
+
+import yaml
+
+logging.basicConfig(level=logging.INFO)
+logger = logging.getLogger("feast.spark_application.driver")
+
+
+def _load_config_from_configmap():
+    """Load feast and materialization config from a Kubernetes ConfigMap."""
+    from kubernetes import client
+    from kubernetes import config as k8s_config
+
+    k8s_config.load_incluster_config()
+    v1 = client.CoreV1Api()
+    cm = v1.read_namespaced_config_map(
+        name=os.environ["FEAST_CONFIGMAP_NAME"],
+        namespace=os.environ["FEAST_CONFIGMAP_NAMESPACE"],
+    )
+    feast_config = yaml.safe_load(cm.data["feature_store.yaml"])
+    mat_config = yaml.safe_load(cm.data["materialization_config.yaml"])
+    return feast_config, mat_config
+
+
+def _load_config_from_files():
+    """Load feast and materialization config from mounted files."""
+    with open("/var/feast/feature_store.yaml") as f:
+        feast_config = yaml.safe_load(f)
+    with open("/var/feast/materialization_config.yaml") as f:
+        mat_config = yaml.safe_load(f)
+    return feast_config, mat_config
+
+
+def _bind_spark_session_to_thread(spark):
+    """Register *spark* as the active session for this OS thread.
+
+    spark-submit creates the SparkSession on the main thread.  PySpark's
+    ``getActiveSession()`` is thread-local, so worker threads see ``None``.
+    Constructing a ``SparkSession`` from the same SparkContext + JVM session
+    calls Java ``setActiveSession`` for *this* thread — no classmethod
+    monkey-patching required.
+    """
+    from pyspark.sql import SparkSession
+
+    SparkSession(spark.sparkContext, spark._jsparkSession)
+
+
+def _materialize_one_fv(spark_session, config, task_info):
+    """Materialize a single feature view in a worker thread.
+
+    Each thread gets its own FeatureStore instance to avoid race conditions
+    in Feast's usage.py call_stack (not thread-safe).
+    """
+    from datetime import datetime, timezone
+
+    from tqdm import tqdm
+
+    from feast import FeatureStore, RepoConfig
+
+    _bind_spark_session_to_thread(spark_session)
+
+    fv_name = task_info["feature_view"]
+    logger.info(f"Thread started: {fv_name}")
+
+    # Per-thread FeatureStore avoids race in feast/usage.py call_stack
+    thread_config = RepoConfig(**config)
+    thread_store = FeatureStore(config=thread_config)
+    fv = thread_store.get_feature_view(fv_name)
+    provider = thread_store.provider
+
+    start = datetime.fromisoformat(task_info["start_time"])
+    end = datetime.fromisoformat(task_info["end_time"])
+    if start.tzinfo is None:
+        start = start.replace(tzinfo=timezone.utc)
+    if end.tzinfo is None:
+        end = end.replace(tzinfo=timezone.utc)
+
+    t0 = time.time()
+    provider.materialize_single_feature_view(
+        config=thread_config,
+        feature_view=fv,
+        start_date=start,
+        end_date=end,
+        registry=thread_store.registry,
+        project=thread_store.project,
+        tqdm_builder=lambda length: tqdm(total=length, ncols=100),
+    )
+
+    thread_store.registry.apply_materialization(fv, thread_store.project, start, end)
+    logger.info(f"Applied materialization metadata for {fv_name}")
+
+    elapsed = time.time() - t0
+    return fv_name, elapsed
+
+
+def main():
+    if os.environ.get("FEAST_CONFIGMAP_NAME"):
+        logger.info("Loading config from ConfigMap via K8s API")
+        feast_config, mat_config = _load_config_from_configmap()
+    elif os.path.exists("/var/feast/feature_store.yaml"):
+        logger.info("Loading config from mounted files")
+        feast_config, mat_config = _load_config_from_files()
+    else:
+        raise RuntimeError(
+            "No config source found. Set FEAST_CONFIGMAP_NAME env var "
+            "or mount config at /var/feast/"
+        )
+
+    from pyspark.sql import SparkSession
+
+    from feast import RepoConfig
+
+    RepoConfig(**feast_config)  # validate config eagerly before any Spark work
+    operation = mat_config["operation"]
+
+    if operation == "materialize":
+        tasks = mat_config.get("tasks", [])
+        if not tasks:
+            tasks = [
+                {
+                    "feature_view": mat_config["feature_view"],
+                    "start_time": mat_config["start_time"],
+                    "end_time": mat_config["end_time"],
+                }
+            ]
+
+        concurrency = mat_config.get("concurrency", 1)
+        total = len(tasks)
+        total_start = time.time()
+
+        logger.info(
+            f"Starting materialization: {total} feature views, "
+            f"concurrency={concurrency}"
+        )
+
+        # Get the active SparkSession (created by spark-submit)
+        spark = SparkSession.getActiveSession()
+        if spark is None:
+            spark = SparkSession.builder.getOrCreate()
+        logger.info(f"SparkSession: {spark.sparkContext.applicationId}")
+
+        succeeded, failed = 0, 0
+        if concurrency <= 1:
+            for i, task in enumerate(tasks, 1):
+                fv_name = task["feature_view"]
+                logger.info(f"[{i}/{total}] Materializing: {fv_name}")
+                try:
+                    name, elapsed = _materialize_one_fv(spark, feast_config, task)
+                    succeeded += 1
+                    logger.info(f"[{i}/{total}] Completed: {name} ({elapsed:.1f}s)")
+                except Exception:
+                    failed += 1
+                    logger.exception(f"[{i}/{total}] Failed: {fv_name}")
+        else:
+            with ThreadPoolExecutor(max_workers=concurrency) as executor:
+                future_to_fv = {
+                    executor.submit(
+                        _materialize_one_fv, spark, feast_config, task
+                    ): task["feature_view"]
+                    for task in tasks
+                }
+                for future in as_completed(future_to_fv):
+                    fv_name = future_to_fv[future]
+                    try:
+                        name, elapsed = future.result()
+                        succeeded += 1
+                        logger.info(f"Completed: {name} ({elapsed:.1f}s)")
+                    except Exception:
+                        failed += 1
+                        logger.exception(f"Failed: {fv_name}")
+
+        total_elapsed = time.time() - total_start
+        level = logging.ERROR if failed > 0 else logging.INFO
+        logger.log(
+            level,
+            f"Materialization batch complete: "
+            f"{succeeded} succeeded, {failed} failed, {total} total, "
+            f"elapsed={total_elapsed:.1f}s",
+        )
+        if failed > 0:
+            sys.exit(1)
+    else:
+        raise ValueError(f"Unknown operation: {operation}")
+
+
+if __name__ == "__main__":
+    try:
+        main()
+    except Exception:
+        logger.exception("Driver failed")
+        sys.exit(1)
diff --git a/sdk/python/feast/infra/compute_engines/utils.py b/sdk/python/feast/infra/compute_engines/utils.py
index d2c49305376..c36f4d19f07 100644
--- a/sdk/python/feast/infra/compute_engines/utils.py
+++ b/sdk/python/feast/infra/compute_engines/utils.py
@@ -1,9 +1,32 @@
 from datetime import datetime
-from typing import Optional
+from typing import Any, Mapping, Optional, Sequence
 
 from feast.data_source import DataSource
 from feast.infra.compute_engines.dag.context import ColumnInfo, ExecutionContext
 from feast.infra.offline_stores.offline_store import RetrievalJob
+from feast.infra.offline_stores.offline_utils import (
+    DEFAULT_ENTITY_DF_EVENT_TIMESTAMP_COL,
+    infer_event_timestamp_from_entity_df,
+)
+
+ENTITY_TS_ALIAS = "__entity_event_timestamp"
+ENTITY_ROW_ID = "__feast_entity_row_id"
+
+
+def infer_entity_timestamp_column(entity_schema: Mapping[str, Any]) -> str:
+    """Resolve the entity timestamp column used for point-in-time joins."""
+    if ENTITY_TS_ALIAS in entity_schema:
+        return ENTITY_TS_ALIAS
+    return infer_event_timestamp_from_entity_df(dict(entity_schema))
+
+
+def find_entity_timestamp_column(columns: Sequence[str]) -> Optional[str]:
+    """Find the timestamp column in an entity DataFrame schema, if present."""
+    if ENTITY_TS_ALIAS in columns:
+        return ENTITY_TS_ALIAS
+    if DEFAULT_ENTITY_DF_EVENT_TIMESTAMP_COL in columns:
+        return DEFAULT_ENTITY_DF_EVENT_TIMESTAMP_COL
+    return None
 
 
 def create_offline_store_retrieval_job(
diff --git a/sdk/python/feast/infra/data_sources/__init__.py b/sdk/python/feast/infra/data_sources/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/sdk/python/feast/infra/data_sources/contrib/__init__.py b/sdk/python/feast/infra/data_sources/contrib/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/sdk/python/feast/infra/data_sources/contrib/iceberg_catalog/__init__.py b/sdk/python/feast/infra/data_sources/contrib/iceberg_catalog/__init__.py
new file mode 100644
index 00000000000..2a6d36f87e2
--- /dev/null
+++ b/sdk/python/feast/infra/data_sources/contrib/iceberg_catalog/__init__.py
@@ -0,0 +1,27 @@
+from feast.infra.data_sources.contrib.iceberg_catalog.iceberg_rest_client import (
+    CatalogAuthError,
+    IcebergCatalogError,
+    IcebergRestClient,
+    TableMetadata,
+    TableNotFoundError,
+    TempCredential,
+)
+from feast.infra.data_sources.contrib.iceberg_catalog.iceberg_source import (
+    IcebergSource,
+)
+from feast.infra.data_sources.contrib.iceberg_catalog.uc_client import UCClient
+from feast.infra.data_sources.contrib.iceberg_catalog.unity_catalog_source import (
+    UnityCatalogSource,
+)
+
+__all__ = [
+    "CatalogAuthError",
+    "IcebergCatalogError",
+    "IcebergRestClient",
+    "IcebergSource",
+    "TableMetadata",
+    "TableNotFoundError",
+    "TempCredential",
+    "UCClient",
+    "UnityCatalogSource",
+]
diff --git a/sdk/python/feast/infra/data_sources/contrib/iceberg_catalog/iceberg_rest_client.py b/sdk/python/feast/infra/data_sources/contrib/iceberg_catalog/iceberg_rest_client.py
new file mode 100644
index 00000000000..6a44a2fe71d
--- /dev/null
+++ b/sdk/python/feast/infra/data_sources/contrib/iceberg_catalog/iceberg_rest_client.py
@@ -0,0 +1,345 @@
+# Copyright 2026 The Feast Authors
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     https://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+import logging
+from dataclasses import dataclass, field
+from typing import Any, Dict, List, Optional
+
+import requests
+
+logger = logging.getLogger(__name__)
+
+
+class IcebergCatalogError(Exception):
+    """Base exception for Iceberg REST Catalog errors."""
+
+    def __init__(self, message: str, status_code: Optional[int] = None):
+        self.status_code = status_code
+        super().__init__(message)
+
+
+class TableNotFoundError(IcebergCatalogError):
+    """Raised when a table or namespace is not found (HTTP 404)."""
+
+    pass
+
+
+class CatalogAuthError(IcebergCatalogError):
+    """Raised on authentication/authorization failures (HTTP 401/403)."""
+
+    pass
+
+
+@dataclass
+class TableMetadata:
+    """Metadata returned by the Iceberg REST Catalog for a table."""
+
+    table_id: str
+    location: str
+    schema_fields: List[Dict[str, str]]
+    properties: Dict[str, str] = field(default_factory=dict)
+    format_version: int = 2
+    current_snapshot_id: Optional[int] = None
+
+
+@dataclass
+class TempCredential:
+    """Temporary, scoped credential vended by the catalog."""
+
+    access_key: Optional[str] = None
+    secret_key: Optional[str] = None
+    session_token: Optional[str] = None
+    expiration_ms: Optional[int] = None
+    uri: Optional[str] = None
+    credential_type: str = "s3"
+
+
+class IcebergRestClient:
+    """Client for the standard Apache Iceberg REST Catalog protocol.
+
+    Implements table metadata loading and credential vending as defined
+    in the Iceberg REST Catalog specification. Works with any compliant
+    catalog: Unity Catalog, Apache Polaris, Nessie, Snowflake Open Catalog, etc.
+
+    URL construction follows the spec:
+    - With warehouse and url_style="unity": /v1/catalogs/{warehouse}/...
+      (Unity Catalog flavor)
+    - With warehouse and url_style="prefix": /v1/{warehouse}/...
+      (Polaris, Nessie, standard Iceberg REST spec)
+    - Without warehouse: /v1/... (vanilla spec)
+    """
+
+    def __init__(
+        self,
+        endpoint: str,
+        token: Optional[str] = None,
+        warehouse: Optional[str] = None,
+        credential_vending: bool = True,
+        timeout: int = 30,
+        url_style: str = "auto",
+    ):
+        """
+        Args:
+            endpoint: Base URL of the catalog server.
+            token: Bearer token for authentication.
+            warehouse: Warehouse/catalog identifier.
+            credential_vending: Whether to request vended credentials.
+            timeout: HTTP request timeout in seconds.
+            url_style: URL path construction style:
+                - "unity": /v1/catalogs/{warehouse} (Databricks Unity Catalog)
+                - "prefix": /v1/{warehouse} (Polaris, Nessie, standard spec)
+                - "auto" (default): uses "unity" if endpoint contains
+                  "unity-catalog", otherwise "prefix"
+        """
+        self.endpoint = endpoint.rstrip("/")
+        self.warehouse = warehouse
+        self.credential_vending = credential_vending
+        self.timeout = timeout
+
+        if url_style == "auto":
+            self.url_style = "unity" if "unity-catalog" in self.endpoint else "prefix"
+        else:
+            self.url_style = url_style
+
+        self._session = requests.Session()
+        self._session.headers.update(
+            {
+                "Content-Type": "application/json",
+                "Accept": "application/json",
+            }
+        )
+        if token:
+            self._session.headers["Authorization"] = f"Bearer {token}"
+        if credential_vending:
+            self._session.headers["X-Iceberg-Access-Delegation"] = "vended-credentials"
+        self.headers = dict(self._session.headers)
+
+    @property
+    def _base_url(self) -> str:
+        """Build base URL following the Iceberg REST spec.
+
+        Unity Catalog uses /v1/catalogs/{warehouse} while the standard
+        spec uses /v1/{prefix} (where prefix = warehouse).
+        """
+        if self.warehouse:
+            if self.url_style == "unity":
+                return f"{self.endpoint}/v1/catalogs/{self.warehouse}"
+            return f"{self.endpoint}/v1/{self.warehouse}"
+        return f"{self.endpoint}/v1"
+
+    def _raise_for_status(self, response: requests.Response, context: str):
+        """Raise typed exceptions based on HTTP status codes."""
+        if response.ok:
+            return
+        status = response.status_code
+        try:
+            body = response.json()
+            detail = body.get("message", body.get("error", response.text))
+        except Exception:
+            detail = response.text
+
+        msg = f"{context}: HTTP {status} — {detail}"
+        if status == 404:
+            raise TableNotFoundError(msg, status_code=status)
+        if status in (401, 403):
+            raise CatalogAuthError(msg, status_code=status)
+        raise IcebergCatalogError(msg, status_code=status)
+
+    def load_table(self, namespace: str, table: str) -> TableMetadata:
+        """Load table metadata from the catalog.
+
+        Raises:
+            TableNotFoundError: If the table does not exist.
+            CatalogAuthError: On authentication/authorization failures.
+            IcebergCatalogError: On other HTTP errors.
+        """
+        url = f"{self._base_url}/namespaces/{namespace}/tables/{table}"
+        try:
+            response = self._session.get(url, timeout=self.timeout)
+        except requests.exceptions.ConnectionError as e:
+            raise IcebergCatalogError(
+                f"Connection failed for {namespace}.{table}: {e}"
+            ) from e
+        except requests.exceptions.Timeout as e:
+            raise IcebergCatalogError(
+                f"Request timed out for {namespace}.{table}: {e}"
+            ) from e
+
+        self._raise_for_status(response, f"Failed to load table {namespace}.{table}")
+        data = response.json()
+        return self._parse_table_metadata(data)
+
+    def get_table_location(self, namespace: str, table: str) -> Optional[str]:
+        """Returns the storage location for a table."""
+        metadata = self.load_table(namespace, table)
+        return metadata.location
+
+    def vend_credentials(self, namespace: str, table: str) -> Optional[TempCredential]:
+        """Request temporary credentials for table access.
+
+        Uses the standard Iceberg REST credential vending protocol via the
+        X-Iceberg-Access-Delegation header. Credentials are scoped and short-lived.
+        """
+        if not self.credential_vending:
+            return None
+
+        url = f"{self._base_url}/namespaces/{namespace}/tables/{table}"
+        try:
+            response = self._session.get(url, timeout=self.timeout)
+        except requests.exceptions.RequestException as e:
+            logger.warning(
+                "Credential vending failed for %s.%s: %s", namespace, table, e
+            )
+            return None
+
+        self._raise_for_status(
+            response, f"Credential vending failed for {namespace}.{table}"
+        )
+        data = response.json()
+        return self._parse_credentials(data)
+
+    def list_tables(self, namespace: str) -> List[str]:
+        """List all tables in a namespace, handling pagination.
+
+        Raises:
+            CatalogAuthError: On authentication/authorization failures.
+            IcebergCatalogError: On other HTTP errors.
+        """
+        tables: List[str] = []
+        url = f"{self._base_url}/namespaces/{namespace}/tables"
+        params: Dict[str, str] = {}
+
+        while True:
+            try:
+                response = self._session.get(url, params=params, timeout=self.timeout)
+            except requests.exceptions.RequestException as e:
+                raise IcebergCatalogError(
+                    f"Failed to list tables in namespace {namespace}: {e}"
+                ) from e
+
+            self._raise_for_status(
+                response, f"Failed to list tables in namespace {namespace}"
+            )
+            data = response.json()
+            identifiers = data.get("identifiers", [])
+            tables.extend(ident["name"] for ident in identifiers if "name" in ident)
+
+            next_token = data.get("next-page-token")
+            if not next_token:
+                break
+            params["pageToken"] = next_token
+
+        return tables
+
+    def list_namespaces(self) -> List[str]:
+        """List all namespaces in the catalog, handling pagination.
+
+        Raises:
+            CatalogAuthError: On authentication/authorization failures.
+            IcebergCatalogError: On other HTTP errors.
+        """
+        result: List[str] = []
+        url = f"{self._base_url}/namespaces"
+        params: Dict[str, str] = {}
+
+        while True:
+            try:
+                response = self._session.get(url, params=params, timeout=self.timeout)
+            except requests.exceptions.RequestException as e:
+                raise IcebergCatalogError(f"Failed to list namespaces: {e}") from e
+
+            self._raise_for_status(response, "Failed to list namespaces")
+            data = response.json()
+            namespaces = data.get("namespaces", [])
+            result.extend(".".join(ns) for ns in namespaces)
+
+            next_token = data.get("next-page-token")
+            if not next_token:
+                break
+            params["pageToken"] = next_token
+
+        return result
+
+    def get_table_schema(self, namespace: str, table: str) -> List[Dict[str, str]]:
+        """Returns the schema fields for a table."""
+        metadata = self.load_table(namespace, table)
+        return metadata.schema_fields
+
+    def _parse_table_metadata(self, data: Dict[str, Any]) -> TableMetadata:
+        """Parse the Iceberg REST API response into TableMetadata."""
+        metadata = data.get("metadata", data)
+        location = metadata.get("location", "")
+        properties = metadata.get("properties", {})
+        format_version = metadata.get("format-version", 2)
+
+        schema_fields = []
+        schemas = metadata.get("schemas", [])
+        if schemas:
+            current_schema_id = metadata.get("current-schema-id")
+            current_schema = None
+            if current_schema_id is not None:
+                for s in schemas:
+                    if s.get("schema-id") == current_schema_id:
+                        current_schema = s
+                        break
+            if current_schema is None:
+                current_schema = schemas[-1]
+
+            for col in current_schema.get("fields", []):
+                field_type = col.get("type", "")
+                if isinstance(field_type, dict):
+                    field_type = field_type.get("type", "unknown")
+                schema_fields.append(
+                    {"name": col.get("name", ""), "type": str(field_type)}
+                )
+
+        current_snapshot_id = metadata.get("current-snapshot-id")
+        table_uuid = metadata.get("table-uuid", "")
+
+        return TableMetadata(
+            table_id=table_uuid,
+            location=location,
+            schema_fields=schema_fields,
+            properties=properties,
+            format_version=format_version,
+            current_snapshot_id=current_snapshot_id,
+        )
+
+    def _parse_credentials(self, data: Dict[str, Any]) -> Optional[TempCredential]:
+        """Parse vended credentials from the load-table response config."""
+        config = data.get("config", {})
+        if not config:
+            return None
+
+        if any(k.startswith("s3.") for k in config):
+            return TempCredential(
+                access_key=config.get("s3.access-key-id"),
+                secret_key=config.get("s3.secret-access-key"),
+                session_token=config.get("s3.session-token"),
+                expiration_ms=config.get("s3.session-token-expiration-ms"),
+                uri=config.get("s3.endpoint"),
+                credential_type="s3",
+            )
+        if any(k.startswith("gcs.") for k in config):
+            return TempCredential(
+                access_key=config.get("gcs.oauth2.token"),
+                expiration_ms=config.get("gcs.oauth2.token-expires-at"),
+                credential_type="gcs",
+            )
+        if any(k.startswith("adls.") for k in config):
+            return TempCredential(
+                access_key=config.get("adls.sas-token"),
+                credential_type="adls",
+            )
+        return None
diff --git a/sdk/python/feast/infra/data_sources/contrib/iceberg_catalog/iceberg_source.py b/sdk/python/feast/infra/data_sources/contrib/iceberg_catalog/iceberg_source.py
new file mode 100644
index 00000000000..c93b5db62d1
--- /dev/null
+++ b/sdk/python/feast/infra/data_sources/contrib/iceberg_catalog/iceberg_source.py
@@ -0,0 +1,310 @@
+# Copyright 2026 The Feast Authors
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     https://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+import json
+import os
+from typing import Any, Callable, Dict, Iterable, Optional, Tuple
+
+from feast.credentials import ConnectionRef
+from feast.data_source import DataSource
+from feast.protos.feast.core.DataSource_pb2 import DataSource as DataSourceProto
+from feast.repo_config import RepoConfig
+from feast.value_type import ValueType
+
+
+class IcebergSource(DataSource):
+    """Data source backed by Apache Iceberg tables via any supported catalog.
+
+    Supports multiple catalog backends through the ``catalog_type`` parameter:
+    - ``"rest"`` (default): Iceberg REST Catalog protocol (Unity Catalog, Polaris, Nessie, etc.)
+    - ``"hive"``: Hive Metastore catalog
+    - ``"glue"``: AWS Glue catalog
+    - ``"sql"``: SQL-based catalog (JDBC)
+    - ``"dynamodb"``: DynamoDB-based catalog
+
+    Additional catalog-specific configuration can be passed via ``catalog_properties``.
+    """
+
+    def __init__(
+        self,
+        *,
+        warehouse: str,
+        namespace: str,
+        table: str,
+        catalog_type: str = "rest",
+        catalog_name: str = "feast_iceberg",
+        endpoint: Optional[str] = None,
+        catalog_properties: Optional[Dict[str, str]] = None,
+        name: Optional[str] = None,
+        timestamp_field: Optional[str] = None,
+        created_timestamp_column: Optional[str] = None,
+        field_mapping: Optional[Dict[str, str]] = None,
+        description: Optional[str] = "",
+        tags: Optional[Dict[str, str]] = None,
+        owner: Optional[str] = "",
+        token_env_var: Optional[str] = None,
+        credential_vending: bool = True,
+        connection_ref: Optional[ConnectionRef] = None,
+    ):
+        _name = name or f"{warehouse}.{namespace}.{table}"
+        super().__init__(
+            name=_name,
+            timestamp_field=timestamp_field,
+            created_timestamp_column=created_timestamp_column,
+            field_mapping=field_mapping,
+            description=description,
+            tags=tags,
+            owner=owner,
+            connection_ref=connection_ref,
+        )
+        self.catalog_type = catalog_type
+        self.catalog_name = catalog_name
+        self.endpoint = endpoint or ""
+        self.warehouse = warehouse
+        self.namespace = namespace
+        self.iceberg_table = table
+        self.token_env_var = token_env_var
+        self.credential_vending = credential_vending
+        self.catalog_properties = catalog_properties or {}
+
+    @property
+    def fqn(self) -> str:
+        """Fully qualified table name: warehouse.namespace.table."""
+        return f"{self.warehouse}.{self.namespace}.{self.iceberg_table}"
+
+    def get_catalog_client(self):
+        """Create a catalog client based on catalog_type.
+
+        For "rest": returns an IcebergRestClient (built-in lightweight client).
+        For other types: delegates to PyIceberg's load_catalog().
+        """
+        if self.catalog_type == "rest":
+            from feast.infra.data_sources.contrib.iceberg_catalog.iceberg_rest_client import (
+                IcebergRestClient,
+            )
+
+            token = None
+            if self.token_env_var:
+                token = os.environ.get(self.token_env_var)
+                if not token:
+                    import logging
+
+                    logging.getLogger(__name__).warning(
+                        "token_env_var '%s' is set but the environment "
+                        "variable is empty or missing",
+                        self.token_env_var,
+                    )
+            return IcebergRestClient(
+                endpoint=self.endpoint,
+                token=token,
+                warehouse=self.warehouse,
+                credential_vending=self.credential_vending,
+            )
+
+        from pyiceberg.catalog import load_catalog
+
+        config = {
+            "type": self.catalog_type,
+            **self.catalog_properties,
+        }
+        if self.endpoint:
+            config.setdefault("uri", self.endpoint)
+        if self.warehouse:
+            config.setdefault("warehouse", self.warehouse)
+        if self.token_env_var:
+            token = os.environ.get(self.token_env_var, "")
+            if token:
+                config.setdefault("token", token)
+        return load_catalog(self.catalog_name, **config)
+
+    def source_type(self) -> DataSourceProto.SourceType.ValueType:
+        return DataSourceProto.BATCH_ICEBERG
+
+    @staticmethod
+    def from_proto(data_source: DataSourceProto) -> Any:
+        cls_type = data_source.data_source_class_type
+        if cls_type and "UnityCatalogSource" in cls_type:
+            from feast.infra.data_sources.contrib.iceberg_catalog.unity_catalog_source import (
+                UnityCatalogSource,
+            )
+
+            return UnityCatalogSource.from_proto(data_source)
+
+        custom_options = json.loads(
+            str(data_source.custom_options.configuration, encoding="utf8")
+        )
+        return IcebergSource(
+            name=data_source.name,
+            catalog_type=custom_options.get("catalog_type", "rest"),
+            catalog_name=custom_options.get("catalog_name", "feast_iceberg"),
+            endpoint=custom_options.get("endpoint", ""),
+            warehouse=custom_options["warehouse"],
+            namespace=custom_options["namespace"],
+            table=custom_options["table"],
+            token_env_var=custom_options.get("token_env_var"),
+            credential_vending=custom_options.get("credential_vending", True),
+            catalog_properties=custom_options.get("catalog_properties", {}),
+            timestamp_field=data_source.timestamp_field,
+            created_timestamp_column=data_source.created_timestamp_column,
+            field_mapping=dict(data_source.field_mapping),
+            description=data_source.description,
+            tags=dict(data_source.tags),
+            owner=data_source.owner,
+            connection_ref=ConnectionRef.from_tags(dict(data_source.tags)),
+        )
+
+    def _to_proto_impl(self) -> DataSourceProto:
+        config_json = json.dumps(
+            {
+                "catalog_type": self.catalog_type,
+                "catalog_name": self.catalog_name,
+                "endpoint": self.endpoint,
+                "warehouse": self.warehouse,
+                "namespace": self.namespace,
+                "table": self.iceberg_table,
+                "token_env_var": self.token_env_var,
+                "credential_vending": self.credential_vending,
+                "catalog_properties": self.catalog_properties,
+            }
+        )
+        data_source_proto = DataSourceProto(
+            name=self.name,
+            type=DataSourceProto.BATCH_ICEBERG,
+            data_source_class_type=(
+                "feast.infra.data_sources.contrib.iceberg_catalog"
+                ".iceberg_source.IcebergSource"
+            ),
+            custom_options=DataSourceProto.CustomSourceOptions(
+                configuration=bytes(config_json, encoding="utf8")
+            ),
+            description=self.description,
+            tags=self.tags,
+            owner=self.owner,
+            timestamp_field=self.timestamp_field,
+            created_timestamp_column=self.created_timestamp_column,
+            field_mapping=self.field_mapping,
+        )
+        return data_source_proto
+
+    @staticmethod
+    def source_datatype_to_feast_value_type() -> Callable[[str], ValueType]:
+        return _iceberg_type_to_feast_value_type
+
+    def get_table_column_names_and_types(
+        self, config: RepoConfig
+    ) -> Iterable[Tuple[str, str]]:
+        """Retrieve column names and types from the Iceberg catalog."""
+        client = self.get_catalog_client()
+        if self.catalog_type == "rest":
+            metadata = client.load_table(self.namespace, self.iceberg_table)
+            if metadata.schema_fields:
+                return [(f["name"], f["type"]) for f in metadata.schema_fields]
+            return []
+        else:
+            table = client.load_table(f"{self.namespace}.{self.iceberg_table}")
+            return [
+                (field.name, str(field.field_type)) for field in table.schema().fields
+            ]
+
+    def get_table_query_string(self) -> str:
+        """Return a SQL-friendly reference for this source (temp view name)."""
+        return f"iceberg_tmp_{self.iceberg_table}"
+
+    def validate(self, config: RepoConfig):
+        """Validates connectivity to the catalog.
+
+        Raises:
+            ValueError: If the table cannot be loaded.
+        """
+        from feast.infra.data_sources.contrib.iceberg_catalog.iceberg_rest_client import (
+            CatalogAuthError,
+            IcebergCatalogError,
+            TableNotFoundError,
+        )
+
+        try:
+            client = self.get_catalog_client()
+            if self.catalog_type == "rest":
+                client.load_table(self.namespace, self.iceberg_table)
+            else:
+                client.load_table(f"{self.namespace}.{self.iceberg_table}")
+        except TableNotFoundError:
+            raise ValueError(
+                f"Table '{self.fqn}' not found in catalog "
+                f"(type={self.catalog_type}) at '{self.endpoint}'"
+            )
+        except CatalogAuthError as e:
+            raise ValueError(
+                f"Authentication failed for catalog at '{self.endpoint}': {e}"
+            )
+        except IcebergCatalogError as e:
+            raise ValueError(
+                f"Could not load table '{self.fqn}' from catalog "
+                f"(type={self.catalog_type}) at '{self.endpoint}': {e}"
+            )
+        except Exception as e:
+            raise ValueError(
+                f"Could not load table '{self.fqn}' from catalog "
+                f"(type={self.catalog_type}) at '{self.endpoint}': {e}"
+            )
+
+    def __eq__(self, other):
+        if not isinstance(other, IcebergSource):
+            return False
+        if not super().__eq__(other):
+            return False
+        return (
+            self.catalog_type == other.catalog_type
+            and self.catalog_name == other.catalog_name
+            and self.endpoint == other.endpoint
+            and self.warehouse == other.warehouse
+            and self.namespace == other.namespace
+            and self.iceberg_table == other.iceberg_table
+            and self.token_env_var == other.token_env_var
+            and self.credential_vending == other.credential_vending
+            and self.catalog_properties == other.catalog_properties
+        )
+
+    def __hash__(self):
+        return hash(
+            (
+                self.name,
+                self.catalog_type,
+                self.endpoint,
+                self.warehouse,
+                self.namespace,
+                self.iceberg_table,
+            )
+        )
+
+
+def _iceberg_type_to_feast_value_type(iceberg_type: str) -> ValueType:
+    """Maps Iceberg data types to Feast ValueTypes."""
+    type_map = {
+        "boolean": ValueType.BOOL,
+        "int": ValueType.INT32,
+        "long": ValueType.INT64,
+        "float": ValueType.FLOAT,
+        "double": ValueType.DOUBLE,
+        "string": ValueType.STRING,
+        "binary": ValueType.BYTES,
+        "date": ValueType.INT32,
+        "timestamp": ValueType.INT64,
+        "timestamptz": ValueType.INT64,
+        "decimal": ValueType.DOUBLE,
+        "uuid": ValueType.STRING,
+        "fixed": ValueType.BYTES,
+    }
+    normalized = iceberg_type.lower().split("(")[0].strip()
+    return type_map.get(normalized, ValueType.UNKNOWN)
diff --git a/sdk/python/feast/infra/data_sources/contrib/iceberg_catalog/tests/__init__.py b/sdk/python/feast/infra/data_sources/contrib/iceberg_catalog/tests/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/sdk/python/feast/infra/data_sources/contrib/iceberg_catalog/tests/data_source.py b/sdk/python/feast/infra/data_sources/contrib/iceberg_catalog/tests/data_source.py
new file mode 100644
index 00000000000..7610e2bb447
--- /dev/null
+++ b/sdk/python/feast/infra/data_sources/contrib/iceberg_catalog/tests/data_source.py
@@ -0,0 +1,92 @@
+"""DataSourceCreator for IcebergSource with DuckDB offline store.
+
+Used by the universal integration test suite to parametrize tests against
+IcebergSource backed by the DuckDB offline store.
+"""
+
+import os
+import tempfile
+from typing import Dict, Optional
+
+import pandas as pd
+
+from feast.data_source import DataSource
+from feast.feature_logging import LoggingDestination
+from feast.infra.data_sources.contrib.iceberg_catalog.iceberg_source import (
+    IcebergSource,
+)
+from feast.infra.offline_stores.duckdb import DuckDBOfflineStoreConfig
+from feast.repo_config import FeastConfigBaseModel
+from tests.universal.feature_repos.universal.data_source_creator import (
+    DataSourceCreator,
+)
+
+
+class IcebergDataSourceCreator(DataSourceCreator):
+    """Creates IcebergSource instances backed by local Parquet files.
+
+    For testing without a real Iceberg REST Catalog server, this creator writes
+    DataFrames to local Parquet files. The DuckDB offline store's fallback path
+    reads Parquet directly from the resolved location via file:// endpoint.
+    """
+
+    tables: Dict[str, str]
+
+    def __init__(self, project_name: str, *args, **kwargs):
+        super().__init__(project_name)
+        self.tables = {}
+        self._temp_dir = tempfile.mkdtemp(prefix="feast_iceberg_test_")
+
+    def create_data_source(
+        self,
+        df: pd.DataFrame,
+        destination_name: str,
+        created_timestamp_column: Optional[str] = "created_ts",
+        field_mapping: Optional[Dict[str, str]] = None,
+        timestamp_field: Optional[str] = "ts",
+    ) -> DataSource:
+        """Write df to a local Parquet file, return an IcebergSource."""
+        table_dir = os.path.join(self._temp_dir, destination_name)
+        os.makedirs(table_dir, exist_ok=True)
+        parquet_path = os.path.join(table_dir, "data.parquet")
+        df.to_parquet(parquet_path, index=False)
+        self.tables[destination_name] = table_dir
+
+        return IcebergSource(
+            endpoint="file://local",
+            warehouse="test",
+            namespace="default",
+            table=destination_name,
+            name=destination_name,
+            timestamp_field=timestamp_field,
+            created_timestamp_column=created_timestamp_column,
+            field_mapping=field_mapping or {},
+            token_env_var=None,
+            credential_vending=False,
+        )
+
+    def create_offline_store_config(self) -> FeastConfigBaseModel:
+        return DuckDBOfflineStoreConfig()
+
+    def create_saved_dataset_destination(self):
+        from feast.infra.offline_stores.file_source import SavedDatasetFileStorage
+
+        return SavedDatasetFileStorage(
+            path=os.path.join(self._temp_dir, "saved_datasets"),
+            file_format="parquet",
+        )
+
+    def create_logged_features_destination(self) -> LoggingDestination:
+        from feast.infra.offline_stores.file_source import FileLoggingDestination
+
+        return FileLoggingDestination(
+            path=os.path.join(self._temp_dir, "logged_features"),
+        )
+
+    def get_prefixed_table_name(self, suffix: str) -> str:
+        return f"{self.project_name}_{suffix}"
+
+    def teardown(self):
+        import shutil
+
+        shutil.rmtree(self._temp_dir, ignore_errors=True)
diff --git a/sdk/python/feast/infra/data_sources/contrib/iceberg_catalog/tests/test_iceberg_duckdb.py b/sdk/python/feast/infra/data_sources/contrib/iceberg_catalog/tests/test_iceberg_duckdb.py
new file mode 100644
index 00000000000..689607f5085
--- /dev/null
+++ b/sdk/python/feast/infra/data_sources/contrib/iceberg_catalog/tests/test_iceberg_duckdb.py
@@ -0,0 +1,89 @@
+"""Unit tests for DuckDB offline store reading from IcebergSource."""
+
+from unittest.mock import MagicMock, patch
+
+import pyarrow as pa
+import pytest
+
+from feast.infra.data_sources.contrib.iceberg_catalog.iceberg_source import (
+    IcebergSource,
+)
+from feast.infra.offline_stores.duckdb import (
+    _read_iceberg_catalog_source,
+)
+
+
+class TestReadIcebergCatalogSource:
+    @patch(
+        "feast.infra.data_sources.contrib.iceberg_catalog"
+        ".iceberg_source.IcebergSource.get_catalog_client"
+    )
+    def test_pyiceberg_scan(self, mock_get_client):
+        """Verify data is loaded via PyIceberg scan -> Arrow -> ibis."""
+        arrow_tbl = pa.table({"id": [1, 2], "val": [10.0, 20.0]})
+
+        mock_iceberg_table = MagicMock()
+        mock_iceberg_table.scan.return_value.to_arrow.return_value = arrow_tbl
+
+        mock_client = MagicMock()
+        mock_client.load_table.return_value = mock_iceberg_table
+        mock_get_client.return_value = mock_client
+
+        source = IcebergSource(
+            endpoint="http://host/iceberg",
+            warehouse="w",
+            namespace="ns",
+            table="my_table",
+            credential_vending=False,
+        )
+        result = _read_iceberg_catalog_source(source, repo_path=".")
+        result_df = result.execute()
+        assert len(result_df) == 2
+        assert list(result_df["val"]) == [10.0, 20.0]
+        mock_client.load_table.assert_called_once_with("ns.my_table")
+
+    @patch(
+        "feast.infra.data_sources.contrib.iceberg_catalog"
+        ".iceberg_source.IcebergSource.get_catalog_client"
+    )
+    def test_catalog_load_failure_propagates(self, mock_get_client):
+        """Verify errors propagate instead of being silently swallowed."""
+        mock_client = MagicMock()
+        mock_client.load_table.side_effect = Exception("table not found")
+        mock_get_client.return_value = mock_client
+
+        source = IcebergSource(
+            endpoint="http://host/iceberg",
+            warehouse="w",
+            namespace="ns",
+            table="t",
+        )
+        with pytest.raises(Exception, match="table not found"):
+            _read_iceberg_catalog_source(source, repo_path=".")
+
+    @patch("pyiceberg.catalog.load_catalog")
+    def test_rest_catalog_path(self, mock_load_catalog):
+        """Verify REST catalog type uses load_catalog with correct config."""
+        arrow_tbl = pa.table({"id": [1], "val": [42.0]})
+
+        mock_iceberg_table = MagicMock()
+        mock_iceberg_table.scan.return_value.to_arrow.return_value = arrow_tbl
+
+        mock_catalog = MagicMock()
+        mock_catalog.load_table.return_value = mock_iceberg_table
+        mock_load_catalog.return_value = mock_catalog
+
+        source = IcebergSource(
+            endpoint="http://host/iceberg",
+            warehouse="w",
+            namespace="ns",
+            table="t",
+            catalog_type="rest",
+            credential_vending=False,
+        )
+        result = _read_iceberg_catalog_source(source, repo_path=".")
+        result_df = result.execute()
+        assert len(result_df) == 1
+        assert result_df["val"].iloc[0] == 42.0
+        mock_load_catalog.assert_called_once()
+        mock_catalog.load_table.assert_called_once_with("ns.t")
diff --git a/sdk/python/feast/infra/data_sources/contrib/iceberg_catalog/tests/test_iceberg_source.py b/sdk/python/feast/infra/data_sources/contrib/iceberg_catalog/tests/test_iceberg_source.py
new file mode 100644
index 00000000000..d728bda4545
--- /dev/null
+++ b/sdk/python/feast/infra/data_sources/contrib/iceberg_catalog/tests/test_iceberg_source.py
@@ -0,0 +1,655 @@
+"""Unit tests for IcebergSource, UnityCatalogSource, and IcebergRestClient."""
+
+import json
+from unittest.mock import MagicMock, Mock, patch
+
+import pytest
+import requests
+
+from feast.infra.data_sources.contrib.iceberg_catalog.iceberg_rest_client import (
+    CatalogAuthError,
+    IcebergCatalogError,
+    IcebergRestClient,
+    TableNotFoundError,
+)
+from feast.infra.data_sources.contrib.iceberg_catalog.iceberg_source import (
+    IcebergSource,
+    _iceberg_type_to_feast_value_type,
+)
+from feast.infra.data_sources.contrib.iceberg_catalog.unity_catalog_source import (
+    UnityCatalogSource,
+)
+from feast.protos.feast.core.DataSource_pb2 import DataSource as DataSourceProto
+from feast.value_type import ValueType
+
+
+class TestIcebergSource:
+    def test_basic_creation(self):
+        source = IcebergSource(
+            endpoint="http://localhost:8080/api/2.1/unity-catalog/iceberg",
+            warehouse="unity",
+            namespace="default",
+            table="my_table",
+            timestamp_field="event_ts",
+            token_env_var="MY_TOKEN",
+        )
+        assert source.fqn == "unity.default.my_table"
+        assert source.endpoint == "http://localhost:8080/api/2.1/unity-catalog/iceberg"
+        assert source.warehouse == "unity"
+        assert source.namespace == "default"
+        assert source.iceberg_table == "my_table"
+        assert source.token_env_var == "MY_TOKEN"
+        assert source.credential_vending is True
+        assert source.name == "unity.default.my_table"
+
+    def test_custom_name(self):
+        source = IcebergSource(
+            endpoint="http://host/iceberg",
+            warehouse="w",
+            namespace="ns",
+            table="t",
+            name="custom_name",
+        )
+        assert source.name == "custom_name"
+        assert source.fqn == "w.ns.t"
+
+    def test_source_type(self):
+        source = IcebergSource(
+            endpoint="http://host/iceberg",
+            warehouse="w",
+            namespace="ns",
+            table="t",
+        )
+        assert source.source_type() == DataSourceProto.BATCH_ICEBERG
+
+    def test_catalog_type_default(self):
+        source = IcebergSource(
+            endpoint="http://host/iceberg",
+            warehouse="w",
+            namespace="ns",
+            table="t",
+        )
+        assert source.catalog_type == "rest"
+
+    def test_catalog_type_explicit(self):
+        source = IcebergSource(
+            catalog_type="glue",
+            warehouse="my_account",
+            namespace="my_db",
+            table="t",
+            catalog_properties={"region_name": "us-east-1"},
+        )
+        assert source.catalog_type == "glue"
+        assert source.catalog_properties == {"region_name": "us-east-1"}
+
+    def test_proto_roundtrip(self):
+        source = IcebergSource(
+            endpoint="http://localhost:8080/iceberg",
+            warehouse="prod",
+            namespace="ml",
+            table="features",
+            timestamp_field="ts",
+            created_timestamp_column="created",
+            field_mapping={"src_col": "dst_col"},
+            description="Test source",
+            tags={"team": "ml"},
+            owner="owner@example.com",
+            token_env_var="TOKEN",
+            credential_vending=False,
+        )
+        proto = source.to_proto()
+        assert proto.type == DataSourceProto.BATCH_ICEBERG
+        assert (
+            "iceberg_catalog.iceberg_source.IcebergSource"
+            in proto.data_source_class_type
+        )
+
+        config = json.loads(str(proto.custom_options.configuration, encoding="utf8"))
+        assert config["endpoint"] == "http://localhost:8080/iceberg"
+        assert config["warehouse"] == "prod"
+        assert config["namespace"] == "ml"
+        assert config["table"] == "features"
+        assert config["token_env_var"] == "TOKEN"
+        assert config["credential_vending"] is False
+        assert config["catalog_type"] == "rest"
+
+        restored = IcebergSource.from_proto(proto)
+        assert restored == source
+        assert restored.fqn == source.fqn
+        assert restored.credential_vending == source.credential_vending
+
+    def test_proto_roundtrip_with_catalog_properties(self):
+        source = IcebergSource(
+            catalog_type="hive",
+            warehouse="wh",
+            namespace="ns",
+            table="t",
+            catalog_properties={"uri": "thrift://metastore:9083"},
+        )
+        proto = source.to_proto()
+        config = json.loads(str(proto.custom_options.configuration, encoding="utf8"))
+        assert config["catalog_type"] == "hive"
+        assert config["catalog_properties"] == {"uri": "thrift://metastore:9083"}
+
+        restored = IcebergSource.from_proto(proto)
+        assert restored == source
+        assert restored.catalog_type == "hive"
+        assert restored.catalog_properties == {"uri": "thrift://metastore:9083"}
+
+    def test_get_table_query_string(self):
+        source = IcebergSource(
+            endpoint="http://host/iceberg",
+            warehouse="catalog",
+            namespace="schema",
+            table="tbl",
+        )
+        assert source.get_table_query_string() == "iceberg_tmp_tbl"
+
+    @patch(
+        "feast.infra.data_sources.contrib.iceberg_catalog"
+        ".iceberg_source.IcebergSource.get_catalog_client"
+    )
+    def test_get_table_column_names_and_types(self, mock_client):
+        mock_instance = MagicMock()
+        mock_instance.load_table.return_value = MagicMock(
+            schema_fields=[
+                {"name": "id", "type": "long"},
+                {"name": "name", "type": "string"},
+                {"name": "score", "type": "double"},
+            ]
+        )
+        mock_client.return_value = mock_instance
+
+        source = IcebergSource(
+            endpoint="http://host/iceberg",
+            warehouse="w",
+            namespace="ns",
+            table="t",
+        )
+        columns = list(source.get_table_column_names_and_types(config=MagicMock()))
+        assert columns == [
+            ("id", "long"),
+            ("name", "string"),
+            ("score", "double"),
+        ]
+
+    @patch(
+        "feast.infra.data_sources.contrib.iceberg_catalog"
+        ".iceberg_source.IcebergSource.get_catalog_client"
+    )
+    def test_validate_success(self, mock_client):
+        mock_instance = MagicMock()
+        mock_instance.load_table.return_value = MagicMock(location="s3://bucket/path")
+        mock_client.return_value = mock_instance
+
+        source = IcebergSource(
+            endpoint="http://host/iceberg",
+            warehouse="w",
+            namespace="ns",
+            table="t",
+        )
+        source.validate(config=MagicMock())
+
+    @patch(
+        "feast.infra.data_sources.contrib.iceberg_catalog"
+        ".iceberg_source.IcebergSource.get_catalog_client"
+    )
+    def test_validate_failure_not_found(self, mock_client):
+        mock_instance = MagicMock()
+        mock_instance.load_table.side_effect = TableNotFoundError(
+            "Table not found", status_code=404
+        )
+        mock_client.return_value = mock_instance
+
+        source = IcebergSource(
+            endpoint="http://host/iceberg",
+            warehouse="w",
+            namespace="ns",
+            table="t",
+        )
+        with pytest.raises(ValueError, match="not found"):
+            source.validate(config=MagicMock())
+
+    @patch(
+        "feast.infra.data_sources.contrib.iceberg_catalog"
+        ".iceberg_source.IcebergSource.get_catalog_client"
+    )
+    def test_validate_failure_auth(self, mock_client):
+        mock_instance = MagicMock()
+        mock_instance.load_table.side_effect = CatalogAuthError(
+            "Unauthorized", status_code=401
+        )
+        mock_client.return_value = mock_instance
+
+        source = IcebergSource(
+            endpoint="http://host/iceberg",
+            warehouse="w",
+            namespace="ns",
+            table="t",
+        )
+        with pytest.raises(ValueError, match="Authentication failed"):
+            source.validate(config=MagicMock())
+
+    def test_equality(self):
+        s1 = IcebergSource(
+            endpoint="http://host/iceberg",
+            warehouse="w",
+            namespace="ns",
+            table="t",
+        )
+        s2 = IcebergSource(
+            endpoint="http://host/iceberg",
+            warehouse="w",
+            namespace="ns",
+            table="t",
+        )
+        assert s1 == s2
+
+        s3 = IcebergSource(
+            endpoint="http://other/iceberg",
+            warehouse="w",
+            namespace="ns",
+            table="t",
+        )
+        assert s1 != s3
+
+    def test_equality_different_catalog_type(self):
+        s1 = IcebergSource(
+            catalog_type="rest",
+            endpoint="http://host/iceberg",
+            warehouse="w",
+            namespace="ns",
+            table="t",
+        )
+        s2 = IcebergSource(
+            catalog_type="hive",
+            endpoint="http://host/iceberg",
+            warehouse="w",
+            namespace="ns",
+            table="t",
+        )
+        assert s1 != s2
+
+
+class TestUnityCatalogSource:
+    @patch.dict("os.environ", {"DATABRICKS_HOST": "http://my-workspace"})
+    def test_default_endpoint(self):
+        source = UnityCatalogSource(
+            warehouse="prod",
+            namespace="ml",
+            table="features",
+        )
+        assert source.endpoint == "http://my-workspace/api/2.1/unity-catalog/iceberg"
+        assert source.token_env_var == "DATABRICKS_TOKEN"
+
+    def test_explicit_endpoint(self):
+        source = UnityCatalogSource(
+            endpoint="http://custom:8080/iceberg",
+            warehouse="prod",
+            namespace="ml",
+            table="features",
+            token_env_var="CUSTOM_TOKEN",
+        )
+        assert source.endpoint == "http://custom:8080/iceberg"
+        assert source.token_env_var == "CUSTOM_TOKEN"
+
+    def test_governance_flags(self):
+        source = UnityCatalogSource(
+            endpoint="http://host/iceberg",
+            warehouse="w",
+            namespace="ns",
+            table="t",
+            register_as_feature_table=False,
+            sync_lineage=False,
+        )
+        assert source.register_as_feature_table is False
+        assert source.sync_lineage is False
+
+    def test_is_subclass_of_iceberg_source(self):
+        source = UnityCatalogSource(
+            endpoint="http://host/iceberg",
+            warehouse="w",
+            namespace="ns",
+            table="t",
+        )
+        assert isinstance(source, IcebergSource)
+
+    def test_proto_roundtrip(self):
+        source = UnityCatalogSource(
+            endpoint="http://host:8080/iceberg",
+            warehouse="catalog",
+            namespace="schema",
+            table="my_table",
+            timestamp_field="ts",
+            register_as_feature_table=True,
+            sync_lineage=False,
+        )
+        proto = source.to_proto()
+        assert (
+            "iceberg_catalog.unity_catalog_source.UnityCatalogSource"
+            in proto.data_source_class_type
+        )
+
+        config = json.loads(str(proto.custom_options.configuration, encoding="utf8"))
+        assert config["register_as_feature_table"] is True
+        assert config["sync_lineage"] is False
+
+        restored = UnityCatalogSource.from_proto(proto)
+        assert restored == source
+        assert restored.register_as_feature_table is True
+        assert restored.sync_lineage is False
+
+
+class TestIcebergTypeMapping:
+    @pytest.mark.parametrize(
+        "iceberg_type,expected",
+        [
+            ("boolean", ValueType.BOOL),
+            ("int", ValueType.INT32),
+            ("long", ValueType.INT64),
+            ("float", ValueType.FLOAT),
+            ("double", ValueType.DOUBLE),
+            ("string", ValueType.STRING),
+            ("binary", ValueType.BYTES),
+            ("timestamp", ValueType.INT64),
+            ("timestamptz", ValueType.INT64),
+            ("decimal(10,2)", ValueType.DOUBLE),
+            ("uuid", ValueType.STRING),
+            ("unknown_type", ValueType.UNKNOWN),
+        ],
+    )
+    def test_type_mapping(self, iceberg_type, expected):
+        assert _iceberg_type_to_feast_value_type(iceberg_type) == expected
+
+
+class TestIcebergRestClient:
+    """Tests for IcebergRestClient: URL construction, error handling, pagination, schema resolution."""
+
+    def test_url_style_auto_unity(self):
+        client = IcebergRestClient(
+            endpoint="https://host/api/2.1/unity-catalog/iceberg",
+            warehouse="my_catalog",
+        )
+        assert client.url_style == "unity"
+        assert client._base_url == (
+            "https://host/api/2.1/unity-catalog/iceberg/v1/catalogs/my_catalog"
+        )
+
+    def test_url_style_auto_standard(self):
+        client = IcebergRestClient(
+            endpoint="https://polaris.example.com",
+            warehouse="my_catalog",
+        )
+        assert client.url_style == "prefix"
+        assert client._base_url == ("https://polaris.example.com/v1/my_catalog")
+
+    def test_url_style_no_warehouse(self):
+        client = IcebergRestClient(endpoint="https://nessie.example.com")
+        assert client._base_url == "https://nessie.example.com/v1"
+
+    def test_url_style_explicit_unity(self):
+        client = IcebergRestClient(
+            endpoint="https://custom.host",
+            warehouse="w",
+            url_style="unity",
+        )
+        assert client._base_url == "https://custom.host/v1/catalogs/w"
+
+    def test_url_style_explicit_prefix(self):
+        client = IcebergRestClient(
+            endpoint="https://custom.host",
+            warehouse="w",
+            url_style="prefix",
+        )
+        assert client._base_url == "https://custom.host/v1/w"
+
+    def test_session_headers_with_token(self):
+        client = IcebergRestClient(
+            endpoint="https://host",
+            token="my-token",
+        )
+        assert client._session.headers["Authorization"] == "Bearer my-token"
+        assert "Content-Type" in client._session.headers
+
+    def test_session_headers_without_token(self):
+        client = IcebergRestClient(
+            endpoint="https://host",
+            credential_vending=False,
+        )
+        assert "Authorization" not in client._session.headers
+        assert "X-Iceberg-Access-Delegation" not in client._session.headers
+
+    @patch("requests.Session.get")
+    def test_load_table_404_raises_not_found(self, mock_get):
+        resp = Mock()
+        resp.ok = False
+        resp.status_code = 404
+        resp.json.return_value = {"message": "Table not found"}
+        resp.text = "Table not found"
+        mock_get.return_value = resp
+
+        client = IcebergRestClient(endpoint="https://host", warehouse="w")
+        with pytest.raises(TableNotFoundError) as exc_info:
+            client.load_table("ns", "missing_table")
+        assert exc_info.value.status_code == 404
+
+    @patch("requests.Session.get")
+    def test_load_table_401_raises_auth_error(self, mock_get):
+        resp = Mock()
+        resp.ok = False
+        resp.status_code = 401
+        resp.json.return_value = {"error": "Invalid token"}
+        resp.text = "Unauthorized"
+        mock_get.return_value = resp
+
+        client = IcebergRestClient(endpoint="https://host", warehouse="w")
+        with pytest.raises(CatalogAuthError) as exc_info:
+            client.load_table("ns", "t")
+        assert exc_info.value.status_code == 401
+
+    @patch("requests.Session.get")
+    def test_load_table_403_raises_auth_error(self, mock_get):
+        resp = Mock()
+        resp.ok = False
+        resp.status_code = 403
+        resp.json.return_value = {"message": "Forbidden"}
+        resp.text = "Forbidden"
+        mock_get.return_value = resp
+
+        client = IcebergRestClient(endpoint="https://host", warehouse="w")
+        with pytest.raises(CatalogAuthError) as exc_info:
+            client.load_table("ns", "t")
+        assert exc_info.value.status_code == 403
+
+    @patch("requests.Session.get")
+    def test_load_table_500_raises_catalog_error(self, mock_get):
+        resp = Mock()
+        resp.ok = False
+        resp.status_code = 500
+        resp.json.return_value = {"message": "Internal error"}
+        resp.text = "Internal Server Error"
+        mock_get.return_value = resp
+
+        client = IcebergRestClient(endpoint="https://host", warehouse="w")
+        with pytest.raises(IcebergCatalogError) as exc_info:
+            client.load_table("ns", "t")
+        assert exc_info.value.status_code == 500
+
+    @patch("requests.Session.get")
+    def test_load_table_connection_error(self, mock_get):
+        mock_get.side_effect = requests.exceptions.ConnectionError("refused")
+
+        client = IcebergRestClient(endpoint="https://host", warehouse="w")
+        with pytest.raises(IcebergCatalogError, match="Connection failed"):
+            client.load_table("ns", "t")
+
+    @patch("requests.Session.get")
+    def test_load_table_timeout(self, mock_get):
+        mock_get.side_effect = requests.exceptions.Timeout("timed out")
+
+        client = IcebergRestClient(endpoint="https://host", warehouse="w")
+        with pytest.raises(IcebergCatalogError, match="timed out"):
+            client.load_table("ns", "t")
+
+    @patch("requests.Session.get")
+    def test_load_table_success(self, mock_get):
+        resp = Mock()
+        resp.ok = True
+        resp.json.return_value = {
+            "metadata": {
+                "table-uuid": "abc-123",
+                "location": "s3://bucket/path",
+                "format-version": 2,
+                "schemas": [
+                    {
+                        "schema-id": 0,
+                        "fields": [
+                            {"name": "id", "type": "long"},
+                            {"name": "name", "type": "string"},
+                        ],
+                    }
+                ],
+                "current-schema-id": 0,
+                "properties": {"owner": "test"},
+            }
+        }
+        mock_get.return_value = resp
+
+        client = IcebergRestClient(endpoint="https://host", warehouse="w")
+        metadata = client.load_table("ns", "t")
+        assert metadata.table_id == "abc-123"
+        assert metadata.location == "s3://bucket/path"
+        assert len(metadata.schema_fields) == 2
+        assert metadata.schema_fields[0] == {"name": "id", "type": "long"}
+
+    @patch("requests.Session.get")
+    def test_schema_resolution_uses_current_schema_id(self, mock_get):
+        """Verifies that current-schema-id is used, not schemas[-1]."""
+        resp = Mock()
+        resp.ok = True
+        resp.json.return_value = {
+            "metadata": {
+                "table-uuid": "abc",
+                "location": "s3://b/p",
+                "schemas": [
+                    {
+                        "schema-id": 0,
+                        "fields": [{"name": "old_col", "type": "string"}],
+                    },
+                    {
+                        "schema-id": 1,
+                        "fields": [{"name": "new_col", "type": "long"}],
+                    },
+                    {
+                        "schema-id": 2,
+                        "fields": [{"name": "newest_col", "type": "double"}],
+                    },
+                ],
+                "current-schema-id": 1,
+            }
+        }
+        mock_get.return_value = resp
+
+        client = IcebergRestClient(endpoint="https://host", warehouse="w")
+        metadata = client.load_table("ns", "t")
+        assert len(metadata.schema_fields) == 1
+        assert metadata.schema_fields[0]["name"] == "new_col"
+
+    @patch("requests.Session.get")
+    def test_list_tables_with_pagination(self, mock_get):
+        resp1 = Mock()
+        resp1.ok = True
+        resp1.json.return_value = {
+            "identifiers": [{"namespace": ["ns"], "name": "t1"}],
+            "next-page-token": "page2",
+        }
+        resp2 = Mock()
+        resp2.ok = True
+        resp2.json.return_value = {
+            "identifiers": [{"namespace": ["ns"], "name": "t2"}],
+        }
+        mock_get.side_effect = [resp1, resp2]
+
+        client = IcebergRestClient(endpoint="https://host", warehouse="w")
+        tables = client.list_tables("ns")
+        assert tables == ["t1", "t2"]
+        assert mock_get.call_count == 2
+
+    @patch("requests.Session.get")
+    def test_list_tables_auth_error(self, mock_get):
+        resp = Mock()
+        resp.ok = False
+        resp.status_code = 403
+        resp.json.return_value = {"message": "Forbidden"}
+        resp.text = "Forbidden"
+        mock_get.return_value = resp
+
+        client = IcebergRestClient(endpoint="https://host", warehouse="w")
+        with pytest.raises(CatalogAuthError):
+            client.list_tables("ns")
+
+    @patch("requests.Session.get")
+    def test_list_namespaces_with_pagination(self, mock_get):
+        resp1 = Mock()
+        resp1.ok = True
+        resp1.json.return_value = {
+            "namespaces": [["ns1"]],
+            "next-page-token": "page2",
+        }
+        resp2 = Mock()
+        resp2.ok = True
+        resp2.json.return_value = {
+            "namespaces": [["ns2"], ["ns3"]],
+        }
+        mock_get.side_effect = [resp1, resp2]
+
+        client = IcebergRestClient(endpoint="https://host", warehouse="w")
+        namespaces = client.list_namespaces()
+        assert namespaces == ["ns1", "ns2", "ns3"]
+
+    @patch("requests.Session.get")
+    def test_credential_vending_s3(self, mock_get):
+        resp = Mock()
+        resp.ok = True
+        resp.json.return_value = {
+            "config": {
+                "s3.access-key-id": "AKID",
+                "s3.secret-access-key": "secret",
+                "s3.session-token": "tok",
+                "s3.endpoint": "https://s3.amazonaws.com",
+            }
+        }
+        mock_get.return_value = resp
+
+        client = IcebergRestClient(endpoint="https://host", warehouse="w")
+        cred = client.vend_credentials("ns", "t")
+        assert cred is not None
+        assert cred.access_key == "AKID"
+        assert cred.credential_type == "s3"
+
+    @patch("requests.Session.get")
+    def test_credential_vending_gcs(self, mock_get):
+        resp = Mock()
+        resp.ok = True
+        resp.json.return_value = {
+            "config": {
+                "gcs.oauth2.token": "gcs-token",
+                "gcs.oauth2.token-expires-at": 1700000000,
+            }
+        }
+        mock_get.return_value = resp
+
+        client = IcebergRestClient(endpoint="https://host", warehouse="w")
+        cred = client.vend_credentials("ns", "t")
+        assert cred is not None
+        assert cred.access_key == "gcs-token"
+        assert cred.credential_type == "gcs"
+
+    def test_credential_vending_disabled(self):
+        client = IcebergRestClient(
+            endpoint="https://host",
+            warehouse="w",
+            credential_vending=False,
+        )
+        result = client.vend_credentials("ns", "t")
+        assert result is None
diff --git a/sdk/python/feast/infra/data_sources/contrib/iceberg_catalog/tests/test_iceberg_spark.py b/sdk/python/feast/infra/data_sources/contrib/iceberg_catalog/tests/test_iceberg_spark.py
new file mode 100644
index 00000000000..6c4c186830d
--- /dev/null
+++ b/sdk/python/feast/infra/data_sources/contrib/iceberg_catalog/tests/test_iceberg_spark.py
@@ -0,0 +1,122 @@
+"""Unit tests for Spark offline store reading from IcebergSource."""
+
+from datetime import datetime, timezone
+from unittest.mock import MagicMock, patch
+
+import pyarrow as pa
+import pytest
+
+from feast.infra.data_sources.contrib.iceberg_catalog.iceberg_source import (
+    IcebergSource,
+)
+
+pyspark = pytest.importorskip("pyspark")
+
+from feast.infra.offline_stores.contrib.spark_offline_store.spark import (  # noqa: E402
+    _pull_from_iceberg_source,
+    _register_iceberg_source_as_temp_view,
+)
+
+
+@pytest.fixture(scope="module")
+def spark_session():
+    from pyspark.sql import SparkSession
+
+    spark = (
+        SparkSession.builder.master("local[1]")
+        .appName("feast_iceberg_test")
+        .config("spark.ui.enabled", "false")
+        .config("spark.driver.bindAddress", "127.0.0.1")
+        .getOrCreate()
+    )
+    yield spark
+    spark.stop()
+
+
+class TestRegisterIcebergSourceAsTempView:
+    @patch(
+        "feast.infra.offline_stores.contrib.spark_offline_store"
+        ".spark._load_pyiceberg_table"
+    )
+    def test_pyiceberg_scan(self, mock_load, spark_session):
+        """Verify data is loaded via PyIceberg scan -> Arrow -> Spark DataFrame."""
+        arrow_tbl = pa.table({"id": [1, 2, 3], "value": [10.0, 20.0, 30.0]})
+
+        mock_iceberg_table = MagicMock()
+        mock_iceberg_table.scan.return_value.to_arrow.return_value = arrow_tbl
+        mock_load.return_value = mock_iceberg_table
+
+        source = IcebergSource(
+            endpoint="http://host:8080/iceberg",
+            warehouse="w",
+            namespace="ns",
+            table="my_table",
+        )
+        config = MagicMock()
+
+        _register_iceberg_source_as_temp_view(spark_session, source, config)
+
+        result = spark_session.sql("SELECT * FROM iceberg_tmp_my_table")
+        assert result.count() == 3
+        mock_load.assert_called_once_with(source)
+
+    @patch(
+        "feast.infra.offline_stores.contrib.spark_offline_store"
+        ".spark._load_pyiceberg_table"
+    )
+    def test_catalog_load_failure_propagates(self, mock_load, spark_session):
+        """Verify errors propagate instead of being silently swallowed."""
+        mock_load.side_effect = Exception("table not found")
+
+        source = IcebergSource(
+            endpoint="http://host:8080/iceberg",
+            warehouse="w",
+            namespace="ns",
+            table="bad_table",
+        )
+        config = MagicMock()
+
+        with pytest.raises(Exception, match="table not found"):
+            _register_iceberg_source_as_temp_view(spark_session, source, config)
+
+
+class TestPullFromIcebergSource:
+    @patch(
+        "feast.infra.offline_stores.contrib.spark_offline_store.spark"
+        "._register_iceberg_source_as_temp_view"
+    )
+    def test_pull_with_time_filter(self, mock_register, spark_session):
+        """Verify _pull_from_iceberg_source creates proper time-filtered query."""
+        test_df = spark_session.createDataFrame(
+            [
+                (1, 0.9, datetime(2023, 1, 1, tzinfo=timezone.utc)),
+                (2, 0.8, datetime(2023, 6, 15, tzinfo=timezone.utc)),
+                (3, 0.7, datetime(2024, 1, 1, tzinfo=timezone.utc)),
+            ],
+            ["driver_id", "conv_rate", "event_timestamp"],
+        )
+        test_df.createOrReplaceTempView("iceberg_tmp_driver_stats")
+
+        source = IcebergSource(
+            endpoint="http://host:8080/iceberg",
+            warehouse="w",
+            namespace="ns",
+            table="driver_stats",
+        )
+        config = MagicMock()
+
+        job = _pull_from_iceberg_source(
+            spark_session=spark_session,
+            data_source=source,
+            join_key_columns=["driver_id"],
+            feature_name_columns=["conv_rate"],
+            timestamp_field="event_timestamp",
+            created_timestamp_column=None,
+            start_date=datetime(2023, 1, 1, tzinfo=timezone.utc),
+            end_date=datetime(2023, 12, 31, tzinfo=timezone.utc),
+            config=config,
+        )
+
+        result_df = job.to_df()
+        assert len(result_df) == 2
+        assert set(result_df["driver_id"].tolist()) == {1, 2}
diff --git a/sdk/python/feast/infra/data_sources/contrib/iceberg_catalog/uc_client.py b/sdk/python/feast/infra/data_sources/contrib/iceberg_catalog/uc_client.py
new file mode 100644
index 00000000000..14441058305
--- /dev/null
+++ b/sdk/python/feast/infra/data_sources/contrib/iceberg_catalog/uc_client.py
@@ -0,0 +1,230 @@
+# Copyright 2026 The Feast Authors
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     https://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+import logging
+from typing import Any, Dict, List, Optional
+
+import requests
+
+from feast.infra.data_sources.contrib.iceberg_catalog.iceberg_rest_client import (
+    IcebergRestClient,
+)
+
+logger = logging.getLogger(__name__)
+
+
+class UCClient(IcebergRestClient):
+    """Unity Catalog client extending IcebergRestClient with governance APIs.
+
+    Provides UC-specific operations that go beyond the standard Iceberg REST
+    Catalog specification:
+    - Feature table registration (primary keys, schema, metadata)
+    - Lineage recording
+    - Table properties management
+
+    Standard Iceberg REST operations (load_table, vend_credentials, etc.)
+    are inherited from IcebergRestClient.
+    """
+
+    @property
+    def _uc_base_url(self) -> str:
+        """Base URL for UC-specific REST APIs (non-Iceberg standard)."""
+        return self.endpoint
+
+    def register_feature_table(
+        self,
+        fqn: str,
+        primary_keys: List[str],
+        columns: List[Dict[str, str]],
+        properties: Optional[Dict[str, str]] = None,
+    ) -> bool:
+        """Register or update a feature table in Unity Catalog.
+
+        Maps Feast FeatureView metadata to UC table properties including
+        primary key constraints and feature-store-specific annotations.
+
+        Args:
+            fqn: Fully qualified table name (catalog.schema.table).
+            primary_keys: Column names that form the primary key (entity join keys).
+            columns: List of column definitions [{"name": ..., "type": ...}].
+            properties: Additional table properties to set.
+
+        Returns:
+            True if registration succeeded, False otherwise.
+        """
+        url = f"{self._uc_base_url}/tables/{fqn}"
+        payload: Dict[str, Any] = {
+            "properties": {
+                **(properties or {}),
+                "feast.primary_keys": ",".join(primary_keys),
+                "feast.is_feature_table": "true",
+            },
+        }
+
+        try:
+            response = requests.patch(
+                url, json=payload, headers=self.headers, timeout=self.timeout
+            )
+            if response.status_code == 404:
+                logger.info(f"Table {fqn} not found for update, attempting creation")
+                return self._create_feature_table(
+                    fqn, primary_keys, columns, properties
+                )
+            response.raise_for_status()
+            logger.info(f"Updated UC feature table: {fqn}")
+            return True
+        except requests.exceptions.RequestException as e:
+            logger.error(f"Failed to register feature table {fqn}: {e}")
+            return False
+
+    def _create_feature_table(
+        self,
+        fqn: str,
+        primary_keys: List[str],
+        columns: List[Dict[str, str]],
+        properties: Optional[Dict[str, str]] = None,
+    ) -> bool:
+        """Create a new feature table in UC if it doesn't exist."""
+        parts = fqn.split(".")
+        if len(parts) != 3:
+            logger.error(f"Invalid FQN format: {fqn}. Expected catalog.schema.table")
+            return False
+
+        catalog_name, schema_name, table_name = parts
+        url = f"{self._uc_base_url}/tables"
+        payload: Dict[str, Any] = {
+            "name": table_name,
+            "catalog_name": catalog_name,
+            "schema_name": schema_name,
+            "table_type": "MANAGED",
+            "data_source_format": "ICEBERG",
+            "columns": [
+                {
+                    "name": col["name"],
+                    "type_name": col.get("type", "STRING"),
+                    "position": idx,
+                    "nullable": col["name"] not in primary_keys,
+                }
+                for idx, col in enumerate(columns)
+            ],
+            "properties": {
+                **(properties or {}),
+                "feast.primary_keys": ",".join(primary_keys),
+                "feast.is_feature_table": "true",
+            },
+        }
+
+        try:
+            response = requests.post(
+                url, json=payload, headers=self.headers, timeout=self.timeout
+            )
+            response.raise_for_status()
+            logger.info(f"Created UC feature table: {fqn}")
+            return True
+        except requests.exceptions.RequestException as e:
+            logger.error(f"Failed to create feature table {fqn}: {e}")
+            return False
+
+    def record_lineage(
+        self,
+        target_fqn: str,
+        source_fqns: List[str],
+    ) -> bool:
+        """Record lineage relationships in Unity Catalog.
+
+        Links source tables to the target feature table for governance tracking.
+
+        Args:
+            target_fqn: The downstream feature table FQN.
+            source_fqns: List of upstream source table FQNs.
+
+        Returns:
+            True if lineage was recorded, False otherwise.
+        """
+        url = f"{self._uc_base_url}/lineage/table-lineage"
+        payload = {
+            "table_name": target_fqn,
+            "upstream_tables": [{"table_name": src} for src in source_fqns],
+        }
+
+        try:
+            response = requests.post(
+                url, json=payload, headers=self.headers, timeout=self.timeout
+            )
+            response.raise_for_status()
+            logger.info(f"Recorded lineage for {target_fqn}: {source_fqns}")
+            return True
+        except requests.exceptions.RequestException as e:
+            logger.warning(f"Failed to record lineage for {target_fqn}: {e}")
+            return False
+
+    def set_table_properties(
+        self,
+        fqn: str,
+        properties: Dict[str, str],
+    ) -> bool:
+        """Set arbitrary properties on a UC table.
+
+        Used to sync Feast metadata (project, feature_view name, owner, tags)
+        into UC table properties for discoverability.
+
+        Args:
+            fqn: Fully qualified table name.
+            properties: Key-value properties to set.
+
+        Returns:
+            True if properties were set, False otherwise.
+        """
+        url = f"{self._uc_base_url}/tables/{fqn}"
+        payload = {"properties": properties}
+
+        try:
+            response = requests.patch(
+                url, json=payload, headers=self.headers, timeout=self.timeout
+            )
+            response.raise_for_status()
+            logger.info(f"Set properties on {fqn}: {list(properties.keys())}")
+            return True
+        except requests.exceptions.RequestException as e:
+            logger.error(f"Failed to set properties on {fqn}: {e}")
+            return False
+
+    def get_feature_tables(self, namespace: str) -> List[Dict[str, Any]]:
+        """List tables in a namespace that are marked as feature tables.
+
+        Useful for the import-uc-table CLI to discover existing feature tables.
+
+        Args:
+            namespace: The UC schema to scan.
+
+        Returns:
+            List of table metadata dicts for tables with feast.is_feature_table=true.
+        """
+        tables = self.list_tables(namespace)
+        feature_tables = []
+
+        for table_name in tables:
+            fqn = f"{self.warehouse}.{namespace}.{table_name}"
+            url = f"{self._uc_base_url}/tables/{fqn}"
+            try:
+                response = requests.get(url, headers=self.headers, timeout=self.timeout)
+                response.raise_for_status()
+                data = response.json()
+                props = data.get("properties", {})
+                if props.get("feast.is_feature_table") == "true":
+                    feature_tables.append(data)
+            except requests.exceptions.RequestException:
+                continue
+
+        return feature_tables
diff --git a/sdk/python/feast/infra/data_sources/contrib/iceberg_catalog/uc_provider.py b/sdk/python/feast/infra/data_sources/contrib/iceberg_catalog/uc_provider.py
new file mode 100644
index 00000000000..95a9a5fb58c
--- /dev/null
+++ b/sdk/python/feast/infra/data_sources/contrib/iceberg_catalog/uc_provider.py
@@ -0,0 +1,165 @@
+# Copyright 2026 The Feast Authors
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     https://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+"""Unity Catalog Provider — Feast lifecycle governance hooks.
+
+Detects UnityCatalogSource in feature views during ``feast apply`` and:
+1. Registers/updates feature tables in Unity Catalog
+2. Syncs lineage from source tables to feature tables
+3. Sets Feast metadata as UC table properties
+
+Usage in feature_store.yaml:
+    provider: feast.infra.data_sources.contrib.iceberg_catalog.uc_provider.UnityCatalogProvider
+"""
+
+import logging
+from datetime import datetime, timezone
+from typing import Any, Dict, List, Sequence
+
+from feast.base_feature_view import BaseFeatureView
+from feast.entity import Entity
+from feast.feature_view import FeatureView
+from feast.infra.data_sources.contrib.iceberg_catalog.unity_catalog_source import (
+    UnityCatalogSource,
+)
+from feast.infra.passthrough_provider import PassthroughProvider
+
+logger = logging.getLogger(__name__)
+
+
+class UnityCatalogProvider(PassthroughProvider):
+    """Provider that hooks into Feast lifecycle to sync with Unity Catalog.
+
+    Extends PassthroughProvider to detect UnityCatalogSource in feature views
+    and trigger UC-specific governance operations during feast apply/teardown.
+    Standard offline/online store operations are delegated to the configured stores.
+    """
+
+    def update_infra(
+        self,
+        project: str,
+        tables_to_delete: Sequence[BaseFeatureView],
+        tables_to_keep: Sequence[BaseFeatureView],
+        entities_to_delete: Sequence[Entity],
+        entities_to_keep: Sequence[Entity],
+        partial: bool,
+    ):
+        super().update_infra(
+            project,
+            tables_to_delete,
+            tables_to_keep,
+            entities_to_delete,
+            entities_to_keep,
+            partial,
+        )
+
+        self._register_uc_feature_tables(project, tables_to_keep)
+        self._cleanup_uc_feature_tables(project, tables_to_delete)
+
+    def _register_uc_feature_tables(
+        self, project: str, feature_views: Sequence[BaseFeatureView]
+    ):
+        for fv in feature_views:
+            if not isinstance(fv, FeatureView):
+                continue
+            source = fv.batch_source
+            if not isinstance(source, UnityCatalogSource):
+                continue
+            if not source.register_as_feature_table:
+                continue
+
+            logger.info(f"Registering UC feature table for: {fv.name} -> {source.fqn}")
+
+            uc = source.get_uc_client()
+
+            entity_columns = []
+            if hasattr(fv, "entity_columns"):
+                entity_columns = [col.name for col in fv.entity_columns]
+            elif hasattr(fv, "entities"):
+                entity_columns = list(fv.entities)
+
+            columns = []
+            if hasattr(fv, "schema") and fv.schema:
+                columns = [
+                    {"name": field.name, "type": str(field.dtype)}
+                    for field in fv.schema
+                ]
+
+            properties: Dict[str, str] = {
+                "feast.project": project,
+                "feast.feature_view": fv.name,
+            }
+            if fv.owner:
+                properties["feast.owner"] = fv.owner
+            if fv.description:
+                properties["feast.description"] = fv.description
+            if fv.tags:
+                for k, v in fv.tags.items():
+                    properties[f"feast.tag.{k}"] = v
+
+            success = uc.register_feature_table(
+                fqn=source.fqn,
+                primary_keys=entity_columns,
+                columns=columns,
+                properties=properties,
+            )
+
+            if success and source.sync_lineage:
+                self._sync_lineage(uc, source, fv)
+
+    def _sync_lineage(self, uc: Any, source: UnityCatalogSource, fv: FeatureView):
+        source_fqns: List[str] = []
+
+        if hasattr(fv, "stream_source") and fv.stream_source:
+            if isinstance(fv.stream_source, UnityCatalogSource):
+                stream_fqn = fv.stream_source.fqn
+                if stream_fqn != source.fqn:
+                    source_fqns.append(stream_fqn)
+
+        for input_fv in getattr(fv, "source_feature_view_projections", {}).values():
+            input_source = getattr(input_fv, "batch_source", None)
+            if isinstance(input_source, UnityCatalogSource):
+                if input_source.fqn != source.fqn:
+                    source_fqns.append(input_source.fqn)
+
+        if source_fqns:
+            uc.record_lineage(
+                target_fqn=source.fqn,
+                source_fqns=source_fqns,
+            )
+
+    def _cleanup_uc_feature_tables(
+        self, project: str, feature_views: Sequence[BaseFeatureView]
+    ):
+        for fv in feature_views:
+            if not isinstance(fv, FeatureView):
+                continue
+            source = fv.batch_source
+            if not isinstance(source, UnityCatalogSource):
+                continue
+            if not source.register_as_feature_table:
+                continue
+
+            logger.info(
+                f"Feature view {fv.name} deleted. UC table {source.fqn} metadata "
+                f"will be preserved (table not dropped)."
+            )
+            uc = source.get_uc_client()
+            uc.set_table_properties(
+                fqn=source.fqn,
+                properties={
+                    "feast.is_feature_table": "false",
+                    "feast.deleted_at": datetime.now(timezone.utc).isoformat(),
+                },
+            )
diff --git a/sdk/python/feast/infra/data_sources/contrib/iceberg_catalog/unity_catalog_source.py b/sdk/python/feast/infra/data_sources/contrib/iceberg_catalog/unity_catalog_source.py
new file mode 100644
index 00000000000..bfd98b84c36
--- /dev/null
+++ b/sdk/python/feast/infra/data_sources/contrib/iceberg_catalog/unity_catalog_source.py
@@ -0,0 +1,192 @@
+# Copyright 2026 The Feast Authors
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     https://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+import json
+import os
+from typing import Any, Dict, Optional
+
+from feast.credentials import ConnectionRef
+from feast.infra.data_sources.contrib.iceberg_catalog.iceberg_source import (
+    IcebergSource,
+)
+from feast.protos.feast.core.DataSource_pb2 import DataSource as DataSourceProto
+
+
+class UnityCatalogSource(IcebergSource):
+    """Data source backed by Databricks Unity Catalog.
+
+    Extends IcebergSource with UC-specific governance capabilities:
+    - Feature table registration on ``feast apply``
+    - Lineage sync between Feast feature views and UC lineage graph
+    - UC table properties sync (feast.project, feast.feature_view, etc.)
+
+    Connection defaults to DATABRICKS_HOST and DATABRICKS_TOKEN env vars.
+    """
+
+    def __init__(
+        self,
+        *,
+        warehouse: str,
+        namespace: str,
+        table: str,
+        name: Optional[str] = None,
+        timestamp_field: Optional[str] = None,
+        created_timestamp_column: Optional[str] = None,
+        field_mapping: Optional[Dict[str, str]] = None,
+        description: Optional[str] = "",
+        tags: Optional[Dict[str, str]] = None,
+        owner: Optional[str] = "",
+        endpoint: Optional[str] = None,
+        token_env_var: Optional[str] = None,
+        credential_vending: bool = True,
+        catalog_type: str = "rest",
+        catalog_name: str = "feast_iceberg",
+        catalog_properties: Optional[Dict[str, str]] = None,
+        register_as_feature_table: bool = True,
+        sync_lineage: bool = True,
+        connection_ref: Optional[ConnectionRef] = None,
+    ):
+        if endpoint is None:
+            host = os.environ.get("DATABRICKS_HOST", "")
+            endpoint = f"{host}/api/2.1/unity-catalog/iceberg"
+
+        if token_env_var is None:
+            token_env_var = "DATABRICKS_TOKEN"
+
+        super().__init__(
+            endpoint=endpoint,
+            warehouse=warehouse,
+            namespace=namespace,
+            table=table,
+            catalog_type=catalog_type,
+            catalog_name=catalog_name,
+            catalog_properties=catalog_properties,
+            name=name,
+            timestamp_field=timestamp_field,
+            created_timestamp_column=created_timestamp_column,
+            field_mapping=field_mapping,
+            description=description,
+            tags=tags,
+            owner=owner,
+            token_env_var=token_env_var,
+            credential_vending=credential_vending,
+            connection_ref=connection_ref,
+        )
+        self.register_as_feature_table = register_as_feature_table
+        self.sync_lineage = sync_lineage
+
+    def get_uc_client(self):
+        """Create a UCClient for governance operations beyond standard Iceberg REST."""
+        from feast.infra.data_sources.contrib.iceberg_catalog.uc_client import (
+            UCClient,
+        )
+
+        uc_endpoint = self.endpoint
+        iceberg_suffix = "/api/2.1/unity-catalog/iceberg"
+        if uc_endpoint.endswith(iceberg_suffix):
+            uc_endpoint = uc_endpoint[: -len("/iceberg")]
+        elif uc_endpoint.endswith("/iceberg"):
+            uc_endpoint = uc_endpoint[: -len("/iceberg")]
+
+        token = os.environ.get(self.token_env_var) if self.token_env_var else None
+        return UCClient(
+            endpoint=uc_endpoint,
+            token=token,
+            warehouse=self.warehouse,
+        )
+
+    @staticmethod
+    def from_proto(data_source: DataSourceProto) -> Any:
+        custom_options = json.loads(
+            str(data_source.custom_options.configuration, encoding="utf8")
+        )
+        return UnityCatalogSource(
+            name=data_source.name,
+            endpoint=custom_options["endpoint"],
+            warehouse=custom_options["warehouse"],
+            namespace=custom_options["namespace"],
+            table=custom_options["table"],
+            token_env_var=custom_options.get("token_env_var"),
+            credential_vending=custom_options.get("credential_vending", True),
+            catalog_type=custom_options.get("catalog_type", "rest"),
+            catalog_name=custom_options.get("catalog_name", "feast_iceberg"),
+            catalog_properties=custom_options.get("catalog_properties"),
+            register_as_feature_table=custom_options.get(
+                "register_as_feature_table", True
+            ),
+            sync_lineage=custom_options.get("sync_lineage", True),
+            timestamp_field=data_source.timestamp_field,
+            created_timestamp_column=data_source.created_timestamp_column,
+            field_mapping=dict(data_source.field_mapping),
+            description=data_source.description,
+            tags=dict(data_source.tags),
+            owner=data_source.owner,
+            connection_ref=ConnectionRef.from_tags(dict(data_source.tags)),
+        )
+
+    def _to_proto_impl(self) -> DataSourceProto:
+        config_json = json.dumps(
+            {
+                "endpoint": self.endpoint,
+                "warehouse": self.warehouse,
+                "namespace": self.namespace,
+                "table": self.iceberg_table,
+                "token_env_var": self.token_env_var,
+                "credential_vending": self.credential_vending,
+                "catalog_type": self.catalog_type,
+                "catalog_name": self.catalog_name,
+                "catalog_properties": self.catalog_properties,
+                "register_as_feature_table": self.register_as_feature_table,
+                "sync_lineage": self.sync_lineage,
+            }
+        )
+        data_source_proto = DataSourceProto(
+            name=self.name,
+            type=DataSourceProto.BATCH_ICEBERG,
+            data_source_class_type=(
+                "feast.infra.data_sources.contrib.iceberg_catalog"
+                ".unity_catalog_source.UnityCatalogSource"
+            ),
+            custom_options=DataSourceProto.CustomSourceOptions(
+                configuration=bytes(config_json, encoding="utf8")
+            ),
+            description=self.description,
+            tags=self.tags,
+            owner=self.owner,
+            timestamp_field=self.timestamp_field,
+            created_timestamp_column=self.created_timestamp_column,
+            field_mapping=self.field_mapping,
+        )
+        return data_source_proto
+
+    def __eq__(self, other):
+        if not isinstance(other, UnityCatalogSource):
+            return False
+        if not super().__eq__(other):
+            return False
+        return (
+            self.register_as_feature_table == other.register_as_feature_table
+            and self.sync_lineage == other.sync_lineage
+        )
+
+    def __hash__(self):
+        return hash(
+            (
+                self.name,
+                self.endpoint,
+                self.warehouse,
+                self.namespace,
+                self.iceberg_table,
+            )
+        )
diff --git a/sdk/python/feast/infra/feature_servers/base_config.py b/sdk/python/feast/infra/feature_servers/base_config.py
index df324dc57d3..14ad2fe505e 100644
--- a/sdk/python/feast/infra/feature_servers/base_config.py
+++ b/sdk/python/feast/infra/feature_servers/base_config.py
@@ -82,6 +82,17 @@ class MetricsConfig(FeastConfigBaseModel):
     """Emit per-feature-view freshness gauges
     (feast_feature_freshness_seconds)."""
 
+    offline_features: StrictBool = True
+    """Emit offline store retrieval metrics
+    (feast_offline_store_request_total,
+    feast_offline_store_request_latency_seconds,
+    feast_offline_store_row_count)."""
+
+    audit_logging: StrictBool = False
+    """Emit structured JSON audit log entries for online and offline
+    feature requests via the ``feast.audit`` logger.  Captures requestor
+    identity, entity keys, feature views, row counts, and latency."""
+
 
 class BaseFeatureServerConfig(FeastConfigBaseModel):
     """Base Feature Server config that should be extended"""
diff --git a/sdk/python/feast/infra/feature_servers/multicloud/Dockerfile b/sdk/python/feast/infra/feature_servers/multicloud/Dockerfile
index 010447371a8..6eb4cc96418 100644
--- a/sdk/python/feast/infra/feature_servers/multicloud/Dockerfile
+++ b/sdk/python/feast/infra/feature_servers/multicloud/Dockerfile
@@ -1,4 +1,4 @@
-FROM registry.access.redhat.com/ubi9/python-312-minimal:1
+FROM registry.access.redhat.com/ubi9/python-312-minimal:latest
 
 USER 0
 RUN microdnf install -y git gcc libpq-devel python3.12-devel && microdnf clean all
diff --git a/sdk/python/feast/infra/feature_servers/multicloud/Dockerfile.dev b/sdk/python/feast/infra/feature_servers/multicloud/Dockerfile.dev
index 4d85b621192..faf49c20903 100644
--- a/sdk/python/feast/infra/feature_servers/multicloud/Dockerfile.dev
+++ b/sdk/python/feast/infra/feature_servers/multicloud/Dockerfile.dev
@@ -1,4 +1,4 @@
-FROM registry.access.redhat.com/ubi9/python-312-minimal:1
+FROM registry.access.redhat.com/ubi9/python-312-minimal:latest
 
 USER 0
 RUN microdnf install -y npm git gcc libpq-devel python3.12-devel && microdnf clean all
diff --git a/sdk/python/feast/infra/feature_servers/multicloud/offline/Dockerfile.binary.release b/sdk/python/feast/infra/feature_servers/multicloud/offline/Dockerfile.binary.release
index 741bc7e09c9..546188a0bff 100644
--- a/sdk/python/feast/infra/feature_servers/multicloud/offline/Dockerfile.binary.release
+++ b/sdk/python/feast/infra/feature_servers/multicloud/offline/Dockerfile.binary.release
@@ -1,4 +1,4 @@
-FROM registry.access.redhat.com/ubi9/python-312-minimal:1
+FROM registry.access.redhat.com/ubi9/python-312-minimal:latest
 
 COPY requirements.txt requirements.txt
 RUN source /tmp/hermeto.env && \
diff --git a/sdk/python/feast/infra/feature_servers/multicloud/offline/Dockerfile.builder.yarn b/sdk/python/feast/infra/feature_servers/multicloud/offline/Dockerfile.builder.yarn
index abac1329033..124134a4f0d 100644
--- a/sdk/python/feast/infra/feature_servers/multicloud/offline/Dockerfile.builder.yarn
+++ b/sdk/python/feast/infra/feature_servers/multicloud/offline/Dockerfile.builder.yarn
@@ -1,4 +1,4 @@
-FROM registry.access.redhat.com/ubi9/python-312-minimal:1
+FROM registry.access.redhat.com/ubi9/python-312-minimal:latest
 
 USER 0
 RUN microdnf install -y npm git && microdnf clean all
diff --git a/sdk/python/feast/infra/feature_servers/multicloud/offline/Dockerfile.builder.yum b/sdk/python/feast/infra/feature_servers/multicloud/offline/Dockerfile.builder.yum
index 14fdbae4b5b..198d42ab5c2 100644
--- a/sdk/python/feast/infra/feature_servers/multicloud/offline/Dockerfile.builder.yum
+++ b/sdk/python/feast/infra/feature_servers/multicloud/offline/Dockerfile.builder.yum
@@ -1,4 +1,4 @@
-FROM registry.access.redhat.com/ubi9/python-312-minimal:1
+FROM registry.access.redhat.com/ubi9/python-312-minimal:latest
 ARG RELEASE
 
 ENV IBIS_VERSION="9.5.0"
diff --git a/sdk/python/feast/infra/feature_servers/multicloud/offline/Dockerfile.sdist.release b/sdk/python/feast/infra/feature_servers/multicloud/offline/Dockerfile.sdist.release
index 11c4b5c7af4..02977b5c0bd 100644
--- a/sdk/python/feast/infra/feature_servers/multicloud/offline/Dockerfile.sdist.release
+++ b/sdk/python/feast/infra/feature_servers/multicloud/offline/Dockerfile.sdist.release
@@ -1,4 +1,4 @@
-FROM registry.access.redhat.com/ubi9/python-312-minimal:1
+FROM registry.access.redhat.com/ubi9/python-312-minimal:latest
 
 ENV APACHE_ARROW_VERSION="17.0.0"
 ENV MILVUS_LITE_VERSION="2.4.12"
diff --git a/sdk/python/feast/infra/feature_servers/multicloud/requirements.txt b/sdk/python/feast/infra/feature_servers/multicloud/requirements.txt
index 6c97dbd7f0a..7b5ab254e03 100644
--- a/sdk/python/feast/infra/feature_servers/multicloud/requirements.txt
+++ b/sdk/python/feast/infra/feature_servers/multicloud/requirements.txt
@@ -1,2 +1,2 @@
 # keep VERSION on line #2, this is critical to release CI
-feast[minimal] == 0.63.0
+feast[minimal] == 0.65.0
diff --git a/sdk/python/feast/infra/mcp_servers/mcp_server.py b/sdk/python/feast/infra/mcp_servers/mcp_server.py
index 972023cdd12..2be788148cd 100644
--- a/sdk/python/feast/infra/mcp_servers/mcp_server.py
+++ b/sdk/python/feast/infra/mcp_servers/mcp_server.py
@@ -6,9 +6,10 @@
 """
 
 import logging
-from typing import Optional
+from typing import TYPE_CHECKING, Any, Dict, Optional, Set
 
-from feast.feature_store import FeatureStore
+if TYPE_CHECKING:
+    from feast.feature_store import FeatureStore
 
 logger = logging.getLogger(__name__)
 
@@ -30,13 +31,84 @@ class McpTransportNotSupportedError(RuntimeError):
     pass
 
 
-def add_mcp_support_to_app(app, store: FeatureStore, config) -> Optional["FastApiMCP"]:
+def _resolve_schema_references_safe(
+    schema_part: Dict[str, Any],
+    reference_schema: Dict[str, Any],
+    _seen_refs: Optional[Set[str]] = None,
+) -> Dict[str, Any]:
+    """Resolve ``$ref`` pointers in an OpenAPI schema **without** infinite recursion.
+
+    ``fastapi_mcp`` <=0.4.0 ships a ``resolve_schema_references`` helper that
+    inlines every ``$ref`` it encounters, but never tracks which refs have
+    already been visited.  Feast's OpenAPI schema contains self-referential
+    types (protobuf ``Value`` -> ``Struct`` -> ``Value``), which causes a
+    ``RecursionError``.
+
+    This replacement keeps a *seen-refs* set and replaces any circular
+    ``$ref`` with an empty object schema instead of recursing forever.
+
+    Reference: ``fastapi_mcp/openapi/utils.py`` lines 19-55
+    https://github.com/tadata-org/fastapi_mcp/blob/main/fastapi_mcp/openapi/utils.py#L19-L55
+    """
+    if _seen_refs is None:
+        _seen_refs = set()
+
+    schema_part = schema_part.copy()
+
+    if "$ref" in schema_part:
+        ref_path = schema_part["$ref"]
+        if ref_path in _seen_refs:
+            schema_part.pop("$ref")
+            schema_part.setdefault("type", "object")
+            return schema_part
+        if ref_path.startswith("#/components/schemas/"):
+            model_name = ref_path.split("/")[-1]
+            schemas = reference_schema.get("components", {}).get("schemas", {})
+            if model_name in schemas:
+                _seen_refs = _seen_refs | {ref_path}
+                ref_schema = schemas[model_name].copy()
+                schema_part.pop("$ref")
+                schema_part.update(ref_schema)
+
+    for key, value in schema_part.items():
+        if isinstance(value, dict):
+            schema_part[key] = _resolve_schema_references_safe(
+                value, reference_schema, _seen_refs
+            )
+        elif isinstance(value, list):
+            schema_part[key] = [
+                _resolve_schema_references_safe(item, reference_schema, _seen_refs)
+                if isinstance(item, dict)
+                else item
+                for item in value
+            ]
+
+    return schema_part
+
+
+def _patch_fastapi_mcp_schema_resolver() -> None:
+    """Monkey-patch ``fastapi_mcp.openapi.utils.resolve_schema_references``
+    with our circular-ref-safe version so that ``FastApiMCP`` can process
+    Feast's OpenAPI schema without hitting a ``RecursionError``."""
+    try:
+        import fastapi_mcp.openapi.utils as _mcp_utils
+
+        _mcp_utils.resolve_schema_references = _resolve_schema_references_safe  # type: ignore[assignment]
+    except (ImportError, AttributeError):
+        pass
+
+
+def add_mcp_support_to_app(
+    app, store: "FeatureStore", config
+) -> Optional["FastApiMCP"]:
     """Add MCP support to the FastAPI app if enabled in configuration."""
     if not MCP_AVAILABLE:
         logger.warning("MCP support requested but fastapi_mcp is not available")
         return None
 
     try:
+        _patch_fastapi_mcp_schema_resolver()
+
         # Create MCP server from the FastAPI app
         mcp = FastApiMCP(
             app,
diff --git a/sdk/python/feast/infra/offline_stores/bigquery.py b/sdk/python/feast/infra/offline_stores/bigquery.py
index 948cfcf1ff0..269572dd9da 100644
--- a/sdk/python/feast/infra/offline_stores/bigquery.py
+++ b/sdk/python/feast/infra/offline_stores/bigquery.py
@@ -1,7 +1,8 @@
 import contextlib
+import json
 import tempfile
 import uuid
-from datetime import date, datetime, timedelta
+from datetime import date, datetime, timedelta, timezone
 from pathlib import Path
 from typing import (
     Any,
@@ -9,11 +10,13 @@
     ContextManager,
     Dict,
     Iterator,
+    KeysView,
     List,
     Literal,
     Optional,
     Tuple,
     Union,
+    cast,
 )
 
 import numpy as np
@@ -24,6 +27,7 @@
 from tenacity import Retrying, retry_if_exception_type, stop_after_delay, wait_fixed
 
 from feast import flags_helper
+from feast.credentials import get_connection_config_override
 from feast.data_source import DataSource
 from feast.errors import (
     BigQueryJobCancelled,
@@ -42,10 +46,21 @@
     RetrievalMetadata,
 )
 from feast.infra.registry.base_registry import BaseRegistry
+from feast.monitoring.monitoring_utils import (
+    MON_TABLE_FEATURE,
+    MON_TABLE_FEATURE_SERVICE,
+    MON_TABLE_FEATURE_VIEW,
+    MON_TABLE_JOB,
+    empty_categorical_metric,
+    empty_numeric_metric,
+    monitoring_table_meta,
+    normalize_monitoring_row,
+    opt_float,
+)
 from feast.on_demand_feature_view import OnDemandFeatureView
 from feast.repo_config import FeastConfigBaseModel, RepoConfig
 from feast.saved_dataset import SavedDatasetStorage
-from feast.utils import _utc_now, get_user_agent
+from feast.utils import _utc_now, compute_non_entity_date_range, get_user_agent
 
 from .bigquery_source import (
     BigQueryLoggingDestination,
@@ -123,6 +138,8 @@ def project_id_exists(cls, v, values, **kwargs):
 
 
 class BigQueryOfflineStore(OfflineStore):
+    supports_filter_by_created_timestamp = True
+
     @staticmethod
     def pull_latest_from_table_or_query(
         config: RepoConfig,
@@ -161,13 +178,18 @@ def pull_latest_from_table_or_query(
             project=project_id,
             location=config.offline_store.location,
         )
+        cast_style: Literal["date_func", "timestamp_func"] = (
+            "date_func"
+            if data_source.timestamp_field_type == "DATE"
+            else "timestamp_func"
+        )
         timestamp_filter = get_timestamp_filter_sql(
             start_date,
             end_date,
             timestamp_field,
             date_partition_column=data_source.date_partition_column,
             quote_fields=False,
-            cast_style="timestamp_func",
+            cast_style=cast_style,
         )
         query = f"""
             SELECT
@@ -220,13 +242,18 @@ def pull_all_from_table_or_query(
             + BigQueryOfflineStore._escape_query_columns(feature_name_columns)
             + timestamp_fields
         )
+        cast_style: Literal["date_func", "timestamp_func"] = (
+            "date_func"
+            if data_source.timestamp_field_type == "DATE"
+            else "timestamp_func"
+        )
         timestamp_filter = get_timestamp_filter_sql(
             start_date,
             end_date,
             timestamp_field,
             date_partition_column=data_source.date_partition_column,
             quote_fields=False,
-            cast_style="timestamp_func",
+            cast_style=cast_style,
         )
         query = f"""
             SELECT {field_string}
@@ -245,10 +272,12 @@ def get_historical_features(
         config: RepoConfig,
         feature_views: List[FeatureView],
         feature_refs: List[str],
-        entity_df: Union[pd.DataFrame, str],
+        entity_df: Optional[Union[pd.DataFrame, str]],
         registry: BaseRegistry,
         project: str,
         full_feature_names: bool = False,
+        filter_by_created_timestamp: bool = False,
+        **kwargs: Any,
     ) -> RetrievalJob:
         # TODO: Add entity_df validation in order to fail before interacting with BigQuery
         assert isinstance(config.offline_store, BigQueryOfflineStoreConfig)
@@ -275,39 +304,52 @@ def get_historical_features(
             config.offline_store.table_create_disposition,
         )
 
-        entity_schema = _get_entity_schema(
-            client=client,
-            entity_df=entity_df,
-        )
+        # Non-entity mode: create a left temporary table from entity keys - any entity key having an event in the time window
 
-        entity_df_event_timestamp_col = (
-            offline_utils.infer_event_timestamp_from_entity_df(entity_schema)
-        )
+        non_entity_mode = entity_df is None
 
-        entity_df_event_timestamp_range = _get_entity_df_event_timestamp_range(
-            entity_df,
-            entity_df_event_timestamp_col,
-            client,
-        )
+        if non_entity_mode:
+            start_date, end_date = compute_non_entity_date_range(
+                feature_views,
+                start_date=kwargs.get("start_date"),
+                end_date=kwargs.get("end_date"),
+            )
+            entity_df_event_timestamp_range = (start_date, end_date)
 
-        @contextlib.contextmanager
-        def query_generator() -> Iterator[str]:
-            _upload_entity_df(
+            # Pre-compute query contexts to collect entity column names per feature view.
+            fv_query_contexts_pre = offline_utils.get_feature_view_query_context(
+                feature_refs,
+                feature_views,
+                registry,
+                project,
+                entity_df_event_timestamp_range,
+            )
+            all_entities = offline_utils.gather_all_entities(fv_query_contexts_pre)
+            event_timestamp_col = "entity_ts"
+            entity_schema_keys: KeysView[str] = cast(
+                KeysView[str],
+                {k: None for k in (all_entities + [event_timestamp_col])}.keys(),
+            )
+
+            entity_schema = None
+        else:
+            entity_schema = _get_entity_schema(
                 client=client,
-                table_name=table_reference,
                 entity_df=entity_df,
             )
-
-            expected_join_keys = offline_utils.get_expected_join_keys(
-                project, feature_views, registry
+            event_timestamp_col = offline_utils.infer_event_timestamp_from_entity_df(
+                entity_schema
             )
-
-            offline_utils.assert_expected_columns_in_entity_df(
-                entity_schema, expected_join_keys, entity_df_event_timestamp_col
+            entity_df_event_timestamp_range = _get_entity_df_event_timestamp_range(
+                entity_df,
+                event_timestamp_col,
+                client,
             )
-
-            # Build a query context containing all information required to template the BigQuery SQL query
-            query_context = offline_utils.get_feature_view_query_context(
+            entity_schema_keys = entity_schema.keys()
+            all_entities = []
+            start_date = entity_df_event_timestamp_range[0]
+            end_date = entity_df_event_timestamp_range[1]
+            fv_query_contexts_pre = offline_utils.get_feature_view_query_context(
                 feature_refs,
                 feature_views,
                 registry,
@@ -315,20 +357,48 @@ def query_generator() -> Iterator[str]:
                 entity_df_event_timestamp_range,
             )
 
+        @contextlib.contextmanager
+        def query_generator() -> Iterator[str]:
+            if non_entity_mode:
+                _bq_create_entity_union_table(
+                    client=client,
+                    table_name=table_reference,
+                    feature_views=feature_views,
+                    fv_query_contexts=fv_query_contexts_pre,
+                    start_date=start_date,
+                    end_date=end_date,
+                    all_entities=all_entities,
+                    event_timestamp_col=event_timestamp_col,
+                )
+            else:
+                _upload_entity_df(
+                    client=client,
+                    table_name=table_reference,
+                    entity_df=entity_df,
+                )
+                expected_join_keys = offline_utils.get_expected_join_keys(
+                    project, feature_views, registry
+                )
+                assert entity_schema is not None
+                offline_utils.assert_expected_columns_in_entity_df(
+                    entity_schema, expected_join_keys, event_timestamp_col
+                )
+
             # Generate the BigQuery SQL query from the query context
             query = offline_utils.build_point_in_time_query(
-                query_context,
+                feature_view_query_contexts=fv_query_contexts_pre,
                 left_table_query_string=table_reference,
-                entity_df_event_timestamp_col=entity_df_event_timestamp_col,
-                entity_df_columns=entity_schema.keys(),
+                entity_df_event_timestamp_col=event_timestamp_col,
+                entity_df_columns=entity_schema_keys,
                 query_template=MULTIPLE_FEATURE_VIEW_POINT_IN_TIME_JOIN,
                 full_feature_names=full_feature_names,
+                filter_by_created_timestamp=filter_by_created_timestamp,
             )
 
             try:
                 yield query
             finally:
-                # Asynchronously clean up the uploaded Bigquery table, which will expire
+                # Asynchronously clean up the uploaded BigQuery table, which will expire
                 # if cleanup fails
                 client.delete_table(table=table_reference, not_found_ok=True)
 
@@ -342,7 +412,7 @@ def query_generator() -> Iterator[str]:
             ),
             metadata=RetrievalMetadata(
                 features=feature_refs,
-                keys=list(entity_schema.keys() - {entity_df_event_timestamp_col}),
+                keys=list(set(entity_schema_keys) - {event_timestamp_col}),
                 min_event_timestamp=entity_df_event_timestamp_range[0],
                 max_event_timestamp=entity_df_event_timestamp_range[1],
             ),
@@ -434,11 +504,15 @@ def offline_write_batch(
             location=config.offline_store.location,
         )
 
+        parquet_options = bigquery.ParquetOptions()
+        parquet_options.enable_list_inference = True
+
         job_config = bigquery.LoadJobConfig(
             source_format=bigquery.SourceFormat.PARQUET,
             schema=arrow_schema_to_bq_schema(pa_schema),
             create_disposition=config.offline_store.table_create_disposition,
             write_disposition="WRITE_APPEND",  # Default but included for clarity
+            parquet_options=parquet_options,
         )
 
         with tempfile.TemporaryFile() as parquet_temp_file:
@@ -463,6 +537,704 @@ def offline_write_batch(
     def _escape_query_columns(columns: List[str]) -> List[str]:
         return [f"`{x}`" for x in columns]
 
+    @staticmethod
+    def compute_monitoring_metrics(
+        config: RepoConfig,
+        data_source: DataSource,
+        feature_columns: List[Tuple[str, str]],
+        timestamp_field: str,
+        start_date: Optional[datetime] = None,
+        end_date: Optional[datetime] = None,
+        histogram_bins: int = 20,
+        top_n: int = 10,
+    ) -> List[Dict[str, Any]]:
+        assert isinstance(config.offline_store, BigQueryOfflineStoreConfig)
+        assert isinstance(data_source, BigQuerySource)
+        return _bq_compute_monitoring_metrics(
+            config,
+            data_source,
+            feature_columns,
+            timestamp_field,
+            start_date=start_date,
+            end_date=end_date,
+            histogram_bins=histogram_bins,
+            top_n=top_n,
+        )
+
+    @staticmethod
+    def get_monitoring_max_timestamp(
+        config: RepoConfig,
+        data_source: DataSource,
+        timestamp_field: str,
+    ) -> Optional[datetime]:
+        assert isinstance(config.offline_store, BigQueryOfflineStoreConfig)
+        assert isinstance(data_source, BigQuerySource)
+        return _bq_get_monitoring_max_timestamp(config, data_source, timestamp_field)
+
+    @staticmethod
+    def ensure_monitoring_tables(config: RepoConfig) -> None:
+        assert isinstance(config.offline_store, BigQueryOfflineStoreConfig)
+        _bq_ensure_monitoring_tables(config)
+
+    @staticmethod
+    def save_monitoring_metrics(
+        config: RepoConfig,
+        metric_type: str,
+        metrics: List[Dict[str, Any]],
+    ) -> None:
+        if not metrics:
+            return
+        assert isinstance(config.offline_store, BigQueryOfflineStoreConfig)
+        _bq_save_monitoring_metrics(config, metric_type, metrics)
+
+    @staticmethod
+    def query_monitoring_metrics(
+        config: RepoConfig,
+        project: str,
+        metric_type: str,
+        filters: Optional[Dict[str, Any]] = None,
+        start_date: Optional[date] = None,
+        end_date: Optional[date] = None,
+    ) -> List[Dict[str, Any]]:
+        assert isinstance(config.offline_store, BigQueryOfflineStoreConfig)
+        return _bq_query_monitoring_metrics(
+            config, project, metric_type, filters, start_date, end_date
+        )
+
+    @staticmethod
+    def clear_monitoring_baseline(
+        config: RepoConfig,
+        project: str,
+        feature_view_name: Optional[str] = None,
+        feature_name: Optional[str] = None,
+        data_source_type: Optional[str] = None,
+    ) -> None:
+        assert isinstance(config.offline_store, BigQueryOfflineStoreConfig)
+        _bq_clear_monitoring_baseline(
+            config, project, feature_view_name, feature_name, data_source_type
+        )
+
+
+def _bq_create_entity_union_table(
+    client: "Client",
+    table_name: str,
+    feature_views: List[FeatureView],
+    fv_query_contexts: List[offline_utils.FeatureViewQueryContext],
+    start_date: datetime,
+    end_date: datetime,
+    all_entities: List[str],
+    event_timestamp_col: str,
+) -> None:
+    """
+    Creates a BigQuery temp table containing the UNION DISTINCT of entity keys observed
+    across all feature views in [start_date, end_date], plus a stable as-of timestamp
+    column set to end_date. Used as the left table for PIT joins in non-entity mode.
+    """
+    start_str = start_date.strftime("%Y-%m-%dT%H:%M:%S")
+    end_str = end_date.strftime("%Y-%m-%dT%H:%M:%S")
+
+    per_view_selects: List[str] = []
+    for fv, ctx in zip(feature_views, fv_query_contexts):
+        assert isinstance(fv.batch_source, BigQuerySource)
+        from_expression = fv.batch_source.get_table_query_string()
+        timestamp_field = ctx.timestamp_field
+
+        ctx_entities_set = set(ctx.entities)
+        select_entities: List[str] = []
+        for col in all_entities:
+            if col in ctx_entities_set:
+                select_entities.append(f"`{col}`")
+            else:
+                select_entities.append(f"CAST(NULL AS STRING) AS `{col}`")
+
+        per_view_selects.append(
+            f"SELECT DISTINCT {', '.join(select_entities)} "
+            f"FROM {from_expression} "
+            f"WHERE `{timestamp_field}` BETWEEN TIMESTAMP('{start_str}') AND TIMESTAMP('{end_str}')"
+        )
+
+    union_query = "\nUNION DISTINCT\n".join(per_view_selects)
+    entity_cols = (
+        ", ".join(f"`{e}`" for e in all_entities) if all_entities else "TRUE AS _dummy"
+    )
+
+    create_sql = (
+        f"CREATE TABLE `{table_name}` AS "
+        f"SELECT {entity_cols}, TIMESTAMP('{end_str}') AS `{event_timestamp_col}` "
+        f"FROM ({union_query}) AS _entity_union"
+    )
+
+    block_until_done(client, client.query(create_sql))
+
+    table = client.get_table(table_name)
+    table.expires = _utc_now() + timedelta(minutes=30)
+    client.update_table(table, ["expires"])
+
+
+# ------------------------------------------------------------------ #
+#  BigQuery monitoring metrics (native)
+# ------------------------------------------------------------------ #
+
+
+def _bq_monitoring_table_fqn(config: RepoConfig, table_name: str) -> str:
+    assert isinstance(config.offline_store, BigQueryOfflineStoreConfig)
+    project_id = config.offline_store.project_id
+    if not project_id:
+        client = _get_bigquery_client(
+            project=config.offline_store.billing_project_id,
+            location=config.offline_store.location,
+        )
+        project_id = client.project
+    return f"`{project_id}.{config.offline_store.dataset}.{table_name}`"
+
+
+def _bq_scalar_param_type(column: str) -> str:
+    if column == "is_baseline":
+        return "BOOL"
+    if column == "metric_date":
+        return "DATE"
+    if column == "computed_at":
+        return "TIMESTAMP"
+    if column in {
+        "row_count",
+        "null_count",
+        "total_row_count",
+        "total_features",
+        "features_with_nulls",
+        "total_feature_views",
+    }:
+        return "INT64"
+    if column in {
+        "null_rate",
+        "mean",
+        "stddev",
+        "min_val",
+        "max_val",
+        "p50",
+        "p75",
+        "p90",
+        "p95",
+        "p99",
+        "avg_null_rate",
+        "max_null_rate",
+    }:
+        return "FLOAT64"
+    return "STRING"
+
+
+def _bq_merge_row(
+    config: RepoConfig,
+    table_fqn: str,
+    columns: List[str],
+    pk_columns: List[str],
+    row: Dict[str, Any],
+) -> None:
+    project_id = (
+        config.offline_store.billing_project_id or config.offline_store.project_id
+    )
+    client = _get_bigquery_client(
+        project=project_id,
+        location=config.offline_store.location,
+    )
+    non_pk = [c for c in columns if c not in pk_columns]
+    params: List[Any] = []
+    using_parts: List[str] = []
+    on_parts: List[str] = []
+    merge_idx = 0
+    for col in columns:
+        p = f"p{merge_idx}"
+        merge_idx += 1
+        val = row.get(col)
+        if col == "histogram" and val is not None and not isinstance(val, str):
+            val = json.dumps(val)
+        param_type = _bq_scalar_param_type(col)
+        params.append(bigquery.ScalarQueryParameter(p, param_type, val))
+        using_parts.append(f"@{p} AS {col}")
+    on_parts = [f"T.{col} = S.{col}" for col in pk_columns]
+    update_set = ", ".join(f"{c} = S.{c}" for c in non_pk)
+    merge_sql = f"""
+MERGE {table_fqn} T
+USING (SELECT {", ".join(using_parts)}) S
+ON {" AND ".join(on_parts)}
+WHEN MATCHED THEN UPDATE SET {update_set}
+WHEN NOT MATCHED THEN INSERT ({", ".join(columns)}) VALUES ({", ".join(f"S.{c}" for c in columns)})
+"""
+    job_config = bigquery.QueryJobConfig(query_parameters=params)
+    client.query(merge_sql, job_config=job_config).result()
+
+
+def _bq_save_monitoring_metrics(
+    config: RepoConfig,
+    metric_type: str,
+    metrics: List[Dict[str, Any]],
+) -> None:
+    table_short, columns, pk_columns = monitoring_table_meta(metric_type)
+    table_fqn = _bq_monitoring_table_fqn(config, table_short)
+    for row in metrics:
+        _bq_merge_row(config, table_fqn, columns, pk_columns, row)
+
+
+def _bq_query_monitoring_metrics(
+    config: RepoConfig,
+    project: str,
+    metric_type: str,
+    filters: Optional[Dict[str, Any]] = None,
+    start_date: Optional[date] = None,
+    end_date: Optional[date] = None,
+) -> List[Dict[str, Any]]:
+    table_short, columns, _ = monitoring_table_meta(metric_type)
+    table_fqn = _bq_monitoring_table_fqn(config, table_short)
+    project_id = (
+        config.offline_store.billing_project_id or config.offline_store.project_id
+    )
+    client = _get_bigquery_client(
+        project=project_id,
+        location=config.offline_store.location,
+    )
+    params: List[Any] = []
+    conditions: List[str] = []
+    if project:
+        params.append(
+            bigquery.ScalarQueryParameter("project", "STRING", project),
+        )
+        conditions.append("project_id = @project")
+    if filters:
+        for key, value in filters.items():
+            if value is not None:
+                conditions.append(f"`{key}` = @{key}")
+                params.append(
+                    bigquery.ScalarQueryParameter(
+                        key, _bq_scalar_param_type(key), value
+                    )
+                )
+    if start_date:
+        conditions.append("metric_date >= @start_date")
+        params.append(bigquery.ScalarQueryParameter("start_date", "DATE", start_date))
+    if end_date:
+        conditions.append("metric_date <= @end_date")
+        params.append(bigquery.ScalarQueryParameter("end_date", "DATE", end_date))
+    col_list = ", ".join(f"`{c}`" for c in columns)
+    where_sql = " AND ".join(conditions) if conditions else "TRUE"
+    order_col = "metric_date" if "metric_date" in columns else "job_id"
+    sql = f"SELECT {col_list} FROM {table_fqn} WHERE {where_sql} ORDER BY `{order_col}` ASC"
+    job_config = bigquery.QueryJobConfig(query_parameters=params)
+    job = client.query(sql, job_config=job_config)
+    job.result()
+    results: List[Dict[str, Any]] = []
+    for r in job:
+        record = {columns[i]: r[i] for i in range(len(columns))}
+        results.append(normalize_monitoring_row(record))
+    return results
+
+
+def _bq_clear_monitoring_baseline(
+    config: RepoConfig,
+    project: str,
+    feature_view_name: Optional[str] = None,
+    feature_name: Optional[str] = None,
+    data_source_type: Optional[str] = None,
+) -> None:
+    table_fqn = _bq_monitoring_table_fqn(config, MON_TABLE_FEATURE)
+    project_id = (
+        config.offline_store.billing_project_id or config.offline_store.project_id
+    )
+    client = _get_bigquery_client(
+        project=project_id,
+        location=config.offline_store.location,
+    )
+    params: List[Any] = [
+        bigquery.ScalarQueryParameter("project", "STRING", project),
+    ]
+    conditions = ["project_id = @project", "is_baseline = TRUE"]
+    if feature_view_name:
+        conditions.append("feature_view_name = @feature_view_name")
+        params.append(
+            bigquery.ScalarQueryParameter(
+                "feature_view_name", "STRING", feature_view_name
+            )
+        )
+    if feature_name:
+        conditions.append("feature_name = @feature_name")
+        params.append(
+            bigquery.ScalarQueryParameter("feature_name", "STRING", feature_name)
+        )
+    if data_source_type:
+        conditions.append("data_source_type = @data_source_type")
+        params.append(
+            bigquery.ScalarQueryParameter(
+                "data_source_type", "STRING", data_source_type
+            )
+        )
+    sql = f"UPDATE {table_fqn} SET is_baseline = FALSE WHERE {' AND '.join(conditions)}"
+    job_config = bigquery.QueryJobConfig(query_parameters=params)
+    client.query(sql, job_config=job_config).result()
+
+
+def _bq_ensure_monitoring_tables(config: RepoConfig) -> None:
+    project_id = (
+        config.offline_store.billing_project_id or config.offline_store.project_id
+    )
+    client = _get_bigquery_client(
+        project=project_id,
+        location=config.offline_store.location,
+    )
+    ds = config.offline_store.dataset
+    proj = config.offline_store.project_id or client.project
+    feature_ddl = f"""
+CREATE TABLE IF NOT EXISTS `{proj}.{ds}.{MON_TABLE_FEATURE}` (
+  project_id STRING NOT NULL,
+  feature_view_name STRING NOT NULL,
+  feature_name STRING NOT NULL,
+  metric_date DATE NOT NULL,
+  granularity STRING NOT NULL,
+  data_source_type STRING NOT NULL,
+  computed_at TIMESTAMP NOT NULL,
+  is_baseline BOOL NOT NULL,
+  feature_type STRING NOT NULL,
+  row_count INT64,
+  null_count INT64,
+  null_rate FLOAT64,
+  mean FLOAT64,
+  stddev FLOAT64,
+  min_val FLOAT64,
+  max_val FLOAT64,
+  p50 FLOAT64,
+  p75 FLOAT64,
+  p90 FLOAT64,
+  p95 FLOAT64,
+  p99 FLOAT64,
+  histogram STRING
+)
+PRIMARY KEY (project_id, feature_view_name, feature_name, metric_date, granularity, data_source_type) NOT ENFORCED
+"""
+    view_ddl = f"""
+CREATE TABLE IF NOT EXISTS `{proj}.{ds}.{MON_TABLE_FEATURE_VIEW}` (
+  project_id STRING NOT NULL,
+  feature_view_name STRING NOT NULL,
+  metric_date DATE NOT NULL,
+  granularity STRING NOT NULL,
+  data_source_type STRING NOT NULL,
+  computed_at TIMESTAMP NOT NULL,
+  is_baseline BOOL NOT NULL,
+  total_row_count INT64,
+  total_features INT64,
+  features_with_nulls INT64,
+  avg_null_rate FLOAT64,
+  max_null_rate FLOAT64
+)
+PRIMARY KEY (project_id, feature_view_name, metric_date, granularity, data_source_type) NOT ENFORCED
+"""
+    service_ddl = f"""
+CREATE TABLE IF NOT EXISTS `{proj}.{ds}.{MON_TABLE_FEATURE_SERVICE}` (
+  project_id STRING NOT NULL,
+  feature_service_name STRING NOT NULL,
+  metric_date DATE NOT NULL,
+  granularity STRING NOT NULL,
+  data_source_type STRING NOT NULL,
+  computed_at TIMESTAMP NOT NULL,
+  is_baseline BOOL NOT NULL,
+  total_feature_views INT64,
+  total_features INT64,
+  avg_null_rate FLOAT64,
+  max_null_rate FLOAT64
+)
+PRIMARY KEY (project_id, feature_service_name, metric_date, granularity, data_source_type) NOT ENFORCED
+"""
+    job_ddl = f"""
+CREATE TABLE IF NOT EXISTS `{proj}.{ds}.{MON_TABLE_JOB}` (
+  job_id STRING NOT NULL,
+  project_id STRING NOT NULL,
+  feature_view_name STRING,
+  job_type STRING NOT NULL,
+  status STRING NOT NULL,
+  parameters STRING,
+  metric_date DATE NOT NULL,
+  started_at TIMESTAMP,
+  completed_at TIMESTAMP,
+  error_message STRING,
+  result_summary STRING
+)
+PRIMARY KEY (job_id) NOT ENFORCED
+"""
+    for ddl in (feature_ddl, view_ddl, service_ddl, job_ddl):
+        client.query(ddl).result()
+
+
+def _bq_get_monitoring_max_timestamp(
+    config: RepoConfig,
+    data_source: BigQuerySource,
+    timestamp_field: str,
+) -> Optional[datetime]:
+    from_expression = data_source.get_table_query_string()
+    ts_col = f"`{timestamp_field}`"
+    sql = f"SELECT MAX({ts_col}) AS _max_ts FROM {from_expression}"
+    project_id = (
+        config.offline_store.billing_project_id or config.offline_store.project_id
+    )
+    client = _get_bigquery_client(
+        project=project_id,
+        location=config.offline_store.location,
+    )
+    job = client.query(sql)
+    job.result()
+    rows = list(job)
+    if not rows or rows[0][0] is None:
+        return None
+    val = rows[0][0]
+    if isinstance(val, datetime):
+        return val if val.tzinfo else val.replace(tzinfo=timezone.utc)
+    if isinstance(val, date):
+        return datetime.combine(val, datetime.min.time(), tzinfo=timezone.utc)
+    return val  # type: ignore[no-any-return]
+
+
+def _bq_numeric_histogram(
+    config: RepoConfig,
+    from_expression: str,
+    col_name: str,
+    ts_filter: str,
+    bins: int,
+    min_val: float,
+    max_val: float,
+) -> Dict[str, Any]:
+    q_col = f"`{col_name}`"
+    project_id = (
+        config.offline_store.billing_project_id or config.offline_store.project_id
+    )
+    client = _get_bigquery_client(
+        project=project_id,
+        location=config.offline_store.location,
+    )
+    if min_val == max_val:
+        sql = (
+            f"SELECT COUNT(*) AS cnt FROM {from_expression} AS _src "
+            f"WHERE {q_col} IS NOT NULL AND {ts_filter}"
+        )
+        job = client.query(sql)
+        job.result()
+        hrows = list(job)
+        cnt = int(hrows[0][0]) if hrows else 0
+        return {"bins": [min_val, max_val], "counts": [cnt], "bin_width": 0.0}
+
+    bin_width = (max_val - min_val) / bins
+    sql = f"""
+SELECT
+  LEAST(
+    GREATEST(
+      CAST(FLOOR((CAST({q_col} AS FLOAT64) - {min_val}) / {bin_width}) AS INT64) + 1,
+      1
+    ),
+    {bins}
+  ) AS bucket,
+  COUNT(*) AS cnt
+FROM {from_expression} AS _src
+WHERE {q_col} IS NOT NULL AND {ts_filter}
+GROUP BY bucket
+ORDER BY bucket
+"""
+    job = client.query(sql)
+    job.result()
+    rows = list(job)
+    counts = [0] * bins
+    for bucket, cnt in rows:
+        b = int(bucket)
+        if 1 <= b <= bins:
+            counts[b - 1] += int(cnt)
+    bin_edges = [min_val + i * bin_width for i in range(bins + 1)]
+    return {
+        "bins": [float(b) for b in bin_edges],
+        "counts": counts,
+        "bin_width": float(bin_width),
+    }
+
+
+def _bq_numeric_stats(
+    config: RepoConfig,
+    from_expression: str,
+    feature_names: List[str],
+    ts_filter: str,
+    histogram_bins: int,
+) -> List[Dict[str, Any]]:
+    project_id = (
+        config.offline_store.billing_project_id or config.offline_store.project_id
+    )
+    client = _get_bigquery_client(
+        project=project_id,
+        location=config.offline_store.location,
+    )
+    select_parts: List[str] = ["COUNT(*) AS _row_count"]
+    for i, col in enumerate(feature_names):
+        q = f"`{col}`"
+        c = f"CAST({q} AS FLOAT64)"
+        select_parts.extend(
+            [
+                f"COUNT({q}) AS c{i}_nn",
+                f"AVG({c}) AS c{i}_avg",
+                f"STDDEV_SAMP({c}) AS c{i}_stddev",
+                f"MIN({c}) AS c{i}_min",
+                f"MAX({c}) AS c{i}_max",
+                f"APPROX_QUANTILES({c}, 100)[OFFSET(50)] AS c{i}_p50",
+                f"APPROX_QUANTILES({c}, 100)[OFFSET(75)] AS c{i}_p75",
+                f"APPROX_QUANTILES({c}, 100)[OFFSET(90)] AS c{i}_p90",
+                f"APPROX_QUANTILES({c}, 100)[OFFSET(95)] AS c{i}_p95",
+                f"APPROX_QUANTILES({c}, 100)[OFFSET(99)] AS c{i}_p99",
+            ]
+        )
+    query = (
+        f"SELECT {', '.join(select_parts)} "
+        f"FROM {from_expression} AS _src WHERE {ts_filter}"
+    )
+    job = client.query(query)
+    job.result()
+    rows = list(job)
+    if not rows:
+        return [empty_numeric_metric(n) for n in feature_names]
+    row = rows[0]
+    row_count = row["_row_count"] or 0
+    results: List[Dict[str, Any]] = []
+    for i, col in enumerate(feature_names):
+        base = f"c{i}_"
+        non_null = row[f"{base}nn"] or 0
+        null_count = int(row_count) - int(non_null)
+        min_v = opt_float(row[f"{base}min"])
+        max_v = opt_float(row[f"{base}max"])
+        result: Dict[str, Any] = {
+            "feature_name": col,
+            "feature_type": "numeric",
+            "row_count": int(row_count),
+            "null_count": null_count,
+            "null_rate": null_count / row_count if row_count > 0 else 0.0,
+            "mean": opt_float(row[f"{base}avg"]),
+            "stddev": opt_float(row[f"{base}stddev"]),
+            "min_val": min_v,
+            "max_val": max_v,
+            "p50": opt_float(row[f"{base}p50"]),
+            "p75": opt_float(row[f"{base}p75"]),
+            "p90": opt_float(row[f"{base}p90"]),
+            "p95": opt_float(row[f"{base}p95"]),
+            "p99": opt_float(row[f"{base}p99"]),
+            "histogram": None,
+        }
+        if min_v is not None and max_v is not None and non_null and int(non_null) > 0:
+            result["histogram"] = _bq_numeric_histogram(
+                config,
+                from_expression,
+                col,
+                ts_filter,
+                histogram_bins,
+                min_v,
+                max_v,
+            )
+        results.append(result)
+    return results
+
+
+def _bq_categorical_stats(
+    config: RepoConfig,
+    from_expression: str,
+    col_name: str,
+    ts_filter: str,
+    top_n: int,
+) -> Dict[str, Any]:
+    q_col = f"`{col_name}`"
+    project_id = (
+        config.offline_store.billing_project_id or config.offline_store.project_id
+    )
+    client = _get_bigquery_client(
+        project=project_id,
+        location=config.offline_store.location,
+    )
+    query = f"""
+WITH filtered AS (
+  SELECT * FROM {from_expression} AS _src WHERE {ts_filter}
+)
+SELECT
+  (SELECT COUNT(*) FROM filtered) AS row_count,
+  (SELECT COUNT(*) - COUNT({q_col}) FROM filtered) AS null_count,
+  (SELECT COUNT(DISTINCT {q_col}) FROM filtered WHERE {q_col} IS NOT NULL) AS unique_count,
+  CAST({q_col} AS STRING) AS value,
+  COUNT(*) AS cnt
+FROM filtered
+WHERE {q_col} IS NOT NULL
+GROUP BY CAST({q_col} AS STRING)
+ORDER BY cnt DESC
+LIMIT {int(top_n)}
+"""
+    job = client.query(query)
+    job.result()
+    rows = list(job)
+    if not rows:
+        return empty_categorical_metric(col_name)
+    row_count = rows[0]["row_count"]
+    null_count = rows[0]["null_count"]
+    unique_count = rows[0]["unique_count"]
+    top_entries = [{"value": r["value"], "count": r["cnt"]} for r in rows]
+    top_total = sum(e["count"] for e in top_entries)
+    other_count = (row_count - null_count) - top_total
+    return {
+        "feature_name": col_name,
+        "feature_type": "categorical",
+        "row_count": row_count,
+        "null_count": null_count,
+        "null_rate": null_count / row_count if row_count > 0 else 0.0,
+        "mean": None,
+        "stddev": None,
+        "min_val": None,
+        "max_val": None,
+        "p50": None,
+        "p75": None,
+        "p90": None,
+        "p95": None,
+        "p99": None,
+        "histogram": {
+            "values": top_entries,
+            "other_count": max(other_count, 0),
+            "unique_count": unique_count,
+        },
+    }
+
+
+def _bq_compute_monitoring_metrics(
+    config: RepoConfig,
+    data_source: BigQuerySource,
+    feature_columns: List[Tuple[str, str]],
+    timestamp_field: str,
+    start_date: Optional[datetime] = None,
+    end_date: Optional[datetime] = None,
+    histogram_bins: int = 20,
+    top_n: int = 10,
+) -> List[Dict[str, Any]]:
+    from_expression = data_source.get_table_query_string()
+    ts_filter = (
+        get_timestamp_filter_sql(
+            start_date,
+            end_date,
+            timestamp_field,
+            date_partition_column=data_source.date_partition_column,
+            quote_fields=False,
+            cast_style="timestamp_func",
+        )
+        or "1=1"
+    )
+    numeric_features = [n for n, t in feature_columns if t == "numeric"]
+    categorical_features = [n for n, t in feature_columns if t == "categorical"]
+    results: List[Dict[str, Any]] = []
+    if numeric_features:
+        results.extend(
+            _bq_numeric_stats(
+                config,
+                from_expression,
+                numeric_features,
+                ts_filter,
+                histogram_bins,
+            )
+        )
+    for col_name in categorical_features:
+        results.append(
+            _bq_categorical_stats(config, from_expression, col_name, ts_filter, top_n)
+        )
+    return results
+
 
 class BigQueryRetrievalJob(RetrievalJob):
     def __init__(
@@ -815,8 +1587,28 @@ def _get_entity_df_event_timestamp_range(
 
 
 def _get_bigquery_client(
-    project: Optional[str] = None, location: Optional[str] = None
+    project: Optional[str] = None,
+    location: Optional[str] = None,
+    data_source=None,
 ) -> bigquery.Client:
+    override = get_connection_config_override(data_source) if data_source else None
+    if override and "service_account_json" in override:
+        from google.oauth2 import service_account
+
+        try:
+            sa_info = json.loads(override["service_account_json"])
+        except json.JSONDecodeError as exc:
+            raise FeastProviderLoginError(
+                "The 'service_account_json' credential resolved from "
+                f"ConnectionRef is not valid JSON: {exc}"
+            )
+        credentials = service_account.Credentials.from_service_account_info(sa_info)
+        return bigquery.Client(
+            project=override.get("project", project),
+            location=location,
+            credentials=credentials,
+            client_info=get_http_client_info(),
+        )
     try:
         client = bigquery.Client(
             project=project, location=location, client_info=get_http_client_info()
@@ -934,10 +1726,17 @@ def arrow_schema_to_bq_schema(arrow_schema: pyarrow.Schema) -> List[SchemaField]
                 {% if loop.last %}{% else %}, {% endif %}
             {% endfor %}
         FROM {{ featureview.table_subquery }}
+        {% if featureview.timestamp_field_type == "DATE" %}
+        WHERE {{ featureview.timestamp_field }} <= DATE('{{ featureview.max_event_timestamp[:10] }}')
+        {% if featureview.ttl == 0 %}{% else %}
+        AND {{ featureview.timestamp_field }} >= DATE('{{ featureview.min_event_timestamp[:10] }}')
+        {% endif %}
+        {% else %}
         WHERE {{ featureview.timestamp_field }} <= '{{ featureview.max_event_timestamp }}'
         {% if featureview.ttl == 0 %}{% else %}
         AND {{ featureview.timestamp_field }} >= '{{ featureview.min_event_timestamp }}'
         {% endif %}
+        {% endif %}
         {% if featureview.date_partition_column %}
         AND {{ featureview.date_partition_column | backticks }} <= '{{ featureview.max_event_timestamp[:10] }}'
         {% if featureview.min_event_timestamp %}
@@ -960,6 +1759,10 @@ def arrow_schema_to_bq_schema(arrow_schema: pyarrow.Schema) -> List[SchemaField]
             AND subquery.event_timestamp >= Timestamp_sub(entity_dataframe.entity_timestamp, interval {{ featureview.ttl }} second)
             {% endif %}
 
+            {% if filter_by_created_timestamp and featureview.created_timestamp_column %}
+            AND subquery.created_timestamp <= entity_dataframe.entity_timestamp
+            {% endif %}
+
             {% for entity in featureview.entities %}
             AND subquery.{{ entity }} = entity_dataframe.{{ entity }}
             {% endfor %}
diff --git a/sdk/python/feast/infra/offline_stores/bigquery_source.py b/sdk/python/feast/infra/offline_stores/bigquery_source.py
index 7b476afdcda..a503c5c3055 100644
--- a/sdk/python/feast/infra/offline_stores/bigquery_source.py
+++ b/sdk/python/feast/infra/offline_stores/bigquery_source.py
@@ -3,6 +3,7 @@
 from typeguard import typechecked
 
 from feast import type_map
+from feast.credentials import ConnectionRef
 from feast.data_source import DataSource
 from feast.errors import DataSourceNoNameException, DataSourceNotFoundException
 from feast.feature_logging import LoggingDestination
@@ -35,10 +36,12 @@ def __init__(
         created_timestamp_column: Optional[str] = "",
         field_mapping: Optional[Dict[str, str]] = None,
         date_partition_column: Optional[str] = None,
+        timestamp_field_type: Optional[str] = None,
         query: Optional[str] = None,
         description: Optional[str] = "",
         tags: Optional[Dict[str, str]] = None,
         owner: Optional[str] = "",
+        connection_ref: Optional[ConnectionRef] = None,
     ):
         """Create a BigQuerySource from an existing table or query.
 
@@ -54,12 +57,16 @@ def __init__(
             field_mapping (optional): A dictionary mapping of column names in this data source to feature names in a feature table
                 or view. Only used for feature columns, not entities or timestamp columns.
             date_partition_column (optional): Timestamp column used for partitioning.
+            timestamp_field_type (optional): Type of the timestamp_field column.
+                Set to "DATE" when the event timestamp column is a DATE type,
+                so SQL generation uses date-only comparisons instead of TIMESTAMP().
             query (optional): The query to be executed to obtain the features. When both 'table'
                 and 'query' are provided, 'query' takes priority for reads.
             description (optional): A human-readable description.
             tags (optional): A dictionary of key-value pairs to store arbitrary metadata.
             owner (optional): The owner of the bigquery source, typically the email of the primary
                 maintainer.
+            connection_ref (optional): Connection reference for credential resolution.
         Example:
             >>> from feast import BigQuerySource
             >>> my_bigquery_source = BigQuerySource(table="gcp_project:bq_dataset.bq_table")
@@ -81,9 +88,11 @@ def __init__(
             created_timestamp_column=created_timestamp_column,
             field_mapping=field_mapping,
             date_partition_column=date_partition_column,
+            timestamp_field_type=timestamp_field_type,
             description=description,
             tags=tags,
             owner=owner,
+            connection_ref=connection_ref,
         )
 
     # Note: Python requires redefining hash in child classes that override __eq__
@@ -92,9 +101,7 @@ def __hash__(self):
 
     def __eq__(self, other):
         if not isinstance(other, BigQuerySource):
-            raise TypeError(
-                "Comparisons should only involve BigQuerySource class objects."
-            )
+            return False
 
         return (
             super().__eq__(other)
@@ -114,6 +121,7 @@ def query(self):
     def from_proto(data_source: DataSourceProto):
         assert data_source.HasField("bigquery_options")
 
+        tags = dict(data_source.tags)
         return BigQuerySource(
             name=data_source.name,
             field_mapping=dict(data_source.field_mapping),
@@ -121,10 +129,12 @@ def from_proto(data_source: DataSourceProto):
             timestamp_field=data_source.timestamp_field,
             created_timestamp_column=data_source.created_timestamp_column,
             date_partition_column=data_source.date_partition_column,
+            timestamp_field_type=data_source.timestamp_field_type or None,
             query=data_source.bigquery_options.query,
             description=data_source.description,
-            tags=dict(data_source.tags),
+            tags=tags,
             owner=data_source.owner,
+            connection_ref=ConnectionRef.from_tags(tags),
         )
 
     def _to_proto_impl(self) -> DataSourceProto:
@@ -139,6 +149,7 @@ def _to_proto_impl(self) -> DataSourceProto:
             timestamp_field=self.timestamp_field,
             created_timestamp_column=self.created_timestamp_column,
             date_partition_column=self.date_partition_column,
+            timestamp_field_type=self.timestamp_field_type,
         )
 
         return data_source_proto
diff --git a/sdk/python/feast/infra/offline_stores/contrib/athena_offline_store/athena.py b/sdk/python/feast/infra/offline_stores/contrib/athena_offline_store/athena.py
index d287367cc8d..d8fae6bf19b 100644
--- a/sdk/python/feast/infra/offline_stores/contrib/athena_offline_store/athena.py
+++ b/sdk/python/feast/infra/offline_stores/contrib/athena_offline_store/athena.py
@@ -66,6 +66,8 @@ class AthenaOfflineStoreConfig(FeastConfigBaseModel):
 
 
 class AthenaOfflineStore(OfflineStore):
+    supports_filter_by_created_timestamp = True
+
     @staticmethod
     def pull_latest_from_table_or_query(
         config: RepoConfig,
@@ -195,6 +197,7 @@ def get_historical_features(
         registry: BaseRegistry,
         project: str,
         full_feature_names: bool = False,
+        filter_by_created_timestamp: bool = False,
     ) -> RetrievalJob:
         assert isinstance(config.offline_store, AthenaOfflineStoreConfig)
         for fv in feature_views:
@@ -252,6 +255,7 @@ def query_generator() -> Iterator[str]:
                 entity_df_columns=entity_schema.keys(),
                 query_template=MULTIPLE_FEATURE_VIEW_POINT_IN_TIME_JOIN,
                 full_feature_names=full_feature_names,
+                filter_by_created_timestamp=filter_by_created_timestamp,
             )
 
             try:
@@ -651,6 +655,10 @@ def _get_entity_df_event_timestamp_range(
         AND subquery.event_timestamp >= entity_dataframe.entity_timestamp - {{ featureview.ttl }} * interval '1' second
         {% endif %}
 
+        {% if filter_by_created_timestamp and featureview.created_timestamp_column %}
+        AND subquery.created_timestamp <= entity_dataframe.entity_timestamp
+        {% endif %}
+
         {% for entity in featureview.entities %}
         AND subquery.{{ entity }} = entity_dataframe.{{ entity }}
         {% endfor %}
diff --git a/sdk/python/feast/infra/offline_stores/contrib/athena_offline_store/athena_source.py b/sdk/python/feast/infra/offline_stores/contrib/athena_offline_store/athena_source.py
index 157ca35933f..1937f691f95 100644
--- a/sdk/python/feast/infra/offline_stores/contrib/athena_offline_store/athena_source.py
+++ b/sdk/python/feast/infra/offline_stores/contrib/athena_offline_store/athena_source.py
@@ -1,6 +1,7 @@
 from typing import Callable, Dict, Iterable, Optional, Tuple
 
 from feast import type_map
+from feast.credentials import ConnectionRef
 from feast.data_source import DataSource
 from feast.errors import DataSourceNoNameException, DataSourceNotFoundException
 from feast.feature_logging import LoggingDestination
@@ -35,6 +36,7 @@ def __init__(
         description: Optional[str] = "",
         tags: Optional[Dict[str, str]] = None,
         owner: Optional[str] = "",
+        connection_ref: Optional[ConnectionRef] = None,
     ):
         """
         Creates a AthenaSource object.
@@ -82,6 +84,7 @@ def __init__(
             description=description,
             tags=tags,
             owner=owner,
+            connection_ref=connection_ref,
         )
 
     @staticmethod
@@ -95,6 +98,7 @@ def from_proto(data_source: DataSourceProto):
         Returns:
             A AthenaSource object based on the data_source protobuf.
         """
+        tags = dict(data_source.tags)
         return AthenaSource(
             name=data_source.name,
             timestamp_field=data_source.timestamp_field,
@@ -106,7 +110,8 @@ def from_proto(data_source: DataSourceProto):
             date_partition_column=data_source.date_partition_column,
             query=data_source.athena_options.query,
             description=data_source.description,
-            tags=dict(data_source.tags),
+            tags=tags,
+            connection_ref=ConnectionRef.from_tags(tags),
         )
 
     # Note: Python requires redefining hash in child classes that override __eq__
@@ -115,9 +120,7 @@ def __hash__(self):
 
     def __eq__(self, other):
         if not isinstance(other, AthenaSource):
-            raise TypeError(
-                "Comparisons should only involve AthenaSource class objects."
-            )
+            return False
 
         return (
             super().__eq__(other)
diff --git a/sdk/python/feast/infra/offline_stores/contrib/clickhouse_offline_store/clickhouse.py b/sdk/python/feast/infra/offline_stores/contrib/clickhouse_offline_store/clickhouse.py
index 79958960c85..9e353151746 100644
--- a/sdk/python/feast/infra/offline_stores/contrib/clickhouse_offline_store/clickhouse.py
+++ b/sdk/python/feast/infra/offline_stores/contrib/clickhouse_offline_store/clickhouse.py
@@ -39,6 +39,8 @@ class ClickhouseOfflineStoreConfig(ClickhouseConfig):
 
 
 class ClickhouseOfflineStore(OfflineStore):
+    supports_filter_by_created_timestamp = True
+
     @staticmethod
     def get_historical_features(
         config: RepoConfig,
@@ -48,6 +50,7 @@ def get_historical_features(
         registry: BaseRegistry,
         project: str,
         full_feature_names: bool = False,
+        filter_by_created_timestamp: bool = False,
         **kwargs,
     ) -> RetrievalJob:
         assert isinstance(config.offline_store, ClickhouseOfflineStoreConfig)
@@ -123,6 +126,7 @@ def query_generator() -> Iterator[str]:
                     entity_df_columns=entity_schema.keys(),
                     query_template=MULTIPLE_FEATURE_VIEW_POINT_IN_TIME_JOIN,
                     full_feature_names=full_feature_names,
+                    filter_by_created_timestamp=filter_by_created_timestamp,
                 )
                 yield query
             finally:
@@ -539,6 +543,10 @@ def _append_alias(field_names: List[str], alias: str) -> List[str]:
         {% if featureview.ttl == 0 %}{% else %}
         AND subquery.event_timestamp >= entity_dataframe.entity_timestamp - interval {{ featureview.ttl }} second
         {% endif %}
+
+        {% if filter_by_created_timestamp and featureview.created_timestamp_column %}
+        AND subquery.created_timestamp <= entity_dataframe.entity_timestamp
+        {% endif %}
 ),
 
 /*
diff --git a/sdk/python/feast/infra/offline_stores/contrib/clickhouse_offline_store/clickhouse_source.py b/sdk/python/feast/infra/offline_stores/contrib/clickhouse_offline_store/clickhouse_source.py
index e3c4a5f6fda..27a72d2ccb6 100644
--- a/sdk/python/feast/infra/offline_stores/contrib/clickhouse_offline_store/clickhouse_source.py
+++ b/sdk/python/feast/infra/offline_stores/contrib/clickhouse_offline_store/clickhouse_source.py
@@ -16,6 +16,7 @@
 from clickhouse_connect.datatypes.temporal import DateTime, DateTime64
 
 from feast import RepoConfig, ValueType
+from feast.credentials import ConnectionRef
 from feast.data_source import DataSource
 from feast.errors import DataSourceNoNameException
 from feast.infra.utils.clickhouse.connection_utils import get_client
@@ -71,6 +72,7 @@ def __init__(
         description: Optional[str] = "",
         tags: Optional[dict[str, str]] = None,
         owner: Optional[str] = "",
+        connection_ref: Optional[ConnectionRef] = None,
     ):
         self._clickhouse_options = ClickhouseOptions(
             name=name, query=query, table=table
@@ -89,6 +91,7 @@ def __init__(
             description=description,
             tags=tags,
             owner=owner,
+            connection_ref=connection_ref,
         )
 
     @staticmethod
@@ -97,6 +100,7 @@ def from_proto(data_source: DataSourceProto) -> Any:
 
         postgres_options = json.loads(data_source.custom_options.configuration)
 
+        tags = dict(data_source.tags)
         return ClickhouseSource(
             name=postgres_options["name"],
             query=postgres_options["query"],
@@ -105,8 +109,9 @@ def from_proto(data_source: DataSourceProto) -> Any:
             timestamp_field=data_source.timestamp_field,
             created_timestamp_column=data_source.created_timestamp_column,
             description=data_source.description,
-            tags=dict(data_source.tags),
+            tags=tags,
             owner=data_source.owner,
+            connection_ref=ConnectionRef.from_tags(tags),
         )
 
     def _to_proto_impl(self) -> DataSourceProto:
diff --git a/sdk/python/feast/infra/offline_stores/contrib/couchbase_offline_store/couchbase.py b/sdk/python/feast/infra/offline_stores/contrib/couchbase_offline_store/couchbase.py
index 54921e9515e..7ff7ed7225f 100644
--- a/sdk/python/feast/infra/offline_stores/contrib/couchbase_offline_store/couchbase.py
+++ b/sdk/python/feast/infra/offline_stores/contrib/couchbase_offline_store/couchbase.py
@@ -64,6 +64,8 @@ class CouchbaseColumnarOfflineStoreConfig(FeastConfigBaseModel):
 
 
 class CouchbaseColumnarOfflineStore(OfflineStore):
+    supports_filter_by_created_timestamp = True
+
     @staticmethod
     def pull_latest_from_table_or_query(
         config: RepoConfig,
@@ -136,6 +138,7 @@ def get_historical_features(
         registry: BaseRegistry,
         project: str,
         full_feature_names: bool = False,
+        filter_by_created_timestamp: bool = False,
     ) -> RetrievalJob:
         """
         Retrieve historical features using point-in-time joins.
@@ -197,6 +200,7 @@ def query_generator() -> Iterator[str]:
                     entity_df_columns=entity_schema.keys(),
                     query_template=MULTIPLE_FEATURE_VIEW_POINT_IN_TIME_JOIN,
                     full_feature_names=full_feature_names,
+                    filter_by_created_timestamp=filter_by_created_timestamp,
                 )
                 yield query
             finally:
@@ -481,6 +485,7 @@ def build_point_in_time_query(
     entity_df_columns: KeysView[str],
     query_template: str,
     full_feature_names: bool = False,
+    filter_by_created_timestamp: bool = False,
 ) -> str:
     """Build point-in-time query between each feature view table and the entity dataframe for Couchbase Columnar"""
     template = Environment(loader=BaseLoader()).from_string(source=query_template)
@@ -507,6 +512,7 @@ def build_point_in_time_query(
         "featureviews": feature_view_query_contexts,
         "full_feature_names": full_feature_names,
         "final_output_feature_names": final_output_feature_names,
+        "filter_by_created_timestamp": filter_by_created_timestamp,
     }
 
     query = template.render(template_context)
@@ -620,6 +626,9 @@ def _get_entity_schema(
         {% if featureview.ttl == 0 %}{% else %}
         AND date_diff_str(entity_dataframe.entity_timestamp, subquery.event_timestamp, "second") <= {{ featureview.ttl }}
         {% endif %}
+        {% if filter_by_created_timestamp and featureview.created_timestamp_column %}
+        AND subquery.created_timestamp <= entity_dataframe.entity_timestamp
+        {% endif %}
         {% for entity in featureview.entities %}
         AND subquery.`{{ entity }}` = entity_dataframe.`{{ entity }}`
         {% endfor %}
diff --git a/sdk/python/feast/infra/offline_stores/contrib/couchbase_offline_store/couchbase_source.py b/sdk/python/feast/infra/offline_stores/contrib/couchbase_offline_store/couchbase_source.py
index 10b9863daed..84eeea63a9f 100644
--- a/sdk/python/feast/infra/offline_stores/contrib/couchbase_offline_store/couchbase_source.py
+++ b/sdk/python/feast/infra/offline_stores/contrib/couchbase_offline_store/couchbase_source.py
@@ -7,6 +7,7 @@
 from couchbase_columnar.options import ClusterOptions, QueryOptions, TimeoutOptions
 from typeguard import typechecked
 
+from feast.credentials import ConnectionRef
 from feast.data_source import DataSource
 from feast.errors import DataSourceNoNameException, ZeroColumnQueryResult
 from feast.feature_logging import LoggingDestination
@@ -43,6 +44,7 @@ def __init__(
         description: Optional[str] = "",
         tags: Optional[Dict[str, str]] = None,
         owner: Optional[str] = "",
+        connection_ref: Optional[ConnectionRef] = None,
     ):
         """Creates a CouchbaseColumnarSource object.
 
@@ -86,6 +88,7 @@ def __init__(
             description=description,
             tags=tags,
             owner=owner,
+            connection_ref=connection_ref,
         )
 
     def __hash__(self):
@@ -93,9 +96,7 @@ def __hash__(self):
 
     def __eq__(self, other):
         if not isinstance(other, CouchbaseColumnarSource):
-            raise TypeError(
-                "Comparisons should only involve CouchbaseColumnarSource class objects."
-            )
+            return False
 
         return (
             super().__eq__(other)
@@ -111,6 +112,7 @@ def from_proto(data_source: DataSourceProto):
 
         couchbase_options = json.loads(data_source.custom_options.configuration)
 
+        tags = dict(data_source.tags)
         return CouchbaseColumnarSource(
             name=couchbase_options["name"],
             query=couchbase_options["query"],
@@ -121,8 +123,9 @@ def from_proto(data_source: DataSourceProto):
             timestamp_field=data_source.timestamp_field,
             created_timestamp_column=data_source.created_timestamp_column,
             description=data_source.description,
-            tags=dict(data_source.tags),
+            tags=tags,
             owner=data_source.owner,
+            connection_ref=ConnectionRef.from_tags(tags),
         )
 
     def _to_proto_impl(self) -> DataSourceProto:
diff --git a/sdk/python/feast/infra/offline_stores/contrib/mongodb_offline_store/mongodb.py b/sdk/python/feast/infra/offline_stores/contrib/mongodb_offline_store/mongodb.py
index 76aa173cb95..c891df6e333 100644
--- a/sdk/python/feast/infra/offline_stores/contrib/mongodb_offline_store/mongodb.py
+++ b/sdk/python/feast/infra/offline_stores/contrib/mongodb_offline_store/mongodb.py
@@ -56,6 +56,7 @@
 
 from pydantic import StrictStr
 
+from feast.credentials import ConnectionRef
 from feast.data_source import DataSource
 from feast.errors import (
     DataSourceNoNameException,
@@ -133,6 +134,7 @@ def __init__(
         description: Optional[str] = "",
         tags: Optional[Dict[str, str]] = None,
         owner: Optional[str] = "",
+        connection_ref: Optional[ConnectionRef] = None,
     ):
         if name is None:
             raise DataSourceNoNameException()
@@ -144,6 +146,7 @@ def __init__(
             description=description,
             tags=tags or {},
             owner=owner,
+            connection_ref=connection_ref,
         )
 
     @property
@@ -159,14 +162,16 @@ def validate(self, config: RepoConfig) -> None:
     @staticmethod
     def from_proto(data_source: DataSourceProto) -> "MongoDBSource":
         assert data_source.HasField("custom_options")
+        tags = dict(data_source.tags)
         return MongoDBSource(
             name=data_source.name,
             timestamp_field=data_source.timestamp_field,
             created_timestamp_column=data_source.created_timestamp_column,
             field_mapping=dict(data_source.field_mapping),
             description=data_source.description,
-            tags=dict(data_source.tags),
+            tags=tags,
             owner=data_source.owner,
+            connection_ref=ConnectionRef.from_tags(tags),
         )
 
     def _to_proto_impl(self) -> DataSourceProto:
diff --git a/sdk/python/feast/infra/offline_stores/contrib/mssql_offline_store/mssql.py b/sdk/python/feast/infra/offline_stores/contrib/mssql_offline_store/mssql.py
index 4821aa8dcb6..fd3e2cb4a34 100644
--- a/sdk/python/feast/infra/offline_stores/contrib/mssql_offline_store/mssql.py
+++ b/sdk/python/feast/infra/offline_stores/contrib/mssql_offline_store/mssql.py
@@ -118,6 +118,8 @@ class MsSqlServerOfflineStoreConfig(FeastConfigBaseModel):
 
 
 class MsSqlServerOfflineStore(OfflineStore):
+    supports_filter_by_created_timestamp = True
+
     @staticmethod
     def pull_latest_from_table_or_query(
         config: RepoConfig,
@@ -151,6 +153,7 @@ def get_historical_features(
         registry: BaseRegistry,
         project: str,
         full_feature_names: bool = False,
+        filter_by_created_timestamp: bool = False,
     ) -> RetrievalJob:
         # TODO avoid this conversion
         if type(entity_df) == str:
@@ -168,6 +171,7 @@ def get_historical_features(
             data_source_reader=_build_data_source_reader(config),
             data_source_writer=_build_data_source_writer(config),
             event_expire_timestamp_fn=mssql_event_expire_timestamp_fn,
+            filter_by_created_timestamp=filter_by_created_timestamp,
         )
 
     @staticmethod
diff --git a/sdk/python/feast/infra/offline_stores/contrib/mssql_offline_store/mssqlserver_source.py b/sdk/python/feast/infra/offline_stores/contrib/mssql_offline_store/mssqlserver_source.py
index ce1107730eb..3ea98346c34 100644
--- a/sdk/python/feast/infra/offline_stores/contrib/mssql_offline_store/mssqlserver_source.py
+++ b/sdk/python/feast/infra/offline_stores/contrib/mssql_offline_store/mssqlserver_source.py
@@ -6,6 +6,7 @@
 from urllib import parse
 
 from feast import type_map
+from feast.credentials import ConnectionRef
 from feast.data_source import DataSource
 from feast.protos.feast.core.DataSource_pb2 import DataSource as DataSourceProto
 from feast.repo_config import RepoConfig
@@ -129,6 +130,7 @@ def __init__(
         description: Optional[str] = None,
         tags: Optional[Dict[str, str]] = None,
         owner: Optional[str] = None,
+        connection_ref: Optional[ConnectionRef] = None,
     ):
         """Creates a MsSqlServerSource object.
 
@@ -166,13 +168,12 @@ def __init__(
             owner=owner,
             name=name,
             timestamp_field=event_timestamp_column,
+            connection_ref=connection_ref,
         )
 
     def __eq__(self, other):
         if not isinstance(other, MsSqlServerSource):
-            raise TypeError(
-                "Comparisons should only involve SqlServerSource class objects."
-            )
+            return False
 
         return (
             self.name == other.name
@@ -214,6 +215,7 @@ def mssqlserver_options(self, sqlserver_options):
     @staticmethod
     def from_proto(data_source: DataSourceProto):
         options = json.loads(data_source.custom_options.configuration)
+        tags = dict(data_source.tags)
         return MsSqlServerSource(
             name=data_source.name,
             field_mapping=dict(data_source.field_mapping),
@@ -222,6 +224,8 @@ def from_proto(data_source: DataSourceProto):
             event_timestamp_column=data_source.timestamp_field,
             created_timestamp_column=data_source.created_timestamp_column,
             date_partition_column=data_source.date_partition_column,
+            tags=tags,
+            connection_ref=ConnectionRef.from_tags(tags),
         )
 
     def _to_proto_impl(self) -> DataSourceProto:
diff --git a/sdk/python/feast/infra/offline_stores/contrib/oracle_offline_store/oracle.py b/sdk/python/feast/infra/offline_stores/contrib/oracle_offline_store/oracle.py
index 43c37f8ec10..0aa657c69c9 100644
--- a/sdk/python/feast/infra/offline_stores/contrib/oracle_offline_store/oracle.py
+++ b/sdk/python/feast/infra/offline_stores/contrib/oracle_offline_store/oracle.py
@@ -1,6 +1,7 @@
-from datetime import datetime
+import json
+from datetime import date, datetime, timezone
 from pathlib import Path
-from typing import Any, Callable, List, Literal, Optional, Union
+from typing import Any, Callable, Dict, List, Literal, Optional, Tuple, Union
 
 import ibis
 import pandas as pd
@@ -22,7 +23,19 @@
     write_logged_features_ibis,
 )
 from feast.infra.offline_stores.offline_store import OfflineStore, RetrievalJob
+from feast.infra.offline_stores.offline_utils import get_timestamp_filter_sql
 from feast.infra.registry.base_registry import BaseRegistry
+from feast.monitoring.monitoring_utils import (
+    MON_TABLE_FEATURE,
+    MON_TABLE_FEATURE_SERVICE,
+    MON_TABLE_FEATURE_VIEW,
+    MON_TABLE_JOB,
+    empty_categorical_metric,
+    empty_numeric_metric,
+    monitoring_table_meta,
+    normalize_monitoring_row,
+    opt_float,
+)
 from feast.repo_config import FeastConfigBaseModel, RepoConfig
 from feast.utils import compute_non_entity_date_range
 
@@ -179,7 +192,302 @@ def _build_entity_df_from_feature_sources(
     return pd.concat(entity_dfs, ignore_index=True).drop_duplicates()
 
 
+# ------------------------------------------------------------------ #
+#  Oracle monitoring helpers
+# ------------------------------------------------------------------ #
+
+
+def _oracle_quote_ident(name: str) -> str:
+    return f'"{name}"'
+
+
+def _oracle_ts_where(ts_filter: str) -> str:
+    return f"({ts_filter})" if (ts_filter and ts_filter.strip()) else "1=1"
+
+
+def _oracle_fetchall(con, sql: str):
+    cur = con.raw_sql(sql)
+    try:
+        return cur.fetchall()
+    finally:
+        if hasattr(cur, "close"):
+            cur.close()
+
+
+def _oracle_exec(con, sql: str) -> None:
+    cur = con.raw_sql(sql)
+    try:
+        pass
+    finally:
+        if hasattr(cur, "close"):
+            cur.close()
+
+
+def _oracle_numeric_histogram(
+    con,
+    from_expression: str,
+    col_name: str,
+    ts_filter: str,
+    bins: int,
+    min_val: float,
+    max_val: float,
+) -> Dict[str, Any]:
+    q_col = _oracle_quote_ident(col_name)
+
+    if min_val == max_val:
+        tw = _oracle_ts_where(ts_filter)
+        cnt_row = _oracle_fetchall(
+            con,
+            f"SELECT COUNT(*) FROM {from_expression} _src "
+            f"WHERE {q_col} IS NOT NULL AND {tw}",
+        )
+        cnt = (cnt_row[0][0] if cnt_row else 0) or 0
+        return {"bins": [min_val, max_val], "counts": [cnt], "bin_width": 0.0}
+
+    upper = max_val + (max_val - min_val) * 1e-10
+    bin_width = (max_val - min_val) / bins
+    bw = bin_width if bin_width != 0 else 1e-300
+
+    tw = _oracle_ts_where(ts_filter)
+    query = (
+        f"SELECT bucket, COUNT(*) AS cnt FROM ("
+        f"  SELECT "
+        f"    CASE WHEN {q_col} IS NULL THEN NULL "
+        f"    WHEN {min_val} = {upper} THEN 1 "
+        f"    ELSE LEAST(GREATEST("
+        f"      FLOOR((CAST({q_col} AS NUMBER) - {min_val}) / {bw}) + 1, "
+        f"      1), {bins}) "
+        f"    END AS bucket "
+        f"  FROM {from_expression} _src "
+        f"  WHERE {q_col} IS NOT NULL AND {tw}"
+        f") sub "
+        f"WHERE bucket IS NOT NULL "
+        f"GROUP BY bucket ORDER BY bucket"
+    )
+
+    rows = _oracle_fetchall(con, query)
+    counts = [0] * bins
+    for bucket, cnt in rows:
+        b = int(bucket)
+        if 1 <= b <= bins:
+            counts[b - 1] = cnt
+
+    bin_edges = [min_val + i * bin_width for i in range(bins + 1)]
+    return {
+        "bins": [float(b) for b in bin_edges],
+        "counts": counts,
+        "bin_width": float(bin_width),
+    }
+
+
+def _oracle_numeric_stats(
+    con,
+    from_expression: str,
+    feature_names: List[str],
+    ts_filter: str,
+    histogram_bins: int,
+) -> List[Dict[str, Any]]:
+    select_parts = ["COUNT(*)"]
+    for col in feature_names:
+        q = _oracle_quote_ident(col)
+        c = f"CAST({q} AS NUMBER)"
+        select_parts.extend(
+            [
+                f"COUNT({q})",
+                f"AVG({c})",
+                f"STDDEV_SAMP({c})",
+                f"MIN({c})",
+                f"MAX({c})",
+                f"PERCENTILE_CONT(0.50) WITHIN GROUP (ORDER BY {c})",
+                f"PERCENTILE_CONT(0.75) WITHIN GROUP (ORDER BY {c})",
+                f"PERCENTILE_CONT(0.90) WITHIN GROUP (ORDER BY {c})",
+                f"PERCENTILE_CONT(0.95) WITHIN GROUP (ORDER BY {c})",
+                f"PERCENTILE_CONT(0.99) WITHIN GROUP (ORDER BY {c})",
+            ]
+        )
+
+    tw = _oracle_ts_where(ts_filter)
+    query = f"SELECT {', '.join(select_parts)} FROM {from_expression} _src WHERE {tw}"
+
+    row = (_oracle_fetchall(con, query) or [None])[0]
+
+    if row is None:
+        return [empty_numeric_metric(n) for n in feature_names]
+
+    row_count = row[0]
+    results: List[Dict[str, Any]] = []
+
+    for i, col in enumerate(feature_names):
+        base = 1 + i * 10
+        non_null = row[base] or 0
+        null_count = row_count - non_null
+
+        min_val = opt_float(row[base + 3])
+        max_val = opt_float(row[base + 4])
+
+        result: Dict[str, Any] = {
+            "feature_name": col,
+            "feature_type": "numeric",
+            "row_count": row_count,
+            "null_count": null_count,
+            "null_rate": null_count / row_count if row_count > 0 else 0.0,
+            "mean": opt_float(row[base + 1]),
+            "stddev": opt_float(row[base + 2]),
+            "min_val": min_val,
+            "max_val": max_val,
+            "p50": opt_float(row[base + 5]),
+            "p75": opt_float(row[base + 6]),
+            "p90": opt_float(row[base + 7]),
+            "p95": opt_float(row[base + 8]),
+            "p99": opt_float(row[base + 9]),
+            "histogram": None,
+        }
+
+        if min_val is not None and max_val is not None and non_null > 0:
+            result["histogram"] = _oracle_numeric_histogram(
+                con,
+                from_expression,
+                col,
+                ts_filter,
+                histogram_bins,
+                min_val,
+                max_val,
+            )
+
+        results.append(result)
+
+    return results
+
+
+def _oracle_categorical_stats(
+    con,
+    from_expression: str,
+    col_name: str,
+    ts_filter: str,
+    top_n: int,
+) -> Dict[str, Any]:
+    q_col = _oracle_quote_ident(col_name)
+
+    tw = _oracle_ts_where(ts_filter)
+    query = (
+        f"WITH filtered AS ("
+        f"  SELECT * FROM {from_expression} _src WHERE {tw}"
+        f") "
+        f"SELECT "
+        f"  (SELECT COUNT(*) FROM filtered) AS row_count, "
+        f"  (SELECT COUNT(*) - COUNT({q_col}) FROM filtered) AS null_count, "
+        f"  (SELECT COUNT(DISTINCT {q_col}) FROM filtered "
+        f"   WHERE {q_col} IS NOT NULL) AS unique_count, "
+        f"  TO_CHAR({q_col}) AS value, COUNT(*) AS cnt "
+        f"FROM filtered WHERE {q_col} IS NOT NULL "
+        f"GROUP BY {q_col} "
+        f"ORDER BY cnt DESC "
+        f"FETCH FIRST {int(top_n)} ROWS ONLY"
+    )
+
+    rows = _oracle_fetchall(con, query)
+
+    if not rows:
+        return empty_categorical_metric(col_name)
+
+    row_count = rows[0][0]
+    null_count = rows[0][1]
+    unique_count = rows[0][2]
+
+    top_entries = [{"value": r[3], "count": r[4]} for r in rows]
+    top_total = sum(e["count"] for e in top_entries)
+    other_count = (row_count - null_count) - top_total
+
+    return {
+        "feature_name": col_name,
+        "feature_type": "categorical",
+        "row_count": row_count,
+        "null_count": null_count,
+        "null_rate": null_count / row_count if row_count > 0 else 0.0,
+        "mean": None,
+        "stddev": None,
+        "min_val": None,
+        "max_val": None,
+        "p50": None,
+        "p75": None,
+        "p90": None,
+        "p95": None,
+        "p99": None,
+        "histogram": {
+            "values": top_entries,
+            "other_count": max(other_count, 0),
+            "unique_count": unique_count,
+        },
+    }
+
+
+def _oracle_escape_literal(val: Any) -> str:
+    if val is None:
+        return "NULL"
+    if isinstance(val, bool):
+        return "1" if val else "0"
+    if isinstance(val, (int, float)) and not isinstance(val, bool):
+        return str(val)
+    if isinstance(val, datetime):
+        s = val.isoformat(sep=" ", timespec="seconds")
+        return f"TIMESTAMP '{s}'"
+    if isinstance(val, date):
+        return f"DATE '{val.isoformat()}'"
+    s = str(val).replace("'", "''")
+    return f"'{s}'"
+
+
+def _oracle_merge_metric_row(
+    con, table: str, columns: List[str], pk_cols: List[str], row: Dict[str, Any]
+) -> None:
+    def qid(c: str) -> str:
+        return f'"{c}"'
+
+    non_pk = [c for c in columns if c not in pk_cols]
+    vals = []
+    for c in columns:
+        v = row.get(c)
+        if c == "histogram" and v is not None and not isinstance(v, str):
+            v = json.dumps(v)
+        vals.append(_oracle_escape_literal(v))
+
+    join_cond = " AND ".join(f"t.{qid(c)} = s.{qid(c)}" for c in pk_cols)
+    insert_cols = ", ".join(qid(c) for c in columns)
+    insert_vals = ", ".join(f"s.{qid(c)}" for c in columns)
+    update_set = ", ".join(f"t.{qid(c)} = s.{qid(c)}" for c in non_pk)
+
+    src_select = ", ".join(
+        f"{vals[i]} AS {qid(columns[i])}" for i in range(len(columns))
+    )
+
+    sql = (
+        f"MERGE INTO {table} t "
+        f"USING (SELECT {src_select} FROM dual) s "
+        f"ON ({join_cond}) "
+        f"WHEN MATCHED THEN UPDATE SET {update_set} "
+        f"WHEN NOT MATCHED THEN INSERT ({insert_cols}) VALUES ({insert_vals})"
+    )
+    _oracle_exec(con, sql)
+
+
+def _oracle_try_execute_ddl(con, ddl: str) -> None:
+    """Run DDL; ignore ORA-00955 (name already used)."""
+    escaped = ddl.strip().replace("'", "''")
+    plsql = (
+        "BEGIN\n"
+        f"  EXECUTE IMMEDIATE '{escaped}';\n"
+        "EXCEPTION\n"
+        "  WHEN OTHERS THEN\n"
+        "    IF SQLCODE != -955 THEN RAISE;\n"
+        "    END IF;\n"
+        "END;"
+    )
+    _oracle_exec(con, plsql)
+
+
 class OracleOfflineStore(OfflineStore):
+    supports_filter_by_created_timestamp = True
+
     @staticmethod
     def pull_latest_from_table_or_query(
         config: RepoConfig,
@@ -215,6 +523,7 @@ def get_historical_features(
         registry: BaseRegistry,
         project: str,
         full_feature_names: bool = False,
+        filter_by_created_timestamp: bool = False,
         **kwargs,
     ) -> RetrievalJob:
         if not feature_views:
@@ -248,6 +557,7 @@ def get_historical_features(
             full_feature_names=full_feature_names,
             data_source_reader=_build_data_source_reader(config, con=con),
             data_source_writer=_build_data_source_writer(config, con=con),
+            filter_by_created_timestamp=filter_by_created_timestamp,
         )
 
     @staticmethod
@@ -306,3 +616,289 @@ def write_logged_features(
             logging_config=logging_config,
             registry=registry,
         )
+
+    @staticmethod
+    def compute_monitoring_metrics(
+        config: RepoConfig,
+        data_source: DataSource,
+        feature_columns: List[Tuple[str, str]],
+        timestamp_field: str,
+        start_date: Optional[datetime] = None,
+        end_date: Optional[datetime] = None,
+        histogram_bins: int = 20,
+        top_n: int = 10,
+    ) -> List[Dict[str, Any]]:
+        assert isinstance(config.offline_store, OracleOfflineStoreConfig)
+        assert isinstance(data_source, OracleSource)
+
+        from_expression = data_source.get_table_query_string()
+        ts_filter = get_timestamp_filter_sql(
+            start_date,
+            end_date,
+            timestamp_field,
+            tz=timezone.utc,
+            cast_style="timestamp",
+            date_time_separator=" ",
+        )
+
+        numeric_features = [n for n, t in feature_columns if t == "numeric"]
+        categorical_features = [n for n, t in feature_columns if t == "categorical"]
+        results: List[Dict[str, Any]] = []
+
+        con = get_ibis_connection(config)
+
+        if numeric_features:
+            results.extend(
+                _oracle_numeric_stats(
+                    con,
+                    from_expression,
+                    numeric_features,
+                    ts_filter,
+                    histogram_bins,
+                )
+            )
+
+        for col_name in categorical_features:
+            results.append(
+                _oracle_categorical_stats(
+                    con,
+                    from_expression,
+                    col_name,
+                    ts_filter,
+                    top_n,
+                )
+            )
+
+        return results
+
+    @staticmethod
+    def get_monitoring_max_timestamp(
+        config: RepoConfig,
+        data_source: DataSource,
+        timestamp_field: str,
+    ) -> Optional[datetime]:
+        assert isinstance(config.offline_store, OracleOfflineStoreConfig)
+        assert isinstance(data_source, OracleSource)
+
+        from_expression = data_source.get_table_query_string()
+        ts_col = _oracle_quote_ident(timestamp_field)
+
+        con = get_ibis_connection(config)
+        rows = _oracle_fetchall(
+            con,
+            f"SELECT MAX({ts_col}) FROM {from_expression} _src",
+        )
+        row = rows[0] if rows else None
+
+        if row is None or row[0] is None:
+            return None
+        val = row[0]
+        if isinstance(val, datetime):
+            return val if val.tzinfo else val.replace(tzinfo=timezone.utc)
+        if isinstance(val, date):
+            return datetime.combine(val, datetime.min.time(), tzinfo=timezone.utc)
+        return None
+
+    @staticmethod
+    def ensure_monitoring_tables(config: RepoConfig) -> None:
+        assert isinstance(config.offline_store, OracleOfflineStoreConfig)
+        con = get_ibis_connection(config)
+
+        _oracle_try_execute_ddl(
+            con,
+            f"""
+            CREATE TABLE {MON_TABLE_FEATURE} (
+              project_id         VARCHAR2(255) NOT NULL,
+              feature_view_name  VARCHAR2(255) NOT NULL,
+              feature_name       VARCHAR2(255) NOT NULL,
+              metric_date        DATE NOT NULL,
+              granularity        VARCHAR2(20) DEFAULT 'daily' NOT NULL,
+              data_source_type   VARCHAR2(50) DEFAULT 'batch' NOT NULL,
+              computed_at        TIMESTAMP WITH TIME ZONE DEFAULT SYSTIMESTAMP NOT NULL,
+              is_baseline        NUMBER(1) DEFAULT 0 NOT NULL,
+              feature_type       VARCHAR2(50) NOT NULL,
+              row_count          NUMBER,
+              null_count         NUMBER,
+              null_rate          NUMBER,
+              mean               NUMBER,
+              stddev             NUMBER,
+              min_val            NUMBER,
+              max_val            NUMBER,
+              p50                NUMBER,
+              p75                NUMBER,
+              p90                NUMBER,
+              p95                NUMBER,
+              p99                NUMBER,
+              histogram          VARCHAR2(4000),
+              CONSTRAINT pk_fm PRIMARY KEY (project_id, feature_view_name,
+                feature_name, metric_date, granularity, data_source_type)
+            )
+            """,
+        )
+
+        _oracle_try_execute_ddl(
+            con,
+            f"""
+            CREATE TABLE {MON_TABLE_FEATURE_VIEW} (
+              project_id         VARCHAR2(255) NOT NULL,
+              feature_view_name  VARCHAR2(255) NOT NULL,
+              metric_date        DATE NOT NULL,
+              granularity        VARCHAR2(20) DEFAULT 'daily' NOT NULL,
+              data_source_type   VARCHAR2(50) DEFAULT 'batch' NOT NULL,
+              computed_at        TIMESTAMP WITH TIME ZONE DEFAULT SYSTIMESTAMP NOT NULL,
+              is_baseline        NUMBER(1) DEFAULT 0 NOT NULL,
+              total_row_count    NUMBER,
+              total_features     NUMBER,
+              features_with_nulls NUMBER,
+              avg_null_rate      NUMBER,
+              max_null_rate      NUMBER,
+              CONSTRAINT pk_fvm PRIMARY KEY (project_id, feature_view_name,
+                metric_date, granularity, data_source_type)
+            )
+            """,
+        )
+
+        _oracle_try_execute_ddl(
+            con,
+            f"""
+            CREATE TABLE {MON_TABLE_FEATURE_SERVICE} (
+              project_id           VARCHAR2(255) NOT NULL,
+              feature_service_name VARCHAR2(255) NOT NULL,
+              metric_date          DATE NOT NULL,
+              granularity          VARCHAR2(20) DEFAULT 'daily' NOT NULL,
+              data_source_type     VARCHAR2(50) DEFAULT 'batch' NOT NULL,
+              computed_at          TIMESTAMP WITH TIME ZONE DEFAULT SYSTIMESTAMP NOT NULL,
+              is_baseline          NUMBER(1) DEFAULT 0 NOT NULL,
+              total_feature_views  NUMBER,
+              total_features       NUMBER,
+              avg_null_rate        NUMBER,
+              max_null_rate        NUMBER,
+              CONSTRAINT pk_fsm PRIMARY KEY (project_id, feature_service_name,
+                metric_date, granularity, data_source_type)
+            )
+            """,
+        )
+
+        _oracle_try_execute_ddl(
+            con,
+            f"""
+            CREATE TABLE {MON_TABLE_JOB} (
+              job_id             VARCHAR2(36) NOT NULL,
+              project_id         VARCHAR2(255) NOT NULL,
+              feature_view_name  VARCHAR2(255),
+              job_type           VARCHAR2(50) NOT NULL,
+              status             VARCHAR2(20) DEFAULT 'pending' NOT NULL,
+              parameters         VARCHAR2(4000),
+              metric_date        DATE NOT NULL,
+              started_at         TIMESTAMP WITH TIME ZONE,
+              completed_at       TIMESTAMP WITH TIME ZONE,
+              error_message      VARCHAR2(4000),
+              result_summary     VARCHAR2(4000),
+              CONSTRAINT pk_fmj PRIMARY KEY (job_id)
+            )
+            """,
+        )
+
+    @staticmethod
+    def save_monitoring_metrics(
+        config: RepoConfig,
+        metric_type: str,
+        metrics: List[Dict[str, Any]],
+    ) -> None:
+        if not metrics:
+            return
+        assert isinstance(config.offline_store, OracleOfflineStoreConfig)
+
+        table, columns, pk_columns = monitoring_table_meta(metric_type)
+        con = get_ibis_connection(config)
+        for row in metrics:
+            _oracle_merge_metric_row(con, table, columns, pk_columns, row)
+
+    @staticmethod
+    def query_monitoring_metrics(
+        config: RepoConfig,
+        project: str,
+        metric_type: str,
+        filters: Optional[Dict[str, Any]] = None,
+        start_date: Optional[date] = None,
+        end_date: Optional[date] = None,
+    ) -> List[Dict[str, Any]]:
+        assert isinstance(config.offline_store, OracleOfflineStoreConfig)
+
+        table, columns, _ = monitoring_table_meta(metric_type)
+
+        conditions: list = []
+        if project:
+            conditions.append(
+                f"{_oracle_quote_ident('project_id')} = {_oracle_escape_literal(project)}"
+            )
+        if filters:
+            for key, value in filters.items():
+                if value is not None:
+                    conditions.append(
+                        f"{_oracle_quote_ident(key)} = {_oracle_escape_literal(value)}"
+                    )
+        if start_date:
+            conditions.append(
+                f"{_oracle_quote_ident('metric_date')} >= {_oracle_escape_literal(start_date)}"
+            )
+        if end_date:
+            conditions.append(
+                f"{_oracle_quote_ident('metric_date')} <= {_oracle_escape_literal(end_date)}"
+            )
+
+        where_sql = " AND ".join(conditions) if conditions else "1=1"
+        col_list = ", ".join(_oracle_quote_ident(c) for c in columns)
+        order_col = "metric_date" if "metric_date" in columns else "job_id"
+
+        con = get_ibis_connection(config)
+        rows = _oracle_fetchall(
+            con,
+            f"SELECT {col_list} FROM {table} WHERE {where_sql} "
+            f"ORDER BY {_oracle_quote_ident(order_col)} ASC",
+        )
+
+        results = []
+        for row in rows:
+            record = dict(zip(columns, row))
+            results.append(normalize_monitoring_row(record))
+
+        return results
+
+    @staticmethod
+    def clear_monitoring_baseline(
+        config: RepoConfig,
+        project: str,
+        feature_view_name: Optional[str] = None,
+        feature_name: Optional[str] = None,
+        data_source_type: Optional[str] = None,
+    ) -> None:
+        assert isinstance(config.offline_store, OracleOfflineStoreConfig)
+
+        conditions = [
+            f"{_oracle_quote_ident('project_id')} = {_oracle_escape_literal(project)}"
+        ]
+        if feature_view_name:
+            conditions.append(
+                f"{_oracle_quote_ident('feature_view_name')} = "
+                f"{_oracle_escape_literal(feature_view_name)}"
+            )
+        if feature_name:
+            conditions.append(
+                f"{_oracle_quote_ident('feature_name')} = "
+                f"{_oracle_escape_literal(feature_name)}"
+            )
+        if data_source_type:
+            conditions.append(
+                f"{_oracle_quote_ident('data_source_type')} = "
+                f"{_oracle_escape_literal(data_source_type)}"
+            )
+        conditions.append(f"{_oracle_quote_ident('is_baseline')} = 1")
+
+        where_sql = " AND ".join(conditions)
+        con = get_ibis_connection(config)
+        _oracle_exec(
+            con,
+            f"UPDATE {MON_TABLE_FEATURE} SET {_oracle_quote_ident('is_baseline')} = 0 "
+            f"WHERE {where_sql}",
+        )
diff --git a/sdk/python/feast/infra/offline_stores/contrib/oracle_offline_store/oracle_source.py b/sdk/python/feast/infra/offline_stores/contrib/oracle_offline_store/oracle_source.py
index cb2de89538e..e442b3b66b3 100644
--- a/sdk/python/feast/infra/offline_stores/contrib/oracle_offline_store/oracle_source.py
+++ b/sdk/python/feast/infra/offline_stores/contrib/oracle_offline_store/oracle_source.py
@@ -2,6 +2,7 @@
 from typing import Callable, Dict, Iterable, Optional, Tuple
 
 from feast import type_map
+from feast.credentials import ConnectionRef
 from feast.data_source import DataSource
 from feast.protos.feast.core.DataSource_pb2 import DataSource as DataSourceProto
 from feast.repo_config import RepoConfig
@@ -74,6 +75,7 @@ def __init__(
         description: Optional[str] = None,
         tags: Optional[Dict[str, str]] = None,
         owner: Optional[str] = None,
+        connection_ref: Optional[ConnectionRef] = None,
     ):
         """Creates an OracleSource object.
 
@@ -101,13 +103,12 @@ def __init__(
             owner=owner,
             name=name,
             timestamp_field=event_timestamp_column,
+            connection_ref=connection_ref,
         )
 
     def __eq__(self, other):
         if not isinstance(other, OracleSource):
-            raise TypeError(
-                "Comparisons should only involve OracleSource class objects."
-            )
+            return False
 
         return (
             self.name == other.name
@@ -144,6 +145,7 @@ def oracle_options(self, oracle_options):
     @staticmethod
     def from_proto(data_source: DataSourceProto):
         options = json.loads(data_source.custom_options.configuration)
+        tags = dict(data_source.tags)
         return OracleSource(
             name=data_source.name,
             field_mapping=dict(data_source.field_mapping),
@@ -151,6 +153,8 @@ def from_proto(data_source: DataSourceProto):
             event_timestamp_column=data_source.timestamp_field,
             created_timestamp_column=data_source.created_timestamp_column,
             date_partition_column=data_source.date_partition_column,
+            tags=tags,
+            connection_ref=ConnectionRef.from_tags(tags),
         )
 
     def _to_proto_impl(self) -> DataSourceProto:
diff --git a/sdk/python/feast/infra/offline_stores/contrib/postgres_offline_store/postgres.py b/sdk/python/feast/infra/offline_stores/contrib/postgres_offline_store/postgres.py
index 50e48208647..63363715cd6 100644
--- a/sdk/python/feast/infra/offline_stores/contrib/postgres_offline_store/postgres.py
+++ b/sdk/python/feast/infra/offline_stores/contrib/postgres_offline_store/postgres.py
@@ -1,6 +1,6 @@
 import contextlib
 from dataclasses import asdict
-from datetime import datetime, timezone
+from datetime import date, datetime, timezone
 from enum import Enum
 from typing import (
     Any,
@@ -42,6 +42,17 @@
     get_query_schema,
 )
 from feast.infra.utils.postgres.postgres_config import PostgreSQLConfig
+from feast.monitoring.monitoring_utils import (
+    MON_TABLE_FEATURE,
+    MON_TABLE_FEATURE_SERVICE,
+    MON_TABLE_FEATURE_VIEW,
+    MON_TABLE_JOB,
+    empty_categorical_metric,
+    empty_numeric_metric,
+    monitoring_table_meta,
+    normalize_monitoring_row,
+    opt_float,
+)
 from feast.on_demand_feature_view import OnDemandFeatureView
 from feast.repo_config import RepoConfig
 from feast.saved_dataset import SavedDatasetStorage
@@ -64,6 +75,8 @@ class PostgreSQLOfflineStoreConfig(PostgreSQLConfig):
 
 
 class PostgreSQLOfflineStore(OfflineStore):
+    supports_filter_by_created_timestamp = True
+
     @staticmethod
     def pull_latest_from_table_or_query(
         config: RepoConfig,
@@ -88,14 +101,35 @@ def pull_latest_from_table_or_query(
         if created_timestamp_column:
             timestamps.append(created_timestamp_column)
         timestamp_desc_string = " DESC, ".join(_append_alias(timestamps, "a")) + " DESC"
-        a_field_string = ", ".join(
-            _append_alias(join_key_columns + feature_name_columns + timestamps, "a")
-        )
-        b_field_string = ", ".join(
-            _append_alias(join_key_columns + feature_name_columns + timestamps, "b")
-        )
-
-        query = f"""
+        # Empty feature_name_columns means "all source columns". BatchFeatureView
+        # python/pandas/ray transforms signal this via get_column_info. Selecting
+        # only join keys + timestamps would starve the UDF of input features.
+        if not feature_name_columns:
+            distinct_on = ", ".join(f'a."{c}"' for c in join_key_columns) or (
+                f'a."{timestamp_field}"'
+            )
+            order_by_parts = [f'a."{c}"' for c in join_key_columns] + [
+                f'a."{timestamp_field}" DESC'
+            ]
+            if created_timestamp_column:
+                order_by_parts.append(f'a."{created_timestamp_column}" DESC')
+            order_by = ", ".join(order_by_parts)
+            query = f"""
+            SELECT DISTINCT ON ({distinct_on})
+                a.*
+                {f", {repr(DUMMY_ENTITY_VAL)} AS {DUMMY_ENTITY_ID}" if not join_key_columns else ""}
+            FROM {from_expression} a
+            WHERE a."{timestamp_field}" BETWEEN '{start_date}'::timestamptz AND '{end_date}'::timestamptz
+            ORDER BY {order_by}
+            """
+        else:
+            a_field_string = ", ".join(
+                _append_alias(join_key_columns + feature_name_columns + timestamps, "a")
+            )
+            b_field_string = ", ".join(
+                _append_alias(join_key_columns + feature_name_columns + timestamps, "b")
+            )
+            query = f"""
             SELECT
                 {b_field_string}
                 {f", {repr(DUMMY_ENTITY_VAL)} AS {DUMMY_ENTITY_ID}" if not join_key_columns else ""}
@@ -124,6 +158,7 @@ def get_historical_features(
         registry: BaseRegistry,
         project: str,
         full_feature_names: bool = False,
+        filter_by_created_timestamp: bool = False,
         **kwargs,
     ) -> RetrievalJob:
         assert isinstance(config.offline_store, PostgreSQLOfflineStoreConfig)
@@ -211,6 +246,7 @@ def query_generator() -> Iterator[str]:
                     use_cte=use_cte,
                     start_date=start_date,
                     end_date=end_date,
+                    filter_by_created_timestamp=filter_by_created_timestamp,
                 )
             finally:
                 # Only cleanup if we created a table
@@ -260,12 +296,17 @@ def pull_all_from_table_or_query(
         timestamp_fields = [timestamp_field]
         if created_timestamp_column:
             timestamp_fields.append(created_timestamp_column)
-        field_string = ", ".join(
-            _append_alias(
-                join_key_columns + feature_name_columns + timestamp_fields,
-                "paftoq_alias",
+        # Empty feature_name_columns => SELECT * (BatchFeatureView python mode).
+        # Default materialization uses pull_all (pull_latest_features=False).
+        if not feature_name_columns:
+            field_string = "paftoq_alias.*"
+        else:
+            field_string = ", ".join(
+                _append_alias(
+                    join_key_columns + feature_name_columns + timestamp_fields,
+                    "paftoq_alias",
+                )
             )
-        )
 
         timestamp_filter = get_timestamp_filter_sql(
             start_date,
@@ -289,6 +330,263 @@ def pull_all_from_table_or_query(
             on_demand_feature_views=None,
         )
 
+    @staticmethod
+    def compute_monitoring_metrics(
+        config: RepoConfig,
+        data_source: DataSource,
+        feature_columns: List[Tuple[str, str]],
+        timestamp_field: str,
+        start_date: Optional[datetime] = None,
+        end_date: Optional[datetime] = None,
+        histogram_bins: int = 20,
+        top_n: int = 10,
+    ) -> List[Dict[str, Any]]:
+        assert isinstance(config.offline_store, PostgreSQLOfflineStoreConfig)
+        assert isinstance(data_source, PostgreSQLSource)
+
+        from_expression = data_source.get_table_query_string()
+        ts_filter = (
+            get_timestamp_filter_sql(
+                start_date,
+                end_date,
+                timestamp_field,
+                tz=timezone.utc,
+                cast_style="timestamptz",
+                date_time_separator=" ",
+            )
+            or "1=1"
+        )
+
+        numeric_features = [n for n, t in feature_columns if t == "numeric"]
+        categorical_features = [n for n, t in feature_columns if t == "categorical"]
+        results: List[Dict[str, Any]] = []
+
+        with _get_conn(config.offline_store) as conn:
+            conn.read_only = True
+
+            if numeric_features:
+                results.extend(
+                    _sql_numeric_stats(
+                        conn,
+                        from_expression,
+                        numeric_features,
+                        ts_filter,
+                        histogram_bins,
+                    )
+                )
+
+            for col_name in categorical_features:
+                results.append(
+                    _sql_categorical_stats(
+                        conn,
+                        from_expression,
+                        col_name,
+                        ts_filter,
+                        top_n,
+                    )
+                )
+
+        return results
+
+    @staticmethod
+    def get_monitoring_max_timestamp(
+        config: RepoConfig,
+        data_source: DataSource,
+        timestamp_field: str,
+    ) -> Optional[datetime]:
+        assert isinstance(config.offline_store, PostgreSQLOfflineStoreConfig)
+        assert isinstance(data_source, PostgreSQLSource)
+
+        from_expression = data_source.get_table_query_string_with_alias("max_ts_alias")
+
+        with _get_conn(config.offline_store) as conn:
+            conn.read_only = True
+            with conn.cursor() as cur:
+                cur.execute(f'SELECT MAX("{timestamp_field}") FROM {from_expression}')
+                row = cur.fetchone()
+
+        if row is None or row[0] is None:
+            return None
+        val = row[0]
+        if isinstance(val, datetime):
+            return val if val.tzinfo else val.replace(tzinfo=timezone.utc)
+        return datetime.combine(val, datetime.min.time(), tzinfo=timezone.utc)
+
+    # ------------------------------------------------------------------ #
+    #  Monitoring metrics storage (native PostgreSQL)
+    # ------------------------------------------------------------------ #
+
+    @staticmethod
+    def ensure_monitoring_tables(config: RepoConfig) -> None:
+        assert isinstance(config.offline_store, PostgreSQLOfflineStoreConfig)
+        with _get_conn(config.offline_store) as conn, conn.cursor() as cur:
+            cur.execute(f"""
+                CREATE TABLE IF NOT EXISTS {MON_TABLE_FEATURE} (
+                    project_id        VARCHAR(255) NOT NULL,
+                    feature_view_name VARCHAR(255) NOT NULL,
+                    feature_name      VARCHAR(255) NOT NULL,
+                    metric_date       DATE         NOT NULL,
+                    granularity       VARCHAR(20)  NOT NULL DEFAULT 'daily',
+                    data_source_type  VARCHAR(50)  NOT NULL DEFAULT 'batch',
+                    computed_at       TIMESTAMPTZ  NOT NULL DEFAULT NOW(),
+                    is_baseline       BOOLEAN      NOT NULL DEFAULT FALSE,
+                    feature_type      VARCHAR(50)  NOT NULL,
+                    row_count         BIGINT,
+                    null_count        BIGINT,
+                    null_rate         DOUBLE PRECISION,
+                    mean              DOUBLE PRECISION,
+                    stddev            DOUBLE PRECISION,
+                    min_val           DOUBLE PRECISION,
+                    max_val           DOUBLE PRECISION,
+                    p50               DOUBLE PRECISION,
+                    p75               DOUBLE PRECISION,
+                    p90               DOUBLE PRECISION,
+                    p95               DOUBLE PRECISION,
+                    p99               DOUBLE PRECISION,
+                    histogram         JSONB,
+                    PRIMARY KEY (project_id, feature_view_name, feature_name,
+                                 metric_date, granularity, data_source_type)
+                );
+                CREATE INDEX IF NOT EXISTS idx_fm_feature_metrics_project
+                    ON {MON_TABLE_FEATURE} (project_id);
+                CREATE INDEX IF NOT EXISTS idx_fm_feature_metrics_view
+                    ON {MON_TABLE_FEATURE} (project_id, feature_view_name);
+                CREATE INDEX IF NOT EXISTS idx_fm_feature_metrics_date
+                    ON {MON_TABLE_FEATURE} (metric_date);
+                CREATE INDEX IF NOT EXISTS idx_fm_feature_metrics_granularity
+                    ON {MON_TABLE_FEATURE} (granularity);
+                CREATE INDEX IF NOT EXISTS idx_fm_feature_metrics_baseline
+                    ON {MON_TABLE_FEATURE} (project_id, feature_view_name, feature_name)
+                    WHERE is_baseline = TRUE;
+            """)
+
+            cur.execute(f"""
+                CREATE TABLE IF NOT EXISTS {MON_TABLE_FEATURE_VIEW} (
+                    project_id        VARCHAR(255) NOT NULL,
+                    feature_view_name VARCHAR(255) NOT NULL,
+                    metric_date       DATE         NOT NULL,
+                    granularity       VARCHAR(20)  NOT NULL DEFAULT 'daily',
+                    data_source_type  VARCHAR(50)  NOT NULL DEFAULT 'batch',
+                    computed_at       TIMESTAMPTZ  NOT NULL DEFAULT NOW(),
+                    is_baseline       BOOLEAN      NOT NULL DEFAULT FALSE,
+                    total_row_count   BIGINT,
+                    total_features    INTEGER,
+                    features_with_nulls INTEGER,
+                    avg_null_rate     DOUBLE PRECISION,
+                    max_null_rate     DOUBLE PRECISION,
+                    PRIMARY KEY (project_id, feature_view_name, metric_date,
+                                 granularity, data_source_type)
+                );
+            """)
+
+            cur.execute(f"""
+                CREATE TABLE IF NOT EXISTS {MON_TABLE_FEATURE_SERVICE} (
+                    project_id           VARCHAR(255) NOT NULL,
+                    feature_service_name VARCHAR(255) NOT NULL,
+                    metric_date          DATE         NOT NULL,
+                    granularity          VARCHAR(20)  NOT NULL DEFAULT 'daily',
+                    data_source_type     VARCHAR(50)  NOT NULL DEFAULT 'batch',
+                    computed_at          TIMESTAMPTZ  NOT NULL DEFAULT NOW(),
+                    is_baseline          BOOLEAN      NOT NULL DEFAULT FALSE,
+                    total_feature_views  INTEGER,
+                    total_features       INTEGER,
+                    avg_null_rate        DOUBLE PRECISION,
+                    max_null_rate        DOUBLE PRECISION,
+                    PRIMARY KEY (project_id, feature_service_name, metric_date,
+                                 granularity, data_source_type)
+                );
+            """)
+
+            cur.execute(f"""
+                CREATE TABLE IF NOT EXISTS {MON_TABLE_JOB} (
+                    job_id            VARCHAR(36) PRIMARY KEY,
+                    project_id        VARCHAR(255) NOT NULL,
+                    feature_view_name VARCHAR(255),
+                    job_type          VARCHAR(50)  NOT NULL,
+                    status            VARCHAR(20)  NOT NULL DEFAULT 'pending',
+                    parameters        TEXT,
+                    metric_date       DATE         NOT NULL,
+                    started_at        TIMESTAMPTZ,
+                    completed_at      TIMESTAMPTZ,
+                    error_message     TEXT,
+                    result_summary    TEXT
+                );
+                CREATE INDEX IF NOT EXISTS idx_fm_jobs_status
+                    ON {MON_TABLE_JOB} (status);
+                CREATE INDEX IF NOT EXISTS idx_fm_jobs_project
+                    ON {MON_TABLE_JOB} (project_id);
+            """)
+            conn.commit()
+
+    @staticmethod
+    def save_monitoring_metrics(
+        config: RepoConfig,
+        metric_type: str,
+        metrics: List[Dict[str, Any]],
+    ) -> None:
+        if not metrics:
+            return
+        assert isinstance(config.offline_store, PostgreSQLOfflineStoreConfig)
+
+        table, columns, pk_columns = monitoring_table_meta(metric_type)
+        _mon_upsert(config.offline_store, table, columns, pk_columns, metrics)
+
+    @staticmethod
+    def query_monitoring_metrics(
+        config: RepoConfig,
+        project: str,
+        metric_type: str,
+        filters: Optional[Dict[str, Any]] = None,
+        start_date: Optional["date"] = None,
+        end_date: Optional["date"] = None,
+    ) -> List[Dict[str, Any]]:
+        assert isinstance(config.offline_store, PostgreSQLOfflineStoreConfig)
+
+        _, columns, _ = monitoring_table_meta(metric_type)
+        return _mon_query(
+            config.offline_store,
+            metric_type,
+            columns,
+            project,
+            filters,
+            start_date,
+            end_date,
+        )
+
+    @staticmethod
+    def clear_monitoring_baseline(
+        config: RepoConfig,
+        project: str,
+        feature_view_name: Optional[str] = None,
+        feature_name: Optional[str] = None,
+        data_source_type: Optional[str] = None,
+    ) -> None:
+        assert isinstance(config.offline_store, PostgreSQLOfflineStoreConfig)
+
+        conditions = [sql.SQL("project_id = %s")]
+        params: list = [project]
+
+        if feature_view_name:
+            conditions.append(sql.SQL("feature_view_name = %s"))
+            params.append(feature_view_name)
+        if feature_name:
+            conditions.append(sql.SQL("feature_name = %s"))
+            params.append(feature_name)
+        if data_source_type:
+            conditions.append(sql.SQL("data_source_type = %s"))
+            params.append(data_source_type)
+
+        conditions.append(sql.SQL("is_baseline = TRUE"))
+
+        query = sql.SQL("UPDATE {} SET is_baseline = FALSE WHERE {}").format(
+            sql.Identifier(MON_TABLE_FEATURE),
+            sql.SQL(" AND ").join(conditions),
+        )
+
+        with _get_conn(config.offline_store) as conn, conn.cursor() as cur:
+            cur.execute(query, params)
+            conn.commit()
+
 
 class PostgreSQLRetrievalJob(RetrievalJob):
     def __init__(
@@ -425,6 +723,7 @@ def build_point_in_time_query(
     use_cte: bool = False,
     start_date: Optional[datetime] = None,
     end_date: Optional[datetime] = None,
+    filter_by_created_timestamp: bool = False,
 ) -> str:
     """Build point-in-time query between each feature view table and the entity dataframe for PostgreSQL"""
     template = Environment(loader=BaseLoader()).from_string(source=query_template)
@@ -455,6 +754,7 @@ def build_point_in_time_query(
         "use_cte": use_cte,
         "start_date": start_date,
         "end_date": end_date,
+        "filter_by_created_timestamp": filter_by_created_timestamp,
     }
 
     query = template.render(template_context)
@@ -697,6 +997,10 @@ def _get_entity_schema(
         AND subquery.event_timestamp >= entity_dataframe.entity_timestamp - {{ featureview.ttl }} * interval '1' second
         {% endif %}
 
+        {% if filter_by_created_timestamp and featureview.created_timestamp_column %}
+        AND subquery.created_timestamp <= entity_dataframe.entity_timestamp
+        {% endif %}
+
         {% for entity in featureview.entities %}
         AND subquery."{{ entity }}" = entity_dataframe."{{ entity }}"
         {% endfor %}
@@ -782,3 +1086,295 @@ def _get_entity_schema(
 {% endfor %}
 {% endif %}
 """
+
+
+# ------------------------------------------------------------------ #
+#  Monitoring SQL push-down helpers
+# ------------------------------------------------------------------ #
+
+
+def _sql_numeric_stats(
+    conn,
+    from_expression: str,
+    feature_names: List[str],
+    ts_filter: str,
+    histogram_bins: int,
+) -> List[Dict[str, Any]]:
+    """Batch-compute numeric statistics via one SQL query, then histograms."""
+    # 11 aggregate columns per feature (non_null, mean..p99) + 1 row_count
+    select_parts = ["COUNT(*)"]
+    for col in feature_names:
+        q = f'"{col}"'
+        c = f"{q}::float8"
+        select_parts.extend(
+            [
+                f"COUNT({q})",
+                f"AVG({c})",
+                f"STDDEV_SAMP({c})",
+                f"MIN({c})",
+                f"MAX({c})",
+                f"PERCENTILE_CONT(0.50) WITHIN GROUP (ORDER BY {c})",
+                f"PERCENTILE_CONT(0.75) WITHIN GROUP (ORDER BY {c})",
+                f"PERCENTILE_CONT(0.90) WITHIN GROUP (ORDER BY {c})",
+                f"PERCENTILE_CONT(0.95) WITHIN GROUP (ORDER BY {c})",
+                f"PERCENTILE_CONT(0.99) WITHIN GROUP (ORDER BY {c})",
+            ]
+        )
+
+    query = (
+        f"SELECT {', '.join(select_parts)} "
+        f"FROM {from_expression} AS _src WHERE {ts_filter}"
+    )
+
+    with conn.cursor() as cur:
+        cur.execute(query)
+        row = cur.fetchone()
+
+    if row is None:
+        return [empty_numeric_metric(n) for n in feature_names]
+
+    row_count = row[0]
+    results: List[Dict[str, Any]] = []
+
+    for i, col in enumerate(feature_names):
+        base = 1 + i * 10
+        non_null = row[base] or 0
+        null_count = row_count - non_null
+
+        min_val = opt_float(row[base + 3])
+        max_val = opt_float(row[base + 4])
+
+        result: Dict[str, Any] = {
+            "feature_name": col,
+            "feature_type": "numeric",
+            "row_count": row_count,
+            "null_count": null_count,
+            "null_rate": null_count / row_count if row_count > 0 else 0.0,
+            "mean": opt_float(row[base + 1]),
+            "stddev": opt_float(row[base + 2]),
+            "min_val": min_val,
+            "max_val": max_val,
+            "p50": opt_float(row[base + 5]),
+            "p75": opt_float(row[base + 6]),
+            "p90": opt_float(row[base + 7]),
+            "p95": opt_float(row[base + 8]),
+            "p99": opt_float(row[base + 9]),
+            "histogram": None,
+        }
+
+        if min_val is not None and max_val is not None and non_null > 0:
+            result["histogram"] = _sql_numeric_histogram(
+                conn,
+                from_expression,
+                col,
+                ts_filter,
+                histogram_bins,
+                min_val,
+                max_val,
+            )
+
+        results.append(result)
+
+    return results
+
+
+def _sql_numeric_histogram(
+    conn,
+    from_expression: str,
+    col_name: str,
+    ts_filter: str,
+    bins: int,
+    min_val: float,
+    max_val: float,
+) -> Dict[str, Any]:
+    q_col = f'"{col_name}"'
+
+    if min_val == max_val:
+        with conn.cursor() as cur:
+            cur.execute(
+                f"SELECT COUNT(*) FROM {from_expression} AS _src "
+                f"WHERE {q_col} IS NOT NULL AND {ts_filter}"
+            )
+            cnt = (cur.fetchone() or (0,))[0]
+        return {"bins": [min_val, max_val], "counts": [cnt], "bin_width": 0.0}
+
+    upper = max_val + (max_val - min_val) * 1e-10
+    bin_width = (max_val - min_val) / bins
+
+    query = (
+        f"SELECT width_bucket({q_col}::float8, {min_val}, {upper}, {bins}) AS bucket, "
+        f"COUNT(*) AS cnt "
+        f"FROM {from_expression} AS _src "
+        f"WHERE {q_col} IS NOT NULL AND {ts_filter} "
+        f"GROUP BY bucket ORDER BY bucket"
+    )
+
+    with conn.cursor() as cur:
+        cur.execute(query)
+        rows = cur.fetchall()
+
+    counts = [0] * bins
+    for bucket, cnt in rows:
+        if 1 <= bucket <= bins:
+            counts[bucket - 1] = cnt
+
+    bin_edges = [min_val + i * bin_width for i in range(bins + 1)]
+    return {
+        "bins": [float(b) for b in bin_edges],
+        "counts": counts,
+        "bin_width": float(bin_width),
+    }
+
+
+def _sql_categorical_stats(
+    conn,
+    from_expression: str,
+    col_name: str,
+    ts_filter: str,
+    top_n: int,
+) -> Dict[str, Any]:
+    q_col = f'"{col_name}"'
+
+    query = (
+        f"WITH filtered AS ("
+        f"  SELECT * FROM {from_expression} AS _src WHERE {ts_filter}"
+        f") "
+        f"SELECT "
+        f"  (SELECT COUNT(*) FROM filtered) AS row_count, "
+        f"  (SELECT COUNT(*) - COUNT({q_col}) FROM filtered) AS null_count, "
+        f"  (SELECT COUNT(DISTINCT {q_col}) FROM filtered "
+        f"   WHERE {q_col} IS NOT NULL) AS unique_count, "
+        f"  {q_col}::text AS value, COUNT(*) AS cnt "
+        f"FROM filtered WHERE {q_col} IS NOT NULL "
+        f"GROUP BY {q_col} ORDER BY cnt DESC LIMIT {int(top_n)}"
+    )
+
+    with conn.cursor() as cur:
+        cur.execute(query)
+        rows = cur.fetchall()
+
+    if not rows:
+        return empty_categorical_metric(col_name)
+
+    row_count = rows[0][0]
+    null_count = rows[0][1]
+    unique_count = rows[0][2]
+
+    top_entries = [{"value": r[3], "count": r[4]} for r in rows]
+    top_total = sum(e["count"] for e in top_entries)
+    other_count = (row_count - null_count) - top_total
+
+    return {
+        "feature_name": col_name,
+        "feature_type": "categorical",
+        "row_count": row_count,
+        "null_count": null_count,
+        "null_rate": null_count / row_count if row_count > 0 else 0.0,
+        "mean": None,
+        "stddev": None,
+        "min_val": None,
+        "max_val": None,
+        "p50": None,
+        "p75": None,
+        "p90": None,
+        "p95": None,
+        "p99": None,
+        "histogram": {
+            "values": top_entries,
+            "other_count": max(other_count, 0),
+            "unique_count": unique_count,
+        },
+    }
+
+
+# ------------------------------------------------------------------ #
+#  Monitoring metrics storage helpers
+# ------------------------------------------------------------------ #
+
+
+def _mon_upsert(
+    pg_config: PostgreSQLConfig,
+    table: str,
+    columns: List[str],
+    pk_columns: List[str],
+    rows: List[Dict[str, Any]],
+) -> None:
+    import json as _json
+
+    non_pk = [c for c in columns if c not in pk_columns]
+    col_ids = sql.SQL(", ").join(sql.Identifier(c) for c in columns)
+    placeholders = sql.SQL(", ").join(sql.Placeholder() for _ in columns)
+    update_clause = sql.SQL(", ").join(
+        sql.SQL("{} = EXCLUDED.{}").format(sql.Identifier(c), sql.Identifier(c))
+        for c in non_pk
+    )
+    pk_ids = sql.SQL(", ").join(sql.Identifier(c) for c in pk_columns)
+
+    query = sql.SQL(
+        "INSERT INTO {} ({}) VALUES ({}) ON CONFLICT ({}) DO UPDATE SET {}"
+    ).format(sql.Identifier(table), col_ids, placeholders, pk_ids, update_clause)
+
+    with _get_conn(pg_config) as conn, conn.cursor() as cur:
+        for row in rows:
+            values = []
+            for col in columns:
+                val = row.get(col)
+                if col == "histogram" and val is not None:
+                    val = _json.dumps(val)
+                values.append(val)
+            cur.execute(query, values)
+        conn.commit()
+
+
+def _mon_query(
+    pg_config: PostgreSQLConfig,
+    metric_type: str,
+    columns: List[str],
+    project: str,
+    filters: Optional[Dict[str, Any]] = None,
+    start_date: Optional["date"] = None,
+    end_date: Optional["date"] = None,
+) -> List[Dict[str, Any]]:
+    table, _, _ = monitoring_table_meta(metric_type)
+
+    conditions: list = []
+    params: list = []
+
+    if project:
+        conditions.append(sql.SQL("project_id = %s"))
+        params.append(project)
+
+    if filters:
+        for key, value in filters.items():
+            if value is not None:
+                conditions.append(sql.SQL("{} = %s").format(sql.Identifier(key)))
+                params.append(value)
+
+    if start_date:
+        conditions.append(sql.SQL("metric_date >= %s"))
+        params.append(start_date)
+    if end_date:
+        conditions.append(sql.SQL("metric_date <= %s"))
+        params.append(end_date)
+
+    col_ids = sql.SQL(", ").join(sql.Identifier(c) for c in columns)
+    where = sql.SQL(" AND ").join(conditions) if conditions else sql.SQL("TRUE")
+    order_col = "metric_date" if "metric_date" in columns else "job_id"
+    query = sql.SQL("SELECT {} FROM {} WHERE {} ORDER BY {} ASC").format(
+        col_ids,
+        sql.Identifier(table),
+        where,
+        sql.Identifier(order_col),
+    )
+
+    with _get_conn(pg_config) as conn, conn.cursor() as cur:
+        conn.read_only = True
+        cur.execute(query, params)
+        rows = cur.fetchall()
+
+    results = []
+    for row in rows:
+        record = dict(zip(columns, row))
+        results.append(normalize_monitoring_row(record))
+
+    return results
diff --git a/sdk/python/feast/infra/offline_stores/contrib/postgres_offline_store/postgres_source.py b/sdk/python/feast/infra/offline_stores/contrib/postgres_offline_store/postgres_source.py
index 272b8ad0474..7cffc187c7d 100644
--- a/sdk/python/feast/infra/offline_stores/contrib/postgres_offline_store/postgres_source.py
+++ b/sdk/python/feast/infra/offline_stores/contrib/postgres_offline_store/postgres_source.py
@@ -3,6 +3,7 @@
 
 from typeguard import typechecked
 
+from feast.credentials import ConnectionRef
 from feast.data_source import DataSource
 from feast.errors import DataSourceNoNameException, ZeroColumnQueryResult
 from feast.infra.utils.postgres.connection_utils import _get_conn
@@ -35,6 +36,7 @@ def __init__(
         description: Optional[str] = "",
         tags: Optional[Dict[str, str]] = None,
         owner: Optional[str] = "",
+        connection_ref: Optional[ConnectionRef] = None,
     ):
         """Creates a PostgreSQLSource object.
 
@@ -70,6 +72,7 @@ def __init__(
             description=description,
             tags=tags,
             owner=owner,
+            connection_ref=connection_ref,
         )
 
     def __hash__(self):
@@ -77,9 +80,7 @@ def __hash__(self):
 
     def __eq__(self, other):
         if not isinstance(other, PostgreSQLSource):
-            raise TypeError(
-                "Comparisons should only involve PostgreSQLSource class objects."
-            )
+            return False
 
         return (
             super().__eq__(other)
@@ -95,6 +96,7 @@ def from_proto(data_source: DataSourceProto):
 
         postgres_options = json.loads(data_source.custom_options.configuration)
 
+        tags = dict(data_source.tags)
         return PostgreSQLSource(
             name=postgres_options["name"],
             query=postgres_options["query"],
@@ -103,8 +105,9 @@ def from_proto(data_source: DataSourceProto):
             timestamp_field=data_source.timestamp_field,
             created_timestamp_column=data_source.created_timestamp_column,
             description=data_source.description,
-            tags=dict(data_source.tags),
+            tags=tags,
             owner=data_source.owner,
+            connection_ref=ConnectionRef.from_tags(tags),
         )
 
     def _to_proto_impl(self) -> DataSourceProto:
diff --git a/sdk/python/feast/infra/offline_stores/contrib/ray_offline_store/ray.py b/sdk/python/feast/infra/offline_stores/contrib/ray_offline_store/ray.py
index 1831959651f..5230797d94b 100644
--- a/sdk/python/feast/infra/offline_stores/contrib/ray_offline_store/ray.py
+++ b/sdk/python/feast/infra/offline_stores/contrib/ray_offline_store/ray.py
@@ -872,7 +872,7 @@ def windowed_temporal_join(
         )
         combined_ds = entity_windowed.union(feature_windowed)
         result_ds = combined_ds.map_batches(
-            self._apply_windowed_point_in_time_logic,
+            self._apply_windowed_point_in_time_logic,  # type: ignore[arg-type]
             batch_format="pandas",
             fn_kwargs={
                 "timestamp_field": timestamp_field,
diff --git a/sdk/python/feast/infra/offline_stores/contrib/ray_offline_store/ray_offline_store_reader.py b/sdk/python/feast/infra/offline_stores/contrib/ray_offline_store/ray_offline_store_reader.py
index d915c596de8..ecea76842a2 100644
--- a/sdk/python/feast/infra/offline_stores/contrib/ray_offline_store/ray_offline_store_reader.py
+++ b/sdk/python/feast/infra/offline_stores/contrib/ray_offline_store/ray_offline_store_reader.py
@@ -85,18 +85,14 @@ def load_ray_dataset_from_source(source: Any) -> Any:
         return ray_wrapper.read_webdataset(path, **opts)
 
     if reader_type == "huggingface":
-        from datasets import load_dataset
-
         dataset_name = opts.get("dataset_name") or path
         split = opts.get("split", "train")
-        # trust_remote_code was removed in datasets>=3.0; skip silently if present.
         extra = {
             k: v
             for k, v in opts.items()
             if k not in ("dataset_name", "split", "trust_remote_code")
         }
-        hf_dataset = load_dataset(dataset_name, split=split, **extra)
-        return ray_wrapper.from_huggingface(hf_dataset)
+        return ray_wrapper.from_huggingface(dataset_name, split=split, **extra)
 
     if reader_type == "mongo":
         return ray_wrapper.read_mongo(
diff --git a/sdk/python/feast/infra/offline_stores/contrib/ray_offline_store/ray_source.py b/sdk/python/feast/infra/offline_stores/contrib/ray_offline_store/ray_source.py
index a8bfa2af2ef..ffb45153487 100644
--- a/sdk/python/feast/infra/offline_stores/contrib/ray_offline_store/ray_source.py
+++ b/sdk/python/feast/infra/offline_stores/contrib/ray_offline_store/ray_source.py
@@ -2,6 +2,7 @@
 import logging
 from typing import Any, Callable, Dict, Iterable, Optional, Tuple
 
+from feast.credentials import ConnectionRef
 from feast.data_source import DataSource
 from feast.protos.feast.core.DataSource_pb2 import DataSource as DataSourceProto
 from feast.repo_config import RepoConfig
@@ -85,6 +86,7 @@ def __init__(
         tags: Optional[Dict[str, str]] = None,
         owner: Optional[str] = "",
         timestamp_field: Optional[str] = None,
+        connection_ref: Optional[ConnectionRef] = None,
     ):
         """Creates a RaySource object.
 
@@ -113,6 +115,7 @@ def __init__(
                 maintainer.
             timestamp_field: Event timestamp field used for point-in-time joins of
                 feature values.
+            connection_ref: Connection reference for credential resolution.
         """
         if reader_type not in SUPPORTED_READER_TYPES:
             raise ValueError(
@@ -128,6 +131,7 @@ def __init__(
             description=description,
             tags=tags,
             owner=owner,
+            connection_ref=connection_ref,
         )
 
         self.ray_source_options = RaySourceOptions(
@@ -163,6 +167,7 @@ def from_proto(data_source: DataSourceProto) -> Any:
         """
         assert data_source.type == DataSourceProto.CUSTOM_SOURCE
         config = json.loads(data_source.custom_options.configuration)
+        tags = dict(data_source.tags)
         return RaySource(
             name=data_source.name,
             reader_type=config["reader_type"],
@@ -172,8 +177,9 @@ def from_proto(data_source: DataSourceProto) -> Any:
             timestamp_field=data_source.timestamp_field or None,
             created_timestamp_column=data_source.created_timestamp_column or None,
             description=data_source.description,
-            tags=dict(data_source.tags),
+            tags=tags,
             owner=data_source.owner,
+            connection_ref=ConnectionRef.from_tags(tags),
         )
 
     def _to_proto_impl(self) -> DataSourceProto:
@@ -228,7 +234,7 @@ def get_table_query_string(self) -> str:
 
     def __eq__(self, other):
         if not isinstance(other, RaySource):
-            raise TypeError("Comparisons should only involve RaySource class objects.")
+            return False
         base_eq = super().__eq__(other)
         if not base_eq:
             return False
diff --git a/sdk/python/feast/infra/offline_stores/contrib/spark_offline_store/spark.py b/sdk/python/feast/infra/offline_stores/contrib/spark_offline_store/spark.py
index 3fc675ea402..7e0a03e69bb 100644
--- a/sdk/python/feast/infra/offline_stores/contrib/spark_offline_store/spark.py
+++ b/sdk/python/feast/infra/offline_stores/contrib/spark_offline_store/spark.py
@@ -1,9 +1,11 @@
+import json
 import os
 import tempfile
 import uuid
 import warnings
 from dataclasses import asdict, dataclass
-from datetime import datetime, timezone
+from datetime import date, datetime, timezone
+from datetime import time as dt_time
 from typing import (
     TYPE_CHECKING,
     Any,
@@ -50,6 +52,17 @@
 )
 from feast.infra.offline_stores.offline_utils import get_timestamp_filter_sql
 from feast.infra.registry.base_registry import BaseRegistry
+from feast.monitoring.monitoring_utils import (
+    MON_TABLE_FEATURE,
+    MON_TABLE_FEATURE_SERVICE,
+    MON_TABLE_FEATURE_VIEW,
+    MON_TABLE_JOB,
+    empty_categorical_metric,
+    empty_numeric_metric,
+    monitoring_table_meta,
+    normalize_monitoring_row,
+    opt_float,
+)
 from feast.repo_config import FeastConfigBaseModel, RepoConfig
 from feast.saved_dataset import SavedDatasetStorage
 from feast.type_map import spark_schema_to_np_dtypes
@@ -76,10 +89,12 @@ class SparkOfflineStoreConfig(FeastConfigBaseModel):
 @dataclass(frozen=True)
 class SparkFeatureViewQueryContext(offline_utils.FeatureViewQueryContext):
     min_date_partition: Optional[str]
-    max_date_partition: str
+    max_date_partition: Optional[str]
 
 
 class SparkOfflineStore(OfflineStore):
+    supports_filter_by_created_timestamp = True
+
     @staticmethod
     def pull_latest_from_table_or_query(
         config: RepoConfig,
@@ -159,15 +174,28 @@ def get_historical_features(
         registry: BaseRegistry,
         project: str,
         full_feature_names: bool = False,
+        filter_by_created_timestamp: bool = False,
         **kwargs,
     ) -> RetrievalJob:
         assert isinstance(config.offline_store, SparkOfflineStoreConfig)
         date_partition_column_formats = []
         for fv in feature_views:
-            assert isinstance(fv.batch_source, SparkSource)
-            date_partition_column_formats.append(
-                fv.batch_source.date_partition_column_format
-            )
+            if isinstance(fv.batch_source, SparkSource):
+                date_partition_column_formats.append(
+                    fv.batch_source.date_partition_column_format
+                )
+            else:
+                from feast.infra.data_sources.contrib.iceberg_catalog.iceberg_source import (
+                    IcebergSource,
+                )
+
+                if isinstance(fv.batch_source, IcebergSource):
+                    date_partition_column_formats.append(None)
+                else:
+                    raise ValueError(
+                        f"SparkOfflineStore requires SparkSource or IcebergSource, "
+                        f"got {type(fv.batch_source)}"
+                    )
 
         warnings.warn(
             "The spark offline store is an experimental feature in alpha development. "
@@ -178,6 +206,18 @@ def get_historical_features(
         spark_session = get_spark_session_or_start_new_with_repoconfig(
             store_config=config.offline_store
         )
+
+        # Pre-register IcebergSource feature views as temp views
+        from feast.infra.data_sources.contrib.iceberg_catalog.iceberg_source import (
+            IcebergSource,
+        )
+
+        for fv in feature_views:
+            if isinstance(fv.batch_source, IcebergSource):
+                _register_iceberg_source_as_temp_view(
+                    spark_session, fv.batch_source, config
+                )
+
         tmp_entity_df_table_name = offline_utils.get_temp_entity_table_name()
 
         # Non-entity mode: synthesize a left table and timestamp range from start/end dates to avoid requiring entity_df.
@@ -262,7 +302,9 @@ def get_historical_features(
         )
 
         query_context = _apply_bfv_transformations(
-            spark_session, feature_views, query_context
+            spark_session=spark_session,
+            feature_views=feature_views,
+            query_contexts=query_context,
         )
 
         spark_query_context = [
@@ -271,11 +313,13 @@ def get_historical_features(
                 min_date_partition=datetime.fromisoformat(
                     context.min_event_timestamp
                 ).strftime(date_format)
-                if context.min_event_timestamp is not None
+                if context.min_event_timestamp is not None and date_format is not None
                 else None,
                 max_date_partition=datetime.fromisoformat(
                     context.max_event_timestamp
-                ).strftime(date_format),
+                ).strftime(date_format)
+                if date_format is not None
+                else None,
             )
             for date_format, context in zip(
                 date_partition_column_formats, query_context
@@ -291,6 +335,7 @@ def get_historical_features(
             entity_df_columns=entity_schema_keys,
             query_template=MULTIPLE_FEATURE_VIEW_POINT_IN_TIME_JOIN,
             full_feature_names=full_feature_names,
+            filter_by_created_timestamp=filter_by_created_timestamp,
         )
 
         return SparkRetrievalJob(
@@ -378,7 +423,6 @@ def pull_all_from_table_or_query(
         source table and those column names are the values passed into this function.
         """
         assert isinstance(config.offline_store, SparkOfflineStoreConfig)
-        assert isinstance(data_source, SparkSource)
         warnings.warn(
             "The spark offline store is an experimental feature in alpha development. "
             "This API is unstable and it could and most probably will be changed in the future.",
@@ -389,6 +433,25 @@ def pull_all_from_table_or_query(
             store_config=config.offline_store
         )
 
+        from feast.infra.data_sources.contrib.iceberg_catalog.iceberg_source import (
+            IcebergSource,
+        )
+
+        if isinstance(data_source, IcebergSource):
+            return _pull_from_iceberg_source(
+                spark_session=spark_session,
+                data_source=data_source,
+                join_key_columns=join_key_columns,
+                feature_name_columns=feature_name_columns,
+                timestamp_field=timestamp_field,
+                created_timestamp_column=created_timestamp_column,
+                start_date=start_date,
+                end_date=end_date,
+                config=config,
+            )
+
+        assert isinstance(data_source, SparkSource)
+
         timestamp_fields = [timestamp_field]
         if created_timestamp_column:
             timestamp_fields.append(created_timestamp_column)
@@ -423,6 +486,494 @@ def pull_all_from_table_or_query(
             config=config,
         )
 
+    @staticmethod
+    def compute_monitoring_metrics(
+        config: RepoConfig,
+        data_source: DataSource,
+        feature_columns: List[Tuple[str, str]],
+        timestamp_field: str,
+        start_date: Optional[datetime] = None,
+        end_date: Optional[datetime] = None,
+        histogram_bins: int = 20,
+        top_n: int = 10,
+    ) -> List[Dict[str, Any]]:
+        assert isinstance(config.offline_store, SparkOfflineStoreConfig)
+        assert isinstance(data_source, SparkSource)
+
+        spark_session = get_spark_session_or_start_new_with_repoconfig(
+            store_config=config.offline_store
+        )
+        from_expression = data_source.get_table_query_string()
+        ts_filter = get_timestamp_filter_sql(
+            start_date,
+            end_date,
+            timestamp_field,
+            tz=timezone.utc,
+            quote_fields=False,
+        )
+        ts_clause = ts_filter if ts_filter else "1=1"
+
+        numeric_features = [n for n, t in feature_columns if t == "numeric"]
+        categorical_features = [n for n, t in feature_columns if t == "categorical"]
+        results: List[Dict[str, Any]] = []
+
+        if numeric_features:
+            results.extend(
+                _spark_sql_numeric_stats(
+                    spark_session,
+                    from_expression,
+                    numeric_features,
+                    ts_clause,
+                    histogram_bins,
+                )
+            )
+
+        for col_name in categorical_features:
+            results.append(
+                _spark_sql_categorical_stats(
+                    spark_session,
+                    from_expression,
+                    col_name,
+                    ts_clause,
+                    top_n,
+                )
+            )
+
+        return results
+
+    @staticmethod
+    def get_monitoring_max_timestamp(
+        config: RepoConfig,
+        data_source: DataSource,
+        timestamp_field: str,
+    ) -> Optional[datetime]:
+        assert isinstance(config.offline_store, SparkOfflineStoreConfig)
+        assert isinstance(data_source, SparkSource)
+
+        spark_session = get_spark_session_or_start_new_with_repoconfig(
+            store_config=config.offline_store
+        )
+        from_expression = data_source.get_table_query_string()
+        q_ts = f"`{timestamp_field}`"
+        sql = f"SELECT MAX({q_ts}) AS max_ts FROM {from_expression} AS _src"
+        row = spark_session.sql(sql).collect()
+        if not row or row[0][0] is None:
+            return None
+        val = row[0][0]
+        if isinstance(val, datetime):
+            return val if val.tzinfo else val.replace(tzinfo=timezone.utc)
+        if isinstance(val, date):
+            return datetime.combine(val, dt_time.min, tzinfo=timezone.utc)
+        return pandas.to_datetime(val, utc=True).to_pydatetime()
+
+    @staticmethod
+    def ensure_monitoring_tables(config: RepoConfig) -> None:
+        assert isinstance(config.offline_store, SparkOfflineStoreConfig)
+        spark_session = get_spark_session_or_start_new_with_repoconfig(
+            store_config=config.offline_store
+        )
+        for stmt in _SPARK_MONITORING_DDL_STATEMENTS:
+            spark_session.sql(stmt)
+
+    @staticmethod
+    def save_monitoring_metrics(
+        config: RepoConfig,
+        metric_type: str,
+        metrics: List[Dict[str, Any]],
+    ) -> None:
+        if not metrics:
+            return
+        assert isinstance(config.offline_store, SparkOfflineStoreConfig)
+        table, columns, pk_columns = monitoring_table_meta(metric_type)
+        pdf_new = pd.DataFrame([{c: m.get(c) for c in columns} for m in metrics])
+        pdf_new = _spark_normalize_histogram_column(pdf_new)
+
+        spark_session = get_spark_session_or_start_new_with_repoconfig(
+            store_config=config.offline_store
+        )
+        if spark_session.catalog.tableExists(table):
+            pdf_old = spark_session.table(table).toPandas()
+            pdf_merged = _spark_pandas_upsert(pdf_old, pdf_new, pk_columns)
+        else:
+            pdf_merged = pdf_new
+
+        spark_session.createDataFrame(pdf_merged).write.mode("overwrite").saveAsTable(
+            table
+        )
+
+    @staticmethod
+    def query_monitoring_metrics(
+        config: RepoConfig,
+        project: str,
+        metric_type: str,
+        filters: Optional[Dict[str, Any]] = None,
+        start_date: Optional[date] = None,
+        end_date: Optional[date] = None,
+    ) -> List[Dict[str, Any]]:
+        assert isinstance(config.offline_store, SparkOfflineStoreConfig)
+        table, columns, _ = monitoring_table_meta(metric_type)
+        spark_session = get_spark_session_or_start_new_with_repoconfig(
+            store_config=config.offline_store
+        )
+        if not spark_session.catalog.tableExists(table):
+            return []
+
+        from pyspark.sql import functions as F
+
+        df = spark_session.table(table)
+        if project:
+            df = df.filter(F.col("project_id") == project)
+        if filters:
+            for key, value in filters.items():
+                if value is not None:
+                    df = df.filter(F.col(key) == value)
+        if start_date is not None and "metric_date" in df.columns:
+            df = df.filter(F.col("metric_date") >= F.lit(start_date))
+        if end_date is not None and "metric_date" in df.columns:
+            df = df.filter(F.col("metric_date") <= F.lit(end_date))
+
+        order_col = "metric_date" if "metric_date" in df.columns else "job_id"
+        rows = df.orderBy(order_col).collect()
+        return _spark_rows_to_metric_dicts(rows, columns)
+
+    @staticmethod
+    def clear_monitoring_baseline(
+        config: RepoConfig,
+        project: str,
+        feature_view_name: Optional[str] = None,
+        feature_name: Optional[str] = None,
+        data_source_type: Optional[str] = None,
+    ) -> None:
+        assert isinstance(config.offline_store, SparkOfflineStoreConfig)
+        spark_session = get_spark_session_or_start_new_with_repoconfig(
+            store_config=config.offline_store
+        )
+        if not spark_session.catalog.tableExists(MON_TABLE_FEATURE):
+            return
+
+        pdf = spark_session.table(MON_TABLE_FEATURE).toPandas()
+        if pdf is None:
+            return
+        mask = (pdf["project_id"] == project) & (pdf["is_baseline"] == True)  # noqa: E712
+        if feature_view_name is not None:
+            mask &= pdf["feature_view_name"] == feature_view_name
+        if feature_name is not None:
+            mask &= pdf["feature_name"] == feature_name
+        if data_source_type is not None:
+            mask &= pdf["data_source_type"] == data_source_type
+
+        pdf.loc[mask, "is_baseline"] = False
+        spark_session.createDataFrame(pdf).write.mode("overwrite").saveAsTable(
+            MON_TABLE_FEATURE
+        )
+
+
+_SPARK_MONITORING_DDL_STATEMENTS = [
+    f"""
+CREATE TABLE IF NOT EXISTS {MON_TABLE_FEATURE} (
+    project_id        STRING NOT NULL,
+    feature_view_name STRING NOT NULL,
+    feature_name      STRING NOT NULL,
+    metric_date       DATE NOT NULL,
+    granularity       STRING NOT NULL,
+    data_source_type  STRING NOT NULL,
+    computed_at       TIMESTAMP NOT NULL,
+    is_baseline       BOOLEAN NOT NULL,
+    feature_type      STRING NOT NULL,
+    row_count         BIGINT,
+    null_count        BIGINT,
+    null_rate         DOUBLE,
+    mean              DOUBLE,
+    stddev            DOUBLE,
+    min_val           DOUBLE,
+    max_val           DOUBLE,
+    p50               DOUBLE,
+    p75               DOUBLE,
+    p90               DOUBLE,
+    p95               DOUBLE,
+    p99               DOUBLE,
+    histogram         STRING
+) USING PARQUET
+""",
+    f"""
+CREATE TABLE IF NOT EXISTS {MON_TABLE_FEATURE_VIEW} (
+    project_id        STRING NOT NULL,
+    feature_view_name STRING NOT NULL,
+    metric_date       DATE NOT NULL,
+    granularity       STRING NOT NULL,
+    data_source_type  STRING NOT NULL,
+    computed_at       TIMESTAMP NOT NULL,
+    is_baseline       BOOLEAN NOT NULL,
+    total_row_count   BIGINT,
+    total_features    INT,
+    features_with_nulls INT,
+    avg_null_rate     DOUBLE,
+    max_null_rate     DOUBLE
+) USING PARQUET
+""",
+    f"""
+CREATE TABLE IF NOT EXISTS {MON_TABLE_FEATURE_SERVICE} (
+    project_id           STRING NOT NULL,
+    feature_service_name STRING NOT NULL,
+    metric_date          DATE NOT NULL,
+    granularity          STRING NOT NULL,
+    data_source_type     STRING NOT NULL,
+    computed_at          TIMESTAMP NOT NULL,
+    is_baseline          BOOLEAN NOT NULL,
+    total_feature_views  INT,
+    total_features       INT,
+    avg_null_rate        DOUBLE,
+    max_null_rate        DOUBLE
+) USING PARQUET
+""",
+    f"""
+CREATE TABLE IF NOT EXISTS {MON_TABLE_JOB} (
+    job_id            STRING NOT NULL,
+    project_id        STRING NOT NULL,
+    feature_view_name STRING,
+    job_type          STRING NOT NULL,
+    status            STRING NOT NULL,
+    parameters        STRING,
+    metric_date       DATE NOT NULL,
+    started_at        TIMESTAMP,
+    completed_at      TIMESTAMP,
+    error_message     STRING,
+    result_summary    STRING
+) USING PARQUET
+""",
+]
+
+
+def _spark_normalize_histogram_column(pdf: pd.DataFrame) -> pd.DataFrame:
+    if "histogram" not in pdf.columns:
+        return pdf
+    out = pdf.copy()
+
+    def _ser(x: Any) -> Any:
+        if x is None:
+            return None
+        if isinstance(x, str):
+            return x
+        return json.dumps(x)
+
+    out["histogram"] = out["histogram"].map(_ser)
+    return out
+
+
+def _spark_pandas_upsert(
+    pdf_old: pd.DataFrame,
+    pdf_new: pd.DataFrame,
+    pk_columns: List[str],
+) -> pd.DataFrame:
+    if pdf_old.empty:
+        return pdf_new
+    old_idx = pdf_old.set_index(pk_columns)
+    new_idx = pdf_new.set_index(pk_columns)
+    kept = old_idx.loc[~old_idx.index.isin(new_idx.index)]
+    kept_df = kept.reset_index()
+    return pd.concat([kept_df, pdf_new], ignore_index=True)
+
+
+def _spark_sql_numeric_stats(
+    spark_session: SparkSession,
+    from_expression: str,
+    feature_names: List[str],
+    ts_clause: str,
+    histogram_bins: int,
+) -> List[Dict[str, Any]]:
+    select_parts = ["COUNT(*)"]
+    for col in feature_names:
+        q = f"`{col}`"
+        c = f"CAST({q} AS DOUBLE)"
+        select_parts.extend(
+            [
+                f"COUNT({q})",
+                f"AVG({c})",
+                f"STDDEV_SAMP({c})",
+                f"MIN({c})",
+                f"MAX({c})",
+                f"PERCENTILE_APPROX({c}, 0.50)",
+                f"PERCENTILE_APPROX({c}, 0.75)",
+                f"PERCENTILE_APPROX({c}, 0.90)",
+                f"PERCENTILE_APPROX({c}, 0.95)",
+                f"PERCENTILE_APPROX({c}, 0.99)",
+            ]
+        )
+
+    query = (
+        f"SELECT {', '.join(select_parts)} "
+        f"FROM {from_expression} AS _src WHERE {ts_clause}"
+    )
+    rows = spark_session.sql(query).collect()
+    if not rows or rows[0] is None:
+        return [empty_numeric_metric(n) for n in feature_names]
+
+    row = rows[0]
+    row_count = int(row[0] or 0)
+    results: List[Dict[str, Any]] = []
+
+    for i, col in enumerate(feature_names):
+        base = 1 + i * 10
+        non_null = int(row[base] or 0)
+        null_count = row_count - non_null
+
+        min_val = opt_float(row[base + 3])
+        max_val = opt_float(row[base + 4])
+
+        result: Dict[str, Any] = {
+            "feature_name": col,
+            "feature_type": "numeric",
+            "row_count": row_count,
+            "null_count": null_count,
+            "null_rate": null_count / row_count if row_count > 0 else 0.0,
+            "mean": opt_float(row[base + 1]),
+            "stddev": opt_float(row[base + 2]),
+            "min_val": min_val,
+            "max_val": max_val,
+            "p50": opt_float(row[base + 5]),
+            "p75": opt_float(row[base + 6]),
+            "p90": opt_float(row[base + 7]),
+            "p95": opt_float(row[base + 8]),
+            "p99": opt_float(row[base + 9]),
+            "histogram": None,
+        }
+
+        if min_val is not None and max_val is not None and non_null > 0:
+            result["histogram"] = _spark_sql_numeric_histogram(
+                spark_session,
+                from_expression,
+                col,
+                ts_clause,
+                histogram_bins,
+                min_val,
+                max_val,
+            )
+
+        results.append(result)
+
+    return results
+
+
+def _spark_sql_numeric_histogram(
+    spark_session: SparkSession,
+    from_expression: str,
+    col_name: str,
+    ts_clause: str,
+    bins: int,
+    min_val: float,
+    max_val: float,
+) -> Dict[str, Any]:
+    q_col = f"`{col_name}`"
+
+    if min_val == max_val:
+        sql = (
+            f"SELECT COUNT(*) FROM {from_expression} AS _src "
+            f"WHERE {q_col} IS NOT NULL AND {ts_clause}"
+        )
+        cnt = int(spark_session.sql(sql).collect()[0][0] or 0)
+        return {"bins": [min_val, max_val], "counts": [cnt], "bin_width": 0.0}
+
+    bin_width = (max_val - min_val) / bins
+    cast_col = f"CAST({q_col} AS DOUBLE)"
+    inner = (
+        f"CASE WHEN {min_val} = {max_val} THEN 1 "
+        f"ELSE LEAST(GREATEST(FLOOR(({cast_col} - {min_val}) / {bin_width}) + 1, 1), {bins}) "
+        f"END AS bucket"
+    )
+
+    query = (
+        f"SELECT bucket, COUNT(*) AS cnt FROM ("
+        f"  SELECT {inner} "
+        f"  FROM {from_expression} AS _src "
+        f"  WHERE {q_col} IS NOT NULL AND {ts_clause}"
+        f") AS _b WHERE bucket IS NOT NULL "
+        f"GROUP BY bucket ORDER BY bucket"
+    )
+    hrows = spark_session.sql(query).collect()
+    counts = [0] * bins
+    for hr in hrows:
+        bucket = int(hr[0] or 0)
+        cnt = int(hr[1] or 0)
+        if 1 <= bucket <= bins:
+            counts[bucket - 1] = cnt
+
+    bin_edges = [min_val + i * bin_width for i in range(bins + 1)]
+    return {
+        "bins": [float(b) for b in bin_edges],
+        "counts": counts,
+        "bin_width": float(bin_width),
+    }
+
+
+def _spark_sql_categorical_stats(
+    spark_session: SparkSession,
+    from_expression: str,
+    col_name: str,
+    ts_clause: str,
+    top_n: int,
+) -> Dict[str, Any]:
+    q_col = f"`{col_name}`"
+
+    query = (
+        f"WITH filtered AS ("
+        f"  SELECT * FROM {from_expression} AS _src WHERE {ts_clause}"
+        f") "
+        f"SELECT "
+        f"  (SELECT COUNT(*) FROM filtered) AS row_count, "
+        f"  (SELECT COUNT(*) - COUNT({q_col}) FROM filtered) AS null_count, "
+        f"  (SELECT COUNT(DISTINCT {q_col}) FROM filtered "
+        f"   WHERE {q_col} IS NOT NULL) AS unique_count, "
+        f"  CAST({q_col} AS STRING) AS value, COUNT(*) AS cnt "
+        f"FROM filtered WHERE {q_col} IS NOT NULL "
+        f"GROUP BY {q_col} ORDER BY cnt DESC LIMIT {int(top_n)}"
+    )
+
+    rows = spark_session.sql(query).collect()
+    if not rows:
+        return empty_categorical_metric(col_name)
+
+    row_count = int(rows[0][0] or 0)
+    null_count = int(rows[0][1] or 0)
+    unique_count = int(rows[0][2] or 0)
+
+    top_entries = [{"value": r[3], "count": int(r[4] or 0)} for r in rows]
+    top_total = sum(e["count"] for e in top_entries)
+    other_count = (row_count - null_count) - top_total
+
+    return {
+        "feature_name": col_name,
+        "feature_type": "categorical",
+        "row_count": row_count,
+        "null_count": null_count,
+        "null_rate": null_count / row_count if row_count > 0 else 0.0,
+        "mean": None,
+        "stddev": None,
+        "min_val": None,
+        "max_val": None,
+        "p50": None,
+        "p75": None,
+        "p90": None,
+        "p95": None,
+        "p99": None,
+        "histogram": {
+            "values": top_entries,
+            "other_count": max(other_count, 0),
+            "unique_count": unique_count,
+        },
+    }
+
+
+def _spark_rows_to_metric_dicts(
+    rows: List[Any],
+    columns: List[str],
+) -> List[Dict[str, Any]]:
+    out: List[Dict[str, Any]] = []
+    for r in rows:
+        d = r.asDict()
+        rec = {c: d.get(c) for c in columns}
+        out.append(normalize_monitoring_row(rec))
+    return out
+
 
 class SparkRetrievalJob(RetrievalJob):
     def __init__(
@@ -482,21 +1033,50 @@ def _to_arrow_via_staging(self) -> pyarrow.Table:
         if not parquet_paths:
             return pyarrow.table({})
 
-        normalized_paths = self._normalize_staging_paths(parquet_paths)
-        dataset = ds.dataset(normalized_paths, format="parquet")
+        pa_fs, stripped_paths = self._resolve_staging_filesystem(parquet_paths)
+        dataset = ds.dataset(stripped_paths, format="parquet", filesystem=pa_fs)
         return dataset.to_table()
 
-    def _normalize_staging_paths(self, paths: List[str]) -> List[str]:
-        """Normalize staging paths for PyArrow datasets."""
+    def _resolve_staging_filesystem(
+        self, paths: List[str]
+    ) -> Tuple[Optional[pyarrow.fs.FileSystem], List[str]]:
+        """Return (pyarrow filesystem, prefix-stripped paths) for staging URIs."""
+        sample = paths[0]
+
+        import pyarrow.fs as pafs
+
+        if sample.startswith("s3://") or sample.startswith("s3a://"):
+            endpoint = os.environ.get("AWS_ENDPOINT_URL_S3") or os.environ.get(
+                "AWS_S3_ENDPOINT", ""
+            )
+            region = getattr(
+                self._config.offline_store, "region", None
+            ) or os.environ.get("AWS_DEFAULT_REGION", "us-east-1")
+            kwargs: Dict[str, Any] = {"region": region}
+            if endpoint:
+                kwargs["endpoint_override"] = (
+                    endpoint.rstrip("/")
+                    .removeprefix("https://")
+                    .removeprefix("http://")
+                )
+                kwargs["scheme"] = "https" if endpoint.startswith("https") else "http"
+            fs = pafs.S3FileSystem(**kwargs)
+            stripped = [p.removeprefix("s3a://").removeprefix("s3://") for p in paths]
+            return fs, stripped
+
+        if sample.startswith("gs://"):
+            fs = pafs.GcsFileSystem()
+            stripped = [p[len("gs://") :] for p in paths]
+            return fs, stripped
+
+        # Local paths
         normalized = []
-        for path in paths:
-            if path.startswith("file://"):
-                normalized.append(path[len("file://") :])
-            elif "://" in path:
-                normalized.append(path)
+        for p in paths:
+            if p.startswith("file://"):
+                normalized.append(p[len("file://") :])
             else:
-                normalized.append(path)
-        return normalized
+                normalized.append(p)
+        return None, normalized
 
     def to_feast_df(
         self,
@@ -523,20 +1103,33 @@ def persist(
     ):
         """
         Run the retrieval and persist the results in the same offline store used for read.
-        Please note the persisting is done only within the scope of the spark session for local warehouse directory.
+        Supports both table-based and path-based SparkSource configurations.
+        For table-based: persists via saveAsTable (remote warehouse) or createOrReplaceTempView (local).
+        For path-based: writes directly to the specified path in the given file format.
         """
         assert isinstance(storage, SavedDatasetSparkStorage)
+
         table_name = storage.spark_options.table
-        if not table_name:
-            raise ValueError("Cannot persist, table_name is not defined")
-        if self._has_remote_warehouse_in_config():
-            file_format = storage.spark_options.file_format
+        path = storage.spark_options.path
+        file_format = storage.spark_options.file_format
+
+        if path:
             if not file_format:
-                self.to_spark_df().write.saveAsTable(table_name)
+                file_format = "parquet"
+            write_mode = "overwrite" if allow_overwrite else "error"
+            self.to_spark_df().write.format(file_format).mode(write_mode).save(path)
+        elif table_name:
+            if self._has_remote_warehouse_in_config():
+                if not file_format:
+                    self.to_spark_df().write.saveAsTable(table_name)
+                else:
+                    self.to_spark_df().write.format(file_format).saveAsTable(table_name)
             else:
-                self.to_spark_df().write.format(file_format).saveAsTable(table_name)
+                self.to_spark_df().createOrReplaceTempView(table_name)
         else:
-            self.to_spark_df().createOrReplaceTempView(table_name)
+            raise ValueError(
+                "Cannot persist: either 'table' or 'path' must be specified in SavedDatasetSparkStorage"
+            )
 
     def _has_remote_warehouse_in_config(self) -> bool:
         """
@@ -616,6 +1209,101 @@ def metadata(self) -> Optional[RetrievalMetadata]:
         return self._metadata
 
 
+def _register_iceberg_source_as_temp_view(
+    spark_session: SparkSession,
+    data_source: "DataSource",
+    config: "RepoConfig",
+) -> None:
+    """Register an IcebergSource as a Spark temp view for SQL queries.
+
+    Loads the table through PyIceberg (which handles all catalog types and
+    storage backends), scans it to Arrow, and creates a temp view.
+    """
+    from feast.infra.data_sources.contrib.iceberg_catalog.iceberg_source import (
+        IcebergSource,
+    )
+
+    assert isinstance(data_source, IcebergSource)
+    view_name = f"iceberg_tmp_{data_source.iceberg_table}"
+
+    iceberg_table = _load_pyiceberg_table(data_source)
+    arrow_table = iceberg_table.scan().to_arrow()
+    df = spark_session.createDataFrame(arrow_table.to_pandas())
+    df.createOrReplaceTempView(view_name)
+
+
+def _load_pyiceberg_table(data_source: "DataSource"):
+    """Load an Iceberg table via PyIceberg, respecting the source's catalog_type."""
+    from feast.infra.data_sources.contrib.iceberg_catalog.iceberg_source import (
+        IcebergSource,
+    )
+
+    assert isinstance(data_source, IcebergSource)
+    fqn = f"{data_source.namespace}.{data_source.iceberg_table}"
+
+    if data_source.catalog_type != "rest":
+        catalog_client = data_source.get_catalog_client()
+        return catalog_client.load_table(fqn)
+
+    from pyiceberg.catalog import load_catalog
+
+    catalog_config: Dict[str, str] = {
+        "type": "rest",
+        "uri": data_source.endpoint,
+        "warehouse": data_source.warehouse,
+    }
+    if data_source.token_env_var:
+        token = os.environ.get(data_source.token_env_var)
+        if token:
+            catalog_config["token"] = token
+    catalog = load_catalog(data_source.catalog_name, **catalog_config)
+    return catalog.load_table(fqn)
+
+
+def _pull_from_iceberg_source(
+    spark_session: SparkSession,
+    data_source: "DataSource",
+    join_key_columns: List[str],
+    feature_name_columns: List[str],
+    timestamp_field: str,
+    created_timestamp_column: Optional[str],
+    start_date: Optional[datetime],
+    end_date: Optional[datetime],
+    config: "RepoConfig",
+) -> "SparkRetrievalJob":
+    """Read from an IcebergSource using Spark.
+
+    Loads the table via PyIceberg into a temp view, then queries with time filter.
+    """
+    from feast.infra.data_sources.contrib.iceberg_catalog.iceberg_source import (
+        IcebergSource,
+    )
+
+    assert isinstance(data_source, IcebergSource)
+
+    tmp_view = f"iceberg_tmp_{data_source.iceberg_table}"
+
+    # Register the source as a temp view (reuses the same resolution logic)
+    _register_iceberg_source_as_temp_view(spark_session, data_source, config)
+
+    all_columns = join_key_columns + feature_name_columns + [timestamp_field]
+    if created_timestamp_column:
+        all_columns.append(created_timestamp_column)
+    select_cols = ", ".join(all_columns) if feature_name_columns else "*"
+
+    timestamp_filter = get_timestamp_filter_sql(
+        start_date, end_date, timestamp_field, tz=timezone.utc, quote_fields=False
+    )
+    query = f"SELECT {select_cols} FROM {tmp_view} WHERE {timestamp_filter}"
+
+    return SparkRetrievalJob(
+        spark_session=spark_session,
+        query=query,
+        full_feature_names=False,
+        config=config,
+    )
+
+
 def get_spark_session_or_start_new_with_repoconfig(
     store_config: SparkOfflineStoreConfig,
 ) -> SparkSession:
@@ -665,10 +1353,10 @@ def _create_temp_entity_union_view(
     for fv, ctx, date_format in zip(
         feature_views, fv_query_contexts, date_partition_column_formats
     ):
-        assert isinstance(fv.batch_source, SparkSource)
+        assert fv.batch_source is not None
         from_expression = fv.batch_source.get_table_query_string()
         timestamp_field = fv.batch_source.timestamp_field or "event_timestamp"
-        date_partition_column = fv.batch_source.date_partition_column
+        date_partition_column = getattr(fv.batch_source, "date_partition_column", None)
         partition_clause = ""
         if date_partition_column and date_format:
             partition_clause = (
@@ -724,9 +1412,16 @@ def _apply_bfv_transformations(
     query_contexts: List[offline_utils.FeatureViewQueryContext],
 ) -> List[offline_utils.FeatureViewQueryContext]:
     """
-    For BatchFeatureViews with a UDF, read the raw source into a Spark DataFrame,
-    invoke the transformation, register the result as a temp view, and replace the
-    table_subquery in the query context so the PIT join reads transformed data.
+    For BatchFeatureViews, update each query context in one of two ways:
+
+    1. Pre-computed path shortcut: if ``offline=True`` and
+       ``batch_source.path`` is set, read the pre-materialized parquet
+       directly — avoids re-running the UDF on every training call.
+    2. UDF execution: if the BFV has a transformation, run it against
+       the raw source and register the result as a temp view.
+
+    Plain FeatureViews and BFVs with neither a path nor a UDF pass
+    through unchanged.
     """
     from dataclasses import replace
 
@@ -741,11 +1436,41 @@ def _apply_bfv_transformations(
     updated_contexts = []
     for ctx in query_contexts:
         fv = fv_by_name.get(ctx.name)
+        if fv is None or not isinstance(fv, BatchFeatureView):
+            updated_contexts.append(ctx)
+            continue
+
+        # 1. Pre-computed path shortcut
         if (
-            fv is not None
-            and isinstance(fv, BatchFeatureView)
-            and has_transformation(fv)
+            getattr(fv, "offline", False)
+            and isinstance(fv.batch_source, SparkSource)
+            and fv.batch_source.path
         ):
+            tmp_view = f"__feast_offline_{ctx.name}_{uuid.uuid4().hex[:8]}"
+            file_format = fv.batch_source.file_format or "parquet"
+            try:
+                df = spark_session.read.format(file_format).load(fv.batch_source.path)
+                df.createOrReplaceTempView(tmp_view)
+                updated_contexts.append(replace(ctx, table_subquery=tmp_view))
+                continue
+            except (FileNotFoundError, PermissionError) as e:
+                warnings.warn(
+                    f"Offline path '{fv.batch_source.path}' not accessible for "
+                    f"'{ctx.name}': {e}; falling back to source query.",
+                    RuntimeWarning,
+                    stacklevel=2,
+                )
+            except Exception as e:
+                warnings.warn(
+                    f"Unexpected error loading offline path "
+                    f"'{fv.batch_source.path}' for '{ctx.name}': {e}; "
+                    f"falling back to source query.",
+                    RuntimeWarning,
+                    stacklevel=2,
+                )
+
+        # 2. UDF execution fallback
+        if has_transformation(fv):
             udf = get_transformation_function(fv)
             if udf is not None:
                 source_info = resolve_feature_view_source_with_fallback(fv)
@@ -761,12 +1486,9 @@ def _apply_bfv_transformations(
                 source_df = spark_session.sql(
                     f"SELECT * FROM {source_query} WHERE {timestamp_filter}"
                 )
-
                 transformed_df = udf(source_df)
-
                 tmp_view_name = "feast_bfv_" + uuid.uuid4().hex
                 transformed_df.createOrReplaceTempView(tmp_view_name)
-
                 ctx = replace(ctx, table_subquery=tmp_view_name)
 
         updated_contexts.append(ctx)
@@ -1074,6 +1796,10 @@ def _cast_data_frame(
             AND subquery.event_timestamp >= entity_dataframe.entity_timestamp - {{ featureview.ttl }} * interval '1' second
             {% endif %}
 
+            {% if filter_by_created_timestamp and featureview.created_timestamp_column %}
+            AND subquery.created_timestamp <= entity_dataframe.entity_timestamp
+            {% endif %}
+
             {% for entity in featureview.entities %}
             AND subquery.{{ entity }} = entity_dataframe.{{ entity }}
             {% endfor %}
diff --git a/sdk/python/feast/infra/offline_stores/contrib/spark_offline_store/spark_source.py b/sdk/python/feast/infra/offline_stores/contrib/spark_offline_store/spark_source.py
index cd41921e56a..41069b10439 100644
--- a/sdk/python/feast/infra/offline_stores/contrib/spark_offline_store/spark_source.py
+++ b/sdk/python/feast/infra/offline_stores/contrib/spark_offline_store/spark_source.py
@@ -5,6 +5,7 @@
 from typing import Any, Callable, Dict, Iterable, Optional, Tuple
 
 from feast import flags_helper
+from feast.credentials import ConnectionRef
 from feast.data_source import DataSource
 from feast.errors import DataSourceNoNameException, DataSourceNotFoundException
 from feast.infra.offline_stores.offline_utils import get_temp_entity_table_name
@@ -51,6 +52,7 @@ def __init__(
         timestamp_field: Optional[str] = None,
         date_partition_column: Optional[str] = None,
         date_partition_column_format: Optional[str] = "%Y-%m-%d",
+        connection_ref: Optional[ConnectionRef] = None,
     ):
         """Creates a SparkSource object.
 
@@ -90,6 +92,7 @@ def __init__(
             date_partition_column=date_partition_column,
             tags=tags,
             owner=owner,
+            connection_ref=connection_ref,
         )
 
         if not flags_helper.is_test():
@@ -155,6 +158,7 @@ def from_proto(data_source: DataSourceProto) -> Any:
         assert data_source.HasField("spark_options")
         spark_options = SparkOptions.from_proto(data_source.spark_options)
 
+        tags = dict(data_source.tags)
         return SparkSource(
             name=data_source.name,
             field_mapping=dict(data_source.field_mapping),
@@ -168,8 +172,9 @@ def from_proto(data_source: DataSourceProto) -> Any:
             timestamp_field=data_source.timestamp_field,
             created_timestamp_column=data_source.created_timestamp_column,
             description=data_source.description,
-            tags=dict(data_source.tags),
+            tags=tags,
             owner=data_source.owner,
+            connection_ref=ConnectionRef.from_tags(tags),
         )
 
     def _to_proto_impl(self) -> DataSourceProto:
@@ -262,8 +267,13 @@ def _load_dataframe_from_path(self, spark_session):
         return reader.load(self.path)
 
     def __eq__(self, other):
-        base_eq = super().__eq__(other)
-        if not base_eq:
+        # Guard before the spark-specific attribute access below: the base
+        # DataSource.__eq__ accepts any DataSource subclass, so a cross-type
+        # comparison (e.g. against a FileSource with a matching name) would
+        # otherwise raise AttributeError on `other.table` (#6636).
+        if not isinstance(other, SparkSource):
+            return False
+        if not super().__eq__(other):
             return False
         return (
             self.table == other.table
@@ -287,11 +297,17 @@ def __init__(
         date_partition_column_format: Optional[str] = "%Y-%m-%d",
         table_format: Optional[TableFormat] = None,
     ):
-        # Check that only one of the ways to load a spark dataframe can be used. We have
-        # to treat empty string and null the same due to proto (de)serialization.
-        if sum([(not (not arg)) for arg in [table, query, path]]) != 1:
+        # query + path is allowed: query for reads during materialization,
+        # path for offline write-back (offline=True) and get_historical_features.
+        # table must be standalone (cannot combine with query or path).
+        has_table = bool(table)
+        has_query = bool(query)
+        has_path = bool(path)
+        if has_table and (has_query or has_path):
+            raise ValueError("'table' cannot be combined with 'query' or 'path'.")
+        if not (has_table or has_query or has_path):
             raise ValueError(
-                "Exactly one of params(table, query, path) must be specified."
+                "At least one of params(table, query, path) must be specified."
             )
         if path:
             # If table_format is specified, file_format is optional (table format determines the reader)
@@ -453,3 +469,14 @@ def to_data_source(self) -> DataSource:
             file_format=self.spark_options.file_format,
             table_format=self.spark_options.table_format,
         )
+
+    @staticmethod
+    def from_data_source(data_source: DataSource) -> "SavedDatasetSparkStorage":
+        assert isinstance(data_source, SparkSource)
+        return SavedDatasetSparkStorage(
+            table=data_source.table,
+            query=data_source.query,
+            path=data_source.path,
+            file_format=data_source.file_format,
+            table_format=data_source.table_format,
+        )
diff --git a/sdk/python/feast/infra/offline_stores/contrib/trino_offline_store/tests/test_trino_queries.py b/sdk/python/feast/infra/offline_stores/contrib/trino_offline_store/tests/test_trino_queries.py
new file mode 100644
index 00000000000..2f7071b6bd6
--- /dev/null
+++ b/sdk/python/feast/infra/offline_stores/contrib/trino_offline_store/tests/test_trino_queries.py
@@ -0,0 +1,48 @@
+import signal
+import threading
+from unittest.mock import MagicMock, patch
+
+from feast.infra.offline_stores.contrib.trino_offline_store.trino_queries import (
+    Query,
+)
+
+
+def test_query_init_in_main_thread_registers_signals():
+    """signal.signal() should work fine in main thread."""
+
+    # Should not raise any exception in main thread
+    cursor = MagicMock()
+
+    with patch("signal.signal") as mock_signal:
+        query = Query(query_text="SELECT 1", cursor=cursor)
+        assert query.query_text == "SELECT 1"
+
+        # Verify signal handlers are registered correctly
+        mock_signal.assert_any_call(signal.SIGINT, query.cancel)
+        mock_signal.assert_any_call(signal.SIGTERM, query.cancel)
+
+        # Expected signal.signal to be called twice for SIGINT and SIGTERM
+        assert mock_signal.call_count == 2
+
+
+def test_query_init_in_worker_thread_does_not_raise():
+    """Regression test: signal.signal() fails in non-main threads."""
+    # signal.signal() raises ValueError when called outside the main thread.
+    # This test verifies the fix guards against that by running Query.__init__
+    # in a worker thread and ensuring no exception is raised.
+
+    errors = []
+    cursor = MagicMock()
+
+    def create_query():
+        try:
+            query = Query(query_text="SELECT 1", cursor=cursor)
+            assert query.query_text == "SELECT 1"
+        except ValueError as e:
+            errors.append(e)
+
+    thread = threading.Thread(target=create_query)
+    thread.start()
+    thread.join()
+
+    assert not errors, f"Unexpected ValueError in worker thread: {errors}"
diff --git a/sdk/python/feast/infra/offline_stores/contrib/trino_offline_store/trino.py b/sdk/python/feast/infra/offline_stores/contrib/trino_offline_store/trino.py
index 33190bd4635..c9d4119f94f 100644
--- a/sdk/python/feast/infra/offline_stores/contrib/trino_offline_store/trino.py
+++ b/sdk/python/feast/infra/offline_stores/contrib/trino_offline_store/trino.py
@@ -1,6 +1,15 @@
+import logging
 import uuid
 from datetime import date, datetime
-from typing import Any, Dict, List, Literal, Optional, Tuple, Union
+from typing import (
+    Any,
+    Dict,
+    List,
+    Literal,
+    Optional,
+    Tuple,
+    Union,
+)
 
 import numpy as np
 import pandas as pd
@@ -37,6 +46,8 @@
 from feast.repo_config import FeastConfigBaseModel, RepoConfig
 from feast.saved_dataset import SavedDatasetStorage
 
+logger = logging.getLogger(__name__)
+
 
 class BasicAuthModel(FeastConfigBaseModel):
     username: StrictStr
@@ -183,6 +194,7 @@ def __init__(
         full_feature_names: bool,
         on_demand_feature_views: Optional[List[OnDemandFeatureView]] = None,
         metadata: Optional[RetrievalMetadata] = None,
+        temp_table: Optional[str] = None,
     ):
         self._query = query
         self._client = client
@@ -190,6 +202,8 @@ def __init__(
         self._full_feature_names = full_feature_names
         self._on_demand_feature_views = on_demand_feature_views or []
         self._metadata = metadata
+        self._temp_table = temp_table
+        self._cleaned_up = False
 
     @property
     def full_feature_names(self) -> bool:
@@ -199,11 +213,29 @@ def full_feature_names(self) -> bool:
     def on_demand_feature_views(self) -> List[OnDemandFeatureView]:
         return self._on_demand_feature_views
 
+    def _drop_temp_table(self) -> None:
+        if self._cleaned_up or not self._temp_table:
+            return
+        self._cleaned_up = True
+        try:
+            self._client.execute_query(f"DROP TABLE IF EXISTS {self._temp_table}")
+        except Exception:
+            logger.exception(
+                "Failed to drop temporary entity table %s",
+                self._temp_table,
+            )
+
+    def __del__(self) -> None:
+        self._drop_temp_table()
+
     def _to_df_internal(self, timeout: Optional[int] = None) -> pd.DataFrame:
         """Return dataset as Pandas DataFrame synchronously including on demand transforms"""
-        results = self._client.execute_query(query_text=self._query)
-        self.pyarrow_schema = results.pyarrow_schema
-        return results.to_dataframe()
+        try:
+            results = self._client.execute_query(query_text=self._query)
+            self.pyarrow_schema = results.pyarrow_schema
+            return results.to_dataframe()
+        finally:
+            self._drop_temp_table()
 
     def _to_arrow_internal(self, timeout: Optional[int] = None) -> pyarrow.Table:
         """Return payrrow dataset as synchronously including on demand transforms"""
@@ -234,8 +266,11 @@ def to_trino(
             destination_table = f"{self._client.catalog}.{self._config.offline_store.dataset}.historical_{today}_{rand_id}"
 
         # TODO: Implement the timeout logic
-        query = f"CREATE TABLE {destination_table} AS ({self._query})"
-        self._client.execute_query(query_text=query)
+        try:
+            create_query = f"CREATE TABLE {destination_table} AS ({self._query})"
+            self._client.execute_query(query_text=create_query)
+        finally:
+            self._drop_temp_table()
         return destination_table
 
     def persist(
@@ -263,6 +298,8 @@ def metadata(self) -> Optional[RetrievalMetadata]:
 
 
 class TrinoOfflineStore(OfflineStore):
+    supports_filter_by_created_timestamp = True
+
     @staticmethod
     def pull_latest_from_table_or_query(
         config: RepoConfig,
@@ -321,6 +358,7 @@ def get_historical_features(
         registry: BaseRegistry,
         project: str,
         full_feature_names: bool = False,
+        filter_by_created_timestamp: bool = False,
     ) -> TrinoRetrievalJob:
         assert isinstance(config.offline_store, TrinoOfflineStoreConfig)
         for fv in feature_views:
@@ -372,19 +410,22 @@ def get_historical_features(
         )
 
         # Generate the Trino SQL query from the query context
+        entity_table_ref = table_reference
         if type(entity_df) is str:
-            table_reference = f"({entity_df})"
+            entity_table_ref = f"({entity_df})"
         query = offline_utils.build_point_in_time_query(
             query_context,
-            left_table_query_string=table_reference,
+            left_table_query_string=entity_table_ref,
             entity_df_event_timestamp_col=entity_df_event_timestamp_col,
             entity_df_columns=entity_schema.keys(),
             query_template=MULTIPLE_FEATURE_VIEW_POINT_IN_TIME_JOIN,
             full_feature_names=full_feature_names,
+            filter_by_created_timestamp=filter_by_created_timestamp,
         )
 
         return TrinoRetrievalJob(
             query=query,
+            temp_table=table_reference if isinstance(entity_df, pd.DataFrame) else None,
             client=client,
             config=config,
             full_feature_names=full_feature_names,
@@ -483,8 +524,6 @@ def _upload_entity_df_and_get_entity_schema(
     else:
         raise InvalidEntityType(type(entity_df))
 
-    # TODO: Ensure that the table expires after some time
-
 
 def _get_trino_client(config: RepoConfig) -> Trino:
     auth = None
@@ -613,6 +652,9 @@ def _get_entity_df_event_timestamp_range(
         {% if featureview.ttl == 0 %}{% else %}
         AND subquery.event_timestamp >= entity_dataframe.entity_timestamp - interval '{{ featureview.ttl }}' second
         {% endif %}
+        {% if filter_by_created_timestamp and featureview.created_timestamp_column %}
+        AND subquery.created_timestamp <= entity_dataframe.entity_timestamp
+        {% endif %}
         {% for entity in featureview.entities %}
         AND subquery.{{ entity }} = entity_dataframe.{{ entity }}
         {% endfor %}
diff --git a/sdk/python/feast/infra/offline_stores/contrib/trino_offline_store/trino_queries.py b/sdk/python/feast/infra/offline_stores/contrib/trino_offline_store/trino_queries.py
index 302745fc0e9..ef23a5cf021 100644
--- a/sdk/python/feast/infra/offline_stores/contrib/trino_offline_store/trino_queries.py
+++ b/sdk/python/feast/infra/offline_stores/contrib/trino_offline_store/trino_queries.py
@@ -1,6 +1,7 @@
 from __future__ import annotations
 
 import signal
+import threading
 from dataclasses import dataclass
 from enum import Enum
 from typing import Any, Dict, List, Optional
@@ -92,8 +93,9 @@ def __init__(self, query_text: str, cursor: Cursor):
         self.status = QueryStatus.PENDING
         self._cursor = cursor
 
-        signal.signal(signal.SIGINT, self.cancel)
-        signal.signal(signal.SIGTERM, self.cancel)
+        if threading.current_thread() is threading.main_thread():
+            signal.signal(signal.SIGINT, self.cancel)
+            signal.signal(signal.SIGTERM, self.cancel)
 
     def execute(self) -> Results:
         try:
diff --git a/sdk/python/feast/infra/offline_stores/contrib/trino_offline_store/trino_source.py b/sdk/python/feast/infra/offline_stores/contrib/trino_offline_store/trino_source.py
index d8768b773fb..21554244f86 100644
--- a/sdk/python/feast/infra/offline_stores/contrib/trino_offline_store/trino_source.py
+++ b/sdk/python/feast/infra/offline_stores/contrib/trino_offline_store/trino_source.py
@@ -1,6 +1,7 @@
 from typing import Callable, Dict, Iterable, Optional, Tuple
 
 from feast import ValueType
+from feast.credentials import ConnectionRef
 from feast.data_source import DataSource
 from feast.errors import DataSourceNoNameException
 from feast.infra.offline_stores.contrib.trino_offline_store.trino_queries import Trino
@@ -101,6 +102,7 @@ def __init__(
         description: Optional[str] = "",
         tags: Optional[Dict[str, str]] = None,
         owner: Optional[str] = "",
+        connection_ref: Optional[ConnectionRef] = None,
     ):
         """
         Creates a TrinoSource object.
@@ -137,6 +139,7 @@ def __init__(
             description=description,
             tags=tags,
             owner=owner,
+            connection_ref=connection_ref,
         )
 
         self._trino_options = TrinoOptions(table=table, query=query)
@@ -146,9 +149,7 @@ def __hash__(self):
 
     def __eq__(self, other):
         if not isinstance(other, TrinoSource):
-            raise TypeError(
-                "Comparisons should only involve TrinoSource class objects."
-            )
+            return False
 
         return (
             super().__eq__(other)
@@ -189,6 +190,7 @@ def trino_options(self, trino_options):
     def from_proto(data_source: DataSourceProto):
         assert data_source.HasField("trino_options")
 
+        tags = dict(data_source.tags)
         return TrinoSource(
             name=data_source.name,
             field_mapping=dict(data_source.field_mapping),
@@ -197,8 +199,9 @@ def from_proto(data_source: DataSourceProto):
             timestamp_field=data_source.timestamp_field,
             created_timestamp_column=data_source.created_timestamp_column,
             description=data_source.description,
-            tags=dict(data_source.tags),
+            tags=tags,
             owner=data_source.owner,
+            connection_ref=ConnectionRef.from_tags(tags),
         )
 
     def _to_proto_impl(self) -> DataSourceProto:
diff --git a/sdk/python/feast/infra/offline_stores/contrib/trino_offline_store/trino_type_map.py b/sdk/python/feast/infra/offline_stores/contrib/trino_offline_store/trino_type_map.py
index a11298e9b81..5deb8b76f59 100644
--- a/sdk/python/feast/infra/offline_stores/contrib/trino_offline_store/trino_type_map.py
+++ b/sdk/python/feast/infra/offline_stores/contrib/trino_offline_store/trino_type_map.py
@@ -22,6 +22,9 @@ def trino_to_feast_value_type(trino_type_as_str: str) -> ValueType:
         "boolean": ValueType.BOOL,
         "real": ValueType.FLOAT,
         "date": ValueType.STRING,
+        "binary": ValueType.STRING,
+        "varbinary": ValueType.STRING,
+        "json": ValueType.STRING,
     }
     _trino_type_as_str: str = trino_type_as_str
     trino_type_as_str = trino_type_as_str.lower()
@@ -36,6 +39,8 @@ def trino_to_feast_value_type(trino_type_as_str: str) -> ValueType:
                 trino_type_as_str = "decimal64"
             else:
                 trino_type_as_str = "decimal32"
+        else:
+            trino_type_as_str = "decimal64"
 
     elif trino_type_as_str.startswith("timestamp"):
         trino_type_as_str = "timestamp"
@@ -43,6 +48,9 @@ def trino_to_feast_value_type(trino_type_as_str: str) -> ValueType:
     elif trino_type_as_str.startswith("varchar"):
         trino_type_as_str = "varchar"
 
+    elif trino_type_as_str.startswith("char"):
+        trino_type_as_str = "char"
+
     if trino_type_as_str not in type_map:
         raise ValueError(f"Trino type not supported by feast {_trino_type_as_str}")
     return type_map[trino_type_as_str]
@@ -55,7 +63,11 @@ def pa_to_trino_value_type(pa_type_as_str: str) -> str:
     trino_type = "{}"
     if pa_type_as_str.startswith("list"):
         trino_type = "array<{}>"
-        pa_type_as_str = re.search(r"^list<item:\s(.+)>$", pa_type_as_str).group(1)
+        match = re.search(r"^list<item:\s(.+)>$", pa_type_as_str)
+        if match:
+            pa_type_as_str = match.group(1)
+        else:
+            return trino_type.format("varchar")
 
     if pa_type_as_str.startswith("date"):
         return trino_type.format("date")
@@ -67,7 +79,10 @@ def pa_to_trino_value_type(pa_type_as_str: str) -> str:
             return trino_type.format("timestamp")
 
     if pa_type_as_str.startswith("decimal"):
-        return trino_type.format(pa_type_as_str)
+        # PyArrow renders decimal types as decimal128(10, 2) or decimal256(10, 2),
+        # but Trino expects just decimal(10, 2)
+        normalized = re.sub(r"^decimal\d+", "decimal", pa_type_as_str)
+        return trino_type.format(normalized)
 
     if pa_type_as_str.startswith("map<"):
         return trino_type.format("varchar")
@@ -92,33 +107,43 @@ def pa_to_trino_value_type(pa_type_as_str: str) -> str:
         "float": "double",
         "double": "double",
         "binary": "binary",
+        "varbinary": "binary",
         "string": "varchar",
+        "char": "varchar",
     }
     return trino_type.format(type_map[pa_type_as_str])
 
 
-_TRINO_TO_PA_TYPE_MAP = {
+_TRINO_TO_PA_TYPE_MAP: Dict[str, pa.DataType] = {
     "null": pa.null(),
     "boolean": pa.bool_(),
     "date": pa.date32(),
     "tinyint": pa.int8(),
     "smallint": pa.int16(),
     "integer": pa.int32(),
+    "int": pa.int32(),
     "bigint": pa.int64(),
     "double": pa.float64(),
     "binary": pa.binary(),
+    "varbinary": pa.binary(),
     "char": pa.string(),
+    "json": pa.string(),
     "real": pa.float32(),
 }
 
 
+def _trino_array_item_type(trino_type_as_str: str) -> str | None:
+    if trino_type_as_str.startswith("array(") and trino_type_as_str.endswith(")"):
+        return trino_type_as_str[6:-1].strip()
+    return None
+
+
 def trino_to_pa_value_type(trino_type_as_str: str) -> pa.DataType:
-    trino_type_as_str = trino_type_as_str.lower()
+    trino_type_as_str = trino_type_as_str.lower().strip()
 
-    _is_list: bool = False
-    if trino_type_as_str.startswith("array"):
-        _is_list = True
-        trino_type_as_str = re.search(r"^array\((\w+)\)$", trino_type_as_str).group(1)
+    array_item_type = _trino_array_item_type(trino_type_as_str)
+    if array_item_type is not None:
+        return pa.list_(trino_to_pa_value_type(array_item_type))
 
     if trino_type_as_str.startswith("decimal"):
         search_precision = re.search(
@@ -127,20 +152,24 @@ def trino_to_pa_value_type(trino_type_as_str: str) -> pa.DataType:
         if search_precision:
             precision = int(search_precision.group(1))
             if precision > 32:
-                pa_type = pa.float64()
+                return pa.float64()
             else:
-                pa_type = pa.float32()
+                return pa.float32()
+        return pa.float64()
 
-    elif trino_type_as_str.startswith("timestamp"):
-        pa_type = pa.timestamp("us")
+    if trino_type_as_str.startswith("timestamp"):
+        return pa.timestamp("us")
 
-    elif trino_type_as_str.startswith("varchar"):
-        pa_type = pa.string()
+    if trino_type_as_str.startswith("varchar"):
+        return pa.string()
+
+    if trino_type_as_str.startswith("char"):
+        return pa.string()
+
+    if trino_type_as_str.startswith("row("):
+        return pa.string()
 
-    else:
-        pa_type = _TRINO_TO_PA_TYPE_MAP[trino_type_as_str]
+    if trino_type_as_str.startswith("map("):
+        return pa.string()
 
-    if _is_list:
-        return pa.list_(pa_type)
-    else:
-        return pa_type
+    return _TRINO_TO_PA_TYPE_MAP[trino_type_as_str]
diff --git a/sdk/python/feast/infra/offline_stores/dask.py b/sdk/python/feast/infra/offline_stores/dask.py
index 3e640ce5af0..f9d22250c7d 100644
--- a/sdk/python/feast/infra/offline_stores/dask.py
+++ b/sdk/python/feast/infra/offline_stores/dask.py
@@ -1,15 +1,18 @@
+import json
 import os
 import uuid
-from datetime import datetime, timezone
+from datetime import date, datetime, timezone
 from pathlib import Path
-from typing import Any, Callable, Dict, List, Literal, Optional, Tuple, Union
+from typing import Any, Callable, Dict, List, Literal, Optional, Set, Tuple, Union
 
 import dask
 import dask.dataframe as dd
+import numpy as np
 import pandas as pd
 import pyarrow
+import pyarrow.compute as pc
 import pyarrow.dataset
-import pyarrow.parquet
+import pyarrow.parquet as pq
 import pytz
 
 from feast.data_source import DataSource
@@ -34,6 +37,13 @@
     get_pyarrow_schema_from_batch_source,
 )
 from feast.infra.registry.base_registry import BaseRegistry
+from feast.monitoring.monitoring_utils import (
+    MONITORING_DIR,
+    MONITORING_PARQUET_FILES,
+    monitoring_parquet_meta,
+    normalize_monitoring_row,
+    opt_float,
+)
 from feast.on_demand_feature_view import OnDemandFeatureView
 from feast.repo_config import FeastConfigBaseModel, RepoConfig
 from feast.saved_dataset import SavedDatasetStorage
@@ -131,6 +141,8 @@ def supports_remote_storage_export(self) -> bool:
 
 
 class DaskOfflineStore(OfflineStore):
+    supports_filter_by_created_timestamp = True
+
     @staticmethod
     def get_historical_features(
         config: RepoConfig,
@@ -140,6 +152,7 @@ def get_historical_features(
         registry: BaseRegistry,
         project: str,
         full_feature_names: bool = False,
+        filter_by_created_timestamp: bool = False,
         **kwargs,
     ) -> RetrievalJob:
         assert isinstance(config.offline_store, DaskOfflineStoreConfig)
@@ -289,6 +302,9 @@ def evaluate_historical_retrieval():
                 if non_entity_mode:
                     current_join_keys = []
 
+                # Snapshot before the merge blends the two sides together.
+                entity_df_columns = list(entity_df_with_features.columns)
+
                 df_to_join = _merge(
                     entity_df_with_features, df_to_join, current_join_keys
                 )
@@ -304,6 +320,17 @@ def evaluate_historical_retrieval():
                     timestamp_field,
                 )
 
+                if filter_by_created_timestamp and created_timestamp_column:
+                    df_to_join = _apply_created_timestamp_cutoff(
+                        df_to_join,
+                        timestamp_field,
+                        created_timestamp_column,
+                        entity_df_event_timestamp_col,
+                        # Join keys too: in non-entity mode they come from the
+                        # feature view side.
+                        set(entity_df_columns) | set(join_keys),
+                    )
+
                 df_to_join = _drop_duplicates(
                     df_to_join,
                     all_join_keys,
@@ -582,6 +609,377 @@ def offline_write_batch(
         writer.write_table(new_table)
         writer.close()
 
+    @staticmethod
+    def compute_monitoring_metrics(
+        config: RepoConfig,
+        data_source: DataSource,
+        feature_columns: List[Tuple[str, str]],
+        timestamp_field: str,
+        start_date: Optional[datetime] = None,
+        end_date: Optional[datetime] = None,
+        histogram_bins: int = 20,
+        top_n: int = 10,
+    ) -> List[Dict[str, Any]]:
+        assert isinstance(config.offline_store, DaskOfflineStoreConfig)
+        assert isinstance(data_source, FileSource)
+
+        table = _dask_read_batch_arrow(data_source, config.repo_path)
+        table = _dask_filter_arrow_by_timestamp(
+            table, timestamp_field, start_date, end_date
+        )
+
+        results: List[Dict[str, Any]] = []
+        for name, ftype in feature_columns:
+            if name not in table.column_names:
+                continue
+            col = table[name]
+            if ftype == "numeric":
+                m = _dask_compute_numeric_metrics(col, histogram_bins)
+            elif ftype == "categorical":
+                m = _dask_compute_categorical_metrics(col, top_n)
+            else:
+                continue
+            m["feature_name"] = name
+            results.append(m)
+        return results
+
+    @staticmethod
+    def get_monitoring_max_timestamp(
+        config: RepoConfig,
+        data_source: DataSource,
+        timestamp_field: str,
+    ) -> Optional[datetime]:
+        assert isinstance(config.offline_store, DaskOfflineStoreConfig)
+        assert isinstance(data_source, FileSource)
+
+        absolute_path = FileSource.get_uri_for_file_path(
+            repo_path=config.repo_path,
+            uri=data_source.file_options.uri,
+        )
+        filesystem, path = FileSource.create_filesystem_and_path(
+            str(absolute_path),
+            data_source.file_options.s3_endpoint_override,
+            resolved_credentials=data_source.resolve_credentials(),
+        )
+        try:
+            t = pq.read_table(path, filesystem=filesystem, columns=[timestamp_field])
+        except Exception:
+            return None
+        if t.num_rows == 0:
+            return None
+        arr = t[timestamp_field]
+        mx = pc.max(arr)  # type: ignore[attr-defined]
+        val = mx.as_py()
+        if val is None:
+            return None
+        if isinstance(val, datetime):
+            return val if val.tzinfo else val.replace(tzinfo=timezone.utc)
+        if isinstance(val, date):
+            return datetime.combine(val, datetime.min.time(), tzinfo=timezone.utc)
+        return None
+
+    @staticmethod
+    def ensure_monitoring_tables(config: RepoConfig) -> None:
+        assert isinstance(config.offline_store, DaskOfflineStoreConfig)
+        base = os.path.join(_dask_monitoring_base(config), MONITORING_DIR)
+        os.makedirs(base, exist_ok=True)
+
+        tables = [
+            monitoring_parquet_meta(t)
+            for t in ("feature", "feature_view", "feature_service", "job")
+        ]
+        for fname, columns, _ in tables:
+            fpath = _dask_monitoring_path(config, fname)
+            if not os.path.isfile(fpath):
+                os.makedirs(os.path.dirname(fpath), exist_ok=True)
+                pd.DataFrame(columns=columns).to_parquet(fpath, index=False)
+
+    @staticmethod
+    def save_monitoring_metrics(
+        config: RepoConfig,
+        metric_type: str,
+        metrics: List[Dict[str, Any]],
+    ) -> None:
+        if not metrics:
+            return
+        assert isinstance(config.offline_store, DaskOfflineStoreConfig)
+
+        fname, columns, pk = _dask_mon_table_meta(metric_type)
+        path = _dask_monitoring_path(config, fname)
+        _dask_parquet_upsert(path, columns, pk, metrics)
+
+    @staticmethod
+    def query_monitoring_metrics(
+        config: RepoConfig,
+        project: str,
+        metric_type: str,
+        filters: Optional[Dict[str, Any]] = None,
+        start_date: Optional[date] = None,
+        end_date: Optional[date] = None,
+    ) -> List[Dict[str, Any]]:
+        assert isinstance(config.offline_store, DaskOfflineStoreConfig)
+
+        fname, columns, _ = _dask_mon_table_meta(metric_type)
+        path = _dask_monitoring_path(config, fname)
+        return _dask_parquet_query(
+            path, columns, project, filters, start_date, end_date
+        )
+
+    @staticmethod
+    def clear_monitoring_baseline(
+        config: RepoConfig,
+        project: str,
+        feature_view_name: Optional[str] = None,
+        feature_name: Optional[str] = None,
+        data_source_type: Optional[str] = None,
+    ) -> None:
+        assert isinstance(config.offline_store, DaskOfflineStoreConfig)
+
+        path = _dask_monitoring_path(config, MONITORING_PARQUET_FILES["feature"])
+        tab = _dask_read_parquet_if_exists(path)
+        if tab is None or tab.num_rows == 0:
+            return
+
+        df = tab.to_pandas()
+        mask = df["project_id"] == project
+        if feature_view_name is not None:
+            mask = mask & (df["feature_view_name"] == feature_view_name)
+        if feature_name is not None:
+            mask = mask & (df["feature_name"] == feature_name)
+        if data_source_type is not None:
+            mask = mask & (df["data_source_type"] == data_source_type)
+        mask = mask & (df["is_baseline"].isin([True, 1]))
+        df.loc[mask, "is_baseline"] = False
+        pq.write_table(pyarrow.Table.from_pandas(df, preserve_index=False), path)
+
+
+def _dask_monitoring_base(config: RepoConfig) -> str:
+    base = config.repo_path
+    return str(base) if base else "."
+
+
+def _dask_monitoring_path(config: RepoConfig, filename: str) -> str:
+    return os.path.join(_dask_monitoring_base(config), MONITORING_DIR, filename)
+
+
+def _dask_mon_table_meta(metric_type: str):
+    return monitoring_parquet_meta(metric_type)
+
+
+def _dask_read_parquet_if_exists(path: str) -> Optional[pyarrow.Table]:
+    if not os.path.isfile(path):
+        return None
+    return pq.read_table(path)
+
+
+def _dask_read_batch_arrow(
+    data_source: FileSource, repo_path: Optional[Path]
+) -> pyarrow.Table:
+    absolute_path = FileSource.get_uri_for_file_path(
+        repo_path=repo_path,
+        uri=data_source.file_options.uri,
+    )
+    filesystem, path = FileSource.create_filesystem_and_path(
+        str(absolute_path),
+        data_source.file_options.s3_endpoint_override,
+        resolved_credentials=data_source.resolve_credentials(),
+    )
+    return pq.read_table(path, filesystem=filesystem)
+
+
+def _dask_filter_arrow_by_timestamp(
+    table: pyarrow.Table,
+    timestamp_field: str,
+    start_date: Optional[datetime],
+    end_date: Optional[datetime],
+) -> pyarrow.Table:
+    if start_date is None and end_date is None:
+        return table
+    arr = table[timestamp_field]
+    mask = None
+    if start_date is not None:
+        mask = pc.greater_equal(arr, pyarrow.scalar(start_date))  # type: ignore[attr-defined]
+    if end_date is not None:
+        m2 = pc.less_equal(arr, pyarrow.scalar(end_date))  # type: ignore[attr-defined]
+        mask = m2 if mask is None else pc.and_(mask, m2)  # type: ignore[attr-defined]
+    return table.filter(mask)
+
+
+def _dask_compute_numeric_metrics(
+    column: pyarrow.ChunkedArray, histogram_bins: int
+) -> Dict[str, Any]:
+    total = len(column)
+    null_count = column.null_count
+    result: Dict[str, Any] = {
+        "feature_type": "numeric",
+        "row_count": total,
+        "null_count": null_count,
+        "null_rate": null_count / total if total > 0 else 0.0,
+        "mean": None,
+        "stddev": None,
+        "min_val": None,
+        "max_val": None,
+        "p50": None,
+        "p75": None,
+        "p90": None,
+        "p95": None,
+        "p99": None,
+        "histogram": None,
+    }
+
+    valid = pc.drop_null(column)  # type: ignore[attr-defined]
+    if len(valid) == 0:
+        return result
+
+    float_array = pc.cast(valid, pyarrow.float64())
+    result["mean"] = opt_float(pc.mean(float_array).as_py())  # type: ignore[attr-defined]
+    result["stddev"] = opt_float(pc.stddev(float_array, ddof=1).as_py())  # type: ignore[attr-defined]
+
+    min_max = pc.min_max(float_array)  # type: ignore[attr-defined]
+    result["min_val"] = min_max["min"].as_py()
+    result["max_val"] = min_max["max"].as_py()
+
+    quantiles = pc.quantile(float_array, q=[0.50, 0.75, 0.90, 0.95, 0.99])  # type: ignore[attr-defined]
+    q_values = quantiles.to_pylist()
+    result["p50"] = q_values[0]
+    result["p75"] = q_values[1]
+    result["p90"] = q_values[2]
+    result["p95"] = q_values[3]
+    result["p99"] = q_values[4]
+
+    np_array = float_array.to_numpy()
+    counts, bin_edges = np.histogram(np_array, bins=histogram_bins)
+    result["histogram"] = {
+        "bins": bin_edges.tolist(),
+        "counts": counts.tolist(),
+        "bin_width": float(bin_edges[1] - bin_edges[0]) if len(bin_edges) > 1 else 0,
+    }
+
+    return result
+
+
+def _dask_compute_categorical_metrics(
+    column: pyarrow.ChunkedArray, top_n: int
+) -> Dict[str, Any]:
+    total = len(column)
+    null_count = column.null_count
+    result: Dict[str, Any] = {
+        "feature_type": "categorical",
+        "row_count": total,
+        "null_count": null_count,
+        "null_rate": null_count / total if total > 0 else 0.0,
+        "mean": None,
+        "stddev": None,
+        "min_val": None,
+        "max_val": None,
+        "p50": None,
+        "p75": None,
+        "p90": None,
+        "p95": None,
+        "p99": None,
+        "histogram": None,
+    }
+
+    valid = pc.drop_null(column)  # type: ignore[attr-defined]
+    if len(valid) == 0:
+        return result
+
+    value_counts = pc.value_counts(valid)  # type: ignore[attr-defined]
+    entries = [
+        {"value": vc["values"].as_py(), "count": vc["counts"].as_py()}
+        for vc in value_counts
+    ]
+    entries.sort(key=lambda x: x["count"], reverse=True)
+
+    unique_count = len(entries)
+    top_entries = entries[:top_n]
+    other_count = sum(e["count"] for e in entries[top_n:])
+
+    result["histogram"] = {
+        "values": top_entries,
+        "other_count": other_count,
+        "unique_count": unique_count,
+    }
+
+    return result
+
+
+def _dask_parquet_upsert(
+    path: str,
+    columns: List[str],
+    pk_cols: List[str],
+    new_rows: List[Dict[str, Any]],
+) -> None:
+    os.makedirs(os.path.dirname(path), exist_ok=True)
+
+    prepared: List[Dict[str, Any]] = []
+    for row in new_rows:
+        r = dict(row)
+        if (
+            "histogram" in r
+            and r["histogram"] is not None
+            and not isinstance(r["histogram"], str)
+        ):
+            r["histogram"] = json.dumps(r["histogram"])
+        prepared.append(r)
+
+    new_df = pd.DataFrame(prepared, columns=columns)
+    existing = _dask_read_parquet_if_exists(path)
+    if existing is not None:
+        old_df = existing.to_pandas()
+        combined = pd.concat([old_df, new_df], ignore_index=True)
+    else:
+        combined = new_df
+
+    combined = combined.drop_duplicates(subset=pk_cols, keep="last")
+    table = pyarrow.Table.from_pandas(combined, preserve_index=False)
+    pq.write_table(table, path)
+
+
+def _dask_parquet_query(
+    path: str,
+    columns: List[str],
+    project: str,
+    filters: Optional[Dict[str, Any]],
+    start_date: Optional[date],
+    end_date: Optional[date],
+) -> List[Dict[str, Any]]:
+    tab = _dask_read_parquet_if_exists(path)
+    if tab is None or tab.num_rows == 0:
+        return []
+
+    df = tab.to_pandas()
+    if project:
+        df = df[df["project_id"] == project]
+    if filters:
+        for key, value in filters.items():
+            if value is not None:
+                df = df[df[key] == value]
+    if "metric_date" in df.columns:
+        if start_date is not None:
+            df = df[df["metric_date"] >= start_date]
+        if end_date is not None:
+            df = df[df["metric_date"] <= end_date]
+        df = df.sort_values("metric_date", ascending=True)
+    else:
+        df = df.sort_values("job_id", ascending=True)
+
+    results = []
+    for _, row in df.iterrows():
+        record = {c: row.get(c) for c in columns}
+        normalize_monitoring_row(record)
+        for key in ("metric_date", "computed_at"):
+            val = record.get(key)
+            if (
+                val is not None
+                and not isinstance(val, str)
+                and hasattr(val, "isoformat")
+            ):
+                record[key] = val.isoformat()
+        results.append(record)
+
+    return results
+
 
 def _get_entity_df_event_timestamp_range(
     entity_df: Union[pd.DataFrame, str],
@@ -605,15 +1003,26 @@ def _get_entity_df_event_timestamp_range(
 
 
 def _read_datasource(data_source, repo_path) -> dd.DataFrame:
-    storage_options = (
-        {
+    storage_options: Optional[dict] = None
+    resolved_creds = data_source.resolve_credentials()
+
+    if resolved_creds:
+        storage_options = {
+            "key": resolved_creds.get("AWS_ACCESS_KEY_ID", ""),
+            "secret": resolved_creds.get("AWS_SECRET_ACCESS_KEY", ""),
+        }
+        endpoint = data_source.file_options.s3_endpoint_override
+        if endpoint:
+            storage_options["client_kwargs"] = {"endpoint_url": endpoint}
+        session_token = resolved_creds.get("AWS_SESSION_TOKEN")
+        if session_token:
+            storage_options["token"] = session_token
+    elif data_source.file_options.s3_endpoint_override:
+        storage_options = {
             "client_kwargs": {
                 "endpoint_url": data_source.file_options.s3_endpoint_override
             }
         }
-        if data_source.file_options.s3_endpoint_override
-        else None
-    )
 
     path = FileSource.get_uri_for_file_path(
         repo_path=repo_path,
@@ -806,6 +1215,32 @@ def _filter_ttl(
     return df_to_join
 
 
+def _apply_created_timestamp_cutoff(
+    df_to_join: dd.DataFrame,
+    timestamp_field: str,
+    created_timestamp_column: str,
+    entity_df_event_timestamp_col: str,
+    preserved_columns: Set[str],
+) -> dd.DataFrame:
+    # Versions created after the entity timestamp. The isna() term leaves rows with a
+    # null source timestamp untouched, matching _filter_ttl.
+    too_new = ~df_to_join[timestamp_field].isna() & ~(
+        df_to_join[created_timestamp_column]
+        <= df_to_join[entity_df_event_timestamp_col]
+    )
+
+    # Blank instead of drop, so the entity row survives when every candidate is too new.
+    # _drop_duplicates then prefers a real match (nulls sort first, keep="last").
+    # Single assign, left lazy: a per-column loop is super-linear to optimize.
+    return df_to_join.assign(
+        **{
+            column: df_to_join[column].mask(too_new)
+            for column in df_to_join.columns
+            if column not in preserved_columns
+        }
+    )
+
+
 def _drop_duplicates(
     df_to_join: dd.DataFrame,
     all_join_keys: List[str],
diff --git a/sdk/python/feast/infra/offline_stores/duckdb.py b/sdk/python/feast/infra/offline_stores/duckdb.py
index e0a69e53c56..7439f8bb1ea 100644
--- a/sdk/python/feast/infra/offline_stores/duckdb.py
+++ b/sdk/python/feast/infra/offline_stores/duckdb.py
@@ -1,11 +1,22 @@
+from __future__ import annotations
+
+import json
 import os
-from datetime import datetime
+from datetime import date, datetime, timezone
 from pathlib import Path
-from typing import Any, Callable, List, Optional, Union
+from typing import TYPE_CHECKING, Any, Callable, Dict, List, Optional, Tuple, Union
+
+if TYPE_CHECKING:
+    from feast.infra.data_sources.contrib.iceberg_catalog.iceberg_source import (
+        IcebergSource,
+    )
 
+import duckdb
 import ibis
 import pandas as pd
 import pyarrow
+import pyarrow as pa
+import pyarrow.parquet as pq
 from ibis.expr.types import Table
 from pydantic import StrictStr
 
@@ -23,24 +34,97 @@
     write_logged_features_ibis,
 )
 from feast.infra.offline_stores.offline_store import OfflineStore, RetrievalJob
+from feast.infra.offline_stores.offline_utils import get_timestamp_filter_sql
 from feast.infra.registry.base_registry import BaseRegistry
+from feast.monitoring.monitoring_utils import (
+    MONITORING_DIR,
+    MONITORING_PARQUET_FILES,
+    empty_categorical_metric,
+    empty_numeric_metric,
+    monitoring_parquet_meta,
+    normalize_monitoring_row,
+    opt_float,
+)
 from feast.repo_config import FeastConfigBaseModel, RepoConfig
 
 
 def _read_data_source(data_source: DataSource, repo_path: str) -> Table:
+    from feast.infra.data_sources.contrib.iceberg_catalog.iceberg_source import (
+        IcebergSource,
+    )
+
+    if isinstance(data_source, IcebergSource):
+        return _read_iceberg_catalog_source(data_source, repo_path)
+
     assert isinstance(data_source, FileSource)
 
-    if isinstance(data_source.file_format, ParquetFormat):
+    resolved_creds = data_source.resolve_credentials()
+
+    if isinstance(data_source.file_format, ParquetFormat) or (
+        data_source.file_format is None and data_source.path.endswith(".parquet")
+    ):
+        if resolved_creds and data_source.path.startswith("s3://"):
+            storage_options = {
+                "AWS_ACCESS_KEY_ID": resolved_creds.get("AWS_ACCESS_KEY_ID", ""),
+                "AWS_SECRET_ACCESS_KEY": resolved_creds.get(
+                    "AWS_SECRET_ACCESS_KEY", ""
+                ),
+            }
+            if data_source.s3_endpoint_override:
+                storage_options["AWS_ENDPOINT_URL"] = data_source.s3_endpoint_override
+            session_token = resolved_creds.get("AWS_SESSION_TOKEN")
+            if session_token:
+                storage_options["AWS_SESSION_TOKEN"] = session_token
+            return ibis.read_parquet(data_source.path, storage_options=storage_options)
         return ibis.read_parquet(data_source.path)
     elif isinstance(data_source.file_format, DeltaFormat):
+        storage_options = {}
+        if resolved_creds:
+            storage_options["AWS_ACCESS_KEY_ID"] = resolved_creds.get(
+                "AWS_ACCESS_KEY_ID", ""
+            )
+            storage_options["AWS_SECRET_ACCESS_KEY"] = resolved_creds.get(
+                "AWS_SECRET_ACCESS_KEY", ""
+            )
+            session_token = resolved_creds.get("AWS_SESSION_TOKEN")
+            if session_token:
+                storage_options["AWS_SESSION_TOKEN"] = session_token
         if data_source.s3_endpoint_override:
-            storage_options = {
-                "AWS_ENDPOINT_URL": data_source.s3_endpoint_override,
-            }
+            storage_options["AWS_ENDPOINT_URL"] = data_source.s3_endpoint_override
+        if storage_options:
             return ibis.read_delta(data_source.path, storage_options=storage_options)
         return ibis.read_delta(data_source.path)
 
 
+def _read_iceberg_catalog_source(data_source: "IcebergSource", repo_path: str) -> Table:
+    """Read from an IcebergSource via PyIceberg.
+
+    Loads the table through the configured catalog (REST, SQL, Hive, etc.)
+    and scans it to Arrow.
+    """
+    fqn = f"{data_source.namespace}.{data_source.iceberg_table}"
+
+    if data_source.catalog_type != "rest":
+        catalog_client = data_source.get_catalog_client()
+        table = catalog_client.load_table(fqn)
+    else:
+        from pyiceberg.catalog import load_catalog
+
+        catalog_config: dict = {
+            "type": "rest",
+            "uri": data_source.endpoint,
+            "warehouse": data_source.warehouse,
+        }
+        if data_source.token_env_var:
+            token = os.environ.get(data_source.token_env_var)
+            if token:
+                catalog_config["token"] = token
+        catalog = load_catalog(data_source.catalog_name, **catalog_config)
+        table = catalog.load_table(fqn)
+
+    return ibis.memtable(table.scan().to_arrow())
+
+
 def _write_data_source(
     table: Table,
     data_source: DataSource,
@@ -63,7 +147,9 @@ def _write_data_source(
     ):
         raise SavedDatasetLocationAlreadyExists(location=file_options.uri)
 
-    if isinstance(data_source.file_format, ParquetFormat):
+    if data_source.file_format is None or isinstance(
+        data_source.file_format, ParquetFormat
+    ):
         if mode == "overwrite":
             table = table.to_pyarrow()
 
@@ -113,6 +199,318 @@ def _write_data_source(
         )
 
 
+# ------------------------------------------------------------------ #
+#  DuckDB monitoring (Parquet-backed)
+# ------------------------------------------------------------------ #
+
+
+def _duckdb_monitoring_base(config: RepoConfig) -> str:
+    base = config.repo_path
+    return str(base) if base else "."
+
+
+def _duckdb_monitoring_path(config: RepoConfig, filename: str) -> str:
+    return os.path.join(_duckdb_monitoring_base(config), MONITORING_DIR, filename)
+
+
+def _duckdb_parquet_from_expression(config: RepoConfig, data_source: FileSource) -> str:
+    absolute_path = FileSource.get_uri_for_file_path(
+        repo_path=_duckdb_monitoring_base(config),
+        uri=data_source.file_options.uri,
+    )
+    return str(absolute_path).replace("'", "''")
+
+
+def _duckdb_quote_ident(name: str) -> str:
+    return f'"{name}"'
+
+
+def _duckdb_ts_where(ts_filter: str) -> str:
+    return f"({ts_filter})" if (ts_filter and ts_filter.strip()) else "1=1"
+
+
+def _duckdb_numeric_stats(
+    conn: duckdb.DuckDBPyConnection,
+    from_expr: str,
+    feature_names: List[str],
+    ts_filter: str,
+    histogram_bins: int,
+) -> List[Dict[str, Any]]:
+    select_parts = ["COUNT(*)"]
+    for col in feature_names:
+        q = _duckdb_quote_ident(col)
+        c = f"CAST({q} AS DOUBLE)"
+        select_parts.extend(
+            [
+                f"COUNT({q})",
+                f"AVG({c})",
+                f"STDDEV_SAMP({c})",
+                f"MIN({c})",
+                f"MAX({c})",
+                f"PERCENTILE_CONT(0.50) WITHIN GROUP (ORDER BY {c})",
+                f"PERCENTILE_CONT(0.75) WITHIN GROUP (ORDER BY {c})",
+                f"PERCENTILE_CONT(0.90) WITHIN GROUP (ORDER BY {c})",
+                f"PERCENTILE_CONT(0.95) WITHIN GROUP (ORDER BY {c})",
+                f"PERCENTILE_CONT(0.99) WITHIN GROUP (ORDER BY {c})",
+            ]
+        )
+
+    tw = _duckdb_ts_where(ts_filter)
+    query = f"SELECT {', '.join(select_parts)} FROM {from_expr} AS _src WHERE {tw}"
+    row = conn.execute(query).fetchone()
+
+    if row is None:
+        return [empty_numeric_metric(n) for n in feature_names]
+
+    row_count = row[0]
+    results: List[Dict[str, Any]] = []
+
+    for i, col in enumerate(feature_names):
+        base = 1 + i * 10
+        non_null = row[base] or 0
+        null_count = row_count - non_null
+
+        min_val = opt_float(row[base + 3])
+        max_val = opt_float(row[base + 4])
+
+        result: Dict[str, Any] = {
+            "feature_name": col,
+            "feature_type": "numeric",
+            "row_count": row_count,
+            "null_count": null_count,
+            "null_rate": null_count / row_count if row_count > 0 else 0.0,
+            "mean": opt_float(row[base + 1]),
+            "stddev": opt_float(row[base + 2]),
+            "min_val": min_val,
+            "max_val": max_val,
+            "p50": opt_float(row[base + 5]),
+            "p75": opt_float(row[base + 6]),
+            "p90": opt_float(row[base + 7]),
+            "p95": opt_float(row[base + 8]),
+            "p99": opt_float(row[base + 9]),
+            "histogram": None,
+        }
+
+        if min_val is not None and max_val is not None and non_null > 0:
+            result["histogram"] = _duckdb_numeric_histogram(
+                conn,
+                from_expr,
+                col,
+                ts_filter,
+                histogram_bins,
+                min_val,
+                max_val,
+            )
+
+        results.append(result)
+
+    return results
+
+
+def _duckdb_numeric_histogram(
+    conn: duckdb.DuckDBPyConnection,
+    from_expr: str,
+    col_name: str,
+    ts_filter: str,
+    bins: int,
+    min_val: float,
+    max_val: float,
+) -> Dict[str, Any]:
+    q_col = _duckdb_quote_ident(col_name)
+
+    tw = _duckdb_ts_where(ts_filter)
+    if min_val == max_val:
+        row = conn.execute(
+            f"SELECT COUNT(*) FROM {from_expr} AS _src "
+            f"WHERE {q_col} IS NOT NULL AND {tw}"
+        ).fetchone()
+        cnt = row[0] if row else 0
+        return {"bins": [min_val, max_val], "counts": [cnt], "bin_width": 0.0}
+
+    bin_width = (max_val - min_val) / bins
+
+    query = (
+        f"SELECT LEAST(FLOOR((CAST({q_col} AS DOUBLE) - {min_val}) / {bin_width}) + 1, {bins}) AS bucket, "
+        f"COUNT(*) AS cnt "
+        f"FROM {from_expr} AS _src "
+        f"WHERE {q_col} IS NOT NULL AND {tw} "
+        f"GROUP BY bucket ORDER BY bucket"
+    )
+    rows = conn.execute(query).fetchall()
+
+    counts = [0] * bins
+    for bucket, cnt in rows:
+        b = int(bucket)
+        if 1 <= b <= bins:
+            counts[b - 1] = cnt
+
+    bin_edges = [min_val + i * bin_width for i in range(bins + 1)]
+    return {
+        "bins": [float(b) for b in bin_edges],
+        "counts": counts,
+        "bin_width": float(bin_width),
+    }
+
+
+def _duckdb_categorical_stats(
+    conn: duckdb.DuckDBPyConnection,
+    from_expr: str,
+    col_name: str,
+    ts_filter: str,
+    top_n: int,
+) -> Dict[str, Any]:
+    q_col = _duckdb_quote_ident(col_name)
+
+    tw = _duckdb_ts_where(ts_filter)
+    query = (
+        f"WITH filtered AS ("
+        f"  SELECT * FROM {from_expr} AS _src WHERE {tw}"
+        f") "
+        f"SELECT "
+        f"  (SELECT COUNT(*) FROM filtered) AS row_count, "
+        f"  (SELECT COUNT(*) - COUNT({q_col}) FROM filtered) AS null_count, "
+        f"  (SELECT COUNT(DISTINCT {q_col}) FROM filtered "
+        f"   WHERE {q_col} IS NOT NULL) AS unique_count, "
+        f"  CAST({q_col} AS VARCHAR) AS value, COUNT(*) AS cnt "
+        f"FROM filtered WHERE {q_col} IS NOT NULL "
+        f"GROUP BY {q_col} "
+        f"ORDER BY cnt DESC LIMIT {int(top_n)}"
+    )
+
+    rows = conn.execute(query).fetchall()
+
+    if not rows:
+        return empty_categorical_metric(col_name)
+
+    row_count = rows[0][0]
+    null_count = rows[0][1]
+    unique_count = rows[0][2]
+
+    top_entries = [{"value": r[3], "count": r[4]} for r in rows]
+    top_total = sum(e["count"] for e in top_entries)
+    other_count = (row_count - null_count) - top_total
+
+    return {
+        "feature_name": col_name,
+        "feature_type": "categorical",
+        "row_count": row_count,
+        "null_count": null_count,
+        "null_rate": null_count / row_count if row_count > 0 else 0.0,
+        "mean": None,
+        "stddev": None,
+        "min_val": None,
+        "max_val": None,
+        "p50": None,
+        "p75": None,
+        "p90": None,
+        "p95": None,
+        "p99": None,
+        "histogram": {
+            "values": top_entries,
+            "other_count": max(other_count, 0),
+            "unique_count": unique_count,
+        },
+    }
+
+
+def _duckdb_mon_table_meta(metric_type: str):
+    return monitoring_parquet_meta(metric_type)
+
+
+def _duckdb_read_parquet_if_exists(path: str) -> Optional[pa.Table]:
+    if not os.path.isfile(path):
+        return None
+    return pq.read_table(path)
+
+
+def _duckdb_parquet_upsert(
+    path: str,
+    columns: List[str],
+    pk_cols: List[str],
+    new_rows: List[Dict[str, Any]],
+) -> None:
+    os.makedirs(os.path.dirname(path), exist_ok=True)
+
+    prepared: List[Dict[str, Any]] = []
+    for row in new_rows:
+        r = dict(row)
+        if (
+            "histogram" in r
+            and r["histogram"] is not None
+            and not isinstance(r["histogram"], str)
+        ):
+            r["histogram"] = json.dumps(r["histogram"])
+        prepared.append(r)
+
+    new_df = pd.DataFrame(prepared, columns=columns)
+    existing = _duckdb_read_parquet_if_exists(path)
+    if existing is not None:
+        old_df = existing.to_pandas()
+        combined = pd.concat([old_df, new_df], ignore_index=True)
+    else:
+        combined = new_df
+
+    combined = combined.drop_duplicates(subset=pk_cols, keep="last")
+    table = pa.Table.from_pandas(combined, preserve_index=False)
+    pq.write_table(table, path)
+
+
+def _duckdb_parquet_query(
+    path: str,
+    columns: List[str],
+    project: str,
+    filters: Optional[Dict[str, Any]],
+    start_date: Optional[date],
+    end_date: Optional[date],
+) -> List[Dict[str, Any]]:
+    tab = _duckdb_read_parquet_if_exists(path)
+    if tab is None or tab.num_rows == 0:
+        return []
+
+    df = tab.to_pandas()
+    if project:
+        df = df[df["project_id"] == project]
+    if filters:
+        for key, value in filters.items():
+            if value is not None:
+                df = df[df[key] == value]
+    if "metric_date" in df.columns:
+        if start_date is not None:
+            df = df[df["metric_date"] >= start_date]
+        if end_date is not None:
+            df = df[df["metric_date"] <= end_date]
+        df = df.sort_values("metric_date", ascending=True)
+    else:
+        df = df.sort_values("job_id", ascending=True)
+
+    results = []
+    for _, row in df.iterrows():
+        record = {c: row.get(c) for c in columns}
+        normalize_monitoring_row(record)
+        for key in ("metric_date", "computed_at"):
+            val = record.get(key)
+            if (
+                val is not None
+                and not isinstance(val, str)
+                and hasattr(val, "isoformat")
+            ):
+                record[key] = val.isoformat()
+        results.append(record)
+
+    return results
+
+
+def _duckdb_sql_from_expression(config: RepoConfig, data_source: FileSource) -> str:
+    p = _duckdb_parquet_from_expression(config, data_source)
+    if isinstance(data_source.file_format, ParquetFormat):
+        return f"read_parquet('{p}')"
+    if isinstance(data_source.file_format, DeltaFormat):
+        return f"delta_scan('{p}')"
+    raise NotImplementedError(
+        "DuckDB monitoring compute supports Parquet and Delta file sources only."
+    )
+
+
 class DuckDBOfflineStoreConfig(FeastConfigBaseModel):
     type: StrictStr = "duckdb"
     # """ Offline store type selector"""
@@ -123,6 +521,8 @@ class DuckDBOfflineStoreConfig(FeastConfigBaseModel):
 
 
 class DuckDBOfflineStore(OfflineStore):
+    supports_filter_by_created_timestamp = True
+
     @staticmethod
     def pull_latest_from_table_or_query(
         config: RepoConfig,
@@ -158,6 +558,7 @@ def get_historical_features(
         registry: BaseRegistry,
         project: str,
         full_feature_names: bool = False,
+        filter_by_created_timestamp: bool = False,
     ) -> RetrievalJob:
         return get_historical_features_ibis(
             config=config,
@@ -171,6 +572,7 @@ def get_historical_features(
             data_source_writer=_write_data_source,
             staging_location=config.offline_store.staging_location,
             staging_location_endpoint_override=config.offline_store.staging_location_endpoint_override,
+            filter_by_created_timestamp=filter_by_created_timestamp,
         )
 
     @staticmethod
@@ -229,3 +631,155 @@ def write_logged_features(
             logging_config=logging_config,
             registry=registry,
         )
+
+    @staticmethod
+    def compute_monitoring_metrics(
+        config: RepoConfig,
+        data_source: DataSource,
+        feature_columns: List[Tuple[str, str]],
+        timestamp_field: str,
+        start_date: Optional[datetime] = None,
+        end_date: Optional[datetime] = None,
+        histogram_bins: int = 20,
+        top_n: int = 10,
+    ) -> List[Dict[str, Any]]:
+        assert isinstance(config.offline_store, DuckDBOfflineStoreConfig)
+        assert isinstance(data_source, FileSource)
+
+        from_expr = _duckdb_sql_from_expression(config, data_source)
+        ts_filter = get_timestamp_filter_sql(
+            start_date,
+            end_date,
+            timestamp_field,
+            tz=timezone.utc,
+            cast_style="timestamp",
+            date_time_separator=" ",
+        )
+
+        numeric_features = [n for n, t in feature_columns if t == "numeric"]
+        categorical_features = [n for n, t in feature_columns if t == "categorical"]
+        results: List[Dict[str, Any]] = []
+
+        conn = duckdb.connect()
+        if numeric_features:
+            results.extend(
+                _duckdb_numeric_stats(
+                    conn,
+                    from_expr,
+                    numeric_features,
+                    ts_filter,
+                    histogram_bins,
+                )
+            )
+        for col_name in categorical_features:
+            results.append(
+                _duckdb_categorical_stats(
+                    conn,
+                    from_expr,
+                    col_name,
+                    ts_filter,
+                    top_n,
+                )
+            )
+        conn.close()
+        return results
+
+    @staticmethod
+    def get_monitoring_max_timestamp(
+        config: RepoConfig,
+        data_source: DataSource,
+        timestamp_field: str,
+    ) -> Optional[datetime]:
+        assert isinstance(config.offline_store, DuckDBOfflineStoreConfig)
+        assert isinstance(data_source, FileSource)
+
+        from_expr = _duckdb_sql_from_expression(config, data_source)
+        ts_col = _duckdb_quote_ident(timestamp_field)
+        conn = duckdb.connect()
+        row = conn.execute(
+            f"SELECT MAX({ts_col}) AS m FROM {from_expr} AS _src"
+        ).fetchone()
+        conn.close()
+
+        if row is None or row[0] is None:
+            return None
+        val = row[0]
+        if isinstance(val, datetime):
+            return val if val.tzinfo else val.replace(tzinfo=timezone.utc)
+        if isinstance(val, date):
+            return datetime.combine(val, datetime.min.time(), tzinfo=timezone.utc)
+        return None
+
+    @staticmethod
+    def ensure_monitoring_tables(config: RepoConfig) -> None:
+        assert isinstance(config.offline_store, DuckDBOfflineStoreConfig)
+        base = os.path.join(_duckdb_monitoring_base(config), MONITORING_DIR)
+        os.makedirs(base, exist_ok=True)
+
+        tables = [
+            monitoring_parquet_meta(t)
+            for t in ("feature", "feature_view", "feature_service", "job")
+        ]
+        for fname, columns, _ in tables:
+            path = _duckdb_monitoring_path(config, fname)
+            if not os.path.isfile(path):
+                os.makedirs(os.path.dirname(path), exist_ok=True)
+                pd.DataFrame(columns=columns).to_parquet(path, index=False)
+
+    @staticmethod
+    def save_monitoring_metrics(
+        config: RepoConfig,
+        metric_type: str,
+        metrics: List[Dict[str, Any]],
+    ) -> None:
+        if not metrics:
+            return
+        assert isinstance(config.offline_store, DuckDBOfflineStoreConfig)
+
+        fname, columns, pk = _duckdb_mon_table_meta(metric_type)
+        path = _duckdb_monitoring_path(config, fname)
+        _duckdb_parquet_upsert(path, columns, pk, metrics)
+
+    @staticmethod
+    def query_monitoring_metrics(
+        config: RepoConfig,
+        project: str,
+        metric_type: str,
+        filters: Optional[Dict[str, Any]] = None,
+        start_date: Optional[date] = None,
+        end_date: Optional[date] = None,
+    ) -> List[Dict[str, Any]]:
+        assert isinstance(config.offline_store, DuckDBOfflineStoreConfig)
+
+        fname, columns, _ = _duckdb_mon_table_meta(metric_type)
+        path = _duckdb_monitoring_path(config, fname)
+        return _duckdb_parquet_query(
+            path, columns, project, filters, start_date, end_date
+        )
+
+    @staticmethod
+    def clear_monitoring_baseline(
+        config: RepoConfig,
+        project: str,
+        feature_view_name: Optional[str] = None,
+        feature_name: Optional[str] = None,
+        data_source_type: Optional[str] = None,
+    ) -> None:
+        assert isinstance(config.offline_store, DuckDBOfflineStoreConfig)
+
+        path = _duckdb_monitoring_path(config, MONITORING_PARQUET_FILES["feature"])
+        tab = _duckdb_read_parquet_if_exists(path)
+        if tab is None or tab.num_rows == 0:
+            return
+
+        df = tab.to_pandas()
+        mask = df["project_id"] == project
+        if feature_view_name is not None:
+            mask = mask & (df["feature_view_name"] == feature_view_name)
+        if feature_name is not None:
+            mask = mask & (df["feature_name"] == feature_name)
+        if data_source_type is not None:
+            mask = mask & (df["data_source_type"] == data_source_type)
+        mask = mask & (df["is_baseline"].isin([True, 1]))
+        df.loc[mask, "is_baseline"] = False
+        pq.write_table(pa.Table.from_pandas(df, preserve_index=False), path)
diff --git a/sdk/python/feast/infra/offline_stores/file_source.py b/sdk/python/feast/infra/offline_stores/file_source.py
index 76460a73e5c..dc839738ad4 100644
--- a/sdk/python/feast/infra/offline_stores/file_source.py
+++ b/sdk/python/feast/infra/offline_stores/file_source.py
@@ -11,6 +11,7 @@
 from typeguard import typechecked
 
 from feast import type_map
+from feast.credentials import ConnectionRef
 from feast.data_format import DeltaFormat, FileFormat, ParquetFormat
 from feast.data_source import DataSource
 from feast.feature_logging import LoggingDestination
@@ -49,6 +50,7 @@ def __init__(
         tags: Optional[Dict[str, str]] = None,
         owner: Optional[str] = "",
         timestamp_field: Optional[str] = "",
+        connection_ref: Optional[ConnectionRef] = None,
     ):
         """
         Creates a FileSource object.
@@ -70,6 +72,8 @@ def __init__(
                 maintainer.
             timestamp_field (optional): Event timestamp field used for point in time
                 joins of feature values.
+            connection_ref (optional): Connection reference (K8s Secret, Vault path, etc.)
+                with optional connection_type, auth_type, and non-sensitive params.
 
         Examples:
             >>> from feast import FileSource
@@ -89,6 +93,7 @@ def __init__(
             description=description,
             tags=tags,
             owner=owner,
+            connection_ref=connection_ref,
         )
 
     # Note: Python requires redefining hash in child classes that override __eq__
@@ -97,7 +102,7 @@ def __hash__(self):
 
     def __eq__(self, other):
         if not isinstance(other, FileSource):
-            raise TypeError("Comparisons should only involve FileSource class objects.")
+            return False
 
         return (
             super().__eq__(other)
@@ -124,6 +129,7 @@ def s3_endpoint_override(self) -> Optional[str]:
 
     @staticmethod
     def from_proto(data_source: DataSourceProto):
+        tags = dict(data_source.tags)
         return FileSource(
             name=data_source.name,
             field_mapping=dict(data_source.field_mapping),
@@ -133,8 +139,9 @@ def from_proto(data_source: DataSourceProto):
             created_timestamp_column=data_source.created_timestamp_column,
             s3_endpoint_override=data_source.file_options.s3_endpoint_override,
             description=data_source.description,
-            tags=dict(data_source.tags),
+            tags=tags,
             owner=data_source.owner,
+            connection_ref=ConnectionRef.from_tags(tags),
         )
 
     def _to_proto_impl(self) -> DataSourceProto:
@@ -259,12 +266,46 @@ def get_table_column_names_and_types(
 
     @staticmethod
     def create_filesystem_and_path(
-        path: str, s3_endpoint_override: str
+        path: str,
+        s3_endpoint_override: str,
+        resolved_credentials: Optional[Dict[str, str]] = None,
     ) -> Tuple[Optional[FileSystem], str]:
+        """Build a PyArrow filesystem for the given path.
+
+        For S3 paths, ``resolved_credentials`` (from ``ConnectionRef``) may
+        supply explicit AWS credentials.  Supported keys:
+
+        - ``AWS_ACCESS_KEY_ID`` + ``AWS_SECRET_ACCESS_KEY`` — static credentials
+        - ``AWS_SESSION_TOKEN`` — STS / assumed-role temporary credentials
+        - ``AWS_DEFAULT_REGION`` — override the default region
+
+        AWS auth methods that do **not** require ``ConnectionRef`` (they are
+        resolved automatically by the AWS SDK / boto3 credential chain):
+
+        - IAM instance profiles (EC2)
+        - IRSA / EKS Pod Identity (Kubernetes)
+        - OIDC federation
+        - Environment variables set directly on the Pod
+        """
         if path.startswith("s3://"):
-            s3fs = S3FileSystem(
-                endpoint_override=s3_endpoint_override if s3_endpoint_override else None
-            )
+            kwargs: Dict[str, Optional[str]] = {}
+            if s3_endpoint_override:
+                kwargs["endpoint_override"] = s3_endpoint_override
+
+            if resolved_credentials:
+                access_key = resolved_credentials.get("AWS_ACCESS_KEY_ID", "")
+                secret_key = resolved_credentials.get("AWS_SECRET_ACCESS_KEY", "")
+                session_token = resolved_credentials.get("AWS_SESSION_TOKEN")
+                region = resolved_credentials.get("AWS_DEFAULT_REGION")
+                if access_key and secret_key:
+                    kwargs["access_key"] = access_key
+                    kwargs["secret_key"] = secret_key
+                if session_token:
+                    kwargs["session_token"] = session_token
+                if region:
+                    kwargs["region"] = region
+
+            s3fs = S3FileSystem(**kwargs)
             return s3fs, path.replace("s3://", "")
         else:
             return None, path
diff --git a/sdk/python/feast/infra/offline_stores/hybrid_offline_store.py b/sdk/python/feast/infra/offline_stores/hybrid_offline_store.py
index a52f560952a..2da5c2f2701 100644
--- a/sdk/python/feast/infra/offline_stores/hybrid_offline_store.py
+++ b/sdk/python/feast/infra/offline_stores/hybrid_offline_store.py
@@ -31,6 +31,8 @@ class OfflineStoresWithConfig(FeastConfigBaseModel):
 
 
 class HybridOfflineStore(OfflineStore):
+    supports_filter_by_created_timestamp = True
+
     _instance: Optional["HybridOfflineStore"] = None
     _initialized: bool
     offline_stores: Dict[str, OfflineStore]
@@ -101,6 +103,7 @@ def get_historical_features(
         registry: BaseRegistry,
         project: str,
         full_feature_names: bool = False,
+        **kwargs,
     ) -> RetrievalJob:
         # TODO: Multiple data sources can be supported when feature store use compute engine
         # for getting historical features
@@ -120,6 +123,9 @@ def get_historical_features(
         store = HybridOfflineStore()._get_offline_store_for_feature_view(
             feature_views[0], config
         )
+        # The hybrid store only supports the flag if the store it delegates to does.
+        if kwargs.get("filter_by_created_timestamp"):
+            store.ensure_filter_by_created_timestamp_supported()
         return store.get_historical_features(
             config,
             feature_views,
@@ -128,6 +134,7 @@ def get_historical_features(
             registry,
             project,
             full_feature_names,
+            **kwargs,
         )
 
     @staticmethod
diff --git a/sdk/python/feast/infra/offline_stores/ibis.py b/sdk/python/feast/infra/offline_stores/ibis.py
index e7e94af31e4..e0aadd63b4a 100644
--- a/sdk/python/feast/infra/offline_stores/ibis.py
+++ b/sdk/python/feast/infra/offline_stores/ibis.py
@@ -53,8 +53,8 @@ def pull_latest_from_table_or_query_ibis(
     fields = join_key_columns + feature_name_columns + [timestamp_field]
     if created_timestamp_column:
         fields.append(created_timestamp_column)
-    start_date = start_date.astimezone(tz=timezone.utc)
-    end_date = end_date.astimezone(tz=timezone.utc)
+    start_date = start_date.astimezone(tz=timezone.utc).replace(tzinfo=None)
+    end_date = end_date.astimezone(tz=timezone.utc).replace(tzinfo=None)
 
     table = data_source_reader(data_source, str(config.repo_path))
 
@@ -66,8 +66,8 @@ def pull_latest_from_table_or_query_ibis(
 
     table = table.filter(
         ibis.and_(
-            table[timestamp_field] >= ibis.literal(start_date),
-            table[timestamp_field] <= ibis.literal(end_date),
+            table[timestamp_field].cast("timestamp") >= ibis.literal(start_date),
+            table[timestamp_field].cast("timestamp") <= ibis.literal(end_date),
         )
     )
 
@@ -153,6 +153,7 @@ def get_historical_features_ibis(
     staging_location: Optional[str] = None,
     staging_location_endpoint_override: Optional[str] = None,
     event_expire_timestamp_fn=None,
+    filter_by_created_timestamp: bool = False,
 ) -> RetrievalJob:
     entity_schema = _get_entity_schema(
         entity_df=entity_df,
@@ -187,13 +188,18 @@ def read_fv(
                 fv_table = fv_table.rename({new_name: old_name})
 
         timestamp_field = feature_view.batch_source.timestamp_field
+        created_timestamp_column = feature_view.batch_source.created_timestamp_column
+
+        # deduplicate() orders by created_timestamp_column whether or not the cutoff is
+        # on, so this cannot be gated on it. Casting an already-UTC column is a no-op.
+        utc_columns = [timestamp_field]
+        if created_timestamp_column:
+            utc_columns.append(created_timestamp_column)
 
-        # TODO mutate only if tz-naive
         fv_table = fv_table.mutate(
             **{
-                timestamp_field: fv_table[timestamp_field].cast(
-                    dt.Timestamp(timezone="UTC")
-                )
+                column: fv_table[column].cast(dt.Timestamp(timezone="UTC"))
+                for column in utc_columns
             }
         )
 
@@ -219,8 +225,8 @@ def read_fv(
 
         return (
             fv_table,
-            feature_view.batch_source.timestamp_field,
-            feature_view.batch_source.created_timestamp_column,
+            timestamp_field,
+            created_timestamp_column,
             feature_view.projection.join_key_map
             or {e.name: e.name for e in feature_view.entity_columns},
             feature_refs,
@@ -235,6 +241,7 @@ def read_fv(
         ],
         event_timestamp_col=event_timestamp_col,
         event_expire_timestamp_fn=event_expire_timestamp_fn,
+        filter_by_created_timestamp=filter_by_created_timestamp,
     )
 
     odfvs = OnDemandFeatureView.get_requested_odfvs(feature_refs, project, registry)
@@ -279,9 +286,9 @@ def pull_all_from_table_or_query_ibis(
         timestamp_fields.append(created_timestamp_column)
     fields = join_key_columns + feature_name_columns + timestamp_fields
     if start_date:
-        start_date = start_date.astimezone(tz=timezone.utc)
+        start_date = start_date.astimezone(tz=timezone.utc).replace(tzinfo=None)
     if end_date:
-        end_date = end_date.astimezone(tz=timezone.utc)
+        end_date = end_date.astimezone(tz=timezone.utc).replace(tzinfo=None)
 
     table = data_source_reader(data_source, str(config.repo_path))
 
@@ -293,10 +300,10 @@ def pull_all_from_table_or_query_ibis(
 
     table = table.filter(
         ibis.and_(
-            table[timestamp_field] >= ibis.literal(start_date)
+            table[timestamp_field].cast("timestamp") >= ibis.literal(start_date)
             if start_date
             else ibis.literal(True),
-            table[timestamp_field] <= ibis.literal(end_date)
+            table[timestamp_field].cast("timestamp") <= ibis.literal(end_date)
             if end_date
             else ibis.literal(True),
         )
@@ -379,6 +386,7 @@ def point_in_time_join(
     feature_tables: List[Tuple[Table, str, str, Dict[str, str], List[str], timedelta]],
     event_timestamp_col="event_timestamp",
     event_expire_timestamp_fn=None,
+    filter_by_created_timestamp: bool = False,
 ):
     # TODO handle ttl
     all_entities = [event_timestamp_col]
@@ -434,6 +442,12 @@ def point_in_time_join(
             feature_table[timestamp_field] <= entity_table[event_timestamp_col],
         )
 
+        if filter_by_created_timestamp and created_timestamp_field:
+            predicates.append(
+                feature_table[created_timestamp_field]
+                <= entity_table[event_timestamp_col],
+            )
+
         if ttl:
             predicates.append(
                 feature_table["event_expire_timestamp"]
diff --git a/sdk/python/feast/infra/offline_stores/offline_store.py b/sdk/python/feast/infra/offline_stores/offline_store.py
index 4ae0c680c3b..9d4092d6799 100644
--- a/sdk/python/feast/infra/offline_stores/offline_store.py
+++ b/sdk/python/feast/infra/offline_stores/offline_store.py
@@ -11,9 +11,11 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
+import logging
+import time
 import warnings
 from abc import ABC
-from datetime import datetime
+from datetime import date, datetime, timedelta, timezone
 from pathlib import Path
 from typing import (
     TYPE_CHECKING,
@@ -70,6 +72,23 @@ def __init__(
         self.max_event_timestamp = max_event_timestamp
 
 
+def _extract_retrieval_metadata(job: "RetrievalJob") -> tuple:
+    """Return ``(feature_view_names, feature_count)`` from a RetrievalJob's metadata."""
+    from feast.utils import _parse_feature_ref
+
+    try:
+        meta = job.metadata
+        if meta:
+            feature_count = len(meta.features)
+            feature_views = list(
+                {_parse_feature_ref(ref)[0] for ref in meta.features if ":" in ref}
+            )
+            return feature_views, feature_count
+    except (NotImplementedError, AttributeError):
+        pass
+    return [], 0
+
+
 class RetrievalJob(ABC):
     """A RetrievalJob manages the execution of a query to retrieve data from the offline store."""
 
@@ -152,7 +171,51 @@ def to_arrow(
             validation_reference (optional): The validation to apply against the retrieved dataframe.
             timeout (optional): The query timeout if applicable.
         """
-        features_table = self._to_arrow_internal(timeout=timeout)
+        start_wall = time.monotonic()
+        status_label = "success"
+        row_count = 0
+        try:
+            features_table = self._to_arrow_internal(timeout=timeout)
+            row_count = features_table.num_rows
+        except Exception:
+            status_label = "error"
+            raise
+        finally:
+            try:
+                from feast import metrics as feast_metrics
+
+                elapsed = time.monotonic() - start_wall
+
+                if feast_metrics._config.offline_features:
+                    feast_metrics.offline_store_request_total.labels(
+                        method="to_arrow", status=status_label
+                    ).inc()
+                    feast_metrics.offline_store_request_latency_seconds.labels(
+                        method="to_arrow"
+                    ).observe(elapsed)
+                    feast_metrics.offline_store_row_count.labels(
+                        method="to_arrow"
+                    ).observe(row_count)
+
+                if feast_metrics._config.audit_logging:
+                    feature_views, feature_count = _extract_retrieval_metadata(self)
+                    end_dt = datetime.now(tz=timezone.utc)
+                    start_dt = end_dt - timedelta(seconds=elapsed)
+                    feast_metrics.emit_offline_audit_log(
+                        method="to_arrow",
+                        feature_views=feature_views,
+                        feature_count=feature_count,
+                        row_count=row_count,
+                        status=status_label,
+                        start_time=start_dt.isoformat(),
+                        end_time=end_dt.isoformat(),
+                        duration_ms=elapsed * 1000,
+                    )
+            except Exception:
+                logging.getLogger(__name__).debug(
+                    "Failed to record offline store metrics", exc_info=True
+                )
+
         if self.on_demand_feature_views:
             # Build a mapping of ODFV name to requested feature names
             # This ensures we only return the features that were explicitly requested
@@ -388,6 +451,16 @@ class OfflineStore(ABC):
     the SnowflakeOfflineStore can handle SnowflakeSources but not FileSources.
     """
 
+    supports_filter_by_created_timestamp: bool = False
+    """Whether get_historical_features supports the filter_by_created_timestamp flag."""
+
+    def ensure_filter_by_created_timestamp_supported(self) -> None:
+        """Raises NotImplementedError if this store does not support filter_by_created_timestamp."""
+        if not self.supports_filter_by_created_timestamp:
+            raise NotImplementedError(
+                f"filter_by_created_timestamp is not supported by {type(self).__name__}"
+            )
+
     @staticmethod
     def pull_latest_from_table_or_query(
         config: RepoConfig,
@@ -450,6 +523,10 @@ def get_historical_features(
         Keyword Args:
             start_date: Start date for the timestamp range when retrieving features without entity_df.
             end_date: End date for the timestamp range when retrieving features without entity_df. By default, the current time is used.
+            filter_by_created_timestamp: If True, only feature values whose created timestamp (the
+                ``created_timestamp_column`` of the batch source) is at or before the entity row's event
+                timestamp are considered. Only passed through when a store declares
+                ``supports_filter_by_created_timestamp``.
 
         Returns:
             A RetrievalJob that can be executed to get the features.
@@ -559,3 +636,137 @@ def get_table_column_names_and_types_from_data_source(
             data_source: DataSource object
         """
         return data_source.get_table_column_names_and_types(config=config)
+
+    @staticmethod
+    def compute_monitoring_metrics(
+        config: RepoConfig,
+        data_source: DataSource,
+        feature_columns: List[Tuple[str, str]],
+        timestamp_field: str,
+        start_date: Optional[datetime] = None,
+        end_date: Optional[datetime] = None,
+        histogram_bins: int = 20,
+        top_n: int = 10,
+    ) -> List[Dict[str, Any]]:
+        """
+        Compute monitoring metrics (stats, percentiles, histograms) directly
+        in the offline store using its native compute engine.
+
+        Backends that don't support this should leave it unimplemented;
+        the monitoring service will fall back to Python-based computation.
+
+        Args:
+            config: The config for the current feature store.
+            data_source: The data source to compute metrics from.
+            feature_columns: List of (feature_name, feature_type) where
+                feature_type is "numeric" or "categorical".
+            timestamp_field: Column used for time-range filtering.
+            start_date: Start of the time range.
+            end_date: End of the time range.
+            histogram_bins: Number of bins for numeric histograms.
+            top_n: Number of top values for categorical histograms.
+
+        Returns:
+            A list of metric dicts, one per feature, matching the format
+            produced by MetricsCalculator.compute_all.
+        """
+        raise NotImplementedError
+
+    @staticmethod
+    def get_monitoring_max_timestamp(
+        config: RepoConfig,
+        data_source: DataSource,
+        timestamp_field: str,
+    ) -> Optional[datetime]:
+        """
+        Return the maximum event timestamp from the data source.
+
+        Used by the monitoring service to determine date ranges for
+        auto-compute. Backends that don't support this should leave it
+        unimplemented; the caller will fall back to a full-table scan.
+
+        Args:
+            config: The config for the current feature store.
+            data_source: The data source to query.
+            timestamp_field: The timestamp column name.
+
+        Returns:
+            The maximum timestamp, or None if no data exists.
+        """
+        raise NotImplementedError
+
+    # ------------------------------------------------------------------ #
+    #  Monitoring metrics storage (native)
+    # ------------------------------------------------------------------ #
+
+    MONITORING_VALID_GRANULARITIES = (
+        "daily",
+        "weekly",
+        "biweekly",
+        "monthly",
+        "quarterly",
+    )
+
+    @staticmethod
+    def ensure_monitoring_tables(config: RepoConfig) -> None:
+        """Create the monitoring metrics tables if they do not exist.
+
+        Backends that don't support native monitoring storage should
+        leave this unimplemented; the monitoring service will raise an
+        error indicating the backend lacks storage support.
+        """
+        raise NotImplementedError
+
+    @staticmethod
+    def save_monitoring_metrics(
+        config: RepoConfig,
+        metric_type: str,
+        metrics: List[Dict[str, Any]],
+    ) -> None:
+        """Persist monitoring metrics (upsert semantics).
+
+        Args:
+            config: The config for the current feature store.
+            metric_type: One of "feature", "feature_view", "feature_service".
+            metrics: List of metric dicts to upsert.
+        """
+        raise NotImplementedError
+
+    @staticmethod
+    def query_monitoring_metrics(
+        config: RepoConfig,
+        project: str,
+        metric_type: str,
+        filters: Optional[Dict[str, Any]] = None,
+        start_date: Optional[date] = None,
+        end_date: Optional[date] = None,
+    ) -> List[Dict[str, Any]]:
+        """Read monitoring metrics with optional filtering.
+
+        Args:
+            config: The config for the current feature store.
+            project: Feast project name.
+            metric_type: One of "feature", "feature_view", "feature_service".
+            filters: Column-value pairs for WHERE clauses.
+            start_date: Inclusive lower bound on metric_date.
+            end_date: Inclusive upper bound on metric_date.
+
+        Returns:
+            List of metric dicts ordered by metric_date ascending.
+        """
+        raise NotImplementedError
+
+    @staticmethod
+    def clear_monitoring_baseline(
+        config: RepoConfig,
+        project: str,
+        feature_view_name: Optional[str] = None,
+        feature_name: Optional[str] = None,
+        data_source_type: Optional[str] = None,
+    ) -> None:
+        """Set is_baseline=FALSE for matching feature metric rows.
+
+        Used to ensure only one baseline exists per feature before
+        writing a new baseline.
+        """
+        raise NotImplementedError
diff --git a/sdk/python/feast/infra/offline_stores/offline_utils.py b/sdk/python/feast/infra/offline_stores/offline_utils.py
index 5664e6f45a6..7ccaf965c9c 100644
--- a/sdk/python/feast/infra/offline_stores/offline_utils.py
+++ b/sdk/python/feast/infra/offline_stores/offline_utils.py
@@ -98,6 +98,7 @@ class FeatureViewQueryContext:
     date_partition_column: Optional[
         str
     ]  # this attribute is added because partition pruning affects Athena's query performance.
+    timestamp_field_type: Optional[str]
 
 
 def get_feature_view_query_context(
@@ -160,6 +161,10 @@ def get_feature_view_query_context(
             feature_view.batch_source.date_partition_column,
         )
 
+        timestamp_field_type = getattr(
+            feature_view.batch_source, "timestamp_field_type", ""
+        )
+
         max_event_timestamp = to_naive_utc(entity_df_timestamp_range[1]).isoformat()
         min_event_timestamp = None
         if feature_view.ttl:
@@ -181,6 +186,7 @@ def get_feature_view_query_context(
             min_event_timestamp=min_event_timestamp,
             max_event_timestamp=max_event_timestamp,
             date_partition_column=date_partition_column,
+            timestamp_field_type=timestamp_field_type or None,
         )
         query_context.append(context)
 
@@ -194,6 +200,7 @@ def build_point_in_time_query(
     entity_df_columns: KeysView[str],
     query_template: str,
     full_feature_names: bool = False,
+    filter_by_created_timestamp: bool = False,
 ) -> str:
     """Build point-in-time query between each feature view table and the entity dataframe for Bigquery and Redshift"""
     env = Environment(loader=BaseLoader())
@@ -222,6 +229,7 @@ def build_point_in_time_query(
         ),
         "featureviews": [asdict(context) for context in feature_view_query_contexts],
         "full_feature_names": full_feature_names,
+        "filter_by_created_timestamp": filter_by_created_timestamp,
         "final_output_feature_names": final_output_feature_names,
     }
 
@@ -340,7 +348,7 @@ def get_timestamp_filter_sql(
     date_partition_column: Optional[str] = None,
     tz: Optional[timezone] = None,
     cast_style: Literal[
-        "timestamp", "timestamp_func", "timestamptz", "raw"
+        "timestamp", "timestamp_func", "timestamptz", "raw", "date_func"
     ] = "timestamp",
     date_time_separator: str = "T",
     quote_fields: bool = True,
@@ -355,10 +363,11 @@ def get_timestamp_filter_sql(
         date_partition_column: optional partition column (for pruning)
         tz: optional timezone for datetime inputs
         cast_style: one of:
-            - "timestamp": TIMESTAMP '...'                  → Common Sql engine Snowflake, Redshift etc.
+            - "timestamp": TIMESTAMP '...'              → Common Sql engine Snowflake, Redshift etc.
             - "timestamp_func": TIMESTAMP('...')         → BigQuery, Couchbase etc.
             - "timestamptz": '...'::timestamptz          → PostgreSQL
             - "raw": '...'                               → no cast, string only
+            - "date_func": DATE('...')                   → BigQuery DATE columns
         date_time_separator: separator for datetime strings (default is "T")
             (e.g. "2023-10-01T00:00:00" or "2023-10-01 00:00:00")
         quote_fields: whether to quote the timestamp and partition column names
@@ -384,6 +393,9 @@ def format_casted_ts(val: Union[str, datetime]) -> str:
             return f"TIMESTAMP '{val_str}'"
         elif cast_style == "timestamp_func":
             return f"TIMESTAMP('{val_str}')"
+        elif cast_style == "date_func":
+            date_str = val_str[:10] if len(val_str) >= 10 else val_str
+            return f"DATE('{date_str}')"
         elif cast_style == "timestamptz":
             return f"'{val_str}'::{cast_style}"
         else:
@@ -419,3 +431,12 @@ def format_date(val: Union[str, datetime]) -> str:
             filters.append(f"{dp_field} <= '{format_date(end_date)}'")
 
     return " AND ".join(filters) if filters else ""
+
+
+def gather_all_entities(fv_query_contexts: List[FeatureViewQueryContext]):
+    all_entities: List[str] = []
+    for ctx in fv_query_contexts:
+        for e in ctx.entities:
+            if e not in all_entities:
+                all_entities.append(e)
+    return all_entities
diff --git a/sdk/python/feast/infra/offline_stores/redshift.py b/sdk/python/feast/infra/offline_stores/redshift.py
index 900dfcfab80..5562c233806 100644
--- a/sdk/python/feast/infra/offline_stores/redshift.py
+++ b/sdk/python/feast/infra/offline_stores/redshift.py
@@ -1,6 +1,7 @@
 import contextlib
+import json
 import uuid
-from datetime import datetime, timezone
+from datetime import date, datetime, timezone
 from pathlib import Path
 from typing import (
     Any,
@@ -23,6 +24,7 @@
 from pydantic import StrictStr, model_validator
 
 from feast import OnDemandFeatureView, RedshiftSource
+from feast.credentials import get_connection_config_override
 from feast.data_source import DataSource
 from feast.errors import InvalidEntityType
 from feast.feature_logging import LoggingConfig, LoggingSource
@@ -40,10 +42,40 @@
 )
 from feast.infra.registry.base_registry import BaseRegistry
 from feast.infra.utils import aws_utils
+from feast.monitoring.monitoring_utils import (
+    MON_TABLE_FEATURE,
+    MON_TABLE_FEATURE_SERVICE,
+    MON_TABLE_FEATURE_VIEW,
+    MON_TABLE_JOB,
+    empty_categorical_metric,
+    empty_numeric_metric,
+    monitoring_table_meta,
+    normalize_monitoring_row,
+    opt_float,
+)
 from feast.repo_config import FeastConfigBaseModel, RepoConfig
 from feast.saved_dataset import SavedDatasetStorage
 
 
+def _get_redshift_client(config: "RepoConfig", data_source=None):
+    """Get a Redshift Data API client, optionally using credentials from data source's connection_ref."""
+    override = get_connection_config_override(data_source) if data_source else None
+    if override:
+        region = override.get("AWS_DEFAULT_REGION", config.offline_store.region)
+        import boto3
+
+        session_kwargs: Dict[str, str] = {}
+        if "AWS_ACCESS_KEY_ID" in override:
+            session_kwargs["aws_access_key_id"] = override["AWS_ACCESS_KEY_ID"]
+        if "AWS_SECRET_ACCESS_KEY" in override:
+            session_kwargs["aws_secret_access_key"] = override["AWS_SECRET_ACCESS_KEY"]
+        if "AWS_SESSION_TOKEN" in override:
+            session_kwargs["aws_session_token"] = override["AWS_SESSION_TOKEN"]
+        session = boto3.Session(region_name=region, **session_kwargs)
+        return session.client("redshift-data")
+    return aws_utils.get_redshift_data_client(config.offline_store.region)
+
+
 class RedshiftOfflineStoreConfig(FeastConfigBaseModel):
     """Offline store config for AWS Redshift"""
 
@@ -93,6 +125,8 @@ def require_cluster_and_user_or_workgroup(self):
 
 
 class RedshiftOfflineStore(OfflineStore):
+    supports_filter_by_created_timestamp = True
+
     @staticmethod
     def pull_latest_from_table_or_query(
         config: RepoConfig,
@@ -208,6 +242,7 @@ def get_historical_features(
         registry: BaseRegistry,
         project: str,
         full_feature_names: bool = False,
+        filter_by_created_timestamp: bool = False,
     ) -> RetrievalJob:
         assert isinstance(config.offline_store, RedshiftOfflineStoreConfig)
         for fv in feature_views:
@@ -266,6 +301,7 @@ def query_generator() -> Iterator[str]:
                 entity_df_columns=entity_schema.keys(),
                 query_template=MULTIPLE_FEATURE_VIEW_POINT_IN_TIME_JOIN,
                 full_feature_names=full_feature_names,
+                filter_by_created_timestamp=filter_by_created_timestamp,
             )
 
             try:
@@ -378,6 +414,584 @@ def offline_write_batch(
             fail_if_exists=False,
         )
 
+    @staticmethod
+    def compute_monitoring_metrics(
+        config: RepoConfig,
+        data_source: DataSource,
+        feature_columns: List[Tuple[str, str]],
+        timestamp_field: str,
+        start_date: Optional[datetime] = None,
+        end_date: Optional[datetime] = None,
+        histogram_bins: int = 20,
+        top_n: int = 10,
+    ) -> List[Dict[str, Any]]:
+        assert isinstance(config.offline_store, RedshiftOfflineStoreConfig)
+        assert isinstance(data_source, RedshiftSource)
+
+        from_expression = data_source.get_table_query_string()
+        ts_filter = get_timestamp_filter_sql(
+            start_date,
+            end_date,
+            timestamp_field,
+            tz=timezone.utc,
+        )
+        ts_clause = ts_filter if ts_filter else "1=1"
+
+        numeric_features = [n for n, t in feature_columns if t == "numeric"]
+        categorical_features = [n for n, t in feature_columns if t == "categorical"]
+        results: List[Dict[str, Any]] = []
+
+        if numeric_features:
+            results.extend(
+                _redshift_sql_numeric_stats(
+                    config,
+                    from_expression,
+                    numeric_features,
+                    ts_clause,
+                    histogram_bins,
+                )
+            )
+
+        for col_name in categorical_features:
+            results.append(
+                _redshift_sql_categorical_stats(
+                    config, from_expression, col_name, ts_clause, top_n
+                )
+            )
+
+        return results
+
+    @staticmethod
+    def get_monitoring_max_timestamp(
+        config: RepoConfig,
+        data_source: DataSource,
+        timestamp_field: str,
+    ) -> Optional[datetime]:
+        assert isinstance(config.offline_store, RedshiftOfflineStoreConfig)
+        assert isinstance(data_source, RedshiftSource)
+
+        from_expression = data_source.get_table_query_string()
+        q_ts = f'"{timestamp_field}"'
+        sql = f"SELECT MAX({q_ts}) AS max_ts FROM {from_expression} AS _src"
+        rows = _redshift_execute_fetch_rows(config, sql)
+        if not rows or not rows[0]:
+            return None
+        val = _redshift_field_value(rows[0][0])
+        if val is None:
+            return None
+        if isinstance(val, datetime):
+            return val if val.tzinfo else val.replace(tzinfo=timezone.utc)
+        return parser.parse(str(val))
+
+    @staticmethod
+    def ensure_monitoring_tables(config: RepoConfig) -> None:
+        assert isinstance(config.offline_store, RedshiftOfflineStoreConfig)
+        for stmt in _REDSHIFT_MONITORING_DDL_STATEMENTS:
+            _redshift_execute_statement(config, stmt)
+
+    @staticmethod
+    def save_monitoring_metrics(
+        config: RepoConfig,
+        metric_type: str,
+        metrics: List[Dict[str, Any]],
+    ) -> None:
+        if not metrics:
+            return
+        assert isinstance(config.offline_store, RedshiftOfflineStoreConfig)
+        table, columns, pk_columns = monitoring_table_meta(metric_type)
+        for row in metrics:
+            _redshift_merge_metric_row(config, table, columns, pk_columns, row)
+
+    @staticmethod
+    def query_monitoring_metrics(
+        config: RepoConfig,
+        project: str,
+        metric_type: str,
+        filters: Optional[Dict[str, Any]] = None,
+        start_date: Optional[date] = None,
+        end_date: Optional[date] = None,
+    ) -> List[Dict[str, Any]]:
+        assert isinstance(config.offline_store, RedshiftOfflineStoreConfig)
+        _, columns, _ = monitoring_table_meta(metric_type)
+        return _redshift_mon_query(
+            config, metric_type, columns, project, filters, start_date, end_date
+        )
+
+    @staticmethod
+    def clear_monitoring_baseline(
+        config: RepoConfig,
+        project: str,
+        feature_view_name: Optional[str] = None,
+        feature_name: Optional[str] = None,
+        data_source_type: Optional[str] = None,
+    ) -> None:
+        assert isinstance(config.offline_store, RedshiftOfflineStoreConfig)
+        parts = [
+            f"project_id = {_redshift_sql_literal(project)}",
+            "is_baseline = TRUE",
+        ]
+        if feature_view_name is not None:
+            parts.append(
+                f"feature_view_name = {_redshift_sql_literal(feature_view_name)}"
+            )
+        if feature_name is not None:
+            parts.append(f"feature_name = {_redshift_sql_literal(feature_name)}")
+        if data_source_type is not None:
+            parts.append(
+                f"data_source_type = {_redshift_sql_literal(data_source_type)}"
+            )
+        where_sql = " AND ".join(parts)
+        sql = f"UPDATE {MON_TABLE_FEATURE} SET is_baseline = FALSE WHERE {where_sql}"
+        _redshift_execute_statement(config, sql)
+
+
+_REDSHIFT_MONITORING_DDL_STATEMENTS = [
+    f"""
+CREATE TABLE IF NOT EXISTS {MON_TABLE_FEATURE} (
+    project_id        VARCHAR(255) NOT NULL,
+    feature_view_name VARCHAR(255) NOT NULL,
+    feature_name      VARCHAR(255) NOT NULL,
+    metric_date       DATE         NOT NULL,
+    granularity       VARCHAR(20)  NOT NULL DEFAULT 'daily',
+    data_source_type  VARCHAR(50)  NOT NULL DEFAULT 'batch',
+    computed_at       TIMESTAMPTZ  NOT NULL DEFAULT CURRENT_TIMESTAMP,
+    is_baseline       BOOLEAN      NOT NULL DEFAULT FALSE,
+    feature_type      VARCHAR(50)  NOT NULL,
+    row_count         BIGINT,
+    null_count        BIGINT,
+    null_rate         DOUBLE PRECISION,
+    mean              DOUBLE PRECISION,
+    stddev            DOUBLE PRECISION,
+    min_val           DOUBLE PRECISION,
+    max_val           DOUBLE PRECISION,
+    p50               DOUBLE PRECISION,
+    p75               DOUBLE PRECISION,
+    p90               DOUBLE PRECISION,
+    p95               DOUBLE PRECISION,
+    p99               DOUBLE PRECISION,
+    histogram         VARCHAR(65535),
+    PRIMARY KEY (project_id, feature_view_name, feature_name,
+                 metric_date, granularity, data_source_type)
+);
+""",
+    f"""
+CREATE TABLE IF NOT EXISTS {MON_TABLE_FEATURE_VIEW} (
+    project_id        VARCHAR(255) NOT NULL,
+    feature_view_name VARCHAR(255) NOT NULL,
+    metric_date       DATE         NOT NULL,
+    granularity       VARCHAR(20)  NOT NULL DEFAULT 'daily',
+    data_source_type  VARCHAR(50)  NOT NULL DEFAULT 'batch',
+    computed_at       TIMESTAMPTZ  NOT NULL DEFAULT CURRENT_TIMESTAMP,
+    is_baseline       BOOLEAN      NOT NULL DEFAULT FALSE,
+    total_row_count   BIGINT,
+    total_features    INTEGER,
+    features_with_nulls INTEGER,
+    avg_null_rate     DOUBLE PRECISION,
+    max_null_rate     DOUBLE PRECISION,
+    PRIMARY KEY (project_id, feature_view_name, metric_date,
+                 granularity, data_source_type)
+);
+""",
+    f"""
+CREATE TABLE IF NOT EXISTS {MON_TABLE_FEATURE_SERVICE} (
+    project_id           VARCHAR(255) NOT NULL,
+    feature_service_name VARCHAR(255) NOT NULL,
+    metric_date          DATE         NOT NULL,
+    granularity          VARCHAR(20)  NOT NULL DEFAULT 'daily',
+    data_source_type     VARCHAR(50)  NOT NULL DEFAULT 'batch',
+    computed_at          TIMESTAMPTZ  NOT NULL DEFAULT CURRENT_TIMESTAMP,
+    is_baseline          BOOLEAN      NOT NULL DEFAULT FALSE,
+    total_feature_views  INTEGER,
+    total_features       INTEGER,
+    avg_null_rate        DOUBLE PRECISION,
+    max_null_rate        DOUBLE PRECISION,
+    PRIMARY KEY (project_id, feature_service_name, metric_date,
+                 granularity, data_source_type)
+);
+""",
+    f"""
+CREATE TABLE IF NOT EXISTS {MON_TABLE_JOB} (
+    job_id            VARCHAR(36) NOT NULL,
+    project_id        VARCHAR(255) NOT NULL,
+    feature_view_name VARCHAR(255),
+    job_type          VARCHAR(50) NOT NULL,
+    status            VARCHAR(20) NOT NULL DEFAULT 'pending',
+    parameters        VARCHAR(65535),
+    metric_date       DATE NOT NULL,
+    started_at        TIMESTAMPTZ,
+    completed_at      TIMESTAMPTZ,
+    error_message     VARCHAR(65535),
+    result_summary    VARCHAR(65535),
+    PRIMARY KEY (job_id)
+);
+""",
+]
+
+
+def _redshift_execute_statement(config: RepoConfig, sql: str) -> str:
+    client = aws_utils.get_redshift_data_client(config.offline_store.region)
+    return aws_utils.execute_redshift_statement(
+        client,
+        config.offline_store.cluster_id,
+        config.offline_store.workgroup,
+        config.offline_store.database,
+        config.offline_store.user,
+        sql,
+    )
+
+
+def _redshift_get_statement_pages(
+    client: Any, statement_id: str
+) -> Tuple[List[Dict[str, Any]], List[List[Dict[str, Any]]]]:
+    column_metadata: List[Dict[str, Any]] = []
+    all_records: List[List[Dict[str, Any]]] = []
+    next_token: Optional[str] = None
+    while True:
+        kwargs: Dict[str, Any] = {"Id": statement_id}
+        if next_token:
+            kwargs["NextToken"] = next_token
+        resp = client.get_statement_result(**kwargs)
+        if not column_metadata:
+            column_metadata = resp.get("ColumnMetadata", [])
+        all_records.extend(resp.get("Records", []))
+        next_token = resp.get("NextToken")
+        if not next_token:
+            break
+    return column_metadata, all_records
+
+
+def _redshift_execute_fetch_rows(
+    config: RepoConfig, sql: str
+) -> List[List[Dict[str, Any]]]:
+    client = aws_utils.get_redshift_data_client(config.offline_store.region)
+    sid = aws_utils.execute_redshift_statement(
+        client,
+        config.offline_store.cluster_id,
+        config.offline_store.workgroup,
+        config.offline_store.database,
+        config.offline_store.user,
+        sql,
+    )
+    _, records = _redshift_get_statement_pages(client, sid)
+    return records
+
+
+def _redshift_field_value(field: Dict[str, Any]) -> Any:
+    if field.get("isNull"):
+        return None
+    if "stringValue" in field:
+        return field["stringValue"]
+    if "longValue" in field:
+        return field["longValue"]
+    if "doubleValue" in field:
+        return field["doubleValue"]
+    if "booleanValue" in field:
+        return field["booleanValue"]
+    return None
+
+
+def _redshift_sql_literal(val: Any) -> str:
+    if val is None:
+        return "NULL"
+    if isinstance(val, bool):
+        return "TRUE" if val else "FALSE"
+    if isinstance(val, (int, float)) and not isinstance(val, bool):
+        return str(val)
+    if isinstance(val, date) and not isinstance(val, datetime):
+        return f"DATE '{val.isoformat()}'"
+    if isinstance(val, datetime):
+        s = val.isoformat(sep=" ", timespec="seconds")
+        return f"TIMESTAMP '{s}'"
+    s = str(val).replace("'", "''")
+    return f"'{s}'"
+
+
+def _redshift_merge_metric_row(
+    config: RepoConfig,
+    table: str,
+    columns: List[str],
+    pk_columns: List[str],
+    row: Dict[str, Any],
+) -> None:
+    non_pk = [c for c in columns if c not in pk_columns]
+    client = aws_utils.get_redshift_data_client(config.offline_store.region)
+
+    select_parts = ", ".join(
+        f"{_redshift_sql_literal_for_column(c, row.get(c))} AS {c}" for c in columns
+    )
+    on_clause = " AND ".join(f"t.{c} = s.{c}" for c in pk_columns)
+    update_set = ", ".join(f"{c} = s.{c}" for c in non_pk)
+    insert_cols = ", ".join(columns)
+    insert_vals = ", ".join(f"s.{c}" for c in columns)
+
+    merge_sql = f"""
+MERGE INTO {table} AS t
+USING (SELECT {select_parts}) AS s
+ON {on_clause}
+WHEN MATCHED THEN UPDATE SET {update_set}
+WHEN NOT MATCHED THEN INSERT ({insert_cols}) VALUES ({insert_vals})
+""".strip()
+    aws_utils.execute_redshift_statement(
+        client,
+        config.offline_store.cluster_id,
+        config.offline_store.workgroup,
+        config.offline_store.database,
+        config.offline_store.user,
+        merge_sql,
+    )
+
+
+def _redshift_sql_literal_for_column(column: str, val: Any) -> str:
+    if val is None:
+        return "NULL"
+    if column == "histogram" and val is not None:
+        dumped = json.dumps(val).replace("'", "''")
+        return f"'{dumped}'"
+    return _redshift_sql_literal(val)
+
+
+def _redshift_mon_query(
+    config: RepoConfig,
+    metric_type: str,
+    columns: List[str],
+    project: str,
+    filters: Optional[Dict[str, Any]],
+    start_date: Optional[date],
+    end_date: Optional[date],
+) -> List[Dict[str, Any]]:
+    table, _, _ = monitoring_table_meta(metric_type)
+    conditions: list = []
+    if project:
+        conditions.append(f"project_id = {_redshift_sql_literal(project)}")
+    if filters:
+        for key, value in filters.items():
+            if value is not None:
+                conditions.append(f'"{key}" = {_redshift_sql_literal(value)}')
+    if start_date:
+        conditions.append(f"metric_date >= DATE '{start_date.isoformat()}'")
+    if end_date:
+        conditions.append(f"metric_date <= DATE '{end_date.isoformat()}'")
+    where_sql = " AND ".join(conditions) if conditions else "TRUE"
+    col_sql = ", ".join(f'"{c}"' for c in columns)
+    order_col = "metric_date" if "metric_date" in columns else "job_id"
+    sql = (
+        f'SELECT {col_sql} FROM "{table}" WHERE {where_sql} ORDER BY "{order_col}" ASC'
+    )
+
+    client = aws_utils.get_redshift_data_client(config.offline_store.region)
+    sid = aws_utils.execute_redshift_statement(
+        client,
+        config.offline_store.cluster_id,
+        config.offline_store.workgroup,
+        config.offline_store.database,
+        config.offline_store.user,
+        sql,
+    )
+    meta, rows = _redshift_get_statement_pages(client, sid)
+    col_names = [c["name"] for c in meta]
+    out: List[Dict[str, Any]] = []
+    for rec in rows:
+        record = {col_names[i]: _redshift_field_value(rec[i]) for i in range(len(rec))}
+        out.append(normalize_monitoring_row(record))
+    return out
+
+
+def _redshift_sql_numeric_stats(
+    config: RepoConfig,
+    from_expression: str,
+    feature_names: List[str],
+    ts_clause: str,
+    histogram_bins: int,
+) -> List[Dict[str, Any]]:
+    select_parts = ["COUNT(*)"]
+    for col in feature_names:
+        q = f'"{col}"'
+        c = f"CAST({q} AS DOUBLE PRECISION)"
+        select_parts.extend(
+            [
+                f"COUNT({q})",
+                f"AVG({c})",
+                f"STDDEV_SAMP({c})",
+                f"MIN({c})",
+                f"MAX({c})",
+                f"PERCENTILE_CONT(0.50) WITHIN GROUP (ORDER BY {c})",
+                f"PERCENTILE_CONT(0.75) WITHIN GROUP (ORDER BY {c})",
+                f"PERCENTILE_CONT(0.90) WITHIN GROUP (ORDER BY {c})",
+                f"PERCENTILE_CONT(0.95) WITHIN GROUP (ORDER BY {c})",
+                f"PERCENTILE_CONT(0.99) WITHIN GROUP (ORDER BY {c})",
+            ]
+        )
+
+    query = (
+        f"SELECT {', '.join(select_parts)} "
+        f"FROM {from_expression} AS _src WHERE {ts_clause}"
+    )
+    rows = _redshift_execute_fetch_rows(config, query)
+    if not rows or not rows[0]:
+        return [empty_numeric_metric(n) for n in feature_names]
+
+    row = rows[0]
+    row_count = int(_redshift_field_value(row[0]) or 0)
+    results: List[Dict[str, Any]] = []
+
+    for i, col in enumerate(feature_names):
+        base = 1 + i * 10
+        non_null = int(_redshift_field_value(row[base]) or 0)
+        null_count = row_count - non_null
+
+        min_val = opt_float(_redshift_field_value(row[base + 3]))
+        max_val = opt_float(_redshift_field_value(row[base + 4]))
+
+        result: Dict[str, Any] = {
+            "feature_name": col,
+            "feature_type": "numeric",
+            "row_count": row_count,
+            "null_count": null_count,
+            "null_rate": null_count / row_count if row_count > 0 else 0.0,
+            "mean": opt_float(_redshift_field_value(row[base + 1])),
+            "stddev": opt_float(_redshift_field_value(row[base + 2])),
+            "min_val": min_val,
+            "max_val": max_val,
+            "p50": opt_float(_redshift_field_value(row[base + 5])),
+            "p75": opt_float(_redshift_field_value(row[base + 6])),
+            "p90": opt_float(_redshift_field_value(row[base + 7])),
+            "p95": opt_float(_redshift_field_value(row[base + 8])),
+            "p99": opt_float(_redshift_field_value(row[base + 9])),
+            "histogram": None,
+        }
+
+        if min_val is not None and max_val is not None and non_null > 0:
+            result["histogram"] = _redshift_sql_numeric_histogram(
+                config,
+                from_expression,
+                col,
+                ts_clause,
+                histogram_bins,
+                min_val,
+                max_val,
+            )
+
+        results.append(result)
+
+    return results
+
+
+def _redshift_sql_numeric_histogram(
+    config: RepoConfig,
+    from_expression: str,
+    col_name: str,
+    ts_clause: str,
+    bins: int,
+    min_val: float,
+    max_val: float,
+) -> Dict[str, Any]:
+    q_col = f'"{col_name}"'
+
+    if min_val == max_val:
+        sql = (
+            f"SELECT COUNT(*) FROM {from_expression} AS _src "
+            f"WHERE {q_col} IS NOT NULL AND {ts_clause}"
+        )
+        r = _redshift_execute_fetch_rows(config, sql)
+        cnt = int(_redshift_field_value(r[0][0]) or 0) if r and r[0] else 0
+        return {"bins": [min_val, max_val], "counts": [cnt], "bin_width": 0.0}
+
+    bin_width = (max_val - min_val) / bins
+    cast_col = f"CAST({q_col} AS DOUBLE PRECISION)"
+
+    inner = (
+        f"CASE WHEN {min_val} = {max_val} THEN 1 "
+        f"ELSE LEAST(GREATEST(FLOOR(({cast_col} - {min_val}) / {bin_width}) + 1, 1), {bins}) "
+        f"END AS bucket"
+    )
+
+    query = (
+        f"SELECT bucket, COUNT(*) AS cnt FROM ("
+        f"  SELECT {inner} "
+        f"  FROM {from_expression} AS _src "
+        f"  WHERE {q_col} IS NOT NULL AND {ts_clause}"
+        f") AS _b WHERE bucket IS NOT NULL "
+        f"GROUP BY bucket ORDER BY bucket"
+    )
+    hrows = _redshift_execute_fetch_rows(config, query)
+    counts = [0] * bins
+    for hr in hrows:
+        bucket = int(_redshift_field_value(hr[0]) or 0)
+        cnt = int(_redshift_field_value(hr[1]) or 0)
+        if 1 <= bucket <= bins:
+            counts[bucket - 1] = cnt
+
+    bin_edges = [min_val + i * bin_width for i in range(bins + 1)]
+    return {
+        "bins": [float(b) for b in bin_edges],
+        "counts": counts,
+        "bin_width": float(bin_width),
+    }
+
+
+def _redshift_sql_categorical_stats(
+    config: RepoConfig,
+    from_expression: str,
+    col_name: str,
+    ts_clause: str,
+    top_n: int,
+) -> Dict[str, Any]:
+    q_col = f'"{col_name}"'
+
+    query = (
+        f"WITH filtered AS ("
+        f"  SELECT * FROM {from_expression} AS _src WHERE {ts_clause}"
+        f") "
+        f"SELECT "
+        f"  (SELECT COUNT(*) FROM filtered) AS row_count, "
+        f"  (SELECT COUNT(*) - COUNT({q_col}) FROM filtered) AS null_count, "
+        f"  (SELECT COUNT(DISTINCT {q_col}) FROM filtered "
+        f"   WHERE {q_col} IS NOT NULL) AS unique_count, "
+        f"  CAST({q_col} AS VARCHAR(65535)) AS value, COUNT(*) AS cnt "
+        f"FROM filtered WHERE {q_col} IS NOT NULL "
+        f"GROUP BY {q_col} ORDER BY cnt DESC LIMIT {int(top_n)}"
+    )
+
+    rows = _redshift_execute_fetch_rows(config, query)
+    if not rows:
+        return empty_categorical_metric(col_name)
+
+    row_count = int(_redshift_field_value(rows[0][0]) or 0)
+    null_count = int(_redshift_field_value(rows[0][1]) or 0)
+    unique_count = int(_redshift_field_value(rows[0][2]) or 0)
+
+    top_entries = [
+        {
+            "value": _redshift_field_value(r[3]),
+            "count": int(_redshift_field_value(r[4]) or 0),
+        }
+        for r in rows
+    ]
+    top_total = sum(e["count"] for e in top_entries)
+    other_count = (row_count - null_count) - top_total
+
+    return {
+        "feature_name": col_name,
+        "feature_type": "categorical",
+        "row_count": row_count,
+        "null_count": null_count,
+        "null_rate": null_count / row_count if row_count > 0 else 0.0,
+        "mean": None,
+        "stddev": None,
+        "min_val": None,
+        "max_val": None,
+        "p50": None,
+        "p75": None,
+        "p90": None,
+        "p95": None,
+        "p99": None,
+        "histogram": {
+            "values": top_entries,
+            "other_count": max(other_count, 0),
+            "unique_count": unique_count,
+        },
+    }
+
 
 class RedshiftRetrievalJob(RetrievalJob):
     def __init__(
@@ -721,6 +1335,10 @@ def _get_entity_df_event_timestamp_range(
         AND subquery.event_timestamp >= entity_dataframe.entity_timestamp - {{ featureview.ttl }} * interval '1' second
         {% endif %}
 
+        {% if filter_by_created_timestamp and featureview.created_timestamp_column %}
+        AND subquery.created_timestamp <= entity_dataframe.entity_timestamp
+        {% endif %}
+
         {% for entity in featureview.entities %}
         AND subquery.{{ entity }} = entity_dataframe.{{ entity }}
         {% endfor %}
diff --git a/sdk/python/feast/infra/offline_stores/redshift_source.py b/sdk/python/feast/infra/offline_stores/redshift_source.py
index 752d3b12cf3..19a6aad3ea8 100644
--- a/sdk/python/feast/infra/offline_stores/redshift_source.py
+++ b/sdk/python/feast/infra/offline_stores/redshift_source.py
@@ -3,6 +3,7 @@
 from typeguard import typechecked
 
 from feast import type_map
+from feast.credentials import ConnectionRef
 from feast.data_source import DataSource
 from feast.errors import (
     DataSourceNoNameException,
@@ -43,6 +44,7 @@ def __init__(
         tags: Optional[Dict[str, str]] = None,
         owner: Optional[str] = "",
         database: Optional[str] = "",
+        connection_ref: Optional[ConnectionRef] = None,
     ):
         """
         Creates a RedshiftSource object.
@@ -66,6 +68,7 @@ def __init__(
             owner (optional): The owner of the redshift source, typically the email of the primary
                 maintainer.
             database (optional): The Redshift database name.
+            connection_ref (optional): Connection reference for credential resolution.
         """
         if table is None and query is None:
             raise ValueError('No "table" or "query" argument provided.')
@@ -90,6 +93,7 @@ def __init__(
             description=description,
             tags=tags,
             owner=owner,
+            connection_ref=connection_ref,
         )
 
     @staticmethod
@@ -103,6 +107,7 @@ def from_proto(data_source: DataSourceProto):
         Returns:
             A RedshiftSource object based on the data_source protobuf.
         """
+        tags = dict(data_source.tags)
         return RedshiftSource(
             name=data_source.name,
             timestamp_field=data_source.timestamp_field,
@@ -112,9 +117,10 @@ def from_proto(data_source: DataSourceProto):
             field_mapping=dict(data_source.field_mapping),
             query=data_source.redshift_options.query,
             description=data_source.description,
-            tags=dict(data_source.tags),
+            tags=tags,
             owner=data_source.owner,
             database=data_source.redshift_options.database,
+            connection_ref=ConnectionRef.from_tags(tags),
         )
 
     # Note: Python requires redefining hash in child classes that override __eq__
@@ -123,9 +129,7 @@ def __hash__(self):
 
     def __eq__(self, other):
         if not isinstance(other, RedshiftSource):
-            raise TypeError(
-                "Comparisons should only involve RedshiftSource class objects."
-            )
+            return False
 
         return (
             super().__eq__(other)
diff --git a/sdk/python/feast/infra/offline_stores/snowflake.py b/sdk/python/feast/infra/offline_stores/snowflake.py
index 7226c908d13..65b0b42b617 100644
--- a/sdk/python/feast/infra/offline_stores/snowflake.py
+++ b/sdk/python/feast/infra/offline_stores/snowflake.py
@@ -3,7 +3,8 @@
 import os
 import uuid
 import warnings
-from datetime import datetime, timezone
+from datetime import date, datetime, timezone
+from decimal import Decimal
 from functools import reduce
 from pathlib import Path
 from typing import (
@@ -27,6 +28,7 @@
 from pydantic import ConfigDict, Field, StrictStr
 
 from feast import OnDemandFeatureView
+from feast.credentials import get_connection_config_override
 from feast.data_source import DataSource
 from feast.errors import EntitySQLEmptyResults, InvalidEntityType
 from feast.feature_logging import LoggingConfig, LoggingSource
@@ -50,6 +52,17 @@
     write_pandas,
     write_parquet,
 )
+from feast.monitoring.monitoring_utils import (
+    MON_TABLE_FEATURE,
+    MON_TABLE_FEATURE_SERVICE,
+    MON_TABLE_FEATURE_VIEW,
+    MON_TABLE_JOB,
+    empty_categorical_metric,
+    empty_numeric_metric,
+    monitoring_table_meta,
+    normalize_monitoring_row,
+    opt_float,
+)
 from feast.repo_config import FeastConfigBaseModel, RepoConfig
 from feast.saved_dataset import SavedDatasetStorage
 from feast.types import (
@@ -77,6 +90,37 @@
 warnings.filterwarnings("ignore", category=DeprecationWarning)
 
 
+def _get_snowflake_conn(config: "RepoConfig", data_source=None):
+    """Get a Snowflake connection, optionally overriding config from data source's connection_ref."""
+    override = get_connection_config_override(data_source) if data_source else None
+    if override:
+        from feast.infra.utils.snowflake.snowflake_utils import GetSnowflakeConnection
+
+        patched_config = config.offline_store.model_copy()
+        if "account" in override:
+            patched_config.account = override["account"]
+        if "user" in override or "username" in override:
+            patched_config.user = override.get("user") or override.get("username")
+        if "password" in override:
+            patched_config.password = override["password"]
+        if "database" in override:
+            patched_config.database = override["database"]
+        if "warehouse" in override:
+            patched_config.warehouse = override["warehouse"]
+        if "role" in override:
+            patched_config.role = override["role"]
+        if "schema" in override:
+            patched_config.schema_ = override["schema"]
+        if "authenticator" in override:
+            patched_config.authenticator = override["authenticator"]
+        if "private_key" in override:
+            patched_config.private_key = override["private_key"]
+        if "private_key_passphrase" in override:
+            patched_config.private_key_passphrase = override["private_key_passphrase"]
+        return GetSnowflakeConnection(patched_config)
+    return GetSnowflakeConnection(config.offline_store)
+
+
 class SnowflakeOfflineStoreConfig(FeastConfigBaseModel):
     """Offline store config for Snowflake"""
 
@@ -287,6 +331,8 @@ def get_historical_features(
         project: str,
         full_feature_names: bool = False,
     ) -> RetrievalJob:
+        # supports_filter_by_created_timestamp stays False: the ASOF JOIN cannot
+        # express a created_timestamp cutoff.
         assert isinstance(config.offline_store, SnowflakeOfflineStoreConfig)
         for fv in feature_views:
             assert isinstance(fv.batch_source, SnowflakeSource)
@@ -421,6 +467,252 @@ def offline_write_batch(
             auto_create_table=True,
         )
 
+    @staticmethod
+    def compute_monitoring_metrics(
+        config: RepoConfig,
+        data_source: DataSource,
+        feature_columns: List[Tuple[str, str]],
+        timestamp_field: str,
+        start_date: Optional[datetime] = None,
+        end_date: Optional[datetime] = None,
+        histogram_bins: int = 20,
+        top_n: int = 10,
+    ) -> List[Dict[str, Any]]:
+        assert isinstance(config.offline_store, SnowflakeOfflineStoreConfig)
+        assert isinstance(data_source, SnowflakeSource)
+
+        from_expression = data_source.get_table_query_string()
+        from_expression = _qualify_snowflake_from_expression(
+            config, data_source, from_expression
+        )
+        ts_filter = (
+            get_timestamp_filter_sql(
+                start_date, end_date, timestamp_field, tz=timezone.utc
+            )
+            or "1=1"
+        )
+
+        numeric_features = [n for n, t in feature_columns if t == "numeric"]
+        categorical_features = [n for n, t in feature_columns if t == "categorical"]
+        results: List[Dict[str, Any]] = []
+
+        with GetSnowflakeConnection(config.offline_store) as conn:
+            if numeric_features:
+                results.extend(
+                    _snowflake_sql_numeric_stats(
+                        conn,
+                        from_expression,
+                        numeric_features,
+                        ts_filter,
+                        histogram_bins,
+                    )
+                )
+
+            for col_name in categorical_features:
+                results.append(
+                    _snowflake_sql_categorical_stats(
+                        conn, from_expression, col_name, ts_filter, top_n
+                    )
+                )
+
+        return results
+
+    @staticmethod
+    def get_monitoring_max_timestamp(
+        config: RepoConfig,
+        data_source: DataSource,
+        timestamp_field: str,
+    ) -> Optional[datetime]:
+        assert isinstance(config.offline_store, SnowflakeOfflineStoreConfig)
+        assert isinstance(data_source, SnowflakeSource)
+
+        from_expression = data_source.get_table_query_string()
+        from_expression = _qualify_snowflake_from_expression(
+            config, data_source, from_expression
+        )
+
+        with GetSnowflakeConnection(config.offline_store) as conn:
+            cursor = execute_snowflake_statement(
+                conn,
+                f'SELECT MAX("{timestamp_field}") FROM {from_expression} AS _src',
+            )
+            row = cursor.fetchone()
+
+        if row is None or row[0] is None:
+            return None
+        val = row[0]
+        if isinstance(val, pd.Timestamp):
+            val = val.to_pydatetime()
+        if isinstance(val, datetime):
+            return val if val.tzinfo else val.replace(tzinfo=timezone.utc)
+        return datetime.combine(val, datetime.min.time(), tzinfo=timezone.utc)
+
+    @staticmethod
+    def ensure_monitoring_tables(config: RepoConfig) -> None:
+        assert isinstance(config.offline_store, SnowflakeOfflineStoreConfig)
+
+        fq_feature = _snowflake_monitoring_table_fqn(config, MON_TABLE_FEATURE)
+        fq_view = _snowflake_monitoring_table_fqn(config, MON_TABLE_FEATURE_VIEW)
+        fq_service = _snowflake_monitoring_table_fqn(config, MON_TABLE_FEATURE_SERVICE)
+
+        ddl_feature = f"""
+            CREATE TABLE IF NOT EXISTS {fq_feature} (
+                "project_id"        VARCHAR(255) NOT NULL,
+                "feature_view_name" VARCHAR(255) NOT NULL,
+                "feature_name"      VARCHAR(255) NOT NULL,
+                "metric_date"       DATE         NOT NULL,
+                "granularity"       VARCHAR(20)  NOT NULL DEFAULT 'daily',
+                "data_source_type"  VARCHAR(50)  NOT NULL DEFAULT 'batch',
+                "computed_at"       TIMESTAMP_TZ NOT NULL DEFAULT CURRENT_TIMESTAMP(),
+                "is_baseline"       BOOLEAN      NOT NULL DEFAULT FALSE,
+                "feature_type"      VARCHAR(50)  NOT NULL,
+                "row_count"         BIGINT,
+                "null_count"        BIGINT,
+                "null_rate"         DOUBLE,
+                "mean"              DOUBLE,
+                "stddev"            DOUBLE,
+                "min_val"           DOUBLE,
+                "max_val"           DOUBLE,
+                "p50"               DOUBLE,
+                "p75"               DOUBLE,
+                "p90"               DOUBLE,
+                "p95"               DOUBLE,
+                "p99"               DOUBLE,
+                "histogram"         VARIANT,
+                PRIMARY KEY ("project_id", "feature_view_name", "feature_name",
+                             "metric_date", "granularity", "data_source_type")
+            )
+        """
+        ddl_view = f"""
+            CREATE TABLE IF NOT EXISTS {fq_view} (
+                "project_id"        VARCHAR(255) NOT NULL,
+                "feature_view_name" VARCHAR(255) NOT NULL,
+                "metric_date"       DATE         NOT NULL,
+                "granularity"       VARCHAR(20)  NOT NULL DEFAULT 'daily',
+                "data_source_type"  VARCHAR(50)  NOT NULL DEFAULT 'batch',
+                "computed_at"       TIMESTAMP_TZ NOT NULL DEFAULT CURRENT_TIMESTAMP(),
+                "is_baseline"       BOOLEAN      NOT NULL DEFAULT FALSE,
+                "total_row_count"   BIGINT,
+                "total_features"    INTEGER,
+                "features_with_nulls" INTEGER,
+                "avg_null_rate"     DOUBLE,
+                "max_null_rate"     DOUBLE,
+                PRIMARY KEY ("project_id", "feature_view_name", "metric_date",
+                             "granularity", "data_source_type")
+            )
+        """
+        ddl_service = f"""
+            CREATE TABLE IF NOT EXISTS {fq_service} (
+                "project_id"           VARCHAR(255) NOT NULL,
+                "feature_service_name" VARCHAR(255) NOT NULL,
+                "metric_date"          DATE         NOT NULL,
+                "granularity"          VARCHAR(20)  NOT NULL DEFAULT 'daily',
+                "data_source_type"     VARCHAR(50)  NOT NULL DEFAULT 'batch',
+                "computed_at"          TIMESTAMP_TZ NOT NULL DEFAULT CURRENT_TIMESTAMP(),
+                "is_baseline"          BOOLEAN      NOT NULL DEFAULT FALSE,
+                "total_feature_views"  INTEGER,
+                "total_features"       INTEGER,
+                "avg_null_rate"        DOUBLE,
+                "max_null_rate"        DOUBLE,
+                PRIMARY KEY ("project_id", "feature_service_name", "metric_date",
+                             "granularity", "data_source_type")
+            )
+        """
+
+        fq_job = _snowflake_monitoring_table_fqn(config, MON_TABLE_JOB)
+        ddl_job = f"""
+            CREATE TABLE IF NOT EXISTS {fq_job} (
+                "job_id"            VARCHAR(36) NOT NULL,
+                "project_id"        VARCHAR(255) NOT NULL,
+                "feature_view_name" VARCHAR(255),
+                "job_type"          VARCHAR(50) NOT NULL,
+                "status"            VARCHAR(20) NOT NULL DEFAULT 'pending',
+                "parameters"        VARCHAR,
+                "metric_date"       DATE NOT NULL,
+                "started_at"        TIMESTAMP_TZ,
+                "completed_at"      TIMESTAMP_TZ,
+                "error_message"     VARCHAR,
+                "result_summary"    VARCHAR,
+                PRIMARY KEY ("job_id")
+            )
+        """
+
+        with GetSnowflakeConnection(config.offline_store) as conn:
+            execute_snowflake_statement(conn, ddl_feature)
+            execute_snowflake_statement(conn, ddl_view)
+            execute_snowflake_statement(conn, ddl_service)
+            execute_snowflake_statement(conn, ddl_job)
+
+    @staticmethod
+    def save_monitoring_metrics(
+        config: RepoConfig,
+        metric_type: str,
+        metrics: List[Dict[str, Any]],
+    ) -> None:
+        if not metrics:
+            return
+        assert isinstance(config.offline_store, SnowflakeOfflineStoreConfig)
+
+        table, columns, pk_columns = monitoring_table_meta(metric_type)
+        _snowflake_mon_merge_upsert(
+            config.offline_store, table, columns, pk_columns, metrics
+        )
+
+    @staticmethod
+    def query_monitoring_metrics(
+        config: RepoConfig,
+        project: str,
+        metric_type: str,
+        filters: Optional[Dict[str, Any]] = None,
+        start_date: Optional[date] = None,
+        end_date: Optional[date] = None,
+    ) -> List[Dict[str, Any]]:
+        assert isinstance(config.offline_store, SnowflakeOfflineStoreConfig)
+
+        _, columns, _ = monitoring_table_meta(metric_type)
+        return _snowflake_mon_query(
+            config.offline_store,
+            metric_type,
+            columns,
+            project,
+            filters,
+            start_date,
+            end_date,
+        )
+
+    @staticmethod
+    def clear_monitoring_baseline(
+        config: RepoConfig,
+        project: str,
+        feature_view_name: Optional[str] = None,
+        feature_name: Optional[str] = None,
+        data_source_type: Optional[str] = None,
+    ) -> None:
+        assert isinstance(config.offline_store, SnowflakeOfflineStoreConfig)
+
+        fq_table = _snowflake_monitoring_table_fqn(config, MON_TABLE_FEATURE)
+        conditions = [f'"project_id" = {_snowflake_sql_literal(project)}']
+        if feature_view_name:
+            conditions.append(
+                f'"feature_view_name" = {_snowflake_sql_literal(feature_view_name)}'
+            )
+        if feature_name:
+            conditions.append(
+                f'"feature_name" = {_snowflake_sql_literal(feature_name)}'
+            )
+        if data_source_type:
+            conditions.append(
+                f'"data_source_type" = {_snowflake_sql_literal(data_source_type)}'
+            )
+        conditions.append('"is_baseline" = TRUE')
+
+        sql = f'UPDATE {fq_table} SET "is_baseline" = FALSE WHERE ' + " AND ".join(
+            conditions
+        )
+
+        with GetSnowflakeConnection(config.offline_store) as conn:
+            execute_snowflake_statement(conn, sql)
+
 
 class SnowflakeRetrievalJob(RetrievalJob):
     def __init__(
@@ -640,6 +932,335 @@ def _get_file_names_from_copy_into(self, cursor, native_export_path) -> List[str
         ]
 
 
+# ------------------------------------------------------------------ #
+#  Snowflake monitoring SQL push-down & storage helpers
+# ------------------------------------------------------------------ #
+
+
+def _escape_snowflake_sql_string(value: str) -> str:
+    return value.replace("'", "''")
+
+
+def _snowflake_sql_literal(val: Any) -> str:
+    if val is None:
+        return "NULL"
+    if isinstance(val, bool):
+        return "TRUE" if val else "FALSE"
+    if isinstance(val, (int, float)) and not isinstance(val, bool):
+        if isinstance(val, float) and (np.isnan(val) or np.isinf(val)):
+            return "NULL"
+        return str(val)
+    if isinstance(val, Decimal):
+        return str(val)
+    if isinstance(val, date) and not isinstance(val, datetime):
+        return f"DATE '{val.isoformat()}'"
+    if isinstance(val, datetime):
+        dt = val if val.tzinfo else val.replace(tzinfo=timezone.utc)
+        return f"TIMESTAMP_TZ '{dt.isoformat()}'"
+    if isinstance(val, str):
+        return f"'{_escape_snowflake_sql_string(val)}'"
+    return f"'{_escape_snowflake_sql_string(str(val))}'"
+
+
+def _qualify_snowflake_from_expression(
+    config: RepoConfig,
+    data_source: SnowflakeSource,
+    from_expression: str,
+) -> str:
+    if not data_source.database and not data_source.schema and data_source.table:
+        return (
+            f'"{config.offline_store.database}"."{config.offline_store.schema_}".'
+            f"{from_expression}"
+        )
+    if not data_source.database and data_source.schema and data_source.table:
+        return f'"{config.offline_store.database}".{from_expression}'
+    return from_expression
+
+
+def _snowflake_monitoring_table_fqn(
+    config: RepoConfig,
+    table_name: str,
+) -> str:
+    os = config.offline_store
+    assert isinstance(os, SnowflakeOfflineStoreConfig)
+    return f'"{os.database}"."{os.schema_}"."{table_name}"'
+
+
+def _snowflake_sql_numeric_histogram(
+    conn: SnowflakeConnection,
+    from_expression: str,
+    col_name: str,
+    ts_filter: str,
+    bins: int,
+    min_val: float,
+    max_val: float,
+) -> Dict[str, Any]:
+    q_col = f'"{col_name}"'
+
+    if min_val == max_val:
+        cursor = execute_snowflake_statement(
+            conn,
+            f"SELECT COUNT(*) FROM {from_expression} AS _src "
+            f"WHERE {q_col} IS NOT NULL AND {ts_filter}",
+        )
+        row = cursor.fetchone()
+        cnt = (row or (0,))[0]
+        return {"bins": [min_val, max_val], "counts": [cnt], "bin_width": 0.0}
+
+    upper = max_val + (max_val - min_val) * 1e-10
+    bin_width = (max_val - min_val) / bins
+
+    query = (
+        f"SELECT WIDTH_BUCKET(CAST({q_col} AS DOUBLE), {min_val}, {upper}, {bins}) "
+        f"AS bucket, COUNT(*) AS cnt "
+        f"FROM {from_expression} AS _src "
+        f"WHERE {q_col} IS NOT NULL AND {ts_filter} "
+        f"GROUP BY bucket ORDER BY bucket"
+    )
+
+    cursor = execute_snowflake_statement(conn, query)
+    rows = cursor.fetchall()
+
+    counts = [0] * bins
+    for bucket, cnt in rows:
+        if bucket is not None and 1 <= int(bucket) <= bins:
+            counts[int(bucket) - 1] = cnt
+
+    bin_edges = [min_val + i * bin_width for i in range(bins + 1)]
+    return {
+        "bins": [float(b) for b in bin_edges],
+        "counts": counts,
+        "bin_width": float(bin_width),
+    }
+
+
+def _snowflake_sql_numeric_stats(
+    conn: SnowflakeConnection,
+    from_expression: str,
+    feature_names: List[str],
+    ts_filter: str,
+    histogram_bins: int,
+) -> List[Dict[str, Any]]:
+    select_parts = ["COUNT(*)"]
+    for col in feature_names:
+        q = f'"{col}"'
+        c = f"CAST({q} AS DOUBLE)"
+        select_parts.extend(
+            [
+                f"COUNT({q})",
+                f"AVG({c})",
+                f"STDDEV_SAMP({c})",
+                f"MIN({c})",
+                f"MAX({c})",
+                f"PERCENTILE_CONT(0.50) WITHIN GROUP (ORDER BY {c})",
+                f"PERCENTILE_CONT(0.75) WITHIN GROUP (ORDER BY {c})",
+                f"PERCENTILE_CONT(0.90) WITHIN GROUP (ORDER BY {c})",
+                f"PERCENTILE_CONT(0.95) WITHIN GROUP (ORDER BY {c})",
+                f"PERCENTILE_CONT(0.99) WITHIN GROUP (ORDER BY {c})",
+            ]
+        )
+
+    query = (
+        f"SELECT {', '.join(select_parts)} "
+        f"FROM {from_expression} AS _src WHERE {ts_filter}"
+    )
+
+    cursor = execute_snowflake_statement(conn, query)
+    row = cursor.fetchone()
+
+    if row is None:
+        return [empty_numeric_metric(n) for n in feature_names]
+
+    row_count = row[0]
+    results: List[Dict[str, Any]] = []
+
+    for i, col in enumerate(feature_names):
+        base = 1 + i * 10
+        non_null = row[base] or 0
+        null_count = row_count - non_null
+
+        min_val = opt_float(row[base + 3])
+        max_val = opt_float(row[base + 4])
+
+        result: Dict[str, Any] = {
+            "feature_name": col,
+            "feature_type": "numeric",
+            "row_count": row_count,
+            "null_count": null_count,
+            "null_rate": null_count / row_count if row_count > 0 else 0.0,
+            "mean": opt_float(row[base + 1]),
+            "stddev": opt_float(row[base + 2]),
+            "min_val": min_val,
+            "max_val": max_val,
+            "p50": opt_float(row[base + 5]),
+            "p75": opt_float(row[base + 6]),
+            "p90": opt_float(row[base + 7]),
+            "p95": opt_float(row[base + 8]),
+            "p99": opt_float(row[base + 9]),
+            "histogram": None,
+        }
+
+        if min_val is not None and max_val is not None and non_null > 0:
+            result["histogram"] = _snowflake_sql_numeric_histogram(
+                conn,
+                from_expression,
+                col,
+                ts_filter,
+                histogram_bins,
+                min_val,
+                max_val,
+            )
+
+        results.append(result)
+
+    return results
+
+
+def _snowflake_sql_categorical_stats(
+    conn: SnowflakeConnection,
+    from_expression: str,
+    col_name: str,
+    ts_filter: str,
+    top_n: int,
+) -> Dict[str, Any]:
+    q_col = f'"{col_name}"'
+
+    query = (
+        f"WITH filtered AS ("
+        f"  SELECT * FROM {from_expression} AS _src WHERE {ts_filter}"
+        f") "
+        f"SELECT "
+        f"  (SELECT COUNT(*) FROM filtered) AS row_count, "
+        f"  (SELECT COUNT(*) - COUNT({q_col}) FROM filtered) AS null_count, "
+        f"  (SELECT COUNT(DISTINCT {q_col}) FROM filtered "
+        f"   WHERE {q_col} IS NOT NULL) AS unique_count, "
+        f"  TO_VARCHAR({q_col}) AS value, COUNT(*) AS cnt "
+        f"FROM filtered WHERE {q_col} IS NOT NULL "
+        f"GROUP BY {q_col} ORDER BY cnt DESC LIMIT {int(top_n)}"
+    )
+
+    cursor = execute_snowflake_statement(conn, query)
+    rows = cursor.fetchall()
+
+    if not rows:
+        return empty_categorical_metric(col_name)
+
+    row_count = rows[0][0]
+    null_count = rows[0][1]
+    unique_count = rows[0][2]
+
+    top_entries = [{"value": r[3], "count": r[4]} for r in rows]
+    top_total = sum(e["count"] for e in top_entries)
+    other_count = (row_count - null_count) - top_total
+
+    return {
+        "feature_name": col_name,
+        "feature_type": "categorical",
+        "row_count": row_count,
+        "null_count": null_count,
+        "null_rate": null_count / row_count if row_count > 0 else 0.0,
+        "mean": None,
+        "stddev": None,
+        "min_val": None,
+        "max_val": None,
+        "p50": None,
+        "p75": None,
+        "p90": None,
+        "p95": None,
+        "p99": None,
+        "histogram": {
+            "values": top_entries,
+            "other_count": max(other_count, 0),
+            "unique_count": unique_count,
+        },
+    }
+
+
+def _snowflake_mon_merge_upsert(
+    offline_store: SnowflakeOfflineStoreConfig,
+    table: str,
+    columns: List[str],
+    pk_columns: List[str],
+    rows: List[Dict[str, Any]],
+) -> None:
+    fq = f'"{offline_store.database}"."{offline_store.schema_}"."{table}"'
+    non_pk = [c for c in columns if c not in pk_columns]
+
+    with GetSnowflakeConnection(offline_store) as conn:
+        for row in rows:
+            select_parts: List[str] = []
+            for col in columns:
+                val = row.get(col)
+                if col == "histogram":
+                    if val is not None:
+                        json_str = json.dumps(val)
+                        select_parts.append(
+                            f'PARSE_JSON({_snowflake_sql_literal(json_str)}) AS "{col}"'
+                        )
+                    else:
+                        select_parts.append(f'NULL AS "{col}"')
+                else:
+                    select_parts.append(f'{_snowflake_sql_literal(val)} AS "{col}"')
+
+            using = ", ".join(select_parts)
+            on_parts = [f't."{pk}" = s."{pk}"' for pk in pk_columns]
+            update_parts = [f't."{c}" = s."{c}"' for c in non_pk]
+            insert_cols = ", ".join(f'"{c}"' for c in columns)
+            insert_vals = ", ".join(f's."{c}"' for c in columns)
+
+            sql = (
+                f"MERGE INTO {fq} AS t "
+                f"USING (SELECT {using}) AS s "
+                f"ON {' AND '.join(on_parts)} "
+                f"WHEN MATCHED THEN UPDATE SET {', '.join(update_parts)} "
+                f"WHEN NOT MATCHED THEN INSERT ({insert_cols}) VALUES ({insert_vals})"
+            )
+
+            execute_snowflake_statement(conn, sql)
+
+
+def _snowflake_mon_query(
+    offline_store: SnowflakeOfflineStoreConfig,
+    metric_type: str,
+    columns: List[str],
+    project: str,
+    filters: Optional[Dict[str, Any]] = None,
+    start_date: Optional[date] = None,
+    end_date: Optional[date] = None,
+) -> List[Dict[str, Any]]:
+    table, _, _ = monitoring_table_meta(metric_type)
+    fq = f'"{offline_store.database}"."{offline_store.schema_}"."{table}"'
+
+    conditions: List[str] = []
+    if project:
+        conditions.append(f'"project_id" = {_snowflake_sql_literal(project)}')
+    if filters:
+        for key, value in filters.items():
+            if value is not None:
+                conditions.append(f'"{key}" = {_snowflake_sql_literal(value)}')
+
+    if start_date:
+        conditions.append(f'"metric_date" >= {_snowflake_sql_literal(start_date)}')
+    if end_date:
+        conditions.append(f'"metric_date" <= {_snowflake_sql_literal(end_date)}')
+
+    col_list = ", ".join(f'"{c}"' for c in columns)
+    where_clause = " AND ".join(conditions) if conditions else "TRUE"
+    order_col = "metric_date" if "metric_date" in columns else "job_id"
+    sql = f'SELECT {col_list} FROM {fq} WHERE {where_clause} ORDER BY "{order_col}" ASC'
+
+    with GetSnowflakeConnection(offline_store) as conn:
+        cursor = execute_snowflake_statement(conn, sql)
+        rows = cursor.fetchall()
+
+    results: List[Dict[str, Any]] = []
+    for row in rows:
+        record = dict(zip(columns, row))
+        results.append(normalize_monitoring_row(record))
+
+    return results
+
+
 def _get_entity_schema(
     entity_df: Union[pd.DataFrame, str],
     snowflake_conn: SnowflakeConnection,
diff --git a/sdk/python/feast/infra/offline_stores/snowflake_source.py b/sdk/python/feast/infra/offline_stores/snowflake_source.py
index c5a95dd8395..90a0ecc12a2 100644
--- a/sdk/python/feast/infra/offline_stores/snowflake_source.py
+++ b/sdk/python/feast/infra/offline_stores/snowflake_source.py
@@ -4,6 +4,7 @@
 from typeguard import typechecked
 
 from feast import type_map
+from feast.credentials import ConnectionRef
 from feast.data_source import DataSource
 from feast.errors import DataSourceNoNameException, DataSourceNotFoundException
 from feast.feature_logging import LoggingDestination
@@ -38,6 +39,7 @@ def __init__(
         description: Optional[str] = "",
         tags: Optional[Dict[str, str]] = None,
         owner: Optional[str] = "",
+        connection_ref: Optional[ConnectionRef] = None,
     ):
         """
         Creates a SnowflakeSource object.
@@ -61,6 +63,7 @@ def __init__(
             tags (optional): A dictionary of key-value pairs to store arbitrary metadata.
             owner (optional): The owner of the snowflake source, typically the email of the primary
                 maintainer.
+            connection_ref (optional): Connection reference for credential resolution.
         """
 
         if warehouse:
@@ -99,6 +102,7 @@ def __init__(
             description=description,
             tags=tags,
             owner=owner,
+            connection_ref=connection_ref,
         )
 
     @staticmethod
@@ -112,6 +116,7 @@ def from_proto(data_source: DataSourceProto):
         Returns:
             A SnowflakeSource object based on the data_source protobuf.
         """
+        tags = dict(data_source.tags)
         return SnowflakeSource(
             name=data_source.name,
             timestamp_field=data_source.timestamp_field,
@@ -122,8 +127,9 @@ def from_proto(data_source: DataSourceProto):
             field_mapping=dict(data_source.field_mapping),
             query=data_source.snowflake_options.query,
             description=data_source.description,
-            tags=dict(data_source.tags),
+            tags=tags,
             owner=data_source.owner,
+            connection_ref=ConnectionRef.from_tags(tags),
         )
 
     # Note: Python requires redefining hash in child classes that override __eq__
@@ -132,9 +138,7 @@ def __hash__(self):
 
     def __eq__(self, other):
         if not isinstance(other, SnowflakeSource):
-            raise TypeError(
-                "Comparisons should only involve SnowflakeSource class objects."
-            )
+            return False
 
         return (
             super().__eq__(other)
diff --git a/sdk/python/feast/infra/online_stores/aerospike_online_store/__init__.py b/sdk/python/feast/infra/online_stores/aerospike_online_store/__init__.py
new file mode 100644
index 00000000000..099892626dd
--- /dev/null
+++ b/sdk/python/feast/infra/online_stores/aerospike_online_store/__init__.py
@@ -0,0 +1,3 @@
+from .aerospike import AerospikeOnlineStore, AerospikeOnlineStoreConfig
+
+__all__ = ["AerospikeOnlineStore", "AerospikeOnlineStoreConfig"]
diff --git a/sdk/python/feast/infra/online_stores/aerospike_online_store/aerospike.py b/sdk/python/feast/infra/online_stores/aerospike_online_store/aerospike.py
new file mode 100644
index 00000000000..208c3b0684a
--- /dev/null
+++ b/sdk/python/feast/infra/online_stores/aerospike_online_store/aerospike.py
@@ -0,0 +1,1047 @@
+from __future__ import annotations
+
+import asyncio
+import functools
+import importlib
+import threading
+from datetime import datetime, timezone
+from logging import getLogger
+from typing import (
+    Any,
+    Callable,
+    Dict,
+    Iterator,
+    List,
+    Literal,
+    Optional,
+    Sequence,
+    Set,
+    Tuple,
+    TypeVar,
+    Union,
+)
+
+from pydantic import SecretStr
+
+try:
+    import aerospike
+    from aerospike_helpers import cdt_ctx
+    from aerospike_helpers.batch.records import BatchRecords
+    from aerospike_helpers.batch.records import Write as BatchWrite
+    from aerospike_helpers.operations import map_operations as map_ops
+    from aerospike_helpers.operations import operations as ops
+except ImportError as e:
+    from feast.errors import FeastExtrasDependencyImportError
+
+    raise FeastExtrasDependencyImportError("aerospike", str(e))
+
+from feast.entity import Entity
+from feast.feature_view import FeatureView
+from feast.infra.key_encoding_utils import serialize_entity_key
+from feast.infra.online_stores.online_store import OnlineStore
+from feast.protos.feast.types.EntityKey_pb2 import EntityKey as EntityKeyProto
+from feast.protos.feast.types.Value_pb2 import Value as ValueProto
+from feast.repo_config import FeastConfigBaseModel, RepoConfig
+from feast.type_map import (
+    feast_value_type_to_python_type,
+    python_values_to_proto_values,
+)
+
+logger = getLogger(__name__)
+
+
+# Aerospike per-record batch result codes we treat specially. Anything not
+# listed here is surfaced as an exception so a transient server error (e.g.
+# timeout, device overload) is never silently misreported as a missing feature.
+# See https://aerospike.com/docs/server/reference/errors.
+_AS_OK: int = 0
+_AS_ERR_RECORD_NOT_FOUND: int = 2  # genuine "entity has never been written"
+_AS_ERR_OP_NOT_APPLICABLE: int = 26  # map/list op targeted a missing CDT path
+
+
+_AUTH_MODE_TO_CONSTANT: Dict[str, int] = {
+    "internal": aerospike.AUTH_INTERNAL,
+    "external": aerospike.AUTH_EXTERNAL,
+    "pki": aerospike.AUTH_PKI,
+}
+
+
+# Type alias for the prewriting-hook signature. Hooks receive the rows about
+# to be written and return a (possibly transformed) row list with the same
+# schema. Defined as ``Any`` in the value position to keep the public type
+# hint readable; the actual contract is documented on
+# ``AerospikeOnlineStoreConfig.prewriting_hook``.
+PrewritingHook = Callable[
+    [
+        "RepoConfig",
+        "FeatureView",
+        List[
+            Tuple[EntityKeyProto, Dict[str, ValueProto], datetime, Optional[datetime]]
+        ],
+    ],
+    List[Tuple[EntityKeyProto, Dict[str, ValueProto], datetime, Optional[datetime]]],
+]
+
+
+# Create every Map CDT bin with an ordered map. map_get_by_key /
+# map_remove_by_key on an ordered map are O(log N) in the map size instead of
+# O(N), which matters on the update() background scan (which walks every
+# record in the project's set) and on reads of wide feature views. The policy
+# is applied on each put so map-creation on the first write picks up the
+# ordering; subsequent puts keep it.
+_ORDERED_MAP_POLICY: Dict[str, Any] = {"map_order": aerospike.MAP_KEY_ORDERED}
+
+# Aerospike server ``batch-max-requests`` defaults to 5000 on many clusters (0
+# means unlimited on newer releases). Stay well under that so materialization
+# and wide feature-server requests do not trip BatchMaxRequestError (code 151).
+_DEFAULT_BATCH_MAX_RECORDS: int = 1_000
+
+_T = TypeVar("_T")
+
+
+def _datetime_to_epoch_ms(dt: datetime) -> int:
+    """Convert a datetime to int64 epoch milliseconds.
+
+    Aerospike has no native datetime type, so timestamps are stored as int
+    bins. Per the OnlineStore contract, a tz-naive timestamp is treated as UTC.
+    """
+    if dt.tzinfo is None:
+        dt = dt.replace(tzinfo=timezone.utc)
+    return int(dt.timestamp() * 1000)
+
+
+def _epoch_ms_to_datetime(value: Optional[int]) -> Optional[datetime]:
+    """Inverse of :func:`_datetime_to_epoch_ms`. Returns a tz-aware UTC datetime."""
+    if value is None:
+        return None
+    return datetime.fromtimestamp(value / 1000.0, tz=timezone.utc)
+
+
+def _resolve_ttl(ttl_seconds: Optional[int]) -> int:
+    """Map the config's ``ttl_seconds`` to an Aerospike record-metadata TTL.
+
+    * ``None`` -> use the namespace default (``TTL_NAMESPACE_DEFAULT``).
+    * ``0``    -> never expire (``TTL_NEVER_EXPIRE``).
+    * ``> 0``  -> that many seconds until expiry.
+    """
+    if ttl_seconds is None:
+        return aerospike.TTL_NAMESPACE_DEFAULT
+    if ttl_seconds == 0:
+        return aerospike.TTL_NEVER_EXPIRE
+    return int(ttl_seconds)
+
+
+class AerospikeOnlineStoreConfig(FeastConfigBaseModel):
+    """Aerospike configuration.
+
+    Aerospike does not have a URI analogue; connections are established via a
+    seed list of ``(host, port)`` or ``(host, port, tls_name)`` tuples. See the
+    Aerospike Python client reference for the meaning of additional policies and
+    TLS options surfaced below, and use ``client_kwargs`` for anything not
+    explicitly modelled here.
+    """
+
+    type: Literal["aerospike"] = "aerospike"
+    """Online store type selector"""
+
+    hosts: List[Union[Tuple[str, int], Tuple[str, int, str]]] = [("localhost", 3000)]
+    """Aerospike seed nodes.
+
+    Each entry is either ``(host, port)`` or ``(host, port, tls_name)`` when TLS
+    is enabled. At least one seed node is required.
+    """
+
+    namespace: str = "feast"
+    """Default Aerospike namespace. Must be pre-configured on the cluster —
+    namespaces cannot be created at runtime. Used for any feature view not
+    listed in :attr:`namespace_overrides`."""
+
+    set_name_template: str = "{project}_{collection_suffix}"
+    """Template for the per-project Aerospike set name. Available substitutions:
+    ``{project}`` and ``{collection_suffix}``. Used for any feature view not
+    listed in :attr:`set_overrides`."""
+
+    collection_suffix: str = "latest"
+    """Suffix used by ``set_name_template`` to distinguish sets belonging to the
+    same project (e.g. a future multi-version layout)."""
+
+    namespace_overrides: Dict[str, str] = {}
+    """Per-feature-view namespace overrides. Maps a feature view name to the
+    Aerospike namespace that view should be stored in. Falls back to
+    :attr:`namespace` for any feature view not listed.
+
+    Lets a deployment pin hot small views to a RAM-only namespace and wider
+    archival views to an SSD-backed one without having to split projects::
+
+        namespace_overrides = {
+            "driver_realtime_stats": "feast_ram",
+            "driver_history_lookup": "feast_ssd",
+        }
+
+    Every namespace listed here MUST already exist on the cluster — Aerospike
+    cannot create namespaces at runtime, and a missing namespace surfaces as
+    an opaque ``AEROSPIKE_ERR_PARAM`` on the first read or write.
+    """
+
+    set_overrides: Dict[str, str] = {}
+    """Per-feature-view set name overrides. Maps a feature view name to a
+    fully-qualified Aerospike set name. Falls back to the rendering of
+    :attr:`set_name_template` for any feature view not listed.
+
+    Useful when a deployment wants each feature view in its own set so admin
+    operations like ``truncate`` or the ``feast apply`` deletion path can
+    target one view without scanning the records of the others. Tradeoff:
+    multi-feature-view reads on the same entity become multiple round trips
+    instead of one — only set this when the operational isolation is worth
+    that cost.
+    """
+
+    prewriting_hook: Optional[str] = None
+    """Optional import path of a callable applied to every batch of rows
+    before they are written. Used for cross-cutting concerns like PII
+    masking, encryption-at-rest, value coercion or dual-write fan-out.
+
+    Format: ``"package.module.function_name"``. Resolved by import string
+    (rather than a Python ``Callable``) so the config survives YAML / JSON
+    serialisation and remote-feature-server transport.
+
+    The hook signature is :data:`PrewritingHook`::
+
+        def hook(
+            config: RepoConfig,
+            table: FeatureView,
+            data: List[Tuple[EntityKeyProto, Dict[str, ValueProto], datetime, Optional[datetime]]],
+        ) -> List[Tuple[EntityKeyProto, Dict[str, ValueProto], datetime, Optional[datetime]]]:
+            ...
+
+    The hook MUST return a row list with the same shape as its input.
+    Hooks that raise will fail the whole batch — there is no per-row
+    fallback. The resolved callable is cached on the store instance; if the
+    configured import string changes between calls, it is re-resolved
+    automatically on the next write.
+    """
+
+    user: Optional[str] = None
+    """Optional username for Aerospike Enterprise authentication."""
+
+    password: Optional[SecretStr] = None
+    """Optional password for Aerospike Enterprise authentication."""
+
+    auth_mode: Literal["internal", "external", "pki"] = "internal"
+    """Authentication mode. ``internal`` for CE/EE user/password, ``external``
+    for LDAP/Kerberos, ``pki`` for certificate-based auth."""
+
+    tls: Optional[Dict[str, Any]] = None
+    """TLS configuration, passed through verbatim to the Aerospike client.
+    See the Aerospike Python client ``tls`` policy options."""
+
+    ttl_seconds: Optional[int] = None
+    """Record-level TTL, applied to every write. ``None`` uses the namespace
+    default, ``0`` means never expire (mapped to the client's ``-1`` sentinel).
+    No per-feature-view override in v1."""
+
+    write_timeout_ms: int = 1_000
+    """Per-call write total timeout in milliseconds. This is the hard deadline
+    the client gives a single ``put`` / ``operate`` — including any retries —
+    to return a response, after which the call fails."""
+
+    read_timeout_ms: int = 250
+    """Per-call read total timeout in milliseconds. Hard deadline for a
+    single-record ``get`` — including any retries — after which the call
+    fails."""
+
+    batch_total_timeout_ms: int = 2_000
+    """Total timeout in milliseconds for a whole ``batch_write`` /
+    ``batch_operate`` call, including retries. Applies to every batch
+    operation ``online_read`` and ``online_write_batch`` issue."""
+
+    socket_timeout_ms: Optional[int] = None
+    """Per-attempt socket timeout in milliseconds. This is the per-retry
+    trigger that lets ``max_retries`` actually fire within the caller's
+    overall ``*_timeout_ms`` budget — without it, a single attempt can
+    consume the whole deadline and retries never run. Applied uniformly
+    to ``read``, ``write`` and ``batch`` policies. ``None`` leaves the
+    client default in place."""
+
+    max_retries: int = 2
+    """Maximum number of automatic retries on transient errors."""
+
+    batch_max_records: int = _DEFAULT_BATCH_MAX_RECORDS
+    """Maximum records per ``batch_write`` / ``batch_operate`` call.
+
+    Aerospike enforces a per-node batch size via the server ``batch-max-requests``
+    setting (historically 5000). Feast chunks read and write paths to this limit
+    so large materializations and wide online-serving requests do not fail the
+    whole batch when the server cap is exceeded.
+    """
+
+    client_kwargs: Dict[str, Any] = {}
+    """Escape hatch for any Aerospike client configuration not surfaced above.
+    Merged into the client config passed to ``aerospike.client()``."""
+
+
+class AerospikeOnlineStore(OnlineStore):
+    """Aerospike implementation of the Feast :class:`OnlineStore`.
+
+    Storage layout (one set per project):
+
+    * Namespace: ``config.online_store.namespace`` (server-configured)
+    * Set:       ``{project}_{collection_suffix}``
+    * Key:       ``serialize_entity_key(entity_key)`` (bytes)
+    * Bins:
+
+      * ``features``   — Map CDT ``{"<fv>": {"<feature>": <native_value>}}``
+      * ``event_ts``   — Map CDT ``{"<fv>": <epoch_ms_int>}``
+      * ``created_ts`` — top-level ``<epoch_ms_int>``
+
+    Timestamps are stored as int64 epoch milliseconds because Aerospike has no
+    native datetime type. Tz-naive timestamps are treated as UTC per the
+    :class:`OnlineStore` contract.
+    """
+
+    def __init__(self) -> None:
+        # Kept on the instance rather than the class so two ``AerospikeOnlineStore``
+        # instances can't accidentally share a cached client through class state.
+        self._client: Optional[aerospike.Client] = None
+        # Resolved prewriting hook, cached on the instance so the import
+        # cost is paid once. ``_prewriting_hook_spec`` records the import
+        # string the cache was built from so a config swap (re-binding the
+        # store to a different hook) re-resolves on next call.
+        self._prewriting_hook: Optional[PrewritingHook] = None
+        self._prewriting_hook_spec: Optional[str] = None
+        self._client_lock = threading.Lock()
+
+    # ------------------------------------------------------------------
+    # Lifecycle / connection management
+    # ------------------------------------------------------------------
+    @staticmethod
+    def _chunked(items: Sequence[_T], chunk_size: int) -> Iterator[Sequence[_T]]:
+        """Yield slices of ``items`` no larger than ``chunk_size``."""
+        if chunk_size <= 0:
+            raise ValueError(f"chunk_size must be positive, got {chunk_size}")
+        for start in range(0, len(items), chunk_size):
+            yield items[start : start + chunk_size]
+
+    def _batch_max_records(self, config: RepoConfig) -> int:
+        store_cfg = config.online_store
+        if not isinstance(store_cfg, AerospikeOnlineStoreConfig):
+            raise RuntimeError(f"{config.online_store.type = }. It must be aerospike.")
+        return store_cfg.batch_max_records
+
+    def _get_client(self, config: RepoConfig) -> aerospike.Client:
+        """Lazily create and cache an Aerospike client on first use.
+
+        The underlying C client maintains its own connection pool, so a single
+        cached instance is safe to share across calls on this store. Creation
+        is guarded by a lock so concurrent first callers in a threaded feature
+        server do not leak extra connections.
+        """
+        if self._client is not None:
+            return self._client
+
+        with self._client_lock:
+            if self._client is not None:
+                return self._client
+
+            if not isinstance(config.online_store, AerospikeOnlineStoreConfig):
+                raise RuntimeError(
+                    f"{config.online_store.type = }. It must be aerospike."
+                )
+            store_cfg = config.online_store
+
+            read_policy: Dict[str, Any] = {
+                "total_timeout": store_cfg.read_timeout_ms,
+                "max_retries": store_cfg.max_retries,
+            }
+            write_policy: Dict[str, Any] = {
+                "total_timeout": store_cfg.write_timeout_ms,
+                "max_retries": store_cfg.max_retries,
+            }
+            batch_policy: Dict[str, Any] = {
+                "total_timeout": store_cfg.batch_total_timeout_ms,
+                "max_retries": store_cfg.max_retries,
+            }
+            if store_cfg.socket_timeout_ms is not None:
+                # socket_timeout is the per-attempt deadline; without it,
+                # total_timeout is the whole budget and retries never fire.
+                read_policy["socket_timeout"] = store_cfg.socket_timeout_ms
+                write_policy["socket_timeout"] = store_cfg.socket_timeout_ms
+                batch_policy["socket_timeout"] = store_cfg.socket_timeout_ms
+
+            client_config: Dict[str, Any] = {
+                "hosts": [tuple(h) for h in store_cfg.hosts],
+                "policies": {
+                    "read": read_policy,
+                    "write": write_policy,
+                    "batch": batch_policy,
+                },
+                **store_cfg.client_kwargs,
+            }
+            if store_cfg.user:
+                if store_cfg.password is None:
+                    raise ValueError(
+                        "AerospikeOnlineStoreConfig.user is set but password is not."
+                    )
+                client_config["user"] = store_cfg.user
+                client_config["password"] = store_cfg.password.get_secret_value()
+                client_config["auth_mode"] = _AUTH_MODE_TO_CONSTANT[store_cfg.auth_mode]
+            if store_cfg.tls:
+                client_config["tls"] = store_cfg.tls
+
+            self._client = aerospike.client(client_config).connect()
+            return self._client
+
+    def _set_name(self, config: RepoConfig, fv_name: Optional[str] = None) -> str:
+        """Resolve the Aerospike set name for a feature view.
+
+        Without ``fv_name`` returns the project-level default rendered from
+        ``set_name_template``. With an ``fv_name`` returns the override from
+        :attr:`AerospikeOnlineStoreConfig.set_overrides` if present, falling
+        back to the project default. Calling without ``fv_name`` is preserved
+        for callers (and tests) that want the project's default set without
+        knowing which feature views might override it.
+        """
+        store_cfg = config.online_store
+        overrides = getattr(store_cfg, "set_overrides", None) or {}
+        if fv_name is not None and fv_name in overrides:
+            return overrides[fv_name]
+        return store_cfg.set_name_template.format(
+            project=config.project,
+            collection_suffix=store_cfg.collection_suffix,
+        )
+
+    def _namespace_for_fv(
+        self, config: RepoConfig, fv_name: Optional[str] = None
+    ) -> str:
+        """Resolve the Aerospike namespace for a feature view.
+
+        Mirrors :meth:`_set_name` semantics: without ``fv_name`` returns the
+        store-default namespace; with one, returns the override from
+        :attr:`AerospikeOnlineStoreConfig.namespace_overrides` if present.
+        """
+        store_cfg = config.online_store
+        overrides = getattr(store_cfg, "namespace_overrides", None) or {}
+        if fv_name is not None and fv_name in overrides:
+            return overrides[fv_name]
+        return store_cfg.namespace
+
+    def _aerospike_key(
+        self,
+        config: RepoConfig,
+        entity_key: EntityKeyProto,
+        fv_name: Optional[str] = None,
+    ) -> Tuple[str, str, bytearray]:
+        """Build a ``(namespace, set, user_key)`` tuple for an entity.
+
+        When ``fv_name`` is provided, the namespace and set name honour the
+        per-feature-view overrides from
+        :class:`AerospikeOnlineStoreConfig`. Without ``fv_name`` the
+        store-level defaults are used.
+
+        The user key is returned as a ``bytearray`` rather than ``bytes``:
+        the Aerospike Python C client rejects ``bytes`` user keys
+        (``calc_digest`` raises ``"Key is invalid"``), and ``batch_read`` /
+        ``batch_operate`` silently hash only the first byte of a ``bytes``
+        key. ``bytearray`` is the supported binary-key type.
+        """
+        user_key = serialize_entity_key(
+            entity_key,
+            entity_key_serialization_version=config.entity_key_serialization_version,
+        )
+        return (
+            self._namespace_for_fv(config, fv_name),
+            self._set_name(config, fv_name),
+            bytearray(user_key),
+        )
+
+    def _resolve_prewriting_hook(self, config: RepoConfig) -> Optional[PrewritingHook]:
+        """Resolve and cache the configured prewriting hook, if any.
+
+        The hook is referenced by import string in the config (so it
+        survives YAML/JSON round-trips and remote-feature-server transport),
+        and resolved here on first use. The resolved callable is cached on
+        the store instance — and re-resolved automatically if a subsequent
+        config swap rebinds the store to a different hook.
+        """
+        spec = getattr(config.online_store, "prewriting_hook", None)
+        if not spec:
+            # A previously-set hook on this instance must be cleared if the
+            # caller has since unset it on the config; otherwise we'd keep
+            # applying a hook the user explicitly turned off.
+            self._prewriting_hook = None
+            self._prewriting_hook_spec = None
+            return None
+        if spec == self._prewriting_hook_spec and self._prewriting_hook is not None:
+            return self._prewriting_hook
+
+        module_path, _, fn_name = spec.rpartition(".")
+        if not module_path or not fn_name:
+            raise ValueError(
+                "AerospikeOnlineStoreConfig.prewriting_hook must be a fully "
+                f"qualified import path 'package.module.function', got: {spec!r}"
+            )
+        try:
+            module = importlib.import_module(module_path)
+        except ImportError as e:
+            raise ValueError(
+                f"prewriting_hook {spec!r}: could not import module "
+                f"{module_path!r}: {e}"
+            ) from e
+        try:
+            hook = getattr(module, fn_name)
+        except AttributeError:
+            raise ValueError(
+                f"prewriting_hook {spec!r}: module {module_path!r} has no "
+                f"attribute {fn_name!r}"
+            ) from None
+        if not callable(hook):
+            raise TypeError(
+                f"prewriting_hook {spec!r} resolved to a non-callable "
+                f"{type(hook).__name__}"
+            )
+        self._prewriting_hook = hook
+        self._prewriting_hook_spec = spec
+        return hook
+
+    # ------------------------------------------------------------------
+    # Write path
+    # ------------------------------------------------------------------
+    @staticmethod
+    def _build_batch_writes(
+        config: RepoConfig,
+        table: FeatureView,
+        data: List[
+            Tuple[EntityKeyProto, Dict[str, ValueProto], datetime, Optional[datetime]]
+        ],
+        namespace: str,
+        set_name: str,
+    ) -> BatchRecords:
+        """Build a :class:`BatchRecords` with one :class:`BatchWrite` per row.
+
+        Each row becomes an atomic, server-side Map-put op list:
+
+        * ``features[<fv>][<feature>] = <native>`` for every requested feature
+          (single ``map_put_items`` op keyed by feature-view name).
+        * ``event_ts[<fv>] = <epoch_ms>``.
+        * ``created_ts = <epoch_ms>`` when provided.
+
+        Using Map CDT ops rather than a full-record ``put`` means two writers
+        touching different feature views on the same entity will not clobber
+        each other — each write only mutates its own slot in the outer map.
+
+        The Map CDTs are created with ``MAP_KEY_ORDERED`` so key lookups on
+        reads and the ``update()`` background scan stay O(log N) in the map
+        size. Writes use the default ``POLICY_KEY_DIGEST`` — the serialized
+        entity key itself is not stored on the server, saving per-record
+        storage that the read path never consumes (result order is preserved
+        by ``batch_operate`` and paired back via ``zip`` in ``online_read``).
+        """
+        ttl_meta = {"ttl": _resolve_ttl(config.online_store.ttl_seconds)}
+
+        batch = BatchRecords()
+        for entity_key, proto_values, event_timestamp, created_timestamp in data:
+            user_key = bytearray(
+                serialize_entity_key(
+                    entity_key,
+                    entity_key_serialization_version=config.entity_key_serialization_version,
+                )
+            )
+            feature_map = {
+                field: feast_value_type_to_python_type(val)
+                for field, val in proto_values.items()
+            }
+            operations: List[Dict[str, Any]] = [
+                map_ops.map_put_items(
+                    "features",
+                    {table.name: feature_map},
+                    map_policy=_ORDERED_MAP_POLICY,
+                ),
+                map_ops.map_put(
+                    "event_ts",
+                    table.name,
+                    _datetime_to_epoch_ms(event_timestamp),
+                    map_policy=_ORDERED_MAP_POLICY,
+                ),
+            ]
+            if created_timestamp is not None:
+                operations.append(
+                    ops.write("created_ts", _datetime_to_epoch_ms(created_timestamp))
+                )
+            batch.batch_records.append(
+                BatchWrite(
+                    key=(namespace, set_name, user_key),
+                    ops=operations,
+                    meta=ttl_meta,
+                )
+            )
+        return batch
+
+    def online_write_batch(
+        self,
+        config: RepoConfig,
+        table: FeatureView,
+        data: List[
+            Tuple[EntityKeyProto, Dict[str, ValueProto], datetime, Optional[datetime]]
+        ],
+        progress: Optional[Callable[[int], Any]],
+    ) -> None:
+        """Write a batch of feature rows using Aerospike's native batch-write API.
+
+        Each row is upserted as a set of Map CDT operations on a single record,
+        preserving data for other feature views that share the same entity key.
+        """
+        if not data:
+            if progress:
+                progress(0)
+            return
+
+        # Hook resolution happens before the early-data check to avoid wiring
+        # work, but after the empty-batch check so a "no rows" call doesn't
+        # pay the import cost. Hooks are allowed to mutate ``data`` in place
+        # or return a new list; we always rebind to whatever they return.
+        hook = self._resolve_prewriting_hook(config)
+        if hook is not None:
+            data = hook(config, table, data)
+            if not data:
+                if progress:
+                    progress(0)
+                return
+
+        client = self._get_client(config)
+        namespace = self._namespace_for_fv(config, table.name)
+        set_name = self._set_name(config, table.name)
+        chunk_size = self._batch_max_records(config)
+        written = 0
+        for chunk in self._chunked(data, chunk_size):
+            batch = self._build_batch_writes(
+                config, table, list(chunk), namespace, set_name
+            )
+            if batch.batch_records:
+                client.batch_write(batch)
+                # Per-record result codes must be inspected: client.batch_write
+                # only raises if the whole request was rejected. A partial failure
+                # (e.g. a single-partition timeout) is otherwise silent, which in
+                # an online-serving path presents downstream as "model saw stale
+                # features" weeks after the fact.
+                self._raise_on_batch_errors(batch.batch_records, set_name, op="write")
+            written += len(chunk)
+            if progress:
+                progress(written)
+
+    # ------------------------------------------------------------------
+    # Read path
+    # ------------------------------------------------------------------
+    def online_read(
+        self,
+        config: RepoConfig,
+        table: FeatureView,
+        entity_keys: List[EntityKeyProto],
+        requested_features: Optional[List[str]] = None,
+    ) -> List[Tuple[Optional[datetime], Optional[Dict[str, ValueProto]]]]:
+        """Read feature values for a batch of entities in a single round trip.
+
+        Uses Aerospike's ``batch_operate`` with two server-side Map-get ops per
+        record. When ``requested_features`` is provided, only those feature
+        columns are shipped over the wire using ``map_get_by_key_list`` nested
+        into the feature-view's Map CDT via ``cdt_ctx_map_key``. Otherwise the
+        whole feature-view slot is returned.
+
+        * features op (projected):
+          ``map_get_by_key_list("features", requested_features,
+          MAP_RETURN_KEY_VALUE, ctx=[cdt_ctx_map_key(<fv>)])``
+        * features op (full):
+          ``map_get_by_key("features", <fv>, MAP_RETURN_VALUE)``
+        * event_ts op (always):
+          ``map_get_by_key("event_ts", <fv>, MAP_RETURN_VALUE)``
+
+        Per-record status codes are inspected so we can tell a genuine miss
+        (``RECORD_NOT_FOUND``, or a nested ``OP_NOT_APPLICABLE`` when the
+        feature-view slot is absent) apart from a transient server error,
+        which is raised rather than silently returned as a null row. Output
+        order matches ``entity_keys``.
+        """
+        if not entity_keys:
+            return []
+
+        client = self._get_client(config)
+        ns = self._namespace_for_fv(config, table.name)
+        set_name = self._set_name(config, table.name)
+        read_ops = self._build_read_ops(table.name, requested_features)
+        chunk_size = self._batch_max_records(config)
+
+        # ``ids`` and ``docs`` use immutable ``bytes`` because ``bytearray`` is
+        # unhashable and can't key a dict. Keys on the wire must stay
+        # ``bytearray`` (see ``_aerospike_key``) — we only convert here for
+        # lookup.
+        ids: List[bytes] = []
+        docs: Dict[bytes, Dict[str, Any]] = {}
+
+        for entity_chunk in self._chunked(entity_keys, chunk_size):
+            keys = [
+                (
+                    ns,
+                    set_name,
+                    bytearray(
+                        serialize_entity_key(
+                            k,
+                            entity_key_serialization_version=config.entity_key_serialization_version,
+                        )
+                    ),
+                )
+                for k in entity_chunk
+            ]
+            batch = client.batch_operate(keys, read_ops)
+            chunk_ids = [bytes(user_key) for _, _, user_key in keys]
+            ids.extend(chunk_ids)
+            # batch_operate preserves request order. We pair each response with
+            # the original user-key rather than ``br.key[2]``: the Aerospike
+            # client may return the key in a different representation (e.g. only
+            # the first byte as a str when the write didn't use POLICY_KEY_SEND
+            # for reads).
+            for user_key, br in zip(chunk_ids, batch.batch_records):
+                if br.result == _AS_ERR_RECORD_NOT_FOUND:
+                    continue
+                if br.result == _AS_ERR_OP_NOT_APPLICABLE:
+                    # The record exists but the nested feature-view slot doesn't;
+                    # treat as a miss to match the OnlineStore contract.
+                    continue
+                if br.result != _AS_OK:
+                    raise RuntimeError(
+                        f"Aerospike batch_operate returned a non-OK status for "
+                        f"entity (ns={ns}, set={set_name}): result={br.result}"
+                    )
+                if br.record is None:
+                    continue
+                _, _, bins = br.record
+                raw_features = bins.get("features") if bins else None
+                fv_event_ts_ms = bins.get("event_ts") if bins else None
+                fv_features = self._normalize_projected_features(raw_features)
+                docs[user_key] = {
+                    "features": {table.name: fv_features}
+                    if fv_features is not None
+                    else {},
+                    "event_timestamps": {
+                        table.name: _epoch_ms_to_datetime(fv_event_ts_ms)
+                    },
+                }
+
+        return self._convert_raw_docs_to_proto(ids, docs, table)
+
+    @staticmethod
+    def _build_read_ops(
+        fv_name: str, requested_features: Optional[List[str]]
+    ) -> List[Dict[str, Any]]:
+        """Build the per-record op list for an ``online_read`` call.
+
+        Projects ``requested_features`` server-side via
+        ``map_get_by_key_list`` + ``cdt_ctx_map_key`` when a projection list
+        is provided. Without a projection, returns the whole feature-view
+        submap.
+        """
+        if requested_features:
+            features_op = map_ops.map_get_by_key_list(
+                "features",
+                list(requested_features),
+                aerospike.MAP_RETURN_KEY_VALUE,
+                ctx=[cdt_ctx.cdt_ctx_map_key(fv_name)],
+            )
+        else:
+            features_op = map_ops.map_get_by_key(
+                "features", fv_name, aerospike.MAP_RETURN_VALUE
+            )
+        return [
+            features_op,
+            map_ops.map_get_by_key("event_ts", fv_name, aerospike.MAP_RETURN_VALUE),
+        ]
+
+    @staticmethod
+    def _normalize_projected_features(
+        raw: Optional[Union[Dict[str, Any], List[Any]]],
+    ) -> Optional[Dict[str, Any]]:
+        """Convert an Aerospike features payload into a uniform ``{name: val}`` dict.
+
+        The shape depends on which op produced the payload:
+
+        * ``map_get_by_key("features", <fv>, MAP_RETURN_VALUE)`` returns a
+          ``dict`` (the inner feature-view submap).
+        * ``map_get_by_key_list("features", [...], MAP_RETURN_KEY_VALUE,
+          ctx=...)`` returns a flat ``list`` of ``[k1, v1, k2, v2, ...]``
+          containing only the requested keys that exist.
+        """
+        if raw is None:
+            return None
+        if isinstance(raw, dict):
+            return raw
+        if isinstance(raw, list):
+            if not raw:
+                return {}
+            return dict(zip(raw[0::2], raw[1::2]))
+        return None
+
+    @staticmethod
+    def _raise_on_batch_errors(
+        batch_records: Sequence[Any], set_name: str, op: str
+    ) -> None:
+        """Raise if any per-record result code signals a failed batch write/op.
+
+        ``client.batch_write`` and ``client.batch_operate`` only raise when the
+        overall request was rejected; partial failures (a single-partition
+        timeout, a replica quorum miss, etc.) are surfaced per record via
+        ``br.result`` and are otherwise silent. In an online-serving path
+        those silent failures later present as missing features, so we fail
+        loud here instead.
+        """
+        errors = [br.result for br in batch_records if br.result != _AS_OK]
+        if errors:
+            raise RuntimeError(
+                f"Aerospike batch_{op} returned non-OK status codes for "
+                f"{len(errors)} of {len(batch_records)} records "
+                f"(set={set_name}): codes={errors[:10]}"
+            )
+
+    @staticmethod
+    def _convert_raw_docs_to_proto(
+        ids: List[bytes],
+        docs: Dict[bytes, Dict[str, Any]],
+        table: FeatureView,
+    ) -> List[Tuple[Optional[datetime], Optional[Dict[str, ValueProto]]]]:
+        """Convert raw feature maps into ordered proto rows.
+
+        The heavy lifting is done by
+        :func:`feast.type_map.python_values_to_proto_values`, which is
+        column-oriented and expects a list of values of a single type. This
+        helper transforms the row-oriented Aerospike lookup result into
+        columns, converts each column once, then reassembles rows — mirroring
+        the MongoDB online store's reshape so we amortize the python→proto
+        cost across the whole batch.
+
+        Args:
+            ids: serialized entity-key bytes, in the order requested.
+            docs: ``{entity_id_bytes: {"features": {<fv>: {...}},
+                "event_timestamps": {<fv>: datetime}}}``. Missing keys denote
+                "record not found".
+            table: FeatureView being read; provides feature name → type.
+
+        Returns:
+            A list of ``(event_timestamp, feature_dict)`` the same length as
+            ``ids`` (``(None, None)`` for entities that had no data for this
+            feature view).
+        """
+        feature_type_map = {
+            feature.name: feature.dtype.to_value_type() for feature in table.features
+        }
+
+        raw_feature_columns: Dict[str, List[Any]] = {
+            feature_name: [] for feature_name in feature_type_map
+        }
+        for entity_id in ids:
+            doc = docs.get(entity_id)
+            feature_dict = doc.get("features", {}).get(table.name, {}) if doc else {}
+            for feature_name in feature_type_map:
+                raw_feature_columns[feature_name].append(
+                    feature_dict.get(feature_name, None)
+                )
+
+        proto_feature_columns = {
+            feature_name: python_values_to_proto_values(
+                raw_values, feature_type=feature_type_map[feature_name]
+            )
+            for feature_name, raw_values in raw_feature_columns.items()
+        }
+
+        results: List[Tuple[Optional[datetime], Optional[Dict[str, ValueProto]]]] = []
+        for i, entity_id in enumerate(ids):
+            doc = docs.get(entity_id)
+            if doc is None:
+                results.append((None, None))
+                continue
+
+            fv_features = doc.get("features", {}).get(table.name)
+            if fv_features is None:
+                results.append((None, None))
+                continue
+
+            ts = doc.get("event_timestamps", {}).get(table.name)
+            row_features = {
+                feature_name: proto_feature_columns[feature_name][i]
+                for feature_name in proto_feature_columns
+            }
+            results.append((ts, row_features))
+        return results
+
+    # ------------------------------------------------------------------
+    # Async wrappers
+    # ------------------------------------------------------------------
+    # The Aerospike Python client is a synchronous C extension; there is no
+    # native asyncio interface. Network calls do release the GIL, so we expose
+    # a correct ``async`` surface by offloading each blocking call to the
+    # default thread-pool executor. Callers that ``await`` these methods keep
+    # the event loop responsive while the client talks to the cluster.
+
+    async def online_write_batch_async(
+        self,
+        config: RepoConfig,
+        table: FeatureView,
+        data: List[
+            Tuple[EntityKeyProto, Dict[str, ValueProto], datetime, Optional[datetime]]
+        ],
+        progress: Optional[Callable[[int], Any]],
+    ) -> None:
+        loop = asyncio.get_running_loop()
+        await loop.run_in_executor(
+            None,
+            functools.partial(self.online_write_batch, config, table, data, progress),
+        )
+
+    async def online_read_async(
+        self,
+        config: RepoConfig,
+        table: FeatureView,
+        entity_keys: List[EntityKeyProto],
+        requested_features: Optional[List[str]] = None,
+    ) -> List[Tuple[Optional[datetime], Optional[Dict[str, ValueProto]]]]:
+        loop = asyncio.get_running_loop()
+        return await loop.run_in_executor(
+            None,
+            functools.partial(
+                self.online_read, config, table, entity_keys, requested_features
+            ),
+        )
+
+    async def initialize(self, config: RepoConfig) -> None:
+        """Pre-warm the Aerospike client so the first request is hot.
+
+        Feature servers typically call :meth:`initialize` during startup so the
+        TCP + handshake latency is paid upfront rather than on the first
+        ``online_read``.
+        """
+        loop = asyncio.get_running_loop()
+        await loop.run_in_executor(None, functools.partial(self._get_client, config))
+
+    async def close(self) -> None:
+        """Release the cached Aerospike client, if any."""
+        with self._client_lock:
+            if self._client is None:
+                return
+            client = self._client
+            self._client = None
+        loop = asyncio.get_running_loop()
+        await loop.run_in_executor(None, client.close)
+
+    # ------------------------------------------------------------------
+    # Admin paths (update / teardown)
+    # ------------------------------------------------------------------
+    def update(
+        self,
+        config: RepoConfig,
+        tables_to_delete: Sequence[FeatureView],
+        tables_to_keep: Sequence[FeatureView],
+        entities_to_delete: Sequence[Entity],
+        entities_to_keep: Sequence[Entity],
+        partial: bool,
+    ) -> None:
+        """Reconcile per-feature-view data when a schema change is applied.
+
+        Aerospike has no explicit schema, and records/sets are created lazily
+        on first write, so there is nothing to do for ``tables_to_keep`` or
+        either of the entity lists. For ``tables_to_delete`` we strip each
+        feature-view's slot out of the ``features`` and ``event_ts`` Map
+        CDTs on every record that contains it.
+
+        Dropped feature views are grouped by their resolved
+        ``(namespace, set)`` (per :attr:`namespace_overrides` /
+        :attr:`set_overrides`), and each group is issued as one
+        **background scan** with a combined op list — a single server-side
+        pass per (ns, set), regardless of how many feature views in that
+        group are being dropped. Without this grouping, a deployment that
+        spreads feature views across multiple namespaces or sets would
+        either issue blind cross-namespace scans (impossible) or scan one
+        per dropped FV (wasteful). The scans run asynchronously server-side
+        and return immediately; this matches the intent of ``feast apply``,
+        after which the caller stops reading the dropped feature views
+        anyway.
+        """
+        if not isinstance(config.online_store, AerospikeOnlineStoreConfig):
+            raise RuntimeError(f"{config.online_store.type = }. It must be aerospike.")
+        if not tables_to_delete:
+            return
+
+        client = self._get_client(config)
+
+        # Group dropped feature views by (namespace, set) so each scan only
+        # touches the records that could plausibly contain the dropped slot.
+        groups: Dict[Tuple[str, str], List[FeatureView]] = {}
+        for fv in tables_to_delete:
+            key = (
+                self._namespace_for_fv(config, fv.name),
+                self._set_name(config, fv.name),
+            )
+            groups.setdefault(key, []).append(fv)
+
+        for (ns, set_name), fvs in groups.items():
+            remove_ops: List[Dict[str, Any]] = []
+            for fv in fvs:
+                remove_ops.append(
+                    map_ops.map_remove_by_key(
+                        "features", fv.name, aerospike.MAP_RETURN_NONE
+                    )
+                )
+                remove_ops.append(
+                    map_ops.map_remove_by_key(
+                        "event_ts", fv.name, aerospike.MAP_RETURN_NONE
+                    )
+                )
+
+            scan = client.scan(ns, set_name)
+            scan.add_ops(remove_ops)
+            scan.execute_background()
+
+    def teardown(
+        self,
+        config: RepoConfig,
+        tables: Sequence[FeatureView],
+        entities: Sequence[Entity],
+    ) -> None:
+        """Truncate every (namespace, set) the project may have written to
+        and close the cached client.
+
+        Uses Aerospike's ``truncate(namespace, set, 0)`` — a set-scoped
+        metadata operation that clears every record in O(1) client time,
+        cheaper than Mongo's ``collection.drop()``. Passing ``0`` as the
+        cutoff means "drop everything regardless of last-update time".
+
+        Collects the unique ``(namespace, set)`` pairs from the project's
+        store-level default plus every feature view in ``tables`` (each
+        resolved through :attr:`namespace_overrides` /
+        :attr:`set_overrides`). The default is always included so a
+        teardown invoked with an empty ``tables`` list still clears the
+        store-default location.
+
+        Truncate on a non-existent set is a no-op, so calling ``teardown``
+        on a project that never wrote data — or on a feature view that
+        was never written to — is safe.
+        """
+        if not isinstance(config.online_store, AerospikeOnlineStoreConfig):
+            raise RuntimeError(f"{config.online_store.type = }. It must be aerospike.")
+
+        client = self._get_client(config)
+
+        pairs: Set[Tuple[str, str]] = {
+            (config.online_store.namespace, self._set_name(config))
+        }
+        for fv in tables:
+            pairs.add(
+                (
+                    self._namespace_for_fv(config, fv.name),
+                    self._set_name(config, fv.name),
+                )
+            )
+        # sort to keep the truncation order deterministic for tests; the
+        # operation is independent per (ns, set) so order has no semantic
+        # meaning.
+        for ns, set_name in sorted(pairs):
+            client.truncate(ns, set_name, 0)
+        with self._client_lock:
+            if self._client is not None:
+                self._client.close()
+                self._client = None
diff --git a/sdk/python/feast/infra/online_stores/aerospike_online_store/aerospike_repo_configuration.py b/sdk/python/feast/infra/online_stores/aerospike_online_store/aerospike_repo_configuration.py
new file mode 100644
index 00000000000..e704aca780d
--- /dev/null
+++ b/sdk/python/feast/infra/online_stores/aerospike_online_store/aerospike_repo_configuration.py
@@ -0,0 +1,13 @@
+from tests.universal.feature_repos.integration_test_repo_config import (
+    IntegrationTestRepoConfig,
+)
+from tests.universal.feature_repos.universal.online_store.aerospike import (
+    AerospikeOnlineStoreCreator,
+)
+
+FULL_REPO_CONFIGS = [
+    IntegrationTestRepoConfig(
+        online_store="aerospike",
+        online_store_creator=AerospikeOnlineStoreCreator,
+    ),
+]
diff --git a/sdk/python/feast/infra/online_stores/cassandra_online_store/cassandra_online_store.py b/sdk/python/feast/infra/online_stores/cassandra_online_store/cassandra_online_store.py
index 0870bc709db..cea3ed4f87d 100644
--- a/sdk/python/feast/infra/online_stores/cassandra_online_store/cassandra_online_store.py
+++ b/sdk/python/feast/infra/online_stores/cassandra_online_store/cassandra_online_store.py
@@ -70,6 +70,21 @@
 E_CASSANDRA_UNKNOWN_LB_POLICY = (
     "Unknown/unsupported Load Balancing Policy name in Cassandra configuration"
 )
+E_CASSANDRA_DC_DEFAULT_NOT_FOUND = (
+    "Cassandra multi-DC: 'load_balancing.local_dc' "
+    "does not match any datacenter 'name' in the 'datacenters' list"
+)
+E_CASSANDRA_DC_CONFIG_CONFLICT = (
+    "Cassandra config: 'datacenters' is mutually exclusive with "
+    "'hosts' and 'secure_bundle_path'"
+)
+E_CASSANDRA_DC_CONFIG_EMPTY = (
+    "Cassandra config: 'datacenters' list must not be empty if provided"
+)
+E_CASSANDRA_DC_ROUTING_INVALID = (
+    "Cassandra multi-DC: 'routing.read_dc' or 'routing.write_dc' "
+    "does not match any datacenter 'name' in the 'datacenters' list"
+)
 
 # CQL command templates (that is, before replacing schema names)
 INSERT_CQL_4_TEMPLATE = (
@@ -153,6 +168,102 @@ class CassandraOnlineStoreConfig(FeastConfigBaseModel):
     request_timeout: Optional[StrictFloat] = None
     """Request timeout in seconds."""
 
+    class CassandraDatacenterConfig(FeastConfigBaseModel):
+        """
+        Per-datacenter configuration for multi-DC Cassandra deployments.
+
+        When the top-level ``datacenters`` list is used, each entry defines
+        the contact points and replication settings for one datacenter.
+        A named Cassandra execution profile (keyed by ``name``) is created
+        for every entry, enabling targeted per-DC routing via the driver's
+        execution-profile mechanism.
+        """
+
+        name: StrictStr
+        """
+        Datacenter name as reported by the cluster (e.g. ``datacenter1``).
+        Also used as the named execution-profile key and referenced by
+        ``routing.read_dc`` / ``routing.write_dc``.
+        """
+
+        hosts: List[StrictStr]
+        """Contact-point host addresses belonging to this datacenter."""
+
+        replication_factor: Optional[StrictInt] = None
+        """
+        Replication factor for this datacenter.
+        Informational only — keyspace must be pre-created.
+        """
+
+        replication_strategy: Optional[StrictStr] = None
+        """
+        Replication strategy class (e.g. ``'SimpleStrategy'``,
+        ``'NetworkTopologyStrategy'``).
+        Informational only — keyspace must be pre-created.
+        """
+
+    class CassandraRoutingConfig(FeastConfigBaseModel):
+        """
+        Optional per-operation datacenter routing for multi-DC deployments.
+
+        Allows reads and writes to be directed to different datacenters.
+        Both fields are optional; when omitted the default datacenter
+        (from ``load_balancing.local_dc`` or the first entry in
+        ``datacenters``) is used for that operation.
+
+        Values must match the ``name`` of one of the entries in the
+        ``datacenters`` list.
+
+        Example::
+
+            routing:
+                read_dc: dc2   # reads served from dc2
+                write_dc: dc1  # writes sent to dc1
+        """
+
+        read_dc: Optional[StrictStr] = None
+        """Datacenter name to use for read operations (online_read)."""
+
+        write_dc: Optional[StrictStr] = None
+        """Datacenter name to use for write operations (online_write_batch)."""
+
+    datacenters: Optional[List[CassandraDatacenterConfig]] = None
+    """
+    Per-datacenter configuration enabling multi-DC Cassandra support.
+
+    When set, a named Cassandra execution profile is registered for each
+    datacenter (profile name = ``name`` field of each entry).  The default
+    profile is determined by ``load_balancing.local_dc``; if
+    ``load_balancing`` is absent the first datacenter in the list is used.
+
+    Use ``routing`` to direct reads and writes to specific datacenters.
+
+    Mutually exclusive with ``hosts`` and ``secure_bundle_path``.
+    The keyspace must already exist; Feast does not create it automatically.
+
+    Example::
+
+        datacenters:
+          - name: dc1
+            hosts: [192.168.1.1, 192.168.1.2]
+            replication_factor: 3
+          - name: dc2
+            hosts: [10.0.0.1]
+            replication_factor: 2
+        routing:
+            read_dc: dc2
+            write_dc: dc1
+        load_balancing:
+            local_dc: dc1
+            load_balancing_policy: TokenAwarePolicy(DCAwareRoundRobinPolicy)
+    """
+
+    routing: Optional[CassandraRoutingConfig] = None
+    """
+    Optional read/write datacenter routing for multi-DC mode.
+    Ignored when ``datacenters`` is not set.
+    """
+
     class CassandraLoadBalancingPolicy(FeastConfigBaseModel):
         """
         Configuration block related to the Cluster's load-balancing policy.
@@ -173,6 +284,9 @@ class CassandraLoadBalancingPolicy(FeastConfigBaseModel):
     """
     Details on the load-balancing policy: it will be
     wrapped into an execution profile if present.
+
+    In multi-DC mode (``datacenters`` list), ``local_dc`` also selects
+    which datacenter's profile becomes the default execution profile.
     """
 
     read_concurrency: Optional[StrictInt] = 100
@@ -202,12 +316,24 @@ class CassandraOnlineStore(OnlineStore):
                     to issue commands.
         _keyspace:  Cassandra keyspace all tables live in.
         _prepared_statements: cache of statements prepared by the driver.
+        _dc_execution_profiles: list of named execution-profile keys
+                    registered in multi-DC mode (one per datacenter).
+                    Empty in single-DC / Astra DB mode.
+        _read_execution_profile:  execution profile used for read operations.
+                    Set to the configured ``routing.read_dc`` profile in
+                    multi-DC mode, ``EXEC_PROFILE_DEFAULT`` otherwise.
+        _write_execution_profile: execution profile used for write operations.
+                    Set to the configured ``routing.write_dc`` profile in
+                    multi-DC mode, ``EXEC_PROFILE_DEFAULT`` otherwise.
     """
 
     _cluster: Cluster = None
     _session: Session = None
     _keyspace: str = "feast_keyspace"
     _prepared_statements: Dict[str, PreparedStatement] = {}
+    _dc_execution_profiles: List[str]
+    _read_execution_profile: Any = EXEC_PROFILE_DEFAULT
+    _write_execution_profile: Any = EXEC_PROFILE_DEFAULT
 
     def _get_session(self, config: RepoConfig):
         """
@@ -223,85 +349,196 @@ def _get_session(self, config: RepoConfig):
 
         if self._session:
             return self._session
-        if not self._session:
-            # configuration consistency checks
-            hosts = online_store_config.hosts
-            secure_bundle_path = online_store_config.secure_bundle_path
+
+        # ------------------------------------------------------------------
+        # Branch B: multi-DC mode — one named execution profile
+        # per datacenter
+        # ------------------------------------------------------------------
+        if online_store_config.datacenters is not None:
+            # Validate: empty list is a misconfiguration
+            if len(online_store_config.datacenters) == 0:
+                raise CassandraInvalidConfig(E_CASSANDRA_DC_CONFIG_EMPTY)
+
+            # Validate: mutually exclusive with hosts / secure_bundle_path
+            if online_store_config.hosts or online_store_config.secure_bundle_path:
+                raise CassandraInvalidConfig(E_CASSANDRA_DC_CONFIG_CONFLICT)
+
             port = online_store_config.port or 9042
             keyspace = online_store_config.keyspace
             username = online_store_config.username
             password = online_store_config.password
             protocol_version = online_store_config.protocol_version
 
-            db_directions = hosts or secure_bundle_path
-            if not db_directions or not keyspace:
-                raise CassandraInvalidConfig(E_CASSANDRA_NOT_CONFIGURED)
-            if hosts and secure_bundle_path:
-                raise CassandraInvalidConfig(E_CASSANDRA_MISCONFIGURED)
             if (username is None) ^ (password is None):
                 raise CassandraInvalidConfig(E_CASSANDRA_INCONSISTENT_AUTH)
 
-            if username is not None:
-                auth_provider = PlainTextAuthProvider(
-                    username=username,
-                    password=password,
-                )
-            else:
-                auth_provider = None
-
-            # handling of load-balancing policy (optional)
-            if online_store_config.load_balancing:
-                # construct a proper execution profile embedding
-                # the configured LB policy
-                _lbp_name = online_store_config.load_balancing.load_balancing_policy
+            auth_provider = (
+                PlainTextAuthProvider(username=username, password=password)
+                if username is not None
+                else None
+            )
+
+            _lbp_name = (
+                online_store_config.load_balancing.load_balancing_policy
+                if online_store_config.load_balancing
+                else "DCAwareRoundRobinPolicy"
+            )
+
+            execution_profiles: Dict[Any, ExecutionProfile] = {}
+            all_hosts: List[str] = []
+            self._dc_execution_profiles = []  # fresh list per connection
+            for dc in online_store_config.datacenters:
+                all_hosts.extend(dc.hosts)
                 if _lbp_name == "DCAwareRoundRobinPolicy":
-                    lb_policy = DCAwareRoundRobinPolicy(
-                        local_dc=online_store_config.load_balancing.local_dc,
-                    )
+                    lb_policy = DCAwareRoundRobinPolicy(local_dc=dc.name)
                 elif _lbp_name == "TokenAwarePolicy(DCAwareRoundRobinPolicy)":
                     lb_policy = TokenAwarePolicy(
-                        DCAwareRoundRobinPolicy(
-                            local_dc=online_store_config.load_balancing.local_dc,
-                        )
+                        DCAwareRoundRobinPolicy(local_dc=dc.name)
                     )
                 else:
                     raise CassandraInvalidConfig(E_CASSANDRA_UNKNOWN_LB_POLICY)
-
-                # wrap it up in a map of ex.profiles with a default
-                exe_profile = ExecutionProfile(
+                execution_profiles[dc.name] = ExecutionProfile(
                     request_timeout=online_store_config.request_timeout,
                     load_balancing_policy=lb_policy,
                 )
-                execution_profiles = {EXEC_PROFILE_DEFAULT: exe_profile}
+                self._dc_execution_profiles.append(dc.name)
+                if (
+                    dc.replication_factor is not None
+                    or dc.replication_strategy is not None
+                ):
+                    logger.info(
+                        "Cassandra multi-DC: "
+                        "replication_factor/replication_strategy "
+                        "for DC '%s' are informational only; "
+                        "keyspace must be pre-created.",
+                        dc.name,
+                    )
+
+            # Determine default DC
+            default_dc = (
+                online_store_config.load_balancing.local_dc
+                if online_store_config.load_balancing
+                else online_store_config.datacenters[0].name
+            )
+            if default_dc not in execution_profiles:
+                raise CassandraInvalidConfig(E_CASSANDRA_DC_DEFAULT_NOT_FOUND)
+            default_profile = execution_profiles[default_dc]
+            execution_profiles[EXEC_PROFILE_DEFAULT] = default_profile
+
+            # Resolve read/write execution profiles from routing config
+            dc_names = set(self._dc_execution_profiles)
+            if online_store_config.routing:
+                # use given dc or fall back to default_dc
+                read_dc = online_store_config.routing.read_dc
+                write_dc = online_store_config.routing.write_dc
+                if (read_dc and read_dc not in dc_names) or (
+                    write_dc and write_dc not in dc_names
+                ):
+                    raise CassandraInvalidConfig(E_CASSANDRA_DC_ROUTING_INVALID)
+                self._read_execution_profile = read_dc or default_dc
+                self._write_execution_profile = write_dc or default_dc
             else:
-                execution_profiles = None
+                self._read_execution_profile = default_dc
+                self._write_execution_profile = default_dc
 
-            # additional optional keyword args to Cluster
             cluster_kwargs = {
                 k: v
-                for k, v in {
-                    "protocol_version": protocol_version,
-                    "execution_profiles": execution_profiles,
-                }.items()
+                for k, v in {"protocol_version": protocol_version}.items()
                 if v is not None
             }
+            self._cluster = Cluster(
+                all_hosts,
+                port=port,
+                auth_provider=auth_provider,
+                execution_profiles=execution_profiles,
+                **cluster_kwargs,
+            )
+            self._keyspace = keyspace
+            self._session = self._cluster.connect(self._keyspace)
+            return self._session
 
-            # creation of Cluster (Cassandra vs. Astra)
-            if hosts:
-                self._cluster = Cluster(
-                    hosts, port=port, auth_provider=auth_provider, **cluster_kwargs
+        # ------------------------------------------------------------------
+        # Branch A: original single-DC / Astra DB
+        # ------------------------------------------------------------------
+        hosts = online_store_config.hosts
+        secure_bundle_path = online_store_config.secure_bundle_path
+        port = online_store_config.port or 9042
+        keyspace = online_store_config.keyspace
+        username = online_store_config.username
+        password = online_store_config.password
+        protocol_version = online_store_config.protocol_version
+
+        db_directions = hosts or secure_bundle_path
+        if not db_directions or not keyspace:
+            raise CassandraInvalidConfig(E_CASSANDRA_NOT_CONFIGURED)
+        if hosts and secure_bundle_path:
+            raise CassandraInvalidConfig(E_CASSANDRA_MISCONFIGURED)
+        if (username is None) ^ (password is None):
+            raise CassandraInvalidConfig(E_CASSANDRA_INCONSISTENT_AUTH)
+
+        if username is not None:
+            auth_provider = PlainTextAuthProvider(
+                username=username,
+                password=password,
+            )
+        else:
+            auth_provider = None
+
+        # handling of load-balancing policy (optional)
+        if online_store_config.load_balancing:
+            # construct a proper execution profile embedding
+            # the configured LB policy
+            _lbp_name = online_store_config.load_balancing.load_balancing_policy
+            if _lbp_name == "DCAwareRoundRobinPolicy":
+                lb_policy = DCAwareRoundRobinPolicy(
+                    local_dc=online_store_config.load_balancing.local_dc,
                 )
-            else:
-                # we use 'secure_bundle_path'
-                self._cluster = Cluster(
-                    cloud={"secure_connect_bundle": secure_bundle_path},
-                    auth_provider=auth_provider,
-                    **cluster_kwargs,
+            elif _lbp_name == "TokenAwarePolicy(DCAwareRoundRobinPolicy)":
+                lb_policy = TokenAwarePolicy(
+                    DCAwareRoundRobinPolicy(
+                        local_dc=online_store_config.load_balancing.local_dc,
+                    )
                 )
+            else:
+                raise CassandraInvalidConfig(E_CASSANDRA_UNKNOWN_LB_POLICY)
+
+            # wrap it up in a map of ex.profiles with a default
+            exe_profile = ExecutionProfile(
+                request_timeout=online_store_config.request_timeout,
+                load_balancing_policy=lb_policy,
+            )
+            lb_execution_profiles: Optional[Dict[Any, ExecutionProfile]] = {
+                EXEC_PROFILE_DEFAULT: exe_profile
+            }
+        else:
+            lb_execution_profiles = None
+
+        # additional optional keyword args to Cluster
+        cluster_kwargs_branch_a: Dict[str, Any] = {
+            k: v
+            for k, v in {
+                "protocol_version": protocol_version,
+                "execution_profiles": lb_execution_profiles,
+            }.items()
+            if v is not None
+        }
+
+        # creation of Cluster (Cassandra vs. Astra)
+        if hosts:
+            self._cluster = Cluster(
+                hosts, port=port, auth_provider=auth_provider, **cluster_kwargs_branch_a
+            )
+        else:
+            # we use 'secure_bundle_path'
+            self._cluster = Cluster(
+                cloud={"secure_connect_bundle": secure_bundle_path},
+                auth_provider=auth_provider,
+                **cluster_kwargs_branch_a,
+            )
 
-            # creation of Session
-            self._keyspace = keyspace
-            self._session = self._cluster.connect(self._keyspace)
+        # creation of Session
+        self._keyspace = keyspace
+        self._session = self._cluster.connect(self._keyspace)
 
         return self._session
 
@@ -498,6 +735,7 @@ def _write_rows_concurrently(
             insert_cql,
             rows,
             concurrency=config.online_store.write_concurrency,
+            execution_profile=self._write_execution_profile,
         )
 
     def _read_rows_by_entity_keys(
@@ -526,6 +764,7 @@ def _read_rows_by_entity_keys(
             select_cql,
             ((entity_key_bin,) for entity_key_bin in entity_key_bins),
             concurrency=config.online_store.read_concurrency,
+            execution_profile=self._read_execution_profile,
         )
         # execute_concurrent_with_args return a sequence
         # of (success, result_or_exception) pairs:
diff --git a/sdk/python/feast/infra/online_stores/couchbase_online_store/README.md b/sdk/python/feast/infra/online_stores/couchbase_online_store/README.md
index 885250a66af..4ede92c7d6b 100644
--- a/sdk/python/feast/infra/online_stores/couchbase_online_store/README.md
+++ b/sdk/python/feast/infra/online_stores/couchbase_online_store/README.md
@@ -87,12 +87,13 @@ feature_vector = store.get_online_features(
     ],
 ).to_dict()
 pprint(feature_vector)
-
 ```
 #### Output
 ```python
-{'acc_rate': [0.01390857808291912, 0.4063614010810852],
- 'avg_daily_trips': [69, 706],
- 'conv_rate': [0.6624961495399475, 0.7595928311347961],
- 'driver_id': [1004, 1005]}
+{
+    "acc_rate": [0.01390857808291912, 0.4063614010810852],
+    "avg_daily_trips": [69, 706],
+    "conv_rate": [0.6624961495399475, 0.7595928311347961],
+    "driver_id": [1004, 1005],
+}
 ```
diff --git a/sdk/python/feast/infra/online_stores/dynamodb.py b/sdk/python/feast/infra/online_stores/dynamodb.py
index 1998167e4b0..905da844261 100644
--- a/sdk/python/feast/infra/online_stores/dynamodb.py
+++ b/sdk/python/feast/infra/online_stores/dynamodb.py
@@ -14,6 +14,7 @@
 import asyncio
 import contextlib
 import itertools
+import json
 import logging
 from collections import OrderedDict, defaultdict
 from concurrent.futures import ThreadPoolExecutor
@@ -24,13 +25,17 @@
 from pydantic import StrictBool, StrictStr
 
 from feast import Entity, FeatureView, utils
+from feast.infra.infra_object import InfraObject
 from feast.infra.online_stores.helpers import compute_entity_id, compute_versioned_name
 from feast.infra.online_stores.online_store import OnlineStore
 from feast.infra.supported_async_methods import SupportedAsyncMethods
 from feast.infra.utils.aws_utils import dynamo_write_items_async
+from feast.protos.feast.core.InfraObject_pb2 import InfraObject as InfraObjectProto
+from feast.protos.feast.core.Registry_pb2 import Registry as RegistryProto
 from feast.protos.feast.types.EntityKey_pb2 import EntityKey as EntityKeyProto
 from feast.protos.feast.types.Value_pb2 import Value as ValueProto
 from feast.repo_config import FeastConfigBaseModel, RepoConfig
+from feast.stream_feature_view import StreamFeatureView
 from feast.utils import get_user_agent
 
 try:
@@ -71,6 +76,9 @@ class DynamoDBOnlineStoreConfig(FeastConfigBaseModel):
     consistent_reads: StrictBool = False
     """Whether to read from Dynamodb by forcing consistent reads"""
 
+    warmup_connections: StrictBool = False
+    """Whether to warm up the connection pool with a lightweight call on initialization"""
+
     tags: Union[Dict[str, str], None] = None
     """AWS resource tags added to each table"""
 
@@ -141,7 +149,7 @@ def __init__(self):
     async def initialize(self, config: RepoConfig):
         online_config = config.online_store
 
-        await self._get_aiodynamodb_client(
+        client = await self._get_aiodynamodb_client(
             online_config.region,
             online_config.max_pool_connections,
             online_config.keepalive_timeout,
@@ -152,6 +160,14 @@ async def initialize(self, config: RepoConfig):
             online_config.endpoint_url,
         )
 
+        if online_config.warmup_connections:
+            try:
+                await client.describe_limits()
+            except Exception:
+                logger.warning(
+                    "Failed to warmup DynamoDB connection pool", exc_info=True
+                )
+
     async def close(self):
         await self._aiodynamodb_close()
 
@@ -206,12 +222,10 @@ async def _get_aiodynamodb_client(
         return self._aioboto_client
 
     async def _aiodynamodb_close(self):
-        if self._aioboto_client:
-            await self._aioboto_client.close()
-            self._aioboto_client = None
         if self._aioboto_context_stack:
             await self._aioboto_context_stack.aclose()
             self._aioboto_context_stack = None
+        self._aioboto_client = None
         if self._aioboto_session:
             self._aioboto_session = None
 
@@ -238,18 +252,45 @@ def _table_tags(online_config, table_instance) -> list[dict[str, str]]:
 
     @staticmethod
     def _update_tags(dynamodb_client, table_name: str, new_tags: list[dict[str, str]]):
+        """Update DynamoDB table tags using a diff-based approach.
+
+        Instead of removing all tags and re-adding them (which is vulnerable to
+        the eventual-consistency window between UntagResource and TagResource),
+        this method computes the minimal set of changes needed:
+
+        - Only removes tags that are no longer present in new_tags.
+        - Only adds/updates tags whose value has changed or that are new.
+
+        This avoids the race condition described in
+        https://github.com/feast-dev/feast/issues/6418 where calling
+        TagResource immediately after UntagResource can leave a table with no
+        tags due to DynamoDB's asynchronous tag operations.
+        """
         table_arn = dynamodb_client.describe_table(TableName=table_name)["Table"][
             "TableArn"
         ]
         current_tags = dynamodb_client.list_tags_of_resource(ResourceArn=table_arn)[
             "Tags"
         ]
-        if current_tags:
-            remove_keys = [tag["Key"] for tag in current_tags]
-            dynamodb_client.untag_resource(ResourceArn=table_arn, TagKeys=remove_keys)
 
-        if new_tags:
-            dynamodb_client.tag_resource(ResourceArn=table_arn, Tags=new_tags)
+        current_tag_map = {tag["Key"]: tag["Value"] for tag in current_tags}
+        new_tag_map = {tag["Key"]: tag["Value"] for tag in new_tags}
+
+        # Remove only tags that are no longer in new_tags
+        keys_to_remove = [k for k in current_tag_map if k not in new_tag_map]
+        # Add / update only tags whose value is new or has changed
+        tags_to_add = [
+            {"Key": k, "Value": v}
+            for k, v in new_tag_map.items()
+            if current_tag_map.get(k) != v
+        ]
+
+        if keys_to_remove:
+            dynamodb_client.untag_resource(
+                ResourceArn=table_arn, TagKeys=keys_to_remove
+            )
+        if tags_to_add:
+            dynamodb_client.tag_resource(ResourceArn=table_arn, Tags=tags_to_add)
 
     def update(
         self,
@@ -354,6 +395,31 @@ def update(
                 _get_table_name(online_config, config, table_to_delete),
             )
 
+    def plan(
+        self, config: RepoConfig, desired_registry_proto: RegistryProto
+    ) -> List[InfraObject]:
+        online_config = config.online_store
+        assert isinstance(online_config, DynamoDBOnlineStoreConfig)
+
+        # feature_views and stream_feature_views are distinct proto types
+        # (FeatureViewProto vs StreamFeatureViewProto); each needs its
+        # matching from_proto(), not one applied to both indiscriminately.
+        views = [
+            FeatureView.from_proto(view)
+            for view in desired_registry_proto.feature_views
+        ] + [
+            StreamFeatureView.from_proto(view)
+            for view in desired_registry_proto.stream_feature_views
+        ]
+        return [
+            DynamoDBTable(
+                name=_get_table_name(online_config, config, view),
+                region=online_config.region,
+                endpoint_url=online_config.endpoint_url,
+            )
+            for view in views
+        ]
+
     def teardown(
         self,
         config: RepoConfig,
@@ -504,7 +570,7 @@ def online_read(
         # For single batch, no parallelization overhead needed
         if len(batches) == 1:
             batch_entity_ids = self._to_resource_batch_get_payload(
-                online_config, table_name, batches[0]
+                online_config, table_name, batches[0], requested_features
             )
             response = dynamodb_resource.batch_get_item(RequestItems=batch_entity_ids)
             return self._process_batch_get_response(table_name, response, batches[0])
@@ -520,7 +586,7 @@ def online_read(
 
         def fetch_batch(batch: List[str]) -> Dict[str, Any]:
             batch_entity_ids = self._to_client_batch_get_payload(
-                online_config, table_name, batch
+                online_config, table_name, batch, requested_features
             )
             return dynamodb_client.batch_get_item(RequestItems=batch_entity_ids)
 
@@ -599,7 +665,7 @@ def to_tbl_resp(raw_client_response):
             if not batch:
                 break
             entity_id_batch = self._to_client_batch_get_payload(
-                online_config, table_name, batch
+                online_config, table_name, batch, requested_features
             )
             batches.append(batch)
             entity_id_batches.append(entity_id_batch)
@@ -760,21 +826,56 @@ def _to_entity_ids(config: RepoConfig, entity_keys: List[EntityKeyProto]):
         ]
 
     @staticmethod
-    def _to_resource_batch_get_payload(online_config, table_name, batch):
-        return {
-            table_name: {
-                "Keys": [{"entity_id": entity_id} for entity_id in batch],
-                "ConsistentRead": online_config.consistent_reads,
-            }
+    def _to_resource_batch_get_payload(
+        online_config, table_name, batch, requested_features=None
+    ):
+        payload: Dict[str, Any] = {
+            "Keys": [{"entity_id": entity_id} for entity_id in batch],
+            "ConsistentRead": online_config.consistent_reads,
+        }
+        projection = DynamoDBOnlineStore._build_projection_expression(
+            requested_features
+        )
+        if projection:
+            payload["ProjectionExpression"] = projection["ProjectionExpression"]
+            payload["ExpressionAttributeNames"] = projection["ExpressionAttributeNames"]
+        return {table_name: payload}
+
+    @staticmethod
+    def _to_client_batch_get_payload(
+        online_config, table_name, batch, requested_features=None
+    ):
+        payload: Dict[str, Any] = {
+            "Keys": [{"entity_id": {"S": entity_id}} for entity_id in batch],
+            "ConsistentRead": online_config.consistent_reads,
         }
+        projection = DynamoDBOnlineStore._build_projection_expression(
+            requested_features
+        )
+        if projection:
+            payload["ProjectionExpression"] = projection["ProjectionExpression"]
+            payload["ExpressionAttributeNames"] = projection["ExpressionAttributeNames"]
+        return {table_name: payload}
 
     @staticmethod
-    def _to_client_batch_get_payload(online_config, table_name, batch):
+    def _build_projection_expression(
+        requested_features: Optional[List[str]],
+    ) -> Optional[Dict[str, Any]]:
+        if not requested_features:
+            return None
+        attr_names: Dict[str, str] = {
+            "#entity_id": "entity_id",
+            "#event_ts": "event_ts",
+            "#vals": "values",
+        }
+        projections = ["#entity_id", "#event_ts"]
+        for i, feat in enumerate(requested_features):
+            alias = f"#feat{i}"
+            attr_names[alias] = feat
+            projections.append(f"#vals.{alias}")
         return {
-            table_name: {
-                "Keys": [{"entity_id": {"S": entity_id}} for entity_id in batch],
-                "ConsistentRead": online_config.consistent_reads,
-            }
+            "ProjectionExpression": ", ".join(projections),
+            "ExpressionAttributeNames": attr_names,
         }
 
     def update_online_store(
@@ -1162,6 +1263,68 @@ def _get_table_name(
     )
 
 
+DYNAMODB_INFRA_OBJECT_CLASS_TYPE = "feast.infra.online_stores.dynamodb.DynamoDBTable"
+
+
+class DynamoDBTable(InfraObject):
+    """
+    A DynamoDB table managed by Feast, reported by DynamoDBOnlineStore.plan()
+    so `feast plan` can show DynamoDB table changes.
+
+    Uses the InfraObject proto's CustomInfra field rather than a dedicated
+    proto message, since that field exists precisely to let online stores
+    add InfraObject support without changing the core InfraObject proto.
+
+    Note: `feast apply` does not call update()/teardown() on this object --
+    DynamoDBOnlineStore.update()/teardown() perform the actual table
+    creation and deletion directly (see FeatureStore._should_use_plan(),
+    which gates the new diff-based apply path to the local/sqlite provider
+    only). update()/teardown() here are no-ops that satisfy InfraObject's
+    abstract interface.
+    """
+
+    def __init__(self, name: str, region: str, endpoint_url: Optional[str] = None):
+        super().__init__(name)
+        self.region = region
+        self.endpoint_url = endpoint_url
+
+    def to_infra_object_proto(self) -> InfraObjectProto:
+        return InfraObjectProto(
+            infra_object_class_type=DYNAMODB_INFRA_OBJECT_CLASS_TYPE,
+            custom_infra=InfraObjectProto.CustomInfra(field=self.to_proto()),
+        )
+
+    def to_proto(self) -> bytes:
+        return json.dumps(
+            {
+                "name": self.name,
+                "region": self.region,
+                "endpoint_url": self.endpoint_url,
+            }
+        ).encode("utf-8")
+
+    @staticmethod
+    def from_infra_object_proto(
+        infra_object_proto: InfraObjectProto,
+    ) -> "DynamoDBTable":
+        return DynamoDBTable.from_proto(infra_object_proto.custom_infra.field)
+
+    @staticmethod
+    def from_proto(serialized: bytes) -> "DynamoDBTable":
+        payload = json.loads(serialized.decode("utf-8"))
+        return DynamoDBTable(
+            name=payload["name"],
+            region=payload["region"],
+            endpoint_url=payload.get("endpoint_url"),
+        )
+
+    def update(self) -> None:
+        pass
+
+    def teardown(self) -> None:
+        pass
+
+
 def _delete_table_idempotent(
     dynamodb_resource,
     table_name: str,
diff --git a/sdk/python/feast/infra/online_stores/elasticsearch_online_store/elasticsearch.py b/sdk/python/feast/infra/online_stores/elasticsearch_online_store/elasticsearch.py
index b78d003ac25..e29ba9df49a 100644
--- a/sdk/python/feast/infra/online_stores/elasticsearch_online_store/elasticsearch.py
+++ b/sdk/python/feast/infra/online_stores/elasticsearch_online_store/elasticsearch.py
@@ -5,11 +5,18 @@
 import logging
 from collections import defaultdict
 from datetime import datetime
-from typing import Any, Callable, Dict, List, Optional, Sequence, Tuple
+from typing import Any, Callable, Dict, List, Optional, Sequence, Tuple, Union
 
 from elasticsearch import Elasticsearch, helpers
 
 from feast import Entity, FeatureView, RepoConfig
+from feast.filter_models import (
+    ComparisonFilter,
+    CompoundFilter,
+    FilterTranslator,
+    FilterType,
+    filters_contain_numeric_comparison,
+)
 from feast.infra.key_encoding_utils import (
     deserialize_entity_key,
     get_list_val_str,
@@ -45,10 +52,106 @@ class ElasticSearchOnlineStoreConfig(FeastConfigBaseModel, VectorStoreConfig):
 
     # The number of rows to write in a single batch
     write_batch_size: Optional[int] = 40
+    enable_openai_compatible_store: Optional[bool] = False
+
+
+logger = logging.getLogger(__name__)
+
+
+class ElasticsearchFilterTranslator(FilterTranslator):
+    """Translates Feast filters into Elasticsearch Query DSL clauses."""
+
+    def __init__(self, has_value_num: bool = False):
+        self.has_value_num = has_value_num
+
+    def translate(self, filters: FilterType) -> List[Dict[str, Any]]:
+        if filters is None:
+            return []
+        return [self._dispatch(filters)]
+
+    def translate_comparison(self, f: ComparisonFilter) -> Dict[str, Any]:
+        is_numeric = isinstance(f.value, (int, float)) and not isinstance(f.value, bool)
+        is_numeric_list = (
+            isinstance(f.value, list)
+            and f.value
+            and isinstance(f.value[0], (int, float))
+            and not isinstance(f.value[0], bool)
+        )
+
+        if self.has_value_num and (is_numeric or is_numeric_list):
+            field = f"{f.key}.value_num"
+            exact_field = field
+            fmt_val = f.value
+            fmt_list = f.value if is_numeric_list else None
+        else:
+            exact_field = f"{f.key}.value_text.keyword"
+            field = f"{f.key}.value_text"
+            fmt_val = str(f.value)
+            fmt_list = [str(v) for v in f.value] if isinstance(f.value, list) else None
+
+        if f.type == "eq":
+            return {"term": {exact_field: fmt_val}}
+        elif f.type == "ne":
+            return {"bool": {"must_not": [{"term": {exact_field: fmt_val}}]}}
+        elif f.type in ("gt", "gte", "lt", "lte"):
+            return {"range": {field: {f.type: fmt_val}}}
+        elif f.type == "in":
+            if not isinstance(f.value, list):
+                raise ValueError(
+                    f"'in' filter requires a list value, got {type(f.value)}"
+                )
+            return {"terms": {exact_field: fmt_list}}
+        elif f.type == "nin":
+            if not isinstance(f.value, list):
+                raise ValueError(
+                    f"'nin' filter requires a list value, got {type(f.value)}"
+                )
+            return {"bool": {"must_not": [{"terms": {exact_field: fmt_list}}]}}
+        raise ValueError(f"Unsupported comparison operator: {f.type}")
+
+    def translate_compound(self, f: CompoundFilter) -> Dict[str, Any]:
+        clauses = [self._dispatch(sub) for sub in f.filters]
+        if f.type == "and":
+            return {"bool": {"must": clauses}}
+        else:
+            return {"bool": {"should": clauses, "minimum_should_match": 1}}
 
 
 class ElasticSearchOnlineStore(OnlineStore):
     _client: Optional[Elasticsearch] = None
+    _index_value_num_cache: Optional[Dict[str, bool]] = None
+
+    def _index_has_value_num(self, config: RepoConfig, index_name: str) -> bool:
+        """Check the actual ES index mapping for the value_num field.
+
+        Caches the result per index so we only hit ES once.
+        """
+        if self._index_value_num_cache is None:
+            self._index_value_num_cache = {}
+        if index_name in self._index_value_num_cache:
+            return self._index_value_num_cache[index_name]
+        try:
+            mapping = self._get_client(config).indices.get_mapping(index=index_name)
+            templates = (
+                mapping.get(index_name, {})
+                .get("mappings", {})
+                .get("dynamic_templates", [])
+            )
+            for tmpl in templates:
+                for _, tmpl_body in tmpl.items():
+                    props = tmpl_body.get("mapping", {}).get("properties", {})
+                    if "value_num" in props:
+                        self._index_value_num_cache[index_name] = True
+                        return True
+        except Exception as e:
+            logging.warning(
+                "Failed to check index mapping for value_num on '%s': %s: %s",
+                index_name,
+                type(e).__name__,
+                e,
+            )
+        self._index_value_num_cache[index_name] = False
+        return False
 
     def _get_client(self, config: RepoConfig) -> Elasticsearch:
         online_store_config = config.online_store
@@ -94,6 +197,7 @@ def online_write_batch(
         progress: Optional[Callable[[int], Any]],
     ) -> None:
         insert_values = []
+        include_value_num = self._index_has_value_num(config, table.name)
         grouped_docs: dict[str, dict[str, Any]] = defaultdict(
             lambda: {
                 "features": {},
@@ -115,7 +219,7 @@ def online_write_batch(
             doc_key = f"{encoded_entity_key}_{timestamp}"
 
             for feature_name, value in values.items():
-                doc = _encode_feature_value(value)
+                doc = _encode_feature_value(value, include_value_num=include_value_num)
                 grouped_docs[doc_key]["features"][feature_name] = doc
                 grouped_docs[doc_key]["timestamp"] = timestamp
                 grouped_docs[doc_key]["created_ts"] = created_ts
@@ -209,6 +313,23 @@ def create_index(self, config: RepoConfig, table: FeatureView):
             _get_feature_view_vector_field_metadata(table), "vector_length", 512
         )
 
+        feature_properties: Dict[str, Any] = {
+            "feature_value": {"type": "binary"},
+            "value_text": {
+                "type": "text",
+                "fields": {"keyword": {"type": "keyword", "ignore_above": 256}},
+            },
+            "vector_value": {
+                "type": "dense_vector",
+                "dims": vector_field_length,
+                "index": True,
+                "similarity": config.online_store.similarity,
+            },
+        }
+
+        if getattr(config.online_store, "enable_openai_compatible_store", False):
+            feature_properties["value_num"] = {"type": "double"}
+
         index_mapping = {
             "dynamic_templates": [
                 {
@@ -217,16 +338,7 @@ def create_index(self, config: RepoConfig, table: FeatureView):
                         "match": "*",
                         "mapping": {
                             "type": "object",
-                            "properties": {
-                                "feature_value": {"type": "binary"},
-                                "value_text": {"type": "text"},
-                                "vector_value": {
-                                    "type": "dense_vector",
-                                    "dims": vector_field_length,
-                                    "index": True,
-                                    "similarity": config.online_store.similarity,
-                                },
-                            },
+                            "properties": feature_properties,
                         },
                     }
                 }
@@ -348,6 +460,7 @@ def retrieve_online_documents_v2(
         top_k: int,
         distance_metric: Optional[str] = None,
         query_string: Optional[str] = None,
+        filters: Optional[Union[ComparisonFilter, CompoundFilter]] = None,
         include_feature_view_version_metadata: bool = False,
     ) -> List[
         Tuple[
@@ -383,6 +496,27 @@ def retrieve_online_documents_v2(
         source_fields += composite_key_name
         body["_source"] = source_fields
 
+        has_value_num = self._index_has_value_num(config, es_index)
+
+        if (
+            filters
+            and filters_contain_numeric_comparison(filters)
+            and not has_value_num
+        ):
+            logger.warning(
+                "Numeric comparison filters (gt, gte, lt, lte) are being used "
+                "but this index does not have a 'value_num' field. Numeric "
+                "fields are stored as text, which causes lexicographic "
+                "comparison instead of numeric comparison (e.g. '9' > '100'). "
+                "To fix this, set 'enable_openai_compatible_store: true' in "
+                "your online_store config, then teardown and re-apply your "
+                "feature store to recreate indices with the value_num field."
+            )
+
+        metadata_filters = ElasticsearchFilterTranslator(has_value_num).translate(
+            filters
+        )
+
         if embedding:
             similarity = (distance_metric or config.online_store.similarity).lower()
             vector_field_path = (
@@ -399,37 +533,47 @@ def retrieve_online_documents_v2(
                     f"Unsupported similarity/distance_metric: {similarity}"
                 )
 
-        # Hybrid search
         if embedding and query_string:
+            bool_clause: Dict[str, Any] = {
+                "must": [
+                    {"query_string": {"query": f'"{query_string}"'}},
+                    {"exists": {"field": vector_field_path}},
+                ]
+            }
+            if metadata_filters:
+                bool_clause["filter"] = metadata_filters
             body["query"] = {
                 "script_score": {
-                    "query": {
-                        "bool": {
-                            "must": [
-                                {"query_string": {"query": f'"{query_string}"'}},
-                                {"exists": {"field": vector_field_path}},
-                            ]
-                        }
-                    },
+                    "query": {"bool": bool_clause},
                     "script": {
                         "source": script,
                         "params": {"query_vector": embedding},
                     },
                 }
             }
-        # Vector search only
         elif embedding:
+            filter_clauses: List[Dict[str, Any]] = [
+                {"exists": {"field": vector_field_path}}
+            ]
+            filter_clauses.extend(metadata_filters)
             body["query"] = {
                 "script_score": {
-                    "query": {
-                        "bool": {"filter": [{"exists": {"field": vector_field_path}}]}
-                    },
+                    "query": {"bool": {"filter": filter_clauses}},
                     "script": {"source": script, "params": {"query_vector": embedding}},
                 }
             }
-        # Keyword search only
         elif query_string:
-            body["query"] = {"query_string": {"query": f'"{query_string}"'}}
+            if metadata_filters:
+                body["query"] = {
+                    "bool": {
+                        "must": [
+                            {"query_string": {"query": f'"{query_string}"'}},
+                        ],
+                        "filter": metadata_filters,
+                    }
+                }
+            else:
+                body["query"] = {"query_string": {"query": f'"{query_string}"'}}
 
         response = self._get_client(config).search(index=es_index, body=body)
 
@@ -443,7 +587,6 @@ def retrieve_online_documents_v2(
             timestamp = row["_source"]["timestamp"]
             timestamp = datetime.strptime(timestamp, "%Y-%m-%dT%H:%M:%S.%f")
 
-            # Create feature dict with all requested features
             feature_dict = {"distance": _to_value_proto(float(row["_score"]))}
             if query_string is not None:
                 feature_dict["text_rank"] = _to_value_proto(float(row["_score"]))
@@ -468,14 +611,14 @@ def _to_value_proto(value: Any) -> ValueProto:
     val_proto = ValueProto()
     if isinstance(value, ValueProto):
         return value
-    if isinstance(value, float):
+    if isinstance(value, bool):
+        val_proto.bool_val = value
+    elif isinstance(value, float):
         val_proto.float_val = value
     elif isinstance(value, str):
         val_proto.string_val = value
     elif isinstance(value, int):
         val_proto.int64_val = value
-    elif isinstance(value, bool):
-        val_proto.bool_val = value
     elif isinstance(value, list) and all(isinstance(v, float) for v in value):
         val_proto.float_list_val.val.extend(value)
     elif isinstance(value, dict) and "feature_value" in value:
@@ -489,12 +632,15 @@ def _to_value_proto(value: Any) -> ValueProto:
     return val_proto
 
 
-def _encode_feature_value(value: ValueProto) -> Dict[str, Any]:
+def _encode_feature_value(
+    value: ValueProto,
+    include_value_num: bool = False,
+) -> Dict[str, Any]:
     """
     Encode a ValueProto into a dictionary for Elasticsearch storage.
     """
     encoded_value = base64.b64encode(value.SerializeToString()).decode("utf-8")
-    result = {"feature_value": encoded_value}
+    result: Dict[str, Any] = {"feature_value": encoded_value}
     vector_val = get_list_val_str(value)
 
     if vector_val:
@@ -505,8 +651,24 @@ def _encode_feature_value(value: ValueProto) -> Dict[str, Any]:
         result["value_text"] = value.bytes_val.decode("utf-8")
     elif value.HasField("int64_val"):
         result["value_text"] = str(value.int64_val)
+        if include_value_num:
+            result["value_num"] = value.int64_val
+    elif value.HasField("int32_val"):
+        result["value_text"] = str(value.int32_val)
+        if include_value_num:
+            result["value_num"] = value.int32_val
     elif value.HasField("double_val"):
         result["value_text"] = str(value.double_val)
+        if include_value_num:
+            result["value_num"] = value.double_val
+    elif value.HasField("float_val"):
+        result["value_text"] = str(value.float_val)
+        if include_value_num:
+            result["value_num"] = value.float_val
+    elif value.HasField("bool_val"):
+        result["value_text"] = str(value.bool_val)
+        if include_value_num:
+            result["value_num"] = 1.0 if value.bool_val else 0.0
     return result
 
 
diff --git a/sdk/python/feast/infra/online_stores/hbase_online_store/README.md b/sdk/python/feast/infra/online_stores/hbase_online_store/README.md
index 651e4e90b80..cc5b714c713 100644
--- a/sdk/python/feast/infra/online_stores/hbase_online_store/README.md
+++ b/sdk/python/feast/infra/online_stores/hbase_online_store/README.md
@@ -67,7 +67,6 @@ feature_vector = store.get_online_features(
     ],
 ).to_dict()
 pprint(feature_vector)
-
 ```
 #### Output
 ```
diff --git a/sdk/python/feast/infra/online_stores/helpers.py b/sdk/python/feast/infra/online_stores/helpers.py
index 59ef9185c1f..eed47fe7837 100644
--- a/sdk/python/feast/infra/online_stores/helpers.py
+++ b/sdk/python/feast/infra/online_stores/helpers.py
@@ -1,6 +1,6 @@
 import struct
 from datetime import datetime, timezone
-from typing import Any, List
+from typing import Any, List, Optional, Tuple
 
 import mmh3
 
@@ -72,6 +72,27 @@ def _to_naive_utc(ts: datetime) -> datetime:
         return ts.astimezone(tz=timezone.utc).replace(tzinfo=None)
 
 
+def extract_text_and_num(
+    val: Any, compute_num: bool
+) -> Tuple[Optional[str], Optional[float]]:
+    """Extract (value_text, value_num) from a ValueProto.
+
+    Used by SQL-based online stores to populate the value_text and optional
+    value_num columns without duplicating type-dispatch logic.
+    """
+    val_type = val.WhichOneof("val")
+    if val_type == "string_val":
+        return val.string_val, None
+    if val_type in ("int64_val", "int32_val", "double_val", "float_val"):
+        raw = getattr(val, val_type)
+        return str(raw), float(raw) if compute_num else None
+    if val_type == "bool_val":
+        return str(val.bool_val), (
+            1.0 if val.bool_val else 0.0
+        ) if compute_num else None
+    return None, None
+
+
 def compute_versioned_name(table: Any, enable_versioning: bool = False) -> str:
     """Return the table name with a ``_v{N}`` suffix when versioning is enabled."""
     name = table.name
diff --git a/sdk/python/feast/infra/online_stores/milvus_online_store/milvus.py b/sdk/python/feast/infra/online_stores/milvus_online_store/milvus.py
index 941de3b64cd..00079938a86 100644
--- a/sdk/python/feast/infra/online_stores/milvus_online_store/milvus.py
+++ b/sdk/python/feast/infra/online_stores/milvus_online_store/milvus.py
@@ -1,10 +1,11 @@
 import base64
 import logging
+import re
 from datetime import datetime
 from pathlib import Path
 from typing import Any, Callable, Dict, List, Literal, Optional, Sequence, Tuple, Union
 
-from pydantic import StrictStr
+from pydantic import StrictStr, field_validator
 from pymilvus import (
     CollectionSchema,
     DataType,
@@ -14,6 +15,13 @@
 
 from feast import Entity
 from feast.feature_view import FeatureView
+from feast.filter_models import (
+    ComparisonFilter,
+    CompoundFilter,
+    FilterTranslator,
+    FilterType,
+    filters_contain_numeric_comparison,
+)
 from feast.infra.infra_object import InfraObject
 from feast.infra.key_encoding_utils import (
     deserialize_entity_key,
@@ -96,6 +104,95 @@
         if milvus_type:
             FEAST_PRIMITIVE_TO_MILVUS_TYPE_MAPPING[feast_type] = milvus_type
 
+logger = logging.getLogger(__name__)
+
+MILVUS_NATIVE_NUMERIC_TYPES = {
+    DataType.INT32,
+    DataType.INT64,
+    DataType.FLOAT,
+    DataType.DOUBLE,
+    DataType.BOOL,
+}
+
+
+def _milvus_escape_string(s: str) -> str:
+    """Escape a string for safe use inside a Milvus single-quoted literal.
+
+    Backslashes must be escaped first; otherwise a trailing backslash in the
+    input would combine with the escaped quote to break out of the literal.
+    Also escapes quotes and common control characters that could disrupt
+    Milvus boolean expressions.
+    """
+    return (
+        s.replace("\\", "\\\\")
+        .replace("'", "\\'")
+        .replace('"', '\\"')
+        .replace("\n", "\\n")
+        .replace("\r", "\\r")
+    )
+
+
+def _milvus_fmt(value: Any) -> str:
+    """Format a Python value for use in a Milvus boolean expression.
+
+    Handles numeric types natively (unquoted) so that Milvus performs
+    numeric comparison instead of lexicographic string comparison.
+    Bool is checked first because Python ``bool`` is a subclass of ``int``.
+    """
+    if isinstance(value, bool):
+        return "true" if value else "false"
+    if isinstance(value, (int, float)):
+        return str(value)
+    return f"'{_milvus_escape_string(str(value))}'"
+
+
+class MilvusFilterTranslator(FilterTranslator):
+    """Translates Feast filters into Milvus boolean expression strings."""
+
+    def translate(self, filters: FilterType) -> Optional[str]:
+        if filters is None:
+            return None
+        return self._dispatch(filters)
+
+    def translate_comparison(self, f: ComparisonFilter) -> str:
+        key, value, op_type = f.key, f.value, f.type
+
+        if not re.match(r"^[a-zA-Z_][a-zA-Z0-9_]*$", key):
+            raise ValueError(
+                f"Invalid filter key: {key!r}. Keys must be valid field identifiers."
+            )
+
+        milvus_ops = {"gt": ">", "gte": ">=", "lt": "<", "lte": "<="}
+
+        if op_type == "eq":
+            return f"{key} == {_milvus_fmt(value)}"
+        elif op_type == "ne":
+            return f"{key} != {_milvus_fmt(value)}"
+        elif op_type in milvus_ops:
+            return f"{key} {milvus_ops[op_type]} {_milvus_fmt(value)}"
+        elif op_type in ("in", "nin"):
+            if not isinstance(value, list):
+                raise ValueError(
+                    f"'{op_type}' filter requires a list value, got {type(value)}"
+                )
+            formatted = [_milvus_fmt(v) for v in value]
+            kw = "not in" if op_type == "nin" else "in"
+            return f"{key} {kw} [{', '.join(formatted)}]"
+        raise ValueError(f"Unsupported comparison operator: {op_type}")
+
+    def translate_compound(self, f: CompoundFilter) -> str:
+        if not f.filters:
+            return ""
+        clauses = []
+        for sub_filter in f.filters:
+            clause = self._dispatch(sub_filter)
+            if clause:
+                clauses.append(f"({clause})")
+        if not clauses:
+            return ""
+        operator = " and " if f.type == "and" else " or "
+        return operator.join(clauses)
+
 
 class MilvusOnlineStoreConfig(FeastConfigBaseModel, VectorStoreConfig):
     """
@@ -115,6 +212,15 @@ class MilvusOnlineStoreConfig(FeastConfigBaseModel, VectorStoreConfig):
     nlist: Optional[int] = 128
     username: Optional[StrictStr] = ""
     password: Optional[StrictStr] = ""
+    enable_openai_compatible_store: Optional[bool] = False
+    varchar_max_length: Optional[int] = 65535
+
+    @field_validator("varchar_max_length")
+    @classmethod
+    def validate_varchar_max_length(cls, v):
+        if v is not None and not (1 <= v <= 65535):
+            raise ValueError(f"varchar_max_length must be between 1 and 65535, got {v}")
+        return v
 
 
 class MilvusOnlineStore(OnlineStore):
@@ -125,8 +231,10 @@ class MilvusOnlineStore(OnlineStore):
         _collections: Dictionary to cache Milvus collections.
     """
 
-    client: Optional[MilvusClient] = None
-    _collections: Dict[str, Any] = {}
+    def __init__(self):
+        super().__init__()
+        self.client: Optional[MilvusClient] = None
+        self._collections: Dict[str, Any] = {}
 
     def _get_db_path(self, config: RepoConfig) -> str:
         assert (
@@ -171,12 +279,12 @@ def _get_or_create_collection(
         if collection_name not in self._collections:
             # Create a composite key by combining entity fields
             composite_key_name = _get_composite_key_name(table)
-
+            varchar_max_length = int(config.online_store.varchar_max_length or 65535)
             fields = [
                 FieldSchema(
                     name=composite_key_name,
                     dtype=DataType.VARCHAR,
-                    max_length=512,
+                    max_length=varchar_max_length,
                     is_primary=True,
                 ),
                 FieldSchema(name="event_ts", dtype=DataType.INT64),
@@ -189,6 +297,7 @@ def _get_or_create_collection(
                 "created_timestamp",
             ]
             fields_to_add = [f for f in table.schema if f.name not in fields_to_exclude]
+            use_typed = config.online_store.enable_openai_compatible_store
             for field in fields_to_add:
                 dtype = FEAST_PRIMITIVE_TO_MILVUS_TYPE_MAPPING.get(field.dtype)
                 if dtype is None and isinstance(field.dtype, ComplexFeastType):
@@ -202,15 +311,48 @@ def _get_or_create_collection(
                                 dim=config.online_store.embedding_dim,
                             )
                         )
+                    elif use_typed and dtype in MILVUS_NATIVE_NUMERIC_TYPES:
+                        fields.append(
+                            FieldSchema(
+                                name=field.name,
+                                dtype=dtype,
+                            )
+                        )
                     else:
+                        if "max_length" in field.tags:
+                            try:
+                                field_max_length = int(field.tags["max_length"])
+                            except (ValueError, TypeError):
+                                raise ValueError(
+                                    f"Field '{field.name}' has invalid max_length tag"
+                                    f" '{field.tags['max_length']}': must be an integer."
+                                )
+                            if not (1 <= field_max_length <= 65535):
+                                raise ValueError(
+                                    f"Field '{field.name}' max_length tag must be"
+                                    f" between 1 and 65535, got {field_max_length}"
+                                )
+                        else:
+                            field_max_length = varchar_max_length
                         fields.append(
                             FieldSchema(
                                 name=field.name,
                                 dtype=DataType.VARCHAR,
-                                max_length=512,
+                                max_length=field_max_length,
                             )
                         )
-
+            has_vector_field = any(
+                f.dtype in (DataType.FLOAT_VECTOR, DataType.BINARY_VECTOR)
+                for f in fields
+            )
+            if not has_vector_field:
+                fields.append(
+                    FieldSchema(
+                        name="_placeholder_vector",
+                        dtype=DataType.FLOAT_VECTOR,
+                        dim=1,
+                    )
+                )
             schema = CollectionSchema(
                 fields=fields, description="Feast feature view data"
             )
@@ -278,14 +420,19 @@ def online_write_batch(
         entity_batch_to_insert = []
         unique_entities: dict[str, dict[str, Any]] = {}
         required_fields = {field["name"] for field in collection["fields"]}
+        collection_field_types = {
+            field["name"]: field["type"] for field in collection["fields"]
+        }
+        schema_internal_fields = {"event_ts", "created_ts"}
+        collection_has_native_numerics = any(
+            collection_field_types.get(name) in MILVUS_NATIVE_NUMERIC_TYPES
+            for name in required_fields - schema_internal_fields
+        )
         for entity_key, values_dict, timestamp, created_ts in data:
-            # need to construct the composite primary key also need to handle the fact that entities are a list
             entity_key_str = serialize_entity_key(
                 entity_key,
                 entity_key_serialization_version=config.entity_key_serialization_version,
             ).hex()
-            # to recover the entity key just run:
-            # deserialize_entity_key(bytes.fromhex(entity_key_str), entity_key_serialization_version=3)
             composite_key_name = _get_composite_key_name(table)
 
             timestamp_int = int(to_naive_utc(timestamp).timestamp() * 1e6)
@@ -303,6 +450,7 @@ def online_write_batch(
                 values_dict,
                 vector_cols=vector_cols,
                 serialize_to_string=True,
+                use_native_numeric_types=collection_has_native_numerics,
             )
 
             # Remove timestamp fields that are handled separately to avoid conflicts
@@ -321,10 +469,15 @@ def online_write_batch(
                 "created_ts": created_ts_int,
             }
             single_entity_record.update(values_dict)
-            # Ensure all required fields exist, setting missing ones to empty strings
             for field in required_fields:
                 if field not in single_entity_record:
-                    single_entity_record[field] = ""
+                    field_type = collection_field_types.get(field, DataType.VARCHAR)
+                    if field == "_placeholder_vector":
+                        single_entity_record[field] = [float("nan")]
+                    else:
+                        single_entity_record[field] = _default_for_milvus_type(
+                            field_type
+                        )
             # Store only the latest event timestamp per entity
             if (
                 entity_key_str not in unique_entities
@@ -530,6 +683,7 @@ def retrieve_online_documents_v2(
         top_k: int,
         distance_metric: Optional[str] = None,
         query_string: Optional[str] = None,
+        filters: Optional[Union[ComparisonFilter, CompoundFilter]] = None,
         include_feature_view_version_metadata: bool = False,
     ) -> List[
         Tuple[
@@ -552,7 +706,9 @@ def retrieve_online_documents_v2(
             List of tuples containing the event timestamp, entity key, and feature values
         """
         entity_name_feast_primitive_type_map = {
-            k.name: k.dtype for k in table.entity_columns
+            k.name: k.dtype
+            for k in list(table.entity_columns) + list(table.features)
+            if isinstance(k.dtype, PrimitiveFeastType)
         }
         self.client = self._connect(config)
         collection_name = _table_id(
@@ -592,6 +748,38 @@ def retrieve_online_documents_v2(
 
         self.client.load_collection(collection_name)
 
+        if filters and filters_contain_numeric_comparison(filters):
+            collection_field_types = {
+                f["name"]: f["type"] for f in collection["fields"]
+            }
+            schema_internal_fields = {"event_ts", "created_ts"}
+            has_native = any(
+                collection_field_types.get(name) in MILVUS_NATIVE_NUMERIC_TYPES
+                for name in collection_field_types
+                if name not in schema_internal_fields
+            )
+            if not has_native:
+                logger.warning(
+                    "Numeric comparison filters (gt, gte, lt, lte) are being used "
+                    "but this collection stores numeric fields as VARCHAR. This "
+                    "causes lexicographic comparison instead of numeric comparison "
+                    "(e.g. '9' > '100' is True as a string). To fix this, set "
+                    "'enable_openai_compatible_store: true' in your online_store "
+                    "config, then teardown and re-apply your feature store to "
+                    "recreate collections with native numeric types."
+                )
+
+        metadata_filter_expr = MilvusFilterTranslator().translate(filters)
+
+        def _combine_exprs(*parts: Optional[str]) -> Optional[str]:
+            """Combine non-empty Milvus boolean expressions with AND."""
+            active = [p for p in parts if p]
+            if not active:
+                return None
+            if len(active) == 1:
+                return active[0]
+            return " and ".join(f"({p})" for p in active)
+
         if (
             embedding is not None
             and query_string is not None
@@ -609,22 +797,20 @@ def retrieve_online_documents_v2(
                     "No string fields found in the feature view for text search in hybrid mode"
                 )
 
-            # Create a filter expression for text search
+            escaped_query = _milvus_escape_string(query_string)
             filter_expressions = []
             for field in string_field_list:
                 if field in output_fields:
-                    filter_expressions.append(f"{field} LIKE '%{query_string}%'")
+                    filter_expressions.append(f"{field} LIKE '%{escaped_query}%'")
 
-            # Combine filter expressions with OR
-            filter_expr = " OR ".join(filter_expressions) if filter_expressions else ""
+            text_filter = " OR ".join(filter_expressions) if filter_expressions else ""
+            combined_filter = _combine_exprs(text_filter, metadata_filter_expr)
 
-            # Vector search with text filter
             search_params = {
                 "metric_type": distance_metric or config.online_store.metric_type,
                 "params": {"nprobe": 10},
             }
 
-            # For hybrid search, use filter parameter instead of expr
             results = self.client.search(
                 collection_name=collection_name,
                 data=[embedding],
@@ -632,7 +818,7 @@ def retrieve_online_documents_v2(
                 search_params=search_params,
                 limit=top_k,
                 output_fields=output_fields,
-                filter=filter_expr if filter_expr else None,
+                filter=combined_filter,
             )
 
         elif embedding is not None and config.online_store.vector_enabled:
@@ -649,6 +835,7 @@ def retrieve_online_documents_v2(
                 search_params=search_params,
                 limit=top_k,
                 output_fields=output_fields,
+                filter=metadata_filter_expr,
             )
 
         elif query_string is not None:
@@ -664,21 +851,24 @@ def retrieve_online_documents_v2(
                     "No string fields found in the feature view for text search"
                 )
 
+            escaped_query = _milvus_escape_string(query_string)
             filter_expressions = []
             for field in string_field_list:
                 if field in output_fields:
-                    filter_expressions.append(f"{field} LIKE '%{query_string}%'")
+                    filter_expressions.append(f"{field} LIKE '%{escaped_query}%'")
 
-            filter_expr = " OR ".join(filter_expressions)
+            text_filter = " OR ".join(filter_expressions)
 
-            if not filter_expr:
+            if not text_filter:
                 raise ValueError(
                     "No text fields found in requested features for search"
                 )
 
+            combined_filter = _combine_exprs(text_filter, metadata_filter_expr)
+
             query_results = self.client.query(
                 collection_name=collection_name,
-                filter=filter_expr,
+                filter=combined_filter or text_filter,
                 output_fields=output_fields,
                 limit=top_k,
             )
@@ -739,17 +929,37 @@ def retrieve_online_documents_v2(
                         PrimitiveFeastType.INT32,
                     ]:
                         res[field] = ValueProto(int64_val=int(field_value))
+                    elif entity_name_feast_primitive_type_map.get(
+                        field, PrimitiveFeastType.INVALID
+                    ) in [
+                        PrimitiveFeastType.FLOAT64,
+                        PrimitiveFeastType.FLOAT32,
+                    ]:
+                        res[field] = ValueProto(double_val=float(field_value))
+                    elif (
+                        entity_name_feast_primitive_type_map.get(
+                            field, PrimitiveFeastType.INVALID
+                        )
+                        == PrimitiveFeastType.BOOL
+                    ):
+                        res[field] = ValueProto(bool_val=bool(field_value))
                     elif field == composite_key_name:
                         pass
                     elif isinstance(field_value, bytes):
                         val.ParseFromString(field_value)
                         res[field] = val
+                    elif isinstance(field_value, int):
+                        res[field] = ValueProto(int64_val=field_value)
+                    elif isinstance(field_value, float):
+                        res[field] = ValueProto(double_val=field_value)
                     else:
-                        val.string_val = field_value
+                        val.string_val = str(field_value)
                         res[field] = val
-                distance = hit.get("distance", None)
+                raw_distance = hit.get("distance", None)
                 res["distance"] = (
-                    ValueProto(float_val=distance) if distance else ValueProto()
+                    ValueProto(float_val=raw_distance)
+                    if raw_distance is not None
+                    else ValueProto()
                 )
                 result_list.append((res_ts, entity_key_proto, res if res else None))
         return result_list
@@ -782,10 +992,25 @@ def _get_composite_key_name(table: FeatureView) -> str:
     return "_".join([field.name for field in table.entity_columns]) + "_pk"
 
 
+_MILVUS_TYPE_DEFAULTS: Dict[DataType, Any] = {
+    DataType.INT32: 0,
+    DataType.INT64: 0,
+    DataType.FLOAT: 0.0,
+    DataType.DOUBLE: 0.0,
+    DataType.BOOL: False,
+    DataType.VARCHAR: "",
+}
+
+
+def _default_for_milvus_type(dtype: DataType) -> Any:
+    return _MILVUS_TYPE_DEFAULTS.get(dtype, "")
+
+
 def _extract_proto_values_to_dict(
     input_dict: Dict[str, Any],
     vector_cols: List[str],
-    serialize_to_string=False,
+    serialize_to_string: bool = False,
+    use_native_numeric_types: bool = False,
 ) -> Dict[str, Any]:
     numeric_vector_list_types = [
         k
@@ -818,13 +1043,16 @@ def _extract_proto_values_to_dict(
                             not in ["string_val", "bytes_val", "unix_timestamp_val"]
                             + numeric_types
                         ):
-                            # For complex types, use base64 encoding instead of decode
                             vector_values = base64.b64encode(
                                 feature_values.SerializeToString()
                             ).decode("utf-8")
                         elif proto_val_type == "bytes_val":
                             byte_data = getattr(feature_values, proto_val_type)
                             vector_values = base64.b64encode(byte_data).decode("utf-8")
+                        elif (
+                            use_native_numeric_types and proto_val_type in numeric_types
+                        ):
+                            vector_values = getattr(feature_values, proto_val_type)
                         else:
                             if not isinstance(feature_values, str):
                                 vector_values = str(
@@ -835,8 +1063,13 @@ def _extract_proto_values_to_dict(
                     output_dict[feature_name] = vector_values
             else:
                 if serialize_to_string:
-                    if not isinstance(feature_values, str):
-                        feature_values = str(feature_values)
-                    output_dict[feature_name] = feature_values
+                    if use_native_numeric_types and isinstance(
+                        feature_values, (int, float)
+                    ):
+                        output_dict[feature_name] = feature_values
+                    else:
+                        if not isinstance(feature_values, str):
+                            feature_values = str(feature_values)
+                        output_dict[feature_name] = feature_values
 
     return output_dict
diff --git a/sdk/python/feast/infra/online_stores/mongodb_online_store/mongodb.py b/sdk/python/feast/infra/online_stores/mongodb_online_store/mongodb.py
index d0105607d43..16dd572bf5b 100644
--- a/sdk/python/feast/infra/online_stores/mongodb_online_store/mongodb.py
+++ b/sdk/python/feast/infra/online_stores/mongodb_online_store/mongodb.py
@@ -20,6 +20,12 @@
 from feast.batch_feature_view import BatchFeatureView
 from feast.entity import Entity
 from feast.feature_view import FeatureView
+from feast.filter_models import (
+    ComparisonFilter,
+    CompoundFilter,
+    FilterTranslator,
+    FilterType,
+)
 from feast.infra.key_encoding_utils import deserialize_entity_key, serialize_entity_key
 from feast.infra.online_stores.online_store import OnlineStore
 from feast.infra.online_stores.vector_store import VectorStoreConfig
@@ -37,6 +43,64 @@
 
 DRIVER_METADATA = DriverInfo(name="Feast", version=feast.version.get_version())
 
+_MONGO_COMPARISON_OPS: Dict[str, str] = {
+    "eq": "$eq",
+    "ne": "$ne",
+    "gt": "$gt",
+    "gte": "$gte",
+    "lt": "$lt",
+    "lte": "$lte",
+}
+
+
+class MongoDBFilterTranslator(FilterTranslator):
+    """Translates Feast filters into MongoDB Query Language (MQL) expressions.
+
+    Filter keys are prefixed with the feature path so they match the
+    document layout used by :class:`MongoDBOnlineStore`::
+
+        features.<table_name>.<key>
+    """
+
+    def __init__(self, table_name: str):
+        self.table_name = table_name
+
+    def _field(self, key: str) -> str:
+        return f"features.{self.table_name}.{key}"
+
+    def translate(self, filters: FilterType) -> Optional[Dict[str, Any]]:
+        if filters is None:
+            return None
+        return self._dispatch(filters)
+
+    def translate_comparison(self, f: ComparisonFilter) -> Dict[str, Any]:
+        field = self._field(f.key)
+
+        if f.type in _MONGO_COMPARISON_OPS:
+            return {field: {_MONGO_COMPARISON_OPS[f.type]: f.value}}
+
+        if f.type == "in":
+            if not isinstance(f.value, list):
+                raise ValueError(
+                    f"'in' filter requires a list value, got {type(f.value)}"
+                )
+            return {field: {"$in": f.value}}
+
+        if f.type == "nin":
+            if not isinstance(f.value, list):
+                raise ValueError(
+                    f"'nin' filter requires a list value, got {type(f.value)}"
+                )
+            return {field: {"$nin": f.value}}
+
+        raise ValueError(f"Unsupported comparison operator: {f.type}")
+
+    def translate_compound(self, f: CompoundFilter) -> Dict[str, Any]:
+        clauses = [self._dispatch(sub) for sub in f.filters]
+        if f.type == "and":
+            return {"$and": clauses}
+        return {"$or": clauses}
+
 
 class MongoDBOnlineStoreConfig(FeastConfigBaseModel, VectorStoreConfig):
     """MongoDB configuration.
@@ -232,6 +296,7 @@ def retrieve_online_documents_v2(
         top_k: int,
         distance_metric: Optional[str] = None,
         query_string: Optional[str] = None,
+        filters: Optional[Union[ComparisonFilter, CompoundFilter]] = None,
         include_feature_view_version_metadata: bool = False,
     ) -> List[
         Tuple[
@@ -277,16 +342,20 @@ def retrieve_online_documents_v2(
         query_vector = [float(v) for v in embedding]
 
         num_candidates = max(top_k * 10, 100)
+        vector_search_stage: Dict[str, Any] = {
+            "index": idx_name,
+            "path": path,
+            "queryVector": query_vector,
+            "numCandidates": num_candidates,
+            "limit": top_k,
+        }
+
+        mql_filter = MongoDBFilterTranslator(table.name).translate(filters)
+        if mql_filter:
+            vector_search_stage["filter"] = mql_filter
+
         pipeline: List[Dict[str, Any]] = [
-            {
-                "$vectorSearch": {
-                    "index": idx_name,
-                    "path": path,
-                    "queryVector": query_vector,
-                    "numCandidates": num_candidates,
-                    "limit": top_k,
-                }
-            },
+            {"$vectorSearch": vector_search_stage},
             {
                 "$addFields": {
                     "score": {"$meta": "vectorSearchScore"},
diff --git a/sdk/python/feast/infra/online_stores/mysql_online_store/README.md b/sdk/python/feast/infra/online_stores/mysql_online_store/README.md
index 7b6e97091d9..e9675085147 100644
--- a/sdk/python/feast/infra/online_stores/mysql_online_store/README.md
+++ b/sdk/python/feast/infra/online_stores/mysql_online_store/README.md
@@ -73,7 +73,6 @@ feature_vector = store.get_online_features(
     ],
 ).to_dict()
 pprint(feature_vector)
-
 ```
 #### Output
 ```
diff --git a/sdk/python/feast/infra/online_stores/online_store.py b/sdk/python/feast/infra/online_stores/online_store.py
index 5b5daf17575..cdf06639fe0 100644
--- a/sdk/python/feast/infra/online_stores/online_store.py
+++ b/sdk/python/feast/infra/online_stores/online_store.py
@@ -12,15 +12,20 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 import asyncio
+import logging
+import time as _time_mod
 from abc import ABC, abstractmethod
 from datetime import datetime
 from typing import Any, Callable, Dict, List, Mapping, Optional, Sequence, Tuple, Union
 
+from google.protobuf.timestamp_pb2 import Timestamp
+
 from feast import Entity, utils
 from feast.batch_feature_view import BatchFeatureView
 from feast.errors import VersionedOnlineReadNotSupported
 from feast.feature_service import FeatureService
 from feast.feature_view import FeatureView
+from feast.filter_models import ComparisonFilter, CompoundFilter
 from feast.infra.infra_object import InfraObject
 from feast.infra.registry.base_registry import BaseRegistry
 from feast.infra.supported_async_methods import SupportedAsyncMethods
@@ -33,6 +38,8 @@
 from feast.stream_feature_view import StreamFeatureView
 from feast.value_type import ValueType
 
+logger = logging.getLogger(__name__)
+
 
 class OnlineStore(ABC):
     """
@@ -203,32 +210,53 @@ def get_online_features(
 
             _read_start = _time.monotonic()
 
-        for table, requested_features in grouped_refs:
-            # Get the correct set of entity values with the correct join keys.
-            table_entity_values, idxs, output_len = utils._get_unique_entities(
-                table,
-                join_key_values,
-                entity_name_to_join_key_map,
-            )
-
-            entity_key_protos = utils._get_entity_key_protos(table_entity_values)
+        use_precomputed = (
+            isinstance(features, FeatureService)
+            and getattr(features, "precompute_online", False)
+            and not requested_on_demand_feature_views
+        )
 
-            # Fetch data for Entities.
-            read_rows = self.online_read(
-                config=config,
-                table=table,
-                entity_keys=entity_key_protos,
-                requested_features=requested_features,
+        precomputed_ok = False
+        if use_precomputed and grouped_refs:
+            assert isinstance(features, FeatureService)
+            first_table = grouped_refs[0][0]
+            first_entity_values, first_idxs, output_len = utils._get_unique_entities(
+                first_table, join_key_values, entity_name_to_join_key_map
             )
+            entity_key_protos = utils._get_entity_key_protos(first_entity_values)
 
-            utils._populate_response_from_feature_data(
-                requested_features,
-                read_rows,
-                idxs,
+            blobs = self.read_precomputed_vectors(
+                config, features.name, project, entity_key_protos
+            )
+            expected_names = self._compute_expected_feature_names(
+                grouped_refs, full_feature_names
+            )
+            precomputed_ok = self._try_precomputed_fast_path(
+                blobs,
+                expected_names,
                 online_features_response,
                 full_feature_names,
-                table,
                 output_len,
+                grouped_refs,
+                registry,
+                project,
+            )
+            if not precomputed_ok:
+                raise RuntimeError(
+                    f"FeatureService '{features.name}' has precompute_online=True "
+                    f"but pre-computed vectors could not be read. "
+                    f"Run `feast precompute {features.name}` or materialize to "
+                    f"populate vectors."
+                )
+
+        if not precomputed_ok:
+            self._read_features_per_fv(
+                config,
+                grouped_refs,
+                join_key_values,
+                entity_name_to_join_key_map,
+                online_features_response,
+                full_feature_names,
                 include_feature_view_version_metadata,
             )
 
@@ -253,62 +281,160 @@ def get_online_features(
         )
         return OnlineResponse(online_features_response, feature_types=feature_types)
 
+    _versioned_read_supported: Optional[bool] = None
+
     def _check_versioned_read_support(self, grouped_refs):
         """Raise an error if versioned reads are attempted on unsupported stores."""
+        if self._versioned_read_supported is None:
+            self._versioned_read_supported = self._is_versioned_read_supported()
+
+        if self._versioned_read_supported:
+            return
+        for table, _ in grouped_refs:
+            version_tag = getattr(table.projection, "version_tag", None)
+            if version_tag is not None:
+                raise VersionedOnlineReadNotSupported(
+                    self.__class__.__name__, version_tag
+                )
+
+    def _is_versioned_read_supported(self) -> bool:
+        """Check if this store type supports versioned reads (resolved once, cached)."""
         from feast.infra.online_stores.sqlite import SqliteOnlineStore
 
         supported_types: list[type] = [SqliteOnlineStore]
-        try:
-            from feast.infra.online_stores.mysql_online_store.mysql import (
-                MySQLOnlineStore,
+        for module, cls_name in (
+            ("feast.infra.online_stores.mysql_online_store.mysql", "MySQLOnlineStore"),
+            (
+                "feast.infra.online_stores.postgres_online_store.postgres",
+                "PostgreSQLOnlineStore",
+            ),
+            ("feast.infra.online_stores.faiss_online_store", "FaissOnlineStore"),
+            ("feast.infra.online_stores.redis", "RedisOnlineStore"),
+            ("feast.infra.online_stores.dynamodb", "DynamoDBOnlineStore"),
+            (
+                "feast.infra.online_stores.milvus_online_store.milvus",
+                "MilvusOnlineStore",
+            ),
+        ):
+            try:
+                import importlib
+
+                mod = importlib.import_module(module)
+                supported_types.append(getattr(mod, cls_name))
+            except Exception:
+                pass
+        return isinstance(self, tuple(supported_types))
+
+    def _read_features_per_fv(
+        self,
+        config: RepoConfig,
+        grouped_refs: List,
+        join_key_values: Dict,
+        entity_name_to_join_key_map: Dict,
+        online_features_response,
+        full_feature_names: bool,
+        include_feature_view_version_metadata: bool,
+    ) -> None:
+        """Read features one feature-view at a time (generic path).
+
+        Subclasses may override to batch reads more efficiently (e.g. Redis
+        pipeline).
+        """
+        for table, requested_features in grouped_refs:
+            table_entity_values, idxs, output_len = utils._get_unique_entities(
+                table, join_key_values, entity_name_to_join_key_map
             )
+            entity_key_protos = utils._get_entity_key_protos(table_entity_values)
 
-            supported_types.append(MySQLOnlineStore)
-        except ImportError:
-            pass
-        try:
-            from feast.infra.online_stores.postgres_online_store.postgres import (
-                PostgreSQLOnlineStore,
+            read_rows = self.online_read(
+                config=config,
+                table=table,
+                entity_keys=entity_key_protos,
+                requested_features=requested_features,
             )
 
-            supported_types.append(PostgreSQLOnlineStore)
-        except ImportError:
-            pass
-        try:
-            from feast.infra.online_stores.faiss_online_store import FaissOnlineStore
+            utils._populate_response_from_feature_data(
+                requested_features,
+                read_rows,
+                idxs,
+                online_features_response,
+                full_feature_names,
+                table,
+                output_len,
+                include_feature_view_version_metadata,
+            )
 
-            supported_types.append(FaissOnlineStore)
-        except ImportError:
-            pass
-        try:
-            from feast.infra.online_stores.redis import RedisOnlineStore
+    async def _read_features_per_fv_async(
+        self,
+        config: RepoConfig,
+        grouped_refs: List,
+        join_key_values: Dict,
+        entity_name_to_join_key_map: Dict,
+        online_features_response,
+        full_feature_names: bool,
+        include_feature_view_version_metadata: bool,
+    ) -> None:
+        """Async version of :meth:`_read_features_per_fv`.
 
-            supported_types.append(RedisOnlineStore)
-        except Exception:
-            pass
-        try:
-            from feast.infra.online_stores.dynamodb import DynamoDBOnlineStore
+        Reads all feature views concurrently via ``asyncio.gather``.
+        Subclasses may override to batch reads more efficiently.
+        """
 
-            supported_types.append(DynamoDBOnlineStore)
-        except Exception:
-            pass
-        try:
-            from feast.infra.online_stores.milvus_online_store.milvus import (
-                MilvusOnlineStore,
+        async def query_table(table, requested_features):
+            table_entity_values, idxs, output_len = utils._get_unique_entities(
+                table, join_key_values, entity_name_to_join_key_map
+            )
+            entity_key_protos = utils._get_entity_key_protos(table_entity_values)
+            read_rows = await self.online_read_async(
+                config=config,
+                table=table,
+                entity_keys=entity_key_protos,
+                requested_features=requested_features,
             )
+            return idxs, read_rows, output_len
 
-            supported_types.append(MilvusOnlineStore)
-        except ImportError:
-            pass
+        all_responses = await asyncio.gather(
+            *[
+                query_table(table, requested_features)
+                for table, requested_features in grouped_refs
+            ]
+        )
 
-        if isinstance(self, tuple(supported_types)):
-            return
-        for table, _ in grouped_refs:
-            version_tag = getattr(table.projection, "version_tag", None)
-            if version_tag is not None:
-                raise VersionedOnlineReadNotSupported(
-                    self.__class__.__name__, version_tag
-                )
+        for (idxs, read_rows, output_len), (table, requested_features) in zip(
+            all_responses, grouped_refs
+        ):
+            utils._populate_response_from_feature_data(
+                requested_features,
+                read_rows,
+                idxs,
+                online_features_response,
+                full_feature_names,
+                table,
+                output_len,
+                include_feature_view_version_metadata,
+            )
+
+    async def read_precomputed_vectors_async(
+        self,
+        config: RepoConfig,
+        feature_service_name: str,
+        project: str,
+        entity_keys: List[EntityKeyProto],
+    ) -> List[Optional[bytes]]:
+        """Async version of :meth:`read_precomputed_vectors`.
+
+        The default implementation delegates to the sync method via the event
+        loop executor.  Online stores with native async support should override.
+        """
+        loop = asyncio.get_event_loop()
+        return await loop.run_in_executor(
+            None,
+            self.read_precomputed_vectors,
+            config,
+            feature_service_name,
+            project,
+            entity_keys,
+        )
 
     async def get_online_features_async(
         self,
@@ -356,26 +482,6 @@ async def get_online_features_async(
         # Check for versioned reads on unsupported stores
         self._check_versioned_read_support(grouped_refs)
 
-        async def query_table(table, requested_features):
-            # Get the correct set of entity values with the correct join keys.
-            table_entity_values, idxs, output_len = utils._get_unique_entities(
-                table,
-                join_key_values,
-                entity_name_to_join_key_map,
-            )
-
-            entity_key_protos = utils._get_entity_key_protos(table_entity_values)
-
-            # Fetch data for Entities.
-            read_rows = await self.online_read_async(
-                config=config,
-                table=table,
-                entity_keys=entity_key_protos,
-                requested_features=requested_features,
-            )
-
-            return idxs, read_rows, output_len
-
         _track_read = False
         try:
             from feast.metrics import _config as _metrics_config
@@ -389,24 +495,53 @@ async def query_table(table, requested_features):
 
             _read_start = _time.monotonic()
 
-        all_responses = await asyncio.gather(
-            *[
-                query_table(table, requested_features)
-                for table, requested_features in grouped_refs
-            ]
+        use_precomputed = (
+            isinstance(features, FeatureService)
+            and getattr(features, "precompute_online", False)
+            and not requested_on_demand_feature_views
         )
 
-        for (idxs, read_rows, output_len), (table, requested_features) in zip(
-            all_responses, grouped_refs
-        ):
-            utils._populate_response_from_feature_data(
-                requested_features,
-                read_rows,
-                idxs,
+        precomputed_ok = False
+        if use_precomputed and grouped_refs:
+            assert isinstance(features, FeatureService)
+            first_table = grouped_refs[0][0]
+            first_entity_values, first_idxs, output_len = utils._get_unique_entities(
+                first_table, join_key_values, entity_name_to_join_key_map
+            )
+            entity_key_protos = utils._get_entity_key_protos(first_entity_values)
+
+            blobs = await self.read_precomputed_vectors_async(
+                config, features.name, project, entity_key_protos
+            )
+            expected_names = self._compute_expected_feature_names(
+                grouped_refs, full_feature_names
+            )
+            precomputed_ok = self._try_precomputed_fast_path(
+                blobs,
+                expected_names,
                 online_features_response,
                 full_feature_names,
-                table,
                 output_len,
+                grouped_refs,
+                registry,
+                project,
+            )
+            if not precomputed_ok:
+                raise RuntimeError(
+                    f"FeatureService '{features.name}' has precompute_online=True "
+                    f"but pre-computed vectors could not be read. "
+                    f"Run `feast precompute {features.name}` or materialize to "
+                    f"populate vectors."
+                )
+
+        if not precomputed_ok:
+            await self._read_features_per_fv_async(
+                config,
+                grouped_refs,
+                join_key_values,
+                entity_name_to_join_key_map,
+                online_features_response,
+                full_feature_names,
                 include_feature_view_version_metadata,
             )
 
@@ -450,6 +585,244 @@ def _build_feature_types(
                     feature_types[f"{table_name}__{field.name}"] = vtype
         return feature_types
 
+    @staticmethod
+    def _compute_expected_feature_names(
+        grouped_refs: List, full_feature_names: bool
+    ) -> List[str]:
+        """Derive the deterministic feature name list for schema comparison."""
+        names: List[str] = []
+        for table, requested_features in grouped_refs:
+            table_name = table.projection.name_to_use()
+            for fn in requested_features:
+                if fn.startswith("_ts:"):
+                    continue
+                names.append(f"{table_name}__{fn}" if full_feature_names else fn)
+        return names
+
+    @staticmethod
+    def _try_precomputed_fast_path(
+        blobs: List[Optional[bytes]],
+        expected_feature_names: List[str],
+        online_features_response: Any,
+        full_feature_names: bool,
+        num_rows: int,
+        grouped_refs: List,
+        registry: BaseRegistry,
+        project: str,
+    ) -> bool:
+        """Build the response from pre-computed vectors.
+
+        Returns True if the fast path succeeded for ALL entities, False otherwise
+        (caller should fall back to per-FV reads).
+        """
+        from feast.protos.feast.core.PrecomputedFeatureVector_pb2 import (
+            PrecomputedFeatureVector,
+        )
+        from feast.protos.feast.serving.ServingService_pb2 import (
+            FieldStatus,
+            GetOnlineFeaturesResponse,
+        )
+
+        for i, blob in enumerate(blobs):
+            if blob is None:
+                logger.warning(
+                    "Pre-computed vector blob is None for entity index %d", i
+                )
+                return False
+
+        n_features = len(expected_feature_names)
+        expected_set = set(expected_feature_names)
+
+        # Pre-compute feature-index-to-FV-name mapping once (not per entity).
+        feat_fv_names: List[Optional[str]] = []
+        for fname in expected_feature_names:
+            feat_fv_names.append(fname.split("__", 1)[0] if "__" in fname else None)
+
+        # Pre-compute FV TTLs once.
+        fv_ttls: Dict[str, Optional[int]] = {}
+        for table, _ in grouped_refs:
+            ttl = table.ttl
+            fv_ttls[table.projection.name_to_use()] = (
+                int(ttl.total_seconds()) if ttl else None
+            )
+
+        # Check if any FV actually has a TTL — skip TTL logic entirely if not.
+        any_ttl = any(v is not None for v in fv_ttls.values())
+
+        # Parse all blobs, validate schema, build reorder map.
+        # Schema is typically identical for all entities, so validate against the
+        # first and then just verify the rest match the first (not the expected list).
+        first_stored_names: Optional[List[str]] = None
+        reorder_map: Optional[List[int]] = None
+        vectors: List[PrecomputedFeatureVector] = []
+
+        for blob in blobs:
+            vec = PrecomputedFeatureVector()
+            vec.ParseFromString(blob)  # type: ignore[arg-type]
+            vectors.append(vec)
+
+            if first_stored_names is None:
+                first_stored_names = list(vec.feature_names)
+                if set(first_stored_names) != expected_set:
+                    logger.warning(
+                        "Pre-computed vector schema mismatch: stored=%s, expected=%s",
+                        first_stored_names,
+                        expected_feature_names,
+                    )
+                    return False
+                if first_stored_names != expected_feature_names:
+                    name_to_idx = {n: i for i, n in enumerate(first_stored_names)}
+                    reorder_map = [name_to_idx[n] for n in expected_feature_names]
+            else:
+                if (
+                    len(vec.feature_names) != n_features
+                    or list(vec.feature_names) != first_stored_names
+                ):
+                    logger.warning(
+                        "Pre-computed vector schema varies across entities at index %d",
+                        len(vectors) - 1,
+                    )
+                    return False
+
+        PRESENT = FieldStatus.PRESENT
+        OUTSIDE_MAX_AGE = FieldStatus.OUTSIDE_MAX_AGE
+        null_value = ValueProto()
+        null_ts = Timestamp()
+
+        feat_values = [[null_value] * num_rows for _ in range(n_features)]
+        feat_statuses = [[FieldStatus.NOT_FOUND] * num_rows for _ in range(n_features)]
+        ts_list = [null_ts] * num_rows
+
+        now_secs = _time_mod.time() if any_ttl else 0.0
+
+        for row_idx, vec in enumerate(vectors):
+            ts_list[row_idx] = vec.precomputed_at
+
+            # Build per-FV expiry flags once per entity (not per feature).
+            fv_expired: Optional[Dict[str, bool]] = None
+            if any_ttl:
+                fv_ts_map: Dict[str, Timestamp] = {
+                    fvt.feature_view_name: fvt.event_timestamp
+                    for fvt in vec.fv_timestamps
+                }
+                fv_expired = {}
+                for fv_name, ttl_val in fv_ttls.items():
+                    if ttl_val is not None:
+                        event_ts = fv_ts_map.get(fv_name)
+                        if event_ts:
+                            event_secs = event_ts.seconds + event_ts.nanos / 1e9
+                            fv_expired[fv_name] = (now_secs - event_secs) > ttl_val
+                        else:
+                            fv_expired[fv_name] = False
+                    else:
+                        fv_expired[fv_name] = False
+
+            stored_values = vec.values
+            for out_idx in range(n_features):
+                src_idx = reorder_map[out_idx] if reorder_map else out_idx
+                feat_values[out_idx][row_idx] = stored_values[src_idx]
+
+                if fv_expired:
+                    feat_fv = feat_fv_names[out_idx]
+                    if feat_fv and fv_expired.get(feat_fv, False):
+                        feat_statuses[out_idx][row_idx] = OUTSIDE_MAX_AGE
+                        continue
+                feat_statuses[out_idx][row_idx] = PRESENT
+
+        online_features_response.metadata.feature_names.val.extend(
+            expected_feature_names
+        )
+        for f_idx in range(n_features):
+            online_features_response.results.append(
+                GetOnlineFeaturesResponse.FeatureVector(
+                    values=feat_values[f_idx],
+                    statuses=feat_statuses[f_idx],
+                    event_timestamps=ts_list,
+                )
+            )
+        return True
+
+    def write_precomputed_vector(
+        self,
+        config: RepoConfig,
+        feature_service_name: str,
+        project: str,
+        entity_key: EntityKeyProto,
+        vector_bytes: bytes,
+    ) -> None:
+        """Write a pre-computed feature vector blob for a single entity.
+
+        Stores the blob as a ``bytes_val`` feature under a synthetic FeatureView
+        named ``__precomputed__{service_name}``, using the generic
+        ``online_write_batch`` API so this works for every online store without
+        store-specific overrides.
+        """
+        from feast.field import Field
+        from feast.types import Bytes
+
+        synthetic_fv = FeatureView(
+            name=f"__precomputed__{feature_service_name}",
+            entities=[],
+            schema=[Field(name="vector", dtype=Bytes)],
+            source=None,
+        )
+        val = ValueProto(bytes_val=vector_bytes)
+        ts = datetime.utcnow()
+        self.online_write_batch(
+            config=config,
+            table=synthetic_fv,
+            data=[(entity_key, {"vector": val}, ts, None)],
+            progress=None,
+        )
+
+    def read_precomputed_vectors(
+        self,
+        config: RepoConfig,
+        feature_service_name: str,
+        project: str,
+        entity_keys: List[EntityKeyProto],
+    ) -> List[Optional[bytes]]:
+        """Read pre-computed feature vector blobs for a batch of entities.
+
+        Returns a list aligned with *entity_keys*.  Each element is either the
+        serialized ``PrecomputedFeatureVector`` bytes or ``None`` when no
+        pre-computed vector exists for that entity.
+
+        Reads from the synthetic FeatureView written by
+        :meth:`write_precomputed_vector` using the generic ``online_read`` API,
+        so this works for every online store without store-specific overrides.
+        """
+        from feast.field import Field
+        from feast.types import Bytes
+
+        synthetic_fv = FeatureView(
+            name=f"__precomputed__{feature_service_name}",
+            entities=[],
+            schema=[Field(name="vector", dtype=Bytes)],
+            source=None,
+        )
+        try:
+            rows = self.online_read(
+                config=config,
+                table=synthetic_fv,
+                entity_keys=entity_keys,
+                requested_features=["vector"],
+            )
+        except Exception:
+            return [None] * len(entity_keys)
+
+        result: List[Optional[bytes]] = []
+        for _ts, feature_dict in rows:
+            if feature_dict and "vector" in feature_dict:
+                val = feature_dict["vector"]
+                if val.HasField("bytes_val"):
+                    result.append(val.bytes_val)
+                else:
+                    result.append(None)
+            else:
+                result.append(None)
+        return result
+
     @abstractmethod
     def update(
         self,
@@ -555,6 +928,7 @@ def retrieve_online_documents_v2(
         top_k: int,
         distance_metric: Optional[str] = None,
         query_string: Optional[str] = None,
+        filters: Optional[Union[ComparisonFilter, CompoundFilter]] = None,
         include_feature_view_version_metadata: bool = False,
     ) -> List[
         Tuple[
@@ -574,6 +948,8 @@ def retrieve_online_documents_v2(
             embedding: The embeddings to use for retrieval (optional)
             top_k: The number of documents to retrieve.
             query_string: The query string to search for using keyword search (bm25) (optional)
+            filters: Optional metadata filters (ComparisonFilter or CompoundFilter)
+                to narrow results before ranking.
 
         Returns:
             object: A list of top k closest documents to the specified embedding. Each item in the list is a tuple
diff --git a/sdk/python/feast/infra/online_stores/postgres_online_store/postgres.py b/sdk/python/feast/infra/online_stores/postgres_online_store/postgres.py
index 4a79349e91c..09be88c991d 100644
--- a/sdk/python/feast/infra/online_stores/postgres_online_store/postgres.py
+++ b/sdk/python/feast/infra/online_stores/postgres_online_store/postgres.py
@@ -21,8 +21,19 @@
 from psycopg_pool import AsyncConnectionPool, ConnectionPool
 
 from feast import Entity, FeatureView, ValueType
+from feast.filter_models import (
+    ComparisonFilter,
+    CompoundFilter,
+    FilterTranslator,
+    FilterType,
+    filters_contain_numeric_comparison,
+)
 from feast.infra.key_encoding_utils import get_list_val_str, serialize_entity_key
-from feast.infra.online_stores.helpers import _to_naive_utc, compute_table_id
+from feast.infra.online_stores.helpers import (
+    _to_naive_utc,
+    compute_table_id,
+    extract_text_and_num,
+)
 from feast.infra.online_stores.online_store import OnlineStore
 from feast.infra.online_stores.vector_store import VectorStoreConfig
 from feast.infra.utils.postgres.connection_utils import (
@@ -44,9 +55,110 @@
     "inner_product": "<#>",
 }
 
+_PG_COMPARISON_OPS: Dict[str, str] = {
+    "eq": "=",
+    "ne": "!=",
+    "gt": ">",
+    "gte": ">=",
+    "lt": "<",
+    "lte": "<=",
+}
+
+
+class PostgresFilterTranslator(FilterTranslator):
+    """Translates Feast filters into Postgres SQL WHERE clause fragments."""
+
+    def __init__(self, table_name: str, alias: Optional[str] = None):
+        self.table_name = table_name
+        self.alias = alias
+
+    def translate(self, filters: FilterType) -> Tuple[sql.Composable, List[Any]]:
+        if filters is None:
+            return sql.SQL(""), []
+        return self._dispatch(filters)
+
+    def translate_comparison(
+        self, f: ComparisonFilter
+    ) -> Tuple[sql.Composable, List[Any]]:
+        key, value, op_type = f.key, f.value, f.type
+        ek_col = f"{self.alias}.entity_key" if self.alias else "entity_key"
+
+        if op_type in _PG_COMPARISON_OPS:
+            col, db_value = _pg_filter_col_and_val(value)
+            clause = sql.SQL(
+                "{ek_col} IN (SELECT entity_key FROM {tbl} WHERE feature_name = %s AND {col} {op} %s)"
+            ).format(
+                ek_col=sql.SQL(ek_col),
+                tbl=sql.Identifier(self.table_name),
+                col=sql.Identifier(col),
+                op=sql.SQL(_PG_COMPARISON_OPS[op_type]),
+            )
+            return clause, [key, db_value]
+
+        if op_type == "in":
+            if not isinstance(value, list):
+                raise ValueError(
+                    f"'in' filter requires a list value, got {type(value)}"
+                )
+            placeholders = sql.SQL(", ").join([sql.Placeholder()] * len(value))
+            col, _ = _pg_filter_col_and_val(value[0]) if value else ("value_text", None)
+            db_values = [_pg_filter_col_and_val(v)[1] for v in value]
+            clause = sql.SQL(
+                "{ek_col} IN (SELECT entity_key FROM {tbl} WHERE feature_name = %s AND {col} IN ({phs}))"
+            ).format(
+                ek_col=sql.SQL(ek_col),
+                tbl=sql.Identifier(self.table_name),
+                col=sql.Identifier(col),
+                phs=placeholders,
+            )
+            return clause, [key] + db_values
+
+        if op_type == "nin":
+            if not isinstance(value, list):
+                raise ValueError(
+                    f"'nin' filter requires a list value, got {type(value)}"
+                )
+            placeholders = sql.SQL(", ").join([sql.Placeholder()] * len(value))
+            col, _ = _pg_filter_col_and_val(value[0]) if value else ("value_text", None)
+            db_values = [_pg_filter_col_and_val(v)[1] for v in value]
+            clause = sql.SQL(
+                "{ek_col} IN (SELECT entity_key FROM {tbl} WHERE feature_name = %s AND {col} NOT IN ({phs}))"
+            ).format(
+                ek_col=sql.SQL(ek_col),
+                tbl=sql.Identifier(self.table_name),
+                col=sql.Identifier(col),
+                phs=placeholders,
+            )
+            return clause, [key] + db_values
+
+        raise ValueError(f"Unknown comparison operator: {op_type}")
+
+    def translate_compound(self, f: CompoundFilter) -> Tuple[sql.Composable, List[Any]]:
+        if not f.filters:
+            return sql.SQL(""), []
+        parts: List[sql.Composable] = []
+        all_params: List[Any] = []
+        for sub in f.filters:
+            sub_clause, sub_params = self._dispatch(sub)
+            parts.append(sub_clause)
+            all_params.extend(sub_params)
+        joiner = sql.SQL(" AND " if f.type == "and" else " OR ")
+        combined = sql.SQL("(") + joiner.join(parts) + sql.SQL(")")
+        return combined, all_params
+
+
+def _pg_filter_col_and_val(value: Any) -> Tuple[str, Any]:
+    """Return the appropriate column name and DB-ready value for a filter value."""
+    if isinstance(value, bool):
+        return "value_num", 1.0 if value else 0.0
+    if isinstance(value, (int, float)):
+        return "value_num", float(value)
+    return "value_text", str(value)
+
 
 class PostgreSQLOnlineStoreConfig(PostgreSQLConfig, VectorStoreConfig):
     type: Literal["postgres"] = "postgres"
+    enable_openai_compatible_store: Optional[bool] = False
 
 
 class PostgreSQLOnlineStore(OnlineStore):
@@ -55,6 +167,7 @@ class PostgreSQLOnlineStore(OnlineStore):
 
     _conn_async: Optional[AsyncConnection] = None
     _conn_pool_async: Optional[AsyncConnectionPool] = None
+    _table_has_value_num: Optional[Dict[str, bool]] = None
 
     @contextlib.contextmanager
     def _get_conn(
@@ -96,6 +209,33 @@ async def _get_conn_async(
             await self._conn_async.set_autocommit(autocommit)
             yield self._conn_async
 
+    def _check_table_has_value_num(
+        self, cur, table_name: str, config: RepoConfig
+    ) -> bool:
+        """Check if the value_num column exists in the given table, with caching."""
+        if self._table_has_value_num is None:
+            self._table_has_value_num = {}
+        if table_name in self._table_has_value_num:
+            return self._table_has_value_num[table_name]
+
+        schema_name = config.online_store.db_schema or config.online_store.user
+        cur.execute(
+            """
+            SELECT 1 FROM information_schema.columns
+            WHERE table_schema = %s AND table_name = %s AND column_name = 'value_num'
+            """,
+            (schema_name, table_name),
+        )
+        exists = cur.fetchone() is not None
+        self._table_has_value_num[table_name] = exists
+        return exists
+
+    @staticmethod
+    def _filters_need_value_num(
+        filters: Union[ComparisonFilter, CompoundFilter],
+    ) -> bool:
+        return filters_contain_numeric_comparison(filters)
+
     def online_write_batch(
         self,
         config: RepoConfig,
@@ -105,65 +245,71 @@ def online_write_batch(
         ],
         progress: Optional[Callable[[int], Any]],
     ) -> None:
-        # Format insert values
-        insert_values = []
-        for entity_key, values, timestamp, created_ts in data:
-            entity_key_bin = serialize_entity_key(
-                entity_key,
-                entity_key_serialization_version=config.entity_key_serialization_version,
+        table_name = _table_id(
+            config.project, table, config.registry.enable_online_feature_view_versioning
+        )
+
+        with self._get_conn(config) as conn, conn.cursor() as cur:
+            enable_value_num = getattr(
+                config.online_store, "enable_openai_compatible_store", False
             )
-            timestamp = _to_naive_utc(timestamp)
-            if created_ts is not None:
-                created_ts = _to_naive_utc(created_ts)
+            has_value_num_col = self._check_table_has_value_num(cur, table_name, config)
+            compute_value_num = has_value_num_col
+            if enable_value_num and not has_value_num_col:
+                logging.warning(
+                    "enable_openai_compatible_store is True but value_num column "
+                    "not found in table '%s'. Run `feast apply` to add it. "
+                    "Writing without value_num.",
+                    table_name,
+                )
+                compute_value_num = False
+
+            columns = ["entity_key", "feature_name", "value", "value_text"]
+            if has_value_num_col:
+                columns.append("value_num")
+            columns.extend(["vector_value", "event_ts", "created_ts"])
+
+            pk_cols = {"entity_key", "feature_name"}
+            col_ids = sql.SQL(", ").join(sql.Identifier(c) for c in columns)
+            placeholders = sql.SQL(", ").join([sql.Placeholder()] * len(columns))
+            update_set = sql.SQL(", ").join(
+                sql.SQL("{} = EXCLUDED.{}").format(sql.Identifier(c), sql.Identifier(c))
+                for c in columns
+                if c not in pk_cols
+            )
+            sql_query = sql.SQL(
+                "INSERT INTO {} ({}) VALUES ({}) "
+                "ON CONFLICT (entity_key, feature_name) DO UPDATE SET {};"
+            ).format(sql.Identifier(table_name), col_ids, placeholders, update_set)
+
+            insert_values: List[Tuple[Any, ...]] = []
+            for entity_key, values, timestamp, created_ts in data:
+                entity_key_bin = serialize_entity_key(
+                    entity_key,
+                    entity_key_serialization_version=config.entity_key_serialization_version,
+                )
+                timestamp = _to_naive_utc(timestamp)
+                if created_ts is not None:
+                    created_ts = _to_naive_utc(created_ts)
 
-            for feature_name, val in values.items():
-                vector_val = None
-                value_text = None
+                for feature_name, val in values.items():
+                    value_text, value_num = extract_text_and_num(val, compute_value_num)
 
-                # Check if the feature type is STRING
-                if val.WhichOneof("val") == "string_val":
-                    value_text = val.string_val
+                    vector_val = None
+                    if config.online_store.vector_enabled:
+                        vector_val = get_list_val_str(val)
 
-                if config.online_store.vector_enabled:
-                    vector_val = get_list_val_str(val)
-                insert_values.append(
-                    (
+                    row: List[Any] = [
                         entity_key_bin,
                         feature_name,
                         val.SerializeToString(),
                         value_text,
-                        vector_val,
-                        timestamp,
-                        created_ts,
-                    )
-                )
+                    ]
+                    if has_value_num_col:
+                        row.append(value_num)
+                    row.extend([vector_val, timestamp, created_ts])
+                    insert_values.append(tuple(row))
 
-        # Create insert query
-        sql_query = sql.SQL(
-            """
-            INSERT INTO {}
-            (entity_key, feature_name, value, value_text, vector_value, event_ts, created_ts)
-            VALUES (%s, %s, %s, %s, %s, %s, %s)
-            ON CONFLICT (entity_key, feature_name) DO
-            UPDATE SET
-                value = EXCLUDED.value,
-                value_text = EXCLUDED.value_text,
-                vector_value = EXCLUDED.vector_value,
-                event_ts = EXCLUDED.event_ts,
-                created_ts = EXCLUDED.created_ts;
-        """
-        ).format(
-            sql.Identifier(
-                _table_id(
-                    config.project,
-                    table,
-                    config.registry.enable_online_feature_view_versioning,
-                )
-            )
-        )
-
-        # Push data into the online store
-        with self._get_conn(config) as conn, conn.cursor() as cur:
             cur.executemany(sql_query, insert_values)
             conn.commit()
 
@@ -344,6 +490,14 @@ def update(
                     f.dtype.to_value_type() == ValueType.STRING for f in table.features
                 )
 
+                value_num_col = (
+                    sql.SQL("value_num DOUBLE PRECISION NULL,")
+                    if getattr(
+                        config.online_store, "enable_openai_compatible_store", False
+                    )
+                    else sql.SQL("")
+                )
+
                 cur.execute(
                     sql.SQL(
                         """
@@ -352,7 +506,8 @@ def update(
                             entity_key BYTEA,
                             feature_name TEXT,
                             value BYTEA,
-                            value_text TEXT NULL, -- Added for FTS
+                            value_text TEXT NULL,
+                            {}
                             vector_value {} NULL,
                             event_ts TIMESTAMPTZ,
                             created_ts TIMESTAMPTZ,
@@ -362,12 +517,25 @@ def update(
                         """
                     ).format(
                         sql.Identifier(table_name),
+                        value_num_col,
                         sql.SQL(vector_value_type),
                         sql.Identifier(f"{table_name}_ek"),
                         sql.Identifier(table_name),
                     )
                 )
 
+                if getattr(
+                    config.online_store, "enable_openai_compatible_store", False
+                ):
+                    cur.execute(
+                        sql.SQL(
+                            """ALTER TABLE {} ADD COLUMN IF NOT EXISTS value_num DOUBLE PRECISION NULL;"""
+                        ).format(sql.Identifier(table_name))
+                    )
+                    if self._table_has_value_num is None:
+                        self._table_has_value_num = {}
+                    self._table_has_value_num[table_name] = True
+
                 if has_string_features:
                     cur.execute(
                         sql.SQL(
@@ -519,6 +687,7 @@ def retrieve_online_documents_v2(
         top_k: int,
         distance_metric: Optional[str] = None,
         query_string: Optional[str] = None,
+        filters: Optional[Union[ComparisonFilter, CompoundFilter]] = None,
         include_feature_view_version_metadata: bool = False,
     ) -> List[
         Tuple[
@@ -548,6 +717,16 @@ def retrieve_online_documents_v2(
         if embedding is None and query_string is None:
             raise ValueError("Either embedding or query_string must be provided")
 
+        if filters is not None:
+            if not getattr(
+                config.online_store, "enable_openai_compatible_store", False
+            ):
+                raise ValueError(
+                    "Metadata filtering requires `enable_openai_compatible_store: true` "
+                    "in your online store config. After setting it, run `feast apply` "
+                    "to update the database schema."
+                )
+
         distance_metric = distance_metric or "L2"
 
         if distance_metric not in SUPPORTED_DISTANCE_METRICS_DICT:
@@ -571,12 +750,36 @@ def retrieve_online_documents_v2(
         )
 
         with self._get_conn(config, autocommit=True) as conn, conn.cursor() as cur:
+            if filters is not None and self._filters_need_value_num(filters):
+                if not self._check_table_has_value_num(cur, table_name, config):
+                    raise ValueError(
+                        "Numerical filtering requires the `value_num` column. "
+                        "Run `feast apply` to add it."
+                    )
+
             query = None
             params: Any = None
 
+            filter_clause, filter_params = PostgresFilterTranslator(
+                table_name, alias="t1"
+            ).translate(filters)
+            has_filters = bool(filter_params) or (
+                filters is not None
+                and not filter_params
+                and filter_clause.as_string(conn) != ""
+            )
+
             if embedding is not None and query_string is not None and string_fields:
                 # Case 1: Hybrid Search (vector + text)
                 tsquery_str = " & ".join(query_string.split())
+
+                outer_where_parts: list[sql.Composable] = [
+                    sql.SQL("t1.feature_name = ANY(%s)")
+                ]
+                if has_filters:
+                    outer_where_parts.append(filter_clause)
+                outer_where = sql.SQL(" AND ").join(outer_where_parts)
+
                 query = sql.SQL(
                     """
                     WITH vector_candidates AS (
@@ -636,15 +839,16 @@ def retrieve_online_documents_v2(
                         t1.created_ts
                     FROM {table_name} t1
                     INNER JOIN scored s ON t1.entity_key = s.entity_key
-                    WHERE t1.feature_name = ANY(%s)
+                    WHERE {outer_where}
                     ORDER BY s.text_rank DESC, s.distance
                     """
                 ).format(
                     distance_metric_sql=sql.SQL(distance_metric_sql),
                     table_name=sql.Identifier(table_name),
+                    outer_where=outer_where,
                     top_k=sql.Literal(top_k),
                 )
-                params = (
+                base_params: list[Any] = [
                     embedding,
                     tsquery_str,
                     string_fields,
@@ -653,9 +857,18 @@ def retrieve_online_documents_v2(
                     tsquery_str,
                     string_fields,
                     requested_features,
-                )
+                ]
+                if has_filters:
+                    base_params.extend(filter_params)
+                params = tuple(base_params)
+
             elif embedding is not None:
                 # Case 2: Vector Search Only
+                outer_where_parts = [sql.SQL("t1.feature_name = ANY(%s)")]
+                if has_filters:
+                    outer_where_parts.append(filter_clause)
+                outer_where = sql.SQL(" AND ").join(outer_where_parts)
+
                 query = sql.SQL(
                     """
                     WITH vector_matches AS (
@@ -678,25 +891,36 @@ def retrieve_online_documents_v2(
                         t1.created_ts
                     FROM {table_name} t1
                     INNER JOIN vector_matches t2 ON t1.entity_key = t2.entity_key
-                    WHERE t1.feature_name = ANY(%s)
+                    WHERE {outer_where}
                     ORDER BY t2.distance
                     """
                 ).format(
                     distance_metric_sql=sql.SQL(distance_metric_sql),
                     table_name=sql.Identifier(table_name),
+                    outer_where=outer_where,
                     top_k=sql.Literal(top_k),
                 )
-                params = (embedding, requested_features)
+                base_params = [embedding, requested_features]
+                if has_filters:
+                    base_params.extend(filter_params)
+                params = tuple(base_params)
 
             elif query_string is not None and string_fields:
                 # Case 3: Text Search Only
                 tsquery_str = " & ".join(query_string.split())
+
+                outer_where_parts = [sql.SQL("t1.feature_name = ANY(%s)")]
+                if has_filters:
+                    outer_where_parts.append(filter_clause)
+                outer_where = sql.SQL(" AND ").join(outer_where_parts)
+
                 query = sql.SQL(
                     """
                     WITH text_matches AS (
                         SELECT DISTINCT entity_key, ts_rank(to_tsvector('english', value_text), to_tsquery('english', %s)) as text_rank
                         FROM {table_name}
-                        WHERE feature_name = ANY(%s) AND to_tsvector('english', value_text) @@ to_tsquery('english', %s)
+                        WHERE feature_name = ANY(%s)
+                            AND to_tsvector('english', value_text) @@ to_tsquery('english', %s)
                         ORDER BY text_rank DESC
                         LIMIT {top_k}
                     )
@@ -711,14 +935,23 @@ def retrieve_online_documents_v2(
                         t1.created_ts
                     FROM {table_name} t1
                     INNER JOIN text_matches t2 ON t1.entity_key = t2.entity_key
-                    WHERE t1.feature_name = ANY(%s)
+                    WHERE {outer_where}
                     ORDER BY t2.text_rank DESC
                     """
                 ).format(
                     table_name=sql.Identifier(table_name),
+                    outer_where=outer_where,
                     top_k=sql.Literal(top_k),
                 )
-                params = (tsquery_str, string_fields, tsquery_str, requested_features)
+                base_params = [
+                    tsquery_str,
+                    string_fields,
+                    tsquery_str,
+                    requested_features,
+                ]
+                if has_filters:
+                    base_params.extend(filter_params)
+                params = tuple(base_params)
 
             else:
                 raise ValueError(
diff --git a/sdk/python/feast/infra/online_stores/redis.py b/sdk/python/feast/infra/online_stores/redis.py
index 7531fd5d2f0..b50161bd6de 100644
--- a/sdk/python/feast/infra/online_stores/redis.py
+++ b/sdk/python/feast/infra/online_stores/redis.py
@@ -22,7 +22,6 @@
     Dict,
     List,
     Literal,
-    Mapping,
     Optional,
     Sequence,
     Tuple,
@@ -33,7 +32,7 @@
 from pydantic import StrictStr
 
 from feast import Entity, FeatureView, RepoConfig, utils
-from feast.feature_service import FeatureService
+from feast.infra.key_encoding_utils import serialize_entity_key
 from feast.infra.online_stores.helpers import (
     _mmh3,
     _redis_key,
@@ -41,10 +40,8 @@
     compute_versioned_name,
 )
 from feast.infra.online_stores.online_store import OnlineStore
-from feast.infra.registry.base_registry import BaseRegistry
-from feast.online_response import OnlineResponse
+from feast.infra.supported_async_methods import SupportedAsyncMethods
 from feast.protos.feast.types.EntityKey_pb2 import EntityKey as EntityKeyProto
-from feast.protos.feast.types.Value_pb2 import RepeatedValue
 from feast.protos.feast.types.Value_pb2 import Value as ValueProto
 from feast.repo_config import FeastConfigBaseModel
 
@@ -118,6 +115,10 @@ class RedisOnlineStore(OnlineStore):
         None
     )
 
+    @property
+    def async_supported(self) -> SupportedAsyncMethods:
+        return SupportedAsyncMethods(read=True, write=True)
+
     def delete_entity_values(self, config: RepoConfig, join_keys: List[str]):
         client = self._get_client(config.online_store)
         deleted_count = 0
@@ -369,6 +370,13 @@ def online_write_batch(
             # flattening the list of lists. `hmget` does the lookup assuming a list of keys in the key bin
             prev_event_timestamps = [i[0] for i in prev_event_timestamps]
 
+            # Latest event timestamp queued so far in this batch, per entity key. The
+            # reads above all happened before any write, so without this rows sharing
+            # an entity key would each compare against the same pre-batch value, all
+            # pass the staleness check, and the last one queued would win regardless
+            # of its event time.
+            batch_latest_nanos: Dict[bytes, int] = {}
+
             for redis_key_bin, prev_event_time, (_, values, timestamp, _) in zip(
                 keys, prev_event_timestamps, data
             ):
@@ -380,15 +388,21 @@ def online_write_batch(
                 # New timestamp in nanoseconds
                 new_total_nanos = ts.seconds * 1_000_000_000 + ts.nanos
                 # Compare against existing timestamp (nanosecond precision)
+                prev_total_nanos = 0
                 if prev_event_time:
                     prev_ts = Timestamp()
                     prev_ts.ParseFromString(prev_event_time)
                     prev_total_nanos = prev_ts.seconds * 1_000_000_000 + prev_ts.nanos
-                    # Skip only if older OR exact same instant
-                    if prev_total_nanos and new_total_nanos <= prev_total_nanos:
-                        if progress:
-                            progress(1)
-                        continue
+                # Whichever is newer: the stored value or an earlier row of this batch
+                latest_seen_nanos = max(
+                    prev_total_nanos, batch_latest_nanos.get(redis_key_bin, 0)
+                )
+                # Skip only if older OR exact same instant
+                if latest_seen_nanos and new_total_nanos <= latest_seen_nanos:
+                    if progress:
+                        progress(1)
+                    continue
+                batch_latest_nanos[redis_key_bin] = new_total_nanos
                 # Store full timestamp (seconds + nanos)
                 entity_hset = {ts_key: ts.SerializeToString()}
 
@@ -465,6 +479,10 @@ async def online_write_batch_async(
 
         prev_event_timestamps = [i[0] for i in prev_event_timestamps]
 
+        # See online_write_batch: guards against rows in this batch that share an
+        # entity key overwriting each other out of event-time order.
+        batch_latest_nanos: Dict[bytes, int] = {}
+
         async with client.pipeline(transaction=False) as pipe:
             for redis_key_bin, prev_event_time, (_, values, timestamp, _) in zip(
                 keys, prev_event_timestamps, data
@@ -474,14 +492,19 @@ async def online_write_batch_async(
                 ts.FromDatetime(aware_ts)
                 new_total_nanos = ts.seconds * 1_000_000_000 + ts.nanos
 
+                prev_total_nanos = 0
                 if prev_event_time:
                     prev_ts = Timestamp()
                     prev_ts.ParseFromString(prev_event_time)
                     prev_total_nanos = prev_ts.seconds * 1_000_000_000 + prev_ts.nanos
-                    if prev_total_nanos and new_total_nanos <= prev_total_nanos:
-                        if progress:
-                            progress(1)
-                        continue
+                latest_seen_nanos = max(
+                    prev_total_nanos, batch_latest_nanos.get(redis_key_bin, 0)
+                )
+                if latest_seen_nanos and new_total_nanos <= latest_seen_nanos:
+                    if progress:
+                        progress(1)
+                    continue
+                batch_latest_nanos[redis_key_bin] = new_total_nanos
 
                 entity_hset = {ts_key: ts.SerializeToString()}
                 for feature_name, val in values.items():
@@ -501,15 +524,14 @@ async def online_write_batch_async(
     def _generate_redis_keys_for_entities(
         self, config: RepoConfig, entity_keys: List[EntityKeyProto]
     ) -> List[bytes]:
-        keys = []
-        for entity_key in entity_keys:
-            redis_key_bin = _redis_key(
-                config.project,
-                entity_key,
-                entity_key_serialization_version=config.entity_key_serialization_version,
-            )
-            keys.append(redis_key_bin)
-        return keys
+        project = config.project
+        version = config.entity_key_serialization_version
+        project_bytes = project.encode("utf-8")
+        return [
+            serialize_entity_key(ek, entity_key_serialization_version=version)
+            + project_bytes
+            for ek in entity_keys
+        ]
 
     def _generate_hset_keys_for_features(
         self,
@@ -597,89 +619,27 @@ async def online_read_async(
             redis_values, fv_name, requested_features
         )
 
-    def get_online_features(
+    def _read_features_per_fv(
         self,
         config: RepoConfig,
-        features: Union[List[str], FeatureService],
-        entity_rows: Union[
-            List[Dict[str, Any]],
-            Mapping[str, Union[Sequence[Any], Sequence[ValueProto], RepeatedValue]],
-        ],
-        registry: BaseRegistry,
-        project: str,
-        full_feature_names: bool = False,
-        include_feature_view_version_metadata: bool = False,
-    ) -> OnlineResponse:
-        """
-        Fetch online features for multiple feature views in a single Redis pipeline.
-
-        Overrides the base class implementation which issues one pipeline per feature view
-        (O(N_feature_views) round trips). This implementation batches all HMGET commands
-        across all feature views into a single pipeline execution (O(1) round trips),
-        exploiting the fact that all feature views for the same entity share the same
-        Redis hash key.
-        """
-        if isinstance(entity_rows, list):
-            columnar: Dict[str, List[Any]] = {k: [] for k in entity_rows[0].keys()}
-            for entity_row in entity_rows:
-                for key, value in entity_row.items():
-                    try:
-                        columnar[key].append(value)
-                    except KeyError as e:
-                        raise ValueError(
-                            "All entity_rows must have the same keys."
-                        ) from e
-            entity_rows = columnar
-
-        (
-            join_key_values,
-            grouped_refs,
-            entity_name_to_join_key_map,
-            requested_on_demand_feature_views,
-            feature_refs,
-            requested_result_row_names,
-            online_features_response,
-        ) = utils._prepare_entities_to_read_from_online_store(
-            registry=registry,
-            project=project,
-            features=features,
-            entity_values=entity_rows,
-            full_feature_names=full_feature_names,
-            native_entity_values=True,
-        )
-
-        self._check_versioned_read_support(grouped_refs)
-
-        _track_read = False
-        try:
-            from feast.metrics import _config as _metrics_config
-
-            _track_read = _metrics_config.online_features
-        except Exception:
-            pass
-
-        if _track_read:
-            import time as _time
-
-            _read_start = _time.monotonic()
-
-        # Pre-compute all Redis keys and hash field keys for every feature view so we
-        # can issue all HMGET commands in a single pipeline execution below.
+        grouped_refs,
+        join_key_values,
+        entity_name_to_join_key_map,
+        online_features_response,
+        full_feature_names: bool,
+        include_feature_view_version_metadata: bool,
+    ) -> None:
+        """Batch all per-FV HMGET commands into a single Redis pipeline."""
         work_items = []
         for table, requested_features in grouped_refs:
             table_entity_values, idxs, output_len = utils._get_unique_entities(
-                table,
-                join_key_values,
-                entity_name_to_join_key_map,
+                table, join_key_values, entity_name_to_join_key_map
             )
             entity_key_protos = utils._get_entity_key_protos(table_entity_values)
             fv_name = _versioned_fv_name(table, config)
             redis_keys = self._generate_redis_keys_for_entities(
                 config, entity_key_protos
             )
-
-            # Mutates requested_features in place (appends ts_key) — consistent with
-            # the base class behavior so _populate_response_from_feature_data works correctly.
             req_features, hset_keys = self._generate_hset_keys_for_features(
                 table, requested_features, fv_name_override=fv_name
             )
@@ -687,7 +647,6 @@ def get_online_features(
                 (table, req_features, fv_name, hset_keys, redis_keys, idxs, output_len)
             )
 
-        # Single pipeline across all feature views: O(1) round trips instead of O(N_fv).
         if work_items:
             client = self._get_client(config.online_store)
             with client.pipeline(transaction=False) as pipe:
@@ -725,26 +684,70 @@ def get_online_features(
                     include_feature_view_version_metadata,
                 )
 
-        if _track_read:
-            from feast.metrics import track_online_store_read
+    async def _read_features_per_fv_async(
+        self,
+        config: RepoConfig,
+        grouped_refs,
+        join_key_values,
+        entity_name_to_join_key_map,
+        online_features_response,
+        full_feature_names: bool,
+        include_feature_view_version_metadata: bool,
+    ) -> None:
+        """Async version: batch all per-FV HMGET into a single async pipeline."""
+        work_items = []
+        for table, requested_features in grouped_refs:
+            table_entity_values, idxs, output_len = utils._get_unique_entities(
+                table, join_key_values, entity_name_to_join_key_map
+            )
+            entity_key_protos = utils._get_entity_key_protos(table_entity_values)
+            fv_name = _versioned_fv_name(table, config)
+            redis_keys = self._generate_redis_keys_for_entities(
+                config, entity_key_protos
+            )
+            req_features, hset_keys = self._generate_hset_keys_for_features(
+                table, requested_features, fv_name_override=fv_name
+            )
+            work_items.append(
+                (table, req_features, fv_name, hset_keys, redis_keys, idxs, output_len)
+            )
 
-            track_online_store_read(_time.monotonic() - _read_start)
+        if work_items:
+            client = await self._get_client_async(config.online_store)
+            async with client.pipeline(transaction=False) as pipe:
+                for _, _, _, hset_keys, redis_keys, _, _ in work_items:
+                    for redis_key in redis_keys:
+                        pipe.hmget(redis_key, hset_keys)
+                all_results = await pipe.execute()
 
-        feature_types = self._build_feature_types(grouped_refs)
+            offset = 0
+            for (
+                table,
+                req_features,
+                fv_name,
+                _,
+                redis_keys,
+                idxs,
+                output_len,
+            ) in work_items:
+                n = len(redis_keys)
+                redis_values = all_results[offset : offset + n]
+                offset += n
 
-        if requested_on_demand_feature_views:
-            utils._augment_response_with_on_demand_transforms(
-                online_features_response,
-                feature_refs,
-                requested_on_demand_feature_views,
-                full_feature_names,
-                feature_types=feature_types,
-            )
+                read_rows = self._convert_redis_values_to_protobuf(
+                    redis_values, fv_name, req_features
+                )
 
-        utils._drop_unneeded_columns(
-            online_features_response, requested_result_row_names
-        )
-        return OnlineResponse(online_features_response, feature_types=feature_types)
+                utils._populate_response_from_feature_data(
+                    req_features,
+                    read_rows,
+                    idxs,
+                    online_features_response,
+                    full_feature_names,
+                    table,
+                    output_len,
+                    include_feature_view_version_metadata,
+                )
 
     def _get_features_for_entity(
         self,
diff --git a/sdk/python/feast/infra/online_stores/remote.py b/sdk/python/feast/infra/online_stores/remote.py
index ac3cc2b4b13..8aa5df1563e 100644
--- a/sdk/python/feast/infra/online_stores/remote.py
+++ b/sdk/python/feast/infra/online_stores/remote.py
@@ -16,16 +16,37 @@
 import uuid as uuid_module
 from collections import defaultdict
 from datetime import datetime
-from typing import Any, Callable, Dict, List, Literal, Optional, Sequence, Tuple
+from typing import (
+    Any,
+    Callable,
+    Dict,
+    List,
+    Literal,
+    Mapping,
+    Optional,
+    Sequence,
+    Tuple,
+    Union,
+)
 
 import requests
 from pydantic import StrictStr
 
 from feast import Entity, FeatureView, RepoConfig
+from feast.feature_service import FeatureService
+from feast.filter_models import ComparisonFilter, CompoundFilter
 from feast.infra.online_stores.helpers import _to_naive_utc
 from feast.infra.online_stores.online_store import OnlineStore
+from feast.infra.registry.base_registry import BaseRegistry
+from feast.online_response import OnlineResponse
 from feast.permissions.client.http_auth_requests_wrapper import HttpSessionManager
+from feast.protos.feast.serving.ServingService_pb2 import (
+    FieldStatus,
+    GetOnlineFeaturesResponse,
+    GetOnlineFeaturesResponseMetadata,
+)
 from feast.protos.feast.types.EntityKey_pb2 import EntityKey as EntityKeyProto
+from feast.protos.feast.types.Value_pb2 import RepeatedValue
 from feast.protos.feast.types.Value_pb2 import Value as ValueProto
 from feast.repo_config import FeastConfigBaseModel
 from feast.rest_error_handler import rest_error_handling_decorator
@@ -130,8 +151,98 @@ def _proto_value_to_transport_value(proto_value: ValueProto) -> Any:
         if val_attr in ("uuid_set_val", "time_uuid_set_val"):
             return list(getattr(proto_value, val_attr).val)
 
+        # UnixTimestamp values are stored as int64 (epoch seconds) in proto.
+        # Return them directly to avoid feast_value_type_to_python_type
+        # converting to datetime objects which are not JSON-serializable.
+        if val_attr == "unix_timestamp_val":
+            return getattr(proto_value, val_attr)
+        if val_attr in ("unix_timestamp_list_val", "unix_timestamp_set_val"):
+            return list(getattr(proto_value, val_attr).val)
+
         return feast_value_type_to_python_type(proto_value)
 
+    _STATUS_MAP = {
+        "PRESENT": FieldStatus.PRESENT,
+        "NOT_FOUND": FieldStatus.NOT_FOUND,
+        "NULL_VALUE": FieldStatus.NULL_VALUE,
+        "OUTSIDE_MAX_AGE": FieldStatus.OUTSIDE_MAX_AGE,
+    }
+
+    def get_online_features(
+        self,
+        config: RepoConfig,
+        features: Union[List[str], FeatureService],
+        entity_rows: Union[
+            List[Dict[str, Any]],
+            Mapping[str, Union[Sequence[Any], Sequence[ValueProto], RepeatedValue]],
+        ],
+        registry: BaseRegistry,
+        project: str,
+        full_feature_names: bool = False,
+        include_feature_view_version_metadata: bool = False,
+    ) -> OnlineResponse:
+        assert isinstance(config.online_store, RemoteOnlineStoreConfig)
+
+        if isinstance(entity_rows, list):
+            columnar: Dict[str, List[Any]] = {k: [] for k in entity_rows[0].keys()}
+            for entity_row in entity_rows:
+                for key, value in entity_row.items():
+                    columnar[key].append(value)
+            entity_rows = columnar
+
+        entities: Dict[str, List[Any]] = {}
+        for k, vals in entity_rows.items():
+            iterable = vals.val if isinstance(vals, RepeatedValue) else vals
+            entities[k] = [_json_safe(v) for v in iterable]
+
+        req_body: Dict[str, Any] = {
+            "entities": entities,
+            "full_feature_names": full_feature_names,
+            "include_feature_view_version_metadata": include_feature_view_version_metadata,
+        }
+
+        if isinstance(features, FeatureService):
+            req_body["feature_service"] = features.name
+        else:
+            req_body["features"] = features
+
+        response = get_remote_online_features(config=config, req_body=req_body)
+
+        if response.status_code != 200:
+            raise RuntimeError(
+                f"Failed to get online features: {response.status_code} {response.text}"
+            )
+
+        resp_json = response.json()
+        return self._build_online_response_from_json(resp_json)
+
+    def _build_online_response_from_json(
+        self, resp_json: Dict[str, Any]
+    ) -> OnlineResponse:
+        proto = GetOnlineFeaturesResponse()
+
+        metadata = GetOnlineFeaturesResponseMetadata()
+        feature_names = resp_json.get("metadata", {}).get("feature_names", [])
+        metadata.feature_names.val.extend(feature_names)
+        proto.metadata.CopyFrom(metadata)
+
+        for result in resp_json.get("results", []):
+            fv = GetOnlineFeaturesResponse.FeatureVector()
+            for val in result.get("values", []):
+                if val is None:
+                    fv.values.append(ValueProto())
+                else:
+                    protos = python_values_to_proto_values([val])
+                    fv.values.append(protos[0])
+            for status_str in result.get("statuses", []):
+                fv.statuses.append(
+                    self._STATUS_MAP.get(status_str, FieldStatus.INVALID)
+                )
+            proto.results.append(fv)
+
+        proto.status = True
+        return OnlineResponse(proto)
+
     def online_write_batch(
         self,
         config: RepoConfig,
@@ -336,6 +447,7 @@ def retrieve_online_documents_v2(
         top_k: int,
         distance_metric: Optional[str] = None,
         query_string: Optional[str] = None,
+        filters: Optional[Union[ComparisonFilter, CompoundFilter]] = None,
         include_feature_view_version_metadata: bool = False,
     ) -> List[
         Tuple[
@@ -354,6 +466,7 @@ def retrieve_online_documents_v2(
             top_k,
             distance_metric,
             query_string,
+            filters=filters,
             api_version=2,
         )
         response = get_remote_online_documents(config=config, req_body=req_body)
@@ -362,20 +475,31 @@ def retrieve_online_documents_v2(
             response_json = json.loads(response.text)
             event_ts: Optional[datetime] = self._get_event_ts(response_json)
 
+            metadata = response_json.get("metadata") or {}
+            feature_names = metadata.get("feature_names") or []
+            results = response_json.get("results") or []
+
+            if not feature_names or not results:
+                logger.debug(
+                    "Empty metadata or results in retrieve_online_documents_v2 response."
+                )
+                return []
+
             # Create feature name to index mapping for efficient lookup
             feature_name_to_index = {
-                name: idx
-                for idx, name in enumerate(response_json["metadata"]["feature_names"])
+                name: idx for idx, name in enumerate(feature_names)
             }
 
             # Process each result row
-            num_results = (
-                len(response_json["results"][0]["values"])
-                if response_json["results"]
-                else 0
-            )
+            first_result_values = results[0].get("values") or []
+            num_results = len(first_result_values)
             result_tuples = []
-
+            if requested_features is None:
+                requested_features = []
+            else:
+                requested_features = list(requested_features)
+            if "distance" not in requested_features:
+                requested_features.append("distance")
             for row_idx in range(num_results):
                 # Build feature values dictionary for requested features
                 feature_values_dict = {}
@@ -537,6 +661,7 @@ def _construct_online_documents_v2_api_json_request(
         top_k: int,
         distance_metric: Optional[str] = None,
         query_string: Optional[str] = None,
+        filters: Optional[Union[ComparisonFilter, CompoundFilter]] = None,
         api_version: Optional[int] = 2,
     ) -> dict:
         api_requested_features = []
@@ -544,7 +669,7 @@ def _construct_online_documents_v2_api_json_request(
             for requested_feature in requested_features:
                 api_requested_features.append(f"{table.name}:{requested_feature}")
 
-        return {
+        body: Dict[str, Any] = {
             "features": api_requested_features,
             "query": embedding,
             "top_k": top_k,
@@ -552,12 +677,19 @@ def _construct_online_documents_v2_api_json_request(
             "query_string": query_string,
             "api_version": api_version,
         }
-
-    def _get_event_ts(self, response_json) -> datetime:
-        event_ts = ""
-        if len(response_json["results"]) > 1:
-            event_ts = response_json["results"][1]["event_timestamps"][0]
-        return datetime.fromisoformat(event_ts.replace("Z", "+00:00"))
+        if filters is not None:
+            body["filters"] = filters.model_dump()
+        return body
+
+    def _get_event_ts(self, response_json) -> Optional[datetime]:
+        results = response_json.get("results") or []
+        if len(results) > 1:
+            event_timestamps = results[1].get("event_timestamps") or []
+            if event_timestamps:
+                return datetime.fromisoformat(
+                    event_timestamps[0].replace("Z", "+00:00")
+                )
+        return None
 
     def _construct_entity_key_from_response(
         self,
@@ -655,16 +787,20 @@ def get_remote_online_features(
 def get_remote_online_documents(
     session: requests.Session, config: RepoConfig, req_body: dict
 ) -> requests.Response:
-    if config.online_store.cert:
-        return session.post(
-            f"{config.online_store.path}/retrieve-online-documents",
-            json=req_body,
-            verify=config.online_store.cert,
-        )
-    else:
-        return session.post(
-            f"{config.online_store.path}/retrieve-online-documents", json=req_body
-        )
+    search_paths = ("/search", "/retrieve-online-documents")
+    last_response: Optional[requests.Response] = None
+    for path in search_paths:
+        url = f"{config.online_store.path}{path}"
+        if config.online_store.cert:
+            last_response = session.post(
+                url, json=req_body, verify=config.online_store.cert
+            )
+        else:
+            last_response = session.post(url, json=req_body)
+        if last_response.status_code != 404:
+            return last_response
+    assert last_response is not None
+    return last_response
 
 
 @rest_error_handling_decorator
diff --git a/sdk/python/feast/infra/online_stores/scylladb_online_store/__init__.py b/sdk/python/feast/infra/online_stores/scylladb_online_store/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/sdk/python/feast/infra/online_stores/scylladb_online_store/scylladb.py b/sdk/python/feast/infra/online_stores/scylladb_online_store/scylladb.py
new file mode 100644
index 00000000000..f68d8e5aacf
--- /dev/null
+++ b/sdk/python/feast/infra/online_stores/scylladb_online_store/scylladb.py
@@ -0,0 +1,828 @@
+import logging
+import warnings
+from datetime import datetime
+from typing import (
+    Any,
+    Callable,
+    Dict,
+    Iterable,
+    List,
+    Literal,
+    Optional,
+    Sequence,
+    Tuple,
+    Union,
+)
+
+from cassandra.auth import PlainTextAuthProvider
+from cassandra.cluster import (
+    EXEC_PROFILE_DEFAULT,
+    Cluster,
+    ExecutionProfile,
+    Session,
+)
+from cassandra.concurrent import execute_concurrent_with_args
+from cassandra.policies import DCAwareRoundRobinPolicy, TokenAwarePolicy
+from cassandra.query import ConsistencyLevel, PreparedStatement
+from pydantic import StrictFloat, StrictInt, StrictStr
+
+from feast import Entity, FeatureView, RepoConfig
+from feast.filter_models import ComparisonFilter, CompoundFilter
+from feast.infra.key_encoding_utils import deserialize_entity_key, serialize_entity_key
+from feast.infra.online_stores.online_store import OnlineStore
+from feast.protos.feast.types.EntityKey_pb2 import EntityKey as EntityKeyProto
+from feast.protos.feast.types.Value_pb2 import Value as ValueProto
+from feast.repo_config import FeastConfigBaseModel
+
+logger = logging.getLogger(__name__)
+
+# ---------------------------------------------------------------------------
+# Error messages
+# ---------------------------------------------------------------------------
+
+E_SCYLLA_UNEXPECTED_CONFIG = (
+    "Unexpected configuration object (not a ScyllaDBOnlineStoreConfig instance)"
+)
+E_SCYLLA_NOT_CONFIGURED = (
+    "Inconsistent ScyllaDB configuration: 'hosts' and 'keyspace' are required"
+)
+E_SCYLLA_INCONSISTENT_AUTH = (
+    "ScyllaDB username and password must be provided together or not at all"
+)
+
+# ---------------------------------------------------------------------------
+# CQL templates
+# ---------------------------------------------------------------------------
+
+
+def _build_create_table_cql(fqtable: str, dim: Optional[int]) -> str:
+    """Return a CREATE TABLE CQL string, optionally including the vector column.
+
+    When *dim* is given a ``vector_value vector<float, dim>`` column is inserted
+    between the BLOB ``value`` column and ``event_ts``.  When *dim* is ``None``
+    the column is omitted entirely and the table schema is fully static.
+    """
+    vec_col = f"vector_value vector<float, {dim}>,\n" if dim else ""
+    return (
+        f"CREATE TABLE IF NOT EXISTS {fqtable} (\n"
+        f"    entity_key   TEXT,\n"
+        f"    feature_name TEXT,\n"
+        f"    value        BLOB,\n"
+        f"    {vec_col}"
+        f"    event_ts     TIMESTAMP,\n"
+        f"    created_ts   TIMESTAMP,\n"
+        f"    PRIMARY KEY ((entity_key), feature_name)\n"
+        f");"
+    )
+
+
+DROP_TABLE_CQL = "DROP TABLE IF EXISTS {fqtable};"
+
+INSERT_CQL = (
+    "INSERT INTO {fqtable} (feature_name, value, entity_key, event_ts, created_ts)"
+    " VALUES (?, ?, ?, ?, ?);"
+)
+
+INSERT_CQL_TTL = (
+    "INSERT INTO {fqtable} (feature_name, value, entity_key, event_ts, created_ts)"
+    " VALUES (?, ?, ?, ?, ?) USING TTL ?;"
+)
+
+# INSERT for vector feature rows: populates both the BLOB value (for online_read
+# compatibility) and the native vector_value column (for ANN search).
+# No TTL variant, ScyllaDB ignores TTL on vector-indexed columns,
+# a future release will fix this,
+# combining TTL with vector features is rejected at feast apply time.
+INSERT_VEC_CQL = (
+    "INSERT INTO {fqtable}"
+    " (feature_name, value, entity_key, event_ts, created_ts, vector_value)"
+    " VALUES (?, ?, ?, ?, ?, ?);"
+)
+
+SELECT_CQL = "SELECT {columns} FROM {fqtable} WHERE entity_key = ?;"
+
+# Global vector index on the main feature table.
+CREATE_VECTOR_INDEX_CQL = (
+    "CREATE CUSTOM INDEX IF NOT EXISTS {index_name}"
+    " ON {fqtable} (vector_value)"
+    " USING 'vector_index'"
+    " WITH OPTIONS = {{'similarity_function': '{sim_func}'}};"
+)
+
+# ANN query on the main feature table.
+# ALLOW FILTERING is required because feature_name is a clustering key.
+ANN_SELECT_CQL = (
+    "SELECT entity_key, {sim_func_call} AS score, event_ts"
+    " FROM {fqtable}"
+    " WHERE feature_name = ?"
+    " ORDER BY vector_value ANN OF ?"
+    " LIMIT ?"
+    " ALLOW FILTERING;"
+)
+
+# op_name -> (template, prepare?)
+_CQL_TEMPLATES: Dict[str, Tuple[str, bool]] = {
+    "drop": (DROP_TABLE_CQL, False),
+    "insert": (INSERT_CQL, True),
+    "insert_ttl": (INSERT_CQL_TTL, True),
+    "select": (SELECT_CQL, True),
+}
+
+# Similarity function CQL expression helpers (vector_value is the fixed column name)
+_SIM_FUNC_EXPR = {
+    "COSINE": "similarity_cosine(vector_value, ?)",
+    "DOT_PRODUCT": "similarity_dot_product(vector_value, ?)",
+    "EUCLIDEAN": "similarity_euclidean(vector_value, ?)",
+}
+
+
+# ---------------------------------------------------------------------------
+# Config
+# ---------------------------------------------------------------------------
+
+
+class ScyllaDBOnlineStoreConfig(FeastConfigBaseModel):
+    """
+    Configuration for the native ScyllaDB online store.
+
+    Requires ``scylla-driver`` (``pip install scylla-driver``).
+
+    Example ``feature_store.yaml``::
+
+        online_store:
+          type: feast_scylladb.ScyllaDBOnlineStore
+          hosts:
+            - node-0.aws_us_east_1.xxxxxxxx.clusters.scylla.cloud
+          keyspace: feast
+          username: scylla
+          password: pass
+          local_dc: AWS_US_EAST_1
+    """
+
+    type: Literal[
+        "scylladb",
+        "feast.infra.online_stores.scylladb_online_store.scylladb.ScyllaDBOnlineStore",
+    ] = "scylladb"
+
+    # Connection
+    hosts: List[StrictStr]
+    """Contact-point host addresses."""
+
+    port: Optional[StrictInt] = 9042
+    """CQL port (default 9042)."""
+
+    keyspace: StrictStr = "feast_keyspace"
+    """Target ScyllaDB keyspace."""
+
+    username: Optional[StrictStr] = None
+    """Auth username."""
+
+    password: Optional[StrictStr] = None
+    """Auth password."""
+
+    local_dc: Optional[StrictStr] = None
+    """
+    Local datacenter name.
+    For ScyllaDB Cloud this is the region string, e.g. ``AWS_US_EAST_1``.
+    """
+
+    request_timeout: Optional[StrictFloat] = None
+    """Driver request timeout in seconds."""
+
+    read_concurrency: Optional[StrictInt] = 100
+    """Concurrency level passed to ``execute_concurrent_with_args`` for reads."""
+
+    write_concurrency: Optional[StrictInt] = 100
+    """Concurrency level passed to ``execute_concurrent_with_args`` for writes."""
+
+    vector_similarity_function: StrictStr = "COSINE"
+    """
+    Default similarity function used when creating vector indexes.
+    Can be overridden per-feature via the ``similarity_function`` Field tag.
+    Supported values: ``COSINE``, ``DOT_PRODUCT``, ``EUCLIDEAN``.
+    """
+
+
+# ---------------------------------------------------------------------------
+# Vector feature helpers
+# ---------------------------------------------------------------------------
+
+
+def _get_vector_features(
+    table: FeatureView, default_sim_func: str
+) -> List[Tuple[str, int, str]]:
+    """
+    Return ``(feature_name, dimension, similarity_function)`` for every feature
+    in *table* tagged as a vector feature.
+
+    A feature is treated as a vector feature when its tags include::
+
+        "vector_index": "true"
+        "dimensions":   "<int>"
+
+    The similarity function defaults to *default_sim_func* but can be
+    overridden per-feature with a ``"similarity_function"`` tag.
+    """
+    result = []
+    for field in table.schema:
+        tags = field.tags or {}
+        if tags.get("vector_index", "").lower() != "true":
+            continue
+        dim_str = tags.get("dimensions", "")
+        if not dim_str:
+            warnings.warn(
+                f"Feature '{field.name}' in FeatureView '{table.name}' is tagged "
+                "vector_index=true but is missing a 'dimensions' tag. "
+                "Skipping vector table creation for this feature.",
+                UserWarning,
+                stacklevel=2,
+            )
+            continue
+        sim_func = tags.get("similarity_function", default_sim_func).upper()
+        result.append((field.name, int(dim_str), sim_func))
+    return result
+
+
+# ---------------------------------------------------------------------------
+# Store implementation
+# ---------------------------------------------------------------------------
+
+
+class ScyllaDBInvalidConfig(Exception):
+    pass
+
+
+class ScyllaDBOnlineStore(OnlineStore):
+    """
+    Native ScyllaDB online store for Feast.
+
+    Supports both regular feature materialisation and vector similarity search
+    via ScyllaDB's ANN / ``vector_index`` functionality.
+
+    **Vector features** — tag your ``Field`` definitions like this::
+
+        from feast import Field
+        from feast.types import Array, Float32
+
+        Field(
+            name="embedding",
+            dtype=Array(Float32),
+            tags={
+                "vector_index":       "true",
+                "dimensions":         "768",
+                "similarity_function": "COSINE",   # optional, default COSINE
+            },
+        )
+
+    Then call ``FeatureStore.retrieve_online_documents_v2(...)`` to perform an
+    approximate nearest-neighbour search.
+    """
+
+    _cluster: Optional[Cluster] = None
+    _session: Optional[Session] = None
+    _keyspace: str = "feast_keyspace"
+    _prepared_statements: Dict[str, PreparedStatement] = {}
+
+    # ------------------------------------------------------------------
+    # Internal helpers
+    # ------------------------------------------------------------------
+
+    def _get_session(self, config: RepoConfig) -> Session:
+        """Return the active session, creating the cluster connection if needed."""
+        online_store_config = config.online_store
+        if not isinstance(online_store_config, ScyllaDBOnlineStoreConfig):
+            raise ScyllaDBInvalidConfig(E_SCYLLA_UNEXPECTED_CONFIG)
+
+        if self._session:
+            return self._session
+
+        hosts = online_store_config.hosts
+        port = online_store_config.port or 9042
+        keyspace = online_store_config.keyspace
+        username = online_store_config.username
+        password = online_store_config.password
+        local_dc = online_store_config.local_dc
+
+        if not hosts or not keyspace:
+            raise ScyllaDBInvalidConfig(E_SCYLLA_NOT_CONFIGURED)
+        if (username is None) ^ (password is None):
+            raise ScyllaDBInvalidConfig(E_SCYLLA_INCONSISTENT_AUTH)
+
+        auth_provider = (
+            PlainTextAuthProvider(username=username, password=password)
+            if username is not None
+            else None
+        )
+
+        # Build execution profile
+        if local_dc:
+            lb_policy: Any = TokenAwarePolicy(
+                DCAwareRoundRobinPolicy(local_dc=local_dc)
+            )
+            exe_profile = ExecutionProfile(
+                request_timeout=online_store_config.request_timeout,
+                load_balancing_policy=lb_policy,
+                consistency_level=ConsistencyLevel.LOCAL_QUORUM,
+            )
+            execution_profiles: Optional[Dict] = {EXEC_PROFILE_DEFAULT: exe_profile}
+        elif online_store_config.request_timeout is not None:
+            exe_profile = ExecutionProfile(
+                request_timeout=online_store_config.request_timeout,
+                consistency_level=ConsistencyLevel.LOCAL_QUORUM,
+            )
+            execution_profiles = {EXEC_PROFILE_DEFAULT: exe_profile}
+        else:
+            exe_profile = ExecutionProfile(
+                consistency_level=ConsistencyLevel.LOCAL_QUORUM,
+            )
+            execution_profiles = {EXEC_PROFILE_DEFAULT: exe_profile}
+
+        cluster_kwargs: Dict[str, Any] = {
+            k: v
+            for k, v in {
+                "execution_profiles": execution_profiles,
+            }.items()
+            if v is not None
+        }
+
+        self._cluster = Cluster(
+            hosts,
+            port=port,
+            auth_provider=auth_provider,
+            **cluster_kwargs,
+        )
+        self._keyspace = keyspace
+        # Connect without a keyspace first so we can create it if needed.
+        session = self._cluster.connect()
+        session.execute(
+            f'CREATE KEYSPACE IF NOT EXISTS "{keyspace}"'
+            " WITH replication = {'class': 'NetworkTopologyStrategy', 'replication_factor': '3'};"
+        )
+        session.set_keyspace(keyspace)
+        self._session = session
+        return self._session
+
+    @staticmethod
+    def _fq_table_name(keyspace: str, project: str, table: FeatureView) -> str:
+        return f'"{keyspace}"."{project}_{table.name}"'
+
+    def _get_statement(
+        self, config: RepoConfig, op_name: str, fqtable: str, **kwargs: Any
+    ) -> Any:
+        """
+        Resolve *op_name* to a CQL statement, preparing and caching it when the
+        template is marked as prepareable.
+        """
+        session = self._get_session(config)
+        template, do_prepare = _CQL_TEMPLATES[op_name]
+        cql = template.format(fqtable=fqtable, **kwargs)
+        if do_prepare:
+            if cql not in self._prepared_statements:
+                logger.info("Preparing %s statement on %s.", op_name, fqtable)
+                self._prepared_statements[cql] = session.prepare(cql)
+            return self._prepared_statements[cql]
+        return cql
+
+    # ------------------------------------------------------------------
+    # Table lifecycle helpers
+    # ------------------------------------------------------------------
+
+    def _create_table(
+        self,
+        config: RepoConfig,
+        project: str,
+        table: FeatureView,
+        vec_features: Optional[List[Tuple[str, int, str]]] = None,
+    ) -> None:
+        session = self._get_session(config)
+        fqtable = self._fq_table_name(self._keyspace, project, table)
+        dim = vec_features[0][1] if vec_features else None
+        logger.info("Creating table %s.", fqtable)
+        session.execute(_build_create_table_cql(fqtable, dim))
+
+        for _feat_name, _dim, sim_func in vec_features or []:
+            index_name = f"{project}_{table.name}_vec_idx"
+            logger.info("Creating vector index %s on %s.", index_name, fqtable)
+            session.execute(
+                CREATE_VECTOR_INDEX_CQL.format(
+                    index_name=index_name,
+                    fqtable=fqtable,
+                    sim_func=sim_func,
+                )
+            )
+
+    def _drop_table(
+        self,
+        config: RepoConfig,
+        project: str,
+        table: FeatureView,
+        vec_features: Optional[List[Tuple[str, int, str]]] = None,
+    ) -> None:
+        session = self._get_session(config)
+        fqtable = self._fq_table_name(self._keyspace, project, table)
+        logger.info("Dropping table %s.", fqtable)
+        session.execute(DROP_TABLE_CQL.format(fqtable=fqtable))
+
+    # ------------------------------------------------------------------
+    # OnlineStore interface — infrastructure
+    # ------------------------------------------------------------------
+
+    def update(
+        self,
+        config: RepoConfig,
+        tables_to_delete: Sequence[FeatureView],
+        tables_to_keep: Sequence[FeatureView],
+        entities_to_delete: Sequence[Entity],
+        entities_to_keep: Sequence[Entity],
+        partial: bool,
+    ) -> None:
+        """Create and drop feature-store tables as required by the registry."""
+        project = config.project
+        online_store_config = config.online_store
+        assert isinstance(online_store_config, ScyllaDBOnlineStoreConfig)
+        default_sim = online_store_config.vector_similarity_function
+
+        for table in tables_to_keep:
+            vec_features = _get_vector_features(table, default_sim)
+            if vec_features and table.ttl:
+                raise ValueError(
+                    f"FeatureView '{table.name}' has both a TTL and vector features. "
+                    "ScyllaDB does not support TTL on vector-indexed columns. "
+                    "Remove the TTL or the vector_index tag."
+                )
+            self._create_table(config, project, table, vec_features=vec_features)
+
+        for table in tables_to_delete:
+            vec_features = _get_vector_features(table, default_sim)
+            self._drop_table(config, project, table, vec_features=vec_features)
+
+    def teardown(
+        self,
+        config: RepoConfig,
+        tables: Sequence[FeatureView],
+        entities: Sequence[Entity],
+    ) -> None:
+        """Drop all tables for the given feature views."""
+        project = config.project
+        online_store_config = config.online_store
+        assert isinstance(online_store_config, ScyllaDBOnlineStoreConfig)
+
+        for table in tables:
+            vec_features = _get_vector_features(
+                table, online_store_config.vector_similarity_function
+            )
+            self._drop_table(config, project, table, vec_features=vec_features)
+
+    # ------------------------------------------------------------------
+    # OnlineStore interface — write
+    # ------------------------------------------------------------------
+
+    def online_write_batch(
+        self,
+        config: RepoConfig,
+        table: FeatureView,
+        data: List[
+            Tuple[EntityKeyProto, Dict[str, ValueProto], datetime, Optional[datetime]]
+        ],
+        progress: Optional[Callable[[int], Any]],
+    ) -> None:
+        """
+        Write a batch of feature rows to the online store.
+
+        All features are written to the main table.  For vector features,
+        the float-list value is additionally written to the dedicated vector
+        table to support ANN search.
+        """
+        project = config.project
+        online_store_config = config.online_store
+        assert isinstance(online_store_config, ScyllaDBOnlineStoreConfig)
+        default_sim = online_store_config.vector_similarity_function
+        vec_features = _get_vector_features(table, default_sim)
+
+        # Compute TTL in seconds from the FeatureView's ttl field (timedelta or None).
+        # ScyllaDB will automatically expire rows after this many seconds, covering
+        # both "support for ttl at retrieval" and "support for deleting expired data".
+        ttl_seconds: Optional[int] = (
+            int(table.ttl.total_seconds()) if table.ttl else None
+        )
+
+        vec_feature_set = {fn for fn, _, _ in vec_features}
+        fqtable = self._fq_table_name(self._keyspace, project, table)
+        insert_op = "insert_ttl" if ttl_seconds is not None else "insert"
+        insert_stmt = self._get_statement(config, insert_op, fqtable)
+
+        session = self._get_session(config)
+
+        # --- non-vector rows (all features except vector features) ---
+        def _main_rows() -> Iterable[Tuple]:
+            for entity_key, values, timestamp, created_ts in data:
+                entity_key_bin = serialize_entity_key(
+                    entity_key,
+                    entity_key_serialization_version=config.entity_key_serialization_version,
+                ).hex()
+                for feature_name, val in values.items():
+                    if feature_name in vec_feature_set:
+                        continue  # written separately via INSERT_VEC_CQL
+                    row: Tuple = (
+                        feature_name,
+                        val.SerializeToString(),
+                        entity_key_bin,
+                        timestamp,
+                        created_ts,
+                    )
+                    if ttl_seconds is not None:
+                        row = row + (ttl_seconds,)
+                    yield row
+                if progress:
+                    progress(1)
+
+        execute_concurrent_with_args(
+            session,
+            insert_stmt,
+            _main_rows(),
+            concurrency=online_store_config.write_concurrency,
+        )
+        # correction for the last missing call to `progress`:
+        if progress:
+            progress(1)
+
+        # --- vector rows ---
+        # TTL is not used here: TTL + vector features is rejected at feast apply time,
+        # so this path is only reached for TTL-free feature views.
+        if vec_features:
+            vec_insert_cql = INSERT_VEC_CQL.format(fqtable=fqtable)
+            if vec_insert_cql not in self._prepared_statements:
+                self._prepared_statements[vec_insert_cql] = session.prepare(
+                    vec_insert_cql
+                )
+            vec_insert_stmt = self._prepared_statements[vec_insert_cql]
+
+            def _vec_rows() -> Iterable[Tuple]:
+                for entity_key, values, timestamp, created_ts in data:
+                    entity_key_bin = serialize_entity_key(
+                        entity_key,
+                        entity_key_serialization_version=config.entity_key_serialization_version,
+                    ).hex()
+                    for feat_name in vec_feature_set:
+                        if feat_name not in values:
+                            continue
+                        val = values[feat_name]
+                        yield (
+                            feat_name,
+                            val.SerializeToString(),
+                            entity_key_bin,
+                            timestamp,
+                            created_ts,
+                            list(val.float_list_val.val),
+                        )
+
+            execute_concurrent_with_args(
+                session,
+                vec_insert_stmt,
+                _vec_rows(),
+                concurrency=online_store_config.write_concurrency,
+            )
+
+    # ------------------------------------------------------------------
+    # OnlineStore interface — read
+    # ------------------------------------------------------------------
+
+    def online_read(
+        self,
+        config: RepoConfig,
+        table: FeatureView,
+        entity_keys: List[EntityKeyProto],
+        requested_features: Optional[List[str]] = None,
+    ) -> List[Tuple[Optional[datetime], Optional[Dict[str, ValueProto]]]]:
+        """Read feature values for the given entity keys from the regular table."""
+        project = config.project
+        online_store_config = config.online_store
+        assert isinstance(online_store_config, ScyllaDBOnlineStoreConfig)
+
+        entity_key_bins = [
+            serialize_entity_key(
+                ek,
+                entity_key_serialization_version=config.entity_key_serialization_version,
+            ).hex()
+            for ek in entity_keys
+        ]
+
+        fqtable = self._fq_table_name(self._keyspace, project, table)
+        select_stmt = self._get_statement(
+            config, "select", fqtable, columns="feature_name, value, event_ts"
+        )
+
+        session = self._get_session(config)
+        retrieval = execute_concurrent_with_args(
+            session,
+            select_stmt,
+            ((ek_bin,) for ek_bin in entity_key_bins),
+            concurrency=online_store_config.read_concurrency,
+        )
+
+        results: List[Tuple[Optional[datetime], Optional[Dict[str, ValueProto]]]] = []
+        for success, rows_or_exc in retrieval:
+            if not success:
+                logger.error(
+                    "ScyllaDB read error during concurrent fetch: %s", rows_or_exc
+                )
+                results.append((None, None))
+                continue
+            res: Dict[str, ValueProto] = {}
+            res_ts: Optional[datetime] = None
+            for row in rows_or_exc:
+                if requested_features is None or row.feature_name in requested_features:
+                    val = ValueProto()
+                    val.ParseFromString(row.value)
+                    res[row.feature_name] = val
+                    res_ts = row.event_ts
+            results.append((res_ts, res) if res else (None, None))
+
+        return results
+
+    # ------------------------------------------------------------------
+    # Vector store interface
+    # ------------------------------------------------------------------
+
+    def retrieve_online_documents_v2(
+        self,
+        config: RepoConfig,
+        table: FeatureView,
+        requested_features: List[str],
+        embedding: Optional[List[float]],
+        top_k: int,
+        distance_metric: Optional[str] = None,
+        query_string: Optional[str] = None,
+        filters: Optional[Union[ComparisonFilter, CompoundFilter]] = None,
+        include_feature_view_version_metadata: bool = False,
+    ) -> List[
+        Tuple[
+            Optional[datetime],
+            Optional[EntityKeyProto],
+            Optional[Dict[str, ValueProto]],
+        ]
+    ]:
+        """
+        Approximate nearest-neighbour search using ScyllaDB's vector_index.
+
+        The feature view must have exactly one feature tagged with
+        ``vector_index=true``.  The query *embedding* is compared against all
+        stored vectors; the top *top_k* results are returned together with
+        their feature values fetched from the regular feature table.
+
+        Args:
+            config: RepoConfig for the current FeatureStore.
+            table: FeatureView to search.
+            requested_features: Feature names to include in the returned dicts.
+            embedding: Query vector.  Must match the indexed column's dimension.
+            top_k: Number of results to return.
+            distance_metric: Override similarity function
+                (``COSINE`` / ``DOT_PRODUCT`` / ``EUCLIDEAN``).  Defaults to the
+                store-level ``vector_similarity_function`` config value or the
+                per-feature tag.
+            query_string: Unused (reserved for future hybrid text+vector search).
+            filters: Unused (metadata filtering not yet supported for ScyllaDB).
+            include_feature_view_version_metadata: Unused.
+
+        Returns:
+            List of ``(event_timestamp, entity_key_proto, feature_values)``
+            tuples ordered from most to least similar.
+        """
+        if filters is not None:
+            raise NotImplementedError(
+                "Metadata filtering is not supported by the ScyllaDB online store."
+            )
+        if embedding is None:
+            raise ValueError(
+                "retrieve_online_documents_v2 requires a non-None 'embedding' "
+                "for ScyllaDB ANN search."
+            )
+
+        online_store_config = config.online_store
+        assert isinstance(online_store_config, ScyllaDBOnlineStoreConfig)
+
+        default_sim = (
+            distance_metric.upper()
+            if distance_metric
+            else online_store_config.vector_similarity_function
+        )
+        project = config.project
+        vec_features = _get_vector_features(table, default_sim)
+
+        if not vec_features:
+            raise NotImplementedError(
+                f"FeatureView '{table.name}' has no features tagged with "
+                "'vector_index=true'.  Cannot perform vector search."
+            )
+        if len(vec_features) > 1:
+            raise ValueError(
+                f"FeatureView '{table.name}' has {len(vec_features)} vector features. "
+                "retrieve_online_documents_v2 supports exactly one vector feature "
+                "per feature view."
+            )
+
+        vec_feature, _dim, sim_func = vec_features[0]
+        if distance_metric:
+            # Normalize aliases: Feast core uses "L2" for Euclidean distance;
+            # "cosine" (lowercase) is the default in feature_store.py;
+            # "inner_product" / "dot" are aliases for dot-product similarity.
+            _METRIC_ALIASES = {
+                "L2": "EUCLIDEAN",
+                "cosine": "COSINE",
+                "inner_product": "DOT_PRODUCT",
+                "dot": "DOT_PRODUCT",
+            }
+            candidate = distance_metric.upper()
+            sim_func = _METRIC_ALIASES.get(
+                distance_metric, _METRIC_ALIASES.get(candidate, candidate)
+            )
+
+        sim_expr_template = _SIM_FUNC_EXPR.get(sim_func)
+        if sim_expr_template is None:
+            raise ValueError(
+                f"Unsupported similarity function '{sim_func}'. "
+                "Choose from: COSINE, DOT_PRODUCT, EUCLIDEAN."
+            )
+        sim_expr = sim_expr_template
+
+        fqtable = self._fq_table_name(self._keyspace, project, table)
+        ann_cql = ANN_SELECT_CQL.format(
+            sim_func_call=sim_expr,
+            fqtable=fqtable,
+        )
+
+        session = self._get_session(config)
+        if ann_cql not in self._prepared_statements:
+            self._prepared_statements[ann_cql] = session.prepare(ann_cql)
+        ann_stmt = self._prepared_statements[ann_cql]
+        # Parameter order matches the placeholders in ANN_SELECT_CQL:
+        #   1. similarity_<func>(vector_value, ?)  → embedding
+        #   2. WHERE feature_name = ?              → vec_feature
+        #   3. ORDER BY vector_value ANN OF ?      → embedding
+        #   4. LIMIT ?                             → top_k
+        ann_rows = list(
+            session.execute(ann_stmt, (embedding, vec_feature, embedding, top_k))
+        )
+
+        if not ann_rows:
+            return []
+
+        # Ordered list of entity key bins from ANN results
+        entity_key_bins: List[str] = [row.entity_key for row in ann_rows]
+        timestamps: Dict[str, Optional[datetime]] = {
+            row.entity_key: row.event_ts for row in ann_rows
+        }
+
+        # Batch-fetch full feature values from the same main table
+        select_stmt = self._get_statement(
+            config, "select", fqtable, columns="feature_name, value, event_ts"
+        )
+
+        retrieval = execute_concurrent_with_args(
+            session,
+            select_stmt,
+            ((ek_bin,) for ek_bin in entity_key_bins),
+            concurrency=online_store_config.read_concurrency,
+        )
+
+        # Map entity_key_bin -> feature dict, preserving ANN order
+        feature_map: Dict[str, Dict[str, ValueProto]] = {
+            ek: {} for ek in entity_key_bins
+        }
+        for ek_bin, (success, rows_or_exc) in zip(entity_key_bins, retrieval):
+            if not success:
+                logger.error("ScyllaDB ANN batch-read error: %s", rows_or_exc)
+                continue
+            for row in rows_or_exc:
+                if requested_features and row.feature_name not in requested_features:
+                    continue
+                val = ValueProto()
+                val.ParseFromString(row.value)
+                feature_map[ek_bin][row.feature_name] = val
+
+        # Assemble output in ANN rank order
+        output: List[
+            Tuple[
+                Optional[datetime],
+                Optional[EntityKeyProto],
+                Optional[Dict[str, ValueProto]],
+            ]
+        ] = []
+        for ek_bin in entity_key_bins:
+            try:
+                ek_proto: Optional[EntityKeyProto] = deserialize_entity_key(
+                    bytes.fromhex(ek_bin),
+                    entity_key_serialization_version=config.entity_key_serialization_version,
+                )
+            except Exception:
+                ek_proto = None
+
+            output.append(
+                (
+                    timestamps.get(ek_bin),
+                    ek_proto,
+                    feature_map.get(ek_bin, {}),
+                )
+            )
+
+        return output
diff --git a/sdk/python/feast/infra/online_stores/sqlite.py b/sdk/python/feast/infra/online_stores/sqlite.py
index 009e9a8c405..000e3d7bc5a 100644
--- a/sdk/python/feast/infra/online_stores/sqlite.py
+++ b/sdk/python/feast/infra/online_stores/sqlite.py
@@ -16,6 +16,7 @@
 import os
 import sqlite3
 import sys
+import time
 from datetime import date, datetime, timezone
 from pathlib import Path
 from typing import (
@@ -36,21 +37,30 @@
 from feast import Entity
 from feast.feature_view import FeatureView
 from feast.field import Field
+from feast.filter_models import (
+    ComparisonFilter,
+    CompoundFilter,
+    FilterTranslator,
+    FilterType,
+    filters_contain_numeric_comparison,
+)
 from feast.infra.infra_object import SQLITE_INFRA_OBJECT_CLASS_TYPE, InfraObject
 from feast.infra.key_encoding_utils import (
     deserialize_entity_key,
     serialize_entity_key,
     serialize_f32,
 )
-from feast.infra.online_stores.helpers import compute_table_id
+from feast.infra.online_stores.helpers import compute_table_id, extract_text_and_num
 from feast.infra.online_stores.online_store import OnlineStore
 from feast.infra.online_stores.vector_store import VectorStoreConfig
+from feast.labeling.label_view import LabelView
 from feast.protos.feast.core.InfraObject_pb2 import InfraObject as InfraObjectProto
 from feast.protos.feast.core.Registry_pb2 import Registry as RegistryProto
 from feast.protos.feast.core.SqliteTable_pb2 import SqliteTable as SqliteTableProto
 from feast.protos.feast.types.EntityKey_pb2 import EntityKey as EntityKeyProto
 from feast.protos.feast.types.Value_pb2 import Value as ValueProto
 from feast.repo_config import FeastConfigBaseModel, RepoConfig
+from feast.stream_feature_view import StreamFeatureView
 from feast.type_map import feast_value_type_to_python_type
 from feast.types import FEAST_VECTOR_TYPES, PrimitiveFeastType
 from feast.utils import (
@@ -101,6 +111,97 @@ def convert_timestamp(val: bytes):
 sqlite3.register_converter("timestamp", convert_timestamp)
 
 
+_SQLITE_COMPARISON_OPS: Dict[str, str] = {
+    "eq": "=",
+    "ne": "!=",
+    "gt": ">",
+    "gte": ">=",
+    "lt": "<",
+    "lte": "<=",
+}
+
+
+class SqliteFilterTranslator(FilterTranslator):
+    """Translates Feast filters into SQLite WHERE clause fragments."""
+
+    def __init__(self, table_name: str, alias: Optional[str] = None):
+        self.table_name = table_name
+        self.alias = alias
+
+    def translate(self, filters: FilterType) -> Tuple[str, List[Any]]:
+        if filters is None:
+            return "", []
+        return self._dispatch(filters)
+
+    def translate_comparison(self, f: ComparisonFilter) -> Tuple[str, List[Any]]:
+        key, value, op_type = f.key, f.value, f.type
+        ek_col = f"{self.alias}.entity_key" if self.alias else "entity_key"
+
+        if op_type in _SQLITE_COMPARISON_OPS:
+            col, db_value = _sqlite_filter_col_and_val(value)
+            clause = (
+                f"{ek_col} IN (SELECT entity_key FROM {_quote_id(self.table_name)} "
+                f"WHERE feature_name = ? AND {col} {_SQLITE_COMPARISON_OPS[op_type]} ?)"
+            )
+            return clause, [key, db_value]
+
+        if op_type == "in":
+            if not isinstance(value, list):
+                raise ValueError(
+                    f"'in' filter requires a list value, got {type(value)}"
+                )
+            col, _ = (
+                _sqlite_filter_col_and_val(value[0]) if value else ("value_text", None)
+            )
+            db_values = [_sqlite_filter_col_and_val(v)[1] for v in value]
+            placeholders = ", ".join(["?"] * len(value))
+            clause = (
+                f"{ek_col} IN (SELECT entity_key FROM {_quote_id(self.table_name)} "
+                f"WHERE feature_name = ? AND {col} IN ({placeholders}))"
+            )
+            return clause, [key] + db_values
+
+        if op_type == "nin":
+            if not isinstance(value, list):
+                raise ValueError(
+                    f"'nin' filter requires a list value, got {type(value)}"
+                )
+            col, _ = (
+                _sqlite_filter_col_and_val(value[0]) if value else ("value_text", None)
+            )
+            db_values = [_sqlite_filter_col_and_val(v)[1] for v in value]
+            placeholders = ", ".join(["?"] * len(value))
+            clause = (
+                f"{ek_col} IN (SELECT entity_key FROM {_quote_id(self.table_name)} "
+                f"WHERE feature_name = ? AND {col} NOT IN ({placeholders}))"
+            )
+            return clause, [key] + db_values
+
+        raise ValueError(f"Unknown comparison operator: {op_type}")
+
+    def translate_compound(self, f: CompoundFilter) -> Tuple[str, List[Any]]:
+        if not f.filters:
+            return "", []
+        parts: List[str] = []
+        all_params: List[Any] = []
+        for sub in f.filters:
+            sub_clause, sub_params = self._dispatch(sub)
+            parts.append(sub_clause)
+            all_params.extend(sub_params)
+        joiner = " AND " if f.type == "and" else " OR "
+        combined = "(" + joiner.join(parts) + ")"
+        return combined, all_params
+
+
+def _sqlite_filter_col_and_val(value: Any) -> Tuple[str, Any]:
+    """Return the appropriate column name and DB-ready value for a filter value."""
+    if isinstance(value, bool):
+        return "value_num", 1.0 if value else 0.0
+    if isinstance(value, (int, float)):
+        return "value_num", float(value)
+    return "value_text", str(value)
+
+
 class SqliteOnlineStoreConfig(FeastConfigBaseModel, VectorStoreConfig):
     """Online store config for local (SQLite-based) store"""
 
@@ -114,6 +215,8 @@ class SqliteOnlineStoreConfig(FeastConfigBaseModel, VectorStoreConfig):
 
     text_search_enabled: bool = False
 
+    enable_openai_compatible_store: bool = False
+
 
 class SqliteOnlineStore(OnlineStore):
     """
@@ -124,6 +227,7 @@ class SqliteOnlineStore(OnlineStore):
     """
 
     _conn: Optional[sqlite3.Connection] = None
+    _table_has_value_num: Optional[Dict[str, bool]] = None
 
     @staticmethod
     def _get_db_path(config: RepoConfig) -> str:
@@ -148,6 +252,27 @@ def _get_conn(self, config: RepoConfig):
 
         return self._conn
 
+    def _check_table_has_value_num(
+        self, conn: sqlite3.Connection, table_name: str
+    ) -> bool:
+        """Check if the value_num column exists in the given table, with caching."""
+        if self._table_has_value_num is None:
+            self._table_has_value_num = {}
+        if table_name in self._table_has_value_num:
+            return self._table_has_value_num[table_name]
+
+        cur = conn.execute(f"PRAGMA table_info({_quote_id(table_name)})")
+        columns = {row[1] for row in cur.fetchall()}
+        exists = "value_num" in columns
+        self._table_has_value_num[table_name] = exists
+        return exists
+
+    @staticmethod
+    def _filters_need_value_num(
+        filters: Union[ComparisonFilter, CompoundFilter],
+    ) -> bool:
+        return filters_contain_numeric_comparison(filters)
+
     def online_write_batch(
         self,
         config: RepoConfig,
@@ -165,6 +290,43 @@ def online_write_batch(
         conn = self._get_conn(config)
         project = config.project
         feature_type_dict = {f.name: f.dtype for f in table.features}
+        table_name = _table_id(
+            project, table, config.registry.enable_online_feature_view_versioning
+        )
+
+        enable_value_num = getattr(
+            config.online_store, "enable_openai_compatible_store", False
+        )
+        has_value_num_col = False
+        if enable_value_num:
+            has_value_num_col = self._check_table_has_value_num(conn, table_name)
+            if not has_value_num_col:
+                logging.warning(
+                    "enable_openai_compatible_store is True but value_num column "
+                    "not found in table '%s'. Run `feast apply` to add it. "
+                    "Writing without value_num.",
+                    table_name,
+                )
+        compute_value_num = has_value_num_col
+        columns = ["entity_key", "feature_name", "value", "value_text"]
+        if has_value_num_col:
+            columns.append("value_num")
+        if config.online_store.vector_enabled:
+            columns.append("vector_value")
+        columns.extend(["event_ts", "created_ts"])
+
+        pk_cols = {"entity_key", "feature_name"}
+        col_csv = ", ".join(columns)
+        placeholders = ", ".join(["?"] * len(columns))
+        update_set = ", ".join(
+            f"{c} = excluded.{c}" for c in columns if c not in pk_cols
+        )
+        upsert_sql = (
+            f"INSERT INTO {_quote_id(table_name)} ({col_csv}) "
+            f"VALUES ({placeholders}) "
+            f"ON CONFLICT(entity_key, feature_name) DO UPDATE SET {update_set};"
+        )
+
         with conn:
             for entity_key, values, timestamp, created_ts in data:
                 entity_key_bin = serialize_entity_key(
@@ -175,12 +337,16 @@ def online_write_batch(
                 if created_ts is not None:
                     created_ts = to_naive_utc(created_ts)
 
-                table_name = _table_id(
-                    project,
-                    table,
-                    config.registry.enable_online_feature_view_versioning,
-                )
                 for feature_name, val in values.items():
+                    value_text, value_num = extract_text_and_num(val, compute_value_num)
+                    row: List[Any] = [
+                        entity_key_bin,
+                        feature_name,
+                        val.SerializeToString(),
+                        value_text,
+                    ]
+                    if has_value_num_col:
+                        row.append(value_num)
                     if config.online_store.vector_enabled:
                         if (
                             feature_type_dict.get(feature_name, None)
@@ -196,43 +362,10 @@ def online_write_batch(
                             )  # type: ignore
                         else:
                             val_bin = feast_value_type_to_python_type(val)
-                        conn.execute(
-                            f"""
-                            INSERT INTO {table_name} (entity_key, feature_name, value, vector_value, event_ts, created_ts)
-                            VALUES (?, ?, ?, ?, ?, ?)
-                            ON CONFLICT(entity_key, feature_name) DO UPDATE SET
-                                value = excluded.value,
-                                vector_value = excluded.vector_value,
-                                event_ts = excluded.event_ts,
-                                created_ts = excluded.created_ts;
-                            """,
-                            (
-                                entity_key_bin,  # entity_key
-                                feature_name,  # feature_name
-                                val.SerializeToString(),  # value
-                                val_bin,  # vector_value
-                                timestamp,  # event_ts
-                                created_ts,  # created_ts
-                            ),
-                        )
-                    else:
-                        conn.execute(
-                            f"""
-                            INSERT INTO {table_name} (entity_key, feature_name, value, event_ts, created_ts)
-                            VALUES (?, ?, ?, ?, ?)
-                            ON CONFLICT(entity_key, feature_name) DO UPDATE SET
-                                value = excluded.value,
-                                event_ts = excluded.event_ts,
-                                created_ts = excluded.created_ts;
-                            """,
-                            (
-                                entity_key_bin,  # entity_key
-                                feature_name,  # feature_name
-                                val.SerializeToString(),  # value
-                                timestamp,  # event_ts
-                                created_ts,  # created_ts
-                            ),
-                        )
+                        row.append(val_bin)
+                    row.extend([timestamp, created_ts])
+
+                    conn.execute(upsert_sql, tuple(row))
 
                 if progress:
                     progress(1)
@@ -259,7 +392,7 @@ def online_read(
         # Fetch all entities in one go
         cur.execute(
             f"SELECT entity_key, feature_name, value, event_ts "
-            f"FROM {_table_id(config.project, table, config.registry.enable_online_feature_view_versioning)} "
+            f"FROM {_quote_id(_table_id(config.project, table, config.registry.enable_online_feature_view_versioning))} "
             f"WHERE entity_key IN ({','.join('?' * len(entity_keys))}) "
             f"ORDER BY entity_key",
             serialized_entity_keys,
@@ -298,40 +431,70 @@ def update(
     ):
         conn = self._get_conn(config)
         project = config.project
+        include_value_num = getattr(
+            config.online_store, "enable_openai_compatible_store", False
+        )
 
         versioning = config.registry.enable_online_feature_view_versioning
         for table in tables_to_keep:
+            tbl = _table_id(project, table, versioning)
+            value_num_col = "value_num REAL," if include_value_num else ""
             conn.execute(
-                f"CREATE TABLE IF NOT EXISTS {_table_id(project, table, versioning)} (entity_key BLOB, feature_name TEXT, value BLOB, vector_value BLOB, event_ts timestamp, created_ts timestamp,  PRIMARY KEY(entity_key, feature_name))"
+                f"CREATE TABLE IF NOT EXISTS {_quote_id(tbl)} (entity_key BLOB, feature_name TEXT, value BLOB, value_text TEXT, {value_num_col} vector_value BLOB, event_ts timestamp, created_ts timestamp,  PRIMARY KEY(entity_key, feature_name))"
             )
             conn.execute(
-                f"CREATE INDEX IF NOT EXISTS {_table_id(project, table, versioning)}_ek ON {_table_id(project, table, versioning)} (entity_key);"
+                f"CREATE INDEX IF NOT EXISTS {_quote_id(tbl + '_ek')} ON {_quote_id(tbl)} (entity_key);"
             )
+            _alter_table_add_column_if_missing(conn, tbl, "value_text", "TEXT")
+            if include_value_num:
+                _alter_table_add_column_if_missing(conn, tbl, "value_num", "REAL")
+                if self._table_has_value_num is None:
+                    self._table_has_value_num = {}
+                self._table_has_value_num[tbl] = True
 
         for table in tables_to_delete:
             conn.execute(
-                f"DROP TABLE IF EXISTS {_table_id(project, table, versioning)}"
+                f"DROP TABLE IF EXISTS {_quote_id(_table_id(project, table, versioning))}"
             )
 
     def plan(
         self, config: RepoConfig, desired_registry_proto: RegistryProto
     ) -> List[InfraObject]:
         project = config.project
+        versioning = config.registry.enable_online_feature_view_versioning
+        include_value_num = getattr(
+            config.online_store, "enable_openai_compatible_store", False
+        )
 
+        # FeatureView.from_proto() is @typechecked and only accepts a
+        # FeatureViewProto, so it can't be applied to stream_feature_views
+        # (StreamFeatureViewProto) too -- each list needs its matching class.
+        views = [
+            FeatureView.from_proto(view)
+            for view in desired_registry_proto.feature_views
+        ] + [
+            StreamFeatureView.from_proto(view)
+            for view in desired_registry_proto.stream_feature_views
+        ]
         infra_objects: List[InfraObject] = [
             SqliteTable(
                 path=self._get_db_path(config),
-                name=_table_id(
-                    project,
-                    FeatureView.from_proto(view),
-                    config.registry.enable_online_feature_view_versioning,
-                ),
+                name=_table_id(project, view, versioning),
+                include_value_num=include_value_num,
             )
-            for view in [
-                *desired_registry_proto.feature_views,
-                *desired_registry_proto.stream_feature_views,
-            ]
+            for view in views
         ]
+
+        for lv_proto in desired_registry_proto.label_views:
+            if lv_proto.spec.online:
+                lv = LabelView.from_proto(lv_proto)
+                infra_objects.append(
+                    SqliteTable(
+                        path=self._get_db_path(config),
+                        name=_table_id(project, lv, versioning),
+                    )
+                )
+
         return infra_objects
 
     def teardown(
@@ -340,10 +503,23 @@ def teardown(
         tables: Sequence[FeatureView],
         entities: Sequence[Entity],
     ):
-        try:
-            os.unlink(self._get_db_path(config))
-        except FileNotFoundError:
-            pass
+        if self._conn is not None:
+            try:
+                self._conn.close()
+            finally:
+                self._conn = None
+
+        db_path = self._get_db_path(config)
+        for attempt in range(10):
+            try:
+                os.unlink(db_path)
+                return
+            except FileNotFoundError:
+                return
+            except PermissionError:
+                if attempt == 9:
+                    raise
+                time.sleep(0.25)
 
     def retrieve_online_documents(
         self,
@@ -404,9 +580,10 @@ def retrieve_online_documents(
         cur.execute(
             f"""
             INSERT INTO vec_table(rowid, vector_value)
-            select rowid, vector_value from {table_name}
-            where feature_name = "{vector_field}"
-        """
+            select rowid, vector_value from {_quote_id(table_name)}
+            where feature_name = ?
+        """,
+            (vector_field,),
         )
         cur.execute(
             f"""
@@ -416,7 +593,7 @@ def retrieve_online_documents(
             """
         )
 
-        # Have to join this with the {table_name} to get the feature name and entity_key
+        # Have to join this with the main table to get the feature name and entity_key
         # Also the `top_k` doesn't appear to be working for some reason
         cur.execute(
             f"""
@@ -436,7 +613,7 @@ def retrieve_online_documents(
                 order by distance
                 limit ?
             ) f
-            left join {table_name} fv
+            left join {_quote_id(table_name)} fv
             on f.rowid = fv.rowid
         """,
             (query_embedding_bin, top_k),
@@ -474,10 +651,11 @@ def retrieve_online_documents_v2(
         config: RepoConfig,
         table: FeatureView,
         requested_features: List[str],
-        query: Optional[List[float]],
+        embedding: Optional[List[float]],
         top_k: int,
         distance_metric: Optional[str] = None,
         query_string: Optional[str] = None,
+        filters: Optional[Union[ComparisonFilter, CompoundFilter]] = None,
         include_feature_view_version_metadata: bool = False,
     ) -> List[
         Tuple[
@@ -492,7 +670,7 @@ def retrieve_online_documents_v2(
             config: Feast configuration object
             table: FeatureView object as the table to search
             requested_features: List of requested features to retrieve
-            query: Query embedding to search for (optional)
+            embedding: Query embedding to search for (optional)
             top_k: Number of items to return
             distance_metric: Distance metric to use (optional)
             query_string: The query string to search for using keyword search (bm25) (optional)
@@ -507,6 +685,16 @@ def retrieve_online_documents_v2(
                 "You must enable either vector search or text search in the online store config"
             )
 
+        if filters is not None:
+            if not getattr(
+                config.online_store, "enable_openai_compatible_store", False
+            ):
+                raise ValueError(
+                    "Metadata filtering requires `enable_openai_compatible_store: true` "
+                    "in your online store config. After setting it, run `feast apply` "
+                    "to update the database schema."
+                )
+
         conn = self._get_conn(config)
         cur = conn.cursor()
 
@@ -519,8 +707,19 @@ def retrieve_online_documents_v2(
         )
         vector_field = _get_vector_field(table)
 
+        if filters is not None and self._filters_need_value_num(filters):
+            if not self._check_table_has_value_num(conn, table_name):
+                raise ValueError(
+                    "Numerical filtering requires the `value_num` column. "
+                    "Run `feast apply` to add it."
+                )
+
+        filter_clause, filter_params = SqliteFilterTranslator(
+            table_name, alias="fv2"
+        ).translate(filters)
+
         if online_store.vector_enabled:
-            query_embedding_bin = serialize_f32(query, vector_field_length)  # type: ignore
+            query_embedding_bin = serialize_f32(embedding, vector_field_length)  # type: ignore
             cur.execute(
                 f"""
                 CREATE VIRTUAL TABLE IF NOT EXISTS vec_table using vec0(
@@ -531,16 +730,16 @@ def retrieve_online_documents_v2(
             cur.execute(
                 f"""
                 INSERT INTO vec_table (rowid, vector_value)
-                select rowid, vector_value from {table_name}
-                where feature_name = "{vector_field}"
-                """
+                select rowid, vector_value from {_quote_id(table_name)}
+                where feature_name = ?
+                """,
+                (vector_field,),
             )
         elif online_store.text_search_enabled:
             string_field_list = [
                 f.name for f in table.features if f.dtype == PrimitiveFeastType.STRING
             ]
             string_fields = ", ".join(string_field_list)
-            # TODO: swap this for a value configurable in each Field()
             BM25_DEFAULT_WEIGHTS = ", ".join(
                 [
                     str(1.0)
@@ -559,6 +758,9 @@ def retrieve_online_documents_v2(
                 table_name, string_field_list
             )
             cur.execute(insert_query)
+            filter_clause, filter_params = SqliteFilterTranslator(
+                table_name, alias="fv"
+            ).translate(filters)
 
         else:
             raise ValueError(
@@ -566,6 +768,12 @@ def retrieve_online_documents_v2(
             )
 
         if online_store.vector_enabled:
+            where_parts = ["fv2.feature_name != ?"]
+            vector_params = [vector_field]
+            if filter_clause:
+                where_parts.append(filter_clause)
+            where_sql = " AND ".join(where_parts)
+
             cur.execute(
                 f"""
                 select
@@ -586,29 +794,33 @@ def retrieve_online_documents_v2(
                     order by distance
                     limit ?
                 ) f
-                left join {table_name} fv
+                left join {_quote_id(table_name)} fv
                     on f.rowid = fv.rowid
-                left join {table_name} fv2
+                left join {_quote_id(table_name)} fv2
                     on fv.entity_key = fv2.entity_key
-                where fv2.feature_name != "{vector_field}"
+                where {where_sql}
                 """,
-                (
-                    query_embedding_bin,
-                    top_k,
-                ),
+                [query_embedding_bin, top_k] + vector_params + filter_params,
             )
         elif online_store.text_search_enabled:
+            where_parts_text = []
+            if filter_clause:
+                where_parts_text.append(filter_clause)
+            where_sql_text = (
+                "where " + " AND ".join(where_parts_text) if where_parts_text else ""
+            )
+
             cur.execute(
                 f"""
-            select
-                fv.entity_key,
-                fv.feature_name,
-                fv.value,
-                fv.vector_value,
-                f.distance,
-                fv.event_ts,
-                fv.created_ts
-                from {table_name} fv
+                select
+                    fv.entity_key,
+                    fv.feature_name,
+                    fv.value,
+                    fv.vector_value,
+                    f.distance,
+                    fv.event_ts,
+                    fv.created_ts
+                from {_quote_id(table_name)} fv
                 inner join (
                     select
                         fv_rowid,
@@ -619,8 +831,9 @@ def retrieve_online_documents_v2(
                     where search_table match ? order by distance limit ?
                 ) f
                     on f.entity_key = fv.entity_key
+                {where_sql_text}
                 """,
-                (query_string, top_k),
+                [query_string, top_k] + filter_params,
             )
 
         else:
@@ -716,7 +929,37 @@ def _initialize_conn(
     return db
 
 
-def _table_id(project: str, table: FeatureView, enable_versioning: bool = False) -> str:
+def _alter_table_add_column_if_missing(
+    conn: sqlite3.Connection,
+    table_name: str,
+    column_name: str,
+    column_type: str,
+) -> None:
+    """Add a column to an existing SQLite table, ignoring if it already exists.
+
+    SQLite's ALTER TABLE ADD COLUMN doesn't support IF NOT EXISTS, so we
+    catch the specific OperationalError for duplicate columns and re-raise
+    anything else (connection failures, disk errors, etc.).
+    """
+    try:
+        conn.execute(
+            f"ALTER TABLE {_quote_id(table_name)} ADD COLUMN {_quote_id(column_name)} {column_type}"
+        )
+    except sqlite3.OperationalError as e:
+        if "duplicate column name" not in str(e).lower():
+            raise
+
+
+def _quote_id(identifier: str) -> str:
+    """Quote a SQLite identifier to prevent SQL injection.
+
+    Uses the standard SQL double-quote mechanism:  any embedded
+    double-quote characters are escaped by doubling them.
+    """
+    return '"' + identifier.replace('"', '""') + '"'
+
+
+def _table_id(project: str, table: Any, enable_versioning: bool = False) -> str:
     return compute_table_id(project, table, enable_versioning)
 
 
@@ -732,11 +975,13 @@ class SqliteTable(InfraObject):
 
     path: str
     conn: sqlite3.Connection
+    _include_value_num: bool
 
-    def __init__(self, path: str, name: str):
+    def __init__(self, path: str, name: str, include_value_num: bool = False):
         super().__init__(name)
         self.path = path
         self.conn = _initialize_conn(path)
+        self._include_value_num = include_value_num
 
     def to_infra_object_proto(self) -> InfraObjectProto:
         sqlite_table_proto = self.to_proto()
@@ -774,12 +1019,15 @@ def update(self):
                 sqlite_vec.load(self.conn)
             except ModuleNotFoundError:
                 logging.warning("Cannot use sqlite_vec for vector search")
+        value_num_col = "value_num REAL," if self._include_value_num else ""
         self.conn.execute(
             f"""
             CREATE TABLE IF NOT EXISTS {self.name} (
                 entity_key BLOB,
                 feature_name TEXT,
                 value BLOB,
+                value_text TEXT,
+                {value_num_col}
                 vector_value BLOB,
                 event_ts timestamp,
                 created_ts timestamp,
@@ -790,6 +1038,11 @@ def update(self):
         self.conn.execute(
             f"CREATE INDEX IF NOT EXISTS {self.name}_ek ON {self.name} (entity_key);"
         )
+        _alter_table_add_column_if_missing(self.conn, self.name, "value_text", "TEXT")
+        if self._include_value_num:
+            _alter_table_add_column_if_missing(
+                self.conn, self.name, "value_num", "REAL"
+            )
 
     def teardown(self):
         self.conn.execute(f"DROP TABLE IF EXISTS {self.name}")
@@ -827,13 +1080,14 @@ def _generate_bm25_search_insert_query(
     """
     _string_fields = ", ".join(string_field_list)
     query = f"INSERT INTO search_table (entity_key, fv_rowid, {_string_fields})\nSELECT\n\tDISTINCT fv0.entity_key,\n\tfv0.rowid as fv_rowid"
-    from_query = f"\nFROM (select rowid, * from {table_name} where feature_name = '{string_field_list[0]}') fv0"
+    quoted_table = _quote_id(table_name)
+    from_query = f"\nFROM (select rowid, * from {quoted_table} where feature_name = '{string_field_list[0]}') fv0"
 
     for i, string_field in enumerate(string_field_list):
         query += f"\n\t,fv{i}.value as {string_field}"
         if i > 0:
             from_query += (
-                f"\nLEFT JOIN (select rowid, * from {table_name} where feature_name = '{string_field}') fv{i}"
+                f"\nLEFT JOIN (select rowid, * from {quoted_table} where feature_name = '{string_field}') fv{i}"
                 + f"\n\tON fv0.entity_key = fv{i}.entity_key"
             )
 
diff --git a/sdk/python/feast/infra/passthrough_provider.py b/sdk/python/feast/infra/passthrough_provider.py
index 20334e53a2e..6b51d8c9fc1 100644
--- a/sdk/python/feast/infra/passthrough_provider.py
+++ b/sdk/python/feast/infra/passthrough_provider.py
@@ -24,6 +24,7 @@
 from feast.feature_logging import FeatureServiceLoggingSource
 from feast.feature_service import FeatureService
 from feast.feature_view import FeatureView
+from feast.filter_models import ComparisonFilter, CompoundFilter
 from feast.infra.common.materialization_job import (
     MaterializationJobStatus,
     MaterializationTask,
@@ -142,8 +143,8 @@ def plan_infra(
     def update_infra(
         self,
         project: str,
-        tables_to_delete: Sequence[FeatureView],
-        tables_to_keep: Sequence[Union[FeatureView, OnDemandFeatureView]],
+        tables_to_delete: Sequence[BaseFeatureView],
+        tables_to_keep: Sequence[BaseFeatureView],
         entities_to_delete: Sequence[Entity],
         entities_to_keep: Sequence[Entity],
         partial: bool,
@@ -167,8 +168,8 @@ def update_infra(
         if self.batch_engine:
             self.batch_engine.update(
                 project,
-                tables_to_delete,
-                tables_to_keep,
+                tables_to_delete,  # type: ignore[arg-type]
+                tables_to_keep,  # type: ignore[arg-type]
                 entities_to_delete,
                 entities_to_keep,
             )
@@ -322,23 +323,25 @@ def retrieve_online_documents_v2(
         config: RepoConfig,
         table: FeatureView,
         requested_features: Optional[List[str]],
-        query: Optional[List[float]],
+        embedding: Optional[List[float]],
         top_k: int,
         distance_metric: Optional[str] = None,
         query_string: Optional[str] = None,
+        filters: Optional[Union[ComparisonFilter, CompoundFilter]] = None,
         include_feature_view_version_metadata: bool = False,
     ) -> List:
         result = []
         if self.online_store:
             result = self.online_store.retrieve_online_documents_v2(
-                config,
-                table,
-                requested_features,
-                query,
-                top_k,
-                distance_metric,
-                query_string,
-                include_feature_view_version_metadata,
+                config=config,
+                table=table,
+                requested_features=requested_features,
+                embedding=embedding,
+                top_k=top_k,
+                distance_metric=distance_metric,
+                query_string=query_string,
+                filters=filters,
+                include_feature_view_version_metadata=include_feature_view_version_metadata,
             )
         return result
 
@@ -478,6 +481,8 @@ def get_historical_features(
         full_feature_names: bool,
         **kwargs,
     ) -> RetrievalJob:
+        if kwargs.get("filter_by_created_timestamp"):
+            self.offline_store.ensure_filter_by_created_timestamp_supported()
         job = self.offline_store.get_historical_features(
             config=config,
             feature_views=feature_views,
diff --git a/sdk/python/feast/infra/provider.py b/sdk/python/feast/infra/provider.py
index 9bdf681fb69..c3912cd9f55 100644
--- a/sdk/python/feast/infra/provider.py
+++ b/sdk/python/feast/infra/provider.py
@@ -23,6 +23,7 @@
 from feast.data_source import DataSource
 from feast.entity import Entity
 from feast.feature_view import FeatureView
+from feast.filter_models import ComparisonFilter, CompoundFilter
 from feast.importer import import_class
 from feast.infra.infra_object import Infra
 from feast.infra.offline_stores.offline_store import OfflineStore, RetrievalJob
@@ -43,6 +44,7 @@
     "aws": "feast.infra.passthrough_provider.PassthroughProvider",
     "local": "feast.infra.passthrough_provider.PassthroughProvider",
     "azure": "feast.infra.passthrough_provider.PassthroughProvider",
+    "unity_catalog": "feast.infra.data_sources.contrib.iceberg_catalog.uc_provider.UnityCatalogProvider",
 }
 
 
@@ -69,8 +71,8 @@ def async_supported(self) -> ProviderAsyncMethods:
     def update_infra(
         self,
         project: str,
-        tables_to_delete: Sequence[FeatureView],
-        tables_to_keep: Sequence[Union[FeatureView, OnDemandFeatureView]],
+        tables_to_delete: Sequence[BaseFeatureView],
+        tables_to_keep: Sequence[BaseFeatureView],
         entities_to_delete: Sequence[Entity],
         entities_to_keep: Sequence[Entity],
         partial: bool,
@@ -466,10 +468,11 @@ def retrieve_online_documents_v2(
         config: RepoConfig,
         table: FeatureView,
         requested_features: List[str],
-        query: Optional[List[float]],
+        embedding: Optional[List[float]],
         top_k: int,
         distance_metric: Optional[str] = None,
         query_string: Optional[str] = None,
+        filters: Optional[Union[ComparisonFilter, CompoundFilter]] = None,
         include_feature_view_version_metadata: bool = False,
     ) -> List[
         Tuple[
@@ -489,6 +492,8 @@ def retrieve_online_documents_v2(
             query: The query embedding to search for (optional).
             top_k: The number of documents to return.
             query_string: The query string to search for using keyword search (bm25) (optional)
+            filters: Optional metadata filters (ComparisonFilter or CompoundFilter)
+                to narrow results before ranking.
 
         Returns:
             A list of dictionaries, where each dictionary contains the datetime, entitykey, and a dictionary
diff --git a/sdk/python/feast/infra/ray_initializer.py b/sdk/python/feast/infra/ray_initializer.py
index 9504e46a2b8..556eb20da66 100644
--- a/sdk/python/feast/infra/ray_initializer.py
+++ b/sdk/python/feast/infra/ray_initializer.py
@@ -262,9 +262,14 @@ def _connection_factory():
 
         return ray.data.read_sql(sql, _connection_factory, **kwargs)
 
-    def from_huggingface(self, dataset: Any, **kwargs) -> Any:
-        """Convert a HuggingFace datasets.Dataset to a Ray Dataset."""
-        return ray.data.from_huggingface(dataset, **kwargs)
+    def from_huggingface(
+        self, dataset_name: str, split: str = "train", **kwargs
+    ) -> Any:
+        """Load a HuggingFace dataset and convert to a Ray Dataset."""
+        from datasets import load_dataset
+
+        hf_dataset = load_dataset(dataset_name, split=split, **kwargs)
+        return ray.data.from_huggingface(hf_dataset)
 
     def from_pandas(self, df: Any) -> Any:
         """Create dataset from pandas DataFrame using standard Ray."""
@@ -282,12 +287,13 @@ def __init__(
         self,
         cluster_name: str,
         namespace: str,
-        auth_token: str,
-        auth_server: str,
+        auth_token: str = "",
+        auth_server: str = "",
         skip_tls: bool = False,
         enable_logging: bool = False,
         num_gpus: float = 0,
         worker_task_options: Optional[Dict[str, Any]] = None,
+        runtime_env: Optional[Dict[str, Any]] = None,
     ):
         """Initialize CodeFlare Ray wrapper with cluster connection parameters."""
         self.cluster_name = cluster_name
@@ -298,6 +304,7 @@ def __init__(
         self.enable_logging = enable_logging
         self.num_gpus = num_gpus
         self.worker_task_options = worker_task_options or {}
+        self.extra_runtime_env = runtime_env or {}
         self.cluster = None
 
         # Authenticate and setup Ray connection
@@ -305,7 +312,12 @@ def __init__(
         self._setup_ray_connection()
 
     def _authenticate_codeflare(self):
-        """Authenticate with CodeFlare SDK."""
+        """Authenticate with CodeFlare SDK. Skipped for in-cluster pods with no explicit token."""
+        if not self.auth_token or not self.auth_server:
+            logger.info(
+                "No auth_token/auth_server provided; assuming in-cluster auth via service account"
+            )
+            return
         try:
             from codeflare_sdk import TokenAuthentication
 
@@ -339,6 +351,18 @@ def _setup_ray_connection(self):
                 "pip": ["feast"],
                 "env_vars": {"RAY_DISABLE_IMPORT_WARNING": "1"},
             }
+            if self.extra_runtime_env:
+                extra_pip = self.extra_runtime_env.get("pip", [])
+                if extra_pip:
+                    runtime_env["pip"] = list(
+                        dict.fromkeys(runtime_env["pip"] + extra_pip)
+                    )
+                extra_env_vars = self.extra_runtime_env.get("env_vars", {})
+                if extra_env_vars:
+                    runtime_env["env_vars"].update(extra_env_vars)
+                for k, v in self.extra_runtime_env.items():
+                    if k not in ("pip", "env_vars"):
+                        runtime_env[k] = v
 
             ray.shutdown()
 
@@ -527,23 +551,28 @@ def _factory():
         remote_fn = _remote.options(**opts) if opts else _remote
         return RemoteDatasetProxy(remote_fn.remote(sql, connection_url, kwargs))
 
-    def from_huggingface(self, dataset: Any, **kwargs) -> Any:
-        """Convert a HuggingFace dataset - dispatched via @ray.remote to cluster workers.
+    def from_huggingface(
+        self, dataset_name: str, split: str = "train", **kwargs
+    ) -> Any:
+        """Load a HuggingFace dataset on a remote Ray worker and return a Ray Dataset.
 
-        Serialises the HuggingFace dataset and runs ray.data.from_huggingface()
-        on the cluster so the Ray Client driver is not involved in Ray Data ops.
+        The dataset is loaded directly on the worker to avoid serializing
+        memory-mapped HF Dataset objects across the network and to keep
+        driver memory usage near zero.
         """
         from feast.infra.ray_shared_utils import RemoteDatasetProxy
 
         @ray.remote
-        def _remote(hf_dataset, read_kwargs):
+        def _remote(ds_name, ds_split, extra_kwargs):
             import ray
+            from datasets import load_dataset
 
-            return ray.data.from_huggingface(hf_dataset, **read_kwargs)
+            hf_dataset = load_dataset(ds_name, split=ds_split, **extra_kwargs)
+            return ray.data.from_huggingface(hf_dataset)
 
         opts = self._get_task_options()
         remote_fn = _remote.options(**opts) if opts else _remote
-        return RemoteDatasetProxy(remote_fn.remote(dataset, kwargs))
+        return RemoteDatasetProxy(remote_fn.remote(dataset_name, split, kwargs))
 
     def from_pandas(self, df: Any) -> Any:
         """Create dataset from pandas DataFrame - dispatched via @ray.remote."""
@@ -764,12 +793,13 @@ def _initialize_kuberay(config: Any, enable_logging: bool = False) -> None:
     _ray_wrapper = CodeFlareRayWrapper(
         cluster_name=kuberay_config["cluster_name"],
         namespace=kuberay_config["namespace"],
-        auth_token=kuberay_config["auth_token"],
-        auth_server=kuberay_config["auth_server"],
+        auth_token=kuberay_config.get("auth_token", ""),
+        auth_server=kuberay_config.get("auth_server", ""),
         skip_tls=kuberay_config.get("skip_tls", False),
         enable_logging=enable_logging,
         num_gpus=getattr(config, "num_gpus", 0) or 0,
         worker_task_options=getattr(config, "worker_task_options", None),
+        runtime_env=kuberay_config.get("runtime_env"),
     )
 
     logger.info("KubeRay cluster connection established via CodeFlare SDK")
diff --git a/sdk/python/feast/infra/registry/base_registry.py b/sdk/python/feast/infra/registry/base_registry.py
index da4f291bc44..4256c82e50d 100644
--- a/sdk/python/feast/infra/registry/base_registry.py
+++ b/sdk/python/feast/infra/registry/base_registry.py
@@ -31,6 +31,7 @@
 from feast.feature_service import FeatureService
 from feast.feature_view import FeatureView
 from feast.infra.infra_object import Infra
+from feast.labeling.label_view import LabelView
 from feast.on_demand_feature_view import OnDemandFeatureView
 from feast.permissions.permission import Permission
 from feast.project import Project
@@ -41,6 +42,7 @@
     FeatureService as FeatureServiceProto,
 )
 from feast.protos.feast.core.FeatureView_pb2 import FeatureView as FeatureViewProto
+from feast.protos.feast.core.LabelView_pb2 import LabelView as LabelViewProto
 from feast.protos.feast.core.OnDemandFeatureView_pb2 import (
     OnDemandFeatureView as OnDemandFeatureViewProto,
 )
@@ -299,15 +301,32 @@ def _check_conflict(getter, not_found_exc, existing_type: str):
 
         # Check StreamFeatureView before FeatureView since StreamFeatureView is a subclass
         # Note: All getters raise FeatureViewNotFoundException (not type-specific exceptions)
-        if isinstance(feature_view, StreamFeatureView):
+        if isinstance(feature_view, LabelView):
             _check_conflict(
                 self.get_feature_view, FeatureViewNotFoundException, "FeatureView"
             )
+            _check_conflict(
+                self.get_stream_feature_view,
+                FeatureViewNotFoundException,
+                "StreamFeatureView",
+            )
             _check_conflict(
                 self.get_on_demand_feature_view,
                 FeatureViewNotFoundException,
                 "OnDemandFeatureView",
             )
+        elif isinstance(feature_view, StreamFeatureView):
+            _check_conflict(
+                self.get_feature_view, FeatureViewNotFoundException, "FeatureView"
+            )
+            _check_conflict(
+                self.get_on_demand_feature_view,
+                FeatureViewNotFoundException,
+                "OnDemandFeatureView",
+            )
+            _check_conflict(
+                self.get_label_view, FeatureViewNotFoundException, "LabelView"
+            )
         elif isinstance(feature_view, FeatureView):
             _check_conflict(
                 self.get_stream_feature_view,
@@ -319,6 +338,9 @@ def _check_conflict(getter, not_found_exc, existing_type: str):
                 FeatureViewNotFoundException,
                 "OnDemandFeatureView",
             )
+            _check_conflict(
+                self.get_label_view, FeatureViewNotFoundException, "LabelView"
+            )
         elif isinstance(feature_view, OnDemandFeatureView):
             _check_conflict(
                 self.get_feature_view, FeatureViewNotFoundException, "FeatureView"
@@ -328,6 +350,9 @@ def _check_conflict(getter, not_found_exc, existing_type: str):
                 FeatureViewNotFoundException,
                 "StreamFeatureView",
             )
+            _check_conflict(
+                self.get_label_view, FeatureViewNotFoundException, "LabelView"
+            )
 
     @abstractmethod
     def delete_feature_view(self, name: str, project: str, commit: bool = True):
@@ -368,6 +393,7 @@ def list_stream_feature_views(
         project: str,
         allow_cache: bool = False,
         tags: Optional[dict[str, str]] = None,
+        skip_udf: bool = False,
     ) -> List[StreamFeatureView]:
         """
         Retrieve a list of stream feature views from the registry
@@ -376,6 +402,7 @@ def list_stream_feature_views(
             project: Filter stream feature views based on project name
             allow_cache: Whether to allow returning stream feature views from a cached registry
             tags: Filter by tags
+            skip_udf: Skip deserializing UDFs (for metadata-only operations)
 
         Returns:
             List of stream feature views
@@ -407,6 +434,7 @@ def list_on_demand_feature_views(
         project: str,
         allow_cache: bool = False,
         tags: Optional[dict[str, str]] = None,
+        skip_udf: bool = False,
     ) -> List[OnDemandFeatureView]:
         """
         Retrieve a list of on demand feature views from the registry
@@ -415,12 +443,64 @@ def list_on_demand_feature_views(
             project: Filter on demand feature views based on project name
             allow_cache: Whether to allow returning on demand feature views from a cached registry
             tags: Filter by tags
+            skip_udf: Skip deserializing UDFs (for metadata-only operations)
 
         Returns:
             List of on demand feature views
         """
         raise NotImplementedError
 
+    # Label view operations
+    @abstractmethod
+    def get_label_view(
+        self, name: str, project: str, allow_cache: bool = False
+    ) -> LabelView:
+        """
+        Retrieves a label view.
+
+        Args:
+            name: Name of label view
+            project: Feast project that this label view belongs to
+            allow_cache: Whether to allow returning this label view from a cached registry
+
+        Returns:
+            Returns either the specified label view, or raises an exception if
+            none is found
+        """
+        raise NotImplementedError
+
+    @abstractmethod
+    def list_label_views(
+        self,
+        project: str,
+        allow_cache: bool = False,
+        tags: Optional[dict[str, str]] = None,
+    ) -> List[LabelView]:
+        """
+        Retrieve a list of label views from the registry
+
+        Args:
+            project: Filter label views based on project name
+            allow_cache: Whether to allow returning label views from a cached registry
+            tags: Filter by tags
+
+        Returns:
+            List of label views
+        """
+        raise NotImplementedError
+
+    @abstractmethod
+    def delete_label_view(self, name: str, project: str, commit: bool = True):
+        """
+        Deletes a label view or raises an exception if not found.
+
+        Args:
+            name: Name of label view
+            project: Feast project that this label view belongs to
+            commit: Whether the change should be persisted immediately
+        """
+        raise NotImplementedError
+
     # regular feature view operations
     @abstractmethod
     def get_feature_view(
@@ -446,6 +526,7 @@ def list_feature_views(
         project: str,
         allow_cache: bool = False,
         tags: Optional[dict[str, str]] = None,
+        skip_udf: bool = False,
     ) -> List[FeatureView]:
         """
         Retrieve a list of feature views from the registry
@@ -454,6 +535,7 @@ def list_feature_views(
             allow_cache: Allow returning feature views from the cached registry
             project: Filter feature views based on project name
             tags: Filter by tags
+            skip_udf: Skip deserializing UDFs (for metadata-only operations)
 
         Returns:
             List of feature views
@@ -484,6 +566,8 @@ def list_all_feature_views(
         project: str,
         allow_cache: bool = False,
         tags: Optional[dict[str, str]] = None,
+        skip_udf: bool = False,
+        updated_since: Optional[datetime] = None,
     ) -> List[BaseFeatureView]:
         """
         Retrieve a list of feature views of all types from the registry
@@ -492,6 +576,8 @@ def list_all_feature_views(
             allow_cache: Allow returning feature views from the cached registry
             project: Filter feature views based on project name
             tags: Filter by tags
+            skip_udf: Skip deserializing UDFs (for metadata-only operations)
+            updated_since: Only return feature views updated at or after this timestamp
 
         Returns:
             List of feature views
@@ -541,7 +627,7 @@ def get_feature_view_by_version(
     @abstractmethod
     def apply_materialization(
         self,
-        feature_view: Union[FeatureView, OnDemandFeatureView],
+        feature_view: Union[FeatureView, OnDemandFeatureView, "LabelView"],
         project: str,
         start_date: datetime,
         end_date: datetime,
@@ -612,6 +698,8 @@ def list_saved_datasets(
         project: str,
         allow_cache: bool = False,
         tags: Optional[dict[str, str]] = None,
+        namespace: Optional[str] = None,
+        collection: Optional[str] = None,
     ) -> List[SavedDataset]:
         """
         Retrieves a list of all saved datasets in specified project
@@ -620,6 +708,8 @@ def list_saved_datasets(
             project: Feast project
             allow_cache: Whether to allow returning this dataset from a cached registry
             tags: Filter by tags
+            namespace: Filter by logical namespace grouping
+            collection: Filter by collection sub-grouping within namespace
 
         Returns:
             Returns the list of SavedDatasets
@@ -911,6 +1001,16 @@ def refresh(self, project: Optional[str] = None):
         """Refreshes the state of the registry cache by fetching the registry state from the remote registry store."""
         raise NotImplementedError
 
+    def is_cache_valid(self) -> bool:
+        """Check whether the registry's local cache is still within its TTL.
+
+        Returns True if cached data can be used without a refresh.
+        Subclasses that support caching should override this.
+        Registries without caching always return False (every read goes
+        to the backing store).
+        """
+        return False
+
     # Lineage operations
     def get_registry_lineage(
         self,
@@ -1040,6 +1140,11 @@ def _build_registry_proto(
         for on_demand_feature_view in on_demand_feature_views:
             registry.on_demand_feature_views.append(on_demand_feature_view.to_proto())
 
+        # Add all label views
+        label_views = self.list_label_views(project=project, allow_cache=allow_cache)
+        for label_view in label_views:
+            registry.label_views.append(label_view.to_proto())
+
         # Add all feature services
         feature_services = self.list_feature_services(
             project=project, allow_cache=allow_cache
@@ -1143,6 +1248,13 @@ def to_dict(self, project: str) -> Dict[str, List[Any]]:
             )
             registry_dict["streamFeatureViews"].append(sfv_dict)
 
+        for label_view in sorted(
+            self.list_label_views(project=project),
+            key=lambda lv: lv.name,
+        ):
+            registry_dict["labelViews"].append(
+                self._message_to_sorted_dict(label_view.to_proto())
+            )
         for saved_dataset in sorted(
             self.list_saved_datasets(project=project), key=lambda item: item.name
         ):
@@ -1174,6 +1286,8 @@ def deserialize_registry_values(serialized_proto, feast_obj_type) -> Any:
             return StreamFeatureViewProto.FromString(serialized_proto)
         if feast_obj_type == OnDemandFeatureView:
             return OnDemandFeatureViewProto.FromString(serialized_proto)
+        if feast_obj_type == LabelView:
+            return LabelViewProto.FromString(serialized_proto)
         if feast_obj_type == FeatureService:
             return FeatureServiceProto.FromString(serialized_proto)
         if feast_obj_type == Permission:
diff --git a/sdk/python/feast/infra/registry/caching_registry.py b/sdk/python/feast/infra/registry/caching_registry.py
index ad6714d9796..81fc11ed025 100644
--- a/sdk/python/feast/infra/registry/caching_registry.py
+++ b/sdk/python/feast/infra/registry/caching_registry.py
@@ -3,7 +3,7 @@
 import threading
 import warnings
 from abc import abstractmethod
-from datetime import timedelta
+from datetime import datetime, timedelta
 from threading import Lock
 from typing import Any, Dict, List, Optional
 
@@ -15,6 +15,7 @@
 from feast.infra.infra_object import Infra
 from feast.infra.registry import proto_registry_utils
 from feast.infra.registry.base_registry import BaseRegistry
+from feast.labeling.label_view import LabelView
 from feast.on_demand_feature_view import OnDemandFeatureView
 from feast.permissions.permission import Permission
 from feast.project import Project
@@ -22,7 +23,7 @@
 from feast.protos.feast.core.Registry_pb2 import Registry as RegistryProto
 from feast.saved_dataset import SavedDataset, ValidationReference
 from feast.stream_feature_view import StreamFeatureView
-from feast.utils import _utc_now
+from feast.utils import _utc_now, to_naive_utc
 
 logger = logging.getLogger(__name__)
 
@@ -121,7 +122,11 @@ def get_any_feature_view(
 
     @abstractmethod
     def _list_all_feature_views(
-        self, project: str, tags: Optional[dict[str, str]]
+        self,
+        project: str,
+        tags: Optional[dict[str, str]],
+        updated_since: Optional[datetime] = None,
+        **kwargs: Any,
     ) -> List[BaseFeatureView]:
         pass
 
@@ -130,13 +135,28 @@ def list_all_feature_views(
         project: str,
         allow_cache: bool = False,
         tags: Optional[dict[str, str]] = None,
+        skip_udf: bool = False,
+        updated_since: Optional[datetime] = None,
     ) -> List[BaseFeatureView]:
         if allow_cache:
             self._refresh_cached_registry_if_necessary()
-            return proto_registry_utils.list_all_feature_views(
-                self.cached_registry_proto, project, tags
+            feature_views = proto_registry_utils.list_all_feature_views(
+                self.cached_registry_proto, project, tags, skip_udf=skip_udf
+            )
+            if updated_since is not None:
+                # last_updated_timestamp from proto is offset-naive UTC; normalise for comparison
+                cutoff = to_naive_utc(updated_since)
+                feature_views = [
+                    fv
+                    for fv in feature_views
+                    if fv.last_updated_timestamp is not None
+                    and fv.last_updated_timestamp >= cutoff
+                ]
+        else:
+            feature_views = self._list_all_feature_views(
+                project, tags, updated_since=updated_since, skip_udf=skip_udf
             )
-        return self._list_all_feature_views(project, tags)
+        return feature_views
 
     @abstractmethod
     def _get_feature_view(self, name: str, project: str) -> FeatureView:
@@ -154,7 +174,7 @@ def get_feature_view(
 
     @abstractmethod
     def _list_feature_views(
-        self, project: str, tags: Optional[dict[str, str]]
+        self, project: str, tags: Optional[dict[str, str]], **kwargs: Any
     ) -> List[FeatureView]:
         pass
 
@@ -163,13 +183,14 @@ def list_feature_views(
         project: str,
         allow_cache: bool = False,
         tags: Optional[dict[str, str]] = None,
+        skip_udf: bool = False,
     ) -> List[FeatureView]:
         if allow_cache:
             self._refresh_cached_registry_if_necessary()
             return proto_registry_utils.list_feature_views(
-                self.cached_registry_proto, project, tags
+                self.cached_registry_proto, project, tags, skip_udf=skip_udf
             )
-        return self._list_feature_views(project, tags)
+        return self._list_feature_views(project, tags, skip_udf=skip_udf)
 
     @abstractmethod
     def _get_on_demand_feature_view(
@@ -189,7 +210,7 @@ def get_on_demand_feature_view(
 
     @abstractmethod
     def _list_on_demand_feature_views(
-        self, project: str, tags: Optional[dict[str, str]]
+        self, project: str, tags: Optional[dict[str, str]], **kwargs: Any
     ) -> List[OnDemandFeatureView]:
         pass
 
@@ -198,13 +219,14 @@ def list_on_demand_feature_views(
         project: str,
         allow_cache: bool = False,
         tags: Optional[dict[str, str]] = None,
+        skip_udf: bool = False,
     ) -> List[OnDemandFeatureView]:
         if allow_cache:
             self._refresh_cached_registry_if_necessary()
             return proto_registry_utils.list_on_demand_feature_views(
-                self.cached_registry_proto, project, tags
+                self.cached_registry_proto, project, tags, skip_udf=skip_udf
             )
-        return self._list_on_demand_feature_views(project, tags)
+        return self._list_on_demand_feature_views(project, tags, skip_udf=skip_udf)
 
     @abstractmethod
     def _get_stream_feature_view(self, name: str, project: str) -> StreamFeatureView:
@@ -222,7 +244,7 @@ def get_stream_feature_view(
 
     @abstractmethod
     def _list_stream_feature_views(
-        self, project: str, tags: Optional[dict[str, str]]
+        self, project: str, tags: Optional[dict[str, str]], **kwargs: Any
     ) -> List[StreamFeatureView]:
         pass
 
@@ -231,13 +253,47 @@ def list_stream_feature_views(
         project: str,
         allow_cache: bool = False,
         tags: Optional[dict[str, str]] = None,
+        skip_udf: bool = False,
     ) -> List[StreamFeatureView]:
         if allow_cache:
             self._refresh_cached_registry_if_necessary()
             return proto_registry_utils.list_stream_feature_views(
+                self.cached_registry_proto, project, tags, skip_udf=skip_udf
+            )
+        return self._list_stream_feature_views(project, tags, skip_udf=skip_udf)
+
+    @abstractmethod
+    def _get_label_view(self, name: str, project: str) -> LabelView:
+        pass
+
+    def get_label_view(
+        self, name: str, project: str, allow_cache: bool = False
+    ) -> LabelView:
+        if allow_cache:
+            self._refresh_cached_registry_if_necessary()
+            return proto_registry_utils.get_label_view(
+                self.cached_registry_proto, name, project
+            )
+        return self._get_label_view(name, project)
+
+    @abstractmethod
+    def _list_label_views(
+        self, project: str, tags: Optional[dict[str, str]], **kwargs: Any
+    ) -> List[LabelView]:
+        pass
+
+    def list_label_views(
+        self,
+        project: str,
+        allow_cache: bool = False,
+        tags: Optional[dict[str, str]] = None,
+    ) -> List[LabelView]:
+        if allow_cache:
+            self._refresh_cached_registry_if_necessary()
+            return proto_registry_utils.list_label_views(
                 self.cached_registry_proto, project, tags
             )
-        return self._list_stream_feature_views(project, tags)
+        return self._list_label_views(project, tags)
 
     @abstractmethod
     def _get_feature_service(self, name: str, project: str) -> FeatureService:
@@ -288,7 +344,11 @@ def get_saved_dataset(
 
     @abstractmethod
     def _list_saved_datasets(
-        self, project: str, tags: Optional[dict[str, str]] = None
+        self,
+        project: str,
+        tags: Optional[dict[str, str]] = None,
+        namespace: Optional[str] = None,
+        collection: Optional[str] = None,
     ) -> List[SavedDataset]:
         pass
 
@@ -297,13 +357,21 @@ def list_saved_datasets(
         project: str,
         allow_cache: bool = False,
         tags: Optional[dict[str, str]] = None,
+        namespace: Optional[str] = None,
+        collection: Optional[str] = None,
     ) -> List[SavedDataset]:
         if allow_cache:
             self._refresh_cached_registry_if_necessary()
             return proto_registry_utils.list_saved_datasets(
-                self.cached_registry_proto, project, tags
+                self.cached_registry_proto,
+                project,
+                tags,
+                namespace=namespace,
+                collection=collection,
             )
-        return self._list_saved_datasets(project, tags)
+        return self._list_saved_datasets(
+            project, tags, namespace=namespace, collection=collection
+        )
 
     @abstractmethod
     def _get_validation_reference(self, name: str, project: str) -> ValidationReference:
@@ -438,32 +506,26 @@ def refresh(self, project: Optional[str] = None):
         except Exception as e:
             logger.debug(f"Error while refreshing registry: {e}", exc_info=True)
 
+    def is_cache_valid(self) -> bool:
+        if (
+            self.cached_registry_proto is None
+            or self.cached_registry_proto == RegistryProto()
+        ):
+            return False
+        if (
+            not hasattr(self, "cached_registry_proto_created")
+            or self.cached_registry_proto_created is None
+        ):
+            return False
+        if self.cached_registry_proto_ttl.total_seconds() > 0 and _utc_now() > (
+            self.cached_registry_proto_created + self.cached_registry_proto_ttl
+        ):
+            return False
+        return True
+
     def _refresh_cached_registry_if_necessary(self):
         if self.cache_mode == "sync":
-
-            def is_cache_expired():
-                if (
-                    self.cached_registry_proto is None
-                    or self.cached_registry_proto == RegistryProto()
-                ):
-                    return True
-
-                # Cache is expired if creation time is None
-                if (
-                    not hasattr(self, "cached_registry_proto_created")
-                    or self.cached_registry_proto_created is None
-                ):
-                    return True
-
-                # Cache is expired if TTL > 0 and current time exceeds creation + TTL
-                if self.cached_registry_proto_ttl.total_seconds() > 0 and _utc_now() > (
-                    self.cached_registry_proto_created + self.cached_registry_proto_ttl
-                ):
-                    return True
-
-                return False
-
-            if is_cache_expired():
+            if not self.is_cache_valid():
                 if not self._refresh_lock.acquire(blocking=False):
                     logger.debug(
                         "Skipping refresh if lock is already held by another thread"
diff --git a/sdk/python/feast/infra/registry/proto_registry_utils.py b/sdk/python/feast/infra/registry/proto_registry_utils.py
index 82b7f3e8aaa..2be5e7f2cb6 100644
--- a/sdk/python/feast/infra/registry/proto_registry_utils.py
+++ b/sdk/python/feast/infra/registry/proto_registry_utils.py
@@ -18,6 +18,7 @@
 )
 from feast.feature_service import FeatureService
 from feast.feature_view import FeatureView
+from feast.labeling.label_view import LabelView
 from feast.on_demand_feature_view import OnDemandFeatureView
 from feast.permissions.permission import Permission
 from feast.project import Project
@@ -57,15 +58,19 @@ def wrapper(
         registry_proto: RegistryProto,
         project: str,
         tags: Optional[dict[str, str]],
+        **kwargs,
     ):
         nonlocal cache_key, cache_value
 
-        key = tuple([id(registry_proto), registry_proto.version_id, project, tags])
+        kwargs_key = tuple(sorted(kwargs.items())) if kwargs else ()
+        key = tuple(
+            [id(registry_proto), registry_proto.version_id, project, tags, kwargs_key]
+        )
 
         if key == cache_key:
             return cache_value
         else:
-            cache_value = func(registry_proto, project, tags)
+            cache_value = func(registry_proto, project, tags, **kwargs)
             cache_key = key
             return cache_value
 
@@ -145,6 +150,13 @@ def get_any_feature_view(
         ):
             return OnDemandFeatureView.from_proto(on_demand_feature_view)
 
+    for label_view_proto in registry_proto.label_views:
+        if (
+            label_view_proto.spec.name == name
+            and label_view_proto.spec.project == project
+        ):
+            return LabelView.from_proto(label_view_proto)
+
     raise FeatureViewNotFoundException(name, project)
 
 
@@ -155,6 +167,9 @@ def get_feature_view_by_version(
     from feast.protos.feast.core.FeatureView_pb2 import (
         FeatureView as FeatureViewProto,
     )
+    from feast.protos.feast.core.LabelView_pb2 import (
+        LabelView as LabelViewProto,
+    )
     from feast.protos.feast.core.OnDemandFeatureView_pb2 import (
         OnDemandFeatureView as OnDemandFeatureViewProto,
     )
@@ -169,6 +184,7 @@ def get_feature_view_by_version(
             and record.project_id == project
             and record.version_number == version_number
         ):
+            fv: BaseFeatureView
             if record.feature_view_type == "feature_view":
                 fv_proto = FeatureViewProto.FromString(record.feature_view_proto)
                 fv = FeatureView.from_proto(fv_proto)
@@ -180,6 +196,9 @@ def get_feature_view_by_version(
                     record.feature_view_proto
                 )
                 fv = OnDemandFeatureView.from_proto(odfv_proto)
+            elif record.feature_view_type == "label_view":
+                lv_proto = LabelViewProto.FromString(record.feature_view_proto)
+                fv = LabelView.from_proto(lv_proto)
             else:
                 raise ValueError(
                     f"Unknown feature view type: {record.feature_view_type}"
@@ -279,31 +298,43 @@ def list_feature_services(
 
 @registry_proto_cache_with_tags
 def list_all_feature_views(
-    registry_proto: RegistryProto, project: str, tags: Optional[dict[str, str]]
+    registry_proto: RegistryProto,
+    project: str,
+    tags: Optional[dict[str, str]],
+    skip_udf: bool = False,
 ) -> List[BaseFeatureView]:
     return (
-        list_feature_views(registry_proto, project, tags)
-        + list_stream_feature_views(registry_proto, project, tags)
-        + list_on_demand_feature_views(registry_proto, project, tags)
+        list_feature_views(registry_proto, project, tags, skip_udf=skip_udf)
+        + list_stream_feature_views(registry_proto, project, tags, skip_udf=skip_udf)
+        + list_on_demand_feature_views(registry_proto, project, tags, skip_udf=skip_udf)
+        + list_label_views(registry_proto, project, tags)
     )
 
 
 @registry_proto_cache_with_tags
 def list_feature_views(
-    registry_proto: RegistryProto, project: str, tags: Optional[dict[str, str]]
+    registry_proto: RegistryProto,
+    project: str,
+    tags: Optional[dict[str, str]],
+    skip_udf: bool = False,
 ) -> List[FeatureView]:
     feature_views: List[FeatureView] = []
     for feature_view_proto in registry_proto.feature_views:
         if feature_view_proto.spec.project == project and utils.has_all_tags(
             feature_view_proto.spec.tags, tags
         ):
-            feature_views.append(FeatureView.from_proto(feature_view_proto))
+            feature_views.append(
+                FeatureView.from_proto(feature_view_proto, skip_udf=skip_udf)
+            )
     return feature_views
 
 
 @registry_proto_cache_with_tags
 def list_stream_feature_views(
-    registry_proto: RegistryProto, project: str, tags: Optional[dict[str, str]]
+    registry_proto: RegistryProto,
+    project: str,
+    tags: Optional[dict[str, str]],
+    skip_udf: bool = False,
 ) -> List[StreamFeatureView]:
     stream_feature_views = []
     for stream_feature_view in registry_proto.stream_feature_views:
@@ -311,14 +342,17 @@ def list_stream_feature_views(
             stream_feature_view.spec.tags, tags
         ):
             stream_feature_views.append(
-                StreamFeatureView.from_proto(stream_feature_view)
+                StreamFeatureView.from_proto(stream_feature_view, skip_udf=skip_udf)
             )
     return stream_feature_views
 
 
 @registry_proto_cache_with_tags
 def list_on_demand_feature_views(
-    registry_proto: RegistryProto, project: str, tags: Optional[dict[str, str]]
+    registry_proto: RegistryProto,
+    project: str,
+    tags: Optional[dict[str, str]],
+    skip_udf: bool = False,
 ) -> List[OnDemandFeatureView]:
     on_demand_feature_views = []
     for on_demand_feature_view in registry_proto.on_demand_feature_views:
@@ -326,11 +360,36 @@ def list_on_demand_feature_views(
             on_demand_feature_view.spec.tags, tags
         ):
             on_demand_feature_views.append(
-                OnDemandFeatureView.from_proto(on_demand_feature_view)
+                OnDemandFeatureView.from_proto(
+                    on_demand_feature_view, skip_udf=skip_udf
+                )
             )
     return on_demand_feature_views
 
 
+def get_label_view(registry_proto: RegistryProto, name: str, project: str) -> LabelView:
+    for label_view_proto in registry_proto.label_views:
+        if (
+            label_view_proto.spec.name == name
+            and label_view_proto.spec.project == project
+        ):
+            return LabelView.from_proto(label_view_proto)
+    raise FeatureViewNotFoundException(name, project)
+
+
+@registry_proto_cache_with_tags
+def list_label_views(
+    registry_proto: RegistryProto, project: str, tags: Optional[dict[str, str]]
+) -> List[LabelView]:
+    label_views = []
+    for label_view_proto in registry_proto.label_views:
+        if label_view_proto.spec.project == project and utils.has_all_tags(
+            label_view_proto.spec.tags, tags
+        ):
+            label_views.append(LabelView.from_proto(label_view_proto))
+    return label_views
+
+
 @registry_proto_cache_with_tags
 def list_entities(
     registry_proto: RegistryProto, project: str, tags: Optional[dict[str, str]]
@@ -359,14 +418,23 @@ def list_data_sources(
 
 @registry_proto_cache_with_tags
 def list_saved_datasets(
-    registry_proto: RegistryProto, project: str, tags: Optional[dict[str, str]]
+    registry_proto: RegistryProto,
+    project: str,
+    tags: Optional[dict[str, str]],
+    namespace: Optional[str] = None,
+    collection: Optional[str] = None,
 ) -> List[SavedDataset]:
     saved_datasets = []
     for saved_dataset in registry_proto.saved_datasets:
-        if saved_dataset.spec.project == project and utils.has_all_tags(
-            saved_dataset.spec.tags, tags
-        ):
-            saved_datasets.append(SavedDataset.from_proto(saved_dataset))
+        if saved_dataset.spec.project != project:
+            continue
+        if not utils.has_all_tags(saved_dataset.spec.tags, tags):
+            continue
+        if namespace is not None and saved_dataset.spec.namespace != namespace:
+            continue
+        if collection is not None and saved_dataset.spec.collection != collection:
+            continue
+        saved_datasets.append(SavedDataset.from_proto(saved_dataset))
     return saved_datasets
 
 
diff --git a/sdk/python/feast/infra/registry/registry.py b/sdk/python/feast/infra/registry/registry.py
index e26595ad4af..5737df06881 100644
--- a/sdk/python/feast/infra/registry/registry.py
+++ b/sdk/python/feast/infra/registry/registry.py
@@ -19,6 +19,7 @@
 from typing import Any, Dict, List, Optional, Union
 from urllib.parse import urlparse
 
+from google.protobuf.duration_pb2 import Duration
 from google.protobuf.internal.containers import RepeatedCompositeFieldContainer
 from google.protobuf.message import Message
 
@@ -36,15 +37,17 @@
     PermissionNotFoundException,
     ProjectNotFoundException,
     ProjectObjectNotFoundException,
+    SavedDatasetNotFound,
     ValidationReferenceNotFound,
 )
 from feast.feature_service import FeatureService
-from feast.feature_view import FeatureView
+from feast.feature_view import FeatureView, FeatureViewState
 from feast.importer import import_class
 from feast.infra.infra_object import Infra
 from feast.infra.registry import proto_registry_utils
 from feast.infra.registry.base_registry import BaseRegistry
 from feast.infra.registry.registry_store import NoopRegistryStore
+from feast.labeling.label_view import LabelView
 from feast.on_demand_feature_view import OnDemandFeatureView
 from feast.permissions.auth_model import AuthConfig, NoAuthConfig
 from feast.permissions.permission import Permission
@@ -56,7 +59,7 @@
 from feast.repo_contents import RepoContents
 from feast.saved_dataset import SavedDataset, ValidationReference
 from feast.stream_feature_view import StreamFeatureView
-from feast.utils import _utc_now
+from feast.utils import _utc_now, to_naive_utc
 from feast.version_utils import (
     generate_version_id,
     parse_version,
@@ -89,6 +92,7 @@ class FeastObjectType(Enum):
     FEATURE_VIEW = "feature view"
     ON_DEMAND_FEATURE_VIEW = "on demand feature view"
     STREAM_FEATURE_VIEW = "stream feature view"
+    LABEL_VIEW = "label view"
     FEATURE_SERVICE = "feature service"
     PERMISSION = "permission"
 
@@ -111,6 +115,7 @@ def get_objects_from_registry(
             FeastObjectType.STREAM_FEATURE_VIEW: registry.list_stream_feature_views(
                 project=project,
             ),
+            FeastObjectType.LABEL_VIEW: registry.list_label_views(project=project),
             FeastObjectType.FEATURE_SERVICE: registry.list_feature_services(
                 project=project
             ),
@@ -128,6 +133,7 @@ def get_objects_from_repo_contents(
             FeastObjectType.FEATURE_VIEW: repo_contents.feature_views,
             FeastObjectType.ON_DEMAND_FEATURE_VIEW: repo_contents.on_demand_feature_views,
             FeastObjectType.STREAM_FEATURE_VIEW: repo_contents.stream_feature_views,
+            FeastObjectType.LABEL_VIEW: repo_contents.label_views,
             FeastObjectType.FEATURE_SERVICE: repo_contents.feature_services,
             FeastObjectType.PERMISSION: repo_contents.permissions,
         }
@@ -150,6 +156,12 @@ def get_registry_store_class_from_type(registry_store_type: str):
 
 def get_registry_store_class_from_scheme(registry_path: str):
     uri = urlparse(registry_path)
+    if uri.scheme == "" or (
+        len(uri.scheme) == 1 and registry_path[1:3] in (":\\", ":/")
+    ):
+        registry_store_type = REGISTRY_STORE_CLASS_FOR_SCHEME["file"]
+        return get_registry_store_class_from_type(registry_store_type)
+
     if uri.scheme not in REGISTRY_STORE_CLASS_FOR_SCHEME:
         raise Exception(
             f"Registry path {registry_path} has unsupported scheme {uri.scheme}. "
@@ -442,6 +454,7 @@ def delete_data_source(self, name: str, project: str, commit: bool = True):
     def apply_feature_service(
         self, feature_service: FeatureService, project: str, commit: bool = True
     ):
+        feature_service.prepare_for_apply(self, project, allow_cache=True)
         now = _utc_now()
         if not feature_service.created_timestamp:
             feature_service.created_timestamp = now
@@ -494,7 +507,9 @@ def get_entity(self, name: str, project: str, allow_cache: bool = False) -> Enti
         return proto_registry_utils.get_entity(registry_proto, name, project)
 
     def _infer_fv_type_string(self, feature_view) -> str:
-        if isinstance(feature_view, StreamFeatureView):
+        if isinstance(feature_view, LabelView):
+            return "label_view"
+        elif isinstance(feature_view, StreamFeatureView):
             return "stream_feature_view"
         elif isinstance(feature_view, FeatureView):
             return "feature_view"
@@ -507,6 +522,9 @@ def _proto_class_for_type(self, fv_type: str):
         from feast.protos.feast.core.FeatureView_pb2 import (
             FeatureView as FeatureViewProto,
         )
+        from feast.protos.feast.core.LabelView_pb2 import (
+            LabelView as LabelViewProto,
+        )
         from feast.protos.feast.core.OnDemandFeatureView_pb2 import (
             OnDemandFeatureView as OnDemandFeatureViewProto,
         )
@@ -514,7 +532,9 @@ def _proto_class_for_type(self, fv_type: str):
             StreamFeatureView as StreamFeatureViewProto,
         )
 
-        if fv_type == "stream_feature_view":
+        if fv_type == "label_view":
+            return LabelViewProto, LabelView
+        elif fv_type == "stream_feature_view":
             return StreamFeatureViewProto, StreamFeatureView
         elif fv_type == "feature_view":
             return FeatureViewProto, FeatureView
@@ -550,6 +570,7 @@ def _update_metadata_fields(
     ) -> None:
         """Update non-version-significant fields without creating new version."""
         from feast.feature_view import FeatureView
+        from feast.labeling.label_view import LabelView
 
         # Metadata fields
         existing_proto.spec.description = updated_fv.description
@@ -559,16 +580,25 @@ def _update_metadata_fields(
         if hasattr(existing_proto.spec, "version") and hasattr(updated_fv, "version"):
             existing_proto.spec.version = getattr(updated_fv, "version")
 
-        # Configuration fields (FeatureView)
-        if (
-            hasattr(existing_proto.spec, "ttl")
-            and hasattr(updated_fv, "ttl")
-            and updated_fv.ttl
-        ):
+        # Configuration fields (FeatureView / LabelView TTL)
+        # Note: don't gate this on `updated_fv.ttl` being truthy -- None and
+        # timedelta(0) are both the documented way to express "no ttl", and
+        # are falsy, so that check would silently drop the update exactly
+        # when a user clears an existing ttl.
+        if hasattr(existing_proto.spec, "ttl") and hasattr(updated_fv, "ttl"):
             if isinstance(updated_fv, FeatureView):
                 ttl_duration = updated_fv.get_ttl_duration()
-                if ttl_duration:
-                    existing_proto.spec.ttl.CopyFrom(ttl_duration)
+                existing_proto.spec.ttl.CopyFrom(
+                    ttl_duration if ttl_duration is not None else Duration()
+                )
+            elif isinstance(updated_fv, LabelView):
+                ttl_duration = Duration()
+                if updated_fv.ttl is not None:
+                    try:
+                        ttl_duration.FromTimedelta(updated_fv.ttl)
+                    except (ValueError, OverflowError) as e:
+                        raise ValueError(f"Invalid TTL value: {updated_fv.ttl}") from e
+                existing_proto.spec.ttl.CopyFrom(ttl_duration)
         if hasattr(existing_proto.spec, "online") and hasattr(updated_fv, "online"):
             existing_proto.spec.online = getattr(updated_fv, "online")
         if hasattr(existing_proto.spec, "offline") and hasattr(updated_fv, "offline"):
@@ -580,6 +610,20 @@ def _update_metadata_fields(
                 updated_fv, "enable_validation"
             )
 
+        # Enabled/disabled state
+        if hasattr(existing_proto.spec, "disabled") and hasattr(updated_fv, "enabled"):
+            existing_proto.spec.disabled = not getattr(updated_fv, "enabled")
+
+        # Lifecycle state — skip STATE_UNSPECIFIED so that ``feast apply``
+        # does not accidentally reset an AVAILABLE_ONLINE view.
+        if hasattr(existing_proto.meta, "state") and hasattr(updated_fv, "state"):
+            state_val = getattr(updated_fv, "state")
+            if (
+                isinstance(state_val, FeatureViewState)
+                and state_val != FeatureViewState.STATE_UNSPECIFIED
+            ):
+                existing_proto.meta.state = state_val.to_proto()
+
         # OnDemandFeatureView configuration
         if hasattr(existing_proto.spec, "write_to_online_store") and hasattr(
             updated_fv, "write_to_online_store"
@@ -592,6 +636,23 @@ def _update_metadata_fields(
         ):
             existing_proto.spec.singleton = getattr(updated_fv, "singleton")
 
+        # LabelView-specific configuration
+        if hasattr(existing_proto.spec, "labeler_field") and hasattr(
+            updated_fv, "labeler_field"
+        ):
+            existing_proto.spec.labeler_field = updated_fv.labeler_field
+        if hasattr(existing_proto.spec, "conflict_policy") and hasattr(
+            updated_fv, "conflict_policy"
+        ):
+            existing_proto.spec.conflict_policy = updated_fv.conflict_policy.to_proto()
+
+        if hasattr(existing_proto.spec, "reference_feature_view") and hasattr(
+            updated_fv, "reference_feature_view"
+        ):
+            existing_proto.spec.reference_feature_view = (
+                updated_fv.reference_feature_view or ""
+            )
+
         # Data sources (treat as configuration)
         if (
             hasattr(existing_proto.spec, "batch_source")
@@ -766,7 +827,9 @@ def apply_feature_view(
 
         self._check_conflicting_feature_view_names(feature_view, project)
         existing_feature_views_of_same_type: RepeatedCompositeFieldContainer
-        if isinstance(feature_view, StreamFeatureView):
+        if isinstance(feature_view, LabelView):
+            existing_feature_views_of_same_type = self.cached_registry_proto.label_views
+        elif isinstance(feature_view, StreamFeatureView):
             existing_feature_views_of_same_type = (
                 self.cached_registry_proto.stream_feature_views
             )
@@ -877,12 +940,13 @@ def list_stream_feature_views(
         project: str,
         allow_cache: bool = False,
         tags: Optional[dict[str, str]] = None,
+        skip_udf: bool = False,
     ) -> List[StreamFeatureView]:
         registry_proto = self._get_registry_proto(
             project=project, allow_cache=allow_cache
         )
         return proto_registry_utils.list_stream_feature_views(
-            registry_proto, project, tags
+            registry_proto, project, tags, skip_udf=skip_udf
         )
 
     def list_on_demand_feature_views(
@@ -890,12 +954,13 @@ def list_on_demand_feature_views(
         project: str,
         allow_cache: bool = False,
         tags: Optional[dict[str, str]] = None,
+        skip_udf: bool = False,
     ) -> List[OnDemandFeatureView]:
         registry_proto = self._get_registry_proto(
             project=project, allow_cache=allow_cache
         )
         return proto_registry_utils.list_on_demand_feature_views(
-            registry_proto, project, tags
+            registry_proto, project, tags, skip_udf=skip_udf
         )
 
     def get_on_demand_feature_view(
@@ -908,6 +973,42 @@ def get_on_demand_feature_view(
             registry_proto, name, project
         )
 
+    def list_label_views(
+        self,
+        project: str,
+        allow_cache: bool = False,
+        tags: Optional[dict[str, str]] = None,
+    ) -> List[LabelView]:
+        registry_proto = self._get_registry_proto(
+            project=project, allow_cache=allow_cache
+        )
+        return proto_registry_utils.list_label_views(registry_proto, project, tags)
+
+    def get_label_view(
+        self, name: str, project: str, allow_cache: bool = False
+    ) -> LabelView:
+        registry_proto = self._get_registry_proto(
+            project=project, allow_cache=allow_cache
+        )
+        return proto_registry_utils.get_label_view(registry_proto, name, project)
+
+    def delete_label_view(self, name: str, project: str, commit: bool = True):
+        self._prepare_registry_for_changes(project)
+        assert self.cached_registry_proto
+
+        for idx, existing_label_view_proto in enumerate(
+            self.cached_registry_proto.label_views
+        ):
+            if (
+                existing_label_view_proto.spec.name == name
+                and existing_label_view_proto.spec.project == project
+            ):
+                del self.cached_registry_proto.label_views[idx]
+                if commit:
+                    self.commit()
+                return
+        raise FeatureViewNotFoundException(name, project)
+
     def get_data_source(
         self, name: str, project: str, allow_cache: bool = False
     ) -> DataSource:
@@ -918,12 +1019,18 @@ def get_data_source(
 
     def apply_materialization(
         self,
-        feature_view: Union[FeatureView, OnDemandFeatureView],
+        feature_view: Union[FeatureView, OnDemandFeatureView, LabelView],
         project: str,
         start_date: datetime,
         end_date: datetime,
         commit: bool = True,
     ):
+        if isinstance(feature_view, LabelView):
+            raise ValueError(
+                f"Cannot apply materialization for LabelView {feature_view.name}. "
+                f"Use FeatureStore.push() to write labels."
+            )
+
         self._prepare_registry_for_changes(project)
         assert self.cached_registry_proto
 
@@ -941,6 +1048,9 @@ def apply_materialization(
                     (start_date, end_date)
                 )
                 existing_feature_view.last_updated_timestamp = _utc_now()
+                # Transition state to AVAILABLE_ONLINE after materialization.
+                if hasattr(existing_feature_view, "state"):
+                    existing_feature_view.state = FeatureViewState.AVAILABLE_ONLINE
                 feature_view_proto = existing_feature_view.to_proto()
                 feature_view_proto.spec.project = project
                 del self.cached_registry_proto.feature_views[idx]
@@ -963,6 +1073,11 @@ def apply_materialization(
                     (start_date, end_date)
                 )
                 existing_stream_feature_view.last_updated_timestamp = _utc_now()
+                # Transition state to AVAILABLE_ONLINE after materialization.
+                if hasattr(existing_stream_feature_view, "state"):
+                    existing_stream_feature_view.state = (
+                        FeatureViewState.AVAILABLE_ONLINE
+                    )
                 stream_feature_view_proto = existing_stream_feature_view.to_proto()
                 stream_feature_view_proto.spec.project = project
                 del self.cached_registry_proto.stream_feature_views[idx]
@@ -978,13 +1093,25 @@ def list_all_feature_views(
         project: str,
         allow_cache: bool = False,
         tags: Optional[dict[str, str]] = None,
+        skip_udf: bool = False,
+        updated_since: Optional[datetime] = None,
     ) -> List[BaseFeatureView]:
         registry_proto = self._get_registry_proto(
             project=project, allow_cache=allow_cache
         )
-        return proto_registry_utils.list_all_feature_views(
-            registry_proto, project, tags
+        feature_views = proto_registry_utils.list_all_feature_views(
+            registry_proto, project, tags, skip_udf=skip_udf
         )
+        if updated_since is not None:
+            # last_updated_timestamp from proto is offset-naive UTC; normalise for comparison
+            cutoff = to_naive_utc(updated_since)
+            feature_views = [
+                fv
+                for fv in feature_views
+                if fv.last_updated_timestamp is not None
+                and fv.last_updated_timestamp >= cutoff
+            ]
+        return feature_views
 
     def get_any_feature_view(
         self, name: str, project: str, allow_cache: bool = False
@@ -999,11 +1126,14 @@ def list_feature_views(
         project: str,
         allow_cache: bool = False,
         tags: Optional[dict[str, str]] = None,
+        skip_udf: bool = False,
     ) -> List[FeatureView]:
         registry_proto = self._get_registry_proto(
             project=project, allow_cache=allow_cache
         )
-        return proto_registry_utils.list_feature_views(registry_proto, project, tags)
+        return proto_registry_utils.list_feature_views(
+            registry_proto, project, tags, skip_udf=skip_udf
+        )
 
     def get_feature_view(
         self, name: str, project: str, allow_cache: bool = False
@@ -1080,6 +1210,18 @@ def delete_feature_view(self, name: str, project: str, commit: bool = True):
                     found = True
                     break
 
+        if not found:
+            for idx, existing_label_view_proto in enumerate(
+                self.cached_registry_proto.label_views
+            ):
+                if (
+                    existing_label_view_proto.spec.name == name
+                    and existing_label_view_proto.spec.project == project
+                ):
+                    del self.cached_registry_proto.label_views[idx]
+                    found = True
+                    break
+
         if not found:
             raise FeatureViewNotFoundException(name, project)
 
@@ -1168,11 +1310,36 @@ def list_saved_datasets(
         project: str,
         allow_cache: bool = False,
         tags: Optional[dict[str, str]] = None,
+        namespace: Optional[str] = None,
+        collection: Optional[str] = None,
     ) -> List[SavedDataset]:
         registry_proto = self._get_registry_proto(
             project=project, allow_cache=allow_cache
         )
-        return proto_registry_utils.list_saved_datasets(registry_proto, project, tags)
+        return proto_registry_utils.list_saved_datasets(
+            registry_proto,
+            project,
+            tags,
+            namespace=namespace,
+            collection=collection,
+        )
+
+    def delete_saved_dataset(self, name: str, project: str, commit: bool = True):
+        self._prepare_registry_for_changes(project)
+        assert self.cached_registry_proto
+
+        for idx, existing_saved_dataset_proto in enumerate(
+            self.cached_registry_proto.saved_datasets
+        ):
+            if (
+                existing_saved_dataset_proto.spec.name == name
+                and existing_saved_dataset_proto.spec.project == project
+            ):
+                del self.cached_registry_proto.saved_datasets[idx]
+                if commit:
+                    self.commit()
+                return
+        raise SavedDatasetNotFound(name, project=project)
 
     def apply_validation_reference(
         self,
@@ -1259,6 +1426,17 @@ def refresh(self, project: Optional[str] = None):
         """Refreshes the state of the registry cache by fetching the registry state from the remote registry store."""
         self._get_registry_proto(project=project, allow_cache=False)
 
+    def is_cache_valid(self) -> bool:
+        if self.cached_registry_proto_created is None:
+            return False
+        if (
+            self.cached_registry_proto_ttl.total_seconds() > 0
+            and _utc_now()
+            > self.cached_registry_proto_created + self.cached_registry_proto_ttl
+        ):
+            return False
+        return True
+
     def teardown(self):
         """Tears down (removes) the registry."""
         self._registry_store.teardown()
@@ -1387,7 +1565,8 @@ def _existing_feature_view_names_to_fvs(self, project: str) -> Dict[str, Message
             for fv in self.cached_registry_proto.stream_feature_views
             if fv.spec.project == project
         }
-        return {**odfvs, **fvs, **sfv}
+        lvs = {lv.spec.name: lv for lv in self.cached_registry_proto.label_views}
+        return {**odfvs, **fvs, **sfv, **lvs}
 
     def get_permission(
         self, name: str, project: str, allow_cache: bool = False
@@ -1520,6 +1699,9 @@ def delete_project(
                 for feature_view in list_feature_views:
                     self.delete_feature_view(feature_view.name, name)
 
+                for lv in self.list_label_views(name):
+                    self.delete_label_view(lv.name, name)
+
                 list_data_sources = self.list_data_sources(name)
                 for data_source in list_data_sources:
                     self.delete_data_source(data_source.name, name)
diff --git a/sdk/python/feast/infra/registry/remote.py b/sdk/python/feast/infra/registry/remote.py
index c553a55f754..e452ad6bb58 100644
--- a/sdk/python/feast/infra/registry/remote.py
+++ b/sdk/python/feast/infra/registry/remote.py
@@ -17,6 +17,7 @@
 from feast.feature_view import FeatureView
 from feast.infra.infra_object import Infra
 from feast.infra.registry.base_registry import BaseRegistry
+from feast.labeling.label_view import LabelView
 from feast.on_demand_feature_view import OnDemandFeatureView
 from feast.permissions.auth_model import AuthConfig, NoAuthConfig
 from feast.permissions.client.grpc_client_auth_interceptor import (
@@ -35,7 +36,10 @@
 def extract_base_feature_view(
     any_feature_view: RegistryServer_pb2.AnyFeatureView,
 ) -> BaseFeatureView:
+    from feast.labeling.label_view import LabelView
+
     feature_view_type = any_feature_view.WhichOneof("any_feature_view")
+    feature_view: BaseFeatureView
     if feature_view_type == "feature_view":
         feature_view = FeatureView.from_proto(any_feature_view.feature_view)
     elif feature_view_type == "on_demand_feature_view":
@@ -46,6 +50,12 @@ def extract_base_feature_view(
         feature_view = StreamFeatureView.from_proto(
             any_feature_view.stream_feature_view
         )
+    elif feature_view_type == "label_view":
+        feature_view = LabelView.from_proto(any_feature_view.label_view)
+    else:
+        raise ValueError(
+            f"Unexpected feature view type in AnyFeatureView: {feature_view_type}"
+        )
 
     return feature_view
 
@@ -64,10 +74,25 @@ class RemoteRegistryConfig(RegistryConfig):
 
     is_tls: bool = False
     """     bool: Set to `True` if you plan to connect to a registry server running in TLS (SSL) mode.
-    If you intend to add the public certificate to the trust store instead of passing it via the `cert` parameter, this field must be set to `True`.
-    If you are planning to add the public certificate as part of the trust store instead of passing it as a `cert` parameters then setting this field to `true` is mandatory.
+    If you are planning to add the public certificate as part of the trust store instead of passing it as a `cert` parameters then setting this field to `True` is mandatory.
     """
 
+    client_cert: StrictStr = ""
+    """ str: Path to the client certificate for mTLS (mutual TLS) authentication.
+    Required when connecting to a server that enforces mutual TLS.
+    Must be provided together with `client_key`.
+    Typically this file ends with `*.crt` or `*.pem`. """
+
+    client_key: StrictStr = ""
+    """ str: Path to the client private key for mTLS (mutual TLS) authentication.
+    Must be provided together with `client_cert`.
+    Typically this file ends with `*.key` or `*.pem`. """
+
+    authority: StrictStr = ""
+    """ str: Override the gRPC :authority header for TLS connections.
+    Required when the connection address differs from the service hostname,
+    e.g. when connecting through a tunnel or proxy for local development. """
+
 
 class RemoteRegistry(BaseRegistry):
     def __init__(
@@ -89,19 +114,45 @@ def __init__(
     def _create_grpc_channel(self, registry_config):
         assert isinstance(registry_config, RemoteRegistryConfig)
         if registry_config.cert or registry_config.is_tls:
-            cafile = os.getenv("SSL_CERT_FILE") or os.getenv("REQUESTS_CA_BUNDLE")
-            if not cafile and not registry_config.cert:
+            cafile = (
+                registry_config.cert
+                or os.getenv("SSL_CERT_FILE")
+                or os.getenv("REQUESTS_CA_BUNDLE")
+            )
+            if not cafile:
                 raise EnvironmentError(
                     "SSL_CERT_FILE or REQUESTS_CA_BUNDLE environment variable must be set to use secure TLS or set the cert parameter in feature_Store.yaml file under remote registry configuration."
                 )
-            with open(
-                registry_config.cert if registry_config.cert else cafile, "rb"
-            ) as cert_file:
+            if (registry_config.client_cert and not registry_config.client_key) or (
+                not registry_config.client_cert and registry_config.client_key
+            ):
+                raise ValueError(
+                    "Both client_cert and client_key must be provided for mTLS. "
+                    "Only one was set in the remote registry configuration."
+                )
+
+            with open(cafile, "rb") as cert_file:
                 trusted_certs = cert_file.read()
+            private_key: Optional[bytes] = None
+            certificate_chain: Optional[bytes] = None
+            if registry_config.client_cert and registry_config.client_key:
+                with open(registry_config.client_key, "rb") as key_file:
+                    private_key = key_file.read()
+                with open(registry_config.client_cert, "rb") as cert_file:
+                    certificate_chain = cert_file.read()
             tls_credentials = grpc.ssl_channel_credentials(
-                root_certificates=trusted_certs
+                root_certificates=trusted_certs,
+                private_key=private_key,
+                certificate_chain=certificate_chain,
+            )
+
+            options = []
+            if registry_config.authority:
+                options.append(("grpc.default_authority", registry_config.authority))
+
+            return grpc.secure_channel(
+                registry_config.path, tls_credentials, options=options
             )
-            return grpc.secure_channel(registry_config.path, tls_credentials)
         else:
             # Create an insecure gRPC channel
             return grpc.insecure_channel(registry_config.path)
@@ -223,12 +274,16 @@ def apply_feature_view(
         commit: bool = True,
         no_promote: bool = False,
     ):
-        if isinstance(feature_view, StreamFeatureView):
+        if isinstance(feature_view, LabelView):
+            arg_name = "label_view"
+        elif isinstance(feature_view, StreamFeatureView):
             arg_name = "stream_feature_view"
         elif isinstance(feature_view, FeatureView):
             arg_name = "feature_view"
         elif isinstance(feature_view, OnDemandFeatureView):
             arg_name = "on_demand_feature_view"
+        else:
+            raise ValueError(f"Unexpected feature view type: {type(feature_view)}")
 
         request = RegistryServer_pb2.ApplyFeatureViewRequest(
             feature_view=(
@@ -242,6 +297,7 @@ def apply_feature_view(
                 if arg_name == "on_demand_feature_view"
                 else None
             ),
+            label_view=(feature_view.to_proto() if arg_name == "label_view" else None),
             project=project,
             commit=commit,
         )
@@ -268,6 +324,7 @@ def list_stream_feature_views(
         project: str,
         allow_cache: bool = False,
         tags: Optional[dict[str, str]] = None,
+        skip_udf: bool = False,
     ) -> List[StreamFeatureView]:
         request = RegistryServer_pb2.ListStreamFeatureViewsRequest(
             project=project, allow_cache=allow_cache, tags=tags
@@ -292,6 +349,7 @@ def list_on_demand_feature_views(
         project: str,
         allow_cache: bool = False,
         tags: Optional[dict[str, str]] = None,
+        skip_udf: bool = False,
     ) -> List[OnDemandFeatureView]:
         request = RegistryServer_pb2.ListOnDemandFeatureViewsRequest(
             project=project, allow_cache=allow_cache, tags=tags
@@ -302,6 +360,30 @@ def list_on_demand_feature_views(
             for on_demand_feature_view in response.on_demand_feature_views
         ]
 
+    def get_label_view(
+        self, name: str, project: str, allow_cache: bool = False
+    ) -> LabelView:
+        request = RegistryServer_pb2.GetLabelViewRequest(
+            name=name, project=project, allow_cache=allow_cache
+        )
+        response = self.stub.GetLabelView(request)
+        return LabelView.from_proto(response)
+
+    def list_label_views(
+        self,
+        project: str,
+        allow_cache: bool = False,
+        tags: Optional[dict[str, str]] = None,
+    ) -> List[LabelView]:
+        request = RegistryServer_pb2.ListLabelViewsRequest(
+            project=project, allow_cache=allow_cache, tags=tags
+        )
+        response = self.stub.ListLabelViews(request)
+        return [LabelView.from_proto(label_view) for label_view in response.label_views]
+
+    def delete_label_view(self, name: str, project: str, commit: bool = True):
+        self.delete_feature_view(name, project, commit)
+
     def get_any_feature_view(
         self, name: str, project: str, allow_cache: bool = False
     ) -> BaseFeatureView:
@@ -320,9 +402,19 @@ def list_all_feature_views(
         project: str,
         allow_cache: bool = False,
         tags: Optional[dict[str, str]] = None,
+        skip_udf: bool = False,
+        updated_since: Optional[datetime] = None,
     ) -> List[BaseFeatureView]:
+        updated_since_proto = None
+        if updated_since is not None:
+            ts = Timestamp()
+            ts.FromDatetime(updated_since)
+            updated_since_proto = ts
         request = RegistryServer_pb2.ListAllFeatureViewsRequest(
-            project=project, allow_cache=allow_cache, tags=tags
+            project=project,
+            allow_cache=allow_cache,
+            tags=tags,
+            updated_since=updated_since_proto,
         )
 
         response: RegistryServer_pb2.ListAllFeatureViewsResponse = (
@@ -347,6 +439,7 @@ def list_feature_views(
         project: str,
         allow_cache: bool = False,
         tags: Optional[dict[str, str]] = None,
+        skip_udf: bool = False,
     ) -> List[FeatureView]:
         request = RegistryServer_pb2.ListFeatureViewsRequest(
             project=project, allow_cache=allow_cache, tags=tags
@@ -360,12 +453,18 @@ def list_feature_views(
 
     def apply_materialization(
         self,
-        feature_view: Union[FeatureView, OnDemandFeatureView],
+        feature_view: Union[FeatureView, OnDemandFeatureView, LabelView],
         project: str,
         start_date: datetime,
         end_date: datetime,
         commit: bool = True,
     ):
+        if isinstance(feature_view, LabelView):
+            raise ValueError(
+                f"Cannot apply materialization for LabelView {feature_view.name}. "
+                f"Use FeatureStore.push() to write labels."
+            )
+
         start_date_timestamp = Timestamp()
         end_date_timestamp = Timestamp()
         start_date_timestamp.FromDatetime(start_date)
@@ -390,7 +489,7 @@ def apply_saved_dataset(
         request = RegistryServer_pb2.ApplySavedDatasetRequest(
             saved_dataset=saved_dataset.to_proto(), project=project, commit=commit
         )
-        self.stub.ApplyFeatureService(request)
+        self.stub.ApplySavedDataset(request)
 
     def delete_saved_dataset(self, name: str, project: str, commit: bool = True):
         request = RegistryServer_pb2.DeleteSavedDatasetRequest(
@@ -412,9 +511,15 @@ def list_saved_datasets(
         project: str,
         allow_cache: bool = False,
         tags: Optional[dict[str, str]] = None,
+        namespace: Optional[str] = None,
+        collection: Optional[str] = None,
     ) -> List[SavedDataset]:
         request = RegistryServer_pb2.ListSavedDatasetsRequest(
-            project=project, allow_cache=allow_cache, tags=tags
+            project=project,
+            allow_cache=allow_cache,
+            tags=tags,
+            namespace=namespace or "",
+            collection=collection or "",
         )
         response = self.stub.ListSavedDatasets(request)
         return [
diff --git a/sdk/python/feast/infra/registry/snowflake.py b/sdk/python/feast/infra/registry/snowflake.py
index 6382fa1c010..fc75db20e9c 100644
--- a/sdk/python/feast/infra/registry/snowflake.py
+++ b/sdk/python/feast/infra/registry/snowflake.py
@@ -33,6 +33,7 @@
     GetSnowflakeConnection,
     execute_snowflake_statement,
 )
+from feast.labeling.label_view import LabelView
 from feast.on_demand_feature_view import OnDemandFeatureView
 from feast.permissions.permission import Permission
 from feast.project import Project
@@ -44,6 +45,7 @@
 )
 from feast.protos.feast.core.FeatureView_pb2 import FeatureView as FeatureViewProto
 from feast.protos.feast.core.InfraObject_pb2 import Infra as InfraProto
+from feast.protos.feast.core.LabelView_pb2 import LabelView as LabelViewProto
 from feast.protos.feast.core.OnDemandFeatureView_pb2 import (
     OnDemandFeatureView as OnDemandFeatureViewProto,
 )
@@ -60,7 +62,7 @@
 from feast.repo_config import RegistryConfig
 from feast.saved_dataset import SavedDataset, ValidationReference
 from feast.stream_feature_view import StreamFeatureView
-from feast.utils import _utc_now, has_all_tags
+from feast.utils import _utc_now, has_all_tags, to_naive_utc
 
 logger = logging.getLogger(__name__)
 
@@ -262,6 +264,7 @@ def apply_entity(self, entity: Entity, project: str, commit: bool = True):
     def apply_feature_service(
         self, feature_service: FeatureService, project: str, commit: bool = True
     ):
+        feature_service.prepare_for_apply(self, project, allow_cache=True)
         return self._apply_object(
             "FEATURE_SERVICES",
             project,
@@ -405,7 +408,7 @@ def _apply_object(
                             VALUES
                             ('{name}', '{project}', CURRENT_TIMESTAMP(), TO_BINARY({proto}), '', '')
                     """
-                elif "_FEATURE_VIEWS" in table:
+                elif "_FEATURE_VIEWS" in table or table == "LABEL_VIEWS":
                     query = f"""
                         INSERT INTO {self.registry_path}."{table}"
                             VALUES
@@ -462,17 +465,16 @@ def delete_feature_service(self, name: str, project: str, commit: bool = True):
             FeatureServiceNotFoundException,
         )
 
-    # can you have featureviews with the same name
     def delete_feature_view(self, name: str, project: str, commit: bool = True):
         deleted_count = 0
-        for table in {
-            "FEATURE_VIEWS",
-            "ON_DEMAND_FEATURE_VIEWS",
-            "STREAM_FEATURE_VIEWS",
-        }:
-            deleted_count += self._delete_object(
-                table, name, project, "FEATURE_VIEW_NAME", None
-            )
+        _FV_TABLE_ID_COLUMNS = {
+            "FEATURE_VIEWS": "FEATURE_VIEW_NAME",
+            "ON_DEMAND_FEATURE_VIEWS": "FEATURE_VIEW_NAME",
+            "STREAM_FEATURE_VIEWS": "FEATURE_VIEW_NAME",
+            "LABEL_VIEWS": "LABEL_VIEW_NAME",
+        }
+        for table, id_col in _FV_TABLE_ID_COLUMNS.items():
+            deleted_count += self._delete_object(table, name, project, id_col, None)
         if deleted_count == 0:
             raise FeatureViewNotFoundException(name, project)
 
@@ -634,6 +636,17 @@ def get_any_feature_view(
                 OnDemandFeatureView,
                 "ON_DEMAND_FEATURE_VIEW_NAME",
                 "ON_DEMAND_FEATURE_VIEW_PROTO",
+                None,
+            )
+        if not fv:
+            fv = self._get_object(
+                "LABEL_VIEWS",
+                name,
+                project,
+                LabelViewProto,
+                LabelView,
+                "LABEL_VIEW_NAME",
+                "LABEL_VIEW_PROTO",
                 FeatureViewNotFoundException,
             )
         return fv
@@ -643,28 +656,58 @@ def list_all_feature_views(
         project: str,
         allow_cache: bool = False,
         tags: Optional[dict[str, str]] = None,
+        skip_udf: bool = False,
+        updated_since: Optional[datetime] = None,
     ) -> List[BaseFeatureView]:
         if allow_cache:
             registry_proto = self._refresh_cached_registry_if_necessary()
-            return proto_registry_utils.list_all_feature_views(
-                registry_proto, project, tags
+            feature_views = proto_registry_utils.list_all_feature_views(
+                registry_proto, project, tags, skip_udf=skip_udf
             )
+            if updated_since is not None:
+                cutoff = to_naive_utc(updated_since)
+                feature_views = [
+                    fv
+                    for fv in feature_views
+                    if fv.last_updated_timestamp is not None
+                    and fv.last_updated_timestamp >= cutoff
+                ]
+            return feature_views
 
-        return (
+        feature_views = (
             cast(
                 list[BaseFeatureView],
-                self.list_feature_views(project, allow_cache, tags),
+                self.list_feature_views(project, allow_cache, tags, skip_udf=skip_udf),
             )
             + cast(
                 list[BaseFeatureView],
-                self.list_stream_feature_views(project, allow_cache, tags),
+                self.list_stream_feature_views(
+                    project, allow_cache, tags, skip_udf=skip_udf
+                ),
             )
             + cast(
                 list[BaseFeatureView],
-                self.list_on_demand_feature_views(project, allow_cache, tags),
+                self.list_on_demand_feature_views(
+                    project, allow_cache, tags, skip_udf=skip_udf
+                ),
+            )
+            + cast(
+                list[BaseFeatureView],
+                self.list_label_views(project, allow_cache, tags),
             )
         )
 
+        if updated_since is not None:
+            cutoff = to_naive_utc(updated_since)
+            feature_views = [
+                fv
+                for fv in feature_views
+                if fv.last_updated_timestamp is not None
+                and fv.last_updated_timestamp >= cutoff
+            ]
+
+        return feature_views
+
     def get_infra(self, project: str, allow_cache: bool = False) -> Infra:
         infra_object = self._get_object(
             "MANAGED_INFRA",
@@ -859,11 +902,12 @@ def list_feature_views(
         project: str,
         allow_cache: bool = False,
         tags: Optional[dict[str, str]] = None,
+        skip_udf: bool = False,
     ) -> List[FeatureView]:
         if allow_cache:
             registry_proto = self._refresh_cached_registry_if_necessary()
             return proto_registry_utils.list_feature_views(
-                registry_proto, project, tags
+                registry_proto, project, tags, skip_udf=skip_udf
             )
         return self._list_objects(
             "FEATURE_VIEWS",
@@ -872,6 +916,7 @@ def list_feature_views(
             FeatureView,
             "FEATURE_VIEW_PROTO",
             tags=tags,
+            skip_udf=skip_udf,
         )
 
     def list_on_demand_feature_views(
@@ -879,11 +924,12 @@ def list_on_demand_feature_views(
         project: str,
         allow_cache: bool = False,
         tags: Optional[dict[str, str]] = None,
+        skip_udf: bool = False,
     ) -> List[OnDemandFeatureView]:
         if allow_cache:
             registry_proto = self._refresh_cached_registry_if_necessary()
             return proto_registry_utils.list_on_demand_feature_views(
-                registry_proto, project, tags
+                registry_proto, project, tags, skip_udf=skip_udf
             )
         return self._list_objects(
             "ON_DEMAND_FEATURE_VIEWS",
@@ -892,6 +938,7 @@ def list_on_demand_feature_views(
             OnDemandFeatureView,
             "ON_DEMAND_FEATURE_VIEW_PROTO",
             tags=tags,
+            skip_udf=skip_udf,
         )
 
     def list_saved_datasets(
@@ -899,13 +946,19 @@ def list_saved_datasets(
         project: str,
         allow_cache: bool = False,
         tags: Optional[dict[str, str]] = None,
+        namespace: Optional[str] = None,
+        collection: Optional[str] = None,
     ) -> List[SavedDataset]:
         if allow_cache:
             registry_proto = self._refresh_cached_registry_if_necessary()
             return proto_registry_utils.list_saved_datasets(
-                registry_proto, project, tags
+                registry_proto,
+                project,
+                tags,
+                namespace=namespace,
+                collection=collection,
             )
-        return self._list_objects(
+        results = self._list_objects(
             "SAVED_DATASETS",
             project,
             SavedDatasetProto,
@@ -913,17 +966,23 @@ def list_saved_datasets(
             "SAVED_DATASET_PROTO",
             tags=tags,
         )
+        if namespace is not None:
+            results = [sd for sd in results if sd.namespace == namespace]
+        if collection is not None:
+            results = [sd for sd in results if sd.collection == collection]
+        return results
 
     def list_stream_feature_views(
         self,
         project: str,
         allow_cache: bool = False,
         tags: Optional[dict[str, str]] = None,
+        skip_udf: bool = False,
     ) -> List[StreamFeatureView]:
         if allow_cache:
             registry_proto = self._refresh_cached_registry_if_necessary()
             return proto_registry_utils.list_stream_feature_views(
-                registry_proto, project, tags
+                registry_proto, project, tags, skip_udf=skip_udf
             )
         return self._list_objects(
             "STREAM_FEATURE_VIEWS",
@@ -931,9 +990,54 @@ def list_stream_feature_views(
             StreamFeatureViewProto,
             StreamFeatureView,
             "STREAM_FEATURE_VIEW_PROTO",
+            skip_udf=skip_udf,
+            tags=tags,
+        )
+
+    def get_label_view(
+        self, name: str, project: str, allow_cache: bool = False
+    ) -> LabelView:
+        if allow_cache:
+            registry_proto = self._refresh_cached_registry_if_necessary()
+            return proto_registry_utils.get_label_view(registry_proto, name, project)
+        return self._get_object(
+            "LABEL_VIEWS",
+            name,
+            project,
+            LabelViewProto,
+            LabelView,
+            "LABEL_VIEW_NAME",
+            "LABEL_VIEW_PROTO",
+            FeatureViewNotFoundException,
+        )
+
+    def list_label_views(
+        self,
+        project: str,
+        allow_cache: bool = False,
+        tags: Optional[dict[str, str]] = None,
+    ) -> List[LabelView]:
+        if allow_cache:
+            registry_proto = self._refresh_cached_registry_if_necessary()
+            return proto_registry_utils.list_label_views(registry_proto, project, tags)
+        return self._list_objects(
+            "LABEL_VIEWS",
+            project,
+            LabelViewProto,
+            LabelView,
+            "LABEL_VIEW_PROTO",
             tags=tags,
         )
 
+    def delete_label_view(self, name: str, project: str, commit: bool = True):
+        self._delete_object(
+            "LABEL_VIEWS",
+            name,
+            project,
+            "LABEL_VIEW_NAME",
+            FeatureViewNotFoundException,
+        )
+
     def list_validation_references(
         self,
         project: str,
@@ -957,7 +1061,20 @@ def _list_objects(
         python_class: Any,
         proto_field_name: str,
         tags: Optional[dict[str, str]] = None,
+        proto_only: bool = False,
+        skip_udf: bool = False,
     ):
+        """
+        Args:
+            proto_only: If True, return raw protobuf objects without calling
+                from_proto(). Used by proto() to build the RegistryProto cache
+                efficiently — avoids the from_proto()/to_proto() round-trip and
+                works uniformly for all object types (entities, data sources, etc.).
+            skip_udf: If True, call from_proto() but skip deserializing UDFs
+                (dill.loads). Returns Python objects suitable for filtering and
+                display without requiring the UDF's source module to be installed.
+                Only relevant for feature view types.
+        """
         with GetSnowflakeConnection(self.registry_config) as conn:
             query = f"""
                 SELECT
@@ -971,11 +1088,17 @@ def _list_objects(
             if not df.empty:
                 objects = []
                 for row in df.iterrows():
-                    obj = python_class.from_proto(
-                        proto_class.FromString(row[1][proto_field_name])
-                    )
-                    if has_all_tags(obj.tags, tags):
-                        objects.append(obj)
+                    proto = proto_class.FromString(row[1][proto_field_name])
+                    if proto_only:
+                        objects.append(proto)
+                    else:
+                        obj = (
+                            python_class.from_proto(proto, skip_udf=skip_udf)
+                            if skip_udf
+                            else python_class.from_proto(proto)
+                        )
+                        if has_all_tags(obj.tags, tags):
+                            objects.append(obj)
                 return objects
         return []
 
@@ -999,7 +1122,7 @@ def list_permissions(
 
     def apply_materialization(
         self,
-        feature_view: Union[FeatureView, OnDemandFeatureView],
+        feature_view: Union[FeatureView, OnDemandFeatureView, LabelView],
         project: str,
         start_date: datetime,
         end_date: datetime,
@@ -1009,7 +1132,7 @@ def apply_materialization(
         fv_column_name = fv_table_str[:-1]
         python_class, proto_class = self._infer_fv_classes(feature_view)
 
-        if python_class in {OnDemandFeatureView}:
+        if python_class in {OnDemandFeatureView, LabelView}:
             raise ValueError(
                 f"Cannot apply materialization for feature {feature_view.name} of type {python_class}"
             )
@@ -1024,6 +1147,10 @@ def apply_materialization(
             FeatureViewNotFoundException,
         )
         fv.materialization_intervals.append((start_date, end_date))
+        if hasattr(fv, "state"):
+            from feast.feature_view import FeatureViewState
+
+            fv.state = FeatureViewState.AVAILABLE_ONLINE
         self._apply_object(
             fv_table_str,
             project,
@@ -1134,28 +1261,97 @@ def process_project(project: Project):
             r.projects.extend([project.to_proto()])
             last_updated_timestamps.append(last_updated_timestamp)
 
-            for lister, registry_proto_field in [
-                (self.list_entities, r.entities),
-                (self.list_feature_views, r.feature_views),
-                (self.list_data_sources, r.data_sources),
-                (self.list_on_demand_feature_views, r.on_demand_feature_views),
-                (self.list_stream_feature_views, r.stream_feature_views),
-                (self.list_feature_services, r.feature_services),
-                (self.list_saved_datasets, r.saved_datasets),
-                (self.list_validation_references, r.validation_references),
-                (self.list_permissions, r.permissions),
+            # proto_only=True: return raw protos without calling from_proto(),
+            # which would trigger dill.loads() on UDFs and fail for cross-project
+            # modules. _list_objects hits the DB directly (no cache), avoiding
+            # infinite recursion since proto() itself builds the cache.
+            for (
+                table,
+                proto_class,
+                python_class,
+                proto_field_name,
+                registry_proto_field,
+            ) in [
+                ("ENTITIES", EntityProto, Entity, "ENTITY_PROTO", r.entities),
+                (
+                    "FEATURE_VIEWS",
+                    FeatureViewProto,
+                    FeatureView,
+                    "FEATURE_VIEW_PROTO",
+                    r.feature_views,
+                ),
+                (
+                    "DATA_SOURCES",
+                    DataSourceProto,
+                    DataSource,
+                    "DATA_SOURCE_PROTO",
+                    r.data_sources,
+                ),
+                (
+                    "ON_DEMAND_FEATURE_VIEWS",
+                    OnDemandFeatureViewProto,
+                    OnDemandFeatureView,
+                    "ON_DEMAND_FEATURE_VIEW_PROTO",
+                    r.on_demand_feature_views,
+                ),
+                (
+                    "STREAM_FEATURE_VIEWS",
+                    StreamFeatureViewProto,
+                    StreamFeatureView,
+                    "STREAM_FEATURE_VIEW_PROTO",
+                    r.stream_feature_views,
+                ),
+                (
+                    "FEATURE_SERVICES",
+                    FeatureServiceProto,
+                    FeatureService,
+                    "FEATURE_SERVICE_PROTO",
+                    r.feature_services,
+                ),
+                (
+                    "SAVED_DATASETS",
+                    SavedDatasetProto,
+                    SavedDataset,
+                    "SAVED_DATASET_PROTO",
+                    r.saved_datasets,
+                ),
+                (
+                    "VALIDATION_REFERENCES",
+                    ValidationReferenceProto,
+                    ValidationReference,
+                    "VALIDATION_REFERENCE_PROTO",
+                    r.validation_references,
+                ),
+                (
+                    "PERMISSIONS",
+                    PermissionProto,
+                    Permission,
+                    "PERMISSION_PROTO",
+                    r.permissions,
+                ),
+                (
+                    "LABEL_VIEWS",
+                    LabelViewProto,
+                    LabelView,
+                    "LABEL_VIEW_PROTO",
+                    r.label_views,
+                ),
             ]:
-                # Always bypass cache here: proto() builds the cache, so using
-                # allow_cache=True would cause infinite recursion via refresh().
-                objs: List[Any] = lister(project_name, False)  # type: ignore
+                objs = self._list_objects(
+                    table,
+                    project_name,
+                    proto_class,
+                    python_class,
+                    proto_field_name,
+                    proto_only=True,
+                )
                 if objs:
-                    obj_protos = [obj.to_proto() for obj in objs]
-                    for obj_proto in obj_protos:
+                    for obj_proto in objs:
                         if "spec" in obj_proto.DESCRIPTOR.fields_by_name:
                             obj_proto.spec.project = project_name
                         else:
                             obj_proto.project = project_name
-                    registry_proto_field.extend(obj_protos)
+                    registry_proto_field.extend(objs)
 
             # This is suuuper jank. Because of https://github.com/feast-dev/feast/issues/2783,
             # the registry proto only has a single infra field, which we're currently setting as the "last" project.
@@ -1190,7 +1386,9 @@ def _get_last_updated_metadata(self, project: str):
         return datetime.fromtimestamp(int(df.squeeze()), tz=timezone.utc)
 
     def _infer_fv_classes(self, feature_view):
-        if isinstance(feature_view, StreamFeatureView):
+        if isinstance(feature_view, LabelView):
+            python_class, proto_class = LabelView, LabelViewProto
+        elif isinstance(feature_view, StreamFeatureView):
             python_class, proto_class = StreamFeatureView, StreamFeatureViewProto
         elif isinstance(feature_view, FeatureView):
             python_class, proto_class = FeatureView, FeatureViewProto
@@ -1201,7 +1399,9 @@ def _infer_fv_classes(self, feature_view):
         return python_class, proto_class
 
     def _infer_fv_table(self, feature_view) -> str:
-        if isinstance(feature_view, StreamFeatureView):
+        if isinstance(feature_view, LabelView):
+            table = "LABEL_VIEWS"
+        elif isinstance(feature_view, StreamFeatureView):
             table = "STREAM_FEATURE_VIEWS"
         elif isinstance(feature_view, FeatureView):
             table = "FEATURE_VIEWS"
@@ -1299,6 +1499,7 @@ def delete_project(
                     "FEATURE_VIEWS",
                     "ON_DEMAND_FEATURE_VIEWS",
                     "STREAM_FEATURE_VIEWS",
+                    "LABEL_VIEWS",
                     "DATA_SOURCES",
                     "ENTITIES",
                     "PERMISSIONS",
diff --git a/sdk/python/feast/infra/registry/sql.py b/sdk/python/feast/infra/registry/sql.py
index ae09c8e52b6..4f1b6c174f0 100644
--- a/sdk/python/feast/infra/registry/sql.py
+++ b/sdk/python/feast/infra/registry/sql.py
@@ -4,9 +4,9 @@
 from datetime import datetime, timezone
 from enum import Enum
 from pathlib import Path
-from typing import Any, Callable, Dict, List, Optional, Union, cast
+from typing import Any, Callable, Dict, List, Literal, Optional, Union, cast
 
-from pydantic import StrictInt, StrictStr
+from pydantic import StrictInt, StrictStr, field_validator
 from sqlalchemy import (  # type: ignore
     BigInteger,
     Column,
@@ -17,13 +17,19 @@
     String,
     Table,
     Text,
+    bindparam,
     create_engine,
     delete,
     func,
     insert,
     select,
+    text,
     update,
 )
+from sqlalchemy import (
+    inspect as sa_inspect,
+)
+from sqlalchemy.dialects import mysql
 from sqlalchemy.engine import Engine
 from sqlalchemy.exc import IntegrityError
 
@@ -49,6 +55,7 @@
 from feast.feature_view import FeatureView
 from feast.infra.infra_object import Infra
 from feast.infra.registry.caching_registry import CachingRegistry
+from feast.labeling.label_view import LabelView
 from feast.on_demand_feature_view import OnDemandFeatureView
 from feast.permissions.permission import Permission
 from feast.project import Project
@@ -60,6 +67,7 @@
 )
 from feast.protos.feast.core.FeatureView_pb2 import FeatureView as FeatureViewProto
 from feast.protos.feast.core.InfraObject_pb2 import Infra as InfraProto
+from feast.protos.feast.core.LabelView_pb2 import LabelView as LabelViewProto
 from feast.protos.feast.core.OnDemandFeatureView_pb2 import (
     OnDemandFeatureView as OnDemandFeatureViewProto,
 )
@@ -85,6 +93,29 @@
 
 metadata = MetaData()
 
+# Serialized protos (and their accompanying metadata blobs) can grow well past
+# 64 KB — a single FeatureView proto routinely does. On MySQL, SQLAlchemy's
+# LargeBinary maps to BLOB, which silently truncates anything over 64 KB and
+# later surfaces as a protobuf DecodeError when the registry is read back
+# (e.g. `feast serve` failing to load). Use LONGBLOB (up to 4 GB) on MySQL while
+# keeping LargeBinary's default mapping on every other dialect.
+#
+# "mysql" and "mariadb" are registered separately because SQLAlchemy 2.x reports
+# dialect.name == "mariadb" for MariaDB connections, which would otherwise miss
+# the variant and fall back to BLOB. The variants are chained (rather than passed
+# as variadic dialect names to a single with_variant call) so the expression also
+# works on SQLAlchemy 1.4.x, which Feast still supports and which only accepts a
+# single dialect name per with_variant call.
+#
+# NOTE for contributors: any new binary column that stores a serialized proto or
+# blob metadata must use ProtoBytes, not LargeBinary directly, or the 64 KB
+# MySQL/MariaDB truncation bug reappears silently.
+ProtoBytes = (
+    LargeBinary()
+    .with_variant(mysql.LONGBLOB(), "mysql")
+    .with_variant(mysql.LONGBLOB(), "mariadb")
+)
+
 
 projects = Table(
     "projects",
@@ -92,7 +123,7 @@
     Column("project_id", String(255), primary_key=True),
     Column("project_name", String(255), nullable=False),
     Column("last_updated_timestamp", BigInteger, nullable=False),
-    Column("project_proto", LargeBinary, nullable=False),
+    Column("project_proto", ProtoBytes, nullable=False),
 )
 
 Index("idx_projects_project_id", projects.c.project_id)
@@ -103,7 +134,7 @@
     Column("entity_name", String(255), primary_key=True),
     Column("project_id", String(255), primary_key=True),
     Column("last_updated_timestamp", BigInteger, nullable=False),
-    Column("entity_proto", LargeBinary, nullable=False),
+    Column("entity_proto", ProtoBytes, nullable=False),
 )
 
 Index("idx_entities_project_id", entities.c.project_id)
@@ -114,7 +145,7 @@
     Column("data_source_name", String(255), primary_key=True),
     Column("project_id", String(255), primary_key=True),
     Column("last_updated_timestamp", BigInteger, nullable=False),
-    Column("data_source_proto", LargeBinary, nullable=False),
+    Column("data_source_proto", ProtoBytes, nullable=False),
 )
 
 Index("idx_data_sources_project_id", data_sources.c.project_id)
@@ -125,9 +156,9 @@
     Column("feature_view_name", String(255), primary_key=True),
     Column("project_id", String(255), primary_key=True),
     Column("last_updated_timestamp", BigInteger, nullable=False),
-    Column("materialized_intervals", LargeBinary, nullable=True),
-    Column("feature_view_proto", LargeBinary, nullable=False),
-    Column("user_metadata", LargeBinary, nullable=True),
+    Column("materialized_intervals", ProtoBytes, nullable=True),
+    Column("feature_view_proto", ProtoBytes, nullable=False),
+    Column("user_metadata", ProtoBytes, nullable=True),
 )
 
 Index("idx_feature_views_project_id", feature_views.c.project_id)
@@ -138,8 +169,8 @@
     Column("feature_view_name", String(255), primary_key=True),
     Column("project_id", String(255), primary_key=True),
     Column("last_updated_timestamp", BigInteger, nullable=False),
-    Column("feature_view_proto", LargeBinary, nullable=False),
-    Column("user_metadata", LargeBinary, nullable=True),
+    Column("feature_view_proto", ProtoBytes, nullable=False),
+    Column("user_metadata", ProtoBytes, nullable=True),
 )
 
 Index("idx_stream_feature_views_project_id", stream_feature_views.c.project_id)
@@ -150,19 +181,31 @@
     Column("feature_view_name", String(255), primary_key=True),
     Column("project_id", String(255), primary_key=True),
     Column("last_updated_timestamp", BigInteger, nullable=False),
-    Column("feature_view_proto", LargeBinary, nullable=False),
-    Column("user_metadata", LargeBinary, nullable=True),
+    Column("feature_view_proto", ProtoBytes, nullable=False),
+    Column("user_metadata", ProtoBytes, nullable=True),
 )
 
 Index("idx_on_demand_feature_views_project_id", on_demand_feature_views.c.project_id)
 
+label_views = Table(
+    "label_views",
+    metadata,
+    Column("feature_view_name", String(255), primary_key=True),
+    Column("project_id", String(255), primary_key=True),
+    Column("last_updated_timestamp", BigInteger, nullable=False),
+    Column("feature_view_proto", ProtoBytes, nullable=False),
+    Column("user_metadata", ProtoBytes, nullable=True),
+)
+
+Index("idx_label_views_project_id", label_views.c.project_id)
+
 feature_services = Table(
     "feature_services",
     metadata,
     Column("feature_service_name", String(255), primary_key=True),
     Column("project_id", String(255), primary_key=True),
     Column("last_updated_timestamp", BigInteger, nullable=False),
-    Column("feature_service_proto", LargeBinary, nullable=False),
+    Column("feature_service_proto", ProtoBytes, nullable=False),
 )
 
 Index("idx_feature_services_project_id", feature_services.c.project_id)
@@ -173,7 +216,7 @@
     Column("saved_dataset_name", String(255), primary_key=True),
     Column("project_id", String(255), primary_key=True),
     Column("last_updated_timestamp", BigInteger, nullable=False),
-    Column("saved_dataset_proto", LargeBinary, nullable=False),
+    Column("saved_dataset_proto", ProtoBytes, nullable=False),
 )
 
 Index("idx_saved_datasets_project_id", saved_datasets.c.project_id)
@@ -184,7 +227,7 @@
     Column("validation_reference_name", String(255), primary_key=True),
     Column("project_id", String(255), primary_key=True),
     Column("last_updated_timestamp", BigInteger, nullable=False),
-    Column("validation_reference_proto", LargeBinary, nullable=False),
+    Column("validation_reference_proto", ProtoBytes, nullable=False),
 )
 Index("idx_validation_references_project_id", validation_references.c.project_id)
 
@@ -194,7 +237,7 @@
     Column("infra_name", String(255), primary_key=True),
     Column("project_id", String(255), primary_key=True),
     Column("last_updated_timestamp", BigInteger, nullable=False),
-    Column("infra_proto", LargeBinary, nullable=False),
+    Column("infra_proto", ProtoBytes, nullable=False),
 )
 
 Index("idx_managed_infra_project_id", managed_infra.c.project_id)
@@ -205,7 +248,7 @@
     Column("permission_name", String(255), primary_key=True),
     Column("project_id", String(255), primary_key=True),
     Column("last_updated_timestamp", BigInteger, nullable=False),
-    Column("permission_proto", LargeBinary, nullable=False),
+    Column("permission_proto", ProtoBytes, nullable=False),
 )
 
 Index("idx_permissions_project_id", permissions.c.project_id)
@@ -217,7 +260,7 @@
     Column("project_id", String(255), primary_key=True),
     Column("version_number", Integer, primary_key=True),
     Column("feature_view_type", String(50), nullable=False),
-    Column("feature_view_proto", LargeBinary, nullable=False),
+    Column("feature_view_proto", ProtoBytes, nullable=False),
     Column("created_timestamp", BigInteger, nullable=False),
     Column("description", Text, nullable=True),
     Column("version_id", String(36), nullable=False),
@@ -266,6 +309,31 @@ class SqlRegistryConfig(RegistryConfig):
     thread_pool_executor_worker_count: StrictInt = 0
     """ int: Number of worker threads to use for asynchronous caching in SQL Registry. If set to 0, it doesn't use ThreadPoolExecutor. """
 
+    schema_mode: Literal["auto", "verify", "skip"] = "auto"
+    """ str: Controls schema creation on startup.
+    'auto' (default) — creates tables if they don't exist (current behavior).
+    'verify' — skips DDL; checks that all expected tables exist and raises an error if any are missing.
+    'skip' — skips both creation and verification. """
+
+    @field_validator("read_path")
+    def validate_read_path(cls, read_path: Optional[str]) -> Optional[str]:
+        # Mirror `RegistryConfig.validate_path`: a bare `postgresql://` read_path
+        # must be rewritten to the psycopg3 driver too, otherwise it silently
+        # falls back to psycopg2 while `path` uses psycopg3.
+        if read_path is not None:
+            return cls._normalize_postgres_scheme(read_path, "read_path")
+        return read_path
+
+
+class FeastRegistrySchemaError(Exception):
+    def __init__(self, missing_tables: List[str]) -> None:
+        tables = ", ".join(missing_tables)
+        super().__init__(
+            f"SQL registry schema is incomplete — missing tables: {tables}. "
+            "Run 'feast registry create-schema' to create them, "
+            "or set schema_mode='auto' to create tables on startup."
+        )
+
 
 class SqlRegistry(CachingRegistry):
     def __init__(
@@ -290,7 +358,17 @@ def __init__(
             )
         else:
             self.read_engine = self.write_engine
-        metadata.create_all(self.write_engine)
+        if registry_config.schema_mode == "auto":
+            metadata.create_all(self.write_engine)
+        elif registry_config.schema_mode == "verify":
+            self._verify_schema(self.write_engine)
+            if self.read_engine is not self.write_engine:
+                self._verify_schema(self.read_engine)
+        self._warn_if_narrow_blob_columns(self.write_engine)
+        if self.read_engine is not self.write_engine:
+            # A read replica can be on a different schema version (e.g. mid
+            # blue-green switchover), so check it independently.
+            self._warn_if_narrow_blob_columns(self.read_engine)
         self.thread_pool_executor_worker_count = (
             registry_config.thread_pool_executor_worker_count
         )
@@ -303,13 +381,113 @@ def __init__(
             cache_ttl_seconds=registry_config.cache_ttl_seconds,
             cache_mode=registry_config.cache_mode,
         )
-        # Sync feast_metadata to projects table
-        # when purge_feast_metadata is set to True, Delete data from
-        # feast_metadata table and list_project_metadata will not return any data
         self._sync_feast_metadata_to_projects_table()
         if not self.purge_feast_metadata:
             self._maybe_init_project_metadata(project)
 
+    @staticmethod
+    def _verify_schema(engine: Engine, registry_metadata: MetaData = metadata) -> None:
+        """Verify that all expected registry tables exist in the database.
+
+        Raises ``FeastRegistrySchemaError`` listing missing tables and
+        suggesting ``feast registry create-schema``.
+        """
+        expected = set(registry_metadata.tables.keys())
+        actual = set(
+            sa_inspect(engine).get_table_names(schema=registry_metadata.schema)
+        )
+        missing = expected - actual
+        if missing:
+            raise FeastRegistrySchemaError(sorted(missing))
+
+    @staticmethod
+    def _warn_if_narrow_blob_columns(
+        engine: Engine, registry_metadata: MetaData = metadata
+    ) -> None:
+        """Log an error when a MySQL/MariaDB registry still has narrow BLOB columns.
+
+        ``metadata.create_all`` only creates missing tables; it never widens
+        columns on tables that already exist. A registry created before the
+        LONGBLOB fix keeps its 64 KB ``BLOB`` proto columns, which silently
+        truncate large protos and later fail to deserialize. There is no
+        automatic migration, so surface the stale schema and point operators at
+        the documented ``ALTER TABLE`` migration. Logged at ERROR (not WARNING)
+        so monitoring pipelines that filter below ERROR still catch it.
+
+        This only *reports* the problem; it deliberately does not refuse to
+        start, since a registry whose protos all fit in 64 KB is unaffected and
+        an upgrade should not break it. Operators run the documented migration.
+
+        ``registry_metadata`` defaults to this module's ``metadata`` (the source
+        of truth for registry tables) and is a parameter only to keep the
+        dependency explicit and unit-testable.
+
+        Runs once per ``SqlRegistry`` construction on MySQL/MariaDB only, via a
+        single ``information_schema`` query scoped to the registry's own
+        serialized-proto (``ProtoBytes``) columns.
+        It is a no-op when the engine URL specifies no default database
+        (``DATABASE()`` returns NULL, so the scoped query matches nothing).
+        Best-effort: any failure here must never block registry startup.
+        """
+        if engine.dialect.name not in ("mysql", "mariadb"):
+            return
+        try:
+            registry_tables = {
+                table.name for table in registry_metadata.tables.values()
+            }
+            # Only serialized-proto columns (those typed ProtoBytes) are at risk.
+            # Scope the query to exactly those table+column names so an unrelated
+            # BLOB column in a shared schema — or a future non-proto BLOB column
+            # on a registry table — can't trigger a false-positive warning.
+            # Identity check works because every proto column reuses the single
+            # shared ProtoBytes instance (SQLAlchemy stores the type as-is). A
+            # column typed as plain LargeBinary would not match here; the
+            # name-suffix vs ProtoBytes drift check in test_sql_registry.py
+            # guards against that regression.
+            proto_columns = {
+                column.name
+                for table in registry_metadata.tables.values()
+                for column in table.columns
+                if column.type is ProtoBytes
+            }
+            if not proto_columns:
+                return
+            query = text(
+                "SELECT TABLE_NAME, COLUMN_NAME "
+                "FROM information_schema.COLUMNS "
+                "WHERE TABLE_SCHEMA = DATABASE() AND DATA_TYPE = 'blob' "
+                "AND TABLE_NAME IN :table_names "
+                "AND COLUMN_NAME IN :column_names"
+            ).bindparams(
+                bindparam("table_names", expanding=True),
+                bindparam("column_names", expanding=True),
+            )
+            with engine.connect() as conn:
+                rows = conn.execute(
+                    query,
+                    {
+                        "table_names": list(registry_tables),
+                        "column_names": list(proto_columns),
+                    },
+                ).fetchall()
+            stale = [f"{table_name}.{column_name}" for table_name, column_name in rows]
+            if stale:
+                # NOTE: keep this doc path in sync with the actual file location.
+                logger.error(
+                    "SQL registry has %d column(s) still typed BLOB (64 KB cap) "
+                    "on this %s database: %s. Large protos (e.g. a FeatureView) "
+                    "will be silently truncated and fail to deserialize. "
+                    "create_all() does not migrate existing columns; run the "
+                    "ALTER TABLE ... MODIFY ... LONGBLOB migration documented at "
+                    "docs/reference/registries/sql.md to fix this.",
+                    len(stale),
+                    engine.dialect.name,
+                    ", ".join(sorted(stale)),
+                )
+        except Exception as e:
+            # Diagnostics must never break registry startup.
+            logger.debug("Could not check registry BLOB column widths: %s", e)
+
     def _sync_feast_metadata_to_projects_table(self):
         feast_metadata_projects: dict = {}
         projects_set: set = []
@@ -369,6 +547,7 @@ def teardown(self):
             validation_references,
             permissions,
             feature_view_version_history,
+            label_views,
         }:
             with self.write_engine.begin() as conn:
                 stmt = delete(t)
@@ -387,7 +566,7 @@ def _get_stream_feature_view(self, name: str, project: str):
         )
 
     def _list_stream_feature_views(
-        self, project: str, tags: Optional[dict[str, str]]
+        self, project: str, tags: Optional[dict[str, str]], **kwargs
     ) -> List[StreamFeatureView]:
         return self._list_objects(
             stream_feature_views,
@@ -396,6 +575,7 @@ def _list_stream_feature_views(
             StreamFeatureView,
             "feature_view_proto",
             tags=tags,
+            **kwargs,
         )
 
     def apply_entity(self, entity: Entity, project: str, commit: bool = True):
@@ -452,25 +632,53 @@ def _get_any_feature_view(self, name: str, project: str) -> BaseFeatureView:
                 python_class=StreamFeatureView,
                 id_field_name="feature_view_name",
                 proto_field_name="feature_view_proto",
+                not_found_exception=None,
+            )
+
+        if not fv:
+            fv = self._get_object(
+                table=label_views,
+                name=name,
+                project=project,
+                proto_class=LabelViewProto,
+                python_class=LabelView,
+                id_field_name="feature_view_name",
+                proto_field_name="feature_view_proto",
                 not_found_exception=FeatureViewNotFoundException,
             )
         return fv
 
     def _list_all_feature_views(
-        self, project: str, tags: Optional[dict[str, str]]
+        self,
+        project: str,
+        tags: Optional[dict[str, str]],
+        updated_since: Optional[datetime] = None,
+        **kwargs,
     ) -> List[BaseFeatureView]:
         return (
             cast(
                 list[BaseFeatureView],
-                self._list_feature_views(project=project, tags=tags),
+                self._list_feature_views(
+                    project=project, tags=tags, updated_since=updated_since, **kwargs
+                ),
+            )
+            + cast(
+                list[BaseFeatureView],
+                self._list_stream_feature_views(
+                    project=project, tags=tags, updated_since=updated_since, **kwargs
+                ),
             )
             + cast(
                 list[BaseFeatureView],
-                self._list_stream_feature_views(project=project, tags=tags),
+                self._list_on_demand_feature_views(
+                    project=project, tags=tags, updated_since=updated_since, **kwargs
+                ),
             )
             + cast(
                 list[BaseFeatureView],
-                self._list_on_demand_feature_views(project=project, tags=tags),
+                self._list_label_views(
+                    project=project, tags=tags, updated_since=updated_since, **kwargs
+                ),
             )
         )
 
@@ -537,7 +745,7 @@ def _get_validation_reference(self, name: str, project: str) -> ValidationRefere
         )
 
     def _list_validation_references(
-        self, project: str, tags: Optional[dict[str, str]] = None
+        self, project: str, tags: Optional[dict[str, str]] = None, **kwargs
     ) -> List[ValidationReference]:
         return self._list_objects(
             table=validation_references,
@@ -546,13 +754,20 @@ def _list_validation_references(
             python_class=ValidationReference,
             proto_field_name="validation_reference_proto",
             tags=tags,
+            **kwargs,
         )
 
     def _list_entities(
-        self, project: str, tags: Optional[dict[str, str]]
+        self, project: str, tags: Optional[dict[str, str]], **kwargs
     ) -> List[Entity]:
         return self._list_objects(
-            entities, project, EntityProto, Entity, "entity_proto", tags=tags
+            entities,
+            project,
+            EntityProto,
+            Entity,
+            "entity_proto",
+            tags=tags,
+            **kwargs,
         )
 
     def delete_entity(self, name: str, project: str, commit: bool = True):
@@ -567,6 +782,7 @@ def delete_feature_view(self, name: str, project: str, commit: bool = True):
                 feature_views,
                 on_demand_feature_views,
                 stream_feature_views,
+                label_views,
             }:
                 stmt = delete(table).where(
                     table.c.feature_view_name == name,
@@ -614,7 +830,7 @@ def _get_data_source(self, name: str, project: str) -> DataSource:
         )
 
     def _list_data_sources(
-        self, project: str, tags: Optional[dict[str, str]]
+        self, project: str, tags: Optional[dict[str, str]], **kwargs
     ) -> List[DataSource]:
         return self._list_objects(
             data_sources,
@@ -623,6 +839,7 @@ def _list_data_sources(
             DataSource,
             "data_source_proto",
             tags=tags,
+            **kwargs,
         )
 
     def apply_data_source(
@@ -859,6 +1076,7 @@ def apply_feature_view(
     def apply_feature_service(
         self, feature_service: FeatureService, project: str, commit: bool = True
     ):
+        feature_service.prepare_for_apply(self, project, allow_cache=True)
         return self._apply_object(
             feature_services,
             project,
@@ -878,7 +1096,7 @@ def delete_data_source(self, name: str, project: str, commit: bool = True):
                 raise DataSourceObjectNotFoundException(name, project)
 
     def _list_feature_services(
-        self, project: str, tags: Optional[dict[str, str]]
+        self, project: str, tags: Optional[dict[str, str]], **kwargs
     ) -> List[FeatureService]:
         return self._list_objects(
             feature_services,
@@ -887,10 +1105,11 @@ def _list_feature_services(
             FeatureService,
             "feature_service_proto",
             tags=tags,
+            **kwargs,
         )
 
     def _list_feature_views(
-        self, project: str, tags: Optional[dict[str, str]]
+        self, project: str, tags: Optional[dict[str, str]], **kwargs
     ) -> List[FeatureView]:
         return self._list_objects(
             feature_views,
@@ -899,22 +1118,34 @@ def _list_feature_views(
             FeatureView,
             "feature_view_proto",
             tags=tags,
+            **kwargs,
         )
 
     def _list_saved_datasets(
-        self, project: str, tags: Optional[dict[str, str]] = None
+        self,
+        project: str,
+        tags: Optional[dict[str, str]] = None,
+        namespace: Optional[str] = None,
+        collection: Optional[str] = None,
+        **kwargs,
     ) -> List[SavedDataset]:
-        return self._list_objects(
+        results = self._list_objects(
             saved_datasets,
             project,
             SavedDatasetProto,
             SavedDataset,
             "saved_dataset_proto",
             tags=tags,
+            **kwargs,
         )
+        if namespace is not None:
+            results = [sd for sd in results if sd.namespace == namespace]
+        if collection is not None:
+            results = [sd for sd in results if sd.collection == collection]
+        return results
 
     def _list_on_demand_feature_views(
-        self, project: str, tags: Optional[dict[str, str]]
+        self, project: str, tags: Optional[dict[str, str]], **kwargs
     ) -> List[OnDemandFeatureView]:
         return self._list_objects(
             on_demand_feature_views,
@@ -923,6 +1154,41 @@ def _list_on_demand_feature_views(
             OnDemandFeatureView,
             "feature_view_proto",
             tags=tags,
+            **kwargs,
+        )
+
+    def _get_label_view(self, name: str, project: str) -> LabelView:
+        return self._get_object(
+            table=label_views,
+            name=name,
+            project=project,
+            proto_class=LabelViewProto,
+            python_class=LabelView,
+            id_field_name="feature_view_name",
+            proto_field_name="feature_view_proto",
+            not_found_exception=FeatureViewNotFoundException,
+        )
+
+    def _list_label_views(
+        self, project: str, tags: Optional[dict[str, str]], **kwargs
+    ) -> List[LabelView]:
+        return self._list_objects(
+            label_views,
+            project,
+            LabelViewProto,
+            LabelView,
+            "feature_view_proto",
+            tags=tags,
+            **kwargs,
+        )
+
+    def delete_label_view(self, name: str, project: str, commit: bool = True):
+        self._delete_object(
+            label_views,
+            name,
+            project,
+            "feature_view_name",
+            FeatureViewNotFoundException,
         )
 
     def _list_project_metadata(self, project: str) -> List[ProjectMetadata]:
@@ -958,6 +1224,15 @@ def apply_saved_dataset(
             "saved_dataset_proto",
         )
 
+    def delete_saved_dataset(self, name: str, project: str, commit: bool = True):
+        return self._delete_object(
+            saved_datasets,
+            name,
+            project,
+            "saved_dataset_name",
+            SavedDatasetNotFound,
+        )
+
     def apply_validation_reference(
         self,
         validation_reference: ValidationReference,
@@ -974,7 +1249,7 @@ def apply_validation_reference(
 
     def apply_materialization(
         self,
-        feature_view: Union[FeatureView, OnDemandFeatureView],
+        feature_view: Union[FeatureView, OnDemandFeatureView, LabelView],
         project: str,
         start_date: datetime,
         end_date: datetime,
@@ -983,7 +1258,7 @@ def apply_materialization(
         table = self._infer_fv_table(feature_view)
         python_class, proto_class = self._infer_fv_classes(feature_view)
 
-        if python_class in {OnDemandFeatureView}:
+        if python_class in {OnDemandFeatureView, LabelView}:
             raise ValueError(
                 f"Cannot apply materialization for feature {feature_view.name} of type {python_class}"
             )
@@ -998,6 +1273,10 @@ def apply_materialization(
             FeatureViewNotFoundException,
         )
         fv.materialization_intervals.append((start_date, end_date))
+        if hasattr(fv, "state"):
+            from feast.feature_view import FeatureViewState
+
+            fv.state = FeatureViewState.AVAILABLE_ONLINE
         self._apply_object(
             table, project, "feature_view_name", fv, "feature_view_proto"
         )
@@ -1073,7 +1352,9 @@ def apply_user_metadata(
                 raise FeatureViewNotFoundException(feature_view.name, project=project)
 
     def _infer_fv_table(self, feature_view):
-        if isinstance(feature_view, StreamFeatureView):
+        if isinstance(feature_view, LabelView):
+            table = label_views
+        elif isinstance(feature_view, StreamFeatureView):
             table = stream_feature_views
         elif isinstance(feature_view, FeatureView):
             table = feature_views
@@ -1084,7 +1365,9 @@ def _infer_fv_table(self, feature_view):
         return table
 
     def _infer_fv_classes(self, feature_view):
-        if isinstance(feature_view, StreamFeatureView):
+        if isinstance(feature_view, LabelView):
+            python_class, proto_class = LabelView, LabelViewProto
+        elif isinstance(feature_view, StreamFeatureView):
             python_class, proto_class = StreamFeatureView, StreamFeatureViewProto
         elif isinstance(feature_view, FeatureView):
             python_class, proto_class = FeatureView, FeatureViewProto
@@ -1095,7 +1378,11 @@ def _infer_fv_classes(self, feature_view):
         return python_class, proto_class
 
     def _infer_fv_type_string(self, feature_view) -> str:
-        if isinstance(feature_view, StreamFeatureView):
+        from feast.labeling.label_view import LabelView
+
+        if isinstance(feature_view, LabelView):
+            return "label_view"
+        elif isinstance(feature_view, StreamFeatureView):
             return "stream_feature_view"
         elif isinstance(feature_view, FeatureView):
             return "feature_view"
@@ -1105,7 +1392,14 @@ def _infer_fv_type_string(self, feature_view) -> str:
             raise ValueError(f"Unexpected feature view type: {type(feature_view)}")
 
     def _proto_class_for_type(self, fv_type: str):
-        if fv_type == "stream_feature_view":
+        from feast.labeling.label_view import LabelView
+        from feast.protos.feast.core.LabelView_pb2 import (
+            LabelView as LabelViewProto,
+        )
+
+        if fv_type == "label_view":
+            return LabelViewProto, LabelView
+        elif fv_type == "stream_feature_view":
             return StreamFeatureViewProto, StreamFeatureView
         elif fv_type == "feature_view":
             return FeatureViewProto, FeatureView
@@ -1232,26 +1526,30 @@ def process_project(project: Project):
             r.projects.extend([project.to_proto()])
             last_updated_timestamps.append(last_updated_timestamp)
 
+            # proto_only=True: return raw protos without calling from_proto(),
+            # which would trigger dill.loads() on UDFs and fail for cross-project
+            # modules. The _list_* helpers hit the DB directly (no cache), avoiding
+            # infinite recursion since proto() itself builds the cache.
             for lister, registry_proto_field in [
-                (self.list_entities, r.entities),
-                (self.list_feature_views, r.feature_views),
-                (self.list_data_sources, r.data_sources),
-                (self.list_on_demand_feature_views, r.on_demand_feature_views),
-                (self.list_stream_feature_views, r.stream_feature_views),
-                (self.list_feature_services, r.feature_services),
-                (self.list_saved_datasets, r.saved_datasets),
-                (self.list_validation_references, r.validation_references),
-                (self.list_permissions, r.permissions),
+                (self._list_entities, r.entities),
+                (self._list_feature_views, r.feature_views),
+                (self._list_data_sources, r.data_sources),
+                (self._list_on_demand_feature_views, r.on_demand_feature_views),
+                (self._list_stream_feature_views, r.stream_feature_views),
+                (self._list_feature_services, r.feature_services),
+                (self._list_saved_datasets, r.saved_datasets),
+                (self._list_validation_references, r.validation_references),
+                (self._list_permissions, r.permissions),
+                (self._list_label_views, r.label_views),
             ]:
-                objs: List[Any] = lister(project_name, allow_cache=False)  # type: ignore
+                objs: List[Any] = lister(project_name, tags=None, proto_only=True)  # type: ignore
                 if objs:
-                    obj_protos = [obj.to_proto() for obj in objs]
-                    for obj_proto in obj_protos:
+                    for obj_proto in objs:
                         if "spec" in obj_proto.DESCRIPTOR.fields_by_name:
                             obj_proto.spec.project = project_name
                         else:
                             obj_proto.project = project_name
-                    registry_proto_field.extend(obj_protos)
+                    registry_proto_field.extend(objs)
 
             # This is suuuper jank. Because of https://github.com/feast-dev/feast/issues/2783,
             # the registry proto only has a single infra field, which we're currently setting as the "last" project.
@@ -1486,18 +1784,56 @@ def _list_objects(
         python_class: Any,
         proto_field_name: str,
         tags: Optional[dict[str, str]] = None,
+        proto_only: bool = False,
+        skip_udf: bool = False,
+        updated_since: Optional[datetime] = None,
     ):
+        """
+        Args:
+            proto_only: If True, return raw protobuf objects without calling
+                from_proto(). Used by proto() to build the RegistryProto cache
+                efficiently — avoids the from_proto()/to_proto() round-trip and
+                works uniformly for all object types (entities, data sources, etc.).
+            skip_udf: If True, call from_proto() but skip deserializing UDFs
+                (dill.loads). Returns Python objects suitable for filtering and
+                display without requiring the UDF's source module to be installed.
+                Only relevant for feature view types that contain UDFs.
+        """
+        import inspect
+
+        supports_skip_udf = (
+            skip_udf
+            and "skip_udf" in inspect.signature(python_class.from_proto).parameters
+        )
+
         with self.read_engine.begin() as conn:
             stmt = select(table).where(table.c.project_id == project)
+            if updated_since is not None:
+                # Ensure naive datetimes are treated as UTC, consistent with
+                # the Python-side filters that compare against offset-naive UTC
+                # last_updated_timestamp values from protobuf.
+                if updated_since.tzinfo is None:
+                    updated_since_utc = updated_since.replace(tzinfo=timezone.utc)
+                else:
+                    updated_since_utc = updated_since.astimezone(timezone.utc)
+                stmt = stmt.where(
+                    table.c.last_updated_timestamp >= int(updated_since_utc.timestamp())
+                )
             rows = conn.execute(stmt).all()
             if rows:
                 objects = []
                 for row in rows:
-                    obj = python_class.from_proto(
-                        proto_class.FromString(row._mapping[proto_field_name])
-                    )
-                    if utils.has_all_tags(obj.tags, tags):
-                        objects.append(obj)
+                    proto = proto_class.FromString(row._mapping[proto_field_name])
+                    if proto_only:
+                        objects.append(proto)
+                    else:
+                        obj = (
+                            python_class.from_proto(proto, skip_udf=True)
+                            if supports_skip_udf
+                            else python_class.from_proto(proto)
+                        )
+                        if utils.has_all_tags(obj.tags, tags):
+                            objects.append(obj)
                 return objects
         return []
 
@@ -1568,7 +1904,7 @@ def _get_permission(self, name: str, project: str) -> Permission:
         )
 
     def _list_permissions(
-        self, project: str, tags: Optional[dict[str, str]]
+        self, project: str, tags: Optional[dict[str, str]], **kwargs
     ) -> List[Permission]:
         return self._list_objects(
             permissions,
@@ -1577,6 +1913,7 @@ def _list_permissions(
             Permission,
             "permission_proto",
             tags=tags,
+            **kwargs,
         )
 
     def apply_permission(
@@ -1654,6 +1991,7 @@ def delete_project(
                     feature_views,
                     on_demand_feature_views,
                     stream_feature_views,
+                    label_views,
                     data_sources,
                     entities,
                     permissions,
diff --git a/sdk/python/feast/infra/utils/snowflake/registry/snowflake_table_creation.sql b/sdk/python/feast/infra/utils/snowflake/registry/snowflake_table_creation.sql
index fc13332e4b0..e38d21f96cf 100644
--- a/sdk/python/feast/infra/utils/snowflake/registry/snowflake_table_creation.sql
+++ b/sdk/python/feast/infra/utils/snowflake/registry/snowflake_table_creation.sql
@@ -97,3 +97,12 @@ CREATE TABLE IF NOT EXISTS REGISTRY_PATH."PERMISSIONS" (
     permission_proto BINARY NOT NULL,
     PRIMARY KEY (permission_name, project_id)
 );
+
+CREATE TABLE IF NOT EXISTS REGISTRY_PATH."LABEL_VIEWS" (
+    label_view_name VARCHAR,
+    project_id VARCHAR,
+    last_updated_timestamp TIMESTAMP_LTZ NOT NULL,
+    label_view_proto BINARY NOT NULL,
+    user_metadata BINARY,
+    PRIMARY KEY (label_view_name, project_id)
+);
diff --git a/sdk/python/feast/infra/utils/snowflake/registry/snowflake_table_deletion.sql b/sdk/python/feast/infra/utils/snowflake/registry/snowflake_table_deletion.sql
index dde984c3823..76d5029b50a 100644
--- a/sdk/python/feast/infra/utils/snowflake/registry/snowflake_table_deletion.sql
+++ b/sdk/python/feast/infra/utils/snowflake/registry/snowflake_table_deletion.sql
@@ -21,3 +21,5 @@ DROP TABLE IF EXISTS REGISTRY_PATH."STREAM_FEATURE_VIEWS";
 DROP TABLE IF EXISTS REGISTRY_PATH."VALIDATION_REFERENCES";
 
 DROP TABLE IF EXISTS REGISTRY_PATH."PERMISSIONS";
+
+DROP TABLE IF EXISTS REGISTRY_PATH."LABEL_VIEWS";
diff --git a/sdk/python/feast/infra/utils/snowflake/snowflake_utils.py b/sdk/python/feast/infra/utils/snowflake/snowflake_utils.py
index 1890cb6a087..e22d4857a19 100644
--- a/sdk/python/feast/infra/utils/snowflake/snowflake_utils.py
+++ b/sdk/python/feast/infra/utils/snowflake/snowflake_utils.py
@@ -76,10 +76,6 @@ def __enter__(self):
 
             kwargs.update((k, v) for k, v in config_dict.items() if v is not None)
 
-            for k, v in kwargs.items():
-                if k in ["role", "warehouse", "database", "schema_"]:
-                    kwargs[k] = f'"{v}"'
-
             kwargs["schema"] = kwargs.pop("schema_")
 
             # https://docs.snowflake.com/en/user-guide/python-connector-example.html#using-key-pair-authentication-key-pair-rotation
diff --git a/sdk/python/feast/infra/utils/snowflake/snowpark/snowflake_python_udfs_creation.sql b/sdk/python/feast/infra/utils/snowflake/snowpark/snowflake_python_udfs_creation.sql
index e39b12c1f79..b1a0d85f526 100644
--- a/sdk/python/feast/infra/utils/snowflake/snowpark/snowflake_python_udfs_creation.sql
+++ b/sdk/python/feast/infra/utils/snowflake/snowpark/snowflake_python_udfs_creation.sql
@@ -1,127 +1,127 @@
-CREATE FUNCTION IF NOT EXISTS feast_PROJECT_NAME_snowflake_binary_to_bytes_proto(df BINARY)
+CREATE OR REPLACE FUNCTION feast_PROJECT_NAME_snowflake_binary_to_bytes_proto(df BINARY)
   RETURNS BINARY
   LANGUAGE PYTHON
-  RUNTIME_VERSION = '3.9'
+  RUNTIME_VERSION = 'RUNTIME_VERSION_HOLDER'
   PACKAGES = ('protobuf', 'pandas')
   HANDLER = 'feast.infra.utils.snowflake.snowpark.snowflake_udfs.feast_snowflake_binary_to_bytes_proto'
   IMPORTS = ('@STAGE_HOLDER/feast.zip');
 
-CREATE FUNCTION IF NOT EXISTS feast_PROJECT_NAME_snowflake_varchar_to_string_proto(df VARCHAR)
+CREATE OR REPLACE FUNCTION feast_PROJECT_NAME_snowflake_varchar_to_string_proto(df VARCHAR)
   RETURNS BINARY
   LANGUAGE PYTHON
-  RUNTIME_VERSION = '3.9'
+  RUNTIME_VERSION = 'RUNTIME_VERSION_HOLDER'
   PACKAGES = ('protobuf', 'pandas')
   HANDLER = 'feast.infra.utils.snowflake.snowpark.snowflake_udfs.feast_snowflake_varchar_to_string_proto'
   IMPORTS = ('@STAGE_HOLDER/feast.zip');
 
-CREATE FUNCTION IF NOT EXISTS feast_PROJECT_NAME_snowflake_array_bytes_to_list_bytes_proto(df ARRAY)
+CREATE OR REPLACE FUNCTION feast_PROJECT_NAME_snowflake_array_bytes_to_list_bytes_proto(df ARRAY)
     RETURNS BINARY
     LANGUAGE PYTHON
-    RUNTIME_VERSION = '3.9'
+    RUNTIME_VERSION = 'RUNTIME_VERSION_HOLDER'
     PACKAGES = ('protobuf', 'pandas')
     HANDLER = 'feast.infra.utils.snowflake.snowpark.snowflake_udfs.feast_snowflake_array_bytes_to_list_bytes_proto'
     IMPORTS = ('@STAGE_HOLDER/feast.zip');
 
-CREATE FUNCTION IF NOT EXISTS feast_PROJECT_NAME_snowflake_array_varchar_to_list_string_proto(df ARRAY)
+CREATE OR REPLACE FUNCTION feast_PROJECT_NAME_snowflake_array_varchar_to_list_string_proto(df ARRAY)
     RETURNS BINARY
     LANGUAGE PYTHON
-    RUNTIME_VERSION = '3.9'
+    RUNTIME_VERSION = 'RUNTIME_VERSION_HOLDER'
     PACKAGES = ('protobuf', 'pandas')
     HANDLER = 'feast.infra.utils.snowflake.snowpark.snowflake_udfs.feast_snowflake_array_varchar_to_list_string_proto'
     IMPORTS = ('@STAGE_HOLDER/feast.zip');
 
-CREATE FUNCTION IF NOT EXISTS feast_PROJECT_NAME_snowflake_array_number_to_list_int32_proto(df ARRAY)
+CREATE OR REPLACE FUNCTION feast_PROJECT_NAME_snowflake_array_number_to_list_int32_proto(df ARRAY)
     RETURNS BINARY
     LANGUAGE PYTHON
-    RUNTIME_VERSION = '3.9'
+    RUNTIME_VERSION = 'RUNTIME_VERSION_HOLDER'
     PACKAGES = ('protobuf', 'pandas')
     HANDLER = 'feast.infra.utils.snowflake.snowpark.snowflake_udfs.feast_snowflake_array_number_to_list_int32_proto'
     IMPORTS = ('@STAGE_HOLDER/feast.zip');
 
-CREATE FUNCTION IF NOT EXISTS feast_PROJECT_NAME_snowflake_array_number_to_list_int64_proto(df ARRAY)
+CREATE OR REPLACE FUNCTION feast_PROJECT_NAME_snowflake_array_number_to_list_int64_proto(df ARRAY)
     RETURNS BINARY
     LANGUAGE PYTHON
-    RUNTIME_VERSION = '3.9'
+    RUNTIME_VERSION = 'RUNTIME_VERSION_HOLDER'
     PACKAGES = ('protobuf', 'pandas')
     HANDLER = 'feast.infra.utils.snowflake.snowpark.snowflake_udfs.feast_snowflake_array_number_to_list_int64_proto'
     IMPORTS = ('@STAGE_HOLDER/feast.zip');
 
-CREATE FUNCTION IF NOT EXISTS feast_PROJECT_NAME_snowflake_array_float_to_list_double_proto(df ARRAY)
+CREATE OR REPLACE FUNCTION feast_PROJECT_NAME_snowflake_array_float_to_list_double_proto(df ARRAY)
     RETURNS BINARY
     LANGUAGE PYTHON
-    RUNTIME_VERSION = '3.9'
+    RUNTIME_VERSION = 'RUNTIME_VERSION_HOLDER'
     PACKAGES = ('protobuf', 'pandas')
     HANDLER = 'feast.infra.utils.snowflake.snowpark.snowflake_udfs.feast_snowflake_array_float_to_list_double_proto'
     IMPORTS = ('@STAGE_HOLDER/feast.zip');
 
-CREATE FUNCTION IF NOT EXISTS feast_PROJECT_NAME_snowflake_array_boolean_to_list_bool_proto(df ARRAY)
+CREATE OR REPLACE FUNCTION feast_PROJECT_NAME_snowflake_array_boolean_to_list_bool_proto(df ARRAY)
     RETURNS BINARY
     LANGUAGE PYTHON
-    RUNTIME_VERSION = '3.9'
+    RUNTIME_VERSION = 'RUNTIME_VERSION_HOLDER'
     PACKAGES = ('protobuf', 'pandas')
     HANDLER = 'feast.infra.utils.snowflake.snowpark.snowflake_udfs.feast_snowflake_array_boolean_to_list_bool_proto'
     IMPORTS = ('@STAGE_HOLDER/feast.zip');
 
-CREATE FUNCTION IF NOT EXISTS feast_PROJECT_NAME_snowflake_array_timestamp_to_list_unix_timestamp_proto(df ARRAY)
+CREATE OR REPLACE FUNCTION feast_PROJECT_NAME_snowflake_array_timestamp_to_list_unix_timestamp_proto(df ARRAY)
     RETURNS BINARY
     LANGUAGE PYTHON
-    RUNTIME_VERSION = '3.9'
+    RUNTIME_VERSION = 'RUNTIME_VERSION_HOLDER'
     PACKAGES = ('protobuf', 'pandas')
     HANDLER = 'feast.infra.utils.snowflake.snowpark.snowflake_udfs.feast_snowflake_array_timestamp_to_list_unix_timestamp_proto'
     IMPORTS = ('@STAGE_HOLDER/feast.zip');
 
-CREATE FUNCTION IF NOT EXISTS feast_PROJECT_NAME_snowflake_number_to_int32_proto(df NUMBER)
+CREATE OR REPLACE FUNCTION feast_PROJECT_NAME_snowflake_number_to_int32_proto(df NUMBER)
   RETURNS BINARY
   LANGUAGE PYTHON
-  RUNTIME_VERSION = '3.9'
+  RUNTIME_VERSION = 'RUNTIME_VERSION_HOLDER'
   PACKAGES = ('protobuf', 'pandas')
   HANDLER = 'feast.infra.utils.snowflake.snowpark.snowflake_udfs.feast_snowflake_number_to_int32_proto'
   IMPORTS = ('@STAGE_HOLDER/feast.zip');
 
-CREATE FUNCTION IF NOT EXISTS feast_PROJECT_NAME_snowflake_number_to_int64_proto(df NUMBER)
+CREATE OR REPLACE FUNCTION feast_PROJECT_NAME_snowflake_number_to_int64_proto(df NUMBER)
   RETURNS BINARY
   LANGUAGE PYTHON
-  RUNTIME_VERSION = '3.9'
+  RUNTIME_VERSION = 'RUNTIME_VERSION_HOLDER'
   PACKAGES = ('protobuf', 'pandas')
   HANDLER = 'feast.infra.utils.snowflake.snowpark.snowflake_udfs.feast_snowflake_number_to_int64_proto'
   IMPORTS = ('@STAGE_HOLDER/feast.zip');
 
-CREATE FUNCTION IF NOT EXISTS feast_PROJECT_NAME_snowflake_float_to_double_proto(df DOUBLE)
+CREATE OR REPLACE FUNCTION feast_PROJECT_NAME_snowflake_float_to_double_proto(df DOUBLE)
   RETURNS BINARY
   LANGUAGE PYTHON
-  RUNTIME_VERSION = '3.9'
+  RUNTIME_VERSION = 'RUNTIME_VERSION_HOLDER'
   PACKAGES = ('protobuf', 'pandas')
   HANDLER = 'feast.infra.utils.snowflake.snowpark.snowflake_udfs.feast_snowflake_float_to_double_proto'
   IMPORTS = ('@STAGE_HOLDER/feast.zip');
 
-CREATE FUNCTION IF NOT EXISTS feast_PROJECT_NAME_snowflake_boolean_to_bool_proto(df BOOLEAN)
+CREATE OR REPLACE FUNCTION feast_PROJECT_NAME_snowflake_boolean_to_bool_proto(df BOOLEAN)
   RETURNS BINARY
   LANGUAGE PYTHON
-  RUNTIME_VERSION = '3.9'
+  RUNTIME_VERSION = 'RUNTIME_VERSION_HOLDER'
   PACKAGES = ('protobuf', 'pandas')
   HANDLER = 'feast.infra.utils.snowflake.snowpark.snowflake_udfs.feast_snowflake_boolean_to_bool_boolean_proto'
   IMPORTS = ('@STAGE_HOLDER/feast.zip');
 
-CREATE FUNCTION IF NOT EXISTS feast_PROJECT_NAME_snowflake_timestamp_to_unix_timestamp_proto(df NUMBER)
+CREATE OR REPLACE FUNCTION feast_PROJECT_NAME_snowflake_timestamp_to_unix_timestamp_proto(df NUMBER)
   RETURNS BINARY
   LANGUAGE PYTHON
-  RUNTIME_VERSION = '3.9'
+  RUNTIME_VERSION = 'RUNTIME_VERSION_HOLDER'
   PACKAGES = ('protobuf', 'pandas')
   HANDLER = 'feast.infra.utils.snowflake.snowpark.snowflake_udfs.feast_snowflake_timestamp_to_unix_timestamp_proto'
   IMPORTS = ('@STAGE_HOLDER/feast.zip');
 
-CREATE FUNCTION IF NOT EXISTS feast_PROJECT_NAME_serialize_entity_keys(names ARRAY, data ARRAY, types ARRAY)
+CREATE OR REPLACE FUNCTION feast_PROJECT_NAME_serialize_entity_keys(names ARRAY, data ARRAY, types ARRAY)
   RETURNS BINARY
   LANGUAGE PYTHON
-  RUNTIME_VERSION = '3.9'
+  RUNTIME_VERSION = 'RUNTIME_VERSION_HOLDER'
   PACKAGES = ('protobuf', 'pandas')
   HANDLER = 'feast.infra.utils.snowflake.snowpark.snowflake_udfs.feast_serialize_entity_keys'
   IMPORTS = ('@STAGE_HOLDER/feast.zip');
 
-CREATE FUNCTION IF NOT EXISTS feast_PROJECT_NAME_entity_key_proto_to_string(names ARRAY, data ARRAY, types ARRAY)
+CREATE OR REPLACE FUNCTION feast_PROJECT_NAME_entity_key_proto_to_string(names ARRAY, data ARRAY, types ARRAY)
   RETURNS BINARY
   LANGUAGE PYTHON
-  RUNTIME_VERSION = '3.9'
+  RUNTIME_VERSION = 'RUNTIME_VERSION_HOLDER'
   PACKAGES = ('protobuf', 'pandas')
   HANDLER = 'feast.infra.utils.snowflake.snowpark.snowflake_udfs.feast_entity_key_proto_to_string'
   IMPORTS = ('@STAGE_HOLDER/feast.zip')
diff --git a/sdk/python/feast/infra/utils/snowflake/snowpark/snowflake_udfs.py b/sdk/python/feast/infra/utils/snowflake/snowpark/snowflake_udfs.py
index 23026d79109..c9cbb87a953 100644
--- a/sdk/python/feast/infra/utils/snowflake/snowpark/snowflake_udfs.py
+++ b/sdk/python/feast/infra/utils/snowflake/snowpark/snowflake_udfs.py
@@ -14,11 +14,21 @@
 )
 from feast.value_type import ValueType
 
+# NOTE: The `CREATE OR REPLACE FUNCTION ...` blocks below are illustrative reference
+# documentation only; they are not executed as-is. The SQL Feast actually runs is
+# templated from `snowflake_python_udfs_creation.sql`, which fills in placeholders
+# (stage path, project name, and Python UDF RUNTIME_VERSION) at deploy time -- see
+# `SnowflakeComputeEngine.update()` in `snowflake_engine.py`. The RUNTIME_VERSION
+# shown here documents Feast's default (`SnowflakeComputeEngineConfig
+# .python_udf_runtime_version`, currently "3.10"); if you override that config
+# field, the runtime actually deployed to Snowflake will differ from what's shown
+# below.
+
 """
 CREATE OR REPLACE FUNCTION feast_snowflake_binary_to_bytes_proto(df BINARY)
   RETURNS BINARY
   LANGUAGE PYTHON
-  RUNTIME_VERSION = '3.9'
+  RUNTIME_VERSION = '3.10'
   PACKAGES = ('protobuf', 'pandas')
   HANDLER = 'feast.infra.utils.snowflake.snowpark.snowflake_udfs.feast_snowflake_binary_to_bytes_proto'
   IMPORTS = ('@feast_stage/feast.zip');
@@ -43,7 +53,7 @@ def feast_snowflake_binary_to_bytes_proto(df):
 CREATE OR REPLACE FUNCTION feast_snowflake_varchar_to_string_proto(df VARCHAR)
   RETURNS BINARY
   LANGUAGE PYTHON
-  RUNTIME_VERSION = '3.9'
+  RUNTIME_VERSION = '3.10'
   PACKAGES = ('protobuf', 'pandas')
   HANDLER = 'feast.infra.utils.snowflake.snowpark.snowflake_udfs.feast_snowflake_varchar_to_string_proto'
   IMPORTS = ('@feast_stage/feast.zip');
@@ -68,7 +78,7 @@ def feast_snowflake_varchar_to_string_proto(df):
 CREATE OR REPLACE FUNCTION feast_snowflake_array_bytes_to_list_bytes_proto(df ARRAY)
   RETURNS BINARY
   LANGUAGE PYTHON
-  RUNTIME_VERSION = '3.9'
+  RUNTIME_VERSION = '3.10'
   PACKAGES = ('protobuf', 'pandas')
   HANDLER = 'feast.infra.utils.snowflake.snowpark.snowflake_udfs.feast_snowflake_array_bytes_to_list_bytes_proto'
   IMPORTS = ('@feast_stage/feast.zip');
@@ -96,7 +106,7 @@ def feast_snowflake_array_bytes_to_list_bytes_proto(df):
 CREATE OR REPLACE FUNCTION feast_snowflake_array_varchar_to_list_string_proto(df ARRAY)
   RETURNS BINARY
   LANGUAGE PYTHON
-  RUNTIME_VERSION = '3.9'
+  RUNTIME_VERSION = '3.10'
   PACKAGES = ('protobuf', 'pandas')
   HANDLER = 'feast.infra.utils.snowflake.snowpark.snowflake_udfs.feast_snowflake_array_varchar_to_list_string_proto'
   IMPORTS = ('@feast_stage/feast.zip');
@@ -120,7 +130,7 @@ def feast_snowflake_array_varchar_to_list_string_proto(df):
 CREATE OR REPLACE FUNCTION feast_snowflake_array_number_to_list_int32_proto(df ARRAY)
   RETURNS BINARY
   LANGUAGE PYTHON
-  RUNTIME_VERSION = '3.9'
+  RUNTIME_VERSION = '3.10'
   PACKAGES = ('protobuf', 'pandas')
   HANDLER = 'feast.infra.utils.snowflake.snowpark.snowflake_udfs.feast_snowflake_array_number_to_list_int32_proto'
   IMPORTS = ('@feast_stage/feast.zip');
@@ -144,7 +154,7 @@ def feast_snowflake_array_number_to_list_int32_proto(df):
 CREATE OR REPLACE FUNCTION feast_snowflake_array_number_to_list_int64_proto(df ARRAY)
   RETURNS BINARY
   LANGUAGE PYTHON
-  RUNTIME_VERSION = '3.9'
+  RUNTIME_VERSION = '3.10'
   PACKAGES = ('protobuf', 'pandas')
   HANDLER = 'feast.infra.utils.snowflake.snowpark.snowflake_udfs.feast_snowflake_array_number_to_list_int64_proto'
   IMPORTS = ('@feast_stage/feast.zip');
@@ -168,7 +178,7 @@ def feast_snowflake_array_number_to_list_int64_proto(df):
 CREATE OR REPLACE FUNCTION feast_snowflake_array_float_to_list_double_proto(df ARRAY)
   RETURNS BINARY
   LANGUAGE PYTHON
-  RUNTIME_VERSION = '3.9'
+  RUNTIME_VERSION = '3.10'
   PACKAGES = ('protobuf', 'pandas')
   HANDLER = 'feast.infra.utils.snowflake.snowpark.snowflake_udfs.feast_snowflake_array_float_to_list_double_proto'
   IMPORTS = ('@feast_stage/feast.zip');
@@ -194,7 +204,7 @@ def feast_snowflake_array_float_to_list_double_proto(df):
 CREATE OR REPLACE FUNCTION feast_snowflake_array_boolean_to_list_bool_proto(df ARRAY)
   RETURNS BINARY
   LANGUAGE PYTHON
-  RUNTIME_VERSION = '3.9'
+  RUNTIME_VERSION = '3.10'
   PACKAGES = ('protobuf', 'pandas')
   HANDLER = 'feast.infra.utils.snowflake.snowpark.snowflake_udfs.feast_snowflake_array_boolean_to_list_bool_proto'
   IMPORTS = ('@feast_stage/feast.zip');
@@ -218,7 +228,7 @@ def feast_snowflake_array_boolean_to_list_bool_proto(df):
 CREATE OR REPLACE FUNCTION feast_snowflake_array_timestamp_to_list_unix_timestamp_proto(df ARRAY)
   RETURNS BINARY
   LANGUAGE PYTHON
-  RUNTIME_VERSION = '3.9'
+  RUNTIME_VERSION = '3.10'
   PACKAGES = ('protobuf', 'pandas')
   HANDLER = 'feast.infra.utils.snowflake.snowpark.snowflake_udfs.feast_snowflake_array_timestamp_to_list_unix_timestamp_proto'
   IMPORTS = ('@feast_stage/feast.zip');
@@ -244,7 +254,7 @@ def feast_snowflake_array_timestamp_to_list_unix_timestamp_proto(df):
 CREATE OR REPLACE FUNCTION feast_snowflake_number_to_int32_proto(df NUMBER)
   RETURNS BINARY
   LANGUAGE PYTHON
-  RUNTIME_VERSION = '3.9'
+  RUNTIME_VERSION = '3.10'
   PACKAGES = ('protobuf', 'pandas')
   HANDLER = 'feast.infra.utils.snowflake.snowpark.snowflake_udfs.feast_snowflake_number_to_int32_proto'
   IMPORTS = ('@feast_stage/feast.zip');
@@ -269,7 +279,7 @@ def feast_snowflake_number_to_int32_proto(df):
 CREATE OR REPLACE FUNCTION feast_snowflake_number_to_int64_proto(df NUMBER)
   RETURNS BINARY
   LANGUAGE PYTHON
-  RUNTIME_VERSION = '3.9'
+  RUNTIME_VERSION = '3.10'
   PACKAGES = ('protobuf', 'pandas')
   HANDLER = 'feast.infra.utils.snowflake.snowpark.snowflake_udfs.feast_snowflake_number_to_int64_proto'
   IMPORTS = ('@feast_stage/feast.zip');
@@ -296,7 +306,7 @@ def feast_snowflake_number_to_int64_proto(df):
 CREATE OR REPLACE FUNCTION feast_snowflake_float_to_double_proto(df DOUBLE)
   RETURNS BINARY
   LANGUAGE PYTHON
-  RUNTIME_VERSION = '3.9'
+  RUNTIME_VERSION = '3.10'
   PACKAGES = ('protobuf', 'pandas')
   HANDLER = 'feast.infra.utils.snowflake.snowpark.snowflake_udfs.feast_snowflake_float_to_double_proto'
   IMPORTS = ('@feast_stage/feast.zip');
@@ -321,7 +331,7 @@ def feast_snowflake_float_to_double_proto(df):
 CREATE OR REPLACE FUNCTION feast_snowflake_boolean_to_bool_proto(df BOOLEAN)
   RETURNS BINARY
   LANGUAGE PYTHON
-  RUNTIME_VERSION = '3.9'
+  RUNTIME_VERSION = '3.10'
   PACKAGES = ('protobuf', 'pandas')
   HANDLER = 'feast.infra.utils.snowflake.snowpark.snowflake_udfs.feast_snowflake_boolean_to_bool_boolean_proto'
   IMPORTS = ('@feast_stage/feast.zip');
@@ -346,7 +356,7 @@ def feast_snowflake_boolean_to_bool_boolean_proto(df):
 CREATE OR REPLACE FUNCTION feast_snowflake_timestamp_to_unix_timestamp_proto(df NUMBER)
   RETURNS BINARY
   LANGUAGE PYTHON
-  RUNTIME_VERSION = '3.9'
+  RUNTIME_VERSION = '3.10'
   PACKAGES = ('protobuf', 'pandas')
   HANDLER = 'feast.infra.utils.snowflake.snowpark.snowflake_udfs.feast_snowflake_timestamp_to_unix_timestamp_proto'
   IMPORTS = ('@feast_stage/feast.zip');
@@ -374,7 +384,7 @@ def feast_snowflake_timestamp_to_unix_timestamp_proto(df):
 CREATE OR REPLACE FUNCTION feast_serialize_entity_keys(names ARRAY, data ARRAY, types ARRAY)
   RETURNS BINARY
   LANGUAGE PYTHON
-  RUNTIME_VERSION = '3.9'
+  RUNTIME_VERSION = '3.10'
   PACKAGES = ('protobuf', 'pandas')
   HANDLER = 'feast.infra.utils.snowflake.snowpark.snowflake_udfs.feast_serialize_entity_keys'
   IMPORTS = ('@feast_stage/feast.zip')
@@ -423,7 +433,7 @@ def feast_serialize_entity_keys(df):
 CREATE OR REPLACE FUNCTION feast_entity_key_proto_to_string(names ARRAY, data ARRAY, types ARRAY)
   RETURNS BINARY
   LANGUAGE PYTHON
-  RUNTIME_VERSION = '3.9'
+  RUNTIME_VERSION = '3.10'
   PACKAGES = ('protobuf', 'pandas')
   HANDLER = 'feast.infra.utils.snowflake.snowpark.snowflake_udfs.feast_entity_key_proto_to_string'
   IMPORTS = ('@feast_stage/feast.zip')
diff --git a/sdk/python/feast/labeling/__init__.py b/sdk/python/feast/labeling/__init__.py
new file mode 100644
index 00000000000..de55d970ef2
--- /dev/null
+++ b/sdk/python/feast/labeling/__init__.py
@@ -0,0 +1,11 @@
+"""Labeling primitives for mutable annotations decoupled from immutable feature data."""
+
+from feast.labeling.conflict_policy import ConflictPolicy
+from feast.labeling.conflict_resolver import resolve_conflicts
+from feast.labeling.label_view import LabelView
+
+__all__ = [
+    "ConflictPolicy",
+    "LabelView",
+    "resolve_conflicts",
+]
diff --git a/sdk/python/feast/labeling/conflict_policy.py b/sdk/python/feast/labeling/conflict_policy.py
new file mode 100644
index 00000000000..de81e2d4afc
--- /dev/null
+++ b/sdk/python/feast/labeling/conflict_policy.py
@@ -0,0 +1,66 @@
+from enum import Enum
+
+from feast.protos.feast.core.LabelView_pb2 import (
+    ConflictResolutionPolicy as ConflictResolutionPolicyProto,
+)
+
+
+class ConflictPolicy(Enum):
+    """Determines how conflicting labels from different labelers are resolved.
+
+    When multiple labelers write labels for the same entity key, the conflict
+    policy controls which resolved value is returned for offline/batch reads
+    (training data generation, UI browse, quality metrics).
+
+    .. note::
+
+        **Enforcement scope:** The conflict policy is enforced for **offline
+        store reads** — all batch queries (``pull_all_from_table_or_query``,
+        UI endpoints, training data generation) apply the configured resolution
+        strategy. The **online store** always uses ``LAST_WRITE_WINS`` semantics
+        regardless of this setting, as labeling is primarily a training-time
+        concern.
+
+    Attributes:
+        LAST_WRITE_WINS: The most recently written label for a given entity key
+            takes precedence, regardless of which labeler wrote it.
+        LABELER_PRIORITY: Labels are ranked by a pre-configured labeler priority
+            order. Higher-priority labelers override lower-priority ones.
+        MAJORITY_VOTE: The label value that appears most frequently across all
+            labelers is selected. Useful for consensus-based annotation workflows.
+    """
+
+    LAST_WRITE_WINS = "last_write_wins"
+    LABELER_PRIORITY = "labeler_priority"
+    MAJORITY_VOTE = "majority_vote"
+
+    def to_proto(self) -> int:
+        """Converts this ConflictPolicy to its protobuf enum value.
+
+        Returns:
+            The integer protobuf enum value corresponding to this policy.
+        """
+        return _POLICY_TO_PROTO[self]
+
+    @classmethod
+    def from_proto(cls, proto_val: int) -> "ConflictPolicy":
+        """Creates a ConflictPolicy from a protobuf enum value.
+
+        Args:
+            proto_val: The integer protobuf enum value.
+
+        Returns:
+            The ConflictPolicy corresponding to the given protobuf value.
+        """
+        return _PROTO_TO_POLICY[proto_val]
+
+
+_POLICY_TO_PROTO = {
+    ConflictPolicy.LAST_WRITE_WINS: ConflictResolutionPolicyProto.LAST_WRITE_WINS,
+    ConflictPolicy.LABELER_PRIORITY: ConflictResolutionPolicyProto.LABELER_PRIORITY,
+    ConflictPolicy.MAJORITY_VOTE: ConflictResolutionPolicyProto.MAJORITY_VOTE,
+}
+
+_PROTO_TO_POLICY: dict[int, ConflictPolicy] = {
+    v: k for k, v in _POLICY_TO_PROTO.items()
+}
diff --git a/sdk/python/feast/labeling/conflict_resolver.py b/sdk/python/feast/labeling/conflict_resolver.py
new file mode 100644
index 00000000000..854500a52bd
--- /dev/null
+++ b/sdk/python/feast/labeling/conflict_resolver.py
@@ -0,0 +1,157 @@
+"""Offline-store conflict resolution for LabelView labels.
+
+Applies the configured ConflictPolicy to a DataFrame containing all historical
+label rows (from pull_all_from_table_or_query), producing one resolved row per
+entity key.
+
+The online store continues to use LAST_WRITE_WINS regardless of policy — this
+resolver is for offline/batch reads used in training data generation, the UI
+browse/quality endpoints, and any batch pipeline consuming resolved labels.
+"""
+
+from typing import List, Optional
+
+import pandas as pd
+
+from feast.labeling.conflict_policy import ConflictPolicy
+
+
+def resolve_conflicts(
+    df: pd.DataFrame,
+    join_key_columns: List[str],
+    feature_name_columns: List[str],
+    timestamp_field: str,
+    labeler_field: str,
+    conflict_policy: ConflictPolicy,
+    labeler_priorities: Optional[List[str]] = None,
+) -> pd.DataFrame:
+    """Resolve label conflicts by applying the configured policy.
+
+    Args:
+        df: Full history DataFrame (all rows, not deduplicated).
+        join_key_columns: Entity key column names.
+        feature_name_columns: Label/feature column names.
+        timestamp_field: Event timestamp column name.
+        labeler_field: Column identifying who wrote the label.
+        conflict_policy: The resolution strategy to apply.
+        labeler_priorities: Ordered list of labelers from highest to lowest
+            priority. Required for LABELER_PRIORITY policy.
+
+    Returns:
+        DataFrame with one resolved row per unique entity key combination.
+    """
+    if df.empty:
+        return df
+
+    if conflict_policy == ConflictPolicy.LAST_WRITE_WINS:
+        return _resolve_last_write_wins(df, join_key_columns, timestamp_field)
+    elif conflict_policy == ConflictPolicy.LABELER_PRIORITY:
+        return _resolve_labeler_priority(
+            df, join_key_columns, timestamp_field, labeler_field, labeler_priorities
+        )
+    elif conflict_policy == ConflictPolicy.MAJORITY_VOTE:
+        return _resolve_majority_vote(
+            df, join_key_columns, feature_name_columns, timestamp_field
+        )
+    else:
+        return _resolve_last_write_wins(df, join_key_columns, timestamp_field)
+
+
+def _resolve_last_write_wins(
+    df: pd.DataFrame,
+    join_key_columns: List[str],
+    timestamp_field: str,
+) -> pd.DataFrame:
+    """Keep only the row with the latest timestamp per entity."""
+    df_sorted = df.sort_values(timestamp_field, ascending=False)
+    return df_sorted.drop_duplicates(subset=join_key_columns, keep="first").reset_index(
+        drop=True
+    )
+
+
+def _resolve_labeler_priority(
+    df: pd.DataFrame,
+    join_key_columns: List[str],
+    timestamp_field: str,
+    labeler_field: str,
+    labeler_priorities: Optional[List[str]] = None,
+) -> pd.DataFrame:
+    """Pick the label from the highest-priority labeler per entity.
+
+    If multiple rows exist from the same priority labeler, the latest timestamp
+    wins. Labelers not in the priority list are ranked lowest.
+    """
+    if not labeler_priorities:
+        return _resolve_last_write_wins(df, join_key_columns, timestamp_field)
+
+    priority_map = {name: i for i, name in enumerate(labeler_priorities)}
+    max_priority = len(labeler_priorities)
+
+    df = df.copy()
+    df["_priority_rank"] = df[labeler_field].map(
+        lambda x: priority_map.get(x, max_priority)
+    )
+    df_sorted = df.sort_values(
+        ["_priority_rank", timestamp_field], ascending=[True, False]
+    )
+    result = df_sorted.drop_duplicates(subset=join_key_columns, keep="first")
+    result = result.drop(columns=["_priority_rank"])
+    return result.reset_index(drop=True)
+
+
+def _resolve_majority_vote(
+    df: pd.DataFrame,
+    join_key_columns: List[str],
+    feature_name_columns: List[str],
+    timestamp_field: str,
+) -> pd.DataFrame:
+    """For each entity, pick the most common value per feature column.
+
+    Uses the most frequent value across all labelers for each feature.
+    Ties are broken by recency (latest timestamp wins).
+    """
+    if not feature_name_columns:
+        return _resolve_last_write_wins(df, join_key_columns, timestamp_field)
+
+    groups = df.groupby(join_key_columns, sort=False)
+    resolved_rows = []
+
+    for keys, group in groups:
+        if not isinstance(keys, tuple):
+            keys = (keys,)
+        row = dict(zip(join_key_columns, keys))
+
+        for col in feature_name_columns:
+            value_counts = group[col].value_counts()
+            if value_counts.empty:
+                row[col] = None
+                continue
+            top_value = value_counts.index[0]
+            top_count = value_counts.iloc[0]
+
+            # Tie-breaking: if multiple values have the same count, pick the
+            # one with the most recent timestamp
+            tied = value_counts[value_counts == top_count]
+            if len(tied) > 1:
+                tied_values = tied.index.tolist()
+                tied_rows = group[group[col].isin(tied_values)]
+                latest_row = tied_rows.sort_values(
+                    timestamp_field, ascending=False
+                ).iloc[0]
+                row[col] = latest_row[col]
+            else:
+                row[col] = top_value
+
+        row[timestamp_field] = group[timestamp_field].max()
+        if "labeler" in group.columns and "labeler" not in join_key_columns:
+            row["labeler"] = "majority_vote"
+
+        resolved_rows.append(row)
+
+    if not resolved_rows:
+        return df.head(0)
+
+    result = pd.DataFrame(resolved_rows)
+    # Preserve column order from original
+    cols = [c for c in df.columns if c in result.columns]
+    return result[cols].reset_index(drop=True)
diff --git a/sdk/python/feast/labeling/label_view.py b/sdk/python/feast/labeling/label_view.py
new file mode 100644
index 00000000000..754417cc290
--- /dev/null
+++ b/sdk/python/feast/labeling/label_view.py
@@ -0,0 +1,446 @@
+import copy
+import warnings
+from datetime import timedelta
+from typing import Any, Dict, List, Optional, Type
+
+from google.protobuf.duration_pb2 import Duration
+from google.protobuf.message import Message
+from typeguard import typechecked
+
+from feast.base_feature_view import BaseFeatureView
+from feast.data_source import DataSource
+from feast.entity import Entity
+from feast.feature_view_projection import FeatureViewProjection
+from feast.field import Field
+from feast.labeling.conflict_policy import ConflictPolicy
+from feast.proto_utils import serialize_data_source
+from feast.protos.feast.core.LabelView_pb2 import LabelView as LabelViewProto
+from feast.protos.feast.core.LabelView_pb2 import LabelViewMeta as LabelViewMetaProto
+from feast.protos.feast.core.LabelView_pb2 import LabelViewSpec as LabelViewSpecProto
+from feast.types import String as FeastString
+from feast.types import from_value_type
+from feast.value_type import ValueType
+
+warnings.simplefilter("once", DeprecationWarning)
+
+
+@typechecked
+class LabelView(BaseFeatureView):
+    """A LabelView manages mutable labels decoupled from immutable feature data.
+
+    A LabelView defines a mutable set of labels or annotations that are kept
+    separate from the immutable feature data stored in regular FeatureViews.
+    It supports multi-labeler workflows where different sources (human reviewers,
+    automated safety scanners, reward models) can independently write labels for
+    the same entity keys.
+
+    .. note::
+
+        **Enforcement scope:**
+
+        - ``conflict_policy`` is enforced for **offline store reads** (training
+          data generation, UI browse/quality endpoints, batch pipelines). The
+          online store always uses LAST_WRITE_WINS for low-latency serving.
+        - The offline store always retains full write history (all writes are
+          appended). The online store keeps only the latest value per entity key.
+
+    Attributes:
+        name: The unique name of the label view.
+        entities: The list of entity names associated with this label view.
+        ttl: How long labels are valid for online serving. ``timedelta(0)``
+            means labels never expire.
+        source: The data source (typically a ``PushSource``) feeding label data.
+        entity_columns: The entity key columns in the schema.
+        features: The label columns (non-entity fields in the schema).
+        online: Whether labels are served from the online store.
+        description: A human-readable description.
+        tags: Arbitrary key-value metadata.
+        owner: Owner email or identifier.
+        labeler_field: Name of the schema field that identifies who wrote the
+            label (default ``"labeler"``).
+        conflict_policy: How conflicting labels from different labelers are
+            resolved (default ``ConflictPolicy.LAST_WRITE_WINS``). Enforced for
+            offline store reads (training, UI). Online store uses LAST_WRITE_WINS.
+        reference_feature_view: Optional name of the ``FeatureView`` whose
+            entities this label view annotates.
+    """
+
+    name: str
+    entities: List[str]
+    ttl: Optional[timedelta]
+    source: Optional[DataSource]
+    entity_columns: List[Field]
+    features: List[Field]
+    online: bool
+    description: str
+    tags: Dict[str, str]
+    owner: str
+
+    labeler_field: str
+    conflict_policy: ConflictPolicy
+    reference_feature_view: Optional[str]
+
+    def __init__(
+        self,
+        *,
+        name: str,
+        source: Optional[DataSource] = None,
+        schema: Optional[List[Field]] = None,
+        entities: Optional[List[Entity]] = None,
+        ttl: Optional[timedelta] = timedelta(days=0),
+        online: bool = True,
+        description: str = "",
+        tags: Optional[Dict[str, str]] = None,
+        owner: str = "",
+        labeler_field: str = "labeler",
+        conflict_policy: ConflictPolicy = ConflictPolicy.LAST_WRITE_WINS,
+        reference_feature_view: Optional[str] = None,
+    ):
+        """Creates a LabelView object.
+
+        Args:
+            name: The unique name of this label view.
+            source: The data source for ingesting labels, typically a
+                ``PushSource``. If ``None``, labels can only be written
+                programmatically via ``FeatureStore.push()``.
+            schema: The list of ``Field`` objects describing both entity
+                columns and label columns. Entity columns are identified
+                by matching against entity join keys.
+            entities: The list of ``Entity`` objects whose join keys are
+                used to key the labels.
+            ttl: The time-to-live for labels in the online store.
+                ``timedelta(0)`` means labels never expire. ``None`` means
+                the label view inherits the default TTL.
+            online: Whether this label view should be materialized to the
+                online store for low-latency serving.
+            description: A human-readable description of what the labels
+                represent.
+            tags: A dictionary of key-value pairs for arbitrary metadata.
+            owner: The owner of this label view, typically an email address.
+            labeler_field: The name of the field in the schema that
+                identifies the labeler. Defaults to ``"labeler"``.
+            conflict_policy: The policy for resolving conflicting labels
+                from different labelers. Defaults to
+                ``ConflictPolicy.LAST_WRITE_WINS``. Enforced for offline
+                store reads (training, UI). Online store uses LAST_WRITE_WINS.
+            reference_feature_view: The name of the ``FeatureView`` whose
+                entities this label view annotates. This is informational
+                and does not create a hard dependency.
+        """
+        self.ttl = ttl
+        self.entities = []
+        self.source = source
+
+        schema = schema or []
+
+        features: List[Field] = []
+        self.entity_columns = []
+
+        join_keys: List[str] = []
+        if entities:
+            for entity in entities:
+                join_keys.append(entity.join_key)
+                if entity.name != entity.join_key:
+                    self.entities.append(entity.name)
+                else:
+                    self.entities.append(entity.name)
+
+        if len(set(join_keys)) < len(join_keys):
+            raise ValueError(
+                "A label view should not have entities that share a join key."
+            )
+
+        for field in schema:
+            if field.name in join_keys:
+                self.entity_columns.append(field)
+                matching_entities = (
+                    [e for e in entities if e.join_key == field.name]
+                    if entities
+                    else []
+                )
+                if matching_entities:
+                    entity = matching_entities[0]
+                    if entity.value_type != ValueType.UNKNOWN:
+                        if from_value_type(entity.value_type) != field.dtype:
+                            raise ValueError(
+                                f"Entity {entity.name} has type {entity.value_type}, "
+                                f"which does not match the inferred type {field.dtype}."
+                            )
+            else:
+                features.append(field)
+
+        existing_entity_col_names = {ec.name for ec in self.entity_columns}
+        for jk in join_keys:
+            if jk not in existing_entity_col_names:
+                matching = [e for e in entities if e.join_key == jk] if entities else []
+                if matching and matching[0].value_type != ValueType.UNKNOWN:
+                    dtype = from_value_type(matching[0].value_type)
+                else:
+                    dtype = FeastString
+                self.entity_columns.append(Field(name=jk, dtype=dtype))
+
+        self.labeler_field = labeler_field
+        self.conflict_policy = conflict_policy
+        self.reference_feature_view = reference_feature_view or ""
+
+        super().__init__(
+            name=name,
+            features=features,
+            description=description,
+            tags=tags,
+            owner=owner,
+            source=source,
+        )
+        self.projection.view_type = "labelView"
+        self.online = online
+
+    def __hash__(self):
+        return super().__hash__()
+
+    def __copy__(self):
+        lv = LabelView(
+            name=self.name,
+            ttl=self.ttl,
+            source=self.source,
+            schema=self.schema,
+            tags=self.tags,
+            online=self.online,
+            description=self.description,
+            owner=self.owner,
+            labeler_field=self.labeler_field,
+            conflict_policy=self.conflict_policy,
+            reference_feature_view=self.reference_feature_view or None,
+        )
+        lv.entities = list(self.entities)
+        lv.features = copy.copy(self.features)
+        lv.entity_columns = copy.copy(self.entity_columns)
+        lv.projection = copy.copy(self.projection)
+        lv.version = self.version
+        lv.current_version_number = self.current_version_number
+        return lv
+
+    def __eq__(self, other):
+        if not isinstance(other, LabelView):
+            return False
+
+        if not super().__eq__(other):
+            return False
+
+        if (
+            sorted(self.entities) != sorted(other.entities)
+            or self.ttl != other.ttl
+            or self.online != other.online
+            or sorted(self.entity_columns) != sorted(other.entity_columns)
+            or self.labeler_field != other.labeler_field
+            or self.conflict_policy != other.conflict_policy
+            or self.reference_feature_view != other.reference_feature_view
+        ):
+            return False
+
+        return True
+
+    @property
+    def join_keys(self) -> List[str]:
+        """The entity join key column names for this label view."""
+        return [ec.name for ec in self.entity_columns]
+
+    @property
+    def schema(self) -> List[Field]:
+        """The full schema including both entity columns and label columns."""
+        return list(set(self.entity_columns + self.features))
+
+    @property
+    def batch_source(self) -> Optional[DataSource]:
+        """The batch data source for this label view.
+
+        If the source is a ``PushSource``, returns its underlying
+        ``batch_source``. Otherwise returns the source directly.
+        This property enables compatibility with offline store
+        ``get_historical_features`` implementations.
+        """
+        from feast.data_source import PushSource
+
+        if self.source is None:
+            return None
+        if isinstance(self.source, PushSource):
+            return self.source.batch_source
+        return self.source
+
+    @property
+    def stream_source(self) -> Optional[DataSource]:
+        """The stream data source for this label view.
+
+        Returns the source if it is a ``PushSource``, ``None`` otherwise.
+        """
+        from feast.data_source import PushSource
+
+        if self.source is not None and isinstance(self.source, PushSource):
+            return self.source
+        return None
+
+    # --- Labeling method helpers (parsed from tags) ---
+
+    _TAG_PREFIX_PROFILE = "feast.io/labeling-method"
+    _TAG_PREFIX_ROLE = "feast.io/field-role:"
+    _TAG_PREFIX_VALUES = "feast.io/label-values:"
+    _TAG_PREFIX_WIDGET = "feast.io/label-widget:"
+
+    @property
+    def labeling_method(self) -> str:
+        """The labeling method for this label view.
+
+        Parsed from the ``feast.io/labeling-method`` tag. Supported
+        methods: ``table`` (default), ``document-span``,
+        ``entity-form``, ``active-learning``.
+        """
+        return self.tags.get(self._TAG_PREFIX_PROFILE, "table")
+
+    @property
+    def annotation_config(self) -> Dict[str, Any]:
+        """Structured annotation configuration derived from tags.
+
+        Returns a dict with::
+
+            {
+                "profile": "document-span",
+                "field_roles": {"source_document": "content_ref", ...},
+                "label_values": {"relevance": ["relevant", "irrelevant"]},
+                "label_widgets": {"relevance": "binary", ...},
+            }
+        """
+        field_roles: Dict[str, str] = {}
+        label_values: Dict[str, List[str]] = {}
+        label_widgets: Dict[str, str] = {}
+
+        for key, value in self.tags.items():
+            if key.startswith(self._TAG_PREFIX_ROLE):
+                field_name = key[len(self._TAG_PREFIX_ROLE) :]
+                field_roles[field_name] = value
+            elif key.startswith(self._TAG_PREFIX_VALUES):
+                field_name = key[len(self._TAG_PREFIX_VALUES) :]
+                label_values[field_name] = [v.strip() for v in value.split(",")]
+            elif key.startswith(self._TAG_PREFIX_WIDGET):
+                field_name = key[len(self._TAG_PREFIX_WIDGET) :]
+                label_widgets[field_name] = value
+
+        return {
+            "profile": self.labeling_method,
+            "field_roles": field_roles,
+            "label_values": label_values,
+            "label_widgets": label_widgets,
+        }
+
+    def ensure_valid(self):
+        """Validates the label view configuration.
+
+        Raises:
+            ValueError: If the label view has no name (from ``BaseFeatureView``)
+                or no entities.
+        """
+        super().ensure_valid()
+        if not self.entities:
+            raise ValueError("Label view has no entities.")
+
+    @property
+    def proto_class(self) -> Type[Message]:
+        """The protobuf message class for LabelView."""
+        return LabelViewProto
+
+    def to_proto(self) -> LabelViewProto:
+        """Converts this LabelView to its protobuf representation.
+
+        Returns:
+            A ``LabelViewProto`` message with the spec and metadata populated.
+        """
+        meta = LabelViewMetaProto()
+        if self.created_timestamp:
+            meta.created_timestamp.FromDatetime(self.created_timestamp)
+        if self.last_updated_timestamp:
+            meta.last_updated_timestamp.FromDatetime(self.last_updated_timestamp)
+
+        ttl_duration = None
+        if self.ttl is not None:
+            ttl_duration = Duration()
+            ttl_duration.FromTimedelta(self.ttl)
+
+        source_proto = serialize_data_source(self.source)
+
+        spec = LabelViewSpecProto(
+            name=self.name,
+            entities=self.entities,
+            entity_columns=[field.to_proto() for field in self.entity_columns],
+            features=[feature.to_proto() for feature in self.features],
+            description=self.description,
+            tags=self.tags,
+            owner=self.owner,
+            ttl=(ttl_duration if ttl_duration is not None else None),
+            online=self.online,
+            source=source_proto,
+            labeler_field=self.labeler_field,
+            conflict_policy=self.conflict_policy.to_proto(),  # type: ignore[arg-type]
+            reference_feature_view=self.reference_feature_view or "",
+        )
+
+        return LabelViewProto(spec=spec, meta=meta)
+
+    @classmethod
+    def from_proto(cls, label_view_proto: LabelViewProto) -> "LabelView":
+        """Creates a LabelView from a protobuf representation.
+
+        Args:
+            label_view_proto: A ``LabelViewProto`` message to deserialize.
+
+        Returns:
+            A ``LabelView`` instance populated from the protobuf data.
+        """
+        source = (
+            DataSource.from_proto(label_view_proto.spec.source)
+            if label_view_proto.spec.HasField("source")
+            else None
+        )
+
+        label_view = cls(
+            name=label_view_proto.spec.name,
+            description=label_view_proto.spec.description,
+            tags=dict(label_view_proto.spec.tags),
+            owner=label_view_proto.spec.owner,
+            online=label_view_proto.spec.online,
+            ttl=(
+                timedelta(days=0)
+                if label_view_proto.spec.ttl.ToNanoseconds() == 0
+                else label_view_proto.spec.ttl.ToTimedelta()
+            ),
+            source=source,
+            labeler_field=label_view_proto.spec.labeler_field or "labeler",
+            conflict_policy=ConflictPolicy.from_proto(
+                label_view_proto.spec.conflict_policy
+            ),
+            reference_feature_view=(
+                label_view_proto.spec.reference_feature_view or None
+            ),
+        )
+
+        label_view.entities = list(label_view_proto.spec.entities)
+
+        label_view.features = [
+            Field.from_proto(field_proto)
+            for field_proto in label_view_proto.spec.features
+        ]
+        label_view.entity_columns = [
+            Field.from_proto(field_proto)
+            for field_proto in label_view_proto.spec.entity_columns
+        ]
+
+        label_view.projection = FeatureViewProjection.from_definition(label_view)
+        label_view.projection.view_type = "labelView"
+
+        if label_view_proto.meta.HasField("created_timestamp"):
+            label_view.created_timestamp = (
+                label_view_proto.meta.created_timestamp.ToDatetime()
+            )
+        if label_view_proto.meta.HasField("last_updated_timestamp"):
+            label_view.last_updated_timestamp = (
+                label_view_proto.meta.last_updated_timestamp.ToDatetime()
+            )
+
+        return label_view
diff --git a/sdk/python/feast/lineage/registry_lineage.py b/sdk/python/feast/lineage/registry_lineage.py
index 9d11ab70d53..0f4c2ac8c83 100644
--- a/sdk/python/feast/lineage/registry_lineage.py
+++ b/sdk/python/feast/lineage/registry_lineage.py
@@ -2,23 +2,110 @@
 Registry lineage generation for Feast objects.
 
 This module provides functionality to generate relationship graphs between
-Feast objects (entities, feature views, data sources, feature services)
-for lineage visualization.
+Feast objects (entities, feature views, data sources, feature services,
+saved datasets) for lineage visualization.
 """
 
 from dataclasses import dataclass
 from enum import Enum
-from typing import Dict, List, Tuple
+from typing import Dict, List, Set, Tuple
 
 from feast.protos.feast.core.Registry_pb2 import Registry
 
 
+def _extract_storage_identifiers(storage) -> Set[str]:
+    """Extract physical location identifiers from a SavedDatasetStorage proto.
+
+    Returns a set of non-empty strings (URIs, table names, paths) that can
+    be matched against DataSource options.
+    """
+    ids: Set[str] = set()
+    if hasattr(storage, "file_storage") and storage.HasField("file_storage"):
+        if storage.file_storage.uri:
+            ids.add(storage.file_storage.uri)
+    if hasattr(storage, "bigquery_storage") and storage.HasField("bigquery_storage"):
+        if storage.bigquery_storage.table:
+            ids.add(storage.bigquery_storage.table)
+    if hasattr(storage, "redshift_storage") and storage.HasField("redshift_storage"):
+        if storage.redshift_storage.table:
+            ids.add(storage.redshift_storage.table)
+    if hasattr(storage, "snowflake_storage") and storage.HasField("snowflake_storage"):
+        if storage.snowflake_storage.table:
+            ids.add(storage.snowflake_storage.table)
+    if hasattr(storage, "spark_storage") and storage.HasField("spark_storage"):
+        if storage.spark_storage.path:
+            ids.add(storage.spark_storage.path)
+        if storage.spark_storage.table:
+            ids.add(storage.spark_storage.table)
+    if hasattr(storage, "trino_storage") and storage.HasField("trino_storage"):
+        if storage.trino_storage.table:
+            ids.add(storage.trino_storage.table)
+    if hasattr(storage, "athena_storage") and storage.HasField("athena_storage"):
+        if storage.athena_storage.table:
+            ids.add(storage.athena_storage.table)
+    return ids
+
+
+def _extract_datasource_identifiers(data_source) -> Set[str]:
+    """Extract physical location identifiers from a DataSource proto.
+
+    Returns a set of non-empty strings (URIs, table names, paths) that can
+    be compared against SavedDatasetStorage identifiers.
+    """
+    ids: Set[str] = set()
+    opts = (
+        data_source.WhichOneof("options")
+        if hasattr(data_source, "WhichOneof")
+        else None
+    )
+    if opts == "file_options" and data_source.file_options.uri:
+        ids.add(data_source.file_options.uri)
+    elif opts == "bigquery_options" and data_source.bigquery_options.table:
+        ids.add(data_source.bigquery_options.table)
+    elif opts == "redshift_options" and data_source.redshift_options.table:
+        ids.add(data_source.redshift_options.table)
+    elif opts == "snowflake_options" and data_source.snowflake_options.table:
+        ids.add(data_source.snowflake_options.table)
+    elif opts == "spark_options":
+        if data_source.spark_options.path:
+            ids.add(data_source.spark_options.path)
+        if data_source.spark_options.table:
+            ids.add(data_source.spark_options.table)
+    elif opts == "trino_options" and data_source.trino_options.table:
+        ids.add(data_source.trino_options.table)
+    elif opts == "athena_options" and data_source.athena_options.table:
+        ids.add(data_source.athena_options.table)
+
+    # Also check batch_source if present (FeatureView's embedded source)
+    if hasattr(data_source, "batch_source") and data_source.HasField("batch_source"):
+        ids.update(_extract_datasource_identifiers(data_source.batch_source))
+
+    return ids
+
+
+def _build_datasource_location_index(registry: Registry) -> Dict[str, str]:
+    """Build a reverse index: physical location → DataSource name.
+
+    Scans all DataSources in the registry and maps each physical identifier
+    (URI, table, path) to the DataSource's name.
+    """
+    location_to_name: Dict[str, str] = {}
+    for ds in registry.data_sources:
+        if not (hasattr(ds, "name") and ds.name):
+            continue
+        for loc_id in _extract_datasource_identifiers(ds):
+            location_to_name[loc_id] = ds.name
+    return location_to_name
+
+
 class FeastObjectType(Enum):
     DATA_SOURCE = "dataSource"
     ENTITY = "entity"
     FEATURE_VIEW = "featureView"
+    LABEL_VIEW = "labelView"
     FEATURE_SERVICE = "featureService"
     FEATURE = "feature"
+    SAVED_DATASET = "savedDataset"
 
 
 @dataclass
@@ -82,7 +169,12 @@ def _parse_direct_relationships(self, registry: Registry) -> List[EntityRelation
         """Parse direct relationships between objects."""
         relationships = []
 
-        # FeatureService -> FeatureView relationships
+        # FeatureService -> FeatureView/LabelView relationships
+        label_view_names = {
+            lv.spec.name
+            for lv in registry.label_views
+            if hasattr(lv, "spec") and lv.spec
+        }
         for feature_service in registry.feature_services:
             if (
                 hasattr(feature_service, "spec")
@@ -90,10 +182,18 @@ def _parse_direct_relationships(self, registry: Registry) -> List[EntityRelation
                 and feature_service.spec.features
             ):
                 for feature in feature_service.spec.features:
+                    view_type_str = getattr(feature, "view_type", "")
+                    is_label_view = (
+                        view_type_str == "labelView"
+                        or feature.feature_view_name in label_view_names
+                    )
+                    source_type = (
+                        FeastObjectType.LABEL_VIEW
+                        if is_label_view
+                        else FeastObjectType.FEATURE_VIEW
+                    )
                     rel = EntityRelation(
-                        source=EntityReference(
-                            FeastObjectType.FEATURE_VIEW, feature.feature_view_name
-                        ),
+                        source=EntityReference(source_type, feature.feature_view_name),
                         target=EntityReference(
                             FeastObjectType.FEATURE_SERVICE,
                             feature_service.spec.name,
@@ -214,59 +314,38 @@ def _parse_direct_relationships(self, registry: Registry) -> List[EntityRelation
                     source_items = [(k, v) for k, v in enumerate(odfv.spec.sources)]
 
                 for source_name, source in source_items:
-                    if (
-                        hasattr(source, "request_data_source")
-                        and source.request_data_source
-                    ):
-                        if hasattr(source.request_data_source, "name"):
-                            relationships.append(
-                                EntityRelation(
-                                    source=EntityReference(
-                                        FeastObjectType.DATA_SOURCE,
-                                        source.request_data_source.name,
-                                    ),
-                                    target=EntityReference(
-                                        FeastObjectType.FEATURE_VIEW, odfv.spec.name
-                                    ),
-                                )
+                    has_req = hasattr(source, "HasField") and source.HasField(
+                        "request_data_source"
+                    )
+                    has_fvp = hasattr(source, "HasField") and source.HasField(
+                        "feature_view_projection"
+                    )
+
+                    if has_req and source.request_data_source.name:
+                        relationships.append(
+                            EntityRelation(
+                                source=EntityReference(
+                                    FeastObjectType.DATA_SOURCE,
+                                    source.request_data_source.name,
+                                ),
+                                target=EntityReference(
+                                    FeastObjectType.FEATURE_VIEW, odfv.spec.name
+                                ),
                             )
-                    elif (
-                        hasattr(source, "feature_view_projection")
-                        and source.feature_view_projection
-                    ):
-                        # Find the source feature view's batch source
-                        if hasattr(source.feature_view_projection, "feature_view_name"):
-                            source_fv = next(
-                                (
-                                    fv
-                                    for fv in registry.feature_views
-                                    if hasattr(fv, "spec")
-                                    and fv.spec
-                                    and hasattr(fv.spec, "name")
-                                    and fv.spec.name
-                                    == source.feature_view_projection.feature_view_name
+                        )
+                    elif has_fvp and source.feature_view_projection.feature_view_name:
+                        relationships.append(
+                            EntityRelation(
+                                source=EntityReference(
+                                    FeastObjectType.FEATURE_VIEW,
+                                    source.feature_view_projection.feature_view_name,
+                                ),
+                                target=EntityReference(
+                                    FeastObjectType.FEATURE_VIEW,
+                                    odfv.spec.name,
                                 ),
-                                None,
                             )
-                            if (
-                                source_fv
-                                and hasattr(source_fv, "spec")
-                                and source_fv.spec
-                                and hasattr(source_fv.spec, "batch_source")
-                                and source_fv.spec.batch_source
-                                and hasattr(source_fv.spec.batch_source, "name")
-                            ):
-                                relationships.append(
-                                    EntityRelation(
-                                        source=EntityReference(
-                                            FeastObjectType.DATA_SOURCE,
-                                            source_fv.spec.batch_source.name,
-                                        ),
-                                        target=EntityReference(
-                                            FeastObjectType.FEATURE_VIEW, odfv.spec.name
-                                        ),
-                                    )
-                                )
+                        )
 
         # Stream FeatureView relationships
         for sfv in registry.stream_feature_views:
@@ -307,6 +386,152 @@ def _parse_direct_relationships(self, registry: Registry) -> List[EntityRelation
                         )
                     )
 
+        # LabelView relationships
+        for label_view in registry.label_views:
+            if hasattr(label_view, "spec") and label_view.spec:
+                # Entity relationships
+                if hasattr(label_view.spec, "entities"):
+                    for entity_name in label_view.spec.entities:
+                        relationships.append(
+                            EntityRelation(
+                                source=EntityReference(
+                                    FeastObjectType.ENTITY, entity_name
+                                ),
+                                target=EntityReference(
+                                    FeastObjectType.LABEL_VIEW, label_view.spec.name
+                                ),
+                            )
+                        )
+
+                # Data source relationships: LabelView uses spec.source (PushSource)
+                # which contains a nested batch_source
+                if hasattr(label_view.spec, "source") and label_view.spec.source:
+                    source = label_view.spec.source
+                    # Link to the push source itself
+                    if hasattr(source, "name") and source.name:
+                        relationships.append(
+                            EntityRelation(
+                                source=EntityReference(
+                                    FeastObjectType.DATA_SOURCE, source.name
+                                ),
+                                target=EntityReference(
+                                    FeastObjectType.LABEL_VIEW, label_view.spec.name
+                                ),
+                            )
+                        )
+                    # Link to the nested batch source
+                    if (
+                        hasattr(source, "batch_source")
+                        and source.batch_source
+                        and hasattr(source.batch_source, "name")
+                        and source.batch_source.name
+                    ):
+                        relationships.append(
+                            EntityRelation(
+                                source=EntityReference(
+                                    FeastObjectType.DATA_SOURCE,
+                                    source.batch_source.name,
+                                ),
+                                target=EntityReference(
+                                    FeastObjectType.LABEL_VIEW, label_view.spec.name
+                                ),
+                            )
+                        )
+                elif (
+                    hasattr(label_view.spec, "batch_source")
+                    and label_view.spec.batch_source
+                    and hasattr(label_view.spec.batch_source, "name")
+                    and label_view.spec.batch_source.name
+                ):
+                    relationships.append(
+                        EntityRelation(
+                            source=EntityReference(
+                                FeastObjectType.DATA_SOURCE,
+                                label_view.spec.batch_source.name,
+                            ),
+                            target=EntityReference(
+                                FeastObjectType.LABEL_VIEW, label_view.spec.name
+                            ),
+                        )
+                    )
+
+        # SavedDataset relationships
+        ds_location_index = _build_datasource_location_index(registry)
+
+        for saved_dataset in registry.saved_datasets:
+            if hasattr(saved_dataset, "spec") and saved_dataset.spec:
+                # FeatureService -> SavedDataset (when created via a feature service)
+                if (
+                    hasattr(saved_dataset.spec, "feature_service_name")
+                    and saved_dataset.spec.feature_service_name
+                ):
+                    relationships.append(
+                        EntityRelation(
+                            source=EntityReference(
+                                FeastObjectType.FEATURE_SERVICE,
+                                saved_dataset.spec.feature_service_name,
+                            ),
+                            target=EntityReference(
+                                FeastObjectType.SAVED_DATASET,
+                                saved_dataset.spec.name,
+                            ),
+                        )
+                    )
+
+                # FeatureView -> SavedDataset (derived from feature refs "view:feat")
+                if (
+                    hasattr(saved_dataset.spec, "features")
+                    and saved_dataset.spec.features
+                ):
+                    from feast.utils import _parse_feature_ref
+
+                    seen_views: set = set()
+                    for feat_ref in saved_dataset.spec.features:
+                        try:
+                            view_name, _, _ = _parse_feature_ref(feat_ref)
+                        except ValueError:
+                            continue
+                        if view_name and view_name not in seen_views:
+                            seen_views.add(view_name)
+                            relationships.append(
+                                EntityRelation(
+                                    source=EntityReference(
+                                        FeastObjectType.FEATURE_VIEW,
+                                        view_name,
+                                    ),
+                                    target=EntityReference(
+                                        FeastObjectType.SAVED_DATASET,
+                                        saved_dataset.spec.name,
+                                    ),
+                                )
+                            )
+
+                # DataSource -> SavedDataset (matched via storage location)
+                if (
+                    hasattr(saved_dataset.spec, "storage")
+                    and saved_dataset.spec.storage
+                ):
+                    storage_ids = _extract_storage_identifiers(
+                        saved_dataset.spec.storage
+                    )
+                    matched_ds_names: set = set()
+                    for loc_id in storage_ids:
+                        ds_name = ds_location_index.get(loc_id)
+                        if ds_name and ds_name not in matched_ds_names:
+                            matched_ds_names.add(ds_name)
+                            relationships.append(
+                                EntityRelation(
+                                    source=EntityReference(
+                                        FeastObjectType.DATA_SOURCE,
+                                        ds_name,
+                                    ),
+                                    target=EntityReference(
+                                        FeastObjectType.SAVED_DATASET,
+                                        saved_dataset.spec.name,
+                                    ),
+                                )
+                            )
+
         return relationships
 
     def _parse_indirect_relationships(
@@ -325,12 +550,16 @@ def _parse_indirect_relationships(
             ):
                 for feature in feature_service.spec.features:
                     if hasattr(feature, "feature_view_name"):
-                        # Find all relationships that target this feature view
+                        # Find all relationships that target this feature view or label view
                         related_sources = [
                             rel.source
                             for rel in direct_relationships
                             if rel.target.name == feature.feature_view_name
-                            and rel.target.type == FeastObjectType.FEATURE_VIEW
+                            and rel.target.type
+                            in (
+                                FeastObjectType.FEATURE_VIEW,
+                                FeastObjectType.LABEL_VIEW,
+                            )
                         ]
 
                         # Create indirect relationships to the feature service
@@ -345,25 +574,24 @@ def _parse_indirect_relationships(
                                 )
                             )
 
-        # Create Entity -> DataSource relationships (through feature views)
-        # Build a map of feature view -> data sources
+        # Create Entity -> DataSource relationships (through feature views and label views)
+        # Build a map of view -> data sources
         feature_view_to_data_sources: Dict[str, List[str]] = {}
         for rel in direct_relationships:
-            if (
-                rel.source.type == FeastObjectType.DATA_SOURCE
-                and rel.target.type == FeastObjectType.FEATURE_VIEW
+            if rel.source.type == FeastObjectType.DATA_SOURCE and rel.target.type in (
+                FeastObjectType.FEATURE_VIEW,
+                FeastObjectType.LABEL_VIEW,
             ):
                 if rel.target.name not in feature_view_to_data_sources:
                     feature_view_to_data_sources[rel.target.name] = []
                 feature_view_to_data_sources[rel.target.name].append(rel.source.name)
 
-        # For each Entity -> FeatureView relationship, create Entity -> DataSource relationships
+        # For each Entity -> FeatureView/LabelView relationship, create Entity -> DataSource relationships
         for rel in direct_relationships:
-            if (
-                rel.source.type == FeastObjectType.ENTITY
-                and rel.target.type == FeastObjectType.FEATURE_VIEW
+            if rel.source.type == FeastObjectType.ENTITY and rel.target.type in (
+                FeastObjectType.FEATURE_VIEW,
+                FeastObjectType.LABEL_VIEW,
             ):
-                # Find data sources that this feature view uses
                 if rel.target.name in feature_view_to_data_sources:
                     for data_source_name in feature_view_to_data_sources[
                         rel.target.name
diff --git a/sdk/python/feast/metrics.py b/sdk/python/feast/metrics.py
index 694f25a687e..85c0ceadabe 100644
--- a/sdk/python/feast/metrics.py
+++ b/sdk/python/feast/metrics.py
@@ -42,6 +42,7 @@
 """
 
 import atexit
+import json
 import logging
 import os
 import shutil
@@ -51,7 +52,7 @@
 from contextlib import contextmanager
 from dataclasses import dataclass
 from datetime import datetime, timezone
-from typing import TYPE_CHECKING, Optional
+from typing import TYPE_CHECKING, List, Optional
 
 import psutil
 
@@ -123,6 +124,8 @@ class _MetricsFlags:
     push: bool = False
     materialization: bool = False
     freshness: bool = False
+    offline_features: bool = False
+    audit_logging: bool = False
 
 
 _config = _MetricsFlags()
@@ -144,6 +147,8 @@ def build_metrics_flags(metrics_config: Optional[object] = None) -> _MetricsFlag
             push=True,
             materialization=True,
             freshness=True,
+            offline_features=True,
+            audit_logging=False,
         )
     return _MetricsFlags(
         enabled=True,
@@ -153,6 +158,8 @@ def build_metrics_flags(metrics_config: Optional[object] = None) -> _MetricsFlag
         push=getattr(metrics_config, "push", True),
         materialization=getattr(metrics_config, "materialization", True),
         freshness=getattr(metrics_config, "freshness", True),
+        offline_features=getattr(metrics_config, "offline_features", True),
+        audit_logging=getattr(metrics_config, "audit_logging", False),
     )
 
 
@@ -260,6 +267,33 @@ def build_metrics_flags(metrics_config: Optional[object] = None) -> _MetricsFlag
     multiprocess_mode="max",
 )
 
+# ---------------------------------------------------------------------------
+# Offline store retrieval metrics
+# ---------------------------------------------------------------------------
+offline_store_request_total = Counter(
+    "feast_offline_store_request_total",
+    "Total offline store retrieval requests",
+    ["method", "status"],
+)
+offline_store_request_latency_seconds = Histogram(
+    "feast_offline_store_request_latency_seconds",
+    "Latency of offline store retrieval operations in seconds",
+    ["method"],
+    buckets=(0.1, 0.5, 1.0, 5.0, 10.0, 30.0, 60.0, 120.0, 300.0, 600.0),
+)
+offline_store_row_count = Histogram(
+    "feast_offline_store_row_count",
+    "Number of rows returned by offline store retrieval",
+    ["method"],
+    buckets=(100, 1000, 10000, 100000, 500000, 1000000, 5000000),
+)
+
+# ---------------------------------------------------------------------------
+# Audit logger — separate from the main feast logger so operators can
+# route SOX-style audit entries to a dedicated sink.
+# ---------------------------------------------------------------------------
+audit_logger = logging.getLogger("feast.audit")
+
 # ---------------------------------------------------------------------------
 # Helpers
 # ---------------------------------------------------------------------------
@@ -388,6 +422,72 @@ def track_materialization(
     )
 
 
+def emit_online_audit_log(
+    *,
+    requestor_id: str,
+    entity_keys: List[str],
+    entity_count: int,
+    feature_views: List[str],
+    feature_count: int,
+    status: str,
+    latency_ms: float,
+):
+    """Emit a structured JSON audit log entry for an online feature request."""
+    if not _config.audit_logging:
+        return
+    audit_logger.info(
+        _json_dumps(
+            {
+                "event": "online_feature_request",
+                "timestamp": datetime.now(tz=timezone.utc).isoformat(),
+                "requestor_id": requestor_id,
+                "entity_keys": entity_keys,
+                "entity_count": entity_count,
+                "feature_views": feature_views,
+                "feature_count": feature_count,
+                "status": status,
+                "latency_ms": round(latency_ms, 2),
+            }
+        )
+    )
+
+
+def emit_offline_audit_log(
+    *,
+    method: str,
+    feature_views: List[str],
+    feature_count: int,
+    row_count: int,
+    status: str,
+    start_time: str,
+    end_time: str,
+    duration_ms: float,
+):
+    """Emit a structured JSON audit log entry for an offline feature retrieval."""
+    if not _config.audit_logging:
+        return
+    audit_logger.info(
+        _json_dumps(
+            {
+                "event": "offline_feature_retrieval",
+                "timestamp": datetime.now(tz=timezone.utc).isoformat(),
+                "method": method,
+                "start_time": start_time,
+                "end_time": end_time,
+                "feature_views": feature_views,
+                "feature_count": feature_count,
+                "row_count": row_count,
+                "status": status,
+                "duration_ms": round(duration_ms, 2),
+            }
+        )
+    )
+
+
+def _json_dumps(obj: dict) -> str:
+    return json.dumps(obj, separators=(",", ":"))
+
+
 def update_feature_freshness(
     store: "FeatureStore",
 ) -> None:
@@ -472,11 +572,23 @@ def init_worker_monitoring():
         t.start()
 
 
+def init_worker_freshness_monitoring(store: "FeatureStore"):
+    """Start feature-freshness monitoring inside a Gunicorn worker process.
+
+    Called from the ``post_worker_init`` hook so that each worker starts
+    its own freshness monitoring after the fork, not before.
+    """
+    if _config.freshness:
+        t = threading.Thread(target=monitor_freshness, args=(store, 30), daemon=True)
+        t.start()
+
+
 def start_metrics_server(
     store: "FeatureStore",
     port: int = 8000,
     metrics_config: Optional["_MetricsFlags"] = None,
     start_resource_monitoring: bool = True,
+    start_freshness_monitoring: bool = True,
 ):
     """
     Start the Prometheus metrics HTTP server and background monitoring threads.
@@ -493,6 +605,10 @@ def start_metrics_server(
             monitoring thread.  Set to ``False`` when Gunicorn will
             fork workers — the ``post_worker_init`` hook starts
             per-worker monitoring instead.
+        start_freshness_monitoring: Whether to start the feature-freshness
+            thread here.  Set to ``False`` when Gunicorn will fork
+            workers — the ``post_worker_init`` hook starts per-worker
+            freshness monitoring instead.
     """
     global _config
 
@@ -507,6 +623,8 @@ def start_metrics_server(
             push=True,
             materialization=True,
             freshness=True,
+            offline_features=True,
+            audit_logging=False,
         )
 
     from prometheus_client import CollectorRegistry, make_wsgi_app
@@ -530,7 +648,7 @@ def start_metrics_server(
         )
         resource_thread.start()
 
-    if _config.freshness:
+    if _config.freshness and start_freshness_monitoring:
         freshness_thread = threading.Thread(
             target=monitor_freshness, args=(store, 30), daemon=True
         )
diff --git a/sdk/python/feast/mlflow.py b/sdk/python/feast/mlflow.py
new file mode 100644
index 00000000000..f6cc359ea8b
--- /dev/null
+++ b/sdk/python/feast/mlflow.py
@@ -0,0 +1,139 @@
+"""
+``feast.mlflow`` — drop-in replacement for ``import mlflow`` with Feast superpowers.
+
+Any function or attribute available on the ``mlflow`` module can be accessed
+via ``feast.mlflow.*``.  A subset of calls are **Feast-enhanced** with
+automatic tagging, lineage tracking, and feature resolution:
+
+- ``start_run()`` — auto-tags runs with ``feast.project``
+- ``log_model()`` — auto-saves ``feast_features.json``
+- ``register_model()`` — auto-tags model versions with ``feast.feature_service``
+- ``load_model()`` — auto-links prediction runs to training runs
+- ``resolve_features()`` — Feast-only: model URI → feature service name
+- ``get_training_entity_df()`` — Feast-only: recover training entity data
+
+All other calls (``log_params``, ``log_metrics``, ``set_tag``,
+``log_artifact``, ``MlflowClient``, etc.) pass through to the raw
+``mlflow`` module unchanged.
+
+**Store resolution order** (first match wins):
+
+1. Explicit ``feast.mlflow.init(store)`` call
+2. Most recently created ``FeatureStore`` (auto-registered)
+3. ``FeatureStore(".")`` from the current working directory
+"""
+
+from __future__ import annotations
+
+import logging
+from typing import TYPE_CHECKING, Any, Optional
+
+if TYPE_CHECKING:
+    from feast import FeatureStore
+
+_logger = logging.getLogger(__name__)
+
+_MISSING = object()
+
+_client: Optional[Any] = None
+_registered_store: Optional["FeatureStore"] = None
+
+
+def _register_store(store: "FeatureStore") -> None:
+    """Called by ``FeatureStore.__init__`` to auto-register itself.
+
+    This is an internal API — end users should call :func:`init` instead.
+    """
+    global _registered_store
+    _registered_store = store
+
+
+def _build_client() -> Any:
+    """Create a ``FeastMlflowClient`` using the best available store."""
+    from feast.mlflow_integration.client import FeastMlflowClient
+
+    store = _registered_store
+    if store is None:
+        try:
+            from feast import FeatureStore
+
+            store = FeatureStore(".")
+        except Exception as exc:
+            raise RuntimeError(
+                "feast.mlflow could not auto-discover a FeatureStore. "
+                "Either call feast.mlflow.init(store), create a FeatureStore "
+                "before using feast.mlflow, or ensure feature_store.yaml "
+                "exists in the current directory."
+            ) from exc
+
+    mlflow_cfg = getattr(store.config, "mlflow", None)
+    if mlflow_cfg is None or not mlflow_cfg.enabled:
+        raise RuntimeError(
+            "MLflow integration is not enabled. "
+            "Set mlflow.enabled=true in feature_store.yaml, or call "
+            "feast.mlflow.init(store) with a store whose config has "
+            "mlflow.enabled=true."
+        )
+
+    try:
+        return FeastMlflowClient(store)
+    except ImportError:
+        raise ImportError(
+            "mlflow package is not installed. "
+            "Install it with: pip install feast[mlflow]"
+        )
+
+
+def _ensure_client() -> Any:
+    """Return the cached client, creating it on first call."""
+    global _client
+    if _client is None:
+        _client = _build_client()
+    return _client
+
+
+def init(store: "FeatureStore") -> None:
+    """Bind ``feast.mlflow`` to a specific :class:`~feast.FeatureStore`.
+
+    Call this once at the start of a notebook or script.  All subsequent
+    ``feast.mlflow.*`` calls will use this store's MLflow configuration.
+
+    This is **optional** — if you skip it, ``feast.mlflow`` will use the
+    most recently created ``FeatureStore`` automatically.
+    """
+    global _client, _registered_store
+    _client = None
+    _registered_store = store
+
+
+def get_active_run_id() -> Optional[str]:
+    """Return the active MLflow run ID, or ``None``."""
+    return _ensure_client().active_run_id
+
+
+def __getattr__(name: str) -> Any:
+    """Open delegation: Feast-enhanced client first, raw mlflow fallback.
+
+    Lookup order for ``feast.mlflow.<name>``:
+
+    1. If ``FeastMlflowClient`` has a public attribute *name*, return it.
+       This gives Feast-enhanced versions of ``start_run``, ``log_model``,
+       ``register_model``, ``load_model``, etc.
+    2. Otherwise, fall back to the raw ``mlflow`` module.  This makes
+       ``feast.mlflow.log_params``, ``feast.mlflow.set_tag``,
+       ``feast.mlflow.MlflowClient``, etc. work without any wrappers.
+    """
+    if name.startswith("_"):
+        raise AttributeError(f"module 'feast.mlflow' has no attribute {name!r}")
+
+    client = _ensure_client()
+
+    client_attr = getattr(client, name, _MISSING)
+    if client_attr is not _MISSING:
+        return client_attr
+
+    mlflow_attr = getattr(client._mlflow, name, _MISSING)
+    if mlflow_attr is not _MISSING:
+        return mlflow_attr
+
+    raise AttributeError(f"module 'feast.mlflow' has no attribute {name!r}")
diff --git a/sdk/python/feast/mlflow_integration/__init__.py b/sdk/python/feast/mlflow_integration/__init__.py
new file mode 100644
index 00000000000..400b42ee9ba
--- /dev/null
+++ b/sdk/python/feast/mlflow_integration/__init__.py
@@ -0,0 +1,39 @@
+"""
+MLflow integration for Feast Feature Store.
+
+This module provides seamless integration between Feast and MLflow. When enabled
+in feature_store.yaml, feature metadata is logged to MLflow
+during get_historical_features and get_online_features calls.
+
+Usage:
+    Configure MLflow in your feature_store.yaml:
+
+        project: my_project
+        # ... other config ...
+
+        mlflow:
+            enabled: true
+            tracking_uri: https://mlflow.example.com  # or set MLFLOW_TRACKING_URI
+            auto_log: true
+
+    When ``tracking_uri`` is omitted, the ``MLFLOW_TRACKING_URI`` environment
+    variable is used. If neither is set, MLflow falls back to its own default.
+
+    All functionality is accessed through ``store.mlflow``:
+
+    - ``store.mlflow.start_run()`` — start an MLflow run pre-tagged with Feast metadata
+    - ``store.mlflow.log_model()`` — log a model with ``feast_features.json``
+    - ``store.mlflow.resolve_features()`` — map an MLflow model to its feature service
+    - ``store.mlflow.get_training_entity_df()`` — reproduce training by pulling entity
+      data from a previous MLflow run's artifacts
+"""
+
+from feast.mlflow_integration.config import MlflowConfig
+from feast.mlflow_integration.entity_df_builder import FeastMlflowEntityDfError
+from feast.mlflow_integration.model_resolver import FeastMlflowModelResolutionError
+
+__all__ = [
+    "MlflowConfig",
+    "FeastMlflowModelResolutionError",
+    "FeastMlflowEntityDfError",
+]
diff --git a/sdk/python/feast/mlflow_integration/client.py b/sdk/python/feast/mlflow_integration/client.py
new file mode 100644
index 00000000000..bb64fe44dd3
--- /dev/null
+++ b/sdk/python/feast/mlflow_integration/client.py
@@ -0,0 +1,313 @@
+from __future__ import annotations
+
+import json
+import logging
+import os
+import re
+import tempfile
+from typing import TYPE_CHECKING, Any, Dict, List, Optional
+
+if TYPE_CHECKING:
+    import pandas as pd
+
+    from feast import FeatureStore
+
+_logger = logging.getLogger(__name__)
+
+_FLAVOR_MAP = {
+    "sklearn": "sklearn",
+    "pytorch": "pytorch",
+    "xgboost": "xgboost",
+    "lightgbm": "lightgbm",
+    "tensorflow": "tensorflow",
+    "keras": "keras",
+    "pyfunc": "pyfunc",
+}
+
+
+class FeastMlflowClient:
+    """Single integration client for all Feast–MLflow functionality.
+
+    Composes :class:`FeastMlflowLogger`, :class:`FeastMlflowEntityDfBuilder`,
+    and :class:`FeastMlflowModelResolver` so that there is exactly **one**
+    ``mlflow`` import and **one** ``MlflowClient`` instance.
+
+    Access via ``store.mlflow`` or ``feast.mlflow``::
+
+        store = FeatureStore(".")
+
+        with store.mlflow.start_run(run_name="training"):
+            df = store.get_historical_features(...).to_df()
+            model = train(df)
+            store.mlflow.log_model(model, "model")
+    """
+
+    def __init__(self, store: "FeatureStore"):
+        import mlflow as _mlflow_mod
+
+        self._mlflow = _mlflow_mod
+        self._store = store
+        self._tracking_uri = store.config.mlflow.get_tracking_uri()
+        self._client = _mlflow_mod.MlflowClient(tracking_uri=self._tracking_uri)
+        self._default_experiment = store.config.project
+
+        from feast.mlflow_integration.entity_df_builder import (
+            FeastMlflowEntityDfBuilder,
+        )
+        from feast.mlflow_integration.logger import FeastMlflowLogger
+        from feast.mlflow_integration.model_resolver import FeastMlflowModelResolver
+
+        self._logger_impl = FeastMlflowLogger(store, _mlflow_mod, self._client)
+        self._entity_df_builder = FeastMlflowEntityDfBuilder(
+            store, _mlflow_mod, self._client
+        )
+        self._model_resolver = FeastMlflowModelResolver(
+            store, _mlflow_mod, self._client
+        )
+
+    @property
+    def client(self):
+        """The underlying ``MlflowClient`` instance."""
+        return self._client
+
+    @property
+    def mlflow(self):
+        """Escape hatch: access the raw ``mlflow`` module."""
+        return self._mlflow
+
+    @property
+    def active_run_id(self) -> Optional[str]:
+        """Return the active MLflow run ID, or ``None``."""
+        run = self._mlflow.active_run()
+        return run.info.run_id if run else None
+
+    # ------------------------------------------------------------------
+    # Run management
+    # ------------------------------------------------------------------
+
+    def start_run(
+        self,
+        run_name: Optional[str] = None,
+        tags: Optional[Dict[str, str]] = None,
+        **kwargs: Any,
+    ):
+        """Context manager that starts an MLflow run pre-tagged with Feast metadata.
+
+        Sets the default Feast experiment only when a run is actually started,
+        avoiding global side effects during ``FeatureStore.__init__``.  If the
+        caller already set an experiment (via ``kwargs["experiment_id"]`` or a
+        prior ``mlflow.set_experiment``), that choice is respected.
+        """
+        if self._tracking_uri:
+            self._mlflow.set_tracking_uri(self._tracking_uri)
+        if "experiment_id" not in kwargs:
+            self._mlflow.set_experiment(self._default_experiment)
+
+        merged_tags = {"feast.project": self._store.project}
+        if tags:
+            merged_tags.update(tags)
+        return self._mlflow.start_run(run_name=run_name, tags=merged_tags, **kwargs)
+
+    # ------------------------------------------------------------------
+    # Model lifecycle
+    # ------------------------------------------------------------------
+
+    def log_model(
+        self,
+        model: Any,
+        artifact_path: str,
+        flavor: str = "sklearn",
+        **kwargs: Any,
+    ):
+        """Log a model and auto-attach ``feast_features.json``."""
+        flavor_name = _FLAVOR_MAP.get(flavor, "pyfunc")
+        flavor_mod = getattr(self._mlflow, flavor_name, self._mlflow.pyfunc)
+        flavor_mod.log_model(model, artifact_path, **kwargs)
+        self._log_required_features()
+
+    def _log_required_features(self) -> None:
+        try:
+            run = self._mlflow.active_run()
+            if run is None:
+                return
+            tags = self._client.get_run(run.info.run_id).data.tags
+            refs_str = tags.get("feast.feature_refs")
+            if not refs_str:
+                return
+            features = [r for r in refs_str.split(",") if r]
+            if not features:
+                return
+
+            with tempfile.TemporaryDirectory() as tmp_dir:
+                path = os.path.join(tmp_dir, "feast_features.json")
+                with open(path, "w") as f:
+                    json.dump(features, f)
+                self._client.log_artifact(run.info.run_id, path, artifact_path="")
+        except Exception as e:
+            _logger.debug("Failed to log feast_features.json: %s", e)
+
+    def register_model(self, model_uri: str, name: str):
+        """Register a model and auto-tag the version with ``feast.feature_service``."""
+        result = self._mlflow.register_model(model_uri, name)
+
+        try:
+            if result.run_id:
+                run = self._client.get_run(result.run_id)
+                fs_name = run.data.tags.get("feast.feature_service")
+                if fs_name:
+                    self._client.set_model_version_tag(
+                        name, result.version, "feast.feature_service", fs_name
+                    )
+        except Exception as e:
+            _logger.debug("Failed to auto-tag model version: %s", e)
+
+        return result
+
+    def load_model(self, model_uri: str, **kwargs: Any):
+        """Load a model and auto-tag the active prediction run with training lineage."""
+        model = self._mlflow.pyfunc.load_model(model_uri, **kwargs)
+
+        try:
+            active = self._mlflow.active_run()
+            if active is None:
+                return model
+
+            run_id = active.info.run_id
+            parsed = _parse_model_uri(model_uri)
+            if parsed is None:
+                return model
+
+            model_name, version_or_alias = parsed
+            try:
+                if version_or_alias.isdigit():
+                    mv = self._client.get_model_version(model_name, version_or_alias)
+                else:
+                    mv = self._client.get_model_version_by_alias(
+                        model_name, version_or_alias
+                    )
+            except Exception:
+                return model
+
+            self._client.set_tag(run_id, "feast.model_name", model_name)
+            self._client.set_tag(run_id, "feast.model_version", str(mv.version))
+
+            if mv.run_id:
+                self._client.set_tag(run_id, "feast.training_run_id", mv.run_id)
+                try:
+                    training_run = self._client.get_run(mv.run_id)
+                    fs_name = training_run.data.tags.get("feast.feature_service")
+                    if fs_name:
+                        self._client.set_tag(run_id, "feast.feature_service", fs_name)
+                except Exception:
+                    pass
+
+        except Exception as e:
+            _logger.debug("Failed to tag prediction run with training lineage: %s", e)
+
+        return model
+
+    # ------------------------------------------------------------------
+    # Delegated to logger
+    # ------------------------------------------------------------------
+
+    def log_feature_retrieval(
+        self,
+        feature_refs: List[str],
+        entity_count: int,
+        duration_seconds: float,
+        retrieval_type: str = "historical",
+        feature_service: Optional[Any] = None,
+        feature_service_name: Optional[str] = None,
+    ) -> bool:
+        """Log feature retrieval metadata to the active MLflow run."""
+        return self._logger_impl.log_feature_retrieval(
+            feature_refs=feature_refs,
+            entity_count=entity_count,
+            duration_seconds=duration_seconds,
+            retrieval_type=retrieval_type,
+            feature_service=feature_service,
+            feature_service_name=feature_service_name,
+        )
+
+    def log_training_dataset(
+        self,
+        df: "pd.DataFrame",
+        dataset_name: str = "feast_training_data",
+        source: Optional[str] = None,
+    ) -> bool:
+        """Log a training DataFrame as an MLflow dataset input."""
+        return self._logger_impl.log_training_dataset(
+            df=df, dataset_name=dataset_name, source=source
+        )
+
+    def log_apply(
+        self,
+        changed_objects: List[Any],
+        transition_types: Optional[Dict[str, str]] = None,
+    ) -> bool:
+        """Log a feast apply operation to MLflow."""
+        return self._logger_impl.log_apply(
+            changed_objects=changed_objects,
+            transition_types=transition_types,
+        )
+
+    def log_materialize(
+        self,
+        feature_view_names: List[str],
+        start_date: Any,
+        end_date: Any,
+        duration_seconds: float,
+        incremental: bool = False,
+    ) -> bool:
+        """Log a feast materialize operation to MLflow."""
+        return self._logger_impl.log_materialize(
+            feature_view_names=feature_view_names,
+            start_date=start_date,
+            end_date=end_date,
+            duration_seconds=duration_seconds,
+            incremental=incremental,
+        )
+
+    def log_entity_df_metadata(
+        self, entity_df: Any, start_date: Any = None, end_date: Any = None
+    ) -> None:
+        """Log lightweight entity_df metadata to MLflow."""
+        self._logger_impl.log_entity_df_metadata(entity_df, start_date, end_date)
+
+    def log_entity_df_artifact(self, entity_df: Any) -> None:
+        """Upload entity DataFrame as a parquet artifact to MLflow."""
+        self._logger_impl.log_entity_df_artifact(entity_df)
+
+    # ------------------------------------------------------------------
+    # Delegated to model resolver
+    # ------------------------------------------------------------------
+
+    def resolve_features(self, model_uri: str) -> str:
+        """Resolve which Feast feature service a registered model needs."""
+        return self._model_resolver.resolve(model_uri)
+
+    # ------------------------------------------------------------------
+    # Delegated to entity df builder
+    # ------------------------------------------------------------------
+
+    def get_training_entity_df(
+        self,
+        run_id: str,
+        timestamp_column: str = "event_timestamp",
+        max_rows: Optional[int] = None,
+    ) -> "pd.DataFrame":
+        """Pull the entity DataFrame from a past MLflow run."""
+        return self._entity_df_builder.get_entity_df(
+            run_id=run_id,
+            timestamp_column=timestamp_column,
+            max_rows=max_rows,
+        )
+
+
+def _parse_model_uri(model_uri: str) -> Optional[tuple]:
+    """Parse ``models:/<name>/<version_or_alias>`` into a tuple."""
+    pattern = r"^models:/([^/]+)/(.+)$"
+    match = re.match(pattern, model_uri)
+    if match:
+        return match.group(1), match.group(2)
+    return None
diff --git a/sdk/python/feast/mlflow_integration/config.py b/sdk/python/feast/mlflow_integration/config.py
new file mode 100644
index 00000000000..5465f18555a
--- /dev/null
+++ b/sdk/python/feast/mlflow_integration/config.py
@@ -0,0 +1,94 @@
+import os
+from typing import Optional
+
+from pydantic import StrictBool, StrictInt, StrictStr
+
+from feast.repo_config import FeastBaseModel
+
+MLFLOW_TAG_MAX_LENGTH = 5000
+MLFLOW_TAG_TRUNCATION_LIMIT = MLFLOW_TAG_MAX_LENGTH - 10
+MLFLOW_TAG_TRUNCATION_SLICE = MLFLOW_TAG_MAX_LENGTH - 13
+
+MLFLOW_PARAM_MAX_LENGTH = 500
+MLFLOW_PARAM_TRUNCATION_LIMIT = MLFLOW_PARAM_MAX_LENGTH - 10
+MLFLOW_PARAM_TRUNCATION_SLICE = MLFLOW_PARAM_MAX_LENGTH - 13
+
+DEFAULT_ENTITY_DF_MAX_ROWS = 100_000
+
+
+def resolve_tracking_uri(configured_uri: Optional[str] = None) -> Optional[str]:
+    """Return the effective MLflow tracking URI.
+
+    Priority:
+      1. Explicitly configured URI from feature_store.yaml
+      2. MLFLOW_TRACKING_URI environment variable (MLflow's native convention)
+      3. None — let MLflow fall back to its own defaults (local ./mlruns)
+    """
+    if configured_uri:
+        return configured_uri
+    return os.environ.get("MLFLOW_TRACKING_URI")
+
+
+def resolve_ui_url(configured_url: Optional[str] = None) -> Optional[str]:
+    """Return the browser-reachable MLflow UI URL for hyperlinks.
+
+    Priority:
+      1. Explicitly configured ui_url from feature_store.yaml
+      2. MLFLOW_UI_URL environment variable
+      3. None — callers fall back to tracking_uri (works for local dev)
+    """
+    if configured_url:
+        return configured_url
+    return os.environ.get("MLFLOW_UI_URL")
+
+
+class MlflowConfig(FeastBaseModel):
+    enabled: StrictBool = False
+    """ bool: Whether MLflow integration is enabled. Defaults to False. """
+
+    tracking_uri: Optional[StrictStr] = None
+    """ str: MLflow tracking URI. When not set, the MLFLOW_TRACKING_URI
+        environment variable is used. If neither is set, MLflow falls back
+        to its own default (local ./mlruns directory). """
+
+    ui_url: Optional[StrictStr] = None
+    """ str: Browser-reachable MLflow UI URL used for hyperlinks in Feast UI
+        lineage pages. When not set, the MLFLOW_UI_URL environment variable
+        is used. If neither is set, falls back to tracking_uri. On
+        operator-managed deployments, this is auto-discovered from the MLflow
+        CR status.url (the external gateway route). """
+
+    auto_log: StrictBool = True
+    """ bool: Automatically log feature retrieval metadata to the active
+        MLflow run when get_historical_features or get_online_features is
+        called. Defaults to True. """
+
+    auto_log_entity_df: StrictBool = False
+    """ bool: When True, the input entity_df (or SQL query) is recorded in
+        the MLflow run. Defaults to False. """
+
+    entity_df_max_rows: StrictInt = DEFAULT_ENTITY_DF_MAX_ROWS
+    """ int: Maximum number of entity DataFrame rows to save as an MLflow
+        artifact. DataFrames exceeding this limit are skipped to avoid
+        OOM and slow uploads. Defaults to 100000. """
+
+    log_operations: StrictBool = False
+    """ bool: Log feast apply and materialize operations to a separate
+        MLflow experiment. Opt-in to avoid noise. Defaults to False. """
+
+    ops_experiment_suffix: StrictStr = "-feast-ops"
+    """ str: Suffix appended to the project name to form the MLflow
+        experiment name for operation logs. Defaults to '-feast-ops'. """
+
+    def get_tracking_uri(self) -> Optional[str]:
+        """Resolve the effective tracking URI for this config instance."""
+        return resolve_tracking_uri(self.tracking_uri)
+
+    def get_ui_url(self) -> Optional[str]:
+        """Resolve the browser-reachable UI URL for lineage hyperlinks.
+
+        Falls back to tracking_uri when no explicit ui_url is configured,
+        which is correct for local/non-operator deployments where the
+        tracking URI is already browser-reachable.
+        """
+        return resolve_ui_url(self.ui_url) or self.get_tracking_uri()
diff --git a/sdk/python/feast/mlflow_integration/entity_df_builder.py b/sdk/python/feast/mlflow_integration/entity_df_builder.py
new file mode 100644
index 00000000000..9aa0c8ba528
--- /dev/null
+++ b/sdk/python/feast/mlflow_integration/entity_df_builder.py
@@ -0,0 +1,116 @@
+from __future__ import annotations
+
+import logging
+from typing import TYPE_CHECKING, Any, Optional
+
+import pandas as pd
+
+if TYPE_CHECKING:
+    from feast import FeatureStore
+
+_logger = logging.getLogger(__name__)
+
+
+class FeastMlflowEntityDfError(Exception):
+    """Raised when an entity DataFrame cannot be built from an MLflow run."""
+
+    pass
+
+
+class FeastMlflowEntityDfBuilder:
+    """Reconstructs entity DataFrames from MLflow run artifacts.
+
+    Instantiated once inside :class:`FeastMlflowClient` and reuses its
+    ``MlflowClient`` — no separate ``import mlflow`` needed.
+    """
+
+    def __init__(self, store: "FeatureStore", mlflow_mod: Any, client: Any):
+        self._store = store
+        self._mlflow = mlflow_mod
+        self._client = client
+
+    def get_entity_df(
+        self,
+        run_id: str,
+        timestamp_column: str = "event_timestamp",
+        max_rows: Optional[int] = None,
+    ) -> pd.DataFrame:
+        """Build an entity DataFrame from an MLflow run's artifacts.
+
+        Convention: the run should have an artifact named ``entity_df.parquet``
+        (or ``entity_df.csv``), saved automatically when
+        ``auto_log_entity_df: true`` is set in ``feature_store.yaml``.
+
+        Args:
+            run_id: The MLflow run ID.
+            timestamp_column: Expected name of the timestamp column in the
+                entity DataFrame.
+            max_rows: Optional limit on number of rows to load.
+
+        Returns:
+            A ``pd.DataFrame`` suitable for passing to
+            ``store.get_historical_features(entity_df=...)``.
+
+        Raises:
+            FeastMlflowEntityDfError: If run not found or no entity data
+                is available on the run.
+        """
+        from mlflow.exceptions import MlflowException
+
+        try:
+            self._client.get_run(run_id)
+        except MlflowException as e:
+            raise FeastMlflowEntityDfError(f"Run '{run_id}' not found: {e}")
+
+        df = self._try_artifact(run_id, "entity_df.parquet", "parquet")
+        if df is not None:
+            if max_rows is not None:
+                df = df.head(max_rows)
+            self._validate_timestamp_col(df, timestamp_column)
+            return df
+
+        df = self._try_artifact(run_id, "entity_df.csv", "csv")
+        if df is not None:
+            if max_rows is not None:
+                df = df.head(max_rows)
+            self._validate_timestamp_col(df, timestamp_column)
+            return df
+
+        raise FeastMlflowEntityDfError(
+            f"No entity data found for run '{run_id}'. "
+            f"Expected artifact 'entity_df.parquet' or 'entity_df.csv'. "
+            f"Ensure auto_log_entity_df is enabled in feature_store.yaml."
+        )
+
+    def _try_artifact(
+        self, run_id: str, artifact_name: str, fmt: str
+    ) -> Optional[pd.DataFrame]:
+        try:
+            local_path = self._client.download_artifacts(run_id, artifact_name)
+            if fmt == "parquet":
+                return pd.read_parquet(local_path)
+            if fmt == "csv":
+                return pd.read_csv(local_path)
+            _logger.warning(
+                "Unsupported entity DataFrame format '%s' for artifact '%s'. "
+                "Only 'parquet' and 'csv' are supported.",
+                fmt,
+                artifact_name,
+            )
+            return None
+        except Exception as e:
+            _logger.debug(
+                "Artifact '%s' not found for run '%s': %s",
+                artifact_name,
+                run_id,
+                e,
+            )
+            return None
+
+    @staticmethod
+    def _validate_timestamp_col(df: pd.DataFrame, col: str) -> None:
+        if col not in df.columns:
+            raise FeastMlflowEntityDfError(
+                f"Entity DataFrame missing required timestamp column '{col}'. "
+                f"Available columns: {list(df.columns)}"
+            )
diff --git a/sdk/python/feast/mlflow_integration/logger.py b/sdk/python/feast/mlflow_integration/logger.py
new file mode 100644
index 00000000000..e538f97c7db
--- /dev/null
+++ b/sdk/python/feast/mlflow_integration/logger.py
@@ -0,0 +1,375 @@
+from __future__ import annotations
+
+import logging
+import time
+from datetime import datetime
+from typing import TYPE_CHECKING, Any, Dict, List, Optional
+
+import pandas as pd
+
+from feast.mlflow_integration.config import (
+    MLFLOW_TAG_TRUNCATION_LIMIT,
+    MLFLOW_TAG_TRUNCATION_SLICE,
+)
+
+if TYPE_CHECKING:
+    from feast import FeatureStore
+    from feast.feature_service import FeatureService
+
+_logger = logging.getLogger(__name__)
+
+_WARNING_INTERVAL_SECONDS = 300
+
+
+class FeastMlflowLogger:
+    """Handles all MLflow logging for Feast feature retrieval and operations.
+
+    Instantiated once inside :class:`FeastMlflowClient` and reuses its
+    ``mlflow`` module reference and ``MlflowClient`` — no duplicate
+    ``import mlflow`` or client construction.
+    """
+
+    def __init__(self, store: "FeatureStore", mlflow_mod: Any, client: Any):
+        self._store = store
+        self._mlflow = mlflow_mod
+        self._client = client
+        self._tracking_uri = store.config.mlflow.get_tracking_uri()
+        self._consecutive_failures = 0
+        self._last_warning_time = 0.0
+
+    def _truncate_for_tag(self, value: str) -> str:
+        if len(value) > MLFLOW_TAG_TRUNCATION_LIMIT:
+            return value[:MLFLOW_TAG_TRUNCATION_SLICE] + "..."
+        return value
+
+    def _report_failure(self, msg: str, exc: Exception) -> None:
+        self._consecutive_failures += 1
+        now = time.monotonic()
+        if (
+            self._consecutive_failures == 1
+            or (now - self._last_warning_time) >= _WARNING_INTERVAL_SECONDS
+        ):
+            _logger.warning(
+                "%s (failures=%d): %s", msg, self._consecutive_failures, exc
+            )
+            self._last_warning_time = now
+        else:
+            _logger.debug("%s (failures=%d): %s", msg, self._consecutive_failures, exc)
+
+    def _report_success(self) -> None:
+        self._consecutive_failures = 0
+
+    def log_feature_retrieval(
+        self,
+        feature_refs: List[str],
+        entity_count: int,
+        duration_seconds: float,
+        retrieval_type: str = "historical",
+        feature_service: Optional["FeatureService"] = None,
+        feature_service_name: Optional[str] = None,
+    ) -> bool:
+        """Log feature retrieval metadata to the active MLflow run."""
+        active_run = self._mlflow.active_run()
+        if active_run is None:
+            return False
+
+        try:
+            run_id = active_run.info.run_id
+
+            if self._store.project:
+                self._client.set_tag(run_id, "feast.project", self._store.project)
+            self._client.set_tag(run_id, "feast.retrieval_type", retrieval_type)
+
+            fs_name = None
+            if feature_service is not None:
+                fs_name = feature_service.name
+            elif feature_service_name is not None:
+                fs_name = feature_service_name
+            if fs_name:
+                self._client.set_tag(run_id, "feast.feature_service", fs_name)
+
+            fv_names = sorted({ref.split(":")[0] for ref in feature_refs if ":" in ref})
+            if fv_names:
+                fv_str = self._truncate_for_tag(",".join(fv_names))
+                self._client.set_tag(run_id, "feast.feature_views", fv_str)
+
+            refs_str = self._truncate_for_tag(",".join(feature_refs))
+            self._client.set_tag(run_id, "feast.feature_refs", refs_str)
+            self._client.set_tag(run_id, "feast.entity_count", str(entity_count))
+            self._client.set_tag(run_id, "feast.feature_count", str(len(feature_refs)))
+
+            self._client.log_metric(
+                run_id, "feast.job_submission_sec", round(duration_seconds, 4)
+            )
+
+            self._report_success()
+            return True
+        except Exception as e:
+            self._report_failure("Failed to log feature retrieval to MLflow", e)
+            return False
+
+    def log_training_dataset(
+        self,
+        df: pd.DataFrame,
+        dataset_name: str = "feast_training_data",
+        source: Optional[str] = None,
+    ) -> bool:
+        """Log a training DataFrame as an MLflow dataset input on the active run."""
+        active_run = self._mlflow.active_run()
+        if active_run is None:
+            return False
+
+        try:
+            dataset = self._mlflow.data.from_pandas(
+                df,
+                name=dataset_name,
+                source=source or "feast.get_historical_features",
+            )
+            self._mlflow.log_input(dataset, context="training")
+            return True
+        except Exception as e:
+            self._report_failure("Failed to log training dataset to MLflow", e)
+            return False
+
+    def _get_or_create_experiment(self, experiment_name: str) -> str:
+        exp = self._client.get_experiment_by_name(experiment_name)
+        if exp is not None:
+            return exp.experiment_id
+        return self._client.create_experiment(experiment_name)
+
+    def log_apply(
+        self,
+        changed_objects: List[Any],
+        transition_types: Optional[Dict[str, str]] = None,
+    ) -> bool:
+        """Log a feast apply operation to a dedicated MLflow experiment."""
+        try:
+            from feast import Entity, FeatureService
+            from feast.feature_view import FeatureView
+
+            project = self._store.project
+            mlflow_cfg = self._store.config.mlflow
+            ops_suffix = mlflow_cfg.ops_experiment_suffix
+
+            experiment_name = f"{project}{ops_suffix}"
+            experiment_id = self._get_or_create_experiment(experiment_name)
+
+            fv_names: List[str] = []
+            fs_names: List[str] = []
+            entity_names: List[str] = []
+            for obj in changed_objects:
+                if isinstance(obj, FeatureView):
+                    fv_names.append(obj.name)
+                elif isinstance(obj, FeatureService):
+                    fs_names.append(obj.name)
+                elif isinstance(obj, Entity) and obj.name != "__dummy":
+                    entity_names.append(obj.name)
+
+            run = self._client.create_run(experiment_id, run_name=f"apply_{project}")
+            run_id = run.info.run_id
+            try:
+                self._client.set_tag(run_id, "feast.operation", "apply")
+                self._client.set_tag(run_id, "feast.project", project)
+                if fv_names:
+                    self._client.set_tag(
+                        run_id,
+                        "feast.feature_views_changed",
+                        self._truncate_for_tag(",".join(fv_names)),
+                    )
+                if fs_names:
+                    self._client.set_tag(
+                        run_id,
+                        "feast.feature_services_changed",
+                        self._truncate_for_tag(",".join(fs_names)),
+                    )
+                if entity_names:
+                    self._client.set_tag(
+                        run_id,
+                        "feast.entities_changed",
+                        self._truncate_for_tag(",".join(entity_names)),
+                    )
+                self._client.log_metric(
+                    run_id, "feast.apply.feature_views_count", len(fv_names)
+                )
+                self._client.log_metric(
+                    run_id, "feast.apply.feature_services_count", len(fs_names)
+                )
+                self._client.log_metric(
+                    run_id, "feast.apply.entities_count", len(entity_names)
+                )
+
+                if transition_types:
+                    self._log_transition_tags(
+                        run_id,
+                        transition_types,
+                        fv_names,
+                        fs_names,
+                        entity_names,
+                    )
+            finally:
+                self._client.set_terminated(run_id)
+
+            self._report_success()
+            return True
+        except Exception as e:
+            self._report_failure("Failed to log apply to MLflow", e)
+            return False
+
+    def _log_transition_tags(
+        self,
+        run_id: str,
+        transition_types: Dict[str, str],
+        fv_names: List[str],
+        fs_names: List[str],
+        entity_names: List[str],
+    ) -> None:
+        buckets: Dict[str, Dict[str, List[str]]] = {
+            "feature_views": {"created": [], "updated": [], "deleted": []},
+            "feature_services": {"created": [], "updated": [], "deleted": []},
+            "entities": {"created": [], "updated": [], "deleted": []},
+        }
+
+        for name in fv_names:
+            tt = transition_types.get(name, "").upper()
+            if tt in ("CREATE", "UPDATE", "DELETE"):
+                buckets["feature_views"][tt.lower() + "d"].append(name)
+
+        for name in fs_names:
+            tt = transition_types.get(name, "").upper()
+            if tt in ("CREATE", "UPDATE", "DELETE"):
+                buckets["feature_services"][tt.lower() + "d"].append(name)
+
+        for name in entity_names:
+            tt = transition_types.get(name, "").upper()
+            if tt in ("CREATE", "UPDATE", "DELETE"):
+                buckets["entities"][tt.lower() + "d"].append(name)
+
+        for obj_type, transitions in buckets.items():
+            for transition, names in transitions.items():
+                if names:
+                    self._client.set_tag(
+                        run_id,
+                        f"feast.{obj_type}_{transition}",
+                        self._truncate_for_tag(",".join(names)),
+                    )
+
+    def log_materialize(
+        self,
+        feature_view_names: List[str],
+        start_date: Optional[datetime],
+        end_date: datetime,
+        duration_seconds: float,
+        incremental: bool = False,
+    ) -> bool:
+        """Log a feast materialize operation to a dedicated MLflow experiment."""
+        try:
+            project = self._store.project
+            mlflow_cfg = self._store.config.mlflow
+            ops_suffix = mlflow_cfg.ops_experiment_suffix
+
+            experiment_name = f"{project}{ops_suffix}"
+            experiment_id = self._get_or_create_experiment(experiment_name)
+
+            op_type = "materialize_incremental" if incremental else "materialize"
+            run = self._client.create_run(
+                experiment_id, run_name=f"{op_type}_{project}"
+            )
+            run_id = run.info.run_id
+            try:
+                self._client.set_tag(run_id, "feast.operation", op_type)
+                self._client.set_tag(run_id, "feast.project", project)
+                self._client.set_tag(
+                    run_id,
+                    "feast.materialize.feature_views",
+                    self._truncate_for_tag(",".join(feature_view_names)),
+                )
+                if start_date:
+                    self._client.log_param(
+                        run_id,
+                        "feast.materialize.start_date",
+                        start_date.isoformat(),
+                    )
+                self._client.log_param(
+                    run_id,
+                    "feast.materialize.end_date",
+                    end_date.isoformat(),
+                )
+                self._client.log_metric(
+                    run_id,
+                    "feast.materialize.duration_sec",
+                    round(duration_seconds, 4),
+                )
+            finally:
+                self._client.set_terminated(run_id)
+
+            self._report_success()
+            return True
+        except Exception as e:
+            self._report_failure("Failed to log materialize to MLflow", e)
+            return False
+
+    def log_entity_df_metadata(
+        self, entity_df: Any, start_date: Any = None, end_date: Any = None
+    ) -> None:
+        """Log lightweight entity_df metadata to MLflow.
+
+        Uses ``set_tag`` (not ``log_param``) so the metadata can safely be
+        updated when ``get_historical_features`` is called multiple times
+        within the same MLflow run.
+        """
+        try:
+            if self._mlflow.active_run() is None:
+                return
+            run_id = self._mlflow.active_run().info.run_id
+
+            if isinstance(entity_df, str):
+                if len(entity_df) > MLFLOW_TAG_TRUNCATION_LIMIT:
+                    query = entity_df[:MLFLOW_TAG_TRUNCATION_SLICE] + "..."
+                else:
+                    query = entity_df
+                self._client.set_tag(run_id, "feast.entity_df_query", query)
+                self._client.set_tag(run_id, "feast.entity_df_type", "sql")
+
+            elif isinstance(entity_df, pd.DataFrame):
+                self._client.set_tag(run_id, "feast.entity_df_type", "dataframe")
+                self._client.set_tag(
+                    run_id, "feast.entity_df_rows", str(len(entity_df))
+                )
+                cols = ",".join(entity_df.columns)
+                if len(cols) > MLFLOW_TAG_TRUNCATION_LIMIT:
+                    cols = cols[:MLFLOW_TAG_TRUNCATION_SLICE] + "..."
+                self._client.set_tag(run_id, "feast.entity_df_columns", cols)
+
+            elif entity_df is None and (start_date or end_date):
+                self._client.set_tag(run_id, "feast.entity_df_type", "range")
+                if start_date:
+                    self._client.set_tag(run_id, "feast.start_date", str(start_date))
+                if end_date:
+                    self._client.set_tag(run_id, "feast.end_date", str(end_date))
+
+        except Exception as e:
+            _logger.debug("Failed to log entity_df metadata to MLflow: %s", e)
+
+    def log_entity_df_artifact(self, entity_df: Any) -> None:
+        """Upload entity DataFrame as a parquet artifact to MLflow."""
+        try:
+            import os
+            import tempfile
+
+            if self._mlflow.active_run() is None:
+                return
+            if not isinstance(entity_df, pd.DataFrame):
+                return
+
+            mlflow_cfg = self._store.config.mlflow
+            run_id = self._mlflow.active_run().info.run_id
+
+            max_rows = mlflow_cfg.entity_df_max_rows
+            if len(entity_df) <= max_rows:
+                with tempfile.TemporaryDirectory() as tmp_dir:
+                    path = os.path.join(tmp_dir, "entity_df.parquet")
+                    entity_df.to_parquet(path, index=False)
+                    self._client.log_artifact(run_id, path)
+
+        except Exception as e:
+            _logger.debug("Failed to log entity_df artifact to MLflow: %s", e)
diff --git a/sdk/python/feast/mlflow_integration/model_resolver.py b/sdk/python/feast/mlflow_integration/model_resolver.py
new file mode 100644
index 00000000000..b2d94dccbee
--- /dev/null
+++ b/sdk/python/feast/mlflow_integration/model_resolver.py
@@ -0,0 +1,138 @@
+from __future__ import annotations
+
+import json
+import logging
+import re
+from typing import TYPE_CHECKING, Any, Optional
+
+if TYPE_CHECKING:
+    from feast import FeatureStore
+
+_logger = logging.getLogger(__name__)
+
+
+class FeastMlflowModelResolutionError(Exception):
+    """Raised when a model URI cannot be resolved to a feature service."""
+
+    pass
+
+
+class FeastMlflowModelResolver:
+    """Resolves MLflow model URIs to Feast feature service names.
+
+    Instantiated once inside :class:`FeastMlflowClient` and reuses its
+    ``MlflowClient`` — no separate ``import mlflow`` needed.
+    """
+
+    def __init__(self, store: "FeatureStore", mlflow_mod: Any, client: Any):
+        self._store = store
+        self._mlflow = mlflow_mod
+        self._client = client
+
+    def resolve(self, model_uri: str) -> str:
+        """Resolve the Feast feature service name for a given MLflow model URI.
+
+        Resolution order:
+          1. Model version tag ``feast.feature_service`` (explicit override).
+          2. Training run tag ``feast.feature_service`` (set by auto-log).
+
+        Args:
+            model_uri: MLflow model URI in the form
+                ``models:/<name>/<version_or_alias>``.
+
+        Raises:
+            FeastMlflowModelResolutionError: If URI is invalid, resolution
+                fails, or validation against the store fails.
+        """
+        from mlflow.exceptions import MlflowException
+
+        pattern = r"^models:/([^/]+)/(.+)$"
+        match = re.match(pattern, model_uri)
+        if not match:
+            raise FeastMlflowModelResolutionError(
+                f"Invalid model_uri format: '{model_uri}'. "
+                f"Expected 'models:/<model_name>/<version_or_alias>'."
+            )
+
+        model_name, version_or_alias = match.group(1), match.group(2)
+
+        try:
+            if version_or_alias.isdigit():
+                mv = self._client.get_model_version(model_name, version_or_alias)
+            else:
+                mv = self._client.get_model_version_by_alias(
+                    model_name, version_or_alias
+                )
+        except MlflowException as e:
+            raise FeastMlflowModelResolutionError(
+                f"Could not resolve model '{model_uri}': {e}"
+            )
+
+        tags = mv.tags or {}
+        if "feast.feature_service" in tags:
+            fs_name = tags["feast.feature_service"]
+        else:
+            fs_name = self._resolve_from_run_tags(mv)
+            if fs_name is None:
+                raise FeastMlflowModelResolutionError(
+                    f"Could not determine feature service for model '{model_uri}'. "
+                    f"No 'feast.feature_service' tag found on the model version or "
+                    f"its training run. Set the tag explicitly on the model version "
+                    f"or ensure auto_log was enabled during training."
+                )
+
+        self._validate_feature_service(fs_name, mv)
+        return fs_name
+
+    def _resolve_from_run_tags(self, model_version: Any) -> Optional[str]:
+        try:
+            run = self._client.get_run(model_version.run_id)
+            return run.data.tags.get("feast.feature_service")
+        except Exception as e:
+            _logger.debug("Could not read run tags for model version: %s", e)
+            return None
+
+    def _validate_feature_service(self, fs_name: str, model_version: Any) -> None:
+        try:
+            fs = self._store.get_feature_service(fs_name)
+        except Exception:
+            raise FeastMlflowModelResolutionError(
+                f"Feature service '{fs_name}' not found in the Feast registry."
+            )
+
+        if not self._has_artifact(model_version.run_id, "feast_features.json"):
+            return
+
+        try:
+            local_path = self._client.download_artifacts(
+                model_version.run_id, "feast_features.json"
+            )
+            with open(local_path) as f:
+                expected_features = json.load(f)
+
+            actual_features = []
+            for proj in fs.feature_view_projections:
+                for feat in proj.features:
+                    actual_features.append(f"{proj.name_to_use()}:{feat.name}")
+
+            expected_set = set(expected_features)
+            actual_set = set(actual_features)
+
+            if expected_set != actual_set:
+                missing = expected_set - actual_set
+                extra = actual_set - expected_set
+                raise FeastMlflowModelResolutionError(
+                    f"Feature mismatch for service '{fs_name}'. "
+                    f"Missing: {missing}, Extra: {extra}"
+                )
+        except FeastMlflowModelResolutionError:
+            raise
+        except Exception as e:
+            _logger.debug("Could not validate feast_features.json: %s", e)
+
+    def _has_artifact(self, run_id: str, artifact_name: str) -> bool:
+        try:
+            artifacts = self._client.list_artifacts(run_id)
+            return any(a.path == artifact_name for a in artifacts)
+        except Exception:
+            return False
diff --git a/sdk/python/feast/monitoring/__init__.py b/sdk/python/feast/monitoring/__init__.py
new file mode 100644
index 00000000000..69a921060a5
--- /dev/null
+++ b/sdk/python/feast/monitoring/__init__.py
@@ -0,0 +1,7 @@
+from feast.monitoring.dqm_job_manager import DQMJobManager
+from feast.monitoring.metrics_calculator import MetricsCalculator
+
+__all__ = [
+    "DQMJobManager",
+    "MetricsCalculator",
+]
diff --git a/sdk/python/feast/monitoring/dqm_job_manager.py b/sdk/python/feast/monitoring/dqm_job_manager.py
new file mode 100644
index 00000000000..5a0765ffa5f
--- /dev/null
+++ b/sdk/python/feast/monitoring/dqm_job_manager.py
@@ -0,0 +1,149 @@
+import json
+import logging
+import uuid
+from datetime import date, datetime, timezone
+from typing import Any, Dict, Optional
+
+logger = logging.getLogger(__name__)
+
+JOB_STATUS_PENDING = "pending"
+JOB_STATUS_RUNNING = "running"
+JOB_STATUS_COMPLETED = "completed"
+JOB_STATUS_FAILED = "failed"
+
+
+class DQMJobManager:
+    """DQM job manager that persists jobs via the offline store abstraction."""
+
+    def __init__(self, offline_store, config):
+        self._offline_store = offline_store
+        self._config = config
+
+    def ensure_table(self) -> None:
+        self._offline_store.ensure_monitoring_tables(self._config)
+
+    def submit(
+        self,
+        project: str,
+        job_type: str,
+        feature_view_name: Optional[str] = None,
+        parameters: Optional[Dict[str, Any]] = None,
+    ) -> str:
+        job_id = str(uuid.uuid4())
+        now = datetime.now(timezone.utc)
+        row = {
+            "job_id": job_id,
+            "project_id": project,
+            "feature_view_name": feature_view_name,
+            "job_type": job_type,
+            "status": JOB_STATUS_PENDING,
+            "parameters": json.dumps(parameters) if parameters else None,
+            "metric_date": now.date(),
+            "started_at": None,
+            "completed_at": None,
+            "error_message": None,
+            "result_summary": None,
+        }
+        self._offline_store.save_monitoring_metrics(self._config, "job", [row])
+        return job_id
+
+    def get_job(self, job_id: str) -> Optional[Dict[str, Any]]:
+        rows = self._offline_store.query_monitoring_metrics(
+            config=self._config,
+            project="",
+            metric_type="job",
+            filters={"job_id": job_id},
+        )
+        if not rows:
+            return None
+        record = rows[0]
+        for key in ("parameters", "result_summary"):
+            val = record.get(key)
+            if isinstance(val, str):
+                try:
+                    record[key] = json.loads(val)
+                except (json.JSONDecodeError, TypeError):
+                    pass
+        return record
+
+    def update_status(
+        self,
+        job_id: str,
+        status: str,
+        error_message: Optional[str] = None,
+        result_summary: Optional[Dict[str, Any]] = None,
+    ) -> None:
+        job = self.get_job(job_id)
+        if job is None:
+            return
+
+        now = datetime.now(timezone.utc)
+        job["status"] = status
+
+        if status == JOB_STATUS_RUNNING:
+            job["started_at"] = now
+        elif status in (JOB_STATUS_COMPLETED, JOB_STATUS_FAILED):
+            job["completed_at"] = now
+
+        if error_message is not None:
+            job["error_message"] = error_message
+        if result_summary is not None:
+            job["result_summary"] = json.dumps(result_summary)
+
+        if "parameters" in job and not isinstance(job["parameters"], str):
+            job["parameters"] = (
+                json.dumps(job["parameters"]) if job["parameters"] else None
+            )
+
+        if isinstance(job.get("metric_date"), str):
+            job["metric_date"] = date.fromisoformat(job["metric_date"])
+
+        self._offline_store.save_monitoring_metrics(self._config, "job", [job])
+
+    def execute_job(self, job_id: str, monitoring_service) -> Dict[str, Any]:
+        """Execute a DQM job synchronously. Manages status transitions."""
+        job = self.get_job(job_id)
+        if job is None:
+            raise ValueError(f"Failed to find DQM job '{job_id}'")
+
+        self.update_status(job_id, JOB_STATUS_RUNNING)
+
+        try:
+            params = job.get("parameters") or {}
+            job_type = job["job_type"]
+            project = job["project_id"]
+
+            if job_type == "auto_compute":
+                result = monitoring_service.auto_compute(
+                    project=project,
+                    feature_view_name=job.get("feature_view_name"),
+                )
+            elif job_type == "baseline":
+                result = monitoring_service.compute_baseline(
+                    project=project,
+                    feature_view_name=job.get("feature_view_name"),
+                    feature_names=params.get("feature_names"),
+                )
+            elif job_type == "compute":
+                result = monitoring_service.compute_metrics(
+                    project=project,
+                    feature_view_name=job.get("feature_view_name"),
+                    feature_names=params.get("feature_names"),
+                    start_date=date.fromisoformat(params["start_date"])
+                    if params.get("start_date")
+                    else None,
+                    end_date=date.fromisoformat(params["end_date"])
+                    if params.get("end_date")
+                    else None,
+                    granularity=params.get("granularity", "daily"),
+                    set_baseline=params.get("set_baseline", False),
+                )
+            else:
+                raise ValueError(f"Unknown job type '{job_type}'")
+
+            self.update_status(job_id, JOB_STATUS_COMPLETED, result_summary=result)
+            return result
+
+        except Exception as e:
+            self.update_status(job_id, JOB_STATUS_FAILED, error_message=str(e))
+            raise
diff --git a/sdk/python/feast/monitoring/metrics_calculator.py b/sdk/python/feast/monitoring/metrics_calculator.py
new file mode 100644
index 00000000000..1b8b3b3e7ca
--- /dev/null
+++ b/sdk/python/feast/monitoring/metrics_calculator.py
@@ -0,0 +1,187 @@
+import logging
+import math
+from typing import Dict, List, Optional, Tuple
+
+import numpy as np
+import pyarrow as pa
+import pyarrow.compute as pc
+
+from feast.types import PrimitiveFeastType
+
+logger = logging.getLogger(__name__)
+
+
+def _safe_float(val):
+    """Return None for None/NaN/Inf, otherwise float."""
+    if val is None:
+        return None
+    f = float(val)
+    if math.isnan(f) or math.isinf(f):
+        return None
+    return f
+
+
+_NUMERIC_TYPES = {
+    PrimitiveFeastType.INT32,
+    PrimitiveFeastType.INT64,
+    PrimitiveFeastType.FLOAT32,
+    PrimitiveFeastType.FLOAT64,
+    PrimitiveFeastType.DECIMAL,
+}
+
+_CATEGORICAL_TYPES = {
+    PrimitiveFeastType.STRING,
+    PrimitiveFeastType.BOOL,
+}
+
+
+class MetricsCalculator:
+    def __init__(self, histogram_bins: int = 20, top_n: int = 10):
+        self.histogram_bins = histogram_bins
+        self.top_n = top_n
+
+    @staticmethod
+    def classify_feature(dtype) -> Optional[str]:
+        primitive = dtype
+        if hasattr(dtype, "base_type"):
+            primitive = dtype.base_type if dtype.base_type else dtype
+
+        if isinstance(primitive, PrimitiveFeastType):
+            if primitive in _NUMERIC_TYPES:
+                return "numeric"
+            if primitive in _CATEGORICAL_TYPES:
+                return "categorical"
+        return None
+
+    @staticmethod
+    def classify_feature_arrow(arrow_type: pa.DataType) -> Optional[str]:
+        """Classify a PyArrow data type as numeric or categorical."""
+        if (
+            pa.types.is_integer(arrow_type)
+            or pa.types.is_floating(arrow_type)
+            or pa.types.is_decimal(arrow_type)
+        ):
+            return "numeric"
+        if (
+            pa.types.is_string(arrow_type)
+            or pa.types.is_large_string(arrow_type)
+            or pa.types.is_boolean(arrow_type)
+        ):
+            return "categorical"
+        return None
+
+    def compute_numeric(self, array: pa.Array) -> Dict:
+        total = len(array)
+        null_count = array.null_count
+        result = {
+            "feature_type": "numeric",
+            "row_count": total,
+            "null_count": null_count,
+            "null_rate": null_count / total if total > 0 else 0.0,
+            "mean": None,
+            "stddev": None,
+            "min_val": None,
+            "max_val": None,
+            "p50": None,
+            "p75": None,
+            "p90": None,
+            "p95": None,
+            "p99": None,
+            "histogram": None,
+        }
+
+        valid = pc.drop_null(array)  # type: ignore[attr-defined]
+        if len(valid) == 0:
+            return result
+
+        float_array = pc.cast(valid, pa.float64())
+        result["mean"] = _safe_float(pc.mean(float_array).as_py())  # type: ignore[attr-defined]
+        result["stddev"] = _safe_float(pc.stddev(float_array, ddof=1).as_py())  # type: ignore[attr-defined]
+
+        min_max = pc.min_max(float_array)  # type: ignore[attr-defined]
+        result["min_val"] = min_max["min"].as_py()
+        result["max_val"] = min_max["max"].as_py()
+
+        quantiles = pc.quantile(float_array, q=[0.50, 0.75, 0.90, 0.95, 0.99])  # type: ignore[attr-defined]
+        q_values = quantiles.to_pylist()
+        result["p50"] = q_values[0]
+        result["p75"] = q_values[1]
+        result["p90"] = q_values[2]
+        result["p95"] = q_values[3]
+        result["p99"] = q_values[4]
+
+        np_array = float_array.to_numpy()
+        counts, bin_edges = np.histogram(np_array, bins=self.histogram_bins)
+        result["histogram"] = {
+            "bins": bin_edges.tolist(),
+            "counts": counts.tolist(),
+            "bin_width": float(bin_edges[1] - bin_edges[0])
+            if len(bin_edges) > 1
+            else 0,
+        }
+
+        return result
+
+    def compute_categorical(self, array: pa.Array) -> Dict:
+        total = len(array)
+        null_count = array.null_count
+        result = {
+            "feature_type": "categorical",
+            "row_count": total,
+            "null_count": null_count,
+            "null_rate": null_count / total if total > 0 else 0.0,
+            "mean": None,
+            "stddev": None,
+            "min_val": None,
+            "max_val": None,
+            "p50": None,
+            "p75": None,
+            "p90": None,
+            "p95": None,
+            "p99": None,
+            "histogram": None,
+        }
+
+        valid = pc.drop_null(array)  # type: ignore[attr-defined]
+        if len(valid) == 0:
+            return result
+
+        value_counts = pc.value_counts(valid)  # type: ignore[attr-defined]
+        entries = [
+            {"value": vc["values"].as_py(), "count": vc["counts"].as_py()}
+            for vc in value_counts
+        ]
+        entries.sort(key=lambda x: x["count"], reverse=True)
+
+        unique_count = len(entries)
+        top_entries = entries[: self.top_n]
+        other_count = sum(e["count"] for e in entries[self.top_n :])
+
+        result["histogram"] = {
+            "values": top_entries,
+            "other_count": other_count,
+            "unique_count": unique_count,
+        }
+
+        return result
+
+    def compute_all(
+        self,
+        table: pa.Table,
+        feature_fields: List[Tuple[str, str]],
+    ) -> List[Dict]:
+        results = []
+        for name, ftype in feature_fields:
+            if name not in table.column_names:
+                logger.warning("Column '%s' not found in arrow table, skipping", name)
+                continue
+            column = table.column(name)
+            if ftype == "numeric":
+                metrics = self.compute_numeric(column)
+            elif ftype == "categorical":
+                metrics = self.compute_categorical(column)
+            else:
+                continue
+            metrics["feature_name"] = name
+            results.append(metrics)
+        return results
diff --git a/sdk/python/feast/monitoring/monitoring_service.py b/sdk/python/feast/monitoring/monitoring_service.py
new file mode 100644
index 00000000000..df6c16175f6
--- /dev/null
+++ b/sdk/python/feast/monitoring/monitoring_service.py
@@ -0,0 +1,1283 @@
+import logging
+import math
+import time
+from collections import defaultdict
+from datetime import date, datetime, timedelta, timezone
+from typing import TYPE_CHECKING, Any, Dict, List, Optional, Tuple
+
+from feast.feature_logging import LOG_TIMESTAMP_FIELD, FeatureServiceLoggingSource
+from feast.infra.offline_stores.offline_store import OfflineStore
+from feast.monitoring.dqm_job_manager import DQMJobManager
+from feast.monitoring.metrics_calculator import MetricsCalculator
+from feast.monitoring.monitoring_utils import build_view_aggregate
+
+if TYPE_CHECKING:
+    from feast.feature_store import FeatureStore
+
+logger = logging.getLogger(__name__)
+
+VALID_GRANULARITIES = OfflineStore.MONITORING_VALID_GRANULARITIES
+
+_EPOCH = datetime(1970, 1, 1, tzinfo=timezone.utc)
+_FAR_FUTURE = datetime(2099, 12, 31, 23, 59, 59, tzinfo=timezone.utc)
+
+GRANULARITY_WINDOWS = {
+    "daily": timedelta(days=1),
+    "weekly": timedelta(days=7),
+    "biweekly": timedelta(days=14),
+    "monthly": timedelta(days=30),
+    "quarterly": timedelta(days=90),
+}
+
+_FLOAT_FIELDS = frozenset(
+    {
+        "null_rate",
+        "mean",
+        "stddev",
+        "min_val",
+        "max_val",
+        "p50",
+        "p75",
+        "p90",
+        "p95",
+        "p99",
+        "avg_null_rate",
+        "max_null_rate",
+    }
+)
+
+
+def _sanitize_floats(row: Dict[str, Any]) -> Dict[str, Any]:
+    """Replace NaN/Inf float values with None so JSON serialization succeeds."""
+    for key in _FLOAT_FIELDS:
+        val = row.get(key)
+        if isinstance(val, float) and (math.isnan(val) or math.isinf(val)):
+            row[key] = None
+    return row
+
+
+class MonitoringService:
+    def __init__(self, store: "FeatureStore"):
+        self._store = store
+        self._job_manager: Optional[DQMJobManager] = None
+        self._calculator = MetricsCalculator()
+        self._monitoring_tables_ensured = False
+        self._offline_store_cache = None
+
+    def _get_offline_store(self):
+        if self._offline_store_cache is None:
+            self._offline_store_cache = self._store._get_provider().offline_store
+        return self._offline_store_cache
+
+    def _ensure_monitoring_tables(self):
+        if not self._monitoring_tables_ensured:
+            self._get_offline_store().ensure_monitoring_tables(self._store.config)
+            self._monitoring_tables_ensured = True
+
+    @property
+    def job_manager(self) -> DQMJobManager:
+        if self._job_manager is None:
+            self._job_manager = DQMJobManager(
+                self._get_offline_store(), self._store.config
+            )
+            self._job_manager.ensure_table()
+        return self._job_manager
+
+    # ------------------------------------------------------------------ #
+    #  Auto-compute: detect dates, compute all granularities
+    # ------------------------------------------------------------------ #
+
+    def auto_compute(
+        self,
+        project: Optional[str] = None,
+        feature_view_name: Optional[str] = None,
+    ) -> Dict[str, Any]:
+        """Detect date ranges from source data and compute all granularities.
+
+        Also computes baseline for any features that don't have one yet
+        (idempotent -- features with existing baselines are skipped).
+        """
+        start_time = time.time()
+        self._ensure_monitoring_tables()
+        if project is None:
+            project = self._store.config.project
+
+        feature_views = self._resolve_feature_views(project, feature_view_name)
+        total_features = 0
+        total_views = 0
+        baseline_features = 0
+        granularities_computed = set()
+
+        for fv in feature_views:
+            try:
+                feature_fields = self._classify_fields(fv)
+                if not feature_fields:
+                    continue
+
+                max_ts = self._get_max_timestamp(fv)
+                if max_ts is None:
+                    logger.warning(
+                        "No data found for feature view '%s', skipping", fv.name
+                    )
+                    continue
+
+                now = datetime.now(timezone.utc)
+
+                # Compute baseline for features that don't have one yet
+                fields_needing_baseline = self._get_features_without_baseline(
+                    project, fv
+                )
+                if fields_needing_baseline:
+                    bl_fields = self._classify_fields(
+                        fv, fields=fields_needing_baseline
+                    )
+                    if bl_fields:
+                        bl_metrics = self._compute_feature_metrics(
+                            fv,
+                            bl_fields,
+                            _EPOCH,
+                            _FAR_FUTURE,
+                        )
+                        self._save_computed_metrics(
+                            project=project,
+                            feature_view=fv,
+                            metrics_list=bl_metrics,
+                            metric_date=date.today(),
+                            granularity="baseline",
+                            set_baseline=True,
+                            now=now,
+                        )
+                        baseline_features += len(bl_metrics)
+
+                for granularity, window in GRANULARITY_WINDOWS.items():
+                    window_start = max_ts - window
+                    metrics_list = self._compute_feature_metrics(
+                        fv,
+                        feature_fields,
+                        window_start,
+                        max_ts,
+                    )
+                    self._save_computed_metrics(
+                        project=project,
+                        feature_view=fv,
+                        metrics_list=metrics_list,
+                        metric_date=window_start.date(),
+                        granularity=granularity,
+                        set_baseline=False,
+                        now=now,
+                    )
+                    self._compute_feature_service_metrics(
+                        project=project,
+                        granularity=granularity,
+                        metric_dates=[window_start.date()],
+                        set_baseline=False,
+                    )
+                    total_features += len(metrics_list)
+                    granularities_computed.add(granularity)
+                total_views += 1
+            except Exception:
+                logger.exception(
+                    "Failed to auto-compute metrics for feature view '%s'", fv.name
+                )
+
+        duration_ms = int((time.time() - start_time) * 1000)
+
+        return {
+            "status": "completed",
+            "computed_feature_views": total_views,
+            "computed_features": total_features,
+            "baseline_features": baseline_features,
+            "granularities": sorted(granularities_computed),
+            "duration_ms": duration_ms,
+        }
+
+    # ------------------------------------------------------------------ #
+    #  Log source: compute metrics from feature serving logs
+    # ------------------------------------------------------------------ #
+
+    def compute_log_metrics(
+        self,
+        project: str,
+        feature_service_name: str,
+        start_date: Optional[date] = None,
+        end_date: Optional[date] = None,
+        granularity: str = "daily",
+        set_baseline: bool = False,
+    ) -> Dict[str, Any]:
+        """Compute monitoring metrics from feature serving logs.
+
+        Requires the feature service to have a logging_config with a
+        LoggingDestination that can be converted to a DataSource.
+        """
+        self._ensure_monitoring_tables()
+        if granularity not in VALID_GRANULARITIES:
+            raise ValueError(
+                f"Invalid granularity '{granularity}'. "
+                f"Must be one of {VALID_GRANULARITIES}"
+            )
+
+        start_time = time.time()
+        start_dt, end_dt = self._to_date_range(start_date, end_date)
+
+        fs = self._store.registry.get_feature_service(
+            name=feature_service_name, project=project
+        )
+        log_source = self._resolve_log_source(fs)
+        if log_source is None:
+            return {
+                "status": "skipped",
+                "reason": f"Feature service '{feature_service_name}' has no logging configured",
+                "duration_ms": int((time.time() - start_time) * 1000),
+            }
+
+        data_source, ts_field, feature_fields, log_col_map = log_source
+        metrics_list = self._compute_from_source(
+            data_source,
+            ts_field,
+            feature_fields,
+            start_dt,
+            end_dt,
+        )
+
+        now = datetime.now(timezone.utc)
+        metric_date = start_dt.date()
+
+        self._save_log_metrics(
+            project=project,
+            feature_service_name=feature_service_name,
+            log_col_map=log_col_map,
+            metrics_list=metrics_list,
+            metric_date=metric_date,
+            granularity=granularity,
+            set_baseline=set_baseline,
+            now=now,
+        )
+
+        duration_ms = int((time.time() - start_time) * 1000)
+        return {
+            "status": "completed",
+            "data_source_type": "log",
+            "feature_service_name": feature_service_name,
+            "granularity": granularity,
+            "computed_features": len(metrics_list),
+            "metric_date": metric_date.isoformat(),
+            "duration_ms": duration_ms,
+        }
+
+    def auto_compute_log_metrics(
+        self,
+        project: Optional[str] = None,
+        feature_service_name: Optional[str] = None,
+    ) -> Dict[str, Any]:
+        """Auto-detect date ranges from log data and compute all granularities."""
+        start_time = time.time()
+        self._ensure_monitoring_tables()
+        if project is None:
+            project = self._store.config.project
+
+        if feature_service_name:
+            services = [
+                self._store.registry.get_feature_service(
+                    name=feature_service_name, project=project
+                )
+            ]
+        else:
+            services = self._store.registry.list_feature_services(project=project)
+
+        total_features = 0
+        total_services = 0
+        granularities_computed: set = set()
+
+        for fs in services:
+            try:
+                log_source = self._resolve_log_source(fs)
+                if log_source is None:
+                    continue
+
+                data_source, ts_field, feature_fields, log_col_map = log_source
+
+                max_ts = self._get_max_timestamp_for_source(data_source, ts_field)
+                if max_ts is None:
+                    logger.warning(
+                        "No log data found for feature service '%s', skipping",
+                        fs.name,
+                    )
+                    continue
+
+                now = datetime.now(timezone.utc)
+
+                for gran, window in GRANULARITY_WINDOWS.items():
+                    window_start = max_ts - window
+                    metrics_list = self._compute_from_source(
+                        data_source,
+                        ts_field,
+                        feature_fields,
+                        window_start,
+                        max_ts,
+                    )
+                    self._save_log_metrics(
+                        project=project,
+                        feature_service_name=fs.name,
+                        log_col_map=log_col_map,
+                        metrics_list=metrics_list,
+                        metric_date=window_start.date(),
+                        granularity=gran,
+                        set_baseline=False,
+                        now=now,
+                    )
+                    total_features += len(metrics_list)
+                    granularities_computed.add(gran)
+
+                total_services += 1
+            except Exception:
+                logger.exception(
+                    "Failed to auto-compute log metrics for feature service '%s'",
+                    fs.name,
+                )
+
+        duration_ms = int((time.time() - start_time) * 1000)
+        return {
+            "status": "completed",
+            "data_source_type": "log",
+            "computed_feature_services": total_services,
+            "computed_features": total_features,
+            "granularities": sorted(granularities_computed),
+            "duration_ms": duration_ms,
+        }
+
+    # ------------------------------------------------------------------ #
+    #  Baseline: compute from all available source data
+    # ------------------------------------------------------------------ #
+
+    def compute_baseline(
+        self,
+        project: Optional[str] = None,
+        feature_view_name: Optional[str] = None,
+        feature_names: Optional[List[str]] = None,
+    ) -> Dict[str, Any]:
+        """Compute baseline metrics from all available source data.
+
+        Idempotent: only features without existing baselines are computed.
+        """
+        start_time = time.time()
+        self._ensure_monitoring_tables()
+        if project is None:
+            project = self._store.config.project
+
+        feature_views = self._resolve_feature_views(project, feature_view_name)
+        total_features = 0
+        total_views = 0
+
+        for fv in feature_views:
+            try:
+                fields_needing_baseline = self._get_features_without_baseline(
+                    project, fv, feature_names
+                )
+                if not fields_needing_baseline:
+                    logger.info(
+                        "All features in '%s' already have baselines, skipping",
+                        fv.name,
+                    )
+                    continue
+
+                feature_fields = self._classify_fields(
+                    fv, fields=fields_needing_baseline
+                )
+                if not feature_fields:
+                    continue
+
+                metrics_list = self._compute_feature_metrics(
+                    fv,
+                    feature_fields,
+                    _EPOCH,
+                    _FAR_FUTURE,
+                )
+
+                now = datetime.now(timezone.utc)
+                self._save_computed_metrics(
+                    project=project,
+                    feature_view=fv,
+                    metrics_list=metrics_list,
+                    metric_date=date.today(),
+                    granularity="baseline",
+                    set_baseline=True,
+                    now=now,
+                )
+
+                total_features += len(metrics_list)
+                total_views += 1
+            except Exception:
+                logger.exception(
+                    "Failed to compute baseline for feature view '%s'", fv.name
+                )
+
+        duration_ms = int((time.time() - start_time) * 1000)
+
+        return {
+            "status": "completed",
+            "computed_features": total_features,
+            "computed_feature_views": total_views,
+            "is_baseline": True,
+            "duration_ms": duration_ms,
+        }
+
+    # ------------------------------------------------------------------ #
+    #  Compute: explicit dates + granularity (stored)
+    # ------------------------------------------------------------------ #
+
+    def compute_metrics(
+        self,
+        project: str,
+        feature_view_name: Optional[str] = None,
+        feature_names: Optional[List[str]] = None,
+        start_date: Optional[date] = None,
+        end_date: Optional[date] = None,
+        granularity: str = "daily",
+        set_baseline: bool = False,
+    ) -> Dict[str, Any]:
+        self._ensure_monitoring_tables()
+        if granularity not in VALID_GRANULARITIES:
+            raise ValueError(
+                f"Invalid granularity '{granularity}'. "
+                f"Must be one of {VALID_GRANULARITIES}"
+            )
+
+        start_time = time.time()
+        start_dt, end_dt = self._to_date_range(start_date, end_date)
+
+        feature_views = self._resolve_feature_views(project, feature_view_name)
+
+        total_features = 0
+        total_views = 0
+        computed_dates: set = set()
+
+        for fv in feature_views:
+            try:
+                fv_metrics = self._compute_for_feature_view(
+                    project=project,
+                    feature_view=fv,
+                    feature_names=feature_names,
+                    start_dt=start_dt,
+                    end_dt=end_dt,
+                    granularity=granularity,
+                    set_baseline=set_baseline,
+                )
+                total_features += fv_metrics["feature_count"]
+                total_views += 1
+                computed_dates.update(fv_metrics["dates"])
+            except Exception:
+                logger.exception(
+                    "Failed to compute metrics for feature view '%s'", fv.name
+                )
+
+        total_services = self._compute_feature_service_metrics(
+            project=project,
+            granularity=granularity,
+            metric_dates=list(computed_dates),
+            set_baseline=set_baseline,
+        )
+
+        duration_ms = int((time.time() - start_time) * 1000)
+
+        return {
+            "status": "completed",
+            "granularity": granularity,
+            "computed_features": total_features,
+            "computed_feature_views": total_views,
+            "computed_feature_services": total_services,
+            "metric_dates": sorted(d.isoformat() for d in computed_dates),
+            "duration_ms": duration_ms,
+        }
+
+    # ------------------------------------------------------------------ #
+    #  Transient compute (not stored)
+    # ------------------------------------------------------------------ #
+
+    def compute_transient(
+        self,
+        project: str,
+        feature_view_name: str,
+        feature_names: Optional[List[str]] = None,
+        start_date: Optional[date] = None,
+        end_date: Optional[date] = None,
+    ) -> Dict[str, Any]:
+        """Compute metrics on-the-fly for an arbitrary date range without persisting."""
+        start_time = time.time()
+        start_dt, end_dt = self._to_date_range(start_date, end_date)
+        effective_start = start_date or (date.today() - timedelta(days=1))
+        effective_end = end_date or date.today()
+
+        fv = self._store.registry.get_feature_view(
+            name=feature_view_name, project=project
+        )
+
+        feature_fields = self._classify_fields(fv, feature_names=feature_names)
+        if not feature_fields:
+            return {
+                "status": "completed",
+                "feature_view_name": feature_view_name,
+                "start_date": effective_start.isoformat(),
+                "end_date": effective_end.isoformat(),
+                "metrics": [],
+                "duration_ms": int((time.time() - start_time) * 1000),
+            }
+
+        metrics_list = self._compute_feature_metrics(
+            fv,
+            feature_fields,
+            start_dt,
+            end_dt,
+        )
+
+        for m in metrics_list:
+            m["feature_view_name"] = feature_view_name
+            m["start_date"] = effective_start.isoformat()
+            m["end_date"] = effective_end.isoformat()
+
+        return {
+            "status": "completed",
+            "feature_view_name": feature_view_name,
+            "start_date": effective_start.isoformat(),
+            "end_date": effective_end.isoformat(),
+            "metrics": metrics_list,
+            "duration_ms": int((time.time() - start_time) * 1000),
+        }
+
+    # ------------------------------------------------------------------ #
+    #  DQM Job helpers
+    # ------------------------------------------------------------------ #
+
+    def submit_job(
+        self,
+        project: str,
+        job_type: str,
+        feature_view_name: Optional[str] = None,
+        parameters: Optional[Dict[str, Any]] = None,
+    ) -> str:
+        return self.job_manager.submit(
+            project=project,
+            job_type=job_type,
+            feature_view_name=feature_view_name,
+            parameters=parameters,
+        )
+
+    def get_job(self, job_id: str) -> Optional[Dict[str, Any]]:
+        return self.job_manager.get_job(job_id)
+
+    def execute_job(self, job_id: str) -> Dict[str, Any]:
+        return self.job_manager.execute_job(job_id, self)
+
+    # ------------------------------------------------------------------ #
+    #  Read helpers (delegate to offline store)
+    # ------------------------------------------------------------------ #
+
+    def _query(
+        self,
+        metric_type: str,
+        project: str,
+        filters=None,
+        start_date=None,
+        end_date=None,
+    ):
+        self._ensure_monitoring_tables()
+        rows = self._get_offline_store().query_monitoring_metrics(
+            config=self._store.config,
+            project=project,
+            metric_type=metric_type,
+            filters=filters,
+            start_date=start_date,
+            end_date=end_date,
+        )
+        return [_sanitize_floats(r) for r in rows]
+
+    def get_feature_metrics(
+        self,
+        project: str,
+        feature_service_name: Optional[str] = None,
+        feature_view_name: Optional[str] = None,
+        feature_name: Optional[str] = None,
+        granularity: Optional[str] = None,
+        data_source_type: Optional[str] = None,
+        start_date: Optional[date] = None,
+        end_date: Optional[date] = None,
+    ) -> List[Dict[str, Any]]:
+        filters = {
+            "feature_view_name": feature_view_name,
+            "feature_name": feature_name,
+            "granularity": granularity,
+            "data_source_type": data_source_type,
+        }
+        if feature_service_name:
+            return self._get_metrics_by_service(
+                project,
+                feature_service_name,
+                lambda fv_name: self._query(
+                    "feature",
+                    project,
+                    {**filters, "feature_view_name": fv_name},
+                    start_date,
+                    end_date,
+                ),
+            )
+        return self._query("feature", project, filters, start_date, end_date)
+
+    def get_feature_view_metrics(
+        self,
+        project: str,
+        feature_service_name: Optional[str] = None,
+        feature_view_name: Optional[str] = None,
+        granularity: Optional[str] = None,
+        data_source_type: Optional[str] = None,
+        start_date: Optional[date] = None,
+        end_date: Optional[date] = None,
+    ) -> List[Dict[str, Any]]:
+        filters = {
+            "feature_view_name": feature_view_name,
+            "granularity": granularity,
+            "data_source_type": data_source_type,
+        }
+        if feature_service_name:
+            return self._get_metrics_by_service(
+                project,
+                feature_service_name,
+                lambda fv_name: self._query(
+                    "feature_view",
+                    project,
+                    {**filters, "feature_view_name": fv_name},
+                    start_date,
+                    end_date,
+                ),
+            )
+        return self._query("feature_view", project, filters, start_date, end_date)
+
+    def get_feature_service_metrics(
+        self,
+        project: str,
+        feature_service_name: Optional[str] = None,
+        granularity: Optional[str] = None,
+        data_source_type: Optional[str] = None,
+        start_date: Optional[date] = None,
+        end_date: Optional[date] = None,
+    ) -> List[Dict[str, Any]]:
+        filters = {
+            "feature_service_name": feature_service_name,
+            "granularity": granularity,
+            "data_source_type": data_source_type,
+        }
+        return self._query("feature_service", project, filters, start_date, end_date)
+
+    def get_baseline(
+        self,
+        project: str,
+        feature_view_name: Optional[str] = None,
+        feature_name: Optional[str] = None,
+        data_source_type: Optional[str] = None,
+    ) -> List[Dict[str, Any]]:
+        filters = {
+            "feature_view_name": feature_view_name,
+            "feature_name": feature_name,
+            "data_source_type": data_source_type,
+            "is_baseline": True,
+        }
+        return self._query("feature", project, filters)
+
+    def get_timeseries(
+        self,
+        project: str,
+        feature_view_name: Optional[str] = None,
+        feature_name: Optional[str] = None,
+        feature_service_name: Optional[str] = None,
+        granularity: Optional[str] = None,
+        data_source_type: Optional[str] = None,
+        start_date: Optional[date] = None,
+        end_date: Optional[date] = None,
+    ) -> List[Dict[str, Any]]:
+        return self.get_feature_metrics(
+            project=project,
+            feature_service_name=feature_service_name,
+            feature_view_name=feature_view_name,
+            feature_name=feature_name,
+            granularity=granularity,
+            data_source_type=data_source_type,
+            start_date=start_date,
+            end_date=end_date,
+        )
+
+    # ------------------------------------------------------------------ #
+    #  Auto-baseline trigger for feast apply
+    # ------------------------------------------------------------------ #
+
+    def submit_baseline_for_new_features(
+        self,
+        project: str,
+        feature_views: Optional[List] = None,
+    ) -> List[str]:
+        """Submit baseline DQM jobs for feature views with new features.
+
+        Called from feast apply. Returns list of submitted job IDs.
+        Idempotent — only features without existing baselines are included.
+        """
+        if project is None:
+            project = self._store.config.project
+
+        if feature_views is None:
+            feature_views = self._store.registry.list_feature_views(project=project)
+
+        job_ids = []
+        for fv in feature_views:
+            new_features = self._get_features_without_baseline(project, fv)
+            if not new_features:
+                continue
+
+            feature_names = [f.name for f in new_features]
+            job_id = self.job_manager.submit(
+                project=project,
+                job_type="baseline",
+                feature_view_name=fv.name,
+                parameters={"feature_names": feature_names},
+            )
+            job_ids.append(job_id)
+            logger.info(
+                "Queued baseline computation for '%s' features %s (job: %s)",
+                fv.name,
+                feature_names,
+                job_id,
+            )
+
+        return job_ids
+
+    # ------------------------------------------------------------------ #
+    #  Private: compute engine dispatch (SQL push-down → Python fallback)
+    # ------------------------------------------------------------------ #
+
+    def _compute_feature_metrics(
+        self,
+        feature_view,
+        feature_fields: List[Tuple[str, str]],
+        start_dt: datetime,
+        end_dt: datetime,
+    ) -> List[Dict[str, Any]]:
+        """Compute metrics from a feature view's batch source."""
+        return self._compute_from_source(
+            feature_view.batch_source,
+            feature_view.batch_source.timestamp_field,
+            feature_fields,
+            start_dt,
+            end_dt,
+        )
+
+    def _get_max_timestamp(self, feature_view) -> Optional[datetime]:
+        """Query the batch source for MAX(event_timestamp)."""
+        return self._get_max_timestamp_for_source(
+            feature_view.batch_source,
+            feature_view.batch_source.timestamp_field,
+        )
+
+    # ------------------------------------------------------------------ #
+    #  Private: shared helpers (DRY)
+    # ------------------------------------------------------------------ #
+
+    @staticmethod
+    def _to_date_range(
+        start_date: Optional[date], end_date: Optional[date]
+    ) -> Tuple[datetime, datetime]:
+        today = date.today()
+        if end_date is None:
+            end_date = today
+        if start_date is None:
+            start_date = end_date - timedelta(days=1)
+        start_dt = datetime(
+            start_date.year, start_date.month, start_date.day, tzinfo=timezone.utc
+        )
+        end_dt = datetime(
+            end_date.year, end_date.month, end_date.day, 23, 59, 59, tzinfo=timezone.utc
+        )
+        return start_dt, end_dt
+
+    @staticmethod
+    def _classify_fields(
+        feature_view,
+        feature_names=None,
+        fields=None,
+    ) -> List[Tuple[str, str]]:
+        """Extract and classify features as numeric/categorical.
+
+        Args:
+            feature_view: FeatureView to extract fields from (used if fields is None).
+            feature_names: Optional filter list of feature names.
+            fields: Optional pre-selected Field objects (e.g., from idempotency check).
+        """
+        if fields is None:
+            fields = feature_view.features
+        if feature_names:
+            fields = [f for f in fields if f.name in feature_names]
+
+        result = []
+        for field in fields:
+            ftype = MetricsCalculator.classify_feature(field.dtype)
+            if ftype is None:
+                logger.warning(
+                    "Unsupported dtype '%s' for feature '%s', skipping",
+                    field.dtype,
+                    field.name,
+                )
+                continue
+            result.append((field.name, ftype))
+        return result
+
+    def _save_computed_metrics(
+        self,
+        project: str,
+        feature_view,
+        metrics_list: List[Dict[str, Any]],
+        metric_date: date,
+        granularity: str,
+        set_baseline: bool,
+        now: datetime,
+    ) -> None:
+        if not metrics_list:
+            return
+
+        offline_store = self._get_offline_store()
+        config = self._store.config
+
+        if set_baseline:
+            offline_store.clear_monitoring_baseline(
+                config=config,
+                project=project,
+                feature_view_name=feature_view.name,
+            )
+
+        for m in metrics_list:
+            m["project_id"] = project
+            m["feature_view_name"] = feature_view.name
+            m["metric_date"] = metric_date
+            m["granularity"] = granularity
+            m["data_source_type"] = "batch"
+            m["computed_at"] = now
+            m["is_baseline"] = set_baseline
+
+        offline_store.save_monitoring_metrics(config, "feature", metrics_list)
+
+        view_metric = {
+            "project_id": project,
+            "feature_view_name": feature_view.name,
+            "metric_date": metric_date,
+            "granularity": granularity,
+            "data_source_type": "batch",
+            "computed_at": now,
+            "is_baseline": set_baseline,
+            **build_view_aggregate(metrics_list),
+        }
+        offline_store.save_monitoring_metrics(config, "feature_view", [view_metric])
+
+    def _resolve_join_key_columns(self, feature_view) -> List[str]:
+        config = self._store.config
+        return (
+            [
+                entity.name
+                for entity in self._store.registry.list_entities(project=config.project)
+                if entity.name in (feature_view.entities or [])
+            ]
+            or feature_view.entities
+            or []
+        )
+
+    def _get_metrics_by_service(
+        self, project: str, feature_service_name: str, query_fn
+    ):
+        fs = self._store.registry.get_feature_service(
+            name=feature_service_name, project=project
+        )
+        fv_names = [proj.name for proj in fs.feature_view_projections]
+        results = []
+        for fv_name in fv_names:
+            results.extend(query_fn(fv_name))
+        return results
+
+    def _resolve_feature_views(self, project: str, feature_view_name: Optional[str]):
+        if feature_view_name:
+            fv = self._store.registry.get_feature_view(
+                name=feature_view_name, project=project
+            )
+            return [fv]
+        return self._store.registry.list_feature_views(project=project)
+
+    def _get_features_without_baseline(self, project, feature_view, feature_names=None):
+        existing = self.get_baseline(
+            project=project,
+            feature_view_name=feature_view.name,
+        )
+        existing_names = {m["feature_name"] for m in existing}
+
+        fields = feature_view.features
+        if feature_names:
+            fields = [f for f in fields if f.name in feature_names]
+
+        return [f for f in fields if f.name not in existing_names]
+
+    def _compute_for_feature_view(
+        self,
+        project: str,
+        feature_view,
+        feature_names: Optional[List[str]],
+        start_dt: datetime,
+        end_dt: datetime,
+        granularity: str,
+        set_baseline: bool,
+    ) -> Dict[str, Any]:
+        feature_fields = self._classify_fields(
+            feature_view, feature_names=feature_names
+        )
+        if not feature_fields:
+            return {"feature_count": 0, "dates": set()}
+
+        metrics_list = self._compute_feature_metrics(
+            feature_view,
+            feature_fields,
+            start_dt,
+            end_dt,
+        )
+
+        now = datetime.now(timezone.utc)
+        metric_date = start_dt.date()
+
+        self._save_computed_metrics(
+            project=project,
+            feature_view=feature_view,
+            metrics_list=metrics_list,
+            metric_date=metric_date,
+            granularity=granularity,
+            set_baseline=set_baseline,
+            now=now,
+        )
+
+        return {"feature_count": len(metrics_list), "dates": {metric_date}}
+
+    # ------------------------------------------------------------------ #
+    #  Private: log source helpers
+    # ------------------------------------------------------------------ #
+
+    def _resolve_log_source(self, feature_service):
+        """Resolve log data source for a feature service.
+
+        Returns (DataSource, timestamp_field, feature_fields, log_col_map)
+        or None if the feature service has no logging configured.
+
+        ``feature_fields`` uses the raw log column names (needed for
+        SQL/PyArrow column access).  ``log_col_map`` maps each raw log
+        column to ``(feature_view_name, normalized_feature_name)`` so
+        callers can store metrics under the correct view and feature
+        name — critical for drift detection across batch and log sources.
+        """
+        if not feature_service.logging_config:
+            return None
+
+        destination = feature_service.logging_config.destination
+        try:
+            data_source = destination.to_data_source()
+        except NotImplementedError:
+            logger.warning(
+                "Logging destination for '%s' does not support to_data_source()",
+                feature_service.name,
+            )
+            return None
+
+        logging_source = FeatureServiceLoggingSource(
+            feature_service,
+            self._store.config.project,
+        )
+        schema = logging_source.get_schema(self._store.registry)
+
+        skip_cols = {
+            LOG_TIMESTAMP_FIELD,
+            "__log_date",
+            "__request_id",
+        }
+        entity_columns = set()
+        view_feature_names: dict = {}
+        for proj in feature_service.feature_view_projections:
+            view_alias = proj.name_to_use()
+            try:
+                fv = self._store.registry.get_feature_view(
+                    name=proj.name, project=self._store.config.project
+                )
+                for ec in fv.entity_columns:
+                    entity_columns.add(ec.name)
+            except Exception:
+                pass
+            for feat in proj.features:
+                log_col = f"{view_alias}__{feat.name}"
+                view_feature_names[log_col] = (proj.name, feat.name)
+
+        feature_fields = []
+        log_col_map: dict = {}
+        for field in schema:
+            if field.name in skip_cols or field.name in entity_columns:
+                continue
+            if field.name.endswith("__timestamp") or field.name.endswith("__status"):
+                continue
+            ftype = MetricsCalculator.classify_feature_arrow(field.type)
+            if ftype is not None:
+                feature_fields.append((field.name, ftype))
+                if field.name in view_feature_names:
+                    log_col_map[field.name] = view_feature_names[field.name]
+
+        if not feature_fields:
+            return None
+
+        return data_source, LOG_TIMESTAMP_FIELD, feature_fields, log_col_map
+
+    def _get_max_timestamp_for_source(self, data_source, ts_field):
+        """Get MAX timestamp from an arbitrary data source.
+
+        Prefers the offline store's native push-down; falls back to reading
+        the table and computing max in Python.
+        """
+        offline_store = self._get_offline_store()
+        try:
+            return offline_store.get_monitoring_max_timestamp(
+                config=self._store.config,
+                data_source=data_source,
+                timestamp_field=ts_field,
+            )
+        except NotImplementedError:
+            pass
+
+        import pyarrow.compute as pc
+
+        retrieval_job = offline_store.pull_all_from_table_or_query(
+            config=self._store.config,
+            data_source=data_source,
+            join_key_columns=[],
+            feature_name_columns=[],
+            timestamp_field=ts_field,
+            start_date=_EPOCH,
+            end_date=_FAR_FUTURE,
+        )
+
+        table = retrieval_job.to_arrow()
+        if ts_field not in table.column_names or len(table) == 0:
+            return None
+
+        max_val = pc.max(table.column(ts_field)).as_py()
+        if max_val is None:
+            return None
+
+        if isinstance(max_val, datetime):
+            return max_val if max_val.tzinfo else max_val.replace(tzinfo=timezone.utc)
+        return datetime.combine(max_val, datetime.min.time(), tzinfo=timezone.utc)
+
+    def _compute_from_source(
+        self,
+        data_source,
+        ts_field: str,
+        feature_fields: List[Tuple[str, str]],
+        start_dt: datetime,
+        end_dt: datetime,
+    ) -> List[Dict[str, Any]]:
+        """Compute metrics from an arbitrary data source (batch or log).
+
+        Prefers SQL push-down; falls back to Python-based computation.
+        """
+        offline_store = self._get_offline_store()
+        try:
+            return offline_store.compute_monitoring_metrics(
+                config=self._store.config,
+                data_source=data_source,
+                feature_columns=feature_fields,
+                timestamp_field=ts_field,
+                start_date=start_dt,
+                end_date=end_dt,
+                histogram_bins=self._calculator.histogram_bins,
+                top_n=self._calculator.top_n,
+            )
+        except NotImplementedError:
+            logger.debug(
+                "Offline store does not support compute_monitoring_metrics, "
+                "falling back to Python-based computation for log source"
+            )
+            retrieval_job = offline_store.pull_all_from_table_or_query(
+                config=self._store.config,
+                data_source=data_source,
+                join_key_columns=[],
+                feature_name_columns=[name for name, _ in feature_fields],
+                timestamp_field=ts_field,
+                start_date=start_dt,
+                end_date=end_dt,
+            )
+            arrow_table = retrieval_job.to_arrow()
+            return self._calculator.compute_all(arrow_table, feature_fields)
+
+    def _save_log_metrics(
+        self,
+        project: str,
+        feature_service_name: str,
+        log_col_map: Dict[str, Tuple[str, str]],
+        metrics_list: List[Dict[str, Any]],
+        metric_date: date,
+        granularity: str,
+        set_baseline: bool,
+        now: datetime,
+    ) -> None:
+        """Save log-sourced metrics tagged with data_source_type='log'.
+
+        Normalizes log column names (``driver_stats__conv_rate``) back to
+        their originating ``feature_view_name`` and ``feature_name`` so
+        that drift detection can join batch and log metrics on the same
+        feature identity.
+        """
+        if not metrics_list:
+            return
+
+        offline_store = self._get_offline_store()
+        config = self._store.config
+
+        for m in metrics_list:
+            log_col = m.get("feature_name", "")
+            view_name, feat_name = log_col_map.get(
+                log_col, (feature_service_name, log_col)
+            )
+            m["project_id"] = project
+            m["feature_view_name"] = view_name
+            m["feature_name"] = feat_name
+            m["metric_date"] = metric_date
+            m["granularity"] = granularity
+            m["data_source_type"] = "log"
+            m["computed_at"] = now
+            m["is_baseline"] = set_baseline
+
+        offline_store.save_monitoring_metrics(config, "feature", metrics_list)
+
+        # --- per-feature-view aggregates (grouped by originating view) ---
+        by_view: Dict[str, List[Dict[str, Any]]] = defaultdict(list)
+        for m in metrics_list:
+            by_view[m["feature_view_name"]].append(m)
+
+        view_metrics = [
+            {
+                "project_id": project,
+                "feature_view_name": vname,
+                "metric_date": metric_date,
+                "granularity": granularity,
+                "data_source_type": "log",
+                "computed_at": now,
+                "is_baseline": set_baseline,
+                **build_view_aggregate(vmetrics),
+            }
+            for vname, vmetrics in by_view.items()
+        ]
+        offline_store.save_monitoring_metrics(config, "feature_view", view_metrics)
+
+        # --- feature service aggregate ---
+        svc_agg = build_view_aggregate(metrics_list)
+        svc_metric = {
+            "project_id": project,
+            "feature_service_name": feature_service_name,
+            "metric_date": metric_date,
+            "granularity": granularity,
+            "data_source_type": "log",
+            "computed_at": now,
+            "is_baseline": set_baseline,
+            "total_feature_views": len(by_view),
+            "total_features": svc_agg["total_features"],
+            "avg_null_rate": svc_agg["avg_null_rate"],
+            "max_null_rate": svc_agg["max_null_rate"],
+        }
+        offline_store.save_monitoring_metrics(config, "feature_service", [svc_metric])
+
+    def _read_batch_source(self, feature_view, feature_fields, start_dt, end_dt):
+        config = self._store.config
+        data_source = feature_view.batch_source
+        offline_store = self._get_offline_store()
+
+        retrieval_job = offline_store.pull_all_from_table_or_query(
+            config=config,
+            data_source=data_source,
+            join_key_columns=self._resolve_join_key_columns(feature_view),
+            feature_name_columns=[name for name, _ in feature_fields],
+            timestamp_field=data_source.timestamp_field,
+            created_timestamp_column=data_source.created_timestamp_column,
+            start_date=start_dt,
+            end_date=end_dt,
+        )
+
+        return retrieval_job.to_arrow()
+
+    def _compute_feature_service_metrics(
+        self,
+        project: str,
+        granularity: str,
+        metric_dates: List[date],
+        set_baseline: bool,
+    ) -> int:
+        if not metric_dates:
+            return 0
+
+        feature_services = self._store.registry.list_feature_services(project=project)
+        if not feature_services:
+            return 0
+
+        offline_store = self._get_offline_store()
+        config = self._store.config
+        now = datetime.now(timezone.utc)
+        count = 0
+
+        for fs in feature_services:
+            try:
+                fv_names = {proj.name for proj in fs.feature_view_projections}
+
+                for metric_date in metric_dates:
+                    fv_metrics = offline_store.query_monitoring_metrics(
+                        config=config,
+                        project=project,
+                        metric_type="feature_view",
+                        filters={
+                            "granularity": granularity,
+                            "data_source_type": "batch",
+                        },
+                        start_date=metric_date,
+                        end_date=metric_date,
+                    )
+
+                    relevant = [
+                        m for m in fv_metrics if m.get("feature_view_name") in fv_names
+                    ]
+                    if not relevant:
+                        continue
+
+                    null_rates = [
+                        m["avg_null_rate"]
+                        for m in relevant
+                        if m.get("avg_null_rate") is not None
+                    ]
+
+                    service_metric = {
+                        "project_id": project,
+                        "feature_service_name": fs.name,
+                        "metric_date": metric_date
+                        if isinstance(metric_date, date)
+                        else date.fromisoformat(str(metric_date)),
+                        "granularity": granularity,
+                        "data_source_type": "batch",
+                        "computed_at": now,
+                        "is_baseline": set_baseline,
+                        "total_feature_views": len(relevant),
+                        "total_features": sum(
+                            m.get("total_features", 0) for m in relevant
+                        ),
+                        "avg_null_rate": (
+                            sum(null_rates) / len(null_rates) if null_rates else 0.0
+                        ),
+                        "max_null_rate": max(null_rates) if null_rates else 0.0,
+                    }
+                    offline_store.save_monitoring_metrics(
+                        config,
+                        "feature_service",
+                        [service_metric],
+                    )
+                    count += 1
+            except Exception:
+                logger.exception("Failed to compute service metrics for '%s'", fs.name)
+
+        return count
diff --git a/sdk/python/feast/monitoring/monitoring_utils.py b/sdk/python/feast/monitoring/monitoring_utils.py
new file mode 100644
index 00000000000..0450e008a05
--- /dev/null
+++ b/sdk/python/feast/monitoring/monitoring_utils.py
@@ -0,0 +1,296 @@
+"""Shared constants and helpers for monitoring across all offline store backends.
+
+Every backend needs the same table names, column lists, primary keys,
+empty-metric templates, and result-row normalization.  Centralizing them
+here avoids ~8x duplication and prevents column-list drift.
+"""
+
+import json
+import math
+from datetime import date, datetime
+from typing import Any, Dict, List, Optional, Tuple
+
+# ------------------------------------------------------------------ #
+#  Table / file names
+# ------------------------------------------------------------------ #
+
+MON_TABLE_FEATURE = "feast_monitoring_feature_metrics"
+MON_TABLE_FEATURE_VIEW = "feast_monitoring_feature_view_metrics"
+MON_TABLE_FEATURE_SERVICE = "feast_monitoring_feature_service_metrics"
+MON_TABLE_JOB = "feast_monitoring_jobs"
+
+MONITORING_DIR = "feast_monitoring"
+
+MONITORING_PARQUET_FILES: Dict[str, str] = {
+    "feature": "feast_monitoring_feature_metrics.parquet",
+    "feature_view": "feast_monitoring_feature_view_metrics.parquet",
+    "feature_service": "feast_monitoring_feature_service_metrics.parquet",
+    "job": "feast_monitoring_jobs.parquet",
+}
+
+# ------------------------------------------------------------------ #
+#  Column definitions — (ordered, used by INSERT / SELECT / Parquet)
+# ------------------------------------------------------------------ #
+
+FEATURE_METRICS_COLUMNS: List[str] = [
+    "project_id",
+    "feature_view_name",
+    "feature_name",
+    "metric_date",
+    "granularity",
+    "data_source_type",
+    "computed_at",
+    "is_baseline",
+    "feature_type",
+    "row_count",
+    "null_count",
+    "null_rate",
+    "mean",
+    "stddev",
+    "min_val",
+    "max_val",
+    "p50",
+    "p75",
+    "p90",
+    "p95",
+    "p99",
+    "histogram",
+]
+
+FEATURE_METRICS_PK: List[str] = [
+    "project_id",
+    "feature_view_name",
+    "feature_name",
+    "metric_date",
+    "granularity",
+    "data_source_type",
+]
+
+FEATURE_VIEW_METRICS_COLUMNS: List[str] = [
+    "project_id",
+    "feature_view_name",
+    "metric_date",
+    "granularity",
+    "data_source_type",
+    "computed_at",
+    "is_baseline",
+    "total_row_count",
+    "total_features",
+    "features_with_nulls",
+    "avg_null_rate",
+    "max_null_rate",
+]
+
+FEATURE_VIEW_METRICS_PK: List[str] = [
+    "project_id",
+    "feature_view_name",
+    "metric_date",
+    "granularity",
+    "data_source_type",
+]
+
+FEATURE_SERVICE_METRICS_COLUMNS: List[str] = [
+    "project_id",
+    "feature_service_name",
+    "metric_date",
+    "granularity",
+    "data_source_type",
+    "computed_at",
+    "is_baseline",
+    "total_feature_views",
+    "total_features",
+    "avg_null_rate",
+    "max_null_rate",
+]
+
+FEATURE_SERVICE_METRICS_PK: List[str] = [
+    "project_id",
+    "feature_service_name",
+    "metric_date",
+    "granularity",
+    "data_source_type",
+]
+
+JOB_COLUMNS: List[str] = [
+    "job_id",
+    "project_id",
+    "feature_view_name",
+    "job_type",
+    "status",
+    "parameters",
+    "metric_date",
+    "started_at",
+    "completed_at",
+    "error_message",
+    "result_summary",
+]
+
+JOB_PK: List[str] = [
+    "job_id",
+]
+
+
+def monitoring_table_meta(
+    metric_type: str,
+) -> Tuple[str, List[str], List[str]]:
+    """Return (table_name, columns, pk_columns) for a metric type.
+
+    Raises ValueError for unknown metric types.
+    """
+    if metric_type == "feature":
+        return MON_TABLE_FEATURE, FEATURE_METRICS_COLUMNS, FEATURE_METRICS_PK
+    if metric_type == "feature_view":
+        return (
+            MON_TABLE_FEATURE_VIEW,
+            FEATURE_VIEW_METRICS_COLUMNS,
+            FEATURE_VIEW_METRICS_PK,
+        )
+    if metric_type == "feature_service":
+        return (
+            MON_TABLE_FEATURE_SERVICE,
+            FEATURE_SERVICE_METRICS_COLUMNS,
+            FEATURE_SERVICE_METRICS_PK,
+        )
+    if metric_type == "job":
+        return MON_TABLE_JOB, JOB_COLUMNS, JOB_PK
+    raise ValueError(f"Unknown monitoring metric_type: '{metric_type}'")
+
+
+def monitoring_parquet_meta(
+    metric_type: str,
+) -> Tuple[str, List[str], List[str]]:
+    """Return (parquet_filename, columns, pk_columns) for file-based backends.
+
+    File names match the SQL table names with a ``.parquet`` extension so
+    the mapping between backends is consistent.
+    """
+    fname = MONITORING_PARQUET_FILES.get(metric_type)
+    if fname is None:
+        raise ValueError(f"Unknown monitoring metric_type: '{metric_type}'")
+    _, columns, pk = monitoring_table_meta(metric_type)
+    return fname, columns, pk
+
+
+# ------------------------------------------------------------------ #
+#  Tiny helpers duplicated across backends
+# ------------------------------------------------------------------ #
+
+
+def opt_float(val: Any) -> Optional[float]:
+    """Safely cast a value to float, returning None for None/NaN/Inf."""
+    if val is None:
+        return None
+    f = float(val)
+    if math.isnan(f) or math.isinf(f):
+        return None
+    return f
+
+
+def empty_numeric_metric(feature_name: str) -> Dict[str, Any]:
+    """Return a metric dict with all-None stats for a numeric feature."""
+    return {
+        "feature_name": feature_name,
+        "feature_type": "numeric",
+        "row_count": 0,
+        "null_count": 0,
+        "null_rate": 0.0,
+        "mean": None,
+        "stddev": None,
+        "min_val": None,
+        "max_val": None,
+        "p50": None,
+        "p75": None,
+        "p90": None,
+        "p95": None,
+        "p99": None,
+        "histogram": None,
+    }
+
+
+def empty_categorical_metric(feature_name: str) -> Dict[str, Any]:
+    """Return a metric dict with all-None stats for a categorical feature."""
+    return {
+        "feature_name": feature_name,
+        "feature_type": "categorical",
+        "row_count": 0,
+        "null_count": 0,
+        "null_rate": 0.0,
+        "mean": None,
+        "stddev": None,
+        "min_val": None,
+        "max_val": None,
+        "p50": None,
+        "p75": None,
+        "p90": None,
+        "p95": None,
+        "p99": None,
+        "histogram": None,
+    }
+
+
+# ------------------------------------------------------------------ #
+#  Result-row normalization (used after SQL fetch or Parquet read)
+# ------------------------------------------------------------------ #
+
+
+def normalize_monitoring_row(record: Dict[str, Any]) -> Dict[str, Any]:
+    """Normalize a monitoring metric dict for JSON serialization.
+
+    - Replaces float NaN / Inf with None (not JSON-serializable).
+    - Parses ``histogram`` from JSON string if needed.
+    - Converts ``metric_date`` / ``computed_at`` to ISO strings.
+    - Normalizes ``is_baseline`` to Python bool.
+    """
+    import math
+
+    for key, val in record.items():
+        if isinstance(val, float) and (math.isnan(val) or math.isinf(val)):
+            record[key] = None
+
+    hist = record.get("histogram")
+    if isinstance(hist, str):
+        try:
+            record["histogram"] = json.loads(hist)
+        except (json.JSONDecodeError, TypeError):
+            pass
+
+    for key in ("metric_date", "computed_at"):
+        val = record.get(key)
+        if isinstance(val, (date, datetime)):
+            record[key] = val.isoformat()
+
+    baseline = record.get("is_baseline")
+    if baseline is not None:
+        record["is_baseline"] = bool(baseline)
+
+    return record
+
+
+# ------------------------------------------------------------------ #
+#  View-level aggregate builder (shared by batch + log save paths)
+# ------------------------------------------------------------------ #
+
+
+def build_view_aggregate(
+    metrics_list: List[Dict[str, Any]],
+) -> Dict[str, Any]:
+    """Compute view-level aggregate stats from per-feature metrics.
+
+    Returns a dict with keys: total_row_count, total_features,
+    features_with_nulls, avg_null_rate, max_null_rate.
+    """
+    null_rates = [
+        m["null_rate"] for m in metrics_list if m.get("null_rate") is not None
+    ]
+    return {
+        "total_row_count": max(
+            (m["row_count"] for m in metrics_list if m.get("row_count") is not None),
+            default=0,
+        ),
+        "total_features": len(metrics_list),
+        "features_with_nulls": sum(
+            1 for m in metrics_list if (m.get("null_count") or 0) > 0
+        ),
+        "avg_null_rate": sum(null_rates) / len(null_rates) if null_rates else 0.0,
+        "max_null_rate": max(null_rates) if null_rates else 0.0,
+    }
diff --git a/sdk/python/feast/offline_server.py b/sdk/python/feast/offline_server.py
index 0373b3a8146..e82b5239767 100644
--- a/sdk/python/feast/offline_server.py
+++ b/sdk/python/feast/offline_server.py
@@ -7,37 +7,78 @@
 from datetime import datetime
 from typing import Any, Dict, List, Optional, cast
 
-import click
-import pyarrow as pa
-import pyarrow.flight as fl
-from google.protobuf.json_format import Parse
-
-from feast import FeatureStore, FeatureView, utils
-from feast.arrow_error_handler import arrow_server_error_handling_decorator
-from feast.data_source import DataSource
-from feast.errors import FeatureViewNotFoundException
-from feast.feature_logging import FeatureServiceLoggingSource
-from feast.feature_view import DUMMY_ENTITY_NAME
-from feast.infra.offline_stores.offline_utils import get_offline_store_from_config
-from feast.permissions.action import AuthzedAction
-from feast.permissions.security_manager import assert_permissions
-from feast.permissions.server.arrow import (
+_FIPS_CIPHER_SUITES = ":".join(
+    [
+        "ECDHE-RSA-AES128-GCM-SHA256",
+        "ECDHE-RSA-AES256-GCM-SHA384",
+        "ECDHE-ECDSA-AES128-GCM-SHA256",
+        "ECDHE-ECDSA-AES256-GCM-SHA384",
+        "AES128-GCM-SHA256",
+        "AES256-GCM-SHA384",
+    ]
+)
+
+
+def _is_fips_enabled() -> bool:
+    try:
+        with open("/proc/sys/crypto/fips_enabled") as f:
+            return f.read().strip() == "1"
+    except (FileNotFoundError, PermissionError, OSError):
+        return False
+
+
+def _configure_grpc_fips() -> bool:
+    if _is_fips_enabled() and "GRPC_SSL_CIPHER_SUITES" not in os.environ:
+        os.environ["GRPC_SSL_CIPHER_SUITES"] = _FIPS_CIPHER_SUITES
+        return True
+    return False
+
+
+# On FIPS-enabled systems (notably IBM Power ppc64le), gRPC reads
+# GRPC_SSL_CIPHER_SUITES during shared-library initialization.  The env var
+# must be set before any gRPC-linked module (pyarrow.flight) is imported.
+_fips_configured = _configure_grpc_fips()
+
+import click  # noqa: E402
+import pyarrow as pa  # noqa: E402
+import pyarrow.flight as fl  # noqa: E402
+from google.protobuf.json_format import Parse  # noqa: E402
+
+from feast import FeatureStore, FeatureView, utils  # noqa: E402
+from feast.arrow_error_handler import (  # noqa: E402
+    arrow_server_error_handling_decorator,
+)
+from feast.data_source import DataSource  # noqa: E402
+from feast.errors import FeatureViewNotFoundException  # noqa: E402
+from feast.feature_logging import FeatureServiceLoggingSource  # noqa: E402
+from feast.feature_view import DUMMY_ENTITY_NAME  # noqa: E402
+from feast.infra.offline_stores.offline_utils import (  # noqa: E402
+    get_offline_store_from_config,
+)
+from feast.permissions.action import AuthzedAction  # noqa: E402
+from feast.permissions.security_manager import assert_permissions  # noqa: E402
+from feast.permissions.server.arrow import (  # noqa: E402
     AuthorizationMiddlewareFactory,
     inject_user_details_decorator,
 )
-from feast.permissions.server.utils import (
+from feast.permissions.server.utils import (  # noqa: E402
     AuthManagerType,
     ServerType,
     init_auth_manager,
     init_security_manager,
     str_to_auth_manager_type,
 )
-from feast.protos.feast.core.DataSource_pb2 import DataSource as DataSourceProto
-from feast.saved_dataset import SavedDatasetStorage
+from feast.protos.feast.core.DataSource_pb2 import (  # noqa: E402
+    DataSource as DataSourceProto,
+)
+from feast.saved_dataset import SavedDatasetStorage  # noqa: E402
 
 logger = logging.getLogger(__name__)
 logger.setLevel(logging.INFO)
 
+if _fips_configured:
+    logger.info("FIPS mode detected, configured FIPS-compliant gRPC cipher suites.")
+
 
 class OfflineServer(fl.FlightServerBase):
     def __init__(
@@ -596,6 +637,7 @@ def start_server(
     tls_cert_path: str = "",
 ):
     _init_auth_manager(store)
+    _configure_grpc_fips()
 
     tls_certificates = []
     scheme = "grpc+tcp"
diff --git a/sdk/python/feast/on_demand_feature_view.py b/sdk/python/feast/on_demand_feature_view.py
index dbd7738f21d..3ab188da334 100644
--- a/sdk/python/feast/on_demand_feature_view.py
+++ b/sdk/python/feast/on_demand_feature_view.py
@@ -14,7 +14,7 @@
 from feast.data_source import RequestSource
 from feast.entity import Entity
 from feast.errors import RegistryInferenceFailure, SpecifiedFeaturesNotPresentError
-from feast.feature_view import DUMMY_ENTITY_NAME, FeatureView
+from feast.feature_view import DUMMY_ENTITY_NAME, FeatureView, FeatureViewState
 from feast.feature_view_projection import FeatureViewProjection
 from feast.field import Field, from_value_type
 from feast.proto_utils import transformation_to_proto
@@ -155,6 +155,9 @@ class OnDemandFeatureView(BaseFeatureView):
     udf: Optional[FunctionType]
     udf_string: Optional[str]
     aggregations: List[Aggregation]
+    enabled: bool
+    state: FeatureViewState
+    _raw_feature_transformation_proto: Optional[Any] = None
 
     def __init__(  # noqa: C901
         self,
@@ -177,6 +180,7 @@ def __init__(  # noqa: C901
         track_metrics: bool = False,
         aggregations: Optional[List[Aggregation]] = None,
         version: str = "latest",
+        enabled: bool = True,
     ):
         """
         Creates an OnDemandFeatureView object.
@@ -316,6 +320,9 @@ def __init__(  # noqa: C901
             )
         self.track_metrics = track_metrics
         self.aggregations = aggregations or []
+        self.enabled = enabled
+
+        self.state = FeatureViewState.STATE_UNSPECIFIED
 
         if input_schema is not None and self.aggregations:
             input_field_names = {f.name for f in input_schema}
@@ -402,6 +409,8 @@ def __copy__(self):
         fv.features = self.features
         fv.projection = copy.copy(self.projection)
         fv.entity_columns = copy.copy(self.entity_columns)
+        fv.enabled = self.enabled
+        fv.state = self.state
 
         return fv
 
@@ -450,9 +459,7 @@ def _schema_or_udf_changed(self, other: "BaseFeatureView") -> bool:
 
     def __eq__(self, other):
         if not isinstance(other, OnDemandFeatureView):
-            raise TypeError(
-                "Comparisons should only involve OnDemandFeatureView class objects."
-            )
+            return False
 
         # Note, no longer evaluating the base feature view layer as ODFVs can have
         # multiple datasources and a base_feature_view only has one source
@@ -588,6 +595,8 @@ def to_proto(self) -> OnDemandFeatureViewProto:
             meta.last_updated_timestamp.FromDatetime(self.last_updated_timestamp)
         if self.current_version_number is not None:
             meta.current_version_number = self.current_version_number
+        if self.state != FeatureViewState.STATE_UNSPECIFIED:
+            meta.state = self.state.to_proto()
         sources = {}
         for source_name, fv_projection in self.source_feature_view_projections.items():
             sources[source_name] = OnDemandSource(
@@ -609,7 +618,12 @@ def to_proto(self) -> OnDemandFeatureViewProto:
                 request_data_source=self._input_schema_sentinel.to_proto()
             )
 
-        feature_transformation = transformation_to_proto(self.feature_transformation)
+        if getattr(self, "_raw_feature_transformation_proto", None) is not None:
+            feature_transformation = self._raw_feature_transformation_proto
+        else:
+            feature_transformation = transformation_to_proto(
+                self.feature_transformation
+            )
 
         tags = dict(self.tags) if self.tags else {}
         if self.track_metrics:
@@ -635,6 +649,7 @@ def to_proto(self) -> OnDemandFeatureViewProto:
             singleton=self.singleton or False,
             aggregations=[agg.to_proto() for agg in self.aggregations],
             version=self.version,
+            disabled=not self.enabled,
         )
         return OnDemandFeatureViewProto(spec=spec, meta=meta)
 
@@ -709,6 +724,14 @@ def from_proto(
         # Set additional attributes that aren't part of the constructor
         on_demand_feature_view_obj.entities = optional_fields["entities"]
         on_demand_feature_view_obj.entity_columns = optional_fields["entity_columns"]
+        on_demand_feature_view_obj.enabled = (
+            not on_demand_feature_view_proto.spec.disabled
+        )
+
+        # Restore lifecycle state from meta.
+        on_demand_feature_view_obj.state = FeatureViewState.from_proto(
+            on_demand_feature_view_proto.meta.state
+        )
 
         # FeatureViewProjections are not saved in the OnDemandFeatureView proto.
         # Create the default projection.
@@ -727,6 +750,13 @@ def from_proto(
         else:
             on_demand_feature_view_obj.current_version_number = None
 
+        if skip_udf and on_demand_feature_view_proto.spec.HasField(
+            "feature_transformation"
+        ):
+            on_demand_feature_view_obj._raw_feature_transformation_proto = (
+                on_demand_feature_view_proto.spec.feature_transformation
+            )
+
         # Set timestamps if present
         cls._set_timestamps_from_proto(
             on_demand_feature_view_proto, on_demand_feature_view_obj
diff --git a/sdk/python/feast/online_response.py b/sdk/python/feast/online_response.py
index 7b6b4806e4d..9ee1e65074d 100644
--- a/sdk/python/feast/online_response.py
+++ b/sdk/python/feast/online_response.py
@@ -13,7 +13,7 @@
 # limitations under the License.
 
 import uuid as uuid_module
-from typing import TYPE_CHECKING, Any, Dict, List, Optional, TypeAlias, Union
+from typing import TYPE_CHECKING, Any, Dict, List, Optional, Union
 
 import pandas as pd
 import pyarrow as pa
@@ -25,11 +25,9 @@
 from feast.value_type import ValueType
 
 if TYPE_CHECKING:
-    import torch
-
-    TorchTensor: TypeAlias = torch.Tensor
+    from torch import Tensor as TorchTensor
 else:
-    TorchTensor: TypeAlias = Any
+    TorchTensor = Any
 
 TIMESTAMP_POSTFIX: str = "__ts"
 
diff --git a/sdk/python/feast/openlineage/__init__.py b/sdk/python/feast/openlineage/__init__.py
index e32ae967004..4edf71789a2 100644
--- a/sdk/python/feast/openlineage/__init__.py
+++ b/sdk/python/feast/openlineage/__init__.py
@@ -59,27 +59,45 @@
 """
 
 from feast.openlineage.client import FeastOpenLineageClient
-from feast.openlineage.config import OpenLineageConfig
+from feast.openlineage.config import OpenLineageConfig, OpenLineageConsumerConfig
 from feast.openlineage.emitter import FeastOpenLineageEmitter
 from feast.openlineage.facets import (
     FeastDataSourceFacet,
     FeastEntityFacet,
     FeastFeatureServiceFacet,
     FeastFeatureViewFacet,
+    FeastJobKindFacet,
     FeastMaterializationFacet,
+    FeastOnlineStoreFacet,
     FeastProjectFacet,
 )
+from feast.openlineage.identity import (
+    FeastJobKind,
+    LineageParentContext,
+    materialize_job_name,
+    resolve_namespace,
+    spark_compute_job_name,
+)
 
 __all__ = [
     # Main classes (used internally by native integration)
     "FeastOpenLineageClient",
     "FeastOpenLineageEmitter",
     "OpenLineageConfig",
+    "OpenLineageConsumerConfig",
+    # Identity / context
+    "FeastJobKind",
+    "LineageParentContext",
+    "materialize_job_name",
+    "resolve_namespace",
+    "spark_compute_job_name",
     # Facets (custom Feast metadata in lineage events)
     "FeastFeatureViewFacet",
     "FeastFeatureServiceFacet",
     "FeastDataSourceFacet",
     "FeastEntityFacet",
+    "FeastOnlineStoreFacet",
     "FeastMaterializationFacet",
     "FeastProjectFacet",
+    "FeastJobKindFacet",
 ]
diff --git a/sdk/python/feast/openlineage/client.py b/sdk/python/feast/openlineage/client.py
index 45d021f2f07..63436fe26bb 100644
--- a/sdk/python/feast/openlineage/client.py
+++ b/sdk/python/feast/openlineage/client.py
@@ -82,6 +82,8 @@ def __init__(
                    load from environment variables.
             feature_store: Optional FeatureStore instance for context.
         """
+        self._local_processor = None
+
         if not OPENLINEAGE_AVAILABLE:
             logger.warning(
                 "OpenLineage is not installed. Lineage events will not be emitted. "
@@ -106,9 +108,12 @@ def __init__(
         # Initialize the OpenLineage client
         try:
             transport_config = self._config.get_transport_config()
-            self._client = OpenLineageClient(config={"transport": transport_config})
+            if transport_config is None:
+                self._client = OpenLineageClient()
+            else:
+                self._client = OpenLineageClient(config={"transport": transport_config})
             logger.info(
-                f"OpenLineage client initialized with {self._config.transport_type} transport"
+                f"OpenLineage client initialized with {self._config.transport_type or 'default'} transport"
             )
         except Exception as e:
             logger.error(f"Failed to initialize OpenLineage client: {e}")
@@ -129,6 +134,23 @@ def namespace(self) -> str:
         """Get the default namespace."""
         return self._config.namespace
 
+    def set_local_processor(self, processor) -> None:
+        """Attach a local OpenLineageProcessor so emitted events are also ingested locally."""
+        self._local_processor = processor
+
+    def _event_to_dict(self, event: Any) -> Optional[Dict[str, Any]]:
+        """Convert an OL event object to a plain dict for the local processor."""
+        try:
+            if hasattr(event, "to_dict"):
+                return event.to_dict()
+            if hasattr(event, "__dict__"):
+                import json
+
+                return json.loads(json.dumps(event, default=str))
+        except Exception as e:
+            logger.debug(f"Could not serialize event for local processor: {e}")
+        return None
+
     def emit(self, event: Any) -> bool:
         """
         Emit an OpenLineage event.
@@ -145,6 +167,15 @@ def emit(self, event: Any) -> bool:
 
         try:
             self._client.emit(event)
+
+            if self._local_processor is not None:
+                event_dict = self._event_to_dict(event)
+                if event_dict:
+                    try:
+                        self._local_processor.process_event(event_dict)
+                    except Exception as le:
+                        logger.debug(f"Local processor ingest failed (non-fatal): {le}")
+
             return True
         except Exception as e:
             logger.error(f"Failed to emit OpenLineage event: {e}")
@@ -244,6 +275,7 @@ def emit_job_event(
         inputs: Optional[List[Any]] = None,
         outputs: Optional[List[Any]] = None,
         job_facets: Optional[Dict[str, Any]] = None,
+        namespace: Optional[str] = None,
     ) -> bool:
         """
         Emit a JobEvent for a Feast job definition.
@@ -253,6 +285,7 @@ def emit_job_event(
             inputs: List of input datasets
             outputs: List of output datasets
             job_facets: Job facets
+            namespace: Optional namespace for the job (defaults to client namespace)
 
         Returns:
             True if successful, False otherwise
@@ -266,7 +299,7 @@ def emit_job_event(
             event = JobEvent(
                 eventTime=datetime.now(timezone.utc).isoformat(),
                 job=Job(
-                    namespace=self.namespace,
+                    namespace=namespace or self.namespace,
                     name=job_name,
                     facets=job_facets or {},
                 ),
diff --git a/sdk/python/feast/openlineage/config.py b/sdk/python/feast/openlineage/config.py
index 4d8b7684179..c79cb2a743a 100644
--- a/sdk/python/feast/openlineage/config.py
+++ b/sdk/python/feast/openlineage/config.py
@@ -16,11 +16,69 @@
 Configuration classes for Feast OpenLineage integration.
 """
 
+import json
 import os
 from dataclasses import dataclass, field
 from typing import Any, Dict, Optional
 
 
+@dataclass
+class OpenLineageConsumerConfig:
+    """
+    Configuration for the OpenLineage consumer (event receiver).
+
+    Attributes:
+        enabled: Whether the consumer is enabled
+        store_type: Storage backend type ('sql' uses the SQL registry DB)
+        connection_string: Optional separate DB connection string
+        api_key: API key for authenticating producers sending events
+        namespace_mapping: Read-side RBAC bridge mapping external OpenLineage
+            namespaces to Feast project names. When a user can DESCRIBE a Feast
+            project, they also see lineage from any external namespace mapped to
+            that project. Also used during ingest to resolve incoming datasets to
+            Feast registry objects. Example:
+            {"spark://ml-team": "ml_team", "airflow://prod-cluster": "ml_team"}
+        retention_days: Number of days to retain OpenLineage events and runs.
+            Events older than this are automatically pruned. Set to 0 to disable
+            pruning (keep everything). Default: 30 days.
+        retention_check_interval_hours: How often the background pruning runs,
+            in hours. Default: 6 hours.
+    """
+
+    enabled: bool = False
+    store_type: str = "sql"
+    connection_string: Optional[str] = None
+    api_key: Optional[str] = None
+    namespace_mapping: Dict[str, str] = field(default_factory=dict)
+    retention_days: int = 30
+    retention_check_interval_hours: int = 6
+
+    @classmethod
+    def from_dict(cls, config_dict: Dict[str, Any]) -> "OpenLineageConsumerConfig":
+        return cls(
+            enabled=config_dict.get("enabled", False),
+            store_type=config_dict.get("store_type", "sql"),
+            connection_string=config_dict.get("connection_string"),
+            api_key=config_dict.get("api_key"),
+            namespace_mapping=config_dict.get("namespace_mapping", {}),
+            retention_days=int(config_dict.get("retention_days", 30)),
+            retention_check_interval_hours=int(
+                config_dict.get("retention_check_interval_hours", 6)
+            ),
+        )
+
+    def to_dict(self) -> Dict[str, Any]:
+        return {
+            "enabled": self.enabled,
+            "store_type": self.store_type,
+            "connection_string": self.connection_string,
+            "api_key": self.api_key,
+            "namespace_mapping": self.namespace_mapping,
+            "retention_days": self.retention_days,
+            "retention_check_interval_hours": self.retention_check_interval_hours,
+        }
+
+
 @dataclass
 class OpenLineageConfig:
     """
@@ -28,7 +86,8 @@ class OpenLineageConfig:
 
     Attributes:
         enabled: Whether OpenLineage integration is enabled
-        transport_type: Type of transport (http, console, file, kafka)
+        transport_type: Type of transport (http, console, file, kafka), or None to use
+            OpenLineage SDK defaults
         transport_url: URL for HTTP transport
         transport_endpoint: API endpoint for HTTP transport
         api_key: Optional API key for authentication
@@ -37,10 +96,11 @@ class OpenLineageConfig:
         emit_on_apply: Emit lineage events when feast apply is called
         emit_on_materialize: Emit lineage events during materialization
         additional_config: Additional transport-specific configuration
+        consumer: Consumer (event receiver) configuration
     """
 
     enabled: bool = True
-    transport_type: str = "console"
+    transport_type: Optional[str] = None
     transport_url: Optional[str] = None
     transport_endpoint: str = "api/v1/lineage"
     api_key: Optional[str] = None
@@ -49,6 +109,9 @@ class OpenLineageConfig:
     emit_on_apply: bool = True
     emit_on_materialize: bool = True
     additional_config: Dict[str, Any] = field(default_factory=dict)
+    consumer: OpenLineageConsumerConfig = field(
+        default_factory=OpenLineageConsumerConfig
+    )
 
     @classmethod
     def from_dict(cls, config_dict: Dict[str, Any]) -> "OpenLineageConfig":
@@ -61,9 +124,16 @@ def from_dict(cls, config_dict: Dict[str, Any]) -> "OpenLineageConfig":
         Returns:
             OpenLineageConfig instance
         """
+        consumer_dict = config_dict.get("consumer", {})
+        consumer = (
+            OpenLineageConsumerConfig.from_dict(consumer_dict)
+            if consumer_dict
+            else OpenLineageConsumerConfig()
+        )
+
         return cls(
             enabled=config_dict.get("enabled", True),
-            transport_type=config_dict.get("transport_type", "console"),
+            transport_type=config_dict.get("transport_type"),
             transport_url=config_dict.get("transport_url"),
             transport_endpoint=config_dict.get("transport_endpoint", "api/v1/lineage"),
             api_key=config_dict.get("api_key"),
@@ -72,6 +142,7 @@ def from_dict(cls, config_dict: Dict[str, Any]) -> "OpenLineageConfig":
             emit_on_apply=config_dict.get("emit_on_apply", True),
             emit_on_materialize=config_dict.get("emit_on_materialize", True),
             additional_config=config_dict.get("additional_config", {}),
+            consumer=consumer,
         )
 
     @classmethod
@@ -81,19 +152,47 @@ def from_env(cls) -> "OpenLineageConfig":
 
         Environment variables:
             FEAST_OPENLINEAGE_ENABLED: Enable/disable OpenLineage (default: true)
-            FEAST_OPENLINEAGE_TRANSPORT_TYPE: Transport type (default: console)
+            FEAST_OPENLINEAGE_TRANSPORT_TYPE: Transport type (default: None, uses OL SDK defaults)
             FEAST_OPENLINEAGE_URL: HTTP transport URL
             FEAST_OPENLINEAGE_ENDPOINT: API endpoint (default: api/v1/lineage)
             FEAST_OPENLINEAGE_API_KEY: API key for authentication
             FEAST_OPENLINEAGE_NAMESPACE: Default namespace (default: feast)
             FEAST_OPENLINEAGE_PRODUCER: Producer identifier
+            FEAST_OPENLINEAGE_CONSUMER_NAMESPACE_MAPPING: JSON object mapping external
+                OL namespaces to Feast project names for RBAC scoping.
+                Example: '{"spark://ml-team": "ml_team", "airflow://prod-cluster": "prod"}'
 
         Returns:
             OpenLineageConfig instance
         """
+        ns_mapping_raw = os.getenv("FEAST_OPENLINEAGE_CONSUMER_NAMESPACE_MAPPING", "")
+        ns_mapping: Dict[str, str] = {}
+        if ns_mapping_raw:
+            try:
+                ns_mapping = json.loads(ns_mapping_raw)
+            except json.JSONDecodeError:
+                pass
+
+        consumer = OpenLineageConsumerConfig(
+            enabled=os.getenv("FEAST_OPENLINEAGE_CONSUMER_ENABLED", "false").lower()
+            == "true",
+            store_type=os.getenv("FEAST_OPENLINEAGE_CONSUMER_STORE_TYPE", "sql"),
+            connection_string=os.getenv("FEAST_OPENLINEAGE_CONSUMER_CONNECTION_STRING"),
+            api_key=os.getenv("FEAST_OPENLINEAGE_CONSUMER_API_KEY"),
+            namespace_mapping=ns_mapping,
+            retention_days=int(
+                os.getenv("FEAST_OPENLINEAGE_CONSUMER_RETENTION_DAYS", "30")
+            ),
+            retention_check_interval_hours=int(
+                os.getenv(
+                    "FEAST_OPENLINEAGE_CONSUMER_RETENTION_CHECK_INTERVAL_HOURS", "6"
+                )
+            ),
+        )
+
         return cls(
             enabled=os.getenv("FEAST_OPENLINEAGE_ENABLED", "true").lower() == "true",
-            transport_type=os.getenv("FEAST_OPENLINEAGE_TRANSPORT_TYPE", "console"),
+            transport_type=os.getenv("FEAST_OPENLINEAGE_TRANSPORT_TYPE"),
             transport_url=os.getenv("FEAST_OPENLINEAGE_URL"),
             transport_endpoint=os.getenv(
                 "FEAST_OPENLINEAGE_ENDPOINT", "api/v1/lineage"
@@ -107,8 +206,13 @@ def from_env(cls) -> "OpenLineageConfig":
                 "FEAST_OPENLINEAGE_EMIT_ON_MATERIALIZE", "true"
             ).lower()
             == "true",
+            consumer=consumer,
         )
 
+    @property
+    def consumer_api_key(self) -> Optional[str]:
+        return self.consumer.api_key if self.consumer else None
+
     def to_dict(self) -> Dict[str, Any]:
         """
         Convert configuration to dictionary.
@@ -116,7 +220,7 @@ def to_dict(self) -> Dict[str, Any]:
         Returns:
             Dictionary representation of the configuration
         """
-        return {
+        result = {
             "enabled": self.enabled,
             "transport_type": self.transport_type,
             "transport_url": self.transport_url,
@@ -128,14 +232,21 @@ def to_dict(self) -> Dict[str, Any]:
             "emit_on_materialize": self.emit_on_materialize,
             "additional_config": self.additional_config,
         }
+        if self.consumer:
+            result["consumer"] = self.consumer.to_dict()
+        return result
 
-    def get_transport_config(self) -> Dict[str, Any]:
+    def get_transport_config(self) -> Optional[Dict[str, Any]]:
         """
         Get transport-specific configuration for OpenLineage client.
 
         Returns:
-            Dictionary with transport configuration
+            Dictionary with transport configuration, or None if transport_type
+            is not set (allowing the OpenLineage SDK to use its own defaults).
         """
+        if not self.transport_type:
+            return None
+
         config: Dict[str, Any] = {"type": self.transport_type}
 
         if self.transport_type == "http":
diff --git a/sdk/python/feast/openlineage/consumer.py b/sdk/python/feast/openlineage/consumer.py
new file mode 100644
index 00000000000..195f3ce6a3a
--- /dev/null
+++ b/sdk/python/feast/openlineage/consumer.py
@@ -0,0 +1,456 @@
+# Copyright 2026 The Feast Authors
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     https://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+"""
+OpenLineage consumer for Feast.
+
+Provides FastAPI router endpoints for receiving OpenLineage events
+(POST /api/v1/lineage) and querying lineage data, making Feast
+act as an OpenLineage consumer alongside its existing producer role.
+"""
+
+import json
+import logging
+from typing import Any, List, Optional
+
+from fastapi import APIRouter, Header, HTTPException, Query, Request
+from fastapi.responses import JSONResponse
+
+from feast.openlineage.config import OpenLineageConfig
+from feast.openlineage.processor import OpenLineageProcessor
+from feast.openlineage.store import OpenLineageStore
+
+logger = logging.getLogger(__name__)
+
+
+def _safe_parse_json(val: Optional[str]) -> Optional[Any]:
+    if not val:
+        return None
+    try:
+        return json.loads(val)
+    except (json.JSONDecodeError, TypeError):
+        return None
+
+
+def _verify_api_key(
+    expected_key: Optional[str],
+    x_api_key: Optional[str] = Header(None, alias="X-API-Key"),
+    authorization: Optional[str] = Header(None),
+) -> bool:
+    if not expected_key:
+        return True
+
+    if x_api_key and x_api_key == expected_key:
+        return True
+
+    if authorization:
+        parts = authorization.split(" ", 1)
+        if (
+            len(parts) == 2
+            and parts[0].lower() == "bearer"
+            and parts[1] == expected_key
+        ):
+            return True
+
+    return False
+
+
+def get_consumer_router(
+    config: OpenLineageConfig,
+    store: OpenLineageStore,
+    processor: OpenLineageProcessor,
+    get_allowed_namespaces=None,
+) -> APIRouter:
+    """
+    Create FastAPI router for the OpenLineage consumer endpoints.
+
+    Args:
+        config: OpenLineage configuration with consumer settings
+        store: The lineage store instance
+        processor: The event processor instance
+        get_allowed_namespaces: Optional callable that returns allowed namespaces
+            for the current user (for RBAC filtering). If None, all namespaces visible.
+    """
+    router = APIRouter()
+
+    # ── Producer-facing: receive events ──
+
+    @router.post("/lineage")
+    async def receive_lineage_event(
+        request: Request,
+        x_api_key: Optional[str] = Header(None, alias="X-API-Key"),
+        authorization: Optional[str] = Header(None),
+    ):
+        """
+        Receive an OpenLineage event.
+
+        Compatible with the standard OpenLineage API endpoint.
+        Accepts RunEvent, DatasetEvent, or JobEvent.
+
+        The router defines POST /lineage; the full path depends on
+        the server mount:
+        - UI server (mounted at /api/v1):  POST /api/v1/lineage
+        - REST server (root_path=/api/v1): POST /lineage
+          When behind a reverse proxy, the proxy strips /api/v1,
+          so external clients use POST /api/v1/lineage in both cases.
+        """
+        api_key = getattr(config, "consumer_api_key", None)
+        if not _verify_api_key(api_key, x_api_key, authorization):
+            raise HTTPException(status_code=401, detail="Invalid API key")
+
+        try:
+            body = await request.json()
+        except Exception:
+            raise HTTPException(status_code=400, detail="Invalid JSON body")
+
+        if isinstance(body, list):
+            results = processor.process_batch(body)
+            return JSONResponse(
+                status_code=200 if results["failed"] == 0 else 207,
+                content={
+                    "status": "success"
+                    if results["failed"] == 0
+                    else "partial_success",
+                    "summary": {
+                        "received": results["received"],
+                        "successful": results["successful"],
+                        "failed": results["failed"],
+                    },
+                },
+            )
+        else:
+            try:
+                event_id = processor.process_event(body)
+                return JSONResponse(status_code=201, content={"event_id": event_id})
+            except Exception as e:
+                logger.error(f"Failed to process event: {e}")
+                raise HTTPException(status_code=500, detail=str(e))
+
+    @router.post("/lineage/batch")
+    async def receive_lineage_batch(
+        request: Request,
+        x_api_key: Optional[str] = Header(None, alias="X-API-Key"),
+        authorization: Optional[str] = Header(None),
+    ):
+        """Receive a batch of OpenLineage events."""
+        api_key = getattr(config, "consumer_api_key", None)
+        if not _verify_api_key(api_key, x_api_key, authorization):
+            raise HTTPException(status_code=401, detail="Invalid API key")
+
+        try:
+            body = await request.json()
+        except Exception:
+            raise HTTPException(status_code=400, detail="Invalid JSON body")
+
+        if not isinstance(body, list):
+            raise HTTPException(status_code=400, detail="Expected array of events")
+
+        results = processor.process_batch(body)
+        status = 204 if results["failed"] == 0 else 200
+        if status == 204:
+            return JSONResponse(status_code=204, content=None)
+
+        return JSONResponse(
+            status_code=200,
+            content={
+                "status": "partial_success",
+                "summary": {
+                    "received": results["received"],
+                    "successful": results["successful"],
+                    "failed": results["failed"],
+                },
+            },
+        )
+
+    # ── Admin endpoints ──
+
+    @router.delete("/lineage/openlineage/reset")
+    async def reset_lineage(
+        namespace: Optional[str] = Query(None),
+        x_api_key: Optional[str] = Header(None, alias="X-API-Key"),
+        authorization: Optional[str] = Header(None),
+    ):
+        """
+        Purge OpenLineage data. Requires API key.
+
+        If ?namespace=X is provided, only that namespace's data is deleted.
+        Otherwise, all OpenLineage data is purged.
+        """
+        api_key = getattr(config, "consumer_api_key", None)
+        if not _verify_api_key(api_key, x_api_key, authorization):
+            raise HTTPException(status_code=401, detail="Invalid API key")
+
+        if namespace:
+            store.purge_namespace(namespace)
+            return {"status": "success", "message": f"Purged namespace: {namespace}"}
+        else:
+            store.purge_all()
+            return {"status": "success", "message": "Purged all OpenLineage data"}
+
+    # ── Query endpoints ──
+
+    @router.get("/lineage/openlineage/events")
+    def list_events(
+        namespace: Optional[str] = Query(None),
+        job_name: Optional[str] = Query(None),
+        limit: int = Query(100, ge=1, le=1000),
+        offset: int = Query(0, ge=0),
+    ):
+        """List stored OpenLineage events with optional filtering."""
+        ns_filter = _get_namespace_filter(get_allowed_namespaces)
+        if namespace and ns_filter is not None and namespace not in ns_filter:
+            return {"events": [], "total": 0}
+        events = store.get_events(
+            namespace=namespace,
+            job_name=job_name,
+            limit=limit,
+            offset=offset,
+            namespaces=ns_filter if not namespace else None,
+        )
+        return {"events": events, "total": len(events)}
+
+    @router.get("/lineage/openlineage/jobs")
+    def list_jobs():
+        """List all jobs from all OpenLineage producers."""
+        ns_filter = _get_namespace_filter(get_allowed_namespaces)
+        jobs = store.get_jobs(namespaces=ns_filter)
+        return {"jobs": jobs}
+
+    @router.get("/lineage/openlineage/datasets")
+    def list_datasets():
+        """List all datasets from OpenLineage events."""
+        ns_filter = _get_namespace_filter(get_allowed_namespaces)
+        datasets = store.get_datasets(namespaces=ns_filter)
+        return {"datasets": datasets}
+
+    @router.get("/lineage/openlineage/graph/{node_type}/{namespace}/{name}")
+    def get_lineage_graph(
+        node_type: str,
+        namespace: str,
+        name: str,
+        depth: int = Query(10, ge=1, le=50),
+        direction: str = Query("both", pattern="^(both|upstream|downstream)$"),
+    ):
+        """
+        Get the lineage graph for a specific node.
+
+        Traverses upstream and/or downstream from the given node
+        up to the specified depth.
+        """
+        valid_types = ["job", "dataset"]
+        if node_type not in valid_types:
+            raise HTTPException(
+                status_code=400,
+                detail=f"node_type must be one of: {valid_types}",
+            )
+
+        ns_filter = _get_namespace_filter(get_allowed_namespaces)
+        graph = store.get_lineage_graph(
+            node_type=node_type,
+            namespace=namespace,
+            name=name,
+            depth=depth,
+            direction=direction,
+            allowed_namespaces=ns_filter,
+        )
+        return graph
+
+    @router.get("/lineage/openlineage/namespaces")
+    def list_namespaces():
+        """List all distinct namespaces known to the lineage store."""
+        ns_filter = _get_namespace_filter(get_allowed_namespaces)
+        all_ns = store.get_all_namespaces()
+        if ns_filter is not None:
+            all_ns = [ns for ns in all_ns if ns in ns_filter]
+        return {"namespaces": all_ns}
+
+    @router.get("/lineage/openlineage/graph")
+    def get_full_lineage_graph(
+        namespace: Optional[str] = Query(None),
+        limit: int = Query(0, ge=0, le=10000),
+        offset: int = Query(0, ge=0),
+    ):
+        """
+        Get all lineage nodes and edges (RBAC-filtered by namespace).
+
+        Optional query params:
+        - namespace: filter to a single namespace
+        - limit/offset: paginate nodes (0 = no limit)
+
+        Includes symlink edges that connect datasets across producers
+        when they reference the same physical data (via SymlinksDatasetFacet
+        or matching dataSource URIs).
+        """
+        ns_filter = _get_namespace_filter(get_allowed_namespaces)
+        if namespace:
+            if ns_filter is not None and namespace not in ns_filter:
+                return {"nodes": [], "edges": [], "symlinks": []}
+            ns_filter = [namespace]
+
+        total_datasets = store.count_datasets(namespaces=ns_filter)
+        total_jobs = store.count_jobs(namespaces=ns_filter)
+        total_nodes = total_datasets + total_jobs
+
+        if limit > 0:
+            datasets = store.get_datasets(
+                namespaces=ns_filter, limit=limit, offset=offset
+            )
+            remaining = max(0, limit - len(datasets))
+            job_offset = max(0, offset - total_datasets)
+            jobs = (
+                store.get_jobs(namespaces=ns_filter, limit=remaining, offset=job_offset)
+                if remaining > 0 and offset + limit > total_datasets
+                else []
+            )
+        else:
+            datasets = store.get_datasets(namespaces=ns_filter)
+            jobs = store.get_jobs(namespaces=ns_filter)
+
+        nodes: list = []
+        for ds in datasets:
+            facets = _safe_parse_json(ds.get("facets_json"))
+            schema = _safe_parse_json(ds.get("schema_json"))
+            nodes.append(
+                {
+                    "type": "dataset",
+                    "namespace": ds["dataset_namespace"],
+                    "name": ds["dataset_name"],
+                    "producer": ds.get("producer"),
+                    "feast_object_type": ds.get("feast_object_type"),
+                    "feast_object_name": ds.get("feast_object_name"),
+                    "feast_project": ds.get("feast_project"),
+                    "schema": schema,
+                    "description": ds.get("description"),
+                    "source_type": ds.get("source_type"),
+                    "facets": facets,
+                }
+            )
+        for job in jobs:
+            facets = _safe_parse_json(job.get("facets_json"))
+            nodes.append(
+                {
+                    "type": "job",
+                    "namespace": job["job_namespace"],
+                    "name": job["job_name"],
+                    "producer": job.get("producer"),
+                    "job_type": job.get("job_type"),
+                    "description": job.get("description"),
+                    "facets": facets,
+                }
+            )
+
+        edges = store.get_all_lineage_edges(namespaces=ns_filter)
+        symlinks = store.get_all_symlinks()
+        for sl in symlinks:
+            edges.append(
+                {
+                    "source_type": "dataset",
+                    "source_namespace": sl["dataset_namespace"],
+                    "source_name": sl["dataset_name"],
+                    "target_type": "dataset",
+                    "target_namespace": sl["linked_namespace"],
+                    "target_name": sl["linked_name"],
+                    "edge_type": "symlink",
+                    "updated_at": sl.get("updated_at"),
+                }
+            )
+
+        return {
+            "nodes": nodes,
+            "edges": edges,
+            "symlinks": symlinks,
+            "total_nodes": total_nodes,
+        }
+
+    # ── Run history endpoints ──
+
+    @router.get("/lineage/openlineage/runs")
+    def list_runs(
+        job_namespace: Optional[str] = Query(None),
+        job_name: Optional[str] = Query(None),
+        limit: int = Query(50, ge=1, le=500),
+        offset: int = Query(0, ge=0),
+    ):
+        """List runs, optionally filtered by job namespace and name."""
+        ns_filter = _get_namespace_filter(get_allowed_namespaces)
+        if job_namespace and ns_filter is not None and job_namespace not in ns_filter:
+            return {"runs": [], "total": 0}
+        runs = store.get_runs(
+            job_namespace=job_namespace,
+            job_name=job_name,
+            limit=limit,
+            offset=offset,
+            namespaces=ns_filter if not job_namespace else None,
+        )
+        return {"runs": runs, "total": len(runs)}
+
+    @router.get("/lineage/openlineage/runs/{run_id}")
+    def get_run_detail(run_id: str):
+        """Get a single run with its input and output datasets."""
+        run = store.get_run_detail(run_id)
+        if not run:
+            raise HTTPException(status_code=404, detail=f"Run {run_id} not found")
+        ns_filter = _get_namespace_filter(get_allowed_namespaces)
+        if ns_filter is not None:
+            run_ns = run.get("job_namespace")
+            if run_ns and run_ns not in ns_filter:
+                raise HTTPException(status_code=404, detail=f"Run {run_id} not found")
+        return run
+
+    @router.get("/lineage/openlineage/retention")
+    def get_retention_status():
+        """Return retention configuration and current storage stats."""
+        consumer_config = getattr(config, "consumer", None)
+        retention_days = (
+            getattr(consumer_config, "retention_days", 30) if consumer_config else 30
+        )
+        check_hours = (
+            getattr(consumer_config, "retention_check_interval_hours", 6)
+            if consumer_config
+            else 6
+        )
+        stats = store.get_retention_stats()
+        return {
+            "retention_days": retention_days,
+            "retention_enabled": retention_days > 0,
+            "check_interval_hours": check_hours,
+            "storage": stats,
+        }
+
+    @router.post("/lineage/openlineage/retention/prune")
+    async def trigger_prune(
+        x_api_key: Optional[str] = Header(None, alias="X-API-Key"),
+        authorization: Optional[str] = Header(None),
+    ):
+        """Manually trigger retention pruning."""
+        if not _verify_api_key(config.consumer_api_key, x_api_key, authorization):
+            raise HTTPException(status_code=401, detail="Invalid API key")
+        consumer_config = getattr(config, "consumer", None)
+        retention_days = (
+            getattr(consumer_config, "retention_days", 30) if consumer_config else 30
+        )
+        if retention_days <= 0:
+            return {"message": "Retention pruning is disabled (retention_days=0)"}
+        deleted = store.prune_expired(retention_days)
+        return {"message": "Pruning completed", "deleted": deleted}
+
+    def _get_namespace_filter(ns_callable) -> Optional[List[str]]:
+        if ns_callable:
+            try:
+                return ns_callable()
+            except Exception:
+                return None
+        return None
+
+    return router
diff --git a/sdk/python/feast/openlineage/emitter.py b/sdk/python/feast/openlineage/emitter.py
index 7486d04be27..a93eca7f23d 100644
--- a/sdk/python/feast/openlineage/emitter.py
+++ b/sdk/python/feast/openlineage/emitter.py
@@ -27,6 +27,7 @@
 if TYPE_CHECKING:
     from feast import FeatureService, FeatureView
     from feast.infra.registry.base_registry import BaseRegistry
+    from feast.labeling.label_view import LabelView
     from feast.on_demand_feature_view import OnDemandFeatureView
     from feast.stream_feature_view import StreamFeatureView
 
@@ -96,25 +97,88 @@ def namespace(self) -> str:
         """Get the default namespace."""
         return self._config.namespace
 
+    def namespace_for(self, project: str) -> str:
+        """Public OpenLineage namespace for a Feast project."""
+        from feast.openlineage.identity import resolve_namespace
+
+        return resolve_namespace(self._config.namespace, project)
+
     def _get_namespace(self, project: str) -> str:
-        """
-        Get the OpenLineage namespace for a project.
+        """Backward-compatible alias for :meth:`namespace_for`."""
+        return self.namespace_for(project)
 
-        By default, uses the Feast project name as the namespace.
-        If an explicit namespace is configured (not the default "feast"),
-        it will be used as a prefix: {namespace}/{project}
+    @staticmethod
+    def _match_storage_to_datasources(
+        saved_dataset: Any,
+        registered_data_sources: Optional[List[Any]],
+    ) -> List[str]:
+        """Match a SavedDataset's storage location against registered DataSources.
 
-        Args:
-            project: Feast project name
+        Compares the physical identifiers (URI, table, path) from the
+        SavedDataset's storage with those from each registered DataSource.
 
         Returns:
-            OpenLineage namespace string
+            List of matched DataSource names.
+        """
+        if not registered_data_sources or not hasattr(saved_dataset, "storage"):
+            return []
+
+        try:
+            storage_proto = saved_dataset.storage.to_proto()
+        except Exception:
+            return []
+
+        from feast.lineage.registry_lineage import (
+            _extract_datasource_identifiers,
+            _extract_storage_identifiers,
+        )
+
+        storage_ids = _extract_storage_identifiers(storage_proto)
+        if not storage_ids:
+            return []
+
+        matched: List[str] = []
+        seen: set = set()
+        for ds in registered_data_sources:
+            if not hasattr(ds, "name") or not ds.name or ds.name in seen:
+                continue
+            try:
+                ds_ids = _extract_datasource_identifiers(ds.to_proto())
+            except Exception:
+                continue
+            if storage_ids & ds_ids:
+                seen.add(ds.name)
+                matched.append(ds.name)
+        return matched
+
+    def _job_kind_facets(self, kind: str, project: str) -> Dict[str, Any]:
+        from feast.openlineage.facets import FeastJobKindFacet
+        from feast.openlineage.identity import FeastJobKind
+
+        kind_value = kind.value if isinstance(kind, FeastJobKind) else str(kind)
+        return {
+            "feast_jobKind": FeastJobKindFacet(
+                kind=kind_value,
+                feast_project=project,
+            )
+        }
+
+    def teardown_project(self, project: str) -> None:
+        """Purge consumer-store lineage for this project's namespace.
+
+        No-op when the OpenLineage consumer is disabled or has no connection.
         """
-        # If namespace is default "feast", just use project name
-        if self._config.namespace == "feast":
-            return project
-        # If custom namespace is configured, use it as prefix
-        return f"{self._config.namespace}/{project}"
+        consumer_cfg = getattr(self._config, "consumer", None)
+        if not consumer_cfg or not getattr(consumer_cfg, "enabled", False):
+            return
+        conn_str = getattr(consumer_cfg, "connection_string", None)
+        if not conn_str:
+            return
+        from feast.openlineage.store import OpenLineageStore
+
+        OpenLineageStore(connection_string=conn_str).purge_namespace(
+            self.namespace_for(project)
+        )
 
     def emit_registry_lineage(
         self,
@@ -140,12 +204,13 @@ def emit_registry_lineage(
             return []
 
         from feast.feature_view import FeatureView
+        from feast.labeling.label_view import LabelView
         from feast.on_demand_feature_view import OnDemandFeatureView
         from feast.stream_feature_view import StreamFeatureView
 
         results = []
 
-        # Get all feature views at once (includes FeatureView, StreamFeatureView, OnDemandFeatureView)
+        # Get all feature views at once (includes FeatureView, StreamFeatureView, OnDemandFeatureView, LabelView)
         all_feature_views: list = []
         try:
             all_feature_views = registry.list_all_feature_views(
@@ -161,6 +226,8 @@ def emit_registry_lineage(
                     result = self.emit_on_demand_feature_view_lineage(fv, project)
                 elif isinstance(fv, StreamFeatureView):
                     result = self.emit_stream_feature_view_lineage(fv, project)
+                elif isinstance(fv, LabelView):
+                    result = self.emit_label_view_lineage(fv, project)
                 elif isinstance(fv, FeatureView):
                     result = self.emit_feature_view_lineage(fv, project)
                 else:
@@ -182,6 +249,28 @@ def emit_registry_lineage(
         except Exception as e:
             logger.error(f"Error emitting feature service lineage: {e}")
 
+        # Emit events for saved datasets
+        try:
+            saved_datasets = registry.list_saved_datasets(
+                project=project, allow_cache=allow_cache
+            )
+            # Fetch registered data sources for storage-based matching
+            registered_data_sources = []
+            try:
+                registered_data_sources = registry.list_data_sources(
+                    project=project, allow_cache=allow_cache
+                )
+            except Exception:
+                pass
+
+            for sd in saved_datasets:
+                result = self.emit_saved_dataset_lineage(
+                    sd, project, registered_data_sources=registered_data_sources
+                )
+                results.append(result)
+        except Exception as e:
+            logger.error(f"Error emitting saved dataset lineage: {e}")
+
         logger.info(
             f"Emitted {sum(results)}/{len(results)} lineage events for registry"
         )
@@ -231,6 +320,50 @@ def emit_feature_view_lineage(
             )
             return False
 
+    def emit_label_view_lineage(
+        self,
+        label_view: "LabelView",
+        project: str,
+    ) -> bool:
+        """
+        Emit lineage for a label view definition.
+
+        Args:
+            label_view: The label view
+            project: Project name
+
+        Returns:
+            True if successful, False otherwise
+        """
+        if not self.is_enabled:
+            return False
+
+        from feast.openlineage.mappers import feature_view_to_job
+
+        try:
+            namespace = self._get_namespace(project)
+            job, inputs, outputs = feature_view_to_job(
+                label_view,
+                namespace=namespace,
+                job_type="LABEL_VIEW",
+            )
+
+            result = self._client.emit_run_event(
+                job_name=job.name,
+                run_id=str(uuid.uuid4()),
+                event_type=RunState.COMPLETE,
+                inputs=inputs,
+                outputs=outputs,
+                job_facets=job.facets,
+                namespace=namespace,
+            )
+            return result
+        except Exception as e:
+            logger.error(
+                f"Error emitting label view lineage for {label_view.name}: {e}"
+            )
+            return False
+
     def emit_stream_feature_view_lineage(
         self,
         stream_feature_view: "StreamFeatureView",
@@ -312,15 +445,29 @@ def emit_on_demand_feature_view_lineage(
                 )
 
             for source_name, req_source in odfv.source_request_sources.items():
+                req_name = getattr(req_source, "name", source_name)
                 inputs.append(
                     InputDataset(
                         namespace=namespace,
-                        name=f"request_source_{source_name}",
+                        name=req_name,
                     )
                 )
 
-            # Build output
-            output_facets = {}
+            # Build output with feast_featureView facet on the dataset
+            output_facets: Dict[str, Any] = {
+                "feast_featureView": FeastFeatureViewFacet(
+                    name=odfv.name,
+                    ttl_seconds=0,
+                    entities=[],
+                    features=[f.name for f in odfv.features] if odfv.features else [],
+                    online_enabled=True,
+                    offline_enabled=True,
+                    mode="ON_DEMAND",
+                    description=odfv.description if odfv.description else "",
+                    owner=odfv.owner if hasattr(odfv, "owner") and odfv.owner else "",
+                    tags=odfv.tags if odfv.tags else {},
+                ),
+            }
             if odfv.features:
                 output_facets["schema"] = schema_dataset.SchemaDatasetFacet(
                     fields=[feast_field_to_schema_field(f) for f in odfv.features]
@@ -334,20 +481,12 @@ def emit_on_demand_feature_view_lineage(
                 )
             ]
 
-            # Build job facets
+            from feast.openlineage.facets import FeastProjectFacet
+            from feast.openlineage.identity import FeastJobKind
+
             job_facets = {
-                "feast_featureView": FeastFeatureViewFacet(
-                    name=odfv.name,
-                    ttl_seconds=0,
-                    entities=[],
-                    features=[f.name for f in odfv.features] if odfv.features else [],
-                    online_enabled=True,
-                    offline_enabled=True,
-                    mode="ON_DEMAND",
-                    description=odfv.description if odfv.description else "",
-                    owner=odfv.owner if hasattr(odfv, "owner") and odfv.owner else "",
-                    tags=odfv.tags if odfv.tags else {},
-                )
+                "feast_project": FeastProjectFacet(project_name=project),
+                **self._job_kind_facets(FeastJobKind.DEFINITION, project),
             }
 
             # Emit a RunEvent with COMPLETE state to create lineage connection
@@ -419,6 +558,138 @@ def emit_feature_service_lineage(
             )
             return False
 
+    def emit_saved_dataset_lineage(
+        self,
+        saved_dataset: Any,
+        project: str,
+        registered_data_sources: Optional[List[Any]] = None,
+    ) -> bool:
+        """
+        Emit lineage for a saved dataset definition.
+
+        Creates a definition job with inputs derived from:
+        - FeatureService (when feature_service_name is set)
+        - FeatureViews (extracted from feature refs in the format "view:feat")
+        - DataSources (matched by comparing storage location against registered sources)
+
+        Args:
+            saved_dataset: The SavedDataset object
+            project: Project name
+            registered_data_sources: Optional list of registered DataSource objects
+                for storage-based matching
+
+        Returns:
+            True if successful, False otherwise
+        """
+        if not self.is_enabled:
+            return False
+
+        try:
+            from openlineage.client.facet_v2 import schema_dataset
+
+            from feast.openlineage.facets import (
+                FeastProjectFacet,
+                FeastSavedDatasetFacet,
+            )
+            from feast.openlineage.identity import FeastJobKind
+
+            namespace = self._get_namespace(project)
+
+            inputs = []
+            if saved_dataset.feature_service_name:
+                inputs.append(
+                    InputDataset(
+                        namespace=namespace,
+                        name=saved_dataset.feature_service_name,
+                    )
+                )
+
+            # FeatureView inputs from feature refs ("view_name:feature_name")
+            if saved_dataset.features:
+                from feast.utils import _parse_feature_ref
+
+                seen_views: set = set()
+                for feat_ref in saved_dataset.features:
+                    try:
+                        view_name, _, _ = _parse_feature_ref(feat_ref)
+                    except ValueError:
+                        continue
+                    if view_name and view_name not in seen_views:
+                        seen_views.add(view_name)
+                        inputs.append(
+                            InputDataset(
+                                namespace=namespace,
+                                name=view_name,
+                            )
+                        )
+
+            # DataSource inputs matched by storage location
+            matched_ds = self._match_storage_to_datasources(
+                saved_dataset, registered_data_sources
+            )
+            for ds_name in matched_ds:
+                inputs.append(
+                    InputDataset(
+                        namespace=namespace,
+                        name=ds_name,
+                    )
+                )
+
+            sd_facets: Dict[str, Any] = {
+                "feast_savedDataset": FeastSavedDatasetFacet(
+                    name=saved_dataset.name,
+                    features=list(saved_dataset.features)
+                    if saved_dataset.features
+                    else [],
+                    join_keys=list(saved_dataset.join_keys)
+                    if saved_dataset.join_keys
+                    else [],
+                    feature_service_name=saved_dataset.feature_service_name or "",
+                    full_feature_names=saved_dataset.full_feature_names,
+                    description=saved_dataset.description
+                    if hasattr(saved_dataset, "description")
+                    and saved_dataset.description
+                    else "",
+                    tags=saved_dataset.tags if saved_dataset.tags else {},
+                )
+            }
+
+            if saved_dataset.features:
+                sd_facets["schema"] = schema_dataset.SchemaDatasetFacet(
+                    fields=[
+                        schema_dataset.SchemaDatasetFacetFields(name=f, type="UNKNOWN")
+                        for f in saved_dataset.features
+                    ]
+                )
+
+            outputs = [
+                OutputDataset(
+                    namespace=namespace,
+                    name=saved_dataset.name,
+                    facets=sd_facets,
+                )
+            ]
+
+            job_facets = {
+                "feast_project": FeastProjectFacet(project_name=project),
+                **self._job_kind_facets(FeastJobKind.DEFINITION, project),
+            }
+
+            return self._client.emit_run_event(
+                job_name=f"saved_dataset_{saved_dataset.name}",
+                run_id=str(uuid.uuid4()),
+                event_type=RunState.COMPLETE,
+                inputs=inputs,
+                outputs=outputs,
+                job_facets=job_facets,
+                namespace=namespace,
+            )
+        except Exception as e:
+            logger.error(
+                f"Error emitting saved dataset lineage for {saved_dataset.name}: {e}"
+            )
+            return False
+
     def emit_materialize_start(
         self,
         feature_views: List["FeatureView"],
@@ -426,6 +697,8 @@ def emit_materialize_start(
         end_date: datetime,
         project: str,
         run_id: Optional[str] = None,
+        online_store_type: str = "online",
+        online_store: Any = None,
     ) -> Tuple[str, bool]:
         """
         Emit a START event for a materialization run.
@@ -436,6 +709,10 @@ def emit_materialize_start(
             end_date: End of materialization window
             project: Project name
             run_id: Optional run ID (will be generated if not provided)
+            online_store_type: Backend type for the online store sink (redis, …)
+            online_store: Optional RepoConfig.online_store; when set, type is
+                resolved via :func:`resolve_online_store_type` and overrides
+                ``online_store_type``.
 
         Returns:
             Tuple of (run_id, success)
@@ -444,21 +721,38 @@ def emit_materialize_start(
             return "", False
 
         from feast.openlineage.facets import FeastMaterializationFacet
+        from feast.openlineage.identity import (
+            FeastJobKind,
+            materialize_job_name,
+        )
         from feast.openlineage.mappers import (
             data_source_to_dataset,
+            feature_view_to_dataset,
             online_store_to_dataset,
+            resolve_online_store_type,
         )
 
+        if online_store is not None:
+            online_store_type = resolve_online_store_type(online_store)
+
         run_id = run_id or str(uuid.uuid4())
 
         try:
-            namespace = self._get_namespace(project)
+            namespace = self.namespace_for(project)
 
             # Build inputs (data sources) - include both batch and stream sources
             inputs = []
             seen_sources = set()  # Track source names to avoid duplicates
 
             for fv in feature_views:
+                # FeatureView as input — same dataset name as feast apply, with
+                # feast_featureView facet so mapping/metadata survive materialize.
+                if fv.name and fv.name not in seen_sources:
+                    seen_sources.add(fv.name)
+                    inputs.append(
+                        feature_view_to_dataset(fv, namespace=namespace, as_input=True)
+                    )
+
                 # Add batch source
                 if hasattr(fv, "batch_source") and fv.batch_source:
                     source_name = getattr(fv.batch_source, "name", None)
@@ -485,8 +779,10 @@ def emit_materialize_start(
                             )
                         )
 
-                # Add entities as inputs (use direct name for consistency with emit_apply)
+                # Add entities as inputs with feast_entity facet for mapping
                 if hasattr(fv, "entities") and fv.entities:
+                    from feast.openlineage.facets import FeastEntityFacet
+
                     for entity_name in fv.entities:
                         if entity_name and entity_name != "__dummy":
                             if entity_name not in seen_sources:
@@ -495,13 +791,23 @@ def emit_materialize_start(
                                     InputDataset(
                                         namespace=namespace,
                                         name=entity_name,
+                                        facets={
+                                            "feast_entity": FeastEntityFacet(
+                                                name=entity_name,
+                                                join_keys=[],
+                                                value_type="STRING",
+                                                description="",
+                                                owner="",
+                                                tags={},
+                                            )
+                                        },
                                     )
                                 )
 
-            # Build outputs (online store entries)
+            # Build outputs — physical online-store sinks (not FeatureView nodes)
             outputs = [
                 online_store_to_dataset(
-                    store_type="online_store",
+                    store_type=online_store_type,
                     feature_view_name=fv.name,
                     namespace=namespace,
                 )
@@ -515,15 +821,18 @@ def emit_materialize_start(
                     start_date=start_date.isoformat() if start_date else None,
                     end_date=end_date.isoformat() if end_date else None,
                     project=project,
+                    online_store_type=online_store_type or "",
                 )
             }
+            job_facets = self._job_kind_facets(FeastJobKind.TRANSFORM, project)
 
             success = self._client.emit_run_event(
-                job_name=f"materialize_{project}",
+                job_name=materialize_job_name(project),
                 run_id=run_id,
                 event_type=RunState.START,
                 inputs=inputs,
                 outputs=outputs,
+                job_facets=job_facets,
                 run_facets=run_facets,
                 namespace=namespace,
             )
@@ -539,6 +848,8 @@ def emit_materialize_complete(
         feature_views: List["FeatureView"],
         project: str,
         rows_written: Optional[int] = None,
+        online_store_type: str = "online",
+        online_store: Any = None,
     ) -> bool:
         """
         Emit a COMPLETE event for a materialization run.
@@ -548,6 +859,8 @@ def emit_materialize_complete(
             feature_views: Feature views that were materialized
             project: Project name
             rows_written: Optional count of rows written
+            online_store_type: Backend type for the online store sink (redis, …)
+            online_store: Optional RepoConfig.online_store; overrides type when set.
 
         Returns:
             True if successful, False otherwise
@@ -556,14 +869,32 @@ def emit_materialize_complete(
             return False
 
         from feast.openlineage.facets import FeastMaterializationFacet
-        from feast.openlineage.mappers import online_store_to_dataset
+        from feast.openlineage.identity import (
+            FeastJobKind,
+            materialize_job_name,
+        )
+        from feast.openlineage.mappers import (
+            feature_view_to_dataset,
+            online_store_to_dataset,
+            resolve_online_store_type,
+        )
+
+        if online_store is not None:
+            online_store_type = resolve_online_store_type(online_store)
 
         try:
-            namespace = self._get_namespace(project)
+            namespace = self.namespace_for(project)
+
+            # Keep FeatureView as input on COMPLETE so edges stay consistent with START.
+            inputs = [
+                feature_view_to_dataset(fv, namespace=namespace, as_input=True)
+                for fv in feature_views
+                if fv.name
+            ]
 
             outputs = [
                 online_store_to_dataset(
-                    store_type="online_store",
+                    store_type=online_store_type,
                     feature_view_name=fv.name,
                     namespace=namespace,
                 )
@@ -575,14 +906,18 @@ def emit_materialize_complete(
                     feature_views=[fv.name for fv in feature_views],
                     project=project,
                     rows_written=rows_written,
+                    online_store_type=online_store_type or "",
                 )
             }
+            job_facets = self._job_kind_facets(FeastJobKind.TRANSFORM, project)
 
             return self._client.emit_run_event(
-                job_name=f"materialize_{project}",
+                job_name=materialize_job_name(project),
                 run_id=run_id,
                 event_type=RunState.COMPLETE,
+                inputs=inputs,
                 outputs=outputs,
+                job_facets=job_facets,
                 run_facets=run_facets,
                 namespace=namespace,
             )
@@ -613,18 +948,25 @@ def emit_materialize_fail(
         try:
             from openlineage.client.facet_v2 import error_message_run
 
-            namespace = self._get_namespace(project)
+            from feast.openlineage.identity import (
+                FeastJobKind,
+                materialize_job_name,
+            )
+
+            namespace = self.namespace_for(project)
             run_facets = {}
             if error_message:
                 run_facets["errorMessage"] = error_message_run.ErrorMessageRunFacet(
                     message=error_message,
                     programmingLanguage="python",
                 )
+            job_facets = self._job_kind_facets(FeastJobKind.TRANSFORM, project)
 
             return self._client.emit_run_event(
-                job_name=f"materialize_{project}",
+                job_name=materialize_job_name(project),
                 run_id=run_id,
                 event_type=RunState.FAIL,
+                job_facets=job_facets,
                 run_facets=run_facets,
                 namespace=namespace,
             )
@@ -671,6 +1013,7 @@ def emit_apply(
             entity_to_dataset,
             feast_field_to_schema_field,
         )
+        from feast.saved_dataset import SavedDataset
         from feast.stream_feature_view import StreamFeatureView
 
         try:
@@ -685,6 +1028,7 @@ def emit_apply(
             feature_views: List[Union[FeatureView, OnDemandFeatureView]] = []
             on_demand_feature_views: List[OnDemandFeatureView] = []
             feature_services: List[FeatureService] = []
+            saved_datasets: List[SavedDataset] = []
 
             for obj in objects:
                 if isinstance(obj, StreamFeatureView):
@@ -700,6 +1044,8 @@ def emit_apply(
                 elif isinstance(obj, Entity):
                     if obj.name != "__dummy":
                         entities.append(obj)
+                elif isinstance(obj, SavedDataset):
+                    saved_datasets.append(obj)
 
             # ============================================================
             # Job 1: DataSources + Entities → FeatureViews
@@ -843,14 +1189,20 @@ def emit_apply(
                     )
 
                 # Emit Job 1: Feature Views job
+                from feast.openlineage.identity import (
+                    FeastJobKind,
+                    feature_views_job_name,
+                )
+
                 job_facets = {
                     "feast_project": FeastProjectFacet(
                         project_name=project,
-                    )
+                    ),
+                    **self._job_kind_facets(FeastJobKind.DEFINITION, project),
                 }
 
                 result1 = self._client.emit_run_event(
-                    job_name=f"feast_feature_views_{project}",
+                    job_name=feature_views_job_name(project),
                     run_id=str(uuid.uuid4()),
                     event_type=RunState.COMPLETE,
                     inputs=fv_inputs,
@@ -959,14 +1311,20 @@ def emit_apply(
                 )
 
                 # Emit a job for this specific FeatureService
+                from feast.openlineage.identity import (
+                    FeastJobKind,
+                    feature_service_job_name,
+                )
+
                 job_facets = {
                     "feast_project": FeastProjectFacet(
                         project_name=project,
-                    )
+                    ),
+                    **self._job_kind_facets(FeastJobKind.DEFINITION, project),
                 }
 
                 result = self._client.emit_run_event(
-                    job_name=f"feature_service_{fs.name}",  # Prefix to avoid conflict with dataset
+                    job_name=feature_service_job_name(fs.name),
                     run_id=str(uuid.uuid4()),
                     event_type=RunState.COMPLETE,
                     inputs=fs_inputs,
@@ -976,6 +1334,101 @@ def emit_apply(
                 )
                 results.append(result)
 
+            # ============================================================
+            # SavedDatasets: FeatureService/FeatureView → SavedDataset
+            # ============================================================
+            for sd in saved_datasets:
+                from feast.openlineage.facets import FeastSavedDatasetFacet
+
+                sd_inputs = []
+                if sd.feature_service_name:
+                    sd_inputs.append(
+                        InputDataset(
+                            namespace=namespace,
+                            name=sd.feature_service_name,
+                        )
+                    )
+
+                # FeatureView inputs from feature refs ("view_name:feature_name")
+                if sd.features:
+                    from feast.utils import _parse_feature_ref
+
+                    seen_views: set = set()
+                    for feat_ref in sd.features:
+                        try:
+                            view_name, _, _ = _parse_feature_ref(feat_ref)
+                        except ValueError:
+                            continue
+                        if view_name and view_name not in seen_views:
+                            seen_views.add(view_name)
+                            sd_inputs.append(
+                                InputDataset(
+                                    namespace=namespace,
+                                    name=view_name,
+                                )
+                            )
+
+                # DataSource inputs matched by storage location
+                matched_ds = self._match_storage_to_datasources(sd, data_sources)
+                for ds_name in matched_ds:
+                    sd_inputs.append(
+                        InputDataset(
+                            namespace=namespace,
+                            name=ds_name,
+                        )
+                    )
+
+                sd_facets: Dict[str, Any] = {
+                    "feast_savedDataset": FeastSavedDatasetFacet(
+                        name=sd.name,
+                        features=list(sd.features) if sd.features else [],
+                        join_keys=list(sd.join_keys) if sd.join_keys else [],
+                        feature_service_name=sd.feature_service_name or "",
+                        full_feature_names=sd.full_feature_names,
+                        description=sd.description
+                        if hasattr(sd, "description") and sd.description
+                        else "",
+                        tags=sd.tags if sd.tags else {},
+                    )
+                }
+
+                if sd.features:
+                    sd_facets["schema"] = schema_dataset.SchemaDatasetFacet(
+                        fields=[
+                            schema_dataset.SchemaDatasetFacetFields(
+                                name=f, type="UNKNOWN"
+                            )
+                            for f in sd.features
+                        ]
+                    )
+
+                sd_output = OutputDataset(
+                    namespace=namespace,
+                    name=sd.name,
+                    facets=sd_facets,
+                )
+
+                from feast.openlineage.identity import (
+                    FeastJobKind,
+                )
+
+                sd_job_name = f"saved_dataset_{sd.name}"
+                sd_job_facets = {
+                    "feast_project": FeastProjectFacet(project_name=project),
+                    **self._job_kind_facets(FeastJobKind.DEFINITION, project),
+                }
+
+                result = self._client.emit_run_event(
+                    job_name=sd_job_name,
+                    run_id=str(uuid.uuid4()),
+                    event_type=RunState.COMPLETE,
+                    inputs=sd_inputs,
+                    outputs=[sd_output],
+                    job_facets=sd_job_facets,
+                    namespace=namespace,
+                )
+                results.append(result)
+
             return results
 
         except Exception as e:
diff --git a/sdk/python/feast/openlineage/facets.py b/sdk/python/feast/openlineage/facets.py
index d350b74f0df..ee070d9cc68 100644
--- a/sdk/python/feast/openlineage/facets.py
+++ b/sdk/python/feast/openlineage/facets.py
@@ -19,22 +19,24 @@
 metadata about feature views, feature services, data sources, and entities.
 """
 
-from typing import Dict, List, Optional
+import logging
+import re
+from typing import ClassVar, Dict, List, Optional
+from urllib.parse import urlparse
 
 import attr
 
+logger = logging.getLogger(__name__)
+
+_CREDENTIAL_PATTERN = re.compile(r"://[^/@]+:[^/@]+@", re.IGNORECASE)
+
 try:
     from openlineage.client.generated.base import DatasetFacet, JobFacet, RunFacet
-    from openlineage.client.utils import RedactMixin
 
     OPENLINEAGE_AVAILABLE = True
 except ImportError:
-    # Provide stub classes when OpenLineage is not installed
     OPENLINEAGE_AVAILABLE = False
 
-    class RedactMixin:  # type: ignore[no-redef]
-        pass
-
     @attr.define
     class JobFacet:  # type: ignore[no-redef]
         _producer: str = attr.field(default="")
@@ -147,6 +149,9 @@ class FeastDataSourceFacet(DatasetFacet):
         timestamp_field: Name of the timestamp field
         created_timestamp_field: Name of the created timestamp field
         field_mapping: Mapping from source fields to feature names
+        path: File path (for file-based sources)
+        table: Table name (for database sources)
+        query: SQL query (for query-based sources)
         description: Human-readable description
         tags: Key-value tags
     """
@@ -156,14 +161,64 @@ class FeastDataSourceFacet(DatasetFacet):
     timestamp_field: Optional[str] = attr.field(default=None)
     created_timestamp_field: Optional[str] = attr.field(default=None)
     field_mapping: Dict[str, str] = attr.field(factory=dict)
+    path: Optional[str] = attr.field(default=None)
+    table: Optional[str] = attr.field(default=None)
+    query: Optional[str] = attr.field(default=None)
     description: str = attr.field(default="")
     tags: Dict[str, str] = attr.field(factory=dict)
 
+    _additional_skip_redact: ClassVar[List[str]] = [
+        "name",
+        "source_type",
+        "path",
+        "table",
+    ]
+
+    def __attrs_post_init__(self):
+        for field_name in ("path", "table", "query"):
+            value = getattr(self, field_name, None)
+            if value and _CREDENTIAL_PATTERN.search(value):
+                parsed = urlparse(value)
+                sanitized = parsed._replace(
+                    netloc=(parsed.hostname or "")
+                    + (f":{parsed.port}" if parsed.port else "")
+                ).geturl()
+                object.__setattr__(self, field_name, sanitized)
+                logger.warning(
+                    "FeastDataSourceFacet.%s contained credentials; "
+                    "auto-sanitized before storage",
+                    field_name,
+                )
+
     @staticmethod
     def _get_schema() -> str:
         return f"{FEAST_FACET_SCHEMA_BASE}/FeastDataSourceFacet.json"
 
 
+@attr.define(kw_only=True)
+class FeastOnlineStoreFacet(DatasetFacet):
+    """
+    Custom facet for a Feast online-store sink dataset.
+
+    Materialization writes FeatureView features into a physical online store
+    (Redis, DynamoDB, etc.). That sink is a separate lineage dataset from the
+    FeatureView definition itself.
+
+    Attributes:
+        feature_view: Feature view whose features are stored here
+        store_type: Online store backend type (redis, sqlite, dynamodb, ...)
+        description: Human-readable description
+    """
+
+    feature_view: str = attr.field()
+    store_type: str = attr.field()
+    description: str = attr.field(default="")
+
+    @staticmethod
+    def _get_schema() -> str:
+        return f"{FEAST_FACET_SCHEMA_BASE}/FeastOnlineStoreFacet.json"
+
+
 @attr.define(kw_only=True)
 class FeastEntityFacet(DatasetFacet):
     """
@@ -279,3 +334,52 @@ class FeastProjectFacet(JobFacet):
     @staticmethod
     def _get_schema() -> str:
         return f"{FEAST_FACET_SCHEMA_BASE}/FeastProjectFacet.json"
+
+
+@attr.define(kw_only=True)
+class FeastSavedDatasetFacet(DatasetFacet):
+    """
+    Custom facet for Feast Saved Dataset metadata.
+
+    A SavedDataset is a materialized snapshot of features retrieved via a
+    FeatureService, typically used for training or validation.
+
+    Attributes:
+        name: Saved dataset name
+        features: List of feature names in the saved dataset
+        join_keys: List of join key column names
+        feature_service_name: Name of the FeatureService that produced this dataset
+        full_feature_names: Whether full feature names were used
+        description: Human-readable description
+        tags: Key-value tags
+    """
+
+    name: str = attr.field()
+    features: List[str] = attr.field(factory=list)
+    join_keys: List[str] = attr.field(factory=list)
+    feature_service_name: Optional[str] = attr.field(default=None)
+    full_feature_names: bool = attr.field(default=False)
+    description: str = attr.field(default="")
+    tags: Dict[str, str] = attr.field(factory=dict)
+
+    @staticmethod
+    def _get_schema() -> str:
+        return f"{FEAST_FACET_SCHEMA_BASE}/FeastSavedDatasetFacet.json"
+
+
+@attr.define(kw_only=True)
+class FeastJobKindFacet(JobFacet):
+    """
+    Distinguishes Feast OpenLineage jobs by semantic role.
+
+    ``kind`` is ``definition`` (registry / apply topology) or ``transform``
+    (runtime materialize / compute). Consumers and UIs should filter on this
+    facet rather than job-name heuristics.
+    """
+
+    kind: str = attr.field()  # FeastJobKind value
+    feast_project: str = attr.field(default="")
+
+    @staticmethod
+    def _get_schema() -> str:
+        return f"{FEAST_FACET_SCHEMA_BASE}/FeastJobKindFacet.json"
diff --git a/sdk/python/feast/openlineage/identity.py b/sdk/python/feast/openlineage/identity.py
new file mode 100644
index 00000000000..04246d641e6
--- /dev/null
+++ b/sdk/python/feast/openlineage/identity.py
@@ -0,0 +1,140 @@
+# Copyright 2026 The Feast Authors
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     https://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+"""
+OpenLineage identity and lineage context for Feast.
+
+This module is the single source of truth for:
+- Namespace resolution (Feast project ↔ OpenLineage namespace)
+- Stable job names (materialize, spark compute, …)
+- Parent-run context passed from FeatureStore to compute engines
+
+Compute engines that emit their own OpenLineage events (e.g. Spark) should
+consume :class:`LineageParentContext` rather than ad-hoc kwargs/dicts.
+"""
+
+from __future__ import annotations
+
+from dataclasses import dataclass
+from enum import Enum
+from typing import Any, Dict, Mapping, Optional, Union
+
+
+class FeastJobKind(str, Enum):
+    """Semantic role of a Feast-emitted OpenLineage job.
+
+    ``DEFINITION`` — registry topology (apply / feature service membership).
+    ``TRANSFORM`` — runtime execution (materialize, compute engines, …).
+    """
+
+    DEFINITION = "definition"
+    TRANSFORM = "transform"
+
+
+def resolve_namespace(
+    configured_namespace: Optional[str],
+    project: str,
+) -> str:
+    """Resolve the OpenLineage namespace for a Feast project.
+
+    Rules (keep in sync with docs; do not duplicate elsewhere):
+
+    - Empty / default ``\"feast\"`` → use the project name.
+    - Configured namespace equals the project (or already ends with
+      ``/{project}``) → use configured as-is (aligns with
+      ``spark.openlineage.namespace``).
+    - Otherwise → ``{configured}/{project}``.
+    """
+    configured = (configured_namespace or "feast").strip()
+    if configured in ("", "feast"):
+        return project
+    if configured == project or configured.endswith(f"/{project}"):
+        return configured
+    return f"{configured}/{project}"
+
+
+def materialize_job_name(project: str) -> str:
+    """Stable OpenLineage job name for Feast materialization."""
+    return f"materialize_{project}"
+
+
+def spark_compute_job_name(project: str) -> str:
+    """Stable OpenLineage job name for SparkApplication compute runs.
+
+    Kubernetes SparkApplication / ConfigMap names remain unique per run
+    (operational). OpenLineage job identity must be stable so each
+    SparkApplication is a *run* of one job.
+    """
+    return f"spark_compute_{project}"
+
+
+def feature_views_job_name(project: str) -> str:
+    """OpenLineage job name for apply-time feature-view wiring."""
+    return f"feast_feature_views_{project}"
+
+
+def feature_service_job_name(feature_service_name: str) -> str:
+    """OpenLineage job name for FeatureService membership wiring."""
+    return f"feature_service_{feature_service_name}"
+
+
+@dataclass(frozen=True)
+class LineageParentContext:
+    """Parent OpenLineage run that a compute-engine run should link to.
+
+    Maps to the OpenLineage ``parentRun`` / Spark
+    ``spark.openlineage.parent*`` configuration. Engines that do not emit
+    OpenLineage events ignore this context.
+    """
+
+    job_namespace: str
+    job_name: str
+    run_id: str
+
+    def to_spark_openlineage_conf(self) -> Dict[str, str]:
+        """Spark OpenLineage agent parent / root-parent configuration."""
+        return {
+            "spark.openlineage.parentJobNamespace": self.job_namespace,
+            "spark.openlineage.parentJobName": self.job_name,
+            "spark.openlineage.parentRunId": self.run_id,
+            # Materialize is the root for Feast-driven Spark jobs today.
+            "spark.openlineage.rootParentJobNamespace": self.job_namespace,
+            "spark.openlineage.rootParentJobName": self.job_name,
+            "spark.openlineage.rootParentRunId": self.run_id,
+        }
+
+    @classmethod
+    def from_mapping(
+        cls, data: Optional[Mapping[str, Any]]
+    ) -> Optional["LineageParentContext"]:
+        """Build from a mapping (e.g. legacy kwargs) or return None."""
+        if not data:
+            return None
+        ns = data.get("jobNamespace") or data.get("job_namespace")
+        name = data.get("jobName") or data.get("job_name")
+        run_id = data.get("runId") or data.get("run_id")
+        if not (ns and name and run_id):
+            return None
+        return cls(job_namespace=str(ns), job_name=str(name), run_id=str(run_id))
+
+
+def coerce_lineage_parent(
+    value: Union[None, "LineageParentContext", Mapping[str, Any]],
+) -> Optional[LineageParentContext]:
+    """Normalize lineage parent from typed context or legacy mapping."""
+    if value is None:
+        return None
+    if isinstance(value, LineageParentContext):
+        return value
+    return LineageParentContext.from_mapping(value)
diff --git a/sdk/python/feast/openlineage/mappers.py b/sdk/python/feast/openlineage/mappers.py
index 9e6fa8557a5..477bdc756f4 100644
--- a/sdk/python/feast/openlineage/mappers.py
+++ b/sdk/python/feast/openlineage/mappers.py
@@ -19,12 +19,15 @@
 FeatureServices, DataSources, and Entities to their OpenLineage equivalents.
 """
 
+import re
 from typing import TYPE_CHECKING, Any, Dict, List, Tuple, Union
+from urllib.parse import urlparse, urlunparse
 
 if TYPE_CHECKING:
     from feast import Entity, FeatureService, FeatureView
     from feast.data_source import DataSource
     from feast.field import Field
+    from feast.labeling.label_view import LabelView
     from feast.on_demand_feature_view import OnDemandFeatureView
     from feast.stream_feature_view import StreamFeatureView
 
@@ -54,6 +57,44 @@ def _check_openlineage_available():
         )
 
 
+_SCHEME_PATTERN = re.compile(r"^[a-zA-Z][a-zA-Z0-9+\-.]*://")
+
+
+def _sanitize_uri(value: str) -> str:
+    """Strip credentials from a URI or connection string.
+
+    Handles standard URLs with embedded userinfo (scheme://…@host),
+    key-value DSNs (``host=… password=…``), and plain paths.
+    Returns the value unchanged when no credentials are detected.
+    """
+    if not value:
+        return value
+
+    # Key-value DSN style (e.g. "host=localhost password=*** dbname=feast")
+    if "=" in value and not _SCHEME_PATTERN.match(value):
+        return re.sub(
+            r"\b(password|passwd|pwd|secret|token|api_key)\s*=\s*\S+",
+            r"\1=***",
+            value,
+            flags=re.IGNORECASE,
+        )
+
+    # URL-style: strip userinfo (user:password@)
+    if _SCHEME_PATTERN.match(value):
+        try:
+            parsed = urlparse(value)
+            if parsed.username or parsed.password:
+                clean = parsed._replace(
+                    netloc=(parsed.hostname or "")
+                    + (f":{parsed.port}" if parsed.port else "")
+                )
+                return urlunparse(clean)
+        except Exception:
+            pass
+
+    return value
+
+
 def feast_field_to_schema_field(
     field: "Field",
 ) -> "schema_dataset.SchemaDatasetFacetFields":
@@ -125,7 +166,10 @@ def data_source_to_dataset(
         uri=_get_data_source_uri(data_source),
     )
 
-    # Add Feast-specific facet
+    # Add Feast-specific facet (sanitize path to strip credentials)
+    raw_path = (
+        data_source.path if hasattr(data_source, "path") and data_source.path else None
+    )
     facets["feast_dataSource"] = FeastDataSourceFacet(
         name=source_name,
         source_type=source_type,
@@ -138,6 +182,13 @@ def data_source_to_dataset(
         field_mapping=data_source.field_mapping
         if hasattr(data_source, "field_mapping")
         else {},
+        path=_sanitize_uri(raw_path) if raw_path else None,
+        table=data_source.table
+        if hasattr(data_source, "table") and data_source.table
+        else None,
+        query=data_source.query
+        if hasattr(data_source, "query") and data_source.query
+        else None,
         description=data_source.description
         if hasattr(data_source, "description")
         else "",
@@ -186,16 +237,16 @@ def _get_data_source_namespace(
 
 def _get_data_source_uri(data_source: "DataSource") -> str:
     """
-    Get the URI for a data source.
+    Get the URI for a data source with credentials stripped.
 
     Args:
         data_source: Feast DataSource
 
     Returns:
-        URI string representing the data source location
+        Sanitized URI string representing the data source location
     """
     if hasattr(data_source, "path") and data_source.path:
-        return data_source.path
+        return _sanitize_uri(data_source.path)
     elif hasattr(data_source, "table") and data_source.table:
         return f"table://{data_source.table}"
     elif hasattr(data_source, "query") and data_source.query:
@@ -205,22 +256,24 @@ def _get_data_source_uri(data_source: "DataSource") -> str:
 
 
 def feature_view_to_job(
-    feature_view: "FeatureView",
+    feature_view: "Union[FeatureView, LabelView]",
     namespace: str = "feast",
     include_schema: bool = True,
+    job_type: str = "FEATURE_VIEW",
 ) -> Tuple["Job", List["InputDataset"], List["OutputDataset"]]:
     """
-    Convert a Feast FeatureView to an OpenLineage Job with inputs/outputs.
+    Convert a Feast FeatureView or LabelView to an OpenLineage Job with inputs/outputs.
 
-    A FeatureView represents a transformation from data sources to features,
+    A FeatureView/LabelView represents a transformation from data sources to features/labels,
     so it maps to an OpenLineage Job with:
     - Inputs: The batch and stream sources
-    - Outputs: The feature view itself (as a logical dataset)
+    - Outputs: The feature/label view itself (as a logical dataset)
 
     Args:
-        feature_view: Feast FeatureView object
+        feature_view: Feast FeatureView or LabelView object
         namespace: OpenLineage namespace
         include_schema: Whether to include schema information
+        job_type: Type identifier (FEATURE_VIEW, LABEL_VIEW, etc.)
 
     Returns:
         Tuple of (Job, list of InputDatasets, list of OutputDatasets)
@@ -237,6 +290,9 @@ def feature_view_to_job(
     if feature_view.ttl:
         ttl_seconds = int(feature_view.ttl.total_seconds())
 
+    from feast.openlineage.facets import FeastJobKindFacet
+    from feast.openlineage.identity import FeastJobKind
+
     job_facets["feast_featureView"] = FeastFeatureViewFacet(
         name=feature_view.name,
         ttl_seconds=ttl_seconds,
@@ -253,6 +309,10 @@ def feature_view_to_job(
         owner=feature_view.owner if feature_view.owner else "",
         tags=feature_view.tags if feature_view.tags else {},
     )
+    job_facets["feast_jobKind"] = FeastJobKindFacet(
+        kind=FeastJobKind.DEFINITION.value,
+        feast_project="",
+    )
 
     # Add documentation
     if feature_view.description:
@@ -341,7 +401,8 @@ def feature_service_to_job(
     """
     _check_openlineage_available()
 
-    from feast.openlineage.facets import FeastFeatureServiceFacet
+    from feast.openlineage.facets import FeastFeatureServiceFacet, FeastJobKindFacet
+    from feast.openlineage.identity import FeastJobKind
 
     # Create job facets
     job_facets: Dict[str, Any] = {}
@@ -374,6 +435,10 @@ def feature_service_to_job(
         tags=feature_service.tags if feature_service.tags else {},
         logging_enabled=getattr(feature_service, "logging", None) is not None,
     )
+    job_facets["feast_jobKind"] = FeastJobKindFacet(
+        kind=FeastJobKind.DEFINITION.value,
+        feast_project="",
+    )
 
     # Add documentation
     if feature_service.description:
@@ -426,6 +491,60 @@ def feature_service_to_job(
     return job, inputs, outputs
 
 
+def feature_view_to_dataset(
+    feature_view: "Union[FeatureView, LabelView]",
+    namespace: str = "feast",
+    as_input: bool = True,
+) -> Any:
+    """
+    Convert a Feast FeatureView to an OpenLineage Dataset with Feast facets.
+
+    Used for apply outputs and materialize inputs so FeatureView metadata is
+    not lost when jobs re-reference the same dataset name.
+    """
+    _check_openlineage_available()
+
+    from feast.openlineage.facets import FeastFeatureViewFacet
+
+    facets: Dict[str, Any] = {}
+
+    ttl_seconds = 0
+    ttl = getattr(feature_view, "ttl", None)
+    if ttl is not None:
+        ttl_seconds = int(ttl.total_seconds())
+
+    facets["feast_featureView"] = FeastFeatureViewFacet(
+        name=feature_view.name,
+        ttl_seconds=ttl_seconds,
+        entities=list(feature_view.entities) if feature_view.entities else [],
+        features=[f.name for f in feature_view.features]
+        if feature_view.features
+        else [],
+        online_enabled=getattr(feature_view, "online", True),
+        offline_enabled=getattr(feature_view, "offline", False),
+        mode=str(feature_view.mode)
+        if hasattr(feature_view, "mode") and feature_view.mode
+        else "",
+        description=feature_view.description if feature_view.description else "",
+        owner=feature_view.owner if feature_view.owner else "",
+        tags=feature_view.tags if feature_view.tags else {},
+    )
+
+    if feature_view.features:
+        facets["schema"] = schema_dataset.SchemaDatasetFacet(
+            fields=[feast_field_to_schema_field(f) for f in feature_view.features]
+        )
+
+    if feature_view.description:
+        facets["documentation"] = documentation_dataset.DocumentationDatasetFacet(
+            description=feature_view.description
+        )
+
+    if as_input:
+        return InputDataset(namespace=namespace, name=feature_view.name, facets=facets)
+    return OutputDataset(namespace=namespace, name=feature_view.name, facets=facets)
+
+
 def entity_to_dataset(
     entity: "Entity",
     namespace: str = "feast",
@@ -483,32 +602,67 @@ def entity_to_dataset(
     )
 
 
+def resolve_online_store_type(online_store: Any = None) -> str:
+    """Resolve online store backend type for OpenLineage sink datasets.
+
+    Accepts a RepoConfig ``online_store`` value (config object, dict, or type
+    string) and returns a short type label such as ``redis`` or ``online``.
+    """
+    if online_store is None:
+        return "online"
+    if isinstance(online_store, str):
+        return online_store
+    if isinstance(online_store, dict):
+        return str(online_store.get("type") or "online")
+    return str(getattr(online_store, "type", None) or "online")
+
+
 def online_store_to_dataset(
     store_type: str,
     feature_view_name: str,
     namespace: str = "feast",
 ) -> "OutputDataset":
     """
-    Create an OpenLineage OutputDataset for an online store.
+    Create an OpenLineage OutputDataset for an online store sink.
 
-    Args:
-        store_type: Type of online store (redis, sqlite, dynamodb, etc.)
-        feature_view_name: Name of the feature view being stored
-        namespace: OpenLineage namespace
-
-    Returns:
-        OpenLineage OutputDataset object
+    This represents the *physical* online-store table/keyspace for a FeatureView,
+    not the FeatureView registry object itself. Dataset name stays
+    ``online_store_{feature_view}`` so lineage edges remain stable.
     """
     _check_openlineage_available()
 
+    from feast.openlineage.facets import FeastOnlineStoreFacet
+
+    # Callers historically passed store_type="online_store", which produced
+    # dataSource name "online_store_online_store". Normalize that.
+    store = (store_type or "online").strip() or "online"
+    if store in ("online_store", "online"):
+        store_label = "online"
+    else:
+        store_label = store
+
     return OutputDataset(
         namespace=namespace,
         name=f"online_store_{feature_view_name}",
         facets={
             "dataSource": datasource_dataset.DatasourceDatasetFacet(
-                name=f"{store_type}_online_store",
-                uri=f"{store_type}://feast/{feature_view_name}",
-            )
+                name=store_label,
+                uri=f"{store_label}://feast/{feature_view_name}",
+            ),
+            "feast_onlineStore": FeastOnlineStoreFacet(
+                feature_view=feature_view_name,
+                store_type=store_label,
+                description=(
+                    f"Online store sink for feature view '{feature_view_name}' "
+                    f"({store_label})"
+                ),
+            ),
+            "documentation": documentation_dataset.DocumentationDatasetFacet(
+                description=(
+                    f"Materialized online features for '{feature_view_name}' "
+                    f"in {store_label}"
+                )
+            ),
         },
     )
 
diff --git a/sdk/python/feast/openlineage/models.py b/sdk/python/feast/openlineage/models.py
new file mode 100644
index 00000000000..ec79cf3620d
--- /dev/null
+++ b/sdk/python/feast/openlineage/models.py
@@ -0,0 +1,218 @@
+# Copyright 2026 The Feast Authors
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     https://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+"""
+SQLAlchemy table definitions for the OpenLineage consumer lineage store.
+
+Uses SQLAlchemy Core (Table + Column) pattern consistent with Feast's
+existing SQL registry in feast/infra/registry/sql.py.
+"""
+
+from sqlalchemy import (
+    BigInteger,
+    Column,
+    Index,
+    MetaData,
+    String,
+    Text,
+    UniqueConstraint,
+)
+
+ol_metadata = MetaData()
+
+openlineage_events = (
+    "openlineage_events",
+    ol_metadata,
+    Column("event_id", String(255), primary_key=True),
+    Column("event_type", String(50), nullable=False),
+    Column("event_time", BigInteger, nullable=False),
+    Column("producer", String(512), nullable=True),
+    Column("job_namespace", String(512), nullable=False),
+    Column("job_name", String(512), nullable=False),
+    Column("run_id", String(255), nullable=True),
+    Column("event_json", Text, nullable=False),
+    Column("created_at", BigInteger, nullable=False),
+)
+
+openlineage_jobs = (
+    "openlineage_jobs",
+    ol_metadata,
+    Column("job_namespace", String(512), primary_key=True),
+    Column("job_name", String(512), primary_key=True),
+    Column("job_type", String(100), nullable=True),
+    Column("producer", String(512), nullable=True),
+    Column("description", Text, nullable=True),
+    Column("facets_json", Text, nullable=True),
+    Column("latest_run_id", String(255), nullable=True),
+    Column("updated_at", BigInteger, nullable=False),
+)
+
+openlineage_datasets = (
+    "openlineage_datasets",
+    ol_metadata,
+    Column("dataset_namespace", String(512), primary_key=True),
+    Column("dataset_name", String(512), primary_key=True),
+    Column("source_type", String(100), nullable=True),
+    Column("producer", String(512), nullable=True),
+    Column("description", Text, nullable=True),
+    Column("schema_json", Text, nullable=True),
+    Column("facets_json", Text, nullable=True),
+    Column("feast_object_type", String(100), nullable=True),
+    Column("feast_object_name", String(255), nullable=True),
+    Column("feast_project", String(255), nullable=True),
+    Column("updated_at", BigInteger, nullable=False),
+)
+
+openlineage_runs = (
+    "openlineage_runs",
+    ol_metadata,
+    Column("run_id", String(255), primary_key=True),
+    Column("job_namespace", String(512), nullable=False),
+    Column("job_name", String(512), nullable=False),
+    Column("state", String(50), nullable=False),
+    Column("started_at", BigInteger, nullable=True),
+    Column("ended_at", BigInteger, nullable=True),
+    Column("facets_json", Text, nullable=True),
+    Column("updated_at", BigInteger, nullable=False),
+)
+
+openlineage_run_io = (
+    "openlineage_run_io",
+    ol_metadata,
+    Column("run_id", String(255), nullable=False),
+    Column("dataset_namespace", String(512), nullable=False),
+    Column("dataset_name", String(512), nullable=False),
+    Column("io_type", String(50), nullable=False),
+    Column("facets_json", Text, nullable=True),
+    UniqueConstraint(
+        "run_id",
+        "dataset_namespace",
+        "dataset_name",
+        "io_type",
+        name="uq_run_io",
+    ),
+)
+
+openlineage_lineage_edges = (
+    "openlineage_lineage_edges",
+    ol_metadata,
+    Column("source_type", String(50), nullable=False),
+    Column("source_namespace", String(512), nullable=False),
+    Column("source_name", String(512), nullable=False),
+    Column("target_type", String(50), nullable=False),
+    Column("target_namespace", String(512), nullable=False),
+    Column("target_name", String(512), nullable=False),
+    Column("edge_type", String(50), nullable=True),
+    Column("updated_at", BigInteger, nullable=False),
+    UniqueConstraint(
+        "source_type",
+        "source_namespace",
+        "source_name",
+        "target_type",
+        "target_namespace",
+        "target_name",
+        name="uq_lineage_edge",
+    ),
+)
+
+openlineage_dataset_symlinks = (
+    "openlineage_dataset_symlinks",
+    ol_metadata,
+    Column("dataset_namespace", String(512), nullable=False),
+    Column("dataset_name", String(512), nullable=False),
+    Column("linked_namespace", String(512), nullable=False),
+    Column("linked_name", String(512), nullable=False),
+    Column("link_type", String(50), nullable=False),
+    Column("updated_at", BigInteger, nullable=False),
+    UniqueConstraint(
+        "dataset_namespace",
+        "dataset_name",
+        "linked_namespace",
+        "linked_name",
+        name="uq_dataset_symlink",
+    ),
+)
+
+
+def _build_tables():
+    """Build Table objects from the tuple definitions above."""
+    from sqlalchemy import Table
+
+    tables = {}
+    for name, tbl_def in [
+        ("events", openlineage_events),
+        ("jobs", openlineage_jobs),
+        ("datasets", openlineage_datasets),
+        ("runs", openlineage_runs),
+        ("run_io", openlineage_run_io),
+        ("lineage_edges", openlineage_lineage_edges),
+        ("dataset_symlinks", openlineage_dataset_symlinks),
+    ]:
+        tbl_name = tbl_def[0]
+        meta = tbl_def[1]
+        columns = tbl_def[2:]
+        tables[name] = Table(tbl_name, meta, *columns)
+    return tables
+
+
+OL_TABLES = _build_tables()
+
+idx_events_time = Index(
+    "idx_ol_events_time",
+    OL_TABLES["events"].c.event_time,
+)
+idx_events_job = Index(
+    "idx_ol_events_job",
+    OL_TABLES["events"].c.job_namespace,
+    OL_TABLES["events"].c.job_name,
+)
+idx_runs_job = Index(
+    "idx_ol_runs_job",
+    OL_TABLES["runs"].c.job_namespace,
+    OL_TABLES["runs"].c.job_name,
+)
+idx_run_io_run = Index(
+    "idx_ol_run_io_run",
+    OL_TABLES["run_io"].c.run_id,
+)
+idx_run_io_dataset = Index(
+    "idx_ol_run_io_dataset",
+    OL_TABLES["run_io"].c.dataset_namespace,
+    OL_TABLES["run_io"].c.dataset_name,
+)
+idx_lineage_source = Index(
+    "idx_ol_lineage_source",
+    OL_TABLES["lineage_edges"].c.source_namespace,
+    OL_TABLES["lineage_edges"].c.source_name,
+)
+idx_lineage_target = Index(
+    "idx_ol_lineage_target",
+    OL_TABLES["lineage_edges"].c.target_namespace,
+    OL_TABLES["lineage_edges"].c.target_name,
+)
+idx_datasets_feast = Index(
+    "idx_ol_datasets_feast",
+    OL_TABLES["datasets"].c.feast_project,
+    OL_TABLES["datasets"].c.feast_object_type,
+)
+idx_symlinks_dataset = Index(
+    "idx_ol_symlinks_dataset",
+    OL_TABLES["dataset_symlinks"].c.dataset_namespace,
+    OL_TABLES["dataset_symlinks"].c.dataset_name,
+)
+idx_symlinks_linked = Index(
+    "idx_ol_symlinks_linked",
+    OL_TABLES["dataset_symlinks"].c.linked_namespace,
+    OL_TABLES["dataset_symlinks"].c.linked_name,
+)
diff --git a/sdk/python/feast/openlineage/processor.py b/sdk/python/feast/openlineage/processor.py
new file mode 100644
index 00000000000..de1c4843969
--- /dev/null
+++ b/sdk/python/feast/openlineage/processor.py
@@ -0,0 +1,524 @@
+# Copyright 2026 The Feast Authors
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     https://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+"""
+OpenLineage event processor for Feast.
+
+Parses incoming OpenLineage events (RunEvent, DatasetEvent, JobEvent),
+extracts metadata, and builds the lineage graph in the store.
+"""
+
+import logging
+import re
+import uuid
+from typing import Any, Dict, List, Optional
+from urllib.parse import urlparse, urlunparse
+
+from feast.openlineage.store import OpenLineageStore
+
+logger = logging.getLogger(__name__)
+
+
+class OpenLineageProcessor:
+    """
+    Processes OpenLineage events and stores them in the lineage store.
+
+    Handles RunEvent, DatasetEvent, and JobEvent types, extracting
+    jobs, datasets, runs, I/O relationships, and building lineage edges.
+    """
+
+    def __init__(
+        self,
+        store: OpenLineageStore,
+        namespace_mapping: Optional[Dict[str, str]] = None,
+    ):
+        self._store = store
+        self._namespace_mapping = namespace_mapping or {}
+
+    # ── credential sanitization ──
+
+    _SCHEME_RE = re.compile(r"^[a-zA-Z][a-zA-Z0-9+\-.]*://")
+    _KV_SECRET_RE = re.compile(
+        r"\b(password|passwd|pwd|secret|token|api_key)\s*=\s*\S+",
+        re.IGNORECASE,
+    )
+
+    @classmethod
+    def _sanitize_uri(cls, value: str) -> str:
+        """Strip credentials from a URI or connection string."""
+        if not value:
+            return value
+        if "=" in value and not cls._SCHEME_RE.match(value):
+            return cls._KV_SECRET_RE.sub(r"\1=***", value)
+        if cls._SCHEME_RE.match(value):
+            try:
+                parsed = urlparse(value)
+                if parsed.username or parsed.password:
+                    clean = parsed._replace(
+                        netloc=(parsed.hostname or "")
+                        + (f":{parsed.port}" if parsed.port else "")
+                    )
+                    return urlunparse(clean)
+            except Exception:
+                pass
+        return value
+
+    @classmethod
+    def _sanitize_facets(cls, facets: Dict[str, Any]) -> Dict[str, Any]:
+        """Scrub credentials from facet URIs/paths before persistence."""
+        if not facets:
+            return facets
+        ds = facets.get("dataSource")
+        if isinstance(ds, dict) and "uri" in ds:
+            ds["uri"] = cls._sanitize_uri(ds["uri"])
+        feast_ds = facets.get("feast_dataSource")
+        if isinstance(feast_ds, dict):
+            if "path" in feast_ds and feast_ds["path"]:
+                feast_ds["path"] = cls._sanitize_uri(feast_ds["path"])
+        return facets
+
+    def _sanitize_dataset(self, ds: Dict[str, Any]) -> Dict[str, Any]:
+        """Sanitize a single input/output dataset dict in-place."""
+        f = ds.get("facets")
+        if isinstance(f, dict):
+            ds["facets"] = self._sanitize_facets(f)
+        return ds
+
+    def process_event(self, event: Dict[str, Any]) -> str:
+        """
+        Process a single OpenLineage event.
+
+        Determines the event type and delegates to the appropriate handler.
+        Returns the event ID.
+        """
+        event_id = str(uuid.uuid4())
+
+        if "run" in event and "job" in event:
+            self._process_run_event(event_id, event)
+        elif "dataset" in event and "job" not in event and "run" not in event:
+            self._process_dataset_event(event_id, event)
+        elif "job" in event and "run" not in event:
+            self._process_job_event(event_id, event)
+        else:
+            logger.warning(f"Unknown event structure, storing as raw event: {event_id}")
+            self._store.store_event(event_id, event)
+
+        return event_id
+
+    def process_batch(self, events: List[Dict[str, Any]]) -> Dict[str, Any]:
+        """Process a batch of OpenLineage events."""
+        successful = 0
+        failed = 0
+        event_ids: List[str] = []
+
+        for event in events:
+            try:
+                event_id = self.process_event(event)
+                successful += 1
+                event_ids.append(event_id)
+            except Exception as e:
+                logger.error(f"Failed to process event: {e}")
+                failed += 1
+
+        return {
+            "received": len(events),
+            "successful": successful,
+            "failed": failed,
+            "event_ids": event_ids,
+        }
+
+    def _process_run_event(self, event_id: str, event: Dict[str, Any]):
+        job = event.get("job", {})
+        run = event.get("run", {})
+        event_type = event.get("eventType", "OTHER")
+        producer = event.get("producer")
+
+        job_namespace = job.get("namespace", "")
+        job_name = job.get("name", "")
+        run_id = run.get("runId", "")
+
+        # Sanitize all dataset facets before persisting the raw event
+        for ds in event.get("inputs", []):
+            self._sanitize_dataset(ds)
+        for ds in event.get("outputs", []):
+            self._sanitize_dataset(ds)
+
+        self._store.store_event(event_id, event)
+
+        self._store.upsert_job(job_namespace, job_name, job, producer=producer)
+
+        run_facets = run.get("facets", {})
+        self._store.upsert_run(run_id, job_namespace, job_name, event_type, run_facets)
+
+        # Parent/child job link (e.g. Feast materialize → SparkApplication)
+        parent = run_facets.get("parent") or run_facets.get("parentRun")
+        if isinstance(parent, dict):
+            p_job = parent.get("job") or {}
+            p_ns = p_job.get("namespace") or ""
+            p_name = p_job.get("name") or ""
+            if p_ns and p_name and (p_ns != job_namespace or p_name != job_name):
+                self._store.upsert_lineage_edge(
+                    source_type="job",
+                    source_namespace=p_ns,
+                    source_name=p_name,
+                    target_type="job",
+                    target_namespace=job_namespace,
+                    target_name=job_name,
+                    edge_type="parent",
+                )
+
+        inputs = event.get("inputs", [])
+        outputs = event.get("outputs", [])
+
+        for inp in inputs:
+            ds_namespace = inp.get("namespace", job_namespace)
+            ds_name = inp.get("name", "")
+            ds_facets = inp.get("facets", {}) or {}
+
+            feast_mapping = self._resolve_feast_mapping(
+                ds_namespace, ds_name, ds_facets
+            )
+            self._store.upsert_dataset(
+                ds_namespace, ds_name, ds_facets, feast_mapping, producer=producer
+            )
+            self._store.store_run_io(run_id, ds_namespace, ds_name, "INPUT", ds_facets)
+            self._process_dataset_symlinks(ds_namespace, ds_name, ds_facets)
+
+            self._store.upsert_lineage_edge(
+                source_type="dataset",
+                source_namespace=ds_namespace,
+                source_name=ds_name,
+                target_type="job",
+                target_namespace=job_namespace,
+                target_name=job_name,
+                edge_type="input",
+            )
+
+        for out in outputs:
+            ds_namespace = out.get("namespace", job_namespace)
+            ds_name = out.get("name", "")
+            ds_facets = out.get("facets", {}) or {}
+
+            feast_mapping = self._resolve_feast_mapping(
+                ds_namespace, ds_name, ds_facets
+            )
+            self._store.upsert_dataset(
+                ds_namespace, ds_name, ds_facets, feast_mapping, producer=producer
+            )
+            self._store.store_run_io(run_id, ds_namespace, ds_name, "OUTPUT", ds_facets)
+            self._process_dataset_symlinks(ds_namespace, ds_name, ds_facets)
+
+            self._store.upsert_lineage_edge(
+                source_type="job",
+                source_namespace=job_namespace,
+                source_name=job_name,
+                target_type="dataset",
+                target_namespace=ds_namespace,
+                target_name=ds_name,
+                edge_type="output",
+            )
+
+        self._build_dataset_to_dataset_edges(inputs, outputs, job_namespace)
+
+    def _process_dataset_event(self, event_id: str, event: Dict[str, Any]):
+        dataset = event.get("dataset", {})
+        ds_namespace = dataset.get("namespace", "")
+        ds_name = dataset.get("name", "")
+        ds_facets = self._sanitize_facets(dataset.get("facets", {}) or {})
+        dataset["facets"] = ds_facets
+        producer = event.get("producer")
+
+        self._store.store_event(event_id, event)
+
+        feast_mapping = self._resolve_feast_mapping(ds_namespace, ds_name, ds_facets)
+        self._store.upsert_dataset(
+            ds_namespace, ds_name, ds_facets, feast_mapping, producer=producer
+        )
+        self._process_dataset_symlinks(ds_namespace, ds_name, ds_facets)
+
+    def _process_job_event(self, event_id: str, event: Dict[str, Any]):
+        job = event.get("job", {})
+        job_namespace = job.get("namespace", "")
+        job_name = job.get("name", "")
+        producer = event.get("producer")
+
+        # Sanitize all dataset facets before persisting the raw event
+        for ds in event.get("inputs", []):
+            self._sanitize_dataset(ds)
+        for ds in event.get("outputs", []):
+            self._sanitize_dataset(ds)
+
+        self._store.store_event(event_id, event)
+
+        self._store.upsert_job(job_namespace, job_name, job, producer=producer)
+
+        inputs = event.get("inputs", [])
+        outputs = event.get("outputs", [])
+
+        for inp in inputs:
+            ds_namespace = inp.get("namespace", job_namespace)
+            ds_name = inp.get("name", "")
+            ds_facets = inp.get("facets", {}) or {}
+
+            feast_mapping = self._resolve_feast_mapping(
+                ds_namespace, ds_name, ds_facets
+            )
+            self._store.upsert_dataset(
+                ds_namespace, ds_name, ds_facets, feast_mapping, producer=producer
+            )
+            self._process_dataset_symlinks(ds_namespace, ds_name, ds_facets)
+
+            self._store.upsert_lineage_edge(
+                source_type="dataset",
+                source_namespace=ds_namespace,
+                source_name=ds_name,
+                target_type="job",
+                target_namespace=job_namespace,
+                target_name=job_name,
+                edge_type="input",
+            )
+
+        for out in outputs:
+            ds_namespace = out.get("namespace", job_namespace)
+            ds_name = out.get("name", "")
+            ds_facets = out.get("facets", {}) or {}
+
+            feast_mapping = self._resolve_feast_mapping(
+                ds_namespace, ds_name, ds_facets
+            )
+            self._store.upsert_dataset(
+                ds_namespace, ds_name, ds_facets, feast_mapping, producer=producer
+            )
+            self._process_dataset_symlinks(ds_namespace, ds_name, ds_facets)
+
+            self._store.upsert_lineage_edge(
+                source_type="job",
+                source_namespace=job_namespace,
+                source_name=job_name,
+                target_type="dataset",
+                target_namespace=ds_namespace,
+                target_name=ds_name,
+                edge_type="output",
+            )
+
+    def _build_dataset_to_dataset_edges(
+        self,
+        inputs: List[Dict],
+        outputs: List[Dict],
+        job_namespace: str,
+    ):
+        """
+        Build transitive dataset-to-dataset edges through a job.
+
+        For each input dataset and output dataset of the same job,
+        create an edge: input_dataset -> output_dataset.
+        This enables dataset-level lineage traversal without
+        requiring the UI to understand jobs.
+        """
+        for inp in inputs:
+            in_ns = inp.get("namespace", job_namespace)
+            in_name = inp.get("name", "")
+            for out in outputs:
+                out_ns = out.get("namespace", job_namespace)
+                out_name = out.get("name", "")
+                if in_name and out_name:
+                    self._store.upsert_lineage_edge(
+                        source_type="dataset",
+                        source_namespace=in_ns,
+                        source_name=in_name,
+                        target_type="dataset",
+                        target_namespace=out_ns,
+                        target_name=out_name,
+                        edge_type="derived",
+                    )
+
+    def _process_dataset_symlinks(
+        self,
+        ds_namespace: str,
+        ds_name: str,
+        ds_facets: Dict[str, Any],
+    ):
+        """
+        Process SymlinksDatasetFacet and dataSource URI to create
+        cross-producer dataset links.
+
+        OpenLineage SymlinksDatasetFacet spec:
+        {
+            "symlinks": {
+                "identifiers": [
+                    {"namespace": "...", "name": "...", "type": "TABLE"}
+                ]
+            }
+        }
+
+        Also auto-links datasets sharing the same dataSource URI
+        across different namespaces.
+        """
+        symlinks_facet = ds_facets.get("symlinks", {})
+        identifiers = symlinks_facet.get("identifiers", [])
+        for ident in identifiers:
+            linked_ns = ident.get("namespace", "")
+            linked_name = ident.get("name", "")
+            link_type = ident.get("type", "symlink")
+            if (
+                linked_ns
+                and linked_name
+                and (linked_ns != ds_namespace or linked_name != ds_name)
+            ):
+                self._store.upsert_dataset_symlink(
+                    ds_namespace,
+                    ds_name,
+                    linked_ns,
+                    linked_name,
+                    link_type,
+                )
+                self._store.upsert_dataset(linked_ns, linked_name)
+                self._store.upsert_lineage_edge(
+                    source_type="dataset",
+                    source_namespace=ds_namespace,
+                    source_name=ds_name,
+                    target_type="dataset",
+                    target_namespace=linked_ns,
+                    target_name=linked_name,
+                    edge_type="symlink",
+                )
+                self._store.upsert_lineage_edge(
+                    source_type="dataset",
+                    source_namespace=linked_ns,
+                    source_name=linked_name,
+                    target_type="dataset",
+                    target_namespace=ds_namespace,
+                    target_name=ds_name,
+                    edge_type="symlink",
+                )
+
+        ds_uri = ds_facets.get("dataSource", {}).get("uri", "")
+        if ds_uri:
+            existing = self._store.find_datasets_by_uri(ds_uri)
+            for match in existing:
+                m_ns = match["namespace"]
+                m_name = match["name"]
+                if m_ns != ds_namespace or m_name != ds_name:
+                    self._store.upsert_dataset_symlink(
+                        ds_namespace,
+                        ds_name,
+                        m_ns,
+                        m_name,
+                        "dataSource_uri",
+                    )
+                    self._store.upsert_lineage_edge(
+                        source_type="dataset",
+                        source_namespace=ds_namespace,
+                        source_name=ds_name,
+                        target_type="dataset",
+                        target_namespace=m_ns,
+                        target_name=m_name,
+                        edge_type="symlink",
+                    )
+                    self._store.upsert_lineage_edge(
+                        source_type="dataset",
+                        source_namespace=m_ns,
+                        source_name=m_name,
+                        target_type="dataset",
+                        target_namespace=ds_namespace,
+                        target_name=ds_name,
+                        edge_type="symlink",
+                    )
+
+    def _resolve_feast_mapping(
+        self,
+        namespace: str,
+        dataset_name: str,
+        facets: Optional[Dict[str, Any]] = None,
+    ) -> Optional[Dict[str, str]]:
+        """
+        Attempt to map an OpenLineage dataset to a Feast registry object.
+
+        Prefer Feast custom facets on the dataset (emitted on apply), then
+        fall back to known naming patterns (``online_store_*``,
+        ``request_source_*``).
+        """
+        facets = facets or {}
+
+        # Resolve OL namespace to a Feast project name.
+        #
+        # Priority:
+        #   1. Exact match in namespace_mapping (e.g. "spark://ml-team")
+        #   2. Authority/path match for scheme-prefixed namespaces
+        #      (e.g. "ml-team" from "spark://ml-team")
+        #   3. Last path segment for path-style namespaces
+        #      (e.g. "customer_churn" from "org/customer_churn")
+        #   4. Fallback: use the namespace as-is or its last segment
+        feast_project = self._namespace_mapping.get(namespace)
+        if feast_project is None and "://" in namespace:
+            authority_path = namespace.split("://", 1)[1]
+            for candidate in (authority_path, authority_path.split("/")[-1]):
+                if candidate in self._namespace_mapping:
+                    feast_project = self._namespace_mapping[candidate]
+                    break
+            if feast_project is None:
+                feast_project = (
+                    authority_path.split("/")[-1]
+                    if "/" in authority_path
+                    else authority_path
+                )
+        elif feast_project is None and "/" in namespace:
+            for part in (namespace.split("/")[-1], namespace.split("/")[0]):
+                if part in self._namespace_mapping:
+                    feast_project = self._namespace_mapping[part]
+                    break
+            if feast_project is None:
+                feast_project = namespace.split("/")[-1]
+        elif feast_project is None:
+            feast_project = namespace
+
+        facet_type_map = (
+            ("feast_onlineStore", "onlineStore"),
+            ("feast_featureView", "featureView"),
+            ("feast_featureService", "featureService"),
+            ("feast_entity", "entity"),
+            ("feast_dataSource", "dataSource"),
+            ("feast_savedDataset", "savedDataset"),
+        )
+        for facet_key, obj_type in facet_type_map:
+            if facet_key in facets:
+                facet = facets.get(facet_key) or {}
+                name = None
+                if isinstance(facet, dict):
+                    # Online store facet keys the related FV as feature_view
+                    name = facet.get("name") or facet.get("feature_view")
+                return {
+                    "type": obj_type,
+                    "name": name or dataset_name,
+                    "project": feast_project,
+                }
+
+        if dataset_name.startswith("online_store_"):
+            fv_name = dataset_name[len("online_store_") :]
+            return {
+                "type": "onlineStore",
+                "name": fv_name,
+                "project": feast_project,
+            }
+
+        if dataset_name.startswith("request_source_"):
+            return {
+                "type": "dataSource",
+                "name": dataset_name,
+                "project": feast_project,
+            }
+
+        # Bare name with no Feast facet — leave untyped so upsert does not
+        # clobber a previously resolved mapping with "unknown".
+        return None
diff --git a/sdk/python/feast/openlineage/store.py b/sdk/python/feast/openlineage/store.py
new file mode 100644
index 00000000000..bf9ed43d78c
--- /dev/null
+++ b/sdk/python/feast/openlineage/store.py
@@ -0,0 +1,1075 @@
+# Copyright 2026 The Feast Authors
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     https://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+"""
+OpenLineage lineage store for Feast.
+
+Provides CRUD operations for OpenLineage events, jobs, datasets, runs,
+and lineage edges using SQLAlchemy Core, consistent with Feast's SQL registry.
+"""
+
+import json
+import logging
+import time
+from typing import Any, Dict, List, Optional
+
+from sqlalchemy import create_engine, func, select
+from sqlalchemy.engine import Engine
+
+from feast.openlineage.models import OL_TABLES, ol_metadata
+
+logger = logging.getLogger(__name__)
+
+
+class OpenLineageStore:
+    """
+    Storage layer for OpenLineage lineage data.
+
+    Stores events, jobs, datasets, runs, and lineage graph edges
+    in PostgreSQL (or SQLite for dev/testing).
+    """
+
+    def __init__(
+        self, engine: Optional[Engine] = None, connection_string: Optional[str] = None
+    ):
+        if engine:
+            self._engine = engine
+        elif connection_string:
+            self._engine = create_engine(connection_string)
+        else:
+            raise ValueError("Either engine or connection_string must be provided")
+
+    def initialize(self):
+        ol_metadata.create_all(self._engine)
+        logger.info("OpenLineage store tables created/verified")
+
+    @property
+    def engine(self) -> Engine:
+        return self._engine
+
+    def store_event(self, event_id: str, event_data: Dict[str, Any]):
+        now = int(time.time() * 1000)
+
+        event_type = _classify_event_type(event_data)
+
+        job = event_data.get("job", {})
+        run = event_data.get("run", {})
+        dataset = event_data.get("dataset", {})
+
+        if job:
+            ns = job.get("namespace", "")
+            name = job.get("name", "")
+        elif dataset:
+            ns = dataset.get("namespace", "")
+            name = dataset.get("name", "")
+        else:
+            ns = ""
+            name = ""
+
+        row = {
+            "event_id": event_id,
+            "event_type": event_type,
+            "event_time": _parse_timestamp(event_data.get("eventTime", "")),
+            "producer": event_data.get("producer"),
+            "job_namespace": ns,
+            "job_name": name,
+            "run_id": run.get("runId") if run else None,
+            "event_json": json.dumps(event_data),
+            "created_at": now,
+        }
+
+        tbl = OL_TABLES["events"]
+        with self._engine.begin() as conn:
+            conn.execute(tbl.insert().values(**row))
+
+    def upsert_job(
+        self,
+        namespace: str,
+        name: str,
+        job_data: Dict[str, Any],
+        producer: Optional[str] = None,
+    ):
+        now = int(time.time() * 1000)
+        facets = job_data.get("facets", {})
+        job_type = None
+        # Prefer Feast semantic kind over generic OL jobType processingType.
+        if "feast_jobKind" in facets:
+            kind = facets["feast_jobKind"]
+            if isinstance(kind, dict):
+                job_type = kind.get("kind")
+        if not job_type and "jobType" in facets:
+            jt = facets["jobType"]
+            job_type = jt.get("processingType", jt.get("integration"))
+
+        description = None
+        if "documentation" in facets:
+            description = facets["documentation"].get("description")
+
+        tbl = OL_TABLES["jobs"]
+        with self._engine.begin() as conn:
+            existing = conn.execute(
+                select(tbl).where(
+                    tbl.c.job_namespace == namespace,
+                    tbl.c.job_name == name,
+                )
+            ).first()
+
+            if existing:
+                update_vals = {
+                    "job_type": job_type or existing.job_type,
+                    "description": description or existing.description,
+                    "facets_json": json.dumps(facets)
+                    if facets
+                    else existing.facets_json,
+                    "updated_at": now,
+                }
+                if producer:
+                    update_vals["producer"] = producer
+                conn.execute(
+                    tbl.update()
+                    .where(tbl.c.job_namespace == namespace, tbl.c.job_name == name)
+                    .values(**update_vals)
+                )
+            else:
+                conn.execute(
+                    tbl.insert().values(
+                        job_namespace=namespace,
+                        job_name=name,
+                        job_type=job_type,
+                        producer=producer,
+                        description=description,
+                        facets_json=json.dumps(facets) if facets else None,
+                        updated_at=now,
+                    )
+                )
+
+    def upsert_dataset(
+        self,
+        namespace: str,
+        name: str,
+        facets: Optional[Dict[str, Any]] = None,
+        feast_mapping: Optional[Dict[str, str]] = None,
+        producer: Optional[str] = None,
+    ):
+        now = int(time.time() * 1000)
+        facets = facets or {}
+
+        schema_json = None
+        if "schema" in facets:
+            schema_json = json.dumps(facets["schema"])
+
+        description = None
+        if "documentation" in facets:
+            description = facets["documentation"].get("description")
+
+        source_type = None
+        if "dataSource" in facets:
+            source_type = facets["dataSource"].get("name")
+
+        feast_obj_type = feast_mapping.get("type") if feast_mapping else None
+        feast_obj_name = feast_mapping.get("name") if feast_mapping else None
+        feast_project = feast_mapping.get("project") if feast_mapping else None
+
+        tbl = OL_TABLES["datasets"]
+        with self._engine.begin() as conn:
+            existing = conn.execute(
+                select(tbl).where(
+                    tbl.c.dataset_namespace == namespace,
+                    tbl.c.dataset_name == name,
+                )
+            ).first()
+
+            values: Dict[str, Any] = {
+                "updated_at": now,
+            }
+            if producer:
+                values["producer"] = producer
+
+            # Preserve richer metadata when a later event (e.g. materialize)
+            # re-touches the dataset without facets.
+            if facets:
+                values["facets_json"] = json.dumps(facets)
+                if source_type is not None:
+                    values["source_type"] = source_type
+                if description is not None:
+                    values["description"] = description
+                if schema_json is not None:
+                    values["schema_json"] = schema_json
+            elif not existing:
+                values["facets_json"] = None
+                values["source_type"] = source_type
+                values["description"] = description
+                values["schema_json"] = schema_json
+
+            if feast_obj_type and feast_obj_type != "unknown":
+                values["feast_object_type"] = feast_obj_type
+                if feast_obj_name:
+                    values["feast_object_name"] = feast_obj_name
+                if feast_project:
+                    values["feast_project"] = feast_project
+            elif not existing:
+                # First sighting with no resolvable Feast type
+                values["feast_object_type"] = feast_obj_type
+                values["feast_object_name"] = feast_obj_name
+                values["feast_project"] = feast_project
+
+            if existing:
+                conn.execute(
+                    tbl.update()
+                    .where(
+                        tbl.c.dataset_namespace == namespace,
+                        tbl.c.dataset_name == name,
+                    )
+                    .values(**values)
+                )
+            else:
+                values["dataset_namespace"] = namespace
+                values["dataset_name"] = name
+                conn.execute(tbl.insert().values(**values))
+
+    def upsert_run(
+        self,
+        run_id: str,
+        job_namespace: str,
+        job_name: str,
+        state: str,
+        facets: Optional[Dict] = None,
+    ):
+        now = int(time.time() * 1000)
+        tbl = OL_TABLES["runs"]
+
+        with self._engine.begin() as conn:
+            existing = conn.execute(select(tbl).where(tbl.c.run_id == run_id)).first()
+
+            if existing:
+                update_vals: Dict[str, Any] = {"state": state, "updated_at": now}
+                if state in ("COMPLETE", "FAIL", "ABORT"):
+                    update_vals["ended_at"] = now
+                if facets:
+                    update_vals["facets_json"] = json.dumps(facets)
+                conn.execute(
+                    tbl.update().where(tbl.c.run_id == run_id).values(**update_vals)
+                )
+            else:
+                conn.execute(
+                    tbl.insert().values(
+                        run_id=run_id,
+                        job_namespace=job_namespace,
+                        job_name=job_name,
+                        state=state,
+                        started_at=now if state == "START" else None,
+                        ended_at=now
+                        if state in ("COMPLETE", "FAIL", "ABORT")
+                        else None,
+                        facets_json=json.dumps(facets) if facets else None,
+                        updated_at=now,
+                    )
+                )
+
+            tbl_jobs = OL_TABLES["jobs"]
+            conn.execute(
+                tbl_jobs.update()
+                .where(
+                    tbl_jobs.c.job_namespace == job_namespace,
+                    tbl_jobs.c.job_name == job_name,
+                )
+                .values(latest_run_id=run_id, updated_at=now)
+            )
+
+    def store_run_io(
+        self,
+        run_id: str,
+        dataset_namespace: str,
+        dataset_name: str,
+        io_type: str,
+        facets: Optional[Dict] = None,
+    ):
+        tbl = OL_TABLES["run_io"]
+        with self._engine.begin() as conn:
+            existing = conn.execute(
+                select(tbl).where(
+                    tbl.c.run_id == run_id,
+                    tbl.c.dataset_namespace == dataset_namespace,
+                    tbl.c.dataset_name == dataset_name,
+                    tbl.c.io_type == io_type,
+                )
+            ).first()
+
+            if not existing:
+                conn.execute(
+                    tbl.insert().values(
+                        run_id=run_id,
+                        dataset_namespace=dataset_namespace,
+                        dataset_name=dataset_name,
+                        io_type=io_type,
+                        facets_json=json.dumps(facets) if facets else None,
+                    )
+                )
+
+    def upsert_lineage_edge(
+        self,
+        source_type: str,
+        source_namespace: str,
+        source_name: str,
+        target_type: str,
+        target_namespace: str,
+        target_name: str,
+        edge_type: Optional[str] = None,
+    ):
+        now = int(time.time() * 1000)
+        tbl = OL_TABLES["lineage_edges"]
+        with self._engine.begin() as conn:
+            existing = conn.execute(
+                select(tbl).where(
+                    tbl.c.source_type == source_type,
+                    tbl.c.source_namespace == source_namespace,
+                    tbl.c.source_name == source_name,
+                    tbl.c.target_type == target_type,
+                    tbl.c.target_namespace == target_namespace,
+                    tbl.c.target_name == target_name,
+                )
+            ).first()
+
+            if existing:
+                conn.execute(
+                    tbl.update()
+                    .where(
+                        tbl.c.source_type == source_type,
+                        tbl.c.source_namespace == source_namespace,
+                        tbl.c.source_name == source_name,
+                        tbl.c.target_type == target_type,
+                        tbl.c.target_namespace == target_namespace,
+                        tbl.c.target_name == target_name,
+                    )
+                    .values(edge_type=edge_type, updated_at=now)
+                )
+            else:
+                conn.execute(
+                    tbl.insert().values(
+                        source_type=source_type,
+                        source_namespace=source_namespace,
+                        source_name=source_name,
+                        target_type=target_type,
+                        target_namespace=target_namespace,
+                        target_name=target_name,
+                        edge_type=edge_type,
+                        updated_at=now,
+                    )
+                )
+
+    # ── Query methods ──
+
+    def get_events(
+        self,
+        namespace: Optional[str] = None,
+        job_name: Optional[str] = None,
+        limit: int = 100,
+        offset: int = 0,
+        namespaces: Optional[List[str]] = None,
+    ) -> List[Dict[str, Any]]:
+        tbl = OL_TABLES["events"]
+        query = (
+            select(tbl).order_by(tbl.c.event_time.desc()).limit(limit).offset(offset)
+        )
+
+        if namespace:
+            query = query.where(tbl.c.job_namespace == namespace)
+        elif namespaces:
+            query = query.where(tbl.c.job_namespace.in_(namespaces))
+        if job_name:
+            query = query.where(tbl.c.job_name == job_name)
+
+        with self._engine.connect() as conn:
+            rows = conn.execute(query).fetchall()
+            return [dict(row._mapping) for row in rows]
+
+    def get_jobs(
+        self,
+        namespaces: Optional[List[str]] = None,
+        limit: int = 0,
+        offset: int = 0,
+    ) -> List[Dict[str, Any]]:
+        tbl = OL_TABLES["jobs"]
+        query = select(tbl).order_by(tbl.c.updated_at.desc())
+        if namespaces:
+            query = query.where(tbl.c.job_namespace.in_(namespaces))
+        if limit > 0:
+            query = query.limit(limit).offset(offset)
+
+        with self._engine.connect() as conn:
+            rows = conn.execute(query).fetchall()
+            return [dict(row._mapping) for row in rows]
+
+    def count_jobs(self, namespaces: Optional[List[str]] = None) -> int:
+        tbl = OL_TABLES["jobs"]
+        query = select(func.count()).select_from(tbl)
+        if namespaces:
+            query = query.where(tbl.c.job_namespace.in_(namespaces))
+        with self._engine.connect() as conn:
+            return conn.execute(query).scalar() or 0
+
+    def get_datasets(
+        self,
+        namespaces: Optional[List[str]] = None,
+        limit: int = 0,
+        offset: int = 0,
+    ) -> List[Dict[str, Any]]:
+        tbl = OL_TABLES["datasets"]
+        query = select(tbl).order_by(tbl.c.updated_at.desc())
+        if namespaces:
+            query = query.where(tbl.c.dataset_namespace.in_(namespaces))
+        if limit > 0:
+            query = query.limit(limit).offset(offset)
+
+        with self._engine.connect() as conn:
+            rows = conn.execute(query).fetchall()
+            return [dict(row._mapping) for row in rows]
+
+    def count_datasets(self, namespaces: Optional[List[str]] = None) -> int:
+        tbl = OL_TABLES["datasets"]
+        query = select(func.count()).select_from(tbl)
+        if namespaces:
+            query = query.where(tbl.c.dataset_namespace.in_(namespaces))
+        with self._engine.connect() as conn:
+            return conn.execute(query).scalar() or 0
+
+    def get_lineage_graph(
+        self,
+        node_type: str,
+        namespace: str,
+        name: str,
+        depth: int = 10,
+        direction: str = "both",
+        allowed_namespaces: Optional[List[str]] = None,
+    ) -> Dict[str, Any]:
+        """
+        Get the lineage graph for a node, traversing upstream and/or downstream.
+
+        Returns a dict with 'nodes' and 'edges' suitable for UI rendering.
+        """
+        nodes: Dict[str, Dict[str, Any]] = {}
+        edges: List[Dict[str, Any]] = []
+
+        tbl = OL_TABLES["lineage_edges"]
+
+        with self._engine.connect() as conn:
+            if direction in ("both", "downstream"):
+                self._traverse(
+                    conn,
+                    tbl,
+                    node_type,
+                    namespace,
+                    name,
+                    depth,
+                    "downstream",
+                    nodes,
+                    edges,
+                    allowed_namespaces,
+                )
+            if direction in ("both", "upstream"):
+                self._traverse(
+                    conn,
+                    tbl,
+                    node_type,
+                    namespace,
+                    name,
+                    depth,
+                    "upstream",
+                    nodes,
+                    edges,
+                    allowed_namespaces,
+                )
+
+        root_key = f"{node_type}:{namespace}:{name}"
+        if root_key not in nodes:
+            nodes[root_key] = {
+                "type": node_type,
+                "namespace": namespace,
+                "name": name,
+            }
+
+        return {
+            "nodes": list(nodes.values()),
+            "edges": edges,
+        }
+
+    def _traverse(
+        self,
+        conn,
+        tbl,
+        node_type: str,
+        namespace: str,
+        name: str,
+        depth: int,
+        direction: str,
+        nodes: Dict[str, Dict],
+        edges: List[Dict],
+        allowed_namespaces: Optional[List[str]],
+    ):
+        visited = set()
+        queue = [(node_type, namespace, name, 0)]
+
+        while queue:
+            n_type, n_ns, n_name, d = queue.pop(0)
+            key = f"{n_type}:{n_ns}:{n_name}"
+
+            if key in visited or d > depth:
+                continue
+            visited.add(key)
+
+            if direction == "downstream":
+                query = select(tbl).where(
+                    tbl.c.source_type == n_type,
+                    tbl.c.source_namespace == n_ns,
+                    tbl.c.source_name == n_name,
+                )
+            else:
+                query = select(tbl).where(
+                    tbl.c.target_type == n_type,
+                    tbl.c.target_namespace == n_ns,
+                    tbl.c.target_name == n_name,
+                )
+
+            rows = conn.execute(query).fetchall()
+            for row in rows:
+                r = row._mapping
+                src_key = (
+                    f"{r['source_type']}:{r['source_namespace']}:{r['source_name']}"
+                )
+                tgt_key = (
+                    f"{r['target_type']}:{r['target_namespace']}:{r['target_name']}"
+                )
+
+                if allowed_namespaces:
+                    if (
+                        r["source_namespace"] not in allowed_namespaces
+                        or r["target_namespace"] not in allowed_namespaces
+                    ):
+                        continue
+
+                edge = {
+                    "source_type": r["source_type"],
+                    "source_namespace": r["source_namespace"],
+                    "source_name": r["source_name"],
+                    "target_type": r["target_type"],
+                    "target_namespace": r["target_namespace"],
+                    "target_name": r["target_name"],
+                    "edge_type": r.get("edge_type"),
+                }
+                if edge not in edges:
+                    edges.append(edge)
+
+                for node_key, nt, ns, nn in [
+                    (
+                        src_key,
+                        r["source_type"],
+                        r["source_namespace"],
+                        r["source_name"],
+                    ),
+                    (
+                        tgt_key,
+                        r["target_type"],
+                        r["target_namespace"],
+                        r["target_name"],
+                    ),
+                ]:
+                    if node_key not in nodes:
+                        nodes[node_key] = {
+                            "type": nt,
+                            "namespace": ns,
+                            "name": nn,
+                        }
+
+                if direction == "downstream":
+                    next_key = tgt_key
+                    next_type = r["target_type"]
+                    next_ns = r["target_namespace"]
+                    next_name = r["target_name"]
+                else:
+                    next_key = src_key
+                    next_type = r["source_type"]
+                    next_ns = r["source_namespace"]
+                    next_name = r["source_name"]
+
+                if next_key not in visited:
+                    queue.append((next_type, next_ns, next_name, d + 1))
+
+    def upsert_dataset_symlink(
+        self,
+        dataset_namespace: str,
+        dataset_name: str,
+        linked_namespace: str,
+        linked_name: str,
+        link_type: str = "symlink",
+    ):
+        """Store a symlink between two dataset identifiers (bidirectional lookup)."""
+        now = int(time.time() * 1000)
+        tbl = OL_TABLES["dataset_symlinks"]
+        with self._engine.begin() as conn:
+            existing = conn.execute(
+                select(tbl).where(
+                    tbl.c.dataset_namespace == dataset_namespace,
+                    tbl.c.dataset_name == dataset_name,
+                    tbl.c.linked_namespace == linked_namespace,
+                    tbl.c.linked_name == linked_name,
+                )
+            ).first()
+            if existing:
+                conn.execute(
+                    tbl.update()
+                    .where(
+                        tbl.c.dataset_namespace == dataset_namespace,
+                        tbl.c.dataset_name == dataset_name,
+                        tbl.c.linked_namespace == linked_namespace,
+                        tbl.c.linked_name == linked_name,
+                    )
+                    .values(link_type=link_type, updated_at=now)
+                )
+            else:
+                conn.execute(
+                    tbl.insert().values(
+                        dataset_namespace=dataset_namespace,
+                        dataset_name=dataset_name,
+                        linked_namespace=linked_namespace,
+                        linked_name=linked_name,
+                        link_type=link_type,
+                        updated_at=now,
+                    )
+                )
+
+    def get_dataset_aliases(self, namespace: str, name: str) -> List[Dict[str, str]]:
+        """Get all known aliases for a dataset (both directions)."""
+        tbl = OL_TABLES["dataset_symlinks"]
+        results = []
+        with self._engine.connect() as conn:
+            rows = conn.execute(
+                select(tbl).where(
+                    tbl.c.dataset_namespace == namespace,
+                    tbl.c.dataset_name == name,
+                )
+            ).fetchall()
+            for r in rows:
+                results.append(
+                    {
+                        "namespace": r._mapping["linked_namespace"],
+                        "name": r._mapping["linked_name"],
+                        "link_type": r._mapping["link_type"],
+                    }
+                )
+
+            rows = conn.execute(
+                select(tbl).where(
+                    tbl.c.linked_namespace == namespace,
+                    tbl.c.linked_name == name,
+                )
+            ).fetchall()
+            for r in rows:
+                results.append(
+                    {
+                        "namespace": r._mapping["dataset_namespace"],
+                        "name": r._mapping["dataset_name"],
+                        "link_type": r._mapping["link_type"],
+                    }
+                )
+        return results
+
+    def find_datasets_by_uri(self, uri: str) -> List[Dict[str, str]]:
+        """Find all datasets whose dataSource facet contains the given URI."""
+        tbl = OL_TABLES["datasets"]
+        with self._engine.connect() as conn:
+            rows = conn.execute(
+                select(
+                    tbl.c.dataset_namespace, tbl.c.dataset_name, tbl.c.facets_json
+                ).where(tbl.c.facets_json.isnot(None))
+            ).fetchall()
+
+            matches = []
+            for r in rows:
+                try:
+                    facets = json.loads(r._mapping["facets_json"])
+                    ds_uri = facets.get("dataSource", {}).get("uri", "")
+                    if ds_uri and ds_uri == uri:
+                        matches.append(
+                            {
+                                "namespace": r._mapping["dataset_namespace"],
+                                "name": r._mapping["dataset_name"],
+                            }
+                        )
+                except (json.JSONDecodeError, AttributeError):
+                    pass
+            return matches
+
+    def get_all_symlinks(self) -> List[Dict[str, Any]]:
+        """Get all dataset symlinks."""
+        tbl = OL_TABLES["dataset_symlinks"]
+        with self._engine.connect() as conn:
+            rows = conn.execute(select(tbl)).fetchall()
+            return [dict(r._mapping) for r in rows]
+
+    # ── Cleanup methods ──
+
+    def delete_dataset(self, namespace: str, name: str):
+        """Delete a specific dataset and its related edges, runs, and jobs."""
+        with self._engine.begin() as conn:
+            tbl_edges = OL_TABLES["lineage_edges"]
+            conn.execute(
+                tbl_edges.delete().where(
+                    (
+                        (tbl_edges.c.source_namespace == namespace)
+                        & (tbl_edges.c.source_name == name)
+                    )
+                    | (
+                        (tbl_edges.c.target_namespace == namespace)
+                        & (tbl_edges.c.target_name == name)
+                    )
+                )
+            )
+
+            tbl_sym = OL_TABLES["dataset_symlinks"]
+            conn.execute(
+                tbl_sym.delete().where(
+                    (
+                        (tbl_sym.c.dataset_namespace == namespace)
+                        & (tbl_sym.c.dataset_name == name)
+                    )
+                    | (
+                        (tbl_sym.c.linked_namespace == namespace)
+                        & (tbl_sym.c.linked_name == name)
+                    )
+                )
+            )
+
+            tbl_rio = OL_TABLES["run_io"]
+            conn.execute(
+                tbl_rio.delete().where(
+                    (tbl_rio.c.dataset_namespace == namespace)
+                    & (tbl_rio.c.dataset_name == name)
+                )
+            )
+
+            tbl_ds = OL_TABLES["datasets"]
+            conn.execute(
+                tbl_ds.delete().where(
+                    (tbl_ds.c.dataset_namespace == namespace)
+                    & (tbl_ds.c.dataset_name == name)
+                )
+            )
+
+        logger.info(f"Deleted OL dataset: {namespace}/{name}")
+
+    def delete_job(self, namespace: str, name: str):
+        """Delete a specific job and its related runs, events, and edges."""
+        with self._engine.begin() as conn:
+            tbl_runs = OL_TABLES["runs"]
+            run_ids_q = select(tbl_runs.c.run_id).where(
+                (tbl_runs.c.job_namespace == namespace) & (tbl_runs.c.job_name == name)
+            )
+            run_ids = [r[0] for r in conn.execute(run_ids_q).fetchall()]
+            if run_ids:
+                tbl_rio = OL_TABLES["run_io"]
+                conn.execute(tbl_rio.delete().where(tbl_rio.c.run_id.in_(run_ids)))
+                conn.execute(tbl_runs.delete().where(tbl_runs.c.run_id.in_(run_ids)))
+
+            tbl_ev = OL_TABLES["events"]
+            conn.execute(
+                tbl_ev.delete().where(
+                    (tbl_ev.c.job_namespace == namespace) & (tbl_ev.c.job_name == name)
+                )
+            )
+
+            tbl_edges = OL_TABLES["lineage_edges"]
+            conn.execute(
+                tbl_edges.delete().where(
+                    (
+                        (tbl_edges.c.source_namespace == namespace)
+                        & (tbl_edges.c.source_name == name)
+                    )
+                    | (
+                        (tbl_edges.c.target_namespace == namespace)
+                        & (tbl_edges.c.target_name == name)
+                    )
+                )
+            )
+
+            tbl_jobs = OL_TABLES["jobs"]
+            conn.execute(
+                tbl_jobs.delete().where(
+                    (tbl_jobs.c.job_namespace == namespace)
+                    & (tbl_jobs.c.job_name == name)
+                )
+            )
+
+        logger.info(f"Deleted OL job: {namespace}/{name}")
+
+    def purge_all(self):
+        """Delete all data from all OpenLineage tables."""
+        table_order = [
+            "run_io",
+            "runs",
+            "lineage_edges",
+            "dataset_symlinks",
+            "events",
+            "datasets",
+            "jobs",
+        ]
+        with self._engine.begin() as conn:
+            for tbl_name in table_order:
+                conn.execute(OL_TABLES[tbl_name].delete())
+        logger.info("Purged all OpenLineage data")
+
+    def purge_namespace(self, namespace: str):
+        """Delete all data associated with a specific namespace."""
+        with self._engine.begin() as conn:
+            tbl_runs = OL_TABLES["runs"]
+            run_ids_q = select(tbl_runs.c.run_id).where(
+                tbl_runs.c.job_namespace == namespace
+            )
+            run_ids = [r[0] for r in conn.execute(run_ids_q).fetchall()]
+            if run_ids:
+                tbl_rio = OL_TABLES["run_io"]
+                conn.execute(tbl_rio.delete().where(tbl_rio.c.run_id.in_(run_ids)))
+                conn.execute(tbl_runs.delete().where(tbl_runs.c.run_id.in_(run_ids)))
+
+            tbl_ev = OL_TABLES["events"]
+            conn.execute(tbl_ev.delete().where(tbl_ev.c.job_namespace == namespace))
+
+            tbl_edges = OL_TABLES["lineage_edges"]
+            conn.execute(
+                tbl_edges.delete().where(
+                    (tbl_edges.c.source_namespace == namespace)
+                    | (tbl_edges.c.target_namespace == namespace)
+                )
+            )
+
+            tbl_sym = OL_TABLES["dataset_symlinks"]
+            conn.execute(
+                tbl_sym.delete().where(
+                    (tbl_sym.c.dataset_namespace == namespace)
+                    | (tbl_sym.c.linked_namespace == namespace)
+                )
+            )
+
+            tbl_ds = OL_TABLES["datasets"]
+            conn.execute(tbl_ds.delete().where(tbl_ds.c.dataset_namespace == namespace))
+
+            tbl_jobs = OL_TABLES["jobs"]
+            conn.execute(tbl_jobs.delete().where(tbl_jobs.c.job_namespace == namespace))
+
+        logger.info(f"Purged OpenLineage data for namespace: {namespace}")
+
+    # ── Run query methods ──
+
+    def get_runs(
+        self,
+        job_namespace: Optional[str] = None,
+        job_name: Optional[str] = None,
+        limit: int = 50,
+        offset: int = 0,
+        namespaces: Optional[List[str]] = None,
+    ) -> List[Dict[str, Any]]:
+        """Get runs, optionally filtered by job and/or RBAC-allowed namespaces."""
+        tbl = OL_TABLES["runs"]
+        query = (
+            select(tbl).order_by(tbl.c.updated_at.desc()).limit(limit).offset(offset)
+        )
+        if job_namespace:
+            query = query.where(tbl.c.job_namespace == job_namespace)
+        if job_name:
+            query = query.where(tbl.c.job_name == job_name)
+        if namespaces is not None:
+            query = query.where(tbl.c.job_namespace.in_(namespaces))
+        with self._engine.connect() as conn:
+            rows = conn.execute(query).fetchall()
+            return [dict(row._mapping) for row in rows]
+
+    def get_run_detail(self, run_id: str) -> Optional[Dict[str, Any]]:
+        """Get a single run with its I/O datasets."""
+        tbl_runs = OL_TABLES["runs"]
+        tbl_rio = OL_TABLES["run_io"]
+        with self._engine.connect() as conn:
+            run_row = conn.execute(
+                select(tbl_runs).where(tbl_runs.c.run_id == run_id)
+            ).first()
+            if not run_row:
+                return None
+            run = dict(run_row._mapping)
+
+            io_rows = conn.execute(
+                select(tbl_rio).where(tbl_rio.c.run_id == run_id)
+            ).fetchall()
+            run["inputs"] = []
+            run["outputs"] = []
+            for io_row in io_rows:
+                io = dict(io_row._mapping)
+                entry = {
+                    "namespace": io["dataset_namespace"],
+                    "name": io["dataset_name"],
+                    "facets": _safe_parse_json(io.get("facets_json")),
+                }
+                if io["io_type"] == "INPUT":
+                    run["inputs"].append(entry)
+                else:
+                    run["outputs"].append(entry)
+            run["facets"] = _safe_parse_json(run.pop("facets_json", None))
+            return run
+
+    def prune_expired(self, retention_days: int) -> Dict[str, int]:
+        """Delete events and runs older than *retention_days*.
+
+        Preserves the current-state tables (jobs, datasets, edges, symlinks)
+        since they represent the latest graph structure, not historical data.
+
+        Returns a dict with counts of deleted rows per table.
+        """
+        if retention_days <= 0:
+            return {}
+
+        cutoff_ms = int((time.time() - retention_days * 86400) * 1000)
+        deleted: Dict[str, int] = {}
+
+        with self._engine.begin() as conn:
+            # 1. Find expired runs
+            tbl_runs = OL_TABLES["runs"]
+            expired_runs_q = select(tbl_runs.c.run_id).where(
+                tbl_runs.c.updated_at < cutoff_ms
+            )
+            expired_run_ids = [r[0] for r in conn.execute(expired_runs_q).fetchall()]
+
+            # 2. Delete run_io for expired runs
+            if expired_run_ids:
+                tbl_rio = OL_TABLES["run_io"]
+                result = conn.execute(
+                    tbl_rio.delete().where(tbl_rio.c.run_id.in_(expired_run_ids))
+                )
+                deleted["run_io"] = result.rowcount
+
+                # 3. Delete the expired runs
+                result = conn.execute(
+                    tbl_runs.delete().where(tbl_runs.c.run_id.in_(expired_run_ids))
+                )
+                deleted["runs"] = result.rowcount
+            else:
+                deleted["run_io"] = 0
+                deleted["runs"] = 0
+
+            # 4. Delete expired events
+            tbl_ev = OL_TABLES["events"]
+            result = conn.execute(
+                tbl_ev.delete().where(tbl_ev.c.created_at < cutoff_ms)
+            )
+            deleted["events"] = result.rowcount
+
+        total = sum(deleted.values())
+        if total > 0:
+            logger.info(
+                f"Pruned {total} expired OpenLineage rows "
+                f"(retention={retention_days}d): {deleted}"
+            )
+
+        return deleted
+
+    def get_retention_stats(self) -> Dict[str, Any]:
+        """Return row counts and oldest timestamps for retention monitoring."""
+        stats: Dict[str, Any] = {}
+        with self._engine.connect() as conn:
+            for table_key, label in [
+                ("events", "events"),
+                ("runs", "runs"),
+                ("jobs", "jobs"),
+                ("datasets", "datasets"),
+            ]:
+                tbl = OL_TABLES[table_key]
+                count = conn.execute(select(func.count()).select_from(tbl)).scalar()
+                stats[label] = {"count": count}
+
+                time_col = (
+                    tbl.c.created_at if table_key == "events" else tbl.c.updated_at
+                )
+                oldest = conn.execute(select(func.min(time_col))).scalar()
+                if oldest:
+                    stats[label]["oldest_ms"] = oldest
+
+        return stats
+
+    def get_all_namespaces(self) -> List[str]:
+        """Return all distinct namespaces present across jobs and datasets."""
+        tbl_jobs = OL_TABLES["jobs"]
+        tbl_ds = OL_TABLES["datasets"]
+        with self._engine.connect() as conn:
+            job_ns = conn.execute(
+                select(tbl_jobs.c.job_namespace).distinct()
+            ).fetchall()
+            ds_ns = conn.execute(
+                select(tbl_ds.c.dataset_namespace).distinct()
+            ).fetchall()
+        namespaces: set = set()
+        for row in job_ns:
+            if row[0]:
+                namespaces.add(row[0])
+        for row in ds_ns:
+            if row[0]:
+                namespaces.add(row[0])
+        return sorted(namespaces)
+
+    def get_all_lineage_edges(
+        self, namespaces: Optional[List[str]] = None
+    ) -> List[Dict[str, Any]]:
+        tbl = OL_TABLES["lineage_edges"]
+        query = select(tbl)
+        if namespaces:
+            query = query.where(
+                tbl.c.source_namespace.in_(namespaces)
+                | tbl.c.target_namespace.in_(namespaces)
+            )
+        with self._engine.connect() as conn:
+            rows = conn.execute(query).fetchall()
+            return [dict(row._mapping) for row in rows]
+
+
+def _classify_event_type(event_data: Dict[str, Any]) -> str:
+    """Determine the OL event type for storage.
+
+    RunEvent has ``eventType`` (START/COMPLETE/FAIL/…).
+    DatasetEvent and JobEvent lack ``eventType``; classify by structure.
+    """
+    if "eventType" in event_data:
+        return event_data["eventType"]
+    if "dataset" in event_data and "run" not in event_data and "job" not in event_data:
+        return "DATASET"
+    if "job" in event_data and "run" not in event_data:
+        return "JOB"
+    return "UNKNOWN"
+
+
+def _safe_parse_json(val: Optional[str]) -> Optional[Any]:
+    if not val:
+        return None
+    try:
+        return json.loads(val)
+    except (json.JSONDecodeError, TypeError):
+        return None
+
+
+def _parse_timestamp(ts_str: str) -> int:
+    if not ts_str:
+        return int(time.time() * 1000)
+    try:
+        from datetime import datetime
+
+        if ts_str.endswith("Z"):
+            ts_str = ts_str[:-1] + "+00:00"
+        dt = datetime.fromisoformat(ts_str)
+        return int(dt.timestamp() * 1000)
+    except (ValueError, TypeError):
+        return int(time.time() * 1000)
diff --git a/sdk/python/feast/permissions/auth/oidc_token_parser.py b/sdk/python/feast/permissions/auth/oidc_token_parser.py
index 7940c9d7525..91669e66647 100644
--- a/sdk/python/feast/permissions/auth/oidc_token_parser.py
+++ b/sdk/python/feast/permissions/auth/oidc_token_parser.py
@@ -41,10 +41,54 @@ def __init__(self, auth_config: OidcAuthConfig):
             ca_cert_path=self._auth_config.ca_cert_path,
         )
         self._k8s_auth_api = None
-
-    async def _validate_token(self, access_token: str):
+        self._jwks_client: Optional[PyJWKClient] = None  # Initialize it lazily.
+
+    def _get_jwks_client(self) -> PyJWKClient:
+        """Lazily build and cache a parser-lifetime ``PyJWKClient``.
+
+        A per-request client starts with a cold JWK-set cache, forcing a
+        full HTTPS fetch of the JWKS document on every authenticated
+        request. Reusing one client lets PyJWT cache the JWK set for
+        ``jwks_cache_lifespan_seconds``, which also bounds two staleness
+        windows: a key the IdP has removed keeps validating, and a
+        rotation that reuses an existing ``kid`` keeps failing, for at
+        most that long. Rotations that introduce a new ``kid`` recover
+        immediately (``PyJWKClient.get_signing_key`` refreshes and
+        retries once on a cache miss).
         """
-        Validate the token extracted from the header of the user request against the OAuth2 server.
+        if self._jwks_client is None:
+            ssl_ctx = ssl.create_default_context()
+            if not self._auth_config.verify_ssl:
+                ssl_ctx.check_hostname = False
+                ssl_ctx.verify_mode = ssl.CERT_NONE
+            elif self._auth_config.ca_cert_path and os.path.exists(
+                self._auth_config.ca_cert_path
+            ):
+                ssl_ctx.load_verify_locations(self._auth_config.ca_cert_path)
+            self._jwks_client = PyJWKClient(
+                self.oidc_discovery_service.get_jwks_url(),
+                headers={"User-agent": "custom-user-agent"},
+                ssl_context=ssl_ctx,
+                # Explicit so upgrades cannot silently change the staleness
+                # window documented above, and so a hung IdP bounds how long
+                # a fetch can block the serving path.
+                lifespan=self._auth_config.jwks_cache_lifespan_seconds,
+                timeout=self._auth_config.jwks_request_timeout_seconds,
+            )
+        return self._jwks_client
+
+    async def _check_discovery_endpoints(self, access_token: str):
+        """Check that the provider's discovery document exposes the OAuth2 endpoints.
+
+        This does **not** verify *access_token*, despite taking it: the bearer
+        scheme below only parses an ``Authorization`` header, and this method
+        supplies that header itself, so any token value passes. The token is
+        genuinely verified in ``_decode_token``, which checks the signature
+        against the provider's JWKS and validates the claims.
+
+        What can fail here is constructing the scheme, which reads the token
+        and authorization endpoints from the discovery document. A document
+        missing either one raises before any token is inspected.
         """
         # FastAPI's OAuth2AuthorizationCodeBearer requires a Request type but actually uses only the headers field
         # https://github.com/tiangolo/fastapi/blob/eca465f4c96acc5f6a22e92fd2211675ca8a20c8/fastapi/security/oauth2.py#L380
@@ -61,17 +105,29 @@ async def _validate_token(self, access_token: str):
 
     @staticmethod
     def _extract_username_or_raise_error(data: dict) -> str:
-        """Extract the username from the decoded JWT. Raises if missing — identity is mandatory.
-
-        Checks ``preferred_username`` first (Keycloak default), then falls back
-        to ``upn`` (Azure AD / Entra ID).
+        """Extract the username from the decoded JWT, or raise if the token
+        carries none of the recognised identity claims.
+
+        Human identity claims take precedence: ``preferred_username`` (Keycloak
+        default), then ``upn`` (Azure AD / Entra ID). Client-credentials
+        (app-only) tokens carry neither, so the calling application's own
+        identity is used instead: ``azp`` (Entra ID v2 tokens), ``appid``
+        (Entra ID v1 tokens), and finally ``sub``, which every issuer sets.
+        A claim present with a null or non-string value is skipped rather than
+        returned, so it never shadows a usable later claim. Because ``sub`` is a
+        mandatory string JWT claim, the raise below fires only for a malformed
+        token that provides none of the five as a string.
         """
-        if "preferred_username" in data:
-            return data["preferred_username"]
-        if "upn" in data:
-            return data["upn"]
+        for claim in ("preferred_username", "upn", "azp", "appid", "sub"):
+            value = data.get(claim)
+            if isinstance(value, str):
+                return value
+        logger.debug(
+            f"No usable username claim; token claims present: {list(data.keys())}"
+        )
         raise AuthenticationError(
-            "Missing preferred_username or upn field in access token."
+            "Missing username claim in access token: expected one of "
+            "preferred_username, upn, azp, appid or sub."
         )
 
     @staticmethod
@@ -104,31 +160,31 @@ def _is_ssl_error(exc: BaseException) -> bool:
         return False
 
     def _decode_token(self, access_token: str) -> dict:
-        """Fetch the JWKS signing key and decode + verify the JWT."""
-        optional_custom_headers = {"User-agent": "custom-user-agent"}
-        ssl_ctx = ssl.create_default_context()
-        if not self._auth_config.verify_ssl:
-            ssl_ctx.check_hostname = False
-            ssl_ctx.verify_mode = ssl.CERT_NONE
-        elif self._auth_config.ca_cert_path and os.path.exists(
-            self._auth_config.ca_cert_path
-        ):
-            ssl_ctx.load_verify_locations(self._auth_config.ca_cert_path)
-        jwks_client = PyJWKClient(
-            self.oidc_discovery_service.get_jwks_url(),
-            headers=optional_custom_headers,
-            ssl_context=ssl_ctx,
-        )
-        signing_key = jwks_client.get_signing_key_from_jwt(access_token)
+        """Fetch the JWKS signing key and decode + verify the JWT.
+
+        Signature and expiry are always verified. Audience and issuer are
+        verified only when ``audience`` / ``issuer`` are set on
+        ``OidcAuthConfig``; both default to off, because the claim values a
+        provider puts in the token can legitimately differ from its discovery
+        metadata (e.g. Entra ID v1.0 tokens validated against a v2.0
+        discovery document).
+        """
+        signing_key = self._get_jwks_client().get_signing_key_from_jwt(access_token)
+        expected_audience = self._auth_config.audience
+        expected_issuer = self._auth_config.issuer
         return jwt.decode(
             access_token,
             signing_key.key,
             algorithms=["RS256"],
-            audience="account",
+            # "account" preserves the historical Keycloak-shaped default; it
+            # is inert while verify_aud is off.
+            audience=expected_audience if expected_audience is not None else "account",
+            issuer=expected_issuer,
             options={
-                "verify_aud": False,
+                "verify_aud": expected_audience is not None,
                 "verify_signature": True,
                 "verify_exp": True,
+                "verify_iss": expected_issuer is not None,
             },
             leeway=10,  # accepts tokens generated up to 10 seconds in the past, in case of clock skew
         )
@@ -171,8 +227,8 @@ async def user_details_from_access_token(self, access_token: str) -> User:
 
         # Standard OIDC / Keycloak flow
         try:
-            await self._validate_token(access_token)
-            logger.debug("Token successfully validated.")
+            await self._check_discovery_endpoints(access_token)
+            logger.debug("OIDC discovery document exposes the expected endpoints.")
         except Exception as e:
             if self._is_ssl_error(e):
                 logger.error(
@@ -194,6 +250,10 @@ async def user_details_from_access_token(self, access_token: str) -> User:
                 if self._auth_config.client_id
                 else []
             )
+            # Entra ID emits app roles in the top-level `roles` claim instead of
+            # Keycloak's nested `resource_access.<client_id>.roles`. Merge both
+            # shapes for every issuer, preserving order and dropping duplicates.
+            roles = list(dict.fromkeys(roles + self._extract_claim(data, "roles")))
             groups = self._extract_claim(data, "groups")
 
             logger.info(
diff --git a/sdk/python/feast/permissions/auth_model.py b/sdk/python/feast/permissions/auth_model.py
index aa38c0d8937..c6db30f71aa 100644
--- a/sdk/python/feast/permissions/auth_model.py
+++ b/sdk/python/feast/permissions/auth_model.py
@@ -2,7 +2,7 @@
 
 from typing import Literal, Optional, Tuple
 
-from pydantic import ConfigDict, model_validator
+from pydantic import ConfigDict, Field, model_validator
 
 from feast.repo_config import FeastConfigBaseModel
 
@@ -37,8 +37,25 @@ class AuthConfig(FeastConfigBaseModel):
 class OidcAuthConfig(AuthConfig):
     auth_discovery_url: str
     client_id: Optional[str] = None
+    ui_client_id: Optional[str] = None
     verify_ssl: bool = True
     ca_cert_path: str = ""
+    # When set, incoming tokens must carry a matching `aud` / `iss` claim;
+    # when left unset (the default), the corresponding claim is not verified.
+    # Set these to the values your IdP puts in the token itself, which may
+    # differ from the discovery document (e.g. Entra ID v1.0 tokens validated
+    # against a v2.0 discovery URL).
+    audience: Optional[str] = None
+    issuer: Optional[str] = None
+    # How long the fetched JWK set is reused before the server refetches it.
+    # This also bounds how long a key the IdP has revoked keeps validating
+    # tokens, so lower it if your provider rotates or revokes aggressively;
+    # every reduction costs a corresponding increase in JWKS fetches.
+    jwks_cache_lifespan_seconds: int = Field(default=300, gt=0)
+    # Network timeout for the JWKS fetch. This fetch happens inline on the
+    # request path, so an unresponsive IdP blocks serving for at most this
+    # long.
+    jwks_request_timeout_seconds: float = Field(default=10, gt=0)
 
 
 class OidcClientAuthConfig(OidcAuthConfig):
@@ -50,6 +67,11 @@ class OidcClientAuthConfig(OidcAuthConfig):
     client_secret: Optional[str] = None
     token: Optional[str] = None
     token_env_var: Optional[str] = None
+    # Stop reusing an IdP-issued token this many seconds before it expires,
+    # so a reused token still has life left when the server validates it.
+    # Raise it if clients see sporadic 401s from clock skew or slow calls;
+    # lower it to squeeze more reuse out of short-lived tokens.
+    token_refresh_margin_seconds: float = Field(default=30, gt=0)
 
     @model_validator(mode="after")
     def _validate_credentials(self):
diff --git a/sdk/python/feast/permissions/client/client_auth_token.py b/sdk/python/feast/permissions/client/client_auth_token.py
index 68821e3f9c6..300c1c2ab62 100644
--- a/sdk/python/feast/permissions/client/client_auth_token.py
+++ b/sdk/python/feast/permissions/client/client_auth_token.py
@@ -12,3 +12,16 @@ def get_auth_token(auth_config: AuthConfig) -> str:
         .get_auth_client_manager()
         .get_token()
     )
+
+
+def invalidate_auth_token(auth_config: AuthConfig) -> bool:
+    """Drop any cached token for *auth_config*, returning whether one was held.
+
+    Only the OIDC client manager caches, so this is a no-op for the other auth
+    types. Callers that can observe an authentication failure should use it: a
+    token the IdP revokes mid-life still looks valid to the client until its
+    own expiry, and dropping it bounds that to a single rejected request.
+    """
+    manager = AuthenticationClientManagerFactory(auth_config).get_auth_client_manager()
+    invalidate = getattr(manager, "invalidate_token", None)
+    return bool(invalidate()) if callable(invalidate) else False
diff --git a/sdk/python/feast/permissions/client/grpc_client_auth_interceptor.py b/sdk/python/feast/permissions/client/grpc_client_auth_interceptor.py
index 9a6bef2c072..0384a383b11 100644
--- a/sdk/python/feast/permissions/client/grpc_client_auth_interceptor.py
+++ b/sdk/python/feast/permissions/client/grpc_client_auth_interceptor.py
@@ -5,7 +5,10 @@
 from feast.errors import FeastError
 from feast.permissions.auth.auth_type import AuthType
 from feast.permissions.auth_model import AuthConfig
-from feast.permissions.client.client_auth_token import get_auth_token
+from feast.permissions.client.client_auth_token import (
+    get_auth_token,
+    invalidate_auth_token,
+)
 
 logger = logging.getLogger(__name__)
 
@@ -44,11 +47,37 @@ def _handle_call(self, continuation, client_call_details, request_iterator):
             client_call_details = self._append_auth_header_metadata(client_call_details)
         result = continuation(client_call_details, request_iterator)
         if result.exception() is not None:
+            self._invalidate_token_if_rejected(result)
             mapped_error = FeastError.from_error_detail(result.exception().details())
             if mapped_error is not None:
                 raise mapped_error
         return result
 
+    def _invalidate_token_if_rejected(self, result) -> None:
+        """Drop the cached token when the server rejects it as unauthenticated.
+
+        Tokens are reused until near expiry, so one the IdP revoked mid-life
+        would otherwise keep being presented for the rest of its lifetime.
+        Dropping it here bounds that to the single request that was rejected;
+        the next call fetches a fresh token.
+
+        The call is deliberately not retried. All four interceptor methods
+        share this path, and a stream's ``request_iterator`` may already be
+        consumed, so retrying here could replay a partially-sent stream.
+        """
+        if self._auth_config.type == AuthType.NONE.value:
+            return
+        try:
+            if result.code() != grpc.StatusCode.UNAUTHENTICATED:
+                return
+        except Exception:  # pragma: no cover - result without a status code
+            return
+        if invalidate_auth_token(self._auth_config):
+            logger.debug(
+                "Server rejected the cached auth token; dropped it so the next "
+                "call fetches a fresh one."
+            )
+
     def _append_auth_header_metadata(self, client_call_details):
         logger.debug(
             "Intercepted the grpc api method call to inject Authorization header "
diff --git a/sdk/python/feast/permissions/client/intra_comm_authentication_client_manager.py b/sdk/python/feast/permissions/client/intra_comm_authentication_client_manager.py
index 30476316c12..bdc6159a2f8 100644
--- a/sdk/python/feast/permissions/client/intra_comm_authentication_client_manager.py
+++ b/sdk/python/feast/permissions/client/intra_comm_authentication_client_manager.py
@@ -29,4 +29,4 @@ def get_token(self):
                 f"No Auth client manager implemented for the auth type:{self.auth_config.type}"
             )
 
-        return jwt.encode(payload, "")
+        return jwt.encode(payload, "", algorithm="none")
diff --git a/sdk/python/feast/permissions/client/kubernetes_auth_client_manager.py b/sdk/python/feast/permissions/client/kubernetes_auth_client_manager.py
index 0cee687d08f..ac94b8713ad 100644
--- a/sdk/python/feast/permissions/client/kubernetes_auth_client_manager.py
+++ b/sdk/python/feast/permissions/client/kubernetes_auth_client_manager.py
@@ -22,7 +22,7 @@ def get_token(self):
                 "sub": f":::{intra_communication_base64}",  # Subject claim
             }
 
-            return jwt.encode(payload, "")
+            return jwt.encode(payload, "", algorithm="none")
 
         # Check if user token is provided in config (for external users)
         if hasattr(self.auth_config, "user_token") and self.auth_config.user_token:
diff --git a/sdk/python/feast/permissions/client/oidc_authentication_client_manager.py b/sdk/python/feast/permissions/client/oidc_authentication_client_manager.py
index 84a0c0115c9..6bc6a7ca263 100644
--- a/sdk/python/feast/permissions/client/oidc_authentication_client_manager.py
+++ b/sdk/python/feast/permissions/client/oidc_authentication_client_manager.py
@@ -1,6 +1,8 @@
 import logging
 import os
-from typing import Optional
+import threading
+import time
+from typing import Dict, Optional, Tuple
 
 import jwt
 import requests
@@ -13,6 +15,17 @@
 
 SA_TOKEN_PATH = "/var/run/secrets/kubernetes.io/serviceaccount/token"
 
+# IdP-issued tokens keyed by the token-request identity, stored with their
+# true expiry. The auth interceptors build a fresh manager for every outbound
+# RPC, so instance state would not survive between calls; without this
+# cache every RPC pays a discovery GET plus a token POST against the IdP.
+# The refresh margin is applied on read, not baked into the stored value, so
+# configs sharing IdP credentials but setting different margins can share
+# tokens while each still honors its own margin.
+# Concurrent misses may fetch in parallel (benign: last write wins).
+_token_cache: Dict[Tuple, Tuple[str, float]] = {}
+_token_cache_lock = threading.Lock()
+
 
 class OidcAuthClientManager(AuthenticationClientManager):
     def __init__(self, auth_config: OidcClientAuthConfig):
@@ -24,7 +37,7 @@ def get_token(self):
             payload = {
                 "preferred_username": f"{intra_communication_base64}",
             }
-            return jwt.encode(payload, "")
+            return jwt.encode(payload, "", algorithm="none")
 
         if self.auth_config.token:
             return self.auth_config.token
@@ -67,7 +80,96 @@ def _read_sa_token() -> Optional[str]:
         return None
 
     def _fetch_token_from_idp(self) -> str:
-        """Obtain an access token via client_credentials or ROPG flow."""
+        """Return a cached IdP token, or obtain a fresh one.
+
+        The cache stores each token's true expiry (its ``exp`` claim, falling
+        back to the token response's ``expires_in``), and this config's
+        ``token_refresh_margin_seconds`` is applied when reading. Keeping the
+        margin out of the stored value lets configs that share IdP credentials
+        but set different margins share tokens while each honors its own
+        margin. A token whose expiry is unknowable is not cached, preserving
+        the previous per-call behavior for opaque tokens.
+        """
+        cache_key = self._cache_key()
+        with _token_cache_lock:
+            cached = _token_cache.get(cache_key)
+        if cached is not None:
+            cached_token, cached_expiry = cached
+            margin = self.auth_config.token_refresh_margin_seconds
+            if time.time() < cached_expiry - margin:
+                return cached_token
+
+        access_token, expires_in = self._request_token_from_idp()
+
+        expiry = self._token_expiry(access_token, expires_in)
+        if expiry is not None:
+            now = time.time()
+            with _token_cache_lock:
+                # Prune on miss. Entries are keyed by credential identity, so
+                # the cache is bounded by the number of distinct configs, but
+                # a long-lived process that rotates credentials would otherwise
+                # keep every retired identity forever.
+                for key in [k for k, (_, exp) in _token_cache.items() if exp <= now]:
+                    del _token_cache[key]
+                _token_cache[cache_key] = (access_token, expiry)
+        return access_token
+
+    def _cache_key(self) -> Tuple:
+        """Identity of the token request: same credentials, same token."""
+        return (
+            self.auth_config.auth_discovery_url,
+            self.auth_config.client_id,
+            self.auth_config.client_secret,
+            self.auth_config.username,
+            self.auth_config.password,
+        )
+
+    def invalidate_token(self) -> bool:
+        """Drop this config's cached token so the next call refetches.
+
+        Returns whether an entry was actually removed.
+
+        Reuse means a token the IdP revokes mid-life keeps being presented
+        until its own expiry, where fetching per call self-corrected. Callers
+        that can observe an authentication failure should invalidate on it, so
+        the staleness costs one rejected request rather than the remaining
+        lifetime of the token.
+        """
+        with _token_cache_lock:
+            return _token_cache.pop(self._cache_key(), None) is not None
+
+    @staticmethod
+    def _token_expiry(
+        access_token: str, expires_in: Optional[float]
+    ) -> Optional[float]:
+        """Epoch expiry of *access_token*, or ``None`` when it is unknowable.
+
+        Prefers the token's own ``exp`` claim (authoritative); falls back to
+        the token endpoint's ``expires_in``.
+
+        The refresh margin is deliberately not subtracted here. Storing one
+        caller's deadline would let another config with a wider margin reuse
+        the token past its own safety window, since the margin is not part of
+        the cache key.
+        """
+        exp: Optional[float] = None
+        try:
+            claims = jwt.decode(access_token, options={"verify_signature": False})
+            claim = claims.get("exp")
+            if isinstance(claim, (int, float)):
+                exp = float(claim)
+        except jwt.exceptions.DecodeError:
+            pass
+        if exp is None and isinstance(expires_in, (int, float)):
+            exp = time.time() + float(expires_in)
+        return exp
+
+    def _request_token_from_idp(self) -> Tuple[str, Optional[float]]:
+        """Obtain an access token via client_credentials or ROPG flow.
+
+        Returns the token and the token response's ``expires_in`` (seconds),
+        when the IdP provides one.
+        """
         if self.auth_config.auth_discovery_url is None:
             raise ValueError(
                 "auth_discovery_url is required for IDP token fetch "
@@ -106,13 +208,17 @@ def _fetch_token_from_idp(self) -> str:
         )
 
         if token_response.status_code == 200:
-            access_token = token_response.json()["access_token"]
+            response_body = token_response.json()
+            access_token = response_body["access_token"]
             if not access_token:
                 logger.debug(
                     f"access_token is empty for the client_id=${self.auth_config.client_id}"
                 )
                 raise RuntimeError("access token is empty")
-            return access_token
+            expires_in = response_body.get("expires_in")
+            if not isinstance(expires_in, (int, float)):
+                expires_in = None
+            return access_token, expires_in
         else:
             raise RuntimeError(
                 f"""Failed to obtain oidc access token:url=[{token_endpoint}] {token_response.status_code} - {token_response.text}"""
diff --git a/sdk/python/feast/permissions/enforcer.py b/sdk/python/feast/permissions/enforcer.py
index 4db0241ef5a..c72c25bb9f1 100644
--- a/sdk/python/feast/permissions/enforcer.py
+++ b/sdk/python/feast/permissions/enforcer.py
@@ -23,7 +23,7 @@ def enforce_policy(
     Define the logic to apply the configured permissions when a given action is requested on
     a protected resource.
 
-    If no permissions are defined, the result is to deny the execution.
+    If no permissions are defined, all authenticated users are granted full access.
 
     Args:
         permissions: The configured set of `Permission`.
@@ -40,12 +40,17 @@ def enforce_policy(
         FeastPermissionError: If the current user is not authorized to eecute the requested actions on the given resources (and `filter_only` is `False`).
     """
     if not permissions:
-        # If no permissions are defined, deny access to all resources
-        # This is a security measure to prevent unauthorized access
-        logger.warning("No permissions defined - denying access to all resources")
-        raise FeastPermissionError(
-            "Permissions are not defined - access denied for all resources"
+        if not user.username:
+            raise FeastPermissionError(
+                "No permissions defined and no authenticated user context. "
+                "Access denied."
+            )
+        logger.warning(
+            "No permissions defined in registry. All authenticated users are "
+            "granted full access. Define permissions via permissions.py and "
+            "'feast apply' to enforce fine-grained authorization."
         )
+        return resources
 
     _permitted_resources: list[FeastObject] = []
     for resource in resources:
diff --git a/sdk/python/feast/permissions/permission.py b/sdk/python/feast/permissions/permission.py
index 964ca743e71..64af612c704 100644
--- a/sdk/python/feast/permissions/permission.py
+++ b/sdk/python/feast/permissions/permission.py
@@ -84,7 +84,7 @@ def __init__(
 
     def __eq__(self, other):
         if not isinstance(other, Permission):
-            raise TypeError("Comparisons should only involve Permission class objects.")
+            return False
 
         if (
             self.name != other.name
@@ -277,4 +277,5 @@ def get_type_class_from_permission_type(permission_type: str):
     "VALIDATION_REFERENCE": "feast.saved_dataset.ValidationReference",
     "SAVED_DATASET": "feast.saved_dataset.SavedDataset",
     "PERMISSION": "feast.permissions.permission.Permission",
+    "LABEL_VIEW": "feast.labeling.label_view.LabelView",
 }
diff --git a/sdk/python/feast/permissions/policy.py b/sdk/python/feast/permissions/policy.py
index 30cbb73e992..f50ef863e6f 100644
--- a/sdk/python/feast/permissions/policy.py
+++ b/sdk/python/feast/permissions/policy.py
@@ -80,9 +80,7 @@ def __init__(
 
     def __eq__(self, other):
         if not isinstance(other, RoleBasedPolicy):
-            raise TypeError(
-                "Comparisons should only involve RoleBasedPolicy class objects."
-            )
+            return False
 
         if sorted(self.roles) != sorted(other.roles):
             return False
@@ -148,9 +146,7 @@ def __init__(
 
     def __eq__(self, other):
         if not isinstance(other, GroupBasedPolicy):
-            raise TypeError(
-                "Comparisons should only involve GroupBasedPolicy class objects."
-            )
+            return False
 
         if sorted(self.groups) != sorted(other.groups):
             return False
@@ -206,9 +202,7 @@ def __init__(
 
     def __eq__(self, other):
         if not isinstance(other, NamespaceBasedPolicy):
-            raise TypeError(
-                "Comparisons should only involve NamespaceBasedPolicy class objects."
-            )
+            return False
 
         if sorted(self.namespaces) != sorted(other.namespaces):
             return False
@@ -270,9 +264,7 @@ def __init__(
 
     def __eq__(self, other):
         if not isinstance(other, CombinedGroupNamespacePolicy):
-            raise TypeError(
-                "Comparisons should only involve CombinedGroupNamespacePolicy class objects."
-            )
+            return False
 
         if sorted(self.groups) != sorted(other.groups) or sorted(
             self.namespaces
diff --git a/sdk/python/feast/permissions/security_manager.py b/sdk/python/feast/permissions/security_manager.py
index 1c0bd2aa0c1..6c02922c986 100644
--- a/sdk/python/feast/permissions/security_manager.py
+++ b/sdk/python/feast/permissions/security_manager.py
@@ -31,6 +31,9 @@ def __init__(
         self._current_user: ContextVar[Optional[User]] = ContextVar(
             "current_user", default=None
         )
+        self._current_project: ContextVar[Optional[str]] = ContextVar(
+            "current_project", default=None
+        )
 
     def set_current_user(self, current_user: User):
         """
@@ -38,6 +41,12 @@ def set_current_user(self, current_user: User):
         """
         self._current_user.set(current_user)
 
+    def set_current_project(self, project: Optional[str]):
+        return self._current_project.set(project)
+
+    def reset_current_project(self, token):
+        self._current_project.reset(token)
+
     @property
     def current_user(self) -> Optional[User]:
         """
@@ -51,9 +60,10 @@ def current_user(self) -> Optional[User]:
     def permissions(self) -> list[Permission]:
         """
         Returns:
-            list[Permission]: the list of `Permission` configured in the Feast registry.
+            list[Permission]: the `Permission`s configured for the current request's project.
         """
-        return self._registry.list_permissions(project=self._project)
+        project = self._current_project.get() or self._project
+        return self._registry.list_permissions(project=project)
 
     def assert_permissions(
         self,
diff --git a/sdk/python/feast/permissions/server/grpc.py b/sdk/python/feast/permissions/server/grpc.py
index 9feea47a6cd..805f05ecaae 100644
--- a/sdk/python/feast/permissions/server/grpc.py
+++ b/sdk/python/feast/permissions/server/grpc.py
@@ -30,4 +30,20 @@ def intercept_service(self, continuation, handler_call_details):
             logger.debug(f"User is: {current_user}")
             sm.set_current_user(current_user)
 
-        return continuation(handler_call_details)
+        handler = continuation(handler_call_details)
+        if sm is None or handler is None or handler.unary_unary is None:
+            return handler
+        behavior = handler.unary_unary
+
+        def project_aware_behavior(request, context):
+            token = sm.set_current_project(getattr(request, "project", None))
+            try:
+                return behavior(request, context)
+            finally:
+                sm.reset_current_project(token)
+
+        return grpc.unary_unary_rpc_method_handler(
+            project_aware_behavior,
+            request_deserializer=handler.request_deserializer,
+            response_serializer=handler.response_serializer,
+        )
diff --git a/sdk/python/feast/permissions/server/rest.py b/sdk/python/feast/permissions/server/rest.py
index 05b2cfdd9ac..edf66ff2dec 100644
--- a/sdk/python/feast/permissions/server/rest.py
+++ b/sdk/python/feast/permissions/server/rest.py
@@ -2,7 +2,7 @@
 A module with utility functions to support authorizing the REST servers using the FastAPI framework.
 """
 
-from typing import Any
+from typing import Any, AsyncIterator, Optional
 
 from fastapi import HTTPException
 from fastapi.requests import Request
@@ -13,13 +13,30 @@
 from feast.permissions.security_manager import get_security_manager
 
 
-async def inject_user_details(request: Request) -> Any:
+def _extract_project_from_request(request: Request) -> Optional[str]:
+    """Best-effort project extraction for REST authorization scoping.
+
+    Most registry REST endpoints pass ``project`` as a query parameter.
+    When absent (e.g. POST body-only), ``grpc_call`` still scopes from the
+    protobuf request's ``project`` field.
     """
-    A function to extract the authorization token from a user request, extract the user details and propagate them to the
-    current security manager, if any.
+    project = request.query_params.get("project")
+    if project:
+        return project
+    return None
+
+
+async def inject_user_details(request: Request) -> AsyncIterator[Any]:
+    """
+    Extract the authorization token from a user request, propagate user details
+    to the security manager, and scope permissions to the request project when
+    available (query param ``project``).
+
+    Yields so project context is reset after the request completes.
     """
     sm = get_security_manager()
     current_user = None
+    project_token = None
     if sm is not None:
         try:
             auth_manager = get_auth_manager()
@@ -38,9 +55,18 @@ async def inject_user_details(request: Request) -> Any:
             )
 
             sm.set_current_user(current_user)
+            project = _extract_project_from_request(request)
+            if project is not None:
+                project_token = sm.set_current_project(project)
+        except HTTPException:
+            raise
         except Exception:
             raise HTTPException(
                 status_code=401, detail="Invalid or expired access token"
             )
 
-    return current_user
+    try:
+        yield current_user
+    finally:
+        if sm is not None and project_token is not None:
+            sm.reset_current_project(project_token)
diff --git a/sdk/python/feast/permissions/server/utils.py b/sdk/python/feast/permissions/server/utils.py
index cd72ae58204..e7ace754d99 100644
--- a/sdk/python/feast/permissions/server/utils.py
+++ b/sdk/python/feast/permissions/server/utils.py
@@ -73,6 +73,11 @@ def init_security_manager(auth_type: AuthManagerType, fs: "feast.FeatureStore"):
         registry: The feature store registry.
     """
     if auth_type == AuthManagerType.NONE:
+        logger.warning(
+            "Running with auth_type=no_auth. All endpoints are unauthenticated. "
+            "This is suitable for local development only. For production "
+            "deployments, configure 'kubernetes' or 'oidc' authentication."
+        )
         no_security_manager()
     else:
         # TODO permissions from registry
diff --git a/sdk/python/feast/permissions/user.py b/sdk/python/feast/permissions/user.py
index f80da39a58f..71f13ef30af 100644
--- a/sdk/python/feast/permissions/user.py
+++ b/sdk/python/feast/permissions/user.py
@@ -13,14 +13,14 @@ class User:
     def __init__(
         self,
         username: str,
-        roles: list[str] = [],
-        groups: list[str] = [],
-        namespaces: list[str] = [],
+        roles: Optional[list[str]] = None,
+        groups: Optional[list[str]] = None,
+        namespaces: Optional[list[str]] = None,
     ):
         self._username = username
-        self._roles = roles
-        self._groups = groups
-        self._namespaces = namespaces
+        self._roles = roles if roles is not None else []
+        self._groups = groups if groups is not None else []
+        self._namespaces = namespaces if namespaces is not None else []
 
     @property
     def username(self):
diff --git a/sdk/python/feast/project.py b/sdk/python/feast/project.py
index b9cbaddcaad..309f6eb76b5 100644
--- a/sdk/python/feast/project.py
+++ b/sdk/python/feast/project.py
@@ -82,7 +82,7 @@ def __hash__(self) -> int:
 
     def __eq__(self, other):
         if not isinstance(other, Project):
-            raise TypeError("Comparisons should only involve Project class objects.")
+            return False
 
         if (
             self.name != other.name
diff --git a/sdk/python/feast/project_metadata.py b/sdk/python/feast/project_metadata.py
index 64488a03629..37394a6706b 100644
--- a/sdk/python/feast/project_metadata.py
+++ b/sdk/python/feast/project_metadata.py
@@ -60,9 +60,7 @@ def __hash__(self) -> int:
 
     def __eq__(self, other):
         if not isinstance(other, ProjectMetadata):
-            raise TypeError(
-                "Comparisons should only involve ProjectMetadata class objects."
-            )
+            return False
 
         if (
             self.project_name != other.project_name
diff --git a/sdk/python/feast/proto_json.py b/sdk/python/feast/proto_json.py
index d663e316b03..91cec0c2b66 100644
--- a/sdk/python/feast/proto_json.py
+++ b/sdk/python/feast/proto_json.py
@@ -66,9 +66,15 @@ def to_json_object(printer: _Printer, message: ProtoMessage) -> JsonObject:
         elif which in ("list_val", "set_val"):
             # Nested collection: RepeatedValue containing Values
             repeated = getattr(message, which)
-            value = [
+            value: JsonObject = [
                 printer._MessageToJsonObject(inner_val) for inner_val in repeated.val
             ]
+        elif which == "zoned_timestamp_val":
+            # ZonedTimestamp is a message; render it as an ISO 8601 string in its
+            # stored zone so the result is JSON-serializable (the raw message is not).
+            from feast.feature_server_utils import _zoned_timestamp_to_str
+
+            value = _zoned_timestamp_to_str(message.zoned_timestamp_val)
         elif "_list_" in which:
             value = list(getattr(message, which).val)
         else:
diff --git a/sdk/python/feast/protos/feast/core/Aggregation_pb2.pyi b/sdk/python/feast/protos/feast/core/Aggregation_pb2.pyi
index 4b5c1cac9a9..4c6bd7c089c 100644
--- a/sdk/python/feast/protos/feast/core/Aggregation_pb2.pyi
+++ b/sdk/python/feast/protos/feast/core/Aggregation_pb2.pyi
@@ -2,49 +2,44 @@
 @generated by mypy-protobuf.  Do not edit manually!
 isort:skip_file
 """
-
-from google.protobuf import descriptor as _descriptor
-from google.protobuf import duration_pb2 as _duration_pb2
-from google.protobuf import message as _message
-import builtins as _builtins
+import builtins
+import google.protobuf.descriptor
+import google.protobuf.duration_pb2
+import google.protobuf.message
 import sys
-import typing as _typing
 
-if sys.version_info >= (3, 10):
-    from typing import TypeAlias as _TypeAlias
+if sys.version_info >= (3, 8):
+    import typing as typing_extensions
 else:
-    from typing_extensions import TypeAlias as _TypeAlias
+    import typing_extensions
 
-DESCRIPTOR: _descriptor.FileDescriptor
+DESCRIPTOR: google.protobuf.descriptor.FileDescriptor
 
-@_typing.final
-class Aggregation(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class Aggregation(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    COLUMN_FIELD_NUMBER: _builtins.int
-    FUNCTION_FIELD_NUMBER: _builtins.int
-    TIME_WINDOW_FIELD_NUMBER: _builtins.int
-    SLIDE_INTERVAL_FIELD_NUMBER: _builtins.int
-    NAME_FIELD_NUMBER: _builtins.int
-    column: _builtins.str
-    function: _builtins.str
-    name: _builtins.str
-    @_builtins.property
-    def time_window(self) -> _duration_pb2.Duration: ...
-    @_builtins.property
-    def slide_interval(self) -> _duration_pb2.Duration: ...
+    COLUMN_FIELD_NUMBER: builtins.int
+    FUNCTION_FIELD_NUMBER: builtins.int
+    TIME_WINDOW_FIELD_NUMBER: builtins.int
+    SLIDE_INTERVAL_FIELD_NUMBER: builtins.int
+    NAME_FIELD_NUMBER: builtins.int
+    column: builtins.str
+    function: builtins.str
+    @property
+    def time_window(self) -> google.protobuf.duration_pb2.Duration: ...
+    @property
+    def slide_interval(self) -> google.protobuf.duration_pb2.Duration: ...
+    name: builtins.str
     def __init__(
         self,
         *,
-        column: _builtins.str = ...,
-        function: _builtins.str = ...,
-        time_window: _duration_pb2.Duration | None = ...,
-        slide_interval: _duration_pb2.Duration | None = ...,
-        name: _builtins.str = ...,
+        column: builtins.str = ...,
+        function: builtins.str = ...,
+        time_window: google.protobuf.duration_pb2.Duration | None = ...,
+        slide_interval: google.protobuf.duration_pb2.Duration | None = ...,
+        name: builtins.str = ...,
     ) -> None: ...
-    _HasFieldArgType: _TypeAlias = _typing.Literal["slide_interval", b"slide_interval", "time_window", b"time_window"]  # noqa: Y015
-    def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["column", b"column", "function", b"function", "name", b"name", "slide_interval", b"slide_interval", "time_window", b"time_window"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def HasField(self, field_name: typing_extensions.Literal["slide_interval", b"slide_interval", "time_window", b"time_window"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["column", b"column", "function", b"function", "name", b"name", "slide_interval", b"slide_interval", "time_window", b"time_window"]) -> None: ...
 
-Global___Aggregation: _TypeAlias = Aggregation  # noqa: Y015
+global___Aggregation = Aggregation
diff --git a/sdk/python/feast/protos/feast/core/DataFormat_pb2.pyi b/sdk/python/feast/protos/feast/core/DataFormat_pb2.pyi
index fa5291fac26..193fb82a776 100644
--- a/sdk/python/feast/protos/feast/core/DataFormat_pb2.pyi
+++ b/sdk/python/feast/protos/feast/core/DataFormat_pb2.pyi
@@ -16,318 +16,272 @@ WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 See the License for the specific language governing permissions and
 limitations under the License.
 """
-
-from collections import abc as _abc
-from google.protobuf import descriptor as _descriptor
-from google.protobuf import message as _message
-from google.protobuf.internal import containers as _containers
-import builtins as _builtins
+import builtins
+import collections.abc
+import google.protobuf.descriptor
+import google.protobuf.internal.containers
+import google.protobuf.message
 import sys
-import typing as _typing
-
-if sys.version_info >= (3, 10):
-    from typing import TypeAlias as _TypeAlias
-else:
-    from typing_extensions import TypeAlias as _TypeAlias
 
-if sys.version_info >= (3, 13):
-    from warnings import deprecated as _deprecated
+if sys.version_info >= (3, 8):
+    import typing as typing_extensions
 else:
-    from typing_extensions import deprecated as _deprecated
+    import typing_extensions
 
-DESCRIPTOR: _descriptor.FileDescriptor
+DESCRIPTOR: google.protobuf.descriptor.FileDescriptor
 
-@_typing.final
-class FileFormat(_message.Message):
+class FileFormat(google.protobuf.message.Message):
     """Defines the file format encoding the features/entity data in files"""
 
-    DESCRIPTOR: _descriptor.Descriptor
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    @_typing.final
-    class ParquetFormat(_message.Message):
+    class ParquetFormat(google.protobuf.message.Message):
         """Defines options for the Parquet data format"""
 
-        DESCRIPTOR: _descriptor.Descriptor
+        DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
         def __init__(
             self,
         ) -> None: ...
 
-    PARQUET_FORMAT_FIELD_NUMBER: _builtins.int
-    DELTA_FORMAT_FIELD_NUMBER: _builtins.int
-    @_builtins.property
-    def parquet_format(self) -> Global___FileFormat.ParquetFormat: ...
-    @_builtins.property
-    @_deprecated("""This field has been marked as deprecated using proto field options.""")
-    def delta_format(self) -> Global___TableFormat.DeltaFormat:
+    PARQUET_FORMAT_FIELD_NUMBER: builtins.int
+    DELTA_FORMAT_FIELD_NUMBER: builtins.int
+    @property
+    def parquet_format(self) -> global___FileFormat.ParquetFormat: ...
+    @property
+    def delta_format(self) -> global___TableFormat.DeltaFormat:
         """Deprecated: Delta Lake is a table format, not a file format.
         Use TableFormat.DeltaFormat instead for Delta Lake support.
         """
-
     def __init__(
         self,
         *,
-        parquet_format: Global___FileFormat.ParquetFormat | None = ...,
-        delta_format: Global___TableFormat.DeltaFormat | None = ...,
+        parquet_format: global___FileFormat.ParquetFormat | None = ...,
+        delta_format: global___TableFormat.DeltaFormat | None = ...,
     ) -> None: ...
-    _HasFieldArgType: _TypeAlias = _typing.Literal["delta_format", b"delta_format", "format", b"format", "parquet_format", b"parquet_format"]  # noqa: Y015
-    def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["delta_format", b"delta_format", "format", b"format", "parquet_format", b"parquet_format"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
-    _WhichOneofReturnType_format: _TypeAlias = _typing.Literal["parquet_format", "delta_format"]  # noqa: Y015
-    _WhichOneofArgType_format: _TypeAlias = _typing.Literal["format", b"format"]  # noqa: Y015
-    def WhichOneof(self, oneof_group: _WhichOneofArgType_format) -> _WhichOneofReturnType_format | None: ...
-
-Global___FileFormat: _TypeAlias = FileFormat  # noqa: Y015
-
-@_typing.final
-class TableFormat(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
-
-    @_typing.final
-    class IcebergFormat(_message.Message):
+    def HasField(self, field_name: typing_extensions.Literal["delta_format", b"delta_format", "format", b"format", "parquet_format", b"parquet_format"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["delta_format", b"delta_format", "format", b"format", "parquet_format", b"parquet_format"]) -> None: ...
+    def WhichOneof(self, oneof_group: typing_extensions.Literal["format", b"format"]) -> typing_extensions.Literal["parquet_format", "delta_format"] | None: ...
+
+global___FileFormat = FileFormat
+
+class TableFormat(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
+
+    class IcebergFormat(google.protobuf.message.Message):
         """Defines options for Apache Iceberg table format"""
 
-        DESCRIPTOR: _descriptor.Descriptor
+        DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-        @_typing.final
-        class PropertiesEntry(_message.Message):
-            DESCRIPTOR: _descriptor.Descriptor
+        class PropertiesEntry(google.protobuf.message.Message):
+            DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-            KEY_FIELD_NUMBER: _builtins.int
-            VALUE_FIELD_NUMBER: _builtins.int
-            key: _builtins.str
-            value: _builtins.str
+            KEY_FIELD_NUMBER: builtins.int
+            VALUE_FIELD_NUMBER: builtins.int
+            key: builtins.str
+            value: builtins.str
             def __init__(
                 self,
                 *,
-                key: _builtins.str = ...,
-                value: _builtins.str = ...,
+                key: builtins.str = ...,
+                value: builtins.str = ...,
             ) -> None: ...
-            _ClearFieldArgType: _TypeAlias = _typing.Literal["key", b"key", "value", b"value"]  # noqa: Y015
-            def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+            def ClearField(self, field_name: typing_extensions.Literal["key", b"key", "value", b"value"]) -> None: ...
 
-        CATALOG_FIELD_NUMBER: _builtins.int
-        NAMESPACE_FIELD_NUMBER: _builtins.int
-        PROPERTIES_FIELD_NUMBER: _builtins.int
-        catalog: _builtins.str
+        CATALOG_FIELD_NUMBER: builtins.int
+        NAMESPACE_FIELD_NUMBER: builtins.int
+        PROPERTIES_FIELD_NUMBER: builtins.int
+        catalog: builtins.str
         """Optional catalog name for the Iceberg table"""
-        namespace: _builtins.str
+        namespace: builtins.str
         """Optional namespace (schema/database) within the catalog"""
-        @_builtins.property
-        def properties(self) -> _containers.ScalarMap[_builtins.str, _builtins.str]:
+        @property
+        def properties(self) -> google.protobuf.internal.containers.ScalarMap[builtins.str, builtins.str]:
             """Additional properties for Iceberg configuration
             Examples: warehouse location, snapshot-id, as-of-timestamp, etc.
             """
-
         def __init__(
             self,
             *,
-            catalog: _builtins.str = ...,
-            namespace: _builtins.str = ...,
-            properties: _abc.Mapping[_builtins.str, _builtins.str] | None = ...,
+            catalog: builtins.str = ...,
+            namespace: builtins.str = ...,
+            properties: collections.abc.Mapping[builtins.str, builtins.str] | None = ...,
         ) -> None: ...
-        _ClearFieldArgType: _TypeAlias = _typing.Literal["catalog", b"catalog", "namespace", b"namespace", "properties", b"properties"]  # noqa: Y015
-        def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+        def ClearField(self, field_name: typing_extensions.Literal["catalog", b"catalog", "namespace", b"namespace", "properties", b"properties"]) -> None: ...
 
-    @_typing.final
-    class DeltaFormat(_message.Message):
+    class DeltaFormat(google.protobuf.message.Message):
         """Defines options for Delta Lake table format"""
 
-        DESCRIPTOR: _descriptor.Descriptor
+        DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-        @_typing.final
-        class PropertiesEntry(_message.Message):
-            DESCRIPTOR: _descriptor.Descriptor
+        class PropertiesEntry(google.protobuf.message.Message):
+            DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-            KEY_FIELD_NUMBER: _builtins.int
-            VALUE_FIELD_NUMBER: _builtins.int
-            key: _builtins.str
-            value: _builtins.str
+            KEY_FIELD_NUMBER: builtins.int
+            VALUE_FIELD_NUMBER: builtins.int
+            key: builtins.str
+            value: builtins.str
             def __init__(
                 self,
                 *,
-                key: _builtins.str = ...,
-                value: _builtins.str = ...,
+                key: builtins.str = ...,
+                value: builtins.str = ...,
             ) -> None: ...
-            _ClearFieldArgType: _TypeAlias = _typing.Literal["key", b"key", "value", b"value"]  # noqa: Y015
-            def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+            def ClearField(self, field_name: typing_extensions.Literal["key", b"key", "value", b"value"]) -> None: ...
 
-        CHECKPOINT_LOCATION_FIELD_NUMBER: _builtins.int
-        PROPERTIES_FIELD_NUMBER: _builtins.int
-        checkpoint_location: _builtins.str
+        CHECKPOINT_LOCATION_FIELD_NUMBER: builtins.int
+        PROPERTIES_FIELD_NUMBER: builtins.int
+        checkpoint_location: builtins.str
         """Optional checkpoint location for Delta transaction logs"""
-        @_builtins.property
-        def properties(self) -> _containers.ScalarMap[_builtins.str, _builtins.str]:
+        @property
+        def properties(self) -> google.protobuf.internal.containers.ScalarMap[builtins.str, builtins.str]:
             """Additional properties for Delta configuration
             Examples: auto-optimize settings, vacuum settings, etc.
             """
-
         def __init__(
             self,
             *,
-            checkpoint_location: _builtins.str = ...,
-            properties: _abc.Mapping[_builtins.str, _builtins.str] | None = ...,
+            checkpoint_location: builtins.str = ...,
+            properties: collections.abc.Mapping[builtins.str, builtins.str] | None = ...,
         ) -> None: ...
-        _ClearFieldArgType: _TypeAlias = _typing.Literal["checkpoint_location", b"checkpoint_location", "properties", b"properties"]  # noqa: Y015
-        def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+        def ClearField(self, field_name: typing_extensions.Literal["checkpoint_location", b"checkpoint_location", "properties", b"properties"]) -> None: ...
 
-    @_typing.final
-    class HudiFormat(_message.Message):
+    class HudiFormat(google.protobuf.message.Message):
         """Defines options for Apache Hudi table format"""
 
-        DESCRIPTOR: _descriptor.Descriptor
+        DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-        @_typing.final
-        class PropertiesEntry(_message.Message):
-            DESCRIPTOR: _descriptor.Descriptor
+        class PropertiesEntry(google.protobuf.message.Message):
+            DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-            KEY_FIELD_NUMBER: _builtins.int
-            VALUE_FIELD_NUMBER: _builtins.int
-            key: _builtins.str
-            value: _builtins.str
+            KEY_FIELD_NUMBER: builtins.int
+            VALUE_FIELD_NUMBER: builtins.int
+            key: builtins.str
+            value: builtins.str
             def __init__(
                 self,
                 *,
-                key: _builtins.str = ...,
-                value: _builtins.str = ...,
+                key: builtins.str = ...,
+                value: builtins.str = ...,
             ) -> None: ...
-            _ClearFieldArgType: _TypeAlias = _typing.Literal["key", b"key", "value", b"value"]  # noqa: Y015
-            def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
-
-        TABLE_TYPE_FIELD_NUMBER: _builtins.int
-        RECORD_KEY_FIELD_NUMBER: _builtins.int
-        PRECOMBINE_FIELD_FIELD_NUMBER: _builtins.int
-        PROPERTIES_FIELD_NUMBER: _builtins.int
-        table_type: _builtins.str
+            def ClearField(self, field_name: typing_extensions.Literal["key", b"key", "value", b"value"]) -> None: ...
+
+        TABLE_TYPE_FIELD_NUMBER: builtins.int
+        RECORD_KEY_FIELD_NUMBER: builtins.int
+        PRECOMBINE_FIELD_FIELD_NUMBER: builtins.int
+        PROPERTIES_FIELD_NUMBER: builtins.int
+        table_type: builtins.str
         """Type of Hudi table (COPY_ON_WRITE or MERGE_ON_READ)"""
-        record_key: _builtins.str
+        record_key: builtins.str
         """Field(s) that uniquely identify a record"""
-        precombine_field: _builtins.str
+        precombine_field: builtins.str
         """Field used to determine the latest version of a record"""
-        @_builtins.property
-        def properties(self) -> _containers.ScalarMap[_builtins.str, _builtins.str]:
+        @property
+        def properties(self) -> google.protobuf.internal.containers.ScalarMap[builtins.str, builtins.str]:
             """Additional properties for Hudi configuration
             Examples: compaction strategy, indexing options, etc.
             """
-
         def __init__(
             self,
             *,
-            table_type: _builtins.str = ...,
-            record_key: _builtins.str = ...,
-            precombine_field: _builtins.str = ...,
-            properties: _abc.Mapping[_builtins.str, _builtins.str] | None = ...,
+            table_type: builtins.str = ...,
+            record_key: builtins.str = ...,
+            precombine_field: builtins.str = ...,
+            properties: collections.abc.Mapping[builtins.str, builtins.str] | None = ...,
         ) -> None: ...
-        _ClearFieldArgType: _TypeAlias = _typing.Literal["precombine_field", b"precombine_field", "properties", b"properties", "record_key", b"record_key", "table_type", b"table_type"]  # noqa: Y015
-        def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
-
-    ICEBERG_FORMAT_FIELD_NUMBER: _builtins.int
-    DELTA_FORMAT_FIELD_NUMBER: _builtins.int
-    HUDI_FORMAT_FIELD_NUMBER: _builtins.int
-    @_builtins.property
-    def iceberg_format(self) -> Global___TableFormat.IcebergFormat: ...
-    @_builtins.property
-    def delta_format(self) -> Global___TableFormat.DeltaFormat: ...
-    @_builtins.property
-    def hudi_format(self) -> Global___TableFormat.HudiFormat: ...
+        def ClearField(self, field_name: typing_extensions.Literal["precombine_field", b"precombine_field", "properties", b"properties", "record_key", b"record_key", "table_type", b"table_type"]) -> None: ...
+
+    ICEBERG_FORMAT_FIELD_NUMBER: builtins.int
+    DELTA_FORMAT_FIELD_NUMBER: builtins.int
+    HUDI_FORMAT_FIELD_NUMBER: builtins.int
+    @property
+    def iceberg_format(self) -> global___TableFormat.IcebergFormat: ...
+    @property
+    def delta_format(self) -> global___TableFormat.DeltaFormat: ...
+    @property
+    def hudi_format(self) -> global___TableFormat.HudiFormat: ...
     def __init__(
         self,
         *,
-        iceberg_format: Global___TableFormat.IcebergFormat | None = ...,
-        delta_format: Global___TableFormat.DeltaFormat | None = ...,
-        hudi_format: Global___TableFormat.HudiFormat | None = ...,
+        iceberg_format: global___TableFormat.IcebergFormat | None = ...,
+        delta_format: global___TableFormat.DeltaFormat | None = ...,
+        hudi_format: global___TableFormat.HudiFormat | None = ...,
     ) -> None: ...
-    _HasFieldArgType: _TypeAlias = _typing.Literal["delta_format", b"delta_format", "format", b"format", "hudi_format", b"hudi_format", "iceberg_format", b"iceberg_format"]  # noqa: Y015
-    def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["delta_format", b"delta_format", "format", b"format", "hudi_format", b"hudi_format", "iceberg_format", b"iceberg_format"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
-    _WhichOneofReturnType_format: _TypeAlias = _typing.Literal["iceberg_format", "delta_format", "hudi_format"]  # noqa: Y015
-    _WhichOneofArgType_format: _TypeAlias = _typing.Literal["format", b"format"]  # noqa: Y015
-    def WhichOneof(self, oneof_group: _WhichOneofArgType_format) -> _WhichOneofReturnType_format | None: ...
-
-Global___TableFormat: _TypeAlias = TableFormat  # noqa: Y015
-
-@_typing.final
-class StreamFormat(_message.Message):
+    def HasField(self, field_name: typing_extensions.Literal["delta_format", b"delta_format", "format", b"format", "hudi_format", b"hudi_format", "iceberg_format", b"iceberg_format"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["delta_format", b"delta_format", "format", b"format", "hudi_format", b"hudi_format", "iceberg_format", b"iceberg_format"]) -> None: ...
+    def WhichOneof(self, oneof_group: typing_extensions.Literal["format", b"format"]) -> typing_extensions.Literal["iceberg_format", "delta_format", "hudi_format"] | None: ...
+
+global___TableFormat = TableFormat
+
+class StreamFormat(google.protobuf.message.Message):
     """Defines the data format encoding features/entity data in data streams"""
 
-    DESCRIPTOR: _descriptor.Descriptor
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    @_typing.final
-    class ProtoFormat(_message.Message):
+    class ProtoFormat(google.protobuf.message.Message):
         """Defines options for the protobuf data format"""
 
-        DESCRIPTOR: _descriptor.Descriptor
+        DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-        CLASS_PATH_FIELD_NUMBER: _builtins.int
-        class_path: _builtins.str
+        CLASS_PATH_FIELD_NUMBER: builtins.int
+        class_path: builtins.str
         """Classpath to the generated Java Protobuf class that can be used to decode
         Feature data from the obtained stream message
         """
         def __init__(
             self,
             *,
-            class_path: _builtins.str = ...,
+            class_path: builtins.str = ...,
         ) -> None: ...
-        _ClearFieldArgType: _TypeAlias = _typing.Literal["class_path", b"class_path"]  # noqa: Y015
-        def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+        def ClearField(self, field_name: typing_extensions.Literal["class_path", b"class_path"]) -> None: ...
 
-    @_typing.final
-    class AvroFormat(_message.Message):
+    class AvroFormat(google.protobuf.message.Message):
         """Defines options for the avro data format"""
 
-        DESCRIPTOR: _descriptor.Descriptor
+        DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-        SCHEMA_JSON_FIELD_NUMBER: _builtins.int
-        schema_json: _builtins.str
+        SCHEMA_JSON_FIELD_NUMBER: builtins.int
+        schema_json: builtins.str
         """Optional if used in a File DataSource as schema is embedded in avro file.
         Specifies the schema of the Avro message as JSON string.
         """
         def __init__(
             self,
             *,
-            schema_json: _builtins.str = ...,
+            schema_json: builtins.str = ...,
         ) -> None: ...
-        _ClearFieldArgType: _TypeAlias = _typing.Literal["schema_json", b"schema_json"]  # noqa: Y015
-        def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+        def ClearField(self, field_name: typing_extensions.Literal["schema_json", b"schema_json"]) -> None: ...
 
-    @_typing.final
-    class JsonFormat(_message.Message):
-        DESCRIPTOR: _descriptor.Descriptor
+    class JsonFormat(google.protobuf.message.Message):
+        DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-        SCHEMA_JSON_FIELD_NUMBER: _builtins.int
-        schema_json: _builtins.str
+        SCHEMA_JSON_FIELD_NUMBER: builtins.int
+        schema_json: builtins.str
         def __init__(
             self,
             *,
-            schema_json: _builtins.str = ...,
+            schema_json: builtins.str = ...,
         ) -> None: ...
-        _ClearFieldArgType: _TypeAlias = _typing.Literal["schema_json", b"schema_json"]  # noqa: Y015
-        def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
-
-    AVRO_FORMAT_FIELD_NUMBER: _builtins.int
-    PROTO_FORMAT_FIELD_NUMBER: _builtins.int
-    JSON_FORMAT_FIELD_NUMBER: _builtins.int
-    @_builtins.property
-    def avro_format(self) -> Global___StreamFormat.AvroFormat: ...
-    @_builtins.property
-    def proto_format(self) -> Global___StreamFormat.ProtoFormat: ...
-    @_builtins.property
-    def json_format(self) -> Global___StreamFormat.JsonFormat: ...
+        def ClearField(self, field_name: typing_extensions.Literal["schema_json", b"schema_json"]) -> None: ...
+
+    AVRO_FORMAT_FIELD_NUMBER: builtins.int
+    PROTO_FORMAT_FIELD_NUMBER: builtins.int
+    JSON_FORMAT_FIELD_NUMBER: builtins.int
+    @property
+    def avro_format(self) -> global___StreamFormat.AvroFormat: ...
+    @property
+    def proto_format(self) -> global___StreamFormat.ProtoFormat: ...
+    @property
+    def json_format(self) -> global___StreamFormat.JsonFormat: ...
     def __init__(
         self,
         *,
-        avro_format: Global___StreamFormat.AvroFormat | None = ...,
-        proto_format: Global___StreamFormat.ProtoFormat | None = ...,
-        json_format: Global___StreamFormat.JsonFormat | None = ...,
+        avro_format: global___StreamFormat.AvroFormat | None = ...,
+        proto_format: global___StreamFormat.ProtoFormat | None = ...,
+        json_format: global___StreamFormat.JsonFormat | None = ...,
     ) -> None: ...
-    _HasFieldArgType: _TypeAlias = _typing.Literal["avro_format", b"avro_format", "format", b"format", "json_format", b"json_format", "proto_format", b"proto_format"]  # noqa: Y015
-    def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["avro_format", b"avro_format", "format", b"format", "json_format", b"json_format", "proto_format", b"proto_format"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
-    _WhichOneofReturnType_format: _TypeAlias = _typing.Literal["avro_format", "proto_format", "json_format"]  # noqa: Y015
-    _WhichOneofArgType_format: _TypeAlias = _typing.Literal["format", b"format"]  # noqa: Y015
-    def WhichOneof(self, oneof_group: _WhichOneofArgType_format) -> _WhichOneofReturnType_format | None: ...
-
-Global___StreamFormat: _TypeAlias = StreamFormat  # noqa: Y015
+    def HasField(self, field_name: typing_extensions.Literal["avro_format", b"avro_format", "format", b"format", "json_format", b"json_format", "proto_format", b"proto_format"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["avro_format", b"avro_format", "format", b"format", "json_format", b"json_format", "proto_format", b"proto_format"]) -> None: ...
+    def WhichOneof(self, oneof_group: typing_extensions.Literal["format", b"format"]) -> typing_extensions.Literal["avro_format", "proto_format", "json_format"] | None: ...
+
+global___StreamFormat = StreamFormat
diff --git a/sdk/python/feast/protos/feast/core/DataSource_pb2.py b/sdk/python/feast/protos/feast/core/DataSource_pb2.py
index f3086233584..3ad9ab1807b 100644
--- a/sdk/python/feast/protos/feast/core/DataSource_pb2.py
+++ b/sdk/python/feast/protos/feast/core/DataSource_pb2.py
@@ -19,7 +19,7 @@
 from feast.protos.feast.core import Feature_pb2 as feast_dot_core_dot_Feature__pb2
 
 
-DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n\x1b\x66\x65\x61st/core/DataSource.proto\x12\nfeast.core\x1a\x1egoogle/protobuf/duration.proto\x1a\x1fgoogle/protobuf/timestamp.proto\x1a\x1b\x66\x65\x61st/core/DataFormat.proto\x1a\x17\x66\x65\x61st/types/Value.proto\x1a\x18\x66\x65\x61st/core/Feature.proto\"\x89\x18\n\nDataSource\x12\x0c\n\x04name\x18\x14 \x01(\t\x12\x0f\n\x07project\x18\x15 \x01(\t\x12\x13\n\x0b\x64\x65scription\x18\x17 \x01(\t\x12.\n\x04tags\x18\x18 \x03(\x0b\x32 .feast.core.DataSource.TagsEntry\x12\r\n\x05owner\x18\x19 \x01(\t\x12/\n\x04type\x18\x01 \x01(\x0e\x32!.feast.core.DataSource.SourceType\x12?\n\rfield_mapping\x18\x02 \x03(\x0b\x32(.feast.core.DataSource.FieldMappingEntry\x12\x17\n\x0ftimestamp_field\x18\x03 \x01(\t\x12\x1d\n\x15\x64\x61te_partition_column\x18\x04 \x01(\t\x12 \n\x18\x63reated_timestamp_column\x18\x05 \x01(\t\x12\x1e\n\x16\x64\x61ta_source_class_type\x18\x11 \x01(\t\x12,\n\x0c\x62\x61tch_source\x18\x1a \x01(\x0b\x32\x16.feast.core.DataSource\x12/\n\x04meta\x18\x32 \x01(\x0b\x32!.feast.core.DataSource.SourceMeta\x12:\n\x0c\x66ile_options\x18\x0b \x01(\x0b\x32\".feast.core.DataSource.FileOptionsH\x00\x12\x42\n\x10\x62igquery_options\x18\x0c \x01(\x0b\x32&.feast.core.DataSource.BigQueryOptionsH\x00\x12<\n\rkafka_options\x18\r \x01(\x0b\x32#.feast.core.DataSource.KafkaOptionsH\x00\x12@\n\x0fkinesis_options\x18\x0e \x01(\x0b\x32%.feast.core.DataSource.KinesisOptionsH\x00\x12\x42\n\x10redshift_options\x18\x0f \x01(\x0b\x32&.feast.core.DataSource.RedshiftOptionsH\x00\x12I\n\x14request_data_options\x18\x12 \x01(\x0b\x32).feast.core.DataSource.RequestDataOptionsH\x00\x12\x44\n\x0e\x63ustom_options\x18\x10 \x01(\x0b\x32*.feast.core.DataSource.CustomSourceOptionsH\x00\x12\x44\n\x11snowflake_options\x18\x13 \x01(\x0b\x32\'.feast.core.DataSource.SnowflakeOptionsH\x00\x12:\n\x0cpush_options\x18\x16 \x01(\x0b\x32\".feast.core.DataSource.PushOptionsH\x00\x12<\n\rspark_options\x18\x1b \x01(\x0b\x32#.feast.core.DataSource.SparkOptionsH\x00\x12<\n\rtrino_options\x18\x1e \x01(\x0b\x32#.feast.core.DataSource.TrinoOptionsH\x00\x12>\n\x0e\x61thena_options\x18# \x01(\x0b\x32$.feast.core.DataSource.AthenaOptionsH\x00\x1a+\n\tTagsEntry\x12\x0b\n\x03key\x18\x01 \x01(\t\x12\r\n\x05value\x18\x02 \x01(\t:\x02\x38\x01\x1a\x33\n\x11\x46ieldMappingEntry\x12\x0b\n\x03key\x18\x01 \x01(\t\x12\r\n\x05value\x18\x02 \x01(\t:\x02\x38\x01\x1a\xf5\x01\n\nSourceMeta\x12:\n\x16\x65\x61rliestEventTimestamp\x18\x01 \x01(\x0b\x32\x1a.google.protobuf.Timestamp\x12\x38\n\x14latestEventTimestamp\x18\x02 \x01(\x0b\x32\x1a.google.protobuf.Timestamp\x12\x35\n\x11\x63reated_timestamp\x18\x03 \x01(\x0b\x32\x1a.google.protobuf.Timestamp\x12:\n\x16last_updated_timestamp\x18\x04 \x01(\x0b\x32\x1a.google.protobuf.Timestamp\x1a\x65\n\x0b\x46ileOptions\x12+\n\x0b\x66ile_format\x18\x01 \x01(\x0b\x32\x16.feast.core.FileFormat\x12\x0b\n\x03uri\x18\x02 \x01(\t\x12\x1c\n\x14s3_endpoint_override\x18\x03 \x01(\t\x1a/\n\x0f\x42igQueryOptions\x12\r\n\x05table\x18\x01 \x01(\t\x12\r\n\x05query\x18\x02 \x01(\t\x1a,\n\x0cTrinoOptions\x12\r\n\x05table\x18\x01 \x01(\t\x12\r\n\x05query\x18\x02 \x01(\t\x1a\xae\x01\n\x0cKafkaOptions\x12\x1f\n\x17kafka_bootstrap_servers\x18\x01 \x01(\t\x12\r\n\x05topic\x18\x02 \x01(\t\x12\x30\n\x0emessage_format\x18\x03 \x01(\x0b\x32\x18.feast.core.StreamFormat\x12<\n\x19watermark_delay_threshold\x18\x04 \x01(\x0b\x32\x19.google.protobuf.Duration\x1a\x66\n\x0eKinesisOptions\x12\x0e\n\x06region\x18\x01 \x01(\t\x12\x13\n\x0bstream_name\x18\x02 \x01(\t\x12/\n\rrecord_format\x18\x03 \x01(\x0b\x32\x18.feast.core.StreamFormat\x1aQ\n\x0fRedshiftOptions\x12\r\n\x05table\x18\x01 \x01(\t\x12\r\n\x05query\x18\x02 \x01(\t\x12\x0e\n\x06schema\x18\x03 \x01(\t\x12\x10\n\x08\x64\x61tabase\x18\x04 \x01(\t\x1aT\n\rAthenaOptions\x12\r\n\x05table\x18\x01 \x01(\t\x12\r\n\x05query\x18\x02 \x01(\t\x12\x10\n\x08\x64\x61tabase\x18\x03 \x01(\t\x12\x13\n\x0b\x64\x61ta_source\x18\x04 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\x01(\x0e\x32\x1b.feast.types.ValueType.Enum:\x02\x38\x01J\x04\x08\x01\x10\x02\x1a\x13\n\x0bPushOptionsJ\x04\x08\x01\x10\x02\"\xf8\x01\n\nSourceType\x12\x0b\n\x07INVALID\x10\x00\x12\x0e\n\nBATCH_FILE\x10\x01\x12\x13\n\x0f\x42\x41TCH_SNOWFLAKE\x10\x08\x12\x12\n\x0e\x42\x41TCH_BIGQUERY\x10\x02\x12\x12\n\x0e\x42\x41TCH_REDSHIFT\x10\x05\x12\x10\n\x0cSTREAM_KAFKA\x10\x03\x12\x12\n\x0eSTREAM_KINESIS\x10\x04\x12\x11\n\rCUSTOM_SOURCE\x10\x06\x12\x12\n\x0eREQUEST_SOURCE\x10\x07\x12\x0f\n\x0bPUSH_SOURCE\x10\t\x12\x0f\n\x0b\x42\x41TCH_TRINO\x10\n\x12\x0f\n\x0b\x42\x41TCH_SPARK\x10\x0b\x12\x10\n\x0c\x42\x41TCH_ATHENA\x10\x0c\x42\t\n\x07optionsJ\x04\x08\x06\x10\x0b\"=\n\x0e\x44\x61taSourceList\x12+\n\x0b\x64\x61tasources\x18\x01 \x03(\x0b\x32\x16.feast.core.DataSourceBT\n\x10\x66\x65\x61st.proto.coreB\x0f\x44\x61taSourceProtoZ/github.com/feast-dev/feast/go/protos/feast/coreb\x06proto3')
+DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n\x1b\x66\x65\x61st/core/DataSource.proto\x12\nfeast.core\x1a\x1egoogle/protobuf/duration.proto\x1a\x1fgoogle/protobuf/timestamp.proto\x1a\x1b\x66\x65\x61st/core/DataFormat.proto\x1a\x17\x66\x65\x61st/types/Value.proto\x1a\x18\x66\x65\x61st/core/Feature.proto\"\xba\x18\n\nDataSource\x12\x0c\n\x04name\x18\x14 \x01(\t\x12\x0f\n\x07project\x18\x15 \x01(\t\x12\x13\n\x0b\x64\x65scription\x18\x17 \x01(\t\x12.\n\x04tags\x18\x18 \x03(\x0b\x32 .feast.core.DataSource.TagsEntry\x12\r\n\x05owner\x18\x19 \x01(\t\x12/\n\x04type\x18\x01 \x01(\x0e\x32!.feast.core.DataSource.SourceType\x12?\n\rfield_mapping\x18\x02 \x03(\x0b\x32(.feast.core.DataSource.FieldMappingEntry\x12\x17\n\x0ftimestamp_field\x18\x03 \x01(\t\x12\x1d\n\x15\x64\x61te_partition_column\x18\x04 \x01(\t\x12 \n\x18\x63reated_timestamp_column\x18\x05 \x01(\t\x12\x1c\n\x14timestamp_field_type\x18\x1c \x01(\t\x12\x1e\n\x16\x64\x61ta_source_class_type\x18\x11 \x01(\t\x12,\n\x0c\x62\x61tch_source\x18\x1a \x01(\x0b\x32\x16.feast.core.DataSource\x12/\n\x04meta\x18\x32 \x01(\x0b\x32!.feast.core.DataSource.SourceMeta\x12:\n\x0c\x66ile_options\x18\x0b \x01(\x0b\x32\".feast.core.DataSource.FileOptionsH\x00\x12\x42\n\x10\x62igquery_options\x18\x0c \x01(\x0b\x32&.feast.core.DataSource.BigQueryOptionsH\x00\x12<\n\rkafka_options\x18\r \x01(\x0b\x32#.feast.core.DataSource.KafkaOptionsH\x00\x12@\n\x0fkinesis_options\x18\x0e \x01(\x0b\x32%.feast.core.DataSource.KinesisOptionsH\x00\x12\x42\n\x10redshift_options\x18\x0f \x01(\x0b\x32&.feast.core.DataSource.RedshiftOptionsH\x00\x12I\n\x14request_data_options\x18\x12 \x01(\x0b\x32).feast.core.DataSource.RequestDataOptionsH\x00\x12\x44\n\x0e\x63ustom_options\x18\x10 \x01(\x0b\x32*.feast.core.DataSource.CustomSourceOptionsH\x00\x12\x44\n\x11snowflake_options\x18\x13 \x01(\x0b\x32\'.feast.core.DataSource.SnowflakeOptionsH\x00\x12:\n\x0cpush_options\x18\x16 \x01(\x0b\x32\".feast.core.DataSource.PushOptionsH\x00\x12<\n\rspark_options\x18\x1b \x01(\x0b\x32#.feast.core.DataSource.SparkOptionsH\x00\x12<\n\rtrino_options\x18\x1e \x01(\x0b\x32#.feast.core.DataSource.TrinoOptionsH\x00\x12>\n\x0e\x61thena_options\x18# \x01(\x0b\x32$.feast.core.DataSource.AthenaOptionsH\x00\x1a+\n\tTagsEntry\x12\x0b\n\x03key\x18\x01 \x01(\t\x12\r\n\x05value\x18\x02 \x01(\t:\x02\x38\x01\x1a\x33\n\x11\x46ieldMappingEntry\x12\x0b\n\x03key\x18\x01 \x01(\t\x12\r\n\x05value\x18\x02 \x01(\t:\x02\x38\x01\x1a\xf5\x01\n\nSourceMeta\x12:\n\x16\x65\x61rliestEventTimestamp\x18\x01 \x01(\x0b\x32\x1a.google.protobuf.Timestamp\x12\x38\n\x14latestEventTimestamp\x18\x02 \x01(\x0b\x32\x1a.google.protobuf.Timestamp\x12\x35\n\x11\x63reated_timestamp\x18\x03 \x01(\x0b\x32\x1a.google.protobuf.Timestamp\x12:\n\x16last_updated_timestamp\x18\x04 \x01(\x0b\x32\x1a.google.protobuf.Timestamp\x1a\x65\n\x0b\x46ileOptions\x12+\n\x0b\x66ile_format\x18\x01 \x01(\x0b\x32\x16.feast.core.FileFormat\x12\x0b\n\x03uri\x18\x02 \x01(\t\x12\x1c\n\x14s3_endpoint_override\x18\x03 \x01(\t\x1a/\n\x0f\x42igQueryOptions\x12\r\n\x05table\x18\x01 \x01(\t\x12\r\n\x05query\x18\x02 \x01(\t\x1a,\n\x0cTrinoOptions\x12\r\n\x05table\x18\x01 \x01(\t\x12\r\n\x05query\x18\x02 \x01(\t\x1a\xae\x01\n\x0cKafkaOptions\x12\x1f\n\x17kafka_bootstrap_servers\x18\x01 \x01(\t\x12\r\n\x05topic\x18\x02 \x01(\t\x12\x30\n\x0emessage_format\x18\x03 \x01(\x0b\x32\x18.feast.core.StreamFormat\x12<\n\x19watermark_delay_threshold\x18\x04 \x01(\x0b\x32\x19.google.protobuf.Duration\x1a\x66\n\x0eKinesisOptions\x12\x0e\n\x06region\x18\x01 \x01(\t\x12\x13\n\x0bstream_name\x18\x02 \x01(\t\x12/\n\rrecord_format\x18\x03 \x01(\x0b\x32\x18.feast.core.StreamFormat\x1aQ\n\x0fRedshiftOptions\x12\r\n\x05table\x18\x01 \x01(\t\x12\r\n\x05query\x18\x02 \x01(\t\x12\x0e\n\x06schema\x18\x03 \x01(\t\x12\x10\n\x08\x64\x61tabase\x18\x04 \x01(\t\x1aT\n\rAthenaOptions\x12\r\n\x05table\x18\x01 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\x01(\t\x12*\n\x05value\x18\x02 \x01(\x0e\x32\x1b.feast.types.ValueType.Enum:\x02\x38\x01J\x04\x08\x01\x10\x02\x1a\x13\n\x0bPushOptionsJ\x04\x08\x01\x10\x02\"\x8b\x02\n\nSourceType\x12\x0b\n\x07INVALID\x10\x00\x12\x0e\n\nBATCH_FILE\x10\x01\x12\x13\n\x0f\x42\x41TCH_SNOWFLAKE\x10\x08\x12\x12\n\x0e\x42\x41TCH_BIGQUERY\x10\x02\x12\x12\n\x0e\x42\x41TCH_REDSHIFT\x10\x05\x12\x10\n\x0cSTREAM_KAFKA\x10\x03\x12\x12\n\x0eSTREAM_KINESIS\x10\x04\x12\x11\n\rCUSTOM_SOURCE\x10\x06\x12\x12\n\x0eREQUEST_SOURCE\x10\x07\x12\x0f\n\x0bPUSH_SOURCE\x10\t\x12\x0f\n\x0b\x42\x41TCH_TRINO\x10\n\x12\x0f\n\x0b\x42\x41TCH_SPARK\x10\x0b\x12\x10\n\x0c\x42\x41TCH_ATHENA\x10\x0c\x12\x11\n\rBATCH_ICEBERG\x10\rB\t\n\x07optionsJ\x04\x08\x06\x10\x0b\"=\n\x0e\x44\x61taSourceList\x12+\n\x0b\x64\x61tasources\x18\x01 \x03(\x0b\x32\x16.feast.core.DataSourceBT\n\x10\x66\x65\x61st.proto.coreB\x0f\x44\x61taSourceProtoZ/github.com/feast-dev/feast/go/protos/feast/coreb\x06proto3')
 
 _globals = globals()
 _builder.BuildMessageAndEnumDescriptors(DESCRIPTOR, _globals)
@@ -34,41 +34,41 @@
   _globals['_DATASOURCE_REQUESTDATAOPTIONS_DEPRECATEDSCHEMAENTRY']._options = None
   _globals['_DATASOURCE_REQUESTDATAOPTIONS_DEPRECATEDSCHEMAENTRY']._serialized_options = b'8\001'
   _globals['_DATASOURCE']._serialized_start=189
-  _globals['_DATASOURCE']._serialized_end=3270
-  _globals['_DATASOURCE_TAGSENTRY']._serialized_start=1436
-  _globals['_DATASOURCE_TAGSENTRY']._serialized_end=1479
-  _globals['_DATASOURCE_FIELDMAPPINGENTRY']._serialized_start=1481
-  _globals['_DATASOURCE_FIELDMAPPINGENTRY']._serialized_end=1532
-  _globals['_DATASOURCE_SOURCEMETA']._serialized_start=1535
-  _globals['_DATASOURCE_SOURCEMETA']._serialized_end=1780
-  _globals['_DATASOURCE_FILEOPTIONS']._serialized_start=1782
-  _globals['_DATASOURCE_FILEOPTIONS']._serialized_end=1883
-  _globals['_DATASOURCE_BIGQUERYOPTIONS']._serialized_start=1885
-  _globals['_DATASOURCE_BIGQUERYOPTIONS']._serialized_end=1932
-  _globals['_DATASOURCE_TRINOOPTIONS']._serialized_start=1934
-  _globals['_DATASOURCE_TRINOOPTIONS']._serialized_end=1978
-  _globals['_DATASOURCE_KAFKAOPTIONS']._serialized_start=1981
-  _globals['_DATASOURCE_KAFKAOPTIONS']._serialized_end=2155
-  _globals['_DATASOURCE_KINESISOPTIONS']._serialized_start=2157
-  _globals['_DATASOURCE_KINESISOPTIONS']._serialized_end=2259
-  _globals['_DATASOURCE_REDSHIFTOPTIONS']._serialized_start=2261
-  _globals['_DATASOURCE_REDSHIFTOPTIONS']._serialized_end=2342
-  _globals['_DATASOURCE_ATHENAOPTIONS']._serialized_start=2344
-  _globals['_DATASOURCE_ATHENAOPTIONS']._serialized_end=2428
-  _globals['_DATASOURCE_SNOWFLAKEOPTIONS']._serialized_start=2430
-  _globals['_DATASOURCE_SNOWFLAKEOPTIONS']._serialized_end=2518
-  _globals['_DATASOURCE_SPARKOPTIONS']._serialized_start=2521
-  _globals['_DATASOURCE_SPARKOPTIONS']._serialized_end=2685
-  _globals['_DATASOURCE_CUSTOMSOURCEOPTIONS']._serialized_start=2687
-  _globals['_DATASOURCE_CUSTOMSOURCEOPTIONS']._serialized_end=2731
-  _globals['_DATASOURCE_REQUESTDATAOPTIONS']._serialized_start=2734
-  _globals['_DATASOURCE_REQUESTDATAOPTIONS']._serialized_end=2981
-  _globals['_DATASOURCE_REQUESTDATAOPTIONS_DEPRECATEDSCHEMAENTRY']._serialized_start=2891
-  _globals['_DATASOURCE_REQUESTDATAOPTIONS_DEPRECATEDSCHEMAENTRY']._serialized_end=2975
-  _globals['_DATASOURCE_PUSHOPTIONS']._serialized_start=2983
-  _globals['_DATASOURCE_PUSHOPTIONS']._serialized_end=3002
-  _globals['_DATASOURCE_SOURCETYPE']._serialized_start=3005
-  _globals['_DATASOURCE_SOURCETYPE']._serialized_end=3253
-  _globals['_DATASOURCELIST']._serialized_start=3272
-  _globals['_DATASOURCELIST']._serialized_end=3333
+  _globals['_DATASOURCE']._serialized_end=3319
+  _globals['_DATASOURCE_TAGSENTRY']._serialized_start=1466
+  _globals['_DATASOURCE_TAGSENTRY']._serialized_end=1509
+  _globals['_DATASOURCE_FIELDMAPPINGENTRY']._serialized_start=1511
+  _globals['_DATASOURCE_FIELDMAPPINGENTRY']._serialized_end=1562
+  _globals['_DATASOURCE_SOURCEMETA']._serialized_start=1565
+  _globals['_DATASOURCE_SOURCEMETA']._serialized_end=1810
+  _globals['_DATASOURCE_FILEOPTIONS']._serialized_start=1812
+  _globals['_DATASOURCE_FILEOPTIONS']._serialized_end=1913
+  _globals['_DATASOURCE_BIGQUERYOPTIONS']._serialized_start=1915
+  _globals['_DATASOURCE_BIGQUERYOPTIONS']._serialized_end=1962
+  _globals['_DATASOURCE_TRINOOPTIONS']._serialized_start=1964
+  _globals['_DATASOURCE_TRINOOPTIONS']._serialized_end=2008
+  _globals['_DATASOURCE_KAFKAOPTIONS']._serialized_start=2011
+  _globals['_DATASOURCE_KAFKAOPTIONS']._serialized_end=2185
+  _globals['_DATASOURCE_KINESISOPTIONS']._serialized_start=2187
+  _globals['_DATASOURCE_KINESISOPTIONS']._serialized_end=2289
+  _globals['_DATASOURCE_REDSHIFTOPTIONS']._serialized_start=2291
+  _globals['_DATASOURCE_REDSHIFTOPTIONS']._serialized_end=2372
+  _globals['_DATASOURCE_ATHENAOPTIONS']._serialized_start=2374
+  _globals['_DATASOURCE_ATHENAOPTIONS']._serialized_end=2458
+  _globals['_DATASOURCE_SNOWFLAKEOPTIONS']._serialized_start=2460
+  _globals['_DATASOURCE_SNOWFLAKEOPTIONS']._serialized_end=2548
+  _globals['_DATASOURCE_SPARKOPTIONS']._serialized_start=2551
+  _globals['_DATASOURCE_SPARKOPTIONS']._serialized_end=2715
+  _globals['_DATASOURCE_CUSTOMSOURCEOPTIONS']._serialized_start=2717
+  _globals['_DATASOURCE_CUSTOMSOURCEOPTIONS']._serialized_end=2761
+  _globals['_DATASOURCE_REQUESTDATAOPTIONS']._serialized_start=2764
+  _globals['_DATASOURCE_REQUESTDATAOPTIONS']._serialized_end=3011
+  _globals['_DATASOURCE_REQUESTDATAOPTIONS_DEPRECATEDSCHEMAENTRY']._serialized_start=2921
+  _globals['_DATASOURCE_REQUESTDATAOPTIONS_DEPRECATEDSCHEMAENTRY']._serialized_end=3005
+  _globals['_DATASOURCE_PUSHOPTIONS']._serialized_start=3013
+  _globals['_DATASOURCE_PUSHOPTIONS']._serialized_end=3032
+  _globals['_DATASOURCE_SOURCETYPE']._serialized_start=3035
+  _globals['_DATASOURCE_SOURCETYPE']._serialized_end=3302
+  _globals['_DATASOURCELIST']._serialized_start=3321
+  _globals['_DATASOURCELIST']._serialized_end=3382
 # @@protoc_insertion_point(module_scope)
diff --git a/sdk/python/feast/protos/feast/core/DataSource_pb2.pyi b/sdk/python/feast/protos/feast/core/DataSource_pb2.pyi
index 308141fb6f2..0b77320af32 100644
--- a/sdk/python/feast/protos/feast/core/DataSource_pb2.pyi
+++ b/sdk/python/feast/protos/feast/core/DataSource_pb2.pyi
@@ -16,42 +16,40 @@ WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 See the License for the specific language governing permissions and
 limitations under the License.
 """
-
-from collections import abc as _abc
-from feast.core import DataFormat_pb2 as _DataFormat_pb2  # type: ignore[attr-defined]
-from feast.core import Feature_pb2 as _Feature_pb2  # type: ignore[attr-defined]
-from feast.types import Value_pb2 as _Value_pb2  # type: ignore[attr-defined]
-from google.protobuf import descriptor as _descriptor
-from google.protobuf import duration_pb2 as _duration_pb2
-from google.protobuf import message as _message
-from google.protobuf import timestamp_pb2 as _timestamp_pb2
-from google.protobuf.internal import containers as _containers
-from google.protobuf.internal import enum_type_wrapper as _enum_type_wrapper
-import builtins as _builtins
+import builtins
+import collections.abc
+import feast.core.DataFormat_pb2
+import feast.core.Feature_pb2
+import feast.types.Value_pb2
+import google.protobuf.descriptor
+import google.protobuf.duration_pb2
+import google.protobuf.internal.containers
+import google.protobuf.internal.enum_type_wrapper
+import google.protobuf.message
+import google.protobuf.timestamp_pb2
 import sys
-import typing as _typing
+import typing
 
 if sys.version_info >= (3, 10):
-    from typing import TypeAlias as _TypeAlias
+    import typing as typing_extensions
 else:
-    from typing_extensions import TypeAlias as _TypeAlias
+    import typing_extensions
 
-DESCRIPTOR: _descriptor.FileDescriptor
+DESCRIPTOR: google.protobuf.descriptor.FileDescriptor
 
-@_typing.final
-class DataSource(_message.Message):
+class DataSource(google.protobuf.message.Message):
     """Defines a Data Source that can be used source Feature data
-    Next available id: 28
+    Next available id: 29
     """
 
-    DESCRIPTOR: _descriptor.Descriptor
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
     class _SourceType:
-        ValueType = _typing.NewType("ValueType", _builtins.int)
-        V: _TypeAlias = ValueType  # noqa: Y015
+        ValueType = typing.NewType("ValueType", builtins.int)
+        V: typing_extensions.TypeAlias = ValueType
 
-    class _SourceTypeEnumTypeWrapper(_enum_type_wrapper._EnumTypeWrapper[DataSource._SourceType.ValueType], _builtins.type):
-        DESCRIPTOR: _descriptor.EnumDescriptor
+    class _SourceTypeEnumTypeWrapper(google.protobuf.internal.enum_type_wrapper._EnumTypeWrapper[DataSource._SourceType.ValueType], builtins.type):  # noqa: F821
+        DESCRIPTOR: google.protobuf.descriptor.EnumDescriptor
         INVALID: DataSource._SourceType.ValueType  # 0
         BATCH_FILE: DataSource._SourceType.ValueType  # 1
         BATCH_SNOWFLAKE: DataSource._SourceType.ValueType  # 8
@@ -65,10 +63,11 @@ class DataSource(_message.Message):
         BATCH_TRINO: DataSource._SourceType.ValueType  # 10
         BATCH_SPARK: DataSource._SourceType.ValueType  # 11
         BATCH_ATHENA: DataSource._SourceType.ValueType  # 12
+        BATCH_ICEBERG: DataSource._SourceType.ValueType  # 13
 
     class SourceType(_SourceType, metaclass=_SourceTypeEnumTypeWrapper):
         """Type of Data Source.
-        Next available id: 13
+        Next available id: 14
         """
 
     INVALID: DataSource.SourceType.ValueType  # 0
@@ -84,560 +83,518 @@ class DataSource(_message.Message):
     BATCH_TRINO: DataSource.SourceType.ValueType  # 10
     BATCH_SPARK: DataSource.SourceType.ValueType  # 11
     BATCH_ATHENA: DataSource.SourceType.ValueType  # 12
+    BATCH_ICEBERG: DataSource.SourceType.ValueType  # 13
 
-    @_typing.final
-    class TagsEntry(_message.Message):
-        DESCRIPTOR: _descriptor.Descriptor
+    class TagsEntry(google.protobuf.message.Message):
+        DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-        KEY_FIELD_NUMBER: _builtins.int
-        VALUE_FIELD_NUMBER: _builtins.int
-        key: _builtins.str
-        value: _builtins.str
+        KEY_FIELD_NUMBER: builtins.int
+        VALUE_FIELD_NUMBER: builtins.int
+        key: builtins.str
+        value: builtins.str
         def __init__(
             self,
             *,
-            key: _builtins.str = ...,
-            value: _builtins.str = ...,
+            key: builtins.str = ...,
+            value: builtins.str = ...,
         ) -> None: ...
-        _ClearFieldArgType: _TypeAlias = _typing.Literal["key", b"key", "value", b"value"]  # noqa: Y015
-        def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+        def ClearField(self, field_name: typing_extensions.Literal["key", b"key", "value", b"value"]) -> None: ...
 
-    @_typing.final
-    class FieldMappingEntry(_message.Message):
-        DESCRIPTOR: _descriptor.Descriptor
+    class FieldMappingEntry(google.protobuf.message.Message):
+        DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-        KEY_FIELD_NUMBER: _builtins.int
-        VALUE_FIELD_NUMBER: _builtins.int
-        key: _builtins.str
-        value: _builtins.str
+        KEY_FIELD_NUMBER: builtins.int
+        VALUE_FIELD_NUMBER: builtins.int
+        key: builtins.str
+        value: builtins.str
         def __init__(
             self,
             *,
-            key: _builtins.str = ...,
-            value: _builtins.str = ...,
+            key: builtins.str = ...,
+            value: builtins.str = ...,
         ) -> None: ...
-        _ClearFieldArgType: _TypeAlias = _typing.Literal["key", b"key", "value", b"value"]  # noqa: Y015
-        def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
-
-    @_typing.final
-    class SourceMeta(_message.Message):
-        DESCRIPTOR: _descriptor.Descriptor
-
-        EARLIESTEVENTTIMESTAMP_FIELD_NUMBER: _builtins.int
-        LATESTEVENTTIMESTAMP_FIELD_NUMBER: _builtins.int
-        CREATED_TIMESTAMP_FIELD_NUMBER: _builtins.int
-        LAST_UPDATED_TIMESTAMP_FIELD_NUMBER: _builtins.int
-        @_builtins.property
-        def earliestEventTimestamp(self) -> _timestamp_pb2.Timestamp: ...
-        @_builtins.property
-        def latestEventTimestamp(self) -> _timestamp_pb2.Timestamp: ...
-        @_builtins.property
-        def created_timestamp(self) -> _timestamp_pb2.Timestamp: ...
-        @_builtins.property
-        def last_updated_timestamp(self) -> _timestamp_pb2.Timestamp: ...
+        def ClearField(self, field_name: typing_extensions.Literal["key", b"key", "value", b"value"]) -> None: ...
+
+    class SourceMeta(google.protobuf.message.Message):
+        DESCRIPTOR: google.protobuf.descriptor.Descriptor
+
+        EARLIESTEVENTTIMESTAMP_FIELD_NUMBER: builtins.int
+        LATESTEVENTTIMESTAMP_FIELD_NUMBER: builtins.int
+        CREATED_TIMESTAMP_FIELD_NUMBER: builtins.int
+        LAST_UPDATED_TIMESTAMP_FIELD_NUMBER: builtins.int
+        @property
+        def earliestEventTimestamp(self) -> google.protobuf.timestamp_pb2.Timestamp: ...
+        @property
+        def latestEventTimestamp(self) -> google.protobuf.timestamp_pb2.Timestamp: ...
+        @property
+        def created_timestamp(self) -> google.protobuf.timestamp_pb2.Timestamp: ...
+        @property
+        def last_updated_timestamp(self) -> google.protobuf.timestamp_pb2.Timestamp: ...
         def __init__(
             self,
             *,
-            earliestEventTimestamp: _timestamp_pb2.Timestamp | None = ...,
-            latestEventTimestamp: _timestamp_pb2.Timestamp | None = ...,
-            created_timestamp: _timestamp_pb2.Timestamp | None = ...,
-            last_updated_timestamp: _timestamp_pb2.Timestamp | None = ...,
+            earliestEventTimestamp: google.protobuf.timestamp_pb2.Timestamp | None = ...,
+            latestEventTimestamp: google.protobuf.timestamp_pb2.Timestamp | None = ...,
+            created_timestamp: google.protobuf.timestamp_pb2.Timestamp | None = ...,
+            last_updated_timestamp: google.protobuf.timestamp_pb2.Timestamp | None = ...,
         ) -> None: ...
-        _HasFieldArgType: _TypeAlias = _typing.Literal["created_timestamp", b"created_timestamp", "earliestEventTimestamp", b"earliestEventTimestamp", "last_updated_timestamp", b"last_updated_timestamp", "latestEventTimestamp", b"latestEventTimestamp"]  # noqa: Y015
-        def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
-        _ClearFieldArgType: _TypeAlias = _typing.Literal["created_timestamp", b"created_timestamp", "earliestEventTimestamp", b"earliestEventTimestamp", "last_updated_timestamp", b"last_updated_timestamp", "latestEventTimestamp", b"latestEventTimestamp"]  # noqa: Y015
-        def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+        def HasField(self, field_name: typing_extensions.Literal["created_timestamp", b"created_timestamp", "earliestEventTimestamp", b"earliestEventTimestamp", "last_updated_timestamp", b"last_updated_timestamp", "latestEventTimestamp", b"latestEventTimestamp"]) -> builtins.bool: ...
+        def ClearField(self, field_name: typing_extensions.Literal["created_timestamp", b"created_timestamp", "earliestEventTimestamp", b"earliestEventTimestamp", "last_updated_timestamp", b"last_updated_timestamp", "latestEventTimestamp", b"latestEventTimestamp"]) -> None: ...
 
-    @_typing.final
-    class FileOptions(_message.Message):
+    class FileOptions(google.protobuf.message.Message):
         """Defines options for DataSource that sources features from a file"""
 
-        DESCRIPTOR: _descriptor.Descriptor
+        DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-        FILE_FORMAT_FIELD_NUMBER: _builtins.int
-        URI_FIELD_NUMBER: _builtins.int
-        S3_ENDPOINT_OVERRIDE_FIELD_NUMBER: _builtins.int
-        uri: _builtins.str
+        FILE_FORMAT_FIELD_NUMBER: builtins.int
+        URI_FIELD_NUMBER: builtins.int
+        S3_ENDPOINT_OVERRIDE_FIELD_NUMBER: builtins.int
+        @property
+        def file_format(self) -> feast.core.DataFormat_pb2.FileFormat: ...
+        uri: builtins.str
         """Target URL of file to retrieve and source features from.
         s3://path/to/file for AWS S3 storage
         gs://path/to/file for GCP GCS storage
         file:///path/to/file for local storage
         """
-        s3_endpoint_override: _builtins.str
+        s3_endpoint_override: builtins.str
         """override AWS S3 storage endpoint with custom S3 endpoint"""
-        @_builtins.property
-        def file_format(self) -> _DataFormat_pb2.FileFormat: ...
         def __init__(
             self,
             *,
-            file_format: _DataFormat_pb2.FileFormat | None = ...,
-            uri: _builtins.str = ...,
-            s3_endpoint_override: _builtins.str = ...,
+            file_format: feast.core.DataFormat_pb2.FileFormat | None = ...,
+            uri: builtins.str = ...,
+            s3_endpoint_override: builtins.str = ...,
         ) -> None: ...
-        _HasFieldArgType: _TypeAlias = _typing.Literal["file_format", b"file_format"]  # noqa: Y015
-        def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
-        _ClearFieldArgType: _TypeAlias = _typing.Literal["file_format", b"file_format", "s3_endpoint_override", b"s3_endpoint_override", "uri", b"uri"]  # noqa: Y015
-        def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+        def HasField(self, field_name: typing_extensions.Literal["file_format", b"file_format"]) -> builtins.bool: ...
+        def ClearField(self, field_name: typing_extensions.Literal["file_format", b"file_format", "s3_endpoint_override", b"s3_endpoint_override", "uri", b"uri"]) -> None: ...
 
-    @_typing.final
-    class BigQueryOptions(_message.Message):
+    class BigQueryOptions(google.protobuf.message.Message):
         """Defines options for DataSource that sources features from a BigQuery Query"""
 
-        DESCRIPTOR: _descriptor.Descriptor
+        DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-        TABLE_FIELD_NUMBER: _builtins.int
-        QUERY_FIELD_NUMBER: _builtins.int
-        table: _builtins.str
+        TABLE_FIELD_NUMBER: builtins.int
+        QUERY_FIELD_NUMBER: builtins.int
+        table: builtins.str
         """Full table reference in the form of [project:dataset.table]"""
-        query: _builtins.str
+        query: builtins.str
         """SQL query that returns a table containing feature data. Must contain an event_timestamp column, and respective
         entity columns
         """
         def __init__(
             self,
             *,
-            table: _builtins.str = ...,
-            query: _builtins.str = ...,
+            table: builtins.str = ...,
+            query: builtins.str = ...,
         ) -> None: ...
-        _ClearFieldArgType: _TypeAlias = _typing.Literal["query", b"query", "table", b"table"]  # noqa: Y015
-        def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+        def ClearField(self, field_name: typing_extensions.Literal["query", b"query", "table", b"table"]) -> None: ...
 
-    @_typing.final
-    class TrinoOptions(_message.Message):
+    class TrinoOptions(google.protobuf.message.Message):
         """Defines options for DataSource that sources features from a Trino Query"""
 
-        DESCRIPTOR: _descriptor.Descriptor
+        DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-        TABLE_FIELD_NUMBER: _builtins.int
-        QUERY_FIELD_NUMBER: _builtins.int
-        table: _builtins.str
+        TABLE_FIELD_NUMBER: builtins.int
+        QUERY_FIELD_NUMBER: builtins.int
+        table: builtins.str
         """Full table reference in the form of [project:dataset.table]"""
-        query: _builtins.str
+        query: builtins.str
         """SQL query that returns a table containing feature data. Must contain an event_timestamp column, and respective
         entity columns
         """
         def __init__(
             self,
             *,
-            table: _builtins.str = ...,
-            query: _builtins.str = ...,
+            table: builtins.str = ...,
+            query: builtins.str = ...,
         ) -> None: ...
-        _ClearFieldArgType: _TypeAlias = _typing.Literal["query", b"query", "table", b"table"]  # noqa: Y015
-        def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+        def ClearField(self, field_name: typing_extensions.Literal["query", b"query", "table", b"table"]) -> None: ...
 
-    @_typing.final
-    class KafkaOptions(_message.Message):
+    class KafkaOptions(google.protobuf.message.Message):
         """Defines options for DataSource that sources features from Kafka messages.
         Each message should be a Protobuf that can be decoded with the generated
         Java Protobuf class at the given class path
         """
 
-        DESCRIPTOR: _descriptor.Descriptor
+        DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-        KAFKA_BOOTSTRAP_SERVERS_FIELD_NUMBER: _builtins.int
-        TOPIC_FIELD_NUMBER: _builtins.int
-        MESSAGE_FORMAT_FIELD_NUMBER: _builtins.int
-        WATERMARK_DELAY_THRESHOLD_FIELD_NUMBER: _builtins.int
-        kafka_bootstrap_servers: _builtins.str
+        KAFKA_BOOTSTRAP_SERVERS_FIELD_NUMBER: builtins.int
+        TOPIC_FIELD_NUMBER: builtins.int
+        MESSAGE_FORMAT_FIELD_NUMBER: builtins.int
+        WATERMARK_DELAY_THRESHOLD_FIELD_NUMBER: builtins.int
+        kafka_bootstrap_servers: builtins.str
         """Comma separated list of Kafka bootstrap servers. Used for feature tables without a defined source host[:port]]"""
-        topic: _builtins.str
+        topic: builtins.str
         """Kafka topic to collect feature data from."""
-        @_builtins.property
-        def message_format(self) -> _DataFormat_pb2.StreamFormat:
+        @property
+        def message_format(self) -> feast.core.DataFormat_pb2.StreamFormat:
             """Defines the stream data format encoding feature/entity data in Kafka messages."""
-
-        @_builtins.property
-        def watermark_delay_threshold(self) -> _duration_pb2.Duration:
+        @property
+        def watermark_delay_threshold(self) -> google.protobuf.duration_pb2.Duration:
             """Watermark delay threshold for stream data"""
-
         def __init__(
             self,
             *,
-            kafka_bootstrap_servers: _builtins.str = ...,
-            topic: _builtins.str = ...,
-            message_format: _DataFormat_pb2.StreamFormat | None = ...,
-            watermark_delay_threshold: _duration_pb2.Duration | None = ...,
+            kafka_bootstrap_servers: builtins.str = ...,
+            topic: builtins.str = ...,
+            message_format: feast.core.DataFormat_pb2.StreamFormat | None = ...,
+            watermark_delay_threshold: google.protobuf.duration_pb2.Duration | None = ...,
         ) -> None: ...
-        _HasFieldArgType: _TypeAlias = _typing.Literal["message_format", b"message_format", "watermark_delay_threshold", b"watermark_delay_threshold"]  # noqa: Y015
-        def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
-        _ClearFieldArgType: _TypeAlias = _typing.Literal["kafka_bootstrap_servers", b"kafka_bootstrap_servers", "message_format", b"message_format", "topic", b"topic", "watermark_delay_threshold", b"watermark_delay_threshold"]  # noqa: Y015
-        def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+        def HasField(self, field_name: typing_extensions.Literal["message_format", b"message_format", "watermark_delay_threshold", b"watermark_delay_threshold"]) -> builtins.bool: ...
+        def ClearField(self, field_name: typing_extensions.Literal["kafka_bootstrap_servers", b"kafka_bootstrap_servers", "message_format", b"message_format", "topic", b"topic", "watermark_delay_threshold", b"watermark_delay_threshold"]) -> None: ...
 
-    @_typing.final
-    class KinesisOptions(_message.Message):
+    class KinesisOptions(google.protobuf.message.Message):
         """Defines options for DataSource that sources features from Kinesis records.
         Each record should be a Protobuf that can be decoded with the generated
         Java Protobuf class at the given class path
         """
 
-        DESCRIPTOR: _descriptor.Descriptor
+        DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-        REGION_FIELD_NUMBER: _builtins.int
-        STREAM_NAME_FIELD_NUMBER: _builtins.int
-        RECORD_FORMAT_FIELD_NUMBER: _builtins.int
-        region: _builtins.str
+        REGION_FIELD_NUMBER: builtins.int
+        STREAM_NAME_FIELD_NUMBER: builtins.int
+        RECORD_FORMAT_FIELD_NUMBER: builtins.int
+        region: builtins.str
         """AWS region of the Kinesis stream"""
-        stream_name: _builtins.str
+        stream_name: builtins.str
         """Name of the Kinesis stream to obtain feature data from."""
-        @_builtins.property
-        def record_format(self) -> _DataFormat_pb2.StreamFormat:
+        @property
+        def record_format(self) -> feast.core.DataFormat_pb2.StreamFormat:
             """Defines the data format encoding the feature/entity data in Kinesis records.
             Kinesis Data Sources support Avro and Proto as data formats.
             """
-
         def __init__(
             self,
             *,
-            region: _builtins.str = ...,
-            stream_name: _builtins.str = ...,
-            record_format: _DataFormat_pb2.StreamFormat | None = ...,
+            region: builtins.str = ...,
+            stream_name: builtins.str = ...,
+            record_format: feast.core.DataFormat_pb2.StreamFormat | None = ...,
         ) -> None: ...
-        _HasFieldArgType: _TypeAlias = _typing.Literal["record_format", b"record_format"]  # noqa: Y015
-        def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
-        _ClearFieldArgType: _TypeAlias = _typing.Literal["record_format", b"record_format", "region", b"region", "stream_name", b"stream_name"]  # noqa: Y015
-        def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+        def HasField(self, field_name: typing_extensions.Literal["record_format", b"record_format"]) -> builtins.bool: ...
+        def ClearField(self, field_name: typing_extensions.Literal["record_format", b"record_format", "region", b"region", "stream_name", b"stream_name"]) -> None: ...
 
-    @_typing.final
-    class RedshiftOptions(_message.Message):
+    class RedshiftOptions(google.protobuf.message.Message):
         """Defines options for DataSource that sources features from a Redshift Query"""
 
-        DESCRIPTOR: _descriptor.Descriptor
+        DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-        TABLE_FIELD_NUMBER: _builtins.int
-        QUERY_FIELD_NUMBER: _builtins.int
-        SCHEMA_FIELD_NUMBER: _builtins.int
-        DATABASE_FIELD_NUMBER: _builtins.int
-        table: _builtins.str
+        TABLE_FIELD_NUMBER: builtins.int
+        QUERY_FIELD_NUMBER: builtins.int
+        SCHEMA_FIELD_NUMBER: builtins.int
+        DATABASE_FIELD_NUMBER: builtins.int
+        table: builtins.str
         """Redshift table name"""
-        query: _builtins.str
+        query: builtins.str
         """SQL query that returns a table containing feature data. Must contain an event_timestamp column, and respective
         entity columns
         """
-        schema: _builtins.str
+        schema: builtins.str
         """Redshift schema name"""
-        database: _builtins.str
+        database: builtins.str
         """Redshift database name"""
         def __init__(
             self,
             *,
-            table: _builtins.str = ...,
-            query: _builtins.str = ...,
-            schema: _builtins.str = ...,
-            database: _builtins.str = ...,
+            table: builtins.str = ...,
+            query: builtins.str = ...,
+            schema: builtins.str = ...,
+            database: builtins.str = ...,
         ) -> None: ...
-        _ClearFieldArgType: _TypeAlias = _typing.Literal["database", b"database", "query", b"query", "schema", b"schema", "table", b"table"]  # noqa: Y015
-        def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+        def ClearField(self, field_name: typing_extensions.Literal["database", b"database", "query", b"query", "schema", b"schema", "table", b"table"]) -> None: ...
 
-    @_typing.final
-    class AthenaOptions(_message.Message):
+    class AthenaOptions(google.protobuf.message.Message):
         """Defines options for DataSource that sources features from a Athena Query"""
 
-        DESCRIPTOR: _descriptor.Descriptor
+        DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-        TABLE_FIELD_NUMBER: _builtins.int
-        QUERY_FIELD_NUMBER: _builtins.int
-        DATABASE_FIELD_NUMBER: _builtins.int
-        DATA_SOURCE_FIELD_NUMBER: _builtins.int
-        table: _builtins.str
+        TABLE_FIELD_NUMBER: builtins.int
+        QUERY_FIELD_NUMBER: builtins.int
+        DATABASE_FIELD_NUMBER: builtins.int
+        DATA_SOURCE_FIELD_NUMBER: builtins.int
+        table: builtins.str
         """Athena table name"""
-        query: _builtins.str
+        query: builtins.str
         """SQL query that returns a table containing feature data. Must contain an event_timestamp column, and respective
         entity columns
         """
-        database: _builtins.str
+        database: builtins.str
         """Athena database name"""
-        data_source: _builtins.str
+        data_source: builtins.str
         """Athena schema name"""
         def __init__(
             self,
             *,
-            table: _builtins.str = ...,
-            query: _builtins.str = ...,
-            database: _builtins.str = ...,
-            data_source: _builtins.str = ...,
+            table: builtins.str = ...,
+            query: builtins.str = ...,
+            database: builtins.str = ...,
+            data_source: builtins.str = ...,
         ) -> None: ...
-        _ClearFieldArgType: _TypeAlias = _typing.Literal["data_source", b"data_source", "database", b"database", "query", b"query", "table", b"table"]  # noqa: Y015
-        def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+        def ClearField(self, field_name: typing_extensions.Literal["data_source", b"data_source", "database", b"database", "query", b"query", "table", b"table"]) -> None: ...
 
-    @_typing.final
-    class SnowflakeOptions(_message.Message):
+    class SnowflakeOptions(google.protobuf.message.Message):
         """Defines options for DataSource that sources features from a Snowflake Query"""
 
-        DESCRIPTOR: _descriptor.Descriptor
+        DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-        TABLE_FIELD_NUMBER: _builtins.int
-        QUERY_FIELD_NUMBER: _builtins.int
-        SCHEMA_FIELD_NUMBER: _builtins.int
-        DATABASE_FIELD_NUMBER: _builtins.int
-        table: _builtins.str
+        TABLE_FIELD_NUMBER: builtins.int
+        QUERY_FIELD_NUMBER: builtins.int
+        SCHEMA_FIELD_NUMBER: builtins.int
+        DATABASE_FIELD_NUMBER: builtins.int
+        table: builtins.str
         """Snowflake table name"""
-        query: _builtins.str
+        query: builtins.str
         """SQL query that returns a table containing feature data. Must contain an event_timestamp column, and respective
         entity columns
         """
-        schema: _builtins.str
+        schema: builtins.str
         """Snowflake schema name"""
-        database: _builtins.str
+        database: builtins.str
         """Snowflake schema name"""
         def __init__(
             self,
             *,
-            table: _builtins.str = ...,
-            query: _builtins.str = ...,
-            schema: _builtins.str = ...,
-            database: _builtins.str = ...,
+            table: builtins.str = ...,
+            query: builtins.str = ...,
+            schema: builtins.str = ...,
+            database: builtins.str = ...,
         ) -> None: ...
-        _ClearFieldArgType: _TypeAlias = _typing.Literal["database", b"database", "query", b"query", "schema", b"schema", "table", b"table"]  # noqa: Y015
-        def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+        def ClearField(self, field_name: typing_extensions.Literal["database", b"database", "query", b"query", "schema", b"schema", "table", b"table"]) -> None: ...
 
-    @_typing.final
-    class SparkOptions(_message.Message):
+    class SparkOptions(google.protobuf.message.Message):
         """Defines options for DataSource that sources features from a spark table/query"""
 
-        DESCRIPTOR: _descriptor.Descriptor
+        DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-        TABLE_FIELD_NUMBER: _builtins.int
-        QUERY_FIELD_NUMBER: _builtins.int
-        PATH_FIELD_NUMBER: _builtins.int
-        FILE_FORMAT_FIELD_NUMBER: _builtins.int
-        DATE_PARTITION_COLUMN_FORMAT_FIELD_NUMBER: _builtins.int
-        TABLE_FORMAT_FIELD_NUMBER: _builtins.int
-        table: _builtins.str
+        TABLE_FIELD_NUMBER: builtins.int
+        QUERY_FIELD_NUMBER: builtins.int
+        PATH_FIELD_NUMBER: builtins.int
+        FILE_FORMAT_FIELD_NUMBER: builtins.int
+        DATE_PARTITION_COLUMN_FORMAT_FIELD_NUMBER: builtins.int
+        TABLE_FORMAT_FIELD_NUMBER: builtins.int
+        table: builtins.str
         """Table name"""
-        query: _builtins.str
+        query: builtins.str
         """Spark SQl query that returns the table, this is an alternative to `table`"""
-        path: _builtins.str
+        path: builtins.str
         """Path from which spark can read the table, this is an alternative to `table`"""
-        file_format: _builtins.str
+        file_format: builtins.str
         """Format of files at `path` (e.g. parquet, avro, etc)"""
-        date_partition_column_format: _builtins.str
+        date_partition_column_format: builtins.str
         """Date Format of date partition column (e.g. %Y-%m-%d)"""
-        @_builtins.property
-        def table_format(self) -> _DataFormat_pb2.TableFormat:
+        @property
+        def table_format(self) -> feast.core.DataFormat_pb2.TableFormat:
             """Table Format (e.g. iceberg, delta, hudi)"""
-
         def __init__(
             self,
             *,
-            table: _builtins.str = ...,
-            query: _builtins.str = ...,
-            path: _builtins.str = ...,
-            file_format: _builtins.str = ...,
-            date_partition_column_format: _builtins.str = ...,
-            table_format: _DataFormat_pb2.TableFormat | None = ...,
+            table: builtins.str = ...,
+            query: builtins.str = ...,
+            path: builtins.str = ...,
+            file_format: builtins.str = ...,
+            date_partition_column_format: builtins.str = ...,
+            table_format: feast.core.DataFormat_pb2.TableFormat | None = ...,
         ) -> None: ...
-        _HasFieldArgType: _TypeAlias = _typing.Literal["table_format", b"table_format"]  # noqa: Y015
-        def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
-        _ClearFieldArgType: _TypeAlias = _typing.Literal["date_partition_column_format", b"date_partition_column_format", "file_format", b"file_format", "path", b"path", "query", b"query", "table", b"table", "table_format", b"table_format"]  # noqa: Y015
-        def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+        def HasField(self, field_name: typing_extensions.Literal["table_format", b"table_format"]) -> builtins.bool: ...
+        def ClearField(self, field_name: typing_extensions.Literal["date_partition_column_format", b"date_partition_column_format", "file_format", b"file_format", "path", b"path", "query", b"query", "table", b"table", "table_format", b"table_format"]) -> None: ...
 
-    @_typing.final
-    class CustomSourceOptions(_message.Message):
+    class CustomSourceOptions(google.protobuf.message.Message):
         """Defines configuration for custom third-party data sources."""
 
-        DESCRIPTOR: _descriptor.Descriptor
+        DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-        CONFIGURATION_FIELD_NUMBER: _builtins.int
-        configuration: _builtins.bytes
+        CONFIGURATION_FIELD_NUMBER: builtins.int
+        configuration: builtins.bytes
         """Serialized configuration information for the data source. The implementer of the custom data source is
         responsible for serializing and deserializing data from bytes
         """
         def __init__(
             self,
             *,
-            configuration: _builtins.bytes = ...,
+            configuration: builtins.bytes = ...,
         ) -> None: ...
-        _ClearFieldArgType: _TypeAlias = _typing.Literal["configuration", b"configuration"]  # noqa: Y015
-        def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+        def ClearField(self, field_name: typing_extensions.Literal["configuration", b"configuration"]) -> None: ...
 
-    @_typing.final
-    class RequestDataOptions(_message.Message):
+    class RequestDataOptions(google.protobuf.message.Message):
         """Defines options for DataSource that sources features from request data"""
 
-        DESCRIPTOR: _descriptor.Descriptor
+        DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-        @_typing.final
-        class DeprecatedSchemaEntry(_message.Message):
-            DESCRIPTOR: _descriptor.Descriptor
+        class DeprecatedSchemaEntry(google.protobuf.message.Message):
+            DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-            KEY_FIELD_NUMBER: _builtins.int
-            VALUE_FIELD_NUMBER: _builtins.int
-            key: _builtins.str
-            value: _Value_pb2.ValueType.Enum.ValueType
+            KEY_FIELD_NUMBER: builtins.int
+            VALUE_FIELD_NUMBER: builtins.int
+            key: builtins.str
+            value: feast.types.Value_pb2.ValueType.Enum.ValueType
             def __init__(
                 self,
                 *,
-                key: _builtins.str = ...,
-                value: _Value_pb2.ValueType.Enum.ValueType = ...,
+                key: builtins.str = ...,
+                value: feast.types.Value_pb2.ValueType.Enum.ValueType = ...,
             ) -> None: ...
-            _ClearFieldArgType: _TypeAlias = _typing.Literal["key", b"key", "value", b"value"]  # noqa: Y015
-            def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+            def ClearField(self, field_name: typing_extensions.Literal["key", b"key", "value", b"value"]) -> None: ...
 
-        DEPRECATED_SCHEMA_FIELD_NUMBER: _builtins.int
-        SCHEMA_FIELD_NUMBER: _builtins.int
-        @_builtins.property
-        def deprecated_schema(self) -> _containers.ScalarMap[_builtins.str, _Value_pb2.ValueType.Enum.ValueType]:
+        DEPRECATED_SCHEMA_FIELD_NUMBER: builtins.int
+        SCHEMA_FIELD_NUMBER: builtins.int
+        @property
+        def deprecated_schema(self) -> google.protobuf.internal.containers.ScalarMap[builtins.str, feast.types.Value_pb2.ValueType.Enum.ValueType]:
             """Mapping of feature name to type"""
-
-        @_builtins.property
-        def schema(self) -> _containers.RepeatedCompositeFieldContainer[_Feature_pb2.FeatureSpecV2]: ...
+        @property
+        def schema(self) -> google.protobuf.internal.containers.RepeatedCompositeFieldContainer[feast.core.Feature_pb2.FeatureSpecV2]: ...
         def __init__(
             self,
             *,
-            deprecated_schema: _abc.Mapping[_builtins.str, _Value_pb2.ValueType.Enum.ValueType] | None = ...,
-            schema: _abc.Iterable[_Feature_pb2.FeatureSpecV2] | None = ...,
+            deprecated_schema: collections.abc.Mapping[builtins.str, feast.types.Value_pb2.ValueType.Enum.ValueType] | None = ...,
+            schema: collections.abc.Iterable[feast.core.Feature_pb2.FeatureSpecV2] | None = ...,
         ) -> None: ...
-        _ClearFieldArgType: _TypeAlias = _typing.Literal["deprecated_schema", b"deprecated_schema", "schema", b"schema"]  # noqa: Y015
-        def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+        def ClearField(self, field_name: typing_extensions.Literal["deprecated_schema", b"deprecated_schema", "schema", b"schema"]) -> None: ...
 
-    @_typing.final
-    class PushOptions(_message.Message):
+    class PushOptions(google.protobuf.message.Message):
         """Defines options for DataSource that supports pushing data to it. This allows data to be pushed to
         the online store on-demand, such as by stream consumers.
         """
 
-        DESCRIPTOR: _descriptor.Descriptor
+        DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
         def __init__(
             self,
         ) -> None: ...
 
-    NAME_FIELD_NUMBER: _builtins.int
-    PROJECT_FIELD_NUMBER: _builtins.int
-    DESCRIPTION_FIELD_NUMBER: _builtins.int
-    TAGS_FIELD_NUMBER: _builtins.int
-    OWNER_FIELD_NUMBER: _builtins.int
-    TYPE_FIELD_NUMBER: _builtins.int
-    FIELD_MAPPING_FIELD_NUMBER: _builtins.int
-    TIMESTAMP_FIELD_FIELD_NUMBER: _builtins.int
-    DATE_PARTITION_COLUMN_FIELD_NUMBER: _builtins.int
-    CREATED_TIMESTAMP_COLUMN_FIELD_NUMBER: _builtins.int
-    DATA_SOURCE_CLASS_TYPE_FIELD_NUMBER: _builtins.int
-    BATCH_SOURCE_FIELD_NUMBER: _builtins.int
-    META_FIELD_NUMBER: _builtins.int
-    FILE_OPTIONS_FIELD_NUMBER: _builtins.int
-    BIGQUERY_OPTIONS_FIELD_NUMBER: _builtins.int
-    KAFKA_OPTIONS_FIELD_NUMBER: _builtins.int
-    KINESIS_OPTIONS_FIELD_NUMBER: _builtins.int
-    REDSHIFT_OPTIONS_FIELD_NUMBER: _builtins.int
-    REQUEST_DATA_OPTIONS_FIELD_NUMBER: _builtins.int
-    CUSTOM_OPTIONS_FIELD_NUMBER: _builtins.int
-    SNOWFLAKE_OPTIONS_FIELD_NUMBER: _builtins.int
-    PUSH_OPTIONS_FIELD_NUMBER: _builtins.int
-    SPARK_OPTIONS_FIELD_NUMBER: _builtins.int
-    TRINO_OPTIONS_FIELD_NUMBER: _builtins.int
-    ATHENA_OPTIONS_FIELD_NUMBER: _builtins.int
-    name: _builtins.str
+    NAME_FIELD_NUMBER: builtins.int
+    PROJECT_FIELD_NUMBER: builtins.int
+    DESCRIPTION_FIELD_NUMBER: builtins.int
+    TAGS_FIELD_NUMBER: builtins.int
+    OWNER_FIELD_NUMBER: builtins.int
+    TYPE_FIELD_NUMBER: builtins.int
+    FIELD_MAPPING_FIELD_NUMBER: builtins.int
+    TIMESTAMP_FIELD_FIELD_NUMBER: builtins.int
+    DATE_PARTITION_COLUMN_FIELD_NUMBER: builtins.int
+    CREATED_TIMESTAMP_COLUMN_FIELD_NUMBER: builtins.int
+    TIMESTAMP_FIELD_TYPE_FIELD_NUMBER: builtins.int
+    DATA_SOURCE_CLASS_TYPE_FIELD_NUMBER: builtins.int
+    BATCH_SOURCE_FIELD_NUMBER: builtins.int
+    META_FIELD_NUMBER: builtins.int
+    FILE_OPTIONS_FIELD_NUMBER: builtins.int
+    BIGQUERY_OPTIONS_FIELD_NUMBER: builtins.int
+    KAFKA_OPTIONS_FIELD_NUMBER: builtins.int
+    KINESIS_OPTIONS_FIELD_NUMBER: builtins.int
+    REDSHIFT_OPTIONS_FIELD_NUMBER: builtins.int
+    REQUEST_DATA_OPTIONS_FIELD_NUMBER: builtins.int
+    CUSTOM_OPTIONS_FIELD_NUMBER: builtins.int
+    SNOWFLAKE_OPTIONS_FIELD_NUMBER: builtins.int
+    PUSH_OPTIONS_FIELD_NUMBER: builtins.int
+    SPARK_OPTIONS_FIELD_NUMBER: builtins.int
+    TRINO_OPTIONS_FIELD_NUMBER: builtins.int
+    ATHENA_OPTIONS_FIELD_NUMBER: builtins.int
+    name: builtins.str
     """Unique name of data source within the project"""
-    project: _builtins.str
+    project: builtins.str
     """Name of Feast project that this data source belongs to."""
-    description: _builtins.str
-    owner: _builtins.str
-    type: Global___DataSource.SourceType.ValueType
-    timestamp_field: _builtins.str
+    description: builtins.str
+    @property
+    def tags(self) -> google.protobuf.internal.containers.ScalarMap[builtins.str, builtins.str]: ...
+    owner: builtins.str
+    type: global___DataSource.SourceType.ValueType
+    @property
+    def field_mapping(self) -> google.protobuf.internal.containers.ScalarMap[builtins.str, builtins.str]:
+        """Defines mapping between fields in the sourced data
+        and fields in parent FeatureTable.
+        """
+    timestamp_field: builtins.str
     """Must specify event timestamp column name"""
-    date_partition_column: _builtins.str
+    date_partition_column: builtins.str
     """(Optional) Specify partition column
     useful for file sources
     """
-    created_timestamp_column: _builtins.str
+    created_timestamp_column: builtins.str
     """Must specify creation timestamp column name"""
-    data_source_class_type: _builtins.str
+    timestamp_field_type: builtins.str
+    """(Optional) Type of the timestamp_field column ("TIMESTAMP" or "DATE").
+    When set to "DATE", SQL generation uses date-only comparisons.
+    """
+    data_source_class_type: builtins.str
     """This is an internal field that is represents the python class for the data source object a proto object represents.
     This should be set by feast, and not by users.
     The field is used primarily by custom data sources and is mandatory for them to set. Feast may set it for
     first party sources as well.
     """
-    @_builtins.property
-    def tags(self) -> _containers.ScalarMap[_builtins.str, _builtins.str]: ...
-    @_builtins.property
-    def field_mapping(self) -> _containers.ScalarMap[_builtins.str, _builtins.str]:
-        """Defines mapping between fields in the sourced data
-        and fields in parent FeatureTable.
-        """
-
-    @_builtins.property
-    def batch_source(self) -> Global___DataSource:
+    @property
+    def batch_source(self) -> global___DataSource:
         """Optional batch source for streaming sources for historical features and materialization."""
-
-    @_builtins.property
-    def meta(self) -> Global___DataSource.SourceMeta: ...
-    @_builtins.property
-    def file_options(self) -> Global___DataSource.FileOptions: ...
-    @_builtins.property
-    def bigquery_options(self) -> Global___DataSource.BigQueryOptions: ...
-    @_builtins.property
-    def kafka_options(self) -> Global___DataSource.KafkaOptions: ...
-    @_builtins.property
-    def kinesis_options(self) -> Global___DataSource.KinesisOptions: ...
-    @_builtins.property
-    def redshift_options(self) -> Global___DataSource.RedshiftOptions: ...
-    @_builtins.property
-    def request_data_options(self) -> Global___DataSource.RequestDataOptions: ...
-    @_builtins.property
-    def custom_options(self) -> Global___DataSource.CustomSourceOptions: ...
-    @_builtins.property
-    def snowflake_options(self) -> Global___DataSource.SnowflakeOptions: ...
-    @_builtins.property
-    def push_options(self) -> Global___DataSource.PushOptions: ...
-    @_builtins.property
-    def spark_options(self) -> Global___DataSource.SparkOptions: ...
-    @_builtins.property
-    def trino_options(self) -> Global___DataSource.TrinoOptions: ...
-    @_builtins.property
-    def athena_options(self) -> Global___DataSource.AthenaOptions: ...
+    @property
+    def meta(self) -> global___DataSource.SourceMeta: ...
+    @property
+    def file_options(self) -> global___DataSource.FileOptions: ...
+    @property
+    def bigquery_options(self) -> global___DataSource.BigQueryOptions: ...
+    @property
+    def kafka_options(self) -> global___DataSource.KafkaOptions: ...
+    @property
+    def kinesis_options(self) -> global___DataSource.KinesisOptions: ...
+    @property
+    def redshift_options(self) -> global___DataSource.RedshiftOptions: ...
+    @property
+    def request_data_options(self) -> global___DataSource.RequestDataOptions: ...
+    @property
+    def custom_options(self) -> global___DataSource.CustomSourceOptions: ...
+    @property
+    def snowflake_options(self) -> global___DataSource.SnowflakeOptions: ...
+    @property
+    def push_options(self) -> global___DataSource.PushOptions: ...
+    @property
+    def spark_options(self) -> global___DataSource.SparkOptions: ...
+    @property
+    def trino_options(self) -> global___DataSource.TrinoOptions: ...
+    @property
+    def athena_options(self) -> global___DataSource.AthenaOptions: ...
     def __init__(
         self,
         *,
-        name: _builtins.str = ...,
-        project: _builtins.str = ...,
-        description: _builtins.str = ...,
-        tags: _abc.Mapping[_builtins.str, _builtins.str] | None = ...,
-        owner: _builtins.str = ...,
-        type: Global___DataSource.SourceType.ValueType = ...,
-        field_mapping: _abc.Mapping[_builtins.str, _builtins.str] | None = ...,
-        timestamp_field: _builtins.str = ...,
-        date_partition_column: _builtins.str = ...,
-        created_timestamp_column: _builtins.str = ...,
-        data_source_class_type: _builtins.str = ...,
-        batch_source: Global___DataSource | None = ...,
-        meta: Global___DataSource.SourceMeta | None = ...,
-        file_options: Global___DataSource.FileOptions | None = ...,
-        bigquery_options: Global___DataSource.BigQueryOptions | None = ...,
-        kafka_options: Global___DataSource.KafkaOptions | None = ...,
-        kinesis_options: Global___DataSource.KinesisOptions | None = ...,
-        redshift_options: Global___DataSource.RedshiftOptions | None = ...,
-        request_data_options: Global___DataSource.RequestDataOptions | None = ...,
-        custom_options: Global___DataSource.CustomSourceOptions | None = ...,
-        snowflake_options: Global___DataSource.SnowflakeOptions | None = ...,
-        push_options: Global___DataSource.PushOptions | None = ...,
-        spark_options: Global___DataSource.SparkOptions | None = ...,
-        trino_options: Global___DataSource.TrinoOptions | None = ...,
-        athena_options: Global___DataSource.AthenaOptions | None = ...,
+        name: builtins.str = ...,
+        project: builtins.str = ...,
+        description: builtins.str = ...,
+        tags: collections.abc.Mapping[builtins.str, builtins.str] | None = ...,
+        owner: builtins.str = ...,
+        type: global___DataSource.SourceType.ValueType = ...,
+        field_mapping: collections.abc.Mapping[builtins.str, builtins.str] | None = ...,
+        timestamp_field: builtins.str = ...,
+        date_partition_column: builtins.str = ...,
+        created_timestamp_column: builtins.str = ...,
+        timestamp_field_type: builtins.str = ...,
+        data_source_class_type: builtins.str = ...,
+        batch_source: global___DataSource | None = ...,
+        meta: global___DataSource.SourceMeta | None = ...,
+        file_options: global___DataSource.FileOptions | None = ...,
+        bigquery_options: global___DataSource.BigQueryOptions | None = ...,
+        kafka_options: global___DataSource.KafkaOptions | None = ...,
+        kinesis_options: global___DataSource.KinesisOptions | None = ...,
+        redshift_options: global___DataSource.RedshiftOptions | None = ...,
+        request_data_options: global___DataSource.RequestDataOptions | None = ...,
+        custom_options: global___DataSource.CustomSourceOptions | None = ...,
+        snowflake_options: global___DataSource.SnowflakeOptions | None = ...,
+        push_options: global___DataSource.PushOptions | None = ...,
+        spark_options: global___DataSource.SparkOptions | None = ...,
+        trino_options: global___DataSource.TrinoOptions | None = ...,
+        athena_options: global___DataSource.AthenaOptions | None = ...,
     ) -> None: ...
-    _HasFieldArgType: _TypeAlias = _typing.Literal["athena_options", b"athena_options", "batch_source", b"batch_source", "bigquery_options", b"bigquery_options", "custom_options", b"custom_options", "file_options", b"file_options", "kafka_options", b"kafka_options", "kinesis_options", b"kinesis_options", "meta", b"meta", "options", b"options", "push_options", b"push_options", "redshift_options", b"redshift_options", "request_data_options", b"request_data_options", "snowflake_options", b"snowflake_options", "spark_options", b"spark_options", "trino_options", b"trino_options"]  # noqa: Y015
-    def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["athena_options", b"athena_options", "batch_source", b"batch_source", "bigquery_options", b"bigquery_options", "created_timestamp_column", b"created_timestamp_column", "custom_options", b"custom_options", "data_source_class_type", b"data_source_class_type", "date_partition_column", b"date_partition_column", "description", b"description", "field_mapping", b"field_mapping", "file_options", b"file_options", "kafka_options", b"kafka_options", "kinesis_options", b"kinesis_options", "meta", b"meta", "name", b"name", "options", b"options", "owner", b"owner", "project", b"project", "push_options", b"push_options", "redshift_options", b"redshift_options", "request_data_options", b"request_data_options", "snowflake_options", b"snowflake_options", "spark_options", b"spark_options", "tags", b"tags", "timestamp_field", b"timestamp_field", "trino_options", b"trino_options", "type", b"type"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
-    _WhichOneofReturnType_options: _TypeAlias = _typing.Literal["file_options", "bigquery_options", "kafka_options", "kinesis_options", "redshift_options", "request_data_options", "custom_options", "snowflake_options", "push_options", "spark_options", "trino_options", "athena_options"]  # noqa: Y015
-    _WhichOneofArgType_options: _TypeAlias = _typing.Literal["options", b"options"]  # noqa: Y015
-    def WhichOneof(self, oneof_group: _WhichOneofArgType_options) -> _WhichOneofReturnType_options | None: ...
-
-Global___DataSource: _TypeAlias = DataSource  # noqa: Y015
-
-@_typing.final
-class DataSourceList(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
-
-    DATASOURCES_FIELD_NUMBER: _builtins.int
-    @_builtins.property
-    def datasources(self) -> _containers.RepeatedCompositeFieldContainer[Global___DataSource]: ...
+    def HasField(self, field_name: typing_extensions.Literal["athena_options", b"athena_options", "batch_source", b"batch_source", "bigquery_options", b"bigquery_options", "custom_options", b"custom_options", "file_options", b"file_options", "kafka_options", b"kafka_options", "kinesis_options", b"kinesis_options", "meta", b"meta", "options", b"options", "push_options", b"push_options", "redshift_options", b"redshift_options", "request_data_options", b"request_data_options", "snowflake_options", b"snowflake_options", "spark_options", b"spark_options", "trino_options", b"trino_options"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["athena_options", b"athena_options", "batch_source", b"batch_source", "bigquery_options", b"bigquery_options", "created_timestamp_column", b"created_timestamp_column", "custom_options", b"custom_options", "data_source_class_type", b"data_source_class_type", "date_partition_column", b"date_partition_column", "description", b"description", "field_mapping", b"field_mapping", "file_options", b"file_options", "kafka_options", b"kafka_options", "kinesis_options", b"kinesis_options", "meta", b"meta", "name", b"name", "options", b"options", "owner", b"owner", "project", b"project", "push_options", b"push_options", "redshift_options", b"redshift_options", "request_data_options", b"request_data_options", "snowflake_options", b"snowflake_options", "spark_options", b"spark_options", "tags", b"tags", "timestamp_field", b"timestamp_field", "timestamp_field_type", b"timestamp_field_type", "trino_options", b"trino_options", "type", b"type"]) -> None: ...
+    def WhichOneof(self, oneof_group: typing_extensions.Literal["options", b"options"]) -> typing_extensions.Literal["file_options", "bigquery_options", "kafka_options", "kinesis_options", "redshift_options", "request_data_options", "custom_options", "snowflake_options", "push_options", "spark_options", "trino_options", "athena_options"] | None: ...
+
+global___DataSource = DataSource
+
+class DataSourceList(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
+
+    DATASOURCES_FIELD_NUMBER: builtins.int
+    @property
+    def datasources(self) -> google.protobuf.internal.containers.RepeatedCompositeFieldContainer[global___DataSource]: ...
     def __init__(
         self,
         *,
-        datasources: _abc.Iterable[Global___DataSource] | None = ...,
+        datasources: collections.abc.Iterable[global___DataSource] | None = ...,
     ) -> None: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["datasources", b"datasources"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["datasources", b"datasources"]) -> None: ...
 
-Global___DataSourceList: _TypeAlias = DataSourceList  # noqa: Y015
+global___DataSourceList = DataSourceList
diff --git a/sdk/python/feast/protos/feast/core/DatastoreTable_pb2.pyi b/sdk/python/feast/protos/feast/core/DatastoreTable_pb2.pyi
index f9a451e8560..6339a97536e 100644
--- a/sdk/python/feast/protos/feast/core/DatastoreTable_pb2.pyi
+++ b/sdk/python/feast/protos/feast/core/DatastoreTable_pb2.pyi
@@ -16,60 +16,52 @@ isort:skip_file
 * See the License for the specific language governing permissions and
 * limitations under the License.
 """
-
-from google.protobuf import descriptor as _descriptor
-from google.protobuf import message as _message
-from google.protobuf import wrappers_pb2 as _wrappers_pb2
-import builtins as _builtins
+import builtins
+import google.protobuf.descriptor
+import google.protobuf.message
+import google.protobuf.wrappers_pb2
 import sys
-import typing as _typing
 
-if sys.version_info >= (3, 10):
-    from typing import TypeAlias as _TypeAlias
+if sys.version_info >= (3, 8):
+    import typing as typing_extensions
 else:
-    from typing_extensions import TypeAlias as _TypeAlias
+    import typing_extensions
 
-DESCRIPTOR: _descriptor.FileDescriptor
+DESCRIPTOR: google.protobuf.descriptor.FileDescriptor
 
-@_typing.final
-class DatastoreTable(_message.Message):
+class DatastoreTable(google.protobuf.message.Message):
     """Represents a Datastore table"""
 
-    DESCRIPTOR: _descriptor.Descriptor
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    PROJECT_FIELD_NUMBER: _builtins.int
-    NAME_FIELD_NUMBER: _builtins.int
-    PROJECT_ID_FIELD_NUMBER: _builtins.int
-    NAMESPACE_FIELD_NUMBER: _builtins.int
-    DATABASE_FIELD_NUMBER: _builtins.int
-    project: _builtins.str
+    PROJECT_FIELD_NUMBER: builtins.int
+    NAME_FIELD_NUMBER: builtins.int
+    PROJECT_ID_FIELD_NUMBER: builtins.int
+    NAMESPACE_FIELD_NUMBER: builtins.int
+    DATABASE_FIELD_NUMBER: builtins.int
+    project: builtins.str
     """Feast project of the table"""
-    name: _builtins.str
+    name: builtins.str
     """Name of the table"""
-    @_builtins.property
-    def project_id(self) -> _wrappers_pb2.StringValue:
+    @property
+    def project_id(self) -> google.protobuf.wrappers_pb2.StringValue:
         """GCP project id"""
-
-    @_builtins.property
-    def namespace(self) -> _wrappers_pb2.StringValue:
+    @property
+    def namespace(self) -> google.protobuf.wrappers_pb2.StringValue:
         """Datastore namespace"""
-
-    @_builtins.property
-    def database(self) -> _wrappers_pb2.StringValue:
+    @property
+    def database(self) -> google.protobuf.wrappers_pb2.StringValue:
         """Firestore database"""
-
     def __init__(
         self,
         *,
-        project: _builtins.str = ...,
-        name: _builtins.str = ...,
-        project_id: _wrappers_pb2.StringValue | None = ...,
-        namespace: _wrappers_pb2.StringValue | None = ...,
-        database: _wrappers_pb2.StringValue | None = ...,
+        project: builtins.str = ...,
+        name: builtins.str = ...,
+        project_id: google.protobuf.wrappers_pb2.StringValue | None = ...,
+        namespace: google.protobuf.wrappers_pb2.StringValue | None = ...,
+        database: google.protobuf.wrappers_pb2.StringValue | None = ...,
     ) -> None: ...
-    _HasFieldArgType: _TypeAlias = _typing.Literal["database", b"database", "namespace", b"namespace", "project_id", b"project_id"]  # noqa: Y015
-    def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["database", b"database", "name", b"name", "namespace", b"namespace", "project", b"project", "project_id", b"project_id"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def HasField(self, field_name: typing_extensions.Literal["database", b"database", "namespace", b"namespace", "project_id", b"project_id"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["database", b"database", "name", b"name", "namespace", b"namespace", "project", b"project", "project_id", b"project_id"]) -> None: ...
 
-Global___DatastoreTable: _TypeAlias = DatastoreTable  # noqa: Y015
+global___DatastoreTable = DatastoreTable
diff --git a/sdk/python/feast/protos/feast/core/Entity_pb2.pyi b/sdk/python/feast/protos/feast/core/Entity_pb2.pyi
index b88884b41c3..025817edfee 100644
--- a/sdk/python/feast/protos/feast/core/Entity_pb2.pyi
+++ b/sdk/python/feast/protos/feast/core/Entity_pb2.pyi
@@ -16,147 +16,130 @@ isort:skip_file
 * See the License for the specific language governing permissions and
 * limitations under the License.
 """
-
-from collections import abc as _abc
-from feast.types import Value_pb2 as _Value_pb2  # type: ignore[attr-defined]
-from google.protobuf import descriptor as _descriptor
-from google.protobuf import message as _message
-from google.protobuf import timestamp_pb2 as _timestamp_pb2
-from google.protobuf.internal import containers as _containers
-import builtins as _builtins
+import builtins
+import collections.abc
+import feast.types.Value_pb2
+import google.protobuf.descriptor
+import google.protobuf.internal.containers
+import google.protobuf.message
+import google.protobuf.timestamp_pb2
 import sys
-import typing as _typing
 
-if sys.version_info >= (3, 10):
-    from typing import TypeAlias as _TypeAlias
+if sys.version_info >= (3, 8):
+    import typing as typing_extensions
 else:
-    from typing_extensions import TypeAlias as _TypeAlias
+    import typing_extensions
 
-DESCRIPTOR: _descriptor.FileDescriptor
+DESCRIPTOR: google.protobuf.descriptor.FileDescriptor
 
-@_typing.final
-class Entity(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class Entity(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    SPEC_FIELD_NUMBER: _builtins.int
-    META_FIELD_NUMBER: _builtins.int
-    @_builtins.property
-    def spec(self) -> Global___EntitySpecV2:
+    SPEC_FIELD_NUMBER: builtins.int
+    META_FIELD_NUMBER: builtins.int
+    @property
+    def spec(self) -> global___EntitySpecV2:
         """User-specified specifications of this entity."""
-
-    @_builtins.property
-    def meta(self) -> Global___EntityMeta:
+    @property
+    def meta(self) -> global___EntityMeta:
         """System-populated metadata for this entity."""
-
     def __init__(
         self,
         *,
-        spec: Global___EntitySpecV2 | None = ...,
-        meta: Global___EntityMeta | None = ...,
+        spec: global___EntitySpecV2 | None = ...,
+        meta: global___EntityMeta | None = ...,
     ) -> None: ...
-    _HasFieldArgType: _TypeAlias = _typing.Literal["meta", b"meta", "spec", b"spec"]  # noqa: Y015
-    def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["meta", b"meta", "spec", b"spec"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def HasField(self, field_name: typing_extensions.Literal["meta", b"meta", "spec", b"spec"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["meta", b"meta", "spec", b"spec"]) -> None: ...
 
-Global___Entity: _TypeAlias = Entity  # noqa: Y015
+global___Entity = Entity
 
-@_typing.final
-class EntitySpecV2(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class EntitySpecV2(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    @_typing.final
-    class TagsEntry(_message.Message):
-        DESCRIPTOR: _descriptor.Descriptor
+    class TagsEntry(google.protobuf.message.Message):
+        DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-        KEY_FIELD_NUMBER: _builtins.int
-        VALUE_FIELD_NUMBER: _builtins.int
-        key: _builtins.str
-        value: _builtins.str
+        KEY_FIELD_NUMBER: builtins.int
+        VALUE_FIELD_NUMBER: builtins.int
+        key: builtins.str
+        value: builtins.str
         def __init__(
             self,
             *,
-            key: _builtins.str = ...,
-            value: _builtins.str = ...,
+            key: builtins.str = ...,
+            value: builtins.str = ...,
         ) -> None: ...
-        _ClearFieldArgType: _TypeAlias = _typing.Literal["key", b"key", "value", b"value"]  # noqa: Y015
-        def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
-
-    NAME_FIELD_NUMBER: _builtins.int
-    PROJECT_FIELD_NUMBER: _builtins.int
-    VALUE_TYPE_FIELD_NUMBER: _builtins.int
-    DESCRIPTION_FIELD_NUMBER: _builtins.int
-    JOIN_KEY_FIELD_NUMBER: _builtins.int
-    TAGS_FIELD_NUMBER: _builtins.int
-    OWNER_FIELD_NUMBER: _builtins.int
-    name: _builtins.str
+        def ClearField(self, field_name: typing_extensions.Literal["key", b"key", "value", b"value"]) -> None: ...
+
+    NAME_FIELD_NUMBER: builtins.int
+    PROJECT_FIELD_NUMBER: builtins.int
+    VALUE_TYPE_FIELD_NUMBER: builtins.int
+    DESCRIPTION_FIELD_NUMBER: builtins.int
+    JOIN_KEY_FIELD_NUMBER: builtins.int
+    TAGS_FIELD_NUMBER: builtins.int
+    OWNER_FIELD_NUMBER: builtins.int
+    name: builtins.str
     """Name of the entity."""
-    project: _builtins.str
+    project: builtins.str
     """Name of Feast project that this feature table belongs to."""
-    value_type: _Value_pb2.ValueType.Enum.ValueType
+    value_type: feast.types.Value_pb2.ValueType.Enum.ValueType
     """Type of the entity."""
-    description: _builtins.str
+    description: builtins.str
     """Description of the entity."""
-    join_key: _builtins.str
+    join_key: builtins.str
     """Join key for the entity (i.e. name of the column the entity maps to)."""
-    owner: _builtins.str
-    """Owner of the entity."""
-    @_builtins.property
-    def tags(self) -> _containers.ScalarMap[_builtins.str, _builtins.str]:
+    @property
+    def tags(self) -> google.protobuf.internal.containers.ScalarMap[builtins.str, builtins.str]:
         """User defined metadata"""
-
+    owner: builtins.str
+    """Owner of the entity."""
     def __init__(
         self,
         *,
-        name: _builtins.str = ...,
-        project: _builtins.str = ...,
-        value_type: _Value_pb2.ValueType.Enum.ValueType = ...,
-        description: _builtins.str = ...,
-        join_key: _builtins.str = ...,
-        tags: _abc.Mapping[_builtins.str, _builtins.str] | None = ...,
-        owner: _builtins.str = ...,
+        name: builtins.str = ...,
+        project: builtins.str = ...,
+        value_type: feast.types.Value_pb2.ValueType.Enum.ValueType = ...,
+        description: builtins.str = ...,
+        join_key: builtins.str = ...,
+        tags: collections.abc.Mapping[builtins.str, builtins.str] | None = ...,
+        owner: builtins.str = ...,
     ) -> None: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["description", b"description", "join_key", b"join_key", "name", b"name", "owner", b"owner", "project", b"project", "tags", b"tags", "value_type", b"value_type"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["description", b"description", "join_key", b"join_key", "name", b"name", "owner", b"owner", "project", b"project", "tags", b"tags", "value_type", b"value_type"]) -> None: ...
 
-Global___EntitySpecV2: _TypeAlias = EntitySpecV2  # noqa: Y015
+global___EntitySpecV2 = EntitySpecV2
 
-@_typing.final
-class EntityMeta(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class EntityMeta(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    CREATED_TIMESTAMP_FIELD_NUMBER: _builtins.int
-    LAST_UPDATED_TIMESTAMP_FIELD_NUMBER: _builtins.int
-    @_builtins.property
-    def created_timestamp(self) -> _timestamp_pb2.Timestamp: ...
-    @_builtins.property
-    def last_updated_timestamp(self) -> _timestamp_pb2.Timestamp: ...
+    CREATED_TIMESTAMP_FIELD_NUMBER: builtins.int
+    LAST_UPDATED_TIMESTAMP_FIELD_NUMBER: builtins.int
+    @property
+    def created_timestamp(self) -> google.protobuf.timestamp_pb2.Timestamp: ...
+    @property
+    def last_updated_timestamp(self) -> google.protobuf.timestamp_pb2.Timestamp: ...
     def __init__(
         self,
         *,
-        created_timestamp: _timestamp_pb2.Timestamp | None = ...,
-        last_updated_timestamp: _timestamp_pb2.Timestamp | None = ...,
+        created_timestamp: google.protobuf.timestamp_pb2.Timestamp | None = ...,
+        last_updated_timestamp: google.protobuf.timestamp_pb2.Timestamp | None = ...,
     ) -> None: ...
-    _HasFieldArgType: _TypeAlias = _typing.Literal["created_timestamp", b"created_timestamp", "last_updated_timestamp", b"last_updated_timestamp"]  # noqa: Y015
-    def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["created_timestamp", b"created_timestamp", "last_updated_timestamp", b"last_updated_timestamp"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def HasField(self, field_name: typing_extensions.Literal["created_timestamp", b"created_timestamp", "last_updated_timestamp", b"last_updated_timestamp"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["created_timestamp", b"created_timestamp", "last_updated_timestamp", b"last_updated_timestamp"]) -> None: ...
 
-Global___EntityMeta: _TypeAlias = EntityMeta  # noqa: Y015
+global___EntityMeta = EntityMeta
 
-@_typing.final
-class EntityList(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class EntityList(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    ENTITIES_FIELD_NUMBER: _builtins.int
-    @_builtins.property
-    def entities(self) -> _containers.RepeatedCompositeFieldContainer[Global___Entity]: ...
+    ENTITIES_FIELD_NUMBER: builtins.int
+    @property
+    def entities(self) -> google.protobuf.internal.containers.RepeatedCompositeFieldContainer[global___Entity]: ...
     def __init__(
         self,
         *,
-        entities: _abc.Iterable[Global___Entity] | None = ...,
+        entities: collections.abc.Iterable[global___Entity] | None = ...,
     ) -> None: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["entities", b"entities"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["entities", b"entities"]) -> None: ...
 
-Global___EntityList: _TypeAlias = EntityList  # noqa: Y015
+global___EntityList = EntityList
diff --git a/sdk/python/feast/protos/feast/core/FeatureService_pb2.py b/sdk/python/feast/protos/feast/core/FeatureService_pb2.py
index 7ef36079691..24940b4ca33 100644
--- a/sdk/python/feast/protos/feast/core/FeatureService_pb2.py
+++ b/sdk/python/feast/protos/feast/core/FeatureService_pb2.py
@@ -16,7 +16,7 @@
 from feast.protos.feast.core import FeatureViewProjection_pb2 as feast_dot_core_dot_FeatureViewProjection__pb2
 
 
-DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n\x1f\x66\x65\x61st/core/FeatureService.proto\x12\nfeast.core\x1a\x1fgoogle/protobuf/timestamp.proto\x1a&feast/core/FeatureViewProjection.proto\"l\n\x0e\x46\x65\x61tureService\x12,\n\x04spec\x18\x01 \x01(\x0b\x32\x1e.feast.core.FeatureServiceSpec\x12,\n\x04meta\x18\x02 \x01(\x0b\x32\x1e.feast.core.FeatureServiceMeta\"\xa4\x02\n\x12\x46\x65\x61tureServiceSpec\x12\x0c\n\x04name\x18\x01 \x01(\t\x12\x0f\n\x07project\x18\x02 \x01(\t\x12\x33\n\x08\x66\x65\x61tures\x18\x03 \x03(\x0b\x32!.feast.core.FeatureViewProjection\x12\x36\n\x04tags\x18\x04 \x03(\x0b\x32(.feast.core.FeatureServiceSpec.TagsEntry\x12\x13\n\x0b\x64\x65scription\x18\x05 \x01(\t\x12\r\n\x05owner\x18\x06 \x01(\t\x12\x31\n\x0elogging_config\x18\x07 \x01(\x0b\x32\x19.feast.core.LoggingConfig\x1a+\n\tTagsEntry\x12\x0b\n\x03key\x18\x01 \x01(\t\x12\r\n\x05value\x18\x02 \x01(\t:\x02\x38\x01\"\x87\x01\n\x12\x46\x65\x61tureServiceMeta\x12\x35\n\x11\x63reated_timestamp\x18\x01 \x01(\x0b\x32\x1a.google.protobuf.Timestamp\x12:\n\x16last_updated_timestamp\x18\x02 \x01(\x0b\x32\x1a.google.protobuf.Timestamp\"\xd1\x08\n\rLoggingConfig\x12\x13\n\x0bsample_rate\x18\x01 \x01(\x02\x12\x45\n\x10\x66ile_destination\x18\x03 \x01(\x0b\x32).feast.core.LoggingConfig.FileDestinationH\x00\x12M\n\x14\x62igquery_destination\x18\x04 \x01(\x0b\x32-.feast.core.LoggingConfig.BigQueryDestinationH\x00\x12M\n\x14redshift_destination\x18\x05 \x01(\x0b\x32-.feast.core.LoggingConfig.RedshiftDestinationH\x00\x12O\n\x15snowflake_destination\x18\x06 \x01(\x0b\x32..feast.core.LoggingConfig.SnowflakeDestinationH\x00\x12I\n\x12\x63ustom_destination\x18\x07 \x01(\x0b\x32+.feast.core.LoggingConfig.CustomDestinationH\x00\x12I\n\x12\x61thena_destination\x18\x08 \x01(\x0b\x32+.feast.core.LoggingConfig.AthenaDestinationH\x00\x12`\n\x1e\x63ouchbase_columnar_destination\x18\t \x01(\x0b\x32\x36.feast.core.LoggingConfig.CouchbaseColumnarDestinationH\x00\x1aS\n\x0f\x46ileDestination\x12\x0c\n\x04path\x18\x01 \x01(\t\x12\x1c\n\x14s3_endpoint_override\x18\x02 \x01(\t\x12\x14\n\x0cpartition_by\x18\x03 \x03(\t\x1a(\n\x13\x42igQueryDestination\x12\x11\n\ttable_ref\x18\x01 \x01(\t\x1a)\n\x13RedshiftDestination\x12\x12\n\ntable_name\x18\x01 \x01(\t\x1a\'\n\x11\x41thenaDestination\x12\x12\n\ntable_name\x18\x01 \x01(\t\x1a*\n\x14SnowflakeDestination\x12\x12\n\ntable_name\x18\x01 \x01(\t\x1a\x99\x01\n\x11\x43ustomDestination\x12\x0c\n\x04kind\x18\x01 \x01(\t\x12G\n\x06\x63onfig\x18\x02 \x03(\x0b\x32\x37.feast.core.LoggingConfig.CustomDestination.ConfigEntry\x1a-\n\x0b\x43onfigEntry\x12\x0b\n\x03key\x18\x01 \x01(\t\x12\r\n\x05value\x18\x02 \x01(\t:\x02\x38\x01\x1aS\n\x1c\x43ouchbaseColumnarDestination\x12\x10\n\x08\x64\x61tabase\x18\x01 \x01(\t\x12\r\n\x05scope\x18\x02 \x01(\t\x12\x12\n\ncollection\x18\x03 \x01(\tB\r\n\x0b\x64\x65stination\"I\n\x12\x46\x65\x61tureServiceList\x12\x33\n\x0f\x66\x65\x61tureservices\x18\x01 \x03(\x0b\x32\x1a.feast.core.FeatureServiceBX\n\x10\x66\x65\x61st.proto.coreB\x13\x46\x65\x61tureServiceProtoZ/github.com/feast-dev/feast/go/protos/feast/coreb\x06proto3')
+DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n\x1f\x66\x65\x61st/core/FeatureService.proto\x12\nfeast.core\x1a\x1fgoogle/protobuf/timestamp.proto\x1a&feast/core/FeatureViewProjection.proto\"l\n\x0e\x46\x65\x61tureService\x12,\n\x04spec\x18\x01 \x01(\x0b\x32\x1e.feast.core.FeatureServiceSpec\x12,\n\x04meta\x18\x02 \x01(\x0b\x32\x1e.feast.core.FeatureServiceMeta\"\xbf\x02\n\x12\x46\x65\x61tureServiceSpec\x12\x0c\n\x04name\x18\x01 \x01(\t\x12\x0f\n\x07project\x18\x02 \x01(\t\x12\x33\n\x08\x66\x65\x61tures\x18\x03 \x03(\x0b\x32!.feast.core.FeatureViewProjection\x12\x36\n\x04tags\x18\x04 \x03(\x0b\x32(.feast.core.FeatureServiceSpec.TagsEntry\x12\x13\n\x0b\x64\x65scription\x18\x05 \x01(\t\x12\r\n\x05owner\x18\x06 \x01(\t\x12\x31\n\x0elogging_config\x18\x07 \x01(\x0b\x32\x19.feast.core.LoggingConfig\x12\x19\n\x11precompute_online\x18\x08 \x01(\x08\x1a+\n\tTagsEntry\x12\x0b\n\x03key\x18\x01 \x01(\t\x12\r\n\x05value\x18\x02 \x01(\t:\x02\x38\x01\"\x87\x01\n\x12\x46\x65\x61tureServiceMeta\x12\x35\n\x11\x63reated_timestamp\x18\x01 \x01(\x0b\x32\x1a.google.protobuf.Timestamp\x12:\n\x16last_updated_timestamp\x18\x02 \x01(\x0b\x32\x1a.google.protobuf.Timestamp\"\xd1\x08\n\rLoggingConfig\x12\x13\n\x0bsample_rate\x18\x01 \x01(\x02\x12\x45\n\x10\x66ile_destination\x18\x03 \x01(\x0b\x32).feast.core.LoggingConfig.FileDestinationH\x00\x12M\n\x14\x62igquery_destination\x18\x04 \x01(\x0b\x32-.feast.core.LoggingConfig.BigQueryDestinationH\x00\x12M\n\x14redshift_destination\x18\x05 \x01(\x0b\x32-.feast.core.LoggingConfig.RedshiftDestinationH\x00\x12O\n\x15snowflake_destination\x18\x06 \x01(\x0b\x32..feast.core.LoggingConfig.SnowflakeDestinationH\x00\x12I\n\x12\x63ustom_destination\x18\x07 \x01(\x0b\x32+.feast.core.LoggingConfig.CustomDestinationH\x00\x12I\n\x12\x61thena_destination\x18\x08 \x01(\x0b\x32+.feast.core.LoggingConfig.AthenaDestinationH\x00\x12`\n\x1e\x63ouchbase_columnar_destination\x18\t \x01(\x0b\x32\x36.feast.core.LoggingConfig.CouchbaseColumnarDestinationH\x00\x1aS\n\x0f\x46ileDestination\x12\x0c\n\x04path\x18\x01 \x01(\t\x12\x1c\n\x14s3_endpoint_override\x18\x02 \x01(\t\x12\x14\n\x0cpartition_by\x18\x03 \x03(\t\x1a(\n\x13\x42igQueryDestination\x12\x11\n\ttable_ref\x18\x01 \x01(\t\x1a)\n\x13RedshiftDestination\x12\x12\n\ntable_name\x18\x01 \x01(\t\x1a\'\n\x11\x41thenaDestination\x12\x12\n\ntable_name\x18\x01 \x01(\t\x1a*\n\x14SnowflakeDestination\x12\x12\n\ntable_name\x18\x01 \x01(\t\x1a\x99\x01\n\x11\x43ustomDestination\x12\x0c\n\x04kind\x18\x01 \x01(\t\x12G\n\x06\x63onfig\x18\x02 \x03(\x0b\x32\x37.feast.core.LoggingConfig.CustomDestination.ConfigEntry\x1a-\n\x0b\x43onfigEntry\x12\x0b\n\x03key\x18\x01 \x01(\t\x12\r\n\x05value\x18\x02 \x01(\t:\x02\x38\x01\x1aS\n\x1c\x43ouchbaseColumnarDestination\x12\x10\n\x08\x64\x61tabase\x18\x01 \x01(\t\x12\r\n\x05scope\x18\x02 \x01(\t\x12\x12\n\ncollection\x18\x03 \x01(\tB\r\n\x0b\x64\x65stination\"I\n\x12\x46\x65\x61tureServiceList\x12\x33\n\x0f\x66\x65\x61tureservices\x18\x01 \x03(\x0b\x32\x1a.feast.core.FeatureServiceBX\n\x10\x66\x65\x61st.proto.coreB\x13\x46\x65\x61tureServiceProtoZ/github.com/feast-dev/feast/go/protos/feast/coreb\x06proto3')
 
 _globals = globals()
 _builder.BuildMessageAndEnumDescriptors(DESCRIPTOR, _globals)
@@ -31,29 +31,29 @@
   _globals['_FEATURESERVICE']._serialized_start=120
   _globals['_FEATURESERVICE']._serialized_end=228
   _globals['_FEATURESERVICESPEC']._serialized_start=231
-  _globals['_FEATURESERVICESPEC']._serialized_end=523
-  _globals['_FEATURESERVICESPEC_TAGSENTRY']._serialized_start=480
-  _globals['_FEATURESERVICESPEC_TAGSENTRY']._serialized_end=523
-  _globals['_FEATURESERVICEMETA']._serialized_start=526
-  _globals['_FEATURESERVICEMETA']._serialized_end=661
-  _globals['_LOGGINGCONFIG']._serialized_start=664
-  _globals['_LOGGINGCONFIG']._serialized_end=1769
-  _globals['_LOGGINGCONFIG_FILEDESTINATION']._serialized_start=1260
-  _globals['_LOGGINGCONFIG_FILEDESTINATION']._serialized_end=1343
-  _globals['_LOGGINGCONFIG_BIGQUERYDESTINATION']._serialized_start=1345
-  _globals['_LOGGINGCONFIG_BIGQUERYDESTINATION']._serialized_end=1385
-  _globals['_LOGGINGCONFIG_REDSHIFTDESTINATION']._serialized_start=1387
-  _globals['_LOGGINGCONFIG_REDSHIFTDESTINATION']._serialized_end=1428
-  _globals['_LOGGINGCONFIG_ATHENADESTINATION']._serialized_start=1430
-  _globals['_LOGGINGCONFIG_ATHENADESTINATION']._serialized_end=1469
-  _globals['_LOGGINGCONFIG_SNOWFLAKEDESTINATION']._serialized_start=1471
-  _globals['_LOGGINGCONFIG_SNOWFLAKEDESTINATION']._serialized_end=1513
-  _globals['_LOGGINGCONFIG_CUSTOMDESTINATION']._serialized_start=1516
-  _globals['_LOGGINGCONFIG_CUSTOMDESTINATION']._serialized_end=1669
-  _globals['_LOGGINGCONFIG_CUSTOMDESTINATION_CONFIGENTRY']._serialized_start=1624
-  _globals['_LOGGINGCONFIG_CUSTOMDESTINATION_CONFIGENTRY']._serialized_end=1669
-  _globals['_LOGGINGCONFIG_COUCHBASECOLUMNARDESTINATION']._serialized_start=1671
-  _globals['_LOGGINGCONFIG_COUCHBASECOLUMNARDESTINATION']._serialized_end=1754
-  _globals['_FEATURESERVICELIST']._serialized_start=1771
-  _globals['_FEATURESERVICELIST']._serialized_end=1844
+  _globals['_FEATURESERVICESPEC']._serialized_end=550
+  _globals['_FEATURESERVICESPEC_TAGSENTRY']._serialized_start=507
+  _globals['_FEATURESERVICESPEC_TAGSENTRY']._serialized_end=550
+  _globals['_FEATURESERVICEMETA']._serialized_start=553
+  _globals['_FEATURESERVICEMETA']._serialized_end=688
+  _globals['_LOGGINGCONFIG']._serialized_start=691
+  _globals['_LOGGINGCONFIG']._serialized_end=1796
+  _globals['_LOGGINGCONFIG_FILEDESTINATION']._serialized_start=1287
+  _globals['_LOGGINGCONFIG_FILEDESTINATION']._serialized_end=1370
+  _globals['_LOGGINGCONFIG_BIGQUERYDESTINATION']._serialized_start=1372
+  _globals['_LOGGINGCONFIG_BIGQUERYDESTINATION']._serialized_end=1412
+  _globals['_LOGGINGCONFIG_REDSHIFTDESTINATION']._serialized_start=1414
+  _globals['_LOGGINGCONFIG_REDSHIFTDESTINATION']._serialized_end=1455
+  _globals['_LOGGINGCONFIG_ATHENADESTINATION']._serialized_start=1457
+  _globals['_LOGGINGCONFIG_ATHENADESTINATION']._serialized_end=1496
+  _globals['_LOGGINGCONFIG_SNOWFLAKEDESTINATION']._serialized_start=1498
+  _globals['_LOGGINGCONFIG_SNOWFLAKEDESTINATION']._serialized_end=1540
+  _globals['_LOGGINGCONFIG_CUSTOMDESTINATION']._serialized_start=1543
+  _globals['_LOGGINGCONFIG_CUSTOMDESTINATION']._serialized_end=1696
+  _globals['_LOGGINGCONFIG_CUSTOMDESTINATION_CONFIGENTRY']._serialized_start=1651
+  _globals['_LOGGINGCONFIG_CUSTOMDESTINATION_CONFIGENTRY']._serialized_end=1696
+  _globals['_LOGGINGCONFIG_COUCHBASECOLUMNARDESTINATION']._serialized_start=1698
+  _globals['_LOGGINGCONFIG_COUCHBASECOLUMNARDESTINATION']._serialized_end=1781
+  _globals['_FEATURESERVICELIST']._serialized_start=1798
+  _globals['_FEATURESERVICELIST']._serialized_end=1871
 # @@protoc_insertion_point(module_scope)
diff --git a/sdk/python/feast/protos/feast/core/FeatureService_pb2.pyi b/sdk/python/feast/protos/feast/core/FeatureService_pb2.pyi
index 125c198db48..a3e6158ad91 100644
--- a/sdk/python/feast/protos/feast/core/FeatureService_pb2.pyi
+++ b/sdk/python/feast/protos/feast/core/FeatureService_pb2.pyi
@@ -2,349 +2,311 @@
 @generated by mypy-protobuf.  Do not edit manually!
 isort:skip_file
 """
-
-from collections import abc as _abc
-from feast.core import FeatureViewProjection_pb2 as _FeatureViewProjection_pb2
-from google.protobuf import descriptor as _descriptor
-from google.protobuf import message as _message
-from google.protobuf import timestamp_pb2 as _timestamp_pb2
-from google.protobuf.internal import containers as _containers
-import builtins as _builtins
+import builtins
+import collections.abc
+import feast.core.FeatureViewProjection_pb2
+import google.protobuf.descriptor
+import google.protobuf.internal.containers
+import google.protobuf.message
+import google.protobuf.timestamp_pb2
 import sys
-import typing as _typing
 
-if sys.version_info >= (3, 10):
-    from typing import TypeAlias as _TypeAlias
+if sys.version_info >= (3, 8):
+    import typing as typing_extensions
 else:
-    from typing_extensions import TypeAlias as _TypeAlias
+    import typing_extensions
 
-DESCRIPTOR: _descriptor.FileDescriptor
+DESCRIPTOR: google.protobuf.descriptor.FileDescriptor
 
-@_typing.final
-class FeatureService(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class FeatureService(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    SPEC_FIELD_NUMBER: _builtins.int
-    META_FIELD_NUMBER: _builtins.int
-    @_builtins.property
-    def spec(self) -> Global___FeatureServiceSpec:
+    SPEC_FIELD_NUMBER: builtins.int
+    META_FIELD_NUMBER: builtins.int
+    @property
+    def spec(self) -> global___FeatureServiceSpec:
         """User-specified specifications of this feature service."""
-
-    @_builtins.property
-    def meta(self) -> Global___FeatureServiceMeta:
+    @property
+    def meta(self) -> global___FeatureServiceMeta:
         """System-populated metadata for this feature service."""
-
     def __init__(
         self,
         *,
-        spec: Global___FeatureServiceSpec | None = ...,
-        meta: Global___FeatureServiceMeta | None = ...,
+        spec: global___FeatureServiceSpec | None = ...,
+        meta: global___FeatureServiceMeta | None = ...,
     ) -> None: ...
-    _HasFieldArgType: _TypeAlias = _typing.Literal["meta", b"meta", "spec", b"spec"]  # noqa: Y015
-    def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["meta", b"meta", "spec", b"spec"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def HasField(self, field_name: typing_extensions.Literal["meta", b"meta", "spec", b"spec"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["meta", b"meta", "spec", b"spec"]) -> None: ...
 
-Global___FeatureService: _TypeAlias = FeatureService  # noqa: Y015
+global___FeatureService = FeatureService
 
-@_typing.final
-class FeatureServiceSpec(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class FeatureServiceSpec(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    @_typing.final
-    class TagsEntry(_message.Message):
-        DESCRIPTOR: _descriptor.Descriptor
+    class TagsEntry(google.protobuf.message.Message):
+        DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-        KEY_FIELD_NUMBER: _builtins.int
-        VALUE_FIELD_NUMBER: _builtins.int
-        key: _builtins.str
-        value: _builtins.str
+        KEY_FIELD_NUMBER: builtins.int
+        VALUE_FIELD_NUMBER: builtins.int
+        key: builtins.str
+        value: builtins.str
         def __init__(
             self,
             *,
-            key: _builtins.str = ...,
-            value: _builtins.str = ...,
+            key: builtins.str = ...,
+            value: builtins.str = ...,
         ) -> None: ...
-        _ClearFieldArgType: _TypeAlias = _typing.Literal["key", b"key", "value", b"value"]  # noqa: Y015
-        def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
-
-    NAME_FIELD_NUMBER: _builtins.int
-    PROJECT_FIELD_NUMBER: _builtins.int
-    FEATURES_FIELD_NUMBER: _builtins.int
-    TAGS_FIELD_NUMBER: _builtins.int
-    DESCRIPTION_FIELD_NUMBER: _builtins.int
-    OWNER_FIELD_NUMBER: _builtins.int
-    LOGGING_CONFIG_FIELD_NUMBER: _builtins.int
-    name: _builtins.str
+        def ClearField(self, field_name: typing_extensions.Literal["key", b"key", "value", b"value"]) -> None: ...
+
+    NAME_FIELD_NUMBER: builtins.int
+    PROJECT_FIELD_NUMBER: builtins.int
+    FEATURES_FIELD_NUMBER: builtins.int
+    TAGS_FIELD_NUMBER: builtins.int
+    DESCRIPTION_FIELD_NUMBER: builtins.int
+    OWNER_FIELD_NUMBER: builtins.int
+    LOGGING_CONFIG_FIELD_NUMBER: builtins.int
+    PRECOMPUTE_ONLINE_FIELD_NUMBER: builtins.int
+    name: builtins.str
     """Name of the Feature Service. Must be unique. Not updated."""
-    project: _builtins.str
+    project: builtins.str
     """Name of Feast project that this Feature Service belongs to."""
-    description: _builtins.str
-    """Description of the feature service."""
-    owner: _builtins.str
-    """Owner of the feature service."""
-    @_builtins.property
-    def features(self) -> _containers.RepeatedCompositeFieldContainer[_FeatureViewProjection_pb2.FeatureViewProjection]:
+    @property
+    def features(self) -> google.protobuf.internal.containers.RepeatedCompositeFieldContainer[feast.core.FeatureViewProjection_pb2.FeatureViewProjection]:
         """Represents a projection that's to be applied on top of the FeatureView.
         Contains data such as the features to use from a FeatureView.
         """
-
-    @_builtins.property
-    def tags(self) -> _containers.ScalarMap[_builtins.str, _builtins.str]:
+    @property
+    def tags(self) -> google.protobuf.internal.containers.ScalarMap[builtins.str, builtins.str]:
         """User defined metadata"""
-
-    @_builtins.property
-    def logging_config(self) -> Global___LoggingConfig:
+    description: builtins.str
+    """Description of the feature service."""
+    owner: builtins.str
+    """Owner of the feature service."""
+    @property
+    def logging_config(self) -> global___LoggingConfig:
         """(optional) if provided logging will be enabled for this feature service."""
-
+    precompute_online: builtins.bool
+    """When true, a pre-computed feature vector is maintained per entity for this
+    service, enabling single-read online retrieval instead of per-feature-view reads.
+    """
     def __init__(
         self,
         *,
-        name: _builtins.str = ...,
-        project: _builtins.str = ...,
-        features: _abc.Iterable[_FeatureViewProjection_pb2.FeatureViewProjection] | None = ...,
-        tags: _abc.Mapping[_builtins.str, _builtins.str] | None = ...,
-        description: _builtins.str = ...,
-        owner: _builtins.str = ...,
-        logging_config: Global___LoggingConfig | None = ...,
+        name: builtins.str = ...,
+        project: builtins.str = ...,
+        features: collections.abc.Iterable[feast.core.FeatureViewProjection_pb2.FeatureViewProjection] | None = ...,
+        tags: collections.abc.Mapping[builtins.str, builtins.str] | None = ...,
+        description: builtins.str = ...,
+        owner: builtins.str = ...,
+        logging_config: global___LoggingConfig | None = ...,
+        precompute_online: builtins.bool = ...,
     ) -> None: ...
-    _HasFieldArgType: _TypeAlias = _typing.Literal["logging_config", b"logging_config"]  # noqa: Y015
-    def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["description", b"description", "features", b"features", "logging_config", b"logging_config", "name", b"name", "owner", b"owner", "project", b"project", "tags", b"tags"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def HasField(self, field_name: typing_extensions.Literal["logging_config", b"logging_config"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["description", b"description", "features", b"features", "logging_config", b"logging_config", "name", b"name", "owner", b"owner", "precompute_online", b"precompute_online", "project", b"project", "tags", b"tags"]) -> None: ...
 
-Global___FeatureServiceSpec: _TypeAlias = FeatureServiceSpec  # noqa: Y015
+global___FeatureServiceSpec = FeatureServiceSpec
 
-@_typing.final
-class FeatureServiceMeta(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class FeatureServiceMeta(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    CREATED_TIMESTAMP_FIELD_NUMBER: _builtins.int
-    LAST_UPDATED_TIMESTAMP_FIELD_NUMBER: _builtins.int
-    @_builtins.property
-    def created_timestamp(self) -> _timestamp_pb2.Timestamp:
+    CREATED_TIMESTAMP_FIELD_NUMBER: builtins.int
+    LAST_UPDATED_TIMESTAMP_FIELD_NUMBER: builtins.int
+    @property
+    def created_timestamp(self) -> google.protobuf.timestamp_pb2.Timestamp:
         """Time where this Feature Service is created"""
-
-    @_builtins.property
-    def last_updated_timestamp(self) -> _timestamp_pb2.Timestamp:
+    @property
+    def last_updated_timestamp(self) -> google.protobuf.timestamp_pb2.Timestamp:
         """Time where this Feature Service is last updated"""
-
     def __init__(
         self,
         *,
-        created_timestamp: _timestamp_pb2.Timestamp | None = ...,
-        last_updated_timestamp: _timestamp_pb2.Timestamp | None = ...,
+        created_timestamp: google.protobuf.timestamp_pb2.Timestamp | None = ...,
+        last_updated_timestamp: google.protobuf.timestamp_pb2.Timestamp | None = ...,
     ) -> None: ...
-    _HasFieldArgType: _TypeAlias = _typing.Literal["created_timestamp", b"created_timestamp", "last_updated_timestamp", b"last_updated_timestamp"]  # noqa: Y015
-    def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["created_timestamp", b"created_timestamp", "last_updated_timestamp", b"last_updated_timestamp"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
-
-Global___FeatureServiceMeta: _TypeAlias = FeatureServiceMeta  # noqa: Y015
-
-@_typing.final
-class LoggingConfig(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
-
-    @_typing.final
-    class FileDestination(_message.Message):
-        DESCRIPTOR: _descriptor.Descriptor
-
-        PATH_FIELD_NUMBER: _builtins.int
-        S3_ENDPOINT_OVERRIDE_FIELD_NUMBER: _builtins.int
-        PARTITION_BY_FIELD_NUMBER: _builtins.int
-        path: _builtins.str
-        s3_endpoint_override: _builtins.str
-        @_builtins.property
-        def partition_by(self) -> _containers.RepeatedScalarFieldContainer[_builtins.str]:
-            """column names to use for partitioning"""
+    def HasField(self, field_name: typing_extensions.Literal["created_timestamp", b"created_timestamp", "last_updated_timestamp", b"last_updated_timestamp"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["created_timestamp", b"created_timestamp", "last_updated_timestamp", b"last_updated_timestamp"]) -> None: ...
+
+global___FeatureServiceMeta = FeatureServiceMeta
+
+class LoggingConfig(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
+
+    class FileDestination(google.protobuf.message.Message):
+        DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
+        PATH_FIELD_NUMBER: builtins.int
+        S3_ENDPOINT_OVERRIDE_FIELD_NUMBER: builtins.int
+        PARTITION_BY_FIELD_NUMBER: builtins.int
+        path: builtins.str
+        s3_endpoint_override: builtins.str
+        @property
+        def partition_by(self) -> google.protobuf.internal.containers.RepeatedScalarFieldContainer[builtins.str]:
+            """column names to use for partitioning"""
         def __init__(
             self,
             *,
-            path: _builtins.str = ...,
-            s3_endpoint_override: _builtins.str = ...,
-            partition_by: _abc.Iterable[_builtins.str] | None = ...,
+            path: builtins.str = ...,
+            s3_endpoint_override: builtins.str = ...,
+            partition_by: collections.abc.Iterable[builtins.str] | None = ...,
         ) -> None: ...
-        _ClearFieldArgType: _TypeAlias = _typing.Literal["partition_by", b"partition_by", "path", b"path", "s3_endpoint_override", b"s3_endpoint_override"]  # noqa: Y015
-        def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+        def ClearField(self, field_name: typing_extensions.Literal["partition_by", b"partition_by", "path", b"path", "s3_endpoint_override", b"s3_endpoint_override"]) -> None: ...
 
-    @_typing.final
-    class BigQueryDestination(_message.Message):
-        DESCRIPTOR: _descriptor.Descriptor
+    class BigQueryDestination(google.protobuf.message.Message):
+        DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-        TABLE_REF_FIELD_NUMBER: _builtins.int
-        table_ref: _builtins.str
+        TABLE_REF_FIELD_NUMBER: builtins.int
+        table_ref: builtins.str
         """Full table reference in the form of [project:dataset.table]"""
         def __init__(
             self,
             *,
-            table_ref: _builtins.str = ...,
+            table_ref: builtins.str = ...,
         ) -> None: ...
-        _ClearFieldArgType: _TypeAlias = _typing.Literal["table_ref", b"table_ref"]  # noqa: Y015
-        def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+        def ClearField(self, field_name: typing_extensions.Literal["table_ref", b"table_ref"]) -> None: ...
 
-    @_typing.final
-    class RedshiftDestination(_message.Message):
-        DESCRIPTOR: _descriptor.Descriptor
+    class RedshiftDestination(google.protobuf.message.Message):
+        DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-        TABLE_NAME_FIELD_NUMBER: _builtins.int
-        table_name: _builtins.str
+        TABLE_NAME_FIELD_NUMBER: builtins.int
+        table_name: builtins.str
         """Destination table name. ClusterId and database will be taken from an offline store config"""
         def __init__(
             self,
             *,
-            table_name: _builtins.str = ...,
+            table_name: builtins.str = ...,
         ) -> None: ...
-        _ClearFieldArgType: _TypeAlias = _typing.Literal["table_name", b"table_name"]  # noqa: Y015
-        def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+        def ClearField(self, field_name: typing_extensions.Literal["table_name", b"table_name"]) -> None: ...
 
-    @_typing.final
-    class AthenaDestination(_message.Message):
-        DESCRIPTOR: _descriptor.Descriptor
+    class AthenaDestination(google.protobuf.message.Message):
+        DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-        TABLE_NAME_FIELD_NUMBER: _builtins.int
-        table_name: _builtins.str
+        TABLE_NAME_FIELD_NUMBER: builtins.int
+        table_name: builtins.str
         """Destination table name. data_source and database will be taken from an offline store config"""
         def __init__(
             self,
             *,
-            table_name: _builtins.str = ...,
+            table_name: builtins.str = ...,
         ) -> None: ...
-        _ClearFieldArgType: _TypeAlias = _typing.Literal["table_name", b"table_name"]  # noqa: Y015
-        def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+        def ClearField(self, field_name: typing_extensions.Literal["table_name", b"table_name"]) -> None: ...
 
-    @_typing.final
-    class SnowflakeDestination(_message.Message):
-        DESCRIPTOR: _descriptor.Descriptor
+    class SnowflakeDestination(google.protobuf.message.Message):
+        DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-        TABLE_NAME_FIELD_NUMBER: _builtins.int
-        table_name: _builtins.str
+        TABLE_NAME_FIELD_NUMBER: builtins.int
+        table_name: builtins.str
         """Destination table name. Schema and database will be taken from an offline store config"""
         def __init__(
             self,
             *,
-            table_name: _builtins.str = ...,
+            table_name: builtins.str = ...,
         ) -> None: ...
-        _ClearFieldArgType: _TypeAlias = _typing.Literal["table_name", b"table_name"]  # noqa: Y015
-        def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+        def ClearField(self, field_name: typing_extensions.Literal["table_name", b"table_name"]) -> None: ...
 
-    @_typing.final
-    class CustomDestination(_message.Message):
-        DESCRIPTOR: _descriptor.Descriptor
+    class CustomDestination(google.protobuf.message.Message):
+        DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-        @_typing.final
-        class ConfigEntry(_message.Message):
-            DESCRIPTOR: _descriptor.Descriptor
+        class ConfigEntry(google.protobuf.message.Message):
+            DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-            KEY_FIELD_NUMBER: _builtins.int
-            VALUE_FIELD_NUMBER: _builtins.int
-            key: _builtins.str
-            value: _builtins.str
+            KEY_FIELD_NUMBER: builtins.int
+            VALUE_FIELD_NUMBER: builtins.int
+            key: builtins.str
+            value: builtins.str
             def __init__(
                 self,
                 *,
-                key: _builtins.str = ...,
-                value: _builtins.str = ...,
+                key: builtins.str = ...,
+                value: builtins.str = ...,
             ) -> None: ...
-            _ClearFieldArgType: _TypeAlias = _typing.Literal["key", b"key", "value", b"value"]  # noqa: Y015
-            def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
-
-        KIND_FIELD_NUMBER: _builtins.int
-        CONFIG_FIELD_NUMBER: _builtins.int
-        kind: _builtins.str
-        @_builtins.property
-        def config(self) -> _containers.ScalarMap[_builtins.str, _builtins.str]: ...
+            def ClearField(self, field_name: typing_extensions.Literal["key", b"key", "value", b"value"]) -> None: ...
+
+        KIND_FIELD_NUMBER: builtins.int
+        CONFIG_FIELD_NUMBER: builtins.int
+        kind: builtins.str
+        @property
+        def config(self) -> google.protobuf.internal.containers.ScalarMap[builtins.str, builtins.str]: ...
         def __init__(
             self,
             *,
-            kind: _builtins.str = ...,
-            config: _abc.Mapping[_builtins.str, _builtins.str] | None = ...,
+            kind: builtins.str = ...,
+            config: collections.abc.Mapping[builtins.str, builtins.str] | None = ...,
         ) -> None: ...
-        _ClearFieldArgType: _TypeAlias = _typing.Literal["config", b"config", "kind", b"kind"]  # noqa: Y015
-        def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+        def ClearField(self, field_name: typing_extensions.Literal["config", b"config", "kind", b"kind"]) -> None: ...
 
-    @_typing.final
-    class CouchbaseColumnarDestination(_message.Message):
-        DESCRIPTOR: _descriptor.Descriptor
+    class CouchbaseColumnarDestination(google.protobuf.message.Message):
+        DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-        DATABASE_FIELD_NUMBER: _builtins.int
-        SCOPE_FIELD_NUMBER: _builtins.int
-        COLLECTION_FIELD_NUMBER: _builtins.int
-        database: _builtins.str
+        DATABASE_FIELD_NUMBER: builtins.int
+        SCOPE_FIELD_NUMBER: builtins.int
+        COLLECTION_FIELD_NUMBER: builtins.int
+        database: builtins.str
         """Destination database name"""
-        scope: _builtins.str
+        scope: builtins.str
         """Destination scope name"""
-        collection: _builtins.str
+        collection: builtins.str
         """Destination collection name"""
         def __init__(
             self,
             *,
-            database: _builtins.str = ...,
-            scope: _builtins.str = ...,
-            collection: _builtins.str = ...,
+            database: builtins.str = ...,
+            scope: builtins.str = ...,
+            collection: builtins.str = ...,
         ) -> None: ...
-        _ClearFieldArgType: _TypeAlias = _typing.Literal["collection", b"collection", "database", b"database", "scope", b"scope"]  # noqa: Y015
-        def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
-
-    SAMPLE_RATE_FIELD_NUMBER: _builtins.int
-    FILE_DESTINATION_FIELD_NUMBER: _builtins.int
-    BIGQUERY_DESTINATION_FIELD_NUMBER: _builtins.int
-    REDSHIFT_DESTINATION_FIELD_NUMBER: _builtins.int
-    SNOWFLAKE_DESTINATION_FIELD_NUMBER: _builtins.int
-    CUSTOM_DESTINATION_FIELD_NUMBER: _builtins.int
-    ATHENA_DESTINATION_FIELD_NUMBER: _builtins.int
-    COUCHBASE_COLUMNAR_DESTINATION_FIELD_NUMBER: _builtins.int
-    sample_rate: _builtins.float
-    @_builtins.property
-    def file_destination(self) -> Global___LoggingConfig.FileDestination: ...
-    @_builtins.property
-    def bigquery_destination(self) -> Global___LoggingConfig.BigQueryDestination: ...
-    @_builtins.property
-    def redshift_destination(self) -> Global___LoggingConfig.RedshiftDestination: ...
-    @_builtins.property
-    def snowflake_destination(self) -> Global___LoggingConfig.SnowflakeDestination: ...
-    @_builtins.property
-    def custom_destination(self) -> Global___LoggingConfig.CustomDestination: ...
-    @_builtins.property
-    def athena_destination(self) -> Global___LoggingConfig.AthenaDestination: ...
-    @_builtins.property
-    def couchbase_columnar_destination(self) -> Global___LoggingConfig.CouchbaseColumnarDestination: ...
+        def ClearField(self, field_name: typing_extensions.Literal["collection", b"collection", "database", b"database", "scope", b"scope"]) -> None: ...
+
+    SAMPLE_RATE_FIELD_NUMBER: builtins.int
+    FILE_DESTINATION_FIELD_NUMBER: builtins.int
+    BIGQUERY_DESTINATION_FIELD_NUMBER: builtins.int
+    REDSHIFT_DESTINATION_FIELD_NUMBER: builtins.int
+    SNOWFLAKE_DESTINATION_FIELD_NUMBER: builtins.int
+    CUSTOM_DESTINATION_FIELD_NUMBER: builtins.int
+    ATHENA_DESTINATION_FIELD_NUMBER: builtins.int
+    COUCHBASE_COLUMNAR_DESTINATION_FIELD_NUMBER: builtins.int
+    sample_rate: builtins.float
+    @property
+    def file_destination(self) -> global___LoggingConfig.FileDestination: ...
+    @property
+    def bigquery_destination(self) -> global___LoggingConfig.BigQueryDestination: ...
+    @property
+    def redshift_destination(self) -> global___LoggingConfig.RedshiftDestination: ...
+    @property
+    def snowflake_destination(self) -> global___LoggingConfig.SnowflakeDestination: ...
+    @property
+    def custom_destination(self) -> global___LoggingConfig.CustomDestination: ...
+    @property
+    def athena_destination(self) -> global___LoggingConfig.AthenaDestination: ...
+    @property
+    def couchbase_columnar_destination(self) -> global___LoggingConfig.CouchbaseColumnarDestination: ...
     def __init__(
         self,
         *,
-        sample_rate: _builtins.float = ...,
-        file_destination: Global___LoggingConfig.FileDestination | None = ...,
-        bigquery_destination: Global___LoggingConfig.BigQueryDestination | None = ...,
-        redshift_destination: Global___LoggingConfig.RedshiftDestination | None = ...,
-        snowflake_destination: Global___LoggingConfig.SnowflakeDestination | None = ...,
-        custom_destination: Global___LoggingConfig.CustomDestination | None = ...,
-        athena_destination: Global___LoggingConfig.AthenaDestination | None = ...,
-        couchbase_columnar_destination: Global___LoggingConfig.CouchbaseColumnarDestination | None = ...,
+        sample_rate: builtins.float = ...,
+        file_destination: global___LoggingConfig.FileDestination | None = ...,
+        bigquery_destination: global___LoggingConfig.BigQueryDestination | None = ...,
+        redshift_destination: global___LoggingConfig.RedshiftDestination | None = ...,
+        snowflake_destination: global___LoggingConfig.SnowflakeDestination | None = ...,
+        custom_destination: global___LoggingConfig.CustomDestination | None = ...,
+        athena_destination: global___LoggingConfig.AthenaDestination | None = ...,
+        couchbase_columnar_destination: global___LoggingConfig.CouchbaseColumnarDestination | None = ...,
     ) -> None: ...
-    _HasFieldArgType: _TypeAlias = _typing.Literal["athena_destination", b"athena_destination", "bigquery_destination", b"bigquery_destination", "couchbase_columnar_destination", b"couchbase_columnar_destination", "custom_destination", b"custom_destination", "destination", b"destination", "file_destination", b"file_destination", "redshift_destination", b"redshift_destination", "snowflake_destination", b"snowflake_destination"]  # noqa: Y015
-    def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["athena_destination", b"athena_destination", "bigquery_destination", b"bigquery_destination", "couchbase_columnar_destination", b"couchbase_columnar_destination", "custom_destination", b"custom_destination", "destination", b"destination", "file_destination", b"file_destination", "redshift_destination", b"redshift_destination", "sample_rate", b"sample_rate", "snowflake_destination", b"snowflake_destination"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
-    _WhichOneofReturnType_destination: _TypeAlias = _typing.Literal["file_destination", "bigquery_destination", "redshift_destination", "snowflake_destination", "custom_destination", "athena_destination", "couchbase_columnar_destination"]  # noqa: Y015
-    _WhichOneofArgType_destination: _TypeAlias = _typing.Literal["destination", b"destination"]  # noqa: Y015
-    def WhichOneof(self, oneof_group: _WhichOneofArgType_destination) -> _WhichOneofReturnType_destination | None: ...
-
-Global___LoggingConfig: _TypeAlias = LoggingConfig  # noqa: Y015
-
-@_typing.final
-class FeatureServiceList(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
-
-    FEATURESERVICES_FIELD_NUMBER: _builtins.int
-    @_builtins.property
-    def featureservices(self) -> _containers.RepeatedCompositeFieldContainer[Global___FeatureService]: ...
+    def HasField(self, field_name: typing_extensions.Literal["athena_destination", b"athena_destination", "bigquery_destination", b"bigquery_destination", "couchbase_columnar_destination", b"couchbase_columnar_destination", "custom_destination", b"custom_destination", "destination", b"destination", "file_destination", b"file_destination", "redshift_destination", b"redshift_destination", "snowflake_destination", b"snowflake_destination"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["athena_destination", b"athena_destination", "bigquery_destination", b"bigquery_destination", "couchbase_columnar_destination", b"couchbase_columnar_destination", "custom_destination", b"custom_destination", "destination", b"destination", "file_destination", b"file_destination", "redshift_destination", b"redshift_destination", "sample_rate", b"sample_rate", "snowflake_destination", b"snowflake_destination"]) -> None: ...
+    def WhichOneof(self, oneof_group: typing_extensions.Literal["destination", b"destination"]) -> typing_extensions.Literal["file_destination", "bigquery_destination", "redshift_destination", "snowflake_destination", "custom_destination", "athena_destination", "couchbase_columnar_destination"] | None: ...
+
+global___LoggingConfig = LoggingConfig
+
+class FeatureServiceList(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
+
+    FEATURESERVICES_FIELD_NUMBER: builtins.int
+    @property
+    def featureservices(self) -> google.protobuf.internal.containers.RepeatedCompositeFieldContainer[global___FeatureService]: ...
     def __init__(
         self,
         *,
-        featureservices: _abc.Iterable[Global___FeatureService] | None = ...,
+        featureservices: collections.abc.Iterable[global___FeatureService] | None = ...,
     ) -> None: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["featureservices", b"featureservices"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["featureservices", b"featureservices"]) -> None: ...
 
-Global___FeatureServiceList: _TypeAlias = FeatureServiceList  # noqa: Y015
+global___FeatureServiceList = FeatureServiceList
diff --git a/sdk/python/feast/protos/feast/core/FeatureTable_pb2.pyi b/sdk/python/feast/protos/feast/core/FeatureTable_pb2.pyi
index c6ff726e507..dd41c2d214a 100644
--- a/sdk/python/feast/protos/feast/core/FeatureTable_pb2.pyi
+++ b/sdk/python/feast/protos/feast/core/FeatureTable_pb2.pyi
@@ -16,174 +16,151 @@ WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 See the License for the specific language governing permissions and
 limitations under the License.
 """
-
-from collections import abc as _abc
-from feast.core import DataSource_pb2 as _DataSource_pb2
-from feast.core import Feature_pb2 as _Feature_pb2
-from google.protobuf import descriptor as _descriptor
-from google.protobuf import duration_pb2 as _duration_pb2
-from google.protobuf import message as _message
-from google.protobuf import timestamp_pb2 as _timestamp_pb2
-from google.protobuf.internal import containers as _containers
-import builtins as _builtins
+import builtins
+import collections.abc
+import feast.core.DataSource_pb2
+import feast.core.Feature_pb2
+import google.protobuf.descriptor
+import google.protobuf.duration_pb2
+import google.protobuf.internal.containers
+import google.protobuf.message
+import google.protobuf.timestamp_pb2
 import sys
-import typing as _typing
 
-if sys.version_info >= (3, 10):
-    from typing import TypeAlias as _TypeAlias
+if sys.version_info >= (3, 8):
+    import typing as typing_extensions
 else:
-    from typing_extensions import TypeAlias as _TypeAlias
+    import typing_extensions
 
-DESCRIPTOR: _descriptor.FileDescriptor
+DESCRIPTOR: google.protobuf.descriptor.FileDescriptor
 
-@_typing.final
-class FeatureTable(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class FeatureTable(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    SPEC_FIELD_NUMBER: _builtins.int
-    META_FIELD_NUMBER: _builtins.int
-    @_builtins.property
-    def spec(self) -> Global___FeatureTableSpec:
+    SPEC_FIELD_NUMBER: builtins.int
+    META_FIELD_NUMBER: builtins.int
+    @property
+    def spec(self) -> global___FeatureTableSpec:
         """User-specified specifications of this feature table."""
-
-    @_builtins.property
-    def meta(self) -> Global___FeatureTableMeta:
+    @property
+    def meta(self) -> global___FeatureTableMeta:
         """System-populated metadata for this feature table."""
-
     def __init__(
         self,
         *,
-        spec: Global___FeatureTableSpec | None = ...,
-        meta: Global___FeatureTableMeta | None = ...,
+        spec: global___FeatureTableSpec | None = ...,
+        meta: global___FeatureTableMeta | None = ...,
     ) -> None: ...
-    _HasFieldArgType: _TypeAlias = _typing.Literal["meta", b"meta", "spec", b"spec"]  # noqa: Y015
-    def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["meta", b"meta", "spec", b"spec"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def HasField(self, field_name: typing_extensions.Literal["meta", b"meta", "spec", b"spec"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["meta", b"meta", "spec", b"spec"]) -> None: ...
 
-Global___FeatureTable: _TypeAlias = FeatureTable  # noqa: Y015
+global___FeatureTable = FeatureTable
 
-@_typing.final
-class FeatureTableSpec(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class FeatureTableSpec(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    @_typing.final
-    class LabelsEntry(_message.Message):
-        DESCRIPTOR: _descriptor.Descriptor
+    class LabelsEntry(google.protobuf.message.Message):
+        DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-        KEY_FIELD_NUMBER: _builtins.int
-        VALUE_FIELD_NUMBER: _builtins.int
-        key: _builtins.str
-        value: _builtins.str
+        KEY_FIELD_NUMBER: builtins.int
+        VALUE_FIELD_NUMBER: builtins.int
+        key: builtins.str
+        value: builtins.str
         def __init__(
             self,
             *,
-            key: _builtins.str = ...,
-            value: _builtins.str = ...,
+            key: builtins.str = ...,
+            value: builtins.str = ...,
         ) -> None: ...
-        _ClearFieldArgType: _TypeAlias = _typing.Literal["key", b"key", "value", b"value"]  # noqa: Y015
-        def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
-
-    NAME_FIELD_NUMBER: _builtins.int
-    PROJECT_FIELD_NUMBER: _builtins.int
-    ENTITIES_FIELD_NUMBER: _builtins.int
-    FEATURES_FIELD_NUMBER: _builtins.int
-    LABELS_FIELD_NUMBER: _builtins.int
-    MAX_AGE_FIELD_NUMBER: _builtins.int
-    BATCH_SOURCE_FIELD_NUMBER: _builtins.int
-    STREAM_SOURCE_FIELD_NUMBER: _builtins.int
-    name: _builtins.str
+        def ClearField(self, field_name: typing_extensions.Literal["key", b"key", "value", b"value"]) -> None: ...
+
+    NAME_FIELD_NUMBER: builtins.int
+    PROJECT_FIELD_NUMBER: builtins.int
+    ENTITIES_FIELD_NUMBER: builtins.int
+    FEATURES_FIELD_NUMBER: builtins.int
+    LABELS_FIELD_NUMBER: builtins.int
+    MAX_AGE_FIELD_NUMBER: builtins.int
+    BATCH_SOURCE_FIELD_NUMBER: builtins.int
+    STREAM_SOURCE_FIELD_NUMBER: builtins.int
+    name: builtins.str
     """Name of the feature table. Must be unique. Not updated."""
-    project: _builtins.str
+    project: builtins.str
     """Name of Feast project that this feature table belongs to."""
-    @_builtins.property
-    def entities(self) -> _containers.RepeatedScalarFieldContainer[_builtins.str]:
+    @property
+    def entities(self) -> google.protobuf.internal.containers.RepeatedScalarFieldContainer[builtins.str]:
         """List names of entities to associate with the Features defined in this 
         Feature Table. Not updatable.
         """
-
-    @_builtins.property
-    def features(self) -> _containers.RepeatedCompositeFieldContainer[_Feature_pb2.FeatureSpecV2]:
+    @property
+    def features(self) -> google.protobuf.internal.containers.RepeatedCompositeFieldContainer[feast.core.Feature_pb2.FeatureSpecV2]:
         """List of features specifications for each feature defined with this feature table."""
-
-    @_builtins.property
-    def labels(self) -> _containers.ScalarMap[_builtins.str, _builtins.str]:
+    @property
+    def labels(self) -> google.protobuf.internal.containers.ScalarMap[builtins.str, builtins.str]:
         """User defined metadata"""
-
-    @_builtins.property
-    def max_age(self) -> _duration_pb2.Duration:
+    @property
+    def max_age(self) -> google.protobuf.duration_pb2.Duration:
         """Features in this feature table can only be retrieved from online serving
         younger than max age. Age is measured as the duration of time between 
         the feature's event timestamp and when the feature is retrieved
         Feature values outside max age will be returned as unset values and indicated to end user
         """
-
-    @_builtins.property
-    def batch_source(self) -> _DataSource_pb2.DataSource:
+    @property
+    def batch_source(self) -> feast.core.DataSource_pb2.DataSource:
         """Batch/Offline DataSource to source batch/offline feature data.
         Only batch DataSource can be specified 
         (ie source type should start with 'BATCH_')
         """
-
-    @_builtins.property
-    def stream_source(self) -> _DataSource_pb2.DataSource:
+    @property
+    def stream_source(self) -> feast.core.DataSource_pb2.DataSource:
         """Stream/Online DataSource to source stream/online feature data.
         Only stream DataSource can be specified 
         (ie source type should start with 'STREAM_')
         """
-
     def __init__(
         self,
         *,
-        name: _builtins.str = ...,
-        project: _builtins.str = ...,
-        entities: _abc.Iterable[_builtins.str] | None = ...,
-        features: _abc.Iterable[_Feature_pb2.FeatureSpecV2] | None = ...,
-        labels: _abc.Mapping[_builtins.str, _builtins.str] | None = ...,
-        max_age: _duration_pb2.Duration | None = ...,
-        batch_source: _DataSource_pb2.DataSource | None = ...,
-        stream_source: _DataSource_pb2.DataSource | None = ...,
+        name: builtins.str = ...,
+        project: builtins.str = ...,
+        entities: collections.abc.Iterable[builtins.str] | None = ...,
+        features: collections.abc.Iterable[feast.core.Feature_pb2.FeatureSpecV2] | None = ...,
+        labels: collections.abc.Mapping[builtins.str, builtins.str] | None = ...,
+        max_age: google.protobuf.duration_pb2.Duration | None = ...,
+        batch_source: feast.core.DataSource_pb2.DataSource | None = ...,
+        stream_source: feast.core.DataSource_pb2.DataSource | None = ...,
     ) -> None: ...
-    _HasFieldArgType: _TypeAlias = _typing.Literal["batch_source", b"batch_source", "max_age", b"max_age", "stream_source", b"stream_source"]  # noqa: Y015
-    def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["batch_source", b"batch_source", "entities", b"entities", "features", b"features", "labels", b"labels", "max_age", b"max_age", "name", b"name", "project", b"project", "stream_source", b"stream_source"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
-
-Global___FeatureTableSpec: _TypeAlias = FeatureTableSpec  # noqa: Y015
-
-@_typing.final
-class FeatureTableMeta(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
-
-    CREATED_TIMESTAMP_FIELD_NUMBER: _builtins.int
-    LAST_UPDATED_TIMESTAMP_FIELD_NUMBER: _builtins.int
-    REVISION_FIELD_NUMBER: _builtins.int
-    HASH_FIELD_NUMBER: _builtins.int
-    revision: _builtins.int
+    def HasField(self, field_name: typing_extensions.Literal["batch_source", b"batch_source", "max_age", b"max_age", "stream_source", b"stream_source"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["batch_source", b"batch_source", "entities", b"entities", "features", b"features", "labels", b"labels", "max_age", b"max_age", "name", b"name", "project", b"project", "stream_source", b"stream_source"]) -> None: ...
+
+global___FeatureTableSpec = FeatureTableSpec
+
+class FeatureTableMeta(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
+
+    CREATED_TIMESTAMP_FIELD_NUMBER: builtins.int
+    LAST_UPDATED_TIMESTAMP_FIELD_NUMBER: builtins.int
+    REVISION_FIELD_NUMBER: builtins.int
+    HASH_FIELD_NUMBER: builtins.int
+    @property
+    def created_timestamp(self) -> google.protobuf.timestamp_pb2.Timestamp:
+        """Time where this Feature Table is created"""
+    @property
+    def last_updated_timestamp(self) -> google.protobuf.timestamp_pb2.Timestamp:
+        """Time where this Feature Table is last updated"""
+    revision: builtins.int
     """Auto incrementing revision no. of this Feature Table"""
-    hash: _builtins.str
+    hash: builtins.str
     """Hash entities, features, batch_source and stream_source to inform JobService if
     jobs should be restarted should hash change
     """
-    @_builtins.property
-    def created_timestamp(self) -> _timestamp_pb2.Timestamp:
-        """Time where this Feature Table is created"""
-
-    @_builtins.property
-    def last_updated_timestamp(self) -> _timestamp_pb2.Timestamp:
-        """Time where this Feature Table is last updated"""
-
     def __init__(
         self,
         *,
-        created_timestamp: _timestamp_pb2.Timestamp | None = ...,
-        last_updated_timestamp: _timestamp_pb2.Timestamp | None = ...,
-        revision: _builtins.int = ...,
-        hash: _builtins.str = ...,
+        created_timestamp: google.protobuf.timestamp_pb2.Timestamp | None = ...,
+        last_updated_timestamp: google.protobuf.timestamp_pb2.Timestamp | None = ...,
+        revision: builtins.int = ...,
+        hash: builtins.str = ...,
     ) -> None: ...
-    _HasFieldArgType: _TypeAlias = _typing.Literal["created_timestamp", b"created_timestamp", "last_updated_timestamp", b"last_updated_timestamp"]  # noqa: Y015
-    def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["created_timestamp", b"created_timestamp", "hash", b"hash", "last_updated_timestamp", b"last_updated_timestamp", "revision", b"revision"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def HasField(self, field_name: typing_extensions.Literal["created_timestamp", b"created_timestamp", "last_updated_timestamp", b"last_updated_timestamp"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["created_timestamp", b"created_timestamp", "hash", b"hash", "last_updated_timestamp", b"last_updated_timestamp", "revision", b"revision"]) -> None: ...
 
-Global___FeatureTableMeta: _TypeAlias = FeatureTableMeta  # noqa: Y015
+global___FeatureTableMeta = FeatureTableMeta
diff --git a/sdk/python/feast/protos/feast/core/FeatureViewProjection_pb2.py b/sdk/python/feast/protos/feast/core/FeatureViewProjection_pb2.py
index 9a51148f32c..67839983d81 100644
--- a/sdk/python/feast/protos/feast/core/FeatureViewProjection_pb2.py
+++ b/sdk/python/feast/protos/feast/core/FeatureViewProjection_pb2.py
@@ -16,7 +16,7 @@
 from feast.protos.feast.core import DataSource_pb2 as feast_dot_core_dot_DataSource__pb2
 
 
-DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n&feast/core/FeatureViewProjection.proto\x12\nfeast.core\x1a\x18\x66\x65\x61st/core/Feature.proto\x1a\x1b\x66\x65\x61st/core/DataSource.proto\"\xe4\x03\n\x15\x46\x65\x61tureViewProjection\x12\x19\n\x11\x66\x65\x61ture_view_name\x18\x01 \x01(\t\x12\x1f\n\x17\x66\x65\x61ture_view_name_alias\x18\x03 \x01(\t\x12\x32\n\x0f\x66\x65\x61ture_columns\x18\x02 \x03(\x0b\x32\x19.feast.core.FeatureSpecV2\x12G\n\x0cjoin_key_map\x18\x04 \x03(\x0b\x32\x31.feast.core.FeatureViewProjection.JoinKeyMapEntry\x12\x17\n\x0ftimestamp_field\x18\x05 \x01(\t\x12\x1d\n\x15\x64\x61te_partition_column\x18\x06 \x01(\t\x12 \n\x18\x63reated_timestamp_column\x18\x07 \x01(\t\x12,\n\x0c\x62\x61tch_source\x18\x08 \x01(\x0b\x32\x16.feast.core.DataSource\x12-\n\rstream_source\x18\t \x01(\x0b\x32\x16.feast.core.DataSource\x12\x18\n\x0bversion_tag\x18\n \x01(\x05H\x00\x88\x01\x01\x1a\x31\n\x0fJoinKeyMapEntry\x12\x0b\n\x03key\x18\x01 \x01(\t\x12\r\n\x05value\x18\x02 \x01(\t:\x02\x38\x01\x42\x0e\n\x0c_version_tagBZ\n\x10\x66\x65\x61st.proto.coreB\x15\x46\x65\x61tureReferenceProtoZ/github.com/feast-dev/feast/go/protos/feast/coreb\x06proto3')
+DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n&feast/core/FeatureViewProjection.proto\x12\nfeast.core\x1a\x18\x66\x65\x61st/core/Feature.proto\x1a\x1b\x66\x65\x61st/core/DataSource.proto\"\xf7\x03\n\x15\x46\x65\x61tureViewProjection\x12\x19\n\x11\x66\x65\x61ture_view_name\x18\x01 \x01(\t\x12\x1f\n\x17\x66\x65\x61ture_view_name_alias\x18\x03 \x01(\t\x12\x32\n\x0f\x66\x65\x61ture_columns\x18\x02 \x03(\x0b\x32\x19.feast.core.FeatureSpecV2\x12G\n\x0cjoin_key_map\x18\x04 \x03(\x0b\x32\x31.feast.core.FeatureViewProjection.JoinKeyMapEntry\x12\x17\n\x0ftimestamp_field\x18\x05 \x01(\t\x12\x1d\n\x15\x64\x61te_partition_column\x18\x06 \x01(\t\x12 \n\x18\x63reated_timestamp_column\x18\x07 \x01(\t\x12,\n\x0c\x62\x61tch_source\x18\x08 \x01(\x0b\x32\x16.feast.core.DataSource\x12-\n\rstream_source\x18\t \x01(\x0b\x32\x16.feast.core.DataSource\x12\x18\n\x0bversion_tag\x18\n \x01(\x05H\x00\x88\x01\x01\x12\x11\n\tview_type\x18\x0b \x01(\t\x1a\x31\n\x0fJoinKeyMapEntry\x12\x0b\n\x03key\x18\x01 \x01(\t\x12\r\n\x05value\x18\x02 \x01(\t:\x02\x38\x01\x42\x0e\n\x0c_version_tagBZ\n\x10\x66\x65\x61st.proto.coreB\x15\x46\x65\x61tureReferenceProtoZ/github.com/feast-dev/feast/go/protos/feast/coreb\x06proto3')
 
 _globals = globals()
 _builder.BuildMessageAndEnumDescriptors(DESCRIPTOR, _globals)
@@ -27,7 +27,7 @@
   _globals['_FEATUREVIEWPROJECTION_JOINKEYMAPENTRY']._options = None
   _globals['_FEATUREVIEWPROJECTION_JOINKEYMAPENTRY']._serialized_options = b'8\001'
   _globals['_FEATUREVIEWPROJECTION']._serialized_start=110
-  _globals['_FEATUREVIEWPROJECTION']._serialized_end=594
-  _globals['_FEATUREVIEWPROJECTION_JOINKEYMAPENTRY']._serialized_start=529
-  _globals['_FEATUREVIEWPROJECTION_JOINKEYMAPENTRY']._serialized_end=578
+  _globals['_FEATUREVIEWPROJECTION']._serialized_end=613
+  _globals['_FEATUREVIEWPROJECTION_JOINKEYMAPENTRY']._serialized_start=548
+  _globals['_FEATUREVIEWPROJECTION_JOINKEYMAPENTRY']._serialized_end=597
 # @@protoc_insertion_point(module_scope)
diff --git a/sdk/python/feast/protos/feast/core/FeatureViewProjection_pb2.pyi b/sdk/python/feast/protos/feast/core/FeatureViewProjection_pb2.pyi
index b5b8c976400..4566cfd5aec 100644
--- a/sdk/python/feast/protos/feast/core/FeatureViewProjection_pb2.pyi
+++ b/sdk/python/feast/protos/feast/core/FeatureViewProjection_pb2.pyi
@@ -2,104 +2,97 @@
 @generated by mypy-protobuf.  Do not edit manually!
 isort:skip_file
 """
-
-from collections import abc as _abc
-from feast.core import DataSource_pb2 as _DataSource_pb2
-from feast.core import Feature_pb2 as _Feature_pb2
-from google.protobuf import descriptor as _descriptor
-from google.protobuf import message as _message
-from google.protobuf.internal import containers as _containers
-import builtins as _builtins
+import builtins
+import collections.abc
+import feast.core.DataSource_pb2
+import feast.core.Feature_pb2
+import google.protobuf.descriptor
+import google.protobuf.internal.containers
+import google.protobuf.message
 import sys
-import typing as _typing
 
-if sys.version_info >= (3, 10):
-    from typing import TypeAlias as _TypeAlias
+if sys.version_info >= (3, 8):
+    import typing as typing_extensions
 else:
-    from typing_extensions import TypeAlias as _TypeAlias
+    import typing_extensions
 
-DESCRIPTOR: _descriptor.FileDescriptor
+DESCRIPTOR: google.protobuf.descriptor.FileDescriptor
 
-@_typing.final
-class FeatureViewProjection(_message.Message):
-    """A projection to be applied on top of a FeatureView. 
+class FeatureViewProjection(google.protobuf.message.Message):
+    """A projection to be applied on top of a FeatureView. 
     Contains the modifications to a FeatureView such as the features subset to use.
     """
 
-    DESCRIPTOR: _descriptor.Descriptor
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    @_typing.final
-    class JoinKeyMapEntry(_message.Message):
-        DESCRIPTOR: _descriptor.Descriptor
+    class JoinKeyMapEntry(google.protobuf.message.Message):
+        DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-        KEY_FIELD_NUMBER: _builtins.int
-        VALUE_FIELD_NUMBER: _builtins.int
-        key: _builtins.str
-        value: _builtins.str
+        KEY_FIELD_NUMBER: builtins.int
+        VALUE_FIELD_NUMBER: builtins.int
+        key: builtins.str
+        value: builtins.str
         def __init__(
             self,
             *,
-            key: _builtins.str = ...,
-            value: _builtins.str = ...,
+            key: builtins.str = ...,
+            value: builtins.str = ...,
         ) -> None: ...
-        _ClearFieldArgType: _TypeAlias = _typing.Literal["key", b"key", "value", b"value"]  # noqa: Y015
-        def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+        def ClearField(self, field_name: typing_extensions.Literal["key", b"key", "value", b"value"]) -> None: ...
 
-    FEATURE_VIEW_NAME_FIELD_NUMBER: _builtins.int
-    FEATURE_VIEW_NAME_ALIAS_FIELD_NUMBER: _builtins.int
-    FEATURE_COLUMNS_FIELD_NUMBER: _builtins.int
-    JOIN_KEY_MAP_FIELD_NUMBER: _builtins.int
-    TIMESTAMP_FIELD_FIELD_NUMBER: _builtins.int
-    DATE_PARTITION_COLUMN_FIELD_NUMBER: _builtins.int
-    CREATED_TIMESTAMP_COLUMN_FIELD_NUMBER: _builtins.int
-    BATCH_SOURCE_FIELD_NUMBER: _builtins.int
-    STREAM_SOURCE_FIELD_NUMBER: _builtins.int
-    VERSION_TAG_FIELD_NUMBER: _builtins.int
-    feature_view_name: _builtins.str
+    FEATURE_VIEW_NAME_FIELD_NUMBER: builtins.int
+    FEATURE_VIEW_NAME_ALIAS_FIELD_NUMBER: builtins.int
+    FEATURE_COLUMNS_FIELD_NUMBER: builtins.int
+    JOIN_KEY_MAP_FIELD_NUMBER: builtins.int
+    TIMESTAMP_FIELD_FIELD_NUMBER: builtins.int
+    DATE_PARTITION_COLUMN_FIELD_NUMBER: builtins.int
+    CREATED_TIMESTAMP_COLUMN_FIELD_NUMBER: builtins.int
+    BATCH_SOURCE_FIELD_NUMBER: builtins.int
+    STREAM_SOURCE_FIELD_NUMBER: builtins.int
+    VERSION_TAG_FIELD_NUMBER: builtins.int
+    VIEW_TYPE_FIELD_NUMBER: builtins.int
+    feature_view_name: builtins.str
     """The feature view name"""
-    feature_view_name_alias: _builtins.str
+    feature_view_name_alias: builtins.str
     """Alias for feature view name"""
-    timestamp_field: _builtins.str
-    date_partition_column: _builtins.str
-    created_timestamp_column: _builtins.str
-    version_tag: _builtins.int
-    """Optional version tag for version-qualified feature references (e.g., @v2)."""
-    @_builtins.property
-    def feature_columns(self) -> _containers.RepeatedCompositeFieldContainer[_Feature_pb2.FeatureSpecV2]:
+    @property
+    def feature_columns(self) -> google.protobuf.internal.containers.RepeatedCompositeFieldContainer[feast.core.Feature_pb2.FeatureSpecV2]:
         """The features of the feature view that are a part of the feature reference."""
-
-    @_builtins.property
-    def join_key_map(self) -> _containers.ScalarMap[_builtins.str, _builtins.str]:
+    @property
+    def join_key_map(self) -> google.protobuf.internal.containers.ScalarMap[builtins.str, builtins.str]:
         """Map for entity join_key overrides of feature data entity join_key to entity data join_key"""
-
-    @_builtins.property
-    def batch_source(self) -> _DataSource_pb2.DataSource:
+    timestamp_field: builtins.str
+    date_partition_column: builtins.str
+    created_timestamp_column: builtins.str
+    @property
+    def batch_source(self) -> feast.core.DataSource_pb2.DataSource:
         """Batch/Offline DataSource where this view can retrieve offline feature data."""
-
-    @_builtins.property
-    def stream_source(self) -> _DataSource_pb2.DataSource:
+    @property
+    def stream_source(self) -> feast.core.DataSource_pb2.DataSource:
         """Streaming DataSource from where this view can consume "online" feature data."""
-
+    version_tag: builtins.int
+    """Optional version tag for version-qualified feature references (e.g., @v2)."""
+    view_type: builtins.str
+    """Distinguishes the source view type (e.g., "featureView", "labelView").
+    Empty string or unset means "featureView" for backward compatibility.
+    """
     def __init__(
         self,
         *,
-        feature_view_name: _builtins.str = ...,
-        feature_view_name_alias: _builtins.str = ...,
-        feature_columns: _abc.Iterable[_Feature_pb2.FeatureSpecV2] | None = ...,
-        join_key_map: _abc.Mapping[_builtins.str, _builtins.str] | None = ...,
-        timestamp_field: _builtins.str = ...,
-        date_partition_column: _builtins.str = ...,
-        created_timestamp_column: _builtins.str = ...,
-        batch_source: _DataSource_pb2.DataSource | None = ...,
-        stream_source: _DataSource_pb2.DataSource | None = ...,
-        version_tag: _builtins.int | None = ...,
+        feature_view_name: builtins.str = ...,
+        feature_view_name_alias: builtins.str = ...,
+        feature_columns: collections.abc.Iterable[feast.core.Feature_pb2.FeatureSpecV2] | None = ...,
+        join_key_map: collections.abc.Mapping[builtins.str, builtins.str] | None = ...,
+        timestamp_field: builtins.str = ...,
+        date_partition_column: builtins.str = ...,
+        created_timestamp_column: builtins.str = ...,
+        batch_source: feast.core.DataSource_pb2.DataSource | None = ...,
+        stream_source: feast.core.DataSource_pb2.DataSource | None = ...,
+        version_tag: builtins.int | None = ...,
+        view_type: builtins.str = ...,
     ) -> None: ...
-    _HasFieldArgType: _TypeAlias = _typing.Literal["_version_tag", b"_version_tag", "batch_source", b"batch_source", "stream_source", b"stream_source", "version_tag", b"version_tag"]  # noqa: Y015
-    def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["_version_tag", b"_version_tag", "batch_source", b"batch_source", "created_timestamp_column", b"created_timestamp_column", "date_partition_column", b"date_partition_column", "feature_columns", b"feature_columns", "feature_view_name", b"feature_view_name", "feature_view_name_alias", b"feature_view_name_alias", "join_key_map", b"join_key_map", "stream_source", b"stream_source", "timestamp_field", b"timestamp_field", "version_tag", b"version_tag"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
-    _WhichOneofReturnType__version_tag: _TypeAlias = _typing.Literal["version_tag"]  # noqa: Y015
-    _WhichOneofArgType__version_tag: _TypeAlias = _typing.Literal["_version_tag", b"_version_tag"]  # noqa: Y015
-    def WhichOneof(self, oneof_group: _WhichOneofArgType__version_tag) -> _WhichOneofReturnType__version_tag | None: ...
+    def HasField(self, field_name: typing_extensions.Literal["_version_tag", b"_version_tag", "batch_source", b"batch_source", "stream_source", b"stream_source", "version_tag", b"version_tag"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["_version_tag", b"_version_tag", "batch_source", b"batch_source", "created_timestamp_column", b"created_timestamp_column", "date_partition_column", b"date_partition_column", "feature_columns", b"feature_columns", "feature_view_name", b"feature_view_name", "feature_view_name_alias", b"feature_view_name_alias", "join_key_map", b"join_key_map", "stream_source", b"stream_source", "timestamp_field", b"timestamp_field", "version_tag", b"version_tag", "view_type", b"view_type"]) -> None: ...
+    def WhichOneof(self, oneof_group: typing_extensions.Literal["_version_tag", b"_version_tag"]) -> typing_extensions.Literal["version_tag"] | None: ...
 
-Global___FeatureViewProjection: _TypeAlias = FeatureViewProjection  # noqa: Y015
+global___FeatureViewProjection = FeatureViewProjection
diff --git a/sdk/python/feast/protos/feast/core/FeatureViewVersion_pb2.pyi b/sdk/python/feast/protos/feast/core/FeatureViewVersion_pb2.pyi
index fae1911f435..a6dba9d53d4 100644
--- a/sdk/python/feast/protos/feast/core/FeatureViewVersion_pb2.pyi
+++ b/sdk/python/feast/protos/feast/core/FeatureViewVersion_pb2.pyi
@@ -16,79 +16,72 @@ WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 See the License for the specific language governing permissions and
 limitations under the License.
 """
-
-from collections import abc as _abc
-from google.protobuf import descriptor as _descriptor
-from google.protobuf import message as _message
-from google.protobuf import timestamp_pb2 as _timestamp_pb2
-from google.protobuf.internal import containers as _containers
-import builtins as _builtins
+import builtins
+import collections.abc
+import google.protobuf.descriptor
+import google.protobuf.internal.containers
+import google.protobuf.message
+import google.protobuf.timestamp_pb2
 import sys
-import typing as _typing
 
-if sys.version_info >= (3, 10):
-    from typing import TypeAlias as _TypeAlias
+if sys.version_info >= (3, 8):
+    import typing as typing_extensions
 else:
-    from typing_extensions import TypeAlias as _TypeAlias
+    import typing_extensions
 
-DESCRIPTOR: _descriptor.FileDescriptor
+DESCRIPTOR: google.protobuf.descriptor.FileDescriptor
 
-@_typing.final
-class FeatureViewVersionRecord(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class FeatureViewVersionRecord(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    FEATURE_VIEW_NAME_FIELD_NUMBER: _builtins.int
-    PROJECT_ID_FIELD_NUMBER: _builtins.int
-    VERSION_NUMBER_FIELD_NUMBER: _builtins.int
-    FEATURE_VIEW_TYPE_FIELD_NUMBER: _builtins.int
-    FEATURE_VIEW_PROTO_FIELD_NUMBER: _builtins.int
-    CREATED_TIMESTAMP_FIELD_NUMBER: _builtins.int
-    DESCRIPTION_FIELD_NUMBER: _builtins.int
-    VERSION_ID_FIELD_NUMBER: _builtins.int
-    feature_view_name: _builtins.str
-    project_id: _builtins.str
-    version_number: _builtins.int
-    feature_view_type: _builtins.str
+    FEATURE_VIEW_NAME_FIELD_NUMBER: builtins.int
+    PROJECT_ID_FIELD_NUMBER: builtins.int
+    VERSION_NUMBER_FIELD_NUMBER: builtins.int
+    FEATURE_VIEW_TYPE_FIELD_NUMBER: builtins.int
+    FEATURE_VIEW_PROTO_FIELD_NUMBER: builtins.int
+    CREATED_TIMESTAMP_FIELD_NUMBER: builtins.int
+    DESCRIPTION_FIELD_NUMBER: builtins.int
+    VERSION_ID_FIELD_NUMBER: builtins.int
+    feature_view_name: builtins.str
+    project_id: builtins.str
+    version_number: builtins.int
+    feature_view_type: builtins.str
     """"feature_view" | "stream_feature_view" | "on_demand_feature_view" """
-    feature_view_proto: _builtins.bytes
+    feature_view_proto: builtins.bytes
     """serialized FV proto snapshot"""
-    description: _builtins.str
-    version_id: _builtins.str
+    @property
+    def created_timestamp(self) -> google.protobuf.timestamp_pb2.Timestamp: ...
+    description: builtins.str
+    version_id: builtins.str
     """auto-generated UUID for unique identification"""
-    @_builtins.property
-    def created_timestamp(self) -> _timestamp_pb2.Timestamp: ...
     def __init__(
         self,
         *,
-        feature_view_name: _builtins.str = ...,
-        project_id: _builtins.str = ...,
-        version_number: _builtins.int = ...,
-        feature_view_type: _builtins.str = ...,
-        feature_view_proto: _builtins.bytes = ...,
-        created_timestamp: _timestamp_pb2.Timestamp | None = ...,
-        description: _builtins.str = ...,
-        version_id: _builtins.str = ...,
+        feature_view_name: builtins.str = ...,
+        project_id: builtins.str = ...,
+        version_number: builtins.int = ...,
+        feature_view_type: builtins.str = ...,
+        feature_view_proto: builtins.bytes = ...,
+        created_timestamp: google.protobuf.timestamp_pb2.Timestamp | None = ...,
+        description: builtins.str = ...,
+        version_id: builtins.str = ...,
     ) -> None: ...
-    _HasFieldArgType: _TypeAlias = _typing.Literal["created_timestamp", b"created_timestamp"]  # noqa: Y015
-    def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["created_timestamp", b"created_timestamp", "description", b"description", "feature_view_name", b"feature_view_name", "feature_view_proto", b"feature_view_proto", "feature_view_type", b"feature_view_type", "project_id", b"project_id", "version_id", b"version_id", "version_number", b"version_number"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def HasField(self, field_name: typing_extensions.Literal["created_timestamp", b"created_timestamp"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["created_timestamp", b"created_timestamp", "description", b"description", "feature_view_name", b"feature_view_name", "feature_view_proto", b"feature_view_proto", "feature_view_type", b"feature_view_type", "project_id", b"project_id", "version_id", b"version_id", "version_number", b"version_number"]) -> None: ...
 
-Global___FeatureViewVersionRecord: _TypeAlias = FeatureViewVersionRecord  # noqa: Y015
+global___FeatureViewVersionRecord = FeatureViewVersionRecord
 
-@_typing.final
-class FeatureViewVersionHistory(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class FeatureViewVersionHistory(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    RECORDS_FIELD_NUMBER: _builtins.int
-    @_builtins.property
-    def records(self) -> _containers.RepeatedCompositeFieldContainer[Global___FeatureViewVersionRecord]: ...
+    RECORDS_FIELD_NUMBER: builtins.int
+    @property
+    def records(self) -> google.protobuf.internal.containers.RepeatedCompositeFieldContainer[global___FeatureViewVersionRecord]: ...
     def __init__(
         self,
         *,
-        records: _abc.Iterable[Global___FeatureViewVersionRecord] | None = ...,
+        records: collections.abc.Iterable[global___FeatureViewVersionRecord] | None = ...,
     ) -> None: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["records", b"records"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["records", b"records"]) -> None: ...
 
-Global___FeatureViewVersionHistory: _TypeAlias = FeatureViewVersionHistory  # noqa: Y015
+global___FeatureViewVersionHistory = FeatureViewVersionHistory
diff --git a/sdk/python/feast/protos/feast/core/FeatureView_pb2.py b/sdk/python/feast/protos/feast/core/FeatureView_pb2.py
index de3fb93cb1f..71766558c82 100644
--- a/sdk/python/feast/protos/feast/core/FeatureView_pb2.py
+++ b/sdk/python/feast/protos/feast/core/FeatureView_pb2.py
@@ -19,7 +19,7 @@
 from feast.protos.feast.core import Transformation_pb2 as feast_dot_core_dot_Transformation__pb2
 
 
-DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n\x1c\x66\x65\x61st/core/FeatureView.proto\x12\nfeast.core\x1a\x1egoogle/protobuf/duration.proto\x1a\x1fgoogle/protobuf/timestamp.proto\x1a\x1b\x66\x65\x61st/core/DataSource.proto\x1a\x18\x66\x65\x61st/core/Feature.proto\x1a\x1f\x66\x65\x61st/core/Transformation.proto\"c\n\x0b\x46\x65\x61tureView\x12)\n\x04spec\x18\x01 \x01(\x0b\x32\x1b.feast.core.FeatureViewSpec\x12)\n\x04meta\x18\x02 \x01(\x0b\x32\x1b.feast.core.FeatureViewMeta\"\x8d\x05\n\x0f\x46\x65\x61tureViewSpec\x12\x0c\n\x04name\x18\x01 \x01(\t\x12\x0f\n\x07project\x18\x02 \x01(\t\x12\x10\n\x08\x65ntities\x18\x03 \x03(\t\x12+\n\x08\x66\x65\x61tures\x18\x04 \x03(\x0b\x32\x19.feast.core.FeatureSpecV2\x12\x33\n\x04tags\x18\x05 \x03(\x0b\x32%.feast.core.FeatureViewSpec.TagsEntry\x12&\n\x03ttl\x18\x06 \x01(\x0b\x32\x19.google.protobuf.Duration\x12,\n\x0c\x62\x61tch_source\x18\x07 \x01(\x0b\x32\x16.feast.core.DataSource\x12\x0e\n\x06online\x18\x08 \x01(\x08\x12-\n\rstream_source\x18\t \x01(\x0b\x32\x16.feast.core.DataSource\x12\x13\n\x0b\x64\x65scription\x18\n \x01(\t\x12\r\n\x05owner\x18\x0b \x01(\t\x12\x31\n\x0e\x65ntity_columns\x18\x0c \x03(\x0b\x32\x19.feast.core.FeatureSpecV2\x12\x0f\n\x07offline\x18\r \x01(\x08\x12\x31\n\x0csource_views\x18\x0e \x03(\x0b\x32\x1b.feast.core.FeatureViewSpec\x12\x43\n\x16\x66\x65\x61ture_transformation\x18\x0f \x01(\x0b\x32#.feast.core.FeatureTransformationV2\x12\x0c\n\x04mode\x18\x10 \x01(\t\x12\x19\n\x11\x65nable_validation\x18\x11 \x01(\x08\x12\x0f\n\x07version\x18\x12 \x01(\t\x12\x0b\n\x03org\x18\x13 \x01(\t\x1a+\n\tTagsEntry\x12\x0b\n\x03key\x18\x01 \x01(\t\x12\r\n\x05value\x18\x02 \x01(\t:\x02\x38\x01\"\x80\x02\n\x0f\x46\x65\x61tureViewMeta\x12\x35\n\x11\x63reated_timestamp\x18\x01 \x01(\x0b\x32\x1a.google.protobuf.Timestamp\x12:\n\x16last_updated_timestamp\x18\x02 \x01(\x0b\x32\x1a.google.protobuf.Timestamp\x12\x46\n\x19materialization_intervals\x18\x03 \x03(\x0b\x32#.feast.core.MaterializationInterval\x12\x1e\n\x16\x63urrent_version_number\x18\x04 \x01(\x05\x12\x12\n\nversion_id\x18\x05 \x01(\t\"w\n\x17MaterializationInterval\x12.\n\nstart_time\x18\x01 \x01(\x0b\x32\x1a.google.protobuf.Timestamp\x12,\n\x08\x65nd_time\x18\x02 \x01(\x0b\x32\x1a.google.protobuf.Timestamp\"@\n\x0f\x46\x65\x61tureViewList\x12-\n\x0c\x66\x65\x61tureviews\x18\x01 \x03(\x0b\x32\x17.feast.core.FeatureViewBU\n\x10\x66\x65\x61st.proto.coreB\x10\x46\x65\x61tureViewProtoZ/github.com/feast-dev/feast/go/protos/feast/coreb\x06proto3')
+DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n\x1c\x66\x65\x61st/core/FeatureView.proto\x12\nfeast.core\x1a\x1egoogle/protobuf/duration.proto\x1a\x1fgoogle/protobuf/timestamp.proto\x1a\x1b\x66\x65\x61st/core/DataSource.proto\x1a\x18\x66\x65\x61st/core/Feature.proto\x1a\x1f\x66\x65\x61st/core/Transformation.proto\"c\n\x0b\x46\x65\x61tureView\x12)\n\x04spec\x18\x01 \x01(\x0b\x32\x1b.feast.core.FeatureViewSpec\x12)\n\x04meta\x18\x02 \x01(\x0b\x32\x1b.feast.core.FeatureViewMeta\"\x9f\x05\n\x0f\x46\x65\x61tureViewSpec\x12\x0c\n\x04name\x18\x01 \x01(\t\x12\x0f\n\x07project\x18\x02 \x01(\t\x12\x10\n\x08\x65ntities\x18\x03 \x03(\t\x12+\n\x08\x66\x65\x61tures\x18\x04 \x03(\x0b\x32\x19.feast.core.FeatureSpecV2\x12\x33\n\x04tags\x18\x05 \x03(\x0b\x32%.feast.core.FeatureViewSpec.TagsEntry\x12&\n\x03ttl\x18\x06 \x01(\x0b\x32\x19.google.protobuf.Duration\x12,\n\x0c\x62\x61tch_source\x18\x07 \x01(\x0b\x32\x16.feast.core.DataSource\x12\x0e\n\x06online\x18\x08 \x01(\x08\x12-\n\rstream_source\x18\t \x01(\x0b\x32\x16.feast.core.DataSource\x12\x13\n\x0b\x64\x65scription\x18\n \x01(\t\x12\r\n\x05owner\x18\x0b \x01(\t\x12\x31\n\x0e\x65ntity_columns\x18\x0c \x03(\x0b\x32\x19.feast.core.FeatureSpecV2\x12\x0f\n\x07offline\x18\r \x01(\x08\x12\x31\n\x0csource_views\x18\x0e \x03(\x0b\x32\x1b.feast.core.FeatureViewSpec\x12\x43\n\x16\x66\x65\x61ture_transformation\x18\x0f \x01(\x0b\x32#.feast.core.FeatureTransformationV2\x12\x0c\n\x04mode\x18\x10 \x01(\t\x12\x19\n\x11\x65nable_validation\x18\x11 \x01(\x08\x12\x0f\n\x07version\x18\x12 \x01(\t\x12\x0b\n\x03org\x18\x13 \x01(\t\x12\x10\n\x08\x64isabled\x18\x14 \x01(\x08\x1a+\n\tTagsEntry\x12\x0b\n\x03key\x18\x01 \x01(\t\x12\r\n\x05value\x18\x02 \x01(\t:\x02\x38\x01\"\xad\x02\n\x0f\x46\x65\x61tureViewMeta\x12\x35\n\x11\x63reated_timestamp\x18\x01 \x01(\x0b\x32\x1a.google.protobuf.Timestamp\x12:\n\x16last_updated_timestamp\x18\x02 \x01(\x0b\x32\x1a.google.protobuf.Timestamp\x12\x46\n\x19materialization_intervals\x18\x03 \x03(\x0b\x32#.feast.core.MaterializationInterval\x12\x1e\n\x16\x63urrent_version_number\x18\x04 \x01(\x05\x12\x12\n\nversion_id\x18\x05 \x01(\t\x12+\n\x05state\x18\x06 \x01(\x0e\x32\x1c.feast.core.FeatureViewState\"w\n\x17MaterializationInterval\x12.\n\nstart_time\x18\x01 \x01(\x0b\x32\x1a.google.protobuf.Timestamp\x12,\n\x08\x65nd_time\x18\x02 \x01(\x0b\x32\x1a.google.protobuf.Timestamp\"@\n\x0f\x46\x65\x61tureViewList\x12-\n\x0c\x66\x65\x61tureviews\x18\x01 \x03(\x0b\x32\x17.feast.core.FeatureView*n\n\x10\x46\x65\x61tureViewState\x12\x15\n\x11STATE_UNSPECIFIED\x10\x00\x12\x0b\n\x07\x43REATED\x10\x01\x12\r\n\tGENERATED\x10\x02\x12\x11\n\rMATERIALIZING\x10\x03\x12\x14\n\x10\x41VAILABLE_ONLINE\x10\x04\x42U\n\x10\x66\x65\x61st.proto.coreB\x10\x46\x65\x61tureViewProtoZ/github.com/feast-dev/feast/go/protos/feast/coreb\x06proto3')
 
 _globals = globals()
 _builder.BuildMessageAndEnumDescriptors(DESCRIPTOR, _globals)
@@ -29,16 +29,18 @@
   _globals['DESCRIPTOR']._serialized_options = b'\n\020feast.proto.coreB\020FeatureViewProtoZ/github.com/feast-dev/feast/go/protos/feast/core'
   _globals['_FEATUREVIEWSPEC_TAGSENTRY']._options = None
   _globals['_FEATUREVIEWSPEC_TAGSENTRY']._serialized_options = b'8\001'
+  _globals['_FEATUREVIEWSTATE']._serialized_start=1463
+  _globals['_FEATUREVIEWSTATE']._serialized_end=1573
   _globals['_FEATUREVIEW']._serialized_start=197
   _globals['_FEATUREVIEW']._serialized_end=296
   _globals['_FEATUREVIEWSPEC']._serialized_start=299
-  _globals['_FEATUREVIEWSPEC']._serialized_end=952
-  _globals['_FEATUREVIEWSPEC_TAGSENTRY']._serialized_start=909
-  _globals['_FEATUREVIEWSPEC_TAGSENTRY']._serialized_end=952
-  _globals['_FEATUREVIEWMETA']._serialized_start=955
-  _globals['_FEATUREVIEWMETA']._serialized_end=1211
-  _globals['_MATERIALIZATIONINTERVAL']._serialized_start=1213
-  _globals['_MATERIALIZATIONINTERVAL']._serialized_end=1332
-  _globals['_FEATUREVIEWLIST']._serialized_start=1334
-  _globals['_FEATUREVIEWLIST']._serialized_end=1398
+  _globals['_FEATUREVIEWSPEC']._serialized_end=970
+  _globals['_FEATUREVIEWSPEC_TAGSENTRY']._serialized_start=927
+  _globals['_FEATUREVIEWSPEC_TAGSENTRY']._serialized_end=970
+  _globals['_FEATUREVIEWMETA']._serialized_start=973
+  _globals['_FEATUREVIEWMETA']._serialized_end=1274
+  _globals['_MATERIALIZATIONINTERVAL']._serialized_start=1276
+  _globals['_MATERIALIZATIONINTERVAL']._serialized_end=1395
+  _globals['_FEATUREVIEWLIST']._serialized_start=1397
+  _globals['_FEATUREVIEWLIST']._serialized_end=1461
 # @@protoc_insertion_point(module_scope)
diff --git a/sdk/python/feast/protos/feast/core/FeatureView_pb2.pyi b/sdk/python/feast/protos/feast/core/FeatureView_pb2.pyi
index 575b4dfedb1..e73bc66a555 100644
--- a/sdk/python/feast/protos/feast/core/FeatureView_pb2.pyi
+++ b/sdk/python/feast/protos/feast/core/FeatureView_pb2.pyi
@@ -16,269 +16,291 @@ WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 See the License for the specific language governing permissions and
 limitations under the License.
 """
-
-from collections import abc as _abc
-from feast.core import DataSource_pb2 as _DataSource_pb2
-from feast.core import Feature_pb2 as _Feature_pb2
-from feast.core import Transformation_pb2 as _Transformation_pb2
-from google.protobuf import descriptor as _descriptor
-from google.protobuf import duration_pb2 as _duration_pb2
-from google.protobuf import message as _message
-from google.protobuf import timestamp_pb2 as _timestamp_pb2
-from google.protobuf.internal import containers as _containers
-import builtins as _builtins
+import builtins
+import collections.abc
+import feast.core.DataSource_pb2
+import feast.core.Feature_pb2
+import feast.core.Transformation_pb2
+import google.protobuf.descriptor
+import google.protobuf.duration_pb2
+import google.protobuf.internal.containers
+import google.protobuf.internal.enum_type_wrapper
+import google.protobuf.message
+import google.protobuf.timestamp_pb2
 import sys
-import typing as _typing
+import typing
 
 if sys.version_info >= (3, 10):
-    from typing import TypeAlias as _TypeAlias
+    import typing as typing_extensions
 else:
-    from typing_extensions import TypeAlias as _TypeAlias
+    import typing_extensions
 
-DESCRIPTOR: _descriptor.FileDescriptor
+DESCRIPTOR: google.protobuf.descriptor.FileDescriptor
 
-@_typing.final
-class FeatureView(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class _FeatureViewState:
+    ValueType = typing.NewType("ValueType", builtins.int)
+    V: typing_extensions.TypeAlias = ValueType
 
-    SPEC_FIELD_NUMBER: _builtins.int
-    META_FIELD_NUMBER: _builtins.int
-    @_builtins.property
-    def spec(self) -> Global___FeatureViewSpec:
-        """User-specified specifications of this feature view."""
+class _FeatureViewStateEnumTypeWrapper(google.protobuf.internal.enum_type_wrapper._EnumTypeWrapper[_FeatureViewState.ValueType], builtins.type):  # noqa: F821
+    DESCRIPTOR: google.protobuf.descriptor.EnumDescriptor
+    STATE_UNSPECIFIED: _FeatureViewState.ValueType  # 0
+    """Default value for backward compatibility. Treated as AVAILABLE_ONLINE
+    for existing feature views that predate the state machine.
+    """
+    CREATED: _FeatureViewState.ValueType  # 1
+    """Feature view has been registered via feast apply but no data is available."""
+    GENERATED: _FeatureViewState.ValueType  # 2
+    """Feature engineering / offline data generation is complete.
+    The feature view is ready to be materialized.
+    """
+    MATERIALIZING: _FeatureViewState.ValueType  # 3
+    """Materialization is currently in progress."""
+    AVAILABLE_ONLINE: _FeatureViewState.ValueType  # 4
+    """Materialization completed. Features are available in the online store."""
 
-    @_builtins.property
-    def meta(self) -> Global___FeatureViewMeta:
-        """System-populated metadata for this feature view."""
+class FeatureViewState(_FeatureViewState, metaclass=_FeatureViewStateEnumTypeWrapper):
+    """Lifecycle state of a feature view."""
 
+STATE_UNSPECIFIED: FeatureViewState.ValueType  # 0
+"""Default value for backward compatibility. Treated as AVAILABLE_ONLINE
+for existing feature views that predate the state machine.
+"""
+CREATED: FeatureViewState.ValueType  # 1
+"""Feature view has been registered via feast apply but no data is available."""
+GENERATED: FeatureViewState.ValueType  # 2
+"""Feature engineering / offline data generation is complete.
+The feature view is ready to be materialized.
+"""
+MATERIALIZING: FeatureViewState.ValueType  # 3
+"""Materialization is currently in progress."""
+AVAILABLE_ONLINE: FeatureViewState.ValueType  # 4
+"""Materialization completed. Features are available in the online store."""
+global___FeatureViewState = FeatureViewState
+
+class FeatureView(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
+
+    SPEC_FIELD_NUMBER: builtins.int
+    META_FIELD_NUMBER: builtins.int
+    @property
+    def spec(self) -> global___FeatureViewSpec:
+        """User-specified specifications of this feature view."""
+    @property
+    def meta(self) -> global___FeatureViewMeta:
+        """System-populated metadata for this feature view."""
     def __init__(
         self,
         *,
-        spec: Global___FeatureViewSpec | None = ...,
-        meta: Global___FeatureViewMeta | None = ...,
+        spec: global___FeatureViewSpec | None = ...,
+        meta: global___FeatureViewMeta | None = ...,
     ) -> None: ...
-    _HasFieldArgType: _TypeAlias = _typing.Literal["meta", b"meta", "spec", b"spec"]  # noqa: Y015
-    def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["meta", b"meta", "spec", b"spec"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def HasField(self, field_name: typing_extensions.Literal["meta", b"meta", "spec", b"spec"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["meta", b"meta", "spec", b"spec"]) -> None: ...
 
-Global___FeatureView: _TypeAlias = FeatureView  # noqa: Y015
+global___FeatureView = FeatureView
 
-@_typing.final
-class FeatureViewSpec(_message.Message):
+class FeatureViewSpec(google.protobuf.message.Message):
     """Next available id: 20
     TODO(adchia): refactor common fields from this and ODFV into separate metadata proto
     """
 
-    DESCRIPTOR: _descriptor.Descriptor
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    @_typing.final
-    class TagsEntry(_message.Message):
-        DESCRIPTOR: _descriptor.Descriptor
+    class TagsEntry(google.protobuf.message.Message):
+        DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-        KEY_FIELD_NUMBER: _builtins.int
-        VALUE_FIELD_NUMBER: _builtins.int
-        key: _builtins.str
-        value: _builtins.str
+        KEY_FIELD_NUMBER: builtins.int
+        VALUE_FIELD_NUMBER: builtins.int
+        key: builtins.str
+        value: builtins.str
         def __init__(
             self,
             *,
-            key: _builtins.str = ...,
-            value: _builtins.str = ...,
+            key: builtins.str = ...,
+            value: builtins.str = ...,
         ) -> None: ...
-        _ClearFieldArgType: _TypeAlias = _typing.Literal["key", b"key", "value", b"value"]  # noqa: Y015
-        def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
-
-    NAME_FIELD_NUMBER: _builtins.int
-    PROJECT_FIELD_NUMBER: _builtins.int
-    ENTITIES_FIELD_NUMBER: _builtins.int
-    FEATURES_FIELD_NUMBER: _builtins.int
-    TAGS_FIELD_NUMBER: _builtins.int
-    TTL_FIELD_NUMBER: _builtins.int
-    BATCH_SOURCE_FIELD_NUMBER: _builtins.int
-    ONLINE_FIELD_NUMBER: _builtins.int
-    STREAM_SOURCE_FIELD_NUMBER: _builtins.int
-    DESCRIPTION_FIELD_NUMBER: _builtins.int
-    OWNER_FIELD_NUMBER: _builtins.int
-    ENTITY_COLUMNS_FIELD_NUMBER: _builtins.int
-    OFFLINE_FIELD_NUMBER: _builtins.int
-    SOURCE_VIEWS_FIELD_NUMBER: _builtins.int
-    FEATURE_TRANSFORMATION_FIELD_NUMBER: _builtins.int
-    MODE_FIELD_NUMBER: _builtins.int
-    ENABLE_VALIDATION_FIELD_NUMBER: _builtins.int
-    VERSION_FIELD_NUMBER: _builtins.int
-    ORG_FIELD_NUMBER: _builtins.int
-    name: _builtins.str
+        def ClearField(self, field_name: typing_extensions.Literal["key", b"key", "value", b"value"]) -> None: ...
+
+    NAME_FIELD_NUMBER: builtins.int
+    PROJECT_FIELD_NUMBER: builtins.int
+    ENTITIES_FIELD_NUMBER: builtins.int
+    FEATURES_FIELD_NUMBER: builtins.int
+    TAGS_FIELD_NUMBER: builtins.int
+    TTL_FIELD_NUMBER: builtins.int
+    BATCH_SOURCE_FIELD_NUMBER: builtins.int
+    ONLINE_FIELD_NUMBER: builtins.int
+    STREAM_SOURCE_FIELD_NUMBER: builtins.int
+    DESCRIPTION_FIELD_NUMBER: builtins.int
+    OWNER_FIELD_NUMBER: builtins.int
+    ENTITY_COLUMNS_FIELD_NUMBER: builtins.int
+    OFFLINE_FIELD_NUMBER: builtins.int
+    SOURCE_VIEWS_FIELD_NUMBER: builtins.int
+    FEATURE_TRANSFORMATION_FIELD_NUMBER: builtins.int
+    MODE_FIELD_NUMBER: builtins.int
+    ENABLE_VALIDATION_FIELD_NUMBER: builtins.int
+    VERSION_FIELD_NUMBER: builtins.int
+    ORG_FIELD_NUMBER: builtins.int
+    DISABLED_FIELD_NUMBER: builtins.int
+    name: builtins.str
     """Name of the feature view. Must be unique. Not updated."""
-    project: _builtins.str
+    project: builtins.str
     """Name of Feast project that this feature view belongs to."""
-    online: _builtins.bool
-    """Whether these features should be served online or not
-    This is also used to determine whether the features should be written to the online store
-    """
-    description: _builtins.str
-    """Description of the feature view."""
-    owner: _builtins.str
-    """Owner of the feature view."""
-    offline: _builtins.bool
-    """Whether these features should be written to the offline store"""
-    mode: _builtins.str
-    """The transformation mode (e.g., "python", "pandas", "spark", "sql", "ray")"""
-    enable_validation: _builtins.bool
-    """Whether schema validation is enabled during materialization"""
-    version: _builtins.str
-    """User-specified version pin (e.g. "latest", "v2", "version2")"""
-    org: _builtins.str
-    """Organizational unit that owns this feature view (e.g. "ads", "search")."""
-    @_builtins.property
-    def entities(self) -> _containers.RepeatedScalarFieldContainer[_builtins.str]:
+    @property
+    def entities(self) -> google.protobuf.internal.containers.RepeatedScalarFieldContainer[builtins.str]:
         """List of names of entities associated with this feature view."""
-
-    @_builtins.property
-    def features(self) -> _containers.RepeatedCompositeFieldContainer[_Feature_pb2.FeatureSpecV2]:
+    @property
+    def features(self) -> google.protobuf.internal.containers.RepeatedCompositeFieldContainer[feast.core.Feature_pb2.FeatureSpecV2]:
         """List of specifications for each feature defined as part of this feature view."""
-
-    @_builtins.property
-    def tags(self) -> _containers.ScalarMap[_builtins.str, _builtins.str]:
+    @property
+    def tags(self) -> google.protobuf.internal.containers.ScalarMap[builtins.str, builtins.str]:
         """User defined metadata"""
-
-    @_builtins.property
-    def ttl(self) -> _duration_pb2.Duration:
+    @property
+    def ttl(self) -> google.protobuf.duration_pb2.Duration:
         """Features in this feature view can only be retrieved from online serving
         younger than ttl. Ttl is measured as the duration of time between
         the feature's event timestamp and when the feature is retrieved
         Feature values outside ttl will be returned as unset values and indicated to end user
         """
-
-    @_builtins.property
-    def batch_source(self) -> _DataSource_pb2.DataSource:
+    @property
+    def batch_source(self) -> feast.core.DataSource_pb2.DataSource:
         """Batch/Offline DataSource where this view can retrieve offline feature data.
         Optional: if not set, the feature view has no associated batch data source (e.g. purely derived views).
         """
-
-    @_builtins.property
-    def stream_source(self) -> _DataSource_pb2.DataSource:
+    online: builtins.bool
+    """Whether these features should be served online or not
+    This is also used to determine whether the features should be written to the online store
+    """
+    @property
+    def stream_source(self) -> feast.core.DataSource_pb2.DataSource:
         """Streaming DataSource from where this view can consume "online" feature data.
         Optional: only required for streaming feature views.
         """
-
-    @_builtins.property
-    def entity_columns(self) -> _containers.RepeatedCompositeFieldContainer[_Feature_pb2.FeatureSpecV2]:
+    description: builtins.str
+    """Description of the feature view."""
+    owner: builtins.str
+    """Owner of the feature view."""
+    @property
+    def entity_columns(self) -> google.protobuf.internal.containers.RepeatedCompositeFieldContainer[feast.core.Feature_pb2.FeatureSpecV2]:
         """List of specifications for each entity defined as part of this feature view."""
-
-    @_builtins.property
-    def source_views(self) -> _containers.RepeatedCompositeFieldContainer[Global___FeatureViewSpec]: ...
-    @_builtins.property
-    def feature_transformation(self) -> _Transformation_pb2.FeatureTransformationV2:
+    offline: builtins.bool
+    """Whether these features should be written to the offline store"""
+    @property
+    def source_views(self) -> google.protobuf.internal.containers.RepeatedCompositeFieldContainer[global___FeatureViewSpec]: ...
+    @property
+    def feature_transformation(self) -> feast.core.Transformation_pb2.FeatureTransformationV2:
         """Feature transformation for batch feature views"""
-
+    mode: builtins.str
+    """The transformation mode (e.g., "python", "pandas", "spark", "sql", "ray")"""
+    enable_validation: builtins.bool
+    """Whether schema validation is enabled during materialization"""
+    version: builtins.str
+    """User-specified version pin (e.g. "latest", "v2", "version2")"""
+    org: builtins.str
+    """Organizational unit that owns this feature view (e.g. "ads", "search")."""
+    disabled: builtins.bool
+    """Whether this feature view is disabled for serving and materialization.
+    When true, the feature view will not serve online features or be materialized.
+    Defaults to false (enabled) for backward compatibility.
+    """
     def __init__(
         self,
         *,
-        name: _builtins.str = ...,
-        project: _builtins.str = ...,
-        entities: _abc.Iterable[_builtins.str] | None = ...,
-        features: _abc.Iterable[_Feature_pb2.FeatureSpecV2] | None = ...,
-        tags: _abc.Mapping[_builtins.str, _builtins.str] | None = ...,
-        ttl: _duration_pb2.Duration | None = ...,
-        batch_source: _DataSource_pb2.DataSource | None = ...,
-        online: _builtins.bool = ...,
-        stream_source: _DataSource_pb2.DataSource | None = ...,
-        description: _builtins.str = ...,
-        owner: _builtins.str = ...,
-        entity_columns: _abc.Iterable[_Feature_pb2.FeatureSpecV2] | None = ...,
-        offline: _builtins.bool = ...,
-        source_views: _abc.Iterable[Global___FeatureViewSpec] | None = ...,
-        feature_transformation: _Transformation_pb2.FeatureTransformationV2 | None = ...,
-        mode: _builtins.str = ...,
-        enable_validation: _builtins.bool = ...,
-        version: _builtins.str = ...,
-        org: _builtins.str = ...,
+        name: builtins.str = ...,
+        project: builtins.str = ...,
+        entities: collections.abc.Iterable[builtins.str] | None = ...,
+        features: collections.abc.Iterable[feast.core.Feature_pb2.FeatureSpecV2] | None = ...,
+        tags: collections.abc.Mapping[builtins.str, builtins.str] | None = ...,
+        ttl: google.protobuf.duration_pb2.Duration | None = ...,
+        batch_source: feast.core.DataSource_pb2.DataSource | None = ...,
+        online: builtins.bool = ...,
+        stream_source: feast.core.DataSource_pb2.DataSource | None = ...,
+        description: builtins.str = ...,
+        owner: builtins.str = ...,
+        entity_columns: collections.abc.Iterable[feast.core.Feature_pb2.FeatureSpecV2] | None = ...,
+        offline: builtins.bool = ...,
+        source_views: collections.abc.Iterable[global___FeatureViewSpec] | None = ...,
+        feature_transformation: feast.core.Transformation_pb2.FeatureTransformationV2 | None = ...,
+        mode: builtins.str = ...,
+        enable_validation: builtins.bool = ...,
+        version: builtins.str = ...,
+        org: builtins.str = ...,
+        disabled: builtins.bool = ...,
     ) -> None: ...
-    _HasFieldArgType: _TypeAlias = _typing.Literal["batch_source", b"batch_source", "feature_transformation", b"feature_transformation", "stream_source", b"stream_source", "ttl", b"ttl"]  # noqa: Y015
-    def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["batch_source", b"batch_source", "description", b"description", "enable_validation", b"enable_validation", "entities", b"entities", "entity_columns", b"entity_columns", "feature_transformation", b"feature_transformation", "features", b"features", "mode", b"mode", "name", b"name", "offline", b"offline", "online", b"online", "org", b"org", "owner", b"owner", "project", b"project", "source_views", b"source_views", "stream_source", b"stream_source", "tags", b"tags", "ttl", b"ttl", "version", b"version"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
-
-Global___FeatureViewSpec: _TypeAlias = FeatureViewSpec  # noqa: Y015
-
-@_typing.final
-class FeatureViewMeta(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
-
-    CREATED_TIMESTAMP_FIELD_NUMBER: _builtins.int
-    LAST_UPDATED_TIMESTAMP_FIELD_NUMBER: _builtins.int
-    MATERIALIZATION_INTERVALS_FIELD_NUMBER: _builtins.int
-    CURRENT_VERSION_NUMBER_FIELD_NUMBER: _builtins.int
-    VERSION_ID_FIELD_NUMBER: _builtins.int
-    current_version_number: _builtins.int
-    """The current version number of this feature view in the version history."""
-    version_id: _builtins.str
-    """Auto-generated UUID identifying this specific version."""
-    @_builtins.property
-    def created_timestamp(self) -> _timestamp_pb2.Timestamp:
+    def HasField(self, field_name: typing_extensions.Literal["batch_source", b"batch_source", "feature_transformation", b"feature_transformation", "stream_source", b"stream_source", "ttl", b"ttl"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["batch_source", b"batch_source", "description", b"description", "disabled", b"disabled", "enable_validation", b"enable_validation", "entities", b"entities", "entity_columns", b"entity_columns", "feature_transformation", b"feature_transformation", "features", b"features", "mode", b"mode", "name", b"name", "offline", b"offline", "online", b"online", "org", b"org", "owner", b"owner", "project", b"project", "source_views", b"source_views", "stream_source", b"stream_source", "tags", b"tags", "ttl", b"ttl", "version", b"version"]) -> None: ...
+
+global___FeatureViewSpec = FeatureViewSpec
+
+class FeatureViewMeta(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
+
+    CREATED_TIMESTAMP_FIELD_NUMBER: builtins.int
+    LAST_UPDATED_TIMESTAMP_FIELD_NUMBER: builtins.int
+    MATERIALIZATION_INTERVALS_FIELD_NUMBER: builtins.int
+    CURRENT_VERSION_NUMBER_FIELD_NUMBER: builtins.int
+    VERSION_ID_FIELD_NUMBER: builtins.int
+    STATE_FIELD_NUMBER: builtins.int
+    @property
+    def created_timestamp(self) -> google.protobuf.timestamp_pb2.Timestamp:
         """Time where this Feature View is created"""
-
-    @_builtins.property
-    def last_updated_timestamp(self) -> _timestamp_pb2.Timestamp:
+    @property
+    def last_updated_timestamp(self) -> google.protobuf.timestamp_pb2.Timestamp:
         """Time where this Feature View is last updated"""
-
-    @_builtins.property
-    def materialization_intervals(self) -> _containers.RepeatedCompositeFieldContainer[Global___MaterializationInterval]:
+    @property
+    def materialization_intervals(self) -> google.protobuf.internal.containers.RepeatedCompositeFieldContainer[global___MaterializationInterval]:
         """List of pairs (start_time, end_time) for which this feature view has been materialized."""
-
+    current_version_number: builtins.int
+    """The current version number of this feature view in the version history."""
+    version_id: builtins.str
+    """Auto-generated UUID identifying this specific version."""
+    state: global___FeatureViewState.ValueType
+    """Lifecycle state of this feature view."""
     def __init__(
         self,
         *,
-        created_timestamp: _timestamp_pb2.Timestamp | None = ...,
-        last_updated_timestamp: _timestamp_pb2.Timestamp | None = ...,
-        materialization_intervals: _abc.Iterable[Global___MaterializationInterval] | None = ...,
-        current_version_number: _builtins.int = ...,
-        version_id: _builtins.str = ...,
+        created_timestamp: google.protobuf.timestamp_pb2.Timestamp | None = ...,
+        last_updated_timestamp: google.protobuf.timestamp_pb2.Timestamp | None = ...,
+        materialization_intervals: collections.abc.Iterable[global___MaterializationInterval] | None = ...,
+        current_version_number: builtins.int = ...,
+        version_id: builtins.str = ...,
+        state: global___FeatureViewState.ValueType = ...,
     ) -> None: ...
-    _HasFieldArgType: _TypeAlias = _typing.Literal["created_timestamp", b"created_timestamp", "last_updated_timestamp", b"last_updated_timestamp"]  # noqa: Y015
-    def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["created_timestamp", b"created_timestamp", "current_version_number", b"current_version_number", "last_updated_timestamp", b"last_updated_timestamp", "materialization_intervals", b"materialization_intervals", "version_id", b"version_id"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def HasField(self, field_name: typing_extensions.Literal["created_timestamp", b"created_timestamp", "last_updated_timestamp", b"last_updated_timestamp"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["created_timestamp", b"created_timestamp", "current_version_number", b"current_version_number", "last_updated_timestamp", b"last_updated_timestamp", "materialization_intervals", b"materialization_intervals", "state", b"state", "version_id", b"version_id"]) -> None: ...
 
-Global___FeatureViewMeta: _TypeAlias = FeatureViewMeta  # noqa: Y015
+global___FeatureViewMeta = FeatureViewMeta
 
-@_typing.final
-class MaterializationInterval(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class MaterializationInterval(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    START_TIME_FIELD_NUMBER: _builtins.int
-    END_TIME_FIELD_NUMBER: _builtins.int
-    @_builtins.property
-    def start_time(self) -> _timestamp_pb2.Timestamp: ...
-    @_builtins.property
-    def end_time(self) -> _timestamp_pb2.Timestamp: ...
+    START_TIME_FIELD_NUMBER: builtins.int
+    END_TIME_FIELD_NUMBER: builtins.int
+    @property
+    def start_time(self) -> google.protobuf.timestamp_pb2.Timestamp: ...
+    @property
+    def end_time(self) -> google.protobuf.timestamp_pb2.Timestamp: ...
     def __init__(
         self,
         *,
-        start_time: _timestamp_pb2.Timestamp | None = ...,
-        end_time: _timestamp_pb2.Timestamp | None = ...,
+        start_time: google.protobuf.timestamp_pb2.Timestamp | None = ...,
+        end_time: google.protobuf.timestamp_pb2.Timestamp | None = ...,
     ) -> None: ...
-    _HasFieldArgType: _TypeAlias = _typing.Literal["end_time", b"end_time", "start_time", b"start_time"]  # noqa: Y015
-    def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["end_time", b"end_time", "start_time", b"start_time"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def HasField(self, field_name: typing_extensions.Literal["end_time", b"end_time", "start_time", b"start_time"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["end_time", b"end_time", "start_time", b"start_time"]) -> None: ...
 
-Global___MaterializationInterval: _TypeAlias = MaterializationInterval  # noqa: Y015
+global___MaterializationInterval = MaterializationInterval
 
-@_typing.final
-class FeatureViewList(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class FeatureViewList(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    FEATUREVIEWS_FIELD_NUMBER: _builtins.int
-    @_builtins.property
-    def featureviews(self) -> _containers.RepeatedCompositeFieldContainer[Global___FeatureView]: ...
+    FEATUREVIEWS_FIELD_NUMBER: builtins.int
+    @property
+    def featureviews(self) -> google.protobuf.internal.containers.RepeatedCompositeFieldContainer[global___FeatureView]: ...
     def __init__(
         self,
         *,
-        featureviews: _abc.Iterable[Global___FeatureView] | None = ...,
+        featureviews: collections.abc.Iterable[global___FeatureView] | None = ...,
     ) -> None: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["featureviews", b"featureviews"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["featureviews", b"featureviews"]) -> None: ...
 
-Global___FeatureViewList: _TypeAlias = FeatureViewList  # noqa: Y015
+global___FeatureViewList = FeatureViewList
diff --git a/sdk/python/feast/protos/feast/core/Feature_pb2.pyi b/sdk/python/feast/protos/feast/core/Feature_pb2.pyi
index 2355c4c10d4..aa56630424f 100644
--- a/sdk/python/feast/protos/feast/core/Feature_pb2.pyi
+++ b/sdk/python/feast/protos/feast/core/Feature_pb2.pyi
@@ -16,79 +16,72 @@ WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 See the License for the specific language governing permissions and
 limitations under the License.
 """
-
-from collections import abc as _abc
-from feast.types import Value_pb2 as _Value_pb2  # type: ignore[attr-defined]
-from google.protobuf import descriptor as _descriptor
-from google.protobuf import message as _message
-from google.protobuf.internal import containers as _containers
-import builtins as _builtins
+import builtins
+import collections.abc
+import feast.types.Value_pb2
+import google.protobuf.descriptor
+import google.protobuf.internal.containers
+import google.protobuf.message
 import sys
-import typing as _typing
 
-if sys.version_info >= (3, 10):
-    from typing import TypeAlias as _TypeAlias
+if sys.version_info >= (3, 8):
+    import typing as typing_extensions
 else:
-    from typing_extensions import TypeAlias as _TypeAlias
+    import typing_extensions
 
-DESCRIPTOR: _descriptor.FileDescriptor
+DESCRIPTOR: google.protobuf.descriptor.FileDescriptor
 
-@_typing.final
-class FeatureSpecV2(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class FeatureSpecV2(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    @_typing.final
-    class TagsEntry(_message.Message):
-        DESCRIPTOR: _descriptor.Descriptor
+    class TagsEntry(google.protobuf.message.Message):
+        DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-        KEY_FIELD_NUMBER: _builtins.int
-        VALUE_FIELD_NUMBER: _builtins.int
-        key: _builtins.str
-        value: _builtins.str
+        KEY_FIELD_NUMBER: builtins.int
+        VALUE_FIELD_NUMBER: builtins.int
+        key: builtins.str
+        value: builtins.str
         def __init__(
             self,
             *,
-            key: _builtins.str = ...,
-            value: _builtins.str = ...,
+            key: builtins.str = ...,
+            value: builtins.str = ...,
         ) -> None: ...
-        _ClearFieldArgType: _TypeAlias = _typing.Literal["key", b"key", "value", b"value"]  # noqa: Y015
-        def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+        def ClearField(self, field_name: typing_extensions.Literal["key", b"key", "value", b"value"]) -> None: ...
 
-    NAME_FIELD_NUMBER: _builtins.int
-    VALUE_TYPE_FIELD_NUMBER: _builtins.int
-    TAGS_FIELD_NUMBER: _builtins.int
-    DESCRIPTION_FIELD_NUMBER: _builtins.int
-    VECTOR_INDEX_FIELD_NUMBER: _builtins.int
-    VECTOR_SEARCH_METRIC_FIELD_NUMBER: _builtins.int
-    VECTOR_LENGTH_FIELD_NUMBER: _builtins.int
-    name: _builtins.str
+    NAME_FIELD_NUMBER: builtins.int
+    VALUE_TYPE_FIELD_NUMBER: builtins.int
+    TAGS_FIELD_NUMBER: builtins.int
+    DESCRIPTION_FIELD_NUMBER: builtins.int
+    VECTOR_INDEX_FIELD_NUMBER: builtins.int
+    VECTOR_SEARCH_METRIC_FIELD_NUMBER: builtins.int
+    VECTOR_LENGTH_FIELD_NUMBER: builtins.int
+    name: builtins.str
     """Name of the feature. Not updatable."""
-    value_type: _Value_pb2.ValueType.Enum.ValueType
+    value_type: feast.types.Value_pb2.ValueType.Enum.ValueType
     """Value type of the feature. Not updatable."""
-    description: _builtins.str
+    @property
+    def tags(self) -> google.protobuf.internal.containers.ScalarMap[builtins.str, builtins.str]:
+        """Tags for user defined metadata on a feature"""
+    description: builtins.str
     """Description of the feature."""
-    vector_index: _builtins.bool
+    vector_index: builtins.bool
     """Field indicating the vector will be indexed for vector similarity search"""
-    vector_search_metric: _builtins.str
+    vector_search_metric: builtins.str
     """Metric used for vector similarity search."""
-    vector_length: _builtins.int
+    vector_length: builtins.int
     """Field indicating the vector length"""
-    @_builtins.property
-    def tags(self) -> _containers.ScalarMap[_builtins.str, _builtins.str]:
-        """Tags for user defined metadata on a feature"""
-
     def __init__(
         self,
         *,
-        name: _builtins.str = ...,
-        value_type: _Value_pb2.ValueType.Enum.ValueType = ...,
-        tags: _abc.Mapping[_builtins.str, _builtins.str] | None = ...,
-        description: _builtins.str = ...,
-        vector_index: _builtins.bool = ...,
-        vector_search_metric: _builtins.str = ...,
-        vector_length: _builtins.int = ...,
+        name: builtins.str = ...,
+        value_type: feast.types.Value_pb2.ValueType.Enum.ValueType = ...,
+        tags: collections.abc.Mapping[builtins.str, builtins.str] | None = ...,
+        description: builtins.str = ...,
+        vector_index: builtins.bool = ...,
+        vector_search_metric: builtins.str = ...,
+        vector_length: builtins.int = ...,
     ) -> None: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["description", b"description", "name", b"name", "tags", b"tags", "value_type", b"value_type", "vector_index", b"vector_index", "vector_length", b"vector_length", "vector_search_metric", b"vector_search_metric"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["description", b"description", "name", b"name", "tags", b"tags", "value_type", b"value_type", "vector_index", b"vector_index", "vector_length", b"vector_length", "vector_search_metric", b"vector_search_metric"]) -> None: ...
 
-Global___FeatureSpecV2: _TypeAlias = FeatureSpecV2  # noqa: Y015
+global___FeatureSpecV2 = FeatureSpecV2
diff --git a/sdk/python/feast/protos/feast/core/InfraObject_pb2.pyi b/sdk/python/feast/protos/feast/core/InfraObject_pb2.pyi
index cc9a4193181..f0a704c604a 100644
--- a/sdk/python/feast/protos/feast/core/InfraObject_pb2.pyi
+++ b/sdk/python/feast/protos/feast/core/InfraObject_pb2.pyi
@@ -16,93 +16,81 @@ isort:skip_file
 * See the License for the specific language governing permissions and
 * limitations under the License.
 """
-
-from collections import abc as _abc
-from feast.core import DatastoreTable_pb2 as _DatastoreTable_pb2
-from feast.core import SqliteTable_pb2 as _SqliteTable_pb2
-from google.protobuf import descriptor as _descriptor
-from google.protobuf import message as _message
-from google.protobuf.internal import containers as _containers
-import builtins as _builtins
+import builtins
+import collections.abc
+import feast.core.DatastoreTable_pb2
+import feast.core.SqliteTable_pb2
+import google.protobuf.descriptor
+import google.protobuf.internal.containers
+import google.protobuf.message
 import sys
-import typing as _typing
 
-if sys.version_info >= (3, 10):
-    from typing import TypeAlias as _TypeAlias
+if sys.version_info >= (3, 8):
+    import typing as typing_extensions
 else:
-    from typing_extensions import TypeAlias as _TypeAlias
+    import typing_extensions
 
-DESCRIPTOR: _descriptor.FileDescriptor
+DESCRIPTOR: google.protobuf.descriptor.FileDescriptor
 
-@_typing.final
-class Infra(_message.Message):
+class Infra(google.protobuf.message.Message):
     """Represents a set of infrastructure objects managed by Feast"""
 
-    DESCRIPTOR: _descriptor.Descriptor
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    INFRA_OBJECTS_FIELD_NUMBER: _builtins.int
-    @_builtins.property
-    def infra_objects(self) -> _containers.RepeatedCompositeFieldContainer[Global___InfraObject]:
+    INFRA_OBJECTS_FIELD_NUMBER: builtins.int
+    @property
+    def infra_objects(self) -> google.protobuf.internal.containers.RepeatedCompositeFieldContainer[global___InfraObject]:
         """List of infrastructure objects managed by Feast"""
-
     def __init__(
         self,
         *,
-        infra_objects: _abc.Iterable[Global___InfraObject] | None = ...,
+        infra_objects: collections.abc.Iterable[global___InfraObject] | None = ...,
     ) -> None: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["infra_objects", b"infra_objects"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["infra_objects", b"infra_objects"]) -> None: ...
 
-Global___Infra: _TypeAlias = Infra  # noqa: Y015
+global___Infra = Infra
 
-@_typing.final
-class InfraObject(_message.Message):
+class InfraObject(google.protobuf.message.Message):
     """Represents a single infrastructure object managed by Feast"""
 
-    DESCRIPTOR: _descriptor.Descriptor
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    @_typing.final
-    class CustomInfra(_message.Message):
+    class CustomInfra(google.protobuf.message.Message):
         """Allows for custom infra objects to be added"""
 
-        DESCRIPTOR: _descriptor.Descriptor
+        DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-        FIELD_FIELD_NUMBER: _builtins.int
-        field: _builtins.bytes
+        FIELD_FIELD_NUMBER: builtins.int
+        field: builtins.bytes
         def __init__(
             self,
             *,
-            field: _builtins.bytes = ...,
+            field: builtins.bytes = ...,
         ) -> None: ...
-        _ClearFieldArgType: _TypeAlias = _typing.Literal["field", b"field"]  # noqa: Y015
-        def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+        def ClearField(self, field_name: typing_extensions.Literal["field", b"field"]) -> None: ...
 
-    INFRA_OBJECT_CLASS_TYPE_FIELD_NUMBER: _builtins.int
-    DATASTORE_TABLE_FIELD_NUMBER: _builtins.int
-    SQLITE_TABLE_FIELD_NUMBER: _builtins.int
-    CUSTOM_INFRA_FIELD_NUMBER: _builtins.int
-    infra_object_class_type: _builtins.str
+    INFRA_OBJECT_CLASS_TYPE_FIELD_NUMBER: builtins.int
+    DATASTORE_TABLE_FIELD_NUMBER: builtins.int
+    SQLITE_TABLE_FIELD_NUMBER: builtins.int
+    CUSTOM_INFRA_FIELD_NUMBER: builtins.int
+    infra_object_class_type: builtins.str
     """Represents the Python class for the infrastructure object"""
-    @_builtins.property
-    def datastore_table(self) -> _DatastoreTable_pb2.DatastoreTable: ...
-    @_builtins.property
-    def sqlite_table(self) -> _SqliteTable_pb2.SqliteTable: ...
-    @_builtins.property
-    def custom_infra(self) -> Global___InfraObject.CustomInfra: ...
+    @property
+    def datastore_table(self) -> feast.core.DatastoreTable_pb2.DatastoreTable: ...
+    @property
+    def sqlite_table(self) -> feast.core.SqliteTable_pb2.SqliteTable: ...
+    @property
+    def custom_infra(self) -> global___InfraObject.CustomInfra: ...
     def __init__(
         self,
         *,
-        infra_object_class_type: _builtins.str = ...,
-        datastore_table: _DatastoreTable_pb2.DatastoreTable | None = ...,
-        sqlite_table: _SqliteTable_pb2.SqliteTable | None = ...,
-        custom_infra: Global___InfraObject.CustomInfra | None = ...,
+        infra_object_class_type: builtins.str = ...,
+        datastore_table: feast.core.DatastoreTable_pb2.DatastoreTable | None = ...,
+        sqlite_table: feast.core.SqliteTable_pb2.SqliteTable | None = ...,
+        custom_infra: global___InfraObject.CustomInfra | None = ...,
     ) -> None: ...
-    _HasFieldArgType: _TypeAlias = _typing.Literal["custom_infra", b"custom_infra", "datastore_table", b"datastore_table", "infra_object", b"infra_object", "sqlite_table", b"sqlite_table"]  # noqa: Y015
-    def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["custom_infra", b"custom_infra", "datastore_table", b"datastore_table", "infra_object", b"infra_object", "infra_object_class_type", b"infra_object_class_type", "sqlite_table", b"sqlite_table"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
-    _WhichOneofReturnType_infra_object: _TypeAlias = _typing.Literal["datastore_table", "sqlite_table", "custom_infra"]  # noqa: Y015
-    _WhichOneofArgType_infra_object: _TypeAlias = _typing.Literal["infra_object", b"infra_object"]  # noqa: Y015
-    def WhichOneof(self, oneof_group: _WhichOneofArgType_infra_object) -> _WhichOneofReturnType_infra_object | None: ...
+    def HasField(self, field_name: typing_extensions.Literal["custom_infra", b"custom_infra", "datastore_table", b"datastore_table", "infra_object", b"infra_object", "sqlite_table", b"sqlite_table"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["custom_infra", b"custom_infra", "datastore_table", b"datastore_table", "infra_object", b"infra_object", "infra_object_class_type", b"infra_object_class_type", "sqlite_table", b"sqlite_table"]) -> None: ...
+    def WhichOneof(self, oneof_group: typing_extensions.Literal["infra_object", b"infra_object"]) -> typing_extensions.Literal["datastore_table", "sqlite_table", "custom_infra"] | None: ...
 
-Global___InfraObject: _TypeAlias = InfraObject  # noqa: Y015
+global___InfraObject = InfraObject
diff --git a/sdk/python/feast/protos/feast/core/LabelView_pb2.py b/sdk/python/feast/protos/feast/core/LabelView_pb2.py
new file mode 100644
index 00000000000..d8fb720a1e2
--- /dev/null
+++ b/sdk/python/feast/protos/feast/core/LabelView_pb2.py
@@ -0,0 +1,43 @@
+# -*- coding: utf-8 -*-
+# Generated by the protocol buffer compiler.  DO NOT EDIT!
+# source: feast/core/LabelView.proto
+# Protobuf Python Version: 4.25.1
+"""Generated protocol buffer code."""
+from google.protobuf import descriptor as _descriptor
+from google.protobuf import descriptor_pool as _descriptor_pool
+from google.protobuf import symbol_database as _symbol_database
+from google.protobuf.internal import builder as _builder
+# @@protoc_insertion_point(imports)
+
+_sym_db = _symbol_database.Default()
+
+
+from google.protobuf import duration_pb2 as google_dot_protobuf_dot_duration__pb2
+from google.protobuf import timestamp_pb2 as google_dot_protobuf_dot_timestamp__pb2
+from feast.protos.feast.core import DataSource_pb2 as feast_dot_core_dot_DataSource__pb2
+from feast.protos.feast.core import Feature_pb2 as feast_dot_core_dot_Feature__pb2
+
+
+DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n\x1a\x66\x65\x61st/core/LabelView.proto\x12\nfeast.core\x1a\x1egoogle/protobuf/duration.proto\x1a\x1fgoogle/protobuf/timestamp.proto\x1a\x1b\x66\x65\x61st/core/DataSource.proto\x1a\x18\x66\x65\x61st/core/Feature.proto\"]\n\tLabelView\x12\'\n\x04spec\x18\x01 \x01(\x0b\x32\x19.feast.core.LabelViewSpec\x12\'\n\x04meta\x18\x02 \x01(\x0b\x32\x19.feast.core.LabelViewMeta\"\x96\x04\n\rLabelViewSpec\x12\x0c\n\x04name\x18\x01 \x01(\t\x12\x0f\n\x07project\x18\x02 \x01(\t\x12\x10\n\x08\x65ntities\x18\x03 \x03(\t\x12+\n\x08\x66\x65\x61tures\x18\x04 \x03(\x0b\x32\x19.feast.core.FeatureSpecV2\x12\x31\n\x04tags\x18\x05 \x03(\x0b\x32#.feast.core.LabelViewSpec.TagsEntry\x12&\n\x03ttl\x18\x06 \x01(\x0b\x32\x19.google.protobuf.Duration\x12&\n\x06source\x18\x07 \x01(\x0b\x32\x16.feast.core.DataSource\x12\x0e\n\x06online\x18\x08 \x01(\x08\x12\x13\n\x0b\x64\x65scription\x18\t \x01(\t\x12\r\n\x05owner\x18\n \x01(\t\x12\x31\n\x0e\x65ntity_columns\x18\x0b \x03(\x0b\x32\x19.feast.core.FeatureSpecV2\x12\x15\n\rlabeler_field\x18\x0c \x01(\t\x12=\n\x0f\x63onflict_policy\x18\r \x01(\x0e\x32$.feast.core.ConflictResolutionPolicy\x12\x1a\n\x0eretain_history\x18\x0e \x01(\x08\x42\x02\x18\x01\x12\x1e\n\x16reference_feature_view\x18\x0f \x01(\t\x1a+\n\tTagsEntry\x12\x0b\n\x03key\x18\x01 \x01(\t\x12\r\n\x05value\x18\x02 \x01(\t:\x02\x38\x01\"\x82\x01\n\rLabelViewMeta\x12\x35\n\x11\x63reated_timestamp\x18\x01 \x01(\x0b\x32\x1a.google.protobuf.Timestamp\x12:\n\x16last_updated_timestamp\x18\x02 \x01(\x0b\x32\x1a.google.protobuf.Timestamp*X\n\x18\x43onflictResolutionPolicy\x12\x13\n\x0fLAST_WRITE_WINS\x10\x00\x12\x14\n\x10LABELER_PRIORITY\x10\x01\x12\x11\n\rMAJORITY_VOTE\x10\x02\x42S\n\x10\x66\x65\x61st.proto.coreB\x0eLabelViewProtoZ/github.com/feast-dev/feast/go/protos/feast/coreb\x06proto3')
+
+_globals = globals()
+_builder.BuildMessageAndEnumDescriptors(DESCRIPTOR, _globals)
+_builder.BuildTopDescriptorsAndMessages(DESCRIPTOR, 'feast.core.LabelView_pb2', _globals)
+if _descriptor._USE_C_DESCRIPTORS == False:
+  _globals['DESCRIPTOR']._options = None
+  _globals['DESCRIPTOR']._serialized_options = b'\n\020feast.proto.coreB\016LabelViewProtoZ/github.com/feast-dev/feast/go/protos/feast/core'
+  _globals['_LABELVIEWSPEC_TAGSENTRY']._options = None
+  _globals['_LABELVIEWSPEC_TAGSENTRY']._serialized_options = b'8\001'
+  _globals['_LABELVIEWSPEC'].fields_by_name['retain_history']._options = None
+  _globals['_LABELVIEWSPEC'].fields_by_name['retain_history']._serialized_options = b'\030\001'
+  _globals['_CONFLICTRESOLUTIONPOLICY']._serialized_start=927
+  _globals['_CONFLICTRESOLUTIONPOLICY']._serialized_end=1015
+  _globals['_LABELVIEW']._serialized_start=162
+  _globals['_LABELVIEW']._serialized_end=255
+  _globals['_LABELVIEWSPEC']._serialized_start=258
+  _globals['_LABELVIEWSPEC']._serialized_end=792
+  _globals['_LABELVIEWSPEC_TAGSENTRY']._serialized_start=749
+  _globals['_LABELVIEWSPEC_TAGSENTRY']._serialized_end=792
+  _globals['_LABELVIEWMETA']._serialized_start=795
+  _globals['_LABELVIEWMETA']._serialized_end=925
+# @@protoc_insertion_point(module_scope)
diff --git a/sdk/python/feast/protos/feast/core/LabelView_pb2.pyi b/sdk/python/feast/protos/feast/core/LabelView_pb2.pyi
new file mode 100644
index 00000000000..e8f70a82000
--- /dev/null
+++ b/sdk/python/feast/protos/feast/core/LabelView_pb2.pyi
@@ -0,0 +1,195 @@
+"""
+@generated by mypy-protobuf.  Do not edit manually!
+isort:skip_file
+
+Copyright 2026 The Feast Authors
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    https://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+"""
+import builtins
+import collections.abc
+import feast.core.DataSource_pb2
+import feast.core.Feature_pb2
+import google.protobuf.descriptor
+import google.protobuf.duration_pb2
+import google.protobuf.internal.containers
+import google.protobuf.internal.enum_type_wrapper
+import google.protobuf.message
+import google.protobuf.timestamp_pb2
+import sys
+import typing
+
+if sys.version_info >= (3, 10):
+    import typing as typing_extensions
+else:
+    import typing_extensions
+
+DESCRIPTOR: google.protobuf.descriptor.FileDescriptor
+
+class _ConflictResolutionPolicy:
+    ValueType = typing.NewType("ValueType", builtins.int)
+    V: typing_extensions.TypeAlias = ValueType
+
+class _ConflictResolutionPolicyEnumTypeWrapper(google.protobuf.internal.enum_type_wrapper._EnumTypeWrapper[_ConflictResolutionPolicy.ValueType], builtins.type):  # noqa: F821
+    DESCRIPTOR: google.protobuf.descriptor.EnumDescriptor
+    LAST_WRITE_WINS: _ConflictResolutionPolicy.ValueType  # 0
+    LABELER_PRIORITY: _ConflictResolutionPolicy.ValueType  # 1
+    MAJORITY_VOTE: _ConflictResolutionPolicy.ValueType  # 2
+
+class ConflictResolutionPolicy(_ConflictResolutionPolicy, metaclass=_ConflictResolutionPolicyEnumTypeWrapper): ...
+
+LAST_WRITE_WINS: ConflictResolutionPolicy.ValueType  # 0
+LABELER_PRIORITY: ConflictResolutionPolicy.ValueType  # 1
+MAJORITY_VOTE: ConflictResolutionPolicy.ValueType  # 2
+global___ConflictResolutionPolicy = ConflictResolutionPolicy
+
+class LabelView(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
+
+    SPEC_FIELD_NUMBER: builtins.int
+    META_FIELD_NUMBER: builtins.int
+    @property
+    def spec(self) -> global___LabelViewSpec: ...
+    @property
+    def meta(self) -> global___LabelViewMeta: ...
+    def __init__(
+        self,
+        *,
+        spec: global___LabelViewSpec | None = ...,
+        meta: global___LabelViewMeta | None = ...,
+    ) -> None: ...
+    def HasField(self, field_name: typing_extensions.Literal["meta", b"meta", "spec", b"spec"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["meta", b"meta", "spec", b"spec"]) -> None: ...
+
+global___LabelView = LabelView
+
+class LabelViewSpec(google.protobuf.message.Message):
+    """Next available id: 16"""
+
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
+
+    class TagsEntry(google.protobuf.message.Message):
+        DESCRIPTOR: google.protobuf.descriptor.Descriptor
+
+        KEY_FIELD_NUMBER: builtins.int
+        VALUE_FIELD_NUMBER: builtins.int
+        key: builtins.str
+        value: builtins.str
+        def __init__(
+            self,
+            *,
+            key: builtins.str = ...,
+            value: builtins.str = ...,
+        ) -> None: ...
+        def ClearField(self, field_name: typing_extensions.Literal["key", b"key", "value", b"value"]) -> None: ...
+
+    NAME_FIELD_NUMBER: builtins.int
+    PROJECT_FIELD_NUMBER: builtins.int
+    ENTITIES_FIELD_NUMBER: builtins.int
+    FEATURES_FIELD_NUMBER: builtins.int
+    TAGS_FIELD_NUMBER: builtins.int
+    TTL_FIELD_NUMBER: builtins.int
+    SOURCE_FIELD_NUMBER: builtins.int
+    ONLINE_FIELD_NUMBER: builtins.int
+    DESCRIPTION_FIELD_NUMBER: builtins.int
+    OWNER_FIELD_NUMBER: builtins.int
+    ENTITY_COLUMNS_FIELD_NUMBER: builtins.int
+    LABELER_FIELD_FIELD_NUMBER: builtins.int
+    CONFLICT_POLICY_FIELD_NUMBER: builtins.int
+    RETAIN_HISTORY_FIELD_NUMBER: builtins.int
+    REFERENCE_FEATURE_VIEW_FIELD_NUMBER: builtins.int
+    name: builtins.str
+    """Name of the label view. Must be unique. Not updated."""
+    project: builtins.str
+    """Name of Feast project that this label view belongs to."""
+    @property
+    def entities(self) -> google.protobuf.internal.containers.RepeatedScalarFieldContainer[builtins.str]:
+        """List of names of entities associated with this label view."""
+    @property
+    def features(self) -> google.protobuf.internal.containers.RepeatedCompositeFieldContainer[feast.core.Feature_pb2.FeatureSpecV2]:
+        """List of specifications for each label field defined as part of this label view."""
+    @property
+    def tags(self) -> google.protobuf.internal.containers.ScalarMap[builtins.str, builtins.str]:
+        """User defined metadata."""
+    @property
+    def ttl(self) -> google.protobuf.duration_pb2.Duration:
+        """Labels older than ttl will be excluded from online serving."""
+    @property
+    def source(self) -> feast.core.DataSource_pb2.DataSource:
+        """DataSource (typically a PushSource) that feeds label data into this view."""
+    online: builtins.bool
+    """Whether labels should be served from the online store."""
+    description: builtins.str
+    """Description of the label view."""
+    owner: builtins.str
+    """Owner of the label view."""
+    @property
+    def entity_columns(self) -> google.protobuf.internal.containers.RepeatedCompositeFieldContainer[feast.core.Feature_pb2.FeatureSpecV2]:
+        """List of specifications for each entity column."""
+    labeler_field: builtins.str
+    """The schema field that identifies the labeler (e.g. "labeler")."""
+    conflict_policy: global___ConflictResolutionPolicy.ValueType
+    """How conflicting labels from different labelers are resolved.
+    Enforced for offline store reads; online store uses LAST_WRITE_WINS.
+    """
+    retain_history: builtins.bool
+    """DEPRECATED: retain_history is always true (offline store always appends).
+    Field kept for backwards wire compatibility; ignored by the SDK.
+    """
+    reference_feature_view: builtins.str
+    """Optional name of the FeatureView whose entities this label view annotates."""
+    def __init__(
+        self,
+        *,
+        name: builtins.str = ...,
+        project: builtins.str = ...,
+        entities: collections.abc.Iterable[builtins.str] | None = ...,
+        features: collections.abc.Iterable[feast.core.Feature_pb2.FeatureSpecV2] | None = ...,
+        tags: collections.abc.Mapping[builtins.str, builtins.str] | None = ...,
+        ttl: google.protobuf.duration_pb2.Duration | None = ...,
+        source: feast.core.DataSource_pb2.DataSource | None = ...,
+        online: builtins.bool = ...,
+        description: builtins.str = ...,
+        owner: builtins.str = ...,
+        entity_columns: collections.abc.Iterable[feast.core.Feature_pb2.FeatureSpecV2] | None = ...,
+        labeler_field: builtins.str = ...,
+        conflict_policy: global___ConflictResolutionPolicy.ValueType = ...,
+        retain_history: builtins.bool = ...,
+        reference_feature_view: builtins.str = ...,
+    ) -> None: ...
+    def HasField(self, field_name: typing_extensions.Literal["source", b"source", "ttl", b"ttl"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["conflict_policy", b"conflict_policy", "description", b"description", "entities", b"entities", "entity_columns", b"entity_columns", "features", b"features", "labeler_field", b"labeler_field", "name", b"name", "online", b"online", "owner", b"owner", "project", b"project", "reference_feature_view", b"reference_feature_view", "retain_history", b"retain_history", "source", b"source", "tags", b"tags", "ttl", b"ttl"]) -> None: ...
+
+global___LabelViewSpec = LabelViewSpec
+
+class LabelViewMeta(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
+
+    CREATED_TIMESTAMP_FIELD_NUMBER: builtins.int
+    LAST_UPDATED_TIMESTAMP_FIELD_NUMBER: builtins.int
+    @property
+    def created_timestamp(self) -> google.protobuf.timestamp_pb2.Timestamp:
+        """Time when this Label View was created."""
+    @property
+    def last_updated_timestamp(self) -> google.protobuf.timestamp_pb2.Timestamp:
+        """Time when this Label View was last updated."""
+    def __init__(
+        self,
+        *,
+        created_timestamp: google.protobuf.timestamp_pb2.Timestamp | None = ...,
+        last_updated_timestamp: google.protobuf.timestamp_pb2.Timestamp | None = ...,
+    ) -> None: ...
+    def HasField(self, field_name: typing_extensions.Literal["created_timestamp", b"created_timestamp", "last_updated_timestamp", b"last_updated_timestamp"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["created_timestamp", b"created_timestamp", "last_updated_timestamp", b"last_updated_timestamp"]) -> None: ...
+
+global___LabelViewMeta = LabelViewMeta
diff --git a/sdk/python/feast/protos/feast/core/LabelView_pb2_grpc.py b/sdk/python/feast/protos/feast/core/LabelView_pb2_grpc.py
new file mode 100644
index 00000000000..2daafffebfc
--- /dev/null
+++ b/sdk/python/feast/protos/feast/core/LabelView_pb2_grpc.py
@@ -0,0 +1,4 @@
+# Generated by the gRPC Python protocol compiler plugin. DO NOT EDIT!
+"""Client and server classes corresponding to protobuf-defined services."""
+import grpc
+
diff --git a/sdk/python/feast/protos/feast/core/OnDemandFeatureView_pb2.py b/sdk/python/feast/protos/feast/core/OnDemandFeatureView_pb2.py
index 313d93ca38d..1c264ec06c5 100644
--- a/sdk/python/feast/protos/feast/core/OnDemandFeatureView_pb2.py
+++ b/sdk/python/feast/protos/feast/core/OnDemandFeatureView_pb2.py
@@ -21,7 +21,7 @@
 from feast.protos.feast.core import Aggregation_pb2 as feast_dot_core_dot_Aggregation__pb2
 
 
-DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n$feast/core/OnDemandFeatureView.proto\x12\nfeast.core\x1a\x1fgoogle/protobuf/timestamp.proto\x1a\x1c\x66\x65\x61st/core/FeatureView.proto\x1a&feast/core/FeatureViewProjection.proto\x1a\x18\x66\x65\x61st/core/Feature.proto\x1a\x1b\x66\x65\x61st/core/DataSource.proto\x1a\x1f\x66\x65\x61st/core/Transformation.proto\x1a\x1c\x66\x65\x61st/core/Aggregation.proto\"{\n\x13OnDemandFeatureView\x12\x31\n\x04spec\x18\x01 \x01(\x0b\x32#.feast.core.OnDemandFeatureViewSpec\x12\x31\n\x04meta\x18\x02 \x01(\x0b\x32#.feast.core.OnDemandFeatureViewMeta\"\xdd\x05\n\x17OnDemandFeatureViewSpec\x12\x0c\n\x04name\x18\x01 \x01(\t\x12\x0f\n\x07project\x18\x02 \x01(\t\x12+\n\x08\x66\x65\x61tures\x18\x03 \x03(\x0b\x32\x19.feast.core.FeatureSpecV2\x12\x41\n\x07sources\x18\x04 \x03(\x0b\x32\x30.feast.core.OnDemandFeatureViewSpec.SourcesEntry\x12\x42\n\x15user_defined_function\x18\x05 \x01(\x0b\x32\x1f.feast.core.UserDefinedFunctionB\x02\x18\x01\x12\x43\n\x16\x66\x65\x61ture_transformation\x18\n \x01(\x0b\x32#.feast.core.FeatureTransformationV2\x12\x13\n\x0b\x64\x65scription\x18\x06 \x01(\t\x12;\n\x04tags\x18\x07 \x03(\x0b\x32-.feast.core.OnDemandFeatureViewSpec.TagsEntry\x12\r\n\x05owner\x18\x08 \x01(\t\x12\x0c\n\x04mode\x18\x0b \x01(\t\x12\x1d\n\x15write_to_online_store\x18\x0c \x01(\x08\x12\x10\n\x08\x65ntities\x18\r \x03(\t\x12\x31\n\x0e\x65ntity_columns\x18\x0e \x03(\x0b\x32\x19.feast.core.FeatureSpecV2\x12\x11\n\tsingleton\x18\x0f \x01(\x08\x12-\n\x0c\x61ggregations\x18\x10 \x03(\x0b\x32\x17.feast.core.Aggregation\x12\x0f\n\x07version\x18\x11 \x01(\t\x12\x0b\n\x03org\x18\x12 \x01(\t\x1aJ\n\x0cSourcesEntry\x12\x0b\n\x03key\x18\x01 \x01(\t\x12)\n\x05value\x18\x02 \x01(\x0b\x32\x1a.feast.core.OnDemandSource:\x02\x38\x01\x1a+\n\tTagsEntry\x12\x0b\n\x03key\x18\x01 \x01(\t\x12\r\n\x05value\x18\x02 \x01(\t:\x02\x38\x01\"\xc0\x01\n\x17OnDemandFeatureViewMeta\x12\x35\n\x11\x63reated_timestamp\x18\x01 \x01(\x0b\x32\x1a.google.protobuf.Timestamp\x12:\n\x16last_updated_timestamp\x18\x02 \x01(\x0b\x32\x1a.google.protobuf.Timestamp\x12\x1e\n\x16\x63urrent_version_number\x18\x03 \x01(\x05\x12\x12\n\nversion_id\x18\x04 \x01(\t\"\xc8\x01\n\x0eOnDemandSource\x12/\n\x0c\x66\x65\x61ture_view\x18\x01 \x01(\x0b\x32\x17.feast.core.FeatureViewH\x00\x12\x44\n\x17\x66\x65\x61ture_view_projection\x18\x03 \x01(\x0b\x32!.feast.core.FeatureViewProjectionH\x00\x12\x35\n\x13request_data_source\x18\x02 \x01(\x0b\x32\x16.feast.core.DataSourceH\x00\x42\x08\n\x06source\"H\n\x13UserDefinedFunction\x12\x0c\n\x04name\x18\x01 \x01(\t\x12\x0c\n\x04\x62ody\x18\x02 \x01(\x0c\x12\x11\n\tbody_text\x18\x03 \x01(\t:\x02\x18\x01\"X\n\x17OnDemandFeatureViewList\x12=\n\x14ondemandfeatureviews\x18\x01 \x03(\x0b\x32\x1f.feast.core.OnDemandFeatureViewB]\n\x10\x66\x65\x61st.proto.coreB\x18OnDemandFeatureViewProtoZ/github.com/feast-dev/feast/go/protos/feast/coreb\x06proto3')
+DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n$feast/core/OnDemandFeatureView.proto\x12\nfeast.core\x1a\x1fgoogle/protobuf/timestamp.proto\x1a\x1c\x66\x65\x61st/core/FeatureView.proto\x1a&feast/core/FeatureViewProjection.proto\x1a\x18\x66\x65\x61st/core/Feature.proto\x1a\x1b\x66\x65\x61st/core/DataSource.proto\x1a\x1f\x66\x65\x61st/core/Transformation.proto\x1a\x1c\x66\x65\x61st/core/Aggregation.proto\"{\n\x13OnDemandFeatureView\x12\x31\n\x04spec\x18\x01 \x01(\x0b\x32#.feast.core.OnDemandFeatureViewSpec\x12\x31\n\x04meta\x18\x02 \x01(\x0b\x32#.feast.core.OnDemandFeatureViewMeta\"\xef\x05\n\x17OnDemandFeatureViewSpec\x12\x0c\n\x04name\x18\x01 \x01(\t\x12\x0f\n\x07project\x18\x02 \x01(\t\x12+\n\x08\x66\x65\x61tures\x18\x03 \x03(\x0b\x32\x19.feast.core.FeatureSpecV2\x12\x41\n\x07sources\x18\x04 \x03(\x0b\x32\x30.feast.core.OnDemandFeatureViewSpec.SourcesEntry\x12\x42\n\x15user_defined_function\x18\x05 \x01(\x0b\x32\x1f.feast.core.UserDefinedFunctionB\x02\x18\x01\x12\x43\n\x16\x66\x65\x61ture_transformation\x18\n \x01(\x0b\x32#.feast.core.FeatureTransformationV2\x12\x13\n\x0b\x64\x65scription\x18\x06 \x01(\t\x12;\n\x04tags\x18\x07 \x03(\x0b\x32-.feast.core.OnDemandFeatureViewSpec.TagsEntry\x12\r\n\x05owner\x18\x08 \x01(\t\x12\x0c\n\x04mode\x18\x0b \x01(\t\x12\x1d\n\x15write_to_online_store\x18\x0c \x01(\x08\x12\x10\n\x08\x65ntities\x18\r \x03(\t\x12\x31\n\x0e\x65ntity_columns\x18\x0e \x03(\x0b\x32\x19.feast.core.FeatureSpecV2\x12\x11\n\tsingleton\x18\x0f \x01(\x08\x12-\n\x0c\x61ggregations\x18\x10 \x03(\x0b\x32\x17.feast.core.Aggregation\x12\x0f\n\x07version\x18\x11 \x01(\t\x12\x0b\n\x03org\x18\x12 \x01(\t\x12\x10\n\x08\x64isabled\x18\x13 \x01(\x08\x1aJ\n\x0cSourcesEntry\x12\x0b\n\x03key\x18\x01 \x01(\t\x12)\n\x05value\x18\x02 \x01(\x0b\x32\x1a.feast.core.OnDemandSource:\x02\x38\x01\x1a+\n\tTagsEntry\x12\x0b\n\x03key\x18\x01 \x01(\t\x12\r\n\x05value\x18\x02 \x01(\t:\x02\x38\x01\"\xed\x01\n\x17OnDemandFeatureViewMeta\x12\x35\n\x11\x63reated_timestamp\x18\x01 \x01(\x0b\x32\x1a.google.protobuf.Timestamp\x12:\n\x16last_updated_timestamp\x18\x02 \x01(\x0b\x32\x1a.google.protobuf.Timestamp\x12\x1e\n\x16\x63urrent_version_number\x18\x03 \x01(\x05\x12\x12\n\nversion_id\x18\x04 \x01(\t\x12+\n\x05state\x18\x05 \x01(\x0e\x32\x1c.feast.core.FeatureViewState\"\xc8\x01\n\x0eOnDemandSource\x12/\n\x0c\x66\x65\x61ture_view\x18\x01 \x01(\x0b\x32\x17.feast.core.FeatureViewH\x00\x12\x44\n\x17\x66\x65\x61ture_view_projection\x18\x03 \x01(\x0b\x32!.feast.core.FeatureViewProjectionH\x00\x12\x35\n\x13request_data_source\x18\x02 \x01(\x0b\x32\x16.feast.core.DataSourceH\x00\x42\x08\n\x06source\"H\n\x13UserDefinedFunction\x12\x0c\n\x04name\x18\x01 \x01(\t\x12\x0c\n\x04\x62ody\x18\x02 \x01(\x0c\x12\x11\n\tbody_text\x18\x03 \x01(\t:\x02\x18\x01\"X\n\x17OnDemandFeatureViewList\x12=\n\x14ondemandfeatureviews\x18\x01 \x03(\x0b\x32\x1f.feast.core.OnDemandFeatureViewB]\n\x10\x66\x65\x61st.proto.coreB\x18OnDemandFeatureViewProtoZ/github.com/feast-dev/feast/go/protos/feast/coreb\x06proto3')
 
 _globals = globals()
 _builder.BuildMessageAndEnumDescriptors(DESCRIPTOR, _globals)
@@ -40,17 +40,17 @@
   _globals['_ONDEMANDFEATUREVIEW']._serialized_start=273
   _globals['_ONDEMANDFEATUREVIEW']._serialized_end=396
   _globals['_ONDEMANDFEATUREVIEWSPEC']._serialized_start=399
-  _globals['_ONDEMANDFEATUREVIEWSPEC']._serialized_end=1132
-  _globals['_ONDEMANDFEATUREVIEWSPEC_SOURCESENTRY']._serialized_start=1013
-  _globals['_ONDEMANDFEATUREVIEWSPEC_SOURCESENTRY']._serialized_end=1087
-  _globals['_ONDEMANDFEATUREVIEWSPEC_TAGSENTRY']._serialized_start=1089
-  _globals['_ONDEMANDFEATUREVIEWSPEC_TAGSENTRY']._serialized_end=1132
-  _globals['_ONDEMANDFEATUREVIEWMETA']._serialized_start=1135
-  _globals['_ONDEMANDFEATUREVIEWMETA']._serialized_end=1327
-  _globals['_ONDEMANDSOURCE']._serialized_start=1330
-  _globals['_ONDEMANDSOURCE']._serialized_end=1530
-  _globals['_USERDEFINEDFUNCTION']._serialized_start=1532
-  _globals['_USERDEFINEDFUNCTION']._serialized_end=1604
-  _globals['_ONDEMANDFEATUREVIEWLIST']._serialized_start=1606
-  _globals['_ONDEMANDFEATUREVIEWLIST']._serialized_end=1694
+  _globals['_ONDEMANDFEATUREVIEWSPEC']._serialized_end=1150
+  _globals['_ONDEMANDFEATUREVIEWSPEC_SOURCESENTRY']._serialized_start=1031
+  _globals['_ONDEMANDFEATUREVIEWSPEC_SOURCESENTRY']._serialized_end=1105
+  _globals['_ONDEMANDFEATUREVIEWSPEC_TAGSENTRY']._serialized_start=1107
+  _globals['_ONDEMANDFEATUREVIEWSPEC_TAGSENTRY']._serialized_end=1150
+  _globals['_ONDEMANDFEATUREVIEWMETA']._serialized_start=1153
+  _globals['_ONDEMANDFEATUREVIEWMETA']._serialized_end=1390
+  _globals['_ONDEMANDSOURCE']._serialized_start=1393
+  _globals['_ONDEMANDSOURCE']._serialized_end=1593
+  _globals['_USERDEFINEDFUNCTION']._serialized_start=1595
+  _globals['_USERDEFINEDFUNCTION']._serialized_end=1667
+  _globals['_ONDEMANDFEATUREVIEWLIST']._serialized_start=1669
+  _globals['_ONDEMANDFEATUREVIEWLIST']._serialized_end=1757
 # @@protoc_insertion_point(module_scope)
diff --git a/sdk/python/feast/protos/feast/core/OnDemandFeatureView_pb2.pyi b/sdk/python/feast/protos/feast/core/OnDemandFeatureView_pb2.pyi
index 289ffd07de3..9b5db304df7 100644
--- a/sdk/python/feast/protos/feast/core/OnDemandFeatureView_pb2.pyi
+++ b/sdk/python/feast/protos/feast/core/OnDemandFeatureView_pb2.pyi
@@ -16,299 +16,268 @@ WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 See the License for the specific language governing permissions and
 limitations under the License.
 """
-
-from collections import abc as _abc
-from feast.core import Aggregation_pb2 as _Aggregation_pb2
-from feast.core import DataSource_pb2 as _DataSource_pb2
-from feast.core import FeatureViewProjection_pb2 as _FeatureViewProjection_pb2
-from feast.core import FeatureView_pb2 as _FeatureView_pb2
-from feast.core import Feature_pb2 as _Feature_pb2
-from feast.core import Transformation_pb2 as _Transformation_pb2
-from google.protobuf import descriptor as _descriptor
-from google.protobuf import message as _message
-from google.protobuf import timestamp_pb2 as _timestamp_pb2
-from google.protobuf.internal import containers as _containers
-import builtins as _builtins
+import builtins
+import collections.abc
+import feast.core.Aggregation_pb2
+import feast.core.DataSource_pb2
+import feast.core.FeatureViewProjection_pb2
+import feast.core.FeatureView_pb2
+import feast.core.Feature_pb2
+import feast.core.Transformation_pb2
+import google.protobuf.descriptor
+import google.protobuf.internal.containers
+import google.protobuf.message
+import google.protobuf.timestamp_pb2
 import sys
-import typing as _typing
-
-if sys.version_info >= (3, 10):
-    from typing import TypeAlias as _TypeAlias
-else:
-    from typing_extensions import TypeAlias as _TypeAlias
 
-if sys.version_info >= (3, 13):
-    from warnings import deprecated as _deprecated
+if sys.version_info >= (3, 8):
+    import typing as typing_extensions
 else:
-    from typing_extensions import deprecated as _deprecated
+    import typing_extensions
 
-DESCRIPTOR: _descriptor.FileDescriptor
+DESCRIPTOR: google.protobuf.descriptor.FileDescriptor
 
-@_typing.final
-class OnDemandFeatureView(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class OnDemandFeatureView(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    SPEC_FIELD_NUMBER: _builtins.int
-    META_FIELD_NUMBER: _builtins.int
-    @_builtins.property
-    def spec(self) -> Global___OnDemandFeatureViewSpec:
+    SPEC_FIELD_NUMBER: builtins.int
+    META_FIELD_NUMBER: builtins.int
+    @property
+    def spec(self) -> global___OnDemandFeatureViewSpec:
         """User-specified specifications of this feature view."""
-
-    @_builtins.property
-    def meta(self) -> Global___OnDemandFeatureViewMeta: ...
+    @property
+    def meta(self) -> global___OnDemandFeatureViewMeta: ...
     def __init__(
         self,
         *,
-        spec: Global___OnDemandFeatureViewSpec | None = ...,
-        meta: Global___OnDemandFeatureViewMeta | None = ...,
+        spec: global___OnDemandFeatureViewSpec | None = ...,
+        meta: global___OnDemandFeatureViewMeta | None = ...,
     ) -> None: ...
-    _HasFieldArgType: _TypeAlias = _typing.Literal["meta", b"meta", "spec", b"spec"]  # noqa: Y015
-    def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["meta", b"meta", "spec", b"spec"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def HasField(self, field_name: typing_extensions.Literal["meta", b"meta", "spec", b"spec"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["meta", b"meta", "spec", b"spec"]) -> None: ...
 
-Global___OnDemandFeatureView: _TypeAlias = OnDemandFeatureView  # noqa: Y015
+global___OnDemandFeatureView = OnDemandFeatureView
 
-@_typing.final
-class OnDemandFeatureViewSpec(_message.Message):
+class OnDemandFeatureViewSpec(google.protobuf.message.Message):
     """Next available id: 19"""
 
-    DESCRIPTOR: _descriptor.Descriptor
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    @_typing.final
-    class SourcesEntry(_message.Message):
-        DESCRIPTOR: _descriptor.Descriptor
+    class SourcesEntry(google.protobuf.message.Message):
+        DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-        KEY_FIELD_NUMBER: _builtins.int
-        VALUE_FIELD_NUMBER: _builtins.int
-        key: _builtins.str
-        @_builtins.property
-        def value(self) -> Global___OnDemandSource: ...
+        KEY_FIELD_NUMBER: builtins.int
+        VALUE_FIELD_NUMBER: builtins.int
+        key: builtins.str
+        @property
+        def value(self) -> global___OnDemandSource: ...
         def __init__(
             self,
             *,
-            key: _builtins.str = ...,
-            value: Global___OnDemandSource | None = ...,
+            key: builtins.str = ...,
+            value: global___OnDemandSource | None = ...,
         ) -> None: ...
-        _HasFieldArgType: _TypeAlias = _typing.Literal["value", b"value"]  # noqa: Y015
-        def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
-        _ClearFieldArgType: _TypeAlias = _typing.Literal["key", b"key", "value", b"value"]  # noqa: Y015
-        def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+        def HasField(self, field_name: typing_extensions.Literal["value", b"value"]) -> builtins.bool: ...
+        def ClearField(self, field_name: typing_extensions.Literal["key", b"key", "value", b"value"]) -> None: ...
 
-    @_typing.final
-    class TagsEntry(_message.Message):
-        DESCRIPTOR: _descriptor.Descriptor
+    class TagsEntry(google.protobuf.message.Message):
+        DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-        KEY_FIELD_NUMBER: _builtins.int
-        VALUE_FIELD_NUMBER: _builtins.int
-        key: _builtins.str
-        value: _builtins.str
+        KEY_FIELD_NUMBER: builtins.int
+        VALUE_FIELD_NUMBER: builtins.int
+        key: builtins.str
+        value: builtins.str
         def __init__(
             self,
             *,
-            key: _builtins.str = ...,
-            value: _builtins.str = ...,
+            key: builtins.str = ...,
+            value: builtins.str = ...,
         ) -> None: ...
-        _ClearFieldArgType: _TypeAlias = _typing.Literal["key", b"key", "value", b"value"]  # noqa: Y015
-        def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
-
-    NAME_FIELD_NUMBER: _builtins.int
-    PROJECT_FIELD_NUMBER: _builtins.int
-    FEATURES_FIELD_NUMBER: _builtins.int
-    SOURCES_FIELD_NUMBER: _builtins.int
-    USER_DEFINED_FUNCTION_FIELD_NUMBER: _builtins.int
-    FEATURE_TRANSFORMATION_FIELD_NUMBER: _builtins.int
-    DESCRIPTION_FIELD_NUMBER: _builtins.int
-    TAGS_FIELD_NUMBER: _builtins.int
-    OWNER_FIELD_NUMBER: _builtins.int
-    MODE_FIELD_NUMBER: _builtins.int
-    WRITE_TO_ONLINE_STORE_FIELD_NUMBER: _builtins.int
-    ENTITIES_FIELD_NUMBER: _builtins.int
-    ENTITY_COLUMNS_FIELD_NUMBER: _builtins.int
-    SINGLETON_FIELD_NUMBER: _builtins.int
-    AGGREGATIONS_FIELD_NUMBER: _builtins.int
-    VERSION_FIELD_NUMBER: _builtins.int
-    ORG_FIELD_NUMBER: _builtins.int
-    name: _builtins.str
+        def ClearField(self, field_name: typing_extensions.Literal["key", b"key", "value", b"value"]) -> None: ...
+
+    NAME_FIELD_NUMBER: builtins.int
+    PROJECT_FIELD_NUMBER: builtins.int
+    FEATURES_FIELD_NUMBER: builtins.int
+    SOURCES_FIELD_NUMBER: builtins.int
+    USER_DEFINED_FUNCTION_FIELD_NUMBER: builtins.int
+    FEATURE_TRANSFORMATION_FIELD_NUMBER: builtins.int
+    DESCRIPTION_FIELD_NUMBER: builtins.int
+    TAGS_FIELD_NUMBER: builtins.int
+    OWNER_FIELD_NUMBER: builtins.int
+    MODE_FIELD_NUMBER: builtins.int
+    WRITE_TO_ONLINE_STORE_FIELD_NUMBER: builtins.int
+    ENTITIES_FIELD_NUMBER: builtins.int
+    ENTITY_COLUMNS_FIELD_NUMBER: builtins.int
+    SINGLETON_FIELD_NUMBER: builtins.int
+    AGGREGATIONS_FIELD_NUMBER: builtins.int
+    VERSION_FIELD_NUMBER: builtins.int
+    ORG_FIELD_NUMBER: builtins.int
+    DISABLED_FIELD_NUMBER: builtins.int
+    name: builtins.str
     """Name of the feature view. Must be unique. Not updated."""
-    project: _builtins.str
+    project: builtins.str
     """Name of Feast project that this feature view belongs to."""
-    description: _builtins.str
-    """Description of the on demand feature view."""
-    owner: _builtins.str
-    """Owner of the on demand feature view."""
-    mode: _builtins.str
-    write_to_online_store: _builtins.bool
-    singleton: _builtins.bool
-    version: _builtins.str
-    """User-specified version pin (e.g. "latest", "v2", "version2")"""
-    org: _builtins.str
-    """Organizational unit that owns this feature view (e.g. "ads", "search")."""
-    @_builtins.property
-    def features(self) -> _containers.RepeatedCompositeFieldContainer[_Feature_pb2.FeatureSpecV2]:
+    @property
+    def features(self) -> google.protobuf.internal.containers.RepeatedCompositeFieldContainer[feast.core.Feature_pb2.FeatureSpecV2]:
         """List of features specifications for each feature defined with this feature view."""
-
-    @_builtins.property
-    def sources(self) -> _containers.MessageMap[_builtins.str, Global___OnDemandSource]:
+    @property
+    def sources(self) -> google.protobuf.internal.containers.MessageMap[builtins.str, global___OnDemandSource]:
         """Map of sources for this feature view."""
-
-    @_builtins.property
-    @_deprecated("""This field has been marked as deprecated using proto field options.""")
-    def user_defined_function(self) -> Global___UserDefinedFunction: ...
-    @_builtins.property
-    def feature_transformation(self) -> _Transformation_pb2.FeatureTransformationV2:
+    @property
+    def user_defined_function(self) -> global___UserDefinedFunction: ...
+    @property
+    def feature_transformation(self) -> feast.core.Transformation_pb2.FeatureTransformationV2:
         """Oneof with {user_defined_function, on_demand_substrait_transformation}"""
-
-    @_builtins.property
-    def tags(self) -> _containers.ScalarMap[_builtins.str, _builtins.str]:
+    description: builtins.str
+    """Description of the on demand feature view."""
+    @property
+    def tags(self) -> google.protobuf.internal.containers.ScalarMap[builtins.str, builtins.str]:
         """User defined metadata."""
-
-    @_builtins.property
-    def entities(self) -> _containers.RepeatedScalarFieldContainer[_builtins.str]:
+    owner: builtins.str
+    """Owner of the on demand feature view."""
+    mode: builtins.str
+    write_to_online_store: builtins.bool
+    @property
+    def entities(self) -> google.protobuf.internal.containers.RepeatedScalarFieldContainer[builtins.str]:
         """List of names of entities associated with this feature view."""
-
-    @_builtins.property
-    def entity_columns(self) -> _containers.RepeatedCompositeFieldContainer[_Feature_pb2.FeatureSpecV2]:
+    @property
+    def entity_columns(self) -> google.protobuf.internal.containers.RepeatedCompositeFieldContainer[feast.core.Feature_pb2.FeatureSpecV2]:
         """List of specifications for each entity defined as part of this feature view."""
-
-    @_builtins.property
-    def aggregations(self) -> _containers.RepeatedCompositeFieldContainer[_Aggregation_pb2.Aggregation]:
+    singleton: builtins.bool
+    @property
+    def aggregations(self) -> google.protobuf.internal.containers.RepeatedCompositeFieldContainer[feast.core.Aggregation_pb2.Aggregation]:
         """Aggregation definitions"""
-
+    version: builtins.str
+    """User-specified version pin (e.g. "latest", "v2", "version2")"""
+    org: builtins.str
+    """Organizational unit that owns this feature view (e.g. "ads", "search")."""
+    disabled: builtins.bool
+    """Whether this feature view is disabled for serving.
+    When true, the feature view will not serve features.
+    Defaults to false (enabled) for backward compatibility.
+    """
     def __init__(
         self,
         *,
-        name: _builtins.str = ...,
-        project: _builtins.str = ...,
-        features: _abc.Iterable[_Feature_pb2.FeatureSpecV2] | None = ...,
-        sources: _abc.Mapping[_builtins.str, Global___OnDemandSource] | None = ...,
-        user_defined_function: Global___UserDefinedFunction | None = ...,
-        feature_transformation: _Transformation_pb2.FeatureTransformationV2 | None = ...,
-        description: _builtins.str = ...,
-        tags: _abc.Mapping[_builtins.str, _builtins.str] | None = ...,
-        owner: _builtins.str = ...,
-        mode: _builtins.str = ...,
-        write_to_online_store: _builtins.bool = ...,
-        entities: _abc.Iterable[_builtins.str] | None = ...,
-        entity_columns: _abc.Iterable[_Feature_pb2.FeatureSpecV2] | None = ...,
-        singleton: _builtins.bool = ...,
-        aggregations: _abc.Iterable[_Aggregation_pb2.Aggregation] | None = ...,
-        version: _builtins.str = ...,
-        org: _builtins.str = ...,
+        name: builtins.str = ...,
+        project: builtins.str = ...,
+        features: collections.abc.Iterable[feast.core.Feature_pb2.FeatureSpecV2] | None = ...,
+        sources: collections.abc.Mapping[builtins.str, global___OnDemandSource] | None = ...,
+        user_defined_function: global___UserDefinedFunction | None = ...,
+        feature_transformation: feast.core.Transformation_pb2.FeatureTransformationV2 | None = ...,
+        description: builtins.str = ...,
+        tags: collections.abc.Mapping[builtins.str, builtins.str] | None = ...,
+        owner: builtins.str = ...,
+        mode: builtins.str = ...,
+        write_to_online_store: builtins.bool = ...,
+        entities: collections.abc.Iterable[builtins.str] | None = ...,
+        entity_columns: collections.abc.Iterable[feast.core.Feature_pb2.FeatureSpecV2] | None = ...,
+        singleton: builtins.bool = ...,
+        aggregations: collections.abc.Iterable[feast.core.Aggregation_pb2.Aggregation] | None = ...,
+        version: builtins.str = ...,
+        org: builtins.str = ...,
+        disabled: builtins.bool = ...,
     ) -> None: ...
-    _HasFieldArgType: _TypeAlias = _typing.Literal["feature_transformation", b"feature_transformation", "user_defined_function", b"user_defined_function"]  # noqa: Y015
-    def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["aggregations", b"aggregations", "description", b"description", "entities", b"entities", "entity_columns", b"entity_columns", "feature_transformation", b"feature_transformation", "features", b"features", "mode", b"mode", "name", b"name", "org", b"org", "owner", b"owner", "project", b"project", "singleton", b"singleton", "sources", b"sources", "tags", b"tags", "user_defined_function", b"user_defined_function", "version", b"version", "write_to_online_store", b"write_to_online_store"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def HasField(self, field_name: typing_extensions.Literal["feature_transformation", b"feature_transformation", "user_defined_function", b"user_defined_function"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["aggregations", b"aggregations", "description", b"description", "disabled", b"disabled", "entities", b"entities", "entity_columns", b"entity_columns", "feature_transformation", b"feature_transformation", "features", b"features", "mode", b"mode", "name", b"name", "org", b"org", "owner", b"owner", "project", b"project", "singleton", b"singleton", "sources", b"sources", "tags", b"tags", "user_defined_function", b"user_defined_function", "version", b"version", "write_to_online_store", b"write_to_online_store"]) -> None: ...
 
-Global___OnDemandFeatureViewSpec: _TypeAlias = OnDemandFeatureViewSpec  # noqa: Y015
+global___OnDemandFeatureViewSpec = OnDemandFeatureViewSpec
 
-@_typing.final
-class OnDemandFeatureViewMeta(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class OnDemandFeatureViewMeta(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    CREATED_TIMESTAMP_FIELD_NUMBER: _builtins.int
-    LAST_UPDATED_TIMESTAMP_FIELD_NUMBER: _builtins.int
-    CURRENT_VERSION_NUMBER_FIELD_NUMBER: _builtins.int
-    VERSION_ID_FIELD_NUMBER: _builtins.int
-    current_version_number: _builtins.int
-    """The current version number of this feature view in the version history."""
-    version_id: _builtins.str
-    """Auto-generated UUID identifying this specific version."""
-    @_builtins.property
-    def created_timestamp(self) -> _timestamp_pb2.Timestamp:
+    CREATED_TIMESTAMP_FIELD_NUMBER: builtins.int
+    LAST_UPDATED_TIMESTAMP_FIELD_NUMBER: builtins.int
+    CURRENT_VERSION_NUMBER_FIELD_NUMBER: builtins.int
+    VERSION_ID_FIELD_NUMBER: builtins.int
+    STATE_FIELD_NUMBER: builtins.int
+    @property
+    def created_timestamp(self) -> google.protobuf.timestamp_pb2.Timestamp:
         """Time where this Feature View is created"""
-
-    @_builtins.property
-    def last_updated_timestamp(self) -> _timestamp_pb2.Timestamp:
+    @property
+    def last_updated_timestamp(self) -> google.protobuf.timestamp_pb2.Timestamp:
         """Time where this Feature View is last updated"""
-
+    current_version_number: builtins.int
+    """The current version number of this feature view in the version history."""
+    version_id: builtins.str
+    """Auto-generated UUID identifying this specific version."""
+    state: feast.core.FeatureView_pb2.FeatureViewState.ValueType
+    """Lifecycle state of this feature view."""
     def __init__(
         self,
         *,
-        created_timestamp: _timestamp_pb2.Timestamp | None = ...,
-        last_updated_timestamp: _timestamp_pb2.Timestamp | None = ...,
-        current_version_number: _builtins.int = ...,
-        version_id: _builtins.str = ...,
+        created_timestamp: google.protobuf.timestamp_pb2.Timestamp | None = ...,
+        last_updated_timestamp: google.protobuf.timestamp_pb2.Timestamp | None = ...,
+        current_version_number: builtins.int = ...,
+        version_id: builtins.str = ...,
+        state: feast.core.FeatureView_pb2.FeatureViewState.ValueType = ...,
     ) -> None: ...
-    _HasFieldArgType: _TypeAlias = _typing.Literal["created_timestamp", b"created_timestamp", "last_updated_timestamp", b"last_updated_timestamp"]  # noqa: Y015
-    def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["created_timestamp", b"created_timestamp", "current_version_number", b"current_version_number", "last_updated_timestamp", b"last_updated_timestamp", "version_id", b"version_id"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
-
-Global___OnDemandFeatureViewMeta: _TypeAlias = OnDemandFeatureViewMeta  # noqa: Y015
-
-@_typing.final
-class OnDemandSource(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
-
-    FEATURE_VIEW_FIELD_NUMBER: _builtins.int
-    FEATURE_VIEW_PROJECTION_FIELD_NUMBER: _builtins.int
-    REQUEST_DATA_SOURCE_FIELD_NUMBER: _builtins.int
-    @_builtins.property
-    def feature_view(self) -> _FeatureView_pb2.FeatureView: ...
-    @_builtins.property
-    def feature_view_projection(self) -> _FeatureViewProjection_pb2.FeatureViewProjection: ...
-    @_builtins.property
-    def request_data_source(self) -> _DataSource_pb2.DataSource: ...
+    def HasField(self, field_name: typing_extensions.Literal["created_timestamp", b"created_timestamp", "last_updated_timestamp", b"last_updated_timestamp"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["created_timestamp", b"created_timestamp", "current_version_number", b"current_version_number", "last_updated_timestamp", b"last_updated_timestamp", "state", b"state", "version_id", b"version_id"]) -> None: ...
+
+global___OnDemandFeatureViewMeta = OnDemandFeatureViewMeta
+
+class OnDemandSource(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
+
+    FEATURE_VIEW_FIELD_NUMBER: builtins.int
+    FEATURE_VIEW_PROJECTION_FIELD_NUMBER: builtins.int
+    REQUEST_DATA_SOURCE_FIELD_NUMBER: builtins.int
+    @property
+    def feature_view(self) -> feast.core.FeatureView_pb2.FeatureView: ...
+    @property
+    def feature_view_projection(self) -> feast.core.FeatureViewProjection_pb2.FeatureViewProjection: ...
+    @property
+    def request_data_source(self) -> feast.core.DataSource_pb2.DataSource: ...
     def __init__(
         self,
         *,
-        feature_view: _FeatureView_pb2.FeatureView | None = ...,
-        feature_view_projection: _FeatureViewProjection_pb2.FeatureViewProjection | None = ...,
-        request_data_source: _DataSource_pb2.DataSource | None = ...,
+        feature_view: feast.core.FeatureView_pb2.FeatureView | None = ...,
+        feature_view_projection: feast.core.FeatureViewProjection_pb2.FeatureViewProjection | None = ...,
+        request_data_source: feast.core.DataSource_pb2.DataSource | None = ...,
     ) -> None: ...
-    _HasFieldArgType: _TypeAlias = _typing.Literal["feature_view", b"feature_view", "feature_view_projection", b"feature_view_projection", "request_data_source", b"request_data_source", "source", b"source"]  # noqa: Y015
-    def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["feature_view", b"feature_view", "feature_view_projection", b"feature_view_projection", "request_data_source", b"request_data_source", "source", b"source"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
-    _WhichOneofReturnType_source: _TypeAlias = _typing.Literal["feature_view", "feature_view_projection", "request_data_source"]  # noqa: Y015
-    _WhichOneofArgType_source: _TypeAlias = _typing.Literal["source", b"source"]  # noqa: Y015
-    def WhichOneof(self, oneof_group: _WhichOneofArgType_source) -> _WhichOneofReturnType_source | None: ...
+    def HasField(self, field_name: typing_extensions.Literal["feature_view", b"feature_view", "feature_view_projection", b"feature_view_projection", "request_data_source", b"request_data_source", "source", b"source"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["feature_view", b"feature_view", "feature_view_projection", b"feature_view_projection", "request_data_source", b"request_data_source", "source", b"source"]) -> None: ...
+    def WhichOneof(self, oneof_group: typing_extensions.Literal["source", b"source"]) -> typing_extensions.Literal["feature_view", "feature_view_projection", "request_data_source"] | None: ...
 
-Global___OnDemandSource: _TypeAlias = OnDemandSource  # noqa: Y015
+global___OnDemandSource = OnDemandSource
 
-@_deprecated("""This message has been marked as deprecated using proto message options.""")
-@_typing.final
-class UserDefinedFunction(_message.Message):
+class UserDefinedFunction(google.protobuf.message.Message):
     """Serialized representation of python function."""
 
-    DESCRIPTOR: _descriptor.Descriptor
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    NAME_FIELD_NUMBER: _builtins.int
-    BODY_FIELD_NUMBER: _builtins.int
-    BODY_TEXT_FIELD_NUMBER: _builtins.int
-    name: _builtins.str
+    NAME_FIELD_NUMBER: builtins.int
+    BODY_FIELD_NUMBER: builtins.int
+    BODY_TEXT_FIELD_NUMBER: builtins.int
+    name: builtins.str
     """The function name"""
-    body: _builtins.bytes
+    body: builtins.bytes
     """The python-syntax function body (serialized by dill)"""
-    body_text: _builtins.str
+    body_text: builtins.str
     """The string representation of the udf"""
     def __init__(
         self,
         *,
-        name: _builtins.str = ...,
-        body: _builtins.bytes = ...,
-        body_text: _builtins.str = ...,
+        name: builtins.str = ...,
+        body: builtins.bytes = ...,
+        body_text: builtins.str = ...,
     ) -> None: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["body", b"body", "body_text", b"body_text", "name", b"name"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["body", b"body", "body_text", b"body_text", "name", b"name"]) -> None: ...
 
-Global___UserDefinedFunction: _TypeAlias = UserDefinedFunction  # noqa: Y015
+global___UserDefinedFunction = UserDefinedFunction
 
-@_typing.final
-class OnDemandFeatureViewList(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class OnDemandFeatureViewList(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    ONDEMANDFEATUREVIEWS_FIELD_NUMBER: _builtins.int
-    @_builtins.property
-    def ondemandfeatureviews(self) -> _containers.RepeatedCompositeFieldContainer[Global___OnDemandFeatureView]: ...
+    ONDEMANDFEATUREVIEWS_FIELD_NUMBER: builtins.int
+    @property
+    def ondemandfeatureviews(self) -> google.protobuf.internal.containers.RepeatedCompositeFieldContainer[global___OnDemandFeatureView]: ...
     def __init__(
         self,
         *,
-        ondemandfeatureviews: _abc.Iterable[Global___OnDemandFeatureView] | None = ...,
+        ondemandfeatureviews: collections.abc.Iterable[global___OnDemandFeatureView] | None = ...,
     ) -> None: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["ondemandfeatureviews", b"ondemandfeatureviews"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["ondemandfeatureviews", b"ondemandfeatureviews"]) -> None: ...
 
-Global___OnDemandFeatureViewList: _TypeAlias = OnDemandFeatureViewList  # noqa: Y015
+global___OnDemandFeatureViewList = OnDemandFeatureViewList
diff --git a/sdk/python/feast/protos/feast/core/Permission_pb2.py b/sdk/python/feast/protos/feast/core/Permission_pb2.py
index 706fd2eec47..f44540c45e0 100644
--- a/sdk/python/feast/protos/feast/core/Permission_pb2.py
+++ b/sdk/python/feast/protos/feast/core/Permission_pb2.py
@@ -16,7 +16,7 @@
 from google.protobuf import timestamp_pb2 as google_dot_protobuf_dot_timestamp__pb2
 
 
-DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n\x1b\x66\x65\x61st/core/Permission.proto\x12\nfeast.core\x1a\x17\x66\x65\x61st/core/Policy.proto\x1a\x1fgoogle/protobuf/timestamp.proto\"`\n\nPermission\x12(\n\x04spec\x18\x01 \x01(\x0b\x32\x1a.feast.core.PermissionSpec\x12(\n\x04meta\x18\x02 \x01(\x0b\x32\x1a.feast.core.PermissionMeta\"\xa0\x06\n\x0ePermissionSpec\x12\x0c\n\x04name\x18\x01 \x01(\t\x12\x0f\n\x07project\x18\x02 \x01(\t\x12.\n\x05types\x18\x03 \x03(\x0e\x32\x1f.feast.core.PermissionSpec.Type\x12\x15\n\rname_patterns\x18\x04 \x03(\t\x12\x43\n\rrequired_tags\x18\x05 \x03(\x0b\x32,.feast.core.PermissionSpec.RequiredTagsEntry\x12\x39\n\x07\x61\x63tions\x18\x06 \x03(\x0e\x32(.feast.core.PermissionSpec.AuthzedAction\x12\"\n\x06policy\x18\x07 \x01(\x0b\x32\x12.feast.core.Policy\x12\x32\n\x04tags\x18\x08 \x03(\x0b\x32$.feast.core.PermissionSpec.TagsEntry\x1a\x33\n\x11RequiredTagsEntry\x12\x0b\n\x03key\x18\x01 \x01(\t\x12\r\n\x05value\x18\x02 \x01(\t:\x02\x38\x01\x1a+\n\tTagsEntry\x12\x0b\n\x03key\x18\x01 \x01(\t\x12\r\n\x05value\x18\x02 \x01(\t:\x02\x38\x01\"\x89\x01\n\rAuthzedAction\x12\n\n\x06\x43REATE\x10\x00\x12\x0c\n\x08\x44\x45SCRIBE\x10\x01\x12\n\n\x06UPDATE\x10\x02\x12\n\n\x06\x44\x45LETE\x10\x03\x12\x0f\n\x0bREAD_ONLINE\x10\x04\x12\x10\n\x0cREAD_OFFLINE\x10\x05\x12\x10\n\x0cWRITE_ONLINE\x10\x06\x12\x11\n\rWRITE_OFFLINE\x10\x07\"\xe1\x01\n\x04Type\x12\x10\n\x0c\x46\x45\x41TURE_VIEW\x10\x00\x12\x1a\n\x16ON_DEMAND_FEATURE_VIEW\x10\x01\x12\x16\n\x12\x42\x41TCH_FEATURE_VIEW\x10\x02\x12\x17\n\x13STREAM_FEATURE_VIEW\x10\x03\x12\n\n\x06\x45NTITY\x10\x04\x12\x13\n\x0f\x46\x45\x41TURE_SERVICE\x10\x05\x12\x0f\n\x0b\x44\x41TA_SOURCE\x10\x06\x12\x18\n\x14VALIDATION_REFERENCE\x10\x07\x12\x11\n\rSAVED_DATASET\x10\x08\x12\x0e\n\nPERMISSION\x10\t\x12\x0b\n\x07PROJECT\x10\n\"\x83\x01\n\x0ePermissionMeta\x12\x35\n\x11\x63reated_timestamp\x18\x01 \x01(\x0b\x32\x1a.google.protobuf.Timestamp\x12:\n\x16last_updated_timestamp\x18\x02 \x01(\x0b\x32\x1a.google.protobuf.TimestampBT\n\x10\x66\x65\x61st.proto.coreB\x0fPermissionProtoZ/github.com/feast-dev/feast/go/protos/feast/coreb\x06proto3')
+DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n\x1b\x66\x65\x61st/core/Permission.proto\x12\nfeast.core\x1a\x17\x66\x65\x61st/core/Policy.proto\x1a\x1fgoogle/protobuf/timestamp.proto\"`\n\nPermission\x12(\n\x04spec\x18\x01 \x01(\x0b\x32\x1a.feast.core.PermissionSpec\x12(\n\x04meta\x18\x02 \x01(\x0b\x32\x1a.feast.core.PermissionMeta\"\xb0\x06\n\x0ePermissionSpec\x12\x0c\n\x04name\x18\x01 \x01(\t\x12\x0f\n\x07project\x18\x02 \x01(\t\x12.\n\x05types\x18\x03 \x03(\x0e\x32\x1f.feast.core.PermissionSpec.Type\x12\x15\n\rname_patterns\x18\x04 \x03(\t\x12\x43\n\rrequired_tags\x18\x05 \x03(\x0b\x32,.feast.core.PermissionSpec.RequiredTagsEntry\x12\x39\n\x07\x61\x63tions\x18\x06 \x03(\x0e\x32(.feast.core.PermissionSpec.AuthzedAction\x12\"\n\x06policy\x18\x07 \x01(\x0b\x32\x12.feast.core.Policy\x12\x32\n\x04tags\x18\x08 \x03(\x0b\x32$.feast.core.PermissionSpec.TagsEntry\x1a\x33\n\x11RequiredTagsEntry\x12\x0b\n\x03key\x18\x01 \x01(\t\x12\r\n\x05value\x18\x02 \x01(\t:\x02\x38\x01\x1a+\n\tTagsEntry\x12\x0b\n\x03key\x18\x01 \x01(\t\x12\r\n\x05value\x18\x02 \x01(\t:\x02\x38\x01\"\x89\x01\n\rAuthzedAction\x12\n\n\x06\x43REATE\x10\x00\x12\x0c\n\x08\x44\x45SCRIBE\x10\x01\x12\n\n\x06UPDATE\x10\x02\x12\n\n\x06\x44\x45LETE\x10\x03\x12\x0f\n\x0bREAD_ONLINE\x10\x04\x12\x10\n\x0cREAD_OFFLINE\x10\x05\x12\x10\n\x0cWRITE_ONLINE\x10\x06\x12\x11\n\rWRITE_OFFLINE\x10\x07\"\xf1\x01\n\x04Type\x12\x10\n\x0c\x46\x45\x41TURE_VIEW\x10\x00\x12\x1a\n\x16ON_DEMAND_FEATURE_VIEW\x10\x01\x12\x16\n\x12\x42\x41TCH_FEATURE_VIEW\x10\x02\x12\x17\n\x13STREAM_FEATURE_VIEW\x10\x03\x12\n\n\x06\x45NTITY\x10\x04\x12\x13\n\x0f\x46\x45\x41TURE_SERVICE\x10\x05\x12\x0f\n\x0b\x44\x41TA_SOURCE\x10\x06\x12\x18\n\x14VALIDATION_REFERENCE\x10\x07\x12\x11\n\rSAVED_DATASET\x10\x08\x12\x0e\n\nPERMISSION\x10\t\x12\x0b\n\x07PROJECT\x10\n\x12\x0e\n\nLABEL_VIEW\x10\x0b\"\x83\x01\n\x0ePermissionMeta\x12\x35\n\x11\x63reated_timestamp\x18\x01 \x01(\x0b\x32\x1a.google.protobuf.Timestamp\x12:\n\x16last_updated_timestamp\x18\x02 \x01(\x0b\x32\x1a.google.protobuf.TimestampBT\n\x10\x66\x65\x61st.proto.coreB\x0fPermissionProtoZ/github.com/feast-dev/feast/go/protos/feast/coreb\x06proto3')
 
 _globals = globals()
 _builder.BuildMessageAndEnumDescriptors(DESCRIPTOR, _globals)
@@ -31,7 +31,7 @@
   _globals['_PERMISSION']._serialized_start=101
   _globals['_PERMISSION']._serialized_end=197
   _globals['_PERMISSIONSPEC']._serialized_start=200
-  _globals['_PERMISSIONSPEC']._serialized_end=1000
+  _globals['_PERMISSIONSPEC']._serialized_end=1016
   _globals['_PERMISSIONSPEC_REQUIREDTAGSENTRY']._serialized_start=536
   _globals['_PERMISSIONSPEC_REQUIREDTAGSENTRY']._serialized_end=587
   _globals['_PERMISSIONSPEC_TAGSENTRY']._serialized_start=589
@@ -39,7 +39,7 @@
   _globals['_PERMISSIONSPEC_AUTHZEDACTION']._serialized_start=635
   _globals['_PERMISSIONSPEC_AUTHZEDACTION']._serialized_end=772
   _globals['_PERMISSIONSPEC_TYPE']._serialized_start=775
-  _globals['_PERMISSIONSPEC_TYPE']._serialized_end=1000
-  _globals['_PERMISSIONMETA']._serialized_start=1003
-  _globals['_PERMISSIONMETA']._serialized_end=1134
+  _globals['_PERMISSIONSPEC_TYPE']._serialized_end=1016
+  _globals['_PERMISSIONMETA']._serialized_start=1019
+  _globals['_PERMISSIONMETA']._serialized_end=1150
 # @@protoc_insertion_point(module_scope)
diff --git a/sdk/python/feast/protos/feast/core/Permission_pb2.pyi b/sdk/python/feast/protos/feast/core/Permission_pb2.pyi
index 4acc8ac3e1e..9f9ec301728 100644
--- a/sdk/python/feast/protos/feast/core/Permission_pb2.pyi
+++ b/sdk/python/feast/protos/feast/core/Permission_pb2.pyi
@@ -2,62 +2,55 @@
 @generated by mypy-protobuf.  Do not edit manually!
 isort:skip_file
 """
-
-from collections import abc as _abc
-from feast.core import Policy_pb2 as _Policy_pb2
-from google.protobuf import descriptor as _descriptor
-from google.protobuf import message as _message
-from google.protobuf import timestamp_pb2 as _timestamp_pb2
-from google.protobuf.internal import containers as _containers
-from google.protobuf.internal import enum_type_wrapper as _enum_type_wrapper
-import builtins as _builtins
+import builtins
+import collections.abc
+import feast.core.Policy_pb2
+import google.protobuf.descriptor
+import google.protobuf.internal.containers
+import google.protobuf.internal.enum_type_wrapper
+import google.protobuf.message
+import google.protobuf.timestamp_pb2
 import sys
-import typing as _typing
+import typing
 
 if sys.version_info >= (3, 10):
-    from typing import TypeAlias as _TypeAlias
+    import typing as typing_extensions
 else:
-    from typing_extensions import TypeAlias as _TypeAlias
+    import typing_extensions
 
-DESCRIPTOR: _descriptor.FileDescriptor
+DESCRIPTOR: google.protobuf.descriptor.FileDescriptor
 
-@_typing.final
-class Permission(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class Permission(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    SPEC_FIELD_NUMBER: _builtins.int
-    META_FIELD_NUMBER: _builtins.int
-    @_builtins.property
-    def spec(self) -> Global___PermissionSpec:
+    SPEC_FIELD_NUMBER: builtins.int
+    META_FIELD_NUMBER: builtins.int
+    @property
+    def spec(self) -> global___PermissionSpec:
         """User-specified specifications of this permission."""
-
-    @_builtins.property
-    def meta(self) -> Global___PermissionMeta:
+    @property
+    def meta(self) -> global___PermissionMeta:
         """System-populated metadata for this permission."""
-
     def __init__(
         self,
         *,
-        spec: Global___PermissionSpec | None = ...,
-        meta: Global___PermissionMeta | None = ...,
+        spec: global___PermissionSpec | None = ...,
+        meta: global___PermissionMeta | None = ...,
     ) -> None: ...
-    _HasFieldArgType: _TypeAlias = _typing.Literal["meta", b"meta", "spec", b"spec"]  # noqa: Y015
-    def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["meta", b"meta", "spec", b"spec"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def HasField(self, field_name: typing_extensions.Literal["meta", b"meta", "spec", b"spec"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["meta", b"meta", "spec", b"spec"]) -> None: ...
 
-Global___Permission: _TypeAlias = Permission  # noqa: Y015
+global___Permission = Permission
 
-@_typing.final
-class PermissionSpec(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class PermissionSpec(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
     class _AuthzedAction:
-        ValueType = _typing.NewType("ValueType", _builtins.int)
-        V: _TypeAlias = ValueType  # noqa: Y015
+        ValueType = typing.NewType("ValueType", builtins.int)
+        V: typing_extensions.TypeAlias = ValueType
 
-    class _AuthzedActionEnumTypeWrapper(_enum_type_wrapper._EnumTypeWrapper[PermissionSpec._AuthzedAction.ValueType], _builtins.type):
-        DESCRIPTOR: _descriptor.EnumDescriptor
+    class _AuthzedActionEnumTypeWrapper(google.protobuf.internal.enum_type_wrapper._EnumTypeWrapper[PermissionSpec._AuthzedAction.ValueType], builtins.type):  # noqa: F821
+        DESCRIPTOR: google.protobuf.descriptor.EnumDescriptor
         CREATE: PermissionSpec._AuthzedAction.ValueType  # 0
         DESCRIBE: PermissionSpec._AuthzedAction.ValueType  # 1
         UPDATE: PermissionSpec._AuthzedAction.ValueType  # 2
@@ -78,11 +71,11 @@ class PermissionSpec(_message.Message):
     WRITE_OFFLINE: PermissionSpec.AuthzedAction.ValueType  # 7
 
     class _Type:
-        ValueType = _typing.NewType("ValueType", _builtins.int)
-        V: _TypeAlias = ValueType  # noqa: Y015
+        ValueType = typing.NewType("ValueType", builtins.int)
+        V: typing_extensions.TypeAlias = ValueType
 
-    class _TypeEnumTypeWrapper(_enum_type_wrapper._EnumTypeWrapper[PermissionSpec._Type.ValueType], _builtins.type):
-        DESCRIPTOR: _descriptor.EnumDescriptor
+    class _TypeEnumTypeWrapper(google.protobuf.internal.enum_type_wrapper._EnumTypeWrapper[PermissionSpec._Type.ValueType], builtins.type):  # noqa: F821
+        DESCRIPTOR: google.protobuf.descriptor.EnumDescriptor
         FEATURE_VIEW: PermissionSpec._Type.ValueType  # 0
         ON_DEMAND_FEATURE_VIEW: PermissionSpec._Type.ValueType  # 1
         BATCH_FEATURE_VIEW: PermissionSpec._Type.ValueType  # 2
@@ -94,6 +87,7 @@ class PermissionSpec(_message.Message):
         SAVED_DATASET: PermissionSpec._Type.ValueType  # 8
         PERMISSION: PermissionSpec._Type.ValueType  # 9
         PROJECT: PermissionSpec._Type.ValueType  # 10
+        LABEL_VIEW: PermissionSpec._Type.ValueType  # 11
 
     class Type(_Type, metaclass=_TypeEnumTypeWrapper): ...
     FEATURE_VIEW: PermissionSpec.Type.ValueType  # 0
@@ -107,109 +101,98 @@ class PermissionSpec(_message.Message):
     SAVED_DATASET: PermissionSpec.Type.ValueType  # 8
     PERMISSION: PermissionSpec.Type.ValueType  # 9
     PROJECT: PermissionSpec.Type.ValueType  # 10
+    LABEL_VIEW: PermissionSpec.Type.ValueType  # 11
 
-    @_typing.final
-    class RequiredTagsEntry(_message.Message):
-        DESCRIPTOR: _descriptor.Descriptor
+    class RequiredTagsEntry(google.protobuf.message.Message):
+        DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-        KEY_FIELD_NUMBER: _builtins.int
-        VALUE_FIELD_NUMBER: _builtins.int
-        key: _builtins.str
-        value: _builtins.str
+        KEY_FIELD_NUMBER: builtins.int
+        VALUE_FIELD_NUMBER: builtins.int
+        key: builtins.str
+        value: builtins.str
         def __init__(
             self,
             *,
-            key: _builtins.str = ...,
-            value: _builtins.str = ...,
+            key: builtins.str = ...,
+            value: builtins.str = ...,
         ) -> None: ...
-        _ClearFieldArgType: _TypeAlias = _typing.Literal["key", b"key", "value", b"value"]  # noqa: Y015
-        def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+        def ClearField(self, field_name: typing_extensions.Literal["key", b"key", "value", b"value"]) -> None: ...
 
-    @_typing.final
-    class TagsEntry(_message.Message):
-        DESCRIPTOR: _descriptor.Descriptor
+    class TagsEntry(google.protobuf.message.Message):
+        DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-        KEY_FIELD_NUMBER: _builtins.int
-        VALUE_FIELD_NUMBER: _builtins.int
-        key: _builtins.str
-        value: _builtins.str
+        KEY_FIELD_NUMBER: builtins.int
+        VALUE_FIELD_NUMBER: builtins.int
+        key: builtins.str
+        value: builtins.str
         def __init__(
             self,
             *,
-            key: _builtins.str = ...,
-            value: _builtins.str = ...,
+            key: builtins.str = ...,
+            value: builtins.str = ...,
         ) -> None: ...
-        _ClearFieldArgType: _TypeAlias = _typing.Literal["key", b"key", "value", b"value"]  # noqa: Y015
-        def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
-
-    NAME_FIELD_NUMBER: _builtins.int
-    PROJECT_FIELD_NUMBER: _builtins.int
-    TYPES_FIELD_NUMBER: _builtins.int
-    NAME_PATTERNS_FIELD_NUMBER: _builtins.int
-    REQUIRED_TAGS_FIELD_NUMBER: _builtins.int
-    ACTIONS_FIELD_NUMBER: _builtins.int
-    POLICY_FIELD_NUMBER: _builtins.int
-    TAGS_FIELD_NUMBER: _builtins.int
-    name: _builtins.str
+        def ClearField(self, field_name: typing_extensions.Literal["key", b"key", "value", b"value"]) -> None: ...
+
+    NAME_FIELD_NUMBER: builtins.int
+    PROJECT_FIELD_NUMBER: builtins.int
+    TYPES_FIELD_NUMBER: builtins.int
+    NAME_PATTERNS_FIELD_NUMBER: builtins.int
+    REQUIRED_TAGS_FIELD_NUMBER: builtins.int
+    ACTIONS_FIELD_NUMBER: builtins.int
+    POLICY_FIELD_NUMBER: builtins.int
+    TAGS_FIELD_NUMBER: builtins.int
+    name: builtins.str
     """Name of the permission. Must be unique. Not updated."""
-    project: _builtins.str
+    project: builtins.str
     """Name of Feast project."""
-    @_builtins.property
-    def types(self) -> _containers.RepeatedScalarFieldContainer[Global___PermissionSpec.Type.ValueType]: ...
-    @_builtins.property
-    def name_patterns(self) -> _containers.RepeatedScalarFieldContainer[_builtins.str]: ...
-    @_builtins.property
-    def required_tags(self) -> _containers.ScalarMap[_builtins.str, _builtins.str]: ...
-    @_builtins.property
-    def actions(self) -> _containers.RepeatedScalarFieldContainer[Global___PermissionSpec.AuthzedAction.ValueType]:
+    @property
+    def types(self) -> google.protobuf.internal.containers.RepeatedScalarFieldContainer[global___PermissionSpec.Type.ValueType]: ...
+    @property
+    def name_patterns(self) -> google.protobuf.internal.containers.RepeatedScalarFieldContainer[builtins.str]: ...
+    @property
+    def required_tags(self) -> google.protobuf.internal.containers.ScalarMap[builtins.str, builtins.str]: ...
+    @property
+    def actions(self) -> google.protobuf.internal.containers.RepeatedScalarFieldContainer[global___PermissionSpec.AuthzedAction.ValueType]:
         """List of actions."""
-
-    @_builtins.property
-    def policy(self) -> _Policy_pb2.Policy:
+    @property
+    def policy(self) -> feast.core.Policy_pb2.Policy:
         """the policy."""
-
-    @_builtins.property
-    def tags(self) -> _containers.ScalarMap[_builtins.str, _builtins.str]:
+    @property
+    def tags(self) -> google.protobuf.internal.containers.ScalarMap[builtins.str, builtins.str]:
         """User defined metadata"""
-
     def __init__(
         self,
         *,
-        name: _builtins.str = ...,
-        project: _builtins.str = ...,
-        types: _abc.Iterable[Global___PermissionSpec.Type.ValueType] | None = ...,
-        name_patterns: _abc.Iterable[_builtins.str] | None = ...,
-        required_tags: _abc.Mapping[_builtins.str, _builtins.str] | None = ...,
-        actions: _abc.Iterable[Global___PermissionSpec.AuthzedAction.ValueType] | None = ...,
-        policy: _Policy_pb2.Policy | None = ...,
-        tags: _abc.Mapping[_builtins.str, _builtins.str] | None = ...,
+        name: builtins.str = ...,
+        project: builtins.str = ...,
+        types: collections.abc.Iterable[global___PermissionSpec.Type.ValueType] | None = ...,
+        name_patterns: collections.abc.Iterable[builtins.str] | None = ...,
+        required_tags: collections.abc.Mapping[builtins.str, builtins.str] | None = ...,
+        actions: collections.abc.Iterable[global___PermissionSpec.AuthzedAction.ValueType] | None = ...,
+        policy: feast.core.Policy_pb2.Policy | None = ...,
+        tags: collections.abc.Mapping[builtins.str, builtins.str] | None = ...,
     ) -> None: ...
-    _HasFieldArgType: _TypeAlias = _typing.Literal["policy", b"policy"]  # noqa: Y015
-    def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["actions", b"actions", "name", b"name", "name_patterns", b"name_patterns", "policy", b"policy", "project", b"project", "required_tags", b"required_tags", "tags", b"tags", "types", b"types"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
-
-Global___PermissionSpec: _TypeAlias = PermissionSpec  # noqa: Y015
-
-@_typing.final
-class PermissionMeta(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
-
-    CREATED_TIMESTAMP_FIELD_NUMBER: _builtins.int
-    LAST_UPDATED_TIMESTAMP_FIELD_NUMBER: _builtins.int
-    @_builtins.property
-    def created_timestamp(self) -> _timestamp_pb2.Timestamp: ...
-    @_builtins.property
-    def last_updated_timestamp(self) -> _timestamp_pb2.Timestamp: ...
+    def HasField(self, field_name: typing_extensions.Literal["policy", b"policy"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["actions", b"actions", "name", b"name", "name_patterns", b"name_patterns", "policy", b"policy", "project", b"project", "required_tags", b"required_tags", "tags", b"tags", "types", b"types"]) -> None: ...
+
+global___PermissionSpec = PermissionSpec
+
+class PermissionMeta(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
+
+    CREATED_TIMESTAMP_FIELD_NUMBER: builtins.int
+    LAST_UPDATED_TIMESTAMP_FIELD_NUMBER: builtins.int
+    @property
+    def created_timestamp(self) -> google.protobuf.timestamp_pb2.Timestamp: ...
+    @property
+    def last_updated_timestamp(self) -> google.protobuf.timestamp_pb2.Timestamp: ...
     def __init__(
         self,
         *,
-        created_timestamp: _timestamp_pb2.Timestamp | None = ...,
-        last_updated_timestamp: _timestamp_pb2.Timestamp | None = ...,
+        created_timestamp: google.protobuf.timestamp_pb2.Timestamp | None = ...,
+        last_updated_timestamp: google.protobuf.timestamp_pb2.Timestamp | None = ...,
     ) -> None: ...
-    _HasFieldArgType: _TypeAlias = _typing.Literal["created_timestamp", b"created_timestamp", "last_updated_timestamp", b"last_updated_timestamp"]  # noqa: Y015
-    def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["created_timestamp", b"created_timestamp", "last_updated_timestamp", b"last_updated_timestamp"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def HasField(self, field_name: typing_extensions.Literal["created_timestamp", b"created_timestamp", "last_updated_timestamp", b"last_updated_timestamp"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["created_timestamp", b"created_timestamp", "last_updated_timestamp", b"last_updated_timestamp"]) -> None: ...
 
-Global___PermissionMeta: _TypeAlias = PermissionMeta  # noqa: Y015
+global___PermissionMeta = PermissionMeta
diff --git a/sdk/python/feast/protos/feast/core/Policy_pb2.pyi b/sdk/python/feast/protos/feast/core/Policy_pb2.pyi
index 6c8b6e49206..8410e396586 100644
--- a/sdk/python/feast/protos/feast/core/Policy_pb2.pyi
+++ b/sdk/python/feast/protos/feast/core/Policy_pb2.pyi
@@ -2,142 +2,122 @@
 @generated by mypy-protobuf.  Do not edit manually!
 isort:skip_file
 """
-
-from collections import abc as _abc
-from google.protobuf import descriptor as _descriptor
-from google.protobuf import message as _message
-from google.protobuf.internal import containers as _containers
-import builtins as _builtins
+import builtins
+import collections.abc
+import google.protobuf.descriptor
+import google.protobuf.internal.containers
+import google.protobuf.message
 import sys
-import typing as _typing
 
-if sys.version_info >= (3, 10):
-    from typing import TypeAlias as _TypeAlias
+if sys.version_info >= (3, 8):
+    import typing as typing_extensions
 else:
-    from typing_extensions import TypeAlias as _TypeAlias
+    import typing_extensions
 
-DESCRIPTOR: _descriptor.FileDescriptor
+DESCRIPTOR: google.protobuf.descriptor.FileDescriptor
 
-@_typing.final
-class Policy(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class Policy(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    NAME_FIELD_NUMBER: _builtins.int
-    PROJECT_FIELD_NUMBER: _builtins.int
-    ROLE_BASED_POLICY_FIELD_NUMBER: _builtins.int
-    GROUP_BASED_POLICY_FIELD_NUMBER: _builtins.int
-    NAMESPACE_BASED_POLICY_FIELD_NUMBER: _builtins.int
-    COMBINED_GROUP_NAMESPACE_POLICY_FIELD_NUMBER: _builtins.int
-    name: _builtins.str
+    NAME_FIELD_NUMBER: builtins.int
+    PROJECT_FIELD_NUMBER: builtins.int
+    ROLE_BASED_POLICY_FIELD_NUMBER: builtins.int
+    GROUP_BASED_POLICY_FIELD_NUMBER: builtins.int
+    NAMESPACE_BASED_POLICY_FIELD_NUMBER: builtins.int
+    COMBINED_GROUP_NAMESPACE_POLICY_FIELD_NUMBER: builtins.int
+    name: builtins.str
     """Name of the policy."""
-    project: _builtins.str
+    project: builtins.str
     """Name of Feast project."""
-    @_builtins.property
-    def role_based_policy(self) -> Global___RoleBasedPolicy: ...
-    @_builtins.property
-    def group_based_policy(self) -> Global___GroupBasedPolicy: ...
-    @_builtins.property
-    def namespace_based_policy(self) -> Global___NamespaceBasedPolicy: ...
-    @_builtins.property
-    def combined_group_namespace_policy(self) -> Global___CombinedGroupNamespacePolicy: ...
+    @property
+    def role_based_policy(self) -> global___RoleBasedPolicy: ...
+    @property
+    def group_based_policy(self) -> global___GroupBasedPolicy: ...
+    @property
+    def namespace_based_policy(self) -> global___NamespaceBasedPolicy: ...
+    @property
+    def combined_group_namespace_policy(self) -> global___CombinedGroupNamespacePolicy: ...
     def __init__(
         self,
         *,
-        name: _builtins.str = ...,
-        project: _builtins.str = ...,
-        role_based_policy: Global___RoleBasedPolicy | None = ...,
-        group_based_policy: Global___GroupBasedPolicy | None = ...,
-        namespace_based_policy: Global___NamespaceBasedPolicy | None = ...,
-        combined_group_namespace_policy: Global___CombinedGroupNamespacePolicy | None = ...,
+        name: builtins.str = ...,
+        project: builtins.str = ...,
+        role_based_policy: global___RoleBasedPolicy | None = ...,
+        group_based_policy: global___GroupBasedPolicy | None = ...,
+        namespace_based_policy: global___NamespaceBasedPolicy | None = ...,
+        combined_group_namespace_policy: global___CombinedGroupNamespacePolicy | None = ...,
     ) -> None: ...
-    _HasFieldArgType: _TypeAlias = _typing.Literal["combined_group_namespace_policy", b"combined_group_namespace_policy", "group_based_policy", b"group_based_policy", "namespace_based_policy", b"namespace_based_policy", "policy_type", b"policy_type", "role_based_policy", b"role_based_policy"]  # noqa: Y015
-    def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["combined_group_namespace_policy", b"combined_group_namespace_policy", "group_based_policy", b"group_based_policy", "name", b"name", "namespace_based_policy", b"namespace_based_policy", "policy_type", b"policy_type", "project", b"project", "role_based_policy", b"role_based_policy"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
-    _WhichOneofReturnType_policy_type: _TypeAlias = _typing.Literal["role_based_policy", "group_based_policy", "namespace_based_policy", "combined_group_namespace_policy"]  # noqa: Y015
-    _WhichOneofArgType_policy_type: _TypeAlias = _typing.Literal["policy_type", b"policy_type"]  # noqa: Y015
-    def WhichOneof(self, oneof_group: _WhichOneofArgType_policy_type) -> _WhichOneofReturnType_policy_type | None: ...
-
-Global___Policy: _TypeAlias = Policy  # noqa: Y015
-
-@_typing.final
-class RoleBasedPolicy(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
-
-    ROLES_FIELD_NUMBER: _builtins.int
-    @_builtins.property
-    def roles(self) -> _containers.RepeatedScalarFieldContainer[_builtins.str]:
-        """List of roles in this policy."""
+    def HasField(self, field_name: typing_extensions.Literal["combined_group_namespace_policy", b"combined_group_namespace_policy", "group_based_policy", b"group_based_policy", "namespace_based_policy", b"namespace_based_policy", "policy_type", b"policy_type", "role_based_policy", b"role_based_policy"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["combined_group_namespace_policy", b"combined_group_namespace_policy", "group_based_policy", b"group_based_policy", "name", b"name", "namespace_based_policy", b"namespace_based_policy", "policy_type", b"policy_type", "project", b"project", "role_based_policy", b"role_based_policy"]) -> None: ...
+    def WhichOneof(self, oneof_group: typing_extensions.Literal["policy_type", b"policy_type"]) -> typing_extensions.Literal["role_based_policy", "group_based_policy", "namespace_based_policy", "combined_group_namespace_policy"] | None: ...
+
+global___Policy = Policy
 
+class RoleBasedPolicy(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
+
+    ROLES_FIELD_NUMBER: builtins.int
+    @property
+    def roles(self) -> google.protobuf.internal.containers.RepeatedScalarFieldContainer[builtins.str]:
+        """List of roles in this policy."""
     def __init__(
         self,
         *,
-        roles: _abc.Iterable[_builtins.str] | None = ...,
+        roles: collections.abc.Iterable[builtins.str] | None = ...,
     ) -> None: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["roles", b"roles"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["roles", b"roles"]) -> None: ...
 
-Global___RoleBasedPolicy: _TypeAlias = RoleBasedPolicy  # noqa: Y015
+global___RoleBasedPolicy = RoleBasedPolicy
 
-@_typing.final
-class GroupBasedPolicy(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class GroupBasedPolicy(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    GROUPS_FIELD_NUMBER: _builtins.int
-    @_builtins.property
-    def groups(self) -> _containers.RepeatedScalarFieldContainer[_builtins.str]:
+    GROUPS_FIELD_NUMBER: builtins.int
+    @property
+    def groups(self) -> google.protobuf.internal.containers.RepeatedScalarFieldContainer[builtins.str]:
         """List of groups in this policy."""
-
     def __init__(
         self,
         *,
-        groups: _abc.Iterable[_builtins.str] | None = ...,
+        groups: collections.abc.Iterable[builtins.str] | None = ...,
     ) -> None: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["groups", b"groups"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["groups", b"groups"]) -> None: ...
 
-Global___GroupBasedPolicy: _TypeAlias = GroupBasedPolicy  # noqa: Y015
+global___GroupBasedPolicy = GroupBasedPolicy
 
-@_typing.final
-class NamespaceBasedPolicy(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class NamespaceBasedPolicy(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    NAMESPACES_FIELD_NUMBER: _builtins.int
-    @_builtins.property
-    def namespaces(self) -> _containers.RepeatedScalarFieldContainer[_builtins.str]:
+    NAMESPACES_FIELD_NUMBER: builtins.int
+    @property
+    def namespaces(self) -> google.protobuf.internal.containers.RepeatedScalarFieldContainer[builtins.str]:
         """List of namespaces in this policy."""
-
     def __init__(
         self,
         *,
-        namespaces: _abc.Iterable[_builtins.str] | None = ...,
+        namespaces: collections.abc.Iterable[builtins.str] | None = ...,
     ) -> None: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["namespaces", b"namespaces"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["namespaces", b"namespaces"]) -> None: ...
 
-Global___NamespaceBasedPolicy: _TypeAlias = NamespaceBasedPolicy  # noqa: Y015
+global___NamespaceBasedPolicy = NamespaceBasedPolicy
 
-@_typing.final
-class CombinedGroupNamespacePolicy(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class CombinedGroupNamespacePolicy(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    GROUPS_FIELD_NUMBER: _builtins.int
-    NAMESPACES_FIELD_NUMBER: _builtins.int
-    @_builtins.property
-    def groups(self) -> _containers.RepeatedScalarFieldContainer[_builtins.str]:
+    GROUPS_FIELD_NUMBER: builtins.int
+    NAMESPACES_FIELD_NUMBER: builtins.int
+    @property
+    def groups(self) -> google.protobuf.internal.containers.RepeatedScalarFieldContainer[builtins.str]:
         """List of groups in this policy."""
-
-    @_builtins.property
-    def namespaces(self) -> _containers.RepeatedScalarFieldContainer[_builtins.str]:
+    @property
+    def namespaces(self) -> google.protobuf.internal.containers.RepeatedScalarFieldContainer[builtins.str]:
         """List of namespaces in this policy."""
-
     def __init__(
         self,
         *,
-        groups: _abc.Iterable[_builtins.str] | None = ...,
-        namespaces: _abc.Iterable[_builtins.str] | None = ...,
+        groups: collections.abc.Iterable[builtins.str] | None = ...,
+        namespaces: collections.abc.Iterable[builtins.str] | None = ...,
     ) -> None: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["groups", b"groups", "namespaces", b"namespaces"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["groups", b"groups", "namespaces", b"namespaces"]) -> None: ...
 
-Global___CombinedGroupNamespacePolicy: _TypeAlias = CombinedGroupNamespacePolicy  # noqa: Y015
+global___CombinedGroupNamespacePolicy = CombinedGroupNamespacePolicy
diff --git a/sdk/python/feast/protos/feast/core/PrecomputedFeatureVector_pb2.py b/sdk/python/feast/protos/feast/core/PrecomputedFeatureVector_pb2.py
new file mode 100644
index 00000000000..f86f32238cb
--- /dev/null
+++ b/sdk/python/feast/protos/feast/core/PrecomputedFeatureVector_pb2.py
@@ -0,0 +1,31 @@
+# -*- coding: utf-8 -*-
+# Generated by the protocol buffer compiler.  DO NOT EDIT!
+# source: feast/core/PrecomputedFeatureVector.proto
+# Protobuf Python Version: 4.25.1
+"""Generated protocol buffer code."""
+from google.protobuf import descriptor as _descriptor
+from google.protobuf import descriptor_pool as _descriptor_pool
+from google.protobuf import symbol_database as _symbol_database
+from google.protobuf.internal import builder as _builder
+# @@protoc_insertion_point(imports)
+
+_sym_db = _symbol_database.Default()
+
+
+from google.protobuf import timestamp_pb2 as google_dot_protobuf_dot_timestamp__pb2
+from feast.protos.feast.types import Value_pb2 as feast_dot_types_dot_Value__pb2
+
+
+DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n)feast/core/PrecomputedFeatureVector.proto\x12\nfeast.core\x1a\x1fgoogle/protobuf/timestamp.proto\x1a\x17\x66\x65\x61st/types/Value.proto\"\xc2\x01\n\x18PrecomputedFeatureVector\x12\x15\n\rfeature_names\x18\x01 \x03(\t\x12\"\n\x06values\x18\x02 \x03(\x0b\x32\x12.feast.types.Value\x12\x37\n\rfv_timestamps\x18\x03 \x03(\x0b\x32 .feast.core.FeatureViewTimestamp\x12\x32\n\x0eprecomputed_at\x18\x04 \x01(\x0b\x32\x1a.google.protobuf.Timestamp\"f\n\x14\x46\x65\x61tureViewTimestamp\x12\x19\n\x11\x66\x65\x61ture_view_name\x18\x01 \x01(\t\x12\x33\n\x0f\x65vent_timestamp\x18\x02 \x01(\x0b\x32\x1a.google.protobuf.TimestampBb\n\x10\x66\x65\x61st.proto.coreB\x1dPrecomputedFeatureVectorProtoZ/github.com/feast-dev/feast/go/protos/feast/coreb\x06proto3')
+
+_globals = globals()
+_builder.BuildMessageAndEnumDescriptors(DESCRIPTOR, _globals)
+_builder.BuildTopDescriptorsAndMessages(DESCRIPTOR, 'feast.core.PrecomputedFeatureVector_pb2', _globals)
+if _descriptor._USE_C_DESCRIPTORS == False:
+  _globals['DESCRIPTOR']._options = None
+  _globals['DESCRIPTOR']._serialized_options = b'\n\020feast.proto.coreB\035PrecomputedFeatureVectorProtoZ/github.com/feast-dev/feast/go/protos/feast/core'
+  _globals['_PRECOMPUTEDFEATUREVECTOR']._serialized_start=116
+  _globals['_PRECOMPUTEDFEATUREVECTOR']._serialized_end=310
+  _globals['_FEATUREVIEWTIMESTAMP']._serialized_start=312
+  _globals['_FEATUREVIEWTIMESTAMP']._serialized_end=414
+# @@protoc_insertion_point(module_scope)
diff --git a/sdk/python/feast/protos/feast/core/PrecomputedFeatureVector_pb2.pyi b/sdk/python/feast/protos/feast/core/PrecomputedFeatureVector_pb2.pyi
new file mode 100644
index 00000000000..919f1b59973
--- /dev/null
+++ b/sdk/python/feast/protos/feast/core/PrecomputedFeatureVector_pb2.pyi
@@ -0,0 +1,76 @@
+"""
+@generated by mypy-protobuf.  Do not edit manually!
+isort:skip_file
+"""
+import builtins
+import collections.abc
+import feast.types.Value_pb2
+import google.protobuf.descriptor
+import google.protobuf.internal.containers
+import google.protobuf.message
+import google.protobuf.timestamp_pb2
+import sys
+
+if sys.version_info >= (3, 8):
+    import typing as typing_extensions
+else:
+    import typing_extensions
+
+DESCRIPTOR: google.protobuf.descriptor.FileDescriptor
+
+class PrecomputedFeatureVector(google.protobuf.message.Message):
+    """A pre-computed feature vector stores all features for a FeatureService
+    as a single serialized blob per entity, enabling O(1) online retrieval.
+    """
+
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
+
+    FEATURE_NAMES_FIELD_NUMBER: builtins.int
+    VALUES_FIELD_NUMBER: builtins.int
+    FV_TIMESTAMPS_FIELD_NUMBER: builtins.int
+    PRECOMPUTED_AT_FIELD_NUMBER: builtins.int
+    @property
+    def feature_names(self) -> google.protobuf.internal.containers.RepeatedScalarFieldContainer[builtins.str]:
+        """Fully-qualified feature names in deterministic order, e.g. "fv1__feat1"."""
+    @property
+    def values(self) -> google.protobuf.internal.containers.RepeatedCompositeFieldContainer[feast.types.Value_pb2.Value]:
+        """Feature values in the same order as feature_names."""
+    @property
+    def fv_timestamps(self) -> google.protobuf.internal.containers.RepeatedCompositeFieldContainer[global___FeatureViewTimestamp]:
+        """Per-feature-view event timestamps for TTL enforcement at read time."""
+    @property
+    def precomputed_at(self) -> google.protobuf.timestamp_pb2.Timestamp:
+        """Wall-clock time when this vector was assembled."""
+    def __init__(
+        self,
+        *,
+        feature_names: collections.abc.Iterable[builtins.str] | None = ...,
+        values: collections.abc.Iterable[feast.types.Value_pb2.Value] | None = ...,
+        fv_timestamps: collections.abc.Iterable[global___FeatureViewTimestamp] | None = ...,
+        precomputed_at: google.protobuf.timestamp_pb2.Timestamp | None = ...,
+    ) -> None: ...
+    def HasField(self, field_name: typing_extensions.Literal["precomputed_at", b"precomputed_at"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["feature_names", b"feature_names", "fv_timestamps", b"fv_timestamps", "precomputed_at", b"precomputed_at", "values", b"values"]) -> None: ...
+
+global___PrecomputedFeatureVector = PrecomputedFeatureVector
+
+class FeatureViewTimestamp(google.protobuf.message.Message):
+    """Event timestamp associated with a specific feature view within the vector."""
+
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
+
+    FEATURE_VIEW_NAME_FIELD_NUMBER: builtins.int
+    EVENT_TIMESTAMP_FIELD_NUMBER: builtins.int
+    feature_view_name: builtins.str
+    @property
+    def event_timestamp(self) -> google.protobuf.timestamp_pb2.Timestamp: ...
+    def __init__(
+        self,
+        *,
+        feature_view_name: builtins.str = ...,
+        event_timestamp: google.protobuf.timestamp_pb2.Timestamp | None = ...,
+    ) -> None: ...
+    def HasField(self, field_name: typing_extensions.Literal["event_timestamp", b"event_timestamp"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["event_timestamp", b"event_timestamp", "feature_view_name", b"feature_view_name"]) -> None: ...
+
+global___FeatureViewTimestamp = FeatureViewTimestamp
diff --git a/sdk/python/feast/protos/feast/core/PrecomputedFeatureVector_pb2_grpc.py b/sdk/python/feast/protos/feast/core/PrecomputedFeatureVector_pb2_grpc.py
new file mode 100644
index 00000000000..2daafffebfc
--- /dev/null
+++ b/sdk/python/feast/protos/feast/core/PrecomputedFeatureVector_pb2_grpc.py
@@ -0,0 +1,4 @@
+# Generated by the gRPC Python protocol compiler plugin. DO NOT EDIT!
+"""Client and server classes corresponding to protobuf-defined services."""
+import grpc
+
diff --git a/sdk/python/feast/protos/feast/core/Project_pb2.pyi b/sdk/python/feast/protos/feast/core/Project_pb2.pyi
index d3844463544..e3cce2ec425 100644
--- a/sdk/python/feast/protos/feast/core/Project_pb2.pyi
+++ b/sdk/python/feast/protos/feast/core/Project_pb2.pyi
@@ -16,121 +16,104 @@ isort:skip_file
 * See the License for the specific language governing permissions and
 * limitations under the License.
 """
-
-from collections import abc as _abc
-from google.protobuf import descriptor as _descriptor
-from google.protobuf import message as _message
-from google.protobuf import timestamp_pb2 as _timestamp_pb2
-from google.protobuf.internal import containers as _containers
-import builtins as _builtins
+import builtins
+import collections.abc
+import google.protobuf.descriptor
+import google.protobuf.internal.containers
+import google.protobuf.message
+import google.protobuf.timestamp_pb2
 import sys
-import typing as _typing
 
-if sys.version_info >= (3, 10):
-    from typing import TypeAlias as _TypeAlias
+if sys.version_info >= (3, 8):
+    import typing as typing_extensions
 else:
-    from typing_extensions import TypeAlias as _TypeAlias
+    import typing_extensions
 
-DESCRIPTOR: _descriptor.FileDescriptor
+DESCRIPTOR: google.protobuf.descriptor.FileDescriptor
 
-@_typing.final
-class Project(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class Project(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    SPEC_FIELD_NUMBER: _builtins.int
-    META_FIELD_NUMBER: _builtins.int
-    @_builtins.property
-    def spec(self) -> Global___ProjectSpec:
+    SPEC_FIELD_NUMBER: builtins.int
+    META_FIELD_NUMBER: builtins.int
+    @property
+    def spec(self) -> global___ProjectSpec:
         """User-specified specifications of this entity."""
-
-    @_builtins.property
-    def meta(self) -> Global___ProjectMeta:
+    @property
+    def meta(self) -> global___ProjectMeta:
         """System-populated metadata for this entity."""
-
     def __init__(
         self,
         *,
-        spec: Global___ProjectSpec | None = ...,
-        meta: Global___ProjectMeta | None = ...,
+        spec: global___ProjectSpec | None = ...,
+        meta: global___ProjectMeta | None = ...,
     ) -> None: ...
-    _HasFieldArgType: _TypeAlias = _typing.Literal["meta", b"meta", "spec", b"spec"]  # noqa: Y015
-    def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["meta", b"meta", "spec", b"spec"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def HasField(self, field_name: typing_extensions.Literal["meta", b"meta", "spec", b"spec"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["meta", b"meta", "spec", b"spec"]) -> None: ...
 
-Global___Project: _TypeAlias = Project  # noqa: Y015
+global___Project = Project
 
-@_typing.final
-class ProjectSpec(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class ProjectSpec(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    @_typing.final
-    class TagsEntry(_message.Message):
-        DESCRIPTOR: _descriptor.Descriptor
+    class TagsEntry(google.protobuf.message.Message):
+        DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-        KEY_FIELD_NUMBER: _builtins.int
-        VALUE_FIELD_NUMBER: _builtins.int
-        key: _builtins.str
-        value: _builtins.str
+        KEY_FIELD_NUMBER: builtins.int
+        VALUE_FIELD_NUMBER: builtins.int
+        key: builtins.str
+        value: builtins.str
         def __init__(
             self,
             *,
-            key: _builtins.str = ...,
-            value: _builtins.str = ...,
+            key: builtins.str = ...,
+            value: builtins.str = ...,
         ) -> None: ...
-        _ClearFieldArgType: _TypeAlias = _typing.Literal["key", b"key", "value", b"value"]  # noqa: Y015
-        def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+        def ClearField(self, field_name: typing_extensions.Literal["key", b"key", "value", b"value"]) -> None: ...
 
-    NAME_FIELD_NUMBER: _builtins.int
-    DESCRIPTION_FIELD_NUMBER: _builtins.int
-    TAGS_FIELD_NUMBER: _builtins.int
-    OWNER_FIELD_NUMBER: _builtins.int
-    name: _builtins.str
+    NAME_FIELD_NUMBER: builtins.int
+    DESCRIPTION_FIELD_NUMBER: builtins.int
+    TAGS_FIELD_NUMBER: builtins.int
+    OWNER_FIELD_NUMBER: builtins.int
+    name: builtins.str
     """Name of the Project"""
-    description: _builtins.str
+    description: builtins.str
     """Description of the Project"""
-    owner: _builtins.str
-    """Owner of the Project"""
-    @_builtins.property
-    def tags(self) -> _containers.ScalarMap[_builtins.str, _builtins.str]:
+    @property
+    def tags(self) -> google.protobuf.internal.containers.ScalarMap[builtins.str, builtins.str]:
         """User defined metadata"""
-
+    owner: builtins.str
+    """Owner of the Project"""
     def __init__(
         self,
         *,
-        name: _builtins.str = ...,
-        description: _builtins.str = ...,
-        tags: _abc.Mapping[_builtins.str, _builtins.str] | None = ...,
-        owner: _builtins.str = ...,
+        name: builtins.str = ...,
+        description: builtins.str = ...,
+        tags: collections.abc.Mapping[builtins.str, builtins.str] | None = ...,
+        owner: builtins.str = ...,
     ) -> None: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["description", b"description", "name", b"name", "owner", b"owner", "tags", b"tags"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["description", b"description", "name", b"name", "owner", b"owner", "tags", b"tags"]) -> None: ...
 
-Global___ProjectSpec: _TypeAlias = ProjectSpec  # noqa: Y015
+global___ProjectSpec = ProjectSpec
 
-@_typing.final
-class ProjectMeta(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class ProjectMeta(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    CREATED_TIMESTAMP_FIELD_NUMBER: _builtins.int
-    LAST_UPDATED_TIMESTAMP_FIELD_NUMBER: _builtins.int
-    @_builtins.property
-    def created_timestamp(self) -> _timestamp_pb2.Timestamp:
+    CREATED_TIMESTAMP_FIELD_NUMBER: builtins.int
+    LAST_UPDATED_TIMESTAMP_FIELD_NUMBER: builtins.int
+    @property
+    def created_timestamp(self) -> google.protobuf.timestamp_pb2.Timestamp:
         """Time when the Project is created"""
-
-    @_builtins.property
-    def last_updated_timestamp(self) -> _timestamp_pb2.Timestamp:
+    @property
+    def last_updated_timestamp(self) -> google.protobuf.timestamp_pb2.Timestamp:
         """Time when the Project is last updated with registry changes (Apply stage)"""
-
     def __init__(
         self,
         *,
-        created_timestamp: _timestamp_pb2.Timestamp | None = ...,
-        last_updated_timestamp: _timestamp_pb2.Timestamp | None = ...,
+        created_timestamp: google.protobuf.timestamp_pb2.Timestamp | None = ...,
+        last_updated_timestamp: google.protobuf.timestamp_pb2.Timestamp | None = ...,
     ) -> None: ...
-    _HasFieldArgType: _TypeAlias = _typing.Literal["created_timestamp", b"created_timestamp", "last_updated_timestamp", b"last_updated_timestamp"]  # noqa: Y015
-    def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["created_timestamp", b"created_timestamp", "last_updated_timestamp", b"last_updated_timestamp"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def HasField(self, field_name: typing_extensions.Literal["created_timestamp", b"created_timestamp", "last_updated_timestamp", b"last_updated_timestamp"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["created_timestamp", b"created_timestamp", "last_updated_timestamp", b"last_updated_timestamp"]) -> None: ...
 
-Global___ProjectMeta: _TypeAlias = ProjectMeta  # noqa: Y015
+global___ProjectMeta = ProjectMeta
diff --git a/sdk/python/feast/protos/feast/core/Registry_pb2.py b/sdk/python/feast/protos/feast/core/Registry_pb2.py
index 04c4e700597..1c20c3ae654 100644
--- a/sdk/python/feast/protos/feast/core/Registry_pb2.py
+++ b/sdk/python/feast/protos/feast/core/Registry_pb2.py
@@ -26,9 +26,10 @@
 from feast.protos.feast.core import Permission_pb2 as feast_dot_core_dot_Permission__pb2
 from feast.protos.feast.core import Project_pb2 as feast_dot_core_dot_Project__pb2
 from feast.protos.feast.core import FeatureViewVersion_pb2 as feast_dot_core_dot_FeatureViewVersion__pb2
+from feast.protos.feast.core import LabelView_pb2 as feast_dot_core_dot_LabelView__pb2
 
 
-DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n\x19\x66\x65\x61st/core/Registry.proto\x12\nfeast.core\x1a\x17\x66\x65\x61st/core/Entity.proto\x1a\x1f\x66\x65\x61st/core/FeatureService.proto\x1a\x1d\x66\x65\x61st/core/FeatureTable.proto\x1a\x1c\x66\x65\x61st/core/FeatureView.proto\x1a\x1c\x66\x65\x61st/core/InfraObject.proto\x1a$feast/core/OnDemandFeatureView.proto\x1a\"feast/core/StreamFeatureView.proto\x1a\x1b\x66\x65\x61st/core/DataSource.proto\x1a\x1d\x66\x65\x61st/core/SavedDataset.proto\x1a\"feast/core/ValidationProfile.proto\x1a\x1fgoogle/protobuf/timestamp.proto\x1a\x1b\x66\x65\x61st/core/Permission.proto\x1a\x18\x66\x65\x61st/core/Project.proto\x1a#feast/core/FeatureViewVersion.proto\"\xcc\x06\n\x08Registry\x12$\n\x08\x65ntities\x18\x01 \x03(\x0b\x32\x12.feast.core.Entity\x12\x30\n\x0e\x66\x65\x61ture_tables\x18\x02 \x03(\x0b\x32\x18.feast.core.FeatureTable\x12.\n\rfeature_views\x18\x06 \x03(\x0b\x32\x17.feast.core.FeatureView\x12,\n\x0c\x64\x61ta_sources\x18\x0c \x03(\x0b\x32\x16.feast.core.DataSource\x12@\n\x17on_demand_feature_views\x18\x08 \x03(\x0b\x32\x1f.feast.core.OnDemandFeatureView\x12;\n\x14stream_feature_views\x18\x0e \x03(\x0b\x32\x1d.feast.core.StreamFeatureView\x12\x34\n\x10\x66\x65\x61ture_services\x18\x07 \x03(\x0b\x32\x1a.feast.core.FeatureService\x12\x30\n\x0esaved_datasets\x18\x0b \x03(\x0b\x32\x18.feast.core.SavedDataset\x12>\n\x15validation_references\x18\r \x03(\x0b\x32\x1f.feast.core.ValidationReference\x12 \n\x05infra\x18\n \x01(\x0b\x32\x11.feast.core.Infra\x12\x39\n\x10project_metadata\x18\x0f \x03(\x0b\x32\x1b.feast.core.ProjectMetadataB\x02\x18\x01\x12\x1f\n\x17registry_schema_version\x18\x03 \x01(\t\x12\x12\n\nversion_id\x18\x04 \x01(\t\x12\x30\n\x0clast_updated\x18\x05 \x01(\x0b\x32\x1a.google.protobuf.Timestamp\x12+\n\x0bpermissions\x18\x10 \x03(\x0b\x32\x16.feast.core.Permission\x12%\n\x08projects\x18\x11 \x03(\x0b\x32\x13.feast.core.Project\x12K\n\x1c\x66\x65\x61ture_view_version_history\x18\x12 \x01(\x0b\x32%.feast.core.FeatureViewVersionHistory\"8\n\x0fProjectMetadata\x12\x0f\n\x07project\x18\x01 \x01(\t\x12\x14\n\x0cproject_uuid\x18\x02 \x01(\tBR\n\x10\x66\x65\x61st.proto.coreB\rRegistryProtoZ/github.com/feast-dev/feast/go/protos/feast/coreb\x06proto3')
+DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n\x19\x66\x65\x61st/core/Registry.proto\x12\nfeast.core\x1a\x17\x66\x65\x61st/core/Entity.proto\x1a\x1f\x66\x65\x61st/core/FeatureService.proto\x1a\x1d\x66\x65\x61st/core/FeatureTable.proto\x1a\x1c\x66\x65\x61st/core/FeatureView.proto\x1a\x1c\x66\x65\x61st/core/InfraObject.proto\x1a$feast/core/OnDemandFeatureView.proto\x1a\"feast/core/StreamFeatureView.proto\x1a\x1b\x66\x65\x61st/core/DataSource.proto\x1a\x1d\x66\x65\x61st/core/SavedDataset.proto\x1a\"feast/core/ValidationProfile.proto\x1a\x1fgoogle/protobuf/timestamp.proto\x1a\x1b\x66\x65\x61st/core/Permission.proto\x1a\x18\x66\x65\x61st/core/Project.proto\x1a#feast/core/FeatureViewVersion.proto\x1a\x1a\x66\x65\x61st/core/LabelView.proto\"\xf8\x06\n\x08Registry\x12$\n\x08\x65ntities\x18\x01 \x03(\x0b\x32\x12.feast.core.Entity\x12\x30\n\x0e\x66\x65\x61ture_tables\x18\x02 \x03(\x0b\x32\x18.feast.core.FeatureTable\x12.\n\rfeature_views\x18\x06 \x03(\x0b\x32\x17.feast.core.FeatureView\x12,\n\x0c\x64\x61ta_sources\x18\x0c \x03(\x0b\x32\x16.feast.core.DataSource\x12@\n\x17on_demand_feature_views\x18\x08 \x03(\x0b\x32\x1f.feast.core.OnDemandFeatureView\x12;\n\x14stream_feature_views\x18\x0e \x03(\x0b\x32\x1d.feast.core.StreamFeatureView\x12\x34\n\x10\x66\x65\x61ture_services\x18\x07 \x03(\x0b\x32\x1a.feast.core.FeatureService\x12\x30\n\x0esaved_datasets\x18\x0b \x03(\x0b\x32\x18.feast.core.SavedDataset\x12>\n\x15validation_references\x18\r \x03(\x0b\x32\x1f.feast.core.ValidationReference\x12 \n\x05infra\x18\n \x01(\x0b\x32\x11.feast.core.Infra\x12\x39\n\x10project_metadata\x18\x0f \x03(\x0b\x32\x1b.feast.core.ProjectMetadataB\x02\x18\x01\x12\x1f\n\x17registry_schema_version\x18\x03 \x01(\t\x12\x12\n\nversion_id\x18\x04 \x01(\t\x12\x30\n\x0clast_updated\x18\x05 \x01(\x0b\x32\x1a.google.protobuf.Timestamp\x12+\n\x0bpermissions\x18\x10 \x03(\x0b\x32\x16.feast.core.Permission\x12%\n\x08projects\x18\x11 \x03(\x0b\x32\x13.feast.core.Project\x12K\n\x1c\x66\x65\x61ture_view_version_history\x18\x12 \x01(\x0b\x32%.feast.core.FeatureViewVersionHistory\x12*\n\x0blabel_views\x18\x13 \x03(\x0b\x32\x15.feast.core.LabelView\"8\n\x0fProjectMetadata\x12\x0f\n\x07project\x18\x01 \x01(\t\x12\x14\n\x0cproject_uuid\x18\x02 \x01(\tBR\n\x10\x66\x65\x61st.proto.coreB\rRegistryProtoZ/github.com/feast-dev/feast/go/protos/feast/coreb\x06proto3')
 
 _globals = globals()
 _builder.BuildMessageAndEnumDescriptors(DESCRIPTOR, _globals)
@@ -38,8 +39,8 @@
   _globals['DESCRIPTOR']._serialized_options = b'\n\020feast.proto.coreB\rRegistryProtoZ/github.com/feast-dev/feast/go/protos/feast/core'
   _globals['_REGISTRY'].fields_by_name['project_metadata']._options = None
   _globals['_REGISTRY'].fields_by_name['project_metadata']._serialized_options = b'\030\001'
-  _globals['_REGISTRY']._serialized_start=486
-  _globals['_REGISTRY']._serialized_end=1330
-  _globals['_PROJECTMETADATA']._serialized_start=1332
-  _globals['_PROJECTMETADATA']._serialized_end=1388
+  _globals['_REGISTRY']._serialized_start=514
+  _globals['_REGISTRY']._serialized_end=1402
+  _globals['_PROJECTMETADATA']._serialized_start=1404
+  _globals['_PROJECTMETADATA']._serialized_end=1460
 # @@protoc_insertion_point(module_scope)
diff --git a/sdk/python/feast/protos/feast/core/Registry_pb2.pyi b/sdk/python/feast/protos/feast/core/Registry_pb2.pyi
index 5aafdaf21fd..55c6e5600d8 100644
--- a/sdk/python/feast/protos/feast/core/Registry_pb2.pyi
+++ b/sdk/python/feast/protos/feast/core/Registry_pb2.pyi
@@ -16,144 +16,135 @@ isort:skip_file
 * See the License for the specific language governing permissions and
 * limitations under the License.
 """
-
-from collections import abc as _abc
-from feast.core import DataSource_pb2 as _DataSource_pb2
-from feast.core import Entity_pb2 as _Entity_pb2
-from feast.core import FeatureService_pb2 as _FeatureService_pb2
-from feast.core import FeatureTable_pb2 as _FeatureTable_pb2
-from feast.core import FeatureViewVersion_pb2 as _FeatureViewVersion_pb2
-from feast.core import FeatureView_pb2 as _FeatureView_pb2
-from feast.core import InfraObject_pb2 as _InfraObject_pb2
-from feast.core import OnDemandFeatureView_pb2 as _OnDemandFeatureView_pb2
-from feast.core import Permission_pb2 as _Permission_pb2
-from feast.core import Project_pb2 as _Project_pb2
-from feast.core import SavedDataset_pb2 as _SavedDataset_pb2
-from feast.core import StreamFeatureView_pb2 as _StreamFeatureView_pb2
-from feast.core import ValidationProfile_pb2 as _ValidationProfile_pb2
-from google.protobuf import descriptor as _descriptor
-from google.protobuf import message as _message
-from google.protobuf import timestamp_pb2 as _timestamp_pb2
-from google.protobuf.internal import containers as _containers
-import builtins as _builtins
+import builtins
+import collections.abc
+import feast.core.DataSource_pb2
+import feast.core.Entity_pb2
+import feast.core.FeatureService_pb2
+import feast.core.FeatureTable_pb2
+import feast.core.FeatureViewVersion_pb2
+import feast.core.FeatureView_pb2
+import feast.core.InfraObject_pb2
+import feast.core.LabelView_pb2
+import feast.core.OnDemandFeatureView_pb2
+import feast.core.Permission_pb2
+import feast.core.Project_pb2
+import feast.core.SavedDataset_pb2
+import feast.core.StreamFeatureView_pb2
+import feast.core.ValidationProfile_pb2
+import google.protobuf.descriptor
+import google.protobuf.internal.containers
+import google.protobuf.message
+import google.protobuf.timestamp_pb2
 import sys
-import typing as _typing
-
-if sys.version_info >= (3, 10):
-    from typing import TypeAlias as _TypeAlias
-else:
-    from typing_extensions import TypeAlias as _TypeAlias
 
-if sys.version_info >= (3, 13):
-    from warnings import deprecated as _deprecated
+if sys.version_info >= (3, 8):
+    import typing as typing_extensions
 else:
-    from typing_extensions import deprecated as _deprecated
+    import typing_extensions
 
-DESCRIPTOR: _descriptor.FileDescriptor
+DESCRIPTOR: google.protobuf.descriptor.FileDescriptor
 
-@_typing.final
-class Registry(_message.Message):
-    """Next id: 19"""
+class Registry(google.protobuf.message.Message):
+    """Next id: 20"""
 
-    DESCRIPTOR: _descriptor.Descriptor
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    ENTITIES_FIELD_NUMBER: _builtins.int
-    FEATURE_TABLES_FIELD_NUMBER: _builtins.int
-    FEATURE_VIEWS_FIELD_NUMBER: _builtins.int
-    DATA_SOURCES_FIELD_NUMBER: _builtins.int
-    ON_DEMAND_FEATURE_VIEWS_FIELD_NUMBER: _builtins.int
-    STREAM_FEATURE_VIEWS_FIELD_NUMBER: _builtins.int
-    FEATURE_SERVICES_FIELD_NUMBER: _builtins.int
-    SAVED_DATASETS_FIELD_NUMBER: _builtins.int
-    VALIDATION_REFERENCES_FIELD_NUMBER: _builtins.int
-    INFRA_FIELD_NUMBER: _builtins.int
-    PROJECT_METADATA_FIELD_NUMBER: _builtins.int
-    REGISTRY_SCHEMA_VERSION_FIELD_NUMBER: _builtins.int
-    VERSION_ID_FIELD_NUMBER: _builtins.int
-    LAST_UPDATED_FIELD_NUMBER: _builtins.int
-    PERMISSIONS_FIELD_NUMBER: _builtins.int
-    PROJECTS_FIELD_NUMBER: _builtins.int
-    FEATURE_VIEW_VERSION_HISTORY_FIELD_NUMBER: _builtins.int
-    registry_schema_version: _builtins.str
+    ENTITIES_FIELD_NUMBER: builtins.int
+    FEATURE_TABLES_FIELD_NUMBER: builtins.int
+    FEATURE_VIEWS_FIELD_NUMBER: builtins.int
+    DATA_SOURCES_FIELD_NUMBER: builtins.int
+    ON_DEMAND_FEATURE_VIEWS_FIELD_NUMBER: builtins.int
+    STREAM_FEATURE_VIEWS_FIELD_NUMBER: builtins.int
+    FEATURE_SERVICES_FIELD_NUMBER: builtins.int
+    SAVED_DATASETS_FIELD_NUMBER: builtins.int
+    VALIDATION_REFERENCES_FIELD_NUMBER: builtins.int
+    INFRA_FIELD_NUMBER: builtins.int
+    PROJECT_METADATA_FIELD_NUMBER: builtins.int
+    REGISTRY_SCHEMA_VERSION_FIELD_NUMBER: builtins.int
+    VERSION_ID_FIELD_NUMBER: builtins.int
+    LAST_UPDATED_FIELD_NUMBER: builtins.int
+    PERMISSIONS_FIELD_NUMBER: builtins.int
+    PROJECTS_FIELD_NUMBER: builtins.int
+    FEATURE_VIEW_VERSION_HISTORY_FIELD_NUMBER: builtins.int
+    LABEL_VIEWS_FIELD_NUMBER: builtins.int
+    @property
+    def entities(self) -> google.protobuf.internal.containers.RepeatedCompositeFieldContainer[feast.core.Entity_pb2.Entity]: ...
+    @property
+    def feature_tables(self) -> google.protobuf.internal.containers.RepeatedCompositeFieldContainer[feast.core.FeatureTable_pb2.FeatureTable]: ...
+    @property
+    def feature_views(self) -> google.protobuf.internal.containers.RepeatedCompositeFieldContainer[feast.core.FeatureView_pb2.FeatureView]: ...
+    @property
+    def data_sources(self) -> google.protobuf.internal.containers.RepeatedCompositeFieldContainer[feast.core.DataSource_pb2.DataSource]: ...
+    @property
+    def on_demand_feature_views(self) -> google.protobuf.internal.containers.RepeatedCompositeFieldContainer[feast.core.OnDemandFeatureView_pb2.OnDemandFeatureView]: ...
+    @property
+    def stream_feature_views(self) -> google.protobuf.internal.containers.RepeatedCompositeFieldContainer[feast.core.StreamFeatureView_pb2.StreamFeatureView]: ...
+    @property
+    def feature_services(self) -> google.protobuf.internal.containers.RepeatedCompositeFieldContainer[feast.core.FeatureService_pb2.FeatureService]: ...
+    @property
+    def saved_datasets(self) -> google.protobuf.internal.containers.RepeatedCompositeFieldContainer[feast.core.SavedDataset_pb2.SavedDataset]: ...
+    @property
+    def validation_references(self) -> google.protobuf.internal.containers.RepeatedCompositeFieldContainer[feast.core.ValidationProfile_pb2.ValidationReference]: ...
+    @property
+    def infra(self) -> feast.core.InfraObject_pb2.Infra: ...
+    @property
+    def project_metadata(self) -> google.protobuf.internal.containers.RepeatedCompositeFieldContainer[global___ProjectMetadata]:
+        """Tracking metadata of Feast by project"""
+    registry_schema_version: builtins.str
     """to support migrations; incremented when schema is changed"""
-    version_id: _builtins.str
+    version_id: builtins.str
     """version id, random string generated on each update of the data; now used only for debugging purposes"""
-    @_builtins.property
-    def entities(self) -> _containers.RepeatedCompositeFieldContainer[_Entity_pb2.Entity]: ...
-    @_builtins.property
-    def feature_tables(self) -> _containers.RepeatedCompositeFieldContainer[_FeatureTable_pb2.FeatureTable]: ...
-    @_builtins.property
-    def feature_views(self) -> _containers.RepeatedCompositeFieldContainer[_FeatureView_pb2.FeatureView]: ...
-    @_builtins.property
-    def data_sources(self) -> _containers.RepeatedCompositeFieldContainer[_DataSource_pb2.DataSource]: ...
-    @_builtins.property
-    def on_demand_feature_views(self) -> _containers.RepeatedCompositeFieldContainer[_OnDemandFeatureView_pb2.OnDemandFeatureView]: ...
-    @_builtins.property
-    def stream_feature_views(self) -> _containers.RepeatedCompositeFieldContainer[_StreamFeatureView_pb2.StreamFeatureView]: ...
-    @_builtins.property
-    def feature_services(self) -> _containers.RepeatedCompositeFieldContainer[_FeatureService_pb2.FeatureService]: ...
-    @_builtins.property
-    def saved_datasets(self) -> _containers.RepeatedCompositeFieldContainer[_SavedDataset_pb2.SavedDataset]: ...
-    @_builtins.property
-    def validation_references(self) -> _containers.RepeatedCompositeFieldContainer[_ValidationProfile_pb2.ValidationReference]: ...
-    @_builtins.property
-    def infra(self) -> _InfraObject_pb2.Infra: ...
-    @_builtins.property
-    @_deprecated("""This field has been marked as deprecated using proto field options.""")
-    def project_metadata(self) -> _containers.RepeatedCompositeFieldContainer[Global___ProjectMetadata]:
-        """Tracking metadata of Feast by project"""
-
-    @_builtins.property
-    def last_updated(self) -> _timestamp_pb2.Timestamp: ...
-    @_builtins.property
-    def permissions(self) -> _containers.RepeatedCompositeFieldContainer[_Permission_pb2.Permission]: ...
-    @_builtins.property
-    def projects(self) -> _containers.RepeatedCompositeFieldContainer[_Project_pb2.Project]: ...
-    @_builtins.property
-    def feature_view_version_history(self) -> _FeatureViewVersion_pb2.FeatureViewVersionHistory: ...
+    @property
+    def last_updated(self) -> google.protobuf.timestamp_pb2.Timestamp: ...
+    @property
+    def permissions(self) -> google.protobuf.internal.containers.RepeatedCompositeFieldContainer[feast.core.Permission_pb2.Permission]: ...
+    @property
+    def projects(self) -> google.protobuf.internal.containers.RepeatedCompositeFieldContainer[feast.core.Project_pb2.Project]: ...
+    @property
+    def feature_view_version_history(self) -> feast.core.FeatureViewVersion_pb2.FeatureViewVersionHistory: ...
+    @property
+    def label_views(self) -> google.protobuf.internal.containers.RepeatedCompositeFieldContainer[feast.core.LabelView_pb2.LabelView]: ...
     def __init__(
         self,
         *,
-        entities: _abc.Iterable[_Entity_pb2.Entity] | None = ...,
-        feature_tables: _abc.Iterable[_FeatureTable_pb2.FeatureTable] | None = ...,
-        feature_views: _abc.Iterable[_FeatureView_pb2.FeatureView] | None = ...,
-        data_sources: _abc.Iterable[_DataSource_pb2.DataSource] | None = ...,
-        on_demand_feature_views: _abc.Iterable[_OnDemandFeatureView_pb2.OnDemandFeatureView] | None = ...,
-        stream_feature_views: _abc.Iterable[_StreamFeatureView_pb2.StreamFeatureView] | None = ...,
-        feature_services: _abc.Iterable[_FeatureService_pb2.FeatureService] | None = ...,
-        saved_datasets: _abc.Iterable[_SavedDataset_pb2.SavedDataset] | None = ...,
-        validation_references: _abc.Iterable[_ValidationProfile_pb2.ValidationReference] | None = ...,
-        infra: _InfraObject_pb2.Infra | None = ...,
-        project_metadata: _abc.Iterable[Global___ProjectMetadata] | None = ...,
-        registry_schema_version: _builtins.str = ...,
-        version_id: _builtins.str = ...,
-        last_updated: _timestamp_pb2.Timestamp | None = ...,
-        permissions: _abc.Iterable[_Permission_pb2.Permission] | None = ...,
-        projects: _abc.Iterable[_Project_pb2.Project] | None = ...,
-        feature_view_version_history: _FeatureViewVersion_pb2.FeatureViewVersionHistory | None = ...,
+        entities: collections.abc.Iterable[feast.core.Entity_pb2.Entity] | None = ...,
+        feature_tables: collections.abc.Iterable[feast.core.FeatureTable_pb2.FeatureTable] | None = ...,
+        feature_views: collections.abc.Iterable[feast.core.FeatureView_pb2.FeatureView] | None = ...,
+        data_sources: collections.abc.Iterable[feast.core.DataSource_pb2.DataSource] | None = ...,
+        on_demand_feature_views: collections.abc.Iterable[feast.core.OnDemandFeatureView_pb2.OnDemandFeatureView] | None = ...,
+        stream_feature_views: collections.abc.Iterable[feast.core.StreamFeatureView_pb2.StreamFeatureView] | None = ...,
+        feature_services: collections.abc.Iterable[feast.core.FeatureService_pb2.FeatureService] | None = ...,
+        saved_datasets: collections.abc.Iterable[feast.core.SavedDataset_pb2.SavedDataset] | None = ...,
+        validation_references: collections.abc.Iterable[feast.core.ValidationProfile_pb2.ValidationReference] | None = ...,
+        infra: feast.core.InfraObject_pb2.Infra | None = ...,
+        project_metadata: collections.abc.Iterable[global___ProjectMetadata] | None = ...,
+        registry_schema_version: builtins.str = ...,
+        version_id: builtins.str = ...,
+        last_updated: google.protobuf.timestamp_pb2.Timestamp | None = ...,
+        permissions: collections.abc.Iterable[feast.core.Permission_pb2.Permission] | None = ...,
+        projects: collections.abc.Iterable[feast.core.Project_pb2.Project] | None = ...,
+        feature_view_version_history: feast.core.FeatureViewVersion_pb2.FeatureViewVersionHistory | None = ...,
+        label_views: collections.abc.Iterable[feast.core.LabelView_pb2.LabelView] | None = ...,
     ) -> None: ...
-    _HasFieldArgType: _TypeAlias = _typing.Literal["feature_view_version_history", b"feature_view_version_history", "infra", b"infra", "last_updated", b"last_updated"]  # noqa: Y015
-    def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["data_sources", b"data_sources", "entities", b"entities", "feature_services", b"feature_services", "feature_tables", b"feature_tables", "feature_view_version_history", b"feature_view_version_history", "feature_views", b"feature_views", "infra", b"infra", "last_updated", b"last_updated", "on_demand_feature_views", b"on_demand_feature_views", "permissions", b"permissions", "project_metadata", b"project_metadata", "projects", b"projects", "registry_schema_version", b"registry_schema_version", "saved_datasets", b"saved_datasets", "stream_feature_views", b"stream_feature_views", "validation_references", b"validation_references", "version_id", b"version_id"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def HasField(self, field_name: typing_extensions.Literal["feature_view_version_history", b"feature_view_version_history", "infra", b"infra", "last_updated", b"last_updated"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["data_sources", b"data_sources", "entities", b"entities", "feature_services", b"feature_services", "feature_tables", b"feature_tables", "feature_view_version_history", b"feature_view_version_history", "feature_views", b"feature_views", "infra", b"infra", "label_views", b"label_views", "last_updated", b"last_updated", "on_demand_feature_views", b"on_demand_feature_views", "permissions", b"permissions", "project_metadata", b"project_metadata", "projects", b"projects", "registry_schema_version", b"registry_schema_version", "saved_datasets", b"saved_datasets", "stream_feature_views", b"stream_feature_views", "validation_references", b"validation_references", "version_id", b"version_id"]) -> None: ...
 
-Global___Registry: _TypeAlias = Registry  # noqa: Y015
+global___Registry = Registry
 
-@_typing.final
-class ProjectMetadata(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class ProjectMetadata(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    PROJECT_FIELD_NUMBER: _builtins.int
-    PROJECT_UUID_FIELD_NUMBER: _builtins.int
-    project: _builtins.str
-    project_uuid: _builtins.str
+    PROJECT_FIELD_NUMBER: builtins.int
+    PROJECT_UUID_FIELD_NUMBER: builtins.int
+    project: builtins.str
+    project_uuid: builtins.str
     def __init__(
         self,
         *,
-        project: _builtins.str = ...,
-        project_uuid: _builtins.str = ...,
+        project: builtins.str = ...,
+        project_uuid: builtins.str = ...,
     ) -> None: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["project", b"project", "project_uuid", b"project_uuid"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["project", b"project", "project_uuid", b"project_uuid"]) -> None: ...
 
-Global___ProjectMetadata: _TypeAlias = ProjectMetadata  # noqa: Y015
+global___ProjectMetadata = ProjectMetadata
diff --git a/sdk/python/feast/protos/feast/core/SavedDataset_pb2.py b/sdk/python/feast/protos/feast/core/SavedDataset_pb2.py
index fe1e2d49eac..8e394dec7ec 100644
--- a/sdk/python/feast/protos/feast/core/SavedDataset_pb2.py
+++ b/sdk/python/feast/protos/feast/core/SavedDataset_pb2.py
@@ -16,7 +16,7 @@
 from feast.protos.feast.core import DataSource_pb2 as feast_dot_core_dot_DataSource__pb2
 
 
-DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n\x1d\x66\x65\x61st/core/SavedDataset.proto\x12\nfeast.core\x1a\x1fgoogle/protobuf/timestamp.proto\x1a\x1b\x66\x65\x61st/core/DataSource.proto\"\xa5\x02\n\x10SavedDatasetSpec\x12\x0c\n\x04name\x18\x01 \x01(\t\x12\x0f\n\x07project\x18\x02 \x01(\t\x12\x10\n\x08\x66\x65\x61tures\x18\x03 \x03(\t\x12\x11\n\tjoin_keys\x18\x04 \x03(\t\x12\x1a\n\x12\x66ull_feature_names\x18\x05 \x01(\x08\x12\x30\n\x07storage\x18\x06 \x01(\x0b\x32\x1f.feast.core.SavedDatasetStorage\x12\x1c\n\x14\x66\x65\x61ture_service_name\x18\x08 \x01(\t\x12\x34\n\x04tags\x18\x07 \x03(\x0b\x32&.feast.core.SavedDatasetSpec.TagsEntry\x1a+\n\tTagsEntry\x12\x0b\n\x03key\x18\x01 \x01(\t\x12\r\n\x05value\x18\x02 \x01(\t:\x02\x38\x01\"\xa9\x04\n\x13SavedDatasetStorage\x12:\n\x0c\x66ile_storage\x18\x04 \x01(\x0b\x32\".feast.core.DataSource.FileOptionsH\x00\x12\x42\n\x10\x62igquery_storage\x18\x05 \x01(\x0b\x32&.feast.core.DataSource.BigQueryOptionsH\x00\x12\x42\n\x10redshift_storage\x18\x06 \x01(\x0b\x32&.feast.core.DataSource.RedshiftOptionsH\x00\x12\x44\n\x11snowflake_storage\x18\x07 \x01(\x0b\x32\'.feast.core.DataSource.SnowflakeOptionsH\x00\x12<\n\rtrino_storage\x18\x08 \x01(\x0b\x32#.feast.core.DataSource.TrinoOptionsH\x00\x12<\n\rspark_storage\x18\t \x01(\x0b\x32#.feast.core.DataSource.SparkOptionsH\x00\x12\x44\n\x0e\x63ustom_storage\x18\n \x01(\x0b\x32*.feast.core.DataSource.CustomSourceOptionsH\x00\x12>\n\x0e\x61thena_storage\x18\x0b \x01(\x0b\x32$.feast.core.DataSource.AthenaOptionsH\x00\x42\x06\n\x04kind\"\xf7\x01\n\x10SavedDatasetMeta\x12\x35\n\x11\x63reated_timestamp\x18\x01 \x01(\x0b\x32\x1a.google.protobuf.Timestamp\x12:\n\x16last_updated_timestamp\x18\x02 \x01(\x0b\x32\x1a.google.protobuf.Timestamp\x12\x37\n\x13min_event_timestamp\x18\x03 \x01(\x0b\x32\x1a.google.protobuf.Timestamp\x12\x37\n\x13max_event_timestamp\x18\x04 \x01(\x0b\x32\x1a.google.protobuf.Timestamp\"f\n\x0cSavedDataset\x12*\n\x04spec\x18\x01 \x01(\x0b\x32\x1c.feast.core.SavedDatasetSpec\x12*\n\x04meta\x18\x02 \x01(\x0b\x32\x1c.feast.core.SavedDatasetMetaBV\n\x10\x66\x65\x61st.proto.coreB\x11SavedDatasetProtoZ/github.com/feast-dev/feast/go/protos/feast/coreb\x06proto3')
+DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n\x1d\x66\x65\x61st/core/SavedDataset.proto\x12\nfeast.core\x1a\x1fgoogle/protobuf/timestamp.proto\x1a\x1b\x66\x65\x61st/core/DataSource.proto\"\xe1\x02\n\x10SavedDatasetSpec\x12\x0c\n\x04name\x18\x01 \x01(\t\x12\x0f\n\x07project\x18\x02 \x01(\t\x12\x10\n\x08\x66\x65\x61tures\x18\x03 \x03(\t\x12\x11\n\tjoin_keys\x18\x04 \x03(\t\x12\x1a\n\x12\x66ull_feature_names\x18\x05 \x01(\x08\x12\x30\n\x07storage\x18\x06 \x01(\x0b\x32\x1f.feast.core.SavedDatasetStorage\x12\x1c\n\x14\x66\x65\x61ture_service_name\x18\x08 \x01(\t\x12\x34\n\x04tags\x18\x07 \x03(\x0b\x32&.feast.core.SavedDatasetSpec.TagsEntry\x12\x11\n\tnamespace\x18\t \x01(\t\x12\x12\n\ncollection\x18\n \x01(\t\x12\x13\n\x0b\x64\x65scription\x18\x0b \x01(\t\x1a+\n\tTagsEntry\x12\x0b\n\x03key\x18\x01 \x01(\t\x12\r\n\x05value\x18\x02 \x01(\t:\x02\x38\x01\"\xa9\x04\n\x13SavedDatasetStorage\x12:\n\x0c\x66ile_storage\x18\x04 \x01(\x0b\x32\".feast.core.DataSource.FileOptionsH\x00\x12\x42\n\x10\x62igquery_storage\x18\x05 \x01(\x0b\x32&.feast.core.DataSource.BigQueryOptionsH\x00\x12\x42\n\x10redshift_storage\x18\x06 \x01(\x0b\x32&.feast.core.DataSource.RedshiftOptionsH\x00\x12\x44\n\x11snowflake_storage\x18\x07 \x01(\x0b\x32\'.feast.core.DataSource.SnowflakeOptionsH\x00\x12<\n\rtrino_storage\x18\x08 \x01(\x0b\x32#.feast.core.DataSource.TrinoOptionsH\x00\x12<\n\rspark_storage\x18\t \x01(\x0b\x32#.feast.core.DataSource.SparkOptionsH\x00\x12\x44\n\x0e\x63ustom_storage\x18\n \x01(\x0b\x32*.feast.core.DataSource.CustomSourceOptionsH\x00\x12>\n\x0e\x61thena_storage\x18\x0b \x01(\x0b\x32$.feast.core.DataSource.AthenaOptionsH\x00\x42\x06\n\x04kind\"\xf7\x01\n\x10SavedDatasetMeta\x12\x35\n\x11\x63reated_timestamp\x18\x01 \x01(\x0b\x32\x1a.google.protobuf.Timestamp\x12:\n\x16last_updated_timestamp\x18\x02 \x01(\x0b\x32\x1a.google.protobuf.Timestamp\x12\x37\n\x13min_event_timestamp\x18\x03 \x01(\x0b\x32\x1a.google.protobuf.Timestamp\x12\x37\n\x13max_event_timestamp\x18\x04 \x01(\x0b\x32\x1a.google.protobuf.Timestamp\"f\n\x0cSavedDataset\x12*\n\x04spec\x18\x01 \x01(\x0b\x32\x1c.feast.core.SavedDatasetSpec\x12*\n\x04meta\x18\x02 \x01(\x0b\x32\x1c.feast.core.SavedDatasetMetaBV\n\x10\x66\x65\x61st.proto.coreB\x11SavedDatasetProtoZ/github.com/feast-dev/feast/go/protos/feast/coreb\x06proto3')
 
 _globals = globals()
 _builder.BuildMessageAndEnumDescriptors(DESCRIPTOR, _globals)
@@ -27,13 +27,13 @@
   _globals['_SAVEDDATASETSPEC_TAGSENTRY']._options = None
   _globals['_SAVEDDATASETSPEC_TAGSENTRY']._serialized_options = b'8\001'
   _globals['_SAVEDDATASETSPEC']._serialized_start=108
-  _globals['_SAVEDDATASETSPEC']._serialized_end=401
-  _globals['_SAVEDDATASETSPEC_TAGSENTRY']._serialized_start=358
-  _globals['_SAVEDDATASETSPEC_TAGSENTRY']._serialized_end=401
-  _globals['_SAVEDDATASETSTORAGE']._serialized_start=404
-  _globals['_SAVEDDATASETSTORAGE']._serialized_end=957
-  _globals['_SAVEDDATASETMETA']._serialized_start=960
-  _globals['_SAVEDDATASETMETA']._serialized_end=1207
-  _globals['_SAVEDDATASET']._serialized_start=1209
-  _globals['_SAVEDDATASET']._serialized_end=1311
+  _globals['_SAVEDDATASETSPEC']._serialized_end=461
+  _globals['_SAVEDDATASETSPEC_TAGSENTRY']._serialized_start=418
+  _globals['_SAVEDDATASETSPEC_TAGSENTRY']._serialized_end=461
+  _globals['_SAVEDDATASETSTORAGE']._serialized_start=464
+  _globals['_SAVEDDATASETSTORAGE']._serialized_end=1017
+  _globals['_SAVEDDATASETMETA']._serialized_start=1020
+  _globals['_SAVEDDATASETMETA']._serialized_end=1267
+  _globals['_SAVEDDATASET']._serialized_start=1269
+  _globals['_SAVEDDATASET']._serialized_end=1371
 # @@protoc_insertion_point(module_scope)
diff --git a/sdk/python/feast/protos/feast/core/SavedDataset_pb2.pyi b/sdk/python/feast/protos/feast/core/SavedDataset_pb2.pyi
index e2c1fb27c4f..2fbf5e05271 100644
--- a/sdk/python/feast/protos/feast/core/SavedDataset_pb2.pyi
+++ b/sdk/python/feast/protos/feast/core/SavedDataset_pb2.pyi
@@ -16,202 +16,195 @@ WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 See the License for the specific language governing permissions and
 limitations under the License.
 """
-
-from collections import abc as _abc
-from feast.core import DataSource_pb2 as _DataSource_pb2
-from google.protobuf import descriptor as _descriptor
-from google.protobuf import message as _message
-from google.protobuf import timestamp_pb2 as _timestamp_pb2
-from google.protobuf.internal import containers as _containers
-import builtins as _builtins
+import builtins
+import collections.abc
+import feast.core.DataSource_pb2
+import google.protobuf.descriptor
+import google.protobuf.internal.containers
+import google.protobuf.message
+import google.protobuf.timestamp_pb2
 import sys
-import typing as _typing
 
-if sys.version_info >= (3, 10):
-    from typing import TypeAlias as _TypeAlias
+if sys.version_info >= (3, 8):
+    import typing as typing_extensions
 else:
-    from typing_extensions import TypeAlias as _TypeAlias
+    import typing_extensions
 
-DESCRIPTOR: _descriptor.FileDescriptor
+DESCRIPTOR: google.protobuf.descriptor.FileDescriptor
 
-@_typing.final
-class SavedDatasetSpec(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class SavedDatasetSpec(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    @_typing.final
-    class TagsEntry(_message.Message):
-        DESCRIPTOR: _descriptor.Descriptor
+    class TagsEntry(google.protobuf.message.Message):
+        DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-        KEY_FIELD_NUMBER: _builtins.int
-        VALUE_FIELD_NUMBER: _builtins.int
-        key: _builtins.str
-        value: _builtins.str
+        KEY_FIELD_NUMBER: builtins.int
+        VALUE_FIELD_NUMBER: builtins.int
+        key: builtins.str
+        value: builtins.str
         def __init__(
             self,
             *,
-            key: _builtins.str = ...,
-            value: _builtins.str = ...,
+            key: builtins.str = ...,
+            value: builtins.str = ...,
         ) -> None: ...
-        _ClearFieldArgType: _TypeAlias = _typing.Literal["key", b"key", "value", b"value"]  # noqa: Y015
-        def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
-
-    NAME_FIELD_NUMBER: _builtins.int
-    PROJECT_FIELD_NUMBER: _builtins.int
-    FEATURES_FIELD_NUMBER: _builtins.int
-    JOIN_KEYS_FIELD_NUMBER: _builtins.int
-    FULL_FEATURE_NAMES_FIELD_NUMBER: _builtins.int
-    STORAGE_FIELD_NUMBER: _builtins.int
-    FEATURE_SERVICE_NAME_FIELD_NUMBER: _builtins.int
-    TAGS_FIELD_NUMBER: _builtins.int
-    name: _builtins.str
+        def ClearField(self, field_name: typing_extensions.Literal["key", b"key", "value", b"value"]) -> None: ...
+
+    NAME_FIELD_NUMBER: builtins.int
+    PROJECT_FIELD_NUMBER: builtins.int
+    FEATURES_FIELD_NUMBER: builtins.int
+    JOIN_KEYS_FIELD_NUMBER: builtins.int
+    FULL_FEATURE_NAMES_FIELD_NUMBER: builtins.int
+    STORAGE_FIELD_NUMBER: builtins.int
+    FEATURE_SERVICE_NAME_FIELD_NUMBER: builtins.int
+    TAGS_FIELD_NUMBER: builtins.int
+    NAMESPACE_FIELD_NUMBER: builtins.int
+    COLLECTION_FIELD_NUMBER: builtins.int
+    DESCRIPTION_FIELD_NUMBER: builtins.int
+    name: builtins.str
     """Name of the dataset. Must be unique since it's possible to overwrite dataset by name"""
-    project: _builtins.str
+    project: builtins.str
     """Name of Feast project that this Dataset belongs to."""
-    full_feature_names: _builtins.bool
-    """Whether full feature names are used in stored data"""
-    feature_service_name: _builtins.str
-    """Optional and only populated if generated from a feature service fetch"""
-    @_builtins.property
-    def features(self) -> _containers.RepeatedScalarFieldContainer[_builtins.str]:
+    @property
+    def features(self) -> google.protobuf.internal.containers.RepeatedScalarFieldContainer[builtins.str]:
         """list of feature references with format "<view name>:<feature name>" """
-
-    @_builtins.property
-    def join_keys(self) -> _containers.RepeatedScalarFieldContainer[_builtins.str]:
+    @property
+    def join_keys(self) -> google.protobuf.internal.containers.RepeatedScalarFieldContainer[builtins.str]:
         """entity columns + request columns from all feature views used during retrieval"""
-
-    @_builtins.property
-    def storage(self) -> Global___SavedDatasetStorage: ...
-    @_builtins.property
-    def tags(self) -> _containers.ScalarMap[_builtins.str, _builtins.str]:
+    full_feature_names: builtins.bool
+    """Whether full feature names are used in stored data"""
+    @property
+    def storage(self) -> global___SavedDatasetStorage: ...
+    feature_service_name: builtins.str
+    """Optional and only populated if generated from a feature service fetch"""
+    @property
+    def tags(self) -> google.protobuf.internal.containers.ScalarMap[builtins.str, builtins.str]:
         """User defined metadata"""
-
+    namespace: builtins.str
+    """Optional logical namespace for hierarchical grouping.
+    Maps to the top-level prefix in Iceberg REST Catalog API.
+    Empty string means not set (no namespace scoping).
+    """
+    collection: builtins.str
+    """Optional sub-grouping within a namespace.
+    Maps to the namespace level in Iceberg REST Catalog API.
+    Empty string means not set (dataset sits directly under namespace).
+    """
+    description: builtins.str
+    """Description of the saved dataset."""
     def __init__(
         self,
         *,
-        name: _builtins.str = ...,
-        project: _builtins.str = ...,
-        features: _abc.Iterable[_builtins.str] | None = ...,
-        join_keys: _abc.Iterable[_builtins.str] | None = ...,
-        full_feature_names: _builtins.bool = ...,
-        storage: Global___SavedDatasetStorage | None = ...,
-        feature_service_name: _builtins.str = ...,
-        tags: _abc.Mapping[_builtins.str, _builtins.str] | None = ...,
+        name: builtins.str = ...,
+        project: builtins.str = ...,
+        features: collections.abc.Iterable[builtins.str] | None = ...,
+        join_keys: collections.abc.Iterable[builtins.str] | None = ...,
+        full_feature_names: builtins.bool = ...,
+        storage: global___SavedDatasetStorage | None = ...,
+        feature_service_name: builtins.str = ...,
+        tags: collections.abc.Mapping[builtins.str, builtins.str] | None = ...,
+        namespace: builtins.str = ...,
+        collection: builtins.str = ...,
+        description: builtins.str = ...,
     ) -> None: ...
-    _HasFieldArgType: _TypeAlias = _typing.Literal["storage", b"storage"]  # noqa: Y015
-    def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["feature_service_name", b"feature_service_name", "features", b"features", "full_feature_names", b"full_feature_names", "join_keys", b"join_keys", "name", b"name", "project", b"project", "storage", b"storage", "tags", b"tags"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
-
-Global___SavedDatasetSpec: _TypeAlias = SavedDatasetSpec  # noqa: Y015
-
-@_typing.final
-class SavedDatasetStorage(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
-
-    FILE_STORAGE_FIELD_NUMBER: _builtins.int
-    BIGQUERY_STORAGE_FIELD_NUMBER: _builtins.int
-    REDSHIFT_STORAGE_FIELD_NUMBER: _builtins.int
-    SNOWFLAKE_STORAGE_FIELD_NUMBER: _builtins.int
-    TRINO_STORAGE_FIELD_NUMBER: _builtins.int
-    SPARK_STORAGE_FIELD_NUMBER: _builtins.int
-    CUSTOM_STORAGE_FIELD_NUMBER: _builtins.int
-    ATHENA_STORAGE_FIELD_NUMBER: _builtins.int
-    @_builtins.property
-    def file_storage(self) -> _DataSource_pb2.DataSource.FileOptions: ...
-    @_builtins.property
-    def bigquery_storage(self) -> _DataSource_pb2.DataSource.BigQueryOptions: ...
-    @_builtins.property
-    def redshift_storage(self) -> _DataSource_pb2.DataSource.RedshiftOptions: ...
-    @_builtins.property
-    def snowflake_storage(self) -> _DataSource_pb2.DataSource.SnowflakeOptions: ...
-    @_builtins.property
-    def trino_storage(self) -> _DataSource_pb2.DataSource.TrinoOptions: ...
-    @_builtins.property
-    def spark_storage(self) -> _DataSource_pb2.DataSource.SparkOptions: ...
-    @_builtins.property
-    def custom_storage(self) -> _DataSource_pb2.DataSource.CustomSourceOptions: ...
-    @_builtins.property
-    def athena_storage(self) -> _DataSource_pb2.DataSource.AthenaOptions: ...
+    def HasField(self, field_name: typing_extensions.Literal["storage", b"storage"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["collection", b"collection", "description", b"description", "feature_service_name", b"feature_service_name", "features", b"features", "full_feature_names", b"full_feature_names", "join_keys", b"join_keys", "name", b"name", "namespace", b"namespace", "project", b"project", "storage", b"storage", "tags", b"tags"]) -> None: ...
+
+global___SavedDatasetSpec = SavedDatasetSpec
+
+class SavedDatasetStorage(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
+
+    FILE_STORAGE_FIELD_NUMBER: builtins.int
+    BIGQUERY_STORAGE_FIELD_NUMBER: builtins.int
+    REDSHIFT_STORAGE_FIELD_NUMBER: builtins.int
+    SNOWFLAKE_STORAGE_FIELD_NUMBER: builtins.int
+    TRINO_STORAGE_FIELD_NUMBER: builtins.int
+    SPARK_STORAGE_FIELD_NUMBER: builtins.int
+    CUSTOM_STORAGE_FIELD_NUMBER: builtins.int
+    ATHENA_STORAGE_FIELD_NUMBER: builtins.int
+    @property
+    def file_storage(self) -> feast.core.DataSource_pb2.DataSource.FileOptions: ...
+    @property
+    def bigquery_storage(self) -> feast.core.DataSource_pb2.DataSource.BigQueryOptions: ...
+    @property
+    def redshift_storage(self) -> feast.core.DataSource_pb2.DataSource.RedshiftOptions: ...
+    @property
+    def snowflake_storage(self) -> feast.core.DataSource_pb2.DataSource.SnowflakeOptions: ...
+    @property
+    def trino_storage(self) -> feast.core.DataSource_pb2.DataSource.TrinoOptions: ...
+    @property
+    def spark_storage(self) -> feast.core.DataSource_pb2.DataSource.SparkOptions: ...
+    @property
+    def custom_storage(self) -> feast.core.DataSource_pb2.DataSource.CustomSourceOptions: ...
+    @property
+    def athena_storage(self) -> feast.core.DataSource_pb2.DataSource.AthenaOptions: ...
     def __init__(
         self,
         *,
-        file_storage: _DataSource_pb2.DataSource.FileOptions | None = ...,
-        bigquery_storage: _DataSource_pb2.DataSource.BigQueryOptions | None = ...,
-        redshift_storage: _DataSource_pb2.DataSource.RedshiftOptions | None = ...,
-        snowflake_storage: _DataSource_pb2.DataSource.SnowflakeOptions | None = ...,
-        trino_storage: _DataSource_pb2.DataSource.TrinoOptions | None = ...,
-        spark_storage: _DataSource_pb2.DataSource.SparkOptions | None = ...,
-        custom_storage: _DataSource_pb2.DataSource.CustomSourceOptions | None = ...,
-        athena_storage: _DataSource_pb2.DataSource.AthenaOptions | None = ...,
+        file_storage: feast.core.DataSource_pb2.DataSource.FileOptions | None = ...,
+        bigquery_storage: feast.core.DataSource_pb2.DataSource.BigQueryOptions | None = ...,
+        redshift_storage: feast.core.DataSource_pb2.DataSource.RedshiftOptions | None = ...,
+        snowflake_storage: feast.core.DataSource_pb2.DataSource.SnowflakeOptions | None = ...,
+        trino_storage: feast.core.DataSource_pb2.DataSource.TrinoOptions | None = ...,
+        spark_storage: feast.core.DataSource_pb2.DataSource.SparkOptions | None = ...,
+        custom_storage: feast.core.DataSource_pb2.DataSource.CustomSourceOptions | None = ...,
+        athena_storage: feast.core.DataSource_pb2.DataSource.AthenaOptions | None = ...,
     ) -> None: ...
-    _HasFieldArgType: _TypeAlias = _typing.Literal["athena_storage", b"athena_storage", "bigquery_storage", b"bigquery_storage", "custom_storage", b"custom_storage", "file_storage", b"file_storage", "kind", b"kind", "redshift_storage", b"redshift_storage", "snowflake_storage", b"snowflake_storage", "spark_storage", b"spark_storage", "trino_storage", b"trino_storage"]  # noqa: Y015
-    def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["athena_storage", b"athena_storage", "bigquery_storage", b"bigquery_storage", "custom_storage", b"custom_storage", "file_storage", b"file_storage", "kind", b"kind", "redshift_storage", b"redshift_storage", "snowflake_storage", b"snowflake_storage", "spark_storage", b"spark_storage", "trino_storage", b"trino_storage"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
-    _WhichOneofReturnType_kind: _TypeAlias = _typing.Literal["file_storage", "bigquery_storage", "redshift_storage", "snowflake_storage", "trino_storage", "spark_storage", "custom_storage", "athena_storage"]  # noqa: Y015
-    _WhichOneofArgType_kind: _TypeAlias = _typing.Literal["kind", b"kind"]  # noqa: Y015
-    def WhichOneof(self, oneof_group: _WhichOneofArgType_kind) -> _WhichOneofReturnType_kind | None: ...
-
-Global___SavedDatasetStorage: _TypeAlias = SavedDatasetStorage  # noqa: Y015
-
-@_typing.final
-class SavedDatasetMeta(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
-
-    CREATED_TIMESTAMP_FIELD_NUMBER: _builtins.int
-    LAST_UPDATED_TIMESTAMP_FIELD_NUMBER: _builtins.int
-    MIN_EVENT_TIMESTAMP_FIELD_NUMBER: _builtins.int
-    MAX_EVENT_TIMESTAMP_FIELD_NUMBER: _builtins.int
-    @_builtins.property
-    def created_timestamp(self) -> _timestamp_pb2.Timestamp:
-        """Time when this saved dataset is created"""
+    def HasField(self, field_name: typing_extensions.Literal["athena_storage", b"athena_storage", "bigquery_storage", b"bigquery_storage", "custom_storage", b"custom_storage", "file_storage", b"file_storage", "kind", b"kind", "redshift_storage", b"redshift_storage", "snowflake_storage", b"snowflake_storage", "spark_storage", b"spark_storage", "trino_storage", b"trino_storage"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["athena_storage", b"athena_storage", "bigquery_storage", b"bigquery_storage", "custom_storage", b"custom_storage", "file_storage", b"file_storage", "kind", b"kind", "redshift_storage", b"redshift_storage", "snowflake_storage", b"snowflake_storage", "spark_storage", b"spark_storage", "trino_storage", b"trino_storage"]) -> None: ...
+    def WhichOneof(self, oneof_group: typing_extensions.Literal["kind", b"kind"]) -> typing_extensions.Literal["file_storage", "bigquery_storage", "redshift_storage", "snowflake_storage", "trino_storage", "spark_storage", "custom_storage", "athena_storage"] | None: ...
 
-    @_builtins.property
-    def last_updated_timestamp(self) -> _timestamp_pb2.Timestamp:
-        """Time when this saved dataset is last updated"""
+global___SavedDatasetStorage = SavedDatasetStorage
 
-    @_builtins.property
-    def min_event_timestamp(self) -> _timestamp_pb2.Timestamp:
-        """Min timestamp in the dataset (needed for retrieval)"""
+class SavedDatasetMeta(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    @_builtins.property
-    def max_event_timestamp(self) -> _timestamp_pb2.Timestamp:
+    CREATED_TIMESTAMP_FIELD_NUMBER: builtins.int
+    LAST_UPDATED_TIMESTAMP_FIELD_NUMBER: builtins.int
+    MIN_EVENT_TIMESTAMP_FIELD_NUMBER: builtins.int
+    MAX_EVENT_TIMESTAMP_FIELD_NUMBER: builtins.int
+    @property
+    def created_timestamp(self) -> google.protobuf.timestamp_pb2.Timestamp:
+        """Time when this saved dataset is created"""
+    @property
+    def last_updated_timestamp(self) -> google.protobuf.timestamp_pb2.Timestamp:
+        """Time when this saved dataset is last updated"""
+    @property
+    def min_event_timestamp(self) -> google.protobuf.timestamp_pb2.Timestamp:
+        """Min timestamp in the dataset (needed for retrieval)"""
+    @property
+    def max_event_timestamp(self) -> google.protobuf.timestamp_pb2.Timestamp:
         """Max timestamp in the dataset (needed for retrieval)"""
-
     def __init__(
         self,
         *,
-        created_timestamp: _timestamp_pb2.Timestamp | None = ...,
-        last_updated_timestamp: _timestamp_pb2.Timestamp | None = ...,
-        min_event_timestamp: _timestamp_pb2.Timestamp | None = ...,
-        max_event_timestamp: _timestamp_pb2.Timestamp | None = ...,
+        created_timestamp: google.protobuf.timestamp_pb2.Timestamp | None = ...,
+        last_updated_timestamp: google.protobuf.timestamp_pb2.Timestamp | None = ...,
+        min_event_timestamp: google.protobuf.timestamp_pb2.Timestamp | None = ...,
+        max_event_timestamp: google.protobuf.timestamp_pb2.Timestamp | None = ...,
     ) -> None: ...
-    _HasFieldArgType: _TypeAlias = _typing.Literal["created_timestamp", b"created_timestamp", "last_updated_timestamp", b"last_updated_timestamp", "max_event_timestamp", b"max_event_timestamp", "min_event_timestamp", b"min_event_timestamp"]  # noqa: Y015
-    def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["created_timestamp", b"created_timestamp", "last_updated_timestamp", b"last_updated_timestamp", "max_event_timestamp", b"max_event_timestamp", "min_event_timestamp", b"min_event_timestamp"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
-
-Global___SavedDatasetMeta: _TypeAlias = SavedDatasetMeta  # noqa: Y015
-
-@_typing.final
-class SavedDataset(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
-
-    SPEC_FIELD_NUMBER: _builtins.int
-    META_FIELD_NUMBER: _builtins.int
-    @_builtins.property
-    def spec(self) -> Global___SavedDatasetSpec: ...
-    @_builtins.property
-    def meta(self) -> Global___SavedDatasetMeta: ...
+    def HasField(self, field_name: typing_extensions.Literal["created_timestamp", b"created_timestamp", "last_updated_timestamp", b"last_updated_timestamp", "max_event_timestamp", b"max_event_timestamp", "min_event_timestamp", b"min_event_timestamp"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["created_timestamp", b"created_timestamp", "last_updated_timestamp", b"last_updated_timestamp", "max_event_timestamp", b"max_event_timestamp", "min_event_timestamp", b"min_event_timestamp"]) -> None: ...
+
+global___SavedDatasetMeta = SavedDatasetMeta
+
+class SavedDataset(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
+
+    SPEC_FIELD_NUMBER: builtins.int
+    META_FIELD_NUMBER: builtins.int
+    @property
+    def spec(self) -> global___SavedDatasetSpec: ...
+    @property
+    def meta(self) -> global___SavedDatasetMeta: ...
     def __init__(
         self,
         *,
-        spec: Global___SavedDatasetSpec | None = ...,
-        meta: Global___SavedDatasetMeta | None = ...,
+        spec: global___SavedDatasetSpec | None = ...,
+        meta: global___SavedDatasetMeta | None = ...,
     ) -> None: ...
-    _HasFieldArgType: _TypeAlias = _typing.Literal["meta", b"meta", "spec", b"spec"]  # noqa: Y015
-    def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["meta", b"meta", "spec", b"spec"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def HasField(self, field_name: typing_extensions.Literal["meta", b"meta", "spec", b"spec"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["meta", b"meta", "spec", b"spec"]) -> None: ...
 
-Global___SavedDataset: _TypeAlias = SavedDataset  # noqa: Y015
+global___SavedDataset = SavedDataset
diff --git a/sdk/python/feast/protos/feast/core/SqliteTable_pb2.pyi b/sdk/python/feast/protos/feast/core/SqliteTable_pb2.pyi
index 43d97f7d188..10ecebf362b 100644
--- a/sdk/python/feast/protos/feast/core/SqliteTable_pb2.pyi
+++ b/sdk/python/feast/protos/feast/core/SqliteTable_pb2.pyi
@@ -16,39 +16,35 @@ isort:skip_file
 * See the License for the specific language governing permissions and
 * limitations under the License.
 """
-
-from google.protobuf import descriptor as _descriptor
-from google.protobuf import message as _message
-import builtins as _builtins
+import builtins
+import google.protobuf.descriptor
+import google.protobuf.message
 import sys
-import typing as _typing
 
-if sys.version_info >= (3, 10):
-    from typing import TypeAlias as _TypeAlias
+if sys.version_info >= (3, 8):
+    import typing as typing_extensions
 else:
-    from typing_extensions import TypeAlias as _TypeAlias
+    import typing_extensions
 
-DESCRIPTOR: _descriptor.FileDescriptor
+DESCRIPTOR: google.protobuf.descriptor.FileDescriptor
 
-@_typing.final
-class SqliteTable(_message.Message):
+class SqliteTable(google.protobuf.message.Message):
     """Represents a Sqlite table"""
 
-    DESCRIPTOR: _descriptor.Descriptor
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    PATH_FIELD_NUMBER: _builtins.int
-    NAME_FIELD_NUMBER: _builtins.int
-    path: _builtins.str
+    PATH_FIELD_NUMBER: builtins.int
+    NAME_FIELD_NUMBER: builtins.int
+    path: builtins.str
     """Absolute path of the table"""
-    name: _builtins.str
+    name: builtins.str
     """Name of the table"""
     def __init__(
         self,
         *,
-        path: _builtins.str = ...,
-        name: _builtins.str = ...,
+        path: builtins.str = ...,
+        name: builtins.str = ...,
     ) -> None: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["name", b"name", "path", b"path"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["name", b"name", "path", b"path"]) -> None: ...
 
-Global___SqliteTable: _TypeAlias = SqliteTable  # noqa: Y015
+global___SqliteTable = SqliteTable
diff --git a/sdk/python/feast/protos/feast/core/Store_pb2.pyi b/sdk/python/feast/protos/feast/core/Store_pb2.pyi
index 718654b267c..5ee957d184f 100644
--- a/sdk/python/feast/protos/feast/core/Store_pb2.pyi
+++ b/sdk/python/feast/protos/feast/core/Store_pb2.pyi
@@ -16,39 +16,37 @@ isort:skip_file
 * See the License for the specific language governing permissions and
 * limitations under the License.
 """
-
-from collections import abc as _abc
-from google.protobuf import descriptor as _descriptor
-from google.protobuf import message as _message
-from google.protobuf.internal import containers as _containers
-from google.protobuf.internal import enum_type_wrapper as _enum_type_wrapper
-import builtins as _builtins
+import builtins
+import collections.abc
+import google.protobuf.descriptor
+import google.protobuf.internal.containers
+import google.protobuf.internal.enum_type_wrapper
+import google.protobuf.message
 import sys
-import typing as _typing
+import typing
 
 if sys.version_info >= (3, 10):
-    from typing import TypeAlias as _TypeAlias
+    import typing as typing_extensions
 else:
-    from typing_extensions import TypeAlias as _TypeAlias
+    import typing_extensions
 
-DESCRIPTOR: _descriptor.FileDescriptor
+DESCRIPTOR: google.protobuf.descriptor.FileDescriptor
 
-@_typing.final
-class Store(_message.Message):
+class Store(google.protobuf.message.Message):
     """Store provides a location where Feast reads and writes feature values.
     Feature values will be written to the Store in the form of FeatureRow elements.
     The way FeatureRow is encoded and decoded when it is written to and read from
     the Store depends on the type of the Store.
     """
 
-    DESCRIPTOR: _descriptor.Descriptor
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
     class _StoreType:
-        ValueType = _typing.NewType("ValueType", _builtins.int)
-        V: _TypeAlias = ValueType  # noqa: Y015
+        ValueType = typing.NewType("ValueType", builtins.int)
+        V: typing_extensions.TypeAlias = ValueType
 
-    class _StoreTypeEnumTypeWrapper(_enum_type_wrapper._EnumTypeWrapper[Store._StoreType.ValueType], _builtins.type):
-        DESCRIPTOR: _descriptor.EnumDescriptor
+    class _StoreTypeEnumTypeWrapper(google.protobuf.internal.enum_type_wrapper._EnumTypeWrapper[Store._StoreType.ValueType], builtins.type):  # noqa: F821
+        DESCRIPTOR: google.protobuf.descriptor.EnumDescriptor
         INVALID: Store._StoreType.ValueType  # 0
         REDIS: Store._StoreType.ValueType  # 1
         """Redis stores a FeatureRow element as a key, value pair.
@@ -78,51 +76,48 @@ class Store(_message.Message):
     """
     REDIS_CLUSTER: Store.StoreType.ValueType  # 4
 
-    @_typing.final
-    class RedisConfig(_message.Message):
-        DESCRIPTOR: _descriptor.Descriptor
-
-        HOST_FIELD_NUMBER: _builtins.int
-        PORT_FIELD_NUMBER: _builtins.int
-        INITIAL_BACKOFF_MS_FIELD_NUMBER: _builtins.int
-        MAX_RETRIES_FIELD_NUMBER: _builtins.int
-        FLUSH_FREQUENCY_SECONDS_FIELD_NUMBER: _builtins.int
-        SSL_FIELD_NUMBER: _builtins.int
-        host: _builtins.str
-        port: _builtins.int
-        initial_backoff_ms: _builtins.int
+    class RedisConfig(google.protobuf.message.Message):
+        DESCRIPTOR: google.protobuf.descriptor.Descriptor
+
+        HOST_FIELD_NUMBER: builtins.int
+        PORT_FIELD_NUMBER: builtins.int
+        INITIAL_BACKOFF_MS_FIELD_NUMBER: builtins.int
+        MAX_RETRIES_FIELD_NUMBER: builtins.int
+        FLUSH_FREQUENCY_SECONDS_FIELD_NUMBER: builtins.int
+        SSL_FIELD_NUMBER: builtins.int
+        host: builtins.str
+        port: builtins.int
+        initial_backoff_ms: builtins.int
         """Optional. The number of milliseconds to wait before retrying failed Redis connection.
         By default, Feast uses exponential backoff policy and "initial_backoff_ms" sets the initial wait duration.
         """
-        max_retries: _builtins.int
+        max_retries: builtins.int
         """Optional. Maximum total number of retries for connecting to Redis. Default to zero retries."""
-        flush_frequency_seconds: _builtins.int
+        flush_frequency_seconds: builtins.int
         """Optional. How often flush data to redis"""
-        ssl: _builtins.bool
+        ssl: builtins.bool
         """Optional. Connect over SSL."""
         def __init__(
             self,
             *,
-            host: _builtins.str = ...,
-            port: _builtins.int = ...,
-            initial_backoff_ms: _builtins.int = ...,
-            max_retries: _builtins.int = ...,
-            flush_frequency_seconds: _builtins.int = ...,
-            ssl: _builtins.bool = ...,
+            host: builtins.str = ...,
+            port: builtins.int = ...,
+            initial_backoff_ms: builtins.int = ...,
+            max_retries: builtins.int = ...,
+            flush_frequency_seconds: builtins.int = ...,
+            ssl: builtins.bool = ...,
         ) -> None: ...
-        _ClearFieldArgType: _TypeAlias = _typing.Literal["flush_frequency_seconds", b"flush_frequency_seconds", "host", b"host", "initial_backoff_ms", b"initial_backoff_ms", "max_retries", b"max_retries", "port", b"port", "ssl", b"ssl"]  # noqa: Y015
-        def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+        def ClearField(self, field_name: typing_extensions.Literal["flush_frequency_seconds", b"flush_frequency_seconds", "host", b"host", "initial_backoff_ms", b"initial_backoff_ms", "max_retries", b"max_retries", "port", b"port", "ssl", b"ssl"]) -> None: ...
 
-    @_typing.final
-    class RedisClusterConfig(_message.Message):
-        DESCRIPTOR: _descriptor.Descriptor
+    class RedisClusterConfig(google.protobuf.message.Message):
+        DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
         class _ReadFrom:
-            ValueType = _typing.NewType("ValueType", _builtins.int)
-            V: _TypeAlias = ValueType  # noqa: Y015
+            ValueType = typing.NewType("ValueType", builtins.int)
+            V: typing_extensions.TypeAlias = ValueType
 
-        class _ReadFromEnumTypeWrapper(_enum_type_wrapper._EnumTypeWrapper[Store.RedisClusterConfig._ReadFrom.ValueType], _builtins.type):
-            DESCRIPTOR: _descriptor.EnumDescriptor
+        class _ReadFromEnumTypeWrapper(google.protobuf.internal.enum_type_wrapper._EnumTypeWrapper[Store.RedisClusterConfig._ReadFrom.ValueType], builtins.type):  # noqa: F821
+            DESCRIPTOR: google.protobuf.descriptor.EnumDescriptor
             MASTER: Store.RedisClusterConfig._ReadFrom.ValueType  # 0
             MASTER_PREFERRED: Store.RedisClusterConfig._ReadFrom.ValueType  # 1
             REPLICA: Store.RedisClusterConfig._ReadFrom.ValueType  # 2
@@ -136,52 +131,50 @@ class Store(_message.Message):
         REPLICA: Store.RedisClusterConfig.ReadFrom.ValueType  # 2
         REPLICA_PREFERRED: Store.RedisClusterConfig.ReadFrom.ValueType  # 3
 
-        CONNECTION_STRING_FIELD_NUMBER: _builtins.int
-        INITIAL_BACKOFF_MS_FIELD_NUMBER: _builtins.int
-        MAX_RETRIES_FIELD_NUMBER: _builtins.int
-        FLUSH_FREQUENCY_SECONDS_FIELD_NUMBER: _builtins.int
-        KEY_PREFIX_FIELD_NUMBER: _builtins.int
-        ENABLE_FALLBACK_FIELD_NUMBER: _builtins.int
-        FALLBACK_PREFIX_FIELD_NUMBER: _builtins.int
-        READ_FROM_FIELD_NUMBER: _builtins.int
-        connection_string: _builtins.str
+        CONNECTION_STRING_FIELD_NUMBER: builtins.int
+        INITIAL_BACKOFF_MS_FIELD_NUMBER: builtins.int
+        MAX_RETRIES_FIELD_NUMBER: builtins.int
+        FLUSH_FREQUENCY_SECONDS_FIELD_NUMBER: builtins.int
+        KEY_PREFIX_FIELD_NUMBER: builtins.int
+        ENABLE_FALLBACK_FIELD_NUMBER: builtins.int
+        FALLBACK_PREFIX_FIELD_NUMBER: builtins.int
+        READ_FROM_FIELD_NUMBER: builtins.int
+        connection_string: builtins.str
         """List of Redis Uri for all the nodes in Redis Cluster, comma separated. Eg. host1:6379, host2:6379"""
-        initial_backoff_ms: _builtins.int
-        max_retries: _builtins.int
-        flush_frequency_seconds: _builtins.int
+        initial_backoff_ms: builtins.int
+        max_retries: builtins.int
+        flush_frequency_seconds: builtins.int
         """Optional. How often flush data to redis"""
-        key_prefix: _builtins.str
+        key_prefix: builtins.str
         """Optional. Append a prefix to the Redis Key"""
-        enable_fallback: _builtins.bool
+        enable_fallback: builtins.bool
         """Optional. Enable fallback to another key prefix if the original key is not present.
         Useful for migrating key prefix without re-ingestion. Disabled by default.
         """
-        fallback_prefix: _builtins.str
+        fallback_prefix: builtins.str
         """Optional. This would be the fallback prefix to use if enable_fallback is true."""
-        read_from: Global___Store.RedisClusterConfig.ReadFrom.ValueType
+        read_from: global___Store.RedisClusterConfig.ReadFrom.ValueType
         def __init__(
             self,
             *,
-            connection_string: _builtins.str = ...,
-            initial_backoff_ms: _builtins.int = ...,
-            max_retries: _builtins.int = ...,
-            flush_frequency_seconds: _builtins.int = ...,
-            key_prefix: _builtins.str = ...,
-            enable_fallback: _builtins.bool = ...,
-            fallback_prefix: _builtins.str = ...,
-            read_from: Global___Store.RedisClusterConfig.ReadFrom.ValueType = ...,
+            connection_string: builtins.str = ...,
+            initial_backoff_ms: builtins.int = ...,
+            max_retries: builtins.int = ...,
+            flush_frequency_seconds: builtins.int = ...,
+            key_prefix: builtins.str = ...,
+            enable_fallback: builtins.bool = ...,
+            fallback_prefix: builtins.str = ...,
+            read_from: global___Store.RedisClusterConfig.ReadFrom.ValueType = ...,
         ) -> None: ...
-        _ClearFieldArgType: _TypeAlias = _typing.Literal["connection_string", b"connection_string", "enable_fallback", b"enable_fallback", "fallback_prefix", b"fallback_prefix", "flush_frequency_seconds", b"flush_frequency_seconds", "initial_backoff_ms", b"initial_backoff_ms", "key_prefix", b"key_prefix", "max_retries", b"max_retries", "read_from", b"read_from"]  # noqa: Y015
-        def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+        def ClearField(self, field_name: typing_extensions.Literal["connection_string", b"connection_string", "enable_fallback", b"enable_fallback", "fallback_prefix", b"fallback_prefix", "flush_frequency_seconds", b"flush_frequency_seconds", "initial_backoff_ms", b"initial_backoff_ms", "key_prefix", b"key_prefix", "max_retries", b"max_retries", "read_from", b"read_from"]) -> None: ...
 
-    @_typing.final
-    class Subscription(_message.Message):
-        DESCRIPTOR: _descriptor.Descriptor
+    class Subscription(google.protobuf.message.Message):
+        DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-        PROJECT_FIELD_NUMBER: _builtins.int
-        NAME_FIELD_NUMBER: _builtins.int
-        EXCLUDE_FIELD_NUMBER: _builtins.int
-        project: _builtins.str
+        PROJECT_FIELD_NUMBER: builtins.int
+        NAME_FIELD_NUMBER: builtins.int
+        EXCLUDE_FIELD_NUMBER: builtins.int
+        project: builtins.str
         """Name of project that the feature sets belongs to. This can be one of
         - [project_name]
         - *
@@ -189,7 +182,7 @@ class Store(_message.Message):
         be matched. It is NOT possible to provide an asterisk with a string in order to do
         pattern matching.
         """
-        name: _builtins.str
+        name: builtins.str
         """Name of the desired feature set. Asterisks can be used as wildcards in the name.
         Matching on names is only permitted if a specific project is defined. It is disallowed
         If the project name is set to "*"
@@ -198,50 +191,44 @@ class Store(_message.Message):
         - my-feature-set* can be used to match all features prefixed by "my-feature-set"
         - my-feature-set-6 can be used to select a single feature set
         """
-        exclude: _builtins.bool
+        exclude: builtins.bool
         """All matches with exclude enabled will be filtered out instead of added"""
         def __init__(
             self,
             *,
-            project: _builtins.str = ...,
-            name: _builtins.str = ...,
-            exclude: _builtins.bool = ...,
+            project: builtins.str = ...,
+            name: builtins.str = ...,
+            exclude: builtins.bool = ...,
         ) -> None: ...
-        _ClearFieldArgType: _TypeAlias = _typing.Literal["exclude", b"exclude", "name", b"name", "project", b"project"]  # noqa: Y015
-        def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
-
-    NAME_FIELD_NUMBER: _builtins.int
-    TYPE_FIELD_NUMBER: _builtins.int
-    SUBSCRIPTIONS_FIELD_NUMBER: _builtins.int
-    REDIS_CONFIG_FIELD_NUMBER: _builtins.int
-    REDIS_CLUSTER_CONFIG_FIELD_NUMBER: _builtins.int
-    name: _builtins.str
+        def ClearField(self, field_name: typing_extensions.Literal["exclude", b"exclude", "name", b"name", "project", b"project"]) -> None: ...
+
+    NAME_FIELD_NUMBER: builtins.int
+    TYPE_FIELD_NUMBER: builtins.int
+    SUBSCRIPTIONS_FIELD_NUMBER: builtins.int
+    REDIS_CONFIG_FIELD_NUMBER: builtins.int
+    REDIS_CLUSTER_CONFIG_FIELD_NUMBER: builtins.int
+    name: builtins.str
     """Name of the store."""
-    type: Global___Store.StoreType.ValueType
+    type: global___Store.StoreType.ValueType
     """Type of store."""
-    @_builtins.property
-    def subscriptions(self) -> _containers.RepeatedCompositeFieldContainer[Global___Store.Subscription]:
+    @property
+    def subscriptions(self) -> google.protobuf.internal.containers.RepeatedCompositeFieldContainer[global___Store.Subscription]:
         """Feature sets to subscribe to."""
-
-    @_builtins.property
-    def redis_config(self) -> Global___Store.RedisConfig: ...
-    @_builtins.property
-    def redis_cluster_config(self) -> Global___Store.RedisClusterConfig: ...
+    @property
+    def redis_config(self) -> global___Store.RedisConfig: ...
+    @property
+    def redis_cluster_config(self) -> global___Store.RedisClusterConfig: ...
     def __init__(
         self,
         *,
-        name: _builtins.str = ...,
-        type: Global___Store.StoreType.ValueType = ...,
-        subscriptions: _abc.Iterable[Global___Store.Subscription] | None = ...,
-        redis_config: Global___Store.RedisConfig | None = ...,
-        redis_cluster_config: Global___Store.RedisClusterConfig | None = ...,
+        name: builtins.str = ...,
+        type: global___Store.StoreType.ValueType = ...,
+        subscriptions: collections.abc.Iterable[global___Store.Subscription] | None = ...,
+        redis_config: global___Store.RedisConfig | None = ...,
+        redis_cluster_config: global___Store.RedisClusterConfig | None = ...,
     ) -> None: ...
-    _HasFieldArgType: _TypeAlias = _typing.Literal["config", b"config", "redis_cluster_config", b"redis_cluster_config", "redis_config", b"redis_config"]  # noqa: Y015
-    def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["config", b"config", "name", b"name", "redis_cluster_config", b"redis_cluster_config", "redis_config", b"redis_config", "subscriptions", b"subscriptions", "type", b"type"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
-    _WhichOneofReturnType_config: _TypeAlias = _typing.Literal["redis_config", "redis_cluster_config"]  # noqa: Y015
-    _WhichOneofArgType_config: _TypeAlias = _typing.Literal["config", b"config"]  # noqa: Y015
-    def WhichOneof(self, oneof_group: _WhichOneofArgType_config) -> _WhichOneofReturnType_config | None: ...
-
-Global___Store: _TypeAlias = Store  # noqa: Y015
+    def HasField(self, field_name: typing_extensions.Literal["config", b"config", "redis_cluster_config", b"redis_cluster_config", "redis_config", b"redis_config"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["config", b"config", "name", b"name", "redis_cluster_config", b"redis_cluster_config", "redis_config", b"redis_config", "subscriptions", b"subscriptions", "type", b"type"]) -> None: ...
+    def WhichOneof(self, oneof_group: typing_extensions.Literal["config", b"config"]) -> typing_extensions.Literal["redis_config", "redis_cluster_config"] | None: ...
+
+global___Store = Store
diff --git a/sdk/python/feast/protos/feast/core/StreamFeatureView_pb2.py b/sdk/python/feast/protos/feast/core/StreamFeatureView_pb2.py
index 85a61d06005..9222c1bd2ae 100644
--- a/sdk/python/feast/protos/feast/core/StreamFeatureView_pb2.py
+++ b/sdk/python/feast/protos/feast/core/StreamFeatureView_pb2.py
@@ -21,7 +21,7 @@
 from feast.protos.feast.core import Transformation_pb2 as feast_dot_core_dot_Transformation__pb2
 
 
-DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n\"feast/core/StreamFeatureView.proto\x12\nfeast.core\x1a\x1egoogle/protobuf/duration.proto\x1a$feast/core/OnDemandFeatureView.proto\x1a\x1c\x66\x65\x61st/core/FeatureView.proto\x1a\x18\x66\x65\x61st/core/Feature.proto\x1a\x1b\x66\x65\x61st/core/DataSource.proto\x1a\x1c\x66\x65\x61st/core/Aggregation.proto\x1a\x1f\x66\x65\x61st/core/Transformation.proto\"o\n\x11StreamFeatureView\x12/\n\x04spec\x18\x01 \x01(\x0b\x32!.feast.core.StreamFeatureViewSpec\x12)\n\x04meta\x18\x02 \x01(\x0b\x32\x1b.feast.core.FeatureViewMeta\"\xac\x06\n\x15StreamFeatureViewSpec\x12\x0c\n\x04name\x18\x01 \x01(\t\x12\x0f\n\x07project\x18\x02 \x01(\t\x12\x10\n\x08\x65ntities\x18\x03 \x03(\t\x12+\n\x08\x66\x65\x61tures\x18\x04 \x03(\x0b\x32\x19.feast.core.FeatureSpecV2\x12\x31\n\x0e\x65ntity_columns\x18\x05 \x03(\x0b\x32\x19.feast.core.FeatureSpecV2\x12\x13\n\x0b\x64\x65scription\x18\x06 \x01(\t\x12\x39\n\x04tags\x18\x07 \x03(\x0b\x32+.feast.core.StreamFeatureViewSpec.TagsEntry\x12\r\n\x05owner\x18\x08 \x01(\t\x12&\n\x03ttl\x18\t \x01(\x0b\x32\x19.google.protobuf.Duration\x12,\n\x0c\x62\x61tch_source\x18\n \x01(\x0b\x32\x16.feast.core.DataSource\x12-\n\rstream_source\x18\x0b \x01(\x0b\x32\x16.feast.core.DataSource\x12\x0e\n\x06online\x18\x0c \x01(\x08\x12\x42\n\x15user_defined_function\x18\r \x01(\x0b\x32\x1f.feast.core.UserDefinedFunctionB\x02\x18\x01\x12\x0c\n\x04mode\x18\x0e \x01(\t\x12-\n\x0c\x61ggregations\x18\x0f \x03(\x0b\x32\x17.feast.core.Aggregation\x12\x17\n\x0ftimestamp_field\x18\x10 \x01(\t\x12\x43\n\x16\x66\x65\x61ture_transformation\x18\x11 \x01(\x0b\x32#.feast.core.FeatureTransformationV2\x12\x15\n\renable_tiling\x18\x12 \x01(\x08\x12\x32\n\x0ftiling_hop_size\x18\x13 \x01(\x0b\x32\x19.google.protobuf.Duration\x12\x19\n\x11\x65nable_validation\x18\x14 \x01(\x08\x12\x0f\n\x07version\x18\x15 \x01(\t\x12\x0b\n\x03org\x18\x16 \x01(\t\x1a+\n\tTagsEntry\x12\x0b\n\x03key\x18\x01 \x01(\t\x12\r\n\x05value\x18\x02 \x01(\t:\x02\x38\x01\x42[\n\x10\x66\x65\x61st.proto.coreB\x16StreamFeatureViewProtoZ/github.com/feast-dev/feast/go/protos/feast/coreb\x06proto3')
+DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n\"feast/core/StreamFeatureView.proto\x12\nfeast.core\x1a\x1egoogle/protobuf/duration.proto\x1a$feast/core/OnDemandFeatureView.proto\x1a\x1c\x66\x65\x61st/core/FeatureView.proto\x1a\x18\x66\x65\x61st/core/Feature.proto\x1a\x1b\x66\x65\x61st/core/DataSource.proto\x1a\x1c\x66\x65\x61st/core/Aggregation.proto\x1a\x1f\x66\x65\x61st/core/Transformation.proto\"o\n\x11StreamFeatureView\x12/\n\x04spec\x18\x01 \x01(\x0b\x32!.feast.core.StreamFeatureViewSpec\x12)\n\x04meta\x18\x02 \x01(\x0b\x32\x1b.feast.core.FeatureViewMeta\"\xbe\x06\n\x15StreamFeatureViewSpec\x12\x0c\n\x04name\x18\x01 \x01(\t\x12\x0f\n\x07project\x18\x02 \x01(\t\x12\x10\n\x08\x65ntities\x18\x03 \x03(\t\x12+\n\x08\x66\x65\x61tures\x18\x04 \x03(\x0b\x32\x19.feast.core.FeatureSpecV2\x12\x31\n\x0e\x65ntity_columns\x18\x05 \x03(\x0b\x32\x19.feast.core.FeatureSpecV2\x12\x13\n\x0b\x64\x65scription\x18\x06 \x01(\t\x12\x39\n\x04tags\x18\x07 \x03(\x0b\x32+.feast.core.StreamFeatureViewSpec.TagsEntry\x12\r\n\x05owner\x18\x08 \x01(\t\x12&\n\x03ttl\x18\t \x01(\x0b\x32\x19.google.protobuf.Duration\x12,\n\x0c\x62\x61tch_source\x18\n \x01(\x0b\x32\x16.feast.core.DataSource\x12-\n\rstream_source\x18\x0b \x01(\x0b\x32\x16.feast.core.DataSource\x12\x0e\n\x06online\x18\x0c \x01(\x08\x12\x42\n\x15user_defined_function\x18\r \x01(\x0b\x32\x1f.feast.core.UserDefinedFunctionB\x02\x18\x01\x12\x0c\n\x04mode\x18\x0e \x01(\t\x12-\n\x0c\x61ggregations\x18\x0f \x03(\x0b\x32\x17.feast.core.Aggregation\x12\x17\n\x0ftimestamp_field\x18\x10 \x01(\t\x12\x43\n\x16\x66\x65\x61ture_transformation\x18\x11 \x01(\x0b\x32#.feast.core.FeatureTransformationV2\x12\x15\n\renable_tiling\x18\x12 \x01(\x08\x12\x32\n\x0ftiling_hop_size\x18\x13 \x01(\x0b\x32\x19.google.protobuf.Duration\x12\x19\n\x11\x65nable_validation\x18\x14 \x01(\x08\x12\x0f\n\x07version\x18\x15 \x01(\t\x12\x0b\n\x03org\x18\x16 \x01(\t\x12\x10\n\x08\x64isabled\x18\x17 \x01(\x08\x1a+\n\tTagsEntry\x12\x0b\n\x03key\x18\x01 \x01(\t\x12\r\n\x05value\x18\x02 \x01(\t:\x02\x38\x01\x42[\n\x10\x66\x65\x61st.proto.coreB\x16StreamFeatureViewProtoZ/github.com/feast-dev/feast/go/protos/feast/coreb\x06proto3')
 
 _globals = globals()
 _builder.BuildMessageAndEnumDescriptors(DESCRIPTOR, _globals)
@@ -36,7 +36,7 @@
   _globals['_STREAMFEATUREVIEW']._serialized_start=268
   _globals['_STREAMFEATUREVIEW']._serialized_end=379
   _globals['_STREAMFEATUREVIEWSPEC']._serialized_start=382
-  _globals['_STREAMFEATUREVIEWSPEC']._serialized_end=1194
-  _globals['_STREAMFEATUREVIEWSPEC_TAGSENTRY']._serialized_start=1151
-  _globals['_STREAMFEATUREVIEWSPEC_TAGSENTRY']._serialized_end=1194
+  _globals['_STREAMFEATUREVIEWSPEC']._serialized_end=1212
+  _globals['_STREAMFEATUREVIEWSPEC_TAGSENTRY']._serialized_start=1169
+  _globals['_STREAMFEATUREVIEWSPEC_TAGSENTRY']._serialized_end=1212
 # @@protoc_insertion_point(module_scope)
diff --git a/sdk/python/feast/protos/feast/core/StreamFeatureView_pb2.pyi b/sdk/python/feast/protos/feast/core/StreamFeatureView_pb2.pyi
index 3fafb889540..3fa504654f4 100644
--- a/sdk/python/feast/protos/feast/core/StreamFeatureView_pb2.pyi
+++ b/sdk/python/feast/protos/feast/core/StreamFeatureView_pb2.pyi
@@ -16,206 +16,185 @@ WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 See the License for the specific language governing permissions and
 limitations under the License.
 """
-
-from collections import abc as _abc
-from feast.core import Aggregation_pb2 as _Aggregation_pb2
-from feast.core import DataSource_pb2 as _DataSource_pb2
-from feast.core import FeatureView_pb2 as _FeatureView_pb2
-from feast.core import Feature_pb2 as _Feature_pb2
-from feast.core import OnDemandFeatureView_pb2 as _OnDemandFeatureView_pb2
-from feast.core import Transformation_pb2 as _Transformation_pb2
-from google.protobuf import descriptor as _descriptor
-from google.protobuf import duration_pb2 as _duration_pb2
-from google.protobuf import message as _message
-from google.protobuf.internal import containers as _containers
-import builtins as _builtins
+import builtins
+import collections.abc
+import feast.core.Aggregation_pb2
+import feast.core.DataSource_pb2
+import feast.core.FeatureView_pb2
+import feast.core.Feature_pb2
+import feast.core.OnDemandFeatureView_pb2
+import feast.core.Transformation_pb2
+import google.protobuf.descriptor
+import google.protobuf.duration_pb2
+import google.protobuf.internal.containers
+import google.protobuf.message
 import sys
-import typing as _typing
-
-if sys.version_info >= (3, 10):
-    from typing import TypeAlias as _TypeAlias
-else:
-    from typing_extensions import TypeAlias as _TypeAlias
 
-if sys.version_info >= (3, 13):
-    from warnings import deprecated as _deprecated
+if sys.version_info >= (3, 8):
+    import typing as typing_extensions
 else:
-    from typing_extensions import deprecated as _deprecated
+    import typing_extensions
 
-DESCRIPTOR: _descriptor.FileDescriptor
+DESCRIPTOR: google.protobuf.descriptor.FileDescriptor
 
-@_typing.final
-class StreamFeatureView(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class StreamFeatureView(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    SPEC_FIELD_NUMBER: _builtins.int
-    META_FIELD_NUMBER: _builtins.int
-    @_builtins.property
-    def spec(self) -> Global___StreamFeatureViewSpec:
+    SPEC_FIELD_NUMBER: builtins.int
+    META_FIELD_NUMBER: builtins.int
+    @property
+    def spec(self) -> global___StreamFeatureViewSpec:
         """User-specified specifications of this feature view."""
-
-    @_builtins.property
-    def meta(self) -> _FeatureView_pb2.FeatureViewMeta: ...
+    @property
+    def meta(self) -> feast.core.FeatureView_pb2.FeatureViewMeta: ...
     def __init__(
         self,
         *,
-        spec: Global___StreamFeatureViewSpec | None = ...,
-        meta: _FeatureView_pb2.FeatureViewMeta | None = ...,
+        spec: global___StreamFeatureViewSpec | None = ...,
+        meta: feast.core.FeatureView_pb2.FeatureViewMeta | None = ...,
     ) -> None: ...
-    _HasFieldArgType: _TypeAlias = _typing.Literal["meta", b"meta", "spec", b"spec"]  # noqa: Y015
-    def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["meta", b"meta", "spec", b"spec"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def HasField(self, field_name: typing_extensions.Literal["meta", b"meta", "spec", b"spec"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["meta", b"meta", "spec", b"spec"]) -> None: ...
 
-Global___StreamFeatureView: _TypeAlias = StreamFeatureView  # noqa: Y015
+global___StreamFeatureView = StreamFeatureView
 
-@_typing.final
-class StreamFeatureViewSpec(_message.Message):
+class StreamFeatureViewSpec(google.protobuf.message.Message):
     """Next available id: 23"""
 
-    DESCRIPTOR: _descriptor.Descriptor
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    @_typing.final
-    class TagsEntry(_message.Message):
-        DESCRIPTOR: _descriptor.Descriptor
+    class TagsEntry(google.protobuf.message.Message):
+        DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-        KEY_FIELD_NUMBER: _builtins.int
-        VALUE_FIELD_NUMBER: _builtins.int
-        key: _builtins.str
-        value: _builtins.str
+        KEY_FIELD_NUMBER: builtins.int
+        VALUE_FIELD_NUMBER: builtins.int
+        key: builtins.str
+        value: builtins.str
         def __init__(
             self,
             *,
-            key: _builtins.str = ...,
-            value: _builtins.str = ...,
+            key: builtins.str = ...,
+            value: builtins.str = ...,
         ) -> None: ...
-        _ClearFieldArgType: _TypeAlias = _typing.Literal["key", b"key", "value", b"value"]  # noqa: Y015
-        def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
-
-    NAME_FIELD_NUMBER: _builtins.int
-    PROJECT_FIELD_NUMBER: _builtins.int
-    ENTITIES_FIELD_NUMBER: _builtins.int
-    FEATURES_FIELD_NUMBER: _builtins.int
-    ENTITY_COLUMNS_FIELD_NUMBER: _builtins.int
-    DESCRIPTION_FIELD_NUMBER: _builtins.int
-    TAGS_FIELD_NUMBER: _builtins.int
-    OWNER_FIELD_NUMBER: _builtins.int
-    TTL_FIELD_NUMBER: _builtins.int
-    BATCH_SOURCE_FIELD_NUMBER: _builtins.int
-    STREAM_SOURCE_FIELD_NUMBER: _builtins.int
-    ONLINE_FIELD_NUMBER: _builtins.int
-    USER_DEFINED_FUNCTION_FIELD_NUMBER: _builtins.int
-    MODE_FIELD_NUMBER: _builtins.int
-    AGGREGATIONS_FIELD_NUMBER: _builtins.int
-    TIMESTAMP_FIELD_FIELD_NUMBER: _builtins.int
-    FEATURE_TRANSFORMATION_FIELD_NUMBER: _builtins.int
-    ENABLE_TILING_FIELD_NUMBER: _builtins.int
-    TILING_HOP_SIZE_FIELD_NUMBER: _builtins.int
-    ENABLE_VALIDATION_FIELD_NUMBER: _builtins.int
-    VERSION_FIELD_NUMBER: _builtins.int
-    ORG_FIELD_NUMBER: _builtins.int
-    name: _builtins.str
+        def ClearField(self, field_name: typing_extensions.Literal["key", b"key", "value", b"value"]) -> None: ...
+
+    NAME_FIELD_NUMBER: builtins.int
+    PROJECT_FIELD_NUMBER: builtins.int
+    ENTITIES_FIELD_NUMBER: builtins.int
+    FEATURES_FIELD_NUMBER: builtins.int
+    ENTITY_COLUMNS_FIELD_NUMBER: builtins.int
+    DESCRIPTION_FIELD_NUMBER: builtins.int
+    TAGS_FIELD_NUMBER: builtins.int
+    OWNER_FIELD_NUMBER: builtins.int
+    TTL_FIELD_NUMBER: builtins.int
+    BATCH_SOURCE_FIELD_NUMBER: builtins.int
+    STREAM_SOURCE_FIELD_NUMBER: builtins.int
+    ONLINE_FIELD_NUMBER: builtins.int
+    USER_DEFINED_FUNCTION_FIELD_NUMBER: builtins.int
+    MODE_FIELD_NUMBER: builtins.int
+    AGGREGATIONS_FIELD_NUMBER: builtins.int
+    TIMESTAMP_FIELD_FIELD_NUMBER: builtins.int
+    FEATURE_TRANSFORMATION_FIELD_NUMBER: builtins.int
+    ENABLE_TILING_FIELD_NUMBER: builtins.int
+    TILING_HOP_SIZE_FIELD_NUMBER: builtins.int
+    ENABLE_VALIDATION_FIELD_NUMBER: builtins.int
+    VERSION_FIELD_NUMBER: builtins.int
+    ORG_FIELD_NUMBER: builtins.int
+    DISABLED_FIELD_NUMBER: builtins.int
+    name: builtins.str
     """Name of the feature view. Must be unique. Not updated."""
-    project: _builtins.str
+    project: builtins.str
     """Name of Feast project that this feature view belongs to."""
-    description: _builtins.str
-    """Description of the feature view."""
-    owner: _builtins.str
-    """Owner of the feature view."""
-    online: _builtins.bool
-    """Whether these features should be served online or not"""
-    mode: _builtins.str
-    """Mode of execution"""
-    timestamp_field: _builtins.str
-    """Timestamp field for aggregation"""
-    enable_tiling: _builtins.bool
-    """Enable tiling for efficient window aggregation"""
-    enable_validation: _builtins.bool
-    """Whether schema validation is enabled during materialization"""
-    version: _builtins.str
-    """User-specified version pin (e.g. "latest", "v2", "version2")"""
-    org: _builtins.str
-    """Organizational unit that owns this stream feature view (e.g. "ads", "search")."""
-    @_builtins.property
-    def entities(self) -> _containers.RepeatedScalarFieldContainer[_builtins.str]:
+    @property
+    def entities(self) -> google.protobuf.internal.containers.RepeatedScalarFieldContainer[builtins.str]:
         """List of names of entities associated with this feature view."""
-
-    @_builtins.property
-    def features(self) -> _containers.RepeatedCompositeFieldContainer[_Feature_pb2.FeatureSpecV2]:
+    @property
+    def features(self) -> google.protobuf.internal.containers.RepeatedCompositeFieldContainer[feast.core.Feature_pb2.FeatureSpecV2]:
         """List of specifications for each feature defined as part of this feature view."""
-
-    @_builtins.property
-    def entity_columns(self) -> _containers.RepeatedCompositeFieldContainer[_Feature_pb2.FeatureSpecV2]:
+    @property
+    def entity_columns(self) -> google.protobuf.internal.containers.RepeatedCompositeFieldContainer[feast.core.Feature_pb2.FeatureSpecV2]:
         """List of specifications for each entity defined as part of this feature view."""
-
-    @_builtins.property
-    def tags(self) -> _containers.ScalarMap[_builtins.str, _builtins.str]:
+    description: builtins.str
+    """Description of the feature view."""
+    @property
+    def tags(self) -> google.protobuf.internal.containers.ScalarMap[builtins.str, builtins.str]:
         """User defined metadata"""
-
-    @_builtins.property
-    def ttl(self) -> _duration_pb2.Duration:
+    owner: builtins.str
+    """Owner of the feature view."""
+    @property
+    def ttl(self) -> google.protobuf.duration_pb2.Duration:
         """Features in this feature view can only be retrieved from online serving
         younger than ttl. Ttl is measured as the duration of time between
         the feature's event timestamp and when the feature is retrieved
         Feature values outside ttl will be returned as unset values and indicated to end user
         """
-
-    @_builtins.property
-    def batch_source(self) -> _DataSource_pb2.DataSource:
+    @property
+    def batch_source(self) -> feast.core.DataSource_pb2.DataSource:
         """Batch/Offline DataSource where this view can retrieve offline feature data."""
-
-    @_builtins.property
-    def stream_source(self) -> _DataSource_pb2.DataSource:
+    @property
+    def stream_source(self) -> feast.core.DataSource_pb2.DataSource:
         """Streaming DataSource from where this view can consume "online" feature data."""
-
-    @_builtins.property
-    @_deprecated("""This field has been marked as deprecated using proto field options.""")
-    def user_defined_function(self) -> _OnDemandFeatureView_pb2.UserDefinedFunction:
+    online: builtins.bool
+    """Whether these features should be served online or not"""
+    @property
+    def user_defined_function(self) -> feast.core.OnDemandFeatureView_pb2.UserDefinedFunction:
         """Serialized function that is encoded in the streamfeatureview"""
-
-    @_builtins.property
-    def aggregations(self) -> _containers.RepeatedCompositeFieldContainer[_Aggregation_pb2.Aggregation]:
+    mode: builtins.str
+    """Mode of execution"""
+    @property
+    def aggregations(self) -> google.protobuf.internal.containers.RepeatedCompositeFieldContainer[feast.core.Aggregation_pb2.Aggregation]:
         """Aggregation definitions"""
-
-    @_builtins.property
-    def feature_transformation(self) -> _Transformation_pb2.FeatureTransformationV2:
+    timestamp_field: builtins.str
+    """Timestamp field for aggregation"""
+    @property
+    def feature_transformation(self) -> feast.core.Transformation_pb2.FeatureTransformationV2:
         """Oneof with {user_defined_function, on_demand_substrait_transformation}"""
-
-    @_builtins.property
-    def tiling_hop_size(self) -> _duration_pb2.Duration:
+    enable_tiling: builtins.bool
+    """Enable tiling for efficient window aggregation"""
+    @property
+    def tiling_hop_size(self) -> google.protobuf.duration_pb2.Duration:
         """Hop size for tiling (e.g., 5 minutes). Determines the granularity of pre-aggregated tiles.
         If not specified, defaults to 5 minutes. Only used when enable_tiling is true.
         """
-
+    enable_validation: builtins.bool
+    """Whether schema validation is enabled during materialization"""
+    version: builtins.str
+    """User-specified version pin (e.g. "latest", "v2", "version2")"""
+    org: builtins.str
+    """Organizational unit that owns this stream feature view (e.g. "ads", "search")."""
+    disabled: builtins.bool
+    """Whether this feature view is disabled for serving and materialization.
+    When true, the feature view will not serve online features or be materialized.
+    Defaults to false (enabled) for backward compatibility.
+    """
     def __init__(
         self,
         *,
-        name: _builtins.str = ...,
-        project: _builtins.str = ...,
-        entities: _abc.Iterable[_builtins.str] | None = ...,
-        features: _abc.Iterable[_Feature_pb2.FeatureSpecV2] | None = ...,
-        entity_columns: _abc.Iterable[_Feature_pb2.FeatureSpecV2] | None = ...,
-        description: _builtins.str = ...,
-        tags: _abc.Mapping[_builtins.str, _builtins.str] | None = ...,
-        owner: _builtins.str = ...,
-        ttl: _duration_pb2.Duration | None = ...,
-        batch_source: _DataSource_pb2.DataSource | None = ...,
-        stream_source: _DataSource_pb2.DataSource | None = ...,
-        online: _builtins.bool = ...,
-        user_defined_function: _OnDemandFeatureView_pb2.UserDefinedFunction | None = ...,
-        mode: _builtins.str = ...,
-        aggregations: _abc.Iterable[_Aggregation_pb2.Aggregation] | None = ...,
-        timestamp_field: _builtins.str = ...,
-        feature_transformation: _Transformation_pb2.FeatureTransformationV2 | None = ...,
-        enable_tiling: _builtins.bool = ...,
-        tiling_hop_size: _duration_pb2.Duration | None = ...,
-        enable_validation: _builtins.bool = ...,
-        version: _builtins.str = ...,
-        org: _builtins.str = ...,
+        name: builtins.str = ...,
+        project: builtins.str = ...,
+        entities: collections.abc.Iterable[builtins.str] | None = ...,
+        features: collections.abc.Iterable[feast.core.Feature_pb2.FeatureSpecV2] | None = ...,
+        entity_columns: collections.abc.Iterable[feast.core.Feature_pb2.FeatureSpecV2] | None = ...,
+        description: builtins.str = ...,
+        tags: collections.abc.Mapping[builtins.str, builtins.str] | None = ...,
+        owner: builtins.str = ...,
+        ttl: google.protobuf.duration_pb2.Duration | None = ...,
+        batch_source: feast.core.DataSource_pb2.DataSource | None = ...,
+        stream_source: feast.core.DataSource_pb2.DataSource | None = ...,
+        online: builtins.bool = ...,
+        user_defined_function: feast.core.OnDemandFeatureView_pb2.UserDefinedFunction | None = ...,
+        mode: builtins.str = ...,
+        aggregations: collections.abc.Iterable[feast.core.Aggregation_pb2.Aggregation] | None = ...,
+        timestamp_field: builtins.str = ...,
+        feature_transformation: feast.core.Transformation_pb2.FeatureTransformationV2 | None = ...,
+        enable_tiling: builtins.bool = ...,
+        tiling_hop_size: google.protobuf.duration_pb2.Duration | None = ...,
+        enable_validation: builtins.bool = ...,
+        version: builtins.str = ...,
+        org: builtins.str = ...,
+        disabled: builtins.bool = ...,
     ) -> None: ...
-    _HasFieldArgType: _TypeAlias = _typing.Literal["batch_source", b"batch_source", "feature_transformation", b"feature_transformation", "stream_source", b"stream_source", "tiling_hop_size", b"tiling_hop_size", "ttl", b"ttl", "user_defined_function", b"user_defined_function"]  # noqa: Y015
-    def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["aggregations", b"aggregations", "batch_source", b"batch_source", "description", b"description", "enable_tiling", b"enable_tiling", "enable_validation", b"enable_validation", "entities", b"entities", "entity_columns", b"entity_columns", "feature_transformation", b"feature_transformation", "features", b"features", "mode", b"mode", "name", b"name", "online", b"online", "org", b"org", "owner", b"owner", "project", b"project", "stream_source", b"stream_source", "tags", b"tags", "tiling_hop_size", b"tiling_hop_size", "timestamp_field", b"timestamp_field", "ttl", b"ttl", "user_defined_function", b"user_defined_function", "version", b"version"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def HasField(self, field_name: typing_extensions.Literal["batch_source", b"batch_source", "feature_transformation", b"feature_transformation", "stream_source", b"stream_source", "tiling_hop_size", b"tiling_hop_size", "ttl", b"ttl", "user_defined_function", b"user_defined_function"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["aggregations", b"aggregations", "batch_source", b"batch_source", "description", b"description", "disabled", b"disabled", "enable_tiling", b"enable_tiling", "enable_validation", b"enable_validation", "entities", b"entities", "entity_columns", b"entity_columns", "feature_transformation", b"feature_transformation", "features", b"features", "mode", b"mode", "name", b"name", "online", b"online", "org", b"org", "owner", b"owner", "project", b"project", "stream_source", b"stream_source", "tags", b"tags", "tiling_hop_size", b"tiling_hop_size", "timestamp_field", b"timestamp_field", "ttl", b"ttl", "user_defined_function", b"user_defined_function", "version", b"version"]) -> None: ...
 
-Global___StreamFeatureViewSpec: _TypeAlias = StreamFeatureViewSpec  # noqa: Y015
+global___StreamFeatureViewSpec = StreamFeatureViewSpec
diff --git a/sdk/python/feast/protos/feast/core/Transformation_pb2.pyi b/sdk/python/feast/protos/feast/core/Transformation_pb2.pyi
index d8aacf9f812..fb56ab5bc73 100644
--- a/sdk/python/feast/protos/feast/core/Transformation_pb2.pyi
+++ b/sdk/python/feast/protos/feast/core/Transformation_pb2.pyi
@@ -2,94 +2,83 @@
 @generated by mypy-protobuf.  Do not edit manually!
 isort:skip_file
 """
-
-from google.protobuf import descriptor as _descriptor
-from google.protobuf import message as _message
-import builtins as _builtins
+import builtins
+import google.protobuf.descriptor
+import google.protobuf.message
 import sys
-import typing as _typing
 
-if sys.version_info >= (3, 10):
-    from typing import TypeAlias as _TypeAlias
+if sys.version_info >= (3, 8):
+    import typing as typing_extensions
 else:
-    from typing_extensions import TypeAlias as _TypeAlias
+    import typing_extensions
 
-DESCRIPTOR: _descriptor.FileDescriptor
+DESCRIPTOR: google.protobuf.descriptor.FileDescriptor
 
-@_typing.final
-class UserDefinedFunctionV2(_message.Message):
+class UserDefinedFunctionV2(google.protobuf.message.Message):
     """Serialized representation of python function."""
 
-    DESCRIPTOR: _descriptor.Descriptor
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    NAME_FIELD_NUMBER: _builtins.int
-    BODY_FIELD_NUMBER: _builtins.int
-    BODY_TEXT_FIELD_NUMBER: _builtins.int
-    MODE_FIELD_NUMBER: _builtins.int
-    name: _builtins.str
+    NAME_FIELD_NUMBER: builtins.int
+    BODY_FIELD_NUMBER: builtins.int
+    BODY_TEXT_FIELD_NUMBER: builtins.int
+    MODE_FIELD_NUMBER: builtins.int
+    name: builtins.str
     """The function name"""
-    body: _builtins.bytes
+    body: builtins.bytes
     """The python-syntax function body (serialized by dill)"""
-    body_text: _builtins.str
+    body_text: builtins.str
     """The string representation of the udf"""
-    mode: _builtins.str
+    mode: builtins.str
     """The transformation mode (e.g., "python", "pandas", "ray", "spark", "sql")"""
     def __init__(
         self,
         *,
-        name: _builtins.str = ...,
-        body: _builtins.bytes = ...,
-        body_text: _builtins.str = ...,
-        mode: _builtins.str = ...,
+        name: builtins.str = ...,
+        body: builtins.bytes = ...,
+        body_text: builtins.str = ...,
+        mode: builtins.str = ...,
     ) -> None: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["body", b"body", "body_text", b"body_text", "mode", b"mode", "name", b"name"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["body", b"body", "body_text", b"body_text", "mode", b"mode", "name", b"name"]) -> None: ...
 
-Global___UserDefinedFunctionV2: _TypeAlias = UserDefinedFunctionV2  # noqa: Y015
+global___UserDefinedFunctionV2 = UserDefinedFunctionV2
 
-@_typing.final
-class FeatureTransformationV2(_message.Message):
+class FeatureTransformationV2(google.protobuf.message.Message):
     """A feature transformation executed as a user-defined function"""
 
-    DESCRIPTOR: _descriptor.Descriptor
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    USER_DEFINED_FUNCTION_FIELD_NUMBER: _builtins.int
-    SUBSTRAIT_TRANSFORMATION_FIELD_NUMBER: _builtins.int
-    @_builtins.property
-    def user_defined_function(self) -> Global___UserDefinedFunctionV2: ...
-    @_builtins.property
-    def substrait_transformation(self) -> Global___SubstraitTransformationV2: ...
+    USER_DEFINED_FUNCTION_FIELD_NUMBER: builtins.int
+    SUBSTRAIT_TRANSFORMATION_FIELD_NUMBER: builtins.int
+    @property
+    def user_defined_function(self) -> global___UserDefinedFunctionV2: ...
+    @property
+    def substrait_transformation(self) -> global___SubstraitTransformationV2: ...
     def __init__(
         self,
         *,
-        user_defined_function: Global___UserDefinedFunctionV2 | None = ...,
-        substrait_transformation: Global___SubstraitTransformationV2 | None = ...,
+        user_defined_function: global___UserDefinedFunctionV2 | None = ...,
+        substrait_transformation: global___SubstraitTransformationV2 | None = ...,
     ) -> None: ...
-    _HasFieldArgType: _TypeAlias = _typing.Literal["substrait_transformation", b"substrait_transformation", "transformation", b"transformation", "user_defined_function", b"user_defined_function"]  # noqa: Y015
-    def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["substrait_transformation", b"substrait_transformation", "transformation", b"transformation", "user_defined_function", b"user_defined_function"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
-    _WhichOneofReturnType_transformation: _TypeAlias = _typing.Literal["user_defined_function", "substrait_transformation"]  # noqa: Y015
-    _WhichOneofArgType_transformation: _TypeAlias = _typing.Literal["transformation", b"transformation"]  # noqa: Y015
-    def WhichOneof(self, oneof_group: _WhichOneofArgType_transformation) -> _WhichOneofReturnType_transformation | None: ...
+    def HasField(self, field_name: typing_extensions.Literal["substrait_transformation", b"substrait_transformation", "transformation", b"transformation", "user_defined_function", b"user_defined_function"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["substrait_transformation", b"substrait_transformation", "transformation", b"transformation", "user_defined_function", b"user_defined_function"]) -> None: ...
+    def WhichOneof(self, oneof_group: typing_extensions.Literal["transformation", b"transformation"]) -> typing_extensions.Literal["user_defined_function", "substrait_transformation"] | None: ...
 
-Global___FeatureTransformationV2: _TypeAlias = FeatureTransformationV2  # noqa: Y015
+global___FeatureTransformationV2 = FeatureTransformationV2
 
-@_typing.final
-class SubstraitTransformationV2(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class SubstraitTransformationV2(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    SUBSTRAIT_PLAN_FIELD_NUMBER: _builtins.int
-    IBIS_FUNCTION_FIELD_NUMBER: _builtins.int
-    substrait_plan: _builtins.bytes
-    ibis_function: _builtins.bytes
+    SUBSTRAIT_PLAN_FIELD_NUMBER: builtins.int
+    IBIS_FUNCTION_FIELD_NUMBER: builtins.int
+    substrait_plan: builtins.bytes
+    ibis_function: builtins.bytes
     def __init__(
         self,
         *,
-        substrait_plan: _builtins.bytes = ...,
-        ibis_function: _builtins.bytes = ...,
+        substrait_plan: builtins.bytes = ...,
+        ibis_function: builtins.bytes = ...,
     ) -> None: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["ibis_function", b"ibis_function", "substrait_plan", b"substrait_plan"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["ibis_function", b"ibis_function", "substrait_plan", b"substrait_plan"]) -> None: ...
 
-Global___SubstraitTransformationV2: _TypeAlias = SubstraitTransformationV2  # noqa: Y015
+global___SubstraitTransformationV2 = SubstraitTransformationV2
diff --git a/sdk/python/feast/protos/feast/core/ValidationProfile_pb2.pyi b/sdk/python/feast/protos/feast/core/ValidationProfile_pb2.pyi
index 16cc081f054..93da1e0f5e8 100644
--- a/sdk/python/feast/protos/feast/core/ValidationProfile_pb2.pyi
+++ b/sdk/python/feast/protos/feast/core/ValidationProfile_pb2.pyi
@@ -16,139 +16,121 @@ WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 See the License for the specific language governing permissions and
 limitations under the License.
 """
-
-from collections import abc as _abc
-from google.protobuf import descriptor as _descriptor
-from google.protobuf import message as _message
-from google.protobuf.internal import containers as _containers
-import builtins as _builtins
+import builtins
+import collections.abc
+import google.protobuf.descriptor
+import google.protobuf.internal.containers
+import google.protobuf.message
 import sys
-import typing as _typing
+import typing
 
-if sys.version_info >= (3, 10):
-    from typing import TypeAlias as _TypeAlias
+if sys.version_info >= (3, 8):
+    import typing as typing_extensions
 else:
-    from typing_extensions import TypeAlias as _TypeAlias
+    import typing_extensions
 
-DESCRIPTOR: _descriptor.FileDescriptor
+DESCRIPTOR: google.protobuf.descriptor.FileDescriptor
 
-@_typing.final
-class GEValidationProfiler(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class GEValidationProfiler(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    @_typing.final
-    class UserDefinedProfiler(_message.Message):
-        DESCRIPTOR: _descriptor.Descriptor
+    class UserDefinedProfiler(google.protobuf.message.Message):
+        DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-        BODY_FIELD_NUMBER: _builtins.int
-        body: _builtins.bytes
+        BODY_FIELD_NUMBER: builtins.int
+        body: builtins.bytes
         """The python-syntax function body (serialized by dill)"""
         def __init__(
             self,
             *,
-            body: _builtins.bytes = ...,
+            body: builtins.bytes = ...,
         ) -> None: ...
-        _ClearFieldArgType: _TypeAlias = _typing.Literal["body", b"body"]  # noqa: Y015
-        def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+        def ClearField(self, field_name: typing_extensions.Literal["body", b"body"]) -> None: ...
 
-    PROFILER_FIELD_NUMBER: _builtins.int
-    @_builtins.property
-    def profiler(self) -> Global___GEValidationProfiler.UserDefinedProfiler: ...
+    PROFILER_FIELD_NUMBER: builtins.int
+    @property
+    def profiler(self) -> global___GEValidationProfiler.UserDefinedProfiler: ...
     def __init__(
         self,
         *,
-        profiler: Global___GEValidationProfiler.UserDefinedProfiler | None = ...,
+        profiler: global___GEValidationProfiler.UserDefinedProfiler | None = ...,
     ) -> None: ...
-    _HasFieldArgType: _TypeAlias = _typing.Literal["profiler", b"profiler"]  # noqa: Y015
-    def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["profiler", b"profiler"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def HasField(self, field_name: typing_extensions.Literal["profiler", b"profiler"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["profiler", b"profiler"]) -> None: ...
 
-Global___GEValidationProfiler: _TypeAlias = GEValidationProfiler  # noqa: Y015
+global___GEValidationProfiler = GEValidationProfiler
 
-@_typing.final
-class GEValidationProfile(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class GEValidationProfile(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    EXPECTATION_SUITE_FIELD_NUMBER: _builtins.int
-    expectation_suite: _builtins.bytes
+    EXPECTATION_SUITE_FIELD_NUMBER: builtins.int
+    expectation_suite: builtins.bytes
     """JSON-serialized ExpectationSuite object"""
     def __init__(
         self,
         *,
-        expectation_suite: _builtins.bytes = ...,
+        expectation_suite: builtins.bytes = ...,
     ) -> None: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["expectation_suite", b"expectation_suite"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["expectation_suite", b"expectation_suite"]) -> None: ...
 
-Global___GEValidationProfile: _TypeAlias = GEValidationProfile  # noqa: Y015
+global___GEValidationProfile = GEValidationProfile
 
-@_typing.final
-class ValidationReference(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class ValidationReference(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    @_typing.final
-    class TagsEntry(_message.Message):
-        DESCRIPTOR: _descriptor.Descriptor
+    class TagsEntry(google.protobuf.message.Message):
+        DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-        KEY_FIELD_NUMBER: _builtins.int
-        VALUE_FIELD_NUMBER: _builtins.int
-        key: _builtins.str
-        value: _builtins.str
+        KEY_FIELD_NUMBER: builtins.int
+        VALUE_FIELD_NUMBER: builtins.int
+        key: builtins.str
+        value: builtins.str
         def __init__(
             self,
             *,
-            key: _builtins.str = ...,
-            value: _builtins.str = ...,
+            key: builtins.str = ...,
+            value: builtins.str = ...,
         ) -> None: ...
-        _ClearFieldArgType: _TypeAlias = _typing.Literal["key", b"key", "value", b"value"]  # noqa: Y015
-        def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
-
-    NAME_FIELD_NUMBER: _builtins.int
-    REFERENCE_DATASET_NAME_FIELD_NUMBER: _builtins.int
-    PROJECT_FIELD_NUMBER: _builtins.int
-    DESCRIPTION_FIELD_NUMBER: _builtins.int
-    TAGS_FIELD_NUMBER: _builtins.int
-    GE_PROFILER_FIELD_NUMBER: _builtins.int
-    GE_PROFILE_FIELD_NUMBER: _builtins.int
-    name: _builtins.str
+        def ClearField(self, field_name: typing_extensions.Literal["key", b"key", "value", b"value"]) -> None: ...
+
+    NAME_FIELD_NUMBER: builtins.int
+    REFERENCE_DATASET_NAME_FIELD_NUMBER: builtins.int
+    PROJECT_FIELD_NUMBER: builtins.int
+    DESCRIPTION_FIELD_NUMBER: builtins.int
+    TAGS_FIELD_NUMBER: builtins.int
+    GE_PROFILER_FIELD_NUMBER: builtins.int
+    GE_PROFILE_FIELD_NUMBER: builtins.int
+    name: builtins.str
     """Unique name of validation reference within the project"""
-    reference_dataset_name: _builtins.str
+    reference_dataset_name: builtins.str
     """Name of saved dataset used as reference dataset"""
-    project: _builtins.str
+    project: builtins.str
     """Name of Feast project that this object source belongs to"""
-    description: _builtins.str
+    description: builtins.str
     """Description of the validation reference"""
-    @_builtins.property
-    def tags(self) -> _containers.ScalarMap[_builtins.str, _builtins.str]:
+    @property
+    def tags(self) -> google.protobuf.internal.containers.ScalarMap[builtins.str, builtins.str]:
         """User defined metadata"""
-
-    @_builtins.property
-    def ge_profiler(self) -> Global___GEValidationProfiler: ...
-    @_builtins.property
-    def ge_profile(self) -> Global___GEValidationProfile: ...
+    @property
+    def ge_profiler(self) -> global___GEValidationProfiler: ...
+    @property
+    def ge_profile(self) -> global___GEValidationProfile: ...
     def __init__(
         self,
         *,
-        name: _builtins.str = ...,
-        reference_dataset_name: _builtins.str = ...,
-        project: _builtins.str = ...,
-        description: _builtins.str = ...,
-        tags: _abc.Mapping[_builtins.str, _builtins.str] | None = ...,
-        ge_profiler: Global___GEValidationProfiler | None = ...,
-        ge_profile: Global___GEValidationProfile | None = ...,
+        name: builtins.str = ...,
+        reference_dataset_name: builtins.str = ...,
+        project: builtins.str = ...,
+        description: builtins.str = ...,
+        tags: collections.abc.Mapping[builtins.str, builtins.str] | None = ...,
+        ge_profiler: global___GEValidationProfiler | None = ...,
+        ge_profile: global___GEValidationProfile | None = ...,
     ) -> None: ...
-    _HasFieldArgType: _TypeAlias = _typing.Literal["cached_profile", b"cached_profile", "ge_profile", b"ge_profile", "ge_profiler", b"ge_profiler", "profiler", b"profiler"]  # noqa: Y015
-    def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["cached_profile", b"cached_profile", "description", b"description", "ge_profile", b"ge_profile", "ge_profiler", b"ge_profiler", "name", b"name", "profiler", b"profiler", "project", b"project", "reference_dataset_name", b"reference_dataset_name", "tags", b"tags"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
-    _WhichOneofReturnType_cached_profile: _TypeAlias = _typing.Literal["ge_profile"]  # noqa: Y015
-    _WhichOneofArgType_cached_profile: _TypeAlias = _typing.Literal["cached_profile", b"cached_profile"]  # noqa: Y015
-    _WhichOneofReturnType_profiler: _TypeAlias = _typing.Literal["ge_profiler"]  # noqa: Y015
-    _WhichOneofArgType_profiler: _TypeAlias = _typing.Literal["profiler", b"profiler"]  # noqa: Y015
-    @_typing.overload
-    def WhichOneof(self, oneof_group: _WhichOneofArgType_cached_profile) -> _WhichOneofReturnType_cached_profile | None: ...
-    @_typing.overload
-    def WhichOneof(self, oneof_group: _WhichOneofArgType_profiler) -> _WhichOneofReturnType_profiler | None: ...
-
-Global___ValidationReference: _TypeAlias = ValidationReference  # noqa: Y015
+    def HasField(self, field_name: typing_extensions.Literal["cached_profile", b"cached_profile", "ge_profile", b"ge_profile", "ge_profiler", b"ge_profiler", "profiler", b"profiler"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["cached_profile", b"cached_profile", "description", b"description", "ge_profile", b"ge_profile", "ge_profiler", b"ge_profiler", "name", b"name", "profiler", b"profiler", "project", b"project", "reference_dataset_name", b"reference_dataset_name", "tags", b"tags"]) -> None: ...
+    @typing.overload
+    def WhichOneof(self, oneof_group: typing_extensions.Literal["cached_profile", b"cached_profile"]) -> typing_extensions.Literal["ge_profile"] | None: ...
+    @typing.overload
+    def WhichOneof(self, oneof_group: typing_extensions.Literal["profiler", b"profiler"]) -> typing_extensions.Literal["ge_profiler"] | None: ...
+
+global___ValidationReference = ValidationReference
diff --git a/sdk/python/feast/protos/feast/registry/RegistryServer_pb2.py b/sdk/python/feast/protos/feast/registry/RegistryServer_pb2.py
index 8b346fcd672..95e5c449912 100644
--- a/sdk/python/feast/protos/feast/registry/RegistryServer_pb2.py
+++ b/sdk/python/feast/protos/feast/registry/RegistryServer_pb2.py
@@ -24,11 +24,12 @@
 from feast.protos.feast.core import SavedDataset_pb2 as feast_dot_core_dot_SavedDataset__pb2
 from feast.protos.feast.core import ValidationProfile_pb2 as feast_dot_core_dot_ValidationProfile__pb2
 from feast.protos.feast.core import InfraObject_pb2 as feast_dot_core_dot_InfraObject__pb2
+from feast.protos.feast.core import LabelView_pb2 as feast_dot_core_dot_LabelView__pb2
 from feast.protos.feast.core import Permission_pb2 as feast_dot_core_dot_Permission__pb2
 from feast.protos.feast.core import Project_pb2 as feast_dot_core_dot_Project__pb2
 
 
-DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n#feast/registry/RegistryServer.proto\x12\x0e\x66\x65\x61st.registry\x1a\x1bgoogle/protobuf/empty.proto\x1a\x1fgoogle/protobuf/timestamp.proto\x1a\x19\x66\x65\x61st/core/Registry.proto\x1a\x17\x66\x65\x61st/core/Entity.proto\x1a\x1b\x66\x65\x61st/core/DataSource.proto\x1a\x1c\x66\x65\x61st/core/FeatureView.proto\x1a\"feast/core/StreamFeatureView.proto\x1a$feast/core/OnDemandFeatureView.proto\x1a\x1f\x66\x65\x61st/core/FeatureService.proto\x1a\x1d\x66\x65\x61st/core/SavedDataset.proto\x1a\"feast/core/ValidationProfile.proto\x1a\x1c\x66\x65\x61st/core/InfraObject.proto\x1a\x1b\x66\x65\x61st/core/Permission.proto\x1a\x18\x66\x65\x61st/core/Project.proto\"/\n\x10PaginationParams\x12\x0c\n\x04page\x18\x01 \x01(\x05\x12\r\n\x05limit\x18\x02 \x01(\x05\"4\n\rSortingParams\x12\x0f\n\x07sort_by\x18\x01 \x01(\t\x12\x12\n\nsort_order\x18\x02 \x01(\t\"\x83\x01\n\x12PaginationMetadata\x12\x0c\n\x04page\x18\x01 \x01(\x05\x12\r\n\x05limit\x18\x02 \x01(\x05\x12\x13\n\x0btotal_count\x18\x03 \x01(\x05\x12\x13\n\x0btotal_pages\x18\x04 \x01(\x05\x12\x10\n\x08has_next\x18\x05 \x01(\x08\x12\x14\n\x0chas_previous\x18\x06 \x01(\x08\"!\n\x0eRefreshRequest\x12\x0f\n\x07project\x18\x01 \x01(\t\"W\n\x12UpdateInfraRequest\x12 \n\x05infra\x18\x01 \x01(\x0b\x32\x11.feast.core.Infra\x12\x0f\n\x07project\x18\x02 \x01(\t\x12\x0e\n\x06\x63ommit\x18\x03 \x01(\x08\"7\n\x0fGetInfraRequest\x12\x0f\n\x07project\x18\x01 \x01(\t\x12\x13\n\x0b\x61llow_cache\x18\x02 \x01(\x08\"B\n\x1aListProjectMetadataRequest\x12\x0f\n\x07project\x18\x01 \x01(\t\x12\x13\n\x0b\x61llow_cache\x18\x02 \x01(\x08\"T\n\x1bListProjectMetadataResponse\x12\x35\n\x10project_metadata\x18\x01 \x03(\x0b\x32\x1b.feast.core.ProjectMetadata\"\xcb\x01\n\x1b\x41pplyMaterializationRequest\x12-\n\x0c\x66\x65\x61ture_view\x18\x01 \x01(\x0b\x32\x17.feast.core.FeatureView\x12\x0f\n\x07project\x18\x02 \x01(\t\x12.\n\nstart_date\x18\x03 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\x03(\x0b\x32\x12.feast.core.Entity\x12\x36\n\npagination\x18\x02 \x01(\x0b\x32\".feast.registry.PaginationMetadata\"D\n\x13\x44\x65leteEntityRequest\x12\x0c\n\x04name\x18\x01 \x01(\t\x12\x0f\n\x07project\x18\x02 \x01(\t\x12\x0e\n\x06\x63ommit\x18\x03 \x01(\x08\"f\n\x16\x41pplyDataSourceRequest\x12+\n\x0b\x64\x61ta_source\x18\x01 \x01(\x0b\x32\x16.feast.core.DataSource\x12\x0f\n\x07project\x18\x02 \x01(\t\x12\x0e\n\x06\x63ommit\x18\x03 \x01(\x08\"J\n\x14GetDataSourceRequest\x12\x0c\n\x04name\x18\x01 \x01(\t\x12\x0f\n\x07project\x18\x02 \x01(\t\x12\x13\n\x0b\x61llow_cache\x18\x03 \x01(\x08\"\x91\x02\n\x16ListDataSourcesRequest\x12\x0f\n\x07project\x18\x01 \x01(\t\x12\x13\n\x0b\x61llow_cache\x18\x02 \x01(\x08\x12>\n\x04tags\x18\x03 \x03(\x0b\x32\x30.feast.registry.ListDataSourcesRequest.TagsEntry\x12\x34\n\npagination\x18\x04 \x01(\x0b\x32 .feast.registry.PaginationParams\x12.\n\x07sorting\x18\x05 \x01(\x0b\x32\x1d.feast.registry.SortingParams\x1a+\n\tTagsEntry\x12\x0b\n\x03key\x18\x01 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
 _globals = globals()
 _builder.BuildMessageAndEnumDescriptors(DESCRIPTOR, _globals)
@@ -48,10 +49,14 @@
   _globals['_LISTSTREAMFEATUREVIEWSREQUEST_TAGSENTRY']._serialized_options = b'8\001'
   _globals['_LISTONDEMANDFEATUREVIEWSREQUEST_TAGSENTRY']._options = None
   _globals['_LISTONDEMANDFEATUREVIEWSREQUEST_TAGSENTRY']._serialized_options = b'8\001'
+  _globals['_LISTLABELVIEWSREQUEST_TAGSENTRY']._options = None
+  _globals['_LISTLABELVIEWSREQUEST_TAGSENTRY']._serialized_options = b'8\001'
   _globals['_LISTFEATURESERVICESREQUEST_TAGSENTRY']._options = None
   _globals['_LISTFEATURESERVICESREQUEST_TAGSENTRY']._serialized_options = b'8\001'
   _globals['_LISTSAVEDDATASETSREQUEST_TAGSENTRY']._options = None
   _globals['_LISTSAVEDDATASETSREQUEST_TAGSENTRY']._serialized_options = b'8\001'
+  _globals['_CREATEDATASETFROMRETRIEVALREQUEST_TAGSENTRY']._options = None
+  _globals['_CREATEDATASETFROMRETRIEVALREQUEST_TAGSENTRY']._serialized_options = b'8\001'
   _globals['_LISTVALIDATIONREFERENCESREQUEST_TAGSENTRY']._options = None
   _globals['_LISTVALIDATIONREFERENCESREQUEST_TAGSENTRY']._serialized_options = b'8\001'
   _globals['_LISTPERMISSIONSREQUEST_TAGSENTRY']._options = None
@@ -60,170 +65,198 @@
   _globals['_LISTPROJECTSREQUEST_TAGSENTRY']._serialized_options = b'8\001'
   _globals['_FEATURE_TAGSENTRY']._options = None
   _globals['_FEATURE_TAGSENTRY']._serialized_options = b'8\001'
-  _globals['_PAGINATIONPARAMS']._serialized_start=487
-  _globals['_PAGINATIONPARAMS']._serialized_end=534
-  _globals['_SORTINGPARAMS']._serialized_start=536
-  _globals['_SORTINGPARAMS']._serialized_end=588
-  _globals['_PAGINATIONMETADATA']._serialized_start=591
-  _globals['_PAGINATIONMETADATA']._serialized_end=722
-  _globals['_REFRESHREQUEST']._serialized_start=724
-  _globals['_REFRESHREQUEST']._serialized_end=757
-  _globals['_UPDATEINFRAREQUEST']._serialized_start=759
-  _globals['_UPDATEINFRAREQUEST']._serialized_end=846
-  _globals['_GETINFRAREQUEST']._serialized_start=848
-  _globals['_GETINFRAREQUEST']._serialized_end=903
-  _globals['_LISTPROJECTMETADATAREQUEST']._serialized_start=905
-  _globals['_LISTPROJECTMETADATAREQUEST']._serialized_end=971
-  _globals['_LISTPROJECTMETADATARESPONSE']._serialized_start=973
-  _globals['_LISTPROJECTMETADATARESPONSE']._serialized_end=1057
-  _globals['_APPLYMATERIALIZATIONREQUEST']._serialized_start=1060
-  _globals['_APPLYMATERIALIZATIONREQUEST']._serialized_end=1263
-  _globals['_APPLYENTITYREQUEST']._serialized_start=1265
-  _globals['_APPLYENTITYREQUEST']._serialized_end=1354
-  _globals['_GETENTITYREQUEST']._serialized_start=1356
-  _globals['_GETENTITYREQUEST']._serialized_end=1426
-  _globals['_LISTENTITIESREQUEST']._serialized_start=1429
-  _globals['_LISTENTITIESREQUEST']._serialized_end=1696
-  _globals['_LISTENTITIESREQUEST_TAGSENTRY']._serialized_start=1653
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-  _globals['_DELETEENTITYREQUEST']._serialized_start=1816
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-  _globals['_GETDATASOURCEREQUEST']._serialized_end=2064
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-  _globals['_LISTDATASOURCESRESPONSE']._serialized_start=2342
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-  _globals['_DELETEDATASOURCEREQUEST']._serialized_start=2471
-  _globals['_DELETEDATASOURCEREQUEST']._serialized_end=2543
-  _globals['_APPLYFEATUREVIEWREQUEST']._serialized_start=2546
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-  _globals['_LISTFEATUREVIEWSRESPONSE']._serialized_end=3291
-  _globals['_DELETEFEATUREVIEWREQUEST']._serialized_start=3293
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-  _globals['_GETANYFEATUREVIEWRESPONSE']._serialized_end=3750
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-  _globals['_LISTALLFEATUREVIEWSREQUEST']._serialized_end=4113
-  _globals['_LISTALLFEATUREVIEWSREQUEST_TAGSENTRY']._serialized_start=1653
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-  _globals['_LISTSAVEDDATASETSREQUEST']._serialized_start=6232
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-  _globals['_GETOBJECTRELATIONSHIPSREQUEST']._serialized_start=9379
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-  _globals['_FEATURE_TAGSENTRY']._serialized_start=1653
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-  _globals['_LISTFEATURESRESPONSE']._serialized_end=10394
-  _globals['_GETFEATUREREQUEST']._serialized_start=10396
-  _globals['_GETFEATUREREQUEST']._serialized_end=10489
-  _globals['_REGISTRYSERVER']._serialized_start=10492
-  _globals['_REGISTRYSERVER']._serialized_end=15066
+  _globals['_PAGINATIONPARAMS']._serialized_start=515
+  _globals['_PAGINATIONPARAMS']._serialized_end=562
+  _globals['_SORTINGPARAMS']._serialized_start=564
+  _globals['_SORTINGPARAMS']._serialized_end=616
+  _globals['_PAGINATIONMETADATA']._serialized_start=619
+  _globals['_PAGINATIONMETADATA']._serialized_end=750
+  _globals['_REFRESHREQUEST']._serialized_start=752
+  _globals['_REFRESHREQUEST']._serialized_end=785
+  _globals['_UPDATEINFRAREQUEST']._serialized_start=787
+  _globals['_UPDATEINFRAREQUEST']._serialized_end=874
+  _globals['_GETINFRAREQUEST']._serialized_start=876
+  _globals['_GETINFRAREQUEST']._serialized_end=931
+  _globals['_LISTPROJECTMETADATAREQUEST']._serialized_start=933
+  _globals['_LISTPROJECTMETADATAREQUEST']._serialized_end=999
+  _globals['_LISTPROJECTMETADATARESPONSE']._serialized_start=1001
+  _globals['_LISTPROJECTMETADATARESPONSE']._serialized_end=1085
+  _globals['_APPLYMATERIALIZATIONREQUEST']._serialized_start=1088
+  _globals['_APPLYMATERIALIZATIONREQUEST']._serialized_end=1291
+  _globals['_APPLYENTITYREQUEST']._serialized_start=1293
+  _globals['_APPLYENTITYREQUEST']._serialized_end=1382
+  _globals['_GETENTITYREQUEST']._serialized_start=1384
+  _globals['_GETENTITYREQUEST']._serialized_end=1454
+  _globals['_LISTENTITIESREQUEST']._serialized_start=1457
+  _globals['_LISTENTITIESREQUEST']._serialized_end=1724
+  _globals['_LISTENTITIESREQUEST_TAGSENTRY']._serialized_start=1681
+  _globals['_LISTENTITIESREQUEST_TAGSENTRY']._serialized_end=1724
+  _globals['_LISTENTITIESRESPONSE']._serialized_start=1726
+  _globals['_LISTENTITIESRESPONSE']._serialized_end=1842
+  _globals['_DELETEENTITYREQUEST']._serialized_start=1844
+  _globals['_DELETEENTITYREQUEST']._serialized_end=1912
+  _globals['_APPLYDATASOURCEREQUEST']._serialized_start=1914
+  _globals['_APPLYDATASOURCEREQUEST']._serialized_end=2016
+  _globals['_GETDATASOURCEREQUEST']._serialized_start=2018
+  _globals['_GETDATASOURCEREQUEST']._serialized_end=2092
+  _globals['_LISTDATASOURCESREQUEST']._serialized_start=2095
+  _globals['_LISTDATASOURCESREQUEST']._serialized_end=2368
+  _globals['_LISTDATASOURCESREQUEST_TAGSENTRY']._serialized_start=1681
+  _globals['_LISTDATASOURCESREQUEST_TAGSENTRY']._serialized_end=1724
+  _globals['_LISTDATASOURCESRESPONSE']._serialized_start=2370
+  _globals['_LISTDATASOURCESRESPONSE']._serialized_end=2497
+  _globals['_DELETEDATASOURCEREQUEST']._serialized_start=2499
+  _globals['_DELETEDATASOURCEREQUEST']._serialized_end=2571
+  _globals['_APPLYFEATUREVIEWREQUEST']._serialized_start=2574
+  _globals['_APPLYFEATUREVIEWREQUEST']._serialized_end=2876
+  _globals['_GETFEATUREVIEWREQUEST']._serialized_start=2878
+  _globals['_GETFEATUREVIEWREQUEST']._serialized_end=2953
+  _globals['_LISTFEATUREVIEWSREQUEST']._serialized_start=2956
+  _globals['_LISTFEATUREVIEWSREQUEST']._serialized_end=3231
+  _globals['_LISTFEATUREVIEWSREQUEST_TAGSENTRY']._serialized_start=1681
+  _globals['_LISTFEATUREVIEWSREQUEST_TAGSENTRY']._serialized_end=1724
+  _globals['_LISTFEATUREVIEWSRESPONSE']._serialized_start=3234
+  _globals['_LISTFEATUREVIEWSRESPONSE']._serialized_end=3364
+  _globals['_DELETEFEATUREVIEWREQUEST']._serialized_start=3366
+  _globals['_DELETEFEATUREVIEWREQUEST']._serialized_end=3439
+  _globals['_ANYFEATUREVIEW']._serialized_start=3442
+  _globals['_ANYFEATUREVIEW']._serialized_end=3701
+  _globals['_GETANYFEATUREVIEWREQUEST']._serialized_start=3703
+  _globals['_GETANYFEATUREVIEWREQUEST']._serialized_end=3781
+  _globals['_GETANYFEATUREVIEWRESPONSE']._serialized_start=3783
+  _globals['_GETANYFEATUREVIEWRESPONSE']._serialized_end=3868
+  _globals['_LISTALLFEATUREVIEWSREQUEST']._serialized_start=3871
+  _globals['_LISTALLFEATUREVIEWSREQUEST']._serialized_end=4282
+  _globals['_LISTALLFEATUREVIEWSREQUEST_TAGSENTRY']._serialized_start=1681
+  _globals['_LISTALLFEATUREVIEWSREQUEST_TAGSENTRY']._serialized_end=1724
+  _globals['_LISTALLFEATUREVIEWSRESPONSE']._serialized_start=4285
+  _globals['_LISTALLFEATUREVIEWSRESPONSE']._serialized_end=4425
+  _globals['_GETSTREAMFEATUREVIEWREQUEST']._serialized_start=4427
+  _globals['_GETSTREAMFEATUREVIEWREQUEST']._serialized_end=4508
+  _globals['_LISTSTREAMFEATUREVIEWSREQUEST']._serialized_start=4511
+  _globals['_LISTSTREAMFEATUREVIEWSREQUEST']._serialized_end=4798
+  _globals['_LISTSTREAMFEATUREVIEWSREQUEST_TAGSENTRY']._serialized_start=1681
+  _globals['_LISTSTREAMFEATUREVIEWSREQUEST_TAGSENTRY']._serialized_end=1724
+  _globals['_LISTSTREAMFEATUREVIEWSRESPONSE']._serialized_start=4801
+  _globals['_LISTSTREAMFEATUREVIEWSRESPONSE']._serialized_end=4950
+  _globals['_GETONDEMANDFEATUREVIEWREQUEST']._serialized_start=4952
+  _globals['_GETONDEMANDFEATUREVIEWREQUEST']._serialized_end=5035
+  _globals['_LISTONDEMANDFEATUREVIEWSREQUEST']._serialized_start=5038
+  _globals['_LISTONDEMANDFEATUREVIEWSREQUEST']._serialized_end=5329
+  _globals['_LISTONDEMANDFEATUREVIEWSREQUEST_TAGSENTRY']._serialized_start=1681
+  _globals['_LISTONDEMANDFEATUREVIEWSREQUEST_TAGSENTRY']._serialized_end=1724
+  _globals['_LISTONDEMANDFEATUREVIEWSRESPONSE']._serialized_start=5332
+  _globals['_LISTONDEMANDFEATUREVIEWSRESPONSE']._serialized_end=5488
+  _globals['_GETLABELVIEWREQUEST']._serialized_start=5490
+  _globals['_GETLABELVIEWREQUEST']._serialized_end=5563
+  _globals['_LISTLABELVIEWSREQUEST']._serialized_start=5566
+  _globals['_LISTLABELVIEWSREQUEST']._serialized_end=5837
+  _globals['_LISTLABELVIEWSREQUEST_TAGSENTRY']._serialized_start=1681
+  _globals['_LISTLABELVIEWSREQUEST_TAGSENTRY']._serialized_end=1724
+  _globals['_LISTLABELVIEWSRESPONSE']._serialized_start=5839
+  _globals['_LISTLABELVIEWSRESPONSE']._serialized_end=5963
+  _globals['_APPLYFEATURESERVICEREQUEST']._serialized_start=5965
+  _globals['_APPLYFEATURESERVICEREQUEST']._serialized_end=6079
+  _globals['_GETFEATURESERVICEREQUEST']._serialized_start=6081
+  _globals['_GETFEATURESERVICEREQUEST']._serialized_end=6159
+  _globals['_LISTFEATURESERVICESREQUEST']._serialized_start=6162
+  _globals['_LISTFEATURESERVICESREQUEST']._serialized_end=6465
+  _globals['_LISTFEATURESERVICESREQUEST_TAGSENTRY']._serialized_start=1681
+  _globals['_LISTFEATURESERVICESREQUEST_TAGSENTRY']._serialized_end=1724
+  _globals['_LISTFEATURESERVICESRESPONSE']._serialized_start=6468
+  _globals['_LISTFEATURESERVICESRESPONSE']._serialized_end=6607
+  _globals['_DELETEFEATURESERVICEREQUEST']._serialized_start=6609
+  _globals['_DELETEFEATURESERVICEREQUEST']._serialized_end=6685
+  _globals['_APPLYSAVEDDATASETREQUEST']._serialized_start=6687
+  _globals['_APPLYSAVEDDATASETREQUEST']._serialized_end=6795
+  _globals['_GETSAVEDDATASETREQUEST']._serialized_start=6797
+  _globals['_GETSAVEDDATASETREQUEST']._serialized_end=6873
+  _globals['_LISTSAVEDDATASETSREQUEST']._serialized_start=6876
+  _globals['_LISTSAVEDDATASETSREQUEST']._serialized_end=7192
+  _globals['_LISTSAVEDDATASETSREQUEST_TAGSENTRY']._serialized_start=1681
+  _globals['_LISTSAVEDDATASETSREQUEST_TAGSENTRY']._serialized_end=1724
+  _globals['_LISTSAVEDDATASETSRESPONSE']._serialized_start=7195
+  _globals['_LISTSAVEDDATASETSRESPONSE']._serialized_end=7328
+  _globals['_DELETESAVEDDATASETREQUEST']._serialized_start=7330
+  _globals['_DELETESAVEDDATASETREQUEST']._serialized_end=7404
+  _globals['_CREATEDATASETFROMRETRIEVALREQUEST']._serialized_start=7407
+  _globals['_CREATEDATASETFROMRETRIEVALREQUEST']._serialized_end=7871
+  _globals['_CREATEDATASETFROMRETRIEVALREQUEST_TAGSENTRY']._serialized_start=1681
+  _globals['_CREATEDATASETFROMRETRIEVALREQUEST_TAGSENTRY']._serialized_end=1724
+  _globals['_CREATEDATASETFROMRETRIEVALRESPONSE']._serialized_start=7873
+  _globals['_CREATEDATASETFROMRETRIEVALRESPONSE']._serialized_end=7941
+  _globals['_GETDATASETDATAREQUEST']._serialized_start=7943
+  _globals['_GETDATASETDATAREQUEST']._serialized_end=8012
+  _globals['_TABULARROW']._serialized_start=8014
+  _globals['_TABULARROW']._serialized_end=8042
+  _globals['_GETDATASETDATARESPONSE']._serialized_start=8044
+  _globals['_GETDATASETDATARESPONSE']._serialized_end=8168
+  _globals['_GETDATASETJOBSTATUSREQUEST']._serialized_start=8170
+  _globals['_GETDATASETJOBSTATUSREQUEST']._serialized_end=8214
+  _globals['_GETDATASETJOBSTATUSRESPONSE']._serialized_start=8217
+  _globals['_GETDATASETJOBSTATUSRESPONSE']._serialized_end=8374
+  _globals['_LISTDATASETJOBSREQUEST']._serialized_start=8376
+  _globals['_LISTDATASETJOBSREQUEST']._serialized_end=8440
+  _globals['_LISTDATASETJOBSRESPONSE']._serialized_start=8442
+  _globals['_LISTDATASETJOBSRESPONSE']._serialized_end=8526
+  _globals['_APPLYVALIDATIONREFERENCEREQUEST']._serialized_start=8529
+  _globals['_APPLYVALIDATIONREFERENCEREQUEST']._serialized_end=8658
+  _globals['_GETVALIDATIONREFERENCEREQUEST']._serialized_start=8660
+  _globals['_GETVALIDATIONREFERENCEREQUEST']._serialized_end=8743
+  _globals['_LISTVALIDATIONREFERENCESREQUEST']._serialized_start=8746
+  _globals['_LISTVALIDATIONREFERENCESREQUEST']._serialized_end=9037
+  _globals['_LISTVALIDATIONREFERENCESREQUEST_TAGSENTRY']._serialized_start=1681
+  _globals['_LISTVALIDATIONREFERENCESREQUEST_TAGSENTRY']._serialized_end=1724
+  _globals['_LISTVALIDATIONREFERENCESRESPONSE']._serialized_start=9040
+  _globals['_LISTVALIDATIONREFERENCESRESPONSE']._serialized_end=9194
+  _globals['_DELETEVALIDATIONREFERENCEREQUEST']._serialized_start=9196
+  _globals['_DELETEVALIDATIONREFERENCEREQUEST']._serialized_end=9277
+  _globals['_APPLYPERMISSIONREQUEST']._serialized_start=9279
+  _globals['_APPLYPERMISSIONREQUEST']._serialized_end=9380
+  _globals['_GETPERMISSIONREQUEST']._serialized_start=9382
+  _globals['_GETPERMISSIONREQUEST']._serialized_end=9456
+  _globals['_LISTPERMISSIONSREQUEST']._serialized_start=9459
+  _globals['_LISTPERMISSIONSREQUEST']._serialized_end=9732
+  _globals['_LISTPERMISSIONSREQUEST_TAGSENTRY']._serialized_start=1681
+  _globals['_LISTPERMISSIONSREQUEST_TAGSENTRY']._serialized_end=1724
+  _globals['_LISTPERMISSIONSRESPONSE']._serialized_start=9734
+  _globals['_LISTPERMISSIONSRESPONSE']._serialized_end=9860
+  _globals['_DELETEPERMISSIONREQUEST']._serialized_start=9862
+  _globals['_DELETEPERMISSIONREQUEST']._serialized_end=9934
+  _globals['_APPLYPROJECTREQUEST']._serialized_start=9936
+  _globals['_APPLYPROJECTREQUEST']._serialized_end=10011
+  _globals['_GETPROJECTREQUEST']._serialized_start=10013
+  _globals['_GETPROJECTREQUEST']._serialized_end=10067
+  _globals['_LISTPROJECTSREQUEST']._serialized_start=10070
+  _globals['_LISTPROJECTSREQUEST']._serialized_end=10320
+  _globals['_LISTPROJECTSREQUEST_TAGSENTRY']._serialized_start=1681
+  _globals['_LISTPROJECTSREQUEST_TAGSENTRY']._serialized_end=1724
+  _globals['_LISTPROJECTSRESPONSE']._serialized_start=10322
+  _globals['_LISTPROJECTSRESPONSE']._serialized_end=10439
+  _globals['_DELETEPROJECTREQUEST']._serialized_start=10441
+  _globals['_DELETEPROJECTREQUEST']._serialized_end=10493
+  _globals['_ENTITYREFERENCE']._serialized_start=10495
+  _globals['_ENTITYREFERENCE']._serialized_end=10540
+  _globals['_ENTITYRELATION']._serialized_start=10542
+  _globals['_ENTITYRELATION']._serialized_end=10656
+  _globals['_GETREGISTRYLINEAGEREQUEST']._serialized_start=10659
+  _globals['_GETREGISTRYLINEAGEREQUEST']._serialized_end=10882
+  _globals['_GETREGISTRYLINEAGERESPONSE']._serialized_start=10885
+  _globals['_GETREGISTRYLINEAGERESPONSE']._serialized_end=11181
+  _globals['_GETOBJECTRELATIONSHIPSREQUEST']._serialized_start=11184
+  _globals['_GETOBJECTRELATIONSHIPSREQUEST']._serialized_end=11423
+  _globals['_GETOBJECTRELATIONSHIPSRESPONSE']._serialized_start=11426
+  _globals['_GETOBJECTRELATIONSHIPSRESPONSE']._serialized_end=11569
+  _globals['_FEATURE']._serialized_start=11572
+  _globals['_FEATURE']._serialized_end=11890
+  _globals['_FEATURE_TAGSENTRY']._serialized_start=1681
+  _globals['_FEATURE_TAGSENTRY']._serialized_end=1724
+  _globals['_LISTFEATURESREQUEST']._serialized_start=11893
+  _globals['_LISTFEATURESREQUEST']._serialized_end=12104
+  _globals['_LISTFEATURESRESPONSE']._serialized_start=12106
+  _globals['_LISTFEATURESRESPONSE']._serialized_end=12227
+  _globals['_GETFEATUREREQUEST']._serialized_start=12229
+  _globals['_GETFEATUREREQUEST']._serialized_end=12322
+  _globals['_REGISTRYSERVER']._serialized_start=12325
+  _globals['_REGISTRYSERVER']._serialized_end=17527
 # @@protoc_insertion_point(module_scope)
diff --git a/sdk/python/feast/protos/feast/registry/RegistryServer_pb2.pyi b/sdk/python/feast/protos/feast/registry/RegistryServer_pb2.pyi
index 7dd137bc89e..e76775d0004 100644
--- a/sdk/python/feast/protos/feast/registry/RegistryServer_pb2.pyi
+++ b/sdk/python/feast/protos/feast/registry/RegistryServer_pb2.pyi
@@ -2,2053 +2,2188 @@
 @generated by mypy-protobuf.  Do not edit manually!
 isort:skip_file
 """
-
-from collections import abc as _abc
-from feast.core import DataSource_pb2 as _DataSource_pb2
-from feast.core import Entity_pb2 as _Entity_pb2
-from feast.core import FeatureService_pb2 as _FeatureService_pb2
-from feast.core import FeatureView_pb2 as _FeatureView_pb2
-from feast.core import InfraObject_pb2 as _InfraObject_pb2
-from feast.core import OnDemandFeatureView_pb2 as _OnDemandFeatureView_pb2
-from feast.core import Permission_pb2 as _Permission_pb2
-from feast.core import Project_pb2 as _Project_pb2
-from feast.core import Registry_pb2 as _Registry_pb2
-from feast.core import SavedDataset_pb2 as _SavedDataset_pb2
-from feast.core import StreamFeatureView_pb2 as _StreamFeatureView_pb2
-from feast.core import ValidationProfile_pb2 as _ValidationProfile_pb2
-from google.protobuf import descriptor as _descriptor
-from google.protobuf import message as _message
-from google.protobuf import timestamp_pb2 as _timestamp_pb2
-from google.protobuf.internal import containers as _containers
-import builtins as _builtins
+import builtins
+import collections.abc
+import feast.core.DataSource_pb2
+import feast.core.Entity_pb2
+import feast.core.FeatureService_pb2
+import feast.core.FeatureView_pb2
+import feast.core.InfraObject_pb2
+import feast.core.LabelView_pb2
+import feast.core.OnDemandFeatureView_pb2
+import feast.core.Permission_pb2
+import feast.core.Project_pb2
+import feast.core.Registry_pb2
+import feast.core.SavedDataset_pb2
+import feast.core.StreamFeatureView_pb2
+import feast.core.ValidationProfile_pb2
+import google.protobuf.descriptor
+import google.protobuf.internal.containers
+import google.protobuf.message
+import google.protobuf.timestamp_pb2
 import sys
-import typing as _typing
 
-if sys.version_info >= (3, 10):
-    from typing import TypeAlias as _TypeAlias
+if sys.version_info >= (3, 8):
+    import typing as typing_extensions
 else:
-    from typing_extensions import TypeAlias as _TypeAlias
+    import typing_extensions
 
-DESCRIPTOR: _descriptor.FileDescriptor
+DESCRIPTOR: google.protobuf.descriptor.FileDescriptor
 
-@_typing.final
-class PaginationParams(_message.Message):
+class PaginationParams(google.protobuf.message.Message):
     """Common pagination and sorting messages"""
 
-    DESCRIPTOR: _descriptor.Descriptor
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    PAGE_FIELD_NUMBER: _builtins.int
-    LIMIT_FIELD_NUMBER: _builtins.int
-    page: _builtins.int
+    PAGE_FIELD_NUMBER: builtins.int
+    LIMIT_FIELD_NUMBER: builtins.int
+    page: builtins.int
     """1-based page number"""
-    limit: _builtins.int
+    limit: builtins.int
     """Number of items per page"""
     def __init__(
         self,
         *,
-        page: _builtins.int = ...,
-        limit: _builtins.int = ...,
+        page: builtins.int = ...,
+        limit: builtins.int = ...,
     ) -> None: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["limit", b"limit", "page", b"page"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["limit", b"limit", "page", b"page"]) -> None: ...
 
-Global___PaginationParams: _TypeAlias = PaginationParams  # noqa: Y015
+global___PaginationParams = PaginationParams
 
-@_typing.final
-class SortingParams(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class SortingParams(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    SORT_BY_FIELD_NUMBER: _builtins.int
-    SORT_ORDER_FIELD_NUMBER: _builtins.int
-    sort_by: _builtins.str
+    SORT_BY_FIELD_NUMBER: builtins.int
+    SORT_ORDER_FIELD_NUMBER: builtins.int
+    sort_by: builtins.str
     """Field to sort by (supports dot notation)"""
-    sort_order: _builtins.str
+    sort_order: builtins.str
     """"asc" or "desc" """
     def __init__(
         self,
         *,
-        sort_by: _builtins.str = ...,
-        sort_order: _builtins.str = ...,
+        sort_by: builtins.str = ...,
+        sort_order: builtins.str = ...,
     ) -> None: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["sort_by", b"sort_by", "sort_order", b"sort_order"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["sort_by", b"sort_by", "sort_order", b"sort_order"]) -> None: ...
 
-Global___SortingParams: _TypeAlias = SortingParams  # noqa: Y015
+global___SortingParams = SortingParams
 
-@_typing.final
-class PaginationMetadata(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class PaginationMetadata(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    PAGE_FIELD_NUMBER: _builtins.int
-    LIMIT_FIELD_NUMBER: _builtins.int
-    TOTAL_COUNT_FIELD_NUMBER: _builtins.int
-    TOTAL_PAGES_FIELD_NUMBER: _builtins.int
-    HAS_NEXT_FIELD_NUMBER: _builtins.int
-    HAS_PREVIOUS_FIELD_NUMBER: _builtins.int
-    page: _builtins.int
-    limit: _builtins.int
-    total_count: _builtins.int
-    total_pages: _builtins.int
-    has_next: _builtins.bool
-    has_previous: _builtins.bool
+    PAGE_FIELD_NUMBER: builtins.int
+    LIMIT_FIELD_NUMBER: builtins.int
+    TOTAL_COUNT_FIELD_NUMBER: builtins.int
+    TOTAL_PAGES_FIELD_NUMBER: builtins.int
+    HAS_NEXT_FIELD_NUMBER: builtins.int
+    HAS_PREVIOUS_FIELD_NUMBER: builtins.int
+    page: builtins.int
+    limit: builtins.int
+    total_count: builtins.int
+    total_pages: builtins.int
+    has_next: builtins.bool
+    has_previous: builtins.bool
     def __init__(
         self,
         *,
-        page: _builtins.int = ...,
-        limit: _builtins.int = ...,
-        total_count: _builtins.int = ...,
-        total_pages: _builtins.int = ...,
-        has_next: _builtins.bool = ...,
-        has_previous: _builtins.bool = ...,
+        page: builtins.int = ...,
+        limit: builtins.int = ...,
+        total_count: builtins.int = ...,
+        total_pages: builtins.int = ...,
+        has_next: builtins.bool = ...,
+        has_previous: builtins.bool = ...,
     ) -> None: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["has_next", b"has_next", "has_previous", b"has_previous", "limit", b"limit", "page", b"page", "total_count", b"total_count", "total_pages", b"total_pages"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["has_next", b"has_next", "has_previous", b"has_previous", "limit", b"limit", "page", b"page", "total_count", b"total_count", "total_pages", b"total_pages"]) -> None: ...
 
-Global___PaginationMetadata: _TypeAlias = PaginationMetadata  # noqa: Y015
+global___PaginationMetadata = PaginationMetadata
 
-@_typing.final
-class RefreshRequest(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class RefreshRequest(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    PROJECT_FIELD_NUMBER: _builtins.int
-    project: _builtins.str
+    PROJECT_FIELD_NUMBER: builtins.int
+    project: builtins.str
     def __init__(
         self,
         *,
-        project: _builtins.str = ...,
+        project: builtins.str = ...,
     ) -> None: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["project", b"project"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["project", b"project"]) -> None: ...
 
-Global___RefreshRequest: _TypeAlias = RefreshRequest  # noqa: Y015
+global___RefreshRequest = RefreshRequest
 
-@_typing.final
-class UpdateInfraRequest(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class UpdateInfraRequest(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    INFRA_FIELD_NUMBER: _builtins.int
-    PROJECT_FIELD_NUMBER: _builtins.int
-    COMMIT_FIELD_NUMBER: _builtins.int
-    project: _builtins.str
-    commit: _builtins.bool
-    @_builtins.property
-    def infra(self) -> _InfraObject_pb2.Infra: ...
+    INFRA_FIELD_NUMBER: builtins.int
+    PROJECT_FIELD_NUMBER: builtins.int
+    COMMIT_FIELD_NUMBER: builtins.int
+    @property
+    def infra(self) -> feast.core.InfraObject_pb2.Infra: ...
+    project: builtins.str
+    commit: builtins.bool
     def __init__(
         self,
         *,
-        infra: _InfraObject_pb2.Infra | None = ...,
-        project: _builtins.str = ...,
-        commit: _builtins.bool = ...,
+        infra: feast.core.InfraObject_pb2.Infra | None = ...,
+        project: builtins.str = ...,
+        commit: builtins.bool = ...,
     ) -> None: ...
-    _HasFieldArgType: _TypeAlias = _typing.Literal["infra", b"infra"]  # noqa: Y015
-    def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["commit", b"commit", "infra", b"infra", "project", b"project"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def HasField(self, field_name: typing_extensions.Literal["infra", b"infra"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["commit", b"commit", "infra", b"infra", "project", b"project"]) -> None: ...
 
-Global___UpdateInfraRequest: _TypeAlias = UpdateInfraRequest  # noqa: Y015
+global___UpdateInfraRequest = UpdateInfraRequest
 
-@_typing.final
-class GetInfraRequest(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class GetInfraRequest(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    PROJECT_FIELD_NUMBER: _builtins.int
-    ALLOW_CACHE_FIELD_NUMBER: _builtins.int
-    project: _builtins.str
-    allow_cache: _builtins.bool
+    PROJECT_FIELD_NUMBER: builtins.int
+    ALLOW_CACHE_FIELD_NUMBER: builtins.int
+    project: builtins.str
+    allow_cache: builtins.bool
     def __init__(
         self,
         *,
-        project: _builtins.str = ...,
-        allow_cache: _builtins.bool = ...,
+        project: builtins.str = ...,
+        allow_cache: builtins.bool = ...,
     ) -> None: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["allow_cache", b"allow_cache", "project", b"project"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["allow_cache", b"allow_cache", "project", b"project"]) -> None: ...
 
-Global___GetInfraRequest: _TypeAlias = GetInfraRequest  # noqa: Y015
+global___GetInfraRequest = GetInfraRequest
 
-@_typing.final
-class ListProjectMetadataRequest(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class ListProjectMetadataRequest(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    PROJECT_FIELD_NUMBER: _builtins.int
-    ALLOW_CACHE_FIELD_NUMBER: _builtins.int
-    project: _builtins.str
-    allow_cache: _builtins.bool
+    PROJECT_FIELD_NUMBER: builtins.int
+    ALLOW_CACHE_FIELD_NUMBER: builtins.int
+    project: builtins.str
+    allow_cache: builtins.bool
     def __init__(
         self,
         *,
-        project: _builtins.str = ...,
-        allow_cache: _builtins.bool = ...,
+        project: builtins.str = ...,
+        allow_cache: builtins.bool = ...,
     ) -> None: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["allow_cache", b"allow_cache", "project", b"project"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["allow_cache", b"allow_cache", "project", b"project"]) -> None: ...
 
-Global___ListProjectMetadataRequest: _TypeAlias = ListProjectMetadataRequest  # noqa: Y015
+global___ListProjectMetadataRequest = ListProjectMetadataRequest
 
-@_typing.final
-class ListProjectMetadataResponse(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class ListProjectMetadataResponse(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    PROJECT_METADATA_FIELD_NUMBER: _builtins.int
-    @_builtins.property
-    def project_metadata(self) -> _containers.RepeatedCompositeFieldContainer[_Registry_pb2.ProjectMetadata]: ...
+    PROJECT_METADATA_FIELD_NUMBER: builtins.int
+    @property
+    def project_metadata(self) -> google.protobuf.internal.containers.RepeatedCompositeFieldContainer[feast.core.Registry_pb2.ProjectMetadata]: ...
     def __init__(
         self,
         *,
-        project_metadata: _abc.Iterable[_Registry_pb2.ProjectMetadata] | None = ...,
+        project_metadata: collections.abc.Iterable[feast.core.Registry_pb2.ProjectMetadata] | None = ...,
     ) -> None: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["project_metadata", b"project_metadata"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["project_metadata", b"project_metadata"]) -> None: ...
 
-Global___ListProjectMetadataResponse: _TypeAlias = ListProjectMetadataResponse  # noqa: Y015
+global___ListProjectMetadataResponse = ListProjectMetadataResponse
 
-@_typing.final
-class ApplyMaterializationRequest(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class ApplyMaterializationRequest(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    FEATURE_VIEW_FIELD_NUMBER: _builtins.int
-    PROJECT_FIELD_NUMBER: _builtins.int
-    START_DATE_FIELD_NUMBER: _builtins.int
-    END_DATE_FIELD_NUMBER: _builtins.int
-    COMMIT_FIELD_NUMBER: _builtins.int
-    project: _builtins.str
-    commit: _builtins.bool
-    @_builtins.property
-    def feature_view(self) -> _FeatureView_pb2.FeatureView: ...
-    @_builtins.property
-    def start_date(self) -> _timestamp_pb2.Timestamp: ...
-    @_builtins.property
-    def end_date(self) -> _timestamp_pb2.Timestamp: ...
+    FEATURE_VIEW_FIELD_NUMBER: builtins.int
+    PROJECT_FIELD_NUMBER: builtins.int
+    START_DATE_FIELD_NUMBER: builtins.int
+    END_DATE_FIELD_NUMBER: builtins.int
+    COMMIT_FIELD_NUMBER: builtins.int
+    @property
+    def feature_view(self) -> feast.core.FeatureView_pb2.FeatureView: ...
+    project: builtins.str
+    @property
+    def start_date(self) -> google.protobuf.timestamp_pb2.Timestamp: ...
+    @property
+    def end_date(self) -> google.protobuf.timestamp_pb2.Timestamp: ...
+    commit: builtins.bool
     def __init__(
         self,
         *,
-        feature_view: _FeatureView_pb2.FeatureView | None = ...,
-        project: _builtins.str = ...,
-        start_date: _timestamp_pb2.Timestamp | None = ...,
-        end_date: _timestamp_pb2.Timestamp | None = ...,
-        commit: _builtins.bool = ...,
+        feature_view: feast.core.FeatureView_pb2.FeatureView | None = ...,
+        project: builtins.str = ...,
+        start_date: google.protobuf.timestamp_pb2.Timestamp | None = ...,
+        end_date: google.protobuf.timestamp_pb2.Timestamp | None = ...,
+        commit: builtins.bool = ...,
     ) -> None: ...
-    _HasFieldArgType: _TypeAlias = _typing.Literal["end_date", b"end_date", "feature_view", b"feature_view", "start_date", b"start_date"]  # noqa: Y015
-    def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["commit", b"commit", "end_date", b"end_date", "feature_view", b"feature_view", "project", b"project", "start_date", b"start_date"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def HasField(self, field_name: typing_extensions.Literal["end_date", b"end_date", "feature_view", b"feature_view", "start_date", b"start_date"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["commit", b"commit", "end_date", b"end_date", "feature_view", b"feature_view", "project", b"project", "start_date", b"start_date"]) -> None: ...
 
-Global___ApplyMaterializationRequest: _TypeAlias = ApplyMaterializationRequest  # noqa: Y015
+global___ApplyMaterializationRequest = ApplyMaterializationRequest
 
-@_typing.final
-class ApplyEntityRequest(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class ApplyEntityRequest(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    ENTITY_FIELD_NUMBER: _builtins.int
-    PROJECT_FIELD_NUMBER: _builtins.int
-    COMMIT_FIELD_NUMBER: _builtins.int
-    project: _builtins.str
-    commit: _builtins.bool
-    @_builtins.property
-    def entity(self) -> _Entity_pb2.Entity: ...
+    ENTITY_FIELD_NUMBER: builtins.int
+    PROJECT_FIELD_NUMBER: builtins.int
+    COMMIT_FIELD_NUMBER: builtins.int
+    @property
+    def entity(self) -> feast.core.Entity_pb2.Entity: ...
+    project: builtins.str
+    commit: builtins.bool
     def __init__(
         self,
         *,
-        entity: _Entity_pb2.Entity | None = ...,
-        project: _builtins.str = ...,
-        commit: _builtins.bool = ...,
+        entity: feast.core.Entity_pb2.Entity | None = ...,
+        project: builtins.str = ...,
+        commit: builtins.bool = ...,
     ) -> None: ...
-    _HasFieldArgType: _TypeAlias = _typing.Literal["entity", b"entity"]  # noqa: Y015
-    def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["commit", b"commit", "entity", b"entity", "project", b"project"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def HasField(self, field_name: typing_extensions.Literal["entity", b"entity"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["commit", b"commit", "entity", b"entity", "project", b"project"]) -> None: ...
 
-Global___ApplyEntityRequest: _TypeAlias = ApplyEntityRequest  # noqa: Y015
+global___ApplyEntityRequest = ApplyEntityRequest
 
-@_typing.final
-class GetEntityRequest(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class GetEntityRequest(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    NAME_FIELD_NUMBER: _builtins.int
-    PROJECT_FIELD_NUMBER: _builtins.int
-    ALLOW_CACHE_FIELD_NUMBER: _builtins.int
-    name: _builtins.str
-    project: _builtins.str
-    allow_cache: _builtins.bool
+    NAME_FIELD_NUMBER: builtins.int
+    PROJECT_FIELD_NUMBER: builtins.int
+    ALLOW_CACHE_FIELD_NUMBER: builtins.int
+    name: builtins.str
+    project: builtins.str
+    allow_cache: builtins.bool
     def __init__(
         self,
         *,
-        name: _builtins.str = ...,
-        project: _builtins.str = ...,
-        allow_cache: _builtins.bool = ...,
+        name: builtins.str = ...,
+        project: builtins.str = ...,
+        allow_cache: builtins.bool = ...,
     ) -> None: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["allow_cache", b"allow_cache", "name", b"name", "project", b"project"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["allow_cache", b"allow_cache", "name", b"name", "project", b"project"]) -> None: ...
 
-Global___GetEntityRequest: _TypeAlias = GetEntityRequest  # noqa: Y015
+global___GetEntityRequest = GetEntityRequest
 
-@_typing.final
-class ListEntitiesRequest(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class ListEntitiesRequest(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    @_typing.final
-    class TagsEntry(_message.Message):
-        DESCRIPTOR: _descriptor.Descriptor
+    class TagsEntry(google.protobuf.message.Message):
+        DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-        KEY_FIELD_NUMBER: _builtins.int
-        VALUE_FIELD_NUMBER: _builtins.int
-        key: _builtins.str
-        value: _builtins.str
+        KEY_FIELD_NUMBER: builtins.int
+        VALUE_FIELD_NUMBER: builtins.int
+        key: builtins.str
+        value: builtins.str
         def __init__(
             self,
             *,
-            key: _builtins.str = ...,
-            value: _builtins.str = ...,
+            key: builtins.str = ...,
+            value: builtins.str = ...,
         ) -> None: ...
-        _ClearFieldArgType: _TypeAlias = _typing.Literal["key", b"key", "value", b"value"]  # noqa: Y015
-        def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+        def ClearField(self, field_name: typing_extensions.Literal["key", b"key", "value", b"value"]) -> None: ...
 
-    PROJECT_FIELD_NUMBER: _builtins.int
-    ALLOW_CACHE_FIELD_NUMBER: _builtins.int
-    TAGS_FIELD_NUMBER: _builtins.int
-    PAGINATION_FIELD_NUMBER: _builtins.int
-    SORTING_FIELD_NUMBER: _builtins.int
-    project: _builtins.str
-    allow_cache: _builtins.bool
-    @_builtins.property
-    def tags(self) -> _containers.ScalarMap[_builtins.str, _builtins.str]: ...
-    @_builtins.property
-    def pagination(self) -> Global___PaginationParams: ...
-    @_builtins.property
-    def sorting(self) -> Global___SortingParams: ...
+    PROJECT_FIELD_NUMBER: builtins.int
+    ALLOW_CACHE_FIELD_NUMBER: builtins.int
+    TAGS_FIELD_NUMBER: builtins.int
+    PAGINATION_FIELD_NUMBER: builtins.int
+    SORTING_FIELD_NUMBER: builtins.int
+    project: builtins.str
+    allow_cache: builtins.bool
+    @property
+    def tags(self) -> google.protobuf.internal.containers.ScalarMap[builtins.str, builtins.str]: ...
+    @property
+    def pagination(self) -> global___PaginationParams: ...
+    @property
+    def sorting(self) -> global___SortingParams: ...
     def __init__(
         self,
         *,
-        project: _builtins.str = ...,
-        allow_cache: _builtins.bool = ...,
-        tags: _abc.Mapping[_builtins.str, _builtins.str] | None = ...,
-        pagination: Global___PaginationParams | None = ...,
-        sorting: Global___SortingParams | None = ...,
+        project: builtins.str = ...,
+        allow_cache: builtins.bool = ...,
+        tags: collections.abc.Mapping[builtins.str, builtins.str] | None = ...,
+        pagination: global___PaginationParams | None = ...,
+        sorting: global___SortingParams | None = ...,
     ) -> None: ...
-    _HasFieldArgType: _TypeAlias = _typing.Literal["pagination", b"pagination", "sorting", b"sorting"]  # noqa: Y015
-    def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["allow_cache", b"allow_cache", "pagination", b"pagination", "project", b"project", "sorting", b"sorting", "tags", b"tags"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def HasField(self, field_name: typing_extensions.Literal["pagination", b"pagination", "sorting", b"sorting"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["allow_cache", b"allow_cache", "pagination", b"pagination", "project", b"project", "sorting", b"sorting", "tags", b"tags"]) -> None: ...
 
-Global___ListEntitiesRequest: _TypeAlias = ListEntitiesRequest  # noqa: Y015
+global___ListEntitiesRequest = ListEntitiesRequest
 
-@_typing.final
-class ListEntitiesResponse(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class ListEntitiesResponse(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    ENTITIES_FIELD_NUMBER: _builtins.int
-    PAGINATION_FIELD_NUMBER: _builtins.int
-    @_builtins.property
-    def entities(self) -> _containers.RepeatedCompositeFieldContainer[_Entity_pb2.Entity]: ...
-    @_builtins.property
-    def pagination(self) -> Global___PaginationMetadata: ...
+    ENTITIES_FIELD_NUMBER: builtins.int
+    PAGINATION_FIELD_NUMBER: builtins.int
+    @property
+    def entities(self) -> google.protobuf.internal.containers.RepeatedCompositeFieldContainer[feast.core.Entity_pb2.Entity]: ...
+    @property
+    def pagination(self) -> global___PaginationMetadata: ...
     def __init__(
         self,
         *,
-        entities: _abc.Iterable[_Entity_pb2.Entity] | None = ...,
-        pagination: Global___PaginationMetadata | None = ...,
+        entities: collections.abc.Iterable[feast.core.Entity_pb2.Entity] | None = ...,
+        pagination: global___PaginationMetadata | None = ...,
     ) -> None: ...
-    _HasFieldArgType: _TypeAlias = _typing.Literal["pagination", b"pagination"]  # noqa: Y015
-    def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["entities", b"entities", "pagination", b"pagination"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def HasField(self, field_name: typing_extensions.Literal["pagination", b"pagination"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["entities", b"entities", "pagination", b"pagination"]) -> None: ...
 
-Global___ListEntitiesResponse: _TypeAlias = ListEntitiesResponse  # noqa: Y015
+global___ListEntitiesResponse = ListEntitiesResponse
 
-@_typing.final
-class DeleteEntityRequest(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class DeleteEntityRequest(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    NAME_FIELD_NUMBER: _builtins.int
-    PROJECT_FIELD_NUMBER: _builtins.int
-    COMMIT_FIELD_NUMBER: _builtins.int
-    name: _builtins.str
-    project: _builtins.str
-    commit: _builtins.bool
+    NAME_FIELD_NUMBER: builtins.int
+    PROJECT_FIELD_NUMBER: builtins.int
+    COMMIT_FIELD_NUMBER: builtins.int
+    name: builtins.str
+    project: builtins.str
+    commit: builtins.bool
     def __init__(
         self,
         *,
-        name: _builtins.str = ...,
-        project: _builtins.str = ...,
-        commit: _builtins.bool = ...,
+        name: builtins.str = ...,
+        project: builtins.str = ...,
+        commit: builtins.bool = ...,
     ) -> None: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["commit", b"commit", "name", b"name", "project", b"project"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["commit", b"commit", "name", b"name", "project", b"project"]) -> None: ...
 
-Global___DeleteEntityRequest: _TypeAlias = DeleteEntityRequest  # noqa: Y015
+global___DeleteEntityRequest = DeleteEntityRequest
 
-@_typing.final
-class ApplyDataSourceRequest(_message.Message):
+class ApplyDataSourceRequest(google.protobuf.message.Message):
     """DataSources"""
 
-    DESCRIPTOR: _descriptor.Descriptor
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    DATA_SOURCE_FIELD_NUMBER: _builtins.int
-    PROJECT_FIELD_NUMBER: _builtins.int
-    COMMIT_FIELD_NUMBER: _builtins.int
-    project: _builtins.str
-    commit: _builtins.bool
-    @_builtins.property
-    def data_source(self) -> _DataSource_pb2.DataSource: ...
+    DATA_SOURCE_FIELD_NUMBER: builtins.int
+    PROJECT_FIELD_NUMBER: builtins.int
+    COMMIT_FIELD_NUMBER: builtins.int
+    @property
+    def data_source(self) -> feast.core.DataSource_pb2.DataSource: ...
+    project: builtins.str
+    commit: builtins.bool
     def __init__(
         self,
         *,
-        data_source: _DataSource_pb2.DataSource | None = ...,
-        project: _builtins.str = ...,
-        commit: _builtins.bool = ...,
+        data_source: feast.core.DataSource_pb2.DataSource | None = ...,
+        project: builtins.str = ...,
+        commit: builtins.bool = ...,
     ) -> None: ...
-    _HasFieldArgType: _TypeAlias = _typing.Literal["data_source", b"data_source"]  # noqa: Y015
-    def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["commit", b"commit", "data_source", b"data_source", "project", b"project"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def HasField(self, field_name: typing_extensions.Literal["data_source", b"data_source"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["commit", b"commit", "data_source", b"data_source", "project", b"project"]) -> None: ...
 
-Global___ApplyDataSourceRequest: _TypeAlias = ApplyDataSourceRequest  # noqa: Y015
+global___ApplyDataSourceRequest = ApplyDataSourceRequest
 
-@_typing.final
-class GetDataSourceRequest(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class GetDataSourceRequest(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    NAME_FIELD_NUMBER: _builtins.int
-    PROJECT_FIELD_NUMBER: _builtins.int
-    ALLOW_CACHE_FIELD_NUMBER: _builtins.int
-    name: _builtins.str
-    project: _builtins.str
-    allow_cache: _builtins.bool
+    NAME_FIELD_NUMBER: builtins.int
+    PROJECT_FIELD_NUMBER: builtins.int
+    ALLOW_CACHE_FIELD_NUMBER: builtins.int
+    name: builtins.str
+    project: builtins.str
+    allow_cache: builtins.bool
     def __init__(
         self,
         *,
-        name: _builtins.str = ...,
-        project: _builtins.str = ...,
-        allow_cache: _builtins.bool = ...,
+        name: builtins.str = ...,
+        project: builtins.str = ...,
+        allow_cache: builtins.bool = ...,
     ) -> None: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["allow_cache", b"allow_cache", "name", b"name", "project", b"project"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["allow_cache", b"allow_cache", "name", b"name", "project", b"project"]) -> None: ...
 
-Global___GetDataSourceRequest: _TypeAlias = GetDataSourceRequest  # noqa: Y015
+global___GetDataSourceRequest = GetDataSourceRequest
 
-@_typing.final
-class ListDataSourcesRequest(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class ListDataSourcesRequest(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    @_typing.final
-    class TagsEntry(_message.Message):
-        DESCRIPTOR: _descriptor.Descriptor
+    class TagsEntry(google.protobuf.message.Message):
+        DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-        KEY_FIELD_NUMBER: _builtins.int
-        VALUE_FIELD_NUMBER: _builtins.int
-        key: _builtins.str
-        value: _builtins.str
+        KEY_FIELD_NUMBER: builtins.int
+        VALUE_FIELD_NUMBER: builtins.int
+        key: builtins.str
+        value: builtins.str
         def __init__(
             self,
             *,
-            key: _builtins.str = ...,
-            value: _builtins.str = ...,
+            key: builtins.str = ...,
+            value: builtins.str = ...,
         ) -> None: ...
-        _ClearFieldArgType: _TypeAlias = _typing.Literal["key", b"key", "value", b"value"]  # noqa: Y015
-        def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+        def ClearField(self, field_name: typing_extensions.Literal["key", b"key", "value", b"value"]) -> None: ...
 
-    PROJECT_FIELD_NUMBER: _builtins.int
-    ALLOW_CACHE_FIELD_NUMBER: _builtins.int
-    TAGS_FIELD_NUMBER: _builtins.int
-    PAGINATION_FIELD_NUMBER: _builtins.int
-    SORTING_FIELD_NUMBER: _builtins.int
-    project: _builtins.str
-    allow_cache: _builtins.bool
-    @_builtins.property
-    def tags(self) -> _containers.ScalarMap[_builtins.str, _builtins.str]: ...
-    @_builtins.property
-    def pagination(self) -> Global___PaginationParams: ...
-    @_builtins.property
-    def sorting(self) -> Global___SortingParams: ...
+    PROJECT_FIELD_NUMBER: builtins.int
+    ALLOW_CACHE_FIELD_NUMBER: builtins.int
+    TAGS_FIELD_NUMBER: builtins.int
+    PAGINATION_FIELD_NUMBER: builtins.int
+    SORTING_FIELD_NUMBER: builtins.int
+    project: builtins.str
+    allow_cache: builtins.bool
+    @property
+    def tags(self) -> google.protobuf.internal.containers.ScalarMap[builtins.str, builtins.str]: ...
+    @property
+    def pagination(self) -> global___PaginationParams: ...
+    @property
+    def sorting(self) -> global___SortingParams: ...
     def __init__(
         self,
         *,
-        project: _builtins.str = ...,
-        allow_cache: _builtins.bool = ...,
-        tags: _abc.Mapping[_builtins.str, _builtins.str] | None = ...,
-        pagination: Global___PaginationParams | None = ...,
-        sorting: Global___SortingParams | None = ...,
+        project: builtins.str = ...,
+        allow_cache: builtins.bool = ...,
+        tags: collections.abc.Mapping[builtins.str, builtins.str] | None = ...,
+        pagination: global___PaginationParams | None = ...,
+        sorting: global___SortingParams | None = ...,
     ) -> None: ...
-    _HasFieldArgType: _TypeAlias = _typing.Literal["pagination", b"pagination", "sorting", b"sorting"]  # noqa: Y015
-    def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["allow_cache", b"allow_cache", "pagination", b"pagination", "project", b"project", "sorting", b"sorting", "tags", b"tags"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def HasField(self, field_name: typing_extensions.Literal["pagination", b"pagination", "sorting", b"sorting"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["allow_cache", b"allow_cache", "pagination", b"pagination", "project", b"project", "sorting", b"sorting", "tags", b"tags"]) -> None: ...
 
-Global___ListDataSourcesRequest: _TypeAlias = ListDataSourcesRequest  # noqa: Y015
+global___ListDataSourcesRequest = ListDataSourcesRequest
 
-@_typing.final
-class ListDataSourcesResponse(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class ListDataSourcesResponse(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    DATA_SOURCES_FIELD_NUMBER: _builtins.int
-    PAGINATION_FIELD_NUMBER: _builtins.int
-    @_builtins.property
-    def data_sources(self) -> _containers.RepeatedCompositeFieldContainer[_DataSource_pb2.DataSource]: ...
-    @_builtins.property
-    def pagination(self) -> Global___PaginationMetadata: ...
+    DATA_SOURCES_FIELD_NUMBER: builtins.int
+    PAGINATION_FIELD_NUMBER: builtins.int
+    @property
+    def data_sources(self) -> google.protobuf.internal.containers.RepeatedCompositeFieldContainer[feast.core.DataSource_pb2.DataSource]: ...
+    @property
+    def pagination(self) -> global___PaginationMetadata: ...
     def __init__(
         self,
         *,
-        data_sources: _abc.Iterable[_DataSource_pb2.DataSource] | None = ...,
-        pagination: Global___PaginationMetadata | None = ...,
+        data_sources: collections.abc.Iterable[feast.core.DataSource_pb2.DataSource] | None = ...,
+        pagination: global___PaginationMetadata | None = ...,
     ) -> None: ...
-    _HasFieldArgType: _TypeAlias = _typing.Literal["pagination", b"pagination"]  # noqa: Y015
-    def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["data_sources", b"data_sources", "pagination", b"pagination"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def HasField(self, field_name: typing_extensions.Literal["pagination", b"pagination"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["data_sources", b"data_sources", "pagination", b"pagination"]) -> None: ...
 
-Global___ListDataSourcesResponse: _TypeAlias = ListDataSourcesResponse  # noqa: Y015
+global___ListDataSourcesResponse = ListDataSourcesResponse
 
-@_typing.final
-class DeleteDataSourceRequest(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class DeleteDataSourceRequest(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    NAME_FIELD_NUMBER: _builtins.int
-    PROJECT_FIELD_NUMBER: _builtins.int
-    COMMIT_FIELD_NUMBER: _builtins.int
-    name: _builtins.str
-    project: _builtins.str
-    commit: _builtins.bool
+    NAME_FIELD_NUMBER: builtins.int
+    PROJECT_FIELD_NUMBER: builtins.int
+    COMMIT_FIELD_NUMBER: builtins.int
+    name: builtins.str
+    project: builtins.str
+    commit: builtins.bool
     def __init__(
         self,
         *,
-        name: _builtins.str = ...,
-        project: _builtins.str = ...,
-        commit: _builtins.bool = ...,
+        name: builtins.str = ...,
+        project: builtins.str = ...,
+        commit: builtins.bool = ...,
     ) -> None: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["commit", b"commit", "name", b"name", "project", b"project"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["commit", b"commit", "name", b"name", "project", b"project"]) -> None: ...
 
-Global___DeleteDataSourceRequest: _TypeAlias = DeleteDataSourceRequest  # noqa: Y015
+global___DeleteDataSourceRequest = DeleteDataSourceRequest
 
-@_typing.final
-class ApplyFeatureViewRequest(_message.Message):
+class ApplyFeatureViewRequest(google.protobuf.message.Message):
     """FeatureViews"""
 
-    DESCRIPTOR: _descriptor.Descriptor
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    FEATURE_VIEW_FIELD_NUMBER: _builtins.int
-    ON_DEMAND_FEATURE_VIEW_FIELD_NUMBER: _builtins.int
-    STREAM_FEATURE_VIEW_FIELD_NUMBER: _builtins.int
-    PROJECT_FIELD_NUMBER: _builtins.int
-    COMMIT_FIELD_NUMBER: _builtins.int
-    project: _builtins.str
-    commit: _builtins.bool
-    @_builtins.property
-    def feature_view(self) -> _FeatureView_pb2.FeatureView: ...
-    @_builtins.property
-    def on_demand_feature_view(self) -> _OnDemandFeatureView_pb2.OnDemandFeatureView: ...
-    @_builtins.property
-    def stream_feature_view(self) -> _StreamFeatureView_pb2.StreamFeatureView: ...
+    FEATURE_VIEW_FIELD_NUMBER: builtins.int
+    ON_DEMAND_FEATURE_VIEW_FIELD_NUMBER: builtins.int
+    STREAM_FEATURE_VIEW_FIELD_NUMBER: builtins.int
+    LABEL_VIEW_FIELD_NUMBER: builtins.int
+    PROJECT_FIELD_NUMBER: builtins.int
+    COMMIT_FIELD_NUMBER: builtins.int
+    @property
+    def feature_view(self) -> feast.core.FeatureView_pb2.FeatureView: ...
+    @property
+    def on_demand_feature_view(self) -> feast.core.OnDemandFeatureView_pb2.OnDemandFeatureView: ...
+    @property
+    def stream_feature_view(self) -> feast.core.StreamFeatureView_pb2.StreamFeatureView: ...
+    @property
+    def label_view(self) -> feast.core.LabelView_pb2.LabelView: ...
+    project: builtins.str
+    commit: builtins.bool
     def __init__(
         self,
         *,
-        feature_view: _FeatureView_pb2.FeatureView | None = ...,
-        on_demand_feature_view: _OnDemandFeatureView_pb2.OnDemandFeatureView | None = ...,
-        stream_feature_view: _StreamFeatureView_pb2.StreamFeatureView | None = ...,
-        project: _builtins.str = ...,
-        commit: _builtins.bool = ...,
+        feature_view: feast.core.FeatureView_pb2.FeatureView | None = ...,
+        on_demand_feature_view: feast.core.OnDemandFeatureView_pb2.OnDemandFeatureView | None = ...,
+        stream_feature_view: feast.core.StreamFeatureView_pb2.StreamFeatureView | None = ...,
+        label_view: feast.core.LabelView_pb2.LabelView | None = ...,
+        project: builtins.str = ...,
+        commit: builtins.bool = ...,
     ) -> None: ...
-    _HasFieldArgType: _TypeAlias = _typing.Literal["base_feature_view", b"base_feature_view", "feature_view", b"feature_view", "on_demand_feature_view", b"on_demand_feature_view", "stream_feature_view", b"stream_feature_view"]  # noqa: Y015
-    def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["base_feature_view", b"base_feature_view", "commit", b"commit", "feature_view", b"feature_view", "on_demand_feature_view", b"on_demand_feature_view", "project", b"project", "stream_feature_view", b"stream_feature_view"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
-    _WhichOneofReturnType_base_feature_view: _TypeAlias = _typing.Literal["feature_view", "on_demand_feature_view", "stream_feature_view"]  # noqa: Y015
-    _WhichOneofArgType_base_feature_view: _TypeAlias = _typing.Literal["base_feature_view", b"base_feature_view"]  # noqa: Y015
-    def WhichOneof(self, oneof_group: _WhichOneofArgType_base_feature_view) -> _WhichOneofReturnType_base_feature_view | None: ...
+    def HasField(self, field_name: typing_extensions.Literal["base_feature_view", b"base_feature_view", "feature_view", b"feature_view", "label_view", b"label_view", "on_demand_feature_view", b"on_demand_feature_view", "stream_feature_view", b"stream_feature_view"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["base_feature_view", b"base_feature_view", "commit", b"commit", "feature_view", b"feature_view", "label_view", b"label_view", "on_demand_feature_view", b"on_demand_feature_view", "project", b"project", "stream_feature_view", b"stream_feature_view"]) -> None: ...
+    def WhichOneof(self, oneof_group: typing_extensions.Literal["base_feature_view", b"base_feature_view"]) -> typing_extensions.Literal["feature_view", "on_demand_feature_view", "stream_feature_view", "label_view"] | None: ...
 
-Global___ApplyFeatureViewRequest: _TypeAlias = ApplyFeatureViewRequest  # noqa: Y015
+global___ApplyFeatureViewRequest = ApplyFeatureViewRequest
 
-@_typing.final
-class GetFeatureViewRequest(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class GetFeatureViewRequest(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    NAME_FIELD_NUMBER: _builtins.int
-    PROJECT_FIELD_NUMBER: _builtins.int
-    ALLOW_CACHE_FIELD_NUMBER: _builtins.int
-    name: _builtins.str
-    project: _builtins.str
-    allow_cache: _builtins.bool
+    NAME_FIELD_NUMBER: builtins.int
+    PROJECT_FIELD_NUMBER: builtins.int
+    ALLOW_CACHE_FIELD_NUMBER: builtins.int
+    name: builtins.str
+    project: builtins.str
+    allow_cache: builtins.bool
     def __init__(
         self,
         *,
-        name: _builtins.str = ...,
-        project: _builtins.str = ...,
-        allow_cache: _builtins.bool = ...,
+        name: builtins.str = ...,
+        project: builtins.str = ...,
+        allow_cache: builtins.bool = ...,
     ) -> None: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["allow_cache", b"allow_cache", "name", b"name", "project", b"project"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["allow_cache", b"allow_cache", "name", b"name", "project", b"project"]) -> None: ...
 
-Global___GetFeatureViewRequest: _TypeAlias = GetFeatureViewRequest  # noqa: Y015
+global___GetFeatureViewRequest = GetFeatureViewRequest
 
-@_typing.final
-class ListFeatureViewsRequest(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class ListFeatureViewsRequest(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    @_typing.final
-    class TagsEntry(_message.Message):
-        DESCRIPTOR: _descriptor.Descriptor
+    class TagsEntry(google.protobuf.message.Message):
+        DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-        KEY_FIELD_NUMBER: _builtins.int
-        VALUE_FIELD_NUMBER: _builtins.int
-        key: _builtins.str
-        value: _builtins.str
+        KEY_FIELD_NUMBER: builtins.int
+        VALUE_FIELD_NUMBER: builtins.int
+        key: builtins.str
+        value: builtins.str
         def __init__(
             self,
             *,
-            key: _builtins.str = ...,
-            value: _builtins.str = ...,
+            key: builtins.str = ...,
+            value: builtins.str = ...,
         ) -> None: ...
-        _ClearFieldArgType: _TypeAlias = _typing.Literal["key", b"key", "value", b"value"]  # noqa: Y015
-        def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+        def ClearField(self, field_name: typing_extensions.Literal["key", b"key", "value", b"value"]) -> None: ...
 
-    PROJECT_FIELD_NUMBER: _builtins.int
-    ALLOW_CACHE_FIELD_NUMBER: _builtins.int
-    TAGS_FIELD_NUMBER: _builtins.int
-    PAGINATION_FIELD_NUMBER: _builtins.int
-    SORTING_FIELD_NUMBER: _builtins.int
-    project: _builtins.str
-    allow_cache: _builtins.bool
-    @_builtins.property
-    def tags(self) -> _containers.ScalarMap[_builtins.str, _builtins.str]: ...
-    @_builtins.property
-    def pagination(self) -> Global___PaginationParams: ...
-    @_builtins.property
-    def sorting(self) -> Global___SortingParams: ...
+    PROJECT_FIELD_NUMBER: builtins.int
+    ALLOW_CACHE_FIELD_NUMBER: builtins.int
+    TAGS_FIELD_NUMBER: builtins.int
+    PAGINATION_FIELD_NUMBER: builtins.int
+    SORTING_FIELD_NUMBER: builtins.int
+    project: builtins.str
+    allow_cache: builtins.bool
+    @property
+    def tags(self) -> google.protobuf.internal.containers.ScalarMap[builtins.str, builtins.str]: ...
+    @property
+    def pagination(self) -> global___PaginationParams: ...
+    @property
+    def sorting(self) -> global___SortingParams: ...
     def __init__(
         self,
         *,
-        project: _builtins.str = ...,
-        allow_cache: _builtins.bool = ...,
-        tags: _abc.Mapping[_builtins.str, _builtins.str] | None = ...,
-        pagination: Global___PaginationParams | None = ...,
-        sorting: Global___SortingParams | None = ...,
+        project: builtins.str = ...,
+        allow_cache: builtins.bool = ...,
+        tags: collections.abc.Mapping[builtins.str, builtins.str] | None = ...,
+        pagination: global___PaginationParams | None = ...,
+        sorting: global___SortingParams | None = ...,
     ) -> None: ...
-    _HasFieldArgType: _TypeAlias = _typing.Literal["pagination", b"pagination", "sorting", b"sorting"]  # noqa: Y015
-    def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["allow_cache", b"allow_cache", "pagination", b"pagination", "project", b"project", "sorting", b"sorting", "tags", b"tags"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def HasField(self, field_name: typing_extensions.Literal["pagination", b"pagination", "sorting", b"sorting"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["allow_cache", b"allow_cache", "pagination", b"pagination", "project", b"project", "sorting", b"sorting", "tags", b"tags"]) -> None: ...
 
-Global___ListFeatureViewsRequest: _TypeAlias = ListFeatureViewsRequest  # noqa: Y015
+global___ListFeatureViewsRequest = ListFeatureViewsRequest
 
-@_typing.final
-class ListFeatureViewsResponse(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class ListFeatureViewsResponse(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    FEATURE_VIEWS_FIELD_NUMBER: _builtins.int
-    PAGINATION_FIELD_NUMBER: _builtins.int
-    @_builtins.property
-    def feature_views(self) -> _containers.RepeatedCompositeFieldContainer[_FeatureView_pb2.FeatureView]: ...
-    @_builtins.property
-    def pagination(self) -> Global___PaginationMetadata: ...
+    FEATURE_VIEWS_FIELD_NUMBER: builtins.int
+    PAGINATION_FIELD_NUMBER: builtins.int
+    @property
+    def feature_views(self) -> google.protobuf.internal.containers.RepeatedCompositeFieldContainer[feast.core.FeatureView_pb2.FeatureView]: ...
+    @property
+    def pagination(self) -> global___PaginationMetadata: ...
     def __init__(
         self,
         *,
-        feature_views: _abc.Iterable[_FeatureView_pb2.FeatureView] | None = ...,
-        pagination: Global___PaginationMetadata | None = ...,
+        feature_views: collections.abc.Iterable[feast.core.FeatureView_pb2.FeatureView] | None = ...,
+        pagination: global___PaginationMetadata | None = ...,
     ) -> None: ...
-    _HasFieldArgType: _TypeAlias = _typing.Literal["pagination", b"pagination"]  # noqa: Y015
-    def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["feature_views", b"feature_views", "pagination", b"pagination"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def HasField(self, field_name: typing_extensions.Literal["pagination", b"pagination"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["feature_views", b"feature_views", "pagination", b"pagination"]) -> None: ...
 
-Global___ListFeatureViewsResponse: _TypeAlias = ListFeatureViewsResponse  # noqa: Y015
+global___ListFeatureViewsResponse = ListFeatureViewsResponse
 
-@_typing.final
-class DeleteFeatureViewRequest(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class DeleteFeatureViewRequest(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    NAME_FIELD_NUMBER: _builtins.int
-    PROJECT_FIELD_NUMBER: _builtins.int
-    COMMIT_FIELD_NUMBER: _builtins.int
-    name: _builtins.str
-    project: _builtins.str
-    commit: _builtins.bool
+    NAME_FIELD_NUMBER: builtins.int
+    PROJECT_FIELD_NUMBER: builtins.int
+    COMMIT_FIELD_NUMBER: builtins.int
+    name: builtins.str
+    project: builtins.str
+    commit: builtins.bool
     def __init__(
         self,
         *,
-        name: _builtins.str = ...,
-        project: _builtins.str = ...,
-        commit: _builtins.bool = ...,
+        name: builtins.str = ...,
+        project: builtins.str = ...,
+        commit: builtins.bool = ...,
     ) -> None: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["commit", b"commit", "name", b"name", "project", b"project"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["commit", b"commit", "name", b"name", "project", b"project"]) -> None: ...
 
-Global___DeleteFeatureViewRequest: _TypeAlias = DeleteFeatureViewRequest  # noqa: Y015
+global___DeleteFeatureViewRequest = DeleteFeatureViewRequest
 
-@_typing.final
-class AnyFeatureView(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class AnyFeatureView(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    FEATURE_VIEW_FIELD_NUMBER: _builtins.int
-    ON_DEMAND_FEATURE_VIEW_FIELD_NUMBER: _builtins.int
-    STREAM_FEATURE_VIEW_FIELD_NUMBER: _builtins.int
-    @_builtins.property
-    def feature_view(self) -> _FeatureView_pb2.FeatureView: ...
-    @_builtins.property
-    def on_demand_feature_view(self) -> _OnDemandFeatureView_pb2.OnDemandFeatureView: ...
-    @_builtins.property
-    def stream_feature_view(self) -> _StreamFeatureView_pb2.StreamFeatureView: ...
+    FEATURE_VIEW_FIELD_NUMBER: builtins.int
+    ON_DEMAND_FEATURE_VIEW_FIELD_NUMBER: builtins.int
+    STREAM_FEATURE_VIEW_FIELD_NUMBER: builtins.int
+    LABEL_VIEW_FIELD_NUMBER: builtins.int
+    @property
+    def feature_view(self) -> feast.core.FeatureView_pb2.FeatureView: ...
+    @property
+    def on_demand_feature_view(self) -> feast.core.OnDemandFeatureView_pb2.OnDemandFeatureView: ...
+    @property
+    def stream_feature_view(self) -> feast.core.StreamFeatureView_pb2.StreamFeatureView: ...
+    @property
+    def label_view(self) -> feast.core.LabelView_pb2.LabelView: ...
     def __init__(
         self,
         *,
-        feature_view: _FeatureView_pb2.FeatureView | None = ...,
-        on_demand_feature_view: _OnDemandFeatureView_pb2.OnDemandFeatureView | None = ...,
-        stream_feature_view: _StreamFeatureView_pb2.StreamFeatureView | None = ...,
+        feature_view: feast.core.FeatureView_pb2.FeatureView | None = ...,
+        on_demand_feature_view: feast.core.OnDemandFeatureView_pb2.OnDemandFeatureView | None = ...,
+        stream_feature_view: feast.core.StreamFeatureView_pb2.StreamFeatureView | None = ...,
+        label_view: feast.core.LabelView_pb2.LabelView | None = ...,
     ) -> None: ...
-    _HasFieldArgType: _TypeAlias = _typing.Literal["any_feature_view", b"any_feature_view", "feature_view", b"feature_view", "on_demand_feature_view", b"on_demand_feature_view", "stream_feature_view", b"stream_feature_view"]  # noqa: Y015
-    def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["any_feature_view", b"any_feature_view", "feature_view", b"feature_view", "on_demand_feature_view", b"on_demand_feature_view", "stream_feature_view", b"stream_feature_view"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
-    _WhichOneofReturnType_any_feature_view: _TypeAlias = _typing.Literal["feature_view", "on_demand_feature_view", "stream_feature_view"]  # noqa: Y015
-    _WhichOneofArgType_any_feature_view: _TypeAlias = _typing.Literal["any_feature_view", b"any_feature_view"]  # noqa: Y015
-    def WhichOneof(self, oneof_group: _WhichOneofArgType_any_feature_view) -> _WhichOneofReturnType_any_feature_view | None: ...
+    def HasField(self, field_name: typing_extensions.Literal["any_feature_view", b"any_feature_view", "feature_view", b"feature_view", "label_view", b"label_view", "on_demand_feature_view", b"on_demand_feature_view", "stream_feature_view", b"stream_feature_view"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["any_feature_view", b"any_feature_view", "feature_view", b"feature_view", "label_view", b"label_view", "on_demand_feature_view", b"on_demand_feature_view", "stream_feature_view", b"stream_feature_view"]) -> None: ...
+    def WhichOneof(self, oneof_group: typing_extensions.Literal["any_feature_view", b"any_feature_view"]) -> typing_extensions.Literal["feature_view", "on_demand_feature_view", "stream_feature_view", "label_view"] | None: ...
 
-Global___AnyFeatureView: _TypeAlias = AnyFeatureView  # noqa: Y015
+global___AnyFeatureView = AnyFeatureView
 
-@_typing.final
-class GetAnyFeatureViewRequest(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class GetAnyFeatureViewRequest(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    NAME_FIELD_NUMBER: _builtins.int
-    PROJECT_FIELD_NUMBER: _builtins.int
-    ALLOW_CACHE_FIELD_NUMBER: _builtins.int
-    name: _builtins.str
-    project: _builtins.str
-    allow_cache: _builtins.bool
+    NAME_FIELD_NUMBER: builtins.int
+    PROJECT_FIELD_NUMBER: builtins.int
+    ALLOW_CACHE_FIELD_NUMBER: builtins.int
+    name: builtins.str
+    project: builtins.str
+    allow_cache: builtins.bool
     def __init__(
         self,
         *,
-        name: _builtins.str = ...,
-        project: _builtins.str = ...,
-        allow_cache: _builtins.bool = ...,
+        name: builtins.str = ...,
+        project: builtins.str = ...,
+        allow_cache: builtins.bool = ...,
     ) -> None: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["allow_cache", b"allow_cache", "name", b"name", "project", b"project"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["allow_cache", b"allow_cache", "name", b"name", "project", b"project"]) -> None: ...
 
-Global___GetAnyFeatureViewRequest: _TypeAlias = GetAnyFeatureViewRequest  # noqa: Y015
+global___GetAnyFeatureViewRequest = GetAnyFeatureViewRequest
 
-@_typing.final
-class GetAnyFeatureViewResponse(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class GetAnyFeatureViewResponse(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    ANY_FEATURE_VIEW_FIELD_NUMBER: _builtins.int
-    @_builtins.property
-    def any_feature_view(self) -> Global___AnyFeatureView: ...
+    ANY_FEATURE_VIEW_FIELD_NUMBER: builtins.int
+    @property
+    def any_feature_view(self) -> global___AnyFeatureView: ...
     def __init__(
         self,
         *,
-        any_feature_view: Global___AnyFeatureView | None = ...,
+        any_feature_view: global___AnyFeatureView | None = ...,
     ) -> None: ...
-    _HasFieldArgType: _TypeAlias = _typing.Literal["any_feature_view", b"any_feature_view"]  # noqa: Y015
-    def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["any_feature_view", b"any_feature_view"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def HasField(self, field_name: typing_extensions.Literal["any_feature_view", b"any_feature_view"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["any_feature_view", b"any_feature_view"]) -> None: ...
 
-Global___GetAnyFeatureViewResponse: _TypeAlias = GetAnyFeatureViewResponse  # noqa: Y015
+global___GetAnyFeatureViewResponse = GetAnyFeatureViewResponse
 
-@_typing.final
-class ListAllFeatureViewsRequest(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class ListAllFeatureViewsRequest(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    @_typing.final
-    class TagsEntry(_message.Message):
-        DESCRIPTOR: _descriptor.Descriptor
+    class TagsEntry(google.protobuf.message.Message):
+        DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-        KEY_FIELD_NUMBER: _builtins.int
-        VALUE_FIELD_NUMBER: _builtins.int
-        key: _builtins.str
-        value: _builtins.str
+        KEY_FIELD_NUMBER: builtins.int
+        VALUE_FIELD_NUMBER: builtins.int
+        key: builtins.str
+        value: builtins.str
         def __init__(
             self,
             *,
-            key: _builtins.str = ...,
-            value: _builtins.str = ...,
+            key: builtins.str = ...,
+            value: builtins.str = ...,
         ) -> None: ...
-        _ClearFieldArgType: _TypeAlias = _typing.Literal["key", b"key", "value", b"value"]  # noqa: Y015
-        def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
-
-    PROJECT_FIELD_NUMBER: _builtins.int
-    ALLOW_CACHE_FIELD_NUMBER: _builtins.int
-    TAGS_FIELD_NUMBER: _builtins.int
-    ENTITY_FIELD_NUMBER: _builtins.int
-    FEATURE_FIELD_NUMBER: _builtins.int
-    FEATURE_SERVICE_FIELD_NUMBER: _builtins.int
-    DATA_SOURCE_FIELD_NUMBER: _builtins.int
-    PAGINATION_FIELD_NUMBER: _builtins.int
-    SORTING_FIELD_NUMBER: _builtins.int
-    project: _builtins.str
-    allow_cache: _builtins.bool
-    entity: _builtins.str
-    feature: _builtins.str
-    feature_service: _builtins.str
-    data_source: _builtins.str
-    @_builtins.property
-    def tags(self) -> _containers.ScalarMap[_builtins.str, _builtins.str]: ...
-    @_builtins.property
-    def pagination(self) -> Global___PaginationParams: ...
-    @_builtins.property
-    def sorting(self) -> Global___SortingParams: ...
-    def __init__(
-        self,
-        *,
-        project: _builtins.str = ...,
-        allow_cache: _builtins.bool = ...,
-        tags: _abc.Mapping[_builtins.str, _builtins.str] | None = ...,
-        entity: _builtins.str = ...,
-        feature: _builtins.str = ...,
-        feature_service: _builtins.str = ...,
-        data_source: _builtins.str = ...,
-        pagination: Global___PaginationParams | None = ...,
-        sorting: Global___SortingParams | None = ...,
-    ) -> None: ...
-    _HasFieldArgType: _TypeAlias = _typing.Literal["pagination", b"pagination", "sorting", b"sorting"]  # noqa: Y015
-    def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["allow_cache", b"allow_cache", "data_source", b"data_source", "entity", b"entity", "feature", b"feature", "feature_service", b"feature_service", "pagination", b"pagination", "project", b"project", "sorting", b"sorting", "tags", b"tags"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
-
-Global___ListAllFeatureViewsRequest: _TypeAlias = ListAllFeatureViewsRequest  # noqa: Y015
-
-@_typing.final
-class ListAllFeatureViewsResponse(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
-
-    FEATURE_VIEWS_FIELD_NUMBER: _builtins.int
-    PAGINATION_FIELD_NUMBER: _builtins.int
-    @_builtins.property
-    def feature_views(self) -> _containers.RepeatedCompositeFieldContainer[Global___AnyFeatureView]: ...
-    @_builtins.property
-    def pagination(self) -> Global___PaginationMetadata: ...
-    def __init__(
-        self,
-        *,
-        feature_views: _abc.Iterable[Global___AnyFeatureView] | None = ...,
-        pagination: Global___PaginationMetadata | None = ...,
-    ) -> None: ...
-    _HasFieldArgType: _TypeAlias = _typing.Literal["pagination", b"pagination"]  # noqa: Y015
-    def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["feature_views", b"feature_views", "pagination", b"pagination"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
-
-Global___ListAllFeatureViewsResponse: _TypeAlias = ListAllFeatureViewsResponse  # noqa: Y015
-
-@_typing.final
-class GetStreamFeatureViewRequest(_message.Message):
+        def ClearField(self, field_name: typing_extensions.Literal["key", b"key", "value", b"value"]) -> None: ...
+
+    PROJECT_FIELD_NUMBER: builtins.int
+    ALLOW_CACHE_FIELD_NUMBER: builtins.int
+    TAGS_FIELD_NUMBER: builtins.int
+    ENTITY_FIELD_NUMBER: builtins.int
+    FEATURE_FIELD_NUMBER: builtins.int
+    FEATURE_SERVICE_FIELD_NUMBER: builtins.int
+    DATA_SOURCE_FIELD_NUMBER: builtins.int
+    PAGINATION_FIELD_NUMBER: builtins.int
+    SORTING_FIELD_NUMBER: builtins.int
+    UPDATED_SINCE_FIELD_NUMBER: builtins.int
+    project: builtins.str
+    allow_cache: builtins.bool
+    @property
+    def tags(self) -> google.protobuf.internal.containers.ScalarMap[builtins.str, builtins.str]: ...
+    entity: builtins.str
+    feature: builtins.str
+    feature_service: builtins.str
+    data_source: builtins.str
+    @property
+    def pagination(self) -> global___PaginationParams: ...
+    @property
+    def sorting(self) -> global___SortingParams: ...
+    @property
+    def updated_since(self) -> google.protobuf.timestamp_pb2.Timestamp: ...
+    def __init__(
+        self,
+        *,
+        project: builtins.str = ...,
+        allow_cache: builtins.bool = ...,
+        tags: collections.abc.Mapping[builtins.str, builtins.str] | None = ...,
+        entity: builtins.str = ...,
+        feature: builtins.str = ...,
+        feature_service: builtins.str = ...,
+        data_source: builtins.str = ...,
+        pagination: global___PaginationParams | None = ...,
+        sorting: global___SortingParams | None = ...,
+        updated_since: google.protobuf.timestamp_pb2.Timestamp | None = ...,
+    ) -> None: ...
+    def HasField(self, field_name: typing_extensions.Literal["pagination", b"pagination", "sorting", b"sorting", "updated_since", b"updated_since"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["allow_cache", b"allow_cache", "data_source", b"data_source", "entity", b"entity", "feature", b"feature", "feature_service", b"feature_service", "pagination", b"pagination", "project", b"project", "sorting", b"sorting", "tags", b"tags", "updated_since", b"updated_since"]) -> None: ...
+
+global___ListAllFeatureViewsRequest = ListAllFeatureViewsRequest
+
+class ListAllFeatureViewsResponse(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
+
+    FEATURE_VIEWS_FIELD_NUMBER: builtins.int
+    PAGINATION_FIELD_NUMBER: builtins.int
+    @property
+    def feature_views(self) -> google.protobuf.internal.containers.RepeatedCompositeFieldContainer[global___AnyFeatureView]: ...
+    @property
+    def pagination(self) -> global___PaginationMetadata: ...
+    def __init__(
+        self,
+        *,
+        feature_views: collections.abc.Iterable[global___AnyFeatureView] | None = ...,
+        pagination: global___PaginationMetadata | None = ...,
+    ) -> None: ...
+    def HasField(self, field_name: typing_extensions.Literal["pagination", b"pagination"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["feature_views", b"feature_views", "pagination", b"pagination"]) -> None: ...
+
+global___ListAllFeatureViewsResponse = ListAllFeatureViewsResponse
+
+class GetStreamFeatureViewRequest(google.protobuf.message.Message):
     """StreamFeatureView"""
 
-    DESCRIPTOR: _descriptor.Descriptor
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    NAME_FIELD_NUMBER: _builtins.int
-    PROJECT_FIELD_NUMBER: _builtins.int
-    ALLOW_CACHE_FIELD_NUMBER: _builtins.int
-    name: _builtins.str
-    project: _builtins.str
-    allow_cache: _builtins.bool
+    NAME_FIELD_NUMBER: builtins.int
+    PROJECT_FIELD_NUMBER: builtins.int
+    ALLOW_CACHE_FIELD_NUMBER: builtins.int
+    name: builtins.str
+    project: builtins.str
+    allow_cache: builtins.bool
     def __init__(
         self,
         *,
-        name: _builtins.str = ...,
-        project: _builtins.str = ...,
-        allow_cache: _builtins.bool = ...,
+        name: builtins.str = ...,
+        project: builtins.str = ...,
+        allow_cache: builtins.bool = ...,
     ) -> None: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["allow_cache", b"allow_cache", "name", b"name", "project", b"project"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["allow_cache", b"allow_cache", "name", b"name", "project", b"project"]) -> None: ...
 
-Global___GetStreamFeatureViewRequest: _TypeAlias = GetStreamFeatureViewRequest  # noqa: Y015
+global___GetStreamFeatureViewRequest = GetStreamFeatureViewRequest
 
-@_typing.final
-class ListStreamFeatureViewsRequest(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class ListStreamFeatureViewsRequest(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    @_typing.final
-    class TagsEntry(_message.Message):
-        DESCRIPTOR: _descriptor.Descriptor
+    class TagsEntry(google.protobuf.message.Message):
+        DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-        KEY_FIELD_NUMBER: _builtins.int
-        VALUE_FIELD_NUMBER: _builtins.int
-        key: _builtins.str
-        value: _builtins.str
+        KEY_FIELD_NUMBER: builtins.int
+        VALUE_FIELD_NUMBER: builtins.int
+        key: builtins.str
+        value: builtins.str
         def __init__(
             self,
             *,
-            key: _builtins.str = ...,
-            value: _builtins.str = ...,
+            key: builtins.str = ...,
+            value: builtins.str = ...,
         ) -> None: ...
-        _ClearFieldArgType: _TypeAlias = _typing.Literal["key", b"key", "value", b"value"]  # noqa: Y015
-        def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+        def ClearField(self, field_name: typing_extensions.Literal["key", b"key", "value", b"value"]) -> None: ...
 
-    PROJECT_FIELD_NUMBER: _builtins.int
-    ALLOW_CACHE_FIELD_NUMBER: _builtins.int
-    TAGS_FIELD_NUMBER: _builtins.int
-    PAGINATION_FIELD_NUMBER: _builtins.int
-    SORTING_FIELD_NUMBER: _builtins.int
-    project: _builtins.str
-    allow_cache: _builtins.bool
-    @_builtins.property
-    def tags(self) -> _containers.ScalarMap[_builtins.str, _builtins.str]: ...
-    @_builtins.property
-    def pagination(self) -> Global___PaginationParams: ...
-    @_builtins.property
-    def sorting(self) -> Global___SortingParams: ...
+    PROJECT_FIELD_NUMBER: builtins.int
+    ALLOW_CACHE_FIELD_NUMBER: builtins.int
+    TAGS_FIELD_NUMBER: builtins.int
+    PAGINATION_FIELD_NUMBER: builtins.int
+    SORTING_FIELD_NUMBER: builtins.int
+    project: builtins.str
+    allow_cache: builtins.bool
+    @property
+    def tags(self) -> google.protobuf.internal.containers.ScalarMap[builtins.str, builtins.str]: ...
+    @property
+    def pagination(self) -> global___PaginationParams: ...
+    @property
+    def sorting(self) -> global___SortingParams: ...
     def __init__(
         self,
         *,
-        project: _builtins.str = ...,
-        allow_cache: _builtins.bool = ...,
-        tags: _abc.Mapping[_builtins.str, _builtins.str] | None = ...,
-        pagination: Global___PaginationParams | None = ...,
-        sorting: Global___SortingParams | None = ...,
+        project: builtins.str = ...,
+        allow_cache: builtins.bool = ...,
+        tags: collections.abc.Mapping[builtins.str, builtins.str] | None = ...,
+        pagination: global___PaginationParams | None = ...,
+        sorting: global___SortingParams | None = ...,
     ) -> None: ...
-    _HasFieldArgType: _TypeAlias = _typing.Literal["pagination", b"pagination", "sorting", b"sorting"]  # noqa: Y015
-    def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["allow_cache", b"allow_cache", "pagination", b"pagination", "project", b"project", "sorting", b"sorting", "tags", b"tags"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def HasField(self, field_name: typing_extensions.Literal["pagination", b"pagination", "sorting", b"sorting"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["allow_cache", b"allow_cache", "pagination", b"pagination", "project", b"project", "sorting", b"sorting", "tags", b"tags"]) -> None: ...
 
-Global___ListStreamFeatureViewsRequest: _TypeAlias = ListStreamFeatureViewsRequest  # noqa: Y015
+global___ListStreamFeatureViewsRequest = ListStreamFeatureViewsRequest
 
-@_typing.final
-class ListStreamFeatureViewsResponse(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class ListStreamFeatureViewsResponse(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    STREAM_FEATURE_VIEWS_FIELD_NUMBER: _builtins.int
-    PAGINATION_FIELD_NUMBER: _builtins.int
-    @_builtins.property
-    def stream_feature_views(self) -> _containers.RepeatedCompositeFieldContainer[_StreamFeatureView_pb2.StreamFeatureView]: ...
-    @_builtins.property
-    def pagination(self) -> Global___PaginationMetadata: ...
+    STREAM_FEATURE_VIEWS_FIELD_NUMBER: builtins.int
+    PAGINATION_FIELD_NUMBER: builtins.int
+    @property
+    def stream_feature_views(self) -> google.protobuf.internal.containers.RepeatedCompositeFieldContainer[feast.core.StreamFeatureView_pb2.StreamFeatureView]: ...
+    @property
+    def pagination(self) -> global___PaginationMetadata: ...
     def __init__(
         self,
         *,
-        stream_feature_views: _abc.Iterable[_StreamFeatureView_pb2.StreamFeatureView] | None = ...,
-        pagination: Global___PaginationMetadata | None = ...,
+        stream_feature_views: collections.abc.Iterable[feast.core.StreamFeatureView_pb2.StreamFeatureView] | None = ...,
+        pagination: global___PaginationMetadata | None = ...,
     ) -> None: ...
-    _HasFieldArgType: _TypeAlias = _typing.Literal["pagination", b"pagination"]  # noqa: Y015
-    def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["pagination", b"pagination", "stream_feature_views", b"stream_feature_views"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def HasField(self, field_name: typing_extensions.Literal["pagination", b"pagination"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["pagination", b"pagination", "stream_feature_views", b"stream_feature_views"]) -> None: ...
 
-Global___ListStreamFeatureViewsResponse: _TypeAlias = ListStreamFeatureViewsResponse  # noqa: Y015
+global___ListStreamFeatureViewsResponse = ListStreamFeatureViewsResponse
 
-@_typing.final
-class GetOnDemandFeatureViewRequest(_message.Message):
+class GetOnDemandFeatureViewRequest(google.protobuf.message.Message):
     """OnDemandFeatureView"""
 
-    DESCRIPTOR: _descriptor.Descriptor
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
+
+    NAME_FIELD_NUMBER: builtins.int
+    PROJECT_FIELD_NUMBER: builtins.int
+    ALLOW_CACHE_FIELD_NUMBER: builtins.int
+    name: builtins.str
+    project: builtins.str
+    allow_cache: builtins.bool
+    def __init__(
+        self,
+        *,
+        name: builtins.str = ...,
+        project: builtins.str = ...,
+        allow_cache: builtins.bool = ...,
+    ) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["allow_cache", b"allow_cache", "name", b"name", "project", b"project"]) -> None: ...
+
+global___GetOnDemandFeatureViewRequest = GetOnDemandFeatureViewRequest
+
+class ListOnDemandFeatureViewsRequest(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
+
+    class TagsEntry(google.protobuf.message.Message):
+        DESCRIPTOR: google.protobuf.descriptor.Descriptor
+
+        KEY_FIELD_NUMBER: builtins.int
+        VALUE_FIELD_NUMBER: builtins.int
+        key: builtins.str
+        value: builtins.str
+        def __init__(
+            self,
+            *,
+            key: builtins.str = ...,
+            value: builtins.str = ...,
+        ) -> None: ...
+        def ClearField(self, field_name: typing_extensions.Literal["key", b"key", "value", b"value"]) -> None: ...
+
+    PROJECT_FIELD_NUMBER: builtins.int
+    ALLOW_CACHE_FIELD_NUMBER: builtins.int
+    TAGS_FIELD_NUMBER: builtins.int
+    PAGINATION_FIELD_NUMBER: builtins.int
+    SORTING_FIELD_NUMBER: builtins.int
+    project: builtins.str
+    allow_cache: builtins.bool
+    @property
+    def tags(self) -> google.protobuf.internal.containers.ScalarMap[builtins.str, builtins.str]: ...
+    @property
+    def pagination(self) -> global___PaginationParams: ...
+    @property
+    def sorting(self) -> global___SortingParams: ...
+    def __init__(
+        self,
+        *,
+        project: builtins.str = ...,
+        allow_cache: builtins.bool = ...,
+        tags: collections.abc.Mapping[builtins.str, builtins.str] | None = ...,
+        pagination: global___PaginationParams | None = ...,
+        sorting: global___SortingParams | None = ...,
+    ) -> None: ...
+    def HasField(self, field_name: typing_extensions.Literal["pagination", b"pagination", "sorting", b"sorting"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["allow_cache", b"allow_cache", "pagination", b"pagination", "project", b"project", "sorting", b"sorting", "tags", b"tags"]) -> None: ...
+
+global___ListOnDemandFeatureViewsRequest = ListOnDemandFeatureViewsRequest
+
+class ListOnDemandFeatureViewsResponse(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
+
+    ON_DEMAND_FEATURE_VIEWS_FIELD_NUMBER: builtins.int
+    PAGINATION_FIELD_NUMBER: builtins.int
+    @property
+    def on_demand_feature_views(self) -> google.protobuf.internal.containers.RepeatedCompositeFieldContainer[feast.core.OnDemandFeatureView_pb2.OnDemandFeatureView]: ...
+    @property
+    def pagination(self) -> global___PaginationMetadata: ...
+    def __init__(
+        self,
+        *,
+        on_demand_feature_views: collections.abc.Iterable[feast.core.OnDemandFeatureView_pb2.OnDemandFeatureView] | None = ...,
+        pagination: global___PaginationMetadata | None = ...,
+    ) -> None: ...
+    def HasField(self, field_name: typing_extensions.Literal["pagination", b"pagination"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["on_demand_feature_views", b"on_demand_feature_views", "pagination", b"pagination"]) -> None: ...
+
+global___ListOnDemandFeatureViewsResponse = ListOnDemandFeatureViewsResponse
+
+class GetLabelViewRequest(google.protobuf.message.Message):
+    """LabelViews"""
+
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    NAME_FIELD_NUMBER: _builtins.int
-    PROJECT_FIELD_NUMBER: _builtins.int
-    ALLOW_CACHE_FIELD_NUMBER: _builtins.int
-    name: _builtins.str
-    project: _builtins.str
-    allow_cache: _builtins.bool
+    NAME_FIELD_NUMBER: builtins.int
+    PROJECT_FIELD_NUMBER: builtins.int
+    ALLOW_CACHE_FIELD_NUMBER: builtins.int
+    name: builtins.str
+    project: builtins.str
+    allow_cache: builtins.bool
     def __init__(
         self,
         *,
-        name: _builtins.str = ...,
-        project: _builtins.str = ...,
-        allow_cache: _builtins.bool = ...,
+        name: builtins.str = ...,
+        project: builtins.str = ...,
+        allow_cache: builtins.bool = ...,
     ) -> None: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["allow_cache", b"allow_cache", "name", b"name", "project", b"project"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["allow_cache", b"allow_cache", "name", b"name", "project", b"project"]) -> None: ...
 
-Global___GetOnDemandFeatureViewRequest: _TypeAlias = GetOnDemandFeatureViewRequest  # noqa: Y015
+global___GetLabelViewRequest = GetLabelViewRequest
 
-@_typing.final
-class ListOnDemandFeatureViewsRequest(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class ListLabelViewsRequest(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    @_typing.final
-    class TagsEntry(_message.Message):
-        DESCRIPTOR: _descriptor.Descriptor
+    class TagsEntry(google.protobuf.message.Message):
+        DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-        KEY_FIELD_NUMBER: _builtins.int
-        VALUE_FIELD_NUMBER: _builtins.int
-        key: _builtins.str
-        value: _builtins.str
+        KEY_FIELD_NUMBER: builtins.int
+        VALUE_FIELD_NUMBER: builtins.int
+        key: builtins.str
+        value: builtins.str
         def __init__(
             self,
             *,
-            key: _builtins.str = ...,
-            value: _builtins.str = ...,
+            key: builtins.str = ...,
+            value: builtins.str = ...,
         ) -> None: ...
-        _ClearFieldArgType: _TypeAlias = _typing.Literal["key", b"key", "value", b"value"]  # noqa: Y015
-        def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+        def ClearField(self, field_name: typing_extensions.Literal["key", b"key", "value", b"value"]) -> None: ...
 
-    PROJECT_FIELD_NUMBER: _builtins.int
-    ALLOW_CACHE_FIELD_NUMBER: _builtins.int
-    TAGS_FIELD_NUMBER: _builtins.int
-    PAGINATION_FIELD_NUMBER: _builtins.int
-    SORTING_FIELD_NUMBER: _builtins.int
-    project: _builtins.str
-    allow_cache: _builtins.bool
-    @_builtins.property
-    def tags(self) -> _containers.ScalarMap[_builtins.str, _builtins.str]: ...
-    @_builtins.property
-    def pagination(self) -> Global___PaginationParams: ...
-    @_builtins.property
-    def sorting(self) -> Global___SortingParams: ...
+    PROJECT_FIELD_NUMBER: builtins.int
+    ALLOW_CACHE_FIELD_NUMBER: builtins.int
+    TAGS_FIELD_NUMBER: builtins.int
+    PAGINATION_FIELD_NUMBER: builtins.int
+    SORTING_FIELD_NUMBER: builtins.int
+    project: builtins.str
+    allow_cache: builtins.bool
+    @property
+    def tags(self) -> google.protobuf.internal.containers.ScalarMap[builtins.str, builtins.str]: ...
+    @property
+    def pagination(self) -> global___PaginationParams: ...
+    @property
+    def sorting(self) -> global___SortingParams: ...
     def __init__(
         self,
         *,
-        project: _builtins.str = ...,
-        allow_cache: _builtins.bool = ...,
-        tags: _abc.Mapping[_builtins.str, _builtins.str] | None = ...,
-        pagination: Global___PaginationParams | None = ...,
-        sorting: Global___SortingParams | None = ...,
+        project: builtins.str = ...,
+        allow_cache: builtins.bool = ...,
+        tags: collections.abc.Mapping[builtins.str, builtins.str] | None = ...,
+        pagination: global___PaginationParams | None = ...,
+        sorting: global___SortingParams | None = ...,
     ) -> None: ...
-    _HasFieldArgType: _TypeAlias = _typing.Literal["pagination", b"pagination", "sorting", b"sorting"]  # noqa: Y015
-    def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["allow_cache", b"allow_cache", "pagination", b"pagination", "project", b"project", "sorting", b"sorting", "tags", b"tags"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def HasField(self, field_name: typing_extensions.Literal["pagination", b"pagination", "sorting", b"sorting"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["allow_cache", b"allow_cache", "pagination", b"pagination", "project", b"project", "sorting", b"sorting", "tags", b"tags"]) -> None: ...
 
-Global___ListOnDemandFeatureViewsRequest: _TypeAlias = ListOnDemandFeatureViewsRequest  # noqa: Y015
+global___ListLabelViewsRequest = ListLabelViewsRequest
 
-@_typing.final
-class ListOnDemandFeatureViewsResponse(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class ListLabelViewsResponse(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    ON_DEMAND_FEATURE_VIEWS_FIELD_NUMBER: _builtins.int
-    PAGINATION_FIELD_NUMBER: _builtins.int
-    @_builtins.property
-    def on_demand_feature_views(self) -> _containers.RepeatedCompositeFieldContainer[_OnDemandFeatureView_pb2.OnDemandFeatureView]: ...
-    @_builtins.property
-    def pagination(self) -> Global___PaginationMetadata: ...
+    LABEL_VIEWS_FIELD_NUMBER: builtins.int
+    PAGINATION_FIELD_NUMBER: builtins.int
+    @property
+    def label_views(self) -> google.protobuf.internal.containers.RepeatedCompositeFieldContainer[feast.core.LabelView_pb2.LabelView]: ...
+    @property
+    def pagination(self) -> global___PaginationMetadata: ...
     def __init__(
         self,
         *,
-        on_demand_feature_views: _abc.Iterable[_OnDemandFeatureView_pb2.OnDemandFeatureView] | None = ...,
-        pagination: Global___PaginationMetadata | None = ...,
+        label_views: collections.abc.Iterable[feast.core.LabelView_pb2.LabelView] | None = ...,
+        pagination: global___PaginationMetadata | None = ...,
     ) -> None: ...
-    _HasFieldArgType: _TypeAlias = _typing.Literal["pagination", b"pagination"]  # noqa: Y015
-    def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["on_demand_feature_views", b"on_demand_feature_views", "pagination", b"pagination"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def HasField(self, field_name: typing_extensions.Literal["pagination", b"pagination"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["label_views", b"label_views", "pagination", b"pagination"]) -> None: ...
 
-Global___ListOnDemandFeatureViewsResponse: _TypeAlias = ListOnDemandFeatureViewsResponse  # noqa: Y015
+global___ListLabelViewsResponse = ListLabelViewsResponse
 
-@_typing.final
-class ApplyFeatureServiceRequest(_message.Message):
+class ApplyFeatureServiceRequest(google.protobuf.message.Message):
     """FeatureServices"""
 
-    DESCRIPTOR: _descriptor.Descriptor
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    FEATURE_SERVICE_FIELD_NUMBER: _builtins.int
-    PROJECT_FIELD_NUMBER: _builtins.int
-    COMMIT_FIELD_NUMBER: _builtins.int
-    project: _builtins.str
-    commit: _builtins.bool
-    @_builtins.property
-    def feature_service(self) -> _FeatureService_pb2.FeatureService: ...
+    FEATURE_SERVICE_FIELD_NUMBER: builtins.int
+    PROJECT_FIELD_NUMBER: builtins.int
+    COMMIT_FIELD_NUMBER: builtins.int
+    @property
+    def feature_service(self) -> feast.core.FeatureService_pb2.FeatureService: ...
+    project: builtins.str
+    commit: builtins.bool
     def __init__(
         self,
         *,
-        feature_service: _FeatureService_pb2.FeatureService | None = ...,
-        project: _builtins.str = ...,
-        commit: _builtins.bool = ...,
+        feature_service: feast.core.FeatureService_pb2.FeatureService | None = ...,
+        project: builtins.str = ...,
+        commit: builtins.bool = ...,
     ) -> None: ...
-    _HasFieldArgType: _TypeAlias = _typing.Literal["feature_service", b"feature_service"]  # noqa: Y015
-    def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["commit", b"commit", "feature_service", b"feature_service", "project", b"project"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def HasField(self, field_name: typing_extensions.Literal["feature_service", b"feature_service"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["commit", b"commit", "feature_service", b"feature_service", "project", b"project"]) -> None: ...
 
-Global___ApplyFeatureServiceRequest: _TypeAlias = ApplyFeatureServiceRequest  # noqa: Y015
+global___ApplyFeatureServiceRequest = ApplyFeatureServiceRequest
 
-@_typing.final
-class GetFeatureServiceRequest(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class GetFeatureServiceRequest(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    NAME_FIELD_NUMBER: _builtins.int
-    PROJECT_FIELD_NUMBER: _builtins.int
-    ALLOW_CACHE_FIELD_NUMBER: _builtins.int
-    name: _builtins.str
-    project: _builtins.str
-    allow_cache: _builtins.bool
+    NAME_FIELD_NUMBER: builtins.int
+    PROJECT_FIELD_NUMBER: builtins.int
+    ALLOW_CACHE_FIELD_NUMBER: builtins.int
+    name: builtins.str
+    project: builtins.str
+    allow_cache: builtins.bool
     def __init__(
         self,
         *,
-        name: _builtins.str = ...,
-        project: _builtins.str = ...,
-        allow_cache: _builtins.bool = ...,
+        name: builtins.str = ...,
+        project: builtins.str = ...,
+        allow_cache: builtins.bool = ...,
     ) -> None: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["allow_cache", b"allow_cache", "name", b"name", "project", b"project"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["allow_cache", b"allow_cache", "name", b"name", "project", b"project"]) -> None: ...
 
-Global___GetFeatureServiceRequest: _TypeAlias = GetFeatureServiceRequest  # noqa: Y015
+global___GetFeatureServiceRequest = GetFeatureServiceRequest
 
-@_typing.final
-class ListFeatureServicesRequest(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class ListFeatureServicesRequest(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    @_typing.final
-    class TagsEntry(_message.Message):
-        DESCRIPTOR: _descriptor.Descriptor
+    class TagsEntry(google.protobuf.message.Message):
+        DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-        KEY_FIELD_NUMBER: _builtins.int
-        VALUE_FIELD_NUMBER: _builtins.int
-        key: _builtins.str
-        value: _builtins.str
+        KEY_FIELD_NUMBER: builtins.int
+        VALUE_FIELD_NUMBER: builtins.int
+        key: builtins.str
+        value: builtins.str
         def __init__(
             self,
             *,
-            key: _builtins.str = ...,
-            value: _builtins.str = ...,
+            key: builtins.str = ...,
+            value: builtins.str = ...,
         ) -> None: ...
-        _ClearFieldArgType: _TypeAlias = _typing.Literal["key", b"key", "value", b"value"]  # noqa: Y015
-        def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+        def ClearField(self, field_name: typing_extensions.Literal["key", b"key", "value", b"value"]) -> None: ...
 
-    PROJECT_FIELD_NUMBER: _builtins.int
-    ALLOW_CACHE_FIELD_NUMBER: _builtins.int
-    TAGS_FIELD_NUMBER: _builtins.int
-    FEATURE_VIEW_FIELD_NUMBER: _builtins.int
-    PAGINATION_FIELD_NUMBER: _builtins.int
-    SORTING_FIELD_NUMBER: _builtins.int
-    project: _builtins.str
-    allow_cache: _builtins.bool
-    feature_view: _builtins.str
-    @_builtins.property
-    def tags(self) -> _containers.ScalarMap[_builtins.str, _builtins.str]: ...
-    @_builtins.property
-    def pagination(self) -> Global___PaginationParams: ...
-    @_builtins.property
-    def sorting(self) -> Global___SortingParams: ...
+    PROJECT_FIELD_NUMBER: builtins.int
+    ALLOW_CACHE_FIELD_NUMBER: builtins.int
+    TAGS_FIELD_NUMBER: builtins.int
+    FEATURE_VIEW_FIELD_NUMBER: builtins.int
+    PAGINATION_FIELD_NUMBER: builtins.int
+    SORTING_FIELD_NUMBER: builtins.int
+    project: builtins.str
+    allow_cache: builtins.bool
+    @property
+    def tags(self) -> google.protobuf.internal.containers.ScalarMap[builtins.str, builtins.str]: ...
+    feature_view: builtins.str
+    @property
+    def pagination(self) -> global___PaginationParams: ...
+    @property
+    def sorting(self) -> global___SortingParams: ...
     def __init__(
         self,
         *,
-        project: _builtins.str = ...,
-        allow_cache: _builtins.bool = ...,
-        tags: _abc.Mapping[_builtins.str, _builtins.str] | None = ...,
-        feature_view: _builtins.str = ...,
-        pagination: Global___PaginationParams | None = ...,
-        sorting: Global___SortingParams | None = ...,
+        project: builtins.str = ...,
+        allow_cache: builtins.bool = ...,
+        tags: collections.abc.Mapping[builtins.str, builtins.str] | None = ...,
+        feature_view: builtins.str = ...,
+        pagination: global___PaginationParams | None = ...,
+        sorting: global___SortingParams | None = ...,
     ) -> None: ...
-    _HasFieldArgType: _TypeAlias = _typing.Literal["pagination", b"pagination", "sorting", b"sorting"]  # noqa: Y015
-    def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["allow_cache", b"allow_cache", "feature_view", b"feature_view", "pagination", b"pagination", "project", b"project", "sorting", b"sorting", "tags", b"tags"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def HasField(self, field_name: typing_extensions.Literal["pagination", b"pagination", "sorting", b"sorting"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["allow_cache", b"allow_cache", "feature_view", b"feature_view", "pagination", b"pagination", "project", b"project", "sorting", b"sorting", "tags", b"tags"]) -> None: ...
 
-Global___ListFeatureServicesRequest: _TypeAlias = ListFeatureServicesRequest  # noqa: Y015
+global___ListFeatureServicesRequest = ListFeatureServicesRequest
 
-@_typing.final
-class ListFeatureServicesResponse(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class ListFeatureServicesResponse(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    FEATURE_SERVICES_FIELD_NUMBER: _builtins.int
-    PAGINATION_FIELD_NUMBER: _builtins.int
-    @_builtins.property
-    def feature_services(self) -> _containers.RepeatedCompositeFieldContainer[_FeatureService_pb2.FeatureService]: ...
-    @_builtins.property
-    def pagination(self) -> Global___PaginationMetadata: ...
+    FEATURE_SERVICES_FIELD_NUMBER: builtins.int
+    PAGINATION_FIELD_NUMBER: builtins.int
+    @property
+    def feature_services(self) -> google.protobuf.internal.containers.RepeatedCompositeFieldContainer[feast.core.FeatureService_pb2.FeatureService]: ...
+    @property
+    def pagination(self) -> global___PaginationMetadata: ...
     def __init__(
         self,
         *,
-        feature_services: _abc.Iterable[_FeatureService_pb2.FeatureService] | None = ...,
-        pagination: Global___PaginationMetadata | None = ...,
+        feature_services: collections.abc.Iterable[feast.core.FeatureService_pb2.FeatureService] | None = ...,
+        pagination: global___PaginationMetadata | None = ...,
     ) -> None: ...
-    _HasFieldArgType: _TypeAlias = _typing.Literal["pagination", b"pagination"]  # noqa: Y015
-    def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["feature_services", b"feature_services", "pagination", b"pagination"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def HasField(self, field_name: typing_extensions.Literal["pagination", b"pagination"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["feature_services", b"feature_services", "pagination", b"pagination"]) -> None: ...
 
-Global___ListFeatureServicesResponse: _TypeAlias = ListFeatureServicesResponse  # noqa: Y015
+global___ListFeatureServicesResponse = ListFeatureServicesResponse
 
-@_typing.final
-class DeleteFeatureServiceRequest(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class DeleteFeatureServiceRequest(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    NAME_FIELD_NUMBER: _builtins.int
-    PROJECT_FIELD_NUMBER: _builtins.int
-    COMMIT_FIELD_NUMBER: _builtins.int
-    name: _builtins.str
-    project: _builtins.str
-    commit: _builtins.bool
+    NAME_FIELD_NUMBER: builtins.int
+    PROJECT_FIELD_NUMBER: builtins.int
+    COMMIT_FIELD_NUMBER: builtins.int
+    name: builtins.str
+    project: builtins.str
+    commit: builtins.bool
     def __init__(
         self,
         *,
-        name: _builtins.str = ...,
-        project: _builtins.str = ...,
-        commit: _builtins.bool = ...,
+        name: builtins.str = ...,
+        project: builtins.str = ...,
+        commit: builtins.bool = ...,
     ) -> None: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["commit", b"commit", "name", b"name", "project", b"project"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["commit", b"commit", "name", b"name", "project", b"project"]) -> None: ...
 
-Global___DeleteFeatureServiceRequest: _TypeAlias = DeleteFeatureServiceRequest  # noqa: Y015
+global___DeleteFeatureServiceRequest = DeleteFeatureServiceRequest
 
-@_typing.final
-class ApplySavedDatasetRequest(_message.Message):
+class ApplySavedDatasetRequest(google.protobuf.message.Message):
     """SavedDataset"""
 
-    DESCRIPTOR: _descriptor.Descriptor
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    SAVED_DATASET_FIELD_NUMBER: _builtins.int
-    PROJECT_FIELD_NUMBER: _builtins.int
-    COMMIT_FIELD_NUMBER: _builtins.int
-    project: _builtins.str
-    commit: _builtins.bool
-    @_builtins.property
-    def saved_dataset(self) -> _SavedDataset_pb2.SavedDataset: ...
+    SAVED_DATASET_FIELD_NUMBER: builtins.int
+    PROJECT_FIELD_NUMBER: builtins.int
+    COMMIT_FIELD_NUMBER: builtins.int
+    @property
+    def saved_dataset(self) -> feast.core.SavedDataset_pb2.SavedDataset: ...
+    project: builtins.str
+    commit: builtins.bool
     def __init__(
         self,
         *,
-        saved_dataset: _SavedDataset_pb2.SavedDataset | None = ...,
-        project: _builtins.str = ...,
-        commit: _builtins.bool = ...,
+        saved_dataset: feast.core.SavedDataset_pb2.SavedDataset | None = ...,
+        project: builtins.str = ...,
+        commit: builtins.bool = ...,
     ) -> None: ...
-    _HasFieldArgType: _TypeAlias = _typing.Literal["saved_dataset", b"saved_dataset"]  # noqa: Y015
-    def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["commit", b"commit", "project", b"project", "saved_dataset", b"saved_dataset"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def HasField(self, field_name: typing_extensions.Literal["saved_dataset", b"saved_dataset"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["commit", b"commit", "project", b"project", "saved_dataset", b"saved_dataset"]) -> None: ...
 
-Global___ApplySavedDatasetRequest: _TypeAlias = ApplySavedDatasetRequest  # noqa: Y015
+global___ApplySavedDatasetRequest = ApplySavedDatasetRequest
 
-@_typing.final
-class GetSavedDatasetRequest(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class GetSavedDatasetRequest(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    NAME_FIELD_NUMBER: _builtins.int
-    PROJECT_FIELD_NUMBER: _builtins.int
-    ALLOW_CACHE_FIELD_NUMBER: _builtins.int
-    name: _builtins.str
-    project: _builtins.str
-    allow_cache: _builtins.bool
+    NAME_FIELD_NUMBER: builtins.int
+    PROJECT_FIELD_NUMBER: builtins.int
+    ALLOW_CACHE_FIELD_NUMBER: builtins.int
+    name: builtins.str
+    project: builtins.str
+    allow_cache: builtins.bool
     def __init__(
         self,
         *,
-        name: _builtins.str = ...,
-        project: _builtins.str = ...,
-        allow_cache: _builtins.bool = ...,
+        name: builtins.str = ...,
+        project: builtins.str = ...,
+        allow_cache: builtins.bool = ...,
     ) -> None: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["allow_cache", b"allow_cache", "name", b"name", "project", b"project"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["allow_cache", b"allow_cache", "name", b"name", "project", b"project"]) -> None: ...
 
-Global___GetSavedDatasetRequest: _TypeAlias = GetSavedDatasetRequest  # noqa: Y015
+global___GetSavedDatasetRequest = GetSavedDatasetRequest
 
-@_typing.final
-class ListSavedDatasetsRequest(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class ListSavedDatasetsRequest(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    @_typing.final
-    class TagsEntry(_message.Message):
-        DESCRIPTOR: _descriptor.Descriptor
+    class TagsEntry(google.protobuf.message.Message):
+        DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-        KEY_FIELD_NUMBER: _builtins.int
-        VALUE_FIELD_NUMBER: _builtins.int
-        key: _builtins.str
-        value: _builtins.str
+        KEY_FIELD_NUMBER: builtins.int
+        VALUE_FIELD_NUMBER: builtins.int
+        key: builtins.str
+        value: builtins.str
         def __init__(
             self,
             *,
-            key: _builtins.str = ...,
-            value: _builtins.str = ...,
+            key: builtins.str = ...,
+            value: builtins.str = ...,
         ) -> None: ...
-        _ClearFieldArgType: _TypeAlias = _typing.Literal["key", b"key", "value", b"value"]  # noqa: Y015
-        def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+        def ClearField(self, field_name: typing_extensions.Literal["key", b"key", "value", b"value"]) -> None: ...
 
-    PROJECT_FIELD_NUMBER: _builtins.int
-    ALLOW_CACHE_FIELD_NUMBER: _builtins.int
-    TAGS_FIELD_NUMBER: _builtins.int
-    PAGINATION_FIELD_NUMBER: _builtins.int
-    SORTING_FIELD_NUMBER: _builtins.int
-    project: _builtins.str
-    allow_cache: _builtins.bool
-    @_builtins.property
-    def tags(self) -> _containers.ScalarMap[_builtins.str, _builtins.str]: ...
-    @_builtins.property
-    def pagination(self) -> Global___PaginationParams: ...
-    @_builtins.property
-    def sorting(self) -> Global___SortingParams: ...
+    PROJECT_FIELD_NUMBER: builtins.int
+    ALLOW_CACHE_FIELD_NUMBER: builtins.int
+    TAGS_FIELD_NUMBER: builtins.int
+    PAGINATION_FIELD_NUMBER: builtins.int
+    SORTING_FIELD_NUMBER: builtins.int
+    NAMESPACE_FIELD_NUMBER: builtins.int
+    COLLECTION_FIELD_NUMBER: builtins.int
+    project: builtins.str
+    allow_cache: builtins.bool
+    @property
+    def tags(self) -> google.protobuf.internal.containers.ScalarMap[builtins.str, builtins.str]: ...
+    @property
+    def pagination(self) -> global___PaginationParams: ...
+    @property
+    def sorting(self) -> global___SortingParams: ...
+    namespace: builtins.str
+    """Optional logical namespace filter. Empty string means no filter."""
+    collection: builtins.str
+    """Optional collection filter. Empty string means no filter."""
     def __init__(
         self,
         *,
-        project: _builtins.str = ...,
-        allow_cache: _builtins.bool = ...,
-        tags: _abc.Mapping[_builtins.str, _builtins.str] | None = ...,
-        pagination: Global___PaginationParams | None = ...,
-        sorting: Global___SortingParams | None = ...,
+        project: builtins.str = ...,
+        allow_cache: builtins.bool = ...,
+        tags: collections.abc.Mapping[builtins.str, builtins.str] | None = ...,
+        pagination: global___PaginationParams | None = ...,
+        sorting: global___SortingParams | None = ...,
+        namespace: builtins.str = ...,
+        collection: builtins.str = ...,
     ) -> None: ...
-    _HasFieldArgType: _TypeAlias = _typing.Literal["pagination", b"pagination", "sorting", b"sorting"]  # noqa: Y015
-    def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["allow_cache", b"allow_cache", "pagination", b"pagination", "project", b"project", "sorting", b"sorting", "tags", b"tags"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def HasField(self, field_name: typing_extensions.Literal["pagination", b"pagination", "sorting", b"sorting"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["allow_cache", b"allow_cache", "collection", b"collection", "namespace", b"namespace", "pagination", b"pagination", "project", b"project", "sorting", b"sorting", "tags", b"tags"]) -> None: ...
 
-Global___ListSavedDatasetsRequest: _TypeAlias = ListSavedDatasetsRequest  # noqa: Y015
+global___ListSavedDatasetsRequest = ListSavedDatasetsRequest
 
-@_typing.final
-class ListSavedDatasetsResponse(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class ListSavedDatasetsResponse(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    SAVED_DATASETS_FIELD_NUMBER: _builtins.int
-    PAGINATION_FIELD_NUMBER: _builtins.int
-    @_builtins.property
-    def saved_datasets(self) -> _containers.RepeatedCompositeFieldContainer[_SavedDataset_pb2.SavedDataset]: ...
-    @_builtins.property
-    def pagination(self) -> Global___PaginationMetadata: ...
+    SAVED_DATASETS_FIELD_NUMBER: builtins.int
+    PAGINATION_FIELD_NUMBER: builtins.int
+    @property
+    def saved_datasets(self) -> google.protobuf.internal.containers.RepeatedCompositeFieldContainer[feast.core.SavedDataset_pb2.SavedDataset]: ...
+    @property
+    def pagination(self) -> global___PaginationMetadata: ...
     def __init__(
         self,
         *,
-        saved_datasets: _abc.Iterable[_SavedDataset_pb2.SavedDataset] | None = ...,
-        pagination: Global___PaginationMetadata | None = ...,
+        saved_datasets: collections.abc.Iterable[feast.core.SavedDataset_pb2.SavedDataset] | None = ...,
+        pagination: global___PaginationMetadata | None = ...,
     ) -> None: ...
-    _HasFieldArgType: _TypeAlias = _typing.Literal["pagination", b"pagination"]  # noqa: Y015
-    def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["pagination", b"pagination", "saved_datasets", b"saved_datasets"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def HasField(self, field_name: typing_extensions.Literal["pagination", b"pagination"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["pagination", b"pagination", "saved_datasets", b"saved_datasets"]) -> None: ...
 
-Global___ListSavedDatasetsResponse: _TypeAlias = ListSavedDatasetsResponse  # noqa: Y015
+global___ListSavedDatasetsResponse = ListSavedDatasetsResponse
 
-@_typing.final
-class DeleteSavedDatasetRequest(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class DeleteSavedDatasetRequest(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    NAME_FIELD_NUMBER: _builtins.int
-    PROJECT_FIELD_NUMBER: _builtins.int
-    COMMIT_FIELD_NUMBER: _builtins.int
-    name: _builtins.str
-    project: _builtins.str
-    commit: _builtins.bool
+    NAME_FIELD_NUMBER: builtins.int
+    PROJECT_FIELD_NUMBER: builtins.int
+    COMMIT_FIELD_NUMBER: builtins.int
+    name: builtins.str
+    project: builtins.str
+    commit: builtins.bool
     def __init__(
         self,
         *,
-        name: _builtins.str = ...,
-        project: _builtins.str = ...,
-        commit: _builtins.bool = ...,
+        name: builtins.str = ...,
+        project: builtins.str = ...,
+        commit: builtins.bool = ...,
     ) -> None: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["commit", b"commit", "name", b"name", "project", b"project"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["commit", b"commit", "name", b"name", "project", b"project"]) -> None: ...
 
-Global___DeleteSavedDatasetRequest: _TypeAlias = DeleteSavedDatasetRequest  # noqa: Y015
+global___DeleteSavedDatasetRequest = DeleteSavedDatasetRequest
 
-@_typing.final
-class ApplyValidationReferenceRequest(_message.Message):
+class CreateDatasetFromRetrievalRequest(google.protobuf.message.Message):
+    """SavedDataset Operations"""
+
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
+
+    class TagsEntry(google.protobuf.message.Message):
+        DESCRIPTOR: google.protobuf.descriptor.Descriptor
+
+        KEY_FIELD_NUMBER: builtins.int
+        VALUE_FIELD_NUMBER: builtins.int
+        key: builtins.str
+        value: builtins.str
+        def __init__(
+            self,
+            *,
+            key: builtins.str = ...,
+            value: builtins.str = ...,
+        ) -> None: ...
+        def ClearField(self, field_name: typing_extensions.Literal["key", b"key", "value", b"value"]) -> None: ...
+
+    NAME_FIELD_NUMBER: builtins.int
+    PROJECT_FIELD_NUMBER: builtins.int
+    FEATURE_SERVICE_NAME_FIELD_NUMBER: builtins.int
+    FEATURES_FIELD_NUMBER: builtins.int
+    ENTITY_SOURCE_TYPE_FIELD_NUMBER: builtins.int
+    ENTITY_SOURCE_PATH_FIELD_NUMBER: builtins.int
+    ENTITY_KEYS_FIELD_NUMBER: builtins.int
+    ENTITY_VALUES_FIELD_NUMBER: builtins.int
+    START_DATE_FIELD_NUMBER: builtins.int
+    END_DATE_FIELD_NUMBER: builtins.int
+    EXTRA_COLUMNS_FIELD_NUMBER: builtins.int
+    STORAGE_TYPE_FIELD_NUMBER: builtins.int
+    STORAGE_PATH_FIELD_NUMBER: builtins.int
+    TAGS_FIELD_NUMBER: builtins.int
+    ALLOW_OVERWRITE_FIELD_NUMBER: builtins.int
+    name: builtins.str
+    project: builtins.str
+    feature_service_name: builtins.str
+    @property
+    def features(self) -> google.protobuf.internal.containers.RepeatedScalarFieldContainer[builtins.str]: ...
+    entity_source_type: builtins.str
+    entity_source_path: builtins.str
+    @property
+    def entity_keys(self) -> google.protobuf.internal.containers.RepeatedScalarFieldContainer[builtins.str]: ...
+    entity_values: builtins.str
+    start_date: builtins.str
+    end_date: builtins.str
+    extra_columns: builtins.str
+    storage_type: builtins.str
+    storage_path: builtins.str
+    @property
+    def tags(self) -> google.protobuf.internal.containers.ScalarMap[builtins.str, builtins.str]: ...
+    allow_overwrite: builtins.bool
+    def __init__(
+        self,
+        *,
+        name: builtins.str = ...,
+        project: builtins.str = ...,
+        feature_service_name: builtins.str = ...,
+        features: collections.abc.Iterable[builtins.str] | None = ...,
+        entity_source_type: builtins.str = ...,
+        entity_source_path: builtins.str = ...,
+        entity_keys: collections.abc.Iterable[builtins.str] | None = ...,
+        entity_values: builtins.str = ...,
+        start_date: builtins.str = ...,
+        end_date: builtins.str = ...,
+        extra_columns: builtins.str = ...,
+        storage_type: builtins.str = ...,
+        storage_path: builtins.str = ...,
+        tags: collections.abc.Mapping[builtins.str, builtins.str] | None = ...,
+        allow_overwrite: builtins.bool = ...,
+    ) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["allow_overwrite", b"allow_overwrite", "end_date", b"end_date", "entity_keys", b"entity_keys", "entity_source_path", b"entity_source_path", "entity_source_type", b"entity_source_type", "entity_values", b"entity_values", "extra_columns", b"extra_columns", "feature_service_name", b"feature_service_name", "features", b"features", "name", b"name", "project", b"project", "start_date", b"start_date", "storage_path", b"storage_path", "storage_type", b"storage_type", "tags", b"tags"]) -> None: ...
+
+global___CreateDatasetFromRetrievalRequest = CreateDatasetFromRetrievalRequest
+
+class CreateDatasetFromRetrievalResponse(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
+
+    JOB_ID_FIELD_NUMBER: builtins.int
+    STATUS_FIELD_NUMBER: builtins.int
+    job_id: builtins.str
+    status: builtins.str
+    def __init__(
+        self,
+        *,
+        job_id: builtins.str = ...,
+        status: builtins.str = ...,
+    ) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["job_id", b"job_id", "status", b"status"]) -> None: ...
+
+global___CreateDatasetFromRetrievalResponse = CreateDatasetFromRetrievalResponse
+
+class GetDatasetDataRequest(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
+
+    NAME_FIELD_NUMBER: builtins.int
+    PROJECT_FIELD_NUMBER: builtins.int
+    LIMIT_FIELD_NUMBER: builtins.int
+    name: builtins.str
+    project: builtins.str
+    limit: builtins.int
+    def __init__(
+        self,
+        *,
+        name: builtins.str = ...,
+        project: builtins.str = ...,
+        limit: builtins.int = ...,
+    ) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["limit", b"limit", "name", b"name", "project", b"project"]) -> None: ...
+
+global___GetDatasetDataRequest = GetDatasetDataRequest
+
+class TabularRow(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
+
+    VALUES_FIELD_NUMBER: builtins.int
+    @property
+    def values(self) -> google.protobuf.internal.containers.RepeatedScalarFieldContainer[builtins.str]: ...
+    def __init__(
+        self,
+        *,
+        values: collections.abc.Iterable[builtins.str] | None = ...,
+    ) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["values", b"values"]) -> None: ...
+
+global___TabularRow = TabularRow
+
+class GetDatasetDataResponse(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
+
+    COLUMNS_FIELD_NUMBER: builtins.int
+    ROWS_FIELD_NUMBER: builtins.int
+    TOTAL_ROWS_FIELD_NUMBER: builtins.int
+    SAMPLE_SIZE_FIELD_NUMBER: builtins.int
+    @property
+    def columns(self) -> google.protobuf.internal.containers.RepeatedScalarFieldContainer[builtins.str]: ...
+    @property
+    def rows(self) -> google.protobuf.internal.containers.RepeatedCompositeFieldContainer[global___TabularRow]: ...
+    total_rows: builtins.int
+    sample_size: builtins.int
+    def __init__(
+        self,
+        *,
+        columns: collections.abc.Iterable[builtins.str] | None = ...,
+        rows: collections.abc.Iterable[global___TabularRow] | None = ...,
+        total_rows: builtins.int = ...,
+        sample_size: builtins.int = ...,
+    ) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["columns", b"columns", "rows", b"rows", "sample_size", b"sample_size", "total_rows", b"total_rows"]) -> None: ...
+
+global___GetDatasetDataResponse = GetDatasetDataResponse
+
+class GetDatasetJobStatusRequest(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
+
+    JOB_ID_FIELD_NUMBER: builtins.int
+    job_id: builtins.str
+    def __init__(
+        self,
+        *,
+        job_id: builtins.str = ...,
+    ) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["job_id", b"job_id"]) -> None: ...
+
+global___GetDatasetJobStatusRequest = GetDatasetJobStatusRequest
+
+class GetDatasetJobStatusResponse(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
+
+    JOB_ID_FIELD_NUMBER: builtins.int
+    DATASET_NAME_FIELD_NUMBER: builtins.int
+    PROJECT_FIELD_NUMBER: builtins.int
+    STATUS_FIELD_NUMBER: builtins.int
+    CREATED_AT_FIELD_NUMBER: builtins.int
+    COMPLETED_AT_FIELD_NUMBER: builtins.int
+    ERROR_FIELD_NUMBER: builtins.int
+    job_id: builtins.str
+    dataset_name: builtins.str
+    project: builtins.str
+    status: builtins.str
+    created_at: builtins.str
+    completed_at: builtins.str
+    error: builtins.str
+    def __init__(
+        self,
+        *,
+        job_id: builtins.str = ...,
+        dataset_name: builtins.str = ...,
+        project: builtins.str = ...,
+        status: builtins.str = ...,
+        created_at: builtins.str = ...,
+        completed_at: builtins.str = ...,
+        error: builtins.str = ...,
+    ) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["completed_at", b"completed_at", "created_at", b"created_at", "dataset_name", b"dataset_name", "error", b"error", "job_id", b"job_id", "project", b"project", "status", b"status"]) -> None: ...
+
+global___GetDatasetJobStatusResponse = GetDatasetJobStatusResponse
+
+class ListDatasetJobsRequest(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
+
+    PROJECT_FIELD_NUMBER: builtins.int
+    STATUS_FILTER_FIELD_NUMBER: builtins.int
+    project: builtins.str
+    status_filter: builtins.str
+    def __init__(
+        self,
+        *,
+        project: builtins.str = ...,
+        status_filter: builtins.str = ...,
+    ) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["project", b"project", "status_filter", b"status_filter"]) -> None: ...
+
+global___ListDatasetJobsRequest = ListDatasetJobsRequest
+
+class ListDatasetJobsResponse(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
+
+    JOBS_FIELD_NUMBER: builtins.int
+    @property
+    def jobs(self) -> google.protobuf.internal.containers.RepeatedCompositeFieldContainer[global___GetDatasetJobStatusResponse]: ...
+    def __init__(
+        self,
+        *,
+        jobs: collections.abc.Iterable[global___GetDatasetJobStatusResponse] | None = ...,
+    ) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["jobs", b"jobs"]) -> None: ...
+
+global___ListDatasetJobsResponse = ListDatasetJobsResponse
+
+class ApplyValidationReferenceRequest(google.protobuf.message.Message):
     """ValidationReference"""
 
-    DESCRIPTOR: _descriptor.Descriptor
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    VALIDATION_REFERENCE_FIELD_NUMBER: _builtins.int
-    PROJECT_FIELD_NUMBER: _builtins.int
-    COMMIT_FIELD_NUMBER: _builtins.int
-    project: _builtins.str
-    commit: _builtins.bool
-    @_builtins.property
-    def validation_reference(self) -> _ValidationProfile_pb2.ValidationReference: ...
+    VALIDATION_REFERENCE_FIELD_NUMBER: builtins.int
+    PROJECT_FIELD_NUMBER: builtins.int
+    COMMIT_FIELD_NUMBER: builtins.int
+    @property
+    def validation_reference(self) -> feast.core.ValidationProfile_pb2.ValidationReference: ...
+    project: builtins.str
+    commit: builtins.bool
     def __init__(
         self,
         *,
-        validation_reference: _ValidationProfile_pb2.ValidationReference | None = ...,
-        project: _builtins.str = ...,
-        commit: _builtins.bool = ...,
+        validation_reference: feast.core.ValidationProfile_pb2.ValidationReference | None = ...,
+        project: builtins.str = ...,
+        commit: builtins.bool = ...,
     ) -> None: ...
-    _HasFieldArgType: _TypeAlias = _typing.Literal["validation_reference", b"validation_reference"]  # noqa: Y015
-    def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["commit", b"commit", "project", b"project", "validation_reference", b"validation_reference"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def HasField(self, field_name: typing_extensions.Literal["validation_reference", b"validation_reference"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["commit", b"commit", "project", b"project", "validation_reference", b"validation_reference"]) -> None: ...
 
-Global___ApplyValidationReferenceRequest: _TypeAlias = ApplyValidationReferenceRequest  # noqa: Y015
+global___ApplyValidationReferenceRequest = ApplyValidationReferenceRequest
 
-@_typing.final
-class GetValidationReferenceRequest(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class GetValidationReferenceRequest(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    NAME_FIELD_NUMBER: _builtins.int
-    PROJECT_FIELD_NUMBER: _builtins.int
-    ALLOW_CACHE_FIELD_NUMBER: _builtins.int
-    name: _builtins.str
-    project: _builtins.str
-    allow_cache: _builtins.bool
+    NAME_FIELD_NUMBER: builtins.int
+    PROJECT_FIELD_NUMBER: builtins.int
+    ALLOW_CACHE_FIELD_NUMBER: builtins.int
+    name: builtins.str
+    project: builtins.str
+    allow_cache: builtins.bool
     def __init__(
         self,
         *,
-        name: _builtins.str = ...,
-        project: _builtins.str = ...,
-        allow_cache: _builtins.bool = ...,
+        name: builtins.str = ...,
+        project: builtins.str = ...,
+        allow_cache: builtins.bool = ...,
     ) -> None: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["allow_cache", b"allow_cache", "name", b"name", "project", b"project"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["allow_cache", b"allow_cache", "name", b"name", "project", b"project"]) -> None: ...
 
-Global___GetValidationReferenceRequest: _TypeAlias = GetValidationReferenceRequest  # noqa: Y015
+global___GetValidationReferenceRequest = GetValidationReferenceRequest
 
-@_typing.final
-class ListValidationReferencesRequest(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class ListValidationReferencesRequest(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    @_typing.final
-    class TagsEntry(_message.Message):
-        DESCRIPTOR: _descriptor.Descriptor
+    class TagsEntry(google.protobuf.message.Message):
+        DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-        KEY_FIELD_NUMBER: _builtins.int
-        VALUE_FIELD_NUMBER: _builtins.int
-        key: _builtins.str
-        value: _builtins.str
+        KEY_FIELD_NUMBER: builtins.int
+        VALUE_FIELD_NUMBER: builtins.int
+        key: builtins.str
+        value: builtins.str
         def __init__(
             self,
             *,
-            key: _builtins.str = ...,
-            value: _builtins.str = ...,
+            key: builtins.str = ...,
+            value: builtins.str = ...,
         ) -> None: ...
-        _ClearFieldArgType: _TypeAlias = _typing.Literal["key", b"key", "value", b"value"]  # noqa: Y015
-        def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+        def ClearField(self, field_name: typing_extensions.Literal["key", b"key", "value", b"value"]) -> None: ...
 
-    PROJECT_FIELD_NUMBER: _builtins.int
-    ALLOW_CACHE_FIELD_NUMBER: _builtins.int
-    TAGS_FIELD_NUMBER: _builtins.int
-    PAGINATION_FIELD_NUMBER: _builtins.int
-    SORTING_FIELD_NUMBER: _builtins.int
-    project: _builtins.str
-    allow_cache: _builtins.bool
-    @_builtins.property
-    def tags(self) -> _containers.ScalarMap[_builtins.str, _builtins.str]: ...
-    @_builtins.property
-    def pagination(self) -> Global___PaginationParams: ...
-    @_builtins.property
-    def sorting(self) -> Global___SortingParams: ...
+    PROJECT_FIELD_NUMBER: builtins.int
+    ALLOW_CACHE_FIELD_NUMBER: builtins.int
+    TAGS_FIELD_NUMBER: builtins.int
+    PAGINATION_FIELD_NUMBER: builtins.int
+    SORTING_FIELD_NUMBER: builtins.int
+    project: builtins.str
+    allow_cache: builtins.bool
+    @property
+    def tags(self) -> google.protobuf.internal.containers.ScalarMap[builtins.str, builtins.str]: ...
+    @property
+    def pagination(self) -> global___PaginationParams: ...
+    @property
+    def sorting(self) -> global___SortingParams: ...
     def __init__(
         self,
         *,
-        project: _builtins.str = ...,
-        allow_cache: _builtins.bool = ...,
-        tags: _abc.Mapping[_builtins.str, _builtins.str] | None = ...,
-        pagination: Global___PaginationParams | None = ...,
-        sorting: Global___SortingParams | None = ...,
+        project: builtins.str = ...,
+        allow_cache: builtins.bool = ...,
+        tags: collections.abc.Mapping[builtins.str, builtins.str] | None = ...,
+        pagination: global___PaginationParams | None = ...,
+        sorting: global___SortingParams | None = ...,
     ) -> None: ...
-    _HasFieldArgType: _TypeAlias = _typing.Literal["pagination", b"pagination", "sorting", b"sorting"]  # noqa: Y015
-    def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["allow_cache", b"allow_cache", "pagination", b"pagination", "project", b"project", "sorting", b"sorting", "tags", b"tags"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def HasField(self, field_name: typing_extensions.Literal["pagination", b"pagination", "sorting", b"sorting"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["allow_cache", b"allow_cache", "pagination", b"pagination", "project", b"project", "sorting", b"sorting", "tags", b"tags"]) -> None: ...
 
-Global___ListValidationReferencesRequest: _TypeAlias = ListValidationReferencesRequest  # noqa: Y015
+global___ListValidationReferencesRequest = ListValidationReferencesRequest
 
-@_typing.final
-class ListValidationReferencesResponse(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class ListValidationReferencesResponse(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    VALIDATION_REFERENCES_FIELD_NUMBER: _builtins.int
-    PAGINATION_FIELD_NUMBER: _builtins.int
-    @_builtins.property
-    def validation_references(self) -> _containers.RepeatedCompositeFieldContainer[_ValidationProfile_pb2.ValidationReference]: ...
-    @_builtins.property
-    def pagination(self) -> Global___PaginationMetadata: ...
+    VALIDATION_REFERENCES_FIELD_NUMBER: builtins.int
+    PAGINATION_FIELD_NUMBER: builtins.int
+    @property
+    def validation_references(self) -> google.protobuf.internal.containers.RepeatedCompositeFieldContainer[feast.core.ValidationProfile_pb2.ValidationReference]: ...
+    @property
+    def pagination(self) -> global___PaginationMetadata: ...
     def __init__(
         self,
         *,
-        validation_references: _abc.Iterable[_ValidationProfile_pb2.ValidationReference] | None = ...,
-        pagination: Global___PaginationMetadata | None = ...,
+        validation_references: collections.abc.Iterable[feast.core.ValidationProfile_pb2.ValidationReference] | None = ...,
+        pagination: global___PaginationMetadata | None = ...,
     ) -> None: ...
-    _HasFieldArgType: _TypeAlias = _typing.Literal["pagination", b"pagination"]  # noqa: Y015
-    def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["pagination", b"pagination", "validation_references", b"validation_references"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def HasField(self, field_name: typing_extensions.Literal["pagination", b"pagination"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["pagination", b"pagination", "validation_references", b"validation_references"]) -> None: ...
 
-Global___ListValidationReferencesResponse: _TypeAlias = ListValidationReferencesResponse  # noqa: Y015
+global___ListValidationReferencesResponse = ListValidationReferencesResponse
 
-@_typing.final
-class DeleteValidationReferenceRequest(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class DeleteValidationReferenceRequest(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    NAME_FIELD_NUMBER: _builtins.int
-    PROJECT_FIELD_NUMBER: _builtins.int
-    COMMIT_FIELD_NUMBER: _builtins.int
-    name: _builtins.str
-    project: _builtins.str
-    commit: _builtins.bool
+    NAME_FIELD_NUMBER: builtins.int
+    PROJECT_FIELD_NUMBER: builtins.int
+    COMMIT_FIELD_NUMBER: builtins.int
+    name: builtins.str
+    project: builtins.str
+    commit: builtins.bool
     def __init__(
         self,
         *,
-        name: _builtins.str = ...,
-        project: _builtins.str = ...,
-        commit: _builtins.bool = ...,
+        name: builtins.str = ...,
+        project: builtins.str = ...,
+        commit: builtins.bool = ...,
     ) -> None: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["commit", b"commit", "name", b"name", "project", b"project"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["commit", b"commit", "name", b"name", "project", b"project"]) -> None: ...
 
-Global___DeleteValidationReferenceRequest: _TypeAlias = DeleteValidationReferenceRequest  # noqa: Y015
+global___DeleteValidationReferenceRequest = DeleteValidationReferenceRequest
 
-@_typing.final
-class ApplyPermissionRequest(_message.Message):
+class ApplyPermissionRequest(google.protobuf.message.Message):
     """Permissions"""
 
-    DESCRIPTOR: _descriptor.Descriptor
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    PERMISSION_FIELD_NUMBER: _builtins.int
-    PROJECT_FIELD_NUMBER: _builtins.int
-    COMMIT_FIELD_NUMBER: _builtins.int
-    project: _builtins.str
-    commit: _builtins.bool
-    @_builtins.property
-    def permission(self) -> _Permission_pb2.Permission: ...
+    PERMISSION_FIELD_NUMBER: builtins.int
+    PROJECT_FIELD_NUMBER: builtins.int
+    COMMIT_FIELD_NUMBER: builtins.int
+    @property
+    def permission(self) -> feast.core.Permission_pb2.Permission: ...
+    project: builtins.str
+    commit: builtins.bool
     def __init__(
         self,
         *,
-        permission: _Permission_pb2.Permission | None = ...,
-        project: _builtins.str = ...,
-        commit: _builtins.bool = ...,
+        permission: feast.core.Permission_pb2.Permission | None = ...,
+        project: builtins.str = ...,
+        commit: builtins.bool = ...,
     ) -> None: ...
-    _HasFieldArgType: _TypeAlias = _typing.Literal["permission", b"permission"]  # noqa: Y015
-    def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["commit", b"commit", "permission", b"permission", "project", b"project"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def HasField(self, field_name: typing_extensions.Literal["permission", b"permission"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["commit", b"commit", "permission", b"permission", "project", b"project"]) -> None: ...
 
-Global___ApplyPermissionRequest: _TypeAlias = ApplyPermissionRequest  # noqa: Y015
+global___ApplyPermissionRequest = ApplyPermissionRequest
 
-@_typing.final
-class GetPermissionRequest(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class GetPermissionRequest(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    NAME_FIELD_NUMBER: _builtins.int
-    PROJECT_FIELD_NUMBER: _builtins.int
-    ALLOW_CACHE_FIELD_NUMBER: _builtins.int
-    name: _builtins.str
-    project: _builtins.str
-    allow_cache: _builtins.bool
+    NAME_FIELD_NUMBER: builtins.int
+    PROJECT_FIELD_NUMBER: builtins.int
+    ALLOW_CACHE_FIELD_NUMBER: builtins.int
+    name: builtins.str
+    project: builtins.str
+    allow_cache: builtins.bool
     def __init__(
         self,
         *,
-        name: _builtins.str = ...,
-        project: _builtins.str = ...,
-        allow_cache: _builtins.bool = ...,
+        name: builtins.str = ...,
+        project: builtins.str = ...,
+        allow_cache: builtins.bool = ...,
     ) -> None: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["allow_cache", b"allow_cache", "name", b"name", "project", b"project"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["allow_cache", b"allow_cache", "name", b"name", "project", b"project"]) -> None: ...
 
-Global___GetPermissionRequest: _TypeAlias = GetPermissionRequest  # noqa: Y015
+global___GetPermissionRequest = GetPermissionRequest
 
-@_typing.final
-class ListPermissionsRequest(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class ListPermissionsRequest(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    @_typing.final
-    class TagsEntry(_message.Message):
-        DESCRIPTOR: _descriptor.Descriptor
+    class TagsEntry(google.protobuf.message.Message):
+        DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-        KEY_FIELD_NUMBER: _builtins.int
-        VALUE_FIELD_NUMBER: _builtins.int
-        key: _builtins.str
-        value: _builtins.str
+        KEY_FIELD_NUMBER: builtins.int
+        VALUE_FIELD_NUMBER: builtins.int
+        key: builtins.str
+        value: builtins.str
         def __init__(
             self,
             *,
-            key: _builtins.str = ...,
-            value: _builtins.str = ...,
+            key: builtins.str = ...,
+            value: builtins.str = ...,
         ) -> None: ...
-        _ClearFieldArgType: _TypeAlias = _typing.Literal["key", b"key", "value", b"value"]  # noqa: Y015
-        def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+        def ClearField(self, field_name: typing_extensions.Literal["key", b"key", "value", b"value"]) -> None: ...
 
-    PROJECT_FIELD_NUMBER: _builtins.int
-    ALLOW_CACHE_FIELD_NUMBER: _builtins.int
-    TAGS_FIELD_NUMBER: _builtins.int
-    PAGINATION_FIELD_NUMBER: _builtins.int
-    SORTING_FIELD_NUMBER: _builtins.int
-    project: _builtins.str
-    allow_cache: _builtins.bool
-    @_builtins.property
-    def tags(self) -> _containers.ScalarMap[_builtins.str, _builtins.str]: ...
-    @_builtins.property
-    def pagination(self) -> Global___PaginationParams: ...
-    @_builtins.property
-    def sorting(self) -> Global___SortingParams: ...
+    PROJECT_FIELD_NUMBER: builtins.int
+    ALLOW_CACHE_FIELD_NUMBER: builtins.int
+    TAGS_FIELD_NUMBER: builtins.int
+    PAGINATION_FIELD_NUMBER: builtins.int
+    SORTING_FIELD_NUMBER: builtins.int
+    project: builtins.str
+    allow_cache: builtins.bool
+    @property
+    def tags(self) -> google.protobuf.internal.containers.ScalarMap[builtins.str, builtins.str]: ...
+    @property
+    def pagination(self) -> global___PaginationParams: ...
+    @property
+    def sorting(self) -> global___SortingParams: ...
     def __init__(
         self,
         *,
-        project: _builtins.str = ...,
-        allow_cache: _builtins.bool = ...,
-        tags: _abc.Mapping[_builtins.str, _builtins.str] | None = ...,
-        pagination: Global___PaginationParams | None = ...,
-        sorting: Global___SortingParams | None = ...,
+        project: builtins.str = ...,
+        allow_cache: builtins.bool = ...,
+        tags: collections.abc.Mapping[builtins.str, builtins.str] | None = ...,
+        pagination: global___PaginationParams | None = ...,
+        sorting: global___SortingParams | None = ...,
     ) -> None: ...
-    _HasFieldArgType: _TypeAlias = _typing.Literal["pagination", b"pagination", "sorting", b"sorting"]  # noqa: Y015
-    def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["allow_cache", b"allow_cache", "pagination", b"pagination", "project", b"project", "sorting", b"sorting", "tags", b"tags"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def HasField(self, field_name: typing_extensions.Literal["pagination", b"pagination", "sorting", b"sorting"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["allow_cache", b"allow_cache", "pagination", b"pagination", "project", b"project", "sorting", b"sorting", "tags", b"tags"]) -> None: ...
 
-Global___ListPermissionsRequest: _TypeAlias = ListPermissionsRequest  # noqa: Y015
+global___ListPermissionsRequest = ListPermissionsRequest
 
-@_typing.final
-class ListPermissionsResponse(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class ListPermissionsResponse(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    PERMISSIONS_FIELD_NUMBER: _builtins.int
-    PAGINATION_FIELD_NUMBER: _builtins.int
-    @_builtins.property
-    def permissions(self) -> _containers.RepeatedCompositeFieldContainer[_Permission_pb2.Permission]: ...
-    @_builtins.property
-    def pagination(self) -> Global___PaginationMetadata: ...
+    PERMISSIONS_FIELD_NUMBER: builtins.int
+    PAGINATION_FIELD_NUMBER: builtins.int
+    @property
+    def permissions(self) -> google.protobuf.internal.containers.RepeatedCompositeFieldContainer[feast.core.Permission_pb2.Permission]: ...
+    @property
+    def pagination(self) -> global___PaginationMetadata: ...
     def __init__(
         self,
         *,
-        permissions: _abc.Iterable[_Permission_pb2.Permission] | None = ...,
-        pagination: Global___PaginationMetadata | None = ...,
+        permissions: collections.abc.Iterable[feast.core.Permission_pb2.Permission] | None = ...,
+        pagination: global___PaginationMetadata | None = ...,
     ) -> None: ...
-    _HasFieldArgType: _TypeAlias = _typing.Literal["pagination", b"pagination"]  # noqa: Y015
-    def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["pagination", b"pagination", "permissions", b"permissions"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def HasField(self, field_name: typing_extensions.Literal["pagination", b"pagination"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["pagination", b"pagination", "permissions", b"permissions"]) -> None: ...
 
-Global___ListPermissionsResponse: _TypeAlias = ListPermissionsResponse  # noqa: Y015
+global___ListPermissionsResponse = ListPermissionsResponse
 
-@_typing.final
-class DeletePermissionRequest(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class DeletePermissionRequest(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    NAME_FIELD_NUMBER: _builtins.int
-    PROJECT_FIELD_NUMBER: _builtins.int
-    COMMIT_FIELD_NUMBER: _builtins.int
-    name: _builtins.str
-    project: _builtins.str
-    commit: _builtins.bool
+    NAME_FIELD_NUMBER: builtins.int
+    PROJECT_FIELD_NUMBER: builtins.int
+    COMMIT_FIELD_NUMBER: builtins.int
+    name: builtins.str
+    project: builtins.str
+    commit: builtins.bool
     def __init__(
         self,
         *,
-        name: _builtins.str = ...,
-        project: _builtins.str = ...,
-        commit: _builtins.bool = ...,
+        name: builtins.str = ...,
+        project: builtins.str = ...,
+        commit: builtins.bool = ...,
     ) -> None: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["commit", b"commit", "name", b"name", "project", b"project"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["commit", b"commit", "name", b"name", "project", b"project"]) -> None: ...
 
-Global___DeletePermissionRequest: _TypeAlias = DeletePermissionRequest  # noqa: Y015
+global___DeletePermissionRequest = DeletePermissionRequest
 
-@_typing.final
-class ApplyProjectRequest(_message.Message):
+class ApplyProjectRequest(google.protobuf.message.Message):
     """Projects"""
 
-    DESCRIPTOR: _descriptor.Descriptor
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    PROJECT_FIELD_NUMBER: _builtins.int
-    COMMIT_FIELD_NUMBER: _builtins.int
-    commit: _builtins.bool
-    @_builtins.property
-    def project(self) -> _Project_pb2.Project: ...
+    PROJECT_FIELD_NUMBER: builtins.int
+    COMMIT_FIELD_NUMBER: builtins.int
+    @property
+    def project(self) -> feast.core.Project_pb2.Project: ...
+    commit: builtins.bool
     def __init__(
         self,
         *,
-        project: _Project_pb2.Project | None = ...,
-        commit: _builtins.bool = ...,
+        project: feast.core.Project_pb2.Project | None = ...,
+        commit: builtins.bool = ...,
     ) -> None: ...
-    _HasFieldArgType: _TypeAlias = _typing.Literal["project", b"project"]  # noqa: Y015
-    def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["commit", b"commit", "project", b"project"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def HasField(self, field_name: typing_extensions.Literal["project", b"project"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["commit", b"commit", "project", b"project"]) -> None: ...
 
-Global___ApplyProjectRequest: _TypeAlias = ApplyProjectRequest  # noqa: Y015
+global___ApplyProjectRequest = ApplyProjectRequest
 
-@_typing.final
-class GetProjectRequest(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class GetProjectRequest(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    NAME_FIELD_NUMBER: _builtins.int
-    ALLOW_CACHE_FIELD_NUMBER: _builtins.int
-    name: _builtins.str
-    allow_cache: _builtins.bool
+    NAME_FIELD_NUMBER: builtins.int
+    ALLOW_CACHE_FIELD_NUMBER: builtins.int
+    name: builtins.str
+    allow_cache: builtins.bool
     def __init__(
         self,
         *,
-        name: _builtins.str = ...,
-        allow_cache: _builtins.bool = ...,
+        name: builtins.str = ...,
+        allow_cache: builtins.bool = ...,
     ) -> None: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["allow_cache", b"allow_cache", "name", b"name"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["allow_cache", b"allow_cache", "name", b"name"]) -> None: ...
 
-Global___GetProjectRequest: _TypeAlias = GetProjectRequest  # noqa: Y015
+global___GetProjectRequest = GetProjectRequest
 
-@_typing.final
-class ListProjectsRequest(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class ListProjectsRequest(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    @_typing.final
-    class TagsEntry(_message.Message):
-        DESCRIPTOR: _descriptor.Descriptor
+    class TagsEntry(google.protobuf.message.Message):
+        DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-        KEY_FIELD_NUMBER: _builtins.int
-        VALUE_FIELD_NUMBER: _builtins.int
-        key: _builtins.str
-        value: _builtins.str
+        KEY_FIELD_NUMBER: builtins.int
+        VALUE_FIELD_NUMBER: builtins.int
+        key: builtins.str
+        value: builtins.str
         def __init__(
             self,
             *,
-            key: _builtins.str = ...,
-            value: _builtins.str = ...,
+            key: builtins.str = ...,
+            value: builtins.str = ...,
         ) -> None: ...
-        _ClearFieldArgType: _TypeAlias = _typing.Literal["key", b"key", "value", b"value"]  # noqa: Y015
-        def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+        def ClearField(self, field_name: typing_extensions.Literal["key", b"key", "value", b"value"]) -> None: ...
 
-    ALLOW_CACHE_FIELD_NUMBER: _builtins.int
-    TAGS_FIELD_NUMBER: _builtins.int
-    PAGINATION_FIELD_NUMBER: _builtins.int
-    SORTING_FIELD_NUMBER: _builtins.int
-    allow_cache: _builtins.bool
-    @_builtins.property
-    def tags(self) -> _containers.ScalarMap[_builtins.str, _builtins.str]: ...
-    @_builtins.property
-    def pagination(self) -> Global___PaginationParams: ...
-    @_builtins.property
-    def sorting(self) -> Global___SortingParams: ...
+    ALLOW_CACHE_FIELD_NUMBER: builtins.int
+    TAGS_FIELD_NUMBER: builtins.int
+    PAGINATION_FIELD_NUMBER: builtins.int
+    SORTING_FIELD_NUMBER: builtins.int
+    allow_cache: builtins.bool
+    @property
+    def tags(self) -> google.protobuf.internal.containers.ScalarMap[builtins.str, builtins.str]: ...
+    @property
+    def pagination(self) -> global___PaginationParams: ...
+    @property
+    def sorting(self) -> global___SortingParams: ...
     def __init__(
         self,
         *,
-        allow_cache: _builtins.bool = ...,
-        tags: _abc.Mapping[_builtins.str, _builtins.str] | None = ...,
-        pagination: Global___PaginationParams | None = ...,
-        sorting: Global___SortingParams | None = ...,
+        allow_cache: builtins.bool = ...,
+        tags: collections.abc.Mapping[builtins.str, builtins.str] | None = ...,
+        pagination: global___PaginationParams | None = ...,
+        sorting: global___SortingParams | None = ...,
     ) -> None: ...
-    _HasFieldArgType: _TypeAlias = _typing.Literal["pagination", b"pagination", "sorting", b"sorting"]  # noqa: Y015
-    def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["allow_cache", b"allow_cache", "pagination", b"pagination", "sorting", b"sorting", "tags", b"tags"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def HasField(self, field_name: typing_extensions.Literal["pagination", b"pagination", "sorting", b"sorting"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["allow_cache", b"allow_cache", "pagination", b"pagination", "sorting", b"sorting", "tags", b"tags"]) -> None: ...
 
-Global___ListProjectsRequest: _TypeAlias = ListProjectsRequest  # noqa: Y015
+global___ListProjectsRequest = ListProjectsRequest
 
-@_typing.final
-class ListProjectsResponse(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class ListProjectsResponse(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    PROJECTS_FIELD_NUMBER: _builtins.int
-    PAGINATION_FIELD_NUMBER: _builtins.int
-    @_builtins.property
-    def projects(self) -> _containers.RepeatedCompositeFieldContainer[_Project_pb2.Project]: ...
-    @_builtins.property
-    def pagination(self) -> Global___PaginationMetadata: ...
+    PROJECTS_FIELD_NUMBER: builtins.int
+    PAGINATION_FIELD_NUMBER: builtins.int
+    @property
+    def projects(self) -> google.protobuf.internal.containers.RepeatedCompositeFieldContainer[feast.core.Project_pb2.Project]: ...
+    @property
+    def pagination(self) -> global___PaginationMetadata: ...
     def __init__(
         self,
         *,
-        projects: _abc.Iterable[_Project_pb2.Project] | None = ...,
-        pagination: Global___PaginationMetadata | None = ...,
+        projects: collections.abc.Iterable[feast.core.Project_pb2.Project] | None = ...,
+        pagination: global___PaginationMetadata | None = ...,
     ) -> None: ...
-    _HasFieldArgType: _TypeAlias = _typing.Literal["pagination", b"pagination"]  # noqa: Y015
-    def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["pagination", b"pagination", "projects", b"projects"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def HasField(self, field_name: typing_extensions.Literal["pagination", b"pagination"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["pagination", b"pagination", "projects", b"projects"]) -> None: ...
 
-Global___ListProjectsResponse: _TypeAlias = ListProjectsResponse  # noqa: Y015
+global___ListProjectsResponse = ListProjectsResponse
 
-@_typing.final
-class DeleteProjectRequest(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class DeleteProjectRequest(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    NAME_FIELD_NUMBER: _builtins.int
-    COMMIT_FIELD_NUMBER: _builtins.int
-    name: _builtins.str
-    commit: _builtins.bool
+    NAME_FIELD_NUMBER: builtins.int
+    COMMIT_FIELD_NUMBER: builtins.int
+    name: builtins.str
+    commit: builtins.bool
     def __init__(
         self,
         *,
-        name: _builtins.str = ...,
-        commit: _builtins.bool = ...,
+        name: builtins.str = ...,
+        commit: builtins.bool = ...,
     ) -> None: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["commit", b"commit", "name", b"name"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["commit", b"commit", "name", b"name"]) -> None: ...
 
-Global___DeleteProjectRequest: _TypeAlias = DeleteProjectRequest  # noqa: Y015
+global___DeleteProjectRequest = DeleteProjectRequest
 
-@_typing.final
-class EntityReference(_message.Message):
+class EntityReference(google.protobuf.message.Message):
     """Lineage"""
 
-    DESCRIPTOR: _descriptor.Descriptor
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    TYPE_FIELD_NUMBER: _builtins.int
-    NAME_FIELD_NUMBER: _builtins.int
-    type: _builtins.str
+    TYPE_FIELD_NUMBER: builtins.int
+    NAME_FIELD_NUMBER: builtins.int
+    type: builtins.str
     """"dataSource", "entity", "featureView", "featureService" """
-    name: _builtins.str
+    name: builtins.str
+    def __init__(
+        self,
+        *,
+        type: builtins.str = ...,
+        name: builtins.str = ...,
+    ) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["name", b"name", "type", b"type"]) -> None: ...
+
+global___EntityReference = EntityReference
+
+class EntityRelation(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
+
+    SOURCE_FIELD_NUMBER: builtins.int
+    TARGET_FIELD_NUMBER: builtins.int
+    @property
+    def source(self) -> global___EntityReference: ...
+    @property
+    def target(self) -> global___EntityReference: ...
     def __init__(
         self,
         *,
-        type: _builtins.str = ...,
-        name: _builtins.str = ...,
+        source: global___EntityReference | None = ...,
+        target: global___EntityReference | None = ...,
     ) -> None: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["name", b"name", "type", b"type"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def HasField(self, field_name: typing_extensions.Literal["source", b"source", "target", b"target"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["source", b"source", "target", b"target"]) -> None: ...
 
-Global___EntityReference: _TypeAlias = EntityReference  # noqa: Y015
+global___EntityRelation = EntityRelation
 
-@_typing.final
-class EntityRelation(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
-
-    SOURCE_FIELD_NUMBER: _builtins.int
-    TARGET_FIELD_NUMBER: _builtins.int
-    @_builtins.property
-    def source(self) -> Global___EntityReference: ...
-    @_builtins.property
-    def target(self) -> Global___EntityReference: ...
+class GetRegistryLineageRequest(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
+
+    PROJECT_FIELD_NUMBER: builtins.int
+    ALLOW_CACHE_FIELD_NUMBER: builtins.int
+    FILTER_OBJECT_TYPE_FIELD_NUMBER: builtins.int
+    FILTER_OBJECT_NAME_FIELD_NUMBER: builtins.int
+    PAGINATION_FIELD_NUMBER: builtins.int
+    SORTING_FIELD_NUMBER: builtins.int
+    project: builtins.str
+    allow_cache: builtins.bool
+    filter_object_type: builtins.str
+    filter_object_name: builtins.str
+    @property
+    def pagination(self) -> global___PaginationParams: ...
+    @property
+    def sorting(self) -> global___SortingParams: ...
     def __init__(
         self,
         *,
-        source: Global___EntityReference | None = ...,
-        target: Global___EntityReference | None = ...,
-    ) -> None: ...
-    _HasFieldArgType: _TypeAlias = _typing.Literal["source", b"source", "target", b"target"]  # noqa: Y015
-    def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["source", b"source", "target", b"target"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
-
-Global___EntityRelation: _TypeAlias = EntityRelation  # noqa: Y015
-
-@_typing.final
-class GetRegistryLineageRequest(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+        project: builtins.str = ...,
+        allow_cache: builtins.bool = ...,
+        filter_object_type: builtins.str = ...,
+        filter_object_name: builtins.str = ...,
+        pagination: global___PaginationParams | None = ...,
+        sorting: global___SortingParams | None = ...,
+    ) -> None: ...
+    def HasField(self, field_name: typing_extensions.Literal["pagination", b"pagination", "sorting", b"sorting"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["allow_cache", b"allow_cache", "filter_object_name", b"filter_object_name", "filter_object_type", b"filter_object_type", "pagination", b"pagination", "project", b"project", "sorting", b"sorting"]) -> None: ...
+
+global___GetRegistryLineageRequest = GetRegistryLineageRequest
 
-    PROJECT_FIELD_NUMBER: _builtins.int
-    ALLOW_CACHE_FIELD_NUMBER: _builtins.int
-    FILTER_OBJECT_TYPE_FIELD_NUMBER: _builtins.int
-    FILTER_OBJECT_NAME_FIELD_NUMBER: _builtins.int
-    PAGINATION_FIELD_NUMBER: _builtins.int
-    SORTING_FIELD_NUMBER: _builtins.int
-    project: _builtins.str
-    allow_cache: _builtins.bool
-    filter_object_type: _builtins.str
-    filter_object_name: _builtins.str
-    @_builtins.property
-    def pagination(self) -> Global___PaginationParams: ...
-    @_builtins.property
-    def sorting(self) -> Global___SortingParams: ...
+class GetRegistryLineageResponse(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
+
+    RELATIONSHIPS_FIELD_NUMBER: builtins.int
+    INDIRECT_RELATIONSHIPS_FIELD_NUMBER: builtins.int
+    RELATIONSHIPS_PAGINATION_FIELD_NUMBER: builtins.int
+    INDIRECT_RELATIONSHIPS_PAGINATION_FIELD_NUMBER: builtins.int
+    @property
+    def relationships(self) -> google.protobuf.internal.containers.RepeatedCompositeFieldContainer[global___EntityRelation]: ...
+    @property
+    def indirect_relationships(self) -> google.protobuf.internal.containers.RepeatedCompositeFieldContainer[global___EntityRelation]: ...
+    @property
+    def relationships_pagination(self) -> global___PaginationMetadata: ...
+    @property
+    def indirect_relationships_pagination(self) -> global___PaginationMetadata: ...
     def __init__(
         self,
         *,
-        project: _builtins.str = ...,
-        allow_cache: _builtins.bool = ...,
-        filter_object_type: _builtins.str = ...,
-        filter_object_name: _builtins.str = ...,
-        pagination: Global___PaginationParams | None = ...,
-        sorting: Global___SortingParams | None = ...,
+        relationships: collections.abc.Iterable[global___EntityRelation] | None = ...,
+        indirect_relationships: collections.abc.Iterable[global___EntityRelation] | None = ...,
+        relationships_pagination: global___PaginationMetadata | None = ...,
+        indirect_relationships_pagination: global___PaginationMetadata | None = ...,
     ) -> None: ...
-    _HasFieldArgType: _TypeAlias = _typing.Literal["pagination", b"pagination", "sorting", b"sorting"]  # noqa: Y015
-    def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["allow_cache", b"allow_cache", "filter_object_name", b"filter_object_name", "filter_object_type", b"filter_object_type", "pagination", b"pagination", "project", b"project", "sorting", b"sorting"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def HasField(self, field_name: typing_extensions.Literal["indirect_relationships_pagination", b"indirect_relationships_pagination", "relationships_pagination", b"relationships_pagination"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["indirect_relationships", b"indirect_relationships", "indirect_relationships_pagination", b"indirect_relationships_pagination", "relationships", b"relationships", "relationships_pagination", b"relationships_pagination"]) -> None: ...
 
-Global___GetRegistryLineageRequest: _TypeAlias = GetRegistryLineageRequest  # noqa: Y015
+global___GetRegistryLineageResponse = GetRegistryLineageResponse
 
-@_typing.final
-class GetRegistryLineageResponse(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class GetObjectRelationshipsRequest(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    RELATIONSHIPS_FIELD_NUMBER: _builtins.int
-    INDIRECT_RELATIONSHIPS_FIELD_NUMBER: _builtins.int
-    RELATIONSHIPS_PAGINATION_FIELD_NUMBER: _builtins.int
-    INDIRECT_RELATIONSHIPS_PAGINATION_FIELD_NUMBER: _builtins.int
-    @_builtins.property
-    def relationships(self) -> _containers.RepeatedCompositeFieldContainer[Global___EntityRelation]: ...
-    @_builtins.property
-    def indirect_relationships(self) -> _containers.RepeatedCompositeFieldContainer[Global___EntityRelation]: ...
-    @_builtins.property
-    def relationships_pagination(self) -> Global___PaginationMetadata: ...
-    @_builtins.property
-    def indirect_relationships_pagination(self) -> Global___PaginationMetadata: ...
+    PROJECT_FIELD_NUMBER: builtins.int
+    OBJECT_TYPE_FIELD_NUMBER: builtins.int
+    OBJECT_NAME_FIELD_NUMBER: builtins.int
+    INCLUDE_INDIRECT_FIELD_NUMBER: builtins.int
+    ALLOW_CACHE_FIELD_NUMBER: builtins.int
+    PAGINATION_FIELD_NUMBER: builtins.int
+    SORTING_FIELD_NUMBER: builtins.int
+    project: builtins.str
+    object_type: builtins.str
+    object_name: builtins.str
+    include_indirect: builtins.bool
+    allow_cache: builtins.bool
+    @property
+    def pagination(self) -> global___PaginationParams: ...
+    @property
+    def sorting(self) -> global___SortingParams: ...
+    def __init__(
+        self,
+        *,
+        project: builtins.str = ...,
+        object_type: builtins.str = ...,
+        object_name: builtins.str = ...,
+        include_indirect: builtins.bool = ...,
+        allow_cache: builtins.bool = ...,
+        pagination: global___PaginationParams | None = ...,
+        sorting: global___SortingParams | None = ...,
+    ) -> None: ...
+    def HasField(self, field_name: typing_extensions.Literal["pagination", b"pagination", "sorting", b"sorting"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["allow_cache", b"allow_cache", "include_indirect", b"include_indirect", "object_name", b"object_name", "object_type", b"object_type", "pagination", b"pagination", "project", b"project", "sorting", b"sorting"]) -> None: ...
+
+global___GetObjectRelationshipsRequest = GetObjectRelationshipsRequest
+
+class GetObjectRelationshipsResponse(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
+
+    RELATIONSHIPS_FIELD_NUMBER: builtins.int
+    PAGINATION_FIELD_NUMBER: builtins.int
+    @property
+    def relationships(self) -> google.protobuf.internal.containers.RepeatedCompositeFieldContainer[global___EntityRelation]: ...
+    @property
+    def pagination(self) -> global___PaginationMetadata: ...
     def __init__(
         self,
         *,
-        relationships: _abc.Iterable[Global___EntityRelation] | None = ...,
-        indirect_relationships: _abc.Iterable[Global___EntityRelation] | None = ...,
-        relationships_pagination: Global___PaginationMetadata | None = ...,
-        indirect_relationships_pagination: Global___PaginationMetadata | None = ...,
+        relationships: collections.abc.Iterable[global___EntityRelation] | None = ...,
+        pagination: global___PaginationMetadata | None = ...,
     ) -> None: ...
-    _HasFieldArgType: _TypeAlias = _typing.Literal["indirect_relationships_pagination", b"indirect_relationships_pagination", "relationships_pagination", b"relationships_pagination"]  # noqa: Y015
-    def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["indirect_relationships", b"indirect_relationships", "indirect_relationships_pagination", b"indirect_relationships_pagination", "relationships", b"relationships", "relationships_pagination", b"relationships_pagination"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def HasField(self, field_name: typing_extensions.Literal["pagination", b"pagination"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["pagination", b"pagination", "relationships", b"relationships"]) -> None: ...
 
-Global___GetRegistryLineageResponse: _TypeAlias = GetRegistryLineageResponse  # noqa: Y015
+global___GetObjectRelationshipsResponse = GetObjectRelationshipsResponse
 
-@_typing.final
-class GetObjectRelationshipsRequest(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
-
-    PROJECT_FIELD_NUMBER: _builtins.int
-    OBJECT_TYPE_FIELD_NUMBER: _builtins.int
-    OBJECT_NAME_FIELD_NUMBER: _builtins.int
-    INCLUDE_INDIRECT_FIELD_NUMBER: _builtins.int
-    ALLOW_CACHE_FIELD_NUMBER: _builtins.int
-    PAGINATION_FIELD_NUMBER: _builtins.int
-    SORTING_FIELD_NUMBER: _builtins.int
-    project: _builtins.str
-    object_type: _builtins.str
-    object_name: _builtins.str
-    include_indirect: _builtins.bool
-    allow_cache: _builtins.bool
-    @_builtins.property
-    def pagination(self) -> Global___PaginationParams: ...
-    @_builtins.property
-    def sorting(self) -> Global___SortingParams: ...
-    def __init__(
-        self,
-        *,
-        project: _builtins.str = ...,
-        object_type: _builtins.str = ...,
-        object_name: _builtins.str = ...,
-        include_indirect: _builtins.bool = ...,
-        allow_cache: _builtins.bool = ...,
-        pagination: Global___PaginationParams | None = ...,
-        sorting: Global___SortingParams | None = ...,
-    ) -> None: ...
-    _HasFieldArgType: _TypeAlias = _typing.Literal["pagination", b"pagination", "sorting", b"sorting"]  # noqa: Y015
-    def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["allow_cache", b"allow_cache", "include_indirect", b"include_indirect", "object_name", b"object_name", "object_type", b"object_type", "pagination", b"pagination", "project", b"project", "sorting", b"sorting"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
-
-Global___GetObjectRelationshipsRequest: _TypeAlias = GetObjectRelationshipsRequest  # noqa: Y015
-
-@_typing.final
-class GetObjectRelationshipsResponse(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
-
-    RELATIONSHIPS_FIELD_NUMBER: _builtins.int
-    PAGINATION_FIELD_NUMBER: _builtins.int
-    @_builtins.property
-    def relationships(self) -> _containers.RepeatedCompositeFieldContainer[Global___EntityRelation]: ...
-    @_builtins.property
-    def pagination(self) -> Global___PaginationMetadata: ...
-    def __init__(
-        self,
-        *,
-        relationships: _abc.Iterable[Global___EntityRelation] | None = ...,
-        pagination: Global___PaginationMetadata | None = ...,
-    ) -> None: ...
-    _HasFieldArgType: _TypeAlias = _typing.Literal["pagination", b"pagination"]  # noqa: Y015
-    def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["pagination", b"pagination", "relationships", b"relationships"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
-
-Global___GetObjectRelationshipsResponse: _TypeAlias = GetObjectRelationshipsResponse  # noqa: Y015
-
-@_typing.final
-class Feature(_message.Message):
+class Feature(google.protobuf.message.Message):
     """Feature messages"""
 
-    DESCRIPTOR: _descriptor.Descriptor
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    @_typing.final
-    class TagsEntry(_message.Message):
-        DESCRIPTOR: _descriptor.Descriptor
+    class TagsEntry(google.protobuf.message.Message):
+        DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-        KEY_FIELD_NUMBER: _builtins.int
-        VALUE_FIELD_NUMBER: _builtins.int
-        key: _builtins.str
-        value: _builtins.str
+        KEY_FIELD_NUMBER: builtins.int
+        VALUE_FIELD_NUMBER: builtins.int
+        key: builtins.str
+        value: builtins.str
         def __init__(
             self,
             *,
-            key: _builtins.str = ...,
-            value: _builtins.str = ...,
+            key: builtins.str = ...,
+            value: builtins.str = ...,
         ) -> None: ...
-        _ClearFieldArgType: _TypeAlias = _typing.Literal["key", b"key", "value", b"value"]  # noqa: Y015
-        def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
-
-    NAME_FIELD_NUMBER: _builtins.int
-    FEATURE_VIEW_FIELD_NUMBER: _builtins.int
-    TYPE_FIELD_NUMBER: _builtins.int
-    DESCRIPTION_FIELD_NUMBER: _builtins.int
-    OWNER_FIELD_NUMBER: _builtins.int
-    CREATED_TIMESTAMP_FIELD_NUMBER: _builtins.int
-    LAST_UPDATED_TIMESTAMP_FIELD_NUMBER: _builtins.int
-    TAGS_FIELD_NUMBER: _builtins.int
-    name: _builtins.str
-    feature_view: _builtins.str
-    type: _builtins.str
-    description: _builtins.str
-    owner: _builtins.str
-    @_builtins.property
-    def created_timestamp(self) -> _timestamp_pb2.Timestamp: ...
-    @_builtins.property
-    def last_updated_timestamp(self) -> _timestamp_pb2.Timestamp: ...
-    @_builtins.property
-    def tags(self) -> _containers.ScalarMap[_builtins.str, _builtins.str]: ...
-    def __init__(
-        self,
-        *,
-        name: _builtins.str = ...,
-        feature_view: _builtins.str = ...,
-        type: _builtins.str = ...,
-        description: _builtins.str = ...,
-        owner: _builtins.str = ...,
-        created_timestamp: _timestamp_pb2.Timestamp | None = ...,
-        last_updated_timestamp: _timestamp_pb2.Timestamp | None = ...,
-        tags: _abc.Mapping[_builtins.str, _builtins.str] | None = ...,
-    ) -> None: ...
-    _HasFieldArgType: _TypeAlias = _typing.Literal["created_timestamp", b"created_timestamp", "last_updated_timestamp", b"last_updated_timestamp"]  # noqa: Y015
-    def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["created_timestamp", b"created_timestamp", "description", b"description", "feature_view", b"feature_view", "last_updated_timestamp", b"last_updated_timestamp", "name", b"name", "owner", b"owner", "tags", b"tags", "type", b"type"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
-
-Global___Feature: _TypeAlias = Feature  # noqa: Y015
-
-@_typing.final
-class ListFeaturesRequest(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
-
-    PROJECT_FIELD_NUMBER: _builtins.int
-    FEATURE_VIEW_FIELD_NUMBER: _builtins.int
-    NAME_FIELD_NUMBER: _builtins.int
-    ALLOW_CACHE_FIELD_NUMBER: _builtins.int
-    PAGINATION_FIELD_NUMBER: _builtins.int
-    SORTING_FIELD_NUMBER: _builtins.int
-    project: _builtins.str
-    feature_view: _builtins.str
-    name: _builtins.str
-    allow_cache: _builtins.bool
-    @_builtins.property
-    def pagination(self) -> Global___PaginationParams: ...
-    @_builtins.property
-    def sorting(self) -> Global___SortingParams: ...
-    def __init__(
-        self,
-        *,
-        project: _builtins.str = ...,
-        feature_view: _builtins.str = ...,
-        name: _builtins.str = ...,
-        allow_cache: _builtins.bool = ...,
-        pagination: Global___PaginationParams | None = ...,
-        sorting: Global___SortingParams | None = ...,
-    ) -> None: ...
-    _HasFieldArgType: _TypeAlias = _typing.Literal["pagination", b"pagination", "sorting", b"sorting"]  # noqa: Y015
-    def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["allow_cache", b"allow_cache", "feature_view", b"feature_view", "name", b"name", "pagination", b"pagination", "project", b"project", "sorting", b"sorting"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
-
-Global___ListFeaturesRequest: _TypeAlias = ListFeaturesRequest  # noqa: Y015
-
-@_typing.final
-class ListFeaturesResponse(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
-
-    FEATURES_FIELD_NUMBER: _builtins.int
-    PAGINATION_FIELD_NUMBER: _builtins.int
-    @_builtins.property
-    def features(self) -> _containers.RepeatedCompositeFieldContainer[Global___Feature]: ...
-    @_builtins.property
-    def pagination(self) -> Global___PaginationMetadata: ...
-    def __init__(
-        self,
-        *,
-        features: _abc.Iterable[Global___Feature] | None = ...,
-        pagination: Global___PaginationMetadata | None = ...,
-    ) -> None: ...
-    _HasFieldArgType: _TypeAlias = _typing.Literal["pagination", b"pagination"]  # noqa: Y015
-    def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["features", b"features", "pagination", b"pagination"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
-
-Global___ListFeaturesResponse: _TypeAlias = ListFeaturesResponse  # noqa: Y015
-
-@_typing.final
-class GetFeatureRequest(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
-
-    PROJECT_FIELD_NUMBER: _builtins.int
-    FEATURE_VIEW_FIELD_NUMBER: _builtins.int
-    NAME_FIELD_NUMBER: _builtins.int
-    ALLOW_CACHE_FIELD_NUMBER: _builtins.int
-    project: _builtins.str
-    feature_view: _builtins.str
-    name: _builtins.str
-    allow_cache: _builtins.bool
-    def __init__(
-        self,
-        *,
-        project: _builtins.str = ...,
-        feature_view: _builtins.str = ...,
-        name: _builtins.str = ...,
-        allow_cache: _builtins.bool = ...,
+        def ClearField(self, field_name: typing_extensions.Literal["key", b"key", "value", b"value"]) -> None: ...
+
+    NAME_FIELD_NUMBER: builtins.int
+    FEATURE_VIEW_FIELD_NUMBER: builtins.int
+    TYPE_FIELD_NUMBER: builtins.int
+    DESCRIPTION_FIELD_NUMBER: builtins.int
+    OWNER_FIELD_NUMBER: builtins.int
+    CREATED_TIMESTAMP_FIELD_NUMBER: builtins.int
+    LAST_UPDATED_TIMESTAMP_FIELD_NUMBER: builtins.int
+    TAGS_FIELD_NUMBER: builtins.int
+    KIND_FIELD_NUMBER: builtins.int
+    name: builtins.str
+    feature_view: builtins.str
+    type: builtins.str
+    description: builtins.str
+    owner: builtins.str
+    @property
+    def created_timestamp(self) -> google.protobuf.timestamp_pb2.Timestamp: ...
+    @property
+    def last_updated_timestamp(self) -> google.protobuf.timestamp_pb2.Timestamp: ...
+    @property
+    def tags(self) -> google.protobuf.internal.containers.ScalarMap[builtins.str, builtins.str]: ...
+    kind: builtins.str
+    """Semantic kind: "feature" (input/predictor) or "label" (target/annotation)."""
+    def __init__(
+        self,
+        *,
+        name: builtins.str = ...,
+        feature_view: builtins.str = ...,
+        type: builtins.str = ...,
+        description: builtins.str = ...,
+        owner: builtins.str = ...,
+        created_timestamp: google.protobuf.timestamp_pb2.Timestamp | None = ...,
+        last_updated_timestamp: google.protobuf.timestamp_pb2.Timestamp | None = ...,
+        tags: collections.abc.Mapping[builtins.str, builtins.str] | None = ...,
+        kind: builtins.str = ...,
+    ) -> None: ...
+    def HasField(self, field_name: typing_extensions.Literal["created_timestamp", b"created_timestamp", "last_updated_timestamp", b"last_updated_timestamp"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["created_timestamp", b"created_timestamp", "description", b"description", "feature_view", b"feature_view", "kind", b"kind", "last_updated_timestamp", b"last_updated_timestamp", "name", b"name", "owner", b"owner", "tags", b"tags", "type", b"type"]) -> None: ...
+
+global___Feature = Feature
+
+class ListFeaturesRequest(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
+
+    PROJECT_FIELD_NUMBER: builtins.int
+    FEATURE_VIEW_FIELD_NUMBER: builtins.int
+    NAME_FIELD_NUMBER: builtins.int
+    ALLOW_CACHE_FIELD_NUMBER: builtins.int
+    PAGINATION_FIELD_NUMBER: builtins.int
+    SORTING_FIELD_NUMBER: builtins.int
+    KIND_FIELD_NUMBER: builtins.int
+    project: builtins.str
+    feature_view: builtins.str
+    name: builtins.str
+    allow_cache: builtins.bool
+    @property
+    def pagination(self) -> global___PaginationParams: ...
+    @property
+    def sorting(self) -> global___SortingParams: ...
+    kind: builtins.str
+    """Filter by kind: "feature" or "label". Empty means no filter."""
+    def __init__(
+        self,
+        *,
+        project: builtins.str = ...,
+        feature_view: builtins.str = ...,
+        name: builtins.str = ...,
+        allow_cache: builtins.bool = ...,
+        pagination: global___PaginationParams | None = ...,
+        sorting: global___SortingParams | None = ...,
+        kind: builtins.str = ...,
+    ) -> None: ...
+    def HasField(self, field_name: typing_extensions.Literal["pagination", b"pagination", "sorting", b"sorting"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["allow_cache", b"allow_cache", "feature_view", b"feature_view", "kind", b"kind", "name", b"name", "pagination", b"pagination", "project", b"project", "sorting", b"sorting"]) -> None: ...
+
+global___ListFeaturesRequest = ListFeaturesRequest
+
+class ListFeaturesResponse(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
+
+    FEATURES_FIELD_NUMBER: builtins.int
+    PAGINATION_FIELD_NUMBER: builtins.int
+    @property
+    def features(self) -> google.protobuf.internal.containers.RepeatedCompositeFieldContainer[global___Feature]: ...
+    @property
+    def pagination(self) -> global___PaginationMetadata: ...
+    def __init__(
+        self,
+        *,
+        features: collections.abc.Iterable[global___Feature] | None = ...,
+        pagination: global___PaginationMetadata | None = ...,
+    ) -> None: ...
+    def HasField(self, field_name: typing_extensions.Literal["pagination", b"pagination"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["features", b"features", "pagination", b"pagination"]) -> None: ...
+
+global___ListFeaturesResponse = ListFeaturesResponse
+
+class GetFeatureRequest(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
+
+    PROJECT_FIELD_NUMBER: builtins.int
+    FEATURE_VIEW_FIELD_NUMBER: builtins.int
+    NAME_FIELD_NUMBER: builtins.int
+    ALLOW_CACHE_FIELD_NUMBER: builtins.int
+    project: builtins.str
+    feature_view: builtins.str
+    name: builtins.str
+    allow_cache: builtins.bool
+    def __init__(
+        self,
+        *,
+        project: builtins.str = ...,
+        feature_view: builtins.str = ...,
+        name: builtins.str = ...,
+        allow_cache: builtins.bool = ...,
     ) -> None: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["allow_cache", b"allow_cache", "feature_view", b"feature_view", "name", b"name", "project", b"project"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["allow_cache", b"allow_cache", "feature_view", b"feature_view", "name", b"name", "project", b"project"]) -> None: ...
 
-Global___GetFeatureRequest: _TypeAlias = GetFeatureRequest  # noqa: Y015
+global___GetFeatureRequest = GetFeatureRequest
diff --git a/sdk/python/feast/protos/feast/registry/RegistryServer_pb2_grpc.py b/sdk/python/feast/protos/feast/registry/RegistryServer_pb2_grpc.py
index 84de666b6b1..e06f3a811df 100644
--- a/sdk/python/feast/protos/feast/registry/RegistryServer_pb2_grpc.py
+++ b/sdk/python/feast/protos/feast/registry/RegistryServer_pb2_grpc.py
@@ -7,6 +7,7 @@
 from feast.protos.feast.core import FeatureService_pb2 as feast_dot_core_dot_FeatureService__pb2
 from feast.protos.feast.core import FeatureView_pb2 as feast_dot_core_dot_FeatureView__pb2
 from feast.protos.feast.core import InfraObject_pb2 as feast_dot_core_dot_InfraObject__pb2
+from feast.protos.feast.core import LabelView_pb2 as feast_dot_core_dot_LabelView__pb2
 from feast.protos.feast.core import OnDemandFeatureView_pb2 as feast_dot_core_dot_OnDemandFeatureView__pb2
 from feast.protos.feast.core import Permission_pb2 as feast_dot_core_dot_Permission__pb2
 from feast.protos.feast.core import Project_pb2 as feast_dot_core_dot_Project__pb2
@@ -117,6 +118,16 @@ def __init__(self, channel):
                 request_serializer=feast_dot_registry_dot_RegistryServer__pb2.ListOnDemandFeatureViewsRequest.SerializeToString,
                 response_deserializer=feast_dot_registry_dot_RegistryServer__pb2.ListOnDemandFeatureViewsResponse.FromString,
                 )
+        self.GetLabelView = channel.unary_unary(
+                '/feast.registry.RegistryServer/GetLabelView',
+                request_serializer=feast_dot_registry_dot_RegistryServer__pb2.GetLabelViewRequest.SerializeToString,
+                response_deserializer=feast_dot_core_dot_LabelView__pb2.LabelView.FromString,
+                )
+        self.ListLabelViews = channel.unary_unary(
+                '/feast.registry.RegistryServer/ListLabelViews',
+                request_serializer=feast_dot_registry_dot_RegistryServer__pb2.ListLabelViewsRequest.SerializeToString,
+                response_deserializer=feast_dot_registry_dot_RegistryServer__pb2.ListLabelViewsResponse.FromString,
+                )
         self.ApplyFeatureService = channel.unary_unary(
                 '/feast.registry.RegistryServer/ApplyFeatureService',
                 request_serializer=feast_dot_registry_dot_RegistryServer__pb2.ApplyFeatureServiceRequest.SerializeToString,
@@ -157,6 +168,26 @@ def __init__(self, channel):
                 request_serializer=feast_dot_registry_dot_RegistryServer__pb2.DeleteSavedDatasetRequest.SerializeToString,
                 response_deserializer=google_dot_protobuf_dot_empty__pb2.Empty.FromString,
                 )
+        self.CreateDatasetFromRetrieval = channel.unary_unary(
+                '/feast.registry.RegistryServer/CreateDatasetFromRetrieval',
+                request_serializer=feast_dot_registry_dot_RegistryServer__pb2.CreateDatasetFromRetrievalRequest.SerializeToString,
+                response_deserializer=feast_dot_registry_dot_RegistryServer__pb2.CreateDatasetFromRetrievalResponse.FromString,
+                )
+        self.GetDatasetData = channel.unary_unary(
+                '/feast.registry.RegistryServer/GetDatasetData',
+                request_serializer=feast_dot_registry_dot_RegistryServer__pb2.GetDatasetDataRequest.SerializeToString,
+                response_deserializer=feast_dot_registry_dot_RegistryServer__pb2.GetDatasetDataResponse.FromString,
+                )
+        self.GetDatasetJobStatus = channel.unary_unary(
+                '/feast.registry.RegistryServer/GetDatasetJobStatus',
+                request_serializer=feast_dot_registry_dot_RegistryServer__pb2.GetDatasetJobStatusRequest.SerializeToString,
+                response_deserializer=feast_dot_registry_dot_RegistryServer__pb2.GetDatasetJobStatusResponse.FromString,
+                )
+        self.ListDatasetJobs = channel.unary_unary(
+                '/feast.registry.RegistryServer/ListDatasetJobs',
+                request_serializer=feast_dot_registry_dot_RegistryServer__pb2.ListDatasetJobsRequest.SerializeToString,
+                response_deserializer=feast_dot_registry_dot_RegistryServer__pb2.ListDatasetJobsResponse.FromString,
+                )
         self.ApplyValidationReference = channel.unary_unary(
                 '/feast.registry.RegistryServer/ApplyValidationReference',
                 request_serializer=feast_dot_registry_dot_RegistryServer__pb2.ApplyValidationReferenceRequest.SerializeToString,
@@ -391,6 +422,19 @@ def ListOnDemandFeatureViews(self, request, context):
         context.set_details('Method not implemented!')
         raise NotImplementedError('Method not implemented!')
 
+    def GetLabelView(self, request, context):
+        """LabelView RPCs
+        """
+        context.set_code(grpc.StatusCode.UNIMPLEMENTED)
+        context.set_details('Method not implemented!')
+        raise NotImplementedError('Method not implemented!')
+
+    def ListLabelViews(self, request, context):
+        """Missing associated documentation comment in .proto file."""
+        context.set_code(grpc.StatusCode.UNIMPLEMENTED)
+        context.set_details('Method not implemented!')
+        raise NotImplementedError('Method not implemented!')
+
     def ApplyFeatureService(self, request, context):
         """FeatureService RPCs
         """
@@ -441,6 +485,31 @@ def DeleteSavedDataset(self, request, context):
         context.set_details('Method not implemented!')
         raise NotImplementedError('Method not implemented!')
 
+    def CreateDatasetFromRetrieval(self, request, context):
+        """SavedDataset Operation RPCs
+        """
+        context.set_code(grpc.StatusCode.UNIMPLEMENTED)
+        context.set_details('Method not implemented!')
+        raise NotImplementedError('Method not implemented!')
+
+    def GetDatasetData(self, request, context):
+        """Missing associated documentation comment in .proto file."""
+        context.set_code(grpc.StatusCode.UNIMPLEMENTED)
+        context.set_details('Method not implemented!')
+        raise NotImplementedError('Method not implemented!')
+
+    def GetDatasetJobStatus(self, request, context):
+        """Missing associated documentation comment in .proto file."""
+        context.set_code(grpc.StatusCode.UNIMPLEMENTED)
+        context.set_details('Method not implemented!')
+        raise NotImplementedError('Method not implemented!')
+
+    def ListDatasetJobs(self, request, context):
+        """Missing associated documentation comment in .proto file."""
+        context.set_code(grpc.StatusCode.UNIMPLEMENTED)
+        context.set_details('Method not implemented!')
+        raise NotImplementedError('Method not implemented!')
+
     def ApplyValidationReference(self, request, context):
         """ValidationReference RPCs
         """
@@ -677,6 +746,16 @@ def add_RegistryServerServicer_to_server(servicer, server):
                     request_deserializer=feast_dot_registry_dot_RegistryServer__pb2.ListOnDemandFeatureViewsRequest.FromString,
                     response_serializer=feast_dot_registry_dot_RegistryServer__pb2.ListOnDemandFeatureViewsResponse.SerializeToString,
             ),
+            'GetLabelView': grpc.unary_unary_rpc_method_handler(
+                    servicer.GetLabelView,
+                    request_deserializer=feast_dot_registry_dot_RegistryServer__pb2.GetLabelViewRequest.FromString,
+                    response_serializer=feast_dot_core_dot_LabelView__pb2.LabelView.SerializeToString,
+            ),
+            'ListLabelViews': grpc.unary_unary_rpc_method_handler(
+                    servicer.ListLabelViews,
+                    request_deserializer=feast_dot_registry_dot_RegistryServer__pb2.ListLabelViewsRequest.FromString,
+                    response_serializer=feast_dot_registry_dot_RegistryServer__pb2.ListLabelViewsResponse.SerializeToString,
+            ),
             'ApplyFeatureService': grpc.unary_unary_rpc_method_handler(
                     servicer.ApplyFeatureService,
                     request_deserializer=feast_dot_registry_dot_RegistryServer__pb2.ApplyFeatureServiceRequest.FromString,
@@ -717,6 +796,26 @@ def add_RegistryServerServicer_to_server(servicer, server):
                     request_deserializer=feast_dot_registry_dot_RegistryServer__pb2.DeleteSavedDatasetRequest.FromString,
                     response_serializer=google_dot_protobuf_dot_empty__pb2.Empty.SerializeToString,
             ),
+            'CreateDatasetFromRetrieval': grpc.unary_unary_rpc_method_handler(
+                    servicer.CreateDatasetFromRetrieval,
+                    request_deserializer=feast_dot_registry_dot_RegistryServer__pb2.CreateDatasetFromRetrievalRequest.FromString,
+                    response_serializer=feast_dot_registry_dot_RegistryServer__pb2.CreateDatasetFromRetrievalResponse.SerializeToString,
+            ),
+            'GetDatasetData': grpc.unary_unary_rpc_method_handler(
+                    servicer.GetDatasetData,
+                    request_deserializer=feast_dot_registry_dot_RegistryServer__pb2.GetDatasetDataRequest.FromString,
+                    response_serializer=feast_dot_registry_dot_RegistryServer__pb2.GetDatasetDataResponse.SerializeToString,
+            ),
+            'GetDatasetJobStatus': grpc.unary_unary_rpc_method_handler(
+                    servicer.GetDatasetJobStatus,
+                    request_deserializer=feast_dot_registry_dot_RegistryServer__pb2.GetDatasetJobStatusRequest.FromString,
+                    response_serializer=feast_dot_registry_dot_RegistryServer__pb2.GetDatasetJobStatusResponse.SerializeToString,
+            ),
+            'ListDatasetJobs': grpc.unary_unary_rpc_method_handler(
+                    servicer.ListDatasetJobs,
+                    request_deserializer=feast_dot_registry_dot_RegistryServer__pb2.ListDatasetJobsRequest.FromString,
+                    response_serializer=feast_dot_registry_dot_RegistryServer__pb2.ListDatasetJobsResponse.SerializeToString,
+            ),
             'ApplyValidationReference': grpc.unary_unary_rpc_method_handler(
                     servicer.ApplyValidationReference,
                     request_deserializer=feast_dot_registry_dot_RegistryServer__pb2.ApplyValidationReferenceRequest.FromString,
@@ -1148,6 +1247,40 @@ def ListOnDemandFeatureViews(request,
             options, channel_credentials,
             insecure, call_credentials, compression, wait_for_ready, timeout, metadata)
 
+    @staticmethod
+    def GetLabelView(request,
+            target,
+            options=(),
+            channel_credentials=None,
+            call_credentials=None,
+            insecure=False,
+            compression=None,
+            wait_for_ready=None,
+            timeout=None,
+            metadata=None):
+        return grpc.experimental.unary_unary(request, target, '/feast.registry.RegistryServer/GetLabelView',
+            feast_dot_registry_dot_RegistryServer__pb2.GetLabelViewRequest.SerializeToString,
+            feast_dot_core_dot_LabelView__pb2.LabelView.FromString,
+            options, channel_credentials,
+            insecure, call_credentials, compression, wait_for_ready, timeout, metadata)
+
+    @staticmethod
+    def ListLabelViews(request,
+            target,
+            options=(),
+            channel_credentials=None,
+            call_credentials=None,
+            insecure=False,
+            compression=None,
+            wait_for_ready=None,
+            timeout=None,
+            metadata=None):
+        return grpc.experimental.unary_unary(request, target, '/feast.registry.RegistryServer/ListLabelViews',
+            feast_dot_registry_dot_RegistryServer__pb2.ListLabelViewsRequest.SerializeToString,
+            feast_dot_registry_dot_RegistryServer__pb2.ListLabelViewsResponse.FromString,
+            options, channel_credentials,
+            insecure, call_credentials, compression, wait_for_ready, timeout, metadata)
+
     @staticmethod
     def ApplyFeatureService(request,
             target,
@@ -1284,6 +1417,74 @@ def DeleteSavedDataset(request,
             options, channel_credentials,
             insecure, call_credentials, compression, wait_for_ready, timeout, metadata)
 
+    @staticmethod
+    def CreateDatasetFromRetrieval(request,
+            target,
+            options=(),
+            channel_credentials=None,
+            call_credentials=None,
+            insecure=False,
+            compression=None,
+            wait_for_ready=None,
+            timeout=None,
+            metadata=None):
+        return grpc.experimental.unary_unary(request, target, '/feast.registry.RegistryServer/CreateDatasetFromRetrieval',
+            feast_dot_registry_dot_RegistryServer__pb2.CreateDatasetFromRetrievalRequest.SerializeToString,
+            feast_dot_registry_dot_RegistryServer__pb2.CreateDatasetFromRetrievalResponse.FromString,
+            options, channel_credentials,
+            insecure, call_credentials, compression, wait_for_ready, timeout, metadata)
+
+    @staticmethod
+    def GetDatasetData(request,
+            target,
+            options=(),
+            channel_credentials=None,
+            call_credentials=None,
+            insecure=False,
+            compression=None,
+            wait_for_ready=None,
+            timeout=None,
+            metadata=None):
+        return grpc.experimental.unary_unary(request, target, '/feast.registry.RegistryServer/GetDatasetData',
+            feast_dot_registry_dot_RegistryServer__pb2.GetDatasetDataRequest.SerializeToString,
+            feast_dot_registry_dot_RegistryServer__pb2.GetDatasetDataResponse.FromString,
+            options, channel_credentials,
+            insecure, call_credentials, compression, wait_for_ready, timeout, metadata)
+
+    @staticmethod
+    def GetDatasetJobStatus(request,
+            target,
+            options=(),
+            channel_credentials=None,
+            call_credentials=None,
+            insecure=False,
+            compression=None,
+            wait_for_ready=None,
+            timeout=None,
+            metadata=None):
+        return grpc.experimental.unary_unary(request, target, '/feast.registry.RegistryServer/GetDatasetJobStatus',
+            feast_dot_registry_dot_RegistryServer__pb2.GetDatasetJobStatusRequest.SerializeToString,
+            feast_dot_registry_dot_RegistryServer__pb2.GetDatasetJobStatusResponse.FromString,
+            options, channel_credentials,
+            insecure, call_credentials, compression, wait_for_ready, timeout, metadata)
+
+    @staticmethod
+    def ListDatasetJobs(request,
+            target,
+            options=(),
+            channel_credentials=None,
+            call_credentials=None,
+            insecure=False,
+            compression=None,
+            wait_for_ready=None,
+            timeout=None,
+            metadata=None):
+        return grpc.experimental.unary_unary(request, target, '/feast.registry.RegistryServer/ListDatasetJobs',
+            feast_dot_registry_dot_RegistryServer__pb2.ListDatasetJobsRequest.SerializeToString,
+            feast_dot_registry_dot_RegistryServer__pb2.ListDatasetJobsResponse.FromString,
+            options, channel_credentials,
+            insecure, call_credentials, compression, wait_for_ready, timeout, metadata)
+
     @staticmethod
     def ApplyValidationReference(request,
             target,
diff --git a/sdk/python/feast/protos/feast/serving/Connector_pb2.pyi b/sdk/python/feast/protos/feast/serving/Connector_pb2.pyi
index 4e40abd912f..f87109e0fa5 100644
--- a/sdk/python/feast/protos/feast/serving/Connector_pb2.pyi
+++ b/sdk/python/feast/protos/feast/serving/Connector_pb2.pyi
@@ -2,107 +2,96 @@
 @generated by mypy-protobuf.  Do not edit manually!
 isort:skip_file
 """
-
-from collections import abc as _abc
-from feast.serving import ServingService_pb2 as _ServingService_pb2  # type: ignore[attr-defined]
-from feast.types import EntityKey_pb2 as _EntityKey_pb2  # type: ignore[attr-defined]
-from feast.types import Value_pb2 as _Value_pb2  # type: ignore[attr-defined]
-from google.protobuf import descriptor as _descriptor
-from google.protobuf import message as _message
-from google.protobuf import timestamp_pb2 as _timestamp_pb2
-from google.protobuf.internal import containers as _containers
-import builtins as _builtins
+import builtins
+import collections.abc
+import feast.serving.ServingService_pb2
+import feast.types.EntityKey_pb2
+import feast.types.Value_pb2
+import google.protobuf.descriptor
+import google.protobuf.internal.containers
+import google.protobuf.message
+import google.protobuf.timestamp_pb2
 import sys
-import typing as _typing
 
-if sys.version_info >= (3, 10):
-    from typing import TypeAlias as _TypeAlias
+if sys.version_info >= (3, 8):
+    import typing as typing_extensions
 else:
-    from typing_extensions import TypeAlias as _TypeAlias
+    import typing_extensions
 
-DESCRIPTOR: _descriptor.FileDescriptor
+DESCRIPTOR: google.protobuf.descriptor.FileDescriptor
 
-@_typing.final
-class ConnectorFeature(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class ConnectorFeature(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    REFERENCE_FIELD_NUMBER: _builtins.int
-    TIMESTAMP_FIELD_NUMBER: _builtins.int
-    VALUE_FIELD_NUMBER: _builtins.int
-    @_builtins.property
-    def reference(self) -> _ServingService_pb2.FeatureReferenceV2: ...
-    @_builtins.property
-    def timestamp(self) -> _timestamp_pb2.Timestamp: ...
-    @_builtins.property
-    def value(self) -> _Value_pb2.Value: ...
+    REFERENCE_FIELD_NUMBER: builtins.int
+    TIMESTAMP_FIELD_NUMBER: builtins.int
+    VALUE_FIELD_NUMBER: builtins.int
+    @property
+    def reference(self) -> feast.serving.ServingService_pb2.FeatureReferenceV2: ...
+    @property
+    def timestamp(self) -> google.protobuf.timestamp_pb2.Timestamp: ...
+    @property
+    def value(self) -> feast.types.Value_pb2.Value: ...
     def __init__(
         self,
         *,
-        reference: _ServingService_pb2.FeatureReferenceV2 | None = ...,
-        timestamp: _timestamp_pb2.Timestamp | None = ...,
-        value: _Value_pb2.Value | None = ...,
+        reference: feast.serving.ServingService_pb2.FeatureReferenceV2 | None = ...,
+        timestamp: google.protobuf.timestamp_pb2.Timestamp | None = ...,
+        value: feast.types.Value_pb2.Value | None = ...,
     ) -> None: ...
-    _HasFieldArgType: _TypeAlias = _typing.Literal["reference", b"reference", "timestamp", b"timestamp", "value", b"value"]  # noqa: Y015
-    def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["reference", b"reference", "timestamp", b"timestamp", "value", b"value"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def HasField(self, field_name: typing_extensions.Literal["reference", b"reference", "timestamp", b"timestamp", "value", b"value"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["reference", b"reference", "timestamp", b"timestamp", "value", b"value"]) -> None: ...
 
-Global___ConnectorFeature: _TypeAlias = ConnectorFeature  # noqa: Y015
+global___ConnectorFeature = ConnectorFeature
 
-@_typing.final
-class ConnectorFeatureList(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class ConnectorFeatureList(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    FEATURELIST_FIELD_NUMBER: _builtins.int
-    @_builtins.property
-    def featureList(self) -> _containers.RepeatedCompositeFieldContainer[Global___ConnectorFeature]: ...
+    FEATURELIST_FIELD_NUMBER: builtins.int
+    @property
+    def featureList(self) -> google.protobuf.internal.containers.RepeatedCompositeFieldContainer[global___ConnectorFeature]: ...
     def __init__(
         self,
         *,
-        featureList: _abc.Iterable[Global___ConnectorFeature] | None = ...,
+        featureList: collections.abc.Iterable[global___ConnectorFeature] | None = ...,
     ) -> None: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["featureList", b"featureList"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["featureList", b"featureList"]) -> None: ...
 
-Global___ConnectorFeatureList: _TypeAlias = ConnectorFeatureList  # noqa: Y015
+global___ConnectorFeatureList = ConnectorFeatureList
 
-@_typing.final
-class OnlineReadRequest(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class OnlineReadRequest(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    ENTITYKEYS_FIELD_NUMBER: _builtins.int
-    VIEW_FIELD_NUMBER: _builtins.int
-    FEATURES_FIELD_NUMBER: _builtins.int
-    view: _builtins.str
-    @_builtins.property
-    def entityKeys(self) -> _containers.RepeatedCompositeFieldContainer[_EntityKey_pb2.EntityKey]: ...
-    @_builtins.property
-    def features(self) -> _containers.RepeatedScalarFieldContainer[_builtins.str]: ...
+    ENTITYKEYS_FIELD_NUMBER: builtins.int
+    VIEW_FIELD_NUMBER: builtins.int
+    FEATURES_FIELD_NUMBER: builtins.int
+    @property
+    def entityKeys(self) -> google.protobuf.internal.containers.RepeatedCompositeFieldContainer[feast.types.EntityKey_pb2.EntityKey]: ...
+    view: builtins.str
+    @property
+    def features(self) -> google.protobuf.internal.containers.RepeatedScalarFieldContainer[builtins.str]: ...
     def __init__(
         self,
         *,
-        entityKeys: _abc.Iterable[_EntityKey_pb2.EntityKey] | None = ...,
-        view: _builtins.str = ...,
-        features: _abc.Iterable[_builtins.str] | None = ...,
+        entityKeys: collections.abc.Iterable[feast.types.EntityKey_pb2.EntityKey] | None = ...,
+        view: builtins.str = ...,
+        features: collections.abc.Iterable[builtins.str] | None = ...,
     ) -> None: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["entityKeys", b"entityKeys", "features", b"features", "view", b"view"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["entityKeys", b"entityKeys", "features", b"features", "view", b"view"]) -> None: ...
 
-Global___OnlineReadRequest: _TypeAlias = OnlineReadRequest  # noqa: Y015
+global___OnlineReadRequest = OnlineReadRequest
 
-@_typing.final
-class OnlineReadResponse(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class OnlineReadResponse(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    RESULTS_FIELD_NUMBER: _builtins.int
-    @_builtins.property
-    def results(self) -> _containers.RepeatedCompositeFieldContainer[Global___ConnectorFeatureList]: ...
+    RESULTS_FIELD_NUMBER: builtins.int
+    @property
+    def results(self) -> google.protobuf.internal.containers.RepeatedCompositeFieldContainer[global___ConnectorFeatureList]: ...
     def __init__(
         self,
         *,
-        results: _abc.Iterable[Global___ConnectorFeatureList] | None = ...,
+        results: collections.abc.Iterable[global___ConnectorFeatureList] | None = ...,
     ) -> None: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["results", b"results"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["results", b"results"]) -> None: ...
 
-Global___OnlineReadResponse: _TypeAlias = OnlineReadResponse  # noqa: Y015
+global___OnlineReadResponse = OnlineReadResponse
diff --git a/sdk/python/feast/protos/feast/serving/GrpcServer_pb2.pyi b/sdk/python/feast/protos/feast/serving/GrpcServer_pb2.pyi
index f63321d5d36..a83cd87a16e 100644
--- a/sdk/python/feast/protos/feast/serving/GrpcServer_pb2.pyi
+++ b/sdk/python/feast/protos/feast/serving/GrpcServer_pb2.pyi
@@ -2,182 +2,162 @@
 @generated by mypy-protobuf.  Do not edit manually!
 isort:skip_file
 """
-
-from collections import abc as _abc
-from feast.types import Value_pb2 as _Value_pb2  # type: ignore[attr-defined]
-from google.protobuf import descriptor as _descriptor
-from google.protobuf import message as _message
-from google.protobuf.internal import containers as _containers
-import builtins as _builtins
+import builtins
+import collections.abc
+import feast.types.Value_pb2
+import google.protobuf.descriptor
+import google.protobuf.internal.containers
+import google.protobuf.message
 import sys
-import typing as _typing
 
-if sys.version_info >= (3, 10):
-    from typing import TypeAlias as _TypeAlias
+if sys.version_info >= (3, 8):
+    import typing as typing_extensions
 else:
-    from typing_extensions import TypeAlias as _TypeAlias
+    import typing_extensions
 
-DESCRIPTOR: _descriptor.FileDescriptor
+DESCRIPTOR: google.protobuf.descriptor.FileDescriptor
 
-@_typing.final
-class PushRequest(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class PushRequest(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    @_typing.final
-    class FeaturesEntry(_message.Message):
-        DESCRIPTOR: _descriptor.Descriptor
+    class FeaturesEntry(google.protobuf.message.Message):
+        DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-        KEY_FIELD_NUMBER: _builtins.int
-        VALUE_FIELD_NUMBER: _builtins.int
-        key: _builtins.str
-        value: _builtins.str
+        KEY_FIELD_NUMBER: builtins.int
+        VALUE_FIELD_NUMBER: builtins.int
+        key: builtins.str
+        value: builtins.str
         def __init__(
             self,
             *,
-            key: _builtins.str = ...,
-            value: _builtins.str = ...,
+            key: builtins.str = ...,
+            value: builtins.str = ...,
         ) -> None: ...
-        _ClearFieldArgType: _TypeAlias = _typing.Literal["key", b"key", "value", b"value"]  # noqa: Y015
-        def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
-
-    @_typing.final
-    class TypedFeaturesEntry(_message.Message):
-        DESCRIPTOR: _descriptor.Descriptor
-
-        KEY_FIELD_NUMBER: _builtins.int
-        VALUE_FIELD_NUMBER: _builtins.int
-        key: _builtins.str
-        @_builtins.property
-        def value(self) -> _Value_pb2.Value: ...
+        def ClearField(self, field_name: typing_extensions.Literal["key", b"key", "value", b"value"]) -> None: ...
+
+    class TypedFeaturesEntry(google.protobuf.message.Message):
+        DESCRIPTOR: google.protobuf.descriptor.Descriptor
+
+        KEY_FIELD_NUMBER: builtins.int
+        VALUE_FIELD_NUMBER: builtins.int
+        key: builtins.str
+        @property
+        def value(self) -> feast.types.Value_pb2.Value: ...
         def __init__(
             self,
             *,
-            key: _builtins.str = ...,
-            value: _Value_pb2.Value | None = ...,
+            key: builtins.str = ...,
+            value: feast.types.Value_pb2.Value | None = ...,
         ) -> None: ...
-        _HasFieldArgType: _TypeAlias = _typing.Literal["value", b"value"]  # noqa: Y015
-        def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
-        _ClearFieldArgType: _TypeAlias = _typing.Literal["key", b"key", "value", b"value"]  # noqa: Y015
-        def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
-
-    FEATURES_FIELD_NUMBER: _builtins.int
-    STREAM_FEATURE_VIEW_FIELD_NUMBER: _builtins.int
-    ALLOW_REGISTRY_CACHE_FIELD_NUMBER: _builtins.int
-    TO_FIELD_NUMBER: _builtins.int
-    TYPED_FEATURES_FIELD_NUMBER: _builtins.int
-    stream_feature_view: _builtins.str
-    allow_registry_cache: _builtins.bool
-    to: _builtins.str
-    @_builtins.property
-    def features(self) -> _containers.ScalarMap[_builtins.str, _builtins.str]: ...
-    @_builtins.property
-    def typed_features(self) -> _containers.MessageMap[_builtins.str, _Value_pb2.Value]: ...
+        def HasField(self, field_name: typing_extensions.Literal["value", b"value"]) -> builtins.bool: ...
+        def ClearField(self, field_name: typing_extensions.Literal["key", b"key", "value", b"value"]) -> None: ...
+
+    FEATURES_FIELD_NUMBER: builtins.int
+    STREAM_FEATURE_VIEW_FIELD_NUMBER: builtins.int
+    ALLOW_REGISTRY_CACHE_FIELD_NUMBER: builtins.int
+    TO_FIELD_NUMBER: builtins.int
+    TYPED_FEATURES_FIELD_NUMBER: builtins.int
+    @property
+    def features(self) -> google.protobuf.internal.containers.ScalarMap[builtins.str, builtins.str]: ...
+    stream_feature_view: builtins.str
+    allow_registry_cache: builtins.bool
+    to: builtins.str
+    @property
+    def typed_features(self) -> google.protobuf.internal.containers.MessageMap[builtins.str, feast.types.Value_pb2.Value]: ...
     def __init__(
         self,
         *,
-        features: _abc.Mapping[_builtins.str, _builtins.str] | None = ...,
-        stream_feature_view: _builtins.str = ...,
-        allow_registry_cache: _builtins.bool = ...,
-        to: _builtins.str = ...,
-        typed_features: _abc.Mapping[_builtins.str, _Value_pb2.Value] | None = ...,
+        features: collections.abc.Mapping[builtins.str, builtins.str] | None = ...,
+        stream_feature_view: builtins.str = ...,
+        allow_registry_cache: builtins.bool = ...,
+        to: builtins.str = ...,
+        typed_features: collections.abc.Mapping[builtins.str, feast.types.Value_pb2.Value] | None = ...,
     ) -> None: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["allow_registry_cache", b"allow_registry_cache", "features", b"features", "stream_feature_view", b"stream_feature_view", "to", b"to", "typed_features", b"typed_features"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["allow_registry_cache", b"allow_registry_cache", "features", b"features", "stream_feature_view", b"stream_feature_view", "to", b"to", "typed_features", b"typed_features"]) -> None: ...
 
-Global___PushRequest: _TypeAlias = PushRequest  # noqa: Y015
+global___PushRequest = PushRequest
 
-@_typing.final
-class PushResponse(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class PushResponse(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    STATUS_FIELD_NUMBER: _builtins.int
-    status: _builtins.bool
+    STATUS_FIELD_NUMBER: builtins.int
+    status: builtins.bool
     def __init__(
         self,
         *,
-        status: _builtins.bool = ...,
+        status: builtins.bool = ...,
     ) -> None: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["status", b"status"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["status", b"status"]) -> None: ...
 
-Global___PushResponse: _TypeAlias = PushResponse  # noqa: Y015
+global___PushResponse = PushResponse
 
-@_typing.final
-class WriteToOnlineStoreRequest(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class WriteToOnlineStoreRequest(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    @_typing.final
-    class FeaturesEntry(_message.Message):
-        DESCRIPTOR: _descriptor.Descriptor
+    class FeaturesEntry(google.protobuf.message.Message):
+        DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-        KEY_FIELD_NUMBER: _builtins.int
-        VALUE_FIELD_NUMBER: _builtins.int
-        key: _builtins.str
-        value: _builtins.str
+        KEY_FIELD_NUMBER: builtins.int
+        VALUE_FIELD_NUMBER: builtins.int
+        key: builtins.str
+        value: builtins.str
         def __init__(
             self,
             *,
-            key: _builtins.str = ...,
-            value: _builtins.str = ...,
+            key: builtins.str = ...,
+            value: builtins.str = ...,
         ) -> None: ...
-        _ClearFieldArgType: _TypeAlias = _typing.Literal["key", b"key", "value", b"value"]  # noqa: Y015
-        def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
-
-    @_typing.final
-    class TypedFeaturesEntry(_message.Message):
-        DESCRIPTOR: _descriptor.Descriptor
-
-        KEY_FIELD_NUMBER: _builtins.int
-        VALUE_FIELD_NUMBER: _builtins.int
-        key: _builtins.str
-        @_builtins.property
-        def value(self) -> _Value_pb2.Value: ...
+        def ClearField(self, field_name: typing_extensions.Literal["key", b"key", "value", b"value"]) -> None: ...
+
+    class TypedFeaturesEntry(google.protobuf.message.Message):
+        DESCRIPTOR: google.protobuf.descriptor.Descriptor
+
+        KEY_FIELD_NUMBER: builtins.int
+        VALUE_FIELD_NUMBER: builtins.int
+        key: builtins.str
+        @property
+        def value(self) -> feast.types.Value_pb2.Value: ...
         def __init__(
             self,
             *,
-            key: _builtins.str = ...,
-            value: _Value_pb2.Value | None = ...,
+            key: builtins.str = ...,
+            value: feast.types.Value_pb2.Value | None = ...,
         ) -> None: ...
-        _HasFieldArgType: _TypeAlias = _typing.Literal["value", b"value"]  # noqa: Y015
-        def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
-        _ClearFieldArgType: _TypeAlias = _typing.Literal["key", b"key", "value", b"value"]  # noqa: Y015
-        def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
-
-    FEATURES_FIELD_NUMBER: _builtins.int
-    FEATURE_VIEW_NAME_FIELD_NUMBER: _builtins.int
-    ALLOW_REGISTRY_CACHE_FIELD_NUMBER: _builtins.int
-    TYPED_FEATURES_FIELD_NUMBER: _builtins.int
-    feature_view_name: _builtins.str
-    allow_registry_cache: _builtins.bool
-    @_builtins.property
-    def features(self) -> _containers.ScalarMap[_builtins.str, _builtins.str]: ...
-    @_builtins.property
-    def typed_features(self) -> _containers.MessageMap[_builtins.str, _Value_pb2.Value]: ...
+        def HasField(self, field_name: typing_extensions.Literal["value", b"value"]) -> builtins.bool: ...
+        def ClearField(self, field_name: typing_extensions.Literal["key", b"key", "value", b"value"]) -> None: ...
+
+    FEATURES_FIELD_NUMBER: builtins.int
+    FEATURE_VIEW_NAME_FIELD_NUMBER: builtins.int
+    ALLOW_REGISTRY_CACHE_FIELD_NUMBER: builtins.int
+    TYPED_FEATURES_FIELD_NUMBER: builtins.int
+    @property
+    def features(self) -> google.protobuf.internal.containers.ScalarMap[builtins.str, builtins.str]: ...
+    feature_view_name: builtins.str
+    allow_registry_cache: builtins.bool
+    @property
+    def typed_features(self) -> google.protobuf.internal.containers.MessageMap[builtins.str, feast.types.Value_pb2.Value]: ...
     def __init__(
         self,
         *,
-        features: _abc.Mapping[_builtins.str, _builtins.str] | None = ...,
-        feature_view_name: _builtins.str = ...,
-        allow_registry_cache: _builtins.bool = ...,
-        typed_features: _abc.Mapping[_builtins.str, _Value_pb2.Value] | None = ...,
+        features: collections.abc.Mapping[builtins.str, builtins.str] | None = ...,
+        feature_view_name: builtins.str = ...,
+        allow_registry_cache: builtins.bool = ...,
+        typed_features: collections.abc.Mapping[builtins.str, feast.types.Value_pb2.Value] | None = ...,
     ) -> None: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["allow_registry_cache", b"allow_registry_cache", "feature_view_name", b"feature_view_name", "features", b"features", "typed_features", b"typed_features"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["allow_registry_cache", b"allow_registry_cache", "feature_view_name", b"feature_view_name", "features", b"features", "typed_features", b"typed_features"]) -> None: ...
 
-Global___WriteToOnlineStoreRequest: _TypeAlias = WriteToOnlineStoreRequest  # noqa: Y015
+global___WriteToOnlineStoreRequest = WriteToOnlineStoreRequest
 
-@_typing.final
-class WriteToOnlineStoreResponse(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class WriteToOnlineStoreResponse(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    STATUS_FIELD_NUMBER: _builtins.int
-    status: _builtins.bool
+    STATUS_FIELD_NUMBER: builtins.int
+    status: builtins.bool
     def __init__(
         self,
         *,
-        status: _builtins.bool = ...,
+        status: builtins.bool = ...,
     ) -> None: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["status", b"status"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["status", b"status"]) -> None: ...
 
-Global___WriteToOnlineStoreResponse: _TypeAlias = WriteToOnlineStoreResponse  # noqa: Y015
+global___WriteToOnlineStoreResponse = WriteToOnlineStoreResponse
diff --git a/sdk/python/feast/protos/feast/serving/ServingService_pb2.pyi b/sdk/python/feast/protos/feast/serving/ServingService_pb2.pyi
index 5aca6dc73ab..1804ce0428e 100644
--- a/sdk/python/feast/protos/feast/serving/ServingService_pb2.pyi
+++ b/sdk/python/feast/protos/feast/serving/ServingService_pb2.pyi
@@ -16,31 +16,30 @@ WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 See the License for the specific language governing permissions and
 limitations under the License.
 """
-
-from collections import abc as _abc
-from feast.types import Value_pb2 as _Value_pb2  # type: ignore[attr-defined]
-from google.protobuf import descriptor as _descriptor
-from google.protobuf import message as _message
-from google.protobuf import timestamp_pb2 as _timestamp_pb2
-from google.protobuf.internal import containers as _containers
-from google.protobuf.internal import enum_type_wrapper as _enum_type_wrapper
-import builtins as _builtins
+import builtins
+import collections.abc
+import feast.types.Value_pb2
+import google.protobuf.descriptor
+import google.protobuf.internal.containers
+import google.protobuf.internal.enum_type_wrapper
+import google.protobuf.message
+import google.protobuf.timestamp_pb2
 import sys
-import typing as _typing
+import typing
 
 if sys.version_info >= (3, 10):
-    from typing import TypeAlias as _TypeAlias
+    import typing as typing_extensions
 else:
-    from typing_extensions import TypeAlias as _TypeAlias
+    import typing_extensions
 
-DESCRIPTOR: _descriptor.FileDescriptor
+DESCRIPTOR: google.protobuf.descriptor.FileDescriptor
 
 class _FieldStatus:
-    ValueType = _typing.NewType("ValueType", _builtins.int)
-    V: _TypeAlias = ValueType  # noqa: Y015
+    ValueType = typing.NewType("ValueType", builtins.int)
+    V: typing_extensions.TypeAlias = ValueType
 
-class _FieldStatusEnumTypeWrapper(_enum_type_wrapper._EnumTypeWrapper[_FieldStatus.ValueType], _builtins.type):
-    DESCRIPTOR: _descriptor.EnumDescriptor
+class _FieldStatusEnumTypeWrapper(google.protobuf.internal.enum_type_wrapper._EnumTypeWrapper[_FieldStatus.ValueType], builtins.type):  # noqa: F821
+    DESCRIPTOR: google.protobuf.descriptor.EnumDescriptor
     INVALID: _FieldStatus.ValueType  # 0
     """Status is unset for this field."""
     PRESENT: _FieldStatus.ValueType  # 1
@@ -78,345 +77,300 @@ OUTSIDE_MAX_AGE: FieldStatus.ValueType  # 4
 """Values could be found for entity key, but field values are outside the maximum
 allowable range.
 """
-Global___FieldStatus: _TypeAlias = FieldStatus  # noqa: Y015
+global___FieldStatus = FieldStatus
 
-@_typing.final
-class GetFeastServingInfoRequest(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class GetFeastServingInfoRequest(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
     def __init__(
         self,
     ) -> None: ...
 
-Global___GetFeastServingInfoRequest: _TypeAlias = GetFeastServingInfoRequest  # noqa: Y015
+global___GetFeastServingInfoRequest = GetFeastServingInfoRequest
 
-@_typing.final
-class GetFeastServingInfoResponse(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class GetFeastServingInfoResponse(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    VERSION_FIELD_NUMBER: _builtins.int
-    version: _builtins.str
+    VERSION_FIELD_NUMBER: builtins.int
+    version: builtins.str
     """Feast version of this serving deployment."""
     def __init__(
         self,
         *,
-        version: _builtins.str = ...,
+        version: builtins.str = ...,
     ) -> None: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["version", b"version"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["version", b"version"]) -> None: ...
 
-Global___GetFeastServingInfoResponse: _TypeAlias = GetFeastServingInfoResponse  # noqa: Y015
+global___GetFeastServingInfoResponse = GetFeastServingInfoResponse
 
-@_typing.final
-class FeatureReferenceV2(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class FeatureReferenceV2(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    FEATURE_VIEW_NAME_FIELD_NUMBER: _builtins.int
-    FEATURE_NAME_FIELD_NUMBER: _builtins.int
-    feature_view_name: _builtins.str
+    FEATURE_VIEW_NAME_FIELD_NUMBER: builtins.int
+    FEATURE_NAME_FIELD_NUMBER: builtins.int
+    feature_view_name: builtins.str
     """Name of the Feature View to retrieve the feature from."""
-    feature_name: _builtins.str
+    feature_name: builtins.str
     """Name of the Feature to retrieve the feature from."""
     def __init__(
         self,
         *,
-        feature_view_name: _builtins.str = ...,
-        feature_name: _builtins.str = ...,
+        feature_view_name: builtins.str = ...,
+        feature_name: builtins.str = ...,
     ) -> None: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["feature_name", b"feature_name", "feature_view_name", b"feature_view_name"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["feature_name", b"feature_name", "feature_view_name", b"feature_view_name"]) -> None: ...
 
-Global___FeatureReferenceV2: _TypeAlias = FeatureReferenceV2  # noqa: Y015
+global___FeatureReferenceV2 = FeatureReferenceV2
 
-@_typing.final
-class GetOnlineFeaturesRequestV2(_message.Message):
+class GetOnlineFeaturesRequestV2(google.protobuf.message.Message):
     """ToDo (oleksii): remove this message (since it's not used) and move EntityRow on package level"""
 
-    DESCRIPTOR: _descriptor.Descriptor
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    @_typing.final
-    class EntityRow(_message.Message):
-        DESCRIPTOR: _descriptor.Descriptor
+    class EntityRow(google.protobuf.message.Message):
+        DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-        @_typing.final
-        class FieldsEntry(_message.Message):
-            DESCRIPTOR: _descriptor.Descriptor
+        class FieldsEntry(google.protobuf.message.Message):
+            DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-            KEY_FIELD_NUMBER: _builtins.int
-            VALUE_FIELD_NUMBER: _builtins.int
-            key: _builtins.str
-            @_builtins.property
-            def value(self) -> _Value_pb2.Value: ...
+            KEY_FIELD_NUMBER: builtins.int
+            VALUE_FIELD_NUMBER: builtins.int
+            key: builtins.str
+            @property
+            def value(self) -> feast.types.Value_pb2.Value: ...
             def __init__(
                 self,
                 *,
-                key: _builtins.str = ...,
-                value: _Value_pb2.Value | None = ...,
+                key: builtins.str = ...,
+                value: feast.types.Value_pb2.Value | None = ...,
             ) -> None: ...
-            _HasFieldArgType: _TypeAlias = _typing.Literal["value", b"value"]  # noqa: Y015
-            def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
-            _ClearFieldArgType: _TypeAlias = _typing.Literal["key", b"key", "value", b"value"]  # noqa: Y015
-            def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
-
-        TIMESTAMP_FIELD_NUMBER: _builtins.int
-        FIELDS_FIELD_NUMBER: _builtins.int
-        @_builtins.property
-        def timestamp(self) -> _timestamp_pb2.Timestamp:
+            def HasField(self, field_name: typing_extensions.Literal["value", b"value"]) -> builtins.bool: ...
+            def ClearField(self, field_name: typing_extensions.Literal["key", b"key", "value", b"value"]) -> None: ...
+
+        TIMESTAMP_FIELD_NUMBER: builtins.int
+        FIELDS_FIELD_NUMBER: builtins.int
+        @property
+        def timestamp(self) -> google.protobuf.timestamp_pb2.Timestamp:
             """Request timestamp of this row. This value will be used,
             together with maxAge, to determine feature staleness.
             """
-
-        @_builtins.property
-        def fields(self) -> _containers.MessageMap[_builtins.str, _Value_pb2.Value]:
+        @property
+        def fields(self) -> google.protobuf.internal.containers.MessageMap[builtins.str, feast.types.Value_pb2.Value]:
             """Map containing mapping of entity name to entity value."""
-
         def __init__(
             self,
             *,
-            timestamp: _timestamp_pb2.Timestamp | None = ...,
-            fields: _abc.Mapping[_builtins.str, _Value_pb2.Value] | None = ...,
+            timestamp: google.protobuf.timestamp_pb2.Timestamp | None = ...,
+            fields: collections.abc.Mapping[builtins.str, feast.types.Value_pb2.Value] | None = ...,
         ) -> None: ...
-        _HasFieldArgType: _TypeAlias = _typing.Literal["timestamp", b"timestamp"]  # noqa: Y015
-        def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
-        _ClearFieldArgType: _TypeAlias = _typing.Literal["fields", b"fields", "timestamp", b"timestamp"]  # noqa: Y015
-        def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
-
-    FEATURES_FIELD_NUMBER: _builtins.int
-    ENTITY_ROWS_FIELD_NUMBER: _builtins.int
-    PROJECT_FIELD_NUMBER: _builtins.int
-    project: _builtins.str
-    """Optional field to specify project name override. If specified, uses the
-    given project for retrieval. Overrides the projects specified in
-    Feature References if both are specified.
-    """
-    @_builtins.property
-    def features(self) -> _containers.RepeatedCompositeFieldContainer[Global___FeatureReferenceV2]:
+        def HasField(self, field_name: typing_extensions.Literal["timestamp", b"timestamp"]) -> builtins.bool: ...
+        def ClearField(self, field_name: typing_extensions.Literal["fields", b"fields", "timestamp", b"timestamp"]) -> None: ...
+
+    FEATURES_FIELD_NUMBER: builtins.int
+    ENTITY_ROWS_FIELD_NUMBER: builtins.int
+    PROJECT_FIELD_NUMBER: builtins.int
+    @property
+    def features(self) -> google.protobuf.internal.containers.RepeatedCompositeFieldContainer[global___FeatureReferenceV2]:
         """List of features that are being retrieved"""
-
-    @_builtins.property
-    def entity_rows(self) -> _containers.RepeatedCompositeFieldContainer[Global___GetOnlineFeaturesRequestV2.EntityRow]:
+    @property
+    def entity_rows(self) -> google.protobuf.internal.containers.RepeatedCompositeFieldContainer[global___GetOnlineFeaturesRequestV2.EntityRow]:
         """List of entity rows, containing entity id and timestamp data.
         Used during retrieval of feature rows and for joining feature
         rows into a final dataset
         """
-
+    project: builtins.str
+    """Optional field to specify project name override. If specified, uses the
+    given project for retrieval. Overrides the projects specified in
+    Feature References if both are specified.
+    """
     def __init__(
         self,
         *,
-        features: _abc.Iterable[Global___FeatureReferenceV2] | None = ...,
-        entity_rows: _abc.Iterable[Global___GetOnlineFeaturesRequestV2.EntityRow] | None = ...,
-        project: _builtins.str = ...,
+        features: collections.abc.Iterable[global___FeatureReferenceV2] | None = ...,
+        entity_rows: collections.abc.Iterable[global___GetOnlineFeaturesRequestV2.EntityRow] | None = ...,
+        project: builtins.str = ...,
     ) -> None: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["entity_rows", b"entity_rows", "features", b"features", "project", b"project"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["entity_rows", b"entity_rows", "features", b"features", "project", b"project"]) -> None: ...
 
-Global___GetOnlineFeaturesRequestV2: _TypeAlias = GetOnlineFeaturesRequestV2  # noqa: Y015
+global___GetOnlineFeaturesRequestV2 = GetOnlineFeaturesRequestV2
 
-@_typing.final
-class FeatureList(_message.Message):
+class FeatureList(google.protobuf.message.Message):
     """In JSON "val" field can be omitted"""
 
-    DESCRIPTOR: _descriptor.Descriptor
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    VAL_FIELD_NUMBER: _builtins.int
-    @_builtins.property
-    def val(self) -> _containers.RepeatedScalarFieldContainer[_builtins.str]: ...
+    VAL_FIELD_NUMBER: builtins.int
+    @property
+    def val(self) -> google.protobuf.internal.containers.RepeatedScalarFieldContainer[builtins.str]: ...
     def __init__(
         self,
         *,
-        val: _abc.Iterable[_builtins.str] | None = ...,
+        val: collections.abc.Iterable[builtins.str] | None = ...,
     ) -> None: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["val", b"val"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["val", b"val"]) -> None: ...
 
-Global___FeatureList: _TypeAlias = FeatureList  # noqa: Y015
+global___FeatureList = FeatureList
 
-@_typing.final
-class GetOnlineFeaturesRequest(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class GetOnlineFeaturesRequest(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    @_typing.final
-    class EntitiesEntry(_message.Message):
-        DESCRIPTOR: _descriptor.Descriptor
+    class EntitiesEntry(google.protobuf.message.Message):
+        DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-        KEY_FIELD_NUMBER: _builtins.int
-        VALUE_FIELD_NUMBER: _builtins.int
-        key: _builtins.str
-        @_builtins.property
-        def value(self) -> _Value_pb2.RepeatedValue: ...
+        KEY_FIELD_NUMBER: builtins.int
+        VALUE_FIELD_NUMBER: builtins.int
+        key: builtins.str
+        @property
+        def value(self) -> feast.types.Value_pb2.RepeatedValue: ...
         def __init__(
             self,
             *,
-            key: _builtins.str = ...,
-            value: _Value_pb2.RepeatedValue | None = ...,
+            key: builtins.str = ...,
+            value: feast.types.Value_pb2.RepeatedValue | None = ...,
         ) -> None: ...
-        _HasFieldArgType: _TypeAlias = _typing.Literal["value", b"value"]  # noqa: Y015
-        def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
-        _ClearFieldArgType: _TypeAlias = _typing.Literal["key", b"key", "value", b"value"]  # noqa: Y015
-        def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
-
-    @_typing.final
-    class RequestContextEntry(_message.Message):
-        DESCRIPTOR: _descriptor.Descriptor
-
-        KEY_FIELD_NUMBER: _builtins.int
-        VALUE_FIELD_NUMBER: _builtins.int
-        key: _builtins.str
-        @_builtins.property
-        def value(self) -> _Value_pb2.RepeatedValue: ...
+        def HasField(self, field_name: typing_extensions.Literal["value", b"value"]) -> builtins.bool: ...
+        def ClearField(self, field_name: typing_extensions.Literal["key", b"key", "value", b"value"]) -> None: ...
+
+    class RequestContextEntry(google.protobuf.message.Message):
+        DESCRIPTOR: google.protobuf.descriptor.Descriptor
+
+        KEY_FIELD_NUMBER: builtins.int
+        VALUE_FIELD_NUMBER: builtins.int
+        key: builtins.str
+        @property
+        def value(self) -> feast.types.Value_pb2.RepeatedValue: ...
         def __init__(
             self,
             *,
-            key: _builtins.str = ...,
-            value: _Value_pb2.RepeatedValue | None = ...,
+            key: builtins.str = ...,
+            value: feast.types.Value_pb2.RepeatedValue | None = ...,
         ) -> None: ...
-        _HasFieldArgType: _TypeAlias = _typing.Literal["value", b"value"]  # noqa: Y015
-        def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
-        _ClearFieldArgType: _TypeAlias = _typing.Literal["key", b"key", "value", b"value"]  # noqa: Y015
-        def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
-
-    FEATURE_SERVICE_FIELD_NUMBER: _builtins.int
-    FEATURES_FIELD_NUMBER: _builtins.int
-    ENTITIES_FIELD_NUMBER: _builtins.int
-    FULL_FEATURE_NAMES_FIELD_NUMBER: _builtins.int
-    REQUEST_CONTEXT_FIELD_NUMBER: _builtins.int
-    INCLUDE_FEATURE_VIEW_VERSION_METADATA_FIELD_NUMBER: _builtins.int
-    feature_service: _builtins.str
-    full_feature_names: _builtins.bool
-    include_feature_view_version_metadata: _builtins.bool
-    """Whether to include feature view version metadata in the response"""
-    @_builtins.property
-    def features(self) -> Global___FeatureList: ...
-    @_builtins.property
-    def entities(self) -> _containers.MessageMap[_builtins.str, _Value_pb2.RepeatedValue]:
+        def HasField(self, field_name: typing_extensions.Literal["value", b"value"]) -> builtins.bool: ...
+        def ClearField(self, field_name: typing_extensions.Literal["key", b"key", "value", b"value"]) -> None: ...
+
+    FEATURE_SERVICE_FIELD_NUMBER: builtins.int
+    FEATURES_FIELD_NUMBER: builtins.int
+    ENTITIES_FIELD_NUMBER: builtins.int
+    FULL_FEATURE_NAMES_FIELD_NUMBER: builtins.int
+    REQUEST_CONTEXT_FIELD_NUMBER: builtins.int
+    INCLUDE_FEATURE_VIEW_VERSION_METADATA_FIELD_NUMBER: builtins.int
+    feature_service: builtins.str
+    @property
+    def features(self) -> global___FeatureList: ...
+    @property
+    def entities(self) -> google.protobuf.internal.containers.MessageMap[builtins.str, feast.types.Value_pb2.RepeatedValue]:
         """The entity data is specified in a columnar format
         A map of entity name -> list of values
         """
-
-    @_builtins.property
-    def request_context(self) -> _containers.MessageMap[_builtins.str, _Value_pb2.RepeatedValue]:
+    full_feature_names: builtins.bool
+    @property
+    def request_context(self) -> google.protobuf.internal.containers.MessageMap[builtins.str, feast.types.Value_pb2.RepeatedValue]:
         """Context for OnDemand Feature Transformation
         (was moved to dedicated parameter to avoid unnecessary separation logic on serving side)
         A map of variable name -> list of values
         """
-
+    include_feature_view_version_metadata: builtins.bool
+    """Whether to include feature view version metadata in the response"""
     def __init__(
         self,
         *,
-        feature_service: _builtins.str = ...,
-        features: Global___FeatureList | None = ...,
-        entities: _abc.Mapping[_builtins.str, _Value_pb2.RepeatedValue] | None = ...,
-        full_feature_names: _builtins.bool = ...,
-        request_context: _abc.Mapping[_builtins.str, _Value_pb2.RepeatedValue] | None = ...,
-        include_feature_view_version_metadata: _builtins.bool = ...,
+        feature_service: builtins.str = ...,
+        features: global___FeatureList | None = ...,
+        entities: collections.abc.Mapping[builtins.str, feast.types.Value_pb2.RepeatedValue] | None = ...,
+        full_feature_names: builtins.bool = ...,
+        request_context: collections.abc.Mapping[builtins.str, feast.types.Value_pb2.RepeatedValue] | None = ...,
+        include_feature_view_version_metadata: builtins.bool = ...,
     ) -> None: ...
-    _HasFieldArgType: _TypeAlias = _typing.Literal["feature_service", b"feature_service", "features", b"features", "kind", b"kind"]  # noqa: Y015
-    def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["entities", b"entities", "feature_service", b"feature_service", "features", b"features", "full_feature_names", b"full_feature_names", "include_feature_view_version_metadata", b"include_feature_view_version_metadata", "kind", b"kind", "request_context", b"request_context"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
-    _WhichOneofReturnType_kind: _TypeAlias = _typing.Literal["feature_service", "features"]  # noqa: Y015
-    _WhichOneofArgType_kind: _TypeAlias = _typing.Literal["kind", b"kind"]  # noqa: Y015
-    def WhichOneof(self, oneof_group: _WhichOneofArgType_kind) -> _WhichOneofReturnType_kind | None: ...
-
-Global___GetOnlineFeaturesRequest: _TypeAlias = GetOnlineFeaturesRequest  # noqa: Y015
-
-@_typing.final
-class GetOnlineFeaturesResponse(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
-
-    @_typing.final
-    class FeatureVector(_message.Message):
-        DESCRIPTOR: _descriptor.Descriptor
-
-        VALUES_FIELD_NUMBER: _builtins.int
-        STATUSES_FIELD_NUMBER: _builtins.int
-        EVENT_TIMESTAMPS_FIELD_NUMBER: _builtins.int
-        @_builtins.property
-        def values(self) -> _containers.RepeatedCompositeFieldContainer[_Value_pb2.Value]: ...
-        @_builtins.property
-        def statuses(self) -> _containers.RepeatedScalarFieldContainer[Global___FieldStatus.ValueType]: ...
-        @_builtins.property
-        def event_timestamps(self) -> _containers.RepeatedCompositeFieldContainer[_timestamp_pb2.Timestamp]: ...
+    def HasField(self, field_name: typing_extensions.Literal["feature_service", b"feature_service", "features", b"features", "kind", b"kind"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["entities", b"entities", "feature_service", b"feature_service", "features", b"features", "full_feature_names", b"full_feature_names", "include_feature_view_version_metadata", b"include_feature_view_version_metadata", "kind", b"kind", "request_context", b"request_context"]) -> None: ...
+    def WhichOneof(self, oneof_group: typing_extensions.Literal["kind", b"kind"]) -> typing_extensions.Literal["feature_service", "features"] | None: ...
+
+global___GetOnlineFeaturesRequest = GetOnlineFeaturesRequest
+
+class GetOnlineFeaturesResponse(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
+
+    class FeatureVector(google.protobuf.message.Message):
+        DESCRIPTOR: google.protobuf.descriptor.Descriptor
+
+        VALUES_FIELD_NUMBER: builtins.int
+        STATUSES_FIELD_NUMBER: builtins.int
+        EVENT_TIMESTAMPS_FIELD_NUMBER: builtins.int
+        @property
+        def values(self) -> google.protobuf.internal.containers.RepeatedCompositeFieldContainer[feast.types.Value_pb2.Value]: ...
+        @property
+        def statuses(self) -> google.protobuf.internal.containers.RepeatedScalarFieldContainer[global___FieldStatus.ValueType]: ...
+        @property
+        def event_timestamps(self) -> google.protobuf.internal.containers.RepeatedCompositeFieldContainer[google.protobuf.timestamp_pb2.Timestamp]: ...
         def __init__(
             self,
             *,
-            values: _abc.Iterable[_Value_pb2.Value] | None = ...,
-            statuses: _abc.Iterable[Global___FieldStatus.ValueType] | None = ...,
-            event_timestamps: _abc.Iterable[_timestamp_pb2.Timestamp] | None = ...,
+            values: collections.abc.Iterable[feast.types.Value_pb2.Value] | None = ...,
+            statuses: collections.abc.Iterable[global___FieldStatus.ValueType] | None = ...,
+            event_timestamps: collections.abc.Iterable[google.protobuf.timestamp_pb2.Timestamp] | None = ...,
         ) -> None: ...
-        _ClearFieldArgType: _TypeAlias = _typing.Literal["event_timestamps", b"event_timestamps", "statuses", b"statuses", "values", b"values"]  # noqa: Y015
-        def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
-
-    METADATA_FIELD_NUMBER: _builtins.int
-    RESULTS_FIELD_NUMBER: _builtins.int
-    STATUS_FIELD_NUMBER: _builtins.int
-    status: _builtins.bool
-    @_builtins.property
-    def metadata(self) -> Global___GetOnlineFeaturesResponseMetadata: ...
-    @_builtins.property
-    def results(self) -> _containers.RepeatedCompositeFieldContainer[Global___GetOnlineFeaturesResponse.FeatureVector]:
+        def ClearField(self, field_name: typing_extensions.Literal["event_timestamps", b"event_timestamps", "statuses", b"statuses", "values", b"values"]) -> None: ...
+
+    METADATA_FIELD_NUMBER: builtins.int
+    RESULTS_FIELD_NUMBER: builtins.int
+    STATUS_FIELD_NUMBER: builtins.int
+    @property
+    def metadata(self) -> global___GetOnlineFeaturesResponseMetadata: ...
+    @property
+    def results(self) -> google.protobuf.internal.containers.RepeatedCompositeFieldContainer[global___GetOnlineFeaturesResponse.FeatureVector]:
         """Length of "results" array should match length of requested features.
         We also preserve the same order of features here as in metadata.feature_names
         """
-
+    status: builtins.bool
     def __init__(
         self,
         *,
-        metadata: Global___GetOnlineFeaturesResponseMetadata | None = ...,
-        results: _abc.Iterable[Global___GetOnlineFeaturesResponse.FeatureVector] | None = ...,
-        status: _builtins.bool = ...,
+        metadata: global___GetOnlineFeaturesResponseMetadata | None = ...,
+        results: collections.abc.Iterable[global___GetOnlineFeaturesResponse.FeatureVector] | None = ...,
+        status: builtins.bool = ...,
     ) -> None: ...
-    _HasFieldArgType: _TypeAlias = _typing.Literal["metadata", b"metadata"]  # noqa: Y015
-    def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["metadata", b"metadata", "results", b"results", "status", b"status"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def HasField(self, field_name: typing_extensions.Literal["metadata", b"metadata"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["metadata", b"metadata", "results", b"results", "status", b"status"]) -> None: ...
 
-Global___GetOnlineFeaturesResponse: _TypeAlias = GetOnlineFeaturesResponse  # noqa: Y015
+global___GetOnlineFeaturesResponse = GetOnlineFeaturesResponse
 
-@_typing.final
-class FeatureViewMetadata(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class FeatureViewMetadata(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    NAME_FIELD_NUMBER: _builtins.int
-    VERSION_FIELD_NUMBER: _builtins.int
-    name: _builtins.str
+    NAME_FIELD_NUMBER: builtins.int
+    VERSION_FIELD_NUMBER: builtins.int
+    name: builtins.str
     """Feature view name (e.g., "driver_stats")"""
-    version: _builtins.int
+    version: builtins.int
     """Version number (e.g., 2)"""
     def __init__(
         self,
         *,
-        name: _builtins.str = ...,
-        version: _builtins.int = ...,
+        name: builtins.str = ...,
+        version: builtins.int = ...,
     ) -> None: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["name", b"name", "version", b"version"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["name", b"name", "version", b"version"]) -> None: ...
 
-Global___FeatureViewMetadata: _TypeAlias = FeatureViewMetadata  # noqa: Y015
+global___FeatureViewMetadata = FeatureViewMetadata
 
-@_typing.final
-class GetOnlineFeaturesResponseMetadata(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class GetOnlineFeaturesResponseMetadata(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    FEATURE_NAMES_FIELD_NUMBER: _builtins.int
-    FEATURE_VIEW_METADATA_FIELD_NUMBER: _builtins.int
-    @_builtins.property
-    def feature_names(self) -> Global___FeatureList:
+    FEATURE_NAMES_FIELD_NUMBER: builtins.int
+    FEATURE_VIEW_METADATA_FIELD_NUMBER: builtins.int
+    @property
+    def feature_names(self) -> global___FeatureList:
         """Clean feature names without @v2 syntax"""
-
-    @_builtins.property
-    def feature_view_metadata(self) -> _containers.RepeatedCompositeFieldContainer[Global___FeatureViewMetadata]:
+    @property
+    def feature_view_metadata(self) -> google.protobuf.internal.containers.RepeatedCompositeFieldContainer[global___FeatureViewMetadata]:
         """Only populated when requested"""
-
     def __init__(
         self,
         *,
-        feature_names: Global___FeatureList | None = ...,
-        feature_view_metadata: _abc.Iterable[Global___FeatureViewMetadata] | None = ...,
+        feature_names: global___FeatureList | None = ...,
+        feature_view_metadata: collections.abc.Iterable[global___FeatureViewMetadata] | None = ...,
     ) -> None: ...
-    _HasFieldArgType: _TypeAlias = _typing.Literal["feature_names", b"feature_names"]  # noqa: Y015
-    def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["feature_names", b"feature_names", "feature_view_metadata", b"feature_view_metadata"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def HasField(self, field_name: typing_extensions.Literal["feature_names", b"feature_names"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["feature_names", b"feature_names", "feature_view_metadata", b"feature_view_metadata"]) -> None: ...
 
-Global___GetOnlineFeaturesResponseMetadata: _TypeAlias = GetOnlineFeaturesResponseMetadata  # noqa: Y015
+global___GetOnlineFeaturesResponseMetadata = GetOnlineFeaturesResponseMetadata
diff --git a/sdk/python/feast/protos/feast/serving/TransformationService_pb2.pyi b/sdk/python/feast/protos/feast/serving/TransformationService_pb2.pyi
index f21ebfd05f8..3e0752b7bdd 100644
--- a/sdk/python/feast/protos/feast/serving/TransformationService_pb2.pyi
+++ b/sdk/python/feast/protos/feast/serving/TransformationService_pb2.pyi
@@ -16,27 +16,26 @@ WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 See the License for the specific language governing permissions and
 limitations under the License.
 """
-
-from google.protobuf import descriptor as _descriptor
-from google.protobuf import message as _message
-from google.protobuf.internal import enum_type_wrapper as _enum_type_wrapper
-import builtins as _builtins
+import builtins
+import google.protobuf.descriptor
+import google.protobuf.internal.enum_type_wrapper
+import google.protobuf.message
 import sys
-import typing as _typing
+import typing
 
 if sys.version_info >= (3, 10):
-    from typing import TypeAlias as _TypeAlias
+    import typing as typing_extensions
 else:
-    from typing_extensions import TypeAlias as _TypeAlias
+    import typing_extensions
 
-DESCRIPTOR: _descriptor.FileDescriptor
+DESCRIPTOR: google.protobuf.descriptor.FileDescriptor
 
 class _TransformationServiceType:
-    ValueType = _typing.NewType("ValueType", _builtins.int)
-    V: _TypeAlias = ValueType  # noqa: Y015
+    ValueType = typing.NewType("ValueType", builtins.int)
+    V: typing_extensions.TypeAlias = ValueType
 
-class _TransformationServiceTypeEnumTypeWrapper(_enum_type_wrapper._EnumTypeWrapper[_TransformationServiceType.ValueType], _builtins.type):
-    DESCRIPTOR: _descriptor.EnumDescriptor
+class _TransformationServiceTypeEnumTypeWrapper(google.protobuf.internal.enum_type_wrapper._EnumTypeWrapper[_TransformationServiceType.ValueType], builtins.type):  # noqa: F821
+    DESCRIPTOR: google.protobuf.descriptor.EnumDescriptor
     TRANSFORMATION_SERVICE_TYPE_INVALID: _TransformationServiceType.ValueType  # 0
     TRANSFORMATION_SERVICE_TYPE_PYTHON: _TransformationServiceType.ValueType  # 1
     TRANSFORMATION_SERVICE_TYPE_CUSTOM: _TransformationServiceType.ValueType  # 100
@@ -46,106 +45,92 @@ class TransformationServiceType(_TransformationServiceType, metaclass=_Transform
 TRANSFORMATION_SERVICE_TYPE_INVALID: TransformationServiceType.ValueType  # 0
 TRANSFORMATION_SERVICE_TYPE_PYTHON: TransformationServiceType.ValueType  # 1
 TRANSFORMATION_SERVICE_TYPE_CUSTOM: TransformationServiceType.ValueType  # 100
-Global___TransformationServiceType: _TypeAlias = TransformationServiceType  # noqa: Y015
+global___TransformationServiceType = TransformationServiceType
 
-@_typing.final
-class ValueType(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class ValueType(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    ARROW_VALUE_FIELD_NUMBER: _builtins.int
-    arrow_value: _builtins.bytes
+    ARROW_VALUE_FIELD_NUMBER: builtins.int
+    arrow_value: builtins.bytes
     """Having a oneOf provides forward compatibility if we need to support compound types
     that are not supported by arrow natively.
     """
     def __init__(
         self,
         *,
-        arrow_value: _builtins.bytes = ...,
+        arrow_value: builtins.bytes = ...,
     ) -> None: ...
-    _HasFieldArgType: _TypeAlias = _typing.Literal["arrow_value", b"arrow_value", "value", b"value"]  # noqa: Y015
-    def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["arrow_value", b"arrow_value", "value", b"value"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
-    _WhichOneofReturnType_value: _TypeAlias = _typing.Literal["arrow_value"]  # noqa: Y015
-    _WhichOneofArgType_value: _TypeAlias = _typing.Literal["value", b"value"]  # noqa: Y015
-    def WhichOneof(self, oneof_group: _WhichOneofArgType_value) -> _WhichOneofReturnType_value | None: ...
+    def HasField(self, field_name: typing_extensions.Literal["arrow_value", b"arrow_value", "value", b"value"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["arrow_value", b"arrow_value", "value", b"value"]) -> None: ...
+    def WhichOneof(self, oneof_group: typing_extensions.Literal["value", b"value"]) -> typing_extensions.Literal["arrow_value"] | None: ...
 
-Global___ValueType: _TypeAlias = ValueType  # noqa: Y015
+global___ValueType = ValueType
 
-@_typing.final
-class GetTransformationServiceInfoRequest(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class GetTransformationServiceInfoRequest(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
     def __init__(
         self,
     ) -> None: ...
 
-Global___GetTransformationServiceInfoRequest: _TypeAlias = GetTransformationServiceInfoRequest  # noqa: Y015
+global___GetTransformationServiceInfoRequest = GetTransformationServiceInfoRequest
 
-@_typing.final
-class GetTransformationServiceInfoResponse(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class GetTransformationServiceInfoResponse(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    VERSION_FIELD_NUMBER: _builtins.int
-    TYPE_FIELD_NUMBER: _builtins.int
-    TRANSFORMATION_SERVICE_TYPE_DETAILS_FIELD_NUMBER: _builtins.int
-    version: _builtins.str
+    VERSION_FIELD_NUMBER: builtins.int
+    TYPE_FIELD_NUMBER: builtins.int
+    TRANSFORMATION_SERVICE_TYPE_DETAILS_FIELD_NUMBER: builtins.int
+    version: builtins.str
     """Feast version of this transformation service deployment."""
-    type: Global___TransformationServiceType.ValueType
+    type: global___TransformationServiceType.ValueType
     """Type of transformation service deployment. This is either Python, or custom"""
-    transformation_service_type_details: _builtins.str
+    transformation_service_type_details: builtins.str
     def __init__(
         self,
         *,
-        version: _builtins.str = ...,
-        type: Global___TransformationServiceType.ValueType = ...,
-        transformation_service_type_details: _builtins.str = ...,
+        version: builtins.str = ...,
+        type: global___TransformationServiceType.ValueType = ...,
+        transformation_service_type_details: builtins.str = ...,
     ) -> None: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["transformation_service_type_details", b"transformation_service_type_details", "type", b"type", "version", b"version"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
-
-Global___GetTransformationServiceInfoResponse: _TypeAlias = GetTransformationServiceInfoResponse  # noqa: Y015
-
-@_typing.final
-class TransformFeaturesRequest(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
-
-    ON_DEMAND_FEATURE_VIEW_NAME_FIELD_NUMBER: _builtins.int
-    PROJECT_FIELD_NUMBER: _builtins.int
-    TRANSFORMATION_INPUT_FIELD_NUMBER: _builtins.int
-    on_demand_feature_view_name: _builtins.str
-    project: _builtins.str
-    @_builtins.property
-    def transformation_input(self) -> Global___ValueType: ...
+    def ClearField(self, field_name: typing_extensions.Literal["transformation_service_type_details", b"transformation_service_type_details", "type", b"type", "version", b"version"]) -> None: ...
+
+global___GetTransformationServiceInfoResponse = GetTransformationServiceInfoResponse
+
+class TransformFeaturesRequest(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
+
+    ON_DEMAND_FEATURE_VIEW_NAME_FIELD_NUMBER: builtins.int
+    PROJECT_FIELD_NUMBER: builtins.int
+    TRANSFORMATION_INPUT_FIELD_NUMBER: builtins.int
+    on_demand_feature_view_name: builtins.str
+    project: builtins.str
+    @property
+    def transformation_input(self) -> global___ValueType: ...
     def __init__(
         self,
         *,
-        on_demand_feature_view_name: _builtins.str = ...,
-        project: _builtins.str = ...,
-        transformation_input: Global___ValueType | None = ...,
+        on_demand_feature_view_name: builtins.str = ...,
+        project: builtins.str = ...,
+        transformation_input: global___ValueType | None = ...,
     ) -> None: ...
-    _HasFieldArgType: _TypeAlias = _typing.Literal["transformation_input", b"transformation_input"]  # noqa: Y015
-    def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["on_demand_feature_view_name", b"on_demand_feature_view_name", "project", b"project", "transformation_input", b"transformation_input"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def HasField(self, field_name: typing_extensions.Literal["transformation_input", b"transformation_input"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["on_demand_feature_view_name", b"on_demand_feature_view_name", "project", b"project", "transformation_input", b"transformation_input"]) -> None: ...
 
-Global___TransformFeaturesRequest: _TypeAlias = TransformFeaturesRequest  # noqa: Y015
+global___TransformFeaturesRequest = TransformFeaturesRequest
 
-@_typing.final
-class TransformFeaturesResponse(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class TransformFeaturesResponse(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    TRANSFORMATION_OUTPUT_FIELD_NUMBER: _builtins.int
-    @_builtins.property
-    def transformation_output(self) -> Global___ValueType: ...
+    TRANSFORMATION_OUTPUT_FIELD_NUMBER: builtins.int
+    @property
+    def transformation_output(self) -> global___ValueType: ...
     def __init__(
         self,
         *,
-        transformation_output: Global___ValueType | None = ...,
+        transformation_output: global___ValueType | None = ...,
     ) -> None: ...
-    _HasFieldArgType: _TypeAlias = _typing.Literal["transformation_output", b"transformation_output"]  # noqa: Y015
-    def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["transformation_output", b"transformation_output"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def HasField(self, field_name: typing_extensions.Literal["transformation_output", b"transformation_output"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["transformation_output", b"transformation_output"]) -> None: ...
 
-Global___TransformFeaturesResponse: _TypeAlias = TransformFeaturesResponse  # noqa: Y015
+global___TransformFeaturesResponse = TransformFeaturesResponse
diff --git a/sdk/python/feast/protos/feast/storage/Redis_pb2.pyi b/sdk/python/feast/protos/feast/storage/Redis_pb2.pyi
index 4ff2f7c6d14..74cc2b07f0a 100644
--- a/sdk/python/feast/protos/feast/storage/Redis_pb2.pyi
+++ b/sdk/python/feast/protos/feast/storage/Redis_pb2.pyi
@@ -16,43 +16,39 @@ WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 See the License for the specific language governing permissions and
 limitations under the License.
 """
-
-from collections import abc as _abc
-from feast.types import Value_pb2 as _Value_pb2  # type: ignore[attr-defined]
-from google.protobuf import descriptor as _descriptor
-from google.protobuf import message as _message
-from google.protobuf.internal import containers as _containers
-import builtins as _builtins
+import builtins
+import collections.abc
+import feast.types.Value_pb2
+import google.protobuf.descriptor
+import google.protobuf.internal.containers
+import google.protobuf.message
 import sys
-import typing as _typing
 
-if sys.version_info >= (3, 10):
-    from typing import TypeAlias as _TypeAlias
+if sys.version_info >= (3, 8):
+    import typing as typing_extensions
 else:
-    from typing_extensions import TypeAlias as _TypeAlias
-
-DESCRIPTOR: _descriptor.FileDescriptor
-
-@_typing.final
-class RedisKeyV2(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
-
-    PROJECT_FIELD_NUMBER: _builtins.int
-    ENTITY_NAMES_FIELD_NUMBER: _builtins.int
-    ENTITY_VALUES_FIELD_NUMBER: _builtins.int
-    project: _builtins.str
-    @_builtins.property
-    def entity_names(self) -> _containers.RepeatedScalarFieldContainer[_builtins.str]: ...
-    @_builtins.property
-    def entity_values(self) -> _containers.RepeatedCompositeFieldContainer[_Value_pb2.Value]: ...
+    import typing_extensions
+
+DESCRIPTOR: google.protobuf.descriptor.FileDescriptor
+
+class RedisKeyV2(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
+
+    PROJECT_FIELD_NUMBER: builtins.int
+    ENTITY_NAMES_FIELD_NUMBER: builtins.int
+    ENTITY_VALUES_FIELD_NUMBER: builtins.int
+    project: builtins.str
+    @property
+    def entity_names(self) -> google.protobuf.internal.containers.RepeatedScalarFieldContainer[builtins.str]: ...
+    @property
+    def entity_values(self) -> google.protobuf.internal.containers.RepeatedCompositeFieldContainer[feast.types.Value_pb2.Value]: ...
     def __init__(
         self,
         *,
-        project: _builtins.str = ...,
-        entity_names: _abc.Iterable[_builtins.str] | None = ...,
-        entity_values: _abc.Iterable[_Value_pb2.Value] | None = ...,
+        project: builtins.str = ...,
+        entity_names: collections.abc.Iterable[builtins.str] | None = ...,
+        entity_values: collections.abc.Iterable[feast.types.Value_pb2.Value] | None = ...,
     ) -> None: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["entity_names", b"entity_names", "entity_values", b"entity_values", "project", b"project"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["entity_names", b"entity_names", "entity_values", b"entity_values", "project", b"project"]) -> None: ...
 
-Global___RedisKeyV2: _TypeAlias = RedisKeyV2  # noqa: Y015
+global___RedisKeyV2 = RedisKeyV2
diff --git a/sdk/python/feast/protos/feast/types/EntityKey_pb2.pyi b/sdk/python/feast/protos/feast/types/EntityKey_pb2.pyi
index b3c1c18549b..fe65e0c1b32 100644
--- a/sdk/python/feast/protos/feast/types/EntityKey_pb2.pyi
+++ b/sdk/python/feast/protos/feast/types/EntityKey_pb2.pyi
@@ -16,40 +16,36 @@ WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 See the License for the specific language governing permissions and
 limitations under the License.
 """
-
-from collections import abc as _abc
-from feast.types import Value_pb2 as _Value_pb2  # type: ignore[attr-defined]
-from google.protobuf import descriptor as _descriptor
-from google.protobuf import message as _message
-from google.protobuf.internal import containers as _containers
-import builtins as _builtins
+import builtins
+import collections.abc
+import feast.types.Value_pb2
+import google.protobuf.descriptor
+import google.protobuf.internal.containers
+import google.protobuf.message
 import sys
-import typing as _typing
 
-if sys.version_info >= (3, 10):
-    from typing import TypeAlias as _TypeAlias
+if sys.version_info >= (3, 8):
+    import typing as typing_extensions
 else:
-    from typing_extensions import TypeAlias as _TypeAlias
+    import typing_extensions
 
-DESCRIPTOR: _descriptor.FileDescriptor
+DESCRIPTOR: google.protobuf.descriptor.FileDescriptor
 
-@_typing.final
-class EntityKey(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class EntityKey(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    JOIN_KEYS_FIELD_NUMBER: _builtins.int
-    ENTITY_VALUES_FIELD_NUMBER: _builtins.int
-    @_builtins.property
-    def join_keys(self) -> _containers.RepeatedScalarFieldContainer[_builtins.str]: ...
-    @_builtins.property
-    def entity_values(self) -> _containers.RepeatedCompositeFieldContainer[_Value_pb2.Value]: ...
+    JOIN_KEYS_FIELD_NUMBER: builtins.int
+    ENTITY_VALUES_FIELD_NUMBER: builtins.int
+    @property
+    def join_keys(self) -> google.protobuf.internal.containers.RepeatedScalarFieldContainer[builtins.str]: ...
+    @property
+    def entity_values(self) -> google.protobuf.internal.containers.RepeatedCompositeFieldContainer[feast.types.Value_pb2.Value]: ...
     def __init__(
         self,
         *,
-        join_keys: _abc.Iterable[_builtins.str] | None = ...,
-        entity_values: _abc.Iterable[_Value_pb2.Value] | None = ...,
+        join_keys: collections.abc.Iterable[builtins.str] | None = ...,
+        entity_values: collections.abc.Iterable[feast.types.Value_pb2.Value] | None = ...,
     ) -> None: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["entity_values", b"entity_values", "join_keys", b"join_keys"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["entity_values", b"entity_values", "join_keys", b"join_keys"]) -> None: ...
 
-Global___EntityKey: _TypeAlias = EntityKey  # noqa: Y015
+global___EntityKey = EntityKey
diff --git a/sdk/python/feast/protos/feast/types/Field_pb2.pyi b/sdk/python/feast/protos/feast/types/Field_pb2.pyi
index 0a98517bec2..28a21942378 100644
--- a/sdk/python/feast/protos/feast/types/Field_pb2.pyi
+++ b/sdk/python/feast/protos/feast/types/Field_pb2.pyi
@@ -16,65 +16,58 @@ WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 See the License for the specific language governing permissions and
 limitations under the License.
 """
-
-from collections import abc as _abc
-from feast.types import Value_pb2 as _Value_pb2  # type: ignore[attr-defined]
-from google.protobuf import descriptor as _descriptor
-from google.protobuf import message as _message
-from google.protobuf.internal import containers as _containers
-import builtins as _builtins
+import builtins
+import collections.abc
+import feast.types.Value_pb2
+import google.protobuf.descriptor
+import google.protobuf.internal.containers
+import google.protobuf.message
 import sys
-import typing as _typing
 
-if sys.version_info >= (3, 10):
-    from typing import TypeAlias as _TypeAlias
+if sys.version_info >= (3, 8):
+    import typing as typing_extensions
 else:
-    from typing_extensions import TypeAlias as _TypeAlias
+    import typing_extensions
 
-DESCRIPTOR: _descriptor.FileDescriptor
+DESCRIPTOR: google.protobuf.descriptor.FileDescriptor
 
-@_typing.final
-class Field(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class Field(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    @_typing.final
-    class TagsEntry(_message.Message):
-        DESCRIPTOR: _descriptor.Descriptor
+    class TagsEntry(google.protobuf.message.Message):
+        DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-        KEY_FIELD_NUMBER: _builtins.int
-        VALUE_FIELD_NUMBER: _builtins.int
-        key: _builtins.str
-        value: _builtins.str
+        KEY_FIELD_NUMBER: builtins.int
+        VALUE_FIELD_NUMBER: builtins.int
+        key: builtins.str
+        value: builtins.str
         def __init__(
             self,
             *,
-            key: _builtins.str = ...,
-            value: _builtins.str = ...,
+            key: builtins.str = ...,
+            value: builtins.str = ...,
         ) -> None: ...
-        _ClearFieldArgType: _TypeAlias = _typing.Literal["key", b"key", "value", b"value"]  # noqa: Y015
-        def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+        def ClearField(self, field_name: typing_extensions.Literal["key", b"key", "value", b"value"]) -> None: ...
 
-    NAME_FIELD_NUMBER: _builtins.int
-    VALUE_FIELD_NUMBER: _builtins.int
-    TAGS_FIELD_NUMBER: _builtins.int
-    DESCRIPTION_FIELD_NUMBER: _builtins.int
-    name: _builtins.str
-    value: _Value_pb2.ValueType.Enum.ValueType
-    description: _builtins.str
-    """Description of the field."""
-    @_builtins.property
-    def tags(self) -> _containers.ScalarMap[_builtins.str, _builtins.str]:
+    NAME_FIELD_NUMBER: builtins.int
+    VALUE_FIELD_NUMBER: builtins.int
+    TAGS_FIELD_NUMBER: builtins.int
+    DESCRIPTION_FIELD_NUMBER: builtins.int
+    name: builtins.str
+    value: feast.types.Value_pb2.ValueType.Enum.ValueType
+    @property
+    def tags(self) -> google.protobuf.internal.containers.ScalarMap[builtins.str, builtins.str]:
         """Tags for user defined metadata on a field"""
-
+    description: builtins.str
+    """Description of the field."""
     def __init__(
         self,
         *,
-        name: _builtins.str = ...,
-        value: _Value_pb2.ValueType.Enum.ValueType = ...,
-        tags: _abc.Mapping[_builtins.str, _builtins.str] | None = ...,
-        description: _builtins.str = ...,
+        name: builtins.str = ...,
+        value: feast.types.Value_pb2.ValueType.Enum.ValueType = ...,
+        tags: collections.abc.Mapping[builtins.str, builtins.str] | None = ...,
+        description: builtins.str = ...,
     ) -> None: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["description", b"description", "name", b"name", "tags", b"tags", "value", b"value"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["description", b"description", "name", b"name", "tags", b"tags", "value", b"value"]) -> None: ...
 
-Global___Field: _TypeAlias = Field  # noqa: Y015
+global___Field = Field
diff --git a/sdk/python/feast/protos/feast/types/Value_pb2.py b/sdk/python/feast/protos/feast/types/Value_pb2.py
index e8c67b76c3f..96d93ceef56 100644
--- a/sdk/python/feast/protos/feast/types/Value_pb2.py
+++ b/sdk/python/feast/protos/feast/types/Value_pb2.py
@@ -14,7 +14,7 @@
 
 
 
-DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n\x17\x66\x65\x61st/types/Value.proto\x12\x0b\x66\x65\x61st.types\"\xa2\x05\n\tValueType\"\x94\x05\n\x04\x45num\x12\x0b\n\x07INVALID\x10\x00\x12\t\n\x05\x42YTES\x10\x01\x12\n\n\x06STRING\x10\x02\x12\t\n\x05INT32\x10\x03\x12\t\n\x05INT64\x10\x04\x12\n\n\x06\x44OUBLE\x10\x05\x12\t\n\x05\x46LOAT\x10\x06\x12\x08\n\x04\x42OOL\x10\x07\x12\x12\n\x0eUNIX_TIMESTAMP\x10\x08\x12\x0e\n\nBYTES_LIST\x10\x0b\x12\x0f\n\x0bSTRING_LIST\x10\x0c\x12\x0e\n\nINT32_LIST\x10\r\x12\x0e\n\nINT64_LIST\x10\x0e\x12\x0f\n\x0b\x44OUBLE_LIST\x10\x0f\x12\x0e\n\nFLOAT_LIST\x10\x10\x12\r\n\tBOOL_LIST\x10\x11\x12\x17\n\x13UNIX_TIMESTAMP_LIST\x10\x12\x12\x08\n\x04NULL\x10\x13\x12\x07\n\x03MAP\x10\x14\x12\x0c\n\x08MAP_LIST\x10\x15\x12\r\n\tBYTES_SET\x10\x16\x12\x0e\n\nSTRING_SET\x10\x17\x12\r\n\tINT32_SET\x10\x18\x12\r\n\tINT64_SET\x10\x19\x12\x0e\n\nDOUBLE_SET\x10\x1a\x12\r\n\tFLOAT_SET\x10\x1b\x12\x0c\n\x08\x42OOL_SET\x10\x1c\x12\x16\n\x12UNIX_TIMESTAMP_SET\x10\x1d\x12\x08\n\x04JSON\x10 \x12\r\n\tJSON_LIST\x10!\x12\n\n\x06STRUCT\x10\"\x12\x0f\n\x0bSTRUCT_LIST\x10#\x12\x08\n\x04UUID\x10$\x12\r\n\tTIME_UUID\x10%\x12\r\n\tUUID_LIST\x10&\x12\x12\n\x0eTIME_UUID_LIST\x10\'\x12\x0c\n\x08UUID_SET\x10(\x12\x11\n\rTIME_UUID_SET\x10)\x12\x0e\n\nVALUE_LIST\x10*\x12\r\n\tVALUE_SET\x10+\x12\x0b\n\x07\x44\x45\x43IMAL\x10,\x12\x10\n\x0c\x44\x45\x43IMAL_LIST\x10-\x12\x0f\n\x0b\x44\x45\x43IMAL_SET\x10.\x12\x0e\n\nSCALAR_MAP\x10/\"\x8a\x0e\n\x05Value\x12\x13\n\tbytes_val\x18\x01 \x01(\x0cH\x00\x12\x14\n\nstring_val\x18\x02 \x01(\tH\x00\x12\x13\n\tint32_val\x18\x03 \x01(\x05H\x00\x12\x13\n\tint64_val\x18\x04 \x01(\x03H\x00\x12\x14\n\ndouble_val\x18\x05 \x01(\x01H\x00\x12\x13\n\tfloat_val\x18\x06 \x01(\x02H\x00\x12\x12\n\x08\x62ool_val\x18\x07 \x01(\x08H\x00\x12\x1c\n\x12unix_timestamp_val\x18\x08 \x01(\x03H\x00\x12\x30\n\x0e\x62ytes_list_val\x18\x0b \x01(\x0b\x32\x16.feast.types.BytesListH\x00\x12\x32\n\x0fstring_list_val\x18\x0c \x01(\x0b\x32\x17.feast.types.StringListH\x00\x12\x30\n\x0eint32_list_val\x18\r \x01(\x0b\x32\x16.feast.types.Int32ListH\x00\x12\x30\n\x0eint64_list_val\x18\x0e \x01(\x0b\x32\x16.feast.types.Int64ListH\x00\x12\x32\n\x0f\x64ouble_list_val\x18\x0f \x01(\x0b\x32\x17.feast.types.DoubleListH\x00\x12\x30\n\x0e\x66loat_list_val\x18\x10 \x01(\x0b\x32\x16.feast.types.FloatListH\x00\x12.\n\rbool_list_val\x18\x11 \x01(\x0b\x32\x15.feast.types.BoolListH\x00\x12\x39\n\x17unix_timestamp_list_val\x18\x12 \x01(\x0b\x32\x16.feast.types.Int64ListH\x00\x12%\n\x08null_val\x18\x13 \x01(\x0e\x32\x11.feast.types.NullH\x00\x12#\n\x07map_val\x18\x14 \x01(\x0b\x32\x10.feast.types.MapH\x00\x12,\n\x0cmap_list_val\x18\x15 \x01(\x0b\x32\x14.feast.types.MapListH\x00\x12.\n\rbytes_set_val\x18\x16 \x01(\x0b\x32\x15.feast.types.BytesSetH\x00\x12\x30\n\x0estring_set_val\x18\x17 \x01(\x0b\x32\x16.feast.types.StringSetH\x00\x12.\n\rint32_set_val\x18\x18 \x01(\x0b\x32\x15.feast.types.Int32SetH\x00\x12.\n\rint64_set_val\x18\x19 \x01(\x0b\x32\x15.feast.types.Int64SetH\x00\x12\x30\n\x0e\x64ouble_set_val\x18\x1a \x01(\x0b\x32\x16.feast.types.DoubleSetH\x00\x12.\n\rfloat_set_val\x18\x1b \x01(\x0b\x32\x15.feast.types.FloatSetH\x00\x12,\n\x0c\x62ool_set_val\x18\x1c \x01(\x0b\x32\x14.feast.types.BoolSetH\x00\x12\x37\n\x16unix_timestamp_set_val\x18\x1d \x01(\x0b\x32\x15.feast.types.Int64SetH\x00\x12\x12\n\x08json_val\x18  \x01(\tH\x00\x12\x30\n\rjson_list_val\x18! 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+DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n\x17\x66\x65\x61st/types/Value.proto\x12\x0b\x66\x65\x61st.types\"\xb7\x05\n\tValueType\"\xa9\x05\n\x04\x45num\x12\x0b\n\x07INVALID\x10\x00\x12\t\n\x05\x42YTES\x10\x01\x12\n\n\x06STRING\x10\x02\x12\t\n\x05INT32\x10\x03\x12\t\n\x05INT64\x10\x04\x12\n\n\x06\x44OUBLE\x10\x05\x12\t\n\x05\x46LOAT\x10\x06\x12\x08\n\x04\x42OOL\x10\x07\x12\x12\n\x0eUNIX_TIMESTAMP\x10\x08\x12\x0e\n\nBYTES_LIST\x10\x0b\x12\x0f\n\x0bSTRING_LIST\x10\x0c\x12\x0e\n\nINT32_LIST\x10\r\x12\x0e\n\nINT64_LIST\x10\x0e\x12\x0f\n\x0b\x44OUBLE_LIST\x10\x0f\x12\x0e\n\nFLOAT_LIST\x10\x10\x12\r\n\tBOOL_LIST\x10\x11\x12\x17\n\x13UNIX_TIMESTAMP_LIST\x10\x12\x12\x08\n\x04NULL\x10\x13\x12\x07\n\x03MAP\x10\x14\x12\x0c\n\x08MAP_LIST\x10\x15\x12\r\n\tBYTES_SET\x10\x16\x12\x0e\n\nSTRING_SET\x10\x17\x12\r\n\tINT32_SET\x10\x18\x12\r\n\tINT64_SET\x10\x19\x12\x0e\n\nDOUBLE_SET\x10\x1a\x12\r\n\tFLOAT_SET\x10\x1b\x12\x0c\n\x08\x42OOL_SET\x10\x1c\x12\x16\n\x12UNIX_TIMESTAMP_SET\x10\x1d\x12\x08\n\x04JSON\x10 \x12\r\n\tJSON_LIST\x10!\x12\n\n\x06STRUCT\x10\"\x12\x0f\n\x0bSTRUCT_LIST\x10#\x12\x08\n\x04UUID\x10$\x12\r\n\tTIME_UUID\x10%\x12\r\n\tUUID_LIST\x10&\x12\x12\n\x0eTIME_UUID_LIST\x10\'\x12\x0c\n\x08UUID_SET\x10(\x12\x11\n\rTIME_UUID_SET\x10)\x12\x0e\n\nVALUE_LIST\x10*\x12\r\n\tVALUE_SET\x10+\x12\x0b\n\x07\x44\x45\x43IMAL\x10,\x12\x10\n\x0c\x44\x45\x43IMAL_LIST\x10-\x12\x0f\n\x0b\x44\x45\x43IMAL_SET\x10.\x12\x0e\n\nSCALAR_MAP\x10/\x12\x13\n\x0fZONED_TIMESTAMP\x10\x30\"\xc6\x0e\n\x05Value\x12\x13\n\tbytes_val\x18\x01 \x01(\x0cH\x00\x12\x14\n\nstring_val\x18\x02 \x01(\tH\x00\x12\x13\n\tint32_val\x18\x03 \x01(\x05H\x00\x12\x13\n\tint64_val\x18\x04 \x01(\x03H\x00\x12\x14\n\ndouble_val\x18\x05 \x01(\x01H\x00\x12\x13\n\tfloat_val\x18\x06 \x01(\x02H\x00\x12\x12\n\x08\x62ool_val\x18\x07 \x01(\x08H\x00\x12\x1c\n\x12unix_timestamp_val\x18\x08 \x01(\x03H\x00\x12\x30\n\x0e\x62ytes_list_val\x18\x0b \x01(\x0b\x32\x16.feast.types.BytesListH\x00\x12\x32\n\x0fstring_list_val\x18\x0c \x01(\x0b\x32\x17.feast.types.StringListH\x00\x12\x30\n\x0eint32_list_val\x18\r \x01(\x0b\x32\x16.feast.types.Int32ListH\x00\x12\x30\n\x0eint64_list_val\x18\x0e \x01(\x0b\x32\x16.feast.types.Int64ListH\x00\x12\x32\n\x0f\x64ouble_list_val\x18\x0f \x01(\x0b\x32\x17.feast.types.DoubleListH\x00\x12\x30\n\x0e\x66loat_list_val\x18\x10 \x01(\x0b\x32\x16.feast.types.FloatListH\x00\x12.\n\rbool_list_val\x18\x11 \x01(\x0b\x32\x15.feast.types.BoolListH\x00\x12\x39\n\x17unix_timestamp_list_val\x18\x12 \x01(\x0b\x32\x16.feast.types.Int64ListH\x00\x12%\n\x08null_val\x18\x13 \x01(\x0e\x32\x11.feast.types.NullH\x00\x12#\n\x07map_val\x18\x14 \x01(\x0b\x32\x10.feast.types.MapH\x00\x12,\n\x0cmap_list_val\x18\x15 \x01(\x0b\x32\x14.feast.types.MapListH\x00\x12.\n\rbytes_set_val\x18\x16 \x01(\x0b\x32\x15.feast.types.BytesSetH\x00\x12\x30\n\x0estring_set_val\x18\x17 \x01(\x0b\x32\x16.feast.types.StringSetH\x00\x12.\n\rint32_set_val\x18\x18 \x01(\x0b\x32\x15.feast.types.Int32SetH\x00\x12.\n\rint64_set_val\x18\x19 \x01(\x0b\x32\x15.feast.types.Int64SetH\x00\x12\x30\n\x0e\x64ouble_set_val\x18\x1a \x01(\x0b\x32\x16.feast.types.DoubleSetH\x00\x12.\n\rfloat_set_val\x18\x1b \x01(\x0b\x32\x15.feast.types.FloatSetH\x00\x12,\n\x0c\x62ool_set_val\x18\x1c \x01(\x0b\x32\x14.feast.types.BoolSetH\x00\x12\x37\n\x16unix_timestamp_set_val\x18\x1d \x01(\x0b\x32\x15.feast.types.Int64SetH\x00\x12\x12\n\x08json_val\x18  \x01(\tH\x00\x12\x30\n\rjson_list_val\x18! 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 _globals = globals()
 _builder.BuildMessageAndEnumDescriptors(DESCRIPTOR, _globals)
@@ -24,54 +24,56 @@
   _globals['DESCRIPTOR']._serialized_options = b'\n\021feast.proto.typesB\nValueProtoZ0github.com/feast-dev/feast/go/protos/feast/types'
   _globals['_MAP_VALENTRY']._options = None
   _globals['_MAP_VALENTRY']._serialized_options = b'8\001'
-  _globals['_NULL']._serialized_start=3468
-  _globals['_NULL']._serialized_end=3484
+  _globals['_NULL']._serialized_start=3605
+  _globals['_NULL']._serialized_end=3621
   _globals['_VALUETYPE']._serialized_start=41
-  _globals['_VALUETYPE']._serialized_end=715
+  _globals['_VALUETYPE']._serialized_end=736
   _globals['_VALUETYPE_ENUM']._serialized_start=55
-  _globals['_VALUETYPE_ENUM']._serialized_end=715
-  _globals['_VALUE']._serialized_start=718
-  _globals['_VALUE']._serialized_end=2520
-  _globals['_BYTESLIST']._serialized_start=2522
-  _globals['_BYTESLIST']._serialized_end=2546
-  _globals['_STRINGLIST']._serialized_start=2548
-  _globals['_STRINGLIST']._serialized_end=2573
-  _globals['_INT32LIST']._serialized_start=2575
-  _globals['_INT32LIST']._serialized_end=2599
-  _globals['_INT64LIST']._serialized_start=2601
-  _globals['_INT64LIST']._serialized_end=2625
-  _globals['_DOUBLELIST']._serialized_start=2627
-  _globals['_DOUBLELIST']._serialized_end=2652
-  _globals['_FLOATLIST']._serialized_start=2654
-  _globals['_FLOATLIST']._serialized_end=2678
-  _globals['_BOOLLIST']._serialized_start=2680
-  _globals['_BOOLLIST']._serialized_end=2703
-  _globals['_BYTESSET']._serialized_start=2705
-  _globals['_BYTESSET']._serialized_end=2728
-  _globals['_STRINGSET']._serialized_start=2730
-  _globals['_STRINGSET']._serialized_end=2754
-  _globals['_INT32SET']._serialized_start=2756
-  _globals['_INT32SET']._serialized_end=2779
-  _globals['_INT64SET']._serialized_start=2781
-  _globals['_INT64SET']._serialized_end=2804
-  _globals['_DOUBLESET']._serialized_start=2806
-  _globals['_DOUBLESET']._serialized_end=2830
-  _globals['_FLOATSET']._serialized_start=2832
-  _globals['_FLOATSET']._serialized_end=2855
-  _globals['_BOOLSET']._serialized_start=2857
-  _globals['_BOOLSET']._serialized_end=2879
-  _globals['_MAP']._serialized_start=2881
-  _globals['_MAP']._serialized_end=2990
-  _globals['_MAP_VALENTRY']._serialized_start=2928
-  _globals['_MAP_VALENTRY']._serialized_end=2990
-  _globals['_MAPLIST']._serialized_start=2992
-  _globals['_MAPLIST']._serialized_end=3032
-  _globals['_REPEATEDVALUE']._serialized_start=3034
-  _globals['_REPEATEDVALUE']._serialized_end=3082
-  _globals['_MAPKEY']._serialized_start=3085
-  _globals['_MAPKEY']._serialized_end=3324
-  _globals['_SCALARMAPENTRY']._serialized_start=3326
-  _globals['_SCALARMAPENTRY']._serialized_end=3411
-  _globals['_SCALARMAP']._serialized_start=3413
-  _globals['_SCALARMAP']._serialized_end=3466
+  _globals['_VALUETYPE_ENUM']._serialized_end=736
+  _globals['_VALUE']._serialized_start=739
+  _globals['_VALUE']._serialized_end=2601
+  _globals['_ZONEDTIMESTAMP']._serialized_start=2603
+  _globals['_ZONEDTIMESTAMP']._serialized_end=2657
+  _globals['_BYTESLIST']._serialized_start=2659
+  _globals['_BYTESLIST']._serialized_end=2683
+  _globals['_STRINGLIST']._serialized_start=2685
+  _globals['_STRINGLIST']._serialized_end=2710
+  _globals['_INT32LIST']._serialized_start=2712
+  _globals['_INT32LIST']._serialized_end=2736
+  _globals['_INT64LIST']._serialized_start=2738
+  _globals['_INT64LIST']._serialized_end=2762
+  _globals['_DOUBLELIST']._serialized_start=2764
+  _globals['_DOUBLELIST']._serialized_end=2789
+  _globals['_FLOATLIST']._serialized_start=2791
+  _globals['_FLOATLIST']._serialized_end=2815
+  _globals['_BOOLLIST']._serialized_start=2817
+  _globals['_BOOLLIST']._serialized_end=2840
+  _globals['_BYTESSET']._serialized_start=2842
+  _globals['_BYTESSET']._serialized_end=2865
+  _globals['_STRINGSET']._serialized_start=2867
+  _globals['_STRINGSET']._serialized_end=2891
+  _globals['_INT32SET']._serialized_start=2893
+  _globals['_INT32SET']._serialized_end=2916
+  _globals['_INT64SET']._serialized_start=2918
+  _globals['_INT64SET']._serialized_end=2941
+  _globals['_DOUBLESET']._serialized_start=2943
+  _globals['_DOUBLESET']._serialized_end=2967
+  _globals['_FLOATSET']._serialized_start=2969
+  _globals['_FLOATSET']._serialized_end=2992
+  _globals['_BOOLSET']._serialized_start=2994
+  _globals['_BOOLSET']._serialized_end=3016
+  _globals['_MAP']._serialized_start=3018
+  _globals['_MAP']._serialized_end=3127
+  _globals['_MAP_VALENTRY']._serialized_start=3065
+  _globals['_MAP_VALENTRY']._serialized_end=3127
+  _globals['_MAPLIST']._serialized_start=3129
+  _globals['_MAPLIST']._serialized_end=3169
+  _globals['_REPEATEDVALUE']._serialized_start=3171
+  _globals['_REPEATEDVALUE']._serialized_end=3219
+  _globals['_MAPKEY']._serialized_start=3222
+  _globals['_MAPKEY']._serialized_end=3461
+  _globals['_SCALARMAPENTRY']._serialized_start=3463
+  _globals['_SCALARMAPENTRY']._serialized_end=3548
+  _globals['_SCALARMAP']._serialized_start=3550
+  _globals['_SCALARMAP']._serialized_end=3603
 # @@protoc_insertion_point(module_scope)
diff --git a/sdk/python/feast/protos/feast/types/Value_pb2.pyi b/sdk/python/feast/protos/feast/types/Value_pb2.pyi
index 162f8829bc1..17871fb94d4 100644
--- a/sdk/python/feast/protos/feast/types/Value_pb2.pyi
+++ b/sdk/python/feast/protos/feast/types/Value_pb2.pyi
@@ -16,46 +16,44 @@ WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 See the License for the specific language governing permissions and
 limitations under the License.
 """
-
-from collections import abc as _abc
-from google.protobuf import descriptor as _descriptor
-from google.protobuf import message as _message
-from google.protobuf.internal import containers as _containers
-from google.protobuf.internal import enum_type_wrapper as _enum_type_wrapper
-import builtins as _builtins
+import builtins
+import collections.abc
+import google.protobuf.descriptor
+import google.protobuf.internal.containers
+import google.protobuf.internal.enum_type_wrapper
+import google.protobuf.message
 import sys
-import typing as _typing
+import typing
 
 if sys.version_info >= (3, 10):
-    from typing import TypeAlias as _TypeAlias
+    import typing as typing_extensions
 else:
-    from typing_extensions import TypeAlias as _TypeAlias
+    import typing_extensions
 
-DESCRIPTOR: _descriptor.FileDescriptor
+DESCRIPTOR: google.protobuf.descriptor.FileDescriptor
 
 class _Null:
-    ValueType = _typing.NewType("ValueType", _builtins.int)
-    V: _TypeAlias = ValueType  # noqa: Y015
+    ValueType = typing.NewType("ValueType", builtins.int)
+    V: typing_extensions.TypeAlias = ValueType
 
-class _NullEnumTypeWrapper(_enum_type_wrapper._EnumTypeWrapper[_Null.ValueType], _builtins.type):
-    DESCRIPTOR: _descriptor.EnumDescriptor
+class _NullEnumTypeWrapper(google.protobuf.internal.enum_type_wrapper._EnumTypeWrapper[_Null.ValueType], builtins.type):  # noqa: F821
+    DESCRIPTOR: google.protobuf.descriptor.EnumDescriptor
     NULL: _Null.ValueType  # 0
 
 class Null(_Null, metaclass=_NullEnumTypeWrapper): ...
 
 NULL: Null.ValueType  # 0
-Global___Null: _TypeAlias = Null  # noqa: Y015
+global___Null = Null
 
-@_typing.final
-class ValueType(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class ValueType(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
     class _Enum:
-        ValueType = _typing.NewType("ValueType", _builtins.int)
-        V: _TypeAlias = ValueType  # noqa: Y015
+        ValueType = typing.NewType("ValueType", builtins.int)
+        V: typing_extensions.TypeAlias = ValueType
 
-    class _EnumEnumTypeWrapper(_enum_type_wrapper._EnumTypeWrapper[ValueType._Enum.ValueType], _builtins.type):
-        DESCRIPTOR: _descriptor.EnumDescriptor
+    class _EnumEnumTypeWrapper(google.protobuf.internal.enum_type_wrapper._EnumTypeWrapper[ValueType._Enum.ValueType], builtins.type):  # noqa: F821
+        DESCRIPTOR: google.protobuf.descriptor.EnumDescriptor
         INVALID: ValueType._Enum.ValueType  # 0
         BYTES: ValueType._Enum.ValueType  # 1
         STRING: ValueType._Enum.ValueType  # 2
@@ -100,6 +98,7 @@ class ValueType(_message.Message):
         DECIMAL_LIST: ValueType._Enum.ValueType  # 45
         DECIMAL_SET: ValueType._Enum.ValueType  # 46
         SCALAR_MAP: ValueType._Enum.ValueType  # 47
+        ZONED_TIMESTAMP: ValueType._Enum.ValueType  # 48
 
     class Enum(_Enum, metaclass=_EnumEnumTypeWrapper): ...
     INVALID: ValueType.Enum.ValueType  # 0
@@ -146,593 +145,572 @@ class ValueType(_message.Message):
     DECIMAL_LIST: ValueType.Enum.ValueType  # 45
     DECIMAL_SET: ValueType.Enum.ValueType  # 46
     SCALAR_MAP: ValueType.Enum.ValueType  # 47
+    ZONED_TIMESTAMP: ValueType.Enum.ValueType  # 48
 
     def __init__(
         self,
     ) -> None: ...
 
-Global___ValueType: _TypeAlias = ValueType  # noqa: Y015
-
-@_typing.final
-class Value(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
-
-    BYTES_VAL_FIELD_NUMBER: _builtins.int
-    STRING_VAL_FIELD_NUMBER: _builtins.int
-    INT32_VAL_FIELD_NUMBER: _builtins.int
-    INT64_VAL_FIELD_NUMBER: _builtins.int
-    DOUBLE_VAL_FIELD_NUMBER: _builtins.int
-    FLOAT_VAL_FIELD_NUMBER: _builtins.int
-    BOOL_VAL_FIELD_NUMBER: _builtins.int
-    UNIX_TIMESTAMP_VAL_FIELD_NUMBER: _builtins.int
-    BYTES_LIST_VAL_FIELD_NUMBER: _builtins.int
-    STRING_LIST_VAL_FIELD_NUMBER: _builtins.int
-    INT32_LIST_VAL_FIELD_NUMBER: _builtins.int
-    INT64_LIST_VAL_FIELD_NUMBER: _builtins.int
-    DOUBLE_LIST_VAL_FIELD_NUMBER: _builtins.int
-    FLOAT_LIST_VAL_FIELD_NUMBER: _builtins.int
-    BOOL_LIST_VAL_FIELD_NUMBER: _builtins.int
-    UNIX_TIMESTAMP_LIST_VAL_FIELD_NUMBER: _builtins.int
-    NULL_VAL_FIELD_NUMBER: _builtins.int
-    MAP_VAL_FIELD_NUMBER: _builtins.int
-    MAP_LIST_VAL_FIELD_NUMBER: _builtins.int
-    BYTES_SET_VAL_FIELD_NUMBER: _builtins.int
-    STRING_SET_VAL_FIELD_NUMBER: _builtins.int
-    INT32_SET_VAL_FIELD_NUMBER: _builtins.int
-    INT64_SET_VAL_FIELD_NUMBER: _builtins.int
-    DOUBLE_SET_VAL_FIELD_NUMBER: _builtins.int
-    FLOAT_SET_VAL_FIELD_NUMBER: _builtins.int
-    BOOL_SET_VAL_FIELD_NUMBER: _builtins.int
-    UNIX_TIMESTAMP_SET_VAL_FIELD_NUMBER: _builtins.int
-    JSON_VAL_FIELD_NUMBER: _builtins.int
-    JSON_LIST_VAL_FIELD_NUMBER: _builtins.int
-    STRUCT_VAL_FIELD_NUMBER: _builtins.int
-    STRUCT_LIST_VAL_FIELD_NUMBER: _builtins.int
-    UUID_VAL_FIELD_NUMBER: _builtins.int
-    TIME_UUID_VAL_FIELD_NUMBER: _builtins.int
-    UUID_LIST_VAL_FIELD_NUMBER: _builtins.int
-    TIME_UUID_LIST_VAL_FIELD_NUMBER: _builtins.int
-    UUID_SET_VAL_FIELD_NUMBER: _builtins.int
-    TIME_UUID_SET_VAL_FIELD_NUMBER: _builtins.int
-    LIST_VAL_FIELD_NUMBER: _builtins.int
-    SET_VAL_FIELD_NUMBER: _builtins.int
-    DECIMAL_VAL_FIELD_NUMBER: _builtins.int
-    DECIMAL_LIST_VAL_FIELD_NUMBER: _builtins.int
-    DECIMAL_SET_VAL_FIELD_NUMBER: _builtins.int
-    SCALAR_MAP_VAL_FIELD_NUMBER: _builtins.int
-    bytes_val: _builtins.bytes
-    string_val: _builtins.str
-    int32_val: _builtins.int
-    int64_val: _builtins.int
-    double_val: _builtins.float
-    float_val: _builtins.float
-    bool_val: _builtins.bool
-    unix_timestamp_val: _builtins.int
-    null_val: Global___Null.ValueType
-    json_val: _builtins.str
-    uuid_val: _builtins.str
-    time_uuid_val: _builtins.str
-    decimal_val: _builtins.str
-    @_builtins.property
-    def bytes_list_val(self) -> Global___BytesList: ...
-    @_builtins.property
-    def string_list_val(self) -> Global___StringList: ...
-    @_builtins.property
-    def int32_list_val(self) -> Global___Int32List: ...
-    @_builtins.property
-    def int64_list_val(self) -> Global___Int64List: ...
-    @_builtins.property
-    def double_list_val(self) -> Global___DoubleList: ...
-    @_builtins.property
-    def float_list_val(self) -> Global___FloatList: ...
-    @_builtins.property
-    def bool_list_val(self) -> Global___BoolList: ...
-    @_builtins.property
-    def unix_timestamp_list_val(self) -> Global___Int64List: ...
-    @_builtins.property
-    def map_val(self) -> Global___Map: ...
-    @_builtins.property
-    def map_list_val(self) -> Global___MapList: ...
-    @_builtins.property
-    def bytes_set_val(self) -> Global___BytesSet: ...
-    @_builtins.property
-    def string_set_val(self) -> Global___StringSet: ...
-    @_builtins.property
-    def int32_set_val(self) -> Global___Int32Set: ...
-    @_builtins.property
-    def int64_set_val(self) -> Global___Int64Set: ...
-    @_builtins.property
-    def double_set_val(self) -> Global___DoubleSet: ...
-    @_builtins.property
-    def float_set_val(self) -> Global___FloatSet: ...
-    @_builtins.property
-    def bool_set_val(self) -> Global___BoolSet: ...
-    @_builtins.property
-    def unix_timestamp_set_val(self) -> Global___Int64Set: ...
-    @_builtins.property
-    def json_list_val(self) -> Global___StringList: ...
-    @_builtins.property
-    def struct_val(self) -> Global___Map: ...
-    @_builtins.property
-    def struct_list_val(self) -> Global___MapList: ...
-    @_builtins.property
-    def uuid_list_val(self) -> Global___StringList: ...
-    @_builtins.property
-    def time_uuid_list_val(self) -> Global___StringList: ...
-    @_builtins.property
-    def uuid_set_val(self) -> Global___StringSet: ...
-    @_builtins.property
-    def time_uuid_set_val(self) -> Global___StringSet: ...
-    @_builtins.property
-    def list_val(self) -> Global___RepeatedValue: ...
-    @_builtins.property
-    def set_val(self) -> Global___RepeatedValue: ...
-    @_builtins.property
-    def decimal_list_val(self) -> Global___StringList: ...
-    @_builtins.property
-    def decimal_set_val(self) -> Global___StringSet: ...
-    @_builtins.property
-    def scalar_map_val(self) -> Global___ScalarMap: ...
+global___ValueType = ValueType
+
+class Value(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
+
+    BYTES_VAL_FIELD_NUMBER: builtins.int
+    STRING_VAL_FIELD_NUMBER: builtins.int
+    INT32_VAL_FIELD_NUMBER: builtins.int
+    INT64_VAL_FIELD_NUMBER: builtins.int
+    DOUBLE_VAL_FIELD_NUMBER: builtins.int
+    FLOAT_VAL_FIELD_NUMBER: builtins.int
+    BOOL_VAL_FIELD_NUMBER: builtins.int
+    UNIX_TIMESTAMP_VAL_FIELD_NUMBER: builtins.int
+    BYTES_LIST_VAL_FIELD_NUMBER: builtins.int
+    STRING_LIST_VAL_FIELD_NUMBER: builtins.int
+    INT32_LIST_VAL_FIELD_NUMBER: builtins.int
+    INT64_LIST_VAL_FIELD_NUMBER: builtins.int
+    DOUBLE_LIST_VAL_FIELD_NUMBER: builtins.int
+    FLOAT_LIST_VAL_FIELD_NUMBER: builtins.int
+    BOOL_LIST_VAL_FIELD_NUMBER: builtins.int
+    UNIX_TIMESTAMP_LIST_VAL_FIELD_NUMBER: builtins.int
+    NULL_VAL_FIELD_NUMBER: builtins.int
+    MAP_VAL_FIELD_NUMBER: builtins.int
+    MAP_LIST_VAL_FIELD_NUMBER: builtins.int
+    BYTES_SET_VAL_FIELD_NUMBER: builtins.int
+    STRING_SET_VAL_FIELD_NUMBER: builtins.int
+    INT32_SET_VAL_FIELD_NUMBER: builtins.int
+    INT64_SET_VAL_FIELD_NUMBER: builtins.int
+    DOUBLE_SET_VAL_FIELD_NUMBER: builtins.int
+    FLOAT_SET_VAL_FIELD_NUMBER: builtins.int
+    BOOL_SET_VAL_FIELD_NUMBER: builtins.int
+    UNIX_TIMESTAMP_SET_VAL_FIELD_NUMBER: builtins.int
+    JSON_VAL_FIELD_NUMBER: builtins.int
+    JSON_LIST_VAL_FIELD_NUMBER: builtins.int
+    STRUCT_VAL_FIELD_NUMBER: builtins.int
+    STRUCT_LIST_VAL_FIELD_NUMBER: builtins.int
+    UUID_VAL_FIELD_NUMBER: builtins.int
+    TIME_UUID_VAL_FIELD_NUMBER: builtins.int
+    UUID_LIST_VAL_FIELD_NUMBER: builtins.int
+    TIME_UUID_LIST_VAL_FIELD_NUMBER: builtins.int
+    UUID_SET_VAL_FIELD_NUMBER: builtins.int
+    TIME_UUID_SET_VAL_FIELD_NUMBER: builtins.int
+    LIST_VAL_FIELD_NUMBER: builtins.int
+    SET_VAL_FIELD_NUMBER: builtins.int
+    DECIMAL_VAL_FIELD_NUMBER: builtins.int
+    DECIMAL_LIST_VAL_FIELD_NUMBER: builtins.int
+    DECIMAL_SET_VAL_FIELD_NUMBER: builtins.int
+    SCALAR_MAP_VAL_FIELD_NUMBER: builtins.int
+    ZONED_TIMESTAMP_VAL_FIELD_NUMBER: builtins.int
+    bytes_val: builtins.bytes
+    string_val: builtins.str
+    int32_val: builtins.int
+    int64_val: builtins.int
+    double_val: builtins.float
+    float_val: builtins.float
+    bool_val: builtins.bool
+    unix_timestamp_val: builtins.int
+    @property
+    def bytes_list_val(self) -> global___BytesList: ...
+    @property
+    def string_list_val(self) -> global___StringList: ...
+    @property
+    def int32_list_val(self) -> global___Int32List: ...
+    @property
+    def int64_list_val(self) -> global___Int64List: ...
+    @property
+    def double_list_val(self) -> global___DoubleList: ...
+    @property
+    def float_list_val(self) -> global___FloatList: ...
+    @property
+    def bool_list_val(self) -> global___BoolList: ...
+    @property
+    def unix_timestamp_list_val(self) -> global___Int64List: ...
+    null_val: global___Null.ValueType
+    @property
+    def map_val(self) -> global___Map: ...
+    @property
+    def map_list_val(self) -> global___MapList: ...
+    @property
+    def bytes_set_val(self) -> global___BytesSet: ...
+    @property
+    def string_set_val(self) -> global___StringSet: ...
+    @property
+    def int32_set_val(self) -> global___Int32Set: ...
+    @property
+    def int64_set_val(self) -> global___Int64Set: ...
+    @property
+    def double_set_val(self) -> global___DoubleSet: ...
+    @property
+    def float_set_val(self) -> global___FloatSet: ...
+    @property
+    def bool_set_val(self) -> global___BoolSet: ...
+    @property
+    def unix_timestamp_set_val(self) -> global___Int64Set: ...
+    json_val: builtins.str
+    @property
+    def json_list_val(self) -> global___StringList: ...
+    @property
+    def struct_val(self) -> global___Map: ...
+    @property
+    def struct_list_val(self) -> global___MapList: ...
+    uuid_val: builtins.str
+    time_uuid_val: builtins.str
+    @property
+    def uuid_list_val(self) -> global___StringList: ...
+    @property
+    def time_uuid_list_val(self) -> global___StringList: ...
+    @property
+    def uuid_set_val(self) -> global___StringSet: ...
+    @property
+    def time_uuid_set_val(self) -> global___StringSet: ...
+    @property
+    def list_val(self) -> global___RepeatedValue: ...
+    @property
+    def set_val(self) -> global___RepeatedValue: ...
+    decimal_val: builtins.str
+    @property
+    def decimal_list_val(self) -> global___StringList: ...
+    @property
+    def decimal_set_val(self) -> global___StringSet: ...
+    @property
+    def scalar_map_val(self) -> global___ScalarMap: ...
+    @property
+    def zoned_timestamp_val(self) -> global___ZonedTimestamp: ...
+    def __init__(
+        self,
+        *,
+        bytes_val: builtins.bytes = ...,
+        string_val: builtins.str = ...,
+        int32_val: builtins.int = ...,
+        int64_val: builtins.int = ...,
+        double_val: builtins.float = ...,
+        float_val: builtins.float = ...,
+        bool_val: builtins.bool = ...,
+        unix_timestamp_val: builtins.int = ...,
+        bytes_list_val: global___BytesList | None = ...,
+        string_list_val: global___StringList | None = ...,
+        int32_list_val: global___Int32List | None = ...,
+        int64_list_val: global___Int64List | None = ...,
+        double_list_val: global___DoubleList | None = ...,
+        float_list_val: global___FloatList | None = ...,
+        bool_list_val: global___BoolList | None = ...,
+        unix_timestamp_list_val: global___Int64List | None = ...,
+        null_val: global___Null.ValueType = ...,
+        map_val: global___Map | None = ...,
+        map_list_val: global___MapList | None = ...,
+        bytes_set_val: global___BytesSet | None = ...,
+        string_set_val: global___StringSet | None = ...,
+        int32_set_val: global___Int32Set | None = ...,
+        int64_set_val: global___Int64Set | None = ...,
+        double_set_val: global___DoubleSet | None = ...,
+        float_set_val: global___FloatSet | None = ...,
+        bool_set_val: global___BoolSet | None = ...,
+        unix_timestamp_set_val: global___Int64Set | None = ...,
+        json_val: builtins.str = ...,
+        json_list_val: global___StringList | None = ...,
+        struct_val: global___Map | None = ...,
+        struct_list_val: global___MapList | None = ...,
+        uuid_val: builtins.str = ...,
+        time_uuid_val: builtins.str = ...,
+        uuid_list_val: global___StringList | None = ...,
+        time_uuid_list_val: global___StringList | None = ...,
+        uuid_set_val: global___StringSet | None = ...,
+        time_uuid_set_val: global___StringSet | None = ...,
+        list_val: global___RepeatedValue | None = ...,
+        set_val: global___RepeatedValue | None = ...,
+        decimal_val: builtins.str = ...,
+        decimal_list_val: global___StringList | None = ...,
+        decimal_set_val: global___StringSet | None = ...,
+        scalar_map_val: global___ScalarMap | None = ...,
+        zoned_timestamp_val: global___ZonedTimestamp | None = ...,
+    ) -> None: ...
+    def HasField(self, field_name: typing_extensions.Literal["bool_list_val", b"bool_list_val", "bool_set_val", b"bool_set_val", "bool_val", b"bool_val", "bytes_list_val", b"bytes_list_val", "bytes_set_val", b"bytes_set_val", "bytes_val", b"bytes_val", "decimal_list_val", b"decimal_list_val", "decimal_set_val", b"decimal_set_val", "decimal_val", b"decimal_val", "double_list_val", b"double_list_val", "double_set_val", b"double_set_val", "double_val", b"double_val", "float_list_val", b"float_list_val", "float_set_val", b"float_set_val", "float_val", b"float_val", "int32_list_val", b"int32_list_val", "int32_set_val", b"int32_set_val", "int32_val", b"int32_val", "int64_list_val", b"int64_list_val", "int64_set_val", b"int64_set_val", "int64_val", b"int64_val", "json_list_val", b"json_list_val", "json_val", b"json_val", "list_val", b"list_val", "map_list_val", b"map_list_val", "map_val", b"map_val", "null_val", b"null_val", "scalar_map_val", b"scalar_map_val", "set_val", b"set_val", "string_list_val", b"string_list_val", "string_set_val", b"string_set_val", "string_val", b"string_val", "struct_list_val", b"struct_list_val", "struct_val", b"struct_val", "time_uuid_list_val", b"time_uuid_list_val", "time_uuid_set_val", b"time_uuid_set_val", "time_uuid_val", b"time_uuid_val", "unix_timestamp_list_val", b"unix_timestamp_list_val", "unix_timestamp_set_val", b"unix_timestamp_set_val", "unix_timestamp_val", b"unix_timestamp_val", "uuid_list_val", b"uuid_list_val", "uuid_set_val", b"uuid_set_val", "uuid_val", b"uuid_val", "val", b"val", "zoned_timestamp_val", b"zoned_timestamp_val"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["bool_list_val", b"bool_list_val", "bool_set_val", b"bool_set_val", "bool_val", b"bool_val", "bytes_list_val", b"bytes_list_val", "bytes_set_val", b"bytes_set_val", "bytes_val", b"bytes_val", "decimal_list_val", b"decimal_list_val", "decimal_set_val", b"decimal_set_val", "decimal_val", b"decimal_val", "double_list_val", b"double_list_val", "double_set_val", b"double_set_val", "double_val", b"double_val", "float_list_val", b"float_list_val", "float_set_val", b"float_set_val", "float_val", b"float_val", "int32_list_val", b"int32_list_val", "int32_set_val", b"int32_set_val", "int32_val", b"int32_val", "int64_list_val", b"int64_list_val", "int64_set_val", b"int64_set_val", "int64_val", b"int64_val", "json_list_val", b"json_list_val", "json_val", b"json_val", "list_val", b"list_val", "map_list_val", b"map_list_val", "map_val", b"map_val", "null_val", b"null_val", "scalar_map_val", b"scalar_map_val", "set_val", b"set_val", "string_list_val", b"string_list_val", "string_set_val", b"string_set_val", "string_val", b"string_val", "struct_list_val", b"struct_list_val", "struct_val", b"struct_val", "time_uuid_list_val", b"time_uuid_list_val", "time_uuid_set_val", b"time_uuid_set_val", "time_uuid_val", b"time_uuid_val", "unix_timestamp_list_val", b"unix_timestamp_list_val", "unix_timestamp_set_val", b"unix_timestamp_set_val", "unix_timestamp_val", b"unix_timestamp_val", "uuid_list_val", b"uuid_list_val", "uuid_set_val", b"uuid_set_val", "uuid_val", b"uuid_val", "val", b"val", "zoned_timestamp_val", b"zoned_timestamp_val"]) -> None: ...
+    def WhichOneof(self, oneof_group: typing_extensions.Literal["val", b"val"]) -> typing_extensions.Literal["bytes_val", "string_val", "int32_val", "int64_val", "double_val", "float_val", "bool_val", "unix_timestamp_val", "bytes_list_val", "string_list_val", "int32_list_val", "int64_list_val", "double_list_val", "float_list_val", "bool_list_val", "unix_timestamp_list_val", "null_val", "map_val", "map_list_val", "bytes_set_val", "string_set_val", "int32_set_val", "int64_set_val", "double_set_val", "float_set_val", "bool_set_val", "unix_timestamp_set_val", "json_val", "json_list_val", "struct_val", "struct_list_val", "uuid_val", "time_uuid_val", "uuid_list_val", "time_uuid_list_val", "uuid_set_val", "time_uuid_set_val", "list_val", "set_val", "decimal_val", "decimal_list_val", "decimal_set_val", "scalar_map_val", "zoned_timestamp_val"] | None: ...
+
+global___Value = Value
+
+class ZonedTimestamp(google.protobuf.message.Message):
+    """A timezone-aware datetime: the UTC instant plus its originating zone, so a
+    zoned datetime round-trips losslessly (unlike UNIX_TIMESTAMP, which is decoded
+    as UTC and discards the original zone).
+    """
+
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
+
+    UNIX_TIMESTAMP_FIELD_NUMBER: builtins.int
+    ZONE_FIELD_NUMBER: builtins.int
+    unix_timestamp: builtins.int
+    """Epoch seconds (UTC instant), same convention as unix_timestamp_val."""
+    zone: builtins.str
+    """IANA zone name (e.g. "America/Los_Angeles") or a fixed-offset string
+    (e.g. "-07:00", "UTC"). Empty string is treated as UTC on read.
+    """
     def __init__(
         self,
         *,
-        bytes_val: _builtins.bytes = ...,
-        string_val: _builtins.str = ...,
-        int32_val: _builtins.int = ...,
-        int64_val: _builtins.int = ...,
-        double_val: _builtins.float = ...,
-        float_val: _builtins.float = ...,
-        bool_val: _builtins.bool = ...,
-        unix_timestamp_val: _builtins.int = ...,
-        bytes_list_val: Global___BytesList | None = ...,
-        string_list_val: Global___StringList | None = ...,
-        int32_list_val: Global___Int32List | None = ...,
-        int64_list_val: Global___Int64List | None = ...,
-        double_list_val: Global___DoubleList | None = ...,
-        float_list_val: Global___FloatList | None = ...,
-        bool_list_val: Global___BoolList | None = ...,
-        unix_timestamp_list_val: Global___Int64List | None = ...,
-        null_val: Global___Null.ValueType = ...,
-        map_val: Global___Map | None = ...,
-        map_list_val: Global___MapList | None = ...,
-        bytes_set_val: Global___BytesSet | None = ...,
-        string_set_val: Global___StringSet | None = ...,
-        int32_set_val: Global___Int32Set | None = ...,
-        int64_set_val: Global___Int64Set | None = ...,
-        double_set_val: Global___DoubleSet | None = ...,
-        float_set_val: Global___FloatSet | None = ...,
-        bool_set_val: Global___BoolSet | None = ...,
-        unix_timestamp_set_val: Global___Int64Set | None = ...,
-        json_val: _builtins.str = ...,
-        json_list_val: Global___StringList | None = ...,
-        struct_val: Global___Map | None = ...,
-        struct_list_val: Global___MapList | None = ...,
-        uuid_val: _builtins.str = ...,
-        time_uuid_val: _builtins.str = ...,
-        uuid_list_val: Global___StringList | None = ...,
-        time_uuid_list_val: Global___StringList | None = ...,
-        uuid_set_val: Global___StringSet | None = ...,
-        time_uuid_set_val: Global___StringSet | None = ...,
-        list_val: Global___RepeatedValue | None = ...,
-        set_val: Global___RepeatedValue | None = ...,
-        decimal_val: _builtins.str = ...,
-        decimal_list_val: Global___StringList | None = ...,
-        decimal_set_val: Global___StringSet | None = ...,
-        scalar_map_val: Global___ScalarMap | None = ...,
+        unix_timestamp: builtins.int = ...,
+        zone: builtins.str = ...,
     ) -> None: ...
-    _HasFieldArgType: _TypeAlias = _typing.Literal["bool_list_val", b"bool_list_val", "bool_set_val", b"bool_set_val", "bool_val", b"bool_val", "bytes_list_val", b"bytes_list_val", "bytes_set_val", b"bytes_set_val", "bytes_val", b"bytes_val", "decimal_list_val", b"decimal_list_val", "decimal_set_val", b"decimal_set_val", "decimal_val", b"decimal_val", "double_list_val", b"double_list_val", "double_set_val", b"double_set_val", "double_val", b"double_val", "float_list_val", b"float_list_val", "float_set_val", b"float_set_val", "float_val", b"float_val", "int32_list_val", b"int32_list_val", "int32_set_val", b"int32_set_val", "int32_val", b"int32_val", "int64_list_val", b"int64_list_val", "int64_set_val", b"int64_set_val", "int64_val", b"int64_val", "json_list_val", b"json_list_val", "json_val", b"json_val", "list_val", b"list_val", "map_list_val", b"map_list_val", "map_val", b"map_val", "null_val", b"null_val", "scalar_map_val", b"scalar_map_val", "set_val", b"set_val", "string_list_val", b"string_list_val", "string_set_val", b"string_set_val", "string_val", b"string_val", "struct_list_val", b"struct_list_val", "struct_val", b"struct_val", "time_uuid_list_val", b"time_uuid_list_val", "time_uuid_set_val", b"time_uuid_set_val", "time_uuid_val", b"time_uuid_val", "unix_timestamp_list_val", b"unix_timestamp_list_val", "unix_timestamp_set_val", b"unix_timestamp_set_val", "unix_timestamp_val", b"unix_timestamp_val", "uuid_list_val", b"uuid_list_val", "uuid_set_val", b"uuid_set_val", "uuid_val", b"uuid_val", "val", b"val"]  # noqa: Y015
-    def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["bool_list_val", b"bool_list_val", "bool_set_val", b"bool_set_val", "bool_val", b"bool_val", "bytes_list_val", b"bytes_list_val", "bytes_set_val", b"bytes_set_val", "bytes_val", b"bytes_val", "decimal_list_val", b"decimal_list_val", "decimal_set_val", b"decimal_set_val", "decimal_val", b"decimal_val", "double_list_val", b"double_list_val", "double_set_val", b"double_set_val", "double_val", b"double_val", "float_list_val", b"float_list_val", "float_set_val", b"float_set_val", "float_val", b"float_val", "int32_list_val", b"int32_list_val", "int32_set_val", b"int32_set_val", "int32_val", b"int32_val", "int64_list_val", b"int64_list_val", "int64_set_val", b"int64_set_val", "int64_val", b"int64_val", "json_list_val", b"json_list_val", "json_val", b"json_val", "list_val", b"list_val", "map_list_val", b"map_list_val", "map_val", b"map_val", "null_val", b"null_val", "scalar_map_val", b"scalar_map_val", "set_val", b"set_val", "string_list_val", b"string_list_val", "string_set_val", b"string_set_val", "string_val", b"string_val", "struct_list_val", b"struct_list_val", "struct_val", b"struct_val", "time_uuid_list_val", b"time_uuid_list_val", "time_uuid_set_val", b"time_uuid_set_val", "time_uuid_val", b"time_uuid_val", "unix_timestamp_list_val", b"unix_timestamp_list_val", "unix_timestamp_set_val", b"unix_timestamp_set_val", "unix_timestamp_val", b"unix_timestamp_val", "uuid_list_val", b"uuid_list_val", "uuid_set_val", b"uuid_set_val", "uuid_val", b"uuid_val", "val", b"val"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
-    _WhichOneofReturnType_val: _TypeAlias = _typing.Literal["bytes_val", "string_val", "int32_val", "int64_val", "double_val", "float_val", "bool_val", "unix_timestamp_val", "bytes_list_val", "string_list_val", "int32_list_val", "int64_list_val", "double_list_val", "float_list_val", "bool_list_val", "unix_timestamp_list_val", "null_val", "map_val", "map_list_val", "bytes_set_val", "string_set_val", "int32_set_val", "int64_set_val", "double_set_val", "float_set_val", "bool_set_val", "unix_timestamp_set_val", "json_val", "json_list_val", "struct_val", "struct_list_val", "uuid_val", "time_uuid_val", "uuid_list_val", "time_uuid_list_val", "uuid_set_val", "time_uuid_set_val", "list_val", "set_val", "decimal_val", "decimal_list_val", "decimal_set_val", "scalar_map_val"]  # noqa: Y015
-    _WhichOneofArgType_val: _TypeAlias = _typing.Literal["val", b"val"]  # noqa: Y015
-    def WhichOneof(self, oneof_group: _WhichOneofArgType_val) -> _WhichOneofReturnType_val | None: ...
-
-Global___Value: _TypeAlias = Value  # noqa: Y015
-
-@_typing.final
-class BytesList(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
-
-    VAL_FIELD_NUMBER: _builtins.int
-    @_builtins.property
-    def val(self) -> _containers.RepeatedScalarFieldContainer[_builtins.bytes]: ...
+    def ClearField(self, field_name: typing_extensions.Literal["unix_timestamp", b"unix_timestamp", "zone", b"zone"]) -> None: ...
+
+global___ZonedTimestamp = ZonedTimestamp
+
+class BytesList(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
+
+    VAL_FIELD_NUMBER: builtins.int
+    @property
+    def val(self) -> google.protobuf.internal.containers.RepeatedScalarFieldContainer[builtins.bytes]: ...
     def __init__(
         self,
         *,
-        val: _abc.Iterable[_builtins.bytes] | None = ...,
+        val: collections.abc.Iterable[builtins.bytes] | None = ...,
     ) -> None: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["val", b"val"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["val", b"val"]) -> None: ...
 
-Global___BytesList: _TypeAlias = BytesList  # noqa: Y015
+global___BytesList = BytesList
 
-@_typing.final
-class StringList(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class StringList(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    VAL_FIELD_NUMBER: _builtins.int
-    @_builtins.property
-    def val(self) -> _containers.RepeatedScalarFieldContainer[_builtins.str]: ...
+    VAL_FIELD_NUMBER: builtins.int
+    @property
+    def val(self) -> google.protobuf.internal.containers.RepeatedScalarFieldContainer[builtins.str]: ...
     def __init__(
         self,
         *,
-        val: _abc.Iterable[_builtins.str] | None = ...,
+        val: collections.abc.Iterable[builtins.str] | None = ...,
     ) -> None: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["val", b"val"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["val", b"val"]) -> None: ...
 
-Global___StringList: _TypeAlias = StringList  # noqa: Y015
+global___StringList = StringList
 
-@_typing.final
-class Int32List(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class Int32List(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    VAL_FIELD_NUMBER: _builtins.int
-    @_builtins.property
-    def val(self) -> _containers.RepeatedScalarFieldContainer[_builtins.int]: ...
+    VAL_FIELD_NUMBER: builtins.int
+    @property
+    def val(self) -> google.protobuf.internal.containers.RepeatedScalarFieldContainer[builtins.int]: ...
     def __init__(
         self,
         *,
-        val: _abc.Iterable[_builtins.int] | None = ...,
+        val: collections.abc.Iterable[builtins.int] | None = ...,
     ) -> None: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["val", b"val"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["val", b"val"]) -> None: ...
 
-Global___Int32List: _TypeAlias = Int32List  # noqa: Y015
+global___Int32List = Int32List
 
-@_typing.final
-class Int64List(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class Int64List(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    VAL_FIELD_NUMBER: _builtins.int
-    @_builtins.property
-    def val(self) -> _containers.RepeatedScalarFieldContainer[_builtins.int]: ...
+    VAL_FIELD_NUMBER: builtins.int
+    @property
+    def val(self) -> google.protobuf.internal.containers.RepeatedScalarFieldContainer[builtins.int]: ...
     def __init__(
         self,
         *,
-        val: _abc.Iterable[_builtins.int] | None = ...,
+        val: collections.abc.Iterable[builtins.int] | None = ...,
     ) -> None: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["val", b"val"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["val", b"val"]) -> None: ...
 
-Global___Int64List: _TypeAlias = Int64List  # noqa: Y015
+global___Int64List = Int64List
 
-@_typing.final
-class DoubleList(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class DoubleList(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    VAL_FIELD_NUMBER: _builtins.int
-    @_builtins.property
-    def val(self) -> _containers.RepeatedScalarFieldContainer[_builtins.float]: ...
+    VAL_FIELD_NUMBER: builtins.int
+    @property
+    def val(self) -> google.protobuf.internal.containers.RepeatedScalarFieldContainer[builtins.float]: ...
     def __init__(
         self,
         *,
-        val: _abc.Iterable[_builtins.float] | None = ...,
+        val: collections.abc.Iterable[builtins.float] | None = ...,
     ) -> None: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["val", b"val"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["val", b"val"]) -> None: ...
 
-Global___DoubleList: _TypeAlias = DoubleList  # noqa: Y015
+global___DoubleList = DoubleList
 
-@_typing.final
-class FloatList(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class FloatList(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    VAL_FIELD_NUMBER: _builtins.int
-    @_builtins.property
-    def val(self) -> _containers.RepeatedScalarFieldContainer[_builtins.float]: ...
+    VAL_FIELD_NUMBER: builtins.int
+    @property
+    def val(self) -> google.protobuf.internal.containers.RepeatedScalarFieldContainer[builtins.float]: ...
     def __init__(
         self,
         *,
-        val: _abc.Iterable[_builtins.float] | None = ...,
+        val: collections.abc.Iterable[builtins.float] | None = ...,
     ) -> None: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["val", b"val"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["val", b"val"]) -> None: ...
 
-Global___FloatList: _TypeAlias = FloatList  # noqa: Y015
+global___FloatList = FloatList
 
-@_typing.final
-class BoolList(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class BoolList(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    VAL_FIELD_NUMBER: _builtins.int
-    @_builtins.property
-    def val(self) -> _containers.RepeatedScalarFieldContainer[_builtins.bool]: ...
+    VAL_FIELD_NUMBER: builtins.int
+    @property
+    def val(self) -> google.protobuf.internal.containers.RepeatedScalarFieldContainer[builtins.bool]: ...
     def __init__(
         self,
         *,
-        val: _abc.Iterable[_builtins.bool] | None = ...,
+        val: collections.abc.Iterable[builtins.bool] | None = ...,
     ) -> None: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["val", b"val"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["val", b"val"]) -> None: ...
 
-Global___BoolList: _TypeAlias = BoolList  # noqa: Y015
+global___BoolList = BoolList
 
-@_typing.final
-class BytesSet(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class BytesSet(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    VAL_FIELD_NUMBER: _builtins.int
-    @_builtins.property
-    def val(self) -> _containers.RepeatedScalarFieldContainer[_builtins.bytes]: ...
+    VAL_FIELD_NUMBER: builtins.int
+    @property
+    def val(self) -> google.protobuf.internal.containers.RepeatedScalarFieldContainer[builtins.bytes]: ...
     def __init__(
         self,
         *,
-        val: _abc.Iterable[_builtins.bytes] | None = ...,
+        val: collections.abc.Iterable[builtins.bytes] | None = ...,
     ) -> None: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["val", b"val"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["val", b"val"]) -> None: ...
 
-Global___BytesSet: _TypeAlias = BytesSet  # noqa: Y015
+global___BytesSet = BytesSet
 
-@_typing.final
-class StringSet(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class StringSet(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    VAL_FIELD_NUMBER: _builtins.int
-    @_builtins.property
-    def val(self) -> _containers.RepeatedScalarFieldContainer[_builtins.str]: ...
+    VAL_FIELD_NUMBER: builtins.int
+    @property
+    def val(self) -> google.protobuf.internal.containers.RepeatedScalarFieldContainer[builtins.str]: ...
     def __init__(
         self,
         *,
-        val: _abc.Iterable[_builtins.str] | None = ...,
+        val: collections.abc.Iterable[builtins.str] | None = ...,
     ) -> None: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["val", b"val"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["val", b"val"]) -> None: ...
 
-Global___StringSet: _TypeAlias = StringSet  # noqa: Y015
+global___StringSet = StringSet
 
-@_typing.final
-class Int32Set(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class Int32Set(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    VAL_FIELD_NUMBER: _builtins.int
-    @_builtins.property
-    def val(self) -> _containers.RepeatedScalarFieldContainer[_builtins.int]: ...
+    VAL_FIELD_NUMBER: builtins.int
+    @property
+    def val(self) -> google.protobuf.internal.containers.RepeatedScalarFieldContainer[builtins.int]: ...
     def __init__(
         self,
         *,
-        val: _abc.Iterable[_builtins.int] | None = ...,
+        val: collections.abc.Iterable[builtins.int] | None = ...,
     ) -> None: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["val", b"val"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["val", b"val"]) -> None: ...
 
-Global___Int32Set: _TypeAlias = Int32Set  # noqa: Y015
+global___Int32Set = Int32Set
 
-@_typing.final
-class Int64Set(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class Int64Set(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    VAL_FIELD_NUMBER: _builtins.int
-    @_builtins.property
-    def val(self) -> _containers.RepeatedScalarFieldContainer[_builtins.int]: ...
+    VAL_FIELD_NUMBER: builtins.int
+    @property
+    def val(self) -> google.protobuf.internal.containers.RepeatedScalarFieldContainer[builtins.int]: ...
     def __init__(
         self,
         *,
-        val: _abc.Iterable[_builtins.int] | None = ...,
+        val: collections.abc.Iterable[builtins.int] | None = ...,
     ) -> None: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["val", b"val"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["val", b"val"]) -> None: ...
 
-Global___Int64Set: _TypeAlias = Int64Set  # noqa: Y015
+global___Int64Set = Int64Set
 
-@_typing.final
-class DoubleSet(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class DoubleSet(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    VAL_FIELD_NUMBER: _builtins.int
-    @_builtins.property
-    def val(self) -> _containers.RepeatedScalarFieldContainer[_builtins.float]: ...
+    VAL_FIELD_NUMBER: builtins.int
+    @property
+    def val(self) -> google.protobuf.internal.containers.RepeatedScalarFieldContainer[builtins.float]: ...
     def __init__(
         self,
         *,
-        val: _abc.Iterable[_builtins.float] | None = ...,
+        val: collections.abc.Iterable[builtins.float] | None = ...,
     ) -> None: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["val", b"val"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["val", b"val"]) -> None: ...
 
-Global___DoubleSet: _TypeAlias = DoubleSet  # noqa: Y015
+global___DoubleSet = DoubleSet
 
-@_typing.final
-class FloatSet(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class FloatSet(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    VAL_FIELD_NUMBER: _builtins.int
-    @_builtins.property
-    def val(self) -> _containers.RepeatedScalarFieldContainer[_builtins.float]: ...
+    VAL_FIELD_NUMBER: builtins.int
+    @property
+    def val(self) -> google.protobuf.internal.containers.RepeatedScalarFieldContainer[builtins.float]: ...
     def __init__(
         self,
         *,
-        val: _abc.Iterable[_builtins.float] | None = ...,
+        val: collections.abc.Iterable[builtins.float] | None = ...,
     ) -> None: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["val", b"val"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["val", b"val"]) -> None: ...
 
-Global___FloatSet: _TypeAlias = FloatSet  # noqa: Y015
+global___FloatSet = FloatSet
 
-@_typing.final
-class BoolSet(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class BoolSet(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    VAL_FIELD_NUMBER: _builtins.int
-    @_builtins.property
-    def val(self) -> _containers.RepeatedScalarFieldContainer[_builtins.bool]: ...
+    VAL_FIELD_NUMBER: builtins.int
+    @property
+    def val(self) -> google.protobuf.internal.containers.RepeatedScalarFieldContainer[builtins.bool]: ...
     def __init__(
         self,
         *,
-        val: _abc.Iterable[_builtins.bool] | None = ...,
+        val: collections.abc.Iterable[builtins.bool] | None = ...,
     ) -> None: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["val", b"val"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["val", b"val"]) -> None: ...
 
-Global___BoolSet: _TypeAlias = BoolSet  # noqa: Y015
+global___BoolSet = BoolSet
 
-@_typing.final
-class Map(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class Map(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    @_typing.final
-    class ValEntry(_message.Message):
-        DESCRIPTOR: _descriptor.Descriptor
+    class ValEntry(google.protobuf.message.Message):
+        DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-        KEY_FIELD_NUMBER: _builtins.int
-        VALUE_FIELD_NUMBER: _builtins.int
-        key: _builtins.str
-        @_builtins.property
-        def value(self) -> Global___Value: ...
+        KEY_FIELD_NUMBER: builtins.int
+        VALUE_FIELD_NUMBER: builtins.int
+        key: builtins.str
+        @property
+        def value(self) -> global___Value: ...
         def __init__(
             self,
             *,
-            key: _builtins.str = ...,
-            value: Global___Value | None = ...,
+            key: builtins.str = ...,
+            value: global___Value | None = ...,
         ) -> None: ...
-        _HasFieldArgType: _TypeAlias = _typing.Literal["value", b"value"]  # noqa: Y015
-        def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
-        _ClearFieldArgType: _TypeAlias = _typing.Literal["key", b"key", "value", b"value"]  # noqa: Y015
-        def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
-
-    VAL_FIELD_NUMBER: _builtins.int
-    @_builtins.property
-    def val(self) -> _containers.MessageMap[_builtins.str, Global___Value]: ...
+        def HasField(self, field_name: typing_extensions.Literal["value", b"value"]) -> builtins.bool: ...
+        def ClearField(self, field_name: typing_extensions.Literal["key", b"key", "value", b"value"]) -> None: ...
+
+    VAL_FIELD_NUMBER: builtins.int
+    @property
+    def val(self) -> google.protobuf.internal.containers.MessageMap[builtins.str, global___Value]: ...
     def __init__(
         self,
         *,
-        val: _abc.Mapping[_builtins.str, Global___Value] | None = ...,
+        val: collections.abc.Mapping[builtins.str, global___Value] | None = ...,
     ) -> None: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["val", b"val"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["val", b"val"]) -> None: ...
 
-Global___Map: _TypeAlias = Map  # noqa: Y015
+global___Map = Map
 
-@_typing.final
-class MapList(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
+class MapList(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    VAL_FIELD_NUMBER: _builtins.int
-    @_builtins.property
-    def val(self) -> _containers.RepeatedCompositeFieldContainer[Global___Map]: ...
+    VAL_FIELD_NUMBER: builtins.int
+    @property
+    def val(self) -> google.protobuf.internal.containers.RepeatedCompositeFieldContainer[global___Map]: ...
     def __init__(
         self,
         *,
-        val: _abc.Iterable[Global___Map] | None = ...,
+        val: collections.abc.Iterable[global___Map] | None = ...,
     ) -> None: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["val", b"val"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["val", b"val"]) -> None: ...
 
-Global___MapList: _TypeAlias = MapList  # noqa: Y015
+global___MapList = MapList
 
-@_typing.final
-class RepeatedValue(_message.Message):
+class RepeatedValue(google.protobuf.message.Message):
     """This is to avoid an issue of being unable to specify `repeated value` in oneofs or maps
     In JSON "val" field can be omitted
     """
 
-    DESCRIPTOR: _descriptor.Descriptor
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    VAL_FIELD_NUMBER: _builtins.int
-    @_builtins.property
-    def val(self) -> _containers.RepeatedCompositeFieldContainer[Global___Value]: ...
+    VAL_FIELD_NUMBER: builtins.int
+    @property
+    def val(self) -> google.protobuf.internal.containers.RepeatedCompositeFieldContainer[global___Value]: ...
     def __init__(
         self,
         *,
-        val: _abc.Iterable[Global___Value] | None = ...,
+        val: collections.abc.Iterable[global___Value] | None = ...,
     ) -> None: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["val", b"val"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["val", b"val"]) -> None: ...
 
-Global___RepeatedValue: _TypeAlias = RepeatedValue  # noqa: Y015
+global___RepeatedValue = RepeatedValue
 
-@_typing.final
-class MapKey(_message.Message):
+class MapKey(google.protobuf.message.Message):
     """Map key for maps with non-string keys.
     Excludes string (handled by Map) and all collection types (not valid as keys).
     """
 
-    DESCRIPTOR: _descriptor.Descriptor
-
-    INT32_KEY_FIELD_NUMBER: _builtins.int
-    INT64_KEY_FIELD_NUMBER: _builtins.int
-    FLOAT_KEY_FIELD_NUMBER: _builtins.int
-    DOUBLE_KEY_FIELD_NUMBER: _builtins.int
-    BOOL_KEY_FIELD_NUMBER: _builtins.int
-    UNIX_TIMESTAMP_KEY_FIELD_NUMBER: _builtins.int
-    BYTES_KEY_FIELD_NUMBER: _builtins.int
-    UUID_KEY_FIELD_NUMBER: _builtins.int
-    TIME_UUID_KEY_FIELD_NUMBER: _builtins.int
-    DECIMAL_KEY_FIELD_NUMBER: _builtins.int
-    int32_key: _builtins.int
-    int64_key: _builtins.int
-    float_key: _builtins.float
-    double_key: _builtins.float
-    bool_key: _builtins.bool
-    unix_timestamp_key: _builtins.int
-    bytes_key: _builtins.bytes
-    uuid_key: _builtins.str
-    time_uuid_key: _builtins.str
-    decimal_key: _builtins.str
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
+
+    INT32_KEY_FIELD_NUMBER: builtins.int
+    INT64_KEY_FIELD_NUMBER: builtins.int
+    FLOAT_KEY_FIELD_NUMBER: builtins.int
+    DOUBLE_KEY_FIELD_NUMBER: builtins.int
+    BOOL_KEY_FIELD_NUMBER: builtins.int
+    UNIX_TIMESTAMP_KEY_FIELD_NUMBER: builtins.int
+    BYTES_KEY_FIELD_NUMBER: builtins.int
+    UUID_KEY_FIELD_NUMBER: builtins.int
+    TIME_UUID_KEY_FIELD_NUMBER: builtins.int
+    DECIMAL_KEY_FIELD_NUMBER: builtins.int
+    int32_key: builtins.int
+    int64_key: builtins.int
+    float_key: builtins.float
+    double_key: builtins.float
+    bool_key: builtins.bool
+    unix_timestamp_key: builtins.int
+    bytes_key: builtins.bytes
+    uuid_key: builtins.str
+    time_uuid_key: builtins.str
+    decimal_key: builtins.str
     def __init__(
         self,
         *,
-        int32_key: _builtins.int = ...,
-        int64_key: _builtins.int = ...,
-        float_key: _builtins.float = ...,
-        double_key: _builtins.float = ...,
-        bool_key: _builtins.bool = ...,
-        unix_timestamp_key: _builtins.int = ...,
-        bytes_key: _builtins.bytes = ...,
-        uuid_key: _builtins.str = ...,
-        time_uuid_key: _builtins.str = ...,
-        decimal_key: _builtins.str = ...,
+        int32_key: builtins.int = ...,
+        int64_key: builtins.int = ...,
+        float_key: builtins.float = ...,
+        double_key: builtins.float = ...,
+        bool_key: builtins.bool = ...,
+        unix_timestamp_key: builtins.int = ...,
+        bytes_key: builtins.bytes = ...,
+        uuid_key: builtins.str = ...,
+        time_uuid_key: builtins.str = ...,
+        decimal_key: builtins.str = ...,
     ) -> None: ...
-    _HasFieldArgType: _TypeAlias = _typing.Literal["bool_key", b"bool_key", "bytes_key", b"bytes_key", "decimal_key", b"decimal_key", "double_key", b"double_key", "float_key", b"float_key", "int32_key", b"int32_key", "int64_key", b"int64_key", "key", b"key", "time_uuid_key", b"time_uuid_key", "unix_timestamp_key", b"unix_timestamp_key", "uuid_key", b"uuid_key"]  # noqa: Y015
-    def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["bool_key", b"bool_key", "bytes_key", b"bytes_key", "decimal_key", b"decimal_key", "double_key", b"double_key", "float_key", b"float_key", "int32_key", b"int32_key", "int64_key", b"int64_key", "key", b"key", "time_uuid_key", b"time_uuid_key", "unix_timestamp_key", b"unix_timestamp_key", "uuid_key", b"uuid_key"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
-    _WhichOneofReturnType_key: _TypeAlias = _typing.Literal["int32_key", "int64_key", "float_key", "double_key", "bool_key", "unix_timestamp_key", "bytes_key", "uuid_key", "time_uuid_key", "decimal_key"]  # noqa: Y015
-    _WhichOneofArgType_key: _TypeAlias = _typing.Literal["key", b"key"]  # noqa: Y015
-    def WhichOneof(self, oneof_group: _WhichOneofArgType_key) -> _WhichOneofReturnType_key | None: ...
-
-Global___MapKey: _TypeAlias = MapKey  # noqa: Y015
-
-@_typing.final
-class ScalarMapEntry(_message.Message):
-    DESCRIPTOR: _descriptor.Descriptor
-
-    KEY_FIELD_NUMBER: _builtins.int
-    VALUE_FIELD_NUMBER: _builtins.int
-    @_builtins.property
-    def key(self) -> Global___MapKey: ...
-    @_builtins.property
-    def value(self) -> Global___Value: ...
+    def HasField(self, field_name: typing_extensions.Literal["bool_key", b"bool_key", "bytes_key", b"bytes_key", "decimal_key", b"decimal_key", "double_key", b"double_key", "float_key", b"float_key", "int32_key", b"int32_key", "int64_key", b"int64_key", "key", b"key", "time_uuid_key", b"time_uuid_key", "unix_timestamp_key", b"unix_timestamp_key", "uuid_key", b"uuid_key"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["bool_key", b"bool_key", "bytes_key", b"bytes_key", "decimal_key", b"decimal_key", "double_key", b"double_key", "float_key", b"float_key", "int32_key", b"int32_key", "int64_key", b"int64_key", "key", b"key", "time_uuid_key", b"time_uuid_key", "unix_timestamp_key", b"unix_timestamp_key", "uuid_key", b"uuid_key"]) -> None: ...
+    def WhichOneof(self, oneof_group: typing_extensions.Literal["key", b"key"]) -> typing_extensions.Literal["int32_key", "int64_key", "float_key", "double_key", "bool_key", "unix_timestamp_key", "bytes_key", "uuid_key", "time_uuid_key", "decimal_key"] | None: ...
+
+global___MapKey = MapKey
+
+class ScalarMapEntry(google.protobuf.message.Message):
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
+
+    KEY_FIELD_NUMBER: builtins.int
+    VALUE_FIELD_NUMBER: builtins.int
+    @property
+    def key(self) -> global___MapKey: ...
+    @property
+    def value(self) -> global___Value: ...
     def __init__(
         self,
         *,
-        key: Global___MapKey | None = ...,
-        value: Global___Value | None = ...,
+        key: global___MapKey | None = ...,
+        value: global___Value | None = ...,
     ) -> None: ...
-    _HasFieldArgType: _TypeAlias = _typing.Literal["key", b"key", "value", b"value"]  # noqa: Y015
-    def HasField(self, field_name: _HasFieldArgType) -> _builtins.bool: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["key", b"key", "value", b"value"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def HasField(self, field_name: typing_extensions.Literal["key", b"key", "value", b"value"]) -> builtins.bool: ...
+    def ClearField(self, field_name: typing_extensions.Literal["key", b"key", "value", b"value"]) -> None: ...
 
-Global___ScalarMapEntry: _TypeAlias = ScalarMapEntry  # noqa: Y015
+global___ScalarMapEntry = ScalarMapEntry
 
-@_typing.final
-class ScalarMap(_message.Message):
+class ScalarMap(google.protobuf.message.Message):
     """Map with non-string keys. For string-keyed maps use Map."""
 
-    DESCRIPTOR: _descriptor.Descriptor
+    DESCRIPTOR: google.protobuf.descriptor.Descriptor
 
-    VAL_FIELD_NUMBER: _builtins.int
-    @_builtins.property
-    def val(self) -> _containers.RepeatedCompositeFieldContainer[Global___ScalarMapEntry]: ...
+    VAL_FIELD_NUMBER: builtins.int
+    @property
+    def val(self) -> google.protobuf.internal.containers.RepeatedCompositeFieldContainer[global___ScalarMapEntry]: ...
     def __init__(
         self,
         *,
-        val: _abc.Iterable[Global___ScalarMapEntry] | None = ...,
+        val: collections.abc.Iterable[global___ScalarMapEntry] | None = ...,
     ) -> None: ...
-    _ClearFieldArgType: _TypeAlias = _typing.Literal["val", b"val"]  # noqa: Y015
-    def ClearField(self, field_name: _ClearFieldArgType) -> None: ...
+    def ClearField(self, field_name: typing_extensions.Literal["val", b"val"]) -> None: ...
 
-Global___ScalarMap: _TypeAlias = ScalarMap  # noqa: Y015
+global___ScalarMap = ScalarMap
diff --git a/sdk/python/feast/registry_server.py b/sdk/python/feast/registry_server.py
index 344453ad61e..a6fcb143124 100644
--- a/sdk/python/feast/registry_server.py
+++ b/sdk/python/feast/registry_server.py
@@ -1,7 +1,7 @@
 import logging
 from concurrent import futures
 from datetime import datetime, timezone
-from typing import Any, List, Optional, Union, cast
+from typing import Any, Callable, List, Optional, cast
 
 import grpc
 from google.protobuf.empty_pb2 import Empty
@@ -12,7 +12,7 @@
 from feast.base_feature_view import BaseFeatureView
 from feast.data_source import DataSource
 from feast.entity import Entity
-from feast.errors import FeastObjectNotFoundException, FeatureViewNotFoundException
+from feast.errors import FeastObjectNotFoundException, FeastPermissionError
 from feast.feast_object import FeastObject
 from feast.feature_view import FeatureView
 from feast.grpc_error_interceptor import ErrorInterceptor
@@ -24,6 +24,8 @@
 from feast.permissions.security_manager import (
     assert_permissions,
     assert_permissions_to_update,
+    get_security_manager,
+    is_auth_necessary,
     permitted_resources,
 )
 from feast.permissions.server.grpc import AuthInterceptor
@@ -35,6 +37,7 @@
     str_to_auth_manager_type,
 )
 from feast.project import Project
+from feast.protos.feast.core.Registry_pb2 import Registry as RegistryProto
 from feast.protos.feast.registry import RegistryServer_pb2, RegistryServer_pb2_grpc
 from feast.protos.feast.registry.RegistryServer_pb2 import Feature, ListFeaturesResponse
 from feast.saved_dataset import SavedDataset, ValidationReference
@@ -146,6 +149,8 @@ def sort_key(obj):
 
 
 def _build_any_feature_view_proto(feature_view: BaseFeatureView):
+    from feast.labeling.label_view import LabelView
+
     if isinstance(feature_view, StreamFeatureView):
         arg_name = "stream_feature_view"
         feature_view_proto = feature_view.to_proto()
@@ -155,6 +160,11 @@ def _build_any_feature_view_proto(feature_view: BaseFeatureView):
     elif isinstance(feature_view, OnDemandFeatureView):
         arg_name = "on_demand_feature_view"
         feature_view_proto = feature_view.to_proto()
+    elif isinstance(feature_view, LabelView):
+        arg_name = "label_view"
+        feature_view_proto = feature_view.to_proto()
+    else:
+        raise ValueError(f"Unexpected feature view type: {type(feature_view)}")
 
     return RegistryServer_pb2.AnyFeatureView(
         feature_view=feature_view_proto if arg_name == "feature_view" else None,
@@ -164,13 +174,183 @@ def _build_any_feature_view_proto(feature_view: BaseFeatureView):
         on_demand_feature_view=feature_view_proto
         if arg_name == "on_demand_feature_view"
         else None,
+        label_view=feature_view_proto if arg_name == "label_view" else None,
     )
 
 
 class RegistryServer(RegistryServer_pb2_grpc.RegistryServerServicer):
-    def __init__(self, registry: BaseRegistry) -> None:
+    def __init__(self, registry: BaseRegistry, store=None) -> None:
         super().__init__()
         self.proxied_registry = registry
+        self.store = store
+
+    _JOB_NAME_TEMPLATES: dict = {
+        "featureView": ["feast_apply_feature_view_{name}"],
+        "featureService": [
+            "feature_service_{name}",
+            "feast_apply_feature_service_{name}",
+        ],
+        "savedDataset": ["saved_dataset_{name}"],
+        "onDemandFeatureView": ["feast_apply_odfv_{name}"],
+    }
+
+    @property
+    def _openlineage_enabled(self) -> bool:
+        """Fast cached check: is OpenLineage configured and enabled?
+
+        Evaluated once per RegistryServer lifetime so Apply/Delete handlers
+        pay zero cost when OL is disabled.
+        """
+        cached = getattr(self, "_ol_enabled_cache", None)
+        if cached is not None:
+            return cached
+        enabled = False
+        try:
+            if self.store:
+                ol_cfg = getattr(self.store.config, "openlineage", None)
+                if ol_cfg is not None and getattr(ol_cfg, "enabled", False):
+                    enabled = True
+        except Exception:
+            pass
+        self._ol_enabled_cache = enabled
+        return enabled
+
+    def _emit_openlineage_for_objects(self, objects: list, project: str):
+        """Emit OpenLineage events for objects modified via API/gRPC.
+
+        Skips entirely when OL is disabled — no imports, no emitter access.
+        All errors are caught so registry operations never fail due to OL.
+        """
+        if not self._openlineage_enabled or not objects:
+            return
+        try:
+            emitter = self.store.openlineage_emitter
+            if emitter is not None:
+                emitter.emit_apply(objects, project)
+        except Exception as e:
+            logger.warning(f"Failed to emit OpenLineage events for API apply: {e}")
+
+    def _delete_openlineage_for_object(self, name: str, project: str, object_type: str):
+        """Remove OpenLineage data for a deleted Feast object.
+
+        Skips entirely when OL consumer is not active.
+        All errors are caught so registry deletes never fail due to OL.
+        """
+        if not self._openlineage_enabled:
+            return
+        try:
+            import feast.api.registry.rest as rest_module
+
+            ol_store = getattr(rest_module, "_ol_store_instance", None)
+            if ol_store is None:
+                return
+
+            ol_config = getattr(rest_module, "_ol_config", None)
+            namespace = (
+                ol_config.namespace if ol_config and ol_config.namespace else project
+            )
+
+            ol_store.delete_dataset(namespace, name)
+
+            for tpl in self._JOB_NAME_TEMPLATES.get(object_type, []):
+                ol_store.delete_job(namespace, tpl.format(name=name))
+
+        except Exception as e:
+            logger.warning(
+                f"Failed to delete OpenLineage data for {object_type}/{name}: {e}"
+            )
+
+    def Proto(self, request: Empty, context) -> RegistryProto:
+        """Build a RegistryProto from individually RBAC-filtered list calls.
+
+        The ``RegistryServer.Proto`` RPC must honor the same permission checks as the
+        other RPCs rather than returning ``proxied_registry.proto()`` directly, which
+        would bypass RBAC and expose every object (entities, feature views, data
+        sources, permissions, projects, etc.) regardless of authorization.
+
+        Each object type is filtered with ``permitted_resources(..., DESCRIBE)``: under
+        ``NoAuthConfig`` this is a no-op (the full registry is returned, so remote
+        registries keep working), while with auth enabled the caller only sees the
+        objects they are permitted to ``DESCRIBE``.
+        """
+
+        def describable(resources: list) -> list:
+            return permitted_resources(
+                resources=cast(list[FeastObject], resources),
+                actions=AuthzedAction.DESCRIBE,
+            )
+
+        registry_proto = RegistryProto()
+
+        for project in describable(self.proxied_registry.list_projects()):
+            registry_proto.projects.append(project.to_proto())
+            project_name = project.name
+
+            for entity in describable(
+                self.proxied_registry.list_entities(project=project_name)
+            ):
+                registry_proto.entities.append(entity.to_proto())
+
+            for data_source in describable(
+                self.proxied_registry.list_data_sources(project=project_name)
+            ):
+                registry_proto.data_sources.append(data_source.to_proto())
+
+            for feature_view in describable(
+                self.proxied_registry.list_feature_views(project=project_name)
+            ):
+                registry_proto.feature_views.append(feature_view.to_proto())
+
+            for stream_feature_view in describable(
+                self.proxied_registry.list_stream_feature_views(project=project_name)
+            ):
+                registry_proto.stream_feature_views.append(
+                    stream_feature_view.to_proto()
+                )
+
+            for on_demand_feature_view in describable(
+                self.proxied_registry.list_on_demand_feature_views(project=project_name)
+            ):
+                registry_proto.on_demand_feature_views.append(
+                    on_demand_feature_view.to_proto()
+                )
+
+            for label_view in describable(
+                self.proxied_registry.list_label_views(project=project_name)
+            ):
+                registry_proto.label_views.append(label_view.to_proto())
+
+            for feature_service in describable(
+                self.proxied_registry.list_feature_services(project=project_name)
+            ):
+                registry_proto.feature_services.append(feature_service.to_proto())
+
+            for saved_dataset in describable(
+                self.proxied_registry.list_saved_datasets(project=project_name)
+            ):
+                registry_proto.saved_datasets.append(saved_dataset.to_proto())
+
+            for validation_reference in describable(
+                self.proxied_registry.list_validation_references(project=project_name)
+            ):
+                registry_proto.validation_references.append(
+                    validation_reference.to_proto()
+                )
+
+            for permission in describable(
+                self.proxied_registry.list_permissions(project=project_name)
+            ):
+                registry_proto.permissions.append(permission.to_proto())
+
+        # Carry the registry's real last_updated/version_id rather than stamping "now":
+        # this proto is rebuilt from individual list calls (for RBAC filtering), but it must
+        # not look like a fresh commit on every call — clients such as the remote feature
+        # server key cache freshness off this metadata. Reading these two scalar fields from
+        # the source proto leaks nothing RBAC-protected (no objects are copied from it).
+        source_proto = self.proxied_registry.proto()
+        registry_proto.last_updated.CopyFrom(source_proto.last_updated)
+        registry_proto.version_id = source_proto.version_id
+        return registry_proto
 
     def ApplyEntity(self, request: RegistryServer_pb2.ApplyEntityRequest, context):
         entity = cast(
@@ -186,6 +366,7 @@ def ApplyEntity(self, request: RegistryServer_pb2.ApplyEntityRequest, context):
             project=request.project,
             commit=request.commit,
         )
+        self._emit_openlineage_for_objects([entity], request.project)
 
         return Empty()
 
@@ -232,6 +413,7 @@ def DeleteEntity(self, request: RegistryServer_pb2.DeleteEntityRequest, context)
         self.proxied_registry.delete_entity(
             name=request.name, project=request.project, commit=request.commit
         )
+        self._delete_openlineage_for_object(request.name, request.project, "entity")
         return Empty()
 
     def ApplyDataSource(
@@ -250,6 +432,7 @@ def ApplyDataSource(
             project=request.project,
             commit=request.commit,
         )
+        self._emit_openlineage_for_objects([data_source], request.project)
 
         return Empty()
 
@@ -303,6 +486,7 @@ def DeleteDataSource(
         self.proxied_registry.delete_data_source(
             name=request.name, project=request.project, commit=request.commit
         )
+        self._delete_openlineage_for_object(request.name, request.project, "dataSource")
         return Empty()
 
     def GetFeatureView(
@@ -341,7 +525,10 @@ def GetAnyFeatureView(
     def ApplyFeatureView(
         self, request: RegistryServer_pb2.ApplyFeatureViewRequest, context
     ):
+        from feast.labeling.label_view import LabelView
+
         feature_view_type = request.WhichOneof("base_feature_view")
+        feature_view_meta: BaseFeatureView
 
         if feature_view_type == "feature_view":
             feature_view_meta = FeatureView.from_proto(
@@ -355,13 +542,30 @@ def ApplyFeatureView(
             feature_view_meta = StreamFeatureView.from_proto(
                 request.stream_feature_view, skip_udf=True
             )
+        elif feature_view_type == "label_view":
+            feature_view_meta = LabelView.from_proto(request.label_view)
+        else:
+            raise ValueError(f"Unexpected feature view type: {feature_view_type}")
+
+        getter: Callable
+        if isinstance(feature_view_meta, StreamFeatureView):
+            getter = self.proxied_registry.get_stream_feature_view
+        elif isinstance(feature_view_meta, FeatureView):
+            getter = self.proxied_registry.get_feature_view
+        elif isinstance(feature_view_meta, OnDemandFeatureView):
+            getter = self.proxied_registry.get_on_demand_feature_view
+        elif isinstance(feature_view_meta, LabelView):
+            getter = self.proxied_registry.get_label_view
+        else:
+            getter = self.proxied_registry.get_feature_view
 
         assert_permissions_to_update(
-            resource=feature_view_meta,
-            getter=self.proxied_registry.get_feature_view,
+            resource=cast(FeastObject, feature_view_meta),
+            getter=cast(Callable, getter),
             project=request.project,
         )
 
+        feature_view: BaseFeatureView
         if feature_view_type == "feature_view":
             feature_view = FeatureView.from_proto(request.feature_view)
         elif feature_view_type == "on_demand_feature_view":
@@ -370,14 +574,17 @@ def ApplyFeatureView(
             )
         elif feature_view_type == "stream_feature_view":
             feature_view = StreamFeatureView.from_proto(request.stream_feature_view)
+        elif feature_view_type == "label_view":
+            feature_view = LabelView.from_proto(request.label_view)
+        else:
+            raise ValueError(f"Unexpected feature view type: {feature_view_type}")
 
-        (
-            self.proxied_registry.apply_feature_view(
-                feature_view=feature_view,
-                project=request.project,
-                commit=request.commit,
-            ),
+        self.proxied_registry.apply_feature_view(
+            feature_view=feature_view,
+            project=request.project,
+            commit=request.commit,
         )
+        self._emit_openlineage_for_objects([feature_view], request.project)
 
         return Empty()
 
@@ -392,6 +599,7 @@ def ListFeatureViews(
                         project=request.project,
                         allow_cache=request.allow_cache,
                         tags=dict(request.tags),
+                        skip_udf=True,
                     ),
                 ),
                 actions=AuthzedAction.DESCRIBE,
@@ -410,13 +618,27 @@ def ListFeatureViews(
     def ListAllFeatureViews(
         self, request: RegistryServer_pb2.ListAllFeatureViewsRequest, context
     ):
+        from feast.labeling.label_view import LabelView
+
+        updated_since = None
+        if request.HasField("updated_since"):
+            updated_since = request.updated_since.ToDatetime().replace(
+                tzinfo=timezone.utc
+            )
+
         all_feature_views = cast(
             list[FeastObject],
-            self.proxied_registry.list_all_feature_views(
-                project=request.project,
-                allow_cache=request.allow_cache,
-                tags=dict(request.tags),
-            ),
+            [
+                fv
+                for fv in self.proxied_registry.list_all_feature_views(
+                    project=request.project,
+                    allow_cache=request.allow_cache,
+                    tags=dict(request.tags),
+                    skip_udf=True,
+                    updated_since=updated_since,
+                )
+                if not isinstance(fv, LabelView)
+            ],
         )
 
         if (
@@ -544,24 +766,26 @@ def ListAllFeatureViews(
     def DeleteFeatureView(
         self, request: RegistryServer_pb2.DeleteFeatureViewRequest, context
     ):
-        feature_view: Union[StreamFeatureView, FeatureView]
+        feature_view = self.proxied_registry.get_any_feature_view(
+            name=request.name, project=request.project, allow_cache=False
+        )
 
-        try:
-            feature_view = self.proxied_registry.get_stream_feature_view(
-                name=request.name, project=request.project, allow_cache=False
-            )
-        except FeatureViewNotFoundException:
-            feature_view = self.proxied_registry.get_feature_view(
-                name=request.name, project=request.project, allow_cache=False
-            )
+        from feast.on_demand_feature_view import OnDemandFeatureView
+
+        fv_type = (
+            "onDemandFeatureView"
+            if isinstance(feature_view, OnDemandFeatureView)
+            else "featureView"
+        )
 
         assert_permissions(
-            resource=feature_view,
+            resource=cast(FeastObject, feature_view),
             actions=[AuthzedAction.DELETE],
         )
         self.proxied_registry.delete_feature_view(
             name=request.name, project=request.project, commit=request.commit
         )
+        self._delete_openlineage_for_object(request.name, request.project, fv_type)
         return Empty()
 
     def GetStreamFeatureView(
@@ -588,6 +812,7 @@ def ListStreamFeatureViews(
                             project=request.project,
                             allow_cache=request.allow_cache,
                             tags=dict(request.tags),
+                            skip_udf=True,
                         ),
                     ),
                     actions=AuthzedAction.DESCRIBE,
@@ -629,6 +854,7 @@ def ListOnDemandFeatureViews(
                             project=request.project,
                             allow_cache=request.allow_cache,
                             tags=dict(request.tags),
+                            skip_udf=True,
                         ),
                     ),
                     actions=AuthzedAction.DESCRIBE,
@@ -646,6 +872,40 @@ def ListOnDemandFeatureViews(
             pagination=pagination_metadata,
         )
 
+    def GetLabelView(self, request: RegistryServer_pb2.GetLabelViewRequest, context):
+        return assert_permissions(
+            resource=self.proxied_registry.get_label_view(
+                name=request.name,
+                project=request.project,
+                allow_cache=request.allow_cache,
+            ),
+            actions=[AuthzedAction.DESCRIBE],
+        ).to_proto()
+
+    def ListLabelViews(
+        self, request: RegistryServer_pb2.ListLabelViewsRequest, context
+    ):
+        paginated_label_views, pagination_metadata = apply_pagination_and_sorting(
+            permitted_resources(
+                resources=cast(
+                    list[FeastObject],
+                    self.proxied_registry.list_label_views(
+                        project=request.project,
+                        allow_cache=request.allow_cache,
+                        tags=dict(request.tags),
+                    ),
+                ),
+                actions=AuthzedAction.DESCRIBE,
+            ),
+            pagination=request.pagination,
+            sorting=request.sorting,
+        )
+
+        return RegistryServer_pb2.ListLabelViewsResponse(
+            label_views=[label_view.to_proto() for label_view in paginated_label_views],
+            pagination=pagination_metadata,
+        )
+
     def ApplyFeatureService(
         self, request: RegistryServer_pb2.ApplyFeatureServiceRequest, context
     ):
@@ -662,6 +922,7 @@ def ApplyFeatureService(
             project=request.project,
             commit=request.commit,
         )
+        self._emit_openlineage_for_objects([feature_service], request.project)
 
         return Empty()
 
@@ -734,6 +995,9 @@ def DeleteFeatureService(
         self.proxied_registry.delete_feature_service(
             name=request.name, project=request.project, commit=request.commit
         )
+        self._delete_openlineage_for_object(
+            request.name, request.project, "featureService"
+        )
         return Empty()
 
     def ApplySavedDataset(
@@ -752,6 +1016,7 @@ def ApplySavedDataset(
             project=request.project,
             commit=request.commit,
         )
+        self._emit_openlineage_for_objects([saved_dataset], request.project)
 
         return Empty()
 
@@ -770,6 +1035,8 @@ def GetSavedDataset(
     def ListSavedDatasets(
         self, request: RegistryServer_pb2.ListSavedDatasetsRequest, context
     ):
+        namespace_filter = request.namespace if request.namespace else None
+        collection_filter = request.collection if request.collection else None
         paginated_saved_datasets, pagination_metadata = apply_pagination_and_sorting(
             permitted_resources(
                 resources=cast(
@@ -778,6 +1045,8 @@ def ListSavedDatasets(
                         project=request.project,
                         allow_cache=request.allow_cache,
                         tags=dict(request.tags),
+                        namespace=namespace_filter,
+                        collection=collection_filter,
                     ),
                 ),
                 actions=AuthzedAction.DESCRIBE,
@@ -806,9 +1075,286 @@ def DeleteSavedDataset(
         self.proxied_registry.delete_saved_dataset(
             name=request.name, project=request.project, commit=request.commit
         )
+        self._delete_openlineage_for_object(
+            request.name, request.project, "savedDataset"
+        )
 
         return Empty()
 
+    def _require_store(self):
+        if not self.store:
+            raise Exception("FeatureStore is not available for dataset operations.")
+
+    def resolve_feature_service_metadata(
+        self, feature_service_name: str, project: str
+    ) -> tuple:
+        """Resolve features and join keys from a feature service.
+
+        Returns:
+            (features, join_keys) where features is a list of "fv:feature" refs
+            and join_keys is a list of entity join key column names.
+        """
+        self._require_store()
+        fs = self.proxied_registry.get_feature_service(
+            feature_service_name, project, allow_cache=True
+        )
+        features = []
+        join_keys: set = set()
+        for proj in fs.feature_view_projections:
+            fv_name = proj.name_to_use()
+            for f in proj.features:
+                features.append(f"{fv_name}:{f.name}")
+            try:
+                fv = self.proxied_registry.get_feature_view(
+                    proj.name, project, allow_cache=True
+                )
+                for jk in fv.join_keys:
+                    join_keys.add(jk)
+            except Exception:
+                pass
+        return features, list(join_keys)
+
+    def CreateDatasetFromRetrieval(
+        self,
+        request: RegistryServer_pb2.CreateDatasetFromRetrievalRequest,
+        context,
+    ):
+        import pandas as pd
+
+        from feast.dataset_job_manager import DatasetJob, get_dataset_job_manager
+        from feast.dataset_utils import (
+            build_entity_df_from_inline,
+            build_saved_dataset_storage,
+            coerce_value,
+        )
+        from feast.infra.offline_stores.file_source import SavedDatasetFileStorage
+
+        self._require_store()
+
+        dummy_dataset = SavedDataset(
+            name=request.name,
+            features=[],
+            join_keys=[],
+            storage=SavedDatasetFileStorage(path=""),
+        )
+        assert_permissions(resource=dummy_dataset, actions=[AuthzedAction.CREATE])
+
+        store = self.store
+        job_manager = get_dataset_job_manager()
+        dataset_name = request.name.strip()
+        project = request.project.strip()
+
+        entity_source_type = request.entity_source_type
+        entity_keys = list(request.entity_keys)
+        entity_values = request.entity_values
+        start_date = request.start_date or None
+        end_date = request.end_date or None
+        extra_columns = request.extra_columns or None
+        entity_source_path = request.entity_source_path or None
+        feature_service_name = request.feature_service_name or None
+        features_list = list(request.features) if request.features else None
+        storage_type = request.storage_type
+        storage_path = request.storage_path
+        tags = dict(request.tags) if request.tags else {}
+        allow_overwrite = request.allow_overwrite
+
+        def _execute_create(job: DatasetJob):
+            token = store.set_current_project(project)
+            try:
+                if entity_source_type == "inline":
+                    entity_df = build_entity_df_from_inline(
+                        entity_keys=entity_keys,
+                        entity_values=entity_values,
+                        start_date=start_date,
+                        end_date=end_date,
+                        extra_columns=extra_columns,
+                    )
+                else:
+                    entity_df = pd.read_parquet(entity_source_path)
+                    for col in ["event_timestamp", "datetime", "timestamp"]:
+                        if col in entity_df.columns:
+                            entity_df[col] = pd.to_datetime(entity_df[col])
+                            break
+                    if extra_columns:
+                        for col_line in extra_columns.strip().split("\n"):
+                            col_line = col_line.strip()
+                            if "=" in col_line:
+                                col_name, col_value = col_line.split("=", 1)
+                                col_name = col_name.strip()
+                                col_value = col_value.strip()
+                                if col_name:
+                                    entity_df[col_name] = coerce_value(col_value)
+
+                features = (
+                    store.get_feature_service(feature_service_name)
+                    if feature_service_name
+                    else features_list
+                )
+                storage = build_saved_dataset_storage(
+                    storage_type, storage_path.strip()
+                )
+
+                store.create_dataset_from_retrieval(
+                    name=dataset_name,
+                    entity_df=entity_df,
+                    features=features,
+                    storage=storage,
+                    tags=tags,
+                    allow_overwrite=allow_overwrite,
+                )
+            finally:
+                store.reset_current_project(token)
+
+        job = job_manager.submit_job(
+            name=dataset_name,
+            project=project,
+            task_fn=_execute_create,
+            metadata={
+                "storage_type": storage_type,
+                "storage_path": storage_path,
+            },
+        )
+
+        return RegistryServer_pb2.CreateDatasetFromRetrievalResponse(
+            job_id=job.job_id,
+            status=job.status.value,
+        )
+
+    def GetDatasetData(
+        self,
+        request: RegistryServer_pb2.GetDatasetDataRequest,
+        context,
+    ):
+        import json
+
+        import pandas as pd
+
+        self._require_store()
+
+        project = request.project or self.store.project
+        token = self.store.set_current_project(project)
+        try:
+            dataset = self.store.registry.get_saved_dataset(
+                request.name, self.store.project
+            )
+            assert_permissions(resource=dataset, actions=[AuthzedAction.READ_OFFLINE])
+
+            limit = request.limit if request.limit > 0 else 10
+            df = self.store.retrieve_dataset_data(request.name, limit=limit)
+        finally:
+            self.store.reset_current_project(token)
+
+        if df.empty:
+            return RegistryServer_pb2.GetDatasetDataResponse(
+                columns=[], rows=[], total_rows=0, sample_size=0
+            )
+
+        for col in df.columns:
+            if pd.api.types.is_datetime64_any_dtype(df[col]):
+                df[col] = df[col].astype(str)
+
+        columns = list(df.columns)
+        rows = []
+        for _, row in df.iterrows():
+            rows.append(
+                RegistryServer_pb2.TabularRow(
+                    values=[json.dumps(v, default=str) for v in row.tolist()]
+                )
+            )
+
+        return RegistryServer_pb2.GetDatasetDataResponse(
+            columns=columns,
+            rows=rows,
+            total_rows=len(df),
+            sample_size=len(df),
+        )
+
+    def GetDatasetJobStatus(
+        self,
+        request: RegistryServer_pb2.GetDatasetJobStatusRequest,
+        context,
+    ):
+        from feast.dataset_job_manager import get_dataset_job_manager
+        from feast.infra.offline_stores.file_source import SavedDatasetFileStorage
+
+        job_manager = get_dataset_job_manager()
+        job = job_manager.get_job(request.job_id)
+        if not job:
+            raise FeastObjectNotFoundException(
+                f"Dataset job '{request.job_id}' not found"
+            )
+
+        dummy_dataset = SavedDataset(
+            name=job.name,
+            features=[],
+            join_keys=[],
+            storage=SavedDatasetFileStorage(path=""),
+        )
+        assert_permissions(resource=dummy_dataset, actions=[AuthzedAction.DESCRIBE])
+
+        return RegistryServer_pb2.GetDatasetJobStatusResponse(
+            job_id=job.job_id,
+            dataset_name=job.name,
+            project=job.project,
+            status=job.status.value,
+            created_at=job.created_at or "",
+            completed_at=job.completed_at or "",
+            error=job.error or "",
+        )
+
+    def ListDatasetJobs(
+        self,
+        request: RegistryServer_pb2.ListDatasetJobsRequest,
+        context,
+    ):
+        from feast.dataset_job_manager import JobStatus as JS
+        from feast.dataset_job_manager import get_dataset_job_manager
+        from feast.infra.offline_stores.file_source import SavedDatasetFileStorage
+
+        job_manager = get_dataset_job_manager()
+        status_filter = None
+        if request.status_filter:
+            try:
+                status_filter = JS(request.status_filter)
+            except ValueError:
+                pass
+
+        jobs = job_manager.list_jobs(
+            project=request.project or None, status=status_filter
+        )
+
+        permitted_jobs = []
+        for j in jobs:
+            dummy_dataset = SavedDataset(
+                name=j.name,
+                features=[],
+                join_keys=[],
+                storage=SavedDatasetFileStorage(path=""),
+            )
+            try:
+                assert_permissions(
+                    resource=dummy_dataset, actions=[AuthzedAction.DESCRIBE]
+                )
+                permitted_jobs.append(j)
+            except Exception:
+                continue
+
+        job_responses = []
+        for j in permitted_jobs:
+            job_responses.append(
+                RegistryServer_pb2.GetDatasetJobStatusResponse(
+                    job_id=j.job_id,
+                    dataset_name=j.name,
+                    project=j.project,
+                    status=j.status.value,
+                    created_at=j.created_at or "",
+                    completed_at=j.completed_at or "",
+                    error=j.error or "",
+                )
+            )
+
+        return RegistryServer_pb2.ListDatasetJobsResponse(jobs=job_responses)
+
     def ApplyValidationReference(
         self, request: RegistryServer_pb2.ApplyValidationReferenceRequest, context
     ):
@@ -887,6 +1433,13 @@ def DeleteValidationReference(
     def ListProjectMetadata(
         self, request: RegistryServer_pb2.ListProjectMetadataRequest, context
     ):
+        try:
+            project = self.proxied_registry.get_project(
+                name=request.project, allow_cache=True
+            )
+            assert_permissions(resource=project, actions=[AuthzedAction.DESCRIBE])
+        except FeastObjectNotFoundException:
+            pass
         return RegistryServer_pb2.ListProjectMetadataResponse(
             project_metadata=[
                 project_metadata.to_proto()
@@ -919,6 +1472,12 @@ def ApplyMaterialization(
         return Empty()
 
     def UpdateInfra(self, request: RegistryServer_pb2.UpdateInfraRequest, context):
+        # Create-or-update so first remote apply can write infra for a new project.
+        assert_permissions_to_update(
+            resource=Project(name=request.project),
+            getter=self.proxied_registry.get_project,
+            project=request.project,
+        )
         self.proxied_registry.update_infra(
             infra=Infra.from_proto(request.infra),
             project=request.project,
@@ -927,6 +1486,19 @@ def UpdateInfra(self, request: RegistryServer_pb2.UpdateInfraRequest, context):
         return Empty()
 
     def GetInfra(self, request: RegistryServer_pb2.GetInfraRequest, context):
+        # plan() calls get_infra before the project is created on a shared remote
+        # registry. Mirror ListProjectMetadata: authorize when present, and for a
+        # missing project require CREATE (or allow when auth is off).
+        try:
+            project = self.proxied_registry.get_project(
+                name=request.project, allow_cache=True
+            )
+            assert_permissions(resource=project, actions=[AuthzedAction.DESCRIBE])
+        except FeastObjectNotFoundException:
+            assert_permissions(
+                resource=Project(name=request.project),
+                actions=[AuthzedAction.CREATE],
+            )
         return self.proxied_registry.get_infra(
             project=request.project, allow_cache=request.allow_cache
         ).to_proto()
@@ -1024,17 +1596,26 @@ def GetProject(self, request: RegistryServer_pb2.GetProjectRequest, context):
         ).to_proto()
 
     def ListProjects(self, request: RegistryServer_pb2.ListProjectsRequest, context):
-        paginated_projects, pagination_metadata = apply_pagination_and_sorting(
-            permitted_resources(
-                resources=cast(
-                    list[FeastObject],
-                    self.proxied_registry.list_projects(
-                        allow_cache=request.allow_cache,
-                        tags=dict(request.tags),
-                    ),
+        from feast.constants import PROTECTED_PROJECT_TAG
+
+        permitted_projects = permitted_resources(
+            resources=cast(
+                list[FeastObject],
+                self.proxied_registry.list_projects(
+                    allow_cache=request.allow_cache,
+                    tags=dict(request.tags),
                 ),
-                actions=AuthzedAction.DESCRIBE,
             ),
+            actions=AuthzedAction.DESCRIBE,
+        )
+
+        # Exclude protected projects after RBAC check
+        visible_projects = [
+            p for p in permitted_projects if p.tags.get(PROTECTED_PROJECT_TAG) != "true"
+        ]
+
+        paginated_projects, pagination_metadata = apply_pagination_and_sorting(
+            visible_projects,
             pagination=request.pagination,
             sorting=request.sorting,
         )
@@ -1059,6 +1640,13 @@ def DeleteProject(self, request: RegistryServer_pb2.DeleteProjectRequest, contex
     def GetRegistryLineage(
         self, request: RegistryServer_pb2.GetRegistryLineageRequest, context
     ):
+        try:
+            project = self.proxied_registry.get_project(
+                name=request.project, allow_cache=True
+            )
+            assert_permissions(resource=project, actions=[AuthzedAction.DESCRIBE])
+        except FeastObjectNotFoundException:
+            pass
         direct_relationships, indirect_relationships = (
             self.proxied_registry.get_registry_lineage(
                 project=request.project,
@@ -1097,6 +1685,13 @@ def GetObjectRelationships(
         self, request: RegistryServer_pb2.GetObjectRelationshipsRequest, context
     ):
         """Get relationships for a specific object."""
+        try:
+            project = self.proxied_registry.get_project(
+                name=request.project, allow_cache=True
+            )
+            assert_permissions(resource=project, actions=[AuthzedAction.DESCRIBE])
+        except FeastObjectNotFoundException:
+            pass
         relationships = self.proxied_registry.get_object_relationships(
             project=request.project,
             object_type=request.object_type,
@@ -1117,38 +1712,70 @@ def GetObjectRelationships(
         )
 
     def Commit(self, request, context):
+        # Per-object mutations are authorized in Apply*/Delete* RPCs.
+        # Requiring UPDATE on every project breaks shared-registry multi-tenant
+        # commits (remote feastRef with different feastProjects). Require CREATE
+        # or UPDATE on at least one project when auth is enabled instead.
+        projects = cast(
+            list[FeastObject],
+            list(self.proxied_registry.list_projects(allow_cache=True)),
+        )
+        if projects and is_auth_necessary(get_security_manager()):
+            can_update = permitted_resources(
+                resources=projects, actions=AuthzedAction.UPDATE
+            )
+            can_create = permitted_resources(
+                resources=projects, actions=AuthzedAction.CREATE
+            )
+            if not can_update and not can_create:
+                raise FeastPermissionError(
+                    "Not authorized to commit registry changes: "
+                    "CREATE or UPDATE permission required on at least one project"
+                )
         self.proxied_registry.commit()
         return Empty()
 
     def Refresh(self, request, context):
+        # Use create-or-update authorization so first apply of a new project over
+        # a remote registry can refresh before the project exists yet.
+        assert_permissions_to_update(
+            resource=Project(name=request.project),
+            getter=self.proxied_registry.get_project,
+            project=request.project,
+        )
         self.proxied_registry.refresh(request.project)
         return Empty()
 
-    def Proto(self, request, context):
-        return self.proxied_registry.proto()
-
     def ListFeatures(self, request: RegistryServer_pb2.ListFeaturesRequest, context):
         """
         List all features in the registry, optionally filtered by project, feature_view, or name.
         """
+        from feast.labeling.label_view import LabelView
+
         allow_cache = request.allow_cache if hasattr(request, "allow_cache") else True
         feature_views = self.proxied_registry.list_all_feature_views(
             project=request.project,
             allow_cache=allow_cache,
+            skip_udf=True,
         )
         permitted_fvs = permitted_resources(
             resources=cast(list[FeastObject], feature_views),
             actions=AuthzedAction.DESCRIBE,
         )
+        requested_kind = (
+            request.kind if hasattr(request, "kind") and request.kind else ""
+        )
         features = []
         for fv in permitted_fvs:
             fv_name = getattr(fv, "name", None)
+            kind = "label" if isinstance(fv, LabelView) else "feature"
+            if requested_kind and kind != requested_kind:
+                continue
             for feature in getattr(fv, "features", []):
                 if request.feature_view and fv_name != request.feature_view:
                     continue
                 if request.name and feature.name != request.name:
                     continue
-                # Get owner and timestamps from feature view
                 owner = ""
                 created_timestamp = None
                 last_updated_timestamp = None
@@ -1174,6 +1801,7 @@ def ListFeatures(self, request: RegistryServer_pb2.ListFeaturesRequest, context)
                         created_timestamp=created_timestamp,
                         last_updated_timestamp=last_updated_timestamp,
                         tags=getattr(feature, "tags", {}),
+                        kind=kind,
                     )
                 )
         paginated_features, pagination_metadata = apply_pagination_and_sorting(
@@ -1189,6 +1817,8 @@ def GetFeature(self, request: RegistryServer_pb2.GetFeatureRequest, context):
         """
         Get a single feature by project, feature_view, and name.
         """
+        from feast.labeling.label_view import LabelView
+
         allow_cache = getattr(request, "allow_cache", True)
         feature_views = self.proxied_registry.list_all_feature_views(
             project=request.project,
@@ -1202,7 +1832,6 @@ def GetFeature(self, request: RegistryServer_pb2.GetFeatureRequest, context):
             fv_name = getattr(fv, "name", None)
             for feature in getattr(fv, "features", []):
                 if fv_name == request.feature_view and feature.name == request.name:
-                    # Get owner and timestamps from feature view
                     owner = ""
                     created_timestamp = None
                     last_updated_timestamp = None
@@ -1227,12 +1856,64 @@ def GetFeature(self, request: RegistryServer_pb2.GetFeatureRequest, context):
                         created_timestamp=created_timestamp,
                         last_updated_timestamp=last_updated_timestamp,
                         tags=getattr(feature, "tags", {}),
+                        kind="label" if isinstance(fv, LabelView) else "feature",
                     )
         raise FeastObjectNotFoundException(
             f"Feature {request.name} not found in feature view {request.feature_view} in project {request.project}"
         )
 
 
+def _sync_protected_project_tag(store: FeatureStore):
+    """Sync the protected project tag based on FEAST_PROTECTED_PROJECT env var.
+
+    When FEAST_PROTECTED_PROJECT=true, tags the project as protected in the
+    shared registry. When the env var is absent or false, removes the tag
+    if it was previously set — allowing temporary protection that can be
+    reversed by removing the annotation from the FeatureStore CR.
+    """
+    import os
+
+    from feast.constants import FEAST_PROTECTED_PROJECT_ENV, PROTECTED_PROJECT_TAG
+
+    should_protect = os.environ.get(FEAST_PROTECTED_PROJECT_ENV, "").lower() == "true"
+
+    try:
+        existing = store.registry.get_project(name=store.project, allow_cache=False)
+    except Exception:
+        if should_protect:
+            from feast.project import Project
+
+            project = Project(
+                name=store.project,
+                tags={PROTECTED_PROJECT_TAG: "true"},
+            )
+            store.registry.apply_project(project, commit=True)
+            logger.info(
+                "Tagged project '%s' as protected (%s=true)",
+                store.project,
+                PROTECTED_PROJECT_TAG,
+            )
+        return
+
+    is_protected = existing.tags.get(PROTECTED_PROJECT_TAG) == "true"
+
+    if should_protect and not is_protected:
+        existing.tags[PROTECTED_PROJECT_TAG] = "true"
+        store.registry.apply_project(existing, commit=True)
+        logger.info(
+            "Tagged project '%s' as protected (%s=true)",
+            store.project,
+            PROTECTED_PROJECT_TAG,
+        )
+    elif not should_protect and is_protected:
+        del existing.tags[PROTECTED_PROJECT_TAG]
+        store.registry.apply_project(existing, commit=True)
+        logger.info(
+            "Removed protected tag from project '%s'",
+            store.project,
+        )
+
+
 def start_server(
     store: FeatureStore,
     port: int,
@@ -1240,6 +1921,8 @@ def start_server(
     tls_key_path: str = "",
     tls_cert_path: str = "",
 ):
+    _sync_protected_project_tag(store)
+
     auth_manager_type = str_to_auth_manager_type(store.config.auth_config.type)
     init_security_manager(auth_type=auth_manager_type, fs=store)
     init_auth_manager(
@@ -1253,7 +1936,7 @@ def start_server(
         interceptors=_grpc_interceptors(auth_manager_type),
     )
     RegistryServer_pb2_grpc.add_RegistryServerServicer_to_server(
-        RegistryServer(store.registry), server
+        RegistryServer(store.registry, store=store), server
     )
     # Add health check service to server
     health_servicer = health.HealthServicer()
diff --git a/sdk/python/feast/repo_config.py b/sdk/python/feast/repo_config.py
index eb2898a962d..69c72f488bb 100644
--- a/sdk/python/feast/repo_config.py
+++ b/sdk/python/feast/repo_config.py
@@ -50,6 +50,8 @@
     "k8s": "feast.infra.compute_engines.kubernetes.k8s_engine.KubernetesComputeEngine",
     "spark.engine": "feast.infra.compute_engines.spark.compute.SparkComputeEngine",
     "ray.engine": "feast.infra.compute_engines.ray.compute.RayComputeEngine",
+    "flink.engine": "feast.infra.compute_engines.flink.compute.FlinkComputeEngine",
+    "spark_application": "feast.infra.compute_engines.spark_application.compute.SparkApplicationComputeEngine",
 }
 
 LEGACY_ONLINE_STORE_CLASS_FOR_TYPE = {
@@ -65,6 +67,7 @@
 }
 
 ONLINE_STORE_CLASS_FOR_TYPE = {
+    "aerospike": "feast.infra.online_stores.aerospike_online_store.AerospikeOnlineStore",
     "sqlite": "feast.infra.online_stores.sqlite.SqliteOnlineStore",
     "datastore": "feast.infra.online_stores.datastore.DatastoreOnlineStore",
     "redis": "feast.infra.online_stores.redis.RedisOnlineStore",
@@ -74,6 +77,7 @@
     "postgres": "feast.infra.online_stores.postgres_online_store.postgres.PostgreSQLOnlineStore",
     "hbase": "feast.infra.online_stores.hbase_online_store.hbase.HbaseOnlineStore",
     "cassandra": "feast.infra.online_stores.cassandra_online_store.cassandra_online_store.CassandraOnlineStore",
+    "scylladb": "feast.infra.online_stores.scylladb_online_store.scylladb.ScyllaDBOnlineStore",
     "mysql": "feast.infra.online_stores.mysql_online_store.mysql.MySQLOnlineStore",
     "hazelcast": "feast.infra.online_stores.hazelcast_online_store.hazelcast_online_store.HazelcastOnlineStore",
     "elasticsearch": "feast.infra.online_stores.elasticsearch_online_store.elasticsearch.ElasticSearchOnlineStore",
@@ -104,6 +108,7 @@
     "clickhouse": "feast.infra.offline_stores.contrib.clickhouse_offline_store.clickhouse.ClickhouseOfflineStore",
     "ray": "feast.infra.offline_stores.contrib.ray_offline_store.ray.RayOfflineStore",
     "oracle": "feast.infra.offline_stores.contrib.oracle_offline_store.oracle.OracleOfflineStore",
+    "hybrid": "feast.infra.offline_stores.hybrid_offline_store.HybridOfflineStore",
 }
 
 FEATURE_SERVER_CONFIG_CLASS_FOR_TYPE = {
@@ -151,6 +156,13 @@ class FeastConfigBaseModel(BaseModel):
     model_config = ConfigDict(arbitrary_types_allowed=True, extra="forbid")
 
 
+class McpRegistryConfig(FeastBaseModel):
+    """MCP (Model Context Protocol) configuration for the registry REST server."""
+
+    enabled: StrictBool = False
+    """ bool: Enable MCP support on the REST registry server. """
+
+
 class RegistryConfig(FeastBaseModel):
     """Metadata Store Configuration. Configuration that relates to reading from and writing to the Feast registry."""
 
@@ -191,19 +203,36 @@ class RegistryConfig(FeastBaseModel):
         online store table and can be queried independently. Version history
         tracking in the registry is always active regardless of this setting. """
 
+    mcp: Optional[McpRegistryConfig] = None
+    """ McpRegistryConfig: MCP (Model Context Protocol) configuration for the registry REST server. """
+
+    @staticmethod
+    def _normalize_postgres_scheme(value: str, field_name: str) -> str:
+        """Rewrite a bare ``postgresql://`` URL to the psycopg3 driver, with a warning.
+
+        SQLAlchemy resolves a bare ``postgresql://`` to the psycopg2 driver, while
+        feast standardizes on psycopg3 (``postgresql+psycopg``). Pass an explicit
+        ``postgresql+psycopg2`` to keep psycopg2. Shared by the ``path`` and
+        ``read_path`` validators so both endpoints normalize identically.
+        """
+        if value.startswith("postgresql://"):
+            _logger.warning(
+                f"The `{field_name}` of the `RegistryConfig` starts with a plain "
+                "`postgresql` string. We are updating this to `postgresql+psycopg` "
+                "to ensure that the `psycopg3` driver is used by `sqlalchemy`. If "
+                f"you want to use `psycopg2` pass `postgresql+psycopg2` explicitly "
+                f"to `{field_name}`. To silence this warning, pass `postgresql+psycopg` "
+                f"explicitly to `{field_name}`."
+            )
+            # Rewrite only the leading scheme, not any later occurrence (e.g.
+            # inside credentials or a query string).
+            return "postgresql+psycopg://" + value[len("postgresql://") :]
+        return value
+
     @field_validator("path")
     def validate_path(cls, path: str, values: ValidationInfo) -> str:
         if values.data.get("registry_type") == "sql":
-            if path.startswith("postgresql://"):
-                _logger.warning(
-                    "The `path` of the `RegistryConfig` starts with a plain "
-                    "`postgresql` string. We are updating this to `postgresql+psycopg` "
-                    "to ensure that the `psycopg3` driver is used by `sqlalchemy`. If "
-                    "you want to use `psycopg2` pass `postgresql+psycopg2` explicitely "
-                    "to `path`. To silence this warning, pass `postgresql+psycopg` "
-                    "explicitely to `path`."
-                )
-                return path.replace("postgresql://", "postgresql+psycopg://")
+            return cls._normalize_postgres_scheme(path, "path")
         return path
 
 
@@ -221,6 +250,41 @@ class MaterializationConfig(BaseModel):
         Supported compute engines: local, spark, ray. """
 
 
+class DataQualityMonitoringConfig(FeastConfigBaseModel):
+    """Data Quality Monitoring configuration."""
+
+    auto_baseline: StrictBool = True
+    """Whether baseline distribution is computed automatically on ``feast apply``."""
+
+
+class OpenLineageConsumerConfig(FeastBaseModel):
+    """Configuration for the OpenLineage consumer (event receiver)."""
+
+    enabled: StrictBool = False
+    """ bool: Whether the consumer is enabled. """
+
+    store_type: StrictStr = "sql"
+    """ str: Storage backend type. Currently only 'sql' is supported. """
+
+    connection_string: Optional[StrictStr] = None
+    """ str: Optional separate database connection string. """
+
+    api_key: Optional[StrictStr] = None
+    """ str: API key for authenticating producers sending events. """
+
+    namespace_mapping: Optional[Dict[str, str]] = None
+    """ dict: Read-side RBAC bridge mapping external OL namespaces to Feast project
+    names. Users who can DESCRIBE a project also see lineage from mapped namespaces.
+    Example: {"spark://ml-team": "ml_team", "airflow://prod-cluster": "ml_team"} """
+
+    retention_days: int = 30
+    """ int: Number of days to retain OpenLineage events and runs. Set to 0 to
+    disable automatic pruning. Default: 30 days. """
+
+    retention_check_interval_hours: int = 6
+    """ int: How often the background pruning task runs, in hours. Default: 6. """
+
+
 class OpenLineageConfig(FeastBaseModel):
     """Configuration for OpenLineage integration.
 
@@ -239,8 +303,8 @@ class OpenLineageConfig(FeastBaseModel):
     enabled: StrictBool = False
     """ bool: Whether OpenLineage integration is enabled. Defaults to False. """
 
-    transport_type: StrictStr = "console"
-    """ str: Type of transport (http, console, file, kafka). Defaults to console. """
+    transport_type: Optional[StrictStr] = None
+    """ str: Type of transport (http, console, file, kafka). Defaults to None (uses OpenLineage SDK defaults). """
 
     transport_url: Optional[StrictStr] = None
     """ str: URL for HTTP transport. Required when transport_type is 'http'. """
@@ -263,9 +327,27 @@ class OpenLineageConfig(FeastBaseModel):
     emit_on_materialize: StrictBool = True
     """ bool: Emit lineage events during materialization. """
 
+    consumer: Optional[OpenLineageConsumerConfig] = None
+    """ OpenLineageConsumerConfig: Consumer (event receiver) configuration. """
+
     def to_openlineage_config(self):
         """Convert to feast.openlineage.OpenLineageConfig."""
         from feast.openlineage.config import OpenLineageConfig as OLConfig
+        from feast.openlineage.config import (
+            OpenLineageConsumerConfig as OLConsumerConfig,
+        )
+
+        consumer = None
+        if self.consumer:
+            consumer = OLConsumerConfig(
+                enabled=self.consumer.enabled,
+                store_type=self.consumer.store_type,
+                connection_string=self.consumer.connection_string,
+                api_key=self.consumer.api_key,
+                namespace_mapping=self.consumer.namespace_mapping or {},
+                retention_days=self.consumer.retention_days,
+                retention_check_interval_hours=self.consumer.retention_check_interval_hours,
+            )
 
         return OLConfig(
             enabled=self.enabled,
@@ -277,9 +359,43 @@ def to_openlineage_config(self):
             producer=self.producer,
             emit_on_apply=self.emit_on_apply,
             emit_on_materialize=self.emit_on_materialize,
+            consumer=consumer or OLConsumerConfig(),
         )
 
 
+class EmbeddingModelConfig(FeastConfigBaseModel):
+    """Configuration for the query-time embedding model used by the feature server.
+
+    Required when using ``openai_search`` or the
+    ``/v1/vector_stores/{vector_store_id}/search`` endpoint.
+
+    **Sentence Transformers** (default) — runs locally, no API key required.
+    Ideal for air-gapped or cost-sensitive deployments.  Requires the
+    ``sentence-transformers`` package (``pip install sentence-transformers``).
+
+    Example in ``feature_store.yaml``::
+
+        embedding_model:
+          provider: sentence_transformers   # default; can be omitted
+          model: all-MiniLM-L6-v2
+
+    Custom providers can be plugged in by implementing the
+    :class:`~feast.embedder.EmbeddingProvider` protocol and passing an
+    instance to :class:`~feast.feature_store.FeatureStore`.
+    """
+
+    provider: str = "sentence_transformers"
+    """Embedding backend to use.  Supported values:
+    ``'sentence_transformers'`` (default)."""
+
+    model: str
+    """Model identifier.
+
+    Any HuggingFace model name compatible with ``SentenceTransformer``,
+    e.g. ``'all-MiniLM-L6-v2'``, ``'BAAI/bge-small-en-v1.5'``.
+    """
+
+
 class RepoConfig(FeastBaseModel):
     """Repo config. Typically loaded from `feature_store.yaml`"""
 
@@ -319,6 +435,13 @@ class RepoConfig(FeastBaseModel):
     feature_server: Optional[Any] = None
     """ FeatureServerConfig: Feature server configuration (optional depending on provider) """
 
+    embedding_model: Optional[EmbeddingModelConfig] = Field(
+        None, alias="embedding_model"
+    )
+    """ EmbeddingModelConfig: Embedding model configuration.
+    Required when using openai_search or the
+    OpenAI-compatible vector store search endpoint. """
+
     flags: Any = None
     """ Flags (deprecated field): Feature flags for experimental features """
 
@@ -345,6 +468,14 @@ class RepoConfig(FeastBaseModel):
     openlineage_config: Optional[OpenLineageConfig] = Field(None, alias="openlineage")
     """ Configuration for OpenLineage data lineage integration (optional). """
 
+    mlflow_config: Optional[Any] = Field(None, alias="mlflow")
+    """ MlflowConfig: Configuration for MLflow experiment tracking integration (optional). """
+
+    data_quality_monitoring_config: Optional[DataQualityMonitoringConfig] = Field(
+        None, alias="data_quality_monitoring"
+    )
+    """ DataQualityMonitoringConfig: Data Quality Monitoring configuration (optional). """
+
     def __init__(self, **data: Any):
         super().__init__(**data)
 
@@ -385,6 +516,11 @@ def __init__(self, **data: Any):
         if "openlineage" in data:
             self.openlineage_config = data["openlineage"]
 
+        # Initialize MLflow configuration
+        self._mlflow = None
+        if "mlflow" in data:
+            self.mlflow_config = data["mlflow"]
+
         if self.entity_key_serialization_version < 3:
             warnings.warn(
                 "The serialization version below 3 are deprecated. "
@@ -485,6 +621,18 @@ def openlineage(self) -> Optional[OpenLineageConfig]:
                 self._openlineage = self.openlineage_config
         return self._openlineage
 
+    @property
+    def mlflow(self):
+        """Get the MLflow configuration."""
+        if not self._mlflow:
+            if isinstance(self.mlflow_config, Dict):
+                from feast.mlflow_integration.config import MlflowConfig
+
+                self._mlflow = MlflowConfig(**self.mlflow_config)
+            elif self.mlflow_config:
+                self._mlflow = self.mlflow_config
+        return self._mlflow
+
     @model_validator(mode="before")
     def _validate_auth_config(cls, values: Any) -> Any:
         from feast.permissions.auth_model import AuthConfig
diff --git a/sdk/python/feast/repo_contents.py b/sdk/python/feast/repo_contents.py
index d65f6ac7bb9..6dac9769317 100644
--- a/sdk/python/feast/repo_contents.py
+++ b/sdk/python/feast/repo_contents.py
@@ -17,6 +17,7 @@
 from feast.entity import Entity
 from feast.feature_service import FeatureService
 from feast.feature_view import FeatureView
+from feast.labeling.label_view import LabelView
 from feast.on_demand_feature_view import OnDemandFeatureView
 from feast.permissions.permission import Permission
 from feast.project import Project
@@ -34,6 +35,7 @@ class RepoContents(NamedTuple):
     feature_views: List[FeatureView]
     on_demand_feature_views: List[OnDemandFeatureView]
     stream_feature_views: List[StreamFeatureView]
+    label_views: List[LabelView]
     entities: List[Entity]
     feature_services: List[FeatureService]
     permissions: List[Permission]
@@ -49,6 +51,7 @@ def to_registry_proto(self) -> RegistryProto:
         registry_proto.on_demand_feature_views.extend(
             [fv.to_proto() for fv in self.on_demand_feature_views]
         )
+        registry_proto.label_views.extend([lv.to_proto() for lv in self.label_views])
         registry_proto.feature_services.extend(
             [fs.to_proto() for fs in self.feature_services]
         )
diff --git a/sdk/python/feast/repo_operations.py b/sdk/python/feast/repo_operations.py
index 28fe86602ad..02747ac4b54 100644
--- a/sdk/python/feast/repo_operations.py
+++ b/sdk/python/feast/repo_operations.py
@@ -1,594 +1,657 @@
-import base64
-import importlib
-import json
-import logging
-import os
-import random
-import re
-import sys
-import tempfile
-from importlib.abc import Loader
-from importlib.machinery import ModuleSpec
-from pathlib import Path
-from typing import List, Optional, Set, Union
-
-import click
-from click.exceptions import BadParameter
-
-from feast import PushSource
-from feast.batch_feature_view import BatchFeatureView
-from feast.constants import FEATURE_STORE_YAML_ENV_NAME
-from feast.data_source import DataSource, KafkaSource, KinesisSource
-from feast.diff.registry_diff import extract_objects_for_keep_delete_update_add
-from feast.entity import Entity
-from feast.feature_service import FeatureService
-from feast.feature_store import FeatureStore
-from feast.feature_view import DUMMY_ENTITY, FeatureView
-from feast.file_utils import replace_str_in_file
-from feast.infra.registry.base_registry import BaseRegistry
-from feast.infra.registry.registry import FEAST_OBJECT_TYPES, FeastObjectType, Registry
-from feast.names import adjectives, animals
-from feast.on_demand_feature_view import OnDemandFeatureView
-from feast.permissions.permission import Permission
-from feast.project import Project
-from feast.repo_config import RepoConfig
-from feast.repo_contents import RepoContents
-from feast.stream_feature_view import StreamFeatureView
-
-logger = logging.getLogger(__name__)
-
-
-def py_path_to_module(path: Path) -> str:
-    return (
-        str(path.relative_to(os.getcwd()))[: -len(".py")]
-        .replace("./", "")
-        .replace("/", ".")
-        .replace("\\", ".")
-    )
-
-
-def read_feastignore(repo_root: Path) -> List[str]:
-    """Read .feastignore in the repo root directory (if exists) and return the list of user-defined ignore paths"""
-    feast_ignore = repo_root / ".feastignore"
-    if not feast_ignore.is_file():
-        return []
-    lines = feast_ignore.read_text().strip().split("\n")
-    ignore_paths = []
-    for line in lines:
-        # Remove everything after the first occurance of "#" symbol (comments)
-        if line.find("#") >= 0:
-            line = line[: line.find("#")]
-        # Strip leading or ending whitespaces
-        line = line.strip()
-        # Add this processed line to ignore_paths if it's not empty
-        if len(line) > 0:
-            ignore_paths.append(line)
-    return ignore_paths
-
-
-def get_ignore_files(repo_root: Path, ignore_paths: List[str]) -> Set[Path]:
-    """Get all ignore files that match any of the user-defined ignore paths"""
-    ignore_files = set()
-    for ignore_path in set(ignore_paths):
-        # ignore_path may contains matchers (* or **). Use glob() to match user-defined path to actual paths
-        for matched_path in repo_root.glob(ignore_path):
-            if matched_path.is_file():
-                # If the matched path is a file, add that to ignore_files set
-                ignore_files.add(matched_path.resolve())
-            else:
-                # Otherwise, list all Python files in that directory and add all of them to ignore_files set
-                ignore_files |= {
-                    sub_path.resolve()
-                    for sub_path in matched_path.glob("**/*.py")
-                    if sub_path.is_file()
-                }
-    return ignore_files
-
-
-def get_repo_files(repo_root: Path) -> List[Path]:
-    """Get the list of all repo files, ignoring undesired files & directories specified in .feastignore"""
-    # Read ignore paths from .feastignore and create a set of all files that match any of these paths
-    ignore_paths = read_feastignore(repo_root) + [
-        ".git",
-        ".feastignore",
-        ".venv",
-        "**/.ipynb_checkpoints",
-        "**/.pytest_cache",
-        "**/__pycache__",
-    ]
-    ignore_files = get_ignore_files(repo_root, ignore_paths)
-
-    # List all Python files in the root directory (recursively)
-    repo_files = {
-        p.resolve()
-        for p in repo_root.glob("**/*.py")
-        if p.is_file() and "__init__.py" != p.name
-    }
-    # Ignore all files that match any of the ignore paths in .feastignore
-    repo_files -= ignore_files
-
-    # Sort repo_files to read them in the same order every time
-    return sorted(repo_files)
-
-
-def parse_repo(repo_root: Path) -> RepoContents:
-    """
-    Collects unique Feast object definitions from the given feature repo.
-
-    Specifically, if an object foo has already been added, bar will still be added if
-    (bar == foo), but not if (bar is foo). This ensures that import statements will
-    not result in duplicates, but defining two equal objects will.
-    """
-    res = RepoContents(
-        projects=[],
-        data_sources=[],
-        entities=[],
-        feature_views=[],
-        feature_services=[],
-        on_demand_feature_views=[],
-        stream_feature_views=[],
-        permissions=[],
-    )
-
-    for repo_file in get_repo_files(repo_root):
-        module_path = py_path_to_module(repo_file)
-        module = importlib.import_module(module_path)
-
-        for attr_name in dir(module):
-            obj = getattr(module, attr_name)
-
-            if isinstance(obj, DataSource) and not any(
-                (obj is ds) for ds in res.data_sources
-            ):
-                res.data_sources.append(obj)
-
-                # Handle batch sources defined within stream sources.
-                if (
-                    isinstance(obj, PushSource)
-                    or isinstance(obj, KafkaSource)
-                    or isinstance(obj, KinesisSource)
-                ):
-                    batch_source = obj.batch_source
-
-                    if batch_source and not any(
-                        (batch_source is ds) for ds in res.data_sources
-                    ):
-                        res.data_sources.append(batch_source)
-            if (
-                isinstance(obj, FeatureView)
-                and not any((obj is fv) for fv in res.feature_views)
-                and not isinstance(obj, StreamFeatureView)
-                and not isinstance(obj, BatchFeatureView)
-            ):
-                res.feature_views.append(obj)
-
-                # Handle batch sources defined with feature views.
-                batch_source = obj.batch_source
-                if batch_source is not None and not any(
-                    (batch_source is ds) for ds in res.data_sources
-                ):
-                    res.data_sources.append(batch_source)
-
-                # Handle stream sources defined with feature views.
-                if obj.stream_source:
-                    stream_source = obj.stream_source
-                    if not any((stream_source is ds) for ds in res.data_sources):
-                        res.data_sources.append(stream_source)
-            elif isinstance(obj, StreamFeatureView) and not any(
-                (obj is sfv) for sfv in res.stream_feature_views
-            ):
-                res.stream_feature_views.append(obj)
-
-                # Handle batch sources defined with feature views.
-                batch_source = obj.batch_source
-                if batch_source is not None and not any(
-                    (batch_source is ds) for ds in res.data_sources
-                ):
-                    res.data_sources.append(batch_source)
-                assert obj.stream_source
-                stream_source = obj.stream_source
-                if not any((stream_source is ds) for ds in res.data_sources):
-                    res.data_sources.append(stream_source)
-            elif isinstance(obj, BatchFeatureView) and not any(
-                (obj is bfv) for bfv in res.feature_views
-            ):
-                res.feature_views.append(obj)
-
-                # Handle batch sources defined with feature views.
-                batch_source = obj.batch_source
-                if batch_source is not None and not any(
-                    (batch_source is ds) for ds in res.data_sources
-                ):
-                    res.data_sources.append(batch_source)
-            elif isinstance(obj, Entity) and not any(
-                (obj is entity) for entity in res.entities
-            ):
-                res.entities.append(obj)
-            elif isinstance(obj, FeatureService) and not any(
-                (obj is fs) for fs in res.feature_services
-            ):
-                res.feature_services.append(obj)
-            elif isinstance(obj, OnDemandFeatureView) and not any(
-                (obj is odfv) for odfv in res.on_demand_feature_views
-            ):
-                res.on_demand_feature_views.append(obj)
-            elif isinstance(obj, Permission) and not any(
-                (obj is p) for p in res.permissions
-            ):
-                res.permissions.append(obj)
-            elif isinstance(obj, Project) and not any((obj is p) for p in res.projects):
-                res.projects.append(obj)
-
-    res.entities.append(DUMMY_ENTITY)
-    return res
-
-
-def plan(
-    repo_config: RepoConfig,
-    repo_path: Path,
-    skip_source_validation: bool,
-    skip_feature_view_validation: bool = False,
-):
-    os.chdir(repo_path)
-    repo = _get_repo_contents(repo_path, repo_config.project, repo_config)
-    for project in repo.projects:
-        repo_config.project = project.name
-        store, registry = _get_store_and_registry(repo_config)
-        # TODO: When we support multiple projects in a single repo, we should filter repo contents by project
-        if not skip_source_validation:
-            provider = store._get_provider()
-            data_sources = [
-                t.batch_source for t in repo.feature_views if t.batch_source is not None
-            ]
-            # Make sure the data source used by this feature view is supported by Feast
-            for data_source in data_sources:
-                provider.validate_data_source(store.config, data_source)
-
-        registry_diff, infra_diff, _ = store.plan(
-            repo, skip_feature_view_validation=skip_feature_view_validation
-        )
-        click.echo(registry_diff.to_string())
-        click.echo(infra_diff.to_string())
-
-
-def _get_repo_contents(
-    repo_path,
-    project_name: Optional[str] = None,
-    repo_config: Optional[RepoConfig] = None,
-):
-    sys.dont_write_bytecode = True
-    repo = parse_repo(repo_path)
-
-    if len(repo.projects) < 1:
-        if project_name:
-            print(
-                f"No project found in the repository. Using project name {project_name} defined in feature_store.yaml"
-            )
-            project_description = (
-                repo_config.project_description if repo_config else None
-            )
-            repo.projects.append(
-                Project(name=project_name, description=project_description or "")
-            )
-        else:
-            print(
-                "No project found in the repository. Either define Project in repository or define a project in feature_store.yaml"
-            )
-            sys.exit(1)
-    elif len(repo.projects) == 1:
-        if repo.projects[0].name != project_name:
-            print(
-                "Project object name should match with the project name defined in feature_store.yaml"
-            )
-            sys.exit(1)
-    else:
-        print(
-            "Multiple projects found in the repository. Currently no support for multiple projects"
-        )
-        sys.exit(1)
-
-    return repo
-
-
-def _get_store_and_registry(repo_config):
-    store = FeatureStore(config=repo_config)
-    registry = store.registry
-    return store, registry
-
-
-def extract_objects_for_apply_delete(project, registry, repo):
-    # TODO(achals): This code path should be refactored to handle added & kept entities separately.
-    (
-        _,
-        objs_to_delete,
-        objs_to_update,
-        objs_to_add,
-    ) = extract_objects_for_keep_delete_update_add(registry, project, repo)
-
-    all_to_apply: List[
-        Union[
-            Entity,
-            FeatureView,
-            OnDemandFeatureView,
-            StreamFeatureView,
-            FeatureService,
-        ]
-    ] = []
-    for object_type in FEAST_OBJECT_TYPES:
-        to_apply = set(objs_to_add[object_type]).union(objs_to_update[object_type])
-        all_to_apply.extend(to_apply)
-
-    all_to_delete: List[
-        Union[
-            Entity,
-            FeatureView,
-            OnDemandFeatureView,
-            StreamFeatureView,
-            FeatureService,
-        ]
-    ] = []
-    for object_type in FEAST_OBJECT_TYPES:
-        all_to_delete.extend(objs_to_delete[object_type])
-
-    return (
-        all_to_apply,
-        all_to_delete,
-        set(objs_to_add[FeastObjectType.FEATURE_VIEW]).union(
-            set(objs_to_update[FeastObjectType.FEATURE_VIEW])
-        ),
-        objs_to_delete[FeastObjectType.FEATURE_VIEW],
-    )
-
-
-def apply_total_with_repo_instance(
-    store: FeatureStore,
-    project_name: str,
-    registry: BaseRegistry,
-    repo: RepoContents,
-    skip_source_validation: bool,
-    skip_feature_view_validation: bool = False,
-    no_promote: bool = False,
-):
-    if not skip_source_validation:
-        provider = store._get_provider()
-        data_sources = [
-            t.batch_source for t in repo.feature_views if t.batch_source is not None
-        ]
-        # Make sure the data source used by this feature view is supported by Feast
-        for data_source in data_sources:
-            provider.validate_data_source(store.config, data_source)
-
-    # For each object in the registry, determine whether it should be kept or deleted.
-    (
-        all_to_apply,
-        all_to_delete,
-        views_to_keep,
-        views_to_delete,
-    ) = extract_objects_for_apply_delete(project_name, registry, repo)
-
-    try:
-        if store._should_use_plan():
-            # Planning phase - compute diffs first without progress bars
-            registry_diff, infra_diff, new_infra = store.plan(
-                repo,
-                skip_feature_view_validation=skip_feature_view_validation,
-            )
-            click.echo(registry_diff.to_string())
-
-            # Only show progress bars if there are actual infrastructure changes
-            progress_ctx = None
-            if len(infra_diff.infra_object_diffs) > 0:
-                from feast.diff.apply_progress import ApplyProgressContext
-
-                progress_ctx = ApplyProgressContext()
-                progress_ctx.start_overall_progress()
-
-            # Apply phase
-            store._apply_diffs(
-                registry_diff,
-                infra_diff,
-                new_infra,
-                progress_ctx=progress_ctx,
-                no_promote=no_promote,
-            )
-            click.echo(infra_diff.to_string())
-        else:
-            # Legacy apply path - no progress bars for legacy path
-            store.apply(
-                all_to_apply,
-                objects_to_delete=all_to_delete,
-                partial=False,
-                skip_feature_view_validation=skip_feature_view_validation,
-                no_promote=no_promote,
-            )
-            log_infra_changes(views_to_keep, views_to_delete)
-    finally:
-        # Cleanup is handled in the new _apply_diffs method
-        pass
-
-
-def log_infra_changes(
-    views_to_keep: Set[FeatureView], views_to_delete: Set[FeatureView]
-):
-    from colorama import Fore, Style
-
-    for view in views_to_keep:
-        click.echo(
-            f"Deploying infrastructure for {Style.BRIGHT + Fore.GREEN}{view.name}{Style.RESET_ALL}"
-        )
-    for view in views_to_delete:
-        click.echo(
-            f"Removing infrastructure for {Style.BRIGHT + Fore.RED}{view.name}{Style.RESET_ALL}"
-        )
-
-
-def create_feature_store(
-    ctx: click.Context,
-) -> FeatureStore:
-    repo = ctx.obj["CHDIR"]
-    # If we received a base64 encoded version of feature_store.yaml, use that
-    config_base64 = os.getenv(FEATURE_STORE_YAML_ENV_NAME)
-    if config_base64:
-        print("Received base64 encoded feature_store.yaml")
-        config_bytes = base64.b64decode(config_base64)
-        # Create a new unique directory for writing feature_store.yaml
-        repo_path = Path(tempfile.mkdtemp())
-        with open(repo_path / "feature_store.yaml", "wb") as f:
-            f.write(config_bytes)
-        return FeatureStore(repo_path=str(repo_path.resolve()))
-    else:
-        fs_yaml_file = ctx.obj["FS_YAML_FILE"]
-        cli_check_repo(repo, fs_yaml_file)
-        return FeatureStore(repo_path=str(repo), fs_yaml_file=fs_yaml_file)
-
-
-def apply_total(
-    repo_config: RepoConfig,
-    repo_path: Path,
-    skip_source_validation: bool,
-    skip_feature_view_validation: bool = False,
-    no_promote: bool = False,
-):
-    os.chdir(repo_path)
-    repo = _get_repo_contents(repo_path, repo_config.project, repo_config)
-    for project in repo.projects:
-        repo_config.project = project.name
-        store, registry = _get_store_and_registry(repo_config)
-        if not is_valid_name(project.name):
-            print(
-                f"{project.name} is not valid. Project name should only have "
-                f"alphanumerical values, underscores, and hyphens but not start with an underscore or hyphen."
-            )
-            sys.exit(1)
-        # TODO: When we support multiple projects in a single repo, we should filter repo contents by project. Currently there is no way to associate Feast objects to project.
-        print(f"Applying changes for project {project.name}")
-        apply_total_with_repo_instance(
-            store,
-            project.name,
-            registry,
-            repo,
-            skip_source_validation,
-            skip_feature_view_validation,
-            no_promote=no_promote,
-        )
-
-
-def teardown(repo_config: RepoConfig, repo_path: Optional[str]):
-    # Cannot pass in both repo_path and repo_config to FeatureStore.
-    feature_store = FeatureStore(repo_path=repo_path, config=repo_config)
-    feature_store.teardown()
-
-
-def registry_dump(repo_config: RepoConfig, repo_path: Path) -> str:
-    """For debugging only: output contents of the metadata registry"""
-    registry_config = repo_config.registry
-    project = repo_config.project
-    registry = Registry(
-        project,
-        registry_config=registry_config,
-        repo_path=repo_path,
-        auth_config=repo_config.auth_config,
-    )
-    registry_dict = registry.to_dict(project=project)
-    return json.dumps(registry_dict, indent=2, sort_keys=True)
-
-
-def cli_check_repo(repo_path: Path, fs_yaml_file: Path):
-    sys.path.append(str(repo_path))
-    if not fs_yaml_file.exists():
-        print(
-            f"Can't find feature repo configuration file at {fs_yaml_file}. "
-            "Make sure you're running feast from an initialized feast repository."
-        )
-        sys.exit(1)
-
-
-def init_repo(repo_name: str, template: str, repo_path: Optional[str] = None):
-    import os
-    from pathlib import Path
-    from shutil import copytree
-
-    from colorama import Fore, Style
-
-    # Validate project name
-    if not is_valid_name(repo_name):
-        raise BadParameter(
-            message="Name should be alphanumeric values, underscores, and hyphens but not start with an underscore or hyphen",
-            param_hint="PROJECT_DIRECTORY",
-        )
-
-    # Determine where to create the repository
-    if repo_path:
-        # User specified a custom path
-        target_path = Path(repo_path).resolve()
-        target_path.mkdir(parents=True, exist_ok=True)
-        display_path = repo_path
-    else:
-        # Default behavior: create subdirectory with project name
-        target_path = Path(os.path.join(Path.cwd(), repo_name))
-        target_path.mkdir(exist_ok=True)
-        display_path = repo_name
-
-    repo_config_path = target_path / "feature_store.yaml"
-
-    if repo_config_path.exists():
-        print(
-            f"The directory {Style.BRIGHT + Fore.GREEN}{display_path}{Style.RESET_ALL} contains an existing feature "
-            f"store repository that may cause a conflict"
-        )
-        print()
-        sys.exit(1)
-
-    # Copy template directory
-    template_path = str(Path(Path(__file__).parent / "templates" / template).absolute())
-    if not os.path.exists(template_path):
-        raise IOError(f"Could not find template {template}")
-    copytree(template_path, str(target_path), dirs_exist_ok=True)
-
-    # Rename gitignore files back to .gitignore
-    for gitignore_path in target_path.rglob("gitignore"):
-        gitignore_path.rename(gitignore_path.with_name(".gitignore"))
-
-    # Seed the repository
-    bootstrap_path = target_path / "bootstrap.py"
-    if os.path.exists(bootstrap_path):
-        import importlib.util
-
-        spec = importlib.util.spec_from_file_location("bootstrap", str(bootstrap_path))
-        assert isinstance(spec, ModuleSpec)
-        bootstrap = importlib.util.module_from_spec(spec)
-        assert isinstance(spec.loader, Loader)
-        spec.loader.exec_module(bootstrap)
-        bootstrap.bootstrap()  # type: ignore
-        os.remove(bootstrap_path)
-
-    # Template the feature_store.yaml file
-    feature_store_yaml_path = target_path / "feature_repo" / "feature_store.yaml"
-    replace_str_in_file(
-        feature_store_yaml_path, "project: my_project", f"project: {repo_name}"
-    )
-
-    # Remove the __pycache__ folder if it exists
-    import shutil
-
-    shutil.rmtree(target_path / "__pycache__", ignore_errors=True)
-
-    import click
-
-    click.echo()
-    click.echo(
-        f"Creating a new Feast repository in {Style.BRIGHT + Fore.GREEN}{target_path}{Style.RESET_ALL}."
-    )
-    click.echo()
-
-
-def is_valid_name(name: str) -> bool:
-    """A name should be alphanumeric values, underscores, and hyphens but not start with an underscore"""
-    return (
-        not name.startswith(("_", "-")) and re.compile(r"[^\w-]+").search(name) is None
-    )
-
-
-def generate_project_name() -> str:
-    """Generates a unique project name"""
-    return f"{random.choice(adjectives)}_{random.choice(animals)}"
+import base64
+import importlib
+import json
+import logging
+import os
+import random
+import re
+import sys
+import tempfile
+from importlib.abc import Loader
+from importlib.machinery import ModuleSpec
+from pathlib import Path
+from typing import List, Optional, Set, Union
+
+import click
+from click.exceptions import BadParameter
+
+from feast import PushSource
+from feast.batch_feature_view import BatchFeatureView
+from feast.constants import FEATURE_STORE_YAML_ENV_NAME
+from feast.data_source import DataSource, KafkaSource, KinesisSource
+from feast.diff.registry_diff import extract_objects_for_keep_delete_update_add
+from feast.entity import Entity
+from feast.feature_service import FeatureService
+from feast.feature_store import FeatureStore
+from feast.feature_view import DUMMY_ENTITY, FeatureView
+from feast.file_utils import replace_str_in_file
+from feast.infra.registry.base_registry import BaseRegistry
+from feast.infra.registry.registry import FEAST_OBJECT_TYPES, FeastObjectType, Registry
+from feast.labeling.label_view import LabelView
+from feast.names import adjectives, animals
+from feast.on_demand_feature_view import OnDemandFeatureView
+from feast.permissions.permission import Permission
+from feast.project import Project
+from feast.repo_config import RepoConfig
+from feast.repo_contents import RepoContents
+from feast.stream_feature_view import StreamFeatureView
+
+logger = logging.getLogger(__name__)
+
+
+def py_path_to_module(path: Path) -> str:
+    return (
+        str(path.relative_to(os.getcwd()))[: -len(".py")]
+        .replace("./", "")
+        .replace("/", ".")
+        .replace("\\", ".")
+    )
+
+
+def read_feastignore(repo_root: Path) -> List[str]:
+    """Read .feastignore in the repo root directory (if exists) and return the list of user-defined ignore paths"""
+    feast_ignore = repo_root / ".feastignore"
+    if not feast_ignore.is_file():
+        return []
+    lines = feast_ignore.read_text().strip().split("\n")
+    ignore_paths = []
+    for line in lines:
+        # Remove everything after the first occurance of "#" symbol (comments)
+        if line.find("#") >= 0:
+            line = line[: line.find("#")]
+        # Strip leading or ending whitespaces
+        line = line.strip()
+        # Add this processed line to ignore_paths if it's not empty
+        if len(line) > 0:
+            ignore_paths.append(line)
+    return ignore_paths
+
+
+def get_ignore_files(repo_root: Path, ignore_paths: List[str]) -> Set[Path]:
+    """Get all ignore files that match any of the user-defined ignore paths"""
+    ignore_files = set()
+    for ignore_path in set(ignore_paths):
+        # ignore_path may contains matchers (* or **). Use glob() to match user-defined path to actual paths
+        for matched_path in repo_root.glob(ignore_path):
+            if matched_path.is_file():
+                # If the matched path is a file, add that to ignore_files set
+                ignore_files.add(matched_path.resolve())
+            else:
+                # Otherwise, list all Python files in that directory and add all of them to ignore_files set
+                ignore_files |= {
+                    sub_path.resolve()
+                    for sub_path in matched_path.glob("**/*.py")
+                    if sub_path.is_file()
+                }
+    return ignore_files
+
+
+def get_repo_files(repo_root: Path) -> List[Path]:
+    """Get the list of all repo files, ignoring undesired files & directories specified in .feastignore"""
+    # Read ignore paths from .feastignore and create a set of all files that match any of these paths
+    ignore_paths = read_feastignore(repo_root) + [
+        ".git",
+        ".feastignore",
+        ".venv",
+        "**/.ipynb_checkpoints",
+        "**/.pytest_cache",
+        "**/__pycache__",
+    ]
+    ignore_files = get_ignore_files(repo_root, ignore_paths)
+
+    # List all Python files in the root directory (recursively)
+    repo_files = {
+        p.resolve()
+        for p in repo_root.glob("**/*.py")
+        if p.is_file() and "__init__.py" != p.name
+    }
+    # Ignore all files that match any of the ignore paths in .feastignore
+    repo_files -= ignore_files
+
+    # Sort repo_files to read them in the same order every time
+    return sorted(repo_files)
+
+
+def parse_repo(repo_root: Path) -> RepoContents:
+    """
+    Collects unique Feast object definitions from the given feature repo.
+
+    Specifically, if an object foo has already been added, bar will still be added if
+    (bar == foo), but not if (bar is foo). This ensures that import statements will
+    not result in duplicates, but defining two equal objects will.
+    """
+    res = RepoContents(
+        projects=[],
+        data_sources=[],
+        entities=[],
+        feature_views=[],
+        feature_services=[],
+        on_demand_feature_views=[],
+        stream_feature_views=[],
+        label_views=[],
+        permissions=[],
+    )
+
+    for repo_file in get_repo_files(repo_root):
+        module_path = py_path_to_module(repo_file)
+        module = importlib.import_module(module_path)
+
+        for attr_name in dir(module):
+            obj = getattr(module, attr_name)
+
+            if isinstance(obj, DataSource) and not any(
+                (obj is ds) for ds in res.data_sources
+            ):
+                res.data_sources.append(obj)
+
+                # Handle batch sources defined within stream sources.
+                if (
+                    isinstance(obj, PushSource)
+                    or isinstance(obj, KafkaSource)
+                    or isinstance(obj, KinesisSource)
+                ):
+                    batch_source = obj.batch_source
+
+                    if batch_source and not any(
+                        (batch_source is ds) for ds in res.data_sources
+                    ):
+                        res.data_sources.append(batch_source)
+            if (
+                isinstance(obj, FeatureView)
+                and not any((obj is fv) for fv in res.feature_views)
+                and not isinstance(obj, StreamFeatureView)
+                and not isinstance(obj, BatchFeatureView)
+            ):
+                res.feature_views.append(obj)
+
+                # Handle batch sources defined with feature views.
+                batch_source = obj.batch_source
+                if batch_source is not None and not any(
+                    (batch_source is ds) for ds in res.data_sources
+                ):
+                    res.data_sources.append(batch_source)
+
+                # Handle stream sources defined with feature views.
+                if obj.stream_source:
+                    stream_source = obj.stream_source
+                    if not any((stream_source is ds) for ds in res.data_sources):
+                        res.data_sources.append(stream_source)
+            elif isinstance(obj, StreamFeatureView) and not any(
+                (obj is sfv) for sfv in res.stream_feature_views
+            ):
+                res.stream_feature_views.append(obj)
+
+                # Handle batch sources defined with feature views.
+                batch_source = obj.batch_source
+                if batch_source is not None and not any(
+                    (batch_source is ds) for ds in res.data_sources
+                ):
+                    res.data_sources.append(batch_source)
+                assert obj.stream_source
+                stream_source = obj.stream_source
+                if not any((stream_source is ds) for ds in res.data_sources):
+                    res.data_sources.append(stream_source)
+            elif isinstance(obj, BatchFeatureView) and not any(
+                (obj is bfv) for bfv in res.feature_views
+            ):
+                res.feature_views.append(obj)
+
+                # Handle batch sources defined with feature views.
+                batch_source = obj.batch_source
+                if batch_source is not None and not any(
+                    (batch_source is ds) for ds in res.data_sources
+                ):
+                    res.data_sources.append(batch_source)
+            elif isinstance(obj, Entity) and not any(
+                (obj is entity) for entity in res.entities
+            ):
+                res.entities.append(obj)
+            elif isinstance(obj, FeatureService) and not any(
+                (obj is fs) for fs in res.feature_services
+            ):
+                res.feature_services.append(obj)
+            elif isinstance(obj, OnDemandFeatureView) and not any(
+                (obj is odfv) for odfv in res.on_demand_feature_views
+            ):
+                res.on_demand_feature_views.append(obj)
+            elif isinstance(obj, LabelView) and not any(
+                (obj is lv) for lv in res.label_views
+            ):
+                res.label_views.append(obj)
+                if obj.source is not None and not any(
+                    (obj.source is ds) for ds in res.data_sources
+                ):
+                    res.data_sources.append(obj.source)
+                if (
+                    isinstance(obj.source, PushSource)
+                    and obj.source.batch_source
+                    and not any(
+                        (obj.source.batch_source is ds) for ds in res.data_sources
+                    )
+                ):
+                    res.data_sources.append(obj.source.batch_source)
+            elif isinstance(obj, Permission) and not any(
+                (obj is p) for p in res.permissions
+            ):
+                res.permissions.append(obj)
+            elif isinstance(obj, Project) and not any((obj is p) for p in res.projects):
+                res.projects.append(obj)
+
+    res.entities.append(DUMMY_ENTITY)
+    return res
+
+
+def plan(
+    repo_config: RepoConfig,
+    repo_path: Path,
+    skip_source_validation: bool,
+    skip_feature_view_validation: bool = False,
+):
+    os.chdir(repo_path)
+    repo = _get_repo_contents(repo_path, repo_config.project, repo_config)
+    for project in repo.projects:
+        repo_config.project = project.name
+        store, registry = _get_store_and_registry(repo_config)
+        # TODO: When we support multiple projects in a single repo, we should filter repo contents by project
+        if not skip_source_validation:
+            provider = store._get_provider()
+            data_sources = [
+                t.batch_source for t in repo.feature_views if t.batch_source is not None
+            ]
+            # Make sure the data source used by this feature view is supported by Feast
+            for data_source in data_sources:
+                provider.validate_data_source(store.config, data_source)
+
+        registry_diff, infra_diff, _ = store.plan(
+            repo, skip_feature_view_validation=skip_feature_view_validation
+        )
+        click.echo(registry_diff.to_string())
+        click.echo(infra_diff.to_string())
+
+
+def _get_repo_contents(
+    repo_path,
+    project_name: Optional[str] = None,
+    repo_config: Optional[RepoConfig] = None,
+):
+    sys.dont_write_bytecode = True
+    repo = parse_repo(repo_path)
+
+    if len(repo.projects) < 1:
+        if project_name:
+            print(
+                f"No project found in the repository. Using project name {project_name} defined in feature_store.yaml"
+            )
+            project_description = (
+                repo_config.project_description if repo_config else None
+            )
+            repo.projects.append(
+                Project(name=project_name, description=project_description or "")
+            )
+        else:
+            print(
+                "No project found in the repository. Either define Project in repository or define a project in feature_store.yaml"
+            )
+            sys.exit(1)
+    elif len(repo.projects) == 1:
+        if repo.projects[0].name != project_name:
+            print(
+                "Project object name should match with the project name defined in feature_store.yaml"
+            )
+            sys.exit(1)
+    else:
+        print(
+            "Multiple projects found in the repository. Currently no support for multiple projects"
+        )
+        sys.exit(1)
+
+    return repo
+
+
+def _get_store_and_registry(repo_config):
+    store = FeatureStore(config=repo_config)
+    registry = store.registry
+    return store, registry
+
+
+def extract_objects_for_apply_delete(project, registry, repo):
+    # TODO(achals): This code path should be refactored to handle added & kept entities separately.
+    (
+        _,
+        objs_to_delete,
+        objs_to_update,
+        objs_to_add,
+    ) = extract_objects_for_keep_delete_update_add(registry, project, repo)
+
+    all_to_apply: List[
+        Union[
+            Entity,
+            FeatureView,
+            OnDemandFeatureView,
+            StreamFeatureView,
+            FeatureService,
+        ]
+    ] = []
+    for object_type in FEAST_OBJECT_TYPES:
+        to_apply = set(objs_to_add[object_type]).union(objs_to_update[object_type])
+        all_to_apply.extend(to_apply)
+
+    all_to_delete: List[
+        Union[
+            Entity,
+            FeatureView,
+            OnDemandFeatureView,
+            StreamFeatureView,
+            FeatureService,
+        ]
+    ] = []
+    for object_type in FEAST_OBJECT_TYPES:
+        all_to_delete.extend(objs_to_delete[object_type])
+
+    return (
+        all_to_apply,
+        all_to_delete,
+        set(objs_to_add[FeastObjectType.FEATURE_VIEW]).union(
+            set(objs_to_update[FeastObjectType.FEATURE_VIEW])
+        ),
+        objs_to_delete[FeastObjectType.FEATURE_VIEW],
+    )
+
+
+def apply_total_with_repo_instance(
+    store: FeatureStore,
+    project_name: str,
+    registry: BaseRegistry,
+    repo: RepoContents,
+    skip_source_validation: bool,
+    skip_feature_view_validation: bool = False,
+    no_promote: bool = False,
+):
+    if not skip_source_validation:
+        provider = store._get_provider()
+        data_sources = [
+            t.batch_source for t in repo.feature_views if t.batch_source is not None
+        ]
+        # Make sure the data source used by this feature view is supported by Feast
+        for data_source in data_sources:
+            provider.validate_data_source(store.config, data_source)
+
+    # For each object in the registry, determine whether it should be kept or deleted.
+    (
+        all_to_apply,
+        all_to_delete,
+        views_to_keep,
+        views_to_delete,
+    ) = extract_objects_for_apply_delete(project_name, registry, repo)
+
+    try:
+        if store._should_use_plan():
+            # Planning phase - compute diffs first without progress bars
+            registry_diff, infra_diff, new_infra = store.plan(
+                repo,
+                skip_feature_view_validation=skip_feature_view_validation,
+            )
+            click.echo(registry_diff.to_string())
+
+            # Only show progress bars if there are actual infrastructure changes
+            progress_ctx = None
+            if len(infra_diff.infra_object_diffs) > 0:
+                from feast.diff.apply_progress import ApplyProgressContext
+
+                progress_ctx = ApplyProgressContext()
+                progress_ctx.start_overall_progress()
+
+            # Apply phase
+            store._apply_diffs(
+                registry_diff,
+                infra_diff,
+                new_infra,
+                progress_ctx=progress_ctx,
+                no_promote=no_promote,
+            )
+            click.echo(infra_diff.to_string())
+        else:
+            # Legacy apply path - no progress bars for legacy path
+            store.apply(
+                all_to_apply,
+                objects_to_delete=all_to_delete,
+                partial=False,
+                skip_feature_view_validation=skip_feature_view_validation,
+                no_promote=no_promote,
+            )
+            log_infra_changes(views_to_keep, views_to_delete)
+    finally:
+        # Cleanup is handled in the new _apply_diffs method
+        pass
+
+    # Submit baseline jobs if needed
+    dqm = store.config.data_quality_monitoring_config
+    if dqm is not None and dqm.auto_baseline:
+        _submit_baseline_jobs(store, project_name, repo)
+
+
+def _submit_baseline_jobs(store, project_name, repo):
+    try:
+        from feast.monitoring.monitoring_service import MonitoringService
+
+        svc = MonitoringService(store)
+        feature_views = list(repo.feature_views)
+        if not feature_views:
+            return
+
+        job_ids = svc.submit_baseline_for_new_features(
+            project=project_name, feature_views=feature_views
+        )
+        if not job_ids:
+            return
+
+        import threading
+
+        def _run_baseline_jobs():
+            for job_id in job_ids:
+                try:
+                    svc.execute_job(job_id)
+                    click.echo(f"  ✓ Baseline computed (job: {job_id})")
+                except Exception:
+                    logging.getLogger(__name__).debug(
+                        "Baseline job %s execution failed (non-critical)",
+                        job_id,
+                        exc_info=True,
+                    )
+
+        click.echo(
+            f"  → Computing baseline metrics in background ({len(job_ids)} job(s))..."
+        )
+        thread = threading.Thread(target=_run_baseline_jobs)
+        thread.start()
+    except Exception:
+        logging.getLogger(__name__).debug(
+            "Monitoring baseline submission skipped (non-critical)", exc_info=True
+        )
+
+
+def log_infra_changes(
+    views_to_keep: Set[FeatureView], views_to_delete: Set[FeatureView]
+):
+    from colorama import Fore, Style
+
+    for view in views_to_keep:
+        click.echo(
+            f"Deploying infrastructure for {Style.BRIGHT + Fore.GREEN}{view.name}{Style.RESET_ALL}"
+        )
+    for view in views_to_delete:
+        click.echo(
+            f"Removing infrastructure for {Style.BRIGHT + Fore.RED}{view.name}{Style.RESET_ALL}"
+        )
+
+
+def create_feature_store(
+    ctx: click.Context,
+) -> FeatureStore:
+    repo = ctx.obj["CHDIR"]
+    # If we received a base64 encoded version of feature_store.yaml, use that
+    config_base64 = os.getenv(FEATURE_STORE_YAML_ENV_NAME)
+    if config_base64:
+        print("Received base64 encoded feature_store.yaml")
+        config_bytes = base64.b64decode(config_base64)
+        # Create a new unique directory for writing feature_store.yaml
+        repo_path = Path(tempfile.mkdtemp())
+        with open(repo_path / "feature_store.yaml", "wb") as f:
+            f.write(config_bytes)
+        return FeatureStore(repo_path=str(repo_path.resolve()))
+    else:
+        fs_yaml_file = ctx.obj["FS_YAML_FILE"]
+        cli_check_repo(repo, fs_yaml_file)
+        return FeatureStore(repo_path=str(repo), fs_yaml_file=fs_yaml_file)
+
+
+def apply_total(
+    repo_config: RepoConfig,
+    repo_path: Path,
+    skip_source_validation: bool,
+    skip_feature_view_validation: bool = False,
+    no_promote: bool = False,
+):
+    os.chdir(repo_path)
+    repo = _get_repo_contents(repo_path, repo_config.project, repo_config)
+    for project in repo.projects:
+        repo_config.project = project.name
+        store, registry = _get_store_and_registry(repo_config)
+        if not is_valid_name(project.name):
+            print(
+                f"{project.name} is not valid. Project name should only have "
+                f"alphanumerical values, underscores, and hyphens but not start with an underscore or hyphen."
+            )
+            sys.exit(1)
+        # TODO: When we support multiple projects in a single repo, we should filter repo contents by project. Currently there is no way to associate Feast objects to project.
+        print(f"Applying changes for project {project.name}")
+        apply_total_with_repo_instance(
+            store,
+            project.name,
+            registry,
+            repo,
+            skip_source_validation,
+            skip_feature_view_validation,
+            no_promote=no_promote,
+        )
+
+
+def teardown(repo_config: RepoConfig, repo_path: Optional[str]):
+    # Cannot pass in both repo_path and repo_config to FeatureStore.
+    feature_store = FeatureStore(repo_path=repo_path, config=repo_config)
+    feature_store.teardown()
+
+
+def registry_dump(repo_config: RepoConfig, repo_path: Path) -> str:
+    """For debugging only: output contents of the metadata registry"""
+    registry_config = repo_config.registry
+    project = repo_config.project
+    registry = Registry(
+        project,
+        registry_config=registry_config,
+        repo_path=repo_path,
+        auth_config=repo_config.auth_config,
+    )
+    registry_dict = registry.to_dict(project=project)
+    return json.dumps(registry_dict, indent=2, sort_keys=True)
+
+
+def cli_check_repo(repo_path: Path, fs_yaml_file: Path):
+    sys.path.append(str(repo_path))
+    if not fs_yaml_file.exists():
+        print(
+            f"Can't find feature repo configuration file at {fs_yaml_file}. "
+            "Make sure you're running feast from an initialized feast repository."
+        )
+        sys.exit(1)
+
+
+def init_repo(repo_name: str, template: str, repo_path: Optional[str] = None):
+    import os
+    from pathlib import Path
+    from shutil import copytree
+
+    from colorama import Fore, Style
+
+    # Validate project name
+    if not is_valid_name(repo_name):
+        raise BadParameter(
+            message="Name should be alphanumeric values, underscores, and hyphens but not start with an underscore or hyphen",
+            param_hint="PROJECT_DIRECTORY",
+        )
+
+    # Determine where to create the repository
+    if repo_path:
+        # User specified a custom path
+        target_path = Path(repo_path).resolve()
+        target_path.mkdir(parents=True, exist_ok=True)
+        display_path = repo_path
+    else:
+        # Default behavior: create subdirectory with project name
+        target_path = Path(os.path.join(Path.cwd(), repo_name))
+        target_path.mkdir(exist_ok=True)
+        display_path = repo_name
+
+    repo_config_path = target_path / "feature_store.yaml"
+
+    if repo_config_path.exists():
+        print(
+            f"The directory {Style.BRIGHT + Fore.GREEN}{display_path}{Style.RESET_ALL} contains an existing feature "
+            f"store repository that may cause a conflict"
+        )
+        print()
+        sys.exit(1)
+
+    # Copy template directory
+    template_path = str(Path(Path(__file__).parent / "templates" / template).absolute())
+    if not os.path.exists(template_path):
+        raise IOError(f"Could not find template {template}")
+    copytree(template_path, str(target_path), dirs_exist_ok=True)
+
+    # Rename gitignore files back to .gitignore
+    for gitignore_path in target_path.rglob("gitignore"):
+        gitignore_path.rename(gitignore_path.with_name(".gitignore"))
+
+    # Seed the repository
+    bootstrap_path = target_path / "bootstrap.py"
+    if os.path.exists(bootstrap_path):
+        import importlib.util
+
+        spec = importlib.util.spec_from_file_location("bootstrap", str(bootstrap_path))
+        assert isinstance(spec, ModuleSpec)
+        bootstrap = importlib.util.module_from_spec(spec)
+        assert isinstance(spec.loader, Loader)
+        spec.loader.exec_module(bootstrap)
+        bootstrap.bootstrap()  # type: ignore
+        os.remove(bootstrap_path)
+
+    # Template the feature_store.yaml file
+    feature_store_yaml_path = target_path / "feature_repo" / "feature_store.yaml"
+    replace_str_in_file(
+        feature_store_yaml_path, "project: my_project", f"project: {repo_name}"
+    )
+
+    # Remove the __pycache__ folder if it exists
+    import shutil
+
+    shutil.rmtree(target_path / "__pycache__", ignore_errors=True)
+
+    import click
+
+    click.echo()
+    click.echo(
+        f"Creating a new Feast repository in {Style.BRIGHT + Fore.GREEN}{target_path}{Style.RESET_ALL}."
+    )
+    click.echo()
+
+
+def is_valid_name(name: str) -> bool:
+    """A name should be alphanumeric values, underscores, and hyphens but not start with an underscore"""
+    return (
+        not name.startswith(("_", "-")) and re.compile(r"[^\w-]+").search(name) is None
+    )
+
+
+def generate_project_name() -> str:
+    """Generates a unique project name"""
+    return f"{random.choice(adjectives)}_{random.choice(animals)}"
diff --git a/sdk/python/feast/rest_error_handler.py b/sdk/python/feast/rest_error_handler.py
index c8586c826e9..a4a4d685597 100644
--- a/sdk/python/feast/rest_error_handler.py
+++ b/sdk/python/feast/rest_error_handler.py
@@ -39,7 +39,6 @@ def rest_error_handling_decorator(func):
     def wrapper(config: RepoConfig, *args, **kwargs):
         assert isinstance(config, RepoConfig)
 
-        # Extract connection pool configuration from online_store if available
         pool_maxsize = None
         max_idle_seconds = None
         max_retries = None
@@ -58,7 +57,6 @@ def wrapper(config: RepoConfig, *args, **kwargs):
             max_idle_seconds = conn_config["max_idle_seconds"]
             max_retries = conn_config["max_retries"]
 
-        # Get a cached session with connection pooling
         session = get_http_auth_requests_session(
             config.auth_config,
             pool_maxsize=pool_maxsize,
@@ -66,39 +64,46 @@ def wrapper(config: RepoConfig, *args, **kwargs):
             max_retries=max_retries,
         )
 
-        # Define a wrapper for session methods to add logging and error handling
-        def method_wrapper(method_name):
-            original_method = getattr(session, method_name)
-
-            @wraps(original_method)
-            def wrapped_method(*args, **kwargs):
-                logger.debug(
-                    f"Calling {method_name} with args: {args}, kwargs: {kwargs}"
-                )
-                response = original_method(*args, **kwargs)
-                logger.debug(
-                    f"{method_name} response status code: {response.status_code}"
-                )
-
-                try:
-                    response.raise_for_status()
-                except requests.RequestException:
-                    logger.debug(f"response.json() = {response.json()}")
-                    mapped_error = FeastError.from_error_detail(response.json())
-                    logger.debug(f"mapped_error = {str(mapped_error)}")
-                    if mapped_error is not None:
-                        raise mapped_error
-                return response
-
-            return wrapped_method
-
-        # Enhance session methods with logging and error handling
-        session.get = method_wrapper("get")  # type: ignore[method-assign]
-        session.post = method_wrapper("post")  # type: ignore[method-assign]
-        session.put = method_wrapper("put")  # type: ignore[method-assign]
-        session.delete = method_wrapper("delete")  # type: ignore[method-assign]
-
-        # Pass the enhanced session object to the decorated function
+        _wrap_session_methods(session)
+
         return func(session, config, *args, **kwargs)
 
     return wrapper
+
+
+_ATTR_WRAPPED = "_feast_methods_wrapped"
+
+
+def _wrap_session_methods(session: requests.Session) -> None:
+    """
+    Wrap session HTTP methods with logging and Feast error mapping.
+
+    Wraps each method exactly once. Subsequent calls are no-ops, preventing
+    the unbounded nesting that leads to ``RecursionError`` when a cached
+    session is reused across many requests.
+    """
+    if getattr(session, _ATTR_WRAPPED, False):
+        return
+
+    for method_name in ("get", "post", "put", "delete"):
+        original_method = getattr(session, method_name)
+
+        @wraps(original_method)
+        def wrapped_method(*args, _orig=original_method, _name=method_name, **kwargs):
+            logger.debug(f"Calling {_name} with args: {args}, kwargs: {kwargs}")
+            response = _orig(*args, **kwargs)
+            logger.debug(f"{_name} response status code: {response.status_code}")
+
+            try:
+                response.raise_for_status()
+            except requests.RequestException:
+                logger.debug(f"response.json() = {response.json()}")
+                mapped_error = FeastError.from_error_detail(response.json())
+                logger.debug(f"mapped_error = {str(mapped_error)}")
+                if mapped_error is not None:
+                    raise mapped_error
+            return response
+
+        setattr(session, method_name, wrapped_method)
+
+    object.__setattr__(session, _ATTR_WRAPPED, True)
diff --git a/sdk/python/feast/saved_dataset.py b/sdk/python/feast/saved_dataset.py
index 4a3043a8731..32877bbd017 100644
--- a/sdk/python/feast/saved_dataset.py
+++ b/sdk/python/feast/saved_dataset.py
@@ -34,6 +34,7 @@ def __new__(cls, name, bases, dct):
 
 _DATA_SOURCE_TO_SAVED_DATASET_STORAGE = {
     "FileSource": "feast.infra.offline_stores.file_source.SavedDatasetFileStorage",
+    "SparkSource": "feast.infra.offline_stores.contrib.spark_offline_store.spark_source.SavedDatasetSparkStorage",
 }
 
 
@@ -82,6 +83,9 @@ class SavedDataset:
     storage: SavedDatasetStorage
     tags: Dict[str, str]
     feature_service_name: Optional[str] = None
+    namespace: str = ""
+    collection: str = ""
+    description: str = ""
 
     created_timestamp: Optional[datetime] = None
     last_updated_timestamp: Optional[datetime] = None
@@ -100,6 +104,9 @@ def __init__(
         full_feature_names: bool = False,
         tags: Optional[Dict[str, str]] = None,
         feature_service_name: Optional[str] = None,
+        namespace: str = "",
+        collection: str = "",
+        description: str = "",
     ):
         self.name = name
         self.features = features
@@ -108,6 +115,9 @@ def __init__(
         self.full_feature_names = full_feature_names
         self.tags = tags or {}
         self.feature_service_name = feature_service_name
+        self.namespace = namespace
+        self.collection = collection
+        self.description = description
 
         self._retrieval_job = None
 
@@ -123,9 +133,7 @@ def __hash__(self):
 
     def __eq__(self, other):
         if not isinstance(other, SavedDataset):
-            raise TypeError(
-                "Comparisons should only involve SavedDataset class objects."
-            )
+            return False
 
         if (
             self.name != other.name
@@ -135,6 +143,9 @@ def __eq__(self, other):
             or self.full_feature_names != other.full_feature_names
             or self.tags != other.tags
             or self.feature_service_name != other.feature_service_name
+            or self.namespace != other.namespace
+            or self.collection != other.collection
+            or self.description != other.description
         ):
             return False
 
@@ -155,6 +166,9 @@ def from_proto(saved_dataset_proto: SavedDatasetProto):
             full_feature_names=saved_dataset_proto.spec.full_feature_names,
             storage=SavedDatasetStorage.from_proto(saved_dataset_proto.spec.storage),
             tags=dict(saved_dataset_proto.spec.tags.items()),
+            namespace=saved_dataset_proto.spec.namespace,
+            collection=saved_dataset_proto.spec.collection,
+            description=saved_dataset_proto.spec.description,
         )
 
         if saved_dataset_proto.spec.feature_service_name:
@@ -201,6 +215,9 @@ def to_proto(self) -> SavedDatasetProto:
             full_feature_names=self.full_feature_names,
             storage=self.storage.to_proto(),
             tags=self.tags,
+            namespace=self.namespace,
+            collection=self.collection,
+            description=self.description,
         )
         if self.feature_service_name:
             spec.feature_service_name = self.feature_service_name
diff --git a/sdk/python/feast/stream_feature_view.py b/sdk/python/feast/stream_feature_view.py
index 3d0f98edae3..0538345069f 100644
--- a/sdk/python/feast/stream_feature_view.py
+++ b/sdk/python/feast/stream_feature_view.py
@@ -101,6 +101,8 @@ class StreamFeatureView(FeatureView):
     timestamp_field: str
     enable_tiling: bool
     tiling_hop_size: Optional[timedelta]
+    _raw_udf_proto: Optional[Any] = None
+    _raw_feature_transformation_proto: Optional[Any] = None
 
     def __init__(
         self,
@@ -205,7 +207,8 @@ def get_feature_transformation(self) -> Optional[Transformation]:
             TransformationMode.PYTHON,
             TransformationMode.SPARK_SQL,
             TransformationMode.SPARK,
-        ) or self.mode in ("pandas", "python", "spark_sql", "spark"):
+            TransformationMode.FLINK,
+        ) or self.mode in ("pandas", "python", "spark_sql", "spark", "flink"):
             return Transformation(
                 mode=self.mode, udf=self.udf, udf_string=self.udf_string or ""
             )
@@ -245,7 +248,7 @@ def _schema_or_udf_changed(self, other: "BaseFeatureView") -> bool:
 
     def __eq__(self, other):
         if not isinstance(other, StreamFeatureView):
-            raise TypeError("Comparisons should only involve StreamFeatureViews")
+            return False
 
         if not super().__eq__(other):
             return False
@@ -277,7 +280,12 @@ def to_proto(self):
         stream_source_proto = serialize_data_source(self.stream_source)
 
         udf_proto, feature_transformation = None, None
-        if self.udf:
+        if getattr(self, "_raw_udf_proto", None) is not None:
+            udf_proto = self._raw_udf_proto
+            feature_transformation = getattr(
+                self, "_raw_feature_transformation_proto", None
+            )
+        elif self.udf:
             udf_proto = UserDefinedFunctionProto(
                 name=self.udf.__name__,
                 body=dill.dumps(self.udf, recurse=True),
@@ -321,6 +329,7 @@ def to_proto(self):
             tiling_hop_size=tiling_hop_size_duration,
             enable_validation=self.enable_validation,
             version=self.version,
+            disabled=not self.enabled,
         )
 
         return StreamFeatureViewProto(spec=spec, meta=meta)
@@ -403,6 +412,20 @@ def from_proto(cls, sfv_proto, skip_udf: bool = False):
         else:
             stream_feature_view.current_version_number = None
 
+        stream_feature_view.enabled = not sfv_proto.spec.disabled
+
+        # Restore lifecycle state from meta (SFV uses FeatureViewMeta which has state).
+        from feast.feature_view import FeatureViewState
+
+        stream_feature_view.state = FeatureViewState.from_proto(sfv_proto.meta.state)
+
+        if skip_udf and sfv_proto.spec.HasField("user_defined_function"):
+            stream_feature_view._raw_udf_proto = sfv_proto.spec.user_defined_function
+        if skip_udf and sfv_proto.spec.HasField("feature_transformation"):
+            stream_feature_view._raw_feature_transformation_proto = (
+                sfv_proto.spec.feature_transformation
+            )
+
         stream_feature_view.entities = list(sfv_proto.spec.entities)
 
         stream_feature_view.features = [
@@ -452,6 +475,8 @@ def __copy__(self):
             enable_validation=self.enable_validation,
             version=self.version,
         )
+        fv.enabled = self.enabled
+        fv.state = self.state
         fv.entities = self.entities
         fv.features = copy.copy(self.features)
         fv.entity_columns = copy.copy(self.entity_columns)
diff --git a/sdk/python/feast/templates/local/bootstrap.py b/sdk/python/feast/templates/local/bootstrap.py
index bd180ade01e..1732bb1ef78 100644
--- a/sdk/python/feast/templates/local/bootstrap.py
+++ b/sdk/python/feast/templates/local/bootstrap.py
@@ -7,6 +7,9 @@ def bootstrap():
     import pathlib
     from datetime import datetime, timedelta
 
+    import pyarrow as pa
+    import pyarrow.parquet as pq
+
     from feast.driver_test_data import create_driver_hourly_stats_df
 
     repo_path = pathlib.Path(__file__).parent.absolute() / "feature_repo"
@@ -23,6 +26,25 @@ def bootstrap():
     driver_stats_path = data_path / "driver_stats.parquet"
     driver_df.to_parquet(path=str(driver_stats_path), allow_truncated_timestamps=True)
 
+    # Create an empty parquet file for the label view batch source
+    # Use explicit pyarrow schema to ensure proper column types even with zero rows
+    label_schema = pa.schema(
+        [
+            ("driver_id", pa.int64()),
+            ("is_reliable", pa.int64()),
+            ("quality_score", pa.float32()),
+            ("reviewer_notes", pa.string()),
+            ("labeler", pa.string()),
+            ("event_timestamp", pa.timestamp("ns")),
+        ]
+    )
+    label_table = pa.table(
+        {field.name: pa.array([], type=field.type) for field in label_schema},
+        schema=label_schema,
+    )
+    label_data_path = data_path / "driver_quality_labels.parquet"
+    pq.write_table(label_table, str(label_data_path))
+
     example_py_file = repo_path / "feature_definitions.py"
     replace_str_in_file(example_py_file, "%PROJECT_NAME%", str(project_name))
     replace_str_in_file(
@@ -31,6 +53,11 @@ def bootstrap():
     replace_str_in_file(
         example_py_file, "%LOGGING_PATH%", str(data_path.relative_to(repo_path))
     )
+    replace_str_in_file(
+        example_py_file,
+        "%LABEL_DATA_PATH%",
+        str(label_data_path.relative_to(repo_path)),
+    )
 
 
 if __name__ == "__main__":
diff --git a/sdk/python/feast/templates/local/feature_repo/feature_definitions.py b/sdk/python/feast/templates/local/feature_repo/feature_definitions.py
index 74199b42072..9851b454316 100644
--- a/sdk/python/feast/templates/local/feature_repo/feature_definitions.py
+++ b/sdk/python/feast/templates/local/feature_repo/feature_definitions.py
@@ -5,11 +5,13 @@
 import pandas as pd
 
 from feast import (
+    ConflictPolicy,
     Entity,
     FeatureService,
     FeatureView,
     Field,
     FileSource,
+    LabelView,
     Project,
     PushSource,
     RequestSource,
@@ -165,3 +167,41 @@ def transformed_conv_rate_fresh(inputs: pd.DataFrame) -> pd.DataFrame:
     name="driver_activity_v3",
     features=[driver_stats_fresh_fv, transformed_conv_rate_fresh],
 )
+
+# --- Label Views ---
+# Label views manage mutable human labels for training data, RLHF, and evaluation.
+# They use PushSources so labels can be submitted from the UI or external tools.
+
+driver_quality_labels_source = PushSource(
+    name="driver_quality_labels_push",
+    batch_source=FileSource(
+        name="driver_quality_labels_batch",
+        path="%LABEL_DATA_PATH%",
+        timestamp_field="event_timestamp",
+    ),
+)
+
+driver_quality_labels = LabelView(
+    name="driver_quality_labels",
+    entities=[driver],
+    schema=[
+        Field(name="is_reliable", dtype=Int64),
+        Field(name="quality_score", dtype=Float32),
+        Field(name="reviewer_notes", dtype=String),
+        Field(name="labeler", dtype=String),
+    ],
+    source=driver_quality_labels_source,
+    labeler_field="labeler",
+    conflict_policy=ConflictPolicy.LAST_WRITE_WINS,
+    description="Human quality labels for drivers - used for model training and evaluation",
+    tags={
+        "feast.io/labeling-method": "table",
+        "feast.io/field-role:is_reliable": "label",
+        "feast.io/field-role:quality_score": "label",
+        "feast.io/field-role:reviewer_notes": "metadata",
+        "feast.io/label-values:is_reliable": "1 0",
+        "feast.io/label-widget:is_reliable": "binary",
+        "feast.io/label-widget:quality_score": "number",
+        "feast.io/label-widget:reviewer_notes": "text",
+    },
+)
diff --git a/sdk/python/feast/templates/pytorch_nlp/README.md b/sdk/python/feast/templates/pytorch_nlp/README.md
index 7fe0e0e708d..5e26d264d4b 100644
--- a/sdk/python/feast/templates/pytorch_nlp/README.md
+++ b/sdk/python/feast/templates/pytorch_nlp/README.md
@@ -255,12 +255,15 @@ def load_artifacts(app: FastAPI):
 
     # Update global references for easy access
     import example_repo
+
     example_repo._sentiment_model = app.state.sentiment_model
     example_repo._lookup_tables = app.state.lookup_tables
 
+
 # example_repo.py - Use pre-loaded artifacts
 _sentiment_model = None  # Set by static_artifacts.py
 
+
 def sentiment_prediction(inputs):
     global _sentiment_model
     if _sentiment_model is not None:
@@ -296,9 +299,11 @@ def load_custom_embeddings():
     embeddings_file = Path(__file__).parent / "data" / "user_embeddings.npy"
     if embeddings_file.exists():
         import numpy as np
+
         return {"embeddings": np.load(embeddings_file)}
     return None
 
+
 def load_artifacts(app: FastAPI):
     # Load your custom artifacts
     app.state.custom_embeddings = load_custom_embeddings()
@@ -306,6 +311,7 @@ def load_artifacts(app: FastAPI):
 
     # Make them available to feature views
     import example_repo
+
     example_repo._custom_embeddings = app.state.custom_embeddings
 ```
 
@@ -326,11 +332,21 @@ store = FeatureStore(repo_path=".")
 from datetime import datetime
 import pandas as pd
 
-entity_df = pd.DataFrame({
-    "text_id": ["text_0000", "text_0001", "text_0002"],
-    "user_id": ["user_080", "user_091", "user_052"],  # Use actual generated user IDs
-    "event_timestamp": [datetime.now(), datetime.now(), datetime.now()]  # Current timestamps
-})
+entity_df = pd.DataFrame(
+    {
+        "text_id": ["text_0000", "text_0001", "text_0002"],
+        "user_id": [
+            "user_080",
+            "user_091",
+            "user_052",
+        ],  # Use actual generated user IDs
+        "event_timestamp": [
+            datetime.now(),
+            datetime.now(),
+            datetime.now(),
+        ],  # Current timestamps
+    }
+)
 
 training_df = store.get_historical_features(
     entity_df=entity_df,
@@ -352,7 +368,7 @@ print(training_df.head())
 # Get features for online serving (use actual entity combinations)
 entity_rows = [
     {"text_id": "text_0000", "user_id": "user_080"},
-    {"text_id": "text_0001", "user_id": "user_091"}
+    {"text_id": "text_0001", "user_id": "user_091"},
 ]
 
 online_features = store.get_online_features(
@@ -367,10 +383,12 @@ print("Online features:", online_features)
 
 ```python
 # Real-time sentiment analysis
-prediction_rows = [{
-    "input_text": "I love this product!",
-    "model_name": "cardiffnlp/twitter-roberta-base-sentiment-latest"
-}]
+prediction_rows = [
+    {
+        "input_text": "I love this product!",
+        "model_name": "cardiffnlp/twitter-roberta-base-sentiment-latest",
+    }
+]
 
 predictions = store.get_online_features(
     features=[
@@ -473,12 +491,14 @@ curl -X POST \
 
 ### Adding New Features
 
+<!-- fmt:off -->
 ```python
 # In example_repo.py, add to text_features_fv schema:
 Field(name="hashtag_count", dtype=Int64, description="Number of hashtags"),
 Field(name="mention_count", dtype=Int64, description="Number of @mentions"),
 Field(name="url_count", dtype=Int64, description="Number of URLs"),
 ```
+<!-- fmt:on -->
 
 ### Using Different Models
 
diff --git a/sdk/python/feast/templates/rag/README.md b/sdk/python/feast/templates/rag/README.md
new file mode 100644
index 00000000000..a6aa153d6a2
--- /dev/null
+++ b/sdk/python/feast/templates/rag/README.md
@@ -0,0 +1,99 @@
+# City Information Q&A — RAG Demo with Feast
+
+A complete Retrieval-Augmented Generation (RAG) demo using Feast for feature management and Milvus for vector search.
+
+
+## Project Structure
+
+```
+rag/
+├── feature_repo/
+│   ├── data/
+│   │   └── city_wikipedia_summaries_with_embeddings.parquet  # Sample data (US cities)
+│   ├── example_repo.py       # Entity, Feature Views, Feature Service definitions
+│   ├── feature_store.yaml    # Feast config (Milvus online store, file offline store)
+│   └── test_workflow.py      # End-to-end demo: apply → materialize → search
+└── README.md
+```
+
+## Quick Start
+
+### 1. Initialize the template
+
+```bash
+feast init -t rag my_city_qa
+cd my_city_qa/feature_repo
+```
+
+### 2. Install dependencies
+
+```bash
+pip install feast torch transformers pymilvus
+```
+
+### 3. Apply feature definitions
+
+```bash
+feast apply
+```
+
+### 4. Explore in the Feast UI
+
+```bash
+feast ui
+```
+
+### 5. Run the demo workflow
+
+```bash
+python test_workflow.py
+```
+
+
+## Key Commands
+
+| Command | Description |
+|---------|-------------|
+| `feast apply` | Register entities, feature views, and feature services |
+| `feast materialize --disable-event-timestamp` | Load parquet data into the online store (Milvus) for vector search. Optionally add `-v city_summary_embeddings -v city_metadata` to materialize only those views. |
+| `feast feature-views list` | List registered feature views |
+| `feast entities list` | List registered entities |
+| `feast feature-services list` | List registered feature services |
+| `feast ui` | Start the Feast UI at http://localhost:8888 |
+
+
+## Architecture
+
+```
+┌─────────────────────────────────────────────────────────────────┐
+│                        City Q&A Pipeline                        │
+├─────────────────────────────────────────────────────────────────┤
+│                                                                 │
+│  User Question                                                  │
+│       │                                                         │
+│       ▼                                                         │
+│  ┌─────────────┐                                                │
+│  │ Embed Query │ (MiniLM 384-dim)                               │
+│  └─────────────┘                                                │
+│       │                                                         │
+│       ▼                                                         │
+│  ┌─────────────────────────────────────┐                        │
+│  │ city_summary_embeddings (Milvus)    │ ← Vector Search        │
+│  │   - vector (COSINE similarity)      │                        │
+│  │   - sentence_chunks                 │                        │
+│  └─────────────────────────────────────┘                        │
+│       │                                                         │
+│       ▼ (top-k city_ids)                                        │
+│  ┌─────────────────────────────────────┐                        │
+│  │ city_metadata (Feast Online Store)  │ ← Metadata Lookup      │
+│  │   - state                           │                        │
+│  │   - wiki_summary                    │                        │
+│  └─────────────────────────────────────┘                        │
+│       │                                                         │
+│       ▼                                                         │
+│  ┌─────────────┐                                                │
+│  │ LLM Answer  │ (optional: GPT/Claude)                         │
+│  └─────────────┘                                                │
+│                                                                 │
+└─────────────────────────────────────────────────────────────────┘
+```
diff --git a/sdk/python/feast/templates/rag/__init__.py b/sdk/python/feast/templates/rag/__init__.py
new file mode 100644
index 00000000000..8b137891791
--- /dev/null
+++ b/sdk/python/feast/templates/rag/__init__.py
@@ -0,0 +1 @@
+
diff --git a/sdk/python/feast/templates/rag/bootstrap.py b/sdk/python/feast/templates/rag/bootstrap.py
new file mode 100644
index 00000000000..a84fb23a639
--- /dev/null
+++ b/sdk/python/feast/templates/rag/bootstrap.py
@@ -0,0 +1,56 @@
+def bootstrap():
+    # Bootstrap() is called from init_repo() during `feast init`
+    import pathlib
+    from datetime import datetime
+
+    import numpy as np
+    import pandas as pd
+
+    repo_path = pathlib.Path(__file__).parent.absolute() / "feature_repo"
+    data_path = repo_path / "data"
+    data_path.mkdir(exist_ok=True)
+
+    # Minimal city data with embeddings (384-d to match feature_store embedding_dim)
+    embedding_dim = 384
+    now = datetime.now().replace(microsecond=0, tzinfo=None)
+    cities = [
+        (
+            1,
+            "New York",
+            "New York",
+            "New York City is the most populous city in the United States.",
+        ),
+        (
+            2,
+            "Los Angeles",
+            "California",
+            "Los Angeles is the second most populous city in the United States.",
+        ),
+        (
+            3,
+            "Chicago",
+            "Illinois",
+            "Chicago is the third most populous city in the United States.",
+        ),
+    ]
+    rows = []
+    for city_id, city_name, state, wiki_summary in cities:
+        vec = np.random.randn(embedding_dim).astype(np.float32)
+        vec = (vec / np.linalg.norm(vec)).tolist()
+        rows.append(
+            {
+                "city_id": city_id,
+                "event_timestamp": pd.Timestamp(now),
+                "vector": vec,
+                "sentence_chunks": wiki_summary[:200],
+                "state": f"{city_name}, {state}",
+                "wiki_summary": wiki_summary,
+            }
+        )
+    df = pd.DataFrame(rows)
+    parquet_path = data_path / "city_wikipedia_summaries_with_embeddings.parquet"
+    df.to_parquet(path=str(parquet_path), index=False)
+
+
+if __name__ == "__main__":
+    bootstrap()
diff --git a/sdk/python/feast/templates/rag/feature_repo/__init__.py b/sdk/python/feast/templates/rag/feature_repo/__init__.py
new file mode 100644
index 00000000000..8b137891791
--- /dev/null
+++ b/sdk/python/feast/templates/rag/feature_repo/__init__.py
@@ -0,0 +1 @@
+
diff --git a/sdk/python/feast/templates/rag/feature_repo/example_repo.py b/sdk/python/feast/templates/rag/feature_repo/example_repo.py
new file mode 100644
index 00000000000..af2ea96b1db
--- /dev/null
+++ b/sdk/python/feast/templates/rag/feature_repo/example_repo.py
@@ -0,0 +1,137 @@
+from datetime import timedelta
+
+from feast import (
+    Entity,
+    FeatureService,
+    FeatureView,
+    Field,
+    FileSource,
+    PushSource,
+)
+from feast.data_format import ParquetFormat
+from feast.types import Array, Float32, String
+from feast.value_type import ValueType
+
+# Entity: Identifies each city document/chunk in the knowledge base
+city = Entity(
+    name="city_id",
+    value_type=ValueType.INT64,
+    description="Unique identifier for each city Wikipedia summary (document chunk ID).",
+    join_keys=["city_id"],
+)
+
+# Data Source: Parquet file containing city summaries with pre-computed embeddings
+city_summaries_source = FileSource(
+    name="city_summaries_source",
+    file_format=ParquetFormat(),
+    path="./data/city_wikipedia_summaries_with_embeddings.parquet",
+    timestamp_field="event_timestamp",
+    description="Wikipedia summaries of US cities (batch).",
+)
+
+# Push Source: same schema as batch; allows near real-time ingestion of new/updated docs
+city_summaries_push_source = PushSource(
+    name="city_summaries_push_source",
+    batch_source=city_summaries_source,
+    description="Push source for real-time updates to city summaries/embeddings.",
+)
+
+# Feature View 1: City embeddings for semantic/vector search (RAG retrieval)
+city_summary_embeddings = FeatureView(
+    name="city_summary_embeddings",
+    description="City Wikipedia summaries with embeddings for semantic search. ",
+    entities=[city],
+    schema=[
+        Field(
+            name="vector",
+            dtype=Array(Float32),
+            description="384-dimensional sentence embedding for semantic similarity search (MiniLM).",
+            vector_index=True,
+            vector_search_metric="COSINE",
+        ),
+        Field(
+            name="sentence_chunks",
+            dtype=String,
+            description="Chunked sentences from the Wikipedia summary.",
+        ),
+    ],
+    source=city_summaries_source,
+    ttl=timedelta(days=1),
+    online=True,
+    tags={"team": "ml-platform", "use_case": "city_qa", "type": "vector"},
+)
+
+# Feature View 2: City metadata for scalar lookups (no vector search)
+city_metadata = FeatureView(
+    name="city_metadata",
+    description="City metadata including state and full Wikipedia summary. ",
+    entities=[city],
+    schema=[
+        Field(
+            name="state",
+            dtype=String,
+            description="US state where the city is located (e.g., 'New York, New York').",
+        ),
+        Field(
+            name="wiki_summary",
+            dtype=String,
+            description="Full Wikipedia summary of the city.",
+        ),
+    ],
+    source=city_summaries_source,
+    ttl=timedelta(hours=2),
+    online=True,
+    tags={"team": "ml-platform", "use_case": "city_qa", "type": "metadata"},
+)
+
+# Feature View 3: Fresh embeddings (PushSource) for near real-time doc updates
+city_summary_embeddings_realtime = FeatureView(
+    name="city_summary_embeddings_realtime",
+    description="Same as city_summary_embeddings but with real-time ingestion (PushSource).",
+    entities=[city],
+    schema=[
+        Field(
+            name="vector",
+            dtype=Array(Float32),
+            description="384-dimensional sentence embedding for semantic similarity search.",
+            vector_index=True,
+            vector_search_metric="COSINE",
+        ),
+        Field(
+            name="sentence_chunks",
+            dtype=String,
+            description="Chunked sentences from the Wikipedia summary.",
+        ),
+    ],
+    source=city_summaries_push_source,
+    ttl=timedelta(hours=2),
+    online=True,
+    tags={
+        "team": "ml-platform",
+        "use_case": "city_qa",
+        "type": "vector",
+        "ingestion": "push",
+    },
+)
+
+# Feature Service: Bundles features for the City Q&A retrieval endpoint
+city_qa_v1 = FeatureService(
+    name="city_qa_v1",
+    features=[
+        city_summary_embeddings,
+        city_metadata,
+    ],
+    description="Feature service for City Information Q&A. ",
+    tags={"team": "ml-platform", "version": "v1"},
+)
+
+# Feature service that includes push-backed and request-time features
+city_qa_v2 = FeatureService(
+    name="city_qa_v2",
+    features=[
+        city_summary_embeddings_realtime,
+        city_metadata,
+    ],
+    description="City Q&A with push ingestion and request-time context (query_text, user_id).",
+    tags={"team": "ml-platform", "version": "v2"},
+)
diff --git a/sdk/python/feast/templates/rag/feature_repo/feature_store.yaml b/sdk/python/feast/templates/rag/feature_repo/feature_store.yaml
new file mode 100644
index 00000000000..658d710b247
--- /dev/null
+++ b/sdk/python/feast/templates/rag/feature_repo/feature_store.yaml
@@ -0,0 +1,20 @@
+project: my_project
+
+project_description: |
+  This project is a smart City Q&A assistant that gives you accurate, detailed answers about any city instantly.
+provider: local
+registry: data/registry.db
+online_store:
+  type: milvus
+  path: data/online_store.db
+  vector_enabled: true
+  embedding_dim: 384
+  index_type: "FLAT"
+  metric_type: "COSINE"
+
+offline_store:
+  type: file
+entity_key_serialization_version: 3
+# By default, no_auth for authentication and authorization
+auth:
+  type: no_auth
diff --git a/sdk/python/feast/templates/rag/feature_repo/test_workflow.py b/sdk/python/feast/templates/rag/feature_repo/test_workflow.py
new file mode 100644
index 00000000000..7a321208795
--- /dev/null
+++ b/sdk/python/feast/templates/rag/feature_repo/test_workflow.py
@@ -0,0 +1,155 @@
+from datetime import datetime
+
+import pandas as pd
+import torch
+import torch.nn.functional as F
+from example_repo import (
+    city,
+    city_metadata,
+    city_qa_v1,
+    city_qa_v2,
+    city_summary_embeddings,
+    city_summary_embeddings_realtime,
+)
+from transformers import AutoModel, AutoTokenizer
+
+from feast import FeatureStore
+from feast.data_source import PushMode
+
+TOKENIZER = "sentence-transformers/all-MiniLM-L6-v2"
+MODEL = "sentence-transformers/all-MiniLM-L6-v2"
+
+
+def mean_pooling(model_output, attention_mask):
+    token_embeddings = model_output[0]
+    input_mask_expanded = (
+        attention_mask.unsqueeze(-1).expand(token_embeddings.size()).float()
+    )
+    return torch.sum(token_embeddings * input_mask_expanded, 1) / torch.clamp(
+        input_mask_expanded.sum(1), min=1e-9
+    )
+
+
+def run_model(sentences, tokenizer, model):
+    encoded_input = tokenizer(
+        sentences, padding=True, truncation=True, return_tensors="pt"
+    )
+    with torch.no_grad():
+        model_output = model(**encoded_input)
+    sentence_embeddings = mean_pooling(model_output, encoded_input["attention_mask"])
+    sentence_embeddings = F.normalize(sentence_embeddings, p=2, dim=1)
+    return sentence_embeddings
+
+
+def run_demo():
+    print("City Information Q&A - RAG Demo")
+
+    store = FeatureStore(repo_path=".")
+    print("\n[1/7] Applying feature definitions...")
+    store.apply(
+        [
+            city,
+            city_summary_embeddings,
+            city_metadata,
+            city_summary_embeddings_realtime,
+            city_qa_v1,
+            city_qa_v2,
+        ]
+    )
+    print(
+        "      Entity, 3 feature views (batch + push), 2 feature services registered."
+    )
+
+    print("\n[2/7] Materializing batch views into online store...")
+    store.materialize(
+        feature_views=["city_summary_embeddings", "city_metadata"],
+        start_date=datetime(1970, 1, 1),
+        end_date=datetime.now(),
+        disable_event_timestamp=True,
+    )
+    print("      city_summary_embeddings, city_metadata materialized from parquet.")
+
+    print("\n[3/7] Verifying batch data...")
+    df = pd.read_parquet("./data/city_wikipedia_summaries_with_embeddings.parquet")
+    embedding_length = len(df["vector"][0])
+    print(f"      Parquet: {len(df)} rows, {embedding_length}-dim vectors.")
+
+    tokenizer = AutoTokenizer.from_pretrained(TOKENIZER)
+    model = AutoModel.from_pretrained(MODEL)
+
+    print("\n[4/7] Pushing one document to PushSource...")
+    push_text = "Demo pushed city for testing RAG and real-time ingestion."
+    push_embedding = run_model([push_text], tokenizer, model)
+    push_vector = push_embedding.detach().cpu().numpy().tolist()[0]
+    push_df = pd.DataFrame.from_dict(
+        {
+            "city_id": [99999],
+            "event_timestamp": [datetime.now()],
+            "vector": [push_vector],
+            "sentence_chunks": [push_text],
+        }
+    )
+    store.push("city_summaries_push_source", push_df, to=PushMode.ONLINE)
+    print("      Pushed city_id=99999 to city_summary_embeddings_realtime.")
+
+    print("\n[5/7] Vector search (batch view)...")
+    question = "the most populous city in the state of New York"
+    print(f'      Query: "{question}"')
+
+    query_embedding = run_model(question, tokenizer, model)
+    query = query_embedding.detach().cpu().numpy().tolist()[0]
+
+    features_batch = store.retrieve_online_documents_v2(
+        features=[
+            "city_summary_embeddings:vector",
+            "city_summary_embeddings:city_id",
+            "city_summary_embeddings:sentence_chunks",
+        ],
+        query=query,
+        top_k=3,
+    )
+    print("      Top 3 (city_summary_embeddings):")
+    results_batch_df = features_batch.to_df()
+    print(results_batch_df[["city_id", "sentence_chunks", "distance"]].to_string())
+
+    print("\n[6/7] Vector search (realtime view, includes pushed doc)...")
+    question_realtime = "Demo pushed city for testing RAG"
+    query_realtime = (
+        run_model([question_realtime], tokenizer, model)
+        .detach()
+        .cpu()
+        .numpy()
+        .tolist()[0]
+    )
+    features_realtime = store.retrieve_online_documents_v2(
+        features=[
+            "city_summary_embeddings_realtime:vector",
+            "city_summary_embeddings_realtime:city_id",
+            "city_summary_embeddings_realtime:sentence_chunks",
+        ],
+        query=query_realtime,
+        top_k=3,
+    )
+    results_realtime_df = features_realtime.to_df()
+    print("      Top 3 (city_summary_embeddings_realtime):")
+    print(results_realtime_df[["city_id", "sentence_chunks", "distance"]].to_string())
+    if any(results_realtime_df["city_id"] == 99999):
+        print("      Pushed doc (city_id=99999) in results.")
+
+    print("\n[7/7] Metadata via Feature Service V2 (city_qa_v2)...")
+    top_city_id = int(results_batch_df["city_id"].iloc[0])
+
+    metadata_features = store.get_online_features(
+        features=store.get_feature_service("city_qa_v2"),
+        entity_rows=[{"city_id": top_city_id}],
+    ).to_dict()
+
+    print(f"      city_id={top_city_id} -> state: {metadata_features['state'][0]}")
+    print(f"      wiki_summary: {metadata_features['wiki_summary'][0][:200]}...")
+
+    store.teardown()
+    print("\nDone.")
+
+
+if __name__ == "__main__":
+    run_demo()
diff --git a/sdk/python/feast/templates/rag/gitignore b/sdk/python/feast/templates/rag/gitignore
new file mode 100644
index 00000000000..2d7ceaab468
--- /dev/null
+++ b/sdk/python/feast/templates/rag/gitignore
@@ -0,0 +1,33 @@
+# Byte-compiled / optimized / DLL files
+__pycache__/
+*.py[cod]
+*.pyo
+*.pyd
+
+# C extensions
+*.so
+
+# Distribution / packaging
+.Python
+env/
+venv/
+.venv
+
+# Pytest
+.cache
+.pytest_cache/
+.coverage
+*.log
+
+# Jupyter Notebook
+.ipynb_checkpoints
+
+# IDEs and Editors
+.vscode/
+.idea/
+
+# OS generated files
+.DS_Store
+
+# Feast
+.feast/
diff --git a/sdk/python/feast/templates/ray_rag/README.md b/sdk/python/feast/templates/ray_rag/README.md
index 240288b88d0..0cade9af9aa 100644
--- a/sdk/python/feast/templates/ray_rag/README.md
+++ b/sdk/python/feast/templates/ray_rag/README.md
@@ -110,7 +110,7 @@ results = store.retrieve_online_documents_v2(
 
 # Display results with metadata
 for i in range(len(results["document_id_pk"])):
-    print(f"{i+1}. {results['movie_name'][i]}")
+    print(f"{i + 1}. {results['movie_name'][i]}")
     print(f"   Director: {results['movie_director'][i]}")
     print(f"   Distance: {results['distance'][i]:.3f}")
 ```
diff --git a/sdk/python/feast/transformation/factory.py b/sdk/python/feast/transformation/factory.py
index 16d7a7570d5..a181b7dea69 100644
--- a/sdk/python/feast/transformation/factory.py
+++ b/sdk/python/feast/transformation/factory.py
@@ -7,6 +7,7 @@
     "sql": "feast.transformation.sql_transformation.SQLTransformation",
     "spark_sql": "feast.transformation.spark_transformation.SparkTransformation",
     "spark": "feast.transformation.spark_transformation.SparkTransformation",
+    "flink": "feast.transformation.flink_transformation.FlinkTransformation",
     "ray": "feast.transformation.ray_transformation.RayTransformation",
 }
 
diff --git a/sdk/python/feast/transformation/flink_transformation.py b/sdk/python/feast/transformation/flink_transformation.py
new file mode 100644
index 00000000000..83b929c4c96
--- /dev/null
+++ b/sdk/python/feast/transformation/flink_transformation.py
@@ -0,0 +1,78 @@
+from __future__ import annotations
+
+from typing import Any, Callable, Optional, cast
+
+from feast.transformation.base import Transformation
+from feast.transformation.mode import TransformationMode
+
+
+class FlinkTransformation(Transformation):
+    """Transformation wrapper for Flink compute-engine UDFs.
+
+    The UDF is expected to accept PyFlink Table objects and return a PyFlink
+    Table.
+    """
+
+    def __new__(
+        cls,
+        udf: Optional[Callable[..., Any]] = None,
+        udf_string: Optional[str] = None,
+        name: Optional[str] = None,
+        tags: Optional[dict[str, str]] = None,
+        description: str = "",
+        owner: str = "",
+        *args,
+        **kwargs,
+    ) -> "FlinkTransformation":
+        if udf is None and udf_string is None:
+            return cast("FlinkTransformation", object.__new__(cls))
+        if udf is None:
+            raise ValueError("udf parameter cannot be None")
+        if udf_string is None:
+            raise ValueError("udf_string parameter cannot be None")
+        return cast(
+            "FlinkTransformation",
+            super(FlinkTransformation, cls).__new__(
+                cls,
+                mode=TransformationMode.FLINK,
+                udf=udf,
+                name=name,
+                udf_string=udf_string,
+                tags=tags,
+                description=description,
+                owner=owner,
+            ),
+        )
+
+    def __init__(
+        self,
+        udf: Optional[Callable[..., Any]] = None,
+        udf_string: Optional[str] = None,
+        name: Optional[str] = None,
+        tags: Optional[dict[str, str]] = None,
+        description: str = "",
+        owner: str = "",
+        *args,
+        **kwargs,
+    ) -> None:
+        if udf is None and udf_string is None:
+            return
+        if udf is None:
+            raise ValueError("udf parameter cannot be None")
+        if udf_string is None:
+            raise ValueError("udf_string parameter cannot be None")
+        super().__init__(
+            mode=TransformationMode.FLINK,
+            udf=udf,
+            name=name,
+            udf_string=udf_string,
+            tags=tags,
+            description=description,
+            owner=owner,
+        )
+
+    def transform(self, *inputs: Any) -> Any:
+        return self.udf(*inputs)
+
+    def infer_features(self, *args, **kwargs) -> Any:
+        pass
diff --git a/sdk/python/feast/transformation/mode.py b/sdk/python/feast/transformation/mode.py
index 44d38d8e99c..bd6fdf22424 100644
--- a/sdk/python/feast/transformation/mode.py
+++ b/sdk/python/feast/transformation/mode.py
@@ -6,6 +6,7 @@ class TransformationMode(Enum):
     PANDAS = "pandas"
     SPARK_SQL = "spark_sql"
     SPARK = "spark"
+    FLINK = "flink"
     RAY = "ray"
     SQL = "sql"
     SUBSTRAIT = "substrait"
diff --git a/sdk/python/feast/transformation/pandas_transformation.py b/sdk/python/feast/transformation/pandas_transformation.py
index 6e073c30100..16994dd832e 100644
--- a/sdk/python/feast/transformation/pandas_transformation.py
+++ b/sdk/python/feast/transformation/pandas_transformation.py
@@ -1,7 +1,6 @@
 import inspect
 from typing import Any, Callable, Optional, cast, get_type_hints
 
-import dill
 import pandas as pd
 import pyarrow
 
@@ -132,21 +131,30 @@ def infer_features(
 
     def __eq__(self, other):
         if not isinstance(other, PandasTransformation):
-            raise TypeError(
-                "Comparisons should only involve PandasTransformation class objects."
-            )
-
-        if (
-            self.udf_string != other.udf_string
-            or self.udf.__code__.co_code != other.udf.__code__.co_code
-        ):
             return False
 
-        return True
+        # udf_string is the canonical diff identity. Source-first from_proto
+        # rebuilds a new callable (strip+exec) whose bytecode differs from the
+        # live repo function even when the source is unchanged — do not require
+        # co_code equality when both sides have source text.
+        left = self.udf_string or ""
+        right = other.udf_string or ""
+        if left and right:
+            return left == right
+
+        return self.udf.__code__.co_code == other.udf.__code__.co_code
 
     @classmethod
     def from_proto(cls, user_defined_function_proto: UserDefinedFunctionProto):
+        from feast.transformation.udf_rehydrate import resolve_udf
+
+        udf_string = user_defined_function_proto.body_text or ""
+        udf = resolve_udf(
+            udf_string=udf_string,
+            body=user_defined_function_proto.body or None,
+            preferred_name=user_defined_function_proto.name or None,
+        )
         return PandasTransformation(
-            udf=dill.loads(user_defined_function_proto.body),
-            udf_string=user_defined_function_proto.body_text,
+            udf=udf,
+            udf_string=udf_string,
         )
diff --git a/sdk/python/feast/transformation/python_transformation.py b/sdk/python/feast/transformation/python_transformation.py
index 68e9eee95f6..951fde11ba1 100644
--- a/sdk/python/feast/transformation/python_transformation.py
+++ b/sdk/python/feast/transformation/python_transformation.py
@@ -1,7 +1,6 @@
 from types import FunctionType
 from typing import Any, Dict, Optional, cast
 
-import dill
 import pyarrow
 
 from feast.field import Field, from_value_type
@@ -143,17 +142,18 @@ def infer_features(
 
     def __eq__(self, other):
         if not isinstance(other, PythonTransformation):
-            raise TypeError(
-                "Comparisons should only involve PythonTransformation class objects."
-            )
-
-        if (
-            self.udf_string != other.udf_string
-            or self.udf.__code__.co_code != other.udf.__code__.co_code
-        ):
             return False
 
-        return True
+        # udf_string is the canonical diff identity. Source-first from_proto
+        # rebuilds a new callable (strip+exec) whose bytecode differs from the
+        # live repo function even when the source is unchanged — do not require
+        # co_code equality when both sides have source text.
+        left = self.udf_string or ""
+        right = other.udf_string or ""
+        if left and right:
+            return left == right
+
+        return self.udf.__code__.co_code == other.udf.__code__.co_code
 
     def __reduce__(self):
         """Support for pickle/dill serialization."""
@@ -164,7 +164,15 @@ def __reduce__(self):
 
     @classmethod
     def from_proto(cls, user_defined_function_proto: UserDefinedFunctionProto):
+        from feast.transformation.udf_rehydrate import resolve_udf
+
+        udf_string = user_defined_function_proto.body_text or ""
+        udf = resolve_udf(
+            udf_string=udf_string,
+            body=user_defined_function_proto.body or None,
+            preferred_name=user_defined_function_proto.name or None,
+        )
         return PythonTransformation(
-            udf=dill.loads(user_defined_function_proto.body),
-            udf_string=user_defined_function_proto.body_text,
+            udf=cast(FunctionType, udf),
+            udf_string=udf_string,
         )
diff --git a/sdk/python/feast/transformation/ray_transformation.py b/sdk/python/feast/transformation/ray_transformation.py
index b592ce8b0d7..5c062a4291d 100644
--- a/sdk/python/feast/transformation/ray_transformation.py
+++ b/sdk/python/feast/transformation/ray_transformation.py
@@ -270,17 +270,16 @@ def infer_features(
 
     def __eq__(self, other):
         if not isinstance(other, RayTransformation):
-            raise TypeError(
-                "Comparisons should only involve RayTransformation class objects."
-            )
-
-        if (
-            self.udf_string != other.udf_string
-            or self.udf.__code__.co_code != other.udf.__code__.co_code
-        ):
             return False
 
-        return True
+        # Match Pandas/Python: udf_string is the canonical diff identity so a
+        # future source-first from_proto does not break no-op feast apply.
+        left = self.udf_string or ""
+        right = other.udf_string or ""
+        if left and right:
+            return left == right
+
+        return self.udf.__code__.co_code == other.udf.__code__.co_code
 
     @classmethod
     def from_proto(cls, user_defined_function_proto: UserDefinedFunctionProto):
diff --git a/sdk/python/feast/transformation/substrait_transformation.py b/sdk/python/feast/transformation/substrait_transformation.py
index 9d271c95d51..bf821364304 100644
--- a/sdk/python/feast/transformation/substrait_transformation.py
+++ b/sdk/python/feast/transformation/substrait_transformation.py
@@ -133,9 +133,7 @@ def infer_features(
 
     def __eq__(self, other):
         if not isinstance(other, SubstraitTransformation):
-            raise TypeError(
-                "Comparisons should only involve SubstraitTransformation class objects."
-            )
+            return False
 
         return (
             self.substrait_plan == other.substrait_plan
diff --git a/sdk/python/feast/transformation/udf_rehydrate.py b/sdk/python/feast/transformation/udf_rehydrate.py
new file mode 100644
index 00000000000..0111bebe6d1
--- /dev/null
+++ b/sdk/python/feast/transformation/udf_rehydrate.py
@@ -0,0 +1,181 @@
+"""Rehydrate trusted UDF callables from registry source text.
+
+Feast persists both dill bytes (``body``) and source (``body_text`` / ``udf_string``).
+Preferring source avoids:
+
+* Spark driver segfaults (exit 139) when dill-restored callables touch DataFrames
+* Cross-Python-version serve failures when apply and feature-server differ
+"""
+
+from __future__ import annotations
+
+import logging
+from typing import Callable, Optional
+
+import dill
+
+logger = logging.getLogger(__name__)
+
+
+def _strip_leading_decorators(udf_string: str) -> str:
+    """Remove leading ``@decorator`` lines before ``def`` / ``async def``.
+
+    Uses a linear paren-balanced scan (O(n)). Avoids nested regex quantifiers that
+    CodeQL flags as ReDoS-prone on adversarial ``@`` / newline spam in body_text.
+    """
+    text = udf_string.lstrip()
+    if not text.startswith("@"):
+        return text
+
+    i = 0
+    n = len(text)
+
+    while i < n:
+        while i < n and text[i] in " \t\r\n":
+            i += 1
+        if i >= n:
+            break
+
+        if text[i] == "#":
+            while i < n and text[i] != "\n":
+                i += 1
+            continue
+
+        rest = text[i:]
+        if rest.startswith("async def ") or rest.startswith("def "):
+            break
+        if text[i] != "@":
+            break
+
+        i += 1  # past '@'
+        while i < n and (text[i].isalnum() or text[i] in "._"):
+            i += 1
+        while i < n and text[i] in " \t":
+            i += 1
+
+        if i < n and text[i] == "(":
+            depth = 0
+            in_str: Optional[str] = None
+            while i < n:
+                ch = text[i]
+                if in_str is not None:
+                    if ch == "\\" and i + 1 < n:
+                        i += 2
+                        continue
+                    if text.startswith(in_str, i):
+                        i += len(in_str)
+                        in_str = None
+                        continue
+                    i += 1
+                    continue
+                if text.startswith('"""', i) or text.startswith("'''", i):
+                    in_str = text[i : i + 3]
+                    i += 3
+                    continue
+                if ch in ("'", '"'):
+                    in_str = ch
+                    i += 1
+                    continue
+                if ch == "(":
+                    depth += 1
+                elif ch == ")":
+                    depth -= 1
+                    i += 1
+                    if depth == 0:
+                        break
+                    continue
+                i += 1
+            while i < n and text[i] in " \t\r":
+                i += 1
+            if i < n and text[i] == "\n":
+                i += 1
+        else:
+            while i < n and text[i] != "\n":
+                i += 1
+            if i < n and text[i] == "\n":
+                i += 1
+
+    stripped = text[i:]
+    return stripped if stripped.strip() else udf_string
+
+
+def _exec_namespace() -> dict:
+    """Minimal globals so typical UDF source can exec without full feast apply ctx."""
+    ns: dict = {"__name__": "feast_udf_rehydrate"}
+    try:
+        import pandas as pd
+
+        ns["pd"] = pd
+        ns["pandas"] = pd
+    except ImportError:
+        pass
+    try:
+        import numpy as np
+
+        ns["np"] = np
+        ns["numpy"] = np
+    except ImportError:
+        pass
+    return ns
+
+
+def rehydrate_udf_from_source(
+    udf_string: str,
+    *,
+    preferred_name: Optional[str] = None,
+) -> Optional[Callable]:
+    """Exec ``udf_string`` and return the resulting callable, or None.
+
+    ``udf_string`` is treated as trusted registry content written by ``feast apply``.
+    Returns None on failure so callers can fall back to dill.
+    """
+    if not (udf_string or "").strip():
+        return None
+
+    source = _strip_leading_decorators(udf_string)
+    ns = _exec_namespace()
+    try:
+        exec(source, ns)  # noqa: S102 — trusted registry source
+    except Exception as e:
+        logger.debug("udf source rehydrate failed: %s", e)
+        return None
+
+    if preferred_name and preferred_name in ns and callable(ns[preferred_name]):
+        return ns[preferred_name]
+
+    for value in ns.values():
+        if not callable(value):
+            continue
+        name = getattr(value, "__name__", None)
+        if name in (None, "<lambda>", "__build_class__"):
+            continue
+        # Skip imported modules / classes we seeded
+        if name in ("DataFrame",):
+            continue
+        return value
+
+    return None
+
+
+def resolve_udf(
+    *,
+    udf_string: str = "",
+    body: Optional[bytes] = None,
+    fallback_udf: Optional[Callable] = None,
+    preferred_name: Optional[str] = None,
+) -> Callable:
+    """Resolve a UDF: source first, then ``fallback_udf``, then dill ``body``."""
+    rehydrated = rehydrate_udf_from_source(udf_string, preferred_name=preferred_name)
+    if rehydrated is not None:
+        return rehydrated
+
+    if fallback_udf is not None:
+        return fallback_udf
+
+    if body:
+        return dill.loads(body)
+
+    raise ValueError(
+        "Cannot resolve UDF: empty udf_string/body_text and no dill body or "
+        "fallback callable. Re-run feast apply so body_text is persisted."
+    )
diff --git a/sdk/python/feast/type_map.py b/sdk/python/feast/type_map.py
index e9ccee08f25..54699396c80 100644
--- a/sdk/python/feast/type_map.py
+++ b/sdk/python/feast/type_map.py
@@ -15,9 +15,10 @@
 import decimal
 import json
 import logging
+import re
 import uuid as uuid_module
 from collections import defaultdict
-from datetime import datetime, timezone
+from datetime import datetime, timedelta, timezone
 from typing import (
     TYPE_CHECKING,
     Any,
@@ -59,6 +60,7 @@
     ScalarMapEntry,
     StringList,
     StringSet,
+    ZonedTimestamp,
 )
 from feast.protos.feast.types.Value_pb2 import Value as ProtoValue
 from feast.value_type import ListType, SetType, ValueType
@@ -72,6 +74,66 @@
 logger = logging.getLogger(__name__)
 
 
+def _zone_name(tzinfo: Optional[Any]) -> str:
+    """Return a storable zone string for a datetime's tzinfo.
+
+    Prefers the IANA name (e.g. ``zoneinfo.ZoneInfo`` key) so DST is preserved;
+    falls back to a fixed-offset string (e.g. ``-07:00``). A naive datetime
+    (``tzinfo is None``) yields ``""``, which decodes back as UTC.
+    """
+    if tzinfo is None:
+        return ""
+    key = getattr(tzinfo, "key", None)  # zoneinfo.ZoneInfo
+    if key:
+        return key
+    name = str(tzinfo)
+    # zoneinfo prints as the key; pytz prints the name; offsets print as "UTC-07:00"
+    return name
+
+
+def _zone_from_name(zone: str):
+    """Resolve a stored zone string back to a tzinfo. Empty → UTC."""
+    if not zone:
+        return timezone.utc
+    try:
+        from zoneinfo import ZoneInfo
+
+        return ZoneInfo(zone)
+    except Exception:
+        # Not an IANA name. It may be a fixed-offset string produced by
+        # ``_zone_name`` (e.g. "UTC", "UTC-07:00", "+05:30"); parse it so the
+        # original offset is preserved on round trips rather than silently
+        # shifting the wall-clock time to UTC.
+        offset = _fixed_offset_from_name(zone)
+        if offset is not None:
+            return offset
+        logger.warning("Could not resolve zone %r; decoding as UTC", zone)
+        return timezone.utc
+
+
+def _fixed_offset_from_name(zone: str) -> Optional[timezone]:
+    """Parse a fixed-offset zone string into a ``timezone``.
+
+    Accepts the forms ``_zone_name`` emits for offset-only tzinfos: a bare
+    ``UTC``/``GMT``, or an offset like ``UTC-07:00``, ``-07:00``, ``+05:30`` or
+    ``+0530``. Returns ``None`` if the string is not a recognizable offset.
+    """
+    text = zone.strip()
+    if text in ("UTC", "GMT"):
+        return timezone.utc
+    match = re.fullmatch(
+        r"(?:UTC|GMT)?([+-])(\d{2}):?(\d{2})",
+        text,
+    )
+    if not match:
+        return None
+    sign, hours, minutes = match.groups()
+    delta = timedelta(hours=int(hours), minutes=int(minutes))
+    if sign == "-":
+        delta = -delta
+    return timezone(delta)
+
+
 def feast_value_type_to_python_type(
     field_value_proto: ProtoValue,
     feature_type: Optional[ValueType] = None,
@@ -127,6 +189,13 @@ def feast_value_type_to_python_type(
     elif val_attr == "scalar_map_val":
         return _handle_scalar_map_value(val)
 
+    # Zoned timestamp: a (instant, zone) message → tz-aware datetime in its own zone.
+    if val_attr == "zoned_timestamp_val":
+        if val.unix_timestamp == NULL_TIMESTAMP_INT_VALUE:
+            return None
+        tz = _zone_from_name(val.zone)
+        return datetime.fromtimestamp(val.unix_timestamp, tz=tz)
+
     # If it's a _LIST or _SET type extract the values.
     if hasattr(val, "val"):
         val = list(val.val)
@@ -524,6 +593,8 @@ def _convert_value_type_str_to_value_type(type_str: str) -> ValueType:
         "DECIMAL": ValueType.DECIMAL,
         "DECIMAL_LIST": ValueType.DECIMAL_LIST,
         "DECIMAL_SET": ValueType.DECIMAL_SET,
+        "SCALAR_MAP": ValueType.SCALAR_MAP,
+        "ZONED_TIMESTAMP": ValueType.ZONED_TIMESTAMP,
     }
     return type_map.get(type_str, ValueType.STRING)
 
@@ -739,7 +810,7 @@ def _validate_collection_item_types(
     """
     if sample is None:
         return
-    if all(type(item) in valid_types for item in sample):
+    if all(type(item) in valid_types for item in sample if item is not None):
         return
 
     # to_numpy() upcasts INT32/INT64 with NULL to Float64 automatically
@@ -750,6 +821,8 @@ def _validate_collection_item_types(
         ValueType.INT64_SET,
     ]
     for item in sample:
+        if item is None:
+            continue  # None elements in STRING_LIST are replaced with ""; for other types they are dropped
         if type(item) not in valid_types:
             if feast_value_type in int_collection_types:
                 # Check if the float values are due to NULL upcast
@@ -868,6 +941,39 @@ def convert_set_to_list(value: Any) -> Any:
     ]
 
 
+# Per-type default values substituted for None elements inside list columns.
+# Protobuf repeated fields do not accept None, so we replace with a
+# type-appropriate zero/empty value.
+_LIST_NONE_DEFAULTS: Dict[ValueType, Any] = {
+    ValueType.STRING_LIST: "",
+    ValueType.BYTES_LIST: b"",
+    ValueType.INT32_LIST: 0,
+    ValueType.INT64_LIST: 0,
+    ValueType.FLOAT_LIST: 0.0,
+    ValueType.DOUBLE_LIST: 0.0,
+    ValueType.BOOL_LIST: False,
+    ValueType.UNIX_TIMESTAMP_LIST: NULL_TIMESTAMP_INT_VALUE,
+    ValueType.UUID_LIST: "",
+    ValueType.TIME_UUID_LIST: "",
+    ValueType.DECIMAL_LIST: "",
+}
+
+
+def _sanitize_list_value(value: Any, feast_value_type: ValueType) -> Any:
+    """Convert ndarray to list and replace None elements with a type-appropriate default.
+
+    Arrow/Athena may deserialize array columns as numpy.ndarray with object dtype
+    instead of plain Python lists.  Protobuf repeated fields do not accept ndarrays
+    or None elements, so we normalise here before building proto messages.
+    """
+    if isinstance(value, np.ndarray):
+        value = value.tolist()
+    none_default = _LIST_NONE_DEFAULTS.get(feast_value_type)
+    if none_default is not None and isinstance(value, list):
+        value = [none_default if v is None else v for v in value]
+    return value
+
+
 def _convert_list_values_to_proto(
     feast_value_type: ValueType,
     values: List[Any],
@@ -890,6 +996,13 @@ def _convert_list_values_to_proto(
         feast_value_type
     ]
 
+    values = [
+        _sanitize_list_value(v, feast_value_type) if v is not None else v
+        for v in values
+    ]
+    if sample is not None:
+        sample = _sanitize_list_value(sample, feast_value_type)
+
     # Bytes to array type conversion
     if isinstance(sample, (bytes, bytearray)):
         if feast_value_type == ValueType.BYTES_LIST:
@@ -999,6 +1112,35 @@ def _convert_scalar_values_to_proto(
                 out[i] = ProtoValue(unix_timestamp_val=ts)  # type: ignore
         return out
 
+    if feast_value_type == ValueType.ZONED_TIMESTAMP:
+        # Lossless zoned datetime: store the UTC instant plus the originating zone.
+        # Only datetime values are accepted; a naive datetime keeps zone="" (UTC).
+        out = []
+        for value in values:
+            if _is_array_like(value) or value is None or pd.isnull(value):
+                out.append(ProtoValue())
+            elif isinstance(value, datetime):
+                # A naive datetime is interpreted as UTC for the instant, but keeps
+                # zone="" (the "unzoned" sentinel, which decode maps back to UTC).
+                dt = (
+                    value
+                    if value.tzinfo is not None
+                    else value.replace(tzinfo=timezone.utc)
+                )
+                out.append(
+                    ProtoValue(
+                        zoned_timestamp_val=ZonedTimestamp(
+                            unix_timestamp=int(dt.timestamp()),
+                            zone=_zone_name(value.tzinfo),
+                        )
+                    )  # type: ignore
+                )
+            else:
+                raise TypeError(
+                    f"ZONED_TIMESTAMP expects datetime values, got {type(value)}"
+                )
+        return out
+
     field_name, func, valid_scalar_types = PYTHON_SCALAR_VALUE_TYPE_TO_PROTO_VALUE[
         feast_value_type
     ]
@@ -1216,6 +1358,7 @@ def _python_value_to_proto_value(
     if (
         feast_value_type in PYTHON_SCALAR_VALUE_TYPE_TO_PROTO_VALUE
         or feast_value_type == ValueType.UNIX_TIMESTAMP
+        or feast_value_type == ValueType.ZONED_TIMESTAMP
     ):
         scalar_sample = next(
             (v for v in values if _non_empty_value(v) and not _is_array_like(v)),
@@ -1904,7 +2047,7 @@ def pg_type_to_feast_value_type(type_str: str) -> ValueType:
         "bigint": ValueType.INT64,
         "smallint": ValueType.INT32,
         "integer": ValueType.INT32,
-        "real": ValueType.DOUBLE,
+        "real": ValueType.FLOAT,
         "double precision": ValueType.DOUBLE,
         "boolean[]": ValueType.BOOL_LIST,
         "bytea[]": ValueType.BYTES_LIST,
@@ -1915,7 +2058,7 @@ def pg_type_to_feast_value_type(type_str: str) -> ValueType:
         "text[]": ValueType.STRING_LIST,
         "character[]": ValueType.STRING_LIST,
         "bigint[]": ValueType.INT64_LIST,
-        "real[]": ValueType.DOUBLE_LIST,
+        "real[]": ValueType.FLOAT_LIST,
         "double precision[]": ValueType.DOUBLE_LIST,
         "character": ValueType.STRING,
         "character varying": ValueType.STRING,
@@ -2055,25 +2198,62 @@ def pg_type_code_to_arrow(code: int) -> str:
 
 def athena_to_feast_value_type(athena_type_as_str: str) -> ValueType:
     # Type names from https://docs.aws.amazon.com/athena/latest/ug/data-types.html
+    athena_type = athena_type_as_str.lower().strip()
+    if athena_type.startswith("array"):
+        inner_type_match = re.search(r"(?:<|\[)(.+)(?:>|\])", athena_type)
+        if inner_type_match:
+            inner_type = inner_type_match.group(1).strip()
+            inner_feast_type = athena_to_feast_value_type(inner_type)
+
+            list_mapping = {
+                ValueType.BYTES: ValueType.BYTES_LIST,
+                ValueType.STRING: ValueType.STRING_LIST,
+                ValueType.INT32: ValueType.INT32_LIST,
+                ValueType.INT64: ValueType.INT64_LIST,
+                ValueType.DOUBLE: ValueType.DOUBLE_LIST,
+                ValueType.FLOAT: ValueType.FLOAT_LIST,
+                ValueType.BOOL: ValueType.BOOL_LIST,
+                ValueType.UNIX_TIMESTAMP: ValueType.UNIX_TIMESTAMP_LIST,
+                ValueType.MAP: ValueType.MAP_LIST,
+                ValueType.JSON: ValueType.JSON_LIST,
+                ValueType.STRUCT: ValueType.STRUCT_LIST,
+                ValueType.UUID: ValueType.UUID_LIST,
+                ValueType.DECIMAL: ValueType.DECIMAL_LIST,
+            }
+            return list_mapping.get(inner_feast_type, ValueType.VALUE_LIST)
+        return ValueType.VALUE_LIST
+
+    base_type = re.split(r"[(<\[]", athena_type)[0].strip()
+
+    if "timestamp" in base_type or "time" in base_type or "date" in base_type:
+        return ValueType.UNIX_TIMESTAMP
+
     type_map = {
-        "null": ValueType.UNKNOWN,
+        "null": ValueType.UNKNOWN,  # There is a null type, but this preserves backwards compat
         "boolean": ValueType.BOOL,
         "tinyint": ValueType.INT32,
         "smallint": ValueType.INT32,
         "int": ValueType.INT32,
+        "integer": ValueType.INT32,
         "bigint": ValueType.INT64,
         "double": ValueType.DOUBLE,
         "float": ValueType.FLOAT,
+        "real": ValueType.FLOAT,
+        "decimal": ValueType.DECIMAL,
         "binary": ValueType.BYTES,
+        "varbinary": ValueType.BYTES,
         "char": ValueType.STRING,
         "varchar": ValueType.STRING,
         "string": ValueType.STRING,
-        "timestamp": ValueType.UNIX_TIMESTAMP,
         "json": ValueType.JSON,
         "struct": ValueType.STRUCT,
+        "row": ValueType.STRUCT,
         "map": ValueType.MAP,
+        "uuid": ValueType.UUID,
+        "ipaddress": ValueType.STRING,
     }
-    return type_map[athena_type_as_str.lower()]
+
+    return type_map.get(base_type, ValueType.UNKNOWN)
 
 
 def pa_to_athena_value_type(pa_type: "pyarrow.DataType") -> str:
@@ -2111,10 +2291,14 @@ def pa_to_athena_value_type(pa_type: "pyarrow.DataType") -> str:
         "int16": "smallint",
         "int32": "int",
         "int64": "bigint",
-        "uint8": "tinyint",
-        "uint16": "tinyint",
-        "uint32": "tinyint",
-        "uint64": "tinyint",
+        # Athena integer types are signed, so unsigned Arrow types must be
+        # widened to the next-larger signed type to avoid overflow in the
+        # generated DDL (e.g. uint32 exceeds signed int's max). This mirrors
+        # the widening already done in arrow_to_pg_type for Postgres.
+        "uint8": "smallint",
+        "uint16": "int",
+        "uint32": "bigint",
+        "uint64": "bigint",
         "float": "float",
         "double": "double",
         "binary": "binary",
diff --git a/sdk/python/feast/types.py b/sdk/python/feast/types.py
index 9a9cfeeec84..ca913e06bb8 100644
--- a/sdk/python/feast/types.py
+++ b/sdk/python/feast/types.py
@@ -38,6 +38,7 @@
     "MAP": "MAP",
     "JSON": "JSON",
     "SCALAR_MAP": "SCALAR_MAP",
+    "ZONED_TIMESTAMP": "ZONED_TIMESTAMP",
 }
 
 
@@ -95,6 +96,7 @@ class PrimitiveFeastType(Enum):
     TIME_UUID = 14
     DECIMAL = 15
     SCALAR_MAP = 16
+    ZONED_TIMESTAMP = 17
 
     def to_value_type(self) -> ValueType:
         """
@@ -133,6 +135,7 @@ def __hash__(self):
 TimeUuid = PrimitiveFeastType.TIME_UUID
 Decimal = PrimitiveFeastType.DECIMAL
 ScalarMap = PrimitiveFeastType.SCALAR_MAP
+ZonedTimestamp = PrimitiveFeastType.ZONED_TIMESTAMP
 
 SUPPORTED_BASE_TYPES = [
     Invalid,
@@ -151,6 +154,7 @@ def __hash__(self):
     Uuid,
     TimeUuid,
     Decimal,
+    ZonedTimestamp,
 ]
 
 PRIMITIVE_FEAST_TYPES_TO_STRING = {
@@ -171,6 +175,7 @@ def __hash__(self):
     "TIME_UUID": "TimeUuid",
     "DECIMAL": "Decimal",
     "SCALAR_MAP": "ScalarMap",
+    "ZONED_TIMESTAMP": "ZonedTimestamp",
 }
 
 
@@ -186,13 +191,16 @@ class Array(ComplexFeastType):
 
     def __init__(self, base_type: Union[PrimitiveFeastType, "ComplexFeastType"]):
         # Allow Struct, Array, and Set as base types for nested collections
-        if (
-            not isinstance(base_type, (Struct, Array, Set))
-            and base_type not in SUPPORTED_BASE_TYPES
-        ):
-            raise ValueError(
-                f"Type {type(base_type)} is currently not supported as a base type for Array."
-            )
+        if not isinstance(base_type, (Struct, Array, Set)):
+            # Arrays do not support ZonedTimestamp: there is no ZONED_TIMESTAMP_LIST
+            # ValueType for it to map to.
+            supported_array_types = [
+                t for t in SUPPORTED_BASE_TYPES if t not in (ZonedTimestamp,)
+            ]
+            if base_type not in supported_array_types:
+                raise ValueError(
+                    f"Type {type(base_type)} is currently not supported as a base type for Array."
+                )
 
         self.base_type = base_type
 
@@ -231,8 +239,11 @@ class Set(ComplexFeastType):
     def __init__(self, base_type: Union[PrimitiveFeastType, ComplexFeastType]):
         # Allow Array and Set as base types for nested collections
         if not isinstance(base_type, (Array, Set)):
-            # Sets do not support MAP as a base type
-            supported_set_types = [t for t in SUPPORTED_BASE_TYPES if t not in (Map,)]
+            # Sets do not support MAP as a base type, nor ZonedTimestamp (there is no
+            # ZONED_TIMESTAMP_SET ValueType for it to map to).
+            supported_set_types = [
+                t for t in SUPPORTED_BASE_TYPES if t not in (Map, ZonedTimestamp)
+            ]
             if base_type not in supported_set_types:
                 raise ValueError(
                     f"Type {type(base_type)} is currently not supported as a base type for Set."
@@ -351,6 +362,7 @@ def __hash__(self):
     ValueType.DECIMAL_LIST: Array(Decimal),
     ValueType.DECIMAL_SET: Set(Decimal),
     ValueType.SCALAR_MAP: ScalarMap,
+    ValueType.ZONED_TIMESTAMP: ZonedTimestamp,
 }
 
 FEAST_TYPES_TO_PYARROW_TYPES = {
@@ -362,6 +374,8 @@ def __hash__(self):
     Float64: pyarrow.float64(),
     # Note: datetime only supports microseconds https://github.com/python/cpython/blob/3.8/Lib/datetime.py#L1559
     UnixTimestamp: pyarrow.timestamp("us", tz=_utc_now().tzname()),
+    # Per-value zone is carried in the proto; the Arrow column type is tz-aware UTC.
+    ZonedTimestamp: pyarrow.timestamp("us", tz="UTC"),
     Map: pyarrow.map_(pyarrow.string(), pyarrow.string()),
     Json: pyarrow.large_string(),
     Uuid: pyarrow.string(),
diff --git a/sdk/python/feast/ui_server.py b/sdk/python/feast/ui_server.py
index 99a4abc9c81..2a84f499a10 100644
--- a/sdk/python/feast/ui_server.py
+++ b/sdk/python/feast/ui_server.py
@@ -1,20 +1,878 @@
 import json
-import threading
+import logging
 from importlib import resources as importlib_resources
-from typing import Callable, Optional
+from typing import Any, Dict, List, Optional
 
+import pandas as pd
 import uvicorn
 from fastapi import FastAPI, Response, status
 from fastapi.middleware.cors import CORSMiddleware
 from fastapi.staticfiles import StaticFiles
+from pydantic import BaseModel
 
 import feast
 
+logger = logging.getLogger(__name__)
+
+
+def _safe_error_response(
+    operation: str, status_code: int = status.HTTP_400_BAD_REQUEST
+) -> Response:
+    """Return a generic error response without exposing internal details."""
+    return Response(
+        content=json.dumps(
+            {"detail": f"{operation} failed. Check server logs for details."}
+        ),
+        status_code=status_code,
+        media_type="application/json",
+    )
+
+
+def _build_auth_config_json(store: "feast.FeatureStore") -> str:
+    """Build a JSON string with auth config from feature_store.yaml for the UI."""
+    from feast.permissions.auth_model import AuthConfig, OidcAuthConfig
+
+    auth_cfg = getattr(store.config, "auth_config", None)
+    if not isinstance(auth_cfg, AuthConfig):
+        return json.dumps({"auth_type": "no_auth"})
+
+    auth_type = auth_cfg.type if auth_cfg else "no_auth"
+
+    config: Dict[str, str] = {"auth_type": auth_type}
+    if auth_type == "oidc" and isinstance(auth_cfg, OidcAuthConfig):
+        discovery_url = auth_cfg.auth_discovery_url
+        if "/realms/" in discovery_url:
+            base = discovery_url.split("/realms/")[0]
+            realm = discovery_url.split("/realms/")[1].split("/")[0]
+            config["url"] = base
+            config["realm"] = realm
+        config["auth_discovery_url"] = discovery_url
+        config["client_id"] = auth_cfg.ui_client_id or auth_cfg.client_id or ""
+
+    return json.dumps(config)
+
+
+def _build_projects_list(
+    store: "feast.FeatureStore",
+    project_id: str,
+    root_path: str,
+):
+    """Build the projects list for the UI."""
+    discovered_projects = []
+    registry_path_template = f"{root_path}/api/v1"
+
+    try:
+        projects = store.registry.list_projects(allow_cache=True)
+        for proj in projects:
+            discovered_projects.append(
+                {
+                    "name": proj.name.replace("_", " ").title(),
+                    "description": proj.description or f"Project: {proj.name}",
+                    "id": proj.name,
+                    "registryPath": registry_path_template,
+                }
+            )
+    except Exception:
+        pass
+
+    if not discovered_projects:
+        discovered_projects.append(
+            {
+                "name": "Project",
+                "description": "Test project",
+                "id": project_id,
+                "registryPath": registry_path_template,
+            }
+        )
+
+    if len(discovered_projects) > 1:
+        all_projects_entry = {
+            "name": "All Projects",
+            "description": "View data across all projects",
+            "id": "all",
+            "registryPath": registry_path_template,
+        }
+        discovered_projects.insert(0, all_projects_entry)
+
+    return {"projects": discovered_projects}
+
+
+def _setup_rest_mode(app: FastAPI, store: "feast.FeatureStore"):
+    """Mount the REST registry API routes on the UI server under /api/v1."""
+    from fastapi import Depends, Request
+    from fastapi.responses import JSONResponse
+
+    from feast.api.registry.rest import register_all_routes
+    from feast.errors import FeastObjectNotFoundException, FeastPermissionError
+    from feast.permissions.server.utils import (
+        ServerType,
+        init_auth_manager,
+        init_security_manager,
+        str_to_auth_manager_type,
+    )
+    from feast.registry_server import RegistryServer
+
+    grpc_handler = RegistryServer(store.registry, store=store)
+
+    auth_cfg = store.config.auth_config
+    dependencies = []
+    if auth_cfg and auth_cfg.type != "no_auth":
+        from feast.permissions.server.rest import inject_user_details
+
+        auth_type = str_to_auth_manager_type(auth_cfg.type)
+        init_security_manager(auth_type=auth_type, fs=store)
+        init_auth_manager(
+            auth_type=auth_type,
+            server_type=ServerType.REST,
+            auth_config=auth_cfg,
+        )
+        dependencies.append(Depends(inject_user_details))
+
+    rest_app = FastAPI(root_path="/api/v1", dependencies=dependencies)
+
+    @rest_app.exception_handler(FeastPermissionError)
+    async def feast_permission_error_handler(
+        request: Request, exc: FeastPermissionError
+    ):
+        return JSONResponse(
+            status_code=403,
+            content={
+                "status_code": 403,
+                "detail": str(exc),
+                "error_type": "FeastPermissionError",
+            },
+        )
+
+    @rest_app.exception_handler(FeastObjectNotFoundException)
+    async def feast_object_not_found_handler(
+        request: Request, exc: FeastObjectNotFoundException
+    ):
+        return JSONResponse(
+            status_code=404,
+            content={
+                "status_code": 404,
+                "detail": str(exc),
+                "error_type": "FeastObjectNotFoundException",
+            },
+        )
+
+    register_all_routes(rest_app, grpc_handler, store=store)
+
+    class PushRequest(BaseModel):
+        push_source_name: str
+        df: Dict[str, List]
+        to: Optional[str] = "online"
+
+    @rest_app.post("/push")
+    def push_labels(request: PushRequest):
+        """Push label data to a LabelView (or any PushSource-backed FeatureView)."""
+        try:
+            df = pd.DataFrame(request.df)
+            if "event_timestamp" in df.columns:
+                df["event_timestamp"] = pd.to_datetime(
+                    df["event_timestamp"], utc=True
+                ).dt.tz_localize(None)
+            to = request.to or "online"
+            if to == "online_and_offline":
+                store.push(
+                    request.push_source_name,
+                    df,
+                    to=feast.data_source.PushMode.ONLINE_AND_OFFLINE,
+                )
+            elif to == "offline":
+                store.push(
+                    request.push_source_name, df, to=feast.data_source.PushMode.OFFLINE
+                )
+            else:
+                store.push(
+                    request.push_source_name, df, to=feast.data_source.PushMode.ONLINE
+                )
+            return {"status": "ok"}
+        except Exception:
+            logger.exception("Push failed")
+            return _safe_error_response("Push")
+
+    class GetOnlineFeaturesRequest(BaseModel):
+        feature_view: str
+        entity_keys: Dict[str, List]
+
+    @rest_app.post("/get-online-labels")
+    def get_online_labels(request: GetOnlineFeaturesRequest):
+        """Retrieve current label values from the online store for given entity keys."""
+        try:
+            fv_name = request.feature_view
+
+            fv: Any = None
+            try:
+                fv = store.get_feature_view(fv_name)
+            except Exception:
+                pass
+
+            if fv is None:
+                try:
+                    fv = store.registry.get_label_view(fv_name, store.project)
+                except Exception:
+                    pass
+
+            if fv is None:
+                return Response(
+                    content=json.dumps(
+                        {"detail": f"Feature view or label view '{fv_name}' not found"}
+                    ),
+                    status_code=status.HTTP_404_NOT_FOUND,
+                    media_type="application/json",
+                )
+
+            feature_refs = [f"{fv_name}:{f.name}" for f in fv.features]
+
+            result = store.get_online_features(
+                features=feature_refs,
+                entity_rows=[
+                    {k: v[i] for k, v in request.entity_keys.items()}
+                    for i in range(len(next(iter(request.entity_keys.values()))))
+                ],
+            )
+
+            result_dict = result.to_dict()
+            return {"results": result_dict}
+        except Exception:
+            logger.exception("get-online-labels failed")
+            return _safe_error_response("Get online labels")
+
+    class ListLabelsRequest(BaseModel):
+        feature_view: str
+        limit: Optional[int] = 100
+
+    @rest_app.post("/list-labels")
+    def list_labels(request: ListLabelsRequest):
+        """List resolved labels from the offline store with conflict policy enforcement."""
+        try:
+            from feast.labeling.conflict_policy import ConflictPolicy
+            from feast.labeling.conflict_resolver import resolve_conflicts
+
+            fv_name = request.feature_view
+            fv: Any = None
+            try:
+                fv = store.registry.get_label_view(fv_name, store.project)
+            except Exception:
+                try:
+                    fv = store.get_feature_view(fv_name)
+                except Exception:
+                    pass
+
+            if fv is None:
+                return Response(
+                    content=json.dumps({"detail": f"Label view '{fv_name}' not found"}),
+                    status_code=status.HTTP_404_NOT_FOUND,
+                    media_type="application/json",
+                )
+
+            batch_source = getattr(fv, "batch_source", None)
+            if batch_source is None:
+                return Response(
+                    content=json.dumps({"detail": f"No batch source for '{fv_name}'"}),
+                    status_code=status.HTTP_400_BAD_REQUEST,
+                    media_type="application/json",
+                )
+
+            feature_names = [f.name for f in fv.features]
+            join_keys = (
+                fv.join_keys
+                if hasattr(fv, "join_keys")
+                else (fv.entities if fv.entities else [])
+            )
+
+            provider = store._get_provider()
+            timestamp_field = batch_source.timestamp_field
+
+            conflict_policy = getattr(
+                fv, "conflict_policy", ConflictPolicy.LAST_WRITE_WINS
+            )
+            labeler_field = getattr(fv, "labeler_field", "labeler")
+
+            try:
+                job = provider.offline_store.pull_all_from_table_or_query(
+                    config=store.config,
+                    data_source=batch_source,
+                    join_key_columns=join_keys,
+                    feature_name_columns=feature_names,
+                    timestamp_field=timestamp_field,
+                )
+                df = job.to_df()
+            except Exception:
+                return {
+                    "labels": [],
+                    "columns": join_keys + feature_names,
+                    "feature_names": feature_names,
+                    "entity_names": join_keys,
+                    "total_count": 0,
+                    "total_entities": 0,
+                    "conflict_policy": conflict_policy.value,
+                    "hint": "No label data found yet. Push labels to get started.",
+                }
+
+            df = resolve_conflicts(
+                df=df,
+                join_key_columns=join_keys,
+                feature_name_columns=feature_names,
+                timestamp_field=timestamp_field,
+                labeler_field=labeler_field,
+                conflict_policy=conflict_policy,
+            )
+
+            limit = request.limit or 100
+            df = df.head(limit)
+
+            result = df.to_dict(orient="records")
+            for row in result:
+                for k, v in row.items():
+                    if pd.isna(v):
+                        row[k] = None
+                    elif hasattr(v, "isoformat"):
+                        row[k] = v.isoformat()
+
+            return {
+                "labels": result,
+                "columns": list(df.columns),
+                "feature_names": feature_names,
+                "entity_names": join_keys,
+                "total_count": len(result),
+                "total_entities": len(result),
+                "conflict_policy": conflict_policy.value,
+            }
+        except Exception:
+            logger.exception("list-labels failed")
+            return _safe_error_response("List labels")
+
+    class LabelQualityRequest(BaseModel):
+        feature_view: str
+
+    @rest_app.post("/label-quality")
+    def label_quality(request: LabelQualityRequest):
+        """Compute label quality metrics with conflict policy enforcement."""
+        try:
+            from datetime import datetime, timezone
+
+            from feast.labeling.conflict_policy import ConflictPolicy
+            from feast.labeling.conflict_resolver import resolve_conflicts
+
+            fv_name = request.feature_view
+            fv: Any = None
+            try:
+                fv = store.registry.get_label_view(fv_name, store.project)
+            except Exception:
+                try:
+                    fv = store.get_feature_view(fv_name)
+                except Exception:
+                    pass
+
+            if fv is None:
+                return Response(
+                    content=json.dumps({"detail": f"Label view '{fv_name}' not found"}),
+                    status_code=status.HTTP_404_NOT_FOUND,
+                    media_type="application/json",
+                )
+
+            batch_source = getattr(fv, "batch_source", None)
+            if batch_source is None:
+                return Response(
+                    content=json.dumps({"detail": f"No batch source for '{fv_name}'"}),
+                    status_code=status.HTTP_400_BAD_REQUEST,
+                    media_type="application/json",
+                )
+
+            feature_names = [f.name for f in fv.features]
+            join_keys = (
+                fv.join_keys
+                if hasattr(fv, "join_keys")
+                else (fv.entities if fv.entities else [])
+            )
+
+            provider = store._get_provider()
+            timestamp_field = batch_source.timestamp_field
+            labeler_field = getattr(fv, "labeler_field", "labeler")
+            conflict_policy = getattr(
+                fv, "conflict_policy", ConflictPolicy.LAST_WRITE_WINS
+            )
+
+            try:
+                job = provider.offline_store.pull_all_from_table_or_query(
+                    config=store.config,
+                    data_source=batch_source,
+                    join_key_columns=join_keys,
+                    feature_name_columns=feature_names,
+                    timestamp_field=timestamp_field,
+                )
+                raw_df = job.to_df()
+            except Exception:
+                return {
+                    "total_entities": 0,
+                    "total_annotations": 0,
+                    "feature_names": feature_names,
+                    "distributions": {},
+                    "coverage_pct": {},
+                    "null_counts": {},
+                    "labeler_stats": {},
+                    "staleness_seconds": None,
+                    "oldest_label_ts": None,
+                    "newest_label_ts": None,
+                    "labeler_field": labeler_field,
+                    "conflict_policy": conflict_policy.value,
+                    "hint": "No label data found yet. Push labels to compute quality metrics.",
+                }
+
+            total_annotations = len(raw_df)
+
+            # Labeler stats computed on raw data (before resolution)
+            labeler_stats: Dict[str, int] = {}
+            if labeler_field and labeler_field in raw_df.columns:
+                labeler_stats = (
+                    raw_df[labeler_field].dropna().astype(str).value_counts().to_dict()
+                )
+
+            # Resolve conflicts to get one row per entity
+            df = resolve_conflicts(
+                df=raw_df,
+                join_key_columns=join_keys,
+                feature_name_columns=feature_names,
+                timestamp_field=timestamp_field,
+                labeler_field=labeler_field,
+                conflict_policy=conflict_policy,
+            )
+
+            total_entities = len(df)
+            ts_col = timestamp_field
+
+            staleness_seconds = None
+            oldest_ts = None
+            newest_ts = None
+            if ts_col in df.columns and not df[ts_col].empty:
+                ts_series = pd.to_datetime(df[ts_col], utc=True)
+                oldest_ts = ts_series.min().isoformat()
+                newest_ts = ts_series.max().isoformat()
+                staleness_seconds = (
+                    datetime.now(timezone.utc) - ts_series.max()
+                ).total_seconds()
+
+            distributions: Dict[str, Dict[str, int]] = {}
+            coverage: Dict[str, float] = {}
+            null_counts: Dict[str, int] = {}
+
+            for fn in feature_names:
+                if fn in df.columns:
+                    col = df[fn]
+                    nulls = int(col.isna().sum())
+                    total = len(col)
+                    null_counts[fn] = nulls
+                    coverage[fn] = ((total - nulls) / total * 100) if total > 0 else 0.0
+                    non_null = col.dropna()
+                    distributions[fn] = (
+                        non_null.astype(str).value_counts().head(20).to_dict()
+                    )
+                else:
+                    null_counts[fn] = total_entities
+                    coverage[fn] = 0.0
+                    distributions[fn] = {}
+
+            return {
+                "total_entities": total_entities,
+                "total_annotations": total_annotations,
+                "feature_names": feature_names,
+                "distributions": distributions,
+                "coverage_pct": coverage,
+                "null_counts": null_counts,
+                "labeler_stats": labeler_stats,
+                "staleness_seconds": staleness_seconds,
+                "oldest_label_ts": oldest_ts,
+                "newest_label_ts": newest_ts,
+                "labeler_field": labeler_field,
+                "conflict_policy": conflict_policy.value,
+            }
+        except Exception:
+            logger.exception("Label quality failed")
+            return _safe_error_response("Label quality")
+
+    # --- Active Learning Endpoint (offline-store-based, backend-agnostic) ---
+
+    class ActiveLearningRequest(BaseModel):
+        feature_view: str
+        reference_feature_view: Optional[str] = None
+        limit: Optional[int] = 50
+
+    @rest_app.post("/active-learning/candidates")
+    def active_learning_candidates(request: ActiveLearningRequest):
+        """Find entities that exist in a reference feature view but have NOT been labeled yet."""
+        try:
+            fv_name = request.feature_view
+            fv: Any = None
+            try:
+                fv = store.registry.get_label_view(fv_name, store.project)
+            except Exception:
+                pass
+
+            if fv is None:
+                return Response(
+                    content=json.dumps({"detail": f"Label view '{fv_name}' not found"}),
+                    status_code=status.HTTP_404_NOT_FOUND,
+                    media_type="application/json",
+                )
+
+            ref_fv_name = request.reference_feature_view or (
+                getattr(fv, "reference_feature_view", None) or ""
+            )
+
+            if not ref_fv_name:
+                return Response(
+                    content=json.dumps(
+                        {
+                            "detail": "No reference feature view specified. "
+                            "Provide a feature view containing all entities."
+                        }
+                    ),
+                    status_code=status.HTTP_400_BAD_REQUEST,
+                    media_type="application/json",
+                )
+
+            ref_fv: Any = None
+            try:
+                ref_fv = store.get_feature_view(ref_fv_name)
+            except Exception:
+                pass
+
+            if ref_fv is None:
+                return Response(
+                    content=json.dumps(
+                        {"detail": f"Reference feature view '{ref_fv_name}' not found"}
+                    ),
+                    status_code=status.HTTP_404_NOT_FOUND,
+                    media_type="application/json",
+                )
+
+            provider = store._get_provider()
+
+            # Get all entities from reference feature view
+            ref_batch_source = getattr(ref_fv, "batch_source", None)
+            if ref_batch_source is None:
+                return Response(
+                    content=json.dumps(
+                        {
+                            "detail": f"No batch source for reference view '{ref_fv_name}'"
+                        }
+                    ),
+                    status_code=status.HTTP_400_BAD_REQUEST,
+                    media_type="application/json",
+                )
+
+            ref_join_keys = (
+                ref_fv.join_keys
+                if hasattr(ref_fv, "join_keys")
+                else (ref_fv.entities if ref_fv.entities else [])
+            )
+            ref_feature_names = [f.name for f in ref_fv.features]
+
+            try:
+                ref_job = provider.offline_store.pull_all_from_table_or_query(
+                    config=store.config,
+                    data_source=ref_batch_source,
+                    join_key_columns=ref_join_keys,
+                    feature_name_columns=ref_feature_names[:1],
+                    timestamp_field=ref_batch_source.timestamp_field,
+                    created_timestamp_column=getattr(
+                        ref_batch_source, "created_timestamp_column", None
+                    ),
+                )
+                ref_df = ref_job.to_df()
+            except Exception:
+                return Response(
+                    content=json.dumps(
+                        {
+                            "detail": f"Could not read reference feature view '{ref_fv_name}'. Ensure data exists."
+                        }
+                    ),
+                    status_code=status.HTTP_400_BAD_REQUEST,
+                    media_type="application/json",
+                )
+
+            # Get labeled entities from the label view
+            label_batch_source = getattr(fv, "batch_source", None)
+            label_join_keys = (
+                fv.join_keys
+                if hasattr(fv, "join_keys")
+                else (fv.entities if fv.entities else [])
+            )
+            label_feature_names = [f.name for f in fv.features]
+
+            labeled_keys: set = set()
+            if label_batch_source:
+                try:
+                    label_job = provider.offline_store.pull_all_from_table_or_query(
+                        config=store.config,
+                        data_source=label_batch_source,
+                        join_key_columns=label_join_keys,
+                        feature_name_columns=label_feature_names,
+                        timestamp_field=label_batch_source.timestamp_field,
+                        created_timestamp_column=getattr(
+                            label_batch_source,
+                            "created_timestamp_column",
+                            None,
+                        ),
+                    )
+                    label_df = label_job.to_df()
+                    if not label_df.empty and label_join_keys:
+                        labeled_keys = set(
+                            label_df[label_join_keys[0]].dropna().astype(str)
+                        )
+                except Exception:
+                    labeled_keys = set()
+
+            # Find unlabeled entities (in ref but not in labels)
+            common_key = label_join_keys[0] if label_join_keys else ref_join_keys[0]
+            unlabeled_entities: List[Dict[str, Any]] = []
+
+            if common_key in ref_df.columns:
+                seen_keys: set = set()
+                for _, row in ref_df.iterrows():
+                    key_val = (
+                        str(row[common_key]) if pd.notna(row[common_key]) else None
+                    )
+                    if (
+                        key_val
+                        and key_val not in labeled_keys
+                        and key_val not in seen_keys
+                    ):
+                        seen_keys.add(key_val)
+                        entity = {common_key: row[common_key]}
+                        unlabeled_entities.append(entity)
+                        if len(unlabeled_entities) >= (request.limit or 50):
+                            break
+
+            return {
+                "unlabeled_entities": unlabeled_entities,
+                "total_labeled": len(labeled_keys),
+                "total_unlabeled": len(unlabeled_entities),
+                "entity_names": label_join_keys,
+                "feature_names": label_feature_names,
+                "label_view": fv_name,
+                "reference_feature_view": ref_fv_name,
+            }
+        except Exception:
+            logger.exception("Active learning candidates failed")
+            return _safe_error_response("Active learning candidates")
+
+    # --- Production Label Management Endpoints ---
+
+    class BatchPushRequest(BaseModel):
+        push_source_name: str
+        data: List[Dict[str, Any]]
+        to: Optional[str] = "online"
+
+    @rest_app.post("/batch-push")
+    def batch_push(request: BatchPushRequest):
+        """Batch push labels from CSV/parquet upload or external systems (Argilla, Label Studio)."""
+        try:
+            df = pd.DataFrame(request.data)
+            to = request.to or "online"
+            if to == "online_and_offline":
+                store.push(
+                    request.push_source_name,
+                    df,
+                    to=feast.data_source.PushMode.ONLINE_AND_OFFLINE,
+                )
+            elif to == "offline":
+                store.push(
+                    request.push_source_name, df, to=feast.data_source.PushMode.OFFLINE
+                )
+            else:
+                store.push(
+                    request.push_source_name, df, to=feast.data_source.PushMode.ONLINE
+                )
+            return {"status": "ok", "rows_pushed": len(df)}
+        except Exception:
+            logger.exception("Batch push failed")
+            return _safe_error_response("Batch push")
+
+    class WebhookPushRequest(BaseModel):
+        push_source_name: str
+        records: List[Dict[str, Any]]
+        api_key: Optional[str] = None
+
+    @rest_app.post("/webhook/label-ingest")
+    def webhook_label_ingest(request: WebhookPushRequest):
+        """Webhook endpoint for external annotation tools (Argilla, Label Studio) to push labels."""
+        try:
+            from datetime import datetime, timezone
+
+            for record in request.records:
+                if "event_timestamp" not in record:
+                    record["event_timestamp"] = datetime.now(timezone.utc).isoformat()
+
+            df = pd.DataFrame(request.records)
+            store.push(
+                request.push_source_name,
+                df,
+                to=feast.data_source.PushMode.ONLINE_AND_OFFLINE,
+            )
+            return {
+                "status": "ok",
+                "records_ingested": len(request.records),
+                "push_source": request.push_source_name,
+            }
+        except Exception:
+            logger.exception("Webhook label ingest failed")
+            return _safe_error_response("Webhook label ingest")
+
+    class TrainingExportRequest(BaseModel):
+        feature_service: str
+        entity_df: Dict[str, List]
+        start_date: Optional[str] = None
+        end_date: Optional[str] = None
+
+    @rest_app.post("/training-dataset/export")
+    def export_training_dataset(request: TrainingExportRequest):
+        """Generate a training dataset using get_historical_features and return as JSON (downloadable)."""
+        try:
+            from datetime import datetime, timezone
+
+            entity_df = pd.DataFrame(request.entity_df)
+
+            if "event_timestamp" not in entity_df.columns:
+                if request.end_date:
+                    ts = pd.Timestamp(request.end_date, tz="UTC")
+                else:
+                    ts = pd.Timestamp(datetime.now(timezone.utc))
+                entity_df["event_timestamp"] = ts
+
+            fs = store.get_feature_service(request.feature_service)
+            training_df = store.get_historical_features(
+                entity_df=entity_df,
+                features=fs,
+            ).to_df()
+
+            result = training_df.to_dict(orient="records")
+            for row in result:
+                for k, v in row.items():
+                    if pd.isna(v):
+                        row[k] = None
+                    elif hasattr(v, "isoformat"):
+                        row[k] = v.isoformat()
+
+            return {
+                "data": result,
+                "columns": list(training_df.columns),
+                "row_count": len(training_df),
+                "feature_service": request.feature_service,
+            }
+        except Exception:
+            logger.exception("Training dataset export failed")
+            return _safe_error_response("Training dataset export")
+
+    @rest_app.get("/webhook/config/{label_view_name}")
+    def webhook_config(label_view_name: str):
+        """Return webhook configuration info for integrating external annotation tools."""
+        try:
+            fv = store.registry.get_label_view(label_view_name, store.project)
+            push_source_name = fv.source.name if fv.source else None
+            feature_names = [f.name for f in fv.features]
+            entity_names = [ec.name for ec in fv.entity_columns]
+            labeler_field = getattr(fv, "labeler_field", None)
+
+            return {
+                "label_view": label_view_name,
+                "push_source_name": push_source_name,
+                "webhook_url": "/api/v1/webhook/label-ingest",
+                "batch_url": "/api/v1/batch-push",
+                "required_fields": entity_names
+                + feature_names
+                + ([labeler_field] if labeler_field else []),
+                "entity_fields": entity_names,
+                "label_fields": feature_names,
+                "labeler_field": labeler_field,
+                "payload_example": {
+                    "push_source_name": push_source_name,
+                    "records": [
+                        {
+                            **{e: f"<{e}_value>" for e in entity_names},
+                            **{f: f"<{f}_value>" for f in feature_names},
+                            **(
+                                {"event_timestamp": "2026-01-01T00:00:00Z"}
+                                if True
+                                else {}
+                            ),
+                            **(
+                                {labeler_field: "<labeler_id>"} if labeler_field else {}
+                            ),
+                        }
+                    ],
+                },
+            }
+        except Exception:
+            logger.exception("Webhook config lookup failed")
+            return _safe_error_response("Webhook config", status.HTTP_404_NOT_FOUND)
+
+    @rest_app.get("/annotation-config/{label_view_name}")
+    def annotation_config(label_view_name: str):
+        """Return annotation profile and field role config parsed from LabelView tags.
+
+        The UI uses this to select the right annotation method and map
+        user interactions to schema fields.
+        """
+        try:
+            fv = store.registry.get_label_view(label_view_name, store.project)
+
+            tags = dict(getattr(fv, "tags", {}))
+            profile = tags.get("feast.io/labeling-method", "table")
+
+            field_roles: Dict[str, str] = {}
+            label_values: Dict[str, List] = {}
+            label_widgets: Dict[str, str] = {}
+
+            for key, value in tags.items():
+                if key.startswith("feast.io/field-role:"):
+                    field_name = key[len("feast.io/field-role:") :]
+                    field_roles[field_name] = value
+                elif key.startswith("feast.io/label-values:"):
+                    field_name = key[len("feast.io/label-values:") :]
+                    label_values[field_name] = [v.strip() for v in value.split(",")]
+                elif key.startswith("feast.io/label-widget:"):
+                    field_name = key[len("feast.io/label-widget:") :]
+                    label_widgets[field_name] = value
+
+            entity_names = fv.entities if fv.entities else []
+            feature_names = [f.name for f in fv.features]
+            labeler_field = getattr(fv, "labeler_field", "labeler")
+            push_source_name = fv.source.name if fv.source else None
+
+            return {
+                "label_view": label_view_name,
+                "profile": profile,
+                "field_roles": field_roles,
+                "label_values": label_values,
+                "label_widgets": label_widgets,
+                "entities": entity_names,
+                "features": feature_names,
+                "labeler_field": labeler_field,
+                "push_source_name": push_source_name,
+            }
+        except Exception:
+            logger.exception("Annotation config lookup failed")
+            return _safe_error_response("Annotation config", status.HTTP_404_NOT_FOUND)
+
+    app.mount("/api/v1", rest_app)
+
+    @app.get("/health")
+    def health():
+        try:
+            store.registry.list_projects(allow_cache=True)
+            return Response(status_code=status.HTTP_200_OK)
+        except Exception:
+            return Response(status_code=status.HTTP_503_SERVICE_UNAVAILABLE)
+
+    logger.info("REST registry API mounted at /api/v1")
+
 
 def get_app(
     store: "feast.FeatureStore",
     project_id: str,
-    registry_ttl_secs: int,
     root_path: str = "",
 ):
     app = FastAPI()
@@ -27,120 +885,325 @@ def get_app(
         allow_headers=["*"],
     )
 
-    # Asynchronously refresh registry, notifying shutdown and canceling the active timer if the app is shutting down
-    registry_proto = None
-    shutting_down = False
-    active_timer: Optional[threading.Timer] = None
-
-    def async_refresh():
-        store.refresh_registry()
-        nonlocal registry_proto
-        registry_proto = store.registry.proto()
-        if shutting_down:
-            return
-        nonlocal active_timer
-        active_timer = threading.Timer(registry_ttl_secs, async_refresh)
-        active_timer.start()
-
-    @app.on_event("shutdown")
-    def shutdown_event():
-        nonlocal shutting_down
-        shutting_down = True
-        if active_timer:
-            active_timer.cancel()
-
-    async_refresh()
+    _setup_rest_mode(app, store)
 
     ui_dir_ref = importlib_resources.files(__spec__.parent) / "ui/build/"  # type: ignore[name-defined, arg-type]
     with importlib_resources.as_file(ui_dir_ref) as ui_dir:
-        # Initialize with the projects-list.json file
-        with ui_dir.joinpath("projects-list.json").open(mode="w") as f:
-            # Get all projects from the registry
-            discovered_projects = []
-            registry = store.registry.proto()
-
-            # Use the projects list from the registry
-            if registry and registry.projects and len(registry.projects) > 0:
-                for proj in registry.projects:
-                    if proj.spec and proj.spec.name:
-                        discovered_projects.append(
-                            {
-                                "name": proj.spec.name.replace("_", " ").title(),
-                                "description": proj.spec.description
-                                or f"Project: {proj.spec.name}",
-                                "id": proj.spec.name,
-                                "registryPath": f"{root_path}/registry",
+
+        @app.get("/projects-list.json")
+        def get_projects_list():
+            return _build_projects_list(store, project_id, root_path)
+
+        @app.get("/api/mlflow-runs")
+        def get_mlflow_runs(max_results: int = 50):
+            """Return MLflow runs linked to this Feast project via auto-logging."""
+            mlflow_cfg = getattr(store.config, "mlflow", None)
+            if not mlflow_cfg or not mlflow_cfg.enabled:
+                return {"runs": [], "mlflow_uri": None}
+
+            try:
+                import mlflow
+
+                tracking_uri = mlflow_cfg.get_tracking_uri()
+                mlflow_ui_base = (
+                    mlflow_cfg.get_ui_url() or mlflow.get_tracking_uri() or ""
+                )
+                client = mlflow.MlflowClient(tracking_uri=tracking_uri)
+
+                project_name = store.config.project
+                experiment = client.get_experiment_by_name(project_name)
+                if experiment is None:
+                    return {"runs": [], "mlflow_uri": mlflow_ui_base or None}
+                experiment_ids = [experiment.experiment_id]
+
+                safe_project = project_name.replace("\\", "\\\\").replace("'", "\\'")
+                filter_str = (
+                    f"tags.`feast.project` = '{safe_project}' "
+                    f"AND tags.`feast.retrieval_type` != ''"
+                )
+
+                max_results = min(max(max_results, 1), 200)
+                runs = client.search_runs(
+                    experiment_ids=experiment_ids,
+                    filter_string=filter_str,
+                    max_results=max_results,
+                    order_by=["start_time DESC"],
+                )
+
+                run_id_to_models: Dict[str, List[dict]] = {}
+                try:
+                    for rm in client.search_registered_models():
+                        for mv in rm.latest_versions or []:
+                            if mv.run_id:
+                                run_id_to_models.setdefault(mv.run_id, []).append(
+                                    {
+                                        "model_name": rm.name,
+                                        "version": mv.version,
+                                        "stage": mv.current_stage,
+                                        "mlflow_url": (
+                                            f"{mlflow_ui_base}/#/models/"
+                                            f"{rm.name}/versions/{mv.version}"
+                                        ),
+                                    }
+                                )
+                except Exception:
+                    pass
+
+                result = []
+                for run in runs:
+                    run_tags = run.data.tags
+                    run_params = run.data.params
+                    fv_raw = run_tags.get("feast.feature_views", "")
+                    refs_raw = run_tags.get(
+                        "feast.feature_refs",
+                        run_params.get("feast.feature_refs", ""),
+                    )
+                    result.append(
+                        {
+                            "run_id": run.info.run_id,
+                            "run_name": run.info.run_name,
+                            "status": run.info.status,
+                            "start_time": run.info.start_time,
+                            "feature_service": run_tags.get("feast.feature_service"),
+                            "feature_views": [v for v in fv_raw.split(",") if v],
+                            "feature_refs": [v for v in refs_raw.split(",") if v],
+                            "retrieval_type": run_tags.get("feast.retrieval_type"),
+                            "entity_count": run_tags.get(
+                                "feast.entity_count",
+                                run_params.get("feast.entity_count"),
+                            ),
+                            "mlflow_url": (
+                                f"{mlflow_ui_base}/#/experiments/"
+                                f"{run.info.experiment_id}/runs/{run.info.run_id}"
+                            ),
+                            "registered_models": run_id_to_models.get(
+                                run.info.run_id, []
+                            ),
+                        }
+                    )
+
+                return {"runs": result, "mlflow_uri": mlflow_ui_base or None}
+            except ImportError:
+                return {
+                    "runs": [],
+                    "mlflow_uri": None,
+                    "error": "mlflow is not installed",
+                }
+            except Exception:
+                return {
+                    "runs": [],
+                    "mlflow_uri": None,
+                    "error": "Failed to fetch MLflow runs",
+                }
+
+        _feature_usage_cache: Dict = {"data": None, "timestamp": 0.0}
+        _FEATURE_USAGE_TTL_SECONDS = 300
+
+        @app.get("/api/mlflow-feature-usage")
+        def get_mlflow_feature_usage():
+            """Return per-feature-view usage stats aggregated from MLflow runs.
+
+            Caches results for 5 minutes to avoid hammering the MLflow server.
+            """
+            import time as _time
+
+            mlflow_cfg = getattr(store.config, "mlflow", None)
+            if not mlflow_cfg or not mlflow_cfg.enabled:
+                return {"feature_usage": {}, "mlflow_enabled": False}
+
+            now = _time.monotonic()
+            if (
+                _feature_usage_cache["data"] is not None
+                and (now - _feature_usage_cache["timestamp"])
+                < _FEATURE_USAGE_TTL_SECONDS
+            ):
+                return _feature_usage_cache["data"]
+
+            try:
+                import mlflow
+
+                tracking_uri = mlflow_cfg.get_tracking_uri()
+                client = mlflow.MlflowClient(tracking_uri=tracking_uri)
+                project_name = store.config.project
+
+                experiment = client.get_experiment_by_name(project_name)
+                if experiment is None:
+                    result = {"feature_usage": {}, "mlflow_enabled": True}
+                    _feature_usage_cache["data"] = result
+                    _feature_usage_cache["timestamp"] = now
+                    return result
+
+                safe_project = project_name.replace("\\", "\\\\").replace("'", "\\'")
+                filter_str = (
+                    f"tags.`feast.project` = '{safe_project}' "
+                    f"AND tags.`feast.retrieval_type` != ''"
+                )
+                runs = client.search_runs(
+                    experiment_ids=[experiment.experiment_id],
+                    filter_string=filter_str,
+                    max_results=200,
+                    order_by=["start_time DESC"],
+                )
+
+                run_id_to_models: Dict[str, List[str]] = {}
+                try:
+                    for rm in client.search_registered_models():
+                        for mv in rm.latest_versions or []:
+                            if mv.run_id:
+                                run_id_to_models.setdefault(mv.run_id, []).append(
+                                    rm.name
+                                )
+                except Exception:
+                    pass
+
+                usage: Dict[str, dict] = {}
+                for run in runs:
+                    refs_raw = run.data.tags.get("feast.feature_refs", "")
+                    fv_names = set()
+                    for ref in refs_raw.split(","):
+                        ref = ref.strip()
+                        if ":" in ref:
+                            fv_names.add(ref.split(":")[0])
+
+                    run_models = run_id_to_models.get(run.info.run_id, [])
+
+                    for fv_name in fv_names:
+                        if fv_name not in usage:
+                            usage[fv_name] = {
+                                "run_count": 0,
+                                "last_used": None,
+                                "models": [],
                             }
-                        )
-            else:
-                # If no projects in registry, use the current project from feature_store.yaml
-                discovered_projects.append(
-                    {
-                        "name": "Project",
-                        "description": "Test project",
-                        "id": project_id,
-                        "registryPath": f"{root_path}/registry",
-                    }
-                )
-
-            # Add "All Projects" option at the beginning if there are multiple projects
-            if len(discovered_projects) > 1:
-                all_projects_entry = {
-                    "name": "All Projects",
-                    "description": "View data across all projects",
-                    "id": "all",
-                    "registryPath": f"{root_path}/registry",
+                        usage[fv_name]["run_count"] += 1
+                        run_ts = run.info.start_time
+                        if usage[fv_name]["last_used"] is None or (
+                            run_ts and run_ts > usage[fv_name]["last_used"]
+                        ):
+                            usage[fv_name]["last_used"] = run_ts
+                        for m in run_models:
+                            if m not in usage[fv_name]["models"]:
+                                usage[fv_name]["models"].append(m)
+
+                result = {"feature_usage": usage, "mlflow_enabled": True}
+                _feature_usage_cache["data"] = result
+                _feature_usage_cache["timestamp"] = now
+                return result
+            except ImportError:
+                return {
+                    "feature_usage": {},
+                    "mlflow_enabled": False,
+                    "error": "mlflow is not installed",
+                }
+            except Exception as e:
+                logger.debug("Failed to fetch feature usage: %s", e)
+                return {
+                    "feature_usage": {},
+                    "mlflow_enabled": True,
+                    "error": "Failed to fetch usage data",
                 }
-                discovered_projects.insert(0, all_projects_entry)
-
-            projects_dict = {"projects": discovered_projects}
-            f.write(json.dumps(projects_dict))
-
-    @app.get("/registry")
-    def read_registry():
-        if registry_proto is None:
-            return Response(
-                status_code=status.HTTP_503_SERVICE_UNAVAILABLE
-            )  # Service Unavailable
-        return Response(
-            content=registry_proto.SerializeToString(),
-            media_type="application/octet-stream",
-        )
 
-    @app.get("/health")
-    def health():
-        return (
-            Response(status_code=status.HTTP_200_OK)
-            if registry_proto
-            else Response(status_code=status.HTTP_503_SERVICE_UNAVAILABLE)
-        )
+        @app.get("/api/mlflow-feature-models")
+        def get_mlflow_feature_models():
+            """Return a mapping of feature_ref -> registered models that use it.
 
-    # For all other paths (such as paths that would otherwise be handled by react router), pass to React
-    @app.api_route("/p/{path_name:path}", methods=["GET"])
-    def catch_all():
-        filename = ui_dir.joinpath("index.html")
+            Walks the MLflow Model Registry, inspects the training run for each
+            model's latest version(s), reads the ``feast.feature_refs`` tag, and
+            inverts it into a reverse index so the UI can show which registered
+            models depend on a given feature.
+            """
+            mlflow_cfg = getattr(store.config, "mlflow", None)
+            if not mlflow_cfg or not mlflow_cfg.enabled:
+                return {"feature_models": {}}
 
-        with open(filename) as f:
-            content = f.read()
+            try:
+                import mlflow
 
-        return Response(content, media_type="text/html")
+                tracking_uri = mlflow_cfg.get_tracking_uri()
+                mlflow_ui_base = (
+                    mlflow_cfg.get_ui_url() or mlflow.get_tracking_uri() or ""
+                )
+                client = mlflow.MlflowClient(tracking_uri=tracking_uri)
+                project_name = store.config.project
 
-    app.mount(
-        "/",
-        StaticFiles(directory=ui_dir, html=True),
-        name="site",
-    )
+                feature_models: Dict[str, List[dict]] = {}
+
+                for rm in client.search_registered_models():
+                    model_name = rm.name
+                    latest_versions = rm.latest_versions or []
+                    for mv in latest_versions:
+                        if not mv.run_id:
+                            continue
+                        try:
+                            run = client.get_run(mv.run_id)
+                        except Exception:
+                            continue
 
-    return app
+                        tags = run.data.tags
+                        if tags.get("feast.project") != project_name:
+                            continue
+
+                        refs_raw = tags.get("feast.feature_refs", "")
+                        feature_refs = [r for r in refs_raw.split(",") if r]
+
+                        model_info = {
+                            "model_name": model_name,
+                            "version": mv.version,
+                            "stage": mv.current_stage,
+                            "mlflow_url": (
+                                f"{mlflow_ui_base}/#/models/"
+                                f"{model_name}/versions/{mv.version}"
+                            ),
+                        }
+
+                        for ref in feature_refs:
+                            feature_models.setdefault(ref, []).append(model_info)
+
+                return {"feature_models": feature_models}
+            except ImportError:
+                return {
+                    "feature_models": {},
+                    "error": "mlflow is not installed",
+                }
+            except Exception as e:
+                logger.debug("Failed to fetch MLflow feature-model mapping: %s", e)
+                return {
+                    "feature_models": {},
+                    "error": "Failed to fetch model data",
+                }
+
+        auth_config_json = _build_auth_config_json(store)
+
+        def _serve_index():
+            filename = ui_dir.joinpath("index.html")
+            with open(filename) as f:
+                content = f.read()
+            if auth_config_json:
+                tag = f'<script id="feast-auth-config" type="application/json">{auth_config_json}</script>'
+                content = content.replace("</head>", f"{tag}\n</head>", 1)
+            return Response(content, media_type="text/html")
+
+        @app.get("/")
+        def serve_root():
+            return _serve_index()
+
+        @app.api_route("/p/{path_name:path}", methods=["GET"])
+        def catch_all():
+            return _serve_index()
+
+        app.mount(
+            "/",
+            StaticFiles(directory=ui_dir, html=True),
+            name="site",
+        )
+
+        return app
 
 
 def start_server(
     store: "feast.FeatureStore",
     host: str,
     port: int,
-    get_registry_dump: Callable,
     project_id: str,
-    registry_ttl_sec: int,
     root_path: str = "",
     tls_key_path: str = "",
     tls_cert_path: str = "",
@@ -148,9 +1211,11 @@ def start_server(
     app = get_app(
         store,
         project_id,
-        registry_ttl_sec,
         root_path,
     )
+
+    logger.info(f"Starting Feast UI server on {host}:{port}")
+
     if tls_key_path and tls_cert_path:
         uvicorn.run(
             app,
diff --git a/sdk/python/feast/utils.py b/sdk/python/feast/utils.py
index 55ad6c6a0b8..4f8d18ad080 100644
--- a/sdk/python/feast/utils.py
+++ b/sdk/python/feast/utils.py
@@ -1,6 +1,8 @@
 import copy
 import itertools
+import logging
 import os
+import threading
 import typing
 import warnings
 from collections import Counter, defaultdict
@@ -53,6 +55,7 @@
     from feast.base_feature_view import BaseFeatureView
     from feast.feature_service import FeatureService
     from feast.feature_view import FeatureView
+    from feast.feature_view_projection import FeatureViewProjection
     from feast.infra.registry.base_registry import BaseRegistry
     from feast.on_demand_feature_view import OnDemandFeatureView
 
@@ -809,17 +812,58 @@ def _is_metrics_active():
             # Apply transformation. Note: aggregations and transformation configs are mutually exclusive
             # TODO: Fix to make it work for having both aggregation and transformation
             #  ticket: https://github.com/feast-dev/feast/issues/5689
+            # A UDF should only get features from the sources it declared. Drop
+            # features that belong to other feature views so it can't read them by
+            # accident (#6158). Join keys, request data and the declared features
+            # stay. substrait filters on its own, so leave it alone.
+            declared_source_names = {
+                projection.name
+                for projection in odfv.source_feature_view_projections.values()
+            }
+            undeclared_columns: set[str] = set()
+            # features the caller asked for that aren't one of our sources
+            for feature_ref in feature_refs:
+                ref_view_name, _, ref_feature_name = _parse_feature_ref(feature_ref)
+                if ref_view_name in requested_odfv_feature_names:
+                    continue
+                if ref_view_name not in declared_source_names:
+                    undeclared_columns.add(ref_feature_name)
+                    undeclared_columns.add(f"{ref_view_name}__{ref_feature_name}")
+            # features that are only in the response because another requested
+            # ODFV needs them as input
+            for other_odfv in requested_on_demand_feature_views:
+                for projection in other_odfv.source_feature_view_projections.values():
+                    if projection.name in declared_source_names:
+                        continue
+                    for feature in projection.features:
+                        undeclared_columns.add(feature.name)
+                        undeclared_columns.add(f"{projection.name}__{feature.name}")
+
             if odfv.mode == "python":
                 if initial_response_dict is None:
                     initial_response_dict = initial_response.to_dict()
+                odfv_input_dict = {
+                    k: v
+                    for k, v in initial_response_dict.items()
+                    if k not in undeclared_columns
+                }
                 transformed_features_dict: Dict[str, List[Any]] = odfv.transform_dict(
-                    initial_response_dict
+                    odfv_input_dict
                 )
             elif odfv.mode in {"pandas", "substrait"}:
                 if initial_response_arrow is None:
                     initial_response_arrow = initial_response.to_arrow()
+                odfv_input_arrow = initial_response_arrow
+                if odfv.mode == "pandas":
+                    odfv_input_arrow = initial_response_arrow.select(
+                        [
+                            c
+                            for c in initial_response_arrow.column_names
+                            if c not in undeclared_columns
+                        ]
+                    )
                 transformed_features_arrow = odfv.transform_arrow(
-                    initial_response_arrow, full_feature_names
+                    odfv_input_arrow, full_feature_names
                 )
             else:
                 raise Exception(
@@ -1191,6 +1235,19 @@ def _list_feature_views(
     return feature_views
 
 
+def _merge_projection_features(
+    target: "FeatureViewProjection",
+    other: "FeatureViewProjection",
+) -> None:
+    existing_names = {feature.name for feature in target.features}
+    merged = list(target.features)
+    for feature in other.features:
+        if feature.name not in existing_names:
+            existing_names.add(feature.name)
+            merged.append(feature)
+    target.features = merged
+
+
 def _get_feature_views_to_use(
     registry: "BaseRegistry",
     project,
@@ -1221,6 +1278,25 @@ def _get_feature_views_to_use(
         feature_views = parsed  # type: ignore[assignment]
 
     fvs_to_use, od_fvs_to_use = [], []
+    fvs_by_projection_key: Dict[str, "FeatureView"] = {}
+
+    def _append_or_merge_source_fv(fv_with_projection: "FeatureView") -> None:
+        # Index every (source) feature view by its effective projection key so
+        # that a regular FeatureView and an ODFV source projection resolving to
+        # the same key are merged into a single entry instead of duplicated.
+        # Without this, requesting ["src_fv:a", "odfv_b:b_out"] where odfv_b
+        # sources src_fv appends two src_fv entries and later raises
+        # "KeyError: Feature a not found in projection src_fv".
+        projection_key = fv_with_projection.projection.name_to_use()
+        existing = fvs_by_projection_key.get(projection_key)
+        if existing is None:
+            fvs_by_projection_key[projection_key] = fv_with_projection
+            fvs_to_use.append(fv_with_projection)
+        else:
+            _merge_projection_features(
+                existing.projection, fv_with_projection.projection
+            )
+
     for name, version_num, projection in feature_views:
         if version_num is not None:
             if not getattr(registry, "enable_online_versioning", False):
@@ -1246,6 +1322,26 @@ def _get_feature_views_to_use(
         else:
             fv = registry.get_any_feature_view(name, project, allow_cache)
 
+        if hasattr(fv, "enabled") and not fv.enabled:
+            raise ValueError(
+                f"Feature view '{name}' is disabled and cannot serve features. "
+                f"Enable it with `feast feature-views enable {name}` or set enabled=True."
+            )
+
+        # Enforce lifecycle state gate: only serve if state is AVAILABLE_ONLINE
+        # or STATE_UNSPECIFIED (backward compat for pre-state feature views).
+        if hasattr(fv, "state"):
+            from feast.feature_view import FeatureViewState
+
+            if isinstance(fv.state, FeatureViewState) and fv.state not in (
+                FeatureViewState.STATE_UNSPECIFIED,
+                FeatureViewState.AVAILABLE_ONLINE,
+            ):
+                raise ValueError(
+                    f"Feature view '{name}' is in state '{fv.state.name}' "
+                    f"and cannot serve features. Only AVAILABLE_ONLINE feature views can serve."
+                )
+
         if isinstance(fv, OnDemandFeatureView):
             od_fvs_to_use.append(
                 fv.with_projection(copy.copy(projection)) if projection else fv
@@ -1264,10 +1360,8 @@ def _get_feature_views_to_use(
                     source_fv.entities = []  # type: ignore[attr-defined]
                     source_fv.entity_columns = []  # type: ignore[attr-defined]
 
-                if source_fv not in fvs_to_use:
-                    fvs_to_use.append(
-                        source_fv.with_projection(copy.copy(source_projection))
-                    )
+                new_source_fv = source_fv.with_projection(copy.copy(source_projection))
+                _append_or_merge_source_fv(new_source_fv)
         else:
             if (
                 hide_dummy_entity
@@ -1280,7 +1374,7 @@ def _get_feature_views_to_use(
                 fv = fv.with_projection(copy.copy(projection))
                 if version_num is not None:
                     fv.projection.version_tag = version_num
-            fvs_to_use.append(fv)
+            _append_or_merge_source_fv(fv)  # type: ignore[arg-type]
 
     return (fvs_to_use, od_fvs_to_use)
 
@@ -1360,6 +1454,96 @@ def _get_online_request_context(
     )
 
 
+_feature_resolution_cache: Dict[tuple, tuple] = {}
+_feature_resolution_cache_lock = threading.Lock()
+_feature_resolution_registry_ts: Optional[datetime] = None
+
+_logger = logging.getLogger(__name__)
+
+
+def _get_cached_request_context(
+    registry,
+    project: str,
+    features: Union[List[str], "FeatureService"],
+    full_feature_names: bool,
+):
+    """Return the output of _get_online_request_context plus resolved ODFV
+    entity join keys, using a cache that is invalidated whenever the
+    registry refreshes or its cache TTL expires."""
+    from feast.feature_service import FeatureService as _FS
+
+    global _feature_resolution_cache, _feature_resolution_registry_ts
+
+    registry_ts = getattr(registry, "cached_registry_proto_created", None)
+
+    if isinstance(features, _FS):
+        features_key: tuple = ("__fs__", features.name)
+    else:
+        features_key = tuple(features)
+
+    cache_key = (features_key, project, full_feature_names)
+
+    is_cache_valid = getattr(registry, "is_cache_valid", None)
+    registry_cache_valid = is_cache_valid() if callable(is_cache_valid) else False
+
+    if registry_ts is not None and registry_cache_valid:
+        with _feature_resolution_cache_lock:
+            if registry_ts != _feature_resolution_registry_ts:
+                _feature_resolution_cache.clear()
+                _feature_resolution_registry_ts = registry_ts
+                _logger.debug("Feature resolution cache cleared (registry refreshed)")
+            else:
+                cached = _feature_resolution_cache.get(cache_key)
+                if cached is not None:
+                    return cached
+
+    ctx = _get_online_request_context(registry, project, features, full_feature_names)
+
+    (
+        feature_refs,
+        requested_on_demand_feature_views,
+        entity_name_to_join_key_map,
+        entity_type_map,
+        join_keys_set,
+        grouped_refs,
+        requested_result_row_names,
+        needed_request_data,
+        entityless_case,
+    ) = ctx
+
+    odfv_join_keys: set = set()
+    for on_demand_feature_view in requested_on_demand_feature_views:
+        entities_for_odfv = getattr(on_demand_feature_view, "entities", [])
+        if len(entities_for_odfv) > 0 and isinstance(entities_for_odfv[0], str):
+            entities_for_odfv = [
+                registry.get_entity(entity_name, project, allow_cache=True)
+                for entity_name in entities_for_odfv
+            ]
+        odfv_join_keys.update(entities_for_odfv)
+
+    result = (
+        feature_refs,
+        requested_on_demand_feature_views,
+        entity_name_to_join_key_map,
+        entity_type_map,
+        join_keys_set | odfv_join_keys,
+        grouped_refs,
+        frozenset(requested_result_row_names),
+        needed_request_data,
+        entityless_case,
+    )
+
+    registry_ts_after = getattr(registry, "cached_registry_proto_created", None)
+    if registry_ts_after is not None:
+        with _feature_resolution_cache_lock:
+            if registry_ts_after != _feature_resolution_registry_ts:
+                _feature_resolution_cache.clear()
+                _feature_resolution_registry_ts = registry_ts_after
+            _feature_resolution_cache[cache_key] = result
+
+    return result
+
+
 def _prepare_entities_to_read_from_online_store(
     registry,
     project,
@@ -1379,10 +1563,20 @@ def _prepare_entities_to_read_from_online_store(
         entity_type_map,
         join_keys_set,
         grouped_refs,
-        requested_result_row_names,
+        requested_result_row_names_frozen,
         needed_request_data,
         entityless_case,
-    ) = _get_online_request_context(registry, project, features, full_feature_names)
+    ) = _get_cached_request_context(registry, project, features, full_feature_names)
+
+    # Online stores may append internal fields to the requested feature lists.
+    # Keep those request-local so the cached resolution result remains unchanged.
+    grouped_refs = [
+        (feature_view, list(requested_features))
+        for feature_view, requested_features in grouped_refs
+    ]
+
+    # Mutable copy — downstream code adds join keys to this set.
+    requested_result_row_names = set(requested_result_row_names_frozen)
 
     # Extract Sequence from RepeatedValue Protobuf.
     entity_value_lists: Dict[str, Union[List[Any], List[ValueProto]]] = {
@@ -1404,23 +1598,6 @@ def _prepare_entities_to_read_from_online_store(
 
     num_rows = _validate_entity_values(entity_proto_values)
 
-    odfv_entities: List[Entity] = []
-    request_source_keys: List[str] = []
-    for on_demand_feature_view in requested_on_demand_feature_views:
-        entities_for_odfv = getattr(on_demand_feature_view, "entities", [])
-        if len(entities_for_odfv) > 0 and isinstance(entities_for_odfv[0], str):
-            entities_for_odfv = [
-                registry.get_entity(entity_name, project, allow_cache=True)
-                for entity_name in entities_for_odfv
-            ]
-        odfv_entities.extend(entities_for_odfv)
-        for source in on_demand_feature_view.source_request_sources:
-            source_schema = on_demand_feature_view.source_request_sources[source].schema
-            for column in source_schema:
-                request_source_keys.append(column.name)
-
-    join_keys_set.update(set(odfv_entities))
-
     join_key_values: Dict[str, List[ValueProto]] = {}
     request_data_features: Dict[str, List[ValueProto]] = {}
     # Entity rows may be either entities or request data.
@@ -1681,3 +1858,24 @@ def _get_feature_view_vector_field_metadata(
     if not vector_fields:
         return None
     return vector_fields[0]
+
+
+def _distance_to_score(distance: float, metric: Optional[str] = None) -> float:
+    """Convert a raw distance value into a higher-is-better relevance score.
+
+    OpenAI clients treat ``score`` as higher-is-better (used with
+    ``score_threshold``).  Online stores return raw *distance* values where
+    lower is better, so a metric-aware conversion is required.
+
+    * **L2 / euclidean**: ``1 / (1 + distance)`` — maps [0, inf) to (0, 1]
+    * **cosine** (pgvector ``<=>`` returns ``1 - cosine_similarity``):
+      ``1 - distance`` — recovers cosine similarity, clamped >= 0
+    * **inner_product / ip / dot** (pgvector ``<#>`` returns ``-dot(a, b)``):
+      ``-distance`` — recovers the raw inner product
+    """
+    m = (metric or "L2").lower()
+    if m in ("cosine",):
+        return max(0.0, 1.0 - distance)
+    if m in ("inner_product", "ip", "dot"):
+        return -distance
+    return 1.0 / (1.0 + distance)
diff --git a/sdk/python/feast/value_type.py b/sdk/python/feast/value_type.py
index e8b0b5a10d6..0ea16002f80 100644
--- a/sdk/python/feast/value_type.py
+++ b/sdk/python/feast/value_type.py
@@ -83,6 +83,7 @@ class ValueType(enum.Enum):
     DECIMAL_LIST = 45
     DECIMAL_SET = 46
     SCALAR_MAP = 47
+    ZONED_TIMESTAMP = 48
 
 
 ListType = Union[
diff --git a/sdk/python/feast/vector_store_utils.py b/sdk/python/feast/vector_store_utils.py
new file mode 100644
index 00000000000..e04a7bb4936
--- /dev/null
+++ b/sdk/python/feast/vector_store_utils.py
@@ -0,0 +1,66 @@
+import hashlib
+from typing import Any, Dict, List, Optional
+
+from feast.errors import FeatureViewNotFoundException
+from feast.feature_view import FeatureView
+
+
+def feature_view_to_vs_id(project: str, feature_view_name: str) -> str:
+    digest = hashlib.sha256(f"{project}:{feature_view_name}".encode()).hexdigest()[:24]
+    return f"vs_{digest}"
+
+
+def _has_vector_index(fv: FeatureView) -> bool:
+    return any(getattr(f, "vector_index", False) for f in fv.schema)
+
+
+def build_vector_store_object(project: str, fv: FeatureView) -> Dict[str, Any]:
+    return {
+        "id": feature_view_to_vs_id(project, fv.name),
+        "object": "vector_store",
+        "name": fv.name,
+        "status": "completed",
+        "created_at": int(fv.created_timestamp.timestamp())
+        if fv.created_timestamp
+        else 0,
+    }
+
+
+class VectorStoreRegistry:
+    """Cached mapping from vs_{hash} IDs to FeatureViews.
+
+    Built once at server startup, refreshed on registry TTL cycle.
+    """
+
+    def __init__(self, store: Any):
+        self._store = store
+        self._id_to_fv: Dict[str, FeatureView] = {}
+        self._vector_store_objects: List[Dict[str, Any]] = []
+        self.refresh()
+
+    def refresh(self) -> None:
+        project = self._store.project
+        id_to_fv: Dict[str, FeatureView] = {}
+        objects: List[Dict[str, Any]] = []
+        for fv in self._store.list_feature_views():
+            if _has_vector_index(fv):
+                vs_id = feature_view_to_vs_id(project, fv.name)
+                id_to_fv[vs_id] = fv
+                objects.append(build_vector_store_object(project, fv))
+        self._id_to_fv = id_to_fv
+        self._vector_store_objects = objects
+
+    def resolve(self, vs_id: str) -> FeatureView:
+        fv = self._id_to_fv.get(vs_id)
+        if fv is None:
+            raise FeatureViewNotFoundException(vs_id)
+        return fv
+
+    def list_vector_stores(self) -> List[Dict[str, Any]]:
+        return self._vector_store_objects
+
+    def get_vector_store(self, vs_id: str) -> Optional[Dict[str, Any]]:
+        fv = self._id_to_fv.get(vs_id)
+        if fv is None:
+            return None
+        return build_vector_store_object(self._store.project, fv)
diff --git a/sdk/python/pyproject.toml b/sdk/python/pyproject.toml
index a5976ffcc9e..a81987bd0be 100644
--- a/sdk/python/pyproject.toml
+++ b/sdk/python/pyproject.toml
@@ -1,5 +1,5 @@
 [tool.ruff]
-exclude = [".git","__pycache__","docs/conf.py","dist","feast/protos","feast/embedded_go/lib","feast/infra/utils/snowflake/snowpark/snowflake_udfs.py"]
+exclude = [".git","__pycache__","docs/conf.py","dist","feast/protos","feast/embedded_go/lib","feast/infra/utils/snowflake/snowpark/snowflake_udfs.py","**/node_modules","**/*_pb2.py","**/*_pb2.pyi","**/*_pb2_grpc.py"]
 
 [tool.ruff.lint]
 select = ["E","F","W","I"]
diff --git a/sdk/python/pytest.ini b/sdk/python/pytest.ini
index d5ad19660b7..837c2112be2 100644
--- a/sdk/python/pytest.ini
+++ b/sdk/python/pytest.ini
@@ -3,8 +3,8 @@ asyncio_mode = auto
 env =
     IS_TEST=True
 filterwarnings =
-    error::_pytest.warning_types.PytestConfigWarning
-    error::_pytest.warning_types.PytestUnhandledCoroutineWarning
+    error::pytest.PytestConfigWarning
+    error:.*was never awaited.*:RuntimeWarning
     ignore::DeprecationWarning:pyspark.sql.pandas.*:
     ignore::DeprecationWarning:pyspark.sql.connect.*:
     ignore::DeprecationWarning:httpx.*:
diff --git a/sdk/python/requirements/py3.10-ci-requirements.txt b/sdk/python/requirements/py3.10-ci-requirements.txt
index 6b9913159f1..c5244c79a07 100644
--- a/sdk/python/requirements/py3.10-ci-requirements.txt
+++ b/sdk/python/requirements/py3.10-ci-requirements.txt
@@ -1,141 +1,141 @@
 # This file was autogenerated by uv via the following command:
 #    uv pip compile -p 3.10 --no-strip-extras pyproject.toml --extra ci --generate-hashes --output-file sdk/python/requirements/py3.10-ci-requirements.txt
-accelerate==1.13.0 \
-    --hash=sha256:cf1a3efb96c18f7b152eb0fa7490f3710b19c3f395699358f08decca2b8b62e0 \
-    --hash=sha256:d631b4e0f5b3de4aff2d7e9e6857d164810dfc3237d54d017f075122d057b236
+accelerate==1.14.0 \
+    --hash=sha256:41b9c4377a54e0b460a959b0defa1b736e4ca0a2373252d9a539964c2afe3c8d \
+    --hash=sha256:e94390c2863b873be18f623f9df48a0d8fe5eff13ea7f1a00092b0a7904888c6
     # via docling-ibm-models
-aiobotocore==2.23.1 \
-    --hash=sha256:a59f2a78629b97d52f10936b79c73de64e481a8c44a62c1871f088df6c1afc4f \
-    --hash=sha256:d81c54d2eae2406ea9a473fea518fed580cf37bc4fc51ce43ba81546e5305114
+aiobotocore==3.8.0 \
+    --hash=sha256:80a1eb64ea915f3af3c1518669975bae74a17b2f37c14eb0fa2f83b915974670 \
+    --hash=sha256:8bc605132cadfe844a3f334635a0a64fa5e360a4a206e915d99d53db5b6deeba
     # via feast (pyproject.toml)
-aiohappyeyeballs==2.6.1 \
-    --hash=sha256:c3f9d0113123803ccadfdf3f0faa505bc78e6a72d1cc4806cbd719826e943558 \
-    --hash=sha256:f349ba8f4b75cb25c99c5c2d84e997e485204d2902a9597802b0371f09331fb8
+aiohappyeyeballs==2.7.1 \
+    --hash=sha256:065665c041c42a5938ed220bdcd7230f22527fbec085e1853d2402c8a3615d9d \
+    --hash=sha256:9243213661e29250eb41368e5daa826fc017156c3b8a11440826b2e3ed376472
     # via aiohttp
-aiohttp==3.13.5 \
-    --hash=sha256:019a67772e034a0e6b9b17c13d0a8fe56ad9fb150fc724b7f3ffd3724288d9e5 \
-    --hash=sha256:02222e7e233295f40e011c1b00e3b0bd451f22cf853a0304c3595633ee47da4b \
-    --hash=sha256:023ecba036ddd840b0b19bf195bfae970083fd7024ce1ac22e9bba90464620e9 \
-    --hash=sha256:02e048037a6501a5ec1f6fc9736135aec6eb8a004ce48838cb951c515f32c80b \
-    --hash=sha256:0494a01ca9584eea1e5fbd6d748e61ecff218c51b576ee1999c23db7066417d8 \
-    --hash=sha256:0f7a18f258d124cd678c5fe072fe4432a4d5232b0657fca7c1847f599233c83a \
-    --hash=sha256:10a75acfcf794edf9d8db50e5a7ec5fc818b2a8d3f591ce93bc7b1210df016d2 \
-    --hash=sha256:110e448e02c729bcebb18c60b9214a87ba33bac4a9fa5e9a5f139938b56c6cb1 \
-    --hash=sha256:147b4f501d0292077f29d5268c16bb7c864a1f054d7001c4c1812c0421ea1ed0 \
-    --hash=sha256:157826e2fa245d2ef46c83ea8a5faf77ca19355d278d425c29fda0beb3318037 \
-    --hash=sha256:15c933ad7920b7d9a20de151efcd05a6e38302cbf0e10c9b2acb9a42210a2416 \
-    --hash=sha256:178c7b5e62b454c2bc790786e6058c3cc968613b4419251b478c153a4aec32b1 \
-    --hash=sha256:18a2f6c1182c51baa1d28d68fea51513cb2a76612f038853c0ad3c145423d3d9 \
-    --hash=sha256:1efb06900858bb618ff5cee184ae2de5828896c448403d51fb633f09e109be0a \
-    --hash=sha256:20058e23909b9e65f9da62b396b77dfa95965cbe840f8def6e572538b1d32e36 \
-    --hash=sha256:206b7b3ef96e4ce211754f0cd003feb28b7d81f0ad26b8d077a5d5161436067f \
-    --hash=sha256:20ae0ff08b1f2c8788d6fb85afcb798654ae6ba0b747575f8562de738078457b \
-    --hash=sha256:2294172ce08a82fb7c7273485895de1fa1186cc8294cfeb6aef4af42ad261174 \
-    --hash=sha256:241a94f7de7c0c3b616627aaad530fe2cb620084a8b144d3be7b6ecfe95bae3b \
-    --hash=sha256:26d2f8546f1dfa75efa50c3488215a903c0168d253b75fba4210f57ab77a0fb8 \
-    --hash=sha256:2837fb92951564d6339cedae4a7231692aa9f73cbc4fb2e04263b96844e03b4e \
-    --hash=sha256:2994be9f6e51046c4f864598fd9abeb4fba6e88f0b2152422c9666dcd4aea9c6 \
-    --hash=sha256:2d6d44a5b48132053c2f6cd5c8cb14bc67e99a63594e336b0f2af81e94d5530c \
-    --hash=sha256:31cebae8b26f8a615d2b546fee45d5ffb76852ae6450e2a03f42c9102260d6fe \
-    --hash=sha256:327cc432fdf1356fb4fbc6fe833ad4e9f6aacb71a8acaa5f1855e4b25910e4a9 \
-    --hash=sha256:329f292ed14d38a6c4c435e465f48bebb47479fd676a0411936cc371643225cc \
-    --hash=sha256:330f5da04c987f1d5bdb8ae189137c77139f36bd1cb23779ca1a354a4b027800 \
-    --hash=sha256:33add2463dde55c4f2d9635c6ab33ce154e5ecf322bd26d09af95c5f81cfa286 \
-    --hash=sha256:347542f0ea3f95b2a955ee6656461fa1c776e401ac50ebce055a6c38454a0adf \
-    --hash=sha256:39380e12bd1f2fdab4285b6e055ad48efbaed5c836433b142ed4f5b9be71036a \
-    --hash=sha256:3a807cabd5115fb55af198b98178997a5e0e57dead43eb74a93d9c07d6d4a7dc \
-    --hash=sha256:3b13560160d07e047a93f23aaa30718606493036253d5430887514715b67c9d9 \
-    --hash=sha256:3df334e39d4c2f899a914f1dba283c1aadc311790733f705182998c6f7cae665 \
-    --hash=sha256:4bb6bf5811620003614076bdc807ef3b5e38244f9d25ca5fe888eaccea2a9832 \
-    --hash=sha256:4beac52e9fe46d6abf98b0176a88154b742e878fdf209d2248e99fcdf73cd297 \
-    --hash=sha256:4e704c52438f66fdd89588346183d898bb42167cf88f8b7ff1c0f9fc957c348f \
-    --hash=sha256:4eac02d9af4813ee289cd63a361576da36dba57f5a1ab36377bc2600db0cbb73 \
-    --hash=sha256:53fc049ed6390d05423ba33103ded7281fe897cf97878f369a527070bd95795b \
-    --hash=sha256:55b3bdd3292283295774ab585160c4004f4f2f203946997f49aac032c84649e9 \
-    --hash=sha256:57653eac22c6a4c13eb22ecf4d673d64a12f266e72785ab1c8b8e5940d0e8090 \
-    --hash=sha256:60869c7ac4aaabe7110f26499f3e6e5696eae98144735b12a9c3d9eae2b51a49 \
-    --hash=sha256:636bc362f0c5bbc7372bc3ae49737f9e3030dbce469f0f422c8f38079780363d \
-    --hash=sha256:676e5651705ad5d8a70aeb8eb6936c436d8ebbd56e63436cb7dd9bb36d2a9a46 \
-    --hash=sha256:69f571de7500e0557801c0b51f4780482c0ec5fe2ac851af5a92cfce1af1cb83 \
-    --hash=sha256:6a7cbeb06d1070f1d14895eeeed4dac5913b22d7b456f2eb969f11f4b3993796 \
-    --hash=sha256:6cf81fe010b8c17b09495cbd15c1d35afbc8fb405c0c9cf4738e5ae3af1d65be \
-    --hash=sha256:6e27ea05d184afac78aabbac667450c75e54e35f62238d44463131bd3f96753d \
-    --hash=sha256:6f1cbf0c7926d315c3c26c2da41fd2b5d2fe01ac0e157b78caefc51a782196cf \
-    --hash=sha256:6f497a6876aa4b1a102b04996ce4c1170c7040d83faa9387dd921c16e30d5c83 \
-    --hash=sha256:756c3c304d394977519824449600adaf2be0ccee76d206ee339c5e76b70ded25 \
-    --hash=sha256:77dfa48c9f8013271011e51c00f8ada19851f013cde2c48fca1ba5e0caf5bb06 \
-    --hash=sha256:7996023b2ed59489ae4762256c8516df9820f751cf2c5da8ed2fb20ee50abab3 \
-    --hash=sha256:7ab7229b6f9b5c1ba4910d6c41a9eb11f543eadb3f384df1b4c293f4e73d44d6 \
-    --hash=sha256:7becdf835feff2f4f335d7477f121af787e3504b48b449ff737afb35869ba7bb \
-    --hash=sha256:7c35b0bf0b48a70b4cb4fc5d7bed9b932532728e124874355de1a0af8ec4bc88 \
-    --hash=sha256:7c4b6668b2b2b9027f209ddf647f2a4407784b5d88b8be4efcc72036f365baf9 \
-    --hash=sha256:7e5dc4311bd5ac493886c63cbf76ab579dbe4641268e7c74e48e774c74b6f2be \
-    --hash=sha256:888e78eb5ca55a615d285c3c09a7a91b42e9dd6fc699b166ebd5dee87c9ccf14 \
-    --hash=sha256:898703aa2667e3c5ca4c54ca36cd73f58b7a38ef87a5606414799ebce4d3fd3a \
-    --hash=sha256:8b14eb3262fad0dc2f89c1a43b13727e709504972186ff6a99a3ecaa77102b6c \
-    --hash=sha256:8bd3ec6376e68a41f9f95f5ed170e2fcf22d4eb27a1f8cb361d0508f6e0557f3 \
-    --hash=sha256:8cf20a8d6868cb15a73cab329ffc07291ba8c22b1b88176026106ae39aa6df0f \
-    --hash=sha256:8f14c50708bb156b3a3ca7230b3d820199d56a48e3af76fa21c2d6087190fe3d \
-    --hash=sha256:8f546a4dc1e6a5edbb9fd1fd6ad18134550e096a5a43f4ad74acfbd834fc6670 \
-    --hash=sha256:912d4b6af530ddb1338a66229dac3a25ff11d4448be3ec3d6340583995f56031 \
-    --hash=sha256:9277145d36a01653863899c665243871434694bcc3431922c3b35c978061bdb8 \
-    --hash=sha256:95d14ca7abefde230f7639ec136ade282655431fd5db03c343b19dda72dd1643 \
-    --hash=sha256:999802d5fa0389f58decd24b537c54aa63c01c3219ce17d1214cbda3c2b22d2d \
-    --hash=sha256:9a0f4474b6ea6818b41f82172d799e4b3d29e22c2c520ce4357856fced9af2f8 \
-    --hash=sha256:9b16c653d38eb1a611cc898c41e76859ca27f119d25b53c12875fd0474ae31a8 \
-    --hash=sha256:9d98cc980ecc96be6eb4c1994ce35d28d8b1f5e5208a23b421187d1209dbb7d1 \
-    --hash=sha256:9efcc0f11d850cefcafdd9275b9576ad3bfb539bed96807663b32ad99c4d4b88 \
-    --hash=sha256:a2567b72e1ffc3ab25510db43f355b29eeada56c0a622e58dcdb19530eb0a3cb \
-    --hash=sha256:a5029cc80718bbd545123cd8fe5d15025eccaaaace5d0eeec6bd556ad6163d61 \
-    --hash=sha256:a60eaa2d440cd4707696b52e40ed3e2b0f73f65be07fd0ef23b6b539c9c0b0b4 \
-    --hash=sha256:a79a6d399cef33a11b6f004c67bb07741d91f2be01b8d712d52c75711b1e07c7 \
-    --hash=sha256:a84792f8631bf5a94e52d9cc881c0b824ab42717165a5579c760b830d9392ac9 \
-    --hash=sha256:a8a4d3427e8de1312ddf309cc482186466c79895b3a139fed3259fc01dfa9a5b \
-    --hash=sha256:a8aca50daa9493e9e13c0f566201a9006f080e7c50e5e90d0b06f53146a54500 \
-    --hash=sha256:aa6d0d932e0f39c02b80744273cd5c388a2d9bc07760a03164f229c8e02662f6 \
-    --hash=sha256:ab2899f9fa2f9f741896ebb6fa07c4c883bfa5c7f2ddd8cf2aafa86fa981b2d2 \
-    --hash=sha256:af545c2cffdb0967a96b6249e6f5f7b0d92cdfd267f9d5238d5b9ca63e8edb10 \
-    --hash=sha256:b18f31b80d5a33661e08c89e202edabf1986e9b49c42b4504371daeaa11b47c1 \
-    --hash=sha256:b20df693de16f42b2472a9c485e1c948ee55524786a0a34345511afdd22246f3 \
-    --hash=sha256:b38765950832f7d728297689ad78f5f2cf79ff82487131c4d26fe6ceecdc5f8e \
-    --hash=sha256:b6f6cd1560c5fa427e3b6074bb24d2c64e225afbb7165008903bd42e4e33e28a \
-    --hash=sha256:bace460460ed20614fa6bc8cb09966c0b8517b8c58ad8046828c6078d25333b5 \
-    --hash=sha256:bca9ef7517fd7874a1a08970ae88f497bf5c984610caa0bf40bd7e8450852b95 \
-    --hash=sha256:c180f480207a9b2475f2b8d8bd7204e47aec952d084b2a2be58a782ffcf96074 \
-    --hash=sha256:c2b2355dc094e5f7d45a7bb262fe7207aa0460b37a0d87027dcf21b5d890e7d5 \
-    --hash=sha256:c564dd5f09ddc9d8f2c2d0a301cd30a79a2cc1b46dd1a73bef8f0038863d016b \
-    --hash=sha256:c632ce9c0b534fbe25b52c974515ed674937c5b99f549a92127c85f771a78772 \
-    --hash=sha256:c719f65bebcdf6716f10e9eff80d27567f7892d8988c06de12bbbd39307c6e3a \
-    --hash=sha256:c86969d012e51b8e415a8c6ce96f7857d6a87d6207303ab02d5d11ef0cad2274 \
-    --hash=sha256:c974fb66180e58709b6fc402846f13791240d180b74de81d23913abe48e96d94 \
-    --hash=sha256:c9883051c6972f58bfc4ebb2116345ee2aa151178e99c3f2b2bbe2af712abd13 \
-    --hash=sha256:ca9ac61ac6db4eb6c2a0cd1d0f7e1357647b638ccc92f7e9d8d133e71ed3c6ac \
-    --hash=sha256:cb979826071c0986a5f08333a36104153478ce6018c58cba7f9caddaf63d5d67 \
-    --hash=sha256:cd3db5927bf9167d5a6157ddb2f036f6b6b0ad001ac82355d43e97a4bde76d76 \
-    --hash=sha256:d147004fede1b12f6013a6dbb2a26a986a671a03c6ea740ddc76500e5f1c399f \
-    --hash=sha256:d3a4834f221061624b8887090637db9ad4f61752001eae37d56c52fddade2dc8 \
-    --hash=sha256:d9010032a0b9710f58012a1e9c222528763d860ba2ee1422c03473eab47703e7 \
-    --hash=sha256:d97f93fdae594d886c5a866636397e2bcab146fd7a132fd6bb9ce182224452f8 \
-    --hash=sha256:df23d57718f24badef8656c49743e11a89fd6f5358fa8a7b96e728fda2abf7d3 \
-    --hash=sha256:df6104c009713d3a89621096f3e3e88cc323fd269dbd7c20afe18535094320be \
-    --hash=sha256:e5e5f7debc7a57af53fdf5c5009f9391d9f4c12867049d509bf7bb164a6e295b \
-    --hash=sha256:e7d2f8616f0ff60bd332022279011776c3ac0faa0f1b463f7bb12326fbc97a1c \
-    --hash=sha256:e999f0c88a458c836d5fb521814e92ed2172c649200336a6df514987c1488258 \
-    --hash=sha256:eb4639f32fd4a9904ab8fb45bf3383ba71137f3d9d4ba25b3b3f3109977c5b8c \
-    --hash=sha256:ec707059ee75732b1ba130ed5f9580fe10ff75180c812bc267ded039db5128c6 \
-    --hash=sha256:ecc26751323224cf8186efcf7fbcbc30f4e1d8c7970659daf25ad995e4032a56 \
-    --hash=sha256:ee5e86776273de1795947d17bddd6bb19e0365fd2af4289c0d2c5454b6b1d36b \
-    --hash=sha256:f1162a1492032c82f14271e831c8f4b49f2b6078f4f5fc74de2c912fa225d51d \
-    --hash=sha256:f34ecee82858e41dd217734f0c41a532bd066bcaab636ad830f03a30b2a96f2a \
-    --hash=sha256:f85c6f327bf0b8c29da7d93b1cabb6363fb5e4e160a32fa241ed2dce21b73162 \
-    --hash=sha256:f92995dfec9420bb69ae629abf422e516923ba79ba4403bc750d94fb4a6c68c1 \
-    --hash=sha256:fb0540c854ac9c0c5ad495908fdfd3e332d553ec731698c0e29b1877ba0d2ec6 \
-    --hash=sha256:fceedde51fbd67ee2bcc8c0b33d0126cc8b51ef3bbde2f86662bd6d5a6f10ec5 \
-    --hash=sha256:fe6970addfea9e5e081401bcbadf865d2b6da045472f58af08427e108d618540 \
-    --hash=sha256:fee86b7c4bd29bdaf0d53d14739b08a106fdda809ca5fe032a15f52fae5fe254
+aiohttp==3.14.3 \
+    --hash=sha256:03cd2bde3d7f085b64e549c985f4bb928cad7e8ecf5323bfca320db548d81b39 \
+    --hash=sha256:041badb8f84396357c4d3ad26de6afd7a32b112f43d3c63045c0c8278cfd2043 \
+    --hash=sha256:0a5ff2dfbb9ce645fa5b8ef3e02c6c0b9cc3f6030ff863d0c51fffc50cb5541b \
+    --hash=sha256:0fdea2281997af69da84c77ffa6f5938a0285f21fb3887c249d67419ca865b3d \
+    --hash=sha256:11fb37ef075669eee52ab1928fbf6e1741fada40409fa309ebde9607a962aebf \
+    --hash=sha256:134ac5ddcf61c6fad984b9a5727d83492ada43d63471db20fb73042c13fca62f \
+    --hash=sha256:152516815ef926786a0b6ae2b8f1fd2e0c71582dee0b435636865316fd4891b7 \
+    --hash=sha256:1576145bdceeb92382d899751e12743a3a5b8e460a841e3e50543859e54864dc \
+    --hash=sha256:16100ad3ab8d649fdfbee87602d9d2dcdca9df0b9eda8a1b5fdc0d41f96da559 \
+    --hash=sha256:16ea7e24c309fb7c0bbd505d149abe4fe4dccfb8db911db7dbec0921bc889a6f \
+    --hash=sha256:18c441d0a8fca6de8d1f546849b9f0ab20d435993e2c5b59562b2fae6be2f929 \
+    --hash=sha256:18cb43369747b2ae007bd2655fb8e63a099c2ff1d207962943636dac989b3147 \
+    --hash=sha256:1b59533861b70a2185c8f4f350f791f39d64358ef6944ce71c5240c9ec0982c9 \
+    --hash=sha256:1c5281acc88b92396f88c7e1e2748f8466689df22b80170e4f51efa712fb47a8 \
+    --hash=sha256:1c5ec8fb1bcc31a8466f74aaf26c345d5c386fa4bd08a3f0eb9c7a4a3fe8b5bf \
+    --hash=sha256:1caa7b0d05f3e3a36f87788c59e970a7ee1cefcfcbb924a9f138c4a6551c9cb7 \
+    --hash=sha256:21c016079415ed3fd676963e9793700a566d85dbbd6bfc564b9b2d209147dcc8 \
+    --hash=sha256:2498f0fe69ead802f9675beca44a7c21c62fdaa4ec5145ea1c3ad6edbee29f85 \
+    --hash=sha256:25bd2708db6bdf6a6630dd37bdcdfcb47c4434d22ac69c64665b802910140b30 \
+    --hash=sha256:270d3dace9ca2f10f0da5d8ebe519b7a310fc6112ed916e32df5866df0888553 \
+    --hash=sha256:2e1161602f45a54de2ce0905243a95f58cb42dcd378402f3697f5e0b21e9d2e7 \
+    --hash=sha256:2e9878ae68e4a5f1c0abe4dd497dbc3d51946f5837b56759e2a02e78fa90ef86 \
+    --hash=sha256:30402d03a7c0ff52bce290b57e564e9079fd9d0cb545c8aba73f86a103162d2e \
+    --hash=sha256:33a2d7c28d33797a2e99923dffa63f83d908a19b6bf26cfe80fa790aa5e1a75a \
+    --hash=sha256:362a3fd481769cac1a824514bcd86fda51c65e8fe6e051099e008fddde6db17c \
+    --hash=sha256:38901a84da3ce22249f6e860bf8f90d141bcab7da090cc398f8bb58c0e44b7da \
+    --hash=sha256:39aded8c7f3b935b54aab1d8d73c70ec0ee2d3ec3b943e0e86611bc150ba47f5 \
+    --hash=sha256:3a26434dafe408229ff3403458ca58de24fb51936504decac49ce6755f77e59d \
+    --hash=sha256:3ae5b3a59436d089b5395d910121a390feed4d00578eb95a0fd1a329fe963100 \
+    --hash=sha256:3d4f72af88ac2474bb5bca640030320e3d38a0163a1d7533500e87be458eef71 \
+    --hash=sha256:3f42e9b78301f11c8f861746175d8b9c1ccef713fcad9eab396e2f6db8ed4a22 \
+    --hash=sha256:42a67efc36300d052fb4508a53e8b6901b9284b599ae63945c377569c5fcc1e1 \
+    --hash=sha256:48d67b87db6279c044760787eb01f6413032c2e6f3ba1cafaa492b1c8e578479 \
+    --hash=sha256:498c6c623134f8e09a3c4e60bcd607a0b4590dd7dbf08dd40851b27cbb520ccb \
+    --hash=sha256:49f7325beb0f85ef4aef5f48f490269575f83e6e2acad00a1d80b807eb027062 \
+    --hash=sha256:4e3ac92d90e92773b2362d506068e9a948192bd553e743c5b2429e28527c8661 \
+    --hash=sha256:530125ee1163c4219af35dc3aa1206e541e7b31b6efc1a3f93b70a136f65d427 \
+    --hash=sha256:5373dc80ad1aa2fb9ad95c83f24eef418bbda3a61375f128e5b0192e4f3f9b32 \
+    --hash=sha256:53e5179d8abb5710f8e83ba207c41c8d1261fcffd4616500e15ca2b7a33be10a \
+    --hash=sha256:53e7b4ce82b54a8bcc71b3b67a5cbd177ca1d7f592cbc92cd38b7349f73482db \
+    --hash=sha256:543906c127fb1d929b95076db19b83fa2d46751006ff1e23b093aa5ac4d8db42 \
+    --hash=sha256:54cfcdee2770dac994417cbb0ee1f3eb0e7cb6b30c79bf44f2c02ff79ec5124a \
+    --hash=sha256:55bdcc472aafe2de4a253045cc128007a64f1e0264fb675791e132ea5edaa3bd \
+    --hash=sha256:56f355e79f71aef2a85c80305cc915f894b170dba76de5fe84f6351939b83c06 \
+    --hash=sha256:5895ef58c4620afe02fa16044f023dc4dafec08158f9d08874a46a7dbc0341b8 \
+    --hash=sha256:5bcb6ff3fdab1258a192679ff1a05d44f59626430aa05cd1a9d2447423599228 \
+    --hash=sha256:5f08ec777f35ee70720233b8b9811d3bb5d728137f30ac91b7457709c3261ac0 \
+    --hash=sha256:614c61d478b83953e261d02bb2df750f17227cd33ef8002945bf5aebbde21919 \
+    --hash=sha256:617105e2c3018ee38d0c8ce5ee3c84f621a6d8b9f723202aacaff28449ca91ee \
+    --hash=sha256:6debfa7312ff9d4c124dc71d72e9a0a4b9e0879e48ba6fcb42bef5c3300289e2 \
+    --hash=sha256:7041d52c3a7fa20c9e8c182b534704abb19502c8bdcbde7ab23bfda6f642394f \
+    --hash=sha256:70c987b27534f9ae1a723f47ae921571d616da21d3208282bf4c52af5164ac43 \
+    --hash=sha256:74ab5b6a9fb13e873e5a90946588baecaf488745e1db1a4a5c433f971f035098 \
+    --hash=sha256:78253b573e6ffab5028924fc98bc281aae05445969982a10864bc360dea2016c \
+    --hash=sha256:7a75aa63cbf9b21cfaf60dc2657e19df2c2867d91707d653fee171ffeedd1371 \
+    --hash=sha256:8800c996b01c2772a783e3e46f3e1abd5823029adca0df54231960de9bfefa5b \
+    --hash=sha256:89176250f686cb9853c0fb7ead90e639e915b84a6f43eedc2a4e7ec21f1037f0 \
+    --hash=sha256:8a5fd34f7f7410d1730d5c2ba873cacb2eed3fede366feb268a70ba22581ed8f \
+    --hash=sha256:8b3b60de05f3dcb6f6a00f818bb2ec781cee4de0645f59ccaf99b1d1823b6100 \
+    --hash=sha256:8f2f1c4c032c7cedd7d8da6f54c97b70266c6570c3108d3fdffee7188bb70529 \
+    --hash=sha256:9491196535a88924a60afd5b5f434b5b203b6cc616250878dbdb223a8f7844bc \
+    --hash=sha256:9aa6e61fdf20105c4144e755bd586008ff450791d67b1c8146fdc15959c4d51c \
+    --hash=sha256:9d9edccfe496b476db5f398d97b865e9a6752bcf8aec4eef8390ce20fb64bb41 \
+    --hash=sha256:9fc7b5bfec6573f3ae844f457fdde5adeb713f8b8e4a81ad64fc207b49383716 \
+    --hash=sha256:a0dc483c00da8b673abbb367eb6f8d8f4bcec30eb58529ea13cb42e7fd2dfa33 \
+    --hash=sha256:a3a8296e7ab5c295f53f1041487cb088e1480775aafbf7fe545d93b770a0f96f \
+    --hash=sha256:a3e22975f905b89a55a488c2a08f2fdb2186175349e917d48985cc468a3d4c6e \
+    --hash=sha256:a4af35c443e0b1a1bd6a8af3f3485d7fda15c142751a00f3ff8090f0b93346fa \
+    --hash=sha256:a94dbaae5ae27bd849c93570669bff91e0510f33a80805738e3de72a7be0447b \
+    --hash=sha256:ac74facc01463f138b0da5580329cfcc82818dea5656e83ddcd11268fc12ff80 \
+    --hash=sha256:ad4c8b7488d745d2ca4838ebd8ae5ba9b56341d30b1da43640e4ce87f9f49646 \
+    --hash=sha256:b014a6ed7cf912e787149fdc529166d3ceabac23f26efeea3158c9aba2354e7e \
+    --hash=sha256:b20032766aedf6261c7a566585a40867d092ac03a0d81592d5370ef9b054f99b \
+    --hash=sha256:b2466434105a4e03113c36ec775cc2ebe6676b62eae326fa670bb607ef788c1c \
+    --hash=sha256:b304db572b4368edd8dda8a2274f73156fe15558fca4a917cb8a09fc47af5963 \
+    --hash=sha256:ba59d59aba08ac02fc03b0c8983ccd5ee39a199d0552ce9e6d2b4845b34d59ae \
+    --hash=sha256:bd52f811e65f6fb634b1047159657c98f52b407f8efec907bcfc09da9a4c0a25 \
+    --hash=sha256:bdd0e2834dce1a26c1bbe26464861e16bbe217042cbff619247c11594472518c \
+    --hash=sha256:c23ec8ee9d5ab2f5421f9c7fffce208435607af27fd46d4a44e031954352838f \
+    --hash=sha256:c39846c3aad97a8530c89d7a3869a8f8e9e3762c6ac0504481e5c80948f7e807 \
+    --hash=sha256:c3c200cf9757edd785051dc699c7ecbec22110dbfcb3fefc7a9f9695eda8ea7a \
+    --hash=sha256:c7d3a97c678d34fc5b59da671ee9cd630096ddc643e7b5a30d54a2a6f3574d3f \
+    --hash=sha256:c8653fd547c93a61aadc612007790f5555cdd18946fa48cf45e26d8ea4ea473d \
+    --hash=sha256:cc7cb243a68167172f48c1fd43cee91ec4b1d40cefd190edd43369d1a6bc9c82 \
+    --hash=sha256:ccd4893707b3e2a13e39c90d43cf80edf2e4d0457935bcc103bf2346214c3f15 \
+    --hash=sha256:cd817772b2fcf2b8c0905795318485f9ec16eae60b29feb7f4c77085311637f0 \
+    --hash=sha256:cda5fd5c95ad7a125a2e8464acc78b98b94c475a3780d6aa0aa157c93f470f4d \
+    --hash=sha256:cef89a58e628c4efcac3275c2d68083f82426dcdc89c1492a6f654f9f7ea6ab9 \
+    --hash=sha256:d1558173930a5a8d3069cee5c92fc91c87c4dbcb099debbb3622053717145a19 \
+    --hash=sha256:d6088ec9894113802bddb3c09e974929aed2c7b3a8c456219b8aab4481f1a239 \
+    --hash=sha256:d6218d92e450824e9b4881f44e8c09f1853b490f9a64130801024a4793b1b3b0 \
+    --hash=sha256:d77640cc618c1d99fc4f8589c0f24a730adfa54eb1e57ef7bf0c8dfb78da898c \
+    --hash=sha256:d7d2deec16eeedf55f2c7cf75b521ea3856a5177e123844f8fd0f114ce252cb5 \
+    --hash=sha256:db332af25642007330fca8be5c4d194caf2bea7a7fc84415aff3497af5dfee6b \
+    --hash=sha256:dd54d0e8717de95939766febac482ac0474d8ac3b048115f9f2b1d23a16e7db4 \
+    --hash=sha256:ddcac3c6b382e81f1dd0499199d4136b877beb4cb5ef770bbbfba56c4b8f55d2 \
+    --hash=sha256:df82f3787c940c94986b34222d59c9e38843fba85139f36e85255a82ad5355a9 \
+    --hash=sha256:dfa68deb2a443bdaa3ea5297b0699c1464f08aef3812b486d1348eee61b07dc0 \
+    --hash=sha256:dff9461ec275f22135650d5ba4b4931a11f3958df7dfbb8db630000d4dee0883 \
+    --hash=sha256:e1e74298bab6ee0d6e749ed4fd1901c7e604bdda32c03d787a2cc71c46d0433d \
+    --hash=sha256:e2667f0bbe7eb6c74eae5e9691441ad186e5845ca3cff63230fc09c4e7514f5d \
+    --hash=sha256:e3be98a7c30b8c25d573dafba7171d66dfb05ee6a9070fc46535464ff97700a6 \
+    --hash=sha256:e568e14940c09955aa51f4e645b6daa18a581c5dcfcd73744dcc86a856e3ced3 \
+    --hash=sha256:e72ee89e28d907a18f46959b4eb0bb06701cc7f8cf4366e00029e2ccfaaf5924 \
+    --hash=sha256:e92eb8acc45eb6a9f4935071a77edf5b85cc6f8dfad5cd99e97653c26593cdde \
+    --hash=sha256:ea05e1f97ceea523942d9b2a7d7c0359d781d683d6b043f5943a602b14da4787 \
+    --hash=sha256:eac645b09bcfdf73df7536331f0678c1086ea250981118ddb5199e17ccef72bb \
+    --hash=sha256:eb0495d778817619273c108784292be161a924b9f5ae5cbbc70a2caa6838250b \
+    --hash=sha256:ebe8e504f058fe91223351cecd2d9d6946c9d241bb0250d898ffbdf584cc72b0 \
+    --hash=sha256:ed099d105449c4f9e84f24af203cd131349d4761d8813fa7e02c32e7128cd910 \
+    --hash=sha256:f0f177d1b195b9e06376cfd7d308d8a1b920909a609d03ac82a8c73bbb16d3b9 \
+    --hash=sha256:f3d2669fe7dec7fc359ecdb5984b29b50d85d5d00f8c1cb61de4f4a24ee42627 \
+    --hash=sha256:f4e05329faa0ea1a404b37de4f034fd2c2defcca06a68dc6745e4e56c88e8a48 \
+    --hash=sha256:f53bcd52f585e1ac3e590d61434eb61f9a88c38df041b4ea126d97144344a77b \
+    --hash=sha256:f55119f7bf25f49ed210f6096090715da24f2943c62102448915fde3c62877ce \
+    --hash=sha256:f631fe87a6f30df5fbe6d79640b25e4cffb38c31c7fb6f10871517b84b0f8c1a \
+    --hash=sha256:f8fb78a83c9e5f741ca3a68cfb455c1f5bb83b4e7249a3848b3cd78d0a8563b0 \
+    --hash=sha256:fa9467a8113aa69d3d7c55a70ef0b7c636010a40993f3df9d9d0d73b3eb7ef24 \
+    --hash=sha256:fd51ebf9d3a00c074df4ede271023f4d2dba289bcc740b88191872716014e3c5
     # via
     #   aiobotocore
     #   fsspec
+    #   kubernetes
 aioitertools==0.13.0 \
     --hash=sha256:0be0292b856f08dfac90e31f4739432f4cb6d7520ab9eb73e143f4f2fa5259be \
     --hash=sha256:620bd241acc0bbb9ec819f1ab215866871b4bbd1f73836a55f799200ee86950c
@@ -148,24 +148,29 @@ alabaster==0.7.16 \
     --hash=sha256:75a8b99c28a5dad50dd7f8ccdd447a121ddb3892da9e53d1ca5cca3106d58d65 \
     --hash=sha256:b46733c07dce03ae4e150330b975c75737fa60f0a7c591b6c8bf4928a28e2c92
     # via sphinx
+alembic==1.18.5 \
+    --hash=sha256:06d8ba9d04558022f5395e9317de03d270f3dced49cee01f89fe7a13c26f14bc \
+    --hash=sha256:1554982221dd17e9a749b53902407578eb305e453f71999e8c7f0a48389fff8e
+    # via mlflow
 altair==4.2.2 \
     --hash=sha256:39399a267c49b30d102c10411e67ab26374156a84b1aeb9fcd15140429ba49c5 \
     --hash=sha256:8b45ebeaf8557f2d760c5c77b79f02ae12aee7c46c27c06014febab6f849bc87
     # via great-expectations
-annotated-doc==0.0.4 \
-    --hash=sha256:571ac1dc6991c450b25a9c2d84a3705e2ae7a53467b5d111c24fa8baabbed320 \
-    --hash=sha256:fbcda96e87e9c92ad167c2e53839e57503ecfda18804ea28102353485033faa4
+annotated-doc==0.0.5 \
+    --hash=sha256:117bac03a25ede5df5440e855b32d556049ca169ead221505badf432fed4b101 \
+    --hash=sha256:c7e58ce09192557605d8bbd92836d7e1d520ac9580096042c0bfd197efacf1bb
     # via fastapi
-annotated-types==0.7.0 \
-    --hash=sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53 \
-    --hash=sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89
+annotated-types==0.8.0 \
+    --hash=sha256:13b2beaad985e05e2d6407ee4c4f35590b11f8d693a258a561055cac8f64cab7 \
+    --hash=sha256:f072f4d804ea359e4eaf198b1af7a8b0943881a87f31bb764f8bf219bb9419e0
     # via pydantic
-anyio==4.13.0 \
-    --hash=sha256:08b310f9e24a9594186fd75b4f73f4a4152069e3853f1ed8bfbf58369f4ad708 \
-    --hash=sha256:334b70e641fd2221c1505b3890c69882fe4a2df910cba14d97019b90b24439dc
+anyio==4.14.2 \
+    --hash=sha256:9f505dda5ac9f0c8309b5e8bd445a8c2bf7246f3ce950121e45ea15bc41d1494 \
+    --hash=sha256:cfa139f3ed1a23ee8f88a145ddb5ac7605b8bbfd8592baacd7ce3d8bb4313c7f
     # via
     #   elasticsearch
     #   httpx
+    #   httpx2
     #   jupyter-server
     #   mcp
     #   sse-starlette
@@ -220,9 +225,9 @@ asn1crypto==1.5.1 \
 assertpy==1.1 \
     --hash=sha256:acc64329934ad71a3221de185517a43af33e373bb44dc05b5a9b174394ef4833
     # via feast (pyproject.toml)
-asttokens==3.0.1 \
-    --hash=sha256:15a3ebc0f43c2d0a50eeafea25e19046c68398e487b9f1f5b517f7c0f40f976a \
-    --hash=sha256:71a4ee5de0bde6a31d64f6b13f2293ac190344478f081c3d1bccfcf5eacb0cb7
+asttokens==3.0.2 \
+    --hash=sha256:3ecdbd8f2cc195f53ccada3a613538bb5f9ef6f6869129f13e03c30a677b8fe2 \
+    --hash=sha256:9da13157f5b28becde0bd374fc677dcd3c290614264eff096f167c469cd9f933
     # via stack-data
 async-lru==2.3.0 \
     --hash=sha256:89bdb258a0140d7313cf8f4031d816a042202faa61d0ab310a0a538baa1c24b6 \
@@ -246,14 +251,15 @@ attrs==26.1.0 \
     --hash=sha256:c647aa4a12dfbad9333ca4e71fe62ddc36f4e63b2d260a37a8b83d2f043ac309 \
     --hash=sha256:d03ceb89cb322a8fd706d4fb91940737b6642aa36998fe130a9bc96c985eff32
     # via
+    #   feast (pyproject.toml)
     #   aiohttp
     #   jsonlines
     #   jsonschema
     #   openlineage-python
     #   referencing
-azure-core==1.40.0 \
-    --hash=sha256:7f3ea02579b1bb1d34e45043423b650621d11d7c2ea3b05e5554010080b78dfd \
-    --hash=sha256:ecf5b6ddf2564471fae9d576147b7e77a4da285958b2d9f4fd6c3af104f3e9d7
+azure-core==1.41.0 \
+    --hash=sha256:522b4011e8180b1a3dcd2024396a4e7fe9ac37fb8597db47163d230b5efe892d \
+    --hash=sha256:f46ff5dfcd230f25cf1c19e8a34b8dc08a337b2503e268bb600a16c00db8ad5a
     # via
     #   azure-identity
     #   azure-storage-blob
@@ -261,9 +267,9 @@ azure-identity==1.25.3 \
     --hash=sha256:ab23c0d63015f50b630ef6c6cf395e7262f439ce06e5d07a64e874c724f8d9e6 \
     --hash=sha256:f4d0b956a8146f30333e071374171f3cfa7bdb8073adb8c3814b65567aa7447c
     # via feast (pyproject.toml)
-azure-storage-blob==12.28.0 \
-    --hash=sha256:00fb1db28bf6a7b7ecaa48e3b1d5c83bfadacc5a678b77826081304bd87d6461 \
-    --hash=sha256:e7d98ea108258d29aa0efbfd591b2e2075fa1722a2fae8699f0b3c9de11eff41
+azure-storage-blob==12.30.0 \
+    --hash=sha256:2cd74d4d5731e5eb6b8d5c5056ee115a5e88f8fdf22517b739836fda685018be \
+    --hash=sha256:d415ac50b67a8da6b3ae7e9f1014b1b55cd7aafa0b8d4ca9b380568dc7360423
     # via feast (pyproject.toml)
 babel==2.18.0 \
     --hash=sha256:b80b99a14bd085fcacfa15c9165f651fbb3406e66cc603abf11c5750937c992d \
@@ -271,30 +277,122 @@ babel==2.18.0 \
     # via
     #   jupyterlab-server
     #   sphinx
-beautifulsoup4==4.14.3 \
-    --hash=sha256:0918bfe44902e6ad8d57732ba310582e98da931428d231a5ecb9e7c703a735bb \
-    --hash=sha256:6292b1c5186d356bba669ef9f7f051757099565ad9ada5dd630bd9de5fa7fb86
+backports-zstd==1.6.0 \
+    --hash=sha256:0308990ffc998df3c7ed35276bde049728b5c3956203cae40d80893576a41459 \
+    --hash=sha256:03b7c59c71f7a597e2bcb3f8368371e9a660a1bdf1c37afc1f1ad1496a013c19 \
+    --hash=sha256:0466b14723f3b7697669c00ee66fe16e30e25636b286b0a923fa86fa3d8a753c \
+    --hash=sha256:068ef3d8c18815a2e3a752f766313e19910e7c50939b956923748d9c04ebcb1b \
+    --hash=sha256:08793876172551a930ce4d65c712cd516184d1a97070d4a1193e05bf0cf7040d \
+    --hash=sha256:0eb4281f402b94d397b7482f6d9efd04c28274e4ed6eb57eb1f87bdd091a6a87 \
+    --hash=sha256:10b61850c4112952e05aa6e6cce8c9a5936fbeadb321e154216705cc76a14afa \
+    --hash=sha256:15b1aae0f64cd742df4bba1d989d0a09a6ec619202543fdba684640454541fd3 \
+    --hash=sha256:17efb3d11137de5166dd51eedab9c36ad633402acba386eee8d715213ea47e49 \
+    --hash=sha256:1a99710fbb225d459d66def4dc2bb2cd4a9a0bdc8b799fc0621cfdd863be9c93 \
+    --hash=sha256:1d146926e997d2d3de8212bdcbf4985344a2622ca3bec458d8908000a84fd883 \
+    --hash=sha256:1e20b3ecd0a711be82e964aca28554eabbc31ee69a20e5e7b8fd42268af46212 \
+    --hash=sha256:23a793f2fed4dbf0517319759a2cded0b0dd8e8d3797fe30badd5693e320c175 \
+    --hash=sha256:25b5ddc789480072551af571a746e9500356b2aff0499861cf2ca07ea7431e68 \
+    --hash=sha256:28eef3881164f3c23ce58ed59e4684103bdd279583eb2d299858c9e9b72fde9a \
+    --hash=sha256:28fecd73459d74910ae1987ab84b7bef690d3dd860948430dd5555108b006daf \
+    --hash=sha256:2914abea516704bdafb2090acd3f15b5f9debecfabd15b8dd8285b2ad3b92209 \
+    --hash=sha256:2ace939e4d620e119423606f2d3d7115f8707733bf57f279ad9a9383f875986f \
+    --hash=sha256:2ba9ac10fc393e5123a08802e0e895a107cb4a66b9973d2844dbd8a343111e59 \
+    --hash=sha256:2ddab55a5f54dec8acfad68ef70f1c704fd21919990ddc238afbd6f496e61c6a \
+    --hash=sha256:2f723219335387d7546412d8141e0303590600949b4184a1391a0c6a3c756058 \
+    --hash=sha256:30576f49b82328ec8af16c11100efe52ca88526f71bbe100ef6b4e707dc13bf2 \
+    --hash=sha256:32f04d54ec1fdf3aa648b24a10b1c9234ed2046cc4af7a8850cbc236c05d42f3 \
+    --hash=sha256:3b6713371f8987a1178df93cb36f29eef191f224021e2d656b2f11ce60d26816 \
+    --hash=sha256:3e689af303df287142770abe3a48bbefd24dab4a09da5807d0e1fa8c75bab026 \
+    --hash=sha256:460fd6b3f338c659507ae36cfd6b58ac9942a2ff233c5cf574416dfec0451a84 \
+    --hash=sha256:481a1e9bd8f419fdc625307aa20234687f99368c75df511ef589693c5fea4c6f \
+    --hash=sha256:4b6c8b02ab0ccb2431bb7bc238be91d158b308915e7b07937388e540466fe7e7 \
+    --hash=sha256:4c68a9ed2df0cca51d774c521e68a34d2e3d9ebfc687ef8096adfd4f345b551d \
+    --hash=sha256:5918fc6b31437208721276964323933cd86077b8d5b469c59c1b3fd2c8220a05 \
+    --hash=sha256:5e9a8370c8ed873083d5de956d6b2e60adbad31e52d7a11111c96ef01d1910ae \
+    --hash=sha256:6430b34a2ae6fcc604672f4f913102563473d9a015bdca1ce8c95041cc1f2677 \
+    --hash=sha256:64b94d7a836568926a3309ff510c7f8261b881b341fd4992cabf4f0998878f8a \
+    --hash=sha256:65048ed08c5124f05ff9f355ab9703014bb2dbe7f8d9948ce193685b1775f442 \
+    --hash=sha256:66cf8038893c7708ec345ffb3ac63c775d10f430f323ac2f0334fdb6a397c57c \
+    --hash=sha256:6c73ae37dbf9207727ac095dedef864c05d836eaec962a47b3b64eaadaf1c6b6 \
+    --hash=sha256:711e6b98f8924e8b4a61ff97ab6321f33de024e1ed6a32f5123763aeda8459be \
+    --hash=sha256:7293fefe15f0e5852bdb4ad1e0e26f3cbd4d3e61c19f751ecc4ff34bc1eb237d \
+    --hash=sha256:73000459db113a658c4fb0510100ef0e79137b5828bf957b7709aacae4eb1b87 \
+    --hash=sha256:75578c71644b031118ce938855a53530708db7f4af6e83e2f8840d5a1de990f8 \
+    --hash=sha256:7741e44f7938ec94f9a52678c8d19b7bc548522ffdc39c9e4481af8db545fa9a \
+    --hash=sha256:79284c1dd702f4f24ed1a36e51555c907dd237b6c0d829595978f4089a2aeea9 \
+    --hash=sha256:7c2b1f4a640c51130caa92cef5bf72bd3c3dbbcfbf814c37403aa0601b1811b0 \
+    --hash=sha256:7d3f64c503af7b60115b97c16feaf75bd191ef2c978d5c0c7725a6682bef63c5 \
+    --hash=sha256:80a7859ffe70bf239d7a2ce15293bdeb5b4280ff7dc326ffab312b0e254dbb24 \
+    --hash=sha256:8219d6fceae6b39535c4ac323dba0923d10f781d59962ff3504e693fdcafa92c \
+    --hash=sha256:83391ef5935cc0f329b1abca414ae20ffe40d335fc21a4b5e664f08a74317d5f \
+    --hash=sha256:83415af3c64550a56cc20b4cce59bbaa81f21d28466d7adf98feff011ecbc66d \
+    --hash=sha256:839faf90a7eb525a401978dc925df8c44bd12526e8ba1529b9f8a7106e729637 \
+    --hash=sha256:84f92e5a60a78c72ccda79d0417d311a1f6da18f446423ed411726d545bf7b56 \
+    --hash=sha256:8872a0e9f1af975966b5be6af7eebd3dc4046f15e470b719316516dc3d137cd6 \
+    --hash=sha256:8c298785e2fadeab82342040f2d9ce764ce500e6da6a6d99a2de514e63580b5a \
+    --hash=sha256:97e8a9674652496c7612b528085dd5a296c052a2edc466ca1bfb7b0b27820413 \
+    --hash=sha256:994167ff6551b9c1ce226e0aab16295b98c94507b5701aa60d2c32b7d50796b1 \
+    --hash=sha256:9cb75e33131946fabd6319061df3b8b1d588fe0963183280e9b5f49f7772fc09 \
+    --hash=sha256:a13cfa3410a75e4cb87abdb669aaf79da861cb79299159054ff8f77b9671bc40 \
+    --hash=sha256:a3c17e6a267d13de9cbf14bf2ebfa87e03d26692456fc67d2dbed9da4f479b18 \
+    --hash=sha256:a4ae7ed5a6d813450cc2d818284ea3db9721edcef50a56aae42ea06feec38c6e \
+    --hash=sha256:a838296f5b84c920172fb579cac894d255c1fc25457c7234613ddcfa385e49b7 \
+    --hash=sha256:ab70eace272d6f122b121c057e436709b50a28abf30d97aab28433c08f4a4095 \
+    --hash=sha256:ae106fe16e36efc60ab098d02478d30aa0e31e1420eb4ecf0116459253bc6361 \
+    --hash=sha256:aeef8563b82ed4af328f98e5041c1b4800d86f68f857ffd1577d4d47dc9aa6cd \
+    --hash=sha256:b067b1ef9c8e41fb0882c828aa37829938b5c0dab067eca72b23fc24c563b9da \
+    --hash=sha256:b0ddbcd2866b8ff1a2836e4b0e4d44788f5b992d83fac75a38cda8f9a2bee079 \
+    --hash=sha256:b4bddfcfb6679215d6f4dc5f79a1f9301af339480d70527a14b57a1f2e6b6cbf \
+    --hash=sha256:b7bc9a0b66097f03820a54316d2fdd0beb38859cf98f10d63e94c55450ed8920 \
+    --hash=sha256:b81b4cf3d6e0ad7ac92bef248f49fafc954262c5fb0f7e19d6aac497e5a856b2 \
+    --hash=sha256:b951113113ed4b8d173418a4f155c14b739dace626b3fa3f82be1831958d39e4 \
+    --hash=sha256:beb43e9885202c8d4f3762319ed4d5e98e197622afbff8439fbbdd81d08938b9 \
+    --hash=sha256:c14fa5dc39a804f1b92d63506f450eca5c59647a18d197d1a564b89dac1be1ce \
+    --hash=sha256:c2d1ccfe088e8279d605011a3575619a74526c261be357695b3258c0f636115a \
+    --hash=sha256:c4fc41b2df5529cad5ceb230319e82728096d4b353ce8d4df68a2ec37e291bb8 \
+    --hash=sha256:d6b9b06323e3ba947c0003b2d70e02f33c90c36bc6262a92eb8201afc4a1aa08 \
+    --hash=sha256:d6e78d5e28f812b39f92397806ecddd4a6f3bf35531a8c039a1f187abc931af8 \
+    --hash=sha256:dd085eafa2aac6f883afd28210a3231f717f25409a1e44a39bb7b04c8c5b5646 \
+    --hash=sha256:df27b57d214a3124fbe4e933ef5a903d4567f154260d9aece8c797a987f2a205 \
+    --hash=sha256:e39258a09b1c7ca70b5e94a5c5ccfe4700b4250b8077cfeab31d0f79565d4c9b \
+    --hash=sha256:e514c71ca72f3b56bd8fbda1a6a5b7d1100a2764b42a3c74a38841f25f9b00ab \
+    --hash=sha256:e73a550dbeb84e8fa50f8385f7735e9a4735b465851ef617d02f80ab10e44e7e \
+    --hash=sha256:e80bceebc9b58e959bede9b26cafe15b5b9526f3533a6dd06330c5da73cb9329 \
+    --hash=sha256:ece8e7288db5b827ef8c64b2f78519f1a173a8991a625978fce02eccd7654fe9 \
+    --hash=sha256:ef132cfb638e9a86bd5dc07fb4e1cb895bc55bce6bb5e759366e8b160d0747e2 \
+    --hash=sha256:f69365ee2b836939137de024a302395a1cb8654fb6dc5ffef6381105259c8f87 \
+    --hash=sha256:f8f5c1c7c69a4b00889e52d9304a918a5b49010f9645768eb5fd0ad404f790ba \
+    --hash=sha256:fa305a84087e10d7a85e8a8a3dcba8cdbda4868f2180173b264b7b488fd37c55 \
+    --hash=sha256:fbb746522ebfc11155f1cd688e2c48ef3d74125e38b63eabdaab068a055c3e88
+    # via clickhouse-connect
+beautifulsoup4==4.15.0 \
+    --hash=sha256:288e3ca7d54b06f2ac191970bc275c1939cb46d450b255bf6718b04aa37ab4f7 \
+    --hash=sha256:d6f88de62e1d4e38ecb1077eb9724cd0eff29d2a08ca16a401e9b9e93f117cf9
     # via
     #   docling
     #   nbconvert
-bigtree==1.4.0 \
-    --hash=sha256:d0d99550ae64ce4529f132602ab875c2ab472c96c942f5704f8c72a17450d3ea \
-    --hash=sha256:e5ae2e948168da671d99601c9ed87ab3b48d9d4ea8a98f111e5748e98064c31c
+bigtree==1.5.3 \
+    --hash=sha256:47879c5d80f4e0d50f2c8818d3b80fc58af24b5372608223aac25e5580ac0ed8 \
+    --hash=sha256:81169329ec92dfab7d8df9d61d85d8dea8b8512fbf073fbc95badc21eadcd14f
     # via feast (pyproject.toml)
-bleach[css]==6.3.0 \
-    --hash=sha256:6f3b91b1c0a02bb9a78b5a454c92506aa0fdf197e1d5e114d2e00c6f64306d22 \
-    --hash=sha256:fe10ec77c93ddf3d13a73b035abaac7a9f5e436513864ccdad516693213c65d6
+bleach[css]==6.4.0 \
+    --hash=sha256:4202482733d85cedd04e59fcb2f89f4e4c7c385a78d3c3c23c30446843a37452 \
+    --hash=sha256:4b6b6a54fff2e69a3dde9d21cc6301220bee3c3cb792187d11403fd795031081
     # via nbconvert
-boto3==1.38.27 \
-    --hash=sha256:94bd7fdd92d5701b362d4df100d21e28f8307a67ff56b6a8b0398119cf22f859 \
-    --hash=sha256:95f5fe688795303a8a15e8b7e7f255cadab35eae459d00cc281a4fd77252ea80
+blinker==1.9.0 \
+    --hash=sha256:b4ce2265a7abece45e7cc896e98dbebe6cead56bcf805a3d23136d145f5445bf \
+    --hash=sha256:ba0efaa9080b619ff2f3459d1d500c57bddea4a6b424b60a91141db6fd2f08bc
+    # via flask
+boto3==1.43.46 \
+    --hash=sha256:66c0d943b049a46a492ec4ec2ebe73c930b1842c7137bee83aad6d93e95d4d96 \
+    --hash=sha256:69453e2c1bcb9fd9806527ab99950cacfc2826cb0dce9a3a0414d19270c06c3c
     # via
     #   feast (pyproject.toml)
     #   moto
     #   snowflake-connector-python
-botocore==1.38.46 \
-    --hash=sha256:8798e5a418c27cf93195b077153644aea44cb171fcd56edc1ecebaa1e49e226e \
-    --hash=sha256:89ca782ffbf2e8769ca9c89234cfa5ca577f1987d07d913ee3c68c4776b1eb5b
+botocore==1.43.46 \
+    --hash=sha256:59f2e1ac3cdc66d191cae91c0804bc41847ce817dc8147cf43eaada8f76a5533 \
+    --hash=sha256:cb673891e623ae6e6a1bf24d94ef169504f3eb02584adb5d5bee2f6aae819b60
     # via
     #   aiobotocore
     #   boto3
@@ -308,37 +406,45 @@ build==1.5.0 \
     #   feast (pyproject.toml)
     #   pip-tools
     #   singlestoredb
-cassandra-driver==3.30.0 \
-    --hash=sha256:0c28a8e84917acebecbaed39844047c2f135739c3627dd7b9f8541af33e11df3 \
-    --hash=sha256:0f4225082a11d9529416c223553ab38a29c4e65da6646b40159c554480dc002c \
-    --hash=sha256:136b46437b9902673264e101cdaab309d3e40607bff34430bda86b785badc6e4 \
-    --hash=sha256:137498e2a9b6f578d1902e1af8a988e50b8fe134c76a176f1b8a774e906bc66c \
-    --hash=sha256:17fb53587c9fc6a27b5c4a89b4f3d9169be43fc572d6f3f67494aa74708be936 \
-    --hash=sha256:1d64cbdce764c33e284d339b9a749736d68971edf8b537888f2d13c4b0d1313f \
-    --hash=sha256:212af4d8ff934c30538f4bdf7da61f14dc9a30349f6cac2161c8125e56fad928 \
-    --hash=sha256:2637644eac9274e46b0c2a7f729158bdf8582b6842dc48e18297211dd3ee1fec \
-    --hash=sha256:289e86c81be2543cb9055600c0819850db921e6e138a84e5c88ec160662c7207 \
-    --hash=sha256:2a0679ebcfdcecb3763c690b5bc6a517e0c0803f7bc88e0a6c793e5e421b558a \
-    --hash=sha256:385134eba72f048707cd800de0a61cf3c23246113edffe9bc6bc2eb86282d26b \
-    --hash=sha256:5c6cbb396ad6fe456efc799d3b8b6bda360ffc06552c5be2ce1a88ac381a305c \
-    --hash=sha256:61d7eeb17d8f76d5b4a9b1239145250f2a9f7bf949c30e2cc36196b5a0523ce1 \
-    --hash=sha256:6a5c8982f2b9eb4e789fc12cdd930b1e1511b6d046dde31d0703f855745556a3 \
-    --hash=sha256:6d449f49ce866ac20a1c3d80b1f9245ecdfd1e67b843dccd3d6eccdfe519c02e \
-    --hash=sha256:7e4cfd6ec3023576ed0ffa34882d9778e4bacfd918048ae9139ccdd00628ed85 \
-    --hash=sha256:83a9148d408a3dbb48ea1802d643d60fa53cd69dc7b9a244511ecf5b917e4f53 \
-    --hash=sha256:8c4acd28791854c23ca68be50a7a750c9413ba80fec0ca5c27c2be05f6f3fe0a \
-    --hash=sha256:8d5e3575ec01d8c043b56ff25de6f61ff4c9ed5cb3ea4c3d9df98def71ba710c \
-    --hash=sha256:923a6e1c3fa5f98f846a028b1a7207ec9e7d8cfa54ea47a507d41122efa2f54f \
-    --hash=sha256:c1b4aa6c7706dec839134adb6a2094d90c5f6f35efa08028ed6aae6e67c8643e \
-    --hash=sha256:c64e20bf46b49f8ef64569208d4a395b0928c27d5960559922a2d13471924d0d \
-    --hash=sha256:d2f9e00127f70dff42d4ef932df8a6b81170c2861d4e75c8b13f4b4816b4450c \
-    --hash=sha256:d73c0429813045ba86b92fc033fbcfd495aa10e9d4a40fe30b6e9dfe8b5d3ab4 \
-    --hash=sha256:e12dfcd3f0074c16f4bfe650242edb406b935864373ae86160e09e3f5e437e84 \
-    --hash=sha256:ff2e9fbdc1be54c1d041ea3f7d09812442f334be14bb5ad7aede175544765d25
+cachetools==6.2.6 \
+    --hash=sha256:16c33e1f276b9a9c0b49ab5782d901e3ad3de0dd6da9bf9bcd29ac5672f2f9e6 \
+    --hash=sha256:8c9717235b3c651603fff0076db52d6acbfd1b338b8ed50256092f7ce9c85bda
+    # via
+    #   mlflow-skinny
+    #   mlflow-tracing
+    #   pyiceberg
+    #   pymilvus
+cassandra-driver==3.30.1 \
+    --hash=sha256:0c6a3e1428f7c6a9aa6c944b9c47a37cd2cdbeb5b5a82d42c33afdd56f14e398 \
+    --hash=sha256:0ea769cf9925206b8458db10477b78699660fbdaed7262157e43b8f21817f838 \
+    --hash=sha256:187bd1457e414bc019a0635603ea0001baada914942198ed23993198e44dec74 \
+    --hash=sha256:222c704c72a5880cfe9c89f04b375d03d1152dbdb6ec8c25a325267b8bc2ca4e \
+    --hash=sha256:30686850b9e0d0d8326ee07219113170b4e1d041e4d1434521a2f342c471108e \
+    --hash=sha256:3c32513a2f2c6832d4fe3464e11be59dc21096dba296b18ec3454bc8354a78ba \
+    --hash=sha256:3cb90ec9ac9d44cbfe17f1e9cb643dbc5f401e62980835aa6669a2fd5792863b \
+    --hash=sha256:546ad047abf96a6d7922d057010b4cfb22e9d473db7b907956bc7c6a8029f7d9 \
+    --hash=sha256:61bf2ded460fb0d2e909b70c9d193588b71148540bd85e29fe6954e00bb1a869 \
+    --hash=sha256:6c5ae0218e52944f92ddde07a03cfa941fa4a10097d501a18cfa1b525c92d013 \
+    --hash=sha256:71f3ccc8c60f41c83306c60704f7b1ee1a8ccd312aae286bf75d318aa47d0e71 \
+    --hash=sha256:799af594364475656d9eea69606713fbaa98b10da82cc6d90286322477c72828 \
+    --hash=sha256:80df7b705f71e1a6dae77aaea682cbe45fdd74b962cfcc6c6b0c05195f48b7c2 \
+    --hash=sha256:84b2cc578f542332b678fc3fcc801c6ef8110a377d3fd38c27eab5ec5f2d2b79 \
+    --hash=sha256:87822d6cce2c586aa72733a9dd1858276cee795834f7ad949c783bf19cf7a3a7 \
+    --hash=sha256:8f43abccb5b5a761582e4ba6d44a7ef4274b61b0bd3f8e3159af40ca2c10c0fa \
+    --hash=sha256:921403aa76c66d78d00c4a3dff542f989fa584b7450e3cb1dd2c267b4a5a55f0 \
+    --hash=sha256:9b54f7c6cbb1d9bb6a8b9f8ab6034e6f761527e97af0603aa1e9635720df03a0 \
+    --hash=sha256:9ff317f79b09eba52a44d46d8c4773e47533dfdd8b9ba4984268dc4a1fe5206e \
+    --hash=sha256:ab853bd2806899c5612c3e4ac2a355a7811084d06692e4460255e3b0a4fa556a \
+    --hash=sha256:af5c6f5d7d5a86725b908aba12d9554df60234c15bfe053a8175b15db791ada8 \
+    --hash=sha256:c0995dccff3df739a1df6e10da9f3fc95bbbc8b38bacc4cfb6172655f8351cba \
+    --hash=sha256:e10784b4f7d77332dc1a5c72855977a0d797160fd8ba50785414caed07fce95b \
+    --hash=sha256:e43d873de5f8dadf4c8dcc4fab87d66a8495137e844ae3c184fbc90a54c05bc0 \
+    --hash=sha256:eba7931a615207aab84ebaa000330024f1c614aa86ca58d119556edd338883ce \
+    --hash=sha256:ec04eebfadc74039b1f7df84356a822539992c7dc0b013fedbb5a33d9295af86
     # via feast (pyproject.toml)
-certifi==2026.4.22 \
-    --hash=sha256:3cb2210c8f88ba2318d29b0388d1023c8492ff72ecdde4ebdaddbb13a31b1c4a \
-    --hash=sha256:8d455352a37b71bf76a79caa83a3d6c25afee4a385d632127b6afb3963f1c580
+certifi==2026.7.22 \
+    --hash=sha256:62f22742b58a1a33014a2b6b706588a8d7e2a88ae7bd1a6ebe8c992928483775 \
+    --hash=sha256:741e2c3b351ddf169a738da9f2c048608ff7f2c5cc02f1ebc6b118bb090d5d55
     # via
     #   clickhouse-connect
     #   docling
@@ -349,91 +455,107 @@ certifi==2026.4.22 \
     #   minio
     #   requests
     #   snowflake-connector-python
-cffi==2.0.0 \
-    --hash=sha256:00bdf7acc5f795150faa6957054fbbca2439db2f775ce831222b66f192f03beb \
-    --hash=sha256:07b271772c100085dd28b74fa0cd81c8fb1a3ba18b21e03d7c27f3436a10606b \
-    --hash=sha256:087067fa8953339c723661eda6b54bc98c5625757ea62e95eb4898ad5e776e9f \
-    --hash=sha256:0a1527a803f0a659de1af2e1fd700213caba79377e27e4693648c2923da066f9 \
-    --hash=sha256:0cf2d91ecc3fcc0625c2c530fe004f82c110405f101548512cce44322fa8ac44 \
-    --hash=sha256:0f6084a0ea23d05d20c3edcda20c3d006f9b6f3fefeac38f59262e10cef47ee2 \
-    --hash=sha256:12873ca6cb9b0f0d3a0da705d6086fe911591737a59f28b7936bdfed27c0d47c \
-    --hash=sha256:19f705ada2530c1167abacb171925dd886168931e0a7b78f5bffcae5c6b5be75 \
-    --hash=sha256:1cd13c99ce269b3ed80b417dcd591415d3372bcac067009b6e0f59c7d4015e65 \
-    --hash=sha256:1e3a615586f05fc4065a8b22b8152f0c1b00cdbc60596d187c2a74f9e3036e4e \
-    --hash=sha256:1f72fb8906754ac8a2cc3f9f5aaa298070652a0ffae577e0ea9bd480dc3c931a \
-    --hash=sha256:1fc9ea04857caf665289b7a75923f2c6ed559b8298a1b8c49e59f7dd95c8481e \
-    --hash=sha256:203a48d1fb583fc7d78a4c6655692963b860a417c0528492a6bc21f1aaefab25 \
-    --hash=sha256:2081580ebb843f759b9f617314a24ed5738c51d2aee65d31e02f6f7a2b97707a \
-    --hash=sha256:21d1152871b019407d8ac3985f6775c079416c282e431a4da6afe7aefd2bccbe \
-    --hash=sha256:24b6f81f1983e6df8db3adc38562c83f7d4a0c36162885ec7f7b77c7dcbec97b \
-    --hash=sha256:256f80b80ca3853f90c21b23ee78cd008713787b1b1e93eae9f3d6a7134abd91 \
-    --hash=sha256:28a3a209b96630bca57cce802da70c266eb08c6e97e5afd61a75611ee6c64592 \
-    --hash=sha256:2c8f814d84194c9ea681642fd164267891702542f028a15fc97d4674b6206187 \
-    --hash=sha256:2de9a304e27f7596cd03d16f1b7c72219bd944e99cc52b84d0145aefb07cbd3c \
-    --hash=sha256:38100abb9d1b1435bc4cc340bb4489635dc2f0da7456590877030c9b3d40b0c1 \
-    --hash=sha256:3925dd22fa2b7699ed2617149842d2e6adde22b262fcbfada50e3d195e4b3a94 \
-    --hash=sha256:3e17ed538242334bf70832644a32a7aae3d83b57567f9fd60a26257e992b79ba \
-    --hash=sha256:3e837e369566884707ddaf85fc1744b47575005c0a229de3327f8f9a20f4efeb \
-    --hash=sha256:3f4d46d8b35698056ec29bca21546e1551a205058ae1a181d871e278b0b28165 \
-    --hash=sha256:44d1b5909021139fe36001ae048dbdde8214afa20200eda0f64c068cac5d5529 \
-    --hash=sha256:45d5e886156860dc35862657e1494b9bae8dfa63bf56796f2fb56e1679fc0bca \
-    --hash=sha256:4647afc2f90d1ddd33441e5b0e85b16b12ddec4fca55f0d9671fef036ecca27c \
-    --hash=sha256:4671d9dd5ec934cb9a73e7ee9676f9362aba54f7f34910956b84d727b0d73fb6 \
-    --hash=sha256:53f77cbe57044e88bbd5ed26ac1d0514d2acf0591dd6bb02a3ae37f76811b80c \
-    --hash=sha256:5eda85d6d1879e692d546a078b44251cdd08dd1cfb98dfb77b670c97cee49ea0 \
-    --hash=sha256:5fed36fccc0612a53f1d4d9a816b50a36702c28a2aa880cb8a122b3466638743 \
-    --hash=sha256:61d028e90346df14fedc3d1e5441df818d095f3b87d286825dfcbd6459b7ef63 \
-    --hash=sha256:66f011380d0e49ed280c789fbd08ff0d40968ee7b665575489afa95c98196ab5 \
-    --hash=sha256:6824f87845e3396029f3820c206e459ccc91760e8fa24422f8b0c3d1731cbec5 \
-    --hash=sha256:6c6c373cfc5c83a975506110d17457138c8c63016b563cc9ed6e056a82f13ce4 \
-    --hash=sha256:6d02d6655b0e54f54c4ef0b94eb6be0607b70853c45ce98bd278dc7de718be5d \
-    --hash=sha256:6d50360be4546678fc1b79ffe7a66265e28667840010348dd69a314145807a1b \
-    --hash=sha256:730cacb21e1bdff3ce90babf007d0a0917cc3e6492f336c2f0134101e0944f93 \
-    --hash=sha256:737fe7d37e1a1bffe70bd5754ea763a62a066dc5913ca57e957824b72a85e205 \
-    --hash=sha256:74a03b9698e198d47562765773b4a8309919089150a0bb17d829ad7b44b60d27 \
-    --hash=sha256:7553fb2090d71822f02c629afe6042c299edf91ba1bf94951165613553984512 \
-    --hash=sha256:7a66c7204d8869299919db4d5069a82f1561581af12b11b3c9f48c584eb8743d \
-    --hash=sha256:7cc09976e8b56f8cebd752f7113ad07752461f48a58cbba644139015ac24954c \
-    --hash=sha256:81afed14892743bbe14dacb9e36d9e0e504cd204e0b165062c488942b9718037 \
-    --hash=sha256:8941aaadaf67246224cee8c3803777eed332a19d909b47e29c9842ef1e79ac26 \
-    --hash=sha256:89472c9762729b5ae1ad974b777416bfda4ac5642423fa93bd57a09204712322 \
-    --hash=sha256:8ea985900c5c95ce9db1745f7933eeef5d314f0565b27625d9a10ec9881e1bfb \
-    --hash=sha256:8eca2a813c1cb7ad4fb74d368c2ffbbb4789d377ee5bb8df98373c2cc0dee76c \
-    --hash=sha256:92b68146a71df78564e4ef48af17551a5ddd142e5190cdf2c5624d0c3ff5b2e8 \
-    --hash=sha256:9332088d75dc3241c702d852d4671613136d90fa6881da7d770a483fd05248b4 \
-    --hash=sha256:94698a9c5f91f9d138526b48fe26a199609544591f859c870d477351dc7b2414 \
-    --hash=sha256:9a67fc9e8eb39039280526379fb3a70023d77caec1852002b4da7e8b270c4dd9 \
-    --hash=sha256:9de40a7b0323d889cf8d23d1ef214f565ab154443c42737dfe52ff82cf857664 \
-    --hash=sha256:a05d0c237b3349096d3981b727493e22147f934b20f6f125a3eba8f994bec4a9 \
-    --hash=sha256:afb8db5439b81cf9c9d0c80404b60c3cc9c3add93e114dcae767f1477cb53775 \
-    --hash=sha256:b18a3ed7d5b3bd8d9ef7a8cb226502c6bf8308df1525e1cc676c3680e7176739 \
-    --hash=sha256:b1e74d11748e7e98e2f426ab176d4ed720a64412b6a15054378afdb71e0f37dc \
-    --hash=sha256:b21e08af67b8a103c71a250401c78d5e0893beff75e28c53c98f4de42f774062 \
-    --hash=sha256:b4c854ef3adc177950a8dfc81a86f5115d2abd545751a304c5bcf2c2c7283cfe \
-    --hash=sha256:b882b3df248017dba09d6b16defe9b5c407fe32fc7c65a9c69798e6175601be9 \
-    --hash=sha256:baf5215e0ab74c16e2dd324e8ec067ef59e41125d3eade2b863d294fd5035c92 \
-    --hash=sha256:c649e3a33450ec82378822b3dad03cc228b8f5963c0c12fc3b1e0ab940f768a5 \
-    --hash=sha256:c654de545946e0db659b3400168c9ad31b5d29593291482c43e3564effbcee13 \
-    --hash=sha256:c6638687455baf640e37344fe26d37c404db8b80d037c3d29f58fe8d1c3b194d \
-    --hash=sha256:c8d3b5532fc71b7a77c09192b4a5a200ea992702734a2e9279a37f2478236f26 \
-    --hash=sha256:cb527a79772e5ef98fb1d700678fe031e353e765d1ca2d409c92263c6d43e09f \
-    --hash=sha256:cf364028c016c03078a23b503f02058f1814320a56ad535686f90565636a9495 \
-    --hash=sha256:d48a880098c96020b02d5a1f7d9251308510ce8858940e6fa99ece33f610838b \
-    --hash=sha256:d68b6cef7827e8641e8ef16f4494edda8b36104d79773a334beaa1e3521430f6 \
-    --hash=sha256:d9b29c1f0ae438d5ee9acb31cadee00a58c46cc9c0b2f9038c6b0b3470877a8c \
-    --hash=sha256:d9b97165e8aed9272a6bb17c01e3cc5871a594a446ebedc996e2397a1c1ea8ef \
-    --hash=sha256:da68248800ad6320861f129cd9c1bf96ca849a2771a59e0344e88681905916f5 \
-    --hash=sha256:da902562c3e9c550df360bfa53c035b2f241fed6d9aef119048073680ace4a18 \
-    --hash=sha256:dbd5c7a25a7cb98f5ca55d258b103a2054f859a46ae11aaf23134f9cc0d356ad \
-    --hash=sha256:dd4f05f54a52fb558f1ba9f528228066954fee3ebe629fc1660d874d040ae5a3 \
-    --hash=sha256:de8dad4425a6ca6e4e5e297b27b5c824ecc7581910bf9aee86cb6835e6812aa7 \
-    --hash=sha256:e11e82b744887154b182fd3e7e8512418446501191994dbf9c9fc1f32cc8efd5 \
-    --hash=sha256:e6e73b9e02893c764e7e8d5bb5ce277f1a009cd5243f8228f75f842bf937c534 \
-    --hash=sha256:f73b96c41e3b2adedc34a7356e64c8eb96e03a3782b535e043a986276ce12a49 \
-    --hash=sha256:f93fd8e5c8c0a4aa1f424d6173f14a892044054871c771f8566e4008eaa359d2 \
-    --hash=sha256:fc33c5141b55ed366cfaad382df24fe7dcbc686de5be719b207bb248e3053dc5 \
-    --hash=sha256:fc7de24befaeae77ba923797c7c87834c73648a05a4bde34b3b7e5588973a453 \
-    --hash=sha256:fe562eb1a64e67dd297ccc4f5addea2501664954f2692b69a76449ec7913ecbf
+cffi==2.1.0 \
+    --hash=sha256:02cb7ff33ded4f1532476731f89ede53e2e488a8e6205515a82144246ffa7dcc \
+    --hash=sha256:03e9810d18c646077e501f661b682fbf5dee4676048527ca3cffe66faa9960dd \
+    --hash=sha256:0520e1f4c35f44e209cbbb421b67eec42e6a157f59444dfb6058874ff3610e5d \
+    --hash=sha256:0582a58f3051372229ca8e7f5f589f9e5632678208d8636fea3676711fdf7fe5 \
+    --hash=sha256:0611e7ebf90573a535ebdc33ae9da222d037853983e13359f580fab781ca017f \
+    --hash=sha256:0a42c688d19fca6e095a53c6a6e2295a5b050a8b289f109adab02a9e61a25de6 \
+    --hash=sha256:0a96b74cda968eebbad56d973efe5098974f0a9fb323865bf99ea1fd24e3e64c \
+    --hash=sha256:10537b1df4967ca26d21e5072d7d54188354483b91dc75058968d3f0cf13fbda \
+    --hash=sha256:11b3fb55f4f8ad92274ed26705f65d8f91457de71f5380061eb6d125a768fecd \
+    --hash=sha256:15faec4adfff450819f3aee0e2e02c812de6edb88203aa58807955db2003472a \
+    --hash=sha256:164bff1657b2a74f0b6d54e11c9b375bc97b931f2ca9c43fcf875838da1570dd \
+    --hash=sha256:1854b724d00f6654c742097d5387569021be12d3a0f770eae1df8f8acfcc6acd \
+    --hash=sha256:19c54ac121cad98450b4896fa9a43ee0180d57bc4bc911a33db6cab1efab6cd3 \
+    --hash=sha256:1b96bfe2c4bd825681b7d311ad6d9b7280a091f43e8f63da5729638083cd3bfb \
+    --hash=sha256:1e9f50d192a3e525b15a75ab5114e442d83d657b7ec29182a991bc9a88fd3a66 \
+    --hash=sha256:1ff3456eab0d889592d1936d6125bbfbc7ae4d3354a700f8bd80450a66445d4d \
+    --hash=sha256:2282cd5e38aa8accd03e99d1256af8411c84cdbee6a89d841b563fdbd1f3e50f \
+    --hash=sha256:276f20fffd7b396e12516ba8edf9509210ac248cbbc5acbc39cd512f9f59ebe6 \
+    --hash=sha256:2b71d409cccee78310ab5dec549aed052aaea483346e282c7b02362596e01bb0 \
+    --hash=sha256:2e9dabb9abcb7ad15938c7196ad5c1718a4e6d33cc79b4c0209bdb64c4a54a5c \
+    --hash=sha256:30b65779d598c370374fefabf138d456fd6f3216bfa7bedfab1ba82025b0cd93 \
+    --hash=sha256:33eb1ad83ebe8f313e0df035c406227d55a79456704a863fad9842136af5ad7d \
+    --hash=sha256:35aaea0c7ee0e58a5cd8c2fd1a48fdf7ece0d2699b7ecdda08194e9ce5dd9b3d \
+    --hash=sha256:3681e031db29958a7502f5c0c9d6bbc4c36cb20f7b104086fa642d1799631ff8 \
+    --hash=sha256:379de10ce1ba048b1448599d1b37b24caee16309d1ac98d3982fc997f768700b \
+    --hash=sha256:37f525a7e7e50c017fdebe58b787be310ad59357ae43a053943a6e1a6c526001 \
+    --hash=sha256:3b926723c13eba9f81d2ef3820d63aeceec3b2d4639906047bf675cb8a7a500d \
+    --hash=sha256:3d7f118b5adbfdfead90c25822690b02bc8074fba949bb7858bec4ebd55adb43 \
+    --hash=sha256:46b1c8db8f6122420f32d02fffb924c2fe9bc772d228c7c711748fff56aabb2b \
+    --hash=sha256:47ff3a8bfd8cb9da1af7524b965127095055654c177fcfc7578debcb015eecd0 \
+    --hash=sha256:4d433a51f1870e43a13b6732f92aaf540ff77c2015097c78556f75a2d6c030e0 \
+    --hash=sha256:4f26194e3d95e06501b942642855aed4f953d55e95d7d01b7c4483db3ecff458 \
+    --hash=sha256:510aeeeac94811b138077451da1fb18b308a5feab47dd2b603af55804155e1c8 \
+    --hash=sha256:5972433ad71a9e46516584ef60a0fda12d9dc459938d1539c3ddecf9bdc1368d \
+    --hash=sha256:5ecbd0499275d57506d397eebe1981cee87b47fcd9ef5c22cab7ed7644a39a94 \
+    --hash=sha256:6274dcb2d15cef48daa73ed1be5a40d501d74dccd0cd6db364776d12cb6ba022 \
+    --hash=sha256:63960549e4f8dc41e31accb97b975abaecfc44c03e396c093a6436763c2ea7db \
+    --hash=sha256:64c753a0f87a256020004f37a1c8c02c480e725f910f0b2a0f3f07debd1b2479 \
+    --hash=sha256:6af371f3767faeffc6ac1ef57cdfd25844403e9d3f476c5537caee499de96376 \
+    --hash=sha256:6ca4919c6e4f89aa99c42510b42cf54596892c00b3f9077f6bdd1505e24b9c8d \
+    --hash=sha256:6d194185eabd279f1c05ebe3504265ddfc5ad2b58d0714f7db9f01da592e9eb6 \
+    --hash=sha256:702c436735fbe99d59ada02a1f65cfc0d31c0ee8b7290912f8fbc5cd1e4b16c3 \
+    --hash=sha256:716ff8ec22f20b4d988b12884086bcef0fc99737043e503f7a3935a6be99b1ea \
+    --hash=sha256:762f99479dcb369f60ab9017ad4ab97a36a1dd7c1ee5a3b15db0f4b8659120cd \
+    --hash=sha256:7762faa47e8ff7eb80bd261d9a7d8eea2d8baa69de5e95b70c1f338bbe712f02 \
+    --hash=sha256:78474632761faa0fb96f30b1c928c84ebcf68713cbb80d15bab09dfe61640fde \
+    --hash=sha256:799416bae98336e400981ff6e532d67d5c709cfb30afb79865a1315f94b0e224 \
+    --hash=sha256:7d034dcffa09e9a46c93fa3a3be402096cb5354ac6e41ab8e5cc9cd8b642ad76 \
+    --hash=sha256:7d28dff1db6764108bc30788d85d61c876beff416d9a49cb9dd7c5a9f34f5804 \
+    --hash=sha256:7d3538f9c0e50670f4deb93dbb696576e60590369cae2faf7de681e597a8a1f1 \
+    --hash=sha256:7d5980a3433d4b71a5e120f9dd551403d7824e31e2e67124fe2769c404c06913 \
+    --hash=sha256:7ea6b3e2c4250ff1de21c630fe72d0f63eb95c2c32ffbf64a358cf4a8836d714 \
+    --hash=sha256:86cf8755a791f72c85dc287128cc62d4f24d392e3f1e15837245623f4a33cccc \
+    --hash=sha256:88023dfe18799507b73f1dbb0d14326a17465de1bc9c9c7655c22845e9ddc3a2 \
+    --hash=sha256:89095c1968b4ba8285840e131bf2891b09ae137fe2146905acae0354fbce1b5e \
+    --hash=sha256:8d35c139744adb3e727cd51b1a18324bbe44b8bd41bf8322bca4d41289f48eda \
+    --hash=sha256:8e74a6135550c4748af665b1b1118b6aab33b1fc6a16f9aff630af107c3b4512 \
+    --hash=sha256:8f9ec95b8a043d3dfbc74d9abc6f7baf524dd27a8dc160b0a32ff9cdab650c28 \
+    --hash=sha256:90bec57cf82089383bd06a605b3eb8daebf7e5a668520beaf6e327a83a947699 \
+    --hash=sha256:95f2954c2c9473d892eca6e0409f3568b37ab62a8eedb122461f73cc273476e3 \
+    --hash=sha256:961be50688f7fba2fa65f63712d3b9b341a22311f5253460ce933f52f0de1c8c \
+    --hash=sha256:98fff996e983a36d3aa2eca83af40c5821202e7e6f32d13ae94e3d2286f10cfe \
+    --hash=sha256:9b8f0f26ca4e7513c534d351eca551947d053fac438f2a04ac96d882909b0d3a \
+    --hash=sha256:9d72af0cf10a76a600a9690078fe31c63b9588c8e86bf9fd353f713c84b5db0f \
+    --hash=sha256:9d8272c0e483b024e1b9ad029821470ed8ec65631dbd90217469da0e7cd89f1c \
+    --hash=sha256:a016194dbe13d14ee9556e734b772d8d67b947092b268d757fd4290e3ba2dfc2 \
+    --hash=sha256:a5781494d4d400a3f47f8f1da94b324f6e6b440a53387774002890a2a2f4b50f \
+    --hash=sha256:a95b05f9baf29b91171b3a8bd2020b028835243e7b0ff6bb23e2a3c228518b1b \
+    --hash=sha256:aa7a1b53a2a4452ada2d1b5dade9960b2522f1e61293a811a077439e39029565 \
+    --hash=sha256:ac0f1a2d0cfa7eea3f2aaf006ab6e70e8feeb16b75d65b7e5939982ca2f11056 \
+    --hash=sha256:af5e2915d41fe6c961694d7bfdc8562942638200f3ce2765dfb8b745cf997629 \
+    --hash=sha256:b6422532152adf4e59b110cb2808cee7a033800952f5c036b4af047ee43199e7 \
+    --hash=sha256:b65f590ef2a44640f9a05dbb548a429b4ade77913ce683ac8b1480777658a6c0 \
+    --hash=sha256:ba00f661f8ba35d075c937174e27c2c421cec3942fd2e0ea3e66996757c0fdd9 \
+    --hash=sha256:bccbbb5ee76a61f9d99b5bf3846a51d7fca4b6a732fe46f89295610edaf41853 \
+    --hash=sha256:bf01d8c84cbea96b944c73b22182e6c7c432b3475632b8111dbfdc95ddad6e13 \
+    --hash=sha256:bf5c6cf48238b0eb4c086978c492ad1cbc22373fc5b2d7353b3a598ce6db887a \
+    --hash=sha256:c16914df9fb7f500e440e6875fa23ff5e0b31db01fa9c06af98d59a91f0dc2e4 \
+    --hash=sha256:c351efb95e832a853a29361675f33a7ce53de1a109cd73fd47af0712213aa4ce \
+    --hash=sha256:c4165821e131d6d4ca444347c2b694e2311bcfa3fe5a861cc72968f28867beac \
+    --hash=sha256:c5f5df567f6eb216de69be06ce55c8b714090fae02b18a3b40da8163b8c5fa9c \
+    --hash=sha256:c941bb58d5a6e1c3892d86e42927ed6c180302f07e6d395d08c416e594b98b46 \
+    --hash=sha256:c97f080ea627e2863524c5af3836e2270b5f5dfff1f104392b959f8df0c5d384 \
+    --hash=sha256:cb96698e3c7413d906ce83f8ffd245ec1bd94707541f299d0ce4d6b0193e982b \
+    --hash=sha256:cbb7640ce37159548d2147b5b8c241f962143d4c71231431820783f4dc78f210 \
+    --hash=sha256:cdf2448aab5f661c9315308ec8b93f4e8a1a67a3c733f8631067a2b67d5913dc \
+    --hash=sha256:d2117334c3af3bdcb9a88522b844a2bdb5efdc4f71c6c822df55486ae1c3347a \
+    --hash=sha256:d53d10f7da99ae46f7373b9150393e9c5eab9b224909982b43832668de4779f5 \
+    --hash=sha256:d9fafc5aa2e2a39aaf7f8cc0c1f044a9b07fca12e558dca53a3cc5c654ad67a7 \
+    --hash=sha256:db3eb7d46527159a878ec3460e9d40615bc25ba337d477db681aea6e4f05c5d2 \
+    --hash=sha256:dbf7c7a88e2bac086f06d14577332760bdeecc42bdec8ac4077f6260557d9326 \
+    --hash=sha256:df2b82571a1b30f58a87bf4e5a9e78d2b1eff6c6ce8fd3aa3757221f93f0863f \
+    --hash=sha256:df92f2aba50eb4d96718b68ef76f2e57a57b54f2fa62333496d16c6d585a85ca \
+    --hash=sha256:eb4e8997a49aa2c08a3e43c9045d224448b8941d88e7ac163c7d383e560cbf98 \
+    --hash=sha256:efc1cdd798b1aaf39b4610bba7aad28c9bea9b910f25c784ccf9ec1fa719d1f9 \
+    --hash=sha256:f146d154428a2523f9cc7936c02353c2459b8f6cf07d3cd1ee1c0a611109c5d5 \
+    --hash=sha256:f5bce581e6b8c235e566a14768a943b172ada3ed73537bb0c0be1edee312d4e7 \
+    --hash=sha256:f9912624a0c0b834b7520d7769b3644453aabc0a7e1c839da7359f050750e9bc \
+    --hash=sha256:fb62edb5bb52cca65fab91a63afa7561607120d26090a7e8fda6fb9f064726da \
+    --hash=sha256:ff067a8d8d880e7809e4ac88eb009bb848870115317b306666502ccad30b147f
     # via
     #   feast (pyproject.toml)
     #   argon2-cffi-bindings
@@ -442,224 +564,186 @@ cfgv==3.5.0 \
     --hash=sha256:a8dc6b26ad22ff227d2634a65cb388215ce6cc96bbcc5cfde7641ae87e8dacc0 \
     --hash=sha256:d5b1034354820651caa73ede66a6294d6e95c1b00acc5e9b098e917404669132
     # via pre-commit
-charset-normalizer==3.4.7 \
-    --hash=sha256:007d05ec7321d12a40227aae9e2bc6dca73f3cb21058999a1df9e193555a9dcc \
-    --hash=sha256:03853ed82eeebbce3c2abfdbc98c96dc205f32a79627688ac9a27370ea61a49c \
-    --hash=sha256:07d9e39b01743c3717745f4c530a6349eadbfa043c7577eef86c502c15df2c67 \
-    --hash=sha256:08e721811161356f97b4059a9ba7bafb23ea5ee2255402c42881c214e173c6b4 \
-    --hash=sha256:0c96c3b819b5c3e9e165495db84d41914d6894d55181d2d108cc1a69bfc9cce0 \
-    --hash=sha256:0ea948db76d31190bf08bd371623927ee1339d5f2a0b4b1b4a4439a65298703c \
-    --hash=sha256:0f7eb884681e3938906ed0434f20c63046eacd0111c4ba96f27b76084cd679f5 \
-    --hash=sha256:12a6fff75f6bc66711b73a2f0addfc4c8c15a20e805146a02d147a318962c444 \
-    --hash=sha256:12d8baf840cc7889b37c7c770f478adea7adce3dcb3944d02ec87508e2dcf153 \
-    --hash=sha256:14265bfe1f09498b9d8ec91e9ec9fa52775edf90fcbde092b25f4a33d444fea9 \
-    --hash=sha256:16d971e29578a5e97d7117866d15889a4a07befe0e87e703ed63cd90cb348c01 \
-    --hash=sha256:177a0ba5f0211d488e295aaf82707237e331c24788d8d76c96c5a41594723217 \
-    --hash=sha256:1a87ca9d5df6fe460483d9a5bbf2b18f620cbed41b432e2bddb686228282d10b \
-    --hash=sha256:1c2a768fdd44ee4a9339a9b0b130049139b8ce3c01d2ce09f67f5a68048d477c \
-    --hash=sha256:1c2aed2e5e41f24ea8ef1590b8e848a79b56f3a5564a65ceec43c9d692dc7d8a \
-    --hash=sha256:1dc8b0ea451d6e69735094606991f32867807881400f808a106ee1d963c46a83 \
-    --hash=sha256:1efde3cae86c8c273f1eb3b287be7d8499420cf2fe7585c41d370d3e790054a5 \
-    --hash=sha256:202389074300232baeb53ae2569a60901f7efadd4245cf3a3bf0617d60b439d7 \
-    --hash=sha256:203104ed3e428044fd943bc4bf45fa73c0730391f9621e37fe39ecf477b128cb \
-    --hash=sha256:2257141f39fe65a3fdf38aeccae4b953e5f3b3324f4ff0daf9f15b8518666a2c \
-    --hash=sha256:298930cec56029e05497a76988377cbd7457ba864beeea92ad7e844fe74cd1f1 \
-    --hash=sha256:2cd4a60d0e2fb04537162c62bbbb4182f53541fe0ede35cdf270a1c1e723cc42 \
-    --hash=sha256:2d6eb928e13016cea4f1f21d1e10c1cebd5a421bc57ddf5b1142ae3f86824fab \
-    --hash=sha256:2fe249cb4651fd12605b7288b24751d8bfd46d35f12a20b1ba33dea122e690df \
-    --hash=sha256:30b8d1d8c52a48c2c5690e152c169b673487a2a58de1ec7393196753063fcd5e \
-    --hash=sha256:320ade88cfb846b8cd6b4ddf5ee9e80ee0c1f52401f2456b84ae1ae6a1a5f207 \
-    --hash=sha256:3534e7dcbdcf757da6b85a0bbf5b6868786d5982dd959b065e65481644817a18 \
-    --hash=sha256:36836d6ff945a00b88ba1e4572d721e60b5b8c98c155d465f56ad19d68f23734 \
-    --hash=sha256:38c0109396c4cfc574d502df99742a45c72c08eff0a36158b6f04000043dbf38 \
-    --hash=sha256:3946fa46a0cf3e4c8cb1cc52f56bb536310d34f25f01ca9b6c16afa767dab110 \
-    --hash=sha256:3bec022aec2c514d9cf199522a802bd007cd588ab17ab2525f20f9c34d067c18 \
-    --hash=sha256:3c9a494bc5ec77d43cea229c4f6db1e4d8fe7e1bbffa8b6f0f0032430ff8ab44 \
-    --hash=sha256:3dce51d0f5e7951f8bb4900c257dad282f49190fdbebecd4ba99bcc41fef404d \
-    --hash=sha256:3dedcc22d73ec993f42055eff4fcfed9318d1eeb9a6606c55892a26964964e48 \
-    --hash=sha256:4042d5c8f957e15221d423ba781e85d553722fc4113f523f2feb7b188cc34c5e \
-    --hash=sha256:481551899c856c704d58119b5025793fa6730adda3571971af568f66d2424bb5 \
-    --hash=sha256:4dc1e73c36828f982bfe79fadf5919923f8a6f4df2860804db9a98c48824ce8d \
-    --hash=sha256:4e5163c14bffd570ef2affbfdd77bba66383890797df43dc8b4cc7d6f500bf53 \
-    --hash=sha256:511ef87c8aec0783e08ac18565a16d435372bc1ac25a91e6ac7f5ef2b0bff790 \
-    --hash=sha256:532bc9bf33a68613fd7d65e4b1c71a6a38d7d42604ecf239c77392e9b4e8998c \
-    --hash=sha256:54523e136b8948060c0fa0bc7b1b50c32c186f2fceee897a495406bb6e311d2b \
-    --hash=sha256:5649fd1c7bade02f320a462fdefd0b4bd3ce036065836d4f42e0de958038e116 \
-    --hash=sha256:56be790f86bfb2c98fb742ce566dfb4816e5a83384616ab59c49e0604d49c51d \
-    --hash=sha256:5b77459df20e08151cd6f8b9ef8ef1f961ef73d85c21a555c7eed5b79410ec10 \
-    --hash=sha256:5ed6ab538499c8644b8a3e18debabcd7ce684f3fa91cf867521a7a0279cab2d6 \
-    --hash=sha256:6178f72c5508bfc5fd446a5905e698c6212932f25bcdd4b47a757a50605a90e2 \
-    --hash=sha256:6370e8686f662e6a3941ee48ed4742317cafbe5707e36406e9df792cdb535776 \
-    --hash=sha256:64f02c6841d7d83f832cd97ccf8eb8a906d06eb95d5276069175c696b024b60a \
-    --hash=sha256:65bcd23054beab4d166035cabbc868a09c1a49d1efe458fe8e4361215df40265 \
-    --hash=sha256:66671f93accb62ed07da56613636f3641f1a12c13046ce91ffc923721f23c008 \
-    --hash=sha256:6696b7688f54f5af4462118f0bfa7c1621eeb87154f77fa04b9295ce7a8f2943 \
-    --hash=sha256:6785f414ae0f3c733c437e0f3929197934f526d19dfaa75e18fdb4f94c6fb374 \
-    --hash=sha256:67f6279d125ca0046a7fd386d01b311c6363844deac3e5b069b514ba3e63c246 \
-    --hash=sha256:6c114670c45346afedc0d947faf3c7f701051d2518b943679c8ff88befe14f8e \
-    --hash=sha256:6e0d51f618228538a3e8f46bd246f87a6cd030565e015803691603f55e12afb5 \
-    --hash=sha256:6ed74185b2db44f41ef35fd1617c5888e59792da9bbc9190d6c7300617182616 \
-    --hash=sha256:708838739abf24b2ceb208d0e22403dd018faeef86ddac04319a62ae884c4f15 \
-    --hash=sha256:715479b9a2802ecac752a3b0efa2b0b60285cf962ee38414211abdfccc233b41 \
-    --hash=sha256:733784b6d6def852c814bce5f318d25da2ee65dd4839a0718641c696e09a2960 \
-    --hash=sha256:750e02e074872a3fad7f233b47734166440af3cdea0add3e95163110816d6752 \
-    --hash=sha256:752a45dc4a6934060b3b0dab47e04edc3326575f82be64bc4fc293914566503e \
-    --hash=sha256:7579e913a5339fb8fa133f6bbcfd8e6749696206cf05acdbdca71a1b436d8e72 \
-    --hash=sha256:7641bb8895e77f921102f72833904dcd9901df5d6d72a2ab8f31d04b7e51e4e7 \
-    --hash=sha256:7804338df6fcc08105c7745f1502ba68d900f45fd770d5bdd5288ddccb8a42d8 \
-    --hash=sha256:80d04837f55fc81da168b98de4f4b797ef007fc8a79ab71c6ec9bc4dd662b15b \
-    --hash=sha256:813c0e0132266c08eb87469a642cb30aaff57c5f426255419572aaeceeaa7bf4 \
-    --hash=sha256:82b271f5137d07749f7bf32f70b17ab6eaabedd297e75dce75081a24f76eb545 \
-    --hash=sha256:84c018e49c3bf790f9c2771c45e9313a08c2c2a6342b162cd650258b57817706 \
-    --hash=sha256:8751d2787c9131302398b11e6c8068053dcb55d5a8964e114b6e196cf16cb366 \
-    --hash=sha256:8778f0c7a52e56f75d12dae53ae320fae900a8b9b4164b981b9c5ce059cd1fcb \
-    --hash=sha256:87fad7d9ba98c86bcb41b2dc8dbb326619be2562af1f8ff50776a39e55721c5a \
-    --hash=sha256:8d828b6667a32a728a1ad1d93957cdf37489c57b97ae6c4de2860fa749b8fc1e \
-    --hash=sha256:8e385e4267ab76874ae30db04c627faaaf0b509e1ccc11a95b3fc3e83f855c00 \
-    --hash=sha256:92a0a01ead5e668468e952e4238cccd7c537364eb7d851ab144ab6627dbbe12f \
-    --hash=sha256:94e1885b270625a9a828c9793b4d52a64445299baa1fea5a173bf1d3dd9a1a5a \
-    --hash=sha256:a180c5e59792af262bf263b21a3c49353f25945d8d9f70628e73de370d55e1e1 \
-    --hash=sha256:a277ab8928b9f299723bc1a2dabb1265911b1a76341f90a510368ca44ad9ab66 \
-    --hash=sha256:a5fe03b42827c13cdccd08e6c0247b6a6d4b5e3cdc53fd1749f5896adcdc2356 \
-    --hash=sha256:a6c5863edfbe888d9eff9c8b8087354e27618d9da76425c119293f11712a6319 \
-    --hash=sha256:a89c23ef8d2c6b27fd200a42aa4ac72786e7c60d40efdc76e6011260b6e949c4 \
-    --hash=sha256:adb2597b428735679446b46c8badf467b4ca5f5056aae4d51a19f9570301b1ad \
-    --hash=sha256:ae196f021b5e7c78e918242d217db021ed2a6ace2bc6ae94c0fc596221c7f58d \
-    --hash=sha256:ae89db9e5f98a11a4bf50407d4363e7b09b31e55bc117b4f7d80aab97ba009e5 \
-    --hash=sha256:aed52fea0513bac0ccde438c188c8a471c4e0f457c2dd20cdbf6ea7a450046c7 \
-    --hash=sha256:aef65cd602a6d0e0ff6f9930fcb1c8fec60dd2cfcb6facaf4bdb0e5873042db0 \
-    --hash=sha256:af21eb4409a119e365397b2adbaca4c9ccab56543a65d5dbd9f920d6ac29f686 \
-    --hash=sha256:b14b2d9dac08e28bb8046a1a0434b1750eb221c8f5b87a68f4fa11a6f97b5e34 \
-    --hash=sha256:bb6d88045545b26da47aa879dd4a89a71d1dce0f0e549b1abcb31dfe4a8eac49 \
-    --hash=sha256:bb8cc7534f51d9a017b93e3e85b260924f909601c3df002bcdb58ddb4dc41a5c \
-    --hash=sha256:bc17a677b21b3502a21f66a8cc64f5bfad4df8a0b8434d661666f8ce90ac3af1 \
-    --hash=sha256:bd6c2a1c7573c64738d716488d2cdd3c00e340e4835707d8fdb8dc1a66ef164e \
-    --hash=sha256:bd9b23791fe793e4968dba0c447e12f78e425c59fc0e3b97f6450f4781f3ee60 \
-    --hash=sha256:c03a41a8784091e67a39648f70c5f97b5b6a37f216896d44d2cdcb82615339a0 \
-    --hash=sha256:c0f081d69a6e58272819b70288d3221a6ee64b98df852631c80f293514d3b274 \
-    --hash=sha256:c35abb8bfff0185efac5878da64c45dafd2b37fb0383add1be155a763c1f083d \
-    --hash=sha256:c36c333c39be2dbca264d7803333c896ab8fa7d4d6f0ab7edb7dfd7aea6e98c0 \
-    --hash=sha256:c45e9440fb78f8ddabcf714b68f936737a121355bf59f3907f4e17721b9d1aae \
-    --hash=sha256:c593052c465475e64bbfe5dbd81680f64a67fdc752c56d7a0ae205dc8aeefe0f \
-    --hash=sha256:cdd68a1fb318e290a2077696b7eb7a21a49163c455979c639bf5a5dcdc46617d \
-    --hash=sha256:ce3412fbe1e31eb81ea42f4169ed94861c56e643189e1e75f0041f3fe7020abe \
-    --hash=sha256:cf1493cd8607bec4d8a7b9b004e699fcf8f9103a9284cc94962cb73d20f9d4a3 \
-    --hash=sha256:cf29836da5119f3c8a8a70667b0ef5fdca3bb12f80fd06487cfa575b3909b393 \
-    --hash=sha256:d4a48e5b3c2a489fae013b7589308a40146ee081f6f509e047e0e096084ceca1 \
-    --hash=sha256:d560742f3c0d62afaccf9f41fe485ed69bd7661a241f86a3ef0f0fb8b1a397af \
-    --hash=sha256:d6038d37043bced98a66e68d3aa2b6a35505dc01328cd65217cefe82f25def44 \
-    --hash=sha256:d61f00a0869d77422d9b2aba989e2d24afa6ffd552af442e0e58de4f35ea6d00 \
-    --hash=sha256:d635aab80466bc95771bb78d5370e74d36d1fe31467b6b29b8b57b2a3cd7d22c \
-    --hash=sha256:dca4bbc466a95ba9c0234ef56d7dd9509f63da22274589ebd4ed7f1f4d4c54e3 \
-    --hash=sha256:dd915403e231e6b1809fe9b6d9fc55cf8fb5e02765ac625d9cd623342a7905d7 \
-    --hash=sha256:e044c39e41b92c845bc815e5ae4230804e8e7bc29e399b0437d64222d92809dd \
-    --hash=sha256:e060d01aec0a910bdccb8be71faf34e7799ce36950f8294c8bf612cba65a2c9e \
-    --hash=sha256:e1421b502d83040e6d7fb2fb18dff63957f720da3d77b2fbd3187ceb63755d7b \
-    --hash=sha256:e17b8d5d6a8c47c85e68ca8379def1303fd360c3e22093a807cd34a71cd082b8 \
-    --hash=sha256:e5f4d355f0a2b1a31bc3edec6795b46324349c9cb25eed068049e4f472fb4259 \
-    --hash=sha256:e712b419df8ba5e42b226c510472b37bd57b38e897d3eca5e8cfd410a29fa859 \
-    --hash=sha256:e74327fb75de8986940def6e8dee4f127cc9752bee7355bb323cc5b2659b6d46 \
-    --hash=sha256:e80c8378d8f3d83cd3164da1ad2df9e37a666cdde7b1cb2298ed0b558064be30 \
-    --hash=sha256:e8ac484bf18ce6975760921bb6148041faa8fef0547200386ea0b52b5d27bf7b \
-    --hash=sha256:eca9705049ad3c7345d574e3510665cb2cf844c2f2dcfe675332677f081cbd46 \
-    --hash=sha256:ed065083d0898c9d5b4bbec7b026fd755ff7454e6e8b73a67f8c744b13986e24 \
-    --hash=sha256:edac0f1ab77644605be2cbba52e6b7f630731fc42b34cb0f634be1a6eface56a \
-    --hash=sha256:effc3f449787117233702311a1b7d8f59cba9ced946ba727bdc329ec69028e24 \
-    --hash=sha256:f22dec1690b584cea26fade98b2435c132c1b5f68e39f5a0b7627cd7ae31f1dc \
-    --hash=sha256:f495a1652cf3fbab2eb0639776dad966c2fb874d79d87ca07f9d5f059b8bd215 \
-    --hash=sha256:f496c9c3cc02230093d8330875c4c3cdfc3b73612a5fd921c65d39cbcef08063 \
-    --hash=sha256:f59099f9b66f0d7145115e6f80dd8b1d847176df89b234a5a6b3f00437aa0832 \
-    --hash=sha256:f59ad4c0e8f6bba240a9bb85504faa1ab438237199d4cce5f622761507b8f6a6 \
-    --hash=sha256:fbccdc05410c9ee21bbf16a35f4c1d16123dcdeb8a1d38f33654fa21d0234f79 \
-    --hash=sha256:fea24543955a6a729c45a73fe90e08c743f0b3334bbf3201e6c4bc1b0c7fa464
+charset-normalizer==3.4.9 \
+    --hash=sha256:0327fcd59a935777d83410750c50600ee9571af2846f71ce40f25b13da1ef380 \
+    --hash=sha256:03d07803992c6c7bbc976327f34b18b6160327fc81cb82c9d504720ac0be3b62 \
+    --hash=sha256:04ce310cb89c15df659582aee80a0603788732a5e017d5bd5c81158106ce249c \
+    --hash=sha256:0d861473f743244d349b50f850d10eb87aeb22bbdcc8e64f79273c94af5a8226 \
+    --hash=sha256:0e94703ec9684807f20cfb5eed95c70f67f2a8f21ad620146d7b5a13677b93e5 \
+    --hash=sha256:0fa1aec2d32bcc03c8fa0f6f1712caad1adc38509f31142112e5c9daf5b9c833 \
+    --hash=sha256:16b65ea0f2465b6fb52aa22de5eca612aa964ddfec00a912e26f4656cbef890b \
+    --hash=sha256:16d10d789dd9bcca1173c95af82c58433122564b7bc39385124be735a35cbe99 \
+    --hash=sha256:19ac87f93086ce37b86e098888555c4b4bc48102279bae3350098c0ed664b501 \
+    --hash=sha256:1d22856ffbe153a602df38e4a5464f0b748a54002e0d69ac6d2ad0a197cc99ec \
+    --hash=sha256:21e764fd1e70b6a3e205a0e46f3051701f98a8cb3fad66eeb80e48bb502f8698 \
+    --hash=sha256:231ddcbb35e2ff8973e1365db41fe0572662893b99a05deb183b68ad4c0c8bd4 \
+    --hash=sha256:253a4a220747e8b5faf57ec320c4f5efb0cef05f647420bf267143ec15dba10a \
+    --hash=sha256:280081916dc341820640489a66e4696049401ef1cf6dd672f672e70ad915aca3 \
+    --hash=sha256:2a441ea71902098ffe78c5abe6c494f44160b4af614ed16c3d9a3b1d17fd8ee2 \
+    --hash=sha256:304b13570067b2547562e308af560b3963857b1fa90bd6afd978130130fe2d6a \
+    --hash=sha256:32286a2c8d167e897177b673176c1e3e00d4057caf5d2b64eef9a3666b03018e \
+    --hash=sha256:33bdcc2a32c0a0e861f60841a512c8acc658c87c2ac59d89e3a46dacf7d866e4 \
+    --hash=sha256:375b83ed0aecfce76c16d198fbc21f3b11b337d68662bea0a995046682a11419 \
+    --hash=sha256:3c09a49d6cde137258beb3d551994a2927fd35ad5cf96aed573f61bbd67c5f84 \
+    --hash=sha256:3d92613ec25e43b05f042302531ec0f00b8445190e43325880cbd6ab7c2581da \
+    --hash=sha256:40a126142a56b2dfc0aacbad1de8310cbf60da7656db0e6b16eebd48e3e93519 \
+    --hash=sha256:416c229f77e5ea25b3dfd4b582f8d73d7e43c22320302b9ab128a2d3a0b38efe \
+    --hash=sha256:432786d3561e69aeeae6c7e8648964ce0ad05736120135601f87ac26b9c83381 \
+    --hash=sha256:43b9e366a31fdd1c87d0eb08f579b4a82b723ea54338f040d6b4e518a026ea29 \
+    --hash=sha256:440eede837960000d74978f0eba527be106b5b9aee0daf779d395276ed0b0614 \
+    --hash=sha256:45b0cc4e3556cd875e09102988d1ab8356c998b596c9fced84547c8138b487a0 \
+    --hash=sha256:476743fe6dfe14a2da12e3ac79125dc84a3b2cf8094369a47a1529b0cd8549fe \
+    --hash=sha256:4773092f8019072343a7447203308b176e10199920eb02d6195e81bbb3274c29 \
+    --hash=sha256:4b3dac63058cc36820b0dd072f89898604e2d39686fe05321729d00d8ac185a0 \
+    --hash=sha256:4d1c96a7a18b9690a4d46df09e3e3382406ae3213727cd1019ebade1c4a81917 \
+    --hash=sha256:51307f5c71007673a2bf8232ad973483d281e74cb99c8c5a990af1eefa6277d9 \
+    --hash=sha256:51447e9aa2684679af07ca5021c3db526e0284347ebf4ffcec1154c3350cfe32 \
+    --hash=sha256:58150c9f9b9a552505912d182ccdf26f6396fb6094816ceebcbb20eecabaed94 \
+    --hash=sha256:5b10cd92fc5c498b35a8635df6d5a100207f88b63a4dc1de7ef9a548e1e2cd63 \
+    --hash=sha256:5e226f6218febc71f6c1fc2fafb91c226f75bdc1d8fb12d66823716e891608fd \
+    --hash=sha256:609b3ba8fcc0fb5ab7af00719d0fb6ad0cb518e48e7712d12fd68f1327951198 \
+    --hash=sha256:60f44ade2cf573dad7a277e6f8ca9a51a21dda572b13bd7d8539bb3cd5dbedde \
+    --hash=sha256:611057cc5d5c0afc743ba8be6bd828c17e0aaa8643f9d0a9b9bb7dea80eb8012 \
+    --hash=sha256:6366a16e1a25018694d6a5d784d09b046edc9eac40ea2b54065c3052672516a1 \
+    --hash=sha256:65a7ff3f705e57d392f7261b6d0550fe137c3019477431f1c355e0db0a7d3e15 \
+    --hash=sha256:673611bbd43f0810bec0b0f028ddeaaa501190339cac411f347ac76917c3ae7b \
+    --hash=sha256:67830fc78e67501f47bb950471b2dcb9b35b140084429318e862895a8e89c993 \
+    --hash=sha256:68ce9f4d6b26d5ccbf7fd4459bf75f74a0a146677ebba80597df60cbdb20e6f4 \
+    --hash=sha256:68e5f26a1ad57ded6d1cfb85331d1c1a195314756471d97758c48498bb4dcdf5 \
+    --hash=sha256:69b157c5d3292bcd443faca052f3096f637f1e074b98212a933c074ae23dc3b8 \
+    --hash=sha256:75286256590a6320cf106a0d28970d3560aad9ee09aa7b34fb40524792436d35 \
+    --hash=sha256:78841cccf1af7b40f6f716338d50c0902dbe88d9f800b3c973b7a9a0a693a642 \
+    --hash=sha256:78fa18e436a1a0e58dbd7e02fc4473f3f32cceb12df9dfca542d075961c307d2 \
+    --hash=sha256:79580094b00d1789d1f93ea55bc43cb2f611910c72235b7657f3482ddcc1b22d \
+    --hash=sha256:7b86a2b16095d250c6f58b3d9b2eee6f4147754344f3dab0922f7c9bf7d226c9 \
+    --hash=sha256:83aed2c10721ddd90f68140685391b50811a880af20654c59af6b6c66c40513c \
+    --hash=sha256:84fd18bcc17526fc2b3c1af7d2b9217d32c9c04448c16ec693b9b4f1985c3d33 \
+    --hash=sha256:871ff67ea1aad4dfd91736464934d56b32dac49f9fbe16cddba36198a7b3a0db \
+    --hash=sha256:898f0e9068ca27d37f8e83a5b962821df851532e6c4a7d615c1c033f9da6eedf \
+    --hash=sha256:8a79d9f4d8001473a30c163556b3c3bfebec837495a412dde78b51672f6134f9 \
+    --hash=sha256:8c041122946b7ba21bb32c45b1aa57b1be35527690aeb3c5c234521085632eee \
+    --hash=sha256:90c44bc373b7687f6948b693cceaea1348ae0975d7474746559494468e3c1d84 \
+    --hash=sha256:9104ed0bd76a429d46f9ec0dbc9b08ad1d2dcdf2b00a5a0daa1c145329b35b44 \
+    --hash=sha256:920079c3f7456fa213e0829ed2073aaa727fd39d889ead5b4f35d0de5460d04f \
+    --hash=sha256:93d59d504b230e83c7a843251681959a0b6a9cd76f6e146ce1b8a80eb8739af9 \
+    --hash=sha256:9b2aff1c7b3884512b9512c3eaadd9bab39fb45042ffaaa1dd08ff2b9f8109d9 \
+    --hash=sha256:9b8e0f3107e2200b76f6054de99016eac3ee6762713587b36baaa7e4bd2ae177 \
+    --hash=sha256:9bb41182d93ea91f60b4bc8fbf4c820c69ef8a12ab2d917f3f1834f1acad07e8 \
+    --hash=sha256:9cdef90ae47919cae358d8ab15797a800ed41da7aba5d72419fb510729e2ed4b \
+    --hash=sha256:a1786910334ed46ab1dd73222f2cd1e05c2c3bb39f6dddb4f8b36fc382058a39 \
+    --hash=sha256:a4cfde78a9f2880208d16a93b795726a3017d5977e08d1e162a7a31322479c41 \
+    --hash=sha256:a4fbdde9dd4a9ce5fd52c2b3a347bb50cc89483ef783f1cb00d408c13f7a96c0 \
+    --hash=sha256:aa99adc8f081b475a12843953db36831eaf83ec33eb46a90629ca6a5de45a616 \
+    --hash=sha256:ac351b3b8014eead140e77e9717e2992c6bbe30b63bc3422422eb84865412e3d \
+    --hash=sha256:ad41ba96094304aa090f5a30cb6e4fb3b3f1c264c523394b4c39bbacc4dc92ba \
+    --hash=sha256:b5314963fce9b0b12743891de876e724997864ee22aa496f903f426c7e2fa5b2 \
+    --hash=sha256:bcf74c1df76758a395bf0af608c04c82257523f55c9868b334f06270d0f2112b \
+    --hash=sha256:bd47ba7fc3ca94896759ea0109775132d3e7ab921fbf54038e1bab2e46c313c9 \
+    --hash=sha256:c0323c9daef75ef2e5083624b4585018a0c9d5e3b40f607eed81a311270b934b \
+    --hash=sha256:c1225416b463483160e4af85d5fc3a9690ccb53fd4b1865a6437825f5ede3209 \
+    --hash=sha256:c1c948747b03be832dceed96ca815cef7360de9aa19d37c730f8e3f6101aca48 \
+    --hash=sha256:c25fe15c70c59eb7c5ce8c06a1f3fa1da0ecc5ea1e7a5922c40fd2fa9b0d5046 \
+    --hash=sha256:cc1b0fff8ead343dae06305f954eb8468ba0ec1a97881f42489d198e4ce3c632 \
+    --hash=sha256:cd6280cf040f233bd7d3407b743b4b4c74f70e8e1c4199cb112a62c941c0772a \
+    --hash=sha256:cd6c3d4b783c556fa00bf540854e42f135e2f256abd29669fcd0da0f2dec79c2 \
+    --hash=sha256:d4d6fcde76f94f5cb9e43e9e9a61f16dacefd228cbbf6f1a09bd9b219a92f1a1 \
+    --hash=sha256:ddf4af30b417d9fe16481e9b81c27ab2a7cde1ff7ba3e85653b02db7d145dc7b \
+    --hash=sha256:df115d4d83168fdf2cae48ef1ff6d1cb4c466364e30861b37121de0f3bf1b990 \
+    --hash=sha256:df7276909358e5635ae203673ab7e509ddd224225a8d6b0790bf13eb2bde1cc5 \
+    --hash=sha256:e4fd89cc178bced6ad29cb3e6dd4aa63fa5017c3524dbd0b25998fb64a87cc8b \
+    --hash=sha256:e9701d0049d92c16703a42771b98d560b95248949f23f8cf7b4eddd201814fb9 \
+    --hash=sha256:ee2f2a527e3c1a6e6411eb4209642e138b544a2d72fe5d0d76daf77b24063534 \
+    --hash=sha256:f7fb7d750cfa0a070d2c24e831fd3481019a60dd317ea2b39acbcebc08b6ed81 \
+    --hash=sha256:f840ed6d8ecba8255df8c42b87fadeda98ddfc6eeec05e2dc66e26d46dd6f58a \
+    --hash=sha256:f86c6358749bd4fda175388691e3ba8c46e24c5347d0afd20f9b7edfc9faf07d \
+    --hash=sha256:fa36ec09ef71d158186bc79e359ff5fdd6e7996fe8ab638f00d6b93139ba4fcf \
+    --hash=sha256:fe2c7201c642b7c308f1675355ad7ff7b66acfe3541625efe5a3ad38f29d6115
     # via
     #   requests
     #   snowflake-connector-python
-click==8.3.3 \
-    --hash=sha256:398329ad4837b2ff7cbe1dd166a4c0f8900c3ca3a218de04466f38f6497f18a2 \
-    --hash=sha256:a2bf429bb3033c89fa4936ffb35d5cb471e3719e1f3c8a7c3fff0b8314305613
+click==8.4.2 \
+    --hash=sha256:9a6cea6e60b17ebe0a44c5cc636d94f09bd66142c1cd7d8b4cd731c4917a15f6 \
+    --hash=sha256:e6f9f66136c816745b9d65817da91d61d957fb16e02e4dcd0552553c5a197b76
     # via
     #   feast (pyproject.toml)
     #   dask
+    #   flask
     #   geomet
     #   great-expectations
+    #   mlflow-skinny
     #   pip-tools
+    #   pyiceberg
     #   ray
     #   typer
     #   uvicorn
-clickhouse-connect==0.15.1 \
-    --hash=sha256:08df7857ecd2e345abbbdfc54d80fa060732cf75c953940355140af9a73b730a \
-    --hash=sha256:0bef871fb9803ae82b4dc1f797b6e784de0a4dec351591191a0c1a6008548284 \
-    --hash=sha256:158325a06978f91a182967341188502a0761447d1e13ffa775cf017def1a3d9e \
-    --hash=sha256:167e674dff8ac12be7796d93190b6fe9097c042940b3c41d87fe4d85970be27d \
-    --hash=sha256:1ef6922c8887a8b0db49a81823ef031807c971f628a363f6d53b030abaefd589 \
-    --hash=sha256:1ff5d10c6e49d36ee6941f52c4233f2bfb4198e9c726fed224f725974a667e37 \
-    --hash=sha256:24cdfe9b486c8f2e66f5f51b1f322d89d9eb4df29d9ebb2fa19b553065651e85 \
-    --hash=sha256:265f1660e8db5006ca32e8894e6c6cc984b343d96171ab0580b2104084b0fc08 \
-    --hash=sha256:2e19c9daabe4c24027006e903d0ba3f2a6b2e0703af37b2536335ac4558d541e \
-    --hash=sha256:2e52e20190004ed4578b803b1d5f2097c336fafec41b2cc0d490b5a4964c1284 \
-    --hash=sha256:371a201ee128ba2b47bd05e2f184b0d20fb78171d27441a6fb1183f4fcc9316e \
-    --hash=sha256:3b456d469db994b188bb0b5afa373e8f2e5e2bf41a70a736b9ed2485a976e9ae \
-    --hash=sha256:3cf1b78abf7e1b97ab279a2b244357c40657d2d8504ff3f713c6577cd0550b38 \
-    --hash=sha256:46bcebd00aff52ea5f7433e9cee1157b411dba9187f6677a18378c799c27c8aa \
-    --hash=sha256:4bf70933ab860bd2f0a872db624603706bed400c915c7aeef382956cf8ebbdf3 \
-    --hash=sha256:4f87d283399cbda676c8765605bf60dc6559df6fd38cbb9ea07048a4b34dda26 \
-    --hash=sha256:5046cb96d1c344c35198fe072a21ce3f273754df3e58fd0a6222c9a1aff72e75 \
-    --hash=sha256:5462bad97d97919a4ed230e2ef28d0b76bec0354a343218647830aac7744a43b \
-    --hash=sha256:57ad606e878fd284242713449217a0c475fde6b9b7ab59e7ba9e9c388431f004 \
-    --hash=sha256:5ab0d019c18d9d63b228ce2e45768f6c65fd27067d1127ab3e558c35c90f52ef \
-    --hash=sha256:5de299ada0f7eb9090bb5a6304d8d78163d4d9cc8eb04d8f552bfb82bafb61d5 \
-    --hash=sha256:60aa8c9c775d22db324260265f4c656f803fbc71de9193ef83cf8d8d0ef6ab9a \
-    --hash=sha256:691cbf6d3dd16988feb75d43942bb212f50f0cbec284eb249e0cd33ebf74ad09 \
-    --hash=sha256:693a03e44256886ac5dd26dc708833913157ec72e3b3a44fb89fd5fc202f85dc \
-    --hash=sha256:6f9619f9e8885886039e451c2e22d3fb9bd2e95bc64bbf4ebe6c0a50875785f4 \
-    --hash=sha256:7586fae639db65d6ff9f7d539aaac04ebd8604657751d78f6b45e7f971be83f3 \
-    --hash=sha256:76699fb79c0de182f915d96a08c15afc19755d9d0e9c93411abb0e4b539c7166 \
-    --hash=sha256:7a590116037ae56fab339b625f317d7c0a15bbede5f2f206ce1e55b1a2385e90 \
-    --hash=sha256:82e60e108d78e32d58a0f21570b02d3baad67ccbad6482eeb79d74a616d8a5ad \
-    --hash=sha256:83d881bf786b05489ccf96f07972b9c28638b513f3e064d39987d837749b35e3 \
-    --hash=sha256:859c718cb93780dd681f75d59ceaf4415915fa9617a5ba2de6105e291d6df3ad \
-    --hash=sha256:873d8f74eaec141f40ae060318c32353da94fdd4601f925bfd52426f3ddcd689 \
-    --hash=sha256:8bb70307589099c67dfe9a973998491bc82c1af9040560b5ebab799721bb197d \
-    --hash=sha256:9610ef6ff653f8a030f50e39cdeb1a39bea925c48f9196d787ea4b9f5eb1c8f0 \
-    --hash=sha256:99d55aab64fdeb53d74c16d2c46ae5491e90aa37ba55c24884a68a869418ee8e \
-    --hash=sha256:a1266a52bf61f0420630f625c5ac87bc2d095f08321820546300a699d4300ba3 \
-    --hash=sha256:a326e2f5518d6a9d71f0895d50a3ccd8c4d5e3abb625f39330512ff3c45c6731 \
-    --hash=sha256:a9d1e12bf86cd96626f74d21e3ac237abcda105f55cd2e78d139197d35f86209 \
-    --hash=sha256:aa9890507aac52a8a5363813bb315b6867e86a97ffa08576cb934603f5bc0216 \
-    --hash=sha256:ae24e4e7b10ff140c9041d9bdb2c08781145d844c7486c2661d223ededce7634 \
-    --hash=sha256:aeb09a6f8585f3bd4d8c5bead38f3821c076e0bca08c474a7b9039732a6e2e9a \
-    --hash=sha256:aed10f7615d0c72457d21ace9b59bfcbea0293188af2ffa3f3c2942d36974e7c \
-    --hash=sha256:b2f5174fc6001a1555fc3cb565f3b727e1b786d572df0b30d14929ae13bd3542 \
-    --hash=sha256:b692998e6dea344a4a2d7c34c129379767a068f234e1cb721ba27f1f023c70ee \
-    --hash=sha256:b6d107b5f964af97f25a0d1bfd59fe3510f2a646c87ad4f9ab9014bb0c66aa1c \
-    --hash=sha256:b8236c7dd675ed13d5e96f1f9126eeb711e8c266e4a0476ebc32be8a17decb32 \
-    --hash=sha256:c12d9f2b2fc57adaf5ea267804f00e520771794641227ed5285e38fdf36557a6 \
-    --hash=sha256:cd41ebe8b7f1c2579b22bbc414a800f3f8f5c843928019aca27c81592f70c5a7 \
-    --hash=sha256:cdeee50fb2822e4f886d9676c5979b9e6f93ee9159b1aa1b7d62e71bcf7ae551 \
-    --hash=sha256:d0dad989ae193c7261b12c9829f219fc1cb1ae9cad380c35cfe489f139c03ee9 \
-    --hash=sha256:d10e8f42bafa12d43dd280d157af1ca5a1743e0ca94e61de94c1d00cb1b2da2b \
-    --hash=sha256:d3fca3e0781b664556690decc788e7d25691043bf67a0d241e9c29233a2990d5 \
-    --hash=sha256:d6e98c0cf53db3b24dc0ff9f522fcf13205b1d191c632567d1744fbd4671741f \
-    --hash=sha256:d75324bb3a611eeb8c22b7fdda7c2cbc6ddbcc3871c65624b97f219430ded282 \
-    --hash=sha256:df93fa024d6ed46dbc3182b6202180be4cf2bbe9c331dcb21f85963b1b3fd1e5 \
-    --hash=sha256:e1a157205efd47884c22bfe061fc6f8c9aea844929ee755c47b446093805d21a \
-    --hash=sha256:e307ea69dc2a6e6d942d2799ee8bfe20c99019ddf95121cbeaf7efbb97f79f09 \
-    --hash=sha256:e702b77720ae6fd501e5a52262518dddb6c705fbc122bca4567694fb0bab401f \
-    --hash=sha256:e88a31bbd9da7f4b49de39d21e8c93c8fbb5cf487071e935af0eba884681df00 \
-    --hash=sha256:e911cffe6a9d9d27ccf91b8060086254c152c48ade47c1de3fc8e91d22cdd143 \
-    --hash=sha256:eb595e820e46ccdffd702d23e4d1d1efadaa60db81a3da53e693ab055d8a3b1a \
-    --hash=sha256:ecf244f91fc72e5dfe83652baf69a7ced414e9147288138897bc4376ebd6f8ac \
-    --hash=sha256:f03814b6e6a72892ce913eaef3931e6d011068480e9c19b80e5c640fdac55109 \
-    --hash=sha256:f13c34ad1ddb0d1efc92bc4039b50b534da94c51bbce25e61484bfd28b231cb5 \
-    --hash=sha256:f25df0298ecea9c29768ab1267ff1186aacfff0cbd75ff3b588644043f313cd6 \
-    --hash=sha256:f2aaf5fc0bb3098c24f0d8ca7e4ecbe605a26957481dfca2c8cef9d1fad7b7ca \
-    --hash=sha256:fa01fdb92db6bf72cb9509eecd0a0057a4558a4f40c02eebffbc2d61b644620e
+clickhouse-connect==1.6.0 \
+    --hash=sha256:01367cc75ddd3081f750ccba65c252385feff72f38f68613ea02dd056d047922 \
+    --hash=sha256:064144e1a7f6075ade3c13b8ce49517ca92f86c0c4842bd2abb52a475c026025 \
+    --hash=sha256:069f105173cd04263d3bb710381edae341dc9a3aa42fb4673017a617a5a1237a \
+    --hash=sha256:06bd2e045a7ec1406f9bd39c92bcc77027258d8969128033cea5adb8602111bd \
+    --hash=sha256:0856f42be01ab4957789b8cec99e91311d88bfe82be37ef2d230d36a6a111cff \
+    --hash=sha256:163eb12e7aaeefe9e51a483d3ad40502e15ac2ef94cf1f5b7fe8e9f5303d161b \
+    --hash=sha256:1a84eb6d545e2647a51b3b4ffa0da4a49f308aaaa096e58c44fb749c171a7d4a \
+    --hash=sha256:2d5888d76be3bf1ddea5a210522572d66abcaf651b45ff7c5a1014ec08fe7565 \
+    --hash=sha256:2f8b8060a8277509db77b14a01ed70683a0d9becba7a9994a5e59e42e9f98b37 \
+    --hash=sha256:30a183095bc367dcc4695869754e36ce2177264d0ef79421990ee24700810ee0 \
+    --hash=sha256:30bb77e7aa842550d5265c4aaa3e432b01440fd116d63e7e79ae79c380971ade \
+    --hash=sha256:34969b2a57d9372921aef2b0b51fb858d81ce952c5249b6cb5a0d459e846854c \
+    --hash=sha256:3cc6bdeafc743739f809671eb3c8fe9af1701981a43c624d9f5bea1e1409e5c4 \
+    --hash=sha256:4372dbcbd7b1c897c8d7062832468f82af27fa731c7488421ec7f0a882e1580b \
+    --hash=sha256:444564bad257b8923005431d661e347e5360cd686aae67091de3796a465cfec1 \
+    --hash=sha256:483e34a7841dbf3d2863e784a129503cc37a910a05464f2f48ce3e9b2f0fc007 \
+    --hash=sha256:508d3b7cc893b5d889b92702cc7dc4a1c975f59ee8da383054076969e4cb17c3 \
+    --hash=sha256:5135f91841e9df5827faa24f3b2436d4ac8242e74a88a8d47922e31a4383b712 \
+    --hash=sha256:51905921e7c98a11e7551663d263f28a715b14fdda191569fc71ddcde964ce52 \
+    --hash=sha256:6570d07223ea5e4c4c21fece323cc8741b7711d31c6cb3fda8d1a62fa2d5b8d4 \
+    --hash=sha256:691782a911a0696bb1ff644a309f4c6940473ee48d6c5171b13dab96d8cf8ecd \
+    --hash=sha256:6bcdb6039bb55870229ec46784840f1420362e3979c74abdc6a53d1ae95718eb \
+    --hash=sha256:7043480f1459ddd791480e3ea560a1def81dfd6462eab0c9ada54946e72918af \
+    --hash=sha256:743787fd9d1505f55854b333b81b3fa92bf950d988b66a553aaa55c7bfd2f70c \
+    --hash=sha256:75390e6ff6b398a88e0cac4907f785763fc9e476314cbafcfb24553bdbd92d28 \
+    --hash=sha256:794735a62d0a46688d50652876bcb50116c5e912577e9a469ef6ed1aa52b4d7b \
+    --hash=sha256:79caafbd2b1364d4b63c2e7c625cb424c8572b9cedc62b4ac2289cfbdf875487 \
+    --hash=sha256:7fdea3ba73b77c636a30fc74c7f2c4c53ed0fcbf0da13498ff4122c701f10362 \
+    --hash=sha256:80ca5778ce35d1f658741b993a9e7e17457d3f7a854e904aff72354b29990079 \
+    --hash=sha256:8128dfe4a17aef265d5ba2bb5f2f5a0d5fa76e6aca357c71a17da378c1b30ea6 \
+    --hash=sha256:8a5c244a31dd2f2d512c7b306e41e592dcaf9550926a96e05bd3222c6a44dacc \
+    --hash=sha256:8bdef691c6c66a28301cb1f070f633dfbd60ccdca9580df96984325f1f79e803 \
+    --hash=sha256:8d4303987b36ca075cbbe2cff3439ad017f56e1cf2bd936f83b2e6be222ae62f \
+    --hash=sha256:9090c972f3d3ab40fc046913cf51c611345d603c922483e3239633f2cda16a3c \
+    --hash=sha256:9a7af9bf7b992e5098ed9a0c2edf18d19c6acb2ccc77ee1d2da4e7e5d9dc7ddc \
+    --hash=sha256:9dac7ce419ced91f035bd26a86dd49067461547cb9e3b9b1d7c5975b460b650c \
+    --hash=sha256:9e64e332983fb268350abc76119c14da7b0640373a77ecf4f310240c3fdb4b6d \
+    --hash=sha256:a337751b60c9d15eb9865cfaa32caeb6d81497a9fd3dad248ae112765e97c7f1 \
+    --hash=sha256:a34e72d1ae6f71be491b2d44bd10d082d04c9e2e2a04d4774498e965d933b21d \
+    --hash=sha256:a5285b9005d5a3ba41d6f148c957e4df8e37a38ad27835a4ad9c31fe21083149 \
+    --hash=sha256:a7cf3b7ddffbf0b0bb77cb65935561ae48c49b4e6d0db11188279b068c297862 \
+    --hash=sha256:b94bf383735abb90b1a6dc9e89a44f09b84a71a73348be0f01c7c2fb8500fdea \
+    --hash=sha256:bd8de68d176a807fd16b85c3c5639c25bbdc81c203217f9e985e9560357fecd5 \
+    --hash=sha256:bdd153037df79b684a30372395681bd673b562e9d6c5159c3a08bffc38ad8185 \
+    --hash=sha256:c62bd3cc58aa0f6d4cac7012d6e5698cdc23111e3938a809596a5af8459470bd \
+    --hash=sha256:c793706c87ab04b29a58e5bc2c0f53806c257859e9ceb859b2840c5aabe56402 \
+    --hash=sha256:c924a2dea34578eda62e99a95988134ddaf4f66aa3f842ebd0980973b6acad56 \
+    --hash=sha256:ca3d4b70d1fa92e62ab130dec495b470de6e0e56a944cd3c8ea049cb0f137c20 \
+    --hash=sha256:cc03b0dd248faca290bced68a575e41331752bfd5863e3ab126382caa547aa1b \
+    --hash=sha256:cd4c1dee496ad3a811237ff8066084c18cdaa46a046f9e0eeacce107ac29c83c \
+    --hash=sha256:cf66e5bcfba8a183e40485efcfc80329ec75104e22dd02485fe73c0ab9073b19 \
+    --hash=sha256:d541a1a75f08d62b7e0059f77efeff26f2b0829fa0d543e1e1edcce270c78a06 \
+    --hash=sha256:d56348f1a39c8bd872106c4af92faa532fbdd8d66e72c588e9b4dd676ca2dbbd \
+    --hash=sha256:e02c6abbfe777f4d0afdf7726ac30168514c46390b15e12ecf95d873c7b20969 \
+    --hash=sha256:e4eb8b83b848f4ca4b984899acd62b0a60f310cbaa559d83519b7477968392ed \
+    --hash=sha256:ed28787dd00a34b003fe24de4953e15b172058d875279336d4ee5d8f585acc50 \
+    --hash=sha256:effd020411e4669f21d8b9f7f95d2342145ff6a2e32b49eae416fbd733334e53 \
+    --hash=sha256:f8957fa2fd400d1f002dded822b3e667b7941e48107d8d2470e1935a12af9937 \
+    --hash=sha256:fe2736f4cb520c4403f1f6b078ed3ed6f41a6ee8972328082240001853d8639e \
+    --hash=sha256:fe4bdd4e09f52bff46c2f920877a08a26a44d91fdb5fc0be76edb67395440192
     # via feast (pyproject.toml)
 cloudpickle==3.1.2 \
     --hash=sha256:7fda9eb655c9c230dab534f1983763de5835249750e85fbcef43aaa30a9a2414 \
     --hash=sha256:9acb47f6afd73f60dc1df93bb801b472f05ff42fa6c84167d25cb206be1fbf4a
-    # via dask
+    # via
+    #   dask
+    #   mlflow-skinny
 colorama==0.4.6 \
     --hash=sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44 \
     --hash=sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6
@@ -672,6 +756,65 @@ comm==0.2.3 \
     # via
     #   ipykernel
     #   ipywidgets
+contourpy==1.3.2 \
+    --hash=sha256:0475b1f6604896bc7c53bb070e355e9321e1bc0d381735421a2d2068ec56531f \
+    --hash=sha256:106fab697af11456fcba3e352ad50effe493a90f893fca6c2ca5c033820cea92 \
+    --hash=sha256:107ba8a6a7eec58bb475329e6d3b95deba9440667c4d62b9b6063942b61d7f16 \
+    --hash=sha256:15ce6ab60957ca74cff444fe66d9045c1fd3e92c8936894ebd1f3eef2fff075f \
+    --hash=sha256:1c48188778d4d2f3d48e4643fb15d8608b1d01e4b4d6b0548d9b336c28fc9b6f \
+    --hash=sha256:3859783aefa2b8355697f16642695a5b9792e7a46ab86da1118a4a23a51a33d7 \
+    --hash=sha256:3d80b2c0300583228ac98d0a927a1ba6a2ba6b8a742463c564f1d419ee5b211e \
+    --hash=sha256:3f9e896f447c5c8618f1edb2bafa9a4030f22a575ec418ad70611450720b5b08 \
+    --hash=sha256:434f0adf84911c924519d2b08fc10491dd282b20bdd3fa8f60fd816ea0b48841 \
+    --hash=sha256:49b65a95d642d4efa8f64ba12558fcb83407e58a2dfba9d796d77b63ccfcaff5 \
+    --hash=sha256:4caf2bcd2969402bf77edc4cb6034c7dd7c0803213b3523f111eb7460a51b8d2 \
+    --hash=sha256:532fd26e715560721bb0d5fc7610fce279b3699b018600ab999d1be895b09415 \
+    --hash=sha256:5ebac872ba09cb8f2131c46b8739a7ff71de28a24c869bcad554477eb089a878 \
+    --hash=sha256:5f5964cdad279256c084b69c3f412b7801e15356b16efa9d78aa974041903da0 \
+    --hash=sha256:65a887a6e8c4cd0897507d814b14c54a8c2e2aa4ac9f7686292f9769fcf9a6ab \
+    --hash=sha256:6a37a2fb93d4df3fc4c0e363ea4d16f83195fc09c891bc8ce072b9d084853445 \
+    --hash=sha256:70771a461aaeb335df14deb6c97439973d253ae70660ca085eec25241137ef43 \
+    --hash=sha256:71e2bd4a1c4188f5c2b8d274da78faab884b59df20df63c34f74aa1813c4427c \
+    --hash=sha256:745b57db7758f3ffc05a10254edd3182a2a83402a89c00957a8e8a22f5582823 \
+    --hash=sha256:78e9253c3de756b3f6a5174d024c4835acd59eb3f8e2ca13e775dbffe1558f69 \
+    --hash=sha256:82199cb78276249796419fe36b7386bd8d2cc3f28b3bc19fe2454fe2e26c4c15 \
+    --hash=sha256:8b7fc0cd78ba2f4695fd0a6ad81a19e7e3ab825c31b577f384aa9d7817dc3bef \
+    --hash=sha256:8c5acb8dddb0752bf252e01a3035b21443158910ac16a3b0d20e7fed7d534ce5 \
+    --hash=sha256:8c942a01d9163e2e5cfb05cb66110121b8d07ad438a17f9e766317bcb62abf73 \
+    --hash=sha256:8d2e74acbcba3bfdb6d9d8384cdc4f9260cae86ed9beee8bd5f54fee49a430b9 \
+    --hash=sha256:90df94c89a91b7362e1142cbee7568f86514412ab8a2c0d0fca72d7e91b62912 \
+    --hash=sha256:970e9173dbd7eba9b4e01aab19215a48ee5dd3f43cef736eebde064a171f89a5 \
+    --hash=sha256:977e98a0e0480d3fe292246417239d2d45435904afd6d7332d8455981c408b85 \
+    --hash=sha256:9be002b31c558d1ddf1b9b415b162c603405414bacd6932d031c5b5a8b757f0d \
+    --hash=sha256:ad687a04bc802cbe8b9c399c07162a3c35e227e2daccf1668eb1f278cb698631 \
+    --hash=sha256:b4f54d6a2defe9f257327b0f243612dd051cc43825587520b1bf74a31e2f6ef2 \
+    --hash=sha256:b6945942715a034c671b7fc54f9588126b0b8bf23db2696e3ca8328f3ff0ab54 \
+    --hash=sha256:b7cd50c38f500bbcc9b6a46643a40e0913673f869315d8e70de0438817cb7773 \
+    --hash=sha256:ba38e3f9f330af820c4b27ceb4b9c7feee5fe0493ea53a8720f4792667465934 \
+    --hash=sha256:c440093bbc8fc21c637c03bafcbef95ccd963bc6e0514ad887932c18ca2a759a \
+    --hash=sha256:c49f73e61f1f774650a55d221803b101d966ca0c5a2d6d5e4320ec3997489441 \
+    --hash=sha256:c66c4906cdbc50e9cba65978823e6e00b45682eb09adbb78c9775b74eb222422 \
+    --hash=sha256:c6c4639a9c22230276b7bffb6a850dfc8258a2521305e1faefe804d006b2e532 \
+    --hash=sha256:c85bb486e9be652314bb5b9e2e3b0d1b2e643d5eec4992c0fbe8ac71775da739 \
+    --hash=sha256:cc829960f34ba36aad4302e78eabf3ef16a3a100863f0d4eeddf30e8a485a03b \
+    --hash=sha256:cdd22595308f53ef2f891040ab2b93d79192513ffccbd7fe19be7aa773a5e09f \
+    --hash=sha256:d0e589ae0d55204991450bb5c23f571c64fe43adaa53f93fc902a84c96f52fe1 \
+    --hash=sha256:d14f12932a8d620e307f715857107b1d1845cc44fdb5da2bc8e850f5ceba9f87 \
+    --hash=sha256:d32530b534e986374fc19eaa77fcb87e8a99e5431499949b828312bdcd20ac52 \
+    --hash=sha256:d6658ccc7251a4433eebd89ed2672c2ed96fba367fd25ca9512aa92a4b46c4f1 \
+    --hash=sha256:d91a3ccc7fea94ca0acab82ceb77f396d50a1f67412efe4c526f5d20264e6ecd \
+    --hash=sha256:dc41ba0714aa2968d1f8674ec97504a8f7e334f48eeacebcaa6256213acb0989 \
+    --hash=sha256:de39db2604ae755316cb5967728f4bea92685884b1e767b7c24e983ef5f771cb \
+    --hash=sha256:de425af81b6cea33101ae95ece1f696af39446db9682a0b56daaa48cfc29f38f \
+    --hash=sha256:ded1706ed0c1049224531b81128efbd5084598f18d8a2d9efae833edbd2b40ad \
+    --hash=sha256:e1578f7eafce927b168752ed7e22646dad6cd9bca673c60bff55889fa236ebf9 \
+    --hash=sha256:e259bced5549ac64410162adc973c5e2fb77f04df4a439d00b478e57a0e65512 \
+    --hash=sha256:e298e7e70cf4eb179cc1077be1c725b5fd131ebc81181bf0c03525c8abc297fd \
+    --hash=sha256:eab0f6db315fa4d70f1d8ab514e527f0366ec021ff853d7ed6a2d33605cf4b83 \
+    --hash=sha256:f26b383144cf2d2c29f01a1e8170f50dacf0eac02d64139dcd709a8ac4eb3cfe \
+    --hash=sha256:f939a054192ddc596e031e50bb13b657ce318cf13d264f095ce9db7dc6ae81c0 \
+    --hash=sha256:fd93cc7f3139b6dd7aab2f26a90dde0aa9fc264dbf70f6740d498a70b860b82c
+    # via matplotlib
 couchbase==4.3.2 \
     --hash=sha256:032a180afd6621358b2c73543b9c5db9939b442fc3ad6d54417c36c8a8f65838 \
     --hash=sha256:11ce688ed46edf8387bf51866618c7b4e06399e7fb34a6df002764996c109d1f \
@@ -738,164 +881,146 @@ couchbase-columnar==1.0.0 \
     --hash=sha256:fc0fad2d386c5b5df7aaaccd8751e01caa886cc640cc8c92523dd07c4e7be519 \
     --hash=sha256:fc4efa3e15190c3731478006de494b046bc57785e9c8ae99ac8b375a91683e38
     # via feast (pyproject.toml)
-coverage[toml]==7.13.5 \
-    --hash=sha256:012d5319e66e9d5a218834642d6c35d265515a62f01157a45bcc036ecf947256 \
-    --hash=sha256:02ca0eed225b2ff301c474aeeeae27d26e2537942aa0f87491d3e147e784a82b \
-    --hash=sha256:03ccc709a17a1de074fb1d11f217342fb0d2b1582ed544f554fc9fc3f07e95f5 \
-    --hash=sha256:0428cbef5783ad91fe240f673cc1f76b25e74bbfe1a13115e4aa30d3f538162d \
-    --hash=sha256:04690832cbea4e4663d9149e05dba142546ca05cb1848816760e7f58285c970a \
-    --hash=sha256:0590e44dd2745c696a778f7bab6aa95256de2cbc8b8cff4f7db8ff09813d6969 \
-    --hash=sha256:0672854dc733c342fa3e957e0605256d2bf5934feeac328da9e0b5449634a642 \
-    --hash=sha256:084b84a8c63e8d6fc7e3931b316a9bcafca1458d753c539db82d31ed20091a87 \
-    --hash=sha256:0b67af5492adb31940ee418a5a655c28e48165da5afab8c7fa6fd72a142f8740 \
-    --hash=sha256:0cd9ed7a8b181775459296e402ca4fb27db1279740a24e93b3b41942ebe4b215 \
-    --hash=sha256:0cef0cdec915d11254a7f549c1170afecce708d30610c6abdded1f74e581666d \
-    --hash=sha256:0e223ce4b4ed47f065bfb123687686512e37629be25cc63728557ae7db261422 \
-    --hash=sha256:0e3c426ffc4cd952f54ee9ffbdd10345709ecc78a3ecfd796a57236bfad0b9b8 \
-    --hash=sha256:0ecf12ecb326fe2c339d93fc131816f3a7367d223db37817208905c89bded911 \
-    --hash=sha256:10a0c37f0b646eaff7cce1874c31d1f1ccb297688d4c747291f4f4c70741cc8b \
-    --hash=sha256:145ede53ccbafb297c1c9287f788d1bc3efd6c900da23bf6931b09eafc931587 \
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+    --hash=sha256:bbc808daf4f5cd567af8075ecc72d21c6dfef9a254709a621a84c217c935ebc0 \
+    --hash=sha256:bbf44513ceb1589e31948e20eafbde9deaface90e1a1afa5f5f77b4423d17ce6 \
+    --hash=sha256:bcc0aae933921d03096f53b0b03eeb702129fd406dee59f08d2efacc68681fa5 \
+    --hash=sha256:bfd341ccf78128e72c094bc70cc25b3ef309c33c7c2c66ba3ed4309549e02de1 \
+    --hash=sha256:c6a98d698f9e2c8008d0370ec7fc452ebfcc530002ae2d0061170d768b992589 \
+    --hash=sha256:cb0fddaa6884be6aae36ced9544b5e90f7d5f03845a2853bf47a14953a4e8688 \
+    --hash=sha256:cee0f89f4767a6057c8fbf168f8135f18be651300496086bd873e3189fed0487 \
+    --hash=sha256:d17d7512151fedfcc64c1821a8977fc9be0dbf495754669afcab7b57abc98ae9 \
+    --hash=sha256:d46e62cb35d91e6e2589fda6d28074426b0e276422b5d2ebef2c6b11dc60dbfd \
+    --hash=sha256:d50dd325e18ec25bfcc10cd7f99b04df1ab9ec76b0918c260e60817ad0643dee \
+    --hash=sha256:db9c8438057e5b0f6a22a0af99c0c1d26b57fbbdbd1be5861ddb8f897fcc3a2d \
+    --hash=sha256:dee88b1ed88587abd8c0269a1fc1f4cc77f7750d1dfde2869e2a123af420e67d \
+    --hash=sha256:dfd3db045e95960ae3683059571e597fda7cc610106a8916f77c5839048c1deb \
+    --hash=sha256:e26ff680768b8095e8874aabe0e9d3a47a2a9f176a8340d05f8604c56457c23a \
+    --hash=sha256:e370c12133095ff18432de8c044962be85a5a96d90c6fcbce8e17e76236d2328 \
+    --hash=sha256:e38def96ad59853824c97953fdcd2c320a84ba3ce99b417db78af8bb6c3db635 \
+    --hash=sha256:e8f91bce78e32343af184c3b7fa28fcf5a9e2641f4b6623d392038f804939188 \
+    --hash=sha256:eb6bcae8d1a9d305351ecb108232441d11c5cfe9de840a04388ba5d2db8d735c \
+    --hash=sha256:f653e5d7248c1191ec988a85c72edeab46c3ff44f90639a4ed4874ec0be90243 \
+    --hash=sha256:fe41909c9515c3bfdb5f02c4d1f857dba322d9a9a1178069b91eea77889df63a
     # via pytest-cov
-cryptography==47.0.0 \
-    --hash=sha256:0024b87d47ae2399165a6bfb20d24888881eeab83ae2566d62467c5ff0030ce7 \
-    --hash=sha256:07efe86201817e7d3c18781ca9770bc0db04e1e48c994be384e4602bc38f8f27 \
-    --hash=sha256:09f6d7bf6724f8db8b32f11eccf23efc8e759924bc5603800335cf8859a3ddbd \
-    --hash=sha256:11438c7518132d95f354fa01a4aa2f806d172a061a7bed18cf18cbdacdb204d7 \
-    --hash=sha256:11dbb9f50a0f1bb9757b3d8c27c1101780efb8f0bdecfb12439c22a74d64c001 \
-    --hash=sha256:14432c8a9bcb37009784f9594a62fae211a2ae9543e96c92b2a8e4c3cd5cd0c4 \
-    --hash=sha256:1581aef4219f7ca2849d0250edaa3866212fb74bf5667284f46aa92f9e65c1ca \
-    --hash=sha256:160ad728f128972d362e714054f6ba0067cab7fb350c5202a9ae8ae4ce3ef1a0 \
-    --hash=sha256:1a405c08857258c11016777e11c02bacbe7ef596faf259305d282272a3a05cbe \
-    --hash=sha256:1e47422b5557bb82d3fff997e8d92cff4e28b9789576984f08c248d2b3535d93 \
-    --hash=sha256:20fdbe3e38fb67c385d233c89371fa27f9909f6ebca1cecc20c13518dae65475 \
-    --hash=sha256:2207a498b03275d0051589e326b79d4cf59985c99031b05bb292ac52631c37fe \
-    --hash=sha256:256d07c78a04d6b276f5df935a9923275f53bd1522f214447fdf365494e2d515 \
-    --hash=sha256:2b45761c6ec22b7c726d6a829558777e32d0f1c8be7c3f3480f9c912d5ee8a10 \
-    --hash=sha256:2ebd84adf0728c039a3be2700289378e1c164afc6748df1a5ed456767bef9ba7 \
-    --hash=sha256:34b4358b925a5ea3e14384ca781a2c0ef7ac219b57bb9eacc4457078e2b19f92 \
-    --hash=sha256:3fb8fa48075fad7193f2e5496135c6a76ac4b2aa5a38433df0a539296b377829 \
-    --hash=sha256:4e1de79e047e25d6e9f8cea71c86b4a53aced64134f0f003bbcbf3655fd172c8 \
-    --hash=sha256:4f7722c97826770bab8ae92959a2e7b20a5e9e9bf4deae68fd86c3ca457bab52 \
-    --hash=sha256:51c9313e90bd1690ec5a75ed047c27c0b8e6c570029712943d6116ef9a90620b \
-    --hash=sha256:5d0e362ff51041b0c0d219cc7d6924d7b8996f57ce5712bdcef71eb3c65a59cc \
-    --hash=sha256:6651d32eff255423503aa276739da98c30f26c40cbeffcc6048e0d54ef704c0c \
-    --hash=sha256:6eebcaf0df1d21ce1f90605c9b432dd2c4f4ab665ac29a40d5e3fc68f51b5e63 \
-    --hash=sha256:6f29f36582e6151d9686235e586dd35bb67491f024767d10b842e520dc6a07ac \
-    --hash=sha256:7a02675e2fabd0c0fc04c868b8781863cbf1967691543c22f5470500ff840b31 \
-    --hash=sha256:7f1207974a904e005f762869996cf620e9bf79ecb4622f148550bb48e0eb35a7 \
-    --hash=sha256:7f68d6fbc7fbbcfb0939fea72c3b96a9f9a6edfc0e1b1d29778a2066030418b1 \
-    --hash=sha256:7fda2f02c9015db3f42bb8a22324a454516ed10a8c29ca6ece6cdbb5efe2a203 \
-    --hash=sha256:80887c5cbd1774683cb126f0ab4184567f080071d5acf62205acb354b4b753b7 \
-    --hash=sha256:835d2d7f47cdc53b3224e90810fb1d36ca94ea29cc1801fb4c1bc43876735769 \
-    --hash=sha256:8c1a736bbb3288005796c3f7ccb9453360d7fed483b13b9f468aea5171432923 \
-    --hash=sha256:9af828c0d5a65c70ec729cd7495a4bf1a67ecb66417b8f02ff125ab8a6326a74 \
-    --hash=sha256:9c59ab0e0fa3a180a5a9c59f3a5abe3ef90d474bc56d7fadfbe80359491b615b \
-    --hash=sha256:9f8e55fe4e63613a5e1cc5819030f27b97742d720203a087802ce4ce9ceb52bb \
-    --hash=sha256:9fe6b7c64926c765f9dff301f9c1b867febcda5768868ca084e18589113732ab \
-    --hash=sha256:a49a3eb5341b9503fa3000a9a0db033161db90d47285291f53c2a9d2cd1b7f76 \
-    --hash=sha256:a9b761f012a943b7de0e828843c5688d0de94a0578d44d6c85a1bae32f87791f \
-    --hash=sha256:b1c76fca783aa7698eb21eb14f9c4aa09452248ee54a627d125025a43f83e7a7 \
-    --hash=sha256:b9a8943e359b7615db1a3ba587994618e094ff3d6fa5a390c73d079ce18b3973 \
-    --hash=sha256:be12cb6a204f77ed968bcefe68086eb061695b540a3dd05edac507a3111b25f0 \
-    --hash=sha256:cffbba3392df0fa8629bb7f43454ee2925059ee158e23c54620b9063912b86c8 \
-    --hash=sha256:ed67ea4e0cfb5faa5bc7ecb6e2b8838f3807a03758eec239d6c21c8769355310 \
-    --hash=sha256:edd4da498015da5b9f26d38d3bfc2e90257bfa9cbed1f6767c282a0025ae649b \
-    --hash=sha256:ef6b3634087f18d2155b1e8ce264e5345a753da2c5fa9815e7d41315c90f8318 \
-    --hash=sha256:f1557695e5c2b86e204f6ce9470497848634100787935ab7adc5397c54abd7ab \
-    --hash=sha256:f5c15764f261394b22aef6b00252f5195f46f2ca300bec57149474e2538b31f8 \
-    --hash=sha256:f5c3296dab66202f1b18a91fa266be93d6aa0c2806ea3d67762c69f60adc71aa \
-    --hash=sha256:f7db373287273d8af1414cf95dc4118b13ffdc62be521997b0f2b270771fef50 \
-    --hash=sha256:f9a034b642b960767fb343766ae5ba6ad653f2e890ddd82955aef288ffea8736
+cryptography==49.0.0 \
+    --hash=sha256:026ac7423e6fa66872d3bf889be5974507da3944f866f704fa200eadacd00001 \
+    --hash=sha256:07cab27cc7b7e0fd28e5e26bb9eeedde5c135c868b46de4a27845abe94af6122 \
+    --hash=sha256:084ef1af862eb07ec46d25f68689f2102a9fc0e05ce7b80f14f5fe51e4eef0f6 \
+    --hash=sha256:0b82e28ee398a386f0807bba7884d30f25218855690f45115831bcce5d90822c \
+    --hash=sha256:0e959b578856a3924bc0cbb710fc12c387b9412a951389f3ca61704a9e25f325 \
+    --hash=sha256:0f21641cf4b30fca7aee061ced0ec7ad7b073518088b7c9969a297c0ae796c69 \
+    --hash=sha256:196ecd6a36e4e9aa10270393bb98d8df88fccee0bf1e5128b91ae4eb4375896d \
+    --hash=sha256:2400ef9c9e2299a25614eb1dea3db54a69b1349efd043bfac9c67630d136df36 \
+    --hash=sha256:28d8b15e6275f12c8a207dc309dfa957903c927d08d0cc937ee3f63f200693cc \
+    --hash=sha256:2afe9051da7ae7bd5905da5a949280c7d2bb75682e188f650a9d0f2756b834c6 \
+    --hash=sha256:2eda353d8a27bcbcaa4cbed18994a74ab4d19a2ca897db188ea269ab9b71419b \
+    --hash=sha256:32703d93296f5c1f4b53349ad3a250c2cae0fdecd3a3dd5d47e616d8d616af27 \
+    --hash=sha256:33cd0565932807baddb67b96dbee92f2c374b5c89dee09fd74079aeb8c8dba61 \
+    --hash=sha256:35b151772baff2c74cba7fa290ceaff4c3b11c0c881eb93eb5dbc05a7cfbba18 \
+    --hash=sha256:36d1709f992593689b45bda411498d62c6e365f2ca00b84657d4dadd24de16db \
+    --hash=sha256:42b0684e0e40cf26122427802486f6d93aea593612603a94fbf260c7eb1e9c1b \
+    --hash=sha256:4ae387c9cb68ea569ca17e490d66d8142b81c3cc814bf179974b7d146e490bbb \
+    --hash=sha256:53ecee2e23f7169b6117e99fc8a944e5e50f79e69758a83b52a00cb98ab2b2d2 \
+    --hash=sha256:66ec79c3904820572d7e987abdf304281f141d37ad9a489b8e97066e7b9b6459 \
+    --hash=sha256:67e1d20ad9ef3a563c59ef22e7a8a0b8210bd26604369ea4a30a7c66aefe504e \
+    --hash=sha256:6f2debedf9ca60cf1d5bd466475638af5130f89965605cd818484d19987d3a21 \
+    --hash=sha256:6fc361c34fb6aac015ce19435876635e5c6d21db31998b0920f675f131e043b8 \
+    --hash=sha256:73a205dce83953d131a4aa1e0fd917a2fd1c5b1eef251e9d7152efefcbf5caf7 \
+    --hash=sha256:7abcee80084cda3f7691f3eb1ce480d8df49cec637b429aa35986c1de71738aa \
+    --hash=sha256:8c25ceb16df5b9435f3f6a9829204985b0e0cbee3b48aacd432c7d2c850b44d9 \
+    --hash=sha256:966fe0e9c67490071f14c0d2b1cb2dfb3023c5ce39457343931415f08382f2db \
+    --hash=sha256:9e82dcc8e56052715fb18b2429e3bca4823b1629136a2084fc45a9a5cecb9b64 \
+    --hash=sha256:b20133d204d2bb56ba047642199603876c872026ca53e79c35b83772ab2cc505 \
+    --hash=sha256:b39efa323140595abd3ecca8529d321ae50f55f3aa3ba9cc81ea56a6011953d5 \
+    --hash=sha256:b47db11c2c3525083296069b98ac5221907455e989ae0c2e3008bde851921615 \
+    --hash=sha256:b87e65d263b3e5d3bb92a57e2a6638e2f31110fa7aa890c7b2dbba42248d0a3f \
+    --hash=sha256:b970c6da94d5bb18629db453d14f2a1300f6bf59b61e9b82377931ef95504866 \
+    --hash=sha256:be9fcb48a55f023493482827d4f459bd263cc20efde64f204b97c123201850c6 \
+    --hash=sha256:c2bc30226390d60ea19d9f82b19db005fe0452154a23c1c410c12ea801e43561 \
+    --hash=sha256:c83782480a4a9da4d0feb51950131ba32e12e70813848b3343f6e18c28a66838 \
+    --hash=sha256:cbc77da8c523d5abd028635ba850a6966fcee2c82e2bf65a41d1d8afe0f98be9 \
+    --hash=sha256:ccac2bfebc306b862133e3bb71f3f6ee8bb525240089b2d952e4144b3a6d5da7 \
+    --hash=sha256:d0527ce944105f257f605a827d6ebead966c752038b6e8656abb9c5edee6fc68 \
+    --hash=sha256:d8ecde755e2e91bf773fc94e8c9d730cd7f2007004cb492263a794ec3899a1c8 \
+    --hash=sha256:e3fb64c420688e5319ae25113a354015abbd8dffbfbc41781a1ea66fc7622ac3 \
+    --hash=sha256:e5dfc1e64de5677cec922ffa8da89c546d0415bf6efdf081842e5d44c84e1f0e \
+    --hash=sha256:ec5e529fb80935c94fe7b729f9972b50e351a0e6b50aa294fd5cabb109fcc29a \
+    --hash=sha256:f37d847238971164fdbc68ade6f6574aecc9c0af714190e2083429ff68f4ce9d \
+    --hash=sha256:f78ff2c9ed8dc2d036b0f4d640e22522213d047c1b14e61205a7e55c80a494d4 \
+    --hash=sha256:f89660a348f4f78a92366240a61404e337586ef7f5909a2fef59ca88ef505493 \
+    --hash=sha256:fc1e275c2f1d97b1a6450b8b0ea3ebfa6e087a611c2b26cb2404d48588abab7b
     # via
     #   feast (pyproject.toml)
     #   azure-identity
@@ -911,59 +1036,69 @@ cryptography==47.0.0 \
     #   snowflake-connector-python
     #   types-pyopenssl
     #   types-redis
-dask[dataframe]==2026.3.0 \
-    --hash=sha256:be614b9242b0b38288060fb2d7696125946469c98a1c30e174883fd199e0428d \
-    --hash=sha256:f7d96c8274e8a900d217c1ff6ea8d1bbf0b4c2c21e74a409644498d925eb8f85
+cycler==0.12.1 \
+    --hash=sha256:85cef7cff222d8644161529808465972e51340599459b8ac3ccbac5a854e0d30 \
+    --hash=sha256:88bb128f02ba341da8ef447245a9e138fae777f6a23943da4540077d3601eb1c
+    # via matplotlib
+dask[dataframe]==2026.7.1 \
+    --hash=sha256:5727484427665f051e86bf87d021a64d6411141cdc8a20bfe3c1ad2968cc06b7 \
+    --hash=sha256:985ffd6c5e9d7979ede515e84ae8d39b647d6aa64f77600f15714ff65f578fe6
     # via feast (pyproject.toml)
-datasets==4.8.5 \
-    --hash=sha256:0f0c1c3d56ffff2c93b2f4c63c95bac94f3d7e8621aea2a2a576275233bba772 \
-    --hash=sha256:5079900781719c0e063a8efdd2cd95a31ad0c63209178669cd23cf1b926149ff
+databricks-sdk==0.122.0 \
+    --hash=sha256:7d998ec47f580be6be1cfe066be78038054767575b7437af5e4f76b67dde49c2 \
+    --hash=sha256:eb11be13f0c02fc4ffc6e2672ad47478ce26ac4b310bd26916af8ba56e374e98
+    # via
+    #   mlflow-skinny
+    #   mlflow-tracing
+datasets==5.0.1 \
+    --hash=sha256:9fbf73688f8c18f7529b4fe592abd04015f81d1e58001e4bac73ffb2b39d7cc4 \
+    --hash=sha256:ce22bb851efd7494f08aad33b940803784434f6e77763d00679a0dc45fcf686a
     # via feast (pyproject.toml)
-db-dtypes==1.5.1 \
-    --hash=sha256:901099b807c9312bc61a5bddbfb07512884e6c6d5a9edacf24d50bcf303aa5f7 \
-    --hash=sha256:ad71a6645e3c1f06d4d32023940576648f43119822f825f0d22587c6ef8afe15
+db-dtypes==1.7.1 \
+    --hash=sha256:450b94cd010cfa6d4d13cca2593009eba4fbe15516084c332cde1a47bbce0625 \
+    --hash=sha256:75adf3bdf3174a6474ea4162d9a345ea0b3102ec4fd603e69ec26b6e8a99145a
     # via
     #   google-cloud-bigquery
     #   pandas-gbq
-dbt-artifacts-parser==0.13.1 \
-    --hash=sha256:c341730fa34ebb38cc7d2de0282e8b713e2fc65fc6577f0d944f8abee8949dc4 \
-    --hash=sha256:c7a3c4e309ae2d7d566a615e92043b0d346a77998203b0cc466234717b806e40
+dbt-artifacts-parser==0.14.0 \
+    --hash=sha256:c4da799afa80a3c2c6c7e51c3b5d2681be9fdd53174b3909a3ce71cfb43d5148 \
+    --hash=sha256:e983510193cacaf6e6152e41cccfafc6cece592899f306f3143dc2f8b15ea394
     # via feast (pyproject.toml)
-debugpy==1.8.20 \
-    --hash=sha256:077a7447589ee9bc1ff0cdf443566d0ecf540ac8aa7333b775ebcb8ce9f4ecad \
-    --hash=sha256:0dfd9adb4b3c7005e9c33df430bcdd4e4ebba70be533e0066e3a34d210041b66 \
-    --hash=sha256:157e96ffb7f80b3ad36d808646198c90acb46fdcfd8bb1999838f0b6f2b59c64 \
-    --hash=sha256:1f7650546e0eded1902d0f6af28f787fa1f1dbdbc97ddabaf1cd963a405930cb \
-    --hash=sha256:20d6e64ea177ab6732bffd3ce8fc6fb8879c60484ce14c3b3fe183b1761459ca \
-    --hash=sha256:352036a99dd35053b37b7803f748efc456076f929c6a895556932eaf2d23b07f \
-    --hash=sha256:3ca85463f63b5dd0aa7aaa933d97cbc47c174896dcae8431695872969f981893 \
-    --hash=sha256:4057ac68f892064e5f98209ab582abfee3b543fb55d2e87610ddc133a954d390 \
-    --hash=sha256:4ae3135e2089905a916909ef31922b2d733d756f66d87345b3e5e52b7a55f13d \
-    --hash=sha256:55bc8701714969f1ab89a6d5f2f3d40c36f91b2cbe2f65d98bf8196f6a6a2c33 \
-    --hash=sha256:5be9bed9ae3be00665a06acaa48f8329d2b9632f15fd09f6a9a8c8d9907e54d7 \
-    --hash=sha256:5dff4bb27027821fdfcc9e8f87309a28988231165147c31730128b1c983e282a \
-    --hash=sha256:60f89411a6c6afb89f18e72e9091c3dfbcfe3edc1066b2043a1f80a3bbb3e11f \
-    --hash=sha256:70ad9ae09b98ac307b82c16c151d27ee9d68ae007a2e7843ba621b5ce65333b5 \
-    --hash=sha256:760813b4fff517c75bfe7923033c107104e76acfef7bda011ffea8736e9a66f8 \
-    --hash=sha256:773e839380cf459caf73cc533ea45ec2737a5cc184cf1b3b796cd4fd98504fec \
-    --hash=sha256:7de0b7dfeedc504421032afba845ae2a7bcc32ddfb07dae2c3ca5442f821c344 \
-    --hash=sha256:84562982dd7cf5ebebfdea667ca20a064e096099997b175fe204e86817f64eaf \
-    --hash=sha256:88f47850a4284b88bd2bfee1f26132147d5d504e4e86c22485dfa44b97e19b4b \
-    --hash=sha256:9c74df62fc064cd5e5eaca1353a3ef5a5d50da5eb8058fcef63106f7bebe6173 \
-    --hash=sha256:9eeed9f953f9a23850c85d440bf51e3c56ed5d25f8560eeb29add815bd32f7ee \
-    --hash=sha256:a1a8f851e7cf171330679ef6997e9c579ef6dd33c9098458bd9986a0f4ca52e3 \
-    --hash=sha256:a98eec61135465b062846112e5ecf2eebb855305acc1dfbae43b72903b8ab5be \
-    --hash=sha256:b773eb026a043e4d9c76265742bc846f2f347da7e27edf7fe97716ea19d6bfc5 \
-    --hash=sha256:bff8990f040dacb4c314864da95f7168c5a58a30a66e0eea0fb85e2586a92cd6 \
-    --hash=sha256:c1178ae571aff42e61801a38b007af504ec8e05fde1c5c12e5a7efef21009642 \
-    --hash=sha256:c29dd9d656c0fbd77906a6e6a82ae4881514aa3294b94c903ff99303e789b4a2 \
-    --hash=sha256:da11dea6447b2cadbf8ce2bec59ecea87cc18d2c574980f643f2d2dfe4862393 \
-    --hash=sha256:eada6042ad88fa1571b74bd5402ee8b86eded7a8f7b827849761700aff171f1b \
-    --hash=sha256:eb506e45943cab2efb7c6eafdd65b842f3ae779f020c82221f55aca9de135ed7
+debugpy==1.8.21 \
+    --hash=sha256:0042da0ecd0a8b50dc4a54395ecd870d258d73fa18776f50c91fdcabdcad2675 \
+    --hash=sha256:0fddfdc130ac6d8bfc0415b0409822fa901c8f310e5c945ac5653a0352532344 \
+    --hash=sha256:13678151fc401e2d68c9880b91e28714f797d40422994572b24560ef80910a88 \
+    --hash=sha256:15d4963bd5ffa48f0da0947fd06757fa7621945048a14ad7705431566d3c0e7c \
+    --hash=sha256:2c2ae706dec41d99a9ca1f7ebc987a83e65578363be6f6b3ac9067504917fae1 \
+    --hash=sha256:3d6922439bf33fd38a3e2c447869ebc7b97da5cd3d329ff1ef9bc06c4903437e \
+    --hash=sha256:4743373c1cac7f9e74a1b9915bf1dbe0e900eca657ffb170ae07ac8363205ae9 \
+    --hash=sha256:4e70cc8b5079f885cb43910924ee0aab73b8b6b2a14eff23afdd9895d86e79eb \
+    --hash=sha256:4e7c2d784d78ad4b71a5f8cd7b59c167719ec8a7a0211dbb3eb1bfeda78bc4e2 \
+    --hash=sha256:72b5d676c4cbfac3bac5bb01c138a4656e843f93f03ce2a5f4e394ad49fbee73 \
+    --hash=sha256:84c564d8cc701d41843b29a92814c1f1bef6798724ca9d675c284ad9f6a547d7 \
+    --hash=sha256:8eeab7b5462f683452c57c0126aaa5ec4e974ddb705f39ba87dff8818c8e08f9 \
+    --hash=sha256:9bb2a685287a2ac9b181cde89edcec64845cb51de7faaa75badb9a698bc24782 \
+    --hash=sha256:9f5171176a0084b95d2ebe55a4d1f7b2a75b74c5dbec577ebd3a85c740551c36 \
+    --hash=sha256:9f96713896f39c3dff0ee841f47320c3f2983d33c341e009361bb0ebc79adc4e \
+    --hash=sha256:a3c53278e84c94e11bd87c53970ec391d1a67396c8b22609fcac576520e611a6 \
+    --hash=sha256:a7fe47fd23da57b9e0bec3f4a8ee65a2dc55782455ed7f2141d75ab5d2eaeef5 \
+    --hash=sha256:aa648733047443eb1d07682c4ef287d36a54507b643ffdf38b09a3ef002c72a0 \
+    --hash=sha256:aa9d941d6dfe3d0407e4b3ca0b9ec466030e260fbf1174094f68785680f66db6 \
+    --hash=sha256:b1e37d333663c8851516a47364ef473da127f9caebe4417e6df6f5825a7e9a92 \
+    --hash=sha256:bd7ba9dd3daa7c2f942c6ca8d4695a16bf9ac16b63615261c7982bc74f7ed20c \
+    --hash=sha256:c193d474f0a211191f2b4449d2d06157c689013035bd952f3b617e0ef422b176 \
+    --hash=sha256:da456226c7b4c69e35dbe35dcee6623d912000a77816db7856a41af1c72a0264 \
+    --hash=sha256:e935f9dc0501be523c8a8e1853c39432e1354e9ece717ae5998fd2371c4542c3 \
+    --hash=sha256:ecbd158386c31ffe71d46f72d44d56e66331ab9b16cad649156d514368f23ab2 \
+    --hash=sha256:f15c10084f9861b5e8414a48f18f8e4aadf51a98a59e72c16aa28281ca994672 \
+    --hash=sha256:f68b891688e61bdc08b8d364d919ff0051e0b94657b39dcd027bc3173edb7cdc \
+    --hash=sha256:f843a8b08c2edeaf9b1582eed4f25441af21a297c22ff16bf76a662557aa9c9e \
+    --hash=sha256:fe0744a12353406de0ae8ccff0d0a4a666f00801a3db8fd04e7a5f761cd520e8 \
+    --hash=sha256:ffd932c6796afadab6993ec96745918a8cb2444dbd392074f769db5ea40ab440
     # via ipykernel
-decorator==5.2.1 \
-    --hash=sha256:65f266143752f734b0a7cc83c46f4618af75b8c5911b00ccb61d0ac9b6da0360 \
-    --hash=sha256:d316bb415a2d9e2d2b3abcc4084c6502fc09240e292cd76a76afc106a1c8e04a
+decorator==5.3.1 \
+    --hash=sha256:4cbcdd55a6efadb9dbea26b858f4fb3264567b52d69ca0d25b721b553f60ea82 \
+    --hash=sha256:f47fe6fdbd2edd623ecfe36875d37aba411624e2670dd395dddae1358689bb3c
     # via ipython
 defusedxml==0.7.1 \
     --hash=sha256:1bb3032db185915b62d7c6209c5a8792be6a32ab2fedacc84e01b52c51aa3e69 \
@@ -995,9 +1130,9 @@ dill==0.3.9 \
     #   feast (pyproject.toml)
     #   datasets
     #   multiprocess
-distlib==0.4.0 \
-    --hash=sha256:9659f7d87e46584a30b5780e43ac7a2143098441670ff0a49d5f9034c54a6c16 \
-    --hash=sha256:feec40075be03a04501a973d81f633735b4b69f98b05450592310c0f401a4e0d
+distlib==0.4.3 \
+    --hash=sha256:4b0ce306c966eb73bc3a7b6abad017c556dadd92c44701562cd528ac7fde4d5b \
+    --hash=sha256:f152097224a0ae24be5a0f6bae1b9359af82133bce63f98a95f86cae1aede9ed
     # via virtualenv
 dnspython==2.8.0 \
     --hash=sha256:01d9bbc4a2d76bf0db7c1f729812ded6d912bd318d3b1cf81d30c0f845dbf3af \
@@ -1005,24 +1140,26 @@ dnspython==2.8.0 \
     # via
     #   feast (pyproject.toml)
     #   pymongo
-docker==7.1.0 \
-    --hash=sha256:ad8c70e6e3f8926cb8a92619b832b4ea5299e2831c14284663184e200546fa6c \
-    --hash=sha256:c96b93b7f0a746f9e77d325bcfb87422a3d8bd4f03136ae8a85b37f1898d5fc0
-    # via testcontainers
+docker==7.2.0 \
+    --hash=sha256:a3f45fdeb9165e2d25d9a1d02ddf3bc70fb572cf5ebbf9b58558c22caf29b71f \
+    --hash=sha256:cebb93773d334f778e023a7ee352a8d6e13ab1bd3b863a4d4a59dec897df43ac
+    # via
+    #   mlflow
+    #   testcontainers
 docling==2.27.0 \
     --hash=sha256:1288ed75b27e33bf94daff34faffc6d11b7d7ccc13e3df84fb24adad3991f72d \
     --hash=sha256:faba35662612a2c687a3a463e501d95f645316436084af92a0442ce162429a3d
     # via feast (pyproject.toml)
-docling-core[chunking]==2.74.1 \
-    --hash=sha256:46bf298686f2c51ddd69b6935a27dff1cc80838f2f5f1a8823492d99cf1a357b \
-    --hash=sha256:e6464078012b3d45f4e0accd101fcb277063903f355eabbb9aee8de00527a789
+docling-core[chunking]==2.84.0 \
+    --hash=sha256:2aee881b94138234c703298066b5ed94999490323ae6a29cbe5110f9248b83dd \
+    --hash=sha256:331035d5032be683a6d66d476146652491d2c75e4562e04da3f1a8d989d74bfc
     # via
     #   docling
     #   docling-ibm-models
     #   docling-parse
-docling-ibm-models==3.13.2 \
-    --hash=sha256:195e02dd119df34d2ce5f76ac614da82825851013e4898db7b0468cdf8740a3d \
-    --hash=sha256:5fa0838bf15a4e06d2fcb686d756a6f4c329ea0a8820d085f06d07abe96269ed
+docling-ibm-models==3.13.3 \
+    --hash=sha256:50fc83d244ce2dc43158e02155d1caa68374d7a169d0f34e67d7eb14f396ffe6 \
+    --hash=sha256:8c8b55e80b3d20fc74d85ca49a4d064578ef75b9f7251eec42fc9df6af426218
     # via docling
 docling-parse==4.7.3 \
     --hash=sha256:1790e7e4ae202d67875c1c48fd6f8ef5c51d10b0c23157e4989b8673f2f31308 \
@@ -1057,42 +1194,42 @@ docutils==0.19 \
     --hash=sha256:33995a6753c30b7f577febfc2c50411fec6aac7f7ffeb7c4cfe5991072dcf9e6 \
     --hash=sha256:5e1de4d849fee02c63b040a4a3fd567f4ab104defd8a5511fbbc24a8a017efbc
     # via sphinx
-duckdb==1.5.2 \
-    --hash=sha256:0b291786014df1133f8f18b9df4d004484613146e858d71a21791e0fcca16cf4 \
-    --hash=sha256:2323c1195c10fb2bb982fc0218c730b43d1b92a355d61e68e3c5f3ac9d44c34f \
-    --hash=sha256:2a1de4f4d454b8c97aec546c82003fc834d3422ce4bc6a19902f3462ef293bed \
-    --hash=sha256:35579b8e3a064b5eaf15b0eafc558056a13f79a0a62e34cc4baf57119daecfec \
-    --hash=sha256:376856066c65ccd55fcb3a380bbe33a71ce089fc4623d229ffc6e82251afdb6d \
-    --hash=sha256:411ad438bd4140f189a10e7f515781335962c5d18bd07837dc6d202e3985253d \
-    --hash=sha256:4420b3f47027a7849d0e1815532007f377fa95ee5810b47ea717d35525c12f79 \
-    --hash=sha256:486c862bf7f163c0110b6d85b3e5c031d224a671cca468f12ebb1d3a348f6b39 \
-    --hash=sha256:52a21823f3fbb52f0f0e5425e20b07391ad882464b955879499b5ff0b45a376b \
-    --hash=sha256:5596bbfc31b1b259db69c8d847b42d036ce2c4804f9ccb28f9fc46a16de7bc53 \
-    --hash=sha256:56d38b3c4e0ef2abb58898d0fd423933999ed535c45e75e9d9f72e1d5fed69b8 \
-    --hash=sha256:638da0d5102b6cb6f7d47f83d0600708ac1d3cb46c5e9aaabc845f9ba4d69246 \
-    --hash=sha256:63bf8687feefeed51adf45fa3b062ab8b1b1c350492b7518491b86bae68b1da1 \
-    --hash=sha256:6b0fe75c148000f060aa1a27b293cacc0ea08cc1cad724fbf2143d56070a3785 \
-    --hash=sha256:70631c847ca918ee710ec874241b00cf9d2e5be90762cbb2a0389f17823c08f7 \
-    --hash=sha256:7f69164b048e498b9e9140a24343108a5ae5f17bfb3485185f55fdf9b1aa924d \
-    --hash=sha256:81fc4fbf0b5e25840b39ba2a10b78c6953c0314d5d0434191e7898f34ab1bba3 \
-    --hash=sha256:84b193aca20565dedb3172de15f843c659c3a6c773bf14843a9bd781c850e7db \
-    --hash=sha256:8d599758b4e48bf12e18c9b960cf491d219f0c4972d19a45489c05cc5ab36f83 \
-    --hash=sha256:8dbd7e31e5dc157bfe8803fa7d2652336265c6c19926c5a4a9b40f8222868d08 \
-    --hash=sha256:98c0535cd6d901f61a5ea3c2e26a1fd28482953d794deb183daf568e3aa5dda6 \
-    --hash=sha256:a9cd5e71702d446613750405cde03f66ed268f4c321da071b0472759dad19536 \
-    --hash=sha256:bb42e6ed543902e14eae647850da24103a89f0bc2587dec5601b1c1f213bd2ed \
-    --hash=sha256:be37680ddb380015cb37318e378c53511c45c4f0d8fac5599d22b7d092b9217a \
-    --hash=sha256:c69907354ffee94ba8cf782daf0480dab7557f21ce27fffa6c0ea8f74ed4b8e2 \
-    --hash=sha256:c99ef73a277c8921bc0a1f16dee38d924484251d9cfd20951748c20fcd5ed855 \
-    --hash=sha256:c9f3e0b71b8a50fccfb42794899285d9d318ce2503782b9dd54868e5ecd0ad31 \
-    --hash=sha256:ce0b8141a10d37ecef729c45bc41d334854013f4389f1488bd6035c5579aaac1 \
-    --hash=sha256:ce17670bb392ea1b3650537db02bd720908776b5b95f6d2472d31a7de59d1dc1 \
-    --hash=sha256:d72b8856b1839d35648f38301b058f6232f4d36b463fe4dc8f4d3fdff2df1a2e \
-    --hash=sha256:d9b4f5430bf4f05d4c0dc4c55c75def3a5af4be0343be20fa2bfc577343fbfc9 \
-    --hash=sha256:e6495b00cad16888384119842797c49316a96ae1cb132bb03856d980d95afee1 \
-    --hash=sha256:ea58ff5b0880593a280cf5511734b17711b32ee1f58b47d726e8600848358160 \
-    --hash=sha256:ef461bca07313412dc09961c4a4757a851f56b95ac01c58fac6007632b7b94f2 \
-    --hash=sha256:fc85a5dbcbe6eccac1113c72370d1d3aacfdd49198d63950bdf7d8638a307f00
+duckdb==1.5.5 \
+    --hash=sha256:078e6a60dd8eedde5832f45422ca5c4a6b8c837aeabd8a56ca0b7d933f588053 \
+    --hash=sha256:0c42757cb34722144bd4dfb94b6f336339e7b2468f6813fa7fa9a319ba07bab4 \
+    --hash=sha256:179633a3fc6296c75d57c69c1e239fa9e5cdcb670fd1dbff88a02663f932905c \
+    --hash=sha256:1a925d06c2a4c3b64553d6cc1aced5028d376d4479bed689a7d47e9b1dccd80a \
+    --hash=sha256:1b543841b0ae18a9c982345cfa3987e9c065d3a4b0f067daa473d92d1e65f528 \
+    --hash=sha256:1bdc38922c365c37720149f90d90b1e9823eb82dad6830855b5f87537fa6fc0c \
+    --hash=sha256:2725d2b9ace3a4e75d72fc5a239f6a44b502c580edadb8fb2676db772c5f9282 \
+    --hash=sha256:2e72f9e1a4f90a5c8483ad4d540e495bf0834ba61c360b52499a573d7ed62a3f \
+    --hash=sha256:33db46679b071f108d57139493dee2d37e1f5efcf5c5c039c2969eed11a6c8a7 \
+    --hash=sha256:3b805507f88171b428b21c966c30e9a3d54e30b24528918a44ed0032542bc26f \
+    --hash=sha256:49c963d9469373d7aba8d750d9ea565ab823e94166efed953f184dd9b169b98c \
+    --hash=sha256:4acc72798ba1885a9c17d1242903d2cd502f13b1271c7677f7cab25d8578eceb \
+    --hash=sha256:63e48d4b74b15aeacd688976432a7225163df8c226eddeb8536bba2d4d4ff433 \
+    --hash=sha256:64078acfd16541132ac6e191eb81b2845554444a0305cc1aa581ba107e514aa8 \
+    --hash=sha256:6826504277dba513c0c5d71d828456c94d729c9d2482f94b2e289f90a9167e28 \
+    --hash=sha256:72f33ee57ca7595b23957671a2cc7f7fe2be0ecc2d68f63abedcfcaa3a5c1238 \
+    --hash=sha256:77bbc1e6ba12e1e06f9020117bdf848627ecfdf36f907550e62e008e6109dece \
+    --hash=sha256:7a6d2d11859d82a936ebdcb30ce3d8a1cbb3e990bff05c12abb9b54c44fa7bd1 \
+    --hash=sha256:8c11775cc99a447618d5f1840126db17f2652f3eae05529df4f81f40e2df7151 \
+    --hash=sha256:8e6413dd40facb7b8ab21bd844450cd8f549b29e138635be9cf090ef4d2049e2 \
+    --hash=sha256:9dc826c4b50e64f6c4e4d07a3a9cb075ef70ba3899dc43ec5493dc3d7b04b353 \
+    --hash=sha256:9f4287f97ccf0c1f3d471e7115be2b067cbf99627e2d34bffd462dd64703cddc \
+    --hash=sha256:a17e6a922e42a5c06ed2353fe78c5dff2610f6632d603836f9606ad0bf754079 \
+    --hash=sha256:a736217825461732b5442d05a220f3da2e23a0dae114efbf08c9bf171b53098a \
+    --hash=sha256:b08e19cc856220d8a26fa62abc2264b349aff67255e9373c6a3f607addd56dc6 \
+    --hash=sha256:b9b6f86ed85d4ef5e0211eaebf75d057bd8bb520bba438a95dd0f4e42234bbfe \
+    --hash=sha256:baa9c5702002fabb559ded2a39008f9f421fcbc7237d388b8213eff1e08858de \
+    --hash=sha256:cd98829b67788609017e65c761bd42a5dd0f9129441bed8bda4d6881ccf819f0 \
+    --hash=sha256:d4dd65f8941a604b947e0b9b4b4f7165988e29a23ec0b69b4038520956d9933e \
+    --hash=sha256:ddfbdb096c11d51ee22492397d342c90a82e62c5d09961477895934d0a25372f \
+    --hash=sha256:e238060db5ca59879882a6e9b015e2c65d5c64ddf281ba1d7a9a2033764152cf \
+    --hash=sha256:f0b88535a5d86fdd63dba6ea02ab68c003dfb9e4892b11256ef24c4da208baae \
+    --hash=sha256:f316eae2323d9a851883fdf2dee91c1f9efe251ab33e14a2272f82a913422ed6 \
+    --hash=sha256:fbf0f2d48b43c6c304d00463b463c27ead6c4b01c3c1816b750f728decf71afe \
+    --hash=sha256:feead93c56679b79592d437c62975d39cb67adedffa7592c763baf8160ac7366
     # via ibis-framework
 durationpy==0.10 \
     --hash=sha256:1fa6893409a6e739c9c72334fc65cca1f355dbdd93405d30f726deb5bde42fba \
@@ -1101,13 +1238,13 @@ durationpy==0.10 \
 easyocr==1.7.2 \
     --hash=sha256:5be12f9b0e595d443c9c3d10b0542074b50f0ec2d98b141a109cd961fd1c177c
     # via docling
-elastic-transport==9.2.1 \
-    --hash=sha256:39e1a25e486af34ce7aa1bc9005d1c736f1b6fb04c9b64ea0604ded5a61fc1d4 \
-    --hash=sha256:97d9abd638ba8aa90faa4ca1bf1a18bde0fe2088fbc8757f2eb7b299f205773d
+elastic-transport==9.4.2 \
+    --hash=sha256:33dc89bb1855faa8b98ae8b036405a39c562778dbcdbe4a00a2eaf753148556c \
+    --hash=sha256:366f4614f4544c5fb5d780c82f57af8f30492b44a68ed20750390aa81e20c2ea
     # via elasticsearch
-elasticsearch==9.3.0 \
-    --hash=sha256:67bd2bb4f0800f58c2847d29cd57d6e7bf5bc273483b4f17421f93e75ba09f39 \
-    --hash=sha256:f76e149c0a22d5ccbba58bdc30c9f51cf894231b359ef4fd7e839b558b59f856
+elasticsearch==9.4.1 \
+    --hash=sha256:1d78fdfba97a903ec35a5eb5808a74e33392b7c620bd5f742d465a3a26c27d75 \
+    --hash=sha256:71ab71c3d1b20fd88c2922fb82c3277cce7ea03c160686e7b9368b265c2b4cac
     # via feast (pyproject.toml)
 entrypoints==0.4 \
     --hash=sha256:b706eddaa9218a19ebcd67b56818f05bb27589b1ca9e8d797b74affad4ccacd4 \
@@ -1158,24 +1295,27 @@ faiss-cpu==1.10.0 \
     --hash=sha256:e02af3696a6b9e1f9072e502f48095a305de2163c42ceb1f6f6b1db9e7ffe574 \
     --hash=sha256:e71f7e24d5b02d3a51df47b77bd10f394a1b48a8331d5c817e71e9e27a8a75ac \
     --hash=sha256:f71c5860c860df2320299f9e4f2ca1725beb559c04acb1cf961ed24e6218277a
-    # via feast (pyproject.toml)
-fastapi==0.136.1 \
-    --hash=sha256:7af665ad7acfa0a3baf8983d393b6b471b9da10ede59c60045f49fbc89a0fa7f \
-    --hash=sha256:a6e9d7eeada96c93a4d69cb03836b44fa34e2854accb7244a1ece36cd4781c3f
+    # via
+    #   feast (pyproject.toml)
+    #   milvus-lite
+fastapi==0.141.0 \
+    --hash=sha256:5567705c791fa33202dabd1860df1d1650a7b1bf373378198d7b0675c9574618 \
+    --hash=sha256:cae32222bdc8b2805c4d3deb4e024b381ea2a6f2de7febfe3a9a73a9c29c2e5e
     # via
     #   feast (pyproject.toml)
     #   fastapi-mcp
+    #   mlflow-skinny
 fastapi-mcp==0.4.0 \
     --hash=sha256:d4a3fe7966af24d44e4b412720561c95eb12bed999a4443a88221834b3b15aec \
     --hash=sha256:d4ca9410996f4c7b8ea0d7b20fdf79878dc359ebf89cbf3b222e0b675a55097d
     # via feast (pyproject.toml)
-fastjsonschema==2.21.2 \
-    --hash=sha256:1c797122d0a86c5cace2e54bf4e819c36223b552017172f32c5c024a6b77e463 \
-    --hash=sha256:b1eb43748041c880796cd077f1a07c3d94e93ae84bba5ed36800a33554ae05de
+fastjsonschema==2.22.1 \
+    --hash=sha256:0b83d1ce8d7845b959dcb20e1a5c3c8883b6541d9c52ab02cce5166b75ec805f \
+    --hash=sha256:cf377ff5c9a6f4f3125fb35f75a2c5767bd824ffbcf62c209a93cd48d1453999
     # via nbformat
-filelock==3.29.0 \
-    --hash=sha256:69974355e960702e789734cb4871f884ea6fe50bd8404051a3530bc07809cf90 \
-    --hash=sha256:96f5f6344709aa1572bbf631c640e4ebeeb519e08da902c39a001882f30ac258
+filelock==3.32.0 \
+    --hash=sha256:7be2ad23a14607ccc71808e68fe30848aeace7058ace17852f68e2a68e310402 \
+    --hash=sha256:d396bea984af47333ef05e50eae7eff88c84256de6112aea0ec48a233c064fe3
     # via
     #   datasets
     #   huggingface-hub
@@ -1188,6 +1328,62 @@ filetype==1.2.0 \
     --hash=sha256:66b56cd6474bf41d8c54660347d37afcc3f7d1970648de365c102ef77548aadb \
     --hash=sha256:7ce71b6880181241cf7ac8697a2f1eb6a8bd9b429f7ad6d27b8db9ba5f1c2d25
     # via docling
+flask==3.1.3 \
+    --hash=sha256:0ef0e52b8a9cd932855379197dd8f94047b359ca0a78695144304cb45f87c9eb \
+    --hash=sha256:f4bcbefc124291925f1a26446da31a5178f9483862233b23c0c96a20701f670c
+    # via mlflow
+fonttools==4.63.0 \
+    --hash=sha256:032038247a96c1690f9f31e377c389383c902531b085aa4e4dabd6f57f870e69 \
+    --hash=sha256:063e08bd17bd5a90127a14123de0d6a952dbc847695fd98b63c043d58057f90c \
+    --hash=sha256:0c18358a155d75034911c5ee397a5b44cd19dd325dbb8b35fb60bf421d6a72ac \
+    --hash=sha256:0eac00b9118c3c2f87d272e45341871c5b3066baa3c86897fa634a7c3fb59096 \
+    --hash=sha256:1e874792a8212b44583ea02189d9e693906b2f78b261f372f95d6c563210ac1d \
+    --hash=sha256:22135da48a348785c5e2d5d2d9d6bec5ed44adacbaeb9db12d9493bf6c6bfa68 \
+    --hash=sha256:22693918177bd9ceabec4736d338045f357769416fc6b0b2508eefef75b08616 \
+    --hash=sha256:27fdc65af8da6f88b9c6121c47a464cbe359fcfff7ff6fc2d37a1f395d755b78 \
+    --hash=sha256:2b8ae05d9eacf6081414d759c0a352769ac28ce31280d6bb8e77b03f9e3c449f \
+    --hash=sha256:2c14b4fd138c4bafcca294765c547914e1aa431ae1ca94ab99d8db08c958bd3b \
+    --hash=sha256:308f957cdeaf8abe4e5f2f124902ef405448af92c90f80e302a3b771c2e6116b \
+    --hash=sha256:37dd23e621e3b0aef1baa70a303b80aaf38449632cfc8fd2a55fb285bbccfc02 \
+    --hash=sha256:445af2eab030a16b9171ea8bdda7ebf7d96bda2df88ee182a464252f6e05e20d \
+    --hash=sha256:51394295f1a51de8b5f30bdb1e1b9a4231536c7064ef5c6e211eec19fa36036f \
+    --hash=sha256:58dc6bb86a78d782f00f9190ca02c119cf5bbe2807536e361e18d42019f877d8 \
+    --hash=sha256:59ac449f8cca9b4ffa08d2e7bbadad87ce710d69d1eda5c3c1ce579baa987272 \
+    --hash=sha256:6b2248c5decb223562f7902ff6325077a073f608ee8e33e88ad88db734eb9f49 \
+    --hash=sha256:6d4741eb179121cab9eea4cb2393d24492373a260d7945006358c08cfbf45419 \
+    --hash=sha256:6db5140a60a5d731d21ec076745b40a310607731b0a565b50776393188649001 \
+    --hash=sha256:6e528da43bc3791085f8cb6141b1d13e459226790240340fcbb4625649238b03 \
+    --hash=sha256:796f27556dbe094c4824f75ca85267e4df776c79036c8441469a4df37038c196 \
+    --hash=sha256:79cdc9f567aec74a72918fd060283911406750cbc9fd28c1316023deb6ce31a9 \
+    --hash=sha256:7d76edbff9014094dbf03bd2d074709dfa6ec7aba13d838c937a2b33d2d6a86e \
+    --hash=sha256:7d782fac32985914c351556f68ac0855391572bcd87de50e05970d3cd4c96fc5 \
+    --hash=sha256:7dd683fef0663e9f0f45cf541d788d24caa3ec9db50796b588e1757d8b3bc007 \
+    --hash=sha256:85be818f5506e8a7753153def2c9550178f0ecae6a47b5e0e8dbb23f7cc90380 \
+    --hash=sha256:948428a275741f0b64b113c955425a953314f4b9ab9997f73a72c83e68e569c8 \
+    --hash=sha256:9ced0bd02ac751dd6319b0da88aaef24414e3b0dbc32bb4f24944821a3741a27 \
+    --hash=sha256:9e12f105d2b6342c559c298afb674006bb2893afc7102dcf8a1b55b0486b4e40 \
+    --hash=sha256:a8b33a82979e0a6a34ff435cc81317be1f95ec1ebb7a3a2d1c8a6a54f02ae44e \
+    --hash=sha256:a9faff9e0c1f76f9fd55899d2ce785832efebab37eb8ae13995853aef178bef0 \
+    --hash=sha256:af2fd1664d00a397d75f806985ddb36282091c2131a73a6485c23b4a34722263 \
+    --hash=sha256:afefc1ed0a59785a7fb06ea7e1678e849c193e1e387db783579bc7b3056fcfcb \
+    --hash=sha256:b1cd75a03ad8cb5bc40c90bfde68c0c47de423aa19e5c0f362b43520645eea94 \
+    --hash=sha256:ba04cb5891d4c0c21b6da95eda8d7b090021508a294fff33464fc7d241e0856b \
+    --hash=sha256:bf00f21eb5fb721dbaf73d1e9da6d02a1af7768f2ebcf9798be98beab8ba90f6 \
+    --hash=sha256:c0425b277a59cff3d80ca42162a8de360f318438a2ac83570842a678d826d579 \
+    --hash=sha256:c1aaa4b9c75798400ac043ce04d74e7830376c85095a5a6ed7cba2f17a266bf4 \
+    --hash=sha256:c2a2a42198b696a6f48fad91709afb55176e66a5e566131219dba372fb7f8c59 \
+    --hash=sha256:caeb583deeb5168e694b65cda8b4ee62abedfa66cf88488734466f2366b9c4e0 \
+    --hash=sha256:cb014d58140a38135f16064c74c652ed57aa0b75cbf8bb59cac821f7edb5334e \
+    --hash=sha256:ccf41f2efdf56994d22d73bef4ced1052161958169428d06ba9724ea9e9a64be \
+    --hash=sha256:cd7e9857e5e63738b9d9fd707bc1f59c8b09e5177726d23664db393c59bb08bd \
+    --hash=sha256:d76ac49f929aecaf82d83250b8347e099d7aecba0f4726c1d9b6df3b8bb5fe18 \
+    --hash=sha256:d7e5c9973aa04c95650c96e5f5ad865fbf42d62079163ecfab1e01cbc2504c22 \
+    --hash=sha256:dcf076a4474fe0d7367e5bbf5b052c7284fa1feca729c04176ce513521afd8a0 \
+    --hash=sha256:e3297a6a4059b4acc3a1e9a8b04741f240a80044eef08ebd32e8b5bcdddce75b \
+    --hash=sha256:ee08ebfa58f6e1aeff5697ab9582105bb620008c1caafb681e4c557e7483027b \
+    --hash=sha256:ef3048ef05dbb552b89817713d9cac912e00d0fde4a3105c00d29e52e10c89af \
+    --hash=sha256:fd1e3094f42d806d3d7c79162fc59e5910fcbe3a7360c385b8da969bc4493745
+    # via matplotlib
 fqdn==1.5.1 \
     --hash=sha256:105ed3677e767fb5ca086a0c1f4bb66ebc3c100be518f0e0d755d9eae164d89f \
     --hash=sha256:3a179af3761e4df6eb2e026ff9e1a3033d3587bf980a0b1b2e1e5d08d7358014
@@ -1326,22 +1522,33 @@ frozenlist==1.8.0 \
     # via
     #   aiohttp
     #   aiosignal
-fsspec[http]==2024.9.0 \
-    --hash=sha256:4b0afb90c2f21832df142f292649035d80b421f60a9e1c027802e5a0da2b04e8 \
-    --hash=sha256:a0947d552d8a6efa72cc2c730b12c41d043509156966cca4fb157b0f2a0c574b
+fsspec[http]==2026.6.0 \
+    --hash=sha256:02e0b71817df9b2169dc30a16832045764def1191b43dcff5bb85bdee212d2a1 \
+    --hash=sha256:f5bac145310fe30e16e1471bd6840b2d990d609e872251d7e674241822abf01a
     # via
     #   feast (pyproject.toml)
     #   dask
     #   datasets
     #   huggingface-hub
+    #   pyiceberg
     #   torch
 geomet==1.1.0 \
     --hash=sha256:4372fe4e286a34acc6f2e9308284850bd8c4aa5bc12065e2abbd4995900db12f \
     --hash=sha256:51e92231a0ef6aaa63ac20c443377ba78a303fd2ecd179dc3567de79f3c11605
-    # via cassandra-driver
-google-api-core[grpc]==2.30.3 \
-    --hash=sha256:a85761ba72c444dad5d611c2220633480b2b6be2521eca69cca2dbb3ffd6bfe8 \
-    --hash=sha256:e601a37f148585319b26db36e219df68c5d07b6382cff2d580e83404e44d641b
+    # via
+    #   cassandra-driver
+    #   scylla-driver
+gitdb==4.0.12 \
+    --hash=sha256:5ef71f855d191a3326fcfbc0d5da835f26b13fbcba60c32c21091c349ffdb571 \
+    --hash=sha256:67073e15955400952c6565cc3e707c554a4eea2e428946f7a4c162fab9bd9bcf
+    # via gitpython
+gitpython==3.1.57 \
+    --hash=sha256:4ccf7d73c10f5c9e76043fbb2675ac5a1b3ff5b41e648f56bcbed5f63792ecaf \
+    --hash=sha256:c493ec57c0ef6b19743798b6a5af859c71814b524e7e6f97baa2f8e658961488
+    # via mlflow-skinny
+google-api-core[grpc]==2.33.0 \
+    --hash=sha256:3a36bcc3e319783f4c97da41f6f45ea6ffcaa55848e341de16e09cb70243c2bb \
+    --hash=sha256:a2e22a0c1d0f03eafff1858b38cf46f832d5902b0c052235bf0ab8402929fbdc
     # via
     #   feast (pyproject.toml)
     #   google-cloud-bigquery
@@ -1351,10 +1558,11 @@ google-api-core[grpc]==2.30.3 \
     #   google-cloud-datastore
     #   google-cloud-storage
     #   pandas-gbq
-google-auth==2.50.0 \
-    --hash=sha256:04382175e28b94f49694977f0a792688b59a668def1499e9d8de996dc9ce5b15 \
-    --hash=sha256:f35eafb191195328e8ce10a7883970877e7aeb49c2bfaa54aa0e394316d353d0
+google-auth[pyopenssl]==2.56.2 \
+    --hash=sha256:c8270ea95b2697b74e3d8438ae9c5b898e38b623b915c7b5c5635921e7de68a6 \
+    --hash=sha256:e28f103ca8091fb7012b99c44243d7366c29863713b8e34a220c3322b7a07051
     # via
+    #   databricks-sdk
     #   google-api-core
     #   google-auth-oauthlib
     #   google-cloud-bigquery
@@ -1365,37 +1573,37 @@ google-auth==2.50.0 \
     #   google-cloud-storage
     #   pandas-gbq
     #   pydata-google-auth
-google-auth-oauthlib==1.3.1 \
-    --hash=sha256:14c22c7b3dd3d06dbe44264144409039465effdd1eef94f7ce3710e486cc4bfa \
-    --hash=sha256:1a139ef23f1318756805b0e95f655c238bffd29655329a2978218248da4ee7f8
+google-auth-oauthlib==1.4.0 \
+    --hash=sha256:18b5e28880eb8eba9065c436becdc0ee8e4b59117a73a510679c82f70cd363d2 \
+    --hash=sha256:251314f213a9ee46a5ae73988e84fd7cca8bb68e7ecf4bfd45940f9e7f51d070
     # via
     #   pandas-gbq
     #   pydata-google-auth
-google-cloud-bigquery[pandas]==3.41.0 \
-    --hash=sha256:2217e488b47ed576360c9b2cc07d59d883a54b83167c0ef37f915c26b01a06fe \
-    --hash=sha256:2a5b5a737b401cbd824a6e5eac7554100b878668d908e6548836b5d8aaa4dcaa
+google-cloud-bigquery[pandas]==3.42.2 \
+    --hash=sha256:08d4b264e5ee4790f719724c76b538f204b7190999328a2f1a6a95eaab74ca39 \
+    --hash=sha256:41658c19e8ed5b83307011b4e55aca3b1f72052545a22788f1d637984615173f
     # via
     #   feast (pyproject.toml)
     #   pandas-gbq
-google-cloud-bigquery-storage==2.37.0 \
-    --hash=sha256:1e319c27ef60fc31030f6e0b52e5e891e1cdd50551effe8c6f673a4c3c56fcb6 \
-    --hash=sha256:f88ee7f1e49db1e639da3d9a8b79835ca4bc47afbb514fb2adfc0ccb41a7fd97
+google-cloud-bigquery-storage==2.39.0 \
+    --hash=sha256:8c192b6263804f7bdd6f57a17e763ba7f03fa4e53d7ecafca0187e0fd6467d48 \
+    --hash=sha256:d5afd90ad06cf24d9167316cca70ab5b344e880fc13031d7392aa78ee76b8bb6
     # via feast (pyproject.toml)
-google-cloud-bigtable==2.36.0 \
-    --hash=sha256:21b2f41231b7368a550b44d5b493b811b3507fcb23eb26d00005cd3f205f2207 \
-    --hash=sha256:d5987733c2f60c739f93f259d2037858411cc994ac37cdfbccb6bb159f3ca43e
+google-cloud-bigtable==2.41.0 \
+    --hash=sha256:36da0fc730952bfe48ae91dee11015459c9046fa1499d0efb73a61bbb6edbe9b \
+    --hash=sha256:d0c424bae6238eb16ffc0922be79da00d20d23e0750ea46742ffd4542c50fd26
     # via feast (pyproject.toml)
-google-cloud-core==2.5.1 \
-    --hash=sha256:3dc94bdec9d05a31d9f355045ed0f369fbc0d8c665076c734f065d729800f811 \
-    --hash=sha256:ea62cdf502c20e3e14be8a32c05ed02113d7bef454e40ff3fab6fe1ec9f1f4e7
+google-cloud-core==2.6.0 \
+    --hash=sha256:6d63ac8e5eca6d9e4319d0a1e2265fadcd7f1049904378caecfa01cf52dd869e \
+    --hash=sha256:e76149739f90fac1fc6757c09f47eaccb3145b54adbd7759b0f7c4b235f46c83
     # via
     #   google-cloud-bigquery
     #   google-cloud-bigtable
     #   google-cloud-datastore
     #   google-cloud-storage
-google-cloud-datastore==2.24.0 \
-    --hash=sha256:81f1d1c12c2906f59507f72742545ab04c38f62ed70b0542057e3cf04a53aa65 \
-    --hash=sha256:f087c02a6aa4ac68bbf17f0c048ae3ee355856bf09c51439bfba193741387792
+google-cloud-datastore==2.26.0 \
+    --hash=sha256:1ac4882f033fcb90bd75d1171b46400ecd5def23768598843d9c041e0c0b4a6a \
+    --hash=sha256:1bde5694308468da5c932153a6b0331d5b54e1c21de366b6a75ddb0000fd5f4b
     # via feast (pyproject.toml)
 google-cloud-storage==2.19.0 \
     --hash=sha256:aeb971b5c29cf8ab98445082cbfe7b161a1f48ed275822f59ed3f1524ea54fba \
@@ -1439,20 +1647,34 @@ google-crc32c==1.8.0 \
     #   google-cloud-bigtable
     #   google-cloud-storage
     #   google-resumable-media
-google-resumable-media==2.8.2 \
-    --hash=sha256:82b6d8ccd11765268cdd2a2123f417ec806b8eef3000a9a38dfe3033da5fb220 \
-    --hash=sha256:f3354a182ebd193ae3f42e3ef95e6c9b10f128320de23ac7637236713b1acd70
+google-resumable-media==2.10.0 \
+    --hash=sha256:88152884bee37b2bf36a0ab81ad8c7fd12212c9803dd981d77c1b35b02d34e7c \
+    --hash=sha256:e324bc9d0fdae4c52a08ae90456edc4e71ece858399e1217ac0eb3a51d6bc6ee
     # via
     #   google-cloud-bigquery
     #   google-cloud-storage
-googleapis-common-protos[grpc]==1.74.0 \
-    --hash=sha256:57971e4eeeba6aad1163c1f0fc88543f965bb49129b8bb55b2b7b26ecab084f1 \
-    --hash=sha256:702216f78610bb510e3f12ac3cafd281b7ac45cc5d86e90ad87e4d301a3426b5
+googleapis-common-protos[grpc]==1.75.0 \
+    --hash=sha256:53a062ff3c32552fbd62c11fe23768b78e4ddf0494d5e5fd97d3f4689c75fbbd \
+    --hash=sha256:961ed60399c457ceb0ee8f285a84c870aabc9c6a832b9d37bb281b5bebde43ed
     # via
     #   feast (pyproject.toml)
     #   google-api-core
     #   grpc-google-iam-v1
     #   grpcio-status
+graphene==3.4.3 \
+    --hash=sha256:2a3786948ce75fe7e078443d37f609cbe5bb36ad8d6b828740ad3b95ed1a0aaa \
+    --hash=sha256:820db6289754c181007a150db1f7fff544b94142b556d12e3ebc777a7bf36c71
+    # via mlflow
+graphql-core==3.2.11 \
+    --hash=sha256:0b3e35ff41e9adba53021ab0cef475eb18f57c7f53f0f2ca55567fbf3c537ea0 \
+    --hash=sha256:e7e156d10beb127cab5c89ff0da71416fc73d27c484a4757d3b2d35633774802
+    # via
+    #   graphene
+    #   graphql-relay
+graphql-relay==3.2.0 \
+    --hash=sha256:1ff1c51298356e481a0be009ccdff249832ce53f30559c1338f22a0e0d17250c \
+    --hash=sha256:c9b22bd28b170ba1fe674c74384a8ff30a76c8e26f88ac3aa1584dd3179953e5
+    # via graphene
 great-expectations==0.18.8 \
     --hash=sha256:ab41cfa3de829a4f77bdcd4a23244684cbb67fdacc734d38910164cd02ec95b6 \
     --hash=sha256:c1205bede593f679e22e0b3826d6ae1623c439cafd553f9f0bc2b0fd441f6ed9
@@ -1461,66 +1683,64 @@ grpc-google-iam-v1==0.14.4 \
     --hash=sha256:392b3796947ed6334e61171d9ab06bf7eb357f554e5fc7556ad7aab6d0e17038 \
     --hash=sha256:412facc320fcbd94034b4df3d557662051d4d8adfa86e0ddb4dca70a3f739964
     # via google-cloud-bigtable
-grpcio==1.62.3 \
-    --hash=sha256:059444f0ed5dba73ab7dd0ee7e8e6b606df4130d2b0a9f010f84da4ab9f6c2d8 \
-    --hash=sha256:114f2a865886ff33f85d70670e971fe0e3d252a1209656fefa5470286e3fcc76 \
-    --hash=sha256:13571a5b868dcc308a55d36669a2d17d9dcd6ec8335213f6c49cc68da7305abe \
-    --hash=sha256:1ac0944e9e3ee3e20825226d1e17985e9f88487055c475986cf0922a7d806d8a \
-    --hash=sha256:1de3d04d9a4ec31ebe848ae1fe61e4cbc367fb9495cbf6c54368e60609a998d9 \
-    --hash=sha256:216740723fc5971429550c374a0c039723b9d4dcaf7ba05227b7e0a500b06417 \
-    --hash=sha256:25cd75dc73c5269932413e517be778640402f18cf9a81147e68645bd8af18ab0 \
-    --hash=sha256:325c56ce94d738c31059cf91376f625d3effdff8f85c96660a5fd6395d5a707f \
-    --hash=sha256:3737e5ef0aa0fcdfeaf3b4ecc1a6be78b494549b28aec4b7f61b5dc357f7d8be \
-    --hash=sha256:377babc817e8b4186aed7ed56e832867c513e4e9b6c3503565c344ffdef440d4 \
-    --hash=sha256:3fb7d966a976d762a31346353a19fce4afcffbeda3027dd563bc8cb521fcf799 \
-    --hash=sha256:43670a25b752b7ed960fcec3db50ae5886dc0df897269b3f5119cde9b731745f \
-    --hash=sha256:4439bbd759636e37b66841117a66444b454937e27f0125205d2d117d7827c643 \
-    --hash=sha256:454a6aed4ebd56198d37e1f3be6f1c70838e33dd62d1e2cea12f2bcb08efecc5 \
-    --hash=sha256:4c9c1502c76cadbf2e145061b63af077b08d5677afcef91970d6db87b30e2f8b \
-    --hash=sha256:4dab8b64c438e19c763a6332b55e5efdbecfb7c55ae59a42c38c81ed27955fa5 \
-    --hash=sha256:56757d3e4cf5d4b98a30f2c5456151607261c891fa2298a4554848dcbf83083d \
-    --hash=sha256:57823dc7299c4f258ae9c32fd327d29f729d359c34d7612b36e48ed45b3ab8d0 \
-    --hash=sha256:582bd03e9c3d1bd1162eb51fa0f1a35633d66e73f4f36702d3b8484a8b45eda7 \
-    --hash=sha256:620165df24aae3d5b3e84cb8dd6b98f6ed49aed04126186bbf43061e301d6a21 \
-    --hash=sha256:646c14e9f3356d3f34a65b58b0f8d08daa741ba1d4fcd4966b79407543332154 \
-    --hash=sha256:668211f3699bbee4deaf1d6e6b8df59328bf63f077bf2dc9b8bfa4a17df4a279 \
-    --hash=sha256:6be243f3954b0ca709f56f9cae926c84ac96e1cce19844711e647a1f1db88b99 \
-    --hash=sha256:6da20a1ae010a988bc4ed47850f1122de0a88e18cd2f901fcf56007be1fc6c30 \
-    --hash=sha256:7349cd7445ac65fbe1b744dcab9cc1ec02dae2256941a2e67895926cbf7422b4 \
-    --hash=sha256:74f3fc9b93290e58264844f5bc46df4c58a94c4287a277dbcf75344fc6c37ca4 \
-    --hash=sha256:75a4e9ac7ff185cad529f35934c5d711b88aca48b90c70e195f5657da50ce321 \
-    --hash=sha256:7b33c1807d4ac564a3027d06f21a2220c116ceacaaef614deb96b3341ee58896 \
-    --hash=sha256:807176971c504c598976f5a9ea62363cffbbbb6c7509d9808c2342b020880fa2 \
-    --hash=sha256:80a82fdee14dc27e9299248b7aabd5a8739a1cf6b76c78aa2b848158b44a99d5 \
-    --hash=sha256:81b7c121c4e52a0749bf0759185b8d5cfa48a786cd7d411cdab08269813e0aab \
-    --hash=sha256:8257cc9e55fb0e2149a652d9dc14c023720f9e73c9145776e07c97e0a553922e \
-    --hash=sha256:8a5f00b2508937952d23a1767739e95bbbe1120f8a66d10187d5e971d56bb55c \
-    --hash=sha256:8ae2e7a390b2cdd2a95d3bf3b3385245eeb48a5e853943cb46139666462c2d1a \
-    --hash=sha256:940459d81685549afdfe13a6de102c52ea4cdda093477baa53056884aadf7c48 \
-    --hash=sha256:9c4aae4e683776c319169d87e7891b67b75e3f1c0beeb877902ea148b0585164 \
-    --hash=sha256:9d5f8e0050a179b3bce9189b522dc91008d44f08c757a7c310e0fd06b4d3d147 \
-    --hash=sha256:a1b85d35a7d9638c03321dfe466645b87e23c30df1266f9e04bbb5f44e7579a9 \
-    --hash=sha256:a82410d7620c07cb32624e38f2a106980564dfef9dbe78f5b295cda9ef217c03 \
-    --hash=sha256:abfe64811177e681edc81d9d9d1bd23edc5f599bd9846650864769264ace30cd \
-    --hash=sha256:ac9783d5679c8da612465168c820fd0b916e70ec5496c840bddba0be7f2d124c \
-    --hash=sha256:b033d50bd41e506e3b579775f54a30c16c222e0d88847ac8098d2eca2a7454cc \
-    --hash=sha256:b097347441b86a8c3ad9579abaf5e5f7f82b1d74a898f47360433b2bca0e4536 \
-    --hash=sha256:b708401ede2c4cb8943e8a713988fcfe6cbea105b07cd7fa7c8a9f137c22bddb \
-    --hash=sha256:bd900e666bb68fff49703084be14407cd73b8a5752a7590cea98ec22de24fb5d \
-    --hash=sha256:c118cfc80e2402a5595be36e9245ffd9b0e146f426cc40bdf60015bf183f8373 \
-    --hash=sha256:c175b252d063af388523a397dbe8edbc4319761f5ee892a8a0f5890acc067362 \
-    --hash=sha256:c8bb1a7aa82af6c7713cdf9dcb8f4ea1024ac7ce82bb0a0a82a49aea5237da34 \
-    --hash=sha256:c95a0b76a44c548e6bd8c5f7dbecf89c77e2e16d3965be817b57769c4a30bea2 \
-    --hash=sha256:e202e3f963480ca067a261179b1ac610c0f0272cb4a7942d11b7e2b3fc99c3aa \
-    --hash=sha256:e9ffdb7bc9ccd56ec201aec3eab3432e1e820335b5a16ad2b37e094218dcd7a6 \
-    --hash=sha256:ea7ca66a58421411c6486fa5015fe7704e2816ff0b4ec4fb779ad5e1cbbdabf3 \
-    --hash=sha256:f2ff8ac447765e173842b554b31307b98b3bb1852710903ebb936e7efb7df6e5 \
-    --hash=sha256:f5def814c5a4c90c8fe389c526ab881f4a28b7e239b23ed8e02dd02934dfaa1a
+grpcio==1.83.0 \
+    --hash=sha256:009667eaf3dcd5224c713589cdc98e7ca4ed0ff0b61132c6b276e930eb83a2df \
+    --hash=sha256:10b3fa0475eb572c9a81a6fe37fa16a9c500c0c91cfc148cac15692b7e3c2867 \
+    --hash=sha256:1aa567f8c3f19850ffd5d2858c9a8ea7c80f0db6c01186b71eb31e923ec984f5 \
+    --hash=sha256:1c699bbb20f143c8f2bff219de578aa2dc1f919399d67dc702b038b986ee62df \
+    --hash=sha256:28f6c35ac8fcf10e4594f138e468f194360089dde40d126a7033e863fc479930 \
+    --hash=sha256:2b5e75c34842cd9c1b95285ca395c6a569664b81e3ffa6b714125922942abaaf \
+    --hash=sha256:2bb48cb5e6dd005ca12b89ce4b6ac0b48ff3112c747542ee7986ef611a8ca6d9 \
+    --hash=sha256:32e11c37f5285b0c6fa3042c05fe06903696689749833fc64e67dec71b9bbe33 \
+    --hash=sha256:33898e6a28e4ae598f1577cb1c4fec2a15c033d0ec52b9b45a09610dd045b9da \
+    --hash=sha256:35a5b1c192496b6c25956eebfa963468935612206fd2543ac3ce981e6a5e0f03 \
+    --hash=sha256:3f351629f6ae16ecc0ec3553e586a6763ffd9f6114044286d0cbec3e09241bfa \
+    --hash=sha256:4772402f43517b4824980be4b3b2274a81eec0004a70009473c31b340d43e223 \
+    --hash=sha256:4e3eedfc92b6b9f2960115e7e620cf0cbf80bb7849a51ce3820dc54dfd88b6b9 \
+    --hash=sha256:4fcaa7c45c45b4a89e2867d1f1785d9481a788399d915e341ed2eb49aeef9dd4 \
+    --hash=sha256:5882c1a721b50ce0123ee5e839e1ab059ad72a7ade76cdf2d5bd833b56791acf \
+    --hash=sha256:5f20a988480b0f28207f057f7f7ae1313393c3cef0adcfeae8248f9947eaf881 \
+    --hash=sha256:61007cd08640abc5c54547ee32505474c482cd733a53cb87551ea81faa6350af \
+    --hash=sha256:62003babc444a606dcd1f009cd16391ce23669ae4ad6ec267a873da7937a69f5 \
+    --hash=sha256:6662f3b1e07cc7493d437351860dc867bddc6a93c83ecf33bbfdaf0c217ab2d0 \
+    --hash=sha256:6755ed67cc3e454d51ae9f6e1915b80d3942fa4de956ef48dacd45ab7f40b727 \
+    --hash=sha256:6b6c666a1d5613ff360c9e90f44665e3a88b25a815209ddbc0917eec281931cb \
+    --hash=sha256:6be5c807b717be3dd649446f021301fd7907e376318675d2147823071034112a \
+    --hash=sha256:6e01ecd9d8ef280abe1365138a4dc318f9a5287f4cb1b41d07816f796653f735 \
+    --hash=sha256:6fb8a1dd0c6f0f931e69e9d0dc6d1c406ed2a44fa963414eafba07b7fb685d16 \
+    --hash=sha256:7416952ca770477990257206276999056f8316d79196f2f25942393e58a20b49 \
+    --hash=sha256:74fe6f9e8a35c7dbf32255ee154d15e3e5338a81ed39173d079d594d2e544cd1 \
+    --hash=sha256:7674587248fbbb2ac6e4eecf83a8a0f3d91a928f941de571acfd3a2f007fbc24 \
+    --hash=sha256:7936f2a56cf04f6514705c0fedf400971de01b6aa1719327e4718f410a765e2b \
+    --hash=sha256:7bd82671b39065ba18cd536e9cd45b27ff649053f81ddd2c6a966d595067080f \
+    --hash=sha256:8f6c395e493d20c39b29392ca200e9aaeb78d0bc2f04db0c0a7da7ddc939aa57 \
+    --hash=sha256:8fe04f1050a59f875601eb55d42b4f66946fe89817f967e34db1462ccd07dadf \
+    --hash=sha256:8ff0b8767ddd62704e0d9571c1890af08d84a3a689ebba1807e62519d0b3277f \
+    --hash=sha256:a21cb4eeeba124443f399be2e8b624943cde864dcbe588cb42e5c483a52a906c \
+    --hash=sha256:aa074041231f03959cb097dd5517b0677b8ea49215bae01d5710a7b69dd59969 \
+    --hash=sha256:aeb339838db07600481ef869507279b75326c75eac6d10f7afa62a0da1d2bcdd \
+    --hash=sha256:b0a0be840e51b6b7ee9df9269770faf77bdf4b771053c257c21d12bad607714c \
+    --hash=sha256:bb669918fd88936b15599caff4160a77ab74bdeb25f2231f6e45b61282d6107b \
+    --hash=sha256:bc60215b5cb9fc8ca72942c498b551ac2305bd08f6ef8d4e3f0d21b64fbecd61 \
+    --hash=sha256:c19b454d3d3f28db81f2c7c4dbaee96e7f6fd149721733ffe79d6bc530f17404 \
+    --hash=sha256:c6444666317338e903093c7c756e6cc88eee59f798cb8dd41e87725bf54e1617 \
+    --hash=sha256:c834e86d8fd2f03d7e4db49a027f7c5b89c5b88eed305543a5295bd6fee61e40 \
+    --hash=sha256:cb056f6e171c42639a50460b2929c82241fda51f71cf3dcdd68090fe45095a45 \
+    --hash=sha256:cb2906c61db4f9c64cc360054b5df70eeb81846228e9e56a4944bd415a63dadc \
+    --hash=sha256:d05ff664100d429335b93c91b8b34ddf9e94a112205e7fa06dede309e44a4e4c \
+    --hash=sha256:ee94a4016fdf8699fb1fd8a38652475ff677f1c72074cee44deeeb9a7e95e745 \
+    --hash=sha256:f1c3e5689d4b90987b1d72022bcfe866a9a3dc66197484cf856d96b6150e7f45 \
+    --hash=sha256:f47d62808b4c0a97b78bff88a6d4ca283a2a492b9a04a87d814af95ca3b9c19c \
+    --hash=sha256:f4cee5fc86e84a0cf7ad1574b454c3320e087c07f55b7df5dc0ac6a873fb90c0 \
+    --hash=sha256:f5e822a7e7d03282f6ad225e710493c48b9057a353358344a5f7c42b2b37618d \
+    --hash=sha256:f5f410d7c2903eabb34789dfd6342eef04af1ad459943936b7e09a9f5bd417b9 \
+    --hash=sha256:fba099b716e73512d61b97f71ea3c31a72abb36904036e316bf4dd148ca8dcc8
     # via
     #   feast (pyproject.toml)
     #   google-api-core
     #   google-cloud-bigquery
     #   google-cloud-bigquery-storage
+    #   google-cloud-bigtable
     #   google-cloud-datastore
     #   googleapis-common-protos
     #   grpc-google-iam-v1
@@ -1529,284 +1749,300 @@ grpcio==1.62.3 \
     #   grpcio-status
     #   grpcio-testing
     #   grpcio-tools
+    #   milvus-lite
     #   pymilvus
     #   qdrant-client
-grpcio-health-checking==1.62.3 \
-    --hash=sha256:5074ba0ce8f0dcfe328408ec5c7551b2a835720ffd9b69dade7fa3e0dc1c7a93 \
-    --hash=sha256:f29da7dd144d73b4465fe48f011a91453e9ff6c8af0d449254cf80021cab3e0d
+grpcio-health-checking==1.81.1 \
+    --hash=sha256:cbc6a4171825ec64389de2f062d296ba129a5c27eefd0dd55fa837909184bdf9 \
+    --hash=sha256:ecc61480e25058a4a04e11e4ab6900ad7439b32e60a8ce4ece7d9f219221c85d
     # via feast (pyproject.toml)
-grpcio-reflection==1.62.3 \
-    --hash=sha256:a48ef37df81a3bada78261fc92ef382f061112f989d1312398b945cc69838b9c \
-    --hash=sha256:cb84682933c400bddf94dd94f928d1c6570f500b6dd255973d4bfb495b82585f
+grpcio-reflection==1.81.1 \
+    --hash=sha256:3d7160000f5fdd0e241f9b1a3d402f15ebcd5f281be105b374a025f38c6434a8 \
+    --hash=sha256:d82fc4ac39dd5dcfd63e577075f6a68eac4a765e66a453914bbf57caf35665d0
     # via feast (pyproject.toml)
-grpcio-status==1.62.3 \
-    --hash=sha256:289bdd7b2459794a12cf95dc0cb727bd4a1742c37bd823f760236c937e53a485 \
-    --hash=sha256:f9049b762ba8de6b1086789d8315846e094edac2c50beaf462338b301a8fd4b8
+grpcio-status==1.83.0 \
+    --hash=sha256:837219c6de9afdccb6f6f72b34bc71e151a2011ef04040e3faaca746a57e54ae \
+    --hash=sha256:f6a838a7c5fb84ae98833ec0ef81ed438c26e11e54b2ddb8e92ad328c861de69
     # via google-api-core
-grpcio-testing==1.62.3 \
-    --hash=sha256:06a4d7eb30d22f91368aa7f48bfc33563da13b9d951314455ca8c9c987fb75bb \
-    --hash=sha256:f63577f28aaa95ea525124a0fd63c3429d71f769f4179b13f5e6cbc54979bfab
+grpcio-testing==1.81.1 \
+    --hash=sha256:69792db25781cefd2479d12285ca6bebe589e2aa1d64b4b8d18cf35f58c6b810 \
+    --hash=sha256:f381121d7203f4380b1c01e6c8f15aa220bafdc372e8ed82eddf79a16149abcc
     # via feast (pyproject.toml)
-grpcio-tools==1.62.3 \
-    --hash=sha256:0a52cc9444df978438b8d2332c0ca99000521895229934a59f94f37ed896b133 \
-    --hash=sha256:0a8c0c4724ae9c2181b7dbc9b186df46e4f62cb18dc184e46d06c0ebeccf569e \
-    --hash=sha256:0cb3a3436ac119cbd37a7d3331d9bdf85dad21a6ac233a3411dff716dcbf401e \
-    --hash=sha256:11c625eebefd1fd40a228fc8bae385e448c7e32a6ae134e43cf13bbc23f902b7 \
-    --hash=sha256:11f363570dea661dde99e04a51bd108a5807b5df32a6f8bdf4860e34e94a4dbf \
-    --hash=sha256:141d028bf5762d4a97f981c501da873589df3f7e02f4c1260e1921e565b376fa \
-    --hash=sha256:1c989246c2aebc13253f08be32538a4039a64e12d9c18f6d662d7aee641dc8b5 \
-    --hash=sha256:1da38070738da53556a4b35ab67c1b9884a5dd48fa2f243db35dc14079ea3d0c \
-    --hash=sha256:27cd9ef5c5d68d5ed104b6dcb96fe9c66b82050e546c9e255716903c3d8f0373 \
-    --hash=sha256:2e02d3b96f2d0e4bab9ceaa30f37d4f75571e40c6272e95364bff3125a64d184 \
-    --hash=sha256:2f968b049c2849540751ec2100ab05e8086c24bead769ca734fdab58698408c1 \
-    --hash=sha256:350a80485e302daaa95d335a931f97b693e170e02d43767ab06552c708808950 \
-    --hash=sha256:3eae6ea76d62fcac091e1f15c2dcedf1dc3f114f8df1a972a8a0745e89f4cf61 \
-    --hash=sha256:47a5c093ab256dec5714a7a345f8cc89315cb57c298b276fa244f37a0ba507f0 \
-    --hash=sha256:5782883a27d3fae8c425b29a9d3dcf5f47d992848a1b76970da3b5a28d424b26 \
-    --hash=sha256:6a56d344b0bab30bf342a67e33d386b0b3c4e65868ffe93c341c51e1a8853ca5 \
-    --hash=sha256:6c3064610826f50bd69410c63101954676edc703e03f9e8f978a135f1aaf97c1 \
-    --hash=sha256:703f46e0012af83a36082b5f30341113474ed0d91e36640da713355cd0ea5d23 \
-    --hash=sha256:710fecf6a171dcbfa263a0a3e7070e0df65ba73158d4c539cec50978f11dad5d \
-    --hash=sha256:7c7136015c3d62c3eef493efabaf9e3380e3e66d24ee8e94c01cb71377f57833 \
-    --hash=sha256:7cc83023acd8bc72cf74c2edbe85b52098501d5b74d8377bfa06f3e929803492 \
-    --hash=sha256:7f2483ea232bd72d98a6dc6d7aefd97e5bc80b15cd909b9e356d6f3e326b6e43 \
-    --hash=sha256:7ff7d58a45b75df67d25f8f144936a3e44aabd91afec833ee06826bd02b7fbe7 \
-    --hash=sha256:8ad0473af5544f89fc5a1ece8676dd03bdf160fb3230f967e05d0f4bf89620e3 \
-    --hash=sha256:8c5d22b252dcef11dd1e0fbbe5bbfb9b4ae048e8880d33338215e8ccbdb03edc \
-    --hash=sha256:8e62cc7164b0b7c5128e637e394eb2ef3db0e61fc798e80c301de3b2379203ed \
-    --hash=sha256:962c84b4da0f3b14b3cdb10bc3837ebc5f136b67d919aea8d7bb3fd3df39528a \
-    --hash=sha256:ace43b26d88a58dcff16c20d23ff72b04d0a415f64d2820f4ff06b1166f50557 \
-    --hash=sha256:b47d0dda1bdb0a0ba7a9a6de88e5a1ed61f07fad613964879954961e36d49193 \
-    --hash=sha256:b77f9f9cee87cd798f0fe26b7024344d1b03a7cd2d2cba7035f8433b13986325 \
-    --hash=sha256:b881fd9505a84457e9f7e99362eeedd86497b659030cf57c6f0070df6d9c2b9b \
-    --hash=sha256:bfda6ee8990997a9df95c5606f3096dae65f09af7ca03a1e9ca28f088caca5cf \
-    --hash=sha256:c3a1ac9d394f8e229eb28eec2e04b9a6f5433fa19c9d32f1cb6066e3c5114a1d \
-    --hash=sha256:c8ad5cce554e2fcaf8842dee5d9462583b601a3a78f8b76a153c38c963f58c10 \
-    --hash=sha256:ca246dffeca0498be9b4e1ee169b62e64694b0f92e6d0be2573e65522f39eea9 \
-    --hash=sha256:ca4f5eeadbb57cf03317d6a2857823239a63a59cc935f5bd6cf6e8b7af7a7ecc \
-    --hash=sha256:d102b9b21c4e1e40af9a2ab3c6d41afba6bd29c0aa50ca013bf85c99cdc44ac5 \
-    --hash=sha256:db3bc9fa39afc5e4e2767da4459df82b095ef0cab2f257707be06c44a1c2c3e5 \
-    --hash=sha256:dc9ad9950119d8ae27634e68b7663cc8d340ae535a0f80d85a55e56a6973ab1f \
-    --hash=sha256:e02d7c1a02e3814c94ba0cfe43d93e872c758bd8fd5c2797f894d0c49b4a1dfc \
-    --hash=sha256:e0898d412a434e768a0c7e365acabe13ff1558b767e400936e26b5b6ed1ee51f \
-    --hash=sha256:e18e15287c31baf574fcdf8251fb7f997d64e96c6ecf467906e576da0a079af6 \
-    --hash=sha256:ec279dcf3518201fc592c65002754f58a6b542798cd7f3ecd4af086422f33f29 \
-    --hash=sha256:ec6fbded0c61afe6f84e3c2a43e6d656791d95747d6d28b73eff1af64108c434 \
-    --hash=sha256:eec73a005443061f4759b71a056f745e3b000dc0dc125c9f20560232dfbcbd14 \
-    --hash=sha256:f3d812daffd0c2d2794756bd45a353f89e55dc8f91eb2fc840c51b9f6be62667 \
-    --hash=sha256:f4b1615adf67bd8bb71f3464146a6f9949972d06d21a4f5e87e73f6464d97f57 \
-    --hash=sha256:f6831fdec2b853c9daa3358535c55eed3694325889aa714070528cf8f92d7d6d
+grpcio-tools==1.81.1 \
+    --hash=sha256:0265fd1386b7458302f79542558345880d484f8fa92ae196c0c0268242c5f23a \
+    --hash=sha256:136e90906af0df51ad929713244ba812d0dbb1844b4f467d5d86bdb054698f90 \
+    --hash=sha256:1680b35a84f4694401819ac4acac42dda6dbc7bb8fc74112fd1a60425a07adf4 \
+    --hash=sha256:1d602b410b2b2addc434cace9ce4fe2035974a3078228f98ffa049a5c90acc2f \
+    --hash=sha256:204de03b539a4b08772c6553b92bcc112cbc965e0ac22f909f6d133b8ac33a8c \
+    --hash=sha256:21bb3ba90e6d8df1ff663d4ee39a4e5b25a64e8ed4902476ca9ded0954d3917a \
+    --hash=sha256:2baa7e735f35b2a648144c03348a126097b13e101d3c242d5edb6ac91437ccbe \
+    --hash=sha256:2c306c307f8f74cddc4056fdbb6f1da55de087a21120efbd02bd915daa5a52fd \
+    --hash=sha256:3389e705460efa3f3758141ba5520e6743b131c9576197c944fb9cbe49048126 \
+    --hash=sha256:353b1fafcc739c31ed42271052709595b340d34f27c459beeb78a32938305bb5 \
+    --hash=sha256:3c8611d6e4e859ac5373422ef27c4b7540cf98c9991c9abc6722613ef72b13aa \
+    --hash=sha256:3d604b4fd114b79ebb9f865bf3e04fd3ae93c704e1fad96f7fd03b0865c263b7 \
+    --hash=sha256:3dca56016d90a710c4d9861bae793dc089c1430a90c79ce672e948ddb65fa539 \
+    --hash=sha256:43baf71dc60fd653062da2e95e95c73b35dd130be8f9fa3d544c3af3f808a290 \
+    --hash=sha256:43c528655b226375013036692d8db4cd59060c1f41dd62c77f4d17b69f6ce828 \
+    --hash=sha256:53ef76cc3b0493ff734a5e8c39d5b519e1822236fcccdfe7677c5e1efd767761 \
+    --hash=sha256:690e6dcaa8b8a7886ce206ba344e2127211597e1a1ddab73df9f3d80c8f6707e \
+    --hash=sha256:724ecb69af63d2f6d4ccea3e6fa0ca110ed9c5824d48c2f887c631bbb03c1c3c \
+    --hash=sha256:768f584c2423cbeb6cb6867817a39365b987ff16b8259a3adbc6546b9e303a4e \
+    --hash=sha256:7746e508d4239a02f7e93638be5bc0ebb0120ddb796f7506aaae9d47a4599d97 \
+    --hash=sha256:7d168ea26390717d0462c0d0408331dc98a60fc7f7e6118afac9b73f5a66d87c \
+    --hash=sha256:7f208c207aca639dcb34648d3826c38d7cf3485118fb2065117e9fc4827406b3 \
+    --hash=sha256:801d9d8ab5cddf8f8e064225292f0713427011252a07828a6b54e2ed64d534de \
+    --hash=sha256:8161f398f957a376cae7385ea7c8684f439d460ef702b528912da3bcb31fc515 \
+    --hash=sha256:82740248eb6f3b6a38988cb5e64adb7303af9ea5cb4197c8ed08c1fabc767440 \
+    --hash=sha256:87b25ca0e27373a4a32a629a4ba976f5764b9887dd50d6fe017d38009a0363e8 \
+    --hash=sha256:895a6782cec86beac71ccebb4b9848259c6f04a3028b8e42fa8d40cfe5146593 \
+    --hash=sha256:8a17d8ceeb6a855fadf39f5171c80a382d97c4db98d5943eca553497fdebf84b \
+    --hash=sha256:9b6ba8a72cfda576508701a7c0bbeebe6f6f9843320d4f12e74efd19ddccd965 \
+    --hash=sha256:9d383724bcd67244b6def9e9164c640ee9380c0b7534ee7545a6fb0022a59afe \
+    --hash=sha256:a22a3870180927fdd84e2b27d079ef5b7f5f8c6110181b6736afc17a463481f1 \
+    --hash=sha256:a28d231455ab6e3558299f7d831a73c8be8ee6b7ec614ecf39eb50c0ed15767f \
+    --hash=sha256:a882382507bb5ec6d7edc9648053dfd3bc8f9285cde56a6fa9b9a83b4bd07f1c \
+    --hash=sha256:a987c85dcbe1b32066d7acd46266d1a428aecbd629331bf5b853e74c835bf876 \
+    --hash=sha256:a9c6fcc68c9d5a208967bfe4fd3224d3c3be9a950c3e827e8f4b17e15c2dc555 \
+    --hash=sha256:ac47a9ea1224df8b653072614e6f0207e9fbfe63fdabaa5918a60ca5fc931b88 \
+    --hash=sha256:ad7a997c07bd345e84842e60561e7e2cc090ce6c4e1d2f0407e31b85b40fc49a \
+    --hash=sha256:b62d254c214faa3773eac709376ae25cf7abff1a76ba5fc4dbcd7b14fc4e4ae6 \
+    --hash=sha256:b6bd163ece4535726e5292b845ed80ae9b2cae73ba091c7d6c66033c430e3857 \
+    --hash=sha256:b7b6d1e986d5923751bfe2b5cca9c4cb3d5653446e4fa4aacd438033e2dc360a \
+    --hash=sha256:ba8f1ae82ad199f43448995715445cc623fb20d3882382e4be61f0da8ccb3f0e \
+    --hash=sha256:bd0b68dc76b10b3384b9b6e9f59202b83dcaafd8098eb644759a69316686acf8 \
+    --hash=sha256:bd6c3bf3ea6a61eb58c54368d72ada591f2a270f3a31a32e8536e773337e76d9 \
+    --hash=sha256:bdbdc927be2e0ea13c32564a72ee31d712a716fb6f8c0d53d37a77d8277c272c \
+    --hash=sha256:cb08172b7b629e75cb33866928d319a3196540a725eaab628ba721007140f1af \
+    --hash=sha256:cc410b621dd85193766c12dca2e238696199a27a65d2b31b6f0a4c6c0043ff26 \
+    --hash=sha256:eac4bb645ceff0c147cc720a40ae68f97427eaafb4968e866dd8fcc20d3d4831 \
+    --hash=sha256:f3eb15849979ca7bb864ce81a74d68b0f225a7f111ed3fe212bfc08cf9812b10 \
+    --hash=sha256:f64e665c8ec639278ecf009beb92cbdcc5994f617c1af3d58036e1f70b1423ec \
+    --hash=sha256:f8cb64f87c45ccca8234fa47e6b21f09e43801ff11b556deecb461b3b3e9f292 \
+    --hash=sha256:fc3d2a41a7a4467fa03b391394fffada9291fe8feebc8679b526f6bc36942b25
     # via feast (pyproject.toml)
-gunicorn==25.3.0 \
-    --hash=sha256:cacea387dab08cd6776501621c295a904fe8e3b7aae9a1a3cbb26f4e7ed54660 \
-    --hash=sha256:f74e1b2f9f76f6cd1ca01198968bd2dd65830edc24b6e8e4d78de8320e2fe889
+gunicorn==23.0.0 \
+    --hash=sha256:ec400d38950de4dfd418cff8328b2c8faed0edb0d517d3394e457c317908ca4d \
+    --hash=sha256:f014447a0101dc57e294f6c18ca6b40227a4c90e9bdb586042628030cba004ec
     # via
     #   feast (pyproject.toml)
+    #   mlflow
     #   uvicorn-worker
 h11==0.16.0 \
     --hash=sha256:4e35b956cf45792e4caa5885e69fba00bdbc6ffafbfa020300e549b208ee5ff1 \
     --hash=sha256:63cf8bbe7522de3bf65932fda1d9c2772064ffb3dae62d55932da54b31cb6c86
     # via
     #   httpcore
+    #   httpcore2
     #   uvicorn
-h2==4.3.0 \
-    --hash=sha256:6c59efe4323fa18b47a632221a1888bd7fde6249819beda254aeca909f221bf1 \
-    --hash=sha256:c438f029a25f7945c69e0ccf0fb951dc3f73a5f6412981daee861431b70e2bdd
+h2==4.4.0 \
+    --hash=sha256:46b551bdcdc7e83cf5c04d0bf93badb8a939bd2287d9fee1abb23a445b9e0580 \
+    --hash=sha256:6acffe1aeab79098d7eb0f8385c1add11f2c7a94815f6fa2b7060eeddee3d87c
     # via httpx
 happybase==1.3.0 \
     --hash=sha256:43b6275d2865fc1364680a03f085491cd85d8b84db3c5aa94d25186685dfd87e \
     --hash=sha256:f2644cf1ef9d662fbe6f709fcfd66bf13e949f3efd4745a3230cf5f904fb7839
     # via feast (pyproject.toml)
-hazelcast-python-client==5.6.0 \
-    --hash=sha256:834b87076a47c781ef80bdcb522b86abc75ff28992dfe384e47f669f06cabb18 \
-    --hash=sha256:e2cec409068990ca9b4381fe97160cc2375412334782bef45ab4c8fe4d10536c
+hazelcast-python-client==5.7.0 \
+    --hash=sha256:6a218295af38730bd1781a6b2fefbf24851f1d6abb472f0bfe927a281b3f83b7 \
+    --hash=sha256:79e7c6e77453e53af29bb2454504e1b8d3a422527813116ee44379c18ee9849f
     # via feast (pyproject.toml)
-hf-xet==1.4.3 \
-    --hash=sha256:0392c79b7cf48418cd61478c1a925246cf10639f4cd9d94368d8ca1e8df9ea07 \
-    --hash=sha256:1feb0f3abeacee143367c326a128a2e2b60868ec12a36c225afb1d6c5a05e6d2 \
-    --hash=sha256:21644b404bb0100fe3857892f752c4d09642586fd988e61501c95bbf44b393a3 \
-    --hash=sha256:22bdc1f5fb8b15bf2831440b91d1c9bbceeb7e10c81a12e8d75889996a5c9da8 \
-    --hash=sha256:27c976ba60079fb8217f485b9c5c7fcd21c90b0367753805f87cb9f3cdc4418a \
-    --hash=sha256:2815a49a7a59f3e2edf0cf113ae88e8cb2ca2a221bf353fb60c609584f4884d4 \
-    --hash=sha256:39f2d2e9654cd9b4319885733993807aab6de9dfbd34c42f0b78338d6617421f \
-    --hash=sha256:42ee323265f1e6a81b0e11094564fb7f7e0ec75b5105ffd91ae63f403a11931b \
-    --hash=sha256:49ad8a8cead2b56051aa84d7fce3e1335efe68df3cf6c058f22a65513885baac \
-    --hash=sha256:5251d5ece3a81815bae9abab41cf7ddb7bcb8f56411bce0827f4a3071c92fdc6 \
-    --hash=sha256:60cf7fc43a99da0a853345cf86d23738c03983ee5249613a6305d3e57a5dca74 \
-    --hash=sha256:681c92a07796325778a79d76c67011764ecc9042a8c3579332b61b63ae512075 \
-    --hash=sha256:6b591fcad34e272a5b02607485e4f2a1334aebf1bc6d16ce8eb1eb8978ac2021 \
-    --hash=sha256:7551659ba4f1e1074e9623996f28c3873682530aee0a846b7f2f066239228144 \
-    --hash=sha256:7716d62015477a70ea272d2d68cd7cad140f61c52ee452e133e139abfe2c17ba \
-    --hash=sha256:7c2c7e20bcfcc946dc67187c203463f5e932e395845d098cc2a93f5b67ca0b47 \
-    --hash=sha256:8b301fc150290ca90b4fccd079829b84bb4786747584ae08b94b4577d82fb791 \
-    --hash=sha256:8ddedb73c8c08928c793df2f3401ec26f95be7f7e516a7bee2fbb546f6676113 \
-    --hash=sha256:987f09cfe418237812896a6736b81b1af02a3a6dcb4b4944425c4c4fca7a7cf8 \
-    --hash=sha256:bee693ada985e7045997f05f081d0e12c4c08bd7626dc397f8a7c487e6c04f7f \
-    --hash=sha256:c5b48db1ee344a805a1b9bd2cda9b6b65fe77ed3787bd6e87ad5521141d317cd \
-    --hash=sha256:d0da85329eaf196e03e90b84c2d0aca53bd4573d097a75f99609e80775f98025 \
-    --hash=sha256:d972fbe95ddc0d3c0fc49b31a8a69f47db35c1e3699bf316421705741aab6653 \
-    --hash=sha256:e23717ce4186b265f69afa66e6f0069fe7efbf331546f5c313d00e123dc84583 \
-    --hash=sha256:fc360b70c815bf340ed56c7b8c63aacf11762a4b099b2fe2c9bd6d6068668c08
+hf-xet==1.5.2 \
+    --hash=sha256:045f84440c55cdeb659cf1a1dd48c77bcd0d2e93632e2fea8f2c3bdee79f38ed \
+    --hash=sha256:1da28519496eb7c8094c11e4d25509b4a468457a0302d58136099db2fd9a671d \
+    --hash=sha256:4a5ecb9cda8512ba2aa8ee5d37c87a1422992165892d653098c7b90247481c3b \
+    --hash=sha256:580e59e29bf37aece1f2b68537de1e3fb04f43a23d910dcf6f128280b5bfbba4 \
+    --hash=sha256:6395cfe3c9cbead4f16b31808b0e67eac428b66c656f856e99636adaddea878f \
+    --hash=sha256:73044bd31bae33c984af832d19c752a0dffb67518fee9ddbd91d616e1101cf47 \
+    --hash=sha256:7db73c810500c54c6760be8c39d4b2e476974de85424c50063efc22fdda13025 \
+    --hash=sha256:8764488197c1d7b1378c8438c18d2eea902e150dbca0b0f0d2d32603fb9b5576 \
+    --hash=sha256:8d7446f72abbf7e01ca5ff131786bc2e74a56393462c17a6bf1e303fbab81db4 \
+    --hash=sha256:bee28c619622d36968056532fd49cf2b35ca75099b1d616c31a618a893491380 \
+    --hash=sha256:cde8cd167126bb6109b2ceb19b844433a4988643e8f3e01dd9dd0e4a34535097 \
+    --hash=sha256:d6f9c58549407b84b9a5383afd68db0acc42345326a3159990b36a5ca8a20e4e \
+    --hash=sha256:db78c39c83d6279daddc98e2238f373ab8980685556d42472b4ec51abcf03e8c \
+    --hash=sha256:e396ab0faf6298199ad7a95305c3ca8498cb825978a6485be6d00587ee4ec577 \
+    --hash=sha256:ecf63d1cb69a9a7319910f8f83fcf9b46e7a32dfcf4b8f8eeddb55f647306e65 \
+    --hash=sha256:f922b8f5fb84f1dd3d7ab7a1316354a1bca9b1c73ecfc19c76e51a2a49d29799 \
+    --hash=sha256:fd3add255549e8ef58fa35b2e42dc016961c050600444e7d77d030ba6b57120e
     # via huggingface-hub
-hiredis==3.3.1 \
-    --hash=sha256:002fc0201b9af1cc8960e27cdc501ad1f8cdd6dbadb2091c6ddbd4e5ace6cb77 \
-    --hash=sha256:011a9071c3df4885cac7f58a2623feac6c8e2ad30e6ba93c55195af05ce61ff5 \
-    --hash=sha256:01cf82a514bc4fd145b99333c28523e61b7a9ad051a245804323ebf4e7b1c6a6 \
-    --hash=sha256:027ce4fabfeff5af5b9869d5524770877f9061d118bc36b85703ae3faf5aad8e \
-    --hash=sha256:03baa381964b8df356d19ec4e3a6ae656044249a87b0def257fe1e08dbaf6094 \
-    --hash=sha256:042e57de8a2cae91e3e7c0af32960ea2c5107b2f27f68a740295861e68780a8a \
-    --hash=sha256:09d41a3a965f7c261223d516ebda607aee4d8440dd7637f01af9a4c05872f0c4 \
-    --hash=sha256:09f5e510f637f2c72d2a79fb3ad05f7b6211e057e367ca5c4f97bb3d8c9d71f4 \
-    --hash=sha256:0b5ff2f643f4b452b0597b7fe6aa35d398cb31d8806801acfafb1558610ea2aa \
-    --hash=sha256:0caf3fc8af0767794b335753781c3fa35f2a3e975c098edbc8f733d35d6a95e4 \
-    --hash=sha256:0fac4af8515e6cca74fc701169ae4dc9a71a90e9319c9d21006ec9454b43aa2f \
-    --hash=sha256:113e098e4a6b3cc5500e05e7cb1548ba9e83de5fe755941b11f6020a76e6c03a \
-    --hash=sha256:137c14905ea6f2933967200bc7b2a0c8ec9387888b273fd0004f25b994fd0343 \
-    --hash=sha256:156be6a0c736ee145cfe0fb155d0e96cec8d4872cf8b4f76ad6a2ee6ab391d0a \
-    --hash=sha256:17ec8b524055a88b80d76c177dbbbe475a25c17c5bf4b67bdbdbd0629bcae838 \
-    --hash=sha256:1ac7697365dbe45109273b34227fee6826b276ead9a4a007e0877e1d3f0fcf21 \
-    --hash=sha256:1b46e96b50dad03495447860510daebd2c96fd44ed25ba8ccb03e9f89eaa9d34 \
-    --hash=sha256:1ebc307a87b099d0877dbd2bdc0bae427258e7ec67f60a951e89027f8dc2568f \
-    --hash=sha256:1f7bceb03a1b934872ffe3942eaeed7c7e09096e67b53f095b81f39c7a819113 \
-    --hash=sha256:2611bfaaadc5e8d43fb7967f9bbf1110c8beaa83aee2f2d812c76f11cfb56c6a \
-    --hash=sha256:264ee7e9cb6c30dc78da4ecf71d74cf14ca122817c665d838eda8b4384bce1b0 \
-    --hash=sha256:26f899cde0279e4b7d370716ff80320601c2bd93cdf3e774a42bdd44f65b41f8 \
-    --hash=sha256:29fe35e3c6fe03204e75c86514f452591957a1e06b05d86e10d795455b71c355 \
-    --hash=sha256:2afc675b831f7552da41116fffffca4340f387dc03f56d6ec0c7895ab0b59a10 \
-    --hash=sha256:2b6da6e07359107c653a809b3cff2d9ccaeedbafe33c6f16434aef6f53ce4a2b \
-    --hash=sha256:2b96da7e365d6488d2a75266a662cbe3cc14b28c23dd9b0c9aa04b5bc5c20192 \
-    --hash=sha256:2f1c1b2e8f00b71e6214234d313f655a3a27cd4384b054126ce04073c1d47045 \
-    --hash=sha256:304481241e081bc26f0778b2c2b99f9c43917e4e724a016dcc9439b7ab12c726 \
-    --hash=sha256:318f772dd321404075d406825266e574ee0f4751be1831424c2ebd5722609398 \
-    --hash=sha256:3586c8a5f56d34b9dddaaa9e76905f31933cac267251006adf86ec0eef7d0400 \
-    --hash=sha256:3724f0e58c6ff76fd683429945491de71324ab1bc0ad943a8d68cb0932d24075 \
-    --hash=sha256:3fb6573efa15a29c12c0c0f7170b14e7c1347fe4bb39b6a15b779f46015cc929 \
-    --hash=sha256:40ae8a7041fcb328a6bc7202d8c4e6e0d38d434b2e3880b1ee8ed754f17cd836 \
-    --hash=sha256:4106201cd052d9eabe3cb7b5a24b0fe37307792bda4fcb3cf6ddd72f697828e8 \
-    --hash=sha256:439f9a5cc8f9519ce208a24cdebfa0440fef26aa682a40ba2c92acb10a53f5e0 \
-    --hash=sha256:4479e36d263251dba8ab8ea81adf07e7f1163603c7102c5de1e130b83b4fad3b \
-    --hash=sha256:487658e1db83c1ee9fbbac6a43039ea76957767a5987ffb16b590613f9e68297 \
-    --hash=sha256:48ff424f8aa36aacd9fdaa68efeb27d2e8771f293af4305bdb15d92194ca6631 \
-    --hash=sha256:4f7e242eab698ad0be5a4b2ec616fa856569c57455cc67c625fd567726290e5f \
-    --hash=sha256:526db52e5234a9463520e960a509d6c1bd5128d1ab1b569cbf459fe39189e8ab \
-    --hash=sha256:52d5641027d6731bc7b5e7d126a5158a99784a9f8c6de3d97ca89aca4969e9f8 \
-    --hash=sha256:53148a4e21057541b6d8e493b2ea1b500037ddf34433c391970036f3cbce00e3 \
-    --hash=sha256:583de2f16528e66081cbdfe510d8488c2de73039dc00aada7d22bd49d73a4a94 \
-    --hash=sha256:5e55d90b431b0c6b64ae5a624208d4aea318566d31872e595ee723c0f5b9a79f \
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+    --hash=sha256:da19331354433af6a2c54c21f2d70ba084933c0d7d2c43578ec5c5b446674ad5 \
+    --hash=sha256:db13f8039ad8229f77f0e242be14e53bd67e8f3aadeb16f3af30944287cca092 \
+    --hash=sha256:de3e2297a182253dfa4400883a9a4fb46d44946aed3157ea2da873b93e2525c4 \
+    --hash=sha256:decc176d86127c620b5d280b3fe5f97a788be58ca945971f3852c3bf54f4d5ad \
+    --hash=sha256:e29267ecdd08758926f1a9221af2671d90f475480c40aff409921b1f362f1bd5 \
+    --hash=sha256:e6e8d5fa63ec2a0738d188488e828818cbe4cb4d37c0c706836cf3888d82c53d \
+    --hash=sha256:ed1dba2695f6de009c67d63b39ff978cb43b8a79362f697acedffb7743e50d21 \
+    --hash=sha256:ee6b4beb79a71df67af15a8451366babc2687fcac674d5c6eacec4197e4ce8c1 \
+    --hash=sha256:f3c67f39b112dc35f68d5b59ee111db6121f037d1a60cf3840ecffbb2ec5686b \
+    --hash=sha256:f7c7596fbb2b5202e943180353958e89014e763c7f25877a92f70bbde6cd7f19 \
+    --hash=sha256:ff28eca77a57751488df90b0f385b472fd78e140a4d45097224648a5737acdf5 \
+    --hash=sha256:ff6217da86a63a6a5ea954d9b9ed67916d9d94a566b44aa98e68ae34b40ebbbf
     # via feast (pyproject.toml)
-hpack==4.1.0 \
-    --hash=sha256:157ac792668d995c657d93111f46b4535ed114f0c9c8d672271bbec7eae1b496 \
-    --hash=sha256:ec5eca154f7056aa06f196a557655c5b009b382873ac8d1e66e79e87535f1dca
+hpack==4.2.0 \
+    --hash=sha256:0895cfa3b5531fc65fe439c05eb65144f123bf7a394fcaa56aa423548d8e45c0 \
+    --hash=sha256:858ac0b02280fa582b5080d68db0899c62a80375e0e5413a74970c5e518b6986
     # via h2
 httpcore==1.0.9 \
     --hash=sha256:2d400746a40668fc9dec9810239072b40b4484b640a8c38fd654a024c7a1bf55 \
     --hash=sha256:6e34463af53fd2ab5d807f399a9b45ea31c3dfa2276f15a2c3f00afff6e176e8
     # via httpx
-httptools==0.7.1 \
-    --hash=sha256:04c6c0e6c5fb0739c5b8a9eb046d298650a0ff38cf42537fc372b28dc7e4472c \
-    --hash=sha256:0d92b10dbf0b3da4823cde6a96d18e6ae358a9daa741c71448975f6a2c339cad \
-    --hash=sha256:0e68b8582f4ea9166be62926077a3334064d422cf08ab87d8b74664f8e9058e1 \
-    --hash=sha256:11d01b0ff1fe02c4c32d60af61a4d613b74fad069e47e06e9067758c01e9ac78 \
-    --hash=sha256:135fbe974b3718eada677229312e97f3b31f8a9c8ffa3ae6f565bf808d5b6bcb \
-    --hash=sha256:2c15f37ef679ab9ecc06bfc4e6e8628c32a8e4b305459de7cf6785acd57e4d03 \
-    --hash=sha256:322d00c2068d125bd570f7bf78b2d367dad02b919d8581d7476d8b75b294e3e6 \
-    --hash=sha256:379b479408b8747f47f3b253326183d7c009a3936518cdb70db58cffd369d9df \
-    --hash=sha256:38e0c83a2ea9746ebbd643bdfb521b9aa4a91703e2cd705c20443405d2fd16a5 \
-    --hash=sha256:3e14f530fefa7499334a79b0cf7e7cd2992870eb893526fb097d51b4f2d0f321 \
-    --hash=sha256:44c8f4347d4b31269c8a9205d8a5ee2df5322b09bbbd30f8f862185bb6b05346 \
-    --hash=sha256:465275d76db4d554918aba40bf1cbebe324670f3dfc979eaffaa5d108e2ed650 \
-    --hash=sha256:474d3b7ab469fefcca3697a10d11a32ee2b9573250206ba1e50d5980910da657 \
-    --hash=sha256:49794f9250188a57fa73c706b46cb21a313edb00d337ca4ce1a011fe3c760b28 \
-    --hash=sha256:5ddbd045cfcb073db2449563dd479057f2c2b681ebc232380e63ef15edc9c023 \
-    --hash=sha256:601b7628de7504077dd3dcb3791c6b8694bbd967148a6d1f01806509254fb1ca \
-    --hash=sha256:654968cb6b6c77e37b832a9be3d3ecabb243bbe7a0b8f65fbc5b6b04c8fcabed \
-    --hash=sha256:69d4f9705c405ae3ee83d6a12283dc9feba8cc6aaec671b412917e644ab4fa66 \
-    --hash=sha256:6babce6cfa2a99545c60bfef8bee0cc0545413cb0018f617c8059a30ad985de3 \
-    --hash=sha256:7347714368fb2b335e9063bc2b96f2f87a9ceffcd9758ac295f8bbcd3ffbc0ca \
-    --hash=sha256:7aea2e3c3953521c3c51106ee11487a910d45586e351202474d45472db7d72d3 \
-    --hash=sha256:7fe6e96090df46b36ccfaf746f03034e5ab723162bc51b0a4cf58305324036f2 \
-    --hash=sha256:84d86c1e5afdc479a6fdabf570be0d3eb791df0ae727e8dbc0259ed1249998d4 \
-    --hash=sha256:a3c3b7366bb6c7b96bd72d0dbe7f7d5eead261361f013be5f6d9590465ea1c70 \
-    --hash=sha256:abd72556974f8e7c74a259655924a717a2365b236c882c3f6f8a45fe94703ac9 \
-    --hash=sha256:ac50afa68945df63ec7a2707c506bd02239272288add34539a2ef527254626a4 \
-    --hash=sha256:aeefa0648362bb97a7d6b5ff770bfb774930a327d7f65f8208394856862de517 \
-    --hash=sha256:b580968316348b474b020edf3988eecd5d6eec4634ee6561e72ae3a2a0e00a8a \
-    --hash=sha256:c08fe65728b8d70b6923ce31e3956f859d5e1e8548e6f22ec520a962c6757270 \
-    --hash=sha256:c8c751014e13d88d2be5f5f14fc8b89612fcfa92a9cc480f2bc1598357a23a05 \
-    --hash=sha256:cad6b591a682dcc6cf1397c3900527f9affef1e55a06c4547264796bbd17cf5e \
-    --hash=sha256:cbf8317bfccf0fed3b5680c559d3459cccf1abe9039bfa159e62e391c7270568 \
-    --hash=sha256:cfabda2a5bb85aa2a904ce06d974a3f30fb36cc63d7feaddec05d2050acede96 \
-    --hash=sha256:d169162803a24425eb5e4d51d79cbf429fd7a491b9e570a55f495ea55b26f0bf \
-    --hash=sha256:d496e2f5245319da9d764296e86c5bb6fcf0cf7a8806d3d000717a889c8c0b7b \
-    --hash=sha256:de987bb4e7ac95b99b805b99e0aae0ad51ae61df4263459d36e07cf4052d8b3a \
-    --hash=sha256:df091cf961a3be783d6aebae963cc9b71e00d57fa6f149025075217bc6a55a7b \
-    --hash=sha256:e99c7b90a29fd82fea9ef57943d501a16f3404d7b9ee81799d41639bdaae412c \
-    --hash=sha256:eb844698d11433d2139bbeeb56499102143beb582bd6c194e3ba69c22f25c274 \
-    --hash=sha256:f084813239e1eb403ddacd06a30de3d3e09a9b76e7894dcda2b22f8a726e9c60 \
-    --hash=sha256:f25bbaf1235e27704f1a7b86cd3304eabc04f569c828101d94a0e605ef7205a5 \
-    --hash=sha256:f65744d7a8bdb4bda5e1fa23e4ba16832860606fcc09d674d56e425e991539ec \
-    --hash=sha256:f72fdbae2dbc6e68b8239defb48e6a5937b12218e6ffc2c7846cc37befa84362
+httpcore2==2.9.1 \
+    --hash=sha256:4d8acbf8b306f48c9d6046591fd5ba4037d1b1b1000d140fc2c3eab1e9a0c0e2 \
+    --hash=sha256:6182472379e855fe4221246a2bb7ecede403bc61c6798062ae1787d051ccde26
+    # via httpx2
+httptools==0.8.0 \
+    --hash=sha256:0770728beb05094c809b98e814edff5fef69d26ad7d21185f2f6d5884a0ba683 \
+    --hash=sha256:0ea897f0c729581ebf72131a438a7932d9b14efef72d75ada966700cac3caaeb \
+    --hash=sha256:159e9ab5f701ccd42e555a12f1ad8ff69702910fc1c996cf2bb66e5fcb7a231b \
+    --hash=sha256:19d1ee275bb59ba2643ba9a3a1e51cc0c788caf2b8df506368e03f56fdd08527 \
+    --hash=sha256:20b4aac66ff65f7db06a375808b78f42a94970aa22e826b3cb2b43eb09174124 \
+    --hash=sha256:2a021c3a8e65cc125390d72f59b968afca3bdcaff25bd67965e0a055a14946ca \
+    --hash=sha256:2c032fa028f46871ec7e1fc59fc15e8023eab3e6bbe6ece786a1611719a5d081 \
+    --hash=sha256:2d689918c15a013c65ef52d9fd495d766893ab831a2c8d89f2ac5940a5df847c \
+    --hash=sha256:384c17174464c8e873398b7af24f0b1f44d992c820328413951a625323155d77 \
+    --hash=sha256:425f83884fd6343828d8c565f046cb72b6d19063f6924093e11bcd8e1548cd09 \
+    --hash=sha256:48774d39cbb70e2b1f71f88852a3087ae1d3a1eb80482bb48c13067ab080c14f \
+    --hash=sha256:52dd695b865fe96d9d2b16b64a895f3f57bf3cb064e8383cd3b5713a069e8085 \
+    --hash=sha256:57278e6fa0424c42a8a3e454828ab4f0aff27b40cddf9679579b98c6dce6a376 \
+    --hash=sha256:5931891fb7b441b8a3853cf1b85c82c903defce084dd5f6771ca46e31bf862c5 \
+    --hash=sha256:5d7fa4ba7292c1139c0526f0b5aad507c6263c948206ea1b1cbca015c8af1b62 \
+    --hash=sha256:5eb911c515b96ee44bbd861e42cbefc488681d450545b1d02127f6136e3a86f5 \
+    --hash=sha256:614ceea8ea606848bece2338ac03b3ce5324bcb4be8dc7d377ed708012fa4db8 \
+    --hash=sha256:6a43c9dd399758ccc0531acb0a3c4a6c299ee893ee9400e9c893b7bdcfae0681 \
+    --hash=sha256:6b2a32f18d97e16e90827d7a819ffa8dbd8cc245fc4e1fa9d1095b54ef4bd999 \
+    --hash=sha256:7685df791fad561384bfb139e77fde27a1ffd93134e016f95a0db424ffbf77b1 \
+    --hash=sha256:7b71e7d7031928c650e1006e6c03e911bf967f7c69c011d37d541c3e7bf55005 \
+    --hash=sha256:880490234c10f70a9830743097e8958d6e4b9f5a0ffc24515023afeef984054d \
+    --hash=sha256:88bdd940f2b5d487b4d032c6afa5489a7dc4694410d43de3c38c4fb3af0dc45d \
+    --hash=sha256:88eead8ec8680a9f146c655bc88445a325bd7921cfd8194c7337e9467282427d \
+    --hash=sha256:9518c406d7b310f05adb1a37f80acabac40504a575d7c0da6d3e365c695ac20d \
+    --hash=sha256:9878eb2785ba5eb70631ad269b37976f73d647955e26c91d490eb8a4edfda4ba \
+    --hash=sha256:9fc1644f415372cec4f8a5be3a64183737398f10dbb1263602a036427fe75247 \
+    --hash=sha256:a1afd7c9fbff0d9f5d489c4ce2768bd09c84a46ddefc7161e6aa82ae35c85745 \
+    --hash=sha256:a1b4c8e7a489a0d750d91894e9a8cdc295838f1924c0ca903ae993456fddec07 \
+    --hash=sha256:a3b7387147361c3fd47a0bde763c5c91b5b4cd4dc9989b8ece84ff436c99843b \
+    --hash=sha256:a6f21e2a3b0067bbe7f67e34cfd16276af556e5e52f4c7503be0cb5f90e905e4 \
+    --hash=sha256:b15fc622b0f869d19207c4089a501d9bcc63ca5e071ffdd2f03f922df882dcb2 \
+    --hash=sha256:b205e5f5523fa039679da0dfe5a10132b2a4abeae6a86fdd1ddc035f7f836557 \
+    --hash=sha256:bbb8caadb2b742d293169d2b458b5c001ef70e3158704aa3d3ef9597624c5d1d \
+    --hash=sha256:bf3b6f807c8541503cecfbb8a8dffb385640d0d96102f3d112aa8740f9b7c826 \
+    --hash=sha256:c08ffe3e79756e0963cbc8fe410139f38a5884874b6f2e17761bef6563fdcd9b \
+    --hash=sha256:c0d726cc107fceb7d45f978483b4b70dd8caa836f5914d3434bb18628eb73813 \
+    --hash=sha256:c4a9f1707e4823d54dfec6c33fa3697d302aed536ed352a7ebb5a061ddb869d0 \
+    --hash=sha256:cd96f29b4bab1d42fa6e3d008711c75e0f79e94e06827330160e3a304227f150 \
+    --hash=sha256:d76ad7b951387e3632c8716a9bb03ac5b45c5f16119aa409db0459520887944e \
+    --hash=sha256:da684f2e1aa2ee9bdcb083f3f3a68c5956750b375bc5df864d3a5f0c42a40b77 \
+    --hash=sha256:de1ed58a974e75d56560acc7e7fed01a454994429456f65209789992e41f2568 \
+    --hash=sha256:de242a49b5d18e0a8776e654e9f6bf6d89f3875a5c35b425a0e7ce940feb3fd6 \
+    --hash=sha256:df31ef5494f406ab6cf827b7e64a22841c6e2d654100e6a116ea15b46d02d5e8 \
+    --hash=sha256:e93c227b595c6926c1acee96891dd9da4be338cfbe82e5cd3bb9d8dd7dc4ac0b \
+    --hash=sha256:eb3028cca2fc0a6d720e52ef61d8ebb62fcbfeb1de56874546d858d3f25a26b7 \
+    --hash=sha256:ed377e64805bdba4943c82717333f8f8603a13b09aff9cead2717c6c817fb168 \
+    --hash=sha256:ef7c3c97f4311c7be57e2986629df89d49cb434dbff78eafcd48c2bff986b15a \
+    --hash=sha256:f256d6ce930c52ca1cb2a960b7da03548c454e7d28b06059ad41bfe789036ce0 \
+    --hash=sha256:fe2a4c95aeba2209434e7b31172da572846cae8ca0bf1e7013e61b99fbbf5e72
     # via uvicorn
 httpx[http2]==0.27.2 \
     --hash=sha256:7bb2708e112d8fdd7829cd4243970f0c223274051cb35ee80c03301ee29a3df0 \
@@ -1816,13 +2052,12 @@ httpx[http2]==0.27.2 \
     #   datasets
     #   fastapi-mcp
     #   jupyterlab
-    #   mcp
     #   openlineage-python
     #   python-keycloak
     #   qdrant-client
-httpx-sse==0.4.3 \
-    --hash=sha256:0ac1c9fe3c0afad2e0ebb25a934a59f4c7823b60792691f779fad2c5568830fc \
-    --hash=sha256:9b1ed0127459a66014aec3c56bebd93da3c1bc8bb6618c8082039a44889a755d
+httpx2==2.9.1 \
+    --hash=sha256:1820fe14a9ab1107bfeff39259987429450b070ec0ff38cc87eb0d8c97fdc71a \
+    --hash=sha256:1932a768737e3666291582833da748cc4e563c337cf96706fccc04fa6e58764a
     # via mcp
 huggingface-hub==0.36.2 \
     --hash=sha256:1934304d2fb224f8afa3b87007d58501acfda9215b334eed53072dd5e815ff7a \
@@ -1848,30 +2083,32 @@ identify==2.6.19 \
     --hash=sha256:20e6a87f786f768c092a721ad107fc9df0eb89347be9396cadf3f4abbd1fb78a \
     --hash=sha256:6be5020c38fcb07da56c53733538a3081ea5aa70d36a156f83044bfbf9173842
     # via pre-commit
-idna==3.13 \
-    --hash=sha256:585ea8fe5d69b9181ec1afba340451fba6ba764af97026f92a91d4eef164a242 \
-    --hash=sha256:892ea0cde124a99ce773decba204c5552b69c3c67ffd5f232eb7696135bc8bb3
+idna==3.18 \
+    --hash=sha256:7f952cbe720b688055e3f87de14f5c3e5fdaa8bc3928985c4077ca689de849a2 \
+    --hash=sha256:ffb385a7e039654cef1ab9ef32c6fafe283c0c0467bba1d9029738ce4a14a848
     # via
     #   anyio
     #   httpx
+    #   httpx2
     #   jsonschema
     #   requests
     #   snowflake-connector-python
     #   yarl
-imageio==2.37.3 \
-    --hash=sha256:46f5bb8522cd421c0f5ae104d8268f569d856b29eb1a13b92829d1970f32c9f0 \
-    --hash=sha256:bbb37efbfc4c400fcd534b367b91fcd66d5da639aaa138034431a1c5e0a41451
+imageio==2.37.4 \
+    --hash=sha256:1ab2e22c8debf700f24c3ac43e8f95f3b3a8110c83b93411e97b4b0b2cd1c7e6 \
+    --hash=sha256:e45cbc5e83502047fb138f7f585f7f105a136a57eea5f4b3cfc6ce1b52720bd3
     # via scikit-image
 imagesize==2.0.0 \
     --hash=sha256:5667c5bbb57ab3f1fa4bc366f4fbc971db3d5ed011fd2715fd8001f782718d96 \
     --hash=sha256:8e8358c4a05c304f1fccf7ff96f036e7243a189e9e42e90851993c558cfe9ee3
     # via sphinx
-importlib-metadata==9.0.0 \
-    --hash=sha256:2d21d1cc5a017bd0559e36150c21c830ab1dc304dedd1b7ea85d20f45ef3edd7 \
-    --hash=sha256:a4f57ab599e6a2e3016d7595cfd72eb4661a5106e787a95bcc90c7105b831efc
+importlib-metadata==8.9.0 \
+    --hash=sha256:58850626cef4bd2df100378b0f2aea9724a7b92f10770d547725b047078f99ee \
+    --hash=sha256:e0f761b6ea91ced3b0844c14c9d955224d538105921f8e6754c00f6ca79fba7f
     # via
     #   build
     #   dask
+    #   mlflow-skinny
 importlib-resources==7.1.0 \
     --hash=sha256:0722d4c6212489c530f2a145a34c0a7a3b4721bc96a15fada5930e2a0b760708 \
     --hash=sha256:1bd7b48b4088eddb2cd16382150bb515af0bd2c70128194392725f82ad2c96a1
@@ -1880,9 +2117,9 @@ iniconfig==2.3.0 \
     --hash=sha256:c76315c77db068650d49c5b56314774a7804df16fee4402c1f19d6d15d8c4730 \
     --hash=sha256:f631c04d2c48c52b84d0d0549c99ff3859c98df65b3101406327ecc7d53fbf12
     # via pytest
-ipykernel==7.2.0 \
-    --hash=sha256:18ed160b6dee2cbb16e5f3575858bc19d8f1fe6046a9a680c708494ce31d909e \
-    --hash=sha256:3bbd4420d2b3cc105cbdf3756bfc04500b1e52f090a90716851f3916c62e1661
+ipykernel==7.3.0 \
+    --hash=sha256:897eb64da762549ef610698fca5e9675195ec6ac8ec7f19d81ce1ca20c876057 \
+    --hash=sha256:9acaaaf97d16355166e4085afe9d225bfbdf2b7ef520f9df3be8f2b248275e09
     # via jupyterlab
 ipython==8.39.0 \
     --hash=sha256:4110ae96012c379b8b6db898a07e186c40a2a1ef5d57a7fa83166047d9da7624 \
@@ -1903,9 +2140,13 @@ isoduration==20.11.0 \
     --hash=sha256:ac2f9015137935279eac671f94f89eb00584f940f5dc49462a0c4ee692ba1bd9 \
     --hash=sha256:b2904c2a4228c3d44f409c8ae8e2370eb21a26f7ac2ec5446df141dde3452042
     # via jsonschema
-jedi==0.19.2 \
-    --hash=sha256:4770dc3de41bde3966b02eb84fbcf557fb33cce26ad23da12c742fb50ecb11f0 \
-    --hash=sha256:a8ef22bde8490f57fe5c7681a3c83cb58874daf72b4784de3cce5b6ef6edb5b9
+itsdangerous==2.2.0 \
+    --hash=sha256:c6242fc49e35958c8b15141343aa660db5fc54d4f13a1db01a3f5891b98700ef \
+    --hash=sha256:e0050c0b7da1eea53ffaf149c0cfbb5c6e2e2b69c4bef22c81fa6eb73e5f6173
+    # via flask
+jedi==0.20.0 \
+    --hash=sha256:7bdd9c2634f56713299976f4cbd59cb3fa92165cc5e05ea811fb253480728b67 \
+    --hash=sha256:c3f4ccbd276696f4b19c54618d4fb18f9fc24b0aef02acf704b23f487daa1011
     # via ipython
 jinja2==3.1.6 \
     --hash=sha256:0137fb05990d35f1275a587e9aee6d56da821fc83491a0fb838183be43f66d6d \
@@ -1913,6 +2154,7 @@ jinja2==3.1.6 \
     # via
     #   feast (pyproject.toml)
     #   altair
+    #   flask
     #   great-expectations
     #   jupyter-server
     #   jupyterlab
@@ -1932,9 +2174,9 @@ joblib==1.5.3 \
     --hash=sha256:5fc3c5039fc5ca8c0276333a188bbd59d6b7ab37fe6632daa76bc7f9ec18e713 \
     --hash=sha256:8561a3269e6801106863fd0d6d84bb737be9e7631e33aaed3fb9ce5953688da3
     # via scikit-learn
-json5==0.14.0 \
-    --hash=sha256:56cf861bab076b1178eb8c92e1311d273a9b9acea2ccc82c276abf839ebaef3a \
-    --hash=sha256:b3f492fad9f6cdbced8b7d40b28b9b1c9701c5f561bef0d33b81c2ff433fefcb
+json5==0.15.0 \
+    --hash=sha256:56636a30c0e8a4665fe2179c0212f32eae3796dea89ea6f649b9436ecdb39618 \
+    --hash=sha256:7424d1f1eb1d56da6e3d70643f53619862b4ce81440bdb8ecfd6f875e5ba4a71
     # via jupyterlab-server
 jsonlines==4.0.0 \
     --hash=sha256:0c6d2c09117550c089995247f605ae4cf77dd1533041d366351f6f298822ea74 \
@@ -1958,7 +2200,6 @@ jsonschema[format-nongpl]==4.26.0 \
     --hash=sha256:0c26707e2efad8aa1bfc5b7ce170f3fccc2e4918ff85989ba9ffa9facb2be326 \
     --hash=sha256:d489f15263b8d200f8387e64b4c3a75f06629559fb73deb8fdfb525f2dab50ce
     # via
-    #   feast (pyproject.toml)
     #   altair
     #   docling-core
     #   great-expectations
@@ -1971,9 +2212,15 @@ jsonschema-specifications==2025.9.1 \
     --hash=sha256:98802fee3a11ee76ecaca44429fda8a41bff98b00a0f2838151b113f210cc6fe \
     --hash=sha256:b540987f239e745613c7a9176f3edb72b832a4ac465cf02712288397832b5e8d
     # via jsonschema
-jupyter-client==8.8.0 \
-    --hash=sha256:d556811419a4f2d96c869af34e854e3f059b7cc2d6d01a9cd9c85c267691be3e \
-    --hash=sha256:f93a5b99c5e23a507b773d3a1136bd6e16c67883ccdbd9a829b0bbdb98cd7d7a
+jupyter-builder==1.1.1 \
+    --hash=sha256:1a13977912b08deda77fce2c803940131c27cf77a27ed64b9ffca25aa0ed7e6c \
+    --hash=sha256:f9c14bc55c0488a073f62af12d468936fcf9ecb7e9dd802f6f9c33de46ad70db
+    # via
+    #   jupyterlab
+    #   notebook
+jupyter-client==8.9.1 \
+    --hash=sha256:0b7a295bc46e8751e9adae84781f726c851c1d911bd793edc4a3bde942e3da81 \
+    --hash=sha256:a58f730dd9e728ba16ba1d62ebccf7ffe1ebbdbce4e95cfae941b7321ae1f4fa
     # via
     #   ipykernel
     #   jupyter-server
@@ -1983,6 +2230,7 @@ jupyter-core==5.9.1 \
     --hash=sha256:ebf87fdc6073d142e114c72c9e29a9d7ca03fad818c5d300ce2adc1fb0743407
     # via
     #   ipykernel
+    #   jupyter-builder
     #   jupyter-client
     #   jupyter-server
     #   jupyterlab
@@ -1997,9 +2245,9 @@ jupyter-lsp==2.3.1 \
     --hash=sha256:71b954d834e85ff3096400554f2eefaf7fe37053036f9a782b0f7c5e42dadb81 \
     --hash=sha256:fdf8a4aa7d85813976d6e29e95e6a2c8f752701f926f2715305249a3829805a6
     # via jupyterlab
-jupyter-server==2.17.0 \
-    --hash=sha256:c38ea898566964c888b4772ae1ed58eca84592e88251d2cfc4d171f81f7e99d5 \
-    --hash=sha256:e8cb9c7db4251f51ed307e329b81b72ccf2056ff82d50524debde1ee1870e13f
+jupyter-server==2.20.0 \
+    --hash=sha256:b5778ba337d8015a3dc2b80803ecdd5ac18d3797fddf61a50ea5fb472b4ebe14 \
+    --hash=sha256:c3b67c93c471e947c18b5026f04f21614218adb706df8f48227d3ee8e0a7cdcc
     # via
     #   jupyter-lsp
     #   jupyterlab
@@ -2010,9 +2258,9 @@ jupyter-server-terminals==0.5.4 \
     --hash=sha256:55be353fc74a80bc7f3b20e6be50a55a61cd525626f578dcb66a5708e2007d14 \
     --hash=sha256:bbda128ed41d0be9020349f9f1f2a4ab9952a73ed5f5ac9f1419794761fb87f5
     # via jupyter-server
-jupyterlab==4.5.7 \
-    --hash=sha256:55a9822c4754da305f41e113452c68383e214dcf96de760146af89ce5d5117b0 \
-    --hash=sha256:fba4cb0e2c44a52859669d8c98b45de029d5e515f8407bf8534d2a8fc5f0964d
+jupyterlab==4.6.2 \
+    --hash=sha256:5964447036629adfcd3fc0969effc1da6f47d2cbd0a60b2c2eea7c31be0ec6a8 \
+    --hash=sha256:e18ce8b34f3de350e93cd5b2c4f3ae884cbe266eb76bf5d6825a4ed34c13bcff
     # via notebook
 jupyterlab-pygments==0.3.0 \
     --hash=sha256:721aca4d9029252b11cfa9d185e5b5af4d54772bb8072f9b7036f4170054d35d \
@@ -2028,13 +2276,132 @@ jupyterlab-widgets==3.0.16 \
     --hash=sha256:423da05071d55cf27a9e602216d35a3a65a3e41cdf9c5d3b643b814ce38c19e0 \
     --hash=sha256:45fa36d9c6422cf2559198e4db481aa243c7a32d9926b500781c830c80f7ecf8
     # via ipywidgets
-jwcrypto==1.5.7 \
-    --hash=sha256:70204d7cca406eda8c82352e3c41ba2d946610dafd19e54403f0a1f4f18633c6 \
-    --hash=sha256:729463fefe28b6de5cf1ebfda3e94f1a1b41d2799148ef98a01cb9678ebe2bb0
+jwcrypto==1.5.8 \
+    --hash=sha256:85aeb475f808d56bbc2f2ed1f6f73e6a317c4011a4321505f02f0aed695a3742 \
+    --hash=sha256:c3d7114b6f6e65b52f6b7da817eb8cb8423e1da31e1ef13508447c81ecbdcc34
     # via python-keycloak
-kubernetes==35.0.0 \
-    --hash=sha256:39e2b33b46e5834ef6c3985ebfe2047ab39135d41de51ce7641a7ca5b372a13d \
-    --hash=sha256:3d00d344944239821458b9efd484d6df9f011da367ecb155dadf9513f05f09ee
+kiwisolver==1.5.0 \
+    --hash=sha256:012b1eb16e28718fa782b5e61dc6f2da1f0792ca73bd05d54de6cb9561665fc9 \
+    --hash=sha256:01808c6d15f4c3e8559595d6d1fe6411c68e4a3822b4b9972b44473b24f4e679 \
+    --hash=sha256:0255a027391d52944eae1dbb5d4cc5903f57092f3674e8e544cdd2622826b3f0 \
+    --hash=sha256:0b85aad90cea8ac6797a53b5d5f2e967334fa4d1149f031c4537569972596cb8 \
+    --hash=sha256:0bf3acf1419fa93064a4c2189ac0b58e3be7872bf6ee6177b0d4c63dc4cea276 \
+    --hash=sha256:0c50b89ffd3e1a911c69a1dd3de7173c0cd10b130f56222e57898683841e4f96 \
+    --hash=sha256:0cbe94b69b819209a62cb27bdfa5dc2a8977d8de2f89dfd97ba4f53ed3af754e \
+    --hash=sha256:0df54df7e686afa55e6f21fb86195224a6d9beb71d637e8d7920c95cf0f89aac \
+    --hash=sha256:0e3aafb33aed7479377e5e9a82e9d4bf87063741fc99fc7ae48b0f16e32bdd6f \
+    --hash=sha256:12e91c215a96e39f57989c8912ae761286ac5a9584d04030ceb3368a357f017a \
+    --hash=sha256:1465387ac63576c3e125e5337a6892b9e99e0627d52317f3ca79e6930d889d15 \
+    --hash=sha256:16b85d37c2cbb3253226d26e64663f755d88a03439a9c47df6246b35defbdfb7 \
+    --hash=sha256:1b0feb50971481a2cc44d94e88bdb02cdd497618252ae226b8eb1201b957e368 \
+    --hash=sha256:1d49a49ac4cbfb7c1375301cd1ec90169dfeae55ff84710d782260ce77a75a02 \
+    --hash=sha256:1d9daea4ea6b9be74fe2f01f7fbade8d6ffab263e781274cffca0dba9be9eec9 \
+    --hash=sha256:1dd9b0b119a350976a6d781e7278ec7aca0b201e1a9e2d23d9804afecb6ca681 \
+    --hash=sha256:1f1489f769582498610e015a8ef2d36f28f505ab3096d0e16b4858a9ec214f57 \
+    --hash=sha256:2517e24d7315eb51c10664cdb865195df38ab74456c677df67bb47f12d088a27 \
+    --hash=sha256:295d9ffe712caa9f8a3081de8d32fc60191b4b51c76f02f951fd8407253528f4 \
+    --hash=sha256:2a075bd7bd19c70cf67c8badfa36cf7c5d8de3c9ddb8420c51e10d9c50e94920 \
+    --hash=sha256:32cc0a5365239a6ea0c6ed461e8838d053b57e397443c0ca894dcc8e388d4374 \
+    --hash=sha256:332b4f0145c30b5f5ad9374881133e5aa64320428a57c2c2b61e9d891a51c2f3 \
+    --hash=sha256:377815a8616074cabbf3f53354e1d040c35815a134e01d7614b7692e4bf8acfa \
+    --hash=sha256:38f4a703656f493b0ad185211ccfca7f0386120f022066b018eb5296d8613e23 \
+    --hash=sha256:3ac2360e93cb41be81121755c6462cff3beaa9967188c866e5fce5cf13170859 \
+    --hash=sha256:3c4923e404d6bcd91b6779c009542e5647fef32e4a5d75e115e3bbac6f2335eb \
+    --hash=sha256:3cdcb35dc9d807259c981a85531048ede628eabcffb3239adf3d17463518992d \
+    --hash=sha256:41024ed50e44ab1a60d3fe0a9d15a4ccc9f5f2b1d814ff283c8d01134d5b81bc \
+    --hash=sha256:413b820229730d358efd838ecbab79902fe97094565fdc80ddb6b0a18c18a581 \
+    --hash=sha256:4432b835675f0ea7414aab3d37d119f7226d24869b7a829caeab49ebda407b0c \
+    --hash=sha256:4db576bb8c3ef9365f8b40fe0f671644de6736ae2c27a2c62d7d8a1b4329f099 \
+    --hash=sha256:4e7f886f47ab881692f278ae901039a234e4025a68e6dfab514263a0b1c4ae05 \
+    --hash=sha256:4e9750bc21b886308024f8a54ccb9a2cc38ac9fa813bf4348434e3d54f337ff9 \
+    --hash=sha256:5060731cc3ed12ca3a8b57acd4aeca5bbc2f49216dd0bec1650a1acd89486bcd \
+    --hash=sha256:50847dca5d197fcbd389c805aa1a1cf32f25d2e7273dc47ab181a517666b68cc \
+    --hash=sha256:5092eb5b1172947f57d6ea7d89b2f29650414e4293c47707eb499ec07a0ac796 \
+    --hash=sha256:5124d1ea754509b09e53738ec185584cc609aae4a3b510aaf4ed6aa047ef9303 \
+    --hash=sha256:51e8c4084897de9f05898c2c2a39af6318044ae969d46ff7a34ed3f96274adca \
+    --hash=sha256:530a3fd64c87cffa844d4b6b9768774763d9caa299e9b75d8eca6a4423b31314 \
+    --hash=sha256:56fa888f10d0f367155e76ce849fa1166fc9730d13bd2d65a2aa13b6f5424489 \
+    --hash=sha256:58f812017cd2985c21fbffb4864d59174d4903dd66fa23815e74bbc7a0e2dd57 \
+    --hash=sha256:59cd8683f575d96df5bb48f6add94afc055012c29e28124fcae2b63661b9efb1 \
+    --hash=sha256:5ae8e62c147495b01a0f4765c878e9bfdf843412446a247e28df59936e99e797 \
+    --hash=sha256:5b233ea3e165e43e35dba1d2b8ecc21cf070b45b65ae17dd2747d2713d942021 \
+    --hash=sha256:6176c1811d9d5a04fa391c490cc44f451e240697a16977f11c6f722efb9041db \
+    --hash=sha256:62f59da443c4f4849f73a51a193b1d9d258dcad0c41bc4d1b8fb2bcc04bfeb22 \
+    --hash=sha256:6783e069732715ad0c3ce96dbf21dbc2235ab0593f2baf6338101f70371f4028 \
+    --hash=sha256:6ab8ba9152203feec73758dad83af9a0bbe05001eb4639e547207c40cfb52083 \
+    --hash=sha256:70d593af6a6ca332d1df73d519fddb5148edb15cd90d5f0155e3746a6d4fcc65 \
+    --hash=sha256:72ec46b7eba5b395e0a7b63025490d3214c11013f4aacb4f5e8d6c3041829588 \
+    --hash=sha256:7a32f72973f0f950c1920475d5c5ea3d971b81b6f0ec53b8d0a956cc965f22e0 \
+    --hash=sha256:7a4aa69609f40fce3cbc3f87b2061f042eee32f94b8f11db707b66a26461591a \
+    --hash=sha256:7c60d3c9b06fb23bd9c6139281ccbdc384297579ae037f08ae90c69f6845c0b1 \
+    --hash=sha256:800ee55980c18545af444d93fdd60c56b580db5cc54867d8cbf8a1dc0829938c \
+    --hash=sha256:80aa065ffd378ff784822a6d7c3212f2d5f5e9c3589614b5c228b311fd3063ac \
+    --hash=sha256:86e0287879f75621ae85197b0877ed2f8b7aa57b511c7331dce2eb6f4de7d476 \
+    --hash=sha256:893ff3a711d1b515ba9da14ee090519bad4610ed1962fbe298a434e8c5f8db53 \
+    --hash=sha256:89fc958c702ee9a745e4700378f5d23fddbc46ff89e8fdbf5395c24d5c1452a3 \
+    --hash=sha256:8c63c91f95173f9c2a67c7c526b2cea976828a0e7fced9cdcead2802dc10f8a4 \
+    --hash=sha256:8df31fe574b8b3993cc61764f40941111b25c2d9fea13d3ce24a49907cd2d615 \
+    --hash=sha256:8f9baf6f0a6e7571c45c8863010b45e837c3ee1c2c77fcd6ef423be91b21fedb \
+    --hash=sha256:9027d773c4ff81487181a925945743413f6069634d0b122d0b37684ccf4f1e18 \
+    --hash=sha256:9190426b7aa26c5229501fa297b8d0653cfd3f5a36f7990c264e157cbf886b3b \
+    --hash=sha256:940dda65d5e764406b9fb92761cbf462e4e63f712ab60ed98f70552e496f3bf1 \
+    --hash=sha256:94eff26096eb5395136634622515b234ecb6c9979824c1f5004c6e3c3c85ccd2 \
+    --hash=sha256:9eed0f7edbb274413b6ee781cca50541c8c0facd3d6fd289779e494340a2b85c \
+    --hash=sha256:ad4ae4ffd1ee9cd11357b4c66b612da9888f4f4daf2f36995eda64bd45370cac \
+    --hash=sha256:b0f172dc8ffaccb8522d7c5d899de00133f2f1ca7b0a49b7da98e901de87bf2d \
+    --hash=sha256:b2af221f268f5af85e776a73d62b0845fc8baf8ef0abfae79d29c77d0e776aaf \
+    --hash=sha256:b7d335370ae48a780c6e6a6bbfa97342f563744c39c35562f3f367665f5c1de2 \
+    --hash=sha256:b83af57bdddef03c01a9138034c6ff03181a3028d9a1003b301eb1a55e161a3f \
+    --hash=sha256:bb5136fb5352d3f422df33f0c879a1b0c204004324150cc3b5e3c4f310c9049f \
+    --hash=sha256:bc4d8e252f532ab46a1de9349e2d27b91fce46736a9eedaa37beaca66f574ed4 \
+    --hash=sha256:bdd3e53429ff02aa319ba59dfe4ceeec345bf46cf180ec2cf6fd5b942e7975e9 \
+    --hash=sha256:be12f931839a3bdfe28b584db0e640a65a8bcbc24560ae3fdb025a449b3d754e \
+    --hash=sha256:be4a51a55833dc29ab5d7503e7bcb3b3af3402d266018137127450005cdfe737 \
+    --hash=sha256:beb7f344487cdcb9e1efe4b7a29681b74d34c08f0043a327a74da852a6749e7b \
+    --hash=sha256:bf4679a3d71012a7c2bf360e5cd878fbd5e4fcac0896b56393dec239d81529ed \
+    --hash=sha256:c0e1403fd7c26d77c1f03e096dc58a5c726503fa0db0456678b8668f76f521e3 \
+    --hash=sha256:c31c13da98624f957b0fb1b5bae5383b2333c2c3f6793d9825dd5ce79b525cb7 \
+    --hash=sha256:c438f6ca858697c9ab67eb28246c92508af972e114cac34e57a6d4ba17a3ac08 \
+    --hash=sha256:c8277104ded0a51e699c8c3aff63ce2c56d4ed5519a5f73e0fd7057f959a2b9e \
+    --hash=sha256:c95cab08d1965db3d84a121f1c7ce7479bdd4072c9b3dafd8fecce48a2e6b902 \
+    --hash=sha256:cc0b66c1eec9021353a4b4483afb12dfd50e3669ffbb9152d6842eb34c7e29fd \
+    --hash=sha256:cdee07c4d7f6d72008d3f73b9bf027f4e11550224c7c50d8df1ae4a37c1402a6 \
+    --hash=sha256:ce9bf03dad3b46408c08649c6fbd6ca28a9fce0eb32fdfffa6775a13103b5310 \
+    --hash=sha256:cff8e5383db4989311f99e814feeb90c4723eb4edca425b9d5d9c3fefcdd9537 \
+    --hash=sha256:d168fda2dbff7b9b5f38e693182d792a938c31db4dac3a80a4888de603c99554 \
+    --hash=sha256:d1ffeb80b5676463d7a7d56acbe8e37a20ce725570e09549fe738e02ca6b7e1e \
+    --hash=sha256:d36ca54cb4c6c4686f7cbb7b817f66f5911c12ddb519450bbe86707155028f87 \
+    --hash=sha256:d4193f3d9dc3f6f79aaed0e5637f45d98850ebf01f7ca20e69457f3e8946b66a \
+    --hash=sha256:d5cd5189fc2b6a538b75ae45433140c4823463918f7b1617c31e68b085c0022c \
+    --hash=sha256:d618fd27420381a4f6044faa71f46d8bfd911bd077c555f7138ed88729bfbe79 \
+    --hash=sha256:d76e2d8c75051d58177e762164d2e9ab92886534e3a12e795f103524f221dd8e \
+    --hash=sha256:daae526907e262de627d8f70058a0f64acc9e2641c164c99c8f594b34a799a16 \
+    --hash=sha256:db485b3847d182b908b483b2ed133c66d88d49cacf98fd278fadafe11b4478d1 \
+    --hash=sha256:dd952e03bfbb096cfe2dd35cd9e00f269969b67536cb4370994afc20ff2d0875 \
+    --hash=sha256:dda366d548e89a90d88a86c692377d18d8bd64b39c1fb2b92cb31370e2896bbd \
+    --hash=sha256:e315e5ec90d88e140f57696ff85b484ff68bb311e36f2c414aa4286293e6dee0 \
+    --hash=sha256:e4415a8db000bf49a6dd1c478bf70062eaacff0f462b92b0ba68791a905861f9 \
+    --hash=sha256:e7a116ae737f0000343218c4edf5bd45893bfeaff0993c0b215d7124c9f77646 \
+    --hash=sha256:e7c4c09a490dc4d4a7f8cbee56c606a320f9dc28cf92a7157a39d1ce7676a657 \
+    --hash=sha256:ebae99ed6764f2b5771c522477b311be313e8841d2e0376db2b10922daebbba4 \
+    --hash=sha256:ec4c85dc4b687c7f7f15f553ff26a98bfe8c58f5f7f0ac8905f0ba4c7be60232 \
+    --hash=sha256:ed3a984b31da7481b103f68776f7128a89ef26ed40f4dc41a2223cda7fb24819 \
+    --hash=sha256:f18c2d9782259a6dc132fdc7a63c168cbc74b35284b6d75c673958982a378384 \
+    --hash=sha256:f1f9f4121ec58628c96baa3de1a55a4e3a333c5102c8e94b64e23bf7b2083309 \
+    --hash=sha256:f42c23db5d1521218a3276bb08666dcb662896a0be7347cba864eca45ff64ede \
+    --hash=sha256:f443b4825c50a51ee68585522ab4a1d1257fac65896f282b4c6763337ac9f5d2 \
+    --hash=sha256:f6764a4ccab3078db14a632420930f6186058750df066b8ea2a7106df91d3203 \
+    --hash=sha256:f7c7553b13f69c1b29a5bde08ddc6d9d0c8bfb84f9ed01c30db25944aeb852a7 \
+    --hash=sha256:fa6248cd194edff41d7ea9425ced8ca3a6f838bfb295f6f1d6e6bb694a8518df \
+    --hash=sha256:fa8eb9ecdb7efb0b226acec134e0d709e87a909fa4971a54c0c4f6e88635484c \
+    --hash=sha256:fc20894c3d21194d8041a28b65622d5b86db786da6e3cfe73f0c762951a61167 \
+    --hash=sha256:fc4d3f1fb9ca0ae9f97b095963bc6326f1dbfd3779d6679a1e016b9baaa153d3 \
+    --hash=sha256:fd40bb9cd0891c4c3cb1ddf83f8bbfa15731a248fdc8162669405451e2724b09 \
+    --hash=sha256:ff710414307fefa903e0d9bdf300972f892c23477829f49504e59834f4195398
+    # via matplotlib
+kubernetes==36.0.3 \
+    --hash=sha256:36993ed25ce59b789c9341473a228fcf268504a2fec7c2b2b1531d73072e5ce7 \
+    --hash=sha256:8fde9241c4b298e6374a069dcf728359b4e72c2fb29489a975ba4e1c047cf10f
     # via feast (pyproject.toml)
 lark==1.3.1 \
     --hash=sha256:b426a7a6d6d53189d318f2b6236ab5d6429eaf09259f1ca33eb716eed10d2905 \
@@ -2254,13 +2621,17 @@ makefun==1.16.0 \
     --hash=sha256:43baa4c3e7ae2b17de9ceac20b669e9a67ceeadff31581007cca20a07bbe42c4 \
     --hash=sha256:e14601831570bff1f6d7e68828bcd30d2f5856f24bad5de0ccb22921ceebc947
     # via great-expectations
-markdown-it-py==4.0.0 \
-    --hash=sha256:87327c59b172c5011896038353a81343b6754500a08cd7a4973bb48c6d578147 \
-    --hash=sha256:cb0a2b4aa34f932c007117b194e945bd74e0ec24133ceb5bac59009cda1cb9f3
+mako==1.3.12 \
+    --hash=sha256:8f61569480282dbf557145ce441e4ba888be453c30989f879f0d652e39f53ea9 \
+    --hash=sha256:9f778e93289bd410bb35daadeb4fc66d95a746f0b75777b942088b7fd7af550a
+    # via alembic
+markdown-it-py==4.2.0 \
+    --hash=sha256:04a21681d6fbb623de53f6f364d352309d4094dd4194040a10fd51833e418d49 \
+    --hash=sha256:9f7ebbcd14fe59494226453aed97c1070d83f8d24b6fc3a3bcf9a38092641c4a
     # via rich
-marko==2.2.2 \
-    --hash=sha256:6940308e655f63733ca518c47a68ec9510279dbb916c83616e4c4b5829f052e8 \
-    --hash=sha256:f064ae8c10416285ad1d96048dc11e98ef04e662d3342ae416f662b70aa7959e
+marko==2.2.3 \
+    --hash=sha256:8e1d7a0387281e59dfbc52a381b58c570156970e36b2bbe047f8a3a2f368cacc \
+    --hash=sha256:e31ec2875383bc62f9093d16babed5a2c2cde601c00d834ea935a2222120ec19
     # via docling
 markupsafe==3.0.3 \
     --hash=sha256:0303439a41979d9e74d18ff5e2dd8c43ed6c6001fd40e5bf2e43f7bd9bbc523f \
@@ -2353,45 +2724,114 @@ markupsafe==3.0.3 \
     --hash=sha256:f9e130248f4462aaa8e2552d547f36ddadbeaa573879158d721bbd33dfe4743a \
     --hash=sha256:fed51ac40f757d41b7c48425901843666a6677e3e8eb0abcff09e4ba6e664f50
     # via
+    #   flask
     #   jinja2
+    #   mako
     #   nbconvert
     #   werkzeug
 marshmallow==3.26.2 \
     --hash=sha256:013fa8a3c4c276c24d26d84ce934dc964e2aa794345a0f8c7e5a7191482c8a73 \
     --hash=sha256:bbe2adb5a03e6e3571b573f42527c6fe926e17467833660bebd11593ab8dfd57
     # via great-expectations
-matplotlib-inline==0.2.1 \
-    --hash=sha256:d56ce5156ba6085e00a9d54fead6ed29a9c47e215cd1bba2e976ef39f5710a76 \
-    --hash=sha256:e1ee949c340d771fc39e241ea75683deb94762c8fa5f2927ec57c83c4dffa9fe
+matplotlib==3.10.9 \
+    --hash=sha256:09218df8a93712bd6ea133e83a153c755448cf7868316c531cffcc43f69d1cc9 \
+    --hash=sha256:10cc5ce06d10231c36f40e875f3c7e8050362a4ee8f0ee5d29a6b3277d57bb42 \
+    --hash=sha256:172db52c9e683f5d12eaf57f0f54834190e12581fe1cc2a19595a8f5acb4e77d \
+    --hash=sha256:1872fb212a05b729e649754a72d5da61d03e0554d76e80303b6f83d1d2c0552b \
+    --hash=sha256:1aa972116abb4c9d201bf245620b433726cb6856f3bef6a78f776a00f5c92d37 \
+    --hash=sha256:1e7698ac9868428e84d2c967424803b2472ff7167d9d6590d4204ed775343c3b \
+    --hash=sha256:2dc9477819ffd78ad12a20df1d9d6a6bd4fec6aaa9072681465fddca052f1456 \
+    --hash=sha256:3225f4e1edcb8c86c884ddf79ebe20ecd0a67d30188f279897554ccd8fded4dc \
+    --hash=sha256:336b9acc64d309063126edcdaca00db9373af3c476bb94388fe9c5a53ad13e6f \
+    --hash=sha256:345f6f68ecc8da0ca56fad2ea08fde1a115eda530079eca185d50a7bc3e146c6 \
+    --hash=sha256:34cf8167e023ad956c15f36302911d5406bd99a9862c1a8499ea6f7c0e015dc2 \
+    --hash=sha256:3fc0364dfbe1d07f6d15c5ebd0c5bf89e126916e5a8667dd4a7a6e84c36653d4 \
+    --hash=sha256:41cb28c2bd769aa3e98322c6ab09854cbcc52ab69d2759d681bba3e327b2b320 \
+    --hash=sha256:42fb814efabe95c06c1994d8ab5a8385f43a249e23badd3ba931d4308e5bca20 \
+    --hash=sha256:4e42042d54db34fda4e95a7bd3e5789c2a995d2dad3eb8850232ee534092fbbf \
+    --hash=sha256:4edcfbd8565339aa62f1cd4012f7180926fdbe71850f7b0d3c379c175cd6b66c \
+    --hash=sha256:51bf0ddbdc598e060d46c16b5590708f81a1624cefbaaf62f6a81bf9285b8c80 \
+    --hash=sha256:56fc0bd271b00025c6edfdc7c2dcd247372c8e1544971d62e1dc7c17367e8bf9 \
+    --hash=sha256:59476c6d29d612b8e9bb6ce8c5b631be6ba8f9e3a2421f22a02b192c7dd28716 \
+    --hash=sha256:6640f75af2c6148293caa0a2b39dd806a492dd66c8a8b04035813e33d0fd2585 \
+    --hash=sha256:68cfdcede415f7c8f5577b03303dd94526cdb6d11036cecdc205e08733b2d2bb \
+    --hash=sha256:6b63d9c7c769b88ab81e10dc86e4e0607cf56817b9f9e6cf24b2a5f1693b8e38 \
+    --hash=sha256:6be157fe17fc37cb95ac1d7374cf717ce9259616edec911a78d9d26dae8522d4 \
+    --hash=sha256:6c63ebcd8b4b169eb2f5c200552ae6b8be8999a005b6b507ed76fb8d7d674fe2 \
+    --hash=sha256:77210dce9cb8153dffc967efaae990543392563d5a376d4dd8539bebcb0ed217 \
+    --hash=sha256:7a8d66a55def891c33147ba3ba9bfcabf0b526a43764c818acbb4525e5ed0838 \
+    --hash=sha256:82368699727bfb7b0182e1aa13082e3c08e092fa1a25d3e1fd92405bff96f6d4 \
+    --hash=sha256:82834c3c292d24d3a8aae77cd2d20019de69d692a34a970e4fdb8d33e2ea3dda \
+    --hash=sha256:8e436d155fa8a3399dc62683f8f5d0e2e50d25d0144a73edd73f82eec8f4abfb \
+    --hash=sha256:8f3bcac1ca5ed000a6f4337d47ba67dfddf37ed6a46c15fd7f014997f7bf865f \
+    --hash=sha256:97e35e8d39ccc85859095e01a53847432ba9a53ddf7986f7a54a11b73d0e143f \
+    --hash=sha256:985f2238880e2e69093f588f5fe2e46771747febf0649f3cf7f7b7480875317f \
+    --hash=sha256:a49f1eadc84ca85fd72fa4e89e70e61bf86452df6f971af04b12c60761a0772c \
+    --hash=sha256:a5a6104ed666402ba5106d7f36e0e0cdca4e8d7fa4d39708ca88019e2835a2eb \
+    --hash=sha256:aba1615dabe83188e19d4f75a253c6a08423e04c1425e64039f800050a69de6b \
+    --hash=sha256:ae20801130378b82d647ff5047c07316295b68dc054ca6b3c13519d0ea624285 \
+    --hash=sha256:ae2f11957b27ce53497dd4d7b235c4d4f1faf383dfb39d0c5beb833bff883294 \
+    --hash=sha256:b049278ddce116aaa1c1377ebf58adea909132dfce0281cf7e3a1ea9fc2e2c65 \
+    --hash=sha256:b1b745c489cd1a77a0dc1120a05dc87af9798faebc913601feb8c73d89bf2d1e \
+    --hash=sha256:b2b9516251cb89ff618d757daec0e2ed1bf21248013844a853d87ef85ab3081d \
+    --hash=sha256:b580440f1ff81a0e34122051a3dfabb7e4b7f9e380629929bde0eff9af72165f \
+    --hash=sha256:ba7b3b8ef09eab7df0e86e9ae086faa433efbfbdb46afcb3aa16aabf779469a8 \
+    --hash=sha256:c27df8b3848f32a83d1767566595e43cfaa4460380974da06f4279a7ec143c39 \
+    --hash=sha256:d091f9d758b34aaaaa6331d13574bf01891d903b3dec59bfff458ef7551de5d6 \
+    --hash=sha256:d730e984eddf56974c3e72b6129c7ca462ac38dc624338f4b0b23eb23ecba00f \
+    --hash=sha256:d75d11c949914165976c621b2324f9ef162af7ebf4b057ddf95dd1dba7e5edcf \
+    --hash=sha256:d843374407c4017a6403b59c6c81606773d136f3259d5b6da3131bc814542cc2 \
+    --hash=sha256:da4e09638420548f31c354032a6250e473c68e5a4e96899b4844cf39ddea23fe \
+    --hash=sha256:de2445a0c6690d21b7eb6ce071cebad6d40a2e9bdf10d039074a96ba19797b99 \
+    --hash=sha256:dfca0129678bd56379db26c52b5d77ed7de314c047492fbdc763aa7501710cfb \
+    --hash=sha256:e9fae004b941b23ff2edcf1567a857ed77bafc8086ffa258190462328434faf8 \
+    --hash=sha256:f0c3c28d9fbcc1fe7a03be236d73430cf6409c41fb2383a7ac52fe932b072cb1 \
+    --hash=sha256:f4399f64b3e94cd500195490972ae1ee81170df1636fa15364d157d5bdd7b921 \
+    --hash=sha256:f76e640a5268850bfda54b5131b1b1941cc685e42c5fa98ed9f2d64038308cba \
+    --hash=sha256:fd66508e8c6877d98e586654b608a0456db8d7e8a546eb1e2600efd957302358
+    # via mlflow
+matplotlib-inline==0.2.2 \
+    --hash=sha256:3c821cf1c209f59fb2d2d64abbf5b23b67bcb2210d663f9918dd851c6da1fcf6 \
+    --hash=sha256:72f3fe8fce36b70d4a5b612f899090cd0401deddc4ea90e1572b9f4bfb058c79
     # via
     #   ipykernel
     #   ipython
-mcp==1.27.0 \
-    --hash=sha256:5ce1fa81614958e267b21fb2aa34e0aea8e2c6ede60d52aba45fd47246b4d741 \
-    --hash=sha256:d3dc35a7eec0d458c1da4976a48f982097ddaab87e278c5511d5a4a56e852b83
-    # via fastapi-mcp
+mcp==1.29.0 \
+    --hash=sha256:52d01f334de1868cc3bb2d6604931126a67631f99a6c5d3b82ba47290315ec36 \
+    --hash=sha256:f5a075bb611f23d6f4d080c6a1699fa62772eebc562ba9e66b306ddde1c755f7
+    # via
+    #   feast (pyproject.toml)
+    #   fastapi-mcp
 mdurl==0.1.2 \
     --hash=sha256:84008a41e51615a49fc9966191ff91509e3c40b939176e643fd50a5c2196b8f8 \
     --hash=sha256:bb413d29f5eea38f31dd4754dd7377d4465116fb207585f97bf925588687c1ba
     # via markdown-it-py
-milvus-lite==2.4.12 \
-    --hash=sha256:20087663e7b4385050b7ad08f1f03404426d4c87b1ff91d5a8723eee7fd49e88 \
-    --hash=sha256:334037ebbab60243b5d8b43d54ca2f835d81d48c3cda0c6a462605e588deb05d \
-    --hash=sha256:a0f3a5ddbfd19f4a6b842b2fd3445693c796cde272b701a1646a94c1ac45d3d7 \
-    --hash=sha256:e8d4f7cdd5f731efd6faeee3715d280fd91a5f9b4d89312664d56401f65b1473
-    # via
-    #   feast (pyproject.toml)
-    #   pymilvus
+milvus-lite==3.1.1 \
+    --hash=sha256:0cbf8386a2e99b6464a5eda14cf8e31934b0e287e36c831e293aee614d9efc2e \
+    --hash=sha256:0f343c9bf1e291d6c2fa615a52a57090ebbaf96b84bfb71f7eb73cd95cd7fc1c
+    # via feast (pyproject.toml)
 minio==7.2.11 \
     --hash=sha256:153582ed52ff3b5005ba558e1f25bfe1e9e834f7f0745e594777f28e3e81e1a0 \
     --hash=sha256:4db95a21fe1e2022ec975292d8a1f83bd5b18f830d23d42a4518ac7a5281d7c5
     # via feast (pyproject.toml)
-mistune==3.2.0 \
-    --hash=sha256:708487c8a8cdd99c9d90eb3ed4c3ed961246ff78ac82f03418f5183ab70e398a \
-    --hash=sha256:febdc629a3c78616b94393c6580551e0e34cc289987ec6c35ed3f4be42d0eee1
+mistune==3.3.4 \
+    --hash=sha256:58b5c96d6fcb61190dfe5fae498d2b2065f99cf61e9649418fd54cf1ada86dfe \
+    --hash=sha256:ee015381e955e370962968befe1d729ab60fafb6a715ac6751763fbce38c8d4a
     # via
     #   great-expectations
     #   nbconvert
+mlflow==3.2.0 \
+    --hash=sha256:db97b925cc8afba15caf3749dcb4a95be83f9608e974f23253fbbc1d675247ea \
+    --hash=sha256:e96bd42238ea8b477691c8a8f6e8bdbf9247415ad7892e6e885994c6940bcf74
+    # via feast (pyproject.toml)
+mlflow-skinny==3.2.0 \
+    --hash=sha256:b359ec082a0a966e4e8e80f03d850da7fa677ebe57e67b1c0877029e5eeee443 \
+    --hash=sha256:ec33a6fc164973e3b4d208e4ab8bec118ea93ff890ffbd08817b66468235ed71
+    # via mlflow
+mlflow-tracing==3.2.0 \
+    --hash=sha256:4180d48b6b68a70b3e37987def3b0689d3f4ba722f5d2b98344c3717d2289b99 \
+    --hash=sha256:6f3dd940752ca28871b09880e9426d1293460822faa8706b33af1d50c29a0355
+    # via mlflow
 mmh3==5.2.1 \
     --hash=sha256:022aa1a528604e6c83d0a7705fdef0b5355d897a9e0fa3a8d26709ceaa06965d \
     --hash=sha256:0634581290e6714c068f4aa24020acf7880927d1f0084fa753d9799ae9610082 \
@@ -2500,7 +2940,9 @@ mmh3==5.2.1 \
     --hash=sha256:fc78739b5ec6e4fb02301984a3d442a91406e7700efbe305071e7fd1c78278f2 \
     --hash=sha256:fceef7fe67c81e1585198215e42ad3fdba3a25644beda8fbdaf85f4d7b93175a \
     --hash=sha256:fd96476f04db5ceba1cfa0f21228f67c1f7402296f0e73fee3513aa680ad237b
-    # via feast (pyproject.toml)
+    # via
+    #   feast (pyproject.toml)
+    #   pyiceberg
 mock==2.0.0 \
     --hash=sha256:5ce3c71c5545b472da17b72268978914d0252980348636840bd34a00b5cc96c1 \
     --hash=sha256:b158b6df76edd239b8208d481dc46b6afd45a846b7812ff0ce58971cf5bc8bba
@@ -2517,9 +2959,9 @@ mpmath==1.3.0 \
     --hash=sha256:7a28eb2a9774d00c7bc92411c19a89209d5da7c4c9a9e227be8330a23a25b91f \
     --hash=sha256:a0b2b9fe80bbcd81a6647ff13108738cfb482d481d826cc0e02f5b35e5c88d2c
     # via sympy
-msal==1.36.0 \
-    --hash=sha256:36ecac30e2ff4322d956029aabce3c82301c29f0acb1ad89b94edcabb0e58ec4 \
-    --hash=sha256:3f6a4af2b036b476a4215111c4297b4e6e236ed186cd804faefba23e4990978b
+msal==1.37.0 \
+    --hash=sha256:1b1672a33ee467c1d70b341bb16cafd51bb3c817147a95b93263794b03971bec \
+    --hash=sha256:dd17e95a7c71bce75e8108113438ba7c4a086b3bcad4f57a8c09b7af3d753c2d
     # via
     #   azure-identity
     #   msal-extensions
@@ -2527,69 +2969,73 @@ msal-extensions==1.3.1 \
     --hash=sha256:96d3de4d034504e969ac5e85bae8106c8373b5c6568e4c8fa7af2eca9dbe6bca \
     --hash=sha256:c5b0fd10f65ef62b5f1d62f4251d51cbcaf003fcedae8c91b040a488614be1a4
     # via azure-identity
-msgpack==1.1.2 \
-    --hash=sha256:0051fffef5a37ca2cd16978ae4f0aef92f164df86823871b5162812bebecd8e2 \
-    --hash=sha256:04fb995247a6e83830b62f0b07bf36540c213f6eac8e851166d8d86d83cbd014 \
-    --hash=sha256:180759d89a057eab503cf62eeec0aa61c4ea1200dee709f3a8e9397dbb3b6931 \
-    --hash=sha256:1d1418482b1ee984625d88aa9585db570180c286d942da463533b238b98b812b \
-    --hash=sha256:1de460f0403172cff81169a30b9a92b260cb809c4cb7e2fc79ae8d0510c78b6b \
-    --hash=sha256:1fdf7d83102bf09e7ce3357de96c59b627395352a4024f6e2458501f158bf999 \
-    --hash=sha256:1fff3d825d7859ac888b0fbda39a42d59193543920eda9d9bea44d958a878029 \
-    --hash=sha256:283ae72fc89da59aa004ba147e8fc2f766647b1251500182fac0350d8af299c0 \
-    --hash=sha256:2929af52106ca73fcb28576218476ffbb531a036c2adbcf54a3664de124303e9 \
-    --hash=sha256:2e86a607e558d22985d856948c12a3fa7b42efad264dca8a3ebbcfa2735d786c \
-    --hash=sha256:350ad5353a467d9e3b126d8d1b90fe05ad081e2e1cef5753f8c345217c37e7b8 \
-    --hash=sha256:354e81bcdebaab427c3df4281187edc765d5d76bfb3a7c125af9da7a27e8458f \
-    --hash=sha256:365c0bbe981a27d8932da71af63ef86acc59ed5c01ad929e09a0b88c6294e28a \
-    --hash=sha256:372839311ccf6bdaf39b00b61288e0557916c3729529b301c52c2d88842add42 \
-    --hash=sha256:3b60763c1373dd60f398488069bcdc703cd08a711477b5d480eecc9f9626f47e \
-    --hash=sha256:41d1a5d875680166d3ac5c38573896453bbbea7092936d2e107214daf43b1d4f \
-    --hash=sha256:42eefe2c3e2af97ed470eec850facbe1b5ad1d6eacdbadc42ec98e7dcf68b4b7 \
-    --hash=sha256:446abdd8b94b55c800ac34b102dffd2f6aa0ce643c55dfc017ad89347db3dbdb \
-    --hash=sha256:454e29e186285d2ebe65be34629fa0e8605202c60fbc7c4c650ccd41870896ef \
-    --hash=sha256:4efd7b5979ccb539c221a4c4e16aac1a533efc97f3b759bb5a5ac9f6d10383bf \
-    --hash=sha256:5559d03930d3aa0f3aacb4c42c776af1a2ace2611871c84a75afe436695e6245 \
-    --hash=sha256:5928604de9b032bc17f5099496417f113c45bc6bc21b5c6920caf34b3c428794 \
-    --hash=sha256:59415c6076b1e30e563eb732e23b994a61c159cec44deaf584e5cc1dd662f2af \
-    --hash=sha256:5a46bf7e831d09470ad92dff02b8b1ac92175ca36b087f904a0519857c6be3ff \
-    --hash=sha256:602b6740e95ffc55bfb078172d279de3773d7b7db1f703b2f1323566b878b90e \
-    --hash=sha256:61c8aa3bd513d87c72ed0b37b53dd5c5a0f58f2ff9f26e1555d3bd7948fb7296 \
-    --hash=sha256:67016ae8c8965124fdede9d3769528ad8284f14d635337ffa6a713a580f6c030 \
-    --hash=sha256:6bde749afe671dc44893f8d08e83bf475a1a14570d67c4bb5cec5573463c8833 \
-    --hash=sha256:6c15b7d74c939ebe620dd8e559384be806204d73b4f9356320632d783d1f7939 \
-    --hash=sha256:70a0dff9d1f8da25179ffcf880e10cf1aad55fdb63cd59c9a49a1b82290062aa \
-    --hash=sha256:70c5a7a9fea7f036b716191c29047374c10721c389c21e9ffafad04df8c52c90 \
-    --hash=sha256:7bc8813f88417599564fafa59fd6f95be417179f76b40325b500b3c98409757c \
-    --hash=sha256:80a0ff7d4abf5fecb995fcf235d4064b9a9a8a40a3ab80999e6ac1e30b702717 \
-    --hash=sha256:86f8136dfa5c116365a8a651a7d7484b65b13339731dd6faebb9a0242151c406 \
-    --hash=sha256:897c478140877e5307760b0ea66e0932738879e7aa68144d9b78ea4c8302a84a \
-    --hash=sha256:8b696e83c9f1532b4af884045ba7f3aa741a63b2bc22617293a2c6a7c645f251 \
-    --hash=sha256:8e22ab046fa7ede9e36eeb4cfad44d46450f37bb05d5ec482b02868f451c95e2 \
-    --hash=sha256:94fd7dc7d8cb0a54432f296f2246bc39474e017204ca6f4ff345941d4ed285a7 \
-    --hash=sha256:99e2cb7b9031568a2a5c73aa077180f93dd2e95b4f8d3b8e14a73ae94a9e667e \
-    --hash=sha256:9ade919fac6a3e7260b7f64cea89df6bec59104987cbea34d34a2fa15d74310b \
-    --hash=sha256:9fba231af7a933400238cb357ecccf8ab5d51535ea95d94fc35b7806218ff844 \
-    --hash=sha256:a465f0dceb8e13a487e54c07d04ae3ba131c7c5b95e2612596eafde1dccf64a9 \
-    --hash=sha256:a605409040f2da88676e9c9e5853b3449ba8011973616189ea5ee55ddbc5bc87 \
-    --hash=sha256:a668204fa43e6d02f89dbe79a30b0d67238d9ec4c5bd8a940fc3a004a47b721b \
-    --hash=sha256:a7787d353595c7c7e145e2331abf8b7ff1e6673a6b974ded96e6d4ec09f00c8c \
-    --hash=sha256:a8f6e7d30253714751aa0b0c84ae28948e852ee7fb0524082e6716769124bc23 \
-    --hash=sha256:ad09b984828d6b7bb52d1d1d0c9be68ad781fa004ca39216c8a1e63c0f34ba3c \
-    --hash=sha256:bafca952dc13907bdfdedfc6a5f579bf4f292bdd506fadb38389afa3ac5b208e \
-    --hash=sha256:be52a8fc79e45b0364210eef5234a7cf8d330836d0a64dfbb878efa903d84620 \
-    --hash=sha256:be5980f3ee0e6bd44f3a9e9dea01054f175b50c3e6cdb692bc9424c0bbb8bf69 \
-    --hash=sha256:c63eea553c69ab05b6747901b97d620bb2a690633c77f23feb0c6a947a8a7b8f \
-    --hash=sha256:d198d275222dc54244bf3327eb8cbe00307d220241d9cec4d306d49a44e85f68 \
-    --hash=sha256:d62ce1f483f355f61adb5433ebfd8868c5f078d1a52d042b0a998682b4fa8c27 \
-    --hash=sha256:d99ef64f349d5ec3293688e91486c5fdb925ed03807f64d98d205d2713c60b46 \
-    --hash=sha256:db6192777d943bdaaafb6ba66d44bf65aa0e9c5616fa1d2da9bb08828c6b39aa \
-    --hash=sha256:e23ce8d5f7aa6ea6d2a2b326b4ba46c985dbb204523759984430db7114f8aa00 \
-    --hash=sha256:e64c8d2f5e5d5fda7b842f55dec6133260ea8f53c4257d64494c534f306bf7a9 \
-    --hash=sha256:e69b39f8c0aa5ec24b57737ebee40be647035158f14ed4b40e6f150077e21a84 \
-    --hash=sha256:ea5405c46e690122a76531ab97a079e184c0daf491e588592d6a23d3e32af99e \
-    --hash=sha256:f2cb069d8b981abc72b41aea1c580ce92d57c673ec61af4c500153a626cb9e20 \
-    --hash=sha256:fac4be746328f90caa3cd4bc67e6fe36ca2bf61d5c6eb6d895b6527e3f05071e \
-    --hash=sha256:fffee09044073e69f2bad787071aeec727183e7580443dfeb8556cbf1978d162
+msgpack==1.2.1 \
+    --hash=sha256:01e2dd6c9b19d333a00282330cc8a73d38d8dabc306dc5b42cd668c3ac82e833 \
+    --hash=sha256:020e881a764b20d8d7ca1a54fc01b8175519d108e3c3f194fddc200bda95951a \
+    --hash=sha256:04c721c2c7448767e9e3f2520a475663d8ee0f09c31890f6d2bd70fd636a9647 \
+    --hash=sha256:05f340e47e7e47d2da8db9b53e1bb1d294369e9ef45a747441309f6650b8351d \
+    --hash=sha256:0a70e3cf2804a300d921bb0940426e35f4e489a23adfb77a808892241db0a064 \
+    --hash=sha256:0adcf06ffde0777c0e1a9b771a2b1c4226ba1bbf748c8efcc02fcdeca3299107 \
+    --hash=sha256:0c0d9802354507bcba62af19c17918e3eb437cc25e6f50657d511b5856a77aac \
+    --hash=sha256:0e2bf9280bceb5efca998435904b5d3e9fdbcc11d90dc9df30aec7973252b720 \
+    --hash=sha256:1233ee2dd0cefba127583de50ea654677277047d238303521db35def3d7b2e7c \
+    --hash=sha256:146ee4e9ce80b365c6d4c47073da9da7bcec473e58194ceee5dd7620ace77e06 \
+    --hash=sha256:1548006a91aa93c5da81f3bdcebc1a0d10cea2d25969754fbe848da622b2b895 \
+    --hash=sha256:196300e7e5d6e74d50f1607ab9c06c4a1484c383cd22defd727902591f7e8dde \
+    --hash=sha256:1dabedcd0f23559f3596428c6589c1cd8c6eaed3a0d720795b07b0225d769203 \
+    --hash=sha256:20466cca18c49c7292a8984bc15d65857b171e7264bdcb5f96baf8be238791fc \
+    --hash=sha256:298872ecf9e61950f1c6af4ca969b859ee91783bb920ef6e6172697d0c8aad74 \
+    --hash=sha256:29a3f6e9667868429d8240dfd063ea5ffdc1321c13d783aa23827a38de0dcb22 \
+    --hash=sha256:2eda0b7ebb1283a98d3e4492ac933c8af6aff59fd3df1c3ed024f536af4b1dc8 \
+    --hash=sha256:2ef59c659f289eddf8aa6623823f19fa2f40a4029266889eac7a2505dd210c35 \
+    --hash=sha256:2ff164c1b0bcb740b073b99e945234d0212852fa378e44a208c425379140dbeb \
+    --hash=sha256:33f14fba63278b714efe6ad07e50ea5f03d91537aa6a1c5f1ceca4cf44013ca9 \
+    --hash=sha256:350cb813d0af6e65d2f7ef0d729f7ff5be5a8bce03665892f43e5883d4ecc1b8 \
+    --hash=sha256:4202c74688ca06591f78cb18988228bd4cca2cc75d57b60008372892d2f1e6e6 \
+    --hash=sha256:4227224aaec8f7fbcbfbd4272319347b2bb4030366502600f8c45588c5187b07 \
+    --hash=sha256:491cc39455ca765fad51fb451bf2915eb2cf41192ab5801ce8d67c1d614fe056 \
+    --hash=sha256:575957e79cd51903a4e8495a242442949641e08f1efd5197b43bebd3ea7682b4 \
+    --hash=sha256:5ad5467fc3f68b5468e06c5f788d712e9f8ffc8b0cd1bcb160c105c1ee92dae7 \
+    --hash=sha256:5bb9c386f0a329c035ddbab4b72d1028bf9627add8dda41070288563d57ed1b1 \
+    --hash=sha256:5c24aa15d5963051e1a5c62b12c50cd705992502b5ec1f3bece6046f33c9fc24 \
+    --hash=sha256:5f6277e5f783c36786a145e0247fc189a03f35f84b251646e53592d2bc12b355 \
+    --hash=sha256:60926b75d00c8e816ef98f3034f484a8bc64242d66839cef4cf7e503142316a0 \
+    --hash=sha256:633727297ed063441fd1cda2288865487f33ad14eeb8831afb5f0c396a62cfce \
+    --hash=sha256:67f6dd22fa72a93752643f07889796d62739a13415ee630169a8ce764f86cf9f \
+    --hash=sha256:6d09badf350af2be9d189184e04e64cf54ad93569ab3d96fca58bd3e84aad707 \
+    --hash=sha256:6ee967f7c7e1df2890c671ff2ee51a28ded0efc95da3e507176dee881ce36c66 \
+    --hash=sha256:74847557e28ce71bd3c438a447ca90e4b507e997ddbdef8a12a7b283b86c156b \
+    --hash=sha256:779197a6513bab3c3632265e3d0f7cb3227e62510841a6f34f1eaa37efbb345e \
+    --hash=sha256:787c9bebb5833e8f6fc8abca3c0597683d8d87f56a8842b6b89c75a5f3176e2d \
+    --hash=sha256:7d31c0ac0c640f877804c67cb2bc9f4e23dc2db97e96c2e67fa27d38283b41f8 \
+    --hash=sha256:810b916696c86ef0deb3b74588480224df4c1b071136c34183e4a2a4284d7ac7 \
+    --hash=sha256:83efa1c898e0fc5380fc0cabbf75164c52e3b5cbb45973710d75821928380c73 \
+    --hash=sha256:85f57e960d877f2977f6430896191b04a21f8901b3b4baf2e4604329f4db5402 \
+    --hash=sha256:8b267ce94efb76fbd1b3373511420074ee3187f0f7811bf394531de13294735a \
+    --hash=sha256:8c2ed1e48cc0f460bf3c7780e7137ff21a4e18433451916f2442c1b21036cd7d \
+    --hash=sha256:8c7b398c56ff125feae96c2737abfec5595f1fa0aa186df60c56040b8accb95c \
+    --hash=sha256:8d00f177ca88a77c1cf848d204a38f249751650b601cb6532acc68805d8a8273 \
+    --hash=sha256:8ff92d7feeaf5bc26c51495b69e2f99ed97ab79346fb6555f44be7dd2ac6503b \
+    --hash=sha256:91054a783328e0ea7954b8771095705c8d2243b814743fbaadf14552c9c52c5d \
+    --hash=sha256:98b58bdb89c46190e4609bb36abe17c6d4105ad13f9c5f8f6f64d320f8ced3fb \
+    --hash=sha256:a28d076ca7c82b9c8728ad90b7147489449557038bed50e4241eb832395169b4 \
+    --hash=sha256:aa6c4be5d1c02a42b066ca6ddb71adf36432868fdcdb6ee87e634e86e0674190 \
+    --hash=sha256:aded5bdf32609dc7987a49bbbd15a8ef096193f96dd8bbeb791de729e650acf5 \
+    --hash=sha256:afc5febcd4c99effbc02b528e49d6fd0760b2b7d48c05239e345a5fa6e743d9a \
+    --hash=sha256:b50b727bd652bdc37d950336c848ef20ec54a4cafc38dce19b1cd86ad625d0f7 \
+    --hash=sha256:c1c79a604a2969a868a78b6ebd27a887e00c624f14f66b3038e0590cb23332d1 \
+    --hash=sha256:ca0dacff965c47afdc3749a8469d7302a8f801d6a28758d55120d75e66ce6889 \
+    --hash=sha256:d3567748a5107cb40cdf66a275430c2f87c07777698f4bfd25c35f44d533258c \
+    --hash=sha256:dc871b997a9370d855b7394465f2f350e847a5b806dd38dcc9c989e7d87da155 \
+    --hash=sha256:dd3bfe82d53edfe4b7fc9a7ec9761e23a7a5b1dac22264505af428253c29ed24 \
+    --hash=sha256:e3dc2feb0876209d9c38aa56cb1de169bd6c4348f1aa48271f241226590993e6 \
+    --hash=sha256:e4f1d0f8f98ade9634e01fb704a408f9336c0a8f1117b369f5db83dc7551d8b1 \
+    --hash=sha256:ec0e675d59150a6269ddc9139087c722292664a37d071a849c05c473350f1f2d \
+    --hash=sha256:ee1d9ed27d0497b848923746cf762ed2e7db24f4be7eec8e5cbe8c766aa707b7 \
+    --hash=sha256:f02cf17a6ca1abe29b5f980644f7551f94d71f2011509b26d8625ce038f0df64 \
+    --hash=sha256:f12038a35fabd52e56a3547bab42401af49a45caa6dd00b34c44de235bc93ee2 \
+    --hash=sha256:f310233ef7fb9c14e201c93639fe5f5260b005f56f0b29048e999c30935596cc \
+    --hash=sha256:f9389552ecf4784886345ead0647e4edc96bee37cbab05b75540f542f766c48c
     # via ray
 multidict==6.7.1 \
     --hash=sha256:026d264228bcd637d4e060844e39cdc60f86c479e463d49075dedc21b18fbbe0 \
@@ -2801,9 +3247,9 @@ mypy-protobuf==3.3.0 \
     --hash=sha256:15604f6943b16c05db646903261e3b3e775cf7f7990b7c37b03d043a907b650d \
     --hash=sha256:24f3b0aecb06656e983f58e07c732a90577b9d7af3e1066fc2b663bbf0370248
     # via feast (pyproject.toml)
-nbclient==0.10.4 \
-    --hash=sha256:1e54091b16e6da39e297b0ece3e10f6f29f4ac4e8ee515d29f8a7099bd6553c9 \
-    --hash=sha256:9162df5a7373d70d606527300a95a975a47c137776cd942e52d9c7e29ff83440
+nbclient==0.11.0 \
+    --hash=sha256:04a134a5b087f2c5887f228aca155db50169b8cd9334dee6942c8e927e56081a \
+    --hash=sha256:ef7fa0d59d6e1d41103933d8a445a18d5de860ca6b613b87b8574accdb3c2895
     # via nbconvert
 nbconvert==7.17.1 \
     --hash=sha256:34d0d0a7e73ce3cbab6c5aae8f4f468797280b01fd8bd2ca746da8569eddd7d2 \
@@ -2817,9 +3263,9 @@ nbformat==5.10.4 \
     #   jupyter-server
     #   nbclient
     #   nbconvert
-nest-asyncio==1.6.0 \
-    --hash=sha256:6f172d5449aca15afd6c646851f4e31e02c598d553a667e38cafa997cfec55fe \
-    --hash=sha256:87af6efd6b5e897c81050477ef65c62e2b2f35d51703cae01aff2905b1852e1c
+nest-asyncio2==1.7.2 \
+    --hash=sha256:1921d70b92cc4612c374928d081552efb59b83d91b2b789d935c665fa01729a8 \
+    --hash=sha256:f5dfa702f3f81f6a03857e9a19e2ba578c0946a4ad417b4c50a24d7ba641fe01
     # via ipykernel
 networkx==3.4.2 \
     --hash=sha256:307c3669428c5362aab27c8a1260aa8f47c4e91d3891f48be0141738d8d053e1 \
@@ -2852,9 +3298,9 @@ nodeenv==1.10.0 \
     --hash=sha256:5bb13e3eed2923615535339b3c620e76779af4cb4c6a90deccc9e36b274d3827 \
     --hash=sha256:996c191ad80897d076bdfba80a41994c2b47c68e224c542b48feba42ba00f8bb
     # via pre-commit
-notebook==7.5.6 \
-    --hash=sha256:4dde3f8fb55fa8fb7946d58c6e869ce9baf46d00fc070664f62604569d0faca0 \
-    --hash=sha256:621174aade80108f0020b0f00738000b215f75fa3cd90771ad7aa0f24536a4e1
+notebook==7.6.1 \
+    --hash=sha256:0b45fd1010668dd4808c40914d957706dbf044a677d28764dc881b74dfcede82 \
+    --hash=sha256:6ea1e4c926f0dc490444ddcc335797a3dacda470a805d01031872fb119988ba2
     # via great-expectations
 notebook-shim==0.2.4 \
     --hash=sha256:411a5be4e9dc882a074ccbcae671eda64cceb068767e9a3419096986560e1cef \
@@ -2922,6 +3368,7 @@ numpy==2.2.6 \
     #   feast (pyproject.toml)
     #   accelerate
     #   altair
+    #   contourpy
     #   dask
     #   datasets
     #   db-dtypes
@@ -2931,6 +3378,9 @@ numpy==2.2.6 \
     #   great-expectations
     #   ibis-framework
     #   imageio
+    #   matplotlib
+    #   milvus-lite
+    #   mlflow
     #   opencv-python-headless
     #   pandas
     #   pandas-gbq
@@ -2948,139 +3398,177 @@ oauthlib==3.3.1 \
     --hash=sha256:0f0f8aa759826a193cf66c12ea1af1637f87b9b4622d46e866952bb022e538c9 \
     --hash=sha256:88119c938d2b8fb88561af5f6ee0eec8cc8d552b7bb1f712743136eb7523b7a1
     # via requests-oauthlib
-opencv-python-headless==4.13.0.92 \
-    --hash=sha256:0525a3d2c0b46c611e2130b5fdebc94cf404845d8fa64d2f3a3b679572a5bd22 \
-    --hash=sha256:0bd48544f77c68b2941392fcdf9bcd2b9cdf00e98cb8c29b2455d194763cf99e \
-    --hash=sha256:1a7d040ac656c11b8c38677cc8cccdc149f98535089dbe5b081e80a4e5903209 \
-    --hash=sha256:3e0a6f0a37994ec6ce5f59e936be21d5d6384a4556f2d2da9c2f9c5dc948394c \
-    --hash=sha256:5c8cfc8e87ed452b5cecb9419473ee5560a989859fe1d10d1ce11ae87b09a2cb \
-    --hash=sha256:77a82fe35ddcec0f62c15f2ba8a12ecc2ed4207c17b0902c7a3151ae29f37fb6 \
-    --hash=sha256:a7cf08e5b191f4ebb530791acc0825a7986e0d0dee2a3c491184bd8599848a4b \
-    --hash=sha256:eb60e36b237b1ebd40a912da5384b348df8ed534f6f644d8e0b4f103e272ba7d
+opencv-python-headless==5.0.0.93 \
+    --hash=sha256:030ca5e0837a2963ab36ef896baa9767eb8d2b83353fb28af5a521e40dd8756f \
+    --hash=sha256:09a872a157c1376ab922a69bbf22f9a95bcc7b658a9d8b436a60212b02b2eeb4 \
+    --hash=sha256:10818d91510e05c04568ae12b5cd120779c70c01bf897b001a6221fe430df80f \
+    --hash=sha256:1e55af3abfb462eeeabe5c775f12bdb36216d8a93a3583d69e6bd6e1d6ba7d00 \
+    --hash=sha256:829717b6a95554f273e49e357cee3b3a2a26b6f4842fbc1bed2b45bdd8f87e0e \
+    --hash=sha256:840bd717c21e5c11cadadc022a823315ea417f961213d06b4df010e019eb16f4 \
+    --hash=sha256:b82f9831daab90b725c7c1ee1b36cb5732c367096ac76d119e64e14eb70d5f3c \
+    --hash=sha256:c6bcd96b185975ea240d22cfdb15a1f6d080cc95264cfbe2621f21bb144d89b9 \
+    --hash=sha256:ed709fdf9aa0bd1f2ed8549e71d19449b03a675bb581eb292285f6861953be37
     # via easyocr
-openlineage-python==1.46.0 \
-    --hash=sha256:f6228a01d34990e76ede5b55b3f99169e54e2e624814c4493f064b9cb1bfba37
+openlineage-python==1.52.0 \
+    --hash=sha256:e1bd73b3066021eecf69cc5c3571f6fd7e253768ea941f2c76f18969ea0ecb20
     # via feast (pyproject.toml)
 openpyxl==3.1.5 \
     --hash=sha256:5282c12b107bffeef825f4617dc029afaf41d0ea60823bbb665ef3079dc79de2 \
     --hash=sha256:cf0e3cf56142039133628b5acffe8ef0c12bc902d2aadd3e0fe5878dc08d1050
     # via docling
-oracledb==3.4.2 \
-    --hash=sha256:00c79448017f367bb7ab6900efe0706658a53768abea2b4519a4c9b2d5743890 \
-    --hash=sha256:0e16fe3d057e0c41a23ad2ae95bfa002401690773376d476be608f79ac74bf05 \
-    --hash=sha256:0f04a2d62073407672f114d02529921de0677c6883ed7c64d8d1a3c04caa3238 \
-    --hash=sha256:1617a1db020346883455af005efbefd51be2c4d797e43b1b38455a19f8526b48 \
-    --hash=sha256:19fa80ef84f85ad74077aa626067bbe697e527bd39604b4209f9d86cb2876b89 \
-    --hash=sha256:1e4930d7f6584832dcc15b8ca415a7957b0c45f5aa7c4f88702e070e5c53bf93 \
-    --hash=sha256:23aa07c1eaca17ae74c6fdc86b218f58484d56452958aead1aa460c0596a76c1 \
-    --hash=sha256:31b7ee83c23d0439778303de8a675717f805f7e8edb5556d48c4d8343bcf14f5 \
-    --hash=sha256:3df8eee1410d25360599968b1625b000f10c5ae0e47274031a7842a9dc418890 \
-    --hash=sha256:404ec1451d0448653ee074213b87d6c5bd65eaa74b50083ddf2c9c3e11c71c71 \
-    --hash=sha256:46e0f2278ff1fe83fbc33a3b93c72d429323ec7eed47bc9484e217776cd437e5 \
-    --hash=sha256:55397e7eb43bb7017c03a981c736c25724182f5210951181dfe3fab0e5d457fb \
-    --hash=sha256:574c8280d49cbbe21dbe03fc28356d9b9a5b9e300ebcde6c6d106e51453a7e65 \
-    --hash=sha256:59ad6438f56a25e8e1a4a3dd1b42235a5d09ab9ba417ff2ad14eae6596f3d06f \
-    --hash=sha256:5d7befb014174c5ae11c3a08f5ed6668a25ab2335d8e7104dca70d54d54a5b3a \
-    --hash=sha256:5ed78d7e7079a778062744ccf42141ce4806818c3f4dd6463e4a7edd561c9f86 \
-    --hash=sha256:643c25d301a289a371e37fcedb59e5fa5e54fb321708e5c12821c4b55bdd8a4d \
-    --hash=sha256:6d85622664cc88d5a82bbd7beccb62cd53bd272c550a5e15e7d5f8ae6b86f1f1 \
-    --hash=sha256:9f434a739405557bd57cb39b62238142bb27855a524a70dc6d397a2a8c576c9d \
-    --hash=sha256:a7396664e592881225ba66385ee83ce339d864f39003d6e4ca31a894a7e7c552 \
-    --hash=sha256:ac25a0448fc830fb7029ad50cd136cdbfcd06975d53967e269772cc5cb8c203a \
-    --hash=sha256:b1095d95d0c8b37e4d0e17cf1928919cb59222b6344362a1cf6a2f3ca205a28a \
-    --hash=sha256:b26a10f9c790bd141ffc8af68520803ed4a44a9258bf7d1eea9bfdd36bd6df7f \
-    --hash=sha256:b8e4b8a852251cef09038b75f30fce1227010835f4e19cfbd436027acba2697c \
-    --hash=sha256:b974caec2c330c22bbe765705a5ac7d98ec3022811dec2042d561a3c65cb991b \
-    --hash=sha256:d7ce75c498bff758548ec6e4424ab4271aa257e5887cc436a54bc947fd46199a \
-    --hash=sha256:d8d75e4f879b908be66cce05ba6c05791a5dbb4a15e39abc01aa25c8a2492bd9 \
-    --hash=sha256:e068ef844a327877bfefbef1bc6fb7284c727bb87af80095f08d95bcaf7b8bb2 \
-    --hash=sha256:f8ea989965a4f636a309444bd696ab877bba373d5d67bf744785f9bd8c560865 \
-    --hash=sha256:f93cae08e8ed20f2d5b777a8602a71f9418389c661d2c937e84d94863e7e7011 \
-    --hash=sha256:ff3c89cecea62af8ca02aa33cab0f2edc0214c747eac7d3364ed6b2640cb55e4
+opentelemetry-api==1.44.0 \
+    --hash=sha256:67647e5e9566edcf421166fdf022b3537f818635daa852b289e34604dc6fb33a \
+    --hash=sha256:94b98c893a91b88657eaac1e3ba89618cdb85be6918196705354f34728b2cdef
+    # via
+    #   mcp
+    #   mlflow-skinny
+    #   mlflow-tracing
+    #   opentelemetry-sdk
+    #   opentelemetry-semantic-conventions
+opentelemetry-sdk==1.44.0 \
+    --hash=sha256:cebe7f65dc12f26ead75c6064de12fd2a9052e5060c0272d402cfa203aae123b \
+    --hash=sha256:df081c4c6bcfdb1211e3e86140376792643128a25f8d72d1d27675936e7e96ad
+    # via
+    #   mlflow-skinny
+    #   mlflow-tracing
+opentelemetry-semantic-conventions==0.65b0 \
+    --hash=sha256:1cacde7b0ad306f84c5ef08c3dbe1bbaf20165bba6f8bff43b670e555a086bcb \
+    --hash=sha256:f9b2b81e9d5b64f11bc952075e7e9c7fb0aab075c7fd1c46d597f1b919852d60
+    # via opentelemetry-sdk
+oracledb==4.0.2 \
+    --hash=sha256:0101b88c15ae628af556506840ae876e12bdb75506ef342e4990ac1758bad1eb \
+    --hash=sha256:04fd67692b3cdea2ac7135e6f87c82ce9035f3caa0891a26710a4c654f1e375e \
+    --hash=sha256:087fdf5bc36b03dc3c55f7abc944a163ba8edc9c802bc8baf91698a52041ee13 \
+    --hash=sha256:0a0be8111db80bb697ec66a34688a6985589e3f72789afe28e3b162b2c4cdd2b \
+    --hash=sha256:0a380ab72853487ea2764c5df772f35026b4219868fc3eba68e193c9aea230ac \
+    --hash=sha256:14124b5e8e4ba087f105ee389ee43e407840220a0ba2504de68eed903f51a711 \
+    --hash=sha256:1b89c02670bafc9b1fcc0d15175f097bdc1968bc36ee4d66aa63aee09bfbbe30 \
+    --hash=sha256:1d8933cfb94d9e947cb88dfc87bb2696120b388b89db14394133990585277fb3 \
+    --hash=sha256:33bcb765bf97056764c38481dc1dd959e4b61f3a240baacc645d7f06038ce225 \
+    --hash=sha256:36e72ffaaf589041dac72ddf589d694c0a9ac4576662a04628966d4ea089d6ea \
+    --hash=sha256:3bde3d507d8f50faa9480e99222fe5fa04dc0db2cb8b57746092022ac69ae93d \
+    --hash=sha256:41bb34ba8fe76019a958f6d0beba2baf9169ede0bf94e1a22f05f3ca7676f8d7 \
+    --hash=sha256:543a7398ebd778d40a839b76a331afa93f506ac143691a6de59ee31ae2e1c4aa \
+    --hash=sha256:567c093138d32f06512572de5b5d52459bea82b4e47098e9d668dae759965ccb \
+    --hash=sha256:579f2c568433523a990cde5bea73c980d144754dc54d3ab2cd37efd670dc31d6 \
+    --hash=sha256:58e71a3c1e294a99e39b086adf42074d48287548bf8edfa720c9507106186bbb \
+    --hash=sha256:5c1f13ba535d9f0fc61e1987720988612cf9424667d491fc344ba681f3336a17 \
+    --hash=sha256:5fe6e07ed29f84a6656e0580b4e662109d3bb90fc13d8f98ae3a56a67c75b80e \
+    --hash=sha256:60cd8a6045674ab481ff33b0bed448f656e7d9abd7fc88c8f349abda5351aad7 \
+    --hash=sha256:60f4a4847024f42e8b3be3c7d2597d682ef24f9342b5ebf1695a1bef2aa5be96 \
+    --hash=sha256:6444be4991f33754cd98f624cecef3eb98db3e87f8ac14e9b65bd3591c9dd252 \
+    --hash=sha256:6c8f3e34a077d7d2d39aa25c28b1aa53fd4fd6aa2437e4d48d9f18b2b28b95e4 \
+    --hash=sha256:6d4effb098af3dbcc1fcf785b304523afee1b9a311a8bd9c62bd3b4669198970 \
+    --hash=sha256:756db3529dc0f88251f9cbc349cc9c144af2424aae12c1ce24be2fbd9c1b1610 \
+    --hash=sha256:78d4a1cc1482b5927a9962c7766aeeae616a85eedbe49af8b797148ac1c1ac32 \
+    --hash=sha256:7d023f02f678937bcb6acce7c976569233d193e00c918d7e7b68580db1f68f45 \
+    --hash=sha256:864ad6a838e8d41031f117052ee2fac85453b6ecd483d1da6e8fd87701807e5e \
+    --hash=sha256:8a7a45fb1042f7258dfbd0b58044a6743c2e8112d0ef5ef9064e17a52968520f \
+    --hash=sha256:93b4d2cd17a93224711fadd28f77e956e5c6575cd923f24bfe0b1a2a581beb79 \
+    --hash=sha256:9d11723018b6aeae035f4e1feae4150b7cca1161023c2d68d957d7310fe0dd56 \
+    --hash=sha256:a1f46b01a089e0e0dd44c4ac4c5c79903760976346c74a698955c1fb76d68bf5 \
+    --hash=sha256:a45a13e33509db5bd3622a05cb2e4a6cb41d56d1bfd2a32caeacd26f4ce8b988 \
+    --hash=sha256:a814307ca8a6bf0649d8bf0a650a72f23030d9af052a2d4a481b94b6ab50d5a4 \
+    --hash=sha256:af4121112f0b68e8d61ce46a086c6aec8256fa2ca32d2e6467195a6c575c207b \
+    --hash=sha256:b14d52c09b3c7a8273b3640ba06675acec5000dab0356ef288587c46c30bbbb4 \
+    --hash=sha256:b4f2b51837248d4acfb323a64c48d89b62467b0f73d1211c99db9b80df0cdfbc \
+    --hash=sha256:b5d203426f0d191842b4cfd87c223163ccc57f7e7875ec7ed073f163de2229af \
+    --hash=sha256:b82d3d83bdc6246e53f8ad8b598d2508e9f5d983e352ce2e8a71a020200ba2d6 \
+    --hash=sha256:c193d2636f9c2e8549d24cc53947a8381c7b9488e0dae9cea5cf5bce30dc7313 \
+    --hash=sha256:cb70b231254ad82ff0639b8688e0e528100a984df65fcd7624bae88fb930e700 \
+    --hash=sha256:cbe3a75b463a334da9b3d76026062bcfb24ec563b7df291f700c9f7eefcbeefe \
+    --hash=sha256:d5a82a449d96fb89a93346d88128ad618526ffa290376d4b57fbcee1eedcd19f \
+    --hash=sha256:d8a83c120d8177f344bedf7698bc1af5f6fd031851031d3e20ced632286e3e84 \
+    --hash=sha256:db0d76199b6dffd721bda48dad4eeea6603942ce2e246f3b9301d85af6bda0ee \
+    --hash=sha256:f5ed684ab419603d53981e0f32b51da673e21a42d7dce1bf3f215a9301c7c108 \
+    --hash=sha256:f8ac435434193a1d88fcda6bfd9387c5562240d4f2e8de1f9ed20c64d5f0ff90 \
+    --hash=sha256:ff8a239de950acb600ab4fbe1b349fb085a75383bc9a163e50cab362293fc936
     # via ibis-framework
-orjson==3.11.8 \
-    --hash=sha256:0022bb50f90da04b009ce32c512dc1885910daa7cb10b7b0cba4505b16db82a8 \
-    --hash=sha256:003646067cc48b7fcab2ae0c562491c9b5d2cbd43f1e5f16d98fd118c5522d34 \
-    --hash=sha256:01928d0476b216ad2201823b0a74000440360cef4fed1912d297b8d84718f277 \
-    --hash=sha256:01c4e5a6695dc09098f2e6468a251bc4671c50922d4d745aff1a0a33a0cf5b8d \
-    --hash=sha256:093d489fa039ddade2db541097dbb484999fcc65fc2b0ff9819141e2ab364f25 \
-    --hash=sha256:0b57f67710a8cd459e4e54eb96d5f77f3624eba0c661ba19a525807e42eccade \
-    --hash=sha256:0e32f7154299f42ae66f13488963269e5eccb8d588a65bc839ed986919fc9fac \
-    --hash=sha256:14439063aebcb92401c11afc68ee4e407258d2752e62d748b6942dad20d2a70d \
-    --hash=sha256:14778ffd0f6896aa613951a7fbf4690229aa7a543cb2bfbe9f358e08aafa9546 \
-    --hash=sha256:14f7b8fcb35ef403b42fa5ecfa4ed032332a91f3dc7368fbce4184d59e1eae0d \
-    --hash=sha256:1ab359aff0436d80bfe8a23b46b5fea69f1e18aaf1760a709b4787f1318b317f \
-    --hash=sha256:1cd0b77e77c95758f8e1100139844e99f3ccc87e71e6fc8e1c027e55807c549f \
-    --hash=sha256:25e0c672a2e32348d2eb33057b41e754091f2835f87222e4675b796b92264f06 \
-    --hash=sha256:29c009e7a2ca9ad0ed1376ce20dd692146a5d9fe4310848904b6b4fee5c5c137 \
-    --hash=sha256:3222adff1e1ff0dce93c16146b93063a7793de6c43d52309ae321234cdaf0f4d \
-    --hash=sha256:3223665349bbfb68da234acd9846955b1a0808cbe5520ff634bf253a4407009b \
-    --hash=sha256:3cf17c141617b88ced4536b2135c552490f07799f6ad565948ea07bef0dcb9a6 \
-    --hash=sha256:3f23426851d98478c8970da5991f84784a76682213cd50eb73a1da56b95239dc \
-    --hash=sha256:3f262401086a3960586af06c054609365e98407151f5ea24a62893a40d80dbbb \
-    --hash=sha256:436c4922968a619fb7fef1ccd4b8b3a76c13b67d607073914d675026e911a65c \
-    --hash=sha256:469ac2125611b7c5741a0b3798cd9e5786cbad6345f9f400c77212be89563bec \
-    --hash=sha256:4861bde57f4d253ab041e374f44023460e60e71efaa121f3c5f0ed457c3a701e \
-    --hash=sha256:48854463b0572cc87dac7d981aa72ed8bf6deedc0511853dc76b8bbd5482d36d \
-    --hash=sha256:53a0f57e59a530d18a142f4d4ba6dfc708dc5fdedce45e98ff06b44930a2a48f \
-    --hash=sha256:54153d21520a71a4c82a0dbb4523e468941d549d221dc173de0f019678cf3813 \
-    --hash=sha256:55120759e61309af7fcf9e961c6f6af3dde5921cdb3ee863ef63fd9db126cae6 \
-    --hash=sha256:5774c1fdcc98b2259800b683b19599c133baeb11d60033e2095fd9d4667b82db \
-    --hash=sha256:58a4a208a6fbfdb7a7327b8f201c6014f189f721fd55d047cafc4157af1bc62a \
-    --hash=sha256:58fb9b17b4472c7b1dcf1a54583629e62e23779b2331052f09a9249edf81675b \
-    --hash=sha256:5d8b5231de76c528a46b57010bbd83fb51e056aa0220a372fd5065e978406f1c \
-    --hash=sha256:5f8952d6d2505c003e8f0224ff7858d341fa4e33fef82b91c4ff0ef070f2393c \
-    --hash=sha256:61c9d357a59465736022d5d9ba06687afb7611dfb581a9d2129b77a6fcf78e59 \
-    --hash=sha256:6a3d159d5ffa0e3961f353c4b036540996bf8b9697ccc38261c0eac1fd3347a6 \
-    --hash=sha256:6a4a639049c44d36a6d1ae0f4a94b271605c745aee5647fa8ffaabcdc01b69a6 \
-    --hash=sha256:6ccdea2c213cf9f3d9490cbd5d427693c870753df41e6cb375bd79bcbafc8817 \
-    --hash=sha256:6dbe9a97bdb4d8d9d5367b52a7c32549bba70b2739c58ef74a6964a6d05ae054 \
-    --hash=sha256:6eda5b8b6be91d3f26efb7dc6e5e68ee805bc5617f65a328587b35255f138bf4 \
-    --hash=sha256:705b895b781b3e395c067129d8551655642dfe9437273211d5404e87ac752b53 \
-    --hash=sha256:708c95f925a43ab9f34625e45dcdadf09ec8a6e7b664a938f2f8d5650f6c090b \
-    --hash=sha256:735e2262363dcbe05c35e3a8869898022af78f89dde9e256924dc02e99fe69ca \
-    --hash=sha256:76070a76e9c5ae661e2d9848f216980d8d533e0f8143e6ed462807b242e3c5e8 \
-    --hash=sha256:7679bc2f01bb0d219758f1a5f87bb7c8a81c0a186824a393b366876b4948e14f \
-    --hash=sha256:88006eda83858a9fdf73985ce3804e885c2befb2f506c9a3723cdeb5a2880e3e \
-    --hash=sha256:883206d55b1bd5f5679ad5e6ddd3d1a5e3cac5190482927fdb8c78fb699193b5 \
-    --hash=sha256:8ac7381c83dd3d4a6347e6635950aa448f54e7b8406a27c7ecb4a37e9f1ae08b \
-    --hash=sha256:8e8c6218b614badf8e229b697865df4301afa74b791b6c9ade01d19a9953a942 \
-    --hash=sha256:9185589c1f2a944c17e26c9925dcdbc2df061cc4a145395c57f0c51f9b5dbfcd \
-    --hash=sha256:93de06bc920854552493c81f1f729fab7213b7db4b8195355db5fda02c7d1363 \
-    --hash=sha256:96163d9cdc5a202703e9ad1b9ae757d5f0ca62f4fa0cc93d1f27b0e180cc404e \
-    --hash=sha256:97c8f5d3b62380b70c36ffacb2a356b7c6becec86099b177f73851ba095ef623 \
-    --hash=sha256:97d823831105c01f6c8029faf297633dbeb30271892bd430e9c24ceae3734744 \
-    --hash=sha256:98bdc6cb889d19bed01de46e67574a2eab61f5cc6b768ed50e8ac68e9d6ffab6 \
-    --hash=sha256:9b48e274f8824567d74e2158199e269597edf00823a1b12b63d48462bbf5123e \
-    --hash=sha256:a5c370674ebabe16c6ccac33ff80c62bf8a6e59439f5e9d40c1f5ab8fd2215b7 \
-    --hash=sha256:b43dc2a391981d36c42fa57747a49dae793ef1d2e43898b197925b5534abd10a \
-    --hash=sha256:c154a35dd1330707450bb4d4e7dd1f17fa6f42267a40c1e8a1daa5e13719b4b8 \
-    --hash=sha256:c2bdf7b2facc80b5e34f48a2d557727d5c5c57a8a450de122ae81fa26a81c1bc \
-    --hash=sha256:c492a0e011c0f9066e9ceaa896fbc5b068c54d365fea5f3444b697ee01bc8625 \
-    --hash=sha256:c60c0423f15abb6cf78f56dff00168a1b582f7a1c23f114036e2bfc697814d5f \
-    --hash=sha256:c98121237fea2f679480765abd566f7713185897f35c9e6c2add7e3a9900eb61 \
-    --hash=sha256:ccd7ba1b0605813a0715171d39ec4c314cb97a9c85893c2c5c0c3a3729df38bf \
-    --hash=sha256:cdbc8c9c02463fef4d3c53a9ba3336d05496ec8e1f1c53326a1e4acc11f5c600 \
-    --hash=sha256:e0950ed1bcb9893f4293fd5c5a7ee10934fbf82c4101c70be360db23ce24b7d2 \
-    --hash=sha256:e6693ff90018600c72fd18d3d22fa438be26076cd3c823da5f63f7bab28c11cb \
-    --hash=sha256:ea56a955056a6d6c550cf18b3348656a9d9a4f02e2d0c02cabf3c73f1055d506 \
-    --hash=sha256:ebaed4cef74a045b83e23537b52ef19a367c7e3f536751e355a2a394f8648559 \
-    --hash=sha256:ec795530a73c269a55130498842aaa762e4a939f6ce481a7e986eeaa790e9da4 \
-    --hash=sha256:ed193ce51d77a3830cad399a529cd4ef029968761f43ddc549e1bc62b40d88f8 \
-    --hash=sha256:ee8db7bfb6fe03581bbab54d7c4124a6dd6a7f4273a38f7267197890f094675f \
-    --hash=sha256:f30491bc4f862aa15744b9738517454f1e46e56c972a2be87d70d727d5b2a8f8 \
-    --hash=sha256:f89b6d0b3a8d81e1929d3ab3d92bbc225688bd80a770c49432543928fe09ac55 \
-    --hash=sha256:fa72e71977bff96567b0f500fc5bfd2fdf915f34052c782a4c6ebbdaa97aa858 \
-    --hash=sha256:fe0b8c83e0f36247fc9431ce5425a5d95f9b3a689133d494831bdbd6f0bceb13 \
-    --hash=sha256:ff51f9d657d1afb6f410cb435792ce4e1fe427aab23d2fcd727a2876e21d4cb6
-    # via trino
+orjson==3.11.9 \
+    --hash=sha256:011382e2a60fda9d46f1cdee31068cfc52ffe952b587d683ec0463002802a0f4 \
+    --hash=sha256:03db380e3780fa0015ed776a90f20e8e20bb11dde13b216ce19e5718e3dfba62 \
+    --hash=sha256:051b102c93b4f634e89f3866b07b9a9a98915ada541f4ec30f177067b2694979 \
+    --hash=sha256:08f4d8ebb44925c794e535b2bebc507cebf32209df81de22ae285fb0d8d66de0 \
+    --hash=sha256:0b34789fa0da61cf7bef0546b09c738fb195331e017e477096d129e9105ab03d \
+    --hash=sha256:0e4eed3b200023042814d2fc8a5d2e880f13b52e1ed2485e83da4f3962f7dc1a \
+    --hash=sha256:115ab5f5f4a0f203cc2a5f0fb09aee503a3f771aa08392949ab5ca230c4fbdbd \
+    --hash=sha256:135869ef917b8704ea0a94e01620e0c05021c15c52036e4663baffe75e72f8ce \
+    --hash=sha256:147302878da387104b66bb4a8b0227d1d487e976ce41a8501916161072ed87b1 \
+    --hash=sha256:14ed654580c1ed2bc217352ec82f91b047aef82951aa71c7f64e0dcb03c0e180 \
+    --hash=sha256:16969c9d369c98eb084889c6e4d2d39b77c7eb38ceccf8da2a9fff62ae908980 \
+    --hash=sha256:19b72ed11572a2ee51a67a903afbe5af504f84ed6f529c0fe44b0ab3fb5cc697 \
+    --hash=sha256:231742b4a11dad8d5380a435962c57e91b7c37b79be858f4ef1c0df1a259897e \
+    --hash=sha256:25e4aed0312d292c09f61af25bba34e0b2c88546041472b09088c39a4d828af1 \
+    --hash=sha256:26a473dbb4162108b27901492546f83c76fdcea3d0eadff00ae7a07e18dcce09 \
+    --hash=sha256:277fefe9d76ee17eb14debf399e3533d4d63b5f677a4d3719eb763536af1f4bd \
+    --hash=sha256:2d057a602cdd19a0ad680417527c45b6961a095081c0f46fe0e03e304aac6470 \
+    --hash=sha256:32ef5f4283a3be81913947d19608eacb7c6608026851123790cd9cc8982af34b \
+    --hash=sha256:33d7d766701847dc6729846362dc27895d2f2d2251264f9d10e7cb9878194877 \
+    --hash=sha256:34fd2317602587321faab75ab76c623a0117e80841a6413654f04e47f339a8fb \
+    --hash=sha256:3513550321f8c8c811a7c3297b8a630e82dc08e4c10216d07703c997776236cd \
+    --hash=sha256:380cdce7ba24989af81d0a7013d0aaec5d0e2a21734c0e2681b1bc4f141957fe \
+    --hash=sha256:3a81d52442a7c99b3662333235b3adf96a1715864658b35bb797212be7bddb97 \
+    --hash=sha256:3ebca4179031ee716ed076ffadc29428e900512f6fccee8614c9983157fcf19c \
+    --hash=sha256:48ee05097750de0ff69ed5b7bbcf0732182fd57a24043dcc2a1da780a5ead3a5 \
+    --hash=sha256:4bab1b2d6141fe7b32ae71dac905666ece4f94936efbfb13d55bb7739a3a6021 \
+    --hash=sha256:4d4e98d6f3b8afed8bc8cd9718ec0cdf46661826beefb53fe8eafb37f2bf0362 \
+    --hash=sha256:4d7fde5501b944f83b3e665e1b31343ff6e154b15560a16b7130ea1e594a4206 \
+    --hash=sha256:4da3c38a2083ca4aaf9c2a36776cce3e9328e6647b10d118948f3cfb4913ffe4 \
+    --hash=sha256:4e39364e726a8fff737309aff059ff67d8a8c8d5b677be7bb49a8b3e84b7e218 \
+    --hash=sha256:4fd66214623f1b17501df9f0543bef0b833979ab5b6ded1e1d123222866aa8c9 \
+    --hash=sha256:4fef17e1f8722c11587a6ef18e35902450221da0028e65dbaaa543619e68e48f \
+    --hash=sha256:53b50b0e14084b8f7e29c5ce84c5af0f1160169b30d8a6914231d97d2fe297d4 \
+    --hash=sha256:57ea77fb70a448ce87d18fca050193202a3da5e54598f6501ca5476fb66cfe02 \
+    --hash=sha256:59e403b1cc5a676da8eaf31f6254801b7341b3e29efa85f92b48d272637e77be \
+    --hash=sha256:5b192c6cf397e4455b11523c5cf2b18ed084c1bbd61b6c0926344d2129481972 \
+    --hash=sha256:5f63aaf97afd9f6dec5b1a68e1b8da12bfccb4cb9a9a65c3e0b6c847849e7586 \
+    --hash=sha256:63e0efbc991250c0b3143488fa57d95affcabbfc63c99c48d625dd37779aafe2 \
+    --hash=sha256:6cc7923789694fd58f001cbcac7e47abc13af4d560ebbfcf3b41a8b1a0748124 \
+    --hash=sha256:71e63adb0e1f1ed5d9e168f50a91ceb93ae6420731d222dc7da5c69409aa47aa \
+    --hash=sha256:71f3db16e69b667b132e0f305a833d5497da302d801508cbb051ed9a9819da47 \
+    --hash=sha256:844417969855fc7a41be124aafe83dc424592a7f77cd4501900c67307122b92c \
+    --hash=sha256:8697ab6a080a5c46edaad50e2bc5bd8c7ca5c66442d24104fa44ec74910a8244 \
+    --hash=sha256:87e4d4ab280b0c87424d47695bec2182caf8cfc17879ea78dab76680194abc13 \
+    --hash=sha256:8aff7da9952a5ad1cef8e68017724d96c7b9a66e99e91d6252e1b133d67a7b10 \
+    --hash=sha256:8ecc30f10465fa1e0ce13fd01d9e22c316e5053a719a8d915d4545a09a5ff677 \
+    --hash=sha256:97d0d932803c1b164fde11cb542a9efcb1e0f63b184537cca65887147906ff48 \
+    --hash=sha256:97db4c94a7db398a5bd636273324f0b3fd58b350bbbac8bb380ceb825a9b40f4 \
+    --hash=sha256:9af678d6488357948f1f84c6cd1c1d397c014e1ae2f98ae082a44eb48f602624 \
+    --hash=sha256:9ef6fe90aadef185c7b128859f40beb24720b4ecea95379fc9000931179c3a49 \
+    --hash=sha256:9f78cf8fec5bd627f4082b8dfeac7871b43d7f3274904492a43dab39f18a19a0 \
+    --hash=sha256:a028425d1b440c5d92a6be1e1a020739dfe67ea87d96c6dbe828c1b30041728b \
+    --hash=sha256:a6082706765a95a6680d812e1daf1c0cfe8adec7831b3ff3b625693f3b461b1c \
+    --hash=sha256:a8f5f8bc7ce7d59f08d9f99fa510c06496164a24cb5f3d34537dbd9ca30132e2 \
+    --hash=sha256:aaea64f3f467d22e70eeed68bdccb3bc4f83f650446c4a03c59f2cba28a108db \
+    --hash=sha256:ace6c58523302d3b97b6ac5c38a5298a54b473762b6be82726b4265c41029f92 \
+    --hash=sha256:b3afcf569c15577a9fe64627292daa3e6b3a70f4fb77a5df246a87ec21681b94 \
+    --hash=sha256:b6ef1979adc4bc243523f1a2ba91418030a8e29b0a99cbe7e0e2d6807d4dce6e \
+    --hash=sha256:be4fa4f0af7fa18951f7ab3fc2148e223af211bf03f59e1c6034ec3f97f21d61 \
+    --hash=sha256:c2d3dc759490128c5c1711a53eeaa8ee1d437fd0038ffd2b6008abf46db3f882 \
+    --hash=sha256:c5d001196b89fa9cf0a4ab79766cd835b991a166e4b621ba95089edc50c429ff \
+    --hash=sha256:cce9127885941bd28f080cecf1f1d288336b7e0d812c345b08be88b572796254 \
+    --hash=sha256:cde1a448023ba7d5bb4c01c5afb48894380b5e4956e0627266526587ef4e535f \
+    --hash=sha256:d4087e5c0209a0a8efe4de3303c234b9c44d1174161dcd851e8eea07c7560b32 \
+    --hash=sha256:d8ea516b3726d190e1b4297e6f4e7a8650347ae053868a18163b4dd3641d1fff \
+    --hash=sha256:e30ab17845bb9fa54ccf67fa4f9f5282652d54faa6d17452f47d0f369d038673 \
+    --hash=sha256:e5c9b8f28e726e97d97696c826bc7bea5d71cecd63576dba92924a32c1961291 \
+    --hash=sha256:ea407d4ccf5891d667d045fecae97a7a1e5e87b3b97f97ae1803c2e741130be0 \
+    --hash=sha256:ea5c46eb2d3af39e806b986f4b09d5c2706a1f5afde3cbf7544ce6616127173c \
+    --hash=sha256:eebdbdeef0094e4f5aefa20dcd4eb2368ab5e7a3b4edea27f1e7b2892e009cf9 \
+    --hash=sha256:f01c4818b3fc9b0da8e096722a84318071eaa118df35f6ed2344da0e73a5444f \
+    --hash=sha256:f36b7f32c7c0db4a719f1fc5824db4a9c6f8bd1a354debb91faf26ebf3a4c71e \
+    --hash=sha256:f5d89a2ed90731df3be64bab0aa44f78bff39fdc9d71c291f4a8023aa46425b7 \
+    --hash=sha256:ffe02797b5e9f3a9d8292ddcd289b474ad13e81ad83cd1891a240811f1d2cb81
+    # via
+    #   pymilvus
+    #   trino
 overrides==7.7.0 \
     --hash=sha256:55158fa3d93b98cc75299b1e67078ad9003ca27945c76162c1c0766d6f91820a \
     --hash=sha256:c7ed9d062f78b8e4c1a7b70bd8796b35ead4d9f510227ef9c5dc7626c60d7e49
     # via jupyter-server
-packaging==26.2 \
-    --hash=sha256:5fc45236b9446107ff2415ce77c807cee2862cb6fac22b8a73826d0693b0980e \
-    --hash=sha256:ff452ff5a3e828ce110190feff1178bb1f2ea2281fa2075aadb987c2fb221661
+packaging==25.0 \
+    --hash=sha256:29572ef2b1f17581046b3a2227d5c611fb25ec70ca1ba8554b24b0e69331a484 \
+    --hash=sha256:d443872c98d677bf60f6a1f2f8c1cb748e8fe762d2bf9d3148b5599295b0fc4f
     # via
     #   accelerate
     #   build
@@ -3101,12 +3589,14 @@ packaging==26.2 \
     #   jupyterlab-server
     #   lazy-loader
     #   marshmallow
+    #   matplotlib
+    #   mlflow-skinny
+    #   mlflow-tracing
     #   nbconvert
     #   openlineage-python
     #   pandas-gbq
     #   pytest
     #   ray
-    #   safetensors
     #   scikit-image
     #   snowflake-connector-python
     #   sphinx
@@ -3179,6 +3669,7 @@ pandas==2.3.3 \
     #   google-cloud-bigquery
     #   great-expectations
     #   ibis-framework
+    #   mlflow
     #   pandas-gbq
     #   pymilvus
     #   snowflake-connector-python
@@ -3194,9 +3685,9 @@ parsimonious==0.11.0 \
     --hash=sha256:32e3818abf9f05b3b9f3b6d87d128645e30177e91f614d2277d88a0aea98fae2 \
     --hash=sha256:e080377d98957beec053580d38ae54fcdf7c470fb78670ba4bf8b5f9d5cad2a9
     # via singlestoredb
-parso==0.8.6 \
-    --hash=sha256:2b9a0332696df97d454fa67b81618fd69c35a7b90327cbe6ba5c92d2c68a7bfd \
-    --hash=sha256:2c549f800b70a5c4952197248825584cb00f033b29c692671d3bf08bf380baff
+parso==0.8.7 \
+    --hash=sha256:a8926eb2a1b915486941fdbd31e86a4baf88fe8c210f25f2f35ecec5b574ca1c \
+    --hash=sha256:eaaac4c9fdd5e9e8852dc778d2d7405897ec510f2a298071453e5e3a07914bb1
     # via jedi
 parsy==2.2 \
     --hash=sha256:5e981613d9d2d8b68012d1dd0afe928967bea2e4eefdb76c2f545af0dd02a9e7 \
@@ -3329,16 +3820,17 @@ pillow==11.3.0 \
     #   docling-parse
     #   easyocr
     #   imageio
+    #   matplotlib
     #   python-pptx
     #   scikit-image
     #   torchvision
-pip==26.1 \
-    --hash=sha256:4e8486d821d814b77319acb7b9e8bf5a4ee7590a643e7cb21029f209be8573c1 \
-    --hash=sha256:81e13ebcca3ffa8cc85e4deff5c27e1ee26dea0aa7fc2f294a073ac208806ff3
+pip==26.1.2 \
+    --hash=sha256:382ff9f685ee3bc25864f820aa50505825f10f5458ffff07e30a6d96e5715cab \
+    --hash=sha256:f49cd134c61cf2fd75e0ce2676db03e4054504a5a4986d00f8299ae632dc4605
     # via pip-tools
-pip-tools==7.5.3 \
-    --hash=sha256:3aac0c473240ae90db7213c033401f345b05197293ccbdd2704e52e7a783785e \
-    --hash=sha256:8fa364779ebc010cbfe17cb9de404457ac733e100840423f28f6955de7742d41
+pip-tools==7.6.0 \
+    --hash=sha256:4bd99155b6d8de358a214b0865e1a2855a453570c1a83d40f7b564870b8657be \
+    --hash=sha256:c1c59f7844df4866fa9542d3f50d1f44be537ac0027cb50b2563d6a992853981
     # via feast (pyproject.toml)
 platformdirs==3.11.0 \
     --hash=sha256:cf8ee52a3afdb965072dcc652433e0c7e3e40cf5ea1477cd4b3b1d2eb75495b3 \
@@ -3366,164 +3858,163 @@ pre-commit==3.3.1 \
     --hash=sha256:218e9e3f7f7f3271ebc355a15598a4d3893ad9fc7b57fe446db75644543323b9 \
     --hash=sha256:733f78c9a056cdd169baa6cd4272d51ecfda95346ef8a89bf93712706021b907
     # via feast (pyproject.toml)
-prometheus-client==0.25.0 \
-    --hash=sha256:5e373b75c31afb3c86f1a52fa1ad470c9aace18082d39ec0d2f918d11cc9ba28 \
-    --hash=sha256:d5aec89e349a6ec230805d0df882f3807f74fd6c1a2fa86864e3c2279059fed1
+prometheus-client==0.24.1 \
+    --hash=sha256:150db128af71a5c2482b36e588fc8a6b95e498750da4b17065947c16070f4055 \
+    --hash=sha256:7e0ced7fbbd40f7b84962d5d2ab6f17ef88a72504dcf7c0b40737b43b2a461f9
     # via
     #   feast (pyproject.toml)
     #   jupyter-server
-prompt-toolkit==3.0.52 \
-    --hash=sha256:28cde192929c8e7321de85de1ddbe736f1375148b02f2e17edd840042b1be855 \
-    --hash=sha256:9aac639a3bbd33284347de5ad8d68ecc044b91a762dc39b7c21095fcd6a19955
+prompt-toolkit==3.0.53 \
+    --hash=sha256:01c0891d7f9237d5e339f7d3e42cdae80b7534abb1c7c0e3352efba6231492f2 \
+    --hash=sha256:9ec8a0ad96d5c56148b3f914aa79c1564c3fde5d2e6b876e7bc327e353cf8fa6
     # via ipython
-propcache==0.4.1 \
-    --hash=sha256:0002004213ee1f36cfb3f9a42b5066100c44276b9b72b4e1504cddd3d692e86e \
-    --hash=sha256:0013cb6f8dde4b2a2f66903b8ba740bdfe378c943c4377a200551ceb27f379e4 \
-    --hash=sha256:005f08e6a0529984491e37d8dbc3dd86f84bd78a8ceb5fa9a021f4c48d4984be \
-    --hash=sha256:031dce78b9dc099f4c29785d9cf5577a3faf9ebf74ecbd3c856a7b92768c3df3 \
-    --hash=sha256:05674a162469f31358c30bcaa8883cb7829fa3110bf9c0991fe27d7896c42d85 \
-    --hash=sha256:060b16ae65bc098da7f6d25bf359f1f31f688384858204fe5d652979e0015e5b \
-    --hash=sha256:120c964da3fdc75e3731aa392527136d4ad35868cc556fd09bb6d09172d9a367 \
-    --hash=sha256:15932ab57837c3368b024473a525e25d316d8353016e7cc0e5ba9eb343fbb1cf \
-    --hash=sha256:17612831fda0138059cc5546f4d12a2aacfb9e47068c06af35c400ba58ba7393 \
-    --hash=sha256:182b51b421f0501952d938dc0b0eb45246a5b5153c50d42b495ad5fb7517c888 \
-    --hash=sha256:1cdb7988c4e5ac7f6d175a28a9aa0c94cb6f2ebe52756a3c0cda98d2809a9e37 \
-    --hash=sha256:1eb2994229cc8ce7fe9b3db88f5465f5fd8651672840b2e426b88cdb1a30aac8 \
-    --hash=sha256:1f0978529a418ebd1f49dad413a2b68af33f85d5c5ca5c6ca2a3bed375a7ac60 \
-    --hash=sha256:204483131fb222bdaaeeea9f9e6c6ed0cac32731f75dfc1d4a567fc1926477c1 \
-    --hash=sha256:296f4c8ed03ca7476813fe666c9ea97869a8d7aec972618671b33a38a5182ef4 \
-    --hash=sha256:2ad890caa1d928c7c2965b48f3a3815c853180831d0e5503d35cf00c472f4717 \
-    --hash=sha256:2b16ec437a8c8a965ecf95739448dd938b5c7f56e67ea009f4300d8df05f32b7 \
-    --hash=sha256:2bb07ffd7eaad486576430c89f9b215f9e4be68c4866a96e97db9e97fead85dc \
-    --hash=sha256:333ddb9031d2704a301ee3e506dc46b1fe5f294ec198ed6435ad5b6a085facfe \
-    --hash=sha256:357f5bb5c377a82e105e44bd3d52ba22b616f7b9773714bff93573988ef0a5fb \
-    --hash=sha256:35c3277624a080cc6ec6f847cbbbb5b49affa3598c4535a0a4682a697aaa5c75 \
-    --hash=sha256:364426a62660f3f699949ac8c621aad6977be7126c5807ce48c0aeb8e7333ea6 \
-    --hash=sha256:381914df18634f5494334d201e98245c0596067504b9372d8cf93f4bb23e025e \
-    --hash=sha256:3d233076ccf9e450c8b3bc6720af226b898ef5d051a2d145f7d765e6e9f9bcff \
-    --hash=sha256:3d902a36df4e5989763425a8ab9e98cd8ad5c52c823b34ee7ef307fd50582566 \
-    --hash=sha256:3f7124c9d820ba5548d431afb4632301acf965db49e666aa21c305cbe8c6de12 \
-    --hash=sha256:405aac25c6394ef275dee4c709be43745d36674b223ba4eb7144bf4d691b7367 \
-    --hash=sha256:41a89040cb10bd345b3c1a873b2bf36413d48da1def52f268a055f7398514874 \
-    --hash=sha256:43eedf29202c08550aac1d14e0ee619b0430aaef78f85864c1a892294fbc28cf \
-    --hash=sha256:473c61b39e1460d386479b9b2f337da492042447c9b685f28be4f74d3529e566 \
-    --hash=sha256:49a2dc67c154db2c1463013594c458881a069fcf98940e61a0569016a583020a \
-    --hash=sha256:4b536b39c5199b96fc6245eb5fb796c497381d3942f169e44e8e392b29c9ebcc \
-    --hash=sha256:4c3c70630930447f9ef1caac7728c8ad1c56bc5015338b20fed0d08ea2480b3a \
-    --hash=sha256:4d3df5fa7e36b3225954fba85589da77a0fe6a53e3976de39caf04a0db4c36f1 \
-    --hash=sha256:4d7af63f9f93fe593afbf104c21b3b15868efb2c21d07d8732c0c4287e66b6a6 \
-    --hash=sha256:501d20b891688eb8e7aa903021f0b72d5a55db40ffaab27edefd1027caaafa61 \
-    --hash=sha256:521a463429ef54143092c11a77e04056dd00636f72e8c45b70aaa3140d639726 \
-    --hash=sha256:5558992a00dfd54ccbc64a32726a3357ec93825a418a401f5cc67df0ac5d9e49 \
-    --hash=sha256:55c72fd6ea2da4c318e74ffdf93c4fe4e926051133657459131a95c846d16d44 \
-    --hash=sha256:564d9f0d4d9509e1a870c920a89b2fec951b44bf5ba7d537a9e7c1ccec2c18af \
-    --hash=sha256:580e97762b950f993ae618e167e7be9256b8353c2dcd8b99ec100eb50f5286aa \
-    --hash=sha256:5a103c3eb905fcea0ab98be99c3a9a5ab2de60228aa5aceedc614c0281cf6153 \
-    --hash=sha256:5c3310452e0d31390da9035c348633b43d7e7feb2e37be252be6da45abd1abcc \
-    --hash=sha256:5d4e2366a9c7b837555cf02fb9be2e3167d333aff716332ef1b7c3a142ec40c5 \
-    --hash=sha256:5fd37c406dd6dc85aa743e214cef35dc54bbdd1419baac4f6ae5e5b1a2976938 \
-    --hash=sha256:60a8fda9644b7dfd5dece8c61d8a85e271cb958075bfc4e01083c148b61a7caf \
-    --hash=sha256:66c1f011f45a3b33d7bcb22daed4b29c0c9e2224758b6be00686731e1b46f925 \
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+    --hash=sha256:cc1177027eda740fdb152706bd215a3f124e3eea15afc39f2cb9fe351b50619e \
+    --hash=sha256:cc49723e2f60d6b32a0f0b08a3fd6d13203c07f1cd9566cfce0f12a917c967a2 \
+    --hash=sha256:cc6fc3cc62e8501d3ed62894425040d2728ecddb1ed072737a5c70bd537aa9f0 \
+    --hash=sha256:cd416c1de191973c52ff1a12a57446bfc7642797b282d7caf2162d7d1b8aa9a0 \
+    --hash=sha256:cd645f03898405cabe694fb8bc35241e3a9c332ec85627584fe3de201452b335 \
+    --hash=sha256:cef6cea3922890dd6c9654971001fa797b526c16ab5e1e46c05fd6f877be7568 \
+    --hash=sha256:cfa21e036ce1e1db2be04ba3b85d2df1bb1702fa01932d984c5464c665228ff4 \
+    --hash=sha256:d0326e2e5e1f3163fa306c834e48e8d490e5fae607a097a40c0648109b47ba80 \
+    --hash=sha256:d310c013aad2c72f1c3f2f8dd3279d460a858c551f97aeb8c63e4693cca7b4d2 \
+    --hash=sha256:d447bb0b3054be5818458fbb171208b1d9ff11eba14e18ca18b90cbb45767370 \
+    --hash=sha256:d4dc37dec6c6cdad0b57881a5658fd14fbf53e333b1a86cf86559f190e1d9ec4 \
+    --hash=sha256:d5a81be28596d6559f6131ef33e10200de6e17643b3c74ce03f9eb103be6ae8b \
+    --hash=sha256:d9ee8826a7d47863a08ac44e1a5f611a462eefc3a194b492da242128bec75b42 \
+    --hash=sha256:db2b80ea58eab4f86b2beec3cc8b39e8ff9276ac20e96b7cce43c8ae84cd6b5a \
+    --hash=sha256:decfca4c79dd53ebab484b00cc4b6717d8c369f86e74aa4ca395a64ac651495e \
+    --hash=sha256:dfed59d0a5aeb01e242e66ff0300bc4a265a7c05f612d30016f0b60b1017d757 \
+    --hash=sha256:e00820e192c8dbebcafb383ebbf99030895f09905e7a0eb2e0340a0bcc2bc825 \
+    --hash=sha256:e4294d04a94dcab1b3bccd8b66d962dcad411a1d19414b2a41d1445f1de32ad0 \
+    --hash=sha256:e59bc9e66329185b93dab73f210f1a37f81cb40f321501db8017c9aea15dba27 \
+    --hash=sha256:e5cbfac9f61484f7e9f3597775500cd3ebe8274e9b050c38f9525c77c97520bf \
+    --hash=sha256:f064f8d2b59177878b7615df1735cd8fe3462ed6be8c7b217d17a276489c2b7f \
+    --hash=sha256:f156a3529f38063b6dbaf356e15602a7f95f8055b1295a438433a6386f10463d \
+    --hash=sha256:f19bb891234d72535764d703bfed1153cc34f4214d5bd7150aee1eec9e8f4366 \
+    --hash=sha256:f7467da8a9822bf1a55336f877340c5bcbd3c482afc43a99771169f74a26dedc \
+    --hash=sha256:f78abfa8dfc32376fd1aacf597b2f2fbbe0ea751419aee718af5d4f82537ef8c \
+    --hash=sha256:f7eabc04151c78a9f4d5bbb5f1faf571e4defeb4b585e0fe95b60ff2dbe4d3d7 \
+    --hash=sha256:f814362777a9f841adddb200ecdf8f5cb1e5a3c4b7a86378edbd6ccb26edd702 \
+    --hash=sha256:fc299c129490f55f254cd90be0deca4764e36e9a7c08b4aa588479a3bbed3098 \
+    --hash=sha256:fc76378c62a0f04d0cd82fbb1a2cd2d7e28fcb40d5873f28a6c44e388aaa2751 \
+    --hash=sha256:fc88b26f08d634f7bc819a7852e5214f5802641ab8d9fd5326892292eee1993e \
+    --hash=sha256:fe67a3d11cd9b4efabfa45c3d00ffba2b26811442a73a581a94b67c2b5faccf6
     # via
     #   aiohttp
     #   yarl
-proto-plus==1.27.2 \
-    --hash=sha256:6432f75893d3b9e70b9c412f1d2f03f65b11fb164b793d14ae2ca01821d22718 \
-    --hash=sha256:b2adde53adadf75737c44d3dcb0104fde65250dfc83ad59168b4aa3e574b6a24
+proto-plus==1.28.2 \
+    --hash=sha256:26d843eb99c1e32fdf1d20ff0faae56607f7748fe774acf9ecd5cfe6c6472501 \
+    --hash=sha256:b874236fcac2358f601e4330bcb76cb8b89c851303ccf4078408b3d4774d1c52
     # via
     #   google-api-core
     #   google-cloud-bigquery-storage
     #   google-cloud-bigtable
     #   google-cloud-datastore
-protobuf==4.25.9 \
-    --hash=sha256:3683c05154252206f7cb2d371626514b3708199d9bcf683b503dabf3a2e38e06 \
-    --hash=sha256:438c636de8fb706a0de94a12a268ef1ae8f5ba5ae655a7671fcda5968ba3c9be \
-    --hash=sha256:79faf4e5a80b231d94dcf3a0a2917ccbacf0f586f12c9b9c91794b41b913a853 \
-    --hash=sha256:7f7c1abcea3fc215918fba67a2d2a80fbcccc0f84159610eb187e9bbe6f939ee \
-    --hash=sha256:9481e80e8cffb1c492c68e7c4e6726f4ad02eebc4fa97ead7beebeaa3639511d \
-    --hash=sha256:9560813560e6ee72c11ca8873878bdb7ee003c96a57ebb013245fe84e2540904 \
-    --hash=sha256:999146ef02e7fa6a692477badd1528bcd7268df211852a3df2d834ba2b480791 \
-    --hash=sha256:b0dc7e7c68de8b1ce831dacb12fb407e838edbb8b6cc0dc3a2a6b4cbf6de9cff \
-    --hash=sha256:b1d467352de666dc1b6d5740b6319d9c08cab7b21b452501e4ee5b0ac5156780 \
-    --hash=sha256:bde396f568b0b46fc8fbfe9f02facf25b6755b2578a3b8ac61e74b9d69499e03 \
-    --hash=sha256:d49b615e7c935194ac161f0965699ac84df6112c378e05ec53da65d2e4cbb6d4
+protobuf==6.33.6 \
+    --hash=sha256:0cd27b587afca21b7cfa59a74dcbd48a50f0a6400cfb59391340ad729d91d326 \
+    --hash=sha256:77179e006c476e69bf8e8ce866640091ec42e1beb80b213c3900006ecfba6901 \
+    --hash=sha256:7d29d9b65f8afef196f8334e80d6bc1d5d4adedb449971fefd3723824e6e77d3 \
+    --hash=sha256:9720e6961b251bde64edfdab7d500725a2af5280f3f4c87e57c0208376aa8c3a \
+    --hash=sha256:a6768d25248312c297558af96a9f9c929e8c4cee0659cb07e780731095f38135 \
+    --hash=sha256:bd56799fb262994b2c2faa1799693c95cc2e22c62f56fb43af311cae45d26f0e \
+    --hash=sha256:c96c37eec15086b79762ed265d59ab204dabc53056e3443e702d2681f4b39ce3 \
+    --hash=sha256:e2afbae9b8e1825e3529f88d514754e094278bb95eadc0e199751cdd9a2e82a2 \
+    --hash=sha256:e9db7e292e0ab79dd108d7f1a94fe31601ce1ee3f7b79e0692043423020b0593 \
+    --hash=sha256:f443a394af5ed23672bc6c486be138628fbe5c651ccbc536873d7da23d1868cf
     # via
     #   feast (pyproject.toml)
+    #   databricks-sdk
     #   google-api-core
     #   google-cloud-bigquery-storage
     #   google-cloud-bigtable
@@ -3535,6 +4026,8 @@ protobuf==4.25.9 \
     #   grpcio-status
     #   grpcio-testing
     #   grpcio-tools
+    #   mlflow-skinny
+    #   mlflow-tracing
     #   mypy-protobuf
     #   proto-plus
     #   pymilvus
@@ -3577,80 +4070,70 @@ psutil==5.9.0 \
     #   feast (pyproject.toml)
     #   accelerate
     #   ipykernel
-psycopg[binary, pool]==3.2.5 \
-    --hash=sha256:b782130983e5b3de30b4c529623d3687033b4dafa05bb661fc6bf45837ca5879 \
-    --hash=sha256:f5f750611c67cb200e85b408882f29265c66d1de7f813add4f8125978bfd70e8
+psycopg[binary, pool]==3.3.4 \
+    --hash=sha256:b6bbc25ccf05c8fad3b061d9db2ef0909a555171b84b07f29458a447253d679a \
+    --hash=sha256:e21207764952cff81b6b8bdacad9a3939f2793367fdac2987b3aac36a651b5bc
     # via feast (pyproject.toml)
-psycopg-binary==3.2.5 \
-    --hash=sha256:02fb96091e2fb3ea1470b113fef08953baaedbca1d39a3f72d82cb615177846c \
-    --hash=sha256:11e3ed8b94c750d54fc3e4502dd930fb0fd041629845b6a7ce089873ac9756b0 \
-    --hash=sha256:1494827c43265820d5dcdc6f8086521bc7dd04b9da8831310978a788cdcd2e62 \
-    --hash=sha256:21b839f9bfd77ed074f7f71464a43f453400c57d038a0ba0716329a28e335897 \
-    --hash=sha256:23a1dc61abb8f7cc702472ab29554167a9421842f976c201ceb3b722c0299769 \
-    --hash=sha256:274e852f9e61252bc8e80a0a43d300ba352d40219e856733054023a3bb960eb4 \
-    --hash=sha256:28bd5cb2324567e5e70f07fe1d646398d6b0e210e28b49be0e69593590a59980 \
-    --hash=sha256:2b053eae21dd3a6828b516a1171e1274d1af5f7c07d2d9a8f597f2e19c732168 \
-    --hash=sha256:2cbb8649cfdacbd14e17f5ab78edc52d33350013888518c73e90c5d17d7bea55 \
-    --hash=sha256:2cc86657c05e09c701e97f87132cd58e0d55381dd568520081ac1fe7580a9bbb \
-    --hash=sha256:2d10ce4c39eb9631381a0c3792727946a4391e843625a7ee9579ac6bb11495a5 \
-    --hash=sha256:2d22a15e45f43d36ed35aed4d5261f8ef6ab7d9b84ee075576ca56ae03b9e0aa \
-    --hash=sha256:2dbaf32c18c0d11c4480016b89c9c5cadb7b64c55de7f181d222b189bd13a558 \
-    --hash=sha256:32b5673736f04c36ccbf8012800fe5bc01b46dac22c5d59e41b043bebaad9d3d \
-    --hash=sha256:375149006e21d58ed8aba640e0295d8e636043064c433af94eb58057f9b96877 \
-    --hash=sha256:393ab353196d364858b47317d27804ecc58ab56dbde32217bd67f0f2f2980662 \
-    --hash=sha256:39e2cd10bf15442d95c3f48376b25dc33360418ea6c3c05884d8bf42407768c0 \
-    --hash=sha256:3d2e57a1d06f3968e49e948ba374f21a7d8dcf44f37d582a4aeddeb7c85ce239 \
-    --hash=sha256:3eb71cfc35116e4a8e336b7e785f1fe06ca23b4516a48ea91facd577d1a1fdf6 \
-    --hash=sha256:3f893c0ed3d5c7b83b76b1f8f7d3ca5a03e38bcd3cab5d65b5c25a0d1064aca4 \
-    --hash=sha256:473f6827cf1faf3924eb77146d1e85126a1b5e48a88053b8d8b78dd29e971d78 \
-    --hash=sha256:48f97936145cb7de18b95d85670b2d3e2c257277263272be05815b74fb0ef195 \
-    --hash=sha256:48fcb12a0a72fdfe4102bdb1252a7366e8d73a2c89fe6ce5923be890de367c2f \
-    --hash=sha256:4914dc60f2fddf0884464985e31d775aa865b665471fa156ec2f56fa72a1a097 \
-    --hash=sha256:51a96d9fe51f718912b4a0089784f1f32d800217499fd0f0095b888506aba4c5 \
-    --hash=sha256:5244bebaa9734a236b7157fb57c065b6c0f2344281916187bd73f951df1899e0 \
-    --hash=sha256:5b81342e139ddccfa417832089cd213bd4beacd7a1462ca4019cafe71682d177 \
-    --hash=sha256:5d2253189aa4cca0a425e2ca896d1a29760cd3a2b10ab12194e4e827a566505c \
-    --hash=sha256:5fd017d7ed71c58f19b0f614e7bfb8f01ec862bacb67ae584f494d090956102e \
-    --hash=sha256:605f70e267222d567fc40de7813ee3fb29f8145a1a20aa6fd3dc62baba9312f1 \
-    --hash=sha256:60d0f36a42a822e43c4c7472df8a0c980c0f32e5d74ed871333c423a4e942f11 \
-    --hash=sha256:62965045cc0fe3dc5dd55d39779620b225ef75962825c7b1b533033cb91810bd \
-    --hash=sha256:65162a9cc3f86d70b1d895dbda506e3c079f80d082eb41c54d3f6d33a00b3965 \
-    --hash=sha256:659f2c675d478b1bc01b95a8d3ded74fa939b370e71ffbecd496f617b215eb05 \
-    --hash=sha256:6b581da13126b8715c0c0585cd37ce934c9864d44b2a4019f5487c0b943275e6 \
-    --hash=sha256:71d82dbc7c6c7f5746468e7992e5483aa45b12250d78d220a2431ab88795825c \
-    --hash=sha256:7376b13504396da9678b646f5338462347da01286b2a688a0d8493ec764683a2 \
-    --hash=sha256:7623659d44a6aa032be4a066c658ba45009d768c2481526fbef7c609702af116 \
-    --hash=sha256:7a94020821723a6a210206ddb458001f3ed27e1e6a0555b9422bebf7ead8ff37 \
-    --hash=sha256:7d5f1bfc848a94e0d63fe693adee4f88bd9e5c415ecb4c9c17d2d44eba6795a6 \
-    --hash=sha256:7efe6c732fd2d7e22d72dc4f7cf9b644020adacfff61b0a8a151343da8e661c0 \
-    --hash=sha256:8a602d9fdb567cca090ca19ac3ebf10219065be2a4f8cf9eb8356cffb5a7ab1d \
-    --hash=sha256:8cd9ebf335262e864d740f9dad3f672f61162cc0d4825a5eb5cf50df334a688f \
-    --hash=sha256:8e6f2bef5aed021fbdf46323d3cd8847bf960efb56394698644a8ee2306f8892 \
-    --hash=sha256:93221d5a759bd39b1face1d7d887d2b9ede3e55aefaff8eacf1b663ccdcd204b \
-    --hash=sha256:9639289b72f9339721982e156527c296693236d6192ccc31412ab36fccd1683c \
-    --hash=sha256:98efaedf2bf79f4d563ca039a57a025b72847bd80568f54709cc39fc1404772c \
-    --hash=sha256:9abe093a303e25ac58774a11241150e2fe2947358d1ca12521ad03c90b131060 \
-    --hash=sha256:a4321ee8180982d70458d3e8378e31448901bf0ee40fe0d410a87413578f4098 \
-    --hash=sha256:a82211a43372cba9b1555a110e84e679deec2dc9463ae4c736977dad99dca5ed \
-    --hash=sha256:a91b0e096fdfeb52d86bb8f5ee25dc22483d6960af9b968e6b381a8ec5bfbf82 \
-    --hash=sha256:b5e0acbc991472188c9df40eb56d8a97ad3ad00d4de560b8b74bdc2d94041a8f \
-    --hash=sha256:b6b5a4542aca4095ab35e184517cb0d18895ba4b6661c92865b431fa7b7974d8 \
-    --hash=sha256:ba4a610882171bdaae0779f14e0ff45f3ee271fd2dbf16cdadfc81bd67323232 \
-    --hash=sha256:bc5bd9bf5f5894923b78a41c5becd52d6bced1e1e43744855bd85cb341376ca6 \
-    --hash=sha256:c37eb3be7a6be93f4925ccf52bbfa60244da6c63201770a709dd81a3d2d08534 \
-    --hash=sha256:c3c5fa3d4fa0a651cefab391b783f89bc5e331afa0a4e93c9b16141993fa05c8 \
-    --hash=sha256:ca5e36a3e7480a5c09aed99ecdb8e6554b21485c3b064297fe77f7b1b5806106 \
-    --hash=sha256:d4e0c1b1aa5283f6d9a384ffc7a8400d25386bb98fdb9bddae446e4ef4da7366 \
-    --hash=sha256:dc8bc40d82d1ee8dec136e10707c7f3147a6322fd8014e174a0f3446fb793649 \
-    --hash=sha256:de576c49d7deab2b78088feb24e1f6ae3e16a0020e8496cdd3b8543f5e350e87 \
-    --hash=sha256:e7d215a43343d91ba08301865f059d9518818d66a222a85fb425e4156716f5a6 \
-    --hash=sha256:eb8293d66c6a4ddc72fceb7ad0e111cb196cc394954ae0f9b63c251d97f1b00e \
-    --hash=sha256:ee6d8f489a9b116ea8dc797664a50671585a4ca20573359f067858e1231cc217 \
-    --hash=sha256:efb878d08dd49d7d9d18512e791b418a1171d08f935475eec98305f0886b7c14
+psycopg-binary==3.3.4 \
+    --hash=sha256:018fbed325936da502feb546642c982dcc4b9ffdea32dfef78dbf3b7f7ad4070 \
+    --hash=sha256:0579252a1202cd73e4da137a1426e2dae993ae44e757605344282af3a082848c \
+    --hash=sha256:136f199a407b5348b9b857c504aff60c77622a28482e7195839ce1b51238c4cc \
+    --hash=sha256:13a7f380824c35896dcac7fe0f61440f7ca49d6dc73f3c13a9a4471e6a3b302e \
+    --hash=sha256:17a21953a9e5ff3a16dab692625a3676e2f101db5e40072f39dbee2250194d68 \
+    --hash=sha256:1dc1f79fd16bb1f3f4421417a514607539f17804d95c7ed617265369d1981cae \
+    --hash=sha256:1fbaa292a3c8bb61b45df1ad3da1908ccee7cb889db9425e3557d9e34e2a4829 \
+    --hash=sha256:22cdbf5f91ef7bb91fe0c5757e1962d3127a8010256eefd9c61fcaf441802097 \
+    --hash=sha256:26df2717e59c0473e4465a97dfb1b7afebaa479277870fd5784d1436470db47c \
+    --hash=sha256:276904e3452d6a23d474ef9a21eee19f20eed3d53ddd2576af033827e0ba0992 \
+    --hash=sha256:28b7398fdd19db3232c884fb24550bdfe951221f510e195e233299e4c9b78f97 \
+    --hash=sha256:2c09aad7051326e7603c14e50636db9c01f78272dc54b3accff03d46370461e6 \
+    --hash=sha256:32a6fbf8481e3a370d0d72b860d35948a693cb01281da217f7b2f307636e591a \
+    --hash=sha256:41f2ec0fea529832982bcb6c9415de3c86264ebe562b77a467c0fbcd7efbba8d \
+    --hash=sha256:46893c26858be12cc49ca4226ed6a60b4bfccadd946b3bebb783a60b38788228 \
+    --hash=sha256:47c656a8a7ba6eb0cff1801a4caaa9c8bdc12d03080e273aff1c8ac39971a77e \
+    --hash=sha256:494ca54901be8cf9eb7e02c25b731f2317c378efa44f43e8f9bd0e1184ae7be4 \
+    --hash=sha256:514404ed543efd620c85602b747df2a23cf1241b4067199e1a66f2d2757aaa41 \
+    --hash=sha256:574ea21a9651958f1535c5a1c649c7409e9168bcbffa29a3f2f961f58b322949 \
+    --hash=sha256:580ae30a5f95ccd90008ec697d3ed6a4a2047a516407ad904283fa42086936e9 \
+    --hash=sha256:5ab28a2a7649df3b72e6b674b4c190e448e8e77cf496a65bd846472048de2089 \
+    --hash=sha256:5c4ab71be17bdca30cb34c34c4e1496e2f5d6f20c199c12bad226070b22ef9bf \
+    --hash=sha256:612a627d733f695b1de1f9b4bd511c15f999a5d8b915d444bbd7dd71cf3370da \
+    --hash=sha256:6402a9d8146cf4b3974ded3fd28a971e83dc6a0333eb7822524a3aa20b546578 \
+    --hash=sha256:6b9016b1714da4dd5ecaaa75b82098aa5a0b87854ce9b092e21c27c4ae23e014 \
+    --hash=sha256:71e55ccbdfae79a2ed9c6369c3008a3025817ff9d7e27b32a2d84e2a4267e66e \
+    --hash=sha256:7465bfe6087d2d5b42d4c53b9b11ca9f218e477317a4a162a10e3c19e984ba8e \
+    --hash=sha256:75a9067e236f9b9ae3535b66fe99bddb33d39c0de10112e49b9ab11eee53dc31 \
+    --hash=sha256:773d573e11f437ce0bdb95b7c18dc58390494f96d43f8b45b9760436114f7652 \
+    --hash=sha256:77df19583501ea288eaf15ac0fe7ad01e6d8091a91d5c41df5c718f307d8e31b \
+    --hash=sha256:7f7668f30b9dd5163197e5cbf4e0efd54e00f0a859cc566ce56cfc31f4054839 \
+    --hash=sha256:8c0056529e68dbe9184cd4019a1f3d8f3a4ead2f6fc7a5afcf27d3314edd1277 \
+    --hash=sha256:94596f9e7633ee3f6440711d43bb70aa31cc0a46a900ab8b4201a366ace5c9e7 \
+    --hash=sha256:ab8cca8ef8fb1ccf5b048ae5bd78ba55b9e4b5d472e3ce5ca39ff4d2a9c249e4 \
+    --hash=sha256:ad3bc94054876155549fdaedf4a46d1ec69d39a5bcee377148afe498e84c4b8e \
+    --hash=sha256:b56b603ebcea8aa10b46228b8410ba7f13e7c2ee54389d4d9be0927fd8ce2a70 \
+    --hash=sha256:b6f5a29e9c775b9f12a1a717aa7a2c80f9e1db6f27ba44a5b59c80ac61d2ffcf \
+    --hash=sha256:b7bfff1ca23732b488cbca3076fc11bc98d520ee122514fdb17a8e20d3338f5a \
+    --hash=sha256:bdef84570ebbce1d42b4e7ea952d21c414c5f118ad02fee00c5625f35e134429 \
+    --hash=sha256:c37e024c07308cd06cf3ec51bfd0e7f6157585a4d84d1bce4a7f5f7913719bf8 \
+    --hash=sha256:c677c4ad433cb7150c8cd304a0769ae3bcfbe5ea0676eb53faa7b1443b16d0d3 \
+    --hash=sha256:cf7f73a4a792bc5db58a4b385d8a1467e8d468f7548702fb0ed1e9b7501b1c13 \
+    --hash=sha256:cffc3408d77a27973f33e5d909b624cce683db5fc25964b02fe0aae7886c1007 \
+    --hash=sha256:d7b4d40c153fa352ab3cca530f3a0baedf7621b2ebcbd7f084009522c21788fc \
+    --hash=sha256:dbfdb9b6cc79f31104a7b162a2b921b765fcc62af6c00540a167a8de47e4ed38 \
+    --hash=sha256:df1d567fc430f6df15c9fcf67d87685fc49bdb325adc0db5af1adfb2f44eb5c9 \
+    --hash=sha256:e2631da29253a98bd496e6c4813b24e09a4fe3fb2a9e88513305d6f8747cce95 \
+    --hash=sha256:e7510c37550f91a187e3660a8cc50d4b760f8c3b8b2f89ebc5698cd2c7f2c85d \
+    --hash=sha256:eb05ee1c2b817d27c537333224c9e83c7afb86fe7296ba970990068baf819b16 \
+    --hash=sha256:eb4eed2079c01a4850bf467deacfab56d356d4225040170af03dc9958321242d \
+    --hash=sha256:ee17a2cf4943cde261adfad1bbc5bf38d6b3776d7afff74c7cabcbeaeb08c260 \
+    --hash=sha256:f80e3f2b5331dbbf0901bcb658056c03eeb2c1ef31d774afb0d61598b242e744 \
+    --hash=sha256:f9b1c2533af01cd7648378599f82b0b8ae32f293296e6eec5753a625bc97ef28 \
+    --hash=sha256:fa1cbc10768a796c96d3243656016bf4e337c81c71097270bb7b0ad6210d9765 \
+    --hash=sha256:fbd1d4ed566895ad2d3bf4ddfd8bae90026930ddf29df3b9d91d32c8c47866a7
     # via psycopg
-psycopg-pool==3.3.0 \
-    --hash=sha256:2e44329155c410b5e8666372db44276a8b1ebd8c90f1c3026ebba40d4bc81063 \
-    --hash=sha256:fa115eb2860bd88fce1717d75611f41490dec6135efb619611142b24da3f6db5
+psycopg-pool==3.3.1 \
+    --hash=sha256:2af5b432941c4c9ad5c87b3fa410aec910ec8f7c122855897983a06c45f2e4b5 \
+    --hash=sha256:b10b10b7a175d5cc1592147dc5b7eec8a9e0834eb3ed2c4a92c858e2f51eb63c
     # via psycopg
 ptyprocess==0.7.0 \
     --hash=sha256:4b41f3967fce3af57cc7e94b888626c18bf37a083e3651ca8feeb66d492fef35 \
@@ -3674,57 +4157,50 @@ py4j==0.10.9.9 \
     --hash=sha256:c7c26e4158defb37b0bb124933163641a2ff6e3a3913f7811b0ddbe07ed61533 \
     --hash=sha256:f694cad19efa5bd1dee4f3e5270eb406613c974394035e5bfc4ec1aba870b879
     # via pyspark
-pyarrow==24.0.0 \
-    --hash=sha256:02b001b3ed4723caa44f6cd1af2d5c86aa2cf9971dacc2ffa55b21237713dfba \
-    --hash=sha256:04920d6a71aabd08a0417709efce97d45ea8e6fb733d9ca9ecffb13c67839f68 \
-    --hash=sha256:0b3537c00fb8d384f15ac1e79b6eb6db04a16514c8c1d22e59a9b95c8ba42868 \
-    --hash=sha256:1183baeb14c5f587b1ec52831e665718ce632caab84b7cd6b85fd44f96114495 \
-    --hash=sha256:14e31a3c9e35f1ab6356c6378f6f72830e6d2d5f1791df3774a7b097d18a6a1e \
-    --hash=sha256:1617043b99bd33e5318ae18eb2919af09c71322ef1ca46566cdafc6e6712fb66 \
-    --hash=sha256:1a4e45017efbf115032e4475ee876d525e0e36c742214fbe405332480ecd6275 \
-    --hash=sha256:1b2fe7f9a5566401a0ef2571f197eb92358925c1f0c8dba305d6e43ea0871bb3 \
-    --hash=sha256:1cc9057f0319e26333b357e17f3c2c022f1a83739b48a88b25bfd5fa2dc18838 \
-    --hash=sha256:2392d954fcb920f42d230284b677605e4e2fbb11f2821e823e642abd67fbb491 \
-    --hash=sha256:25ea65d868eb04015cd18e6df2fbe98f07e5bda2abefabcb88fce39a947716f6 \
-    --hash=sha256:295f0a7f2e242dabd513737cf076007dc5b2d59237e3eca37b05c0c6446f3826 \
-    --hash=sha256:2f16197705a230a78270cdd4ea8a1d57e86b2fdcbc34a1f6aebc72e65c986f9a \
-    --hash=sha256:35405aecb474e683fb36af650618fd5340ee5471fc65a21b36076a18bbc6c981 \
-    --hash=sha256:38be1808cdd068605b787e6ca9119b27eb275a0234e50212c3492331680c3b1e \
-    --hash=sha256:3a577bd840ca83f646f0a625dbc571dba7044c43c2d1503afc378b570954345c \
-    --hash=sha256:3b13dedfe76a0ad2d1d859b0811b53827a4e9d93a0bcb05cf59333ab4980cc7e \
-    --hash=sha256:418e48ce50a45a6a6c73c454677203a9c75c966cb1e92ca3370959185f197a05 \
-    --hash=sha256:55a3bc1e3df3b5567b7d27ef551b2283f0c68a5e86f1cd56abc569da4f31335b \
-    --hash=sha256:6165461f55ef6314f026de6638d661188e3455d3ec49834556a0ebbdbace18bb \
-    --hash=sha256:61a3d7eaa97a14768b542f3d284dc6400dd2470d9f080708b13cd46b6ae18136 \
-    --hash=sha256:6233c9ed9ab9d1db47de57d9753256d9dcffbf42db341576099f0fd9f6bf4810 \
-    --hash=sha256:641f795b361874ac9da5294f8f443dfdbee355cf2bd9e3b8d97aaac2306b9b37 \
-    --hash=sha256:644a246325b8c69c595ad1dd4b463eba4b0cdb731370e4a86137d433208d6147 \
-    --hash=sha256:6f066b179d68c413374294bc1735f68475457c933258df594443bb9d88ddc2a0 \
-    --hash=sha256:7986f1fa71cee060ad00758bcc79d3a93bab8559bf978fab9e53472a2e25a17b \
-    --hash=sha256:7c2b98645d576a0b9616892ead22b64a83a5f043c5e2ca15ebcefcb5b70c80cb \
-    --hash=sha256:806f24b4085453c197a5078218d1ee08783ebbba271badd153d1ae22a3ee804f \
-    --hash=sha256:85fe721a14dd823aca09127acbb06c3ca723efbd436c004f16bca601b04dcc83 \
-    --hash=sha256:8adc8e6ce5fccf5dc707046ae4914fd537def529709cc0d285d37a7f9cd442ca \
-    --hash=sha256:9700ebd9a51f5895ce75ff4ac4b3c47a7d4b42bc618be8e713e5d56bacf5f931 \
-    --hash=sha256:9b18371ad2f44044b81a8d23bc2d8a9b6a6226dca775e8e16cfee640473d6c5d \
-    --hash=sha256:a964266397740257f16f7bb2e4f08a0c81454004beab8ff59dd531b73610e9f2 \
-    --hash=sha256:adbbedc55506cbdabb830890444fb856bfb0060c46c6f8026c6c2f2cf86ae795 \
-    --hash=sha256:ae8a1145af31d903fa9bb166824d7abe9b4681a000b0159c9fb99c11bc11ad26 \
-    --hash=sha256:b0e131f880cda8d04e076cee175a46fc0e8bc8b65c99c6c09dff6669335fde74 \
-    --hash=sha256:b196eb3f931862af3fa84c2a253514d859c08e0d8fe020e07be12e75a5a9780c \
-    --hash=sha256:b7d9a514e73bc42711e6a35aaccf3587c520024fe0a25d830a1a8a27c15f4f57 \
-    --hash=sha256:bec9373df11544592b0ba7ec2af0e35059e5f0e7647c6183a854dedd193298f1 \
-    --hash=sha256:c42ab9439498270139cc63e18847a02afe5c8b3ed9c931266533cfe378bd3591 \
-    --hash=sha256:c91d00057f23b8d353039520dc3a6c09d8608164c692e9f59a175a42b2ae0c19 \
-    --hash=sha256:d3e0b61e8efb24ed38898e5cdc5fffa9124be480008d401a1f8071500494ae42 \
-    --hash=sha256:d7027eba1df3b2069e2e8d80f644fa0918b68c46432af3d088ddd390d063ecde \
-    --hash=sha256:d8ddd2768da81d3ee08cfea9b597f4abb4e8e1dc8ae7e204b608d23a0d3ab699 \
-    --hash=sha256:e3268e43984d0b1a185c89b4cfff282a7ead12fc93f56cfd7088bdbcbe727041 \
-    --hash=sha256:e4505fc6583f7b05ab854934896bcac8253b04ac1171a77dfb73efef92076d91 \
-    --hash=sha256:e56a1ffe9bf7b727432b89104cc0849c21582949dd7bdcb34f17b2001a351a76 \
-    --hash=sha256:e6f1278ee4785b6db21229374a1c9e54ec7c549de5d1efc9630b6207de7e170b \
-    --hash=sha256:f7616236ec1bc2b15bfdec22a71ab38851c86f8f05ff64f379e1278cf20c634a \
-    --hash=sha256:fb24ac194bfc5e86839d7dcd52092ee31e5fe6733fe11f5e3b06ef0812b20072
+pyarrow==21.0.0 \
+    --hash=sha256:067c66ca29aaedae08218569a114e413b26e742171f526e828e1064fcdec13f4 \
+    --hash=sha256:072116f65604b822a7f22945a7a6e581cfa28e3454fdcc6939d4ff6090126623 \
+    --hash=sha256:0c4e75d13eb76295a49e0ea056eb18dbd87d81450bfeb8afa19a7e5a75ae2ad7 \
+    --hash=sha256:186aa00bca62139f75b7de8420f745f2af12941595bbbfa7ed3870ff63e25636 \
+    --hash=sha256:1e005378c4a2c6db3ada3ad4c217b381f6c886f0a80d6a316fe586b90f77efd7 \
+    --hash=sha256:203003786c9fd253ebcafa44b03c06983c9c8d06c3145e37f1b76a1f317aeae1 \
+    --hash=sha256:222c39e2c70113543982c6b34f3077962b44fca38c0bd9e68bb6781534425c10 \
+    --hash=sha256:26bfd95f6bff443ceae63c65dc7e048670b7e98bc892210acba7e4995d3d4b51 \
+    --hash=sha256:3a302f0e0963db37e0a24a70c56cf91a4faa0bca51c23812279ca2e23481fccd \
+    --hash=sha256:3a81486adc665c7eb1a2bde0224cfca6ceaba344a82a971ef059678417880eb8 \
+    --hash=sha256:3b4d97e297741796fead24867a8dabf86c87e4584ccc03167e4a811f50fdf74d \
+    --hash=sha256:40ebfcb54a4f11bcde86bc586cbd0272bac0d516cfa539c799c2453768477569 \
+    --hash=sha256:479ee41399fcddc46159a551705b89c05f11e8b8cb8e968f7fec64f62d91985e \
+    --hash=sha256:5051f2dccf0e283ff56335760cbc8622cf52264d67e359d5569541ac11b6d5bc \
+    --hash=sha256:555ca6935b2cbca2c0e932bedd853e9bc523098c39636de9ad4693b5b1df86d6 \
+    --hash=sha256:585e7224f21124dd57836b1530ac8f2df2afc43c861d7bf3d58a4870c42ae36c \
+    --hash=sha256:58c30a1729f82d201627c173d91bd431db88ea74dcaa3885855bc6203e433b82 \
+    --hash=sha256:6299449adf89df38537837487a4f8d3bd91ec94354fdd2a7d30bc11c48ef6e79 \
+    --hash=sha256:65f8e85f79031449ec8706b74504a316805217b35b6099155dd7e227eef0d4b6 \
+    --hash=sha256:689f448066781856237eca8d1975b98cace19b8dd2ab6145bf49475478bcaa10 \
+    --hash=sha256:69cbbdf0631396e9925e048cfa5bce4e8c3d3b41562bbd70c685a8eb53a91e61 \
+    --hash=sha256:731c7022587006b755d0bdb27626a1a3bb004bb56b11fb30d98b6c1b4718579d \
+    --hash=sha256:7be45519b830f7c24b21d630a31d48bcebfd5d4d7f9d3bdb49da9cdf6d764edb \
+    --hash=sha256:898afce396b80fdda05e3086b4256f8677c671f7b1d27a6976fa011d3fd0a86e \
+    --hash=sha256:8d58d8497814274d3d20214fbb24abcad2f7e351474357d552a8d53bce70c70e \
+    --hash=sha256:9b0b14b49ac10654332a805aedfc0147fb3469cbf8ea951b3d040dab12372594 \
+    --hash=sha256:9d9f8bcb4c3be7738add259738abdeddc363de1b80e3310e04067aa1ca596634 \
+    --hash=sha256:a7a102574faa3f421141a64c10216e078df467ab9576684d5cd696952546e2da \
+    --hash=sha256:a7f6524e3747e35f80744537c78e7302cd41deee8baa668d56d55f77d9c464b3 \
+    --hash=sha256:b6b27cf01e243871390474a211a7922bfbe3bda21e39bc9160daf0da3fe48876 \
+    --hash=sha256:b7ae0bbdc8c6674259b25bef5d2a1d6af5d39d7200c819cf99e07f7dfef1c51e \
+    --hash=sha256:bd04ec08f7f8bd113c55868bd3fc442a9db67c27af098c5f814a3091e71cc61a \
+    --hash=sha256:c077f48aab61738c237802836fc3844f85409a46015635198761b0d6a688f87b \
+    --hash=sha256:cdc4c17afda4dab2a9c0b79148a43a7f4e1094916b3e18d8975bfd6d6d52241f \
+    --hash=sha256:cf56ec8b0a5c8c9d7021d6fd754e688104f9ebebf1bf4449613c9531f5346a18 \
+    --hash=sha256:d2fe8e7f3ce329a71b7ddd7498b3cfac0eeb200c2789bd840234f0dc271a8efe \
+    --hash=sha256:dc56bc708f2d8ac71bd1dcb927e458c93cec10b98eb4120206a4091db7b67b99 \
+    --hash=sha256:e563271e2c5ff4d4a4cbeb2c83d5cf0d4938b891518e676025f7268c6fe5fe26 \
+    --hash=sha256:e72a8ec6b868e258a2cd2672d91f2860ad532d590ce94cdf7d5e7ec674ccf03d \
+    --hash=sha256:e99310a4ebd4479bcd1964dff9e14af33746300cb014aa4a3781738ac63baf4a \
+    --hash=sha256:f522e5709379d72fb3da7785aa489ff0bb87448a9dc5a75f45763a795a089ebd \
+    --hash=sha256:fc0d2f88b81dcf3ccf9a6ae17f89183762c8a94a5bdcfa09e05cfe413acf0503 \
+    --hash=sha256:fee33b0ca46f4c85443d6c450357101e47d53e6c3f008d658c27a2d020d44c79
     # via
     #   feast (pyproject.toml)
     #   dask
@@ -3733,15 +4209,17 @@ pyarrow==24.0.0 \
     #   deltalake
     #   google-cloud-bigquery
     #   ibis-framework
+    #   milvus-lite
+    #   mlflow
     #   pandas-gbq
     #   snowflake-connector-python
 pyarrow-hotfix==0.7 \
     --hash=sha256:3236f3b5f1260f0e2ac070a55c1a7b339c4bb7267839bd2015e283234e758100 \
     --hash=sha256:59399cd58bdd978b2e42816a4183a55c6472d4e33d183351b6069f11ed42661d
     # via ibis-framework
-pyasn1==0.6.3 \
-    --hash=sha256:697a8ecd6d98891189184ca1fa05d1bb00e2f84b5977c481452050549c8a72cf \
-    --hash=sha256:a80184d120f0864a52a073acc6fc642847d0be408e7c7252f31390c0f4eadcde
+pyasn1==0.6.4 \
+    --hash=sha256:9c447d8431c947fe4c8febc4ed9e760bc29011a5b01e5c74b67025bd9fb8ce81 \
+    --hash=sha256:deda9277cfd454080ec40b207fb6df82206a3a2688735233cdcd8d3d565f088b
     # via pyasn1-modules
 pyasn1-modules==0.4.2 \
     --hash=sha256:29253a9207ce32b64c3ac6600edc75368f98473906e8fd1043bd6b5b1de2c14a \
@@ -3836,9 +4314,9 @@ pycryptodome==3.23.0 \
     --hash=sha256:e3f2d0aaf8080bda0587d58fc9fe4766e012441e2eed4269a77de6aea981c8be \
     --hash=sha256:eb8f24adb74984aa0e5d07a2368ad95276cf38051fe2dc6605cbcf482e04f2a7
     # via minio
-pydantic==2.13.3 \
-    --hash=sha256:6db14ac8dfc9a1e57f87ea2c0de670c251240f43cb0c30a5130e9720dc612927 \
-    --hash=sha256:af09e9d1d09f4e7fe37145c1f577e1d61ceb9a41924bf0094a36506285d0a84d
+pydantic==2.13.4 \
+    --hash=sha256:45a282cde31d808236fd7ea9d919b128653c8b38b393d1c4ab335c62924d9aba \
+    --hash=sha256:c40756b57adaa8b1efeeced5c196f3f3b7c435f90e84ea7f443901bec8099ef6
     # via
     #   feast (pyproject.toml)
     #   dbt-artifacts-parser
@@ -3850,138 +4328,141 @@ pydantic==2.13.3 \
     #   fastapi-mcp
     #   great-expectations
     #   mcp
+    #   mcp-types
+    #   mlflow-skinny
+    #   mlflow-tracing
     #   pydantic-settings
+    #   pyiceberg
     #   qdrant-client
-pydantic-core==2.46.3 \
-    --hash=sha256:0087084960f209a9a4af50ecd1fb063d9ad3658c07bb81a7a53f452dacbfb2ba \
-    --hash=sha256:031bb17f4885a43773c8c763089499f242aee2ea85cf17154168775dccdecf35 \
-    --hash=sha256:06d5d8820cbbdb4147578c1fe7ffcd5b83f34508cb9f9ab76e807be7db6ff0a4 \
-    --hash=sha256:07bc6d2a28c3adb4f7c6ae46aa4f2d2929af127f587ed44057af50bf1ce0f505 \
-    --hash=sha256:0c9ff69140423eea8ed2d5477df3ba037f671f5e897d206d921bc9fdc39613e7 \
-    --hash=sha256:1105677a6df914b1fb71a81b96c8cce7726857e1717d86001f29be06a25ee6f8 \
-    --hash=sha256:1108da631e602e5b3c38d6d04fe5bb3bfa54349e6918e3ca6cf570b2e2b2f9d4 \
-    --hash=sha256:12bc98de041458b80c86c56b24df1d23832f3e166cbaff011f25d187f5c62c37 \
-    --hash=sha256:13afdd885f3d71280cf286b13b310ee0f7ccfefd1dbbb661514a474b726e2f25 \
-    --hash=sha256:17eaface65d9fc5abb940003020309c1bf7a211f5f608d7870297c367e6f9022 \
-    --hash=sha256:1da3786b8018e60349680720158cc19161cc3b4bdd815beb0a321cd5ce1ad5b1 \
-    --hash=sha256:23cbdb3aaa74dfe0837975dbf69b469753bbde8eacace524519ffdb6b6e89eb7 \
-    --hash=sha256:2798b6ba041b9d70acfb9071a2ea13c8456dd1e6a5555798e41ba7b0790e329c \
-    --hash=sha256:27f9067c3bfadd04c55484b89c0d267981b2f3512850f6f66e1e74204a4e4ce3 \
-    --hash=sha256:28b5f2ef03416facccb1c6ef744c69793175fd27e44ef15669201601cf423acb \
-    --hash=sha256:28e8cf2f52d72ced402a137145923a762cbb5081e48b34312f7a0c8f55928ec3 \
-    --hash=sha256:28ed528c45446062ee66edb1d33df5d88828ae167de76e773a3c7f64bd14e976 \
-    --hash=sha256:2b8e4f2bbdf71415c544b4b1138b8060db7b6611bc927e8064c769f64bed651c \
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+    --hash=sha256:85bb3611ff1802f3ee7fdd7dbff26b56f343fb432d57a4728fdd49b6ef35e2f4 \
+    --hash=sha256:86e1a4418c6cd97d60c95c71164158eaf7324fae7b0923264016baa993eba6fc \
+    --hash=sha256:8b9bab013d1c7a79d3501ff86d0bc9c31bf587db4551677b96bec07df78c6b15 \
+    --hash=sha256:8c5dac79fa1614d1e06ca695109c6105923bd9c7d1d6c918d4e637b7e6b32fd3 \
+    --hash=sha256:8d0820e8192167f80d88d64038e609c31452eeca865b4e1d9950a27a4609b00b \
+    --hash=sha256:8daafc69c93ee8a0204506a3b6b30f586ef54028f52aeeeb5c4cfc5184fd5914 \
+    --hash=sha256:9037063db01f09b09e237c282b6792bd4da634b5402c4e7f0c61effed7701a04 \
+    --hash=sha256:905a0ed8ea6f2d61c1738835f99b699348d7857379083e5fc497fa0c967a407c \
+    --hash=sha256:90884113d8b48f760e9587002789ddd741e76ab9f89518cd1e43b1f1a52ec44b \
+    --hash=sha256:91a06d2e259ecfbd8c901d70c3c507900458498142b3026a296b7de4d1322cc9 \
+    --hash=sha256:926c9541b14b12b1681dca8a0b75feb510b06c6341b70a8e500c2fdcff837cce \
+    --hash=sha256:9401557acd873c3a7f3eb9383edef8ac4968f9510e340f4808d427e75667e7b4 \
+    --hash=sha256:9551187363ffc0de2a00b2e47c25aeaeb1020b69b668762966df15fc5659dd5a \
+    --hash=sha256:962ccbab7b642487b1d8b7df90ef677e03134cf1fd8880bf698649b22a69371f \
+    --hash=sha256:97e7cf2be5c77b7d1a9713a05605d49460d02c6078d38d8bef3cbe323c548424 \
+    --hash=sha256:9aa768456404a8bf48a4406685ac2bec8e72b62c69313734fa3b73cf33b3a894 \
+    --hash=sha256:9bc519fbf2b7578398853d815009ae5e4d4603d12f4e3f91da8c06852d3da3e9 \
+    --hash=sha256:9d56801be94b86a9da183e5f3766e6310752b99ff647e38b09a9500d88e46e76 \
+    --hash=sha256:9f444c499b3eefd3a92e348059471ea0c3a6e303d9c1cec09fa748fd9f895201 \
+    --hash=sha256:9fa8ae11da9e2b3126c6426f147e0fba88d96d65921799bb30c6abd1cb2c97fb \
+    --hash=sha256:a0f62d0a58f4e7da165457e995725421e0064f2255d8eccebc49f41bbc23b109 \
+    --hash=sha256:a396dcc17e5a0b164dbe026896245a4fa9ff402edca1dff0be3d53a517f74de4 \
+    --hash=sha256:aaa2a54443eff1950ba5ddc6b6ccda0d9c84a364276a62f969bdf2a390650848 \
+    --hash=sha256:ad785e92e6dc634c21555edc8bd6b64957ab844541bcb96a1366c202951ae526 \
+    --hash=sha256:af8244b2bef6aaad6d92cda81372de7f8c8d36c9f0c3ea36e827c60e7d9467a0 \
+    --hash=sha256:b078afbc25f3a1436c7a1d2cd3e322497ee99615ba97c563566fdf46aff1ee01 \
+    --hash=sha256:b2f69dec1725e79a012d920df1707de5caf7ed5e08f3be4435e25803efc47458 \
+    --hash=sha256:b8458003118a712e66286df6a707db01c52c0f52f7db8e4a38f0da1d3b94fc4e \
+    --hash=sha256:bb63e0198ca18aad131c089b9204c23079c3afa95487e561f4c522d519e55aba \
+    --hash=sha256:bfec22eab3c8cc2ceec0248aec886624116dc079afa027ecc8ad4a7e62010f8a \
+    --hash=sha256:c1747f85cee84c26985853c6f3d9bd3e75da5212912443fa111c113b9c246f39 \
+    --hash=sha256:c1b3f518abeca3aa13c712fd202306e145abf59a18b094a6bafb2d2bbf59192c \
+    --hash=sha256:c50f2528cf200c5eed56faf3f4e22fcd5f38c157a8b78576e6ba3168ec35f000 \
+    --hash=sha256:c68fcd102d71ea85c5b2dfac3f4f8476eff42a9e078fd5faefff6d145063536b \
+    --hash=sha256:c7a7bd4e39e8e4c12c39cd480356842b6a8a06e41b23a55a5e3e191718838ddf \
+    --hash=sha256:c94f0688e7b8d0a67abf40e57a7eaaecd17cc9586706a31b76c031f63df052b4 \
+    --hash=sha256:cbaf13819775b7f769bf4a1f066cb6df7a28d4480081a589828ef190226881cd \
+    --hash=sha256:cd2213145bcc2ba85884d0ac63d222fece9209678f77b9b4d76f054c561adb28 \
+    --hash=sha256:ce5c1d2a8b27468f433ca974829c44060b8097eedc39933e3c206a90ee49c4a9 \
+    --hash=sha256:d396ec2b979760aaf3218e76c24e65bd0aca24983298653b3a9d7a45f9e47b30 \
+    --hash=sha256:d51026d73fcfd93610abc7b27789c26b313920fcfb20e27462d74a7f8b06e983 \
+    --hash=sha256:d80ee3d731373b24cebbc10d689ca4ee1875caf0d5703a245db18efd4dd37fc1 \
+    --hash=sha256:d995260fdf4e1db774581b4900e0f832abe3c7c84996726bbc161b19c8f29e76 \
+    --hash=sha256:da4b951fe36dc7c3a1ccb4e3cd1747c3542b8c9ceede8fc86cae054e764485f5 \
+    --hash=sha256:daa27d92c36f24388fe3ad306b174781c747627f134452e4f128ea00ce1fe8c4 \
+    --hash=sha256:db06ffe51636ffe9ca531fe9023dd64bdd794be8754cb5df57c5498ae5b518a7 \
+    --hash=sha256:e0d65b8c354be7fb5f720c3caa8bc940bc2d20ce749c8e06135f07f8ed95dd7c \
+    --hash=sha256:e68b7a074f65a2fd746c52a7ce6142ab7006074ac269ace0c25cd8ba171f8066 \
+    --hash=sha256:e739fee756ba1010f8bcccb534252e85a35fe45ae92c295a06059ce58b74ccd3 \
+    --hash=sha256:e846ae7835bf0703ae43f534ab79a867146dadd59dc9ca5c8b53d5c8f7c9ef02 \
+    --hash=sha256:e9c26f834c65f5752f3f06cb08cb86a913ceb7274d0db6e267808a708b46bc89 \
+    --hash=sha256:ea793e075b70290d89d8142074262885d3f7da19634845135751bd6344f73b50 \
+    --hash=sha256:f027324c56cd5406ca49c124b0db10e56c69064fec039acc571c29020cc87c76 \
+    --hash=sha256:f13a646d65d09fbf1bc6b3a9635d30095c8e7e5cc419ff35ecc563c5fd04cd49 \
+    --hash=sha256:f47286a97f0bc9b8859519809077b91b2cefe4ae47fcbf5e466a009c1c5d742b \
+    --hash=sha256:f747929cf940cddb5b3668a390056ddd5ba2e5010615ea2dcf4f9c4f3ab8791d \
+    --hash=sha256:f99626688942fb746e545232e7726926f3be91b5975f8b55327665fafda991c7 \
+    --hash=sha256:f9fa868638bf362d3d138ea55829cefb3d5f4b0d7f142234382a15e2485dbec4 \
+    --hash=sha256:fbdb89b3e1c94a30cc5edfce477c6e6a5dc4d8f84665b455c27582f211a1c72c \
+    --hash=sha256:fc010ab034c8c7452522748bf937df58020d256ccae0874463d1f4d01758af8e \
+    --hash=sha256:fc3e9034a63de20e15e8ade85358bc6efc614008cab72898b4b4952bea0509ff \
+    --hash=sha256:fd8b3d9fd264be37976686c7f65cd52a83f5e84f4bfd2adf9c1d469676bbb6ae
     # via pydantic
-pydantic-settings==2.14.0 \
-    --hash=sha256:24285fd4b0e0c06507dd9fdfd331ee23794305352aaec8fc4eb92d4047aeb67d \
-    --hash=sha256:fc8d5d692eb7092e43c8647c1c35a3ecd00e040fcf02ed86f4cb5458ca62182e
+pydantic-settings==2.14.2 \
+    --hash=sha256:a20c97b37910b6550d5ea50fbcc2d4187defe58cd57070b73863d069419c9440 \
+    --hash=sha256:c19dd64b19097f1de80184f0cc7b0272a13ae6e170cbf240a3e27e381ed14a5f
     # via
     #   docling
     #   docling-core
     #   fastapi-mcp
-    #   mcp
 pydata-google-auth==1.9.1 \
     --hash=sha256:0a51ce41c601ca0bc69b8795bf58bedff74b4a6a007c9106c7cbcdec00eaced2 \
     --hash=sha256:75ffce5d106e34b717b31844c1639ea505b7d9550dc23b96fb6c20d086b53fa3
@@ -3996,21 +4477,53 @@ pygments==2.20.0 \
     #   nbconvert
     #   rich
     #   sphinx
-pyjwt[crypto]==2.12.1 \
-    --hash=sha256:28ca37c070cad8ba8cd9790cd940535d40274d22f80ab87f3ac6a713e6e8454c \
-    --hash=sha256:c74a7a2adf861c04d002db713dd85f84beb242228e671280bf709d765b03672b
+pyiceberg==0.11.1 \
+    --hash=sha256:138983e96a5c473aae1e1cd6143aacf02ccc9bbbf6180f15fa2588f99531188b \
+    --hash=sha256:1663d79fc8400903992c63f79b3908b9298c623138e8929bf36c559231e082d3 \
+    --hash=sha256:1d6b6f0c1e7dd8357f1ba56524bfc870d04ad3c00979db291784a7145497ad3b \
+    --hash=sha256:23ed91f8d2fa75a109708338f80a7addd2f37c93a8b0e6c9d220f1427939b81f \
+    --hash=sha256:366fe0d5a74e3cf1d4e7cbf3c49e308da60e7835ea268667be9185388f05d7a5 \
+    --hash=sha256:4d8790f420ebc484236017edba59182cf2a21bd3e4224a0bd0760a9c7268e96a \
+    --hash=sha256:6400774e6820760eb6c322f6feace43fe7267deb9f8d508f10bf258887a9c4d5 \
+    --hash=sha256:65a7ad892a570045b0de2db6af17119162880aebc05a0c125ce2db7dab36f17e \
+    --hash=sha256:6cf94756fb6a822d20a5a64f44840e6633ebf8b1deb3ce01057bff1cc03b01c2 \
+    --hash=sha256:7770e7bdee34549e8baf28b8626e6552de7894d869465a7c95fd9af33b4cbeb0 \
+    --hash=sha256:856c7fca5ed780ed44f60bceb92d6b311ebc008a2249415b8f6045201d4f5530 \
+    --hash=sha256:89c347170a691e3b8d072519f36790b9c19a2263ec0af0144c873994ecfe55eb \
+    --hash=sha256:8bd52c1891ae74cee21a4ebe8325953310a2e0af5352d70f47f5461422fcce2d \
+    --hash=sha256:8c62636a1e9d8a1fc74ffb70383939b9cd93f2c9ee8e12015a50dd75c98a989e \
+    --hash=sha256:a0f958cbca18d05846e3081dfff8575e73d45595441d659847479656dc76f91d \
+    --hash=sha256:ae27ba4d37925d5b2cff192acaa70c8bb114d632bbc527cc91fea0370702b866 \
+    --hash=sha256:b347d3cc8510f8fbe191956fcda7da372ebb3302789acefca08e352345959003 \
+    --hash=sha256:b4b91f1b1bac135c077326d30a1876f917e6c36b844a2e329b148fb9cb7aa660 \
+    --hash=sha256:b7ec5db19feab98a31fcd5caccf4a9a4e83f96933d1ca393ba7aea665710c2bb \
+    --hash=sha256:ba98d6a41ec0b7c81dd85d764f15653d6abbbbd69d92630677c43f92dd50d924 \
+    --hash=sha256:bba3a35b4648694783aeae5b77c235a57191c8b1b375c8602b03ae56a6cf4fe7 \
+    --hash=sha256:ccac408873f65b8954858ef08d4b098841301e232afc1b14e3eada489d303a7f \
+    --hash=sha256:cd423b8ee2f75fc9db09158875abe5e2c952a26ae5e521c3265ab2f9d3511ddf \
+    --hash=sha256:cec0616d2ba6e7dda6327089a2f34ec723aa9ac2c389857ef0b83f65fb135dd6 \
+    --hash=sha256:db66a4e0fdfbf4090631d59c3f65e960d9a5561e9259f6f3993cbe91e396837e \
+    --hash=sha256:ddb360da76c62c7c23ec3da40e1af48e6712a563905fea2d1a8911ff7a3b6c4d \
+    --hash=sha256:e08c268e12d54ea629a1f123bf7cb9587bdd57fd7bcdac22394dc6272a18668f \
+    --hash=sha256:e273242cdca56029af694d7ce18075d47a74d034326d663ff6dd2655a6f44825 \
+    --hash=sha256:eb3a0a3e630ee89758eb96b39b456f4697732351fb0c080e9498ea578f9b71f9
+    # via feast (pyproject.toml)
+pyjwt[crypto]==2.13.0 \
+    --hash=sha256:41571c89ca91598c79e8ef18a2d07367d4810fbbd6f637794879baf1b7703423 \
+    --hash=sha256:66adcc2aff09b3f1bbd95fc1e1577df8ac8723c978552fd43304c8a290ac5728
     # via
     #   feast (pyproject.toml)
     #   mcp
     #   msal
     #   singlestoredb
     #   snowflake-connector-python
-pylatexenc==2.10 \
-    --hash=sha256:3dd8fd84eb46dc30bee1e23eaab8d8fb5a7f507347b23e5f38ad9675c84f40d3
+pylatexenc==2.11 \
+    --hash=sha256:305a072a99ce736246049c9da05841b9d718c0f7ea8888f5f596cf15cb621053 \
+    --hash=sha256:e78e7391d6c104f1ed150e21cfaa58016cdb50aa54406a2eecb793649ffdfdd0
     # via docling
-pymilvus==2.5.18 \
-    --hash=sha256:1b78badcfa8d62db7d0b29193fc0422e4676873ff1c745a9d75c2c885d7a7e32 \
-    --hash=sha256:9e517076068e98dac51c018bc0dfe1f651d936154e2e2d9ad6c7b3dab1164e2d
+pymilvus==3.0.1 \
+    --hash=sha256:c02389059088b18d6e598cd175541e445c772fab4926c5e527c4913be34887f1 \
+    --hash=sha256:c5a8d5c1fa1de7b416e3529d383d8cc2e7da2170433ffa4a2d9087e14f70171a
     # via feast (pyproject.toml)
 pymongo==4.17.0 \
     --hash=sha256:0ff6bd2f735ab5356541e3e57d5b7dbfbc3f2ee1ccb10b6b0f82d58af69d1d8e \
@@ -4085,69 +4598,54 @@ pymongo==4.17.0 \
     --hash=sha256:faf03e4c2aafd6de626dbd30ba246d369ae33f47f10629d1bbe40f72115027a6 \
     --hash=sha256:ff5aa3f1c7e3f08eb0e7a016c91ba468b1850ccfd63d9b1f12f56350f4974cef
     # via feast (pyproject.toml)
-pymssql==2.3.2 \
-    --hash=sha256:06883bc9bdb297ae9132d9371b5b1a3a223c8f93dd6a87d1c112c6a688f26d53 \
-    --hash=sha256:0768d90f96ae3267d7561d3bcfe94dd671d107489e870388b12570c3debbc552 \
-    --hash=sha256:0831c5c95aab0b9aba5142dc97e28f59c4130e1c34ffc13ecbfdd4d2fe45b8a0 \
-    --hash=sha256:08facd25a50a7279385d1ffcee9d6d83c4e361db1af38e14519a87d7b1cadb10 \
-    --hash=sha256:0a20a17db870fb0e446a6d6bf7664aaf84af7be58ab1fad025cafa4e092507a1 \
-    --hash=sha256:1037053e6c74d6fe14c428cc942968b4e4bf06854706a83fe8e822e475e3f107 \
-    --hash=sha256:148b7714fff5a5b7ce038e92b02dd9bf68fe442c181a3aae32148e7b13f6db95 \
-    --hash=sha256:18089641b687be1ebd0f64f0d1ff977478a397ffa1af372bdf10dbec29cf6d2e \
-    --hash=sha256:1afda7b7022eff9451bd83e3f64c450a1a8cdff4ba8b8e399866dcd2cb861a1e \
-    --hash=sha256:1bc33ed9af6d8ebea2d49144cd2317b7ae1105dd51dddfd46982c90c8f0cf6ab \
-    --hash=sha256:1c99dba4bf5b1ce10657e9e2885f18ba9179190251b63d1498e7d6d72e64f1ce \
-    --hash=sha256:1cdc2619e7b4192b8d6619fd52ba8a2eae18b38b376f8649fb8f0727c4e88ff9 \
-    --hash=sha256:22b1ce3a48f28ee7d06ebc9ed94276d0bf1c99051ee1df3d2377b74721bd62ef \
-    --hash=sha256:22fb0fdd3b889bc10abbe3aa2abe7a008b30a6367b9ba159412d185d7d8fda9d \
-    --hash=sha256:235c230e56d8c8c5f289e665c538f31d967fec302d05ad269dcd64fa9d6eb3b7 \
-    --hash=sha256:23f5e2e2bdba1cf7cecbac66dd07de7631a8efca5692efee18ff46ebc087b757 \
-    --hash=sha256:2568944db3888996e161b40ad06c1b9e0fbb6cfcb38279a3abb98ece7a8e1c4a \
-    --hash=sha256:26bdb7abd5f107b6be422635f03e2cecaa52a5f4c394a205014586abbff9e72a \
-    --hash=sha256:2a44a0898dacba4e25cac8778d0ed112e297883fe862204e447081888da78dc4 \
-    --hash=sha256:2f4093b95f1f3a1232687fc92f652aaf675eb423db8549c16d146b91ac2f0eba \
-    --hash=sha256:33ad813092f8fb8f74578c5b5e37c818c4ae130fd4047cb28f0b256f2f107367 \
-    --hash=sha256:3870085a49e5332bc67ecb24f217c586977d5352eb51598244fc7bc278eee3e1 \
-    --hash=sha256:41d09e1b2534229b288c37b88c1de3d964317af2c7eec58bfb97e01d679eba27 \
-    --hash=sha256:5904d78e61668ec89761d3ae01efd4b42b31d820f612929f449e93cd23ba3c54 \
-    --hash=sha256:6019d2939963112662288704f608f31634038bffcfd5cad1bc79cb167edb3cc1 \
-    --hash=sha256:72b6599963b6e066998c4b27b7bf207684c243b12b1e5dcc180b2af22802ae6c \
-    --hash=sha256:73fac766b448613d7ae26e6b304b2cb8a7ffebccaa373633bad3b3cbcc829935 \
-    --hash=sha256:793a93da1521fa66bf02b3b873065e22bf14bda5570e005ce3d5fae0776d7b92 \
-    --hash=sha256:79cdc3ed1da3129ba56232127db86279728c4328595e2532ed4d0da6379a5c72 \
-    --hash=sha256:82ed3dd560d3fb222d26ce3a7373f46dc3ad1d50b6e6417ef7399e87fa9aefe1 \
-    --hash=sha256:8cd806380d362d4cef2d925a6baee6a4b2b151a92cac2cab5c4bfabed4be4849 \
-    --hash=sha256:9361593a89c9162fc631baf648a87e2666373382d9d54aacfb19edab9ceb2007 \
-    --hash=sha256:97fbd8491ad3ece0adcb321acec6db48b8fe37bc74af4c91bb657d4d9347d634 \
-    --hash=sha256:9e3d6fada7fbe7a5f5fafc420673f777bab3f399c78fa44e29de6a8cbc36e515 \
-    --hash=sha256:a3f9e7eb813dfeab6d01bf6474049bb76b0521235159d3e969ec82df384eac49 \
-    --hash=sha256:aa08b6203b2b5ed5ce47f80d5c529459181300d7e0d0c1e84390a4d01d45e509 \
-    --hash=sha256:ab48de09864fa6f49c575ef569f6773981d0cd905ff7288b5b185f8079a5a21f \
-    --hash=sha256:ab912d1178d5977e421cf9c4d4071958b223cbe4a2b6dd64611d521aa6bb7187 \
-    --hash=sha256:ae02cc1594f0addd748bf5ac1ccc7a73c03846ada9c553663c381b242b586606 \
-    --hash=sha256:b0c2b11aca16617cacaf385fb94134e73ba0216a924f9b85778cc7e3d3713361 \
-    --hash=sha256:b14cc65369d1425f2fb517609113465a0f55f19a49648160f2d10be4cb43ff4d \
-    --hash=sha256:b156b15165f7a0bbb392a124d8e2d678145c93e5bfcfef3b637e4d87eadcc85b \
-    --hash=sha256:b16d5880f7028442d6c49c94801ce9bff3af8af0fbda7c6039febb936714aed5 \
-    --hash=sha256:b3eb201c402bcf4f5b9399df0bb20d522636d2e87d1c6957a0b6d772ee636c61 \
-    --hash=sha256:bac6f355c454f94b0e15a04b7841236e5c5c4ef44d2d1beed00a3ad7b50ccc53 \
-    --hash=sha256:c24ba6aedb9b5540b56f3e74bff92b687c6e90c00650823385729c7e55923cf5 \
-    --hash=sha256:cbe9058b6520be74463476ff2cdb17bbab5ff60b60b3ed7bd8bd2d086bdfd9bd \
-    --hash=sha256:cc13c2e0f1b8efc3a46941de9db768fa59937b5a54081ec0cb0ff0da17d1fff3 \
-    --hash=sha256:dd5fe7552edc81628e4242b4671f7bad5ff1ec790bae5c7615d989375620edac \
-    --hash=sha256:eb629b5fb0376fbf39d575cf1365e504b84877b19f9e8d53caa5228fed56894a \
-    --hash=sha256:ee8ee2c7c227c413ad9b88ddba1cb6a25e28c217ae73ecac1c7a6b8c29003604 \
-    --hash=sha256:ef0d29c705db552f9e75230f946b0ca9db0db903c5c9ee79ce8b88ad25ea9670 \
-    --hash=sha256:f1791f4627c42fe2d2833c884d036b0c5c8cf628f2cdfa3536191c217acf729e \
-    --hash=sha256:f282e701dca155b3e7f1644d7e3b60c201ca5f3be8045bce34042d3c737d63ee \
-    --hash=sha256:f2b1da4e68d618c7972e583ae19f386ae620258acb61564e8067c203f27cd769 \
-    --hash=sha256:f9737c06b13ca2012b9900185fa3af72a37941c532da2e6373dd7c9ab16abddf \
-    --hash=sha256:fb8a7b197aaf466a7577ca6690aa9d747081b653ab212d052d71f3cc10587c3b \
-    --hash=sha256:fdd774b26407babd0205ef85a098f90553e6b3da77a22322a1e7d2cb51f742c0
+pymssql==2.3.13 \
+    --hash=sha256:0a7e6431925572bc75fb47929ae8ca5b0aac26abfe8b98d4c08daf117b5657f1 \
+    --hash=sha256:0fddd24efe9d18bbf174fab7c6745b0927773718387f5517cf8082241f721a68 \
+    --hash=sha256:123c55ee41bc7a82c76db12e2eb189b50d0d7a11222b4f8789206d1cda3b33b9 \
+    --hash=sha256:1493f63d213607f708a5722aa230776ada726ccdb94097fab090a1717a2534e0 \
+    --hash=sha256:152be40c0d7f5e4b1323f7728b0a01f3ee0082190cfbadf84b2c2e930d57e00e \
+    --hash=sha256:16c5957a3c9e51a03276bfd76a22431e2bc4c565e2e95f2cbb3559312edda230 \
+    --hash=sha256:17942dc9474693ab2229a8a6013e5b9cb1312a5251207552141bb85fcce8c131 \
+    --hash=sha256:1c6d0b2d7961f159a07e4f0d8cc81f70ceab83f5e7fd1e832a2d069e1d67ee4e \
+    --hash=sha256:2137e904b1a65546be4ccb96730a391fcd5a85aab8a0632721feb5d7e39cfbce \
+    --hash=sha256:2b056eb175955f7fb715b60dc1c0c624969f4d24dbdcf804b41ab1e640a2b131 \
+    --hash=sha256:30918bb044242865c01838909777ef5e0f1b9ecd7f5882346aefa57f4414b29c \
+    --hash=sha256:319810b89aa64b99d9c5c01518752c813938df230496fa2c4c6dda0603f04c4c \
+    --hash=sha256:476f6f06b2ae5dfbfa0b169a6ecdd0d9ddfedb07f2d6dc97d2dd630ff2d6789a \
+    --hash=sha256:48631c7b9fd14a1bd5675c521b6082590bf700b7961c65638d237817b3fde735 \
+    --hash=sha256:4aa18944a121f996178e26cadc598abdbf73759f03dc3cd74263fdab1b28cd96 \
+    --hash=sha256:4b834c34e7600369eee7bc877948b53eb0fe6f3689f0888d005ae47dd53c0a66 \
+    --hash=sha256:4d87237500def5f743a52e415cd369d632907212154fcc7b4e13f264b4e30021 \
+    --hash=sha256:51e42c5defc3667f0803c7ade85db0e6f24b9a1c5a18fcdfa2d09c36bff9b065 \
+    --hash=sha256:5c045c0f1977a679cc30d5acd9da3f8aeb2dc6e744895b26444b4a2f20dad9a0 \
+    --hash=sha256:5c2e55b6513f9c5a2f58543233ed40baaa7f91c79e64a5f961ea3fc57a700b80 \
+    --hash=sha256:612ac062027d2118879f11a5986e9d9d82d07ca3545bb98c93200b68826ea687 \
+    --hash=sha256:6a6c0783d97f57133573a03aad3017917dbdf7831a65e0d84ccf2a85e183ca66 \
+    --hash=sha256:79c759db6e991eeae473b000c2e0a7fb8da799b2da469fe5a10d30916315e0b5 \
+    --hash=sha256:7d7037d2b5b907acc7906d0479924db2935a70c720450c41339146a4ada2b93d \
+    --hash=sha256:7f9b1d5aef2b5f47a7f9d9733caee4d66772681e8f798a0f5e4739a8bdab408c \
+    --hash=sha256:8d66ce0a249d2e3b57369048d71e1f00d08dfb90a758d134da0250ae7bc739c1 \
+    --hash=sha256:910404e0ec85c4cc7c633ec3df9b04a35f23bb74a844dd377a387026ae635e3a \
+    --hash=sha256:a930adda87bdd8351a5637cf73d6491936f34e525a5e513068a6eac742f69cdb \
+    --hash=sha256:aa5e07eff7e6e8bd4ba22c30e4cb8dd073e138cd272090603609a15cc5dbc75b \
+    --hash=sha256:b0af51904764811da0bfe4b057b1d72dee11a399ce9ed5770875162772740c8a \
+    --hash=sha256:c0ea72641cb0f8bce7ad8565dbdbda4a7437aa58bce045f2a3a788d71af2e4be \
+    --hash=sha256:c690f1869dadbf4201b7f51317fceff6e5d8f5175cec6a4a813e06b0dca2d6ed \
+    --hash=sha256:cf4f32b4a05b66f02cb7d55a0f3bcb0574a6f8cf0bee4bea6f7b104038364733 \
+    --hash=sha256:d663c908414a6a032f04d17628138b1782af916afc0df9fefac4751fa394c3ac \
+    --hash=sha256:d94da3a55545c5b6926cb4d1c6469396f0ae32ad5d6932c513f7a0bf569b4799 \
+    --hash=sha256:db77da1a3fc9b5b5c5400639d79d7658ba7ad620957100c5b025be608b562193 \
+    --hash=sha256:e053b443e842f9e1698fcb2b23a4bff1ff3d410894d880064e754ad823d541e5 \
+    --hash=sha256:e7c31f192da9d30f0e03ad99e548120a8740a675302e2f04fa8c929f7cbee771 \
+    --hash=sha256:eb3275985c23479e952d6462ae6c8b2b6993ab6b99a92805a9c17942cf3d5b3d \
+    --hash=sha256:f1897c1b767cc143e77d285123ae5fd4fa7379a1bfec5c515d38826caf084eb6 \
+    --hash=sha256:f5d995a80996235ed32102a93067ce6a7143cce3bfd4e5042bf600020fc08456 \
+    --hash=sha256:fc5482969c813b0a45ce51c41844ae5bfa8044ad5ef8b4820ef6de7d4545b7f2 \
+    --hash=sha256:ff5be7ab1d643dbce2ee3424d2ef9ae8e4146cf75bd20946bc7a6108e3ad1e47
     # via feast (pyproject.toml)
-pymysql==1.1.3 \
-    --hash=sha256:8164ba62c552f6105f3b11753352d0f16b90d1703ba67d81923d5a8a5d1c5289 \
-    --hash=sha256:e70ebf2047a4edf6138cf79c68ad418ef620af65900aa585c5e8bfc95044d43a
+pymysql==1.2.0 \
+    --hash=sha256:62169ce6d5510f08e140c5e7990ee884a9764024e4a9a27b2cc11f1099322ae0 \
+    --hash=sha256:6c7b17ca686988104d7426c27895b455cdeea3e9d3ceb1270f0c3704fead8c33
     # via feast (pyproject.toml)
 pyodbc==5.3.0 \
     --hash=sha256:01166162149adf2b8a6dc21a212718f205cabbbdff4047dc0c415af3fd85867e \
@@ -4217,14 +4715,17 @@ pyodbc==5.3.0 \
     # via
     #   feast (pyproject.toml)
     #   ibis-framework
-pyopenssl==26.1.0 \
-    --hash=sha256:115563879b2c8ccb207975705d3e491434d8c9d7c79667c902ecbf5f3bbd2ece \
-    --hash=sha256:737f0a2275c5bc54f3b02137687e1a765931fb3949b9a92a825e4d33b9eec08b
+pyopenssl==26.3.0 \
+    --hash=sha256:46367f8f66b92271e6d218da9c87607e1ef5a0bc5c8dea5bb3db82f395c385a3 \
+    --hash=sha256:589de7fae1c9ea670d18422ed00fc04da787bbde8e1454aea872aa57b49ad341
     # via snowflake-connector-python
 pyparsing==3.3.2 \
     --hash=sha256:850ba148bd908d7e2411587e247a1e4f0327839c40e2e5e6d05a007ecc69911d \
     --hash=sha256:c777f4d763f140633dcb6d8a3eda953bf7a214dc4eff598413c070bcdc117cbc
-    # via great-expectations
+    # via
+    #   great-expectations
+    #   matplotlib
+    #   pyiceberg
 pypdfium2==4.30.0 \
     --hash=sha256:0dfa61421b5eb68e1188b0b2231e7ba35735aef2d867d86e48ee6cab6975195e \
     --hash=sha256:119b2969a6d6b1e8d55e99caaf05290294f2d0fe49c12a3f17102d01c441bd29 \
@@ -4246,8 +4747,95 @@ pyproject-hooks==1.2.0 \
     # via
     #   build
     #   pip-tools
-pyspark==4.1.1 \
-    --hash=sha256:77f78984aa84fbe865c717dd37b49913b4e5c97d76ef6824f932f1aefa6621ec
+pyroaring==1.1.0 \
+    --hash=sha256:01212da3752d6486adcca98c9d353f8fb8e36513e05062cdd0feebc4211dbe70 \
+    --hash=sha256:0183b26c6e25a14e32b2aed7095a19491d6c835096032b33bc00b4ae995495bf \
+    --hash=sha256:043dbbaa905f7288c515ac06a96b67a3763f35e9ae06f0c0278c0d9964d16760 \
+    --hash=sha256:0dfb6cf50fd8898179e460e699a6b8326ca508c627d083f7bf62f769fe1717d5 \
+    --hash=sha256:0f1d76ef29034017eb2cceebd5fa0504d6ced218ce6432f99da5adecbe038269 \
+    --hash=sha256:100585f438b293112e2c52e45a442835837c8a0267dd1e513bafec35628f8ecb \
+    --hash=sha256:13660386ea8905ee4d42c21a6275463e2dc7d31e0b5d65eec210aa7043ad96f4 \
+    --hash=sha256:19c9bb8b32f17fe63e54e78f88a7a67fe2dca352bf79d7d3b43f0a901db5ea3b \
+    --hash=sha256:19d0c81c865d63791fe20e5b38733b66f4f962e677ae7e8b3d3c4947ac6e752f \
+    --hash=sha256:1fc112b9a9890f89cc645a16604783ed7fa25299f149b0ef7b45a5e2e3c1f31f \
+    --hash=sha256:212f471da113eba24a0fedbd1ef078bfed34b792e8f48dba3f7301f1bca2678a \
+    --hash=sha256:25d65257258f7a3df8b872ddfe18f3681f20b3bc2a3093f08fc80c66338051f4 \
+    --hash=sha256:370d191b0d1b32bbd99452ef5f0485f22fcc4bf7404d33b821d0ce2459951152 \
+    --hash=sha256:381eda673442c389993f8b0db2dbf5d02ea8ea9aac6ba736f64cc1ffb6c96885 \
+    --hash=sha256:39eff7dd06c163c22d0a9f9fd72d27e671457bea8cdb71215382a10512539e1d \
+    --hash=sha256:3beb40eb1220d1ce4fb3661bb019e9a21857e5bb294fe8c1c5016aeb6e82318c \
+    --hash=sha256:3d04c3eb039cf2295e4d375ef81fd6e3cae7cefe3b5c457ccaf78d7d6f963a5d \
+    --hash=sha256:44a9f9719ed18e86627286f90057f9b7e22f6ba1d952c9793f9600b5c14e8680 \
+    --hash=sha256:462b0952277d3100a90ae890ae641d3fb3561b10cfea542e02468f0bef7700a5 \
+    --hash=sha256:499f0a5d03d64e7b846ee749e87721fb8516da7233baafb24ab69aa63bcf080b \
+    --hash=sha256:4a2c7ecd74e7b3ded54ad771a2b7c0aa08aa98f78e43500fa970d68d684bef0c \
+    --hash=sha256:4ae81a0353af50d6885720b9119783b8be7bcd079e727ea1c4fca3f452fe95ba \
+    --hash=sha256:4c443e9f942b6089efe8c9b264576e9d116f90be28a315679375bba2d8a915d6 \
+    --hash=sha256:51dd2490a64ad4ed53c4fb58ef1ee3f84f6cbd97cdb47abd9065c9f714ab72ef \
+    --hash=sha256:51ebe5e6f48e3dc9df91a4cb62137ef72e1469acd6f37479abd9991f6d945cc9 \
+    --hash=sha256:532ae6bb1d3431d9956ef07589dd5c8dd918301a83d937c7dc6e511b1364d76a \
+    --hash=sha256:532e53191d8dd29dedfc5202cbb45632f7df751b207a7f6d6860fb7067c7fe11 \
+    --hash=sha256:53acecba8f898e96b84d4139356e30719c70358177e270055901d3ec1cb0e34c \
+    --hash=sha256:5599b691e5e993f7fdd9880429d1c485eae03dc392ba5b2dbe2eef0434bea1a5 \
+    --hash=sha256:55c9d0b708a65308eaa95c53d9de56a2b4425812395f6e57a4d9ad8efb081bf9 \
+    --hash=sha256:562fa04bbfd41144d1276ed79505007557c161371450d68a1d71fc83dc01d083 \
+    --hash=sha256:56a67794188275f8897a8f1fa64d6313c48241bebbdef38833063e7281b29ef8 \
+    --hash=sha256:591e2ed4d60443dafd9075c1f72e9aaf359ccf5120e32a8c340c2b2ae3da45e7 \
+    --hash=sha256:5e337f8c5b3c2e0c27da83fc2cb702684a47eee907a960cfee964fcb5344515b \
+    --hash=sha256:5eb031237e9d39cbdfc9276facacdd88e27aefb58940bd8b56b878dfd38d6022 \
+    --hash=sha256:61a8eabee99104ca197b6e7cce05dc4f27f503be52881800cd370eb5a5152d3f \
+    --hash=sha256:650db21c10f42ff2b09ef02c10a779a3d59d0c7512552f3844738b30adbcb8a5 \
+    --hash=sha256:66aa6a321fbc598f26d5e66050a7f145c2253f3fe5737b589841ff0cbe5cb177 \
+    --hash=sha256:67650460c65bdd7b4f5078d9c955aa38f64627d02cb48f9cfb24eae84bca2aba \
+    --hash=sha256:6a1d4c59d5b23c01d62f86d57ceefd0c0977de0425aafa7069f2d70563fed3b8 \
+    --hash=sha256:71fec09bd42f8c33ac3b762cd00c5db842eb583ffd0e361739ce1c17ad078a6a \
+    --hash=sha256:72f68a16b00b35481d9b3bfe897ecd8a1f7da69efd92ba5b17347ca11c21cb0d \
+    --hash=sha256:731a7a9e050758986d5757eea10f9ccb08f9c3ef514ce0335f4a90e126f81131 \
+    --hash=sha256:7caf95de39ce869ea0978068521cf6faa7350574fd1734ad6c63e5ed8cd06baa \
+    --hash=sha256:81ebbc0c880c8a10f13118632e5c0d59159ceada8b651bba18f2e6dc70efdeda \
+    --hash=sha256:8376c62e60a49e8fe51ffce569f74beed6e53fb58e5d6739f954c8c51ec0bec3 \
+    --hash=sha256:83815b3a4cb9c3b17096c70833373610d5c93e89c134548cf43436c90326bfb3 \
+    --hash=sha256:8a5fbcb86e44f1c0c9c052917eee67a04cbac9de7392fb4bc77c140ff4a7e471 \
+    --hash=sha256:8cff06d18c9a30f8547a92757078aa345db1ba5b22e3082a05f64e50b384e27a \
+    --hash=sha256:8f1f56004e8f1c1489bf279c25f1fa4764252cd9af5fb35675774268a4a615ba \
+    --hash=sha256:8f5194c0544b08e56e108dad096c468c67f8ac60eec42763aed36ccbd3565346 \
+    --hash=sha256:90ab2f00c09eed5bd986a80c8641e2dc10e7aca1a2d892d89a44b396e39c08ea \
+    --hash=sha256:92643c9dd303de8960c3dbed93a28b8d87da5ed0a7776568979f379d7bc8a885 \
+    --hash=sha256:974fb6fa4c4a682c633c4d7fa6087ccd717804726f9db1f771f1c2ea4f3990b7 \
+    --hash=sha256:986efb3aec7655d69c14db2309a2072dbf181bdb906091fede83ad18e316cdaf \
+    --hash=sha256:9882a204178cc8c915e0ce30abb4bdd1668e383c571b06649d5ed272d9625877 \
+    --hash=sha256:99c42fe1449acfbf130da65e66b4d5b2726aba4497be359bae7672e38a15fc62 \
+    --hash=sha256:9cf8608c9d6cb6bff9c624744f7a2ba8ab12276f097a07930490fe0e2219e9be \
+    --hash=sha256:9d9f196007f0b15ea19c21732faacaea83cbf5946b6db4949b3b98cf871c93f0 \
+    --hash=sha256:9dc61b7e38aca2ef384ac22b87a9c2b1e8769a1e15d916f93ea6a9a4551fc1d7 \
+    --hash=sha256:a23cd023985b5f2ba23e84e1fadaeacde3c8a59e1d2adb3fe782e99db1e22387 \
+    --hash=sha256:a31276323fdd355505883162f1dca4d7acc3d6ec2159c85ddef863f1fe9e8f05 \
+    --hash=sha256:a6343249ce9401dd90c3b934fd9a4a618b6fc455f27a9aa11d198eebd4743137 \
+    --hash=sha256:a98d1147fe1d3195053b67b474bccc0be5021506765d27f613a943c8c99f9e4c \
+    --hash=sha256:abc0f0ce22464864fea208315d25e999e45cb5ee646ac1ca11d314a6a51dbe4a \
+    --hash=sha256:b490f2d22df30affbfdcbe4f7896f321edb72a8dc0cbe5f38adec3de5b947c25 \
+    --hash=sha256:b8ac1bc26223befbca986551521f37f4c1670dfe26fccb2f0fc2775e75be99c1 \
+    --hash=sha256:c14fc6bd65e5624f76b90297b081222261476978f795f60d48745553617ddceb \
+    --hash=sha256:c967ddb5e137c604ec94c7120d2f420ac9a9ce27b0e44987c7134b0eb5fe7a60 \
+    --hash=sha256:c9f30ca28b991a920b446ed3ee19c7ecafcc49c46db592abf89cf239a7bb45f4 \
+    --hash=sha256:cc2d113bf6236aa873dc710b38a856808c6054efd3a1a403c5acfceaf87138f1 \
+    --hash=sha256:cc998e81748b72659802a7b434b39292308a5f4ab8dd4bf4739d65de1d4ed2bf \
+    --hash=sha256:cdf2b8ab0effc335a9e61cf2a1e14c2295b999a656569b35f35ea3dc55a8931f \
+    --hash=sha256:d2706a89242a347be20805147d58a38f4f4d8f6846228c4ee8dfd3587113719c \
+    --hash=sha256:d9127feb5356ba3a92bdffa04c1bf6bcbc8d436369f78badf441018c3029dd63 \
+    --hash=sha256:d92a0f4c7e6bb7deeafac68c79c92ef9340895fe825cf1a31078443753ab6756 \
+    --hash=sha256:e8b3bfad0ae3ef0e67b40c193863dce8b7d79de545dadbe53c19acc3ace38f66 \
+    --hash=sha256:e9864e19109e76111befc75d799d334e7365eb4189607aa734053c12e7840fa5 \
+    --hash=sha256:e9c2b9aa8decdcf40ed8f4c887092c20a272f8c32215c3fee65e9db92ecf418e \
+    --hash=sha256:e9caf67c0c05d27bab0d88cf193e73023f624c6714f1ff807c7d4b135b19d36a \
+    --hash=sha256:eead129046822cb0fd47c78740b81bdaffd0515c0bb0306a2318acf0f0540b58 \
+    --hash=sha256:f02e4021397ae02a139defdc6813b9942ab163de90affddd4ce4efbac299f619 \
+    --hash=sha256:f742ebdd879063d2a92f4d57708886c720e854bc84ca240733f220936be0cb7e \
+    --hash=sha256:fdf484d26016e0c016f23f2b635d2899daec034565fdcc062ed6b10f3b26a3f4 \
+    --hash=sha256:fe0b9f0baf190663df37571cbb8a77370e7bd3a66068276d48f813c53ceba530
+    # via pyiceberg
+pyspark==4.2.0 \
+    --hash=sha256:5ad689d53570ee1674193fd4f9bda065f0db3be9363a27d2a3406cc457b70b61
     # via feast (pyproject.toml)
 pytest==7.4.4 \
     --hash=sha256:2cf0005922c6ace4a3e2ec8b4080eb0d9753fdc93107415332f50ce9e7994280 \
@@ -4300,112 +4888,132 @@ pytest-xdist==3.8.0 \
     --hash=sha256:202ca578cfeb7370784a8c33d6d05bc6e13b4f25b5053c30a152269fd10f0b88 \
     --hash=sha256:7e578125ec9bc6050861aa93f2d59f1d8d085595d6551c2c90b6f4fad8d3a9f1
     # via feast (pyproject.toml)
-python-bidi==0.6.7 \
-    --hash=sha256:01ff2fd676ef8351f32e820b2d3b61eac875a21702d2118263a2641b458e1996 \
-    --hash=sha256:05fe5971110013610f0db40505d0b204edc756e92eafac1372a464f8b9162b11 \
-    --hash=sha256:06650a164e63e94dc8a291cc9d415b4027cb1cce125bc9b02dac0f34d535ed47 \
-    --hash=sha256:0cb75e8a410166fd677d55095e505bf6a4773c066f51efbda72d302ebc56e79b \
-    --hash=sha256:0dbb4bbae212cca5bcf6e522fe8f572aff7d62544557734c2f810ded844d9eea \
-    --hash=sha256:0f86e447e94ae78db7d56e7da2124c435eaee4425c87d3d92aea271317811112 \
-    --hash=sha256:11c51579e01f768446a7e13a0059fea1530936a707abcbeaad9467a55cb16073 \
-    --hash=sha256:1395e236c71f11267860b53293a33b19b991b06e0f4ac61045b892e6a99d96f2 \
-    --hash=sha256:17572944e6d8fb616d111fc702c759da2bf7cedab85a3e4fa2af0c9eb95ed438 \
-    --hash=sha256:19737d217088ef27014f98eac1827c5913e6fb1dea96332ed84ede61791070d9 \
-    --hash=sha256:1ba28642928d1c8fdb18b0632fe931f156e888c646326a3ad8eb3e55ee904951 \
-    --hash=sha256:1c061207212cd1db27bf6140b96dcd0536246f1e13e99bb5d03f4632f8e2ad7f \
-    --hash=sha256:1c5fb99f774748de283fadf915106f130b74be1bade934b7f73a7a8488b95da1 \
-    --hash=sha256:1dd0a5ec0d8710905cebb4c9e5018aa8464395a33cb32a3a6c2a951bf1984fe5 \
-    --hash=sha256:24388c77cb00b8aa0f9c84beb7e3e523a3dac4f786ece64a1d8175a07b24da72 \
-    --hash=sha256:24a4a268289bbe80ad7da3064d7325f1571173859e8ad75d2f99075d5278b02b \
-    --hash=sha256:24afff65c581a5d6f658a9ec027d6719d19a1d8a4401000fdb22d2eeb677b8e3 \
-    --hash=sha256:257d6dd0e07221f1dc8720fa61158471f5aae30d5f89837c38a026386151c250 \
-    --hash=sha256:26a8fe0d532b966708fc5f8aea0602107fde4745a8a5ae961edd3cf02e807d07 \
-    --hash=sha256:2a93b0394cc684d64356b0475858c116f1e335ffbaba388db93bf47307deadfa \
-    --hash=sha256:2d28e2bdcadf5b6161bb4ee9313ce41eac746ba57e744168bf723a415a11af05 \
-    --hash=sha256:349b89c3110bd25aa56d79418239ca4785d4bcc7a596e63bb996a9696fc6a907 \
-    --hash=sha256:3a85275dfc24a96629da058c4c2fc93af6390aefe2f7cdde1500b6ac3fd40ca0 \
-    --hash=sha256:3b63d19f3f56ff7f99bce5ca9ef8c811dbf0f509d8e84c1bc06105ed26a49528 \
-    --hash=sha256:3b96744e4709f4445788a3645cea7ef8d7520ccd4fa8bbbfb3b650702e12c1e6 \
-    --hash=sha256:414004fe9cba33d288ff4a04e1c9afe6a737f440595d01b5bbed00d750296bbd \
-    --hash=sha256:4283f8b517411cc81b3c92d11998981fe54ac0d2300f4c58d803e0c071aba1ba \
-    --hash=sha256:4636d572b357ab9f313c5340915c1cf51e3e54dd069351e02b6b76577fd1a854 \
-    --hash=sha256:47deaada8949af3a790f2cd73b613f9bfa153b4c9450f91c44a60c3109a81f73 \
-    --hash=sha256:49639743f1230648fd4fb47547f8a48ada9c5ca1426b17ac08e3be607c65394c \
-    --hash=sha256:4c73cd980d45bb967799c7f0fc98ea93ae3d65b21ef2ba6abef6a057720bf483 \
-    --hash=sha256:4d84e70923392f8c9611f0fb6b341577346ef6224f3809b05f0ae1fbf8f17578 \
-    --hash=sha256:4ea928c31c7364098f853f122868f6f2155d6840661f7ea8b2ccfdf6084eb9f4 \
-    --hash=sha256:5013ba963e9da606c4c03958cc737ebd5f8b9b8404bd71ab0d580048c746f875 \
-    --hash=sha256:5debaab33562fdfc79ffdbd8d9c51cf07b8529de0e889d8cd145d78137aab21e \
-    --hash=sha256:5ebc19f24e65a1f5c472e26d88e78b9d316e293bc6f205f32de4c4e99276336e \
-    --hash=sha256:630cee960ba9e3016f95a8e6f725a621ddeff6fd287839f5693ccfab3f3a9b5c \
-    --hash=sha256:6323e943c7672b271ad9575a2232508f17e87e81a78d7d10d6e93040e210eddf \
-    --hash=sha256:6c051f2d28ca542092d01da8b5fe110fb6191ff58d298a54a93dc183bece63bf \
-    --hash=sha256:6c19ab378fefb1f09623f583fcfa12ed42369a998ddfbd39c40908397243c56b \
-    --hash=sha256:6df7be07af867ec1d121c92ea827efad4d77b25457c06eeab477b601e82b2340 \
-    --hash=sha256:6f9fa1257e075eeeed67d21f95e411036b7ca2b5c78f757d4ac66485c191720a \
-    --hash=sha256:7336a3c4ba4fc9e6741fbe60c6483266fe39e1f24830724dfce453471d11fa40 \
-    --hash=sha256:73a88dc333efc42281bd800d5182c8625c6e11d109fc183fe3d7a11d48ab1150 \
-    --hash=sha256:766d5f5a686eb99b53168a7bdfb338035931a609bdbbcb537cef9e050a86f359 \
-    --hash=sha256:77bb4cbadf4121db395189065c58c9dd5d1950257cc1983004e6df4a3e2f97ad \
-    --hash=sha256:77fea54c2379b93def4ed16db6390e1232e7b235679587295a23dd8b1925475f \
-    --hash=sha256:8047c33b85f7790474a1f488bef95689f049976a4e1c6f213a8d075d180a93e4 \
-    --hash=sha256:80e6fd06f6e4074d183cea73962c89cf76cb4f70c0ee403689f57a429ebde488 \
-    --hash=sha256:849a57d39feaf897955d0b19bbf4796bea53d1bcdf83b82e0a7b059167eb2049 \
-    --hash=sha256:8678c2272e7bd60a75f781409e900c9ddb9f01f55c625d83ae0d49dfc6a2674f \
-    --hash=sha256:8814db38fa317bebec8eb74b826bae7d0cb978a7eca30dfe4ecf60e61f06ee0b \
-    --hash=sha256:8860d67dc04dc530b8b4f588f38b7341a76f2ec44a45685a2d54e9dcffa5d15a \
-    --hash=sha256:898db0ea3e4aaa95b7fecba02a7560dfbf368f9d85053f2875f6d610c4d4ec2c \
-    --hash=sha256:8a17631e3e691eec4ae6a370f7b035cf0a5767f4457bd615d11728c23df72e43 \
-    --hash=sha256:8a18c61817f3210ba74ad5792c8a5048d9550ba233233a0a8fe35800350988f4 \
-    --hash=sha256:8d4e621caadfdbc73d36eabdb2f392da850d28c58b020738411d09dda6208509 \
-    --hash=sha256:94dbfd6a6ec0ae64b5262290bf014d6063f9ac8688bda9ec668dc175378d2c80 \
-    --hash=sha256:95867a07c5dee0ea2340fe1d0e4f6d9f5c5687d473193b6ee6f86fa44aac45d1 \
-    --hash=sha256:95c9de7ebc55ffb777548f2ecaf4b96b0fa0c92f42bf4d897b9f4cd164ec7394 \
-    --hash=sha256:9adeec7cab0f2c2c291bd7faf9fa3fa233365fd0bf1c1c27a6ddd6cc563d4b32 \
-    --hash=sha256:9c463ae15e94b1c6a8a50bd671d6166b0b0d779fd1e56cbf46d8a4a84c9aa2d0 \
-    --hash=sha256:9d9de35eb5987da27dd81e371c52142dd8e924bd61c1006003071ea05a735587 \
-    --hash=sha256:a2eb8fca918c7381531035c3aae31c29a1c1300ab8a63cad1ec3a71331096c78 \
-    --hash=sha256:a4319f478ab1b90bbbe9921606ecb7baa0ebf0b332e821d41c3abdf1a30f0c35 \
-    --hash=sha256:a507fe6928a27a308e04ebf2065719b7850d1bf9ff1924f4e601ef77758812bd \
-    --hash=sha256:a8892a7da0f617135fe9c92dc7070d13a0f96ab3081f9db7ff5b172a3905bd78 \
-    --hash=sha256:a99d898ad1a399d9c8cab5561b3667fd24f4385820ac90c3340aa637aa5adfc9 \
-    --hash=sha256:aa4136f8ccb9a8cd32befd1b3882c2597e6791e64e8b3cf3129c55549b5de62f \
-    --hash=sha256:ab2a5177522b62426db897b655a02f574e27d9735bbeb6da41bc981b771df636 \
-    --hash=sha256:ab806fd026bfd48bade5e21e06d0d799cbfad32f236989ff6f37db03a5fbe34f \
-    --hash=sha256:ad5f0847da00687f52d2b81828e8d887bdea9eb8686a9841024ea7a0e153028e \
-    --hash=sha256:b0bee27fb596a0f518369c275a965d0448c39a0730e53a030b311bb10562d4d5 \
-    --hash=sha256:b31d66b62736b8514982a24a7dedcf8c062b27a8e9b51e52d7a5899045a45fe1 \
-    --hash=sha256:b38ddfab41d10e780edb431edc30aec89bee4ce43d718e3896e99f33dae5c1d3 \
-    --hash=sha256:be1bdbd52145dfe46880d8bb56eacc25aa75c3bb075fa103de7974295eb2811f \
-    --hash=sha256:c10065081c0e137975de5d9ba2ff2306286dbf5e0c586d4d5aec87c856239b41 \
-    --hash=sha256:c11c62a3cdb9d1426b1536de9e3446cb09c7d025bd4df125275cae221f214899 \
-    --hash=sha256:c3777ae3e088e94df854fbcbd8d59f9239b74aac036cb6bbd19f8035c8e42478 \
-    --hash=sha256:c3d93171dd65b36eca5367acf19eef82c79b4df557cb4bd0daf323b7a27f2d3b \
-    --hash=sha256:c9a679b24f5c6f366a0dec75745e1abeae2f597f033d0d54c74cbe62e7e6ae28 \
-    --hash=sha256:caa71c723f512f8d859fa239573086e16f38ffc426b5b2f7dab5d40fdb356c80 \
-    --hash=sha256:ce86d9dfc6b409ad16556384244572bb3cbefa2ca0f0eab7fba0ff2112b2f068 \
-    --hash=sha256:d4cd82e65b5aeb31bd73534e61ece1cab625f4bcbdc13bc4ddc5f8cbfb37c24a \
-    --hash=sha256:d524a4ba765bae9b950706472a77a887a525ed21144fe4b41f6190f6e57caa2c \
-    --hash=sha256:d7310312a68fdb1a8249cf114acb5435aa6b6a958b15810f053c1df5f98476e4 \
-    --hash=sha256:d8274ff02d447cca026ba00f56070ba15f95e184b2d028ee0e4b6c9813d2aaf9 \
-    --hash=sha256:d879be7fb5296409e18731c7ba666d56ecd45b816b2c9eb35138aa1d7777aeb5 \
-    --hash=sha256:d87ed09e5c9b6d2648e8856a4e556147b9d3cd4d63905fa664dd6706bc414256 \
-    --hash=sha256:dde1c3f3edb1f0095dcbf79cf8a0bb768f9539e809d0ad010d78200eea97d42a \
-    --hash=sha256:df5e9db9539d70426f5d20c7ebb6f7b33da5fbd40620e11261fe3fba7e177145 \
-    --hash=sha256:e7cad66317f12f0fd755fe41ee7c6b06531d2189a9048a8f37addb5109f7e3e3 \
-    --hash=sha256:ec1694134961b71ac05241ac989b49ccf08e232b5834d5fc46f8a7c3bb1c13a9 \
-    --hash=sha256:ec985386bc3cd54155f2ef0434fccbfd743617ed6fc1a84dae2ab1de6062e0c6 \
-    --hash=sha256:ef9d103706560c15fecaf7d3cff939e0f68ce5763cf0e64d0e4e5d37f9bdd2d1 \
-    --hash=sha256:f1350033431d75be749273236dcfc808e54404cd6ece6204cdb1bc4ccc163455 \
-    --hash=sha256:f1fe71c203f66bc169a393964d5702f9251cfd4d70279cb6453fdd42bd2e675f \
-    --hash=sha256:f24189dc3aea3a0a94391a047076e1014306b39ba17d7a38ebab510553cd1a97 \
-    --hash=sha256:f57726b5a90d818625e6996f5116971b7a4ceb888832337d0e2cf43d1c362a90 \
-    --hash=sha256:f7c055a50d068b3a924bd33a327646346839f55bcb762a26ec3fde8ea5d40564 \
-    --hash=sha256:f7e5072269c34a1b719910ee4decf13b288159fb320f18aba3885f6b6aab7753 \
-    --hash=sha256:f7e507e1e798ebca77ddc9774fd405107833315ad802cfdaa1ab07b6d9154fc8 \
-    --hash=sha256:fbbffb948a32f9783d1a28bc0c53616f0a76736ed1e7c1d62e3e99a8dfaab869 \
-    --hash=sha256:fd87d112eda1f0528074e1f7c0312881816cb75854133021124269a27c6c48dc \
-    --hash=sha256:ff06e4aa781aa4f68fbfaf1e727fe221fa1c552fef8ae70b6d2a0178e1f229ad
+python-bidi==0.6.11 \
+    --hash=sha256:034090c597af250d699299d7e7f1e83eb016f9e47b3b707bd89ab2bdec77bce0 \
+    --hash=sha256:0608bddcc1c53dfa5293499de13ca9935b31aa46d1c722c404a88c703d1a4e47 \
+    --hash=sha256:0d339c4ebf3c2501d7569971a22e762fb45d8af7e19a0573afe260d69b35fb0d \
+    --hash=sha256:0d496f9fc21b7457e12395e54088ab99776966c663b4cd4a74770c7a6418ab59 \
+    --hash=sha256:19bae96ff1ee76b3a7dc962598b69426538e3021460cf85a4017437548ab6947 \
+    --hash=sha256:19d13c70b1f7bb5dc69866a11624f3b78123807b4ede18f4f99f656ed86babec \
+    --hash=sha256:1a639a2c62f825e72eb42901fd1c69296d09c192ae003195e6cf773f92d6bb42 \
+    --hash=sha256:1ad5f712a32be30d28eb96e119e85818747a43cea253de6c3160b464b62a5619 \
+    --hash=sha256:1b41cc6bc9ad78a12da5f987da15e931c771f18ceca58f2fe8ed50f253490a97 \
+    --hash=sha256:1ffd728f1f7866ff7399906bbc17ef5cf010b90ce56a1e94937b28a1a4cf5a7d \
+    --hash=sha256:20ab47a4098577fc9a82816c330c89ff597c31ba69c98bc6a1b6a5737b03de05 \
+    --hash=sha256:239a00b2adb5f897d11d7b7a491d759fb9883e71a71cfd90c4147a733b4df4d3 \
+    --hash=sha256:2b208fc26ab2c7adfd2c4d84753a5045f664e0bec19ca462af2406132e62f92e \
+    --hash=sha256:2d6970b09f5a3102c0aa192f5258c585742ab4ebd94f637a635ad3448ccba567 \
+    --hash=sha256:2ff75d1befc335cbe85f834e81554a024f94d9b5d1dd75a5bd99af81a1cb783c \
+    --hash=sha256:302f4ca7dabfe447e707d40e98520551181036c15750bdd1e73292ad8b3d8e75 \
+    --hash=sha256:30d543b5baf9fca5ef5ec95647aa07c5e38fc7fa0f18be0c61d1d6c0a1032c6c \
+    --hash=sha256:337ec315f8b286399e411f5bfc339fc2124db07757409b0595ceb46de087c4cd \
+    --hash=sha256:3611d13b53d4c899c4f2a7cd8eb897064e8b5546c3c5d1037dd6209c82858a27 \
+    --hash=sha256:36f23f12d9b1c56ed8d82e11f56c6cba7bc3f614ee73374bc7772bb2270e0966 \
+    --hash=sha256:380b70d615647646dbe06f7d95dc30b8fdc9b596dbfa1cd3814feb9805c0c8f2 \
+    --hash=sha256:397f7f289eba6ce25d99dbea99f873d699bf9aa030074e7fb746d8f93c2fb6f9 \
+    --hash=sha256:3bdb64ee0a74951465cd4a761e1029e73806ff43b2fe5be98643e52da5cabb66 \
+    --hash=sha256:3da9e536546f7c62c0da595c8f71a096e0b9a80e94cfd0f329b7b200ef81e7d5 \
+    --hash=sha256:41c7d1914c1f33954aa2ab0e2c309be5d1d4afc75ce524762eaab4dd825c5ab8 \
+    --hash=sha256:43f3e81bdd36f49171b7de6cf471086df503c29555f6f7f035ebe8f8ec1da779 \
+    --hash=sha256:490118f4af5a3535923c76be07e937ef1cb4cf84c489b37471aa95455fe923b3 \
+    --hash=sha256:493655043ebea6fec0edb76053bdad46f1f7352a759ca4deb733f13b3c09839c \
+    --hash=sha256:495a76c881d78ab87b57c5270679c9bc3c1de36d8c6596d5e3a5a1b5f9c57471 \
+    --hash=sha256:4ac819cac1abb15486c48af3399a5c726e89f0977a3aff205ac162533186e756 \
+    --hash=sha256:4ccf1fe9ecb3b02a1a11b103cd2557e2653d82c141b6e2dccec8177e6af5c4bb \
+    --hash=sha256:4d00757ef7bbbf14d8628f9bdb6b0e168d5e7b03fec20da3226624f11bffce89 \
+    --hash=sha256:51915502898c45e9cb36636e974aca068fc5cdb9f06b794f49abea5b12f02016 \
+    --hash=sha256:519eb90bedb04b5cbba0bfc8062984a5ba054a019d81ada34053dc67397d61cb \
+    --hash=sha256:539d99efe02f4981171ed57bbc085094ef780405ca14663550a56c6c3e265c34 \
+    --hash=sha256:555cdf9303c40bae1ab512ca427f1f0316a574bc0a48db22eec76ec0fd1213cf \
+    --hash=sha256:55f27bd2cdeca96f46448a741d393575fbedfc70e38e09dbb030ed98dba8cf2a \
+    --hash=sha256:55fa5b22cc8c220a6daf077570a8e29d3b607bd978bd3dbc04b445d01a17de57 \
+    --hash=sha256:565d819fddb2bbc58c42ca5c97d73da7567f181115011e8f04c76b9d08378dcd \
+    --hash=sha256:56807e0dde88d5ab96880c9d668bda7bca1df83cd30d20cbff5d6b6e6c1e9276 \
+    --hash=sha256:56dfa3c1c13cb89da39a4e8f2f9442e4291de01877511a13f830125d36e9ce5b \
+    --hash=sha256:56f27c1edfd15c12c9c348378ccd79166930d720cf316b1181a0a0ade2146253 \
+    --hash=sha256:57aa56b1eca5f63ebdd25fe8fad02eab7797fc45ad1efc5eed2a830e2bd2038d \
+    --hash=sha256:5dd49c11ae87ee6ced68594faa78b34a89a1a3c43647fa6157765f9726f9daf3 \
+    --hash=sha256:5f3e1743b2d43377c4da5d687a03430a27f5769e158a9f75a50b05e7e82f4d21 \
+    --hash=sha256:5f9ed312d445a691c0afec995ca4f726abe357d8da500e389f77fb874fa7ef76 \
+    --hash=sha256:60150bffbe43bfc1e356c0c2900ba643a02ce09c37bc0c553c4d83e5c3de63ad \
+    --hash=sha256:60d9bf6c60c022657637f64897e63dc3f5b1c07cb7f0e1ead6150aff5150c5ab \
+    --hash=sha256:619ee3fe03daec8d3ce12239f0c22455676a063b2bcde361caecd788fae5b8d5 \
+    --hash=sha256:62a6b700f3d7a2c4d52a5dccca765711a2414e734360b00365e155698a26e461 \
+    --hash=sha256:63d9dcc714d549a5118ebc93b7a7c903a0c1feec8e57f5fcacf98d984b76325b \
+    --hash=sha256:6623683fe39b9fbf508e3069f17e8e9cab26143f9d9f89c8a8f45424c052df4f \
+    --hash=sha256:68c3e570f2908ac39db0b269f5648e257fab5204344b9bf6dae80852ae4cbe1c \
+    --hash=sha256:69d1f4ee17644e8aeac93a7238ee2f28d79b0180815441eb511b77e6585aa971 \
+    --hash=sha256:6c92d1cad16f9ec2f2a3ae439a0bc3a8e4189ec227987bed03d5b4056d5eb9c5 \
+    --hash=sha256:6ca92a4e460f7e25e434a6d7982d94a4765ca242f527995da70abb5a32003b8a \
+    --hash=sha256:6d9ef69c108b31f38e1f281a55fdedad7774bc1e952a45c8c14a18e891eee397 \
+    --hash=sha256:6dc112e2239f69913273cbb0c050ca816b145b32037d4266c430159c5ddcdab2 \
+    --hash=sha256:721697187f4da67dafc26f63488f463fa35ff2de8668d959fda773cccdbef0eb \
+    --hash=sha256:73c38c604bfc01647c69ce38e5cf8b4206e2ede91ca3eb8e5d79b7409f17e0b3 \
+    --hash=sha256:74457b43db34f984252e915828b5d1a4042a771f44e853a5643506d01562eccb \
+    --hash=sha256:7738cfc7ee9fcdff3fef76b40007982ce7704010a51df307c4a51d378f5ff1ba \
+    --hash=sha256:777fb44a6f1e91d6adde36e815024c210b0208f35d00762880257b8fb04dc849 \
+    --hash=sha256:788c11c84b520ea973992cc95751d56b783ff5857df504c1347d99cacd2fcfe7 \
+    --hash=sha256:79df1099a08e53edb678236d4d76d8de4e3901bafc84ce1788b71f9b96547325 \
+    --hash=sha256:7c4dc0d1328321aeb08054be654e1d39f171d5aae8dca931c9332860f18f57d7 \
+    --hash=sha256:7cb34dd8d22ca1847653c0e1cbba8fd96de09c24b8c83b7805eab270c81e863a \
+    --hash=sha256:8013c1e6267a929be98d10c3a617171709c8226bd33c6180ec65e560c35b6df8 \
+    --hash=sha256:80cfe97e2d65981be877ae5bd2338c6919a7cc1171fc308c8b8c7c306ba6ffd8 \
+    --hash=sha256:83c780f7e4c3dd3f020db75dc425567981e65c6d5571b3c0372203d0df92c834 \
+    --hash=sha256:83ee87feb5eafc0442e1db0014dad20d52a2a7a140b6cddc8f7bc65918f0a7b4 \
+    --hash=sha256:879c3fba3e7511c7d01020449d970ca7d6a593f20cfc47c014d3d229a38930b2 \
+    --hash=sha256:8b6b7fce8f47578be9aebf5a0b6b2d6c157b4e97af7586ecf13bfca5d128deea \
+    --hash=sha256:8eb09af209cd660fa9689f6ce9e61e73c8afa4829ae61801deea7f6e32263800 \
+    --hash=sha256:8fbb6d222b50324fb9d49b6ff0f8566fa97b907a68c00e6622fcf34463104f4a \
+    --hash=sha256:9435acc52438c3c8f5142b9a17a622927618e80a32eed707343bc375cb51cebe \
+    --hash=sha256:946b7dbec4e64017680f1a66b3a8534659d889018ac83bd2abf958278e6f62b0 \
+    --hash=sha256:94f7f66bd7680d3f2085adaeea91c01b3281a79bb5041db1a51cbe8af36a9d88 \
+    --hash=sha256:959335cd3814cb767fb832c5c71cbc838ccd9231a812ef2cb43092a216a91d5b \
+    --hash=sha256:969ee7db3e169fcc0b2d2d094826e03cc5798dfd6b3571a340ea883672396cb1 \
+    --hash=sha256:9af2b5c26a3eb960699dff040535a86dc2c0f708087b2d63bcfd6452fe9d0664 \
+    --hash=sha256:9d18916c97855d68515ca2b3581948b6d864c304cd386210ab5aff5e0fb9be2c \
+    --hash=sha256:a1115f3f02eb836b39e0c986a6b9e92c4377a1e5a680409650b02ec6b1a795e6 \
+    --hash=sha256:a1b5ee069001bf7f4fff109598a9396caa96bb35e1b906b2c6d1bab9f9b2c4bd \
+    --hash=sha256:a4f4a0cd24c09df748bfdc207b089c00e7af19f3151063f4cd74ac658290186b \
+    --hash=sha256:a52f7ad9ef9091e81869e5d255e796755ccf542ade14dda17647cb7d7ffe1b9c \
+    --hash=sha256:a873e6f8ab28b5a56201d5cdb98f4c7d2ff88e636a58659c5ac271e287001658 \
+    --hash=sha256:a9aa2890661b238730e680ccd6eb06f4da625b2dbc1730052dae6f2d88957192 \
+    --hash=sha256:ab8af1cc29c3f400a0f781d50f8ab52a8c63adf2fcef16f14641cd97e06a80e0 \
+    --hash=sha256:acccb6d90e694684db2d314db2e2b0d3b8949bf1cfaec6d9808a8889f548add7 \
+    --hash=sha256:ad5d9b8e8a6c330208eba413db506de58f21dbf88a1f1d5d75ef5f9e0e714adf \
+    --hash=sha256:af7711cc6eeeadcb1aae877e0736a68e111c73a29562da6106c5e2fbb4dd83b2 \
+    --hash=sha256:b2c759e13ebb81edaac3041697328bb1ca8433b55281723879f6b54e74881240 \
+    --hash=sha256:b433840a924c8788f0abbda15d22c71dc636e2078d7d3ba39369cebe4bef74b8 \
+    --hash=sha256:bde89739a979d9eb3ac48c4882c8a42dd528a7708b0faa99b90b551588bd5f8d \
+    --hash=sha256:c17393753ddb77377f754ba2a88cacfe3056040a8a5dff8d43f9d5e51bbe1edc \
+    --hash=sha256:c26cd9d81f820159026b1c99905ca12bf13892e3f6a9303359fef42fe6f39e50 \
+    --hash=sha256:c6aca20472d7040bc1f0aadb510cb20d40b3d6caa4c8bf82d075ba2650a41652 \
+    --hash=sha256:c6b3c853f99172ef22e5a16c8114cf243e351c8e70f72a894164088c2c99d9cb \
+    --hash=sha256:caee7ee3662eab1411b44fef8571b87273cb5235061d7463ebd10e412ac07986 \
+    --hash=sha256:cd564b8c583eba2d230d02d0467fd840045f08856b6524555cfff7f32af63c72 \
+    --hash=sha256:ce2ef68dce82ae4067cf28910224d77b45eb2c2b3904db6eb670d1cddb8d0eb2 \
+    --hash=sha256:cf4e88a6fec81b7155a487cbbea7753a3d9a76dc4d391b4f8958b37227ef2c12 \
+    --hash=sha256:d14f2d400c75e07d1154299463a3d4d14aa5565b05088b2d9b314ccd9fd6dc3a \
+    --hash=sha256:d52ec8ccdc2fd5c61749d876a9d1eb0ea6543c1676722e1e3fb9d7800852131c \
+    --hash=sha256:d5695d87969fed5b3799b8a98848cb04fe2873fded46efe9f3f2f341efd1b829 \
+    --hash=sha256:d7291e13496cb74fc1b71f7f1e3628586afefa531102bb4fa7af9c2d543efc3c \
+    --hash=sha256:d73a821873c52635321196cfb8d3a231d7917ca284cf2bcd9422f6deb19db7ca \
+    --hash=sha256:da51a3a2940478219f19249fcf7cd45e8ddc197982be22efa43c4763e9d2eb57 \
+    --hash=sha256:dc69d594682fbedec7d0cc81cd4d5f14fb40b6b365587238fafb91509cfea020 \
+    --hash=sha256:dfbb9ba8343a60daf4ced67c11d551dafe9a3c94892c326e4c216fa2e6eca802 \
+    --hash=sha256:e142820537e08d567c2c017e26df05f88856a03f0f3948209cfcdc39617df363 \
+    --hash=sha256:e4ebc24ac38e50676f65daf7ba6c568789660cb60d6dcf2606d4310dba826721 \
+    --hash=sha256:e6c474618a7b6a50c10007f8a9edb50def6d98d297a07a34dc2fb82c344f2b8b \
+    --hash=sha256:f0ee4e80dd3b2a46868dcc73e00aa59f99c0e1de54a2ba783faf0fddba2ccce2 \
+    --hash=sha256:f237ebb570fd8bbe479b6967374d82b7f0b26f9452c276bdd5f793d83e7062bd \
+    --hash=sha256:f400a30573774a1e90c0d50d43c35d9c004afcf53de801bbfd259f84ea80f31c \
+    --hash=sha256:f563d20481f7d316adf605bb94d5b7182acecdbc4d431d60473e9b1d526d0210 \
+    --hash=sha256:f7a8429d0d65232e314b4f494825c1205abcc3039f42bf7da80424a15b731709 \
+    --hash=sha256:f8655ac559dcfce7179b150ebcc207982d4d60e67b3089b2032eed3a0a78c07a \
+    --hash=sha256:f99162d6c6c9522c46eb213f1bc932829c2602131676c92f081cb865b8ef6784 \
+    --hash=sha256:fa2848c3116d619870d114471fcd4a9f1aa43587a002111d7af1e6582f1b57e9 \
+    --hash=sha256:fc3b0a6e2460f68de9ab98f71e3098bb21bb984563417ad104dec7ab08ebcadc \
+    --hash=sha256:fccd1808bb427d6a6d34168461bef551faa93ce3dda489fcef9073bcd9b34a5e \
+    --hash=sha256:ff675d036823bff05a2e0f8cdb13f5414274ff517d13b0d57c15527015eb6acb
     # via easyocr
 python-dateutil==2.9.0 \
     --hash=sha256:78e73e19c63f5b20ffa567001531680d939dc042bf7850431877645523c66709 \
@@ -4417,13 +5025,16 @@ python-dateutil==2.9.0 \
     #   botocore
     #   elasticsearch
     #   google-cloud-bigquery
+    #   graphene
     #   great-expectations
     #   ibis-framework
     #   jupyter-client
     #   kubernetes
+    #   matplotlib
     #   moto
     #   openlineage-python
     #   pandas
+    #   strictyaml
     #   trino
 python-docx==1.2.0 \
     --hash=sha256:3fd478f3250fbbbfd3b94fe1e985955737c145627498896a8a6bf81f4baf66c7 \
@@ -4445,19 +5056,18 @@ python-keycloak==4.2.2 \
     --hash=sha256:1d43a1accd4a038ed39317fcb3eb78211df6c75bbcbc4c482c99ee76327136f2 \
     --hash=sha256:5137fd87c69031a372a578df96bae96b9aead2c9dad976613bc978e9e0246a1e
     # via feast (pyproject.toml)
-python-multipart==0.0.27 \
-    --hash=sha256:6fccfad17a27334bd0193681b369f476eda3409f17381a2d65aa7df3f7275645 \
-    --hash=sha256:9870a6a8c5a20a5bf4f07c017bd1489006ff8836cff097b6933355ee2b49b602
+python-multipart==0.0.32 \
+    --hash=sha256:be54b7f3fa167bb83e4fcd936b887b708f4e57fe75911c02aebf53efaf8d938e \
+    --hash=sha256:ff6d3f776f16878c894e52e107296ffc890e913c611b1a4ec6c44e2821fe2e23
     # via mcp
 python-pptx==1.0.2 \
     --hash=sha256:160838e0b8565a8b1f67947675886e9fea18aa5e795db7ae531606d68e785cba \
     --hash=sha256:479a8af0eaf0f0d76b6f00b0887732874ad2e3188230315290cd1f9dd9cc7095
     # via docling
-pytz==2026.1.post1 \
-    --hash=sha256:3378dde6a0c3d26719182142c56e60c7f9af7e968076f31aae569d72a0358ee1 \
-    --hash=sha256:f2fd16142fda348286a75e1a524be810bb05d444e5a081f37f7affc635035f7a
+pytz==2026.3.post1 \
+    --hash=sha256:2211d3fcf9a797d3405cac96ac7f61d80e6a644f72a3309607282fe8a2010c5d \
+    --hash=sha256:dd95840dd199baea12d9cc096a1d452caa6596a1c1e4b5f3dbd1541855d5e815
     # via
-    #   clickhouse-connect
     #   great-expectations
     #   pandas
     #   snowflake-connector-python
@@ -4546,10 +5156,12 @@ pyyaml==6.0.3 \
     #   huggingface-hub
     #   jupyter-events
     #   kubernetes
+    #   mlflow-skinny
     #   openlineage-python
     #   pre-commit
     #   ray
     #   responses
+    #   scylla-driver
     #   timm
     #   transformers
     #   uvicorn
@@ -4650,33 +5262,33 @@ pyzmq==27.1.0 \
     #   ipykernel
     #   jupyter-client
     #   jupyter-server
-qdrant-client==1.17.1 \
-    --hash=sha256:22f990bbd63485ed97ba551a4c498181fcb723f71dcab5d6e4e43fe1050a2bc0 \
-    --hash=sha256:6cda4064adfeaf211c751f3fbc00edbbdb499850918c7aff4855a9a759d56cbd
+qdrant-client==1.18.0 \
+    --hash=sha256:093aa8cf8a420ee3ad2a68b007e1378d7992b2600e0b53c193fc172674f659cd \
+    --hash=sha256:52e8ece1a7d40519801bf0b70713bfa0f6b7ae28c7275bbe0b0286fbed7f6db4
     # via feast (pyproject.toml)
-ray==2.55.1 \
-    --hash=sha256:0053fd5b400f7ac56263aa1bbd3d68fb79341b08b8dc697c88782d5aca7b3ed4 \
-    --hash=sha256:0ea2f670a7725833ad2333a8c46ab69865ad06c8e5de9f65695e0f8f35331cec \
-    --hash=sha256:137f9006eee28caab8260803cca314f37bbda3fc94fdfa31c770b5d019626ad8 \
-    --hash=sha256:1380e043eb57cde69b7e9199c6f2558ceeb8f0fc41c97d1d5e50ea042115f302 \
-    --hash=sha256:156ed3e72ad95b645d2006cd71a8dddbcc89b56bfc00027f6225adf78bd9cb74 \
-    --hash=sha256:263705f6bab29e7622a94f82da25fd7f9cead76cdf89a07aab28f79cdf8f9d95 \
-    --hash=sha256:26541f69bb55607ef8335baac75b2ed12ff2ce02d56313219b29eda003039221 \
-    --hash=sha256:2d5786661e192148719accc959def6cdcabd7a24cd9008005bf3d0e3c8cfd529 \
-    --hash=sha256:4e618d61e1b14b6fde9a586151f3fd9d435b0b85048b997bcaa7f4a533747b2b \
-    --hash=sha256:5e56d2e8f304cafe990c198a2b894f5b813de018998cd7212869201f6dc17cff \
-    --hash=sha256:86e618e9ad8c6a24331c788eb599cee9838a62d2e10dfca0227743be06cf551c \
-    --hash=sha256:9ad56704c8bd7e92130162f9c58e4ef473609515637673d5a36e761f95335206 \
-    --hash=sha256:b062045c64c2bce39a51661624f7292c7bbf30f2a9d878627aae31d46da5712d \
-    --hash=sha256:b415d590e062f248907e0fe42994943f11726b7178fcf4b1cf5546721fb1a5f8 \
-    --hash=sha256:baf2ec89df7838cabdef493ff9bdbec1e6a6452f8bc696ad0c1b8a6198721745 \
-    --hash=sha256:bb49fbbe53a1d931e1f92d17f9271338f0b738885f8f70b7f531aa33f019d8af \
-    --hash=sha256:d5382da181c03ee2f502ef46cf0ae4bbc30157b5bd9a67d7651f6a272528a85a \
-    --hash=sha256:f9844a9272ef2e6eb5771025866072cf4234cf4c7cc1a31e235b7de7111864be
+ray==2.56.1 \
+    --hash=sha256:44bc0000c5bfad85b2ff6e0ef91e95f901d1a2d2fdd72f94f08a046eb494cd61 \
+    --hash=sha256:49aa1f8aa1799a6b63adc8e4edd600b949b2bb648461abedcbcccd56c8ef0f82 \
+    --hash=sha256:4df45f33cc176b11c69191efdcfb4aceaeea22fecfa784f6485b6504ef8c8b26 \
+    --hash=sha256:58b8c037a9f2b7b7866439cb6fe19d452ba3961f2b62d0a247dc3adf2ca45265 \
+    --hash=sha256:5eebd776cd461edebc5874d2dfba3005147b6b45645d8a16a6549311c5efffea \
+    --hash=sha256:7005a13785c7478c3d183b6f1e7a344c069c4c4fb187707c4fc31ca8c84d8d9f \
+    --hash=sha256:76f6268a669c1d9910f1d7b73903de3ede9850ed94d3e28318d495559bd37d0e \
+    --hash=sha256:7fdc47de4e230f0db7c6c668a9e161f864dac548bd32230986e0b0c36e386eb5 \
+    --hash=sha256:8052573ee5ef8c4fdd7aeb6a257c80542e69c48f3f6d117101f95c970ffdc7e2 \
+    --hash=sha256:81f2db202cc31bc3f5c4acf9ef154d10f1f39ece602d9d2d3108875c49bf01c3 \
+    --hash=sha256:8fdd6b096215906cf1f9acdc7898c9d6140606f2d27245778b8385a9f19e6cb0 \
+    --hash=sha256:93dedab658334af81877b6ed840c4e5f85e2e0b1b3641b20eaaee37cad835cc6 \
+    --hash=sha256:ad87fa57c5c69c77edab14820226868842648de7181894dba4fb1e874a0ab27e \
+    --hash=sha256:ae91fe578fadea38c13a208a0fec27e1ced238ccdf5fff95ef3e30ac3071dec9 \
+    --hash=sha256:c102fb09e82c2e10828d5c21cfb744e27bca690b287c7d0a77d0d883c0c86907 \
+    --hash=sha256:e5d3173696831134c76bd09451dfe95c32d72c271253b0d6b09d2df9994aa660 \
+    --hash=sha256:e7003a47a42ef2ad33ec0b34dc5b6afb03f63fe59465e6f4c8f6d05492d9e4a6 \
+    --hash=sha256:ea372c7f95b14f1f76f0bdd2abc9602c56e88bc30699d2228f78133e7749b2f1
     # via feast (pyproject.toml)
-redis==7.4.0 \
-    --hash=sha256:64a6ea7bf567ad43c964d2c30d82853f8df927c5c9017766c55a1d1ed95d18ad \
-    --hash=sha256:a9c74a5c893a5ef8455a5adb793a31bb70feb821c86eccb62eebef5a19c429ec
+redis==7.4.1 \
+    --hash=sha256:1a1df5067062cf7cbe677994e391f8ee0840f499d370f1a71266e0dd3aa9308e \
+    --hash=sha256:1fa4647af1c5e93a2c685aa248ee44cce092691146d41390518dabe9a99839b0
     # via feast (pyproject.toml)
 referencing==0.37.0 \
     --hash=sha256:381329a9f99628c9069361716891d34ad94af76e461dcb0335825aecc7692231 \
@@ -4685,131 +5297,132 @@ referencing==0.37.0 \
     #   jsonschema
     #   jsonschema-specifications
     #   jupyter-events
-regex==2026.4.4 \
-    --hash=sha256:011bb48bffc1b46553ac704c975b3348717f4e4aa7a67522b51906f99da1820c \
-    --hash=sha256:04bb679bc0bde8a7bfb71e991493d47314e7b98380b083df2447cda4b6edb60f \
-    --hash=sha256:0540e5b733618a2f84e9cb3e812c8afa82e151ca8e19cf6c4e95c5a65198236f \
-    --hash=sha256:05568c4fbf3cb4fa9e28e3af198c40d3237cf6041608a9022285fe567ec3ad62 \
-    --hash=sha256:0709f22a56798457ae317bcce42aacee33c680068a8f14097430d9f9ba364bee \
-    --hash=sha256:0734f63afe785138549fbe822a8cfeaccd1bae814c5057cc0ed5b9f2de4fc883 \
-    --hash=sha256:07edca1ba687998968f7db5bc355288d0c6505caa7374f013d27356d93976d13 \
-    --hash=sha256:07f190d65f5a72dcb9cf7106bfc3d21e7a49dd2879eda2207b683f32165e4d99 \
-    --hash=sha256:08c55c13d2eef54f73eeadc33146fb0baaa49e7335eb1aff6ae1324bf0ddbe4a \
-    --hash=sha256:0a51cdb3c1e9161154f976cb2bef9894bc063ac82f31b733087ffb8e880137d0 \
-    --hash=sha256:1371c2ccbb744d66ee63631cc9ca12aa233d5749972626b68fe1a649dd98e566 \
-    --hash=sha256:173a66f3651cdb761018078e2d9487f4cf971232c990035ec0eb1cdc6bf929a9 \
-    --hash=sha256:1b1ce5c81c9114f1ce2f9288a51a8fd3aeea33a0cc440c415bf02da323aa0a76 \
-    --hash=sha256:1b9a00b83f3a40e09859c78920571dcb83293c8004079653dd22ec14bbfa98c7 \
-    --hash=sha256:21e5eb86179b4c67b5759d452ea7c48eb135cd93308e7a260aa489ed2eb423a4 \
-    --hash=sha256:261c015b3e2ed0919157046d768774ecde57f03d8fa4ba78d29793447f70e717 \
-    --hash=sha256:2895506ebe32cc63eeed8f80e6eae453171cfccccab35b70dc3129abec35a5b8 \
-    --hash=sha256:298c3ec2d53225b3bf91142eb9691025bab610e0c0c51592dde149db679b3d17 \
-    --hash=sha256:2a5d273181b560ef8397c8825f2b9d57013de744da9e8257b8467e5da8599351 \
-    --hash=sha256:2b69102a743e7569ebee67e634a69c4cb7e59d6fa2e1aa7d3bdbf3f61435f62d \
-    --hash=sha256:2c785939dc023a1ce4ec09599c032cc9933d258a998d16ca6f2b596c010940eb \
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+    --hash=sha256:98c6ac18480fcdb33f35439183f1d2e79760ab41930309c6d951cb1f8e46694c \
+    --hash=sha256:9a15e785f244f3e07847b984ce8773fc3da10a9f3c131cc49a4c5b4d672b4547 \
+    --hash=sha256:9b60d7814174f059e5de4ab98271cc5ba9259cfea55273a81544dceea32dc8d9 \
+    --hash=sha256:9be2a6647740dd3cca6acb24e87f03d7632cd280dbce9bbe40c26353a215a45d \
+    --hash=sha256:9c7472192ebfad53a6be7c4a8bfb2d64b81c0e93a1fc8c57e1dd0b638297b5d1 \
+    --hash=sha256:9dce8ec9695f531a1b8a6f314fd4b393adcccf2ea861db480cdf97a301d01a68 \
+    --hash=sha256:9e50d748a32da622f256e8d505867f5d3c43a837c6a9f0efb149655fadd1042a \
+    --hash=sha256:a81758ed242b861b72e778ba34d41366441a2e10b16b472784c88da2dea7e2dd \
+    --hash=sha256:ac777001cdfc28b72477d93c8564bb7583081ea8fb45cdca3d568e0a4f87183c \
+    --hash=sha256:b2b506b1788df5fecd270a10d5e70a95fe77b87ea2b370a318043f6f5f817ee6 \
+    --hash=sha256:b2ea4a3e8357be8849e833beeae757ac3c7a6b3fc055c03c808a53c91ad30d82 \
+    --hash=sha256:bf1516fe58fc104f39b2d1dbe2d5e27d0cd45c4be2e42ba6ee0cc763701ec3c7 \
+    --hash=sha256:c0d702548d89d572b2929879bc883bb7a4c4709efafe4512cadee56c55c9bd15 \
+    --hash=sha256:c10b82c2634df08dfb13b1f04e38fe310d086ee092f4f69c0c8da234251e556e \
+    --hash=sha256:c42572142ed0b9d5d261ba727157c426510da78e20828b66bbb855098b8a4e38 \
+    --hash=sha256:c4585c3e64b4f9e583b4d2683f18f5d5d872b3d71dcf24594b74ecc23602fa96 \
+    --hash=sha256:c639ea314df70a7b2811e8020448c75af8c9445f5a60f8a4ced81c306a9380c2 \
+    --hash=sha256:c670fe7be5b6020b76bc6e8d2196074657e1327595bca93a389e1a76ab130ad8 \
+    --hash=sha256:cc1b2440423a851fad781309dd87843868f4f66a6bcd1ddb9225cf4ec2c84732 \
+    --hash=sha256:cd3584591ea4429026cdb931b054342c2bcf189b44ff367f8d5c15bc092a2966 \
+    --hash=sha256:d15df07081d91b76ff20d43f94592ee110330152d617b730fdbe5ef9fb680053 \
+    --hash=sha256:d19662dbedbe783d323196312d38f5ba53cf56296378252171985da6899887d3 \
+    --hash=sha256:d24ecb4f5e009ea0bd275ee37ad9953b32005e2e5e60f8bbae16da0dbbf0d3a0 \
+    --hash=sha256:d446c6ac40bb6e05025ccee55b84d80fe9bf8e93010ffc4bb9484f13d498835f \
+    --hash=sha256:d51ffd3427640fa2da6ade574ceba932f210ad095f65fcc450a2b0a0d454868e \
+    --hash=sha256:d6ce43a0269d68cee79a7d1ade7def53c20f8f2a047b92d7b5d5bcc73ae88327 \
+    --hash=sha256:d721e53758b2cca74990185eb0671dd466d7a388a1a45d0c6f4c13cef41a68ac \
+    --hash=sha256:d7da47a0f248977f08e2cb659ff3c17ddc13a4d39b3a7baa0a81bf5b415430f6 \
+    --hash=sha256:db47b561c9afd884baa1f96f797c9ca369872c4b65912bc691cfa99e68340af2 \
+    --hash=sha256:dbe6493fbd27321b1d1f2dd4f5c7e5bd4d8b1d7cab7f32fd67db3d0b2ed8248a \
+    --hash=sha256:dbece16025afda5e3031af0c4059207e61dcf73ef13af844964f57f387d1c435 \
+    --hash=sha256:ddd67571c10869f65a5d7dde536d1e066e306cc90de57d7de4d5f34802428bb5 \
+    --hash=sha256:de9208bb427130c82a5dbfd104f92c8876fc9559278c880b3002755bbbe9c83d \
+    --hash=sha256:e30d40268a28d54ce0437031750497004c22602b8e3ab891f759b795a003b312 \
+    --hash=sha256:e8b0abe7d870f53ca5143895fef7d1041a0c831a140d3dc2c760dd7ba25d4a8b \
+    --hash=sha256:f035d9dc1d25eff9d361456572231c7d27b5ccd473ca7dc0adfce732bd006d40 \
+    --hash=sha256:f04b9f56b0e0614c0126be12c2c2d9f8850c1e57af302bd0a63bed379d4af974 \
+    --hash=sha256:f0fa4fa9c3632d708742baf2282f2055c11d888a790362670a403cbf48a2c404 \
+    --hash=sha256:f2e7f8e2ab6c2922be02c7ec45185aa5bd771e2e57b95455ee343a44d8130dff \
+    --hash=sha256:f8f6fa298bb4f7f58a33334406218ba74716e68feddf5e4e54cd5d8082705abf \
+    --hash=sha256:fbf300e2070bb35038660b3be1be4b91b0024edb41517e6996320b49b92b4175 \
+    --hash=sha256:fce7760bf283405b2c7999cab3da4e72f7deca6396013115e3f7a955db9760da \
+    --hash=sha256:fcee38cd8e5089d6d4f048ba1233b3ad76e5954f545382180889112ff5cb712d \
+    --hash=sha256:fe31f28c94402043161876a258a9c6f757cb485905c7614ce8d6cd40e6b7bdc1 \
+    --hash=sha256:ffd8893ccc1c2fce6e0d6ca402d716fe1b29db70c7132609a05955e31b2aa8f2
     # via
     #   feast (pyproject.toml)
     #   parsimonious
     #   transformers
-requests==2.33.1 \
-    --hash=sha256:18817f8c57c6263968bc123d237e3b8b08ac046f5456bd1e307ee8f4250d3517 \
-    --hash=sha256:4e6d1ef462f3626a1f0a0a9c42dd93c63bad33f9f1c1937509b8c5c8718ab56a
+requests==2.34.2 \
+    --hash=sha256:2a0d60c172f83ac6ab31e4554906c0f3b3588d37b5cb939b1c061f4907e278e0 \
+    --hash=sha256:f288924cae4e29463698d6d60bc6a4da69c89185ad1e0bcc4104f584e960b9ed
     # via
     #   feast (pyproject.toml)
     #   azure-core
+    #   databricks-sdk
     #   datasets
     #   docker
     #   docling
@@ -4821,9 +5434,12 @@ requests==2.33.1 \
     #   huggingface-hub
     #   jupyterlab-server
     #   kubernetes
+    #   mlflow-skinny
     #   moto
     #   msal
     #   openlineage-python
+    #   pyiceberg
+    #   pymilvus
     #   python-keycloak
     #   ray
     #   requests-oauthlib
@@ -4844,9 +5460,9 @@ requests-toolbelt==1.0.0 \
     --hash=sha256:7681a0a3d047012b5bdc0ee37d7f8f07ebe76ab08caeccfc3921ce23c88d5bc6 \
     --hash=sha256:cccfdd665f0a24fcf4726e690f65639d272bb0637b9b92dfd91a5568ccf6bd06
     # via python-keycloak
-responses==0.26.0 \
-    --hash=sha256:03ec4409088cd5c66b71ecbbbd27fe2c58ddfad801c66203457b3e6a04868c37 \
-    --hash=sha256:c7f6923e6343ef3682816ba421c006626777893cb0d5e1434f674b649bac9eb4
+responses==0.26.2 \
+    --hash=sha256:6fdfeabd58e5ec473b98dfe02e6d46d3173bd8dd573eff2ccccf1a05a5135364 \
+    --hash=sha256:9c9259b46a8349197edebf43cfa68a87e1a2802ef503ff8b2fecbabc0b45afd8
     # via moto
 rfc3339-validator==0.1.4 \
     --hash=sha256:138a2abdf93304ad60530167e51d2dfb9549521a836871b88d7f4695d0022f6b \
@@ -4864,12 +5480,13 @@ rfc3987-syntax==1.1.0 \
     --hash=sha256:6c3d97604e4c5ce9f714898e05401a0445a641cfa276432b0a648c80856f6a3f \
     --hash=sha256:717a62cbf33cffdd16dfa3a497d81ce48a660ea691b1ddd7be710c22f00b4a0d
     # via jsonschema
-rich==15.0.0 \
-    --hash=sha256:33bd4ef74232fb73fe9279a257718407f169c09b78a87ad3d296f548e27de0bb \
-    --hash=sha256:edd07a4824c6b40189fb7ac9bc4c52536e9780fbbfbddf6f1e2502c31b068c36
+rich==14.3.4 \
+    --hash=sha256:07e7adb4690f68864777b1450859253bed81a99a31ac321ac1817b2313558952 \
+    --hash=sha256:817e02727f2b25b40ef56f5aa2217f400c8489f79ca8f46ea2b70dd5e14558a9
     # via
     #   fastapi-mcp
     #   ibis-framework
+    #   pyiceberg
     #   typer
 rpds-py==0.30.0 \
     --hash=sha256:07ae8a593e1c3c6b82ca3292efbe73c30b61332fd612e05abee07c79359f292f \
@@ -5007,54 +5624,48 @@ ruamel-yaml==0.17.17 \
     --hash=sha256:9751de4cbb57d4bfbf8fc394e125ed4a2f170fbff3dc3d78abf50be85924f8be \
     --hash=sha256:9af3ec5d7f8065582f3aa841305465025d0afd26c5fb54e15b964e11838fc74f
     # via great-expectations
-ruff==0.15.12 \
-    --hash=sha256:01da3988d225628b709493d7dc67c3b9b12c0210016b08690ef9bd27970b262b \
-    --hash=sha256:2849ea9f3484c3aca43a82f484210370319e7170df4dfe4843395ddf6c57bc33 \
-    --hash=sha256:83b2f4f2f3b1026b5fb449b467d9264bf22067b600f7b6f41fc5958909f449d0 \
-    --hash=sha256:84a1630093121375a3e2a95b4a6dc7b59e2b4ee76216e32d81aae550a832d002 \
-    --hash=sha256:9ba3b8f1afd7e2e43d8943e55f249e13f9682fde09711644a6e7290eb4f3e339 \
-    --hash=sha256:9cae0f92bd5700d1213188b31cd3bdd2b315361296d10b96b8e2337d3d11f53e \
-    --hash=sha256:9e77c7e51c07fe396826d5969a5b846d9cd4c402535835fb6e21ce8b28fef847 \
-    --hash=sha256:a538f7a82d061cee7be55542aca1d86d1393d55d81d4fcc314370f4340930d4f \
-    --hash=sha256:b0c862b172d695db7598426b8af465e7e9ac00a3ea2a3630ee67eb82e366aaa6 \
-    --hash=sha256:c87a162d61ab3adca47c03f7f717c68672edec7d1b5499e652331780fe74950d \
-    --hash=sha256:d0185894e038d7043ba8fd6aee7499ece6462dc0ea9f1e260c7451807c714c20 \
-    --hash=sha256:dd8aed930da53780d22fc70bdf84452c843cf64f8cb4eb38984319c24c5cd5fd \
-    --hash=sha256:e3bcd123364c3770b8e1b7baaf343cc99a35f197c5c6e8af79015c666c423a6c \
-    --hash=sha256:e852ba9fdc890655e1d78f2df1499efbe0e54126bd405362154a75e2bde159c5 \
-    --hash=sha256:ecea26adb26b4232c0c2ca19ccbc0083a68344180bba2a600605538ce51a40a6 \
-    --hash=sha256:f86f176e188e94d6bdbc09f09bfd9dc729059ad93d0e7390b5a73efe19f8861c \
-    --hash=sha256:fb129f40f114f089ebe0ca56c0d251cf2061b17651d464bb6478dc01e69f11f5 \
-    --hash=sha256:fe87510d000220aa1ed530d4448a7c696a0cae1213e5ec30e5874287b66557b5
+ruff==0.16.0 \
+    --hash=sha256:0ff4a79ce3ec0172f3241943835de1c4cb4e2dcd07f0f8c2d02603dbbbee4b17 \
+    --hash=sha256:14296fedcd2705c77ab8235439278bbb38f285cf7da5528b00b3e330c3d4872d \
+    --hash=sha256:28ea2b7df8ebf7f9da6b7d47b230ab48f387c0a29be3b474c4d0740e197bb9af \
+    --hash=sha256:33a3dfac8c35f81498dea9181bccc2f4c4bc8f1521a1dd9406e77643e0f0fb09 \
+    --hash=sha256:3c954b1d580bfa035b41654f7858cc7e71d5fc3ac5b723dd62bd9133830ed522 \
+    --hash=sha256:429c117f022bf481fabd9d551e7a3952b24c65e6ef44337ea09d90bebef14472 \
+    --hash=sha256:48044c678e9cb8698246c99b14aaccfa6601dea7379eb48a6f8f73f7a6d86cd0 \
+    --hash=sha256:4f11a8d11010301d0a398a2fdef67691feca7294da6aef55e2150e8fa2cd520b \
+    --hash=sha256:6e364e5ed22ed8dc05082fd78e35308618260907ac2d3c1d637b2e682415b6c9 \
+    --hash=sha256:7aa0959bad8eb8bef50340154fc9b58678dae31fa4293afa38b44b6e552c0213 \
+    --hash=sha256:7fab76fa065c873f41ff744347c6e77bcc3dfec4bcc754dc26b63d23c0f7f5fb \
+    --hash=sha256:a5237a0bda500d30d81b8e07a6973a5cbc772864cbf746ae2f4e8a2e01c9f4ed \
+    --hash=sha256:a9b50c55e263103586b3dcf5f73d479eb8cb5fdb6098fec59a62891dab653717 \
+    --hash=sha256:d327b8fc113a1d4421a04f3839d3752057c8dd1ee320223a6f3f52d04ada462a \
+    --hash=sha256:e01c21d10eb1b29f47b7454e1f4056db9a3f0260c646aa88457c610291db9f81 \
+    --hash=sha256:e460aafd5495ec89efaa6ced2e4a9a581116451e1c88b9d37ef497e0f8e93982 \
+    --hash=sha256:e5115729eb08c585e5121978ba5d5b60caeae394ce21b9fb5e6cd33a1c6c9b1e \
+    --hash=sha256:e95c448fca1fb2a18372a9440926c5a6ee789639bb975c72e7ae6d0b04218ab4
     # via feast (pyproject.toml)
-s3transfer==0.13.1 \
-    --hash=sha256:a981aa7429be23fe6dfc13e80e4020057cbab622b08c0315288758d67cabc724 \
-    --hash=sha256:c3fdba22ba1bd367922f27ec8032d6a1cf5f10c934fb5d68cf60fd5a23d936cf
+s3transfer==0.19.2 \
+    --hash=sha256:ba0309fd86be3c27dbf78cdd813c13c5e1df16e5874b99d2535ebbdfb9892993 \
+    --hash=sha256:d8168eccca828cbb2cd573675333f3bddd254313a9c42494b84c76b539e8ba25
     # via boto3
-safetensors[torch]==0.7.0 \
-    --hash=sha256:0071bffba4150c2f46cae1432d31995d77acfd9f8db598b5d1a2ce67e8440ad2 \
-    --hash=sha256:07663963b67e8bd9f0b8ad15bb9163606cd27cc5a1b96235a50d8369803b96b0 \
-    --hash=sha256:12f49080303fa6bb424b362149a12949dfbbf1e06811a88f2307276b0c131afd \
-    --hash=sha256:1d060c70284127fa805085d8f10fbd0962792aed71879d00864acda69dbab981 \
-    --hash=sha256:42cb091236206bb2016d245c377ed383aa7f78691748f3bb6ee1bfa51ae2ce6a \
-    --hash=sha256:473b32699f4200e69801bf5abf93f1a4ecd432a70984df164fc22ccf39c4a6f3 \
-    --hash=sha256:54bef08bf00a2bff599982f6b08e8770e09cc012d7bba00783fc7ea38f1fb37d \
-    --hash=sha256:5d72abdb8a4d56d4020713724ba81dac065fedb7f3667151c4a637f1d3fb26c0 \
-    --hash=sha256:672132907fcad9f2aedcb705b2d7b3b93354a2aec1b2f706c4db852abe338f85 \
-    --hash=sha256:6999421eb8ba9df4450a16d9184fcb7bef26240b9f98e95401f17af6c2210b71 \
-    --hash=sha256:7b95a3fa7b3abb9b5b0e07668e808364d0d40f6bbbf9ae0faa8b5b210c97b140 \
-    --hash=sha256:8469155f4cb518bafb4acf4865e8bb9d6804110d2d9bdcaa78564b9fd841e104 \
-    --hash=sha256:94fd4858284736bb67a897a41608b5b0c2496c9bdb3bf2af1fa3409127f20d57 \
-    --hash=sha256:b0f6d66c1c538d5a94a73aa9ddca8ccc4227e6c9ff555322ea40bdd142391dd4 \
-    --hash=sha256:c74af94bf3ac15ac4d0f2a7c7b4663a15f8c2ab15ed0fc7531ca61d0835eccba \
-    --hash=sha256:c82f4d474cf725255d9e6acf17252991c3c8aac038d6ef363a4bf8be2f6db517 \
-    --hash=sha256:cdab83a366799fa730f90a4ebb563e494f28e9e92c4819e556152ad55e43591b \
-    --hash=sha256:cfdead2f57330d76aa7234051dadfa7d4eedc0e5a27fd08e6f96714a92b00f09 \
-    --hash=sha256:d1239932053f56f3456f32eb9625590cc7582e905021f94636202a864d470755 \
-    --hash=sha256:dac7252938f0696ddea46f5e855dd3138444e82236e3be475f54929f0c510d48 \
-    --hash=sha256:dc92bc2db7b45bda4510e4f51c59b00fe80b2d6be88928346e4294ce1c2abe7c \
-    --hash=sha256:e07d91d0c92a31200f25351f4acb2bc6aff7f48094e13ebb1d0fb995b54b6542 \
-    --hash=sha256:f4729811a6640d019a4b7ba8638ee2fd21fa5ca8c7e7bdf0fed62068fcaac737
+safetensors[torch]==0.8.0 \
+    --hash=sha256:040070828e36dc8e122178bbbd5830ff9e97920affb84cbe0f46442497bed358 \
+    --hash=sha256:096ec1a98435df7beb08853bb5aa9081a84f23d0adc67ed1a0a10550f608373f \
+    --hash=sha256:2ddf52eac562eda224f99acfa7889d02968c1fd59a5b011ae7d8137c37e9c02d \
+    --hash=sha256:3ae091f16662658bdc019a4ff6cb4c085bb7d725eb5978b183ffd265863b6d2d \
+    --hash=sha256:4124502b78f03534117c848f87a39b8f31e577b15eff423bf8bfb95f2a8c30d0 \
+    --hash=sha256:4a95ae2b05d7726d751da4ebf626a2ca782b706e101bd894c95bc2450b1cffcc \
+    --hash=sha256:7a46e5ff292c356d6991e60942ba7f79817682d3a2cef0702136448cb9c4d235 \
+    --hash=sha256:7bc0a787ba8a35be368ee3574edfa2b1ad389eebd0a72e482ae275490e3f6c98 \
+    --hash=sha256:87eec7ffed2b809f05a398a8becb7d013f19f7837cd15d9748580d6cf30dbaf4 \
+    --hash=sha256:8e080062fcde23be189565e1c3305d16751a218ecf9412c8601e64204eb6f846 \
+    --hash=sha256:8e9f537aa183a38ace122d27303dcd986b26bd2a7591f9181d7f0c396f4677ca \
+    --hash=sha256:c554f85858e05226d3c2828e32395e677434685d6d94594a41643361c5e837f0 \
+    --hash=sha256:c80201d22cbf405b80647a60ada77bba06c8fba2da2743ba1e89cdcc39a81f25 \
+    --hash=sha256:f7838e5135a406ad3e02efdcb8cf2e5397d368b0154537c4fec682dbc544d452 \
+    --hash=sha256:fabaf3e0f18a6618d9b36560682562157f77c2b71fcffc7b432be2baed9d753d \
+    --hash=sha256:fcdd41ec4628fee5799f807c73c353629130fbd942aa23d83c623dd6c9d52d78 \
+    --hash=sha256:fd6f3f93c9a0a7cc2788ee63fb763353d4bd2e89b0751bc78fcf7dda00bea774
     # via
     #   accelerate
     #   docling-ibm-models
@@ -5118,6 +5729,7 @@ scikit-learn==1.7.2 \
     --hash=sha256:fa8f63940e29c82d1e67a45d5297bdebbcb585f5a5a50c4914cc2e852ab77f33
     # via
     #   feast (pyproject.toml)
+    #   mlflow
     #   sentence-transformers
 scipy==1.15.3 \
     --hash=sha256:05dc6abcd105e1a29f95eada46d4a3f251743cfd7d3ae8ddb4088047f24ea477 \
@@ -5170,9 +5782,47 @@ scipy==1.15.3 \
     #   docling
     #   easyocr
     #   great-expectations
+    #   mlflow
     #   scikit-image
     #   scikit-learn
     #   sentence-transformers
+scylla-driver==3.29.11 \
+    --hash=sha256:0a93dd4af8995ac08335e581aca393a2bca64c3d4748ec359b9400797f2a7449 \
+    --hash=sha256:17b19807a8690a4df2e52bb23327a746715e7076f5f28b45a6ce4556b2a00dd7 \
+    --hash=sha256:1ea1fd011d8cf74b706c1b6ae982437597abf545e6d53f3a79905c97831db16a \
+    --hash=sha256:241bffc347888dbeae48d842e58a7d20915ee518beb46467d9b7cd5a0ad501ed \
+    --hash=sha256:2546a6646eead8225c8a0440c744c50ca85147fe61a712fb68e08be11ab21560 \
+    --hash=sha256:2a4116f2da833f76db6e59b4c0534b72291cac478ca4b5944abbdd52b1635d94 \
+    --hash=sha256:3094c90a49c172b1c09bbf44b46ea0c2c284e35cfd0222bc0062492de05131c0 \
+    --hash=sha256:39f48ebe02d17e7cc6f3ba34f9748c971932eaa11d6557ab7d5fae1631987a55 \
+    --hash=sha256:45050fd2028f07e236b7b3a555d4d17a1d88ea8ba8b5609ae1d14730a65b1e4f \
+    --hash=sha256:57e8fffaf0803c0a406cc0e331a738c5d305fb28c9f5834d29c077fa134a8820 \
+    --hash=sha256:617a8c459b30403002d38d7f99e3ed160da7671c7e62b0647e5fbd89539c6aff \
+    --hash=sha256:677b5b0312275a958c80dbd3d1686e4a60c805ddae290a4b56551245c0a07a95 \
+    --hash=sha256:6ee63f2503590f683e4b6c39c0070f567cc825fabd20f74cfe053d926a930ffc \
+    --hash=sha256:70dda8384ae23472cfdf6c798d20e59639aa1e4796937417088151adb4acf4a9 \
+    --hash=sha256:74668f6d4bca9f05f0826b8b464f363e7c1c7ac1cbbf373bae638bdc68780b8e \
+    --hash=sha256:8072842efb2ff7c9761563485156fb0b6a11c68b028e32b6a807a70d226dbbbd \
+    --hash=sha256:844e61a13edf0d12f95a64f6dd8a9c0fd0b0919570e10631e33c640acff59db7 \
+    --hash=sha256:8ed1b2ec3634d3b25609a3a587de420a41b435f497e963434a8b5b42fa32c88e \
+    --hash=sha256:9fb9bc8ae114434c3418ca8ba0bca00fb7afd4943a52694b5bde3f8681a0eea9 \
+    --hash=sha256:a8f644d73713be556e99d6355cd2de41503ee50bff990865d71887e1f9f18b46 \
+    --hash=sha256:abb5f98b4efbcb6257d1b97eea9c2bb95ea509e8983c2b8e021810ef460cb390 \
+    --hash=sha256:acb38ed6acae2185bdef6834569bb95acd858ec91a8269c555e912127946e998 \
+    --hash=sha256:ae36b731481c9ded343811132bcce4f68c9f2de8af8a51248fcea4d9c3b36d52 \
+    --hash=sha256:b5a4851afb2a6d8410f55e7344b0589f71289338ff35c6901135c1a683381149 \
+    --hash=sha256:bf33948e181c469f63108c01f319078051819c147f6446ea56b71975656efc1e \
+    --hash=sha256:cd0d872882a4c098eacc83b832a042ea0b5165e247790d378e215c2a9f205d44 \
+    --hash=sha256:cdd43ebb03db2441b920033d032a824612aa7f4daa58e88563e0a2036d6bd860 \
+    --hash=sha256:ce1cc363d2b9c9e5a0def22b85c13c1bde6f26d1abca427b408bd18f0fd3828c \
+    --hash=sha256:cf98016b6ce61dc30d80ac5bc491e0a84aa9da09e326fead5bba888d55f56126 \
+    --hash=sha256:dda6b9f7fe48c6a0623e629a6bc0497dff132ca8a2a8897cd1f4281b5b12ecfe \
+    --hash=sha256:e74576dba8992b4dac6ea3fe4c8cfd92f5318aa08b20142aff6423f20e56da7d \
+    --hash=sha256:e7d899f1b5bc6d9441db01b05bd3c317b99be23525e6baae789ee59d759187fc \
+    --hash=sha256:ee188f93fc931d9ce6231b550260988312445ecd2ea336445ec98b225ace47fb \
+    --hash=sha256:f222606faeb11f7d41197f16b97cfc3c9578608bd5c2813d51d30c4dc42e675b \
+    --hash=sha256:f3e2d06685fb1e6dad8905b0efa9423155852cf1b2a0d2b1aad3687cd488e4a4
+    # via feast (pyproject.toml)
 semchunk==3.2.5 \
     --hash=sha256:ee15e9a06a69a411937dd8fcf0a25d7ef389c5195863140436872a02c95b0218 \
     --hash=sha256:fd09cc5f380bd010b8ca773bd81893f7eaf11d37dd8362a83d46cedaf5dae076
@@ -5181,9 +5831,9 @@ send2trash==2.1.0 \
     --hash=sha256:0da2f112e6d6bb22de6aa6daa7e144831a4febf2a87261451c4ad849fe9a873c \
     --hash=sha256:1c72b39f09457db3c05ce1d19158c2cbef4c32b8bedd02c155e49282b7ea7459
     # via jupyter-server
-sentence-transformers==5.4.1 \
-    --hash=sha256:436bcb1182a0ff42a8fb2b1c43498a70d0a75b688d182f2cd0d1dd115af61ddc \
-    --hash=sha256:a6d640fc363849b63affb8e140e9d328feabab86f83d58ac3e16b1c28140b790
+sentence-transformers==5.6.1 \
+    --hash=sha256:16af5d682ef66672b076d58599a23905800e850ec2bfb1865938306bf684ad72 \
+    --hash=sha256:cefbb17b6325a982a4732c8c49fb013375392687049d1de3d435c4b04060680b
     # via feast (pyproject.toml)
 setuptools==80.10.2 \
     --hash=sha256:8b0e9d10c784bf7d262c4e5ec5d4ec94127ce206e8738f29a437945fbc219b70 \
@@ -5191,12 +5841,10 @@ setuptools==80.10.2 \
     # via
     #   feast (pyproject.toml)
     #   grpcio-tools
-    #   jupyterlab
     #   pandas-gbq
     #   pbr
     #   pip-tools
     #   pydata-google-auth
-    #   pymilvus
     #   singlestoredb
     #   torch
 shapely==2.1.2 \
@@ -5281,6 +5929,10 @@ six==1.17.0 \
     #   python-dateutil
     #   rfc3339-validator
     #   thriftpy2
+smmap==5.0.3 \
+    --hash=sha256:4d9debb8b99007ae47165abc08670bd74cb74b5227dda7f643eccc4e9eb5642c \
+    --hash=sha256:c106e05d5a61449cf6ba9a1e650227ecfb141590d2a98412103ff35d89fc7b2f
+    # via gitdb
 sniffio==1.3.1 \
     --hash=sha256:2f6da418d1f1e0fddd844478f41680e794e6051915791a034ff65e5f100525a2 \
     --hash=sha256:f4324edc670a0f49750a81b895f35c3adb843cca46f0530f79fc1babb23789dc
@@ -5288,44 +5940,45 @@ sniffio==1.3.1 \
     #   elastic-transport
     #   elasticsearch
     #   httpx
-snowballstemmer==3.0.1 \
-    --hash=sha256:6cd7b3897da8d6c9ffb968a6781fa6532dce9c3618a4b127d920dab764a19064 \
-    --hash=sha256:6d5eeeec8e9f84d4d56b847692bacf79bc2c8e90c7f80ca4444ff8b6f2e52895
+snowballstemmer==3.1.1 \
+    --hash=sha256:7e207fa178741da09cdee59d3ecec3827ad5f92b1fc5c9ff3755b639f71f5752 \
+    --hash=sha256:e07bbc54a0d798fe6010a12398422e62a8bfbba95c394fd0956ef58cb4d3e260
     # via sphinx
-snowflake-connector-python[pandas]==4.4.0 \
-    --hash=sha256:16fdca775f7ca5ce4a973c07c434f5ab72bef5284e81a5e4ae2fb4d54d28965c \
-    --hash=sha256:19d0c1ed033abae715a71b74c53010b180a5247c6924f851e4f7d0b0d58066c4 \
-    --hash=sha256:2a6f6a514a10c3bb2d4554132f0b639f43d7e9fbb73fa1fae1c8a75333102686 \
-    --hash=sha256:307f41326c702f6976746d2001dacf35adaf567f3f12afb3a5778fbb063c7241 \
-    --hash=sha256:43e1a2f3ac51d24406d4eb0c23a8ceb9d6f5cb4854c941e5e1375d8c481e2844 \
-    --hash=sha256:52efe2d6543a09807283748dd50a36ec01d52b4f342868132f8f9856b9c95a42 \
-    --hash=sha256:56ff04dd9e17edc82128f412aa3776687dc94088f3d6b9144971e169952623cb \
-    --hash=sha256:648f49029d699591af0f253e81c5bf60efc4411c7b0149ef074a59a038210a3b \
-    --hash=sha256:693a1bef97509f09b7e6f42ea6f743d27819413c04fb3dc543b060d029871c56 \
-    --hash=sha256:70d4051e2d9c87258b02672e17e21f5873e0cb49ff9705f6194ccfa25ac0d5fd \
-    --hash=sha256:7c2984663a733d06c979aa6c8c1d7691621ec0d3521ef345d57c869ff2f1c4b2 \
-    --hash=sha256:8304b4818d3e9de552dcfbdd0bca61bae1583e1c9794e242e58fe44bce701604 \
-    --hash=sha256:85a01338d282423611f357cd5392dca2219bbda9a66b44761b11d6ae8ebf1e50 \
-    --hash=sha256:96fdca994c4d9f7780e82fc7b4bd3398d856b43de3bae57d44e242ff435a2431 \
-    --hash=sha256:9b1a28f843c1c0b582db7854789525d0c8aac4ea5c56e31113684e38220d0af9 \
-    --hash=sha256:9fa43d330389df27024757c4f97dabddafbedc74b8bcc189b6a86e8b4d036014 \
-    --hash=sha256:a088f108da4653ad1396ddb63a1c757ad614d0862c38f6f69cc77344bdcfeccb \
-    --hash=sha256:b9f0ac0c00075321e1720d3876e936ee0256f54832e7463c5193a8dfa54913d5 \
-    --hash=sha256:c828248214a49f77b903e05acf887d3ccb9d958b5a979f2ed3663bba1bd0f2b3 \
-    --hash=sha256:d6fd334e4d8df7fcb30e6746e5ade845e82de2942268862aa8bce974ae2b86a2 \
-    --hash=sha256:d8ac1659c8e588b9502f8d3d03c1ded2f274de0da9c09e62fe007cba5b46d6a5 \
-    --hash=sha256:e8e7ce0e8b33aec8b1fc6741eb51dbeb54e2c3a6d282a0d459c355a85f089b08 \
-    --hash=sha256:ea6e4083ebea0a814b46f029d64a2fb0ba6e7732952cd8af4406041708ce0e21 \
-    --hash=sha256:f5d0e90e68a899c13fda5ca842ff77b5759b1674adf2c72702d3c2b53ca9d27b \
-    --hash=sha256:fb628d5ea1999e23bfbaabce4125eb44d56605ca5634b8b1d6092ab22d555598
+snowflake-connector-python[pandas]==4.7.1 \
+    --hash=sha256:051e49157d955e5ba76577345169dd1869288ecef903dab17ec6180e1009b117 \
+    --hash=sha256:052fd457fa79616d074f5b8f2e106f9f2ca36645526e4d0abddf7e3685d1bdb7 \
+    --hash=sha256:0e23a5aaa1e9eaa9ba88b8867247d55c24e40f3be6367e3aa4f8633b37f56317 \
+    --hash=sha256:167ba97d5b615b507fc8234266c8736ea97f91b7324db7a305a28ec3505c0edf \
+    --hash=sha256:171ef3515c44e804dd86ab2b288179037fec40b3f45e1aa28fba095b764f9a6a \
+    --hash=sha256:1ed85264edb186a39e641f1b744a1a1973e10d9d15a96a46a1e78ac67442c7b6 \
+    --hash=sha256:22afd6de9fec8ef2cc23b231af9fc0f352351cd53da0cc11c2495272eff04ccf \
+    --hash=sha256:2b3e53626c600b59c181ce18e2b253487fb7e2b0d30ac0d3cfbd3ddffd13743b \
+    --hash=sha256:4b79e818d83306babff9d0803e697a008e8ada961deff55e3c5da0a9c3505d9a \
+    --hash=sha256:4f2c6f40544739b43f2da262dd67a32d4ac7ca2b09cc6b7181f02b24c60d5754 \
+    --hash=sha256:5011a5eb55dd80fed4198081743f75a8a56412b4623cb9cf61ce2813f600cbd9 \
+    --hash=sha256:571eeeb5f3b034671c125186ecb02a2e54ebee1fad1b3af7f091773dc11f693d \
+    --hash=sha256:5b7b27df86fc13afccabdb525973c0e9a730f8c25f07a4a55f95bc2ad88f8d35 \
+    --hash=sha256:7703f33059daa6e30d824e5d88bd525a7feccd38412b888c6e35cf0847cc34b0 \
+    --hash=sha256:7c67e735d38403109f6bc1a17022a4c950966e1c989f5e2376b9c28c5ece0fb5 \
+    --hash=sha256:81a8f1ae86222e7b8561f41f688462687a435f5afc8aa34ae42f69c0c0f16a57 \
+    --hash=sha256:8a5e2bd3701176521577eea8c5b384178b404bbcd73d634f86b888929c15fb8a \
+    --hash=sha256:92b935a4f73651ea1306b8c3c58003e0e5a72fa3a86453087161296168c31ed3 \
+    --hash=sha256:b03ef22742fee88d387f2ec3969dfb032417a2119bd366414b2c5ac9acb38a45 \
+    --hash=sha256:d5821dc73d305b0804aa415a4fafee018e611cc8cf339de36a5c8c44fb57beaa \
+    --hash=sha256:e582f6ac2c5fa53170ae28303d361ea6cc64e695ba528f1b6ec8529476324327 \
+    --hash=sha256:f2482d1b059fcaa45b7edf8ea97b0f35179ab781fb1ce4716809d83d9f5f4d4c \
+    --hash=sha256:f4e3b1222bc53b56ba4aa88224afe1ad894ee6f7389b2c0105b829d13d559aa7 \
+    --hash=sha256:f5a066d2c1db940740c49bafe1c8983395bc574bc31465263898c9bd050c5c52 \
+    --hash=sha256:fad8e1fb0c49eb1d93dad785ce738dac17473c6826f8cd36ee8d6f9675bceae1 \
+    --hash=sha256:ff5bb51c1c21cbbb5c90b9785cc3df9d649c64db26553668b1a1ea8a461a0d5b
     # via feast (pyproject.toml)
 sortedcontainers==2.4.0 \
     --hash=sha256:25caa5a06cc30b6b83d11423433f65d1f9d76c4c6a0c90e3379eaa43b9bfdb88 \
     --hash=sha256:a163dcaede0f1c021485e957a39245190e74249897e2ae4b2aa38595db237ee0
     # via snowflake-connector-python
-soupsieve==2.8.3 \
-    --hash=sha256:3267f1eeea4251fb42728b6dfb746edc9acaffc4a45b27e19450b676586e8349 \
-    --hash=sha256:ed64f2ba4eebeab06cc4962affce381647455978ffc1e36bb79a545b91f45a95
+soupsieve==2.9.1 \
+    --hash=sha256:4f4477399246b7a0c720a88ca2454b11cd6bb9ae4c9d170140786e916776c14c \
+    --hash=sha256:c33e6605bbc71dd628b00c632d58ae607c22bade247e52553928f83bbb75b4ba
     # via beautifulsoup4
 sphinx==6.2.1 \
     --hash=sha256:6d56a34697bb749ffa0152feafc4b19836c755d90a7c59b72bc7dfd371b9cc6b \
@@ -5355,103 +6008,98 @@ sphinxcontrib-serializinghtml==2.0.0 \
     --hash=sha256:6e2cb0eef194e10c27ec0023bfeb25badbbb5868244cf5bc5bdc04e4464bf331 \
     --hash=sha256:e9d912827f872c029017a53f0ef2180b327c3f7fd23c87229f7a8e8b70031d4d
     # via sphinx
-sqlalchemy[mypy]==2.0.49 \
-    --hash=sha256:01146546d84185f12721a1d2ce0c6673451a7894d1460b592d378ca4871a0c72 \
-    --hash=sha256:059d7151fff513c53a4638da8778be7fce81a0c4854c7348ebd0c4078ddf28fe \
-    --hash=sha256:0c98c59075b890df8abfcc6ad632879540f5791c68baebacb4f833713b510e75 \
-    --hash=sha256:0f2fa354ba106eafff2c14b0cc51f22801d1e8b2e4149342023bd6f0955de5f5 \
-    --hash=sha256:12b04d1db2663b421fe072d638a138460a51d5a862403295671c4f3987fb9148 \
-    --hash=sha256:22d8798819f86720bc646ab015baff5ea4c971d68121cb36e2ebc2ee43ead2b7 \
-    --hash=sha256:233088b4b99ebcbc5258c755a097aa52fbf90727a03a5a80781c4b9c54347a2e \
-    --hash=sha256:24bd94bb301ec672d8f0623eba9226cc90d775d25a0c92b5f8e4965d7f3a1518 \
-    --hash=sha256:275424295f4256fd301744b8f335cff367825d270f155d522b30c7bf49903ee7 \
-    --hash=sha256:32fe6a41ad97302db2931f05bb91abbcc65b5ce4c675cd44b972428dd2947700 \
-    --hash=sha256:334edbcff10514ad1d66e3a70b339c0a29886394892490119dbb669627b17717 \
-    --hash=sha256:3bb9ec6436a820a4c006aad1ac351f12de2f2dbdaad171692ee457a02429b672 \
-    --hash=sha256:3ddcb27fb39171de36e207600116ac9dfd4ae46f86c82a9bf3934043e80ebb88 \
-    --hash=sha256:42e8804962f9e6f4be2cbaedc0c3718f08f60a16910fa3d86da5a1e3b1bfe60f \
-    --hash=sha256:43d044780732d9e0381ac8d5316f95d7f02ef04d6e4ef6dc82379f09795d993f \
-    --hash=sha256:46796877b47034b559a593d7e4b549aba151dae73f9e78212a3478161c12ab08 \
-    --hash=sha256:46d51518d53edfbe0563662c96954dc8fcace9832332b914375f45a99b77cc9a \
-    --hash=sha256:47604cb2159f8bbd5a1ab48a714557156320f20871ee64d550d8bf2683d980d3 \
-    --hash=sha256:4bbccb45260e4ff1b7db0be80a9025bb1e6698bdb808b83fff0000f7a90b2c0b \
-    --hash=sha256:4d4e5a0ceba319942fa6b585cf82539288a61e314ef006c1209f734551ab9536 \
-    --hash=sha256:55250fe61d6ebfd6934a272ee16ef1244e0f16b7af6cd18ab5b1fc9f08631db0 \
-    --hash=sha256:566df36fd0e901625523a5a1835032f1ebdd7f7886c54584143fa6c668b4df3b \
-    --hash=sha256:57ca426a48eb2c682dae8204cd89ea8ab7031e2675120a47924fabc7caacbc2a \
-    --hash=sha256:5e61abbec255be7b122aa461021daa7c3f310f3e743411a67079f9b3cc91ece3 \
-    --hash=sha256:618a308215b6cececb6240b9abde545e3acdabac7ae3e1d4e666896bf5ba44b4 \
-    --hash=sha256:62557958002b69699bdb7f5137c6714ca1133f045f97b3903964f47db97ea339 \
-    --hash=sha256:6270d717b11c5476b0cbb21eedc8d4dbb7d1a956fd6c15a23e96f197a6193158 \
-    --hash=sha256:685e93e9c8f399b0c96a624799820176312f5ceef958c0f88215af4013d29066 \
-    --hash=sha256:69469ce8ce7a8df4d37620e3163b71238719e1e2e5048d114a1b6ce0fbf8c662 \
-    --hash=sha256:6eb188b84269f357669b62cb576b5b918de10fb7c728a005fa0ebb0b758adce1 \
-    --hash=sha256:74ab4ee7794d7ed1b0c37e7333640e0f0a626fc7b398c07a7aef52f484fddde3 \
-    --hash=sha256:77641d299179c37b89cf2343ca9972c88bb6eef0d5fc504a2f86afd15cd5adf5 \
-    --hash=sha256:7c821c47ecfe05cc32140dcf8dc6fd5d21971c86dbd56eabfe5ba07a64910c01 \
-    --hash=sha256:7d6be30b2a75362325176c036d7fb8d19e8846c77e87683ffaa8177b35135613 \
-    --hash=sha256:7f605a456948c35260e7b2a39f8952a26f077fd25653c37740ed186b90aaa68a \
-    --hash=sha256:83101a6930332b87653886c01d1ee7e294b1fe46a07dd9a2d2b4f91bcc88eec0 \
-    --hash=sha256:88690f4e1f0fbf5339bedbb127e240fec1fd3070e9934c0b7bef83432f779d2f \
-    --hash=sha256:8a97ac839c2c6672c4865e48f3cbad7152cee85f4233fb4ca6291d775b9b954a \
-    --hash=sha256:8d6efc136f44a7e8bc8088507eaabbb8c2b55b3dbb63fe102c690da0ddebe55e \
-    --hash=sha256:8e20e511dc15265fb433571391ba313e10dd8ea7e509d51686a51313b4ac01a2 \
-    --hash=sha256:951d4a210744813be63019f3df343bf233b7432aadf0db54c75802247330d3af \
-    --hash=sha256:9ac7a3e245fd0310fd31495eb61af772e637bdf7d88ee81e7f10a3f271bff014 \
-    --hash=sha256:9b1c058c171b739e7c330760044803099c7fff11511e3ab3573e5327116a9c33 \
-    --hash=sha256:9c04bff9a5335eb95c6ecf1c117576a0aa560def274876fd156cfe5510fccc61 \
-    --hash=sha256:9c4969a86e41454f2858256c39bdfb966a20961e9b58bf8749b65abf447e9a8d \
-    --hash=sha256:9e0400fa22f79acc334d9a6b185dc00a44a8e6578aa7e12d0ddcd8434152b187 \
-    --hash=sha256:a05977bffe9bffd2229f477fa75eabe3192b1b05f408961d1bebff8d1cd4d401 \
-    --hash=sha256:a143af2ea6672f2af3f44ed8f9cd020e9cc34c56f0e8db12019d5d9ecf41cb3b \
-    --hash=sha256:a51d3db74ba489266ef55c7a4534eb0b8db9a326553df481c11e5d7660c8364d \
-    --hash=sha256:b95b2f470c1b2683febd2e7eab1d3f0e078c91dbdd0b00e9c645d07a413bb99f \
-    --hash=sha256:b9870d15ef00e4d0559ae10ee5bc71b654d1f20076dbe8bc7ed19b4c0625ceba \
-    --hash=sha256:c1dc3368794d522f43914e03312202523cc89692f5389c32bea0233924f8d977 \
-    --hash=sha256:c338ec6ec01c0bc8e735c58b9f5d51e75bacb6ff23296658826d7cfdfdb8678a \
-    --hash=sha256:c5070135e1b7409c4161133aa525419b0062088ed77c92b1da95366ec5cbebbe \
-    --hash=sha256:cc992c6ed024c8c3c592c5fc9846a03dd68a425674900c70122c77ea16c5fb0b \
-    --hash=sha256:d15950a57a210e36dd4cec1aac22787e2a4d57ba9318233e2ef8b2daf9ff2d5f \
-    --hash=sha256:d898cc2c76c135ef65517f4ddd7a3512fb41f23087b0650efb3418b8389a3cd1 \
-    --hash=sha256:d99945830a6f3e9638d89a28ed130b1eb24c91255e4f24366fbe699b983f29e4 \
-    --hash=sha256:da9b91bca419dc9b9267ffadde24eae9b1a6bffcd09d0a207e5e3af99a03ce0d \
-    --hash=sha256:df2d441bacf97022e81ad047e1597552eb3f83ca8a8f1a1fdd43cd7fe3898120 \
-    --hash=sha256:e06e617e3d4fd9e51d385dfe45b077a41e9d1b033a7702551e3278ac597dc750 \
-    --hash=sha256:ec44cfa7ef1a728e88ad41674de50f6db8cfdb3e2af84af86e0041aaf02d43d0 \
-    --hash=sha256:fb37f15714ec2652d574f021d479e78cd4eb9d04396dca36568fdfffb3487982
-    # via feast (pyproject.toml)
-sqlglot[rs]==30.6.0 \
-    --hash=sha256:246d34d39927422a50a3fa155f37b2f6346fba85f1a755b13c941eb32ef93361 \
-    --hash=sha256:e005fc2f47994f90d7d8df341f1cbe937518497b0b7b1507d4c03c4c9dfd2778
+sqlalchemy[mypy]==2.0.51 \
+    --hash=sha256:0378d055e9e8cd6ce4d8dff683bdd3d7d413533c4ee51d67a2b1e0f9eacc0f23 \
+    --hash=sha256:0592bdadf86ddcabfd72d9ab66ea8a5d8d2cc6be1cc51fa7e66c03868ac5eac1 \
+    --hash=sha256:08a204d8b5638717c26a24df18fcf40af45a6b22e35b70b1d62f0113c2e278e8 \
+    --hash=sha256:0c2c62877097e1a0db401fba5cb4debee33265e5b2a55c4ccb489c02c53b4f72 \
+    --hash=sha256:0e8203d2fbd5c6254692ef0a72c740d75b2f3c7ca345404f4c1a4604813c77c0 \
+    --hash=sha256:0f053118c30e53161857a953e4de667d90e274980dccbe5dd3829bbbeece72a5 \
+    --hash=sha256:0f6bcad487aee1c638d707235682fc96f741de00663619881ab235400d03289e \
+    --hash=sha256:111604e637da87031255ddc26c7d7bc22bc6af6f5d459ccff3af1b4660233a85 \
+    --hash=sha256:1181256e0f16479691b5616d36375dc2620ad8332b25978763c3d206ad3f3f1d \
+    --hash=sha256:159bb6ba32059f57ad7375a8f50d844dd2f19d14954ecf820cd33e20debd46b2 \
+    --hash=sha256:1aa10c0daee6705294d181daadaa793221e1a59ed55000a3fab1d42b088ce4ba \
+    --hash=sha256:1af05726b3d0cdba1c55284bf408fd3b792e690fe2399bfb8304565551cda652 \
+    --hash=sha256:1bed1ee8b01da6088210aa9412023326fb98a599ba502e6118308601dcbef77f \
+    --hash=sha256:1d21ce524ab86c23046e992a5b81cb54c21079c6df6e78b8fc77d77cac70a6b9 \
+    --hash=sha256:1e47b1199c2e832e325eacabc8d32d2487f58c9358f97e9a00f5eb93c5680d84 \
+    --hash=sha256:247acaa29ccef6250dfd6a3eedf8f94ddf23564180a39fe362e32ae9dbdbde46 \
+    --hash=sha256:2a97eaad21c84b4ef8010b11eeba9fe6153eb0b3df3ff8b6abc309df1b978ef7 \
+    --hash=sha256:2cf39aabdf48e87c1c2c2ed6d20d33ffa0733b3071ce9c5f66357947dd009080 \
+    --hash=sha256:2e54ff2dd657f2e3e0fbf2b097db1182f7bfea263eca4353f00065bae2a67c3d \
+    --hash=sha256:39a76529db6305693d8d4affa58ad5b5e2e18edd62daea628b29b97930b3513d \
+    --hash=sha256:4004ada0aafe8ae1991b2cd1d99c6d9146126e123bd6f883c260d974aa012e54 \
+    --hash=sha256:436728ce18a80f6951a1e11cc6112c2ede9faf20766f1a26195a7c441ca12dbd \
+    --hash=sha256:483b11bd46bf35fc14c52faf338b04300c9e6ce554bce9b11be85bfec3bc3195 \
+    --hash=sha256:4a011ea4510683319ce4ed274b56ee05194b39b6da9d09ca7a39388f0fa84dcc \
+    --hash=sha256:581921d849d6e6f994d560389192955e80e2950e18fcdfe2ccea863e01158e6e \
+    --hash=sha256:59cab3686b1bc039dd9cded2f8d0c08a246e84e76bd4ab5b4f18c7cdae293825 \
+    --hash=sha256:6b588fd681ddf0c196b8df1ea49a8913514894b2b8f945a9511b4b48871f99c8 \
+    --hash=sha256:6e46fc36029eff666391e0531e5387b62ce6c4f1d8e50b3fb3099eaca1b42522 \
+    --hash=sha256:6ea306caaae6bd5afd0a46050003c88f6bf33227377a49298c498c3cb88ff491 \
+    --hash=sha256:72ca54c952107ba5cd58854b67a5a6268631289d21651a1235396f3b98b47400 \
+    --hash=sha256:740cf6f35351b1ac3d82369152acf1d51d37e3dcf85d4dc0a22ca01410eabe2a \
+    --hash=sha256:7c2056838b6685b72fdb36c99996cf862753461a62f2e84f4196371d3b2d6a07 \
+    --hash=sha256:7c6b36ed71f41942bdcd2ad2522be46bfce09d5705be5640ecf19bbc7660e4b7 \
+    --hash=sha256:7d78702b26ba1c18b2d0fb2ea940ba7f17a9581b42e8361ff93920ebbee1235a \
+    --hash=sha256:804dccd8a4a6242c4e30ad961e540e18a588f6527202f2d6791b01845d59fdc9 \
+    --hash=sha256:9161cfc9efce70d1715f47d6ff40f79c6778c00d53be4fbc09d70301e4b83ba7 \
+    --hash=sha256:96747bfbadb055466e5b46d572618170046b45ce5a4879167f50d70a5319a499 \
+    --hash=sha256:9f380393be5abeb6815f68fd39271b95127173511b6706b0a630a9995d53f8f5 \
+    --hash=sha256:a42ad6afcbaaa777241e347aa2e29155993045a0d6b7db74da61053ffe875fe0 \
+    --hash=sha256:a5b2ed6d828f1f09bd812861f4f59ca3bc3803f9df871f4555187f0faf018604 \
+    --hash=sha256:a6d26094615306d116dd5e4a51b0304c99dd2356fc569eed6922a80a6bd3b265 \
+    --hash=sha256:aa18ae738b5170e253ad0bb6c4b0f07585081e8a6e50893e4d911d47b39a0904 \
+    --hash=sha256:ad30ae663711786303fbcd46a47516302d201ee49a877cb3fac61f672895110a \
+    --hash=sha256:b21f0e7efc7a5c509e953784e9d1575ebb8b4318960e7e7d7a93bb803626cf64 \
+    --hash=sha256:b3e693d15533a45cd5906f0589f9c35090bef6ef45bf1e8195c424aa0ae06a8d \
+    --hash=sha256:b7f08588854bbb724041d9ae9d980d40040c922382e1d9a2ecb390edc4fd5032 \
+    --hash=sha256:b93ab07b5292dbe7e6b8da89475275e7042744283921344b56105f3eeb0f828b \
+    --hash=sha256:bb024d8b621d0be75f4f44ecc7c950450026e76d66dc8f791bb5331d7fed59d5 \
+    --hash=sha256:bb1f5062f98b0b3290e72b707747fdd7e0f22d6956b236ba7ca7f5c9971d2da2 \
+    --hash=sha256:c45a496d6bc05dec41dcd4c3a2b183723f47473255c159cd80b503c8f246424d \
+    --hash=sha256:c5d98a2709840027f5a347c3af0a7c3d5f6c1ff93af2ca1c54494e23cba8f389 \
+    --hash=sha256:c68568f3facf8f66fa76c60e0ced69b67666ffa9941d1d0a3756fda196049080 \
+    --hash=sha256:c95ef01f53233a305a874a44a63fbfb1d81cd79b49de0f8529b3548cde437e37 \
+    --hash=sha256:ca216e8af5c05e326efc7e28716ac2381a7cf9791749f5ee1849dccdc99c9b00 \
+    --hash=sha256:ca8435d13829b92f4a97362d91975154a4015db3a2634154e1754e9a915e6b86 \
+    --hash=sha256:dc261707bf5739aea8a541593f3cc1d463c2701fb05fbcbba0ce031b69a21260 \
+    --hash=sha256:e5ea1a213be1fcd5e49d9904c3b9939211ded90bc2a64e93f4c01963474285de \
+    --hash=sha256:fa268106c8987639a17a18514cfe0cd9bf17420ab887e1e1bf486da8836135b1
+    # via
+    #   feast (pyproject.toml)
+    #   alembic
+    #   mlflow
+sqlglot[rs]==30.14.0 \
+    --hash=sha256:df2ef5d2b8ca814313781f4ff35bf63e58f821ef517eeddbd523c19a61fa9bb9 \
+    --hash=sha256:fc768e24889d63a5e1237dea7ad305e5ffb4356a98b0bed828f89591ebcd3636
     # via
     #   feast (pyproject.toml)
     #   ibis-framework
-sqlglotc==30.6.0 \
-    --hash=sha256:003b15bbe3f3a4a63313baeb3f090906cf0172fe007ab24974c612a577f56c61 \
-    --hash=sha256:05861b5d74ae4b0a5a6e6a9309a8a975d9572c2bf1eb9634a33af9189eb7d333 \
-    --hash=sha256:0b907206ef36fd8f0c28da4c5b8c8f896bd67826da0d765616e6c950689ac849 \
-    --hash=sha256:0e1aae195008c1d87ed1b1543bceed1408ae8ecf146571b3029e98b23a19c59c \
-    --hash=sha256:16291ee3da0276df2689cc139df41d8723cf6014aca979f307fb75a898b0d3e8 \
-    --hash=sha256:27d6c22375395f1fdfe8a5d80b5fb781ca7849e29c7db7dfb11edb466a5b7a4d \
-    --hash=sha256:2b50aba396d4622c201a9dd933b51cd6858b5af5ebbcf7db1af35db7e83ece48 \
-    --hash=sha256:4a5beba24625bc14070992fdddc7aed22df912007882f31f27b0e88d7b7d9445 \
-    --hash=sha256:4c84a933816374b6167d9347e488fb4a357bb0e3be2e8e820dafeb3c9948feab \
-    --hash=sha256:4d45ee83e1f72ee94045ccfd13e51fa7d822548f50e9d20d3d42e127bcd9f453 \
-    --hash=sha256:4eb6f349c21d5a3e39733db5416e57ec171ca3b1c17b02badfdbe55d9a3666a5 \
-    --hash=sha256:61a1e4f533955db0bfd4219883bfab1f2030753ffaebc9cbb4e950dfbcae3db7 \
-    --hash=sha256:63b02231cc2f10d63df373fa02f3e03b4216e94c6f32ccdfd11adc770dc95fb7 \
-    --hash=sha256:6e8dab3b9f84c9b591ecd1fb0920b800c08dd6c38eda3be91176fc239d3c94bc \
-    --hash=sha256:7acdb7b15f060bacea01e1c68d1dd70471f03bda89478ca0ee96bac3df03d0a7 \
-    --hash=sha256:87437d4f32c1dc61c3ef046dc39b9fe119ac2e2e5253e33351f1a62ba802942a \
-    --hash=sha256:875c6925f3d70aa1bc4bcc405090a12deec01de71193e7229f114c5ecf39f725 \
-    --hash=sha256:949f5d457c8c98998ed06d060873370d7553077ab3c2db9569acda5887cd6ce7 \
-    --hash=sha256:c69c9dbe4dfab74329294d07b2956ca9a03123089a1923f3d299a21d4b66898d \
-    --hash=sha256:cb4b5a532fb35ce415aea6d360fe202278b46cc59c07318b97401930a1584e35 \
-    --hash=sha256:cfba6244f52bcdffe22a35334d48d741aed3077c20bb7aa9bb511c21fd766438 \
-    --hash=sha256:dd781790c3fc6cb82e6c00836f7f9ab33941cf2b9dca173d7b9f41c37c78d114 \
-    --hash=sha256:e397befde3d08d870a8f1c7bd80d7abc68ee119c472143ab196709319e205af4 \
-    --hash=sha256:f0a37ad865b106005cb5d36efd537a412912477c83cbca1579ee45f17d73fe54 \
-    --hash=sha256:fb977d427a196a620aa60b71d4b66d60c3d015c9004e7393162d4771fb435406
+    #   sqlglotc
+sqlglotc==30.14.0 \
+    --hash=sha256:0337b982675e17f6dd9a1ed7d944fdef4f81a2aaff6a4494d50492aa18fb0b4e \
+    --hash=sha256:07ee5ed7f8b13cc8e918a31c328933c3f4fd155f5b4360bbbf305445b0f88e73 \
+    --hash=sha256:13441a60a212faef4c658b61394cb22b922bf80c1bb544a5397bed67d5549aeb \
+    --hash=sha256:13f24fa61b21bf21d6734fd9eeaffa8965dc70228b39994005488688bbc033bc \
+    --hash=sha256:13ffa7852e59a6b12e3dbd96686c594847bd6bf4b1a41f1cd8975b0f90e2a522 \
+    --hash=sha256:17951d2587cdfb39086e2b06e6d3bfb15628232a295580c6aecda881a4770824 \
+    --hash=sha256:20c01558912dfc4a06b8484459337efa6fe98f3e45602e213d888fde56f0410e \
+    --hash=sha256:331c600908846a4fee6ffbda0cd82e4b1550612503c761166010a3776334aaf0 \
+    --hash=sha256:47f7ab74779572fd51f616522ca597b034158150a7a312a3dbe907d103f5d908 \
+    --hash=sha256:49157e4dca20cdab9187dec83f51268d2e3c883ebc9b31afe5e5cf11954bd38e \
+    --hash=sha256:5410ff65f26b57e6a9d60f57dd46e8d7aa96b70d1faca562b3931a2b03eb4d56 \
+    --hash=sha256:68c259b9ef4ac630c6c04f4e6217f130f0856abe6146133226442e82e1b54ce4 \
+    --hash=sha256:745bd364e8a5032c4ead9dd843bfa00c5b35a1d816801de7cfb1eeab08f24b8d \
+    --hash=sha256:849520c4b9057408e9198f019791538d5bb77c648b3fc6410db1727acdac90ad \
+    --hash=sha256:968f446a8304e782d6778389de561cad9f984b89c3efea0474d8ec89ae17f02c \
+    --hash=sha256:9918233d827dcc2b1842a8fe3cbc8d915ab71d9ce0100b566e283edb53950867 \
+    --hash=sha256:acb7f577a8e060fb1cb1c9df1b1de1187fc7c53d54539cb6cdc16bd558adf2a5 \
+    --hash=sha256:b1f414c6a6a3c3b56b981e51f9fdd1b1cf95dee5de2592c4b4547803309a57d4 \
+    --hash=sha256:bc3c4ff8f268e2558aed03638ee002d2187cdf4faa15bf34b6f40558abe29e6e \
+    --hash=sha256:c9c9cf31aac1414ccde5e69849bf438b3c74ae763db00651bdf71955ebadc214 \
+    --hash=sha256:dfe8296ee3e505c4f3ae22aee4b0556e1263410e02f274ead0bdb723cd1c4147
     # via sqlglot
 sqlglotrs==0.13.0 \
     --hash=sha256:6b934a244b16f26fca50974328a2ebc7689583c59f06203cebb46e2e6e8d93a7 \
@@ -5468,21 +6116,30 @@ sqlparams==6.2.0 \
     --hash=sha256:3744a2ad16f71293db6505b21fd5229b4757489a9b09f3553656a1ae97ba7ca5 \
     --hash=sha256:63b32ed9051bdc52e7e8b38bc4f78aed51796cdd9135e730f4c6a7db1048dedf
     # via singlestoredb
-sse-starlette==3.4.1 \
-    --hash=sha256:6b43cf21f1d574d582a6e1b0cfbde1c94dc86a32a701a7168c99c4475c6bd1d0 \
-    --hash=sha256:f780bebcf6c8997fe514e3bd8e8c648d8284976b391c8bed0bcb1f611632b555
+sqlparse==0.5.5 \
+    --hash=sha256:12a08b3bf3eec877c519589833aed092e2444e68240a3577e8e26148acc7b1ba \
+    --hash=sha256:e20d4a9b0b8585fdf63b10d30066c7c94c5d7a7ec47c889a2d83a3caa93ff28e
+    # via mlflow-skinny
+sse-starlette==3.4.6 \
+    --hash=sha256:56217ab4c9a9f9c5db7b21e08732d3e7c2b807f45231ad23de0551a24c4a41f6 \
+    --hash=sha256:725f8a1bd6d26ae1b2c9610c0ef5065dfdd496f3988d28adcf8c4b49dc25c627
     # via mcp
 stack-data==0.6.3 \
     --hash=sha256:836a778de4fec4dcd1dcd89ed8abff8a221f58308462e1c4aa2a3cf30148f0b9 \
     --hash=sha256:d5558e0c25a4cb0853cddad3d77da9891a08cb85dd9f9f91b9f8cd66e511e695
     # via ipython
-starlette==1.0.0 \
-    --hash=sha256:6a4beaf1f81bb472fd19ea9b918b50dc3a77a6f2e190a12954b25e6ed5eea149 \
-    --hash=sha256:d3ec55e0bb321692d275455ddfd3df75fff145d009685eb40dc91fc66b03d38b
+starlette==1.3.1 \
+    --hash=sha256:05d0213193f2fbaae60e2ecb593b4add4262ad4e46536b54abe36f11a71724e0 \
+    --hash=sha256:c7372aae11c3c3f26a42df7bd626cec2f47d03483d261d369516a615a53714c6
     # via
+    #   feast (pyproject.toml)
     #   fastapi
     #   mcp
     #   sse-starlette
+strictyaml==1.7.3 \
+    --hash=sha256:22f854a5fcab42b5ddba8030a0e4be51ca89af0267961c8d6cfa86395586c407 \
+    --hash=sha256:fb5c8a4edb43bebb765959e420f9b3978d7f1af88c80606c03fb420888f5d1c7
+    # via pyiceberg
 sympy==1.14.0 \
     --hash=sha256:d3d3fe8df1e5a0b42f0e7bdf50541697dbe7d23746e894990c030e2b05e72517 \
     --hash=sha256:e091cc3e99d2141a0ba2847328f5479b05d94a6635cb96148ccb3f34671bd8f5
@@ -5497,16 +6154,18 @@ tabulate==0.10.0 \
 tenacity==8.5.0 \
     --hash=sha256:8bc6c0c8a09b31e6cad13c47afbed1a567518250a9a171418582ed8d9c20ca78 \
     --hash=sha256:b594c2a5945830c267ce6b79a166228323ed52718f30302c1359836112346687
-    # via feast (pyproject.toml)
+    # via
+    #   feast (pyproject.toml)
+    #   pyiceberg
 terminado==0.18.1 \
     --hash=sha256:a4468e1b37bb318f8a86514f65814e1afc977cf29b3992a4500d9dd305dcceb0 \
     --hash=sha256:de09f2c4b85de4765f7714688fff57d3e75bad1f909b589fde880460c753fd2e
     # via
     #   jupyter-server
     #   jupyter-server-terminals
-testcontainers==4.15.0rc2 \
-    --hash=sha256:4764016e73da0fa960eb8360687d22710cd68bcc01a4d03189fbe1da896a805d \
-    --hash=sha256:e55b9045842c5bdfdd295e0d0b09aeafb3c1fb9d6f30bd8e718df8fd48dcdc41
+testcontainers==4.15.0 \
+    --hash=sha256:085cde086337632e19002719460b7b80bbab2bdd51bb3ea04f77d0de96504706 \
+    --hash=sha256:8796c14e76604031ad39cf0ed3b8e9806283a1fbf5270965c2b1c594caa31b74
     # via feast (pyproject.toml)
 threadpoolctl==3.6.0 \
     --hash=sha256:43a0b8fd5a2928500110039e43a5eed8480b918967083ea48dc3ab9f13c4a7fb \
@@ -5583,13 +6242,13 @@ tifffile==2025.5.10 \
     --hash=sha256:018335d34283aa3fd8c263bae5c3c2b661ebc45548fde31504016fcae7bf1103 \
     --hash=sha256:e37147123c0542d67bc37ba5cdd67e12ea6fbe6e86c52bee037a9eb6a064e5ad
     # via scikit-image
-timm==1.0.26 \
-    --hash=sha256:985c330de5ccc3a2aa0224eb7272e6a336084702390bb7e3801f3c91603d3683 \
-    --hash=sha256:f66f082f2f381cf68431c22714c8b70f723837fa2a185b155961eab90f2d5b10
+timm==1.0.28 \
+    --hash=sha256:3789d313fdd5541a327b60180d70dbb4bdec73db8ff0655e413db3c3d134a9a4 \
+    --hash=sha256:e577b88da96b3a722ea5e2f042455ce6f715d398304d8e63b17d126ed7d89968
     # via feast (pyproject.toml)
-tinycss2==1.4.0 \
-    --hash=sha256:10c0972f6fc0fbee87c3edb76549357415e94548c1ae10ebccdea16fb404a9b7 \
-    --hash=sha256:3a49cf47b7675da0b15d0c6e1df8df4ebd96e9394bb905a5775adb0d884c5289
+tinycss2==1.5.1 \
+    --hash=sha256:3415ba0f5839c062696996998176c4a3751d18b7edaaeeb658c9ce21ec150661 \
+    --hash=sha256:d339d2b616ba90ccce58da8495a78f46e55d4d25f9fd71dfd526f07e7d53f957
     # via bleach
 tokenizers==0.22.2 \
     --hash=sha256:143b999bdc46d10febb15cbffb4207ddd1f410e2c755857b5a0797961bbdc113 \
@@ -5670,18 +6329,21 @@ tomli==2.4.1 \
     --hash=sha256:ff18e6a727ee0ab0388507b89d1bc6a22b138d1e2fa56d1ad494586d61d2eae9 \
     --hash=sha256:ff2983983d34813c1aeb0fa89091e76c3a22889ee83ab27c5eeb45100560c049
     # via
+    #   alembic
     #   build
     #   coverage
     #   fastapi-mcp
+    #   jupyter-builder
     #   jupyterlab
+    #   milvus-lite
     #   mypy
     #   pip-tools
     #   pytest
     #   pytest-env
     #   singlestoredb
-tomlkit==0.14.0 \
-    --hash=sha256:592064ed85b40fa213469f81ac584f67a4f2992509a7c3ea2d632208623a3680 \
-    --hash=sha256:cf00efca415dbd57575befb1f6634c4f42d2d87dbba376128adb42c121b87064
+tomlkit==0.15.1 \
+    --hash=sha256:177a05aece5a8ca5266fd3c448abb47b8d352f09d477d3ca8332db4d89b24304 \
+    --hash=sha256:e25bbf38843005246210a12982776f27f99cb9be67160e14434d0c0d21ee1e97
     # via snowflake-connector-python
 toolz==1.1.0 \
     --hash=sha256:15ccc861ac51c53696de0a5d6d4607f99c210739caf987b5d2054f3efed429d8 \
@@ -5691,35 +6353,31 @@ toolz==1.1.0 \
     #   dask
     #   ibis-framework
     #   partd
-torch==2.11.0 \
-    --hash=sha256:01018087326984a33b64e04c8cb5c2795f9120e0d775ada1f6638840227b04d7 \
-    --hash=sha256:0f68f4ac6d95d12e896c3b7a912b5871619542ec54d3649cf48cc1edd4dd2756 \
-    --hash=sha256:1b32ceda909818a03b112006709b02be1877240c31750a8d9c6b7bf5f2d8a6e5 \
-    --hash=sha256:1e6debd97ccd3205bbb37eb806a9d8219e1139d15419982c09e23ef7d4369d18 \
-    --hash=sha256:2658f34ce7e2dabf4ec73b45e2ca68aedad7a5be87ea756ad656eaf32bf1e1ea \
-    --hash=sha256:2b4e811728bd0cc58fb2b0948fe939a1ee2bf1422f6025be2fca4c7bd9d79718 \
-    --hash=sha256:2bb3cc54bd0dea126b0060bb1ec9de0f9c7f7342d93d436646516b0330cd5be7 \
-    --hash=sha256:2c0d7fcfbc0c4e8bb5ebc3907cbc0c6a0da1b8f82b1fc6e14e914fa0b9baf74e \
-    --hash=sha256:4b5866312ee6e52ea625cd211dcb97d6a2cdc1131a5f15cc0d87eec948f6dd34 \
-    --hash=sha256:4cf8687f4aec3900f748d553483ef40e0ac38411c3c48d0a86a438f6d7a99b18 \
-    --hash=sha256:4dc8b3809469b6c30b411bb8c4cad3828efd26236153d9beb6a3ec500f211a60 \
-    --hash=sha256:4dda3b3f52d121063a731ddb835f010dc137b920d7fec2778e52f60d8e4bf0cd \
-    --hash=sha256:563ed3d25542d7e7bbc5b235ccfacfeb97fb470c7fee257eae599adb8005c8a2 \
-    --hash=sha256:63a68fa59de8f87acc7e85a5478bb2dddbb3392b7593ec3e78827c793c4b73fd \
-    --hash=sha256:73e24aaf8f36ab90d95cd1761208b2eb70841c2a9ca1a3f9061b39fc5331b708 \
-    --hash=sha256:7aa2f9bbc6d4595ba72138026b2074be1233186150e9292865e04b7a63b8c67a \
-    --hash=sha256:7b6a60d48062809f58595509c524b88e6ddec3ebe25833d6462eeab81e5f2ce4 \
-    --hash=sha256:8245477871c3700d4370352ffec94b103cfcb737229445cf9946cddb7b2ca7cd \
-    --hash=sha256:8b394322f49af4362d4f80e424bcaca7efcd049619af03a4cf4501520bdf0fb4 \
-    --hash=sha256:98bb213c3084cfe176302949bdc360074b18a9da7ab59ef2edc9d9f742504778 \
-    --hash=sha256:a97b94bbf62992949b4730c6cd2cc9aee7b335921ee8dc207d930f2ed09ae2db \
-    --hash=sha256:ab9a8482f475f9ba20e12db84b0e55e2f58784bdca43a854a6ccd3fd4b9f75e6 \
-    --hash=sha256:b2a43985ff5ef6ddd923bbcf99943e5f58059805787c5c9a2622bf05ca2965b0 \
-    --hash=sha256:b3c712ae6fb8e7a949051a953fc412fe0a6940337336c3b6f905e905dac5157f \
-    --hash=sha256:cc89b9b173d9adfab59fd227f0ab5e5516d9a52b658ae41d64e59d2e55a418db \
-    --hash=sha256:d91aac77f24082809d2c5a93f52a5f085032740a1ebc9252a7b052ef5a4fddc6 \
-    --hash=sha256:f99924682ef0aa6a4ab3b1b76f40dc6e273fca09f367d15a524266db100a723f \
-    --hash=sha256:fbf39280699d1b869f55eac536deceaa1b60bd6788ba74f399cc67e60a5fab10
+torch==2.13.0 \
+    --hash=sha256:024c6cc0c1b085f2f91f20a3dc27b0471d021c31ce84b81be3afdc39f791fd9d \
+    --hash=sha256:092790c696a760c729fd5722835f50b9d81fd7c8f141571f3f3cf4081a8f664c \
+    --hash=sha256:0ab4b69f3ee03a62a002cfbf77b1ca5e88aceb4ea64cb4388bb28f638ddbb045 \
+    --hash=sha256:1e09d6a722504957c694faceca843acde562786df1144ebcc5a74075ec7f6005 \
+    --hash=sha256:2bd30b6b730d987fa386ce3898933762c5cb8cc82eb0535211d787cc3ce2dfeb \
+    --hash=sha256:2fe228aba290d14b9f31b049be550dbd469c3fd3013d7a19705b30454da97027 \
+    --hash=sha256:31061ff56ed8fbf26c749806905aeb749ebeb819810fd5d52508aa5afd90dddc \
+    --hash=sha256:33449899ce5496c1b84b4853179d94fd102028ae1407314d9fb956bb79e70d09 \
+    --hash=sha256:49b58f1e2c52440abb6f17c28f0335fe6c6d01ad1a7f55b0183b81e4b34d64e6 \
+    --hash=sha256:49f1ea385c754e54919408a9bb3b5a72b0b755bbe2c916c1d6f70afbec4908a2 \
+    --hash=sha256:4f8573e3ce9ebcd53fe922f01077a6085ccdfbe5f12fd215883a9d87d7a744fd \
+    --hash=sha256:572df8be8ffb4599c88cbd6a0726f1f854f4da65d2e3c09f0e2c2283333cd6d4 \
+    --hash=sha256:60fcdcb2f3876e21146cb4524ef06397d727ca9ad5f020818547e25075fe3cb7 \
+    --hash=sha256:796633c4cdf0fe2cdced72d8f88f22e73dbcfce83132763162f6d4bff13b820b \
+    --hash=sha256:94f0de129916f77b8dc2c7a8eff644cfeddfe59e39c9f55e9f6e17543410281d \
+    --hash=sha256:a0d8b11f16a48d60e2015d8213aa0390744cbebb98e58b62b3514dddc656e330 \
+    --hash=sha256:a3893dc2da0a972a8ca5d698c85a9f967559ac5f8ee1797b77408aa8734d073c \
+    --hash=sha256:a3a9a21312872af8a26950b2c15680335a386a1f56ed03e780653d78b9607e9e \
+    --hash=sha256:a7de8a313090dc5c7d7ba4bfe5c3be222528f9a4dba1acc83bddb1157360c4b8 \
+    --hash=sha256:c28def70706c2f9ecc752574766e8ae4da9b810ab6676b611166761a78a9f1e1 \
+    --hash=sha256:c78b7b4d04461855a764cf01bae9a462bb88bc93defcfa11235cbc8fdf3e12c4 \
+    --hash=sha256:cc26eead4cf51d0b544e31e364dcf000846549c273bd148936fe9d24d29acb92 \
+    --hash=sha256:d849b390e07d8d333ce8ecaf91b273c656c598379a19c9acf1318a883f6b391c \
+    --hash=sha256:e76f9bcecc52b8ff711239a2f7547d5353df95878ab232f0773c1d95928b92f8
     # via
     #   feast (pyproject.toml)
     #   accelerate
@@ -5729,51 +6387,47 @@ torch==2.11.0 \
     #   sentence-transformers
     #   timm
     #   torchvision
-torchvision==0.26.0 \
-    --hash=sha256:0f3e572efe62ad645017ea847e0b5e4f2f638d4e39f05bc011d1eb9ac68d4806 \
-    --hash=sha256:114bec0c0e98aa4ba446f63e2fe7a2cbca37b39ac933987ee4804f65de121800 \
-    --hash=sha256:1c55dc8affbcc0eb2060fbabbe996ae9e5839b24bb6419777f17848945a411b1 \
-    --hash=sha256:2adfbe438473236191ff077a4a9a0c767436879c89628aa97137e959b0c11a94 \
-    --hash=sha256:358fc4726d0c08615b6d83b3149854f11efb2a564ed1acb6fce882e151412d23 \
-    --hash=sha256:3daf9cc149cf3cdcbd4df9c59dae69ffca86c6823250442c3bbfd63fc2e26c61 \
-    --hash=sha256:406557718e62fdf10f5706e88d8a5ec000f872da913bf629aab9297622585547 \
-    --hash=sha256:4280c35ec8cba1fcc8294fb87e136924708726864c379e4c54494797d86bc474 \
-    --hash=sha256:55bd6ad4ae77be01ba67a410b05b51f53b0d0ee45f146eb6a0dfb9007e70ab3c \
-    --hash=sha256:5d63dd43162691258b1b3529b9041bac7d54caa37eae0925f997108268cbf7c4 \
-    --hash=sha256:7058c5878262937e876f20c25867b33724586aa4499e2853b2d52b99a5e51953 \
-    --hash=sha256:7993c01648e7c61d191b018e84d38fe0825c8fcb2720cd0f37caf7ba14404aa1 \
-    --hash=sha256:8008474855623c6ba52876589dc52df0aa66e518c25eca841445348e5f79844c \
-    --hash=sha256:82c3965eca27e86a316e31e4c3e5a16d353e0bcbe0ef8efa2e66502c54493c4b \
-    --hash=sha256:9a904f2131cbfadab4df828088a9f66291ad33f49ff853872aed1f86848ef776 \
-    --hash=sha256:a06d4772a8e13e772906ed736cc53ec6639e5e60554f8e5fa6ca165aabebc464 \
-    --hash=sha256:a39c7a26538c41fda453f9a9692b5ff9b35a5437db1d94f3027f6f509c160eac \
-    --hash=sha256:b6f9ad1ecc0eab52647298b379ee9426845f8903703e6127973f8f3d049a798b \
-    --hash=sha256:b7d3e295624a28b3b1769228ce1345d94cf4d390dd31136766f76f2d20f718da \
-    --hash=sha256:b7e6213620bbf97742e5f79832f9e9d769e6cf0f744c5b53dad80b76db633691 \
-    --hash=sha256:c409e1c3fdebec7a3834465086dbda8bf7680eff79abf7fd2f10c6b59520a7a4 \
-    --hash=sha256:d61a5abb6b42a0c0c311996c2ac4b83a94418a97182c83b055a2a4ae985e05aa \
-    --hash=sha256:de6424b12887ad884f39a0ee446994ae3cd3b6a00a9cafe1bead85a031132af0 \
-    --hash=sha256:e9d0e022c19a78552fb055d0414d47fecb4a649309b9968573daea160ba6869c \
-    --hash=sha256:eb61804eb9dbe88c5a2a6c4da8dec1d80d2d0a6f18c999c524e32266cb1ebcd3 \
-    --hash=sha256:ebc043cc5a4f0bf22e7680806dbba37ffb19e70f6953bbb44ed1a90aeb5c9bea \
-    --hash=sha256:f13f12b3791a266de2d599cb8162925261622a037d87fc03132848343cf68f75 \
-    --hash=sha256:fd10b5f994c210f4f6d6761cf686f82d748554adf486cb0979770c3252868c8f
+torchvision==0.28.0 \
+    --hash=sha256:028a3d481b37d785605620d7cdad897064c5a55bae2aa1f2658766333e291940 \
+    --hash=sha256:09ce8f56e81f19b9c378ae7bb109f83f6659fd8bc3cd14241a48e4af46e9ed49 \
+    --hash=sha256:2a1ef4b6f4bf5828b48cfad97372c8982db906830884b2868ba5c3df937a7d81 \
+    --hash=sha256:3557cc7b539f46dabcda2b6f2b14017ccbeef024de466d4fc5835fc3f287f769 \
+    --hash=sha256:36beb0782976906069ca03d4c9aacaf4b6b838b06ed6c20960ea9c51cce7acdd \
+    --hash=sha256:3bd9dba55224a9db4a2d77f6feaa5651770d8c8e86d3d0ddb0fa6bec54c8712b \
+    --hash=sha256:46f581979c010ad6da6bd85ee602aa707e1ff44312670223b7a0ee517ad06d47 \
+    --hash=sha256:546fd85345cf8652f6cd099d4f9884b0ca5c2f3fae78689a21dd2f35ea6b622f \
+    --hash=sha256:5a38bc6da3d72621be003400b66f66a2b4c6d644fde05f680c2cb7ca8cf8dd6c \
+    --hash=sha256:5cf78ebc401ce64ae19b8c55de866bb836797d559a4de9c25ccbe74cfa642d3a \
+    --hash=sha256:62c7d110f86a039245b587e4fae60278c649f3bd42ff79cfbc1178eca4e72542 \
+    --hash=sha256:6dfb0f45e2b4ceb4e76f158c3fbb5f44387099f3c466e3423a09ab665a194aba \
+    --hash=sha256:7e80f543b22503d9415e126db5f0ff3917036925e38560ee6b9ae38c571a4002 \
+    --hash=sha256:7e9dd6f60d6e15f8dc27d4f877fdb6002fc70d70272412135f1c2ff9cfa08d3b \
+    --hash=sha256:7fad44dc9582570c7d92c4487d36ac46998f40cc39b438e8b8f5111a935ce4e8 \
+    --hash=sha256:83fe6c020866a85acd7d97deccc45ff11d66daf42916d04396a4309c66c0ccb8 \
+    --hash=sha256:87dc16b2df427c1318ad335f1e2be2b3b15b2cf20f7934c83b0505a48425ee5d \
+    --hash=sha256:89f90e29b0966352811b12589f3a3c61943bf2bb9487b9d7bbec10efb1096bb5 \
+    --hash=sha256:904cf89af220f8c6b2ed0296bb5065b474ce43b77558e48b2bf9de8b0ba17204 \
+    --hash=sha256:9a45ea67235d965ef52187130d20002a4de20c54ea3d927a24286961d268dc37 \
+    --hash=sha256:ad7b3a439265cc3739a4ab5b4c998c0e38ea99c0ee7ca4dea35c5d0b099ec237 \
+    --hash=sha256:bb6dd6918460ed89cc7644adcc2402991474d6933cf1ce92b390641cb233fddf \
+    --hash=sha256:d483b4aa3f5237569053f749cd1a2b5bb548ca456e40461a5dd087f21149d123 \
+    --hash=sha256:e9f54c30cd52e3ef7fd034cc69b7bb7e0964e1c8f8743e018ab92e95b40f9eee
     # via
     #   feast (pyproject.toml)
     #   docling-ibm-models
     #   easyocr
     #   timm
-tornado==6.5.5 \
-    --hash=sha256:192b8f3ea91bd7f1f50c06955416ed76c6b72f96779b962f07f911b91e8d30e9 \
-    --hash=sha256:2c9a876e094109333f888539ddb2de4361743e5d21eece20688e3e351e4990a6 \
-    --hash=sha256:36abed1754faeb80fbd6e64db2758091e1320f6bba74a4cf8c09cd18ccce8aca \
-    --hash=sha256:3f54aa540bdbfee7b9eb268ead60e7d199de5021facd276819c193c0fb28ea4e \
-    --hash=sha256:435319e9e340276428bbdb4e7fa732c2d399386d1de5686cb331ec8eee754f07 \
-    --hash=sha256:487dc9cc380e29f58c7ab88f9e27cdeef04b2140862e5076a66fb6bb68bb1bfa \
-    --hash=sha256:6443a794ba961a9f619b1ae926a2e900ac20c34483eea67be4ed8f1e58d3ef7b \
-    --hash=sha256:65a7f1d46d4bb41df1ac99f5fcb685fb25c7e61613742d5108b010975a9a6521 \
-    --hash=sha256:dd3eafaaeec1c7f2f8fdcd5f964e8907ad788fe8a5a32c4426fbbdda621223b7 \
-    --hash=sha256:e74c92e8e65086b338fd56333fb9a68b9f6f2fe7ad532645a290a464bcf46be5
+tornado==6.5.7 \
+    --hash=sha256:148b2eb15c2c765a50796172c1e499649b35f30d2e3c3d3e15913cfa56bfb163 \
+    --hash=sha256:66c513a76cda70d53907bc27cf1447557699c2e95aa48ba27a442ff61c3ddfc2 \
+    --hash=sha256:7778b30bef919231265e91c69963ce0f49a1e9c07ac900bbe75b19ce2575ba92 \
+    --hash=sha256:8a46347a18f23fb92b396beebe0fb78f61dda0cc302445202c16203d8a18848b \
+    --hash=sha256:8d759e71906ee783f8867b93bf26a265743da4c1e2f4a018464c1ba019862972 \
+    --hash=sha256:9da38de27f1da3b78a966f0dae12b5a1ea9afe72ca805d84ff06508272ddf100 \
+    --hash=sha256:de942f843533a039ef9fa3d9c88c7cd8a7c94553fb5ad0154270989b3d99a2c4 \
+    --hash=sha256:e726f0c75da7726eec023aa62751ff8878bd2737e34fbdd33b1ae5897d2200f5 \
+    --hash=sha256:f8de3bf12d3efdd0cbe7c8887868198f8a91415e3f29fcf258d9b8eb7b1d9ae4 \
+    --hash=sha256:ff934fce95643af5f11efdae618eaa73d469dc588641e5c8d19295a0c65c4796
     # via
     #   ipykernel
     #   jupyter-client
@@ -5781,9 +6435,9 @@ tornado==6.5.5 \
     #   jupyterlab
     #   notebook
     #   terminado
-tqdm==4.67.3 \
-    --hash=sha256:7d825f03f89244ef73f1d4ce193cb1774a8179fd96f31d7e1dcde62092b960bb \
-    --hash=sha256:ee1e4c0e59148062281c49d80b25b67771a127c85fc9676d3be5f243206826bf
+tqdm==4.70.0 \
+    --hash=sha256:55b0b0dbd97462d06ebee91e4dac24ed4d4702be82b24f07e6c1d27e08cea220 \
+    --hash=sha256:7f585706bfddbdebf89daac705b2dfcc16890130727d3197ca62c732b4310953
     # via
     #   feast (pyproject.toml)
     #   datasets
@@ -5791,18 +6445,18 @@ tqdm==4.67.3 \
     #   docling-ibm-models
     #   great-expectations
     #   huggingface-hub
-    #   milvus-lite
     #   mpire
     #   semchunk
     #   sentence-transformers
     #   transformers
-traitlets==5.14.3 \
-    --hash=sha256:9ed0579d3502c94b4b3732ac120375cda96f923114522847de4b3bb98b96b6b7 \
-    --hash=sha256:b74e89e397b1ed28cc831db7aea759ba6640cb3de13090ca145426688ff1ac4f
+traitlets==5.15.1 \
+    --hash=sha256:770a53705f84b81ac107e83a1b3328ff2dae16094d8fc3cfc004e4b22dfd8e92 \
+    --hash=sha256:7b1c07854fe25acb39e009bae49f11b79ff6cbb2f27999104e9110e7a6b53722
     # via
     #   ipykernel
     #   ipython
     #   ipywidgets
+    #   jupyter-builder
     #   jupyter-client
     #   jupyter-core
     #   jupyter-events
@@ -5820,43 +6474,48 @@ transformers==4.57.6 \
     #   docling-core
     #   docling-ibm-models
     #   sentence-transformers
-tree-sitter==0.25.2 \
-    --hash=sha256:0628671f0de69bb279558ef6b640bcfc97864fe0026d840f872728a86cd6b6cd \
-    --hash=sha256:0c8b6682cac77e37cfe5cf7ec388844957f48b7bd8d6321d0ca2d852994e10d5 \
-    --hash=sha256:1799609636c0193e16c38f366bda5af15b1ce476df79ddaae7dd274df9e44266 \
-    --hash=sha256:20b570690f87f1da424cd690e51cc56728d21d63f4abd4b326d382a30353acc7 \
-    --hash=sha256:260586381b23be33b6191a07cea3d44ecbd6c01aa4c6b027a0439145fcbc3358 \
-    --hash=sha256:3e65ae456ad0d210ee71a89ee112ac7e72e6c2e5aac1b95846ecc7afa68a194c \
-    --hash=sha256:44488e0e78146f87baaa009736886516779253d6d6bac3ef636ede72bc6a8234 \
-    --hash=sha256:463c032bd02052d934daa5f45d183e0521ceb783c2548501cf034b0beba92c9b \
-    --hash=sha256:4973b718fcadfb04e59e746abfbb0288694159c6aeecd2add59320c03368c721 \
-    --hash=sha256:49ee3c348caa459244ec437ccc7ff3831f35977d143f65311572b8ba0a5f265f \
-    --hash=sha256:56ac6602c7d09c2c507c55e58dc7026b8988e0475bd0002f8a386cce5e8e8adc \
-    --hash=sha256:65d3c931013ea798b502782acab986bbf47ba2c452610ab0776cf4a8ef150fc0 \
-    --hash=sha256:6d0302550bbe4620a5dc7649517c4409d74ef18558276ce758419cf09e578897 \
-    --hash=sha256:72a510931c3c25f134aac2daf4eb4feca99ffe37a35896d7150e50ac3eee06c7 \
-    --hash=sha256:7712335855b2307a21ae86efe949c76be36c6068d76df34faa27ce9ee40ff444 \
-    --hash=sha256:7d2ee1acbacebe50ba0f85fff1bc05e65d877958f00880f49f9b2af38dce1af0 \
-    --hash=sha256:a0ec41b895da717bc218a42a3a7a0bfcfe9a213d7afaa4255353901e0e21f696 \
-    --hash=sha256:a925364eb7fbb9cdce55a9868f7525a1905af512a559303bd54ef468fd88cb37 \
-    --hash=sha256:b3d11a3a3ac89bb8a2543d75597f905a9926f9c806f40fcca8242922d1cc6ad5 \
-    --hash=sha256:b3f63a1796886249bd22c559a5944d64d05d43f2be72961624278eff0dcc5cb8 \
-    --hash=sha256:b43a9e4c89d4d0839de27cd4d6902d33396de700e9ff4c5ab7631f277a85ead9 \
-    --hash=sha256:b878e296e63661c8e124177cc3084b041ba3f5936b43076d57c487822426f614 \
-    --hash=sha256:b8ca72d841215b6573ed0655b3a5cd1133f9b69a6fa561aecad40dca9029d75b \
-    --hash=sha256:b8d4429954a3beb3e844e2872610d2a4800ba4eb42bb1990c6a4b1949b18459f \
-    --hash=sha256:bd88fbb0f6c3a0f28f0a68d72df88e9755cf5215bae146f5a1bdc8362b772053 \
-    --hash=sha256:bda059af9d621918efb813b22fb06b3fe00c3e94079c6143fcb2c565eb44cb87 \
-    --hash=sha256:c0c0ab5f94938a23fe81928a21cc0fac44143133ccc4eb7eeb1b92f84748331c \
-    --hash=sha256:c2f8e7d6b2f8489d4a9885e3adcaef4bc5ff0a275acd990f120e29c4ab3395c5 \
-    --hash=sha256:cc0351cfe5022cec5a77645f647f92a936b38850346ed3f6d6babfbeeeca4d26 \
-    --hash=sha256:d77605e0d353ba3fe5627e5490f0fbfe44141bafa4478d88ef7954a61a848dae \
-    --hash=sha256:dd12d80d91d4114ca097626eb82714618dcdfacd6a5e0955216c6485c350ef99 \
-    --hash=sha256:ddabfff809ffc983fc9963455ba1cecc90295803e06e140a4c83e94c1fa3d960 \
-    --hash=sha256:eac4e8e4c7060c75f395feec46421eb61212cb73998dbe004b7384724f3682ab \
-    --hash=sha256:f5ddcd3e291a749b62521f71fc953f66f5fd9743973fd6dd962b092773569601 \
-    --hash=sha256:fbb1706407c0e451c4f8cc016fec27d72d4b211fdd3173320b1ada7a6c74c3ac \
-    --hash=sha256:fe43c158555da46723b28b52e058ad444195afd1db3ca7720c59a254544e9c20
+tree-sitter==0.26.0 \
+    --hash=sha256:00289bfe7978f3e0dc0ce69813a20fa9f44ea4c100b3ec62043e5eb74ccfc3a2 \
+    --hash=sha256:0f8793fd18ad7eec276ed4b51c097b4bf2002b357259b66b0d75db1f3f41c754 \
+    --hash=sha256:10f0d4eb94aa7242dcb7f554bcd24dd7ba1c114f00d58759ba08c7a46c8ec51a \
+    --hash=sha256:17a1c5cfd3a05d5c7c86bf4282b6ef8092c91dc0a98390499669c3fedb7d1814 \
+    --hash=sha256:1d6fe0e8fb4df77b5ee816228e2c4475a63d8cc1d4d3a7ffd7097b2b87fc3e95 \
+    --hash=sha256:253df7ab82cc0a9d311cd65f06e9f99fb3eac55996ae9fc94da22f123a861b90 \
+    --hash=sha256:26c996c1edfee86e977bb3f5462e74fcec0d0b0db1e85a3c475875763caa03be \
+    --hash=sha256:2f941cea06128c1f74f8937a8e2a90c7db49cf4be6647cd9e07d92a306d91517 \
+    --hash=sha256:30a88be89ff1f2755297f81e8080d88b795dd98720c3f9fa2acf93873182cc95 \
+    --hash=sha256:335294ce0504fcefde5245dff596778ffaf820205b98ae0b549c72e48855f1d8 \
+    --hash=sha256:3f3c44339dd34fe8eb2b8d5aa7610660499a795f70376b130bbee7a437337280 \
+    --hash=sha256:514a9bf8993e5210e7970736aaf6020d1759b670e195ef17b1c48f586aa30736 \
+    --hash=sha256:526a165a2cb1d1f79e247d400f0e0acd8d49a817d6f312d543513af200b1f886 \
+    --hash=sha256:5a3c93a352b7e6f70f73e121bbfa2d0117ba7478bd51114ed35c91b0b78814fa \
+    --hash=sha256:5a6b333b0282d8bb0af741f9b018bd2523d4eecb2686bf6717066a625fecfaa4 \
+    --hash=sha256:5fc2f41bf246ff2f70a9cc3690be35ec7580a4923151873d898c8bcb1a4503d3 \
+    --hash=sha256:6189c6c340c7384357711e3d92645e96bfb79f7a502f86de1ebdb23eb43f7dab \
+    --hash=sha256:6cb2bd20efb2544c19ac54486ab7cb8ec7b36f913bbe1ce95df84acb96743d9c \
+    --hash=sha256:7075ef857ef86f327dbb72d1e2574dda78db5754b3a1fca6506acd7fe5d561a7 \
+    --hash=sha256:763627db05db34f12333081bd7422cc1c675893d373cc870b3e9249e200700e4 \
+    --hash=sha256:7bcbadfa614326debef581957d5c780a9d7f66065c13deea61aa21d1dd36263f \
+    --hash=sha256:823251c4b6725a7c03ed497a339135ede7ae4bdde75bb8be7ef5e305aeb4ff52 \
+    --hash=sha256:8ff2e0750b7daa722302838356d7b65e303829b7eb73c915df127ddba115e1d1 \
+    --hash=sha256:918d89529786873f0982a0f59c2a303cd065fbfd1b903d71a8e4e1584f67b42e \
+    --hash=sha256:93e220cab7e6a823efeb2046c49171427de92ef71c7c681c01820d14d8d3721f \
+    --hash=sha256:94550e13b6ae576969da40246f4c4abb206380b5375ad43f26dd9151d55438e3 \
+    --hash=sha256:a4033fecc8f606c7f2e8b8014d0057b74668a7f0152763606f7bc25c5f9ec64c \
+    --hash=sha256:b31a8195d2f224224c530ac814632d98c1dcc123d227442c07c736e86b70d564 \
+    --hash=sha256:b40c219edccc4564530c96f8f1556f6202b37cda964d1cbd7bd2b7e68b40a245 \
+    --hash=sha256:b8ea92a255c91671a7ec4625aba3ab7bb5220c423630ffbf83c45d7312abe084 \
+    --hash=sha256:bc6cb01d5ee75c85424aa1f1c72a82d8f07fd52539a0f3c4a6ed3e8721079b84 \
+    --hash=sha256:c56581ad256c4195a21bfe449fed5d44a02fe83a4a7d6e70e6ec302c881191c7 \
+    --hash=sha256:ca89e361a276dbc934b28a43dd881199e25d34ff5493ee0ce45f3c52a6124a37 \
+    --hash=sha256:dea4b4e27d49e9ec5b785d4f994da000e6726882fcc6ad05ec98478500c71aef \
+    --hash=sha256:e9e46b664887d8c1014f1fb33e09454bbdd9ec1fe29b7fd02dde7b46bc1bb81a \
+    --hash=sha256:ed0889dbed843ce45ede9f5169c0b2dea2222f12685844a03fadb81f12705867 \
+    --hash=sha256:f289be0225ba2ace8e87d6c9639b2bc9ff2b5271afb7c5d39282a4a00e248682 \
+    --hash=sha256:f665510f0fcf4636fb9696f1f7853bed7a3bd764b7bb0cb8494e619c14ed5a0c \
+    --hash=sha256:f9997ba61368c48ed54e715676afadf703947a1542464e39d047764fb3624b01 \
+    --hash=sha256:ff527388df14cb5009f9274faf78cc69a7393ae6acf3b04784b8acca249519c5 \
+    --hash=sha256:ff80d4833d330a73184a3ac5132abe93c575d2dea31975c6f15c0d21fef238aa
     # via docling-core
 tree-sitter-c==0.24.2 \
     --hash=sha256:1628584df0299b5a340aa63f8e67b6c97c91517f52fa7e7a4c557e40adb330a9 \
@@ -5901,13 +6560,19 @@ tree-sitter-typescript==0.23.2 \
     --hash=sha256:c7cc1b0ff5d91bac863b0e38b1578d5505e718156c9db577c8baea2557f66de8 \
     --hash=sha256:e96d36b85bcacdeb8ff5c2618d75593ef12ebaf1b4eace3477e2bdb2abb1752c
     # via docling-core
-trino==0.337.0 \
-    --hash=sha256:3a0bd03a09b7ea5dccd41ca6e58abfb127c6303f3a48a258ff794d411dd83a3c \
-    --hash=sha256:868f2b8137d4d1baa84c9bc341f2cdf29039462aa69d7c089a0b821b5a91f29c
+trino==0.338.0 \
+    --hash=sha256:093952f8a53b6f47ab357b77cbe92f1d66453290f7d8bcc4b74bd662e5ff2704 \
+    --hash=sha256:1103d249cb96ba8f88f699588581965e2be088c16b9f8178e34cb64aa8a6c011
     # via feast (pyproject.toml)
-typeguard==4.5.1 \
-    --hash=sha256:44d2bf329d49a244110a090b55f5f91aa82d9a9834ebfd30bcc73651e4a8cc40 \
-    --hash=sha256:f6f8ecbbc819c9bc749983cc67c02391e16a9b43b8b27f15dc70ed7c4a007274
+truststore==0.10.4 \
+    --hash=sha256:9d91bd436463ad5e4ee4aba766628dd6cd7010cf3e2461756b3303710eebc301 \
+    --hash=sha256:adaeaecf1cbb5f4de3b1959b42d41f6fab57b2b1666adb59e89cb0b53361d981
+    # via
+    #   httpcore2
+    #   httpx2
+typeguard==4.6.0 \
+    --hash=sha256:79878165bb86f2cf5d41d159a0ff1792a796cf496882d2fe1b1c6c7049b9cdd7 \
+    --hash=sha256:e7414f09111317de3e335de92cd397c5c0ca00b1cc1676de12e1d444a79b3f21
     # via feast (pyproject.toml)
 typer==0.12.5 \
     --hash=sha256:62fe4e471711b147e3365034133904df3e235698399bc4de2b36c8579298d52b \
@@ -5916,9 +6581,9 @@ typer==0.12.5 \
     #   docling
     #   docling-core
     #   fastapi-mcp
-types-cffi==2.0.0.20260429 \
-    --hash=sha256:6a4237bfdbd50e4d0726929070d8b9983bde541726a5a6fe0e8e24e78c1b3826 \
-    --hash=sha256:afe7d9777a2921139623af0b94647637a5bd0b938b77ec125e5e5e068a1727bd
+types-cffi==2.0.0.20260518 \
+    --hash=sha256:5b68a215a95d0eac4203b58e766ff7fe40c2e091b1fa1a9e54111f04cc560084 \
+    --hash=sha256:f9707e66c13454789a58f8843d1ded4a66f1e9c8b10bd24d5eb5e0f25c0c5472
     # via types-pyopenssl
 types-protobuf==3.19.22 \
     --hash=sha256:d291388678af91bb045fafa864f142dc4ac22f5d4cdca097c7d8d8a32fa9b3ab \
@@ -5926,25 +6591,25 @@ types-protobuf==3.19.22 \
     # via
     #   feast (pyproject.toml)
     #   mypy-protobuf
-types-pymysql==1.1.0.20260408 \
-    --hash=sha256:b784dc37908479e3767e2d794ab507b3674adb1c686ca3d13fc9e2960dbcb9ec \
-    --hash=sha256:da630647eaaa7a926a3907794f4067f269cd245b2c202c74aa3c6a3bd660a9db
+types-pymysql==1.2.0.20260724 \
+    --hash=sha256:71327a3fea0f680a280445f1b475c2307f68de05c2d3302a79df56af93c574cd \
+    --hash=sha256:8493cf87e8df0a7b4e8c84305bc0aae69d3a8af9c6da7bfbb9a4c5c3f97d4a82
     # via feast (pyproject.toml)
 types-pyopenssl==24.1.0.20240722 \
     --hash=sha256:47913b4678a01d879f503a12044468221ed8576263c1540dcb0484ca21b08c39 \
     --hash=sha256:6a7a5d2ec042537934cfb4c9d4deb0e16c4c6250b09358df1f083682fe6fda54
     # via types-redis
-types-python-dateutil==2.9.0.20260408 \
-    --hash=sha256:473139d514a71c9d1fbd8bb328974bedcb1cc3dba57aad04ffa4157f483c216f \
-    --hash=sha256:8b056ec01568674235f64ecbcef928972a5fac412f5aab09c516dfa2acfbb582
+types-python-dateutil==2.9.0.20260716 \
+    --hash=sha256:1ae41d51a5c5f6bbeeb7f1f34df7086d55ff1605cf88d2ed71a7a276e1a7794e \
+    --hash=sha256:1d55d1c3024bdb4861bb6a6622c9ec800c433d87bdc5b16fb84cdd0eed4ef2cb
     # via feast (pyproject.toml)
-types-pytz==2026.1.1.20260408 \
-    --hash=sha256:89b6a34b9198ea2a4b98a9d15cbca987053f52a105fd44f7ce3789cae4349408 \
-    --hash=sha256:c7e4dec76221fb7d0c97b91ad8561d689bebe39b6bcb7b728387e7ffd8cde788
+types-pytz==2026.3.1.20260727 \
+    --hash=sha256:42ac44e83645bfceb46597342c8fb8ec028a1407e2feae9c5c539986eab6b57a \
+    --hash=sha256:4364075b6867dd15b210bb8c1d29727d609917129b45600defe1d4b3eda5ecb9
     # via feast (pyproject.toml)
-types-pyyaml==6.0.12.20260408 \
-    --hash=sha256:92a73f2b8d7f39ef392a38131f76b970f8c66e4c42b3125ae872b7c93b556307 \
-    --hash=sha256:fbc42037d12159d9c801ebfcc79ebd28335a7c13b08a4cfbc6916df78fee9384
+types-pyyaml==6.0.12.20260724 \
+    --hash=sha256:3c1ce1bb73cd5ec02e90390c2b1f00e810d241d8825fd73ff359696839271b6b \
+    --hash=sha256:d57db930a4b2efbc57cf430ec8882765d246929432fa253092f383902329a453
     # via feast (pyproject.toml)
 types-redis==4.6.0.20241004 \
     --hash=sha256:5f17d2b3f9091ab75384153bfa276619ffa1cf6a38da60e10d5e6749cc5b902e \
@@ -5954,25 +6619,28 @@ types-requests==2.30.0.0 \
     --hash=sha256:c6cf08e120ca9f0dc4fa4e32c3f953c3fba222bcc1db6b97695bce8da1ba9864 \
     --hash=sha256:dec781054324a70ba64430ae9e62e7e9c8e4618c185a5cb3f87a6738251b5a31
     # via feast (pyproject.toml)
-types-setuptools==82.0.0.20260408 \
-    --hash=sha256:036c68caf7e672a699f5ebbf914708d40644c14e05298bc49f7272be91cf43d3 \
-    --hash=sha256:ece0a215cdfa6463a65fd6f68bd940f39e455729300ddfe61cab1147ed1d2462
+types-setuptools==83.0.0.20260724 \
+    --hash=sha256:eed1a91e1ed9d8ec9f3e71908e5bb17272e41e0852d37d1485ecd9cd33165e1a \
+    --hash=sha256:fe2801176b667f1e8209f8571b0839ca6c34318d743825aeacf3f29970c8d46f
     # via
     #   feast (pyproject.toml)
     #   types-cffi
-types-tabulate==0.10.0.20260408 \
-    --hash=sha256:2b19d193603d38c34645de53c0c1087e2364487d518d4a2f44268db2366723cc \
-    --hash=sha256:903d62fdf7e5a0ff659fd5d629df716232f7658c6d30e98f0374488d06ffacf4
+types-tabulate==0.10.0.20260508 \
+    --hash=sha256:8e51f159e8b24976849706ae2ed1dc9adba8ebbd080b17e494ebb66a8cc92c74 \
+    --hash=sha256:b1e1a2d0456fbd655a71690b09a7aaeffdf2978d32049184ea436492aa51d20a
     # via feast (pyproject.toml)
 types-urllib3==1.26.25.14 \
     --hash=sha256:229b7f577c951b8c1b92c1bc2b2fdb0b49847bd2af6d1cc2a2e3dd340f3bda8f \
     --hash=sha256:9683bbb7fb72e32bfe9d2be6e04875fbe1b3eeec3cbb4ea231435aa7fd6b4f0e
     # via types-requests
-typing-extensions==4.15.0 \
-    --hash=sha256:0cea48d173cc12fa28ecabc3b837ea3cf6f38c6d1136f85cbaaf598984861466 \
-    --hash=sha256:f0fa19c6845758ab08074a0cfa8b7aecb71c999ca73d62883bc25cc018c4e548
+typing-extensions==4.16.0 \
+    --hash=sha256:481caa481374e813c1b176ada14e97f1f67a4539ce9cfeb3f350d78d6370c2e8 \
+    --hash=sha256:dc983d19a509c94dba722ee6abd33940f7c05a89e243c47e907eb4db6f1a43e5
     # via
+    #   aiobotocore
+    #   aiohttp
     #   aiosignal
+    #   alembic
     #   anyio
     #   async-lru
     #   azure-core
@@ -5985,16 +6653,26 @@ typing-extensions==4.15.0 \
     #   elasticsearch
     #   exceptiongroup
     #   fastapi
+    #   graphene
     #   great-expectations
+    #   grpcio
+    #   httpx2
     #   huggingface-hub
     #   ibis-framework
     #   ipython
+    #   jupyter-client
+    #   jupyterlab
     #   jwcrypto
     #   mcp
+    #   mcp-types
     #   minio
     #   mistune
+    #   mlflow-skinny
     #   multidict
     #   mypy
+    #   opentelemetry-api
+    #   opentelemetry-sdk
+    #   opentelemetry-semantic-conventions
     #   oracledb
     #   psycopg
     #   psycopg-pool
@@ -6023,110 +6701,31 @@ typing-inspection==0.4.2 \
     #   mcp
     #   pydantic
     #   pydantic-settings
-tzdata==2026.2 \
-    --hash=sha256:9173fde7d80d9018e02a662e168e5a2d04f87c41ea174b139fbef642eda62d10 \
-    --hash=sha256:bbe9af844f658da81a5f95019480da3a89415801f6cc966806612cc7169bffe7
+tzdata==2026.3 \
+    --hash=sha256:4a1518b8993086a7982523e071643f3c0e5f213e75b21318e78bcabfff9d1415 \
+    --hash=sha256:dc096730c87af6cab1b171c9d532be840741ff5d459015e7f6947bd7d7e54931
     # via
     #   arrow
     #   ibis-framework
     #   pandas
-tzlocal==5.3.1 \
-    --hash=sha256:cceffc7edecefea1f595541dbd6e990cb1ea3d19bf01b2809f362a03dd7921fd \
-    --hash=sha256:eb1a66c3ef5847adf7a834f1be0800581b683b5608e74f86ecbcef8ab91bb85d
+tzlocal==5.4.4 \
+    --hash=sha256:8dbb8660838688a7b6ba4fed31d18dedf842afb4d47ca050d6d891c2c15f3be4 \
+    --hash=sha256:aae09f0126a8a86fa736be266eb4a471380d26a0de3bc14844e7821fee3e2a15
     # via
     #   great-expectations
     #   trino
-ujson==5.12.0 \
-    --hash=sha256:006428d3813b87477d72d306c40c09f898a41b968e57b15a7d88454ecc42a3fb \
-    --hash=sha256:02f93da7a4115e24f886b04fd56df1ee8741c2ce4ea491b7ab3152f744ad8f8e \
-    --hash=sha256:0727363b05ab05ee737a28f6200dc4078bce6b0508e10bd8aab507995a15df61 \
-    --hash=sha256:085b6ce182cdd6657481c7c4003a417e0655c4f6e58b76f26ee18f0ae21db827 \
-    --hash=sha256:09b4beff9cc91d445d5818632907b85fb06943b61cb346919ce202668bf6794a \
-    --hash=sha256:0a3ae28f0b209be5af50b54ca3e2123a3de3a57d87b75f1e5aa3d7961e041983 \
-    --hash=sha256:0d2e8db5ade3736a163906154ca686203acc7d1d30736cbf577c730d13653d84 \
-    --hash=sha256:0e00cec383eab2406c9e006bd4edb55d284e94bb943fda558326048178d26961 \
-    --hash=sha256:0fe6b8b8968e11dd9b2348bd508f0f57cf49ab3512064b36bc4117328218718e \
-    --hash=sha256:0fe9128e75c6aa6e9ae06c1408d6edd9179a2fef0fe6d9cda3166b887eba521d \
-    --hash=sha256:14b2e1eb528d77bc0f4c5bd1a7ebc05e02b5b41beefb7e8567c9675b8b13bcf4 \
-    --hash=sha256:15d416440148f3e56b9b244fdaf8a09fcf5a72e4944b8e119f5bf60417a2bfc8 \
-    --hash=sha256:15e555c4caca42411270b2ed2b2ebc7b3a42bb04138cef6c956e1f1d49709fe2 \
-    --hash=sha256:16b4fe9c97dc605f5e1887a9e1224287291e35c56cbc379f8aa44b6b7bcfe2bb \
-    --hash=sha256:1b5c6ceb65fecd28a1d20d1eba9dbfa992612b86594e4b6d47bb580d2dd6bcb3 \
-    --hash=sha256:1d072a403d82aef8090c6d4f728e3a727dfdba1ad3b7fa3a052c3ecbd37e73cb \
-    --hash=sha256:2324d9a0502317ffc35d38e153c1b2fa9610ae03775c9d0f8d0cca7b8572b04e \
-    --hash=sha256:2a248750abce1c76fbd11b2e1d88b95401e72819295c3b851ec73399d6849b3d \
-    --hash=sha256:2ea6206043385343aff0b7da65cf73677f6f5e50de8f1c879e557f4298cac36a \
-    --hash=sha256:31348a0ffbfc815ce78daac569d893349d85a0b57e1cd2cdbba50b7f333784da \
-    --hash=sha256:38051f36423f084b909aaadb3b41c9c6a2958e86956ba21a8489636911e87504 \
-    --hash=sha256:3c2f947e55d3c7cfe124dd4521ee481516f3007d13c6ad4bf6aeb722e190eb1b \
-    --hash=sha256:3ed5cb149892141b1e77ef312924a327f2cc718b34247dae346ed66329e1b8be \
-    --hash=sha256:3ff4ede90ed771140caa7e1890de17431763a483c54b3c1f88bd30f0cc1affc0 \
-    --hash=sha256:40aa43a7a3a8d2f05e79900858053d697a88a605e3887be178b43acbcd781161 \
-    --hash=sha256:42d875388fbd091c7ea01edfff260f839ba303038ffb23475ef392012e4d63dd \
-    --hash=sha256:457fabc2700a8e6ddb85bc5a1d30d3345fe0d3ec3ee8161a4e032ec585801dfa \
-    --hash=sha256:460e76a4daff214ae33ab959494962c93918cb44714ea3e3f748b14aa37f8a87 \
-    --hash=sha256:50524f4f6a1c839714dbaff5386a1afb245d2d5ec8213a01fbc99cea7307811e \
-    --hash=sha256:51acc750ec7a2df786cdc868fb16fa04abd6269a01d58cf59bafc57978773d8e \
-    --hash=sha256:55ede2a7a051b3b7e71a394978a098d71b3783e6b904702ff45483fad434ae2d \
-    --hash=sha256:561f89cc82deeae82e37d4a4764184926fb432f740a9691563a391b13f7339a4 \
-    --hash=sha256:56ba3f7abbd6b0bb282a544dc38406d1a188d8bb9164f49fdb9c2fee62cb29da \
-    --hash=sha256:57930ac9519099b852e190d2c04b1fb5d97ea128db33bce77ed874eccb4c7f09 \
-    --hash=sha256:58a11cb49482f1a095a2bd9a1d81dd7c8fb5d2357f959ece85db4e46a825fd00 \
-    --hash=sha256:64df53eef4ac857eb5816a56e2885ccf0d7dff6333c94065c93b39c51063e01d \
-    --hash=sha256:6879aed770557f0961b252648d36f6fdaab41079d37a2296b5649fd1b35608e0 \
-    --hash=sha256:6ad57654570464eb1b040b5c353dee442608e06cff9102b8fcb105565a44c9ed \
-    --hash=sha256:6c0aed6a4439994c9666fb8a5b6c4eac94d4ef6ddc95f9b806a599ef83547e3b \
-    --hash=sha256:76bf3e7406cf23a3e1ca6a23fb1fb9ea82f4f6bd226fe226e09146b0194f85dc \
-    --hash=sha256:7bbf05c38debc90d1a195b11340cc85cb43ab3e753dc47558a3a84a38cbc72da \
-    --hash=sha256:7ddb08b3c2f9213df1f2e3eb2fbea4963d80ec0f8de21f0b59898e34f3b3d96d \
-    --hash=sha256:7e07f6f644d2c44d53b7a320a084eef98063651912c1b9449b5f45fcbdc6ccd2 \
-    --hash=sha256:85833bca01aa5cae326ac759276dc175c5fa3f7b3733b7d543cf27f2df12d1ef \
-    --hash=sha256:8712b61eb1b74a4478cfd1c54f576056199e9f093659334aeb5c4a6b385338e5 \
-    --hash=sha256:871c0e5102e47995b0e37e8df7819a894a6c3da0d097545cd1f9f1f7d7079927 \
-    --hash=sha256:89e302abd3749f6d6699691747969a5d85f7c73081d5ed7e2624c7bd9721a2ab \
-    --hash=sha256:937794042342006f707837f38d721426b11b0774d327a2a45c0bd389eb750a87 \
-    --hash=sha256:93bc91fdadcf046da37a214eaa714574e7e9b1913568e93bb09527b2ceb7f759 \
-    --hash=sha256:94c5f1621cbcab83c03be46441f090b68b9f307b6c7ec44d4e3f6d5997383df4 \
-    --hash=sha256:973b7d7145b1ac553a7466a64afa8b31ec2693d7c7fff6a755059e0a2885dfd2 \
-    --hash=sha256:99cc80facad240b0c2fb5a633044420878aac87a8e7c348b9486450cba93f27c \
-    --hash=sha256:9a5fcbe7b949f2e95c47ea8a80b410fcdf2da61c98553b45a4ee875580418b68 \
-    --hash=sha256:9b3b86ec3e818f3dd3e13a9de628e88a9990f4af68ecb0b12dd3de81227f0a26 \
-    --hash=sha256:9b3cf13facf6f77c283af0e1713e5e8c47a0fe295af81326cb3cb4380212e797 \
-    --hash=sha256:9c5a52987a990eb1bae55f9000994f1afdb0326c154fb089992f839ab3c30688 \
-    --hash=sha256:a2d79c6635ccffcbfc1d5c045874ba36b594589be81d50d43472570bb8de9c57 \
-    --hash=sha256:a6ec5bf6bc361f2f0f9644907a36ce527715b488988a8df534120e5c34eeda94 \
-    --hash=sha256:a7bf9cc97f05048ac8f3e02cd58f0fe62b901453c24345bfde287f4305dcc31c \
-    --hash=sha256:ab9056d94e5db513d9313b34394f3a3b83e6301a581c28ad67773434f3faccab \
-    --hash=sha256:adf28d13a33f9d750fe7a78fb481cac298fa257d8863d8727b2ea4455ea41235 \
-    --hash=sha256:b62cb9a7501e1f5c9ffe190485501349c33e8862dde4377df774e40b8166871f \
-    --hash=sha256:bacbd3c69862478cbe1c7ed4325caedec580d8acf31b8ee1b9a1e02a56295cad \
-    --hash=sha256:bb349dbba57c76eec25e5917e07f35aabaf0a33b9e67fc13d188002500106487 \
-    --hash=sha256:bd03472c36fa3a386a6deb887113b9e3fa40efba8203eb4fe786d3c0ccc724f6 \
-    --hash=sha256:bf85a00ac3b56a1e7a19c5be7b02b5180a0895ac4d3c234d717a55e86960691c \
-    --hash=sha256:ca0c7ce828bb76ab78b3991904b477c2fd0f711d7815c252d1ef28ff9450b052 \
-    --hash=sha256:ccbfd94e59aad4a2566c71912b55f0547ac1680bfac25eb138e6703eb3dd434e \
-    --hash=sha256:d1831c07bd4dce53c4b666fa846c7eba4b7c414f2e641a4585b7f50b72f502dc \
-    --hash=sha256:d22cad98c2a10bbf6aa083a8980db6ed90d4285a841c4de892890c2b28286ef9 \
-    --hash=sha256:d30ad4359413c8821cc7b3707f7ca38aa8bc852ba3b9c5a759ee2d7740157315 \
-    --hash=sha256:e0dd3676ea0837cd70ea1879765e9e9f6be063be0436de9b3ea4b775caf83654 \
-    --hash=sha256:e584d0cdd37cac355aca52ed788d1a2d939d6837e2870d3b70e585db24025a50 \
-    --hash=sha256:e6369ac293d2cc40d52577e4fa3d75a70c1aae2d01fa3580a34a4e6eff9286b9 \
-    --hash=sha256:efae5df7a8cc8bdb1037b0f786b044ce281081441df5418c3a0f0e1f86fe7bb3 \
-    --hash=sha256:f19b3af31d02a2e79c5f9a6deaab0fb3c116456aeb9277d11720ad433de6dfc6 \
-    --hash=sha256:f7a0430d765f9bda043e6aefaba5944d5f21ec43ff4774417d7e296f61917382 \
-    --hash=sha256:fb94245a715b4d6e24689de12772b85329a1f9946cbf6187923a64ecdea39e65
-    # via pymilvus
 uri-template==1.3.0 \
     --hash=sha256:0e00f8eb65e18c7de20d595a14336e9f337ead580c70934141624b6d1ffdacc7 \
     --hash=sha256:a44a133ea12d44a0c0f06d7d42a52d71282e77e2f937d8abd5655b8d56fc1363
     # via jsonschema
-urllib3==2.6.3 \
-    --hash=sha256:1b62b6884944a57dbe321509ab94fd4d3b307075e0c2eae991ac71ee15ad38ed \
-    --hash=sha256:bf272323e553dfb2e87d9bfd225ca7b0f467b919d7bbd355436d3fd37cb0acd4
+urllib3==2.7.0 \
+    --hash=sha256:231e0ec3b63ceb14667c67be60f2f2c40a518cb38b03af60abc813da26505f4c \
+    --hash=sha256:9fb4c81ebbb1ce9531cce37674bbc6f1360472bc18ca9a553ede278ef7276897
     # via
     #   feast (pyproject.toml)
     #   botocore
     #   clickhouse-connect
+    #   databricks-sdk
     #   docker
     #   elastic-transport
     #   great-expectations
@@ -6136,17 +6735,18 @@ urllib3==2.6.3 \
     #   requests
     #   responses
     #   testcontainers
-uvicorn[standard]==0.34.0 \
-    --hash=sha256:023dc038422502fa28a09c7a30bf2b6991512da7dcdb8fd35fe57cfc154126f4 \
-    --hash=sha256:404051050cd7e905de2c9a7e61790943440b3416f49cb409f965d9dcd0fa73e9
+uvicorn[standard]==0.52.0 \
+    --hash=sha256:3d887809810b89ed33501bcf0a9aba469b06ecd608158efce04bd6b48d8c9b08 \
+    --hash=sha256:ca8876ad6c1983f394157c168b39d52f6dd56dabf5602fa0982751cffc2293ae
     # via
     #   feast (pyproject.toml)
     #   fastapi-mcp
     #   mcp
+    #   mlflow-skinny
     #   uvicorn-worker
-uvicorn-worker==0.3.0 \
-    --hash=sha256:6baeab7b2162ea6b9612cbe149aa670a76090ad65a267ce8e27316ed13c7de7b \
-    --hash=sha256:ef0fe8aad27b0290a9e602a256b03f5a5da3a9e5f942414ca587b645ec77dd52
+uvicorn-worker==0.4.0 \
+    --hash=sha256:8ee5306070d8f38dce124adce488c3c0b50f20cf0c0222b12c66188da7214493 \
+    --hash=sha256:e2ed952cef976f5e9e429d7269640bbcafbd36c80aa80f1003c8c77a6797abde
     # via feast (pyproject.toml)
 uvloop==0.22.1 \
     --hash=sha256:017bd46f9e7b78e81606329d07141d3da446f8798c6baeec124260e22c262772 \
@@ -6205,120 +6805,118 @@ virtualenv==20.23.0 \
     # via
     #   feast (pyproject.toml)
     #   pre-commit
-watchfiles==1.1.1 \
-    --hash=sha256:00485f441d183717038ed2e887a7c868154f216877653121068107b227a2f64c \
-    --hash=sha256:03fa0f5237118a0c5e496185cafa92878568b652a2e9a9382a5151b1a0380a43 \
-    --hash=sha256:04e78dd0b6352db95507fd8cb46f39d185cf8c74e4cf1e4fbad1d3df96faf510 \
-    --hash=sha256:059098c3a429f62fc98e8ec62b982230ef2c8df68c79e826e37b895bc359a9c0 \
-    --hash=sha256:08af70fd77eee58549cd69c25055dc344f918d992ff626068242259f98d598a2 \
-    --hash=sha256:0b495de0bb386df6a12b18335a0285dda90260f51bdb505503c02bcd1ce27a8b \
-    --hash=sha256:130e4876309e8686a5e37dba7d5e9bc77e6ed908266996ca26572437a5271e18 \
-    --hash=sha256:14e0b1fe858430fc0251737ef3824c54027bedb8c37c38114488b8e131cf8219 \
-    --hash=sha256:17ef139237dfced9da49fb7f2232c86ca9421f666d78c264c7ffca6601d154c3 \
-    --hash=sha256:1a0bb430adb19ef49389e1ad368450193a90038b5b752f4ac089ec6942c4dff4 \
-    --hash=sha256:1db5d7ae38ff20153d542460752ff397fcf5c96090c1230803713cf3147a6803 \
-    --hash=sha256:28475ddbde92df1874b6c5c8aaeb24ad5be47a11f87cde5a28ef3835932e3e94 \
-    --hash=sha256:2edc3553362b1c38d9f06242416a5d8e9fe235c204a4072e988ce2e5bb1f69f6 \
-    --hash=sha256:30f7da3fb3f2844259cba4720c3fc7138eb0f7b659c38f3bfa65084c7fc7abce \
-    --hash=sha256:311ff15a0bae3714ffb603e6ba6dbfba4065ab60865d15a6ec544133bdb21099 \
-    --hash=sha256:319b27255aacd9923b8a276bb14d21a5f7ff82564c744235fc5eae58d95422ae \
-    --hash=sha256:35c53bd62a0b885bf653ebf6b700d1bf05debb78ad9292cf2a942b23513dc4c4 \
-    --hash=sha256:36193ed342f5b9842edd3532729a2ad55c4160ffcfa3700e0d54be496b70dd43 \
-    --hash=sha256:39574d6370c4579d7f5d0ad940ce5b20db0e4117444e39b6d8f99db5676c52fd \
-    --hash=sha256:399600947b170270e80134ac854e21b3ccdefa11a9529a3decc1327088180f10 \
-    --hash=sha256:3a476189be23c3686bc2f4321dd501cb329c0a0469e77b7b534ee10129ae6374 \
-    --hash=sha256:3ad9fe1dae4ab4212d8c91e80b832425e24f421703b5a42ef2e4a1e215aff051 \
-    --hash=sha256:3bc570d6c01c206c46deb6e935a260be44f186a2f05179f52f7fcd2be086a94d \
-    --hash=sha256:3dbd8cbadd46984f802f6d479b7e3afa86c42d13e8f0f322d669d79722c8ec34 \
-    --hash=sha256:3e6f39af2eab0118338902798b5aa6664f46ff66bc0280de76fca67a7f262a49 \
-    --hash=sha256:3f53fa183d53a1d7a8852277c92b967ae99c2d4dcee2bfacff8868e6e30b15f7 \
-    --hash=sha256:3f6d37644155fb5beca5378feb8c1708d5783145f2a0f1c4d5a061a210254844 \
-    --hash=sha256:3f7eb7da0eb23aa2ba036d4f616d46906013a68caf61b7fdbe42fc8b25132e77 \
-    --hash=sha256:3fa0b59c92278b5a7800d3ee7733da9d096d4aabcfabb9a928918bd276ef9b9b \
-    --hash=sha256:421e29339983e1bebc281fab40d812742268ad057db4aee8c4d2bce0af43b741 \
-    --hash=sha256:4b943d3668d61cfa528eb949577479d3b077fd25fb83c641235437bc0b5bc60e \
-    --hash=sha256:526e86aced14a65a5b0ec50827c745597c782ff46b571dbfe46192ab9e0b3c33 \
-    --hash=sha256:52e06553899e11e8074503c8e716d574adeeb7e68913115c4b3653c53f9bae42 \
-    --hash=sha256:544364b2b51a9b0c7000a4b4b02f90e9423d97fbbf7e06689236443ebcad81ab \
-    --hash=sha256:5524298e3827105b61951a29c3512deb9578586abf3a7c5da4a8069df247cccc \
-    --hash=sha256:55c7475190662e202c08c6c0f4d9e345a29367438cf8e8037f3155e10a88d5a5 \
-    --hash=sha256:563b116874a9a7ce6f96f87cd0b94f7faf92d08d0021e837796f0a14318ef8da \
-    --hash=sha256:57ca5281a8b5e27593cb7d82c2ac927ad88a96ed406aa446f6344e4328208e9e \
-    --hash=sha256:5c85794a4cfa094714fb9c08d4a218375b2b95b8ed1666e8677c349906246c05 \
-    --hash=sha256:5f3bde70f157f84ece3765b42b4a52c6ac1a50334903c6eaf765362f6ccca88a \
-    --hash=sha256:5f3f58818dc0b07f7d9aa7fe9eb1037aecb9700e63e1f6acfed13e9fef648f5d \
-    --hash=sha256:5fac835b4ab3c6487b5dbad78c4b3724e26bcc468e886f8ba8cc4306f68f6701 \
-    --hash=sha256:620bae625f4cb18427b1bb1a2d9426dc0dd5a5ba74c7c2cdb9de405f7b129863 \
-    --hash=sha256:672b8adf25b1a0d35c96b5888b7b18699d27d4194bac8beeae75be4b7a3fc9b2 \
-    --hash=sha256:6aae418a8b323732fa89721d86f39ec8f092fc2af67f4217a2b07fd3e93c6101 \
-    --hash=sha256:6c3631058c37e4a0ec440bf583bc53cdbd13e5661bb6f465bc1d88ee9a0a4d02 \
-    --hash=sha256:6c9c9262f454d1c4d8aaa7050121eb4f3aea197360553699520767daebf2180b \
-    --hash=sha256:6e43d39a741e972bab5d8100b5cdacf69db64e34eb19b6e9af162bccf63c5cc6 \
-    --hash=sha256:7365b92c2e69ee952902e8f70f3ba6360d0d596d9299d55d7d386df84b6941fb \
-    --hash=sha256:743185e7372b7bc7c389e1badcc606931a827112fbbd37f14c537320fca08620 \
-    --hash=sha256:74472234c8370669850e1c312490f6026d132ca2d396abfad8830b4f1c096957 \
-    --hash=sha256:74d5012b7630714b66be7b7b7a78855ef7ad58e8650c73afc4c076a1f480a8d6 \
-    --hash=sha256:77a13aea58bc2b90173bc69f2a90de8e282648939a00a602e1dc4ee23e26b66d \
-    --hash=sha256:79ff6c6eadf2e3fc0d7786331362e6ef1e51125892c75f1004bd6b52155fb956 \
-    --hash=sha256:831a62658609f0e5c64178211c942ace999517f5770fe9436be4c2faeba0c0ef \
-    --hash=sha256:836398932192dae4146c8f6f737d74baeac8b70ce14831a239bdb1ca882fc261 \
-    --hash=sha256:842178b126593addc05acf6fce960d28bc5fae7afbaa2c6c1b3a7b9460e5be02 \
-    --hash=sha256:8526e8f916bb5b9a0a777c8317c23ce65de259422bba5b31325a6fa6029d33af \
-    --hash=sha256:859e43a1951717cc8de7f4c77674a6d389b106361585951d9e69572823f311d9 \
-    --hash=sha256:88863fbbc1a7312972f1c511f202eb30866370ebb8493aef2812b9ff28156a21 \
-    --hash=sha256:89eef07eee5e9d1fda06e38822ad167a044153457e6fd997f8a858ab7564a336 \
-    --hash=sha256:8c89f9f2f740a6b7dcc753140dd5e1ab9215966f7a3530d0c0705c83b401bd7d \
-    --hash=sha256:8c91ed27800188c2ae96d16e3149f199d62f86c7af5f5f4d2c61a3ed8cd3666c \
-    --hash=sha256:8ca65483439f9c791897f7db49202301deb6e15fe9f8fe2fed555bf986d10c31 \
-    --hash=sha256:8fbe85cb3201c7d380d3d0b90e63d520f15d6afe217165d7f98c9c649654db81 \
-    --hash=sha256:91d4c9a823a8c987cce8fa2690923b069966dabb196dd8d137ea2cede885fde9 \
-    --hash=sha256:9bb9f66367023ae783551042d31b1d7fd422e8289eedd91f26754a66f44d5cff \
-    --hash=sha256:a173cb5c16c4f40ab19cecf48a534c409f7ea983ab8fed0741304a1c0a31b3f2 \
-    --hash=sha256:a36d8efe0f290835fd0f33da35042a1bb5dc0e83cbc092dcf69bce442579e88e \
-    --hash=sha256:a55f3e9e493158d7bfdb60a1165035f1cf7d320914e7b7ea83fe22c6023b58fc \
-    --hash=sha256:a625815d4a2bdca61953dbba5a39d60164451ef34c88d751f6c368c3ea73d404 \
-    --hash=sha256:a916a2932da8f8ab582f242c065f5c81bed3462849ca79ee357dd9551b0e9b01 \
-    --hash=sha256:ac3cc5759570cd02662b15fbcd9d917f7ecd47efe0d6b40474eafd246f91ea18 \
-    --hash=sha256:acb08650863767cbc58bca4813b92df4d6c648459dcaa3d4155681962b2aa2d3 \
-    --hash=sha256:aebfd0861a83e6c3d1110b78ad54704486555246e542be3e2bb94195eabb2606 \
-    --hash=sha256:afaeff7696e0ad9f02cbb8f56365ff4686ab205fcf9c4c5b6fdfaaa16549dd04 \
-    --hash=sha256:b27cf2eb1dda37b2089e3907d8ea92922b673c0c427886d4edc6b94d8dfe5db3 \
-    --hash=sha256:b2cd9e04277e756a2e2d2543d65d1e2166d6fd4c9b183f8808634fda23f17b14 \
-    --hash=sha256:b9c4702f29ca48e023ffd9b7ff6b822acdf47cb1ff44cb490a3f1d5ec8987e9c \
-    --hash=sha256:bbe1ef33d45bc71cf21364df962af171f96ecaeca06bd9e3d0b583efb12aec82 \
-    --hash=sha256:bd404be08018c37350f0d6e34676bd1e2889990117a2b90070b3007f172d0610 \
-    --hash=sha256:bf0a91bfb5574a2f7fc223cf95eeea79abfefa404bf1ea5e339c0c1560ae99a0 \
-    --hash=sha256:bfb5862016acc9b869bb57284e6cb35fdf8e22fe59f7548858e2f971d045f150 \
-    --hash=sha256:bfff9740c69c0e4ed32416f013f3c45e2ae42ccedd1167ef2d805c000b6c71a5 \
-    --hash=sha256:c1f5210f1b8fc91ead1283c6fd89f70e76fb07283ec738056cf34d51e9c1d62c \
-    --hash=sha256:c2047d0b6cea13b3316bdbafbfa0c4228ae593d995030fda39089d36e64fc03a \
-    --hash=sha256:c22c776292a23bfc7237a98f791b9ad3144b02116ff10d820829ce62dff46d0b \
-    --hash=sha256:c755367e51db90e75b19454b680903631d41f9e3607fbd941d296a020c2d752d \
-    --hash=sha256:c882d69f6903ef6092bedfb7be973d9319940d56b8427ab9187d1ecd73438a70 \
-    --hash=sha256:cb467c999c2eff23a6417e58d75e5828716f42ed8289fe6b77a7e5a91036ca70 \
-    --hash=sha256:cdab464fee731e0884c35ae3588514a9bcf718d0e2c82169c1c4a85cc19c3c7f \
-    --hash=sha256:ce19e06cbda693e9e7686358af9cd6f5d61312ab8b00488bc36f5aabbaf77e24 \
-    --hash=sha256:ce70f96a46b894b36eba678f153f052967a0d06d5b5a19b336ab0dbbd029f73e \
-    --hash=sha256:cf57a27fb986c6243d2ee78392c503826056ffe0287e8794503b10fb51b881be \
-    --hash=sha256:d1715143123baeeaeadec0528bb7441103979a1d5f6fd0e1f915383fea7ea6d5 \
-    --hash=sha256:d6ff426a7cb54f310d51bfe83fe9f2bbe40d540c741dc974ebc30e6aa238f52e \
-    --hash=sha256:d7e7067c98040d646982daa1f37a33d3544138ea155536c2e0e63e07ff8a7e0f \
-    --hash=sha256:db476ab59b6765134de1d4fe96a1a9c96ddf091683599be0f26147ea1b2e4b88 \
-    --hash=sha256:dcc5c24523771db3a294c77d94771abcfcb82a0e0ee8efd910c37c59ec1b31bb \
-    --hash=sha256:de6da501c883f58ad50db3a32ad397b09ad29865b5f26f64c24d3e3281685849 \
-    --hash=sha256:e84087b432b6ac94778de547e08611266f1f8ffad28c0ee4c82e028b0fc5966d \
-    --hash=sha256:eef58232d32daf2ac67f42dea51a2c80f0d03379075d44a587051e63cc2e368c \
-    --hash=sha256:f096076119da54a6080e8920cbdaac3dbee667eb91dcc5e5b78840b87415bd44 \
-    --hash=sha256:f0ab1c1af0cb38e3f598244c17919fb1a84d1629cc08355b0074b6d7f53138ac \
-    --hash=sha256:f27db948078f3823a6bb3b465180db8ebecf26dd5dae6f6180bd87383b6b4428 \
-    --hash=sha256:f537afb3276d12814082a2e9b242bdcf416c2e8fd9f799a737990a1dbe906e5b \
-    --hash=sha256:f57b396167a2565a4e8b5e56a5a1c537571733992b226f4f1197d79e94cf0ae5 \
-    --hash=sha256:f8979280bdafff686ba5e4d8f97840f929a87ed9cdf133cbbd42f7766774d2aa \
-    --hash=sha256:f9a2ae5c91cecc9edd47e041a930490c31c3afb1f5e6d71de3dc671bfaca02bf
+watchfiles==1.2.0 \
+    --hash=sha256:01859b11fd9fbca670f4d5da00fbac282cfea9bd67a2125d8b2833a3b5617ea9 \
+    --hash=sha256:01ea8d66f0693b9b60a6541c8d10263091ca9a9060d242f3c1f3143f9aad2c98 \
+    --hash=sha256:027ae72bfdfd254862065d8b3e2a815c6ab9b1853ce41e6648ece84afd34a551 \
+    --hash=sha256:03b14855c6f35539e2d95c442ae9530a75762f1e26567152b9ed05f96534a74d \
+    --hash=sha256:054dc20fd2e3132b4c3883b4a00d72fd6e1f56fdaf89fccd12e8057d74cd74d7 \
+    --hash=sha256:094b9b70103d4e963499bdea001ee3c2697b144cd9ae6218a62c0f89ec9e31db \
+    --hash=sha256:0a105bc2283f67e8fbec74253ec2d94925de92ed72c0393f1206bf326b7b7b69 \
+    --hash=sha256:0a37faaed405c67e28e6be45a1fa4f206ef5a2860f27c237db9fa30704c38242 \
+    --hash=sha256:0c4997d4e4a55f0d02b6cde327322daf3a0400e5df6c6b15948994bf72497925 \
+    --hash=sha256:0cb4d80e212f116474a545c21c912b445f16bb0cef9e6a73a498164223e14e2f \
+    --hash=sha256:0d191c054d0715c3c95c99df9b8dbf6fd096d8c1e021e8f212e1bd8bc444ccb5 \
+    --hash=sha256:0e831a271c035d89789cffc386b6aa1375f39f1cd25eb7ca0997e4970d152fc5 \
+    --hash=sha256:10d86db20695afe7997ac9e1717637d6714a8d0220458c33f3d2061f54cec427 \
+    --hash=sha256:11743adfa510bfffebe97659fb280182b5c9b238708f667e866f308c3430dc19 \
+    --hash=sha256:1bc6195825b7dcd217968bb1f801a60fd4c16e8eeab5bedc7fe917d7d5995ab4 \
+    --hash=sha256:204f299afcbd65918ab78dbc52626b0ae45e9d8cef403fdbf33ecf9e40eac66e \
+    --hash=sha256:20aa0e708b920bde876a4aa82dc7dd6ebea228a63a67cda6632c2fc87b787efa \
+    --hash=sha256:23282a321c8baf9b3a3c4afff673f9fe65eb7fdc2338d765ccad9d3d1916a5ba \
+    --hash=sha256:24b2405c0a46738dd9e1cf7135aa5dbdb9d42d024628651b3b13d5117e99f8df \
+    --hash=sha256:2581a94056e55d7d0a31a823ea92bf73749c489ca2285bfdc0fbe6b2bb49d50c \
+    --hash=sha256:2995c176de7692b86a2e4c58d9ec718f753150a979cb4a754e2b4ffa38e70906 \
+    --hash=sha256:2b37d10b5a63bd4d87e18472d80fa525bd670586fae62e5dd580452764879b65 \
+    --hash=sha256:2cb93af48550faf1cea04c303107c8b75833de7013e57ce27d3b8d21d8d0f58c \
+    --hash=sha256:2d95ddc1eb6914154253d239089900813f6a767e174b8e6a50e7fdacb7e4236c \
+    --hash=sha256:3416ff151bb6b5a8d8d11664974fbef4d9305b9b2957839ab5a270468fd8df30 \
+    --hash=sha256:3651aa7058595e9cfb75d35dd5ada2bf9f48a5b8a0f3562821d3e210c507e077 \
+    --hash=sha256:37a6721cdf3f65dbb13aa9503510ccb4451603ac837e44d265d7992a597e1374 \
+    --hash=sha256:41bc1199f7523b3f82843c88cbb979180c949caef0342cf90968f178e5d49b01 \
+    --hash=sha256:43d818978d06062d9b22c4fab2ebe44cf5213d42dc8e62bda8c2760cfa2eeb33 \
+    --hash=sha256:4429f3b105524a10b72c3a819b091c495d2811d419c1e1e8df773a5a5974f831 \
+    --hash=sha256:4543579a9bdb0c9560039b4ffddbdb39545707659fbc430ce4c10f3f68d557f9 \
+    --hash=sha256:4674d49eb94706dfe666c069fc0a1b646ffcf920473492e209f6d5f60d3f0cc2 \
+    --hash=sha256:4c887eba18b7945ac73067a8b4a66f21cd46c2539b2bc68588f7be6c7eb6d26b \
+    --hash=sha256:4e4ff8e37f99cf1da89e255e07c9c4b37c214038c4283707bdec308cb1b0ea1f \
+    --hash=sha256:4f34e26a19f91f710c08e0183429f0d1d15df734e6bc78c31e77b9ea9c433658 \
+    --hash=sha256:5327989a465505f05cfe06f04fa9d0c2fd5432bb243e10e6f012b1bdca3c8579 \
+    --hash=sha256:53b2290c92e0506d102cd448fbc610d87079553f86caa39d67440856a8b8bba5 \
+    --hash=sha256:56d8641cf834c2836922899105bd3ce3d0dfc69291d52edf0b4d0436829b34c0 \
+    --hash=sha256:57a2d9fa4fb4c2ecae57b13dfff2c7ab53e21a2ba674fe9f05506680fcdcc0d7 \
+    --hash=sha256:63ac26eefbf4af1741247d6fb68b11c49a25b2f7413fbd318a83a12aaa9cf666 \
+    --hash=sha256:6543cf55d170003296d185c0af981f3e1311564907e1f4e08671fc7693a890a5 \
+    --hash=sha256:704fd259e332e01f9b9c178f4bce9e49027e5587cc2600eeeaf8e76e1c846201 \
+    --hash=sha256:71283b39fd17e5408eb123bd37aeecfd9d54c81fc184421943208aadb879d103 \
+    --hash=sha256:71cd71740ed2c15211ebb237ced4e39a1cdf6f80566e5fe95428da1626f4fde6 \
+    --hash=sha256:7571e4464cb6e434958f867f7f730b8ab0b75e3f8e5eac0499168486ab3c33a8 \
+    --hash=sha256:772b80df316480d894a0e3165fdd19cf77f5d17f9a787f94029465ad0e3529d1 \
+    --hash=sha256:77a0feab9af4c021c581f695258c642b3d10c5fd4c676e33a0d8606425d82631 \
+    --hash=sha256:7a2cffd17d27d2ecbb310c2b1d8174f222a5495b1a721894afa88ec11e25b898 \
+    --hash=sha256:7a7ce236284f002a156f70add88efe5c70879cccbb658be0822c54b1306fc09d \
+    --hash=sha256:7ba0480b9a74af058f43b337e937a451e109295c420916d68ad24e3dc02f5e44 \
+    --hash=sha256:8520a4ab0e37f770afc34459c4f8f7019e153f9124dc101c15538365875d1ab2 \
+    --hash=sha256:86bc13c25a8d1fcd70b51d0ce7c9b65e90de5666fcbfd3e34957cc73ee19aeb5 \
+    --hash=sha256:89d8c2394a065ca86f5d2910ff263ae67c127e1376ccc4f9fc35c71db879f80a \
+    --hash=sha256:8c520725602756229f045b032a1ff33d7ef0f7404189d62f6c2438cb6d8ef6a1 \
+    --hash=sha256:8f200104103feb097de4cab8fe4f5dd18a2026934c7dea98c55a2f5fd6d5a33b \
+    --hash=sha256:8f70d8b291ef6e88d19b1f297a6905ddb978888d9272b0d05e6f53309856bcfc \
+    --hash=sha256:8fa585ede612ee9f9e91b18bebf9ba11b9ae29a4e3a0d0cf6fca3e382133f0d5 \
+    --hash=sha256:922c0e019fe68b3ae392965a766b02a71ba1168c932cebc3733cd52c5fe5b377 \
+    --hash=sha256:9342472aff9b093c5acd4f6d8f70ae0937964ab56542502bcf5579782da69ae8 \
+    --hash=sha256:9649193aa27bd9ff2e80ff29bfaa93085496c7a3a377592823cc58b77ee88add \
+    --hash=sha256:9f04b092229ad2c50126dd3c922c8822e51e605993764a33058d4a791ab42281 \
+    --hash=sha256:a0f27f01bee51861392bb6b7c4fdb290b27d1eb194e9e28788d68102a0e898d9 \
+    --hash=sha256:a16ffe19bf5cf9f5edaa1ad1dd830c5a816e8feec430c522302ab55483a4b994 \
+    --hash=sha256:a204794696ffb8f9b10fba6f7cb5216d42f3b2b71860ccac6b6e42f5f10973b0 \
+    --hash=sha256:a711b51aec4370d0dcda5b6c09463206f133a5759341d7744b953a7b62e1100e \
+    --hash=sha256:a88fc94e647bc4eec523f1caa540258eb71d14278b9daf72fa1e2658a98df0f0 \
+    --hash=sha256:ae99b14c5f21e026e0e9d96f40e07d8570ebee6cafd9d8fc318354606daa7a28 \
+    --hash=sha256:b0ef001f8c25ad0fa9529f914c1600647ecd0f542d11c19b7894768c67b6acb7 \
+    --hash=sha256:b141a4891c995a039cd89e9a49e62df1dc8a559a5d1a6e4c7106d16c12777a55 \
+    --hash=sha256:b4e77f6a55f858504069abd35d336a637555c09bca453dde1ee1e5ada8a6a1fb \
+    --hash=sha256:b62f042afde2dde21ec1d2c1a74361e804673df86f51e418a999c9acfe671b07 \
+    --hash=sha256:b718bf356bbc15e559bd8ef41782b573b8ae0e3f177ab244b440568d7ea02cfb \
+    --hash=sha256:b8c8358484d5fa12ef34f05b7f4168eaf1932f408725ff6d023c33ec17bd79d4 \
+    --hash=sha256:b974946a10af379d425e2eef5b62f5c6ebeaccf91d45eaad6f5b27ecd4f91aa0 \
+    --hash=sha256:b9909cc2b48468b575eefa944919e1fe8a36c5849d5c7c168f80a8c1db69398e \
+    --hash=sha256:b9f732dc58b2dbe69e464ccf8fff7a03b0dd0be439da4c0720d3558527d3d6b4 \
+    --hash=sha256:bb68bf4df85abebe5efddc53cf2075520f243a59868d9b3973278b23e76962a9 \
+    --hash=sha256:bb7e52ecf68ba46d22df23467b87cffeb2146908aa523ebfe803019618cfda06 \
+    --hash=sha256:bc13eb17538be00c874699dc0abe4ee2bc8d50bb1166a6b9e175ef3fd7eb8f26 \
+    --hash=sha256:c0db965c5f79aa49fe672d297cf1febc5ad149b658594944f49a54a2b96270a7 \
+    --hash=sha256:c16cb06dd17d43b9d185094268459eac92c9538356f050e55b54e82cf700e1d4 \
+    --hash=sha256:c525543d91961c6955b2636b308569e84a1d1c5f5f2932041ab9ef46422f43e3 \
+    --hash=sha256:c5c19526f4e54a00f2666a6c0e9e40d582c09e865055ea7378bf0009aab857b3 \
+    --hash=sha256:c995fba777f1ea992f090f9236e9284cf7a5d1a0130dd5a3d82c598cacd76838 \
+    --hash=sha256:ca148d73dea36c9763aaa351e4d7a51780ec1584217c45276f4fe8239c768b71 \
+    --hash=sha256:cee9d5efd929efdac5f7e58f72b3376f676b64050a91c5b99a7094c5b2317488 \
+    --hash=sha256:d158cd89df6053823533e06fb1d73c549133bff5f0396170c0e53d9559340717 \
+    --hash=sha256:d20029a60a71a052a24c4db7673bc4de39ab89adbaccbfb5d67987c5d73f424d \
+    --hash=sha256:d413349d565dab74297f2a63e84a097936be69bf8f3b3801f27f380e32040f44 \
+    --hash=sha256:d4a4b147f5dca2a5d325a06a832fb43f345751adfbc63204aec30e0d9ca965a2 \
+    --hash=sha256:d516b3283a758e087841aedb8031549fb41ced08f3db10aa6d2bf32dc042525b \
+    --hash=sha256:d73a585accffa5ae39c17264c36ec3166d2fad7000c780f5ef83b2722afb9dd2 \
+    --hash=sha256:dbd6c97045dad81227c8d040173da044c1de08de64a5ea8b555da4aee1d5fa22 \
+    --hash=sha256:e0618518f282c4ebff60f5e5b1247b6d91bb8b9f4476947563a1e74acc66f3c6 \
+    --hash=sha256:e140ed30ebde76796b686e67c182cff10ea2fbab186fafd1560f74bb5a473a6e \
+    --hash=sha256:e1cfd51e97e13ff3bd047c140764d277fc9b95b7cb5da59e46a47d167adab310 \
+    --hash=sha256:e2ca07fa7d89195ec0865d3d285666286740bfa83d83e5cee204043a31ecc165 \
+    --hash=sha256:e53a384f76b631c3ae5334ce6a52f0baa3a911eb94a4eac7f160079868b716d5 \
+    --hash=sha256:eb283ee99e21ad6443c8cdb06ac5b34b1308c329cbdf03fa02b445363714c799 \
+    --hash=sha256:eb72919d93e3a16fc451d3aa3d4b1698423daca1b382d3d959c9ac51297c12a8 \
+    --hash=sha256:ecb47f183a8025b2aa18b546725c3657e542112ae9c0613a2af79b4fa8d04ad7 \
+    --hash=sha256:f155b3a1b2a5fc89cdc70d47ee5d54e3b75e88efa34982028a35daef9ba00379 \
+    --hash=sha256:f22943b7770483f6ea0721c6b11d022947a98eb0acae14694de034f4d0d38925 \
+    --hash=sha256:f28b2725eb8cce327b9b3ab02415c853011dc55c95832fe90de6bc56f5315f72 \
+    --hash=sha256:f88af53d6ddaf72179ef613ddc905e6f4785f712b49b80b3bef9f3525e6194b4 \
+    --hash=sha256:faea288b6f0ab1902ef08f4ca6de005dccf856c4e0c4f21b8c5fce02d90a1b08 \
+    --hash=sha256:fff610d7bb2256a317bb1e96f0d7862c7aa8076733ee5df0fd41bbe76a24a4f4
     # via uvicorn
-wcwidth==0.6.0 \
-    --hash=sha256:1a3a1e510b553315f8e146c54764f4fb6264ffad731b3d78088cdb1478ffbdad \
-    --hash=sha256:cdc4e4262d6ef9a1a57e018384cbeb1208d8abbc64176027e2c2455c81313159
+wcwidth==0.8.2 \
+    --hash=sha256:91fbef97204b96a3d4d421609b80340b760cf33e26da123ff243d76b1fda8dda \
+    --hash=sha256:d63947694a0539a1d51e01eda7caf800c291020e6cdd7e28ad7b14dd33ad4f85
     # via prompt-toolkit
 webcolors==25.10.0 \
     --hash=sha256:032c727334856fc0b968f63daa252a1ac93d33db2f5267756623c210e57a4f1d \
@@ -6336,73 +6934,123 @@ websocket-client==1.9.0 \
     # via
     #   jupyter-server
     #   kubernetes
-websockets==16.0 \
-    --hash=sha256:0298d07ee155e2e9fda5be8a9042200dd2e3bb0b8a38482156576f863a9d457c \
-    --hash=sha256:04cdd5d2d1dacbad0a7bf36ccbcd3ccd5a30ee188f2560b7a62a30d14107b31a \
-    --hash=sha256:08d7af67b64d29823fed316505a89b86705f2b7981c07848fb5e3ea3020c1abe \
-    --hash=sha256:152284a83a00c59b759697b7f9e9cddf4e3c7861dd0d964b472b70f78f89e80e \
-    --hash=sha256:1637db62fad1dc833276dded54215f2c7fa46912301a24bd94d45d46a011ceec \
-    --hash=sha256:19c4dc84098e523fd63711e563077d39e90ec6702aff4b5d9e344a60cb3c0cb1 \
-    --hash=sha256:1c1b30e4f497b0b354057f3467f56244c603a79c0d1dafce1d16c283c25f6e64 \
-    --hash=sha256:2b9f1e0d69bc60a4a87349d50c09a037a2607918746f07de04df9e43252c77a3 \
-    --hash=sha256:31a52addea25187bde0797a97d6fc3d2f92b6f72a9370792d65a6e84615ac8a8 \
-    --hash=sha256:32da954ffa2814258030e5a57bc73a3635463238e797c7375dc8091327434206 \
-    --hash=sha256:335c23addf3d5e6a8633f9f8eda77efad001671e80b95c491dd0924587ece0b3 \
-    --hash=sha256:3425ac5cf448801335d6fdc7ae1eb22072055417a96cc6b31b3861f455fbc156 \
-    --hash=sha256:349f83cd6c9a415428ee1005cadb5c2c56f4389bc06a9af16103c3bc3dcc8b7d \
-    --hash=sha256:37b31c1623c6605e4c00d466c9d633f9b812ea430c11c8a278774a1fde1acfa9 \
-    --hash=sha256:417b28978cdccab24f46400586d128366313e8a96312e4b9362a4af504f3bbad \
-    --hash=sha256:485c49116d0af10ac698623c513c1cc01c9446c058a4e61e3bf6c19dff7335a2 \
-    --hash=sha256:4a1aba3340a8dca8db6eb5a7986157f52eb9e436b74813764241981ca4888f03 \
-    --hash=sha256:50f23cdd8343b984957e4077839841146f67a3d31ab0d00e6b824e74c5b2f6e8 \
-    --hash=sha256:52a0fec0e6c8d9a784c2c78276a48a2bdf099e4ccc2a4cad53b27718dbfd0230 \
-    --hash=sha256:52ac480f44d32970d66763115edea932f1c5b1312de36df06d6b219f6741eed8 \
-    --hash=sha256:5569417dc80977fc8c2d43a86f78e0a5a22fee17565d78621b6bb264a115d4ea \
-    --hash=sha256:569d01a4e7fba956c5ae4fc988f0d4e187900f5497ce46339c996dbf24f17641 \
-    --hash=sha256:583b7c42688636f930688d712885cf1531326ee05effd982028212ccc13e5957 \
-    --hash=sha256:5a4b4cc550cb665dd8a47f868c8d04c8230f857363ad3c9caf7a0c3bf8c61ca6 \
-    --hash=sha256:5f451484aeb5cafee1ccf789b1b66f535409d038c56966d6101740c1614b86c6 \
-    --hash=sha256:5f6261a5e56e8d5c42a4497b364ea24d94d9563e8fbd44e78ac40879c60179b5 \
-    --hash=sha256:6e5a82b677f8f6f59e8dfc34ec06ca6b5b48bc4fcda346acd093694cc2c24d8f \
-    --hash=sha256:71c989cbf3254fbd5e84d3bff31e4da39c43f884e64f2551d14bb3c186230f00 \
-    --hash=sha256:781caf5e8eee67f663126490c2f96f40906594cb86b408a703630f95550a8c3e \
-    --hash=sha256:7be95cfb0a4dae143eaed2bcba8ac23f4892d8971311f1b06f3c6b78952ee70b \
-    --hash=sha256:7d837379b647c0c4c2355c2499723f82f1635fd2c26510e1f587d89bc2199e72 \
-    --hash=sha256:86890e837d61574c92a97496d590968b23c2ef0aeb8a9bc9421d174cd378ae39 \
-    --hash=sha256:878b336ac47938b474c8f982ac2f7266a540adc3fa4ad74ae96fea9823a02cc9 \
-    --hash=sha256:8b6e209ffee39ff1b6d0fa7bfef6de950c60dfb91b8fcead17da4ee539121a79 \
-    --hash=sha256:8cc451a50f2aee53042ac52d2d053d08bf89bcb31ae799cb4487587661c038a0 \
-    --hash=sha256:8d7f0659570eefb578dacde98e24fb60af35350193e4f56e11190787bee77dac \
-    --hash=sha256:8e1dab317b6e77424356e11e99a432b7cb2f3ec8c5ab4dabbcee6add48f72b35 \
-    --hash=sha256:8ff32bb86522a9e5e31439a58addbb0166f0204d64066fb955265c4e214160f0 \
-    --hash=sha256:95724e638f0f9c350bb1c2b0a7ad0e83d9cc0c9259f3ea94e40d7b02a2179ae5 \
-    --hash=sha256:9b5aca38b67492ef518a8ab76851862488a478602229112c4b0d58d63a7a4d5c \
-    --hash=sha256:a069d734c4a043182729edd3e9f247c3b2a4035415a9172fd0f1b71658a320a8 \
-    --hash=sha256:a0b31e0b424cc6b5a04b8838bbaec1688834b2383256688cf47eb97412531da1 \
-    --hash=sha256:a35539cacc3febb22b8f4d4a99cc79b104226a756aa7400adc722e83b0d03244 \
-    --hash=sha256:a5e18a238a2b2249c9a9235466b90e96ae4795672598a58772dd806edc7ac6d3 \
-    --hash=sha256:a653aea902e0324b52f1613332ddf50b00c06fdaf7e92624fbf8c77c78fa5767 \
-    --hash=sha256:abf050a199613f64c886ea10f38b47770a65154dc37181bfaff70c160f45315a \
-    --hash=sha256:af80d74d4edfa3cb9ed973a0a5ba2b2a549371f8a741e0800cb07becdd20f23d \
-    --hash=sha256:b14dc141ed6d2dde437cddb216004bcac6a1df0935d79656387bd41632ba0bbd \
-    --hash=sha256:b784ca5de850f4ce93ec85d3269d24d4c82f22b7212023c974c401d4980ebc5e \
-    --hash=sha256:bc59589ab64b0022385f429b94697348a6a234e8ce22544e3681b2e9331b5944 \
-    --hash=sha256:c0204dc62a89dc9d50d682412c10b3542d748260d743500a85c13cd1ee4bde82 \
-    --hash=sha256:c0ee0e63f23914732c6d7e0cce24915c48f3f1512ec1d079ed01fc629dab269d \
-    --hash=sha256:caab51a72c51973ca21fa8a18bd8165e1a0183f1ac7066a182ff27107b71e1a4 \
-    --hash=sha256:d6297ce39ce5c2e6feb13c1a996a2ded3b6832155fcfc920265c76f24c7cceb5 \
-    --hash=sha256:daa3b6ff70a9241cf6c7fc9e949d41232d9d7d26fd3522b1ad2b4d62487e9904 \
-    --hash=sha256:df57afc692e517a85e65b72e165356ed1df12386ecb879ad5693be08fac65dde \
-    --hash=sha256:e0334872c0a37b606418ac52f6ab9cfd17317ac26365f7f65e203e2d0d0d359f \
-    --hash=sha256:e6578ed5b6981005df1860a56e3617f14a6c307e6a71b4fff8c48fdc50f3ed2c \
-    --hash=sha256:eaded469f5e5b7294e2bdca0ab06becb6756ea86894a47806456089298813c89 \
-    --hash=sha256:f4a32d1bd841d4bcbffdcb3d2ce50c09c3909fbead375ab28d0181af89fd04da \
-    --hash=sha256:fd3cb4adb94a2a6e2b7c0d8d05cb94e6f1c81a0cf9dc2694fb65c7e8d94c42e4
+websockets==16.1.1 \
+    --hash=sha256:01fbdcbac298efe19360b94bc0039c8f746f0220ba570f327577bfee81059175 \
+    --hash=sha256:024193f8551a2b0eafbdd160911012c4e6c228c28430c84433253299a9e42d6a \
+    --hash=sha256:04fd29a0e2fe9414a95b00e92c67ae51bf900c50c0f8a4b2dafdad621f49ea1d \
+    --hash=sha256:056ae37939ed7e9974f364f5864e76e49182622d8f9751ac1903c0d09b013985 \
+    --hash=sha256:0f62863e8a00a6d33c3d6566ec0b89f23787b747ffe0c3bc71ec0e76b82c94b1 \
+    --hash=sha256:0ffd3031ea8bda8d61762e84220186105ba3b748b3c8da2ae4f7816fac03e573 \
+    --hash=sha256:1214e673c404684b9bf7154f5cf43b45025b1a6160fac3a9e438e9c1a97e22cb \
+    --hash=sha256:125f22dbefaf1554fea66fc83851490edb284ce4f501d37ffed2752f418332d9 \
+    --hash=sha256:130937b167a52af203c8d58e78d67705874e82759862e3b9671a452fec4abc87 \
+    --hash=sha256:1427fb4cf0d72f66333e2cacc3ff5f575bf2d7008166ce991a4a470b21d51a22 \
+    --hash=sha256:195c978b065fa40910582464f99d6b15c8b314c68e0546549a55ed83f4735328 \
+    --hash=sha256:1d27fa8462ad6a1cb36206a3d0640b2333340def181fae11ed7f9adeaa5c0747 \
+    --hash=sha256:1db4de4a0e95673f7545d393c49eeb0c2f18ac1ef93073218c79d5cdb2ee75ab \
+    --hash=sha256:1f79c89b5eb034d1722938a891916582f8f7f503f58ca22518a63c3f2cd18499 \
+    --hash=sha256:23253dd5bcae3f9aaee0a1d30967a8dbd52e5d3cff93a2e5b84df57b77d4750d \
+    --hash=sha256:249116b4a76063d930a46391ad56e135c286e4562a18309029fc2c73f4ed4c62 \
+    --hash=sha256:29dfa8114c4a620c69591c5973860f768eac29d3fd6904f37f34266cb219c512 \
+    --hash=sha256:2a606d9c24035242a3e256e9d5b77ed9cd6bccfcb7cf993e5ca3c0f6f68fb6a7 \
+    --hash=sha256:2a636ff1e7a5c4edf71ef0e79adae7f25dba93b4fcbe3dc958733477ffeb0eaf \
+    --hash=sha256:2bb5d041a8307d2e18782e7ce777f6fdb1e8c2f5d09291484b18c294b789d9aa \
+    --hash=sha256:2e28e602bb13da44fbe518c1781a88e3b9d4c3d48d02c9bad83e546164336f57 \
+    --hash=sha256:30bbe120437b5648a77d3519b7024ea09530e0b5b18d3698c5a0ae536fe0cc2e \
+    --hash=sha256:34420aaa64440ebd51ac72ca8a45ef4626429438c9b02e633ae412ed43f925d3 \
+    --hash=sha256:38565aca3e01ea8734e578fb2118dade0ecb0250533f29e22b8d1a7a196cf4d0 \
+    --hash=sha256:387e8e4aa5df2f90b198fa3cad3478822a89cf905b6a6d6c97dc3664689640cc \
+    --hash=sha256:39f2a024af5c345ffe8fcf1ee18c049c024c94df393bb09b044a6917c77bde43 \
+    --hash=sha256:3df13f73af9b3b38ab1195eb299ecb67a4330c911c97ae04043ff74085728abe \
+    --hash=sha256:414e596c75f74e0994084694189d7dc9229fb278e33064d6784b73ffbba3ca31 \
+    --hash=sha256:41c8e77f17294c0ac18008a7309b99b34ee72247ef10b6dff4c3f8b5ac29896b \
+    --hash=sha256:42290eb6db4ccaca7012656738214f8514082fb6fa40cdeb61bb9a471b52e383 \
+    --hash=sha256:42f599f4d48c7e1a3338fdaac3acd075be3b3cf02d4b274f3bf2767aedd3d217 \
+    --hash=sha256:43e3a9fdd7cbf7ba6040c31fae0faf84ca1474fef777c4e37912f1540f854499 \
+    --hash=sha256:443aefe96b7fdb132e2a70806cca1f2af49bb3f28e47abcd7c2e9dcf4d8fa1b8 \
+    --hash=sha256:46dcaa042cd1de6c59e7d9269fa63ff7572b6df40510600b678f0826b3c7af51 \
+    --hash=sha256:496af849a472b531f758dbd4d61338f5000538cb1a7b3d20d9d32a264517f509 \
+    --hash=sha256:49ae99bdfcae803a885c926bf14f886196e84925395bb3f568fef5c0f0979d7d \
+    --hash=sha256:4b57693728576d84ede0a77987ab16881b783d2cd9f1dc180a8fbbc3f79c4428 \
+    --hash=sha256:4e3b680b1e0a27457e727a0d572fd81dffa87b6dbf8b228ab57da64f7d85aead \
+    --hash=sha256:4e8d01cc3bcae7bbf8167f944aeafefed590fae5693552bba9794a9df68371cc \
+    --hash=sha256:5283810d2646741a0d8da2aa733d6aefa0545809afccb2a5d105a26bc45125f1 \
+    --hash=sha256:53260c8930da5771cec89439bff99c20c8cb03ddb9588b980697355a83cd4bd3 \
+    --hash=sha256:536676848fc5961aca9d20389951f59169508f765637a172403dc5434d722fa0 \
+    --hash=sha256:54509b8e92fee4453e152b7558ddef37ce9705a044922f2095a6105e3f80c96f \
+    --hash=sha256:56cd5fc4f10a9ea8aa0804bddb7b42506cf9e136046f3b4c27de8fec9e2ecba5 \
+    --hash=sha256:5bfd1ac19b1b9986a9c95a82d5e23a391ebb09e12c34d7be6094b86efcc35731 \
+    --hash=sha256:5c31aa7e39ee3e8a358573257f1c0bb5c52430d1b637030dd9c8cc2c282926be \
+    --hash=sha256:5e3b7d601f6f84156b08cc4a5e541c2b50ad7b36cfc302b657a12477c904a5df \
+    --hash=sha256:61922544a0587a13fd3f53e4c0e5e606510c7b0d9d22c8444e5fae22a06b38cb \
+    --hash=sha256:6456ff333092d509127d75a638cb411afae8ff17f092635015d1902efec8a293 \
+    --hash=sha256:69159730a823dde3ea8d08783e8d47ef135a6d7e8d44eb127e32b321c9db8e3e \
+    --hash=sha256:69e52d175a0a7d1e13b4b67ad41c560b7d98e8c6f6126eb0bda496c784faf8c7 \
+    --hash=sha256:6aaface73b9c71974c6497366d8b9628357f6c9749e09c4ea3610176c63f2ae3 \
+    --hash=sha256:6abbd3e82c731c8e531714466acd5d87b5e88ac3243465337ba71d68e23ae7e3 \
+    --hash=sha256:6ff9417c0ada4d0f7d212f928303e5579bdf3ace4c802fa4afabb30995da58c3 \
+    --hash=sha256:7421fad442de870a8cbf2287d1cad7e706ece0dbfeba5e911df132cbdc1cb56a \
+    --hash=sha256:7883388947767080f094950b342b30d35a2a06b849cd967c422fa0db72b40ea9 \
+    --hash=sha256:79eace538c6a97e96d0d03d4f9d314f9677f5ed85a8a984992ffd90b13cb8a56 \
+    --hash=sha256:7b1b19636af86a3c7995d4d028dbe376f39b4bf31541146f9c123582a6c94562 \
+    --hash=sha256:7dfcad78ea1492ee3a9ec765cb7f51bbc17d477107aaf6b22abf7b2558d1c5a0 \
+    --hash=sha256:8087e82f842609734c9b5a1330464f8e94e346ba0e18c832c08bafa4b0d63c15 \
+    --hash=sha256:820fb8450edddae3812fd58cbc08e2bf22812cb248ecb5f06dbb82119a56e869 \
+    --hash=sha256:8483c2096363120eea8b07c06ae7304d520f686665fffd4811fad423930a65d7 \
+    --hash=sha256:84a2cef8deffbd9ab8ee0ea546a2a6a7030c28f44e6cdd4547dbfeb489eb8999 \
+    --hash=sha256:86d7f0f8bdb25d2c632b72527325e4776430fd5bc61b9118de4e2b8ddb5f5b01 \
+    --hash=sha256:8fe0b50da2d84535fb4f7b4bfa951280f97ce3d558a0443b541166d609e67b57 \
+    --hash=sha256:90001d893bc368e302ef168d82130b4e4fdd27b85fa094682df9b667c2d48838 \
+    --hash=sha256:9246a0d063cfcbcc85f2359dd6876d681213f4790832272aa16641b4ed5d64d4 \
+    --hash=sha256:92b820d345f7a3fc7b8163949ee92df910f290c3fc517b3d5301c78065adafe1 \
+    --hash=sha256:952303a7318d4cbe1011400839bb2051c9f84fa0a35923267f5daba34b15d458 \
+    --hash=sha256:97fd3a0e8b53efa41970ac1dff3d8cf0d2884cadeb4caaf95db7ad1526926ee3 \
+    --hash=sha256:9c1c5705e314449e3308872fe084b8571ce078ee4fc55a98a769bdefe5917392 \
+    --hash=sha256:9c9f23004a3d40e89c01a7955d186a6cc83418d93b749701944ce2de3e95a1f3 \
+    --hash=sha256:9f63bcef7f4b02b06b35fc01c93b96c43b5e88e1e8868676caacf493d5a31f3a \
+    --hash=sha256:a0eadbbf2c30f01efa58e1f110eb6fa293261f6b0b1aa38f7f48707107690af9 \
+    --hash=sha256:a28fcbc9b6baf54a2e23f8655f308e4ccc6afdd7266f8fe7954f320dcda0f785 \
+    --hash=sha256:a6a61aff018180c9c50b7b0da33bfd29d378af3497429c95006c589a23a11648 \
+    --hash=sha256:aabe464bfd13bd25f4821faf111da6fefdc389f870265a53105580e45b0a2e49 \
+    --hash=sha256:ab59169ace05dcb49a1d4118f0bde139557adf45091bd85747e36bf5de984dd1 \
+    --hash=sha256:b436f6ec4fc3a6b4237c84d3f83170ed2b40bb584222f0ac47a0c8a5921980c7 \
+    --hash=sha256:b6b9dadbef0cccd9f4c4ee96b08898afa73e26803bbe0f6aeb5bb12b0074206d \
+    --hash=sha256:b852788aa51764e2d8e4cf5493d559326bcae5e38d16ba25ffa322b034df272a \
+    --hash=sha256:bae954c382e013d5ea5b190d2830526bfa45ad121c326da0049b8c769f185db6 \
+    --hash=sha256:bcce07e23e5769375158f5efdcdafa8d5cd014b93c6683865b840ed65b96f231 \
+    --hash=sha256:cc97814dfb786a83b6e2dc2e79351e1b83e6d715647d6887fcabd83026417a00 \
+    --hash=sha256:cd2ca96a082a36964aca83e992f72abeb61b7306c1a6cba4c7d06a7b93750cac \
+    --hash=sha256:cfb70b4eb56cac4da0a83588f3ad50d46beb0690391082f3d4e2d488c70b68ea \
+    --hash=sha256:d0fcf657e9f13ff4b177960ab2200237b12994232dfb6df16f1cfe1d4339f93c \
+    --hash=sha256:d14bfb217eb4701e850f1525c9d29d79c44794cdf1c299ead25f39f8c78dea81 \
+    --hash=sha256:d57685547e0060cc6fd90ee6a28405d6bd395e525545f13c8d7cd99c78afd79f \
+    --hash=sha256:d6bec75c290fe484a8ba4cacdf838501e17c06ecfbbf31eede81a9e431bd7751 \
+    --hash=sha256:d9531d9cbeac99af6f038fb1bc351403531f7d634a2c2e10e2f7c854c6ed5b68 \
+    --hash=sha256:da4ca1a9d72f9030b3146b8d7022719a9f3d478f61efe6f7dd51d243f61c51b2 \
+    --hash=sha256:dab9eb87869da2d6ed3af3f3adf28414baae6ec9d4df355ffc18889132f3436c \
+    --hash=sha256:db234eda965dcce15df96bb9709f587cd87d4d52aaf0e80e2f34ec04c7670c57 \
+    --hash=sha256:dc0fad4933f427acd5b1cec210f3ea6dce7089e1724e4b9ec6ef47c6c04d1b3b \
+    --hash=sha256:dc385593a42e31cd6fb60c19f0ecb015b386603818fc2c6c274fb42bd2bb4165 \
+    --hash=sha256:dcc04fedf83effaeb9cce98abc9469bb1b42ef85f03e01c8c1f4438ef7555737 \
+    --hash=sha256:e047dc87ef7ca50f4d309bf775ad4a71711c58556d75d7bd0604b2317f43e94b \
+    --hash=sha256:e09f753a169951eb4f28c2c774f71069304f66e7277e0f5a2892423599cfa854 \
+    --hash=sha256:ed5bb271084b46530ee2ddc0410537a9961152c5ccba2fc98c5276d992ccba87 \
+    --hash=sha256:f0aa4aad3b1b69ad3fd85a0fd0952ec64331c762bd77ec51cc814170873890b2 \
+    --hash=sha256:f17dbe07eb3ea7f99e4df9b7e0efefe80fbf30d37a8cc4d561a0aed310bc8847 \
+    --hash=sha256:f2769a0344a09e9ccf5b3cce538bc75a51b53eff3275d3896310c8552049195d \
+    --hash=sha256:f55f0b01956a094c8587146d9558c91937e78789c333860ffaf35931a6e5dbc4 \
+    --hash=sha256:f5d497865f05bb222cab7016c6034542e84e5f29f49c6fd3f4939cda7197b5b8 \
+    --hash=sha256:f70541f3104339f59f830522d94ebadb1bf47426287381623443d8bb1cdbf33d \
+    --hash=sha256:fb9a0a6dc3d1b3986cb88091b6899f0396651e0f74e2c9766ab8d6ffc3842e29 \
+    --hash=sha256:fce6c48559c86d1ac3632ccb1bebc7d5442fbe79bd9bb0e40379ee54be2a4051 \
+    --hash=sha256:fd46fff7eb62c24804d234f0051c7a8ea81285ad63e0337d3dcf33ca82aee58a
     # via uvicorn
 werkzeug==3.1.8 \
     --hash=sha256:63a77fb8892bf28ebc3178683445222aa500e48ebad5ec77b0ad80f8726b1f50 \
     --hash=sha256:9bad61a4268dac112f1c5cd4630a56ede601b6ed420300677a869083d70a4c44
-    # via moto
+    # via
+    #   flask
+    #   moto
 wheel==0.47.0 \
     --hash=sha256:212281cab4dff978f6cedd499cd893e1f620791ca6ff7107cf270781e587eced \
     --hash=sha256:cc72bd1009ba0cf63922e28f94d9d83b920aa2bb28f798a31d0691b02fa3c9b3
@@ -6413,88 +7061,97 @@ widgetsnbextension==4.0.15 \
     --hash=sha256:8156704e4346a571d9ce73b84bee86a29906c9abfd7223b7228a28899ccf3366 \
     --hash=sha256:de8610639996f1567952d763a5a41af8af37f2575a41f9852a38f947eb82a3b9
     # via ipywidgets
-wrapt==1.17.3 \
-    --hash=sha256:02b551d101f31694fc785e58e0720ef7d9a10c4e62c1c9358ce6f63f23e30a56 \
-    --hash=sha256:042ec3bb8f319c147b1301f2393bc19dba6e176b7da446853406d041c36c7828 \
-    --hash=sha256:0610b46293c59a3adbae3dee552b648b984176f8562ee0dba099a56cfbe4df1f \
-    --hash=sha256:0b02e424deef65c9f7326d8c19220a2c9040c51dc165cddb732f16198c168396 \
-    --hash=sha256:0b1831115c97f0663cb77aa27d381237e73ad4f721391a9bfb2fe8bc25fa6e77 \
-    --hash=sha256:0ed61b7c2d49cee3c027372df5809a59d60cf1b6c2f81ee980a091f3afed6a2d \
-    --hash=sha256:0f5f51a6466667a5a356e6381d362d259125b57f059103dd9fdc8c0cf1d14139 \
-    --hash=sha256:16ecf15d6af39246fe33e507105d67e4b81d8f8d2c6598ff7e3ca1b8a37213f7 \
-    --hash=sha256:1f0b2f40cf341ee8cc1a97d51ff50dddb9fcc73241b9143ec74b30fc4f44f6cb \
-    --hash=sha256:1f23fa283f51c890eda8e34e4937079114c74b4c81d2b2f1f1d94948f5cc3d7f \
-    --hash=sha256:223db574bb38637e8230eb14b185565023ab624474df94d2af18f1cdb625216f \
-    --hash=sha256:249f88ed15503f6492a71f01442abddd73856a0032ae860de6d75ca62eed8067 \
-    --hash=sha256:24c2ed34dc222ed754247a2702b1e1e89fdbaa4016f324b4b8f1a802d4ffe87f \
-    --hash=sha256:273a736c4645e63ac582c60a56b0acb529ef07f78e08dc6bfadf6a46b19c0da7 \
-    --hash=sha256:281262213373b6d5e4bb4353bc36d1ba4084e6d6b5d242863721ef2bf2c2930b \
-    --hash=sha256:30ce38e66630599e1193798285706903110d4f057aab3168a34b7fdc85569afc \
-    --hash=sha256:33486899acd2d7d3066156b03465b949da3fd41a5da6e394ec49d271baefcf05 \
-    --hash=sha256:343e44b2a8e60e06a7e0d29c1671a0d9951f59174f3709962b5143f60a2a98bd \
-    --hash=sha256:373342dd05b1d07d752cecbec0c41817231f29f3a89aa8b8843f7b95992ed0c7 \
-    --hash=sha256:3af60380ba0b7b5aeb329bc4e402acd25bd877e98b3727b0135cb5c2efdaefe9 \
-    --hash=sha256:3e62d15d3cfa26e3d0788094de7b64efa75f3a53875cdbccdf78547aed547a81 \
-    --hash=sha256:41b1d2bc74c2cac6f9074df52b2efbef2b30bdfe5f40cb78f8ca22963bc62977 \
-    --hash=sha256:423ed5420ad5f5529db9ce89eac09c8a2f97da18eb1c870237e84c5a5c2d60aa \
-    --hash=sha256:46acc57b331e0b3bcb3e1ca3b421d65637915cfcd65eb783cb2f78a511193f9b \
-    --hash=sha256:4da9f45279fff3543c371d5ababc57a0384f70be244de7759c85a7f989cb4ebe \
-    --hash=sha256:507553480670cab08a800b9463bdb881b2edeed77dc677b0a5915e6106e91a58 \
-    --hash=sha256:53e5e39ff71b3fc484df8a522c933ea2b7cdd0d5d15ae82e5b23fde87d44cbd8 \
-    --hash=sha256:54a30837587c6ee3cd1a4d1c2ec5d24e77984d44e2f34547e2323ddb4e22eb77 \
-    --hash=sha256:5531d911795e3f935a9c23eb1c8c03c211661a5060aab167065896bbf62a5f85 \
-    --hash=sha256:55cbbc356c2842f39bcc553cf695932e8b30e30e797f961860afb308e6b1bb7c \
-    --hash=sha256:59923aa12d0157f6b82d686c3fd8e1166fa8cdfb3e17b42ce3b6147ff81528df \
-    --hash=sha256:5a03a38adec8066d5a37bea22f2ba6bbf39fcdefbe2d91419ab864c3fb515454 \
-    --hash=sha256:5a7b3c1ee8265eb4c8f1b7d29943f195c00673f5ab60c192eba2d4a7eae5f46a \
-    --hash=sha256:5d4478d72eb61c36e5b446e375bbc49ed002430d17cdec3cecb36993398e1a9e \
-    --hash=sha256:5ea5eb3c0c071862997d6f3e02af1d055f381b1d25b286b9d6644b79db77657c \
-    --hash=sha256:604d076c55e2fdd4c1c03d06dc1a31b95130010517b5019db15365ec4a405fc6 \
-    --hash=sha256:656873859b3b50eeebe6db8b1455e99d90c26ab058db8e427046dbc35c3140a5 \
-    --hash=sha256:65d1d00fbfb3ea5f20add88bbc0f815150dbbde3b026e6c24759466c8b5a9ef9 \
-    --hash=sha256:6b538e31eca1a7ea4605e44f81a48aa24c4632a277431a6ed3f328835901f4fd \
-    --hash=sha256:6fd1ad24dc235e4ab88cda009e19bf347aabb975e44fd5c2fb22a3f6e4141277 \
-    --hash=sha256:70d86fa5197b8947a2fa70260b48e400bf2ccacdcab97bb7de47e3d1e6312225 \
-    --hash=sha256:7171ae35d2c33d326ac19dd8facb1e82e5fd04ef8c6c0e394d7af55a55051c22 \
-    --hash=sha256:73d496de46cd2cdbdbcce4ae4bcdb4afb6a11234a1df9c085249d55166b95116 \
-    --hash=sha256:7425ac3c54430f5fc5e7b6f41d41e704db073309acfc09305816bc6a0b26bb16 \
-    --hash=sha256:74afa28374a3c3a11b3b5e5fca0ae03bef8450d6aa3ab3a1e2c30e3a75d023dc \
-    --hash=sha256:758895b01d546812d1f42204bd443b8c433c44d090248bf22689df673ccafe00 \
-    --hash=sha256:79573c24a46ce11aab457b472efd8d125e5a51da2d1d24387666cd85f54c05b2 \
-    --hash=sha256:7e18f01b0c3e4a07fe6dfdb00e29049ba17eadbc5e7609a2a3a4af83ab7d710a \
-    --hash=sha256:88547535b787a6c9ce4086917b6e1d291aa8ed914fdd3a838b3539dc95c12804 \
-    --hash=sha256:88bbae4d40d5a46142e70d58bf664a89b6b4befaea7b2ecc14e03cedb8e06c04 \
-    --hash=sha256:8cccf4f81371f257440c88faed6b74f1053eef90807b77e31ca057b2db74edb1 \
-    --hash=sha256:9baa544e6acc91130e926e8c802a17f3b16fbea0fd441b5a60f5cf2cc5c3deba \
-    --hash=sha256:a36692b8491d30a8c75f1dfee65bef119d6f39ea84ee04d9f9311f83c5ad9390 \
-    --hash=sha256:a47681378a0439215912ef542c45a783484d4dd82bac412b71e59cf9c0e1cea0 \
-    --hash=sha256:a7c06742645f914f26c7f1fa47b8bc4c91d222f76ee20116c43d5ef0912bba2d \
-    --hash=sha256:a9a2203361a6e6404f80b99234fe7fb37d1fc73487b5a78dc1aa5b97201e0f22 \
-    --hash=sha256:ab232e7fdb44cdfbf55fc3afa31bcdb0d8980b9b95c38b6405df2acb672af0e0 \
-    --hash=sha256:ad85e269fe54d506b240d2d7b9f5f2057c2aa9a2ea5b32c66f8902f768117ed2 \
-    --hash=sha256:af338aa93554be859173c39c85243970dc6a289fa907402289eeae7543e1ae18 \
-    --hash=sha256:afd964fd43b10c12213574db492cb8f73b2f0826c8df07a68288f8f19af2ebe6 \
-    --hash=sha256:b32888aad8b6e68f83a8fdccbf3165f5469702a7544472bdf41f582970ed3311 \
-    --hash=sha256:c31eebe420a9a5d2887b13000b043ff6ca27c452a9a22fa71f35f118e8d4bf89 \
-    --hash=sha256:caea3e9c79d5f0d2c6d9ab96111601797ea5da8e6d0723f77eabb0d4068d2b2f \
-    --hash=sha256:cf30f6e3c077c8e6a9a7809c94551203c8843e74ba0c960f4a98cd80d4665d39 \
-    --hash=sha256:d40770d7c0fd5cbed9d84b2c3f2e156431a12c9a37dc6284060fb4bec0b7ffd4 \
-    --hash=sha256:d8a210b158a34164de8bb68b0e7780041a903d7b00c87e906fb69928bf7890d5 \
-    --hash=sha256:dc4a8d2b25efb6681ecacad42fca8859f88092d8732b170de6a5dddd80a1c8fa \
-    --hash=sha256:df7d30371a2accfe4013e90445f6388c570f103d61019b6b7c57e0265250072a \
-    --hash=sha256:e01375f275f010fcbf7f643b4279896d04e571889b8a5b3f848423d91bf07050 \
-    --hash=sha256:e1a4120ae5705f673727d3253de3ed0e016f7cd78dc463db1b31e2463e1f3cf6 \
-    --hash=sha256:e228514a06843cae89621384cfe3a80418f3c04aadf8a3b14e46a7be704e4235 \
-    --hash=sha256:e405adefb53a435f01efa7ccdec012c016b5a1d3f35459990afc39b6be4d5056 \
-    --hash=sha256:e6b13af258d6a9ad602d57d889f83b9d5543acd471eee12eb51f5b01f8eb1bc2 \
-    --hash=sha256:e6f40a8aa5a92f150bdb3e1c44b7e98fb7113955b2e5394122fa5532fec4b418 \
-    --hash=sha256:e71d5c6ebac14875668a1e90baf2ea0ef5b7ac7918355850c0908ae82bcb297c \
-    --hash=sha256:ed7c635ae45cfbc1a7371f708727bf74690daedc49b4dba310590ca0bd28aa8a \
-    --hash=sha256:f38e60678850c42461d4202739f9bf1e3a737c7ad283638251e79cc49effb6b6 \
-    --hash=sha256:f66eb08feaa410fe4eebd17f2a2c8e2e46d3476e9f8c783daa8e09e0faa666d0 \
-    --hash=sha256:f9b2601381be482f70e5d1051a5965c25fb3625455a2bf520b5a077b22afb775 \
-    --hash=sha256:fbd3c8319de8e1dc79d346929cd71d523622da527cca14e0c1d257e31c2b8b10 \
-    --hash=sha256:fd341868a4b6714a5962c1af0bd44f7c404ef78720c7de4892901e540417111c
+wrapt==2.3.0 \
+    --hash=sha256:0a45ffae742ce91a16e11cb6c7cd71e7f9994f3cbd283b962ab093f5c6dcf525 \
+    --hash=sha256:0bb2797048db0956348cb3058c33bc4184614f13231389cfbccc16a5d32780a7 \
+    --hash=sha256:0d3fb71e65b001adfc42684522eeccd9c21d8ba679945abc993439567b66e59f \
+    --hash=sha256:0db083387d6e75ec0be8173ecbf0e811cf60bae1cc75a815feb104167ea10d4d \
+    --hash=sha256:10461884b3014fbfc8eb7d09a93c5f246363e6711d9d881f95eb8c27fdef049f \
+    --hash=sha256:1236fa25173ca964c97422470482e9011b9e3c7ed0d75798b40b3da3b0e0e760 \
+    --hash=sha256:141ed6211286a9660d8d6702de598b43f0934b4f0eda16393f100a80f501d945 \
+    --hash=sha256:1598becd30f8f2777d18564064eb4f4dbe1ab0e05a8f09786d0ef505ac782bf3 \
+    --hash=sha256:195b1842b4122fb54e3cd3dd5b2b4aa49302a5a61da901df0481f5c97aedde84 \
+    --hash=sha256:1d6159c9b2fefec02314e1332dbbbfaf960e369dfd26bcf7f8b258b5732065b3 \
+    --hash=sha256:22cc5c0a717bd4da87018ae0bffd4c19c6fb679d3ff357216ba566ab26c76cab \
+    --hash=sha256:242b60c21e30866e6a2fa606c612b47c553fa60c0eaeeeb7797fb842ac0ce609 \
+    --hash=sha256:24da48596326ef8e448cfa837b454f638713d3531262375f00e5a9681682fc07 \
+    --hash=sha256:261f53870cd4fb2bf38f9f972c56c728fd224cb7c65721307de59d9e7e6741ae \
+    --hash=sha256:2935d5454b3f179a29b12cf390ee47246740ba2c3a7545b1b46ba31a5f2a4a0b \
+    --hash=sha256:2e49885a62ec4ee854d1b9e6371fda6afd219917225752abf729a3f36d4df9a5 \
+    --hash=sha256:379f670f45b7bb8993edd9f6fc36c6cc65edb81cffa0b504be34acb0303fff0a \
+    --hash=sha256:3873c3c5ca9f4ef91f693602eca19d1f1e7c410338df82a4ff11d826b5896a8f \
+    --hash=sha256:392158c9a7f2ab1b8699418bfc0fe6f83548788c418b27d7bf2019ad3405cebb \
+    --hash=sha256:39febbee6d77301d31da6996b152ce52452da7c7ef72aba10c2fa976dff9c295 \
+    --hash=sha256:3d1c2c1b808600d2ea808e6360910a60ed5f409a4011655e10f9164ba0a414a6 \
+    --hash=sha256:3da470536bf9645143323dd41b32db55c6f4304ad382094c1a1da8a92061e10d \
+    --hash=sha256:418f54bb09d1762db02c7009b4051149893af3153a87f92d70356703c11eea02 \
+    --hash=sha256:42869085687f0aefd57c0f636c3f9354f8ffb321a8ba9cb52d19beb796e561c5 \
+    --hash=sha256:45c9279b373d15649dfa2c2077cb3408ea1a6d3125afbdab9d6b809a66f68e14 \
+    --hash=sha256:4fa0df3bff4e7ce45759f33fd39335fe2f60477bb9ecf7b8aa41e7d07ee36a23 \
+    --hash=sha256:50f416b74d092bb9f41b424e90dd457f365f7ba4b11de62a23679769a21bd85c \
+    --hash=sha256:51a7a4181c1295774812271fbcd7c909df372bc25579d4ed9eb875caaf0ae86f \
+    --hash=sha256:54ca1d5573f69b5fe1d74f1f65799c68015e82f685efec9fd8cfa40a094c44d0 \
+    --hash=sha256:5ab559e1b2551d23d54db2a0001c6d73bad022a254639561c5f6c382a9d6c2fe \
+    --hash=sha256:5ba1e5e08ddc46130e9682b2c249f2d1dd39bda9106ed4bd401b7519f18f41bd \
+    --hash=sha256:5d221a6e6ddd302b8397433184e96b59f259f50024b854db1c411a881586b6b8 \
+    --hash=sha256:6208f302f110295d64b22a7ac96500c791bf492dce4366e622e4912b077c9687 \
+    --hash=sha256:626b69db2021aa01671ec7bbc9740e558522bd44c18cf2ce69bf3d666a014109 \
+    --hash=sha256:628f3ba8ec793a5b10a6cd8c6c6b7b55eb552abd1f3bd301336acb74c7a82dfe \
+    --hash=sha256:629d73378082c00a8173031f9fb30a3ac6abbc894a5bfdfae71fabc60642d501 \
+    --hash=sha256:646d20d413ffcd1b0a2f700076e2d0252d872dcb7754860a73e45a59ea883614 \
+    --hash=sha256:67bfe2485f50368c3fcd2275fc1fd100e350d601e0058921a7c82678a465aeab \
+    --hash=sha256:681a2d0eefd721998f90642762b8e75c2159ec531b20ad5e437245ea7b06a107 \
+    --hash=sha256:69e477046f2237ef0bc6547544ee73008dc764ca26eff44f09e976d221b34d5d \
+    --hash=sha256:6db604ef0c67bdb2042ecdfd7b7f037cf09733557ca42360d1018285634f7b98 \
+    --hash=sha256:729126e667da34d251b8ebf8a45ef0c5ddadc21542b3d6e1abf4259ece6508df \
+    --hash=sha256:73d0b10b64620a2cf4bc3d31775c4d9527e309a5549e4379e3bf71e8d2dc193e \
+    --hash=sha256:7ebb274aba688b043429eb1500ff8a76ce0cb8ac0812ca3e301f06247b8722b3 \
+    --hash=sha256:8159ec0b0cb7608175eb150de94c19e34f4d47ac655f5ca9baf45df6b688ffd3 \
+    --hash=sha256:816877aa749253149f9ecfd2635d4d948ecfa338e1a0311d187b1acb1bb8a3eb \
+    --hash=sha256:85de890ff968196e92dd1ae73a9fb8970495e7650a457b1c9ef0ac3dd550bce2 \
+    --hash=sha256:8f8a1c6472675956cece9a8f403f43c3594f1681319eed2dd56f60877397c636 \
+    --hash=sha256:9045917809c63fdf7abe3a2ceaed3d670b8ee4500ddd9291192d30aeb34467c5 \
+    --hash=sha256:932dced0a7b2950ed58a3325536a1dcb7b58e7330af54e8552d2e566b5328b99 \
+    --hash=sha256:93513bec052c6cd987f9f580c3df068c8bc4ebae6543736be3ca7ec5959cafcd \
+    --hash=sha256:9790ea25190a4e0fe4cdf4eeb868e9d75f8a024a70a5b6bf9c348a3a2b72e731 \
+    --hash=sha256:9f5d2aec29dfc76c37e23897dee92766a3fd4f3bff3ae7fc9c6b4bf37d8c1360 \
+    --hash=sha256:a65e8db2b4e90c2e7ade931086351c98ef420bf7a94ee08c95ac8a3cbbc43579 \
+    --hash=sha256:a6b5984cd65dd639546f0eb4b8eacf1c31cb2fe9fb5c27bffe240987cdb2cf84 \
+    --hash=sha256:a6e19531ae33c508cea7d84a7edfda01fa86e51b8d1a93a77712c55e6e469152 \
+    --hash=sha256:abc71504669d126d91f89fc0e388c6295d8fbd2439be884f175133fda8aa403c \
+    --hash=sha256:ac870cc97b73bb00ac353329e9559a4bebc47c4c86792ed9b23b58c15b6ad838 \
+    --hash=sha256:ad71df7a04dd3497e9302e81f4a7c91bd401ea0e15a9df9029527900f94bee43 \
+    --hash=sha256:b1e5aa486e269b00ed35e64771c7d0ab8096cfd2643405ca8cd60ebedc099a51 \
+    --hash=sha256:b4fc96b159af0a3e0faa72475a69d66292bea72a5bed1e1aca1bffbddc3cb2b0 \
+    --hash=sha256:b767a9566f165dd14decf8f4194c6bb0ce3a8420cec213824e05a99400c9260a \
+    --hash=sha256:bff9a671bc00709cab5a7f745c592b5671873449db0ee2a569af994f16b29a4d \
+    --hash=sha256:c3b476ae63b4a3b4da681aafcb25ff3542d289fbda8b5da7caf76aaffafafdbb \
+    --hash=sha256:c4bded758ad6f03b965830944a2f0bc5b2eb3767fe5a7310134315d1a6610e98 \
+    --hash=sha256:c8388ba7faf5dbf9ee106bb70d66f257629b1bd98091123e19e8a4553a319199 \
+    --hash=sha256:c8858d8ff9822a081e3cc49ae1b3b22f0f789c14001cdac8f94564010d9c9d66 \
+    --hash=sha256:c88abcf53daef80e01a75c7530e727fa6e2c1888fe83e3dcdba4c96216a1f5c7 \
+    --hash=sha256:cc2cea812e5cb179a796b766747e7d3b21088760d8deb95676d482b8c8e6fa7d \
+    --hash=sha256:cd3a2edf0427013736b8127955cec62608c56e53ea47e82812ea32059cda407f \
+    --hash=sha256:cdc021cb0b62471d6aac7f2bd92f3b4658073775f9ee7fcd325c511129e7bcc8 \
+    --hash=sha256:ce9f398f868d2b3b27aa2ea4de79645ef9077aeeac8dfc2814b0d542c6a2b87f \
+    --hash=sha256:d0077f3d65541925fa83002f967b22ad6550d24813ac64cb905f717194128d9c \
+    --hash=sha256:d0f7284f88f4833705132d06d3b425a43095c2cbd07c58166aac3ab646ba12a4 \
+    --hash=sha256:d2cc64539da63e39ffb9c7ede849b6e8ddaaf7b3876b5cfb04efd85a5f3f4eb6 \
+    --hash=sha256:d8c7ed08477429752b8c44991f40ad7838b18332a160698740a6bfbc10d998a2 \
+    --hash=sha256:df4ce31150bcd5d9f36f816aac3010ab4f4bf8672ac1d3b0ac7d539ec61c7c02 \
+    --hash=sha256:e045ff75d7d94900fc32896ed93c45ce2d2cac28c9dead582ff9a5a49d446e35 \
+    --hash=sha256:e2e692bc0d63f881cf7006730a56bd4e0c2fab5dc318466942805d692b166276 \
+    --hash=sha256:e31734c5077f29f892b2565eee5106d610278151ad49fc6a9d69a647cd5730e2 \
+    --hash=sha256:e3b9eaa742ae7a0aaaaad4ca4b69469d757af2d6e6663ef1dadc47adec0aeb41 \
+    --hash=sha256:e3f3d7ec0a51fbfe00d3aef047641ff2c58b25565b4717fc1f90e050be01cba8 \
+    --hash=sha256:e5301c35cf75655eb33498f2bd6ae8703ca19940e3167dc9cdf740c712a39c60 \
+    --hash=sha256:ea52a0d0f08c584943d5764be0e84efa912c8da23c23e1e285ff2f5641c18fcc \
+    --hash=sha256:ed635a9ca4f3a5a2b900c10c69e823373bc00ebc114b459383596d3487da3570 \
+    --hash=sha256:fb8e2e6704a1e0b1b989546c69e2688371ef4a07fa5f61bde3eb6211186f5ac1 \
+    --hash=sha256:fc648a335d7e01adb3640b25f02fd0ea05886cf04d0af7f4ee902bc7b5e466e8 \
+    --hash=sha256:fc82c2ccc8e234c844f5303d9f2984b346dcdd53e94823ce8420d2c75b4b9023 \
+    --hash=sha256:fd1f2f557dd3491fe75905e578f4db967393d40d1a8f468edc4d40ac7f2d5944 \
+    --hash=sha256:fd85b0aa88efdb189d6ae2f35f4526943a8f091c38599c9c31478241c819e6a1
     # via
     #   aiobotocore
     #   deprecated
@@ -6507,328 +7164,304 @@ xmltodict==1.0.4 \
     --hash=sha256:6d94c9f834dd9e44514162799d344d815a3a4faec913717a9ecbfa5be1bb8e61 \
     --hash=sha256:a4a00d300b0e1c59fc2bfccb53d7b2e88c32f200df138a0dd2229f842497026a
     # via moto
-xxhash==3.7.0 \
-    --hash=sha256:01cf5c5333aed26cc8d5eea33b8d6398e085e365a704b7372fabdf7ab06441a9 \
-    --hash=sha256:030c0fd688fce3569fbb49a2feefd4110cbb0b650186fb4610759ecfac677548 \
-    --hash=sha256:03f8ff4474ee61c845758ce00711d7087a770d77efb36f7e74a6e867301000b8 \
-    --hash=sha256:040ea63668f9185b92bc74942df09c7e65703deed71431333678fc6e739a9955 \
-    --hash=sha256:05ece0fe4d9c9c2728912d1981ae1566cfc83a011571b24732cbf76e1fb70dca \
-    --hash=sha256:05fd1254268c59b5cb2a029dfc204275e9fc52de2913f1e53aa8d01442c96b4d \
-    --hash=sha256:073c23900a9fbf3d26616c17c830db28af9803677cd5b33aea3224d824111514 \
-    --hash=sha256:082c87bfdd2b9f457606c7a4a53457f4c4b48b0cdc48de0277f4349d79bb3d7a \
-    --hash=sha256:0c36f89ba026ccc6fde8f48479a2fd9fc450a736cc7c0d5650acfcff8636282e \
-    --hash=sha256:0c72fe9c7e3d6dfd7f1e21e224a877917fa09c465694ba4e06464b9511b65544 \
-    --hash=sha256:0d23fd49fdc5c8af61fb7104f1ad247954499140f6cb6045b3aa5c99dadbbf28 \
-    --hash=sha256:0ff71596bd79816975b3de7130ab1ff4541410285a3c084584eeb1c8239996fd \
-    --hash=sha256:1061bc6cec00adf75347b064ee62b220d66d9bc506acaad1418c79eec45a318c \
-    --hash=sha256:11dd69b1a34b7b9af29012f390825b0cdb0617c0966560e227ca74daa7478ba9 \
-    --hash=sha256:1295325c5a98d552333fa53dc2b026b0ef0ec9c8e73ca3a952990b4c7d65d459 \
-    --hash=sha256:12c249621af6d50a05d9f10af894b404157b15819878e18f75fcbb0213a77d07 \
-    --hash=sha256:12eca820a5d558633d423bf8bb78ce72a55394823f64089247f788a7e0ae691e \
-    --hash=sha256:13805f0461cba0a857924e70ff91ae6d52d2598f79a884e788db80532614a4a1 \
-    --hash=sha256:14bf7a54e43825ec131ee7fe3c60e142e7c2c1e676ad0f93fc893432d15414af \
-    --hash=sha256:151d7520838d4465461a0b7f4ae488b3b00de16183dd3214c1a6b14bf89d7fb6 \
-    --hash=sha256:153c3a4f73563101d4c8102cbff6a5b46f7aa9dbe374eedf1cd3b15fda750566 \
-    --hash=sha256:157c49475b34ecea8809e51123d9769a534e139d1247942f7a4bc67710bb2533 \
-    --hash=sha256:178959906cb1716a1ce08e0d69c82886c70a15a6f2790fc084fdd146ca30cd49 \
-    --hash=sha256:17f8ae90c8e00f225be4899c3023704f23ee6d5638a00c54d6cbe9980068e6f9 \
-    --hash=sha256:1910df4756a5ab58cfad8744fc2d0f23926e3efcc346ee76e87b974abab922f4 \
-    --hash=sha256:1ad86695c19b1d46fe106925db3c7a37f16be37669dcf58dcc70a9dd6e324676 \
-    --hash=sha256:1cc07c639e3a77ef1d32987464d3e408565b8a3be57b545d3542b191054d9923 \
-    --hash=sha256:1d398f372496152f1c6933a33566373f8d1b37b98b8c9d608fa6edc0976f23b2 \
-    --hash=sha256:2220af08163baf5fa36c2b8af079dc2cbe6e66ae061385267f9472362dfd53c6 \
-    --hash=sha256:24cc22070880cc57b830a65cde4e65fa884c6d9b28ae4803b5ee05911e7bafba \
-    --hash=sha256:2524a1e20d4c231d13b50f7cf39e44265b055669a64a7a4b9a2a44faa03f19b6 \
-    --hash=sha256:2a61e2a3fb23c892496d587b470dee7fa1b58b248a187719c65ea8e94ec13257 \
-    --hash=sha256:2d415f18becf6f153046ab6adc97da77e3643a0ee205dae61c4012604113a020 \
-    --hash=sha256:31ab1461c77a11461d703c88eb949e132a1c6515933cf675d97ec680f4bd18de \
-    --hash=sha256:31e3516a0f829d06ded4a2c0f3c7c5561993256bfa1c493975fb9dc7bfa828a1 \
-    --hash=sha256:322b2f0622230f526aeb1738149948a7ae357a9e2ceb1383c6fd1fdaecdafa16 \
-    --hash=sha256:3281ba1d1e60ee7a382a7b958513ba03c2c0d5fcbd9a6f7517c0a81251a23422 \
-    --hash=sha256:3409b50ddbc76377d938f40a7a4662cd449f743f2c6178fd6162b875bf9b0d4f \
-    --hash=sha256:347a93f2b4ce67ce61959665e32a7447c380f8347e55e100daa23766baacf0e5 \
-    --hash=sha256:3573a651d146912da9daa9e29e5fbc45994420daaa9ef1e2fa5823e1dc485513 \
-    --hash=sha256:363c139bf15e1ac5f136b981d3c077eb551299b1effede7f12faa010b8590a60 \
-    --hash=sha256:37d994d0ffe81ef087bb330d392caa809bb5853c77e22ea3f71db024a0543dba \
-    --hash=sha256:3afec3a336a2286601a437cb07562ab0227685e6fbb9ec17e8c18457ff348ecf \
-    --hash=sha256:3b6b3d28228af044ebcded71c4a3dd86e1dbd7e2f4645bf40f7b5da65bb5fb5a \
-    --hash=sha256:3bb5fd680c038fd5229e44e9c493782f90df9bef632fd0499d442374688ff70b \
-    --hash=sha256:3beb1de3b1e9694fcdd853e570ee64c631c7062435d2f8c69c1adf809bc086f0 \
-    --hash=sha256:3e1860f1e43d40e9d904cf22d93e587ea42e010ebce4160877e46bcab4bc232a \
-    --hash=sha256:418a463c3e6a590c0cdc890f8be19adb44a8c8acd175ca5b2a6de77e61d0b386 \
-    --hash=sha256:421da671f43a0189b57a4b8be694576308395f92f55ed3badcde67ab95acef81 \
-    --hash=sha256:43475925a766d01ca8cd9a857fd87f3d50406983c8506a4c07c4df12adcc867f \
-    --hash=sha256:44909f79fb7a4950ec7d96059398f46f634534cd95be9330a3827210af5aaebe \
-    --hash=sha256:44fba4a5f1d179b7ddc7b3dc40f56f9209046421679b57025d4d8821b376fd8d \
-    --hash=sha256:468f0fc114faaa4b36699f8e328bbc3bb11dc418ba94ac52c26dd736d4b6c637 \
-    --hash=sha256:48b542c347c2089f43dc5a6db31d2a6f3cdb04ee33505ec6e9f653834dbb0bde \
-    --hash=sha256:496736f86a9bedaf64b0dc70e3539d0766df01c71ea22032698e88f3f04a1ce9 \
-    --hash=sha256:49a88183a3e5ab0b69d9bbfc0180cbdb247e8bada19fd9403c538b3aa3c24176 \
-    --hash=sha256:49e556558eee5c8c9b2d5da03fd36cfa6c99cae95b3c3887ec64ee1a49ed517a \
-    --hash=sha256:4b6d6b33f141158692bd4eafbb96edbc5aa0dabdb593a962db01a91983d4f8fa \
-    --hash=sha256:4c2454448ce847c72635827bb75c15c5a3434b03ee1afd28cb6dc6fb2597d830 \
-    --hash=sha256:4e15cc9e2817f6481160f930c62842b3ff419e20e13072bcbab12230943092bc \
-    --hash=sha256:503722d52a615f2604f5e7611de7d43878df010dc0053094ef91cb9a9ac3d987 \
-    --hash=sha256:506a0b488f190f0a06769575e30caf71615c898ed93ab18b0dbcb6dec5c3713c \
-    --hash=sha256:50846b9b01f461ee0250d7a701a3d881e9c52ebce335d6e38e0224adc3369f50 \
-    --hash=sha256:50e879ebbac351c81565ca108db766d7832f5b8b6a5b14b8c0151f7190028e3d \
-    --hash=sha256:54876a4e45101cec2bf8f31a973cda073a23e2e108538dad224ba07f85f22487 \
-    --hash=sha256:54a675cb300dda83d71daae2a599389d22db8021a0f8db0dd659e14626eb3ecc \
-    --hash=sha256:565df64437a9390f84465dcca33e7377114c7ede8d05cd2cf20081f831ea788e \
-    --hash=sha256:5886ad85e9e347911783760a1d16cb6b393e8f9e3b52c982568226cb56927bdc \
-    --hash=sha256:5a6ddec83325685e729ca119d1f5c518ec39294212ecd770e60693cdc5f7eb79 \
-    --hash=sha256:5b1bde10324f4c31812ae0d0502e92d916ae8917cad7209353f122b8b8f610c3 \
-    --hash=sha256:5bf2f1940499839b39fef1561b5ecb6ede9ac34ef4457474e1337fc7ef07c2f3 \
-    --hash=sha256:5de686e73690cdaf72b96d4fa083c230ec9020bcc2627ce6316138e2cf2fe2d1 \
-    --hash=sha256:5e7ce913b61f35b0c1c839a49ac9c8e75dd8d860150688aed353b0ce1bf409d8 \
-    --hash=sha256:5ec1e080a3d02d94ea9335bfab0e3374b877e25411422c18f51a943fa4b46381 \
-    --hash=sha256:6318d8b6f6c6c21058928c23289686fc74f37d794170f14b35fecceb515d5e37 \
-    --hash=sha256:646a69b56d8145d85f7fd2289d14fba07880c8a5bda406aa256b407481a61f35 \
-    --hash=sha256:646b8aa66cf0cec9295dfc4e3ac823ee52e338bada9547f5cf2d674212d04b58 \
-    --hash=sha256:6741564a923f082f3c2941c8bb920462ed5b25eaebdd1e161f162233c9a10bc5 \
-    --hash=sha256:693d02c6dc7d1aa0a45921d54cd8c1ff629e09dfdc2238471507af1f7a1c6f04 \
-    --hash=sha256:6be4d70d9ab76c9f324ead9c01af6ff52c324745ea0c3731682a0cf99720f1fe \
-    --hash=sha256:6cc4eefbb542a5d6ffd6d70ea9c502957c925e800f998c5630ecc809d6702bae \
-    --hash=sha256:6e83179bbb208fb72774c06ba227d6e410fa3797de33d0d4c00e3935f81da7d2 \
-    --hash=sha256:6e934bbae1e0ec74e27d5f0d7f37ef547ce5ff9f0a7e63fb39e559fc99526734 \
-    --hash=sha256:6f31143e18e6db136455b16f0e4e6eba943e1889127dd7c649b46a50d54dd836 \
-    --hash=sha256:7426ff0dfa76eb47efc2cc59d4a717bfa9dc9938bff5e49e748bca749f6aa616 \
-    --hash=sha256:74bbd92f8c7fcc397ba0a11bfdc106bc72ad7f11e3a60277753f87e7532b4d81 \
-    --hash=sha256:7553816512c0abb75329c163a1eee77b0802c3757054b910d6e547bd0dbd16b7 \
-    --hash=sha256:79f9efdbc828b02c681a7cefc6d4108d63811b20a8fb8518a40cb2c13ed15452 \
-    --hash=sha256:7ab9a49c410d8c6c786ab99e79c529938d894c01433130353dd0fe999111077a \
-    --hash=sha256:7bd7bc82dd4f185f28f35193c2e968ef46131628e3cac62f639dadf321cba4d1 \
-    --hash=sha256:7c4d596b7676f811172687ec567cbafb9e4dea2f9be1bbb4f622410cb7f40f40 \
-    --hash=sha256:7c76f18d1268d3dc1c8b8facef5b48a9c6172d4a49113afa2d91745f555c75ff \
-    --hash=sha256:7d7148180ec99ba36585b42c8c5de25e9b40191613bc4be68909b4d25a77a852 \
-    --hash=sha256:7fbec49f5341bbdea0c471f7d1e2fb41ae8925af9b6f28025c28defd8eb94274 \
-    --hash=sha256:84415265192072d8638a3afc3c1bc5995e310570cd9acb54dc46d3939e364fe0 \
-    --hash=sha256:845d347df254d6c619f616afa921331bada8614b8d373d58725c663ba97c3605 \
-    --hash=sha256:84710b4e449596a6565ab67293858d2d93a54eeec55722d55c8f0a08b6e6de24 \
-    --hash=sha256:85f5c0e26d945b5bb475e0a3d95193117498130baa7619357bdc7869c2391b5a \
-    --hash=sha256:8653dd7c2eda020545bb2c71c7f7039b53fe7434d0fc1a0a9deb79ab3f1a4fc1 \
-    --hash=sha256:875811ba23c543b1a1c3143c926e43996eb27ebb8f52d3500744aa608c275aed \
-    --hash=sha256:8c5fcfd806c335bfa2adf1cd0b3110a44fc7b6995c3a648c27489bae85801465 \
-    --hash=sha256:8d09dfd2ab135b985daf868b594315ebe11ad86cd9fea46e6c69f19b28f7d25a \
-    --hash=sha256:8d4dea659b57443989ef32f4295104fd6912c73d0bf26d1d148bb88a9f159b02 \
-    --hash=sha256:8e7edb98dd4721a2694542a35a0bdb989b42892086fd0216f7c48762dfe20844 \
-    --hash=sha256:8f4608a06e4d61b7a3425665a46d00e0579122e1a2fae97a0c52953a3aad9aa3 \
-    --hash=sha256:8ff00fcc3eb436617ed8556cf15daf76c2b501248361a065625a588af78a0a02 \
-    --hash=sha256:90b9d1a8bd37d768ffc92a1f651ec69afc532a96fa1ac2ea7abbed5d630b3237 \
-    --hash=sha256:9122ad6f867c4a0f5e655f5c3bdf89103852009dbb442a3d23e688b9e699e800 \
-    --hash=sha256:91c3b07cf3362086d8f126c6aecd8e5e9396ad8b2f2219ea7e49a8250c318acd \
-    --hash=sha256:921c14e93817842dd0dd9f372890a0f0c72e534650b6ab13c5be5cd0db11d47e \
-    --hash=sha256:970f9f8c50961d639cbd0d988c96f80ddf66006de93641719282c4fe7a87c5e6 \
-    --hash=sha256:9e6c0d843f1daf85ea23aeb053579135552bde575b7b98af20bfc667b6e4548d \
-    --hash=sha256:9f1563fdc8abfc389748e6932c7e4e99c89a53e4ec37d4563c24fc06f5e5644b \
-    --hash=sha256:9fd17f14ac0faa12126c2f9ca774a8cf342957265ec3c8669c144e5e6cdb478c \
-    --hash=sha256:a04a6cab47e2166435aaf5b9e5ee41d1532cc8300efdef87f2a4d0acb7db19ed \
-    --hash=sha256:a169a036bed0995e090d1493b283cc2cc8a6f5046821086b843abefff80643bc \
-    --hash=sha256:a2eae53197c6276d5b317f75a1be226bbf440c20b58bf525f36b5d0e1f657ca6 \
-    --hash=sha256:a3b19a42111c4057c1547a4a1396a53961dca576a0f6b82bfa88a2d1561764b2 \
-    --hash=sha256:a6545e6b409e3d5cbafc850fb84c55a1ca26ed15a6b11e3bf07a0e0cd84517c8 \
-    --hash=sha256:a6d73a830b17ef49bc04e00182bd839164c1b3c59c127cd7c54fcb10c7ed8ee8 \
-    --hash=sha256:a778b25874cb0f862eaab5986bff4ca49ffb0def7c0a34c237b948b3c6c775b2 \
-    --hash=sha256:a7f25baec4c5d851d40718d6fae52285b31683093d4ff5207e63ab306ccf14a5 \
-    --hash=sha256:a845a59664d5c531525a467470220f8edc37959e0a6f8e734ffb6654da5c4bee \
-    --hash=sha256:a999771ff97bec27d18341be4f3a36b163bb1ac41ec17bef6d2dabd84acd33c7 \
-    --hash=sha256:ab9dd2c83c4bbd63e422181a76f13502d049d3ddcac9a1bdc29196263d692bb8 \
-    --hash=sha256:abb65b4e947e958f7b3b0d71db3ce447d1bc5f37f5eab871ce7223bda8768a04 \
-    --hash=sha256:acbb48679ddf3852c45280c10ff10d52ca2cd1da2e552fb81db1ff786c75d0e4 \
-    --hash=sha256:ad37c7792479e49cf96c1ab25517d7003fe0d93687a772ba19a097d235bbe41e \
-    --hash=sha256:ad3aa71e12ee634f22b39a0ff439357583706e50765f17f05550f92dbf128a23 \
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+    --hash=sha256:83697b0ea1f10e7f5d8b26a4906fa851393c61546c63839643a2b7fe2d868061 \
+    --hash=sha256:836f11d4474d3228e9909d97216faa4f7505df41cfaf3927eb29809de785a78d \
+    --hash=sha256:83b9130b80b216d56fdf9e87131946b353c9627930c061955a101ea82b09fed9 \
+    --hash=sha256:83d879362ddd0fedd3f2ab8ce7cce3da2049a6d51d16da8af73011c6edf4752f \
+    --hash=sha256:848182a391fffdc25605443e832f5b443f25498edeccf9a64343fd84421ca04b \
+    --hash=sha256:852bfe059720632e2f16a6a4745e41d20937b2bf2a42a401e2412046bb6971cc \
+    --hash=sha256:868a8dcaff1a84ba78038e1cef14fc88ccf84d9b4d12ea604696e0693296aa56 \
+    --hash=sha256:89b11a5cdd441aa463f6d34ca0241602bc09b001a76994b6059828494108c673 \
+    --hash=sha256:89df64c10adfe340fb00330042537cdd6bf0d8d78bad73f29cfe5427eed7b084 \
+    --hash=sha256:8ea8a141eeced4f6262ab6dd71c681ac546a558c30bb586abe087d814b5f85ea \
+    --hash=sha256:8f454166c2ffed45636c8d501741e649851ba2f346c4eb73a64c07ac00428f20 \
+    --hash=sha256:8f759eed402448c2bdbb492e4fba1f20668ffe29688605ea61f0f67f9e4e386d \
+    --hash=sha256:9043877a917be88ccf230aa5667c1bd059bce80f4c2727e4defa1b29b7f48b08 \
+    --hash=sha256:942bc86e9be6fdd6e1175048f5fe8f8fdaaf2309dd1323ef1e155a69cd346780 \
+    --hash=sha256:947a585bcaa235702b7c59433b485489397f9a163b3f56058b9463a46fd9b74c \
+    --hash=sha256:950ac754d16daea42038f38e7465eb84cda4d08d7343c1c915771b29470f065a \
+    --hash=sha256:98d8ac1129b4dd39098cffed94d1284aceb61c3aa396757ccc736ac392e4cee5 \
+    --hash=sha256:98ee81b4b7f3023c9cb04a78cc67610baffcb5812d92f2096cb5a5efc6f19437 \
+    --hash=sha256:9b2ce44bf8f4a1d01f418b3110ff8dff32fd3f3e836c0e06333c3725f243fa6c \
+    --hash=sha256:9d45eee3a95a8b61e5b568580caac91f1502ddb731aaf8f4aa448a98660b2fb4 \
+    --hash=sha256:9db455cb649dcfe4504d6d68a6d83a7315a99a3ca59871dc3ff840671f99adba \
+    --hash=sha256:9df56e6df96a60590935e22373041cccc91fd55858763dcffb55bf63b3a2b396 \
+    --hash=sha256:9e80238259655bf69d7bcd08226a970d7f42605f3157786bfa76dd13472d7fa0 \
+    --hash=sha256:9f23083e1bd9d901f844af7a126727c486e7eada9a1a6791c8f7e73f94fac656 \
+    --hash=sha256:a2489d3a776fa380cb8e71f54c7fda268a9baf3de9b1395093fd280f95735907 \
+    --hash=sha256:a5cd96f6dcdf4fa657b2d95668d71d58455248f98712ecffaa9c528edf40ccae \
+    --hash=sha256:a5eed9d41995a83f3332b4e3396abb7f433cac584222bd7e305b606d8353861e \
+    --hash=sha256:a6617f30641ba0d8baa1635fbefb1dffc5165ec36d26921bd5cee13497cd937a \
+    --hash=sha256:a6e088bd7870775624256a0d84c2a6714afd223b2eeb56b0ca58398e52a32fda \
+    --hash=sha256:a98b2f95cab589e0f5e92c48431afb4d56238b8bf6668edcc66166180e9b509b \
+    --hash=sha256:ad52a0e4bcc0ba956a953a169d1feec2734a64981d689e4fc8f490f7bf91af60 \
+    --hash=sha256:af0c9fedc4a2c24e8664953882fe8185f3790b8338c9c700f76f5ad660817711 \
+    --hash=sha256:afe6380a0e9653a87aa1e6e88fb47718113e5563c7a1cb2bcc23c1d8e17e3961 \
+    --hash=sha256:affb37f152e55b5e4494bb9d0107f7bb08515c6704fbed82d9f61214d74adc17 \
+    --hash=sha256:b0093cf7eeb91b84776e8742113afa4bdf47533d36cf719179aaaf1f56f6f8bf \
+    --hash=sha256:b0de4bf3aa66363552d52c6a89003c479911f12098cd48a53d44a0f7a25f7c46 \
+    --hash=sha256:b30e01a0b97a4bc3f519a4d7a82da3dc53251fb0de5eeea8660dcd4ff094c0c2 \
+    --hash=sha256:b3ba794c3d885803db6c3116686923f1ec13bc86e621e169a375282b63ea1cc6 \
+    --hash=sha256:b3e1107fe5ca030f946dfa59fdbb66b5df121c8432f14b0bdd282d17b297f4eb \
+    --hash=sha256:b5196cc2574cfec572a5f3fb7cfa5ade27305ae3d06516a082132441aff4c83a \
+    --hash=sha256:b6fa3116e40e14e7782fb1a9f872f94b5997de21127c95545ce40196ac1351c5 \
+    --hash=sha256:bb70573d2995d23932e2871120f78d798ebc3572e54c09e694a18ced95c5f8d9 \
+    --hash=sha256:bbcdf9c92d21c65bc75426eecea724c8fa0d35a6e201fdf1630011d4cc3aa685 \
+    --hash=sha256:bcab50a389cc04d87f90092af78a6adba2ab3deca63175a3344ca83514045315 \
+    --hash=sha256:bf28f55e427e0483acb1f666bd0d869b6d5e5a716680c216ad7befe3d4cfba2e \
+    --hash=sha256:bfcd82852c62a60e314670a9602de354c4460f8adad916e2e42a20860c7870bc \
+    --hash=sha256:c240939e963653054fc7e4a17c382829cda4aa88a7daf0af841715dbded1b497 \
+    --hash=sha256:c31a2649bcf1fe97cf11c79848d761df33ac46b3896942d31b640557b486ff6b \
+    --hash=sha256:c4ed42965c2cd9081f011be22f69d0e65d3b6165fe7734072fd0c232840bbd4e \
+    --hash=sha256:c73b6f652f0745425aa6378319c331293b5341756262e9408ed3d45f183375e6 \
+    --hash=sha256:c85949d02c85adf6d786eb94858e124989a632a4e65739835b2fc5761827fac3 \
+    --hash=sha256:c919f38cd3f0b5e8d30b81fd6cac688cf9221560340f0c35cbbb8b2bd77ad6ac \
+    --hash=sha256:c959f88160b13b4e730b0d75b459b7929fc0d2225c284c9683ac95d6feeeac6a \
+    --hash=sha256:cb3fe820c27593f170770d6c8d791936cf6275d9269405fbb7b30a55363c10c8 \
+    --hash=sha256:cf399fac542a1c7a4734a435b93df2c55e858c7d31abf6c1bdf46f9ae67fbfd0 \
+    --hash=sha256:d0b48cdf690a64cedf7258c3dc9506cc41fc86edd7739c40e3098952265dc068 \
+    --hash=sha256:d247b34bf433c92b41689318fd25d246313cab2275a6a47e2efac178b80d6efe \
+    --hash=sha256:d48acabb1e5cb0071009f80d71d7f01b6ba2c1d4b869b1352bb5df3f11bf7dfd \
+    --hash=sha256:d5006c65ec507a333479e76e00e2c368781f16c24ededa764763956b32a0e93e \
+    --hash=sha256:d58ce8b6cfa9c4d2f230557f69caf7c06369e318015d0b19485095bc2c5963ab \
+    --hash=sha256:d59e71153fe9ff85648d00e18649b07e9b22c797291abb7e27274fa06df8b838 \
+    --hash=sha256:d6a5c0bce213b23b0166fe0d35bcbbe23ce4b968f257cc7eb6fd57cb8e1e6297 \
+    --hash=sha256:daa86e4b68221d38e669bb236ba112d0335353829fb627c82e5909e4bbe8694c \
+    --hash=sha256:db77278a6eddadbf44ce5aae2fee5ebb4d061f026b1ce2130d058cd4d7a7b670 \
+    --hash=sha256:dfe0580fbfd5e4af87d0cc52d2044f155d55ebd8c8a93568758a2ea7d8e15975 \
+    --hash=sha256:e14800b9b10bb39d7a60ad4a310e403164d7b8988a27ae933d4e40618a44088e \
+    --hash=sha256:e2a845687219ba3214126f14a8a5861f97c9e065a7d0b8252adb6df13eea86fb \
+    --hash=sha256:e3b87cbd974512c0c5fc7b469c36b2cdc9ee6d76e4ec78bccb2c7184611c49b0 \
+    --hash=sha256:e4a6443968c4e8dc69967e12776776a5952c119cc1bd94168ad1c5ad667c2be1 \
+    --hash=sha256:e605e0b8abca9457abd5bee737e086ab145a20c25083ef1113013612268872ff \
+    --hash=sha256:e6e49370822c1f4d8d90e678b06dbcb08b51a026a7c4b55479e7d467f2e813bc \
+    --hash=sha256:e710ad822c493fb80a4fbc1e3d0a807b1422cb90adbe64378f98291b7fa48fef \
+    --hash=sha256:ea6a3e734b0fd41b82784a400be946821900daebe610c050a5e0760838a34f99 \
+    --hash=sha256:ec55d80e9b8a519d742669e0b49e8ce9e6747be42bf3c138158b6543a9c8e489 \
+    --hash=sha256:ed8bcdab6692fd4ad0dd6241807a24a640a376764460023b8d462d745e6b7b27 \
+    --hash=sha256:f377012b86c0a23a1df0cf5a1b05aa7187649e472f71c7892e5f2c2815bbe74f \
+    --hash=sha256:f6114692261eff4266386cdec0f7d87eee24e317ab397c218b7ae6a76b4c6339 \
+    --hash=sha256:f8044cf4c77f37968b8c4cbcbf7a0f355d8a437877ae18eba23e3aad953a6cc7 \
+    --hash=sha256:f8ed8940435834141061da26d27c4dd0d18fb69777bf431f5c6cc46b43349113 \
+    --hash=sha256:f93e408255ddce525189bf11feaa1be7ee35e55f486c299c97d9caa68d724a5b \
+    --hash=sha256:fb9e256a357dfcede7818c6d34e70db2d6b664394803d1de4b6984d2de76c0f1
     # via datasets
-yarl==1.23.0 \
-    --hash=sha256:03214408cfa590df47728b84c679ae4ef00be2428e11630277be0727eba2d7cc \
-    --hash=sha256:041b1a4cefacf65840b4e295c6985f334ba83c30607441ae3cf206a0eed1a2e4 \
-    --hash=sha256:0793e2bd0cf14234983bbb371591e6bea9e876ddf6896cdcc93450996b0b5c85 \
-    --hash=sha256:0e1fdaa14ef51366d7757b45bde294e95f6c8c049194e793eedb8387c86d5993 \
-    --hash=sha256:0e40111274f340d32ebcc0a5668d54d2b552a6cca84c9475859d364b380e3222 \
-    --hash=sha256:115136c4a426f9da976187d238e84139ff6b51a20839aa6e3720cd1026d768de \
-    --hash=sha256:13a563739ae600a631c36ce096615fe307f131344588b0bc0daec108cdb47b25 \
-    --hash=sha256:16c6994ac35c3e74fb0ae93323bf8b9c2a9088d55946109489667c510a7d010e \
-    --hash=sha256:170e26584b060879e29fac213e4228ef063f39128723807a312e5c7fec28eff2 \
-    --hash=sha256:17235362f580149742739cc3828b80e24029d08cbb9c4bda0242c7b5bc610a8e \
-    --hash=sha256:1932b6b8bba8d0160a9d1078aae5838a66039e8832d41d2992daa9a3a08f7860 \
-    --hash=sha256:1b6b572edd95b4fa8df75de10b04bc81acc87c1c7d16bcdd2035b09d30acc957 \
-    --hash=sha256:1c3a3598a832590c5a3ce56ab5576361b5688c12cb1d39429cf5dba30b510760 \
-    --hash=sha256:1c57676bdedc94cd3bc37724cf6f8cd2779f02f6aba48de45feca073e714fe52 \
-    --hash=sha256:1dc702e42d0684f42d6519c8d581e49c96cefaaab16691f03566d30658ee8788 \
-    --hash=sha256:21d1b7305a71a15b4794b5ff22e8eef96ff4a6d7f9657155e5aa419444b28912 \
-    --hash=sha256:23f371bd662cf44a7630d4d113101eafc0cfa7518a2760d20760b26021454719 \
-    --hash=sha256:2569b67d616eab450d262ca7cb9f9e19d2f718c70a8b88712859359d0ab17035 \
-    --hash=sha256:263cd4f47159c09b8b685890af949195b51d1aa82ba451c5847ca9bc6413c220 \
-    --hash=sha256:2803ed8b21ca47a43da80a6fd1ed3019d30061f7061daa35ac54f63933409412 \
-    --hash=sha256:2a6940a074fb3c48356ed0158a3ca5699c955ee4185b4d7d619be3c327143e05 \
-    --hash=sha256:2e27c8841126e017dd2a054a95771569e6070b9ee1b133366d8b31beb5018a41 \
-    --hash=sha256:31c9921eb8bd12633b41ad27686bbb0b1a2a9b8452bfdf221e34f311e9942ed4 \
-    --hash=sha256:34b6cf500e61c90f305094911f9acc9c86da1a05a7a3f5be9f68817043f486e4 \
-    --hash=sha256:3650dc2480f94f7116c364096bc84b1d602f44224ef7d5c7208425915c0475dd \
-    --hash=sha256:389871e65468400d6283c0308e791a640b5ab5c83bcee02a2f51295f95e09748 \
-    --hash=sha256:39004f0ad156da43e86aa71f44e033de68a44e5a31fc53507b36dd253970054a \
-    --hash=sha256:394906945aa8b19fc14a61cf69743a868bb8c465efe85eee687109cc540b98f4 \
-    --hash=sha256:3ceb13c5c858d01321b5d9bb65e4cf37a92169ea470b70fec6f236b2c9dd7e34 \
-    --hash=sha256:411225bae281f114067578891bc75534cfb3d92a3b4dfef7a6ca78ba354e6069 \
-    --hash=sha256:44bb7bef4ea409384e3f8bc36c063d77ea1b8d4a5b2706956c0d6695f07dcc25 \
-    --hash=sha256:4503053d296bc6e4cbd1fad61cf3b6e33b939886c4f249ba7c78b602214fabe2 \
-    --hash=sha256:4764a6a7588561a9aef92f65bda2c4fb58fe7c675c0883862e6df97559de0bfb \
-    --hash=sha256:4966242ec68afc74c122f8459abd597afd7d8a60dc93d695c1334c5fd25f762f \
-    --hash=sha256:4a42e651629dafb64fd5b0286a3580613702b5809ad3f24934ea87595804f2c5 \
-    --hash=sha256:4a59ba56f340334766f3a4442e0efd0af895fae9e2b204741ef885c446b3a1a8 \
-    --hash=sha256:4c41e021bc6d7affb3364dc1e1e5fa9582b470f283748784bd6ea0558f87f42c \
-    --hash=sha256:5023346c4ee7992febc0068e7593de5fa2bf611848c08404b35ebbb76b1b0512 \
-    --hash=sha256:50f9d8d531dfb767c565f348f33dd5139a6c43f5cbdf3f67da40d54241df93f6 \
-    --hash=sha256:51430653db848d258336cfa0244427b17d12db63d42603a55f0d4546f50f25b5 \
-    --hash=sha256:531ef597132086b6cf96faa7c6c1dcd0361dd5f1694e5cc30375907b9b7d3ea9 \
-    --hash=sha256:53ad387048f6f09a8969631e4de3f1bf70c50e93545d64af4f751b2498755072 \
-    --hash=sha256:53b1ea6ca88ebd4420379c330aea57e258408dd0df9af0992e5de2078dc9f5d5 \
-    --hash=sha256:575aa4405a656e61a540f4a80eaa5260f2a38fff7bfdc4b5f611840d76e9e277 \
-    --hash=sha256:578110dd426f0d209d1509244e6d4a3f1a3e9077655d98c5f22583d63252a08a \
-    --hash=sha256:5ec2f42d41ccbd5df0270d7df31618a8ee267bfa50997f5d720ddba86c4a83a6 \
-    --hash=sha256:5ee586fb17ff8f90c91cf73c6108a434b02d69925f44f5f8e0d7f2f260607eae \
-    --hash=sha256:5f10fd85e4b75967468af655228fbfd212bdf66db1c0d135065ce288982eda26 \
-    --hash=sha256:609d3614d78d74ebe35f54953c5bbd2ac647a7ddb9c30a5d877580f5e86b22f2 \
-    --hash=sha256:62694e275c93d54f7ccedcfef57d42761b2aad5234b6be1f3e3026cae4001cd4 \
-    --hash=sha256:63e92247f383c85ab00dd0091e8c3fa331a96e865459f5ee80353c70a4a42d70 \
-    --hash=sha256:682bae25f0a0dd23a056739f23a134db9f52a63e2afd6bfb37ddc76292bbd723 \
-    --hash=sha256:6b41389c19b07c760c7e427a3462e8ab83c4bb087d127f0e854c706ce1b9215c \
-    --hash=sha256:6e87a6e8735b44816e7db0b2fbc9686932df473c826b0d9743148432e10bb9b9 \
-    --hash=sha256:6f0fd84de0c957b2d280143522c4f91a73aada1923caee763e24a2b3fda9f8a5 \
-    --hash=sha256:70efd20be968c76ece7baa8dafe04c5be06abc57f754d6f36f3741f7aa7a208e \
-    --hash=sha256:71d006bee8397a4a89f469b8deb22469fe7508132d3c17fa6ed871e79832691c \
-    --hash=sha256:73309162a6a571d4cbd3b6a1dcc703c7311843ae0d1578df6f09be4e98df38d4 \
-    --hash=sha256:75e3026ab649bf48f9a10c0134512638725b521340293f202a69b567518d94e0 \
-    --hash=sha256:76855800ac56f878847a09ce6dba727c93ca2d89c9e9d63002d26b916810b0a2 \
-    --hash=sha256:7c6b9461a2a8b47c65eef63bb1c76a4f1c119618ffa99ea79bc5bb1e46c5821b \
-    --hash=sha256:803a3c3ce4acc62eaf01eaca1208dcf0783025ef27572c3336502b9c232005e7 \
-    --hash=sha256:80e6d33a3d42a7549b409f199857b4fb54e2103fc44fb87605b6663b7a7ff750 \
-    --hash=sha256:8419ebd326430d1cbb7efb5292330a2cf39114e82df5cc3d83c9a0d5ebeaf2f2 \
-    --hash=sha256:85610b4f27f69984932a7abbe52703688de3724d9f72bceb1cca667deff27474 \
-    --hash=sha256:85e9beda1f591bc73e77ea1c51965c68e98dafd0fec72cdd745f77d727466716 \
-    --hash=sha256:877b0738624280e34c55680d6054a307aa94f7d52fa0e3034a9cc6e790871da7 \
-    --hash=sha256:88f9fb0116fbfcefcab70f85cf4b74a2b6ce5d199c41345296f49d974ddb4123 \
-    --hash=sha256:8c4fe09e0780c6c3bf2b7d4af02ee2394439d11a523bbcf095cf4747c2932007 \
-    --hash=sha256:93a784271881035ab4406a172edb0faecb6e7d00f4b53dc2f55919d6c9688595 \
-    --hash=sha256:94f8575fbdf81749008d980c17796097e645574a3b8c28ee313931068dad14fe \
-    --hash=sha256:95451e6ce06c3e104556d73b559f5da6c34a069b6b62946d3ad66afcd51642ea \
-    --hash=sha256:99c8a9ed30f4164bc4c14b37a90208836cbf50d4ce2a57c71d0f52c7fb4f7598 \
-    --hash=sha256:9a18d6f9359e45722c064c97464ec883eb0e0366d33eda61cb19a244bf222679 \
-    --hash=sha256:9cbf44c5cb4a7633d078788e1b56387e3d3cf2b8139a3be38040b22d6c3221c8 \
-    --hash=sha256:9ee33b875f0b390564c1fb7bc528abf18c8ee6073b201c6ae8524aca778e2d83 \
-    --hash=sha256:a0e317df055958a0c1e79e5d2aa5a5eaa4a6d05a20d4b0c9c3f48918139c9fc6 \
-    --hash=sha256:a2df6afe50dea8ae15fa34c9f824a3ee958d785fd5d089063d960bae1daa0a3f \
-    --hash=sha256:a31de1613658308efdb21ada98cbc86a97c181aa050ba22a808120bb5be3ab94 \
-    --hash=sha256:a3d2bff8f37f8d0f96c7ec554d16945050d54462d6e95414babaa18bfafc7f51 \
-    --hash=sha256:a41bcf68efd19073376eb8cf948b8d9be0af26256403e512bb18f3966f1f9120 \
-    --hash=sha256:a82836cab5f197a0514235aaf7ffccdc886ccdaa2324bc0aafdd4ae898103039 \
-    --hash=sha256:a8d00f29b42f534cc8aa3931cfe773b13b23e561e10d2b26f27a8d309b0e82a1 \
-    --hash=sha256:aafe5dcfda86c8af00386d7781d4c2181b5011b7be3f2add5e99899ea925df05 \
-    --hash=sha256:ab5f043cb8a2d71c981c09c510da013bc79fd661f5c60139f00dd3c3cc4f2ffb \
-    --hash=sha256:ac09d42f48f80c9ee1635b2fcaa819496a44502737660d3c0f2ade7526d29144 \
-    --hash=sha256:aecfed0b41aa72b7881712c65cf764e39ce2ec352324f5e0837c7048d9e6daaa \
-    --hash=sha256:b2c6b50c7b0464165472b56b42d4c76a7b864597007d9c085e8b63e185cf4a7a \
-    --hash=sha256:b35d13d549077713e4414f927cdc388d62e543987c572baee613bf82f11a4b99 \
-    --hash=sha256:b39cb32a6582750b6cc77bfb3c49c0f8760dc18dc96ec9fb55fbb0f04e08b928 \
-    --hash=sha256:b5405bb8f0e783a988172993cfc627e4d9d00432d6bbac65a923041edacf997d \
-    --hash=sha256:baaf55442359053c7d62f6f8413a62adba3205119bcb6f49594894d8be47e5e3 \
-    --hash=sha256:bd654fad46d8d9e823afbb4f87c79160b5a374ed1ff5bde24e542e6ba8f41434 \
-    --hash=sha256:be61f6fff406ca40e3b1d84716fde398fc08bc63dd96d15f3a14230a0973ed86 \
-    --hash=sha256:bf49a3ae946a87083ef3a34c8f677ae4243f5b824bfc4c69672e72b3d6719d46 \
-    --hash=sha256:c4a80f77dc1acaaa61f0934176fccca7096d9b1ff08c8ba9cddf5ae034a24319 \
-    --hash=sha256:c75eb09e8d55bceb4367e83496ff8ef2bc7ea6960efb38e978e8073ea59ecb67 \
-    --hash=sha256:c7f8dc16c498ff06497c015642333219871effba93e4a2e8604a06264aca5c5c \
-    --hash=sha256:c8aa34a5c864db1087d911a0b902d60d203ea3607d91f615acd3f3108ac32169 \
-    --hash=sha256:cbb0fef01f0c6b38cb0f39b1f78fc90b807e0e3c86a7ff3ce74ad77ce5c7880c \
-    --hash=sha256:cde9a2ecd91668bcb7f077c4966d8ceddb60af01b52e6e3e2680e4cf00ad1a59 \
-    --hash=sha256:cff6d44cb13d39db2663a22b22305d10855efa0fa8015ddeacc40bc59b9d8107 \
-    --hash=sha256:d1009abedb49ae95b136a8904a3f71b342f849ffeced2d3747bf29caeda218c4 \
-    --hash=sha256:d38c1e8231722c4ce40d7593f28d92b5fc72f3e9774fe73d7e800ec32299f63a \
-    --hash=sha256:d53834e23c015ee83a99377db6e5e37d8484f333edb03bd15b4bc312cc7254fb \
-    --hash=sha256:d7504f2b476d21653e4d143f44a175f7f751cd41233525312696c76aa3dbb23f \
-    --hash=sha256:dbf507e9ef5688bada447a24d68b4b58dd389ba93b7afc065a2ba892bea54769 \
-    --hash=sha256:dc52310451fc7c629e13c4e061cbe2dd01684d91f2f8ee2821b083c58bd72432 \
-    --hash=sha256:dd00607bffbf30250fe108065f07453ec124dbf223420f57f5e749b04295e090 \
-    --hash=sha256:dda608c88cf709b1d406bdfcd84d8d63cff7c9e577a403c6108ce8ce9dcc8764 \
-    --hash=sha256:debe9c4f41c32990771be5c22b56f810659f9ddf3d63f67abfdcaa2c6c9c5c1d \
-    --hash=sha256:e09fd068c2e169a7070d83d3bde728a4d48de0549f975290be3c108c02e499b4 \
-    --hash=sha256:e0fd068364a6759bc794459f0a735ab151d11304346332489c7972bacbe9e72b \
-    --hash=sha256:e4c53f8347cd4200f0d70a48ad059cabaf24f5adc6ba08622a23423bc7efa10d \
-    --hash=sha256:e5723c01a56c5028c807c701aa66722916d2747ad737a046853f6c46f4875543 \
-    --hash=sha256:e7b0460976dc75cb87ad9cc1f9899a4b97751e7d4e77ab840fc9b6d377b8fd24 \
-    --hash=sha256:e9d9a4d06d3481eab79803beb4d9bd6f6a8e781ec078ac70d7ef2dcc29d1bea5 \
-    --hash=sha256:ead11956716a940c1abc816b7df3fa2b84d06eaed8832ca32f5c5e058c65506b \
-    --hash=sha256:ed5f69ce7be7902e5c70ea19eb72d20abf7d725ab5d49777d696e32d4fc1811d \
-    --hash=sha256:f2af5c81a1f124609d5f33507082fc3f739959d4719b56877ab1ee7e7b3d602b \
-    --hash=sha256:f40e782d49630ad384db66d4d8b73ff4f1b8955dc12e26b09a3e3af064b3b9d6 \
-    --hash=sha256:f514f6474e04179d3d33175ed3f3e31434d3130d42ec153540d5b157deefd735 \
-    --hash=sha256:f69f57305656a4852f2a7203efc661d8c042e6cc67f7acd97d8667fb448a426e \
-    --hash=sha256:fb1e8b8d66c278b21d13b0a7ca22c41dd757a7c209c6b12c313e445c31dd3b28 \
-    --hash=sha256:fb4948814a2a98e3912505f09c9e7493b1506226afb1f881825368d6fb776ee3 \
-    --hash=sha256:fda207c815b253e34f7e1909840fd14299567b1c0eb4908f8c2ce01a41265401 \
-    --hash=sha256:fe8f8f5e70e6dbdfca9882cd9deaac058729bcf323cf7a58660901e55c9c94f6 \
-    --hash=sha256:fffc45637bcd6538de8b85f51e3df3223e4ad89bccbfca0481c08c7fc8b7ed7d
+yarl==1.24.5 \
+    --hash=sha256:0055afc45e864b92729ac7600e2d102c17bef060647e74bca75fa84d66b9ff36 \
+    --hash=sha256:0465ec8cedc2349b97a6b595ace64084a50c6e839eca40aa0626f38b8350e331 \
+    --hash=sha256:0ebfaffe1a16cb72141c8e09f18cc76856dbe58639f393a4f2b26e474b96b871 \
+    --hash=sha256:16a2f5010280020e90f5330257e6944bc33e73593b136cc5a241e6c1dc292498 \
+    --hash=sha256:17f57620f5475b3c69109376cc87e42a7af5db13c9398e4292772a706ff10780 \
+    --hash=sha256:2120b96872df4a117cde97d270bac96aea7cc52205d305cf4611df694a487027 \
+    --hash=sha256:240cbec09667c1fed4c6cd0060b9ec57332427d7441289a2ed8875dc9fb2b224 \
+    --hash=sha256:24e861e9630e0daddcb9191fb187f60f034e17a4426f8101279f0c475cd74144 \
+    --hash=sha256:2729fcfc4f6a596fb0c50f32090400aa9367774ac296a00387e65098c0befa76 \
+    --hash=sha256:2c1fe720934a16ea8e7146175cba2126f87f54912c8c5435e7f7c7a51ef808d3 \
+    --hash=sha256:2cabe6546e41dabe439999a23fcb5246e0c3b595b4315b96ef755252be90caeb \
+    --hash=sha256:2dbe06fc16bc91502bca713704022182e5729861ae00277c3a23354b40929740 \
+    --hash=sha256:3363fcc96e665878946ad7a106b9a13eac0541766a690ef287c0232ac768b6ec \
+    --hash=sha256:377fe3732edbaf78ee74efdf2c9f49f6e99f20e7f9d2649fda3eb4badd77d76e \
+    --hash=sha256:3ac6aff147deb9c09461b2d4bbdf6256831198f5d8a23f5d37138213090b6d8a \
+    --hash=sha256:3f45789ce415a7ec0820dc4f82925f9b5f7732070be1dec1f5f23ec381435a24 \
+    --hash=sha256:4103b77b8a8225e413107d2349b65eb3c1c52627b5cc5c3c4c1c6a798b218950 \
+    --hash=sha256:4377407001ca3c057773f44d8ddd6358fa5f691407c1ba92210bd3cf8d9e4c95 \
+    --hash=sha256:46c2f213e23a04b93a392942d782eb9e413e6ef6bf7c8c53884e599a5c174dcb \
+    --hash=sha256:47e98aab9d8d82ff682e7b0b5dded33bf138a32b817fcf7fa3b27b2d7c412928 \
+    --hash=sha256:4a36f9becdd4c5c52a20c3e9484128b070b1dcfc8944c006f3a528295a359a9c \
+    --hash=sha256:4af7b7e1be0a69bee8210735fe6dcfc38879adfac6d62e789d53ba432d1ffa41 \
+    --hash=sha256:4d97a951a81039050e45f04e96689b58b8243fa5e62aa14fe67cb6075300885e \
+    --hash=sha256:4db9aecb141cb7a5447171b57aa1ed3a8fee06af40b992ffc31206c0b0121550 \
+    --hash=sha256:53e549287ef628fecba270045c9701b0c564563a9b0577d24a4ec75b8ab8040f \
+    --hash=sha256:56b149b22de33b23b0c6077ab9518c6dcb538ad462e1830e68d06591ccf6e38b \
+    --hash=sha256:570fec8fbd22b032733625f03f10b7ff023bc399213db15e72a7acaef28c2f4e \
+    --hash=sha256:5b8ee53be440a0cffc991a27be3057e0530122548dbe7c0892df08822fce5ede \
+    --hash=sha256:5ba4f78df2bcc19f764a4b26a8a4f5049c110090ad5825993aacb052bf8003ad \
+    --hash=sha256:5c55256dee8f4b27bfbf636c8363383c7c8db7890c7cba5217d7bd5f5f21dab6 \
+    --hash=sha256:5c88e5815a49d289e599f3513aa7fde0bc2092ff188f99c940f007f90f53d104 \
+    --hash=sha256:5fede79c6f73ff2c3ef822864cb1ada23196e62756df53bc6231d351a49516a2 \
+    --hash=sha256:65be18ec59496c13908f02a2472751d9ef840b4f3fb5726f129306bf6a2a7bba \
+    --hash=sha256:66410eb6345d467151934b49bfa70fb32f5b35a6140baa40ad97d6436abea2e9 \
+    --hash=sha256:665b0a2c463cc9423dd647e0bfd9f4ccc9b50f768c55304d5e9f80b177c1de12 \
+    --hash=sha256:6b8536851f9f65e7f00c7a1d49ba7f2be0ffe2c11555367fc9f50d9f842410a1 \
+    --hash=sha256:6c95b17fe34ed802f17e205112e6e10db92275c34fee290aa9bdc55a9c724027 \
+    --hash=sha256:6e73e7fe93f17a7b191f52ec9da9dd8c06a8fe735a1ecbd13b97d1c723bff385 \
+    --hash=sha256:6efbccc3d7f75d5b03105172a8dc86d82ba4da86817952529dd93185f4a88be2 \
+    --hash=sha256:709f1efed56c4a145793c046cd4939f9959bcd818979a787b77d8e09c57a0840 \
+    --hash=sha256:79af890482fc94648e8cde4c68620378f7fef60932710fa17a66abc039244da2 \
+    --hash=sha256:7bcbe0fcf850eae67b6b01749815a4f7161c560a844c769ad7b48fcd99f791c4 \
+    --hash=sha256:7c0494a31a1ac5461a226e7947a9c9b78c44e1dc7185164fa7e9651557a5d9bc \
+    --hash=sha256:7ce27823052e2013b597e0c738b13e7e36b8ccb9400df8959417b052ab0fd92c \
+    --hash=sha256:7f72c74aa99359e27a2ee8d6613fefa28b5f76a983c083074dfc2aaa4ab46213 \
+    --hash=sha256:7fa5e51397466ea7e98de493fa2ff1b8193cfef8a7b0f9b4842f92d342df0dba \
+    --hash=sha256:82632daed195dcc8ea664e8556dc9bdbd671960fb3776bd92806ce05792c2448 \
+    --hash=sha256:82f75e05912e84b7a0fe57075d9c59de3cb352b928330f2eb69b2e1f54c3e1f0 \
+    --hash=sha256:841f0852f48fefea3b12c9dfec00704dfa3aef5215d0e3ce564bb3d7cd8d57c6 \
+    --hash=sha256:874019bd513008b009f58657134e5d0c5e030b3559bd0553976837adf52fe966 \
+    --hash=sha256:88f50c94e21a0a7f14042c015b0eba1881af78562e7bf007e0033e624da59750 \
+    --hash=sha256:89a1bbb58e0e3f7a283653d854b1e95d65e5cfd4af224dac5f02629ec1a3e621 \
+    --hash=sha256:8a6987eaad834cb32dd57d9d582225f0054a5d1af706ccfbbdba735af4927e13 \
+    --hash=sha256:8ac73abdc7ab75610f95a8fd994c6457e87752b02a63987e188f937a1fc180f0 \
+    --hash=sha256:8ccf9aca873b767977c73df497a85dbedee4ee086ae9ae49dc461333b9b79f58 \
+    --hash=sha256:90333fd89b43c0d08ac85f3f1447593fc2c66de18c3d6378d7125ea118dc7a54 \
+    --hash=sha256:92ab3e11448f2ff7bf53c5a26eff0edc086898ec8b21fb154b85839ce1d88075 \
+    --hash=sha256:9335a099ad87287c37fe5d1a982ff392fa5efe5d14b40a730b1ec1d6a41382b4 \
+    --hash=sha256:96d30286dd02679e32a39aa8f0b7498fc847fcda46cfc09df5513e82ce252440 \
+    --hash=sha256:9baafc71b04f8f4bb0703b21d6fc9f0c30b346c636a532ff16ec8491a5ea4b1f \
+    --hash=sha256:9d1216a7f6f77836617dba35687c5b78a4170afc3c3f18fc788f785ba26565c4 \
+    --hash=sha256:9d399bdcfb4a0f659b9b3788bbc89babe63d9a6a65aacdf4d4e7065ff2e6316c \
+    --hash=sha256:9e4e16c73d717c5cf27626c524d0a2e261ad20e46932b2670f64ad5dde23e26f \
+    --hash=sha256:9f4d8cf085a4c6a40fb97ea0f46938a8df43c85d31f9d45e2a8867ea9293790d \
+    --hash=sha256:a33700d13d9b7d84fd10947b09ff69fb9a792e519c8cb9764a3ca70baa6c23a7 \
+    --hash=sha256:a3732e66413163e72508da9eff9ce9d2846fde51fae45d3605393d3e6cd303e9 \
+    --hash=sha256:a4582acf7ef76482f6f511ebaf1946dae7f2e85ec4728b81a678c01df63bd723 \
+    --hash=sha256:a61834fb15d81322d872eaafd333838ae7c9cea84067f232656f75965933d047 \
+    --hash=sha256:a7cff474ab7cd149765bb784cf6d78b32e18e20473fb7bda860bce98ab58e9da \
+    --hash=sha256:a8fe66b8f300da93798025a785a5b90b42f3810dc2b72283ff84a41aaaebc293 \
+    --hash=sha256:a929d878fec099030c292803b31e5d5540a7b6a31e6a3cc76cb4685fc2a2f51b \
+    --hash=sha256:ad5d8201d310b031e6cd839d9bac2d4e5a01533ce5d3d5b50b7de1ef3af1de61 \
+    --hash=sha256:af3aefa655adb5869491fa907e652290386800ae99cc50095cba71e2c6aefdca \
+    --hash=sha256:c0ebc836c47a6477e182169c6a476fc691d12b518894bf7dd2572f0d59f1c7ed \
+    --hash=sha256:c687ed078e145f5fd53a14854beff320e1d2ab76df03e2009c98f39a0f68f39a \
+    --hash=sha256:cbb833ccacdb5519eff9b8b71ee618cc2801c878e77e288775d77c3a2ced858a \
+    --hash=sha256:cf139c02f5f23ef6532040a30ff662c00a318c952334f211046b8e60b7f17688 \
+    --hash=sha256:d46b86567dd4e248c6c159fcbcdcce01e0a5c8a7cd2334a0fff759d0fa075b16 \
+    --hash=sha256:d693396e5aea78db03decd60aec9ece16c9b40ba00a587f089615ff4e718a81d \
+    --hash=sha256:d897129df1a22b12aeed2c2c98df0785a2e8e6e0bde87b389491d0025c187077 \
+    --hash=sha256:daba5e594f06114e37db186efd2dd916609071e59daca901a0a2e71f02b142ce \
+    --hash=sha256:dd625535328fd9882374356269227670189adfcc6a2d90284f323c05862eecbd \
+    --hash=sha256:e006d3a974c4ee19512e5f058abedb6eef36a5e553c14812bdeba1758d812e6d \
+    --hash=sha256:e1ae548a9d901adca07899a4147a7c826bbcc06239d3ce9a59f57886a28a4c88 \
+    --hash=sha256:e2935f8c39e3b03e83519292d78f075189978f3f4adc15a78144c7c8e2a1cba5 \
+    --hash=sha256:e42d75862735da90e7fc5a7b23db0c976f737113a54b3c9777a9b665e9cbff75 \
+    --hash=sha256:e7d42c531243450ef0d4d9c172e7ed6ef052640f195629065041b5add4e058d1 \
+    --hash=sha256:e81b83143bee16329c23db3c1b2d82b29892fcbcb849186d2f6e98a5abe9a57f \
+    --hash=sha256:e8ffa78582120024f476a611d7befc123cee59e47e8309d470cf667d806e613b \
+    --hash=sha256:ebb0ec7f17803063d5aeb982f3b1bd2b2f4e4fae6751226cbd6ba1fcfe9e63ff \
+    --hash=sha256:f08c7513ecef5aad65687bfdf6bc601ae9fccd04a42904501f8f7141abad9eb9 \
+    --hash=sha256:f0a658a6d3fafee5c6f63c58f3e785c8c43c93fbc02bf9f2b6663f8185e0971f \
+    --hash=sha256:f0e466ed7511fe9d459a819edbc6c2585c0b6eabde9fa8a8947552468a7a6ef0 \
+    --hash=sha256:f141474e85b7e54998ec5180530a7cda99ab29e282fa50e0756d89981a9b43c5 \
+    --hash=sha256:f4239bbec5a3577ddb49e4b50aeb32d8e5792098262ae2f63723f916a29b1a25 \
+    --hash=sha256:f540c013589084679a6c7fac07096b10159737918174f5dfc5e11bf5bca4dfe6 \
+    --hash=sha256:f9f3e9c8a9ecffa57bef8fb4fa19e5fa4d2d8307cf6bac5b1fca5e5860f4ba00 \
+    --hash=sha256:fa139875ff98ab97da323cfadfaff08900d1ad42f1b5087b0b812a55c5a06373 \
+    --hash=sha256:fcd3b77e2f17bbe4ca56ec7bcb07992647d19d0b9c05d84886dcd6f9eb810afd \
+    --hash=sha256:fd8c81f346b58f45818d09ea11db69a8d5fd34a224b79871f6d44f12cd7977b1 \
+    --hash=sha256:fe7b7bb170daccbba19ad33012d2b15f1e7942296fd4d45fc1b79013da8cc0f2 \
+    --hash=sha256:ff330d3c30db4eb6b01d79e29d2d0b407a7ecad39cfd9ec993ece57396a2ec0d \
+    --hash=sha256:ff405d91509d88e8d44129cd87b18d70acd1f0c1aeabd7bc3c46792b1fe2acba \
+    --hash=sha256:ffcd54362564dc1a30fb74d8b8a6e5a6b11ebd5e27266adc3b7427a21a6c9104
     # via aiohttp
-zipp==3.23.1 \
-    --hash=sha256:0b3596c50a5c700c9cb40ba8d86d9f2cc4807e9bedb06bcdf7fac85633e444dc \
-    --hash=sha256:32120e378d32cd9714ad503c1d024619063ec28aad2248dc6672ad13edfa5110
+zipp==4.1.0 \
+    --hash=sha256:25ad4e16390cd314347dd8f1de67a2ac538ae658ed4ab9db16029c07c188e97f \
+    --hash=sha256:4cb57381f544315db7688e976e922a2b18cdb513d21cc194eb42232ba2a3e602
     # via importlib-metadata
 zstandard==0.25.0 \
     --hash=sha256:011d388c76b11a0c165374ce660ce2c8efa8e5d87f34996aa80f9c0816698b64 \
@@ -6931,5 +7564,10 @@ zstandard==0.25.0 \
     --hash=sha256:fd7a5004eb1980d3cefe26b2685bcb0b17989901a70a1040d1ac86f1d898c551 \
     --hash=sha256:ffef5a74088f1e09947aecf91011136665152e0b4b359c42be3373897fb39b01
     # via
-    #   clickhouse-connect
+    #   pyiceberg
     #   trino
+
+httpx-sse==0.4.0 \
+    --hash=sha256:1e81a3a3070ce322add1d3529ed42eb5f70817f45ed6ec915ab753f961139721 \
+    --hash=sha256:f329af6eae57eaa2bdfd962b42524764af68075ea87370a2de920af5341e318f
+    # via mcp
diff --git a/sdk/python/requirements/py3.10-minimal-requirements.txt b/sdk/python/requirements/py3.10-minimal-requirements.txt
index bc2c15b8eac..06b7b6f1402 100644
--- a/sdk/python/requirements/py3.10-minimal-requirements.txt
+++ b/sdk/python/requirements/py3.10-minimal-requirements.txt
@@ -1,135 +1,136 @@
 # This file was autogenerated by uv via the following command:
 #    uv pip compile -p 3.10 --no-strip-extras pyproject.toml --extra minimal --generate-hashes --output-file sdk/python/requirements/py3.10-minimal-requirements.txt
-aiobotocore==2.23.1 \
-    --hash=sha256:a59f2a78629b97d52f10936b79c73de64e481a8c44a62c1871f088df6c1afc4f \
-    --hash=sha256:d81c54d2eae2406ea9a473fea518fed580cf37bc4fc51ce43ba81546e5305114
+aiobotocore==3.8.0 \
+    --hash=sha256:80a1eb64ea915f3af3c1518669975bae74a17b2f37c14eb0fa2f83b915974670 \
+    --hash=sha256:8bc605132cadfe844a3f334635a0a64fa5e360a4a206e915d99d53db5b6deeba
     # via feast (pyproject.toml)
-aiohappyeyeballs==2.6.1 \
-    --hash=sha256:c3f9d0113123803ccadfdf3f0faa505bc78e6a72d1cc4806cbd719826e943558 \
-    --hash=sha256:f349ba8f4b75cb25c99c5c2d84e997e485204d2902a9597802b0371f09331fb8
+aiohappyeyeballs==2.7.1 \
+    --hash=sha256:065665c041c42a5938ed220bdcd7230f22527fbec085e1853d2402c8a3615d9d \
+    --hash=sha256:9243213661e29250eb41368e5daa826fc017156c3b8a11440826b2e3ed376472
     # via aiohttp
-aiohttp==3.13.5 \
-    --hash=sha256:019a67772e034a0e6b9b17c13d0a8fe56ad9fb150fc724b7f3ffd3724288d9e5 \
-    --hash=sha256:02222e7e233295f40e011c1b00e3b0bd451f22cf853a0304c3595633ee47da4b \
-    --hash=sha256:023ecba036ddd840b0b19bf195bfae970083fd7024ce1ac22e9bba90464620e9 \
-    --hash=sha256:02e048037a6501a5ec1f6fc9736135aec6eb8a004ce48838cb951c515f32c80b \
-    --hash=sha256:0494a01ca9584eea1e5fbd6d748e61ecff218c51b576ee1999c23db7066417d8 \
-    --hash=sha256:0f7a18f258d124cd678c5fe072fe4432a4d5232b0657fca7c1847f599233c83a \
-    --hash=sha256:10a75acfcf794edf9d8db50e5a7ec5fc818b2a8d3f591ce93bc7b1210df016d2 \
-    --hash=sha256:110e448e02c729bcebb18c60b9214a87ba33bac4a9fa5e9a5f139938b56c6cb1 \
-    --hash=sha256:147b4f501d0292077f29d5268c16bb7c864a1f054d7001c4c1812c0421ea1ed0 \
-    --hash=sha256:157826e2fa245d2ef46c83ea8a5faf77ca19355d278d425c29fda0beb3318037 \
-    --hash=sha256:15c933ad7920b7d9a20de151efcd05a6e38302cbf0e10c9b2acb9a42210a2416 \
-    --hash=sha256:178c7b5e62b454c2bc790786e6058c3cc968613b4419251b478c153a4aec32b1 \
-    --hash=sha256:18a2f6c1182c51baa1d28d68fea51513cb2a76612f038853c0ad3c145423d3d9 \
-    --hash=sha256:1efb06900858bb618ff5cee184ae2de5828896c448403d51fb633f09e109be0a \
-    --hash=sha256:20058e23909b9e65f9da62b396b77dfa95965cbe840f8def6e572538b1d32e36 \
-    --hash=sha256:206b7b3ef96e4ce211754f0cd003feb28b7d81f0ad26b8d077a5d5161436067f \
-    --hash=sha256:20ae0ff08b1f2c8788d6fb85afcb798654ae6ba0b747575f8562de738078457b \
-    --hash=sha256:2294172ce08a82fb7c7273485895de1fa1186cc8294cfeb6aef4af42ad261174 \
-    --hash=sha256:241a94f7de7c0c3b616627aaad530fe2cb620084a8b144d3be7b6ecfe95bae3b \
-    --hash=sha256:26d2f8546f1dfa75efa50c3488215a903c0168d253b75fba4210f57ab77a0fb8 \
-    --hash=sha256:2837fb92951564d6339cedae4a7231692aa9f73cbc4fb2e04263b96844e03b4e \
-    --hash=sha256:2994be9f6e51046c4f864598fd9abeb4fba6e88f0b2152422c9666dcd4aea9c6 \
-    --hash=sha256:2d6d44a5b48132053c2f6cd5c8cb14bc67e99a63594e336b0f2af81e94d5530c \
-    --hash=sha256:31cebae8b26f8a615d2b546fee45d5ffb76852ae6450e2a03f42c9102260d6fe \
-    --hash=sha256:327cc432fdf1356fb4fbc6fe833ad4e9f6aacb71a8acaa5f1855e4b25910e4a9 \
-    --hash=sha256:329f292ed14d38a6c4c435e465f48bebb47479fd676a0411936cc371643225cc \
-    --hash=sha256:330f5da04c987f1d5bdb8ae189137c77139f36bd1cb23779ca1a354a4b027800 \
-    --hash=sha256:33add2463dde55c4f2d9635c6ab33ce154e5ecf322bd26d09af95c5f81cfa286 \
-    --hash=sha256:347542f0ea3f95b2a955ee6656461fa1c776e401ac50ebce055a6c38454a0adf \
-    --hash=sha256:39380e12bd1f2fdab4285b6e055ad48efbaed5c836433b142ed4f5b9be71036a \
-    --hash=sha256:3a807cabd5115fb55af198b98178997a5e0e57dead43eb74a93d9c07d6d4a7dc \
-    --hash=sha256:3b13560160d07e047a93f23aaa30718606493036253d5430887514715b67c9d9 \
-    --hash=sha256:3df334e39d4c2f899a914f1dba283c1aadc311790733f705182998c6f7cae665 \
-    --hash=sha256:4bb6bf5811620003614076bdc807ef3b5e38244f9d25ca5fe888eaccea2a9832 \
-    --hash=sha256:4beac52e9fe46d6abf98b0176a88154b742e878fdf209d2248e99fcdf73cd297 \
-    --hash=sha256:4e704c52438f66fdd89588346183d898bb42167cf88f8b7ff1c0f9fc957c348f \
-    --hash=sha256:4eac02d9af4813ee289cd63a361576da36dba57f5a1ab36377bc2600db0cbb73 \
-    --hash=sha256:53fc049ed6390d05423ba33103ded7281fe897cf97878f369a527070bd95795b \
-    --hash=sha256:55b3bdd3292283295774ab585160c4004f4f2f203946997f49aac032c84649e9 \
-    --hash=sha256:57653eac22c6a4c13eb22ecf4d673d64a12f266e72785ab1c8b8e5940d0e8090 \
-    --hash=sha256:60869c7ac4aaabe7110f26499f3e6e5696eae98144735b12a9c3d9eae2b51a49 \
-    --hash=sha256:636bc362f0c5bbc7372bc3ae49737f9e3030dbce469f0f422c8f38079780363d \
-    --hash=sha256:676e5651705ad5d8a70aeb8eb6936c436d8ebbd56e63436cb7dd9bb36d2a9a46 \
-    --hash=sha256:69f571de7500e0557801c0b51f4780482c0ec5fe2ac851af5a92cfce1af1cb83 \
-    --hash=sha256:6a7cbeb06d1070f1d14895eeeed4dac5913b22d7b456f2eb969f11f4b3993796 \
-    --hash=sha256:6cf81fe010b8c17b09495cbd15c1d35afbc8fb405c0c9cf4738e5ae3af1d65be \
-    --hash=sha256:6e27ea05d184afac78aabbac667450c75e54e35f62238d44463131bd3f96753d \
-    --hash=sha256:6f1cbf0c7926d315c3c26c2da41fd2b5d2fe01ac0e157b78caefc51a782196cf \
-    --hash=sha256:6f497a6876aa4b1a102b04996ce4c1170c7040d83faa9387dd921c16e30d5c83 \
-    --hash=sha256:756c3c304d394977519824449600adaf2be0ccee76d206ee339c5e76b70ded25 \
-    --hash=sha256:77dfa48c9f8013271011e51c00f8ada19851f013cde2c48fca1ba5e0caf5bb06 \
-    --hash=sha256:7996023b2ed59489ae4762256c8516df9820f751cf2c5da8ed2fb20ee50abab3 \
-    --hash=sha256:7ab7229b6f9b5c1ba4910d6c41a9eb11f543eadb3f384df1b4c293f4e73d44d6 \
-    --hash=sha256:7becdf835feff2f4f335d7477f121af787e3504b48b449ff737afb35869ba7bb \
-    --hash=sha256:7c35b0bf0b48a70b4cb4fc5d7bed9b932532728e124874355de1a0af8ec4bc88 \
-    --hash=sha256:7c4b6668b2b2b9027f209ddf647f2a4407784b5d88b8be4efcc72036f365baf9 \
-    --hash=sha256:7e5dc4311bd5ac493886c63cbf76ab579dbe4641268e7c74e48e774c74b6f2be \
-    --hash=sha256:888e78eb5ca55a615d285c3c09a7a91b42e9dd6fc699b166ebd5dee87c9ccf14 \
-    --hash=sha256:898703aa2667e3c5ca4c54ca36cd73f58b7a38ef87a5606414799ebce4d3fd3a \
-    --hash=sha256:8b14eb3262fad0dc2f89c1a43b13727e709504972186ff6a99a3ecaa77102b6c \
-    --hash=sha256:8bd3ec6376e68a41f9f95f5ed170e2fcf22d4eb27a1f8cb361d0508f6e0557f3 \
-    --hash=sha256:8cf20a8d6868cb15a73cab329ffc07291ba8c22b1b88176026106ae39aa6df0f \
-    --hash=sha256:8f14c50708bb156b3a3ca7230b3d820199d56a48e3af76fa21c2d6087190fe3d \
-    --hash=sha256:8f546a4dc1e6a5edbb9fd1fd6ad18134550e096a5a43f4ad74acfbd834fc6670 \
-    --hash=sha256:912d4b6af530ddb1338a66229dac3a25ff11d4448be3ec3d6340583995f56031 \
-    --hash=sha256:9277145d36a01653863899c665243871434694bcc3431922c3b35c978061bdb8 \
-    --hash=sha256:95d14ca7abefde230f7639ec136ade282655431fd5db03c343b19dda72dd1643 \
-    --hash=sha256:999802d5fa0389f58decd24b537c54aa63c01c3219ce17d1214cbda3c2b22d2d \
-    --hash=sha256:9a0f4474b6ea6818b41f82172d799e4b3d29e22c2c520ce4357856fced9af2f8 \
-    --hash=sha256:9b16c653d38eb1a611cc898c41e76859ca27f119d25b53c12875fd0474ae31a8 \
-    --hash=sha256:9d98cc980ecc96be6eb4c1994ce35d28d8b1f5e5208a23b421187d1209dbb7d1 \
-    --hash=sha256:9efcc0f11d850cefcafdd9275b9576ad3bfb539bed96807663b32ad99c4d4b88 \
-    --hash=sha256:a2567b72e1ffc3ab25510db43f355b29eeada56c0a622e58dcdb19530eb0a3cb \
-    --hash=sha256:a5029cc80718bbd545123cd8fe5d15025eccaaaace5d0eeec6bd556ad6163d61 \
-    --hash=sha256:a60eaa2d440cd4707696b52e40ed3e2b0f73f65be07fd0ef23b6b539c9c0b0b4 \
-    --hash=sha256:a79a6d399cef33a11b6f004c67bb07741d91f2be01b8d712d52c75711b1e07c7 \
-    --hash=sha256:a84792f8631bf5a94e52d9cc881c0b824ab42717165a5579c760b830d9392ac9 \
-    --hash=sha256:a8a4d3427e8de1312ddf309cc482186466c79895b3a139fed3259fc01dfa9a5b \
-    --hash=sha256:a8aca50daa9493e9e13c0f566201a9006f080e7c50e5e90d0b06f53146a54500 \
-    --hash=sha256:aa6d0d932e0f39c02b80744273cd5c388a2d9bc07760a03164f229c8e02662f6 \
-    --hash=sha256:ab2899f9fa2f9f741896ebb6fa07c4c883bfa5c7f2ddd8cf2aafa86fa981b2d2 \
-    --hash=sha256:af545c2cffdb0967a96b6249e6f5f7b0d92cdfd267f9d5238d5b9ca63e8edb10 \
-    --hash=sha256:b18f31b80d5a33661e08c89e202edabf1986e9b49c42b4504371daeaa11b47c1 \
-    --hash=sha256:b20df693de16f42b2472a9c485e1c948ee55524786a0a34345511afdd22246f3 \
-    --hash=sha256:b38765950832f7d728297689ad78f5f2cf79ff82487131c4d26fe6ceecdc5f8e \
-    --hash=sha256:b6f6cd1560c5fa427e3b6074bb24d2c64e225afbb7165008903bd42e4e33e28a \
-    --hash=sha256:bace460460ed20614fa6bc8cb09966c0b8517b8c58ad8046828c6078d25333b5 \
-    --hash=sha256:bca9ef7517fd7874a1a08970ae88f497bf5c984610caa0bf40bd7e8450852b95 \
-    --hash=sha256:c180f480207a9b2475f2b8d8bd7204e47aec952d084b2a2be58a782ffcf96074 \
-    --hash=sha256:c2b2355dc094e5f7d45a7bb262fe7207aa0460b37a0d87027dcf21b5d890e7d5 \
-    --hash=sha256:c564dd5f09ddc9d8f2c2d0a301cd30a79a2cc1b46dd1a73bef8f0038863d016b \
-    --hash=sha256:c632ce9c0b534fbe25b52c974515ed674937c5b99f549a92127c85f771a78772 \
-    --hash=sha256:c719f65bebcdf6716f10e9eff80d27567f7892d8988c06de12bbbd39307c6e3a \
-    --hash=sha256:c86969d012e51b8e415a8c6ce96f7857d6a87d6207303ab02d5d11ef0cad2274 \
-    --hash=sha256:c974fb66180e58709b6fc402846f13791240d180b74de81d23913abe48e96d94 \
-    --hash=sha256:c9883051c6972f58bfc4ebb2116345ee2aa151178e99c3f2b2bbe2af712abd13 \
-    --hash=sha256:ca9ac61ac6db4eb6c2a0cd1d0f7e1357647b638ccc92f7e9d8d133e71ed3c6ac \
-    --hash=sha256:cb979826071c0986a5f08333a36104153478ce6018c58cba7f9caddaf63d5d67 \
-    --hash=sha256:cd3db5927bf9167d5a6157ddb2f036f6b6b0ad001ac82355d43e97a4bde76d76 \
-    --hash=sha256:d147004fede1b12f6013a6dbb2a26a986a671a03c6ea740ddc76500e5f1c399f \
-    --hash=sha256:d3a4834f221061624b8887090637db9ad4f61752001eae37d56c52fddade2dc8 \
-    --hash=sha256:d9010032a0b9710f58012a1e9c222528763d860ba2ee1422c03473eab47703e7 \
-    --hash=sha256:d97f93fdae594d886c5a866636397e2bcab146fd7a132fd6bb9ce182224452f8 \
-    --hash=sha256:df23d57718f24badef8656c49743e11a89fd6f5358fa8a7b96e728fda2abf7d3 \
-    --hash=sha256:df6104c009713d3a89621096f3e3e88cc323fd269dbd7c20afe18535094320be \
-    --hash=sha256:e5e5f7debc7a57af53fdf5c5009f9391d9f4c12867049d509bf7bb164a6e295b \
-    --hash=sha256:e7d2f8616f0ff60bd332022279011776c3ac0faa0f1b463f7bb12326fbc97a1c \
-    --hash=sha256:e999f0c88a458c836d5fb521814e92ed2172c649200336a6df514987c1488258 \
-    --hash=sha256:eb4639f32fd4a9904ab8fb45bf3383ba71137f3d9d4ba25b3b3f3109977c5b8c \
-    --hash=sha256:ec707059ee75732b1ba130ed5f9580fe10ff75180c812bc267ded039db5128c6 \
-    --hash=sha256:ecc26751323224cf8186efcf7fbcbc30f4e1d8c7970659daf25ad995e4032a56 \
-    --hash=sha256:ee5e86776273de1795947d17bddd6bb19e0365fd2af4289c0d2c5454b6b1d36b \
-    --hash=sha256:f1162a1492032c82f14271e831c8f4b49f2b6078f4f5fc74de2c912fa225d51d \
-    --hash=sha256:f34ecee82858e41dd217734f0c41a532bd066bcaab636ad830f03a30b2a96f2a \
-    --hash=sha256:f85c6f327bf0b8c29da7d93b1cabb6363fb5e4e160a32fa241ed2dce21b73162 \
-    --hash=sha256:f92995dfec9420bb69ae629abf422e516923ba79ba4403bc750d94fb4a6c68c1 \
-    --hash=sha256:fb0540c854ac9c0c5ad495908fdfd3e332d553ec731698c0e29b1877ba0d2ec6 \
-    --hash=sha256:fceedde51fbd67ee2bcc8c0b33d0126cc8b51ef3bbde2f86662bd6d5a6f10ec5 \
-    --hash=sha256:fe6970addfea9e5e081401bcbadf865d2b6da045472f58af08427e108d618540 \
-    --hash=sha256:fee86b7c4bd29bdaf0d53d14739b08a106fdda809ca5fe032a15f52fae5fe254
-    # via aiobotocore
+aiohttp==3.14.3 \
+    --hash=sha256:03cd2bde3d7f085b64e549c985f4bb928cad7e8ecf5323bfca320db548d81b39 \
+    --hash=sha256:041badb8f84396357c4d3ad26de6afd7a32b112f43d3c63045c0c8278cfd2043 \
+    --hash=sha256:0a5ff2dfbb9ce645fa5b8ef3e02c6c0b9cc3f6030ff863d0c51fffc50cb5541b \
+    --hash=sha256:0fdea2281997af69da84c77ffa6f5938a0285f21fb3887c249d67419ca865b3d \
+    --hash=sha256:11fb37ef075669eee52ab1928fbf6e1741fada40409fa309ebde9607a962aebf \
+    --hash=sha256:134ac5ddcf61c6fad984b9a5727d83492ada43d63471db20fb73042c13fca62f \
+    --hash=sha256:152516815ef926786a0b6ae2b8f1fd2e0c71582dee0b435636865316fd4891b7 \
+    --hash=sha256:1576145bdceeb92382d899751e12743a3a5b8e460a841e3e50543859e54864dc \
+    --hash=sha256:16100ad3ab8d649fdfbee87602d9d2dcdca9df0b9eda8a1b5fdc0d41f96da559 \
+    --hash=sha256:16ea7e24c309fb7c0bbd505d149abe4fe4dccfb8db911db7dbec0921bc889a6f \
+    --hash=sha256:18c441d0a8fca6de8d1f546849b9f0ab20d435993e2c5b59562b2fae6be2f929 \
+    --hash=sha256:18cb43369747b2ae007bd2655fb8e63a099c2ff1d207962943636dac989b3147 \
+    --hash=sha256:1b59533861b70a2185c8f4f350f791f39d64358ef6944ce71c5240c9ec0982c9 \
+    --hash=sha256:1c5281acc88b92396f88c7e1e2748f8466689df22b80170e4f51efa712fb47a8 \
+    --hash=sha256:1c5ec8fb1bcc31a8466f74aaf26c345d5c386fa4bd08a3f0eb9c7a4a3fe8b5bf \
+    --hash=sha256:1caa7b0d05f3e3a36f87788c59e970a7ee1cefcfcbb924a9f138c4a6551c9cb7 \
+    --hash=sha256:21c016079415ed3fd676963e9793700a566d85dbbd6bfc564b9b2d209147dcc8 \
+    --hash=sha256:2498f0fe69ead802f9675beca44a7c21c62fdaa4ec5145ea1c3ad6edbee29f85 \
+    --hash=sha256:25bd2708db6bdf6a6630dd37bdcdfcb47c4434d22ac69c64665b802910140b30 \
+    --hash=sha256:270d3dace9ca2f10f0da5d8ebe519b7a310fc6112ed916e32df5866df0888553 \
+    --hash=sha256:2e1161602f45a54de2ce0905243a95f58cb42dcd378402f3697f5e0b21e9d2e7 \
+    --hash=sha256:2e9878ae68e4a5f1c0abe4dd497dbc3d51946f5837b56759e2a02e78fa90ef86 \
+    --hash=sha256:30402d03a7c0ff52bce290b57e564e9079fd9d0cb545c8aba73f86a103162d2e \
+    --hash=sha256:33a2d7c28d33797a2e99923dffa63f83d908a19b6bf26cfe80fa790aa5e1a75a \
+    --hash=sha256:362a3fd481769cac1a824514bcd86fda51c65e8fe6e051099e008fddde6db17c \
+    --hash=sha256:38901a84da3ce22249f6e860bf8f90d141bcab7da090cc398f8bb58c0e44b7da \
+    --hash=sha256:39aded8c7f3b935b54aab1d8d73c70ec0ee2d3ec3b943e0e86611bc150ba47f5 \
+    --hash=sha256:3a26434dafe408229ff3403458ca58de24fb51936504decac49ce6755f77e59d \
+    --hash=sha256:3ae5b3a59436d089b5395d910121a390feed4d00578eb95a0fd1a329fe963100 \
+    --hash=sha256:3d4f72af88ac2474bb5bca640030320e3d38a0163a1d7533500e87be458eef71 \
+    --hash=sha256:3f42e9b78301f11c8f861746175d8b9c1ccef713fcad9eab396e2f6db8ed4a22 \
+    --hash=sha256:42a67efc36300d052fb4508a53e8b6901b9284b599ae63945c377569c5fcc1e1 \
+    --hash=sha256:48d67b87db6279c044760787eb01f6413032c2e6f3ba1cafaa492b1c8e578479 \
+    --hash=sha256:498c6c623134f8e09a3c4e60bcd607a0b4590dd7dbf08dd40851b27cbb520ccb \
+    --hash=sha256:49f7325beb0f85ef4aef5f48f490269575f83e6e2acad00a1d80b807eb027062 \
+    --hash=sha256:4e3ac92d90e92773b2362d506068e9a948192bd553e743c5b2429e28527c8661 \
+    --hash=sha256:530125ee1163c4219af35dc3aa1206e541e7b31b6efc1a3f93b70a136f65d427 \
+    --hash=sha256:5373dc80ad1aa2fb9ad95c83f24eef418bbda3a61375f128e5b0192e4f3f9b32 \
+    --hash=sha256:53e5179d8abb5710f8e83ba207c41c8d1261fcffd4616500e15ca2b7a33be10a \
+    --hash=sha256:53e7b4ce82b54a8bcc71b3b67a5cbd177ca1d7f592cbc92cd38b7349f73482db \
+    --hash=sha256:543906c127fb1d929b95076db19b83fa2d46751006ff1e23b093aa5ac4d8db42 \
+    --hash=sha256:54cfcdee2770dac994417cbb0ee1f3eb0e7cb6b30c79bf44f2c02ff79ec5124a \
+    --hash=sha256:55bdcc472aafe2de4a253045cc128007a64f1e0264fb675791e132ea5edaa3bd \
+    --hash=sha256:56f355e79f71aef2a85c80305cc915f894b170dba76de5fe84f6351939b83c06 \
+    --hash=sha256:5895ef58c4620afe02fa16044f023dc4dafec08158f9d08874a46a7dbc0341b8 \
+    --hash=sha256:5bcb6ff3fdab1258a192679ff1a05d44f59626430aa05cd1a9d2447423599228 \
+    --hash=sha256:5f08ec777f35ee70720233b8b9811d3bb5d728137f30ac91b7457709c3261ac0 \
+    --hash=sha256:614c61d478b83953e261d02bb2df750f17227cd33ef8002945bf5aebbde21919 \
+    --hash=sha256:617105e2c3018ee38d0c8ce5ee3c84f621a6d8b9f723202aacaff28449ca91ee \
+    --hash=sha256:6debfa7312ff9d4c124dc71d72e9a0a4b9e0879e48ba6fcb42bef5c3300289e2 \
+    --hash=sha256:7041d52c3a7fa20c9e8c182b534704abb19502c8bdcbde7ab23bfda6f642394f \
+    --hash=sha256:70c987b27534f9ae1a723f47ae921571d616da21d3208282bf4c52af5164ac43 \
+    --hash=sha256:74ab5b6a9fb13e873e5a90946588baecaf488745e1db1a4a5c433f971f035098 \
+    --hash=sha256:78253b573e6ffab5028924fc98bc281aae05445969982a10864bc360dea2016c \
+    --hash=sha256:7a75aa63cbf9b21cfaf60dc2657e19df2c2867d91707d653fee171ffeedd1371 \
+    --hash=sha256:8800c996b01c2772a783e3e46f3e1abd5823029adca0df54231960de9bfefa5b \
+    --hash=sha256:89176250f686cb9853c0fb7ead90e639e915b84a6f43eedc2a4e7ec21f1037f0 \
+    --hash=sha256:8a5fd34f7f7410d1730d5c2ba873cacb2eed3fede366feb268a70ba22581ed8f \
+    --hash=sha256:8b3b60de05f3dcb6f6a00f818bb2ec781cee4de0645f59ccaf99b1d1823b6100 \
+    --hash=sha256:8f2f1c4c032c7cedd7d8da6f54c97b70266c6570c3108d3fdffee7188bb70529 \
+    --hash=sha256:9491196535a88924a60afd5b5f434b5b203b6cc616250878dbdb223a8f7844bc \
+    --hash=sha256:9aa6e61fdf20105c4144e755bd586008ff450791d67b1c8146fdc15959c4d51c \
+    --hash=sha256:9d9edccfe496b476db5f398d97b865e9a6752bcf8aec4eef8390ce20fb64bb41 \
+    --hash=sha256:9fc7b5bfec6573f3ae844f457fdde5adeb713f8b8e4a81ad64fc207b49383716 \
+    --hash=sha256:a0dc483c00da8b673abbb367eb6f8d8f4bcec30eb58529ea13cb42e7fd2dfa33 \
+    --hash=sha256:a3a8296e7ab5c295f53f1041487cb088e1480775aafbf7fe545d93b770a0f96f \
+    --hash=sha256:a3e22975f905b89a55a488c2a08f2fdb2186175349e917d48985cc468a3d4c6e \
+    --hash=sha256:a4af35c443e0b1a1bd6a8af3f3485d7fda15c142751a00f3ff8090f0b93346fa \
+    --hash=sha256:a94dbaae5ae27bd849c93570669bff91e0510f33a80805738e3de72a7be0447b \
+    --hash=sha256:ac74facc01463f138b0da5580329cfcc82818dea5656e83ddcd11268fc12ff80 \
+    --hash=sha256:ad4c8b7488d745d2ca4838ebd8ae5ba9b56341d30b1da43640e4ce87f9f49646 \
+    --hash=sha256:b014a6ed7cf912e787149fdc529166d3ceabac23f26efeea3158c9aba2354e7e \
+    --hash=sha256:b20032766aedf6261c7a566585a40867d092ac03a0d81592d5370ef9b054f99b \
+    --hash=sha256:b2466434105a4e03113c36ec775cc2ebe6676b62eae326fa670bb607ef788c1c \
+    --hash=sha256:b304db572b4368edd8dda8a2274f73156fe15558fca4a917cb8a09fc47af5963 \
+    --hash=sha256:ba59d59aba08ac02fc03b0c8983ccd5ee39a199d0552ce9e6d2b4845b34d59ae \
+    --hash=sha256:bd52f811e65f6fb634b1047159657c98f52b407f8efec907bcfc09da9a4c0a25 \
+    --hash=sha256:bdd0e2834dce1a26c1bbe26464861e16bbe217042cbff619247c11594472518c \
+    --hash=sha256:c23ec8ee9d5ab2f5421f9c7fffce208435607af27fd46d4a44e031954352838f \
+    --hash=sha256:c39846c3aad97a8530c89d7a3869a8f8e9e3762c6ac0504481e5c80948f7e807 \
+    --hash=sha256:c3c200cf9757edd785051dc699c7ecbec22110dbfcb3fefc7a9f9695eda8ea7a \
+    --hash=sha256:c7d3a97c678d34fc5b59da671ee9cd630096ddc643e7b5a30d54a2a6f3574d3f \
+    --hash=sha256:c8653fd547c93a61aadc612007790f5555cdd18946fa48cf45e26d8ea4ea473d \
+    --hash=sha256:cc7cb243a68167172f48c1fd43cee91ec4b1d40cefd190edd43369d1a6bc9c82 \
+    --hash=sha256:ccd4893707b3e2a13e39c90d43cf80edf2e4d0457935bcc103bf2346214c3f15 \
+    --hash=sha256:cd817772b2fcf2b8c0905795318485f9ec16eae60b29feb7f4c77085311637f0 \
+    --hash=sha256:cda5fd5c95ad7a125a2e8464acc78b98b94c475a3780d6aa0aa157c93f470f4d \
+    --hash=sha256:cef89a58e628c4efcac3275c2d68083f82426dcdc89c1492a6f654f9f7ea6ab9 \
+    --hash=sha256:d1558173930a5a8d3069cee5c92fc91c87c4dbcb099debbb3622053717145a19 \
+    --hash=sha256:d6088ec9894113802bddb3c09e974929aed2c7b3a8c456219b8aab4481f1a239 \
+    --hash=sha256:d6218d92e450824e9b4881f44e8c09f1853b490f9a64130801024a4793b1b3b0 \
+    --hash=sha256:d77640cc618c1d99fc4f8589c0f24a730adfa54eb1e57ef7bf0c8dfb78da898c \
+    --hash=sha256:d7d2deec16eeedf55f2c7cf75b521ea3856a5177e123844f8fd0f114ce252cb5 \
+    --hash=sha256:db332af25642007330fca8be5c4d194caf2bea7a7fc84415aff3497af5dfee6b \
+    --hash=sha256:dd54d0e8717de95939766febac482ac0474d8ac3b048115f9f2b1d23a16e7db4 \
+    --hash=sha256:ddcac3c6b382e81f1dd0499199d4136b877beb4cb5ef770bbbfba56c4b8f55d2 \
+    --hash=sha256:df82f3787c940c94986b34222d59c9e38843fba85139f36e85255a82ad5355a9 \
+    --hash=sha256:dfa68deb2a443bdaa3ea5297b0699c1464f08aef3812b486d1348eee61b07dc0 \
+    --hash=sha256:dff9461ec275f22135650d5ba4b4931a11f3958df7dfbb8db630000d4dee0883 \
+    --hash=sha256:e1e74298bab6ee0d6e749ed4fd1901c7e604bdda32c03d787a2cc71c46d0433d \
+    --hash=sha256:e2667f0bbe7eb6c74eae5e9691441ad186e5845ca3cff63230fc09c4e7514f5d \
+    --hash=sha256:e3be98a7c30b8c25d573dafba7171d66dfb05ee6a9070fc46535464ff97700a6 \
+    --hash=sha256:e568e14940c09955aa51f4e645b6daa18a581c5dcfcd73744dcc86a856e3ced3 \
+    --hash=sha256:e72ee89e28d907a18f46959b4eb0bb06701cc7f8cf4366e00029e2ccfaaf5924 \
+    --hash=sha256:e92eb8acc45eb6a9f4935071a77edf5b85cc6f8dfad5cd99e97653c26593cdde \
+    --hash=sha256:ea05e1f97ceea523942d9b2a7d7c0359d781d683d6b043f5943a602b14da4787 \
+    --hash=sha256:eac645b09bcfdf73df7536331f0678c1086ea250981118ddb5199e17ccef72bb \
+    --hash=sha256:eb0495d778817619273c108784292be161a924b9f5ae5cbbc70a2caa6838250b \
+    --hash=sha256:ebe8e504f058fe91223351cecd2d9d6946c9d241bb0250d898ffbdf584cc72b0 \
+    --hash=sha256:ed099d105449c4f9e84f24af203cd131349d4761d8813fa7e02c32e7128cd910 \
+    --hash=sha256:f0f177d1b195b9e06376cfd7d308d8a1b920909a609d03ac82a8c73bbb16d3b9 \
+    --hash=sha256:f3d2669fe7dec7fc359ecdb5984b29b50d85d5d00f8c1cb61de4f4a24ee42627 \
+    --hash=sha256:f4e05329faa0ea1a404b37de4f034fd2c2defcca06a68dc6745e4e56c88e8a48 \
+    --hash=sha256:f53bcd52f585e1ac3e590d61434eb61f9a88c38df041b4ea126d97144344a77b \
+    --hash=sha256:f55119f7bf25f49ed210f6096090715da24f2943c62102448915fde3c62877ce \
+    --hash=sha256:f631fe87a6f30df5fbe6d79640b25e4cffb38c31c7fb6f10871517b84b0f8c1a \
+    --hash=sha256:f8fb78a83c9e5f741ca3a68cfb455c1f5bb83b4e7249a3848b3cd78d0a8563b0 \
+    --hash=sha256:fa9467a8113aa69d3d7c55a70ef0b7c636010a40993f3df9d9d0d73b3eb7ef24 \
+    --hash=sha256:fd51ebf9d3a00c074df4ede271023f4d2dba289bcc740b88191872716014e3c5
+    # via
+    #   aiobotocore
+    #   kubernetes
 aioitertools==0.13.0 \
     --hash=sha256:0be0292b856f08dfac90e31f4739432f4cb6d7520ab9eb73e143f4f2fa5259be \
     --hash=sha256:620bd241acc0bbb9ec819f1ab215866871b4bbd1f73836a55f799200ee86950c
@@ -138,21 +139,22 @@ aiosignal==1.4.0 \
     --hash=sha256:053243f8b92b990551949e63930a839ff0cf0b0ebbe0597b0f3fb19e1a0fe82e \
     --hash=sha256:f47eecd9468083c2029cc99945502cb7708b082c232f9aca65da147157b251c7
     # via aiohttp
-annotated-doc==0.0.4 \
-    --hash=sha256:571ac1dc6991c450b25a9c2d84a3705e2ae7a53467b5d111c24fa8baabbed320 \
-    --hash=sha256:fbcda96e87e9c92ad167c2e53839e57503ecfda18804ea28102353485033faa4
+annotated-doc==0.0.5 \
+    --hash=sha256:117bac03a25ede5df5440e855b32d556049ca169ead221505badf432fed4b101 \
+    --hash=sha256:c7e58ce09192557605d8bbd92836d7e1d520ac9580096042c0bfd197efacf1bb
     # via
     #   fastapi
     #   typer
-annotated-types==0.7.0 \
-    --hash=sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53 \
-    --hash=sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89
+annotated-types==0.8.0 \
+    --hash=sha256:13b2beaad985e05e2d6407ee4c4f35590b11f8d693a258a561055cac8f64cab7 \
+    --hash=sha256:f072f4d804ea359e4eaf198b1af7a8b0943881a87f31bb764f8bf219bb9419e0
     # via pydantic
-anyio==4.13.0 \
-    --hash=sha256:08b310f9e24a9594186fd75b4f73f4a4152069e3853f1ed8bfbf58369f4ad708 \
-    --hash=sha256:334b70e641fd2221c1505b3890c69882fe4a2df910cba14d97019b90b24439dc
+anyio==4.14.2 \
+    --hash=sha256:9f505dda5ac9f0c8309b5e8bd445a8c2bf7246f3ce950121e45ea15bc41d1494 \
+    --hash=sha256:cfa139f3ed1a23ee8f88a145ddb5ac7605b8bbfd8592baacd7ce3d8bb4313c7f
     # via
     #   httpx
+    #   httpx2
     #   mcp
     #   sse-starlette
     #   starlette
@@ -161,6 +163,42 @@ asn1crypto==1.5.1 \
     --hash=sha256:13ae38502be632115abf8a24cbe5f4da52e3b5231990aff31123c805306ccb9c \
     --hash=sha256:db4e40728b728508912cbb3d44f19ce188f218e9eba635821bb4b68564f8fd67
     # via snowflake-connector-python
+ast-serialize==0.6.0 \
+    --hash=sha256:0067b25fce104eaae5b88383de9ab803faeb671831e14ca698b771b356e2600f \
+    --hash=sha256:085de7f62dc9cc247eb01e965a362707d1d90b1d89a82c5bf78301a60a3c417b \
+    --hash=sha256:093cb8bb91b720d8523580498d031791bb1bbaa048599c3d21085d380e11a596 \
+    --hash=sha256:113b58346f9ceb664352032770caca817d4a3c86f611c6088e6ef65ddaa70f0e \
+    --hash=sha256:13b7769970a39983b0adf2f38917b1cd3b8946f76df045756c3d741bc689f089 \
+    --hash=sha256:2d947e45cafc4b09bd7528917fa84c517654a43de173c79785574b7b3068ac24 \
+    --hash=sha256:305802f2ce2a7c4e87835078ea85c58b586ddda8095b92fe2ead9364ae19c80a \
+    --hash=sha256:32ef62ec34cf6be20ad77d4799556638fbdf187f3ae10698dfb20ef9f2c89516 \
+    --hash=sha256:3ae22a366b752ab4496191525b78b097b5b72d531752e3c1dd7e383a8f2c8a1a \
+    --hash=sha256:4d6ef91590258ada18909b9caea344dac4de2013906b035473cd674a43f4b790 \
+    --hash=sha256:4ed29121da8b3fdc291002801a1de0f76248fa07dce89157a5f277842cf6126e \
+    --hash=sha256:5337cb256dcea3df9288205213d1601581536526b8f4da44b6974f1180f3252a \
+    --hash=sha256:577a6c189068686869f5f1ddc38363f3ae1808a4753b577266f9202071a7bb66 \
+    --hash=sha256:6e15ec740436e1a0d62de848641abe5f3a2f89a7f94907d534795ac91bbacf14 \
+    --hash=sha256:6f7a408601bb3edaefb3bc67a4c01f5235e3253653b6a5729a2ee2382b35341c \
+    --hash=sha256:82c312a7844d2fdeb4d5c48bd3d215bf940dafd4704e1a9bcf252a99010a99b1 \
+    --hash=sha256:8670bfa51208a2c0c8d138928e40e998fab158f9200d53bb80c088b5b8eda7b8 \
+    --hash=sha256:897ac47b5637be41c0c07061c8a912fafa967ef1dc73fa115e4bfa70882a093b \
+    --hash=sha256:9f8a8b78b13173de6a9ec22111d9be674874cd5bdccda04f14ae5ebc2bef403a \
+    --hash=sha256:a14191beec7e0c078d2fc1f6edc0aee88bcd4db9f18e1bc9f8052b559c22dddc \
+    --hash=sha256:a4826809eb8597a8cd59fd924b6d7c285b8969a1e0007e2cb652cab62376270f \
+    --hash=sha256:a7520b672827885bafeae7501f684d14d47d17e5f45256f9df547686cca52264 \
+    --hash=sha256:aadd3ffcf4858c9726bf3515f7b199c7eadbe504f96028e4a87172c0da65a8fe \
+    --hash=sha256:b1dac4e09d341c1300ba69cdcbe62867b32a8c75d90db9bf4d083bec3b039f0b \
+    --hash=sha256:c4af9a1386166e40ed01464991806f89038a2d89782576c7774876fa77034e32 \
+    --hash=sha256:c617417f9cbb0cb144f6283c3cbe0d2e0f01beaf9f608f662b21191058a626ec \
+    --hash=sha256:c7b8b8f0c42f752ea00b2b7d7c090b3f80d9c1c5c75cadf16423790a0cc74081 \
+    --hash=sha256:c901adbd750029b9ac4ad3d6aa56853e0ad4875119fbf52b7b8298afc223828b \
+    --hash=sha256:ccd132fe8db56f61fe743b1f644d01b8d65b83248a8da506f3132bda86d6ed5e \
+    --hash=sha256:cd5b91b9e6f2356ace3a556963b0cd783b395fbbb0bb17b4defc283415466e77 \
+    --hash=sha256:cdc4e6f930b9090c2f92c9036ad12ffb8e6e44d4a5ba06f1458a05d60f203f7b \
+    --hash=sha256:dcbed41e9386059fc0261d602445ede0976c2ecec2939688bcbcb9ed0b6f28b7 \
+    --hash=sha256:e61580a69faf47e3689795367ed211f2a10fd741478cc0f36a0f128793360aad \
+    --hash=sha256:f2ff3baffc3a29c1f15bc9098aa0c09763410262d5e6cef42116f7356c184554
+    # via mypy
 async-timeout==5.0.1 \
     --hash=sha256:39e3809566ff85354557ec2398b55e096c8364bacac9405a7a1fa429e77fe76c \
     --hash=sha256:d9321a7a3d5a6a5e187e824d2fa0793ce379a202935782d555d6e9d2735677d3
@@ -175,264 +213,248 @@ attrs==26.1.0 \
     --hash=sha256:c647aa4a12dfbad9333ca4e71fe62ddc36f4e63b2d260a37a8b83d2f043ac309 \
     --hash=sha256:d03ceb89cb322a8fd706d4fb91940737b6642aa36998fe130a9bc96c985eff32
     # via
+    #   feast (pyproject.toml)
     #   aiohttp
     #   jsonschema
     #   referencing
-bigtree==1.4.0 \
-    --hash=sha256:d0d99550ae64ce4529f132602ab875c2ab472c96c942f5704f8c72a17450d3ea \
-    --hash=sha256:e5ae2e948168da671d99601c9ed87ab3b48d9d4ea8a98f111e5748e98064c31c
+bigtree==1.5.3 \
+    --hash=sha256:47879c5d80f4e0d50f2c8818d3b80fc58af24b5372608223aac25e5580ac0ed8 \
+    --hash=sha256:81169329ec92dfab7d8df9d61d85d8dea8b8512fbf073fbc95badc21eadcd14f
     # via feast (pyproject.toml)
-boto3==1.38.27 \
-    --hash=sha256:94bd7fdd92d5701b362d4df100d21e28f8307a67ff56b6a8b0398119cf22f859 \
-    --hash=sha256:95f5fe688795303a8a15e8b7e7f255cadab35eae459d00cc281a4fd77252ea80
+boto3==1.43.46 \
+    --hash=sha256:66c0d943b049a46a492ec4ec2ebe73c930b1842c7137bee83aad6d93e95d4d96 \
+    --hash=sha256:69453e2c1bcb9fd9806527ab99950cacfc2826cb0dce9a3a0414d19270c06c3c
     # via
     #   feast (pyproject.toml)
     #   snowflake-connector-python
-botocore==1.38.46 \
-    --hash=sha256:8798e5a418c27cf93195b077153644aea44cb171fcd56edc1ecebaa1e49e226e \
-    --hash=sha256:89ca782ffbf2e8769ca9c89234cfa5ca577f1987d07d913ee3c68c4776b1eb5b
+botocore==1.43.46 \
+    --hash=sha256:59f2e1ac3cdc66d191cae91c0804bc41847ce817dc8147cf43eaada8f76a5533 \
+    --hash=sha256:cb673891e623ae6e6a1bf24d94ef169504f3eb02584adb5d5bee2f6aae819b60
     # via
     #   aiobotocore
     #   boto3
     #   s3transfer
     #   snowflake-connector-python
-certifi==2026.4.22 \
-    --hash=sha256:3cb2210c8f88ba2318d29b0388d1023c8492ff72ecdde4ebdaddbb13a31b1c4a \
-    --hash=sha256:8d455352a37b71bf76a79caa83a3d6c25afee4a385d632127b6afb3963f1c580
+cachetools==7.1.6 \
+    --hash=sha256:2c12e255780330af28b91bb7fb96cce4c766f04e38396b9a24510190a5827096 \
+    --hash=sha256:c7a79e7f30ba9943c1cefd08cc36f006aaae086e017af9166f1d59d6170c47e1
+    # via pymilvus
+certifi==2026.7.22 \
+    --hash=sha256:62f22742b58a1a33014a2b6b706588a8d7e2a88ae7bd1a6ebe8c992928483775 \
+    --hash=sha256:741e2c3b351ddf169a738da9f2c048608ff7f2c5cc02f1ebc6b118bb090d5d55
     # via
     #   httpcore
     #   httpx
     #   kubernetes
     #   requests
     #   snowflake-connector-python
-cffi==2.0.0 \
-    --hash=sha256:00bdf7acc5f795150faa6957054fbbca2439db2f775ce831222b66f192f03beb \
-    --hash=sha256:07b271772c100085dd28b74fa0cd81c8fb1a3ba18b21e03d7c27f3436a10606b \
-    --hash=sha256:087067fa8953339c723661eda6b54bc98c5625757ea62e95eb4898ad5e776e9f \
-    --hash=sha256:0a1527a803f0a659de1af2e1fd700213caba79377e27e4693648c2923da066f9 \
-    --hash=sha256:0cf2d91ecc3fcc0625c2c530fe004f82c110405f101548512cce44322fa8ac44 \
-    --hash=sha256:0f6084a0ea23d05d20c3edcda20c3d006f9b6f3fefeac38f59262e10cef47ee2 \
-    --hash=sha256:12873ca6cb9b0f0d3a0da705d6086fe911591737a59f28b7936bdfed27c0d47c \
-    --hash=sha256:19f705ada2530c1167abacb171925dd886168931e0a7b78f5bffcae5c6b5be75 \
-    --hash=sha256:1cd13c99ce269b3ed80b417dcd591415d3372bcac067009b6e0f59c7d4015e65 \
-    --hash=sha256:1e3a615586f05fc4065a8b22b8152f0c1b00cdbc60596d187c2a74f9e3036e4e \
-    --hash=sha256:1f72fb8906754ac8a2cc3f9f5aaa298070652a0ffae577e0ea9bd480dc3c931a \
-    --hash=sha256:1fc9ea04857caf665289b7a75923f2c6ed559b8298a1b8c49e59f7dd95c8481e \
-    --hash=sha256:203a48d1fb583fc7d78a4c6655692963b860a417c0528492a6bc21f1aaefab25 \
-    --hash=sha256:2081580ebb843f759b9f617314a24ed5738c51d2aee65d31e02f6f7a2b97707a \
-    --hash=sha256:21d1152871b019407d8ac3985f6775c079416c282e431a4da6afe7aefd2bccbe \
-    --hash=sha256:24b6f81f1983e6df8db3adc38562c83f7d4a0c36162885ec7f7b77c7dcbec97b \
-    --hash=sha256:256f80b80ca3853f90c21b23ee78cd008713787b1b1e93eae9f3d6a7134abd91 \
-    --hash=sha256:28a3a209b96630bca57cce802da70c266eb08c6e97e5afd61a75611ee6c64592 \
-    --hash=sha256:2c8f814d84194c9ea681642fd164267891702542f028a15fc97d4674b6206187 \
-    --hash=sha256:2de9a304e27f7596cd03d16f1b7c72219bd944e99cc52b84d0145aefb07cbd3c \
-    --hash=sha256:38100abb9d1b1435bc4cc340bb4489635dc2f0da7456590877030c9b3d40b0c1 \
-    --hash=sha256:3925dd22fa2b7699ed2617149842d2e6adde22b262fcbfada50e3d195e4b3a94 \
-    --hash=sha256:3e17ed538242334bf70832644a32a7aae3d83b57567f9fd60a26257e992b79ba \
-    --hash=sha256:3e837e369566884707ddaf85fc1744b47575005c0a229de3327f8f9a20f4efeb \
-    --hash=sha256:3f4d46d8b35698056ec29bca21546e1551a205058ae1a181d871e278b0b28165 \
-    --hash=sha256:44d1b5909021139fe36001ae048dbdde8214afa20200eda0f64c068cac5d5529 \
-    --hash=sha256:45d5e886156860dc35862657e1494b9bae8dfa63bf56796f2fb56e1679fc0bca \
-    --hash=sha256:4647afc2f90d1ddd33441e5b0e85b16b12ddec4fca55f0d9671fef036ecca27c \
-    --hash=sha256:4671d9dd5ec934cb9a73e7ee9676f9362aba54f7f34910956b84d727b0d73fb6 \
-    --hash=sha256:53f77cbe57044e88bbd5ed26ac1d0514d2acf0591dd6bb02a3ae37f76811b80c \
-    --hash=sha256:5eda85d6d1879e692d546a078b44251cdd08dd1cfb98dfb77b670c97cee49ea0 \
-    --hash=sha256:5fed36fccc0612a53f1d4d9a816b50a36702c28a2aa880cb8a122b3466638743 \
-    --hash=sha256:61d028e90346df14fedc3d1e5441df818d095f3b87d286825dfcbd6459b7ef63 \
-    --hash=sha256:66f011380d0e49ed280c789fbd08ff0d40968ee7b665575489afa95c98196ab5 \
-    --hash=sha256:6824f87845e3396029f3820c206e459ccc91760e8fa24422f8b0c3d1731cbec5 \
-    --hash=sha256:6c6c373cfc5c83a975506110d17457138c8c63016b563cc9ed6e056a82f13ce4 \
-    --hash=sha256:6d02d6655b0e54f54c4ef0b94eb6be0607b70853c45ce98bd278dc7de718be5d \
-    --hash=sha256:6d50360be4546678fc1b79ffe7a66265e28667840010348dd69a314145807a1b \
-    --hash=sha256:730cacb21e1bdff3ce90babf007d0a0917cc3e6492f336c2f0134101e0944f93 \
-    --hash=sha256:737fe7d37e1a1bffe70bd5754ea763a62a066dc5913ca57e957824b72a85e205 \
-    --hash=sha256:74a03b9698e198d47562765773b4a8309919089150a0bb17d829ad7b44b60d27 \
-    --hash=sha256:7553fb2090d71822f02c629afe6042c299edf91ba1bf94951165613553984512 \
-    --hash=sha256:7a66c7204d8869299919db4d5069a82f1561581af12b11b3c9f48c584eb8743d \
-    --hash=sha256:7cc09976e8b56f8cebd752f7113ad07752461f48a58cbba644139015ac24954c \
-    --hash=sha256:81afed14892743bbe14dacb9e36d9e0e504cd204e0b165062c488942b9718037 \
-    --hash=sha256:8941aaadaf67246224cee8c3803777eed332a19d909b47e29c9842ef1e79ac26 \
-    --hash=sha256:89472c9762729b5ae1ad974b777416bfda4ac5642423fa93bd57a09204712322 \
-    --hash=sha256:8ea985900c5c95ce9db1745f7933eeef5d314f0565b27625d9a10ec9881e1bfb \
-    --hash=sha256:8eca2a813c1cb7ad4fb74d368c2ffbbb4789d377ee5bb8df98373c2cc0dee76c \
-    --hash=sha256:92b68146a71df78564e4ef48af17551a5ddd142e5190cdf2c5624d0c3ff5b2e8 \
-    --hash=sha256:9332088d75dc3241c702d852d4671613136d90fa6881da7d770a483fd05248b4 \
-    --hash=sha256:94698a9c5f91f9d138526b48fe26a199609544591f859c870d477351dc7b2414 \
-    --hash=sha256:9a67fc9e8eb39039280526379fb3a70023d77caec1852002b4da7e8b270c4dd9 \
-    --hash=sha256:9de40a7b0323d889cf8d23d1ef214f565ab154443c42737dfe52ff82cf857664 \
-    --hash=sha256:a05d0c237b3349096d3981b727493e22147f934b20f6f125a3eba8f994bec4a9 \
-    --hash=sha256:afb8db5439b81cf9c9d0c80404b60c3cc9c3add93e114dcae767f1477cb53775 \
-    --hash=sha256:b18a3ed7d5b3bd8d9ef7a8cb226502c6bf8308df1525e1cc676c3680e7176739 \
-    --hash=sha256:b1e74d11748e7e98e2f426ab176d4ed720a64412b6a15054378afdb71e0f37dc \
-    --hash=sha256:b21e08af67b8a103c71a250401c78d5e0893beff75e28c53c98f4de42f774062 \
-    --hash=sha256:b4c854ef3adc177950a8dfc81a86f5115d2abd545751a304c5bcf2c2c7283cfe \
-    --hash=sha256:b882b3df248017dba09d6b16defe9b5c407fe32fc7c65a9c69798e6175601be9 \
-    --hash=sha256:baf5215e0ab74c16e2dd324e8ec067ef59e41125d3eade2b863d294fd5035c92 \
-    --hash=sha256:c649e3a33450ec82378822b3dad03cc228b8f5963c0c12fc3b1e0ab940f768a5 \
-    --hash=sha256:c654de545946e0db659b3400168c9ad31b5d29593291482c43e3564effbcee13 \
-    --hash=sha256:c6638687455baf640e37344fe26d37c404db8b80d037c3d29f58fe8d1c3b194d \
-    --hash=sha256:c8d3b5532fc71b7a77c09192b4a5a200ea992702734a2e9279a37f2478236f26 \
-    --hash=sha256:cb527a79772e5ef98fb1d700678fe031e353e765d1ca2d409c92263c6d43e09f \
-    --hash=sha256:cf364028c016c03078a23b503f02058f1814320a56ad535686f90565636a9495 \
-    --hash=sha256:d48a880098c96020b02d5a1f7d9251308510ce8858940e6fa99ece33f610838b \
-    --hash=sha256:d68b6cef7827e8641e8ef16f4494edda8b36104d79773a334beaa1e3521430f6 \
-    --hash=sha256:d9b29c1f0ae438d5ee9acb31cadee00a58c46cc9c0b2f9038c6b0b3470877a8c \
-    --hash=sha256:d9b97165e8aed9272a6bb17c01e3cc5871a594a446ebedc996e2397a1c1ea8ef \
-    --hash=sha256:da68248800ad6320861f129cd9c1bf96ca849a2771a59e0344e88681905916f5 \
-    --hash=sha256:da902562c3e9c550df360bfa53c035b2f241fed6d9aef119048073680ace4a18 \
-    --hash=sha256:dbd5c7a25a7cb98f5ca55d258b103a2054f859a46ae11aaf23134f9cc0d356ad \
-    --hash=sha256:dd4f05f54a52fb558f1ba9f528228066954fee3ebe629fc1660d874d040ae5a3 \
-    --hash=sha256:de8dad4425a6ca6e4e5e297b27b5c824ecc7581910bf9aee86cb6835e6812aa7 \
-    --hash=sha256:e11e82b744887154b182fd3e7e8512418446501191994dbf9c9fc1f32cc8efd5 \
-    --hash=sha256:e6e73b9e02893c764e7e8d5bb5ce277f1a009cd5243f8228f75f842bf937c534 \
-    --hash=sha256:f73b96c41e3b2adedc34a7356e64c8eb96e03a3782b535e043a986276ce12a49 \
-    --hash=sha256:f93fd8e5c8c0a4aa1f424d6173f14a892044054871c771f8566e4008eaa359d2 \
-    --hash=sha256:fc33c5141b55ed366cfaad382df24fe7dcbc686de5be719b207bb248e3053dc5 \
-    --hash=sha256:fc7de24befaeae77ba923797c7c87834c73648a05a4bde34b3b7e5588973a453 \
-    --hash=sha256:fe562eb1a64e67dd297ccc4f5addea2501664954f2692b69a76449ec7913ecbf
+cffi==2.1.0 \
+    --hash=sha256:02cb7ff33ded4f1532476731f89ede53e2e488a8e6205515a82144246ffa7dcc \
+    --hash=sha256:03e9810d18c646077e501f661b682fbf5dee4676048527ca3cffe66faa9960dd \
+    --hash=sha256:0520e1f4c35f44e209cbbb421b67eec42e6a157f59444dfb6058874ff3610e5d \
+    --hash=sha256:0582a58f3051372229ca8e7f5f589f9e5632678208d8636fea3676711fdf7fe5 \
+    --hash=sha256:0611e7ebf90573a535ebdc33ae9da222d037853983e13359f580fab781ca017f \
+    --hash=sha256:0a42c688d19fca6e095a53c6a6e2295a5b050a8b289f109adab02a9e61a25de6 \
+    --hash=sha256:0a96b74cda968eebbad56d973efe5098974f0a9fb323865bf99ea1fd24e3e64c \
+    --hash=sha256:10537b1df4967ca26d21e5072d7d54188354483b91dc75058968d3f0cf13fbda \
+    --hash=sha256:11b3fb55f4f8ad92274ed26705f65d8f91457de71f5380061eb6d125a768fecd \
+    --hash=sha256:15faec4adfff450819f3aee0e2e02c812de6edb88203aa58807955db2003472a \
+    --hash=sha256:164bff1657b2a74f0b6d54e11c9b375bc97b931f2ca9c43fcf875838da1570dd \
+    --hash=sha256:1854b724d00f6654c742097d5387569021be12d3a0f770eae1df8f8acfcc6acd \
+    --hash=sha256:19c54ac121cad98450b4896fa9a43ee0180d57bc4bc911a33db6cab1efab6cd3 \
+    --hash=sha256:1b96bfe2c4bd825681b7d311ad6d9b7280a091f43e8f63da5729638083cd3bfb \
+    --hash=sha256:1e9f50d192a3e525b15a75ab5114e442d83d657b7ec29182a991bc9a88fd3a66 \
+    --hash=sha256:1ff3456eab0d889592d1936d6125bbfbc7ae4d3354a700f8bd80450a66445d4d \
+    --hash=sha256:2282cd5e38aa8accd03e99d1256af8411c84cdbee6a89d841b563fdbd1f3e50f \
+    --hash=sha256:276f20fffd7b396e12516ba8edf9509210ac248cbbc5acbc39cd512f9f59ebe6 \
+    --hash=sha256:2b71d409cccee78310ab5dec549aed052aaea483346e282c7b02362596e01bb0 \
+    --hash=sha256:2e9dabb9abcb7ad15938c7196ad5c1718a4e6d33cc79b4c0209bdb64c4a54a5c \
+    --hash=sha256:30b65779d598c370374fefabf138d456fd6f3216bfa7bedfab1ba82025b0cd93 \
+    --hash=sha256:33eb1ad83ebe8f313e0df035c406227d55a79456704a863fad9842136af5ad7d \
+    --hash=sha256:35aaea0c7ee0e58a5cd8c2fd1a48fdf7ece0d2699b7ecdda08194e9ce5dd9b3d \
+    --hash=sha256:3681e031db29958a7502f5c0c9d6bbc4c36cb20f7b104086fa642d1799631ff8 \
+    --hash=sha256:379de10ce1ba048b1448599d1b37b24caee16309d1ac98d3982fc997f768700b \
+    --hash=sha256:37f525a7e7e50c017fdebe58b787be310ad59357ae43a053943a6e1a6c526001 \
+    --hash=sha256:3b926723c13eba9f81d2ef3820d63aeceec3b2d4639906047bf675cb8a7a500d \
+    --hash=sha256:3d7f118b5adbfdfead90c25822690b02bc8074fba949bb7858bec4ebd55adb43 \
+    --hash=sha256:46b1c8db8f6122420f32d02fffb924c2fe9bc772d228c7c711748fff56aabb2b \
+    --hash=sha256:47ff3a8bfd8cb9da1af7524b965127095055654c177fcfc7578debcb015eecd0 \
+    --hash=sha256:4d433a51f1870e43a13b6732f92aaf540ff77c2015097c78556f75a2d6c030e0 \
+    --hash=sha256:4f26194e3d95e06501b942642855aed4f953d55e95d7d01b7c4483db3ecff458 \
+    --hash=sha256:510aeeeac94811b138077451da1fb18b308a5feab47dd2b603af55804155e1c8 \
+    --hash=sha256:5972433ad71a9e46516584ef60a0fda12d9dc459938d1539c3ddecf9bdc1368d \
+    --hash=sha256:5ecbd0499275d57506d397eebe1981cee87b47fcd9ef5c22cab7ed7644a39a94 \
+    --hash=sha256:6274dcb2d15cef48daa73ed1be5a40d501d74dccd0cd6db364776d12cb6ba022 \
+    --hash=sha256:63960549e4f8dc41e31accb97b975abaecfc44c03e396c093a6436763c2ea7db \
+    --hash=sha256:64c753a0f87a256020004f37a1c8c02c480e725f910f0b2a0f3f07debd1b2479 \
+    --hash=sha256:6af371f3767faeffc6ac1ef57cdfd25844403e9d3f476c5537caee499de96376 \
+    --hash=sha256:6ca4919c6e4f89aa99c42510b42cf54596892c00b3f9077f6bdd1505e24b9c8d \
+    --hash=sha256:6d194185eabd279f1c05ebe3504265ddfc5ad2b58d0714f7db9f01da592e9eb6 \
+    --hash=sha256:702c436735fbe99d59ada02a1f65cfc0d31c0ee8b7290912f8fbc5cd1e4b16c3 \
+    --hash=sha256:716ff8ec22f20b4d988b12884086bcef0fc99737043e503f7a3935a6be99b1ea \
+    --hash=sha256:762f99479dcb369f60ab9017ad4ab97a36a1dd7c1ee5a3b15db0f4b8659120cd \
+    --hash=sha256:7762faa47e8ff7eb80bd261d9a7d8eea2d8baa69de5e95b70c1f338bbe712f02 \
+    --hash=sha256:78474632761faa0fb96f30b1c928c84ebcf68713cbb80d15bab09dfe61640fde \
+    --hash=sha256:799416bae98336e400981ff6e532d67d5c709cfb30afb79865a1315f94b0e224 \
+    --hash=sha256:7d034dcffa09e9a46c93fa3a3be402096cb5354ac6e41ab8e5cc9cd8b642ad76 \
+    --hash=sha256:7d28dff1db6764108bc30788d85d61c876beff416d9a49cb9dd7c5a9f34f5804 \
+    --hash=sha256:7d3538f9c0e50670f4deb93dbb696576e60590369cae2faf7de681e597a8a1f1 \
+    --hash=sha256:7d5980a3433d4b71a5e120f9dd551403d7824e31e2e67124fe2769c404c06913 \
+    --hash=sha256:7ea6b3e2c4250ff1de21c630fe72d0f63eb95c2c32ffbf64a358cf4a8836d714 \
+    --hash=sha256:86cf8755a791f72c85dc287128cc62d4f24d392e3f1e15837245623f4a33cccc \
+    --hash=sha256:88023dfe18799507b73f1dbb0d14326a17465de1bc9c9c7655c22845e9ddc3a2 \
+    --hash=sha256:89095c1968b4ba8285840e131bf2891b09ae137fe2146905acae0354fbce1b5e \
+    --hash=sha256:8d35c139744adb3e727cd51b1a18324bbe44b8bd41bf8322bca4d41289f48eda \
+    --hash=sha256:8e74a6135550c4748af665b1b1118b6aab33b1fc6a16f9aff630af107c3b4512 \
+    --hash=sha256:8f9ec95b8a043d3dfbc74d9abc6f7baf524dd27a8dc160b0a32ff9cdab650c28 \
+    --hash=sha256:90bec57cf82089383bd06a605b3eb8daebf7e5a668520beaf6e327a83a947699 \
+    --hash=sha256:95f2954c2c9473d892eca6e0409f3568b37ab62a8eedb122461f73cc273476e3 \
+    --hash=sha256:961be50688f7fba2fa65f63712d3b9b341a22311f5253460ce933f52f0de1c8c \
+    --hash=sha256:98fff996e983a36d3aa2eca83af40c5821202e7e6f32d13ae94e3d2286f10cfe \
+    --hash=sha256:9b8f0f26ca4e7513c534d351eca551947d053fac438f2a04ac96d882909b0d3a \
+    --hash=sha256:9d72af0cf10a76a600a9690078fe31c63b9588c8e86bf9fd353f713c84b5db0f \
+    --hash=sha256:9d8272c0e483b024e1b9ad029821470ed8ec65631dbd90217469da0e7cd89f1c \
+    --hash=sha256:a016194dbe13d14ee9556e734b772d8d67b947092b268d757fd4290e3ba2dfc2 \
+    --hash=sha256:a5781494d4d400a3f47f8f1da94b324f6e6b440a53387774002890a2a2f4b50f \
+    --hash=sha256:a95b05f9baf29b91171b3a8bd2020b028835243e7b0ff6bb23e2a3c228518b1b \
+    --hash=sha256:aa7a1b53a2a4452ada2d1b5dade9960b2522f1e61293a811a077439e39029565 \
+    --hash=sha256:ac0f1a2d0cfa7eea3f2aaf006ab6e70e8feeb16b75d65b7e5939982ca2f11056 \
+    --hash=sha256:af5e2915d41fe6c961694d7bfdc8562942638200f3ce2765dfb8b745cf997629 \
+    --hash=sha256:b6422532152adf4e59b110cb2808cee7a033800952f5c036b4af047ee43199e7 \
+    --hash=sha256:b65f590ef2a44640f9a05dbb548a429b4ade77913ce683ac8b1480777658a6c0 \
+    --hash=sha256:ba00f661f8ba35d075c937174e27c2c421cec3942fd2e0ea3e66996757c0fdd9 \
+    --hash=sha256:bccbbb5ee76a61f9d99b5bf3846a51d7fca4b6a732fe46f89295610edaf41853 \
+    --hash=sha256:bf01d8c84cbea96b944c73b22182e6c7c432b3475632b8111dbfdc95ddad6e13 \
+    --hash=sha256:bf5c6cf48238b0eb4c086978c492ad1cbc22373fc5b2d7353b3a598ce6db887a \
+    --hash=sha256:c16914df9fb7f500e440e6875fa23ff5e0b31db01fa9c06af98d59a91f0dc2e4 \
+    --hash=sha256:c351efb95e832a853a29361675f33a7ce53de1a109cd73fd47af0712213aa4ce \
+    --hash=sha256:c4165821e131d6d4ca444347c2b694e2311bcfa3fe5a861cc72968f28867beac \
+    --hash=sha256:c5f5df567f6eb216de69be06ce55c8b714090fae02b18a3b40da8163b8c5fa9c \
+    --hash=sha256:c941bb58d5a6e1c3892d86e42927ed6c180302f07e6d395d08c416e594b98b46 \
+    --hash=sha256:c97f080ea627e2863524c5af3836e2270b5f5dfff1f104392b959f8df0c5d384 \
+    --hash=sha256:cb96698e3c7413d906ce83f8ffd245ec1bd94707541f299d0ce4d6b0193e982b \
+    --hash=sha256:cbb7640ce37159548d2147b5b8c241f962143d4c71231431820783f4dc78f210 \
+    --hash=sha256:cdf2448aab5f661c9315308ec8b93f4e8a1a67a3c733f8631067a2b67d5913dc \
+    --hash=sha256:d2117334c3af3bdcb9a88522b844a2bdb5efdc4f71c6c822df55486ae1c3347a \
+    --hash=sha256:d53d10f7da99ae46f7373b9150393e9c5eab9b224909982b43832668de4779f5 \
+    --hash=sha256:d9fafc5aa2e2a39aaf7f8cc0c1f044a9b07fca12e558dca53a3cc5c654ad67a7 \
+    --hash=sha256:db3eb7d46527159a878ec3460e9d40615bc25ba337d477db681aea6e4f05c5d2 \
+    --hash=sha256:dbf7c7a88e2bac086f06d14577332760bdeecc42bdec8ac4077f6260557d9326 \
+    --hash=sha256:df2b82571a1b30f58a87bf4e5a9e78d2b1eff6c6ce8fd3aa3757221f93f0863f \
+    --hash=sha256:df92f2aba50eb4d96718b68ef76f2e57a57b54f2fa62333496d16c6d585a85ca \
+    --hash=sha256:eb4e8997a49aa2c08a3e43c9045d224448b8941d88e7ac163c7d383e560cbf98 \
+    --hash=sha256:efc1cdd798b1aaf39b4610bba7aad28c9bea9b910f25c784ccf9ec1fa719d1f9 \
+    --hash=sha256:f146d154428a2523f9cc7936c02353c2459b8f6cf07d3cd1ee1c0a611109c5d5 \
+    --hash=sha256:f5bce581e6b8c235e566a14768a943b172ada3ed73537bb0c0be1edee312d4e7 \
+    --hash=sha256:f9912624a0c0b834b7520d7769b3644453aabc0a7e1c839da7359f050750e9bc \
+    --hash=sha256:fb62edb5bb52cca65fab91a63afa7561607120d26090a7e8fda6fb9f064726da \
+    --hash=sha256:ff067a8d8d880e7809e4ac88eb009bb848870115317b306666502ccad30b147f
     # via
     #   feast (pyproject.toml)
     #   cryptography
-charset-normalizer==3.4.7 \
-    --hash=sha256:007d05ec7321d12a40227aae9e2bc6dca73f3cb21058999a1df9e193555a9dcc \
-    --hash=sha256:03853ed82eeebbce3c2abfdbc98c96dc205f32a79627688ac9a27370ea61a49c \
-    --hash=sha256:07d9e39b01743c3717745f4c530a6349eadbfa043c7577eef86c502c15df2c67 \
-    --hash=sha256:08e721811161356f97b4059a9ba7bafb23ea5ee2255402c42881c214e173c6b4 \
-    --hash=sha256:0c96c3b819b5c3e9e165495db84d41914d6894d55181d2d108cc1a69bfc9cce0 \
-    --hash=sha256:0ea948db76d31190bf08bd371623927ee1339d5f2a0b4b1b4a4439a65298703c \
-    --hash=sha256:0f7eb884681e3938906ed0434f20c63046eacd0111c4ba96f27b76084cd679f5 \
-    --hash=sha256:12a6fff75f6bc66711b73a2f0addfc4c8c15a20e805146a02d147a318962c444 \
-    --hash=sha256:12d8baf840cc7889b37c7c770f478adea7adce3dcb3944d02ec87508e2dcf153 \
-    --hash=sha256:14265bfe1f09498b9d8ec91e9ec9fa52775edf90fcbde092b25f4a33d444fea9 \
-    --hash=sha256:16d971e29578a5e97d7117866d15889a4a07befe0e87e703ed63cd90cb348c01 \
-    --hash=sha256:177a0ba5f0211d488e295aaf82707237e331c24788d8d76c96c5a41594723217 \
-    --hash=sha256:1a87ca9d5df6fe460483d9a5bbf2b18f620cbed41b432e2bddb686228282d10b \
-    --hash=sha256:1c2a768fdd44ee4a9339a9b0b130049139b8ce3c01d2ce09f67f5a68048d477c \
-    --hash=sha256:1c2aed2e5e41f24ea8ef1590b8e848a79b56f3a5564a65ceec43c9d692dc7d8a \
-    --hash=sha256:1dc8b0ea451d6e69735094606991f32867807881400f808a106ee1d963c46a83 \
-    --hash=sha256:1efde3cae86c8c273f1eb3b287be7d8499420cf2fe7585c41d370d3e790054a5 \
-    --hash=sha256:202389074300232baeb53ae2569a60901f7efadd4245cf3a3bf0617d60b439d7 \
-    --hash=sha256:203104ed3e428044fd943bc4bf45fa73c0730391f9621e37fe39ecf477b128cb \
-    --hash=sha256:2257141f39fe65a3fdf38aeccae4b953e5f3b3324f4ff0daf9f15b8518666a2c \
-    --hash=sha256:298930cec56029e05497a76988377cbd7457ba864beeea92ad7e844fe74cd1f1 \
-    --hash=sha256:2cd4a60d0e2fb04537162c62bbbb4182f53541fe0ede35cdf270a1c1e723cc42 \
-    --hash=sha256:2d6eb928e13016cea4f1f21d1e10c1cebd5a421bc57ddf5b1142ae3f86824fab \
-    --hash=sha256:2fe249cb4651fd12605b7288b24751d8bfd46d35f12a20b1ba33dea122e690df \
-    --hash=sha256:30b8d1d8c52a48c2c5690e152c169b673487a2a58de1ec7393196753063fcd5e \
-    --hash=sha256:320ade88cfb846b8cd6b4ddf5ee9e80ee0c1f52401f2456b84ae1ae6a1a5f207 \
-    --hash=sha256:3534e7dcbdcf757da6b85a0bbf5b6868786d5982dd959b065e65481644817a18 \
-    --hash=sha256:36836d6ff945a00b88ba1e4572d721e60b5b8c98c155d465f56ad19d68f23734 \
-    --hash=sha256:38c0109396c4cfc574d502df99742a45c72c08eff0a36158b6f04000043dbf38 \
-    --hash=sha256:3946fa46a0cf3e4c8cb1cc52f56bb536310d34f25f01ca9b6c16afa767dab110 \
-    --hash=sha256:3bec022aec2c514d9cf199522a802bd007cd588ab17ab2525f20f9c34d067c18 \
-    --hash=sha256:3c9a494bc5ec77d43cea229c4f6db1e4d8fe7e1bbffa8b6f0f0032430ff8ab44 \
-    --hash=sha256:3dce51d0f5e7951f8bb4900c257dad282f49190fdbebecd4ba99bcc41fef404d \
-    --hash=sha256:3dedcc22d73ec993f42055eff4fcfed9318d1eeb9a6606c55892a26964964e48 \
-    --hash=sha256:4042d5c8f957e15221d423ba781e85d553722fc4113f523f2feb7b188cc34c5e \
-    --hash=sha256:481551899c856c704d58119b5025793fa6730adda3571971af568f66d2424bb5 \
-    --hash=sha256:4dc1e73c36828f982bfe79fadf5919923f8a6f4df2860804db9a98c48824ce8d \
-    --hash=sha256:4e5163c14bffd570ef2affbfdd77bba66383890797df43dc8b4cc7d6f500bf53 \
-    --hash=sha256:511ef87c8aec0783e08ac18565a16d435372bc1ac25a91e6ac7f5ef2b0bff790 \
-    --hash=sha256:532bc9bf33a68613fd7d65e4b1c71a6a38d7d42604ecf239c77392e9b4e8998c \
-    --hash=sha256:54523e136b8948060c0fa0bc7b1b50c32c186f2fceee897a495406bb6e311d2b \
-    --hash=sha256:5649fd1c7bade02f320a462fdefd0b4bd3ce036065836d4f42e0de958038e116 \
-    --hash=sha256:56be790f86bfb2c98fb742ce566dfb4816e5a83384616ab59c49e0604d49c51d \
-    --hash=sha256:5b77459df20e08151cd6f8b9ef8ef1f961ef73d85c21a555c7eed5b79410ec10 \
-    --hash=sha256:5ed6ab538499c8644b8a3e18debabcd7ce684f3fa91cf867521a7a0279cab2d6 \
-    --hash=sha256:6178f72c5508bfc5fd446a5905e698c6212932f25bcdd4b47a757a50605a90e2 \
-    --hash=sha256:6370e8686f662e6a3941ee48ed4742317cafbe5707e36406e9df792cdb535776 \
-    --hash=sha256:64f02c6841d7d83f832cd97ccf8eb8a906d06eb95d5276069175c696b024b60a \
-    --hash=sha256:65bcd23054beab4d166035cabbc868a09c1a49d1efe458fe8e4361215df40265 \
-    --hash=sha256:66671f93accb62ed07da56613636f3641f1a12c13046ce91ffc923721f23c008 \
-    --hash=sha256:6696b7688f54f5af4462118f0bfa7c1621eeb87154f77fa04b9295ce7a8f2943 \
-    --hash=sha256:6785f414ae0f3c733c437e0f3929197934f526d19dfaa75e18fdb4f94c6fb374 \
-    --hash=sha256:67f6279d125ca0046a7fd386d01b311c6363844deac3e5b069b514ba3e63c246 \
-    --hash=sha256:6c114670c45346afedc0d947faf3c7f701051d2518b943679c8ff88befe14f8e \
-    --hash=sha256:6e0d51f618228538a3e8f46bd246f87a6cd030565e015803691603f55e12afb5 \
-    --hash=sha256:6ed74185b2db44f41ef35fd1617c5888e59792da9bbc9190d6c7300617182616 \
-    --hash=sha256:708838739abf24b2ceb208d0e22403dd018faeef86ddac04319a62ae884c4f15 \
-    --hash=sha256:715479b9a2802ecac752a3b0efa2b0b60285cf962ee38414211abdfccc233b41 \
-    --hash=sha256:733784b6d6def852c814bce5f318d25da2ee65dd4839a0718641c696e09a2960 \
-    --hash=sha256:750e02e074872a3fad7f233b47734166440af3cdea0add3e95163110816d6752 \
-    --hash=sha256:752a45dc4a6934060b3b0dab47e04edc3326575f82be64bc4fc293914566503e \
-    --hash=sha256:7579e913a5339fb8fa133f6bbcfd8e6749696206cf05acdbdca71a1b436d8e72 \
-    --hash=sha256:7641bb8895e77f921102f72833904dcd9901df5d6d72a2ab8f31d04b7e51e4e7 \
-    --hash=sha256:7804338df6fcc08105c7745f1502ba68d900f45fd770d5bdd5288ddccb8a42d8 \
-    --hash=sha256:80d04837f55fc81da168b98de4f4b797ef007fc8a79ab71c6ec9bc4dd662b15b \
-    --hash=sha256:813c0e0132266c08eb87469a642cb30aaff57c5f426255419572aaeceeaa7bf4 \
-    --hash=sha256:82b271f5137d07749f7bf32f70b17ab6eaabedd297e75dce75081a24f76eb545 \
-    --hash=sha256:84c018e49c3bf790f9c2771c45e9313a08c2c2a6342b162cd650258b57817706 \
-    --hash=sha256:8751d2787c9131302398b11e6c8068053dcb55d5a8964e114b6e196cf16cb366 \
-    --hash=sha256:8778f0c7a52e56f75d12dae53ae320fae900a8b9b4164b981b9c5ce059cd1fcb \
-    --hash=sha256:87fad7d9ba98c86bcb41b2dc8dbb326619be2562af1f8ff50776a39e55721c5a \
-    --hash=sha256:8d828b6667a32a728a1ad1d93957cdf37489c57b97ae6c4de2860fa749b8fc1e \
-    --hash=sha256:8e385e4267ab76874ae30db04c627faaaf0b509e1ccc11a95b3fc3e83f855c00 \
-    --hash=sha256:92a0a01ead5e668468e952e4238cccd7c537364eb7d851ab144ab6627dbbe12f \
-    --hash=sha256:94e1885b270625a9a828c9793b4d52a64445299baa1fea5a173bf1d3dd9a1a5a \
-    --hash=sha256:a180c5e59792af262bf263b21a3c49353f25945d8d9f70628e73de370d55e1e1 \
-    --hash=sha256:a277ab8928b9f299723bc1a2dabb1265911b1a76341f90a510368ca44ad9ab66 \
-    --hash=sha256:a5fe03b42827c13cdccd08e6c0247b6a6d4b5e3cdc53fd1749f5896adcdc2356 \
-    --hash=sha256:a6c5863edfbe888d9eff9c8b8087354e27618d9da76425c119293f11712a6319 \
-    --hash=sha256:a89c23ef8d2c6b27fd200a42aa4ac72786e7c60d40efdc76e6011260b6e949c4 \
-    --hash=sha256:adb2597b428735679446b46c8badf467b4ca5f5056aae4d51a19f9570301b1ad \
-    --hash=sha256:ae196f021b5e7c78e918242d217db021ed2a6ace2bc6ae94c0fc596221c7f58d \
-    --hash=sha256:ae89db9e5f98a11a4bf50407d4363e7b09b31e55bc117b4f7d80aab97ba009e5 \
-    --hash=sha256:aed52fea0513bac0ccde438c188c8a471c4e0f457c2dd20cdbf6ea7a450046c7 \
-    --hash=sha256:aef65cd602a6d0e0ff6f9930fcb1c8fec60dd2cfcb6facaf4bdb0e5873042db0 \
-    --hash=sha256:af21eb4409a119e365397b2adbaca4c9ccab56543a65d5dbd9f920d6ac29f686 \
-    --hash=sha256:b14b2d9dac08e28bb8046a1a0434b1750eb221c8f5b87a68f4fa11a6f97b5e34 \
-    --hash=sha256:bb6d88045545b26da47aa879dd4a89a71d1dce0f0e549b1abcb31dfe4a8eac49 \
-    --hash=sha256:bb8cc7534f51d9a017b93e3e85b260924f909601c3df002bcdb58ddb4dc41a5c \
-    --hash=sha256:bc17a677b21b3502a21f66a8cc64f5bfad4df8a0b8434d661666f8ce90ac3af1 \
-    --hash=sha256:bd6c2a1c7573c64738d716488d2cdd3c00e340e4835707d8fdb8dc1a66ef164e \
-    --hash=sha256:bd9b23791fe793e4968dba0c447e12f78e425c59fc0e3b97f6450f4781f3ee60 \
-    --hash=sha256:c03a41a8784091e67a39648f70c5f97b5b6a37f216896d44d2cdcb82615339a0 \
-    --hash=sha256:c0f081d69a6e58272819b70288d3221a6ee64b98df852631c80f293514d3b274 \
-    --hash=sha256:c35abb8bfff0185efac5878da64c45dafd2b37fb0383add1be155a763c1f083d \
-    --hash=sha256:c36c333c39be2dbca264d7803333c896ab8fa7d4d6f0ab7edb7dfd7aea6e98c0 \
-    --hash=sha256:c45e9440fb78f8ddabcf714b68f936737a121355bf59f3907f4e17721b9d1aae \
-    --hash=sha256:c593052c465475e64bbfe5dbd81680f64a67fdc752c56d7a0ae205dc8aeefe0f \
-    --hash=sha256:cdd68a1fb318e290a2077696b7eb7a21a49163c455979c639bf5a5dcdc46617d \
-    --hash=sha256:ce3412fbe1e31eb81ea42f4169ed94861c56e643189e1e75f0041f3fe7020abe \
-    --hash=sha256:cf1493cd8607bec4d8a7b9b004e699fcf8f9103a9284cc94962cb73d20f9d4a3 \
-    --hash=sha256:cf29836da5119f3c8a8a70667b0ef5fdca3bb12f80fd06487cfa575b3909b393 \
-    --hash=sha256:d4a48e5b3c2a489fae013b7589308a40146ee081f6f509e047e0e096084ceca1 \
-    --hash=sha256:d560742f3c0d62afaccf9f41fe485ed69bd7661a241f86a3ef0f0fb8b1a397af \
-    --hash=sha256:d6038d37043bced98a66e68d3aa2b6a35505dc01328cd65217cefe82f25def44 \
-    --hash=sha256:d61f00a0869d77422d9b2aba989e2d24afa6ffd552af442e0e58de4f35ea6d00 \
-    --hash=sha256:d635aab80466bc95771bb78d5370e74d36d1fe31467b6b29b8b57b2a3cd7d22c \
-    --hash=sha256:dca4bbc466a95ba9c0234ef56d7dd9509f63da22274589ebd4ed7f1f4d4c54e3 \
-    --hash=sha256:dd915403e231e6b1809fe9b6d9fc55cf8fb5e02765ac625d9cd623342a7905d7 \
-    --hash=sha256:e044c39e41b92c845bc815e5ae4230804e8e7bc29e399b0437d64222d92809dd \
-    --hash=sha256:e060d01aec0a910bdccb8be71faf34e7799ce36950f8294c8bf612cba65a2c9e \
-    --hash=sha256:e1421b502d83040e6d7fb2fb18dff63957f720da3d77b2fbd3187ceb63755d7b \
-    --hash=sha256:e17b8d5d6a8c47c85e68ca8379def1303fd360c3e22093a807cd34a71cd082b8 \
-    --hash=sha256:e5f4d355f0a2b1a31bc3edec6795b46324349c9cb25eed068049e4f472fb4259 \
-    --hash=sha256:e712b419df8ba5e42b226c510472b37bd57b38e897d3eca5e8cfd410a29fa859 \
-    --hash=sha256:e74327fb75de8986940def6e8dee4f127cc9752bee7355bb323cc5b2659b6d46 \
-    --hash=sha256:e80c8378d8f3d83cd3164da1ad2df9e37a666cdde7b1cb2298ed0b558064be30 \
-    --hash=sha256:e8ac484bf18ce6975760921bb6148041faa8fef0547200386ea0b52b5d27bf7b \
-    --hash=sha256:eca9705049ad3c7345d574e3510665cb2cf844c2f2dcfe675332677f081cbd46 \
-    --hash=sha256:ed065083d0898c9d5b4bbec7b026fd755ff7454e6e8b73a67f8c744b13986e24 \
-    --hash=sha256:edac0f1ab77644605be2cbba52e6b7f630731fc42b34cb0f634be1a6eface56a \
-    --hash=sha256:effc3f449787117233702311a1b7d8f59cba9ced946ba727bdc329ec69028e24 \
-    --hash=sha256:f22dec1690b584cea26fade98b2435c132c1b5f68e39f5a0b7627cd7ae31f1dc \
-    --hash=sha256:f495a1652cf3fbab2eb0639776dad966c2fb874d79d87ca07f9d5f059b8bd215 \
-    --hash=sha256:f496c9c3cc02230093d8330875c4c3cdfc3b73612a5fd921c65d39cbcef08063 \
-    --hash=sha256:f59099f9b66f0d7145115e6f80dd8b1d847176df89b234a5a6b3f00437aa0832 \
-    --hash=sha256:f59ad4c0e8f6bba240a9bb85504faa1ab438237199d4cce5f622761507b8f6a6 \
-    --hash=sha256:fbccdc05410c9ee21bbf16a35f4c1d16123dcdeb8a1d38f33654fa21d0234f79 \
-    --hash=sha256:fea24543955a6a729c45a73fe90e08c743f0b3334bbf3201e6c4bc1b0c7fa464
+charset-normalizer==3.4.9 \
+    --hash=sha256:0327fcd59a935777d83410750c50600ee9571af2846f71ce40f25b13da1ef380 \
+    --hash=sha256:03d07803992c6c7bbc976327f34b18b6160327fc81cb82c9d504720ac0be3b62 \
+    --hash=sha256:04ce310cb89c15df659582aee80a0603788732a5e017d5bd5c81158106ce249c \
+    --hash=sha256:0d861473f743244d349b50f850d10eb87aeb22bbdcc8e64f79273c94af5a8226 \
+    --hash=sha256:0e94703ec9684807f20cfb5eed95c70f67f2a8f21ad620146d7b5a13677b93e5 \
+    --hash=sha256:0fa1aec2d32bcc03c8fa0f6f1712caad1adc38509f31142112e5c9daf5b9c833 \
+    --hash=sha256:16b65ea0f2465b6fb52aa22de5eca612aa964ddfec00a912e26f4656cbef890b \
+    --hash=sha256:16d10d789dd9bcca1173c95af82c58433122564b7bc39385124be735a35cbe99 \
+    --hash=sha256:19ac87f93086ce37b86e098888555c4b4bc48102279bae3350098c0ed664b501 \
+    --hash=sha256:1d22856ffbe153a602df38e4a5464f0b748a54002e0d69ac6d2ad0a197cc99ec \
+    --hash=sha256:21e764fd1e70b6a3e205a0e46f3051701f98a8cb3fad66eeb80e48bb502f8698 \
+    --hash=sha256:231ddcbb35e2ff8973e1365db41fe0572662893b99a05deb183b68ad4c0c8bd4 \
+    --hash=sha256:253a4a220747e8b5faf57ec320c4f5efb0cef05f647420bf267143ec15dba10a \
+    --hash=sha256:280081916dc341820640489a66e4696049401ef1cf6dd672f672e70ad915aca3 \
+    --hash=sha256:2a441ea71902098ffe78c5abe6c494f44160b4af614ed16c3d9a3b1d17fd8ee2 \
+    --hash=sha256:304b13570067b2547562e308af560b3963857b1fa90bd6afd978130130fe2d6a \
+    --hash=sha256:32286a2c8d167e897177b673176c1e3e00d4057caf5d2b64eef9a3666b03018e \
+    --hash=sha256:33bdcc2a32c0a0e861f60841a512c8acc658c87c2ac59d89e3a46dacf7d866e4 \
+    --hash=sha256:375b83ed0aecfce76c16d198fbc21f3b11b337d68662bea0a995046682a11419 \
+    --hash=sha256:3c09a49d6cde137258beb3d551994a2927fd35ad5cf96aed573f61bbd67c5f84 \
+    --hash=sha256:3d92613ec25e43b05f042302531ec0f00b8445190e43325880cbd6ab7c2581da \
+    --hash=sha256:40a126142a56b2dfc0aacbad1de8310cbf60da7656db0e6b16eebd48e3e93519 \
+    --hash=sha256:416c229f77e5ea25b3dfd4b582f8d73d7e43c22320302b9ab128a2d3a0b38efe \
+    --hash=sha256:432786d3561e69aeeae6c7e8648964ce0ad05736120135601f87ac26b9c83381 \
+    --hash=sha256:43b9e366a31fdd1c87d0eb08f579b4a82b723ea54338f040d6b4e518a026ea29 \
+    --hash=sha256:440eede837960000d74978f0eba527be106b5b9aee0daf779d395276ed0b0614 \
+    --hash=sha256:45b0cc4e3556cd875e09102988d1ab8356c998b596c9fced84547c8138b487a0 \
+    --hash=sha256:476743fe6dfe14a2da12e3ac79125dc84a3b2cf8094369a47a1529b0cd8549fe \
+    --hash=sha256:4773092f8019072343a7447203308b176e10199920eb02d6195e81bbb3274c29 \
+    --hash=sha256:4b3dac63058cc36820b0dd072f89898604e2d39686fe05321729d00d8ac185a0 \
+    --hash=sha256:4d1c96a7a18b9690a4d46df09e3e3382406ae3213727cd1019ebade1c4a81917 \
+    --hash=sha256:51307f5c71007673a2bf8232ad973483d281e74cb99c8c5a990af1eefa6277d9 \
+    --hash=sha256:51447e9aa2684679af07ca5021c3db526e0284347ebf4ffcec1154c3350cfe32 \
+    --hash=sha256:58150c9f9b9a552505912d182ccdf26f6396fb6094816ceebcbb20eecabaed94 \
+    --hash=sha256:5b10cd92fc5c498b35a8635df6d5a100207f88b63a4dc1de7ef9a548e1e2cd63 \
+    --hash=sha256:5e226f6218febc71f6c1fc2fafb91c226f75bdc1d8fb12d66823716e891608fd \
+    --hash=sha256:609b3ba8fcc0fb5ab7af00719d0fb6ad0cb518e48e7712d12fd68f1327951198 \
+    --hash=sha256:60f44ade2cf573dad7a277e6f8ca9a51a21dda572b13bd7d8539bb3cd5dbedde \
+    --hash=sha256:611057cc5d5c0afc743ba8be6bd828c17e0aaa8643f9d0a9b9bb7dea80eb8012 \
+    --hash=sha256:6366a16e1a25018694d6a5d784d09b046edc9eac40ea2b54065c3052672516a1 \
+    --hash=sha256:65a7ff3f705e57d392f7261b6d0550fe137c3019477431f1c355e0db0a7d3e15 \
+    --hash=sha256:673611bbd43f0810bec0b0f028ddeaaa501190339cac411f347ac76917c3ae7b \
+    --hash=sha256:67830fc78e67501f47bb950471b2dcb9b35b140084429318e862895a8e89c993 \
+    --hash=sha256:68ce9f4d6b26d5ccbf7fd4459bf75f74a0a146677ebba80597df60cbdb20e6f4 \
+    --hash=sha256:68e5f26a1ad57ded6d1cfb85331d1c1a195314756471d97758c48498bb4dcdf5 \
+    --hash=sha256:69b157c5d3292bcd443faca052f3096f637f1e074b98212a933c074ae23dc3b8 \
+    --hash=sha256:75286256590a6320cf106a0d28970d3560aad9ee09aa7b34fb40524792436d35 \
+    --hash=sha256:78841cccf1af7b40f6f716338d50c0902dbe88d9f800b3c973b7a9a0a693a642 \
+    --hash=sha256:78fa18e436a1a0e58dbd7e02fc4473f3f32cceb12df9dfca542d075961c307d2 \
+    --hash=sha256:79580094b00d1789d1f93ea55bc43cb2f611910c72235b7657f3482ddcc1b22d \
+    --hash=sha256:7b86a2b16095d250c6f58b3d9b2eee6f4147754344f3dab0922f7c9bf7d226c9 \
+    --hash=sha256:83aed2c10721ddd90f68140685391b50811a880af20654c59af6b6c66c40513c \
+    --hash=sha256:84fd18bcc17526fc2b3c1af7d2b9217d32c9c04448c16ec693b9b4f1985c3d33 \
+    --hash=sha256:871ff67ea1aad4dfd91736464934d56b32dac49f9fbe16cddba36198a7b3a0db \
+    --hash=sha256:898f0e9068ca27d37f8e83a5b962821df851532e6c4a7d615c1c033f9da6eedf \
+    --hash=sha256:8a79d9f4d8001473a30c163556b3c3bfebec837495a412dde78b51672f6134f9 \
+    --hash=sha256:8c041122946b7ba21bb32c45b1aa57b1be35527690aeb3c5c234521085632eee \
+    --hash=sha256:90c44bc373b7687f6948b693cceaea1348ae0975d7474746559494468e3c1d84 \
+    --hash=sha256:9104ed0bd76a429d46f9ec0dbc9b08ad1d2dcdf2b00a5a0daa1c145329b35b44 \
+    --hash=sha256:920079c3f7456fa213e0829ed2073aaa727fd39d889ead5b4f35d0de5460d04f \
+    --hash=sha256:93d59d504b230e83c7a843251681959a0b6a9cd76f6e146ce1b8a80eb8739af9 \
+    --hash=sha256:9b2aff1c7b3884512b9512c3eaadd9bab39fb45042ffaaa1dd08ff2b9f8109d9 \
+    --hash=sha256:9b8e0f3107e2200b76f6054de99016eac3ee6762713587b36baaa7e4bd2ae177 \
+    --hash=sha256:9bb41182d93ea91f60b4bc8fbf4c820c69ef8a12ab2d917f3f1834f1acad07e8 \
+    --hash=sha256:9cdef90ae47919cae358d8ab15797a800ed41da7aba5d72419fb510729e2ed4b \
+    --hash=sha256:a1786910334ed46ab1dd73222f2cd1e05c2c3bb39f6dddb4f8b36fc382058a39 \
+    --hash=sha256:a4cfde78a9f2880208d16a93b795726a3017d5977e08d1e162a7a31322479c41 \
+    --hash=sha256:a4fbdde9dd4a9ce5fd52c2b3a347bb50cc89483ef783f1cb00d408c13f7a96c0 \
+    --hash=sha256:aa99adc8f081b475a12843953db36831eaf83ec33eb46a90629ca6a5de45a616 \
+    --hash=sha256:ac351b3b8014eead140e77e9717e2992c6bbe30b63bc3422422eb84865412e3d \
+    --hash=sha256:ad41ba96094304aa090f5a30cb6e4fb3b3f1c264c523394b4c39bbacc4dc92ba \
+    --hash=sha256:b5314963fce9b0b12743891de876e724997864ee22aa496f903f426c7e2fa5b2 \
+    --hash=sha256:bcf74c1df76758a395bf0af608c04c82257523f55c9868b334f06270d0f2112b \
+    --hash=sha256:bd47ba7fc3ca94896759ea0109775132d3e7ab921fbf54038e1bab2e46c313c9 \
+    --hash=sha256:c0323c9daef75ef2e5083624b4585018a0c9d5e3b40f607eed81a311270b934b \
+    --hash=sha256:c1225416b463483160e4af85d5fc3a9690ccb53fd4b1865a6437825f5ede3209 \
+    --hash=sha256:c1c948747b03be832dceed96ca815cef7360de9aa19d37c730f8e3f6101aca48 \
+    --hash=sha256:c25fe15c70c59eb7c5ce8c06a1f3fa1da0ecc5ea1e7a5922c40fd2fa9b0d5046 \
+    --hash=sha256:cc1b0fff8ead343dae06305f954eb8468ba0ec1a97881f42489d198e4ce3c632 \
+    --hash=sha256:cd6280cf040f233bd7d3407b743b4b4c74f70e8e1c4199cb112a62c941c0772a \
+    --hash=sha256:cd6c3d4b783c556fa00bf540854e42f135e2f256abd29669fcd0da0f2dec79c2 \
+    --hash=sha256:d4d6fcde76f94f5cb9e43e9e9a61f16dacefd228cbbf6f1a09bd9b219a92f1a1 \
+    --hash=sha256:ddf4af30b417d9fe16481e9b81c27ab2a7cde1ff7ba3e85653b02db7d145dc7b \
+    --hash=sha256:df115d4d83168fdf2cae48ef1ff6d1cb4c466364e30861b37121de0f3bf1b990 \
+    --hash=sha256:df7276909358e5635ae203673ab7e509ddd224225a8d6b0790bf13eb2bde1cc5 \
+    --hash=sha256:e4fd89cc178bced6ad29cb3e6dd4aa63fa5017c3524dbd0b25998fb64a87cc8b \
+    --hash=sha256:e9701d0049d92c16703a42771b98d560b95248949f23f8cf7b4eddd201814fb9 \
+    --hash=sha256:ee2f2a527e3c1a6e6411eb4209642e138b544a2d72fe5d0d76daf77b24063534 \
+    --hash=sha256:f7fb7d750cfa0a070d2c24e831fd3481019a60dd317ea2b39acbcebc08b6ed81 \
+    --hash=sha256:f840ed6d8ecba8255df8c42b87fadeda98ddfc6eeec05e2dc66e26d46dd6f58a \
+    --hash=sha256:f86c6358749bd4fda175388691e3ba8c46e24c5347d0afd20f9b7edfc9faf07d \
+    --hash=sha256:fa36ec09ef71d158186bc79e359ff5fdd6e7996fe8ab638f00d6b93139ba4fcf \
+    --hash=sha256:fe2c7201c642b7c308f1675355ad7ff7b66acfe3541625efe5a3ad38f29d6115
     # via
     #   requests
     #   snowflake-connector-python
-click==8.3.3 \
-    --hash=sha256:398329ad4837b2ff7cbe1dd166a4c0f8900c3ca3a218de04466f38f6497f18a2 \
-    --hash=sha256:a2bf429bb3033c89fa4936ffb35d5cb471e3719e1f3c8a7c3fff0b8314305613
+click==8.4.2 \
+    --hash=sha256:9a6cea6e60b17ebe0a44c5cc636d94f09bd66142c1cd7d8b4cd731c4917a15f6 \
+    --hash=sha256:e6f9f66136c816745b9d65817da91d61d957fb16e02e4dcd0552553c5a197b76
     # via
     #   feast (pyproject.toml)
     #   dask
-    #   typer
     #   uvicorn
 cloudpickle==3.1.2 \
     --hash=sha256:7fda9eb655c9c230dab534f1983763de5835249750e85fbcef43aaa30a9a2414 \
@@ -442,68 +464,65 @@ colorama==0.4.6 \
     --hash=sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44 \
     --hash=sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6
     # via feast (pyproject.toml)
-cryptography==47.0.0 \
-    --hash=sha256:0024b87d47ae2399165a6bfb20d24888881eeab83ae2566d62467c5ff0030ce7 \
-    --hash=sha256:07efe86201817e7d3c18781ca9770bc0db04e1e48c994be384e4602bc38f8f27 \
-    --hash=sha256:09f6d7bf6724f8db8b32f11eccf23efc8e759924bc5603800335cf8859a3ddbd \
-    --hash=sha256:11438c7518132d95f354fa01a4aa2f806d172a061a7bed18cf18cbdacdb204d7 \
-    --hash=sha256:11dbb9f50a0f1bb9757b3d8c27c1101780efb8f0bdecfb12439c22a74d64c001 \
-    --hash=sha256:14432c8a9bcb37009784f9594a62fae211a2ae9543e96c92b2a8e4c3cd5cd0c4 \
-    --hash=sha256:1581aef4219f7ca2849d0250edaa3866212fb74bf5667284f46aa92f9e65c1ca \
-    --hash=sha256:160ad728f128972d362e714054f6ba0067cab7fb350c5202a9ae8ae4ce3ef1a0 \
-    --hash=sha256:1a405c08857258c11016777e11c02bacbe7ef596faf259305d282272a3a05cbe \
-    --hash=sha256:1e47422b5557bb82d3fff997e8d92cff4e28b9789576984f08c248d2b3535d93 \
-    --hash=sha256:20fdbe3e38fb67c385d233c89371fa27f9909f6ebca1cecc20c13518dae65475 \
-    --hash=sha256:2207a498b03275d0051589e326b79d4cf59985c99031b05bb292ac52631c37fe \
-    --hash=sha256:256d07c78a04d6b276f5df935a9923275f53bd1522f214447fdf365494e2d515 \
-    --hash=sha256:2b45761c6ec22b7c726d6a829558777e32d0f1c8be7c3f3480f9c912d5ee8a10 \
-    --hash=sha256:2ebd84adf0728c039a3be2700289378e1c164afc6748df1a5ed456767bef9ba7 \
-    --hash=sha256:34b4358b925a5ea3e14384ca781a2c0ef7ac219b57bb9eacc4457078e2b19f92 \
-    --hash=sha256:3fb8fa48075fad7193f2e5496135c6a76ac4b2aa5a38433df0a539296b377829 \
-    --hash=sha256:4e1de79e047e25d6e9f8cea71c86b4a53aced64134f0f003bbcbf3655fd172c8 \
-    --hash=sha256:4f7722c97826770bab8ae92959a2e7b20a5e9e9bf4deae68fd86c3ca457bab52 \
-    --hash=sha256:51c9313e90bd1690ec5a75ed047c27c0b8e6c570029712943d6116ef9a90620b \
-    --hash=sha256:5d0e362ff51041b0c0d219cc7d6924d7b8996f57ce5712bdcef71eb3c65a59cc \
-    --hash=sha256:6651d32eff255423503aa276739da98c30f26c40cbeffcc6048e0d54ef704c0c \
-    --hash=sha256:6eebcaf0df1d21ce1f90605c9b432dd2c4f4ab665ac29a40d5e3fc68f51b5e63 \
-    --hash=sha256:6f29f36582e6151d9686235e586dd35bb67491f024767d10b842e520dc6a07ac \
-    --hash=sha256:7a02675e2fabd0c0fc04c868b8781863cbf1967691543c22f5470500ff840b31 \
-    --hash=sha256:7f1207974a904e005f762869996cf620e9bf79ecb4622f148550bb48e0eb35a7 \
-    --hash=sha256:7f68d6fbc7fbbcfb0939fea72c3b96a9f9a6edfc0e1b1d29778a2066030418b1 \
-    --hash=sha256:7fda2f02c9015db3f42bb8a22324a454516ed10a8c29ca6ece6cdbb5efe2a203 \
-    --hash=sha256:80887c5cbd1774683cb126f0ab4184567f080071d5acf62205acb354b4b753b7 \
-    --hash=sha256:835d2d7f47cdc53b3224e90810fb1d36ca94ea29cc1801fb4c1bc43876735769 \
-    --hash=sha256:8c1a736bbb3288005796c3f7ccb9453360d7fed483b13b9f468aea5171432923 \
-    --hash=sha256:9af828c0d5a65c70ec729cd7495a4bf1a67ecb66417b8f02ff125ab8a6326a74 \
-    --hash=sha256:9c59ab0e0fa3a180a5a9c59f3a5abe3ef90d474bc56d7fadfbe80359491b615b \
-    --hash=sha256:9f8e55fe4e63613a5e1cc5819030f27b97742d720203a087802ce4ce9ceb52bb \
-    --hash=sha256:9fe6b7c64926c765f9dff301f9c1b867febcda5768868ca084e18589113732ab \
-    --hash=sha256:a49a3eb5341b9503fa3000a9a0db033161db90d47285291f53c2a9d2cd1b7f76 \
-    --hash=sha256:a9b761f012a943b7de0e828843c5688d0de94a0578d44d6c85a1bae32f87791f \
-    --hash=sha256:b1c76fca783aa7698eb21eb14f9c4aa09452248ee54a627d125025a43f83e7a7 \
-    --hash=sha256:b9a8943e359b7615db1a3ba587994618e094ff3d6fa5a390c73d079ce18b3973 \
-    --hash=sha256:be12cb6a204f77ed968bcefe68086eb061695b540a3dd05edac507a3111b25f0 \
-    --hash=sha256:cffbba3392df0fa8629bb7f43454ee2925059ee158e23c54620b9063912b86c8 \
-    --hash=sha256:ed67ea4e0cfb5faa5bc7ecb6e2b8838f3807a03758eec239d6c21c8769355310 \
-    --hash=sha256:edd4da498015da5b9f26d38d3bfc2e90257bfa9cbed1f6767c282a0025ae649b \
-    --hash=sha256:ef6b3634087f18d2155b1e8ce264e5345a753da2c5fa9815e7d41315c90f8318 \
-    --hash=sha256:f1557695e5c2b86e204f6ce9470497848634100787935ab7adc5397c54abd7ab \
-    --hash=sha256:f5c15764f261394b22aef6b00252f5195f46f2ca300bec57149474e2538b31f8 \
-    --hash=sha256:f5c3296dab66202f1b18a91fa266be93d6aa0c2806ea3d67762c69f60adc71aa \
-    --hash=sha256:f7db373287273d8af1414cf95dc4118b13ffdc62be521997b0f2b270771fef50 \
-    --hash=sha256:f9a034b642b960767fb343766ae5ba6ad653f2e890ddd82955aef288ffea8736
+cryptography==49.0.0 \
+    --hash=sha256:026ac7423e6fa66872d3bf889be5974507da3944f866f704fa200eadacd00001 \
+    --hash=sha256:07cab27cc7b7e0fd28e5e26bb9eeedde5c135c868b46de4a27845abe94af6122 \
+    --hash=sha256:084ef1af862eb07ec46d25f68689f2102a9fc0e05ce7b80f14f5fe51e4eef0f6 \
+    --hash=sha256:0b82e28ee398a386f0807bba7884d30f25218855690f45115831bcce5d90822c \
+    --hash=sha256:0e959b578856a3924bc0cbb710fc12c387b9412a951389f3ca61704a9e25f325 \
+    --hash=sha256:0f21641cf4b30fca7aee061ced0ec7ad7b073518088b7c9969a297c0ae796c69 \
+    --hash=sha256:196ecd6a36e4e9aa10270393bb98d8df88fccee0bf1e5128b91ae4eb4375896d \
+    --hash=sha256:2400ef9c9e2299a25614eb1dea3db54a69b1349efd043bfac9c67630d136df36 \
+    --hash=sha256:28d8b15e6275f12c8a207dc309dfa957903c927d08d0cc937ee3f63f200693cc \
+    --hash=sha256:2afe9051da7ae7bd5905da5a949280c7d2bb75682e188f650a9d0f2756b834c6 \
+    --hash=sha256:2eda353d8a27bcbcaa4cbed18994a74ab4d19a2ca897db188ea269ab9b71419b \
+    --hash=sha256:32703d93296f5c1f4b53349ad3a250c2cae0fdecd3a3dd5d47e616d8d616af27 \
+    --hash=sha256:33cd0565932807baddb67b96dbee92f2c374b5c89dee09fd74079aeb8c8dba61 \
+    --hash=sha256:35b151772baff2c74cba7fa290ceaff4c3b11c0c881eb93eb5dbc05a7cfbba18 \
+    --hash=sha256:36d1709f992593689b45bda411498d62c6e365f2ca00b84657d4dadd24de16db \
+    --hash=sha256:42b0684e0e40cf26122427802486f6d93aea593612603a94fbf260c7eb1e9c1b \
+    --hash=sha256:4ae387c9cb68ea569ca17e490d66d8142b81c3cc814bf179974b7d146e490bbb \
+    --hash=sha256:53ecee2e23f7169b6117e99fc8a944e5e50f79e69758a83b52a00cb98ab2b2d2 \
+    --hash=sha256:66ec79c3904820572d7e987abdf304281f141d37ad9a489b8e97066e7b9b6459 \
+    --hash=sha256:67e1d20ad9ef3a563c59ef22e7a8a0b8210bd26604369ea4a30a7c66aefe504e \
+    --hash=sha256:6f2debedf9ca60cf1d5bd466475638af5130f89965605cd818484d19987d3a21 \
+    --hash=sha256:6fc361c34fb6aac015ce19435876635e5c6d21db31998b0920f675f131e043b8 \
+    --hash=sha256:73a205dce83953d131a4aa1e0fd917a2fd1c5b1eef251e9d7152efefcbf5caf7 \
+    --hash=sha256:7abcee80084cda3f7691f3eb1ce480d8df49cec637b429aa35986c1de71738aa \
+    --hash=sha256:8c25ceb16df5b9435f3f6a9829204985b0e0cbee3b48aacd432c7d2c850b44d9 \
+    --hash=sha256:966fe0e9c67490071f14c0d2b1cb2dfb3023c5ce39457343931415f08382f2db \
+    --hash=sha256:9e82dcc8e56052715fb18b2429e3bca4823b1629136a2084fc45a9a5cecb9b64 \
+    --hash=sha256:b20133d204d2bb56ba047642199603876c872026ca53e79c35b83772ab2cc505 \
+    --hash=sha256:b39efa323140595abd3ecca8529d321ae50f55f3aa3ba9cc81ea56a6011953d5 \
+    --hash=sha256:b47db11c2c3525083296069b98ac5221907455e989ae0c2e3008bde851921615 \
+    --hash=sha256:b87e65d263b3e5d3bb92a57e2a6638e2f31110fa7aa890c7b2dbba42248d0a3f \
+    --hash=sha256:b970c6da94d5bb18629db453d14f2a1300f6bf59b61e9b82377931ef95504866 \
+    --hash=sha256:be9fcb48a55f023493482827d4f459bd263cc20efde64f204b97c123201850c6 \
+    --hash=sha256:c2bc30226390d60ea19d9f82b19db005fe0452154a23c1c410c12ea801e43561 \
+    --hash=sha256:c83782480a4a9da4d0feb51950131ba32e12e70813848b3343f6e18c28a66838 \
+    --hash=sha256:cbc77da8c523d5abd028635ba850a6966fcee2c82e2bf65a41d1d8afe0f98be9 \
+    --hash=sha256:ccac2bfebc306b862133e3bb71f3f6ee8bb525240089b2d952e4144b3a6d5da7 \
+    --hash=sha256:d0527ce944105f257f605a827d6ebead966c752038b6e8656abb9c5edee6fc68 \
+    --hash=sha256:d8ecde755e2e91bf773fc94e8c9d730cd7f2007004cb492263a794ec3899a1c8 \
+    --hash=sha256:e3fb64c420688e5319ae25113a354015abbd8dffbfbc41781a1ea66fc7622ac3 \
+    --hash=sha256:e5dfc1e64de5677cec922ffa8da89c546d0415bf6efdf081842e5d44c84e1f0e \
+    --hash=sha256:ec5e529fb80935c94fe7b729f9972b50e351a0e6b50aa294fd5cabb109fcc29a \
+    --hash=sha256:f37d847238971164fdbc68ade6f6574aecc9c0af714190e2083429ff68f4ce9d \
+    --hash=sha256:f78ff2c9ed8dc2d036b0f4d640e22522213d047c1b14e61205a7e55c80a494d4 \
+    --hash=sha256:f89660a348f4f78a92366240a61404e337586ef7f5909a2fef59ca88ef505493 \
+    --hash=sha256:fc1e275c2f1d97b1a6450b8b0ea3ebfa6e087a611c2b26cb2404d48588abab7b
     # via
     #   google-auth
     #   pyjwt
     #   pyopenssl
     #   snowflake-connector-python
-dask[dataframe]==2026.3.0 \
-    --hash=sha256:be614b9242b0b38288060fb2d7696125946469c98a1c30e174883fd199e0428d \
-    --hash=sha256:f7d96c8274e8a900d217c1ff6ea8d1bbf0b4c2c21e74a409644498d925eb8f85
+dask[dataframe]==2026.7.1 \
+    --hash=sha256:5727484427665f051e86bf87d021a64d6411141cdc8a20bfe3c1ad2968cc06b7 \
+    --hash=sha256:985ffd6c5e9d7979ede515e84ae8d39b647d6aa64f77600f15714ff65f578fe6
     # via feast (pyproject.toml)
-db-dtypes==1.5.1 \
-    --hash=sha256:901099b807c9312bc61a5bddbfb07512884e6c6d5a9edacf24d50bcf303aa5f7 \
-    --hash=sha256:ad71a6645e3c1f06d4d32023940576648f43119822f825f0d22587c6ef8afe15
+db-dtypes==1.7.1 \
+    --hash=sha256:450b94cd010cfa6d4d13cca2593009eba4fbe15516084c332cde1a47bbce0625 \
+    --hash=sha256:75adf3bdf3174a6474ea4162d9a345ea0b3102ec4fd603e69ec26b6e8a99145a
     # via
     #   google-cloud-bigquery
     #   pandas-gbq
@@ -511,42 +530,42 @@ dill==0.3.9 \
     --hash=sha256:468dff3b89520b474c0397703366b7b95eebe6303f108adf9b19da1f702be87a \
     --hash=sha256:81aa267dddf68cbfe8029c42ca9ec6a4ab3b22371d1c450abc54422577b4512c
     # via feast (pyproject.toml)
-duckdb==1.5.2 \
-    --hash=sha256:0b291786014df1133f8f18b9df4d004484613146e858d71a21791e0fcca16cf4 \
-    --hash=sha256:2323c1195c10fb2bb982fc0218c730b43d1b92a355d61e68e3c5f3ac9d44c34f \
-    --hash=sha256:2a1de4f4d454b8c97aec546c82003fc834d3422ce4bc6a19902f3462ef293bed \
-    --hash=sha256:35579b8e3a064b5eaf15b0eafc558056a13f79a0a62e34cc4baf57119daecfec \
-    --hash=sha256:376856066c65ccd55fcb3a380bbe33a71ce089fc4623d229ffc6e82251afdb6d \
-    --hash=sha256:411ad438bd4140f189a10e7f515781335962c5d18bd07837dc6d202e3985253d \
-    --hash=sha256:4420b3f47027a7849d0e1815532007f377fa95ee5810b47ea717d35525c12f79 \
-    --hash=sha256:486c862bf7f163c0110b6d85b3e5c031d224a671cca468f12ebb1d3a348f6b39 \
-    --hash=sha256:52a21823f3fbb52f0f0e5425e20b07391ad882464b955879499b5ff0b45a376b \
-    --hash=sha256:5596bbfc31b1b259db69c8d847b42d036ce2c4804f9ccb28f9fc46a16de7bc53 \
-    --hash=sha256:56d38b3c4e0ef2abb58898d0fd423933999ed535c45e75e9d9f72e1d5fed69b8 \
-    --hash=sha256:638da0d5102b6cb6f7d47f83d0600708ac1d3cb46c5e9aaabc845f9ba4d69246 \
-    --hash=sha256:63bf8687feefeed51adf45fa3b062ab8b1b1c350492b7518491b86bae68b1da1 \
-    --hash=sha256:6b0fe75c148000f060aa1a27b293cacc0ea08cc1cad724fbf2143d56070a3785 \
-    --hash=sha256:70631c847ca918ee710ec874241b00cf9d2e5be90762cbb2a0389f17823c08f7 \
-    --hash=sha256:7f69164b048e498b9e9140a24343108a5ae5f17bfb3485185f55fdf9b1aa924d \
-    --hash=sha256:81fc4fbf0b5e25840b39ba2a10b78c6953c0314d5d0434191e7898f34ab1bba3 \
-    --hash=sha256:84b193aca20565dedb3172de15f843c659c3a6c773bf14843a9bd781c850e7db \
-    --hash=sha256:8d599758b4e48bf12e18c9b960cf491d219f0c4972d19a45489c05cc5ab36f83 \
-    --hash=sha256:8dbd7e31e5dc157bfe8803fa7d2652336265c6c19926c5a4a9b40f8222868d08 \
-    --hash=sha256:98c0535cd6d901f61a5ea3c2e26a1fd28482953d794deb183daf568e3aa5dda6 \
-    --hash=sha256:a9cd5e71702d446613750405cde03f66ed268f4c321da071b0472759dad19536 \
-    --hash=sha256:bb42e6ed543902e14eae647850da24103a89f0bc2587dec5601b1c1f213bd2ed \
-    --hash=sha256:be37680ddb380015cb37318e378c53511c45c4f0d8fac5599d22b7d092b9217a \
-    --hash=sha256:c69907354ffee94ba8cf782daf0480dab7557f21ce27fffa6c0ea8f74ed4b8e2 \
-    --hash=sha256:c99ef73a277c8921bc0a1f16dee38d924484251d9cfd20951748c20fcd5ed855 \
-    --hash=sha256:c9f3e0b71b8a50fccfb42794899285d9d318ce2503782b9dd54868e5ecd0ad31 \
-    --hash=sha256:ce0b8141a10d37ecef729c45bc41d334854013f4389f1488bd6035c5579aaac1 \
-    --hash=sha256:ce17670bb392ea1b3650537db02bd720908776b5b95f6d2472d31a7de59d1dc1 \
-    --hash=sha256:d72b8856b1839d35648f38301b058f6232f4d36b463fe4dc8f4d3fdff2df1a2e \
-    --hash=sha256:d9b4f5430bf4f05d4c0dc4c55c75def3a5af4be0343be20fa2bfc577343fbfc9 \
-    --hash=sha256:e6495b00cad16888384119842797c49316a96ae1cb132bb03856d980d95afee1 \
-    --hash=sha256:ea58ff5b0880593a280cf5511734b17711b32ee1f58b47d726e8600848358160 \
-    --hash=sha256:ef461bca07313412dc09961c4a4757a851f56b95ac01c58fac6007632b7b94f2 \
-    --hash=sha256:fc85a5dbcbe6eccac1113c72370d1d3aacfdd49198d63950bdf7d8638a307f00
+duckdb==1.5.5 \
+    --hash=sha256:078e6a60dd8eedde5832f45422ca5c4a6b8c837aeabd8a56ca0b7d933f588053 \
+    --hash=sha256:0c42757cb34722144bd4dfb94b6f336339e7b2468f6813fa7fa9a319ba07bab4 \
+    --hash=sha256:179633a3fc6296c75d57c69c1e239fa9e5cdcb670fd1dbff88a02663f932905c \
+    --hash=sha256:1a925d06c2a4c3b64553d6cc1aced5028d376d4479bed689a7d47e9b1dccd80a \
+    --hash=sha256:1b543841b0ae18a9c982345cfa3987e9c065d3a4b0f067daa473d92d1e65f528 \
+    --hash=sha256:1bdc38922c365c37720149f90d90b1e9823eb82dad6830855b5f87537fa6fc0c \
+    --hash=sha256:2725d2b9ace3a4e75d72fc5a239f6a44b502c580edadb8fb2676db772c5f9282 \
+    --hash=sha256:2e72f9e1a4f90a5c8483ad4d540e495bf0834ba61c360b52499a573d7ed62a3f \
+    --hash=sha256:33db46679b071f108d57139493dee2d37e1f5efcf5c5c039c2969eed11a6c8a7 \
+    --hash=sha256:3b805507f88171b428b21c966c30e9a3d54e30b24528918a44ed0032542bc26f \
+    --hash=sha256:49c963d9469373d7aba8d750d9ea565ab823e94166efed953f184dd9b169b98c \
+    --hash=sha256:4acc72798ba1885a9c17d1242903d2cd502f13b1271c7677f7cab25d8578eceb \
+    --hash=sha256:63e48d4b74b15aeacd688976432a7225163df8c226eddeb8536bba2d4d4ff433 \
+    --hash=sha256:64078acfd16541132ac6e191eb81b2845554444a0305cc1aa581ba107e514aa8 \
+    --hash=sha256:6826504277dba513c0c5d71d828456c94d729c9d2482f94b2e289f90a9167e28 \
+    --hash=sha256:72f33ee57ca7595b23957671a2cc7f7fe2be0ecc2d68f63abedcfcaa3a5c1238 \
+    --hash=sha256:77bbc1e6ba12e1e06f9020117bdf848627ecfdf36f907550e62e008e6109dece \
+    --hash=sha256:7a6d2d11859d82a936ebdcb30ce3d8a1cbb3e990bff05c12abb9b54c44fa7bd1 \
+    --hash=sha256:8c11775cc99a447618d5f1840126db17f2652f3eae05529df4f81f40e2df7151 \
+    --hash=sha256:8e6413dd40facb7b8ab21bd844450cd8f549b29e138635be9cf090ef4d2049e2 \
+    --hash=sha256:9dc826c4b50e64f6c4e4d07a3a9cb075ef70ba3899dc43ec5493dc3d7b04b353 \
+    --hash=sha256:9f4287f97ccf0c1f3d471e7115be2b067cbf99627e2d34bffd462dd64703cddc \
+    --hash=sha256:a17e6a922e42a5c06ed2353fe78c5dff2610f6632d603836f9606ad0bf754079 \
+    --hash=sha256:a736217825461732b5442d05a220f3da2e23a0dae114efbf08c9bf171b53098a \
+    --hash=sha256:b08e19cc856220d8a26fa62abc2264b349aff67255e9373c6a3f607addd56dc6 \
+    --hash=sha256:b9b6f86ed85d4ef5e0211eaebf75d057bd8bb520bba438a95dd0f4e42234bbfe \
+    --hash=sha256:baa9c5702002fabb559ded2a39008f9f421fcbc7237d388b8213eff1e08858de \
+    --hash=sha256:cd98829b67788609017e65c761bd42a5dd0f9129441bed8bda4d6881ccf819f0 \
+    --hash=sha256:d4dd65f8941a604b947e0b9b4b4f7165988e29a23ec0b69b4038520956d9933e \
+    --hash=sha256:ddfbdb096c11d51ee22492397d342c90a82e62c5d09961477895934d0a25372f \
+    --hash=sha256:e238060db5ca59879882a6e9b015e2c65d5c64ddf281ba1d7a9a2033764152cf \
+    --hash=sha256:f0b88535a5d86fdd63dba6ea02ab68c003dfb9e4892b11256ef24c4da208baae \
+    --hash=sha256:f316eae2323d9a851883fdf2dee91c1f9efe251ab33e14a2272f82a913422ed6 \
+    --hash=sha256:fbf0f2d48b43c6c304d00463b463c27ead6c4b01c3c1816b750f728decf71afe \
+    --hash=sha256:feead93c56679b79592d437c62975d39cb67adedffa7592c763baf8160ac7366
     # via ibis-framework
 durationpy==0.10 \
     --hash=sha256:1fa6893409a6e739c9c72334fc65cca1f355dbdd93405d30f726deb5bde42fba \
@@ -556,9 +575,22 @@ exceptiongroup==1.3.1 \
     --hash=sha256:8b412432c6055b0b7d14c310000ae93352ed6754f70fa8f7c34141f91c4e3219 \
     --hash=sha256:a7a39a3bd276781e98394987d3a5701d0c4edffb633bb7a5144577f82c773598
     # via anyio
-fastapi==0.136.1 \
-    --hash=sha256:7af665ad7acfa0a3baf8983d393b6b471b9da10ede59c60045f49fbc89a0fa7f \
-    --hash=sha256:a6e9d7eeada96c93a4d69cb03836b44fa34e2854accb7244a1ece36cd4781c3f
+faiss-cpu==1.14.3 \
+    --hash=sha256:0a5eb27184123c7ac1060c6b862978eabf0e30c1369ccf8bdb1497d35c06ad3d \
+    --hash=sha256:1d734cfa9ac90b6a5dfed3a27cb706d05f22824703dafc3969b4e2071877a31c \
+    --hash=sha256:20414d5c98fb6ab9eedfb3df79841865911c2d67b6efe829dc46adfeab6f51b1 \
+    --hash=sha256:54b0ea832be5bce75ef9abf1297fe4613d760bf7cfe7a963da040cb0314e8f58 \
+    --hash=sha256:8780b526c06e57aad90a8c4655dfba2ff1b3195bd600ff4499752fc45159c9fc \
+    --hash=sha256:a9369863290a3f0e033757e4c10577b6ef7431f1cede394dabd0a137e4e2ed45 \
+    --hash=sha256:b28ba083e8c02f2c9be03783402537fd3f00d27e68799c44bf88931500ee12ec \
+    --hash=sha256:cdcb90850cb4b7c27d270839b37bcc0dc8d1fb6a62d1e13053e51ac95061ca25 \
+    --hash=sha256:ea2340f675db59af8db6da4535b541ce6948d68a008989c656c292c7b0c77127 \
+    --hash=sha256:f278003d00c30c90cf118b98428bb96f73eba4b9dadac6993c788966d2e983bd \
+    --hash=sha256:f9d0e84d909194f63f027bbd3c1e35e905e48c9345c2db6e6f24da09a6bc5906
+    # via milvus-lite
+fastapi==0.141.0 \
+    --hash=sha256:5567705c791fa33202dabd1860df1d1650a7b1bf373378198d7b0675c9574618 \
+    --hash=sha256:cae32222bdc8b2805c4d3deb4e024b381ea2a6f2de7febfe3a9a73a9c29c2e5e
     # via
     #   feast (pyproject.toml)
     #   fastapi-mcp
@@ -566,9 +598,9 @@ fastapi-mcp==0.4.0 \
     --hash=sha256:d4a3fe7966af24d44e4b412720561c95eb12bed999a4443a88221834b3b15aec \
     --hash=sha256:d4ca9410996f4c7b8ea0d7b20fdf79878dc359ebf89cbf3b222e0b675a55097d
     # via feast (pyproject.toml)
-filelock==3.29.0 \
-    --hash=sha256:69974355e960702e789734cb4871f884ea6fe50bd8404051a3530bc07809cf90 \
-    --hash=sha256:96f5f6344709aa1572bbf631c640e4ebeeb519e08da902c39a001882f30ac258
+filelock==3.32.0 \
+    --hash=sha256:7be2ad23a14607ccc71808e68fe30848aeace7058ace17852f68e2a68e310402 \
+    --hash=sha256:d396bea984af47333ef05e50eae7eff88c84256de6112aea0ec48a233c064fe3
     # via snowflake-connector-python
 frozenlist==1.8.0 \
     --hash=sha256:0325024fe97f94c41c08872db482cf8ac4800d80e79222c6b0b7b162d5b13686 \
@@ -704,15 +736,15 @@ frozenlist==1.8.0 \
     # via
     #   aiohttp
     #   aiosignal
-fsspec==2024.9.0 \
-    --hash=sha256:4b0afb90c2f21832df142f292649035d80b421f60a9e1c027802e5a0da2b04e8 \
-    --hash=sha256:a0947d552d8a6efa72cc2c730b12c41d043509156966cca4fb157b0f2a0c574b
+fsspec==2026.7.0 \
+    --hash=sha256:b57ddbafedfaef7018c1ecab32aa200a9d7ca26b77965f64e48b70061249d279 \
+    --hash=sha256:c803c40f4cf860b49dea58ee3e1c33cb9c790520e233537e1340049f89b82a88
     # via
     #   feast (pyproject.toml)
     #   dask
-google-api-core[grpc]==2.30.3 \
-    --hash=sha256:a85761ba72c444dad5d611c2220633480b2b6be2521eca69cca2dbb3ffd6bfe8 \
-    --hash=sha256:e601a37f148585319b26db36e219df68c5d07b6382cff2d580e83404e44d641b
+google-api-core[grpc]==2.33.0 \
+    --hash=sha256:3a36bcc3e319783f4c97da41f6f45ea6ffcaa55848e341de16e09cb70243c2bb \
+    --hash=sha256:a2e22a0c1d0f03eafff1858b38cf46f832d5902b0c052235bf0ab8402929fbdc
     # via
     #   feast (pyproject.toml)
     #   google-cloud-bigquery
@@ -722,9 +754,9 @@ google-api-core[grpc]==2.30.3 \
     #   google-cloud-datastore
     #   google-cloud-storage
     #   pandas-gbq
-google-auth==2.50.0 \
-    --hash=sha256:04382175e28b94f49694977f0a792688b59a668def1499e9d8de996dc9ce5b15 \
-    --hash=sha256:f35eafb191195328e8ce10a7883970877e7aeb49c2bfaa54aa0e394316d353d0
+google-auth[pyopenssl]==2.56.2 \
+    --hash=sha256:c8270ea95b2697b74e3d8438ae9c5b898e38b623b915c7b5c5635921e7de68a6 \
+    --hash=sha256:e28f103ca8091fb7012b99c44243d7366c29863713b8e34a220c3322b7a07051
     # via
     #   google-api-core
     #   google-auth-oauthlib
@@ -736,37 +768,37 @@ google-auth==2.50.0 \
     #   google-cloud-storage
     #   pandas-gbq
     #   pydata-google-auth
-google-auth-oauthlib==1.3.1 \
-    --hash=sha256:14c22c7b3dd3d06dbe44264144409039465effdd1eef94f7ce3710e486cc4bfa \
-    --hash=sha256:1a139ef23f1318756805b0e95f655c238bffd29655329a2978218248da4ee7f8
+google-auth-oauthlib==1.4.0 \
+    --hash=sha256:18b5e28880eb8eba9065c436becdc0ee8e4b59117a73a510679c82f70cd363d2 \
+    --hash=sha256:251314f213a9ee46a5ae73988e84fd7cca8bb68e7ecf4bfd45940f9e7f51d070
     # via
     #   pandas-gbq
     #   pydata-google-auth
-google-cloud-bigquery[pandas]==3.41.0 \
-    --hash=sha256:2217e488b47ed576360c9b2cc07d59d883a54b83167c0ef37f915c26b01a06fe \
-    --hash=sha256:2a5b5a737b401cbd824a6e5eac7554100b878668d908e6548836b5d8aaa4dcaa
+google-cloud-bigquery[pandas]==3.42.2 \
+    --hash=sha256:08d4b264e5ee4790f719724c76b538f204b7190999328a2f1a6a95eaab74ca39 \
+    --hash=sha256:41658c19e8ed5b83307011b4e55aca3b1f72052545a22788f1d637984615173f
     # via
     #   feast (pyproject.toml)
     #   pandas-gbq
-google-cloud-bigquery-storage==2.37.0 \
-    --hash=sha256:1e319c27ef60fc31030f6e0b52e5e891e1cdd50551effe8c6f673a4c3c56fcb6 \
-    --hash=sha256:f88ee7f1e49db1e639da3d9a8b79835ca4bc47afbb514fb2adfc0ccb41a7fd97
+google-cloud-bigquery-storage==2.39.0 \
+    --hash=sha256:8c192b6263804f7bdd6f57a17e763ba7f03fa4e53d7ecafca0187e0fd6467d48 \
+    --hash=sha256:d5afd90ad06cf24d9167316cca70ab5b344e880fc13031d7392aa78ee76b8bb6
     # via feast (pyproject.toml)
-google-cloud-bigtable==2.36.0 \
-    --hash=sha256:21b2f41231b7368a550b44d5b493b811b3507fcb23eb26d00005cd3f205f2207 \
-    --hash=sha256:d5987733c2f60c739f93f259d2037858411cc994ac37cdfbccb6bb159f3ca43e
+google-cloud-bigtable==2.41.0 \
+    --hash=sha256:36da0fc730952bfe48ae91dee11015459c9046fa1499d0efb73a61bbb6edbe9b \
+    --hash=sha256:d0c424bae6238eb16ffc0922be79da00d20d23e0750ea46742ffd4542c50fd26
     # via feast (pyproject.toml)
-google-cloud-core==2.5.1 \
-    --hash=sha256:3dc94bdec9d05a31d9f355045ed0f369fbc0d8c665076c734f065d729800f811 \
-    --hash=sha256:ea62cdf502c20e3e14be8a32c05ed02113d7bef454e40ff3fab6fe1ec9f1f4e7
+google-cloud-core==2.6.0 \
+    --hash=sha256:6d63ac8e5eca6d9e4319d0a1e2265fadcd7f1049904378caecfa01cf52dd869e \
+    --hash=sha256:e76149739f90fac1fc6757c09f47eaccb3145b54adbd7759b0f7c4b235f46c83
     # via
     #   google-cloud-bigquery
     #   google-cloud-bigtable
     #   google-cloud-datastore
     #   google-cloud-storage
-google-cloud-datastore==2.24.0 \
-    --hash=sha256:81f1d1c12c2906f59507f72742545ab04c38f62ed70b0542057e3cf04a53aa65 \
-    --hash=sha256:f087c02a6aa4ac68bbf17f0c048ae3ee355856bf09c51439bfba193741387792
+google-cloud-datastore==2.26.0 \
+    --hash=sha256:1ac4882f033fcb90bd75d1171b46400ecd5def23768598843d9c041e0c0b4a6a \
+    --hash=sha256:1bde5694308468da5c932153a6b0331d5b54e1c21de366b6a75ddb0000fd5f4b
     # via feast (pyproject.toml)
 google-cloud-storage==2.19.0 \
     --hash=sha256:aeb971b5c29cf8ab98445082cbfe7b161a1f48ed275822f59ed3f1524ea54fba \
@@ -810,15 +842,15 @@ google-crc32c==1.8.0 \
     #   google-cloud-bigtable
     #   google-cloud-storage
     #   google-resumable-media
-google-resumable-media==2.8.2 \
-    --hash=sha256:82b6d8ccd11765268cdd2a2123f417ec806b8eef3000a9a38dfe3033da5fb220 \
-    --hash=sha256:f3354a182ebd193ae3f42e3ef95e6c9b10f128320de23ac7637236713b1acd70
+google-resumable-media==2.10.0 \
+    --hash=sha256:88152884bee37b2bf36a0ab81ad8c7fd12212c9803dd981d77c1b35b02d34e7c \
+    --hash=sha256:e324bc9d0fdae4c52a08ae90456edc4e71ece858399e1217ac0eb3a51d6bc6ee
     # via
     #   google-cloud-bigquery
     #   google-cloud-storage
-googleapis-common-protos[grpc]==1.74.0 \
-    --hash=sha256:57971e4eeeba6aad1163c1f0fc88543f965bb49129b8bb55b2b7b26ecab084f1 \
-    --hash=sha256:702216f78610bb510e3f12ac3cafd281b7ac45cc5d86e90ad87e4d301a3426b5
+googleapis-common-protos[grpc]==1.75.0 \
+    --hash=sha256:53a062ff3c32552fbd62c11fe23768b78e4ddf0494d5e5fd97d3f4689c75fbbd \
+    --hash=sha256:961ed60399c457ceb0ee8f285a84c870aabc9c6a832b9d37bb281b5bebde43ed
     # via
     #   feast (pyproject.toml)
     #   google-api-core
@@ -828,88 +860,87 @@ grpc-google-iam-v1==0.14.4 \
     --hash=sha256:392b3796947ed6334e61171d9ab06bf7eb357f554e5fc7556ad7aab6d0e17038 \
     --hash=sha256:412facc320fcbd94034b4df3d557662051d4d8adfa86e0ddb4dca70a3f739964
     # via google-cloud-bigtable
-grpcio==1.62.3 \
-    --hash=sha256:059444f0ed5dba73ab7dd0ee7e8e6b606df4130d2b0a9f010f84da4ab9f6c2d8 \
-    --hash=sha256:114f2a865886ff33f85d70670e971fe0e3d252a1209656fefa5470286e3fcc76 \
-    --hash=sha256:13571a5b868dcc308a55d36669a2d17d9dcd6ec8335213f6c49cc68da7305abe \
-    --hash=sha256:1ac0944e9e3ee3e20825226d1e17985e9f88487055c475986cf0922a7d806d8a \
-    --hash=sha256:1de3d04d9a4ec31ebe848ae1fe61e4cbc367fb9495cbf6c54368e60609a998d9 \
-    --hash=sha256:216740723fc5971429550c374a0c039723b9d4dcaf7ba05227b7e0a500b06417 \
-    --hash=sha256:25cd75dc73c5269932413e517be778640402f18cf9a81147e68645bd8af18ab0 \
-    --hash=sha256:325c56ce94d738c31059cf91376f625d3effdff8f85c96660a5fd6395d5a707f \
-    --hash=sha256:3737e5ef0aa0fcdfeaf3b4ecc1a6be78b494549b28aec4b7f61b5dc357f7d8be \
-    --hash=sha256:377babc817e8b4186aed7ed56e832867c513e4e9b6c3503565c344ffdef440d4 \
-    --hash=sha256:3fb7d966a976d762a31346353a19fce4afcffbeda3027dd563bc8cb521fcf799 \
-    --hash=sha256:43670a25b752b7ed960fcec3db50ae5886dc0df897269b3f5119cde9b731745f \
-    --hash=sha256:4439bbd759636e37b66841117a66444b454937e27f0125205d2d117d7827c643 \
-    --hash=sha256:454a6aed4ebd56198d37e1f3be6f1c70838e33dd62d1e2cea12f2bcb08efecc5 \
-    --hash=sha256:4c9c1502c76cadbf2e145061b63af077b08d5677afcef91970d6db87b30e2f8b \
-    --hash=sha256:4dab8b64c438e19c763a6332b55e5efdbecfb7c55ae59a42c38c81ed27955fa5 \
-    --hash=sha256:56757d3e4cf5d4b98a30f2c5456151607261c891fa2298a4554848dcbf83083d \
-    --hash=sha256:57823dc7299c4f258ae9c32fd327d29f729d359c34d7612b36e48ed45b3ab8d0 \
-    --hash=sha256:582bd03e9c3d1bd1162eb51fa0f1a35633d66e73f4f36702d3b8484a8b45eda7 \
-    --hash=sha256:620165df24aae3d5b3e84cb8dd6b98f6ed49aed04126186bbf43061e301d6a21 \
-    --hash=sha256:646c14e9f3356d3f34a65b58b0f8d08daa741ba1d4fcd4966b79407543332154 \
-    --hash=sha256:668211f3699bbee4deaf1d6e6b8df59328bf63f077bf2dc9b8bfa4a17df4a279 \
-    --hash=sha256:6be243f3954b0ca709f56f9cae926c84ac96e1cce19844711e647a1f1db88b99 \
-    --hash=sha256:6da20a1ae010a988bc4ed47850f1122de0a88e18cd2f901fcf56007be1fc6c30 \
-    --hash=sha256:7349cd7445ac65fbe1b744dcab9cc1ec02dae2256941a2e67895926cbf7422b4 \
-    --hash=sha256:74f3fc9b93290e58264844f5bc46df4c58a94c4287a277dbcf75344fc6c37ca4 \
-    --hash=sha256:75a4e9ac7ff185cad529f35934c5d711b88aca48b90c70e195f5657da50ce321 \
-    --hash=sha256:7b33c1807d4ac564a3027d06f21a2220c116ceacaaef614deb96b3341ee58896 \
-    --hash=sha256:807176971c504c598976f5a9ea62363cffbbbb6c7509d9808c2342b020880fa2 \
-    --hash=sha256:80a82fdee14dc27e9299248b7aabd5a8739a1cf6b76c78aa2b848158b44a99d5 \
-    --hash=sha256:81b7c121c4e52a0749bf0759185b8d5cfa48a786cd7d411cdab08269813e0aab \
-    --hash=sha256:8257cc9e55fb0e2149a652d9dc14c023720f9e73c9145776e07c97e0a553922e \
-    --hash=sha256:8a5f00b2508937952d23a1767739e95bbbe1120f8a66d10187d5e971d56bb55c \
-    --hash=sha256:8ae2e7a390b2cdd2a95d3bf3b3385245eeb48a5e853943cb46139666462c2d1a \
-    --hash=sha256:940459d81685549afdfe13a6de102c52ea4cdda093477baa53056884aadf7c48 \
-    --hash=sha256:9c4aae4e683776c319169d87e7891b67b75e3f1c0beeb877902ea148b0585164 \
-    --hash=sha256:9d5f8e0050a179b3bce9189b522dc91008d44f08c757a7c310e0fd06b4d3d147 \
-    --hash=sha256:a1b85d35a7d9638c03321dfe466645b87e23c30df1266f9e04bbb5f44e7579a9 \
-    --hash=sha256:a82410d7620c07cb32624e38f2a106980564dfef9dbe78f5b295cda9ef217c03 \
-    --hash=sha256:abfe64811177e681edc81d9d9d1bd23edc5f599bd9846650864769264ace30cd \
-    --hash=sha256:ac9783d5679c8da612465168c820fd0b916e70ec5496c840bddba0be7f2d124c \
-    --hash=sha256:b033d50bd41e506e3b579775f54a30c16c222e0d88847ac8098d2eca2a7454cc \
-    --hash=sha256:b097347441b86a8c3ad9579abaf5e5f7f82b1d74a898f47360433b2bca0e4536 \
-    --hash=sha256:b708401ede2c4cb8943e8a713988fcfe6cbea105b07cd7fa7c8a9f137c22bddb \
-    --hash=sha256:bd900e666bb68fff49703084be14407cd73b8a5752a7590cea98ec22de24fb5d \
-    --hash=sha256:c118cfc80e2402a5595be36e9245ffd9b0e146f426cc40bdf60015bf183f8373 \
-    --hash=sha256:c175b252d063af388523a397dbe8edbc4319761f5ee892a8a0f5890acc067362 \
-    --hash=sha256:c8bb1a7aa82af6c7713cdf9dcb8f4ea1024ac7ce82bb0a0a82a49aea5237da34 \
-    --hash=sha256:c95a0b76a44c548e6bd8c5f7dbecf89c77e2e16d3965be817b57769c4a30bea2 \
-    --hash=sha256:e202e3f963480ca067a261179b1ac610c0f0272cb4a7942d11b7e2b3fc99c3aa \
-    --hash=sha256:e9ffdb7bc9ccd56ec201aec3eab3432e1e820335b5a16ad2b37e094218dcd7a6 \
-    --hash=sha256:ea7ca66a58421411c6486fa5015fe7704e2816ff0b4ec4fb779ad5e1cbbdabf3 \
-    --hash=sha256:f2ff8ac447765e173842b554b31307b98b3bb1852710903ebb936e7efb7df6e5 \
-    --hash=sha256:f5def814c5a4c90c8fe389c526ab881f4a28b7e239b23ed8e02dd02934dfaa1a
+grpcio==1.83.0 \
+    --hash=sha256:009667eaf3dcd5224c713589cdc98e7ca4ed0ff0b61132c6b276e930eb83a2df \
+    --hash=sha256:10b3fa0475eb572c9a81a6fe37fa16a9c500c0c91cfc148cac15692b7e3c2867 \
+    --hash=sha256:1aa567f8c3f19850ffd5d2858c9a8ea7c80f0db6c01186b71eb31e923ec984f5 \
+    --hash=sha256:1c699bbb20f143c8f2bff219de578aa2dc1f919399d67dc702b038b986ee62df \
+    --hash=sha256:28f6c35ac8fcf10e4594f138e468f194360089dde40d126a7033e863fc479930 \
+    --hash=sha256:2b5e75c34842cd9c1b95285ca395c6a569664b81e3ffa6b714125922942abaaf \
+    --hash=sha256:2bb48cb5e6dd005ca12b89ce4b6ac0b48ff3112c747542ee7986ef611a8ca6d9 \
+    --hash=sha256:32e11c37f5285b0c6fa3042c05fe06903696689749833fc64e67dec71b9bbe33 \
+    --hash=sha256:33898e6a28e4ae598f1577cb1c4fec2a15c033d0ec52b9b45a09610dd045b9da \
+    --hash=sha256:35a5b1c192496b6c25956eebfa963468935612206fd2543ac3ce981e6a5e0f03 \
+    --hash=sha256:3f351629f6ae16ecc0ec3553e586a6763ffd9f6114044286d0cbec3e09241bfa \
+    --hash=sha256:4772402f43517b4824980be4b3b2274a81eec0004a70009473c31b340d43e223 \
+    --hash=sha256:4e3eedfc92b6b9f2960115e7e620cf0cbf80bb7849a51ce3820dc54dfd88b6b9 \
+    --hash=sha256:4fcaa7c45c45b4a89e2867d1f1785d9481a788399d915e341ed2eb49aeef9dd4 \
+    --hash=sha256:5882c1a721b50ce0123ee5e839e1ab059ad72a7ade76cdf2d5bd833b56791acf \
+    --hash=sha256:5f20a988480b0f28207f057f7f7ae1313393c3cef0adcfeae8248f9947eaf881 \
+    --hash=sha256:61007cd08640abc5c54547ee32505474c482cd733a53cb87551ea81faa6350af \
+    --hash=sha256:62003babc444a606dcd1f009cd16391ce23669ae4ad6ec267a873da7937a69f5 \
+    --hash=sha256:6662f3b1e07cc7493d437351860dc867bddc6a93c83ecf33bbfdaf0c217ab2d0 \
+    --hash=sha256:6755ed67cc3e454d51ae9f6e1915b80d3942fa4de956ef48dacd45ab7f40b727 \
+    --hash=sha256:6b6c666a1d5613ff360c9e90f44665e3a88b25a815209ddbc0917eec281931cb \
+    --hash=sha256:6be5c807b717be3dd649446f021301fd7907e376318675d2147823071034112a \
+    --hash=sha256:6e01ecd9d8ef280abe1365138a4dc318f9a5287f4cb1b41d07816f796653f735 \
+    --hash=sha256:6fb8a1dd0c6f0f931e69e9d0dc6d1c406ed2a44fa963414eafba07b7fb685d16 \
+    --hash=sha256:7416952ca770477990257206276999056f8316d79196f2f25942393e58a20b49 \
+    --hash=sha256:74fe6f9e8a35c7dbf32255ee154d15e3e5338a81ed39173d079d594d2e544cd1 \
+    --hash=sha256:7674587248fbbb2ac6e4eecf83a8a0f3d91a928f941de571acfd3a2f007fbc24 \
+    --hash=sha256:7936f2a56cf04f6514705c0fedf400971de01b6aa1719327e4718f410a765e2b \
+    --hash=sha256:7bd82671b39065ba18cd536e9cd45b27ff649053f81ddd2c6a966d595067080f \
+    --hash=sha256:8f6c395e493d20c39b29392ca200e9aaeb78d0bc2f04db0c0a7da7ddc939aa57 \
+    --hash=sha256:8fe04f1050a59f875601eb55d42b4f66946fe89817f967e34db1462ccd07dadf \
+    --hash=sha256:8ff0b8767ddd62704e0d9571c1890af08d84a3a689ebba1807e62519d0b3277f \
+    --hash=sha256:a21cb4eeeba124443f399be2e8b624943cde864dcbe588cb42e5c483a52a906c \
+    --hash=sha256:aa074041231f03959cb097dd5517b0677b8ea49215bae01d5710a7b69dd59969 \
+    --hash=sha256:aeb339838db07600481ef869507279b75326c75eac6d10f7afa62a0da1d2bcdd \
+    --hash=sha256:b0a0be840e51b6b7ee9df9269770faf77bdf4b771053c257c21d12bad607714c \
+    --hash=sha256:bb669918fd88936b15599caff4160a77ab74bdeb25f2231f6e45b61282d6107b \
+    --hash=sha256:bc60215b5cb9fc8ca72942c498b551ac2305bd08f6ef8d4e3f0d21b64fbecd61 \
+    --hash=sha256:c19b454d3d3f28db81f2c7c4dbaee96e7f6fd149721733ffe79d6bc530f17404 \
+    --hash=sha256:c6444666317338e903093c7c756e6cc88eee59f798cb8dd41e87725bf54e1617 \
+    --hash=sha256:c834e86d8fd2f03d7e4db49a027f7c5b89c5b88eed305543a5295bd6fee61e40 \
+    --hash=sha256:cb056f6e171c42639a50460b2929c82241fda51f71cf3dcdd68090fe45095a45 \
+    --hash=sha256:cb2906c61db4f9c64cc360054b5df70eeb81846228e9e56a4944bd415a63dadc \
+    --hash=sha256:d05ff664100d429335b93c91b8b34ddf9e94a112205e7fa06dede309e44a4e4c \
+    --hash=sha256:ee94a4016fdf8699fb1fd8a38652475ff677f1c72074cee44deeeb9a7e95e745 \
+    --hash=sha256:f1c3e5689d4b90987b1d72022bcfe866a9a3dc66197484cf856d96b6150e7f45 \
+    --hash=sha256:f47d62808b4c0a97b78bff88a6d4ca283a2a492b9a04a87d814af95ca3b9c19c \
+    --hash=sha256:f4cee5fc86e84a0cf7ad1574b454c3320e087c07f55b7df5dc0ac6a873fb90c0 \
+    --hash=sha256:f5e822a7e7d03282f6ad225e710493c48b9057a353358344a5f7c42b2b37618d \
+    --hash=sha256:f5f410d7c2903eabb34789dfd6342eef04af1ad459943936b7e09a9f5bd417b9 \
+    --hash=sha256:fba099b716e73512d61b97f71ea3c31a72abb36904036e316bf4dd148ca8dcc8
     # via
     #   feast (pyproject.toml)
     #   google-api-core
     #   google-cloud-bigquery
     #   google-cloud-bigquery-storage
+    #   google-cloud-bigtable
     #   google-cloud-datastore
     #   googleapis-common-protos
     #   grpc-google-iam-v1
     #   grpcio-health-checking
     #   grpcio-reflection
     #   grpcio-status
+    #   milvus-lite
     #   pymilvus
-grpcio-health-checking==1.62.3 \
-    --hash=sha256:5074ba0ce8f0dcfe328408ec5c7551b2a835720ffd9b69dade7fa3e0dc1c7a93 \
-    --hash=sha256:f29da7dd144d73b4465fe48f011a91453e9ff6c8af0d449254cf80021cab3e0d
+grpcio-health-checking==1.83.0 \
+    --hash=sha256:7d8b47a5bfbc699d4aee0fc7a27f5d0265eb23a6a64db5ac2d8b749a0f8a9911 \
+    --hash=sha256:ad6bc4d5a1103ad704d25ccd82def300dfa27996b185cab3e4cceeef2c6867d4
     # via feast (pyproject.toml)
-grpcio-reflection==1.62.3 \
-    --hash=sha256:a48ef37df81a3bada78261fc92ef382f061112f989d1312398b945cc69838b9c \
-    --hash=sha256:cb84682933c400bddf94dd94f928d1c6570f500b6dd255973d4bfb495b82585f
+grpcio-reflection==1.83.0 \
+    --hash=sha256:6a2a30a462ac2c3c6d149734a8fe655fa7617c17fa2cda9949006f3bf07f5b3e \
+    --hash=sha256:9d4151f68f18a85aa5b0eff5d493ad13f9421f96c8d9c01c840b353dc979be93
     # via feast (pyproject.toml)
-grpcio-status==1.62.3 \
-    --hash=sha256:289bdd7b2459794a12cf95dc0cb727bd4a1742c37bd823f760236c937e53a485 \
-    --hash=sha256:f9049b762ba8de6b1086789d8315846e094edac2c50beaf462338b301a8fd4b8
+grpcio-status==1.83.0 \
+    --hash=sha256:837219c6de9afdccb6f6f72b34bc71e151a2011ef04040e3faaca746a57e54ae \
+    --hash=sha256:f6a838a7c5fb84ae98833ec0ef81ed438c26e11e54b2ddb8e92ad328c861de69
     # via google-api-core
-gunicorn==25.3.0 \
-    --hash=sha256:cacea387dab08cd6776501621c295a904fe8e3b7aae9a1a3cbb26f4e7ed54660 \
-    --hash=sha256:f74e1b2f9f76f6cd1ca01198968bd2dd65830edc24b6e8e4d78de8320e2fe889
+gunicorn==26.0.0 \
+    --hash=sha256:40233d26a5f0d1872916188c276e21641155111c2853f0c2cd55260aec0d24fc \
+    --hash=sha256:ca9346f85e3a4aeeb64d491045c16b9a35647abd37ea15efe53080eb8b090baf
     # via
     #   feast (pyproject.toml)
     #   uvicorn-worker
@@ -918,183 +949,201 @@ h11==0.16.0 \
     --hash=sha256:63cf8bbe7522de3bf65932fda1d9c2772064ffb3dae62d55932da54b31cb6c86
     # via
     #   httpcore
+    #   httpcore2
     #   uvicorn
-hiredis==3.3.1 \
-    --hash=sha256:002fc0201b9af1cc8960e27cdc501ad1f8cdd6dbadb2091c6ddbd4e5ace6cb77 \
-    --hash=sha256:011a9071c3df4885cac7f58a2623feac6c8e2ad30e6ba93c55195af05ce61ff5 \
-    --hash=sha256:01cf82a514bc4fd145b99333c28523e61b7a9ad051a245804323ebf4e7b1c6a6 \
-    --hash=sha256:027ce4fabfeff5af5b9869d5524770877f9061d118bc36b85703ae3faf5aad8e \
-    --hash=sha256:03baa381964b8df356d19ec4e3a6ae656044249a87b0def257fe1e08dbaf6094 \
-    --hash=sha256:042e57de8a2cae91e3e7c0af32960ea2c5107b2f27f68a740295861e68780a8a \
-    --hash=sha256:09d41a3a965f7c261223d516ebda607aee4d8440dd7637f01af9a4c05872f0c4 \
-    --hash=sha256:09f5e510f637f2c72d2a79fb3ad05f7b6211e057e367ca5c4f97bb3d8c9d71f4 \
-    --hash=sha256:0b5ff2f643f4b452b0597b7fe6aa35d398cb31d8806801acfafb1558610ea2aa \
-    --hash=sha256:0caf3fc8af0767794b335753781c3fa35f2a3e975c098edbc8f733d35d6a95e4 \
-    --hash=sha256:0fac4af8515e6cca74fc701169ae4dc9a71a90e9319c9d21006ec9454b43aa2f \
-    --hash=sha256:113e098e4a6b3cc5500e05e7cb1548ba9e83de5fe755941b11f6020a76e6c03a \
-    --hash=sha256:137c14905ea6f2933967200bc7b2a0c8ec9387888b273fd0004f25b994fd0343 \
-    --hash=sha256:156be6a0c736ee145cfe0fb155d0e96cec8d4872cf8b4f76ad6a2ee6ab391d0a \
-    --hash=sha256:17ec8b524055a88b80d76c177dbbbe475a25c17c5bf4b67bdbdbd0629bcae838 \
-    --hash=sha256:1ac7697365dbe45109273b34227fee6826b276ead9a4a007e0877e1d3f0fcf21 \
-    --hash=sha256:1b46e96b50dad03495447860510daebd2c96fd44ed25ba8ccb03e9f89eaa9d34 \
-    --hash=sha256:1ebc307a87b099d0877dbd2bdc0bae427258e7ec67f60a951e89027f8dc2568f \
-    --hash=sha256:1f7bceb03a1b934872ffe3942eaeed7c7e09096e67b53f095b81f39c7a819113 \
-    --hash=sha256:2611bfaaadc5e8d43fb7967f9bbf1110c8beaa83aee2f2d812c76f11cfb56c6a \
-    --hash=sha256:264ee7e9cb6c30dc78da4ecf71d74cf14ca122817c665d838eda8b4384bce1b0 \
-    --hash=sha256:26f899cde0279e4b7d370716ff80320601c2bd93cdf3e774a42bdd44f65b41f8 \
-    --hash=sha256:29fe35e3c6fe03204e75c86514f452591957a1e06b05d86e10d795455b71c355 \
-    --hash=sha256:2afc675b831f7552da41116fffffca4340f387dc03f56d6ec0c7895ab0b59a10 \
-    --hash=sha256:2b6da6e07359107c653a809b3cff2d9ccaeedbafe33c6f16434aef6f53ce4a2b \
-    --hash=sha256:2b96da7e365d6488d2a75266a662cbe3cc14b28c23dd9b0c9aa04b5bc5c20192 \
-    --hash=sha256:2f1c1b2e8f00b71e6214234d313f655a3a27cd4384b054126ce04073c1d47045 \
-    --hash=sha256:304481241e081bc26f0778b2c2b99f9c43917e4e724a016dcc9439b7ab12c726 \
-    --hash=sha256:318f772dd321404075d406825266e574ee0f4751be1831424c2ebd5722609398 \
-    --hash=sha256:3586c8a5f56d34b9dddaaa9e76905f31933cac267251006adf86ec0eef7d0400 \
-    --hash=sha256:3724f0e58c6ff76fd683429945491de71324ab1bc0ad943a8d68cb0932d24075 \
-    --hash=sha256:3fb6573efa15a29c12c0c0f7170b14e7c1347fe4bb39b6a15b779f46015cc929 \
-    --hash=sha256:40ae8a7041fcb328a6bc7202d8c4e6e0d38d434b2e3880b1ee8ed754f17cd836 \
-    --hash=sha256:4106201cd052d9eabe3cb7b5a24b0fe37307792bda4fcb3cf6ddd72f697828e8 \
-    --hash=sha256:439f9a5cc8f9519ce208a24cdebfa0440fef26aa682a40ba2c92acb10a53f5e0 \
-    --hash=sha256:4479e36d263251dba8ab8ea81adf07e7f1163603c7102c5de1e130b83b4fad3b \
-    --hash=sha256:487658e1db83c1ee9fbbac6a43039ea76957767a5987ffb16b590613f9e68297 \
-    --hash=sha256:48ff424f8aa36aacd9fdaa68efeb27d2e8771f293af4305bdb15d92194ca6631 \
-    --hash=sha256:4f7e242eab698ad0be5a4b2ec616fa856569c57455cc67c625fd567726290e5f \
-    --hash=sha256:526db52e5234a9463520e960a509d6c1bd5128d1ab1b569cbf459fe39189e8ab \
-    --hash=sha256:52d5641027d6731bc7b5e7d126a5158a99784a9f8c6de3d97ca89aca4969e9f8 \
-    --hash=sha256:53148a4e21057541b6d8e493b2ea1b500037ddf34433c391970036f3cbce00e3 \
-    --hash=sha256:583de2f16528e66081cbdfe510d8488c2de73039dc00aada7d22bd49d73a4a94 \
-    --hash=sha256:5e55d90b431b0c6b64ae5a624208d4aea318566d31872e595ee723c0f5b9a79f \
-    --hash=sha256:5f316cf2d0558f5027aab19dde7d7e4901c26c21fa95367bc37784e8f547bbf2 \
-    --hash=sha256:60543f3b068b16a86e99ed96b7fdae71cdc1d8abdfe9b3f82032a555e52ece7e \
-    --hash=sha256:62cc62284541bb2a86c898c7d5e8388661cade91c184cb862095ed547e80588f \
-    --hash=sha256:65c05b79cb8366c123357b354a16f9fc3f7187159422f143638d1c26b7240ed4 \
-    --hash=sha256:65f6ac06a9f0c32c254660ec6a9329d81d589e8f5d0a9837a941d5424a6be1ef \
-    --hash=sha256:6d1434d0bcc1b3ef048bae53f26456405c08aeed9827e65b24094f5f3a6793f1 \
-    --hash=sha256:6e2e1024f0a021777740cb7c633a0efb2c4a4bc570f508223a8dcbcf79f99ef9 \
-    --hash=sha256:6ffa7ba2e2da1f806f3181b9730b3e87ba9dbfec884806725d4584055ba3faa6 \
-    --hash=sha256:743b85bd6902856cac457ddd8cd7dd48c89c47d641b6016ff5e4d015bfbd4799 \
-    --hash=sha256:77c5d2bebbc9d06691abb512a31d0f54e1562af0b872891463a67a949b5278ef \
-    --hash=sha256:79cd03e7ff550c17758a7520bf437c156d3d4c8bb74214deeafa69cda49c85a4 \
-    --hash=sha256:80aba5f85d6227faee628ae28d1c3b69c661806a0636548ac56c68782606454f \
-    --hash=sha256:81a1669b6631976b1dc9d3d58ed1ab3333e9f52feb91a2a1fb8241101ac3b665 \
-    --hash=sha256:8597c35c9e82f65fd5897c4a2188c65d7daf10607b102960137b23d261cd957b \
-    --hash=sha256:8650158217b469d8b6087f490929211b0493a9121154c4efaafd1dec9e19319e \
-    --hash=sha256:8887bf0f31e4b550bd988c8863b527b6587d200653e9375cd91eea2b944b7424 \
-    --hash=sha256:8a52b24cd710690c4a7e191c7e300136ad2ecb3c68ffe7e95b598e76de166e5e \
-    --hash=sha256:8e3754ce60e1b11b0afad9a053481ff184d2ee24bea47099107156d1b84a84aa \
-    --hash=sha256:907f7b5501a534030738f0f27459a612d2266fd0507b007bb8f3e6de08167920 \
-    --hash=sha256:90d6b9f2652303aefd2c5a26a5e14cb74a3a63d10faa642c08d790e99442a088 \
-    --hash=sha256:98fd5b39410e9d69e10e90d0330e35650becaa5dd2548f509b9598f1f3c6124d \
-    --hash=sha256:9bfdeff778d3f7ff449ca5922ab773899e7d31e26a576028b06a5e9cf0ed8c34 \
-    --hash=sha256:9ebae74ce2b977c2fcb22d6a10aa0acb730022406977b2bcb6ddd6788f5c414a \
-    --hash=sha256:a110d19881ca78a88583d3b07231e7c6864864f5f1f3491b638863ea45fa8708 \
-    --hash=sha256:a1d190790ee39b8b7adeeb10fc4090dc4859eb4e75ed27bd8108710eef18f358 \
-    --hash=sha256:a2f049c3f3c83e886cd1f53958e2a1ebb369be626bef9e50d8b24d79864f1df6 \
-    --hash=sha256:a3af4e9f277d6b8acd369dc44a723a055752fca9d045094383af39f90a3e3729 \
-    --hash=sha256:a42c7becd4c9ec4ab5769c754eb61112777bdc6e1c1525e2077389e193b5f5aa \
-    --hash=sha256:a58a58cef0d911b1717154179a9ff47852249c536ea5966bde4370b6b20638ff \
-    --hash=sha256:ab1f646ff531d70bfd25f01e60708dfa3d105eb458b7dedd9fe9a443039fd809 \
-    --hash=sha256:ad940dc2db545dc978cb41cb9a683e2ff328f3ef581230b9ca40ff6c3d01d542 \
-    --hash=sha256:afe3c3863f16704fb5d7c2c6ff56aaf9e054f6d269f7b4c9074c5476178d1aba \
-    --hash=sha256:b1e3b9f4bf9a4120510ba77a77b2fb674893cd6795653545152bb11a79eecfcb \
-    --hash=sha256:b2390ad81c03d93ef1d5afd18ffcf5935de827f1a2b96b2c829437968bdabccb \
-    --hash=sha256:b37df4b10cb15dedfc203f69312d8eedd617b941c21df58c13af59496c53ad0f \
-    --hash=sha256:b3df9447f9209f9aa0434ca74050e9509670c1ad99398fe5807abb90e5f3a014 \
-    --hash=sha256:b4fe7f38aa8956fcc1cea270e62601e0e11066aff78e384be70fd283d30293b6 \
-    --hash=sha256:c1d68c6980d4690a4550bd3db6c03146f7be68ef5d08d38bb1fb68b3e9c32fe3 \
-    --hash=sha256:c24c1460486b6b36083252c2db21a814becf8495ccd0e76b7286623e37239b63 \
-    --hash=sha256:c25132902d3eff38781e0d54f27a0942ec849e3c07dbdce83c4d92b7e43c8dce \
-    --hash=sha256:c74bd9926954e7e575f9cd9890f63defd90cd8f812dfbf8e1efb72acc9355456 \
-    --hash=sha256:c8139e9011117822391c5bcfd674c5948fb1e4b8cb9adf6f13d9890859ee3a1a \
-    --hash=sha256:ce334915f5d31048f76a42c607bf26687cf045eb1bc852b7340f09729c6a64fc \
-    --hash=sha256:d14229beaa76e66c3a25f9477d973336441ca820df853679a98796256813316f \
-    --hash=sha256:d42f3a13290f89191568fc113d95a3d2c8759cdd8c3672f021d8b7436f909e75 \
-    --hash=sha256:d8e56e0d1fe607bfff422633f313aec9191c3859ab99d11ff097e3e6e068000c \
-    --hash=sha256:da6f0302360e99d32bc2869772692797ebadd536e1b826d0103c72ba49d38698 \
-    --hash=sha256:db46baf157feefd88724e6a7f145fe996a5990a8604ed9292b45d563360e513b \
-    --hash=sha256:dcea8c3f53674ae68e44b12e853b844a1d315250ca6677b11ec0c06aff85e86c \
-    --hash=sha256:de94b409f49eb6a588ebdd5872e826caec417cd77c17af0fb94f2128427f1a2a \
-    --hash=sha256:e0356561b4a97c83b9ee3de657a41b8d1a1781226853adaf47b550bb988fda6f \
-    --hash=sha256:e0db44cf81e4d7b94f3776b9f89111f74ed6bbdbfd42a22bc4a5ce0644d3e060 \
-    --hash=sha256:e31e92b61d56244047ad600812e16f7587a6172f74810fd919ff993af12b9149 \
-    --hash=sha256:e89dabf436ee79b358fd970dcbed6333a36d91db73f27069ca24a02fb138a404 \
-    --hash=sha256:eddeb9a153795cf6e615f9f3cef66a1d573ff3b6ee16df2b10d1d1c2f2baeaa8 \
-    --hash=sha256:ee11fd431f83d8a5b29d370b9d79a814d3218d30113bdcd44657e9bdf715fc92 \
-    --hash=sha256:ee37fe8cf081b72dea72f96a0ee604f492ec02252eb77dc26ff6eec3f997b580 \
-    --hash=sha256:f19ee7dc1ef8a6497570d91fa4057ba910ad98297a50b8c44ff37589f7c89d17 \
-    --hash=sha256:f2f94355affd51088f57f8674b0e294704c3c7c3d7d3b1545310f5b135d4843b \
-    --hash=sha256:f525734382a47f9828c9d6a1501522c78d5935466d8e2be1a41ba40ca5bb922b \
-    --hash=sha256:f915a34fb742e23d0d61573349aa45d6f74037fde9d58a9f340435eff8d62736
+hiredis==3.4.0 \
+    --hash=sha256:02298551060cbfe17b1acb02e9d066eadd51e37357369736f8fc1f5533875255 \
+    --hash=sha256:03374d663b0e025e4039757ef5fad02e3ff714f7a01e5b34c88de2a9c91359dc \
+    --hash=sha256:04e54fc3bcecf8c7cb2846947b84baf7ce1507caba641bd23590c52fefade865 \
+    --hash=sha256:05384fcfe5851b5af868bf24265c14ab86f38562679f9c6f712895b67a98163c \
+    --hash=sha256:05c852c58fec65d4c9fb861372dd7391d8b2ce96c960ba8714145f8cd85cd0ec \
+    --hash=sha256:06c163607f163a300cba9ef02fd8a234dd644a208bfafe972614f72e5287b9ba \
+    --hash=sha256:0731dd9f2bf4d3417947a3cbbca4dd4d9fa6ad7cecfd4e16439c17a4562d6304 \
+    --hash=sha256:0a68b0e48509e6e66f4c212e53d98f29178addf83b0701a71bf0fce792954419 \
+    --hash=sha256:0a70df45cf167b5af99b9fe3e2044716919e30580a869dfa766f2a6467c0c320 \
+    --hash=sha256:0b82cab9ad7a1574ab273a78942f780c1b1496101eb342b630c46c3e918ca21b \
+    --hash=sha256:0bcb630add6bc9ea136fce691ddff0c46aa91cb860df4ca789fe44127eb7e90d \
+    --hash=sha256:12ea5facb5b08fa23e4c101ec2151f3a3de8ecec412fec58dbde0a6eebca02c7 \
+    --hash=sha256:12eca9aea1450d1a85dc15574a985c227e52abbc2b6466f48ad2aa3b82124701 \
+    --hash=sha256:14524fdc751e3960d78d848872576b5442b40baae3cac14fbab1ba7ac523891f \
+    --hash=sha256:163d8c43e2706d23490532ea0de8736fc1493cfa52f0ee65f85b0f074f2fe017 \
+    --hash=sha256:165e6405b48f9bd66ddb4ad52ce28b0c0041a0308654d7a0cb4357a1939134dc \
+    --hash=sha256:16a3ea8193c5f4ee6e8daafe0126207cef38eec5a923c97047e6985d9bb1b61f \
+    --hash=sha256:18ff3d9b23ebe6c8248c3debca2402ad209d60c48495e7ed76407c2fe54cb9b4 \
+    --hash=sha256:1bfb9ccfb13be63883e5f2e5ff7f6fc87bf256f8243af594257dfbed9dbc3cf0 \
+    --hash=sha256:1c9e141b420dae63ea21303a7e8672282326cae67472768e9a3f6e7f0990bd28 \
+    --hash=sha256:1d8c21fb85f2a3de9328cf5bace84b63da00028e771b92335ff4fdc00121dd5a \
+    --hash=sha256:1fb0a139cd52535f3e5a532816b5c36b3aea95817410fbf28ca4a676026347a5 \
+    --hash=sha256:24751054bb11353016d242d09a4a902ecf8f25e3b56fe396cccb6f056fdda016 \
+    --hash=sha256:258f820cdd6ee6be39ae6a8ea94a76b8856d34113de6604f63bc81327ef06240 \
+    --hash=sha256:282c4310af72afbe18b07d416459f4febeaeb805a067a7df790136e0e550fcb2 \
+    --hash=sha256:2c432cce38190c3c13b6c28d6840ee85db50765ad510134007f1cfb3844dce73 \
+    --hash=sha256:306aae11a52e495aaf0a14e3efcd7b51029e632c74b847bc03159e1e1f6db591 \
+    --hash=sha256:3159c54fe560aa30bf1ab76e65c4c23dc45ad79d7cf4aecc25ec9942f5ea4cea \
+    --hash=sha256:3348ba4e101f3a96c927447ff2edcb3e0026dc6df375ba117485a43edcbb6980 \
+    --hash=sha256:35ab3653569b9867b8d8a3b4c0684a20dc769fe45d4666bedfe9a3391a61b30b \
+    --hash=sha256:3774461209688790734b5db8934400a4456493fc1a172fb5298cc5d72201aceb \
+    --hash=sha256:386b556f48fb0f9f09696b9d37f1cae554123fbd9f091d0ca23087f2aca02887 \
+    --hash=sha256:393d5e7c8c67cdddf7109a8e925d885e788f3f43e5b1043f84390df40c59944b \
+    --hash=sha256:4190bd07dd7879a8a7ddbb2a4f74d402721f3898276e35beb98851b85b5f539c \
+    --hash=sha256:423570ac4d2665c0d55d8707b7859a331e9001da5e437b7b7a23e0acbce770c9 \
+    --hash=sha256:43004b0b48abc628dda1ac3ac4871e1326c126f8cd9f11164d61934d827d7a3b \
+    --hash=sha256:4404c557fd49bcfe24dff41f1209e4221c76d1607df2fb2dfd39474b5b086dcb \
+    --hash=sha256:44660a91e0fbc803c29b337c1a9194c8d7b4cd3a3868d28f747cbec2df165483 \
+    --hash=sha256:452cff764acb30c106d1e33f1bdf03fa9d4a9b0a9c995d722d4d39c998b40582 \
+    --hash=sha256:454236d2a5bd917daf38914ce363e71aeef41240e6800f4799e04ee82689bfd2 \
+    --hash=sha256:45c6c296056641b5df37cedafe7d1553f33bc247e2f81603a4d038b39261879b \
+    --hash=sha256:46e041fc7a83eaa989ef5fe09526bc2353a6ba39b4ce5191684eabefc02e17b0 \
+    --hash=sha256:4863b99b1bf739eaa60961798efc709f657864fbf5a142cb9b99d3e36a37208e \
+    --hash=sha256:4b8f52844cd260d7805eca55c834e3e06b4c0d5b53a4178143b92242c2517c0d \
+    --hash=sha256:4de6869be2b33490569dae0712366bb794b7f5e7a8b674de3e092b3e95712d6d \
+    --hash=sha256:4e5530d7a6c71c1a9c3b850b08bbc8178ffc9556e3aef7f9c808fe9ff91a6f11 \
+    --hash=sha256:4f0e3536eea76c03435d411099d165850bc3c9d873efe62843b995027135a763 \
+    --hash=sha256:53233656e4fecf9f8ec654f1f4c5d445bf1c2957d7f63ffdedbba2682c9d1584 \
+    --hash=sha256:5359caad5b57da0bce11d2880f22617ba3710f0866121a924745447848448034 \
+    --hash=sha256:54b6267918c66d8ba4a3cf519db1235a4bd56d2a0969ca5b2ae3c6b6b7d9ed79 \
+    --hash=sha256:5f1ddfe6429f9adc0a8d705afbcd40530fddeafa919873ffbb11f59eda44dbb9 \
+    --hash=sha256:64cf54c1dad35830bf1d86b343ad3c55aed443af51c5ccead8afd1b547aca196 \
+    --hash=sha256:6774f1fe2723001ca0cd42bf5d8b1235301226273915c581c5c1260d4d114c43 \
+    --hash=sha256:68c81c04e0d8778c01163dd2bc6f0e0236fc7f650c291526f10d4faccd99e5a0 \
+    --hash=sha256:696e0a2118e1df5ccacf8ecf8abe528cf0c4f1f1d867f64c34579bef77778cdb \
+    --hash=sha256:69d0326f20354ce278cbb86f5ae47cb390e22bb94a66877031038af907c42fa5 \
+    --hash=sha256:6c2852eaa26c0a73be4a30118cd5ad6a77c095d224ccb5ac38e40cb865747d22 \
+    --hash=sha256:73dd607b47863633d8070f1eb3bab1b3b097ee747783fe69c0dd0f93ec673d8b \
+    --hash=sha256:74bcfb26189939daba2a0eb4bad05a6a30773bb2461f3d9967b8ced224bd0de9 \
+    --hash=sha256:7b159315df71a009375227384aa4219f98c2342ccd8eb33e3f4b58654f426376 \
+    --hash=sha256:7e7ab4c1c8c4d365b02d9e82cdf25b01a065edf2ededd7b5acb043201ff80203 \
+    --hash=sha256:7f7fc1535f6e1a190089eae46dee25f0c6b72bb221d377be07092803b8208733 \
+    --hash=sha256:7ff29c9f5d3c91fda948c2fde58f457b3244550781d3bc0891b1b9d93c10f47f \
+    --hash=sha256:82860f050aabd08c046f304eb57c105bb3d5a7370f79a4a0b74d2b771767cc13 \
+    --hash=sha256:85a9abf2d16b4cb112f6cc6c32236d763b34d21c69b00c2f81a4ff3016fcc1d6 \
+    --hash=sha256:88396e6a24b80c86f4dc180964d9cc467ba3aa3c886af6532fe077c5a5dc0c3c \
+    --hash=sha256:899d5cea72c9a6c2d9b6e7b223de62c9e9f541f48267cc7135764070548735ce \
+    --hash=sha256:89e95f50ec4d29645ba2da9010e8717861585dc9f3df354a367f43807a6db3c7 \
+    --hash=sha256:8aaaab18314fd25453b5cf59c8cdca4110e419455bcb4c0737d19d4151513e75 \
+    --hash=sha256:8b3f1d03046765c0a83558bf1756811101e3947649c7ca22a71d9dc3c92929d1 \
+    --hash=sha256:8f2c8569460aa456a294d5e9a3579a382b825dc2e283e3cc398323dcfb6a3dee \
+    --hash=sha256:92b570225f6097430615a82543c3eb7974ca354738a6cef38053138f7d983151 \
+    --hash=sha256:94f83352295bf3d332678689ecd4ce190a4d233a20ad2f432724efd3ce03e49a \
+    --hash=sha256:975a8e75a10425442037dd9c7abbaae31941c34328d9f01b1ca42d9db44ac31d \
+    --hash=sha256:98e28c10e43d076f50ce9fa9f4017303d5796c3058b1b651f507c2a7d6ef402c \
+    --hash=sha256:9e88048a66dfffec7a3f578f2a2a0fd907c75b5bd85b3c9184f76f0149ea399f \
+    --hash=sha256:a2f9a9a591b3eaade523f3e778dfcd8684965ee6e954ae25cd2fd6d8c75e881d \
+    --hash=sha256:a315009b441a0105a373a9a780ebb1c6f7d9ead88ac6ea5f2a15791353c6f590 \
+    --hash=sha256:a3796094f616f72976ff51e4dc1a016e753c0f9af5393b2df96920b6bae1e19b \
+    --hash=sha256:a427976ba339da624367613d7eba52a1516e6d5c7f8988dc8fb888fbcf52d8b6 \
+    --hash=sha256:a45822bc8487da8151fe67c788de74b834582b1d510c67b888fcda64bf6ba4bb \
+    --hash=sha256:a7e76904148c229549db7240a4f9963deb8bb328c0c0844fc9f2320aca05b530 \
+    --hash=sha256:afff0876dafad6d3bb446c907da2836954876243f6bb9d5e44915d175e424aa4 \
+    --hash=sha256:b0c29ac4f50fc61a904acfe76e4ce6bc37e16ab5a98089cb411476d466e1bb36 \
+    --hash=sha256:b32afb576705fc5a02440d416ef476ddbcc827a20ff6c4a9d557882bc6b75135 \
+    --hash=sha256:b6228afacadb19a858289319d72797023e2cb048f2f930b68b7fe57eaed5fb6b \
+    --hash=sha256:b98f44bf873731d9ce99e6b3eeb6196bf7b27693ad9f6de0fba986b2b0845127 \
+    --hash=sha256:bb44efa4fa3e3ed7779ad0ade3c08ed5d75ca7a6336893e9a4f2722093b4168a \
+    --hash=sha256:bb8b2dd9c00d80ad2870ffbb51ce9af99fb2194c082d7b09f4125d90e21426f6 \
+    --hash=sha256:bca175f02a2b0150ffe7f5dc8bf49c798f34d2c7024d17ace0ec97a7583560e3 \
+    --hash=sha256:be4a41496a0a48c3abf57ef1bbeb11980060ce9c7a1dd8b92caa028a813a9c59 \
+    --hash=sha256:c2245c46b4ced5f689469e6dcdfc8a0895bf873840a6600f5ea759cdf1b26a8b \
+    --hash=sha256:c8c6337e7ad187e8039d06e4b33ee5148dcd73928819d94087e649eb37316a09 \
+    --hash=sha256:ccc5c660e31d788ca534a20f2ccb7a80b946b960e18ed4e1db950fcac122b405 \
+    --hash=sha256:ccdb63363c82ea9cea2d48126bc8e9241437b8b3b36413e967647a17add59643 \
+    --hash=sha256:cfe23f8dcf2c0f4e03d107ff68a9ee9707f9d76abeddbe59633e5de1564a650c \
+    --hash=sha256:d3a12ae5685e9621a988af07b5af0ad685c7d19d6a7246ac852e35060178cff4 \
+    --hash=sha256:d5c33eb2da5c9ccd281c396e1c618cfe6a91eb841e957f17d2fa520383b3111d \
+    --hash=sha256:d77901d058923a09ed25063ea6fb2842c153bbe75060a46e3949e73ad12ce352 \
+    --hash=sha256:d95b602ab022f3505288ce51feaa48c072a62e57da55d6a7a38ecb8c5ad67d81 \
+    --hash=sha256:da19331354433af6a2c54c21f2d70ba084933c0d7d2c43578ec5c5b446674ad5 \
+    --hash=sha256:db13f8039ad8229f77f0e242be14e53bd67e8f3aadeb16f3af30944287cca092 \
+    --hash=sha256:de3e2297a182253dfa4400883a9a4fb46d44946aed3157ea2da873b93e2525c4 \
+    --hash=sha256:decc176d86127c620b5d280b3fe5f97a788be58ca945971f3852c3bf54f4d5ad \
+    --hash=sha256:e29267ecdd08758926f1a9221af2671d90f475480c40aff409921b1f362f1bd5 \
+    --hash=sha256:e6e8d5fa63ec2a0738d188488e828818cbe4cb4d37c0c706836cf3888d82c53d \
+    --hash=sha256:ed1dba2695f6de009c67d63b39ff978cb43b8a79362f697acedffb7743e50d21 \
+    --hash=sha256:ee6b4beb79a71df67af15a8451366babc2687fcac674d5c6eacec4197e4ce8c1 \
+    --hash=sha256:f3c67f39b112dc35f68d5b59ee111db6121f037d1a60cf3840ecffbb2ec5686b \
+    --hash=sha256:f7c7596fbb2b5202e943180353958e89014e763c7f25877a92f70bbde6cd7f19 \
+    --hash=sha256:ff28eca77a57751488df90b0f385b472fd78e140a4d45097224648a5737acdf5 \
+    --hash=sha256:ff6217da86a63a6a5ea954d9b9ed67916d9d94a566b44aa98e68ae34b40ebbbf
     # via feast (pyproject.toml)
 httpcore==1.0.9 \
     --hash=sha256:2d400746a40668fc9dec9810239072b40b4484b640a8c38fd654a024c7a1bf55 \
     --hash=sha256:6e34463af53fd2ab5d807f399a9b45ea31c3dfa2276f15a2c3f00afff6e176e8
     # via httpx
-httptools==0.7.1 \
-    --hash=sha256:04c6c0e6c5fb0739c5b8a9eb046d298650a0ff38cf42537fc372b28dc7e4472c \
-    --hash=sha256:0d92b10dbf0b3da4823cde6a96d18e6ae358a9daa741c71448975f6a2c339cad \
-    --hash=sha256:0e68b8582f4ea9166be62926077a3334064d422cf08ab87d8b74664f8e9058e1 \
-    --hash=sha256:11d01b0ff1fe02c4c32d60af61a4d613b74fad069e47e06e9067758c01e9ac78 \
-    --hash=sha256:135fbe974b3718eada677229312e97f3b31f8a9c8ffa3ae6f565bf808d5b6bcb \
-    --hash=sha256:2c15f37ef679ab9ecc06bfc4e6e8628c32a8e4b305459de7cf6785acd57e4d03 \
-    --hash=sha256:322d00c2068d125bd570f7bf78b2d367dad02b919d8581d7476d8b75b294e3e6 \
-    --hash=sha256:379b479408b8747f47f3b253326183d7c009a3936518cdb70db58cffd369d9df \
-    --hash=sha256:38e0c83a2ea9746ebbd643bdfb521b9aa4a91703e2cd705c20443405d2fd16a5 \
-    --hash=sha256:3e14f530fefa7499334a79b0cf7e7cd2992870eb893526fb097d51b4f2d0f321 \
-    --hash=sha256:44c8f4347d4b31269c8a9205d8a5ee2df5322b09bbbd30f8f862185bb6b05346 \
-    --hash=sha256:465275d76db4d554918aba40bf1cbebe324670f3dfc979eaffaa5d108e2ed650 \
-    --hash=sha256:474d3b7ab469fefcca3697a10d11a32ee2b9573250206ba1e50d5980910da657 \
-    --hash=sha256:49794f9250188a57fa73c706b46cb21a313edb00d337ca4ce1a011fe3c760b28 \
-    --hash=sha256:5ddbd045cfcb073db2449563dd479057f2c2b681ebc232380e63ef15edc9c023 \
-    --hash=sha256:601b7628de7504077dd3dcb3791c6b8694bbd967148a6d1f01806509254fb1ca \
-    --hash=sha256:654968cb6b6c77e37b832a9be3d3ecabb243bbe7a0b8f65fbc5b6b04c8fcabed \
-    --hash=sha256:69d4f9705c405ae3ee83d6a12283dc9feba8cc6aaec671b412917e644ab4fa66 \
-    --hash=sha256:6babce6cfa2a99545c60bfef8bee0cc0545413cb0018f617c8059a30ad985de3 \
-    --hash=sha256:7347714368fb2b335e9063bc2b96f2f87a9ceffcd9758ac295f8bbcd3ffbc0ca \
-    --hash=sha256:7aea2e3c3953521c3c51106ee11487a910d45586e351202474d45472db7d72d3 \
-    --hash=sha256:7fe6e96090df46b36ccfaf746f03034e5ab723162bc51b0a4cf58305324036f2 \
-    --hash=sha256:84d86c1e5afdc479a6fdabf570be0d3eb791df0ae727e8dbc0259ed1249998d4 \
-    --hash=sha256:a3c3b7366bb6c7b96bd72d0dbe7f7d5eead261361f013be5f6d9590465ea1c70 \
-    --hash=sha256:abd72556974f8e7c74a259655924a717a2365b236c882c3f6f8a45fe94703ac9 \
-    --hash=sha256:ac50afa68945df63ec7a2707c506bd02239272288add34539a2ef527254626a4 \
-    --hash=sha256:aeefa0648362bb97a7d6b5ff770bfb774930a327d7f65f8208394856862de517 \
-    --hash=sha256:b580968316348b474b020edf3988eecd5d6eec4634ee6561e72ae3a2a0e00a8a \
-    --hash=sha256:c08fe65728b8d70b6923ce31e3956f859d5e1e8548e6f22ec520a962c6757270 \
-    --hash=sha256:c8c751014e13d88d2be5f5f14fc8b89612fcfa92a9cc480f2bc1598357a23a05 \
-    --hash=sha256:cad6b591a682dcc6cf1397c3900527f9affef1e55a06c4547264796bbd17cf5e \
-    --hash=sha256:cbf8317bfccf0fed3b5680c559d3459cccf1abe9039bfa159e62e391c7270568 \
-    --hash=sha256:cfabda2a5bb85aa2a904ce06d974a3f30fb36cc63d7feaddec05d2050acede96 \
-    --hash=sha256:d169162803a24425eb5e4d51d79cbf429fd7a491b9e570a55f495ea55b26f0bf \
-    --hash=sha256:d496e2f5245319da9d764296e86c5bb6fcf0cf7a8806d3d000717a889c8c0b7b \
-    --hash=sha256:de987bb4e7ac95b99b805b99e0aae0ad51ae61df4263459d36e07cf4052d8b3a \
-    --hash=sha256:df091cf961a3be783d6aebae963cc9b71e00d57fa6f149025075217bc6a55a7b \
-    --hash=sha256:e99c7b90a29fd82fea9ef57943d501a16f3404d7b9ee81799d41639bdaae412c \
-    --hash=sha256:eb844698d11433d2139bbeeb56499102143beb582bd6c194e3ba69c22f25c274 \
-    --hash=sha256:f084813239e1eb403ddacd06a30de3d3e09a9b76e7894dcda2b22f8a726e9c60 \
-    --hash=sha256:f25bbaf1235e27704f1a7b86cd3304eabc04f569c828101d94a0e605ef7205a5 \
-    --hash=sha256:f65744d7a8bdb4bda5e1fa23e4ba16832860606fcc09d674d56e425e991539ec \
-    --hash=sha256:f72fdbae2dbc6e68b8239defb48e6a5937b12218e6ffc2c7846cc37befa84362
+httpcore2==2.9.1 \
+    --hash=sha256:4d8acbf8b306f48c9d6046591fd5ba4037d1b1b1000d140fc2c3eab1e9a0c0e2 \
+    --hash=sha256:6182472379e855fe4221246a2bb7ecede403bc61c6798062ae1787d051ccde26
+    # via httpx2
+httptools==0.8.0 \
+    --hash=sha256:0770728beb05094c809b98e814edff5fef69d26ad7d21185f2f6d5884a0ba683 \
+    --hash=sha256:0ea897f0c729581ebf72131a438a7932d9b14efef72d75ada966700cac3caaeb \
+    --hash=sha256:159e9ab5f701ccd42e555a12f1ad8ff69702910fc1c996cf2bb66e5fcb7a231b \
+    --hash=sha256:19d1ee275bb59ba2643ba9a3a1e51cc0c788caf2b8df506368e03f56fdd08527 \
+    --hash=sha256:20b4aac66ff65f7db06a375808b78f42a94970aa22e826b3cb2b43eb09174124 \
+    --hash=sha256:2a021c3a8e65cc125390d72f59b968afca3bdcaff25bd67965e0a055a14946ca \
+    --hash=sha256:2c032fa028f46871ec7e1fc59fc15e8023eab3e6bbe6ece786a1611719a5d081 \
+    --hash=sha256:2d689918c15a013c65ef52d9fd495d766893ab831a2c8d89f2ac5940a5df847c \
+    --hash=sha256:384c17174464c8e873398b7af24f0b1f44d992c820328413951a625323155d77 \
+    --hash=sha256:425f83884fd6343828d8c565f046cb72b6d19063f6924093e11bcd8e1548cd09 \
+    --hash=sha256:48774d39cbb70e2b1f71f88852a3087ae1d3a1eb80482bb48c13067ab080c14f \
+    --hash=sha256:52dd695b865fe96d9d2b16b64a895f3f57bf3cb064e8383cd3b5713a069e8085 \
+    --hash=sha256:57278e6fa0424c42a8a3e454828ab4f0aff27b40cddf9679579b98c6dce6a376 \
+    --hash=sha256:5931891fb7b441b8a3853cf1b85c82c903defce084dd5f6771ca46e31bf862c5 \
+    --hash=sha256:5d7fa4ba7292c1139c0526f0b5aad507c6263c948206ea1b1cbca015c8af1b62 \
+    --hash=sha256:5eb911c515b96ee44bbd861e42cbefc488681d450545b1d02127f6136e3a86f5 \
+    --hash=sha256:614ceea8ea606848bece2338ac03b3ce5324bcb4be8dc7d377ed708012fa4db8 \
+    --hash=sha256:6a43c9dd399758ccc0531acb0a3c4a6c299ee893ee9400e9c893b7bdcfae0681 \
+    --hash=sha256:6b2a32f18d97e16e90827d7a819ffa8dbd8cc245fc4e1fa9d1095b54ef4bd999 \
+    --hash=sha256:7685df791fad561384bfb139e77fde27a1ffd93134e016f95a0db424ffbf77b1 \
+    --hash=sha256:7b71e7d7031928c650e1006e6c03e911bf967f7c69c011d37d541c3e7bf55005 \
+    --hash=sha256:880490234c10f70a9830743097e8958d6e4b9f5a0ffc24515023afeef984054d \
+    --hash=sha256:88bdd940f2b5d487b4d032c6afa5489a7dc4694410d43de3c38c4fb3af0dc45d \
+    --hash=sha256:88eead8ec8680a9f146c655bc88445a325bd7921cfd8194c7337e9467282427d \
+    --hash=sha256:9518c406d7b310f05adb1a37f80acabac40504a575d7c0da6d3e365c695ac20d \
+    --hash=sha256:9878eb2785ba5eb70631ad269b37976f73d647955e26c91d490eb8a4edfda4ba \
+    --hash=sha256:9fc1644f415372cec4f8a5be3a64183737398f10dbb1263602a036427fe75247 \
+    --hash=sha256:a1afd7c9fbff0d9f5d489c4ce2768bd09c84a46ddefc7161e6aa82ae35c85745 \
+    --hash=sha256:a1b4c8e7a489a0d750d91894e9a8cdc295838f1924c0ca903ae993456fddec07 \
+    --hash=sha256:a3b7387147361c3fd47a0bde763c5c91b5b4cd4dc9989b8ece84ff436c99843b \
+    --hash=sha256:a6f21e2a3b0067bbe7f67e34cfd16276af556e5e52f4c7503be0cb5f90e905e4 \
+    --hash=sha256:b15fc622b0f869d19207c4089a501d9bcc63ca5e071ffdd2f03f922df882dcb2 \
+    --hash=sha256:b205e5f5523fa039679da0dfe5a10132b2a4abeae6a86fdd1ddc035f7f836557 \
+    --hash=sha256:bbb8caadb2b742d293169d2b458b5c001ef70e3158704aa3d3ef9597624c5d1d \
+    --hash=sha256:bf3b6f807c8541503cecfbb8a8dffb385640d0d96102f3d112aa8740f9b7c826 \
+    --hash=sha256:c08ffe3e79756e0963cbc8fe410139f38a5884874b6f2e17761bef6563fdcd9b \
+    --hash=sha256:c0d726cc107fceb7d45f978483b4b70dd8caa836f5914d3434bb18628eb73813 \
+    --hash=sha256:c4a9f1707e4823d54dfec6c33fa3697d302aed536ed352a7ebb5a061ddb869d0 \
+    --hash=sha256:cd96f29b4bab1d42fa6e3d008711c75e0f79e94e06827330160e3a304227f150 \
+    --hash=sha256:d76ad7b951387e3632c8716a9bb03ac5b45c5f16119aa409db0459520887944e \
+    --hash=sha256:da684f2e1aa2ee9bdcb083f3f3a68c5956750b375bc5df864d3a5f0c42a40b77 \
+    --hash=sha256:de1ed58a974e75d56560acc7e7fed01a454994429456f65209789992e41f2568 \
+    --hash=sha256:de242a49b5d18e0a8776e654e9f6bf6d89f3875a5c35b425a0e7ce940feb3fd6 \
+    --hash=sha256:df31ef5494f406ab6cf827b7e64a22841c6e2d654100e6a116ea15b46d02d5e8 \
+    --hash=sha256:e93c227b595c6926c1acee96891dd9da4be338cfbe82e5cd3bb9d8dd7dc4ac0b \
+    --hash=sha256:eb3028cca2fc0a6d720e52ef61d8ebb62fcbfeb1de56874546d858d3f25a26b7 \
+    --hash=sha256:ed377e64805bdba4943c82717333f8f8603a13b09aff9cead2717c6c817fb168 \
+    --hash=sha256:ef7c3c97f4311c7be57e2986629df89d49cb434dbff78eafcd48c2bff986b15a \
+    --hash=sha256:f256d6ce930c52ca1cb2a960b7da03548c454e7d28b06059ad41bfe789036ce0 \
+    --hash=sha256:fe2a4c95aeba2209434e7b31172da572846cae8ca0bf1e7013e61b99fbbf5e72
     # via uvicorn
 httpx==0.28.1 \
     --hash=sha256:75e98c5f16b0f35b567856f597f06ff2270a374470a5c2392242528e3e3e42fc \
     --hash=sha256:d909fcccc110f8c7faf814ca82a9a4d816bc5a6dbfea25d6591d6985b8ba59ad
-    # via
-    #   fastapi-mcp
-    #   mcp
-httpx-sse==0.4.3 \
-    --hash=sha256:0ac1c9fe3c0afad2e0ebb25a934a59f4c7823b60792691f779fad2c5568830fc \
-    --hash=sha256:9b1ed0127459a66014aec3c56bebd93da3c1bc8bb6618c8082039a44889a755d
+    # via fastapi-mcp
+httpx2==2.9.1 \
+    --hash=sha256:1820fe14a9ab1107bfeff39259987429450b070ec0ff38cc87eb0d8c97fdc71a \
+    --hash=sha256:1932a768737e3666291582833da748cc4e563c337cf96706fccc04fa6e58764a
     # via mcp
 ibis-framework[duckdb]==12.0.0 \
     --hash=sha256:0bbd790f268da9cb87926d5eaad2b827a573927113c4ed3be5095efa89b9e512 \
     --hash=sha256:238624f2c14fdab8382ca2f4f667c3cdb81e29844cd5f8db8a325d0743767c61
     # via feast (pyproject.toml)
-idna==3.13 \
-    --hash=sha256:585ea8fe5d69b9181ec1afba340451fba6ba764af97026f92a91d4eef164a242 \
-    --hash=sha256:892ea0cde124a99ce773decba204c5552b69c3c67ffd5f232eb7696135bc8bb3
+idna==3.18 \
+    --hash=sha256:7f952cbe720b688055e3f87de14f5c3e5fdaa8bc3928985c4077ca689de849a2 \
+    --hash=sha256:ffb385a7e039654cef1ab9ef32c6fafe283c0c0467bba1d9029738ce4a14a848
     # via
     #   anyio
     #   httpx
+    #   httpx2
     #   requests
     #   snowflake-connector-python
     #   yarl
@@ -1116,116 +1165,116 @@ jmespath==1.1.0 \
 jsonschema==4.26.0 \
     --hash=sha256:0c26707e2efad8aa1bfc5b7ce170f3fccc2e4918ff85989ba9ffa9facb2be326 \
     --hash=sha256:d489f15263b8d200f8387e64b4c3a75f06629559fb73deb8fdfb525f2dab50ce
-    # via
-    #   feast (pyproject.toml)
-    #   mcp
+    # via mcp
 jsonschema-specifications==2025.9.1 \
     --hash=sha256:98802fee3a11ee76ecaca44429fda8a41bff98b00a0f2838151b113f210cc6fe \
     --hash=sha256:b540987f239e745613c7a9176f3edb72b832a4ac465cf02712288397832b5e8d
     # via jsonschema
-kubernetes==35.0.0 \
-    --hash=sha256:39e2b33b46e5834ef6c3985ebfe2047ab39135d41de51ce7641a7ca5b372a13d \
-    --hash=sha256:3d00d344944239821458b9efd484d6df9f011da367ecb155dadf9513f05f09ee
+kubernetes==36.0.3 \
+    --hash=sha256:36993ed25ce59b789c9341473a228fcf268504a2fec7c2b2b1531d73072e5ce7 \
+    --hash=sha256:8fde9241c4b298e6374a069dcf728359b4e72c2fb29489a975ba4e1c047cf10f
     # via feast (pyproject.toml)
-librt==0.9.0 \
-    --hash=sha256:07cf11f769831186eeac424376e6189f20ace4f7263e2134bdb9757340d84d4d \
-    --hash=sha256:0a09c2f5869649101738653a9b7ab70cf045a1105ac66cbb8f4055e61df78f2d \
-    --hash=sha256:0a1be03168b2691ba61927e299b352a6315189199ca18a57b733f86cb3cc8d38 \
-    --hash=sha256:0b73e4266307e51c95e09c0750b7ec383c561d2e97d58e473f6f6a209952fbb8 \
-    --hash=sha256:15cb151e52a044f06e54ac7f7b47adbfc89b5c8e2b63e1175a9d587c43e8942a \
-    --hash=sha256:194fc1a32e1e21fe809d38b5faea66cc65eaa00217c8901fbdb99866938adbdb \
-    --hash=sha256:1bf465d1e5b0a27713862441f6467b5ab76385f4ecf8f1f3a44f8aa3c695b4b6 \
-    --hash=sha256:1c587494461ebd42229d0f1739f3aa34237dd9980623ecf1be8d3bcba79f4499 \
-    --hash=sha256:224b9727eb8bc188bc3bcf29d969dba0cd61b01d9bac80c41575520cc4baabb2 \
-    --hash=sha256:22a904cbdb678f7cb348c90d543d3c52f581663d687992fee47fd566dcbf5285 \
-    --hash=sha256:2b8f5d00b49818f4e2b1667db994488b045835e0ac16fe2f924f3871bd2b8ac5 \
-    --hash=sha256:2c3786f0f4490a5cd87f1ed6cefae833ad6b1060d52044ce0434a2e85893afd0 \
-    --hash=sha256:2d03fa4fd277a7974c1978c92c374c57f44edeee163d147b477b143446ad1bf6 \
-    --hash=sha256:2f8e12706dcb8ff6b3ed57514a19e45c49ad00bcd423e87b2b2e4b5f64578443 \
-    --hash=sha256:3be322a15ee5e70b93b7a59cfd074614f22cc8c9ff18bd27f474e79137ea8d3b \
-    --hash=sha256:3cc2917258e131ae5f958a4d872e07555b51cb7466a43433218061c74ef33745 \
-    --hash=sha256:3f05d145df35dca5056a8bc3838e940efebd893a54b3e19b2dda39ceaa299bcb \
-    --hash=sha256:3fe56e80badb66fdcde06bef81bbaa5bfcf6fbd7aefb86222d9e369c38c6b228 \
-    --hash=sha256:42ff8a962554c350d4a83cf47d9b7b78b0e6ff7943e87df7cdfc97c07f3c016f \
-    --hash=sha256:451daa98463b7695b0a30aa56bf637831ea559e7b8101ac2ef6382e8eb15e29c \
-    --hash=sha256:465814ab157986acb9dfa5ccd7df944be5eefc0d08d31ec6e8d88bc71251d845 \
-    --hash=sha256:4c4d0440a3a8e31d962340c3e1cc3fc9ee7febd34c8d8f770d06adb947779ea5 \
-    --hash=sha256:4e3dda8345307fd7306db0ed0cb109a63a2c85ba780eb9dc2d09b2049a931f9c \
-    --hash=sha256:5093043afb226ecfa1400120d1ebd4442b4f99977783e4f4f7248879009b227f \
-    --hash=sha256:5112c2fb7c2eefefaeaf5c97fec81343ef44ee86a30dcfaa8223822fba6467b4 \
-    --hash=sha256:527b5b820b47a09e09829051452bb0d1dd2122261254e2a6f674d12f1d793d54 \
-    --hash=sha256:54d412e47c21b85865676ed0724e37a89e9593c2eee1e7367adf85bfad56ffb1 \
-    --hash=sha256:56d65b583cf43b8cf4c8fbe1e1da20fa3076cc32a1149a141507af1062718236 \
-    --hash=sha256:5ca8e133d799c948db2ab1afc081c333a825b5540475164726dcbf73537e5c2f \
-    --hash=sha256:603138ee838ee1583f1b960b62d5d0007845c5c423feb68e44648b1359014e27 \
-    --hash=sha256:63c12efcd160e1d14da11af0c46c0217473e1e0d2ae1acbccc83f561ea4c2a7b \
-    --hash=sha256:657f8ba7b9eaaa82759a104137aed2a3ef7bc46ccfd43e0d89b04005b3e0a4cc \
-    --hash=sha256:66b58fed90a545328e80d575467244de3741e088c1af928f0b489ebec3ef3858 \
-    --hash=sha256:6788207daa0c19955d2b668f3294a368d19f67d9b5f274553fd073c1260cbb9f \
-    --hash=sha256:703f4ae36d6240bfe24f542bac784c7e4194ec49c3ba5a994d02891649e2d85b \
-    --hash=sha256:7202bdcac47d3a708271c4304a474a8605a4a9a4a709e954bf2d3241140aa938 \
-    --hash=sha256:756775d25ec8345b837ab52effee3ad2f3b2dfd6bbee3e3f029c517bd5d8f05a \
-    --hash=sha256:78042f6facfd98ecb25e9829c7e37cce23363d9d7c83bc5f72702c5059eb082b \
-    --hash=sha256:789fff71757facc0738e8d89e3b84e4f0251c1c975e85e81b152cdaca927cc2d \
-    --hash=sha256:7bc30ad339f4e1a01d4917d645e522a0bc0030644d8973f6346397c93ba1503f \
-    --hash=sha256:7d429bdd4ac0ab17c8e4a8af0ed2a7440b16eba474909ab357131018fe8c7e71 \
-    --hash=sha256:7d5c8a5929ac325729f6119802070b561f4db793dffc45e9ac750992a4ed4d22 \
-    --hash=sha256:7e6274fd33fc5b2a14d41c9119629d3ff395849d8bcbc80cf637d9e8d2034da8 \
-    --hash=sha256:80b25c7b570a86c03b5da69e665809deb39265476e8e21d96a9328f9762f9990 \
-    --hash=sha256:81107843ed1836874b46b310f9b1816abcb89912af627868522461c3b7333c0f \
-    --hash=sha256:8494cfc61e03542f2d381e71804990b3931175a29b9278fdb4a5459948778dc2 \
-    --hash=sha256:850d6d03177e52700af605fd60db7f37dcb89782049a149674d1a9649c2138fd \
-    --hash=sha256:8c6bc1384d9738781cfd41d09ad7f6e8af13cfea2c75ece6bd6d2566cdea2076 \
-    --hash=sha256:90904fac73c478f4b83f4ed96c99c8208b75e6f9a8a1910548f69a00f1eaa671 \
-    --hash=sha256:90e6d5420fc8a300518d4d2288154ff45005e920425c22cbbfe8330f3f754bd9 \
-    --hash=sha256:928bd06eca2c2bbf4349e5b817f837509b0604342e65a502de1d50a7570afd15 \
-    --hash=sha256:9b3e3bc363f71bda1639a4ee593cb78f7fbfeacc73411ec0d4c92f00730010a4 \
-    --hash=sha256:9edcc35d1cae9fd5320171b1a838c7da8a5c968af31e82ecc3dff30b4be0957f \
-    --hash=sha256:9fcb461fbf70654a52a7cc670e606f04449e2374c199b1825f754e16dacfedd8 \
-    --hash=sha256:a0951822531e7aee6e0dfb556b30d5ee36bbe234faf60c20a16c01be3530869d \
-    --hash=sha256:a361c9434a64d70a7dbb771d1de302c0cc9f13c0bffe1cf7e642152814b35265 \
-    --hash=sha256:a4b25c6c25cac5d0d9d6d6da855195b254e0021e513e0249f0e3b444dc6e0e61 \
-    --hash=sha256:a5af136bfba820d592f86c67affcef9b3ff4d4360ac3255e341e964489b48519 \
-    --hash=sha256:a81eea9b999b985e4bacc650c4312805ea7008fd5e45e1bf221310176a7bcb3a \
-    --hash=sha256:a9c63e04d003bc0fb6a03b348018b9a3002f98268200e22cc80f146beac5dc40 \
-    --hash=sha256:aa95738a68cedd3a6f5492feddc513e2e166b50602958139e47bbdd82da0f5a7 \
-    --hash=sha256:b0a2040f801406b93657a70b72fa12311063a319fee72ce98e1524da7200171f \
-    --hash=sha256:b8bd70d5d816566a580d193326912f4a76ec2d28a97dc4cd4cc831c0af8e330e \
-    --hash=sha256:b8da9f8035bb417770b1e1610526d87ad4fc58a2804dc4d79c53f6d2cf5a6eb9 \
-    --hash=sha256:bc5518873822d2faa8ebdd2c1a4d7c8ef47b01a058495ab7924cb65bdbf5fc9a \
-    --hash=sha256:c0d620e74897f8c2613b3c4e2e9c1e422eb46d2ddd07df540784d44117836af3 \
-    --hash=sha256:c2640e23d2b7c98796f123ffd95cf2022c7777aa8a4a3b98b36c570d37e85eee \
-    --hash=sha256:c81aef782380f0f13ead670aae01825eb653b44b046aa0e5ebbb79f76ed4aa11 \
-    --hash=sha256:d4d16b608a1c43d7e33142099a75cd93af482dadce0bf82421e91cad077157f4 \
-    --hash=sha256:d69fc39e627908f4c03297d5a88d9284b73f4d90b424461e32e8c2485e21c283 \
-    --hash=sha256:d9da80e5b04acce03ced8ba6479a71c2a2edf535c2acc0d09c80d2f80f3bad15 \
-    --hash=sha256:dd2c7e082b0b92e1baa4da28163a808672485617bc855cc22a2fd06978fa9084 \
-    --hash=sha256:de7dac64e3eb832ffc7b840eb8f52f76420cde1b845be51b2a0f6b870890645e \
-    --hash=sha256:e0785c2fb4a81e1aece366aa3e2e039f4a4d7d21aaaded5227d7f3c703427882 \
-    --hash=sha256:e306d956cfa027fe041585f02a1602c32bfa6bb8ebea4899d373383295a6c62f \
-    --hash=sha256:e78fb7419e07d98c2af4b8567b72b3eaf8cb05caad642e9963465569c8b2d87e \
-    --hash=sha256:e9002e98dcb1c0a66723592520decd86238ddcef168b37ff6cfb559200b4b774 \
-    --hash=sha256:e94cbc6ad9a6aeea46d775cbb11f361022f778a9cc8cc90af653d3a594b057ce \
-    --hash=sha256:eea1b54943475f51698f85fa230c65ccac769f1e603b981be060ac5763d90927 \
-    --hash=sha256:f100bfe2acf8a3689af9d0cc660d89f17286c9c795f9f18f7b62dd1a6b247ae6 \
-    --hash=sha256:f162af66a2ed3f7d1d161a82ca584efd15acd9c1cff190a373458c32f7d42118 \
-    --hash=sha256:f24b90b0e0c8cc9491fb1693ae91fe17cb7963153a1946395acdbdd5818429a4 \
-    --hash=sha256:f29b68cd9714531672db62cc54f6e8ff981900f824d13fa0e00749189e13778e \
-    --hash=sha256:f38bc489037eca88d6ebefc9c4d41a4e07c8e8b4de5188a9e6d290273ad7ebb1 \
-    --hash=sha256:f3fd278f5e6bf7c75ccd6d12344eb686cc020712683363b66f46ac79d37c799f \
-    --hash=sha256:f4003f70c56a5addd6aa0897f200dd59afd3bf7bcd5b3cce46dd21f925743bc2 \
-    --hash=sha256:f48c963a76d71b9d7927eb817b543d0dccd52ab6648b99d37bd54f4cd475d856 \
-    --hash=sha256:f819e0c6413e259a17a7c0d49f97f405abadd3c2a316a3b46c6440b7dbbedbb1 \
-    --hash=sha256:fc5758e2b7a56532dc33e3c544d78cbaa9ecf0a0f2a2da2df882c1d6b99a317f \
-    --hash=sha256:fcbdf2a9ca24e87bbebb47f1fe34e531ef06f104f98c9ccfc953a3f3344c567a
+librt==0.13.0 \
+    --hash=sha256:05d96b80b95d3a2721b619f8982b8558848b04875bb4772fd54842b59f61dd97 \
+    --hash=sha256:0763ca2ab66058174f9dee426dc64f5e0a89c24a7df8d3fe3f1836c04e25de4b \
+    --hash=sha256:091b60a4d2174fc1ec5c34cdc0b72efb6224753d76b7da61ebeab7a191aec8bd \
+    --hash=sha256:0b795f5fc70fbbb787ceaf79bb3a0d627bcc33c53de51741755263ec406b775a \
+    --hash=sha256:0d38604854e8d22faadf683ec6c02bb0f886e2ba56ef981a1c36ee275f21ea22 \
+    --hash=sha256:109b84a9edf69ad89dc1f66358659e14a031baca95e3e5b0060bd903ede8efd6 \
+    --hash=sha256:1304368a3e7ffc3e9db986796cc5326fdb5943a3567ecc137cff318e4240c0e7 \
+    --hash=sha256:17221a7569f8f292aa0014226e48aa25b8c2b08da18088cd230953d0ea0f9cd1 \
+    --hash=sha256:1b5a7bbff495baedbd9b916c367d66854008f8f3b575908ded477c499dc60082 \
+    --hash=sha256:1ce61b3746545029d4f5c17d6bd74b676254ad98433086c846ffb5e8fa73f007 \
+    --hash=sha256:1d2a610c14ac0d0750ee0a3ab8548e83155258387891caaca04def4bf7289781 \
+    --hash=sha256:21b7ac084f701a9cdff6139745a6620579d65a9379ac2d9d50a86368b109e63c \
+    --hash=sha256:22034924f5b42d5a56371cf271771bfeaabf235a7a8b6264bef2d20013f786c6 \
+    --hash=sha256:25218d94b1d2cbc0ba1d8a3f9dc9af578d9646e5ed16443a70cde1dfdcce6d71 \
+    --hash=sha256:2608d3b39f9e0b4a66a130d9150c615cba40a5090d25eeeaa225e0e46de8c0ac \
+    --hash=sha256:260c33e92263fa629b4f6d3c51967a1c2158fe6c33237aaa3ebeac586b085259 \
+    --hash=sha256:2e56ea4ee4df77585a6b5c138f6538680886024fa559f5b55bd14b12e98e67b2 \
+    --hash=sha256:2f281549a4c52ac7bb97997f14353f8bd0e53a34ca0dad1c905cfd0b4a58ae99 \
+    --hash=sha256:301067672387902c55f94b51d5022304b36c966ea9fe1f21caab99a9bef487c9 \
+    --hash=sha256:30536798f4504c0fad0885b1d371b0539abb081e4570c9d7c641cb51141b49f0 \
+    --hash=sha256:32c26893cd085c1efe83219e78d866da23fb20a066101b8f68210004361d224c \
+    --hash=sha256:34bc7938b9fdf14fe32a406c19c71faf894c5cee7e7474bd0be2f17200b82d14 \
+    --hash=sha256:34e47058fcc69a313293d6dee94216a4f30c929ae6f2476e58c5ba635aa639d5 \
+    --hash=sha256:3657346f867469e962549435aa05fd15330b1d6a92829f8e27988e194382d005 \
+    --hash=sha256:36b306a623aaad96fe4b378692b54f9c0789fccd833b9851753d5fbf6138cfde \
+    --hash=sha256:371f7ce73026815dafd51c50ce38416e91428b28c4b2ec97cd39271164b0045c \
+    --hash=sha256:375f5af8f99cbaa99dd293af986e3d57caabc9ba81a5d3f021603764854197a1 \
+    --hash=sha256:387e2f1d27e89bffe0d3f520f0da0662c973fd607ca16c1808f8a5085419485e \
+    --hash=sha256:3aaedf52171bee90860704c560bc798fe83b76247df47568e0197e9b13c735a0 \
+    --hash=sha256:3dbb2a31882456cadc7053378e81ad7ed7693db4ac9f98ab5f81ef034aa8ec9f \
+    --hash=sha256:4000d961ff9598ac6ea603c6c836a5ed49bc205ade5fc378b998dfe1e2c36628 \
+    --hash=sha256:40ccd13c252d3fe473ffc8a57be7565abc8b64cf1b108344c859d5164f7f3e0c \
+    --hash=sha256:46c330e82565962c761dbce7941be2cff7db674ee807455a8d0cadc5f9b759b0 \
+    --hash=sha256:4f6db193d2e5e0ed60359b9a5a682cd67205d0d3b1e459a867dd4b5c4e7eaa7a \
+    --hash=sha256:531b2df3e9fe96b1fcf73a6d165921e4656be5f58d631d384ebce344298368db \
+    --hash=sha256:54dab44a847d5ad1acd05c8a83fe518ae685516ecf4d3f7cc6e3df2a66767650 \
+    --hash=sha256:5929da1981a46bcf4b28b1b9499905f0ff58e2419da402a048234e9783acbc4b \
+    --hash=sha256:5f31b0aa13c9b04370d4da6be1ab7779776b3a075cceb6747a39a4be85fe1e40 \
+    --hash=sha256:5fdcf34f86de8fb66d7dc7589f96ba91c4aa46671200d400e6fd6f109a483f18 \
+    --hash=sha256:66c0e7e6b02a155576df2c77ec933a70b72da726e248c494abf690923e624348 \
+    --hash=sha256:66cb1138f384a191a6d75f986064841fcfdc0cea98f7bd9c9ab9b38049917588 \
+    --hash=sha256:68a5faee4bba381cb93b5961f684a514cf0053cb92308ff9c792c2fea0b174c6 \
+    --hash=sha256:6bf6a559ffe4a93bbea6cf31ddf01a7fd9ba342ef51f27beb178e318b74acd61 \
+    --hash=sha256:70d9c62a4cffd9f23396cd5ef93fc5d11b31596b9b7d6306074abe3d5fcf09bd \
+    --hash=sha256:791aa18a373b90da8ac3c44fc77544f33fdf53ae403acdce9b39f1c26b4a3b94 \
+    --hash=sha256:79e44cff71750d299d61a678e49995b0d5935a9cda238c2574daeca3ba536927 \
+    --hash=sha256:7db9a3ff32ef5f7d1703d93831a3316cdf0b537de6a1cc03cc8fdd09b9194e89 \
+    --hash=sha256:860bd1d8ba48456ce08feaf8d343a8aaeb2fa086f2bcaa2a923fa3f7a3ff9aa3 \
+    --hash=sha256:9320d34c3376ae204b2cd176e8d4883a013934e0aef822f1aed9c536490c275d \
+    --hash=sha256:93d24ebb82aa4420b1409c389e7857bc35bd0b668007ac8172427d5c73cc8cc5 \
+    --hash=sha256:94b85d664d777bab6c0d709416cb42938251fda9e221b79e3a2215d85df5f4f9 \
+    --hash=sha256:96bad8725a4f196a798366c25ce075d1f7543a4ec045ffc13e6a7ec095cdab04 \
+    --hash=sha256:9af313c66157a69dc69ea0059a66961692250e0dc95af9c385a48ffb770a0d16 \
+    --hash=sha256:9c5d02b89de5acd0379a51ec44a89476fb03df6145442e1c8ecd6bee2f91b176 \
+    --hash=sha256:9e786428f291dd2d2f1cbfc0e0caa45a2e395fab0ad3e2c9314daa8873414390 \
+    --hash=sha256:9f836c37478f167a81200d8c8b2c920a22224564bed2c23d7aeec760965c367a \
+    --hash=sha256:9fd35e95ab5e45c3901d37110263c7db85a961110f5460588fe37f8c131f88a7 \
+    --hash=sha256:a001519c315d5db40710f2665d32c4791f1d4779fc96a9423fd18d92c8b9ac7b \
+    --hash=sha256:a3762e75fcac8c9e4dacaaf438bffd9003e2ca2c531b756f3c0035deefa674c8 \
+    --hash=sha256:a38fb81d8376dfa2f8963b265fec07637802b0d01e2a127c19c66cb070fb24f5 \
+    --hash=sha256:a3dfe4edf10e8ed7e55b026a8bfc2c2a8704218b659cd4bffdf604fab966dc39 \
+    --hash=sha256:a4517d47b2b8af26975a406fba7d314de9696d864252e0257c6ea90238cfe27f \
+    --hash=sha256:a468951af16155824e88bdd8326ebe5bdb371f3ec0ac04642994b98201d914f3 \
+    --hash=sha256:a6e556d6aba31c93dd97ce661d66614d2429c0a3923f9dc8f0af7e8df10223a4 \
+    --hash=sha256:ac04bcd3328eb91d99dfedf6a60d9c1f15d3434e6f6daf922f0420f7d90b85c7 \
+    --hash=sha256:ae01d8512cc17079e53425635327dbf3f7ff57a42c00dec348bf79791c56444c \
+    --hash=sha256:b15e26cc0fe622d0c67e98bee6ef6bc8f792e20ee3006aa12627a00463d9399f \
+    --hash=sha256:b222493da6e7b6199db9bd79502436cf5a27da3c1f7fa83c7e285444fc93fd03 \
+    --hash=sha256:c3cd253cf32fe4f4662960d6bf7d55cb8be0c31a5d644a4d48aeafebaff3409a \
+    --hash=sha256:c6014e3c80f9c1fe268ef8b0e0ef113bac672cc032f2f93866e7ddad4f3e663d \
+    --hash=sha256:c718e99a0992127af84385378460db624103b559ab260435abcfe77a4e4ed1c1 \
+    --hash=sha256:c7897db4e95e22468bdda33d8e012ceacd0182abf001e6389d763f0def6286b9 \
+    --hash=sha256:cb8a1adce42d8b75485a5d56a9623a50bcab995b6079f1dac59fc44034dd93d9 \
+    --hash=sha256:cc99dfb62b23c9207c33d0be8a2e2af7a42e21e6ea388b380a0c948c7b88953b \
+    --hash=sha256:d4c8d9bd5abce34b2e75edb3bf37ab0f34e49b1f915a40ae8468eb7c85bc5b46 \
+    --hash=sha256:d4cb6fbfdf874340ab5e51450753c0f817b6958a3621125ee695bbc3de866566 \
+    --hash=sha256:d63bae12a8aeb51380be3438e4dc4bd27354d0f8e19166b2f44e3e94d6f552dc \
+    --hash=sha256:d6fb0eaa108814581c4d3bfbd068c3fb6757812a81415008d1bae08267cca360 \
+    --hash=sha256:d9188caac26e47671b52836a5e2a49873a7fc11c673b0c122d22515f98bc14e1 \
+    --hash=sha256:db327e7271e653c32040b85ae6188059c924b57d7e1e29f935523fa017cd4e82 \
+    --hash=sha256:dbdd5b6509d0c2a8fe72cf494c299a61dbd58142a90a4190664ae159e4a7b547 \
+    --hash=sha256:e4f9b472e7d308d94b62c801982065661158c6ed02790d6c7ddb4337cea0f9c1 \
+    --hash=sha256:e54a315caf843c8d77e388cadc56ea9ded569935ee2d2347d7ea94992e5aa6fa \
+    --hash=sha256:f125f5d46b20f89dc5587a55cc416b4ba2a5b2ffda36d048ee120e17598a653a \
+    --hash=sha256:f19e181de5b3a1148bb3420b8c4b0b0ea0fce6950099724ad151d6cea5acc180 \
+    --hash=sha256:f1f9cc4d09a46d9cb3c2063ae100629d3f52a6517c3c08c2f4c9828261883929 \
+    --hash=sha256:f26629539d4893c2957a16c41bb058e1e135c1f150f6a2e25ed047f64cf3f5c6 \
+    --hash=sha256:f2a7253458e34f33543551394ae4fe104b497ec2a65ac266074de64c1df82e37 \
+    --hash=sha256:f40e56b61b41be5f7dec938cfeffd660668cf4b5e72c78e7bd671d66b7bc2c79 \
+    --hash=sha256:f442e3954b1addc759faae22a7c9a3f1e16d7d1db3f484279dc27d62e06968fa \
+    --hash=sha256:fadc63331f4388c3dc90090448f682a7e9feafc11481391c1e94f2f907a3976e \
+    --hash=sha256:fc67741da44c6eaa90e01eafb586bbba9b51eb5b6ed381ee6f5ae72eb3316d21
     # via mypy
 locket==1.0.0 \
     --hash=sha256:5c0d4c052a8bbbf750e056a8e65ccd309086f4f0f18a2eac306a8dfa4112a632 \
     --hash=sha256:b6c819a722f7b6bd955b80781788e4a66a55628b858d347536b7e81325a3a5e3
     # via partd
-markdown-it-py==4.0.0 \
-    --hash=sha256:87327c59b172c5011896038353a81343b6754500a08cd7a4973bb48c6d578147 \
-    --hash=sha256:cb0a2b4aa34f932c007117b194e945bd74e0ec24133ceb5bac59009cda1cb9f3
+markdown-it-py==4.2.0 \
+    --hash=sha256:04a21681d6fbb623de53f6f364d352309d4094dd4194040a10fd51833e418d49 \
+    --hash=sha256:9f7ebbcd14fe59494226453aed97c1070d83f8d24b6fc3a3bcf9a38092641c4a
     # via rich
 markupsafe==3.0.3 \
     --hash=sha256:0303439a41979d9e74d18ff5e2dd8c43ed6c6001fd40e5bf2e43f7bd9bbc523f \
@@ -1318,22 +1367,20 @@ markupsafe==3.0.3 \
     --hash=sha256:f9e130248f4462aaa8e2552d547f36ddadbeaa573879158d721bbd33dfe4743a \
     --hash=sha256:fed51ac40f757d41b7c48425901843666a6677e3e8eb0abcff09e4ba6e664f50
     # via jinja2
-mcp==1.27.0 \
-    --hash=sha256:5ce1fa81614958e267b21fb2aa34e0aea8e2c6ede60d52aba45fd47246b4d741 \
-    --hash=sha256:d3dc35a7eec0d458c1da4976a48f982097ddaab87e278c5511d5a4a56e852b83
-    # via fastapi-mcp
+mcp==1.29.0 \
+    --hash=sha256:52d01f334de1868cc3bb2d6604931126a67631f99a6c5d3b82ba47290315ec36 \
+    --hash=sha256:f5a075bb611f23d6f4d080c6a1699fa62772eebc562ba9e66b306ddde1c755f7
+    # via
+    #   feast (pyproject.toml)
+    #   fastapi-mcp
 mdurl==0.1.2 \
     --hash=sha256:84008a41e51615a49fc9966191ff91509e3c40b939176e643fd50a5c2196b8f8 \
     --hash=sha256:bb413d29f5eea38f31dd4754dd7377d4465116fb207585f97bf925588687c1ba
     # via markdown-it-py
-milvus-lite==2.4.12 \
-    --hash=sha256:20087663e7b4385050b7ad08f1f03404426d4c87b1ff91d5a8723eee7fd49e88 \
-    --hash=sha256:334037ebbab60243b5d8b43d54ca2f835d81d48c3cda0c6a462605e588deb05d \
-    --hash=sha256:a0f3a5ddbfd19f4a6b842b2fd3445693c796cde272b701a1646a94c1ac45d3d7 \
-    --hash=sha256:e8d4f7cdd5f731efd6faeee3715d280fd91a5f9b4d89312664d56401f65b1473
-    # via
-    #   feast (pyproject.toml)
-    #   pymilvus
+milvus-lite==3.1.1 \
+    --hash=sha256:0cbf8386a2e99b6464a5eda14cf8e31934b0e287e36c831e293aee614d9efc2e \
+    --hash=sha256:0f343c9bf1e291d6c2fa615a52a57090ebbaf96b84bfb71f7eb73cd95cd7fc1c
+    # via feast (pyproject.toml)
 mmh3==5.2.1 \
     --hash=sha256:022aa1a528604e6c83d0a7705fdef0b5355d897a9e0fa3a8d26709ceaa06965d \
     --hash=sha256:0634581290e6714c068f4aa24020acf7880927d1f0084fa753d9799ae9610082 \
@@ -1594,51 +1641,52 @@ multidict==6.7.1 \
     #   aiobotocore
     #   aiohttp
     #   yarl
-mypy==1.20.2 \
-    --hash=sha256:0c64e5973df366b747646fc98da921f9d6eba9716d57d1db94a83c026a08e0fb \
-    --hash=sha256:0deb80d062b2479f2c87ae568f89845afc71d11bc41b04179e58165fd9f31e98 \
-    --hash=sha256:1e1c12f6d2db3d78b909b5f77513c11eb7f2dd2782b96a3ab6dffc7d44575c99 \
-    --hash=sha256:20175a1c0f49863946ec20b7f63255768058ac4f07d2b9ded6a6b46cfb5a9100 \
-    --hash=sha256:29752dbbf8cc53f89f6ac096d363314333045c257c9c75cbd189ca2de0455744 \
-    --hash=sha256:2a4102b03bb7481d9a91a6da8d174740c9c8c4401024684b9ca3b7cc5e49852f \
-    --hash=sha256:2de3dcea53babc1c3237a19002bc3d228ce1833278f093b8d619e06e7cc79609 \
-    --hash=sha256:34397cdced6b90b836e38182076049fdb41424322e0b0728c946b0939ebdf9f6 \
-    --hash=sha256:4077797a273e56e8843d001e9dfe4ba10e33323d6ade647ff260e5cd97d9758c \
-    --hash=sha256:419413398fe250aae057fd2fe50166b61077083c9b82754c341cf4fd73038f30 \
-    --hash=sha256:4b6481b228d072315b053210b01ac320e1be243dc17f9e5887ef167f23f5fae4 \
-    --hash=sha256:4dbfcf869f6b0517f70cf0030ba6ea1d6645e132337a7d5204a18d8d5636c02b \
-    --hash=sha256:4fef51b01e638974a6e69885687e9bd40c8d1e09a6cd291cca0619625cf1f558 \
-    --hash=sha256:52b176444e2e5054dfcbcb8c75b0b719865c96247b37407184bbfca5c353f2c2 \
-    --hash=sha256:56908d7e08318d39f85b1f0c6cfd47b0cac1a130da677630dac0de3e0623e102 \
-    --hash=sha256:5a65aa591af023864fd08a97da9974e919452cfe19cb146c8a5dc692626445dc \
-    --hash=sha256:688c3312e5dadb573a2c69c82af3a298d43ecf9e6d264e0f95df960b5f6ac19c \
-    --hash=sha256:6e2b469efd811707bc530fd1effef0f5d6eebcb7fe376affae69025da4b979a2 \
-    --hash=sha256:7488448de6007cd5177c6cea0517ac33b4c0f5ee9b5e9f2be51ce75511a85517 \
-    --hash=sha256:785b08db19c9f214dc37d65f7c165d19a30fcecb48abfa30f31b01b5acaabb58 \
-    --hash=sha256:7b0e817b518bff7facd7f85ea05b643ad8bdcce684cf29784987b0a7c8e1f997 \
-    --hash=sha256:803203d2b6ea644982c644895c2f78b28d0e208bba7b27d9b921e0ec5eb207c6 \
-    --hash=sha256:89dce27e142d25ffbc154c1819383b69f2e9234dc4ed4766f42e0e8cb264ab5c \
-    --hash=sha256:913485a03f1bcf5d279409a9d2b9ed565c151f61c09f29991e5faa14033da4c8 \
-    --hash=sha256:97d7b9a485b40f8ca425460e89bf1da2814625b2da627c0dcc6aa46c92631d14 \
-    --hash=sha256:9bcb8aa397ff0093c824182fd76a935a9ba7ad097fcbef80ae89bf6c1731d8ec \
-    --hash=sha256:9d56a78b646f2e3daa865bc70cd5ec5a46c50045801ca8ff17a0c43abc97e3ee \
-    --hash=sha256:a5da6976f20cae27059ea8d0c86e7cef3de720e04c4bb9ee18e3690fdb792066 \
-    --hash=sha256:a94c5a76ab46c5e6257c7972b6c8cff0574201ca7dc05647e33e795d78680563 \
-    --hash=sha256:a95a9248b0c6fd933a442c03c3b113c3b61320086b88e2c444676d3fd1ca3330 \
-    --hash=sha256:baf593f2765fa3a6b1ef95807dbaa3d25b594f6a52adcc506a6b9cb115e1be67 \
-    --hash=sha256:bb9c2fa06887e21d6a3a868762acb82aec34e2c6fd0174064f27c93ede68ad15 \
-    --hash=sha256:bba9ad231e92a3e424b3e56b65aa17704993425bba97e302c832f9466bb85bac \
-    --hash=sha256:c3bae4f855d965b5453784300c12ffc63a548304ac7f99e55d4dc7c898673aa3 \
-    --hash=sha256:c566c3a88b6ece59b3d70f65bedef17304f48eb52ff040a6a18214e1917b3254 \
-    --hash=sha256:cdecf62abcc4292500d7858aeae87a1f8f1150f4c4dd08fb0b336ee79b2a6df3 \
-    --hash=sha256:cf5a4db6dca263010e2c7bff081c89383c72d187ba2cf4c44759aac970e2f0c4 \
-    --hash=sha256:d52ad8d78522da1d308789df651ee5379088e77c76cb1994858d40a426b343b9 \
-    --hash=sha256:e061b58443f1736f8a37c48978d7ab581636d6ab03e3d4f99e3fa90463bb9382 \
-    --hash=sha256:e2877a02380adfcdbc69071a0f74d6e9dbbf593c0dc9d174e1f223ffd5281943 \
-    --hash=sha256:e73c07f23009962885c197ccb9b41356a30cc0e5a1d0c2ea8fd8fb1362d7f924 \
-    --hash=sha256:e8222c26daaafd9e8626dec58ae36029f82585890589576f769a650dd20fd665 \
-    --hash=sha256:edfbfca868cdd6bd8d974a60f8a3682f5565d3f5c99b327640cedd24c4264026 \
-    --hash=sha256:f376e37f9bf2a946872fc5fd1199c99310748e3c26c7a26683f13f8bdb756cbd
+mypy==2.3.0 \
+    --hash=sha256:04e617030eca5221909c8b7d8d7fd1c637948199aa2100b2ad9813feb07e1491 \
+    --hash=sha256:094af99f92638aa92852326188b85a89e50f4a472f44827c03362228482f0762 \
+    --hash=sha256:09abd66d8685e73f8f7d17b847c3e104d9a7b164a8706ea87d6c96a3d45816d5 \
+    --hash=sha256:0b025a93cffb9781d231f232be07a17912f35f10a313c24f301c81e842870654 \
+    --hash=sha256:13b1b16e2fa39f3b2e33fb1c468abc7a69369fa2e886b4b87b5afc81472325cd \
+    --hash=sha256:1c6c6bf687b17f90dbfcad95b960d32eaa0154c00da45f03ab50bf8952e047fe \
+    --hash=sha256:1fa8d916ac3b705af733c4c1e6c9ebe38fd0d52beb15b105c3e8355b55e6ecdc \
+    --hash=sha256:28e1e2af8cd8fff551fd30f2fe4b03fb76764ac8b1ba6c6a1bd00ad32b412db3 \
+    --hash=sha256:2d53fc67b9d28a43c6199077f49fea0f05839e36cf6158500331c9549225e5a5 \
+    --hash=sha256:3419d00717afbc5265b50dd14b1278f29ea4884dd398ab67873489ac093fd329 \
+    --hash=sha256:37fa4de896a84e2dc9200d91e614c22563b43d1a266789d4bbac7b22ebe6192b \
+    --hash=sha256:3961a4a34b05f7c74b0f05aa51fbfe99a2d1e126038df40318d15c8f558b7ef3 \
+    --hash=sha256:3dd0bed92c4bdec57c42505b96416fb9e6a5aa7be84d2809bcd5f2ecec2860d7 \
+    --hash=sha256:3e77244df3843048c3f927182916730e40c124cbaa43905c1fb86cb382aa0805 \
+    --hash=sha256:4359424140d985192c778c1ce2c114a10c1ca58a381ed79cfa70d37df94b299f \
+    --hash=sha256:465965d41cd9a2726694e983e8ce7113259327bec798115d1e1dfa2a52fb666e \
+    --hash=sha256:56c184d2c20ca6b6378d58d1960270a767f41f5e44acbbd27f05effef4f4e1d7 \
+    --hash=sha256:5e91adad1ca81742ac7ef9893959911df867752206b37135185e88dfb3c89494 \
+    --hash=sha256:691fdc37132b1ae628d834f672e74de83462d9fb4aff621835767fb43a8dd373 \
+    --hash=sha256:6b1cdb579446b60432432b2b2403a6201b4b475a004d7f488511c9ba177c9e88 \
+    --hash=sha256:6f99ec626e3c3a2f7c0b22c5b90ddb5dabb1c18729c971e9bdaca1f1766d2cee \
+    --hash=sha256:7247eb2824f996722a949530183394921ca71deb9680052a338cf53cff7925c2 \
+    --hash=sha256:75b0984bb3cbd76bb5c9291a8671f7ae66ca3b51c7584c358fc2e923259f0757 \
+    --hash=sha256:75cbb4b9ef04a0c84a957f07abc4504fbf64b8dcc145675101f2d3a78a4b1d6a \
+    --hash=sha256:7da939dd335cfd2ad788bdfd081c9f4e47634ab995e5a45eb15fd1e5bc052f8b \
+    --hash=sha256:85c5385b93012ffa3b31479ab579aef5415f4f3a32c6cf1ae07a984d2a0ff461 \
+    --hash=sha256:91ad22a52ae2c7e621c2f67c94d5a17f66b3209a4cff5cf8a573579835c69e97 \
+    --hash=sha256:944c665d984157cb96a679dfb7a4a81dd1d36b24b9c284b699514e6e626b82d4 \
+    --hash=sha256:9559ab18a9c9957dfa3004ab57cd4bac5f26a724329a9584e583367f0c2e1117 \
+    --hash=sha256:982e3d53dd23d0a4cef67dd66791fdbede0cf38f9eb617bf47663554c51e1e36 \
+    --hash=sha256:99ac767cc5d3b64c8d0ae226ead10c96694f94e4e7da1668642225dcd4e75aac \
+    --hash=sha256:adebc76aab4f3495a88b41d48aa4aff0c03f2822501da76625afcca5975f19e5 \
+    --hash=sha256:aec15d465d477558fd842757b487849007311cf3897849cdda0e3162ac0ac556 \
+    --hash=sha256:b1942b9314d4c784b8ea1dbab4972603290e5dd5630f06675f13aec97526bc4c \
+    --hash=sha256:b352b7e49f5e6576009e8df730e1ff4f915cb565b851b396d2ffe2f5a6f5da88 \
+    --hash=sha256:b5cd2f027a972a4a5f2278a11fac9747f5f81a53a30b714d74950b6807e55568 \
+    --hash=sha256:be51653d7669d7d7955d613b8d0bb57d5b652eaf71a873ddf65ac87254dd2595 \
+    --hash=sha256:cfca8ee88544090f86b6dcce05ec55d66eb48a762412ac2507810ba4bd793b6f \
+    --hash=sha256:d78fcf900b59cb7e82cb7e3a235e31b462d9333d92285bd1e4952d355b8ffba1 \
+    --hash=sha256:de121747278144fc9ae7caa2e978cf5df12aebc82933182f5b3b86081a30baef \
+    --hash=sha256:de6d2c484742a4d7b0ed6d07b143375624d3b899c5749c7b3c947f56261f48a6 \
+    --hash=sha256:ea317b060ce83e26050f8f9e4d7d6bf44ed7597c8ff9990bccffbb9d1d8522db \
+    --hash=sha256:f1b3a98dfd21058bc759bb3337d5d1f61d0fdf9f3cf9c00f4291790fb5427bff \
+    --hash=sha256:f4ed18f111bfe2d599bca7468e7f9251042c1c2118f762c8de2766a56d773c60 \
+    --hash=sha256:fbc00cee7bdbb9291979ddc9d08034a29dfcda4932628c9bbc28c1edd589df0c
     # via sqlalchemy
 mypy-extensions==1.1.0 \
     --hash=sha256:1be4cccdb0f2482337c4743e60421de3a356cd97508abadd57d47403e94f5505 \
@@ -1704,19 +1752,102 @@ numpy==2.2.6 \
     #   feast (pyproject.toml)
     #   dask
     #   db-dtypes
+    #   faiss-cpu
     #   ibis-framework
+    #   milvus-lite
     #   pandas
     #   pandas-gbq
 oauthlib==3.3.1 \
     --hash=sha256:0f0f8aa759826a193cf66c12ea1af1637f87b9b4622d46e866952bb022e538c9 \
     --hash=sha256:88119c938d2b8fb88561af5f6ee0eec8cc8d552b7bb1f712743136eb7523b7a1
     # via requests-oauthlib
+opentelemetry-api==1.44.0 \
+    --hash=sha256:67647e5e9566edcf421166fdf022b3537f818635daa852b289e34604dc6fb33a \
+    --hash=sha256:94b98c893a91b88657eaac1e3ba89618cdb85be6918196705354f34728b2cdef
+    # via mcp
+orjson==3.11.9 \
+    --hash=sha256:011382e2a60fda9d46f1cdee31068cfc52ffe952b587d683ec0463002802a0f4 \
+    --hash=sha256:03db380e3780fa0015ed776a90f20e8e20bb11dde13b216ce19e5718e3dfba62 \
+    --hash=sha256:051b102c93b4f634e89f3866b07b9a9a98915ada541f4ec30f177067b2694979 \
+    --hash=sha256:08f4d8ebb44925c794e535b2bebc507cebf32209df81de22ae285fb0d8d66de0 \
+    --hash=sha256:0b34789fa0da61cf7bef0546b09c738fb195331e017e477096d129e9105ab03d \
+    --hash=sha256:0e4eed3b200023042814d2fc8a5d2e880f13b52e1ed2485e83da4f3962f7dc1a \
+    --hash=sha256:115ab5f5f4a0f203cc2a5f0fb09aee503a3f771aa08392949ab5ca230c4fbdbd \
+    --hash=sha256:135869ef917b8704ea0a94e01620e0c05021c15c52036e4663baffe75e72f8ce \
+    --hash=sha256:147302878da387104b66bb4a8b0227d1d487e976ce41a8501916161072ed87b1 \
+    --hash=sha256:14ed654580c1ed2bc217352ec82f91b047aef82951aa71c7f64e0dcb03c0e180 \
+    --hash=sha256:16969c9d369c98eb084889c6e4d2d39b77c7eb38ceccf8da2a9fff62ae908980 \
+    --hash=sha256:19b72ed11572a2ee51a67a903afbe5af504f84ed6f529c0fe44b0ab3fb5cc697 \
+    --hash=sha256:231742b4a11dad8d5380a435962c57e91b7c37b79be858f4ef1c0df1a259897e \
+    --hash=sha256:25e4aed0312d292c09f61af25bba34e0b2c88546041472b09088c39a4d828af1 \
+    --hash=sha256:26a473dbb4162108b27901492546f83c76fdcea3d0eadff00ae7a07e18dcce09 \
+    --hash=sha256:277fefe9d76ee17eb14debf399e3533d4d63b5f677a4d3719eb763536af1f4bd \
+    --hash=sha256:2d057a602cdd19a0ad680417527c45b6961a095081c0f46fe0e03e304aac6470 \
+    --hash=sha256:32ef5f4283a3be81913947d19608eacb7c6608026851123790cd9cc8982af34b \
+    --hash=sha256:33d7d766701847dc6729846362dc27895d2f2d2251264f9d10e7cb9878194877 \
+    --hash=sha256:34fd2317602587321faab75ab76c623a0117e80841a6413654f04e47f339a8fb \
+    --hash=sha256:3513550321f8c8c811a7c3297b8a630e82dc08e4c10216d07703c997776236cd \
+    --hash=sha256:380cdce7ba24989af81d0a7013d0aaec5d0e2a21734c0e2681b1bc4f141957fe \
+    --hash=sha256:3a81d52442a7c99b3662333235b3adf96a1715864658b35bb797212be7bddb97 \
+    --hash=sha256:3ebca4179031ee716ed076ffadc29428e900512f6fccee8614c9983157fcf19c \
+    --hash=sha256:48ee05097750de0ff69ed5b7bbcf0732182fd57a24043dcc2a1da780a5ead3a5 \
+    --hash=sha256:4bab1b2d6141fe7b32ae71dac905666ece4f94936efbfb13d55bb7739a3a6021 \
+    --hash=sha256:4d4e98d6f3b8afed8bc8cd9718ec0cdf46661826beefb53fe8eafb37f2bf0362 \
+    --hash=sha256:4d7fde5501b944f83b3e665e1b31343ff6e154b15560a16b7130ea1e594a4206 \
+    --hash=sha256:4da3c38a2083ca4aaf9c2a36776cce3e9328e6647b10d118948f3cfb4913ffe4 \
+    --hash=sha256:4e39364e726a8fff737309aff059ff67d8a8c8d5b677be7bb49a8b3e84b7e218 \
+    --hash=sha256:4fd66214623f1b17501df9f0543bef0b833979ab5b6ded1e1d123222866aa8c9 \
+    --hash=sha256:4fef17e1f8722c11587a6ef18e35902450221da0028e65dbaaa543619e68e48f \
+    --hash=sha256:53b50b0e14084b8f7e29c5ce84c5af0f1160169b30d8a6914231d97d2fe297d4 \
+    --hash=sha256:57ea77fb70a448ce87d18fca050193202a3da5e54598f6501ca5476fb66cfe02 \
+    --hash=sha256:59e403b1cc5a676da8eaf31f6254801b7341b3e29efa85f92b48d272637e77be \
+    --hash=sha256:5b192c6cf397e4455b11523c5cf2b18ed084c1bbd61b6c0926344d2129481972 \
+    --hash=sha256:5f63aaf97afd9f6dec5b1a68e1b8da12bfccb4cb9a9a65c3e0b6c847849e7586 \
+    --hash=sha256:63e0efbc991250c0b3143488fa57d95affcabbfc63c99c48d625dd37779aafe2 \
+    --hash=sha256:6cc7923789694fd58f001cbcac7e47abc13af4d560ebbfcf3b41a8b1a0748124 \
+    --hash=sha256:71e63adb0e1f1ed5d9e168f50a91ceb93ae6420731d222dc7da5c69409aa47aa \
+    --hash=sha256:71f3db16e69b667b132e0f305a833d5497da302d801508cbb051ed9a9819da47 \
+    --hash=sha256:844417969855fc7a41be124aafe83dc424592a7f77cd4501900c67307122b92c \
+    --hash=sha256:8697ab6a080a5c46edaad50e2bc5bd8c7ca5c66442d24104fa44ec74910a8244 \
+    --hash=sha256:87e4d4ab280b0c87424d47695bec2182caf8cfc17879ea78dab76680194abc13 \
+    --hash=sha256:8aff7da9952a5ad1cef8e68017724d96c7b9a66e99e91d6252e1b133d67a7b10 \
+    --hash=sha256:8ecc30f10465fa1e0ce13fd01d9e22c316e5053a719a8d915d4545a09a5ff677 \
+    --hash=sha256:97d0d932803c1b164fde11cb542a9efcb1e0f63b184537cca65887147906ff48 \
+    --hash=sha256:97db4c94a7db398a5bd636273324f0b3fd58b350bbbac8bb380ceb825a9b40f4 \
+    --hash=sha256:9af678d6488357948f1f84c6cd1c1d397c014e1ae2f98ae082a44eb48f602624 \
+    --hash=sha256:9ef6fe90aadef185c7b128859f40beb24720b4ecea95379fc9000931179c3a49 \
+    --hash=sha256:9f78cf8fec5bd627f4082b8dfeac7871b43d7f3274904492a43dab39f18a19a0 \
+    --hash=sha256:a028425d1b440c5d92a6be1e1a020739dfe67ea87d96c6dbe828c1b30041728b \
+    --hash=sha256:a6082706765a95a6680d812e1daf1c0cfe8adec7831b3ff3b625693f3b461b1c \
+    --hash=sha256:a8f5f8bc7ce7d59f08d9f99fa510c06496164a24cb5f3d34537dbd9ca30132e2 \
+    --hash=sha256:aaea64f3f467d22e70eeed68bdccb3bc4f83f650446c4a03c59f2cba28a108db \
+    --hash=sha256:ace6c58523302d3b97b6ac5c38a5298a54b473762b6be82726b4265c41029f92 \
+    --hash=sha256:b3afcf569c15577a9fe64627292daa3e6b3a70f4fb77a5df246a87ec21681b94 \
+    --hash=sha256:b6ef1979adc4bc243523f1a2ba91418030a8e29b0a99cbe7e0e2d6807d4dce6e \
+    --hash=sha256:be4fa4f0af7fa18951f7ab3fc2148e223af211bf03f59e1c6034ec3f97f21d61 \
+    --hash=sha256:c2d3dc759490128c5c1711a53eeaa8ee1d437fd0038ffd2b6008abf46db3f882 \
+    --hash=sha256:c5d001196b89fa9cf0a4ab79766cd835b991a166e4b621ba95089edc50c429ff \
+    --hash=sha256:cce9127885941bd28f080cecf1f1d288336b7e0d812c345b08be88b572796254 \
+    --hash=sha256:cde1a448023ba7d5bb4c01c5afb48894380b5e4956e0627266526587ef4e535f \
+    --hash=sha256:d4087e5c0209a0a8efe4de3303c234b9c44d1174161dcd851e8eea07c7560b32 \
+    --hash=sha256:d8ea516b3726d190e1b4297e6f4e7a8650347ae053868a18163b4dd3641d1fff \
+    --hash=sha256:e30ab17845bb9fa54ccf67fa4f9f5282652d54faa6d17452f47d0f369d038673 \
+    --hash=sha256:e5c9b8f28e726e97d97696c826bc7bea5d71cecd63576dba92924a32c1961291 \
+    --hash=sha256:ea407d4ccf5891d667d045fecae97a7a1e5e87b3b97f97ae1803c2e741130be0 \
+    --hash=sha256:ea5c46eb2d3af39e806b986f4b09d5c2706a1f5afde3cbf7544ce6616127173c \
+    --hash=sha256:eebdbdeef0094e4f5aefa20dcd4eb2368ab5e7a3b4edea27f1e7b2892e009cf9 \
+    --hash=sha256:f01c4818b3fc9b0da8e096722a84318071eaa118df35f6ed2344da0e73a5444f \
+    --hash=sha256:f36b7f32c7c0db4a719f1fc5824db4a9c6f8bd1a354debb91faf26ebf3a4c71e \
+    --hash=sha256:f5d89a2ed90731df3be64bab0aa44f78bff39fdc9d71c291f4a8023aa46425b7 \
+    --hash=sha256:ffe02797b5e9f3a9d8292ddcd289b474ad13e81ad83cd1891a240811f1d2cb81
+    # via pymilvus
 packaging==26.2 \
     --hash=sha256:5fc45236b9446107ff2415ce77c807cee2862cb6fac22b8a73826d0693b0980e \
     --hash=sha256:ff452ff5a3e828ce110190feff1178bb1f2ea2281fa2075aadb987c2fb221661
     # via
     #   dask
     #   db-dtypes
+    #   faiss-cpu
     #   google-cloud-bigquery
     #   gunicorn
     #   ibis-framework
@@ -1803,159 +1934,156 @@ pathspec==1.1.1 \
     --hash=sha256:17db5ecd524104a120e173814c90367a96a98d07c45b2e10c2f3919fff91bf5a \
     --hash=sha256:a00ce642f577bf7f473932318056212bc4f8bfdf53128c78bbd5af0b9b20b189
     # via mypy
-platformdirs==4.9.6 \
-    --hash=sha256:3bfa75b0ad0db84096ae777218481852c0ebc6c727b3168c1b9e0118e458cf0a \
-    --hash=sha256:e61adb1d5e5cb3441b4b7710bea7e4c12250ca49439228cc1021c00dcfac0917
+platformdirs==4.11.0 \
+    --hash=sha256:0555d18370482847566ffabcaa53ad7c6c1c29f195989ae1ed634a05f76ea1e0 \
+    --hash=sha256:360ccded2b7fce0af0ff80cc8f5942a1c5d99b0e856033acb030bfc634709e74
     # via snowflake-connector-python
-prometheus-client==0.25.0 \
-    --hash=sha256:5e373b75c31afb3c86f1a52fa1ad470c9aace18082d39ec0d2f918d11cc9ba28 \
-    --hash=sha256:d5aec89e349a6ec230805d0df882f3807f74fd6c1a2fa86864e3c2279059fed1
+prometheus-client==0.24.1 \
+    --hash=sha256:150db128af71a5c2482b36e588fc8a6b95e498750da4b17065947c16070f4055 \
+    --hash=sha256:7e0ced7fbbd40f7b84962d5d2ab6f17ef88a72504dcf7c0b40737b43b2a461f9
     # via feast (pyproject.toml)
-propcache==0.4.1 \
-    --hash=sha256:0002004213ee1f36cfb3f9a42b5066100c44276b9b72b4e1504cddd3d692e86e \
-    --hash=sha256:0013cb6f8dde4b2a2f66903b8ba740bdfe378c943c4377a200551ceb27f379e4 \
-    --hash=sha256:005f08e6a0529984491e37d8dbc3dd86f84bd78a8ceb5fa9a021f4c48d4984be \
-    --hash=sha256:031dce78b9dc099f4c29785d9cf5577a3faf9ebf74ecbd3c856a7b92768c3df3 \
-    --hash=sha256:05674a162469f31358c30bcaa8883cb7829fa3110bf9c0991fe27d7896c42d85 \
-    --hash=sha256:060b16ae65bc098da7f6d25bf359f1f31f688384858204fe5d652979e0015e5b \
-    --hash=sha256:120c964da3fdc75e3731aa392527136d4ad35868cc556fd09bb6d09172d9a367 \
-    --hash=sha256:15932ab57837c3368b024473a525e25d316d8353016e7cc0e5ba9eb343fbb1cf \
-    --hash=sha256:17612831fda0138059cc5546f4d12a2aacfb9e47068c06af35c400ba58ba7393 \
-    --hash=sha256:182b51b421f0501952d938dc0b0eb45246a5b5153c50d42b495ad5fb7517c888 \
-    --hash=sha256:1cdb7988c4e5ac7f6d175a28a9aa0c94cb6f2ebe52756a3c0cda98d2809a9e37 \
-    --hash=sha256:1eb2994229cc8ce7fe9b3db88f5465f5fd8651672840b2e426b88cdb1a30aac8 \
-    --hash=sha256:1f0978529a418ebd1f49dad413a2b68af33f85d5c5ca5c6ca2a3bed375a7ac60 \
-    --hash=sha256:204483131fb222bdaaeeea9f9e6c6ed0cac32731f75dfc1d4a567fc1926477c1 \
-    --hash=sha256:296f4c8ed03ca7476813fe666c9ea97869a8d7aec972618671b33a38a5182ef4 \
-    --hash=sha256:2ad890caa1d928c7c2965b48f3a3815c853180831d0e5503d35cf00c472f4717 \
-    --hash=sha256:2b16ec437a8c8a965ecf95739448dd938b5c7f56e67ea009f4300d8df05f32b7 \
-    --hash=sha256:2bb07ffd7eaad486576430c89f9b215f9e4be68c4866a96e97db9e97fead85dc \
-    --hash=sha256:333ddb9031d2704a301ee3e506dc46b1fe5f294ec198ed6435ad5b6a085facfe \
-    --hash=sha256:357f5bb5c377a82e105e44bd3d52ba22b616f7b9773714bff93573988ef0a5fb \
-    --hash=sha256:35c3277624a080cc6ec6f847cbbbb5b49affa3598c4535a0a4682a697aaa5c75 \
-    --hash=sha256:364426a62660f3f699949ac8c621aad6977be7126c5807ce48c0aeb8e7333ea6 \
-    --hash=sha256:381914df18634f5494334d201e98245c0596067504b9372d8cf93f4bb23e025e \
-    --hash=sha256:3d233076ccf9e450c8b3bc6720af226b898ef5d051a2d145f7d765e6e9f9bcff \
-    --hash=sha256:3d902a36df4e5989763425a8ab9e98cd8ad5c52c823b34ee7ef307fd50582566 \
-    --hash=sha256:3f7124c9d820ba5548d431afb4632301acf965db49e666aa21c305cbe8c6de12 \
-    --hash=sha256:405aac25c6394ef275dee4c709be43745d36674b223ba4eb7144bf4d691b7367 \
-    --hash=sha256:41a89040cb10bd345b3c1a873b2bf36413d48da1def52f268a055f7398514874 \
-    --hash=sha256:43eedf29202c08550aac1d14e0ee619b0430aaef78f85864c1a892294fbc28cf \
-    --hash=sha256:473c61b39e1460d386479b9b2f337da492042447c9b685f28be4f74d3529e566 \
-    --hash=sha256:49a2dc67c154db2c1463013594c458881a069fcf98940e61a0569016a583020a \
-    --hash=sha256:4b536b39c5199b96fc6245eb5fb796c497381d3942f169e44e8e392b29c9ebcc \
-    --hash=sha256:4c3c70630930447f9ef1caac7728c8ad1c56bc5015338b20fed0d08ea2480b3a \
-    --hash=sha256:4d3df5fa7e36b3225954fba85589da77a0fe6a53e3976de39caf04a0db4c36f1 \
-    --hash=sha256:4d7af63f9f93fe593afbf104c21b3b15868efb2c21d07d8732c0c4287e66b6a6 \
-    --hash=sha256:501d20b891688eb8e7aa903021f0b72d5a55db40ffaab27edefd1027caaafa61 \
-    --hash=sha256:521a463429ef54143092c11a77e04056dd00636f72e8c45b70aaa3140d639726 \
-    --hash=sha256:5558992a00dfd54ccbc64a32726a3357ec93825a418a401f5cc67df0ac5d9e49 \
-    --hash=sha256:55c72fd6ea2da4c318e74ffdf93c4fe4e926051133657459131a95c846d16d44 \
-    --hash=sha256:564d9f0d4d9509e1a870c920a89b2fec951b44bf5ba7d537a9e7c1ccec2c18af \
-    --hash=sha256:580e97762b950f993ae618e167e7be9256b8353c2dcd8b99ec100eb50f5286aa \
-    --hash=sha256:5a103c3eb905fcea0ab98be99c3a9a5ab2de60228aa5aceedc614c0281cf6153 \
-    --hash=sha256:5c3310452e0d31390da9035c348633b43d7e7feb2e37be252be6da45abd1abcc \
-    --hash=sha256:5d4e2366a9c7b837555cf02fb9be2e3167d333aff716332ef1b7c3a142ec40c5 \
-    --hash=sha256:5fd37c406dd6dc85aa743e214cef35dc54bbdd1419baac4f6ae5e5b1a2976938 \
-    --hash=sha256:60a8fda9644b7dfd5dece8c61d8a85e271cb958075bfc4e01083c148b61a7caf \
-    --hash=sha256:66c1f011f45a3b33d7bcb22daed4b29c0c9e2224758b6be00686731e1b46f925 \
-    --hash=sha256:671538c2262dadb5ba6395e26c1731e1d52534bfe9ae56d0b5573ce539266aa8 \
-    --hash=sha256:678ae89ebc632c5c204c794f8dab2837c5f159aeb59e6ed0539500400577298c \
-    --hash=sha256:67fad6162281e80e882fb3ec355398cf72864a54069d060321f6cd0ade95fe85 \
-    --hash=sha256:6918ecbd897443087a3b7cd978d56546a812517dcaaca51b49526720571fa93e \
-    --hash=sha256:6f6ff873ed40292cd4969ef5310179afd5db59fdf055897e282485043fc80ad0 \
-    --hash=sha256:6f8b465489f927b0df505cbe26ffbeed4d6d8a2bbc61ce90eb074ff129ef0ab1 \
-    --hash=sha256:71b749281b816793678ae7f3d0d84bd36e694953822eaad408d682efc5ca18e0 \
-    --hash=sha256:74c1fb26515153e482e00177a1ad654721bf9207da8a494a0c05e797ad27b992 \
-    --hash=sha256:7c2d1fa3201efaf55d730400d945b5b3ab6e672e100ba0f9a409d950ab25d7db \
-    --hash=sha256:824e908bce90fb2743bd6b59db36eb4f45cd350a39637c9f73b1c1ea66f5b75f \
-    --hash=sha256:8326e144341460402713f91df60ade3c999d601e7eb5ff8f6f7862d54de0610d \
-    --hash=sha256:8873eb4460fd55333ea49b7d189749ecf6e55bf85080f11b1c4530ed3034cba1 \
-    --hash=sha256:89eb3fa9524f7bec9de6e83cf3faed9d79bffa560672c118a96a171a6f55831e \
-    --hash=sha256:8c9b3cbe4584636d72ff556d9036e0c9317fa27b3ac1f0f558e7e84d1c9c5900 \
-    --hash=sha256:8e57061305815dfc910a3634dcf584f08168a8836e6999983569f51a8544cd89 \
-    --hash=sha256:929d7cbe1f01bb7baffb33dc14eb5691c95831450a26354cd210a8155170c93a \
-    --hash=sha256:92d1935ee1f8d7442da9c0c4fa7ac20d07e94064184811b685f5c4fada64553b \
-    --hash=sha256:948dab269721ae9a87fd16c514a0a2c2a1bdb23a9a61b969b0f9d9ee2968546f \
-    --hash=sha256:981333cb2f4c1896a12f4ab92a9cc8f09ea664e9b7dbdc4eff74627af3a11c0f \
-    --hash=sha256:990f6b3e2a27d683cb7602ed6c86f15ee6b43b1194736f9baaeb93d0016633b1 \
-    --hash=sha256:99d43339c83aaf4d32bda60928231848eee470c6bda8d02599cc4cebe872d183 \
-    --hash=sha256:9a0bd56e5b100aef69bd8562b74b46254e7c8812918d3baa700c8a8009b0af66 \
-    --hash=sha256:9a52009f2adffe195d0b605c25ec929d26b36ef986ba85244891dee3b294df21 \
-    --hash=sha256:9d2b6caef873b4f09e26ea7e33d65f42b944837563a47a94719cc3544319a0db \
-    --hash=sha256:9f302f4783709a78240ebc311b793f123328716a60911d667e0c036bc5dcbded \
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+    --hash=sha256:f7467da8a9822bf1a55336f877340c5bcbd3c482afc43a99771169f74a26dedc \
+    --hash=sha256:f78abfa8dfc32376fd1aacf597b2f2fbbe0ea751419aee718af5d4f82537ef8c \
+    --hash=sha256:f7eabc04151c78a9f4d5bbb5f1faf571e4defeb4b585e0fe95b60ff2dbe4d3d7 \
+    --hash=sha256:f814362777a9f841adddb200ecdf8f5cb1e5a3c4b7a86378edbd6ccb26edd702 \
+    --hash=sha256:fc299c129490f55f254cd90be0deca4764e36e9a7c08b4aa588479a3bbed3098 \
+    --hash=sha256:fc76378c62a0f04d0cd82fbb1a2cd2d7e28fcb40d5873f28a6c44e388aaa2751 \
+    --hash=sha256:fc88b26f08d634f7bc819a7852e5214f5802641ab8d9fd5326892292eee1993e \
+    --hash=sha256:fe67a3d11cd9b4efabfa45c3d00ffba2b26811442a73a581a94b67c2b5faccf6
     # via
     #   aiohttp
     #   yarl
-proto-plus==1.27.2 \
-    --hash=sha256:6432f75893d3b9e70b9c412f1d2f03f65b11fb164b793d14ae2ca01821d22718 \
-    --hash=sha256:b2adde53adadf75737c44d3dcb0104fde65250dfc83ad59168b4aa3e574b6a24
+proto-plus==1.28.2 \
+    --hash=sha256:26d843eb99c1e32fdf1d20ff0faae56607f7748fe774acf9ecd5cfe6c6472501 \
+    --hash=sha256:b874236fcac2358f601e4330bcb76cb8b89c851303ccf4078408b3d4774d1c52
     # via
     #   google-api-core
     #   google-cloud-bigquery-storage
     #   google-cloud-bigtable
     #   google-cloud-datastore
-protobuf==6.33.6 \
-    --hash=sha256:0cd27b587afca21b7cfa59a74dcbd48a50f0a6400cfb59391340ad729d91d326 \
-    --hash=sha256:77179e006c476e69bf8e8ce866640091ec42e1beb80b213c3900006ecfba6901 \
-    --hash=sha256:7d29d9b65f8afef196f8334e80d6bc1d5d4adedb449971fefd3723824e6e77d3 \
-    --hash=sha256:9720e6961b251bde64edfdab7d500725a2af5280f3f4c87e57c0208376aa8c3a \
-    --hash=sha256:a6768d25248312c297558af96a9f9c929e8c4cee0659cb07e780731095f38135 \
-    --hash=sha256:bd56799fb262994b2c2faa1799693c95cc2e22c62f56fb43af311cae45d26f0e \
-    --hash=sha256:c96c37eec15086b79762ed265d59ab204dabc53056e3443e702d2681f4b39ce3 \
-    --hash=sha256:e2afbae9b8e1825e3529f88d514754e094278bb95eadc0e199751cdd9a2e82a2 \
-    --hash=sha256:e9db7e292e0ab79dd108d7f1a94fe31601ce1ee3f7b79e0692043423020b0593 \
-    --hash=sha256:f443a394af5ed23672bc6c486be138628fbe5c651ccbc536873d7da23d1868cf
+protobuf==7.35.1 \
+    --hash=sha256:11d6b0ec246892d85215b0a13ca6e0233cf5284b68f0ac02646427f4ff88a799 \
+    --hash=sha256:230a75ddfc2de4806e56696ce9640c1cdfdb6543b7cfce98d42a4c0a0e7bdb87 \
+    --hash=sha256:24f857477359a85c0c235261b8ba905fd51b2562f4a64ca1df5473f29850cbf6 \
+    --hash=sha256:353652e4efd0bca5b5fc2656abf8307ef351f0cf938c9eba09f0e09c20a25c30 \
+    --hash=sha256:4bc97768d8fe4ad6743c8a19403e314511ed9f6d13205b687e52421c023ac1b9 \
+    --hash=sha256:74758715c53d7158fb76caf4f0cfdacc5329a4b1bb994f865d6cf302d413a1c4 \
+    --hash=sha256:b73f9489a4b8b1c9cb1f8ed951c736392592edb24b9d6819f36d2e10b171d5b4 \
+    --hash=sha256:ce115a26fe0c39a2c29973d914d327e516a6455464489fe3cd1e51a1b354f81a
     # via
     #   feast (pyproject.toml)
     #   google-api-core
@@ -1994,83 +2122,77 @@ psutil==7.2.2 \
     # via
     #   feast (pyproject.toml)
     #   pandas-gbq
-psycopg[c, pool]==3.2.5 \
-    --hash=sha256:b782130983e5b3de30b4c529623d3687033b4dafa05bb661fc6bf45837ca5879 \
-    --hash=sha256:f5f750611c67cb200e85b408882f29265c66d1de7f813add4f8125978bfd70e8
+psycopg[c, pool]==3.3.4 \
+    --hash=sha256:b6bbc25ccf05c8fad3b061d9db2ef0909a555171b84b07f29458a447253d679a \
+    --hash=sha256:e21207764952cff81b6b8bdacad9a3939f2793367fdac2987b3aac36a651b5bc
     # via feast (pyproject.toml)
-psycopg-c==3.2.5 \
-    --hash=sha256:57ad4cfd28de278c424aaceb1f2ad5c7910466e315dfe84e403f3c7a0a2ce81b
+psycopg-c==3.3.4 \
+    --hash=sha256:ed8106128b2d04359c185fc9641b4409abfce4d0b6fb1d1ff6800646e27f1a22
     # via psycopg
-psycopg-pool==3.3.0 \
-    --hash=sha256:2e44329155c410b5e8666372db44276a8b1ebd8c90f1c3026ebba40d4bc81063 \
-    --hash=sha256:fa115eb2860bd88fce1717d75611f41490dec6135efb619611142b24da3f6db5
+psycopg-pool==3.3.1 \
+    --hash=sha256:2af5b432941c4c9ad5c87b3fa410aec910ec8f7c122855897983a06c45f2e4b5 \
+    --hash=sha256:b10b10b7a175d5cc1592147dc5b7eec8a9e0834eb3ed2c4a92c858e2f51eb63c
     # via psycopg
-pyarrow==24.0.0 \
-    --hash=sha256:02b001b3ed4723caa44f6cd1af2d5c86aa2cf9971dacc2ffa55b21237713dfba \
-    --hash=sha256:04920d6a71aabd08a0417709efce97d45ea8e6fb733d9ca9ecffb13c67839f68 \
-    --hash=sha256:0b3537c00fb8d384f15ac1e79b6eb6db04a16514c8c1d22e59a9b95c8ba42868 \
-    --hash=sha256:1183baeb14c5f587b1ec52831e665718ce632caab84b7cd6b85fd44f96114495 \
-    --hash=sha256:14e31a3c9e35f1ab6356c6378f6f72830e6d2d5f1791df3774a7b097d18a6a1e \
-    --hash=sha256:1617043b99bd33e5318ae18eb2919af09c71322ef1ca46566cdafc6e6712fb66 \
-    --hash=sha256:1a4e45017efbf115032e4475ee876d525e0e36c742214fbe405332480ecd6275 \
-    --hash=sha256:1b2fe7f9a5566401a0ef2571f197eb92358925c1f0c8dba305d6e43ea0871bb3 \
-    --hash=sha256:1cc9057f0319e26333b357e17f3c2c022f1a83739b48a88b25bfd5fa2dc18838 \
-    --hash=sha256:2392d954fcb920f42d230284b677605e4e2fbb11f2821e823e642abd67fbb491 \
-    --hash=sha256:25ea65d868eb04015cd18e6df2fbe98f07e5bda2abefabcb88fce39a947716f6 \
-    --hash=sha256:295f0a7f2e242dabd513737cf076007dc5b2d59237e3eca37b05c0c6446f3826 \
-    --hash=sha256:2f16197705a230a78270cdd4ea8a1d57e86b2fdcbc34a1f6aebc72e65c986f9a \
-    --hash=sha256:35405aecb474e683fb36af650618fd5340ee5471fc65a21b36076a18bbc6c981 \
-    --hash=sha256:38be1808cdd068605b787e6ca9119b27eb275a0234e50212c3492331680c3b1e \
-    --hash=sha256:3a577bd840ca83f646f0a625dbc571dba7044c43c2d1503afc378b570954345c \
-    --hash=sha256:3b13dedfe76a0ad2d1d859b0811b53827a4e9d93a0bcb05cf59333ab4980cc7e \
-    --hash=sha256:418e48ce50a45a6a6c73c454677203a9c75c966cb1e92ca3370959185f197a05 \
-    --hash=sha256:55a3bc1e3df3b5567b7d27ef551b2283f0c68a5e86f1cd56abc569da4f31335b \
-    --hash=sha256:6165461f55ef6314f026de6638d661188e3455d3ec49834556a0ebbdbace18bb \
-    --hash=sha256:61a3d7eaa97a14768b542f3d284dc6400dd2470d9f080708b13cd46b6ae18136 \
-    --hash=sha256:6233c9ed9ab9d1db47de57d9753256d9dcffbf42db341576099f0fd9f6bf4810 \
-    --hash=sha256:641f795b361874ac9da5294f8f443dfdbee355cf2bd9e3b8d97aaac2306b9b37 \
-    --hash=sha256:644a246325b8c69c595ad1dd4b463eba4b0cdb731370e4a86137d433208d6147 \
-    --hash=sha256:6f066b179d68c413374294bc1735f68475457c933258df594443bb9d88ddc2a0 \
-    --hash=sha256:7986f1fa71cee060ad00758bcc79d3a93bab8559bf978fab9e53472a2e25a17b \
-    --hash=sha256:7c2b98645d576a0b9616892ead22b64a83a5f043c5e2ca15ebcefcb5b70c80cb \
-    --hash=sha256:806f24b4085453c197a5078218d1ee08783ebbba271badd153d1ae22a3ee804f \
-    --hash=sha256:85fe721a14dd823aca09127acbb06c3ca723efbd436c004f16bca601b04dcc83 \
-    --hash=sha256:8adc8e6ce5fccf5dc707046ae4914fd537def529709cc0d285d37a7f9cd442ca \
-    --hash=sha256:9700ebd9a51f5895ce75ff4ac4b3c47a7d4b42bc618be8e713e5d56bacf5f931 \
-    --hash=sha256:9b18371ad2f44044b81a8d23bc2d8a9b6a6226dca775e8e16cfee640473d6c5d \
-    --hash=sha256:a964266397740257f16f7bb2e4f08a0c81454004beab8ff59dd531b73610e9f2 \
-    --hash=sha256:adbbedc55506cbdabb830890444fb856bfb0060c46c6f8026c6c2f2cf86ae795 \
-    --hash=sha256:ae8a1145af31d903fa9bb166824d7abe9b4681a000b0159c9fb99c11bc11ad26 \
-    --hash=sha256:b0e131f880cda8d04e076cee175a46fc0e8bc8b65c99c6c09dff6669335fde74 \
-    --hash=sha256:b196eb3f931862af3fa84c2a253514d859c08e0d8fe020e07be12e75a5a9780c \
-    --hash=sha256:b7d9a514e73bc42711e6a35aaccf3587c520024fe0a25d830a1a8a27c15f4f57 \
-    --hash=sha256:bec9373df11544592b0ba7ec2af0e35059e5f0e7647c6183a854dedd193298f1 \
-    --hash=sha256:c42ab9439498270139cc63e18847a02afe5c8b3ed9c931266533cfe378bd3591 \
-    --hash=sha256:c91d00057f23b8d353039520dc3a6c09d8608164c692e9f59a175a42b2ae0c19 \
-    --hash=sha256:d3e0b61e8efb24ed38898e5cdc5fffa9124be480008d401a1f8071500494ae42 \
-    --hash=sha256:d7027eba1df3b2069e2e8d80f644fa0918b68c46432af3d088ddd390d063ecde \
-    --hash=sha256:d8ddd2768da81d3ee08cfea9b597f4abb4e8e1dc8ae7e204b608d23a0d3ab699 \
-    --hash=sha256:e3268e43984d0b1a185c89b4cfff282a7ead12fc93f56cfd7088bdbcbe727041 \
-    --hash=sha256:e4505fc6583f7b05ab854934896bcac8253b04ac1171a77dfb73efef92076d91 \
-    --hash=sha256:e56a1ffe9bf7b727432b89104cc0849c21582949dd7bdcb34f17b2001a351a76 \
-    --hash=sha256:e6f1278ee4785b6db21229374a1c9e54ec7c549de5d1efc9630b6207de7e170b \
-    --hash=sha256:f7616236ec1bc2b15bfdec22a71ab38851c86f8f05ff64f379e1278cf20c634a \
-    --hash=sha256:fb24ac194bfc5e86839d7dcd52092ee31e5fe6733fe11f5e3b06ef0812b20072
+pyarrow==25.0.0 \
+    --hash=sha256:0222f0071d13313962a88d21bf28b80d355ac39d81bfa6ff3fe00eeaf748e4be \
+    --hash=sha256:0490a7f8b38ffe11cc26526b50c65d111cb54ddac3717cec781806793f1244dc \
+    --hash=sha256:0721332c30fdd453fdd1fc203b2ac1f4c9db5aea28fa38d41f2574c4b068b9ec \
+    --hash=sha256:13240f0d3dc5932ccd0bfa90cd76d835680b9d94a7661c635df4b703d40ce849 \
+    --hash=sha256:149730a3d1f0fb59d663a0b8aa210adfd9c17c27cd94a0d143e60daea8320d4e \
+    --hash=sha256:161649d60a7a46c613a19fd795763ea8a88c36ba997dd99d9bc66e6794ee36e8 \
+    --hash=sha256:18dcc8cc50b5e72eae6fcbfc6c8776c21a007176b27a3cdec5c2f5bcf126708d \
+    --hash=sha256:20887a762dd61dcc530f93a140840ab1f6aa7836b33270e42d627ab3cf11e537 \
+    --hash=sha256:244f98a595f70fa4fd35faa7508c4ae67e14a173397a4b3b49d2b3c360fb0062 \
+    --hash=sha256:26be35b80780d2d21f4bae3d568b1666337c3a89722cc1794c956a77017cb24e \
+    --hash=sha256:2e093efbecb5317372f819228fa4b4e6157eee48d3f0a7b0303705ebf81a7104 \
+    --hash=sha256:2e3b6544e26e393fe2cd530f523e36c1c8d3c345bbbb60cca3fd866be8322517 \
+    --hash=sha256:38a2c887cb3883e241b70201688db34133b6dfadd04f03c8f9213df53770c18e \
+    --hash=sha256:3f356afe61186395c861d5cd63dc21ff7d5fa335012a4668d979257df7fea0f5 \
+    --hash=sha256:447df764beb07c544f0178a5f6b70ef44b9ecf382b3cdfad4c2d7867353c3887 \
+    --hash=sha256:4ec1895a87aa834c3b99b7a1e758747eb8bb57f922b32c0e0fa04afb8d6998b1 \
+    --hash=sha256:58d1ab556b0cea1c93fdb799b24ad58adb2f2a2788dbce782a94f64ae1a5cc9b \
+    --hash=sha256:59516c822d5fd8e544aaa0dfe72f36fed5d4c24ea8390aab1bcd31d7e959c6be \
+    --hash=sha256:5d1dbf24e151042f2fa3c129563f65d66674128868496fb008c4272b16bdf778 \
+    --hash=sha256:5f4bacb60f91dd2fca6c52f1b9a0012cd090e0294f1f781dc1881a247a352f8e \
+    --hash=sha256:5fb2d837960f1df7f679ff9f1a55065e306347d379e0768cebf14781254d6194 \
+    --hash=sha256:6f4812bfbf11ca7d8faf59eb8fff8bf4dd25ce3a38b62baa010cc17a0926d1b2 \
+    --hash=sha256:6f9dbd83e91c239a1f5ee7ce13f108b5f6c0efbe40a4375260d8f08b43ad05e9 \
+    --hash=sha256:72132b9a8a0a1840197794d4dea26080069b6b0981c116bc078762dc9691b21b \
+    --hash=sha256:77c8d1ae46a44b4006e8db1cc977bbcc6ce4873c92f74137d68e45503b97fb18 \
+    --hash=sha256:7d6da02ffc7a3a9bda3b7ded4cc2a27ff73969ab37153f3afd46bbbc1ba4f0f7 \
+    --hash=sha256:8831a3ba52fa7cdb78d368d968b1dcd06171e6dff5461e16d90de91d371e47bc \
+    --hash=sha256:ac5dfeee59f9ceb4d45ba76e83b026c38c24334135bb329d8274baa49cec3c62 \
+    --hash=sha256:add690feafa0953c443cdba9e9e87f5eaa198f1ea2e43a3b146ea83f202262d0 \
+    --hash=sha256:b58726f118c079f9d4ed7e904975d4f15fd69d0741ba511a4e2dcaa4ef16354f \
+    --hash=sha256:b724d127783b4c19f088fcdfc844cbc318809246a30307bcabd5ed02045e890e \
+    --hash=sha256:b72d943ff4e10fec8d48aedb23322d8f6ea8bc2d698b81db37e73730f69e4862 \
+    --hash=sha256:b8af8ceedf0c9c160fd2b63440f2d205b9404db85866c1217bfea601de7cfb50 \
+    --hash=sha256:c70a5fd9a82bd1a702fd482bdc62d38dcb672fb2b449b1d7c0d7d1f4be7b7bfe \
+    --hash=sha256:ce0ca222802087b9a8cb031a6468442cb6b67c290a45a601cac64753d34954d3 \
+    --hash=sha256:d293e9959b29a24c82d936d04ab2b7fd8b8d334030de2e56a99aba94f008ad7a \
+    --hash=sha256:d2d697008b5ec06d75952ef260c2e9a8a0f6ccfce24266c04c9c8ade927cb3b4 \
+    --hash=sha256:dbf9fa5d4bde73b1cc16377dcaaa010f971e6fa7f5083f5d44f34b50bc1d74af \
+    --hash=sha256:e009ef945e498dca2f050ea10d2e9764cb44017254826fc4574fdb8d2530173b \
+    --hash=sha256:e83916bbcf380866b4e14255850b33323ff678dc9758411d0409cdd2523880b0 \
+    --hash=sha256:f0f100dacf2c0f400601664a79d1a907ced4740514bb2b00917341038e2ce76f \
+    --hash=sha256:f57a39dbcb416345401c2e77a4373669b45fd111a1768e6cf267a7a0607ff0ec \
+    --hash=sha256:fa1482b3da10cac2d4db6e26b81da543e237616af2ef6d466018b31ca586496f
     # via
     #   feast (pyproject.toml)
     #   dask
     #   db-dtypes
     #   google-cloud-bigquery
     #   ibis-framework
+    #   milvus-lite
     #   pandas-gbq
     #   snowflake-connector-python
 pyarrow-hotfix==0.7 \
     --hash=sha256:3236f3b5f1260f0e2ac070a55c1a7b339c4bb7267839bd2015e283234e758100 \
     --hash=sha256:59399cd58bdd978b2e42816a4183a55c6472d4e33d183351b6069f11ed42661d
     # via ibis-framework
-pyasn1==0.6.3 \
-    --hash=sha256:697a8ecd6d98891189184ca1fa05d1bb00e2f84b5977c481452050549c8a72cf \
-    --hash=sha256:a80184d120f0864a52a073acc6fc642847d0be408e7c7252f31390c0f4eadcde
+pyasn1==0.6.4 \
+    --hash=sha256:9c447d8431c947fe4c8febc4ed9e760bc29011a5b01e5c74b67025bd9fb8ce81 \
+    --hash=sha256:deda9277cfd454080ec40b207fb6df82206a3a2688735233cdcd8d3d565f088b
     # via pyasn1-modules
 pyasn1-modules==0.4.2 \
     --hash=sha256:29253a9207ce32b64c3ac6600edc75368f98473906e8fd1043bd6b5b1de2c14a \
@@ -2080,143 +2202,142 @@ pycparser==3.0 \
     --hash=sha256:600f49d217304a5902ac3c37e1281c9fe94e4d0489de643a9504c5cdfdfc6b29 \
     --hash=sha256:b727414169a36b7d524c1c3e31839a521725078d7b2ff038656844266160a992
     # via cffi
-pydantic==2.13.3 \
-    --hash=sha256:6db14ac8dfc9a1e57f87ea2c0de670c251240f43cb0c30a5130e9720dc612927 \
-    --hash=sha256:af09e9d1d09f4e7fe37145c1f577e1d61ceb9a41924bf0094a36506285d0a84d
+pydantic==2.13.4 \
+    --hash=sha256:45a282cde31d808236fd7ea9d919b128653c8b38b393d1c4ab335c62924d9aba \
+    --hash=sha256:c40756b57adaa8b1efeeced5c196f3f3b7c435f90e84ea7f443901bec8099ef6
     # via
     #   feast (pyproject.toml)
     #   fastapi
     #   fastapi-mcp
     #   mcp
+    #   mcp-types
     #   pydantic-settings
-pydantic-core==2.46.3 \
-    --hash=sha256:0087084960f209a9a4af50ecd1fb063d9ad3658c07bb81a7a53f452dacbfb2ba \
-    --hash=sha256:031bb17f4885a43773c8c763089499f242aee2ea85cf17154168775dccdecf35 \
-    --hash=sha256:06d5d8820cbbdb4147578c1fe7ffcd5b83f34508cb9f9ab76e807be7db6ff0a4 \
-    --hash=sha256:07bc6d2a28c3adb4f7c6ae46aa4f2d2929af127f587ed44057af50bf1ce0f505 \
-    --hash=sha256:0c9ff69140423eea8ed2d5477df3ba037f671f5e897d206d921bc9fdc39613e7 \
-    --hash=sha256:1105677a6df914b1fb71a81b96c8cce7726857e1717d86001f29be06a25ee6f8 \
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+    --hash=sha256:633147d34cf4550417f12e2b1a0383973bdf5cdfde212cb09e9a581cf10820be \
+    --hash=sha256:66ce7632c22d837c95301830e111ad0128a32b8207533b60896a96c4915192ea \
+    --hash=sha256:6b3ace8194b0e5204818c92802dcdca7fc6d88aabbb799d7c795540d9cd6d292 \
+    --hash=sha256:6f2eeda33a839975441c86a4119e1383c50b47faf0cbb5176985565c6bb02c33 \
+    --hash=sha256:7027560ee92211647d0d34e3f7cd6f50da56399d26a9c8ad0da286d3869a53f3 \
+    --hash=sha256:7283d57845ecf5a163403eb0702dfc220cc4fbdd18919cb5ccea4f95ee1cdab4 \
+    --hash=sha256:7a5f930472650a82629163023e630d160863fce524c616f4e5186e5de9d9a49b \
+    --hash=sha256:7bfb192b3f4b9e8a89b6277b6ce787564f62cfd272055f6e685726b111dc7826 \
+    --hash=sha256:811ff8e9c313ab425368bcbb36e5c4ebd7108c2bbf4e4089cfbb0b01eff63fac \
+    --hash=sha256:8233f2947cf85404441fd7e0085f53b10c93e0ee78611099b5c7237e36aacbf7 \
+    --hash=sha256:82cf5301172168103724d49a1444d3378cb20cdee30b116a1bd6031236298a5d \
+    --hash=sha256:8358a950c8909158e3df31538a7e4edc2d7265a7c54b47f0864d9e5bae9dcebf \
+    --hash=sha256:85bb3611ff1802f3ee7fdd7dbff26b56f343fb432d57a4728fdd49b6ef35e2f4 \
+    --hash=sha256:86e1a4418c6cd97d60c95c71164158eaf7324fae7b0923264016baa993eba6fc \
+    --hash=sha256:8b9bab013d1c7a79d3501ff86d0bc9c31bf587db4551677b96bec07df78c6b15 \
+    --hash=sha256:8c5dac79fa1614d1e06ca695109c6105923bd9c7d1d6c918d4e637b7e6b32fd3 \
+    --hash=sha256:8d0820e8192167f80d88d64038e609c31452eeca865b4e1d9950a27a4609b00b \
+    --hash=sha256:8daafc69c93ee8a0204506a3b6b30f586ef54028f52aeeeb5c4cfc5184fd5914 \
+    --hash=sha256:9037063db01f09b09e237c282b6792bd4da634b5402c4e7f0c61effed7701a04 \
+    --hash=sha256:905a0ed8ea6f2d61c1738835f99b699348d7857379083e5fc497fa0c967a407c \
+    --hash=sha256:90884113d8b48f760e9587002789ddd741e76ab9f89518cd1e43b1f1a52ec44b \
+    --hash=sha256:91a06d2e259ecfbd8c901d70c3c507900458498142b3026a296b7de4d1322cc9 \
+    --hash=sha256:926c9541b14b12b1681dca8a0b75feb510b06c6341b70a8e500c2fdcff837cce \
+    --hash=sha256:9401557acd873c3a7f3eb9383edef8ac4968f9510e340f4808d427e75667e7b4 \
+    --hash=sha256:9551187363ffc0de2a00b2e47c25aeaeb1020b69b668762966df15fc5659dd5a \
+    --hash=sha256:962ccbab7b642487b1d8b7df90ef677e03134cf1fd8880bf698649b22a69371f \
+    --hash=sha256:97e7cf2be5c77b7d1a9713a05605d49460d02c6078d38d8bef3cbe323c548424 \
+    --hash=sha256:9aa768456404a8bf48a4406685ac2bec8e72b62c69313734fa3b73cf33b3a894 \
+    --hash=sha256:9bc519fbf2b7578398853d815009ae5e4d4603d12f4e3f91da8c06852d3da3e9 \
+    --hash=sha256:9d56801be94b86a9da183e5f3766e6310752b99ff647e38b09a9500d88e46e76 \
+    --hash=sha256:9f444c499b3eefd3a92e348059471ea0c3a6e303d9c1cec09fa748fd9f895201 \
+    --hash=sha256:9fa8ae11da9e2b3126c6426f147e0fba88d96d65921799bb30c6abd1cb2c97fb \
+    --hash=sha256:a0f62d0a58f4e7da165457e995725421e0064f2255d8eccebc49f41bbc23b109 \
+    --hash=sha256:a396dcc17e5a0b164dbe026896245a4fa9ff402edca1dff0be3d53a517f74de4 \
+    --hash=sha256:aaa2a54443eff1950ba5ddc6b6ccda0d9c84a364276a62f969bdf2a390650848 \
+    --hash=sha256:ad785e92e6dc634c21555edc8bd6b64957ab844541bcb96a1366c202951ae526 \
+    --hash=sha256:af8244b2bef6aaad6d92cda81372de7f8c8d36c9f0c3ea36e827c60e7d9467a0 \
+    --hash=sha256:b078afbc25f3a1436c7a1d2cd3e322497ee99615ba97c563566fdf46aff1ee01 \
+    --hash=sha256:b2f69dec1725e79a012d920df1707de5caf7ed5e08f3be4435e25803efc47458 \
+    --hash=sha256:b8458003118a712e66286df6a707db01c52c0f52f7db8e4a38f0da1d3b94fc4e \
+    --hash=sha256:bb63e0198ca18aad131c089b9204c23079c3afa95487e561f4c522d519e55aba \
+    --hash=sha256:bfec22eab3c8cc2ceec0248aec886624116dc079afa027ecc8ad4a7e62010f8a \
+    --hash=sha256:c1747f85cee84c26985853c6f3d9bd3e75da5212912443fa111c113b9c246f39 \
+    --hash=sha256:c1b3f518abeca3aa13c712fd202306e145abf59a18b094a6bafb2d2bbf59192c \
+    --hash=sha256:c50f2528cf200c5eed56faf3f4e22fcd5f38c157a8b78576e6ba3168ec35f000 \
+    --hash=sha256:c68fcd102d71ea85c5b2dfac3f4f8476eff42a9e078fd5faefff6d145063536b \
+    --hash=sha256:c7a7bd4e39e8e4c12c39cd480356842b6a8a06e41b23a55a5e3e191718838ddf \
+    --hash=sha256:c94f0688e7b8d0a67abf40e57a7eaaecd17cc9586706a31b76c031f63df052b4 \
+    --hash=sha256:cbaf13819775b7f769bf4a1f066cb6df7a28d4480081a589828ef190226881cd \
+    --hash=sha256:cd2213145bcc2ba85884d0ac63d222fece9209678f77b9b4d76f054c561adb28 \
+    --hash=sha256:ce5c1d2a8b27468f433ca974829c44060b8097eedc39933e3c206a90ee49c4a9 \
+    --hash=sha256:d396ec2b979760aaf3218e76c24e65bd0aca24983298653b3a9d7a45f9e47b30 \
+    --hash=sha256:d51026d73fcfd93610abc7b27789c26b313920fcfb20e27462d74a7f8b06e983 \
+    --hash=sha256:d80ee3d731373b24cebbc10d689ca4ee1875caf0d5703a245db18efd4dd37fc1 \
+    --hash=sha256:d995260fdf4e1db774581b4900e0f832abe3c7c84996726bbc161b19c8f29e76 \
+    --hash=sha256:da4b951fe36dc7c3a1ccb4e3cd1747c3542b8c9ceede8fc86cae054e764485f5 \
+    --hash=sha256:daa27d92c36f24388fe3ad306b174781c747627f134452e4f128ea00ce1fe8c4 \
+    --hash=sha256:db06ffe51636ffe9ca531fe9023dd64bdd794be8754cb5df57c5498ae5b518a7 \
+    --hash=sha256:e0d65b8c354be7fb5f720c3caa8bc940bc2d20ce749c8e06135f07f8ed95dd7c \
+    --hash=sha256:e68b7a074f65a2fd746c52a7ce6142ab7006074ac269ace0c25cd8ba171f8066 \
+    --hash=sha256:e739fee756ba1010f8bcccb534252e85a35fe45ae92c295a06059ce58b74ccd3 \
+    --hash=sha256:e846ae7835bf0703ae43f534ab79a867146dadd59dc9ca5c8b53d5c8f7c9ef02 \
+    --hash=sha256:e9c26f834c65f5752f3f06cb08cb86a913ceb7274d0db6e267808a708b46bc89 \
+    --hash=sha256:ea793e075b70290d89d8142074262885d3f7da19634845135751bd6344f73b50 \
+    --hash=sha256:f027324c56cd5406ca49c124b0db10e56c69064fec039acc571c29020cc87c76 \
+    --hash=sha256:f13a646d65d09fbf1bc6b3a9635d30095c8e7e5cc419ff35ecc563c5fd04cd49 \
+    --hash=sha256:f47286a97f0bc9b8859519809077b91b2cefe4ae47fcbf5e466a009c1c5d742b \
+    --hash=sha256:f747929cf940cddb5b3668a390056ddd5ba2e5010615ea2dcf4f9c4f3ab8791d \
+    --hash=sha256:f99626688942fb746e545232e7726926f3be91b5975f8b55327665fafda991c7 \
+    --hash=sha256:f9fa868638bf362d3d138ea55829cefb3d5f4b0d7f142234382a15e2485dbec4 \
+    --hash=sha256:fbdb89b3e1c94a30cc5edfce477c6e6a5dc4d8f84665b455c27582f211a1c72c \
+    --hash=sha256:fc010ab034c8c7452522748bf937df58020d256ccae0874463d1f4d01758af8e \
+    --hash=sha256:fc3e9034a63de20e15e8ade85358bc6efc614008cab72898b4b4952bea0509ff \
+    --hash=sha256:fd8b3d9fd264be37976686c7f65cd52a83f5e84f4bfd2adf9c1d469676bbb6ae
     # via pydantic
-pydantic-settings==2.14.0 \
-    --hash=sha256:24285fd4b0e0c06507dd9fdfd331ee23794305352aaec8fc4eb92d4047aeb67d \
-    --hash=sha256:fc8d5d692eb7092e43c8647c1c35a3ecd00e040fcf02ed86f4cb5458ca62182e
-    # via
-    #   fastapi-mcp
-    #   mcp
+pydantic-settings==2.14.2 \
+    --hash=sha256:a20c97b37910b6550d5ea50fbcc2d4187defe58cd57070b73863d069419c9440 \
+    --hash=sha256:c19dd64b19097f1de80184f0cc7b0272a13ae6e170cbf240a3e27e381ed14a5f
+    # via fastapi-mcp
 pydata-google-auth==1.9.1 \
     --hash=sha256:0a51ce41c601ca0bc69b8795bf58bedff74b4a6a007c9106c7cbcdec00eaced2 \
     --hash=sha256:75ffce5d106e34b717b31844c1639ea505b7d9550dc23b96fb6c20d086b53fa3
@@ -2227,24 +2348,24 @@ pygments==2.20.0 \
     # via
     #   feast (pyproject.toml)
     #   rich
-pyjwt[crypto]==2.12.1 \
-    --hash=sha256:28ca37c070cad8ba8cd9790cd940535d40274d22f80ab87f3ac6a713e6e8454c \
-    --hash=sha256:c74a7a2adf861c04d002db713dd85f84beb242228e671280bf709d765b03672b
+pyjwt[crypto]==2.13.0 \
+    --hash=sha256:41571c89ca91598c79e8ef18a2d07367d4810fbbd6f637794879baf1b7703423 \
+    --hash=sha256:66adcc2aff09b3f1bbd95fc1e1577df8ac8723c978552fd43304c8a290ac5728
     # via
     #   feast (pyproject.toml)
     #   mcp
     #   snowflake-connector-python
-pymilvus==2.5.18 \
-    --hash=sha256:1b78badcfa8d62db7d0b29193fc0422e4676873ff1c745a9d75c2c885d7a7e32 \
-    --hash=sha256:9e517076068e98dac51c018bc0dfe1f651d936154e2e2d9ad6c7b3dab1164e2d
+pymilvus==3.0.1 \
+    --hash=sha256:c02389059088b18d6e598cd175541e445c772fab4926c5e527c4913be34887f1 \
+    --hash=sha256:c5a8d5c1fa1de7b416e3529d383d8cc2e7da2170433ffa4a2d9087e14f70171a
     # via feast (pyproject.toml)
-pymysql==1.1.3 \
-    --hash=sha256:8164ba62c552f6105f3b11753352d0f16b90d1703ba67d81923d5a8a5d1c5289 \
-    --hash=sha256:e70ebf2047a4edf6138cf79c68ad418ef620af65900aa585c5e8bfc95044d43a
+pymysql==1.2.0 \
+    --hash=sha256:62169ce6d5510f08e140c5e7990ee884a9764024e4a9a27b2cc11f1099322ae0 \
+    --hash=sha256:6c7b17ca686988104d7426c27895b455cdeea3e9d3ceb1270f0c3704fead8c33
     # via feast (pyproject.toml)
-pyopenssl==26.1.0 \
-    --hash=sha256:115563879b2c8ccb207975705d3e491434d8c9d7c79667c902ecbf5f3bbd2ece \
-    --hash=sha256:737f0a2275c5bc54f3b02137687e1a765931fb3949b9a92a825e4d33b9eec08b
+pyopenssl==26.3.0 \
+    --hash=sha256:46367f8f66b92271e6d218da9c87607e1ef5a0bc5c8dea5bb3db82f395c385a3 \
+    --hash=sha256:589de7fae1c9ea670d18422ed00fc04da787bbde8e1454aea872aa57b49ad341
     # via snowflake-connector-python
 python-dateutil==2.9.0.post0 \
     --hash=sha256:37dd54208da7e1cd875388217d5e00ebd4179249f90fb72437e91a35459a0ad3 \
@@ -2263,13 +2384,13 @@ python-dotenv==1.2.2 \
     #   pydantic-settings
     #   pymilvus
     #   uvicorn
-python-multipart==0.0.27 \
-    --hash=sha256:6fccfad17a27334bd0193681b369f476eda3409f17381a2d65aa7df3f7275645 \
-    --hash=sha256:9870a6a8c5a20a5bf4f07c017bd1489006ff8836cff097b6933355ee2b49b602
+python-multipart==0.0.32 \
+    --hash=sha256:be54b7f3fa167bb83e4fcd936b887b708f4e57fe75911c02aebf53efaf8d938e \
+    --hash=sha256:ff6d3f776f16878c894e52e107296ffc890e913c611b1a4ec6c44e2821fe2e23
     # via mcp
-pytz==2026.1.post1 \
-    --hash=sha256:3378dde6a0c3d26719182142c56e60c7f9af7e968076f31aae569d72a0358ee1 \
-    --hash=sha256:f2fd16142fda348286a75e1a524be810bb05d444e5a081f37f7affc635035f7a
+pytz==2026.3.post1 \
+    --hash=sha256:2211d3fcf9a797d3405cac96ac7f61d80e6a644f72a3309607282fe8a2010c5d \
+    --hash=sha256:dd95840dd199baea12d9cc096a1d452caa6596a1c1e4b5f3dbd1541855d5e815
     # via
     #   pandas
     #   snowflake-connector-python
@@ -2352,9 +2473,9 @@ pyyaml==6.0.3 \
     #   dask
     #   kubernetes
     #   uvicorn
-redis==7.4.0 \
-    --hash=sha256:64a6ea7bf567ad43c964d2c30d82853f8df927c5c9017766c55a1d1ed95d18ad \
-    --hash=sha256:a9c74a5c893a5ef8455a5adb793a31bb70feb821c86eccb62eebef5a19c429ec
+redis==7.4.1 \
+    --hash=sha256:1a1df5067062cf7cbe677994e391f8ee0840f499d370f1a71266e0dd3aa9308e \
+    --hash=sha256:1fa4647af1c5e93a2c685aa248ee44cce092691146d41390518dabe9a99839b0
     # via feast (pyproject.toml)
 referencing==0.37.0 \
     --hash=sha256:381329a9f99628c9069361716891d34ad94af76e461dcb0335825aecc7692231 \
@@ -2362,9 +2483,9 @@ referencing==0.37.0 \
     # via
     #   jsonschema
     #   jsonschema-specifications
-requests==2.33.1 \
-    --hash=sha256:18817f8c57c6263968bc123d237e3b8b08ac046f5456bd1e307ee8f4250d3517 \
-    --hash=sha256:4e6d1ef462f3626a1f0a0a9c42dd93c63bad33f9f1c1937509b8c5c8718ab56a
+requests==2.34.2 \
+    --hash=sha256:2a0d60c172f83ac6ab31e4554906c0f3b3588d37b5cb939b1c061f4907e278e0 \
+    --hash=sha256:f288924cae4e29463698d6d60bc6a4da69c89185ad1e0bcc4104f584e960b9ed
     # via
     #   feast (pyproject.toml)
     #   fastapi-mcp
@@ -2372,6 +2493,7 @@ requests==2.33.1 \
     #   google-cloud-bigquery
     #   google-cloud-storage
     #   kubernetes
+    #   pymilvus
     #   requests-oauthlib
     #   snowflake-connector-python
 requests-oauthlib==2.0.0 \
@@ -2506,9 +2628,9 @@ rpds-py==0.30.0 \
     # via
     #   jsonschema
     #   referencing
-s3transfer==0.13.1 \
-    --hash=sha256:a981aa7429be23fe6dfc13e80e4020057cbab622b08c0315288758d67cabc724 \
-    --hash=sha256:c3fdba22ba1bd367922f27ec8032d6a1cf5f10c934fb5d68cf60fd5a23d936cf
+s3transfer==0.19.2 \
+    --hash=sha256:ba0309fd86be3c27dbf78cdd813c13c5e1df16e5874b99d2535ebbdfb9892993 \
+    --hash=sha256:d8168eccca828cbb2cd573675333f3bddd254313a9c42494b84c76b539e8ba25
     # via boto3
 setuptools==80.10.2 \
     --hash=sha256:8b0e9d10c784bf7d262c4e5ec5d4ec94127ce206e8738f29a437945fbc219b70 \
@@ -2517,7 +2639,6 @@ setuptools==80.10.2 \
     #   feast (pyproject.toml)
     #   pandas-gbq
     #   pydata-google-auth
-    #   pymilvus
 shellingham==1.5.4 \
     --hash=sha256:7ecfff8f2fd72616f7481040475a65b2bf8af90a56c89140852d1120324e8686 \
     --hash=sha256:8dbca0739d487e5bd35ab3ca4b36e11c4078f3a234bfce294b0a0291363404de
@@ -2528,114 +2649,111 @@ six==1.17.0 \
     # via
     #   kubernetes
     #   python-dateutil
-snowflake-connector-python[pandas]==4.4.0 \
-    --hash=sha256:16fdca775f7ca5ce4a973c07c434f5ab72bef5284e81a5e4ae2fb4d54d28965c \
-    --hash=sha256:19d0c1ed033abae715a71b74c53010b180a5247c6924f851e4f7d0b0d58066c4 \
-    --hash=sha256:2a6f6a514a10c3bb2d4554132f0b639f43d7e9fbb73fa1fae1c8a75333102686 \
-    --hash=sha256:307f41326c702f6976746d2001dacf35adaf567f3f12afb3a5778fbb063c7241 \
-    --hash=sha256:43e1a2f3ac51d24406d4eb0c23a8ceb9d6f5cb4854c941e5e1375d8c481e2844 \
-    --hash=sha256:52efe2d6543a09807283748dd50a36ec01d52b4f342868132f8f9856b9c95a42 \
-    --hash=sha256:56ff04dd9e17edc82128f412aa3776687dc94088f3d6b9144971e169952623cb \
-    --hash=sha256:648f49029d699591af0f253e81c5bf60efc4411c7b0149ef074a59a038210a3b \
-    --hash=sha256:693a1bef97509f09b7e6f42ea6f743d27819413c04fb3dc543b060d029871c56 \
-    --hash=sha256:70d4051e2d9c87258b02672e17e21f5873e0cb49ff9705f6194ccfa25ac0d5fd \
-    --hash=sha256:7c2984663a733d06c979aa6c8c1d7691621ec0d3521ef345d57c869ff2f1c4b2 \
-    --hash=sha256:8304b4818d3e9de552dcfbdd0bca61bae1583e1c9794e242e58fe44bce701604 \
-    --hash=sha256:85a01338d282423611f357cd5392dca2219bbda9a66b44761b11d6ae8ebf1e50 \
-    --hash=sha256:96fdca994c4d9f7780e82fc7b4bd3398d856b43de3bae57d44e242ff435a2431 \
-    --hash=sha256:9b1a28f843c1c0b582db7854789525d0c8aac4ea5c56e31113684e38220d0af9 \
-    --hash=sha256:9fa43d330389df27024757c4f97dabddafbedc74b8bcc189b6a86e8b4d036014 \
-    --hash=sha256:a088f108da4653ad1396ddb63a1c757ad614d0862c38f6f69cc77344bdcfeccb \
-    --hash=sha256:b9f0ac0c00075321e1720d3876e936ee0256f54832e7463c5193a8dfa54913d5 \
-    --hash=sha256:c828248214a49f77b903e05acf887d3ccb9d958b5a979f2ed3663bba1bd0f2b3 \
-    --hash=sha256:d6fd334e4d8df7fcb30e6746e5ade845e82de2942268862aa8bce974ae2b86a2 \
-    --hash=sha256:d8ac1659c8e588b9502f8d3d03c1ded2f274de0da9c09e62fe007cba5b46d6a5 \
-    --hash=sha256:e8e7ce0e8b33aec8b1fc6741eb51dbeb54e2c3a6d282a0d459c355a85f089b08 \
-    --hash=sha256:ea6e4083ebea0a814b46f029d64a2fb0ba6e7732952cd8af4406041708ce0e21 \
-    --hash=sha256:f5d0e90e68a899c13fda5ca842ff77b5759b1674adf2c72702d3c2b53ca9d27b \
-    --hash=sha256:fb628d5ea1999e23bfbaabce4125eb44d56605ca5634b8b1d6092ab22d555598
+snowflake-connector-python[pandas]==4.7.1 \
+    --hash=sha256:051e49157d955e5ba76577345169dd1869288ecef903dab17ec6180e1009b117 \
+    --hash=sha256:052fd457fa79616d074f5b8f2e106f9f2ca36645526e4d0abddf7e3685d1bdb7 \
+    --hash=sha256:0e23a5aaa1e9eaa9ba88b8867247d55c24e40f3be6367e3aa4f8633b37f56317 \
+    --hash=sha256:167ba97d5b615b507fc8234266c8736ea97f91b7324db7a305a28ec3505c0edf \
+    --hash=sha256:171ef3515c44e804dd86ab2b288179037fec40b3f45e1aa28fba095b764f9a6a \
+    --hash=sha256:1ed85264edb186a39e641f1b744a1a1973e10d9d15a96a46a1e78ac67442c7b6 \
+    --hash=sha256:22afd6de9fec8ef2cc23b231af9fc0f352351cd53da0cc11c2495272eff04ccf \
+    --hash=sha256:2b3e53626c600b59c181ce18e2b253487fb7e2b0d30ac0d3cfbd3ddffd13743b \
+    --hash=sha256:4b79e818d83306babff9d0803e697a008e8ada961deff55e3c5da0a9c3505d9a \
+    --hash=sha256:4f2c6f40544739b43f2da262dd67a32d4ac7ca2b09cc6b7181f02b24c60d5754 \
+    --hash=sha256:5011a5eb55dd80fed4198081743f75a8a56412b4623cb9cf61ce2813f600cbd9 \
+    --hash=sha256:571eeeb5f3b034671c125186ecb02a2e54ebee1fad1b3af7f091773dc11f693d \
+    --hash=sha256:5b7b27df86fc13afccabdb525973c0e9a730f8c25f07a4a55f95bc2ad88f8d35 \
+    --hash=sha256:7703f33059daa6e30d824e5d88bd525a7feccd38412b888c6e35cf0847cc34b0 \
+    --hash=sha256:7c67e735d38403109f6bc1a17022a4c950966e1c989f5e2376b9c28c5ece0fb5 \
+    --hash=sha256:81a8f1ae86222e7b8561f41f688462687a435f5afc8aa34ae42f69c0c0f16a57 \
+    --hash=sha256:8a5e2bd3701176521577eea8c5b384178b404bbcd73d634f86b888929c15fb8a \
+    --hash=sha256:92b935a4f73651ea1306b8c3c58003e0e5a72fa3a86453087161296168c31ed3 \
+    --hash=sha256:b03ef22742fee88d387f2ec3969dfb032417a2119bd366414b2c5ac9acb38a45 \
+    --hash=sha256:d5821dc73d305b0804aa415a4fafee018e611cc8cf339de36a5c8c44fb57beaa \
+    --hash=sha256:e582f6ac2c5fa53170ae28303d361ea6cc64e695ba528f1b6ec8529476324327 \
+    --hash=sha256:f2482d1b059fcaa45b7edf8ea97b0f35179ab781fb1ce4716809d83d9f5f4d4c \
+    --hash=sha256:f4e3b1222bc53b56ba4aa88224afe1ad894ee6f7389b2c0105b829d13d559aa7 \
+    --hash=sha256:f5a066d2c1db940740c49bafe1c8983395bc574bc31465263898c9bd050c5c52 \
+    --hash=sha256:fad8e1fb0c49eb1d93dad785ce738dac17473c6826f8cd36ee8d6f9675bceae1 \
+    --hash=sha256:ff5bb51c1c21cbbb5c90b9785cc3df9d649c64db26553668b1a1ea8a461a0d5b
     # via feast (pyproject.toml)
 sortedcontainers==2.4.0 \
     --hash=sha256:25caa5a06cc30b6b83d11423433f65d1f9d76c4c6a0c90e3379eaa43b9bfdb88 \
     --hash=sha256:a163dcaede0f1c021485e957a39245190e74249897e2ae4b2aa38595db237ee0
     # via snowflake-connector-python
-sqlalchemy[mypy]==2.0.49 \
-    --hash=sha256:01146546d84185f12721a1d2ce0c6673451a7894d1460b592d378ca4871a0c72 \
-    --hash=sha256:059d7151fff513c53a4638da8778be7fce81a0c4854c7348ebd0c4078ddf28fe \
-    --hash=sha256:0c98c59075b890df8abfcc6ad632879540f5791c68baebacb4f833713b510e75 \
-    --hash=sha256:0f2fa354ba106eafff2c14b0cc51f22801d1e8b2e4149342023bd6f0955de5f5 \
-    --hash=sha256:12b04d1db2663b421fe072d638a138460a51d5a862403295671c4f3987fb9148 \
-    --hash=sha256:22d8798819f86720bc646ab015baff5ea4c971d68121cb36e2ebc2ee43ead2b7 \
-    --hash=sha256:233088b4b99ebcbc5258c755a097aa52fbf90727a03a5a80781c4b9c54347a2e \
-    --hash=sha256:24bd94bb301ec672d8f0623eba9226cc90d775d25a0c92b5f8e4965d7f3a1518 \
-    --hash=sha256:275424295f4256fd301744b8f335cff367825d270f155d522b30c7bf49903ee7 \
-    --hash=sha256:32fe6a41ad97302db2931f05bb91abbcc65b5ce4c675cd44b972428dd2947700 \
-    --hash=sha256:334edbcff10514ad1d66e3a70b339c0a29886394892490119dbb669627b17717 \
-    --hash=sha256:3bb9ec6436a820a4c006aad1ac351f12de2f2dbdaad171692ee457a02429b672 \
-    --hash=sha256:3ddcb27fb39171de36e207600116ac9dfd4ae46f86c82a9bf3934043e80ebb88 \
-    --hash=sha256:42e8804962f9e6f4be2cbaedc0c3718f08f60a16910fa3d86da5a1e3b1bfe60f \
-    --hash=sha256:43d044780732d9e0381ac8d5316f95d7f02ef04d6e4ef6dc82379f09795d993f \
-    --hash=sha256:46796877b47034b559a593d7e4b549aba151dae73f9e78212a3478161c12ab08 \
-    --hash=sha256:46d51518d53edfbe0563662c96954dc8fcace9832332b914375f45a99b77cc9a \
-    --hash=sha256:47604cb2159f8bbd5a1ab48a714557156320f20871ee64d550d8bf2683d980d3 \
-    --hash=sha256:4bbccb45260e4ff1b7db0be80a9025bb1e6698bdb808b83fff0000f7a90b2c0b \
-    --hash=sha256:4d4e5a0ceba319942fa6b585cf82539288a61e314ef006c1209f734551ab9536 \
-    --hash=sha256:55250fe61d6ebfd6934a272ee16ef1244e0f16b7af6cd18ab5b1fc9f08631db0 \
-    --hash=sha256:566df36fd0e901625523a5a1835032f1ebdd7f7886c54584143fa6c668b4df3b \
-    --hash=sha256:57ca426a48eb2c682dae8204cd89ea8ab7031e2675120a47924fabc7caacbc2a \
-    --hash=sha256:5e61abbec255be7b122aa461021daa7c3f310f3e743411a67079f9b3cc91ece3 \
-    --hash=sha256:618a308215b6cececb6240b9abde545e3acdabac7ae3e1d4e666896bf5ba44b4 \
-    --hash=sha256:62557958002b69699bdb7f5137c6714ca1133f045f97b3903964f47db97ea339 \
-    --hash=sha256:6270d717b11c5476b0cbb21eedc8d4dbb7d1a956fd6c15a23e96f197a6193158 \
-    --hash=sha256:685e93e9c8f399b0c96a624799820176312f5ceef958c0f88215af4013d29066 \
-    --hash=sha256:69469ce8ce7a8df4d37620e3163b71238719e1e2e5048d114a1b6ce0fbf8c662 \
-    --hash=sha256:6eb188b84269f357669b62cb576b5b918de10fb7c728a005fa0ebb0b758adce1 \
-    --hash=sha256:74ab4ee7794d7ed1b0c37e7333640e0f0a626fc7b398c07a7aef52f484fddde3 \
-    --hash=sha256:77641d299179c37b89cf2343ca9972c88bb6eef0d5fc504a2f86afd15cd5adf5 \
-    --hash=sha256:7c821c47ecfe05cc32140dcf8dc6fd5d21971c86dbd56eabfe5ba07a64910c01 \
-    --hash=sha256:7d6be30b2a75362325176c036d7fb8d19e8846c77e87683ffaa8177b35135613 \
-    --hash=sha256:7f605a456948c35260e7b2a39f8952a26f077fd25653c37740ed186b90aaa68a \
-    --hash=sha256:83101a6930332b87653886c01d1ee7e294b1fe46a07dd9a2d2b4f91bcc88eec0 \
-    --hash=sha256:88690f4e1f0fbf5339bedbb127e240fec1fd3070e9934c0b7bef83432f779d2f \
-    --hash=sha256:8a97ac839c2c6672c4865e48f3cbad7152cee85f4233fb4ca6291d775b9b954a \
-    --hash=sha256:8d6efc136f44a7e8bc8088507eaabbb8c2b55b3dbb63fe102c690da0ddebe55e \
-    --hash=sha256:8e20e511dc15265fb433571391ba313e10dd8ea7e509d51686a51313b4ac01a2 \
-    --hash=sha256:951d4a210744813be63019f3df343bf233b7432aadf0db54c75802247330d3af \
-    --hash=sha256:9ac7a3e245fd0310fd31495eb61af772e637bdf7d88ee81e7f10a3f271bff014 \
-    --hash=sha256:9b1c058c171b739e7c330760044803099c7fff11511e3ab3573e5327116a9c33 \
-    --hash=sha256:9c04bff9a5335eb95c6ecf1c117576a0aa560def274876fd156cfe5510fccc61 \
-    --hash=sha256:9c4969a86e41454f2858256c39bdfb966a20961e9b58bf8749b65abf447e9a8d \
-    --hash=sha256:9e0400fa22f79acc334d9a6b185dc00a44a8e6578aa7e12d0ddcd8434152b187 \
-    --hash=sha256:a05977bffe9bffd2229f477fa75eabe3192b1b05f408961d1bebff8d1cd4d401 \
-    --hash=sha256:a143af2ea6672f2af3f44ed8f9cd020e9cc34c56f0e8db12019d5d9ecf41cb3b \
-    --hash=sha256:a51d3db74ba489266ef55c7a4534eb0b8db9a326553df481c11e5d7660c8364d \
-    --hash=sha256:b95b2f470c1b2683febd2e7eab1d3f0e078c91dbdd0b00e9c645d07a413bb99f \
-    --hash=sha256:b9870d15ef00e4d0559ae10ee5bc71b654d1f20076dbe8bc7ed19b4c0625ceba \
-    --hash=sha256:c1dc3368794d522f43914e03312202523cc89692f5389c32bea0233924f8d977 \
-    --hash=sha256:c338ec6ec01c0bc8e735c58b9f5d51e75bacb6ff23296658826d7cfdfdb8678a \
-    --hash=sha256:c5070135e1b7409c4161133aa525419b0062088ed77c92b1da95366ec5cbebbe \
-    --hash=sha256:cc992c6ed024c8c3c592c5fc9846a03dd68a425674900c70122c77ea16c5fb0b \
-    --hash=sha256:d15950a57a210e36dd4cec1aac22787e2a4d57ba9318233e2ef8b2daf9ff2d5f \
-    --hash=sha256:d898cc2c76c135ef65517f4ddd7a3512fb41f23087b0650efb3418b8389a3cd1 \
-    --hash=sha256:d99945830a6f3e9638d89a28ed130b1eb24c91255e4f24366fbe699b983f29e4 \
-    --hash=sha256:da9b91bca419dc9b9267ffadde24eae9b1a6bffcd09d0a207e5e3af99a03ce0d \
-    --hash=sha256:df2d441bacf97022e81ad047e1597552eb3f83ca8a8f1a1fdd43cd7fe3898120 \
-    --hash=sha256:e06e617e3d4fd9e51d385dfe45b077a41e9d1b033a7702551e3278ac597dc750 \
-    --hash=sha256:ec44cfa7ef1a728e88ad41674de50f6db8cfdb3e2af84af86e0041aaf02d43d0 \
-    --hash=sha256:fb37f15714ec2652d574f021d479e78cd4eb9d04396dca36568fdfffb3487982
+sqlalchemy[mypy]==2.0.51 \
+    --hash=sha256:0378d055e9e8cd6ce4d8dff683bdd3d7d413533c4ee51d67a2b1e0f9eacc0f23 \
+    --hash=sha256:0592bdadf86ddcabfd72d9ab66ea8a5d8d2cc6be1cc51fa7e66c03868ac5eac1 \
+    --hash=sha256:08a204d8b5638717c26a24df18fcf40af45a6b22e35b70b1d62f0113c2e278e8 \
+    --hash=sha256:0c2c62877097e1a0db401fba5cb4debee33265e5b2a55c4ccb489c02c53b4f72 \
+    --hash=sha256:0e8203d2fbd5c6254692ef0a72c740d75b2f3c7ca345404f4c1a4604813c77c0 \
+    --hash=sha256:0f053118c30e53161857a953e4de667d90e274980dccbe5dd3829bbbeece72a5 \
+    --hash=sha256:0f6bcad487aee1c638d707235682fc96f741de00663619881ab235400d03289e \
+    --hash=sha256:111604e637da87031255ddc26c7d7bc22bc6af6f5d459ccff3af1b4660233a85 \
+    --hash=sha256:1181256e0f16479691b5616d36375dc2620ad8332b25978763c3d206ad3f3f1d \
+    --hash=sha256:159bb6ba32059f57ad7375a8f50d844dd2f19d14954ecf820cd33e20debd46b2 \
+    --hash=sha256:1aa10c0daee6705294d181daadaa793221e1a59ed55000a3fab1d42b088ce4ba \
+    --hash=sha256:1af05726b3d0cdba1c55284bf408fd3b792e690fe2399bfb8304565551cda652 \
+    --hash=sha256:1bed1ee8b01da6088210aa9412023326fb98a599ba502e6118308601dcbef77f \
+    --hash=sha256:1d21ce524ab86c23046e992a5b81cb54c21079c6df6e78b8fc77d77cac70a6b9 \
+    --hash=sha256:1e47b1199c2e832e325eacabc8d32d2487f58c9358f97e9a00f5eb93c5680d84 \
+    --hash=sha256:247acaa29ccef6250dfd6a3eedf8f94ddf23564180a39fe362e32ae9dbdbde46 \
+    --hash=sha256:2a97eaad21c84b4ef8010b11eeba9fe6153eb0b3df3ff8b6abc309df1b978ef7 \
+    --hash=sha256:2cf39aabdf48e87c1c2c2ed6d20d33ffa0733b3071ce9c5f66357947dd009080 \
+    --hash=sha256:2e54ff2dd657f2e3e0fbf2b097db1182f7bfea263eca4353f00065bae2a67c3d \
+    --hash=sha256:39a76529db6305693d8d4affa58ad5b5e2e18edd62daea628b29b97930b3513d \
+    --hash=sha256:4004ada0aafe8ae1991b2cd1d99c6d9146126e123bd6f883c260d974aa012e54 \
+    --hash=sha256:436728ce18a80f6951a1e11cc6112c2ede9faf20766f1a26195a7c441ca12dbd \
+    --hash=sha256:483b11bd46bf35fc14c52faf338b04300c9e6ce554bce9b11be85bfec3bc3195 \
+    --hash=sha256:4a011ea4510683319ce4ed274b56ee05194b39b6da9d09ca7a39388f0fa84dcc \
+    --hash=sha256:581921d849d6e6f994d560389192955e80e2950e18fcdfe2ccea863e01158e6e \
+    --hash=sha256:59cab3686b1bc039dd9cded2f8d0c08a246e84e76bd4ab5b4f18c7cdae293825 \
+    --hash=sha256:6b588fd681ddf0c196b8df1ea49a8913514894b2b8f945a9511b4b48871f99c8 \
+    --hash=sha256:6e46fc36029eff666391e0531e5387b62ce6c4f1d8e50b3fb3099eaca1b42522 \
+    --hash=sha256:6ea306caaae6bd5afd0a46050003c88f6bf33227377a49298c498c3cb88ff491 \
+    --hash=sha256:72ca54c952107ba5cd58854b67a5a6268631289d21651a1235396f3b98b47400 \
+    --hash=sha256:740cf6f35351b1ac3d82369152acf1d51d37e3dcf85d4dc0a22ca01410eabe2a \
+    --hash=sha256:7c2056838b6685b72fdb36c99996cf862753461a62f2e84f4196371d3b2d6a07 \
+    --hash=sha256:7c6b36ed71f41942bdcd2ad2522be46bfce09d5705be5640ecf19bbc7660e4b7 \
+    --hash=sha256:7d78702b26ba1c18b2d0fb2ea940ba7f17a9581b42e8361ff93920ebbee1235a \
+    --hash=sha256:804dccd8a4a6242c4e30ad961e540e18a588f6527202f2d6791b01845d59fdc9 \
+    --hash=sha256:9161cfc9efce70d1715f47d6ff40f79c6778c00d53be4fbc09d70301e4b83ba7 \
+    --hash=sha256:96747bfbadb055466e5b46d572618170046b45ce5a4879167f50d70a5319a499 \
+    --hash=sha256:9f380393be5abeb6815f68fd39271b95127173511b6706b0a630a9995d53f8f5 \
+    --hash=sha256:a42ad6afcbaaa777241e347aa2e29155993045a0d6b7db74da61053ffe875fe0 \
+    --hash=sha256:a5b2ed6d828f1f09bd812861f4f59ca3bc3803f9df871f4555187f0faf018604 \
+    --hash=sha256:a6d26094615306d116dd5e4a51b0304c99dd2356fc569eed6922a80a6bd3b265 \
+    --hash=sha256:aa18ae738b5170e253ad0bb6c4b0f07585081e8a6e50893e4d911d47b39a0904 \
+    --hash=sha256:ad30ae663711786303fbcd46a47516302d201ee49a877cb3fac61f672895110a \
+    --hash=sha256:b21f0e7efc7a5c509e953784e9d1575ebb8b4318960e7e7d7a93bb803626cf64 \
+    --hash=sha256:b3e693d15533a45cd5906f0589f9c35090bef6ef45bf1e8195c424aa0ae06a8d \
+    --hash=sha256:b7f08588854bbb724041d9ae9d980d40040c922382e1d9a2ecb390edc4fd5032 \
+    --hash=sha256:b93ab07b5292dbe7e6b8da89475275e7042744283921344b56105f3eeb0f828b \
+    --hash=sha256:bb024d8b621d0be75f4f44ecc7c950450026e76d66dc8f791bb5331d7fed59d5 \
+    --hash=sha256:bb1f5062f98b0b3290e72b707747fdd7e0f22d6956b236ba7ca7f5c9971d2da2 \
+    --hash=sha256:c45a496d6bc05dec41dcd4c3a2b183723f47473255c159cd80b503c8f246424d \
+    --hash=sha256:c5d98a2709840027f5a347c3af0a7c3d5f6c1ff93af2ca1c54494e23cba8f389 \
+    --hash=sha256:c68568f3facf8f66fa76c60e0ced69b67666ffa9941d1d0a3756fda196049080 \
+    --hash=sha256:c95ef01f53233a305a874a44a63fbfb1d81cd79b49de0f8529b3548cde437e37 \
+    --hash=sha256:ca216e8af5c05e326efc7e28716ac2381a7cf9791749f5ee1849dccdc99c9b00 \
+    --hash=sha256:ca8435d13829b92f4a97362d91975154a4015db3a2634154e1754e9a915e6b86 \
+    --hash=sha256:dc261707bf5739aea8a541593f3cc1d463c2701fb05fbcbba0ce031b69a21260 \
+    --hash=sha256:e5ea1a213be1fcd5e49d9904c3b9939211ded90bc2a64e93f4c01963474285de \
+    --hash=sha256:fa268106c8987639a17a18514cfe0cd9bf17420ab887e1e1bf486da8836135b1
     # via feast (pyproject.toml)
-sqlglot==30.6.0 \
-    --hash=sha256:246d34d39927422a50a3fa155f37b2f6346fba85f1a755b13c941eb32ef93361 \
-    --hash=sha256:e005fc2f47994f90d7d8df341f1cbe937518497b0b7b1507d4c03c4c9dfd2778
+sqlglot==30.14.0 \
+    --hash=sha256:df2ef5d2b8ca814313781f4ff35bf63e58f821ef517eeddbd523c19a61fa9bb9 \
+    --hash=sha256:fc768e24889d63a5e1237dea7ad305e5ffb4356a98b0bed828f89591ebcd3636
     # via ibis-framework
-sse-starlette==3.4.1 \
-    --hash=sha256:6b43cf21f1d574d582a6e1b0cfbde1c94dc86a32a701a7168c99c4475c6bd1d0 \
-    --hash=sha256:f780bebcf6c8997fe514e3bd8e8c648d8284976b391c8bed0bcb1f611632b555
+sse-starlette==3.4.6 \
+    --hash=sha256:56217ab4c9a9f9c5db7b21e08732d3e7c2b807f45231ad23de0551a24c4a41f6 \
+    --hash=sha256:725f8a1bd6d26ae1b2c9610c0ef5065dfdd496f3988d28adcf8c4b49dc25c627
     # via mcp
-starlette==1.0.0 \
-    --hash=sha256:6a4beaf1f81bb472fd19ea9b918b50dc3a77a6f2e190a12954b25e6ed5eea149 \
-    --hash=sha256:d3ec55e0bb321692d275455ddfd3df75fff145d009685eb40dc91fc66b03d38b
+starlette==1.3.1 \
+    --hash=sha256:05d0213193f2fbaae60e2ecb593b4add4262ad4e46536b54abe36f11a71724e0 \
+    --hash=sha256:c7372aae11c3c3f26a42df7bd626cec2f47d03483d261d369516a615a53714c6
     # via
+    #   feast (pyproject.toml)
     #   fastapi
     #   mcp
     #   sse-starlette
@@ -2701,10 +2819,11 @@ tomli==2.4.1 \
     --hash=sha256:ff2983983d34813c1aeb0fa89091e76c3a22889ee83ab27c5eeb45100560c049
     # via
     #   fastapi-mcp
+    #   milvus-lite
     #   mypy
-tomlkit==0.14.0 \
-    --hash=sha256:592064ed85b40fa213469f81ac584f67a4f2992509a7c3ea2d632208623a3680 \
-    --hash=sha256:cf00efca415dbd57575befb1f6634c4f42d2d87dbba376128adb42c121b87064
+tomlkit==0.15.1 \
+    --hash=sha256:177a05aece5a8ca5266fd3c448abb47b8d352f09d477d3ca8332db4d89b24304 \
+    --hash=sha256:e25bbf38843005246210a12982776f27f99cb9be67160e14434d0c0d21ee1e97
     # via snowflake-connector-python
 toolz==1.1.0 \
     --hash=sha256:15ccc861ac51c53696de0a5d6d4607f99c210739caf987b5d2054f3efed429d8 \
@@ -2713,37 +2832,47 @@ toolz==1.1.0 \
     #   dask
     #   ibis-framework
     #   partd
-tqdm==4.67.3 \
-    --hash=sha256:7d825f03f89244ef73f1d4ce193cb1774a8179fd96f31d7e1dcde62092b960bb \
-    --hash=sha256:ee1e4c0e59148062281c49d80b25b67771a127c85fc9676d3be5f243206826bf
-    # via
-    #   feast (pyproject.toml)
-    #   milvus-lite
-typeguard==4.5.1 \
-    --hash=sha256:44d2bf329d49a244110a090b55f5f91aa82d9a9834ebfd30bcc73651e4a8cc40 \
-    --hash=sha256:f6f8ecbbc819c9bc749983cc67c02391e16a9b43b8b27f15dc70ed7c4a007274
+tqdm==4.70.0 \
+    --hash=sha256:55b0b0dbd97462d06ebee91e4dac24ed4d4702be82b24f07e6c1d27e08cea220 \
+    --hash=sha256:7f585706bfddbdebf89daac705b2dfcc16890130727d3197ca62c732b4310953
     # via feast (pyproject.toml)
-typer==0.25.1 \
-    --hash=sha256:75caa44ed46a03fb2dab8808753ffacdbfea88495e74c85a28c5eefcf5f39c89 \
-    --hash=sha256:9616eb8853a09ffeabab1698952f33c6f29ffdbceb4eaeecf571880e8d7664cc
+truststore==0.10.4 \
+    --hash=sha256:9d91bd436463ad5e4ee4aba766628dd6cd7010cf3e2461756b3303710eebc301 \
+    --hash=sha256:adaeaecf1cbb5f4de3b1959b42d41f6fab57b2b1666adb59e89cb0b53361d981
+    # via
+    #   httpcore2
+    #   httpx2
+typeguard==4.6.0 \
+    --hash=sha256:79878165bb86f2cf5d41d159a0ff1792a796cf496882d2fe1b1c6c7049b9cdd7 \
+    --hash=sha256:e7414f09111317de3e335de92cd397c5c0ca00b1cc1676de12e1d444a79b3f21
+    # via feast (pyproject.toml)
+typer==0.27.0 \
+    --hash=sha256:629bd12ea5d13a17148125d9a264f949eb171fb3f120f9b04d85873cab054fa5 \
+    --hash=sha256:6f4b27631e47f077871b7dc30e933ec0131c1390fbe0e387ea5574b5bac9ccf1
     # via fastapi-mcp
-types-pymysql==1.1.0.20260408 \
-    --hash=sha256:b784dc37908479e3767e2d794ab507b3674adb1c686ca3d13fc9e2960dbcb9ec \
-    --hash=sha256:da630647eaaa7a926a3907794f4067f269cd245b2c202c74aa3c6a3bd660a9db
+types-pymysql==1.2.0.20260724 \
+    --hash=sha256:71327a3fea0f680a280445f1b475c2307f68de05c2d3302a79df56af93c574cd \
+    --hash=sha256:8493cf87e8df0a7b4e8c84305bc0aae69d3a8af9c6da7bfbb9a4c5c3f97d4a82
     # via feast (pyproject.toml)
-typing-extensions==4.15.0 \
-    --hash=sha256:0cea48d173cc12fa28ecabc3b837ea3cf6f38c6d1136f85cbaaf598984861466 \
-    --hash=sha256:f0fa19c6845758ab08074a0cfa8b7aecb71c999ca73d62883bc25cc018c4e548
+typing-extensions==4.16.0 \
+    --hash=sha256:481caa481374e813c1b176ada14e97f1f67a4539ce9cfeb3f350d78d6370c2e8 \
+    --hash=sha256:dc983d19a509c94dba722ee6abd33940f7c05a89e243c47e907eb4db6f1a43e5
     # via
+    #   aiobotocore
+    #   aiohttp
     #   aiosignal
     #   anyio
     #   cryptography
     #   exceptiongroup
     #   fastapi
+    #   grpcio
+    #   httpx2
     #   ibis-framework
     #   mcp
+    #   mcp-types
     #   multidict
     #   mypy
+    #   opentelemetry-api
     #   psycopg
     #   psycopg-pool
     #   pydantic
@@ -2765,110 +2894,30 @@ typing-inspection==0.4.2 \
     #   mcp
     #   pydantic
     #   pydantic-settings
-tzdata==2026.2 \
-    --hash=sha256:9173fde7d80d9018e02a662e168e5a2d04f87c41ea174b139fbef642eda62d10 \
-    --hash=sha256:bbe9af844f658da81a5f95019480da3a89415801f6cc966806612cc7169bffe7
+tzdata==2026.3 \
+    --hash=sha256:4a1518b8993086a7982523e071643f3c0e5f213e75b21318e78bcabfff9d1415 \
+    --hash=sha256:dc096730c87af6cab1b171c9d532be840741ff5d459015e7f6947bd7d7e54931
     # via
     #   ibis-framework
     #   pandas
-ujson==5.12.0 \
-    --hash=sha256:006428d3813b87477d72d306c40c09f898a41b968e57b15a7d88454ecc42a3fb \
-    --hash=sha256:02f93da7a4115e24f886b04fd56df1ee8741c2ce4ea491b7ab3152f744ad8f8e \
-    --hash=sha256:0727363b05ab05ee737a28f6200dc4078bce6b0508e10bd8aab507995a15df61 \
-    --hash=sha256:085b6ce182cdd6657481c7c4003a417e0655c4f6e58b76f26ee18f0ae21db827 \
-    --hash=sha256:09b4beff9cc91d445d5818632907b85fb06943b61cb346919ce202668bf6794a \
-    --hash=sha256:0a3ae28f0b209be5af50b54ca3e2123a3de3a57d87b75f1e5aa3d7961e041983 \
-    --hash=sha256:0d2e8db5ade3736a163906154ca686203acc7d1d30736cbf577c730d13653d84 \
-    --hash=sha256:0e00cec383eab2406c9e006bd4edb55d284e94bb943fda558326048178d26961 \
-    --hash=sha256:0fe6b8b8968e11dd9b2348bd508f0f57cf49ab3512064b36bc4117328218718e \
-    --hash=sha256:0fe9128e75c6aa6e9ae06c1408d6edd9179a2fef0fe6d9cda3166b887eba521d \
-    --hash=sha256:14b2e1eb528d77bc0f4c5bd1a7ebc05e02b5b41beefb7e8567c9675b8b13bcf4 \
-    --hash=sha256:15d416440148f3e56b9b244fdaf8a09fcf5a72e4944b8e119f5bf60417a2bfc8 \
-    --hash=sha256:15e555c4caca42411270b2ed2b2ebc7b3a42bb04138cef6c956e1f1d49709fe2 \
-    --hash=sha256:16b4fe9c97dc605f5e1887a9e1224287291e35c56cbc379f8aa44b6b7bcfe2bb \
-    --hash=sha256:1b5c6ceb65fecd28a1d20d1eba9dbfa992612b86594e4b6d47bb580d2dd6bcb3 \
-    --hash=sha256:1d072a403d82aef8090c6d4f728e3a727dfdba1ad3b7fa3a052c3ecbd37e73cb \
-    --hash=sha256:2324d9a0502317ffc35d38e153c1b2fa9610ae03775c9d0f8d0cca7b8572b04e \
-    --hash=sha256:2a248750abce1c76fbd11b2e1d88b95401e72819295c3b851ec73399d6849b3d \
-    --hash=sha256:2ea6206043385343aff0b7da65cf73677f6f5e50de8f1c879e557f4298cac36a \
-    --hash=sha256:31348a0ffbfc815ce78daac569d893349d85a0b57e1cd2cdbba50b7f333784da \
-    --hash=sha256:38051f36423f084b909aaadb3b41c9c6a2958e86956ba21a8489636911e87504 \
-    --hash=sha256:3c2f947e55d3c7cfe124dd4521ee481516f3007d13c6ad4bf6aeb722e190eb1b \
-    --hash=sha256:3ed5cb149892141b1e77ef312924a327f2cc718b34247dae346ed66329e1b8be \
-    --hash=sha256:3ff4ede90ed771140caa7e1890de17431763a483c54b3c1f88bd30f0cc1affc0 \
-    --hash=sha256:40aa43a7a3a8d2f05e79900858053d697a88a605e3887be178b43acbcd781161 \
-    --hash=sha256:42d875388fbd091c7ea01edfff260f839ba303038ffb23475ef392012e4d63dd \
-    --hash=sha256:457fabc2700a8e6ddb85bc5a1d30d3345fe0d3ec3ee8161a4e032ec585801dfa \
-    --hash=sha256:460e76a4daff214ae33ab959494962c93918cb44714ea3e3f748b14aa37f8a87 \
-    --hash=sha256:50524f4f6a1c839714dbaff5386a1afb245d2d5ec8213a01fbc99cea7307811e \
-    --hash=sha256:51acc750ec7a2df786cdc868fb16fa04abd6269a01d58cf59bafc57978773d8e \
-    --hash=sha256:55ede2a7a051b3b7e71a394978a098d71b3783e6b904702ff45483fad434ae2d \
-    --hash=sha256:561f89cc82deeae82e37d4a4764184926fb432f740a9691563a391b13f7339a4 \
-    --hash=sha256:56ba3f7abbd6b0bb282a544dc38406d1a188d8bb9164f49fdb9c2fee62cb29da \
-    --hash=sha256:57930ac9519099b852e190d2c04b1fb5d97ea128db33bce77ed874eccb4c7f09 \
-    --hash=sha256:58a11cb49482f1a095a2bd9a1d81dd7c8fb5d2357f959ece85db4e46a825fd00 \
-    --hash=sha256:64df53eef4ac857eb5816a56e2885ccf0d7dff6333c94065c93b39c51063e01d \
-    --hash=sha256:6879aed770557f0961b252648d36f6fdaab41079d37a2296b5649fd1b35608e0 \
-    --hash=sha256:6ad57654570464eb1b040b5c353dee442608e06cff9102b8fcb105565a44c9ed \
-    --hash=sha256:6c0aed6a4439994c9666fb8a5b6c4eac94d4ef6ddc95f9b806a599ef83547e3b \
-    --hash=sha256:76bf3e7406cf23a3e1ca6a23fb1fb9ea82f4f6bd226fe226e09146b0194f85dc \
-    --hash=sha256:7bbf05c38debc90d1a195b11340cc85cb43ab3e753dc47558a3a84a38cbc72da \
-    --hash=sha256:7ddb08b3c2f9213df1f2e3eb2fbea4963d80ec0f8de21f0b59898e34f3b3d96d \
-    --hash=sha256:7e07f6f644d2c44d53b7a320a084eef98063651912c1b9449b5f45fcbdc6ccd2 \
-    --hash=sha256:85833bca01aa5cae326ac759276dc175c5fa3f7b3733b7d543cf27f2df12d1ef \
-    --hash=sha256:8712b61eb1b74a4478cfd1c54f576056199e9f093659334aeb5c4a6b385338e5 \
-    --hash=sha256:871c0e5102e47995b0e37e8df7819a894a6c3da0d097545cd1f9f1f7d7079927 \
-    --hash=sha256:89e302abd3749f6d6699691747969a5d85f7c73081d5ed7e2624c7bd9721a2ab \
-    --hash=sha256:937794042342006f707837f38d721426b11b0774d327a2a45c0bd389eb750a87 \
-    --hash=sha256:93bc91fdadcf046da37a214eaa714574e7e9b1913568e93bb09527b2ceb7f759 \
-    --hash=sha256:94c5f1621cbcab83c03be46441f090b68b9f307b6c7ec44d4e3f6d5997383df4 \
-    --hash=sha256:973b7d7145b1ac553a7466a64afa8b31ec2693d7c7fff6a755059e0a2885dfd2 \
-    --hash=sha256:99cc80facad240b0c2fb5a633044420878aac87a8e7c348b9486450cba93f27c \
-    --hash=sha256:9a5fcbe7b949f2e95c47ea8a80b410fcdf2da61c98553b45a4ee875580418b68 \
-    --hash=sha256:9b3b86ec3e818f3dd3e13a9de628e88a9990f4af68ecb0b12dd3de81227f0a26 \
-    --hash=sha256:9b3cf13facf6f77c283af0e1713e5e8c47a0fe295af81326cb3cb4380212e797 \
-    --hash=sha256:9c5a52987a990eb1bae55f9000994f1afdb0326c154fb089992f839ab3c30688 \
-    --hash=sha256:a2d79c6635ccffcbfc1d5c045874ba36b594589be81d50d43472570bb8de9c57 \
-    --hash=sha256:a6ec5bf6bc361f2f0f9644907a36ce527715b488988a8df534120e5c34eeda94 \
-    --hash=sha256:a7bf9cc97f05048ac8f3e02cd58f0fe62b901453c24345bfde287f4305dcc31c \
-    --hash=sha256:ab9056d94e5db513d9313b34394f3a3b83e6301a581c28ad67773434f3faccab \
-    --hash=sha256:adf28d13a33f9d750fe7a78fb481cac298fa257d8863d8727b2ea4455ea41235 \
-    --hash=sha256:b62cb9a7501e1f5c9ffe190485501349c33e8862dde4377df774e40b8166871f \
-    --hash=sha256:bacbd3c69862478cbe1c7ed4325caedec580d8acf31b8ee1b9a1e02a56295cad \
-    --hash=sha256:bb349dbba57c76eec25e5917e07f35aabaf0a33b9e67fc13d188002500106487 \
-    --hash=sha256:bd03472c36fa3a386a6deb887113b9e3fa40efba8203eb4fe786d3c0ccc724f6 \
-    --hash=sha256:bf85a00ac3b56a1e7a19c5be7b02b5180a0895ac4d3c234d717a55e86960691c \
-    --hash=sha256:ca0c7ce828bb76ab78b3991904b477c2fd0f711d7815c252d1ef28ff9450b052 \
-    --hash=sha256:ccbfd94e59aad4a2566c71912b55f0547ac1680bfac25eb138e6703eb3dd434e \
-    --hash=sha256:d1831c07bd4dce53c4b666fa846c7eba4b7c414f2e641a4585b7f50b72f502dc \
-    --hash=sha256:d22cad98c2a10bbf6aa083a8980db6ed90d4285a841c4de892890c2b28286ef9 \
-    --hash=sha256:d30ad4359413c8821cc7b3707f7ca38aa8bc852ba3b9c5a759ee2d7740157315 \
-    --hash=sha256:e0dd3676ea0837cd70ea1879765e9e9f6be063be0436de9b3ea4b775caf83654 \
-    --hash=sha256:e584d0cdd37cac355aca52ed788d1a2d939d6837e2870d3b70e585db24025a50 \
-    --hash=sha256:e6369ac293d2cc40d52577e4fa3d75a70c1aae2d01fa3580a34a4e6eff9286b9 \
-    --hash=sha256:efae5df7a8cc8bdb1037b0f786b044ce281081441df5418c3a0f0e1f86fe7bb3 \
-    --hash=sha256:f19b3af31d02a2e79c5f9a6deaab0fb3c116456aeb9277d11720ad433de6dfc6 \
-    --hash=sha256:f7a0430d765f9bda043e6aefaba5944d5f21ec43ff4774417d7e296f61917382 \
-    --hash=sha256:fb94245a715b4d6e24689de12772b85329a1f9946cbf6187923a64ecdea39e65
-    # via pymilvus
-urllib3==2.6.3 \
-    --hash=sha256:1b62b6884944a57dbe321509ab94fd4d3b307075e0c2eae991ac71ee15ad38ed \
-    --hash=sha256:bf272323e553dfb2e87d9bfd225ca7b0f467b919d7bbd355436d3fd37cb0acd4
+urllib3==2.7.0 \
+    --hash=sha256:231e0ec3b63ceb14667c67be60f2f2c40a518cb38b03af60abc813da26505f4c \
+    --hash=sha256:9fb4c81ebbb1ce9531cce37674bbc6f1360472bc18ca9a553ede278ef7276897
     # via
     #   botocore
     #   kubernetes
     #   requests
-uvicorn[standard]==0.34.0 \
-    --hash=sha256:023dc038422502fa28a09c7a30bf2b6991512da7dcdb8fd35fe57cfc154126f4 \
-    --hash=sha256:404051050cd7e905de2c9a7e61790943440b3416f49cb409f965d9dcd0fa73e9
+uvicorn[standard]==0.52.0 \
+    --hash=sha256:3d887809810b89ed33501bcf0a9aba469b06ecd608158efce04bd6b48d8c9b08 \
+    --hash=sha256:ca8876ad6c1983f394157c168b39d52f6dd56dabf5602fa0982751cffc2293ae
     # via
     #   feast (pyproject.toml)
     #   fastapi-mcp
     #   mcp
     #   uvicorn-worker
-uvicorn-worker==0.3.0 \
-    --hash=sha256:6baeab7b2162ea6b9612cbe149aa670a76090ad65a267ce8e27316ed13c7de7b \
-    --hash=sha256:ef0fe8aad27b0290a9e602a256b03f5a5da3a9e5f942414ca587b645ec77dd52
+uvicorn-worker==0.4.0 \
+    --hash=sha256:8ee5306070d8f38dce124adce488c3c0b50f20cf0c0222b12c66188da7214493 \
+    --hash=sha256:e2ed952cef976f5e9e429d7269640bbcafbd36c80aa80f1003c8c77a6797abde
     # via feast (pyproject.toml)
 uvloop==0.22.1 \
     --hash=sha256:017bd46f9e7b78e81606329d07141d3da446f8798c6baeec124260e22c262772 \
@@ -2921,398 +2970,434 @@ uvloop==0.22.1 \
     --hash=sha256:ef6f0d4cc8a9fa1f6a910230cd53545d9a14479311e87e3cb225495952eb672c \
     --hash=sha256:fe94b4564e865d968414598eea1a6de60adba0c040ba4ed05ac1300de402cd42
     # via uvicorn
-watchfiles==1.1.1 \
-    --hash=sha256:00485f441d183717038ed2e887a7c868154f216877653121068107b227a2f64c \
-    --hash=sha256:03fa0f5237118a0c5e496185cafa92878568b652a2e9a9382a5151b1a0380a43 \
-    --hash=sha256:04e78dd0b6352db95507fd8cb46f39d185cf8c74e4cf1e4fbad1d3df96faf510 \
-    --hash=sha256:059098c3a429f62fc98e8ec62b982230ef2c8df68c79e826e37b895bc359a9c0 \
-    --hash=sha256:08af70fd77eee58549cd69c25055dc344f918d992ff626068242259f98d598a2 \
-    --hash=sha256:0b495de0bb386df6a12b18335a0285dda90260f51bdb505503c02bcd1ce27a8b \
-    --hash=sha256:130e4876309e8686a5e37dba7d5e9bc77e6ed908266996ca26572437a5271e18 \
-    --hash=sha256:14e0b1fe858430fc0251737ef3824c54027bedb8c37c38114488b8e131cf8219 \
-    --hash=sha256:17ef139237dfced9da49fb7f2232c86ca9421f666d78c264c7ffca6601d154c3 \
-    --hash=sha256:1a0bb430adb19ef49389e1ad368450193a90038b5b752f4ac089ec6942c4dff4 \
-    --hash=sha256:1db5d7ae38ff20153d542460752ff397fcf5c96090c1230803713cf3147a6803 \
-    --hash=sha256:28475ddbde92df1874b6c5c8aaeb24ad5be47a11f87cde5a28ef3835932e3e94 \
-    --hash=sha256:2edc3553362b1c38d9f06242416a5d8e9fe235c204a4072e988ce2e5bb1f69f6 \
-    --hash=sha256:30f7da3fb3f2844259cba4720c3fc7138eb0f7b659c38f3bfa65084c7fc7abce \
-    --hash=sha256:311ff15a0bae3714ffb603e6ba6dbfba4065ab60865d15a6ec544133bdb21099 \
-    --hash=sha256:319b27255aacd9923b8a276bb14d21a5f7ff82564c744235fc5eae58d95422ae \
-    --hash=sha256:35c53bd62a0b885bf653ebf6b700d1bf05debb78ad9292cf2a942b23513dc4c4 \
-    --hash=sha256:36193ed342f5b9842edd3532729a2ad55c4160ffcfa3700e0d54be496b70dd43 \
-    --hash=sha256:39574d6370c4579d7f5d0ad940ce5b20db0e4117444e39b6d8f99db5676c52fd \
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+    --hash=sha256:b62f042afde2dde21ec1d2c1a74361e804673df86f51e418a999c9acfe671b07 \
+    --hash=sha256:b718bf356bbc15e559bd8ef41782b573b8ae0e3f177ab244b440568d7ea02cfb \
+    --hash=sha256:b8c8358484d5fa12ef34f05b7f4168eaf1932f408725ff6d023c33ec17bd79d4 \
+    --hash=sha256:b974946a10af379d425e2eef5b62f5c6ebeaccf91d45eaad6f5b27ecd4f91aa0 \
+    --hash=sha256:b9909cc2b48468b575eefa944919e1fe8a36c5849d5c7c168f80a8c1db69398e \
+    --hash=sha256:b9f732dc58b2dbe69e464ccf8fff7a03b0dd0be439da4c0720d3558527d3d6b4 \
+    --hash=sha256:bb68bf4df85abebe5efddc53cf2075520f243a59868d9b3973278b23e76962a9 \
+    --hash=sha256:bb7e52ecf68ba46d22df23467b87cffeb2146908aa523ebfe803019618cfda06 \
+    --hash=sha256:bc13eb17538be00c874699dc0abe4ee2bc8d50bb1166a6b9e175ef3fd7eb8f26 \
+    --hash=sha256:c0db965c5f79aa49fe672d297cf1febc5ad149b658594944f49a54a2b96270a7 \
+    --hash=sha256:c16cb06dd17d43b9d185094268459eac92c9538356f050e55b54e82cf700e1d4 \
+    --hash=sha256:c525543d91961c6955b2636b308569e84a1d1c5f5f2932041ab9ef46422f43e3 \
+    --hash=sha256:c5c19526f4e54a00f2666a6c0e9e40d582c09e865055ea7378bf0009aab857b3 \
+    --hash=sha256:c995fba777f1ea992f090f9236e9284cf7a5d1a0130dd5a3d82c598cacd76838 \
+    --hash=sha256:ca148d73dea36c9763aaa351e4d7a51780ec1584217c45276f4fe8239c768b71 \
+    --hash=sha256:cee9d5efd929efdac5f7e58f72b3376f676b64050a91c5b99a7094c5b2317488 \
+    --hash=sha256:d158cd89df6053823533e06fb1d73c549133bff5f0396170c0e53d9559340717 \
+    --hash=sha256:d20029a60a71a052a24c4db7673bc4de39ab89adbaccbfb5d67987c5d73f424d \
+    --hash=sha256:d413349d565dab74297f2a63e84a097936be69bf8f3b3801f27f380e32040f44 \
+    --hash=sha256:d4a4b147f5dca2a5d325a06a832fb43f345751adfbc63204aec30e0d9ca965a2 \
+    --hash=sha256:d516b3283a758e087841aedb8031549fb41ced08f3db10aa6d2bf32dc042525b \
+    --hash=sha256:d73a585accffa5ae39c17264c36ec3166d2fad7000c780f5ef83b2722afb9dd2 \
+    --hash=sha256:dbd6c97045dad81227c8d040173da044c1de08de64a5ea8b555da4aee1d5fa22 \
+    --hash=sha256:e0618518f282c4ebff60f5e5b1247b6d91bb8b9f4476947563a1e74acc66f3c6 \
+    --hash=sha256:e140ed30ebde76796b686e67c182cff10ea2fbab186fafd1560f74bb5a473a6e \
+    --hash=sha256:e1cfd51e97e13ff3bd047c140764d277fc9b95b7cb5da59e46a47d167adab310 \
+    --hash=sha256:e2ca07fa7d89195ec0865d3d285666286740bfa83d83e5cee204043a31ecc165 \
+    --hash=sha256:e53a384f76b631c3ae5334ce6a52f0baa3a911eb94a4eac7f160079868b716d5 \
+    --hash=sha256:eb283ee99e21ad6443c8cdb06ac5b34b1308c329cbdf03fa02b445363714c799 \
+    --hash=sha256:eb72919d93e3a16fc451d3aa3d4b1698423daca1b382d3d959c9ac51297c12a8 \
+    --hash=sha256:ecb47f183a8025b2aa18b546725c3657e542112ae9c0613a2af79b4fa8d04ad7 \
+    --hash=sha256:f155b3a1b2a5fc89cdc70d47ee5d54e3b75e88efa34982028a35daef9ba00379 \
+    --hash=sha256:f22943b7770483f6ea0721c6b11d022947a98eb0acae14694de034f4d0d38925 \
+    --hash=sha256:f28b2725eb8cce327b9b3ab02415c853011dc55c95832fe90de6bc56f5315f72 \
+    --hash=sha256:f88af53d6ddaf72179ef613ddc905e6f4785f712b49b80b3bef9f3525e6194b4 \
+    --hash=sha256:faea288b6f0ab1902ef08f4ca6de005dccf856c4e0c4f21b8c5fce02d90a1b08 \
+    --hash=sha256:fff610d7bb2256a317bb1e96f0d7862c7aa8076733ee5df0fd41bbe76a24a4f4
     # via uvicorn
 websocket-client==1.9.0 \
     --hash=sha256:9e813624b6eb619999a97dc7958469217c3176312b3a16a4bd1bc7e08a46ec98 \
     --hash=sha256:af248a825037ef591efbf6ed20cc5faa03d3b47b9e5a2230a529eeee1c1fc3ef
     # via kubernetes
-websockets==16.0 \
-    --hash=sha256:0298d07ee155e2e9fda5be8a9042200dd2e3bb0b8a38482156576f863a9d457c \
-    --hash=sha256:04cdd5d2d1dacbad0a7bf36ccbcd3ccd5a30ee188f2560b7a62a30d14107b31a \
-    --hash=sha256:08d7af67b64d29823fed316505a89b86705f2b7981c07848fb5e3ea3020c1abe \
-    --hash=sha256:152284a83a00c59b759697b7f9e9cddf4e3c7861dd0d964b472b70f78f89e80e \
-    --hash=sha256:1637db62fad1dc833276dded54215f2c7fa46912301a24bd94d45d46a011ceec \
-    --hash=sha256:19c4dc84098e523fd63711e563077d39e90ec6702aff4b5d9e344a60cb3c0cb1 \
-    --hash=sha256:1c1b30e4f497b0b354057f3467f56244c603a79c0d1dafce1d16c283c25f6e64 \
-    --hash=sha256:2b9f1e0d69bc60a4a87349d50c09a037a2607918746f07de04df9e43252c77a3 \
-    --hash=sha256:31a52addea25187bde0797a97d6fc3d2f92b6f72a9370792d65a6e84615ac8a8 \
-    --hash=sha256:32da954ffa2814258030e5a57bc73a3635463238e797c7375dc8091327434206 \
-    --hash=sha256:335c23addf3d5e6a8633f9f8eda77efad001671e80b95c491dd0924587ece0b3 \
-    --hash=sha256:3425ac5cf448801335d6fdc7ae1eb22072055417a96cc6b31b3861f455fbc156 \
-    --hash=sha256:349f83cd6c9a415428ee1005cadb5c2c56f4389bc06a9af16103c3bc3dcc8b7d \
-    --hash=sha256:37b31c1623c6605e4c00d466c9d633f9b812ea430c11c8a278774a1fde1acfa9 \
-    --hash=sha256:417b28978cdccab24f46400586d128366313e8a96312e4b9362a4af504f3bbad \
-    --hash=sha256:485c49116d0af10ac698623c513c1cc01c9446c058a4e61e3bf6c19dff7335a2 \
-    --hash=sha256:4a1aba3340a8dca8db6eb5a7986157f52eb9e436b74813764241981ca4888f03 \
-    --hash=sha256:50f23cdd8343b984957e4077839841146f67a3d31ab0d00e6b824e74c5b2f6e8 \
-    --hash=sha256:52a0fec0e6c8d9a784c2c78276a48a2bdf099e4ccc2a4cad53b27718dbfd0230 \
-    --hash=sha256:52ac480f44d32970d66763115edea932f1c5b1312de36df06d6b219f6741eed8 \
-    --hash=sha256:5569417dc80977fc8c2d43a86f78e0a5a22fee17565d78621b6bb264a115d4ea \
-    --hash=sha256:569d01a4e7fba956c5ae4fc988f0d4e187900f5497ce46339c996dbf24f17641 \
-    --hash=sha256:583b7c42688636f930688d712885cf1531326ee05effd982028212ccc13e5957 \
-    --hash=sha256:5a4b4cc550cb665dd8a47f868c8d04c8230f857363ad3c9caf7a0c3bf8c61ca6 \
-    --hash=sha256:5f451484aeb5cafee1ccf789b1b66f535409d038c56966d6101740c1614b86c6 \
-    --hash=sha256:5f6261a5e56e8d5c42a4497b364ea24d94d9563e8fbd44e78ac40879c60179b5 \
-    --hash=sha256:6e5a82b677f8f6f59e8dfc34ec06ca6b5b48bc4fcda346acd093694cc2c24d8f \
-    --hash=sha256:71c989cbf3254fbd5e84d3bff31e4da39c43f884e64f2551d14bb3c186230f00 \
-    --hash=sha256:781caf5e8eee67f663126490c2f96f40906594cb86b408a703630f95550a8c3e \
-    --hash=sha256:7be95cfb0a4dae143eaed2bcba8ac23f4892d8971311f1b06f3c6b78952ee70b \
-    --hash=sha256:7d837379b647c0c4c2355c2499723f82f1635fd2c26510e1f587d89bc2199e72 \
-    --hash=sha256:86890e837d61574c92a97496d590968b23c2ef0aeb8a9bc9421d174cd378ae39 \
-    --hash=sha256:878b336ac47938b474c8f982ac2f7266a540adc3fa4ad74ae96fea9823a02cc9 \
-    --hash=sha256:8b6e209ffee39ff1b6d0fa7bfef6de950c60dfb91b8fcead17da4ee539121a79 \
-    --hash=sha256:8cc451a50f2aee53042ac52d2d053d08bf89bcb31ae799cb4487587661c038a0 \
-    --hash=sha256:8d7f0659570eefb578dacde98e24fb60af35350193e4f56e11190787bee77dac \
-    --hash=sha256:8e1dab317b6e77424356e11e99a432b7cb2f3ec8c5ab4dabbcee6add48f72b35 \
-    --hash=sha256:8ff32bb86522a9e5e31439a58addbb0166f0204d64066fb955265c4e214160f0 \
-    --hash=sha256:95724e638f0f9c350bb1c2b0a7ad0e83d9cc0c9259f3ea94e40d7b02a2179ae5 \
-    --hash=sha256:9b5aca38b67492ef518a8ab76851862488a478602229112c4b0d58d63a7a4d5c \
-    --hash=sha256:a069d734c4a043182729edd3e9f247c3b2a4035415a9172fd0f1b71658a320a8 \
-    --hash=sha256:a0b31e0b424cc6b5a04b8838bbaec1688834b2383256688cf47eb97412531da1 \
-    --hash=sha256:a35539cacc3febb22b8f4d4a99cc79b104226a756aa7400adc722e83b0d03244 \
-    --hash=sha256:a5e18a238a2b2249c9a9235466b90e96ae4795672598a58772dd806edc7ac6d3 \
-    --hash=sha256:a653aea902e0324b52f1613332ddf50b00c06fdaf7e92624fbf8c77c78fa5767 \
-    --hash=sha256:abf050a199613f64c886ea10f38b47770a65154dc37181bfaff70c160f45315a \
-    --hash=sha256:af80d74d4edfa3cb9ed973a0a5ba2b2a549371f8a741e0800cb07becdd20f23d \
-    --hash=sha256:b14dc141ed6d2dde437cddb216004bcac6a1df0935d79656387bd41632ba0bbd \
-    --hash=sha256:b784ca5de850f4ce93ec85d3269d24d4c82f22b7212023c974c401d4980ebc5e \
-    --hash=sha256:bc59589ab64b0022385f429b94697348a6a234e8ce22544e3681b2e9331b5944 \
-    --hash=sha256:c0204dc62a89dc9d50d682412c10b3542d748260d743500a85c13cd1ee4bde82 \
-    --hash=sha256:c0ee0e63f23914732c6d7e0cce24915c48f3f1512ec1d079ed01fc629dab269d \
-    --hash=sha256:caab51a72c51973ca21fa8a18bd8165e1a0183f1ac7066a182ff27107b71e1a4 \
-    --hash=sha256:d6297ce39ce5c2e6feb13c1a996a2ded3b6832155fcfc920265c76f24c7cceb5 \
-    --hash=sha256:daa3b6ff70a9241cf6c7fc9e949d41232d9d7d26fd3522b1ad2b4d62487e9904 \
-    --hash=sha256:df57afc692e517a85e65b72e165356ed1df12386ecb879ad5693be08fac65dde \
-    --hash=sha256:e0334872c0a37b606418ac52f6ab9cfd17317ac26365f7f65e203e2d0d0d359f \
-    --hash=sha256:e6578ed5b6981005df1860a56e3617f14a6c307e6a71b4fff8c48fdc50f3ed2c \
-    --hash=sha256:eaded469f5e5b7294e2bdca0ab06becb6756ea86894a47806456089298813c89 \
-    --hash=sha256:f4a32d1bd841d4bcbffdcb3d2ce50c09c3909fbead375ab28d0181af89fd04da \
-    --hash=sha256:fd3cb4adb94a2a6e2b7c0d8d05cb94e6f1c81a0cf9dc2694fb65c7e8d94c42e4
+websockets==16.1.1 \
+    --hash=sha256:01fbdcbac298efe19360b94bc0039c8f746f0220ba570f327577bfee81059175 \
+    --hash=sha256:024193f8551a2b0eafbdd160911012c4e6c228c28430c84433253299a9e42d6a \
+    --hash=sha256:04fd29a0e2fe9414a95b00e92c67ae51bf900c50c0f8a4b2dafdad621f49ea1d \
+    --hash=sha256:056ae37939ed7e9974f364f5864e76e49182622d8f9751ac1903c0d09b013985 \
+    --hash=sha256:0f62863e8a00a6d33c3d6566ec0b89f23787b747ffe0c3bc71ec0e76b82c94b1 \
+    --hash=sha256:0ffd3031ea8bda8d61762e84220186105ba3b748b3c8da2ae4f7816fac03e573 \
+    --hash=sha256:1214e673c404684b9bf7154f5cf43b45025b1a6160fac3a9e438e9c1a97e22cb \
+    --hash=sha256:125f22dbefaf1554fea66fc83851490edb284ce4f501d37ffed2752f418332d9 \
+    --hash=sha256:130937b167a52af203c8d58e78d67705874e82759862e3b9671a452fec4abc87 \
+    --hash=sha256:1427fb4cf0d72f66333e2cacc3ff5f575bf2d7008166ce991a4a470b21d51a22 \
+    --hash=sha256:195c978b065fa40910582464f99d6b15c8b314c68e0546549a55ed83f4735328 \
+    --hash=sha256:1d27fa8462ad6a1cb36206a3d0640b2333340def181fae11ed7f9adeaa5c0747 \
+    --hash=sha256:1db4de4a0e95673f7545d393c49eeb0c2f18ac1ef93073218c79d5cdb2ee75ab \
+    --hash=sha256:1f79c89b5eb034d1722938a891916582f8f7f503f58ca22518a63c3f2cd18499 \
+    --hash=sha256:23253dd5bcae3f9aaee0a1d30967a8dbd52e5d3cff93a2e5b84df57b77d4750d \
+    --hash=sha256:249116b4a76063d930a46391ad56e135c286e4562a18309029fc2c73f4ed4c62 \
+    --hash=sha256:29dfa8114c4a620c69591c5973860f768eac29d3fd6904f37f34266cb219c512 \
+    --hash=sha256:2a606d9c24035242a3e256e9d5b77ed9cd6bccfcb7cf993e5ca3c0f6f68fb6a7 \
+    --hash=sha256:2a636ff1e7a5c4edf71ef0e79adae7f25dba93b4fcbe3dc958733477ffeb0eaf \
+    --hash=sha256:2bb5d041a8307d2e18782e7ce777f6fdb1e8c2f5d09291484b18c294b789d9aa \
+    --hash=sha256:2e28e602bb13da44fbe518c1781a88e3b9d4c3d48d02c9bad83e546164336f57 \
+    --hash=sha256:30bbe120437b5648a77d3519b7024ea09530e0b5b18d3698c5a0ae536fe0cc2e \
+    --hash=sha256:34420aaa64440ebd51ac72ca8a45ef4626429438c9b02e633ae412ed43f925d3 \
+    --hash=sha256:38565aca3e01ea8734e578fb2118dade0ecb0250533f29e22b8d1a7a196cf4d0 \
+    --hash=sha256:387e8e4aa5df2f90b198fa3cad3478822a89cf905b6a6d6c97dc3664689640cc \
+    --hash=sha256:39f2a024af5c345ffe8fcf1ee18c049c024c94df393bb09b044a6917c77bde43 \
+    --hash=sha256:3df13f73af9b3b38ab1195eb299ecb67a4330c911c97ae04043ff74085728abe \
+    --hash=sha256:414e596c75f74e0994084694189d7dc9229fb278e33064d6784b73ffbba3ca31 \
+    --hash=sha256:41c8e77f17294c0ac18008a7309b99b34ee72247ef10b6dff4c3f8b5ac29896b \
+    --hash=sha256:42290eb6db4ccaca7012656738214f8514082fb6fa40cdeb61bb9a471b52e383 \
+    --hash=sha256:42f599f4d48c7e1a3338fdaac3acd075be3b3cf02d4b274f3bf2767aedd3d217 \
+    --hash=sha256:43e3a9fdd7cbf7ba6040c31fae0faf84ca1474fef777c4e37912f1540f854499 \
+    --hash=sha256:443aefe96b7fdb132e2a70806cca1f2af49bb3f28e47abcd7c2e9dcf4d8fa1b8 \
+    --hash=sha256:46dcaa042cd1de6c59e7d9269fa63ff7572b6df40510600b678f0826b3c7af51 \
+    --hash=sha256:496af849a472b531f758dbd4d61338f5000538cb1a7b3d20d9d32a264517f509 \
+    --hash=sha256:49ae99bdfcae803a885c926bf14f886196e84925395bb3f568fef5c0f0979d7d \
+    --hash=sha256:4b57693728576d84ede0a77987ab16881b783d2cd9f1dc180a8fbbc3f79c4428 \
+    --hash=sha256:4e3b680b1e0a27457e727a0d572fd81dffa87b6dbf8b228ab57da64f7d85aead \
+    --hash=sha256:4e8d01cc3bcae7bbf8167f944aeafefed590fae5693552bba9794a9df68371cc \
+    --hash=sha256:5283810d2646741a0d8da2aa733d6aefa0545809afccb2a5d105a26bc45125f1 \
+    --hash=sha256:53260c8930da5771cec89439bff99c20c8cb03ddb9588b980697355a83cd4bd3 \
+    --hash=sha256:536676848fc5961aca9d20389951f59169508f765637a172403dc5434d722fa0 \
+    --hash=sha256:54509b8e92fee4453e152b7558ddef37ce9705a044922f2095a6105e3f80c96f \
+    --hash=sha256:56cd5fc4f10a9ea8aa0804bddb7b42506cf9e136046f3b4c27de8fec9e2ecba5 \
+    --hash=sha256:5bfd1ac19b1b9986a9c95a82d5e23a391ebb09e12c34d7be6094b86efcc35731 \
+    --hash=sha256:5c31aa7e39ee3e8a358573257f1c0bb5c52430d1b637030dd9c8cc2c282926be \
+    --hash=sha256:5e3b7d601f6f84156b08cc4a5e541c2b50ad7b36cfc302b657a12477c904a5df \
+    --hash=sha256:61922544a0587a13fd3f53e4c0e5e606510c7b0d9d22c8444e5fae22a06b38cb \
+    --hash=sha256:6456ff333092d509127d75a638cb411afae8ff17f092635015d1902efec8a293 \
+    --hash=sha256:69159730a823dde3ea8d08783e8d47ef135a6d7e8d44eb127e32b321c9db8e3e \
+    --hash=sha256:69e52d175a0a7d1e13b4b67ad41c560b7d98e8c6f6126eb0bda496c784faf8c7 \
+    --hash=sha256:6aaface73b9c71974c6497366d8b9628357f6c9749e09c4ea3610176c63f2ae3 \
+    --hash=sha256:6abbd3e82c731c8e531714466acd5d87b5e88ac3243465337ba71d68e23ae7e3 \
+    --hash=sha256:6ff9417c0ada4d0f7d212f928303e5579bdf3ace4c802fa4afabb30995da58c3 \
+    --hash=sha256:7421fad442de870a8cbf2287d1cad7e706ece0dbfeba5e911df132cbdc1cb56a \
+    --hash=sha256:7883388947767080f094950b342b30d35a2a06b849cd967c422fa0db72b40ea9 \
+    --hash=sha256:79eace538c6a97e96d0d03d4f9d314f9677f5ed85a8a984992ffd90b13cb8a56 \
+    --hash=sha256:7b1b19636af86a3c7995d4d028dbe376f39b4bf31541146f9c123582a6c94562 \
+    --hash=sha256:7dfcad78ea1492ee3a9ec765cb7f51bbc17d477107aaf6b22abf7b2558d1c5a0 \
+    --hash=sha256:8087e82f842609734c9b5a1330464f8e94e346ba0e18c832c08bafa4b0d63c15 \
+    --hash=sha256:820fb8450edddae3812fd58cbc08e2bf22812cb248ecb5f06dbb82119a56e869 \
+    --hash=sha256:8483c2096363120eea8b07c06ae7304d520f686665fffd4811fad423930a65d7 \
+    --hash=sha256:84a2cef8deffbd9ab8ee0ea546a2a6a7030c28f44e6cdd4547dbfeb489eb8999 \
+    --hash=sha256:86d7f0f8bdb25d2c632b72527325e4776430fd5bc61b9118de4e2b8ddb5f5b01 \
+    --hash=sha256:8fe0b50da2d84535fb4f7b4bfa951280f97ce3d558a0443b541166d609e67b57 \
+    --hash=sha256:90001d893bc368e302ef168d82130b4e4fdd27b85fa094682df9b667c2d48838 \
+    --hash=sha256:9246a0d063cfcbcc85f2359dd6876d681213f4790832272aa16641b4ed5d64d4 \
+    --hash=sha256:92b820d345f7a3fc7b8163949ee92df910f290c3fc517b3d5301c78065adafe1 \
+    --hash=sha256:952303a7318d4cbe1011400839bb2051c9f84fa0a35923267f5daba34b15d458 \
+    --hash=sha256:97fd3a0e8b53efa41970ac1dff3d8cf0d2884cadeb4caaf95db7ad1526926ee3 \
+    --hash=sha256:9c1c5705e314449e3308872fe084b8571ce078ee4fc55a98a769bdefe5917392 \
+    --hash=sha256:9c9f23004a3d40e89c01a7955d186a6cc83418d93b749701944ce2de3e95a1f3 \
+    --hash=sha256:9f63bcef7f4b02b06b35fc01c93b96c43b5e88e1e8868676caacf493d5a31f3a \
+    --hash=sha256:a0eadbbf2c30f01efa58e1f110eb6fa293261f6b0b1aa38f7f48707107690af9 \
+    --hash=sha256:a28fcbc9b6baf54a2e23f8655f308e4ccc6afdd7266f8fe7954f320dcda0f785 \
+    --hash=sha256:a6a61aff018180c9c50b7b0da33bfd29d378af3497429c95006c589a23a11648 \
+    --hash=sha256:aabe464bfd13bd25f4821faf111da6fefdc389f870265a53105580e45b0a2e49 \
+    --hash=sha256:ab59169ace05dcb49a1d4118f0bde139557adf45091bd85747e36bf5de984dd1 \
+    --hash=sha256:b436f6ec4fc3a6b4237c84d3f83170ed2b40bb584222f0ac47a0c8a5921980c7 \
+    --hash=sha256:b6b9dadbef0cccd9f4c4ee96b08898afa73e26803bbe0f6aeb5bb12b0074206d \
+    --hash=sha256:b852788aa51764e2d8e4cf5493d559326bcae5e38d16ba25ffa322b034df272a \
+    --hash=sha256:bae954c382e013d5ea5b190d2830526bfa45ad121c326da0049b8c769f185db6 \
+    --hash=sha256:bcce07e23e5769375158f5efdcdafa8d5cd014b93c6683865b840ed65b96f231 \
+    --hash=sha256:cc97814dfb786a83b6e2dc2e79351e1b83e6d715647d6887fcabd83026417a00 \
+    --hash=sha256:cd2ca96a082a36964aca83e992f72abeb61b7306c1a6cba4c7d06a7b93750cac \
+    --hash=sha256:cfb70b4eb56cac4da0a83588f3ad50d46beb0690391082f3d4e2d488c70b68ea \
+    --hash=sha256:d0fcf657e9f13ff4b177960ab2200237b12994232dfb6df16f1cfe1d4339f93c \
+    --hash=sha256:d14bfb217eb4701e850f1525c9d29d79c44794cdf1c299ead25f39f8c78dea81 \
+    --hash=sha256:d57685547e0060cc6fd90ee6a28405d6bd395e525545f13c8d7cd99c78afd79f \
+    --hash=sha256:d6bec75c290fe484a8ba4cacdf838501e17c06ecfbbf31eede81a9e431bd7751 \
+    --hash=sha256:d9531d9cbeac99af6f038fb1bc351403531f7d634a2c2e10e2f7c854c6ed5b68 \
+    --hash=sha256:da4ca1a9d72f9030b3146b8d7022719a9f3d478f61efe6f7dd51d243f61c51b2 \
+    --hash=sha256:dab9eb87869da2d6ed3af3f3adf28414baae6ec9d4df355ffc18889132f3436c \
+    --hash=sha256:db234eda965dcce15df96bb9709f587cd87d4d52aaf0e80e2f34ec04c7670c57 \
+    --hash=sha256:dc0fad4933f427acd5b1cec210f3ea6dce7089e1724e4b9ec6ef47c6c04d1b3b \
+    --hash=sha256:dc385593a42e31cd6fb60c19f0ecb015b386603818fc2c6c274fb42bd2bb4165 \
+    --hash=sha256:dcc04fedf83effaeb9cce98abc9469bb1b42ef85f03e01c8c1f4438ef7555737 \
+    --hash=sha256:e047dc87ef7ca50f4d309bf775ad4a71711c58556d75d7bd0604b2317f43e94b \
+    --hash=sha256:e09f753a169951eb4f28c2c774f71069304f66e7277e0f5a2892423599cfa854 \
+    --hash=sha256:ed5bb271084b46530ee2ddc0410537a9961152c5ccba2fc98c5276d992ccba87 \
+    --hash=sha256:f0aa4aad3b1b69ad3fd85a0fd0952ec64331c762bd77ec51cc814170873890b2 \
+    --hash=sha256:f17dbe07eb3ea7f99e4df9b7e0efefe80fbf30d37a8cc4d561a0aed310bc8847 \
+    --hash=sha256:f2769a0344a09e9ccf5b3cce538bc75a51b53eff3275d3896310c8552049195d \
+    --hash=sha256:f55f0b01956a094c8587146d9558c91937e78789c333860ffaf35931a6e5dbc4 \
+    --hash=sha256:f5d497865f05bb222cab7016c6034542e84e5f29f49c6fd3f4939cda7197b5b8 \
+    --hash=sha256:f70541f3104339f59f830522d94ebadb1bf47426287381623443d8bb1cdbf33d \
+    --hash=sha256:fb9a0a6dc3d1b3986cb88091b6899f0396651e0f74e2c9766ab8d6ffc3842e29 \
+    --hash=sha256:fce6c48559c86d1ac3632ccb1bebc7d5442fbe79bd9bb0e40379ee54be2a4051 \
+    --hash=sha256:fd46fff7eb62c24804d234f0051c7a8ea81285ad63e0337d3dcf33ca82aee58a
     # via uvicorn
-wrapt==1.17.3 \
-    --hash=sha256:02b551d101f31694fc785e58e0720ef7d9a10c4e62c1c9358ce6f63f23e30a56 \
-    --hash=sha256:042ec3bb8f319c147b1301f2393bc19dba6e176b7da446853406d041c36c7828 \
-    --hash=sha256:0610b46293c59a3adbae3dee552b648b984176f8562ee0dba099a56cfbe4df1f \
-    --hash=sha256:0b02e424deef65c9f7326d8c19220a2c9040c51dc165cddb732f16198c168396 \
-    --hash=sha256:0b1831115c97f0663cb77aa27d381237e73ad4f721391a9bfb2fe8bc25fa6e77 \
-    --hash=sha256:0ed61b7c2d49cee3c027372df5809a59d60cf1b6c2f81ee980a091f3afed6a2d \
-    --hash=sha256:0f5f51a6466667a5a356e6381d362d259125b57f059103dd9fdc8c0cf1d14139 \
-    --hash=sha256:16ecf15d6af39246fe33e507105d67e4b81d8f8d2c6598ff7e3ca1b8a37213f7 \
-    --hash=sha256:1f0b2f40cf341ee8cc1a97d51ff50dddb9fcc73241b9143ec74b30fc4f44f6cb \
-    --hash=sha256:1f23fa283f51c890eda8e34e4937079114c74b4c81d2b2f1f1d94948f5cc3d7f \
-    --hash=sha256:223db574bb38637e8230eb14b185565023ab624474df94d2af18f1cdb625216f \
-    --hash=sha256:249f88ed15503f6492a71f01442abddd73856a0032ae860de6d75ca62eed8067 \
-    --hash=sha256:24c2ed34dc222ed754247a2702b1e1e89fdbaa4016f324b4b8f1a802d4ffe87f \
-    --hash=sha256:273a736c4645e63ac582c60a56b0acb529ef07f78e08dc6bfadf6a46b19c0da7 \
-    --hash=sha256:281262213373b6d5e4bb4353bc36d1ba4084e6d6b5d242863721ef2bf2c2930b \
-    --hash=sha256:30ce38e66630599e1193798285706903110d4f057aab3168a34b7fdc85569afc \
-    --hash=sha256:33486899acd2d7d3066156b03465b949da3fd41a5da6e394ec49d271baefcf05 \
-    --hash=sha256:343e44b2a8e60e06a7e0d29c1671a0d9951f59174f3709962b5143f60a2a98bd \
-    --hash=sha256:373342dd05b1d07d752cecbec0c41817231f29f3a89aa8b8843f7b95992ed0c7 \
-    --hash=sha256:3af60380ba0b7b5aeb329bc4e402acd25bd877e98b3727b0135cb5c2efdaefe9 \
-    --hash=sha256:3e62d15d3cfa26e3d0788094de7b64efa75f3a53875cdbccdf78547aed547a81 \
-    --hash=sha256:41b1d2bc74c2cac6f9074df52b2efbef2b30bdfe5f40cb78f8ca22963bc62977 \
-    --hash=sha256:423ed5420ad5f5529db9ce89eac09c8a2f97da18eb1c870237e84c5a5c2d60aa \
-    --hash=sha256:46acc57b331e0b3bcb3e1ca3b421d65637915cfcd65eb783cb2f78a511193f9b \
-    --hash=sha256:4da9f45279fff3543c371d5ababc57a0384f70be244de7759c85a7f989cb4ebe \
-    --hash=sha256:507553480670cab08a800b9463bdb881b2edeed77dc677b0a5915e6106e91a58 \
-    --hash=sha256:53e5e39ff71b3fc484df8a522c933ea2b7cdd0d5d15ae82e5b23fde87d44cbd8 \
-    --hash=sha256:54a30837587c6ee3cd1a4d1c2ec5d24e77984d44e2f34547e2323ddb4e22eb77 \
-    --hash=sha256:5531d911795e3f935a9c23eb1c8c03c211661a5060aab167065896bbf62a5f85 \
-    --hash=sha256:55cbbc356c2842f39bcc553cf695932e8b30e30e797f961860afb308e6b1bb7c \
-    --hash=sha256:59923aa12d0157f6b82d686c3fd8e1166fa8cdfb3e17b42ce3b6147ff81528df \
-    --hash=sha256:5a03a38adec8066d5a37bea22f2ba6bbf39fcdefbe2d91419ab864c3fb515454 \
-    --hash=sha256:5a7b3c1ee8265eb4c8f1b7d29943f195c00673f5ab60c192eba2d4a7eae5f46a \
-    --hash=sha256:5d4478d72eb61c36e5b446e375bbc49ed002430d17cdec3cecb36993398e1a9e \
-    --hash=sha256:5ea5eb3c0c071862997d6f3e02af1d055f381b1d25b286b9d6644b79db77657c \
-    --hash=sha256:604d076c55e2fdd4c1c03d06dc1a31b95130010517b5019db15365ec4a405fc6 \
-    --hash=sha256:656873859b3b50eeebe6db8b1455e99d90c26ab058db8e427046dbc35c3140a5 \
-    --hash=sha256:65d1d00fbfb3ea5f20add88bbc0f815150dbbde3b026e6c24759466c8b5a9ef9 \
-    --hash=sha256:6b538e31eca1a7ea4605e44f81a48aa24c4632a277431a6ed3f328835901f4fd \
-    --hash=sha256:6fd1ad24dc235e4ab88cda009e19bf347aabb975e44fd5c2fb22a3f6e4141277 \
-    --hash=sha256:70d86fa5197b8947a2fa70260b48e400bf2ccacdcab97bb7de47e3d1e6312225 \
-    --hash=sha256:7171ae35d2c33d326ac19dd8facb1e82e5fd04ef8c6c0e394d7af55a55051c22 \
-    --hash=sha256:73d496de46cd2cdbdbcce4ae4bcdb4afb6a11234a1df9c085249d55166b95116 \
-    --hash=sha256:7425ac3c54430f5fc5e7b6f41d41e704db073309acfc09305816bc6a0b26bb16 \
-    --hash=sha256:74afa28374a3c3a11b3b5e5fca0ae03bef8450d6aa3ab3a1e2c30e3a75d023dc \
-    --hash=sha256:758895b01d546812d1f42204bd443b8c433c44d090248bf22689df673ccafe00 \
-    --hash=sha256:79573c24a46ce11aab457b472efd8d125e5a51da2d1d24387666cd85f54c05b2 \
-    --hash=sha256:7e18f01b0c3e4a07fe6dfdb00e29049ba17eadbc5e7609a2a3a4af83ab7d710a \
-    --hash=sha256:88547535b787a6c9ce4086917b6e1d291aa8ed914fdd3a838b3539dc95c12804 \
-    --hash=sha256:88bbae4d40d5a46142e70d58bf664a89b6b4befaea7b2ecc14e03cedb8e06c04 \
-    --hash=sha256:8cccf4f81371f257440c88faed6b74f1053eef90807b77e31ca057b2db74edb1 \
-    --hash=sha256:9baa544e6acc91130e926e8c802a17f3b16fbea0fd441b5a60f5cf2cc5c3deba \
-    --hash=sha256:a36692b8491d30a8c75f1dfee65bef119d6f39ea84ee04d9f9311f83c5ad9390 \
-    --hash=sha256:a47681378a0439215912ef542c45a783484d4dd82bac412b71e59cf9c0e1cea0 \
-    --hash=sha256:a7c06742645f914f26c7f1fa47b8bc4c91d222f76ee20116c43d5ef0912bba2d \
-    --hash=sha256:a9a2203361a6e6404f80b99234fe7fb37d1fc73487b5a78dc1aa5b97201e0f22 \
-    --hash=sha256:ab232e7fdb44cdfbf55fc3afa31bcdb0d8980b9b95c38b6405df2acb672af0e0 \
-    --hash=sha256:ad85e269fe54d506b240d2d7b9f5f2057c2aa9a2ea5b32c66f8902f768117ed2 \
-    --hash=sha256:af338aa93554be859173c39c85243970dc6a289fa907402289eeae7543e1ae18 \
-    --hash=sha256:afd964fd43b10c12213574db492cb8f73b2f0826c8df07a68288f8f19af2ebe6 \
-    --hash=sha256:b32888aad8b6e68f83a8fdccbf3165f5469702a7544472bdf41f582970ed3311 \
-    --hash=sha256:c31eebe420a9a5d2887b13000b043ff6ca27c452a9a22fa71f35f118e8d4bf89 \
-    --hash=sha256:caea3e9c79d5f0d2c6d9ab96111601797ea5da8e6d0723f77eabb0d4068d2b2f \
-    --hash=sha256:cf30f6e3c077c8e6a9a7809c94551203c8843e74ba0c960f4a98cd80d4665d39 \
-    --hash=sha256:d40770d7c0fd5cbed9d84b2c3f2e156431a12c9a37dc6284060fb4bec0b7ffd4 \
-    --hash=sha256:d8a210b158a34164de8bb68b0e7780041a903d7b00c87e906fb69928bf7890d5 \
-    --hash=sha256:dc4a8d2b25efb6681ecacad42fca8859f88092d8732b170de6a5dddd80a1c8fa \
-    --hash=sha256:df7d30371a2accfe4013e90445f6388c570f103d61019b6b7c57e0265250072a \
-    --hash=sha256:e01375f275f010fcbf7f643b4279896d04e571889b8a5b3f848423d91bf07050 \
-    --hash=sha256:e1a4120ae5705f673727d3253de3ed0e016f7cd78dc463db1b31e2463e1f3cf6 \
-    --hash=sha256:e228514a06843cae89621384cfe3a80418f3c04aadf8a3b14e46a7be704e4235 \
-    --hash=sha256:e405adefb53a435f01efa7ccdec012c016b5a1d3f35459990afc39b6be4d5056 \
-    --hash=sha256:e6b13af258d6a9ad602d57d889f83b9d5543acd471eee12eb51f5b01f8eb1bc2 \
-    --hash=sha256:e6f40a8aa5a92f150bdb3e1c44b7e98fb7113955b2e5394122fa5532fec4b418 \
-    --hash=sha256:e71d5c6ebac14875668a1e90baf2ea0ef5b7ac7918355850c0908ae82bcb297c \
-    --hash=sha256:ed7c635ae45cfbc1a7371f708727bf74690daedc49b4dba310590ca0bd28aa8a \
-    --hash=sha256:f38e60678850c42461d4202739f9bf1e3a737c7ad283638251e79cc49effb6b6 \
-    --hash=sha256:f66eb08feaa410fe4eebd17f2a2c8e2e46d3476e9f8c783daa8e09e0faa666d0 \
-    --hash=sha256:f9b2601381be482f70e5d1051a5965c25fb3625455a2bf520b5a077b22afb775 \
-    --hash=sha256:fbd3c8319de8e1dc79d346929cd71d523622da527cca14e0c1d257e31c2b8b10 \
-    --hash=sha256:fd341868a4b6714a5962c1af0bd44f7c404ef78720c7de4892901e540417111c
+wrapt==2.3.0 \
+    --hash=sha256:0a45ffae742ce91a16e11cb6c7cd71e7f9994f3cbd283b962ab093f5c6dcf525 \
+    --hash=sha256:0bb2797048db0956348cb3058c33bc4184614f13231389cfbccc16a5d32780a7 \
+    --hash=sha256:0d3fb71e65b001adfc42684522eeccd9c21d8ba679945abc993439567b66e59f \
+    --hash=sha256:0db083387d6e75ec0be8173ecbf0e811cf60bae1cc75a815feb104167ea10d4d \
+    --hash=sha256:10461884b3014fbfc8eb7d09a93c5f246363e6711d9d881f95eb8c27fdef049f \
+    --hash=sha256:1236fa25173ca964c97422470482e9011b9e3c7ed0d75798b40b3da3b0e0e760 \
+    --hash=sha256:141ed6211286a9660d8d6702de598b43f0934b4f0eda16393f100a80f501d945 \
+    --hash=sha256:1598becd30f8f2777d18564064eb4f4dbe1ab0e05a8f09786d0ef505ac782bf3 \
+    --hash=sha256:195b1842b4122fb54e3cd3dd5b2b4aa49302a5a61da901df0481f5c97aedde84 \
+    --hash=sha256:1d6159c9b2fefec02314e1332dbbbfaf960e369dfd26bcf7f8b258b5732065b3 \
+    --hash=sha256:22cc5c0a717bd4da87018ae0bffd4c19c6fb679d3ff357216ba566ab26c76cab \
+    --hash=sha256:242b60c21e30866e6a2fa606c612b47c553fa60c0eaeeeb7797fb842ac0ce609 \
+    --hash=sha256:24da48596326ef8e448cfa837b454f638713d3531262375f00e5a9681682fc07 \
+    --hash=sha256:261f53870cd4fb2bf38f9f972c56c728fd224cb7c65721307de59d9e7e6741ae \
+    --hash=sha256:2935d5454b3f179a29b12cf390ee47246740ba2c3a7545b1b46ba31a5f2a4a0b \
+    --hash=sha256:2e49885a62ec4ee854d1b9e6371fda6afd219917225752abf729a3f36d4df9a5 \
+    --hash=sha256:379f670f45b7bb8993edd9f6fc36c6cc65edb81cffa0b504be34acb0303fff0a \
+    --hash=sha256:3873c3c5ca9f4ef91f693602eca19d1f1e7c410338df82a4ff11d826b5896a8f \
+    --hash=sha256:392158c9a7f2ab1b8699418bfc0fe6f83548788c418b27d7bf2019ad3405cebb \
+    --hash=sha256:39febbee6d77301d31da6996b152ce52452da7c7ef72aba10c2fa976dff9c295 \
+    --hash=sha256:3d1c2c1b808600d2ea808e6360910a60ed5f409a4011655e10f9164ba0a414a6 \
+    --hash=sha256:3da470536bf9645143323dd41b32db55c6f4304ad382094c1a1da8a92061e10d \
+    --hash=sha256:418f54bb09d1762db02c7009b4051149893af3153a87f92d70356703c11eea02 \
+    --hash=sha256:42869085687f0aefd57c0f636c3f9354f8ffb321a8ba9cb52d19beb796e561c5 \
+    --hash=sha256:45c9279b373d15649dfa2c2077cb3408ea1a6d3125afbdab9d6b809a66f68e14 \
+    --hash=sha256:4fa0df3bff4e7ce45759f33fd39335fe2f60477bb9ecf7b8aa41e7d07ee36a23 \
+    --hash=sha256:50f416b74d092bb9f41b424e90dd457f365f7ba4b11de62a23679769a21bd85c \
+    --hash=sha256:51a7a4181c1295774812271fbcd7c909df372bc25579d4ed9eb875caaf0ae86f \
+    --hash=sha256:54ca1d5573f69b5fe1d74f1f65799c68015e82f685efec9fd8cfa40a094c44d0 \
+    --hash=sha256:5ab559e1b2551d23d54db2a0001c6d73bad022a254639561c5f6c382a9d6c2fe \
+    --hash=sha256:5ba1e5e08ddc46130e9682b2c249f2d1dd39bda9106ed4bd401b7519f18f41bd \
+    --hash=sha256:5d221a6e6ddd302b8397433184e96b59f259f50024b854db1c411a881586b6b8 \
+    --hash=sha256:6208f302f110295d64b22a7ac96500c791bf492dce4366e622e4912b077c9687 \
+    --hash=sha256:626b69db2021aa01671ec7bbc9740e558522bd44c18cf2ce69bf3d666a014109 \
+    --hash=sha256:628f3ba8ec793a5b10a6cd8c6c6b7b55eb552abd1f3bd301336acb74c7a82dfe \
+    --hash=sha256:629d73378082c00a8173031f9fb30a3ac6abbc894a5bfdfae71fabc60642d501 \
+    --hash=sha256:646d20d413ffcd1b0a2f700076e2d0252d872dcb7754860a73e45a59ea883614 \
+    --hash=sha256:67bfe2485f50368c3fcd2275fc1fd100e350d601e0058921a7c82678a465aeab \
+    --hash=sha256:681a2d0eefd721998f90642762b8e75c2159ec531b20ad5e437245ea7b06a107 \
+    --hash=sha256:69e477046f2237ef0bc6547544ee73008dc764ca26eff44f09e976d221b34d5d \
+    --hash=sha256:6db604ef0c67bdb2042ecdfd7b7f037cf09733557ca42360d1018285634f7b98 \
+    --hash=sha256:729126e667da34d251b8ebf8a45ef0c5ddadc21542b3d6e1abf4259ece6508df \
+    --hash=sha256:73d0b10b64620a2cf4bc3d31775c4d9527e309a5549e4379e3bf71e8d2dc193e \
+    --hash=sha256:7ebb274aba688b043429eb1500ff8a76ce0cb8ac0812ca3e301f06247b8722b3 \
+    --hash=sha256:8159ec0b0cb7608175eb150de94c19e34f4d47ac655f5ca9baf45df6b688ffd3 \
+    --hash=sha256:816877aa749253149f9ecfd2635d4d948ecfa338e1a0311d187b1acb1bb8a3eb \
+    --hash=sha256:85de890ff968196e92dd1ae73a9fb8970495e7650a457b1c9ef0ac3dd550bce2 \
+    --hash=sha256:8f8a1c6472675956cece9a8f403f43c3594f1681319eed2dd56f60877397c636 \
+    --hash=sha256:9045917809c63fdf7abe3a2ceaed3d670b8ee4500ddd9291192d30aeb34467c5 \
+    --hash=sha256:932dced0a7b2950ed58a3325536a1dcb7b58e7330af54e8552d2e566b5328b99 \
+    --hash=sha256:93513bec052c6cd987f9f580c3df068c8bc4ebae6543736be3ca7ec5959cafcd \
+    --hash=sha256:9790ea25190a4e0fe4cdf4eeb868e9d75f8a024a70a5b6bf9c348a3a2b72e731 \
+    --hash=sha256:9f5d2aec29dfc76c37e23897dee92766a3fd4f3bff3ae7fc9c6b4bf37d8c1360 \
+    --hash=sha256:a65e8db2b4e90c2e7ade931086351c98ef420bf7a94ee08c95ac8a3cbbc43579 \
+    --hash=sha256:a6b5984cd65dd639546f0eb4b8eacf1c31cb2fe9fb5c27bffe240987cdb2cf84 \
+    --hash=sha256:a6e19531ae33c508cea7d84a7edfda01fa86e51b8d1a93a77712c55e6e469152 \
+    --hash=sha256:abc71504669d126d91f89fc0e388c6295d8fbd2439be884f175133fda8aa403c \
+    --hash=sha256:ac870cc97b73bb00ac353329e9559a4bebc47c4c86792ed9b23b58c15b6ad838 \
+    --hash=sha256:ad71df7a04dd3497e9302e81f4a7c91bd401ea0e15a9df9029527900f94bee43 \
+    --hash=sha256:b1e5aa486e269b00ed35e64771c7d0ab8096cfd2643405ca8cd60ebedc099a51 \
+    --hash=sha256:b4fc96b159af0a3e0faa72475a69d66292bea72a5bed1e1aca1bffbddc3cb2b0 \
+    --hash=sha256:b767a9566f165dd14decf8f4194c6bb0ce3a8420cec213824e05a99400c9260a \
+    --hash=sha256:bff9a671bc00709cab5a7f745c592b5671873449db0ee2a569af994f16b29a4d \
+    --hash=sha256:c3b476ae63b4a3b4da681aafcb25ff3542d289fbda8b5da7caf76aaffafafdbb \
+    --hash=sha256:c4bded758ad6f03b965830944a2f0bc5b2eb3767fe5a7310134315d1a6610e98 \
+    --hash=sha256:c8388ba7faf5dbf9ee106bb70d66f257629b1bd98091123e19e8a4553a319199 \
+    --hash=sha256:c8858d8ff9822a081e3cc49ae1b3b22f0f789c14001cdac8f94564010d9c9d66 \
+    --hash=sha256:c88abcf53daef80e01a75c7530e727fa6e2c1888fe83e3dcdba4c96216a1f5c7 \
+    --hash=sha256:cc2cea812e5cb179a796b766747e7d3b21088760d8deb95676d482b8c8e6fa7d \
+    --hash=sha256:cd3a2edf0427013736b8127955cec62608c56e53ea47e82812ea32059cda407f \
+    --hash=sha256:cdc021cb0b62471d6aac7f2bd92f3b4658073775f9ee7fcd325c511129e7bcc8 \
+    --hash=sha256:ce9f398f868d2b3b27aa2ea4de79645ef9077aeeac8dfc2814b0d542c6a2b87f \
+    --hash=sha256:d0077f3d65541925fa83002f967b22ad6550d24813ac64cb905f717194128d9c \
+    --hash=sha256:d0f7284f88f4833705132d06d3b425a43095c2cbd07c58166aac3ab646ba12a4 \
+    --hash=sha256:d2cc64539da63e39ffb9c7ede849b6e8ddaaf7b3876b5cfb04efd85a5f3f4eb6 \
+    --hash=sha256:d8c7ed08477429752b8c44991f40ad7838b18332a160698740a6bfbc10d998a2 \
+    --hash=sha256:df4ce31150bcd5d9f36f816aac3010ab4f4bf8672ac1d3b0ac7d539ec61c7c02 \
+    --hash=sha256:e045ff75d7d94900fc32896ed93c45ce2d2cac28c9dead582ff9a5a49d446e35 \
+    --hash=sha256:e2e692bc0d63f881cf7006730a56bd4e0c2fab5dc318466942805d692b166276 \
+    --hash=sha256:e31734c5077f29f892b2565eee5106d610278151ad49fc6a9d69a647cd5730e2 \
+    --hash=sha256:e3b9eaa742ae7a0aaaaad4ca4b69469d757af2d6e6663ef1dadc47adec0aeb41 \
+    --hash=sha256:e3f3d7ec0a51fbfe00d3aef047641ff2c58b25565b4717fc1f90e050be01cba8 \
+    --hash=sha256:e5301c35cf75655eb33498f2bd6ae8703ca19940e3167dc9cdf740c712a39c60 \
+    --hash=sha256:ea52a0d0f08c584943d5764be0e84efa912c8da23c23e1e285ff2f5641c18fcc \
+    --hash=sha256:ed635a9ca4f3a5a2b900c10c69e823373bc00ebc114b459383596d3487da3570 \
+    --hash=sha256:fb8e2e6704a1e0b1b989546c69e2688371ef4a07fa5f61bde3eb6211186f5ac1 \
+    --hash=sha256:fc648a335d7e01adb3640b25f02fd0ea05886cf04d0af7f4ee902bc7b5e466e8 \
+    --hash=sha256:fc82c2ccc8e234c844f5303d9f2984b346dcdd53e94823ce8420d2c75b4b9023 \
+    --hash=sha256:fd1f2f557dd3491fe75905e578f4db967393d40d1a8f468edc4d40ac7f2d5944 \
+    --hash=sha256:fd85b0aa88efdb189d6ae2f35f4526943a8f091c38599c9c31478241c819e6a1
     # via aiobotocore
-yarl==1.23.0 \
-    --hash=sha256:03214408cfa590df47728b84c679ae4ef00be2428e11630277be0727eba2d7cc \
-    --hash=sha256:041b1a4cefacf65840b4e295c6985f334ba83c30607441ae3cf206a0eed1a2e4 \
-    --hash=sha256:0793e2bd0cf14234983bbb371591e6bea9e876ddf6896cdcc93450996b0b5c85 \
-    --hash=sha256:0e1fdaa14ef51366d7757b45bde294e95f6c8c049194e793eedb8387c86d5993 \
-    --hash=sha256:0e40111274f340d32ebcc0a5668d54d2b552a6cca84c9475859d364b380e3222 \
-    --hash=sha256:115136c4a426f9da976187d238e84139ff6b51a20839aa6e3720cd1026d768de \
-    --hash=sha256:13a563739ae600a631c36ce096615fe307f131344588b0bc0daec108cdb47b25 \
-    --hash=sha256:16c6994ac35c3e74fb0ae93323bf8b9c2a9088d55946109489667c510a7d010e \
-    --hash=sha256:170e26584b060879e29fac213e4228ef063f39128723807a312e5c7fec28eff2 \
-    --hash=sha256:17235362f580149742739cc3828b80e24029d08cbb9c4bda0242c7b5bc610a8e \
-    --hash=sha256:1932b6b8bba8d0160a9d1078aae5838a66039e8832d41d2992daa9a3a08f7860 \
-    --hash=sha256:1b6b572edd95b4fa8df75de10b04bc81acc87c1c7d16bcdd2035b09d30acc957 \
-    --hash=sha256:1c3a3598a832590c5a3ce56ab5576361b5688c12cb1d39429cf5dba30b510760 \
-    --hash=sha256:1c57676bdedc94cd3bc37724cf6f8cd2779f02f6aba48de45feca073e714fe52 \
-    --hash=sha256:1dc702e42d0684f42d6519c8d581e49c96cefaaab16691f03566d30658ee8788 \
-    --hash=sha256:21d1b7305a71a15b4794b5ff22e8eef96ff4a6d7f9657155e5aa419444b28912 \
-    --hash=sha256:23f371bd662cf44a7630d4d113101eafc0cfa7518a2760d20760b26021454719 \
-    --hash=sha256:2569b67d616eab450d262ca7cb9f9e19d2f718c70a8b88712859359d0ab17035 \
-    --hash=sha256:263cd4f47159c09b8b685890af949195b51d1aa82ba451c5847ca9bc6413c220 \
-    --hash=sha256:2803ed8b21ca47a43da80a6fd1ed3019d30061f7061daa35ac54f63933409412 \
-    --hash=sha256:2a6940a074fb3c48356ed0158a3ca5699c955ee4185b4d7d619be3c327143e05 \
-    --hash=sha256:2e27c8841126e017dd2a054a95771569e6070b9ee1b133366d8b31beb5018a41 \
-    --hash=sha256:31c9921eb8bd12633b41ad27686bbb0b1a2a9b8452bfdf221e34f311e9942ed4 \
-    --hash=sha256:34b6cf500e61c90f305094911f9acc9c86da1a05a7a3f5be9f68817043f486e4 \
-    --hash=sha256:3650dc2480f94f7116c364096bc84b1d602f44224ef7d5c7208425915c0475dd \
-    --hash=sha256:389871e65468400d6283c0308e791a640b5ab5c83bcee02a2f51295f95e09748 \
-    --hash=sha256:39004f0ad156da43e86aa71f44e033de68a44e5a31fc53507b36dd253970054a \
-    --hash=sha256:394906945aa8b19fc14a61cf69743a868bb8c465efe85eee687109cc540b98f4 \
-    --hash=sha256:3ceb13c5c858d01321b5d9bb65e4cf37a92169ea470b70fec6f236b2c9dd7e34 \
-    --hash=sha256:411225bae281f114067578891bc75534cfb3d92a3b4dfef7a6ca78ba354e6069 \
-    --hash=sha256:44bb7bef4ea409384e3f8bc36c063d77ea1b8d4a5b2706956c0d6695f07dcc25 \
-    --hash=sha256:4503053d296bc6e4cbd1fad61cf3b6e33b939886c4f249ba7c78b602214fabe2 \
-    --hash=sha256:4764a6a7588561a9aef92f65bda2c4fb58fe7c675c0883862e6df97559de0bfb \
-    --hash=sha256:4966242ec68afc74c122f8459abd597afd7d8a60dc93d695c1334c5fd25f762f \
-    --hash=sha256:4a42e651629dafb64fd5b0286a3580613702b5809ad3f24934ea87595804f2c5 \
-    --hash=sha256:4a59ba56f340334766f3a4442e0efd0af895fae9e2b204741ef885c446b3a1a8 \
-    --hash=sha256:4c41e021bc6d7affb3364dc1e1e5fa9582b470f283748784bd6ea0558f87f42c \
-    --hash=sha256:5023346c4ee7992febc0068e7593de5fa2bf611848c08404b35ebbb76b1b0512 \
-    --hash=sha256:50f9d8d531dfb767c565f348f33dd5139a6c43f5cbdf3f67da40d54241df93f6 \
-    --hash=sha256:51430653db848d258336cfa0244427b17d12db63d42603a55f0d4546f50f25b5 \
-    --hash=sha256:531ef597132086b6cf96faa7c6c1dcd0361dd5f1694e5cc30375907b9b7d3ea9 \
-    --hash=sha256:53ad387048f6f09a8969631e4de3f1bf70c50e93545d64af4f751b2498755072 \
-    --hash=sha256:53b1ea6ca88ebd4420379c330aea57e258408dd0df9af0992e5de2078dc9f5d5 \
-    --hash=sha256:575aa4405a656e61a540f4a80eaa5260f2a38fff7bfdc4b5f611840d76e9e277 \
-    --hash=sha256:578110dd426f0d209d1509244e6d4a3f1a3e9077655d98c5f22583d63252a08a \
-    --hash=sha256:5ec2f42d41ccbd5df0270d7df31618a8ee267bfa50997f5d720ddba86c4a83a6 \
-    --hash=sha256:5ee586fb17ff8f90c91cf73c6108a434b02d69925f44f5f8e0d7f2f260607eae \
-    --hash=sha256:5f10fd85e4b75967468af655228fbfd212bdf66db1c0d135065ce288982eda26 \
-    --hash=sha256:609d3614d78d74ebe35f54953c5bbd2ac647a7ddb9c30a5d877580f5e86b22f2 \
-    --hash=sha256:62694e275c93d54f7ccedcfef57d42761b2aad5234b6be1f3e3026cae4001cd4 \
-    --hash=sha256:63e92247f383c85ab00dd0091e8c3fa331a96e865459f5ee80353c70a4a42d70 \
-    --hash=sha256:682bae25f0a0dd23a056739f23a134db9f52a63e2afd6bfb37ddc76292bbd723 \
-    --hash=sha256:6b41389c19b07c760c7e427a3462e8ab83c4bb087d127f0e854c706ce1b9215c \
-    --hash=sha256:6e87a6e8735b44816e7db0b2fbc9686932df473c826b0d9743148432e10bb9b9 \
-    --hash=sha256:6f0fd84de0c957b2d280143522c4f91a73aada1923caee763e24a2b3fda9f8a5 \
-    --hash=sha256:70efd20be968c76ece7baa8dafe04c5be06abc57f754d6f36f3741f7aa7a208e \
-    --hash=sha256:71d006bee8397a4a89f469b8deb22469fe7508132d3c17fa6ed871e79832691c \
-    --hash=sha256:73309162a6a571d4cbd3b6a1dcc703c7311843ae0d1578df6f09be4e98df38d4 \
-    --hash=sha256:75e3026ab649bf48f9a10c0134512638725b521340293f202a69b567518d94e0 \
-    --hash=sha256:76855800ac56f878847a09ce6dba727c93ca2d89c9e9d63002d26b916810b0a2 \
-    --hash=sha256:7c6b9461a2a8b47c65eef63bb1c76a4f1c119618ffa99ea79bc5bb1e46c5821b \
-    --hash=sha256:803a3c3ce4acc62eaf01eaca1208dcf0783025ef27572c3336502b9c232005e7 \
-    --hash=sha256:80e6d33a3d42a7549b409f199857b4fb54e2103fc44fb87605b6663b7a7ff750 \
-    --hash=sha256:8419ebd326430d1cbb7efb5292330a2cf39114e82df5cc3d83c9a0d5ebeaf2f2 \
-    --hash=sha256:85610b4f27f69984932a7abbe52703688de3724d9f72bceb1cca667deff27474 \
-    --hash=sha256:85e9beda1f591bc73e77ea1c51965c68e98dafd0fec72cdd745f77d727466716 \
-    --hash=sha256:877b0738624280e34c55680d6054a307aa94f7d52fa0e3034a9cc6e790871da7 \
-    --hash=sha256:88f9fb0116fbfcefcab70f85cf4b74a2b6ce5d199c41345296f49d974ddb4123 \
-    --hash=sha256:8c4fe09e0780c6c3bf2b7d4af02ee2394439d11a523bbcf095cf4747c2932007 \
-    --hash=sha256:93a784271881035ab4406a172edb0faecb6e7d00f4b53dc2f55919d6c9688595 \
-    --hash=sha256:94f8575fbdf81749008d980c17796097e645574a3b8c28ee313931068dad14fe \
-    --hash=sha256:95451e6ce06c3e104556d73b559f5da6c34a069b6b62946d3ad66afcd51642ea \
-    --hash=sha256:99c8a9ed30f4164bc4c14b37a90208836cbf50d4ce2a57c71d0f52c7fb4f7598 \
-    --hash=sha256:9a18d6f9359e45722c064c97464ec883eb0e0366d33eda61cb19a244bf222679 \
-    --hash=sha256:9cbf44c5cb4a7633d078788e1b56387e3d3cf2b8139a3be38040b22d6c3221c8 \
-    --hash=sha256:9ee33b875f0b390564c1fb7bc528abf18c8ee6073b201c6ae8524aca778e2d83 \
-    --hash=sha256:a0e317df055958a0c1e79e5d2aa5a5eaa4a6d05a20d4b0c9c3f48918139c9fc6 \
-    --hash=sha256:a2df6afe50dea8ae15fa34c9f824a3ee958d785fd5d089063d960bae1daa0a3f \
-    --hash=sha256:a31de1613658308efdb21ada98cbc86a97c181aa050ba22a808120bb5be3ab94 \
-    --hash=sha256:a3d2bff8f37f8d0f96c7ec554d16945050d54462d6e95414babaa18bfafc7f51 \
-    --hash=sha256:a41bcf68efd19073376eb8cf948b8d9be0af26256403e512bb18f3966f1f9120 \
-    --hash=sha256:a82836cab5f197a0514235aaf7ffccdc886ccdaa2324bc0aafdd4ae898103039 \
-    --hash=sha256:a8d00f29b42f534cc8aa3931cfe773b13b23e561e10d2b26f27a8d309b0e82a1 \
-    --hash=sha256:aafe5dcfda86c8af00386d7781d4c2181b5011b7be3f2add5e99899ea925df05 \
-    --hash=sha256:ab5f043cb8a2d71c981c09c510da013bc79fd661f5c60139f00dd3c3cc4f2ffb \
-    --hash=sha256:ac09d42f48f80c9ee1635b2fcaa819496a44502737660d3c0f2ade7526d29144 \
-    --hash=sha256:aecfed0b41aa72b7881712c65cf764e39ce2ec352324f5e0837c7048d9e6daaa \
-    --hash=sha256:b2c6b50c7b0464165472b56b42d4c76a7b864597007d9c085e8b63e185cf4a7a \
-    --hash=sha256:b35d13d549077713e4414f927cdc388d62e543987c572baee613bf82f11a4b99 \
-    --hash=sha256:b39cb32a6582750b6cc77bfb3c49c0f8760dc18dc96ec9fb55fbb0f04e08b928 \
-    --hash=sha256:b5405bb8f0e783a988172993cfc627e4d9d00432d6bbac65a923041edacf997d \
-    --hash=sha256:baaf55442359053c7d62f6f8413a62adba3205119bcb6f49594894d8be47e5e3 \
-    --hash=sha256:bd654fad46d8d9e823afbb4f87c79160b5a374ed1ff5bde24e542e6ba8f41434 \
-    --hash=sha256:be61f6fff406ca40e3b1d84716fde398fc08bc63dd96d15f3a14230a0973ed86 \
-    --hash=sha256:bf49a3ae946a87083ef3a34c8f677ae4243f5b824bfc4c69672e72b3d6719d46 \
-    --hash=sha256:c4a80f77dc1acaaa61f0934176fccca7096d9b1ff08c8ba9cddf5ae034a24319 \
-    --hash=sha256:c75eb09e8d55bceb4367e83496ff8ef2bc7ea6960efb38e978e8073ea59ecb67 \
-    --hash=sha256:c7f8dc16c498ff06497c015642333219871effba93e4a2e8604a06264aca5c5c \
-    --hash=sha256:c8aa34a5c864db1087d911a0b902d60d203ea3607d91f615acd3f3108ac32169 \
-    --hash=sha256:cbb0fef01f0c6b38cb0f39b1f78fc90b807e0e3c86a7ff3ce74ad77ce5c7880c \
-    --hash=sha256:cde9a2ecd91668bcb7f077c4966d8ceddb60af01b52e6e3e2680e4cf00ad1a59 \
-    --hash=sha256:cff6d44cb13d39db2663a22b22305d10855efa0fa8015ddeacc40bc59b9d8107 \
-    --hash=sha256:d1009abedb49ae95b136a8904a3f71b342f849ffeced2d3747bf29caeda218c4 \
-    --hash=sha256:d38c1e8231722c4ce40d7593f28d92b5fc72f3e9774fe73d7e800ec32299f63a \
-    --hash=sha256:d53834e23c015ee83a99377db6e5e37d8484f333edb03bd15b4bc312cc7254fb \
-    --hash=sha256:d7504f2b476d21653e4d143f44a175f7f751cd41233525312696c76aa3dbb23f \
-    --hash=sha256:dbf507e9ef5688bada447a24d68b4b58dd389ba93b7afc065a2ba892bea54769 \
-    --hash=sha256:dc52310451fc7c629e13c4e061cbe2dd01684d91f2f8ee2821b083c58bd72432 \
-    --hash=sha256:dd00607bffbf30250fe108065f07453ec124dbf223420f57f5e749b04295e090 \
-    --hash=sha256:dda608c88cf709b1d406bdfcd84d8d63cff7c9e577a403c6108ce8ce9dcc8764 \
-    --hash=sha256:debe9c4f41c32990771be5c22b56f810659f9ddf3d63f67abfdcaa2c6c9c5c1d \
-    --hash=sha256:e09fd068c2e169a7070d83d3bde728a4d48de0549f975290be3c108c02e499b4 \
-    --hash=sha256:e0fd068364a6759bc794459f0a735ab151d11304346332489c7972bacbe9e72b \
-    --hash=sha256:e4c53f8347cd4200f0d70a48ad059cabaf24f5adc6ba08622a23423bc7efa10d \
-    --hash=sha256:e5723c01a56c5028c807c701aa66722916d2747ad737a046853f6c46f4875543 \
-    --hash=sha256:e7b0460976dc75cb87ad9cc1f9899a4b97751e7d4e77ab840fc9b6d377b8fd24 \
-    --hash=sha256:e9d9a4d06d3481eab79803beb4d9bd6f6a8e781ec078ac70d7ef2dcc29d1bea5 \
-    --hash=sha256:ead11956716a940c1abc816b7df3fa2b84d06eaed8832ca32f5c5e058c65506b \
-    --hash=sha256:ed5f69ce7be7902e5c70ea19eb72d20abf7d725ab5d49777d696e32d4fc1811d \
-    --hash=sha256:f2af5c81a1f124609d5f33507082fc3f739959d4719b56877ab1ee7e7b3d602b \
-    --hash=sha256:f40e782d49630ad384db66d4d8b73ff4f1b8955dc12e26b09a3e3af064b3b9d6 \
-    --hash=sha256:f514f6474e04179d3d33175ed3f3e31434d3130d42ec153540d5b157deefd735 \
-    --hash=sha256:f69f57305656a4852f2a7203efc661d8c042e6cc67f7acd97d8667fb448a426e \
-    --hash=sha256:fb1e8b8d66c278b21d13b0a7ca22c41dd757a7c209c6b12c313e445c31dd3b28 \
-    --hash=sha256:fb4948814a2a98e3912505f09c9e7493b1506226afb1f881825368d6fb776ee3 \
-    --hash=sha256:fda207c815b253e34f7e1909840fd14299567b1c0eb4908f8c2ce01a41265401 \
-    --hash=sha256:fe8f8f5e70e6dbdfca9882cd9deaac058729bcf323cf7a58660901e55c9c94f6 \
-    --hash=sha256:fffc45637bcd6538de8b85f51e3df3223e4ad89bccbfca0481c08c7fc8b7ed7d
+yarl==1.24.5 \
+    --hash=sha256:0055afc45e864b92729ac7600e2d102c17bef060647e74bca75fa84d66b9ff36 \
+    --hash=sha256:0465ec8cedc2349b97a6b595ace64084a50c6e839eca40aa0626f38b8350e331 \
+    --hash=sha256:0ebfaffe1a16cb72141c8e09f18cc76856dbe58639f393a4f2b26e474b96b871 \
+    --hash=sha256:16a2f5010280020e90f5330257e6944bc33e73593b136cc5a241e6c1dc292498 \
+    --hash=sha256:17f57620f5475b3c69109376cc87e42a7af5db13c9398e4292772a706ff10780 \
+    --hash=sha256:2120b96872df4a117cde97d270bac96aea7cc52205d305cf4611df694a487027 \
+    --hash=sha256:240cbec09667c1fed4c6cd0060b9ec57332427d7441289a2ed8875dc9fb2b224 \
+    --hash=sha256:24e861e9630e0daddcb9191fb187f60f034e17a4426f8101279f0c475cd74144 \
+    --hash=sha256:2729fcfc4f6a596fb0c50f32090400aa9367774ac296a00387e65098c0befa76 \
+    --hash=sha256:2c1fe720934a16ea8e7146175cba2126f87f54912c8c5435e7f7c7a51ef808d3 \
+    --hash=sha256:2cabe6546e41dabe439999a23fcb5246e0c3b595b4315b96ef755252be90caeb \
+    --hash=sha256:2dbe06fc16bc91502bca713704022182e5729861ae00277c3a23354b40929740 \
+    --hash=sha256:3363fcc96e665878946ad7a106b9a13eac0541766a690ef287c0232ac768b6ec \
+    --hash=sha256:377fe3732edbaf78ee74efdf2c9f49f6e99f20e7f9d2649fda3eb4badd77d76e \
+    --hash=sha256:3ac6aff147deb9c09461b2d4bbdf6256831198f5d8a23f5d37138213090b6d8a \
+    --hash=sha256:3f45789ce415a7ec0820dc4f82925f9b5f7732070be1dec1f5f23ec381435a24 \
+    --hash=sha256:4103b77b8a8225e413107d2349b65eb3c1c52627b5cc5c3c4c1c6a798b218950 \
+    --hash=sha256:4377407001ca3c057773f44d8ddd6358fa5f691407c1ba92210bd3cf8d9e4c95 \
+    --hash=sha256:46c2f213e23a04b93a392942d782eb9e413e6ef6bf7c8c53884e599a5c174dcb \
+    --hash=sha256:47e98aab9d8d82ff682e7b0b5dded33bf138a32b817fcf7fa3b27b2d7c412928 \
+    --hash=sha256:4a36f9becdd4c5c52a20c3e9484128b070b1dcfc8944c006f3a528295a359a9c \
+    --hash=sha256:4af7b7e1be0a69bee8210735fe6dcfc38879adfac6d62e789d53ba432d1ffa41 \
+    --hash=sha256:4d97a951a81039050e45f04e96689b58b8243fa5e62aa14fe67cb6075300885e \
+    --hash=sha256:4db9aecb141cb7a5447171b57aa1ed3a8fee06af40b992ffc31206c0b0121550 \
+    --hash=sha256:53e549287ef628fecba270045c9701b0c564563a9b0577d24a4ec75b8ab8040f \
+    --hash=sha256:56b149b22de33b23b0c6077ab9518c6dcb538ad462e1830e68d06591ccf6e38b \
+    --hash=sha256:570fec8fbd22b032733625f03f10b7ff023bc399213db15e72a7acaef28c2f4e \
+    --hash=sha256:5b8ee53be440a0cffc991a27be3057e0530122548dbe7c0892df08822fce5ede \
+    --hash=sha256:5ba4f78df2bcc19f764a4b26a8a4f5049c110090ad5825993aacb052bf8003ad \
+    --hash=sha256:5c55256dee8f4b27bfbf636c8363383c7c8db7890c7cba5217d7bd5f5f21dab6 \
+    --hash=sha256:5c88e5815a49d289e599f3513aa7fde0bc2092ff188f99c940f007f90f53d104 \
+    --hash=sha256:5fede79c6f73ff2c3ef822864cb1ada23196e62756df53bc6231d351a49516a2 \
+    --hash=sha256:65be18ec59496c13908f02a2472751d9ef840b4f3fb5726f129306bf6a2a7bba \
+    --hash=sha256:66410eb6345d467151934b49bfa70fb32f5b35a6140baa40ad97d6436abea2e9 \
+    --hash=sha256:665b0a2c463cc9423dd647e0bfd9f4ccc9b50f768c55304d5e9f80b177c1de12 \
+    --hash=sha256:6b8536851f9f65e7f00c7a1d49ba7f2be0ffe2c11555367fc9f50d9f842410a1 \
+    --hash=sha256:6c95b17fe34ed802f17e205112e6e10db92275c34fee290aa9bdc55a9c724027 \
+    --hash=sha256:6e73e7fe93f17a7b191f52ec9da9dd8c06a8fe735a1ecbd13b97d1c723bff385 \
+    --hash=sha256:6efbccc3d7f75d5b03105172a8dc86d82ba4da86817952529dd93185f4a88be2 \
+    --hash=sha256:709f1efed56c4a145793c046cd4939f9959bcd818979a787b77d8e09c57a0840 \
+    --hash=sha256:79af890482fc94648e8cde4c68620378f7fef60932710fa17a66abc039244da2 \
+    --hash=sha256:7bcbe0fcf850eae67b6b01749815a4f7161c560a844c769ad7b48fcd99f791c4 \
+    --hash=sha256:7c0494a31a1ac5461a226e7947a9c9b78c44e1dc7185164fa7e9651557a5d9bc \
+    --hash=sha256:7ce27823052e2013b597e0c738b13e7e36b8ccb9400df8959417b052ab0fd92c \
+    --hash=sha256:7f72c74aa99359e27a2ee8d6613fefa28b5f76a983c083074dfc2aaa4ab46213 \
+    --hash=sha256:7fa5e51397466ea7e98de493fa2ff1b8193cfef8a7b0f9b4842f92d342df0dba \
+    --hash=sha256:82632daed195dcc8ea664e8556dc9bdbd671960fb3776bd92806ce05792c2448 \
+    --hash=sha256:82f75e05912e84b7a0fe57075d9c59de3cb352b928330f2eb69b2e1f54c3e1f0 \
+    --hash=sha256:841f0852f48fefea3b12c9dfec00704dfa3aef5215d0e3ce564bb3d7cd8d57c6 \
+    --hash=sha256:874019bd513008b009f58657134e5d0c5e030b3559bd0553976837adf52fe966 \
+    --hash=sha256:88f50c94e21a0a7f14042c015b0eba1881af78562e7bf007e0033e624da59750 \
+    --hash=sha256:89a1bbb58e0e3f7a283653d854b1e95d65e5cfd4af224dac5f02629ec1a3e621 \
+    --hash=sha256:8a6987eaad834cb32dd57d9d582225f0054a5d1af706ccfbbdba735af4927e13 \
+    --hash=sha256:8ac73abdc7ab75610f95a8fd994c6457e87752b02a63987e188f937a1fc180f0 \
+    --hash=sha256:8ccf9aca873b767977c73df497a85dbedee4ee086ae9ae49dc461333b9b79f58 \
+    --hash=sha256:90333fd89b43c0d08ac85f3f1447593fc2c66de18c3d6378d7125ea118dc7a54 \
+    --hash=sha256:92ab3e11448f2ff7bf53c5a26eff0edc086898ec8b21fb154b85839ce1d88075 \
+    --hash=sha256:9335a099ad87287c37fe5d1a982ff392fa5efe5d14b40a730b1ec1d6a41382b4 \
+    --hash=sha256:96d30286dd02679e32a39aa8f0b7498fc847fcda46cfc09df5513e82ce252440 \
+    --hash=sha256:9baafc71b04f8f4bb0703b21d6fc9f0c30b346c636a532ff16ec8491a5ea4b1f \
+    --hash=sha256:9d1216a7f6f77836617dba35687c5b78a4170afc3c3f18fc788f785ba26565c4 \
+    --hash=sha256:9d399bdcfb4a0f659b9b3788bbc89babe63d9a6a65aacdf4d4e7065ff2e6316c \
+    --hash=sha256:9e4e16c73d717c5cf27626c524d0a2e261ad20e46932b2670f64ad5dde23e26f \
+    --hash=sha256:9f4d8cf085a4c6a40fb97ea0f46938a8df43c85d31f9d45e2a8867ea9293790d \
+    --hash=sha256:a33700d13d9b7d84fd10947b09ff69fb9a792e519c8cb9764a3ca70baa6c23a7 \
+    --hash=sha256:a3732e66413163e72508da9eff9ce9d2846fde51fae45d3605393d3e6cd303e9 \
+    --hash=sha256:a4582acf7ef76482f6f511ebaf1946dae7f2e85ec4728b81a678c01df63bd723 \
+    --hash=sha256:a61834fb15d81322d872eaafd333838ae7c9cea84067f232656f75965933d047 \
+    --hash=sha256:a7cff474ab7cd149765bb784cf6d78b32e18e20473fb7bda860bce98ab58e9da \
+    --hash=sha256:a8fe66b8f300da93798025a785a5b90b42f3810dc2b72283ff84a41aaaebc293 \
+    --hash=sha256:a929d878fec099030c292803b31e5d5540a7b6a31e6a3cc76cb4685fc2a2f51b \
+    --hash=sha256:ad5d8201d310b031e6cd839d9bac2d4e5a01533ce5d3d5b50b7de1ef3af1de61 \
+    --hash=sha256:af3aefa655adb5869491fa907e652290386800ae99cc50095cba71e2c6aefdca \
+    --hash=sha256:c0ebc836c47a6477e182169c6a476fc691d12b518894bf7dd2572f0d59f1c7ed \
+    --hash=sha256:c687ed078e145f5fd53a14854beff320e1d2ab76df03e2009c98f39a0f68f39a \
+    --hash=sha256:cbb833ccacdb5519eff9b8b71ee618cc2801c878e77e288775d77c3a2ced858a \
+    --hash=sha256:cf139c02f5f23ef6532040a30ff662c00a318c952334f211046b8e60b7f17688 \
+    --hash=sha256:d46b86567dd4e248c6c159fcbcdcce01e0a5c8a7cd2334a0fff759d0fa075b16 \
+    --hash=sha256:d693396e5aea78db03decd60aec9ece16c9b40ba00a587f089615ff4e718a81d \
+    --hash=sha256:d897129df1a22b12aeed2c2c98df0785a2e8e6e0bde87b389491d0025c187077 \
+    --hash=sha256:daba5e594f06114e37db186efd2dd916609071e59daca901a0a2e71f02b142ce \
+    --hash=sha256:dd625535328fd9882374356269227670189adfcc6a2d90284f323c05862eecbd \
+    --hash=sha256:e006d3a974c4ee19512e5f058abedb6eef36a5e553c14812bdeba1758d812e6d \
+    --hash=sha256:e1ae548a9d901adca07899a4147a7c826bbcc06239d3ce9a59f57886a28a4c88 \
+    --hash=sha256:e2935f8c39e3b03e83519292d78f075189978f3f4adc15a78144c7c8e2a1cba5 \
+    --hash=sha256:e42d75862735da90e7fc5a7b23db0c976f737113a54b3c9777a9b665e9cbff75 \
+    --hash=sha256:e7d42c531243450ef0d4d9c172e7ed6ef052640f195629065041b5add4e058d1 \
+    --hash=sha256:e81b83143bee16329c23db3c1b2d82b29892fcbcb849186d2f6e98a5abe9a57f \
+    --hash=sha256:e8ffa78582120024f476a611d7befc123cee59e47e8309d470cf667d806e613b \
+    --hash=sha256:ebb0ec7f17803063d5aeb982f3b1bd2b2f4e4fae6751226cbd6ba1fcfe9e63ff \
+    --hash=sha256:f08c7513ecef5aad65687bfdf6bc601ae9fccd04a42904501f8f7141abad9eb9 \
+    --hash=sha256:f0a658a6d3fafee5c6f63c58f3e785c8c43c93fbc02bf9f2b6663f8185e0971f \
+    --hash=sha256:f0e466ed7511fe9d459a819edbc6c2585c0b6eabde9fa8a8947552468a7a6ef0 \
+    --hash=sha256:f141474e85b7e54998ec5180530a7cda99ab29e282fa50e0756d89981a9b43c5 \
+    --hash=sha256:f4239bbec5a3577ddb49e4b50aeb32d8e5792098262ae2f63723f916a29b1a25 \
+    --hash=sha256:f540c013589084679a6c7fac07096b10159737918174f5dfc5e11bf5bca4dfe6 \
+    --hash=sha256:f9f3e9c8a9ecffa57bef8fb4fa19e5fa4d2d8307cf6bac5b1fca5e5860f4ba00 \
+    --hash=sha256:fa139875ff98ab97da323cfadfaff08900d1ad42f1b5087b0b812a55c5a06373 \
+    --hash=sha256:fcd3b77e2f17bbe4ca56ec7bcb07992647d19d0b9c05d84886dcd6f9eb810afd \
+    --hash=sha256:fd8c81f346b58f45818d09ea11db69a8d5fd34a224b79871f6d44f12cd7977b1 \
+    --hash=sha256:fe7b7bb170daccbba19ad33012d2b15f1e7942296fd4d45fc1b79013da8cc0f2 \
+    --hash=sha256:ff330d3c30db4eb6b01d79e29d2d0b407a7ecad39cfd9ec993ece57396a2ec0d \
+    --hash=sha256:ff405d91509d88e8d44129cd87b18d70acd1f0c1aeabd7bc3c46792b1fe2acba \
+    --hash=sha256:ffcd54362564dc1a30fb74d8b8a6e5a6b11ebd5e27266adc3b7427a21a6c9104
     # via aiohttp
-zipp==3.23.1 \
-    --hash=sha256:0b3596c50a5c700c9cb40ba8d86d9f2cc4807e9bedb06bcdf7fac85633e444dc \
-    --hash=sha256:32120e378d32cd9714ad503c1d024619063ec28aad2248dc6672ad13edfa5110
+zipp==4.1.0 \
+    --hash=sha256:25ad4e16390cd314347dd8f1de67a2ac538ae658ed4ab9db16029c07c188e97f \
+    --hash=sha256:4cb57381f544315db7688e976e922a2b18cdb513d21cc194eb42232ba2a3e602
     # via importlib-metadata
+
+httpx-sse==0.4.0 \
+    --hash=sha256:1e81a3a3070ce322add1d3529ed42eb5f70817f45ed6ec915ab753f961139721 \
+    --hash=sha256:f329af6eae57eaa2bdfd962b42524764af68075ea87370a2de920af5341e318f
+    # via mcp
diff --git a/sdk/python/requirements/py3.10-minimal-sdist-requirements-build.txt b/sdk/python/requirements/py3.10-minimal-sdist-requirements-build.txt
index c3116ec9f68..f7837102091 100644
--- a/sdk/python/requirements/py3.10-minimal-sdist-requirements-build.txt
+++ b/sdk/python/requirements/py3.10-minimal-sdist-requirements-build.txt
@@ -4,95 +4,147 @@
 #
 #    pybuild-deps compile --generate-hashes --output-file=sdk/python/requirements/py3.10-minimal-sdist-requirements-build.txt sdk/python/requirements/py3.10-minimal-sdist-requirements.txt
 #
+ast-serialize==0.6.0 \
+    --hash=sha256:0067b25fce104eaae5b88383de9ab803faeb671831e14ca698b771b356e2600f \
+    --hash=sha256:085de7f62dc9cc247eb01e965a362707d1d90b1d89a82c5bf78301a60a3c417b \
+    --hash=sha256:093cb8bb91b720d8523580498d031791bb1bbaa048599c3d21085d380e11a596 \
+    --hash=sha256:113b58346f9ceb664352032770caca817d4a3c86f611c6088e6ef65ddaa70f0e \
+    --hash=sha256:13b7769970a39983b0adf2f38917b1cd3b8946f76df045756c3d741bc689f089 \
+    --hash=sha256:2d947e45cafc4b09bd7528917fa84c517654a43de173c79785574b7b3068ac24 \
+    --hash=sha256:305802f2ce2a7c4e87835078ea85c58b586ddda8095b92fe2ead9364ae19c80a \
+    --hash=sha256:32ef62ec34cf6be20ad77d4799556638fbdf187f3ae10698dfb20ef9f2c89516 \
+    --hash=sha256:3ae22a366b752ab4496191525b78b097b5b72d531752e3c1dd7e383a8f2c8a1a \
+    --hash=sha256:4d6ef91590258ada18909b9caea344dac4de2013906b035473cd674a43f4b790 \
+    --hash=sha256:4ed29121da8b3fdc291002801a1de0f76248fa07dce89157a5f277842cf6126e \
+    --hash=sha256:5337cb256dcea3df9288205213d1601581536526b8f4da44b6974f1180f3252a \
+    --hash=sha256:577a6c189068686869f5f1ddc38363f3ae1808a4753b577266f9202071a7bb66 \
+    --hash=sha256:6e15ec740436e1a0d62de848641abe5f3a2f89a7f94907d534795ac91bbacf14 \
+    --hash=sha256:6f7a408601bb3edaefb3bc67a4c01f5235e3253653b6a5729a2ee2382b35341c \
+    --hash=sha256:82c312a7844d2fdeb4d5c48bd3d215bf940dafd4704e1a9bcf252a99010a99b1 \
+    --hash=sha256:8670bfa51208a2c0c8d138928e40e998fab158f9200d53bb80c088b5b8eda7b8 \
+    --hash=sha256:897ac47b5637be41c0c07061c8a912fafa967ef1dc73fa115e4bfa70882a093b \
+    --hash=sha256:9f8a8b78b13173de6a9ec22111d9be674874cd5bdccda04f14ae5ebc2bef403a \
+    --hash=sha256:a14191beec7e0c078d2fc1f6edc0aee88bcd4db9f18e1bc9f8052b559c22dddc \
+    --hash=sha256:a4826809eb8597a8cd59fd924b6d7c285b8969a1e0007e2cb652cab62376270f \
+    --hash=sha256:a7520b672827885bafeae7501f684d14d47d17e5f45256f9df547686cca52264 \
+    --hash=sha256:aadd3ffcf4858c9726bf3515f7b199c7eadbe504f96028e4a87172c0da65a8fe \
+    --hash=sha256:b1dac4e09d341c1300ba69cdcbe62867b32a8c75d90db9bf4d083bec3b039f0b \
+    --hash=sha256:c4af9a1386166e40ed01464991806f89038a2d89782576c7774876fa77034e32 \
+    --hash=sha256:c617417f9cbb0cb144f6283c3cbe0d2e0f01beaf9f608f662b21191058a626ec \
+    --hash=sha256:c7b8b8f0c42f752ea00b2b7d7c090b3f80d9c1c5c75cadf16423790a0cc74081 \
+    --hash=sha256:c901adbd750029b9ac4ad3d6aa56853e0ad4875119fbf52b7b8298afc223828b \
+    --hash=sha256:ccd132fe8db56f61fe743b1f644d01b8d65b83248a8da506f3132bda86d6ed5e \
+    --hash=sha256:cd5b91b9e6f2356ace3a556963b0cd783b395fbbb0bb17b4defc283415466e77 \
+    --hash=sha256:cdc4e6f930b9090c2f92c9036ad12ffb8e6e44d4a5ba06f1458a05d60f203f7b \
+    --hash=sha256:dcbed41e9386059fc0261d602445ede0976c2ecec2939688bcbcb9ed0b6f28b7 \
+    --hash=sha256:e61580a69faf47e3689795367ed211f2a10fd741478cc0f36a0f128793360aad \
+    --hash=sha256:f2ff3baffc3a29c1f15bc9098aa0c09763410262d5e6cef42116f7356c184554
+    # via mypy
 calver==2025.3.31 \
     --hash=sha256:07511edf5e7fa75ae97445c8c5921240e0fe62937289a3ebe6963eddd3c691b6 \
     --hash=sha256:255d1a70bba8f97dc1eee3af4240ed35980508da69257feef94c79e5c6545fc7
     # via trove-classifiers
-cffi==2.0.0 \
-    --hash=sha256:00bdf7acc5f795150faa6957054fbbca2439db2f775ce831222b66f192f03beb \
-    --hash=sha256:07b271772c100085dd28b74fa0cd81c8fb1a3ba18b21e03d7c27f3436a10606b \
-    --hash=sha256:087067fa8953339c723661eda6b54bc98c5625757ea62e95eb4898ad5e776e9f \
-    --hash=sha256:0a1527a803f0a659de1af2e1fd700213caba79377e27e4693648c2923da066f9 \
-    --hash=sha256:0cf2d91ecc3fcc0625c2c530fe004f82c110405f101548512cce44322fa8ac44 \
-    --hash=sha256:0f6084a0ea23d05d20c3edcda20c3d006f9b6f3fefeac38f59262e10cef47ee2 \
-    --hash=sha256:12873ca6cb9b0f0d3a0da705d6086fe911591737a59f28b7936bdfed27c0d47c \
-    --hash=sha256:19f705ada2530c1167abacb171925dd886168931e0a7b78f5bffcae5c6b5be75 \
-    --hash=sha256:1cd13c99ce269b3ed80b417dcd591415d3372bcac067009b6e0f59c7d4015e65 \
-    --hash=sha256:1e3a615586f05fc4065a8b22b8152f0c1b00cdbc60596d187c2a74f9e3036e4e \
-    --hash=sha256:1f72fb8906754ac8a2cc3f9f5aaa298070652a0ffae577e0ea9bd480dc3c931a \
-    --hash=sha256:1fc9ea04857caf665289b7a75923f2c6ed559b8298a1b8c49e59f7dd95c8481e \
-    --hash=sha256:203a48d1fb583fc7d78a4c6655692963b860a417c0528492a6bc21f1aaefab25 \
-    --hash=sha256:2081580ebb843f759b9f617314a24ed5738c51d2aee65d31e02f6f7a2b97707a \
-    --hash=sha256:21d1152871b019407d8ac3985f6775c079416c282e431a4da6afe7aefd2bccbe \
-    --hash=sha256:24b6f81f1983e6df8db3adc38562c83f7d4a0c36162885ec7f7b77c7dcbec97b \
-    --hash=sha256:256f80b80ca3853f90c21b23ee78cd008713787b1b1e93eae9f3d6a7134abd91 \
-    --hash=sha256:28a3a209b96630bca57cce802da70c266eb08c6e97e5afd61a75611ee6c64592 \
-    --hash=sha256:2c8f814d84194c9ea681642fd164267891702542f028a15fc97d4674b6206187 \
-    --hash=sha256:2de9a304e27f7596cd03d16f1b7c72219bd944e99cc52b84d0145aefb07cbd3c \
-    --hash=sha256:38100abb9d1b1435bc4cc340bb4489635dc2f0da7456590877030c9b3d40b0c1 \
-    --hash=sha256:3925dd22fa2b7699ed2617149842d2e6adde22b262fcbfada50e3d195e4b3a94 \
-    --hash=sha256:3e17ed538242334bf70832644a32a7aae3d83b57567f9fd60a26257e992b79ba \
-    --hash=sha256:3e837e369566884707ddaf85fc1744b47575005c0a229de3327f8f9a20f4efeb \
-    --hash=sha256:3f4d46d8b35698056ec29bca21546e1551a205058ae1a181d871e278b0b28165 \
-    --hash=sha256:44d1b5909021139fe36001ae048dbdde8214afa20200eda0f64c068cac5d5529 \
-    --hash=sha256:45d5e886156860dc35862657e1494b9bae8dfa63bf56796f2fb56e1679fc0bca \
-    --hash=sha256:4647afc2f90d1ddd33441e5b0e85b16b12ddec4fca55f0d9671fef036ecca27c \
-    --hash=sha256:4671d9dd5ec934cb9a73e7ee9676f9362aba54f7f34910956b84d727b0d73fb6 \
-    --hash=sha256:53f77cbe57044e88bbd5ed26ac1d0514d2acf0591dd6bb02a3ae37f76811b80c \
-    --hash=sha256:5eda85d6d1879e692d546a078b44251cdd08dd1cfb98dfb77b670c97cee49ea0 \
-    --hash=sha256:5fed36fccc0612a53f1d4d9a816b50a36702c28a2aa880cb8a122b3466638743 \
-    --hash=sha256:61d028e90346df14fedc3d1e5441df818d095f3b87d286825dfcbd6459b7ef63 \
-    --hash=sha256:66f011380d0e49ed280c789fbd08ff0d40968ee7b665575489afa95c98196ab5 \
-    --hash=sha256:6824f87845e3396029f3820c206e459ccc91760e8fa24422f8b0c3d1731cbec5 \
-    --hash=sha256:6c6c373cfc5c83a975506110d17457138c8c63016b563cc9ed6e056a82f13ce4 \
-    --hash=sha256:6d02d6655b0e54f54c4ef0b94eb6be0607b70853c45ce98bd278dc7de718be5d \
-    --hash=sha256:6d50360be4546678fc1b79ffe7a66265e28667840010348dd69a314145807a1b \
-    --hash=sha256:730cacb21e1bdff3ce90babf007d0a0917cc3e6492f336c2f0134101e0944f93 \
-    --hash=sha256:737fe7d37e1a1bffe70bd5754ea763a62a066dc5913ca57e957824b72a85e205 \
-    --hash=sha256:74a03b9698e198d47562765773b4a8309919089150a0bb17d829ad7b44b60d27 \
-    --hash=sha256:7553fb2090d71822f02c629afe6042c299edf91ba1bf94951165613553984512 \
-    --hash=sha256:7a66c7204d8869299919db4d5069a82f1561581af12b11b3c9f48c584eb8743d \
-    --hash=sha256:7cc09976e8b56f8cebd752f7113ad07752461f48a58cbba644139015ac24954c \
-    --hash=sha256:81afed14892743bbe14dacb9e36d9e0e504cd204e0b165062c488942b9718037 \
-    --hash=sha256:8941aaadaf67246224cee8c3803777eed332a19d909b47e29c9842ef1e79ac26 \
-    --hash=sha256:89472c9762729b5ae1ad974b777416bfda4ac5642423fa93bd57a09204712322 \
-    --hash=sha256:8ea985900c5c95ce9db1745f7933eeef5d314f0565b27625d9a10ec9881e1bfb \
-    --hash=sha256:8eca2a813c1cb7ad4fb74d368c2ffbbb4789d377ee5bb8df98373c2cc0dee76c \
-    --hash=sha256:92b68146a71df78564e4ef48af17551a5ddd142e5190cdf2c5624d0c3ff5b2e8 \
-    --hash=sha256:9332088d75dc3241c702d852d4671613136d90fa6881da7d770a483fd05248b4 \
-    --hash=sha256:94698a9c5f91f9d138526b48fe26a199609544591f859c870d477351dc7b2414 \
-    --hash=sha256:9a67fc9e8eb39039280526379fb3a70023d77caec1852002b4da7e8b270c4dd9 \
-    --hash=sha256:9de40a7b0323d889cf8d23d1ef214f565ab154443c42737dfe52ff82cf857664 \
-    --hash=sha256:a05d0c237b3349096d3981b727493e22147f934b20f6f125a3eba8f994bec4a9 \
-    --hash=sha256:afb8db5439b81cf9c9d0c80404b60c3cc9c3add93e114dcae767f1477cb53775 \
-    --hash=sha256:b18a3ed7d5b3bd8d9ef7a8cb226502c6bf8308df1525e1cc676c3680e7176739 \
-    --hash=sha256:b1e74d11748e7e98e2f426ab176d4ed720a64412b6a15054378afdb71e0f37dc \
-    --hash=sha256:b21e08af67b8a103c71a250401c78d5e0893beff75e28c53c98f4de42f774062 \
-    --hash=sha256:b4c854ef3adc177950a8dfc81a86f5115d2abd545751a304c5bcf2c2c7283cfe \
-    --hash=sha256:b882b3df248017dba09d6b16defe9b5c407fe32fc7c65a9c69798e6175601be9 \
-    --hash=sha256:baf5215e0ab74c16e2dd324e8ec067ef59e41125d3eade2b863d294fd5035c92 \
-    --hash=sha256:c649e3a33450ec82378822b3dad03cc228b8f5963c0c12fc3b1e0ab940f768a5 \
-    --hash=sha256:c654de545946e0db659b3400168c9ad31b5d29593291482c43e3564effbcee13 \
-    --hash=sha256:c6638687455baf640e37344fe26d37c404db8b80d037c3d29f58fe8d1c3b194d \
-    --hash=sha256:c8d3b5532fc71b7a77c09192b4a5a200ea992702734a2e9279a37f2478236f26 \
-    --hash=sha256:cb527a79772e5ef98fb1d700678fe031e353e765d1ca2d409c92263c6d43e09f \
-    --hash=sha256:cf364028c016c03078a23b503f02058f1814320a56ad535686f90565636a9495 \
-    --hash=sha256:d48a880098c96020b02d5a1f7d9251308510ce8858940e6fa99ece33f610838b \
-    --hash=sha256:d68b6cef7827e8641e8ef16f4494edda8b36104d79773a334beaa1e3521430f6 \
-    --hash=sha256:d9b29c1f0ae438d5ee9acb31cadee00a58c46cc9c0b2f9038c6b0b3470877a8c \
-    --hash=sha256:d9b97165e8aed9272a6bb17c01e3cc5871a594a446ebedc996e2397a1c1ea8ef \
-    --hash=sha256:da68248800ad6320861f129cd9c1bf96ca849a2771a59e0344e88681905916f5 \
-    --hash=sha256:da902562c3e9c550df360bfa53c035b2f241fed6d9aef119048073680ace4a18 \
-    --hash=sha256:dbd5c7a25a7cb98f5ca55d258b103a2054f859a46ae11aaf23134f9cc0d356ad \
-    --hash=sha256:dd4f05f54a52fb558f1ba9f528228066954fee3ebe629fc1660d874d040ae5a3 \
-    --hash=sha256:de8dad4425a6ca6e4e5e297b27b5c824ecc7581910bf9aee86cb6835e6812aa7 \
-    --hash=sha256:e11e82b744887154b182fd3e7e8512418446501191994dbf9c9fc1f32cc8efd5 \
-    --hash=sha256:e6e73b9e02893c764e7e8d5bb5ce277f1a009cd5243f8228f75f842bf937c534 \
-    --hash=sha256:f73b96c41e3b2adedc34a7356e64c8eb96e03a3782b535e043a986276ce12a49 \
-    --hash=sha256:f93fd8e5c8c0a4aa1f424d6173f14a892044054871c771f8566e4008eaa359d2 \
-    --hash=sha256:fc33c5141b55ed366cfaad382df24fe7dcbc686de5be719b207bb248e3053dc5 \
-    --hash=sha256:fc7de24befaeae77ba923797c7c87834c73648a05a4bde34b3b7e5588973a453 \
-    --hash=sha256:fe562eb1a64e67dd297ccc4f5addea2501664954f2692b69a76449ec7913ecbf
+cffi==2.1.0 \
+    --hash=sha256:02cb7ff33ded4f1532476731f89ede53e2e488a8e6205515a82144246ffa7dcc \
+    --hash=sha256:03e9810d18c646077e501f661b682fbf5dee4676048527ca3cffe66faa9960dd \
+    --hash=sha256:0520e1f4c35f44e209cbbb421b67eec42e6a157f59444dfb6058874ff3610e5d \
+    --hash=sha256:0582a58f3051372229ca8e7f5f589f9e5632678208d8636fea3676711fdf7fe5 \
+    --hash=sha256:0611e7ebf90573a535ebdc33ae9da222d037853983e13359f580fab781ca017f \
+    --hash=sha256:0a42c688d19fca6e095a53c6a6e2295a5b050a8b289f109adab02a9e61a25de6 \
+    --hash=sha256:0a96b74cda968eebbad56d973efe5098974f0a9fb323865bf99ea1fd24e3e64c \
+    --hash=sha256:10537b1df4967ca26d21e5072d7d54188354483b91dc75058968d3f0cf13fbda \
+    --hash=sha256:11b3fb55f4f8ad92274ed26705f65d8f91457de71f5380061eb6d125a768fecd \
+    --hash=sha256:15faec4adfff450819f3aee0e2e02c812de6edb88203aa58807955db2003472a \
+    --hash=sha256:164bff1657b2a74f0b6d54e11c9b375bc97b931f2ca9c43fcf875838da1570dd \
+    --hash=sha256:1854b724d00f6654c742097d5387569021be12d3a0f770eae1df8f8acfcc6acd \
+    --hash=sha256:19c54ac121cad98450b4896fa9a43ee0180d57bc4bc911a33db6cab1efab6cd3 \
+    --hash=sha256:1b96bfe2c4bd825681b7d311ad6d9b7280a091f43e8f63da5729638083cd3bfb \
+    --hash=sha256:1e9f50d192a3e525b15a75ab5114e442d83d657b7ec29182a991bc9a88fd3a66 \
+    --hash=sha256:1ff3456eab0d889592d1936d6125bbfbc7ae4d3354a700f8bd80450a66445d4d \
+    --hash=sha256:2282cd5e38aa8accd03e99d1256af8411c84cdbee6a89d841b563fdbd1f3e50f \
+    --hash=sha256:276f20fffd7b396e12516ba8edf9509210ac248cbbc5acbc39cd512f9f59ebe6 \
+    --hash=sha256:2b71d409cccee78310ab5dec549aed052aaea483346e282c7b02362596e01bb0 \
+    --hash=sha256:2e9dabb9abcb7ad15938c7196ad5c1718a4e6d33cc79b4c0209bdb64c4a54a5c \
+    --hash=sha256:30b65779d598c370374fefabf138d456fd6f3216bfa7bedfab1ba82025b0cd93 \
+    --hash=sha256:33eb1ad83ebe8f313e0df035c406227d55a79456704a863fad9842136af5ad7d \
+    --hash=sha256:35aaea0c7ee0e58a5cd8c2fd1a48fdf7ece0d2699b7ecdda08194e9ce5dd9b3d \
+    --hash=sha256:3681e031db29958a7502f5c0c9d6bbc4c36cb20f7b104086fa642d1799631ff8 \
+    --hash=sha256:379de10ce1ba048b1448599d1b37b24caee16309d1ac98d3982fc997f768700b \
+    --hash=sha256:37f525a7e7e50c017fdebe58b787be310ad59357ae43a053943a6e1a6c526001 \
+    --hash=sha256:3b926723c13eba9f81d2ef3820d63aeceec3b2d4639906047bf675cb8a7a500d \
+    --hash=sha256:3d7f118b5adbfdfead90c25822690b02bc8074fba949bb7858bec4ebd55adb43 \
+    --hash=sha256:46b1c8db8f6122420f32d02fffb924c2fe9bc772d228c7c711748fff56aabb2b \
+    --hash=sha256:47ff3a8bfd8cb9da1af7524b965127095055654c177fcfc7578debcb015eecd0 \
+    --hash=sha256:4d433a51f1870e43a13b6732f92aaf540ff77c2015097c78556f75a2d6c030e0 \
+    --hash=sha256:4f26194e3d95e06501b942642855aed4f953d55e95d7d01b7c4483db3ecff458 \
+    --hash=sha256:510aeeeac94811b138077451da1fb18b308a5feab47dd2b603af55804155e1c8 \
+    --hash=sha256:5972433ad71a9e46516584ef60a0fda12d9dc459938d1539c3ddecf9bdc1368d \
+    --hash=sha256:5ecbd0499275d57506d397eebe1981cee87b47fcd9ef5c22cab7ed7644a39a94 \
+    --hash=sha256:6274dcb2d15cef48daa73ed1be5a40d501d74dccd0cd6db364776d12cb6ba022 \
+    --hash=sha256:63960549e4f8dc41e31accb97b975abaecfc44c03e396c093a6436763c2ea7db \
+    --hash=sha256:64c753a0f87a256020004f37a1c8c02c480e725f910f0b2a0f3f07debd1b2479 \
+    --hash=sha256:6af371f3767faeffc6ac1ef57cdfd25844403e9d3f476c5537caee499de96376 \
+    --hash=sha256:6ca4919c6e4f89aa99c42510b42cf54596892c00b3f9077f6bdd1505e24b9c8d \
+    --hash=sha256:6d194185eabd279f1c05ebe3504265ddfc5ad2b58d0714f7db9f01da592e9eb6 \
+    --hash=sha256:702c436735fbe99d59ada02a1f65cfc0d31c0ee8b7290912f8fbc5cd1e4b16c3 \
+    --hash=sha256:716ff8ec22f20b4d988b12884086bcef0fc99737043e503f7a3935a6be99b1ea \
+    --hash=sha256:762f99479dcb369f60ab9017ad4ab97a36a1dd7c1ee5a3b15db0f4b8659120cd \
+    --hash=sha256:7762faa47e8ff7eb80bd261d9a7d8eea2d8baa69de5e95b70c1f338bbe712f02 \
+    --hash=sha256:78474632761faa0fb96f30b1c928c84ebcf68713cbb80d15bab09dfe61640fde \
+    --hash=sha256:799416bae98336e400981ff6e532d67d5c709cfb30afb79865a1315f94b0e224 \
+    --hash=sha256:7d034dcffa09e9a46c93fa3a3be402096cb5354ac6e41ab8e5cc9cd8b642ad76 \
+    --hash=sha256:7d28dff1db6764108bc30788d85d61c876beff416d9a49cb9dd7c5a9f34f5804 \
+    --hash=sha256:7d3538f9c0e50670f4deb93dbb696576e60590369cae2faf7de681e597a8a1f1 \
+    --hash=sha256:7d5980a3433d4b71a5e120f9dd551403d7824e31e2e67124fe2769c404c06913 \
+    --hash=sha256:7ea6b3e2c4250ff1de21c630fe72d0f63eb95c2c32ffbf64a358cf4a8836d714 \
+    --hash=sha256:86cf8755a791f72c85dc287128cc62d4f24d392e3f1e15837245623f4a33cccc \
+    --hash=sha256:88023dfe18799507b73f1dbb0d14326a17465de1bc9c9c7655c22845e9ddc3a2 \
+    --hash=sha256:89095c1968b4ba8285840e131bf2891b09ae137fe2146905acae0354fbce1b5e \
+    --hash=sha256:8d35c139744adb3e727cd51b1a18324bbe44b8bd41bf8322bca4d41289f48eda \
+    --hash=sha256:8e74a6135550c4748af665b1b1118b6aab33b1fc6a16f9aff630af107c3b4512 \
+    --hash=sha256:8f9ec95b8a043d3dfbc74d9abc6f7baf524dd27a8dc160b0a32ff9cdab650c28 \
+    --hash=sha256:90bec57cf82089383bd06a605b3eb8daebf7e5a668520beaf6e327a83a947699 \
+    --hash=sha256:95f2954c2c9473d892eca6e0409f3568b37ab62a8eedb122461f73cc273476e3 \
+    --hash=sha256:961be50688f7fba2fa65f63712d3b9b341a22311f5253460ce933f52f0de1c8c \
+    --hash=sha256:98fff996e983a36d3aa2eca83af40c5821202e7e6f32d13ae94e3d2286f10cfe \
+    --hash=sha256:9b8f0f26ca4e7513c534d351eca551947d053fac438f2a04ac96d882909b0d3a \
+    --hash=sha256:9d72af0cf10a76a600a9690078fe31c63b9588c8e86bf9fd353f713c84b5db0f \
+    --hash=sha256:9d8272c0e483b024e1b9ad029821470ed8ec65631dbd90217469da0e7cd89f1c \
+    --hash=sha256:a016194dbe13d14ee9556e734b772d8d67b947092b268d757fd4290e3ba2dfc2 \
+    --hash=sha256:a5781494d4d400a3f47f8f1da94b324f6e6b440a53387774002890a2a2f4b50f \
+    --hash=sha256:a95b05f9baf29b91171b3a8bd2020b028835243e7b0ff6bb23e2a3c228518b1b \
+    --hash=sha256:aa7a1b53a2a4452ada2d1b5dade9960b2522f1e61293a811a077439e39029565 \
+    --hash=sha256:ac0f1a2d0cfa7eea3f2aaf006ab6e70e8feeb16b75d65b7e5939982ca2f11056 \
+    --hash=sha256:af5e2915d41fe6c961694d7bfdc8562942638200f3ce2765dfb8b745cf997629 \
+    --hash=sha256:b6422532152adf4e59b110cb2808cee7a033800952f5c036b4af047ee43199e7 \
+    --hash=sha256:b65f590ef2a44640f9a05dbb548a429b4ade77913ce683ac8b1480777658a6c0 \
+    --hash=sha256:ba00f661f8ba35d075c937174e27c2c421cec3942fd2e0ea3e66996757c0fdd9 \
+    --hash=sha256:bccbbb5ee76a61f9d99b5bf3846a51d7fca4b6a732fe46f89295610edaf41853 \
+    --hash=sha256:bf01d8c84cbea96b944c73b22182e6c7c432b3475632b8111dbfdc95ddad6e13 \
+    --hash=sha256:bf5c6cf48238b0eb4c086978c492ad1cbc22373fc5b2d7353b3a598ce6db887a \
+    --hash=sha256:c16914df9fb7f500e440e6875fa23ff5e0b31db01fa9c06af98d59a91f0dc2e4 \
+    --hash=sha256:c351efb95e832a853a29361675f33a7ce53de1a109cd73fd47af0712213aa4ce \
+    --hash=sha256:c4165821e131d6d4ca444347c2b694e2311bcfa3fe5a861cc72968f28867beac \
+    --hash=sha256:c5f5df567f6eb216de69be06ce55c8b714090fae02b18a3b40da8163b8c5fa9c \
+    --hash=sha256:c941bb58d5a6e1c3892d86e42927ed6c180302f07e6d395d08c416e594b98b46 \
+    --hash=sha256:c97f080ea627e2863524c5af3836e2270b5f5dfff1f104392b959f8df0c5d384 \
+    --hash=sha256:cb96698e3c7413d906ce83f8ffd245ec1bd94707541f299d0ce4d6b0193e982b \
+    --hash=sha256:cbb7640ce37159548d2147b5b8c241f962143d4c71231431820783f4dc78f210 \
+    --hash=sha256:cdf2448aab5f661c9315308ec8b93f4e8a1a67a3c733f8631067a2b67d5913dc \
+    --hash=sha256:d2117334c3af3bdcb9a88522b844a2bdb5efdc4f71c6c822df55486ae1c3347a \
+    --hash=sha256:d53d10f7da99ae46f7373b9150393e9c5eab9b224909982b43832668de4779f5 \
+    --hash=sha256:d9fafc5aa2e2a39aaf7f8cc0c1f044a9b07fca12e558dca53a3cc5c654ad67a7 \
+    --hash=sha256:db3eb7d46527159a878ec3460e9d40615bc25ba337d477db681aea6e4f05c5d2 \
+    --hash=sha256:dbf7c7a88e2bac086f06d14577332760bdeecc42bdec8ac4077f6260557d9326 \
+    --hash=sha256:df2b82571a1b30f58a87bf4e5a9e78d2b1eff6c6ce8fd3aa3757221f93f0863f \
+    --hash=sha256:df92f2aba50eb4d96718b68ef76f2e57a57b54f2fa62333496d16c6d585a85ca \
+    --hash=sha256:eb4e8997a49aa2c08a3e43c9045d224448b8941d88e7ac163c7d383e560cbf98 \
+    --hash=sha256:efc1cdd798b1aaf39b4610bba7aad28c9bea9b910f25c784ccf9ec1fa719d1f9 \
+    --hash=sha256:f146d154428a2523f9cc7936c02353c2459b8f6cf07d3cd1ee1c0a611109c5d5 \
+    --hash=sha256:f5bce581e6b8c235e566a14768a943b172ada3ed73537bb0c0be1edee312d4e7 \
+    --hash=sha256:f9912624a0c0b834b7520d7769b3644453aabc0a7e1c839da7359f050750e9bc \
+    --hash=sha256:fb62edb5bb52cca65fab91a63afa7561607120d26090a7e8fda6fb9f064726da \
+    --hash=sha256:ff067a8d8d880e7809e4ac88eb009bb848870115317b306666502ccad30b147f
     # via cryptography
 coherent-licensed==0.5.2 \
     --hash=sha256:d8071403ce742d3ac3592ddc4fb7057a46caffb415b928b4d52802e5f208416d \
@@ -171,46 +223,110 @@ cython==3.0.12 \
     #   pyyaml
     #   snowflake-connector-python
     #   sqlalchemy
-cython==3.2.4 \
-    --hash=sha256:02cb0cc0f23b9874ad262d7d2b9560aed9c7e2df07b49b920bda6f2cc9cb505e \
-    --hash=sha256:03893c88299a2c868bb741ba6513357acd104e7c42265809fd58dce1456a36fc \
-    --hash=sha256:14dae483ca2838b287085ff98bc206abd7a597b7bb16939a092f8e84d9062842 \
-    --hash=sha256:1a64a112a34ec719b47c01395647e54fb4cf088a511613f9a3a5196694e8e382 \
-    --hash=sha256:28b1e363b024c4b8dcf52ff68125e635cb9cb4b0ba997d628f25e32543a71103 \
-    --hash=sha256:28e8075087a59756f2d059273184b8b639fe0f16cf17470bd91c39921bc154e0 \
-    --hash=sha256:2b1f12c0e4798293d2754e73cd6f35fa5bbdf072bdc14bc6fc442c059ef2d290 \
-    --hash=sha256:31a90b4a2c47bb6d56baeb926948348ec968e932c1ae2c53239164e3e8880ccf \
-    --hash=sha256:35ab0632186057406ec729374c737c37051d2eacad9d515d94e5a3b3e58a9b02 \
-    --hash=sha256:36bf3f5eb56d5281aafabecbaa6ed288bc11db87547bba4e1e52943ae6961ccf \
-    --hash=sha256:3b6e58f73a69230218d5381817850ce6d0da5bb7e87eb7d528c7027cbba40b06 \
-    --hash=sha256:3b8e62049afef9da931d55de82d8f46c9a147313b69d5ff6af6e9121d545ce7a \
-    --hash=sha256:55b6c44cd30821f0b25220ceba6fe636ede48981d2a41b9bbfe3c7902ce44ea7 \
-    --hash=sha256:55eb425c0baf1c8a46aa4424bc35b709db22f3c8a1de33adb3ecb8a3d54ea42a \
-    --hash=sha256:64d7f71be3dd6d6d4a4c575bb3a4674ea06d1e1e5e4cd1b9882a2bc40ed3c4c9 \
-    --hash=sha256:67922c9de058a0bfb72d2e75222c52d09395614108c68a76d9800f150296ddb3 \
-    --hash=sha256:6d5267f22b6451eb1e2e1b88f6f78a2c9c8733a6ddefd4520d3968d26b824581 \
-    --hash=sha256:72e6c0bbd978e2678b45351395f6825b9b8466095402eae293f4f7a73e9a3e85 \
-    --hash=sha256:732fc93bc33ae4b14f6afaca663b916c2fdd5dcbfad7114e17fb2434eeaea45c \
-    --hash=sha256:767b143704bdd08a563153448955935844e53b852e54afdc552b43902ed1e235 \
-    --hash=sha256:83266c356c13c68ffe658b4905279c993d8a5337bb0160fa90c8a3e297ea9a2e \
-    --hash=sha256:84226ecd313b233da27dc2eb3601b4f222b8209c3a7216d8733b031da1dc64e6 \
-    --hash=sha256:869487ea41d004f8b92171f42271fbfadb1ec03bede3158705d16cd570d6b891 \
-    --hash=sha256:90f43be4eaa6afd58ce20d970bb1657a3627c44e1760630b82aa256ba74b4acb \
-    --hash=sha256:983f9d2bb8a896e16fa68f2b37866ded35fa980195eefe62f764ddc5f9f5ef8e \
-    --hash=sha256:b362819d155fff1482575e804e43e3a8825332d32baa15245f4642022664a3f4 \
-    --hash=sha256:b84d4e3c875915545f77c88dba65ad3741afd2431e5cdee6c9a20cefe6905647 \
-    --hash=sha256:ca2399dc75796b785f74fb85c938254fa10c80272004d573c455f9123eceed86 \
-    --hash=sha256:ca578c9cb872c7ecffbe14815dc4590a003bc13339e90b2633540c7e1a252839 \
-    --hash=sha256:d4b4fd5332ab093131fa6172e8362f16adef3eac3179fd24bbdc392531cb82fa \
-    --hash=sha256:e3b5ac54e95f034bc7fb07313996d27cbf71abc17b229b186c1540942d2dc28e \
-    --hash=sha256:e65e4773021f8dc8532010b4fbebe782c77f9a0817e93886e518c93bd6a44e9d \
-    --hash=sha256:e71efb20048358a6b8ec604a0532961c50c067b5e63e345e2e359fff72feaee8 \
-    --hash=sha256:f136f379a4a54246facd0eb6f1ee15c3837cb314ce87b677582ec014db4c6845 \
-    --hash=sha256:f583cad7a7eed109f0babb5035e92d0c1260598f53add626a8568b57246b62c3 \
-    --hash=sha256:f81eda419b5ada7b197bbc3c5f4494090e3884521ffd75a3876c93fbf66c9ca8 \
-    --hash=sha256:f8d685a70bce39acc1d62ec3916d9b724b5ef665b0ce25ae55e1c85ee09747fc \
-    --hash=sha256:fdfdd753ad7e18e5092b413e9f542e8d28b8a08203126090e1c15f7783b7fe57 \
-    --hash=sha256:ff9af2134c05e3734064808db95b4dd7341a39af06e8945d05ea358e1741aaed
+cython==3.1.1 \
+    --hash=sha256:011cdcbf7725f0cfc1abc55ec83d326e788050711272131daf3cc24a19c34bb2 \
+    --hash=sha256:020089f9c9f10269181f17660a2cada7d4577bd8eea24b7d2b14e6b64b6996be \
+    --hash=sha256:07621e044f332d18139df2ccfcc930151fd323c2f61a58c82f304cffc9eb5280 \
+    --hash=sha256:0de7adff5b42d2556d073e9f321c2faa639a17fb195ec1de130327f60ec209d8 \
+    --hash=sha256:0e3ccec55e2a534a712db14c6617b66f65ad149c014fad518fc3920f6edde770 \
+    --hash=sha256:0f7954b0b4b3302655d3caa6924261de5907a4e129bc22ace52fe9ae0cd5a758 \
+    --hash=sha256:10f0434916994fe213ea7749268b88d77e3ebcbd1b99542cf64bb7d180f45470 \
+    --hash=sha256:12e00b88147b03c148a95365f89dc1c45a0fc52f9c35aa75ff770ef65b615839 \
+    --hash=sha256:141ffd6279411c562f6b707adc56b63e965a4fd7f21db83f5d4fcbd8c50ac546 \
+    --hash=sha256:16d9870654946375b28280371d370d541641d1071da123d0d64d2c7ebba0cc56 \
+    --hash=sha256:23b886a6c8a50b1101ccef2f2f3dc9c699b77633ef5bb5007090226c2ad3f9c2 \
+    --hash=sha256:24c640c0746d984789fe2787a098f06cda456ef2dd78b90164d17884b350839a \
+    --hash=sha256:263cb0e497910fb5e0a361ad1393b6d728b092178afecc56e8a786f3739960c3 \
+    --hash=sha256:268420b92307ae6c5a16e3cf0e2ba1ae3c861650e992893922a0ce08db07cfdb \
+    --hash=sha256:28b174f41718a7041cfbe0f48913020875ff1aaa4793942b2451ac6d2baf3f07 \
+    --hash=sha256:307f216ed319ea07644f2ef9974406c830f01bc8e677e2147e9bfcdf9e3ca8ad \
+    --hash=sha256:3192a61c2a532d3faccdff508bc8427de9530b587888218bfc0226eb33a84e11 \
+    --hash=sha256:3fa4bd840de63509c74867b4b092541720a01db1e07351206011c34e0777dc96 \
+    --hash=sha256:402f86c00b08f875cd0990f0c4dc52eb3e0bc5d630066cdf3c798631976f1937 \
+    --hash=sha256:40f50b07c479eaf33981d81cad274c68cf9fb81dbe79cbf991f59491c88a4705 \
+    --hash=sha256:426d78565eb91d3366569b20e92b8f14bffef5f57b2acd05b60bbb9ce5c056a1 \
+    --hash=sha256:505ccd413669d5132a53834d792c707974248088c4f60c497deb1b416e366397 \
+    --hash=sha256:50ad80e2f438e9127a87c10927e6ac16a987df39c248b19ab2cd31330129be3c \
+    --hash=sha256:54a8934cb3bf13b1f8f6cbdae8e382e25a26e67de08ea6ebfd0a467131b67227 \
+    --hash=sha256:56c6768a6f601f93daab7c2487f9f110548a896a91e00a6e119445ada2575323 \
+    --hash=sha256:64915259276482fa23417b284d1fdc7e3a618ee2f819bb6ea7f974c075633df6 \
+    --hash=sha256:689c1aad373556bd2ab1aa1c2dad8939a2891465a1fbd2cbbdd42b488fb40ec8 \
+    --hash=sha256:6ea77ad1e649cec38f8622ba28dcdfbe7bf519bc132abbcf5df759b3975b5a73 \
+    --hash=sha256:7489559e6c5ecbba49d535c2e03cf77c2594a3190b6aca7da5b508ba1664a89a \
+    --hash=sha256:755a991601b27dd3555310d0f95b19a05e622a80d7b4e7a91fa6f5f3ef3f3b80 \
+    --hash=sha256:7da069ca769903c5dee56c5f7ab47b2b7b91030eee48912630db5f4f3ec5954a \
+    --hash=sha256:7e5cad896af896482240979b996bf4136b0d18dc40c56c72c5641bf0ea085dfb \
+    --hash=sha256:7fff6526bb6f4eea615663117b86de6ede0d17c477b600d3d8302be3502bd3c3 \
+    --hash=sha256:83b2af5c327f7da4f08afc34fddfaf6d24fa0c000b6b70a527c8125e493b6080 \
+    --hash=sha256:873aac4ac0b0fb197557c0ac15458b780b9221daa4a716881cbd1a9016c8459f \
+    --hash=sha256:8aaa29e763adf3496ab9d371e3caed8da5d3ce5ff8fb57433e2a2f2b5036e5c8 \
+    --hash=sha256:953046c190fa9ab9a09a546a909b847cdbb4c1fe34e9bfa4a15b6ee1585a86aa \
+    --hash=sha256:9b61b99205308c96b1162de59bd67ecadcad3d166a4a1f03a3d9e826c39cd375 \
+    --hash=sha256:9d7dc0e4d0cd491fac679a61e9ede348c64ca449f99a284f9a01851aa1dbc7f6 \
+    --hash=sha256:a19188ecd385cdc649e3fec370f38d5fd7f1651aeed0b3fb403180f38fc88e8a \
+    --hash=sha256:a585796939b09b3205b1980e4a55e745c0251e45a5c637afbcac3c6cc9ad6f90 \
+    --hash=sha256:a92f6bd395eadea6eed722a8188d3bdd49db1c9fa3c38710456d6148ab71bad7 \
+    --hash=sha256:ab644415458d782c16ba7252de9cec1e3125371641cafea2e53a8c1cf85dd58d \
+    --hash=sha256:af8f62cc9339b75fe8434325083e6a7cae88c9c21efd74bbb6ba4e3623219469 \
+    --hash=sha256:b181158b5761bdaf40f6854f016ab7ddff64d3db4fca55cb3ca0f73813dd76d6 \
+    --hash=sha256:b194a65a0fd91f305d2d1e7010f44111774a28533e1e44dd2a76e7de81a219b9 \
+    --hash=sha256:b68f1bc80387554eb43f2b62795c173bed9e37201f39dc5084ac437c90a79c9f \
+    --hash=sha256:c360823e1063784efc2335617e0f28573d7a594c5a8a05d85e850a9621cccb1f \
+    --hash=sha256:c5cb6c054daadaf01a88c8f49f3edd9e829c9b76a82cbb4269e3f9878254540b \
+    --hash=sha256:c740a10cd0f50321d048c8ca318eefb4c42b8bffef982dcd89c946d374192702 \
+    --hash=sha256:c8b8be01fd40b3e38a76c60a524f956548a3a7566e5530a833a48a695f3d6c12 \
+    --hash=sha256:cb5661941707bd41ec7a9c273d698113ac50392444f785088e9d9706c6a5937b \
+    --hash=sha256:cd748fab8e4426dbcb2e0fa2979558333934d24365e0de5672fbabfe337d880c \
+    --hash=sha256:cdf53dc4b2a13bd072d6c2c18ac073dbf0f798555bc27ba4f7546a275eb16a0f \
+    --hash=sha256:ce82070ccf92c3599d331b9eaaefd9d4562976fb86a8d6bccf05c4a0b8389f2a \
+    --hash=sha256:d14186bd96783d13b8fd0e5b289f2e137a8a25479638b73a1c7e4a99a8d70753 \
+    --hash=sha256:dee554f0a589377bdaea0eb70e212bf3f35dc6a51a2aa86c9351345e21fd2f07 \
+    --hash=sha256:dfa500fd7ae95ca152a5f8062b870532fa3e27efcef6d00612e1f28b9f72615f \
+    --hash=sha256:dff0e7dd53a0ca35b64cda843253d5cac944db26663dc097b3a1adf2c49514ad \
+    --hash=sha256:e000f0533eedf3d6dfbe30bb3c58a054c58f0a7778390342fa577a0dc47adab3 \
+    --hash=sha256:e851ab66a31794e40df1bc6f649cdc56c998c637f5a1b9410c97a90f6b6cb855 \
+    --hash=sha256:fd689910002adfac8734f237cdea1573e38345f27ed7fd445482813b65a29457
+    # via grpcio
+cython==3.2.9 \
+    --hash=sha256:114b2dee0fa1daa48a59574d848da0ff1b6bdb725a755e9b92fad14962e1ff8d \
+    --hash=sha256:1c2974742433be5c36ae1df1e761ce0063753fc2702316d5a3062b0a4e94a1df \
+    --hash=sha256:23e80bc885c599e72072e18d0746df82d394b73100c1e153cda7359e6e59fe09 \
+    --hash=sha256:2751b7c0cb13135aadcc1cc8fe223be98d458cd1132611d31675e768a5e4a2e9 \
+    --hash=sha256:2b1756ddc3bc0cd4341a515fc420c3e25e13c249f5537159b3fb0bff8d19e55c \
+    --hash=sha256:41637c644d7224d2d3170ee312077c2173693f0d4a0da1c82a0cffa3680a42dc \
+    --hash=sha256:44b7fc417933d65bf31bce00337ff318efa3ea59daed21d10fe842d41e657c08 \
+    --hash=sha256:4b1fd5a9c03f72a18618668a8e90d569442ed742f910e3ad003dcc9348e9598b \
+    --hash=sha256:4b871ad97dd7fb1cbf56f6238c54423febd310afc1d9d9bc70c69c89b7ce57fc \
+    --hash=sha256:522e277c29ebee304e73f3a78307549d09908b0c63098421a12dffc8d779fd74 \
+    --hash=sha256:56d95c0674c25f281c6ae8f1d17bd425d6c2818bb304ff781831bb5d00d04b0b \
+    --hash=sha256:57a6a78d14f7dd7d6062d9bca694e2a8c1c14113b6ceceea076abcd1161fdc5a \
+    --hash=sha256:61d4abbf84f77c8d19361d05d9f51d65d8d95e74f736eae55fa1aed8a1430469 \
+    --hash=sha256:63a42e131112072f912b66734088abc946c6bc42cb7454461a6dfdd2d09d3bae \
+    --hash=sha256:681980fcc82b346ac83bc7d59e68ca1eba74ed9576f5d8584761d0c6c68c45d0 \
+    --hash=sha256:788ea800618d20158166d09f60835aab50922ae1cfe3108c93fa72e173b7002d \
+    --hash=sha256:7c534d782757710e39f3c9582214d7a28a0d68c86e78ee3df1d729cbc270e133 \
+    --hash=sha256:7d41baea51ea00f9237f75af498577827493bca5e9b45bbd4e351543727e589a \
+    --hash=sha256:8c843dd85857cd0d0da055489f448d032866120cfb094ce16205a1ff54d06353 \
+    --hash=sha256:92989da161a7d18a7ad4baebc49289b2b77556d5a94916f90140ba26aecf6892 \
+    --hash=sha256:944dc8747f640b3527649c566a5fc75ee0c15e80642ea2fdae4fe6378e1a9d4a \
+    --hash=sha256:9d3cba9c4770cf76370fead8d2ae71bc474f3ef67ae4119e455d025726bcdc1c \
+    --hash=sha256:a2b0e87f6b80790c929308ca0831d686f7a180feab684fe8cd4a4380bd96aaca \
+    --hash=sha256:a3fc783d12202d1b064b6f125772d85f00e36e62eee6b2e415f56d8fd2d2e7b2 \
+    --hash=sha256:a5cd9c5f138cb052130b40ad3b6976d2180c35348410995812678f4636bd8f94 \
+    --hash=sha256:c6d4a92a87d238231564b5cbf27a8d1e46b7e62040c66b5ff33778a16b22295e \
+    --hash=sha256:cac792b0bde1c86d8f832e513cd061b7e682181cc5a6d843d487e6c8ae9d5fcb \
+    --hash=sha256:ccb0bc6b8437cfcb04459a02bc5ecc58bf161ea11659438945ab5a1392ee39fe \
+    --hash=sha256:d15c4d4ba8a3ad284124384f769465bfba45512aaa4c81caea8a165f79fc042a \
+    --hash=sha256:d249c9022ab13286b17bd66f30609e800c5f95efeecb06168990c7a66cecde6c \
+    --hash=sha256:ddb43637b7749b88644df4319e1c36f767e7fb71a92bb9942558c8de2f1cc5f4 \
+    --hash=sha256:e75ec625d8f8781ced690b7a2f5c2d138067711cf24bb8fb68c872c30c2fefe5 \
+    --hash=sha256:e8ec2d5a7b798c84d6779e7ca5318fd928b8fe9dd021106d714dc2e77cdc7555 \
+    --hash=sha256:e9b6ebc6c74b4318eaa4e51e520dc8b95ebc7b262953c3ecb24131104681f14e \
+    --hash=sha256:e9c39962f749bd40c6e8c5063d498bd3749947888306ffedb99a0cab3a69f995 \
+    --hash=sha256:efd54fe07f808e7e82f6a04f370457ca02e770c948f0e2f83345ccc7ec8bb829 \
+    --hash=sha256:f25b402a6f1eed34af2af57603a9aadcf594dacaced1655e925eb317fba3f337 \
+    --hash=sha256:f2fe4bc1b8fa4130563b94a3614db9ea17e92a455bed00e6a5d03eaff434b33c \
+    --hash=sha256:f815cd3387bd88ca9eeabc357ce4bdf884eef0ab2949db0fbd5e0b69fe5ee422
     # via
     #   pyarrow
     #   uvloop
@@ -255,27 +371,22 @@ flit-core==3.12.0 \
     #   sphinxcontrib-qthelp
     #   sphinxcontrib-serializinghtml
     #   tomli
+    #   truststore
     #   typing-extensions
     #   wheel
 flit-scm==1.7.0 \
     --hash=sha256:961bd6fb24f31bba75333c234145fff88e6de0a90fc0f7e5e7c79deca69f6bb2 \
     --hash=sha256:9e864caa8a63f708f5bb2f1b5b53eedcd4da75ec2cc6221a64cea7aa5c9eae1a
     # via exceptiongroup
-gitdb==4.0.12 \
-    --hash=sha256:5ef71f855d191a3326fcfbc0d5da835f26b13fbcba60c32c21091c349ffdb571 \
-    --hash=sha256:67073e15955400952c6565cc3e707c554a4eea2e428946f7a4c162fab9bd9bcf
-    # via gitpython
-gitpython==3.1.49 \
-    --hash=sha256:024b0422d7f84d15cd794844e029ffebd4c5d42a7eb9b936b458697ef550a02c \
-    --hash=sha256:42f9399c9eb33fc581014bedd76049dfbaf6375aa2a5754575966387280315e1
-    # via pymilvus
 hatch-fancy-pypi-readme==25.1.0 \
     --hash=sha256:9c58ed3dff90d51f43414ce37009ad1d5b0f08ffc9fc216998a06380f01c0045 \
     --hash=sha256:ce0134c40d63d874ac48f48ccc678b8f3b62b8e50e9318520d2bffc752eedaf3
     # via
     #   attrs
     #   httpcore
+    #   httpcore2
     #   httpx
+    #   httpx2
     #   jsonschema
     #   pydantic
 hatch-vcs==0.4.0 \
@@ -295,9 +406,9 @@ hatch-vcs==0.5.0 \
     # via
     #   filelock
     #   platformdirs
-hatchling==1.29.0 \
-    --hash=sha256:50af9343281f34785fab12da82e445ed987a6efb34fd8c2fc0f6e6630dbcc1b0 \
-    --hash=sha256:793c31816d952cee405b83488ce001c719f325d9cda69f1fc4cd750527640ea6
+hatchling==1.31.0 \
+    --hash=sha256:6b48ad4068a482ed7239b3a8215bc55b47aad3345d58dfc94e553c5d2d46211b \
+    --hash=sha256:aac80bec8b6fe35e8480f1c335be8910fa210a0e6f735a139be205dadcacb544
     # via
     #   annotated-types
     #   atpublic
@@ -311,11 +422,15 @@ hatchling==1.29.0 \
     #   hatch-fancy-pypi-readme
     #   hatch-vcs
     #   httpcore
+    #   httpcore2
     #   httpx
+    #   httpx2
     #   ibis-framework
     #   jsonschema
     #   jsonschema-specifications
     #   mcp
+    #   mcp-types
+    #   opentelemetry-api
     #   platformdirs
     #   pyarrow-hotfix
     #   pydantic
@@ -402,97 +517,99 @@ libcst==1.8.6 \
     --hash=sha256:f729c37c9317126da9475bdd06a7208eb52fcbd180a6341648b45a56b4ba708b \
     --hash=sha256:fea5c7fa26556eedf277d4f72779c5ede45ac3018650721edd77fd37ccd4a2d4
     # via pyarrow
-librt==0.9.0 \
-    --hash=sha256:07cf11f769831186eeac424376e6189f20ace4f7263e2134bdb9757340d84d4d \
-    --hash=sha256:0a09c2f5869649101738653a9b7ab70cf045a1105ac66cbb8f4055e61df78f2d \
-    --hash=sha256:0a1be03168b2691ba61927e299b352a6315189199ca18a57b733f86cb3cc8d38 \
-    --hash=sha256:0b73e4266307e51c95e09c0750b7ec383c561d2e97d58e473f6f6a209952fbb8 \
-    --hash=sha256:15cb151e52a044f06e54ac7f7b47adbfc89b5c8e2b63e1175a9d587c43e8942a \
-    --hash=sha256:194fc1a32e1e21fe809d38b5faea66cc65eaa00217c8901fbdb99866938adbdb \
-    --hash=sha256:1bf465d1e5b0a27713862441f6467b5ab76385f4ecf8f1f3a44f8aa3c695b4b6 \
-    --hash=sha256:1c587494461ebd42229d0f1739f3aa34237dd9980623ecf1be8d3bcba79f4499 \
-    --hash=sha256:224b9727eb8bc188bc3bcf29d969dba0cd61b01d9bac80c41575520cc4baabb2 \
-    --hash=sha256:22a904cbdb678f7cb348c90d543d3c52f581663d687992fee47fd566dcbf5285 \
-    --hash=sha256:2b8f5d00b49818f4e2b1667db994488b045835e0ac16fe2f924f3871bd2b8ac5 \
-    --hash=sha256:2c3786f0f4490a5cd87f1ed6cefae833ad6b1060d52044ce0434a2e85893afd0 \
-    --hash=sha256:2d03fa4fd277a7974c1978c92c374c57f44edeee163d147b477b143446ad1bf6 \
-    --hash=sha256:2f8e12706dcb8ff6b3ed57514a19e45c49ad00bcd423e87b2b2e4b5f64578443 \
-    --hash=sha256:3be322a15ee5e70b93b7a59cfd074614f22cc8c9ff18bd27f474e79137ea8d3b \
-    --hash=sha256:3cc2917258e131ae5f958a4d872e07555b51cb7466a43433218061c74ef33745 \
-    --hash=sha256:3f05d145df35dca5056a8bc3838e940efebd893a54b3e19b2dda39ceaa299bcb \
-    --hash=sha256:3fe56e80badb66fdcde06bef81bbaa5bfcf6fbd7aefb86222d9e369c38c6b228 \
-    --hash=sha256:42ff8a962554c350d4a83cf47d9b7b78b0e6ff7943e87df7cdfc97c07f3c016f \
-    --hash=sha256:451daa98463b7695b0a30aa56bf637831ea559e7b8101ac2ef6382e8eb15e29c \
-    --hash=sha256:465814ab157986acb9dfa5ccd7df944be5eefc0d08d31ec6e8d88bc71251d845 \
-    --hash=sha256:4c4d0440a3a8e31d962340c3e1cc3fc9ee7febd34c8d8f770d06adb947779ea5 \
-    --hash=sha256:4e3dda8345307fd7306db0ed0cb109a63a2c85ba780eb9dc2d09b2049a931f9c \
-    --hash=sha256:5093043afb226ecfa1400120d1ebd4442b4f99977783e4f4f7248879009b227f \
-    --hash=sha256:5112c2fb7c2eefefaeaf5c97fec81343ef44ee86a30dcfaa8223822fba6467b4 \
-    --hash=sha256:527b5b820b47a09e09829051452bb0d1dd2122261254e2a6f674d12f1d793d54 \
-    --hash=sha256:54d412e47c21b85865676ed0724e37a89e9593c2eee1e7367adf85bfad56ffb1 \
-    --hash=sha256:56d65b583cf43b8cf4c8fbe1e1da20fa3076cc32a1149a141507af1062718236 \
-    --hash=sha256:5ca8e133d799c948db2ab1afc081c333a825b5540475164726dcbf73537e5c2f \
-    --hash=sha256:603138ee838ee1583f1b960b62d5d0007845c5c423feb68e44648b1359014e27 \
-    --hash=sha256:63c12efcd160e1d14da11af0c46c0217473e1e0d2ae1acbccc83f561ea4c2a7b \
-    --hash=sha256:657f8ba7b9eaaa82759a104137aed2a3ef7bc46ccfd43e0d89b04005b3e0a4cc \
-    --hash=sha256:66b58fed90a545328e80d575467244de3741e088c1af928f0b489ebec3ef3858 \
-    --hash=sha256:6788207daa0c19955d2b668f3294a368d19f67d9b5f274553fd073c1260cbb9f \
-    --hash=sha256:703f4ae36d6240bfe24f542bac784c7e4194ec49c3ba5a994d02891649e2d85b \
-    --hash=sha256:7202bdcac47d3a708271c4304a474a8605a4a9a4a709e954bf2d3241140aa938 \
-    --hash=sha256:756775d25ec8345b837ab52effee3ad2f3b2dfd6bbee3e3f029c517bd5d8f05a \
-    --hash=sha256:78042f6facfd98ecb25e9829c7e37cce23363d9d7c83bc5f72702c5059eb082b \
-    --hash=sha256:789fff71757facc0738e8d89e3b84e4f0251c1c975e85e81b152cdaca927cc2d \
-    --hash=sha256:7bc30ad339f4e1a01d4917d645e522a0bc0030644d8973f6346397c93ba1503f \
-    --hash=sha256:7d429bdd4ac0ab17c8e4a8af0ed2a7440b16eba474909ab357131018fe8c7e71 \
-    --hash=sha256:7d5c8a5929ac325729f6119802070b561f4db793dffc45e9ac750992a4ed4d22 \
-    --hash=sha256:7e6274fd33fc5b2a14d41c9119629d3ff395849d8bcbc80cf637d9e8d2034da8 \
-    --hash=sha256:80b25c7b570a86c03b5da69e665809deb39265476e8e21d96a9328f9762f9990 \
-    --hash=sha256:81107843ed1836874b46b310f9b1816abcb89912af627868522461c3b7333c0f \
-    --hash=sha256:8494cfc61e03542f2d381e71804990b3931175a29b9278fdb4a5459948778dc2 \
-    --hash=sha256:850d6d03177e52700af605fd60db7f37dcb89782049a149674d1a9649c2138fd \
-    --hash=sha256:8c6bc1384d9738781cfd41d09ad7f6e8af13cfea2c75ece6bd6d2566cdea2076 \
-    --hash=sha256:90904fac73c478f4b83f4ed96c99c8208b75e6f9a8a1910548f69a00f1eaa671 \
-    --hash=sha256:90e6d5420fc8a300518d4d2288154ff45005e920425c22cbbfe8330f3f754bd9 \
-    --hash=sha256:928bd06eca2c2bbf4349e5b817f837509b0604342e65a502de1d50a7570afd15 \
-    --hash=sha256:9b3e3bc363f71bda1639a4ee593cb78f7fbfeacc73411ec0d4c92f00730010a4 \
-    --hash=sha256:9edcc35d1cae9fd5320171b1a838c7da8a5c968af31e82ecc3dff30b4be0957f \
-    --hash=sha256:9fcb461fbf70654a52a7cc670e606f04449e2374c199b1825f754e16dacfedd8 \
-    --hash=sha256:a0951822531e7aee6e0dfb556b30d5ee36bbe234faf60c20a16c01be3530869d \
-    --hash=sha256:a361c9434a64d70a7dbb771d1de302c0cc9f13c0bffe1cf7e642152814b35265 \
-    --hash=sha256:a4b25c6c25cac5d0d9d6d6da855195b254e0021e513e0249f0e3b444dc6e0e61 \
-    --hash=sha256:a5af136bfba820d592f86c67affcef9b3ff4d4360ac3255e341e964489b48519 \
-    --hash=sha256:a81eea9b999b985e4bacc650c4312805ea7008fd5e45e1bf221310176a7bcb3a \
-    --hash=sha256:a9c63e04d003bc0fb6a03b348018b9a3002f98268200e22cc80f146beac5dc40 \
-    --hash=sha256:aa95738a68cedd3a6f5492feddc513e2e166b50602958139e47bbdd82da0f5a7 \
-    --hash=sha256:b0a2040f801406b93657a70b72fa12311063a319fee72ce98e1524da7200171f \
-    --hash=sha256:b8bd70d5d816566a580d193326912f4a76ec2d28a97dc4cd4cc831c0af8e330e \
-    --hash=sha256:b8da9f8035bb417770b1e1610526d87ad4fc58a2804dc4d79c53f6d2cf5a6eb9 \
-    --hash=sha256:bc5518873822d2faa8ebdd2c1a4d7c8ef47b01a058495ab7924cb65bdbf5fc9a \
-    --hash=sha256:c0d620e74897f8c2613b3c4e2e9c1e422eb46d2ddd07df540784d44117836af3 \
-    --hash=sha256:c2640e23d2b7c98796f123ffd95cf2022c7777aa8a4a3b98b36c570d37e85eee \
-    --hash=sha256:c81aef782380f0f13ead670aae01825eb653b44b046aa0e5ebbb79f76ed4aa11 \
-    --hash=sha256:d4d16b608a1c43d7e33142099a75cd93af482dadce0bf82421e91cad077157f4 \
-    --hash=sha256:d69fc39e627908f4c03297d5a88d9284b73f4d90b424461e32e8c2485e21c283 \
-    --hash=sha256:d9da80e5b04acce03ced8ba6479a71c2a2edf535c2acc0d09c80d2f80f3bad15 \
-    --hash=sha256:dd2c7e082b0b92e1baa4da28163a808672485617bc855cc22a2fd06978fa9084 \
-    --hash=sha256:de7dac64e3eb832ffc7b840eb8f52f76420cde1b845be51b2a0f6b870890645e \
-    --hash=sha256:e0785c2fb4a81e1aece366aa3e2e039f4a4d7d21aaaded5227d7f3c703427882 \
-    --hash=sha256:e306d956cfa027fe041585f02a1602c32bfa6bb8ebea4899d373383295a6c62f \
-    --hash=sha256:e78fb7419e07d98c2af4b8567b72b3eaf8cb05caad642e9963465569c8b2d87e \
-    --hash=sha256:e9002e98dcb1c0a66723592520decd86238ddcef168b37ff6cfb559200b4b774 \
-    --hash=sha256:e94cbc6ad9a6aeea46d775cbb11f361022f778a9cc8cc90af653d3a594b057ce \
-    --hash=sha256:eea1b54943475f51698f85fa230c65ccac769f1e603b981be060ac5763d90927 \
-    --hash=sha256:f100bfe2acf8a3689af9d0cc660d89f17286c9c795f9f18f7b62dd1a6b247ae6 \
-    --hash=sha256:f162af66a2ed3f7d1d161a82ca584efd15acd9c1cff190a373458c32f7d42118 \
-    --hash=sha256:f24b90b0e0c8cc9491fb1693ae91fe17cb7963153a1946395acdbdd5818429a4 \
-    --hash=sha256:f29b68cd9714531672db62cc54f6e8ff981900f824d13fa0e00749189e13778e \
-    --hash=sha256:f38bc489037eca88d6ebefc9c4d41a4e07c8e8b4de5188a9e6d290273ad7ebb1 \
-    --hash=sha256:f3fd278f5e6bf7c75ccd6d12344eb686cc020712683363b66f46ac79d37c799f \
-    --hash=sha256:f4003f70c56a5addd6aa0897f200dd59afd3bf7bcd5b3cce46dd21f925743bc2 \
-    --hash=sha256:f48c963a76d71b9d7927eb817b543d0dccd52ab6648b99d37bd54f4cd475d856 \
-    --hash=sha256:f819e0c6413e259a17a7c0d49f97f405abadd3c2a316a3b46c6440b7dbbedbb1 \
-    --hash=sha256:fc5758e2b7a56532dc33e3c544d78cbaa9ecf0a0f2a2da2df882c1d6b99a317f \
-    --hash=sha256:fcbdf2a9ca24e87bbebb47f1fe34e531ef06f104f98c9ccfc953a3f3344c567a
+librt==0.13.0 \
+    --hash=sha256:05d96b80b95d3a2721b619f8982b8558848b04875bb4772fd54842b59f61dd97 \
+    --hash=sha256:0763ca2ab66058174f9dee426dc64f5e0a89c24a7df8d3fe3f1836c04e25de4b \
+    --hash=sha256:091b60a4d2174fc1ec5c34cdc0b72efb6224753d76b7da61ebeab7a191aec8bd \
+    --hash=sha256:0b795f5fc70fbbb787ceaf79bb3a0d627bcc33c53de51741755263ec406b775a \
+    --hash=sha256:0d38604854e8d22faadf683ec6c02bb0f886e2ba56ef981a1c36ee275f21ea22 \
+    --hash=sha256:109b84a9edf69ad89dc1f66358659e14a031baca95e3e5b0060bd903ede8efd6 \
+    --hash=sha256:1304368a3e7ffc3e9db986796cc5326fdb5943a3567ecc137cff318e4240c0e7 \
+    --hash=sha256:17221a7569f8f292aa0014226e48aa25b8c2b08da18088cd230953d0ea0f9cd1 \
+    --hash=sha256:1b5a7bbff495baedbd9b916c367d66854008f8f3b575908ded477c499dc60082 \
+    --hash=sha256:1ce61b3746545029d4f5c17d6bd74b676254ad98433086c846ffb5e8fa73f007 \
+    --hash=sha256:1d2a610c14ac0d0750ee0a3ab8548e83155258387891caaca04def4bf7289781 \
+    --hash=sha256:21b7ac084f701a9cdff6139745a6620579d65a9379ac2d9d50a86368b109e63c \
+    --hash=sha256:22034924f5b42d5a56371cf271771bfeaabf235a7a8b6264bef2d20013f786c6 \
+    --hash=sha256:25218d94b1d2cbc0ba1d8a3f9dc9af578d9646e5ed16443a70cde1dfdcce6d71 \
+    --hash=sha256:2608d3b39f9e0b4a66a130d9150c615cba40a5090d25eeeaa225e0e46de8c0ac \
+    --hash=sha256:260c33e92263fa629b4f6d3c51967a1c2158fe6c33237aaa3ebeac586b085259 \
+    --hash=sha256:2e56ea4ee4df77585a6b5c138f6538680886024fa559f5b55bd14b12e98e67b2 \
+    --hash=sha256:2f281549a4c52ac7bb97997f14353f8bd0e53a34ca0dad1c905cfd0b4a58ae99 \
+    --hash=sha256:301067672387902c55f94b51d5022304b36c966ea9fe1f21caab99a9bef487c9 \
+    --hash=sha256:30536798f4504c0fad0885b1d371b0539abb081e4570c9d7c641cb51141b49f0 \
+    --hash=sha256:32c26893cd085c1efe83219e78d866da23fb20a066101b8f68210004361d224c \
+    --hash=sha256:34bc7938b9fdf14fe32a406c19c71faf894c5cee7e7474bd0be2f17200b82d14 \
+    --hash=sha256:34e47058fcc69a313293d6dee94216a4f30c929ae6f2476e58c5ba635aa639d5 \
+    --hash=sha256:3657346f867469e962549435aa05fd15330b1d6a92829f8e27988e194382d005 \
+    --hash=sha256:36b306a623aaad96fe4b378692b54f9c0789fccd833b9851753d5fbf6138cfde \
+    --hash=sha256:371f7ce73026815dafd51c50ce38416e91428b28c4b2ec97cd39271164b0045c \
+    --hash=sha256:375f5af8f99cbaa99dd293af986e3d57caabc9ba81a5d3f021603764854197a1 \
+    --hash=sha256:387e2f1d27e89bffe0d3f520f0da0662c973fd607ca16c1808f8a5085419485e \
+    --hash=sha256:3aaedf52171bee90860704c560bc798fe83b76247df47568e0197e9b13c735a0 \
+    --hash=sha256:3dbb2a31882456cadc7053378e81ad7ed7693db4ac9f98ab5f81ef034aa8ec9f \
+    --hash=sha256:4000d961ff9598ac6ea603c6c836a5ed49bc205ade5fc378b998dfe1e2c36628 \
+    --hash=sha256:40ccd13c252d3fe473ffc8a57be7565abc8b64cf1b108344c859d5164f7f3e0c \
+    --hash=sha256:46c330e82565962c761dbce7941be2cff7db674ee807455a8d0cadc5f9b759b0 \
+    --hash=sha256:4f6db193d2e5e0ed60359b9a5a682cd67205d0d3b1e459a867dd4b5c4e7eaa7a \
+    --hash=sha256:531b2df3e9fe96b1fcf73a6d165921e4656be5f58d631d384ebce344298368db \
+    --hash=sha256:54dab44a847d5ad1acd05c8a83fe518ae685516ecf4d3f7cc6e3df2a66767650 \
+    --hash=sha256:5929da1981a46bcf4b28b1b9499905f0ff58e2419da402a048234e9783acbc4b \
+    --hash=sha256:5f31b0aa13c9b04370d4da6be1ab7779776b3a075cceb6747a39a4be85fe1e40 \
+    --hash=sha256:5fdcf34f86de8fb66d7dc7589f96ba91c4aa46671200d400e6fd6f109a483f18 \
+    --hash=sha256:66c0e7e6b02a155576df2c77ec933a70b72da726e248c494abf690923e624348 \
+    --hash=sha256:66cb1138f384a191a6d75f986064841fcfdc0cea98f7bd9c9ab9b38049917588 \
+    --hash=sha256:68a5faee4bba381cb93b5961f684a514cf0053cb92308ff9c792c2fea0b174c6 \
+    --hash=sha256:6bf6a559ffe4a93bbea6cf31ddf01a7fd9ba342ef51f27beb178e318b74acd61 \
+    --hash=sha256:70d9c62a4cffd9f23396cd5ef93fc5d11b31596b9b7d6306074abe3d5fcf09bd \
+    --hash=sha256:791aa18a373b90da8ac3c44fc77544f33fdf53ae403acdce9b39f1c26b4a3b94 \
+    --hash=sha256:79e44cff71750d299d61a678e49995b0d5935a9cda238c2574daeca3ba536927 \
+    --hash=sha256:7db9a3ff32ef5f7d1703d93831a3316cdf0b537de6a1cc03cc8fdd09b9194e89 \
+    --hash=sha256:860bd1d8ba48456ce08feaf8d343a8aaeb2fa086f2bcaa2a923fa3f7a3ff9aa3 \
+    --hash=sha256:9320d34c3376ae204b2cd176e8d4883a013934e0aef822f1aed9c536490c275d \
+    --hash=sha256:93d24ebb82aa4420b1409c389e7857bc35bd0b668007ac8172427d5c73cc8cc5 \
+    --hash=sha256:94b85d664d777bab6c0d709416cb42938251fda9e221b79e3a2215d85df5f4f9 \
+    --hash=sha256:96bad8725a4f196a798366c25ce075d1f7543a4ec045ffc13e6a7ec095cdab04 \
+    --hash=sha256:9af313c66157a69dc69ea0059a66961692250e0dc95af9c385a48ffb770a0d16 \
+    --hash=sha256:9c5d02b89de5acd0379a51ec44a89476fb03df6145442e1c8ecd6bee2f91b176 \
+    --hash=sha256:9e786428f291dd2d2f1cbfc0e0caa45a2e395fab0ad3e2c9314daa8873414390 \
+    --hash=sha256:9f836c37478f167a81200d8c8b2c920a22224564bed2c23d7aeec760965c367a \
+    --hash=sha256:9fd35e95ab5e45c3901d37110263c7db85a961110f5460588fe37f8c131f88a7 \
+    --hash=sha256:a001519c315d5db40710f2665d32c4791f1d4779fc96a9423fd18d92c8b9ac7b \
+    --hash=sha256:a3762e75fcac8c9e4dacaaf438bffd9003e2ca2c531b756f3c0035deefa674c8 \
+    --hash=sha256:a38fb81d8376dfa2f8963b265fec07637802b0d01e2a127c19c66cb070fb24f5 \
+    --hash=sha256:a3dfe4edf10e8ed7e55b026a8bfc2c2a8704218b659cd4bffdf604fab966dc39 \
+    --hash=sha256:a4517d47b2b8af26975a406fba7d314de9696d864252e0257c6ea90238cfe27f \
+    --hash=sha256:a468951af16155824e88bdd8326ebe5bdb371f3ec0ac04642994b98201d914f3 \
+    --hash=sha256:a6e556d6aba31c93dd97ce661d66614d2429c0a3923f9dc8f0af7e8df10223a4 \
+    --hash=sha256:ac04bcd3328eb91d99dfedf6a60d9c1f15d3434e6f6daf922f0420f7d90b85c7 \
+    --hash=sha256:ae01d8512cc17079e53425635327dbf3f7ff57a42c00dec348bf79791c56444c \
+    --hash=sha256:b15e26cc0fe622d0c67e98bee6ef6bc8f792e20ee3006aa12627a00463d9399f \
+    --hash=sha256:b222493da6e7b6199db9bd79502436cf5a27da3c1f7fa83c7e285444fc93fd03 \
+    --hash=sha256:c3cd253cf32fe4f4662960d6bf7d55cb8be0c31a5d644a4d48aeafebaff3409a \
+    --hash=sha256:c6014e3c80f9c1fe268ef8b0e0ef113bac672cc032f2f93866e7ddad4f3e663d \
+    --hash=sha256:c718e99a0992127af84385378460db624103b559ab260435abcfe77a4e4ed1c1 \
+    --hash=sha256:c7897db4e95e22468bdda33d8e012ceacd0182abf001e6389d763f0def6286b9 \
+    --hash=sha256:cb8a1adce42d8b75485a5d56a9623a50bcab995b6079f1dac59fc44034dd93d9 \
+    --hash=sha256:cc99dfb62b23c9207c33d0be8a2e2af7a42e21e6ea388b380a0c948c7b88953b \
+    --hash=sha256:d4c8d9bd5abce34b2e75edb3bf37ab0f34e49b1f915a40ae8468eb7c85bc5b46 \
+    --hash=sha256:d4cb6fbfdf874340ab5e51450753c0f817b6958a3621125ee695bbc3de866566 \
+    --hash=sha256:d63bae12a8aeb51380be3438e4dc4bd27354d0f8e19166b2f44e3e94d6f552dc \
+    --hash=sha256:d6fb0eaa108814581c4d3bfbd068c3fb6757812a81415008d1bae08267cca360 \
+    --hash=sha256:d9188caac26e47671b52836a5e2a49873a7fc11c673b0c122d22515f98bc14e1 \
+    --hash=sha256:db327e7271e653c32040b85ae6188059c924b57d7e1e29f935523fa017cd4e82 \
+    --hash=sha256:dbdd5b6509d0c2a8fe72cf494c299a61dbd58142a90a4190664ae159e4a7b547 \
+    --hash=sha256:e4f9b472e7d308d94b62c801982065661158c6ed02790d6c7ddb4337cea0f9c1 \
+    --hash=sha256:e54a315caf843c8d77e388cadc56ea9ded569935ee2d2347d7ea94992e5aa6fa \
+    --hash=sha256:f125f5d46b20f89dc5587a55cc416b4ba2a5b2ffda36d048ee120e17598a653a \
+    --hash=sha256:f19e181de5b3a1148bb3420b8c4b0b0ea0fce6950099724ad151d6cea5acc180 \
+    --hash=sha256:f1f9cc4d09a46d9cb3c2063ae100629d3f52a6517c3c08c2f4c9828261883929 \
+    --hash=sha256:f26629539d4893c2957a16c41bb058e1e135c1f150f6a2e25ed047f64cf3f5c6 \
+    --hash=sha256:f2a7253458e34f33543551394ae4fe104b497ec2a65ac266074de64c1df82e37 \
+    --hash=sha256:f40e56b61b41be5f7dec938cfeffd660668cf4b5e72c78e7bd671d66b7bc2c79 \
+    --hash=sha256:f442e3954b1addc759faae22a7c9a3f1e16d7d1db3f484279dc27d62e06968fa \
+    --hash=sha256:fadc63331f4388c3dc90090448f682a7e9feafc11481391c1e94f2f907a3976e \
+    --hash=sha256:fc67741da44c6eaa90e01eafb586bbba9b51eb5b6ed381ee6f5ae72eb3316d21
     # via mypy
 markupsafe==3.0.3 \
     --hash=sha256:0303439a41979d9e74d18ff5e2dd8c43ed6c6001fd40e5bf2e43f7bd9bbc523f \
@@ -585,23 +702,25 @@ markupsafe==3.0.3 \
     --hash=sha256:f9e130248f4462aaa8e2552d547f36ddadbeaa573879158d721bbd33dfe4743a \
     --hash=sha256:fed51ac40f757d41b7c48425901843666a6677e3e8eb0abcff09e4ba6e664f50
     # via jinja2
-maturin==1.13.1 \
-    --hash=sha256:001741c6cff56aa8ea59a0d78ae990c0550d0e3e82b00b683eedb4158a8ef7e6 \
-    --hash=sha256:01c845825c917c07c1d0b2c9032c59c16a7d383d1e649a46481d3e5693c2750f \
-    --hash=sha256:2839024dcd65776abb4759e5bca29941971e095574162a4d335191da4be9ff24 \
-    --hash=sha256:3da18cccf2f683c0977bff9146a0908d6ffce836d600665736ac01679f588cb9 \
-    --hash=sha256:416e4e01cb88b798e606ee43929df897e42c1647b722ef68283816cca99a8742 \
-    --hash=sha256:6b1e5916a253243e8f5f9e847b62bbc98420eec48c9ce2e2e8724c6da89d359b \
-    --hash=sha256:72888e87819ce546d0d2df900e4b385e4ef299077d92ee37b48923a5602dae94 \
-    --hash=sha256:98b5fcf1a186c217830a8295ecc2989c6b1cf50945417adfc15252107b9475b7 \
-    --hash=sha256:9a87ff3b8e4d1c6eac33ebfe8e261e8236516d98d45c0323550621819b5a1a2f \
-    --hash=sha256:a2017d2281203d0c6570240e7d746564d766d756105823b7de68bda6ae722711 \
-    --hash=sha256:c1490584f3c70af45466ee99065b49e6657ebdccac6b10571bb44681309c9396 \
-    --hash=sha256:c6a720b252c99de072922dbe4432ab19662b6f80045b0355fec23bdfccb450da \
-    --hash=sha256:dc91031e0619c1e28730279ef9ee5f106c9b9ec806b013f888676b242f892eb7 \
-    --hash=sha256:f69093ed4a0e6464e52a7fc26d714f859ce15630ec8070743398c6bf41f38a9e
+maturin==1.14.1 \
+    --hash=sha256:15cea8fcb3ba47dd636f50092bb34baea8b04ac777392f23e6bf8a9a61efb894 \
+    --hash=sha256:1a04de0a20188f95c721b5702eed18140bdcccb28c386797093eca3f62f4d4e0 \
+    --hash=sha256:3c9f94640ecc4895e94abaf834a0684430032c865b2748a36c12461fd9252fdd \
+    --hash=sha256:522292398945442cdafa9daeb2271b2340fbde57027b818f923f88eab04174f8 \
+    --hash=sha256:5282dffd4b539d2be245f4e5b1a5ab6bc1033b58f4a4872f5833f9d43c954aa4 \
+    --hash=sha256:994a0c8ba3ad8a92b3a9ee1b02645d200d610216b15cff5102b0fe65e8e08666 \
+    --hash=sha256:9d6577a62cd08e0ceba7a0db06fb098e0c9b1b3429bad747a4f3a18215a1b3df \
+    --hash=sha256:a131d912b5267e640bc96d70f4914e10590aed64082ec9abacba7cea52004224 \
+    --hash=sha256:be18fc568fb76884c0205456336892a75105ec398e6b667cd777c6268bd06d69 \
+    --hash=sha256:be80866363e605d137991b491a741a84cde9ae350183c4c85f49690ca9aaaa65 \
+    --hash=sha256:cd457cd88961156e26379e1155bd287cc0ec1c8b2f1582b0660fb31b87c8842d \
+    --hash=sha256:dfc54ae32e6fcb18302193ab9a30b0b25eefffba994ae13238974805533ef75e \
+    --hash=sha256:f3306078070c1508fd715b9116070cbcaff5959024272a9f1e6f5cb29768b86c \
+    --hash=sha256:ffe5ad71f21d1e6603c4dd75f7fee34adf5ed5ebcebb692886549888ebb329ed
     # via
+    #   ast-serialize
     #   cryptography
+    #   orjson
     #   pydantic-core
     #   rpds-py
     #   watchfiles
@@ -698,9 +817,9 @@ pathspec==1.1.1 \
     #   hatchling
     #   mypy
     #   scikit-build-core
-pdm-backend==2.4.8 \
-    --hash=sha256:502a395859587b4f47ba36aded330aeda410da8d33751a56cb97c8c679276f8f \
-    --hash=sha256:d8ef85d2c4306ee67195412d701fae9983e84ec6574598e26798ae26b7b3c7e0
+pdm-backend==2.4.9 \
+    --hash=sha256:8d1064751dadb0c40b1026b46826a448d85c8228a564985c62fb53d4aba538a1 \
+    --hash=sha256:c41a852ccbf4b567b033db9b2ae78660d7a4ea49307719959ab88a01f0aabb2e
     # via
     #   annotated-doc
     #   fastapi
@@ -713,9 +832,9 @@ pluggy==1.6.0 \
     --hash=sha256:7dcc130b76258d33b90f61b658791dede3486c3e6bfb003ee5c9bfb396dd22f3 \
     --hash=sha256:e920276dd6813095e9377c0bc5566d94c932c33b27a3e3945d8389c374dd4746
     # via hatchling
-poetry-core==2.3.2 \
-    --hash=sha256:20cb71be27b774628da9f384effd9183dfceb53bcef84063248a8672aa47031f \
-    --hash=sha256:23df641b64f87fbb4ce1873c1915a4d4bb1b7d808c596e4307edc073e68d7234
+poetry-core==2.4.1 \
+    --hash=sha256:89dceb6c10e9c6d8650a16183400e3c9ff9ddee13b0a81023b5575334a2b3744 \
+    --hash=sha256:acf06f9537cd2625bdaec926d95d90b557ba15353bc71d27a3a8a441042b5316
     # via
     #   aiohappyeyeballs
     #   dunamai
@@ -734,9 +853,9 @@ pycparser==3.0 \
     --hash=sha256:600f49d217304a5902ac3c37e1281c9fe94e4d0489de643a9504c5cdfdfc6b29 \
     --hash=sha256:b727414169a36b7d524c1c3e31839a521725078d7b2ff038656844266160a992
     # via cffi
-pyproject-metadata==0.11.0 \
-    --hash=sha256:85bbecca8694e2c00f63b492c96921d6c228454057c88e7c352b2077fcaa4096 \
-    --hash=sha256:c72fa49418bb7c5a10f25e050c418009898d1c051721d19f98a6fb6da59a66cf
+pyproject-metadata==0.12.1 \
+    --hash=sha256:8809a4df6fe08279b39a8890669506ed3158e0617855ac9aff098fcbe772ae4c \
+    --hash=sha256:f7162d580a96386a8eb096da06215f981f547d1490f03055ef99e323bc2da427
     # via meson-python
 pyyaml==6.0.3 \
     --hash=sha256:00c4bdeba853cc34e7dd471f16b4114f4162dc03e6b7afcc2128711f0eca823c \
@@ -813,9 +932,9 @@ pyyaml==6.0.3 \
     --hash=sha256:fa160448684b4e94d80416c0fa4aac48967a969efe22931448d853ada8baf926 \
     --hash=sha256:fc09d0aa354569bc501d4e787133afc08552722d3ab34836a80547331bb5d4a0
     # via libcst
-scikit-build-core==0.12.2 \
-    --hash=sha256:562e0bbc9de1a354c87825ccf732080268d6582a0200f648e8c4a2dcb1e3736d \
-    --hash=sha256:6ea4730da400f9a998ec3287bd3ebc1d751fe45ad0a93451bead8618adbc02b1
+scikit-build-core==1.0.3 \
+    --hash=sha256:a4d7a05978ee37975c37743510c8991e2debce7ef83afb0a07c0c576fd4f16e8 \
+    --hash=sha256:ae95427b7d3c14a6cf8bbfd4d901f6138ab64c99e20cbe8ea7d75cd26093f085
     # via
     #   duckdb
     #   patchelf
@@ -826,58 +945,43 @@ semantic-version==2.10.0 \
     --hash=sha256:bdabb6d336998cbb378d4b9db3a4b56a1e3235701dc05ea2690d9a997ed5041c \
     --hash=sha256:de78a3b8e0feda74cabc54aab2da702113e33ac9d9eb9d2389bcf1f58b7d9177
     # via setuptools-rust
-setuptools-git-versioning==3.0.1 \
-    --hash=sha256:737c4d17e848edd46e28764a19dc424d8537fcb2257022e5f4f5c0c8e9b64c80 \
-    --hash=sha256:c8a599bacf163b5d215552b5701faf5480ffc4d65426a5711a010b802e1590eb
+setuptools-git-versioning==3.1.0 \
+    --hash=sha256:3a68f3fd58a2a5e86b0792435cfa9d8e569ab60ee5e4c29228c09da9b637bf18 \
+    --hash=sha256:612dfcf184addac9e1c2216f4f229724b2390e5bf613fb925ae80b84f2529172
     # via toolz
-setuptools-rust==1.12.1 \
-    --hash=sha256:85ae70989d96c9cfeb5ef79cf3bac2d5200bc5564f720a06edceedbdf6664640 \
-    --hash=sha256:b7ebd6a182e7aefa97a072e880530c9b0ec8fcca8617e0bb8ff299c1a064f693
+setuptools-rust==1.13.0 \
+    --hash=sha256:666439c4d90e968bb625bcf87ec0aa02b4f49e599d2f5dc255c633a04e8eca99 \
+    --hash=sha256:f2afcf4baeee689910ce49cfa8aad4e08cce72f417449bcc32891b8664fdc726
     # via
     #   libcst
     #   maturin
-setuptools-scm==10.0.5 \
-    --hash=sha256:bbba8fe754516cdefd017f4456721775e6ef9662bd7887fb52ae26813d4838c3 \
-    --hash=sha256:f611037d8aae618221503b8fa89319f073438252ae3420e01c9ceec249131a0a
+setuptools-scm==10.2.1 \
+    --hash=sha256:4fa7dd82cf8c800df59c9a288c90299b1657ff1ecfc3f5cc00287c5dbf5e27a9 \
+    --hash=sha256:b7c82f4102d389ee57dc66ccdb4f9b4bca3c40ba83b43f1f63d68ccd72db2580
     # via
     #   anyio
+    #   cachetools
     #   dask
     #   duckdb
     #   flit-scm
     #   hatch-vcs
-    #   httpx-sse
     #   importlib-metadata
     #   libcst
     #   pluggy
     #   pyarrow
     #   pybindgen
-    #   pymilvus
     #   setuptools-rust
     #   sqlglot
     #   tabulate
     #   tenacity
     #   tqdm
     #   typeguard
-    #   ujson
+    #   urllib3
     #   zipp
 setuptools-scm==7.1.0 \
     --hash=sha256:6c508345a771aad7d56ebff0e70628bf2b0ec7573762be9960214730de278f27 \
     --hash=sha256:73988b6d848709e2af142aa48c986ea29592bbcfca5375678064708205253d8e
     # via python-dateutil
-setuptools-scm==9.2.2 \
-    --hash=sha256:1c674ab4665686a0887d7e24c03ab25f24201c213e82ea689d2f3e169ef7ef57 \
-    --hash=sha256:30e8f84d2ab1ba7cb0e653429b179395d0c33775d54807fc5f1dd6671801aef7
-    # via
-    #   hatch-vcs
-    #   urllib3
-smmap==5.0.3 \
-    --hash=sha256:4d9debb8b99007ae47165abc08670bd74cb74b5227dda7f643eccc4e9eb5642c \
-    --hash=sha256:c106e05d5a61449cf6ba9a1e650227ecfb141590d2a98412103ff35d89fc7b2f
-    # via gitdb
-tomli==2.0.2 \
-    --hash=sha256:2ebe24485c53d303f690b0ec092806a085f07af5a5aa1464f3931eec36caaa38 \
-    --hash=sha256:d46d457a85337051c36524bc5349dd91b1877838e2979ac5ced3e710ed8a60ed
-    # via setuptools-scm
 tomli==2.4.1 \
     --hash=sha256:01f520d4f53ef97964a240a035ec2a869fe1a37dde002b57ebc4417a27ccd853 \
     --hash=sha256:0d85819802132122da43cb86656f8d1f8c6587d54ae7dcaf30e90533028b49fe \
@@ -943,25 +1047,25 @@ tomli==2.4.1 \
     #   vcs-versioning
     #   versioneer
     #   yarl
-tomlkit==0.14.0 \
-    --hash=sha256:592064ed85b40fa213469f81ac584f67a4f2992509a7c3ea2d632208623a3680 \
-    --hash=sha256:cf00efca415dbd57575befb1f6634c4f42d2d87dbba376128adb42c121b87064
+tomlkit==0.15.1 \
+    --hash=sha256:177a05aece5a8ca5266fd3c448abb47b8d352f09d477d3ca8332db4d89b24304 \
+    --hash=sha256:e25bbf38843005246210a12982776f27f99cb9be67160e14434d0c0d21ee1e97
     # via uv-dynamic-versioning
-trove-classifiers==2026.4.28.13 \
-    --hash=sha256:8f4b1eb4e16296b57d612965444f87a83861cc989a0451ac97fe4265ddef03b8 \
-    --hash=sha256:c85bb8a53c3de7330d1699b844ed9fb809a602a09ac15dc79ad6d1a509be0676
+trove-classifiers==2026.6.1.19 \
+    --hash=sha256:ab4c4ec93cc4a4e7815fa759906e05e6bb3f2fbd92ea0f897288c6a43efd15b3 \
+    --hash=sha256:c5132b4b61a829d11cfbd2d72e97f20a45ed6edb95e45c5efdeb5e00836b2745
     # via hatchling
 types-psutil==7.0.0.20250218 \
     --hash=sha256:1447a30c282aafefcf8941ece854e1100eee7b0296a9d9be9977292f0269b121 \
     --hash=sha256:1e642cdafe837b240295b23b1cbd4691d80b08a07d29932143cbbae30eb0db9c
     # via mypy
-types-setuptools==82.0.0.20260408 \
-    --hash=sha256:036c68caf7e672a699f5ebbf914708d40644c14e05298bc49f7272be91cf43d3 \
-    --hash=sha256:ece0a215cdfa6463a65fd6f68bd940f39e455729300ddfe61cab1147ed1d2462
+types-setuptools==83.0.0.20260724 \
+    --hash=sha256:eed1a91e1ed9d8ec9f3e71908e5bb17272e41e0852d37d1485ecd9cd33165e1a \
+    --hash=sha256:fe2801176b667f1e8209f8571b0839ca6c34318d743825aeacf3f29970c8d46f
     # via mypy
-typing-extensions==4.15.0 \
-    --hash=sha256:0cea48d173cc12fa28ecabc3b837ea3cf6f38c6d1136f85cbaaf598984861466 \
-    --hash=sha256:f0fa19c6845758ab08074a0cfa8b7aecb71c999ca73d62883bc25cc018c4e548
+typing-extensions==4.16.0 \
+    --hash=sha256:481caa481374e813c1b176ada14e97f1f67a4539ce9cfeb3f350d78d6370c2e8 \
+    --hash=sha256:dc983d19a509c94dba722ee6abd33940f7c05a89e243c47e907eb4db6f1a43e5
     # via
     #   mypy
     #   scikit-build-core
@@ -970,10 +1074,14 @@ typing-extensions==4.15.0 \
 uv-dynamic-versioning==0.14.0 \
     --hash=sha256:574fbc07e87ace45c01d55967ad3b864871257b98ff5b8ac87c261227ac8db5b \
     --hash=sha256:e087c346a786e98d41292ac2315180fb700cedfb30565fc973d64ce11a112387
-    # via mcp
-vcs-versioning==1.1.1 \
-    --hash=sha256:b541e2ba79fc6aaa3850f8a7f88af43d97c1c80649c01142ee4146eddbc599e4 \
-    --hash=sha256:fabd75a3cab7dd8ac02fe24a3a9ba936bf258667b5a62ed468c9a1da0f5775bc
+    # via
+    #   httpcore2
+    #   httpx2
+    #   mcp
+    #   mcp-types
+vcs-versioning==2.2.3 \
+    --hash=sha256:4f7873af76f5cc24e701608354f376f5eb70b317d663787ace57a7edd7a27506 \
+    --hash=sha256:c21e284aa98c8269996791a19d6173baf953cf9996ef42ec3ebcbdc151e18b9b
     # via setuptools-scm
 versioneer==0.29 \
     --hash=sha256:0f1a137bb5d6811e96a79bb0486798aeae9b9c6efc24b389659cebb0ee396cb9 \
@@ -987,7 +1095,10 @@ wheel==0.47.0 \
     # via
     #   async-timeout
     #   google-crc32c
-    #   httpx-sse
+    #   grpcio
+    #   grpcio-health-checking
+    #   grpcio-reflection
+    #   grpcio-status
     #   libcst
     #   meson
     #   mmh3
@@ -996,13 +1107,13 @@ wheel==0.47.0 \
     #   psycopg-c
     #   psycopg-pool
     #   pycparser
-    #   pymilvus
     #   python-dateutil
     #   setuptools-git-versioning
     #   shellingham
     #   snowflake-connector-python
     #   tzdata
     #   uvloop
+    #   wrapt
 
 # The following packages are considered to be unsafe in a requirements file:
 setuptools==80.10.2 \
@@ -1014,6 +1125,7 @@ setuptools==80.10.2 \
     #   aiosignal
     #   anyio
     #   async-timeout
+    #   cachetools
     #   calver
     #   certifi
     #   cffi
@@ -1022,15 +1134,18 @@ setuptools==80.10.2 \
     #   dask
     #   dill
     #   frozenlist
-    #   gitpython
     #   google-api-core
     #   google-cloud-bigquery
     #   google-crc32c
     #   googleapis-common-protos
     #   greenlet
     #   grpc-google-iam-v1
+    #   grpcio
+    #   grpcio-health-checking
+    #   grpcio-reflection
+    #   grpcio-status
     #   gunicorn
-    #   httpx-sse
+    #   httptools
     #   importlib-metadata
     #   libcst
     #   librt
@@ -1045,17 +1160,14 @@ setuptools==80.10.2 \
     #   pathspec
     #   pluggy
     #   prometheus-client
-    #   propcache
     #   proto-plus
     #   psutil
     #   psycopg
-    #   psycopg-c
     #   psycopg-pool
     #   pyasn1
     #   pyasn1-modules
     #   pycparser
     #   pyjwt
-    #   pymilvus
     #   pymysql
     #   python-dotenv
     #   pyyaml
@@ -1064,6 +1176,7 @@ setuptools==80.10.2 \
     #   setuptools-rust
     #   setuptools-scm
     #   shellingham
+    #   snowballstemmer
     #   snowflake-connector-python
     #   sqlalchemy
     #   sqlglot
@@ -1075,7 +1188,6 @@ setuptools==80.10.2 \
     #   trove-classifiers
     #   typeguard
     #   tzdata
-    #   ujson
     #   uvloop
     #   vcs-versioning
     #   versioneer
@@ -1083,14 +1195,15 @@ setuptools==80.10.2 \
     #   wrapt
     #   yarl
     #   zipp
-setuptools==80.9.0 \
-    --hash=sha256:062d34222ad13e0cc312a4c02d73f059e86a4acbfbdea8f8f76b28c99f306922 \
-    --hash=sha256:f36b47402ecde768dbfafc46e8e4207b4360c654f1f3bb84475f0a28628fb19c
-    # via httptools
-setuptools==82.0.1 \
-    --hash=sha256:7d872682c5d01cfde07da7bccc7b65469d3dca203318515ada1de5eda35efbf9 \
-    --hash=sha256:a59e362652f08dcd477c78bb6e7bd9d80a7995bc73ce773050228a348ce2e5bb
+setuptools==80.3.1 \
+    --hash=sha256:31e2c58dbb67c99c289f51c16d899afedae292b978f8051efaf6262d8212f927 \
+    --hash=sha256:ea8e00d7992054c4c592aeb892f6ad51fe1b4d90cc6947cc45c45717c40ec537
+    # via psycopg-c
+setuptools==83.0.0 \
+    --hash=sha256:025bccbbf0fa05b6192bc64ae1e7b16e001fd6d6d4d5de03c97b1c1ade523bef \
+    --hash=sha256:29b23c360f22f414dc7336bb39178cc7bcbf6021ed2733cde173f09dba19abb3
     # via
+    #   propcache
     #   python-dateutil
     #   types-pymysql
     #   types-setuptools
diff --git a/sdk/python/requirements/py3.10-minimal-sdist-requirements.txt b/sdk/python/requirements/py3.10-minimal-sdist-requirements.txt
index 7248630c0c1..cbf49c72792 100644
--- a/sdk/python/requirements/py3.10-minimal-sdist-requirements.txt
+++ b/sdk/python/requirements/py3.10-minimal-sdist-requirements.txt
@@ -1,135 +1,136 @@
 # This file was autogenerated by uv via the following command:
-#    uv pip compile -p 3.10 --no-strip-extras pyproject.toml --extra minimal-sdist-build --no-emit-package milvus-lite --generate-hashes --output-file sdk/python/requirements/py3.10-minimal-sdist-requirements.txt
-aiobotocore==2.23.1 \
-    --hash=sha256:a59f2a78629b97d52f10936b79c73de64e481a8c44a62c1871f088df6c1afc4f \
-    --hash=sha256:d81c54d2eae2406ea9a473fea518fed580cf37bc4fc51ce43ba81546e5305114
+#    uv pip compile -p 3.10 --no-strip-extras pyproject.toml --extra minimal-sdist-build --no-emit-package milvus-lite --no-emit-package pymilvus --no-emit-package faiss-cpu --generate-hashes --output-file sdk/python/requirements/py3.10-minimal-sdist-requirements.txt
+aiobotocore==3.8.0 \
+    --hash=sha256:80a1eb64ea915f3af3c1518669975bae74a17b2f37c14eb0fa2f83b915974670 \
+    --hash=sha256:8bc605132cadfe844a3f334635a0a64fa5e360a4a206e915d99d53db5b6deeba
     # via feast (pyproject.toml)
-aiohappyeyeballs==2.6.1 \
-    --hash=sha256:c3f9d0113123803ccadfdf3f0faa505bc78e6a72d1cc4806cbd719826e943558 \
-    --hash=sha256:f349ba8f4b75cb25c99c5c2d84e997e485204d2902a9597802b0371f09331fb8
+aiohappyeyeballs==2.7.1 \
+    --hash=sha256:065665c041c42a5938ed220bdcd7230f22527fbec085e1853d2402c8a3615d9d \
+    --hash=sha256:9243213661e29250eb41368e5daa826fc017156c3b8a11440826b2e3ed376472
     # via aiohttp
-aiohttp==3.13.5 \
-    --hash=sha256:019a67772e034a0e6b9b17c13d0a8fe56ad9fb150fc724b7f3ffd3724288d9e5 \
-    --hash=sha256:02222e7e233295f40e011c1b00e3b0bd451f22cf853a0304c3595633ee47da4b \
-    --hash=sha256:023ecba036ddd840b0b19bf195bfae970083fd7024ce1ac22e9bba90464620e9 \
-    --hash=sha256:02e048037a6501a5ec1f6fc9736135aec6eb8a004ce48838cb951c515f32c80b \
-    --hash=sha256:0494a01ca9584eea1e5fbd6d748e61ecff218c51b576ee1999c23db7066417d8 \
-    --hash=sha256:0f7a18f258d124cd678c5fe072fe4432a4d5232b0657fca7c1847f599233c83a \
-    --hash=sha256:10a75acfcf794edf9d8db50e5a7ec5fc818b2a8d3f591ce93bc7b1210df016d2 \
-    --hash=sha256:110e448e02c729bcebb18c60b9214a87ba33bac4a9fa5e9a5f139938b56c6cb1 \
-    --hash=sha256:147b4f501d0292077f29d5268c16bb7c864a1f054d7001c4c1812c0421ea1ed0 \
-    --hash=sha256:157826e2fa245d2ef46c83ea8a5faf77ca19355d278d425c29fda0beb3318037 \
-    --hash=sha256:15c933ad7920b7d9a20de151efcd05a6e38302cbf0e10c9b2acb9a42210a2416 \
-    --hash=sha256:178c7b5e62b454c2bc790786e6058c3cc968613b4419251b478c153a4aec32b1 \
-    --hash=sha256:18a2f6c1182c51baa1d28d68fea51513cb2a76612f038853c0ad3c145423d3d9 \
-    --hash=sha256:1efb06900858bb618ff5cee184ae2de5828896c448403d51fb633f09e109be0a \
-    --hash=sha256:20058e23909b9e65f9da62b396b77dfa95965cbe840f8def6e572538b1d32e36 \
-    --hash=sha256:206b7b3ef96e4ce211754f0cd003feb28b7d81f0ad26b8d077a5d5161436067f \
-    --hash=sha256:20ae0ff08b1f2c8788d6fb85afcb798654ae6ba0b747575f8562de738078457b \
-    --hash=sha256:2294172ce08a82fb7c7273485895de1fa1186cc8294cfeb6aef4af42ad261174 \
-    --hash=sha256:241a94f7de7c0c3b616627aaad530fe2cb620084a8b144d3be7b6ecfe95bae3b \
-    --hash=sha256:26d2f8546f1dfa75efa50c3488215a903c0168d253b75fba4210f57ab77a0fb8 \
-    --hash=sha256:2837fb92951564d6339cedae4a7231692aa9f73cbc4fb2e04263b96844e03b4e \
-    --hash=sha256:2994be9f6e51046c4f864598fd9abeb4fba6e88f0b2152422c9666dcd4aea9c6 \
-    --hash=sha256:2d6d44a5b48132053c2f6cd5c8cb14bc67e99a63594e336b0f2af81e94d5530c \
-    --hash=sha256:31cebae8b26f8a615d2b546fee45d5ffb76852ae6450e2a03f42c9102260d6fe \
-    --hash=sha256:327cc432fdf1356fb4fbc6fe833ad4e9f6aacb71a8acaa5f1855e4b25910e4a9 \
-    --hash=sha256:329f292ed14d38a6c4c435e465f48bebb47479fd676a0411936cc371643225cc \
-    --hash=sha256:330f5da04c987f1d5bdb8ae189137c77139f36bd1cb23779ca1a354a4b027800 \
-    --hash=sha256:33add2463dde55c4f2d9635c6ab33ce154e5ecf322bd26d09af95c5f81cfa286 \
-    --hash=sha256:347542f0ea3f95b2a955ee6656461fa1c776e401ac50ebce055a6c38454a0adf \
-    --hash=sha256:39380e12bd1f2fdab4285b6e055ad48efbaed5c836433b142ed4f5b9be71036a \
-    --hash=sha256:3a807cabd5115fb55af198b98178997a5e0e57dead43eb74a93d9c07d6d4a7dc \
-    --hash=sha256:3b13560160d07e047a93f23aaa30718606493036253d5430887514715b67c9d9 \
-    --hash=sha256:3df334e39d4c2f899a914f1dba283c1aadc311790733f705182998c6f7cae665 \
-    --hash=sha256:4bb6bf5811620003614076bdc807ef3b5e38244f9d25ca5fe888eaccea2a9832 \
-    --hash=sha256:4beac52e9fe46d6abf98b0176a88154b742e878fdf209d2248e99fcdf73cd297 \
-    --hash=sha256:4e704c52438f66fdd89588346183d898bb42167cf88f8b7ff1c0f9fc957c348f \
-    --hash=sha256:4eac02d9af4813ee289cd63a361576da36dba57f5a1ab36377bc2600db0cbb73 \
-    --hash=sha256:53fc049ed6390d05423ba33103ded7281fe897cf97878f369a527070bd95795b \
-    --hash=sha256:55b3bdd3292283295774ab585160c4004f4f2f203946997f49aac032c84649e9 \
-    --hash=sha256:57653eac22c6a4c13eb22ecf4d673d64a12f266e72785ab1c8b8e5940d0e8090 \
-    --hash=sha256:60869c7ac4aaabe7110f26499f3e6e5696eae98144735b12a9c3d9eae2b51a49 \
-    --hash=sha256:636bc362f0c5bbc7372bc3ae49737f9e3030dbce469f0f422c8f38079780363d \
-    --hash=sha256:676e5651705ad5d8a70aeb8eb6936c436d8ebbd56e63436cb7dd9bb36d2a9a46 \
-    --hash=sha256:69f571de7500e0557801c0b51f4780482c0ec5fe2ac851af5a92cfce1af1cb83 \
-    --hash=sha256:6a7cbeb06d1070f1d14895eeeed4dac5913b22d7b456f2eb969f11f4b3993796 \
-    --hash=sha256:6cf81fe010b8c17b09495cbd15c1d35afbc8fb405c0c9cf4738e5ae3af1d65be \
-    --hash=sha256:6e27ea05d184afac78aabbac667450c75e54e35f62238d44463131bd3f96753d \
-    --hash=sha256:6f1cbf0c7926d315c3c26c2da41fd2b5d2fe01ac0e157b78caefc51a782196cf \
-    --hash=sha256:6f497a6876aa4b1a102b04996ce4c1170c7040d83faa9387dd921c16e30d5c83 \
-    --hash=sha256:756c3c304d394977519824449600adaf2be0ccee76d206ee339c5e76b70ded25 \
-    --hash=sha256:77dfa48c9f8013271011e51c00f8ada19851f013cde2c48fca1ba5e0caf5bb06 \
-    --hash=sha256:7996023b2ed59489ae4762256c8516df9820f751cf2c5da8ed2fb20ee50abab3 \
-    --hash=sha256:7ab7229b6f9b5c1ba4910d6c41a9eb11f543eadb3f384df1b4c293f4e73d44d6 \
-    --hash=sha256:7becdf835feff2f4f335d7477f121af787e3504b48b449ff737afb35869ba7bb \
-    --hash=sha256:7c35b0bf0b48a70b4cb4fc5d7bed9b932532728e124874355de1a0af8ec4bc88 \
-    --hash=sha256:7c4b6668b2b2b9027f209ddf647f2a4407784b5d88b8be4efcc72036f365baf9 \
-    --hash=sha256:7e5dc4311bd5ac493886c63cbf76ab579dbe4641268e7c74e48e774c74b6f2be \
-    --hash=sha256:888e78eb5ca55a615d285c3c09a7a91b42e9dd6fc699b166ebd5dee87c9ccf14 \
-    --hash=sha256:898703aa2667e3c5ca4c54ca36cd73f58b7a38ef87a5606414799ebce4d3fd3a \
-    --hash=sha256:8b14eb3262fad0dc2f89c1a43b13727e709504972186ff6a99a3ecaa77102b6c \
-    --hash=sha256:8bd3ec6376e68a41f9f95f5ed170e2fcf22d4eb27a1f8cb361d0508f6e0557f3 \
-    --hash=sha256:8cf20a8d6868cb15a73cab329ffc07291ba8c22b1b88176026106ae39aa6df0f \
-    --hash=sha256:8f14c50708bb156b3a3ca7230b3d820199d56a48e3af76fa21c2d6087190fe3d \
-    --hash=sha256:8f546a4dc1e6a5edbb9fd1fd6ad18134550e096a5a43f4ad74acfbd834fc6670 \
-    --hash=sha256:912d4b6af530ddb1338a66229dac3a25ff11d4448be3ec3d6340583995f56031 \
-    --hash=sha256:9277145d36a01653863899c665243871434694bcc3431922c3b35c978061bdb8 \
-    --hash=sha256:95d14ca7abefde230f7639ec136ade282655431fd5db03c343b19dda72dd1643 \
-    --hash=sha256:999802d5fa0389f58decd24b537c54aa63c01c3219ce17d1214cbda3c2b22d2d \
-    --hash=sha256:9a0f4474b6ea6818b41f82172d799e4b3d29e22c2c520ce4357856fced9af2f8 \
-    --hash=sha256:9b16c653d38eb1a611cc898c41e76859ca27f119d25b53c12875fd0474ae31a8 \
-    --hash=sha256:9d98cc980ecc96be6eb4c1994ce35d28d8b1f5e5208a23b421187d1209dbb7d1 \
-    --hash=sha256:9efcc0f11d850cefcafdd9275b9576ad3bfb539bed96807663b32ad99c4d4b88 \
-    --hash=sha256:a2567b72e1ffc3ab25510db43f355b29eeada56c0a622e58dcdb19530eb0a3cb \
-    --hash=sha256:a5029cc80718bbd545123cd8fe5d15025eccaaaace5d0eeec6bd556ad6163d61 \
-    --hash=sha256:a60eaa2d440cd4707696b52e40ed3e2b0f73f65be07fd0ef23b6b539c9c0b0b4 \
-    --hash=sha256:a79a6d399cef33a11b6f004c67bb07741d91f2be01b8d712d52c75711b1e07c7 \
-    --hash=sha256:a84792f8631bf5a94e52d9cc881c0b824ab42717165a5579c760b830d9392ac9 \
-    --hash=sha256:a8a4d3427e8de1312ddf309cc482186466c79895b3a139fed3259fc01dfa9a5b \
-    --hash=sha256:a8aca50daa9493e9e13c0f566201a9006f080e7c50e5e90d0b06f53146a54500 \
-    --hash=sha256:aa6d0d932e0f39c02b80744273cd5c388a2d9bc07760a03164f229c8e02662f6 \
-    --hash=sha256:ab2899f9fa2f9f741896ebb6fa07c4c883bfa5c7f2ddd8cf2aafa86fa981b2d2 \
-    --hash=sha256:af545c2cffdb0967a96b6249e6f5f7b0d92cdfd267f9d5238d5b9ca63e8edb10 \
-    --hash=sha256:b18f31b80d5a33661e08c89e202edabf1986e9b49c42b4504371daeaa11b47c1 \
-    --hash=sha256:b20df693de16f42b2472a9c485e1c948ee55524786a0a34345511afdd22246f3 \
-    --hash=sha256:b38765950832f7d728297689ad78f5f2cf79ff82487131c4d26fe6ceecdc5f8e \
-    --hash=sha256:b6f6cd1560c5fa427e3b6074bb24d2c64e225afbb7165008903bd42e4e33e28a \
-    --hash=sha256:bace460460ed20614fa6bc8cb09966c0b8517b8c58ad8046828c6078d25333b5 \
-    --hash=sha256:bca9ef7517fd7874a1a08970ae88f497bf5c984610caa0bf40bd7e8450852b95 \
-    --hash=sha256:c180f480207a9b2475f2b8d8bd7204e47aec952d084b2a2be58a782ffcf96074 \
-    --hash=sha256:c2b2355dc094e5f7d45a7bb262fe7207aa0460b37a0d87027dcf21b5d890e7d5 \
-    --hash=sha256:c564dd5f09ddc9d8f2c2d0a301cd30a79a2cc1b46dd1a73bef8f0038863d016b \
-    --hash=sha256:c632ce9c0b534fbe25b52c974515ed674937c5b99f549a92127c85f771a78772 \
-    --hash=sha256:c719f65bebcdf6716f10e9eff80d27567f7892d8988c06de12bbbd39307c6e3a \
-    --hash=sha256:c86969d012e51b8e415a8c6ce96f7857d6a87d6207303ab02d5d11ef0cad2274 \
-    --hash=sha256:c974fb66180e58709b6fc402846f13791240d180b74de81d23913abe48e96d94 \
-    --hash=sha256:c9883051c6972f58bfc4ebb2116345ee2aa151178e99c3f2b2bbe2af712abd13 \
-    --hash=sha256:ca9ac61ac6db4eb6c2a0cd1d0f7e1357647b638ccc92f7e9d8d133e71ed3c6ac \
-    --hash=sha256:cb979826071c0986a5f08333a36104153478ce6018c58cba7f9caddaf63d5d67 \
-    --hash=sha256:cd3db5927bf9167d5a6157ddb2f036f6b6b0ad001ac82355d43e97a4bde76d76 \
-    --hash=sha256:d147004fede1b12f6013a6dbb2a26a986a671a03c6ea740ddc76500e5f1c399f \
-    --hash=sha256:d3a4834f221061624b8887090637db9ad4f61752001eae37d56c52fddade2dc8 \
-    --hash=sha256:d9010032a0b9710f58012a1e9c222528763d860ba2ee1422c03473eab47703e7 \
-    --hash=sha256:d97f93fdae594d886c5a866636397e2bcab146fd7a132fd6bb9ce182224452f8 \
-    --hash=sha256:df23d57718f24badef8656c49743e11a89fd6f5358fa8a7b96e728fda2abf7d3 \
-    --hash=sha256:df6104c009713d3a89621096f3e3e88cc323fd269dbd7c20afe18535094320be \
-    --hash=sha256:e5e5f7debc7a57af53fdf5c5009f9391d9f4c12867049d509bf7bb164a6e295b \
-    --hash=sha256:e7d2f8616f0ff60bd332022279011776c3ac0faa0f1b463f7bb12326fbc97a1c \
-    --hash=sha256:e999f0c88a458c836d5fb521814e92ed2172c649200336a6df514987c1488258 \
-    --hash=sha256:eb4639f32fd4a9904ab8fb45bf3383ba71137f3d9d4ba25b3b3f3109977c5b8c \
-    --hash=sha256:ec707059ee75732b1ba130ed5f9580fe10ff75180c812bc267ded039db5128c6 \
-    --hash=sha256:ecc26751323224cf8186efcf7fbcbc30f4e1d8c7970659daf25ad995e4032a56 \
-    --hash=sha256:ee5e86776273de1795947d17bddd6bb19e0365fd2af4289c0d2c5454b6b1d36b \
-    --hash=sha256:f1162a1492032c82f14271e831c8f4b49f2b6078f4f5fc74de2c912fa225d51d \
-    --hash=sha256:f34ecee82858e41dd217734f0c41a532bd066bcaab636ad830f03a30b2a96f2a \
-    --hash=sha256:f85c6f327bf0b8c29da7d93b1cabb6363fb5e4e160a32fa241ed2dce21b73162 \
-    --hash=sha256:f92995dfec9420bb69ae629abf422e516923ba79ba4403bc750d94fb4a6c68c1 \
-    --hash=sha256:fb0540c854ac9c0c5ad495908fdfd3e332d553ec731698c0e29b1877ba0d2ec6 \
-    --hash=sha256:fceedde51fbd67ee2bcc8c0b33d0126cc8b51ef3bbde2f86662bd6d5a6f10ec5 \
-    --hash=sha256:fe6970addfea9e5e081401bcbadf865d2b6da045472f58af08427e108d618540 \
-    --hash=sha256:fee86b7c4bd29bdaf0d53d14739b08a106fdda809ca5fe032a15f52fae5fe254
-    # via aiobotocore
+aiohttp==3.14.3 \
+    --hash=sha256:03cd2bde3d7f085b64e549c985f4bb928cad7e8ecf5323bfca320db548d81b39 \
+    --hash=sha256:041badb8f84396357c4d3ad26de6afd7a32b112f43d3c63045c0c8278cfd2043 \
+    --hash=sha256:0a5ff2dfbb9ce645fa5b8ef3e02c6c0b9cc3f6030ff863d0c51fffc50cb5541b \
+    --hash=sha256:0fdea2281997af69da84c77ffa6f5938a0285f21fb3887c249d67419ca865b3d \
+    --hash=sha256:11fb37ef075669eee52ab1928fbf6e1741fada40409fa309ebde9607a962aebf \
+    --hash=sha256:134ac5ddcf61c6fad984b9a5727d83492ada43d63471db20fb73042c13fca62f \
+    --hash=sha256:152516815ef926786a0b6ae2b8f1fd2e0c71582dee0b435636865316fd4891b7 \
+    --hash=sha256:1576145bdceeb92382d899751e12743a3a5b8e460a841e3e50543859e54864dc \
+    --hash=sha256:16100ad3ab8d649fdfbee87602d9d2dcdca9df0b9eda8a1b5fdc0d41f96da559 \
+    --hash=sha256:16ea7e24c309fb7c0bbd505d149abe4fe4dccfb8db911db7dbec0921bc889a6f \
+    --hash=sha256:18c441d0a8fca6de8d1f546849b9f0ab20d435993e2c5b59562b2fae6be2f929 \
+    --hash=sha256:18cb43369747b2ae007bd2655fb8e63a099c2ff1d207962943636dac989b3147 \
+    --hash=sha256:1b59533861b70a2185c8f4f350f791f39d64358ef6944ce71c5240c9ec0982c9 \
+    --hash=sha256:1c5281acc88b92396f88c7e1e2748f8466689df22b80170e4f51efa712fb47a8 \
+    --hash=sha256:1c5ec8fb1bcc31a8466f74aaf26c345d5c386fa4bd08a3f0eb9c7a4a3fe8b5bf \
+    --hash=sha256:1caa7b0d05f3e3a36f87788c59e970a7ee1cefcfcbb924a9f138c4a6551c9cb7 \
+    --hash=sha256:21c016079415ed3fd676963e9793700a566d85dbbd6bfc564b9b2d209147dcc8 \
+    --hash=sha256:2498f0fe69ead802f9675beca44a7c21c62fdaa4ec5145ea1c3ad6edbee29f85 \
+    --hash=sha256:25bd2708db6bdf6a6630dd37bdcdfcb47c4434d22ac69c64665b802910140b30 \
+    --hash=sha256:270d3dace9ca2f10f0da5d8ebe519b7a310fc6112ed916e32df5866df0888553 \
+    --hash=sha256:2e1161602f45a54de2ce0905243a95f58cb42dcd378402f3697f5e0b21e9d2e7 \
+    --hash=sha256:2e9878ae68e4a5f1c0abe4dd497dbc3d51946f5837b56759e2a02e78fa90ef86 \
+    --hash=sha256:30402d03a7c0ff52bce290b57e564e9079fd9d0cb545c8aba73f86a103162d2e \
+    --hash=sha256:33a2d7c28d33797a2e99923dffa63f83d908a19b6bf26cfe80fa790aa5e1a75a \
+    --hash=sha256:362a3fd481769cac1a824514bcd86fda51c65e8fe6e051099e008fddde6db17c \
+    --hash=sha256:38901a84da3ce22249f6e860bf8f90d141bcab7da090cc398f8bb58c0e44b7da \
+    --hash=sha256:39aded8c7f3b935b54aab1d8d73c70ec0ee2d3ec3b943e0e86611bc150ba47f5 \
+    --hash=sha256:3a26434dafe408229ff3403458ca58de24fb51936504decac49ce6755f77e59d \
+    --hash=sha256:3ae5b3a59436d089b5395d910121a390feed4d00578eb95a0fd1a329fe963100 \
+    --hash=sha256:3d4f72af88ac2474bb5bca640030320e3d38a0163a1d7533500e87be458eef71 \
+    --hash=sha256:3f42e9b78301f11c8f861746175d8b9c1ccef713fcad9eab396e2f6db8ed4a22 \
+    --hash=sha256:42a67efc36300d052fb4508a53e8b6901b9284b599ae63945c377569c5fcc1e1 \
+    --hash=sha256:48d67b87db6279c044760787eb01f6413032c2e6f3ba1cafaa492b1c8e578479 \
+    --hash=sha256:498c6c623134f8e09a3c4e60bcd607a0b4590dd7dbf08dd40851b27cbb520ccb \
+    --hash=sha256:49f7325beb0f85ef4aef5f48f490269575f83e6e2acad00a1d80b807eb027062 \
+    --hash=sha256:4e3ac92d90e92773b2362d506068e9a948192bd553e743c5b2429e28527c8661 \
+    --hash=sha256:530125ee1163c4219af35dc3aa1206e541e7b31b6efc1a3f93b70a136f65d427 \
+    --hash=sha256:5373dc80ad1aa2fb9ad95c83f24eef418bbda3a61375f128e5b0192e4f3f9b32 \
+    --hash=sha256:53e5179d8abb5710f8e83ba207c41c8d1261fcffd4616500e15ca2b7a33be10a \
+    --hash=sha256:53e7b4ce82b54a8bcc71b3b67a5cbd177ca1d7f592cbc92cd38b7349f73482db \
+    --hash=sha256:543906c127fb1d929b95076db19b83fa2d46751006ff1e23b093aa5ac4d8db42 \
+    --hash=sha256:54cfcdee2770dac994417cbb0ee1f3eb0e7cb6b30c79bf44f2c02ff79ec5124a \
+    --hash=sha256:55bdcc472aafe2de4a253045cc128007a64f1e0264fb675791e132ea5edaa3bd \
+    --hash=sha256:56f355e79f71aef2a85c80305cc915f894b170dba76de5fe84f6351939b83c06 \
+    --hash=sha256:5895ef58c4620afe02fa16044f023dc4dafec08158f9d08874a46a7dbc0341b8 \
+    --hash=sha256:5bcb6ff3fdab1258a192679ff1a05d44f59626430aa05cd1a9d2447423599228 \
+    --hash=sha256:5f08ec777f35ee70720233b8b9811d3bb5d728137f30ac91b7457709c3261ac0 \
+    --hash=sha256:614c61d478b83953e261d02bb2df750f17227cd33ef8002945bf5aebbde21919 \
+    --hash=sha256:617105e2c3018ee38d0c8ce5ee3c84f621a6d8b9f723202aacaff28449ca91ee \
+    --hash=sha256:6debfa7312ff9d4c124dc71d72e9a0a4b9e0879e48ba6fcb42bef5c3300289e2 \
+    --hash=sha256:7041d52c3a7fa20c9e8c182b534704abb19502c8bdcbde7ab23bfda6f642394f \
+    --hash=sha256:70c987b27534f9ae1a723f47ae921571d616da21d3208282bf4c52af5164ac43 \
+    --hash=sha256:74ab5b6a9fb13e873e5a90946588baecaf488745e1db1a4a5c433f971f035098 \
+    --hash=sha256:78253b573e6ffab5028924fc98bc281aae05445969982a10864bc360dea2016c \
+    --hash=sha256:7a75aa63cbf9b21cfaf60dc2657e19df2c2867d91707d653fee171ffeedd1371 \
+    --hash=sha256:8800c996b01c2772a783e3e46f3e1abd5823029adca0df54231960de9bfefa5b \
+    --hash=sha256:89176250f686cb9853c0fb7ead90e639e915b84a6f43eedc2a4e7ec21f1037f0 \
+    --hash=sha256:8a5fd34f7f7410d1730d5c2ba873cacb2eed3fede366feb268a70ba22581ed8f \
+    --hash=sha256:8b3b60de05f3dcb6f6a00f818bb2ec781cee4de0645f59ccaf99b1d1823b6100 \
+    --hash=sha256:8f2f1c4c032c7cedd7d8da6f54c97b70266c6570c3108d3fdffee7188bb70529 \
+    --hash=sha256:9491196535a88924a60afd5b5f434b5b203b6cc616250878dbdb223a8f7844bc \
+    --hash=sha256:9aa6e61fdf20105c4144e755bd586008ff450791d67b1c8146fdc15959c4d51c \
+    --hash=sha256:9d9edccfe496b476db5f398d97b865e9a6752bcf8aec4eef8390ce20fb64bb41 \
+    --hash=sha256:9fc7b5bfec6573f3ae844f457fdde5adeb713f8b8e4a81ad64fc207b49383716 \
+    --hash=sha256:a0dc483c00da8b673abbb367eb6f8d8f4bcec30eb58529ea13cb42e7fd2dfa33 \
+    --hash=sha256:a3a8296e7ab5c295f53f1041487cb088e1480775aafbf7fe545d93b770a0f96f \
+    --hash=sha256:a3e22975f905b89a55a488c2a08f2fdb2186175349e917d48985cc468a3d4c6e \
+    --hash=sha256:a4af35c443e0b1a1bd6a8af3f3485d7fda15c142751a00f3ff8090f0b93346fa \
+    --hash=sha256:a94dbaae5ae27bd849c93570669bff91e0510f33a80805738e3de72a7be0447b \
+    --hash=sha256:ac74facc01463f138b0da5580329cfcc82818dea5656e83ddcd11268fc12ff80 \
+    --hash=sha256:ad4c8b7488d745d2ca4838ebd8ae5ba9b56341d30b1da43640e4ce87f9f49646 \
+    --hash=sha256:b014a6ed7cf912e787149fdc529166d3ceabac23f26efeea3158c9aba2354e7e \
+    --hash=sha256:b20032766aedf6261c7a566585a40867d092ac03a0d81592d5370ef9b054f99b \
+    --hash=sha256:b2466434105a4e03113c36ec775cc2ebe6676b62eae326fa670bb607ef788c1c \
+    --hash=sha256:b304db572b4368edd8dda8a2274f73156fe15558fca4a917cb8a09fc47af5963 \
+    --hash=sha256:ba59d59aba08ac02fc03b0c8983ccd5ee39a199d0552ce9e6d2b4845b34d59ae \
+    --hash=sha256:bd52f811e65f6fb634b1047159657c98f52b407f8efec907bcfc09da9a4c0a25 \
+    --hash=sha256:bdd0e2834dce1a26c1bbe26464861e16bbe217042cbff619247c11594472518c \
+    --hash=sha256:c23ec8ee9d5ab2f5421f9c7fffce208435607af27fd46d4a44e031954352838f \
+    --hash=sha256:c39846c3aad97a8530c89d7a3869a8f8e9e3762c6ac0504481e5c80948f7e807 \
+    --hash=sha256:c3c200cf9757edd785051dc699c7ecbec22110dbfcb3fefc7a9f9695eda8ea7a \
+    --hash=sha256:c7d3a97c678d34fc5b59da671ee9cd630096ddc643e7b5a30d54a2a6f3574d3f \
+    --hash=sha256:c8653fd547c93a61aadc612007790f5555cdd18946fa48cf45e26d8ea4ea473d \
+    --hash=sha256:cc7cb243a68167172f48c1fd43cee91ec4b1d40cefd190edd43369d1a6bc9c82 \
+    --hash=sha256:ccd4893707b3e2a13e39c90d43cf80edf2e4d0457935bcc103bf2346214c3f15 \
+    --hash=sha256:cd817772b2fcf2b8c0905795318485f9ec16eae60b29feb7f4c77085311637f0 \
+    --hash=sha256:cda5fd5c95ad7a125a2e8464acc78b98b94c475a3780d6aa0aa157c93f470f4d \
+    --hash=sha256:cef89a58e628c4efcac3275c2d68083f82426dcdc89c1492a6f654f9f7ea6ab9 \
+    --hash=sha256:d1558173930a5a8d3069cee5c92fc91c87c4dbcb099debbb3622053717145a19 \
+    --hash=sha256:d6088ec9894113802bddb3c09e974929aed2c7b3a8c456219b8aab4481f1a239 \
+    --hash=sha256:d6218d92e450824e9b4881f44e8c09f1853b490f9a64130801024a4793b1b3b0 \
+    --hash=sha256:d77640cc618c1d99fc4f8589c0f24a730adfa54eb1e57ef7bf0c8dfb78da898c \
+    --hash=sha256:d7d2deec16eeedf55f2c7cf75b521ea3856a5177e123844f8fd0f114ce252cb5 \
+    --hash=sha256:db332af25642007330fca8be5c4d194caf2bea7a7fc84415aff3497af5dfee6b \
+    --hash=sha256:dd54d0e8717de95939766febac482ac0474d8ac3b048115f9f2b1d23a16e7db4 \
+    --hash=sha256:ddcac3c6b382e81f1dd0499199d4136b877beb4cb5ef770bbbfba56c4b8f55d2 \
+    --hash=sha256:df82f3787c940c94986b34222d59c9e38843fba85139f36e85255a82ad5355a9 \
+    --hash=sha256:dfa68deb2a443bdaa3ea5297b0699c1464f08aef3812b486d1348eee61b07dc0 \
+    --hash=sha256:dff9461ec275f22135650d5ba4b4931a11f3958df7dfbb8db630000d4dee0883 \
+    --hash=sha256:e1e74298bab6ee0d6e749ed4fd1901c7e604bdda32c03d787a2cc71c46d0433d \
+    --hash=sha256:e2667f0bbe7eb6c74eae5e9691441ad186e5845ca3cff63230fc09c4e7514f5d \
+    --hash=sha256:e3be98a7c30b8c25d573dafba7171d66dfb05ee6a9070fc46535464ff97700a6 \
+    --hash=sha256:e568e14940c09955aa51f4e645b6daa18a581c5dcfcd73744dcc86a856e3ced3 \
+    --hash=sha256:e72ee89e28d907a18f46959b4eb0bb06701cc7f8cf4366e00029e2ccfaaf5924 \
+    --hash=sha256:e92eb8acc45eb6a9f4935071a77edf5b85cc6f8dfad5cd99e97653c26593cdde \
+    --hash=sha256:ea05e1f97ceea523942d9b2a7d7c0359d781d683d6b043f5943a602b14da4787 \
+    --hash=sha256:eac645b09bcfdf73df7536331f0678c1086ea250981118ddb5199e17ccef72bb \
+    --hash=sha256:eb0495d778817619273c108784292be161a924b9f5ae5cbbc70a2caa6838250b \
+    --hash=sha256:ebe8e504f058fe91223351cecd2d9d6946c9d241bb0250d898ffbdf584cc72b0 \
+    --hash=sha256:ed099d105449c4f9e84f24af203cd131349d4761d8813fa7e02c32e7128cd910 \
+    --hash=sha256:f0f177d1b195b9e06376cfd7d308d8a1b920909a609d03ac82a8c73bbb16d3b9 \
+    --hash=sha256:f3d2669fe7dec7fc359ecdb5984b29b50d85d5d00f8c1cb61de4f4a24ee42627 \
+    --hash=sha256:f4e05329faa0ea1a404b37de4f034fd2c2defcca06a68dc6745e4e56c88e8a48 \
+    --hash=sha256:f53bcd52f585e1ac3e590d61434eb61f9a88c38df041b4ea126d97144344a77b \
+    --hash=sha256:f55119f7bf25f49ed210f6096090715da24f2943c62102448915fde3c62877ce \
+    --hash=sha256:f631fe87a6f30df5fbe6d79640b25e4cffb38c31c7fb6f10871517b84b0f8c1a \
+    --hash=sha256:f8fb78a83c9e5f741ca3a68cfb455c1f5bb83b4e7249a3848b3cd78d0a8563b0 \
+    --hash=sha256:fa9467a8113aa69d3d7c55a70ef0b7c636010a40993f3df9d9d0d73b3eb7ef24 \
+    --hash=sha256:fd51ebf9d3a00c074df4ede271023f4d2dba289bcc740b88191872716014e3c5
+    # via
+    #   aiobotocore
+    #   kubernetes
 aioitertools==0.13.0 \
     --hash=sha256:0be0292b856f08dfac90e31f4739432f4cb6d7520ab9eb73e143f4f2fa5259be \
     --hash=sha256:620bd241acc0bbb9ec819f1ab215866871b4bbd1f73836a55f799200ee86950c
@@ -142,21 +143,22 @@ alabaster==1.0.0 \
     --hash=sha256:c00dca57bca26fa62a6d7d0a9fcce65f3e026e9bfe33e9c538fd3fbb2144fd9e \
     --hash=sha256:fc6786402dc3fcb2de3cabd5fe455a2db534b371124f1f21de8731783dec828b
     # via sphinx
-annotated-doc==0.0.4 \
-    --hash=sha256:571ac1dc6991c450b25a9c2d84a3705e2ae7a53467b5d111c24fa8baabbed320 \
-    --hash=sha256:fbcda96e87e9c92ad167c2e53839e57503ecfda18804ea28102353485033faa4
+annotated-doc==0.0.5 \
+    --hash=sha256:117bac03a25ede5df5440e855b32d556049ca169ead221505badf432fed4b101 \
+    --hash=sha256:c7e58ce09192557605d8bbd92836d7e1d520ac9580096042c0bfd197efacf1bb
     # via
     #   fastapi
     #   typer
-annotated-types==0.7.0 \
-    --hash=sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53 \
-    --hash=sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89
+annotated-types==0.8.0 \
+    --hash=sha256:13b2beaad985e05e2d6407ee4c4f35590b11f8d693a258a561055cac8f64cab7 \
+    --hash=sha256:f072f4d804ea359e4eaf198b1af7a8b0943881a87f31bb764f8bf219bb9419e0
     # via pydantic
-anyio==4.13.0 \
-    --hash=sha256:08b310f9e24a9594186fd75b4f73f4a4152069e3853f1ed8bfbf58369f4ad708 \
-    --hash=sha256:334b70e641fd2221c1505b3890c69882fe4a2df910cba14d97019b90b24439dc
+anyio==4.14.2 \
+    --hash=sha256:9f505dda5ac9f0c8309b5e8bd445a8c2bf7246f3ce950121e45ea15bc41d1494 \
+    --hash=sha256:cfa139f3ed1a23ee8f88a145ddb5ac7605b8bbfd8592baacd7ce3d8bb4313c7f
     # via
     #   httpx
+    #   httpx2
     #   mcp
     #   sse-starlette
     #   starlette
@@ -165,6 +167,42 @@ asn1crypto==1.5.1 \
     --hash=sha256:13ae38502be632115abf8a24cbe5f4da52e3b5231990aff31123c805306ccb9c \
     --hash=sha256:db4e40728b728508912cbb3d44f19ce188f218e9eba635821bb4b68564f8fd67
     # via snowflake-connector-python
+ast-serialize==0.6.0 \
+    --hash=sha256:0067b25fce104eaae5b88383de9ab803faeb671831e14ca698b771b356e2600f \
+    --hash=sha256:085de7f62dc9cc247eb01e965a362707d1d90b1d89a82c5bf78301a60a3c417b \
+    --hash=sha256:093cb8bb91b720d8523580498d031791bb1bbaa048599c3d21085d380e11a596 \
+    --hash=sha256:113b58346f9ceb664352032770caca817d4a3c86f611c6088e6ef65ddaa70f0e \
+    --hash=sha256:13b7769970a39983b0adf2f38917b1cd3b8946f76df045756c3d741bc689f089 \
+    --hash=sha256:2d947e45cafc4b09bd7528917fa84c517654a43de173c79785574b7b3068ac24 \
+    --hash=sha256:305802f2ce2a7c4e87835078ea85c58b586ddda8095b92fe2ead9364ae19c80a \
+    --hash=sha256:32ef62ec34cf6be20ad77d4799556638fbdf187f3ae10698dfb20ef9f2c89516 \
+    --hash=sha256:3ae22a366b752ab4496191525b78b097b5b72d531752e3c1dd7e383a8f2c8a1a \
+    --hash=sha256:4d6ef91590258ada18909b9caea344dac4de2013906b035473cd674a43f4b790 \
+    --hash=sha256:4ed29121da8b3fdc291002801a1de0f76248fa07dce89157a5f277842cf6126e \
+    --hash=sha256:5337cb256dcea3df9288205213d1601581536526b8f4da44b6974f1180f3252a \
+    --hash=sha256:577a6c189068686869f5f1ddc38363f3ae1808a4753b577266f9202071a7bb66 \
+    --hash=sha256:6e15ec740436e1a0d62de848641abe5f3a2f89a7f94907d534795ac91bbacf14 \
+    --hash=sha256:6f7a408601bb3edaefb3bc67a4c01f5235e3253653b6a5729a2ee2382b35341c \
+    --hash=sha256:82c312a7844d2fdeb4d5c48bd3d215bf940dafd4704e1a9bcf252a99010a99b1 \
+    --hash=sha256:8670bfa51208a2c0c8d138928e40e998fab158f9200d53bb80c088b5b8eda7b8 \
+    --hash=sha256:897ac47b5637be41c0c07061c8a912fafa967ef1dc73fa115e4bfa70882a093b \
+    --hash=sha256:9f8a8b78b13173de6a9ec22111d9be674874cd5bdccda04f14ae5ebc2bef403a \
+    --hash=sha256:a14191beec7e0c078d2fc1f6edc0aee88bcd4db9f18e1bc9f8052b559c22dddc \
+    --hash=sha256:a4826809eb8597a8cd59fd924b6d7c285b8969a1e0007e2cb652cab62376270f \
+    --hash=sha256:a7520b672827885bafeae7501f684d14d47d17e5f45256f9df547686cca52264 \
+    --hash=sha256:aadd3ffcf4858c9726bf3515f7b199c7eadbe504f96028e4a87172c0da65a8fe \
+    --hash=sha256:b1dac4e09d341c1300ba69cdcbe62867b32a8c75d90db9bf4d083bec3b039f0b \
+    --hash=sha256:c4af9a1386166e40ed01464991806f89038a2d89782576c7774876fa77034e32 \
+    --hash=sha256:c617417f9cbb0cb144f6283c3cbe0d2e0f01beaf9f608f662b21191058a626ec \
+    --hash=sha256:c7b8b8f0c42f752ea00b2b7d7c090b3f80d9c1c5c75cadf16423790a0cc74081 \
+    --hash=sha256:c901adbd750029b9ac4ad3d6aa56853e0ad4875119fbf52b7b8298afc223828b \
+    --hash=sha256:ccd132fe8db56f61fe743b1f644d01b8d65b83248a8da506f3132bda86d6ed5e \
+    --hash=sha256:cd5b91b9e6f2356ace3a556963b0cd783b395fbbb0bb17b4defc283415466e77 \
+    --hash=sha256:cdc4e6f930b9090c2f92c9036ad12ffb8e6e44d4a5ba06f1458a05d60f203f7b \
+    --hash=sha256:dcbed41e9386059fc0261d602445ede0976c2ecec2939688bcbcb9ed0b6f28b7 \
+    --hash=sha256:e61580a69faf47e3689795367ed211f2a10fd741478cc0f36a0f128793360aad \
+    --hash=sha256:f2ff3baffc3a29c1f15bc9098aa0c09763410262d5e6cef42116f7356c184554
+    # via mypy
 async-timeout==5.0.1 \
     --hash=sha256:39e3809566ff85354557ec2398b55e096c8364bacac9405a7a1fa429e77fe76c \
     --hash=sha256:d9321a7a3d5a6a5e187e824d2fa0793ce379a202935782d555d6e9d2735677d3
@@ -179,6 +217,7 @@ attrs==26.1.0 \
     --hash=sha256:c647aa4a12dfbad9333ca4e71fe62ddc36f4e63b2d260a37a8b83d2f043ac309 \
     --hash=sha256:d03ceb89cb322a8fd706d4fb91940737b6642aa36998fe130a9bc96c985eff32
     # via
+    #   feast (pyproject.toml)
     #   aiohttp
     #   jsonschema
     #   referencing
@@ -186,265 +225,248 @@ babel==2.18.0 \
     --hash=sha256:b80b99a14bd085fcacfa15c9165f651fbb3406e66cc603abf11c5750937c992d \
     --hash=sha256:e2b422b277c2b9a9630c1d7903c2a00d0830c409c59ac8cae9081c92f1aeba35
     # via sphinx
-bigtree==1.4.0 \
-    --hash=sha256:d0d99550ae64ce4529f132602ab875c2ab472c96c942f5704f8c72a17450d3ea \
-    --hash=sha256:e5ae2e948168da671d99601c9ed87ab3b48d9d4ea8a98f111e5748e98064c31c
+bigtree==1.5.3 \
+    --hash=sha256:47879c5d80f4e0d50f2c8818d3b80fc58af24b5372608223aac25e5580ac0ed8 \
+    --hash=sha256:81169329ec92dfab7d8df9d61d85d8dea8b8512fbf073fbc95badc21eadcd14f
     # via feast (pyproject.toml)
-boto3==1.38.27 \
-    --hash=sha256:94bd7fdd92d5701b362d4df100d21e28f8307a67ff56b6a8b0398119cf22f859 \
-    --hash=sha256:95f5fe688795303a8a15e8b7e7f255cadab35eae459d00cc281a4fd77252ea80
+boto3==1.43.46 \
+    --hash=sha256:66c0d943b049a46a492ec4ec2ebe73c930b1842c7137bee83aad6d93e95d4d96 \
+    --hash=sha256:69453e2c1bcb9fd9806527ab99950cacfc2826cb0dce9a3a0414d19270c06c3c
     # via
     #   feast (pyproject.toml)
     #   snowflake-connector-python
-botocore==1.38.46 \
-    --hash=sha256:8798e5a418c27cf93195b077153644aea44cb171fcd56edc1ecebaa1e49e226e \
-    --hash=sha256:89ca782ffbf2e8769ca9c89234cfa5ca577f1987d07d913ee3c68c4776b1eb5b
+botocore==1.43.46 \
+    --hash=sha256:59f2e1ac3cdc66d191cae91c0804bc41847ce817dc8147cf43eaada8f76a5533 \
+    --hash=sha256:cb673891e623ae6e6a1bf24d94ef169504f3eb02584adb5d5bee2f6aae819b60
     # via
     #   aiobotocore
     #   boto3
     #   s3transfer
     #   snowflake-connector-python
+cachetools==7.1.6 \
+    --hash=sha256:2c12e255780330af28b91bb7fb96cce4c766f04e38396b9a24510190a5827096 \
+    --hash=sha256:c7a79e7f30ba9943c1cefd08cc36f006aaae086e017af9166f1d59d6170c47e1
+    # via pymilvus
 calver==2025.3.31 \
     --hash=sha256:07511edf5e7fa75ae97445c8c5921240e0fe62937289a3ebe6963eddd3c691b6 \
     --hash=sha256:255d1a70bba8f97dc1eee3af4240ed35980508da69257feef94c79e5c6545fc7
     # via feast (pyproject.toml)
-certifi==2026.4.22 \
-    --hash=sha256:3cb2210c8f88ba2318d29b0388d1023c8492ff72ecdde4ebdaddbb13a31b1c4a \
-    --hash=sha256:8d455352a37b71bf76a79caa83a3d6c25afee4a385d632127b6afb3963f1c580
+certifi==2026.7.22 \
+    --hash=sha256:62f22742b58a1a33014a2b6b706588a8d7e2a88ae7bd1a6ebe8c992928483775 \
+    --hash=sha256:741e2c3b351ddf169a738da9f2c048608ff7f2c5cc02f1ebc6b118bb090d5d55
     # via
     #   httpcore
     #   httpx
     #   kubernetes
     #   requests
     #   snowflake-connector-python
-cffi==2.0.0 \
-    --hash=sha256:00bdf7acc5f795150faa6957054fbbca2439db2f775ce831222b66f192f03beb \
-    --hash=sha256:07b271772c100085dd28b74fa0cd81c8fb1a3ba18b21e03d7c27f3436a10606b \
-    --hash=sha256:087067fa8953339c723661eda6b54bc98c5625757ea62e95eb4898ad5e776e9f \
-    --hash=sha256:0a1527a803f0a659de1af2e1fd700213caba79377e27e4693648c2923da066f9 \
-    --hash=sha256:0cf2d91ecc3fcc0625c2c530fe004f82c110405f101548512cce44322fa8ac44 \
-    --hash=sha256:0f6084a0ea23d05d20c3edcda20c3d006f9b6f3fefeac38f59262e10cef47ee2 \
-    --hash=sha256:12873ca6cb9b0f0d3a0da705d6086fe911591737a59f28b7936bdfed27c0d47c \
-    --hash=sha256:19f705ada2530c1167abacb171925dd886168931e0a7b78f5bffcae5c6b5be75 \
-    --hash=sha256:1cd13c99ce269b3ed80b417dcd591415d3372bcac067009b6e0f59c7d4015e65 \
-    --hash=sha256:1e3a615586f05fc4065a8b22b8152f0c1b00cdbc60596d187c2a74f9e3036e4e \
-    --hash=sha256:1f72fb8906754ac8a2cc3f9f5aaa298070652a0ffae577e0ea9bd480dc3c931a \
-    --hash=sha256:1fc9ea04857caf665289b7a75923f2c6ed559b8298a1b8c49e59f7dd95c8481e \
-    --hash=sha256:203a48d1fb583fc7d78a4c6655692963b860a417c0528492a6bc21f1aaefab25 \
-    --hash=sha256:2081580ebb843f759b9f617314a24ed5738c51d2aee65d31e02f6f7a2b97707a \
-    --hash=sha256:21d1152871b019407d8ac3985f6775c079416c282e431a4da6afe7aefd2bccbe \
-    --hash=sha256:24b6f81f1983e6df8db3adc38562c83f7d4a0c36162885ec7f7b77c7dcbec97b \
-    --hash=sha256:256f80b80ca3853f90c21b23ee78cd008713787b1b1e93eae9f3d6a7134abd91 \
-    --hash=sha256:28a3a209b96630bca57cce802da70c266eb08c6e97e5afd61a75611ee6c64592 \
-    --hash=sha256:2c8f814d84194c9ea681642fd164267891702542f028a15fc97d4674b6206187 \
-    --hash=sha256:2de9a304e27f7596cd03d16f1b7c72219bd944e99cc52b84d0145aefb07cbd3c \
-    --hash=sha256:38100abb9d1b1435bc4cc340bb4489635dc2f0da7456590877030c9b3d40b0c1 \
-    --hash=sha256:3925dd22fa2b7699ed2617149842d2e6adde22b262fcbfada50e3d195e4b3a94 \
-    --hash=sha256:3e17ed538242334bf70832644a32a7aae3d83b57567f9fd60a26257e992b79ba \
-    --hash=sha256:3e837e369566884707ddaf85fc1744b47575005c0a229de3327f8f9a20f4efeb \
-    --hash=sha256:3f4d46d8b35698056ec29bca21546e1551a205058ae1a181d871e278b0b28165 \
-    --hash=sha256:44d1b5909021139fe36001ae048dbdde8214afa20200eda0f64c068cac5d5529 \
-    --hash=sha256:45d5e886156860dc35862657e1494b9bae8dfa63bf56796f2fb56e1679fc0bca \
-    --hash=sha256:4647afc2f90d1ddd33441e5b0e85b16b12ddec4fca55f0d9671fef036ecca27c \
-    --hash=sha256:4671d9dd5ec934cb9a73e7ee9676f9362aba54f7f34910956b84d727b0d73fb6 \
-    --hash=sha256:53f77cbe57044e88bbd5ed26ac1d0514d2acf0591dd6bb02a3ae37f76811b80c \
-    --hash=sha256:5eda85d6d1879e692d546a078b44251cdd08dd1cfb98dfb77b670c97cee49ea0 \
-    --hash=sha256:5fed36fccc0612a53f1d4d9a816b50a36702c28a2aa880cb8a122b3466638743 \
-    --hash=sha256:61d028e90346df14fedc3d1e5441df818d095f3b87d286825dfcbd6459b7ef63 \
-    --hash=sha256:66f011380d0e49ed280c789fbd08ff0d40968ee7b665575489afa95c98196ab5 \
-    --hash=sha256:6824f87845e3396029f3820c206e459ccc91760e8fa24422f8b0c3d1731cbec5 \
-    --hash=sha256:6c6c373cfc5c83a975506110d17457138c8c63016b563cc9ed6e056a82f13ce4 \
-    --hash=sha256:6d02d6655b0e54f54c4ef0b94eb6be0607b70853c45ce98bd278dc7de718be5d \
-    --hash=sha256:6d50360be4546678fc1b79ffe7a66265e28667840010348dd69a314145807a1b \
-    --hash=sha256:730cacb21e1bdff3ce90babf007d0a0917cc3e6492f336c2f0134101e0944f93 \
-    --hash=sha256:737fe7d37e1a1bffe70bd5754ea763a62a066dc5913ca57e957824b72a85e205 \
-    --hash=sha256:74a03b9698e198d47562765773b4a8309919089150a0bb17d829ad7b44b60d27 \
-    --hash=sha256:7553fb2090d71822f02c629afe6042c299edf91ba1bf94951165613553984512 \
-    --hash=sha256:7a66c7204d8869299919db4d5069a82f1561581af12b11b3c9f48c584eb8743d \
-    --hash=sha256:7cc09976e8b56f8cebd752f7113ad07752461f48a58cbba644139015ac24954c \
-    --hash=sha256:81afed14892743bbe14dacb9e36d9e0e504cd204e0b165062c488942b9718037 \
-    --hash=sha256:8941aaadaf67246224cee8c3803777eed332a19d909b47e29c9842ef1e79ac26 \
-    --hash=sha256:89472c9762729b5ae1ad974b777416bfda4ac5642423fa93bd57a09204712322 \
-    --hash=sha256:8ea985900c5c95ce9db1745f7933eeef5d314f0565b27625d9a10ec9881e1bfb \
-    --hash=sha256:8eca2a813c1cb7ad4fb74d368c2ffbbb4789d377ee5bb8df98373c2cc0dee76c \
-    --hash=sha256:92b68146a71df78564e4ef48af17551a5ddd142e5190cdf2c5624d0c3ff5b2e8 \
-    --hash=sha256:9332088d75dc3241c702d852d4671613136d90fa6881da7d770a483fd05248b4 \
-    --hash=sha256:94698a9c5f91f9d138526b48fe26a199609544591f859c870d477351dc7b2414 \
-    --hash=sha256:9a67fc9e8eb39039280526379fb3a70023d77caec1852002b4da7e8b270c4dd9 \
-    --hash=sha256:9de40a7b0323d889cf8d23d1ef214f565ab154443c42737dfe52ff82cf857664 \
-    --hash=sha256:a05d0c237b3349096d3981b727493e22147f934b20f6f125a3eba8f994bec4a9 \
-    --hash=sha256:afb8db5439b81cf9c9d0c80404b60c3cc9c3add93e114dcae767f1477cb53775 \
-    --hash=sha256:b18a3ed7d5b3bd8d9ef7a8cb226502c6bf8308df1525e1cc676c3680e7176739 \
-    --hash=sha256:b1e74d11748e7e98e2f426ab176d4ed720a64412b6a15054378afdb71e0f37dc \
-    --hash=sha256:b21e08af67b8a103c71a250401c78d5e0893beff75e28c53c98f4de42f774062 \
-    --hash=sha256:b4c854ef3adc177950a8dfc81a86f5115d2abd545751a304c5bcf2c2c7283cfe \
-    --hash=sha256:b882b3df248017dba09d6b16defe9b5c407fe32fc7c65a9c69798e6175601be9 \
-    --hash=sha256:baf5215e0ab74c16e2dd324e8ec067ef59e41125d3eade2b863d294fd5035c92 \
-    --hash=sha256:c649e3a33450ec82378822b3dad03cc228b8f5963c0c12fc3b1e0ab940f768a5 \
-    --hash=sha256:c654de545946e0db659b3400168c9ad31b5d29593291482c43e3564effbcee13 \
-    --hash=sha256:c6638687455baf640e37344fe26d37c404db8b80d037c3d29f58fe8d1c3b194d \
-    --hash=sha256:c8d3b5532fc71b7a77c09192b4a5a200ea992702734a2e9279a37f2478236f26 \
-    --hash=sha256:cb527a79772e5ef98fb1d700678fe031e353e765d1ca2d409c92263c6d43e09f \
-    --hash=sha256:cf364028c016c03078a23b503f02058f1814320a56ad535686f90565636a9495 \
-    --hash=sha256:d48a880098c96020b02d5a1f7d9251308510ce8858940e6fa99ece33f610838b \
-    --hash=sha256:d68b6cef7827e8641e8ef16f4494edda8b36104d79773a334beaa1e3521430f6 \
-    --hash=sha256:d9b29c1f0ae438d5ee9acb31cadee00a58c46cc9c0b2f9038c6b0b3470877a8c \
-    --hash=sha256:d9b97165e8aed9272a6bb17c01e3cc5871a594a446ebedc996e2397a1c1ea8ef \
-    --hash=sha256:da68248800ad6320861f129cd9c1bf96ca849a2771a59e0344e88681905916f5 \
-    --hash=sha256:da902562c3e9c550df360bfa53c035b2f241fed6d9aef119048073680ace4a18 \
-    --hash=sha256:dbd5c7a25a7cb98f5ca55d258b103a2054f859a46ae11aaf23134f9cc0d356ad \
-    --hash=sha256:dd4f05f54a52fb558f1ba9f528228066954fee3ebe629fc1660d874d040ae5a3 \
-    --hash=sha256:de8dad4425a6ca6e4e5e297b27b5c824ecc7581910bf9aee86cb6835e6812aa7 \
-    --hash=sha256:e11e82b744887154b182fd3e7e8512418446501191994dbf9c9fc1f32cc8efd5 \
-    --hash=sha256:e6e73b9e02893c764e7e8d5bb5ce277f1a009cd5243f8228f75f842bf937c534 \
-    --hash=sha256:f73b96c41e3b2adedc34a7356e64c8eb96e03a3782b535e043a986276ce12a49 \
-    --hash=sha256:f93fd8e5c8c0a4aa1f424d6173f14a892044054871c771f8566e4008eaa359d2 \
-    --hash=sha256:fc33c5141b55ed366cfaad382df24fe7dcbc686de5be719b207bb248e3053dc5 \
-    --hash=sha256:fc7de24befaeae77ba923797c7c87834c73648a05a4bde34b3b7e5588973a453 \
-    --hash=sha256:fe562eb1a64e67dd297ccc4f5addea2501664954f2692b69a76449ec7913ecbf
+cffi==2.1.0 \
+    --hash=sha256:02cb7ff33ded4f1532476731f89ede53e2e488a8e6205515a82144246ffa7dcc \
+    --hash=sha256:03e9810d18c646077e501f661b682fbf5dee4676048527ca3cffe66faa9960dd \
+    --hash=sha256:0520e1f4c35f44e209cbbb421b67eec42e6a157f59444dfb6058874ff3610e5d \
+    --hash=sha256:0582a58f3051372229ca8e7f5f589f9e5632678208d8636fea3676711fdf7fe5 \
+    --hash=sha256:0611e7ebf90573a535ebdc33ae9da222d037853983e13359f580fab781ca017f \
+    --hash=sha256:0a42c688d19fca6e095a53c6a6e2295a5b050a8b289f109adab02a9e61a25de6 \
+    --hash=sha256:0a96b74cda968eebbad56d973efe5098974f0a9fb323865bf99ea1fd24e3e64c \
+    --hash=sha256:10537b1df4967ca26d21e5072d7d54188354483b91dc75058968d3f0cf13fbda \
+    --hash=sha256:11b3fb55f4f8ad92274ed26705f65d8f91457de71f5380061eb6d125a768fecd \
+    --hash=sha256:15faec4adfff450819f3aee0e2e02c812de6edb88203aa58807955db2003472a \
+    --hash=sha256:164bff1657b2a74f0b6d54e11c9b375bc97b931f2ca9c43fcf875838da1570dd \
+    --hash=sha256:1854b724d00f6654c742097d5387569021be12d3a0f770eae1df8f8acfcc6acd \
+    --hash=sha256:19c54ac121cad98450b4896fa9a43ee0180d57bc4bc911a33db6cab1efab6cd3 \
+    --hash=sha256:1b96bfe2c4bd825681b7d311ad6d9b7280a091f43e8f63da5729638083cd3bfb \
+    --hash=sha256:1e9f50d192a3e525b15a75ab5114e442d83d657b7ec29182a991bc9a88fd3a66 \
+    --hash=sha256:1ff3456eab0d889592d1936d6125bbfbc7ae4d3354a700f8bd80450a66445d4d \
+    --hash=sha256:2282cd5e38aa8accd03e99d1256af8411c84cdbee6a89d841b563fdbd1f3e50f \
+    --hash=sha256:276f20fffd7b396e12516ba8edf9509210ac248cbbc5acbc39cd512f9f59ebe6 \
+    --hash=sha256:2b71d409cccee78310ab5dec549aed052aaea483346e282c7b02362596e01bb0 \
+    --hash=sha256:2e9dabb9abcb7ad15938c7196ad5c1718a4e6d33cc79b4c0209bdb64c4a54a5c \
+    --hash=sha256:30b65779d598c370374fefabf138d456fd6f3216bfa7bedfab1ba82025b0cd93 \
+    --hash=sha256:33eb1ad83ebe8f313e0df035c406227d55a79456704a863fad9842136af5ad7d \
+    --hash=sha256:35aaea0c7ee0e58a5cd8c2fd1a48fdf7ece0d2699b7ecdda08194e9ce5dd9b3d \
+    --hash=sha256:3681e031db29958a7502f5c0c9d6bbc4c36cb20f7b104086fa642d1799631ff8 \
+    --hash=sha256:379de10ce1ba048b1448599d1b37b24caee16309d1ac98d3982fc997f768700b \
+    --hash=sha256:37f525a7e7e50c017fdebe58b787be310ad59357ae43a053943a6e1a6c526001 \
+    --hash=sha256:3b926723c13eba9f81d2ef3820d63aeceec3b2d4639906047bf675cb8a7a500d \
+    --hash=sha256:3d7f118b5adbfdfead90c25822690b02bc8074fba949bb7858bec4ebd55adb43 \
+    --hash=sha256:46b1c8db8f6122420f32d02fffb924c2fe9bc772d228c7c711748fff56aabb2b \
+    --hash=sha256:47ff3a8bfd8cb9da1af7524b965127095055654c177fcfc7578debcb015eecd0 \
+    --hash=sha256:4d433a51f1870e43a13b6732f92aaf540ff77c2015097c78556f75a2d6c030e0 \
+    --hash=sha256:4f26194e3d95e06501b942642855aed4f953d55e95d7d01b7c4483db3ecff458 \
+    --hash=sha256:510aeeeac94811b138077451da1fb18b308a5feab47dd2b603af55804155e1c8 \
+    --hash=sha256:5972433ad71a9e46516584ef60a0fda12d9dc459938d1539c3ddecf9bdc1368d \
+    --hash=sha256:5ecbd0499275d57506d397eebe1981cee87b47fcd9ef5c22cab7ed7644a39a94 \
+    --hash=sha256:6274dcb2d15cef48daa73ed1be5a40d501d74dccd0cd6db364776d12cb6ba022 \
+    --hash=sha256:63960549e4f8dc41e31accb97b975abaecfc44c03e396c093a6436763c2ea7db \
+    --hash=sha256:64c753a0f87a256020004f37a1c8c02c480e725f910f0b2a0f3f07debd1b2479 \
+    --hash=sha256:6af371f3767faeffc6ac1ef57cdfd25844403e9d3f476c5537caee499de96376 \
+    --hash=sha256:6ca4919c6e4f89aa99c42510b42cf54596892c00b3f9077f6bdd1505e24b9c8d \
+    --hash=sha256:6d194185eabd279f1c05ebe3504265ddfc5ad2b58d0714f7db9f01da592e9eb6 \
+    --hash=sha256:702c436735fbe99d59ada02a1f65cfc0d31c0ee8b7290912f8fbc5cd1e4b16c3 \
+    --hash=sha256:716ff8ec22f20b4d988b12884086bcef0fc99737043e503f7a3935a6be99b1ea \
+    --hash=sha256:762f99479dcb369f60ab9017ad4ab97a36a1dd7c1ee5a3b15db0f4b8659120cd \
+    --hash=sha256:7762faa47e8ff7eb80bd261d9a7d8eea2d8baa69de5e95b70c1f338bbe712f02 \
+    --hash=sha256:78474632761faa0fb96f30b1c928c84ebcf68713cbb80d15bab09dfe61640fde \
+    --hash=sha256:799416bae98336e400981ff6e532d67d5c709cfb30afb79865a1315f94b0e224 \
+    --hash=sha256:7d034dcffa09e9a46c93fa3a3be402096cb5354ac6e41ab8e5cc9cd8b642ad76 \
+    --hash=sha256:7d28dff1db6764108bc30788d85d61c876beff416d9a49cb9dd7c5a9f34f5804 \
+    --hash=sha256:7d3538f9c0e50670f4deb93dbb696576e60590369cae2faf7de681e597a8a1f1 \
+    --hash=sha256:7d5980a3433d4b71a5e120f9dd551403d7824e31e2e67124fe2769c404c06913 \
+    --hash=sha256:7ea6b3e2c4250ff1de21c630fe72d0f63eb95c2c32ffbf64a358cf4a8836d714 \
+    --hash=sha256:86cf8755a791f72c85dc287128cc62d4f24d392e3f1e15837245623f4a33cccc \
+    --hash=sha256:88023dfe18799507b73f1dbb0d14326a17465de1bc9c9c7655c22845e9ddc3a2 \
+    --hash=sha256:89095c1968b4ba8285840e131bf2891b09ae137fe2146905acae0354fbce1b5e \
+    --hash=sha256:8d35c139744adb3e727cd51b1a18324bbe44b8bd41bf8322bca4d41289f48eda \
+    --hash=sha256:8e74a6135550c4748af665b1b1118b6aab33b1fc6a16f9aff630af107c3b4512 \
+    --hash=sha256:8f9ec95b8a043d3dfbc74d9abc6f7baf524dd27a8dc160b0a32ff9cdab650c28 \
+    --hash=sha256:90bec57cf82089383bd06a605b3eb8daebf7e5a668520beaf6e327a83a947699 \
+    --hash=sha256:95f2954c2c9473d892eca6e0409f3568b37ab62a8eedb122461f73cc273476e3 \
+    --hash=sha256:961be50688f7fba2fa65f63712d3b9b341a22311f5253460ce933f52f0de1c8c \
+    --hash=sha256:98fff996e983a36d3aa2eca83af40c5821202e7e6f32d13ae94e3d2286f10cfe \
+    --hash=sha256:9b8f0f26ca4e7513c534d351eca551947d053fac438f2a04ac96d882909b0d3a \
+    --hash=sha256:9d72af0cf10a76a600a9690078fe31c63b9588c8e86bf9fd353f713c84b5db0f \
+    --hash=sha256:9d8272c0e483b024e1b9ad029821470ed8ec65631dbd90217469da0e7cd89f1c \
+    --hash=sha256:a016194dbe13d14ee9556e734b772d8d67b947092b268d757fd4290e3ba2dfc2 \
+    --hash=sha256:a5781494d4d400a3f47f8f1da94b324f6e6b440a53387774002890a2a2f4b50f \
+    --hash=sha256:a95b05f9baf29b91171b3a8bd2020b028835243e7b0ff6bb23e2a3c228518b1b \
+    --hash=sha256:aa7a1b53a2a4452ada2d1b5dade9960b2522f1e61293a811a077439e39029565 \
+    --hash=sha256:ac0f1a2d0cfa7eea3f2aaf006ab6e70e8feeb16b75d65b7e5939982ca2f11056 \
+    --hash=sha256:af5e2915d41fe6c961694d7bfdc8562942638200f3ce2765dfb8b745cf997629 \
+    --hash=sha256:b6422532152adf4e59b110cb2808cee7a033800952f5c036b4af047ee43199e7 \
+    --hash=sha256:b65f590ef2a44640f9a05dbb548a429b4ade77913ce683ac8b1480777658a6c0 \
+    --hash=sha256:ba00f661f8ba35d075c937174e27c2c421cec3942fd2e0ea3e66996757c0fdd9 \
+    --hash=sha256:bccbbb5ee76a61f9d99b5bf3846a51d7fca4b6a732fe46f89295610edaf41853 \
+    --hash=sha256:bf01d8c84cbea96b944c73b22182e6c7c432b3475632b8111dbfdc95ddad6e13 \
+    --hash=sha256:bf5c6cf48238b0eb4c086978c492ad1cbc22373fc5b2d7353b3a598ce6db887a \
+    --hash=sha256:c16914df9fb7f500e440e6875fa23ff5e0b31db01fa9c06af98d59a91f0dc2e4 \
+    --hash=sha256:c351efb95e832a853a29361675f33a7ce53de1a109cd73fd47af0712213aa4ce \
+    --hash=sha256:c4165821e131d6d4ca444347c2b694e2311bcfa3fe5a861cc72968f28867beac \
+    --hash=sha256:c5f5df567f6eb216de69be06ce55c8b714090fae02b18a3b40da8163b8c5fa9c \
+    --hash=sha256:c941bb58d5a6e1c3892d86e42927ed6c180302f07e6d395d08c416e594b98b46 \
+    --hash=sha256:c97f080ea627e2863524c5af3836e2270b5f5dfff1f104392b959f8df0c5d384 \
+    --hash=sha256:cb96698e3c7413d906ce83f8ffd245ec1bd94707541f299d0ce4d6b0193e982b \
+    --hash=sha256:cbb7640ce37159548d2147b5b8c241f962143d4c71231431820783f4dc78f210 \
+    --hash=sha256:cdf2448aab5f661c9315308ec8b93f4e8a1a67a3c733f8631067a2b67d5913dc \
+    --hash=sha256:d2117334c3af3bdcb9a88522b844a2bdb5efdc4f71c6c822df55486ae1c3347a \
+    --hash=sha256:d53d10f7da99ae46f7373b9150393e9c5eab9b224909982b43832668de4779f5 \
+    --hash=sha256:d9fafc5aa2e2a39aaf7f8cc0c1f044a9b07fca12e558dca53a3cc5c654ad67a7 \
+    --hash=sha256:db3eb7d46527159a878ec3460e9d40615bc25ba337d477db681aea6e4f05c5d2 \
+    --hash=sha256:dbf7c7a88e2bac086f06d14577332760bdeecc42bdec8ac4077f6260557d9326 \
+    --hash=sha256:df2b82571a1b30f58a87bf4e5a9e78d2b1eff6c6ce8fd3aa3757221f93f0863f \
+    --hash=sha256:df92f2aba50eb4d96718b68ef76f2e57a57b54f2fa62333496d16c6d585a85ca \
+    --hash=sha256:eb4e8997a49aa2c08a3e43c9045d224448b8941d88e7ac163c7d383e560cbf98 \
+    --hash=sha256:efc1cdd798b1aaf39b4610bba7aad28c9bea9b910f25c784ccf9ec1fa719d1f9 \
+    --hash=sha256:f146d154428a2523f9cc7936c02353c2459b8f6cf07d3cd1ee1c0a611109c5d5 \
+    --hash=sha256:f5bce581e6b8c235e566a14768a943b172ada3ed73537bb0c0be1edee312d4e7 \
+    --hash=sha256:f9912624a0c0b834b7520d7769b3644453aabc0a7e1c839da7359f050750e9bc \
+    --hash=sha256:fb62edb5bb52cca65fab91a63afa7561607120d26090a7e8fda6fb9f064726da \
+    --hash=sha256:ff067a8d8d880e7809e4ac88eb009bb848870115317b306666502ccad30b147f
     # via
     #   feast (pyproject.toml)
     #   cryptography
-charset-normalizer==3.4.7 \
-    --hash=sha256:007d05ec7321d12a40227aae9e2bc6dca73f3cb21058999a1df9e193555a9dcc \
-    --hash=sha256:03853ed82eeebbce3c2abfdbc98c96dc205f32a79627688ac9a27370ea61a49c \
-    --hash=sha256:07d9e39b01743c3717745f4c530a6349eadbfa043c7577eef86c502c15df2c67 \
-    --hash=sha256:08e721811161356f97b4059a9ba7bafb23ea5ee2255402c42881c214e173c6b4 \
-    --hash=sha256:0c96c3b819b5c3e9e165495db84d41914d6894d55181d2d108cc1a69bfc9cce0 \
-    --hash=sha256:0ea948db76d31190bf08bd371623927ee1339d5f2a0b4b1b4a4439a65298703c \
-    --hash=sha256:0f7eb884681e3938906ed0434f20c63046eacd0111c4ba96f27b76084cd679f5 \
-    --hash=sha256:12a6fff75f6bc66711b73a2f0addfc4c8c15a20e805146a02d147a318962c444 \
-    --hash=sha256:12d8baf840cc7889b37c7c770f478adea7adce3dcb3944d02ec87508e2dcf153 \
-    --hash=sha256:14265bfe1f09498b9d8ec91e9ec9fa52775edf90fcbde092b25f4a33d444fea9 \
-    --hash=sha256:16d971e29578a5e97d7117866d15889a4a07befe0e87e703ed63cd90cb348c01 \
-    --hash=sha256:177a0ba5f0211d488e295aaf82707237e331c24788d8d76c96c5a41594723217 \
-    --hash=sha256:1a87ca9d5df6fe460483d9a5bbf2b18f620cbed41b432e2bddb686228282d10b \
-    --hash=sha256:1c2a768fdd44ee4a9339a9b0b130049139b8ce3c01d2ce09f67f5a68048d477c \
-    --hash=sha256:1c2aed2e5e41f24ea8ef1590b8e848a79b56f3a5564a65ceec43c9d692dc7d8a \
-    --hash=sha256:1dc8b0ea451d6e69735094606991f32867807881400f808a106ee1d963c46a83 \
-    --hash=sha256:1efde3cae86c8c273f1eb3b287be7d8499420cf2fe7585c41d370d3e790054a5 \
-    --hash=sha256:202389074300232baeb53ae2569a60901f7efadd4245cf3a3bf0617d60b439d7 \
-    --hash=sha256:203104ed3e428044fd943bc4bf45fa73c0730391f9621e37fe39ecf477b128cb \
-    --hash=sha256:2257141f39fe65a3fdf38aeccae4b953e5f3b3324f4ff0daf9f15b8518666a2c \
-    --hash=sha256:298930cec56029e05497a76988377cbd7457ba864beeea92ad7e844fe74cd1f1 \
-    --hash=sha256:2cd4a60d0e2fb04537162c62bbbb4182f53541fe0ede35cdf270a1c1e723cc42 \
-    --hash=sha256:2d6eb928e13016cea4f1f21d1e10c1cebd5a421bc57ddf5b1142ae3f86824fab \
-    --hash=sha256:2fe249cb4651fd12605b7288b24751d8bfd46d35f12a20b1ba33dea122e690df \
-    --hash=sha256:30b8d1d8c52a48c2c5690e152c169b673487a2a58de1ec7393196753063fcd5e \
-    --hash=sha256:320ade88cfb846b8cd6b4ddf5ee9e80ee0c1f52401f2456b84ae1ae6a1a5f207 \
-    --hash=sha256:3534e7dcbdcf757da6b85a0bbf5b6868786d5982dd959b065e65481644817a18 \
-    --hash=sha256:36836d6ff945a00b88ba1e4572d721e60b5b8c98c155d465f56ad19d68f23734 \
-    --hash=sha256:38c0109396c4cfc574d502df99742a45c72c08eff0a36158b6f04000043dbf38 \
-    --hash=sha256:3946fa46a0cf3e4c8cb1cc52f56bb536310d34f25f01ca9b6c16afa767dab110 \
-    --hash=sha256:3bec022aec2c514d9cf199522a802bd007cd588ab17ab2525f20f9c34d067c18 \
-    --hash=sha256:3c9a494bc5ec77d43cea229c4f6db1e4d8fe7e1bbffa8b6f0f0032430ff8ab44 \
-    --hash=sha256:3dce51d0f5e7951f8bb4900c257dad282f49190fdbebecd4ba99bcc41fef404d \
-    --hash=sha256:3dedcc22d73ec993f42055eff4fcfed9318d1eeb9a6606c55892a26964964e48 \
-    --hash=sha256:4042d5c8f957e15221d423ba781e85d553722fc4113f523f2feb7b188cc34c5e \
-    --hash=sha256:481551899c856c704d58119b5025793fa6730adda3571971af568f66d2424bb5 \
-    --hash=sha256:4dc1e73c36828f982bfe79fadf5919923f8a6f4df2860804db9a98c48824ce8d \
-    --hash=sha256:4e5163c14bffd570ef2affbfdd77bba66383890797df43dc8b4cc7d6f500bf53 \
-    --hash=sha256:511ef87c8aec0783e08ac18565a16d435372bc1ac25a91e6ac7f5ef2b0bff790 \
-    --hash=sha256:532bc9bf33a68613fd7d65e4b1c71a6a38d7d42604ecf239c77392e9b4e8998c \
-    --hash=sha256:54523e136b8948060c0fa0bc7b1b50c32c186f2fceee897a495406bb6e311d2b \
-    --hash=sha256:5649fd1c7bade02f320a462fdefd0b4bd3ce036065836d4f42e0de958038e116 \
-    --hash=sha256:56be790f86bfb2c98fb742ce566dfb4816e5a83384616ab59c49e0604d49c51d \
-    --hash=sha256:5b77459df20e08151cd6f8b9ef8ef1f961ef73d85c21a555c7eed5b79410ec10 \
-    --hash=sha256:5ed6ab538499c8644b8a3e18debabcd7ce684f3fa91cf867521a7a0279cab2d6 \
-    --hash=sha256:6178f72c5508bfc5fd446a5905e698c6212932f25bcdd4b47a757a50605a90e2 \
-    --hash=sha256:6370e8686f662e6a3941ee48ed4742317cafbe5707e36406e9df792cdb535776 \
-    --hash=sha256:64f02c6841d7d83f832cd97ccf8eb8a906d06eb95d5276069175c696b024b60a \
-    --hash=sha256:65bcd23054beab4d166035cabbc868a09c1a49d1efe458fe8e4361215df40265 \
-    --hash=sha256:66671f93accb62ed07da56613636f3641f1a12c13046ce91ffc923721f23c008 \
-    --hash=sha256:6696b7688f54f5af4462118f0bfa7c1621eeb87154f77fa04b9295ce7a8f2943 \
-    --hash=sha256:6785f414ae0f3c733c437e0f3929197934f526d19dfaa75e18fdb4f94c6fb374 \
-    --hash=sha256:67f6279d125ca0046a7fd386d01b311c6363844deac3e5b069b514ba3e63c246 \
-    --hash=sha256:6c114670c45346afedc0d947faf3c7f701051d2518b943679c8ff88befe14f8e \
-    --hash=sha256:6e0d51f618228538a3e8f46bd246f87a6cd030565e015803691603f55e12afb5 \
-    --hash=sha256:6ed74185b2db44f41ef35fd1617c5888e59792da9bbc9190d6c7300617182616 \
-    --hash=sha256:708838739abf24b2ceb208d0e22403dd018faeef86ddac04319a62ae884c4f15 \
-    --hash=sha256:715479b9a2802ecac752a3b0efa2b0b60285cf962ee38414211abdfccc233b41 \
-    --hash=sha256:733784b6d6def852c814bce5f318d25da2ee65dd4839a0718641c696e09a2960 \
-    --hash=sha256:750e02e074872a3fad7f233b47734166440af3cdea0add3e95163110816d6752 \
-    --hash=sha256:752a45dc4a6934060b3b0dab47e04edc3326575f82be64bc4fc293914566503e \
-    --hash=sha256:7579e913a5339fb8fa133f6bbcfd8e6749696206cf05acdbdca71a1b436d8e72 \
-    --hash=sha256:7641bb8895e77f921102f72833904dcd9901df5d6d72a2ab8f31d04b7e51e4e7 \
-    --hash=sha256:7804338df6fcc08105c7745f1502ba68d900f45fd770d5bdd5288ddccb8a42d8 \
-    --hash=sha256:80d04837f55fc81da168b98de4f4b797ef007fc8a79ab71c6ec9bc4dd662b15b \
-    --hash=sha256:813c0e0132266c08eb87469a642cb30aaff57c5f426255419572aaeceeaa7bf4 \
-    --hash=sha256:82b271f5137d07749f7bf32f70b17ab6eaabedd297e75dce75081a24f76eb545 \
-    --hash=sha256:84c018e49c3bf790f9c2771c45e9313a08c2c2a6342b162cd650258b57817706 \
-    --hash=sha256:8751d2787c9131302398b11e6c8068053dcb55d5a8964e114b6e196cf16cb366 \
-    --hash=sha256:8778f0c7a52e56f75d12dae53ae320fae900a8b9b4164b981b9c5ce059cd1fcb \
-    --hash=sha256:87fad7d9ba98c86bcb41b2dc8dbb326619be2562af1f8ff50776a39e55721c5a \
-    --hash=sha256:8d828b6667a32a728a1ad1d93957cdf37489c57b97ae6c4de2860fa749b8fc1e \
-    --hash=sha256:8e385e4267ab76874ae30db04c627faaaf0b509e1ccc11a95b3fc3e83f855c00 \
-    --hash=sha256:92a0a01ead5e668468e952e4238cccd7c537364eb7d851ab144ab6627dbbe12f \
-    --hash=sha256:94e1885b270625a9a828c9793b4d52a64445299baa1fea5a173bf1d3dd9a1a5a \
-    --hash=sha256:a180c5e59792af262bf263b21a3c49353f25945d8d9f70628e73de370d55e1e1 \
-    --hash=sha256:a277ab8928b9f299723bc1a2dabb1265911b1a76341f90a510368ca44ad9ab66 \
-    --hash=sha256:a5fe03b42827c13cdccd08e6c0247b6a6d4b5e3cdc53fd1749f5896adcdc2356 \
-    --hash=sha256:a6c5863edfbe888d9eff9c8b8087354e27618d9da76425c119293f11712a6319 \
-    --hash=sha256:a89c23ef8d2c6b27fd200a42aa4ac72786e7c60d40efdc76e6011260b6e949c4 \
-    --hash=sha256:adb2597b428735679446b46c8badf467b4ca5f5056aae4d51a19f9570301b1ad \
-    --hash=sha256:ae196f021b5e7c78e918242d217db021ed2a6ace2bc6ae94c0fc596221c7f58d \
-    --hash=sha256:ae89db9e5f98a11a4bf50407d4363e7b09b31e55bc117b4f7d80aab97ba009e5 \
-    --hash=sha256:aed52fea0513bac0ccde438c188c8a471c4e0f457c2dd20cdbf6ea7a450046c7 \
-    --hash=sha256:aef65cd602a6d0e0ff6f9930fcb1c8fec60dd2cfcb6facaf4bdb0e5873042db0 \
-    --hash=sha256:af21eb4409a119e365397b2adbaca4c9ccab56543a65d5dbd9f920d6ac29f686 \
-    --hash=sha256:b14b2d9dac08e28bb8046a1a0434b1750eb221c8f5b87a68f4fa11a6f97b5e34 \
-    --hash=sha256:bb6d88045545b26da47aa879dd4a89a71d1dce0f0e549b1abcb31dfe4a8eac49 \
-    --hash=sha256:bb8cc7534f51d9a017b93e3e85b260924f909601c3df002bcdb58ddb4dc41a5c \
-    --hash=sha256:bc17a677b21b3502a21f66a8cc64f5bfad4df8a0b8434d661666f8ce90ac3af1 \
-    --hash=sha256:bd6c2a1c7573c64738d716488d2cdd3c00e340e4835707d8fdb8dc1a66ef164e \
-    --hash=sha256:bd9b23791fe793e4968dba0c447e12f78e425c59fc0e3b97f6450f4781f3ee60 \
-    --hash=sha256:c03a41a8784091e67a39648f70c5f97b5b6a37f216896d44d2cdcb82615339a0 \
-    --hash=sha256:c0f081d69a6e58272819b70288d3221a6ee64b98df852631c80f293514d3b274 \
-    --hash=sha256:c35abb8bfff0185efac5878da64c45dafd2b37fb0383add1be155a763c1f083d \
-    --hash=sha256:c36c333c39be2dbca264d7803333c896ab8fa7d4d6f0ab7edb7dfd7aea6e98c0 \
-    --hash=sha256:c45e9440fb78f8ddabcf714b68f936737a121355bf59f3907f4e17721b9d1aae \
-    --hash=sha256:c593052c465475e64bbfe5dbd81680f64a67fdc752c56d7a0ae205dc8aeefe0f \
-    --hash=sha256:cdd68a1fb318e290a2077696b7eb7a21a49163c455979c639bf5a5dcdc46617d \
-    --hash=sha256:ce3412fbe1e31eb81ea42f4169ed94861c56e643189e1e75f0041f3fe7020abe \
-    --hash=sha256:cf1493cd8607bec4d8a7b9b004e699fcf8f9103a9284cc94962cb73d20f9d4a3 \
-    --hash=sha256:cf29836da5119f3c8a8a70667b0ef5fdca3bb12f80fd06487cfa575b3909b393 \
-    --hash=sha256:d4a48e5b3c2a489fae013b7589308a40146ee081f6f509e047e0e096084ceca1 \
-    --hash=sha256:d560742f3c0d62afaccf9f41fe485ed69bd7661a241f86a3ef0f0fb8b1a397af \
-    --hash=sha256:d6038d37043bced98a66e68d3aa2b6a35505dc01328cd65217cefe82f25def44 \
-    --hash=sha256:d61f00a0869d77422d9b2aba989e2d24afa6ffd552af442e0e58de4f35ea6d00 \
-    --hash=sha256:d635aab80466bc95771bb78d5370e74d36d1fe31467b6b29b8b57b2a3cd7d22c \
-    --hash=sha256:dca4bbc466a95ba9c0234ef56d7dd9509f63da22274589ebd4ed7f1f4d4c54e3 \
-    --hash=sha256:dd915403e231e6b1809fe9b6d9fc55cf8fb5e02765ac625d9cd623342a7905d7 \
-    --hash=sha256:e044c39e41b92c845bc815e5ae4230804e8e7bc29e399b0437d64222d92809dd \
-    --hash=sha256:e060d01aec0a910bdccb8be71faf34e7799ce36950f8294c8bf612cba65a2c9e \
-    --hash=sha256:e1421b502d83040e6d7fb2fb18dff63957f720da3d77b2fbd3187ceb63755d7b \
-    --hash=sha256:e17b8d5d6a8c47c85e68ca8379def1303fd360c3e22093a807cd34a71cd082b8 \
-    --hash=sha256:e5f4d355f0a2b1a31bc3edec6795b46324349c9cb25eed068049e4f472fb4259 \
-    --hash=sha256:e712b419df8ba5e42b226c510472b37bd57b38e897d3eca5e8cfd410a29fa859 \
-    --hash=sha256:e74327fb75de8986940def6e8dee4f127cc9752bee7355bb323cc5b2659b6d46 \
-    --hash=sha256:e80c8378d8f3d83cd3164da1ad2df9e37a666cdde7b1cb2298ed0b558064be30 \
-    --hash=sha256:e8ac484bf18ce6975760921bb6148041faa8fef0547200386ea0b52b5d27bf7b \
-    --hash=sha256:eca9705049ad3c7345d574e3510665cb2cf844c2f2dcfe675332677f081cbd46 \
-    --hash=sha256:ed065083d0898c9d5b4bbec7b026fd755ff7454e6e8b73a67f8c744b13986e24 \
-    --hash=sha256:edac0f1ab77644605be2cbba52e6b7f630731fc42b34cb0f634be1a6eface56a \
-    --hash=sha256:effc3f449787117233702311a1b7d8f59cba9ced946ba727bdc329ec69028e24 \
-    --hash=sha256:f22dec1690b584cea26fade98b2435c132c1b5f68e39f5a0b7627cd7ae31f1dc \
-    --hash=sha256:f495a1652cf3fbab2eb0639776dad966c2fb874d79d87ca07f9d5f059b8bd215 \
-    --hash=sha256:f496c9c3cc02230093d8330875c4c3cdfc3b73612a5fd921c65d39cbcef08063 \
-    --hash=sha256:f59099f9b66f0d7145115e6f80dd8b1d847176df89b234a5a6b3f00437aa0832 \
-    --hash=sha256:f59ad4c0e8f6bba240a9bb85504faa1ab438237199d4cce5f622761507b8f6a6 \
-    --hash=sha256:fbccdc05410c9ee21bbf16a35f4c1d16123dcdeb8a1d38f33654fa21d0234f79 \
-    --hash=sha256:fea24543955a6a729c45a73fe90e08c743f0b3334bbf3201e6c4bc1b0c7fa464
+charset-normalizer==3.4.9 \
+    --hash=sha256:0327fcd59a935777d83410750c50600ee9571af2846f71ce40f25b13da1ef380 \
+    --hash=sha256:03d07803992c6c7bbc976327f34b18b6160327fc81cb82c9d504720ac0be3b62 \
+    --hash=sha256:04ce310cb89c15df659582aee80a0603788732a5e017d5bd5c81158106ce249c \
+    --hash=sha256:0d861473f743244d349b50f850d10eb87aeb22bbdcc8e64f79273c94af5a8226 \
+    --hash=sha256:0e94703ec9684807f20cfb5eed95c70f67f2a8f21ad620146d7b5a13677b93e5 \
+    --hash=sha256:0fa1aec2d32bcc03c8fa0f6f1712caad1adc38509f31142112e5c9daf5b9c833 \
+    --hash=sha256:16b65ea0f2465b6fb52aa22de5eca612aa964ddfec00a912e26f4656cbef890b \
+    --hash=sha256:16d10d789dd9bcca1173c95af82c58433122564b7bc39385124be735a35cbe99 \
+    --hash=sha256:19ac87f93086ce37b86e098888555c4b4bc48102279bae3350098c0ed664b501 \
+    --hash=sha256:1d22856ffbe153a602df38e4a5464f0b748a54002e0d69ac6d2ad0a197cc99ec \
+    --hash=sha256:21e764fd1e70b6a3e205a0e46f3051701f98a8cb3fad66eeb80e48bb502f8698 \
+    --hash=sha256:231ddcbb35e2ff8973e1365db41fe0572662893b99a05deb183b68ad4c0c8bd4 \
+    --hash=sha256:253a4a220747e8b5faf57ec320c4f5efb0cef05f647420bf267143ec15dba10a \
+    --hash=sha256:280081916dc341820640489a66e4696049401ef1cf6dd672f672e70ad915aca3 \
+    --hash=sha256:2a441ea71902098ffe78c5abe6c494f44160b4af614ed16c3d9a3b1d17fd8ee2 \
+    --hash=sha256:304b13570067b2547562e308af560b3963857b1fa90bd6afd978130130fe2d6a \
+    --hash=sha256:32286a2c8d167e897177b673176c1e3e00d4057caf5d2b64eef9a3666b03018e \
+    --hash=sha256:33bdcc2a32c0a0e861f60841a512c8acc658c87c2ac59d89e3a46dacf7d866e4 \
+    --hash=sha256:375b83ed0aecfce76c16d198fbc21f3b11b337d68662bea0a995046682a11419 \
+    --hash=sha256:3c09a49d6cde137258beb3d551994a2927fd35ad5cf96aed573f61bbd67c5f84 \
+    --hash=sha256:3d92613ec25e43b05f042302531ec0f00b8445190e43325880cbd6ab7c2581da \
+    --hash=sha256:40a126142a56b2dfc0aacbad1de8310cbf60da7656db0e6b16eebd48e3e93519 \
+    --hash=sha256:416c229f77e5ea25b3dfd4b582f8d73d7e43c22320302b9ab128a2d3a0b38efe \
+    --hash=sha256:432786d3561e69aeeae6c7e8648964ce0ad05736120135601f87ac26b9c83381 \
+    --hash=sha256:43b9e366a31fdd1c87d0eb08f579b4a82b723ea54338f040d6b4e518a026ea29 \
+    --hash=sha256:440eede837960000d74978f0eba527be106b5b9aee0daf779d395276ed0b0614 \
+    --hash=sha256:45b0cc4e3556cd875e09102988d1ab8356c998b596c9fced84547c8138b487a0 \
+    --hash=sha256:476743fe6dfe14a2da12e3ac79125dc84a3b2cf8094369a47a1529b0cd8549fe \
+    --hash=sha256:4773092f8019072343a7447203308b176e10199920eb02d6195e81bbb3274c29 \
+    --hash=sha256:4b3dac63058cc36820b0dd072f89898604e2d39686fe05321729d00d8ac185a0 \
+    --hash=sha256:4d1c96a7a18b9690a4d46df09e3e3382406ae3213727cd1019ebade1c4a81917 \
+    --hash=sha256:51307f5c71007673a2bf8232ad973483d281e74cb99c8c5a990af1eefa6277d9 \
+    --hash=sha256:51447e9aa2684679af07ca5021c3db526e0284347ebf4ffcec1154c3350cfe32 \
+    --hash=sha256:58150c9f9b9a552505912d182ccdf26f6396fb6094816ceebcbb20eecabaed94 \
+    --hash=sha256:5b10cd92fc5c498b35a8635df6d5a100207f88b63a4dc1de7ef9a548e1e2cd63 \
+    --hash=sha256:5e226f6218febc71f6c1fc2fafb91c226f75bdc1d8fb12d66823716e891608fd \
+    --hash=sha256:609b3ba8fcc0fb5ab7af00719d0fb6ad0cb518e48e7712d12fd68f1327951198 \
+    --hash=sha256:60f44ade2cf573dad7a277e6f8ca9a51a21dda572b13bd7d8539bb3cd5dbedde \
+    --hash=sha256:611057cc5d5c0afc743ba8be6bd828c17e0aaa8643f9d0a9b9bb7dea80eb8012 \
+    --hash=sha256:6366a16e1a25018694d6a5d784d09b046edc9eac40ea2b54065c3052672516a1 \
+    --hash=sha256:65a7ff3f705e57d392f7261b6d0550fe137c3019477431f1c355e0db0a7d3e15 \
+    --hash=sha256:673611bbd43f0810bec0b0f028ddeaaa501190339cac411f347ac76917c3ae7b \
+    --hash=sha256:67830fc78e67501f47bb950471b2dcb9b35b140084429318e862895a8e89c993 \
+    --hash=sha256:68ce9f4d6b26d5ccbf7fd4459bf75f74a0a146677ebba80597df60cbdb20e6f4 \
+    --hash=sha256:68e5f26a1ad57ded6d1cfb85331d1c1a195314756471d97758c48498bb4dcdf5 \
+    --hash=sha256:69b157c5d3292bcd443faca052f3096f637f1e074b98212a933c074ae23dc3b8 \
+    --hash=sha256:75286256590a6320cf106a0d28970d3560aad9ee09aa7b34fb40524792436d35 \
+    --hash=sha256:78841cccf1af7b40f6f716338d50c0902dbe88d9f800b3c973b7a9a0a693a642 \
+    --hash=sha256:78fa18e436a1a0e58dbd7e02fc4473f3f32cceb12df9dfca542d075961c307d2 \
+    --hash=sha256:79580094b00d1789d1f93ea55bc43cb2f611910c72235b7657f3482ddcc1b22d \
+    --hash=sha256:7b86a2b16095d250c6f58b3d9b2eee6f4147754344f3dab0922f7c9bf7d226c9 \
+    --hash=sha256:83aed2c10721ddd90f68140685391b50811a880af20654c59af6b6c66c40513c \
+    --hash=sha256:84fd18bcc17526fc2b3c1af7d2b9217d32c9c04448c16ec693b9b4f1985c3d33 \
+    --hash=sha256:871ff67ea1aad4dfd91736464934d56b32dac49f9fbe16cddba36198a7b3a0db \
+    --hash=sha256:898f0e9068ca27d37f8e83a5b962821df851532e6c4a7d615c1c033f9da6eedf \
+    --hash=sha256:8a79d9f4d8001473a30c163556b3c3bfebec837495a412dde78b51672f6134f9 \
+    --hash=sha256:8c041122946b7ba21bb32c45b1aa57b1be35527690aeb3c5c234521085632eee \
+    --hash=sha256:90c44bc373b7687f6948b693cceaea1348ae0975d7474746559494468e3c1d84 \
+    --hash=sha256:9104ed0bd76a429d46f9ec0dbc9b08ad1d2dcdf2b00a5a0daa1c145329b35b44 \
+    --hash=sha256:920079c3f7456fa213e0829ed2073aaa727fd39d889ead5b4f35d0de5460d04f \
+    --hash=sha256:93d59d504b230e83c7a843251681959a0b6a9cd76f6e146ce1b8a80eb8739af9 \
+    --hash=sha256:9b2aff1c7b3884512b9512c3eaadd9bab39fb45042ffaaa1dd08ff2b9f8109d9 \
+    --hash=sha256:9b8e0f3107e2200b76f6054de99016eac3ee6762713587b36baaa7e4bd2ae177 \
+    --hash=sha256:9bb41182d93ea91f60b4bc8fbf4c820c69ef8a12ab2d917f3f1834f1acad07e8 \
+    --hash=sha256:9cdef90ae47919cae358d8ab15797a800ed41da7aba5d72419fb510729e2ed4b \
+    --hash=sha256:a1786910334ed46ab1dd73222f2cd1e05c2c3bb39f6dddb4f8b36fc382058a39 \
+    --hash=sha256:a4cfde78a9f2880208d16a93b795726a3017d5977e08d1e162a7a31322479c41 \
+    --hash=sha256:a4fbdde9dd4a9ce5fd52c2b3a347bb50cc89483ef783f1cb00d408c13f7a96c0 \
+    --hash=sha256:aa99adc8f081b475a12843953db36831eaf83ec33eb46a90629ca6a5de45a616 \
+    --hash=sha256:ac351b3b8014eead140e77e9717e2992c6bbe30b63bc3422422eb84865412e3d \
+    --hash=sha256:ad41ba96094304aa090f5a30cb6e4fb3b3f1c264c523394b4c39bbacc4dc92ba \
+    --hash=sha256:b5314963fce9b0b12743891de876e724997864ee22aa496f903f426c7e2fa5b2 \
+    --hash=sha256:bcf74c1df76758a395bf0af608c04c82257523f55c9868b334f06270d0f2112b \
+    --hash=sha256:bd47ba7fc3ca94896759ea0109775132d3e7ab921fbf54038e1bab2e46c313c9 \
+    --hash=sha256:c0323c9daef75ef2e5083624b4585018a0c9d5e3b40f607eed81a311270b934b \
+    --hash=sha256:c1225416b463483160e4af85d5fc3a9690ccb53fd4b1865a6437825f5ede3209 \
+    --hash=sha256:c1c948747b03be832dceed96ca815cef7360de9aa19d37c730f8e3f6101aca48 \
+    --hash=sha256:c25fe15c70c59eb7c5ce8c06a1f3fa1da0ecc5ea1e7a5922c40fd2fa9b0d5046 \
+    --hash=sha256:cc1b0fff8ead343dae06305f954eb8468ba0ec1a97881f42489d198e4ce3c632 \
+    --hash=sha256:cd6280cf040f233bd7d3407b743b4b4c74f70e8e1c4199cb112a62c941c0772a \
+    --hash=sha256:cd6c3d4b783c556fa00bf540854e42f135e2f256abd29669fcd0da0f2dec79c2 \
+    --hash=sha256:d4d6fcde76f94f5cb9e43e9e9a61f16dacefd228cbbf6f1a09bd9b219a92f1a1 \
+    --hash=sha256:ddf4af30b417d9fe16481e9b81c27ab2a7cde1ff7ba3e85653b02db7d145dc7b \
+    --hash=sha256:df115d4d83168fdf2cae48ef1ff6d1cb4c466364e30861b37121de0f3bf1b990 \
+    --hash=sha256:df7276909358e5635ae203673ab7e509ddd224225a8d6b0790bf13eb2bde1cc5 \
+    --hash=sha256:e4fd89cc178bced6ad29cb3e6dd4aa63fa5017c3524dbd0b25998fb64a87cc8b \
+    --hash=sha256:e9701d0049d92c16703a42771b98d560b95248949f23f8cf7b4eddd201814fb9 \
+    --hash=sha256:ee2f2a527e3c1a6e6411eb4209642e138b544a2d72fe5d0d76daf77b24063534 \
+    --hash=sha256:f7fb7d750cfa0a070d2c24e831fd3481019a60dd317ea2b39acbcebc08b6ed81 \
+    --hash=sha256:f840ed6d8ecba8255df8c42b87fadeda98ddfc6eeec05e2dc66e26d46dd6f58a \
+    --hash=sha256:f86c6358749bd4fda175388691e3ba8c46e24c5347d0afd20f9b7edfc9faf07d \
+    --hash=sha256:fa36ec09ef71d158186bc79e359ff5fdd6e7996fe8ab638f00d6b93139ba4fcf \
+    --hash=sha256:fe2c7201c642b7c308f1675355ad7ff7b66acfe3541625efe5a3ad38f29d6115
     # via
     #   requests
     #   snowflake-connector-python
-click==8.3.3 \
-    --hash=sha256:398329ad4837b2ff7cbe1dd166a4c0f8900c3ca3a218de04466f38f6497f18a2 \
-    --hash=sha256:a2bf429bb3033c89fa4936ffb35d5cb471e3719e1f3c8a7c3fff0b8314305613
+click==8.4.2 \
+    --hash=sha256:9a6cea6e60b17ebe0a44c5cc636d94f09bd66142c1cd7d8b4cd731c4917a15f6 \
+    --hash=sha256:e6f9f66136c816745b9d65817da91d61d957fb16e02e4dcd0552553c5a197b76
     # via
     #   feast (pyproject.toml)
     #   dask
-    #   typer
     #   uvicorn
 cloudpickle==3.1.2 \
     --hash=sha256:7fda9eb655c9c230dab534f1983763de5835249750e85fbcef43aaa30a9a2414 \
@@ -454,56 +476,53 @@ colorama==0.4.6 \
     --hash=sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44 \
     --hash=sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6
     # via feast (pyproject.toml)
-cryptography==47.0.0 \
-    --hash=sha256:0024b87d47ae2399165a6bfb20d24888881eeab83ae2566d62467c5ff0030ce7 \
-    --hash=sha256:07efe86201817e7d3c18781ca9770bc0db04e1e48c994be384e4602bc38f8f27 \
-    --hash=sha256:09f6d7bf6724f8db8b32f11eccf23efc8e759924bc5603800335cf8859a3ddbd \
-    --hash=sha256:11438c7518132d95f354fa01a4aa2f806d172a061a7bed18cf18cbdacdb204d7 \
-    --hash=sha256:11dbb9f50a0f1bb9757b3d8c27c1101780efb8f0bdecfb12439c22a74d64c001 \
-    --hash=sha256:14432c8a9bcb37009784f9594a62fae211a2ae9543e96c92b2a8e4c3cd5cd0c4 \
-    --hash=sha256:1581aef4219f7ca2849d0250edaa3866212fb74bf5667284f46aa92f9e65c1ca \
-    --hash=sha256:160ad728f128972d362e714054f6ba0067cab7fb350c5202a9ae8ae4ce3ef1a0 \
-    --hash=sha256:1a405c08857258c11016777e11c02bacbe7ef596faf259305d282272a3a05cbe \
-    --hash=sha256:1e47422b5557bb82d3fff997e8d92cff4e28b9789576984f08c248d2b3535d93 \
-    --hash=sha256:20fdbe3e38fb67c385d233c89371fa27f9909f6ebca1cecc20c13518dae65475 \
-    --hash=sha256:2207a498b03275d0051589e326b79d4cf59985c99031b05bb292ac52631c37fe \
-    --hash=sha256:256d07c78a04d6b276f5df935a9923275f53bd1522f214447fdf365494e2d515 \
-    --hash=sha256:2b45761c6ec22b7c726d6a829558777e32d0f1c8be7c3f3480f9c912d5ee8a10 \
-    --hash=sha256:2ebd84adf0728c039a3be2700289378e1c164afc6748df1a5ed456767bef9ba7 \
-    --hash=sha256:34b4358b925a5ea3e14384ca781a2c0ef7ac219b57bb9eacc4457078e2b19f92 \
-    --hash=sha256:3fb8fa48075fad7193f2e5496135c6a76ac4b2aa5a38433df0a539296b377829 \
-    --hash=sha256:4e1de79e047e25d6e9f8cea71c86b4a53aced64134f0f003bbcbf3655fd172c8 \
-    --hash=sha256:4f7722c97826770bab8ae92959a2e7b20a5e9e9bf4deae68fd86c3ca457bab52 \
-    --hash=sha256:51c9313e90bd1690ec5a75ed047c27c0b8e6c570029712943d6116ef9a90620b \
-    --hash=sha256:5d0e362ff51041b0c0d219cc7d6924d7b8996f57ce5712bdcef71eb3c65a59cc \
-    --hash=sha256:6651d32eff255423503aa276739da98c30f26c40cbeffcc6048e0d54ef704c0c \
-    --hash=sha256:6eebcaf0df1d21ce1f90605c9b432dd2c4f4ab665ac29a40d5e3fc68f51b5e63 \
-    --hash=sha256:6f29f36582e6151d9686235e586dd35bb67491f024767d10b842e520dc6a07ac \
-    --hash=sha256:7a02675e2fabd0c0fc04c868b8781863cbf1967691543c22f5470500ff840b31 \
-    --hash=sha256:7f1207974a904e005f762869996cf620e9bf79ecb4622f148550bb48e0eb35a7 \
-    --hash=sha256:7f68d6fbc7fbbcfb0939fea72c3b96a9f9a6edfc0e1b1d29778a2066030418b1 \
-    --hash=sha256:7fda2f02c9015db3f42bb8a22324a454516ed10a8c29ca6ece6cdbb5efe2a203 \
-    --hash=sha256:80887c5cbd1774683cb126f0ab4184567f080071d5acf62205acb354b4b753b7 \
-    --hash=sha256:835d2d7f47cdc53b3224e90810fb1d36ca94ea29cc1801fb4c1bc43876735769 \
-    --hash=sha256:8c1a736bbb3288005796c3f7ccb9453360d7fed483b13b9f468aea5171432923 \
-    --hash=sha256:9af828c0d5a65c70ec729cd7495a4bf1a67ecb66417b8f02ff125ab8a6326a74 \
-    --hash=sha256:9c59ab0e0fa3a180a5a9c59f3a5abe3ef90d474bc56d7fadfbe80359491b615b \
-    --hash=sha256:9f8e55fe4e63613a5e1cc5819030f27b97742d720203a087802ce4ce9ceb52bb \
-    --hash=sha256:9fe6b7c64926c765f9dff301f9c1b867febcda5768868ca084e18589113732ab \
-    --hash=sha256:a49a3eb5341b9503fa3000a9a0db033161db90d47285291f53c2a9d2cd1b7f76 \
-    --hash=sha256:a9b761f012a943b7de0e828843c5688d0de94a0578d44d6c85a1bae32f87791f \
-    --hash=sha256:b1c76fca783aa7698eb21eb14f9c4aa09452248ee54a627d125025a43f83e7a7 \
-    --hash=sha256:b9a8943e359b7615db1a3ba587994618e094ff3d6fa5a390c73d079ce18b3973 \
-    --hash=sha256:be12cb6a204f77ed968bcefe68086eb061695b540a3dd05edac507a3111b25f0 \
-    --hash=sha256:cffbba3392df0fa8629bb7f43454ee2925059ee158e23c54620b9063912b86c8 \
-    --hash=sha256:ed67ea4e0cfb5faa5bc7ecb6e2b8838f3807a03758eec239d6c21c8769355310 \
-    --hash=sha256:edd4da498015da5b9f26d38d3bfc2e90257bfa9cbed1f6767c282a0025ae649b \
-    --hash=sha256:ef6b3634087f18d2155b1e8ce264e5345a753da2c5fa9815e7d41315c90f8318 \
-    --hash=sha256:f1557695e5c2b86e204f6ce9470497848634100787935ab7adc5397c54abd7ab \
-    --hash=sha256:f5c15764f261394b22aef6b00252f5195f46f2ca300bec57149474e2538b31f8 \
-    --hash=sha256:f5c3296dab66202f1b18a91fa266be93d6aa0c2806ea3d67762c69f60adc71aa \
-    --hash=sha256:f7db373287273d8af1414cf95dc4118b13ffdc62be521997b0f2b270771fef50 \
-    --hash=sha256:f9a034b642b960767fb343766ae5ba6ad653f2e890ddd82955aef288ffea8736
+cryptography==49.0.0 \
+    --hash=sha256:026ac7423e6fa66872d3bf889be5974507da3944f866f704fa200eadacd00001 \
+    --hash=sha256:07cab27cc7b7e0fd28e5e26bb9eeedde5c135c868b46de4a27845abe94af6122 \
+    --hash=sha256:084ef1af862eb07ec46d25f68689f2102a9fc0e05ce7b80f14f5fe51e4eef0f6 \
+    --hash=sha256:0b82e28ee398a386f0807bba7884d30f25218855690f45115831bcce5d90822c \
+    --hash=sha256:0e959b578856a3924bc0cbb710fc12c387b9412a951389f3ca61704a9e25f325 \
+    --hash=sha256:0f21641cf4b30fca7aee061ced0ec7ad7b073518088b7c9969a297c0ae796c69 \
+    --hash=sha256:196ecd6a36e4e9aa10270393bb98d8df88fccee0bf1e5128b91ae4eb4375896d \
+    --hash=sha256:2400ef9c9e2299a25614eb1dea3db54a69b1349efd043bfac9c67630d136df36 \
+    --hash=sha256:28d8b15e6275f12c8a207dc309dfa957903c927d08d0cc937ee3f63f200693cc \
+    --hash=sha256:2afe9051da7ae7bd5905da5a949280c7d2bb75682e188f650a9d0f2756b834c6 \
+    --hash=sha256:2eda353d8a27bcbcaa4cbed18994a74ab4d19a2ca897db188ea269ab9b71419b \
+    --hash=sha256:32703d93296f5c1f4b53349ad3a250c2cae0fdecd3a3dd5d47e616d8d616af27 \
+    --hash=sha256:33cd0565932807baddb67b96dbee92f2c374b5c89dee09fd74079aeb8c8dba61 \
+    --hash=sha256:35b151772baff2c74cba7fa290ceaff4c3b11c0c881eb93eb5dbc05a7cfbba18 \
+    --hash=sha256:36d1709f992593689b45bda411498d62c6e365f2ca00b84657d4dadd24de16db \
+    --hash=sha256:42b0684e0e40cf26122427802486f6d93aea593612603a94fbf260c7eb1e9c1b \
+    --hash=sha256:4ae387c9cb68ea569ca17e490d66d8142b81c3cc814bf179974b7d146e490bbb \
+    --hash=sha256:53ecee2e23f7169b6117e99fc8a944e5e50f79e69758a83b52a00cb98ab2b2d2 \
+    --hash=sha256:66ec79c3904820572d7e987abdf304281f141d37ad9a489b8e97066e7b9b6459 \
+    --hash=sha256:67e1d20ad9ef3a563c59ef22e7a8a0b8210bd26604369ea4a30a7c66aefe504e \
+    --hash=sha256:6f2debedf9ca60cf1d5bd466475638af5130f89965605cd818484d19987d3a21 \
+    --hash=sha256:6fc361c34fb6aac015ce19435876635e5c6d21db31998b0920f675f131e043b8 \
+    --hash=sha256:73a205dce83953d131a4aa1e0fd917a2fd1c5b1eef251e9d7152efefcbf5caf7 \
+    --hash=sha256:7abcee80084cda3f7691f3eb1ce480d8df49cec637b429aa35986c1de71738aa \
+    --hash=sha256:8c25ceb16df5b9435f3f6a9829204985b0e0cbee3b48aacd432c7d2c850b44d9 \
+    --hash=sha256:966fe0e9c67490071f14c0d2b1cb2dfb3023c5ce39457343931415f08382f2db \
+    --hash=sha256:9e82dcc8e56052715fb18b2429e3bca4823b1629136a2084fc45a9a5cecb9b64 \
+    --hash=sha256:b20133d204d2bb56ba047642199603876c872026ca53e79c35b83772ab2cc505 \
+    --hash=sha256:b39efa323140595abd3ecca8529d321ae50f55f3aa3ba9cc81ea56a6011953d5 \
+    --hash=sha256:b47db11c2c3525083296069b98ac5221907455e989ae0c2e3008bde851921615 \
+    --hash=sha256:b87e65d263b3e5d3bb92a57e2a6638e2f31110fa7aa890c7b2dbba42248d0a3f \
+    --hash=sha256:b970c6da94d5bb18629db453d14f2a1300f6bf59b61e9b82377931ef95504866 \
+    --hash=sha256:be9fcb48a55f023493482827d4f459bd263cc20efde64f204b97c123201850c6 \
+    --hash=sha256:c2bc30226390d60ea19d9f82b19db005fe0452154a23c1c410c12ea801e43561 \
+    --hash=sha256:c83782480a4a9da4d0feb51950131ba32e12e70813848b3343f6e18c28a66838 \
+    --hash=sha256:cbc77da8c523d5abd028635ba850a6966fcee2c82e2bf65a41d1d8afe0f98be9 \
+    --hash=sha256:ccac2bfebc306b862133e3bb71f3f6ee8bb525240089b2d952e4144b3a6d5da7 \
+    --hash=sha256:d0527ce944105f257f605a827d6ebead966c752038b6e8656abb9c5edee6fc68 \
+    --hash=sha256:d8ecde755e2e91bf773fc94e8c9d730cd7f2007004cb492263a794ec3899a1c8 \
+    --hash=sha256:e3fb64c420688e5319ae25113a354015abbd8dffbfbc41781a1ea66fc7622ac3 \
+    --hash=sha256:e5dfc1e64de5677cec922ffa8da89c546d0415bf6efdf081842e5d44c84e1f0e \
+    --hash=sha256:ec5e529fb80935c94fe7b729f9972b50e351a0e6b50aa294fd5cabb109fcc29a \
+    --hash=sha256:f37d847238971164fdbc68ade6f6574aecc9c0af714190e2083429ff68f4ce9d \
+    --hash=sha256:f78ff2c9ed8dc2d036b0f4d640e22522213d047c1b14e61205a7e55c80a494d4 \
+    --hash=sha256:f89660a348f4f78a92366240a61404e337586ef7f5909a2fef59ca88ef505493 \
+    --hash=sha256:fc1e275c2f1d97b1a6450b8b0ea3ebfa6e087a611c2b26cb2404d48588abab7b
     # via
     #   google-auth
     #   pyjwt
@@ -575,13 +594,13 @@ cython==3.0.12 \
     --hash=sha256:feb86122a823937cc06e4c029d80ff69f082ebb0b959ab52a5af6cdd271c5dc3 \
     --hash=sha256:ff5c0b6a65b08117d0534941d404833d516dac422eee88c6b4fd55feb409a5ed
     # via feast (pyproject.toml)
-dask[dataframe]==2026.3.0 \
-    --hash=sha256:be614b9242b0b38288060fb2d7696125946469c98a1c30e174883fd199e0428d \
-    --hash=sha256:f7d96c8274e8a900d217c1ff6ea8d1bbf0b4c2c21e74a409644498d925eb8f85
+dask[dataframe]==2026.7.1 \
+    --hash=sha256:5727484427665f051e86bf87d021a64d6411141cdc8a20bfe3c1ad2968cc06b7 \
+    --hash=sha256:985ffd6c5e9d7979ede515e84ae8d39b647d6aa64f77600f15714ff65f578fe6
     # via feast (pyproject.toml)
-db-dtypes==1.5.1 \
-    --hash=sha256:901099b807c9312bc61a5bddbfb07512884e6c6d5a9edacf24d50bcf303aa5f7 \
-    --hash=sha256:ad71a6645e3c1f06d4d32023940576648f43119822f825f0d22587c6ef8afe15
+db-dtypes==1.7.1 \
+    --hash=sha256:450b94cd010cfa6d4d13cca2593009eba4fbe15516084c332cde1a47bbce0625 \
+    --hash=sha256:75adf3bdf3174a6474ea4162d9a345ea0b3102ec4fd603e69ec26b6e8a99145a
     # via
     #   google-cloud-bigquery
     #   pandas-gbq
@@ -593,42 +612,42 @@ docutils==0.21.2 \
     --hash=sha256:3a6b18732edf182daa3cd12775bbb338cf5691468f91eeeb109deff6ebfa986f \
     --hash=sha256:dafca5b9e384f0e419294eb4d2ff9fa826435bf15f15b7bd45723e8ad76811b2
     # via sphinx
-duckdb==1.5.2 \
-    --hash=sha256:0b291786014df1133f8f18b9df4d004484613146e858d71a21791e0fcca16cf4 \
-    --hash=sha256:2323c1195c10fb2bb982fc0218c730b43d1b92a355d61e68e3c5f3ac9d44c34f \
-    --hash=sha256:2a1de4f4d454b8c97aec546c82003fc834d3422ce4bc6a19902f3462ef293bed \
-    --hash=sha256:35579b8e3a064b5eaf15b0eafc558056a13f79a0a62e34cc4baf57119daecfec \
-    --hash=sha256:376856066c65ccd55fcb3a380bbe33a71ce089fc4623d229ffc6e82251afdb6d \
-    --hash=sha256:411ad438bd4140f189a10e7f515781335962c5d18bd07837dc6d202e3985253d \
-    --hash=sha256:4420b3f47027a7849d0e1815532007f377fa95ee5810b47ea717d35525c12f79 \
-    --hash=sha256:486c862bf7f163c0110b6d85b3e5c031d224a671cca468f12ebb1d3a348f6b39 \
-    --hash=sha256:52a21823f3fbb52f0f0e5425e20b07391ad882464b955879499b5ff0b45a376b \
-    --hash=sha256:5596bbfc31b1b259db69c8d847b42d036ce2c4804f9ccb28f9fc46a16de7bc53 \
-    --hash=sha256:56d38b3c4e0ef2abb58898d0fd423933999ed535c45e75e9d9f72e1d5fed69b8 \
-    --hash=sha256:638da0d5102b6cb6f7d47f83d0600708ac1d3cb46c5e9aaabc845f9ba4d69246 \
-    --hash=sha256:63bf8687feefeed51adf45fa3b062ab8b1b1c350492b7518491b86bae68b1da1 \
-    --hash=sha256:6b0fe75c148000f060aa1a27b293cacc0ea08cc1cad724fbf2143d56070a3785 \
-    --hash=sha256:70631c847ca918ee710ec874241b00cf9d2e5be90762cbb2a0389f17823c08f7 \
-    --hash=sha256:7f69164b048e498b9e9140a24343108a5ae5f17bfb3485185f55fdf9b1aa924d \
-    --hash=sha256:81fc4fbf0b5e25840b39ba2a10b78c6953c0314d5d0434191e7898f34ab1bba3 \
-    --hash=sha256:84b193aca20565dedb3172de15f843c659c3a6c773bf14843a9bd781c850e7db \
-    --hash=sha256:8d599758b4e48bf12e18c9b960cf491d219f0c4972d19a45489c05cc5ab36f83 \
-    --hash=sha256:8dbd7e31e5dc157bfe8803fa7d2652336265c6c19926c5a4a9b40f8222868d08 \
-    --hash=sha256:98c0535cd6d901f61a5ea3c2e26a1fd28482953d794deb183daf568e3aa5dda6 \
-    --hash=sha256:a9cd5e71702d446613750405cde03f66ed268f4c321da071b0472759dad19536 \
-    --hash=sha256:bb42e6ed543902e14eae647850da24103a89f0bc2587dec5601b1c1f213bd2ed \
-    --hash=sha256:be37680ddb380015cb37318e378c53511c45c4f0d8fac5599d22b7d092b9217a \
-    --hash=sha256:c69907354ffee94ba8cf782daf0480dab7557f21ce27fffa6c0ea8f74ed4b8e2 \
-    --hash=sha256:c99ef73a277c8921bc0a1f16dee38d924484251d9cfd20951748c20fcd5ed855 \
-    --hash=sha256:c9f3e0b71b8a50fccfb42794899285d9d318ce2503782b9dd54868e5ecd0ad31 \
-    --hash=sha256:ce0b8141a10d37ecef729c45bc41d334854013f4389f1488bd6035c5579aaac1 \
-    --hash=sha256:ce17670bb392ea1b3650537db02bd720908776b5b95f6d2472d31a7de59d1dc1 \
-    --hash=sha256:d72b8856b1839d35648f38301b058f6232f4d36b463fe4dc8f4d3fdff2df1a2e \
-    --hash=sha256:d9b4f5430bf4f05d4c0dc4c55c75def3a5af4be0343be20fa2bfc577343fbfc9 \
-    --hash=sha256:e6495b00cad16888384119842797c49316a96ae1cb132bb03856d980d95afee1 \
-    --hash=sha256:ea58ff5b0880593a280cf5511734b17711b32ee1f58b47d726e8600848358160 \
-    --hash=sha256:ef461bca07313412dc09961c4a4757a851f56b95ac01c58fac6007632b7b94f2 \
-    --hash=sha256:fc85a5dbcbe6eccac1113c72370d1d3aacfdd49198d63950bdf7d8638a307f00
+duckdb==1.5.5 \
+    --hash=sha256:078e6a60dd8eedde5832f45422ca5c4a6b8c837aeabd8a56ca0b7d933f588053 \
+    --hash=sha256:0c42757cb34722144bd4dfb94b6f336339e7b2468f6813fa7fa9a319ba07bab4 \
+    --hash=sha256:179633a3fc6296c75d57c69c1e239fa9e5cdcb670fd1dbff88a02663f932905c \
+    --hash=sha256:1a925d06c2a4c3b64553d6cc1aced5028d376d4479bed689a7d47e9b1dccd80a \
+    --hash=sha256:1b543841b0ae18a9c982345cfa3987e9c065d3a4b0f067daa473d92d1e65f528 \
+    --hash=sha256:1bdc38922c365c37720149f90d90b1e9823eb82dad6830855b5f87537fa6fc0c \
+    --hash=sha256:2725d2b9ace3a4e75d72fc5a239f6a44b502c580edadb8fb2676db772c5f9282 \
+    --hash=sha256:2e72f9e1a4f90a5c8483ad4d540e495bf0834ba61c360b52499a573d7ed62a3f \
+    --hash=sha256:33db46679b071f108d57139493dee2d37e1f5efcf5c5c039c2969eed11a6c8a7 \
+    --hash=sha256:3b805507f88171b428b21c966c30e9a3d54e30b24528918a44ed0032542bc26f \
+    --hash=sha256:49c963d9469373d7aba8d750d9ea565ab823e94166efed953f184dd9b169b98c \
+    --hash=sha256:4acc72798ba1885a9c17d1242903d2cd502f13b1271c7677f7cab25d8578eceb \
+    --hash=sha256:63e48d4b74b15aeacd688976432a7225163df8c226eddeb8536bba2d4d4ff433 \
+    --hash=sha256:64078acfd16541132ac6e191eb81b2845554444a0305cc1aa581ba107e514aa8 \
+    --hash=sha256:6826504277dba513c0c5d71d828456c94d729c9d2482f94b2e289f90a9167e28 \
+    --hash=sha256:72f33ee57ca7595b23957671a2cc7f7fe2be0ecc2d68f63abedcfcaa3a5c1238 \
+    --hash=sha256:77bbc1e6ba12e1e06f9020117bdf848627ecfdf36f907550e62e008e6109dece \
+    --hash=sha256:7a6d2d11859d82a936ebdcb30ce3d8a1cbb3e990bff05c12abb9b54c44fa7bd1 \
+    --hash=sha256:8c11775cc99a447618d5f1840126db17f2652f3eae05529df4f81f40e2df7151 \
+    --hash=sha256:8e6413dd40facb7b8ab21bd844450cd8f549b29e138635be9cf090ef4d2049e2 \
+    --hash=sha256:9dc826c4b50e64f6c4e4d07a3a9cb075ef70ba3899dc43ec5493dc3d7b04b353 \
+    --hash=sha256:9f4287f97ccf0c1f3d471e7115be2b067cbf99627e2d34bffd462dd64703cddc \
+    --hash=sha256:a17e6a922e42a5c06ed2353fe78c5dff2610f6632d603836f9606ad0bf754079 \
+    --hash=sha256:a736217825461732b5442d05a220f3da2e23a0dae114efbf08c9bf171b53098a \
+    --hash=sha256:b08e19cc856220d8a26fa62abc2264b349aff67255e9373c6a3f607addd56dc6 \
+    --hash=sha256:b9b6f86ed85d4ef5e0211eaebf75d057bd8bb520bba438a95dd0f4e42234bbfe \
+    --hash=sha256:baa9c5702002fabb559ded2a39008f9f421fcbc7237d388b8213eff1e08858de \
+    --hash=sha256:cd98829b67788609017e65c761bd42a5dd0f9129441bed8bda4d6881ccf819f0 \
+    --hash=sha256:d4dd65f8941a604b947e0b9b4b4f7165988e29a23ec0b69b4038520956d9933e \
+    --hash=sha256:ddfbdb096c11d51ee22492397d342c90a82e62c5d09961477895934d0a25372f \
+    --hash=sha256:e238060db5ca59879882a6e9b015e2c65d5c64ddf281ba1d7a9a2033764152cf \
+    --hash=sha256:f0b88535a5d86fdd63dba6ea02ab68c003dfb9e4892b11256ef24c4da208baae \
+    --hash=sha256:f316eae2323d9a851883fdf2dee91c1f9efe251ab33e14a2272f82a913422ed6 \
+    --hash=sha256:fbf0f2d48b43c6c304d00463b463c27ead6c4b01c3c1816b750f728decf71afe \
+    --hash=sha256:feead93c56679b79592d437c62975d39cb67adedffa7592c763baf8160ac7366
     # via ibis-framework
 durationpy==0.10 \
     --hash=sha256:1fa6893409a6e739c9c72334fc65cca1f355dbdd93405d30f726deb5bde42fba \
@@ -640,9 +659,9 @@ exceptiongroup==1.3.1 \
     # via
     #   anyio
     #   scikit-build-core
-fastapi==0.136.1 \
-    --hash=sha256:7af665ad7acfa0a3baf8983d393b6b471b9da10ede59c60045f49fbc89a0fa7f \
-    --hash=sha256:a6e9d7eeada96c93a4d69cb03836b44fa34e2854accb7244a1ece36cd4781c3f
+fastapi==0.141.0 \
+    --hash=sha256:5567705c791fa33202dabd1860df1d1650a7b1bf373378198d7b0675c9574618 \
+    --hash=sha256:cae32222bdc8b2805c4d3deb4e024b381ea2a6f2de7febfe3a9a73a9c29c2e5e
     # via
     #   feast (pyproject.toml)
     #   fastapi-mcp
@@ -650,9 +669,9 @@ fastapi-mcp==0.4.0 \
     --hash=sha256:d4a3fe7966af24d44e4b412720561c95eb12bed999a4443a88221834b3b15aec \
     --hash=sha256:d4ca9410996f4c7b8ea0d7b20fdf79878dc359ebf89cbf3b222e0b675a55097d
     # via feast (pyproject.toml)
-filelock==3.29.0 \
-    --hash=sha256:69974355e960702e789734cb4871f884ea6fe50bd8404051a3530bc07809cf90 \
-    --hash=sha256:96f5f6344709aa1572bbf631c640e4ebeeb519e08da902c39a001882f30ac258
+filelock==3.32.0 \
+    --hash=sha256:7be2ad23a14607ccc71808e68fe30848aeace7058ace17852f68e2a68e310402 \
+    --hash=sha256:d396bea984af47333ef05e50eae7eff88c84256de6112aea0ec48a233c064fe3
     # via snowflake-connector-python
 flit-core==3.12.0 \
     --hash=sha256:18f63100d6f94385c6ed57a72073443e1a71a4acb4339491615d0f16d6ff01b2 \
@@ -792,15 +811,15 @@ frozenlist==1.8.0 \
     # via
     #   aiohttp
     #   aiosignal
-fsspec==2024.9.0 \
-    --hash=sha256:4b0afb90c2f21832df142f292649035d80b421f60a9e1c027802e5a0da2b04e8 \
-    --hash=sha256:a0947d552d8a6efa72cc2c730b12c41d043509156966cca4fb157b0f2a0c574b
+fsspec==2026.7.0 \
+    --hash=sha256:b57ddbafedfaef7018c1ecab32aa200a9d7ca26b77965f64e48b70061249d279 \
+    --hash=sha256:c803c40f4cf860b49dea58ee3e1c33cb9c790520e233537e1340049f89b82a88
     # via
     #   feast (pyproject.toml)
     #   dask
-google-api-core[grpc]==2.30.3 \
-    --hash=sha256:a85761ba72c444dad5d611c2220633480b2b6be2521eca69cca2dbb3ffd6bfe8 \
-    --hash=sha256:e601a37f148585319b26db36e219df68c5d07b6382cff2d580e83404e44d641b
+google-api-core[grpc]==2.33.0 \
+    --hash=sha256:3a36bcc3e319783f4c97da41f6f45ea6ffcaa55848e341de16e09cb70243c2bb \
+    --hash=sha256:a2e22a0c1d0f03eafff1858b38cf46f832d5902b0c052235bf0ab8402929fbdc
     # via
     #   feast (pyproject.toml)
     #   google-cloud-bigquery
@@ -810,9 +829,9 @@ google-api-core[grpc]==2.30.3 \
     #   google-cloud-datastore
     #   google-cloud-storage
     #   pandas-gbq
-google-auth==2.50.0 \
-    --hash=sha256:04382175e28b94f49694977f0a792688b59a668def1499e9d8de996dc9ce5b15 \
-    --hash=sha256:f35eafb191195328e8ce10a7883970877e7aeb49c2bfaa54aa0e394316d353d0
+google-auth[pyopenssl]==2.56.2 \
+    --hash=sha256:c8270ea95b2697b74e3d8438ae9c5b898e38b623b915c7b5c5635921e7de68a6 \
+    --hash=sha256:e28f103ca8091fb7012b99c44243d7366c29863713b8e34a220c3322b7a07051
     # via
     #   google-api-core
     #   google-auth-oauthlib
@@ -824,37 +843,37 @@ google-auth==2.50.0 \
     #   google-cloud-storage
     #   pandas-gbq
     #   pydata-google-auth
-google-auth-oauthlib==1.3.1 \
-    --hash=sha256:14c22c7b3dd3d06dbe44264144409039465effdd1eef94f7ce3710e486cc4bfa \
-    --hash=sha256:1a139ef23f1318756805b0e95f655c238bffd29655329a2978218248da4ee7f8
+google-auth-oauthlib==1.4.0 \
+    --hash=sha256:18b5e28880eb8eba9065c436becdc0ee8e4b59117a73a510679c82f70cd363d2 \
+    --hash=sha256:251314f213a9ee46a5ae73988e84fd7cca8bb68e7ecf4bfd45940f9e7f51d070
     # via
     #   pandas-gbq
     #   pydata-google-auth
-google-cloud-bigquery[pandas]==3.41.0 \
-    --hash=sha256:2217e488b47ed576360c9b2cc07d59d883a54b83167c0ef37f915c26b01a06fe \
-    --hash=sha256:2a5b5a737b401cbd824a6e5eac7554100b878668d908e6548836b5d8aaa4dcaa
+google-cloud-bigquery[pandas]==3.42.2 \
+    --hash=sha256:08d4b264e5ee4790f719724c76b538f204b7190999328a2f1a6a95eaab74ca39 \
+    --hash=sha256:41658c19e8ed5b83307011b4e55aca3b1f72052545a22788f1d637984615173f
     # via
     #   feast (pyproject.toml)
     #   pandas-gbq
-google-cloud-bigquery-storage==2.37.0 \
-    --hash=sha256:1e319c27ef60fc31030f6e0b52e5e891e1cdd50551effe8c6f673a4c3c56fcb6 \
-    --hash=sha256:f88ee7f1e49db1e639da3d9a8b79835ca4bc47afbb514fb2adfc0ccb41a7fd97
+google-cloud-bigquery-storage==2.39.0 \
+    --hash=sha256:8c192b6263804f7bdd6f57a17e763ba7f03fa4e53d7ecafca0187e0fd6467d48 \
+    --hash=sha256:d5afd90ad06cf24d9167316cca70ab5b344e880fc13031d7392aa78ee76b8bb6
     # via feast (pyproject.toml)
-google-cloud-bigtable==2.36.0 \
-    --hash=sha256:21b2f41231b7368a550b44d5b493b811b3507fcb23eb26d00005cd3f205f2207 \
-    --hash=sha256:d5987733c2f60c739f93f259d2037858411cc994ac37cdfbccb6bb159f3ca43e
+google-cloud-bigtable==2.41.0 \
+    --hash=sha256:36da0fc730952bfe48ae91dee11015459c9046fa1499d0efb73a61bbb6edbe9b \
+    --hash=sha256:d0c424bae6238eb16ffc0922be79da00d20d23e0750ea46742ffd4542c50fd26
     # via feast (pyproject.toml)
-google-cloud-core==2.5.1 \
-    --hash=sha256:3dc94bdec9d05a31d9f355045ed0f369fbc0d8c665076c734f065d729800f811 \
-    --hash=sha256:ea62cdf502c20e3e14be8a32c05ed02113d7bef454e40ff3fab6fe1ec9f1f4e7
+google-cloud-core==2.6.0 \
+    --hash=sha256:6d63ac8e5eca6d9e4319d0a1e2265fadcd7f1049904378caecfa01cf52dd869e \
+    --hash=sha256:e76149739f90fac1fc6757c09f47eaccb3145b54adbd7759b0f7c4b235f46c83
     # via
     #   google-cloud-bigquery
     #   google-cloud-bigtable
     #   google-cloud-datastore
     #   google-cloud-storage
-google-cloud-datastore==2.24.0 \
-    --hash=sha256:81f1d1c12c2906f59507f72742545ab04c38f62ed70b0542057e3cf04a53aa65 \
-    --hash=sha256:f087c02a6aa4ac68bbf17f0c048ae3ee355856bf09c51439bfba193741387792
+google-cloud-datastore==2.26.0 \
+    --hash=sha256:1ac4882f033fcb90bd75d1171b46400ecd5def23768598843d9c041e0c0b4a6a \
+    --hash=sha256:1bde5694308468da5c932153a6b0331d5b54e1c21de366b6a75ddb0000fd5f4b
     # via feast (pyproject.toml)
 google-cloud-storage==2.19.0 \
     --hash=sha256:aeb971b5c29cf8ab98445082cbfe7b161a1f48ed275822f59ed3f1524ea54fba \
@@ -898,167 +917,186 @@ google-crc32c==1.8.0 \
     #   google-cloud-bigtable
     #   google-cloud-storage
     #   google-resumable-media
-google-resumable-media==2.8.2 \
-    --hash=sha256:82b6d8ccd11765268cdd2a2123f417ec806b8eef3000a9a38dfe3033da5fb220 \
-    --hash=sha256:f3354a182ebd193ae3f42e3ef95e6c9b10f128320de23ac7637236713b1acd70
+google-resumable-media==2.10.0 \
+    --hash=sha256:88152884bee37b2bf36a0ab81ad8c7fd12212c9803dd981d77c1b35b02d34e7c \
+    --hash=sha256:e324bc9d0fdae4c52a08ae90456edc4e71ece858399e1217ac0eb3a51d6bc6ee
     # via
     #   google-cloud-bigquery
     #   google-cloud-storage
-googleapis-common-protos[grpc]==1.74.0 \
-    --hash=sha256:57971e4eeeba6aad1163c1f0fc88543f965bb49129b8bb55b2b7b26ecab084f1 \
-    --hash=sha256:702216f78610bb510e3f12ac3cafd281b7ac45cc5d86e90ad87e4d301a3426b5
+googleapis-common-protos[grpc]==1.75.0 \
+    --hash=sha256:53a062ff3c32552fbd62c11fe23768b78e4ddf0494d5e5fd97d3f4689c75fbbd \
+    --hash=sha256:961ed60399c457ceb0ee8f285a84c870aabc9c6a832b9d37bb281b5bebde43ed
     # via
     #   feast (pyproject.toml)
     #   google-api-core
     #   grpc-google-iam-v1
     #   grpcio-status
-greenlet==3.5.0 \
-    --hash=sha256:0ecec963079cd58cbd14723582384f11f166fd58883c15dcbfb342e0bc9b5846 \
-    --hash=sha256:0ed006e4b86c59de7467eb2601cd1b77b5a7d657d1ee55e30fe30d76451edba4 \
-    --hash=sha256:0ff251e9a0279522e62f6176412869395a64ddf2b5c5f782ff609a8216a4e662 \
-    --hash=sha256:1aa4ce8debcd4ea7fb2e150f3036588c41493d1d52c43538924ae1819003f4ce \
-    --hash=sha256:1bae92a1dd94c5f9d9493c3a212dd874c202442047cf96446412c862feca83a2 \
-    --hash=sha256:1eb67d5adefb5bd2e182d42678a328979a209e4e82eb93575708185d31d1f588 \
-    --hash=sha256:2094acd54b272cb6eae8c03dd87b3fa1820a4cef18d6889c378d503500a1dc13 \
-    --hash=sha256:2628d6c86f6cb0cb45e0c3c54058bbec559f57eaae699447748cb3928150577e \
-    --hash=sha256:29ea813b2e1f45fa9649a17853b2b5465c4072fbcb072e5af6cd3a288216574a \
-    --hash=sha256:362624e6a8e5bca3b8233e45eef33903a100e9539a2b995c364d595dbc4018b3 \
-    --hash=sha256:3a717fbc46d8a354fa675f7c1e813485b6ba3885f9bef0cd56e5ba27d758ff5b \
-    --hash=sha256:3bc59be3945ae9750b9e7d45067d01ae3fe90ea5f9ade99239dabdd6e28a5033 \
-    --hash=sha256:3ec9ea74e7268ace7f9aab1b1a4e730193fc661b39a993cd91c606c32d4a3628 \
-    --hash=sha256:41353ec2ecedf7aa8f682753a41919f8718031a6edac46b8d3dc7ed9e1ceb136 \
-    --hash=sha256:47422135b1d308c14b2c6e758beedb1acd33bb91679f5670edf77bf46244722b \
-    --hash=sha256:4964101b8585c144cbda5532b1aa644255126c08a265dae90c16e7a0e63aaa9d \
-    --hash=sha256:4a448128607be0de65342dc9b31be7f948ef4cc0bc8832069350abefd310a8f2 \
-    --hash=sha256:4b28037cb07768933c54d81bfe47a85f9f402f57d7d69743b991a713b63954eb \
-    --hash=sha256:4d0eadc7e4d9ffb2af4247b606cae307be8e448911e5a0d0b16d72fc3d224cfd \
-    --hash=sha256:54d243512da35485fc7a6bf3c178fdda6327a9d6506fcdd62b1abd1e41b2927b \
-    --hash=sha256:55fa7ea52771be44af0de27d8b80c02cd18c2c3cddde6c847ecebdf72418b6a1 \
-    --hash=sha256:57a43c6079a89713522bc4bcb9f75070ecf5d3dbad7792bfe42239362cbf2a16 \
-    --hash=sha256:58c1c374fe2b3d852f9b6b11a7dff4c85404e51b9a596fd9e89cf904eb09866d \
-    --hash=sha256:5a5ed18de6a0f6cc7087f1563f6bd93fc7df1c19165ca01e9bde5a5dc281d106 \
-    --hash=sha256:5e05ba267789ea87b5a155cf0e810b1ab88bf18e9e8740813945ceb8ee4350ba \
-    --hash=sha256:5ecd83806b0f4c2f53b1018e0005cd82269ea01d42befc0368730028d850ed1c \
-    --hash=sha256:64d6ac45f7271f48e45f67c95b54ef73534c52ec041fcda8edf520c6d811f4bc \
-    --hash=sha256:680bd0e7ad5e8daa8a4aa89f68fd6adc834b8a8036dc256533f7e08f4a4b01f7 \
-    --hash=sha256:6c18dfb59c70f5a94acd271c72e90128c3c776e41e5f07767908c8c1b74ad339 \
-    --hash=sha256:6d874e79afd41a96e11ff4c5d0bc90a80973e476fda1c2c64985667397df432b \
-    --hash=sha256:7022615368890680e67b9965d33f5773aade330d5343bbe25560135aaa849eae \
-    --hash=sha256:703cb211b820dbffbbc55a16bfc6e4583a6e6e990f33a119d2cc8b83211119c8 \
-    --hash=sha256:728a73687e39ae9ca34e4694cbf2f049d3fbc7174639468d0f67200a97d8f9e2 \
-    --hash=sha256:728d9667d8f2f586644b748dbd9bb67e50d6a9381767d1357714ea6825bb3bf5 \
-    --hash=sha256:762612baf1161ccb8437c0161c668a688223cba28e1bf038f4eb47b13e39ccdf \
-    --hash=sha256:7fc391b1566f2907d17aaebe78f8855dc45675159a775fcf9e61f8ee0078e87f \
-    --hash=sha256:804a70b328e706b785c6ef16187051c394a63dd1a906d89be24b6ad77759f13f \
-    --hash=sha256:83ed9f27f1680b50e89f40f6df348a290ea234b249a4003d366663a12eab94f2 \
-    --hash=sha256:884f649de075b84739713d41dd4dfd41e2b910bfb769c4a3ea02ec1da52cd9bb \
-    --hash=sha256:8f1cc966c126639cd152fdaa52624d2655f492faa79e013fea161de3e6dda082 \
-    --hash=sha256:8f52a464e4ed91780bdfbbdd2b97197f3accaa629b98c200f4dffada759f3ae7 \
-    --hash=sha256:9c615f869163e14bb1ced20322d8038fb680b08236521ac3f30cd4c1288785a0 \
-    --hash=sha256:9d280a7f5c331622c69f97eb167f33577ff2d1df282c41cd15907fc0a3ca198c \
-    --hash=sha256:a10a732421ab4fec934783ce3e54763470d0181db6e3468f9103a275c3ed1853 \
-    --hash=sha256:a96fcee45e03fe30a62669fd16ab5c9d3c172660d3085605cb1e2d1280d3c988 \
-    --hash=sha256:a97e4821aa710603f94de0da25f25096454d78ffdace5dc77f3a006bc01abba3 \
-    --hash=sha256:ba8f0bdc2fae6ce915dfd0c16d2d00bca7e4247c1eae4416e06430e522137858 \
-    --hash=sha256:bf2d8a80bec89ab46221ae45c5373d5ba0bd36c19aa8508e85c6cd7e5106cd37 \
-    --hash=sha256:cda05425526240807408156b6960a17a79a0c760b813573b67027823be760977 \
-    --hash=sha256:d419647372241bc68e957bf38d5c1f98852155e4146bd1e4121adea81f4f01e4 \
-    --hash=sha256:d4d9f0624c775f2dfc56ba54d515a8c771044346852a918b405914f6b19d7fd8 \
-    --hash=sha256:d60097128cb0a1cab9ea541186ea13cd7b847b8449a7787c2e2350da0cb82d86 \
-    --hash=sha256:db2910d3c809444e0a20147361f343fe2798e106af8d9d8506f5305302655a9f \
-    --hash=sha256:ddb36c7d6c9c0a65f18c7258634e0c416c6ab59caac8c987b96f80c2ebda0112 \
-    --hash=sha256:ddc090c5c1792b10246a78e8c2163ebbe04cf877f9d785c230a7b27b39ad038e \
-    --hash=sha256:e5ddf316ced87539144621453c3aef229575825fe60c604e62bedc4003f372b2 \
-    --hash=sha256:f35807464c4c58c55f0d31dfa83c541a5615d825c2fe3d2b95360cf7c4e3c0a8 \
-    --hash=sha256:f8c30c2225f40dd76c50790f0eb3b5c7c18431efb299e2782083e1981feed243 \
-    --hash=sha256:fa94cb2288681e3a11645958f1871d48ee9211bd2f66628fdace505927d6e564
+greenlet==3.5.4 \
+    --hash=sha256:0232ae1de90a8e07867bb127d7a6ba2301e859145489f25cda8a6096dabe1d20 \
+    --hash=sha256:07bd44616608d873d06735b63ef1a88191d6ca57c8d291d6559c71bc14c0893c \
+    --hash=sha256:08fc36de8442d5c3e95b044550dbea9bf144d31ec0cc58e36fb241cb6ef6a994 \
+    --hash=sha256:0fa53040b78b578120eecdc0265e3f1051487cc425d11a2b7c761daadf4feaa8 \
+    --hash=sha256:123aa379c962ed5fe90a880327e0c3066124ac64ec99e12a238be9fd8eb3db3d \
+    --hash=sha256:12cda9122e03341f1cb6b8207a19d7a9d375e52f1b4e9243918375f40fd7b4b9 \
+    --hash=sha256:13b980043cb1b3134e81ea469da1250ddcc6bfe6d245bbaa59168d9cdc8f228f \
+    --hash=sha256:178111881dd7a6c946471fda85485ec796e1043c2b939f694b096e2ecf986809 \
+    --hash=sha256:1833637f17d5e7472548a48575c394fe39f1b1890d676d162d86593610f44d8c \
+    --hash=sha256:188e4d142f243051d92a1f5c244a741da02dddc070a0620c842804d7b56d008c \
+    --hash=sha256:1e1a4a684b16c45ba324e60b32a4386a87722bcb815d2a149d2182f9b401ca72 \
+    --hash=sha256:1f17e362d78e37559e0506c5a7d066bdd45073c36a0127a543e8a0df27242ff3 \
+    --hash=sha256:24e61b88cb7e1b1d794b32a10cc346ac779681d6d74ff137a3e0a444d2bf1f02 \
+    --hash=sha256:27d3f00718634d4520a3a150154ac5da36f257869d41321953375b90bfbbc72c \
+    --hash=sha256:2a924f15d17957e252a810acefcb5942f5ca712298e8b6fcaed9a307d357522c \
+    --hash=sha256:2cdaadc3d31445a8f782bde3cd37e49a2c2a9c6da6daf76a3e34c683b271a3c7 \
+    --hash=sha256:2ffbc533e0eaf8e80d8471411646ab88fe58f641d508c0b02b24494479f4d9ec \
+    --hash=sha256:305f69e6c4523d7f6979ed001cff4e5853c063e5da04880296603aa0227e544c \
+    --hash=sha256:32802705c2c1ff25e8237b3bdacf2594fa02be80af8a66703eb7853ea7e68686 \
+    --hash=sha256:3529a8a933582ad19e224792cac7372489526576b75b4c124e8e4f29948f4861 \
+    --hash=sha256:39169a11d87a6a263afda3e9a27d1df16d0f919d40a4837cc73986c9884c0dd8 \
+    --hash=sha256:394de08dad5ffcb1f50c2159d93e398d9d2da3ed437645eaa54771fa720db9f0 \
+    --hash=sha256:3d66250e8b09f182ede05490998c818b5961f7a3640332d44c4927caec7bbfe4 \
+    --hash=sha256:3ef964f56dfcb6f9bbef2a190d9126795eac408716aeae47b5e7c73c32aafca9 \
+    --hash=sha256:41ddab54e4b238f4a6c323f39b4e59e176affd5a94d461a9fb7583dac74240a3 \
+    --hash=sha256:42afdc1ab5f66da8c586c32af9224a74a706b4f0ea0dc3a4188a0860a09c65c9 \
+    --hash=sha256:4ab9f0704bccf6d3b38e0d2130b7b33271cff11453690da074fa280c3aa8e8e7 \
+    --hash=sha256:57aa201b351f7c7c75627c60d29e4d5b97a07d37efeb62b903466fca42c097d7 \
+    --hash=sha256:58023945f421093de5e6fa108c0985a8659d43f49e0216da25099369a121bcbd \
+    --hash=sha256:60149df8f462d1b230038e6590c23c3b4768bb5d6c022b3b6e82532b34b0b8a3 \
+    --hash=sha256:60e0bc961d367df506660e9ac0177a76bc6d81305300704b0977d1634f76efe2 \
+    --hash=sha256:69173331fbc5d64bfac0065d7e22c39cfcd089e9b18d125bdcd5079363b09616 \
+    --hash=sha256:70bdfacdc183dac838b2a0aaff2dd6134a457c52fe68a9c6bbab435483d2b9df \
+    --hash=sha256:73b37afe369021423ea53dd3123e04bffa7e93ac64429b9f50835b2e4fcae7cf \
+    --hash=sha256:77d6ce04fed0d9aeed42e0f37923cc43eba9b027bdd9c34546bb4ccd143d0fe0 \
+    --hash=sha256:791fdfeeb9c6e0c7b10fa151bf110d2a6974866f13dcb5b1c7efae698245893a \
+    --hash=sha256:7c1303791d603080cac6fc3b34df51c3b75b723739c282c8029e48a0d241672f \
+    --hash=sha256:7e8afa5eac028f8140ceafe5ceec66e6aa127ddcb21452d2a564dcd2900b5f22 \
+    --hash=sha256:870d730fec833f5a06906a32596cc099b9161594642a92a520b7a88911c95356 \
+    --hash=sha256:89f3738167bab8c1084b94e23023d41d247117ac149fa0fbcb5bd4cf6262b353 \
+    --hash=sha256:91c26423753b92caf41ab3f98fd547d7374d4d9fc2d85be041886c1579d9255e \
+    --hash=sha256:9667862a2e38ad379f11b845daeda22c8989186def44f06962c9c4c05e556da7 \
+    --hash=sha256:99e8f8c4ebc4fd80aa26c1280ae9ad43a0976e786349703a181cf0bae60413e5 \
+    --hash=sha256:9c53ff01a5c53a40f2c16820ebc56d7c61a77f5fbe009dadd96292d5682f80f8 \
+    --hash=sha256:9f1467de1bb767f75db0aa34c195e3a496d8d1278c796e70c24ce205d3e99cde \
+    --hash=sha256:a2d614cb2372c7101a12ea8b96dd56f81c986d247c5a73db67063f3ed1ca4a52 \
+    --hash=sha256:ac5bf81d79d2c8eeb2ef6359b2e1687a1e9ebf46c2b1f970da9a9255df51d190 \
+    --hash=sha256:adf2244d7f69409925a8f22ed22cc5f93cdfe5c9dc87ff3476be2c2aaae61a05 \
+    --hash=sha256:ae53534b5dec0f4c2ec26f898f538dc8ea1ca3ef2927d597a9439e40a09da937 \
+    --hash=sha256:b3dabe3e2809013052c68bdf0b7fa5f5f2859c43a80803131ad61af9cabd7867 \
+    --hash=sha256:b7a5f095767c4493afcd06067f2bb3b8716e3f3f9e92b99c88e7e99f885b3d4d \
+    --hash=sha256:b7c895310363f310361e0fe2072af85269d2a2a285cd04c0c59e79a5e3670dcf \
+    --hash=sha256:bae2728e1897aa8df8cb1af38cd48b3a743aefe29372de7b8b7a9f532501e69f \
+    --hash=sha256:bd3d1145f603b2db19feb9078c2e6855eb7c67e15580c010ed815cee519b86fd \
+    --hash=sha256:c38c902a0986eba1f6e7ba1ab39ad5195926abde90f3fe080e08212db62176da \
+    --hash=sha256:c3fe76c2cac86b4f7a1e92865ac0a54384deb05c92986287c1a7110d9bd53071 \
+    --hash=sha256:c883d61f2282d72c767a14936641b3efcbde9d82f1080712aaea0b1d3126cb88 \
+    --hash=sha256:c90e930c9c192e5b3ee9fb8bcd920ea3926155e2e3ded39fc697323addecee17 \
+    --hash=sha256:ca5726c0b08ca35ae873557266a78b2c3f3b2b7d7401aa5ff886c2045dd0111c \
+    --hash=sha256:cbd60b5763c6543c1827e48faaf14ea9bfbad245f52b1a4d76a2a2d8884c6c66 \
+    --hash=sha256:cd320d998cbaa032932830448e39abf3c6a12901295e386e8114db926e10cffb \
+    --hash=sha256:cef589bc65fae02d10bca2ac341191c5b33acc2967892ebf4fcbd10eabb7a74c \
+    --hash=sha256:d83ae0e32d14957ab7170785a20f582635c8474deab1bfbb552b17e769a6ce25 \
+    --hash=sha256:d84d993f6e575c950d91a23c1345d18fe1a4310d447bf630849d7809196b52f0 \
+    --hash=sha256:d92df08dd65fede97fc37aad36c2e9dcda3b31c467f8e0c2c096456cb818e927 \
+    --hash=sha256:dc418cf4c873357964d6624445ed09472e50def990c65dd4e76fc3ba8cd9cef6 \
+    --hash=sha256:dfc41ae893d9ceaf22c824f2153a88b30651b20e8758c2cd9ac143f23640563c \
+    --hash=sha256:e849e6e139b9671adeac505f72fc05f4af7fd1921faef40295e214fc3b361b59 \
+    --hash=sha256:e883de250e299654b1f1680f72a1a9f9ba62c9bd1bce84099c90657349a8dfbb \
+    --hash=sha256:e9a5e3406e3ed8125ae1a3b37c12f3434e2b1f0fa053197c5557895b4fb09606 \
+    --hash=sha256:ec5ff0d1878df6af3bf9b638a5a92a7d5693291de77c91bff10fa48519c604ef \
+    --hash=sha256:ecca4d80d55a01ad6b23b33262662956149fbb7b2c6be2910f1705921958cbf3 \
+    --hash=sha256:ed17e5f3420360d5b459de8462efb52060399a5326a613d4cde31cef63ef95da \
+    --hash=sha256:ee032b91fd8ec29ec6c4cea2b8c561b178435134bd0752c7334b94e9c736c132 \
+    --hash=sha256:f00f910f0e7b35416c63b23ad78b769aeccfc1775f712b43c4ee525624a2eef7 \
+    --hash=sha256:f260930bbbbcf9caee661211235a5111c86dfe5832fdf6ae4570da1e0995320f \
+    --hash=sha256:f680e549edb3eaf21eea4e7fe101e15ec180c74b7879ab46adc080f22d4015d2 \
+    --hash=sha256:f88193799d43dbf8c8a806d6405c9c52fe2af40bf75072a606357b33cc336c7f \
+    --hash=sha256:f908898d6fa484ce4b6f447ce70ea99b52c503fee419e53cf74d60a16bc9e667
     # via feast (pyproject.toml)
 grpc-google-iam-v1==0.14.4 \
     --hash=sha256:392b3796947ed6334e61171d9ab06bf7eb357f554e5fc7556ad7aab6d0e17038 \
     --hash=sha256:412facc320fcbd94034b4df3d557662051d4d8adfa86e0ddb4dca70a3f739964
     # via google-cloud-bigtable
-grpcio==1.62.3 \
-    --hash=sha256:059444f0ed5dba73ab7dd0ee7e8e6b606df4130d2b0a9f010f84da4ab9f6c2d8 \
-    --hash=sha256:114f2a865886ff33f85d70670e971fe0e3d252a1209656fefa5470286e3fcc76 \
-    --hash=sha256:13571a5b868dcc308a55d36669a2d17d9dcd6ec8335213f6c49cc68da7305abe \
-    --hash=sha256:1ac0944e9e3ee3e20825226d1e17985e9f88487055c475986cf0922a7d806d8a \
-    --hash=sha256:1de3d04d9a4ec31ebe848ae1fe61e4cbc367fb9495cbf6c54368e60609a998d9 \
-    --hash=sha256:216740723fc5971429550c374a0c039723b9d4dcaf7ba05227b7e0a500b06417 \
-    --hash=sha256:25cd75dc73c5269932413e517be778640402f18cf9a81147e68645bd8af18ab0 \
-    --hash=sha256:325c56ce94d738c31059cf91376f625d3effdff8f85c96660a5fd6395d5a707f \
-    --hash=sha256:3737e5ef0aa0fcdfeaf3b4ecc1a6be78b494549b28aec4b7f61b5dc357f7d8be \
-    --hash=sha256:377babc817e8b4186aed7ed56e832867c513e4e9b6c3503565c344ffdef440d4 \
-    --hash=sha256:3fb7d966a976d762a31346353a19fce4afcffbeda3027dd563bc8cb521fcf799 \
-    --hash=sha256:43670a25b752b7ed960fcec3db50ae5886dc0df897269b3f5119cde9b731745f \
-    --hash=sha256:4439bbd759636e37b66841117a66444b454937e27f0125205d2d117d7827c643 \
-    --hash=sha256:454a6aed4ebd56198d37e1f3be6f1c70838e33dd62d1e2cea12f2bcb08efecc5 \
-    --hash=sha256:4c9c1502c76cadbf2e145061b63af077b08d5677afcef91970d6db87b30e2f8b \
-    --hash=sha256:4dab8b64c438e19c763a6332b55e5efdbecfb7c55ae59a42c38c81ed27955fa5 \
-    --hash=sha256:56757d3e4cf5d4b98a30f2c5456151607261c891fa2298a4554848dcbf83083d \
-    --hash=sha256:57823dc7299c4f258ae9c32fd327d29f729d359c34d7612b36e48ed45b3ab8d0 \
-    --hash=sha256:582bd03e9c3d1bd1162eb51fa0f1a35633d66e73f4f36702d3b8484a8b45eda7 \
-    --hash=sha256:620165df24aae3d5b3e84cb8dd6b98f6ed49aed04126186bbf43061e301d6a21 \
-    --hash=sha256:646c14e9f3356d3f34a65b58b0f8d08daa741ba1d4fcd4966b79407543332154 \
-    --hash=sha256:668211f3699bbee4deaf1d6e6b8df59328bf63f077bf2dc9b8bfa4a17df4a279 \
-    --hash=sha256:6be243f3954b0ca709f56f9cae926c84ac96e1cce19844711e647a1f1db88b99 \
-    --hash=sha256:6da20a1ae010a988bc4ed47850f1122de0a88e18cd2f901fcf56007be1fc6c30 \
-    --hash=sha256:7349cd7445ac65fbe1b744dcab9cc1ec02dae2256941a2e67895926cbf7422b4 \
-    --hash=sha256:74f3fc9b93290e58264844f5bc46df4c58a94c4287a277dbcf75344fc6c37ca4 \
-    --hash=sha256:75a4e9ac7ff185cad529f35934c5d711b88aca48b90c70e195f5657da50ce321 \
-    --hash=sha256:7b33c1807d4ac564a3027d06f21a2220c116ceacaaef614deb96b3341ee58896 \
-    --hash=sha256:807176971c504c598976f5a9ea62363cffbbbb6c7509d9808c2342b020880fa2 \
-    --hash=sha256:80a82fdee14dc27e9299248b7aabd5a8739a1cf6b76c78aa2b848158b44a99d5 \
-    --hash=sha256:81b7c121c4e52a0749bf0759185b8d5cfa48a786cd7d411cdab08269813e0aab \
-    --hash=sha256:8257cc9e55fb0e2149a652d9dc14c023720f9e73c9145776e07c97e0a553922e \
-    --hash=sha256:8a5f00b2508937952d23a1767739e95bbbe1120f8a66d10187d5e971d56bb55c \
-    --hash=sha256:8ae2e7a390b2cdd2a95d3bf3b3385245eeb48a5e853943cb46139666462c2d1a \
-    --hash=sha256:940459d81685549afdfe13a6de102c52ea4cdda093477baa53056884aadf7c48 \
-    --hash=sha256:9c4aae4e683776c319169d87e7891b67b75e3f1c0beeb877902ea148b0585164 \
-    --hash=sha256:9d5f8e0050a179b3bce9189b522dc91008d44f08c757a7c310e0fd06b4d3d147 \
-    --hash=sha256:a1b85d35a7d9638c03321dfe466645b87e23c30df1266f9e04bbb5f44e7579a9 \
-    --hash=sha256:a82410d7620c07cb32624e38f2a106980564dfef9dbe78f5b295cda9ef217c03 \
-    --hash=sha256:abfe64811177e681edc81d9d9d1bd23edc5f599bd9846650864769264ace30cd \
-    --hash=sha256:ac9783d5679c8da612465168c820fd0b916e70ec5496c840bddba0be7f2d124c \
-    --hash=sha256:b033d50bd41e506e3b579775f54a30c16c222e0d88847ac8098d2eca2a7454cc \
-    --hash=sha256:b097347441b86a8c3ad9579abaf5e5f7f82b1d74a898f47360433b2bca0e4536 \
-    --hash=sha256:b708401ede2c4cb8943e8a713988fcfe6cbea105b07cd7fa7c8a9f137c22bddb \
-    --hash=sha256:bd900e666bb68fff49703084be14407cd73b8a5752a7590cea98ec22de24fb5d \
-    --hash=sha256:c118cfc80e2402a5595be36e9245ffd9b0e146f426cc40bdf60015bf183f8373 \
-    --hash=sha256:c175b252d063af388523a397dbe8edbc4319761f5ee892a8a0f5890acc067362 \
-    --hash=sha256:c8bb1a7aa82af6c7713cdf9dcb8f4ea1024ac7ce82bb0a0a82a49aea5237da34 \
-    --hash=sha256:c95a0b76a44c548e6bd8c5f7dbecf89c77e2e16d3965be817b57769c4a30bea2 \
-    --hash=sha256:e202e3f963480ca067a261179b1ac610c0f0272cb4a7942d11b7e2b3fc99c3aa \
-    --hash=sha256:e9ffdb7bc9ccd56ec201aec3eab3432e1e820335b5a16ad2b37e094218dcd7a6 \
-    --hash=sha256:ea7ca66a58421411c6486fa5015fe7704e2816ff0b4ec4fb779ad5e1cbbdabf3 \
-    --hash=sha256:f2ff8ac447765e173842b554b31307b98b3bb1852710903ebb936e7efb7df6e5 \
-    --hash=sha256:f5def814c5a4c90c8fe389c526ab881f4a28b7e239b23ed8e02dd02934dfaa1a
+grpcio==1.83.0 \
+    --hash=sha256:009667eaf3dcd5224c713589cdc98e7ca4ed0ff0b61132c6b276e930eb83a2df \
+    --hash=sha256:10b3fa0475eb572c9a81a6fe37fa16a9c500c0c91cfc148cac15692b7e3c2867 \
+    --hash=sha256:1aa567f8c3f19850ffd5d2858c9a8ea7c80f0db6c01186b71eb31e923ec984f5 \
+    --hash=sha256:1c699bbb20f143c8f2bff219de578aa2dc1f919399d67dc702b038b986ee62df \
+    --hash=sha256:28f6c35ac8fcf10e4594f138e468f194360089dde40d126a7033e863fc479930 \
+    --hash=sha256:2b5e75c34842cd9c1b95285ca395c6a569664b81e3ffa6b714125922942abaaf \
+    --hash=sha256:2bb48cb5e6dd005ca12b89ce4b6ac0b48ff3112c747542ee7986ef611a8ca6d9 \
+    --hash=sha256:32e11c37f5285b0c6fa3042c05fe06903696689749833fc64e67dec71b9bbe33 \
+    --hash=sha256:33898e6a28e4ae598f1577cb1c4fec2a15c033d0ec52b9b45a09610dd045b9da \
+    --hash=sha256:35a5b1c192496b6c25956eebfa963468935612206fd2543ac3ce981e6a5e0f03 \
+    --hash=sha256:3f351629f6ae16ecc0ec3553e586a6763ffd9f6114044286d0cbec3e09241bfa \
+    --hash=sha256:4772402f43517b4824980be4b3b2274a81eec0004a70009473c31b340d43e223 \
+    --hash=sha256:4e3eedfc92b6b9f2960115e7e620cf0cbf80bb7849a51ce3820dc54dfd88b6b9 \
+    --hash=sha256:4fcaa7c45c45b4a89e2867d1f1785d9481a788399d915e341ed2eb49aeef9dd4 \
+    --hash=sha256:5882c1a721b50ce0123ee5e839e1ab059ad72a7ade76cdf2d5bd833b56791acf \
+    --hash=sha256:5f20a988480b0f28207f057f7f7ae1313393c3cef0adcfeae8248f9947eaf881 \
+    --hash=sha256:61007cd08640abc5c54547ee32505474c482cd733a53cb87551ea81faa6350af \
+    --hash=sha256:62003babc444a606dcd1f009cd16391ce23669ae4ad6ec267a873da7937a69f5 \
+    --hash=sha256:6662f3b1e07cc7493d437351860dc867bddc6a93c83ecf33bbfdaf0c217ab2d0 \
+    --hash=sha256:6755ed67cc3e454d51ae9f6e1915b80d3942fa4de956ef48dacd45ab7f40b727 \
+    --hash=sha256:6b6c666a1d5613ff360c9e90f44665e3a88b25a815209ddbc0917eec281931cb \
+    --hash=sha256:6be5c807b717be3dd649446f021301fd7907e376318675d2147823071034112a \
+    --hash=sha256:6e01ecd9d8ef280abe1365138a4dc318f9a5287f4cb1b41d07816f796653f735 \
+    --hash=sha256:6fb8a1dd0c6f0f931e69e9d0dc6d1c406ed2a44fa963414eafba07b7fb685d16 \
+    --hash=sha256:7416952ca770477990257206276999056f8316d79196f2f25942393e58a20b49 \
+    --hash=sha256:74fe6f9e8a35c7dbf32255ee154d15e3e5338a81ed39173d079d594d2e544cd1 \
+    --hash=sha256:7674587248fbbb2ac6e4eecf83a8a0f3d91a928f941de571acfd3a2f007fbc24 \
+    --hash=sha256:7936f2a56cf04f6514705c0fedf400971de01b6aa1719327e4718f410a765e2b \
+    --hash=sha256:7bd82671b39065ba18cd536e9cd45b27ff649053f81ddd2c6a966d595067080f \
+    --hash=sha256:8f6c395e493d20c39b29392ca200e9aaeb78d0bc2f04db0c0a7da7ddc939aa57 \
+    --hash=sha256:8fe04f1050a59f875601eb55d42b4f66946fe89817f967e34db1462ccd07dadf \
+    --hash=sha256:8ff0b8767ddd62704e0d9571c1890af08d84a3a689ebba1807e62519d0b3277f \
+    --hash=sha256:a21cb4eeeba124443f399be2e8b624943cde864dcbe588cb42e5c483a52a906c \
+    --hash=sha256:aa074041231f03959cb097dd5517b0677b8ea49215bae01d5710a7b69dd59969 \
+    --hash=sha256:aeb339838db07600481ef869507279b75326c75eac6d10f7afa62a0da1d2bcdd \
+    --hash=sha256:b0a0be840e51b6b7ee9df9269770faf77bdf4b771053c257c21d12bad607714c \
+    --hash=sha256:bb669918fd88936b15599caff4160a77ab74bdeb25f2231f6e45b61282d6107b \
+    --hash=sha256:bc60215b5cb9fc8ca72942c498b551ac2305bd08f6ef8d4e3f0d21b64fbecd61 \
+    --hash=sha256:c19b454d3d3f28db81f2c7c4dbaee96e7f6fd149721733ffe79d6bc530f17404 \
+    --hash=sha256:c6444666317338e903093c7c756e6cc88eee59f798cb8dd41e87725bf54e1617 \
+    --hash=sha256:c834e86d8fd2f03d7e4db49a027f7c5b89c5b88eed305543a5295bd6fee61e40 \
+    --hash=sha256:cb056f6e171c42639a50460b2929c82241fda51f71cf3dcdd68090fe45095a45 \
+    --hash=sha256:cb2906c61db4f9c64cc360054b5df70eeb81846228e9e56a4944bd415a63dadc \
+    --hash=sha256:d05ff664100d429335b93c91b8b34ddf9e94a112205e7fa06dede309e44a4e4c \
+    --hash=sha256:ee94a4016fdf8699fb1fd8a38652475ff677f1c72074cee44deeeb9a7e95e745 \
+    --hash=sha256:f1c3e5689d4b90987b1d72022bcfe866a9a3dc66197484cf856d96b6150e7f45 \
+    --hash=sha256:f47d62808b4c0a97b78bff88a6d4ca283a2a492b9a04a87d814af95ca3b9c19c \
+    --hash=sha256:f4cee5fc86e84a0cf7ad1574b454c3320e087c07f55b7df5dc0ac6a873fb90c0 \
+    --hash=sha256:f5e822a7e7d03282f6ad225e710493c48b9057a353358344a5f7c42b2b37618d \
+    --hash=sha256:f5f410d7c2903eabb34789dfd6342eef04af1ad459943936b7e09a9f5bd417b9 \
+    --hash=sha256:fba099b716e73512d61b97f71ea3c31a72abb36904036e316bf4dd148ca8dcc8
     # via
     #   feast (pyproject.toml)
     #   google-api-core
     #   google-cloud-bigquery
     #   google-cloud-bigquery-storage
+    #   google-cloud-bigtable
     #   google-cloud-datastore
     #   googleapis-common-protos
     #   grpc-google-iam-v1
     #   grpcio-health-checking
     #   grpcio-reflection
     #   grpcio-status
+    #   milvus-lite
     #   pymilvus
-grpcio-health-checking==1.62.3 \
-    --hash=sha256:5074ba0ce8f0dcfe328408ec5c7551b2a835720ffd9b69dade7fa3e0dc1c7a93 \
-    --hash=sha256:f29da7dd144d73b4465fe48f011a91453e9ff6c8af0d449254cf80021cab3e0d
+grpcio-health-checking==1.83.0 \
+    --hash=sha256:7d8b47a5bfbc699d4aee0fc7a27f5d0265eb23a6a64db5ac2d8b749a0f8a9911 \
+    --hash=sha256:ad6bc4d5a1103ad704d25ccd82def300dfa27996b185cab3e4cceeef2c6867d4
     # via feast (pyproject.toml)
-grpcio-reflection==1.62.3 \
-    --hash=sha256:a48ef37df81a3bada78261fc92ef382f061112f989d1312398b945cc69838b9c \
-    --hash=sha256:cb84682933c400bddf94dd94f928d1c6570f500b6dd255973d4bfb495b82585f
+grpcio-reflection==1.83.0 \
+    --hash=sha256:6a2a30a462ac2c3c6d149734a8fe655fa7617c17fa2cda9949006f3bf07f5b3e \
+    --hash=sha256:9d4151f68f18a85aa5b0eff5d493ad13f9421f96c8d9c01c840b353dc979be93
     # via feast (pyproject.toml)
-grpcio-status==1.62.3 \
-    --hash=sha256:289bdd7b2459794a12cf95dc0cb727bd4a1742c37bd823f760236c937e53a485 \
-    --hash=sha256:f9049b762ba8de6b1086789d8315846e094edac2c50beaf462338b301a8fd4b8
+grpcio-status==1.83.0 \
+    --hash=sha256:837219c6de9afdccb6f6f72b34bc71e151a2011ef04040e3faaca746a57e54ae \
+    --hash=sha256:f6a838a7c5fb84ae98833ec0ef81ed438c26e11e54b2ddb8e92ad328c861de69
     # via google-api-core
-gunicorn==25.3.0 \
-    --hash=sha256:cacea387dab08cd6776501621c295a904fe8e3b7aae9a1a3cbb26f4e7ed54660 \
-    --hash=sha256:f74e1b2f9f76f6cd1ca01198968bd2dd65830edc24b6e8e4d78de8320e2fe889
+gunicorn==26.0.0 \
+    --hash=sha256:40233d26a5f0d1872916188c276e21641155111c2853f0c2cd55260aec0d24fc \
+    --hash=sha256:ca9346f85e3a4aeeb64d491045c16b9a35647abd37ea15efe53080eb8b090baf
     # via
     #   feast (pyproject.toml)
     #   uvicorn-worker
@@ -1067,6 +1105,7 @@ h11==0.16.0 \
     --hash=sha256:63cf8bbe7522de3bf65932fda1d9c2772064ffb3dae62d55932da54b31cb6c86
     # via
     #   httpcore
+    #   httpcore2
     #   uvicorn
 hatch-fancy-pypi-readme==25.1.0 \
     --hash=sha256:9c58ed3dff90d51f43414ce37009ad1d5b0f08ffc9fc216998a06380f01c0045 \
@@ -1076,189 +1115,206 @@ hatch-vcs==0.4.0 \
     --hash=sha256:093810748fe01db0d451fabcf2c1ac2688caefd232d4ede967090b1c1b07d9f7 \
     --hash=sha256:b8a2b6bee54cf6f9fc93762db73890017ae59c9081d1038a41f16235ceaf8b2c
     # via feast (pyproject.toml)
-hatchling==1.29.0 \
-    --hash=sha256:50af9343281f34785fab12da82e445ed987a6efb34fd8c2fc0f6e6630dbcc1b0 \
-    --hash=sha256:793c31816d952cee405b83488ce001c719f325d9cda69f1fc4cd750527640ea6
+hatchling==1.31.0 \
+    --hash=sha256:6b48ad4068a482ed7239b3a8215bc55b47aad3345d58dfc94e553c5d2d46211b \
+    --hash=sha256:aac80bec8b6fe35e8480f1c335be8910fa210a0e6f735a139be205dadcacb544
     # via
     #   feast (pyproject.toml)
     #   hatch-fancy-pypi-readme
     #   hatch-vcs
-hiredis==3.3.1 \
-    --hash=sha256:002fc0201b9af1cc8960e27cdc501ad1f8cdd6dbadb2091c6ddbd4e5ace6cb77 \
-    --hash=sha256:011a9071c3df4885cac7f58a2623feac6c8e2ad30e6ba93c55195af05ce61ff5 \
-    --hash=sha256:01cf82a514bc4fd145b99333c28523e61b7a9ad051a245804323ebf4e7b1c6a6 \
-    --hash=sha256:027ce4fabfeff5af5b9869d5524770877f9061d118bc36b85703ae3faf5aad8e \
-    --hash=sha256:03baa381964b8df356d19ec4e3a6ae656044249a87b0def257fe1e08dbaf6094 \
-    --hash=sha256:042e57de8a2cae91e3e7c0af32960ea2c5107b2f27f68a740295861e68780a8a \
-    --hash=sha256:09d41a3a965f7c261223d516ebda607aee4d8440dd7637f01af9a4c05872f0c4 \
-    --hash=sha256:09f5e510f637f2c72d2a79fb3ad05f7b6211e057e367ca5c4f97bb3d8c9d71f4 \
-    --hash=sha256:0b5ff2f643f4b452b0597b7fe6aa35d398cb31d8806801acfafb1558610ea2aa \
-    --hash=sha256:0caf3fc8af0767794b335753781c3fa35f2a3e975c098edbc8f733d35d6a95e4 \
-    --hash=sha256:0fac4af8515e6cca74fc701169ae4dc9a71a90e9319c9d21006ec9454b43aa2f \
-    --hash=sha256:113e098e4a6b3cc5500e05e7cb1548ba9e83de5fe755941b11f6020a76e6c03a \
-    --hash=sha256:137c14905ea6f2933967200bc7b2a0c8ec9387888b273fd0004f25b994fd0343 \
-    --hash=sha256:156be6a0c736ee145cfe0fb155d0e96cec8d4872cf8b4f76ad6a2ee6ab391d0a \
-    --hash=sha256:17ec8b524055a88b80d76c177dbbbe475a25c17c5bf4b67bdbdbd0629bcae838 \
-    --hash=sha256:1ac7697365dbe45109273b34227fee6826b276ead9a4a007e0877e1d3f0fcf21 \
-    --hash=sha256:1b46e96b50dad03495447860510daebd2c96fd44ed25ba8ccb03e9f89eaa9d34 \
-    --hash=sha256:1ebc307a87b099d0877dbd2bdc0bae427258e7ec67f60a951e89027f8dc2568f \
-    --hash=sha256:1f7bceb03a1b934872ffe3942eaeed7c7e09096e67b53f095b81f39c7a819113 \
-    --hash=sha256:2611bfaaadc5e8d43fb7967f9bbf1110c8beaa83aee2f2d812c76f11cfb56c6a \
-    --hash=sha256:264ee7e9cb6c30dc78da4ecf71d74cf14ca122817c665d838eda8b4384bce1b0 \
-    --hash=sha256:26f899cde0279e4b7d370716ff80320601c2bd93cdf3e774a42bdd44f65b41f8 \
-    --hash=sha256:29fe35e3c6fe03204e75c86514f452591957a1e06b05d86e10d795455b71c355 \
-    --hash=sha256:2afc675b831f7552da41116fffffca4340f387dc03f56d6ec0c7895ab0b59a10 \
-    --hash=sha256:2b6da6e07359107c653a809b3cff2d9ccaeedbafe33c6f16434aef6f53ce4a2b \
-    --hash=sha256:2b96da7e365d6488d2a75266a662cbe3cc14b28c23dd9b0c9aa04b5bc5c20192 \
-    --hash=sha256:2f1c1b2e8f00b71e6214234d313f655a3a27cd4384b054126ce04073c1d47045 \
-    --hash=sha256:304481241e081bc26f0778b2c2b99f9c43917e4e724a016dcc9439b7ab12c726 \
-    --hash=sha256:318f772dd321404075d406825266e574ee0f4751be1831424c2ebd5722609398 \
-    --hash=sha256:3586c8a5f56d34b9dddaaa9e76905f31933cac267251006adf86ec0eef7d0400 \
-    --hash=sha256:3724f0e58c6ff76fd683429945491de71324ab1bc0ad943a8d68cb0932d24075 \
-    --hash=sha256:3fb6573efa15a29c12c0c0f7170b14e7c1347fe4bb39b6a15b779f46015cc929 \
-    --hash=sha256:40ae8a7041fcb328a6bc7202d8c4e6e0d38d434b2e3880b1ee8ed754f17cd836 \
-    --hash=sha256:4106201cd052d9eabe3cb7b5a24b0fe37307792bda4fcb3cf6ddd72f697828e8 \
-    --hash=sha256:439f9a5cc8f9519ce208a24cdebfa0440fef26aa682a40ba2c92acb10a53f5e0 \
-    --hash=sha256:4479e36d263251dba8ab8ea81adf07e7f1163603c7102c5de1e130b83b4fad3b \
-    --hash=sha256:487658e1db83c1ee9fbbac6a43039ea76957767a5987ffb16b590613f9e68297 \
-    --hash=sha256:48ff424f8aa36aacd9fdaa68efeb27d2e8771f293af4305bdb15d92194ca6631 \
-    --hash=sha256:4f7e242eab698ad0be5a4b2ec616fa856569c57455cc67c625fd567726290e5f \
-    --hash=sha256:526db52e5234a9463520e960a509d6c1bd5128d1ab1b569cbf459fe39189e8ab \
-    --hash=sha256:52d5641027d6731bc7b5e7d126a5158a99784a9f8c6de3d97ca89aca4969e9f8 \
-    --hash=sha256:53148a4e21057541b6d8e493b2ea1b500037ddf34433c391970036f3cbce00e3 \
-    --hash=sha256:583de2f16528e66081cbdfe510d8488c2de73039dc00aada7d22bd49d73a4a94 \
-    --hash=sha256:5e55d90b431b0c6b64ae5a624208d4aea318566d31872e595ee723c0f5b9a79f \
-    --hash=sha256:5f316cf2d0558f5027aab19dde7d7e4901c26c21fa95367bc37784e8f547bbf2 \
-    --hash=sha256:60543f3b068b16a86e99ed96b7fdae71cdc1d8abdfe9b3f82032a555e52ece7e \
-    --hash=sha256:62cc62284541bb2a86c898c7d5e8388661cade91c184cb862095ed547e80588f \
-    --hash=sha256:65c05b79cb8366c123357b354a16f9fc3f7187159422f143638d1c26b7240ed4 \
-    --hash=sha256:65f6ac06a9f0c32c254660ec6a9329d81d589e8f5d0a9837a941d5424a6be1ef \
-    --hash=sha256:6d1434d0bcc1b3ef048bae53f26456405c08aeed9827e65b24094f5f3a6793f1 \
-    --hash=sha256:6e2e1024f0a021777740cb7c633a0efb2c4a4bc570f508223a8dcbcf79f99ef9 \
-    --hash=sha256:6ffa7ba2e2da1f806f3181b9730b3e87ba9dbfec884806725d4584055ba3faa6 \
-    --hash=sha256:743b85bd6902856cac457ddd8cd7dd48c89c47d641b6016ff5e4d015bfbd4799 \
-    --hash=sha256:77c5d2bebbc9d06691abb512a31d0f54e1562af0b872891463a67a949b5278ef \
-    --hash=sha256:79cd03e7ff550c17758a7520bf437c156d3d4c8bb74214deeafa69cda49c85a4 \
-    --hash=sha256:80aba5f85d6227faee628ae28d1c3b69c661806a0636548ac56c68782606454f \
-    --hash=sha256:81a1669b6631976b1dc9d3d58ed1ab3333e9f52feb91a2a1fb8241101ac3b665 \
-    --hash=sha256:8597c35c9e82f65fd5897c4a2188c65d7daf10607b102960137b23d261cd957b \
-    --hash=sha256:8650158217b469d8b6087f490929211b0493a9121154c4efaafd1dec9e19319e \
-    --hash=sha256:8887bf0f31e4b550bd988c8863b527b6587d200653e9375cd91eea2b944b7424 \
-    --hash=sha256:8a52b24cd710690c4a7e191c7e300136ad2ecb3c68ffe7e95b598e76de166e5e \
-    --hash=sha256:8e3754ce60e1b11b0afad9a053481ff184d2ee24bea47099107156d1b84a84aa \
-    --hash=sha256:907f7b5501a534030738f0f27459a612d2266fd0507b007bb8f3e6de08167920 \
-    --hash=sha256:90d6b9f2652303aefd2c5a26a5e14cb74a3a63d10faa642c08d790e99442a088 \
-    --hash=sha256:98fd5b39410e9d69e10e90d0330e35650becaa5dd2548f509b9598f1f3c6124d \
-    --hash=sha256:9bfdeff778d3f7ff449ca5922ab773899e7d31e26a576028b06a5e9cf0ed8c34 \
-    --hash=sha256:9ebae74ce2b977c2fcb22d6a10aa0acb730022406977b2bcb6ddd6788f5c414a \
-    --hash=sha256:a110d19881ca78a88583d3b07231e7c6864864f5f1f3491b638863ea45fa8708 \
-    --hash=sha256:a1d190790ee39b8b7adeeb10fc4090dc4859eb4e75ed27bd8108710eef18f358 \
-    --hash=sha256:a2f049c3f3c83e886cd1f53958e2a1ebb369be626bef9e50d8b24d79864f1df6 \
-    --hash=sha256:a3af4e9f277d6b8acd369dc44a723a055752fca9d045094383af39f90a3e3729 \
-    --hash=sha256:a42c7becd4c9ec4ab5769c754eb61112777bdc6e1c1525e2077389e193b5f5aa \
-    --hash=sha256:a58a58cef0d911b1717154179a9ff47852249c536ea5966bde4370b6b20638ff \
-    --hash=sha256:ab1f646ff531d70bfd25f01e60708dfa3d105eb458b7dedd9fe9a443039fd809 \
-    --hash=sha256:ad940dc2db545dc978cb41cb9a683e2ff328f3ef581230b9ca40ff6c3d01d542 \
-    --hash=sha256:afe3c3863f16704fb5d7c2c6ff56aaf9e054f6d269f7b4c9074c5476178d1aba \
-    --hash=sha256:b1e3b9f4bf9a4120510ba77a77b2fb674893cd6795653545152bb11a79eecfcb \
-    --hash=sha256:b2390ad81c03d93ef1d5afd18ffcf5935de827f1a2b96b2c829437968bdabccb \
-    --hash=sha256:b37df4b10cb15dedfc203f69312d8eedd617b941c21df58c13af59496c53ad0f \
-    --hash=sha256:b3df9447f9209f9aa0434ca74050e9509670c1ad99398fe5807abb90e5f3a014 \
-    --hash=sha256:b4fe7f38aa8956fcc1cea270e62601e0e11066aff78e384be70fd283d30293b6 \
-    --hash=sha256:c1d68c6980d4690a4550bd3db6c03146f7be68ef5d08d38bb1fb68b3e9c32fe3 \
-    --hash=sha256:c24c1460486b6b36083252c2db21a814becf8495ccd0e76b7286623e37239b63 \
-    --hash=sha256:c25132902d3eff38781e0d54f27a0942ec849e3c07dbdce83c4d92b7e43c8dce \
-    --hash=sha256:c74bd9926954e7e575f9cd9890f63defd90cd8f812dfbf8e1efb72acc9355456 \
-    --hash=sha256:c8139e9011117822391c5bcfd674c5948fb1e4b8cb9adf6f13d9890859ee3a1a \
-    --hash=sha256:ce334915f5d31048f76a42c607bf26687cf045eb1bc852b7340f09729c6a64fc \
-    --hash=sha256:d14229beaa76e66c3a25f9477d973336441ca820df853679a98796256813316f \
-    --hash=sha256:d42f3a13290f89191568fc113d95a3d2c8759cdd8c3672f021d8b7436f909e75 \
-    --hash=sha256:d8e56e0d1fe607bfff422633f313aec9191c3859ab99d11ff097e3e6e068000c \
-    --hash=sha256:da6f0302360e99d32bc2869772692797ebadd536e1b826d0103c72ba49d38698 \
-    --hash=sha256:db46baf157feefd88724e6a7f145fe996a5990a8604ed9292b45d563360e513b \
-    --hash=sha256:dcea8c3f53674ae68e44b12e853b844a1d315250ca6677b11ec0c06aff85e86c \
-    --hash=sha256:de94b409f49eb6a588ebdd5872e826caec417cd77c17af0fb94f2128427f1a2a \
-    --hash=sha256:e0356561b4a97c83b9ee3de657a41b8d1a1781226853adaf47b550bb988fda6f \
-    --hash=sha256:e0db44cf81e4d7b94f3776b9f89111f74ed6bbdbfd42a22bc4a5ce0644d3e060 \
-    --hash=sha256:e31e92b61d56244047ad600812e16f7587a6172f74810fd919ff993af12b9149 \
-    --hash=sha256:e89dabf436ee79b358fd970dcbed6333a36d91db73f27069ca24a02fb138a404 \
-    --hash=sha256:eddeb9a153795cf6e615f9f3cef66a1d573ff3b6ee16df2b10d1d1c2f2baeaa8 \
-    --hash=sha256:ee11fd431f83d8a5b29d370b9d79a814d3218d30113bdcd44657e9bdf715fc92 \
-    --hash=sha256:ee37fe8cf081b72dea72f96a0ee604f492ec02252eb77dc26ff6eec3f997b580 \
-    --hash=sha256:f19ee7dc1ef8a6497570d91fa4057ba910ad98297a50b8c44ff37589f7c89d17 \
-    --hash=sha256:f2f94355affd51088f57f8674b0e294704c3c7c3d7d3b1545310f5b135d4843b \
-    --hash=sha256:f525734382a47f9828c9d6a1501522c78d5935466d8e2be1a41ba40ca5bb922b \
-    --hash=sha256:f915a34fb742e23d0d61573349aa45d6f74037fde9d58a9f340435eff8d62736
+hiredis==3.4.0 \
+    --hash=sha256:02298551060cbfe17b1acb02e9d066eadd51e37357369736f8fc1f5533875255 \
+    --hash=sha256:03374d663b0e025e4039757ef5fad02e3ff714f7a01e5b34c88de2a9c91359dc \
+    --hash=sha256:04e54fc3bcecf8c7cb2846947b84baf7ce1507caba641bd23590c52fefade865 \
+    --hash=sha256:05384fcfe5851b5af868bf24265c14ab86f38562679f9c6f712895b67a98163c \
+    --hash=sha256:05c852c58fec65d4c9fb861372dd7391d8b2ce96c960ba8714145f8cd85cd0ec \
+    --hash=sha256:06c163607f163a300cba9ef02fd8a234dd644a208bfafe972614f72e5287b9ba \
+    --hash=sha256:0731dd9f2bf4d3417947a3cbbca4dd4d9fa6ad7cecfd4e16439c17a4562d6304 \
+    --hash=sha256:0a68b0e48509e6e66f4c212e53d98f29178addf83b0701a71bf0fce792954419 \
+    --hash=sha256:0a70df45cf167b5af99b9fe3e2044716919e30580a869dfa766f2a6467c0c320 \
+    --hash=sha256:0b82cab9ad7a1574ab273a78942f780c1b1496101eb342b630c46c3e918ca21b \
+    --hash=sha256:0bcb630add6bc9ea136fce691ddff0c46aa91cb860df4ca789fe44127eb7e90d \
+    --hash=sha256:12ea5facb5b08fa23e4c101ec2151f3a3de8ecec412fec58dbde0a6eebca02c7 \
+    --hash=sha256:12eca9aea1450d1a85dc15574a985c227e52abbc2b6466f48ad2aa3b82124701 \
+    --hash=sha256:14524fdc751e3960d78d848872576b5442b40baae3cac14fbab1ba7ac523891f \
+    --hash=sha256:163d8c43e2706d23490532ea0de8736fc1493cfa52f0ee65f85b0f074f2fe017 \
+    --hash=sha256:165e6405b48f9bd66ddb4ad52ce28b0c0041a0308654d7a0cb4357a1939134dc \
+    --hash=sha256:16a3ea8193c5f4ee6e8daafe0126207cef38eec5a923c97047e6985d9bb1b61f \
+    --hash=sha256:18ff3d9b23ebe6c8248c3debca2402ad209d60c48495e7ed76407c2fe54cb9b4 \
+    --hash=sha256:1bfb9ccfb13be63883e5f2e5ff7f6fc87bf256f8243af594257dfbed9dbc3cf0 \
+    --hash=sha256:1c9e141b420dae63ea21303a7e8672282326cae67472768e9a3f6e7f0990bd28 \
+    --hash=sha256:1d8c21fb85f2a3de9328cf5bace84b63da00028e771b92335ff4fdc00121dd5a \
+    --hash=sha256:1fb0a139cd52535f3e5a532816b5c36b3aea95817410fbf28ca4a676026347a5 \
+    --hash=sha256:24751054bb11353016d242d09a4a902ecf8f25e3b56fe396cccb6f056fdda016 \
+    --hash=sha256:258f820cdd6ee6be39ae6a8ea94a76b8856d34113de6604f63bc81327ef06240 \
+    --hash=sha256:282c4310af72afbe18b07d416459f4febeaeb805a067a7df790136e0e550fcb2 \
+    --hash=sha256:2c432cce38190c3c13b6c28d6840ee85db50765ad510134007f1cfb3844dce73 \
+    --hash=sha256:306aae11a52e495aaf0a14e3efcd7b51029e632c74b847bc03159e1e1f6db591 \
+    --hash=sha256:3159c54fe560aa30bf1ab76e65c4c23dc45ad79d7cf4aecc25ec9942f5ea4cea \
+    --hash=sha256:3348ba4e101f3a96c927447ff2edcb3e0026dc6df375ba117485a43edcbb6980 \
+    --hash=sha256:35ab3653569b9867b8d8a3b4c0684a20dc769fe45d4666bedfe9a3391a61b30b \
+    --hash=sha256:3774461209688790734b5db8934400a4456493fc1a172fb5298cc5d72201aceb \
+    --hash=sha256:386b556f48fb0f9f09696b9d37f1cae554123fbd9f091d0ca23087f2aca02887 \
+    --hash=sha256:393d5e7c8c67cdddf7109a8e925d885e788f3f43e5b1043f84390df40c59944b \
+    --hash=sha256:4190bd07dd7879a8a7ddbb2a4f74d402721f3898276e35beb98851b85b5f539c \
+    --hash=sha256:423570ac4d2665c0d55d8707b7859a331e9001da5e437b7b7a23e0acbce770c9 \
+    --hash=sha256:43004b0b48abc628dda1ac3ac4871e1326c126f8cd9f11164d61934d827d7a3b \
+    --hash=sha256:4404c557fd49bcfe24dff41f1209e4221c76d1607df2fb2dfd39474b5b086dcb \
+    --hash=sha256:44660a91e0fbc803c29b337c1a9194c8d7b4cd3a3868d28f747cbec2df165483 \
+    --hash=sha256:452cff764acb30c106d1e33f1bdf03fa9d4a9b0a9c995d722d4d39c998b40582 \
+    --hash=sha256:454236d2a5bd917daf38914ce363e71aeef41240e6800f4799e04ee82689bfd2 \
+    --hash=sha256:45c6c296056641b5df37cedafe7d1553f33bc247e2f81603a4d038b39261879b \
+    --hash=sha256:46e041fc7a83eaa989ef5fe09526bc2353a6ba39b4ce5191684eabefc02e17b0 \
+    --hash=sha256:4863b99b1bf739eaa60961798efc709f657864fbf5a142cb9b99d3e36a37208e \
+    --hash=sha256:4b8f52844cd260d7805eca55c834e3e06b4c0d5b53a4178143b92242c2517c0d \
+    --hash=sha256:4de6869be2b33490569dae0712366bb794b7f5e7a8b674de3e092b3e95712d6d \
+    --hash=sha256:4e5530d7a6c71c1a9c3b850b08bbc8178ffc9556e3aef7f9c808fe9ff91a6f11 \
+    --hash=sha256:4f0e3536eea76c03435d411099d165850bc3c9d873efe62843b995027135a763 \
+    --hash=sha256:53233656e4fecf9f8ec654f1f4c5d445bf1c2957d7f63ffdedbba2682c9d1584 \
+    --hash=sha256:5359caad5b57da0bce11d2880f22617ba3710f0866121a924745447848448034 \
+    --hash=sha256:54b6267918c66d8ba4a3cf519db1235a4bd56d2a0969ca5b2ae3c6b6b7d9ed79 \
+    --hash=sha256:5f1ddfe6429f9adc0a8d705afbcd40530fddeafa919873ffbb11f59eda44dbb9 \
+    --hash=sha256:64cf54c1dad35830bf1d86b343ad3c55aed443af51c5ccead8afd1b547aca196 \
+    --hash=sha256:6774f1fe2723001ca0cd42bf5d8b1235301226273915c581c5c1260d4d114c43 \
+    --hash=sha256:68c81c04e0d8778c01163dd2bc6f0e0236fc7f650c291526f10d4faccd99e5a0 \
+    --hash=sha256:696e0a2118e1df5ccacf8ecf8abe528cf0c4f1f1d867f64c34579bef77778cdb \
+    --hash=sha256:69d0326f20354ce278cbb86f5ae47cb390e22bb94a66877031038af907c42fa5 \
+    --hash=sha256:6c2852eaa26c0a73be4a30118cd5ad6a77c095d224ccb5ac38e40cb865747d22 \
+    --hash=sha256:73dd607b47863633d8070f1eb3bab1b3b097ee747783fe69c0dd0f93ec673d8b \
+    --hash=sha256:74bcfb26189939daba2a0eb4bad05a6a30773bb2461f3d9967b8ced224bd0de9 \
+    --hash=sha256:7b159315df71a009375227384aa4219f98c2342ccd8eb33e3f4b58654f426376 \
+    --hash=sha256:7e7ab4c1c8c4d365b02d9e82cdf25b01a065edf2ededd7b5acb043201ff80203 \
+    --hash=sha256:7f7fc1535f6e1a190089eae46dee25f0c6b72bb221d377be07092803b8208733 \
+    --hash=sha256:7ff29c9f5d3c91fda948c2fde58f457b3244550781d3bc0891b1b9d93c10f47f \
+    --hash=sha256:82860f050aabd08c046f304eb57c105bb3d5a7370f79a4a0b74d2b771767cc13 \
+    --hash=sha256:85a9abf2d16b4cb112f6cc6c32236d763b34d21c69b00c2f81a4ff3016fcc1d6 \
+    --hash=sha256:88396e6a24b80c86f4dc180964d9cc467ba3aa3c886af6532fe077c5a5dc0c3c \
+    --hash=sha256:899d5cea72c9a6c2d9b6e7b223de62c9e9f541f48267cc7135764070548735ce \
+    --hash=sha256:89e95f50ec4d29645ba2da9010e8717861585dc9f3df354a367f43807a6db3c7 \
+    --hash=sha256:8aaaab18314fd25453b5cf59c8cdca4110e419455bcb4c0737d19d4151513e75 \
+    --hash=sha256:8b3f1d03046765c0a83558bf1756811101e3947649c7ca22a71d9dc3c92929d1 \
+    --hash=sha256:8f2c8569460aa456a294d5e9a3579a382b825dc2e283e3cc398323dcfb6a3dee \
+    --hash=sha256:92b570225f6097430615a82543c3eb7974ca354738a6cef38053138f7d983151 \
+    --hash=sha256:94f83352295bf3d332678689ecd4ce190a4d233a20ad2f432724efd3ce03e49a \
+    --hash=sha256:975a8e75a10425442037dd9c7abbaae31941c34328d9f01b1ca42d9db44ac31d \
+    --hash=sha256:98e28c10e43d076f50ce9fa9f4017303d5796c3058b1b651f507c2a7d6ef402c \
+    --hash=sha256:9e88048a66dfffec7a3f578f2a2a0fd907c75b5bd85b3c9184f76f0149ea399f \
+    --hash=sha256:a2f9a9a591b3eaade523f3e778dfcd8684965ee6e954ae25cd2fd6d8c75e881d \
+    --hash=sha256:a315009b441a0105a373a9a780ebb1c6f7d9ead88ac6ea5f2a15791353c6f590 \
+    --hash=sha256:a3796094f616f72976ff51e4dc1a016e753c0f9af5393b2df96920b6bae1e19b \
+    --hash=sha256:a427976ba339da624367613d7eba52a1516e6d5c7f8988dc8fb888fbcf52d8b6 \
+    --hash=sha256:a45822bc8487da8151fe67c788de74b834582b1d510c67b888fcda64bf6ba4bb \
+    --hash=sha256:a7e76904148c229549db7240a4f9963deb8bb328c0c0844fc9f2320aca05b530 \
+    --hash=sha256:afff0876dafad6d3bb446c907da2836954876243f6bb9d5e44915d175e424aa4 \
+    --hash=sha256:b0c29ac4f50fc61a904acfe76e4ce6bc37e16ab5a98089cb411476d466e1bb36 \
+    --hash=sha256:b32afb576705fc5a02440d416ef476ddbcc827a20ff6c4a9d557882bc6b75135 \
+    --hash=sha256:b6228afacadb19a858289319d72797023e2cb048f2f930b68b7fe57eaed5fb6b \
+    --hash=sha256:b98f44bf873731d9ce99e6b3eeb6196bf7b27693ad9f6de0fba986b2b0845127 \
+    --hash=sha256:bb44efa4fa3e3ed7779ad0ade3c08ed5d75ca7a6336893e9a4f2722093b4168a \
+    --hash=sha256:bb8b2dd9c00d80ad2870ffbb51ce9af99fb2194c082d7b09f4125d90e21426f6 \
+    --hash=sha256:bca175f02a2b0150ffe7f5dc8bf49c798f34d2c7024d17ace0ec97a7583560e3 \
+    --hash=sha256:be4a41496a0a48c3abf57ef1bbeb11980060ce9c7a1dd8b92caa028a813a9c59 \
+    --hash=sha256:c2245c46b4ced5f689469e6dcdfc8a0895bf873840a6600f5ea759cdf1b26a8b \
+    --hash=sha256:c8c6337e7ad187e8039d06e4b33ee5148dcd73928819d94087e649eb37316a09 \
+    --hash=sha256:ccc5c660e31d788ca534a20f2ccb7a80b946b960e18ed4e1db950fcac122b405 \
+    --hash=sha256:ccdb63363c82ea9cea2d48126bc8e9241437b8b3b36413e967647a17add59643 \
+    --hash=sha256:cfe23f8dcf2c0f4e03d107ff68a9ee9707f9d76abeddbe59633e5de1564a650c \
+    --hash=sha256:d3a12ae5685e9621a988af07b5af0ad685c7d19d6a7246ac852e35060178cff4 \
+    --hash=sha256:d5c33eb2da5c9ccd281c396e1c618cfe6a91eb841e957f17d2fa520383b3111d \
+    --hash=sha256:d77901d058923a09ed25063ea6fb2842c153bbe75060a46e3949e73ad12ce352 \
+    --hash=sha256:d95b602ab022f3505288ce51feaa48c072a62e57da55d6a7a38ecb8c5ad67d81 \
+    --hash=sha256:da19331354433af6a2c54c21f2d70ba084933c0d7d2c43578ec5c5b446674ad5 \
+    --hash=sha256:db13f8039ad8229f77f0e242be14e53bd67e8f3aadeb16f3af30944287cca092 \
+    --hash=sha256:de3e2297a182253dfa4400883a9a4fb46d44946aed3157ea2da873b93e2525c4 \
+    --hash=sha256:decc176d86127c620b5d280b3fe5f97a788be58ca945971f3852c3bf54f4d5ad \
+    --hash=sha256:e29267ecdd08758926f1a9221af2671d90f475480c40aff409921b1f362f1bd5 \
+    --hash=sha256:e6e8d5fa63ec2a0738d188488e828818cbe4cb4d37c0c706836cf3888d82c53d \
+    --hash=sha256:ed1dba2695f6de009c67d63b39ff978cb43b8a79362f697acedffb7743e50d21 \
+    --hash=sha256:ee6b4beb79a71df67af15a8451366babc2687fcac674d5c6eacec4197e4ce8c1 \
+    --hash=sha256:f3c67f39b112dc35f68d5b59ee111db6121f037d1a60cf3840ecffbb2ec5686b \
+    --hash=sha256:f7c7596fbb2b5202e943180353958e89014e763c7f25877a92f70bbde6cd7f19 \
+    --hash=sha256:ff28eca77a57751488df90b0f385b472fd78e140a4d45097224648a5737acdf5 \
+    --hash=sha256:ff6217da86a63a6a5ea954d9b9ed67916d9d94a566b44aa98e68ae34b40ebbbf
     # via feast (pyproject.toml)
 httpcore==1.0.9 \
     --hash=sha256:2d400746a40668fc9dec9810239072b40b4484b640a8c38fd654a024c7a1bf55 \
     --hash=sha256:6e34463af53fd2ab5d807f399a9b45ea31c3dfa2276f15a2c3f00afff6e176e8
     # via httpx
-httptools==0.7.1 \
-    --hash=sha256:04c6c0e6c5fb0739c5b8a9eb046d298650a0ff38cf42537fc372b28dc7e4472c \
-    --hash=sha256:0d92b10dbf0b3da4823cde6a96d18e6ae358a9daa741c71448975f6a2c339cad \
-    --hash=sha256:0e68b8582f4ea9166be62926077a3334064d422cf08ab87d8b74664f8e9058e1 \
-    --hash=sha256:11d01b0ff1fe02c4c32d60af61a4d613b74fad069e47e06e9067758c01e9ac78 \
-    --hash=sha256:135fbe974b3718eada677229312e97f3b31f8a9c8ffa3ae6f565bf808d5b6bcb \
-    --hash=sha256:2c15f37ef679ab9ecc06bfc4e6e8628c32a8e4b305459de7cf6785acd57e4d03 \
-    --hash=sha256:322d00c2068d125bd570f7bf78b2d367dad02b919d8581d7476d8b75b294e3e6 \
-    --hash=sha256:379b479408b8747f47f3b253326183d7c009a3936518cdb70db58cffd369d9df \
-    --hash=sha256:38e0c83a2ea9746ebbd643bdfb521b9aa4a91703e2cd705c20443405d2fd16a5 \
-    --hash=sha256:3e14f530fefa7499334a79b0cf7e7cd2992870eb893526fb097d51b4f2d0f321 \
-    --hash=sha256:44c8f4347d4b31269c8a9205d8a5ee2df5322b09bbbd30f8f862185bb6b05346 \
-    --hash=sha256:465275d76db4d554918aba40bf1cbebe324670f3dfc979eaffaa5d108e2ed650 \
-    --hash=sha256:474d3b7ab469fefcca3697a10d11a32ee2b9573250206ba1e50d5980910da657 \
-    --hash=sha256:49794f9250188a57fa73c706b46cb21a313edb00d337ca4ce1a011fe3c760b28 \
-    --hash=sha256:5ddbd045cfcb073db2449563dd479057f2c2b681ebc232380e63ef15edc9c023 \
-    --hash=sha256:601b7628de7504077dd3dcb3791c6b8694bbd967148a6d1f01806509254fb1ca \
-    --hash=sha256:654968cb6b6c77e37b832a9be3d3ecabb243bbe7a0b8f65fbc5b6b04c8fcabed \
-    --hash=sha256:69d4f9705c405ae3ee83d6a12283dc9feba8cc6aaec671b412917e644ab4fa66 \
-    --hash=sha256:6babce6cfa2a99545c60bfef8bee0cc0545413cb0018f617c8059a30ad985de3 \
-    --hash=sha256:7347714368fb2b335e9063bc2b96f2f87a9ceffcd9758ac295f8bbcd3ffbc0ca \
-    --hash=sha256:7aea2e3c3953521c3c51106ee11487a910d45586e351202474d45472db7d72d3 \
-    --hash=sha256:7fe6e96090df46b36ccfaf746f03034e5ab723162bc51b0a4cf58305324036f2 \
-    --hash=sha256:84d86c1e5afdc479a6fdabf570be0d3eb791df0ae727e8dbc0259ed1249998d4 \
-    --hash=sha256:a3c3b7366bb6c7b96bd72d0dbe7f7d5eead261361f013be5f6d9590465ea1c70 \
-    --hash=sha256:abd72556974f8e7c74a259655924a717a2365b236c882c3f6f8a45fe94703ac9 \
-    --hash=sha256:ac50afa68945df63ec7a2707c506bd02239272288add34539a2ef527254626a4 \
-    --hash=sha256:aeefa0648362bb97a7d6b5ff770bfb774930a327d7f65f8208394856862de517 \
-    --hash=sha256:b580968316348b474b020edf3988eecd5d6eec4634ee6561e72ae3a2a0e00a8a \
-    --hash=sha256:c08fe65728b8d70b6923ce31e3956f859d5e1e8548e6f22ec520a962c6757270 \
-    --hash=sha256:c8c751014e13d88d2be5f5f14fc8b89612fcfa92a9cc480f2bc1598357a23a05 \
-    --hash=sha256:cad6b591a682dcc6cf1397c3900527f9affef1e55a06c4547264796bbd17cf5e \
-    --hash=sha256:cbf8317bfccf0fed3b5680c559d3459cccf1abe9039bfa159e62e391c7270568 \
-    --hash=sha256:cfabda2a5bb85aa2a904ce06d974a3f30fb36cc63d7feaddec05d2050acede96 \
-    --hash=sha256:d169162803a24425eb5e4d51d79cbf429fd7a491b9e570a55f495ea55b26f0bf \
-    --hash=sha256:d496e2f5245319da9d764296e86c5bb6fcf0cf7a8806d3d000717a889c8c0b7b \
-    --hash=sha256:de987bb4e7ac95b99b805b99e0aae0ad51ae61df4263459d36e07cf4052d8b3a \
-    --hash=sha256:df091cf961a3be783d6aebae963cc9b71e00d57fa6f149025075217bc6a55a7b \
-    --hash=sha256:e99c7b90a29fd82fea9ef57943d501a16f3404d7b9ee81799d41639bdaae412c \
-    --hash=sha256:eb844698d11433d2139bbeeb56499102143beb582bd6c194e3ba69c22f25c274 \
-    --hash=sha256:f084813239e1eb403ddacd06a30de3d3e09a9b76e7894dcda2b22f8a726e9c60 \
-    --hash=sha256:f25bbaf1235e27704f1a7b86cd3304eabc04f569c828101d94a0e605ef7205a5 \
-    --hash=sha256:f65744d7a8bdb4bda5e1fa23e4ba16832860606fcc09d674d56e425e991539ec \
-    --hash=sha256:f72fdbae2dbc6e68b8239defb48e6a5937b12218e6ffc2c7846cc37befa84362
+httpcore2==2.9.1 \
+    --hash=sha256:4d8acbf8b306f48c9d6046591fd5ba4037d1b1b1000d140fc2c3eab1e9a0c0e2 \
+    --hash=sha256:6182472379e855fe4221246a2bb7ecede403bc61c6798062ae1787d051ccde26
+    # via httpx2
+httptools==0.8.0 \
+    --hash=sha256:0770728beb05094c809b98e814edff5fef69d26ad7d21185f2f6d5884a0ba683 \
+    --hash=sha256:0ea897f0c729581ebf72131a438a7932d9b14efef72d75ada966700cac3caaeb \
+    --hash=sha256:159e9ab5f701ccd42e555a12f1ad8ff69702910fc1c996cf2bb66e5fcb7a231b \
+    --hash=sha256:19d1ee275bb59ba2643ba9a3a1e51cc0c788caf2b8df506368e03f56fdd08527 \
+    --hash=sha256:20b4aac66ff65f7db06a375808b78f42a94970aa22e826b3cb2b43eb09174124 \
+    --hash=sha256:2a021c3a8e65cc125390d72f59b968afca3bdcaff25bd67965e0a055a14946ca \
+    --hash=sha256:2c032fa028f46871ec7e1fc59fc15e8023eab3e6bbe6ece786a1611719a5d081 \
+    --hash=sha256:2d689918c15a013c65ef52d9fd495d766893ab831a2c8d89f2ac5940a5df847c \
+    --hash=sha256:384c17174464c8e873398b7af24f0b1f44d992c820328413951a625323155d77 \
+    --hash=sha256:425f83884fd6343828d8c565f046cb72b6d19063f6924093e11bcd8e1548cd09 \
+    --hash=sha256:48774d39cbb70e2b1f71f88852a3087ae1d3a1eb80482bb48c13067ab080c14f \
+    --hash=sha256:52dd695b865fe96d9d2b16b64a895f3f57bf3cb064e8383cd3b5713a069e8085 \
+    --hash=sha256:57278e6fa0424c42a8a3e454828ab4f0aff27b40cddf9679579b98c6dce6a376 \
+    --hash=sha256:5931891fb7b441b8a3853cf1b85c82c903defce084dd5f6771ca46e31bf862c5 \
+    --hash=sha256:5d7fa4ba7292c1139c0526f0b5aad507c6263c948206ea1b1cbca015c8af1b62 \
+    --hash=sha256:5eb911c515b96ee44bbd861e42cbefc488681d450545b1d02127f6136e3a86f5 \
+    --hash=sha256:614ceea8ea606848bece2338ac03b3ce5324bcb4be8dc7d377ed708012fa4db8 \
+    --hash=sha256:6a43c9dd399758ccc0531acb0a3c4a6c299ee893ee9400e9c893b7bdcfae0681 \
+    --hash=sha256:6b2a32f18d97e16e90827d7a819ffa8dbd8cc245fc4e1fa9d1095b54ef4bd999 \
+    --hash=sha256:7685df791fad561384bfb139e77fde27a1ffd93134e016f95a0db424ffbf77b1 \
+    --hash=sha256:7b71e7d7031928c650e1006e6c03e911bf967f7c69c011d37d541c3e7bf55005 \
+    --hash=sha256:880490234c10f70a9830743097e8958d6e4b9f5a0ffc24515023afeef984054d \
+    --hash=sha256:88bdd940f2b5d487b4d032c6afa5489a7dc4694410d43de3c38c4fb3af0dc45d \
+    --hash=sha256:88eead8ec8680a9f146c655bc88445a325bd7921cfd8194c7337e9467282427d \
+    --hash=sha256:9518c406d7b310f05adb1a37f80acabac40504a575d7c0da6d3e365c695ac20d \
+    --hash=sha256:9878eb2785ba5eb70631ad269b37976f73d647955e26c91d490eb8a4edfda4ba \
+    --hash=sha256:9fc1644f415372cec4f8a5be3a64183737398f10dbb1263602a036427fe75247 \
+    --hash=sha256:a1afd7c9fbff0d9f5d489c4ce2768bd09c84a46ddefc7161e6aa82ae35c85745 \
+    --hash=sha256:a1b4c8e7a489a0d750d91894e9a8cdc295838f1924c0ca903ae993456fddec07 \
+    --hash=sha256:a3b7387147361c3fd47a0bde763c5c91b5b4cd4dc9989b8ece84ff436c99843b \
+    --hash=sha256:a6f21e2a3b0067bbe7f67e34cfd16276af556e5e52f4c7503be0cb5f90e905e4 \
+    --hash=sha256:b15fc622b0f869d19207c4089a501d9bcc63ca5e071ffdd2f03f922df882dcb2 \
+    --hash=sha256:b205e5f5523fa039679da0dfe5a10132b2a4abeae6a86fdd1ddc035f7f836557 \
+    --hash=sha256:bbb8caadb2b742d293169d2b458b5c001ef70e3158704aa3d3ef9597624c5d1d \
+    --hash=sha256:bf3b6f807c8541503cecfbb8a8dffb385640d0d96102f3d112aa8740f9b7c826 \
+    --hash=sha256:c08ffe3e79756e0963cbc8fe410139f38a5884874b6f2e17761bef6563fdcd9b \
+    --hash=sha256:c0d726cc107fceb7d45f978483b4b70dd8caa836f5914d3434bb18628eb73813 \
+    --hash=sha256:c4a9f1707e4823d54dfec6c33fa3697d302aed536ed352a7ebb5a061ddb869d0 \
+    --hash=sha256:cd96f29b4bab1d42fa6e3d008711c75e0f79e94e06827330160e3a304227f150 \
+    --hash=sha256:d76ad7b951387e3632c8716a9bb03ac5b45c5f16119aa409db0459520887944e \
+    --hash=sha256:da684f2e1aa2ee9bdcb083f3f3a68c5956750b375bc5df864d3a5f0c42a40b77 \
+    --hash=sha256:de1ed58a974e75d56560acc7e7fed01a454994429456f65209789992e41f2568 \
+    --hash=sha256:de242a49b5d18e0a8776e654e9f6bf6d89f3875a5c35b425a0e7ce940feb3fd6 \
+    --hash=sha256:df31ef5494f406ab6cf827b7e64a22841c6e2d654100e6a116ea15b46d02d5e8 \
+    --hash=sha256:e93c227b595c6926c1acee96891dd9da4be338cfbe82e5cd3bb9d8dd7dc4ac0b \
+    --hash=sha256:eb3028cca2fc0a6d720e52ef61d8ebb62fcbfeb1de56874546d858d3f25a26b7 \
+    --hash=sha256:ed377e64805bdba4943c82717333f8f8603a13b09aff9cead2717c6c817fb168 \
+    --hash=sha256:ef7c3c97f4311c7be57e2986629df89d49cb434dbff78eafcd48c2bff986b15a \
+    --hash=sha256:f256d6ce930c52ca1cb2a960b7da03548c454e7d28b06059ad41bfe789036ce0 \
+    --hash=sha256:fe2a4c95aeba2209434e7b31172da572846cae8ca0bf1e7013e61b99fbbf5e72
     # via uvicorn
 httpx==0.28.1 \
     --hash=sha256:75e98c5f16b0f35b567856f597f06ff2270a374470a5c2392242528e3e3e42fc \
     --hash=sha256:d909fcccc110f8c7faf814ca82a9a4d816bc5a6dbfea25d6591d6985b8ba59ad
-    # via
-    #   fastapi-mcp
-    #   mcp
-httpx-sse==0.4.3 \
-    --hash=sha256:0ac1c9fe3c0afad2e0ebb25a934a59f4c7823b60792691f779fad2c5568830fc \
-    --hash=sha256:9b1ed0127459a66014aec3c56bebd93da3c1bc8bb6618c8082039a44889a755d
+    # via fastapi-mcp
+httpx2==2.9.1 \
+    --hash=sha256:1820fe14a9ab1107bfeff39259987429450b070ec0ff38cc87eb0d8c97fdc71a \
+    --hash=sha256:1932a768737e3666291582833da748cc4e563c337cf96706fccc04fa6e58764a
     # via mcp
 ibis-framework[duckdb]==12.0.0 \
     --hash=sha256:0bbd790f268da9cb87926d5eaad2b827a573927113c4ed3be5095efa89b9e512 \
     --hash=sha256:238624f2c14fdab8382ca2f4f667c3cdb81e29844cd5f8db8a325d0743767c61
     # via feast (pyproject.toml)
-idna==3.13 \
-    --hash=sha256:585ea8fe5d69b9181ec1afba340451fba6ba764af97026f92a91d4eef164a242 \
-    --hash=sha256:892ea0cde124a99ce773decba204c5552b69c3c67ffd5f232eb7696135bc8bb3
+idna==3.18 \
+    --hash=sha256:7f952cbe720b688055e3f87de14f5c3e5fdaa8bc3928985c4077ca689de849a2 \
+    --hash=sha256:ffb385a7e039654cef1ab9ef32c6fafe283c0c0467bba1d9029738ce4a14a848
     # via
     #   anyio
     #   httpx
+    #   httpx2
     #   requests
     #   snowflake-connector-python
     #   yarl
@@ -1286,116 +1342,116 @@ jmespath==1.1.0 \
 jsonschema==4.26.0 \
     --hash=sha256:0c26707e2efad8aa1bfc5b7ce170f3fccc2e4918ff85989ba9ffa9facb2be326 \
     --hash=sha256:d489f15263b8d200f8387e64b4c3a75f06629559fb73deb8fdfb525f2dab50ce
-    # via
-    #   feast (pyproject.toml)
-    #   mcp
+    # via mcp
 jsonschema-specifications==2025.9.1 \
     --hash=sha256:98802fee3a11ee76ecaca44429fda8a41bff98b00a0f2838151b113f210cc6fe \
     --hash=sha256:b540987f239e745613c7a9176f3edb72b832a4ac465cf02712288397832b5e8d
     # via jsonschema
-kubernetes==35.0.0 \
-    --hash=sha256:39e2b33b46e5834ef6c3985ebfe2047ab39135d41de51ce7641a7ca5b372a13d \
-    --hash=sha256:3d00d344944239821458b9efd484d6df9f011da367ecb155dadf9513f05f09ee
+kubernetes==36.0.3 \
+    --hash=sha256:36993ed25ce59b789c9341473a228fcf268504a2fec7c2b2b1531d73072e5ce7 \
+    --hash=sha256:8fde9241c4b298e6374a069dcf728359b4e72c2fb29489a975ba4e1c047cf10f
     # via feast (pyproject.toml)
-librt==0.9.0 \
-    --hash=sha256:07cf11f769831186eeac424376e6189f20ace4f7263e2134bdb9757340d84d4d \
-    --hash=sha256:0a09c2f5869649101738653a9b7ab70cf045a1105ac66cbb8f4055e61df78f2d \
-    --hash=sha256:0a1be03168b2691ba61927e299b352a6315189199ca18a57b733f86cb3cc8d38 \
-    --hash=sha256:0b73e4266307e51c95e09c0750b7ec383c561d2e97d58e473f6f6a209952fbb8 \
-    --hash=sha256:15cb151e52a044f06e54ac7f7b47adbfc89b5c8e2b63e1175a9d587c43e8942a \
-    --hash=sha256:194fc1a32e1e21fe809d38b5faea66cc65eaa00217c8901fbdb99866938adbdb \
-    --hash=sha256:1bf465d1e5b0a27713862441f6467b5ab76385f4ecf8f1f3a44f8aa3c695b4b6 \
-    --hash=sha256:1c587494461ebd42229d0f1739f3aa34237dd9980623ecf1be8d3bcba79f4499 \
-    --hash=sha256:224b9727eb8bc188bc3bcf29d969dba0cd61b01d9bac80c41575520cc4baabb2 \
-    --hash=sha256:22a904cbdb678f7cb348c90d543d3c52f581663d687992fee47fd566dcbf5285 \
-    --hash=sha256:2b8f5d00b49818f4e2b1667db994488b045835e0ac16fe2f924f3871bd2b8ac5 \
-    --hash=sha256:2c3786f0f4490a5cd87f1ed6cefae833ad6b1060d52044ce0434a2e85893afd0 \
-    --hash=sha256:2d03fa4fd277a7974c1978c92c374c57f44edeee163d147b477b143446ad1bf6 \
-    --hash=sha256:2f8e12706dcb8ff6b3ed57514a19e45c49ad00bcd423e87b2b2e4b5f64578443 \
-    --hash=sha256:3be322a15ee5e70b93b7a59cfd074614f22cc8c9ff18bd27f474e79137ea8d3b \
-    --hash=sha256:3cc2917258e131ae5f958a4d872e07555b51cb7466a43433218061c74ef33745 \
-    --hash=sha256:3f05d145df35dca5056a8bc3838e940efebd893a54b3e19b2dda39ceaa299bcb \
-    --hash=sha256:3fe56e80badb66fdcde06bef81bbaa5bfcf6fbd7aefb86222d9e369c38c6b228 \
-    --hash=sha256:42ff8a962554c350d4a83cf47d9b7b78b0e6ff7943e87df7cdfc97c07f3c016f \
-    --hash=sha256:451daa98463b7695b0a30aa56bf637831ea559e7b8101ac2ef6382e8eb15e29c \
-    --hash=sha256:465814ab157986acb9dfa5ccd7df944be5eefc0d08d31ec6e8d88bc71251d845 \
-    --hash=sha256:4c4d0440a3a8e31d962340c3e1cc3fc9ee7febd34c8d8f770d06adb947779ea5 \
-    --hash=sha256:4e3dda8345307fd7306db0ed0cb109a63a2c85ba780eb9dc2d09b2049a931f9c \
-    --hash=sha256:5093043afb226ecfa1400120d1ebd4442b4f99977783e4f4f7248879009b227f \
-    --hash=sha256:5112c2fb7c2eefefaeaf5c97fec81343ef44ee86a30dcfaa8223822fba6467b4 \
-    --hash=sha256:527b5b820b47a09e09829051452bb0d1dd2122261254e2a6f674d12f1d793d54 \
-    --hash=sha256:54d412e47c21b85865676ed0724e37a89e9593c2eee1e7367adf85bfad56ffb1 \
-    --hash=sha256:56d65b583cf43b8cf4c8fbe1e1da20fa3076cc32a1149a141507af1062718236 \
-    --hash=sha256:5ca8e133d799c948db2ab1afc081c333a825b5540475164726dcbf73537e5c2f \
-    --hash=sha256:603138ee838ee1583f1b960b62d5d0007845c5c423feb68e44648b1359014e27 \
-    --hash=sha256:63c12efcd160e1d14da11af0c46c0217473e1e0d2ae1acbccc83f561ea4c2a7b \
-    --hash=sha256:657f8ba7b9eaaa82759a104137aed2a3ef7bc46ccfd43e0d89b04005b3e0a4cc \
-    --hash=sha256:66b58fed90a545328e80d575467244de3741e088c1af928f0b489ebec3ef3858 \
-    --hash=sha256:6788207daa0c19955d2b668f3294a368d19f67d9b5f274553fd073c1260cbb9f \
-    --hash=sha256:703f4ae36d6240bfe24f542bac784c7e4194ec49c3ba5a994d02891649e2d85b \
-    --hash=sha256:7202bdcac47d3a708271c4304a474a8605a4a9a4a709e954bf2d3241140aa938 \
-    --hash=sha256:756775d25ec8345b837ab52effee3ad2f3b2dfd6bbee3e3f029c517bd5d8f05a \
-    --hash=sha256:78042f6facfd98ecb25e9829c7e37cce23363d9d7c83bc5f72702c5059eb082b \
-    --hash=sha256:789fff71757facc0738e8d89e3b84e4f0251c1c975e85e81b152cdaca927cc2d \
-    --hash=sha256:7bc30ad339f4e1a01d4917d645e522a0bc0030644d8973f6346397c93ba1503f \
-    --hash=sha256:7d429bdd4ac0ab17c8e4a8af0ed2a7440b16eba474909ab357131018fe8c7e71 \
-    --hash=sha256:7d5c8a5929ac325729f6119802070b561f4db793dffc45e9ac750992a4ed4d22 \
-    --hash=sha256:7e6274fd33fc5b2a14d41c9119629d3ff395849d8bcbc80cf637d9e8d2034da8 \
-    --hash=sha256:80b25c7b570a86c03b5da69e665809deb39265476e8e21d96a9328f9762f9990 \
-    --hash=sha256:81107843ed1836874b46b310f9b1816abcb89912af627868522461c3b7333c0f \
-    --hash=sha256:8494cfc61e03542f2d381e71804990b3931175a29b9278fdb4a5459948778dc2 \
-    --hash=sha256:850d6d03177e52700af605fd60db7f37dcb89782049a149674d1a9649c2138fd \
-    --hash=sha256:8c6bc1384d9738781cfd41d09ad7f6e8af13cfea2c75ece6bd6d2566cdea2076 \
-    --hash=sha256:90904fac73c478f4b83f4ed96c99c8208b75e6f9a8a1910548f69a00f1eaa671 \
-    --hash=sha256:90e6d5420fc8a300518d4d2288154ff45005e920425c22cbbfe8330f3f754bd9 \
-    --hash=sha256:928bd06eca2c2bbf4349e5b817f837509b0604342e65a502de1d50a7570afd15 \
-    --hash=sha256:9b3e3bc363f71bda1639a4ee593cb78f7fbfeacc73411ec0d4c92f00730010a4 \
-    --hash=sha256:9edcc35d1cae9fd5320171b1a838c7da8a5c968af31e82ecc3dff30b4be0957f \
-    --hash=sha256:9fcb461fbf70654a52a7cc670e606f04449e2374c199b1825f754e16dacfedd8 \
-    --hash=sha256:a0951822531e7aee6e0dfb556b30d5ee36bbe234faf60c20a16c01be3530869d \
-    --hash=sha256:a361c9434a64d70a7dbb771d1de302c0cc9f13c0bffe1cf7e642152814b35265 \
-    --hash=sha256:a4b25c6c25cac5d0d9d6d6da855195b254e0021e513e0249f0e3b444dc6e0e61 \
-    --hash=sha256:a5af136bfba820d592f86c67affcef9b3ff4d4360ac3255e341e964489b48519 \
-    --hash=sha256:a81eea9b999b985e4bacc650c4312805ea7008fd5e45e1bf221310176a7bcb3a \
-    --hash=sha256:a9c63e04d003bc0fb6a03b348018b9a3002f98268200e22cc80f146beac5dc40 \
-    --hash=sha256:aa95738a68cedd3a6f5492feddc513e2e166b50602958139e47bbdd82da0f5a7 \
-    --hash=sha256:b0a2040f801406b93657a70b72fa12311063a319fee72ce98e1524da7200171f \
-    --hash=sha256:b8bd70d5d816566a580d193326912f4a76ec2d28a97dc4cd4cc831c0af8e330e \
-    --hash=sha256:b8da9f8035bb417770b1e1610526d87ad4fc58a2804dc4d79c53f6d2cf5a6eb9 \
-    --hash=sha256:bc5518873822d2faa8ebdd2c1a4d7c8ef47b01a058495ab7924cb65bdbf5fc9a \
-    --hash=sha256:c0d620e74897f8c2613b3c4e2e9c1e422eb46d2ddd07df540784d44117836af3 \
-    --hash=sha256:c2640e23d2b7c98796f123ffd95cf2022c7777aa8a4a3b98b36c570d37e85eee \
-    --hash=sha256:c81aef782380f0f13ead670aae01825eb653b44b046aa0e5ebbb79f76ed4aa11 \
-    --hash=sha256:d4d16b608a1c43d7e33142099a75cd93af482dadce0bf82421e91cad077157f4 \
-    --hash=sha256:d69fc39e627908f4c03297d5a88d9284b73f4d90b424461e32e8c2485e21c283 \
-    --hash=sha256:d9da80e5b04acce03ced8ba6479a71c2a2edf535c2acc0d09c80d2f80f3bad15 \
-    --hash=sha256:dd2c7e082b0b92e1baa4da28163a808672485617bc855cc22a2fd06978fa9084 \
-    --hash=sha256:de7dac64e3eb832ffc7b840eb8f52f76420cde1b845be51b2a0f6b870890645e \
-    --hash=sha256:e0785c2fb4a81e1aece366aa3e2e039f4a4d7d21aaaded5227d7f3c703427882 \
-    --hash=sha256:e306d956cfa027fe041585f02a1602c32bfa6bb8ebea4899d373383295a6c62f \
-    --hash=sha256:e78fb7419e07d98c2af4b8567b72b3eaf8cb05caad642e9963465569c8b2d87e \
-    --hash=sha256:e9002e98dcb1c0a66723592520decd86238ddcef168b37ff6cfb559200b4b774 \
-    --hash=sha256:e94cbc6ad9a6aeea46d775cbb11f361022f778a9cc8cc90af653d3a594b057ce \
-    --hash=sha256:eea1b54943475f51698f85fa230c65ccac769f1e603b981be060ac5763d90927 \
-    --hash=sha256:f100bfe2acf8a3689af9d0cc660d89f17286c9c795f9f18f7b62dd1a6b247ae6 \
-    --hash=sha256:f162af66a2ed3f7d1d161a82ca584efd15acd9c1cff190a373458c32f7d42118 \
-    --hash=sha256:f24b90b0e0c8cc9491fb1693ae91fe17cb7963153a1946395acdbdd5818429a4 \
-    --hash=sha256:f29b68cd9714531672db62cc54f6e8ff981900f824d13fa0e00749189e13778e \
-    --hash=sha256:f38bc489037eca88d6ebefc9c4d41a4e07c8e8b4de5188a9e6d290273ad7ebb1 \
-    --hash=sha256:f3fd278f5e6bf7c75ccd6d12344eb686cc020712683363b66f46ac79d37c799f \
-    --hash=sha256:f4003f70c56a5addd6aa0897f200dd59afd3bf7bcd5b3cce46dd21f925743bc2 \
-    --hash=sha256:f48c963a76d71b9d7927eb817b543d0dccd52ab6648b99d37bd54f4cd475d856 \
-    --hash=sha256:f819e0c6413e259a17a7c0d49f97f405abadd3c2a316a3b46c6440b7dbbedbb1 \
-    --hash=sha256:fc5758e2b7a56532dc33e3c544d78cbaa9ecf0a0f2a2da2df882c1d6b99a317f \
-    --hash=sha256:fcbdf2a9ca24e87bbebb47f1fe34e531ef06f104f98c9ccfc953a3f3344c567a
+librt==0.13.0 \
+    --hash=sha256:05d96b80b95d3a2721b619f8982b8558848b04875bb4772fd54842b59f61dd97 \
+    --hash=sha256:0763ca2ab66058174f9dee426dc64f5e0a89c24a7df8d3fe3f1836c04e25de4b \
+    --hash=sha256:091b60a4d2174fc1ec5c34cdc0b72efb6224753d76b7da61ebeab7a191aec8bd \
+    --hash=sha256:0b795f5fc70fbbb787ceaf79bb3a0d627bcc33c53de51741755263ec406b775a \
+    --hash=sha256:0d38604854e8d22faadf683ec6c02bb0f886e2ba56ef981a1c36ee275f21ea22 \
+    --hash=sha256:109b84a9edf69ad89dc1f66358659e14a031baca95e3e5b0060bd903ede8efd6 \
+    --hash=sha256:1304368a3e7ffc3e9db986796cc5326fdb5943a3567ecc137cff318e4240c0e7 \
+    --hash=sha256:17221a7569f8f292aa0014226e48aa25b8c2b08da18088cd230953d0ea0f9cd1 \
+    --hash=sha256:1b5a7bbff495baedbd9b916c367d66854008f8f3b575908ded477c499dc60082 \
+    --hash=sha256:1ce61b3746545029d4f5c17d6bd74b676254ad98433086c846ffb5e8fa73f007 \
+    --hash=sha256:1d2a610c14ac0d0750ee0a3ab8548e83155258387891caaca04def4bf7289781 \
+    --hash=sha256:21b7ac084f701a9cdff6139745a6620579d65a9379ac2d9d50a86368b109e63c \
+    --hash=sha256:22034924f5b42d5a56371cf271771bfeaabf235a7a8b6264bef2d20013f786c6 \
+    --hash=sha256:25218d94b1d2cbc0ba1d8a3f9dc9af578d9646e5ed16443a70cde1dfdcce6d71 \
+    --hash=sha256:2608d3b39f9e0b4a66a130d9150c615cba40a5090d25eeeaa225e0e46de8c0ac \
+    --hash=sha256:260c33e92263fa629b4f6d3c51967a1c2158fe6c33237aaa3ebeac586b085259 \
+    --hash=sha256:2e56ea4ee4df77585a6b5c138f6538680886024fa559f5b55bd14b12e98e67b2 \
+    --hash=sha256:2f281549a4c52ac7bb97997f14353f8bd0e53a34ca0dad1c905cfd0b4a58ae99 \
+    --hash=sha256:301067672387902c55f94b51d5022304b36c966ea9fe1f21caab99a9bef487c9 \
+    --hash=sha256:30536798f4504c0fad0885b1d371b0539abb081e4570c9d7c641cb51141b49f0 \
+    --hash=sha256:32c26893cd085c1efe83219e78d866da23fb20a066101b8f68210004361d224c \
+    --hash=sha256:34bc7938b9fdf14fe32a406c19c71faf894c5cee7e7474bd0be2f17200b82d14 \
+    --hash=sha256:34e47058fcc69a313293d6dee94216a4f30c929ae6f2476e58c5ba635aa639d5 \
+    --hash=sha256:3657346f867469e962549435aa05fd15330b1d6a92829f8e27988e194382d005 \
+    --hash=sha256:36b306a623aaad96fe4b378692b54f9c0789fccd833b9851753d5fbf6138cfde \
+    --hash=sha256:371f7ce73026815dafd51c50ce38416e91428b28c4b2ec97cd39271164b0045c \
+    --hash=sha256:375f5af8f99cbaa99dd293af986e3d57caabc9ba81a5d3f021603764854197a1 \
+    --hash=sha256:387e2f1d27e89bffe0d3f520f0da0662c973fd607ca16c1808f8a5085419485e \
+    --hash=sha256:3aaedf52171bee90860704c560bc798fe83b76247df47568e0197e9b13c735a0 \
+    --hash=sha256:3dbb2a31882456cadc7053378e81ad7ed7693db4ac9f98ab5f81ef034aa8ec9f \
+    --hash=sha256:4000d961ff9598ac6ea603c6c836a5ed49bc205ade5fc378b998dfe1e2c36628 \
+    --hash=sha256:40ccd13c252d3fe473ffc8a57be7565abc8b64cf1b108344c859d5164f7f3e0c \
+    --hash=sha256:46c330e82565962c761dbce7941be2cff7db674ee807455a8d0cadc5f9b759b0 \
+    --hash=sha256:4f6db193d2e5e0ed60359b9a5a682cd67205d0d3b1e459a867dd4b5c4e7eaa7a \
+    --hash=sha256:531b2df3e9fe96b1fcf73a6d165921e4656be5f58d631d384ebce344298368db \
+    --hash=sha256:54dab44a847d5ad1acd05c8a83fe518ae685516ecf4d3f7cc6e3df2a66767650 \
+    --hash=sha256:5929da1981a46bcf4b28b1b9499905f0ff58e2419da402a048234e9783acbc4b \
+    --hash=sha256:5f31b0aa13c9b04370d4da6be1ab7779776b3a075cceb6747a39a4be85fe1e40 \
+    --hash=sha256:5fdcf34f86de8fb66d7dc7589f96ba91c4aa46671200d400e6fd6f109a483f18 \
+    --hash=sha256:66c0e7e6b02a155576df2c77ec933a70b72da726e248c494abf690923e624348 \
+    --hash=sha256:66cb1138f384a191a6d75f986064841fcfdc0cea98f7bd9c9ab9b38049917588 \
+    --hash=sha256:68a5faee4bba381cb93b5961f684a514cf0053cb92308ff9c792c2fea0b174c6 \
+    --hash=sha256:6bf6a559ffe4a93bbea6cf31ddf01a7fd9ba342ef51f27beb178e318b74acd61 \
+    --hash=sha256:70d9c62a4cffd9f23396cd5ef93fc5d11b31596b9b7d6306074abe3d5fcf09bd \
+    --hash=sha256:791aa18a373b90da8ac3c44fc77544f33fdf53ae403acdce9b39f1c26b4a3b94 \
+    --hash=sha256:79e44cff71750d299d61a678e49995b0d5935a9cda238c2574daeca3ba536927 \
+    --hash=sha256:7db9a3ff32ef5f7d1703d93831a3316cdf0b537de6a1cc03cc8fdd09b9194e89 \
+    --hash=sha256:860bd1d8ba48456ce08feaf8d343a8aaeb2fa086f2bcaa2a923fa3f7a3ff9aa3 \
+    --hash=sha256:9320d34c3376ae204b2cd176e8d4883a013934e0aef822f1aed9c536490c275d \
+    --hash=sha256:93d24ebb82aa4420b1409c389e7857bc35bd0b668007ac8172427d5c73cc8cc5 \
+    --hash=sha256:94b85d664d777bab6c0d709416cb42938251fda9e221b79e3a2215d85df5f4f9 \
+    --hash=sha256:96bad8725a4f196a798366c25ce075d1f7543a4ec045ffc13e6a7ec095cdab04 \
+    --hash=sha256:9af313c66157a69dc69ea0059a66961692250e0dc95af9c385a48ffb770a0d16 \
+    --hash=sha256:9c5d02b89de5acd0379a51ec44a89476fb03df6145442e1c8ecd6bee2f91b176 \
+    --hash=sha256:9e786428f291dd2d2f1cbfc0e0caa45a2e395fab0ad3e2c9314daa8873414390 \
+    --hash=sha256:9f836c37478f167a81200d8c8b2c920a22224564bed2c23d7aeec760965c367a \
+    --hash=sha256:9fd35e95ab5e45c3901d37110263c7db85a961110f5460588fe37f8c131f88a7 \
+    --hash=sha256:a001519c315d5db40710f2665d32c4791f1d4779fc96a9423fd18d92c8b9ac7b \
+    --hash=sha256:a3762e75fcac8c9e4dacaaf438bffd9003e2ca2c531b756f3c0035deefa674c8 \
+    --hash=sha256:a38fb81d8376dfa2f8963b265fec07637802b0d01e2a127c19c66cb070fb24f5 \
+    --hash=sha256:a3dfe4edf10e8ed7e55b026a8bfc2c2a8704218b659cd4bffdf604fab966dc39 \
+    --hash=sha256:a4517d47b2b8af26975a406fba7d314de9696d864252e0257c6ea90238cfe27f \
+    --hash=sha256:a468951af16155824e88bdd8326ebe5bdb371f3ec0ac04642994b98201d914f3 \
+    --hash=sha256:a6e556d6aba31c93dd97ce661d66614d2429c0a3923f9dc8f0af7e8df10223a4 \
+    --hash=sha256:ac04bcd3328eb91d99dfedf6a60d9c1f15d3434e6f6daf922f0420f7d90b85c7 \
+    --hash=sha256:ae01d8512cc17079e53425635327dbf3f7ff57a42c00dec348bf79791c56444c \
+    --hash=sha256:b15e26cc0fe622d0c67e98bee6ef6bc8f792e20ee3006aa12627a00463d9399f \
+    --hash=sha256:b222493da6e7b6199db9bd79502436cf5a27da3c1f7fa83c7e285444fc93fd03 \
+    --hash=sha256:c3cd253cf32fe4f4662960d6bf7d55cb8be0c31a5d644a4d48aeafebaff3409a \
+    --hash=sha256:c6014e3c80f9c1fe268ef8b0e0ef113bac672cc032f2f93866e7ddad4f3e663d \
+    --hash=sha256:c718e99a0992127af84385378460db624103b559ab260435abcfe77a4e4ed1c1 \
+    --hash=sha256:c7897db4e95e22468bdda33d8e012ceacd0182abf001e6389d763f0def6286b9 \
+    --hash=sha256:cb8a1adce42d8b75485a5d56a9623a50bcab995b6079f1dac59fc44034dd93d9 \
+    --hash=sha256:cc99dfb62b23c9207c33d0be8a2e2af7a42e21e6ea388b380a0c948c7b88953b \
+    --hash=sha256:d4c8d9bd5abce34b2e75edb3bf37ab0f34e49b1f915a40ae8468eb7c85bc5b46 \
+    --hash=sha256:d4cb6fbfdf874340ab5e51450753c0f817b6958a3621125ee695bbc3de866566 \
+    --hash=sha256:d63bae12a8aeb51380be3438e4dc4bd27354d0f8e19166b2f44e3e94d6f552dc \
+    --hash=sha256:d6fb0eaa108814581c4d3bfbd068c3fb6757812a81415008d1bae08267cca360 \
+    --hash=sha256:d9188caac26e47671b52836a5e2a49873a7fc11c673b0c122d22515f98bc14e1 \
+    --hash=sha256:db327e7271e653c32040b85ae6188059c924b57d7e1e29f935523fa017cd4e82 \
+    --hash=sha256:dbdd5b6509d0c2a8fe72cf494c299a61dbd58142a90a4190664ae159e4a7b547 \
+    --hash=sha256:e4f9b472e7d308d94b62c801982065661158c6ed02790d6c7ddb4337cea0f9c1 \
+    --hash=sha256:e54a315caf843c8d77e388cadc56ea9ded569935ee2d2347d7ea94992e5aa6fa \
+    --hash=sha256:f125f5d46b20f89dc5587a55cc416b4ba2a5b2ffda36d048ee120e17598a653a \
+    --hash=sha256:f19e181de5b3a1148bb3420b8c4b0b0ea0fce6950099724ad151d6cea5acc180 \
+    --hash=sha256:f1f9cc4d09a46d9cb3c2063ae100629d3f52a6517c3c08c2f4c9828261883929 \
+    --hash=sha256:f26629539d4893c2957a16c41bb058e1e135c1f150f6a2e25ed047f64cf3f5c6 \
+    --hash=sha256:f2a7253458e34f33543551394ae4fe104b497ec2a65ac266074de64c1df82e37 \
+    --hash=sha256:f40e56b61b41be5f7dec938cfeffd660668cf4b5e72c78e7bd671d66b7bc2c79 \
+    --hash=sha256:f442e3954b1addc759faae22a7c9a3f1e16d7d1db3f484279dc27d62e06968fa \
+    --hash=sha256:fadc63331f4388c3dc90090448f682a7e9feafc11481391c1e94f2f907a3976e \
+    --hash=sha256:fc67741da44c6eaa90e01eafb586bbba9b51eb5b6ed381ee6f5ae72eb3316d21
     # via mypy
 locket==1.0.0 \
     --hash=sha256:5c0d4c052a8bbbf750e056a8e65ccd309086f4f0f18a2eac306a8dfa4112a632 \
     --hash=sha256:b6c819a722f7b6bd955b80781788e4a66a55628b858d347536b7e81325a3a5e3
     # via partd
-markdown-it-py==4.0.0 \
-    --hash=sha256:87327c59b172c5011896038353a81343b6754500a08cd7a4973bb48c6d578147 \
-    --hash=sha256:cb0a2b4aa34f932c007117b194e945bd74e0ec24133ceb5bac59009cda1cb9f3
+markdown-it-py==4.2.0 \
+    --hash=sha256:04a21681d6fbb623de53f6f364d352309d4094dd4194040a10fd51833e418d49 \
+    --hash=sha256:9f7ebbcd14fe59494226453aed97c1070d83f8d24b6fc3a3bcf9a38092641c4a
     # via rich
 markupsafe==3.0.3 \
     --hash=sha256:0303439a41979d9e74d18ff5e2dd8c43ed6c6001fd40e5bf2e43f7bd9bbc523f \
@@ -1488,10 +1544,12 @@ markupsafe==3.0.3 \
     --hash=sha256:f9e130248f4462aaa8e2552d547f36ddadbeaa573879158d721bbd33dfe4743a \
     --hash=sha256:fed51ac40f757d41b7c48425901843666a6677e3e8eb0abcff09e4ba6e664f50
     # via jinja2
-mcp==1.27.0 \
-    --hash=sha256:5ce1fa81614958e267b21fb2aa34e0aea8e2c6ede60d52aba45fd47246b4d741 \
-    --hash=sha256:d3dc35a7eec0d458c1da4976a48f982097ddaab87e278c5511d5a4a56e852b83
-    # via fastapi-mcp
+mcp==1.29.0 \
+    --hash=sha256:52d01f334de1868cc3bb2d6604931126a67631f99a6c5d3b82ba47290315ec36 \
+    --hash=sha256:f5a075bb611f23d6f4d080c6a1699fa62772eebc562ba9e66b306ddde1c755f7
+    # via
+    #   feast (pyproject.toml)
+    #   fastapi-mcp
 mdurl==0.1.2 \
     --hash=sha256:84008a41e51615a49fc9966191ff91509e3c40b939176e643fd50a5c2196b8f8 \
     --hash=sha256:bb413d29f5eea38f31dd4754dd7377d4465116fb207585f97bf925588687c1ba
@@ -1766,51 +1824,52 @@ multidict==6.7.1 \
     #   aiobotocore
     #   aiohttp
     #   yarl
-mypy==1.20.2 \
-    --hash=sha256:0c64e5973df366b747646fc98da921f9d6eba9716d57d1db94a83c026a08e0fb \
-    --hash=sha256:0deb80d062b2479f2c87ae568f89845afc71d11bc41b04179e58165fd9f31e98 \
-    --hash=sha256:1e1c12f6d2db3d78b909b5f77513c11eb7f2dd2782b96a3ab6dffc7d44575c99 \
-    --hash=sha256:20175a1c0f49863946ec20b7f63255768058ac4f07d2b9ded6a6b46cfb5a9100 \
-    --hash=sha256:29752dbbf8cc53f89f6ac096d363314333045c257c9c75cbd189ca2de0455744 \
-    --hash=sha256:2a4102b03bb7481d9a91a6da8d174740c9c8c4401024684b9ca3b7cc5e49852f \
-    --hash=sha256:2de3dcea53babc1c3237a19002bc3d228ce1833278f093b8d619e06e7cc79609 \
-    --hash=sha256:34397cdced6b90b836e38182076049fdb41424322e0b0728c946b0939ebdf9f6 \
-    --hash=sha256:4077797a273e56e8843d001e9dfe4ba10e33323d6ade647ff260e5cd97d9758c \
-    --hash=sha256:419413398fe250aae057fd2fe50166b61077083c9b82754c341cf4fd73038f30 \
-    --hash=sha256:4b6481b228d072315b053210b01ac320e1be243dc17f9e5887ef167f23f5fae4 \
-    --hash=sha256:4dbfcf869f6b0517f70cf0030ba6ea1d6645e132337a7d5204a18d8d5636c02b \
-    --hash=sha256:4fef51b01e638974a6e69885687e9bd40c8d1e09a6cd291cca0619625cf1f558 \
-    --hash=sha256:52b176444e2e5054dfcbcb8c75b0b719865c96247b37407184bbfca5c353f2c2 \
-    --hash=sha256:56908d7e08318d39f85b1f0c6cfd47b0cac1a130da677630dac0de3e0623e102 \
-    --hash=sha256:5a65aa591af023864fd08a97da9974e919452cfe19cb146c8a5dc692626445dc \
-    --hash=sha256:688c3312e5dadb573a2c69c82af3a298d43ecf9e6d264e0f95df960b5f6ac19c \
-    --hash=sha256:6e2b469efd811707bc530fd1effef0f5d6eebcb7fe376affae69025da4b979a2 \
-    --hash=sha256:7488448de6007cd5177c6cea0517ac33b4c0f5ee9b5e9f2be51ce75511a85517 \
-    --hash=sha256:785b08db19c9f214dc37d65f7c165d19a30fcecb48abfa30f31b01b5acaabb58 \
-    --hash=sha256:7b0e817b518bff7facd7f85ea05b643ad8bdcce684cf29784987b0a7c8e1f997 \
-    --hash=sha256:803203d2b6ea644982c644895c2f78b28d0e208bba7b27d9b921e0ec5eb207c6 \
-    --hash=sha256:89dce27e142d25ffbc154c1819383b69f2e9234dc4ed4766f42e0e8cb264ab5c \
-    --hash=sha256:913485a03f1bcf5d279409a9d2b9ed565c151f61c09f29991e5faa14033da4c8 \
-    --hash=sha256:97d7b9a485b40f8ca425460e89bf1da2814625b2da627c0dcc6aa46c92631d14 \
-    --hash=sha256:9bcb8aa397ff0093c824182fd76a935a9ba7ad097fcbef80ae89bf6c1731d8ec \
-    --hash=sha256:9d56a78b646f2e3daa865bc70cd5ec5a46c50045801ca8ff17a0c43abc97e3ee \
-    --hash=sha256:a5da6976f20cae27059ea8d0c86e7cef3de720e04c4bb9ee18e3690fdb792066 \
-    --hash=sha256:a94c5a76ab46c5e6257c7972b6c8cff0574201ca7dc05647e33e795d78680563 \
-    --hash=sha256:a95a9248b0c6fd933a442c03c3b113c3b61320086b88e2c444676d3fd1ca3330 \
-    --hash=sha256:baf593f2765fa3a6b1ef95807dbaa3d25b594f6a52adcc506a6b9cb115e1be67 \
-    --hash=sha256:bb9c2fa06887e21d6a3a868762acb82aec34e2c6fd0174064f27c93ede68ad15 \
-    --hash=sha256:bba9ad231e92a3e424b3e56b65aa17704993425bba97e302c832f9466bb85bac \
-    --hash=sha256:c3bae4f855d965b5453784300c12ffc63a548304ac7f99e55d4dc7c898673aa3 \
-    --hash=sha256:c566c3a88b6ece59b3d70f65bedef17304f48eb52ff040a6a18214e1917b3254 \
-    --hash=sha256:cdecf62abcc4292500d7858aeae87a1f8f1150f4c4dd08fb0b336ee79b2a6df3 \
-    --hash=sha256:cf5a4db6dca263010e2c7bff081c89383c72d187ba2cf4c44759aac970e2f0c4 \
-    --hash=sha256:d52ad8d78522da1d308789df651ee5379088e77c76cb1994858d40a426b343b9 \
-    --hash=sha256:e061b58443f1736f8a37c48978d7ab581636d6ab03e3d4f99e3fa90463bb9382 \
-    --hash=sha256:e2877a02380adfcdbc69071a0f74d6e9dbbf593c0dc9d174e1f223ffd5281943 \
-    --hash=sha256:e73c07f23009962885c197ccb9b41356a30cc0e5a1d0c2ea8fd8fb1362d7f924 \
-    --hash=sha256:e8222c26daaafd9e8626dec58ae36029f82585890589576f769a650dd20fd665 \
-    --hash=sha256:edfbfca868cdd6bd8d974a60f8a3682f5565d3f5c99b327640cedd24c4264026 \
-    --hash=sha256:f376e37f9bf2a946872fc5fd1199c99310748e3c26c7a26683f13f8bdb756cbd
+mypy==2.3.0 \
+    --hash=sha256:04e617030eca5221909c8b7d8d7fd1c637948199aa2100b2ad9813feb07e1491 \
+    --hash=sha256:094af99f92638aa92852326188b85a89e50f4a472f44827c03362228482f0762 \
+    --hash=sha256:09abd66d8685e73f8f7d17b847c3e104d9a7b164a8706ea87d6c96a3d45816d5 \
+    --hash=sha256:0b025a93cffb9781d231f232be07a17912f35f10a313c24f301c81e842870654 \
+    --hash=sha256:13b1b16e2fa39f3b2e33fb1c468abc7a69369fa2e886b4b87b5afc81472325cd \
+    --hash=sha256:1c6c6bf687b17f90dbfcad95b960d32eaa0154c00da45f03ab50bf8952e047fe \
+    --hash=sha256:1fa8d916ac3b705af733c4c1e6c9ebe38fd0d52beb15b105c3e8355b55e6ecdc \
+    --hash=sha256:28e1e2af8cd8fff551fd30f2fe4b03fb76764ac8b1ba6c6a1bd00ad32b412db3 \
+    --hash=sha256:2d53fc67b9d28a43c6199077f49fea0f05839e36cf6158500331c9549225e5a5 \
+    --hash=sha256:3419d00717afbc5265b50dd14b1278f29ea4884dd398ab67873489ac093fd329 \
+    --hash=sha256:37fa4de896a84e2dc9200d91e614c22563b43d1a266789d4bbac7b22ebe6192b \
+    --hash=sha256:3961a4a34b05f7c74b0f05aa51fbfe99a2d1e126038df40318d15c8f558b7ef3 \
+    --hash=sha256:3dd0bed92c4bdec57c42505b96416fb9e6a5aa7be84d2809bcd5f2ecec2860d7 \
+    --hash=sha256:3e77244df3843048c3f927182916730e40c124cbaa43905c1fb86cb382aa0805 \
+    --hash=sha256:4359424140d985192c778c1ce2c114a10c1ca58a381ed79cfa70d37df94b299f \
+    --hash=sha256:465965d41cd9a2726694e983e8ce7113259327bec798115d1e1dfa2a52fb666e \
+    --hash=sha256:56c184d2c20ca6b6378d58d1960270a767f41f5e44acbbd27f05effef4f4e1d7 \
+    --hash=sha256:5e91adad1ca81742ac7ef9893959911df867752206b37135185e88dfb3c89494 \
+    --hash=sha256:691fdc37132b1ae628d834f672e74de83462d9fb4aff621835767fb43a8dd373 \
+    --hash=sha256:6b1cdb579446b60432432b2b2403a6201b4b475a004d7f488511c9ba177c9e88 \
+    --hash=sha256:6f99ec626e3c3a2f7c0b22c5b90ddb5dabb1c18729c971e9bdaca1f1766d2cee \
+    --hash=sha256:7247eb2824f996722a949530183394921ca71deb9680052a338cf53cff7925c2 \
+    --hash=sha256:75b0984bb3cbd76bb5c9291a8671f7ae66ca3b51c7584c358fc2e923259f0757 \
+    --hash=sha256:75cbb4b9ef04a0c84a957f07abc4504fbf64b8dcc145675101f2d3a78a4b1d6a \
+    --hash=sha256:7da939dd335cfd2ad788bdfd081c9f4e47634ab995e5a45eb15fd1e5bc052f8b \
+    --hash=sha256:85c5385b93012ffa3b31479ab579aef5415f4f3a32c6cf1ae07a984d2a0ff461 \
+    --hash=sha256:91ad22a52ae2c7e621c2f67c94d5a17f66b3209a4cff5cf8a573579835c69e97 \
+    --hash=sha256:944c665d984157cb96a679dfb7a4a81dd1d36b24b9c284b699514e6e626b82d4 \
+    --hash=sha256:9559ab18a9c9957dfa3004ab57cd4bac5f26a724329a9584e583367f0c2e1117 \
+    --hash=sha256:982e3d53dd23d0a4cef67dd66791fdbede0cf38f9eb617bf47663554c51e1e36 \
+    --hash=sha256:99ac767cc5d3b64c8d0ae226ead10c96694f94e4e7da1668642225dcd4e75aac \
+    --hash=sha256:adebc76aab4f3495a88b41d48aa4aff0c03f2822501da76625afcca5975f19e5 \
+    --hash=sha256:aec15d465d477558fd842757b487849007311cf3897849cdda0e3162ac0ac556 \
+    --hash=sha256:b1942b9314d4c784b8ea1dbab4972603290e5dd5630f06675f13aec97526bc4c \
+    --hash=sha256:b352b7e49f5e6576009e8df730e1ff4f915cb565b851b396d2ffe2f5a6f5da88 \
+    --hash=sha256:b5cd2f027a972a4a5f2278a11fac9747f5f81a53a30b714d74950b6807e55568 \
+    --hash=sha256:be51653d7669d7d7955d613b8d0bb57d5b652eaf71a873ddf65ac87254dd2595 \
+    --hash=sha256:cfca8ee88544090f86b6dcce05ec55d66eb48a762412ac2507810ba4bd793b6f \
+    --hash=sha256:d78fcf900b59cb7e82cb7e3a235e31b462d9333d92285bd1e4952d355b8ffba1 \
+    --hash=sha256:de121747278144fc9ae7caa2e978cf5df12aebc82933182f5b3b86081a30baef \
+    --hash=sha256:de6d2c484742a4d7b0ed6d07b143375624d3b899c5749c7b3c947f56261f48a6 \
+    --hash=sha256:ea317b060ce83e26050f8f9e4d7d6bf44ed7597c8ff9990bccffbb9d1d8522db \
+    --hash=sha256:f1b3a98dfd21058bc759bb3337d5d1f61d0fdf9f3cf9c00f4291790fb5427bff \
+    --hash=sha256:f4ed18f111bfe2d599bca7468e7f9251042c1c2118f762c8de2766a56d773c60 \
+    --hash=sha256:fbc00cee7bdbb9291979ddc9d08034a29dfcda4932628c9bbc28c1edd589df0c
     # via sqlalchemy
 mypy-extensions==1.1.0 \
     --hash=sha256:1be4cccdb0f2482337c4743e60421de3a356cd97508abadd57d47403e94f5505 \
@@ -1876,19 +1935,102 @@ numpy==2.2.6 \
     #   feast (pyproject.toml)
     #   dask
     #   db-dtypes
+    #   faiss-cpu
     #   ibis-framework
+    #   milvus-lite
     #   pandas
     #   pandas-gbq
 oauthlib==3.3.1 \
     --hash=sha256:0f0f8aa759826a193cf66c12ea1af1637f87b9b4622d46e866952bb022e538c9 \
     --hash=sha256:88119c938d2b8fb88561af5f6ee0eec8cc8d552b7bb1f712743136eb7523b7a1
     # via requests-oauthlib
+opentelemetry-api==1.44.0 \
+    --hash=sha256:67647e5e9566edcf421166fdf022b3537f818635daa852b289e34604dc6fb33a \
+    --hash=sha256:94b98c893a91b88657eaac1e3ba89618cdb85be6918196705354f34728b2cdef
+    # via mcp
+orjson==3.11.9 \
+    --hash=sha256:011382e2a60fda9d46f1cdee31068cfc52ffe952b587d683ec0463002802a0f4 \
+    --hash=sha256:03db380e3780fa0015ed776a90f20e8e20bb11dde13b216ce19e5718e3dfba62 \
+    --hash=sha256:051b102c93b4f634e89f3866b07b9a9a98915ada541f4ec30f177067b2694979 \
+    --hash=sha256:08f4d8ebb44925c794e535b2bebc507cebf32209df81de22ae285fb0d8d66de0 \
+    --hash=sha256:0b34789fa0da61cf7bef0546b09c738fb195331e017e477096d129e9105ab03d \
+    --hash=sha256:0e4eed3b200023042814d2fc8a5d2e880f13b52e1ed2485e83da4f3962f7dc1a \
+    --hash=sha256:115ab5f5f4a0f203cc2a5f0fb09aee503a3f771aa08392949ab5ca230c4fbdbd \
+    --hash=sha256:135869ef917b8704ea0a94e01620e0c05021c15c52036e4663baffe75e72f8ce \
+    --hash=sha256:147302878da387104b66bb4a8b0227d1d487e976ce41a8501916161072ed87b1 \
+    --hash=sha256:14ed654580c1ed2bc217352ec82f91b047aef82951aa71c7f64e0dcb03c0e180 \
+    --hash=sha256:16969c9d369c98eb084889c6e4d2d39b77c7eb38ceccf8da2a9fff62ae908980 \
+    --hash=sha256:19b72ed11572a2ee51a67a903afbe5af504f84ed6f529c0fe44b0ab3fb5cc697 \
+    --hash=sha256:231742b4a11dad8d5380a435962c57e91b7c37b79be858f4ef1c0df1a259897e \
+    --hash=sha256:25e4aed0312d292c09f61af25bba34e0b2c88546041472b09088c39a4d828af1 \
+    --hash=sha256:26a473dbb4162108b27901492546f83c76fdcea3d0eadff00ae7a07e18dcce09 \
+    --hash=sha256:277fefe9d76ee17eb14debf399e3533d4d63b5f677a4d3719eb763536af1f4bd \
+    --hash=sha256:2d057a602cdd19a0ad680417527c45b6961a095081c0f46fe0e03e304aac6470 \
+    --hash=sha256:32ef5f4283a3be81913947d19608eacb7c6608026851123790cd9cc8982af34b \
+    --hash=sha256:33d7d766701847dc6729846362dc27895d2f2d2251264f9d10e7cb9878194877 \
+    --hash=sha256:34fd2317602587321faab75ab76c623a0117e80841a6413654f04e47f339a8fb \
+    --hash=sha256:3513550321f8c8c811a7c3297b8a630e82dc08e4c10216d07703c997776236cd \
+    --hash=sha256:380cdce7ba24989af81d0a7013d0aaec5d0e2a21734c0e2681b1bc4f141957fe \
+    --hash=sha256:3a81d52442a7c99b3662333235b3adf96a1715864658b35bb797212be7bddb97 \
+    --hash=sha256:3ebca4179031ee716ed076ffadc29428e900512f6fccee8614c9983157fcf19c \
+    --hash=sha256:48ee05097750de0ff69ed5b7bbcf0732182fd57a24043dcc2a1da780a5ead3a5 \
+    --hash=sha256:4bab1b2d6141fe7b32ae71dac905666ece4f94936efbfb13d55bb7739a3a6021 \
+    --hash=sha256:4d4e98d6f3b8afed8bc8cd9718ec0cdf46661826beefb53fe8eafb37f2bf0362 \
+    --hash=sha256:4d7fde5501b944f83b3e665e1b31343ff6e154b15560a16b7130ea1e594a4206 \
+    --hash=sha256:4da3c38a2083ca4aaf9c2a36776cce3e9328e6647b10d118948f3cfb4913ffe4 \
+    --hash=sha256:4e39364e726a8fff737309aff059ff67d8a8c8d5b677be7bb49a8b3e84b7e218 \
+    --hash=sha256:4fd66214623f1b17501df9f0543bef0b833979ab5b6ded1e1d123222866aa8c9 \
+    --hash=sha256:4fef17e1f8722c11587a6ef18e35902450221da0028e65dbaaa543619e68e48f \
+    --hash=sha256:53b50b0e14084b8f7e29c5ce84c5af0f1160169b30d8a6914231d97d2fe297d4 \
+    --hash=sha256:57ea77fb70a448ce87d18fca050193202a3da5e54598f6501ca5476fb66cfe02 \
+    --hash=sha256:59e403b1cc5a676da8eaf31f6254801b7341b3e29efa85f92b48d272637e77be \
+    --hash=sha256:5b192c6cf397e4455b11523c5cf2b18ed084c1bbd61b6c0926344d2129481972 \
+    --hash=sha256:5f63aaf97afd9f6dec5b1a68e1b8da12bfccb4cb9a9a65c3e0b6c847849e7586 \
+    --hash=sha256:63e0efbc991250c0b3143488fa57d95affcabbfc63c99c48d625dd37779aafe2 \
+    --hash=sha256:6cc7923789694fd58f001cbcac7e47abc13af4d560ebbfcf3b41a8b1a0748124 \
+    --hash=sha256:71e63adb0e1f1ed5d9e168f50a91ceb93ae6420731d222dc7da5c69409aa47aa \
+    --hash=sha256:71f3db16e69b667b132e0f305a833d5497da302d801508cbb051ed9a9819da47 \
+    --hash=sha256:844417969855fc7a41be124aafe83dc424592a7f77cd4501900c67307122b92c \
+    --hash=sha256:8697ab6a080a5c46edaad50e2bc5bd8c7ca5c66442d24104fa44ec74910a8244 \
+    --hash=sha256:87e4d4ab280b0c87424d47695bec2182caf8cfc17879ea78dab76680194abc13 \
+    --hash=sha256:8aff7da9952a5ad1cef8e68017724d96c7b9a66e99e91d6252e1b133d67a7b10 \
+    --hash=sha256:8ecc30f10465fa1e0ce13fd01d9e22c316e5053a719a8d915d4545a09a5ff677 \
+    --hash=sha256:97d0d932803c1b164fde11cb542a9efcb1e0f63b184537cca65887147906ff48 \
+    --hash=sha256:97db4c94a7db398a5bd636273324f0b3fd58b350bbbac8bb380ceb825a9b40f4 \
+    --hash=sha256:9af678d6488357948f1f84c6cd1c1d397c014e1ae2f98ae082a44eb48f602624 \
+    --hash=sha256:9ef6fe90aadef185c7b128859f40beb24720b4ecea95379fc9000931179c3a49 \
+    --hash=sha256:9f78cf8fec5bd627f4082b8dfeac7871b43d7f3274904492a43dab39f18a19a0 \
+    --hash=sha256:a028425d1b440c5d92a6be1e1a020739dfe67ea87d96c6dbe828c1b30041728b \
+    --hash=sha256:a6082706765a95a6680d812e1daf1c0cfe8adec7831b3ff3b625693f3b461b1c \
+    --hash=sha256:a8f5f8bc7ce7d59f08d9f99fa510c06496164a24cb5f3d34537dbd9ca30132e2 \
+    --hash=sha256:aaea64f3f467d22e70eeed68bdccb3bc4f83f650446c4a03c59f2cba28a108db \
+    --hash=sha256:ace6c58523302d3b97b6ac5c38a5298a54b473762b6be82726b4265c41029f92 \
+    --hash=sha256:b3afcf569c15577a9fe64627292daa3e6b3a70f4fb77a5df246a87ec21681b94 \
+    --hash=sha256:b6ef1979adc4bc243523f1a2ba91418030a8e29b0a99cbe7e0e2d6807d4dce6e \
+    --hash=sha256:be4fa4f0af7fa18951f7ab3fc2148e223af211bf03f59e1c6034ec3f97f21d61 \
+    --hash=sha256:c2d3dc759490128c5c1711a53eeaa8ee1d437fd0038ffd2b6008abf46db3f882 \
+    --hash=sha256:c5d001196b89fa9cf0a4ab79766cd835b991a166e4b621ba95089edc50c429ff \
+    --hash=sha256:cce9127885941bd28f080cecf1f1d288336b7e0d812c345b08be88b572796254 \
+    --hash=sha256:cde1a448023ba7d5bb4c01c5afb48894380b5e4956e0627266526587ef4e535f \
+    --hash=sha256:d4087e5c0209a0a8efe4de3303c234b9c44d1174161dcd851e8eea07c7560b32 \
+    --hash=sha256:d8ea516b3726d190e1b4297e6f4e7a8650347ae053868a18163b4dd3641d1fff \
+    --hash=sha256:e30ab17845bb9fa54ccf67fa4f9f5282652d54faa6d17452f47d0f369d038673 \
+    --hash=sha256:e5c9b8f28e726e97d97696c826bc7bea5d71cecd63576dba92924a32c1961291 \
+    --hash=sha256:ea407d4ccf5891d667d045fecae97a7a1e5e87b3b97f97ae1803c2e741130be0 \
+    --hash=sha256:ea5c46eb2d3af39e806b986f4b09d5c2706a1f5afde3cbf7544ce6616127173c \
+    --hash=sha256:eebdbdeef0094e4f5aefa20dcd4eb2368ab5e7a3b4edea27f1e7b2892e009cf9 \
+    --hash=sha256:f01c4818b3fc9b0da8e096722a84318071eaa118df35f6ed2344da0e73a5444f \
+    --hash=sha256:f36b7f32c7c0db4a719f1fc5824db4a9c6f8bd1a354debb91faf26ebf3a4c71e \
+    --hash=sha256:f5d89a2ed90731df3be64bab0aa44f78bff39fdc9d71c291f4a8023aa46425b7 \
+    --hash=sha256:ffe02797b5e9f3a9d8292ddcd289b474ad13e81ad83cd1891a240811f1d2cb81
+    # via pymilvus
 packaging==26.2 \
     --hash=sha256:5fc45236b9446107ff2415ce77c807cee2862cb6fac22b8a73826d0693b0980e \
     --hash=sha256:ff452ff5a3e828ce110190feff1178bb1f2ea2281fa2075aadb987c2fb221661
     # via
     #   dask
     #   db-dtypes
+    #   faiss-cpu
     #   google-cloud-bigquery
     #   gunicorn
     #   hatchling
@@ -1995,163 +2137,160 @@ pathspec==1.1.1 \
     #   hatchling
     #   mypy
     #   scikit-build-core
-platformdirs==4.9.6 \
-    --hash=sha256:3bfa75b0ad0db84096ae777218481852c0ebc6c727b3168c1b9e0118e458cf0a \
-    --hash=sha256:e61adb1d5e5cb3441b4b7710bea7e4c12250ca49439228cc1021c00dcfac0917
+platformdirs==4.11.0 \
+    --hash=sha256:0555d18370482847566ffabcaa53ad7c6c1c29f195989ae1ed634a05f76ea1e0 \
+    --hash=sha256:360ccded2b7fce0af0ff80cc8f5942a1c5d99b0e856033acb030bfc634709e74
     # via snowflake-connector-python
 pluggy==1.6.0 \
     --hash=sha256:7dcc130b76258d33b90f61b658791dede3486c3e6bfb003ee5c9bfb396dd22f3 \
     --hash=sha256:e920276dd6813095e9377c0bc5566d94c932c33b27a3e3945d8389c374dd4746
     # via hatchling
-prometheus-client==0.25.0 \
-    --hash=sha256:5e373b75c31afb3c86f1a52fa1ad470c9aace18082d39ec0d2f918d11cc9ba28 \
-    --hash=sha256:d5aec89e349a6ec230805d0df882f3807f74fd6c1a2fa86864e3c2279059fed1
+prometheus-client==0.24.1 \
+    --hash=sha256:150db128af71a5c2482b36e588fc8a6b95e498750da4b17065947c16070f4055 \
+    --hash=sha256:7e0ced7fbbd40f7b84962d5d2ab6f17ef88a72504dcf7c0b40737b43b2a461f9
     # via feast (pyproject.toml)
-propcache==0.4.1 \
-    --hash=sha256:0002004213ee1f36cfb3f9a42b5066100c44276b9b72b4e1504cddd3d692e86e \
-    --hash=sha256:0013cb6f8dde4b2a2f66903b8ba740bdfe378c943c4377a200551ceb27f379e4 \
-    --hash=sha256:005f08e6a0529984491e37d8dbc3dd86f84bd78a8ceb5fa9a021f4c48d4984be \
-    --hash=sha256:031dce78b9dc099f4c29785d9cf5577a3faf9ebf74ecbd3c856a7b92768c3df3 \
-    --hash=sha256:05674a162469f31358c30bcaa8883cb7829fa3110bf9c0991fe27d7896c42d85 \
-    --hash=sha256:060b16ae65bc098da7f6d25bf359f1f31f688384858204fe5d652979e0015e5b \
-    --hash=sha256:120c964da3fdc75e3731aa392527136d4ad35868cc556fd09bb6d09172d9a367 \
-    --hash=sha256:15932ab57837c3368b024473a525e25d316d8353016e7cc0e5ba9eb343fbb1cf \
-    --hash=sha256:17612831fda0138059cc5546f4d12a2aacfb9e47068c06af35c400ba58ba7393 \
-    --hash=sha256:182b51b421f0501952d938dc0b0eb45246a5b5153c50d42b495ad5fb7517c888 \
-    --hash=sha256:1cdb7988c4e5ac7f6d175a28a9aa0c94cb6f2ebe52756a3c0cda98d2809a9e37 \
-    --hash=sha256:1eb2994229cc8ce7fe9b3db88f5465f5fd8651672840b2e426b88cdb1a30aac8 \
-    --hash=sha256:1f0978529a418ebd1f49dad413a2b68af33f85d5c5ca5c6ca2a3bed375a7ac60 \
-    --hash=sha256:204483131fb222bdaaeeea9f9e6c6ed0cac32731f75dfc1d4a567fc1926477c1 \
-    --hash=sha256:296f4c8ed03ca7476813fe666c9ea97869a8d7aec972618671b33a38a5182ef4 \
-    --hash=sha256:2ad890caa1d928c7c2965b48f3a3815c853180831d0e5503d35cf00c472f4717 \
-    --hash=sha256:2b16ec437a8c8a965ecf95739448dd938b5c7f56e67ea009f4300d8df05f32b7 \
-    --hash=sha256:2bb07ffd7eaad486576430c89f9b215f9e4be68c4866a96e97db9e97fead85dc \
-    --hash=sha256:333ddb9031d2704a301ee3e506dc46b1fe5f294ec198ed6435ad5b6a085facfe \
-    --hash=sha256:357f5bb5c377a82e105e44bd3d52ba22b616f7b9773714bff93573988ef0a5fb \
-    --hash=sha256:35c3277624a080cc6ec6f847cbbbb5b49affa3598c4535a0a4682a697aaa5c75 \
-    --hash=sha256:364426a62660f3f699949ac8c621aad6977be7126c5807ce48c0aeb8e7333ea6 \
-    --hash=sha256:381914df18634f5494334d201e98245c0596067504b9372d8cf93f4bb23e025e \
-    --hash=sha256:3d233076ccf9e450c8b3bc6720af226b898ef5d051a2d145f7d765e6e9f9bcff \
-    --hash=sha256:3d902a36df4e5989763425a8ab9e98cd8ad5c52c823b34ee7ef307fd50582566 \
-    --hash=sha256:3f7124c9d820ba5548d431afb4632301acf965db49e666aa21c305cbe8c6de12 \
-    --hash=sha256:405aac25c6394ef275dee4c709be43745d36674b223ba4eb7144bf4d691b7367 \
-    --hash=sha256:41a89040cb10bd345b3c1a873b2bf36413d48da1def52f268a055f7398514874 \
-    --hash=sha256:43eedf29202c08550aac1d14e0ee619b0430aaef78f85864c1a892294fbc28cf \
-    --hash=sha256:473c61b39e1460d386479b9b2f337da492042447c9b685f28be4f74d3529e566 \
-    --hash=sha256:49a2dc67c154db2c1463013594c458881a069fcf98940e61a0569016a583020a \
-    --hash=sha256:4b536b39c5199b96fc6245eb5fb796c497381d3942f169e44e8e392b29c9ebcc \
-    --hash=sha256:4c3c70630930447f9ef1caac7728c8ad1c56bc5015338b20fed0d08ea2480b3a \
-    --hash=sha256:4d3df5fa7e36b3225954fba85589da77a0fe6a53e3976de39caf04a0db4c36f1 \
-    --hash=sha256:4d7af63f9f93fe593afbf104c21b3b15868efb2c21d07d8732c0c4287e66b6a6 \
-    --hash=sha256:501d20b891688eb8e7aa903021f0b72d5a55db40ffaab27edefd1027caaafa61 \
-    --hash=sha256:521a463429ef54143092c11a77e04056dd00636f72e8c45b70aaa3140d639726 \
-    --hash=sha256:5558992a00dfd54ccbc64a32726a3357ec93825a418a401f5cc67df0ac5d9e49 \
-    --hash=sha256:55c72fd6ea2da4c318e74ffdf93c4fe4e926051133657459131a95c846d16d44 \
-    --hash=sha256:564d9f0d4d9509e1a870c920a89b2fec951b44bf5ba7d537a9e7c1ccec2c18af \
-    --hash=sha256:580e97762b950f993ae618e167e7be9256b8353c2dcd8b99ec100eb50f5286aa \
-    --hash=sha256:5a103c3eb905fcea0ab98be99c3a9a5ab2de60228aa5aceedc614c0281cf6153 \
-    --hash=sha256:5c3310452e0d31390da9035c348633b43d7e7feb2e37be252be6da45abd1abcc \
-    --hash=sha256:5d4e2366a9c7b837555cf02fb9be2e3167d333aff716332ef1b7c3a142ec40c5 \
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+    --hash=sha256:c60462af8e6dc30c35407c7237ea908d777b22862bbee27bc4699c0d8bcdc45a \
+    --hash=sha256:c66afea89b1e43725731d2004732a046fe6fe955d51f952c3e95a7314a284a39 \
+    --hash=sha256:c6844ba6364fb12f403928a82cfd295ab103a2b315c77c747b2dbe4a41894ea7 \
+    --hash=sha256:c80f4ba3e8f00189165999a742ee526ebeccedf6c3f7beb0c7df821e9772435a \
+    --hash=sha256:cafca7e56c12bb02ae16d283742bef25a61122e9dab2b5b3f2ccbe589ce32164 \
+    --hash=sha256:cc1177027eda740fdb152706bd215a3f124e3eea15afc39f2cb9fe351b50619e \
+    --hash=sha256:cc49723e2f60d6b32a0f0b08a3fd6d13203c07f1cd9566cfce0f12a917c967a2 \
+    --hash=sha256:cc6fc3cc62e8501d3ed62894425040d2728ecddb1ed072737a5c70bd537aa9f0 \
+    --hash=sha256:cd416c1de191973c52ff1a12a57446bfc7642797b282d7caf2162d7d1b8aa9a0 \
+    --hash=sha256:cd645f03898405cabe694fb8bc35241e3a9c332ec85627584fe3de201452b335 \
+    --hash=sha256:cef6cea3922890dd6c9654971001fa797b526c16ab5e1e46c05fd6f877be7568 \
+    --hash=sha256:cfa21e036ce1e1db2be04ba3b85d2df1bb1702fa01932d984c5464c665228ff4 \
+    --hash=sha256:d0326e2e5e1f3163fa306c834e48e8d490e5fae607a097a40c0648109b47ba80 \
+    --hash=sha256:d310c013aad2c72f1c3f2f8dd3279d460a858c551f97aeb8c63e4693cca7b4d2 \
+    --hash=sha256:d447bb0b3054be5818458fbb171208b1d9ff11eba14e18ca18b90cbb45767370 \
+    --hash=sha256:d4dc37dec6c6cdad0b57881a5658fd14fbf53e333b1a86cf86559f190e1d9ec4 \
+    --hash=sha256:d5a81be28596d6559f6131ef33e10200de6e17643b3c74ce03f9eb103be6ae8b \
+    --hash=sha256:d9ee8826a7d47863a08ac44e1a5f611a462eefc3a194b492da242128bec75b42 \
+    --hash=sha256:db2b80ea58eab4f86b2beec3cc8b39e8ff9276ac20e96b7cce43c8ae84cd6b5a \
+    --hash=sha256:decfca4c79dd53ebab484b00cc4b6717d8c369f86e74aa4ca395a64ac651495e \
+    --hash=sha256:dfed59d0a5aeb01e242e66ff0300bc4a265a7c05f612d30016f0b60b1017d757 \
+    --hash=sha256:e00820e192c8dbebcafb383ebbf99030895f09905e7a0eb2e0340a0bcc2bc825 \
+    --hash=sha256:e4294d04a94dcab1b3bccd8b66d962dcad411a1d19414b2a41d1445f1de32ad0 \
+    --hash=sha256:e59bc9e66329185b93dab73f210f1a37f81cb40f321501db8017c9aea15dba27 \
+    --hash=sha256:e5cbfac9f61484f7e9f3597775500cd3ebe8274e9b050c38f9525c77c97520bf \
+    --hash=sha256:f064f8d2b59177878b7615df1735cd8fe3462ed6be8c7b217d17a276489c2b7f \
+    --hash=sha256:f156a3529f38063b6dbaf356e15602a7f95f8055b1295a438433a6386f10463d \
+    --hash=sha256:f19bb891234d72535764d703bfed1153cc34f4214d5bd7150aee1eec9e8f4366 \
+    --hash=sha256:f7467da8a9822bf1a55336f877340c5bcbd3c482afc43a99771169f74a26dedc \
+    --hash=sha256:f78abfa8dfc32376fd1aacf597b2f2fbbe0ea751419aee718af5d4f82537ef8c \
+    --hash=sha256:f7eabc04151c78a9f4d5bbb5f1faf571e4defeb4b585e0fe95b60ff2dbe4d3d7 \
+    --hash=sha256:f814362777a9f841adddb200ecdf8f5cb1e5a3c4b7a86378edbd6ccb26edd702 \
+    --hash=sha256:fc299c129490f55f254cd90be0deca4764e36e9a7c08b4aa588479a3bbed3098 \
+    --hash=sha256:fc76378c62a0f04d0cd82fbb1a2cd2d7e28fcb40d5873f28a6c44e388aaa2751 \
+    --hash=sha256:fc88b26f08d634f7bc819a7852e5214f5802641ab8d9fd5326892292eee1993e \
+    --hash=sha256:fe67a3d11cd9b4efabfa45c3d00ffba2b26811442a73a581a94b67c2b5faccf6
     # via
     #   aiohttp
     #   yarl
-proto-plus==1.27.2 \
-    --hash=sha256:6432f75893d3b9e70b9c412f1d2f03f65b11fb164b793d14ae2ca01821d22718 \
-    --hash=sha256:b2adde53adadf75737c44d3dcb0104fde65250dfc83ad59168b4aa3e574b6a24
+proto-plus==1.28.2 \
+    --hash=sha256:26d843eb99c1e32fdf1d20ff0faae56607f7748fe774acf9ecd5cfe6c6472501 \
+    --hash=sha256:b874236fcac2358f601e4330bcb76cb8b89c851303ccf4078408b3d4774d1c52
     # via
     #   google-api-core
     #   google-cloud-bigquery-storage
     #   google-cloud-bigtable
     #   google-cloud-datastore
-protobuf==6.33.6 \
-    --hash=sha256:0cd27b587afca21b7cfa59a74dcbd48a50f0a6400cfb59391340ad729d91d326 \
-    --hash=sha256:77179e006c476e69bf8e8ce866640091ec42e1beb80b213c3900006ecfba6901 \
-    --hash=sha256:7d29d9b65f8afef196f8334e80d6bc1d5d4adedb449971fefd3723824e6e77d3 \
-    --hash=sha256:9720e6961b251bde64edfdab7d500725a2af5280f3f4c87e57c0208376aa8c3a \
-    --hash=sha256:a6768d25248312c297558af96a9f9c929e8c4cee0659cb07e780731095f38135 \
-    --hash=sha256:bd56799fb262994b2c2faa1799693c95cc2e22c62f56fb43af311cae45d26f0e \
-    --hash=sha256:c96c37eec15086b79762ed265d59ab204dabc53056e3443e702d2681f4b39ce3 \
-    --hash=sha256:e2afbae9b8e1825e3529f88d514754e094278bb95eadc0e199751cdd9a2e82a2 \
-    --hash=sha256:e9db7e292e0ab79dd108d7f1a94fe31601ce1ee3f7b79e0692043423020b0593 \
-    --hash=sha256:f443a394af5ed23672bc6c486be138628fbe5c651ccbc536873d7da23d1868cf
+protobuf==7.35.1 \
+    --hash=sha256:11d6b0ec246892d85215b0a13ca6e0233cf5284b68f0ac02646427f4ff88a799 \
+    --hash=sha256:230a75ddfc2de4806e56696ce9640c1cdfdb6543b7cfce98d42a4c0a0e7bdb87 \
+    --hash=sha256:24f857477359a85c0c235261b8ba905fd51b2562f4a64ca1df5473f29850cbf6 \
+    --hash=sha256:353652e4efd0bca5b5fc2656abf8307ef351f0cf938c9eba09f0e09c20a25c30 \
+    --hash=sha256:4bc97768d8fe4ad6743c8a19403e314511ed9f6d13205b687e52421c023ac1b9 \
+    --hash=sha256:74758715c53d7158fb76caf4f0cfdacc5329a4b1bb994f865d6cf302d413a1c4 \
+    --hash=sha256:b73f9489a4b8b1c9cb1f8ed951c736392592edb24b9d6819f36d2e10b171d5b4 \
+    --hash=sha256:ce115a26fe0c39a2c29973d914d327e516a6455464489fe3cd1e51a1b354f81a
     # via
     #   feast (pyproject.toml)
     #   google-api-core
@@ -2190,83 +2329,77 @@ psutil==7.2.2 \
     # via
     #   feast (pyproject.toml)
     #   pandas-gbq
-psycopg[c, pool]==3.2.5 \
-    --hash=sha256:b782130983e5b3de30b4c529623d3687033b4dafa05bb661fc6bf45837ca5879 \
-    --hash=sha256:f5f750611c67cb200e85b408882f29265c66d1de7f813add4f8125978bfd70e8
+psycopg[c, pool]==3.3.4 \
+    --hash=sha256:b6bbc25ccf05c8fad3b061d9db2ef0909a555171b84b07f29458a447253d679a \
+    --hash=sha256:e21207764952cff81b6b8bdacad9a3939f2793367fdac2987b3aac36a651b5bc
     # via feast (pyproject.toml)
-psycopg-c==3.2.5 \
-    --hash=sha256:57ad4cfd28de278c424aaceb1f2ad5c7910466e315dfe84e403f3c7a0a2ce81b
+psycopg-c==3.3.4 \
+    --hash=sha256:ed8106128b2d04359c185fc9641b4409abfce4d0b6fb1d1ff6800646e27f1a22
     # via psycopg
-psycopg-pool==3.3.0 \
-    --hash=sha256:2e44329155c410b5e8666372db44276a8b1ebd8c90f1c3026ebba40d4bc81063 \
-    --hash=sha256:fa115eb2860bd88fce1717d75611f41490dec6135efb619611142b24da3f6db5
+psycopg-pool==3.3.1 \
+    --hash=sha256:2af5b432941c4c9ad5c87b3fa410aec910ec8f7c122855897983a06c45f2e4b5 \
+    --hash=sha256:b10b10b7a175d5cc1592147dc5b7eec8a9e0834eb3ed2c4a92c858e2f51eb63c
     # via psycopg
-pyarrow==24.0.0 \
-    --hash=sha256:02b001b3ed4723caa44f6cd1af2d5c86aa2cf9971dacc2ffa55b21237713dfba \
-    --hash=sha256:04920d6a71aabd08a0417709efce97d45ea8e6fb733d9ca9ecffb13c67839f68 \
-    --hash=sha256:0b3537c00fb8d384f15ac1e79b6eb6db04a16514c8c1d22e59a9b95c8ba42868 \
-    --hash=sha256:1183baeb14c5f587b1ec52831e665718ce632caab84b7cd6b85fd44f96114495 \
-    --hash=sha256:14e31a3c9e35f1ab6356c6378f6f72830e6d2d5f1791df3774a7b097d18a6a1e \
-    --hash=sha256:1617043b99bd33e5318ae18eb2919af09c71322ef1ca46566cdafc6e6712fb66 \
-    --hash=sha256:1a4e45017efbf115032e4475ee876d525e0e36c742214fbe405332480ecd6275 \
-    --hash=sha256:1b2fe7f9a5566401a0ef2571f197eb92358925c1f0c8dba305d6e43ea0871bb3 \
-    --hash=sha256:1cc9057f0319e26333b357e17f3c2c022f1a83739b48a88b25bfd5fa2dc18838 \
-    --hash=sha256:2392d954fcb920f42d230284b677605e4e2fbb11f2821e823e642abd67fbb491 \
-    --hash=sha256:25ea65d868eb04015cd18e6df2fbe98f07e5bda2abefabcb88fce39a947716f6 \
-    --hash=sha256:295f0a7f2e242dabd513737cf076007dc5b2d59237e3eca37b05c0c6446f3826 \
-    --hash=sha256:2f16197705a230a78270cdd4ea8a1d57e86b2fdcbc34a1f6aebc72e65c986f9a \
-    --hash=sha256:35405aecb474e683fb36af650618fd5340ee5471fc65a21b36076a18bbc6c981 \
-    --hash=sha256:38be1808cdd068605b787e6ca9119b27eb275a0234e50212c3492331680c3b1e \
-    --hash=sha256:3a577bd840ca83f646f0a625dbc571dba7044c43c2d1503afc378b570954345c \
-    --hash=sha256:3b13dedfe76a0ad2d1d859b0811b53827a4e9d93a0bcb05cf59333ab4980cc7e \
-    --hash=sha256:418e48ce50a45a6a6c73c454677203a9c75c966cb1e92ca3370959185f197a05 \
-    --hash=sha256:55a3bc1e3df3b5567b7d27ef551b2283f0c68a5e86f1cd56abc569da4f31335b \
-    --hash=sha256:6165461f55ef6314f026de6638d661188e3455d3ec49834556a0ebbdbace18bb \
-    --hash=sha256:61a3d7eaa97a14768b542f3d284dc6400dd2470d9f080708b13cd46b6ae18136 \
-    --hash=sha256:6233c9ed9ab9d1db47de57d9753256d9dcffbf42db341576099f0fd9f6bf4810 \
-    --hash=sha256:641f795b361874ac9da5294f8f443dfdbee355cf2bd9e3b8d97aaac2306b9b37 \
-    --hash=sha256:644a246325b8c69c595ad1dd4b463eba4b0cdb731370e4a86137d433208d6147 \
-    --hash=sha256:6f066b179d68c413374294bc1735f68475457c933258df594443bb9d88ddc2a0 \
-    --hash=sha256:7986f1fa71cee060ad00758bcc79d3a93bab8559bf978fab9e53472a2e25a17b \
-    --hash=sha256:7c2b98645d576a0b9616892ead22b64a83a5f043c5e2ca15ebcefcb5b70c80cb \
-    --hash=sha256:806f24b4085453c197a5078218d1ee08783ebbba271badd153d1ae22a3ee804f \
-    --hash=sha256:85fe721a14dd823aca09127acbb06c3ca723efbd436c004f16bca601b04dcc83 \
-    --hash=sha256:8adc8e6ce5fccf5dc707046ae4914fd537def529709cc0d285d37a7f9cd442ca \
-    --hash=sha256:9700ebd9a51f5895ce75ff4ac4b3c47a7d4b42bc618be8e713e5d56bacf5f931 \
-    --hash=sha256:9b18371ad2f44044b81a8d23bc2d8a9b6a6226dca775e8e16cfee640473d6c5d \
-    --hash=sha256:a964266397740257f16f7bb2e4f08a0c81454004beab8ff59dd531b73610e9f2 \
-    --hash=sha256:adbbedc55506cbdabb830890444fb856bfb0060c46c6f8026c6c2f2cf86ae795 \
-    --hash=sha256:ae8a1145af31d903fa9bb166824d7abe9b4681a000b0159c9fb99c11bc11ad26 \
-    --hash=sha256:b0e131f880cda8d04e076cee175a46fc0e8bc8b65c99c6c09dff6669335fde74 \
-    --hash=sha256:b196eb3f931862af3fa84c2a253514d859c08e0d8fe020e07be12e75a5a9780c \
-    --hash=sha256:b7d9a514e73bc42711e6a35aaccf3587c520024fe0a25d830a1a8a27c15f4f57 \
-    --hash=sha256:bec9373df11544592b0ba7ec2af0e35059e5f0e7647c6183a854dedd193298f1 \
-    --hash=sha256:c42ab9439498270139cc63e18847a02afe5c8b3ed9c931266533cfe378bd3591 \
-    --hash=sha256:c91d00057f23b8d353039520dc3a6c09d8608164c692e9f59a175a42b2ae0c19 \
-    --hash=sha256:d3e0b61e8efb24ed38898e5cdc5fffa9124be480008d401a1f8071500494ae42 \
-    --hash=sha256:d7027eba1df3b2069e2e8d80f644fa0918b68c46432af3d088ddd390d063ecde \
-    --hash=sha256:d8ddd2768da81d3ee08cfea9b597f4abb4e8e1dc8ae7e204b608d23a0d3ab699 \
-    --hash=sha256:e3268e43984d0b1a185c89b4cfff282a7ead12fc93f56cfd7088bdbcbe727041 \
-    --hash=sha256:e4505fc6583f7b05ab854934896bcac8253b04ac1171a77dfb73efef92076d91 \
-    --hash=sha256:e56a1ffe9bf7b727432b89104cc0849c21582949dd7bdcb34f17b2001a351a76 \
-    --hash=sha256:e6f1278ee4785b6db21229374a1c9e54ec7c549de5d1efc9630b6207de7e170b \
-    --hash=sha256:f7616236ec1bc2b15bfdec22a71ab38851c86f8f05ff64f379e1278cf20c634a \
-    --hash=sha256:fb24ac194bfc5e86839d7dcd52092ee31e5fe6733fe11f5e3b06ef0812b20072
+pyarrow==25.0.0 \
+    --hash=sha256:0222f0071d13313962a88d21bf28b80d355ac39d81bfa6ff3fe00eeaf748e4be \
+    --hash=sha256:0490a7f8b38ffe11cc26526b50c65d111cb54ddac3717cec781806793f1244dc \
+    --hash=sha256:0721332c30fdd453fdd1fc203b2ac1f4c9db5aea28fa38d41f2574c4b068b9ec \
+    --hash=sha256:13240f0d3dc5932ccd0bfa90cd76d835680b9d94a7661c635df4b703d40ce849 \
+    --hash=sha256:149730a3d1f0fb59d663a0b8aa210adfd9c17c27cd94a0d143e60daea8320d4e \
+    --hash=sha256:161649d60a7a46c613a19fd795763ea8a88c36ba997dd99d9bc66e6794ee36e8 \
+    --hash=sha256:18dcc8cc50b5e72eae6fcbfc6c8776c21a007176b27a3cdec5c2f5bcf126708d \
+    --hash=sha256:20887a762dd61dcc530f93a140840ab1f6aa7836b33270e42d627ab3cf11e537 \
+    --hash=sha256:244f98a595f70fa4fd35faa7508c4ae67e14a173397a4b3b49d2b3c360fb0062 \
+    --hash=sha256:26be35b80780d2d21f4bae3d568b1666337c3a89722cc1794c956a77017cb24e \
+    --hash=sha256:2e093efbecb5317372f819228fa4b4e6157eee48d3f0a7b0303705ebf81a7104 \
+    --hash=sha256:2e3b6544e26e393fe2cd530f523e36c1c8d3c345bbbb60cca3fd866be8322517 \
+    --hash=sha256:38a2c887cb3883e241b70201688db34133b6dfadd04f03c8f9213df53770c18e \
+    --hash=sha256:3f356afe61186395c861d5cd63dc21ff7d5fa335012a4668d979257df7fea0f5 \
+    --hash=sha256:447df764beb07c544f0178a5f6b70ef44b9ecf382b3cdfad4c2d7867353c3887 \
+    --hash=sha256:4ec1895a87aa834c3b99b7a1e758747eb8bb57f922b32c0e0fa04afb8d6998b1 \
+    --hash=sha256:58d1ab556b0cea1c93fdb799b24ad58adb2f2a2788dbce782a94f64ae1a5cc9b \
+    --hash=sha256:59516c822d5fd8e544aaa0dfe72f36fed5d4c24ea8390aab1bcd31d7e959c6be \
+    --hash=sha256:5d1dbf24e151042f2fa3c129563f65d66674128868496fb008c4272b16bdf778 \
+    --hash=sha256:5f4bacb60f91dd2fca6c52f1b9a0012cd090e0294f1f781dc1881a247a352f8e \
+    --hash=sha256:5fb2d837960f1df7f679ff9f1a55065e306347d379e0768cebf14781254d6194 \
+    --hash=sha256:6f4812bfbf11ca7d8faf59eb8fff8bf4dd25ce3a38b62baa010cc17a0926d1b2 \
+    --hash=sha256:6f9dbd83e91c239a1f5ee7ce13f108b5f6c0efbe40a4375260d8f08b43ad05e9 \
+    --hash=sha256:72132b9a8a0a1840197794d4dea26080069b6b0981c116bc078762dc9691b21b \
+    --hash=sha256:77c8d1ae46a44b4006e8db1cc977bbcc6ce4873c92f74137d68e45503b97fb18 \
+    --hash=sha256:7d6da02ffc7a3a9bda3b7ded4cc2a27ff73969ab37153f3afd46bbbc1ba4f0f7 \
+    --hash=sha256:8831a3ba52fa7cdb78d368d968b1dcd06171e6dff5461e16d90de91d371e47bc \
+    --hash=sha256:ac5dfeee59f9ceb4d45ba76e83b026c38c24334135bb329d8274baa49cec3c62 \
+    --hash=sha256:add690feafa0953c443cdba9e9e87f5eaa198f1ea2e43a3b146ea83f202262d0 \
+    --hash=sha256:b58726f118c079f9d4ed7e904975d4f15fd69d0741ba511a4e2dcaa4ef16354f \
+    --hash=sha256:b724d127783b4c19f088fcdfc844cbc318809246a30307bcabd5ed02045e890e \
+    --hash=sha256:b72d943ff4e10fec8d48aedb23322d8f6ea8bc2d698b81db37e73730f69e4862 \
+    --hash=sha256:b8af8ceedf0c9c160fd2b63440f2d205b9404db85866c1217bfea601de7cfb50 \
+    --hash=sha256:c70a5fd9a82bd1a702fd482bdc62d38dcb672fb2b449b1d7c0d7d1f4be7b7bfe \
+    --hash=sha256:ce0ca222802087b9a8cb031a6468442cb6b67c290a45a601cac64753d34954d3 \
+    --hash=sha256:d293e9959b29a24c82d936d04ab2b7fd8b8d334030de2e56a99aba94f008ad7a \
+    --hash=sha256:d2d697008b5ec06d75952ef260c2e9a8a0f6ccfce24266c04c9c8ade927cb3b4 \
+    --hash=sha256:dbf9fa5d4bde73b1cc16377dcaaa010f971e6fa7f5083f5d44f34b50bc1d74af \
+    --hash=sha256:e009ef945e498dca2f050ea10d2e9764cb44017254826fc4574fdb8d2530173b \
+    --hash=sha256:e83916bbcf380866b4e14255850b33323ff678dc9758411d0409cdd2523880b0 \
+    --hash=sha256:f0f100dacf2c0f400601664a79d1a907ced4740514bb2b00917341038e2ce76f \
+    --hash=sha256:f57a39dbcb416345401c2e77a4373669b45fd111a1768e6cf267a7a0607ff0ec \
+    --hash=sha256:fa1482b3da10cac2d4db6e26b81da543e237616af2ef6d466018b31ca586496f
     # via
     #   feast (pyproject.toml)
     #   dask
     #   db-dtypes
     #   google-cloud-bigquery
     #   ibis-framework
+    #   milvus-lite
     #   pandas-gbq
     #   snowflake-connector-python
 pyarrow-hotfix==0.7 \
     --hash=sha256:3236f3b5f1260f0e2ac070a55c1a7b339c4bb7267839bd2015e283234e758100 \
     --hash=sha256:59399cd58bdd978b2e42816a4183a55c6472d4e33d183351b6069f11ed42661d
     # via ibis-framework
-pyasn1==0.6.3 \
-    --hash=sha256:697a8ecd6d98891189184ca1fa05d1bb00e2f84b5977c481452050549c8a72cf \
-    --hash=sha256:a80184d120f0864a52a073acc6fc642847d0be408e7c7252f31390c0f4eadcde
+pyasn1==0.6.4 \
+    --hash=sha256:9c447d8431c947fe4c8febc4ed9e760bc29011a5b01e5c74b67025bd9fb8ce81 \
+    --hash=sha256:deda9277cfd454080ec40b207fb6df82206a3a2688735233cdcd8d3d565f088b
     # via pyasn1-modules
 pyasn1-modules==0.4.2 \
     --hash=sha256:29253a9207ce32b64c3ac6600edc75368f98473906e8fd1043bd6b5b1de2c14a \
@@ -2280,143 +2413,142 @@ pycparser==3.0 \
     --hash=sha256:600f49d217304a5902ac3c37e1281c9fe94e4d0489de643a9504c5cdfdfc6b29 \
     --hash=sha256:b727414169a36b7d524c1c3e31839a521725078d7b2ff038656844266160a992
     # via cffi
-pydantic==2.13.3 \
-    --hash=sha256:6db14ac8dfc9a1e57f87ea2c0de670c251240f43cb0c30a5130e9720dc612927 \
-    --hash=sha256:af09e9d1d09f4e7fe37145c1f577e1d61ceb9a41924bf0094a36506285d0a84d
+pydantic==2.13.4 \
+    --hash=sha256:45a282cde31d808236fd7ea9d919b128653c8b38b393d1c4ab335c62924d9aba \
+    --hash=sha256:c40756b57adaa8b1efeeced5c196f3f3b7c435f90e84ea7f443901bec8099ef6
     # via
     #   feast (pyproject.toml)
     #   fastapi
     #   fastapi-mcp
     #   mcp
+    #   mcp-types
     #   pydantic-settings
-pydantic-core==2.46.3 \
-    --hash=sha256:0087084960f209a9a4af50ecd1fb063d9ad3658c07bb81a7a53f452dacbfb2ba \
-    --hash=sha256:031bb17f4885a43773c8c763089499f242aee2ea85cf17154168775dccdecf35 \
-    --hash=sha256:06d5d8820cbbdb4147578c1fe7ffcd5b83f34508cb9f9ab76e807be7db6ff0a4 \
-    --hash=sha256:07bc6d2a28c3adb4f7c6ae46aa4f2d2929af127f587ed44057af50bf1ce0f505 \
-    --hash=sha256:0c9ff69140423eea8ed2d5477df3ba037f671f5e897d206d921bc9fdc39613e7 \
-    --hash=sha256:1105677a6df914b1fb71a81b96c8cce7726857e1717d86001f29be06a25ee6f8 \
-    --hash=sha256:1108da631e602e5b3c38d6d04fe5bb3bfa54349e6918e3ca6cf570b2e2b2f9d4 \
-    --hash=sha256:12bc98de041458b80c86c56b24df1d23832f3e166cbaff011f25d187f5c62c37 \
-    --hash=sha256:13afdd885f3d71280cf286b13b310ee0f7ccfefd1dbbb661514a474b726e2f25 \
-    --hash=sha256:17eaface65d9fc5abb940003020309c1bf7a211f5f608d7870297c367e6f9022 \
-    --hash=sha256:1da3786b8018e60349680720158cc19161cc3b4bdd815beb0a321cd5ce1ad5b1 \
-    --hash=sha256:23cbdb3aaa74dfe0837975dbf69b469753bbde8eacace524519ffdb6b6e89eb7 \
-    --hash=sha256:2798b6ba041b9d70acfb9071a2ea13c8456dd1e6a5555798e41ba7b0790e329c \
-    --hash=sha256:27f9067c3bfadd04c55484b89c0d267981b2f3512850f6f66e1e74204a4e4ce3 \
-    --hash=sha256:28b5f2ef03416facccb1c6ef744c69793175fd27e44ef15669201601cf423acb \
-    --hash=sha256:28e8cf2f52d72ced402a137145923a762cbb5081e48b34312f7a0c8f55928ec3 \
-    --hash=sha256:28ed528c45446062ee66edb1d33df5d88828ae167de76e773a3c7f64bd14e976 \
-    --hash=sha256:2b8e4f2bbdf71415c544b4b1138b8060db7b6611bc927e8064c769f64bed651c \
-    --hash=sha256:2f40e4246676beb31c5ce77c38a55ca4e465c6b38d11ea1bd935420568e0b1ab \
-    --hash=sha256:3481bd1341dc85779ee506bc8e1196a277ace359d89d28588a9468c3ecbe63fa \
-    --hash=sha256:3612edf65c8ea67ac13616c4d23af12faef1ae435a8a93e5934c2a0cbbdd1fd6 \
-    --hash=sha256:367508faa4973b992b271ba1494acaab36eb7e8739d1e47be5035fb1ea225396 \
-    --hash=sha256:3861f1731b90c50a3266316b9044f5c9b405eecb8e299b0a7120596334e4fe9c \
-    --hash=sha256:3d08782c4045f90724b44c95d35ebec0d67edb8a957a2ac81d5a8e4b8a200495 \
-    --hash=sha256:41c178f65b8c29807239d47e6050262eb6bf84eb695e41101e62e38df4a5bc2c \
-    --hash=sha256:4335e87c7afa436a0dfa899e138d57a72f8aad542e2cf19c36fb428461caabd0 \
-    --hash=sha256:4b068543bdb707f5d935dab765d99227aa2545ef2820935f2e5dd801795c7dbd \
-    --hash=sha256:4de88889d7e88d50d40ee5b39d5dac0bcaef9ba91f7e536ac064e6b2834ecccf \
-    --hash=sha256:4e9d76736da5f362fabfeea6a69b13b7f2be405c6d6966f06b2f6bfff7e64531 \
-    --hash=sha256:57697d7c056aca4bbb680200f96563e841a6386ac1129370a0102592f4dddff5 \
-    --hash=sha256:57a973eae4665352a47cf1a99b4ee864620f2fe663a217d7a8da68a1f3a5bfda \
-    --hash=sha256:5ad3c826fe523e4becf4fe39baa44286cff85ef137c729a2c5e269afbfd0905d \
-    --hash=sha256:5c024e08c0ba23e6fd68c771a521e9d6a792f2ebb0fa734296b36394dc30390e \
-    --hash=sha256:5dcbbcf4d22210ced8f837c96db941bdb078f419543472aca5d9a0bb7cddc7df \
-    --hash=sha256:5dfd51cf457482f04ec49491811a2b8fd5b843b64b11eecd2d7a1ee596ea78a6 \
-    --hash=sha256:60e5f66e12c4f5212d08522963380eaaeac5ebd795826cfd19b2dfb0c7a52b9c \
-    --hash=sha256:610eda2e3838f401105e6326ca304f5da1e15393ae25dacae5c5c63f2c275b13 \
-    --hash=sha256:6529d1d128321a58d30afcc97b49e98836542f68dd41b33c2e972bb9e5290536 \
-    --hash=sha256:6645ce7eec4928e29a1e3b3d5c946621d105d3e79f0c9cddf07c2a9770949287 \
-    --hash=sha256:68cc7866ed863db34351294187f9b729964c371ba33e31c26f478471c52e1ed0 \
-    --hash=sha256:68ef2f623dda6d5a9067ac014e406c020c780b2a358930a7e5c1b73702900720 \
-    --hash=sha256:69a868ef3ff206343579021c40faf3b1edc64b1cc508ff243a28b0a514ccb050 \
-    --hash=sha256:6dff8cc884679df229ebc6d8eb2321ea6f8e091bc7d4886d4dc2e0e71452843c \
-    --hash=sha256:6e42d83d1c6b87fa56b521479cff237e626a292f3b31b6345c15a99121b454c1 \
-    --hash=sha256:706d9d0ce9cf4593d07270d8e9f53b161f90c57d315aeec4fb4fd7a8b10240d8 \
-    --hash=sha256:75a519dab6d63c514f3a81053e5266c549679e4aa88f6ec57f2b7b854aceb1b0 \
-    --hash=sha256:77706aeb41df6a76568434701e0917da10692da28cb69d5fb6919ce5fdb07374 \
-    --hash=sha256:79f561438481f28681584b89e2effb22855e2179880314bcddbf5968e935e807 \
-    --hash=sha256:830d1247d77ad23852314f069e9d7ddafeec5f684baf9d7e7065ed46a049c4e6 \
-    --hash=sha256:831eb19aa789a97356979e94c981e5667759301fb708d1c0d5adf1bc0098b873 \
-    --hash=sha256:83d002b97072a53ea150d63e0a3adfae5670cef5aa8a6e490240e482d3b22e57 \
-    --hash=sha256:85348b8f89d2c3508b65b16c3c33a4da22b8215138d8b996912bb1532868885f \
-    --hash=sha256:8690eba565c6d68ffd3a8655525cbdd5246510b44a637ee2c6c03a7ebfe64d3c \
-    --hash=sha256:87082cd65669a33adeba5470769e9704c7cf026cc30afb9cc77fd865578ebaad \
-    --hash=sha256:8940562319bc621da30714617e6a7eaa6b98c84e8c685bcdc02d7ed5e7c7c44e \
-    --hash=sha256:91249bcb7c165c2fb2a2f852dbc5c91636e2e218e75d96dfdd517e4078e173dd \
-    --hash=sha256:93fd339f23408a07e98950a89644f92c54d8729719a40b30c0a30bb9ebc55d23 \
-    --hash=sha256:9715525891ed524a0a1eb6d053c74d4d4ad5017677fb00af0b7c2644a31bae46 \
-    --hash=sha256:975c267cff4f7e7272eacbe50f6cc03ca9a3da4c4fbd66fffd89c94c1e311aa1 \
-    --hash=sha256:99421e7684a60f7f3550a1d159ade5fdff1954baedb6bdd407cba6a307c9f27d \
-    --hash=sha256:9be3e221bdc6d69abf294dcf7aff6af19c31a5cdcc8f0aa3b14be29df4bd03b1 \
-    --hash=sha256:9ce92e58abc722dac1bf835a6798a60b294e48eb0e625ec9fd994b932ac5feee \
-    --hash=sha256:9d2e32edcc143bc01e95300671915d9ca052d4f745aa0a49c48d4803f8a85f2c \
-    --hash=sha256:9d2f400712a99a013aff420ef1eb9be077f8189a36c1e3ef87660b4e1088a874 \
-    --hash=sha256:9f247596366f4221af52beddd65af1218797771d6989bc891a0b86ccaa019168 \
-    --hash=sha256:a03e6467f0f5ab796a486146d1b887b2dc5e5f9b3288898c1b1c3ad974e53e4a \
-    --hash=sha256:a35cc284c8dd7edae8a31533713b4d2467dfe7c4f1b5587dd4031f28f90d1d13 \
-    --hash=sha256:a3b11c812f61b3129c4905781a2601dfdfdea5fe1e6c1cfb696b55d14e9c054f \
-    --hash=sha256:a642ac886ecf6402d9882d10c405dcf4b902abeb2972cd5fb4a48c83cd59279a \
-    --hash=sha256:a6cd87cb1575b1ad05ba98894c5b5c96411ef678fa2f6ed2576607095b8d9789 \
-    --hash=sha256:a712c7118e6c5ea96562f7b488435172abb94a3c53c22c9efc1412264a45cbbe \
-    --hash=sha256:a7610b6a5242a6c736d8ad47fd5fff87fcfe8f833b281b1c409c3d6835d9227f \
-    --hash=sha256:ab124d49d0459b2373ecf54118a45c28a1e6d4192a533fbc915e70f556feb8e5 \
-    --hash=sha256:ac5ec7fb9b87f04ee839af2d53bcadea57ded7d229719f56c0ed895bff987943 \
-    --hash=sha256:aed19d0c783886d5bd86d80ae5030006b45e28464218747dcf83dabfdd092c7b \
-    --hash=sha256:af8653713055ea18a3abc1537fe2ebc42f5b0bbb768d1eb79fd74eb47c0ac089 \
-    --hash=sha256:afa3aa644f74e290cdede48a7b0bee37d1c35e71b05105f6b340d484af536d9b \
-    --hash=sha256:b00b76f7142fc60c762ce579bd29c8fa44aaa56592dd3c54fab3928d0d4ca6ff \
-    --hash=sha256:b11b59b3eee90a80a36701ddb4576d9ae31f93f05cb9e277ceaa09e6bf074a67 \
-    --hash=sha256:b12dd51f1187c2eb489af8e20f880362db98e954b54ab792fa5d92e8bcc6b803 \
-    --hash=sha256:b40ddd51e7c44b28cfaef746c9d3c506d658885e0a46f9eeef2ee815cbf8e045 \
-    --hash=sha256:b504bda01bafc69b6d3c7a0c7f039dcf60f47fab70e06fe23f57b5c75bdc82b8 \
-    --hash=sha256:b5b9c6cf08a8a5e502698f5e153056d12c34b8fb30317e0c5fd06f45162a6346 \
-    --hash=sha256:b675ab0a0d5b1c8fdb81195dc5bcefea3f3c240871cdd7ff9a2de8aa50772eb2 \
-    --hash=sha256:b6cdf19bf84128d5e7c37e8a73a0c5c10d51103a650ac585d42dd6ae233f2b7f \
-    --hash=sha256:bcf2a8b2982a6673693eae7348ef3d8cf3979c1d63b54fca7c397a635cc68687 \
-    --hash=sha256:bd2aab0e2e9dc2daf36bd2686c982535d5e7b1d930a1344a7bb6e82baab42a76 \
-    --hash=sha256:c3212fda0ee959c1dd04c60b601ec31097aaa893573a3a1abd0a47bcac2968c1 \
-    --hash=sha256:cc0988cb29d21bf4a9d5cf2ef970b5c0e38d8d8e107a493278c05dc6c1dda69f \
-    --hash=sha256:cc7e8c32db809aa0f6ea1d6869ebc8518a65d5150fdfad8bcae6a49ae32a22e2 \
-    --hash=sha256:cca67d52a5c7a16aed2b3999e719c4bcf644074eac304a5d3d62dd70ae7d4b2c \
-    --hash=sha256:ced3310e51aa425f7f77da8bbbb5212616655bedbe82c70944320bc1dbe5e018 \
-    --hash=sha256:cf489cf8986c543939aeee17a09c04d6ffb43bfef8ca16fcbcc5cfdcbed24dba \
-    --hash=sha256:d0793c90c1a3c74966e7975eaef3ed30ebdff3260a0f815a62a22adc17e4c01c \
-    --hash=sha256:d0fe3dce1e836e418f912c1ad91c73357d03e556a4d286f441bf34fed2dbeecf \
-    --hash=sha256:d11058e3201527d41bc6b545c79187c9e4bf85e15a236a6007f0e991518882b7 \
-    --hash=sha256:d2d0aead851b66f5245ec0c4fb2612ef457f8bbafefdf65a2bf9d6bac6140f47 \
-    --hash=sha256:d56bdb4af1767cc15b0386b3c581fdfe659bb9ee4a4f776e92c1cd9d074000d6 \
-    --hash=sha256:dcda6583921c05a40533f982321532f2d8db29326c7b95c4026941fa5074bd79 \
-    --hash=sha256:dd81f6907932ebac3abbe41378dac64b2380db1287e2aa64d8d88f78d170f51a \
-    --hash=sha256:de3a5c376f8cd94da9a1b8fd3dd1c16c7a7b216ed31dc8ce9fd7a22bf13b836e \
-    --hash=sha256:de885175515bcfa98ae618c1df7a072f13d179f81376c8007112af20567fd08a \
-    --hash=sha256:e29908922ce9da1a30b4da490bd1d3d82c01dcfdf864d2a74aacee674d0bfa34 \
-    --hash=sha256:e480080975c1ef7f780b8f99ed72337e7cc5efea2e518a20a692e8e7b278eb8b \
-    --hash=sha256:e61ea8e9fff9606d09178f577ff8ccdd7206ff73d6552bcec18e1033c4254b85 \
-    --hash=sha256:ec638c5d194ef8af27db69f16c954a09797c0dc25015ad6123eb2c73a4d271ca \
-    --hash=sha256:ed42e6cc8e1b0e2b9b96e2276bad70ae625d10d6d524aed0c93de974ae029f9f \
-    --hash=sha256:f00a0961b125f1a47af7bcc17f00782e12f4cd056f83416006b30111d941dfa3 \
-    --hash=sha256:f13936129ce841f2a5ddf6f126fea3c43cd128807b5a59588c37cf10178c2e64 \
-    --hash=sha256:f1771ce258afb3e4201e67d154edbbae712a76a6081079fe247c2f53c6322c22 \
-    --hash=sha256:f1f8338dd7a7f31761f1f1a3c47503a9a3b34eea3c8b01fa6ee96408affb5e72 \
-    --hash=sha256:f64b5537ac62b231572879cd08ec05600308636a5d63bcbdb15063a466977bec \
-    --hash=sha256:f80a55484b8d843c8ada81ebf70a682f3f00a3d40e378c06cf17ecb44d280d7d \
-    --hash=sha256:f91c0aff3e3ee0928edd1232c57f643a7a003e6edf1860bc3afcdc749cb513f3 \
-    --hash=sha256:fa3eb7c2995aa443687a825bc30395c8521b7c6ec201966e55debfd1128bcceb \
-    --hash=sha256:fb528e295ed31570ac3dcc9bfdd6e0150bc11ce6168ac87a8082055cf1a67395 \
-    --hash=sha256:fc331a5314ffddd5385b9ee9d0d2fee0b13c27e0e02dad71b1ae5d6561f51eeb \
-    --hash=sha256:fd35aa21299def8db7ef4fe5c4ff862941a9a158ca7b63d61e66fe67d30416b4 \
-    --hash=sha256:ff5e7783bcc5476e1db448bf268f11cb257b1c276d3e89f00b5727be86dd0127 \
-    --hash=sha256:ffe0883b56cfc05798bf994164d2b2ff03efe2d22022a2bb080f3b626176dd56
+pydantic-core==2.46.4 \
+    --hash=sha256:00c603d540afdd6b80eb39f078f33ebd46211f02f33e34a32d9f053bba711de0 \
+    --hash=sha256:0186750b482eefa11d7f435892b09c5c606193ef3375bcf94aa00ae6bfb66262 \
+    --hash=sha256:041bde0a48fd37cf71cab1c9d56d3e8625a3793fef1f7dd232b3ff37e978ecda \
+    --hash=sha256:0c563b08bca408dc7f65f700633d8442fffb2421fc47b8101377e9fd65051ff0 \
+    --hash=sha256:0cbe8b01f948de4286c74cdd6c667aceb38f5c1e26f0693b3983d9d74887c65e \
+    --hash=sha256:0ce40cd7b21210e99342afafbd4d0f76d784eb5b1d60f3bdc566be4983c6c73b \
+    --hash=sha256:0e96592440881c74a213e5ad528e2b24d3d4f940de2766bed9010ab1d9e51594 \
+    --hash=sha256:10e17cbb10a330363733efc4d7c4d0dd827ac0909b8f6a6542298fed1ea62f29 \
+    --hash=sha256:133878133d271ade3d41d1bfb2a45ec38dbdbda40bc065921c6b04e4630127e2 \
+    --hash=sha256:14d4edf427bdcf950a8a02d7cb44a08614388dd6e1bdcbf4f67504fa7887da9c \
+    --hash=sha256:14f4c5d6db102bd796a627bbb3a17b4cf4574b9ae861d8b7c9a9661c6dd3362d \
+    --hash=sha256:17299feefe090f2caa5b8e37222bb5f663e4935a8bfa6931d4102e5df1a9f398 \
+    --hash=sha256:184c081504d17f1c1066e430e117142b2c77d9448a97f7b65c6ac9fd9aee238d \
+    --hash=sha256:18e5ceec2ab67e6d5f1a9085e5a24c9c4e2ac4545730bfe668680bca05e555f3 \
+    --hash=sha256:19e51f073cd3df251856a8a4189fbdf1de4012c3ebacfb1884f94f1eb406079f \
+    --hash=sha256:1a7dd0b3ee80d90150e3495a3a13ac34dbcbfd4f012996a6a1d8900e91b5c0fb \
+    --hash=sha256:1d8ba486450b14f3b1d63bc521d410ec7565e52f887b9fb671791886436a42f7 \
+    --hash=sha256:2108ba5c1c1eca18030634489dc544844144ee36357f2f9f780b93e7ddbb44b5 \
+    --hash=sha256:228ee9bae8bef5b1e97ec58302f80357c37199e0d0a99174e138d28e6957b9d9 \
+    --hash=sha256:23ace664830ee0bfe014a0c7bc248b1f7f25ed7ad103852c317624a1083af462 \
+    --hash=sha256:2412e734dcb48da14d4e4006b82b46b74f2518b8a26ee7e58c6844a6cd6d03c4 \
+    --hash=sha256:29c61fc04a3d840155ff08e475a04809278972fe6aef51e2720554e96367e34b \
+    --hash=sha256:2f84c03c8607173d16b5a854ec68a2f9079ae03237a54fb506d13af47e1d018d \
+    --hash=sha256:3009f12e4e90b7f88b4f9adb1b0c4a3d58fe7820f3238c190047209d148026df \
+    --hash=sha256:3245406455a5d98187ec35530fd772b1d799b26667980872c8d4614991e2c4a2 \
+    --hash=sha256:3447661d99f75a3683a4cf5c87da72f2161964611864dbbeac7fbb118bb4bfc0 \
+    --hash=sha256:372429a130e469c9cd698925ce5fc50940b7a1336b0d82038e63d5bbc4edc519 \
+    --hash=sha256:395aebd9183f9d112f569aeb5b2214d1a10a33bec8456447f7fbdfa51d38d4cd \
+    --hash=sha256:3a233125ac121aa3ffba9a2b59edfc4a985a76092dc8279586ab4b71390875e7 \
+    --hash=sha256:3be77f45df024d789a672ae34f8b06fb346c4f9f46ea714956660ea4862e89ac \
+    --hash=sha256:3bf92c5d0e00fefaab325a4d27828fe6b6e2a21848686b5b60d2d9eeb09d76c6 \
+    --hash=sha256:3ecbc122d18468d06ca279dc26a8c2e2d5acb10943bb35e36ae92096dc3b5565 \
+    --hash=sha256:3fb702cd90b0446a3a1c5e470bfa0dd23c0233b676a9099ddcc964fa6ca13898 \
+    --hash=sha256:428e04521a40150c85216fc8b85e8d39fece235a9cf5e383761238c7fa9b96fb \
+    --hash=sha256:432c179df7874eeb73307aad2df0755e1ae0efa61ff0ea89b93e194411ae3928 \
+    --hash=sha256:4a05d69cba51d852c5c3e92758653245a50c0b646ced0cf05bd793ed592839d6 \
+    --hash=sha256:4c63ebc82684aa89d9a3bcbd13d515b3be44250dc68dd3bd81526c1cb31286c3 \
+    --hash=sha256:4fc73cb559bdb54b1134a706a2802a4cddd27a0633f5abb7e53056268751ac6a \
+    --hash=sha256:4fcbe087dbc2068af7eda3aa87634eba216dbda64d1ae73c8684b621d33f6596 \
+    --hash=sha256:56cb4851bcaf3d117eddcef4fe66afd750a50274b0da8e22be256d10e5611987 \
+    --hash=sha256:5855698a4856556d86e8e6cd8434bc3ac0314ee8e12089ae0e143f64c6256e4e \
+    --hash=sha256:5a4330cdbc57162e4b3aa303f588ba752257694c9c9be3e7ebb11b4aca659b5d \
+    --hash=sha256:5b712b53160b79a5850310b912a5ef8e57e56947c8ad690c227f5c9d7e561712 \
+    --hash=sha256:5d5902252db0d3cedf8d4a1bc68f70eeb430f7e4c7104c8c476753519b423008 \
+    --hash=sha256:617d7e2ca7dcb8c5cf6bcb8c59b8832c94b36196bbf1cbd1bfb56ed341905edd \
+    --hash=sha256:62f875393d7f270851f20523dd2e29f082bcc82292d66db2b64ea71f64b6e1c1 \
+    --hash=sha256:633147d34cf4550417f12e2b1a0383973bdf5cdfde212cb09e9a581cf10820be \
+    --hash=sha256:66ce7632c22d837c95301830e111ad0128a32b8207533b60896a96c4915192ea \
+    --hash=sha256:6b3ace8194b0e5204818c92802dcdca7fc6d88aabbb799d7c795540d9cd6d292 \
+    --hash=sha256:6f2eeda33a839975441c86a4119e1383c50b47faf0cbb5176985565c6bb02c33 \
+    --hash=sha256:7027560ee92211647d0d34e3f7cd6f50da56399d26a9c8ad0da286d3869a53f3 \
+    --hash=sha256:7283d57845ecf5a163403eb0702dfc220cc4fbdd18919cb5ccea4f95ee1cdab4 \
+    --hash=sha256:7a5f930472650a82629163023e630d160863fce524c616f4e5186e5de9d9a49b \
+    --hash=sha256:7bfb192b3f4b9e8a89b6277b6ce787564f62cfd272055f6e685726b111dc7826 \
+    --hash=sha256:811ff8e9c313ab425368bcbb36e5c4ebd7108c2bbf4e4089cfbb0b01eff63fac \
+    --hash=sha256:8233f2947cf85404441fd7e0085f53b10c93e0ee78611099b5c7237e36aacbf7 \
+    --hash=sha256:82cf5301172168103724d49a1444d3378cb20cdee30b116a1bd6031236298a5d \
+    --hash=sha256:8358a950c8909158e3df31538a7e4edc2d7265a7c54b47f0864d9e5bae9dcebf \
+    --hash=sha256:85bb3611ff1802f3ee7fdd7dbff26b56f343fb432d57a4728fdd49b6ef35e2f4 \
+    --hash=sha256:86e1a4418c6cd97d60c95c71164158eaf7324fae7b0923264016baa993eba6fc \
+    --hash=sha256:8b9bab013d1c7a79d3501ff86d0bc9c31bf587db4551677b96bec07df78c6b15 \
+    --hash=sha256:8c5dac79fa1614d1e06ca695109c6105923bd9c7d1d6c918d4e637b7e6b32fd3 \
+    --hash=sha256:8d0820e8192167f80d88d64038e609c31452eeca865b4e1d9950a27a4609b00b \
+    --hash=sha256:8daafc69c93ee8a0204506a3b6b30f586ef54028f52aeeeb5c4cfc5184fd5914 \
+    --hash=sha256:9037063db01f09b09e237c282b6792bd4da634b5402c4e7f0c61effed7701a04 \
+    --hash=sha256:905a0ed8ea6f2d61c1738835f99b699348d7857379083e5fc497fa0c967a407c \
+    --hash=sha256:90884113d8b48f760e9587002789ddd741e76ab9f89518cd1e43b1f1a52ec44b \
+    --hash=sha256:91a06d2e259ecfbd8c901d70c3c507900458498142b3026a296b7de4d1322cc9 \
+    --hash=sha256:926c9541b14b12b1681dca8a0b75feb510b06c6341b70a8e500c2fdcff837cce \
+    --hash=sha256:9401557acd873c3a7f3eb9383edef8ac4968f9510e340f4808d427e75667e7b4 \
+    --hash=sha256:9551187363ffc0de2a00b2e47c25aeaeb1020b69b668762966df15fc5659dd5a \
+    --hash=sha256:962ccbab7b642487b1d8b7df90ef677e03134cf1fd8880bf698649b22a69371f \
+    --hash=sha256:97e7cf2be5c77b7d1a9713a05605d49460d02c6078d38d8bef3cbe323c548424 \
+    --hash=sha256:9aa768456404a8bf48a4406685ac2bec8e72b62c69313734fa3b73cf33b3a894 \
+    --hash=sha256:9bc519fbf2b7578398853d815009ae5e4d4603d12f4e3f91da8c06852d3da3e9 \
+    --hash=sha256:9d56801be94b86a9da183e5f3766e6310752b99ff647e38b09a9500d88e46e76 \
+    --hash=sha256:9f444c499b3eefd3a92e348059471ea0c3a6e303d9c1cec09fa748fd9f895201 \
+    --hash=sha256:9fa8ae11da9e2b3126c6426f147e0fba88d96d65921799bb30c6abd1cb2c97fb \
+    --hash=sha256:a0f62d0a58f4e7da165457e995725421e0064f2255d8eccebc49f41bbc23b109 \
+    --hash=sha256:a396dcc17e5a0b164dbe026896245a4fa9ff402edca1dff0be3d53a517f74de4 \
+    --hash=sha256:aaa2a54443eff1950ba5ddc6b6ccda0d9c84a364276a62f969bdf2a390650848 \
+    --hash=sha256:ad785e92e6dc634c21555edc8bd6b64957ab844541bcb96a1366c202951ae526 \
+    --hash=sha256:af8244b2bef6aaad6d92cda81372de7f8c8d36c9f0c3ea36e827c60e7d9467a0 \
+    --hash=sha256:b078afbc25f3a1436c7a1d2cd3e322497ee99615ba97c563566fdf46aff1ee01 \
+    --hash=sha256:b2f69dec1725e79a012d920df1707de5caf7ed5e08f3be4435e25803efc47458 \
+    --hash=sha256:b8458003118a712e66286df6a707db01c52c0f52f7db8e4a38f0da1d3b94fc4e \
+    --hash=sha256:bb63e0198ca18aad131c089b9204c23079c3afa95487e561f4c522d519e55aba \
+    --hash=sha256:bfec22eab3c8cc2ceec0248aec886624116dc079afa027ecc8ad4a7e62010f8a \
+    --hash=sha256:c1747f85cee84c26985853c6f3d9bd3e75da5212912443fa111c113b9c246f39 \
+    --hash=sha256:c1b3f518abeca3aa13c712fd202306e145abf59a18b094a6bafb2d2bbf59192c \
+    --hash=sha256:c50f2528cf200c5eed56faf3f4e22fcd5f38c157a8b78576e6ba3168ec35f000 \
+    --hash=sha256:c68fcd102d71ea85c5b2dfac3f4f8476eff42a9e078fd5faefff6d145063536b \
+    --hash=sha256:c7a7bd4e39e8e4c12c39cd480356842b6a8a06e41b23a55a5e3e191718838ddf \
+    --hash=sha256:c94f0688e7b8d0a67abf40e57a7eaaecd17cc9586706a31b76c031f63df052b4 \
+    --hash=sha256:cbaf13819775b7f769bf4a1f066cb6df7a28d4480081a589828ef190226881cd \
+    --hash=sha256:cd2213145bcc2ba85884d0ac63d222fece9209678f77b9b4d76f054c561adb28 \
+    --hash=sha256:ce5c1d2a8b27468f433ca974829c44060b8097eedc39933e3c206a90ee49c4a9 \
+    --hash=sha256:d396ec2b979760aaf3218e76c24e65bd0aca24983298653b3a9d7a45f9e47b30 \
+    --hash=sha256:d51026d73fcfd93610abc7b27789c26b313920fcfb20e27462d74a7f8b06e983 \
+    --hash=sha256:d80ee3d731373b24cebbc10d689ca4ee1875caf0d5703a245db18efd4dd37fc1 \
+    --hash=sha256:d995260fdf4e1db774581b4900e0f832abe3c7c84996726bbc161b19c8f29e76 \
+    --hash=sha256:da4b951fe36dc7c3a1ccb4e3cd1747c3542b8c9ceede8fc86cae054e764485f5 \
+    --hash=sha256:daa27d92c36f24388fe3ad306b174781c747627f134452e4f128ea00ce1fe8c4 \
+    --hash=sha256:db06ffe51636ffe9ca531fe9023dd64bdd794be8754cb5df57c5498ae5b518a7 \
+    --hash=sha256:e0d65b8c354be7fb5f720c3caa8bc940bc2d20ce749c8e06135f07f8ed95dd7c \
+    --hash=sha256:e68b7a074f65a2fd746c52a7ce6142ab7006074ac269ace0c25cd8ba171f8066 \
+    --hash=sha256:e739fee756ba1010f8bcccb534252e85a35fe45ae92c295a06059ce58b74ccd3 \
+    --hash=sha256:e846ae7835bf0703ae43f534ab79a867146dadd59dc9ca5c8b53d5c8f7c9ef02 \
+    --hash=sha256:e9c26f834c65f5752f3f06cb08cb86a913ceb7274d0db6e267808a708b46bc89 \
+    --hash=sha256:ea793e075b70290d89d8142074262885d3f7da19634845135751bd6344f73b50 \
+    --hash=sha256:f027324c56cd5406ca49c124b0db10e56c69064fec039acc571c29020cc87c76 \
+    --hash=sha256:f13a646d65d09fbf1bc6b3a9635d30095c8e7e5cc419ff35ecc563c5fd04cd49 \
+    --hash=sha256:f47286a97f0bc9b8859519809077b91b2cefe4ae47fcbf5e466a009c1c5d742b \
+    --hash=sha256:f747929cf940cddb5b3668a390056ddd5ba2e5010615ea2dcf4f9c4f3ab8791d \
+    --hash=sha256:f99626688942fb746e545232e7726926f3be91b5975f8b55327665fafda991c7 \
+    --hash=sha256:f9fa868638bf362d3d138ea55829cefb3d5f4b0d7f142234382a15e2485dbec4 \
+    --hash=sha256:fbdb89b3e1c94a30cc5edfce477c6e6a5dc4d8f84665b455c27582f211a1c72c \
+    --hash=sha256:fc010ab034c8c7452522748bf937df58020d256ccae0874463d1f4d01758af8e \
+    --hash=sha256:fc3e9034a63de20e15e8ade85358bc6efc614008cab72898b4b4952bea0509ff \
+    --hash=sha256:fd8b3d9fd264be37976686c7f65cd52a83f5e84f4bfd2adf9c1d469676bbb6ae
     # via pydantic
-pydantic-settings==2.14.0 \
-    --hash=sha256:24285fd4b0e0c06507dd9fdfd331ee23794305352aaec8fc4eb92d4047aeb67d \
-    --hash=sha256:fc8d5d692eb7092e43c8647c1c35a3ecd00e040fcf02ed86f4cb5458ca62182e
-    # via
-    #   fastapi-mcp
-    #   mcp
+pydantic-settings==2.14.2 \
+    --hash=sha256:a20c97b37910b6550d5ea50fbcc2d4187defe58cd57070b73863d069419c9440 \
+    --hash=sha256:c19dd64b19097f1de80184f0cc7b0272a13ae6e170cbf240a3e27e381ed14a5f
+    # via fastapi-mcp
 pydata-google-auth==1.9.1 \
     --hash=sha256:0a51ce41c601ca0bc69b8795bf58bedff74b4a6a007c9106c7cbcdec00eaced2 \
     --hash=sha256:75ffce5d106e34b717b31844c1639ea505b7d9550dc23b96fb6c20d086b53fa3
@@ -2428,28 +2560,24 @@ pygments==2.20.0 \
     #   feast (pyproject.toml)
     #   rich
     #   sphinx
-pyjwt[crypto]==2.12.1 \
-    --hash=sha256:28ca37c070cad8ba8cd9790cd940535d40274d22f80ab87f3ac6a713e6e8454c \
-    --hash=sha256:c74a7a2adf861c04d002db713dd85f84beb242228e671280bf709d765b03672b
+pyjwt[crypto]==2.13.0 \
+    --hash=sha256:41571c89ca91598c79e8ef18a2d07367d4810fbbd6f637794879baf1b7703423 \
+    --hash=sha256:66adcc2aff09b3f1bbd95fc1e1577df8ac8723c978552fd43304c8a290ac5728
     # via
     #   feast (pyproject.toml)
     #   mcp
     #   snowflake-connector-python
-pymilvus==2.5.18 \
-    --hash=sha256:1b78badcfa8d62db7d0b29193fc0422e4676873ff1c745a9d75c2c885d7a7e32 \
-    --hash=sha256:9e517076068e98dac51c018bc0dfe1f651d936154e2e2d9ad6c7b3dab1164e2d
-    # via feast (pyproject.toml)
-pymysql==1.1.3 \
-    --hash=sha256:8164ba62c552f6105f3b11753352d0f16b90d1703ba67d81923d5a8a5d1c5289 \
-    --hash=sha256:e70ebf2047a4edf6138cf79c68ad418ef620af65900aa585c5e8bfc95044d43a
+pymysql==1.2.0 \
+    --hash=sha256:62169ce6d5510f08e140c5e7990ee884a9764024e4a9a27b2cc11f1099322ae0 \
+    --hash=sha256:6c7b17ca686988104d7426c27895b455cdeea3e9d3ceb1270f0c3704fead8c33
     # via feast (pyproject.toml)
-pyopenssl==26.1.0 \
-    --hash=sha256:115563879b2c8ccb207975705d3e491434d8c9d7c79667c902ecbf5f3bbd2ece \
-    --hash=sha256:737f0a2275c5bc54f3b02137687e1a765931fb3949b9a92a825e4d33b9eec08b
+pyopenssl==26.3.0 \
+    --hash=sha256:46367f8f66b92271e6d218da9c87607e1ef5a0bc5c8dea5bb3db82f395c385a3 \
+    --hash=sha256:589de7fae1c9ea670d18422ed00fc04da787bbde8e1454aea872aa57b49ad341
     # via snowflake-connector-python
-pyproject-metadata==0.11.0 \
-    --hash=sha256:85bbecca8694e2c00f63b492c96921d6c228454057c88e7c352b2077fcaa4096 \
-    --hash=sha256:c72fa49418bb7c5a10f25e050c418009898d1c051721d19f98a6fb6da59a66cf
+pyproject-metadata==0.12.1 \
+    --hash=sha256:8809a4df6fe08279b39a8890669506ed3158e0617855ac9aff098fcbe772ae4c \
+    --hash=sha256:f7162d580a96386a8eb096da06215f981f547d1490f03055ef99e323bc2da427
     # via meson-python
 python-dateutil==2.9.0.post0 \
     --hash=sha256:37dd54208da7e1cd875388217d5e00ebd4179249f90fb72437e91a35459a0ad3 \
@@ -2468,13 +2596,13 @@ python-dotenv==1.2.2 \
     #   pydantic-settings
     #   pymilvus
     #   uvicorn
-python-multipart==0.0.27 \
-    --hash=sha256:6fccfad17a27334bd0193681b369f476eda3409f17381a2d65aa7df3f7275645 \
-    --hash=sha256:9870a6a8c5a20a5bf4f07c017bd1489006ff8836cff097b6933355ee2b49b602
+python-multipart==0.0.32 \
+    --hash=sha256:be54b7f3fa167bb83e4fcd936b887b708f4e57fe75911c02aebf53efaf8d938e \
+    --hash=sha256:ff6d3f776f16878c894e52e107296ffc890e913c611b1a4ec6c44e2821fe2e23
     # via mcp
-pytz==2026.1.post1 \
-    --hash=sha256:3378dde6a0c3d26719182142c56e60c7f9af7e968076f31aae569d72a0358ee1 \
-    --hash=sha256:f2fd16142fda348286a75e1a524be810bb05d444e5a081f37f7affc635035f7a
+pytz==2026.3.post1 \
+    --hash=sha256:2211d3fcf9a797d3405cac96ac7f61d80e6a644f72a3309607282fe8a2010c5d \
+    --hash=sha256:dd95840dd199baea12d9cc096a1d452caa6596a1c1e4b5f3dbd1541855d5e815
     # via
     #   pandas
     #   snowflake-connector-python
@@ -2557,9 +2685,9 @@ pyyaml==6.0.3 \
     #   dask
     #   kubernetes
     #   uvicorn
-redis==7.4.0 \
-    --hash=sha256:64a6ea7bf567ad43c964d2c30d82853f8df927c5c9017766c55a1d1ed95d18ad \
-    --hash=sha256:a9c74a5c893a5ef8455a5adb793a31bb70feb821c86eccb62eebef5a19c429ec
+redis==7.4.1 \
+    --hash=sha256:1a1df5067062cf7cbe677994e391f8ee0840f499d370f1a71266e0dd3aa9308e \
+    --hash=sha256:1fa4647af1c5e93a2c685aa248ee44cce092691146d41390518dabe9a99839b0
     # via feast (pyproject.toml)
 referencing==0.37.0 \
     --hash=sha256:381329a9f99628c9069361716891d34ad94af76e461dcb0335825aecc7692231 \
@@ -2567,9 +2695,9 @@ referencing==0.37.0 \
     # via
     #   jsonschema
     #   jsonschema-specifications
-requests==2.33.1 \
-    --hash=sha256:18817f8c57c6263968bc123d237e3b8b08ac046f5456bd1e307ee8f4250d3517 \
-    --hash=sha256:4e6d1ef462f3626a1f0a0a9c42dd93c63bad33f9f1c1937509b8c5c8718ab56a
+requests==2.34.2 \
+    --hash=sha256:2a0d60c172f83ac6ab31e4554906c0f3b3588d37b5cb939b1c061f4907e278e0 \
+    --hash=sha256:f288924cae4e29463698d6d60bc6a4da69c89185ad1e0bcc4104f584e960b9ed
     # via
     #   feast (pyproject.toml)
     #   fastapi-mcp
@@ -2577,6 +2705,7 @@ requests==2.33.1 \
     #   google-cloud-bigquery
     #   google-cloud-storage
     #   kubernetes
+    #   pymilvus
     #   requests-oauthlib
     #   snowflake-connector-python
     #   sphinx
@@ -2712,13 +2841,13 @@ rpds-py==0.30.0 \
     # via
     #   jsonschema
     #   referencing
-s3transfer==0.13.1 \
-    --hash=sha256:a981aa7429be23fe6dfc13e80e4020057cbab622b08c0315288758d67cabc724 \
-    --hash=sha256:c3fdba22ba1bd367922f27ec8032d6a1cf5f10c934fb5d68cf60fd5a23d936cf
+s3transfer==0.19.2 \
+    --hash=sha256:ba0309fd86be3c27dbf78cdd813c13c5e1df16e5874b99d2535ebbdfb9892993 \
+    --hash=sha256:d8168eccca828cbb2cd573675333f3bddd254313a9c42494b84c76b539e8ba25
     # via boto3
-scikit-build-core==0.12.2 \
-    --hash=sha256:562e0bbc9de1a354c87825ccf732080268d6582a0200f648e8c4a2dcb1e3736d \
-    --hash=sha256:6ea4730da400f9a998ec3287bd3ebc1d751fe45ad0a93451bead8618adbc02b1
+scikit-build-core==1.0.3 \
+    --hash=sha256:a4d7a05978ee37975c37743510c8991e2debce7ef83afb0a07c0c576fd4f16e8 \
+    --hash=sha256:ae95427b7d3c14a6cf8bbfd4d901f6138ab64c99e20cbe8ea7d75cd26093f085
     # via feast (pyproject.toml)
 setuptools==80.10.2 \
     --hash=sha256:8b0e9d10c784bf7d262c4e5ec5d4ec94127ce206e8738f29a437945fbc219b70 \
@@ -2727,11 +2856,10 @@ setuptools==80.10.2 \
     #   feast (pyproject.toml)
     #   pandas-gbq
     #   pydata-google-auth
-    #   pymilvus
     #   setuptools-scm
-setuptools-scm==10.0.5 \
-    --hash=sha256:bbba8fe754516cdefd017f4456721775e6ef9662bd7887fb52ae26813d4838c3 \
-    --hash=sha256:f611037d8aae618221503b8fa89319f073438252ae3420e01c9ceec249131a0a
+setuptools-scm==10.2.1 \
+    --hash=sha256:4fa7dd82cf8c800df59c9a288c90299b1657ff1ecfc3f5cc00287c5dbf5e27a9 \
+    --hash=sha256:b7c82f4102d389ee57dc66ccdb4f9b4bca3c40ba83b43f1f63d68ccd72db2580
     # via hatch-vcs
 shellingham==1.5.4 \
     --hash=sha256:7ecfff8f2fd72616f7481040475a65b2bf8af90a56c89140852d1120324e8686 \
@@ -2743,36 +2871,37 @@ six==1.17.0 \
     # via
     #   kubernetes
     #   python-dateutil
-snowballstemmer==3.0.1 \
-    --hash=sha256:6cd7b3897da8d6c9ffb968a6781fa6532dce9c3618a4b127d920dab764a19064 \
-    --hash=sha256:6d5eeeec8e9f84d4d56b847692bacf79bc2c8e90c7f80ca4444ff8b6f2e52895
+snowballstemmer==3.1.1 \
+    --hash=sha256:7e207fa178741da09cdee59d3ecec3827ad5f92b1fc5c9ff3755b639f71f5752 \
+    --hash=sha256:e07bbc54a0d798fe6010a12398422e62a8bfbba95c394fd0956ef58cb4d3e260
     # via sphinx
-snowflake-connector-python[pandas]==4.4.0 \
-    --hash=sha256:16fdca775f7ca5ce4a973c07c434f5ab72bef5284e81a5e4ae2fb4d54d28965c \
-    --hash=sha256:19d0c1ed033abae715a71b74c53010b180a5247c6924f851e4f7d0b0d58066c4 \
-    --hash=sha256:2a6f6a514a10c3bb2d4554132f0b639f43d7e9fbb73fa1fae1c8a75333102686 \
-    --hash=sha256:307f41326c702f6976746d2001dacf35adaf567f3f12afb3a5778fbb063c7241 \
-    --hash=sha256:43e1a2f3ac51d24406d4eb0c23a8ceb9d6f5cb4854c941e5e1375d8c481e2844 \
-    --hash=sha256:52efe2d6543a09807283748dd50a36ec01d52b4f342868132f8f9856b9c95a42 \
-    --hash=sha256:56ff04dd9e17edc82128f412aa3776687dc94088f3d6b9144971e169952623cb \
-    --hash=sha256:648f49029d699591af0f253e81c5bf60efc4411c7b0149ef074a59a038210a3b \
-    --hash=sha256:693a1bef97509f09b7e6f42ea6f743d27819413c04fb3dc543b060d029871c56 \
-    --hash=sha256:70d4051e2d9c87258b02672e17e21f5873e0cb49ff9705f6194ccfa25ac0d5fd \
-    --hash=sha256:7c2984663a733d06c979aa6c8c1d7691621ec0d3521ef345d57c869ff2f1c4b2 \
-    --hash=sha256:8304b4818d3e9de552dcfbdd0bca61bae1583e1c9794e242e58fe44bce701604 \
-    --hash=sha256:85a01338d282423611f357cd5392dca2219bbda9a66b44761b11d6ae8ebf1e50 \
-    --hash=sha256:96fdca994c4d9f7780e82fc7b4bd3398d856b43de3bae57d44e242ff435a2431 \
-    --hash=sha256:9b1a28f843c1c0b582db7854789525d0c8aac4ea5c56e31113684e38220d0af9 \
-    --hash=sha256:9fa43d330389df27024757c4f97dabddafbedc74b8bcc189b6a86e8b4d036014 \
-    --hash=sha256:a088f108da4653ad1396ddb63a1c757ad614d0862c38f6f69cc77344bdcfeccb \
-    --hash=sha256:b9f0ac0c00075321e1720d3876e936ee0256f54832e7463c5193a8dfa54913d5 \
-    --hash=sha256:c828248214a49f77b903e05acf887d3ccb9d958b5a979f2ed3663bba1bd0f2b3 \
-    --hash=sha256:d6fd334e4d8df7fcb30e6746e5ade845e82de2942268862aa8bce974ae2b86a2 \
-    --hash=sha256:d8ac1659c8e588b9502f8d3d03c1ded2f274de0da9c09e62fe007cba5b46d6a5 \
-    --hash=sha256:e8e7ce0e8b33aec8b1fc6741eb51dbeb54e2c3a6d282a0d459c355a85f089b08 \
-    --hash=sha256:ea6e4083ebea0a814b46f029d64a2fb0ba6e7732952cd8af4406041708ce0e21 \
-    --hash=sha256:f5d0e90e68a899c13fda5ca842ff77b5759b1674adf2c72702d3c2b53ca9d27b \
-    --hash=sha256:fb628d5ea1999e23bfbaabce4125eb44d56605ca5634b8b1d6092ab22d555598
+snowflake-connector-python[pandas]==4.7.1 \
+    --hash=sha256:051e49157d955e5ba76577345169dd1869288ecef903dab17ec6180e1009b117 \
+    --hash=sha256:052fd457fa79616d074f5b8f2e106f9f2ca36645526e4d0abddf7e3685d1bdb7 \
+    --hash=sha256:0e23a5aaa1e9eaa9ba88b8867247d55c24e40f3be6367e3aa4f8633b37f56317 \
+    --hash=sha256:167ba97d5b615b507fc8234266c8736ea97f91b7324db7a305a28ec3505c0edf \
+    --hash=sha256:171ef3515c44e804dd86ab2b288179037fec40b3f45e1aa28fba095b764f9a6a \
+    --hash=sha256:1ed85264edb186a39e641f1b744a1a1973e10d9d15a96a46a1e78ac67442c7b6 \
+    --hash=sha256:22afd6de9fec8ef2cc23b231af9fc0f352351cd53da0cc11c2495272eff04ccf \
+    --hash=sha256:2b3e53626c600b59c181ce18e2b253487fb7e2b0d30ac0d3cfbd3ddffd13743b \
+    --hash=sha256:4b79e818d83306babff9d0803e697a008e8ada961deff55e3c5da0a9c3505d9a \
+    --hash=sha256:4f2c6f40544739b43f2da262dd67a32d4ac7ca2b09cc6b7181f02b24c60d5754 \
+    --hash=sha256:5011a5eb55dd80fed4198081743f75a8a56412b4623cb9cf61ce2813f600cbd9 \
+    --hash=sha256:571eeeb5f3b034671c125186ecb02a2e54ebee1fad1b3af7f091773dc11f693d \
+    --hash=sha256:5b7b27df86fc13afccabdb525973c0e9a730f8c25f07a4a55f95bc2ad88f8d35 \
+    --hash=sha256:7703f33059daa6e30d824e5d88bd525a7feccd38412b888c6e35cf0847cc34b0 \
+    --hash=sha256:7c67e735d38403109f6bc1a17022a4c950966e1c989f5e2376b9c28c5ece0fb5 \
+    --hash=sha256:81a8f1ae86222e7b8561f41f688462687a435f5afc8aa34ae42f69c0c0f16a57 \
+    --hash=sha256:8a5e2bd3701176521577eea8c5b384178b404bbcd73d634f86b888929c15fb8a \
+    --hash=sha256:92b935a4f73651ea1306b8c3c58003e0e5a72fa3a86453087161296168c31ed3 \
+    --hash=sha256:b03ef22742fee88d387f2ec3969dfb032417a2119bd366414b2c5ac9acb38a45 \
+    --hash=sha256:d5821dc73d305b0804aa415a4fafee018e611cc8cf339de36a5c8c44fb57beaa \
+    --hash=sha256:e582f6ac2c5fa53170ae28303d361ea6cc64e695ba528f1b6ec8529476324327 \
+    --hash=sha256:f2482d1b059fcaa45b7edf8ea97b0f35179ab781fb1ce4716809d83d9f5f4d4c \
+    --hash=sha256:f4e3b1222bc53b56ba4aa88224afe1ad894ee6f7389b2c0105b829d13d559aa7 \
+    --hash=sha256:f5a066d2c1db940740c49bafe1c8983395bc574bc31465263898c9bd050c5c52 \
+    --hash=sha256:fad8e1fb0c49eb1d93dad785ce738dac17473c6826f8cd36ee8d6f9675bceae1 \
+    --hash=sha256:ff5bb51c1c21cbbb5c90b9785cc3df9d649c64db26553668b1a1ea8a461a0d5b
     # via feast (pyproject.toml)
 sortedcontainers==2.4.0 \
     --hash=sha256:25caa5a06cc30b6b83d11423433f65d1f9d76c4c6a0c90e3379eaa43b9bfdb88 \
@@ -2806,83 +2935,79 @@ sphinxcontrib-serializinghtml==2.0.0 \
     --hash=sha256:6e2cb0eef194e10c27ec0023bfeb25badbbb5868244cf5bc5bdc04e4464bf331 \
     --hash=sha256:e9d912827f872c029017a53f0ef2180b327c3f7fd23c87229f7a8e8b70031d4d
     # via sphinx
-sqlalchemy[mypy]==2.0.49 \
-    --hash=sha256:01146546d84185f12721a1d2ce0c6673451a7894d1460b592d378ca4871a0c72 \
-    --hash=sha256:059d7151fff513c53a4638da8778be7fce81a0c4854c7348ebd0c4078ddf28fe \
-    --hash=sha256:0c98c59075b890df8abfcc6ad632879540f5791c68baebacb4f833713b510e75 \
-    --hash=sha256:0f2fa354ba106eafff2c14b0cc51f22801d1e8b2e4149342023bd6f0955de5f5 \
-    --hash=sha256:12b04d1db2663b421fe072d638a138460a51d5a862403295671c4f3987fb9148 \
-    --hash=sha256:22d8798819f86720bc646ab015baff5ea4c971d68121cb36e2ebc2ee43ead2b7 \
-    --hash=sha256:233088b4b99ebcbc5258c755a097aa52fbf90727a03a5a80781c4b9c54347a2e \
-    --hash=sha256:24bd94bb301ec672d8f0623eba9226cc90d775d25a0c92b5f8e4965d7f3a1518 \
-    --hash=sha256:275424295f4256fd301744b8f335cff367825d270f155d522b30c7bf49903ee7 \
-    --hash=sha256:32fe6a41ad97302db2931f05bb91abbcc65b5ce4c675cd44b972428dd2947700 \
-    --hash=sha256:334edbcff10514ad1d66e3a70b339c0a29886394892490119dbb669627b17717 \
-    --hash=sha256:3bb9ec6436a820a4c006aad1ac351f12de2f2dbdaad171692ee457a02429b672 \
-    --hash=sha256:3ddcb27fb39171de36e207600116ac9dfd4ae46f86c82a9bf3934043e80ebb88 \
-    --hash=sha256:42e8804962f9e6f4be2cbaedc0c3718f08f60a16910fa3d86da5a1e3b1bfe60f \
-    --hash=sha256:43d044780732d9e0381ac8d5316f95d7f02ef04d6e4ef6dc82379f09795d993f \
-    --hash=sha256:46796877b47034b559a593d7e4b549aba151dae73f9e78212a3478161c12ab08 \
-    --hash=sha256:46d51518d53edfbe0563662c96954dc8fcace9832332b914375f45a99b77cc9a \
-    --hash=sha256:47604cb2159f8bbd5a1ab48a714557156320f20871ee64d550d8bf2683d980d3 \
-    --hash=sha256:4bbccb45260e4ff1b7db0be80a9025bb1e6698bdb808b83fff0000f7a90b2c0b \
-    --hash=sha256:4d4e5a0ceba319942fa6b585cf82539288a61e314ef006c1209f734551ab9536 \
-    --hash=sha256:55250fe61d6ebfd6934a272ee16ef1244e0f16b7af6cd18ab5b1fc9f08631db0 \
-    --hash=sha256:566df36fd0e901625523a5a1835032f1ebdd7f7886c54584143fa6c668b4df3b \
-    --hash=sha256:57ca426a48eb2c682dae8204cd89ea8ab7031e2675120a47924fabc7caacbc2a \
-    --hash=sha256:5e61abbec255be7b122aa461021daa7c3f310f3e743411a67079f9b3cc91ece3 \
-    --hash=sha256:618a308215b6cececb6240b9abde545e3acdabac7ae3e1d4e666896bf5ba44b4 \
-    --hash=sha256:62557958002b69699bdb7f5137c6714ca1133f045f97b3903964f47db97ea339 \
-    --hash=sha256:6270d717b11c5476b0cbb21eedc8d4dbb7d1a956fd6c15a23e96f197a6193158 \
-    --hash=sha256:685e93e9c8f399b0c96a624799820176312f5ceef958c0f88215af4013d29066 \
-    --hash=sha256:69469ce8ce7a8df4d37620e3163b71238719e1e2e5048d114a1b6ce0fbf8c662 \
-    --hash=sha256:6eb188b84269f357669b62cb576b5b918de10fb7c728a005fa0ebb0b758adce1 \
-    --hash=sha256:74ab4ee7794d7ed1b0c37e7333640e0f0a626fc7b398c07a7aef52f484fddde3 \
-    --hash=sha256:77641d299179c37b89cf2343ca9972c88bb6eef0d5fc504a2f86afd15cd5adf5 \
-    --hash=sha256:7c821c47ecfe05cc32140dcf8dc6fd5d21971c86dbd56eabfe5ba07a64910c01 \
-    --hash=sha256:7d6be30b2a75362325176c036d7fb8d19e8846c77e87683ffaa8177b35135613 \
-    --hash=sha256:7f605a456948c35260e7b2a39f8952a26f077fd25653c37740ed186b90aaa68a \
-    --hash=sha256:83101a6930332b87653886c01d1ee7e294b1fe46a07dd9a2d2b4f91bcc88eec0 \
-    --hash=sha256:88690f4e1f0fbf5339bedbb127e240fec1fd3070e9934c0b7bef83432f779d2f \
-    --hash=sha256:8a97ac839c2c6672c4865e48f3cbad7152cee85f4233fb4ca6291d775b9b954a \
-    --hash=sha256:8d6efc136f44a7e8bc8088507eaabbb8c2b55b3dbb63fe102c690da0ddebe55e \
-    --hash=sha256:8e20e511dc15265fb433571391ba313e10dd8ea7e509d51686a51313b4ac01a2 \
-    --hash=sha256:951d4a210744813be63019f3df343bf233b7432aadf0db54c75802247330d3af \
-    --hash=sha256:9ac7a3e245fd0310fd31495eb61af772e637bdf7d88ee81e7f10a3f271bff014 \
-    --hash=sha256:9b1c058c171b739e7c330760044803099c7fff11511e3ab3573e5327116a9c33 \
-    --hash=sha256:9c04bff9a5335eb95c6ecf1c117576a0aa560def274876fd156cfe5510fccc61 \
-    --hash=sha256:9c4969a86e41454f2858256c39bdfb966a20961e9b58bf8749b65abf447e9a8d \
-    --hash=sha256:9e0400fa22f79acc334d9a6b185dc00a44a8e6578aa7e12d0ddcd8434152b187 \
-    --hash=sha256:a05977bffe9bffd2229f477fa75eabe3192b1b05f408961d1bebff8d1cd4d401 \
-    --hash=sha256:a143af2ea6672f2af3f44ed8f9cd020e9cc34c56f0e8db12019d5d9ecf41cb3b \
-    --hash=sha256:a51d3db74ba489266ef55c7a4534eb0b8db9a326553df481c11e5d7660c8364d \
-    --hash=sha256:b95b2f470c1b2683febd2e7eab1d3f0e078c91dbdd0b00e9c645d07a413bb99f \
-    --hash=sha256:b9870d15ef00e4d0559ae10ee5bc71b654d1f20076dbe8bc7ed19b4c0625ceba \
-    --hash=sha256:c1dc3368794d522f43914e03312202523cc89692f5389c32bea0233924f8d977 \
-    --hash=sha256:c338ec6ec01c0bc8e735c58b9f5d51e75bacb6ff23296658826d7cfdfdb8678a \
-    --hash=sha256:c5070135e1b7409c4161133aa525419b0062088ed77c92b1da95366ec5cbebbe \
-    --hash=sha256:cc992c6ed024c8c3c592c5fc9846a03dd68a425674900c70122c77ea16c5fb0b \
-    --hash=sha256:d15950a57a210e36dd4cec1aac22787e2a4d57ba9318233e2ef8b2daf9ff2d5f \
-    --hash=sha256:d898cc2c76c135ef65517f4ddd7a3512fb41f23087b0650efb3418b8389a3cd1 \
-    --hash=sha256:d99945830a6f3e9638d89a28ed130b1eb24c91255e4f24366fbe699b983f29e4 \
-    --hash=sha256:da9b91bca419dc9b9267ffadde24eae9b1a6bffcd09d0a207e5e3af99a03ce0d \
-    --hash=sha256:df2d441bacf97022e81ad047e1597552eb3f83ca8a8f1a1fdd43cd7fe3898120 \
-    --hash=sha256:e06e617e3d4fd9e51d385dfe45b077a41e9d1b033a7702551e3278ac597dc750 \
-    --hash=sha256:ec44cfa7ef1a728e88ad41674de50f6db8cfdb3e2af84af86e0041aaf02d43d0 \
-    --hash=sha256:fb37f15714ec2652d574f021d479e78cd4eb9d04396dca36568fdfffb3487982
+sqlalchemy[mypy]==2.0.51 \
+    --hash=sha256:0378d055e9e8cd6ce4d8dff683bdd3d7d413533c4ee51d67a2b1e0f9eacc0f23 \
+    --hash=sha256:0592bdadf86ddcabfd72d9ab66ea8a5d8d2cc6be1cc51fa7e66c03868ac5eac1 \
+    --hash=sha256:08a204d8b5638717c26a24df18fcf40af45a6b22e35b70b1d62f0113c2e278e8 \
+    --hash=sha256:0c2c62877097e1a0db401fba5cb4debee33265e5b2a55c4ccb489c02c53b4f72 \
+    --hash=sha256:0e8203d2fbd5c6254692ef0a72c740d75b2f3c7ca345404f4c1a4604813c77c0 \
+    --hash=sha256:0f053118c30e53161857a953e4de667d90e274980dccbe5dd3829bbbeece72a5 \
+    --hash=sha256:0f6bcad487aee1c638d707235682fc96f741de00663619881ab235400d03289e \
+    --hash=sha256:111604e637da87031255ddc26c7d7bc22bc6af6f5d459ccff3af1b4660233a85 \
+    --hash=sha256:1181256e0f16479691b5616d36375dc2620ad8332b25978763c3d206ad3f3f1d \
+    --hash=sha256:159bb6ba32059f57ad7375a8f50d844dd2f19d14954ecf820cd33e20debd46b2 \
+    --hash=sha256:1aa10c0daee6705294d181daadaa793221e1a59ed55000a3fab1d42b088ce4ba \
+    --hash=sha256:1af05726b3d0cdba1c55284bf408fd3b792e690fe2399bfb8304565551cda652 \
+    --hash=sha256:1bed1ee8b01da6088210aa9412023326fb98a599ba502e6118308601dcbef77f \
+    --hash=sha256:1d21ce524ab86c23046e992a5b81cb54c21079c6df6e78b8fc77d77cac70a6b9 \
+    --hash=sha256:1e47b1199c2e832e325eacabc8d32d2487f58c9358f97e9a00f5eb93c5680d84 \
+    --hash=sha256:247acaa29ccef6250dfd6a3eedf8f94ddf23564180a39fe362e32ae9dbdbde46 \
+    --hash=sha256:2a97eaad21c84b4ef8010b11eeba9fe6153eb0b3df3ff8b6abc309df1b978ef7 \
+    --hash=sha256:2cf39aabdf48e87c1c2c2ed6d20d33ffa0733b3071ce9c5f66357947dd009080 \
+    --hash=sha256:2e54ff2dd657f2e3e0fbf2b097db1182f7bfea263eca4353f00065bae2a67c3d \
+    --hash=sha256:39a76529db6305693d8d4affa58ad5b5e2e18edd62daea628b29b97930b3513d \
+    --hash=sha256:4004ada0aafe8ae1991b2cd1d99c6d9146126e123bd6f883c260d974aa012e54 \
+    --hash=sha256:436728ce18a80f6951a1e11cc6112c2ede9faf20766f1a26195a7c441ca12dbd \
+    --hash=sha256:483b11bd46bf35fc14c52faf338b04300c9e6ce554bce9b11be85bfec3bc3195 \
+    --hash=sha256:4a011ea4510683319ce4ed274b56ee05194b39b6da9d09ca7a39388f0fa84dcc \
+    --hash=sha256:581921d849d6e6f994d560389192955e80e2950e18fcdfe2ccea863e01158e6e \
+    --hash=sha256:59cab3686b1bc039dd9cded2f8d0c08a246e84e76bd4ab5b4f18c7cdae293825 \
+    --hash=sha256:6b588fd681ddf0c196b8df1ea49a8913514894b2b8f945a9511b4b48871f99c8 \
+    --hash=sha256:6e46fc36029eff666391e0531e5387b62ce6c4f1d8e50b3fb3099eaca1b42522 \
+    --hash=sha256:6ea306caaae6bd5afd0a46050003c88f6bf33227377a49298c498c3cb88ff491 \
+    --hash=sha256:72ca54c952107ba5cd58854b67a5a6268631289d21651a1235396f3b98b47400 \
+    --hash=sha256:740cf6f35351b1ac3d82369152acf1d51d37e3dcf85d4dc0a22ca01410eabe2a \
+    --hash=sha256:7c2056838b6685b72fdb36c99996cf862753461a62f2e84f4196371d3b2d6a07 \
+    --hash=sha256:7c6b36ed71f41942bdcd2ad2522be46bfce09d5705be5640ecf19bbc7660e4b7 \
+    --hash=sha256:7d78702b26ba1c18b2d0fb2ea940ba7f17a9581b42e8361ff93920ebbee1235a \
+    --hash=sha256:804dccd8a4a6242c4e30ad961e540e18a588f6527202f2d6791b01845d59fdc9 \
+    --hash=sha256:9161cfc9efce70d1715f47d6ff40f79c6778c00d53be4fbc09d70301e4b83ba7 \
+    --hash=sha256:96747bfbadb055466e5b46d572618170046b45ce5a4879167f50d70a5319a499 \
+    --hash=sha256:9f380393be5abeb6815f68fd39271b95127173511b6706b0a630a9995d53f8f5 \
+    --hash=sha256:a42ad6afcbaaa777241e347aa2e29155993045a0d6b7db74da61053ffe875fe0 \
+    --hash=sha256:a5b2ed6d828f1f09bd812861f4f59ca3bc3803f9df871f4555187f0faf018604 \
+    --hash=sha256:a6d26094615306d116dd5e4a51b0304c99dd2356fc569eed6922a80a6bd3b265 \
+    --hash=sha256:aa18ae738b5170e253ad0bb6c4b0f07585081e8a6e50893e4d911d47b39a0904 \
+    --hash=sha256:ad30ae663711786303fbcd46a47516302d201ee49a877cb3fac61f672895110a \
+    --hash=sha256:b21f0e7efc7a5c509e953784e9d1575ebb8b4318960e7e7d7a93bb803626cf64 \
+    --hash=sha256:b3e693d15533a45cd5906f0589f9c35090bef6ef45bf1e8195c424aa0ae06a8d \
+    --hash=sha256:b7f08588854bbb724041d9ae9d980d40040c922382e1d9a2ecb390edc4fd5032 \
+    --hash=sha256:b93ab07b5292dbe7e6b8da89475275e7042744283921344b56105f3eeb0f828b \
+    --hash=sha256:bb024d8b621d0be75f4f44ecc7c950450026e76d66dc8f791bb5331d7fed59d5 \
+    --hash=sha256:bb1f5062f98b0b3290e72b707747fdd7e0f22d6956b236ba7ca7f5c9971d2da2 \
+    --hash=sha256:c45a496d6bc05dec41dcd4c3a2b183723f47473255c159cd80b503c8f246424d \
+    --hash=sha256:c5d98a2709840027f5a347c3af0a7c3d5f6c1ff93af2ca1c54494e23cba8f389 \
+    --hash=sha256:c68568f3facf8f66fa76c60e0ced69b67666ffa9941d1d0a3756fda196049080 \
+    --hash=sha256:c95ef01f53233a305a874a44a63fbfb1d81cd79b49de0f8529b3548cde437e37 \
+    --hash=sha256:ca216e8af5c05e326efc7e28716ac2381a7cf9791749f5ee1849dccdc99c9b00 \
+    --hash=sha256:ca8435d13829b92f4a97362d91975154a4015db3a2634154e1754e9a915e6b86 \
+    --hash=sha256:dc261707bf5739aea8a541593f3cc1d463c2701fb05fbcbba0ce031b69a21260 \
+    --hash=sha256:e5ea1a213be1fcd5e49d9904c3b9939211ded90bc2a64e93f4c01963474285de \
+    --hash=sha256:fa268106c8987639a17a18514cfe0cd9bf17420ab887e1e1bf486da8836135b1
     # via feast (pyproject.toml)
-sqlglot==30.6.0 \
-    --hash=sha256:246d34d39927422a50a3fa155f37b2f6346fba85f1a755b13c941eb32ef93361 \
-    --hash=sha256:e005fc2f47994f90d7d8df341f1cbe937518497b0b7b1507d4c03c4c9dfd2778
+sqlglot==30.14.0 \
+    --hash=sha256:df2ef5d2b8ca814313781f4ff35bf63e58f821ef517eeddbd523c19a61fa9bb9 \
+    --hash=sha256:fc768e24889d63a5e1237dea7ad305e5ffb4356a98b0bed828f89591ebcd3636
     # via ibis-framework
-sse-starlette==3.4.1 \
-    --hash=sha256:6b43cf21f1d574d582a6e1b0cfbde1c94dc86a32a701a7168c99c4475c6bd1d0 \
-    --hash=sha256:f780bebcf6c8997fe514e3bd8e8c648d8284976b391c8bed0bcb1f611632b555
+sse-starlette==3.4.6 \
+    --hash=sha256:56217ab4c9a9f9c5db7b21e08732d3e7c2b807f45231ad23de0551a24c4a41f6 \
+    --hash=sha256:725f8a1bd6d26ae1b2c9610c0ef5065dfdd496f3988d28adcf8c4b49dc25c627
     # via mcp
-starlette==1.0.0 \
-    --hash=sha256:6a4beaf1f81bb472fd19ea9b918b50dc3a77a6f2e190a12954b25e6ed5eea149 \
-    --hash=sha256:d3ec55e0bb321692d275455ddfd3df75fff145d009685eb40dc91fc66b03d38b
+starlette==1.3.1 \
+    --hash=sha256:05d0213193f2fbaae60e2ecb593b4add4262ad4e46536b54abe36f11a71724e0 \
+    --hash=sha256:c7372aae11c3c3f26a42df7bd626cec2f47d03483d261d369516a615a53714c6
     # via
+    #   feast (pyproject.toml)
     #   fastapi
     #   mcp
     #   sse-starlette
@@ -2951,14 +3076,15 @@ tomli==2.4.1 \
     #   hatch-fancy-pypi-readme
     #   hatchling
     #   meson-python
+    #   milvus-lite
     #   mypy
     #   scikit-build-core
     #   setuptools-scm
     #   sphinx
     #   vcs-versioning
-tomlkit==0.14.0 \
-    --hash=sha256:592064ed85b40fa213469f81ac584f67a4f2992509a7c3ea2d632208623a3680 \
-    --hash=sha256:cf00efca415dbd57575befb1f6634c4f42d2d87dbba376128adb42c121b87064
+tomlkit==0.15.1 \
+    --hash=sha256:177a05aece5a8ca5266fd3c448abb47b8d352f09d477d3ca8332db4d89b24304 \
+    --hash=sha256:e25bbf38843005246210a12982776f27f99cb9be67160e14434d0c0d21ee1e97
     # via snowflake-connector-python
 toolz==1.1.0 \
     --hash=sha256:15ccc861ac51c53696de0a5d6d4607f99c210739caf987b5d2054f3efed429d8 \
@@ -2967,45 +3093,55 @@ toolz==1.1.0 \
     #   dask
     #   ibis-framework
     #   partd
-tqdm==4.67.3 \
-    --hash=sha256:7d825f03f89244ef73f1d4ce193cb1774a8179fd96f31d7e1dcde62092b960bb \
-    --hash=sha256:ee1e4c0e59148062281c49d80b25b67771a127c85fc9676d3be5f243206826bf
-    # via
-    #   feast (pyproject.toml)
-    #   milvus-lite
-trove-classifiers==2026.4.28.13 \
-    --hash=sha256:8f4b1eb4e16296b57d612965444f87a83861cc989a0451ac97fe4265ddef03b8 \
-    --hash=sha256:c85bb8a53c3de7330d1699b844ed9fb809a602a09ac15dc79ad6d1a509be0676
+tqdm==4.70.0 \
+    --hash=sha256:55b0b0dbd97462d06ebee91e4dac24ed4d4702be82b24f07e6c1d27e08cea220 \
+    --hash=sha256:7f585706bfddbdebf89daac705b2dfcc16890130727d3197ca62c732b4310953
+    # via feast (pyproject.toml)
+trove-classifiers==2026.6.1.19 \
+    --hash=sha256:ab4c4ec93cc4a4e7815fa759906e05e6bb3f2fbd92ea0f897288c6a43efd15b3 \
+    --hash=sha256:c5132b4b61a829d11cfbd2d72e97f20a45ed6edb95e45c5efdeb5e00836b2745
     # via hatchling
-typeguard==4.5.1 \
-    --hash=sha256:44d2bf329d49a244110a090b55f5f91aa82d9a9834ebfd30bcc73651e4a8cc40 \
-    --hash=sha256:f6f8ecbbc819c9bc749983cc67c02391e16a9b43b8b27f15dc70ed7c4a007274
+truststore==0.10.4 \
+    --hash=sha256:9d91bd436463ad5e4ee4aba766628dd6cd7010cf3e2461756b3303710eebc301 \
+    --hash=sha256:adaeaecf1cbb5f4de3b1959b42d41f6fab57b2b1666adb59e89cb0b53361d981
+    # via
+    #   httpcore2
+    #   httpx2
+typeguard==4.6.0 \
+    --hash=sha256:79878165bb86f2cf5d41d159a0ff1792a796cf496882d2fe1b1c6c7049b9cdd7 \
+    --hash=sha256:e7414f09111317de3e335de92cd397c5c0ca00b1cc1676de12e1d444a79b3f21
     # via feast (pyproject.toml)
-typer==0.25.1 \
-    --hash=sha256:75caa44ed46a03fb2dab8808753ffacdbfea88495e74c85a28c5eefcf5f39c89 \
-    --hash=sha256:9616eb8853a09ffeabab1698952f33c6f29ffdbceb4eaeecf571880e8d7664cc
+typer==0.27.0 \
+    --hash=sha256:629bd12ea5d13a17148125d9a264f949eb171fb3f120f9b04d85873cab054fa5 \
+    --hash=sha256:6f4b27631e47f077871b7dc30e933ec0131c1390fbe0e387ea5574b5bac9ccf1
     # via fastapi-mcp
 types-psutil==7.0.0.20250218 \
     --hash=sha256:1447a30c282aafefcf8941ece854e1100eee7b0296a9d9be9977292f0269b121 \
     --hash=sha256:1e642cdafe837b240295b23b1cbd4691d80b08a07d29932143cbbae30eb0db9c
     # via feast (pyproject.toml)
-types-pymysql==1.1.0.20260408 \
-    --hash=sha256:b784dc37908479e3767e2d794ab507b3674adb1c686ca3d13fc9e2960dbcb9ec \
-    --hash=sha256:da630647eaaa7a926a3907794f4067f269cd245b2c202c74aa3c6a3bd660a9db
+types-pymysql==1.2.0.20260724 \
+    --hash=sha256:71327a3fea0f680a280445f1b475c2307f68de05c2d3302a79df56af93c574cd \
+    --hash=sha256:8493cf87e8df0a7b4e8c84305bc0aae69d3a8af9c6da7bfbb9a4c5c3f97d4a82
     # via feast (pyproject.toml)
-typing-extensions==4.15.0 \
-    --hash=sha256:0cea48d173cc12fa28ecabc3b837ea3cf6f38c6d1136f85cbaaf598984861466 \
-    --hash=sha256:f0fa19c6845758ab08074a0cfa8b7aecb71c999ca73d62883bc25cc018c4e548
+typing-extensions==4.16.0 \
+    --hash=sha256:481caa481374e813c1b176ada14e97f1f67a4539ce9cfeb3f350d78d6370c2e8 \
+    --hash=sha256:dc983d19a509c94dba722ee6abd33940f7c05a89e243c47e907eb4db6f1a43e5
     # via
+    #   aiobotocore
+    #   aiohttp
     #   aiosignal
     #   anyio
     #   cryptography
     #   exceptiongroup
     #   fastapi
+    #   grpcio
+    #   httpx2
     #   ibis-framework
     #   mcp
+    #   mcp-types
     #   multidict
     #   mypy
+    #   opentelemetry-api
     #   psycopg
     #   psycopg-pool
     #   pydantic
@@ -3030,110 +3166,30 @@ typing-inspection==0.4.2 \
     #   mcp
     #   pydantic
     #   pydantic-settings
-tzdata==2026.2 \
-    --hash=sha256:9173fde7d80d9018e02a662e168e5a2d04f87c41ea174b139fbef642eda62d10 \
-    --hash=sha256:bbe9af844f658da81a5f95019480da3a89415801f6cc966806612cc7169bffe7
+tzdata==2026.3 \
+    --hash=sha256:4a1518b8993086a7982523e071643f3c0e5f213e75b21318e78bcabfff9d1415 \
+    --hash=sha256:dc096730c87af6cab1b171c9d532be840741ff5d459015e7f6947bd7d7e54931
     # via
     #   ibis-framework
     #   pandas
-ujson==5.12.0 \
-    --hash=sha256:006428d3813b87477d72d306c40c09f898a41b968e57b15a7d88454ecc42a3fb \
-    --hash=sha256:02f93da7a4115e24f886b04fd56df1ee8741c2ce4ea491b7ab3152f744ad8f8e \
-    --hash=sha256:0727363b05ab05ee737a28f6200dc4078bce6b0508e10bd8aab507995a15df61 \
-    --hash=sha256:085b6ce182cdd6657481c7c4003a417e0655c4f6e58b76f26ee18f0ae21db827 \
-    --hash=sha256:09b4beff9cc91d445d5818632907b85fb06943b61cb346919ce202668bf6794a \
-    --hash=sha256:0a3ae28f0b209be5af50b54ca3e2123a3de3a57d87b75f1e5aa3d7961e041983 \
-    --hash=sha256:0d2e8db5ade3736a163906154ca686203acc7d1d30736cbf577c730d13653d84 \
-    --hash=sha256:0e00cec383eab2406c9e006bd4edb55d284e94bb943fda558326048178d26961 \
-    --hash=sha256:0fe6b8b8968e11dd9b2348bd508f0f57cf49ab3512064b36bc4117328218718e \
-    --hash=sha256:0fe9128e75c6aa6e9ae06c1408d6edd9179a2fef0fe6d9cda3166b887eba521d \
-    --hash=sha256:14b2e1eb528d77bc0f4c5bd1a7ebc05e02b5b41beefb7e8567c9675b8b13bcf4 \
-    --hash=sha256:15d416440148f3e56b9b244fdaf8a09fcf5a72e4944b8e119f5bf60417a2bfc8 \
-    --hash=sha256:15e555c4caca42411270b2ed2b2ebc7b3a42bb04138cef6c956e1f1d49709fe2 \
-    --hash=sha256:16b4fe9c97dc605f5e1887a9e1224287291e35c56cbc379f8aa44b6b7bcfe2bb \
-    --hash=sha256:1b5c6ceb65fecd28a1d20d1eba9dbfa992612b86594e4b6d47bb580d2dd6bcb3 \
-    --hash=sha256:1d072a403d82aef8090c6d4f728e3a727dfdba1ad3b7fa3a052c3ecbd37e73cb \
-    --hash=sha256:2324d9a0502317ffc35d38e153c1b2fa9610ae03775c9d0f8d0cca7b8572b04e \
-    --hash=sha256:2a248750abce1c76fbd11b2e1d88b95401e72819295c3b851ec73399d6849b3d \
-    --hash=sha256:2ea6206043385343aff0b7da65cf73677f6f5e50de8f1c879e557f4298cac36a \
-    --hash=sha256:31348a0ffbfc815ce78daac569d893349d85a0b57e1cd2cdbba50b7f333784da \
-    --hash=sha256:38051f36423f084b909aaadb3b41c9c6a2958e86956ba21a8489636911e87504 \
-    --hash=sha256:3c2f947e55d3c7cfe124dd4521ee481516f3007d13c6ad4bf6aeb722e190eb1b \
-    --hash=sha256:3ed5cb149892141b1e77ef312924a327f2cc718b34247dae346ed66329e1b8be \
-    --hash=sha256:3ff4ede90ed771140caa7e1890de17431763a483c54b3c1f88bd30f0cc1affc0 \
-    --hash=sha256:40aa43a7a3a8d2f05e79900858053d697a88a605e3887be178b43acbcd781161 \
-    --hash=sha256:42d875388fbd091c7ea01edfff260f839ba303038ffb23475ef392012e4d63dd \
-    --hash=sha256:457fabc2700a8e6ddb85bc5a1d30d3345fe0d3ec3ee8161a4e032ec585801dfa \
-    --hash=sha256:460e76a4daff214ae33ab959494962c93918cb44714ea3e3f748b14aa37f8a87 \
-    --hash=sha256:50524f4f6a1c839714dbaff5386a1afb245d2d5ec8213a01fbc99cea7307811e \
-    --hash=sha256:51acc750ec7a2df786cdc868fb16fa04abd6269a01d58cf59bafc57978773d8e \
-    --hash=sha256:55ede2a7a051b3b7e71a394978a098d71b3783e6b904702ff45483fad434ae2d \
-    --hash=sha256:561f89cc82deeae82e37d4a4764184926fb432f740a9691563a391b13f7339a4 \
-    --hash=sha256:56ba3f7abbd6b0bb282a544dc38406d1a188d8bb9164f49fdb9c2fee62cb29da \
-    --hash=sha256:57930ac9519099b852e190d2c04b1fb5d97ea128db33bce77ed874eccb4c7f09 \
-    --hash=sha256:58a11cb49482f1a095a2bd9a1d81dd7c8fb5d2357f959ece85db4e46a825fd00 \
-    --hash=sha256:64df53eef4ac857eb5816a56e2885ccf0d7dff6333c94065c93b39c51063e01d \
-    --hash=sha256:6879aed770557f0961b252648d36f6fdaab41079d37a2296b5649fd1b35608e0 \
-    --hash=sha256:6ad57654570464eb1b040b5c353dee442608e06cff9102b8fcb105565a44c9ed \
-    --hash=sha256:6c0aed6a4439994c9666fb8a5b6c4eac94d4ef6ddc95f9b806a599ef83547e3b \
-    --hash=sha256:76bf3e7406cf23a3e1ca6a23fb1fb9ea82f4f6bd226fe226e09146b0194f85dc \
-    --hash=sha256:7bbf05c38debc90d1a195b11340cc85cb43ab3e753dc47558a3a84a38cbc72da \
-    --hash=sha256:7ddb08b3c2f9213df1f2e3eb2fbea4963d80ec0f8de21f0b59898e34f3b3d96d \
-    --hash=sha256:7e07f6f644d2c44d53b7a320a084eef98063651912c1b9449b5f45fcbdc6ccd2 \
-    --hash=sha256:85833bca01aa5cae326ac759276dc175c5fa3f7b3733b7d543cf27f2df12d1ef \
-    --hash=sha256:8712b61eb1b74a4478cfd1c54f576056199e9f093659334aeb5c4a6b385338e5 \
-    --hash=sha256:871c0e5102e47995b0e37e8df7819a894a6c3da0d097545cd1f9f1f7d7079927 \
-    --hash=sha256:89e302abd3749f6d6699691747969a5d85f7c73081d5ed7e2624c7bd9721a2ab \
-    --hash=sha256:937794042342006f707837f38d721426b11b0774d327a2a45c0bd389eb750a87 \
-    --hash=sha256:93bc91fdadcf046da37a214eaa714574e7e9b1913568e93bb09527b2ceb7f759 \
-    --hash=sha256:94c5f1621cbcab83c03be46441f090b68b9f307b6c7ec44d4e3f6d5997383df4 \
-    --hash=sha256:973b7d7145b1ac553a7466a64afa8b31ec2693d7c7fff6a755059e0a2885dfd2 \
-    --hash=sha256:99cc80facad240b0c2fb5a633044420878aac87a8e7c348b9486450cba93f27c \
-    --hash=sha256:9a5fcbe7b949f2e95c47ea8a80b410fcdf2da61c98553b45a4ee875580418b68 \
-    --hash=sha256:9b3b86ec3e818f3dd3e13a9de628e88a9990f4af68ecb0b12dd3de81227f0a26 \
-    --hash=sha256:9b3cf13facf6f77c283af0e1713e5e8c47a0fe295af81326cb3cb4380212e797 \
-    --hash=sha256:9c5a52987a990eb1bae55f9000994f1afdb0326c154fb089992f839ab3c30688 \
-    --hash=sha256:a2d79c6635ccffcbfc1d5c045874ba36b594589be81d50d43472570bb8de9c57 \
-    --hash=sha256:a6ec5bf6bc361f2f0f9644907a36ce527715b488988a8df534120e5c34eeda94 \
-    --hash=sha256:a7bf9cc97f05048ac8f3e02cd58f0fe62b901453c24345bfde287f4305dcc31c \
-    --hash=sha256:ab9056d94e5db513d9313b34394f3a3b83e6301a581c28ad67773434f3faccab \
-    --hash=sha256:adf28d13a33f9d750fe7a78fb481cac298fa257d8863d8727b2ea4455ea41235 \
-    --hash=sha256:b62cb9a7501e1f5c9ffe190485501349c33e8862dde4377df774e40b8166871f \
-    --hash=sha256:bacbd3c69862478cbe1c7ed4325caedec580d8acf31b8ee1b9a1e02a56295cad \
-    --hash=sha256:bb349dbba57c76eec25e5917e07f35aabaf0a33b9e67fc13d188002500106487 \
-    --hash=sha256:bd03472c36fa3a386a6deb887113b9e3fa40efba8203eb4fe786d3c0ccc724f6 \
-    --hash=sha256:bf85a00ac3b56a1e7a19c5be7b02b5180a0895ac4d3c234d717a55e86960691c \
-    --hash=sha256:ca0c7ce828bb76ab78b3991904b477c2fd0f711d7815c252d1ef28ff9450b052 \
-    --hash=sha256:ccbfd94e59aad4a2566c71912b55f0547ac1680bfac25eb138e6703eb3dd434e \
-    --hash=sha256:d1831c07bd4dce53c4b666fa846c7eba4b7c414f2e641a4585b7f50b72f502dc \
-    --hash=sha256:d22cad98c2a10bbf6aa083a8980db6ed90d4285a841c4de892890c2b28286ef9 \
-    --hash=sha256:d30ad4359413c8821cc7b3707f7ca38aa8bc852ba3b9c5a759ee2d7740157315 \
-    --hash=sha256:e0dd3676ea0837cd70ea1879765e9e9f6be063be0436de9b3ea4b775caf83654 \
-    --hash=sha256:e584d0cdd37cac355aca52ed788d1a2d939d6837e2870d3b70e585db24025a50 \
-    --hash=sha256:e6369ac293d2cc40d52577e4fa3d75a70c1aae2d01fa3580a34a4e6eff9286b9 \
-    --hash=sha256:efae5df7a8cc8bdb1037b0f786b044ce281081441df5418c3a0f0e1f86fe7bb3 \
-    --hash=sha256:f19b3af31d02a2e79c5f9a6deaab0fb3c116456aeb9277d11720ad433de6dfc6 \
-    --hash=sha256:f7a0430d765f9bda043e6aefaba5944d5f21ec43ff4774417d7e296f61917382 \
-    --hash=sha256:fb94245a715b4d6e24689de12772b85329a1f9946cbf6187923a64ecdea39e65
-    # via pymilvus
-urllib3==2.6.3 \
-    --hash=sha256:1b62b6884944a57dbe321509ab94fd4d3b307075e0c2eae991ac71ee15ad38ed \
-    --hash=sha256:bf272323e553dfb2e87d9bfd225ca7b0f467b919d7bbd355436d3fd37cb0acd4
+urllib3==2.7.0 \
+    --hash=sha256:231e0ec3b63ceb14667c67be60f2f2c40a518cb38b03af60abc813da26505f4c \
+    --hash=sha256:9fb4c81ebbb1ce9531cce37674bbc6f1360472bc18ca9a553ede278ef7276897
     # via
     #   botocore
     #   kubernetes
     #   requests
-uvicorn[standard]==0.34.0 \
-    --hash=sha256:023dc038422502fa28a09c7a30bf2b6991512da7dcdb8fd35fe57cfc154126f4 \
-    --hash=sha256:404051050cd7e905de2c9a7e61790943440b3416f49cb409f965d9dcd0fa73e9
+uvicorn[standard]==0.52.0 \
+    --hash=sha256:3d887809810b89ed33501bcf0a9aba469b06ecd608158efce04bd6b48d8c9b08 \
+    --hash=sha256:ca8876ad6c1983f394157c168b39d52f6dd56dabf5602fa0982751cffc2293ae
     # via
     #   feast (pyproject.toml)
     #   fastapi-mcp
     #   mcp
     #   uvicorn-worker
-uvicorn-worker==0.3.0 \
-    --hash=sha256:6baeab7b2162ea6b9612cbe149aa670a76090ad65a267ce8e27316ed13c7de7b \
-    --hash=sha256:ef0fe8aad27b0290a9e602a256b03f5a5da3a9e5f942414ca587b645ec77dd52
+uvicorn-worker==0.4.0 \
+    --hash=sha256:8ee5306070d8f38dce124adce488c3c0b50f20cf0c0222b12c66188da7214493 \
+    --hash=sha256:e2ed952cef976f5e9e429d7269640bbcafbd36c80aa80f1003c8c77a6797abde
     # via feast (pyproject.toml)
 uvloop==0.22.1 \
     --hash=sha256:017bd46f9e7b78e81606329d07141d3da446f8798c6baeec124260e22c262772 \
@@ -3186,405 +3242,443 @@ uvloop==0.22.1 \
     --hash=sha256:ef6f0d4cc8a9fa1f6a910230cd53545d9a14479311e87e3cb225495952eb672c \
     --hash=sha256:fe94b4564e865d968414598eea1a6de60adba0c040ba4ed05ac1300de402cd42
     # via uvicorn
-vcs-versioning==1.1.1 \
-    --hash=sha256:b541e2ba79fc6aaa3850f8a7f88af43d97c1c80649c01142ee4146eddbc599e4 \
-    --hash=sha256:fabd75a3cab7dd8ac02fe24a3a9ba936bf258667b5a62ed468c9a1da0f5775bc
+vcs-versioning==2.2.3 \
+    --hash=sha256:4f7873af76f5cc24e701608354f376f5eb70b317d663787ace57a7edd7a27506 \
+    --hash=sha256:c21e284aa98c8269996791a19d6173baf953cf9996ef42ec3ebcbdc151e18b9b
     # via setuptools-scm
-watchfiles==1.1.1 \
-    --hash=sha256:00485f441d183717038ed2e887a7c868154f216877653121068107b227a2f64c \
-    --hash=sha256:03fa0f5237118a0c5e496185cafa92878568b652a2e9a9382a5151b1a0380a43 \
-    --hash=sha256:04e78dd0b6352db95507fd8cb46f39d185cf8c74e4cf1e4fbad1d3df96faf510 \
-    --hash=sha256:059098c3a429f62fc98e8ec62b982230ef2c8df68c79e826e37b895bc359a9c0 \
-    --hash=sha256:08af70fd77eee58549cd69c25055dc344f918d992ff626068242259f98d598a2 \
-    --hash=sha256:0b495de0bb386df6a12b18335a0285dda90260f51bdb505503c02bcd1ce27a8b \
-    --hash=sha256:130e4876309e8686a5e37dba7d5e9bc77e6ed908266996ca26572437a5271e18 \
-    --hash=sha256:14e0b1fe858430fc0251737ef3824c54027bedb8c37c38114488b8e131cf8219 \
-    --hash=sha256:17ef139237dfced9da49fb7f2232c86ca9421f666d78c264c7ffca6601d154c3 \
-    --hash=sha256:1a0bb430adb19ef49389e1ad368450193a90038b5b752f4ac089ec6942c4dff4 \
-    --hash=sha256:1db5d7ae38ff20153d542460752ff397fcf5c96090c1230803713cf3147a6803 \
-    --hash=sha256:28475ddbde92df1874b6c5c8aaeb24ad5be47a11f87cde5a28ef3835932e3e94 \
-    --hash=sha256:2edc3553362b1c38d9f06242416a5d8e9fe235c204a4072e988ce2e5bb1f69f6 \
-    --hash=sha256:30f7da3fb3f2844259cba4720c3fc7138eb0f7b659c38f3bfa65084c7fc7abce \
-    --hash=sha256:311ff15a0bae3714ffb603e6ba6dbfba4065ab60865d15a6ec544133bdb21099 \
-    --hash=sha256:319b27255aacd9923b8a276bb14d21a5f7ff82564c744235fc5eae58d95422ae \
-    --hash=sha256:35c53bd62a0b885bf653ebf6b700d1bf05debb78ad9292cf2a942b23513dc4c4 \
-    --hash=sha256:36193ed342f5b9842edd3532729a2ad55c4160ffcfa3700e0d54be496b70dd43 \
-    --hash=sha256:39574d6370c4579d7f5d0ad940ce5b20db0e4117444e39b6d8f99db5676c52fd \
-    --hash=sha256:399600947b170270e80134ac854e21b3ccdefa11a9529a3decc1327088180f10 \
-    --hash=sha256:3a476189be23c3686bc2f4321dd501cb329c0a0469e77b7b534ee10129ae6374 \
-    --hash=sha256:3ad9fe1dae4ab4212d8c91e80b832425e24f421703b5a42ef2e4a1e215aff051 \
-    --hash=sha256:3bc570d6c01c206c46deb6e935a260be44f186a2f05179f52f7fcd2be086a94d \
-    --hash=sha256:3dbd8cbadd46984f802f6d479b7e3afa86c42d13e8f0f322d669d79722c8ec34 \
-    --hash=sha256:3e6f39af2eab0118338902798b5aa6664f46ff66bc0280de76fca67a7f262a49 \
-    --hash=sha256:3f53fa183d53a1d7a8852277c92b967ae99c2d4dcee2bfacff8868e6e30b15f7 \
-    --hash=sha256:3f6d37644155fb5beca5378feb8c1708d5783145f2a0f1c4d5a061a210254844 \
-    --hash=sha256:3f7eb7da0eb23aa2ba036d4f616d46906013a68caf61b7fdbe42fc8b25132e77 \
-    --hash=sha256:3fa0b59c92278b5a7800d3ee7733da9d096d4aabcfabb9a928918bd276ef9b9b \
-    --hash=sha256:421e29339983e1bebc281fab40d812742268ad057db4aee8c4d2bce0af43b741 \
-    --hash=sha256:4b943d3668d61cfa528eb949577479d3b077fd25fb83c641235437bc0b5bc60e \
-    --hash=sha256:526e86aced14a65a5b0ec50827c745597c782ff46b571dbfe46192ab9e0b3c33 \
-    --hash=sha256:52e06553899e11e8074503c8e716d574adeeb7e68913115c4b3653c53f9bae42 \
-    --hash=sha256:544364b2b51a9b0c7000a4b4b02f90e9423d97fbbf7e06689236443ebcad81ab \
-    --hash=sha256:5524298e3827105b61951a29c3512deb9578586abf3a7c5da4a8069df247cccc \
-    --hash=sha256:55c7475190662e202c08c6c0f4d9e345a29367438cf8e8037f3155e10a88d5a5 \
-    --hash=sha256:563b116874a9a7ce6f96f87cd0b94f7faf92d08d0021e837796f0a14318ef8da \
-    --hash=sha256:57ca5281a8b5e27593cb7d82c2ac927ad88a96ed406aa446f6344e4328208e9e \
-    --hash=sha256:5c85794a4cfa094714fb9c08d4a218375b2b95b8ed1666e8677c349906246c05 \
-    --hash=sha256:5f3bde70f157f84ece3765b42b4a52c6ac1a50334903c6eaf765362f6ccca88a \
-    --hash=sha256:5f3f58818dc0b07f7d9aa7fe9eb1037aecb9700e63e1f6acfed13e9fef648f5d \
-    --hash=sha256:5fac835b4ab3c6487b5dbad78c4b3724e26bcc468e886f8ba8cc4306f68f6701 \
-    --hash=sha256:620bae625f4cb18427b1bb1a2d9426dc0dd5a5ba74c7c2cdb9de405f7b129863 \
-    --hash=sha256:672b8adf25b1a0d35c96b5888b7b18699d27d4194bac8beeae75be4b7a3fc9b2 \
-    --hash=sha256:6aae418a8b323732fa89721d86f39ec8f092fc2af67f4217a2b07fd3e93c6101 \
-    --hash=sha256:6c3631058c37e4a0ec440bf583bc53cdbd13e5661bb6f465bc1d88ee9a0a4d02 \
-    --hash=sha256:6c9c9262f454d1c4d8aaa7050121eb4f3aea197360553699520767daebf2180b \
-    --hash=sha256:6e43d39a741e972bab5d8100b5cdacf69db64e34eb19b6e9af162bccf63c5cc6 \
-    --hash=sha256:7365b92c2e69ee952902e8f70f3ba6360d0d596d9299d55d7d386df84b6941fb \
-    --hash=sha256:743185e7372b7bc7c389e1badcc606931a827112fbbd37f14c537320fca08620 \
-    --hash=sha256:74472234c8370669850e1c312490f6026d132ca2d396abfad8830b4f1c096957 \
-    --hash=sha256:74d5012b7630714b66be7b7b7a78855ef7ad58e8650c73afc4c076a1f480a8d6 \
-    --hash=sha256:77a13aea58bc2b90173bc69f2a90de8e282648939a00a602e1dc4ee23e26b66d \
-    --hash=sha256:79ff6c6eadf2e3fc0d7786331362e6ef1e51125892c75f1004bd6b52155fb956 \
-    --hash=sha256:831a62658609f0e5c64178211c942ace999517f5770fe9436be4c2faeba0c0ef \
-    --hash=sha256:836398932192dae4146c8f6f737d74baeac8b70ce14831a239bdb1ca882fc261 \
-    --hash=sha256:842178b126593addc05acf6fce960d28bc5fae7afbaa2c6c1b3a7b9460e5be02 \
-    --hash=sha256:8526e8f916bb5b9a0a777c8317c23ce65de259422bba5b31325a6fa6029d33af \
-    --hash=sha256:859e43a1951717cc8de7f4c77674a6d389b106361585951d9e69572823f311d9 \
-    --hash=sha256:88863fbbc1a7312972f1c511f202eb30866370ebb8493aef2812b9ff28156a21 \
-    --hash=sha256:89eef07eee5e9d1fda06e38822ad167a044153457e6fd997f8a858ab7564a336 \
-    --hash=sha256:8c89f9f2f740a6b7dcc753140dd5e1ab9215966f7a3530d0c0705c83b401bd7d \
-    --hash=sha256:8c91ed27800188c2ae96d16e3149f199d62f86c7af5f5f4d2c61a3ed8cd3666c \
-    --hash=sha256:8ca65483439f9c791897f7db49202301deb6e15fe9f8fe2fed555bf986d10c31 \
-    --hash=sha256:8fbe85cb3201c7d380d3d0b90e63d520f15d6afe217165d7f98c9c649654db81 \
-    --hash=sha256:91d4c9a823a8c987cce8fa2690923b069966dabb196dd8d137ea2cede885fde9 \
-    --hash=sha256:9bb9f66367023ae783551042d31b1d7fd422e8289eedd91f26754a66f44d5cff \
-    --hash=sha256:a173cb5c16c4f40ab19cecf48a534c409f7ea983ab8fed0741304a1c0a31b3f2 \
-    --hash=sha256:a36d8efe0f290835fd0f33da35042a1bb5dc0e83cbc092dcf69bce442579e88e \
-    --hash=sha256:a55f3e9e493158d7bfdb60a1165035f1cf7d320914e7b7ea83fe22c6023b58fc \
-    --hash=sha256:a625815d4a2bdca61953dbba5a39d60164451ef34c88d751f6c368c3ea73d404 \
-    --hash=sha256:a916a2932da8f8ab582f242c065f5c81bed3462849ca79ee357dd9551b0e9b01 \
-    --hash=sha256:ac3cc5759570cd02662b15fbcd9d917f7ecd47efe0d6b40474eafd246f91ea18 \
-    --hash=sha256:acb08650863767cbc58bca4813b92df4d6c648459dcaa3d4155681962b2aa2d3 \
-    --hash=sha256:aebfd0861a83e6c3d1110b78ad54704486555246e542be3e2bb94195eabb2606 \
-    --hash=sha256:afaeff7696e0ad9f02cbb8f56365ff4686ab205fcf9c4c5b6fdfaaa16549dd04 \
-    --hash=sha256:b27cf2eb1dda37b2089e3907d8ea92922b673c0c427886d4edc6b94d8dfe5db3 \
-    --hash=sha256:b2cd9e04277e756a2e2d2543d65d1e2166d6fd4c9b183f8808634fda23f17b14 \
-    --hash=sha256:b9c4702f29ca48e023ffd9b7ff6b822acdf47cb1ff44cb490a3f1d5ec8987e9c \
-    --hash=sha256:bbe1ef33d45bc71cf21364df962af171f96ecaeca06bd9e3d0b583efb12aec82 \
-    --hash=sha256:bd404be08018c37350f0d6e34676bd1e2889990117a2b90070b3007f172d0610 \
-    --hash=sha256:bf0a91bfb5574a2f7fc223cf95eeea79abfefa404bf1ea5e339c0c1560ae99a0 \
-    --hash=sha256:bfb5862016acc9b869bb57284e6cb35fdf8e22fe59f7548858e2f971d045f150 \
-    --hash=sha256:bfff9740c69c0e4ed32416f013f3c45e2ae42ccedd1167ef2d805c000b6c71a5 \
-    --hash=sha256:c1f5210f1b8fc91ead1283c6fd89f70e76fb07283ec738056cf34d51e9c1d62c \
-    --hash=sha256:c2047d0b6cea13b3316bdbafbfa0c4228ae593d995030fda39089d36e64fc03a \
-    --hash=sha256:c22c776292a23bfc7237a98f791b9ad3144b02116ff10d820829ce62dff46d0b \
-    --hash=sha256:c755367e51db90e75b19454b680903631d41f9e3607fbd941d296a020c2d752d \
-    --hash=sha256:c882d69f6903ef6092bedfb7be973d9319940d56b8427ab9187d1ecd73438a70 \
-    --hash=sha256:cb467c999c2eff23a6417e58d75e5828716f42ed8289fe6b77a7e5a91036ca70 \
-    --hash=sha256:cdab464fee731e0884c35ae3588514a9bcf718d0e2c82169c1c4a85cc19c3c7f \
-    --hash=sha256:ce19e06cbda693e9e7686358af9cd6f5d61312ab8b00488bc36f5aabbaf77e24 \
-    --hash=sha256:ce70f96a46b894b36eba678f153f052967a0d06d5b5a19b336ab0dbbd029f73e \
-    --hash=sha256:cf57a27fb986c6243d2ee78392c503826056ffe0287e8794503b10fb51b881be \
-    --hash=sha256:d1715143123baeeaeadec0528bb7441103979a1d5f6fd0e1f915383fea7ea6d5 \
-    --hash=sha256:d6ff426a7cb54f310d51bfe83fe9f2bbe40d540c741dc974ebc30e6aa238f52e \
-    --hash=sha256:d7e7067c98040d646982daa1f37a33d3544138ea155536c2e0e63e07ff8a7e0f \
-    --hash=sha256:db476ab59b6765134de1d4fe96a1a9c96ddf091683599be0f26147ea1b2e4b88 \
-    --hash=sha256:dcc5c24523771db3a294c77d94771abcfcb82a0e0ee8efd910c37c59ec1b31bb \
-    --hash=sha256:de6da501c883f58ad50db3a32ad397b09ad29865b5f26f64c24d3e3281685849 \
-    --hash=sha256:e84087b432b6ac94778de547e08611266f1f8ffad28c0ee4c82e028b0fc5966d \
-    --hash=sha256:eef58232d32daf2ac67f42dea51a2c80f0d03379075d44a587051e63cc2e368c \
-    --hash=sha256:f096076119da54a6080e8920cbdaac3dbee667eb91dcc5e5b78840b87415bd44 \
-    --hash=sha256:f0ab1c1af0cb38e3f598244c17919fb1a84d1629cc08355b0074b6d7f53138ac \
-    --hash=sha256:f27db948078f3823a6bb3b465180db8ebecf26dd5dae6f6180bd87383b6b4428 \
-    --hash=sha256:f537afb3276d12814082a2e9b242bdcf416c2e8fd9f799a737990a1dbe906e5b \
-    --hash=sha256:f57b396167a2565a4e8b5e56a5a1c537571733992b226f4f1197d79e94cf0ae5 \
-    --hash=sha256:f8979280bdafff686ba5e4d8f97840f929a87ed9cdf133cbbd42f7766774d2aa \
-    --hash=sha256:f9a2ae5c91cecc9edd47e041a930490c31c3afb1f5e6d71de3dc671bfaca02bf
+watchfiles==1.2.0 \
+    --hash=sha256:01859b11fd9fbca670f4d5da00fbac282cfea9bd67a2125d8b2833a3b5617ea9 \
+    --hash=sha256:01ea8d66f0693b9b60a6541c8d10263091ca9a9060d242f3c1f3143f9aad2c98 \
+    --hash=sha256:027ae72bfdfd254862065d8b3e2a815c6ab9b1853ce41e6648ece84afd34a551 \
+    --hash=sha256:03b14855c6f35539e2d95c442ae9530a75762f1e26567152b9ed05f96534a74d \
+    --hash=sha256:054dc20fd2e3132b4c3883b4a00d72fd6e1f56fdaf89fccd12e8057d74cd74d7 \
+    --hash=sha256:094b9b70103d4e963499bdea001ee3c2697b144cd9ae6218a62c0f89ec9e31db \
+    --hash=sha256:0a105bc2283f67e8fbec74253ec2d94925de92ed72c0393f1206bf326b7b7b69 \
+    --hash=sha256:0a37faaed405c67e28e6be45a1fa4f206ef5a2860f27c237db9fa30704c38242 \
+    --hash=sha256:0c4997d4e4a55f0d02b6cde327322daf3a0400e5df6c6b15948994bf72497925 \
+    --hash=sha256:0cb4d80e212f116474a545c21c912b445f16bb0cef9e6a73a498164223e14e2f \
+    --hash=sha256:0d191c054d0715c3c95c99df9b8dbf6fd096d8c1e021e8f212e1bd8bc444ccb5 \
+    --hash=sha256:0e831a271c035d89789cffc386b6aa1375f39f1cd25eb7ca0997e4970d152fc5 \
+    --hash=sha256:10d86db20695afe7997ac9e1717637d6714a8d0220458c33f3d2061f54cec427 \
+    --hash=sha256:11743adfa510bfffebe97659fb280182b5c9b238708f667e866f308c3430dc19 \
+    --hash=sha256:1bc6195825b7dcd217968bb1f801a60fd4c16e8eeab5bedc7fe917d7d5995ab4 \
+    --hash=sha256:204f299afcbd65918ab78dbc52626b0ae45e9d8cef403fdbf33ecf9e40eac66e \
+    --hash=sha256:20aa0e708b920bde876a4aa82dc7dd6ebea228a63a67cda6632c2fc87b787efa \
+    --hash=sha256:23282a321c8baf9b3a3c4afff673f9fe65eb7fdc2338d765ccad9d3d1916a5ba \
+    --hash=sha256:24b2405c0a46738dd9e1cf7135aa5dbdb9d42d024628651b3b13d5117e99f8df \
+    --hash=sha256:2581a94056e55d7d0a31a823ea92bf73749c489ca2285bfdc0fbe6b2bb49d50c \
+    --hash=sha256:2995c176de7692b86a2e4c58d9ec718f753150a979cb4a754e2b4ffa38e70906 \
+    --hash=sha256:2b37d10b5a63bd4d87e18472d80fa525bd670586fae62e5dd580452764879b65 \
+    --hash=sha256:2cb93af48550faf1cea04c303107c8b75833de7013e57ce27d3b8d21d8d0f58c \
+    --hash=sha256:2d95ddc1eb6914154253d239089900813f6a767e174b8e6a50e7fdacb7e4236c \
+    --hash=sha256:3416ff151bb6b5a8d8d11664974fbef4d9305b9b2957839ab5a270468fd8df30 \
+    --hash=sha256:3651aa7058595e9cfb75d35dd5ada2bf9f48a5b8a0f3562821d3e210c507e077 \
+    --hash=sha256:37a6721cdf3f65dbb13aa9503510ccb4451603ac837e44d265d7992a597e1374 \
+    --hash=sha256:41bc1199f7523b3f82843c88cbb979180c949caef0342cf90968f178e5d49b01 \
+    --hash=sha256:43d818978d06062d9b22c4fab2ebe44cf5213d42dc8e62bda8c2760cfa2eeb33 \
+    --hash=sha256:4429f3b105524a10b72c3a819b091c495d2811d419c1e1e8df773a5a5974f831 \
+    --hash=sha256:4543579a9bdb0c9560039b4ffddbdb39545707659fbc430ce4c10f3f68d557f9 \
+    --hash=sha256:4674d49eb94706dfe666c069fc0a1b646ffcf920473492e209f6d5f60d3f0cc2 \
+    --hash=sha256:4c887eba18b7945ac73067a8b4a66f21cd46c2539b2bc68588f7be6c7eb6d26b \
+    --hash=sha256:4e4ff8e37f99cf1da89e255e07c9c4b37c214038c4283707bdec308cb1b0ea1f \
+    --hash=sha256:4f34e26a19f91f710c08e0183429f0d1d15df734e6bc78c31e77b9ea9c433658 \
+    --hash=sha256:5327989a465505f05cfe06f04fa9d0c2fd5432bb243e10e6f012b1bdca3c8579 \
+    --hash=sha256:53b2290c92e0506d102cd448fbc610d87079553f86caa39d67440856a8b8bba5 \
+    --hash=sha256:56d8641cf834c2836922899105bd3ce3d0dfc69291d52edf0b4d0436829b34c0 \
+    --hash=sha256:57a2d9fa4fb4c2ecae57b13dfff2c7ab53e21a2ba674fe9f05506680fcdcc0d7 \
+    --hash=sha256:63ac26eefbf4af1741247d6fb68b11c49a25b2f7413fbd318a83a12aaa9cf666 \
+    --hash=sha256:6543cf55d170003296d185c0af981f3e1311564907e1f4e08671fc7693a890a5 \
+    --hash=sha256:704fd259e332e01f9b9c178f4bce9e49027e5587cc2600eeeaf8e76e1c846201 \
+    --hash=sha256:71283b39fd17e5408eb123bd37aeecfd9d54c81fc184421943208aadb879d103 \
+    --hash=sha256:71cd71740ed2c15211ebb237ced4e39a1cdf6f80566e5fe95428da1626f4fde6 \
+    --hash=sha256:7571e4464cb6e434958f867f7f730b8ab0b75e3f8e5eac0499168486ab3c33a8 \
+    --hash=sha256:772b80df316480d894a0e3165fdd19cf77f5d17f9a787f94029465ad0e3529d1 \
+    --hash=sha256:77a0feab9af4c021c581f695258c642b3d10c5fd4c676e33a0d8606425d82631 \
+    --hash=sha256:7a2cffd17d27d2ecbb310c2b1d8174f222a5495b1a721894afa88ec11e25b898 \
+    --hash=sha256:7a7ce236284f002a156f70add88efe5c70879cccbb658be0822c54b1306fc09d \
+    --hash=sha256:7ba0480b9a74af058f43b337e937a451e109295c420916d68ad24e3dc02f5e44 \
+    --hash=sha256:8520a4ab0e37f770afc34459c4f8f7019e153f9124dc101c15538365875d1ab2 \
+    --hash=sha256:86bc13c25a8d1fcd70b51d0ce7c9b65e90de5666fcbfd3e34957cc73ee19aeb5 \
+    --hash=sha256:89d8c2394a065ca86f5d2910ff263ae67c127e1376ccc4f9fc35c71db879f80a \
+    --hash=sha256:8c520725602756229f045b032a1ff33d7ef0f7404189d62f6c2438cb6d8ef6a1 \
+    --hash=sha256:8f200104103feb097de4cab8fe4f5dd18a2026934c7dea98c55a2f5fd6d5a33b \
+    --hash=sha256:8f70d8b291ef6e88d19b1f297a6905ddb978888d9272b0d05e6f53309856bcfc \
+    --hash=sha256:8fa585ede612ee9f9e91b18bebf9ba11b9ae29a4e3a0d0cf6fca3e382133f0d5 \
+    --hash=sha256:922c0e019fe68b3ae392965a766b02a71ba1168c932cebc3733cd52c5fe5b377 \
+    --hash=sha256:9342472aff9b093c5acd4f6d8f70ae0937964ab56542502bcf5579782da69ae8 \
+    --hash=sha256:9649193aa27bd9ff2e80ff29bfaa93085496c7a3a377592823cc58b77ee88add \
+    --hash=sha256:9f04b092229ad2c50126dd3c922c8822e51e605993764a33058d4a791ab42281 \
+    --hash=sha256:a0f27f01bee51861392bb6b7c4fdb290b27d1eb194e9e28788d68102a0e898d9 \
+    --hash=sha256:a16ffe19bf5cf9f5edaa1ad1dd830c5a816e8feec430c522302ab55483a4b994 \
+    --hash=sha256:a204794696ffb8f9b10fba6f7cb5216d42f3b2b71860ccac6b6e42f5f10973b0 \
+    --hash=sha256:a711b51aec4370d0dcda5b6c09463206f133a5759341d7744b953a7b62e1100e \
+    --hash=sha256:a88fc94e647bc4eec523f1caa540258eb71d14278b9daf72fa1e2658a98df0f0 \
+    --hash=sha256:ae99b14c5f21e026e0e9d96f40e07d8570ebee6cafd9d8fc318354606daa7a28 \
+    --hash=sha256:b0ef001f8c25ad0fa9529f914c1600647ecd0f542d11c19b7894768c67b6acb7 \
+    --hash=sha256:b141a4891c995a039cd89e9a49e62df1dc8a559a5d1a6e4c7106d16c12777a55 \
+    --hash=sha256:b4e77f6a55f858504069abd35d336a637555c09bca453dde1ee1e5ada8a6a1fb \
+    --hash=sha256:b62f042afde2dde21ec1d2c1a74361e804673df86f51e418a999c9acfe671b07 \
+    --hash=sha256:b718bf356bbc15e559bd8ef41782b573b8ae0e3f177ab244b440568d7ea02cfb \
+    --hash=sha256:b8c8358484d5fa12ef34f05b7f4168eaf1932f408725ff6d023c33ec17bd79d4 \
+    --hash=sha256:b974946a10af379d425e2eef5b62f5c6ebeaccf91d45eaad6f5b27ecd4f91aa0 \
+    --hash=sha256:b9909cc2b48468b575eefa944919e1fe8a36c5849d5c7c168f80a8c1db69398e \
+    --hash=sha256:b9f732dc58b2dbe69e464ccf8fff7a03b0dd0be439da4c0720d3558527d3d6b4 \
+    --hash=sha256:bb68bf4df85abebe5efddc53cf2075520f243a59868d9b3973278b23e76962a9 \
+    --hash=sha256:bb7e52ecf68ba46d22df23467b87cffeb2146908aa523ebfe803019618cfda06 \
+    --hash=sha256:bc13eb17538be00c874699dc0abe4ee2bc8d50bb1166a6b9e175ef3fd7eb8f26 \
+    --hash=sha256:c0db965c5f79aa49fe672d297cf1febc5ad149b658594944f49a54a2b96270a7 \
+    --hash=sha256:c16cb06dd17d43b9d185094268459eac92c9538356f050e55b54e82cf700e1d4 \
+    --hash=sha256:c525543d91961c6955b2636b308569e84a1d1c5f5f2932041ab9ef46422f43e3 \
+    --hash=sha256:c5c19526f4e54a00f2666a6c0e9e40d582c09e865055ea7378bf0009aab857b3 \
+    --hash=sha256:c995fba777f1ea992f090f9236e9284cf7a5d1a0130dd5a3d82c598cacd76838 \
+    --hash=sha256:ca148d73dea36c9763aaa351e4d7a51780ec1584217c45276f4fe8239c768b71 \
+    --hash=sha256:cee9d5efd929efdac5f7e58f72b3376f676b64050a91c5b99a7094c5b2317488 \
+    --hash=sha256:d158cd89df6053823533e06fb1d73c549133bff5f0396170c0e53d9559340717 \
+    --hash=sha256:d20029a60a71a052a24c4db7673bc4de39ab89adbaccbfb5d67987c5d73f424d \
+    --hash=sha256:d413349d565dab74297f2a63e84a097936be69bf8f3b3801f27f380e32040f44 \
+    --hash=sha256:d4a4b147f5dca2a5d325a06a832fb43f345751adfbc63204aec30e0d9ca965a2 \
+    --hash=sha256:d516b3283a758e087841aedb8031549fb41ced08f3db10aa6d2bf32dc042525b \
+    --hash=sha256:d73a585accffa5ae39c17264c36ec3166d2fad7000c780f5ef83b2722afb9dd2 \
+    --hash=sha256:dbd6c97045dad81227c8d040173da044c1de08de64a5ea8b555da4aee1d5fa22 \
+    --hash=sha256:e0618518f282c4ebff60f5e5b1247b6d91bb8b9f4476947563a1e74acc66f3c6 \
+    --hash=sha256:e140ed30ebde76796b686e67c182cff10ea2fbab186fafd1560f74bb5a473a6e \
+    --hash=sha256:e1cfd51e97e13ff3bd047c140764d277fc9b95b7cb5da59e46a47d167adab310 \
+    --hash=sha256:e2ca07fa7d89195ec0865d3d285666286740bfa83d83e5cee204043a31ecc165 \
+    --hash=sha256:e53a384f76b631c3ae5334ce6a52f0baa3a911eb94a4eac7f160079868b716d5 \
+    --hash=sha256:eb283ee99e21ad6443c8cdb06ac5b34b1308c329cbdf03fa02b445363714c799 \
+    --hash=sha256:eb72919d93e3a16fc451d3aa3d4b1698423daca1b382d3d959c9ac51297c12a8 \
+    --hash=sha256:ecb47f183a8025b2aa18b546725c3657e542112ae9c0613a2af79b4fa8d04ad7 \
+    --hash=sha256:f155b3a1b2a5fc89cdc70d47ee5d54e3b75e88efa34982028a35daef9ba00379 \
+    --hash=sha256:f22943b7770483f6ea0721c6b11d022947a98eb0acae14694de034f4d0d38925 \
+    --hash=sha256:f28b2725eb8cce327b9b3ab02415c853011dc55c95832fe90de6bc56f5315f72 \
+    --hash=sha256:f88af53d6ddaf72179ef613ddc905e6f4785f712b49b80b3bef9f3525e6194b4 \
+    --hash=sha256:faea288b6f0ab1902ef08f4ca6de005dccf856c4e0c4f21b8c5fce02d90a1b08 \
+    --hash=sha256:fff610d7bb2256a317bb1e96f0d7862c7aa8076733ee5df0fd41bbe76a24a4f4
     # via uvicorn
 websocket-client==1.9.0 \
     --hash=sha256:9e813624b6eb619999a97dc7958469217c3176312b3a16a4bd1bc7e08a46ec98 \
     --hash=sha256:af248a825037ef591efbf6ed20cc5faa03d3b47b9e5a2230a529eeee1c1fc3ef
     # via kubernetes
-websockets==16.0 \
-    --hash=sha256:0298d07ee155e2e9fda5be8a9042200dd2e3bb0b8a38482156576f863a9d457c \
-    --hash=sha256:04cdd5d2d1dacbad0a7bf36ccbcd3ccd5a30ee188f2560b7a62a30d14107b31a \
-    --hash=sha256:08d7af67b64d29823fed316505a89b86705f2b7981c07848fb5e3ea3020c1abe \
-    --hash=sha256:152284a83a00c59b759697b7f9e9cddf4e3c7861dd0d964b472b70f78f89e80e \
-    --hash=sha256:1637db62fad1dc833276dded54215f2c7fa46912301a24bd94d45d46a011ceec \
-    --hash=sha256:19c4dc84098e523fd63711e563077d39e90ec6702aff4b5d9e344a60cb3c0cb1 \
-    --hash=sha256:1c1b30e4f497b0b354057f3467f56244c603a79c0d1dafce1d16c283c25f6e64 \
-    --hash=sha256:2b9f1e0d69bc60a4a87349d50c09a037a2607918746f07de04df9e43252c77a3 \
-    --hash=sha256:31a52addea25187bde0797a97d6fc3d2f92b6f72a9370792d65a6e84615ac8a8 \
-    --hash=sha256:32da954ffa2814258030e5a57bc73a3635463238e797c7375dc8091327434206 \
-    --hash=sha256:335c23addf3d5e6a8633f9f8eda77efad001671e80b95c491dd0924587ece0b3 \
-    --hash=sha256:3425ac5cf448801335d6fdc7ae1eb22072055417a96cc6b31b3861f455fbc156 \
-    --hash=sha256:349f83cd6c9a415428ee1005cadb5c2c56f4389bc06a9af16103c3bc3dcc8b7d \
-    --hash=sha256:37b31c1623c6605e4c00d466c9d633f9b812ea430c11c8a278774a1fde1acfa9 \
-    --hash=sha256:417b28978cdccab24f46400586d128366313e8a96312e4b9362a4af504f3bbad \
-    --hash=sha256:485c49116d0af10ac698623c513c1cc01c9446c058a4e61e3bf6c19dff7335a2 \
-    --hash=sha256:4a1aba3340a8dca8db6eb5a7986157f52eb9e436b74813764241981ca4888f03 \
-    --hash=sha256:50f23cdd8343b984957e4077839841146f67a3d31ab0d00e6b824e74c5b2f6e8 \
-    --hash=sha256:52a0fec0e6c8d9a784c2c78276a48a2bdf099e4ccc2a4cad53b27718dbfd0230 \
-    --hash=sha256:52ac480f44d32970d66763115edea932f1c5b1312de36df06d6b219f6741eed8 \
-    --hash=sha256:5569417dc80977fc8c2d43a86f78e0a5a22fee17565d78621b6bb264a115d4ea \
-    --hash=sha256:569d01a4e7fba956c5ae4fc988f0d4e187900f5497ce46339c996dbf24f17641 \
-    --hash=sha256:583b7c42688636f930688d712885cf1531326ee05effd982028212ccc13e5957 \
-    --hash=sha256:5a4b4cc550cb665dd8a47f868c8d04c8230f857363ad3c9caf7a0c3bf8c61ca6 \
-    --hash=sha256:5f451484aeb5cafee1ccf789b1b66f535409d038c56966d6101740c1614b86c6 \
-    --hash=sha256:5f6261a5e56e8d5c42a4497b364ea24d94d9563e8fbd44e78ac40879c60179b5 \
-    --hash=sha256:6e5a82b677f8f6f59e8dfc34ec06ca6b5b48bc4fcda346acd093694cc2c24d8f \
-    --hash=sha256:71c989cbf3254fbd5e84d3bff31e4da39c43f884e64f2551d14bb3c186230f00 \
-    --hash=sha256:781caf5e8eee67f663126490c2f96f40906594cb86b408a703630f95550a8c3e \
-    --hash=sha256:7be95cfb0a4dae143eaed2bcba8ac23f4892d8971311f1b06f3c6b78952ee70b \
-    --hash=sha256:7d837379b647c0c4c2355c2499723f82f1635fd2c26510e1f587d89bc2199e72 \
-    --hash=sha256:86890e837d61574c92a97496d590968b23c2ef0aeb8a9bc9421d174cd378ae39 \
-    --hash=sha256:878b336ac47938b474c8f982ac2f7266a540adc3fa4ad74ae96fea9823a02cc9 \
-    --hash=sha256:8b6e209ffee39ff1b6d0fa7bfef6de950c60dfb91b8fcead17da4ee539121a79 \
-    --hash=sha256:8cc451a50f2aee53042ac52d2d053d08bf89bcb31ae799cb4487587661c038a0 \
-    --hash=sha256:8d7f0659570eefb578dacde98e24fb60af35350193e4f56e11190787bee77dac \
-    --hash=sha256:8e1dab317b6e77424356e11e99a432b7cb2f3ec8c5ab4dabbcee6add48f72b35 \
-    --hash=sha256:8ff32bb86522a9e5e31439a58addbb0166f0204d64066fb955265c4e214160f0 \
-    --hash=sha256:95724e638f0f9c350bb1c2b0a7ad0e83d9cc0c9259f3ea94e40d7b02a2179ae5 \
-    --hash=sha256:9b5aca38b67492ef518a8ab76851862488a478602229112c4b0d58d63a7a4d5c \
-    --hash=sha256:a069d734c4a043182729edd3e9f247c3b2a4035415a9172fd0f1b71658a320a8 \
-    --hash=sha256:a0b31e0b424cc6b5a04b8838bbaec1688834b2383256688cf47eb97412531da1 \
-    --hash=sha256:a35539cacc3febb22b8f4d4a99cc79b104226a756aa7400adc722e83b0d03244 \
-    --hash=sha256:a5e18a238a2b2249c9a9235466b90e96ae4795672598a58772dd806edc7ac6d3 \
-    --hash=sha256:a653aea902e0324b52f1613332ddf50b00c06fdaf7e92624fbf8c77c78fa5767 \
-    --hash=sha256:abf050a199613f64c886ea10f38b47770a65154dc37181bfaff70c160f45315a \
-    --hash=sha256:af80d74d4edfa3cb9ed973a0a5ba2b2a549371f8a741e0800cb07becdd20f23d \
-    --hash=sha256:b14dc141ed6d2dde437cddb216004bcac6a1df0935d79656387bd41632ba0bbd \
-    --hash=sha256:b784ca5de850f4ce93ec85d3269d24d4c82f22b7212023c974c401d4980ebc5e \
-    --hash=sha256:bc59589ab64b0022385f429b94697348a6a234e8ce22544e3681b2e9331b5944 \
-    --hash=sha256:c0204dc62a89dc9d50d682412c10b3542d748260d743500a85c13cd1ee4bde82 \
-    --hash=sha256:c0ee0e63f23914732c6d7e0cce24915c48f3f1512ec1d079ed01fc629dab269d \
-    --hash=sha256:caab51a72c51973ca21fa8a18bd8165e1a0183f1ac7066a182ff27107b71e1a4 \
-    --hash=sha256:d6297ce39ce5c2e6feb13c1a996a2ded3b6832155fcfc920265c76f24c7cceb5 \
-    --hash=sha256:daa3b6ff70a9241cf6c7fc9e949d41232d9d7d26fd3522b1ad2b4d62487e9904 \
-    --hash=sha256:df57afc692e517a85e65b72e165356ed1df12386ecb879ad5693be08fac65dde \
-    --hash=sha256:e0334872c0a37b606418ac52f6ab9cfd17317ac26365f7f65e203e2d0d0d359f \
-    --hash=sha256:e6578ed5b6981005df1860a56e3617f14a6c307e6a71b4fff8c48fdc50f3ed2c \
-    --hash=sha256:eaded469f5e5b7294e2bdca0ab06becb6756ea86894a47806456089298813c89 \
-    --hash=sha256:f4a32d1bd841d4bcbffdcb3d2ce50c09c3909fbead375ab28d0181af89fd04da \
-    --hash=sha256:fd3cb4adb94a2a6e2b7c0d8d05cb94e6f1c81a0cf9dc2694fb65c7e8d94c42e4
+websockets==16.1.1 \
+    --hash=sha256:01fbdcbac298efe19360b94bc0039c8f746f0220ba570f327577bfee81059175 \
+    --hash=sha256:024193f8551a2b0eafbdd160911012c4e6c228c28430c84433253299a9e42d6a \
+    --hash=sha256:04fd29a0e2fe9414a95b00e92c67ae51bf900c50c0f8a4b2dafdad621f49ea1d \
+    --hash=sha256:056ae37939ed7e9974f364f5864e76e49182622d8f9751ac1903c0d09b013985 \
+    --hash=sha256:0f62863e8a00a6d33c3d6566ec0b89f23787b747ffe0c3bc71ec0e76b82c94b1 \
+    --hash=sha256:0ffd3031ea8bda8d61762e84220186105ba3b748b3c8da2ae4f7816fac03e573 \
+    --hash=sha256:1214e673c404684b9bf7154f5cf43b45025b1a6160fac3a9e438e9c1a97e22cb \
+    --hash=sha256:125f22dbefaf1554fea66fc83851490edb284ce4f501d37ffed2752f418332d9 \
+    --hash=sha256:130937b167a52af203c8d58e78d67705874e82759862e3b9671a452fec4abc87 \
+    --hash=sha256:1427fb4cf0d72f66333e2cacc3ff5f575bf2d7008166ce991a4a470b21d51a22 \
+    --hash=sha256:195c978b065fa40910582464f99d6b15c8b314c68e0546549a55ed83f4735328 \
+    --hash=sha256:1d27fa8462ad6a1cb36206a3d0640b2333340def181fae11ed7f9adeaa5c0747 \
+    --hash=sha256:1db4de4a0e95673f7545d393c49eeb0c2f18ac1ef93073218c79d5cdb2ee75ab \
+    --hash=sha256:1f79c89b5eb034d1722938a891916582f8f7f503f58ca22518a63c3f2cd18499 \
+    --hash=sha256:23253dd5bcae3f9aaee0a1d30967a8dbd52e5d3cff93a2e5b84df57b77d4750d \
+    --hash=sha256:249116b4a76063d930a46391ad56e135c286e4562a18309029fc2c73f4ed4c62 \
+    --hash=sha256:29dfa8114c4a620c69591c5973860f768eac29d3fd6904f37f34266cb219c512 \
+    --hash=sha256:2a606d9c24035242a3e256e9d5b77ed9cd6bccfcb7cf993e5ca3c0f6f68fb6a7 \
+    --hash=sha256:2a636ff1e7a5c4edf71ef0e79adae7f25dba93b4fcbe3dc958733477ffeb0eaf \
+    --hash=sha256:2bb5d041a8307d2e18782e7ce777f6fdb1e8c2f5d09291484b18c294b789d9aa \
+    --hash=sha256:2e28e602bb13da44fbe518c1781a88e3b9d4c3d48d02c9bad83e546164336f57 \
+    --hash=sha256:30bbe120437b5648a77d3519b7024ea09530e0b5b18d3698c5a0ae536fe0cc2e \
+    --hash=sha256:34420aaa64440ebd51ac72ca8a45ef4626429438c9b02e633ae412ed43f925d3 \
+    --hash=sha256:38565aca3e01ea8734e578fb2118dade0ecb0250533f29e22b8d1a7a196cf4d0 \
+    --hash=sha256:387e8e4aa5df2f90b198fa3cad3478822a89cf905b6a6d6c97dc3664689640cc \
+    --hash=sha256:39f2a024af5c345ffe8fcf1ee18c049c024c94df393bb09b044a6917c77bde43 \
+    --hash=sha256:3df13f73af9b3b38ab1195eb299ecb67a4330c911c97ae04043ff74085728abe \
+    --hash=sha256:414e596c75f74e0994084694189d7dc9229fb278e33064d6784b73ffbba3ca31 \
+    --hash=sha256:41c8e77f17294c0ac18008a7309b99b34ee72247ef10b6dff4c3f8b5ac29896b \
+    --hash=sha256:42290eb6db4ccaca7012656738214f8514082fb6fa40cdeb61bb9a471b52e383 \
+    --hash=sha256:42f599f4d48c7e1a3338fdaac3acd075be3b3cf02d4b274f3bf2767aedd3d217 \
+    --hash=sha256:43e3a9fdd7cbf7ba6040c31fae0faf84ca1474fef777c4e37912f1540f854499 \
+    --hash=sha256:443aefe96b7fdb132e2a70806cca1f2af49bb3f28e47abcd7c2e9dcf4d8fa1b8 \
+    --hash=sha256:46dcaa042cd1de6c59e7d9269fa63ff7572b6df40510600b678f0826b3c7af51 \
+    --hash=sha256:496af849a472b531f758dbd4d61338f5000538cb1a7b3d20d9d32a264517f509 \
+    --hash=sha256:49ae99bdfcae803a885c926bf14f886196e84925395bb3f568fef5c0f0979d7d \
+    --hash=sha256:4b57693728576d84ede0a77987ab16881b783d2cd9f1dc180a8fbbc3f79c4428 \
+    --hash=sha256:4e3b680b1e0a27457e727a0d572fd81dffa87b6dbf8b228ab57da64f7d85aead \
+    --hash=sha256:4e8d01cc3bcae7bbf8167f944aeafefed590fae5693552bba9794a9df68371cc \
+    --hash=sha256:5283810d2646741a0d8da2aa733d6aefa0545809afccb2a5d105a26bc45125f1 \
+    --hash=sha256:53260c8930da5771cec89439bff99c20c8cb03ddb9588b980697355a83cd4bd3 \
+    --hash=sha256:536676848fc5961aca9d20389951f59169508f765637a172403dc5434d722fa0 \
+    --hash=sha256:54509b8e92fee4453e152b7558ddef37ce9705a044922f2095a6105e3f80c96f \
+    --hash=sha256:56cd5fc4f10a9ea8aa0804bddb7b42506cf9e136046f3b4c27de8fec9e2ecba5 \
+    --hash=sha256:5bfd1ac19b1b9986a9c95a82d5e23a391ebb09e12c34d7be6094b86efcc35731 \
+    --hash=sha256:5c31aa7e39ee3e8a358573257f1c0bb5c52430d1b637030dd9c8cc2c282926be \
+    --hash=sha256:5e3b7d601f6f84156b08cc4a5e541c2b50ad7b36cfc302b657a12477c904a5df \
+    --hash=sha256:61922544a0587a13fd3f53e4c0e5e606510c7b0d9d22c8444e5fae22a06b38cb \
+    --hash=sha256:6456ff333092d509127d75a638cb411afae8ff17f092635015d1902efec8a293 \
+    --hash=sha256:69159730a823dde3ea8d08783e8d47ef135a6d7e8d44eb127e32b321c9db8e3e \
+    --hash=sha256:69e52d175a0a7d1e13b4b67ad41c560b7d98e8c6f6126eb0bda496c784faf8c7 \
+    --hash=sha256:6aaface73b9c71974c6497366d8b9628357f6c9749e09c4ea3610176c63f2ae3 \
+    --hash=sha256:6abbd3e82c731c8e531714466acd5d87b5e88ac3243465337ba71d68e23ae7e3 \
+    --hash=sha256:6ff9417c0ada4d0f7d212f928303e5579bdf3ace4c802fa4afabb30995da58c3 \
+    --hash=sha256:7421fad442de870a8cbf2287d1cad7e706ece0dbfeba5e911df132cbdc1cb56a \
+    --hash=sha256:7883388947767080f094950b342b30d35a2a06b849cd967c422fa0db72b40ea9 \
+    --hash=sha256:79eace538c6a97e96d0d03d4f9d314f9677f5ed85a8a984992ffd90b13cb8a56 \
+    --hash=sha256:7b1b19636af86a3c7995d4d028dbe376f39b4bf31541146f9c123582a6c94562 \
+    --hash=sha256:7dfcad78ea1492ee3a9ec765cb7f51bbc17d477107aaf6b22abf7b2558d1c5a0 \
+    --hash=sha256:8087e82f842609734c9b5a1330464f8e94e346ba0e18c832c08bafa4b0d63c15 \
+    --hash=sha256:820fb8450edddae3812fd58cbc08e2bf22812cb248ecb5f06dbb82119a56e869 \
+    --hash=sha256:8483c2096363120eea8b07c06ae7304d520f686665fffd4811fad423930a65d7 \
+    --hash=sha256:84a2cef8deffbd9ab8ee0ea546a2a6a7030c28f44e6cdd4547dbfeb489eb8999 \
+    --hash=sha256:86d7f0f8bdb25d2c632b72527325e4776430fd5bc61b9118de4e2b8ddb5f5b01 \
+    --hash=sha256:8fe0b50da2d84535fb4f7b4bfa951280f97ce3d558a0443b541166d609e67b57 \
+    --hash=sha256:90001d893bc368e302ef168d82130b4e4fdd27b85fa094682df9b667c2d48838 \
+    --hash=sha256:9246a0d063cfcbcc85f2359dd6876d681213f4790832272aa16641b4ed5d64d4 \
+    --hash=sha256:92b820d345f7a3fc7b8163949ee92df910f290c3fc517b3d5301c78065adafe1 \
+    --hash=sha256:952303a7318d4cbe1011400839bb2051c9f84fa0a35923267f5daba34b15d458 \
+    --hash=sha256:97fd3a0e8b53efa41970ac1dff3d8cf0d2884cadeb4caaf95db7ad1526926ee3 \
+    --hash=sha256:9c1c5705e314449e3308872fe084b8571ce078ee4fc55a98a769bdefe5917392 \
+    --hash=sha256:9c9f23004a3d40e89c01a7955d186a6cc83418d93b749701944ce2de3e95a1f3 \
+    --hash=sha256:9f63bcef7f4b02b06b35fc01c93b96c43b5e88e1e8868676caacf493d5a31f3a \
+    --hash=sha256:a0eadbbf2c30f01efa58e1f110eb6fa293261f6b0b1aa38f7f48707107690af9 \
+    --hash=sha256:a28fcbc9b6baf54a2e23f8655f308e4ccc6afdd7266f8fe7954f320dcda0f785 \
+    --hash=sha256:a6a61aff018180c9c50b7b0da33bfd29d378af3497429c95006c589a23a11648 \
+    --hash=sha256:aabe464bfd13bd25f4821faf111da6fefdc389f870265a53105580e45b0a2e49 \
+    --hash=sha256:ab59169ace05dcb49a1d4118f0bde139557adf45091bd85747e36bf5de984dd1 \
+    --hash=sha256:b436f6ec4fc3a6b4237c84d3f83170ed2b40bb584222f0ac47a0c8a5921980c7 \
+    --hash=sha256:b6b9dadbef0cccd9f4c4ee96b08898afa73e26803bbe0f6aeb5bb12b0074206d \
+    --hash=sha256:b852788aa51764e2d8e4cf5493d559326bcae5e38d16ba25ffa322b034df272a \
+    --hash=sha256:bae954c382e013d5ea5b190d2830526bfa45ad121c326da0049b8c769f185db6 \
+    --hash=sha256:bcce07e23e5769375158f5efdcdafa8d5cd014b93c6683865b840ed65b96f231 \
+    --hash=sha256:cc97814dfb786a83b6e2dc2e79351e1b83e6d715647d6887fcabd83026417a00 \
+    --hash=sha256:cd2ca96a082a36964aca83e992f72abeb61b7306c1a6cba4c7d06a7b93750cac \
+    --hash=sha256:cfb70b4eb56cac4da0a83588f3ad50d46beb0690391082f3d4e2d488c70b68ea \
+    --hash=sha256:d0fcf657e9f13ff4b177960ab2200237b12994232dfb6df16f1cfe1d4339f93c \
+    --hash=sha256:d14bfb217eb4701e850f1525c9d29d79c44794cdf1c299ead25f39f8c78dea81 \
+    --hash=sha256:d57685547e0060cc6fd90ee6a28405d6bd395e525545f13c8d7cd99c78afd79f \
+    --hash=sha256:d6bec75c290fe484a8ba4cacdf838501e17c06ecfbbf31eede81a9e431bd7751 \
+    --hash=sha256:d9531d9cbeac99af6f038fb1bc351403531f7d634a2c2e10e2f7c854c6ed5b68 \
+    --hash=sha256:da4ca1a9d72f9030b3146b8d7022719a9f3d478f61efe6f7dd51d243f61c51b2 \
+    --hash=sha256:dab9eb87869da2d6ed3af3f3adf28414baae6ec9d4df355ffc18889132f3436c \
+    --hash=sha256:db234eda965dcce15df96bb9709f587cd87d4d52aaf0e80e2f34ec04c7670c57 \
+    --hash=sha256:dc0fad4933f427acd5b1cec210f3ea6dce7089e1724e4b9ec6ef47c6c04d1b3b \
+    --hash=sha256:dc385593a42e31cd6fb60c19f0ecb015b386603818fc2c6c274fb42bd2bb4165 \
+    --hash=sha256:dcc04fedf83effaeb9cce98abc9469bb1b42ef85f03e01c8c1f4438ef7555737 \
+    --hash=sha256:e047dc87ef7ca50f4d309bf775ad4a71711c58556d75d7bd0604b2317f43e94b \
+    --hash=sha256:e09f753a169951eb4f28c2c774f71069304f66e7277e0f5a2892423599cfa854 \
+    --hash=sha256:ed5bb271084b46530ee2ddc0410537a9961152c5ccba2fc98c5276d992ccba87 \
+    --hash=sha256:f0aa4aad3b1b69ad3fd85a0fd0952ec64331c762bd77ec51cc814170873890b2 \
+    --hash=sha256:f17dbe07eb3ea7f99e4df9b7e0efefe80fbf30d37a8cc4d561a0aed310bc8847 \
+    --hash=sha256:f2769a0344a09e9ccf5b3cce538bc75a51b53eff3275d3896310c8552049195d \
+    --hash=sha256:f55f0b01956a094c8587146d9558c91937e78789c333860ffaf35931a6e5dbc4 \
+    --hash=sha256:f5d497865f05bb222cab7016c6034542e84e5f29f49c6fd3f4939cda7197b5b8 \
+    --hash=sha256:f70541f3104339f59f830522d94ebadb1bf47426287381623443d8bb1cdbf33d \
+    --hash=sha256:fb9a0a6dc3d1b3986cb88091b6899f0396651e0f74e2c9766ab8d6ffc3842e29 \
+    --hash=sha256:fce6c48559c86d1ac3632ccb1bebc7d5442fbe79bd9bb0e40379ee54be2a4051 \
+    --hash=sha256:fd46fff7eb62c24804d234f0051c7a8ea81285ad63e0337d3dcf33ca82aee58a
     # via uvicorn
-wrapt==1.17.3 \
-    --hash=sha256:02b551d101f31694fc785e58e0720ef7d9a10c4e62c1c9358ce6f63f23e30a56 \
-    --hash=sha256:042ec3bb8f319c147b1301f2393bc19dba6e176b7da446853406d041c36c7828 \
-    --hash=sha256:0610b46293c59a3adbae3dee552b648b984176f8562ee0dba099a56cfbe4df1f \
-    --hash=sha256:0b02e424deef65c9f7326d8c19220a2c9040c51dc165cddb732f16198c168396 \
-    --hash=sha256:0b1831115c97f0663cb77aa27d381237e73ad4f721391a9bfb2fe8bc25fa6e77 \
-    --hash=sha256:0ed61b7c2d49cee3c027372df5809a59d60cf1b6c2f81ee980a091f3afed6a2d \
-    --hash=sha256:0f5f51a6466667a5a356e6381d362d259125b57f059103dd9fdc8c0cf1d14139 \
-    --hash=sha256:16ecf15d6af39246fe33e507105d67e4b81d8f8d2c6598ff7e3ca1b8a37213f7 \
-    --hash=sha256:1f0b2f40cf341ee8cc1a97d51ff50dddb9fcc73241b9143ec74b30fc4f44f6cb \
-    --hash=sha256:1f23fa283f51c890eda8e34e4937079114c74b4c81d2b2f1f1d94948f5cc3d7f \
-    --hash=sha256:223db574bb38637e8230eb14b185565023ab624474df94d2af18f1cdb625216f \
-    --hash=sha256:249f88ed15503f6492a71f01442abddd73856a0032ae860de6d75ca62eed8067 \
-    --hash=sha256:24c2ed34dc222ed754247a2702b1e1e89fdbaa4016f324b4b8f1a802d4ffe87f \
-    --hash=sha256:273a736c4645e63ac582c60a56b0acb529ef07f78e08dc6bfadf6a46b19c0da7 \
-    --hash=sha256:281262213373b6d5e4bb4353bc36d1ba4084e6d6b5d242863721ef2bf2c2930b \
-    --hash=sha256:30ce38e66630599e1193798285706903110d4f057aab3168a34b7fdc85569afc \
-    --hash=sha256:33486899acd2d7d3066156b03465b949da3fd41a5da6e394ec49d271baefcf05 \
-    --hash=sha256:343e44b2a8e60e06a7e0d29c1671a0d9951f59174f3709962b5143f60a2a98bd \
-    --hash=sha256:373342dd05b1d07d752cecbec0c41817231f29f3a89aa8b8843f7b95992ed0c7 \
-    --hash=sha256:3af60380ba0b7b5aeb329bc4e402acd25bd877e98b3727b0135cb5c2efdaefe9 \
-    --hash=sha256:3e62d15d3cfa26e3d0788094de7b64efa75f3a53875cdbccdf78547aed547a81 \
-    --hash=sha256:41b1d2bc74c2cac6f9074df52b2efbef2b30bdfe5f40cb78f8ca22963bc62977 \
-    --hash=sha256:423ed5420ad5f5529db9ce89eac09c8a2f97da18eb1c870237e84c5a5c2d60aa \
-    --hash=sha256:46acc57b331e0b3bcb3e1ca3b421d65637915cfcd65eb783cb2f78a511193f9b \
-    --hash=sha256:4da9f45279fff3543c371d5ababc57a0384f70be244de7759c85a7f989cb4ebe \
-    --hash=sha256:507553480670cab08a800b9463bdb881b2edeed77dc677b0a5915e6106e91a58 \
-    --hash=sha256:53e5e39ff71b3fc484df8a522c933ea2b7cdd0d5d15ae82e5b23fde87d44cbd8 \
-    --hash=sha256:54a30837587c6ee3cd1a4d1c2ec5d24e77984d44e2f34547e2323ddb4e22eb77 \
-    --hash=sha256:5531d911795e3f935a9c23eb1c8c03c211661a5060aab167065896bbf62a5f85 \
-    --hash=sha256:55cbbc356c2842f39bcc553cf695932e8b30e30e797f961860afb308e6b1bb7c \
-    --hash=sha256:59923aa12d0157f6b82d686c3fd8e1166fa8cdfb3e17b42ce3b6147ff81528df \
-    --hash=sha256:5a03a38adec8066d5a37bea22f2ba6bbf39fcdefbe2d91419ab864c3fb515454 \
-    --hash=sha256:5a7b3c1ee8265eb4c8f1b7d29943f195c00673f5ab60c192eba2d4a7eae5f46a \
-    --hash=sha256:5d4478d72eb61c36e5b446e375bbc49ed002430d17cdec3cecb36993398e1a9e \
-    --hash=sha256:5ea5eb3c0c071862997d6f3e02af1d055f381b1d25b286b9d6644b79db77657c \
-    --hash=sha256:604d076c55e2fdd4c1c03d06dc1a31b95130010517b5019db15365ec4a405fc6 \
-    --hash=sha256:656873859b3b50eeebe6db8b1455e99d90c26ab058db8e427046dbc35c3140a5 \
-    --hash=sha256:65d1d00fbfb3ea5f20add88bbc0f815150dbbde3b026e6c24759466c8b5a9ef9 \
-    --hash=sha256:6b538e31eca1a7ea4605e44f81a48aa24c4632a277431a6ed3f328835901f4fd \
-    --hash=sha256:6fd1ad24dc235e4ab88cda009e19bf347aabb975e44fd5c2fb22a3f6e4141277 \
-    --hash=sha256:70d86fa5197b8947a2fa70260b48e400bf2ccacdcab97bb7de47e3d1e6312225 \
-    --hash=sha256:7171ae35d2c33d326ac19dd8facb1e82e5fd04ef8c6c0e394d7af55a55051c22 \
-    --hash=sha256:73d496de46cd2cdbdbcce4ae4bcdb4afb6a11234a1df9c085249d55166b95116 \
-    --hash=sha256:7425ac3c54430f5fc5e7b6f41d41e704db073309acfc09305816bc6a0b26bb16 \
-    --hash=sha256:74afa28374a3c3a11b3b5e5fca0ae03bef8450d6aa3ab3a1e2c30e3a75d023dc \
-    --hash=sha256:758895b01d546812d1f42204bd443b8c433c44d090248bf22689df673ccafe00 \
-    --hash=sha256:79573c24a46ce11aab457b472efd8d125e5a51da2d1d24387666cd85f54c05b2 \
-    --hash=sha256:7e18f01b0c3e4a07fe6dfdb00e29049ba17eadbc5e7609a2a3a4af83ab7d710a \
-    --hash=sha256:88547535b787a6c9ce4086917b6e1d291aa8ed914fdd3a838b3539dc95c12804 \
-    --hash=sha256:88bbae4d40d5a46142e70d58bf664a89b6b4befaea7b2ecc14e03cedb8e06c04 \
-    --hash=sha256:8cccf4f81371f257440c88faed6b74f1053eef90807b77e31ca057b2db74edb1 \
-    --hash=sha256:9baa544e6acc91130e926e8c802a17f3b16fbea0fd441b5a60f5cf2cc5c3deba \
-    --hash=sha256:a36692b8491d30a8c75f1dfee65bef119d6f39ea84ee04d9f9311f83c5ad9390 \
-    --hash=sha256:a47681378a0439215912ef542c45a783484d4dd82bac412b71e59cf9c0e1cea0 \
-    --hash=sha256:a7c06742645f914f26c7f1fa47b8bc4c91d222f76ee20116c43d5ef0912bba2d \
-    --hash=sha256:a9a2203361a6e6404f80b99234fe7fb37d1fc73487b5a78dc1aa5b97201e0f22 \
-    --hash=sha256:ab232e7fdb44cdfbf55fc3afa31bcdb0d8980b9b95c38b6405df2acb672af0e0 \
-    --hash=sha256:ad85e269fe54d506b240d2d7b9f5f2057c2aa9a2ea5b32c66f8902f768117ed2 \
-    --hash=sha256:af338aa93554be859173c39c85243970dc6a289fa907402289eeae7543e1ae18 \
-    --hash=sha256:afd964fd43b10c12213574db492cb8f73b2f0826c8df07a68288f8f19af2ebe6 \
-    --hash=sha256:b32888aad8b6e68f83a8fdccbf3165f5469702a7544472bdf41f582970ed3311 \
-    --hash=sha256:c31eebe420a9a5d2887b13000b043ff6ca27c452a9a22fa71f35f118e8d4bf89 \
-    --hash=sha256:caea3e9c79d5f0d2c6d9ab96111601797ea5da8e6d0723f77eabb0d4068d2b2f \
-    --hash=sha256:cf30f6e3c077c8e6a9a7809c94551203c8843e74ba0c960f4a98cd80d4665d39 \
-    --hash=sha256:d40770d7c0fd5cbed9d84b2c3f2e156431a12c9a37dc6284060fb4bec0b7ffd4 \
-    --hash=sha256:d8a210b158a34164de8bb68b0e7780041a903d7b00c87e906fb69928bf7890d5 \
-    --hash=sha256:dc4a8d2b25efb6681ecacad42fca8859f88092d8732b170de6a5dddd80a1c8fa \
-    --hash=sha256:df7d30371a2accfe4013e90445f6388c570f103d61019b6b7c57e0265250072a \
-    --hash=sha256:e01375f275f010fcbf7f643b4279896d04e571889b8a5b3f848423d91bf07050 \
-    --hash=sha256:e1a4120ae5705f673727d3253de3ed0e016f7cd78dc463db1b31e2463e1f3cf6 \
-    --hash=sha256:e228514a06843cae89621384cfe3a80418f3c04aadf8a3b14e46a7be704e4235 \
-    --hash=sha256:e405adefb53a435f01efa7ccdec012c016b5a1d3f35459990afc39b6be4d5056 \
-    --hash=sha256:e6b13af258d6a9ad602d57d889f83b9d5543acd471eee12eb51f5b01f8eb1bc2 \
-    --hash=sha256:e6f40a8aa5a92f150bdb3e1c44b7e98fb7113955b2e5394122fa5532fec4b418 \
-    --hash=sha256:e71d5c6ebac14875668a1e90baf2ea0ef5b7ac7918355850c0908ae82bcb297c \
-    --hash=sha256:ed7c635ae45cfbc1a7371f708727bf74690daedc49b4dba310590ca0bd28aa8a \
-    --hash=sha256:f38e60678850c42461d4202739f9bf1e3a737c7ad283638251e79cc49effb6b6 \
-    --hash=sha256:f66eb08feaa410fe4eebd17f2a2c8e2e46d3476e9f8c783daa8e09e0faa666d0 \
-    --hash=sha256:f9b2601381be482f70e5d1051a5965c25fb3625455a2bf520b5a077b22afb775 \
-    --hash=sha256:fbd3c8319de8e1dc79d346929cd71d523622da527cca14e0c1d257e31c2b8b10 \
-    --hash=sha256:fd341868a4b6714a5962c1af0bd44f7c404ef78720c7de4892901e540417111c
+wrapt==2.3.0 \
+    --hash=sha256:0a45ffae742ce91a16e11cb6c7cd71e7f9994f3cbd283b962ab093f5c6dcf525 \
+    --hash=sha256:0bb2797048db0956348cb3058c33bc4184614f13231389cfbccc16a5d32780a7 \
+    --hash=sha256:0d3fb71e65b001adfc42684522eeccd9c21d8ba679945abc993439567b66e59f \
+    --hash=sha256:0db083387d6e75ec0be8173ecbf0e811cf60bae1cc75a815feb104167ea10d4d \
+    --hash=sha256:10461884b3014fbfc8eb7d09a93c5f246363e6711d9d881f95eb8c27fdef049f \
+    --hash=sha256:1236fa25173ca964c97422470482e9011b9e3c7ed0d75798b40b3da3b0e0e760 \
+    --hash=sha256:141ed6211286a9660d8d6702de598b43f0934b4f0eda16393f100a80f501d945 \
+    --hash=sha256:1598becd30f8f2777d18564064eb4f4dbe1ab0e05a8f09786d0ef505ac782bf3 \
+    --hash=sha256:195b1842b4122fb54e3cd3dd5b2b4aa49302a5a61da901df0481f5c97aedde84 \
+    --hash=sha256:1d6159c9b2fefec02314e1332dbbbfaf960e369dfd26bcf7f8b258b5732065b3 \
+    --hash=sha256:22cc5c0a717bd4da87018ae0bffd4c19c6fb679d3ff357216ba566ab26c76cab \
+    --hash=sha256:242b60c21e30866e6a2fa606c612b47c553fa60c0eaeeeb7797fb842ac0ce609 \
+    --hash=sha256:24da48596326ef8e448cfa837b454f638713d3531262375f00e5a9681682fc07 \
+    --hash=sha256:261f53870cd4fb2bf38f9f972c56c728fd224cb7c65721307de59d9e7e6741ae \
+    --hash=sha256:2935d5454b3f179a29b12cf390ee47246740ba2c3a7545b1b46ba31a5f2a4a0b \
+    --hash=sha256:2e49885a62ec4ee854d1b9e6371fda6afd219917225752abf729a3f36d4df9a5 \
+    --hash=sha256:379f670f45b7bb8993edd9f6fc36c6cc65edb81cffa0b504be34acb0303fff0a \
+    --hash=sha256:3873c3c5ca9f4ef91f693602eca19d1f1e7c410338df82a4ff11d826b5896a8f \
+    --hash=sha256:392158c9a7f2ab1b8699418bfc0fe6f83548788c418b27d7bf2019ad3405cebb \
+    --hash=sha256:39febbee6d77301d31da6996b152ce52452da7c7ef72aba10c2fa976dff9c295 \
+    --hash=sha256:3d1c2c1b808600d2ea808e6360910a60ed5f409a4011655e10f9164ba0a414a6 \
+    --hash=sha256:3da470536bf9645143323dd41b32db55c6f4304ad382094c1a1da8a92061e10d \
+    --hash=sha256:418f54bb09d1762db02c7009b4051149893af3153a87f92d70356703c11eea02 \
+    --hash=sha256:42869085687f0aefd57c0f636c3f9354f8ffb321a8ba9cb52d19beb796e561c5 \
+    --hash=sha256:45c9279b373d15649dfa2c2077cb3408ea1a6d3125afbdab9d6b809a66f68e14 \
+    --hash=sha256:4fa0df3bff4e7ce45759f33fd39335fe2f60477bb9ecf7b8aa41e7d07ee36a23 \
+    --hash=sha256:50f416b74d092bb9f41b424e90dd457f365f7ba4b11de62a23679769a21bd85c \
+    --hash=sha256:51a7a4181c1295774812271fbcd7c909df372bc25579d4ed9eb875caaf0ae86f \
+    --hash=sha256:54ca1d5573f69b5fe1d74f1f65799c68015e82f685efec9fd8cfa40a094c44d0 \
+    --hash=sha256:5ab559e1b2551d23d54db2a0001c6d73bad022a254639561c5f6c382a9d6c2fe \
+    --hash=sha256:5ba1e5e08ddc46130e9682b2c249f2d1dd39bda9106ed4bd401b7519f18f41bd \
+    --hash=sha256:5d221a6e6ddd302b8397433184e96b59f259f50024b854db1c411a881586b6b8 \
+    --hash=sha256:6208f302f110295d64b22a7ac96500c791bf492dce4366e622e4912b077c9687 \
+    --hash=sha256:626b69db2021aa01671ec7bbc9740e558522bd44c18cf2ce69bf3d666a014109 \
+    --hash=sha256:628f3ba8ec793a5b10a6cd8c6c6b7b55eb552abd1f3bd301336acb74c7a82dfe \
+    --hash=sha256:629d73378082c00a8173031f9fb30a3ac6abbc894a5bfdfae71fabc60642d501 \
+    --hash=sha256:646d20d413ffcd1b0a2f700076e2d0252d872dcb7754860a73e45a59ea883614 \
+    --hash=sha256:67bfe2485f50368c3fcd2275fc1fd100e350d601e0058921a7c82678a465aeab \
+    --hash=sha256:681a2d0eefd721998f90642762b8e75c2159ec531b20ad5e437245ea7b06a107 \
+    --hash=sha256:69e477046f2237ef0bc6547544ee73008dc764ca26eff44f09e976d221b34d5d \
+    --hash=sha256:6db604ef0c67bdb2042ecdfd7b7f037cf09733557ca42360d1018285634f7b98 \
+    --hash=sha256:729126e667da34d251b8ebf8a45ef0c5ddadc21542b3d6e1abf4259ece6508df \
+    --hash=sha256:73d0b10b64620a2cf4bc3d31775c4d9527e309a5549e4379e3bf71e8d2dc193e \
+    --hash=sha256:7ebb274aba688b043429eb1500ff8a76ce0cb8ac0812ca3e301f06247b8722b3 \
+    --hash=sha256:8159ec0b0cb7608175eb150de94c19e34f4d47ac655f5ca9baf45df6b688ffd3 \
+    --hash=sha256:816877aa749253149f9ecfd2635d4d948ecfa338e1a0311d187b1acb1bb8a3eb \
+    --hash=sha256:85de890ff968196e92dd1ae73a9fb8970495e7650a457b1c9ef0ac3dd550bce2 \
+    --hash=sha256:8f8a1c6472675956cece9a8f403f43c3594f1681319eed2dd56f60877397c636 \
+    --hash=sha256:9045917809c63fdf7abe3a2ceaed3d670b8ee4500ddd9291192d30aeb34467c5 \
+    --hash=sha256:932dced0a7b2950ed58a3325536a1dcb7b58e7330af54e8552d2e566b5328b99 \
+    --hash=sha256:93513bec052c6cd987f9f580c3df068c8bc4ebae6543736be3ca7ec5959cafcd \
+    --hash=sha256:9790ea25190a4e0fe4cdf4eeb868e9d75f8a024a70a5b6bf9c348a3a2b72e731 \
+    --hash=sha256:9f5d2aec29dfc76c37e23897dee92766a3fd4f3bff3ae7fc9c6b4bf37d8c1360 \
+    --hash=sha256:a65e8db2b4e90c2e7ade931086351c98ef420bf7a94ee08c95ac8a3cbbc43579 \
+    --hash=sha256:a6b5984cd65dd639546f0eb4b8eacf1c31cb2fe9fb5c27bffe240987cdb2cf84 \
+    --hash=sha256:a6e19531ae33c508cea7d84a7edfda01fa86e51b8d1a93a77712c55e6e469152 \
+    --hash=sha256:abc71504669d126d91f89fc0e388c6295d8fbd2439be884f175133fda8aa403c \
+    --hash=sha256:ac870cc97b73bb00ac353329e9559a4bebc47c4c86792ed9b23b58c15b6ad838 \
+    --hash=sha256:ad71df7a04dd3497e9302e81f4a7c91bd401ea0e15a9df9029527900f94bee43 \
+    --hash=sha256:b1e5aa486e269b00ed35e64771c7d0ab8096cfd2643405ca8cd60ebedc099a51 \
+    --hash=sha256:b4fc96b159af0a3e0faa72475a69d66292bea72a5bed1e1aca1bffbddc3cb2b0 \
+    --hash=sha256:b767a9566f165dd14decf8f4194c6bb0ce3a8420cec213824e05a99400c9260a \
+    --hash=sha256:bff9a671bc00709cab5a7f745c592b5671873449db0ee2a569af994f16b29a4d \
+    --hash=sha256:c3b476ae63b4a3b4da681aafcb25ff3542d289fbda8b5da7caf76aaffafafdbb \
+    --hash=sha256:c4bded758ad6f03b965830944a2f0bc5b2eb3767fe5a7310134315d1a6610e98 \
+    --hash=sha256:c8388ba7faf5dbf9ee106bb70d66f257629b1bd98091123e19e8a4553a319199 \
+    --hash=sha256:c8858d8ff9822a081e3cc49ae1b3b22f0f789c14001cdac8f94564010d9c9d66 \
+    --hash=sha256:c88abcf53daef80e01a75c7530e727fa6e2c1888fe83e3dcdba4c96216a1f5c7 \
+    --hash=sha256:cc2cea812e5cb179a796b766747e7d3b21088760d8deb95676d482b8c8e6fa7d \
+    --hash=sha256:cd3a2edf0427013736b8127955cec62608c56e53ea47e82812ea32059cda407f \
+    --hash=sha256:cdc021cb0b62471d6aac7f2bd92f3b4658073775f9ee7fcd325c511129e7bcc8 \
+    --hash=sha256:ce9f398f868d2b3b27aa2ea4de79645ef9077aeeac8dfc2814b0d542c6a2b87f \
+    --hash=sha256:d0077f3d65541925fa83002f967b22ad6550d24813ac64cb905f717194128d9c \
+    --hash=sha256:d0f7284f88f4833705132d06d3b425a43095c2cbd07c58166aac3ab646ba12a4 \
+    --hash=sha256:d2cc64539da63e39ffb9c7ede849b6e8ddaaf7b3876b5cfb04efd85a5f3f4eb6 \
+    --hash=sha256:d8c7ed08477429752b8c44991f40ad7838b18332a160698740a6bfbc10d998a2 \
+    --hash=sha256:df4ce31150bcd5d9f36f816aac3010ab4f4bf8672ac1d3b0ac7d539ec61c7c02 \
+    --hash=sha256:e045ff75d7d94900fc32896ed93c45ce2d2cac28c9dead582ff9a5a49d446e35 \
+    --hash=sha256:e2e692bc0d63f881cf7006730a56bd4e0c2fab5dc318466942805d692b166276 \
+    --hash=sha256:e31734c5077f29f892b2565eee5106d610278151ad49fc6a9d69a647cd5730e2 \
+    --hash=sha256:e3b9eaa742ae7a0aaaaad4ca4b69469d757af2d6e6663ef1dadc47adec0aeb41 \
+    --hash=sha256:e3f3d7ec0a51fbfe00d3aef047641ff2c58b25565b4717fc1f90e050be01cba8 \
+    --hash=sha256:e5301c35cf75655eb33498f2bd6ae8703ca19940e3167dc9cdf740c712a39c60 \
+    --hash=sha256:ea52a0d0f08c584943d5764be0e84efa912c8da23c23e1e285ff2f5641c18fcc \
+    --hash=sha256:ed635a9ca4f3a5a2b900c10c69e823373bc00ebc114b459383596d3487da3570 \
+    --hash=sha256:fb8e2e6704a1e0b1b989546c69e2688371ef4a07fa5f61bde3eb6211186f5ac1 \
+    --hash=sha256:fc648a335d7e01adb3640b25f02fd0ea05886cf04d0af7f4ee902bc7b5e466e8 \
+    --hash=sha256:fc82c2ccc8e234c844f5303d9f2984b346dcdd53e94823ce8420d2c75b4b9023 \
+    --hash=sha256:fd1f2f557dd3491fe75905e578f4db967393d40d1a8f468edc4d40ac7f2d5944 \
+    --hash=sha256:fd85b0aa88efdb189d6ae2f35f4526943a8f091c38599c9c31478241c819e6a1
     # via aiobotocore
-yarl==1.23.0 \
-    --hash=sha256:03214408cfa590df47728b84c679ae4ef00be2428e11630277be0727eba2d7cc \
-    --hash=sha256:041b1a4cefacf65840b4e295c6985f334ba83c30607441ae3cf206a0eed1a2e4 \
-    --hash=sha256:0793e2bd0cf14234983bbb371591e6bea9e876ddf6896cdcc93450996b0b5c85 \
-    --hash=sha256:0e1fdaa14ef51366d7757b45bde294e95f6c8c049194e793eedb8387c86d5993 \
-    --hash=sha256:0e40111274f340d32ebcc0a5668d54d2b552a6cca84c9475859d364b380e3222 \
-    --hash=sha256:115136c4a426f9da976187d238e84139ff6b51a20839aa6e3720cd1026d768de \
-    --hash=sha256:13a563739ae600a631c36ce096615fe307f131344588b0bc0daec108cdb47b25 \
-    --hash=sha256:16c6994ac35c3e74fb0ae93323bf8b9c2a9088d55946109489667c510a7d010e \
-    --hash=sha256:170e26584b060879e29fac213e4228ef063f39128723807a312e5c7fec28eff2 \
-    --hash=sha256:17235362f580149742739cc3828b80e24029d08cbb9c4bda0242c7b5bc610a8e \
-    --hash=sha256:1932b6b8bba8d0160a9d1078aae5838a66039e8832d41d2992daa9a3a08f7860 \
-    --hash=sha256:1b6b572edd95b4fa8df75de10b04bc81acc87c1c7d16bcdd2035b09d30acc957 \
-    --hash=sha256:1c3a3598a832590c5a3ce56ab5576361b5688c12cb1d39429cf5dba30b510760 \
-    --hash=sha256:1c57676bdedc94cd3bc37724cf6f8cd2779f02f6aba48de45feca073e714fe52 \
-    --hash=sha256:1dc702e42d0684f42d6519c8d581e49c96cefaaab16691f03566d30658ee8788 \
-    --hash=sha256:21d1b7305a71a15b4794b5ff22e8eef96ff4a6d7f9657155e5aa419444b28912 \
-    --hash=sha256:23f371bd662cf44a7630d4d113101eafc0cfa7518a2760d20760b26021454719 \
-    --hash=sha256:2569b67d616eab450d262ca7cb9f9e19d2f718c70a8b88712859359d0ab17035 \
-    --hash=sha256:263cd4f47159c09b8b685890af949195b51d1aa82ba451c5847ca9bc6413c220 \
-    --hash=sha256:2803ed8b21ca47a43da80a6fd1ed3019d30061f7061daa35ac54f63933409412 \
-    --hash=sha256:2a6940a074fb3c48356ed0158a3ca5699c955ee4185b4d7d619be3c327143e05 \
-    --hash=sha256:2e27c8841126e017dd2a054a95771569e6070b9ee1b133366d8b31beb5018a41 \
-    --hash=sha256:31c9921eb8bd12633b41ad27686bbb0b1a2a9b8452bfdf221e34f311e9942ed4 \
-    --hash=sha256:34b6cf500e61c90f305094911f9acc9c86da1a05a7a3f5be9f68817043f486e4 \
-    --hash=sha256:3650dc2480f94f7116c364096bc84b1d602f44224ef7d5c7208425915c0475dd \
-    --hash=sha256:389871e65468400d6283c0308e791a640b5ab5c83bcee02a2f51295f95e09748 \
-    --hash=sha256:39004f0ad156da43e86aa71f44e033de68a44e5a31fc53507b36dd253970054a \
-    --hash=sha256:394906945aa8b19fc14a61cf69743a868bb8c465efe85eee687109cc540b98f4 \
-    --hash=sha256:3ceb13c5c858d01321b5d9bb65e4cf37a92169ea470b70fec6f236b2c9dd7e34 \
-    --hash=sha256:411225bae281f114067578891bc75534cfb3d92a3b4dfef7a6ca78ba354e6069 \
-    --hash=sha256:44bb7bef4ea409384e3f8bc36c063d77ea1b8d4a5b2706956c0d6695f07dcc25 \
-    --hash=sha256:4503053d296bc6e4cbd1fad61cf3b6e33b939886c4f249ba7c78b602214fabe2 \
-    --hash=sha256:4764a6a7588561a9aef92f65bda2c4fb58fe7c675c0883862e6df97559de0bfb \
-    --hash=sha256:4966242ec68afc74c122f8459abd597afd7d8a60dc93d695c1334c5fd25f762f \
-    --hash=sha256:4a42e651629dafb64fd5b0286a3580613702b5809ad3f24934ea87595804f2c5 \
-    --hash=sha256:4a59ba56f340334766f3a4442e0efd0af895fae9e2b204741ef885c446b3a1a8 \
-    --hash=sha256:4c41e021bc6d7affb3364dc1e1e5fa9582b470f283748784bd6ea0558f87f42c \
-    --hash=sha256:5023346c4ee7992febc0068e7593de5fa2bf611848c08404b35ebbb76b1b0512 \
-    --hash=sha256:50f9d8d531dfb767c565f348f33dd5139a6c43f5cbdf3f67da40d54241df93f6 \
-    --hash=sha256:51430653db848d258336cfa0244427b17d12db63d42603a55f0d4546f50f25b5 \
-    --hash=sha256:531ef597132086b6cf96faa7c6c1dcd0361dd5f1694e5cc30375907b9b7d3ea9 \
-    --hash=sha256:53ad387048f6f09a8969631e4de3f1bf70c50e93545d64af4f751b2498755072 \
-    --hash=sha256:53b1ea6ca88ebd4420379c330aea57e258408dd0df9af0992e5de2078dc9f5d5 \
-    --hash=sha256:575aa4405a656e61a540f4a80eaa5260f2a38fff7bfdc4b5f611840d76e9e277 \
-    --hash=sha256:578110dd426f0d209d1509244e6d4a3f1a3e9077655d98c5f22583d63252a08a \
-    --hash=sha256:5ec2f42d41ccbd5df0270d7df31618a8ee267bfa50997f5d720ddba86c4a83a6 \
-    --hash=sha256:5ee586fb17ff8f90c91cf73c6108a434b02d69925f44f5f8e0d7f2f260607eae \
-    --hash=sha256:5f10fd85e4b75967468af655228fbfd212bdf66db1c0d135065ce288982eda26 \
-    --hash=sha256:609d3614d78d74ebe35f54953c5bbd2ac647a7ddb9c30a5d877580f5e86b22f2 \
-    --hash=sha256:62694e275c93d54f7ccedcfef57d42761b2aad5234b6be1f3e3026cae4001cd4 \
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+    --hash=sha256:e42d75862735da90e7fc5a7b23db0c976f737113a54b3c9777a9b665e9cbff75 \
+    --hash=sha256:e7d42c531243450ef0d4d9c172e7ed6ef052640f195629065041b5add4e058d1 \
+    --hash=sha256:e81b83143bee16329c23db3c1b2d82b29892fcbcb849186d2f6e98a5abe9a57f \
+    --hash=sha256:e8ffa78582120024f476a611d7befc123cee59e47e8309d470cf667d806e613b \
+    --hash=sha256:ebb0ec7f17803063d5aeb982f3b1bd2b2f4e4fae6751226cbd6ba1fcfe9e63ff \
+    --hash=sha256:f08c7513ecef5aad65687bfdf6bc601ae9fccd04a42904501f8f7141abad9eb9 \
+    --hash=sha256:f0a658a6d3fafee5c6f63c58f3e785c8c43c93fbc02bf9f2b6663f8185e0971f \
+    --hash=sha256:f0e466ed7511fe9d459a819edbc6c2585c0b6eabde9fa8a8947552468a7a6ef0 \
+    --hash=sha256:f141474e85b7e54998ec5180530a7cda99ab29e282fa50e0756d89981a9b43c5 \
+    --hash=sha256:f4239bbec5a3577ddb49e4b50aeb32d8e5792098262ae2f63723f916a29b1a25 \
+    --hash=sha256:f540c013589084679a6c7fac07096b10159737918174f5dfc5e11bf5bca4dfe6 \
+    --hash=sha256:f9f3e9c8a9ecffa57bef8fb4fa19e5fa4d2d8307cf6bac5b1fca5e5860f4ba00 \
+    --hash=sha256:fa139875ff98ab97da323cfadfaff08900d1ad42f1b5087b0b812a55c5a06373 \
+    --hash=sha256:fcd3b77e2f17bbe4ca56ec7bcb07992647d19d0b9c05d84886dcd6f9eb810afd \
+    --hash=sha256:fd8c81f346b58f45818d09ea11db69a8d5fd34a224b79871f6d44f12cd7977b1 \
+    --hash=sha256:fe7b7bb170daccbba19ad33012d2b15f1e7942296fd4d45fc1b79013da8cc0f2 \
+    --hash=sha256:ff330d3c30db4eb6b01d79e29d2d0b407a7ecad39cfd9ec993ece57396a2ec0d \
+    --hash=sha256:ff405d91509d88e8d44129cd87b18d70acd1f0c1aeabd7bc3c46792b1fe2acba \
+    --hash=sha256:ffcd54362564dc1a30fb74d8b8a6e5a6b11ebd5e27266adc3b7427a21a6c9104
     # via aiohttp
-zipp==3.23.1 \
-    --hash=sha256:0b3596c50a5c700c9cb40ba8d86d9f2cc4807e9bedb06bcdf7fac85633e444dc \
-    --hash=sha256:32120e378d32cd9714ad503c1d024619063ec28aad2248dc6672ad13edfa5110
+zipp==4.1.0 \
+    --hash=sha256:25ad4e16390cd314347dd8f1de67a2ac538ae658ed4ab9db16029c07c188e97f \
+    --hash=sha256:4cb57381f544315db7688e976e922a2b18cdb513d21cc194eb42232ba2a3e602
     # via importlib-metadata
 
+httpx-sse==0.4.0 \
+    --hash=sha256:1e81a3a3070ce322add1d3529ed42eb5f70817f45ed6ec915ab753f961139721 \
+    --hash=sha256:f329af6eae57eaa2bdfd962b42524764af68075ea87370a2de920af5341e318f
+    # via mcp
+
 # The following packages were excluded from the output:
 # milvus-lite
+# pymilvus
+# faiss-cpu
diff --git a/sdk/python/requirements/py3.10-requirements.txt b/sdk/python/requirements/py3.10-requirements.txt
index 84fd434e171..ed4c78340eb 100644
--- a/sdk/python/requirements/py3.10-requirements.txt
+++ b/sdk/python/requirements/py3.10-requirements.txt
@@ -1,167 +1,165 @@
 # This file was autogenerated by uv via the following command:
 #    uv pip compile -p 3.10 --no-strip-extras pyproject.toml --generate-hashes --output-file sdk/python/requirements/py3.10-requirements.txt
-annotated-doc==0.0.4 \
-    --hash=sha256:571ac1dc6991c450b25a9c2d84a3705e2ae7a53467b5d111c24fa8baabbed320 \
-    --hash=sha256:fbcda96e87e9c92ad167c2e53839e57503ecfda18804ea28102353485033faa4
+annotated-doc==0.0.5 \
+    --hash=sha256:117bac03a25ede5df5440e855b32d556049ca169ead221505badf432fed4b101 \
+    --hash=sha256:c7e58ce09192557605d8bbd92836d7e1d520ac9580096042c0bfd197efacf1bb
     # via fastapi
-annotated-types==0.7.0 \
-    --hash=sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53 \
-    --hash=sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89
+annotated-types==0.8.0 \
+    --hash=sha256:13b2beaad985e05e2d6407ee4c4f35590b11f8d693a258a561055cac8f64cab7 \
+    --hash=sha256:f072f4d804ea359e4eaf198b1af7a8b0943881a87f31bb764f8bf219bb9419e0
     # via pydantic
-anyio==4.13.0 \
-    --hash=sha256:08b310f9e24a9594186fd75b4f73f4a4152069e3853f1ed8bfbf58369f4ad708 \
-    --hash=sha256:334b70e641fd2221c1505b3890c69882fe4a2df910cba14d97019b90b24439dc
+anyio==4.14.2 \
+    --hash=sha256:9f505dda5ac9f0c8309b5e8bd445a8c2bf7246f3ce950121e45ea15bc41d1494 \
+    --hash=sha256:cfa139f3ed1a23ee8f88a145ddb5ac7605b8bbfd8592baacd7ce3d8bb4313c7f
     # via
     #   starlette
     #   watchfiles
+ast-serialize==0.6.0 \
+    --hash=sha256:0067b25fce104eaae5b88383de9ab803faeb671831e14ca698b771b356e2600f \
+    --hash=sha256:085de7f62dc9cc247eb01e965a362707d1d90b1d89a82c5bf78301a60a3c417b \
+    --hash=sha256:093cb8bb91b720d8523580498d031791bb1bbaa048599c3d21085d380e11a596 \
+    --hash=sha256:113b58346f9ceb664352032770caca817d4a3c86f611c6088e6ef65ddaa70f0e \
+    --hash=sha256:13b7769970a39983b0adf2f38917b1cd3b8946f76df045756c3d741bc689f089 \
+    --hash=sha256:2d947e45cafc4b09bd7528917fa84c517654a43de173c79785574b7b3068ac24 \
+    --hash=sha256:305802f2ce2a7c4e87835078ea85c58b586ddda8095b92fe2ead9364ae19c80a \
+    --hash=sha256:32ef62ec34cf6be20ad77d4799556638fbdf187f3ae10698dfb20ef9f2c89516 \
+    --hash=sha256:3ae22a366b752ab4496191525b78b097b5b72d531752e3c1dd7e383a8f2c8a1a \
+    --hash=sha256:4d6ef91590258ada18909b9caea344dac4de2013906b035473cd674a43f4b790 \
+    --hash=sha256:4ed29121da8b3fdc291002801a1de0f76248fa07dce89157a5f277842cf6126e \
+    --hash=sha256:5337cb256dcea3df9288205213d1601581536526b8f4da44b6974f1180f3252a \
+    --hash=sha256:577a6c189068686869f5f1ddc38363f3ae1808a4753b577266f9202071a7bb66 \
+    --hash=sha256:6e15ec740436e1a0d62de848641abe5f3a2f89a7f94907d534795ac91bbacf14 \
+    --hash=sha256:6f7a408601bb3edaefb3bc67a4c01f5235e3253653b6a5729a2ee2382b35341c \
+    --hash=sha256:82c312a7844d2fdeb4d5c48bd3d215bf940dafd4704e1a9bcf252a99010a99b1 \
+    --hash=sha256:8670bfa51208a2c0c8d138928e40e998fab158f9200d53bb80c088b5b8eda7b8 \
+    --hash=sha256:897ac47b5637be41c0c07061c8a912fafa967ef1dc73fa115e4bfa70882a093b \
+    --hash=sha256:9f8a8b78b13173de6a9ec22111d9be674874cd5bdccda04f14ae5ebc2bef403a \
+    --hash=sha256:a14191beec7e0c078d2fc1f6edc0aee88bcd4db9f18e1bc9f8052b559c22dddc \
+    --hash=sha256:a4826809eb8597a8cd59fd924b6d7c285b8969a1e0007e2cb652cab62376270f \
+    --hash=sha256:a7520b672827885bafeae7501f684d14d47d17e5f45256f9df547686cca52264 \
+    --hash=sha256:aadd3ffcf4858c9726bf3515f7b199c7eadbe504f96028e4a87172c0da65a8fe \
+    --hash=sha256:b1dac4e09d341c1300ba69cdcbe62867b32a8c75d90db9bf4d083bec3b039f0b \
+    --hash=sha256:c4af9a1386166e40ed01464991806f89038a2d89782576c7774876fa77034e32 \
+    --hash=sha256:c617417f9cbb0cb144f6283c3cbe0d2e0f01beaf9f608f662b21191058a626ec \
+    --hash=sha256:c7b8b8f0c42f752ea00b2b7d7c090b3f80d9c1c5c75cadf16423790a0cc74081 \
+    --hash=sha256:c901adbd750029b9ac4ad3d6aa56853e0ad4875119fbf52b7b8298afc223828b \
+    --hash=sha256:ccd132fe8db56f61fe743b1f644d01b8d65b83248a8da506f3132bda86d6ed5e \
+    --hash=sha256:cd5b91b9e6f2356ace3a556963b0cd783b395fbbb0bb17b4defc283415466e77 \
+    --hash=sha256:cdc4e6f930b9090c2f92c9036ad12ffb8e6e44d4a5ba06f1458a05d60f203f7b \
+    --hash=sha256:dcbed41e9386059fc0261d602445ede0976c2ecec2939688bcbcb9ed0b6f28b7 \
+    --hash=sha256:e61580a69faf47e3689795367ed211f2a10fd741478cc0f36a0f128793360aad \
+    --hash=sha256:f2ff3baffc3a29c1f15bc9098aa0c09763410262d5e6cef42116f7356c184554
+    # via mypy
 attrs==26.1.0 \
     --hash=sha256:c647aa4a12dfbad9333ca4e71fe62ddc36f4e63b2d260a37a8b83d2f043ac309 \
     --hash=sha256:d03ceb89cb322a8fd706d4fb91940737b6642aa36998fe130a9bc96c985eff32
-    # via
-    #   jsonschema
-    #   referencing
-bigtree==1.4.0 \
-    --hash=sha256:d0d99550ae64ce4529f132602ab875c2ab472c96c942f5704f8c72a17450d3ea \
-    --hash=sha256:e5ae2e948168da671d99601c9ed87ab3b48d9d4ea8a98f111e5748e98064c31c
     # via feast (pyproject.toml)
-certifi==2026.4.22 \
-    --hash=sha256:3cb2210c8f88ba2318d29b0388d1023c8492ff72ecdde4ebdaddbb13a31b1c4a \
-    --hash=sha256:8d455352a37b71bf76a79caa83a3d6c25afee4a385d632127b6afb3963f1c580
+bigtree==1.5.3 \
+    --hash=sha256:47879c5d80f4e0d50f2c8818d3b80fc58af24b5372608223aac25e5580ac0ed8 \
+    --hash=sha256:81169329ec92dfab7d8df9d61d85d8dea8b8512fbf073fbc95badc21eadcd14f
+    # via feast (pyproject.toml)
+certifi==2026.7.22 \
+    --hash=sha256:62f22742b58a1a33014a2b6b706588a8d7e2a88ae7bd1a6ebe8c992928483775 \
+    --hash=sha256:741e2c3b351ddf169a738da9f2c048608ff7f2c5cc02f1ebc6b118bb090d5d55
     # via requests
-charset-normalizer==3.4.7 \
-    --hash=sha256:007d05ec7321d12a40227aae9e2bc6dca73f3cb21058999a1df9e193555a9dcc \
-    --hash=sha256:03853ed82eeebbce3c2abfdbc98c96dc205f32a79627688ac9a27370ea61a49c \
-    --hash=sha256:07d9e39b01743c3717745f4c530a6349eadbfa043c7577eef86c502c15df2c67 \
-    --hash=sha256:08e721811161356f97b4059a9ba7bafb23ea5ee2255402c42881c214e173c6b4 \
-    --hash=sha256:0c96c3b819b5c3e9e165495db84d41914d6894d55181d2d108cc1a69bfc9cce0 \
-    --hash=sha256:0ea948db76d31190bf08bd371623927ee1339d5f2a0b4b1b4a4439a65298703c \
-    --hash=sha256:0f7eb884681e3938906ed0434f20c63046eacd0111c4ba96f27b76084cd679f5 \
-    --hash=sha256:12a6fff75f6bc66711b73a2f0addfc4c8c15a20e805146a02d147a318962c444 \
-    --hash=sha256:12d8baf840cc7889b37c7c770f478adea7adce3dcb3944d02ec87508e2dcf153 \
-    --hash=sha256:14265bfe1f09498b9d8ec91e9ec9fa52775edf90fcbde092b25f4a33d444fea9 \
-    --hash=sha256:16d971e29578a5e97d7117866d15889a4a07befe0e87e703ed63cd90cb348c01 \
-    --hash=sha256:177a0ba5f0211d488e295aaf82707237e331c24788d8d76c96c5a41594723217 \
-    --hash=sha256:1a87ca9d5df6fe460483d9a5bbf2b18f620cbed41b432e2bddb686228282d10b \
-    --hash=sha256:1c2a768fdd44ee4a9339a9b0b130049139b8ce3c01d2ce09f67f5a68048d477c \
-    --hash=sha256:1c2aed2e5e41f24ea8ef1590b8e848a79b56f3a5564a65ceec43c9d692dc7d8a \
-    --hash=sha256:1dc8b0ea451d6e69735094606991f32867807881400f808a106ee1d963c46a83 \
-    --hash=sha256:1efde3cae86c8c273f1eb3b287be7d8499420cf2fe7585c41d370d3e790054a5 \
-    --hash=sha256:202389074300232baeb53ae2569a60901f7efadd4245cf3a3bf0617d60b439d7 \
-    --hash=sha256:203104ed3e428044fd943bc4bf45fa73c0730391f9621e37fe39ecf477b128cb \
-    --hash=sha256:2257141f39fe65a3fdf38aeccae4b953e5f3b3324f4ff0daf9f15b8518666a2c \
-    --hash=sha256:298930cec56029e05497a76988377cbd7457ba864beeea92ad7e844fe74cd1f1 \
-    --hash=sha256:2cd4a60d0e2fb04537162c62bbbb4182f53541fe0ede35cdf270a1c1e723cc42 \
-    --hash=sha256:2d6eb928e13016cea4f1f21d1e10c1cebd5a421bc57ddf5b1142ae3f86824fab \
-    --hash=sha256:2fe249cb4651fd12605b7288b24751d8bfd46d35f12a20b1ba33dea122e690df \
-    --hash=sha256:30b8d1d8c52a48c2c5690e152c169b673487a2a58de1ec7393196753063fcd5e \
-    --hash=sha256:320ade88cfb846b8cd6b4ddf5ee9e80ee0c1f52401f2456b84ae1ae6a1a5f207 \
-    --hash=sha256:3534e7dcbdcf757da6b85a0bbf5b6868786d5982dd959b065e65481644817a18 \
-    --hash=sha256:36836d6ff945a00b88ba1e4572d721e60b5b8c98c155d465f56ad19d68f23734 \
-    --hash=sha256:38c0109396c4cfc574d502df99742a45c72c08eff0a36158b6f04000043dbf38 \
-    --hash=sha256:3946fa46a0cf3e4c8cb1cc52f56bb536310d34f25f01ca9b6c16afa767dab110 \
-    --hash=sha256:3bec022aec2c514d9cf199522a802bd007cd588ab17ab2525f20f9c34d067c18 \
-    --hash=sha256:3c9a494bc5ec77d43cea229c4f6db1e4d8fe7e1bbffa8b6f0f0032430ff8ab44 \
-    --hash=sha256:3dce51d0f5e7951f8bb4900c257dad282f49190fdbebecd4ba99bcc41fef404d \
-    --hash=sha256:3dedcc22d73ec993f42055eff4fcfed9318d1eeb9a6606c55892a26964964e48 \
-    --hash=sha256:4042d5c8f957e15221d423ba781e85d553722fc4113f523f2feb7b188cc34c5e \
-    --hash=sha256:481551899c856c704d58119b5025793fa6730adda3571971af568f66d2424bb5 \
-    --hash=sha256:4dc1e73c36828f982bfe79fadf5919923f8a6f4df2860804db9a98c48824ce8d \
-    --hash=sha256:4e5163c14bffd570ef2affbfdd77bba66383890797df43dc8b4cc7d6f500bf53 \
-    --hash=sha256:511ef87c8aec0783e08ac18565a16d435372bc1ac25a91e6ac7f5ef2b0bff790 \
-    --hash=sha256:532bc9bf33a68613fd7d65e4b1c71a6a38d7d42604ecf239c77392e9b4e8998c \
-    --hash=sha256:54523e136b8948060c0fa0bc7b1b50c32c186f2fceee897a495406bb6e311d2b \
-    --hash=sha256:5649fd1c7bade02f320a462fdefd0b4bd3ce036065836d4f42e0de958038e116 \
-    --hash=sha256:56be790f86bfb2c98fb742ce566dfb4816e5a83384616ab59c49e0604d49c51d \
-    --hash=sha256:5b77459df20e08151cd6f8b9ef8ef1f961ef73d85c21a555c7eed5b79410ec10 \
-    --hash=sha256:5ed6ab538499c8644b8a3e18debabcd7ce684f3fa91cf867521a7a0279cab2d6 \
-    --hash=sha256:6178f72c5508bfc5fd446a5905e698c6212932f25bcdd4b47a757a50605a90e2 \
-    --hash=sha256:6370e8686f662e6a3941ee48ed4742317cafbe5707e36406e9df792cdb535776 \
-    --hash=sha256:64f02c6841d7d83f832cd97ccf8eb8a906d06eb95d5276069175c696b024b60a \
-    --hash=sha256:65bcd23054beab4d166035cabbc868a09c1a49d1efe458fe8e4361215df40265 \
-    --hash=sha256:66671f93accb62ed07da56613636f3641f1a12c13046ce91ffc923721f23c008 \
-    --hash=sha256:6696b7688f54f5af4462118f0bfa7c1621eeb87154f77fa04b9295ce7a8f2943 \
-    --hash=sha256:6785f414ae0f3c733c437e0f3929197934f526d19dfaa75e18fdb4f94c6fb374 \
-    --hash=sha256:67f6279d125ca0046a7fd386d01b311c6363844deac3e5b069b514ba3e63c246 \
-    --hash=sha256:6c114670c45346afedc0d947faf3c7f701051d2518b943679c8ff88befe14f8e \
-    --hash=sha256:6e0d51f618228538a3e8f46bd246f87a6cd030565e015803691603f55e12afb5 \
-    --hash=sha256:6ed74185b2db44f41ef35fd1617c5888e59792da9bbc9190d6c7300617182616 \
-    --hash=sha256:708838739abf24b2ceb208d0e22403dd018faeef86ddac04319a62ae884c4f15 \
-    --hash=sha256:715479b9a2802ecac752a3b0efa2b0b60285cf962ee38414211abdfccc233b41 \
-    --hash=sha256:733784b6d6def852c814bce5f318d25da2ee65dd4839a0718641c696e09a2960 \
-    --hash=sha256:750e02e074872a3fad7f233b47734166440af3cdea0add3e95163110816d6752 \
-    --hash=sha256:752a45dc4a6934060b3b0dab47e04edc3326575f82be64bc4fc293914566503e \
-    --hash=sha256:7579e913a5339fb8fa133f6bbcfd8e6749696206cf05acdbdca71a1b436d8e72 \
-    --hash=sha256:7641bb8895e77f921102f72833904dcd9901df5d6d72a2ab8f31d04b7e51e4e7 \
-    --hash=sha256:7804338df6fcc08105c7745f1502ba68d900f45fd770d5bdd5288ddccb8a42d8 \
-    --hash=sha256:80d04837f55fc81da168b98de4f4b797ef007fc8a79ab71c6ec9bc4dd662b15b \
-    --hash=sha256:813c0e0132266c08eb87469a642cb30aaff57c5f426255419572aaeceeaa7bf4 \
-    --hash=sha256:82b271f5137d07749f7bf32f70b17ab6eaabedd297e75dce75081a24f76eb545 \
-    --hash=sha256:84c018e49c3bf790f9c2771c45e9313a08c2c2a6342b162cd650258b57817706 \
-    --hash=sha256:8751d2787c9131302398b11e6c8068053dcb55d5a8964e114b6e196cf16cb366 \
-    --hash=sha256:8778f0c7a52e56f75d12dae53ae320fae900a8b9b4164b981b9c5ce059cd1fcb \
-    --hash=sha256:87fad7d9ba98c86bcb41b2dc8dbb326619be2562af1f8ff50776a39e55721c5a \
-    --hash=sha256:8d828b6667a32a728a1ad1d93957cdf37489c57b97ae6c4de2860fa749b8fc1e \
-    --hash=sha256:8e385e4267ab76874ae30db04c627faaaf0b509e1ccc11a95b3fc3e83f855c00 \
-    --hash=sha256:92a0a01ead5e668468e952e4238cccd7c537364eb7d851ab144ab6627dbbe12f \
-    --hash=sha256:94e1885b270625a9a828c9793b4d52a64445299baa1fea5a173bf1d3dd9a1a5a \
-    --hash=sha256:a180c5e59792af262bf263b21a3c49353f25945d8d9f70628e73de370d55e1e1 \
-    --hash=sha256:a277ab8928b9f299723bc1a2dabb1265911b1a76341f90a510368ca44ad9ab66 \
-    --hash=sha256:a5fe03b42827c13cdccd08e6c0247b6a6d4b5e3cdc53fd1749f5896adcdc2356 \
-    --hash=sha256:a6c5863edfbe888d9eff9c8b8087354e27618d9da76425c119293f11712a6319 \
-    --hash=sha256:a89c23ef8d2c6b27fd200a42aa4ac72786e7c60d40efdc76e6011260b6e949c4 \
-    --hash=sha256:adb2597b428735679446b46c8badf467b4ca5f5056aae4d51a19f9570301b1ad \
-    --hash=sha256:ae196f021b5e7c78e918242d217db021ed2a6ace2bc6ae94c0fc596221c7f58d \
-    --hash=sha256:ae89db9e5f98a11a4bf50407d4363e7b09b31e55bc117b4f7d80aab97ba009e5 \
-    --hash=sha256:aed52fea0513bac0ccde438c188c8a471c4e0f457c2dd20cdbf6ea7a450046c7 \
-    --hash=sha256:aef65cd602a6d0e0ff6f9930fcb1c8fec60dd2cfcb6facaf4bdb0e5873042db0 \
-    --hash=sha256:af21eb4409a119e365397b2adbaca4c9ccab56543a65d5dbd9f920d6ac29f686 \
-    --hash=sha256:b14b2d9dac08e28bb8046a1a0434b1750eb221c8f5b87a68f4fa11a6f97b5e34 \
-    --hash=sha256:bb6d88045545b26da47aa879dd4a89a71d1dce0f0e549b1abcb31dfe4a8eac49 \
-    --hash=sha256:bb8cc7534f51d9a017b93e3e85b260924f909601c3df002bcdb58ddb4dc41a5c \
-    --hash=sha256:bc17a677b21b3502a21f66a8cc64f5bfad4df8a0b8434d661666f8ce90ac3af1 \
-    --hash=sha256:bd6c2a1c7573c64738d716488d2cdd3c00e340e4835707d8fdb8dc1a66ef164e \
-    --hash=sha256:bd9b23791fe793e4968dba0c447e12f78e425c59fc0e3b97f6450f4781f3ee60 \
-    --hash=sha256:c03a41a8784091e67a39648f70c5f97b5b6a37f216896d44d2cdcb82615339a0 \
-    --hash=sha256:c0f081d69a6e58272819b70288d3221a6ee64b98df852631c80f293514d3b274 \
-    --hash=sha256:c35abb8bfff0185efac5878da64c45dafd2b37fb0383add1be155a763c1f083d \
-    --hash=sha256:c36c333c39be2dbca264d7803333c896ab8fa7d4d6f0ab7edb7dfd7aea6e98c0 \
-    --hash=sha256:c45e9440fb78f8ddabcf714b68f936737a121355bf59f3907f4e17721b9d1aae \
-    --hash=sha256:c593052c465475e64bbfe5dbd81680f64a67fdc752c56d7a0ae205dc8aeefe0f \
-    --hash=sha256:cdd68a1fb318e290a2077696b7eb7a21a49163c455979c639bf5a5dcdc46617d \
-    --hash=sha256:ce3412fbe1e31eb81ea42f4169ed94861c56e643189e1e75f0041f3fe7020abe \
-    --hash=sha256:cf1493cd8607bec4d8a7b9b004e699fcf8f9103a9284cc94962cb73d20f9d4a3 \
-    --hash=sha256:cf29836da5119f3c8a8a70667b0ef5fdca3bb12f80fd06487cfa575b3909b393 \
-    --hash=sha256:d4a48e5b3c2a489fae013b7589308a40146ee081f6f509e047e0e096084ceca1 \
-    --hash=sha256:d560742f3c0d62afaccf9f41fe485ed69bd7661a241f86a3ef0f0fb8b1a397af \
-    --hash=sha256:d6038d37043bced98a66e68d3aa2b6a35505dc01328cd65217cefe82f25def44 \
-    --hash=sha256:d61f00a0869d77422d9b2aba989e2d24afa6ffd552af442e0e58de4f35ea6d00 \
-    --hash=sha256:d635aab80466bc95771bb78d5370e74d36d1fe31467b6b29b8b57b2a3cd7d22c \
-    --hash=sha256:dca4bbc466a95ba9c0234ef56d7dd9509f63da22274589ebd4ed7f1f4d4c54e3 \
-    --hash=sha256:dd915403e231e6b1809fe9b6d9fc55cf8fb5e02765ac625d9cd623342a7905d7 \
-    --hash=sha256:e044c39e41b92c845bc815e5ae4230804e8e7bc29e399b0437d64222d92809dd \
-    --hash=sha256:e060d01aec0a910bdccb8be71faf34e7799ce36950f8294c8bf612cba65a2c9e \
-    --hash=sha256:e1421b502d83040e6d7fb2fb18dff63957f720da3d77b2fbd3187ceb63755d7b \
-    --hash=sha256:e17b8d5d6a8c47c85e68ca8379def1303fd360c3e22093a807cd34a71cd082b8 \
-    --hash=sha256:e5f4d355f0a2b1a31bc3edec6795b46324349c9cb25eed068049e4f472fb4259 \
-    --hash=sha256:e712b419df8ba5e42b226c510472b37bd57b38e897d3eca5e8cfd410a29fa859 \
-    --hash=sha256:e74327fb75de8986940def6e8dee4f127cc9752bee7355bb323cc5b2659b6d46 \
-    --hash=sha256:e80c8378d8f3d83cd3164da1ad2df9e37a666cdde7b1cb2298ed0b558064be30 \
-    --hash=sha256:e8ac484bf18ce6975760921bb6148041faa8fef0547200386ea0b52b5d27bf7b \
-    --hash=sha256:eca9705049ad3c7345d574e3510665cb2cf844c2f2dcfe675332677f081cbd46 \
-    --hash=sha256:ed065083d0898c9d5b4bbec7b026fd755ff7454e6e8b73a67f8c744b13986e24 \
-    --hash=sha256:edac0f1ab77644605be2cbba52e6b7f630731fc42b34cb0f634be1a6eface56a \
-    --hash=sha256:effc3f449787117233702311a1b7d8f59cba9ced946ba727bdc329ec69028e24 \
-    --hash=sha256:f22dec1690b584cea26fade98b2435c132c1b5f68e39f5a0b7627cd7ae31f1dc \
-    --hash=sha256:f495a1652cf3fbab2eb0639776dad966c2fb874d79d87ca07f9d5f059b8bd215 \
-    --hash=sha256:f496c9c3cc02230093d8330875c4c3cdfc3b73612a5fd921c65d39cbcef08063 \
-    --hash=sha256:f59099f9b66f0d7145115e6f80dd8b1d847176df89b234a5a6b3f00437aa0832 \
-    --hash=sha256:f59ad4c0e8f6bba240a9bb85504faa1ab438237199d4cce5f622761507b8f6a6 \
-    --hash=sha256:fbccdc05410c9ee21bbf16a35f4c1d16123dcdeb8a1d38f33654fa21d0234f79 \
-    --hash=sha256:fea24543955a6a729c45a73fe90e08c743f0b3334bbf3201e6c4bc1b0c7fa464
+charset-normalizer==3.4.9 \
+    --hash=sha256:0327fcd59a935777d83410750c50600ee9571af2846f71ce40f25b13da1ef380 \
+    --hash=sha256:03d07803992c6c7bbc976327f34b18b6160327fc81cb82c9d504720ac0be3b62 \
+    --hash=sha256:04ce310cb89c15df659582aee80a0603788732a5e017d5bd5c81158106ce249c \
+    --hash=sha256:0d861473f743244d349b50f850d10eb87aeb22bbdcc8e64f79273c94af5a8226 \
+    --hash=sha256:0e94703ec9684807f20cfb5eed95c70f67f2a8f21ad620146d7b5a13677b93e5 \
+    --hash=sha256:0fa1aec2d32bcc03c8fa0f6f1712caad1adc38509f31142112e5c9daf5b9c833 \
+    --hash=sha256:16b65ea0f2465b6fb52aa22de5eca612aa964ddfec00a912e26f4656cbef890b \
+    --hash=sha256:16d10d789dd9bcca1173c95af82c58433122564b7bc39385124be735a35cbe99 \
+    --hash=sha256:19ac87f93086ce37b86e098888555c4b4bc48102279bae3350098c0ed664b501 \
+    --hash=sha256:1d22856ffbe153a602df38e4a5464f0b748a54002e0d69ac6d2ad0a197cc99ec \
+    --hash=sha256:21e764fd1e70b6a3e205a0e46f3051701f98a8cb3fad66eeb80e48bb502f8698 \
+    --hash=sha256:231ddcbb35e2ff8973e1365db41fe0572662893b99a05deb183b68ad4c0c8bd4 \
+    --hash=sha256:253a4a220747e8b5faf57ec320c4f5efb0cef05f647420bf267143ec15dba10a \
+    --hash=sha256:280081916dc341820640489a66e4696049401ef1cf6dd672f672e70ad915aca3 \
+    --hash=sha256:2a441ea71902098ffe78c5abe6c494f44160b4af614ed16c3d9a3b1d17fd8ee2 \
+    --hash=sha256:304b13570067b2547562e308af560b3963857b1fa90bd6afd978130130fe2d6a \
+    --hash=sha256:32286a2c8d167e897177b673176c1e3e00d4057caf5d2b64eef9a3666b03018e \
+    --hash=sha256:33bdcc2a32c0a0e861f60841a512c8acc658c87c2ac59d89e3a46dacf7d866e4 \
+    --hash=sha256:375b83ed0aecfce76c16d198fbc21f3b11b337d68662bea0a995046682a11419 \
+    --hash=sha256:3c09a49d6cde137258beb3d551994a2927fd35ad5cf96aed573f61bbd67c5f84 \
+    --hash=sha256:3d92613ec25e43b05f042302531ec0f00b8445190e43325880cbd6ab7c2581da \
+    --hash=sha256:40a126142a56b2dfc0aacbad1de8310cbf60da7656db0e6b16eebd48e3e93519 \
+    --hash=sha256:416c229f77e5ea25b3dfd4b582f8d73d7e43c22320302b9ab128a2d3a0b38efe \
+    --hash=sha256:432786d3561e69aeeae6c7e8648964ce0ad05736120135601f87ac26b9c83381 \
+    --hash=sha256:43b9e366a31fdd1c87d0eb08f579b4a82b723ea54338f040d6b4e518a026ea29 \
+    --hash=sha256:440eede837960000d74978f0eba527be106b5b9aee0daf779d395276ed0b0614 \
+    --hash=sha256:45b0cc4e3556cd875e09102988d1ab8356c998b596c9fced84547c8138b487a0 \
+    --hash=sha256:476743fe6dfe14a2da12e3ac79125dc84a3b2cf8094369a47a1529b0cd8549fe \
+    --hash=sha256:4773092f8019072343a7447203308b176e10199920eb02d6195e81bbb3274c29 \
+    --hash=sha256:4b3dac63058cc36820b0dd072f89898604e2d39686fe05321729d00d8ac185a0 \
+    --hash=sha256:4d1c96a7a18b9690a4d46df09e3e3382406ae3213727cd1019ebade1c4a81917 \
+    --hash=sha256:51307f5c71007673a2bf8232ad973483d281e74cb99c8c5a990af1eefa6277d9 \
+    --hash=sha256:51447e9aa2684679af07ca5021c3db526e0284347ebf4ffcec1154c3350cfe32 \
+    --hash=sha256:58150c9f9b9a552505912d182ccdf26f6396fb6094816ceebcbb20eecabaed94 \
+    --hash=sha256:5b10cd92fc5c498b35a8635df6d5a100207f88b63a4dc1de7ef9a548e1e2cd63 \
+    --hash=sha256:5e226f6218febc71f6c1fc2fafb91c226f75bdc1d8fb12d66823716e891608fd \
+    --hash=sha256:609b3ba8fcc0fb5ab7af00719d0fb6ad0cb518e48e7712d12fd68f1327951198 \
+    --hash=sha256:60f44ade2cf573dad7a277e6f8ca9a51a21dda572b13bd7d8539bb3cd5dbedde \
+    --hash=sha256:611057cc5d5c0afc743ba8be6bd828c17e0aaa8643f9d0a9b9bb7dea80eb8012 \
+    --hash=sha256:6366a16e1a25018694d6a5d784d09b046edc9eac40ea2b54065c3052672516a1 \
+    --hash=sha256:65a7ff3f705e57d392f7261b6d0550fe137c3019477431f1c355e0db0a7d3e15 \
+    --hash=sha256:673611bbd43f0810bec0b0f028ddeaaa501190339cac411f347ac76917c3ae7b \
+    --hash=sha256:67830fc78e67501f47bb950471b2dcb9b35b140084429318e862895a8e89c993 \
+    --hash=sha256:68ce9f4d6b26d5ccbf7fd4459bf75f74a0a146677ebba80597df60cbdb20e6f4 \
+    --hash=sha256:68e5f26a1ad57ded6d1cfb85331d1c1a195314756471d97758c48498bb4dcdf5 \
+    --hash=sha256:69b157c5d3292bcd443faca052f3096f637f1e074b98212a933c074ae23dc3b8 \
+    --hash=sha256:75286256590a6320cf106a0d28970d3560aad9ee09aa7b34fb40524792436d35 \
+    --hash=sha256:78841cccf1af7b40f6f716338d50c0902dbe88d9f800b3c973b7a9a0a693a642 \
+    --hash=sha256:78fa18e436a1a0e58dbd7e02fc4473f3f32cceb12df9dfca542d075961c307d2 \
+    --hash=sha256:79580094b00d1789d1f93ea55bc43cb2f611910c72235b7657f3482ddcc1b22d \
+    --hash=sha256:7b86a2b16095d250c6f58b3d9b2eee6f4147754344f3dab0922f7c9bf7d226c9 \
+    --hash=sha256:83aed2c10721ddd90f68140685391b50811a880af20654c59af6b6c66c40513c \
+    --hash=sha256:84fd18bcc17526fc2b3c1af7d2b9217d32c9c04448c16ec693b9b4f1985c3d33 \
+    --hash=sha256:871ff67ea1aad4dfd91736464934d56b32dac49f9fbe16cddba36198a7b3a0db \
+    --hash=sha256:898f0e9068ca27d37f8e83a5b962821df851532e6c4a7d615c1c033f9da6eedf \
+    --hash=sha256:8a79d9f4d8001473a30c163556b3c3bfebec837495a412dde78b51672f6134f9 \
+    --hash=sha256:8c041122946b7ba21bb32c45b1aa57b1be35527690aeb3c5c234521085632eee \
+    --hash=sha256:90c44bc373b7687f6948b693cceaea1348ae0975d7474746559494468e3c1d84 \
+    --hash=sha256:9104ed0bd76a429d46f9ec0dbc9b08ad1d2dcdf2b00a5a0daa1c145329b35b44 \
+    --hash=sha256:920079c3f7456fa213e0829ed2073aaa727fd39d889ead5b4f35d0de5460d04f \
+    --hash=sha256:93d59d504b230e83c7a843251681959a0b6a9cd76f6e146ce1b8a80eb8739af9 \
+    --hash=sha256:9b2aff1c7b3884512b9512c3eaadd9bab39fb45042ffaaa1dd08ff2b9f8109d9 \
+    --hash=sha256:9b8e0f3107e2200b76f6054de99016eac3ee6762713587b36baaa7e4bd2ae177 \
+    --hash=sha256:9bb41182d93ea91f60b4bc8fbf4c820c69ef8a12ab2d917f3f1834f1acad07e8 \
+    --hash=sha256:9cdef90ae47919cae358d8ab15797a800ed41da7aba5d72419fb510729e2ed4b \
+    --hash=sha256:a1786910334ed46ab1dd73222f2cd1e05c2c3bb39f6dddb4f8b36fc382058a39 \
+    --hash=sha256:a4cfde78a9f2880208d16a93b795726a3017d5977e08d1e162a7a31322479c41 \
+    --hash=sha256:a4fbdde9dd4a9ce5fd52c2b3a347bb50cc89483ef783f1cb00d408c13f7a96c0 \
+    --hash=sha256:aa99adc8f081b475a12843953db36831eaf83ec33eb46a90629ca6a5de45a616 \
+    --hash=sha256:ac351b3b8014eead140e77e9717e2992c6bbe30b63bc3422422eb84865412e3d \
+    --hash=sha256:ad41ba96094304aa090f5a30cb6e4fb3b3f1c264c523394b4c39bbacc4dc92ba \
+    --hash=sha256:b5314963fce9b0b12743891de876e724997864ee22aa496f903f426c7e2fa5b2 \
+    --hash=sha256:bcf74c1df76758a395bf0af608c04c82257523f55c9868b334f06270d0f2112b \
+    --hash=sha256:bd47ba7fc3ca94896759ea0109775132d3e7ab921fbf54038e1bab2e46c313c9 \
+    --hash=sha256:c0323c9daef75ef2e5083624b4585018a0c9d5e3b40f607eed81a311270b934b \
+    --hash=sha256:c1225416b463483160e4af85d5fc3a9690ccb53fd4b1865a6437825f5ede3209 \
+    --hash=sha256:c1c948747b03be832dceed96ca815cef7360de9aa19d37c730f8e3f6101aca48 \
+    --hash=sha256:c25fe15c70c59eb7c5ce8c06a1f3fa1da0ecc5ea1e7a5922c40fd2fa9b0d5046 \
+    --hash=sha256:cc1b0fff8ead343dae06305f954eb8468ba0ec1a97881f42489d198e4ce3c632 \
+    --hash=sha256:cd6280cf040f233bd7d3407b743b4b4c74f70e8e1c4199cb112a62c941c0772a \
+    --hash=sha256:cd6c3d4b783c556fa00bf540854e42f135e2f256abd29669fcd0da0f2dec79c2 \
+    --hash=sha256:d4d6fcde76f94f5cb9e43e9e9a61f16dacefd228cbbf6f1a09bd9b219a92f1a1 \
+    --hash=sha256:ddf4af30b417d9fe16481e9b81c27ab2a7cde1ff7ba3e85653b02db7d145dc7b \
+    --hash=sha256:df115d4d83168fdf2cae48ef1ff6d1cb4c466364e30861b37121de0f3bf1b990 \
+    --hash=sha256:df7276909358e5635ae203673ab7e509ddd224225a8d6b0790bf13eb2bde1cc5 \
+    --hash=sha256:e4fd89cc178bced6ad29cb3e6dd4aa63fa5017c3524dbd0b25998fb64a87cc8b \
+    --hash=sha256:e9701d0049d92c16703a42771b98d560b95248949f23f8cf7b4eddd201814fb9 \
+    --hash=sha256:ee2f2a527e3c1a6e6411eb4209642e138b544a2d72fe5d0d76daf77b24063534 \
+    --hash=sha256:f7fb7d750cfa0a070d2c24e831fd3481019a60dd317ea2b39acbcebc08b6ed81 \
+    --hash=sha256:f840ed6d8ecba8255df8c42b87fadeda98ddfc6eeec05e2dc66e26d46dd6f58a \
+    --hash=sha256:f86c6358749bd4fda175388691e3ba8c46e24c5347d0afd20f9b7edfc9faf07d \
+    --hash=sha256:fa36ec09ef71d158186bc79e359ff5fdd6e7996fe8ab638f00d6b93139ba4fcf \
+    --hash=sha256:fe2c7201c642b7c308f1675355ad7ff7b66acfe3541625efe5a3ad38f29d6115
     # via requests
-click==8.3.3 \
-    --hash=sha256:398329ad4837b2ff7cbe1dd166a4c0f8900c3ca3a218de04466f38f6497f18a2 \
-    --hash=sha256:a2bf429bb3033c89fa4936ffb35d5cb471e3719e1f3c8a7c3fff0b8314305613
+click==8.4.2 \
+    --hash=sha256:9a6cea6e60b17ebe0a44c5cc636d94f09bd66142c1cd7d8b4cd731c4917a15f6 \
+    --hash=sha256:e6f9f66136c816745b9d65817da91d61d957fb16e02e4dcd0552553c5a197b76
     # via
     #   feast (pyproject.toml)
     #   dask
@@ -174,9 +172,9 @@ colorama==0.4.6 \
     --hash=sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44 \
     --hash=sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6
     # via feast (pyproject.toml)
-dask[dataframe]==2026.3.0 \
-    --hash=sha256:be614b9242b0b38288060fb2d7696125946469c98a1c30e174883fd199e0428d \
-    --hash=sha256:f7d96c8274e8a900d217c1ff6ea8d1bbf0b4c2c21e74a409644498d925eb8f85
+dask[dataframe]==2026.7.1 \
+    --hash=sha256:5727484427665f051e86bf87d021a64d6411141cdc8a20bfe3c1ad2968cc06b7 \
+    --hash=sha256:985ffd6c5e9d7979ede515e84ae8d39b647d6aa64f77600f15714ff65f578fe6
     # via feast (pyproject.toml)
 dill==0.3.9 \
     --hash=sha256:468dff3b89520b474c0397703366b7b95eebe6303f108adf9b19da1f702be87a \
@@ -186,17 +184,17 @@ exceptiongroup==1.3.1 \
     --hash=sha256:8b412432c6055b0b7d14c310000ae93352ed6754f70fa8f7c34141f91c4e3219 \
     --hash=sha256:a7a39a3bd276781e98394987d3a5701d0c4edffb633bb7a5144577f82c773598
     # via anyio
-fastapi==0.136.1 \
-    --hash=sha256:7af665ad7acfa0a3baf8983d393b6b471b9da10ede59c60045f49fbc89a0fa7f \
-    --hash=sha256:a6e9d7eeada96c93a4d69cb03836b44fa34e2854accb7244a1ece36cd4781c3f
+fastapi==0.141.0 \
+    --hash=sha256:5567705c791fa33202dabd1860df1d1650a7b1bf373378198d7b0675c9574618 \
+    --hash=sha256:cae32222bdc8b2805c4d3deb4e024b381ea2a6f2de7febfe3a9a73a9c29c2e5e
     # via feast (pyproject.toml)
-fsspec==2026.4.0 \
-    --hash=sha256:11ef7bb35dab8a394fde6e608221d5cf3e8499401c249bebaeaad760a1a8dec2 \
-    --hash=sha256:301d8ac70ae90ef3ad05dcf94d6c3754a097f9b5fe4667d2787aa359ec7df7e4
+fsspec==2026.7.0 \
+    --hash=sha256:b57ddbafedfaef7018c1ecab32aa200a9d7ca26b77965f64e48b70061249d279 \
+    --hash=sha256:c803c40f4cf860b49dea58ee3e1c33cb9c790520e233537e1340049f89b82a88
     # via dask
-gunicorn==25.3.0 \
-    --hash=sha256:cacea387dab08cd6776501621c295a904fe8e3b7aae9a1a3cbb26f4e7ed54660 \
-    --hash=sha256:f74e1b2f9f76f6cd1ca01198968bd2dd65830edc24b6e8e4d78de8320e2fe889
+gunicorn==26.0.0 \
+    --hash=sha256:40233d26a5f0d1872916188c276e21641155111c2853f0c2cd55260aec0d24fc \
+    --hash=sha256:ca9346f85e3a4aeeb64d491045c16b9a35647abd37ea15efe53080eb8b090baf
     # via
     #   feast (pyproject.toml)
     #   uvicorn-worker
@@ -204,54 +202,61 @@ h11==0.16.0 \
     --hash=sha256:4e35b956cf45792e4caa5885e69fba00bdbc6ffafbfa020300e549b208ee5ff1 \
     --hash=sha256:63cf8bbe7522de3bf65932fda1d9c2772064ffb3dae62d55932da54b31cb6c86
     # via uvicorn
-httptools==0.7.1 \
-    --hash=sha256:04c6c0e6c5fb0739c5b8a9eb046d298650a0ff38cf42537fc372b28dc7e4472c \
-    --hash=sha256:0d92b10dbf0b3da4823cde6a96d18e6ae358a9daa741c71448975f6a2c339cad \
-    --hash=sha256:0e68b8582f4ea9166be62926077a3334064d422cf08ab87d8b74664f8e9058e1 \
-    --hash=sha256:11d01b0ff1fe02c4c32d60af61a4d613b74fad069e47e06e9067758c01e9ac78 \
-    --hash=sha256:135fbe974b3718eada677229312e97f3b31f8a9c8ffa3ae6f565bf808d5b6bcb \
-    --hash=sha256:2c15f37ef679ab9ecc06bfc4e6e8628c32a8e4b305459de7cf6785acd57e4d03 \
-    --hash=sha256:322d00c2068d125bd570f7bf78b2d367dad02b919d8581d7476d8b75b294e3e6 \
-    --hash=sha256:379b479408b8747f47f3b253326183d7c009a3936518cdb70db58cffd369d9df \
-    --hash=sha256:38e0c83a2ea9746ebbd643bdfb521b9aa4a91703e2cd705c20443405d2fd16a5 \
-    --hash=sha256:3e14f530fefa7499334a79b0cf7e7cd2992870eb893526fb097d51b4f2d0f321 \
-    --hash=sha256:44c8f4347d4b31269c8a9205d8a5ee2df5322b09bbbd30f8f862185bb6b05346 \
-    --hash=sha256:465275d76db4d554918aba40bf1cbebe324670f3dfc979eaffaa5d108e2ed650 \
-    --hash=sha256:474d3b7ab469fefcca3697a10d11a32ee2b9573250206ba1e50d5980910da657 \
-    --hash=sha256:49794f9250188a57fa73c706b46cb21a313edb00d337ca4ce1a011fe3c760b28 \
-    --hash=sha256:5ddbd045cfcb073db2449563dd479057f2c2b681ebc232380e63ef15edc9c023 \
-    --hash=sha256:601b7628de7504077dd3dcb3791c6b8694bbd967148a6d1f01806509254fb1ca \
-    --hash=sha256:654968cb6b6c77e37b832a9be3d3ecabb243bbe7a0b8f65fbc5b6b04c8fcabed \
-    --hash=sha256:69d4f9705c405ae3ee83d6a12283dc9feba8cc6aaec671b412917e644ab4fa66 \
-    --hash=sha256:6babce6cfa2a99545c60bfef8bee0cc0545413cb0018f617c8059a30ad985de3 \
-    --hash=sha256:7347714368fb2b335e9063bc2b96f2f87a9ceffcd9758ac295f8bbcd3ffbc0ca \
-    --hash=sha256:7aea2e3c3953521c3c51106ee11487a910d45586e351202474d45472db7d72d3 \
-    --hash=sha256:7fe6e96090df46b36ccfaf746f03034e5ab723162bc51b0a4cf58305324036f2 \
-    --hash=sha256:84d86c1e5afdc479a6fdabf570be0d3eb791df0ae727e8dbc0259ed1249998d4 \
-    --hash=sha256:a3c3b7366bb6c7b96bd72d0dbe7f7d5eead261361f013be5f6d9590465ea1c70 \
-    --hash=sha256:abd72556974f8e7c74a259655924a717a2365b236c882c3f6f8a45fe94703ac9 \
-    --hash=sha256:ac50afa68945df63ec7a2707c506bd02239272288add34539a2ef527254626a4 \
-    --hash=sha256:aeefa0648362bb97a7d6b5ff770bfb774930a327d7f65f8208394856862de517 \
-    --hash=sha256:b580968316348b474b020edf3988eecd5d6eec4634ee6561e72ae3a2a0e00a8a \
-    --hash=sha256:c08fe65728b8d70b6923ce31e3956f859d5e1e8548e6f22ec520a962c6757270 \
-    --hash=sha256:c8c751014e13d88d2be5f5f14fc8b89612fcfa92a9cc480f2bc1598357a23a05 \
-    --hash=sha256:cad6b591a682dcc6cf1397c3900527f9affef1e55a06c4547264796bbd17cf5e \
-    --hash=sha256:cbf8317bfccf0fed3b5680c559d3459cccf1abe9039bfa159e62e391c7270568 \
-    --hash=sha256:cfabda2a5bb85aa2a904ce06d974a3f30fb36cc63d7feaddec05d2050acede96 \
-    --hash=sha256:d169162803a24425eb5e4d51d79cbf429fd7a491b9e570a55f495ea55b26f0bf \
-    --hash=sha256:d496e2f5245319da9d764296e86c5bb6fcf0cf7a8806d3d000717a889c8c0b7b \
-    --hash=sha256:de987bb4e7ac95b99b805b99e0aae0ad51ae61df4263459d36e07cf4052d8b3a \
-    --hash=sha256:df091cf961a3be783d6aebae963cc9b71e00d57fa6f149025075217bc6a55a7b \
-    --hash=sha256:e99c7b90a29fd82fea9ef57943d501a16f3404d7b9ee81799d41639bdaae412c \
-    --hash=sha256:eb844698d11433d2139bbeeb56499102143beb582bd6c194e3ba69c22f25c274 \
-    --hash=sha256:f084813239e1eb403ddacd06a30de3d3e09a9b76e7894dcda2b22f8a726e9c60 \
-    --hash=sha256:f25bbaf1235e27704f1a7b86cd3304eabc04f569c828101d94a0e605ef7205a5 \
-    --hash=sha256:f65744d7a8bdb4bda5e1fa23e4ba16832860606fcc09d674d56e425e991539ec \
-    --hash=sha256:f72fdbae2dbc6e68b8239defb48e6a5937b12218e6ffc2c7846cc37befa84362
+httptools==0.8.0 \
+    --hash=sha256:0770728beb05094c809b98e814edff5fef69d26ad7d21185f2f6d5884a0ba683 \
+    --hash=sha256:0ea897f0c729581ebf72131a438a7932d9b14efef72d75ada966700cac3caaeb \
+    --hash=sha256:159e9ab5f701ccd42e555a12f1ad8ff69702910fc1c996cf2bb66e5fcb7a231b \
+    --hash=sha256:19d1ee275bb59ba2643ba9a3a1e51cc0c788caf2b8df506368e03f56fdd08527 \
+    --hash=sha256:20b4aac66ff65f7db06a375808b78f42a94970aa22e826b3cb2b43eb09174124 \
+    --hash=sha256:2a021c3a8e65cc125390d72f59b968afca3bdcaff25bd67965e0a055a14946ca \
+    --hash=sha256:2c032fa028f46871ec7e1fc59fc15e8023eab3e6bbe6ece786a1611719a5d081 \
+    --hash=sha256:2d689918c15a013c65ef52d9fd495d766893ab831a2c8d89f2ac5940a5df847c \
+    --hash=sha256:384c17174464c8e873398b7af24f0b1f44d992c820328413951a625323155d77 \
+    --hash=sha256:425f83884fd6343828d8c565f046cb72b6d19063f6924093e11bcd8e1548cd09 \
+    --hash=sha256:48774d39cbb70e2b1f71f88852a3087ae1d3a1eb80482bb48c13067ab080c14f \
+    --hash=sha256:52dd695b865fe96d9d2b16b64a895f3f57bf3cb064e8383cd3b5713a069e8085 \
+    --hash=sha256:57278e6fa0424c42a8a3e454828ab4f0aff27b40cddf9679579b98c6dce6a376 \
+    --hash=sha256:5931891fb7b441b8a3853cf1b85c82c903defce084dd5f6771ca46e31bf862c5 \
+    --hash=sha256:5d7fa4ba7292c1139c0526f0b5aad507c6263c948206ea1b1cbca015c8af1b62 \
+    --hash=sha256:5eb911c515b96ee44bbd861e42cbefc488681d450545b1d02127f6136e3a86f5 \
+    --hash=sha256:614ceea8ea606848bece2338ac03b3ce5324bcb4be8dc7d377ed708012fa4db8 \
+    --hash=sha256:6a43c9dd399758ccc0531acb0a3c4a6c299ee893ee9400e9c893b7bdcfae0681 \
+    --hash=sha256:6b2a32f18d97e16e90827d7a819ffa8dbd8cc245fc4e1fa9d1095b54ef4bd999 \
+    --hash=sha256:7685df791fad561384bfb139e77fde27a1ffd93134e016f95a0db424ffbf77b1 \
+    --hash=sha256:7b71e7d7031928c650e1006e6c03e911bf967f7c69c011d37d541c3e7bf55005 \
+    --hash=sha256:880490234c10f70a9830743097e8958d6e4b9f5a0ffc24515023afeef984054d \
+    --hash=sha256:88bdd940f2b5d487b4d032c6afa5489a7dc4694410d43de3c38c4fb3af0dc45d \
+    --hash=sha256:88eead8ec8680a9f146c655bc88445a325bd7921cfd8194c7337e9467282427d \
+    --hash=sha256:9518c406d7b310f05adb1a37f80acabac40504a575d7c0da6d3e365c695ac20d \
+    --hash=sha256:9878eb2785ba5eb70631ad269b37976f73d647955e26c91d490eb8a4edfda4ba \
+    --hash=sha256:9fc1644f415372cec4f8a5be3a64183737398f10dbb1263602a036427fe75247 \
+    --hash=sha256:a1afd7c9fbff0d9f5d489c4ce2768bd09c84a46ddefc7161e6aa82ae35c85745 \
+    --hash=sha256:a1b4c8e7a489a0d750d91894e9a8cdc295838f1924c0ca903ae993456fddec07 \
+    --hash=sha256:a3b7387147361c3fd47a0bde763c5c91b5b4cd4dc9989b8ece84ff436c99843b \
+    --hash=sha256:a6f21e2a3b0067bbe7f67e34cfd16276af556e5e52f4c7503be0cb5f90e905e4 \
+    --hash=sha256:b15fc622b0f869d19207c4089a501d9bcc63ca5e071ffdd2f03f922df882dcb2 \
+    --hash=sha256:b205e5f5523fa039679da0dfe5a10132b2a4abeae6a86fdd1ddc035f7f836557 \
+    --hash=sha256:bbb8caadb2b742d293169d2b458b5c001ef70e3158704aa3d3ef9597624c5d1d \
+    --hash=sha256:bf3b6f807c8541503cecfbb8a8dffb385640d0d96102f3d112aa8740f9b7c826 \
+    --hash=sha256:c08ffe3e79756e0963cbc8fe410139f38a5884874b6f2e17761bef6563fdcd9b \
+    --hash=sha256:c0d726cc107fceb7d45f978483b4b70dd8caa836f5914d3434bb18628eb73813 \
+    --hash=sha256:c4a9f1707e4823d54dfec6c33fa3697d302aed536ed352a7ebb5a061ddb869d0 \
+    --hash=sha256:cd96f29b4bab1d42fa6e3d008711c75e0f79e94e06827330160e3a304227f150 \
+    --hash=sha256:d76ad7b951387e3632c8716a9bb03ac5b45c5f16119aa409db0459520887944e \
+    --hash=sha256:da684f2e1aa2ee9bdcb083f3f3a68c5956750b375bc5df864d3a5f0c42a40b77 \
+    --hash=sha256:de1ed58a974e75d56560acc7e7fed01a454994429456f65209789992e41f2568 \
+    --hash=sha256:de242a49b5d18e0a8776e654e9f6bf6d89f3875a5c35b425a0e7ce940feb3fd6 \
+    --hash=sha256:df31ef5494f406ab6cf827b7e64a22841c6e2d654100e6a116ea15b46d02d5e8 \
+    --hash=sha256:e93c227b595c6926c1acee96891dd9da4be338cfbe82e5cd3bb9d8dd7dc4ac0b \
+    --hash=sha256:eb3028cca2fc0a6d720e52ef61d8ebb62fcbfeb1de56874546d858d3f25a26b7 \
+    --hash=sha256:ed377e64805bdba4943c82717333f8f8603a13b09aff9cead2717c6c817fb168 \
+    --hash=sha256:ef7c3c97f4311c7be57e2986629df89d49cb434dbff78eafcd48c2bff986b15a \
+    --hash=sha256:f256d6ce930c52ca1cb2a960b7da03548c454e7d28b06059ad41bfe789036ce0 \
+    --hash=sha256:fe2a4c95aeba2209434e7b31172da572846cae8ca0bf1e7013e61b99fbbf5e72
     # via uvicorn
-idna==3.13 \
-    --hash=sha256:585ea8fe5d69b9181ec1afba340451fba6ba764af97026f92a91d4eef164a242 \
-    --hash=sha256:892ea0cde124a99ce773decba204c5552b69c3c67ffd5f232eb7696135bc8bb3
+idna==3.18 \
+    --hash=sha256:7f952cbe720b688055e3f87de14f5c3e5fdaa8bc3928985c4077ca689de849a2 \
+    --hash=sha256:ffb385a7e039654cef1ab9ef32c6fafe283c0c0467bba1d9029738ce4a14a848
     # via
     #   anyio
     #   requests
@@ -263,105 +268,99 @@ jinja2==3.1.6 \
     --hash=sha256:0137fb05990d35f1275a587e9aee6d56da821fc83491a0fb838183be43f66d6d \
     --hash=sha256:85ece4451f492d0c13c5dd7c13a64681a86afae63a5f347908daf103ce6d2f67
     # via feast (pyproject.toml)
-jsonschema==4.26.0 \
-    --hash=sha256:0c26707e2efad8aa1bfc5b7ce170f3fccc2e4918ff85989ba9ffa9facb2be326 \
-    --hash=sha256:d489f15263b8d200f8387e64b4c3a75f06629559fb73deb8fdfb525f2dab50ce
-    # via feast (pyproject.toml)
-jsonschema-specifications==2025.9.1 \
-    --hash=sha256:98802fee3a11ee76ecaca44429fda8a41bff98b00a0f2838151b113f210cc6fe \
-    --hash=sha256:b540987f239e745613c7a9176f3edb72b832a4ac465cf02712288397832b5e8d
-    # via jsonschema
-librt==0.9.0 \
-    --hash=sha256:07cf11f769831186eeac424376e6189f20ace4f7263e2134bdb9757340d84d4d \
-    --hash=sha256:0a09c2f5869649101738653a9b7ab70cf045a1105ac66cbb8f4055e61df78f2d \
-    --hash=sha256:0a1be03168b2691ba61927e299b352a6315189199ca18a57b733f86cb3cc8d38 \
-    --hash=sha256:0b73e4266307e51c95e09c0750b7ec383c561d2e97d58e473f6f6a209952fbb8 \
-    --hash=sha256:15cb151e52a044f06e54ac7f7b47adbfc89b5c8e2b63e1175a9d587c43e8942a \
-    --hash=sha256:194fc1a32e1e21fe809d38b5faea66cc65eaa00217c8901fbdb99866938adbdb \
-    --hash=sha256:1bf465d1e5b0a27713862441f6467b5ab76385f4ecf8f1f3a44f8aa3c695b4b6 \
-    --hash=sha256:1c587494461ebd42229d0f1739f3aa34237dd9980623ecf1be8d3bcba79f4499 \
-    --hash=sha256:224b9727eb8bc188bc3bcf29d969dba0cd61b01d9bac80c41575520cc4baabb2 \
-    --hash=sha256:22a904cbdb678f7cb348c90d543d3c52f581663d687992fee47fd566dcbf5285 \
-    --hash=sha256:2b8f5d00b49818f4e2b1667db994488b045835e0ac16fe2f924f3871bd2b8ac5 \
-    --hash=sha256:2c3786f0f4490a5cd87f1ed6cefae833ad6b1060d52044ce0434a2e85893afd0 \
-    --hash=sha256:2d03fa4fd277a7974c1978c92c374c57f44edeee163d147b477b143446ad1bf6 \
-    --hash=sha256:2f8e12706dcb8ff6b3ed57514a19e45c49ad00bcd423e87b2b2e4b5f64578443 \
-    --hash=sha256:3be322a15ee5e70b93b7a59cfd074614f22cc8c9ff18bd27f474e79137ea8d3b \
-    --hash=sha256:3cc2917258e131ae5f958a4d872e07555b51cb7466a43433218061c74ef33745 \
-    --hash=sha256:3f05d145df35dca5056a8bc3838e940efebd893a54b3e19b2dda39ceaa299bcb \
-    --hash=sha256:3fe56e80badb66fdcde06bef81bbaa5bfcf6fbd7aefb86222d9e369c38c6b228 \
-    --hash=sha256:42ff8a962554c350d4a83cf47d9b7b78b0e6ff7943e87df7cdfc97c07f3c016f \
-    --hash=sha256:451daa98463b7695b0a30aa56bf637831ea559e7b8101ac2ef6382e8eb15e29c \
-    --hash=sha256:465814ab157986acb9dfa5ccd7df944be5eefc0d08d31ec6e8d88bc71251d845 \
-    --hash=sha256:4c4d0440a3a8e31d962340c3e1cc3fc9ee7febd34c8d8f770d06adb947779ea5 \
-    --hash=sha256:4e3dda8345307fd7306db0ed0cb109a63a2c85ba780eb9dc2d09b2049a931f9c \
-    --hash=sha256:5093043afb226ecfa1400120d1ebd4442b4f99977783e4f4f7248879009b227f \
-    --hash=sha256:5112c2fb7c2eefefaeaf5c97fec81343ef44ee86a30dcfaa8223822fba6467b4 \
-    --hash=sha256:527b5b820b47a09e09829051452bb0d1dd2122261254e2a6f674d12f1d793d54 \
-    --hash=sha256:54d412e47c21b85865676ed0724e37a89e9593c2eee1e7367adf85bfad56ffb1 \
-    --hash=sha256:56d65b583cf43b8cf4c8fbe1e1da20fa3076cc32a1149a141507af1062718236 \
-    --hash=sha256:5ca8e133d799c948db2ab1afc081c333a825b5540475164726dcbf73537e5c2f \
-    --hash=sha256:603138ee838ee1583f1b960b62d5d0007845c5c423feb68e44648b1359014e27 \
-    --hash=sha256:63c12efcd160e1d14da11af0c46c0217473e1e0d2ae1acbccc83f561ea4c2a7b \
-    --hash=sha256:657f8ba7b9eaaa82759a104137aed2a3ef7bc46ccfd43e0d89b04005b3e0a4cc \
-    --hash=sha256:66b58fed90a545328e80d575467244de3741e088c1af928f0b489ebec3ef3858 \
-    --hash=sha256:6788207daa0c19955d2b668f3294a368d19f67d9b5f274553fd073c1260cbb9f \
-    --hash=sha256:703f4ae36d6240bfe24f542bac784c7e4194ec49c3ba5a994d02891649e2d85b \
-    --hash=sha256:7202bdcac47d3a708271c4304a474a8605a4a9a4a709e954bf2d3241140aa938 \
-    --hash=sha256:756775d25ec8345b837ab52effee3ad2f3b2dfd6bbee3e3f029c517bd5d8f05a \
-    --hash=sha256:78042f6facfd98ecb25e9829c7e37cce23363d9d7c83bc5f72702c5059eb082b \
-    --hash=sha256:789fff71757facc0738e8d89e3b84e4f0251c1c975e85e81b152cdaca927cc2d \
-    --hash=sha256:7bc30ad339f4e1a01d4917d645e522a0bc0030644d8973f6346397c93ba1503f \
-    --hash=sha256:7d429bdd4ac0ab17c8e4a8af0ed2a7440b16eba474909ab357131018fe8c7e71 \
-    --hash=sha256:7d5c8a5929ac325729f6119802070b561f4db793dffc45e9ac750992a4ed4d22 \
-    --hash=sha256:7e6274fd33fc5b2a14d41c9119629d3ff395849d8bcbc80cf637d9e8d2034da8 \
-    --hash=sha256:80b25c7b570a86c03b5da69e665809deb39265476e8e21d96a9328f9762f9990 \
-    --hash=sha256:81107843ed1836874b46b310f9b1816abcb89912af627868522461c3b7333c0f \
-    --hash=sha256:8494cfc61e03542f2d381e71804990b3931175a29b9278fdb4a5459948778dc2 \
-    --hash=sha256:850d6d03177e52700af605fd60db7f37dcb89782049a149674d1a9649c2138fd \
-    --hash=sha256:8c6bc1384d9738781cfd41d09ad7f6e8af13cfea2c75ece6bd6d2566cdea2076 \
-    --hash=sha256:90904fac73c478f4b83f4ed96c99c8208b75e6f9a8a1910548f69a00f1eaa671 \
-    --hash=sha256:90e6d5420fc8a300518d4d2288154ff45005e920425c22cbbfe8330f3f754bd9 \
-    --hash=sha256:928bd06eca2c2bbf4349e5b817f837509b0604342e65a502de1d50a7570afd15 \
-    --hash=sha256:9b3e3bc363f71bda1639a4ee593cb78f7fbfeacc73411ec0d4c92f00730010a4 \
-    --hash=sha256:9edcc35d1cae9fd5320171b1a838c7da8a5c968af31e82ecc3dff30b4be0957f \
-    --hash=sha256:9fcb461fbf70654a52a7cc670e606f04449e2374c199b1825f754e16dacfedd8 \
-    --hash=sha256:a0951822531e7aee6e0dfb556b30d5ee36bbe234faf60c20a16c01be3530869d \
-    --hash=sha256:a361c9434a64d70a7dbb771d1de302c0cc9f13c0bffe1cf7e642152814b35265 \
-    --hash=sha256:a4b25c6c25cac5d0d9d6d6da855195b254e0021e513e0249f0e3b444dc6e0e61 \
-    --hash=sha256:a5af136bfba820d592f86c67affcef9b3ff4d4360ac3255e341e964489b48519 \
-    --hash=sha256:a81eea9b999b985e4bacc650c4312805ea7008fd5e45e1bf221310176a7bcb3a \
-    --hash=sha256:a9c63e04d003bc0fb6a03b348018b9a3002f98268200e22cc80f146beac5dc40 \
-    --hash=sha256:aa95738a68cedd3a6f5492feddc513e2e166b50602958139e47bbdd82da0f5a7 \
-    --hash=sha256:b0a2040f801406b93657a70b72fa12311063a319fee72ce98e1524da7200171f \
-    --hash=sha256:b8bd70d5d816566a580d193326912f4a76ec2d28a97dc4cd4cc831c0af8e330e \
-    --hash=sha256:b8da9f8035bb417770b1e1610526d87ad4fc58a2804dc4d79c53f6d2cf5a6eb9 \
-    --hash=sha256:bc5518873822d2faa8ebdd2c1a4d7c8ef47b01a058495ab7924cb65bdbf5fc9a \
-    --hash=sha256:c0d620e74897f8c2613b3c4e2e9c1e422eb46d2ddd07df540784d44117836af3 \
-    --hash=sha256:c2640e23d2b7c98796f123ffd95cf2022c7777aa8a4a3b98b36c570d37e85eee \
-    --hash=sha256:c81aef782380f0f13ead670aae01825eb653b44b046aa0e5ebbb79f76ed4aa11 \
-    --hash=sha256:d4d16b608a1c43d7e33142099a75cd93af482dadce0bf82421e91cad077157f4 \
-    --hash=sha256:d69fc39e627908f4c03297d5a88d9284b73f4d90b424461e32e8c2485e21c283 \
-    --hash=sha256:d9da80e5b04acce03ced8ba6479a71c2a2edf535c2acc0d09c80d2f80f3bad15 \
-    --hash=sha256:dd2c7e082b0b92e1baa4da28163a808672485617bc855cc22a2fd06978fa9084 \
-    --hash=sha256:de7dac64e3eb832ffc7b840eb8f52f76420cde1b845be51b2a0f6b870890645e \
-    --hash=sha256:e0785c2fb4a81e1aece366aa3e2e039f4a4d7d21aaaded5227d7f3c703427882 \
-    --hash=sha256:e306d956cfa027fe041585f02a1602c32bfa6bb8ebea4899d373383295a6c62f \
-    --hash=sha256:e78fb7419e07d98c2af4b8567b72b3eaf8cb05caad642e9963465569c8b2d87e \
-    --hash=sha256:e9002e98dcb1c0a66723592520decd86238ddcef168b37ff6cfb559200b4b774 \
-    --hash=sha256:e94cbc6ad9a6aeea46d775cbb11f361022f778a9cc8cc90af653d3a594b057ce \
-    --hash=sha256:eea1b54943475f51698f85fa230c65ccac769f1e603b981be060ac5763d90927 \
-    --hash=sha256:f100bfe2acf8a3689af9d0cc660d89f17286c9c795f9f18f7b62dd1a6b247ae6 \
-    --hash=sha256:f162af66a2ed3f7d1d161a82ca584efd15acd9c1cff190a373458c32f7d42118 \
-    --hash=sha256:f24b90b0e0c8cc9491fb1693ae91fe17cb7963153a1946395acdbdd5818429a4 \
-    --hash=sha256:f29b68cd9714531672db62cc54f6e8ff981900f824d13fa0e00749189e13778e \
-    --hash=sha256:f38bc489037eca88d6ebefc9c4d41a4e07c8e8b4de5188a9e6d290273ad7ebb1 \
-    --hash=sha256:f3fd278f5e6bf7c75ccd6d12344eb686cc020712683363b66f46ac79d37c799f \
-    --hash=sha256:f4003f70c56a5addd6aa0897f200dd59afd3bf7bcd5b3cce46dd21f925743bc2 \
-    --hash=sha256:f48c963a76d71b9d7927eb817b543d0dccd52ab6648b99d37bd54f4cd475d856 \
-    --hash=sha256:f819e0c6413e259a17a7c0d49f97f405abadd3c2a316a3b46c6440b7dbbedbb1 \
-    --hash=sha256:fc5758e2b7a56532dc33e3c544d78cbaa9ecf0a0f2a2da2df882c1d6b99a317f \
-    --hash=sha256:fcbdf2a9ca24e87bbebb47f1fe34e531ef06f104f98c9ccfc953a3f3344c567a
+librt==0.13.0 \
+    --hash=sha256:05d96b80b95d3a2721b619f8982b8558848b04875bb4772fd54842b59f61dd97 \
+    --hash=sha256:0763ca2ab66058174f9dee426dc64f5e0a89c24a7df8d3fe3f1836c04e25de4b \
+    --hash=sha256:091b60a4d2174fc1ec5c34cdc0b72efb6224753d76b7da61ebeab7a191aec8bd \
+    --hash=sha256:0b795f5fc70fbbb787ceaf79bb3a0d627bcc33c53de51741755263ec406b775a \
+    --hash=sha256:0d38604854e8d22faadf683ec6c02bb0f886e2ba56ef981a1c36ee275f21ea22 \
+    --hash=sha256:109b84a9edf69ad89dc1f66358659e14a031baca95e3e5b0060bd903ede8efd6 \
+    --hash=sha256:1304368a3e7ffc3e9db986796cc5326fdb5943a3567ecc137cff318e4240c0e7 \
+    --hash=sha256:17221a7569f8f292aa0014226e48aa25b8c2b08da18088cd230953d0ea0f9cd1 \
+    --hash=sha256:1b5a7bbff495baedbd9b916c367d66854008f8f3b575908ded477c499dc60082 \
+    --hash=sha256:1ce61b3746545029d4f5c17d6bd74b676254ad98433086c846ffb5e8fa73f007 \
+    --hash=sha256:1d2a610c14ac0d0750ee0a3ab8548e83155258387891caaca04def4bf7289781 \
+    --hash=sha256:21b7ac084f701a9cdff6139745a6620579d65a9379ac2d9d50a86368b109e63c \
+    --hash=sha256:22034924f5b42d5a56371cf271771bfeaabf235a7a8b6264bef2d20013f786c6 \
+    --hash=sha256:25218d94b1d2cbc0ba1d8a3f9dc9af578d9646e5ed16443a70cde1dfdcce6d71 \
+    --hash=sha256:2608d3b39f9e0b4a66a130d9150c615cba40a5090d25eeeaa225e0e46de8c0ac \
+    --hash=sha256:260c33e92263fa629b4f6d3c51967a1c2158fe6c33237aaa3ebeac586b085259 \
+    --hash=sha256:2e56ea4ee4df77585a6b5c138f6538680886024fa559f5b55bd14b12e98e67b2 \
+    --hash=sha256:2f281549a4c52ac7bb97997f14353f8bd0e53a34ca0dad1c905cfd0b4a58ae99 \
+    --hash=sha256:301067672387902c55f94b51d5022304b36c966ea9fe1f21caab99a9bef487c9 \
+    --hash=sha256:30536798f4504c0fad0885b1d371b0539abb081e4570c9d7c641cb51141b49f0 \
+    --hash=sha256:32c26893cd085c1efe83219e78d866da23fb20a066101b8f68210004361d224c \
+    --hash=sha256:34bc7938b9fdf14fe32a406c19c71faf894c5cee7e7474bd0be2f17200b82d14 \
+    --hash=sha256:34e47058fcc69a313293d6dee94216a4f30c929ae6f2476e58c5ba635aa639d5 \
+    --hash=sha256:3657346f867469e962549435aa05fd15330b1d6a92829f8e27988e194382d005 \
+    --hash=sha256:36b306a623aaad96fe4b378692b54f9c0789fccd833b9851753d5fbf6138cfde \
+    --hash=sha256:371f7ce73026815dafd51c50ce38416e91428b28c4b2ec97cd39271164b0045c \
+    --hash=sha256:375f5af8f99cbaa99dd293af986e3d57caabc9ba81a5d3f021603764854197a1 \
+    --hash=sha256:387e2f1d27e89bffe0d3f520f0da0662c973fd607ca16c1808f8a5085419485e \
+    --hash=sha256:3aaedf52171bee90860704c560bc798fe83b76247df47568e0197e9b13c735a0 \
+    --hash=sha256:3dbb2a31882456cadc7053378e81ad7ed7693db4ac9f98ab5f81ef034aa8ec9f \
+    --hash=sha256:4000d961ff9598ac6ea603c6c836a5ed49bc205ade5fc378b998dfe1e2c36628 \
+    --hash=sha256:40ccd13c252d3fe473ffc8a57be7565abc8b64cf1b108344c859d5164f7f3e0c \
+    --hash=sha256:46c330e82565962c761dbce7941be2cff7db674ee807455a8d0cadc5f9b759b0 \
+    --hash=sha256:4f6db193d2e5e0ed60359b9a5a682cd67205d0d3b1e459a867dd4b5c4e7eaa7a \
+    --hash=sha256:531b2df3e9fe96b1fcf73a6d165921e4656be5f58d631d384ebce344298368db \
+    --hash=sha256:54dab44a847d5ad1acd05c8a83fe518ae685516ecf4d3f7cc6e3df2a66767650 \
+    --hash=sha256:5929da1981a46bcf4b28b1b9499905f0ff58e2419da402a048234e9783acbc4b \
+    --hash=sha256:5f31b0aa13c9b04370d4da6be1ab7779776b3a075cceb6747a39a4be85fe1e40 \
+    --hash=sha256:5fdcf34f86de8fb66d7dc7589f96ba91c4aa46671200d400e6fd6f109a483f18 \
+    --hash=sha256:66c0e7e6b02a155576df2c77ec933a70b72da726e248c494abf690923e624348 \
+    --hash=sha256:66cb1138f384a191a6d75f986064841fcfdc0cea98f7bd9c9ab9b38049917588 \
+    --hash=sha256:68a5faee4bba381cb93b5961f684a514cf0053cb92308ff9c792c2fea0b174c6 \
+    --hash=sha256:6bf6a559ffe4a93bbea6cf31ddf01a7fd9ba342ef51f27beb178e318b74acd61 \
+    --hash=sha256:70d9c62a4cffd9f23396cd5ef93fc5d11b31596b9b7d6306074abe3d5fcf09bd \
+    --hash=sha256:791aa18a373b90da8ac3c44fc77544f33fdf53ae403acdce9b39f1c26b4a3b94 \
+    --hash=sha256:79e44cff71750d299d61a678e49995b0d5935a9cda238c2574daeca3ba536927 \
+    --hash=sha256:7db9a3ff32ef5f7d1703d93831a3316cdf0b537de6a1cc03cc8fdd09b9194e89 \
+    --hash=sha256:860bd1d8ba48456ce08feaf8d343a8aaeb2fa086f2bcaa2a923fa3f7a3ff9aa3 \
+    --hash=sha256:9320d34c3376ae204b2cd176e8d4883a013934e0aef822f1aed9c536490c275d \
+    --hash=sha256:93d24ebb82aa4420b1409c389e7857bc35bd0b668007ac8172427d5c73cc8cc5 \
+    --hash=sha256:94b85d664d777bab6c0d709416cb42938251fda9e221b79e3a2215d85df5f4f9 \
+    --hash=sha256:96bad8725a4f196a798366c25ce075d1f7543a4ec045ffc13e6a7ec095cdab04 \
+    --hash=sha256:9af313c66157a69dc69ea0059a66961692250e0dc95af9c385a48ffb770a0d16 \
+    --hash=sha256:9c5d02b89de5acd0379a51ec44a89476fb03df6145442e1c8ecd6bee2f91b176 \
+    --hash=sha256:9e786428f291dd2d2f1cbfc0e0caa45a2e395fab0ad3e2c9314daa8873414390 \
+    --hash=sha256:9f836c37478f167a81200d8c8b2c920a22224564bed2c23d7aeec760965c367a \
+    --hash=sha256:9fd35e95ab5e45c3901d37110263c7db85a961110f5460588fe37f8c131f88a7 \
+    --hash=sha256:a001519c315d5db40710f2665d32c4791f1d4779fc96a9423fd18d92c8b9ac7b \
+    --hash=sha256:a3762e75fcac8c9e4dacaaf438bffd9003e2ca2c531b756f3c0035deefa674c8 \
+    --hash=sha256:a38fb81d8376dfa2f8963b265fec07637802b0d01e2a127c19c66cb070fb24f5 \
+    --hash=sha256:a3dfe4edf10e8ed7e55b026a8bfc2c2a8704218b659cd4bffdf604fab966dc39 \
+    --hash=sha256:a4517d47b2b8af26975a406fba7d314de9696d864252e0257c6ea90238cfe27f \
+    --hash=sha256:a468951af16155824e88bdd8326ebe5bdb371f3ec0ac04642994b98201d914f3 \
+    --hash=sha256:a6e556d6aba31c93dd97ce661d66614d2429c0a3923f9dc8f0af7e8df10223a4 \
+    --hash=sha256:ac04bcd3328eb91d99dfedf6a60d9c1f15d3434e6f6daf922f0420f7d90b85c7 \
+    --hash=sha256:ae01d8512cc17079e53425635327dbf3f7ff57a42c00dec348bf79791c56444c \
+    --hash=sha256:b15e26cc0fe622d0c67e98bee6ef6bc8f792e20ee3006aa12627a00463d9399f \
+    --hash=sha256:b222493da6e7b6199db9bd79502436cf5a27da3c1f7fa83c7e285444fc93fd03 \
+    --hash=sha256:c3cd253cf32fe4f4662960d6bf7d55cb8be0c31a5d644a4d48aeafebaff3409a \
+    --hash=sha256:c6014e3c80f9c1fe268ef8b0e0ef113bac672cc032f2f93866e7ddad4f3e663d \
+    --hash=sha256:c718e99a0992127af84385378460db624103b559ab260435abcfe77a4e4ed1c1 \
+    --hash=sha256:c7897db4e95e22468bdda33d8e012ceacd0182abf001e6389d763f0def6286b9 \
+    --hash=sha256:cb8a1adce42d8b75485a5d56a9623a50bcab995b6079f1dac59fc44034dd93d9 \
+    --hash=sha256:cc99dfb62b23c9207c33d0be8a2e2af7a42e21e6ea388b380a0c948c7b88953b \
+    --hash=sha256:d4c8d9bd5abce34b2e75edb3bf37ab0f34e49b1f915a40ae8468eb7c85bc5b46 \
+    --hash=sha256:d4cb6fbfdf874340ab5e51450753c0f817b6958a3621125ee695bbc3de866566 \
+    --hash=sha256:d63bae12a8aeb51380be3438e4dc4bd27354d0f8e19166b2f44e3e94d6f552dc \
+    --hash=sha256:d6fb0eaa108814581c4d3bfbd068c3fb6757812a81415008d1bae08267cca360 \
+    --hash=sha256:d9188caac26e47671b52836a5e2a49873a7fc11c673b0c122d22515f98bc14e1 \
+    --hash=sha256:db327e7271e653c32040b85ae6188059c924b57d7e1e29f935523fa017cd4e82 \
+    --hash=sha256:dbdd5b6509d0c2a8fe72cf494c299a61dbd58142a90a4190664ae159e4a7b547 \
+    --hash=sha256:e4f9b472e7d308d94b62c801982065661158c6ed02790d6c7ddb4337cea0f9c1 \
+    --hash=sha256:e54a315caf843c8d77e388cadc56ea9ded569935ee2d2347d7ea94992e5aa6fa \
+    --hash=sha256:f125f5d46b20f89dc5587a55cc416b4ba2a5b2ffda36d048ee120e17598a653a \
+    --hash=sha256:f19e181de5b3a1148bb3420b8c4b0b0ea0fce6950099724ad151d6cea5acc180 \
+    --hash=sha256:f1f9cc4d09a46d9cb3c2063ae100629d3f52a6517c3c08c2f4c9828261883929 \
+    --hash=sha256:f26629539d4893c2957a16c41bb058e1e135c1f150f6a2e25ed047f64cf3f5c6 \
+    --hash=sha256:f2a7253458e34f33543551394ae4fe104b497ec2a65ac266074de64c1df82e37 \
+    --hash=sha256:f40e56b61b41be5f7dec938cfeffd660668cf4b5e72c78e7bd671d66b7bc2c79 \
+    --hash=sha256:f442e3954b1addc759faae22a7c9a3f1e16d7d1db3f484279dc27d62e06968fa \
+    --hash=sha256:fadc63331f4388c3dc90090448f682a7e9feafc11481391c1e94f2f907a3976e \
+    --hash=sha256:fc67741da44c6eaa90e01eafb586bbba9b51eb5b6ed381ee6f5ae72eb3316d21
     # via mypy
 locket==1.0.0 \
     --hash=sha256:5c0d4c052a8bbbf750e056a8e65ccd309086f4f0f18a2eac306a8dfa4112a632 \
@@ -567,51 +566,52 @@ mmh3==5.2.1 \
     --hash=sha256:fceef7fe67c81e1585198215e42ad3fdba3a25644beda8fbdaf85f4d7b93175a \
     --hash=sha256:fd96476f04db5ceba1cfa0f21228f67c1f7402296f0e73fee3513aa680ad237b
     # via feast (pyproject.toml)
-mypy==1.20.2 \
-    --hash=sha256:0c64e5973df366b747646fc98da921f9d6eba9716d57d1db94a83c026a08e0fb \
-    --hash=sha256:0deb80d062b2479f2c87ae568f89845afc71d11bc41b04179e58165fd9f31e98 \
-    --hash=sha256:1e1c12f6d2db3d78b909b5f77513c11eb7f2dd2782b96a3ab6dffc7d44575c99 \
-    --hash=sha256:20175a1c0f49863946ec20b7f63255768058ac4f07d2b9ded6a6b46cfb5a9100 \
-    --hash=sha256:29752dbbf8cc53f89f6ac096d363314333045c257c9c75cbd189ca2de0455744 \
-    --hash=sha256:2a4102b03bb7481d9a91a6da8d174740c9c8c4401024684b9ca3b7cc5e49852f \
-    --hash=sha256:2de3dcea53babc1c3237a19002bc3d228ce1833278f093b8d619e06e7cc79609 \
-    --hash=sha256:34397cdced6b90b836e38182076049fdb41424322e0b0728c946b0939ebdf9f6 \
-    --hash=sha256:4077797a273e56e8843d001e9dfe4ba10e33323d6ade647ff260e5cd97d9758c \
-    --hash=sha256:419413398fe250aae057fd2fe50166b61077083c9b82754c341cf4fd73038f30 \
-    --hash=sha256:4b6481b228d072315b053210b01ac320e1be243dc17f9e5887ef167f23f5fae4 \
-    --hash=sha256:4dbfcf869f6b0517f70cf0030ba6ea1d6645e132337a7d5204a18d8d5636c02b \
-    --hash=sha256:4fef51b01e638974a6e69885687e9bd40c8d1e09a6cd291cca0619625cf1f558 \
-    --hash=sha256:52b176444e2e5054dfcbcb8c75b0b719865c96247b37407184bbfca5c353f2c2 \
-    --hash=sha256:56908d7e08318d39f85b1f0c6cfd47b0cac1a130da677630dac0de3e0623e102 \
-    --hash=sha256:5a65aa591af023864fd08a97da9974e919452cfe19cb146c8a5dc692626445dc \
-    --hash=sha256:688c3312e5dadb573a2c69c82af3a298d43ecf9e6d264e0f95df960b5f6ac19c \
-    --hash=sha256:6e2b469efd811707bc530fd1effef0f5d6eebcb7fe376affae69025da4b979a2 \
-    --hash=sha256:7488448de6007cd5177c6cea0517ac33b4c0f5ee9b5e9f2be51ce75511a85517 \
-    --hash=sha256:785b08db19c9f214dc37d65f7c165d19a30fcecb48abfa30f31b01b5acaabb58 \
-    --hash=sha256:7b0e817b518bff7facd7f85ea05b643ad8bdcce684cf29784987b0a7c8e1f997 \
-    --hash=sha256:803203d2b6ea644982c644895c2f78b28d0e208bba7b27d9b921e0ec5eb207c6 \
-    --hash=sha256:89dce27e142d25ffbc154c1819383b69f2e9234dc4ed4766f42e0e8cb264ab5c \
-    --hash=sha256:913485a03f1bcf5d279409a9d2b9ed565c151f61c09f29991e5faa14033da4c8 \
-    --hash=sha256:97d7b9a485b40f8ca425460e89bf1da2814625b2da627c0dcc6aa46c92631d14 \
-    --hash=sha256:9bcb8aa397ff0093c824182fd76a935a9ba7ad097fcbef80ae89bf6c1731d8ec \
-    --hash=sha256:9d56a78b646f2e3daa865bc70cd5ec5a46c50045801ca8ff17a0c43abc97e3ee \
-    --hash=sha256:a5da6976f20cae27059ea8d0c86e7cef3de720e04c4bb9ee18e3690fdb792066 \
-    --hash=sha256:a94c5a76ab46c5e6257c7972b6c8cff0574201ca7dc05647e33e795d78680563 \
-    --hash=sha256:a95a9248b0c6fd933a442c03c3b113c3b61320086b88e2c444676d3fd1ca3330 \
-    --hash=sha256:baf593f2765fa3a6b1ef95807dbaa3d25b594f6a52adcc506a6b9cb115e1be67 \
-    --hash=sha256:bb9c2fa06887e21d6a3a868762acb82aec34e2c6fd0174064f27c93ede68ad15 \
-    --hash=sha256:bba9ad231e92a3e424b3e56b65aa17704993425bba97e302c832f9466bb85bac \
-    --hash=sha256:c3bae4f855d965b5453784300c12ffc63a548304ac7f99e55d4dc7c898673aa3 \
-    --hash=sha256:c566c3a88b6ece59b3d70f65bedef17304f48eb52ff040a6a18214e1917b3254 \
-    --hash=sha256:cdecf62abcc4292500d7858aeae87a1f8f1150f4c4dd08fb0b336ee79b2a6df3 \
-    --hash=sha256:cf5a4db6dca263010e2c7bff081c89383c72d187ba2cf4c44759aac970e2f0c4 \
-    --hash=sha256:d52ad8d78522da1d308789df651ee5379088e77c76cb1994858d40a426b343b9 \
-    --hash=sha256:e061b58443f1736f8a37c48978d7ab581636d6ab03e3d4f99e3fa90463bb9382 \
-    --hash=sha256:e2877a02380adfcdbc69071a0f74d6e9dbbf593c0dc9d174e1f223ffd5281943 \
-    --hash=sha256:e73c07f23009962885c197ccb9b41356a30cc0e5a1d0c2ea8fd8fb1362d7f924 \
-    --hash=sha256:e8222c26daaafd9e8626dec58ae36029f82585890589576f769a650dd20fd665 \
-    --hash=sha256:edfbfca868cdd6bd8d974a60f8a3682f5565d3f5c99b327640cedd24c4264026 \
-    --hash=sha256:f376e37f9bf2a946872fc5fd1199c99310748e3c26c7a26683f13f8bdb756cbd
+mypy==2.3.0 \
+    --hash=sha256:04e617030eca5221909c8b7d8d7fd1c637948199aa2100b2ad9813feb07e1491 \
+    --hash=sha256:094af99f92638aa92852326188b85a89e50f4a472f44827c03362228482f0762 \
+    --hash=sha256:09abd66d8685e73f8f7d17b847c3e104d9a7b164a8706ea87d6c96a3d45816d5 \
+    --hash=sha256:0b025a93cffb9781d231f232be07a17912f35f10a313c24f301c81e842870654 \
+    --hash=sha256:13b1b16e2fa39f3b2e33fb1c468abc7a69369fa2e886b4b87b5afc81472325cd \
+    --hash=sha256:1c6c6bf687b17f90dbfcad95b960d32eaa0154c00da45f03ab50bf8952e047fe \
+    --hash=sha256:1fa8d916ac3b705af733c4c1e6c9ebe38fd0d52beb15b105c3e8355b55e6ecdc \
+    --hash=sha256:28e1e2af8cd8fff551fd30f2fe4b03fb76764ac8b1ba6c6a1bd00ad32b412db3 \
+    --hash=sha256:2d53fc67b9d28a43c6199077f49fea0f05839e36cf6158500331c9549225e5a5 \
+    --hash=sha256:3419d00717afbc5265b50dd14b1278f29ea4884dd398ab67873489ac093fd329 \
+    --hash=sha256:37fa4de896a84e2dc9200d91e614c22563b43d1a266789d4bbac7b22ebe6192b \
+    --hash=sha256:3961a4a34b05f7c74b0f05aa51fbfe99a2d1e126038df40318d15c8f558b7ef3 \
+    --hash=sha256:3dd0bed92c4bdec57c42505b96416fb9e6a5aa7be84d2809bcd5f2ecec2860d7 \
+    --hash=sha256:3e77244df3843048c3f927182916730e40c124cbaa43905c1fb86cb382aa0805 \
+    --hash=sha256:4359424140d985192c778c1ce2c114a10c1ca58a381ed79cfa70d37df94b299f \
+    --hash=sha256:465965d41cd9a2726694e983e8ce7113259327bec798115d1e1dfa2a52fb666e \
+    --hash=sha256:56c184d2c20ca6b6378d58d1960270a767f41f5e44acbbd27f05effef4f4e1d7 \
+    --hash=sha256:5e91adad1ca81742ac7ef9893959911df867752206b37135185e88dfb3c89494 \
+    --hash=sha256:691fdc37132b1ae628d834f672e74de83462d9fb4aff621835767fb43a8dd373 \
+    --hash=sha256:6b1cdb579446b60432432b2b2403a6201b4b475a004d7f488511c9ba177c9e88 \
+    --hash=sha256:6f99ec626e3c3a2f7c0b22c5b90ddb5dabb1c18729c971e9bdaca1f1766d2cee \
+    --hash=sha256:7247eb2824f996722a949530183394921ca71deb9680052a338cf53cff7925c2 \
+    --hash=sha256:75b0984bb3cbd76bb5c9291a8671f7ae66ca3b51c7584c358fc2e923259f0757 \
+    --hash=sha256:75cbb4b9ef04a0c84a957f07abc4504fbf64b8dcc145675101f2d3a78a4b1d6a \
+    --hash=sha256:7da939dd335cfd2ad788bdfd081c9f4e47634ab995e5a45eb15fd1e5bc052f8b \
+    --hash=sha256:85c5385b93012ffa3b31479ab579aef5415f4f3a32c6cf1ae07a984d2a0ff461 \
+    --hash=sha256:91ad22a52ae2c7e621c2f67c94d5a17f66b3209a4cff5cf8a573579835c69e97 \
+    --hash=sha256:944c665d984157cb96a679dfb7a4a81dd1d36b24b9c284b699514e6e626b82d4 \
+    --hash=sha256:9559ab18a9c9957dfa3004ab57cd4bac5f26a724329a9584e583367f0c2e1117 \
+    --hash=sha256:982e3d53dd23d0a4cef67dd66791fdbede0cf38f9eb617bf47663554c51e1e36 \
+    --hash=sha256:99ac767cc5d3b64c8d0ae226ead10c96694f94e4e7da1668642225dcd4e75aac \
+    --hash=sha256:adebc76aab4f3495a88b41d48aa4aff0c03f2822501da76625afcca5975f19e5 \
+    --hash=sha256:aec15d465d477558fd842757b487849007311cf3897849cdda0e3162ac0ac556 \
+    --hash=sha256:b1942b9314d4c784b8ea1dbab4972603290e5dd5630f06675f13aec97526bc4c \
+    --hash=sha256:b352b7e49f5e6576009e8df730e1ff4f915cb565b851b396d2ffe2f5a6f5da88 \
+    --hash=sha256:b5cd2f027a972a4a5f2278a11fac9747f5f81a53a30b714d74950b6807e55568 \
+    --hash=sha256:be51653d7669d7d7955d613b8d0bb57d5b652eaf71a873ddf65ac87254dd2595 \
+    --hash=sha256:cfca8ee88544090f86b6dcce05ec55d66eb48a762412ac2507810ba4bd793b6f \
+    --hash=sha256:d78fcf900b59cb7e82cb7e3a235e31b462d9333d92285bd1e4952d355b8ffba1 \
+    --hash=sha256:de121747278144fc9ae7caa2e978cf5df12aebc82933182f5b3b86081a30baef \
+    --hash=sha256:de6d2c484742a4d7b0ed6d07b143375624d3b899c5749c7b3c947f56261f48a6 \
+    --hash=sha256:ea317b060ce83e26050f8f9e4d7d6bf44ed7597c8ff9990bccffbb9d1d8522db \
+    --hash=sha256:f1b3a98dfd21058bc759bb3337d5d1f61d0fdf9f3cf9c00f4291790fb5427bff \
+    --hash=sha256:f4ed18f111bfe2d599bca7468e7f9251042c1c2118f762c8de2766a56d773c60 \
+    --hash=sha256:fbc00cee7bdbb9291979ddc9d08034a29dfcda4932628c9bbc28c1edd589df0c
     # via sqlalchemy
 mypy-extensions==1.1.0 \
     --hash=sha256:1be4cccdb0f2482337c4743e60421de3a356cd97508abadd57d47403e94f5505 \
@@ -750,19 +750,19 @@ pathspec==1.1.1 \
     --hash=sha256:17db5ecd524104a120e173814c90367a96a98d07c45b2e10c2f3919fff91bf5a \
     --hash=sha256:a00ce642f577bf7f473932318056212bc4f8bfdf53128c78bbd5af0b9b20b189
     # via mypy
-prometheus-client==0.25.0 \
-    --hash=sha256:5e373b75c31afb3c86f1a52fa1ad470c9aace18082d39ec0d2f918d11cc9ba28 \
-    --hash=sha256:d5aec89e349a6ec230805d0df882f3807f74fd6c1a2fa86864e3c2279059fed1
+prometheus-client==0.24.1 \
+    --hash=sha256:150db128af71a5c2482b36e588fc8a6b95e498750da4b17065947c16070f4055 \
+    --hash=sha256:7e0ced7fbbd40f7b84962d5d2ab6f17ef88a72504dcf7c0b40737b43b2a461f9
     # via feast (pyproject.toml)
-protobuf==7.34.1 \
-    --hash=sha256:34b84ce27680df7cca9f231043ada0daa55d0c44a2ddfaa58ec1d0d89d8bf60a \
-    --hash=sha256:403b093a6e28a960372b44e5eb081775c9b056e816a8029c61231743d63f881a \
-    --hash=sha256:5185e0e948d07abe94bb76ec9b8416b604cfe5da6f871d67aad30cbf24c3110b \
-    --hash=sha256:8ff40ce8cd688f7265326b38d5a1bed9bfdf5e6723d49961432f83e21d5713e4 \
-    --hash=sha256:9ce42245e704cc5027be797c1db1eb93184d44d1cdd71811fb2d9b25ad541280 \
-    --hash=sha256:bb3812cd53aefea2b028ef42bd780f5b96407247f20c6ef7c679807e9d188f11 \
-    --hash=sha256:d8b2cc79c4d8f62b293ad9b11ec3aebce9af481fa73e64556969f7345ebf9fc7 \
-    --hash=sha256:e97b55646e6ce5cbb0954a8c28cd39a5869b59090dfaa7df4598a7fba869468c
+protobuf==7.35.1 \
+    --hash=sha256:11d6b0ec246892d85215b0a13ca6e0233cf5284b68f0ac02646427f4ff88a799 \
+    --hash=sha256:230a75ddfc2de4806e56696ce9640c1cdfdb6543b7cfce98d42a4c0a0e7bdb87 \
+    --hash=sha256:24f857477359a85c0c235261b8ba905fd51b2562f4a64ca1df5473f29850cbf6 \
+    --hash=sha256:353652e4efd0bca5b5fc2656abf8307ef351f0cf938c9eba09f0e09c20a25c30 \
+    --hash=sha256:4bc97768d8fe4ad6743c8a19403e314511ed9f6d13205b687e52421c023ac1b9 \
+    --hash=sha256:74758715c53d7158fb76caf4f0cfdacc5329a4b1bb994f865d6cf302d413a1c4 \
+    --hash=sha256:b73f9489a4b8b1c9cb1f8ed951c736392592edb24b9d6819f36d2e10b171d5b4 \
+    --hash=sha256:ce115a26fe0c39a2c29973d914d327e516a6455464489fe3cd1e51a1b354f81a
     # via feast (pyproject.toml)
 psutil==7.2.2 \
     --hash=sha256:0746f5f8d406af344fd547f1c8daa5f5c33dbc293bb8d6a16d80b4bb88f59372 \
@@ -787,195 +787,188 @@ psutil==7.2.2 \
     --hash=sha256:eed63d3b4d62449571547b60578c5b2c4bcccc5387148db46e0c2313dad0ee00 \
     --hash=sha256:fd04ef36b4a6d599bbdb225dd1d3f51e00105f6d48a28f006da7f9822f2606d8
     # via feast (pyproject.toml)
-pyarrow==24.0.0 \
-    --hash=sha256:02b001b3ed4723caa44f6cd1af2d5c86aa2cf9971dacc2ffa55b21237713dfba \
-    --hash=sha256:04920d6a71aabd08a0417709efce97d45ea8e6fb733d9ca9ecffb13c67839f68 \
-    --hash=sha256:0b3537c00fb8d384f15ac1e79b6eb6db04a16514c8c1d22e59a9b95c8ba42868 \
-    --hash=sha256:1183baeb14c5f587b1ec52831e665718ce632caab84b7cd6b85fd44f96114495 \
-    --hash=sha256:14e31a3c9e35f1ab6356c6378f6f72830e6d2d5f1791df3774a7b097d18a6a1e \
-    --hash=sha256:1617043b99bd33e5318ae18eb2919af09c71322ef1ca46566cdafc6e6712fb66 \
-    --hash=sha256:1a4e45017efbf115032e4475ee876d525e0e36c742214fbe405332480ecd6275 \
-    --hash=sha256:1b2fe7f9a5566401a0ef2571f197eb92358925c1f0c8dba305d6e43ea0871bb3 \
-    --hash=sha256:1cc9057f0319e26333b357e17f3c2c022f1a83739b48a88b25bfd5fa2dc18838 \
-    --hash=sha256:2392d954fcb920f42d230284b677605e4e2fbb11f2821e823e642abd67fbb491 \
-    --hash=sha256:25ea65d868eb04015cd18e6df2fbe98f07e5bda2abefabcb88fce39a947716f6 \
-    --hash=sha256:295f0a7f2e242dabd513737cf076007dc5b2d59237e3eca37b05c0c6446f3826 \
-    --hash=sha256:2f16197705a230a78270cdd4ea8a1d57e86b2fdcbc34a1f6aebc72e65c986f9a \
-    --hash=sha256:35405aecb474e683fb36af650618fd5340ee5471fc65a21b36076a18bbc6c981 \
-    --hash=sha256:38be1808cdd068605b787e6ca9119b27eb275a0234e50212c3492331680c3b1e \
-    --hash=sha256:3a577bd840ca83f646f0a625dbc571dba7044c43c2d1503afc378b570954345c \
-    --hash=sha256:3b13dedfe76a0ad2d1d859b0811b53827a4e9d93a0bcb05cf59333ab4980cc7e \
-    --hash=sha256:418e48ce50a45a6a6c73c454677203a9c75c966cb1e92ca3370959185f197a05 \
-    --hash=sha256:55a3bc1e3df3b5567b7d27ef551b2283f0c68a5e86f1cd56abc569da4f31335b \
-    --hash=sha256:6165461f55ef6314f026de6638d661188e3455d3ec49834556a0ebbdbace18bb \
-    --hash=sha256:61a3d7eaa97a14768b542f3d284dc6400dd2470d9f080708b13cd46b6ae18136 \
-    --hash=sha256:6233c9ed9ab9d1db47de57d9753256d9dcffbf42db341576099f0fd9f6bf4810 \
-    --hash=sha256:641f795b361874ac9da5294f8f443dfdbee355cf2bd9e3b8d97aaac2306b9b37 \
-    --hash=sha256:644a246325b8c69c595ad1dd4b463eba4b0cdb731370e4a86137d433208d6147 \
-    --hash=sha256:6f066b179d68c413374294bc1735f68475457c933258df594443bb9d88ddc2a0 \
-    --hash=sha256:7986f1fa71cee060ad00758bcc79d3a93bab8559bf978fab9e53472a2e25a17b \
-    --hash=sha256:7c2b98645d576a0b9616892ead22b64a83a5f043c5e2ca15ebcefcb5b70c80cb \
-    --hash=sha256:806f24b4085453c197a5078218d1ee08783ebbba271badd153d1ae22a3ee804f \
-    --hash=sha256:85fe721a14dd823aca09127acbb06c3ca723efbd436c004f16bca601b04dcc83 \
-    --hash=sha256:8adc8e6ce5fccf5dc707046ae4914fd537def529709cc0d285d37a7f9cd442ca \
-    --hash=sha256:9700ebd9a51f5895ce75ff4ac4b3c47a7d4b42bc618be8e713e5d56bacf5f931 \
-    --hash=sha256:9b18371ad2f44044b81a8d23bc2d8a9b6a6226dca775e8e16cfee640473d6c5d \
-    --hash=sha256:a964266397740257f16f7bb2e4f08a0c81454004beab8ff59dd531b73610e9f2 \
-    --hash=sha256:adbbedc55506cbdabb830890444fb856bfb0060c46c6f8026c6c2f2cf86ae795 \
-    --hash=sha256:ae8a1145af31d903fa9bb166824d7abe9b4681a000b0159c9fb99c11bc11ad26 \
-    --hash=sha256:b0e131f880cda8d04e076cee175a46fc0e8bc8b65c99c6c09dff6669335fde74 \
-    --hash=sha256:b196eb3f931862af3fa84c2a253514d859c08e0d8fe020e07be12e75a5a9780c \
-    --hash=sha256:b7d9a514e73bc42711e6a35aaccf3587c520024fe0a25d830a1a8a27c15f4f57 \
-    --hash=sha256:bec9373df11544592b0ba7ec2af0e35059e5f0e7647c6183a854dedd193298f1 \
-    --hash=sha256:c42ab9439498270139cc63e18847a02afe5c8b3ed9c931266533cfe378bd3591 \
-    --hash=sha256:c91d00057f23b8d353039520dc3a6c09d8608164c692e9f59a175a42b2ae0c19 \
-    --hash=sha256:d3e0b61e8efb24ed38898e5cdc5fffa9124be480008d401a1f8071500494ae42 \
-    --hash=sha256:d7027eba1df3b2069e2e8d80f644fa0918b68c46432af3d088ddd390d063ecde \
-    --hash=sha256:d8ddd2768da81d3ee08cfea9b597f4abb4e8e1dc8ae7e204b608d23a0d3ab699 \
-    --hash=sha256:e3268e43984d0b1a185c89b4cfff282a7ead12fc93f56cfd7088bdbcbe727041 \
-    --hash=sha256:e4505fc6583f7b05ab854934896bcac8253b04ac1171a77dfb73efef92076d91 \
-    --hash=sha256:e56a1ffe9bf7b727432b89104cc0849c21582949dd7bdcb34f17b2001a351a76 \
-    --hash=sha256:e6f1278ee4785b6db21229374a1c9e54ec7c549de5d1efc9630b6207de7e170b \
-    --hash=sha256:f7616236ec1bc2b15bfdec22a71ab38851c86f8f05ff64f379e1278cf20c634a \
-    --hash=sha256:fb24ac194bfc5e86839d7dcd52092ee31e5fe6733fe11f5e3b06ef0812b20072
+pyarrow==25.0.0 \
+    --hash=sha256:0222f0071d13313962a88d21bf28b80d355ac39d81bfa6ff3fe00eeaf748e4be \
+    --hash=sha256:0490a7f8b38ffe11cc26526b50c65d111cb54ddac3717cec781806793f1244dc \
+    --hash=sha256:0721332c30fdd453fdd1fc203b2ac1f4c9db5aea28fa38d41f2574c4b068b9ec \
+    --hash=sha256:13240f0d3dc5932ccd0bfa90cd76d835680b9d94a7661c635df4b703d40ce849 \
+    --hash=sha256:149730a3d1f0fb59d663a0b8aa210adfd9c17c27cd94a0d143e60daea8320d4e \
+    --hash=sha256:161649d60a7a46c613a19fd795763ea8a88c36ba997dd99d9bc66e6794ee36e8 \
+    --hash=sha256:18dcc8cc50b5e72eae6fcbfc6c8776c21a007176b27a3cdec5c2f5bcf126708d \
+    --hash=sha256:20887a762dd61dcc530f93a140840ab1f6aa7836b33270e42d627ab3cf11e537 \
+    --hash=sha256:244f98a595f70fa4fd35faa7508c4ae67e14a173397a4b3b49d2b3c360fb0062 \
+    --hash=sha256:26be35b80780d2d21f4bae3d568b1666337c3a89722cc1794c956a77017cb24e \
+    --hash=sha256:2e093efbecb5317372f819228fa4b4e6157eee48d3f0a7b0303705ebf81a7104 \
+    --hash=sha256:2e3b6544e26e393fe2cd530f523e36c1c8d3c345bbbb60cca3fd866be8322517 \
+    --hash=sha256:38a2c887cb3883e241b70201688db34133b6dfadd04f03c8f9213df53770c18e \
+    --hash=sha256:3f356afe61186395c861d5cd63dc21ff7d5fa335012a4668d979257df7fea0f5 \
+    --hash=sha256:447df764beb07c544f0178a5f6b70ef44b9ecf382b3cdfad4c2d7867353c3887 \
+    --hash=sha256:4ec1895a87aa834c3b99b7a1e758747eb8bb57f922b32c0e0fa04afb8d6998b1 \
+    --hash=sha256:58d1ab556b0cea1c93fdb799b24ad58adb2f2a2788dbce782a94f64ae1a5cc9b \
+    --hash=sha256:59516c822d5fd8e544aaa0dfe72f36fed5d4c24ea8390aab1bcd31d7e959c6be \
+    --hash=sha256:5d1dbf24e151042f2fa3c129563f65d66674128868496fb008c4272b16bdf778 \
+    --hash=sha256:5f4bacb60f91dd2fca6c52f1b9a0012cd090e0294f1f781dc1881a247a352f8e \
+    --hash=sha256:5fb2d837960f1df7f679ff9f1a55065e306347d379e0768cebf14781254d6194 \
+    --hash=sha256:6f4812bfbf11ca7d8faf59eb8fff8bf4dd25ce3a38b62baa010cc17a0926d1b2 \
+    --hash=sha256:6f9dbd83e91c239a1f5ee7ce13f108b5f6c0efbe40a4375260d8f08b43ad05e9 \
+    --hash=sha256:72132b9a8a0a1840197794d4dea26080069b6b0981c116bc078762dc9691b21b \
+    --hash=sha256:77c8d1ae46a44b4006e8db1cc977bbcc6ce4873c92f74137d68e45503b97fb18 \
+    --hash=sha256:7d6da02ffc7a3a9bda3b7ded4cc2a27ff73969ab37153f3afd46bbbc1ba4f0f7 \
+    --hash=sha256:8831a3ba52fa7cdb78d368d968b1dcd06171e6dff5461e16d90de91d371e47bc \
+    --hash=sha256:ac5dfeee59f9ceb4d45ba76e83b026c38c24334135bb329d8274baa49cec3c62 \
+    --hash=sha256:add690feafa0953c443cdba9e9e87f5eaa198f1ea2e43a3b146ea83f202262d0 \
+    --hash=sha256:b58726f118c079f9d4ed7e904975d4f15fd69d0741ba511a4e2dcaa4ef16354f \
+    --hash=sha256:b724d127783b4c19f088fcdfc844cbc318809246a30307bcabd5ed02045e890e \
+    --hash=sha256:b72d943ff4e10fec8d48aedb23322d8f6ea8bc2d698b81db37e73730f69e4862 \
+    --hash=sha256:b8af8ceedf0c9c160fd2b63440f2d205b9404db85866c1217bfea601de7cfb50 \
+    --hash=sha256:c70a5fd9a82bd1a702fd482bdc62d38dcb672fb2b449b1d7c0d7d1f4be7b7bfe \
+    --hash=sha256:ce0ca222802087b9a8cb031a6468442cb6b67c290a45a601cac64753d34954d3 \
+    --hash=sha256:d293e9959b29a24c82d936d04ab2b7fd8b8d334030de2e56a99aba94f008ad7a \
+    --hash=sha256:d2d697008b5ec06d75952ef260c2e9a8a0f6ccfce24266c04c9c8ade927cb3b4 \
+    --hash=sha256:dbf9fa5d4bde73b1cc16377dcaaa010f971e6fa7f5083f5d44f34b50bc1d74af \
+    --hash=sha256:e009ef945e498dca2f050ea10d2e9764cb44017254826fc4574fdb8d2530173b \
+    --hash=sha256:e83916bbcf380866b4e14255850b33323ff678dc9758411d0409cdd2523880b0 \
+    --hash=sha256:f0f100dacf2c0f400601664a79d1a907ced4740514bb2b00917341038e2ce76f \
+    --hash=sha256:f57a39dbcb416345401c2e77a4373669b45fd111a1768e6cf267a7a0607ff0ec \
+    --hash=sha256:fa1482b3da10cac2d4db6e26b81da543e237616af2ef6d466018b31ca586496f
     # via
     #   feast (pyproject.toml)
     #   dask
-pydantic==2.13.3 \
-    --hash=sha256:6db14ac8dfc9a1e57f87ea2c0de670c251240f43cb0c30a5130e9720dc612927 \
-    --hash=sha256:af09e9d1d09f4e7fe37145c1f577e1d61ceb9a41924bf0094a36506285d0a84d
+pydantic==2.13.4 \
+    --hash=sha256:45a282cde31d808236fd7ea9d919b128653c8b38b393d1c4ab335c62924d9aba \
+    --hash=sha256:c40756b57adaa8b1efeeced5c196f3f3b7c435f90e84ea7f443901bec8099ef6
     # via
     #   feast (pyproject.toml)
     #   fastapi
-pydantic-core==2.46.3 \
-    --hash=sha256:0087084960f209a9a4af50ecd1fb063d9ad3658c07bb81a7a53f452dacbfb2ba \
-    --hash=sha256:031bb17f4885a43773c8c763089499f242aee2ea85cf17154168775dccdecf35 \
-    --hash=sha256:06d5d8820cbbdb4147578c1fe7ffcd5b83f34508cb9f9ab76e807be7db6ff0a4 \
-    --hash=sha256:07bc6d2a28c3adb4f7c6ae46aa4f2d2929af127f587ed44057af50bf1ce0f505 \
-    --hash=sha256:0c9ff69140423eea8ed2d5477df3ba037f671f5e897d206d921bc9fdc39613e7 \
-    --hash=sha256:1105677a6df914b1fb71a81b96c8cce7726857e1717d86001f29be06a25ee6f8 \
-    --hash=sha256:1108da631e602e5b3c38d6d04fe5bb3bfa54349e6918e3ca6cf570b2e2b2f9d4 \
-    --hash=sha256:12bc98de041458b80c86c56b24df1d23832f3e166cbaff011f25d187f5c62c37 \
-    --hash=sha256:13afdd885f3d71280cf286b13b310ee0f7ccfefd1dbbb661514a474b726e2f25 \
-    --hash=sha256:17eaface65d9fc5abb940003020309c1bf7a211f5f608d7870297c367e6f9022 \
-    --hash=sha256:1da3786b8018e60349680720158cc19161cc3b4bdd815beb0a321cd5ce1ad5b1 \
-    --hash=sha256:23cbdb3aaa74dfe0837975dbf69b469753bbde8eacace524519ffdb6b6e89eb7 \
-    --hash=sha256:2798b6ba041b9d70acfb9071a2ea13c8456dd1e6a5555798e41ba7b0790e329c \
-    --hash=sha256:27f9067c3bfadd04c55484b89c0d267981b2f3512850f6f66e1e74204a4e4ce3 \
-    --hash=sha256:28b5f2ef03416facccb1c6ef744c69793175fd27e44ef15669201601cf423acb \
-    --hash=sha256:28e8cf2f52d72ced402a137145923a762cbb5081e48b34312f7a0c8f55928ec3 \
-    --hash=sha256:28ed528c45446062ee66edb1d33df5d88828ae167de76e773a3c7f64bd14e976 \
-    --hash=sha256:2b8e4f2bbdf71415c544b4b1138b8060db7b6611bc927e8064c769f64bed651c \
-    --hash=sha256:2f40e4246676beb31c5ce77c38a55ca4e465c6b38d11ea1bd935420568e0b1ab \
-    --hash=sha256:3481bd1341dc85779ee506bc8e1196a277ace359d89d28588a9468c3ecbe63fa \
-    --hash=sha256:3612edf65c8ea67ac13616c4d23af12faef1ae435a8a93e5934c2a0cbbdd1fd6 \
-    --hash=sha256:367508faa4973b992b271ba1494acaab36eb7e8739d1e47be5035fb1ea225396 \
-    --hash=sha256:3861f1731b90c50a3266316b9044f5c9b405eecb8e299b0a7120596334e4fe9c \
-    --hash=sha256:3d08782c4045f90724b44c95d35ebec0d67edb8a957a2ac81d5a8e4b8a200495 \
-    --hash=sha256:41c178f65b8c29807239d47e6050262eb6bf84eb695e41101e62e38df4a5bc2c \
-    --hash=sha256:4335e87c7afa436a0dfa899e138d57a72f8aad542e2cf19c36fb428461caabd0 \
-    --hash=sha256:4b068543bdb707f5d935dab765d99227aa2545ef2820935f2e5dd801795c7dbd \
-    --hash=sha256:4de88889d7e88d50d40ee5b39d5dac0bcaef9ba91f7e536ac064e6b2834ecccf \
-    --hash=sha256:4e9d76736da5f362fabfeea6a69b13b7f2be405c6d6966f06b2f6bfff7e64531 \
-    --hash=sha256:57697d7c056aca4bbb680200f96563e841a6386ac1129370a0102592f4dddff5 \
-    --hash=sha256:57a973eae4665352a47cf1a99b4ee864620f2fe663a217d7a8da68a1f3a5bfda \
-    --hash=sha256:5ad3c826fe523e4becf4fe39baa44286cff85ef137c729a2c5e269afbfd0905d \
-    --hash=sha256:5c024e08c0ba23e6fd68c771a521e9d6a792f2ebb0fa734296b36394dc30390e \
-    --hash=sha256:5dcbbcf4d22210ced8f837c96db941bdb078f419543472aca5d9a0bb7cddc7df \
-    --hash=sha256:5dfd51cf457482f04ec49491811a2b8fd5b843b64b11eecd2d7a1ee596ea78a6 \
-    --hash=sha256:60e5f66e12c4f5212d08522963380eaaeac5ebd795826cfd19b2dfb0c7a52b9c \
-    --hash=sha256:610eda2e3838f401105e6326ca304f5da1e15393ae25dacae5c5c63f2c275b13 \
-    --hash=sha256:6529d1d128321a58d30afcc97b49e98836542f68dd41b33c2e972bb9e5290536 \
-    --hash=sha256:6645ce7eec4928e29a1e3b3d5c946621d105d3e79f0c9cddf07c2a9770949287 \
-    --hash=sha256:68cc7866ed863db34351294187f9b729964c371ba33e31c26f478471c52e1ed0 \
-    --hash=sha256:68ef2f623dda6d5a9067ac014e406c020c780b2a358930a7e5c1b73702900720 \
-    --hash=sha256:69a868ef3ff206343579021c40faf3b1edc64b1cc508ff243a28b0a514ccb050 \
-    --hash=sha256:6dff8cc884679df229ebc6d8eb2321ea6f8e091bc7d4886d4dc2e0e71452843c \
-    --hash=sha256:6e42d83d1c6b87fa56b521479cff237e626a292f3b31b6345c15a99121b454c1 \
-    --hash=sha256:706d9d0ce9cf4593d07270d8e9f53b161f90c57d315aeec4fb4fd7a8b10240d8 \
-    --hash=sha256:75a519dab6d63c514f3a81053e5266c549679e4aa88f6ec57f2b7b854aceb1b0 \
-    --hash=sha256:77706aeb41df6a76568434701e0917da10692da28cb69d5fb6919ce5fdb07374 \
-    --hash=sha256:79f561438481f28681584b89e2effb22855e2179880314bcddbf5968e935e807 \
-    --hash=sha256:830d1247d77ad23852314f069e9d7ddafeec5f684baf9d7e7065ed46a049c4e6 \
-    --hash=sha256:831eb19aa789a97356979e94c981e5667759301fb708d1c0d5adf1bc0098b873 \
-    --hash=sha256:83d002b97072a53ea150d63e0a3adfae5670cef5aa8a6e490240e482d3b22e57 \
-    --hash=sha256:85348b8f89d2c3508b65b16c3c33a4da22b8215138d8b996912bb1532868885f \
-    --hash=sha256:8690eba565c6d68ffd3a8655525cbdd5246510b44a637ee2c6c03a7ebfe64d3c \
-    --hash=sha256:87082cd65669a33adeba5470769e9704c7cf026cc30afb9cc77fd865578ebaad \
-    --hash=sha256:8940562319bc621da30714617e6a7eaa6b98c84e8c685bcdc02d7ed5e7c7c44e \
-    --hash=sha256:91249bcb7c165c2fb2a2f852dbc5c91636e2e218e75d96dfdd517e4078e173dd \
-    --hash=sha256:93fd339f23408a07e98950a89644f92c54d8729719a40b30c0a30bb9ebc55d23 \
-    --hash=sha256:9715525891ed524a0a1eb6d053c74d4d4ad5017677fb00af0b7c2644a31bae46 \
-    --hash=sha256:975c267cff4f7e7272eacbe50f6cc03ca9a3da4c4fbd66fffd89c94c1e311aa1 \
-    --hash=sha256:99421e7684a60f7f3550a1d159ade5fdff1954baedb6bdd407cba6a307c9f27d \
-    --hash=sha256:9be3e221bdc6d69abf294dcf7aff6af19c31a5cdcc8f0aa3b14be29df4bd03b1 \
-    --hash=sha256:9ce92e58abc722dac1bf835a6798a60b294e48eb0e625ec9fd994b932ac5feee \
-    --hash=sha256:9d2e32edcc143bc01e95300671915d9ca052d4f745aa0a49c48d4803f8a85f2c \
-    --hash=sha256:9d2f400712a99a013aff420ef1eb9be077f8189a36c1e3ef87660b4e1088a874 \
-    --hash=sha256:9f247596366f4221af52beddd65af1218797771d6989bc891a0b86ccaa019168 \
-    --hash=sha256:a03e6467f0f5ab796a486146d1b887b2dc5e5f9b3288898c1b1c3ad974e53e4a \
-    --hash=sha256:a35cc284c8dd7edae8a31533713b4d2467dfe7c4f1b5587dd4031f28f90d1d13 \
-    --hash=sha256:a3b11c812f61b3129c4905781a2601dfdfdea5fe1e6c1cfb696b55d14e9c054f \
-    --hash=sha256:a642ac886ecf6402d9882d10c405dcf4b902abeb2972cd5fb4a48c83cd59279a \
-    --hash=sha256:a6cd87cb1575b1ad05ba98894c5b5c96411ef678fa2f6ed2576607095b8d9789 \
-    --hash=sha256:a712c7118e6c5ea96562f7b488435172abb94a3c53c22c9efc1412264a45cbbe \
-    --hash=sha256:a7610b6a5242a6c736d8ad47fd5fff87fcfe8f833b281b1c409c3d6835d9227f \
-    --hash=sha256:ab124d49d0459b2373ecf54118a45c28a1e6d4192a533fbc915e70f556feb8e5 \
-    --hash=sha256:ac5ec7fb9b87f04ee839af2d53bcadea57ded7d229719f56c0ed895bff987943 \
-    --hash=sha256:aed19d0c783886d5bd86d80ae5030006b45e28464218747dcf83dabfdd092c7b \
-    --hash=sha256:af8653713055ea18a3abc1537fe2ebc42f5b0bbb768d1eb79fd74eb47c0ac089 \
-    --hash=sha256:afa3aa644f74e290cdede48a7b0bee37d1c35e71b05105f6b340d484af536d9b \
-    --hash=sha256:b00b76f7142fc60c762ce579bd29c8fa44aaa56592dd3c54fab3928d0d4ca6ff \
-    --hash=sha256:b11b59b3eee90a80a36701ddb4576d9ae31f93f05cb9e277ceaa09e6bf074a67 \
-    --hash=sha256:b12dd51f1187c2eb489af8e20f880362db98e954b54ab792fa5d92e8bcc6b803 \
-    --hash=sha256:b40ddd51e7c44b28cfaef746c9d3c506d658885e0a46f9eeef2ee815cbf8e045 \
-    --hash=sha256:b504bda01bafc69b6d3c7a0c7f039dcf60f47fab70e06fe23f57b5c75bdc82b8 \
-    --hash=sha256:b5b9c6cf08a8a5e502698f5e153056d12c34b8fb30317e0c5fd06f45162a6346 \
-    --hash=sha256:b675ab0a0d5b1c8fdb81195dc5bcefea3f3c240871cdd7ff9a2de8aa50772eb2 \
-    --hash=sha256:b6cdf19bf84128d5e7c37e8a73a0c5c10d51103a650ac585d42dd6ae233f2b7f \
-    --hash=sha256:bcf2a8b2982a6673693eae7348ef3d8cf3979c1d63b54fca7c397a635cc68687 \
-    --hash=sha256:bd2aab0e2e9dc2daf36bd2686c982535d5e7b1d930a1344a7bb6e82baab42a76 \
-    --hash=sha256:c3212fda0ee959c1dd04c60b601ec31097aaa893573a3a1abd0a47bcac2968c1 \
-    --hash=sha256:cc0988cb29d21bf4a9d5cf2ef970b5c0e38d8d8e107a493278c05dc6c1dda69f \
-    --hash=sha256:cc7e8c32db809aa0f6ea1d6869ebc8518a65d5150fdfad8bcae6a49ae32a22e2 \
-    --hash=sha256:cca67d52a5c7a16aed2b3999e719c4bcf644074eac304a5d3d62dd70ae7d4b2c \
-    --hash=sha256:ced3310e51aa425f7f77da8bbbb5212616655bedbe82c70944320bc1dbe5e018 \
-    --hash=sha256:cf489cf8986c543939aeee17a09c04d6ffb43bfef8ca16fcbcc5cfdcbed24dba \
-    --hash=sha256:d0793c90c1a3c74966e7975eaef3ed30ebdff3260a0f815a62a22adc17e4c01c \
-    --hash=sha256:d0fe3dce1e836e418f912c1ad91c73357d03e556a4d286f441bf34fed2dbeecf \
-    --hash=sha256:d11058e3201527d41bc6b545c79187c9e4bf85e15a236a6007f0e991518882b7 \
-    --hash=sha256:d2d0aead851b66f5245ec0c4fb2612ef457f8bbafefdf65a2bf9d6bac6140f47 \
-    --hash=sha256:d56bdb4af1767cc15b0386b3c581fdfe659bb9ee4a4f776e92c1cd9d074000d6 \
-    --hash=sha256:dcda6583921c05a40533f982321532f2d8db29326c7b95c4026941fa5074bd79 \
-    --hash=sha256:dd81f6907932ebac3abbe41378dac64b2380db1287e2aa64d8d88f78d170f51a \
-    --hash=sha256:de3a5c376f8cd94da9a1b8fd3dd1c16c7a7b216ed31dc8ce9fd7a22bf13b836e \
-    --hash=sha256:de885175515bcfa98ae618c1df7a072f13d179f81376c8007112af20567fd08a \
-    --hash=sha256:e29908922ce9da1a30b4da490bd1d3d82c01dcfdf864d2a74aacee674d0bfa34 \
-    --hash=sha256:e480080975c1ef7f780b8f99ed72337e7cc5efea2e518a20a692e8e7b278eb8b \
-    --hash=sha256:e61ea8e9fff9606d09178f577ff8ccdd7206ff73d6552bcec18e1033c4254b85 \
-    --hash=sha256:ec638c5d194ef8af27db69f16c954a09797c0dc25015ad6123eb2c73a4d271ca \
-    --hash=sha256:ed42e6cc8e1b0e2b9b96e2276bad70ae625d10d6d524aed0c93de974ae029f9f \
-    --hash=sha256:f00a0961b125f1a47af7bcc17f00782e12f4cd056f83416006b30111d941dfa3 \
-    --hash=sha256:f13936129ce841f2a5ddf6f126fea3c43cd128807b5a59588c37cf10178c2e64 \
-    --hash=sha256:f1771ce258afb3e4201e67d154edbbae712a76a6081079fe247c2f53c6322c22 \
-    --hash=sha256:f1f8338dd7a7f31761f1f1a3c47503a9a3b34eea3c8b01fa6ee96408affb5e72 \
-    --hash=sha256:f64b5537ac62b231572879cd08ec05600308636a5d63bcbdb15063a466977bec \
-    --hash=sha256:f80a55484b8d843c8ada81ebf70a682f3f00a3d40e378c06cf17ecb44d280d7d \
-    --hash=sha256:f91c0aff3e3ee0928edd1232c57f643a7a003e6edf1860bc3afcdc749cb513f3 \
-    --hash=sha256:fa3eb7c2995aa443687a825bc30395c8521b7c6ec201966e55debfd1128bcceb \
-    --hash=sha256:fb528e295ed31570ac3dcc9bfdd6e0150bc11ce6168ac87a8082055cf1a67395 \
-    --hash=sha256:fc331a5314ffddd5385b9ee9d0d2fee0b13c27e0e02dad71b1ae5d6561f51eeb \
-    --hash=sha256:fd35aa21299def8db7ef4fe5c4ff862941a9a158ca7b63d61e66fe67d30416b4 \
-    --hash=sha256:ff5e7783bcc5476e1db448bf268f11cb257b1c276d3e89f00b5727be86dd0127 \
-    --hash=sha256:ffe0883b56cfc05798bf994164d2b2ff03efe2d22022a2bb080f3b626176dd56
+pydantic-core==2.46.4 \
+    --hash=sha256:00c603d540afdd6b80eb39f078f33ebd46211f02f33e34a32d9f053bba711de0 \
+    --hash=sha256:0186750b482eefa11d7f435892b09c5c606193ef3375bcf94aa00ae6bfb66262 \
+    --hash=sha256:041bde0a48fd37cf71cab1c9d56d3e8625a3793fef1f7dd232b3ff37e978ecda \
+    --hash=sha256:0c563b08bca408dc7f65f700633d8442fffb2421fc47b8101377e9fd65051ff0 \
+    --hash=sha256:0cbe8b01f948de4286c74cdd6c667aceb38f5c1e26f0693b3983d9d74887c65e \
+    --hash=sha256:0ce40cd7b21210e99342afafbd4d0f76d784eb5b1d60f3bdc566be4983c6c73b \
+    --hash=sha256:0e96592440881c74a213e5ad528e2b24d3d4f940de2766bed9010ab1d9e51594 \
+    --hash=sha256:10e17cbb10a330363733efc4d7c4d0dd827ac0909b8f6a6542298fed1ea62f29 \
+    --hash=sha256:133878133d271ade3d41d1bfb2a45ec38dbdbda40bc065921c6b04e4630127e2 \
+    --hash=sha256:14d4edf427bdcf950a8a02d7cb44a08614388dd6e1bdcbf4f67504fa7887da9c \
+    --hash=sha256:14f4c5d6db102bd796a627bbb3a17b4cf4574b9ae861d8b7c9a9661c6dd3362d \
+    --hash=sha256:17299feefe090f2caa5b8e37222bb5f663e4935a8bfa6931d4102e5df1a9f398 \
+    --hash=sha256:184c081504d17f1c1066e430e117142b2c77d9448a97f7b65c6ac9fd9aee238d \
+    --hash=sha256:18e5ceec2ab67e6d5f1a9085e5a24c9c4e2ac4545730bfe668680bca05e555f3 \
+    --hash=sha256:19e51f073cd3df251856a8a4189fbdf1de4012c3ebacfb1884f94f1eb406079f \
+    --hash=sha256:1a7dd0b3ee80d90150e3495a3a13ac34dbcbfd4f012996a6a1d8900e91b5c0fb \
+    --hash=sha256:1d8ba486450b14f3b1d63bc521d410ec7565e52f887b9fb671791886436a42f7 \
+    --hash=sha256:2108ba5c1c1eca18030634489dc544844144ee36357f2f9f780b93e7ddbb44b5 \
+    --hash=sha256:228ee9bae8bef5b1e97ec58302f80357c37199e0d0a99174e138d28e6957b9d9 \
+    --hash=sha256:23ace664830ee0bfe014a0c7bc248b1f7f25ed7ad103852c317624a1083af462 \
+    --hash=sha256:2412e734dcb48da14d4e4006b82b46b74f2518b8a26ee7e58c6844a6cd6d03c4 \
+    --hash=sha256:29c61fc04a3d840155ff08e475a04809278972fe6aef51e2720554e96367e34b \
+    --hash=sha256:2f84c03c8607173d16b5a854ec68a2f9079ae03237a54fb506d13af47e1d018d \
+    --hash=sha256:3009f12e4e90b7f88b4f9adb1b0c4a3d58fe7820f3238c190047209d148026df \
+    --hash=sha256:3245406455a5d98187ec35530fd772b1d799b26667980872c8d4614991e2c4a2 \
+    --hash=sha256:3447661d99f75a3683a4cf5c87da72f2161964611864dbbeac7fbb118bb4bfc0 \
+    --hash=sha256:372429a130e469c9cd698925ce5fc50940b7a1336b0d82038e63d5bbc4edc519 \
+    --hash=sha256:395aebd9183f9d112f569aeb5b2214d1a10a33bec8456447f7fbdfa51d38d4cd \
+    --hash=sha256:3a233125ac121aa3ffba9a2b59edfc4a985a76092dc8279586ab4b71390875e7 \
+    --hash=sha256:3be77f45df024d789a672ae34f8b06fb346c4f9f46ea714956660ea4862e89ac \
+    --hash=sha256:3bf92c5d0e00fefaab325a4d27828fe6b6e2a21848686b5b60d2d9eeb09d76c6 \
+    --hash=sha256:3ecbc122d18468d06ca279dc26a8c2e2d5acb10943bb35e36ae92096dc3b5565 \
+    --hash=sha256:3fb702cd90b0446a3a1c5e470bfa0dd23c0233b676a9099ddcc964fa6ca13898 \
+    --hash=sha256:428e04521a40150c85216fc8b85e8d39fece235a9cf5e383761238c7fa9b96fb \
+    --hash=sha256:432c179df7874eeb73307aad2df0755e1ae0efa61ff0ea89b93e194411ae3928 \
+    --hash=sha256:4a05d69cba51d852c5c3e92758653245a50c0b646ced0cf05bd793ed592839d6 \
+    --hash=sha256:4c63ebc82684aa89d9a3bcbd13d515b3be44250dc68dd3bd81526c1cb31286c3 \
+    --hash=sha256:4fc73cb559bdb54b1134a706a2802a4cddd27a0633f5abb7e53056268751ac6a \
+    --hash=sha256:4fcbe087dbc2068af7eda3aa87634eba216dbda64d1ae73c8684b621d33f6596 \
+    --hash=sha256:56cb4851bcaf3d117eddcef4fe66afd750a50274b0da8e22be256d10e5611987 \
+    --hash=sha256:5855698a4856556d86e8e6cd8434bc3ac0314ee8e12089ae0e143f64c6256e4e \
+    --hash=sha256:5a4330cdbc57162e4b3aa303f588ba752257694c9c9be3e7ebb11b4aca659b5d \
+    --hash=sha256:5b712b53160b79a5850310b912a5ef8e57e56947c8ad690c227f5c9d7e561712 \
+    --hash=sha256:5d5902252db0d3cedf8d4a1bc68f70eeb430f7e4c7104c8c476753519b423008 \
+    --hash=sha256:617d7e2ca7dcb8c5cf6bcb8c59b8832c94b36196bbf1cbd1bfb56ed341905edd \
+    --hash=sha256:62f875393d7f270851f20523dd2e29f082bcc82292d66db2b64ea71f64b6e1c1 \
+    --hash=sha256:633147d34cf4550417f12e2b1a0383973bdf5cdfde212cb09e9a581cf10820be \
+    --hash=sha256:66ce7632c22d837c95301830e111ad0128a32b8207533b60896a96c4915192ea \
+    --hash=sha256:6b3ace8194b0e5204818c92802dcdca7fc6d88aabbb799d7c795540d9cd6d292 \
+    --hash=sha256:6f2eeda33a839975441c86a4119e1383c50b47faf0cbb5176985565c6bb02c33 \
+    --hash=sha256:7027560ee92211647d0d34e3f7cd6f50da56399d26a9c8ad0da286d3869a53f3 \
+    --hash=sha256:7283d57845ecf5a163403eb0702dfc220cc4fbdd18919cb5ccea4f95ee1cdab4 \
+    --hash=sha256:7a5f930472650a82629163023e630d160863fce524c616f4e5186e5de9d9a49b \
+    --hash=sha256:7bfb192b3f4b9e8a89b6277b6ce787564f62cfd272055f6e685726b111dc7826 \
+    --hash=sha256:811ff8e9c313ab425368bcbb36e5c4ebd7108c2bbf4e4089cfbb0b01eff63fac \
+    --hash=sha256:8233f2947cf85404441fd7e0085f53b10c93e0ee78611099b5c7237e36aacbf7 \
+    --hash=sha256:82cf5301172168103724d49a1444d3378cb20cdee30b116a1bd6031236298a5d \
+    --hash=sha256:8358a950c8909158e3df31538a7e4edc2d7265a7c54b47f0864d9e5bae9dcebf \
+    --hash=sha256:85bb3611ff1802f3ee7fdd7dbff26b56f343fb432d57a4728fdd49b6ef35e2f4 \
+    --hash=sha256:86e1a4418c6cd97d60c95c71164158eaf7324fae7b0923264016baa993eba6fc \
+    --hash=sha256:8b9bab013d1c7a79d3501ff86d0bc9c31bf587db4551677b96bec07df78c6b15 \
+    --hash=sha256:8c5dac79fa1614d1e06ca695109c6105923bd9c7d1d6c918d4e637b7e6b32fd3 \
+    --hash=sha256:8d0820e8192167f80d88d64038e609c31452eeca865b4e1d9950a27a4609b00b \
+    --hash=sha256:8daafc69c93ee8a0204506a3b6b30f586ef54028f52aeeeb5c4cfc5184fd5914 \
+    --hash=sha256:9037063db01f09b09e237c282b6792bd4da634b5402c4e7f0c61effed7701a04 \
+    --hash=sha256:905a0ed8ea6f2d61c1738835f99b699348d7857379083e5fc497fa0c967a407c \
+    --hash=sha256:90884113d8b48f760e9587002789ddd741e76ab9f89518cd1e43b1f1a52ec44b \
+    --hash=sha256:91a06d2e259ecfbd8c901d70c3c507900458498142b3026a296b7de4d1322cc9 \
+    --hash=sha256:926c9541b14b12b1681dca8a0b75feb510b06c6341b70a8e500c2fdcff837cce \
+    --hash=sha256:9401557acd873c3a7f3eb9383edef8ac4968f9510e340f4808d427e75667e7b4 \
+    --hash=sha256:9551187363ffc0de2a00b2e47c25aeaeb1020b69b668762966df15fc5659dd5a \
+    --hash=sha256:962ccbab7b642487b1d8b7df90ef677e03134cf1fd8880bf698649b22a69371f \
+    --hash=sha256:97e7cf2be5c77b7d1a9713a05605d49460d02c6078d38d8bef3cbe323c548424 \
+    --hash=sha256:9aa768456404a8bf48a4406685ac2bec8e72b62c69313734fa3b73cf33b3a894 \
+    --hash=sha256:9bc519fbf2b7578398853d815009ae5e4d4603d12f4e3f91da8c06852d3da3e9 \
+    --hash=sha256:9d56801be94b86a9da183e5f3766e6310752b99ff647e38b09a9500d88e46e76 \
+    --hash=sha256:9f444c499b3eefd3a92e348059471ea0c3a6e303d9c1cec09fa748fd9f895201 \
+    --hash=sha256:9fa8ae11da9e2b3126c6426f147e0fba88d96d65921799bb30c6abd1cb2c97fb \
+    --hash=sha256:a0f62d0a58f4e7da165457e995725421e0064f2255d8eccebc49f41bbc23b109 \
+    --hash=sha256:a396dcc17e5a0b164dbe026896245a4fa9ff402edca1dff0be3d53a517f74de4 \
+    --hash=sha256:aaa2a54443eff1950ba5ddc6b6ccda0d9c84a364276a62f969bdf2a390650848 \
+    --hash=sha256:ad785e92e6dc634c21555edc8bd6b64957ab844541bcb96a1366c202951ae526 \
+    --hash=sha256:af8244b2bef6aaad6d92cda81372de7f8c8d36c9f0c3ea36e827c60e7d9467a0 \
+    --hash=sha256:b078afbc25f3a1436c7a1d2cd3e322497ee99615ba97c563566fdf46aff1ee01 \
+    --hash=sha256:b2f69dec1725e79a012d920df1707de5caf7ed5e08f3be4435e25803efc47458 \
+    --hash=sha256:b8458003118a712e66286df6a707db01c52c0f52f7db8e4a38f0da1d3b94fc4e \
+    --hash=sha256:bb63e0198ca18aad131c089b9204c23079c3afa95487e561f4c522d519e55aba \
+    --hash=sha256:bfec22eab3c8cc2ceec0248aec886624116dc079afa027ecc8ad4a7e62010f8a \
+    --hash=sha256:c1747f85cee84c26985853c6f3d9bd3e75da5212912443fa111c113b9c246f39 \
+    --hash=sha256:c1b3f518abeca3aa13c712fd202306e145abf59a18b094a6bafb2d2bbf59192c \
+    --hash=sha256:c50f2528cf200c5eed56faf3f4e22fcd5f38c157a8b78576e6ba3168ec35f000 \
+    --hash=sha256:c68fcd102d71ea85c5b2dfac3f4f8476eff42a9e078fd5faefff6d145063536b \
+    --hash=sha256:c7a7bd4e39e8e4c12c39cd480356842b6a8a06e41b23a55a5e3e191718838ddf \
+    --hash=sha256:c94f0688e7b8d0a67abf40e57a7eaaecd17cc9586706a31b76c031f63df052b4 \
+    --hash=sha256:cbaf13819775b7f769bf4a1f066cb6df7a28d4480081a589828ef190226881cd \
+    --hash=sha256:cd2213145bcc2ba85884d0ac63d222fece9209678f77b9b4d76f054c561adb28 \
+    --hash=sha256:ce5c1d2a8b27468f433ca974829c44060b8097eedc39933e3c206a90ee49c4a9 \
+    --hash=sha256:d396ec2b979760aaf3218e76c24e65bd0aca24983298653b3a9d7a45f9e47b30 \
+    --hash=sha256:d51026d73fcfd93610abc7b27789c26b313920fcfb20e27462d74a7f8b06e983 \
+    --hash=sha256:d80ee3d731373b24cebbc10d689ca4ee1875caf0d5703a245db18efd4dd37fc1 \
+    --hash=sha256:d995260fdf4e1db774581b4900e0f832abe3c7c84996726bbc161b19c8f29e76 \
+    --hash=sha256:da4b951fe36dc7c3a1ccb4e3cd1747c3542b8c9ceede8fc86cae054e764485f5 \
+    --hash=sha256:daa27d92c36f24388fe3ad306b174781c747627f134452e4f128ea00ce1fe8c4 \
+    --hash=sha256:db06ffe51636ffe9ca531fe9023dd64bdd794be8754cb5df57c5498ae5b518a7 \
+    --hash=sha256:e0d65b8c354be7fb5f720c3caa8bc940bc2d20ce749c8e06135f07f8ed95dd7c \
+    --hash=sha256:e68b7a074f65a2fd746c52a7ce6142ab7006074ac269ace0c25cd8ba171f8066 \
+    --hash=sha256:e739fee756ba1010f8bcccb534252e85a35fe45ae92c295a06059ce58b74ccd3 \
+    --hash=sha256:e846ae7835bf0703ae43f534ab79a867146dadd59dc9ca5c8b53d5c8f7c9ef02 \
+    --hash=sha256:e9c26f834c65f5752f3f06cb08cb86a913ceb7274d0db6e267808a708b46bc89 \
+    --hash=sha256:ea793e075b70290d89d8142074262885d3f7da19634845135751bd6344f73b50 \
+    --hash=sha256:f027324c56cd5406ca49c124b0db10e56c69064fec039acc571c29020cc87c76 \
+    --hash=sha256:f13a646d65d09fbf1bc6b3a9635d30095c8e7e5cc419ff35ecc563c5fd04cd49 \
+    --hash=sha256:f47286a97f0bc9b8859519809077b91b2cefe4ae47fcbf5e466a009c1c5d742b \
+    --hash=sha256:f747929cf940cddb5b3668a390056ddd5ba2e5010615ea2dcf4f9c4f3ab8791d \
+    --hash=sha256:f99626688942fb746e545232e7726926f3be91b5975f8b55327665fafda991c7 \
+    --hash=sha256:f9fa868638bf362d3d138ea55829cefb3d5f4b0d7f142234382a15e2485dbec4 \
+    --hash=sha256:fbdb89b3e1c94a30cc5edfce477c6e6a5dc4d8f84665b455c27582f211a1c72c \
+    --hash=sha256:fc010ab034c8c7452522748bf937df58020d256ccae0874463d1f4d01758af8e \
+    --hash=sha256:fc3e9034a63de20e15e8ade85358bc6efc614008cab72898b4b4952bea0509ff \
+    --hash=sha256:fd8b3d9fd264be37976686c7f65cd52a83f5e84f4bfd2adf9c1d469676bbb6ae
     # via pydantic
 pygments==2.20.0 \
     --hash=sha256:6757cd03768053ff99f3039c1a36d6c0aa0b263438fcab17520b30a303a82b5f \
     --hash=sha256:81a9e26dd42fd28a23a2d169d86d7ac03b46e2f8b59ed4698fb4785f946d0176
     # via feast (pyproject.toml)
-pyjwt==2.12.1 \
-    --hash=sha256:28ca37c070cad8ba8cd9790cd940535d40274d22f80ab87f3ac6a713e6e8454c \
-    --hash=sha256:c74a7a2adf861c04d002db713dd85f84beb242228e671280bf709d765b03672b
+pyjwt==2.13.0 \
+    --hash=sha256:41571c89ca91598c79e8ef18a2d07367d4810fbbd6f637794879baf1b7703423 \
+    --hash=sha256:66adcc2aff09b3f1bbd95fc1e1577df8ac8723c978552fd43304c8a290ac5728
     # via feast (pyproject.toml)
 python-dateutil==2.9.0.post0 \
     --hash=sha256:37dd54208da7e1cd875388217d5e00ebd4179249f90fb72437e91a35459a0ad3 \
@@ -985,9 +978,9 @@ python-dotenv==1.2.2 \
     --hash=sha256:1d8214789a24de455a8b8bd8ae6fe3c6b69a5e3d64aa8a8e5d68e694bbcb285a \
     --hash=sha256:2c371a91fbd7ba082c2c1dc1f8bf89ca22564a087c2c287cd9b662adde799cf3
     # via uvicorn
-pytz==2026.1.post1 \
-    --hash=sha256:3378dde6a0c3d26719182142c56e60c7f9af7e968076f31aae569d72a0358ee1 \
-    --hash=sha256:f2fd16142fda348286a75e1a524be810bb05d444e5a081f37f7affc635035f7a
+pytz==2026.3.post1 \
+    --hash=sha256:2211d3fcf9a797d3405cac96ac7f61d80e6a644f72a3309607282fe8a2010c5d \
+    --hash=sha256:dd95840dd199baea12d9cc096a1d452caa6596a1c1e4b5f3dbd1541855d5e815
     # via pandas
 pyyaml==6.0.3 \
     --hash=sha256:00c4bdeba853cc34e7dd471f16b4114f4162dc03e6b7afcc2128711f0eca823c \
@@ -1067,208 +1060,80 @@ pyyaml==6.0.3 \
     #   feast (pyproject.toml)
     #   dask
     #   uvicorn
-referencing==0.37.0 \
-    --hash=sha256:381329a9f99628c9069361716891d34ad94af76e461dcb0335825aecc7692231 \
-    --hash=sha256:44aefc3142c5b842538163acb373e24cce6632bd54bdb01b21ad5863489f50d8
-    # via
-    #   jsonschema
-    #   jsonschema-specifications
-requests==2.33.1 \
-    --hash=sha256:18817f8c57c6263968bc123d237e3b8b08ac046f5456bd1e307ee8f4250d3517 \
-    --hash=sha256:4e6d1ef462f3626a1f0a0a9c42dd93c63bad33f9f1c1937509b8c5c8718ab56a
+requests==2.34.2 \
+    --hash=sha256:2a0d60c172f83ac6ab31e4554906c0f3b3588d37b5cb939b1c061f4907e278e0 \
+    --hash=sha256:f288924cae4e29463698d6d60bc6a4da69c89185ad1e0bcc4104f584e960b9ed
     # via feast (pyproject.toml)
-rpds-py==0.30.0 \
-    --hash=sha256:07ae8a593e1c3c6b82ca3292efbe73c30b61332fd612e05abee07c79359f292f \
-    --hash=sha256:0a59119fc6e3f460315fe9d08149f8102aa322299deaa5cab5b40092345c2136 \
-    --hash=sha256:0c0e95f6819a19965ff420f65578bacb0b00f251fefe2c8b23347c37174271f3 \
-    --hash=sha256:0d08f00679177226c4cb8c5265012eea897c8ca3b93f429e546600c971bcbae7 \
-    --hash=sha256:0ed177ed9bded28f8deb6ab40c183cd1192aa0de40c12f38be4d59cd33cb5c65 \
-    --hash=sha256:12f90dd7557b6bd57f40abe7747e81e0c0b119bef015ea7726e69fe550e394a4 \
-    --hash=sha256:1726859cd0de969f88dc8673bdd954185b9104e05806be64bcd87badbe313169 \
-    --hash=sha256:1ab5b83dbcf55acc8b08fc62b796ef672c457b17dbd7820a11d6c52c06839bdf \
-    --hash=sha256:1b151685b23929ab7beec71080a8889d4d6d9fa9a983d213f07121205d48e2c4 \
-    --hash=sha256:1f3587eb9b17f3789ad50824084fa6f81921bbf9a795826570bda82cb3ed91f2 \
-    --hash=sha256:250fa00e9543ac9b97ac258bd37367ff5256666122c2d0f2bc97577c60a1818c \
-    --hash=sha256:2771c6c15973347f50fece41fc447c054b7ac2ae0502388ce3b6738cd366e3d4 \
-    --hash=sha256:27f4b0e92de5bfbc6f86e43959e6edd1425c33b5e69aab0984a72047f2bcf1e3 \
-    --hash=sha256:2e6ecb5a5bcacf59c3f912155044479af1d0b6681280048b338b28e364aca1f6 \
-    --hash=sha256:32c8528634e1bf7121f3de08fa85b138f4e0dc47657866630611b03967f041d7 \
-    --hash=sha256:33f559f3104504506a44bb666b93a33f5d33133765b0c216a5bf2f1e1503af89 \
-    --hash=sha256:3896fa1be39912cf0757753826bc8bdc8ca331a28a7c4ae46b7a21280b06bb85 \
-    --hash=sha256:389a2d49eded1896c3d48b0136ead37c48e221b391c052fba3f4055c367f60a6 \
-    --hash=sha256:39c02563fc592411c2c61d26b6c5fe1e51eaa44a75aa2c8735ca88b0d9599daa \
-    --hash=sha256:3adbb8179ce342d235c31ab8ec511e66c73faa27a47e076ccc92421add53e2bb \
-    --hash=sha256:3d4a69de7a3e50ffc214ae16d79d8fbb0922972da0356dcf4d0fdca2878559c6 \
-    --hash=sha256:3e62880792319dbeb7eb866547f2e35973289e7d5696c6e295476448f5b63c87 \
-    --hash=sha256:3e8eeb0544f2eb0d2581774be4c3410356eba189529a6b3e36bbbf9696175856 \
-    --hash=sha256:422c3cb9856d80b09d30d2eb255d0754b23e090034e1deb4083f8004bd0761e4 \
-    --hash=sha256:4559c972db3a360808309e06a74628b95eaccbf961c335c8fe0d590cf587456f \
-    --hash=sha256:46e83c697b1f1c72b50e5ee5adb4353eef7406fb3f2043d64c33f20ad1c2fc53 \
-    --hash=sha256:47b0ef6231c58f506ef0b74d44e330405caa8428e770fec25329ed2cb971a229 \
-    --hash=sha256:47e77dc9822d3ad616c3d5759ea5631a75e5809d5a28707744ef79d7a1bcfcad \
-    --hash=sha256:47f236970bccb2233267d89173d3ad2703cd36a0e2a6e92d0560d333871a3d23 \
-    --hash=sha256:47f9a91efc418b54fb8190a6b4aa7813a23fb79c51f4bb84e418f5476c38b8db \
-    --hash=sha256:495aeca4b93d465efde585977365187149e75383ad2684f81519f504f5c13038 \
-    --hash=sha256:4c5f36a861bc4b7da6516dbdf302c55313afa09b81931e8280361a4f6c9a2d27 \
-    --hash=sha256:4cc2206b76b4f576934f0ed374b10d7ca5f457858b157ca52064bdfc26b9fc00 \
-    --hash=sha256:4e7fc54e0900ab35d041b0601431b0a0eb495f0851a0639b6ef90f7741b39a18 \
-    --hash=sha256:51a1234d8febafdfd33a42d97da7a43f5dcb120c1060e352a3fbc0c6d36e2083 \
-    --hash=sha256:55f66022632205940f1827effeff17c4fa7ae1953d2b74a8581baaefb7d16f8c \
-    --hash=sha256:58edca431fb9b29950807e301826586e5bbf24163677732429770a697ffe6738 \
-    --hash=sha256:5965af57d5848192c13534f90f9dd16464f3c37aaf166cc1da1cae1fd5a34898 \
-    --hash=sha256:5ba103fb455be00f3b1c2076c9d4264bfcb037c976167a6047ed82f23153f02e \
-    --hash=sha256:5d4c2aa7c50ad4728a094ebd5eb46c452e9cb7edbfdb18f9e1221f597a73e1e7 \
-    --hash=sha256:61046904275472a76c8c90c9ccee9013d70a6d0f73eecefd38c1ae7c39045a08 \
-    --hash=sha256:613aa4771c99f03346e54c3f038e4cc574ac09a3ddfb0e8878487335e96dead6 \
-    --hash=sha256:626a7433c34566535b6e56a1b39a7b17ba961e97ce3b80ec62e6f1312c025551 \
-    --hash=sha256:669b1805bd639dd2989b281be2cfd951c6121b65e729d9b843e9639ef1fd555e \
-    --hash=sha256:679ae98e00c0e8d68a7fda324e16b90fd5260945b45d3b824c892cec9eea3288 \
-    --hash=sha256:67b02ec25ba7a9e8fa74c63b6ca44cf5707f2fbfadae3ee8e7494297d56aa9df \
-    --hash=sha256:68f19c879420aa08f61203801423f6cd5ac5f0ac4ac82a2368a9fcd6a9a075e0 \
-    --hash=sha256:692bef75a5525db97318e8cd061542b5a79812d711ea03dbc1f6f8dbb0c5f0d2 \
-    --hash=sha256:6abc8880d9d036ecaafe709079969f56e876fcf107f7a8e9920ba6d5a3878d05 \
-    --hash=sha256:6bdfdb946967d816e6adf9a3d8201bfad269c67efe6cefd7093ef959683c8de0 \
-    --hash=sha256:6de2a32a1665b93233cde140ff8b3467bdb9e2af2b91079f0333a0974d12d464 \
-    --hash=sha256:73c67f2db7bc334e518d097c6d1e6fed021bbc9b7d678d6cc433478365d1d5f5 \
-    --hash=sha256:74a3243a411126362712ee1524dfc90c650a503502f135d54d1b352bd01f2404 \
-    --hash=sha256:76fec018282b4ead0364022e3c54b60bf368b9d926877957a8624b58419169b7 \
-    --hash=sha256:7c64d38fb49b6cdeda16ab49e35fe0da2e1e9b34bc38bd78386530f218b37139 \
-    --hash=sha256:7cee9c752c0364588353e627da8a7e808a66873672bcb5f52890c33fd965b394 \
-    --hash=sha256:7e6ecfcb62edfd632e56983964e6884851786443739dbfe3582947e87274f7cb \
-    --hash=sha256:806f36b1b605e2d6a72716f321f20036b9489d29c51c91f4dd29a3e3afb73b15 \
-    --hash=sha256:858738e9c32147f78b3ac24dc0edb6610000e56dc0f700fd5f651d0a0f0eb9ff \
-    --hash=sha256:8d6d1cc13664ec13c1b84241204ff3b12f9bb82464b8ad6e7a5d3486975c2eed \
-    --hash=sha256:9027da1ce107104c50c81383cae773ef5c24d296dd11c99e2629dbd7967a20c6 \
-    --hash=sha256:922e10f31f303c7c920da8981051ff6d8c1a56207dbdf330d9047f6d30b70e5e \
-    --hash=sha256:945dccface01af02675628334f7cf49c2af4c1c904748efc5cf7bbdf0b579f95 \
-    --hash=sha256:946fe926af6e44f3697abbc305ea168c2c31d3e3ef1058cf68f379bf0335a78d \
-    --hash=sha256:95f0802447ac2d10bcc69f6dc28fe95fdf17940367b21d34e34c737870758950 \
-    --hash=sha256:9854cf4f488b3d57b9aaeb105f06d78e5529d3145b1e4a41750167e8c213c6d3 \
-    --hash=sha256:993914b8e560023bc0a8bf742c5f303551992dcb85e247b1e5c7f4a7d145bda5 \
-    --hash=sha256:99b47d6ad9a6da00bec6aabe5a6279ecd3c06a329d4aa4771034a21e335c3a97 \
-    --hash=sha256:9a4e86e34e9ab6b667c27f3211ca48f73dba7cd3d90f8d5b11be56e5dbc3fb4e \
-    --hash=sha256:9cf69cdda1f5968a30a359aba2f7f9aa648a9ce4b580d6826437f2b291cfc86e \
-    --hash=sha256:a090322ca841abd453d43456ac34db46e8b05fd9b3b4ac0c78bcde8b089f959b \
-    --hash=sha256:a1010ed9524c73b94d15919ca4d41d8780980e1765babf85f9a2f90d247153dd \
-    --hash=sha256:a161f20d9a43006833cd7068375a94d035714d73a172b681d8881820600abfad \
-    --hash=sha256:a1d0bc22a7cdc173fedebb73ef81e07faef93692b8c1ad3733b67e31e1b6e1b8 \
-    --hash=sha256:a2bffea6a4ca9f01b3f8e548302470306689684e61602aa3d141e34da06cf425 \
-    --hash=sha256:a452763cc5198f2f98898eb98f7569649fe5da666c2dc6b5ddb10fde5a574221 \
-    --hash=sha256:a4796a717bf12b9da9d3ad002519a86063dcac8988b030e405704ef7d74d2d9d \
-    --hash=sha256:a51033ff701fca756439d641c0ad09a41d9242fa69121c7d8769604a0a629825 \
-    --hash=sha256:a8fa71a2e078c527c3e9dc9fc5a98c9db40bcc8a92b4e8858e36d329f8684b51 \
-    --hash=sha256:ac37f9f516c51e5753f27dfdef11a88330f04de2d564be3991384b2f3535d02e \
-    --hash=sha256:ac98b175585ecf4c0348fd7b29c3864bda53b805c773cbf7bfdaffc8070c976f \
-    --hash=sha256:acd7eb3f4471577b9b5a41baf02a978e8bdeb08b4b355273994f8b87032000a8 \
-    --hash=sha256:ad1fa8db769b76ea911cb4e10f049d80bf518c104f15b3edb2371cc65375c46f \
-    --hash=sha256:b40fb160a2db369a194cb27943582b38f79fc4887291417685f3ad693c5a1d5d \
-    --hash=sha256:b4dc1a6ff022ff85ecafef7979a2c6eb423430e05f1165d6688234e62ba99a07 \
-    --hash=sha256:ba3af48635eb83d03f6c9735dfb21785303e73d22ad03d489e88adae6eab8877 \
-    --hash=sha256:ba81a9203d07805435eb06f536d95a266c21e5b2dfbf6517748ca40c98d19e31 \
-    --hash=sha256:c2262bdba0ad4fc6fb5545660673925c2d2a5d9e2e0fb603aad545427be0fc58 \
-    --hash=sha256:c77afbd5f5250bf27bf516c7c4a016813eb2d3e116139aed0096940c5982da94 \
-    --hash=sha256:ca28829ae5f5d569bb62a79512c842a03a12576375d5ece7d2cadf8abe96ec28 \
-    --hash=sha256:cdc62c8286ba9bf7f47befdcea13ea0e26bf294bda99758fd90535cbaf408000 \
-    --hash=sha256:d948b135c4693daff7bc2dcfc4ec57237a29bd37e60c2fabf5aff2bbacf3e2f1 \
-    --hash=sha256:d96c2086587c7c30d44f31f42eae4eac89b60dabbac18c7669be3700f13c3ce1 \
-    --hash=sha256:d9a0ca5da0386dee0655b4ccdf46119df60e0f10da268d04fe7cc87886872ba7 \
-    --hash=sha256:da279aa314f00acbb803da1e76fa18666778e8a8f83484fba94526da5de2cba7 \
-    --hash=sha256:dbd936cde57abfee19ab3213cf9c26be06d60750e60a8e4dd85d1ab12c8b1f40 \
-    --hash=sha256:dc4f992dfe1e2bc3ebc7444f6c7051b4bc13cd8e33e43511e8ffd13bf407010d \
-    --hash=sha256:dc824125c72246d924f7f796b4f63c1e9dc810c7d9e2355864b3c3a73d59ade0 \
-    --hash=sha256:dd8ff7cf90014af0c0f787eea34794ebf6415242ee1d6fa91eaba725cc441e84 \
-    --hash=sha256:dea5b552272a944763b34394d04577cf0f9bd013207bc32323b5a89a53cf9c2f \
-    --hash=sha256:dff13836529b921e22f15cb099751209a60009731a68519630a24d61f0b1b30a \
-    --hash=sha256:e0b65193a413ccc930671c55153a03ee57cecb49e6227204b04fae512eb657a7 \
-    --hash=sha256:e5d3e6b26f2c785d65cc25ef1e5267ccbe1b069c5c21b8cc724efee290554419 \
-    --hash=sha256:e7536cd91353c5273434b4e003cbda89034d67e7710eab8761fd918ec6c69cf8 \
-    --hash=sha256:eb0b93f2e5c2189ee831ee43f156ed34e2a89a78a66b98cadad955972548be5a \
-    --hash=sha256:eb2c4071ab598733724c08221091e8d80e89064cd472819285a9ab0f24bcedb9 \
-    --hash=sha256:ec7c4490c672c1a0389d319b3a9cfcd098dcdc4783991553c332a15acf7249be \
-    --hash=sha256:ee454b2a007d57363c2dfd5b6ca4a5d7e2c518938f8ed3b706e37e5d470801ed \
-    --hash=sha256:ee6af14263f25eedc3bb918a3c04245106a42dfd4f5c2285ea6f997b1fc3f89a \
-    --hash=sha256:f14fc5df50a716f7ece6a80b6c78bb35ea2ca47c499e422aa4463455dd96d56d \
-    --hash=sha256:f207f69853edd6f6700b86efb84999651baf3789e78a466431df1331608e5324 \
-    --hash=sha256:f251c812357a3fed308d684a5079ddfb9d933860fc6de89f2b7ab00da481e65f \
-    --hash=sha256:f83424d738204d9770830d35290ff3273fbb02b41f919870479fab14b9d303b2 \
-    --hash=sha256:f8d1736cfb49381ba528cd5baa46f82fdc65c06e843dab24dd70b63d09121b3f \
-    --hash=sha256:fe5fa731a1fa8a0a56b0977413f8cacac1768dad38d16b3a296712709476fbd5
-    # via
-    #   jsonschema
-    #   referencing
 six==1.17.0 \
     --hash=sha256:4721f391ed90541fddacab5acf947aa0d3dc7d27b2e1e8eda2be8970586c3274 \
     --hash=sha256:ff70335d468e7eb6ec65b95b99d3a2836546063f63acc5171de367e834932a81
     # via python-dateutil
-sqlalchemy[mypy]==2.0.49 \
-    --hash=sha256:01146546d84185f12721a1d2ce0c6673451a7894d1460b592d378ca4871a0c72 \
-    --hash=sha256:059d7151fff513c53a4638da8778be7fce81a0c4854c7348ebd0c4078ddf28fe \
-    --hash=sha256:0c98c59075b890df8abfcc6ad632879540f5791c68baebacb4f833713b510e75 \
-    --hash=sha256:0f2fa354ba106eafff2c14b0cc51f22801d1e8b2e4149342023bd6f0955de5f5 \
-    --hash=sha256:12b04d1db2663b421fe072d638a138460a51d5a862403295671c4f3987fb9148 \
-    --hash=sha256:22d8798819f86720bc646ab015baff5ea4c971d68121cb36e2ebc2ee43ead2b7 \
-    --hash=sha256:233088b4b99ebcbc5258c755a097aa52fbf90727a03a5a80781c4b9c54347a2e \
-    --hash=sha256:24bd94bb301ec672d8f0623eba9226cc90d775d25a0c92b5f8e4965d7f3a1518 \
-    --hash=sha256:275424295f4256fd301744b8f335cff367825d270f155d522b30c7bf49903ee7 \
-    --hash=sha256:32fe6a41ad97302db2931f05bb91abbcc65b5ce4c675cd44b972428dd2947700 \
-    --hash=sha256:334edbcff10514ad1d66e3a70b339c0a29886394892490119dbb669627b17717 \
-    --hash=sha256:3bb9ec6436a820a4c006aad1ac351f12de2f2dbdaad171692ee457a02429b672 \
-    --hash=sha256:3ddcb27fb39171de36e207600116ac9dfd4ae46f86c82a9bf3934043e80ebb88 \
-    --hash=sha256:42e8804962f9e6f4be2cbaedc0c3718f08f60a16910fa3d86da5a1e3b1bfe60f \
-    --hash=sha256:43d044780732d9e0381ac8d5316f95d7f02ef04d6e4ef6dc82379f09795d993f \
-    --hash=sha256:46796877b47034b559a593d7e4b549aba151dae73f9e78212a3478161c12ab08 \
-    --hash=sha256:46d51518d53edfbe0563662c96954dc8fcace9832332b914375f45a99b77cc9a \
-    --hash=sha256:47604cb2159f8bbd5a1ab48a714557156320f20871ee64d550d8bf2683d980d3 \
-    --hash=sha256:4bbccb45260e4ff1b7db0be80a9025bb1e6698bdb808b83fff0000f7a90b2c0b \
-    --hash=sha256:4d4e5a0ceba319942fa6b585cf82539288a61e314ef006c1209f734551ab9536 \
-    --hash=sha256:55250fe61d6ebfd6934a272ee16ef1244e0f16b7af6cd18ab5b1fc9f08631db0 \
-    --hash=sha256:566df36fd0e901625523a5a1835032f1ebdd7f7886c54584143fa6c668b4df3b \
-    --hash=sha256:57ca426a48eb2c682dae8204cd89ea8ab7031e2675120a47924fabc7caacbc2a \
-    --hash=sha256:5e61abbec255be7b122aa461021daa7c3f310f3e743411a67079f9b3cc91ece3 \
-    --hash=sha256:618a308215b6cececb6240b9abde545e3acdabac7ae3e1d4e666896bf5ba44b4 \
-    --hash=sha256:62557958002b69699bdb7f5137c6714ca1133f045f97b3903964f47db97ea339 \
-    --hash=sha256:6270d717b11c5476b0cbb21eedc8d4dbb7d1a956fd6c15a23e96f197a6193158 \
-    --hash=sha256:685e93e9c8f399b0c96a624799820176312f5ceef958c0f88215af4013d29066 \
-    --hash=sha256:69469ce8ce7a8df4d37620e3163b71238719e1e2e5048d114a1b6ce0fbf8c662 \
-    --hash=sha256:6eb188b84269f357669b62cb576b5b918de10fb7c728a005fa0ebb0b758adce1 \
-    --hash=sha256:74ab4ee7794d7ed1b0c37e7333640e0f0a626fc7b398c07a7aef52f484fddde3 \
-    --hash=sha256:77641d299179c37b89cf2343ca9972c88bb6eef0d5fc504a2f86afd15cd5adf5 \
-    --hash=sha256:7c821c47ecfe05cc32140dcf8dc6fd5d21971c86dbd56eabfe5ba07a64910c01 \
-    --hash=sha256:7d6be30b2a75362325176c036d7fb8d19e8846c77e87683ffaa8177b35135613 \
-    --hash=sha256:7f605a456948c35260e7b2a39f8952a26f077fd25653c37740ed186b90aaa68a \
-    --hash=sha256:83101a6930332b87653886c01d1ee7e294b1fe46a07dd9a2d2b4f91bcc88eec0 \
-    --hash=sha256:88690f4e1f0fbf5339bedbb127e240fec1fd3070e9934c0b7bef83432f779d2f \
-    --hash=sha256:8a97ac839c2c6672c4865e48f3cbad7152cee85f4233fb4ca6291d775b9b954a \
-    --hash=sha256:8d6efc136f44a7e8bc8088507eaabbb8c2b55b3dbb63fe102c690da0ddebe55e \
-    --hash=sha256:8e20e511dc15265fb433571391ba313e10dd8ea7e509d51686a51313b4ac01a2 \
-    --hash=sha256:951d4a210744813be63019f3df343bf233b7432aadf0db54c75802247330d3af \
-    --hash=sha256:9ac7a3e245fd0310fd31495eb61af772e637bdf7d88ee81e7f10a3f271bff014 \
-    --hash=sha256:9b1c058c171b739e7c330760044803099c7fff11511e3ab3573e5327116a9c33 \
-    --hash=sha256:9c04bff9a5335eb95c6ecf1c117576a0aa560def274876fd156cfe5510fccc61 \
-    --hash=sha256:9c4969a86e41454f2858256c39bdfb966a20961e9b58bf8749b65abf447e9a8d \
-    --hash=sha256:9e0400fa22f79acc334d9a6b185dc00a44a8e6578aa7e12d0ddcd8434152b187 \
-    --hash=sha256:a05977bffe9bffd2229f477fa75eabe3192b1b05f408961d1bebff8d1cd4d401 \
-    --hash=sha256:a143af2ea6672f2af3f44ed8f9cd020e9cc34c56f0e8db12019d5d9ecf41cb3b \
-    --hash=sha256:a51d3db74ba489266ef55c7a4534eb0b8db9a326553df481c11e5d7660c8364d \
-    --hash=sha256:b95b2f470c1b2683febd2e7eab1d3f0e078c91dbdd0b00e9c645d07a413bb99f \
-    --hash=sha256:b9870d15ef00e4d0559ae10ee5bc71b654d1f20076dbe8bc7ed19b4c0625ceba \
-    --hash=sha256:c1dc3368794d522f43914e03312202523cc89692f5389c32bea0233924f8d977 \
-    --hash=sha256:c338ec6ec01c0bc8e735c58b9f5d51e75bacb6ff23296658826d7cfdfdb8678a \
-    --hash=sha256:c5070135e1b7409c4161133aa525419b0062088ed77c92b1da95366ec5cbebbe \
-    --hash=sha256:cc992c6ed024c8c3c592c5fc9846a03dd68a425674900c70122c77ea16c5fb0b \
-    --hash=sha256:d15950a57a210e36dd4cec1aac22787e2a4d57ba9318233e2ef8b2daf9ff2d5f \
-    --hash=sha256:d898cc2c76c135ef65517f4ddd7a3512fb41f23087b0650efb3418b8389a3cd1 \
-    --hash=sha256:d99945830a6f3e9638d89a28ed130b1eb24c91255e4f24366fbe699b983f29e4 \
-    --hash=sha256:da9b91bca419dc9b9267ffadde24eae9b1a6bffcd09d0a207e5e3af99a03ce0d \
-    --hash=sha256:df2d441bacf97022e81ad047e1597552eb3f83ca8a8f1a1fdd43cd7fe3898120 \
-    --hash=sha256:e06e617e3d4fd9e51d385dfe45b077a41e9d1b033a7702551e3278ac597dc750 \
-    --hash=sha256:ec44cfa7ef1a728e88ad41674de50f6db8cfdb3e2af84af86e0041aaf02d43d0 \
-    --hash=sha256:fb37f15714ec2652d574f021d479e78cd4eb9d04396dca36568fdfffb3487982
+sqlalchemy[mypy]==2.0.51 \
+    --hash=sha256:0378d055e9e8cd6ce4d8dff683bdd3d7d413533c4ee51d67a2b1e0f9eacc0f23 \
+    --hash=sha256:0592bdadf86ddcabfd72d9ab66ea8a5d8d2cc6be1cc51fa7e66c03868ac5eac1 \
+    --hash=sha256:08a204d8b5638717c26a24df18fcf40af45a6b22e35b70b1d62f0113c2e278e8 \
+    --hash=sha256:0c2c62877097e1a0db401fba5cb4debee33265e5b2a55c4ccb489c02c53b4f72 \
+    --hash=sha256:0e8203d2fbd5c6254692ef0a72c740d75b2f3c7ca345404f4c1a4604813c77c0 \
+    --hash=sha256:0f053118c30e53161857a953e4de667d90e274980dccbe5dd3829bbbeece72a5 \
+    --hash=sha256:0f6bcad487aee1c638d707235682fc96f741de00663619881ab235400d03289e \
+    --hash=sha256:111604e637da87031255ddc26c7d7bc22bc6af6f5d459ccff3af1b4660233a85 \
+    --hash=sha256:1181256e0f16479691b5616d36375dc2620ad8332b25978763c3d206ad3f3f1d \
+    --hash=sha256:159bb6ba32059f57ad7375a8f50d844dd2f19d14954ecf820cd33e20debd46b2 \
+    --hash=sha256:1aa10c0daee6705294d181daadaa793221e1a59ed55000a3fab1d42b088ce4ba \
+    --hash=sha256:1af05726b3d0cdba1c55284bf408fd3b792e690fe2399bfb8304565551cda652 \
+    --hash=sha256:1bed1ee8b01da6088210aa9412023326fb98a599ba502e6118308601dcbef77f \
+    --hash=sha256:1d21ce524ab86c23046e992a5b81cb54c21079c6df6e78b8fc77d77cac70a6b9 \
+    --hash=sha256:1e47b1199c2e832e325eacabc8d32d2487f58c9358f97e9a00f5eb93c5680d84 \
+    --hash=sha256:247acaa29ccef6250dfd6a3eedf8f94ddf23564180a39fe362e32ae9dbdbde46 \
+    --hash=sha256:2a97eaad21c84b4ef8010b11eeba9fe6153eb0b3df3ff8b6abc309df1b978ef7 \
+    --hash=sha256:2cf39aabdf48e87c1c2c2ed6d20d33ffa0733b3071ce9c5f66357947dd009080 \
+    --hash=sha256:2e54ff2dd657f2e3e0fbf2b097db1182f7bfea263eca4353f00065bae2a67c3d \
+    --hash=sha256:39a76529db6305693d8d4affa58ad5b5e2e18edd62daea628b29b97930b3513d \
+    --hash=sha256:4004ada0aafe8ae1991b2cd1d99c6d9146126e123bd6f883c260d974aa012e54 \
+    --hash=sha256:436728ce18a80f6951a1e11cc6112c2ede9faf20766f1a26195a7c441ca12dbd \
+    --hash=sha256:483b11bd46bf35fc14c52faf338b04300c9e6ce554bce9b11be85bfec3bc3195 \
+    --hash=sha256:4a011ea4510683319ce4ed274b56ee05194b39b6da9d09ca7a39388f0fa84dcc \
+    --hash=sha256:581921d849d6e6f994d560389192955e80e2950e18fcdfe2ccea863e01158e6e \
+    --hash=sha256:59cab3686b1bc039dd9cded2f8d0c08a246e84e76bd4ab5b4f18c7cdae293825 \
+    --hash=sha256:6b588fd681ddf0c196b8df1ea49a8913514894b2b8f945a9511b4b48871f99c8 \
+    --hash=sha256:6e46fc36029eff666391e0531e5387b62ce6c4f1d8e50b3fb3099eaca1b42522 \
+    --hash=sha256:6ea306caaae6bd5afd0a46050003c88f6bf33227377a49298c498c3cb88ff491 \
+    --hash=sha256:72ca54c952107ba5cd58854b67a5a6268631289d21651a1235396f3b98b47400 \
+    --hash=sha256:740cf6f35351b1ac3d82369152acf1d51d37e3dcf85d4dc0a22ca01410eabe2a \
+    --hash=sha256:7c2056838b6685b72fdb36c99996cf862753461a62f2e84f4196371d3b2d6a07 \
+    --hash=sha256:7c6b36ed71f41942bdcd2ad2522be46bfce09d5705be5640ecf19bbc7660e4b7 \
+    --hash=sha256:7d78702b26ba1c18b2d0fb2ea940ba7f17a9581b42e8361ff93920ebbee1235a \
+    --hash=sha256:804dccd8a4a6242c4e30ad961e540e18a588f6527202f2d6791b01845d59fdc9 \
+    --hash=sha256:9161cfc9efce70d1715f47d6ff40f79c6778c00d53be4fbc09d70301e4b83ba7 \
+    --hash=sha256:96747bfbadb055466e5b46d572618170046b45ce5a4879167f50d70a5319a499 \
+    --hash=sha256:9f380393be5abeb6815f68fd39271b95127173511b6706b0a630a9995d53f8f5 \
+    --hash=sha256:a42ad6afcbaaa777241e347aa2e29155993045a0d6b7db74da61053ffe875fe0 \
+    --hash=sha256:a5b2ed6d828f1f09bd812861f4f59ca3bc3803f9df871f4555187f0faf018604 \
+    --hash=sha256:a6d26094615306d116dd5e4a51b0304c99dd2356fc569eed6922a80a6bd3b265 \
+    --hash=sha256:aa18ae738b5170e253ad0bb6c4b0f07585081e8a6e50893e4d911d47b39a0904 \
+    --hash=sha256:ad30ae663711786303fbcd46a47516302d201ee49a877cb3fac61f672895110a \
+    --hash=sha256:b21f0e7efc7a5c509e953784e9d1575ebb8b4318960e7e7d7a93bb803626cf64 \
+    --hash=sha256:b3e693d15533a45cd5906f0589f9c35090bef6ef45bf1e8195c424aa0ae06a8d \
+    --hash=sha256:b7f08588854bbb724041d9ae9d980d40040c922382e1d9a2ecb390edc4fd5032 \
+    --hash=sha256:b93ab07b5292dbe7e6b8da89475275e7042744283921344b56105f3eeb0f828b \
+    --hash=sha256:bb024d8b621d0be75f4f44ecc7c950450026e76d66dc8f791bb5331d7fed59d5 \
+    --hash=sha256:bb1f5062f98b0b3290e72b707747fdd7e0f22d6956b236ba7ca7f5c9971d2da2 \
+    --hash=sha256:c45a496d6bc05dec41dcd4c3a2b183723f47473255c159cd80b503c8f246424d \
+    --hash=sha256:c5d98a2709840027f5a347c3af0a7c3d5f6c1ff93af2ca1c54494e23cba8f389 \
+    --hash=sha256:c68568f3facf8f66fa76c60e0ced69b67666ffa9941d1d0a3756fda196049080 \
+    --hash=sha256:c95ef01f53233a305a874a44a63fbfb1d81cd79b49de0f8529b3548cde437e37 \
+    --hash=sha256:ca216e8af5c05e326efc7e28716ac2381a7cf9791749f5ee1849dccdc99c9b00 \
+    --hash=sha256:ca8435d13829b92f4a97362d91975154a4015db3a2634154e1754e9a915e6b86 \
+    --hash=sha256:dc261707bf5739aea8a541593f3cc1d463c2701fb05fbcbba0ce031b69a21260 \
+    --hash=sha256:e5ea1a213be1fcd5e49d9904c3b9939211ded90bc2a64e93f4c01963474285de \
+    --hash=sha256:fa268106c8987639a17a18514cfe0cd9bf17420ab887e1e1bf486da8836135b1
     # via feast (pyproject.toml)
-starlette==1.0.0 \
-    --hash=sha256:6a4beaf1f81bb472fd19ea9b918b50dc3a77a6f2e190a12954b25e6ed5eea149 \
-    --hash=sha256:d3ec55e0bb321692d275455ddfd3df75fff145d009685eb40dc91fc66b03d38b
-    # via fastapi
+starlette==1.3.1 \
+    --hash=sha256:05d0213193f2fbaae60e2ecb593b4add4262ad4e46536b54abe36f11a71724e0 \
+    --hash=sha256:c7372aae11c3c3f26a42df7bd626cec2f47d03483d261d369516a615a53714c6
+    # via
+    #   feast (pyproject.toml)
+    #   fastapi
 tabulate==0.10.0 \
     --hash=sha256:e2cfde8f79420f6deeffdeda9aaec3b6bc5abce947655d17ac662b126e48a60d \
     --hash=sha256:f0b0622e567335c8fabaaa659f1b33bcb6ddfe2e496071b743aa113f8774f2d3
@@ -1336,17 +1201,17 @@ toolz==1.1.0 \
     # via
     #   dask
     #   partd
-tqdm==4.67.3 \
-    --hash=sha256:7d825f03f89244ef73f1d4ce193cb1774a8179fd96f31d7e1dcde62092b960bb \
-    --hash=sha256:ee1e4c0e59148062281c49d80b25b67771a127c85fc9676d3be5f243206826bf
+tqdm==4.70.0 \
+    --hash=sha256:55b0b0dbd97462d06ebee91e4dac24ed4d4702be82b24f07e6c1d27e08cea220 \
+    --hash=sha256:7f585706bfddbdebf89daac705b2dfcc16890130727d3197ca62c732b4310953
     # via feast (pyproject.toml)
-typeguard==4.5.1 \
-    --hash=sha256:44d2bf329d49a244110a090b55f5f91aa82d9a9834ebfd30bcc73651e4a8cc40 \
-    --hash=sha256:f6f8ecbbc819c9bc749983cc67c02391e16a9b43b8b27f15dc70ed7c4a007274
+typeguard==4.6.0 \
+    --hash=sha256:79878165bb86f2cf5d41d159a0ff1792a796cf496882d2fe1b1c6c7049b9cdd7 \
+    --hash=sha256:e7414f09111317de3e335de92cd397c5c0ca00b1cc1676de12e1d444a79b3f21
     # via feast (pyproject.toml)
-typing-extensions==4.15.0 \
-    --hash=sha256:0cea48d173cc12fa28ecabc3b837ea3cf6f38c6d1136f85cbaaf598984861466 \
-    --hash=sha256:f0fa19c6845758ab08074a0cfa8b7aecb71c999ca73d62883bc25cc018c4e548
+typing-extensions==4.16.0 \
+    --hash=sha256:481caa481374e813c1b176ada14e97f1f67a4539ce9cfeb3f350d78d6370c2e8 \
+    --hash=sha256:dc983d19a509c94dba722ee6abd33940f7c05a89e243c47e907eb4db6f1a43e5
     # via
     #   anyio
     #   exceptiongroup
@@ -1355,7 +1220,6 @@ typing-extensions==4.15.0 \
     #   pydantic
     #   pydantic-core
     #   pyjwt
-    #   referencing
     #   sqlalchemy
     #   starlette
     #   typeguard
@@ -1367,23 +1231,23 @@ typing-inspection==0.4.2 \
     # via
     #   fastapi
     #   pydantic
-tzdata==2026.2 \
-    --hash=sha256:9173fde7d80d9018e02a662e168e5a2d04f87c41ea174b139fbef642eda62d10 \
-    --hash=sha256:bbe9af844f658da81a5f95019480da3a89415801f6cc966806612cc7169bffe7
+tzdata==2026.3 \
+    --hash=sha256:4a1518b8993086a7982523e071643f3c0e5f213e75b21318e78bcabfff9d1415 \
+    --hash=sha256:dc096730c87af6cab1b171c9d532be840741ff5d459015e7f6947bd7d7e54931
     # via pandas
-urllib3==2.6.3 \
-    --hash=sha256:1b62b6884944a57dbe321509ab94fd4d3b307075e0c2eae991ac71ee15ad38ed \
-    --hash=sha256:bf272323e553dfb2e87d9bfd225ca7b0f467b919d7bbd355436d3fd37cb0acd4
+urllib3==2.7.0 \
+    --hash=sha256:231e0ec3b63ceb14667c67be60f2f2c40a518cb38b03af60abc813da26505f4c \
+    --hash=sha256:9fb4c81ebbb1ce9531cce37674bbc6f1360472bc18ca9a553ede278ef7276897
     # via requests
-uvicorn[standard]==0.34.0 \
-    --hash=sha256:023dc038422502fa28a09c7a30bf2b6991512da7dcdb8fd35fe57cfc154126f4 \
-    --hash=sha256:404051050cd7e905de2c9a7e61790943440b3416f49cb409f965d9dcd0fa73e9
+uvicorn[standard]==0.52.0 \
+    --hash=sha256:3d887809810b89ed33501bcf0a9aba469b06ecd608158efce04bd6b48d8c9b08 \
+    --hash=sha256:ca8876ad6c1983f394157c168b39d52f6dd56dabf5602fa0982751cffc2293ae
     # via
     #   feast (pyproject.toml)
     #   uvicorn-worker
-uvicorn-worker==0.3.0 \
-    --hash=sha256:6baeab7b2162ea6b9612cbe149aa670a76090ad65a267ce8e27316ed13c7de7b \
-    --hash=sha256:ef0fe8aad27b0290a9e602a256b03f5a5da3a9e5f942414ca587b645ec77dd52
+uvicorn-worker==0.4.0 \
+    --hash=sha256:8ee5306070d8f38dce124adce488c3c0b50f20cf0c0222b12c66188da7214493 \
+    --hash=sha256:e2ed952cef976f5e9e429d7269640bbcafbd36c80aa80f1003c8c77a6797abde
     # via feast (pyproject.toml)
 uvloop==0.22.1 \
     --hash=sha256:017bd46f9e7b78e81606329d07141d3da446f8798c6baeec124260e22c262772 \
@@ -1436,181 +1300,227 @@ uvloop==0.22.1 \
     --hash=sha256:ef6f0d4cc8a9fa1f6a910230cd53545d9a14479311e87e3cb225495952eb672c \
     --hash=sha256:fe94b4564e865d968414598eea1a6de60adba0c040ba4ed05ac1300de402cd42
     # via uvicorn
-watchfiles==1.1.1 \
-    --hash=sha256:00485f441d183717038ed2e887a7c868154f216877653121068107b227a2f64c \
-    --hash=sha256:03fa0f5237118a0c5e496185cafa92878568b652a2e9a9382a5151b1a0380a43 \
-    --hash=sha256:04e78dd0b6352db95507fd8cb46f39d185cf8c74e4cf1e4fbad1d3df96faf510 \
-    --hash=sha256:059098c3a429f62fc98e8ec62b982230ef2c8df68c79e826e37b895bc359a9c0 \
-    --hash=sha256:08af70fd77eee58549cd69c25055dc344f918d992ff626068242259f98d598a2 \
-    --hash=sha256:0b495de0bb386df6a12b18335a0285dda90260f51bdb505503c02bcd1ce27a8b \
-    --hash=sha256:130e4876309e8686a5e37dba7d5e9bc77e6ed908266996ca26572437a5271e18 \
-    --hash=sha256:14e0b1fe858430fc0251737ef3824c54027bedb8c37c38114488b8e131cf8219 \
-    --hash=sha256:17ef139237dfced9da49fb7f2232c86ca9421f666d78c264c7ffca6601d154c3 \
-    --hash=sha256:1a0bb430adb19ef49389e1ad368450193a90038b5b752f4ac089ec6942c4dff4 \
-    --hash=sha256:1db5d7ae38ff20153d542460752ff397fcf5c96090c1230803713cf3147a6803 \
-    --hash=sha256:28475ddbde92df1874b6c5c8aaeb24ad5be47a11f87cde5a28ef3835932e3e94 \
-    --hash=sha256:2edc3553362b1c38d9f06242416a5d8e9fe235c204a4072e988ce2e5bb1f69f6 \
-    --hash=sha256:30f7da3fb3f2844259cba4720c3fc7138eb0f7b659c38f3bfa65084c7fc7abce \
-    --hash=sha256:311ff15a0bae3714ffb603e6ba6dbfba4065ab60865d15a6ec544133bdb21099 \
-    --hash=sha256:319b27255aacd9923b8a276bb14d21a5f7ff82564c744235fc5eae58d95422ae \
-    --hash=sha256:35c53bd62a0b885bf653ebf6b700d1bf05debb78ad9292cf2a942b23513dc4c4 \
-    --hash=sha256:36193ed342f5b9842edd3532729a2ad55c4160ffcfa3700e0d54be496b70dd43 \
-    --hash=sha256:39574d6370c4579d7f5d0ad940ce5b20db0e4117444e39b6d8f99db5676c52fd \
-    --hash=sha256:399600947b170270e80134ac854e21b3ccdefa11a9529a3decc1327088180f10 \
-    --hash=sha256:3a476189be23c3686bc2f4321dd501cb329c0a0469e77b7b534ee10129ae6374 \
-    --hash=sha256:3ad9fe1dae4ab4212d8c91e80b832425e24f421703b5a42ef2e4a1e215aff051 \
-    --hash=sha256:3bc570d6c01c206c46deb6e935a260be44f186a2f05179f52f7fcd2be086a94d \
-    --hash=sha256:3dbd8cbadd46984f802f6d479b7e3afa86c42d13e8f0f322d669d79722c8ec34 \
-    --hash=sha256:3e6f39af2eab0118338902798b5aa6664f46ff66bc0280de76fca67a7f262a49 \
-    --hash=sha256:3f53fa183d53a1d7a8852277c92b967ae99c2d4dcee2bfacff8868e6e30b15f7 \
-    --hash=sha256:3f6d37644155fb5beca5378feb8c1708d5783145f2a0f1c4d5a061a210254844 \
-    --hash=sha256:3f7eb7da0eb23aa2ba036d4f616d46906013a68caf61b7fdbe42fc8b25132e77 \
-    --hash=sha256:3fa0b59c92278b5a7800d3ee7733da9d096d4aabcfabb9a928918bd276ef9b9b \
-    --hash=sha256:421e29339983e1bebc281fab40d812742268ad057db4aee8c4d2bce0af43b741 \
-    --hash=sha256:4b943d3668d61cfa528eb949577479d3b077fd25fb83c641235437bc0b5bc60e \
-    --hash=sha256:526e86aced14a65a5b0ec50827c745597c782ff46b571dbfe46192ab9e0b3c33 \
-    --hash=sha256:52e06553899e11e8074503c8e716d574adeeb7e68913115c4b3653c53f9bae42 \
-    --hash=sha256:544364b2b51a9b0c7000a4b4b02f90e9423d97fbbf7e06689236443ebcad81ab \
-    --hash=sha256:5524298e3827105b61951a29c3512deb9578586abf3a7c5da4a8069df247cccc \
-    --hash=sha256:55c7475190662e202c08c6c0f4d9e345a29367438cf8e8037f3155e10a88d5a5 \
-    --hash=sha256:563b116874a9a7ce6f96f87cd0b94f7faf92d08d0021e837796f0a14318ef8da \
-    --hash=sha256:57ca5281a8b5e27593cb7d82c2ac927ad88a96ed406aa446f6344e4328208e9e \
-    --hash=sha256:5c85794a4cfa094714fb9c08d4a218375b2b95b8ed1666e8677c349906246c05 \
-    --hash=sha256:5f3bde70f157f84ece3765b42b4a52c6ac1a50334903c6eaf765362f6ccca88a \
-    --hash=sha256:5f3f58818dc0b07f7d9aa7fe9eb1037aecb9700e63e1f6acfed13e9fef648f5d \
-    --hash=sha256:5fac835b4ab3c6487b5dbad78c4b3724e26bcc468e886f8ba8cc4306f68f6701 \
-    --hash=sha256:620bae625f4cb18427b1bb1a2d9426dc0dd5a5ba74c7c2cdb9de405f7b129863 \
-    --hash=sha256:672b8adf25b1a0d35c96b5888b7b18699d27d4194bac8beeae75be4b7a3fc9b2 \
-    --hash=sha256:6aae418a8b323732fa89721d86f39ec8f092fc2af67f4217a2b07fd3e93c6101 \
-    --hash=sha256:6c3631058c37e4a0ec440bf583bc53cdbd13e5661bb6f465bc1d88ee9a0a4d02 \
-    --hash=sha256:6c9c9262f454d1c4d8aaa7050121eb4f3aea197360553699520767daebf2180b \
-    --hash=sha256:6e43d39a741e972bab5d8100b5cdacf69db64e34eb19b6e9af162bccf63c5cc6 \
-    --hash=sha256:7365b92c2e69ee952902e8f70f3ba6360d0d596d9299d55d7d386df84b6941fb \
-    --hash=sha256:743185e7372b7bc7c389e1badcc606931a827112fbbd37f14c537320fca08620 \
-    --hash=sha256:74472234c8370669850e1c312490f6026d132ca2d396abfad8830b4f1c096957 \
-    --hash=sha256:74d5012b7630714b66be7b7b7a78855ef7ad58e8650c73afc4c076a1f480a8d6 \
-    --hash=sha256:77a13aea58bc2b90173bc69f2a90de8e282648939a00a602e1dc4ee23e26b66d \
-    --hash=sha256:79ff6c6eadf2e3fc0d7786331362e6ef1e51125892c75f1004bd6b52155fb956 \
-    --hash=sha256:831a62658609f0e5c64178211c942ace999517f5770fe9436be4c2faeba0c0ef \
-    --hash=sha256:836398932192dae4146c8f6f737d74baeac8b70ce14831a239bdb1ca882fc261 \
-    --hash=sha256:842178b126593addc05acf6fce960d28bc5fae7afbaa2c6c1b3a7b9460e5be02 \
-    --hash=sha256:8526e8f916bb5b9a0a777c8317c23ce65de259422bba5b31325a6fa6029d33af \
-    --hash=sha256:859e43a1951717cc8de7f4c77674a6d389b106361585951d9e69572823f311d9 \
-    --hash=sha256:88863fbbc1a7312972f1c511f202eb30866370ebb8493aef2812b9ff28156a21 \
-    --hash=sha256:89eef07eee5e9d1fda06e38822ad167a044153457e6fd997f8a858ab7564a336 \
-    --hash=sha256:8c89f9f2f740a6b7dcc753140dd5e1ab9215966f7a3530d0c0705c83b401bd7d \
-    --hash=sha256:8c91ed27800188c2ae96d16e3149f199d62f86c7af5f5f4d2c61a3ed8cd3666c \
-    --hash=sha256:8ca65483439f9c791897f7db49202301deb6e15fe9f8fe2fed555bf986d10c31 \
-    --hash=sha256:8fbe85cb3201c7d380d3d0b90e63d520f15d6afe217165d7f98c9c649654db81 \
-    --hash=sha256:91d4c9a823a8c987cce8fa2690923b069966dabb196dd8d137ea2cede885fde9 \
-    --hash=sha256:9bb9f66367023ae783551042d31b1d7fd422e8289eedd91f26754a66f44d5cff \
-    --hash=sha256:a173cb5c16c4f40ab19cecf48a534c409f7ea983ab8fed0741304a1c0a31b3f2 \
-    --hash=sha256:a36d8efe0f290835fd0f33da35042a1bb5dc0e83cbc092dcf69bce442579e88e \
-    --hash=sha256:a55f3e9e493158d7bfdb60a1165035f1cf7d320914e7b7ea83fe22c6023b58fc \
-    --hash=sha256:a625815d4a2bdca61953dbba5a39d60164451ef34c88d751f6c368c3ea73d404 \
-    --hash=sha256:a916a2932da8f8ab582f242c065f5c81bed3462849ca79ee357dd9551b0e9b01 \
-    --hash=sha256:ac3cc5759570cd02662b15fbcd9d917f7ecd47efe0d6b40474eafd246f91ea18 \
-    --hash=sha256:acb08650863767cbc58bca4813b92df4d6c648459dcaa3d4155681962b2aa2d3 \
-    --hash=sha256:aebfd0861a83e6c3d1110b78ad54704486555246e542be3e2bb94195eabb2606 \
-    --hash=sha256:afaeff7696e0ad9f02cbb8f56365ff4686ab205fcf9c4c5b6fdfaaa16549dd04 \
-    --hash=sha256:b27cf2eb1dda37b2089e3907d8ea92922b673c0c427886d4edc6b94d8dfe5db3 \
-    --hash=sha256:b2cd9e04277e756a2e2d2543d65d1e2166d6fd4c9b183f8808634fda23f17b14 \
-    --hash=sha256:b9c4702f29ca48e023ffd9b7ff6b822acdf47cb1ff44cb490a3f1d5ec8987e9c \
-    --hash=sha256:bbe1ef33d45bc71cf21364df962af171f96ecaeca06bd9e3d0b583efb12aec82 \
-    --hash=sha256:bd404be08018c37350f0d6e34676bd1e2889990117a2b90070b3007f172d0610 \
-    --hash=sha256:bf0a91bfb5574a2f7fc223cf95eeea79abfefa404bf1ea5e339c0c1560ae99a0 \
-    --hash=sha256:bfb5862016acc9b869bb57284e6cb35fdf8e22fe59f7548858e2f971d045f150 \
-    --hash=sha256:bfff9740c69c0e4ed32416f013f3c45e2ae42ccedd1167ef2d805c000b6c71a5 \
-    --hash=sha256:c1f5210f1b8fc91ead1283c6fd89f70e76fb07283ec738056cf34d51e9c1d62c \
-    --hash=sha256:c2047d0b6cea13b3316bdbafbfa0c4228ae593d995030fda39089d36e64fc03a \
-    --hash=sha256:c22c776292a23bfc7237a98f791b9ad3144b02116ff10d820829ce62dff46d0b \
-    --hash=sha256:c755367e51db90e75b19454b680903631d41f9e3607fbd941d296a020c2d752d \
-    --hash=sha256:c882d69f6903ef6092bedfb7be973d9319940d56b8427ab9187d1ecd73438a70 \
-    --hash=sha256:cb467c999c2eff23a6417e58d75e5828716f42ed8289fe6b77a7e5a91036ca70 \
-    --hash=sha256:cdab464fee731e0884c35ae3588514a9bcf718d0e2c82169c1c4a85cc19c3c7f \
-    --hash=sha256:ce19e06cbda693e9e7686358af9cd6f5d61312ab8b00488bc36f5aabbaf77e24 \
-    --hash=sha256:ce70f96a46b894b36eba678f153f052967a0d06d5b5a19b336ab0dbbd029f73e \
-    --hash=sha256:cf57a27fb986c6243d2ee78392c503826056ffe0287e8794503b10fb51b881be \
-    --hash=sha256:d1715143123baeeaeadec0528bb7441103979a1d5f6fd0e1f915383fea7ea6d5 \
-    --hash=sha256:d6ff426a7cb54f310d51bfe83fe9f2bbe40d540c741dc974ebc30e6aa238f52e \
-    --hash=sha256:d7e7067c98040d646982daa1f37a33d3544138ea155536c2e0e63e07ff8a7e0f \
-    --hash=sha256:db476ab59b6765134de1d4fe96a1a9c96ddf091683599be0f26147ea1b2e4b88 \
-    --hash=sha256:dcc5c24523771db3a294c77d94771abcfcb82a0e0ee8efd910c37c59ec1b31bb \
-    --hash=sha256:de6da501c883f58ad50db3a32ad397b09ad29865b5f26f64c24d3e3281685849 \
-    --hash=sha256:e84087b432b6ac94778de547e08611266f1f8ffad28c0ee4c82e028b0fc5966d \
-    --hash=sha256:eef58232d32daf2ac67f42dea51a2c80f0d03379075d44a587051e63cc2e368c \
-    --hash=sha256:f096076119da54a6080e8920cbdaac3dbee667eb91dcc5e5b78840b87415bd44 \
-    --hash=sha256:f0ab1c1af0cb38e3f598244c17919fb1a84d1629cc08355b0074b6d7f53138ac \
-    --hash=sha256:f27db948078f3823a6bb3b465180db8ebecf26dd5dae6f6180bd87383b6b4428 \
-    --hash=sha256:f537afb3276d12814082a2e9b242bdcf416c2e8fd9f799a737990a1dbe906e5b \
-    --hash=sha256:f57b396167a2565a4e8b5e56a5a1c537571733992b226f4f1197d79e94cf0ae5 \
-    --hash=sha256:f8979280bdafff686ba5e4d8f97840f929a87ed9cdf133cbbd42f7766774d2aa \
-    --hash=sha256:f9a2ae5c91cecc9edd47e041a930490c31c3afb1f5e6d71de3dc671bfaca02bf
+watchfiles==1.2.0 \
+    --hash=sha256:01859b11fd9fbca670f4d5da00fbac282cfea9bd67a2125d8b2833a3b5617ea9 \
+    --hash=sha256:01ea8d66f0693b9b60a6541c8d10263091ca9a9060d242f3c1f3143f9aad2c98 \
+    --hash=sha256:027ae72bfdfd254862065d8b3e2a815c6ab9b1853ce41e6648ece84afd34a551 \
+    --hash=sha256:03b14855c6f35539e2d95c442ae9530a75762f1e26567152b9ed05f96534a74d \
+    --hash=sha256:054dc20fd2e3132b4c3883b4a00d72fd6e1f56fdaf89fccd12e8057d74cd74d7 \
+    --hash=sha256:094b9b70103d4e963499bdea001ee3c2697b144cd9ae6218a62c0f89ec9e31db \
+    --hash=sha256:0a105bc2283f67e8fbec74253ec2d94925de92ed72c0393f1206bf326b7b7b69 \
+    --hash=sha256:0a37faaed405c67e28e6be45a1fa4f206ef5a2860f27c237db9fa30704c38242 \
+    --hash=sha256:0c4997d4e4a55f0d02b6cde327322daf3a0400e5df6c6b15948994bf72497925 \
+    --hash=sha256:0cb4d80e212f116474a545c21c912b445f16bb0cef9e6a73a498164223e14e2f \
+    --hash=sha256:0d191c054d0715c3c95c99df9b8dbf6fd096d8c1e021e8f212e1bd8bc444ccb5 \
+    --hash=sha256:0e831a271c035d89789cffc386b6aa1375f39f1cd25eb7ca0997e4970d152fc5 \
+    --hash=sha256:10d86db20695afe7997ac9e1717637d6714a8d0220458c33f3d2061f54cec427 \
+    --hash=sha256:11743adfa510bfffebe97659fb280182b5c9b238708f667e866f308c3430dc19 \
+    --hash=sha256:1bc6195825b7dcd217968bb1f801a60fd4c16e8eeab5bedc7fe917d7d5995ab4 \
+    --hash=sha256:204f299afcbd65918ab78dbc52626b0ae45e9d8cef403fdbf33ecf9e40eac66e \
+    --hash=sha256:20aa0e708b920bde876a4aa82dc7dd6ebea228a63a67cda6632c2fc87b787efa \
+    --hash=sha256:23282a321c8baf9b3a3c4afff673f9fe65eb7fdc2338d765ccad9d3d1916a5ba \
+    --hash=sha256:24b2405c0a46738dd9e1cf7135aa5dbdb9d42d024628651b3b13d5117e99f8df \
+    --hash=sha256:2581a94056e55d7d0a31a823ea92bf73749c489ca2285bfdc0fbe6b2bb49d50c \
+    --hash=sha256:2995c176de7692b86a2e4c58d9ec718f753150a979cb4a754e2b4ffa38e70906 \
+    --hash=sha256:2b37d10b5a63bd4d87e18472d80fa525bd670586fae62e5dd580452764879b65 \
+    --hash=sha256:2cb93af48550faf1cea04c303107c8b75833de7013e57ce27d3b8d21d8d0f58c \
+    --hash=sha256:2d95ddc1eb6914154253d239089900813f6a767e174b8e6a50e7fdacb7e4236c \
+    --hash=sha256:3416ff151bb6b5a8d8d11664974fbef4d9305b9b2957839ab5a270468fd8df30 \
+    --hash=sha256:3651aa7058595e9cfb75d35dd5ada2bf9f48a5b8a0f3562821d3e210c507e077 \
+    --hash=sha256:37a6721cdf3f65dbb13aa9503510ccb4451603ac837e44d265d7992a597e1374 \
+    --hash=sha256:41bc1199f7523b3f82843c88cbb979180c949caef0342cf90968f178e5d49b01 \
+    --hash=sha256:43d818978d06062d9b22c4fab2ebe44cf5213d42dc8e62bda8c2760cfa2eeb33 \
+    --hash=sha256:4429f3b105524a10b72c3a819b091c495d2811d419c1e1e8df773a5a5974f831 \
+    --hash=sha256:4543579a9bdb0c9560039b4ffddbdb39545707659fbc430ce4c10f3f68d557f9 \
+    --hash=sha256:4674d49eb94706dfe666c069fc0a1b646ffcf920473492e209f6d5f60d3f0cc2 \
+    --hash=sha256:4c887eba18b7945ac73067a8b4a66f21cd46c2539b2bc68588f7be6c7eb6d26b \
+    --hash=sha256:4e4ff8e37f99cf1da89e255e07c9c4b37c214038c4283707bdec308cb1b0ea1f \
+    --hash=sha256:4f34e26a19f91f710c08e0183429f0d1d15df734e6bc78c31e77b9ea9c433658 \
+    --hash=sha256:5327989a465505f05cfe06f04fa9d0c2fd5432bb243e10e6f012b1bdca3c8579 \
+    --hash=sha256:53b2290c92e0506d102cd448fbc610d87079553f86caa39d67440856a8b8bba5 \
+    --hash=sha256:56d8641cf834c2836922899105bd3ce3d0dfc69291d52edf0b4d0436829b34c0 \
+    --hash=sha256:57a2d9fa4fb4c2ecae57b13dfff2c7ab53e21a2ba674fe9f05506680fcdcc0d7 \
+    --hash=sha256:63ac26eefbf4af1741247d6fb68b11c49a25b2f7413fbd318a83a12aaa9cf666 \
+    --hash=sha256:6543cf55d170003296d185c0af981f3e1311564907e1f4e08671fc7693a890a5 \
+    --hash=sha256:704fd259e332e01f9b9c178f4bce9e49027e5587cc2600eeeaf8e76e1c846201 \
+    --hash=sha256:71283b39fd17e5408eb123bd37aeecfd9d54c81fc184421943208aadb879d103 \
+    --hash=sha256:71cd71740ed2c15211ebb237ced4e39a1cdf6f80566e5fe95428da1626f4fde6 \
+    --hash=sha256:7571e4464cb6e434958f867f7f730b8ab0b75e3f8e5eac0499168486ab3c33a8 \
+    --hash=sha256:772b80df316480d894a0e3165fdd19cf77f5d17f9a787f94029465ad0e3529d1 \
+    --hash=sha256:77a0feab9af4c021c581f695258c642b3d10c5fd4c676e33a0d8606425d82631 \
+    --hash=sha256:7a2cffd17d27d2ecbb310c2b1d8174f222a5495b1a721894afa88ec11e25b898 \
+    --hash=sha256:7a7ce236284f002a156f70add88efe5c70879cccbb658be0822c54b1306fc09d \
+    --hash=sha256:7ba0480b9a74af058f43b337e937a451e109295c420916d68ad24e3dc02f5e44 \
+    --hash=sha256:8520a4ab0e37f770afc34459c4f8f7019e153f9124dc101c15538365875d1ab2 \
+    --hash=sha256:86bc13c25a8d1fcd70b51d0ce7c9b65e90de5666fcbfd3e34957cc73ee19aeb5 \
+    --hash=sha256:89d8c2394a065ca86f5d2910ff263ae67c127e1376ccc4f9fc35c71db879f80a \
+    --hash=sha256:8c520725602756229f045b032a1ff33d7ef0f7404189d62f6c2438cb6d8ef6a1 \
+    --hash=sha256:8f200104103feb097de4cab8fe4f5dd18a2026934c7dea98c55a2f5fd6d5a33b \
+    --hash=sha256:8f70d8b291ef6e88d19b1f297a6905ddb978888d9272b0d05e6f53309856bcfc \
+    --hash=sha256:8fa585ede612ee9f9e91b18bebf9ba11b9ae29a4e3a0d0cf6fca3e382133f0d5 \
+    --hash=sha256:922c0e019fe68b3ae392965a766b02a71ba1168c932cebc3733cd52c5fe5b377 \
+    --hash=sha256:9342472aff9b093c5acd4f6d8f70ae0937964ab56542502bcf5579782da69ae8 \
+    --hash=sha256:9649193aa27bd9ff2e80ff29bfaa93085496c7a3a377592823cc58b77ee88add \
+    --hash=sha256:9f04b092229ad2c50126dd3c922c8822e51e605993764a33058d4a791ab42281 \
+    --hash=sha256:a0f27f01bee51861392bb6b7c4fdb290b27d1eb194e9e28788d68102a0e898d9 \
+    --hash=sha256:a16ffe19bf5cf9f5edaa1ad1dd830c5a816e8feec430c522302ab55483a4b994 \
+    --hash=sha256:a204794696ffb8f9b10fba6f7cb5216d42f3b2b71860ccac6b6e42f5f10973b0 \
+    --hash=sha256:a711b51aec4370d0dcda5b6c09463206f133a5759341d7744b953a7b62e1100e \
+    --hash=sha256:a88fc94e647bc4eec523f1caa540258eb71d14278b9daf72fa1e2658a98df0f0 \
+    --hash=sha256:ae99b14c5f21e026e0e9d96f40e07d8570ebee6cafd9d8fc318354606daa7a28 \
+    --hash=sha256:b0ef001f8c25ad0fa9529f914c1600647ecd0f542d11c19b7894768c67b6acb7 \
+    --hash=sha256:b141a4891c995a039cd89e9a49e62df1dc8a559a5d1a6e4c7106d16c12777a55 \
+    --hash=sha256:b4e77f6a55f858504069abd35d336a637555c09bca453dde1ee1e5ada8a6a1fb \
+    --hash=sha256:b62f042afde2dde21ec1d2c1a74361e804673df86f51e418a999c9acfe671b07 \
+    --hash=sha256:b718bf356bbc15e559bd8ef41782b573b8ae0e3f177ab244b440568d7ea02cfb \
+    --hash=sha256:b8c8358484d5fa12ef34f05b7f4168eaf1932f408725ff6d023c33ec17bd79d4 \
+    --hash=sha256:b974946a10af379d425e2eef5b62f5c6ebeaccf91d45eaad6f5b27ecd4f91aa0 \
+    --hash=sha256:b9909cc2b48468b575eefa944919e1fe8a36c5849d5c7c168f80a8c1db69398e \
+    --hash=sha256:b9f732dc58b2dbe69e464ccf8fff7a03b0dd0be439da4c0720d3558527d3d6b4 \
+    --hash=sha256:bb68bf4df85abebe5efddc53cf2075520f243a59868d9b3973278b23e76962a9 \
+    --hash=sha256:bb7e52ecf68ba46d22df23467b87cffeb2146908aa523ebfe803019618cfda06 \
+    --hash=sha256:bc13eb17538be00c874699dc0abe4ee2bc8d50bb1166a6b9e175ef3fd7eb8f26 \
+    --hash=sha256:c0db965c5f79aa49fe672d297cf1febc5ad149b658594944f49a54a2b96270a7 \
+    --hash=sha256:c16cb06dd17d43b9d185094268459eac92c9538356f050e55b54e82cf700e1d4 \
+    --hash=sha256:c525543d91961c6955b2636b308569e84a1d1c5f5f2932041ab9ef46422f43e3 \
+    --hash=sha256:c5c19526f4e54a00f2666a6c0e9e40d582c09e865055ea7378bf0009aab857b3 \
+    --hash=sha256:c995fba777f1ea992f090f9236e9284cf7a5d1a0130dd5a3d82c598cacd76838 \
+    --hash=sha256:ca148d73dea36c9763aaa351e4d7a51780ec1584217c45276f4fe8239c768b71 \
+    --hash=sha256:cee9d5efd929efdac5f7e58f72b3376f676b64050a91c5b99a7094c5b2317488 \
+    --hash=sha256:d158cd89df6053823533e06fb1d73c549133bff5f0396170c0e53d9559340717 \
+    --hash=sha256:d20029a60a71a052a24c4db7673bc4de39ab89adbaccbfb5d67987c5d73f424d \
+    --hash=sha256:d413349d565dab74297f2a63e84a097936be69bf8f3b3801f27f380e32040f44 \
+    --hash=sha256:d4a4b147f5dca2a5d325a06a832fb43f345751adfbc63204aec30e0d9ca965a2 \
+    --hash=sha256:d516b3283a758e087841aedb8031549fb41ced08f3db10aa6d2bf32dc042525b \
+    --hash=sha256:d73a585accffa5ae39c17264c36ec3166d2fad7000c780f5ef83b2722afb9dd2 \
+    --hash=sha256:dbd6c97045dad81227c8d040173da044c1de08de64a5ea8b555da4aee1d5fa22 \
+    --hash=sha256:e0618518f282c4ebff60f5e5b1247b6d91bb8b9f4476947563a1e74acc66f3c6 \
+    --hash=sha256:e140ed30ebde76796b686e67c182cff10ea2fbab186fafd1560f74bb5a473a6e \
+    --hash=sha256:e1cfd51e97e13ff3bd047c140764d277fc9b95b7cb5da59e46a47d167adab310 \
+    --hash=sha256:e2ca07fa7d89195ec0865d3d285666286740bfa83d83e5cee204043a31ecc165 \
+    --hash=sha256:e53a384f76b631c3ae5334ce6a52f0baa3a911eb94a4eac7f160079868b716d5 \
+    --hash=sha256:eb283ee99e21ad6443c8cdb06ac5b34b1308c329cbdf03fa02b445363714c799 \
+    --hash=sha256:eb72919d93e3a16fc451d3aa3d4b1698423daca1b382d3d959c9ac51297c12a8 \
+    --hash=sha256:ecb47f183a8025b2aa18b546725c3657e542112ae9c0613a2af79b4fa8d04ad7 \
+    --hash=sha256:f155b3a1b2a5fc89cdc70d47ee5d54e3b75e88efa34982028a35daef9ba00379 \
+    --hash=sha256:f22943b7770483f6ea0721c6b11d022947a98eb0acae14694de034f4d0d38925 \
+    --hash=sha256:f28b2725eb8cce327b9b3ab02415c853011dc55c95832fe90de6bc56f5315f72 \
+    --hash=sha256:f88af53d6ddaf72179ef613ddc905e6f4785f712b49b80b3bef9f3525e6194b4 \
+    --hash=sha256:faea288b6f0ab1902ef08f4ca6de005dccf856c4e0c4f21b8c5fce02d90a1b08 \
+    --hash=sha256:fff610d7bb2256a317bb1e96f0d7862c7aa8076733ee5df0fd41bbe76a24a4f4
     # via uvicorn
-websockets==16.0 \
-    --hash=sha256:0298d07ee155e2e9fda5be8a9042200dd2e3bb0b8a38482156576f863a9d457c \
-    --hash=sha256:04cdd5d2d1dacbad0a7bf36ccbcd3ccd5a30ee188f2560b7a62a30d14107b31a \
-    --hash=sha256:08d7af67b64d29823fed316505a89b86705f2b7981c07848fb5e3ea3020c1abe \
-    --hash=sha256:152284a83a00c59b759697b7f9e9cddf4e3c7861dd0d964b472b70f78f89e80e \
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-    --hash=sha256:19c4dc84098e523fd63711e563077d39e90ec6702aff4b5d9e344a60cb3c0cb1 \
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+    --hash=sha256:f70541f3104339f59f830522d94ebadb1bf47426287381623443d8bb1cdbf33d \
+    --hash=sha256:fb9a0a6dc3d1b3986cb88091b6899f0396651e0f74e2c9766ab8d6ffc3842e29 \
+    --hash=sha256:fce6c48559c86d1ac3632ccb1bebc7d5442fbe79bd9bb0e40379ee54be2a4051 \
+    --hash=sha256:fd46fff7eb62c24804d234f0051c7a8ea81285ad63e0337d3dcf33ca82aee58a
     # via uvicorn
-zipp==3.23.1 \
-    --hash=sha256:0b3596c50a5c700c9cb40ba8d86d9f2cc4807e9bedb06bcdf7fac85633e444dc \
-    --hash=sha256:32120e378d32cd9714ad503c1d024619063ec28aad2248dc6672ad13edfa5110
+zipp==4.1.0 \
+    --hash=sha256:25ad4e16390cd314347dd8f1de67a2ac538ae658ed4ab9db16029c07c188e97f \
+    --hash=sha256:4cb57381f544315db7688e976e922a2b18cdb513d21cc194eb42232ba2a3e602
     # via importlib-metadata
diff --git a/sdk/python/requirements/py3.11-ci-requirements.txt b/sdk/python/requirements/py3.11-ci-requirements.txt
index d6d91e0f371..eb14d9ead37 100644
--- a/sdk/python/requirements/py3.11-ci-requirements.txt
+++ b/sdk/python/requirements/py3.11-ci-requirements.txt
@@ -1,142 +1,142 @@
 # This file was autogenerated by uv via the following command:
 #    uv pip compile -p 3.11 --no-strip-extras pyproject.toml --extra ci --generate-hashes --output-file sdk/python/requirements/py3.11-ci-requirements.txt
-accelerate==1.13.0 \
-    --hash=sha256:cf1a3efb96c18f7b152eb0fa7490f3710b19c3f395699358f08decca2b8b62e0 \
-    --hash=sha256:d631b4e0f5b3de4aff2d7e9e6857d164810dfc3237d54d017f075122d057b236
+accelerate==1.14.0 \
+    --hash=sha256:41b9c4377a54e0b460a959b0defa1b736e4ca0a2373252d9a539964c2afe3c8d \
+    --hash=sha256:e94390c2863b873be18f623f9df48a0d8fe5eff13ea7f1a00092b0a7904888c6
     # via docling-ibm-models
-aiobotocore==2.23.1 \
-    --hash=sha256:a59f2a78629b97d52f10936b79c73de64e481a8c44a62c1871f088df6c1afc4f \
-    --hash=sha256:d81c54d2eae2406ea9a473fea518fed580cf37bc4fc51ce43ba81546e5305114
+aiobotocore==3.8.0 \
+    --hash=sha256:80a1eb64ea915f3af3c1518669975bae74a17b2f37c14eb0fa2f83b915974670 \
+    --hash=sha256:8bc605132cadfe844a3f334635a0a64fa5e360a4a206e915d99d53db5b6deeba
     # via feast (pyproject.toml)
-aiohappyeyeballs==2.6.1 \
-    --hash=sha256:c3f9d0113123803ccadfdf3f0faa505bc78e6a72d1cc4806cbd719826e943558 \
-    --hash=sha256:f349ba8f4b75cb25c99c5c2d84e997e485204d2902a9597802b0371f09331fb8
+aiohappyeyeballs==2.7.1 \
+    --hash=sha256:065665c041c42a5938ed220bdcd7230f22527fbec085e1853d2402c8a3615d9d \
+    --hash=sha256:9243213661e29250eb41368e5daa826fc017156c3b8a11440826b2e3ed376472
     # via aiohttp
-aiohttp==3.13.5 \
-    --hash=sha256:019a67772e034a0e6b9b17c13d0a8fe56ad9fb150fc724b7f3ffd3724288d9e5 \
-    --hash=sha256:02222e7e233295f40e011c1b00e3b0bd451f22cf853a0304c3595633ee47da4b \
-    --hash=sha256:023ecba036ddd840b0b19bf195bfae970083fd7024ce1ac22e9bba90464620e9 \
-    --hash=sha256:02e048037a6501a5ec1f6fc9736135aec6eb8a004ce48838cb951c515f32c80b \
-    --hash=sha256:0494a01ca9584eea1e5fbd6d748e61ecff218c51b576ee1999c23db7066417d8 \
-    --hash=sha256:0f7a18f258d124cd678c5fe072fe4432a4d5232b0657fca7c1847f599233c83a \
-    --hash=sha256:10a75acfcf794edf9d8db50e5a7ec5fc818b2a8d3f591ce93bc7b1210df016d2 \
-    --hash=sha256:110e448e02c729bcebb18c60b9214a87ba33bac4a9fa5e9a5f139938b56c6cb1 \
-    --hash=sha256:147b4f501d0292077f29d5268c16bb7c864a1f054d7001c4c1812c0421ea1ed0 \
-    --hash=sha256:157826e2fa245d2ef46c83ea8a5faf77ca19355d278d425c29fda0beb3318037 \
-    --hash=sha256:15c933ad7920b7d9a20de151efcd05a6e38302cbf0e10c9b2acb9a42210a2416 \
-    --hash=sha256:178c7b5e62b454c2bc790786e6058c3cc968613b4419251b478c153a4aec32b1 \
-    --hash=sha256:18a2f6c1182c51baa1d28d68fea51513cb2a76612f038853c0ad3c145423d3d9 \
-    --hash=sha256:1efb06900858bb618ff5cee184ae2de5828896c448403d51fb633f09e109be0a \
-    --hash=sha256:20058e23909b9e65f9da62b396b77dfa95965cbe840f8def6e572538b1d32e36 \
-    --hash=sha256:206b7b3ef96e4ce211754f0cd003feb28b7d81f0ad26b8d077a5d5161436067f \
-    --hash=sha256:20ae0ff08b1f2c8788d6fb85afcb798654ae6ba0b747575f8562de738078457b \
-    --hash=sha256:2294172ce08a82fb7c7273485895de1fa1186cc8294cfeb6aef4af42ad261174 \
-    --hash=sha256:241a94f7de7c0c3b616627aaad530fe2cb620084a8b144d3be7b6ecfe95bae3b \
-    --hash=sha256:26d2f8546f1dfa75efa50c3488215a903c0168d253b75fba4210f57ab77a0fb8 \
-    --hash=sha256:2837fb92951564d6339cedae4a7231692aa9f73cbc4fb2e04263b96844e03b4e \
-    --hash=sha256:2994be9f6e51046c4f864598fd9abeb4fba6e88f0b2152422c9666dcd4aea9c6 \
-    --hash=sha256:2d6d44a5b48132053c2f6cd5c8cb14bc67e99a63594e336b0f2af81e94d5530c \
-    --hash=sha256:31cebae8b26f8a615d2b546fee45d5ffb76852ae6450e2a03f42c9102260d6fe \
-    --hash=sha256:327cc432fdf1356fb4fbc6fe833ad4e9f6aacb71a8acaa5f1855e4b25910e4a9 \
-    --hash=sha256:329f292ed14d38a6c4c435e465f48bebb47479fd676a0411936cc371643225cc \
-    --hash=sha256:330f5da04c987f1d5bdb8ae189137c77139f36bd1cb23779ca1a354a4b027800 \
-    --hash=sha256:33add2463dde55c4f2d9635c6ab33ce154e5ecf322bd26d09af95c5f81cfa286 \
-    --hash=sha256:347542f0ea3f95b2a955ee6656461fa1c776e401ac50ebce055a6c38454a0adf \
-    --hash=sha256:39380e12bd1f2fdab4285b6e055ad48efbaed5c836433b142ed4f5b9be71036a \
-    --hash=sha256:3a807cabd5115fb55af198b98178997a5e0e57dead43eb74a93d9c07d6d4a7dc \
-    --hash=sha256:3b13560160d07e047a93f23aaa30718606493036253d5430887514715b67c9d9 \
-    --hash=sha256:3df334e39d4c2f899a914f1dba283c1aadc311790733f705182998c6f7cae665 \
-    --hash=sha256:4bb6bf5811620003614076bdc807ef3b5e38244f9d25ca5fe888eaccea2a9832 \
-    --hash=sha256:4beac52e9fe46d6abf98b0176a88154b742e878fdf209d2248e99fcdf73cd297 \
-    --hash=sha256:4e704c52438f66fdd89588346183d898bb42167cf88f8b7ff1c0f9fc957c348f \
-    --hash=sha256:4eac02d9af4813ee289cd63a361576da36dba57f5a1ab36377bc2600db0cbb73 \
-    --hash=sha256:53fc049ed6390d05423ba33103ded7281fe897cf97878f369a527070bd95795b \
-    --hash=sha256:55b3bdd3292283295774ab585160c4004f4f2f203946997f49aac032c84649e9 \
-    --hash=sha256:57653eac22c6a4c13eb22ecf4d673d64a12f266e72785ab1c8b8e5940d0e8090 \
-    --hash=sha256:60869c7ac4aaabe7110f26499f3e6e5696eae98144735b12a9c3d9eae2b51a49 \
-    --hash=sha256:636bc362f0c5bbc7372bc3ae49737f9e3030dbce469f0f422c8f38079780363d \
-    --hash=sha256:676e5651705ad5d8a70aeb8eb6936c436d8ebbd56e63436cb7dd9bb36d2a9a46 \
-    --hash=sha256:69f571de7500e0557801c0b51f4780482c0ec5fe2ac851af5a92cfce1af1cb83 \
-    --hash=sha256:6a7cbeb06d1070f1d14895eeeed4dac5913b22d7b456f2eb969f11f4b3993796 \
-    --hash=sha256:6cf81fe010b8c17b09495cbd15c1d35afbc8fb405c0c9cf4738e5ae3af1d65be \
-    --hash=sha256:6e27ea05d184afac78aabbac667450c75e54e35f62238d44463131bd3f96753d \
-    --hash=sha256:6f1cbf0c7926d315c3c26c2da41fd2b5d2fe01ac0e157b78caefc51a782196cf \
-    --hash=sha256:6f497a6876aa4b1a102b04996ce4c1170c7040d83faa9387dd921c16e30d5c83 \
-    --hash=sha256:756c3c304d394977519824449600adaf2be0ccee76d206ee339c5e76b70ded25 \
-    --hash=sha256:77dfa48c9f8013271011e51c00f8ada19851f013cde2c48fca1ba5e0caf5bb06 \
-    --hash=sha256:7996023b2ed59489ae4762256c8516df9820f751cf2c5da8ed2fb20ee50abab3 \
-    --hash=sha256:7ab7229b6f9b5c1ba4910d6c41a9eb11f543eadb3f384df1b4c293f4e73d44d6 \
-    --hash=sha256:7becdf835feff2f4f335d7477f121af787e3504b48b449ff737afb35869ba7bb \
-    --hash=sha256:7c35b0bf0b48a70b4cb4fc5d7bed9b932532728e124874355de1a0af8ec4bc88 \
-    --hash=sha256:7c4b6668b2b2b9027f209ddf647f2a4407784b5d88b8be4efcc72036f365baf9 \
-    --hash=sha256:7e5dc4311bd5ac493886c63cbf76ab579dbe4641268e7c74e48e774c74b6f2be \
-    --hash=sha256:888e78eb5ca55a615d285c3c09a7a91b42e9dd6fc699b166ebd5dee87c9ccf14 \
-    --hash=sha256:898703aa2667e3c5ca4c54ca36cd73f58b7a38ef87a5606414799ebce4d3fd3a \
-    --hash=sha256:8b14eb3262fad0dc2f89c1a43b13727e709504972186ff6a99a3ecaa77102b6c \
-    --hash=sha256:8bd3ec6376e68a41f9f95f5ed170e2fcf22d4eb27a1f8cb361d0508f6e0557f3 \
-    --hash=sha256:8cf20a8d6868cb15a73cab329ffc07291ba8c22b1b88176026106ae39aa6df0f \
-    --hash=sha256:8f14c50708bb156b3a3ca7230b3d820199d56a48e3af76fa21c2d6087190fe3d \
-    --hash=sha256:8f546a4dc1e6a5edbb9fd1fd6ad18134550e096a5a43f4ad74acfbd834fc6670 \
-    --hash=sha256:912d4b6af530ddb1338a66229dac3a25ff11d4448be3ec3d6340583995f56031 \
-    --hash=sha256:9277145d36a01653863899c665243871434694bcc3431922c3b35c978061bdb8 \
-    --hash=sha256:95d14ca7abefde230f7639ec136ade282655431fd5db03c343b19dda72dd1643 \
-    --hash=sha256:999802d5fa0389f58decd24b537c54aa63c01c3219ce17d1214cbda3c2b22d2d \
-    --hash=sha256:9a0f4474b6ea6818b41f82172d799e4b3d29e22c2c520ce4357856fced9af2f8 \
-    --hash=sha256:9b16c653d38eb1a611cc898c41e76859ca27f119d25b53c12875fd0474ae31a8 \
-    --hash=sha256:9d98cc980ecc96be6eb4c1994ce35d28d8b1f5e5208a23b421187d1209dbb7d1 \
-    --hash=sha256:9efcc0f11d850cefcafdd9275b9576ad3bfb539bed96807663b32ad99c4d4b88 \
-    --hash=sha256:a2567b72e1ffc3ab25510db43f355b29eeada56c0a622e58dcdb19530eb0a3cb \
-    --hash=sha256:a5029cc80718bbd545123cd8fe5d15025eccaaaace5d0eeec6bd556ad6163d61 \
-    --hash=sha256:a60eaa2d440cd4707696b52e40ed3e2b0f73f65be07fd0ef23b6b539c9c0b0b4 \
-    --hash=sha256:a79a6d399cef33a11b6f004c67bb07741d91f2be01b8d712d52c75711b1e07c7 \
-    --hash=sha256:a84792f8631bf5a94e52d9cc881c0b824ab42717165a5579c760b830d9392ac9 \
-    --hash=sha256:a8a4d3427e8de1312ddf309cc482186466c79895b3a139fed3259fc01dfa9a5b \
-    --hash=sha256:a8aca50daa9493e9e13c0f566201a9006f080e7c50e5e90d0b06f53146a54500 \
-    --hash=sha256:aa6d0d932e0f39c02b80744273cd5c388a2d9bc07760a03164f229c8e02662f6 \
-    --hash=sha256:ab2899f9fa2f9f741896ebb6fa07c4c883bfa5c7f2ddd8cf2aafa86fa981b2d2 \
-    --hash=sha256:af545c2cffdb0967a96b6249e6f5f7b0d92cdfd267f9d5238d5b9ca63e8edb10 \
-    --hash=sha256:b18f31b80d5a33661e08c89e202edabf1986e9b49c42b4504371daeaa11b47c1 \
-    --hash=sha256:b20df693de16f42b2472a9c485e1c948ee55524786a0a34345511afdd22246f3 \
-    --hash=sha256:b38765950832f7d728297689ad78f5f2cf79ff82487131c4d26fe6ceecdc5f8e \
-    --hash=sha256:b6f6cd1560c5fa427e3b6074bb24d2c64e225afbb7165008903bd42e4e33e28a \
-    --hash=sha256:bace460460ed20614fa6bc8cb09966c0b8517b8c58ad8046828c6078d25333b5 \
-    --hash=sha256:bca9ef7517fd7874a1a08970ae88f497bf5c984610caa0bf40bd7e8450852b95 \
-    --hash=sha256:c180f480207a9b2475f2b8d8bd7204e47aec952d084b2a2be58a782ffcf96074 \
-    --hash=sha256:c2b2355dc094e5f7d45a7bb262fe7207aa0460b37a0d87027dcf21b5d890e7d5 \
-    --hash=sha256:c564dd5f09ddc9d8f2c2d0a301cd30a79a2cc1b46dd1a73bef8f0038863d016b \
-    --hash=sha256:c632ce9c0b534fbe25b52c974515ed674937c5b99f549a92127c85f771a78772 \
-    --hash=sha256:c719f65bebcdf6716f10e9eff80d27567f7892d8988c06de12bbbd39307c6e3a \
-    --hash=sha256:c86969d012e51b8e415a8c6ce96f7857d6a87d6207303ab02d5d11ef0cad2274 \
-    --hash=sha256:c974fb66180e58709b6fc402846f13791240d180b74de81d23913abe48e96d94 \
-    --hash=sha256:c9883051c6972f58bfc4ebb2116345ee2aa151178e99c3f2b2bbe2af712abd13 \
-    --hash=sha256:ca9ac61ac6db4eb6c2a0cd1d0f7e1357647b638ccc92f7e9d8d133e71ed3c6ac \
-    --hash=sha256:cb979826071c0986a5f08333a36104153478ce6018c58cba7f9caddaf63d5d67 \
-    --hash=sha256:cd3db5927bf9167d5a6157ddb2f036f6b6b0ad001ac82355d43e97a4bde76d76 \
-    --hash=sha256:d147004fede1b12f6013a6dbb2a26a986a671a03c6ea740ddc76500e5f1c399f \
-    --hash=sha256:d3a4834f221061624b8887090637db9ad4f61752001eae37d56c52fddade2dc8 \
-    --hash=sha256:d9010032a0b9710f58012a1e9c222528763d860ba2ee1422c03473eab47703e7 \
-    --hash=sha256:d97f93fdae594d886c5a866636397e2bcab146fd7a132fd6bb9ce182224452f8 \
-    --hash=sha256:df23d57718f24badef8656c49743e11a89fd6f5358fa8a7b96e728fda2abf7d3 \
-    --hash=sha256:df6104c009713d3a89621096f3e3e88cc323fd269dbd7c20afe18535094320be \
-    --hash=sha256:e5e5f7debc7a57af53fdf5c5009f9391d9f4c12867049d509bf7bb164a6e295b \
-    --hash=sha256:e7d2f8616f0ff60bd332022279011776c3ac0faa0f1b463f7bb12326fbc97a1c \
-    --hash=sha256:e999f0c88a458c836d5fb521814e92ed2172c649200336a6df514987c1488258 \
-    --hash=sha256:eb4639f32fd4a9904ab8fb45bf3383ba71137f3d9d4ba25b3b3f3109977c5b8c \
-    --hash=sha256:ec707059ee75732b1ba130ed5f9580fe10ff75180c812bc267ded039db5128c6 \
-    --hash=sha256:ecc26751323224cf8186efcf7fbcbc30f4e1d8c7970659daf25ad995e4032a56 \
-    --hash=sha256:ee5e86776273de1795947d17bddd6bb19e0365fd2af4289c0d2c5454b6b1d36b \
-    --hash=sha256:f1162a1492032c82f14271e831c8f4b49f2b6078f4f5fc74de2c912fa225d51d \
-    --hash=sha256:f34ecee82858e41dd217734f0c41a532bd066bcaab636ad830f03a30b2a96f2a \
-    --hash=sha256:f85c6f327bf0b8c29da7d93b1cabb6363fb5e4e160a32fa241ed2dce21b73162 \
-    --hash=sha256:f92995dfec9420bb69ae629abf422e516923ba79ba4403bc750d94fb4a6c68c1 \
-    --hash=sha256:fb0540c854ac9c0c5ad495908fdfd3e332d553ec731698c0e29b1877ba0d2ec6 \
-    --hash=sha256:fceedde51fbd67ee2bcc8c0b33d0126cc8b51ef3bbde2f86662bd6d5a6f10ec5 \
-    --hash=sha256:fe6970addfea9e5e081401bcbadf865d2b6da045472f58af08427e108d618540 \
-    --hash=sha256:fee86b7c4bd29bdaf0d53d14739b08a106fdda809ca5fe032a15f52fae5fe254
+aiohttp==3.14.3 \
+    --hash=sha256:03cd2bde3d7f085b64e549c985f4bb928cad7e8ecf5323bfca320db548d81b39 \
+    --hash=sha256:041badb8f84396357c4d3ad26de6afd7a32b112f43d3c63045c0c8278cfd2043 \
+    --hash=sha256:0a5ff2dfbb9ce645fa5b8ef3e02c6c0b9cc3f6030ff863d0c51fffc50cb5541b \
+    --hash=sha256:0fdea2281997af69da84c77ffa6f5938a0285f21fb3887c249d67419ca865b3d \
+    --hash=sha256:11fb37ef075669eee52ab1928fbf6e1741fada40409fa309ebde9607a962aebf \
+    --hash=sha256:134ac5ddcf61c6fad984b9a5727d83492ada43d63471db20fb73042c13fca62f \
+    --hash=sha256:152516815ef926786a0b6ae2b8f1fd2e0c71582dee0b435636865316fd4891b7 \
+    --hash=sha256:1576145bdceeb92382d899751e12743a3a5b8e460a841e3e50543859e54864dc \
+    --hash=sha256:16100ad3ab8d649fdfbee87602d9d2dcdca9df0b9eda8a1b5fdc0d41f96da559 \
+    --hash=sha256:16ea7e24c309fb7c0bbd505d149abe4fe4dccfb8db911db7dbec0921bc889a6f \
+    --hash=sha256:18c441d0a8fca6de8d1f546849b9f0ab20d435993e2c5b59562b2fae6be2f929 \
+    --hash=sha256:18cb43369747b2ae007bd2655fb8e63a099c2ff1d207962943636dac989b3147 \
+    --hash=sha256:1b59533861b70a2185c8f4f350f791f39d64358ef6944ce71c5240c9ec0982c9 \
+    --hash=sha256:1c5281acc88b92396f88c7e1e2748f8466689df22b80170e4f51efa712fb47a8 \
+    --hash=sha256:1c5ec8fb1bcc31a8466f74aaf26c345d5c386fa4bd08a3f0eb9c7a4a3fe8b5bf \
+    --hash=sha256:1caa7b0d05f3e3a36f87788c59e970a7ee1cefcfcbb924a9f138c4a6551c9cb7 \
+    --hash=sha256:21c016079415ed3fd676963e9793700a566d85dbbd6bfc564b9b2d209147dcc8 \
+    --hash=sha256:2498f0fe69ead802f9675beca44a7c21c62fdaa4ec5145ea1c3ad6edbee29f85 \
+    --hash=sha256:25bd2708db6bdf6a6630dd37bdcdfcb47c4434d22ac69c64665b802910140b30 \
+    --hash=sha256:270d3dace9ca2f10f0da5d8ebe519b7a310fc6112ed916e32df5866df0888553 \
+    --hash=sha256:2e1161602f45a54de2ce0905243a95f58cb42dcd378402f3697f5e0b21e9d2e7 \
+    --hash=sha256:2e9878ae68e4a5f1c0abe4dd497dbc3d51946f5837b56759e2a02e78fa90ef86 \
+    --hash=sha256:30402d03a7c0ff52bce290b57e564e9079fd9d0cb545c8aba73f86a103162d2e \
+    --hash=sha256:33a2d7c28d33797a2e99923dffa63f83d908a19b6bf26cfe80fa790aa5e1a75a \
+    --hash=sha256:362a3fd481769cac1a824514bcd86fda51c65e8fe6e051099e008fddde6db17c \
+    --hash=sha256:38901a84da3ce22249f6e860bf8f90d141bcab7da090cc398f8bb58c0e44b7da \
+    --hash=sha256:39aded8c7f3b935b54aab1d8d73c70ec0ee2d3ec3b943e0e86611bc150ba47f5 \
+    --hash=sha256:3a26434dafe408229ff3403458ca58de24fb51936504decac49ce6755f77e59d \
+    --hash=sha256:3ae5b3a59436d089b5395d910121a390feed4d00578eb95a0fd1a329fe963100 \
+    --hash=sha256:3d4f72af88ac2474bb5bca640030320e3d38a0163a1d7533500e87be458eef71 \
+    --hash=sha256:3f42e9b78301f11c8f861746175d8b9c1ccef713fcad9eab396e2f6db8ed4a22 \
+    --hash=sha256:42a67efc36300d052fb4508a53e8b6901b9284b599ae63945c377569c5fcc1e1 \
+    --hash=sha256:48d67b87db6279c044760787eb01f6413032c2e6f3ba1cafaa492b1c8e578479 \
+    --hash=sha256:498c6c623134f8e09a3c4e60bcd607a0b4590dd7dbf08dd40851b27cbb520ccb \
+    --hash=sha256:49f7325beb0f85ef4aef5f48f490269575f83e6e2acad00a1d80b807eb027062 \
+    --hash=sha256:4e3ac92d90e92773b2362d506068e9a948192bd553e743c5b2429e28527c8661 \
+    --hash=sha256:530125ee1163c4219af35dc3aa1206e541e7b31b6efc1a3f93b70a136f65d427 \
+    --hash=sha256:5373dc80ad1aa2fb9ad95c83f24eef418bbda3a61375f128e5b0192e4f3f9b32 \
+    --hash=sha256:53e5179d8abb5710f8e83ba207c41c8d1261fcffd4616500e15ca2b7a33be10a \
+    --hash=sha256:53e7b4ce82b54a8bcc71b3b67a5cbd177ca1d7f592cbc92cd38b7349f73482db \
+    --hash=sha256:543906c127fb1d929b95076db19b83fa2d46751006ff1e23b093aa5ac4d8db42 \
+    --hash=sha256:54cfcdee2770dac994417cbb0ee1f3eb0e7cb6b30c79bf44f2c02ff79ec5124a \
+    --hash=sha256:55bdcc472aafe2de4a253045cc128007a64f1e0264fb675791e132ea5edaa3bd \
+    --hash=sha256:56f355e79f71aef2a85c80305cc915f894b170dba76de5fe84f6351939b83c06 \
+    --hash=sha256:5895ef58c4620afe02fa16044f023dc4dafec08158f9d08874a46a7dbc0341b8 \
+    --hash=sha256:5bcb6ff3fdab1258a192679ff1a05d44f59626430aa05cd1a9d2447423599228 \
+    --hash=sha256:5f08ec777f35ee70720233b8b9811d3bb5d728137f30ac91b7457709c3261ac0 \
+    --hash=sha256:614c61d478b83953e261d02bb2df750f17227cd33ef8002945bf5aebbde21919 \
+    --hash=sha256:617105e2c3018ee38d0c8ce5ee3c84f621a6d8b9f723202aacaff28449ca91ee \
+    --hash=sha256:6debfa7312ff9d4c124dc71d72e9a0a4b9e0879e48ba6fcb42bef5c3300289e2 \
+    --hash=sha256:7041d52c3a7fa20c9e8c182b534704abb19502c8bdcbde7ab23bfda6f642394f \
+    --hash=sha256:70c987b27534f9ae1a723f47ae921571d616da21d3208282bf4c52af5164ac43 \
+    --hash=sha256:74ab5b6a9fb13e873e5a90946588baecaf488745e1db1a4a5c433f971f035098 \
+    --hash=sha256:78253b573e6ffab5028924fc98bc281aae05445969982a10864bc360dea2016c \
+    --hash=sha256:7a75aa63cbf9b21cfaf60dc2657e19df2c2867d91707d653fee171ffeedd1371 \
+    --hash=sha256:8800c996b01c2772a783e3e46f3e1abd5823029adca0df54231960de9bfefa5b \
+    --hash=sha256:89176250f686cb9853c0fb7ead90e639e915b84a6f43eedc2a4e7ec21f1037f0 \
+    --hash=sha256:8a5fd34f7f7410d1730d5c2ba873cacb2eed3fede366feb268a70ba22581ed8f \
+    --hash=sha256:8b3b60de05f3dcb6f6a00f818bb2ec781cee4de0645f59ccaf99b1d1823b6100 \
+    --hash=sha256:8f2f1c4c032c7cedd7d8da6f54c97b70266c6570c3108d3fdffee7188bb70529 \
+    --hash=sha256:9491196535a88924a60afd5b5f434b5b203b6cc616250878dbdb223a8f7844bc \
+    --hash=sha256:9aa6e61fdf20105c4144e755bd586008ff450791d67b1c8146fdc15959c4d51c \
+    --hash=sha256:9d9edccfe496b476db5f398d97b865e9a6752bcf8aec4eef8390ce20fb64bb41 \
+    --hash=sha256:9fc7b5bfec6573f3ae844f457fdde5adeb713f8b8e4a81ad64fc207b49383716 \
+    --hash=sha256:a0dc483c00da8b673abbb367eb6f8d8f4bcec30eb58529ea13cb42e7fd2dfa33 \
+    --hash=sha256:a3a8296e7ab5c295f53f1041487cb088e1480775aafbf7fe545d93b770a0f96f \
+    --hash=sha256:a3e22975f905b89a55a488c2a08f2fdb2186175349e917d48985cc468a3d4c6e \
+    --hash=sha256:a4af35c443e0b1a1bd6a8af3f3485d7fda15c142751a00f3ff8090f0b93346fa \
+    --hash=sha256:a94dbaae5ae27bd849c93570669bff91e0510f33a80805738e3de72a7be0447b \
+    --hash=sha256:ac74facc01463f138b0da5580329cfcc82818dea5656e83ddcd11268fc12ff80 \
+    --hash=sha256:ad4c8b7488d745d2ca4838ebd8ae5ba9b56341d30b1da43640e4ce87f9f49646 \
+    --hash=sha256:b014a6ed7cf912e787149fdc529166d3ceabac23f26efeea3158c9aba2354e7e \
+    --hash=sha256:b20032766aedf6261c7a566585a40867d092ac03a0d81592d5370ef9b054f99b \
+    --hash=sha256:b2466434105a4e03113c36ec775cc2ebe6676b62eae326fa670bb607ef788c1c \
+    --hash=sha256:b304db572b4368edd8dda8a2274f73156fe15558fca4a917cb8a09fc47af5963 \
+    --hash=sha256:ba59d59aba08ac02fc03b0c8983ccd5ee39a199d0552ce9e6d2b4845b34d59ae \
+    --hash=sha256:bd52f811e65f6fb634b1047159657c98f52b407f8efec907bcfc09da9a4c0a25 \
+    --hash=sha256:bdd0e2834dce1a26c1bbe26464861e16bbe217042cbff619247c11594472518c \
+    --hash=sha256:c23ec8ee9d5ab2f5421f9c7fffce208435607af27fd46d4a44e031954352838f \
+    --hash=sha256:c39846c3aad97a8530c89d7a3869a8f8e9e3762c6ac0504481e5c80948f7e807 \
+    --hash=sha256:c3c200cf9757edd785051dc699c7ecbec22110dbfcb3fefc7a9f9695eda8ea7a \
+    --hash=sha256:c7d3a97c678d34fc5b59da671ee9cd630096ddc643e7b5a30d54a2a6f3574d3f \
+    --hash=sha256:c8653fd547c93a61aadc612007790f5555cdd18946fa48cf45e26d8ea4ea473d \
+    --hash=sha256:cc7cb243a68167172f48c1fd43cee91ec4b1d40cefd190edd43369d1a6bc9c82 \
+    --hash=sha256:ccd4893707b3e2a13e39c90d43cf80edf2e4d0457935bcc103bf2346214c3f15 \
+    --hash=sha256:cd817772b2fcf2b8c0905795318485f9ec16eae60b29feb7f4c77085311637f0 \
+    --hash=sha256:cda5fd5c95ad7a125a2e8464acc78b98b94c475a3780d6aa0aa157c93f470f4d \
+    --hash=sha256:cef89a58e628c4efcac3275c2d68083f82426dcdc89c1492a6f654f9f7ea6ab9 \
+    --hash=sha256:d1558173930a5a8d3069cee5c92fc91c87c4dbcb099debbb3622053717145a19 \
+    --hash=sha256:d6088ec9894113802bddb3c09e974929aed2c7b3a8c456219b8aab4481f1a239 \
+    --hash=sha256:d6218d92e450824e9b4881f44e8c09f1853b490f9a64130801024a4793b1b3b0 \
+    --hash=sha256:d77640cc618c1d99fc4f8589c0f24a730adfa54eb1e57ef7bf0c8dfb78da898c \
+    --hash=sha256:d7d2deec16eeedf55f2c7cf75b521ea3856a5177e123844f8fd0f114ce252cb5 \
+    --hash=sha256:db332af25642007330fca8be5c4d194caf2bea7a7fc84415aff3497af5dfee6b \
+    --hash=sha256:dd54d0e8717de95939766febac482ac0474d8ac3b048115f9f2b1d23a16e7db4 \
+    --hash=sha256:ddcac3c6b382e81f1dd0499199d4136b877beb4cb5ef770bbbfba56c4b8f55d2 \
+    --hash=sha256:df82f3787c940c94986b34222d59c9e38843fba85139f36e85255a82ad5355a9 \
+    --hash=sha256:dfa68deb2a443bdaa3ea5297b0699c1464f08aef3812b486d1348eee61b07dc0 \
+    --hash=sha256:dff9461ec275f22135650d5ba4b4931a11f3958df7dfbb8db630000d4dee0883 \
+    --hash=sha256:e1e74298bab6ee0d6e749ed4fd1901c7e604bdda32c03d787a2cc71c46d0433d \
+    --hash=sha256:e2667f0bbe7eb6c74eae5e9691441ad186e5845ca3cff63230fc09c4e7514f5d \
+    --hash=sha256:e3be98a7c30b8c25d573dafba7171d66dfb05ee6a9070fc46535464ff97700a6 \
+    --hash=sha256:e568e14940c09955aa51f4e645b6daa18a581c5dcfcd73744dcc86a856e3ced3 \
+    --hash=sha256:e72ee89e28d907a18f46959b4eb0bb06701cc7f8cf4366e00029e2ccfaaf5924 \
+    --hash=sha256:e92eb8acc45eb6a9f4935071a77edf5b85cc6f8dfad5cd99e97653c26593cdde \
+    --hash=sha256:ea05e1f97ceea523942d9b2a7d7c0359d781d683d6b043f5943a602b14da4787 \
+    --hash=sha256:eac645b09bcfdf73df7536331f0678c1086ea250981118ddb5199e17ccef72bb \
+    --hash=sha256:eb0495d778817619273c108784292be161a924b9f5ae5cbbc70a2caa6838250b \
+    --hash=sha256:ebe8e504f058fe91223351cecd2d9d6946c9d241bb0250d898ffbdf584cc72b0 \
+    --hash=sha256:ed099d105449c4f9e84f24af203cd131349d4761d8813fa7e02c32e7128cd910 \
+    --hash=sha256:f0f177d1b195b9e06376cfd7d308d8a1b920909a609d03ac82a8c73bbb16d3b9 \
+    --hash=sha256:f3d2669fe7dec7fc359ecdb5984b29b50d85d5d00f8c1cb61de4f4a24ee42627 \
+    --hash=sha256:f4e05329faa0ea1a404b37de4f034fd2c2defcca06a68dc6745e4e56c88e8a48 \
+    --hash=sha256:f53bcd52f585e1ac3e590d61434eb61f9a88c38df041b4ea126d97144344a77b \
+    --hash=sha256:f55119f7bf25f49ed210f6096090715da24f2943c62102448915fde3c62877ce \
+    --hash=sha256:f631fe87a6f30df5fbe6d79640b25e4cffb38c31c7fb6f10871517b84b0f8c1a \
+    --hash=sha256:f8fb78a83c9e5f741ca3a68cfb455c1f5bb83b4e7249a3848b3cd78d0a8563b0 \
+    --hash=sha256:fa9467a8113aa69d3d7c55a70ef0b7c636010a40993f3df9d9d0d73b3eb7ef24 \
+    --hash=sha256:fd51ebf9d3a00c074df4ede271023f4d2dba289bcc740b88191872716014e3c5
     # via
     #   aiobotocore
     #   aiohttp-cors
     #   fsspec
+    #   kubernetes
     #   ray
 aiohttp-cors==0.8.1 \
     --hash=sha256:3180cf304c5c712d626b9162b195b1db7ddf976a2a25172b35bb2448b890a80d \
@@ -154,24 +154,29 @@ alabaster==0.7.16 \
     --hash=sha256:75a8b99c28a5dad50dd7f8ccdd447a121ddb3892da9e53d1ca5cca3106d58d65 \
     --hash=sha256:b46733c07dce03ae4e150330b975c75737fa60f0a7c591b6c8bf4928a28e2c92
     # via sphinx
+alembic==1.18.5 \
+    --hash=sha256:06d8ba9d04558022f5395e9317de03d270f3dced49cee01f89fe7a13c26f14bc \
+    --hash=sha256:1554982221dd17e9a749b53902407578eb305e453f71999e8c7f0a48389fff8e
+    # via mlflow
 altair==4.2.2 \
     --hash=sha256:39399a267c49b30d102c10411e67ab26374156a84b1aeb9fcd15140429ba49c5 \
     --hash=sha256:8b45ebeaf8557f2d760c5c77b79f02ae12aee7c46c27c06014febab6f849bc87
     # via great-expectations
-annotated-doc==0.0.4 \
-    --hash=sha256:571ac1dc6991c450b25a9c2d84a3705e2ae7a53467b5d111c24fa8baabbed320 \
-    --hash=sha256:fbcda96e87e9c92ad167c2e53839e57503ecfda18804ea28102353485033faa4
+annotated-doc==0.0.5 \
+    --hash=sha256:117bac03a25ede5df5440e855b32d556049ca169ead221505badf432fed4b101 \
+    --hash=sha256:c7e58ce09192557605d8bbd92836d7e1d520ac9580096042c0bfd197efacf1bb
     # via fastapi
-annotated-types==0.7.0 \
-    --hash=sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53 \
-    --hash=sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89
+annotated-types==0.8.0 \
+    --hash=sha256:13b2beaad985e05e2d6407ee4c4f35590b11f8d693a258a561055cac8f64cab7 \
+    --hash=sha256:f072f4d804ea359e4eaf198b1af7a8b0943881a87f31bb764f8bf219bb9419e0
     # via pydantic
-anyio==4.13.0 \
-    --hash=sha256:08b310f9e24a9594186fd75b4f73f4a4152069e3853f1ed8bfbf58369f4ad708 \
-    --hash=sha256:334b70e641fd2221c1505b3890c69882fe4a2df910cba14d97019b90b24439dc
+anyio==4.14.2 \
+    --hash=sha256:9f505dda5ac9f0c8309b5e8bd445a8c2bf7246f3ce950121e45ea15bc41d1494 \
+    --hash=sha256:cfa139f3ed1a23ee8f88a145ddb5ac7605b8bbfd8592baacd7ce3d8bb4313c7f
     # via
     #   elasticsearch
     #   httpx
+    #   httpx2
     #   jupyter-server
     #   mcp
     #   sse-starlette
@@ -226,9 +231,9 @@ asn1crypto==1.5.1 \
 assertpy==1.1 \
     --hash=sha256:acc64329934ad71a3221de185517a43af33e373bb44dc05b5a9b174394ef4833
     # via feast (pyproject.toml)
-asttokens==3.0.1 \
-    --hash=sha256:15a3ebc0f43c2d0a50eeafea25e19046c68398e487b9f1f5b517f7c0f40f976a \
-    --hash=sha256:71a4ee5de0bde6a31d64f6b13f2293ac190344478f081c3d1bccfcf5eacb0cb7
+asttokens==3.0.2 \
+    --hash=sha256:3ecdbd8f2cc195f53ccada3a613538bb5f9ef6f6869129f13e03c30a677b8fe2 \
+    --hash=sha256:9da13157f5b28becde0bd374fc677dcd3c290614264eff096f167c469cd9f933
     # via stack-data
 async-lru==2.3.0 \
     --hash=sha256:89bdb258a0140d7313cf8f4031d816a042202faa61d0ab310a0a538baa1c24b6 \
@@ -250,14 +255,15 @@ attrs==26.1.0 \
     --hash=sha256:c647aa4a12dfbad9333ca4e71fe62ddc36f4e63b2d260a37a8b83d2f043ac309 \
     --hash=sha256:d03ceb89cb322a8fd706d4fb91940737b6642aa36998fe130a9bc96c985eff32
     # via
+    #   feast (pyproject.toml)
     #   aiohttp
     #   jsonlines
     #   jsonschema
     #   openlineage-python
     #   referencing
-azure-core==1.40.0 \
-    --hash=sha256:7f3ea02579b1bb1d34e45043423b650621d11d7c2ea3b05e5554010080b78dfd \
-    --hash=sha256:ecf5b6ddf2564471fae9d576147b7e77a4da285958b2d9f4fd6c3af104f3e9d7
+azure-core==1.41.0 \
+    --hash=sha256:522b4011e8180b1a3dcd2024396a4e7fe9ac37fb8597db47163d230b5efe892d \
+    --hash=sha256:f46ff5dfcd230f25cf1c19e8a34b8dc08a337b2503e268bb600a16c00db8ad5a
     # via
     #   azure-identity
     #   azure-storage-blob
@@ -265,9 +271,9 @@ azure-identity==1.25.3 \
     --hash=sha256:ab23c0d63015f50b630ef6c6cf395e7262f439ce06e5d07a64e874c724f8d9e6 \
     --hash=sha256:f4d0b956a8146f30333e071374171f3cfa7bdb8073adb8c3814b65567aa7447c
     # via feast (pyproject.toml)
-azure-storage-blob==12.28.0 \
-    --hash=sha256:00fb1db28bf6a7b7ecaa48e3b1d5c83bfadacc5a678b77826081304bd87d6461 \
-    --hash=sha256:e7d98ea108258d29aa0efbfd591b2e2075fa1722a2fae8699f0b3c9de11eff41
+azure-storage-blob==12.30.0 \
+    --hash=sha256:2cd74d4d5731e5eb6b8d5c5056ee115a5e88f8fdf22517b739836fda685018be \
+    --hash=sha256:d415ac50b67a8da6b3ae7e9f1014b1b55cd7aafa0b8d4ca9b380568dc7360423
     # via feast (pyproject.toml)
 babel==2.18.0 \
     --hash=sha256:b80b99a14bd085fcacfa15c9165f651fbb3406e66cc603abf11c5750937c992d \
@@ -275,6 +281,94 @@ babel==2.18.0 \
     # via
     #   jupyterlab-server
     #   sphinx
+backports-zstd==1.6.0 \
+    --hash=sha256:0308990ffc998df3c7ed35276bde049728b5c3956203cae40d80893576a41459 \
+    --hash=sha256:03b7c59c71f7a597e2bcb3f8368371e9a660a1bdf1c37afc1f1ad1496a013c19 \
+    --hash=sha256:0466b14723f3b7697669c00ee66fe16e30e25636b286b0a923fa86fa3d8a753c \
+    --hash=sha256:068ef3d8c18815a2e3a752f766313e19910e7c50939b956923748d9c04ebcb1b \
+    --hash=sha256:08793876172551a930ce4d65c712cd516184d1a97070d4a1193e05bf0cf7040d \
+    --hash=sha256:0eb4281f402b94d397b7482f6d9efd04c28274e4ed6eb57eb1f87bdd091a6a87 \
+    --hash=sha256:10b61850c4112952e05aa6e6cce8c9a5936fbeadb321e154216705cc76a14afa \
+    --hash=sha256:15b1aae0f64cd742df4bba1d989d0a09a6ec619202543fdba684640454541fd3 \
+    --hash=sha256:17efb3d11137de5166dd51eedab9c36ad633402acba386eee8d715213ea47e49 \
+    --hash=sha256:1a99710fbb225d459d66def4dc2bb2cd4a9a0bdc8b799fc0621cfdd863be9c93 \
+    --hash=sha256:1d146926e997d2d3de8212bdcbf4985344a2622ca3bec458d8908000a84fd883 \
+    --hash=sha256:1e20b3ecd0a711be82e964aca28554eabbc31ee69a20e5e7b8fd42268af46212 \
+    --hash=sha256:23a793f2fed4dbf0517319759a2cded0b0dd8e8d3797fe30badd5693e320c175 \
+    --hash=sha256:25b5ddc789480072551af571a746e9500356b2aff0499861cf2ca07ea7431e68 \
+    --hash=sha256:28eef3881164f3c23ce58ed59e4684103bdd279583eb2d299858c9e9b72fde9a \
+    --hash=sha256:28fecd73459d74910ae1987ab84b7bef690d3dd860948430dd5555108b006daf \
+    --hash=sha256:2914abea516704bdafb2090acd3f15b5f9debecfabd15b8dd8285b2ad3b92209 \
+    --hash=sha256:2ace939e4d620e119423606f2d3d7115f8707733bf57f279ad9a9383f875986f \
+    --hash=sha256:2ba9ac10fc393e5123a08802e0e895a107cb4a66b9973d2844dbd8a343111e59 \
+    --hash=sha256:2ddab55a5f54dec8acfad68ef70f1c704fd21919990ddc238afbd6f496e61c6a \
+    --hash=sha256:2f723219335387d7546412d8141e0303590600949b4184a1391a0c6a3c756058 \
+    --hash=sha256:30576f49b82328ec8af16c11100efe52ca88526f71bbe100ef6b4e707dc13bf2 \
+    --hash=sha256:32f04d54ec1fdf3aa648b24a10b1c9234ed2046cc4af7a8850cbc236c05d42f3 \
+    --hash=sha256:3b6713371f8987a1178df93cb36f29eef191f224021e2d656b2f11ce60d26816 \
+    --hash=sha256:3e689af303df287142770abe3a48bbefd24dab4a09da5807d0e1fa8c75bab026 \
+    --hash=sha256:460fd6b3f338c659507ae36cfd6b58ac9942a2ff233c5cf574416dfec0451a84 \
+    --hash=sha256:481a1e9bd8f419fdc625307aa20234687f99368c75df511ef589693c5fea4c6f \
+    --hash=sha256:4b6c8b02ab0ccb2431bb7bc238be91d158b308915e7b07937388e540466fe7e7 \
+    --hash=sha256:4c68a9ed2df0cca51d774c521e68a34d2e3d9ebfc687ef8096adfd4f345b551d \
+    --hash=sha256:5918fc6b31437208721276964323933cd86077b8d5b469c59c1b3fd2c8220a05 \
+    --hash=sha256:5e9a8370c8ed873083d5de956d6b2e60adbad31e52d7a11111c96ef01d1910ae \
+    --hash=sha256:6430b34a2ae6fcc604672f4f913102563473d9a015bdca1ce8c95041cc1f2677 \
+    --hash=sha256:64b94d7a836568926a3309ff510c7f8261b881b341fd4992cabf4f0998878f8a \
+    --hash=sha256:65048ed08c5124f05ff9f355ab9703014bb2dbe7f8d9948ce193685b1775f442 \
+    --hash=sha256:66cf8038893c7708ec345ffb3ac63c775d10f430f323ac2f0334fdb6a397c57c \
+    --hash=sha256:6c73ae37dbf9207727ac095dedef864c05d836eaec962a47b3b64eaadaf1c6b6 \
+    --hash=sha256:711e6b98f8924e8b4a61ff97ab6321f33de024e1ed6a32f5123763aeda8459be \
+    --hash=sha256:7293fefe15f0e5852bdb4ad1e0e26f3cbd4d3e61c19f751ecc4ff34bc1eb237d \
+    --hash=sha256:73000459db113a658c4fb0510100ef0e79137b5828bf957b7709aacae4eb1b87 \
+    --hash=sha256:75578c71644b031118ce938855a53530708db7f4af6e83e2f8840d5a1de990f8 \
+    --hash=sha256:7741e44f7938ec94f9a52678c8d19b7bc548522ffdc39c9e4481af8db545fa9a \
+    --hash=sha256:79284c1dd702f4f24ed1a36e51555c907dd237b6c0d829595978f4089a2aeea9 \
+    --hash=sha256:7c2b1f4a640c51130caa92cef5bf72bd3c3dbbcfbf814c37403aa0601b1811b0 \
+    --hash=sha256:7d3f64c503af7b60115b97c16feaf75bd191ef2c978d5c0c7725a6682bef63c5 \
+    --hash=sha256:80a7859ffe70bf239d7a2ce15293bdeb5b4280ff7dc326ffab312b0e254dbb24 \
+    --hash=sha256:8219d6fceae6b39535c4ac323dba0923d10f781d59962ff3504e693fdcafa92c \
+    --hash=sha256:83391ef5935cc0f329b1abca414ae20ffe40d335fc21a4b5e664f08a74317d5f \
+    --hash=sha256:83415af3c64550a56cc20b4cce59bbaa81f21d28466d7adf98feff011ecbc66d \
+    --hash=sha256:839faf90a7eb525a401978dc925df8c44bd12526e8ba1529b9f8a7106e729637 \
+    --hash=sha256:84f92e5a60a78c72ccda79d0417d311a1f6da18f446423ed411726d545bf7b56 \
+    --hash=sha256:8872a0e9f1af975966b5be6af7eebd3dc4046f15e470b719316516dc3d137cd6 \
+    --hash=sha256:8c298785e2fadeab82342040f2d9ce764ce500e6da6a6d99a2de514e63580b5a \
+    --hash=sha256:97e8a9674652496c7612b528085dd5a296c052a2edc466ca1bfb7b0b27820413 \
+    --hash=sha256:994167ff6551b9c1ce226e0aab16295b98c94507b5701aa60d2c32b7d50796b1 \
+    --hash=sha256:9cb75e33131946fabd6319061df3b8b1d588fe0963183280e9b5f49f7772fc09 \
+    --hash=sha256:a13cfa3410a75e4cb87abdb669aaf79da861cb79299159054ff8f77b9671bc40 \
+    --hash=sha256:a3c17e6a267d13de9cbf14bf2ebfa87e03d26692456fc67d2dbed9da4f479b18 \
+    --hash=sha256:a4ae7ed5a6d813450cc2d818284ea3db9721edcef50a56aae42ea06feec38c6e \
+    --hash=sha256:a838296f5b84c920172fb579cac894d255c1fc25457c7234613ddcfa385e49b7 \
+    --hash=sha256:ab70eace272d6f122b121c057e436709b50a28abf30d97aab28433c08f4a4095 \
+    --hash=sha256:ae106fe16e36efc60ab098d02478d30aa0e31e1420eb4ecf0116459253bc6361 \
+    --hash=sha256:aeef8563b82ed4af328f98e5041c1b4800d86f68f857ffd1577d4d47dc9aa6cd \
+    --hash=sha256:b067b1ef9c8e41fb0882c828aa37829938b5c0dab067eca72b23fc24c563b9da \
+    --hash=sha256:b0ddbcd2866b8ff1a2836e4b0e4d44788f5b992d83fac75a38cda8f9a2bee079 \
+    --hash=sha256:b4bddfcfb6679215d6f4dc5f79a1f9301af339480d70527a14b57a1f2e6b6cbf \
+    --hash=sha256:b7bc9a0b66097f03820a54316d2fdd0beb38859cf98f10d63e94c55450ed8920 \
+    --hash=sha256:b81b4cf3d6e0ad7ac92bef248f49fafc954262c5fb0f7e19d6aac497e5a856b2 \
+    --hash=sha256:b951113113ed4b8d173418a4f155c14b739dace626b3fa3f82be1831958d39e4 \
+    --hash=sha256:beb43e9885202c8d4f3762319ed4d5e98e197622afbff8439fbbdd81d08938b9 \
+    --hash=sha256:c14fa5dc39a804f1b92d63506f450eca5c59647a18d197d1a564b89dac1be1ce \
+    --hash=sha256:c2d1ccfe088e8279d605011a3575619a74526c261be357695b3258c0f636115a \
+    --hash=sha256:c4fc41b2df5529cad5ceb230319e82728096d4b353ce8d4df68a2ec37e291bb8 \
+    --hash=sha256:d6b9b06323e3ba947c0003b2d70e02f33c90c36bc6262a92eb8201afc4a1aa08 \
+    --hash=sha256:d6e78d5e28f812b39f92397806ecddd4a6f3bf35531a8c039a1f187abc931af8 \
+    --hash=sha256:dd085eafa2aac6f883afd28210a3231f717f25409a1e44a39bb7b04c8c5b5646 \
+    --hash=sha256:df27b57d214a3124fbe4e933ef5a903d4567f154260d9aece8c797a987f2a205 \
+    --hash=sha256:e39258a09b1c7ca70b5e94a5c5ccfe4700b4250b8077cfeab31d0f79565d4c9b \
+    --hash=sha256:e514c71ca72f3b56bd8fbda1a6a5b7d1100a2764b42a3c74a38841f25f9b00ab \
+    --hash=sha256:e73a550dbeb84e8fa50f8385f7735e9a4735b465851ef617d02f80ab10e44e7e \
+    --hash=sha256:e80bceebc9b58e959bede9b26cafe15b5b9526f3533a6dd06330c5da73cb9329 \
+    --hash=sha256:ece8e7288db5b827ef8c64b2f78519f1a173a8991a625978fce02eccd7654fe9 \
+    --hash=sha256:ef132cfb638e9a86bd5dc07fb4e1cb895bc55bce6bb5e759366e8b160d0747e2 \
+    --hash=sha256:f69365ee2b836939137de024a302395a1cb8654fb6dc5ffef6381105259c8f87 \
+    --hash=sha256:f8f5c1c7c69a4b00889e52d9304a918a5b49010f9645768eb5fd0ad404f790ba \
+    --hash=sha256:fa305a84087e10d7a85e8a8a3dcba8cdbda4868f2180173b264b7b488fd37c55 \
+    --hash=sha256:fbb746522ebfc11155f1cd688e2c48ef3d74125e38b63eabdaab068a055c3e88
+    # via clickhouse-connect
 bcrypt==5.0.0 \
     --hash=sha256:046ad6db88edb3c5ece4369af997938fb1c19d6a699b9c1b27b0db432faae4c4 \
     --hash=sha256:0c418ca99fd47e9c59a301744d63328f17798b5947b0f791e9af3c1c499c2d0a \
@@ -340,30 +434,34 @@ bcrypt==5.0.0 \
     --hash=sha256:f8429e1c410b4073944f03bd778a9e066e7fad723564a52ff91841d278dfc822 \
     --hash=sha256:fc746432b951e92b58317af8e0ca746efe93e66555f1b40888865ef5bf56446b
     # via paramiko
-beautifulsoup4==4.14.3 \
-    --hash=sha256:0918bfe44902e6ad8d57732ba310582e98da931428d231a5ecb9e7c703a735bb \
-    --hash=sha256:6292b1c5186d356bba669ef9f7f051757099565ad9ada5dd630bd9de5fa7fb86
+beautifulsoup4==4.15.0 \
+    --hash=sha256:288e3ca7d54b06f2ac191970bc275c1939cb46d450b255bf6718b04aa37ab4f7 \
+    --hash=sha256:d6f88de62e1d4e38ecb1077eb9724cd0eff29d2a08ca16a401e9b9e93f117cf9
     # via
     #   docling
     #   nbconvert
-bigtree==1.4.0 \
-    --hash=sha256:d0d99550ae64ce4529f132602ab875c2ab472c96c942f5704f8c72a17450d3ea \
-    --hash=sha256:e5ae2e948168da671d99601c9ed87ab3b48d9d4ea8a98f111e5748e98064c31c
+bigtree==1.5.3 \
+    --hash=sha256:47879c5d80f4e0d50f2c8818d3b80fc58af24b5372608223aac25e5580ac0ed8 \
+    --hash=sha256:81169329ec92dfab7d8df9d61d85d8dea8b8512fbf073fbc95badc21eadcd14f
     # via feast (pyproject.toml)
-bleach[css]==6.3.0 \
-    --hash=sha256:6f3b91b1c0a02bb9a78b5a454c92506aa0fdf197e1d5e114d2e00c6f64306d22 \
-    --hash=sha256:fe10ec77c93ddf3d13a73b035abaac7a9f5e436513864ccdad516693213c65d6
+bleach[css]==6.4.0 \
+    --hash=sha256:4202482733d85cedd04e59fcb2f89f4e4c7c385a78d3c3c23c30446843a37452 \
+    --hash=sha256:4b6b6a54fff2e69a3dde9d21cc6301220bee3c3cb792187d11403fd795031081
     # via nbconvert
-boto3==1.38.27 \
-    --hash=sha256:94bd7fdd92d5701b362d4df100d21e28f8307a67ff56b6a8b0398119cf22f859 \
-    --hash=sha256:95f5fe688795303a8a15e8b7e7f255cadab35eae459d00cc281a4fd77252ea80
+blinker==1.9.0 \
+    --hash=sha256:b4ce2265a7abece45e7cc896e98dbebe6cead56bcf805a3d23136d145f5445bf \
+    --hash=sha256:ba0efaa9080b619ff2f3459d1d500c57bddea4a6b424b60a91141db6fd2f08bc
+    # via flask
+boto3==1.43.46 \
+    --hash=sha256:66c0d943b049a46a492ec4ec2ebe73c930b1842c7137bee83aad6d93e95d4d96 \
+    --hash=sha256:69453e2c1bcb9fd9806527ab99950cacfc2826cb0dce9a3a0414d19270c06c3c
     # via
     #   feast (pyproject.toml)
     #   moto
     #   snowflake-connector-python
-botocore==1.38.46 \
-    --hash=sha256:8798e5a418c27cf93195b077153644aea44cb171fcd56edc1ecebaa1e49e226e \
-    --hash=sha256:89ca782ffbf2e8769ca9c89234cfa5ca577f1987d07d913ee3c68c4776b1eb5b
+botocore==1.43.46 \
+    --hash=sha256:59f2e1ac3cdc66d191cae91c0804bc41847ce817dc8147cf43eaada8f76a5533 \
+    --hash=sha256:cb673891e623ae6e6a1bf24d94ef169504f3eb02584adb5d5bee2f6aae819b60
     # via
     #   aiobotocore
     #   boto3
@@ -377,37 +475,45 @@ build==1.5.0 \
     #   feast (pyproject.toml)
     #   pip-tools
     #   singlestoredb
-cassandra-driver==3.30.0 \
-    --hash=sha256:0c28a8e84917acebecbaed39844047c2f135739c3627dd7b9f8541af33e11df3 \
-    --hash=sha256:0f4225082a11d9529416c223553ab38a29c4e65da6646b40159c554480dc002c \
-    --hash=sha256:136b46437b9902673264e101cdaab309d3e40607bff34430bda86b785badc6e4 \
-    --hash=sha256:137498e2a9b6f578d1902e1af8a988e50b8fe134c76a176f1b8a774e906bc66c \
-    --hash=sha256:17fb53587c9fc6a27b5c4a89b4f3d9169be43fc572d6f3f67494aa74708be936 \
-    --hash=sha256:1d64cbdce764c33e284d339b9a749736d68971edf8b537888f2d13c4b0d1313f \
-    --hash=sha256:212af4d8ff934c30538f4bdf7da61f14dc9a30349f6cac2161c8125e56fad928 \
-    --hash=sha256:2637644eac9274e46b0c2a7f729158bdf8582b6842dc48e18297211dd3ee1fec \
-    --hash=sha256:289e86c81be2543cb9055600c0819850db921e6e138a84e5c88ec160662c7207 \
-    --hash=sha256:2a0679ebcfdcecb3763c690b5bc6a517e0c0803f7bc88e0a6c793e5e421b558a \
-    --hash=sha256:385134eba72f048707cd800de0a61cf3c23246113edffe9bc6bc2eb86282d26b \
-    --hash=sha256:5c6cbb396ad6fe456efc799d3b8b6bda360ffc06552c5be2ce1a88ac381a305c \
-    --hash=sha256:61d7eeb17d8f76d5b4a9b1239145250f2a9f7bf949c30e2cc36196b5a0523ce1 \
-    --hash=sha256:6a5c8982f2b9eb4e789fc12cdd930b1e1511b6d046dde31d0703f855745556a3 \
-    --hash=sha256:6d449f49ce866ac20a1c3d80b1f9245ecdfd1e67b843dccd3d6eccdfe519c02e \
-    --hash=sha256:7e4cfd6ec3023576ed0ffa34882d9778e4bacfd918048ae9139ccdd00628ed85 \
-    --hash=sha256:83a9148d408a3dbb48ea1802d643d60fa53cd69dc7b9a244511ecf5b917e4f53 \
-    --hash=sha256:8c4acd28791854c23ca68be50a7a750c9413ba80fec0ca5c27c2be05f6f3fe0a \
-    --hash=sha256:8d5e3575ec01d8c043b56ff25de6f61ff4c9ed5cb3ea4c3d9df98def71ba710c \
-    --hash=sha256:923a6e1c3fa5f98f846a028b1a7207ec9e7d8cfa54ea47a507d41122efa2f54f \
-    --hash=sha256:c1b4aa6c7706dec839134adb6a2094d90c5f6f35efa08028ed6aae6e67c8643e \
-    --hash=sha256:c64e20bf46b49f8ef64569208d4a395b0928c27d5960559922a2d13471924d0d \
-    --hash=sha256:d2f9e00127f70dff42d4ef932df8a6b81170c2861d4e75c8b13f4b4816b4450c \
-    --hash=sha256:d73c0429813045ba86b92fc033fbcfd495aa10e9d4a40fe30b6e9dfe8b5d3ab4 \
-    --hash=sha256:e12dfcd3f0074c16f4bfe650242edb406b935864373ae86160e09e3f5e437e84 \
-    --hash=sha256:ff2e9fbdc1be54c1d041ea3f7d09812442f334be14bb5ad7aede175544765d25
+cachetools==6.2.6 \
+    --hash=sha256:16c33e1f276b9a9c0b49ab5782d901e3ad3de0dd6da9bf9bcd29ac5672f2f9e6 \
+    --hash=sha256:8c9717235b3c651603fff0076db52d6acbfd1b338b8ed50256092f7ce9c85bda
+    # via
+    #   mlflow-skinny
+    #   mlflow-tracing
+    #   pyiceberg
+    #   pymilvus
+cassandra-driver==3.30.1 \
+    --hash=sha256:0c6a3e1428f7c6a9aa6c944b9c47a37cd2cdbeb5b5a82d42c33afdd56f14e398 \
+    --hash=sha256:0ea769cf9925206b8458db10477b78699660fbdaed7262157e43b8f21817f838 \
+    --hash=sha256:187bd1457e414bc019a0635603ea0001baada914942198ed23993198e44dec74 \
+    --hash=sha256:222c704c72a5880cfe9c89f04b375d03d1152dbdb6ec8c25a325267b8bc2ca4e \
+    --hash=sha256:30686850b9e0d0d8326ee07219113170b4e1d041e4d1434521a2f342c471108e \
+    --hash=sha256:3c32513a2f2c6832d4fe3464e11be59dc21096dba296b18ec3454bc8354a78ba \
+    --hash=sha256:3cb90ec9ac9d44cbfe17f1e9cb643dbc5f401e62980835aa6669a2fd5792863b \
+    --hash=sha256:546ad047abf96a6d7922d057010b4cfb22e9d473db7b907956bc7c6a8029f7d9 \
+    --hash=sha256:61bf2ded460fb0d2e909b70c9d193588b71148540bd85e29fe6954e00bb1a869 \
+    --hash=sha256:6c5ae0218e52944f92ddde07a03cfa941fa4a10097d501a18cfa1b525c92d013 \
+    --hash=sha256:71f3ccc8c60f41c83306c60704f7b1ee1a8ccd312aae286bf75d318aa47d0e71 \
+    --hash=sha256:799af594364475656d9eea69606713fbaa98b10da82cc6d90286322477c72828 \
+    --hash=sha256:80df7b705f71e1a6dae77aaea682cbe45fdd74b962cfcc6c6b0c05195f48b7c2 \
+    --hash=sha256:84b2cc578f542332b678fc3fcc801c6ef8110a377d3fd38c27eab5ec5f2d2b79 \
+    --hash=sha256:87822d6cce2c586aa72733a9dd1858276cee795834f7ad949c783bf19cf7a3a7 \
+    --hash=sha256:8f43abccb5b5a761582e4ba6d44a7ef4274b61b0bd3f8e3159af40ca2c10c0fa \
+    --hash=sha256:921403aa76c66d78d00c4a3dff542f989fa584b7450e3cb1dd2c267b4a5a55f0 \
+    --hash=sha256:9b54f7c6cbb1d9bb6a8b9f8ab6034e6f761527e97af0603aa1e9635720df03a0 \
+    --hash=sha256:9ff317f79b09eba52a44d46d8c4773e47533dfdd8b9ba4984268dc4a1fe5206e \
+    --hash=sha256:ab853bd2806899c5612c3e4ac2a355a7811084d06692e4460255e3b0a4fa556a \
+    --hash=sha256:af5c6f5d7d5a86725b908aba12d9554df60234c15bfe053a8175b15db791ada8 \
+    --hash=sha256:c0995dccff3df739a1df6e10da9f3fc95bbbc8b38bacc4cfb6172655f8351cba \
+    --hash=sha256:e10784b4f7d77332dc1a5c72855977a0d797160fd8ba50785414caed07fce95b \
+    --hash=sha256:e43d873de5f8dadf4c8dcc4fab87d66a8495137e844ae3c184fbc90a54c05bc0 \
+    --hash=sha256:eba7931a615207aab84ebaa000330024f1c614aa86ca58d119556edd338883ce \
+    --hash=sha256:ec04eebfadc74039b1f7df84356a822539992c7dc0b013fedbb5a33d9295af86
     # via feast (pyproject.toml)
-certifi==2026.4.22 \
-    --hash=sha256:3cb2210c8f88ba2318d29b0388d1023c8492ff72ecdde4ebdaddbb13a31b1c4a \
-    --hash=sha256:8d455352a37b71bf76a79caa83a3d6c25afee4a385d632127b6afb3963f1c580
+certifi==2026.7.22 \
+    --hash=sha256:62f22742b58a1a33014a2b6b706588a8d7e2a88ae7bd1a6ebe8c992928483775 \
+    --hash=sha256:741e2c3b351ddf169a738da9f2c048608ff7f2c5cc02f1ebc6b118bb090d5d55
     # via
     #   clickhouse-connect
     #   docling
@@ -418,91 +524,107 @@ certifi==2026.4.22 \
     #   minio
     #   requests
     #   snowflake-connector-python
-cffi==2.0.0 \
-    --hash=sha256:00bdf7acc5f795150faa6957054fbbca2439db2f775ce831222b66f192f03beb \
-    --hash=sha256:07b271772c100085dd28b74fa0cd81c8fb1a3ba18b21e03d7c27f3436a10606b \
-    --hash=sha256:087067fa8953339c723661eda6b54bc98c5625757ea62e95eb4898ad5e776e9f \
-    --hash=sha256:0a1527a803f0a659de1af2e1fd700213caba79377e27e4693648c2923da066f9 \
-    --hash=sha256:0cf2d91ecc3fcc0625c2c530fe004f82c110405f101548512cce44322fa8ac44 \
-    --hash=sha256:0f6084a0ea23d05d20c3edcda20c3d006f9b6f3fefeac38f59262e10cef47ee2 \
-    --hash=sha256:12873ca6cb9b0f0d3a0da705d6086fe911591737a59f28b7936bdfed27c0d47c \
-    --hash=sha256:19f705ada2530c1167abacb171925dd886168931e0a7b78f5bffcae5c6b5be75 \
-    --hash=sha256:1cd13c99ce269b3ed80b417dcd591415d3372bcac067009b6e0f59c7d4015e65 \
-    --hash=sha256:1e3a615586f05fc4065a8b22b8152f0c1b00cdbc60596d187c2a74f9e3036e4e \
-    --hash=sha256:1f72fb8906754ac8a2cc3f9f5aaa298070652a0ffae577e0ea9bd480dc3c931a \
-    --hash=sha256:1fc9ea04857caf665289b7a75923f2c6ed559b8298a1b8c49e59f7dd95c8481e \
-    --hash=sha256:203a48d1fb583fc7d78a4c6655692963b860a417c0528492a6bc21f1aaefab25 \
-    --hash=sha256:2081580ebb843f759b9f617314a24ed5738c51d2aee65d31e02f6f7a2b97707a \
-    --hash=sha256:21d1152871b019407d8ac3985f6775c079416c282e431a4da6afe7aefd2bccbe \
-    --hash=sha256:24b6f81f1983e6df8db3adc38562c83f7d4a0c36162885ec7f7b77c7dcbec97b \
-    --hash=sha256:256f80b80ca3853f90c21b23ee78cd008713787b1b1e93eae9f3d6a7134abd91 \
-    --hash=sha256:28a3a209b96630bca57cce802da70c266eb08c6e97e5afd61a75611ee6c64592 \
-    --hash=sha256:2c8f814d84194c9ea681642fd164267891702542f028a15fc97d4674b6206187 \
-    --hash=sha256:2de9a304e27f7596cd03d16f1b7c72219bd944e99cc52b84d0145aefb07cbd3c \
-    --hash=sha256:38100abb9d1b1435bc4cc340bb4489635dc2f0da7456590877030c9b3d40b0c1 \
-    --hash=sha256:3925dd22fa2b7699ed2617149842d2e6adde22b262fcbfada50e3d195e4b3a94 \
-    --hash=sha256:3e17ed538242334bf70832644a32a7aae3d83b57567f9fd60a26257e992b79ba \
-    --hash=sha256:3e837e369566884707ddaf85fc1744b47575005c0a229de3327f8f9a20f4efeb \
-    --hash=sha256:3f4d46d8b35698056ec29bca21546e1551a205058ae1a181d871e278b0b28165 \
-    --hash=sha256:44d1b5909021139fe36001ae048dbdde8214afa20200eda0f64c068cac5d5529 \
-    --hash=sha256:45d5e886156860dc35862657e1494b9bae8dfa63bf56796f2fb56e1679fc0bca \
-    --hash=sha256:4647afc2f90d1ddd33441e5b0e85b16b12ddec4fca55f0d9671fef036ecca27c \
-    --hash=sha256:4671d9dd5ec934cb9a73e7ee9676f9362aba54f7f34910956b84d727b0d73fb6 \
-    --hash=sha256:53f77cbe57044e88bbd5ed26ac1d0514d2acf0591dd6bb02a3ae37f76811b80c \
-    --hash=sha256:5eda85d6d1879e692d546a078b44251cdd08dd1cfb98dfb77b670c97cee49ea0 \
-    --hash=sha256:5fed36fccc0612a53f1d4d9a816b50a36702c28a2aa880cb8a122b3466638743 \
-    --hash=sha256:61d028e90346df14fedc3d1e5441df818d095f3b87d286825dfcbd6459b7ef63 \
-    --hash=sha256:66f011380d0e49ed280c789fbd08ff0d40968ee7b665575489afa95c98196ab5 \
-    --hash=sha256:6824f87845e3396029f3820c206e459ccc91760e8fa24422f8b0c3d1731cbec5 \
-    --hash=sha256:6c6c373cfc5c83a975506110d17457138c8c63016b563cc9ed6e056a82f13ce4 \
-    --hash=sha256:6d02d6655b0e54f54c4ef0b94eb6be0607b70853c45ce98bd278dc7de718be5d \
-    --hash=sha256:6d50360be4546678fc1b79ffe7a66265e28667840010348dd69a314145807a1b \
-    --hash=sha256:730cacb21e1bdff3ce90babf007d0a0917cc3e6492f336c2f0134101e0944f93 \
-    --hash=sha256:737fe7d37e1a1bffe70bd5754ea763a62a066dc5913ca57e957824b72a85e205 \
-    --hash=sha256:74a03b9698e198d47562765773b4a8309919089150a0bb17d829ad7b44b60d27 \
-    --hash=sha256:7553fb2090d71822f02c629afe6042c299edf91ba1bf94951165613553984512 \
-    --hash=sha256:7a66c7204d8869299919db4d5069a82f1561581af12b11b3c9f48c584eb8743d \
-    --hash=sha256:7cc09976e8b56f8cebd752f7113ad07752461f48a58cbba644139015ac24954c \
-    --hash=sha256:81afed14892743bbe14dacb9e36d9e0e504cd204e0b165062c488942b9718037 \
-    --hash=sha256:8941aaadaf67246224cee8c3803777eed332a19d909b47e29c9842ef1e79ac26 \
-    --hash=sha256:89472c9762729b5ae1ad974b777416bfda4ac5642423fa93bd57a09204712322 \
-    --hash=sha256:8ea985900c5c95ce9db1745f7933eeef5d314f0565b27625d9a10ec9881e1bfb \
-    --hash=sha256:8eca2a813c1cb7ad4fb74d368c2ffbbb4789d377ee5bb8df98373c2cc0dee76c \
-    --hash=sha256:92b68146a71df78564e4ef48af17551a5ddd142e5190cdf2c5624d0c3ff5b2e8 \
-    --hash=sha256:9332088d75dc3241c702d852d4671613136d90fa6881da7d770a483fd05248b4 \
-    --hash=sha256:94698a9c5f91f9d138526b48fe26a199609544591f859c870d477351dc7b2414 \
-    --hash=sha256:9a67fc9e8eb39039280526379fb3a70023d77caec1852002b4da7e8b270c4dd9 \
-    --hash=sha256:9de40a7b0323d889cf8d23d1ef214f565ab154443c42737dfe52ff82cf857664 \
-    --hash=sha256:a05d0c237b3349096d3981b727493e22147f934b20f6f125a3eba8f994bec4a9 \
-    --hash=sha256:afb8db5439b81cf9c9d0c80404b60c3cc9c3add93e114dcae767f1477cb53775 \
-    --hash=sha256:b18a3ed7d5b3bd8d9ef7a8cb226502c6bf8308df1525e1cc676c3680e7176739 \
-    --hash=sha256:b1e74d11748e7e98e2f426ab176d4ed720a64412b6a15054378afdb71e0f37dc \
-    --hash=sha256:b21e08af67b8a103c71a250401c78d5e0893beff75e28c53c98f4de42f774062 \
-    --hash=sha256:b4c854ef3adc177950a8dfc81a86f5115d2abd545751a304c5bcf2c2c7283cfe \
-    --hash=sha256:b882b3df248017dba09d6b16defe9b5c407fe32fc7c65a9c69798e6175601be9 \
-    --hash=sha256:baf5215e0ab74c16e2dd324e8ec067ef59e41125d3eade2b863d294fd5035c92 \
-    --hash=sha256:c649e3a33450ec82378822b3dad03cc228b8f5963c0c12fc3b1e0ab940f768a5 \
-    --hash=sha256:c654de545946e0db659b3400168c9ad31b5d29593291482c43e3564effbcee13 \
-    --hash=sha256:c6638687455baf640e37344fe26d37c404db8b80d037c3d29f58fe8d1c3b194d \
-    --hash=sha256:c8d3b5532fc71b7a77c09192b4a5a200ea992702734a2e9279a37f2478236f26 \
-    --hash=sha256:cb527a79772e5ef98fb1d700678fe031e353e765d1ca2d409c92263c6d43e09f \
-    --hash=sha256:cf364028c016c03078a23b503f02058f1814320a56ad535686f90565636a9495 \
-    --hash=sha256:d48a880098c96020b02d5a1f7d9251308510ce8858940e6fa99ece33f610838b \
-    --hash=sha256:d68b6cef7827e8641e8ef16f4494edda8b36104d79773a334beaa1e3521430f6 \
-    --hash=sha256:d9b29c1f0ae438d5ee9acb31cadee00a58c46cc9c0b2f9038c6b0b3470877a8c \
-    --hash=sha256:d9b97165e8aed9272a6bb17c01e3cc5871a594a446ebedc996e2397a1c1ea8ef \
-    --hash=sha256:da68248800ad6320861f129cd9c1bf96ca849a2771a59e0344e88681905916f5 \
-    --hash=sha256:da902562c3e9c550df360bfa53c035b2f241fed6d9aef119048073680ace4a18 \
-    --hash=sha256:dbd5c7a25a7cb98f5ca55d258b103a2054f859a46ae11aaf23134f9cc0d356ad \
-    --hash=sha256:dd4f05f54a52fb558f1ba9f528228066954fee3ebe629fc1660d874d040ae5a3 \
-    --hash=sha256:de8dad4425a6ca6e4e5e297b27b5c824ecc7581910bf9aee86cb6835e6812aa7 \
-    --hash=sha256:e11e82b744887154b182fd3e7e8512418446501191994dbf9c9fc1f32cc8efd5 \
-    --hash=sha256:e6e73b9e02893c764e7e8d5bb5ce277f1a009cd5243f8228f75f842bf937c534 \
-    --hash=sha256:f73b96c41e3b2adedc34a7356e64c8eb96e03a3782b535e043a986276ce12a49 \
-    --hash=sha256:f93fd8e5c8c0a4aa1f424d6173f14a892044054871c771f8566e4008eaa359d2 \
-    --hash=sha256:fc33c5141b55ed366cfaad382df24fe7dcbc686de5be719b207bb248e3053dc5 \
-    --hash=sha256:fc7de24befaeae77ba923797c7c87834c73648a05a4bde34b3b7e5588973a453 \
-    --hash=sha256:fe562eb1a64e67dd297ccc4f5addea2501664954f2692b69a76449ec7913ecbf
+cffi==2.1.0 \
+    --hash=sha256:02cb7ff33ded4f1532476731f89ede53e2e488a8e6205515a82144246ffa7dcc \
+    --hash=sha256:03e9810d18c646077e501f661b682fbf5dee4676048527ca3cffe66faa9960dd \
+    --hash=sha256:0520e1f4c35f44e209cbbb421b67eec42e6a157f59444dfb6058874ff3610e5d \
+    --hash=sha256:0582a58f3051372229ca8e7f5f589f9e5632678208d8636fea3676711fdf7fe5 \
+    --hash=sha256:0611e7ebf90573a535ebdc33ae9da222d037853983e13359f580fab781ca017f \
+    --hash=sha256:0a42c688d19fca6e095a53c6a6e2295a5b050a8b289f109adab02a9e61a25de6 \
+    --hash=sha256:0a96b74cda968eebbad56d973efe5098974f0a9fb323865bf99ea1fd24e3e64c \
+    --hash=sha256:10537b1df4967ca26d21e5072d7d54188354483b91dc75058968d3f0cf13fbda \
+    --hash=sha256:11b3fb55f4f8ad92274ed26705f65d8f91457de71f5380061eb6d125a768fecd \
+    --hash=sha256:15faec4adfff450819f3aee0e2e02c812de6edb88203aa58807955db2003472a \
+    --hash=sha256:164bff1657b2a74f0b6d54e11c9b375bc97b931f2ca9c43fcf875838da1570dd \
+    --hash=sha256:1854b724d00f6654c742097d5387569021be12d3a0f770eae1df8f8acfcc6acd \
+    --hash=sha256:19c54ac121cad98450b4896fa9a43ee0180d57bc4bc911a33db6cab1efab6cd3 \
+    --hash=sha256:1b96bfe2c4bd825681b7d311ad6d9b7280a091f43e8f63da5729638083cd3bfb \
+    --hash=sha256:1e9f50d192a3e525b15a75ab5114e442d83d657b7ec29182a991bc9a88fd3a66 \
+    --hash=sha256:1ff3456eab0d889592d1936d6125bbfbc7ae4d3354a700f8bd80450a66445d4d \
+    --hash=sha256:2282cd5e38aa8accd03e99d1256af8411c84cdbee6a89d841b563fdbd1f3e50f \
+    --hash=sha256:276f20fffd7b396e12516ba8edf9509210ac248cbbc5acbc39cd512f9f59ebe6 \
+    --hash=sha256:2b71d409cccee78310ab5dec549aed052aaea483346e282c7b02362596e01bb0 \
+    --hash=sha256:2e9dabb9abcb7ad15938c7196ad5c1718a4e6d33cc79b4c0209bdb64c4a54a5c \
+    --hash=sha256:30b65779d598c370374fefabf138d456fd6f3216bfa7bedfab1ba82025b0cd93 \
+    --hash=sha256:33eb1ad83ebe8f313e0df035c406227d55a79456704a863fad9842136af5ad7d \
+    --hash=sha256:35aaea0c7ee0e58a5cd8c2fd1a48fdf7ece0d2699b7ecdda08194e9ce5dd9b3d \
+    --hash=sha256:3681e031db29958a7502f5c0c9d6bbc4c36cb20f7b104086fa642d1799631ff8 \
+    --hash=sha256:379de10ce1ba048b1448599d1b37b24caee16309d1ac98d3982fc997f768700b \
+    --hash=sha256:37f525a7e7e50c017fdebe58b787be310ad59357ae43a053943a6e1a6c526001 \
+    --hash=sha256:3b926723c13eba9f81d2ef3820d63aeceec3b2d4639906047bf675cb8a7a500d \
+    --hash=sha256:3d7f118b5adbfdfead90c25822690b02bc8074fba949bb7858bec4ebd55adb43 \
+    --hash=sha256:46b1c8db8f6122420f32d02fffb924c2fe9bc772d228c7c711748fff56aabb2b \
+    --hash=sha256:47ff3a8bfd8cb9da1af7524b965127095055654c177fcfc7578debcb015eecd0 \
+    --hash=sha256:4d433a51f1870e43a13b6732f92aaf540ff77c2015097c78556f75a2d6c030e0 \
+    --hash=sha256:4f26194e3d95e06501b942642855aed4f953d55e95d7d01b7c4483db3ecff458 \
+    --hash=sha256:510aeeeac94811b138077451da1fb18b308a5feab47dd2b603af55804155e1c8 \
+    --hash=sha256:5972433ad71a9e46516584ef60a0fda12d9dc459938d1539c3ddecf9bdc1368d \
+    --hash=sha256:5ecbd0499275d57506d397eebe1981cee87b47fcd9ef5c22cab7ed7644a39a94 \
+    --hash=sha256:6274dcb2d15cef48daa73ed1be5a40d501d74dccd0cd6db364776d12cb6ba022 \
+    --hash=sha256:63960549e4f8dc41e31accb97b975abaecfc44c03e396c093a6436763c2ea7db \
+    --hash=sha256:64c753a0f87a256020004f37a1c8c02c480e725f910f0b2a0f3f07debd1b2479 \
+    --hash=sha256:6af371f3767faeffc6ac1ef57cdfd25844403e9d3f476c5537caee499de96376 \
+    --hash=sha256:6ca4919c6e4f89aa99c42510b42cf54596892c00b3f9077f6bdd1505e24b9c8d \
+    --hash=sha256:6d194185eabd279f1c05ebe3504265ddfc5ad2b58d0714f7db9f01da592e9eb6 \
+    --hash=sha256:702c436735fbe99d59ada02a1f65cfc0d31c0ee8b7290912f8fbc5cd1e4b16c3 \
+    --hash=sha256:716ff8ec22f20b4d988b12884086bcef0fc99737043e503f7a3935a6be99b1ea \
+    --hash=sha256:762f99479dcb369f60ab9017ad4ab97a36a1dd7c1ee5a3b15db0f4b8659120cd \
+    --hash=sha256:7762faa47e8ff7eb80bd261d9a7d8eea2d8baa69de5e95b70c1f338bbe712f02 \
+    --hash=sha256:78474632761faa0fb96f30b1c928c84ebcf68713cbb80d15bab09dfe61640fde \
+    --hash=sha256:799416bae98336e400981ff6e532d67d5c709cfb30afb79865a1315f94b0e224 \
+    --hash=sha256:7d034dcffa09e9a46c93fa3a3be402096cb5354ac6e41ab8e5cc9cd8b642ad76 \
+    --hash=sha256:7d28dff1db6764108bc30788d85d61c876beff416d9a49cb9dd7c5a9f34f5804 \
+    --hash=sha256:7d3538f9c0e50670f4deb93dbb696576e60590369cae2faf7de681e597a8a1f1 \
+    --hash=sha256:7d5980a3433d4b71a5e120f9dd551403d7824e31e2e67124fe2769c404c06913 \
+    --hash=sha256:7ea6b3e2c4250ff1de21c630fe72d0f63eb95c2c32ffbf64a358cf4a8836d714 \
+    --hash=sha256:86cf8755a791f72c85dc287128cc62d4f24d392e3f1e15837245623f4a33cccc \
+    --hash=sha256:88023dfe18799507b73f1dbb0d14326a17465de1bc9c9c7655c22845e9ddc3a2 \
+    --hash=sha256:89095c1968b4ba8285840e131bf2891b09ae137fe2146905acae0354fbce1b5e \
+    --hash=sha256:8d35c139744adb3e727cd51b1a18324bbe44b8bd41bf8322bca4d41289f48eda \
+    --hash=sha256:8e74a6135550c4748af665b1b1118b6aab33b1fc6a16f9aff630af107c3b4512 \
+    --hash=sha256:8f9ec95b8a043d3dfbc74d9abc6f7baf524dd27a8dc160b0a32ff9cdab650c28 \
+    --hash=sha256:90bec57cf82089383bd06a605b3eb8daebf7e5a668520beaf6e327a83a947699 \
+    --hash=sha256:95f2954c2c9473d892eca6e0409f3568b37ab62a8eedb122461f73cc273476e3 \
+    --hash=sha256:961be50688f7fba2fa65f63712d3b9b341a22311f5253460ce933f52f0de1c8c \
+    --hash=sha256:98fff996e983a36d3aa2eca83af40c5821202e7e6f32d13ae94e3d2286f10cfe \
+    --hash=sha256:9b8f0f26ca4e7513c534d351eca551947d053fac438f2a04ac96d882909b0d3a \
+    --hash=sha256:9d72af0cf10a76a600a9690078fe31c63b9588c8e86bf9fd353f713c84b5db0f \
+    --hash=sha256:9d8272c0e483b024e1b9ad029821470ed8ec65631dbd90217469da0e7cd89f1c \
+    --hash=sha256:a016194dbe13d14ee9556e734b772d8d67b947092b268d757fd4290e3ba2dfc2 \
+    --hash=sha256:a5781494d4d400a3f47f8f1da94b324f6e6b440a53387774002890a2a2f4b50f \
+    --hash=sha256:a95b05f9baf29b91171b3a8bd2020b028835243e7b0ff6bb23e2a3c228518b1b \
+    --hash=sha256:aa7a1b53a2a4452ada2d1b5dade9960b2522f1e61293a811a077439e39029565 \
+    --hash=sha256:ac0f1a2d0cfa7eea3f2aaf006ab6e70e8feeb16b75d65b7e5939982ca2f11056 \
+    --hash=sha256:af5e2915d41fe6c961694d7bfdc8562942638200f3ce2765dfb8b745cf997629 \
+    --hash=sha256:b6422532152adf4e59b110cb2808cee7a033800952f5c036b4af047ee43199e7 \
+    --hash=sha256:b65f590ef2a44640f9a05dbb548a429b4ade77913ce683ac8b1480777658a6c0 \
+    --hash=sha256:ba00f661f8ba35d075c937174e27c2c421cec3942fd2e0ea3e66996757c0fdd9 \
+    --hash=sha256:bccbbb5ee76a61f9d99b5bf3846a51d7fca4b6a732fe46f89295610edaf41853 \
+    --hash=sha256:bf01d8c84cbea96b944c73b22182e6c7c432b3475632b8111dbfdc95ddad6e13 \
+    --hash=sha256:bf5c6cf48238b0eb4c086978c492ad1cbc22373fc5b2d7353b3a598ce6db887a \
+    --hash=sha256:c16914df9fb7f500e440e6875fa23ff5e0b31db01fa9c06af98d59a91f0dc2e4 \
+    --hash=sha256:c351efb95e832a853a29361675f33a7ce53de1a109cd73fd47af0712213aa4ce \
+    --hash=sha256:c4165821e131d6d4ca444347c2b694e2311bcfa3fe5a861cc72968f28867beac \
+    --hash=sha256:c5f5df567f6eb216de69be06ce55c8b714090fae02b18a3b40da8163b8c5fa9c \
+    --hash=sha256:c941bb58d5a6e1c3892d86e42927ed6c180302f07e6d395d08c416e594b98b46 \
+    --hash=sha256:c97f080ea627e2863524c5af3836e2270b5f5dfff1f104392b959f8df0c5d384 \
+    --hash=sha256:cb96698e3c7413d906ce83f8ffd245ec1bd94707541f299d0ce4d6b0193e982b \
+    --hash=sha256:cbb7640ce37159548d2147b5b8c241f962143d4c71231431820783f4dc78f210 \
+    --hash=sha256:cdf2448aab5f661c9315308ec8b93f4e8a1a67a3c733f8631067a2b67d5913dc \
+    --hash=sha256:d2117334c3af3bdcb9a88522b844a2bdb5efdc4f71c6c822df55486ae1c3347a \
+    --hash=sha256:d53d10f7da99ae46f7373b9150393e9c5eab9b224909982b43832668de4779f5 \
+    --hash=sha256:d9fafc5aa2e2a39aaf7f8cc0c1f044a9b07fca12e558dca53a3cc5c654ad67a7 \
+    --hash=sha256:db3eb7d46527159a878ec3460e9d40615bc25ba337d477db681aea6e4f05c5d2 \
+    --hash=sha256:dbf7c7a88e2bac086f06d14577332760bdeecc42bdec8ac4077f6260557d9326 \
+    --hash=sha256:df2b82571a1b30f58a87bf4e5a9e78d2b1eff6c6ce8fd3aa3757221f93f0863f \
+    --hash=sha256:df92f2aba50eb4d96718b68ef76f2e57a57b54f2fa62333496d16c6d585a85ca \
+    --hash=sha256:eb4e8997a49aa2c08a3e43c9045d224448b8941d88e7ac163c7d383e560cbf98 \
+    --hash=sha256:efc1cdd798b1aaf39b4610bba7aad28c9bea9b910f25c784ccf9ec1fa719d1f9 \
+    --hash=sha256:f146d154428a2523f9cc7936c02353c2459b8f6cf07d3cd1ee1c0a611109c5d5 \
+    --hash=sha256:f5bce581e6b8c235e566a14768a943b172ada3ed73537bb0c0be1edee312d4e7 \
+    --hash=sha256:f9912624a0c0b834b7520d7769b3644453aabc0a7e1c839da7359f050750e9bc \
+    --hash=sha256:fb62edb5bb52cca65fab91a63afa7561607120d26090a7e8fda6fb9f064726da \
+    --hash=sha256:ff067a8d8d880e7809e4ac88eb009bb848870115317b306666502ccad30b147f
     # via
     #   feast (pyproject.toml)
     #   argon2-cffi-bindings
@@ -512,227 +634,189 @@ cfgv==3.5.0 \
     --hash=sha256:a8dc6b26ad22ff227d2634a65cb388215ce6cc96bbcc5cfde7641ae87e8dacc0 \
     --hash=sha256:d5b1034354820651caa73ede66a6294d6e95c1b00acc5e9b098e917404669132
     # via pre-commit
-charset-normalizer==3.4.7 \
-    --hash=sha256:007d05ec7321d12a40227aae9e2bc6dca73f3cb21058999a1df9e193555a9dcc \
-    --hash=sha256:03853ed82eeebbce3c2abfdbc98c96dc205f32a79627688ac9a27370ea61a49c \
-    --hash=sha256:07d9e39b01743c3717745f4c530a6349eadbfa043c7577eef86c502c15df2c67 \
-    --hash=sha256:08e721811161356f97b4059a9ba7bafb23ea5ee2255402c42881c214e173c6b4 \
-    --hash=sha256:0c96c3b819b5c3e9e165495db84d41914d6894d55181d2d108cc1a69bfc9cce0 \
-    --hash=sha256:0ea948db76d31190bf08bd371623927ee1339d5f2a0b4b1b4a4439a65298703c \
-    --hash=sha256:0f7eb884681e3938906ed0434f20c63046eacd0111c4ba96f27b76084cd679f5 \
-    --hash=sha256:12a6fff75f6bc66711b73a2f0addfc4c8c15a20e805146a02d147a318962c444 \
-    --hash=sha256:12d8baf840cc7889b37c7c770f478adea7adce3dcb3944d02ec87508e2dcf153 \
-    --hash=sha256:14265bfe1f09498b9d8ec91e9ec9fa52775edf90fcbde092b25f4a33d444fea9 \
-    --hash=sha256:16d971e29578a5e97d7117866d15889a4a07befe0e87e703ed63cd90cb348c01 \
-    --hash=sha256:177a0ba5f0211d488e295aaf82707237e331c24788d8d76c96c5a41594723217 \
-    --hash=sha256:1a87ca9d5df6fe460483d9a5bbf2b18f620cbed41b432e2bddb686228282d10b \
-    --hash=sha256:1c2a768fdd44ee4a9339a9b0b130049139b8ce3c01d2ce09f67f5a68048d477c \
-    --hash=sha256:1c2aed2e5e41f24ea8ef1590b8e848a79b56f3a5564a65ceec43c9d692dc7d8a \
-    --hash=sha256:1dc8b0ea451d6e69735094606991f32867807881400f808a106ee1d963c46a83 \
-    --hash=sha256:1efde3cae86c8c273f1eb3b287be7d8499420cf2fe7585c41d370d3e790054a5 \
-    --hash=sha256:202389074300232baeb53ae2569a60901f7efadd4245cf3a3bf0617d60b439d7 \
-    --hash=sha256:203104ed3e428044fd943bc4bf45fa73c0730391f9621e37fe39ecf477b128cb \
-    --hash=sha256:2257141f39fe65a3fdf38aeccae4b953e5f3b3324f4ff0daf9f15b8518666a2c \
-    --hash=sha256:298930cec56029e05497a76988377cbd7457ba864beeea92ad7e844fe74cd1f1 \
-    --hash=sha256:2cd4a60d0e2fb04537162c62bbbb4182f53541fe0ede35cdf270a1c1e723cc42 \
-    --hash=sha256:2d6eb928e13016cea4f1f21d1e10c1cebd5a421bc57ddf5b1142ae3f86824fab \
-    --hash=sha256:2fe249cb4651fd12605b7288b24751d8bfd46d35f12a20b1ba33dea122e690df \
-    --hash=sha256:30b8d1d8c52a48c2c5690e152c169b673487a2a58de1ec7393196753063fcd5e \
-    --hash=sha256:320ade88cfb846b8cd6b4ddf5ee9e80ee0c1f52401f2456b84ae1ae6a1a5f207 \
-    --hash=sha256:3534e7dcbdcf757da6b85a0bbf5b6868786d5982dd959b065e65481644817a18 \
-    --hash=sha256:36836d6ff945a00b88ba1e4572d721e60b5b8c98c155d465f56ad19d68f23734 \
-    --hash=sha256:38c0109396c4cfc574d502df99742a45c72c08eff0a36158b6f04000043dbf38 \
-    --hash=sha256:3946fa46a0cf3e4c8cb1cc52f56bb536310d34f25f01ca9b6c16afa767dab110 \
-    --hash=sha256:3bec022aec2c514d9cf199522a802bd007cd588ab17ab2525f20f9c34d067c18 \
-    --hash=sha256:3c9a494bc5ec77d43cea229c4f6db1e4d8fe7e1bbffa8b6f0f0032430ff8ab44 \
-    --hash=sha256:3dce51d0f5e7951f8bb4900c257dad282f49190fdbebecd4ba99bcc41fef404d \
-    --hash=sha256:3dedcc22d73ec993f42055eff4fcfed9318d1eeb9a6606c55892a26964964e48 \
-    --hash=sha256:4042d5c8f957e15221d423ba781e85d553722fc4113f523f2feb7b188cc34c5e \
-    --hash=sha256:481551899c856c704d58119b5025793fa6730adda3571971af568f66d2424bb5 \
-    --hash=sha256:4dc1e73c36828f982bfe79fadf5919923f8a6f4df2860804db9a98c48824ce8d \
-    --hash=sha256:4e5163c14bffd570ef2affbfdd77bba66383890797df43dc8b4cc7d6f500bf53 \
-    --hash=sha256:511ef87c8aec0783e08ac18565a16d435372bc1ac25a91e6ac7f5ef2b0bff790 \
-    --hash=sha256:532bc9bf33a68613fd7d65e4b1c71a6a38d7d42604ecf239c77392e9b4e8998c \
-    --hash=sha256:54523e136b8948060c0fa0bc7b1b50c32c186f2fceee897a495406bb6e311d2b \
-    --hash=sha256:5649fd1c7bade02f320a462fdefd0b4bd3ce036065836d4f42e0de958038e116 \
-    --hash=sha256:56be790f86bfb2c98fb742ce566dfb4816e5a83384616ab59c49e0604d49c51d \
-    --hash=sha256:5b77459df20e08151cd6f8b9ef8ef1f961ef73d85c21a555c7eed5b79410ec10 \
-    --hash=sha256:5ed6ab538499c8644b8a3e18debabcd7ce684f3fa91cf867521a7a0279cab2d6 \
-    --hash=sha256:6178f72c5508bfc5fd446a5905e698c6212932f25bcdd4b47a757a50605a90e2 \
-    --hash=sha256:6370e8686f662e6a3941ee48ed4742317cafbe5707e36406e9df792cdb535776 \
-    --hash=sha256:64f02c6841d7d83f832cd97ccf8eb8a906d06eb95d5276069175c696b024b60a \
-    --hash=sha256:65bcd23054beab4d166035cabbc868a09c1a49d1efe458fe8e4361215df40265 \
-    --hash=sha256:66671f93accb62ed07da56613636f3641f1a12c13046ce91ffc923721f23c008 \
-    --hash=sha256:6696b7688f54f5af4462118f0bfa7c1621eeb87154f77fa04b9295ce7a8f2943 \
-    --hash=sha256:6785f414ae0f3c733c437e0f3929197934f526d19dfaa75e18fdb4f94c6fb374 \
-    --hash=sha256:67f6279d125ca0046a7fd386d01b311c6363844deac3e5b069b514ba3e63c246 \
-    --hash=sha256:6c114670c45346afedc0d947faf3c7f701051d2518b943679c8ff88befe14f8e \
-    --hash=sha256:6e0d51f618228538a3e8f46bd246f87a6cd030565e015803691603f55e12afb5 \
-    --hash=sha256:6ed74185b2db44f41ef35fd1617c5888e59792da9bbc9190d6c7300617182616 \
-    --hash=sha256:708838739abf24b2ceb208d0e22403dd018faeef86ddac04319a62ae884c4f15 \
-    --hash=sha256:715479b9a2802ecac752a3b0efa2b0b60285cf962ee38414211abdfccc233b41 \
-    --hash=sha256:733784b6d6def852c814bce5f318d25da2ee65dd4839a0718641c696e09a2960 \
-    --hash=sha256:750e02e074872a3fad7f233b47734166440af3cdea0add3e95163110816d6752 \
-    --hash=sha256:752a45dc4a6934060b3b0dab47e04edc3326575f82be64bc4fc293914566503e \
-    --hash=sha256:7579e913a5339fb8fa133f6bbcfd8e6749696206cf05acdbdca71a1b436d8e72 \
-    --hash=sha256:7641bb8895e77f921102f72833904dcd9901df5d6d72a2ab8f31d04b7e51e4e7 \
-    --hash=sha256:7804338df6fcc08105c7745f1502ba68d900f45fd770d5bdd5288ddccb8a42d8 \
-    --hash=sha256:80d04837f55fc81da168b98de4f4b797ef007fc8a79ab71c6ec9bc4dd662b15b \
-    --hash=sha256:813c0e0132266c08eb87469a642cb30aaff57c5f426255419572aaeceeaa7bf4 \
-    --hash=sha256:82b271f5137d07749f7bf32f70b17ab6eaabedd297e75dce75081a24f76eb545 \
-    --hash=sha256:84c018e49c3bf790f9c2771c45e9313a08c2c2a6342b162cd650258b57817706 \
-    --hash=sha256:8751d2787c9131302398b11e6c8068053dcb55d5a8964e114b6e196cf16cb366 \
-    --hash=sha256:8778f0c7a52e56f75d12dae53ae320fae900a8b9b4164b981b9c5ce059cd1fcb \
-    --hash=sha256:87fad7d9ba98c86bcb41b2dc8dbb326619be2562af1f8ff50776a39e55721c5a \
-    --hash=sha256:8d828b6667a32a728a1ad1d93957cdf37489c57b97ae6c4de2860fa749b8fc1e \
-    --hash=sha256:8e385e4267ab76874ae30db04c627faaaf0b509e1ccc11a95b3fc3e83f855c00 \
-    --hash=sha256:92a0a01ead5e668468e952e4238cccd7c537364eb7d851ab144ab6627dbbe12f \
-    --hash=sha256:94e1885b270625a9a828c9793b4d52a64445299baa1fea5a173bf1d3dd9a1a5a \
-    --hash=sha256:a180c5e59792af262bf263b21a3c49353f25945d8d9f70628e73de370d55e1e1 \
-    --hash=sha256:a277ab8928b9f299723bc1a2dabb1265911b1a76341f90a510368ca44ad9ab66 \
-    --hash=sha256:a5fe03b42827c13cdccd08e6c0247b6a6d4b5e3cdc53fd1749f5896adcdc2356 \
-    --hash=sha256:a6c5863edfbe888d9eff9c8b8087354e27618d9da76425c119293f11712a6319 \
-    --hash=sha256:a89c23ef8d2c6b27fd200a42aa4ac72786e7c60d40efdc76e6011260b6e949c4 \
-    --hash=sha256:adb2597b428735679446b46c8badf467b4ca5f5056aae4d51a19f9570301b1ad \
-    --hash=sha256:ae196f021b5e7c78e918242d217db021ed2a6ace2bc6ae94c0fc596221c7f58d \
-    --hash=sha256:ae89db9e5f98a11a4bf50407d4363e7b09b31e55bc117b4f7d80aab97ba009e5 \
-    --hash=sha256:aed52fea0513bac0ccde438c188c8a471c4e0f457c2dd20cdbf6ea7a450046c7 \
-    --hash=sha256:aef65cd602a6d0e0ff6f9930fcb1c8fec60dd2cfcb6facaf4bdb0e5873042db0 \
-    --hash=sha256:af21eb4409a119e365397b2adbaca4c9ccab56543a65d5dbd9f920d6ac29f686 \
-    --hash=sha256:b14b2d9dac08e28bb8046a1a0434b1750eb221c8f5b87a68f4fa11a6f97b5e34 \
-    --hash=sha256:bb6d88045545b26da47aa879dd4a89a71d1dce0f0e549b1abcb31dfe4a8eac49 \
-    --hash=sha256:bb8cc7534f51d9a017b93e3e85b260924f909601c3df002bcdb58ddb4dc41a5c \
-    --hash=sha256:bc17a677b21b3502a21f66a8cc64f5bfad4df8a0b8434d661666f8ce90ac3af1 \
-    --hash=sha256:bd6c2a1c7573c64738d716488d2cdd3c00e340e4835707d8fdb8dc1a66ef164e \
-    --hash=sha256:bd9b23791fe793e4968dba0c447e12f78e425c59fc0e3b97f6450f4781f3ee60 \
-    --hash=sha256:c03a41a8784091e67a39648f70c5f97b5b6a37f216896d44d2cdcb82615339a0 \
-    --hash=sha256:c0f081d69a6e58272819b70288d3221a6ee64b98df852631c80f293514d3b274 \
-    --hash=sha256:c35abb8bfff0185efac5878da64c45dafd2b37fb0383add1be155a763c1f083d \
-    --hash=sha256:c36c333c39be2dbca264d7803333c896ab8fa7d4d6f0ab7edb7dfd7aea6e98c0 \
-    --hash=sha256:c45e9440fb78f8ddabcf714b68f936737a121355bf59f3907f4e17721b9d1aae \
-    --hash=sha256:c593052c465475e64bbfe5dbd81680f64a67fdc752c56d7a0ae205dc8aeefe0f \
-    --hash=sha256:cdd68a1fb318e290a2077696b7eb7a21a49163c455979c639bf5a5dcdc46617d \
-    --hash=sha256:ce3412fbe1e31eb81ea42f4169ed94861c56e643189e1e75f0041f3fe7020abe \
-    --hash=sha256:cf1493cd8607bec4d8a7b9b004e699fcf8f9103a9284cc94962cb73d20f9d4a3 \
-    --hash=sha256:cf29836da5119f3c8a8a70667b0ef5fdca3bb12f80fd06487cfa575b3909b393 \
-    --hash=sha256:d4a48e5b3c2a489fae013b7589308a40146ee081f6f509e047e0e096084ceca1 \
-    --hash=sha256:d560742f3c0d62afaccf9f41fe485ed69bd7661a241f86a3ef0f0fb8b1a397af \
-    --hash=sha256:d6038d37043bced98a66e68d3aa2b6a35505dc01328cd65217cefe82f25def44 \
-    --hash=sha256:d61f00a0869d77422d9b2aba989e2d24afa6ffd552af442e0e58de4f35ea6d00 \
-    --hash=sha256:d635aab80466bc95771bb78d5370e74d36d1fe31467b6b29b8b57b2a3cd7d22c \
-    --hash=sha256:dca4bbc466a95ba9c0234ef56d7dd9509f63da22274589ebd4ed7f1f4d4c54e3 \
-    --hash=sha256:dd915403e231e6b1809fe9b6d9fc55cf8fb5e02765ac625d9cd623342a7905d7 \
-    --hash=sha256:e044c39e41b92c845bc815e5ae4230804e8e7bc29e399b0437d64222d92809dd \
-    --hash=sha256:e060d01aec0a910bdccb8be71faf34e7799ce36950f8294c8bf612cba65a2c9e \
-    --hash=sha256:e1421b502d83040e6d7fb2fb18dff63957f720da3d77b2fbd3187ceb63755d7b \
-    --hash=sha256:e17b8d5d6a8c47c85e68ca8379def1303fd360c3e22093a807cd34a71cd082b8 \
-    --hash=sha256:e5f4d355f0a2b1a31bc3edec6795b46324349c9cb25eed068049e4f472fb4259 \
-    --hash=sha256:e712b419df8ba5e42b226c510472b37bd57b38e897d3eca5e8cfd410a29fa859 \
-    --hash=sha256:e74327fb75de8986940def6e8dee4f127cc9752bee7355bb323cc5b2659b6d46 \
-    --hash=sha256:e80c8378d8f3d83cd3164da1ad2df9e37a666cdde7b1cb2298ed0b558064be30 \
-    --hash=sha256:e8ac484bf18ce6975760921bb6148041faa8fef0547200386ea0b52b5d27bf7b \
-    --hash=sha256:eca9705049ad3c7345d574e3510665cb2cf844c2f2dcfe675332677f081cbd46 \
-    --hash=sha256:ed065083d0898c9d5b4bbec7b026fd755ff7454e6e8b73a67f8c744b13986e24 \
-    --hash=sha256:edac0f1ab77644605be2cbba52e6b7f630731fc42b34cb0f634be1a6eface56a \
-    --hash=sha256:effc3f449787117233702311a1b7d8f59cba9ced946ba727bdc329ec69028e24 \
-    --hash=sha256:f22dec1690b584cea26fade98b2435c132c1b5f68e39f5a0b7627cd7ae31f1dc \
-    --hash=sha256:f495a1652cf3fbab2eb0639776dad966c2fb874d79d87ca07f9d5f059b8bd215 \
-    --hash=sha256:f496c9c3cc02230093d8330875c4c3cdfc3b73612a5fd921c65d39cbcef08063 \
-    --hash=sha256:f59099f9b66f0d7145115e6f80dd8b1d847176df89b234a5a6b3f00437aa0832 \
-    --hash=sha256:f59ad4c0e8f6bba240a9bb85504faa1ab438237199d4cce5f622761507b8f6a6 \
-    --hash=sha256:fbccdc05410c9ee21bbf16a35f4c1d16123dcdeb8a1d38f33654fa21d0234f79 \
-    --hash=sha256:fea24543955a6a729c45a73fe90e08c743f0b3334bbf3201e6c4bc1b0c7fa464
+charset-normalizer==3.4.9 \
+    --hash=sha256:0327fcd59a935777d83410750c50600ee9571af2846f71ce40f25b13da1ef380 \
+    --hash=sha256:03d07803992c6c7bbc976327f34b18b6160327fc81cb82c9d504720ac0be3b62 \
+    --hash=sha256:04ce310cb89c15df659582aee80a0603788732a5e017d5bd5c81158106ce249c \
+    --hash=sha256:0d861473f743244d349b50f850d10eb87aeb22bbdcc8e64f79273c94af5a8226 \
+    --hash=sha256:0e94703ec9684807f20cfb5eed95c70f67f2a8f21ad620146d7b5a13677b93e5 \
+    --hash=sha256:0fa1aec2d32bcc03c8fa0f6f1712caad1adc38509f31142112e5c9daf5b9c833 \
+    --hash=sha256:16b65ea0f2465b6fb52aa22de5eca612aa964ddfec00a912e26f4656cbef890b \
+    --hash=sha256:16d10d789dd9bcca1173c95af82c58433122564b7bc39385124be735a35cbe99 \
+    --hash=sha256:19ac87f93086ce37b86e098888555c4b4bc48102279bae3350098c0ed664b501 \
+    --hash=sha256:1d22856ffbe153a602df38e4a5464f0b748a54002e0d69ac6d2ad0a197cc99ec \
+    --hash=sha256:21e764fd1e70b6a3e205a0e46f3051701f98a8cb3fad66eeb80e48bb502f8698 \
+    --hash=sha256:231ddcbb35e2ff8973e1365db41fe0572662893b99a05deb183b68ad4c0c8bd4 \
+    --hash=sha256:253a4a220747e8b5faf57ec320c4f5efb0cef05f647420bf267143ec15dba10a \
+    --hash=sha256:280081916dc341820640489a66e4696049401ef1cf6dd672f672e70ad915aca3 \
+    --hash=sha256:2a441ea71902098ffe78c5abe6c494f44160b4af614ed16c3d9a3b1d17fd8ee2 \
+    --hash=sha256:304b13570067b2547562e308af560b3963857b1fa90bd6afd978130130fe2d6a \
+    --hash=sha256:32286a2c8d167e897177b673176c1e3e00d4057caf5d2b64eef9a3666b03018e \
+    --hash=sha256:33bdcc2a32c0a0e861f60841a512c8acc658c87c2ac59d89e3a46dacf7d866e4 \
+    --hash=sha256:375b83ed0aecfce76c16d198fbc21f3b11b337d68662bea0a995046682a11419 \
+    --hash=sha256:3c09a49d6cde137258beb3d551994a2927fd35ad5cf96aed573f61bbd67c5f84 \
+    --hash=sha256:3d92613ec25e43b05f042302531ec0f00b8445190e43325880cbd6ab7c2581da \
+    --hash=sha256:40a126142a56b2dfc0aacbad1de8310cbf60da7656db0e6b16eebd48e3e93519 \
+    --hash=sha256:416c229f77e5ea25b3dfd4b582f8d73d7e43c22320302b9ab128a2d3a0b38efe \
+    --hash=sha256:432786d3561e69aeeae6c7e8648964ce0ad05736120135601f87ac26b9c83381 \
+    --hash=sha256:43b9e366a31fdd1c87d0eb08f579b4a82b723ea54338f040d6b4e518a026ea29 \
+    --hash=sha256:440eede837960000d74978f0eba527be106b5b9aee0daf779d395276ed0b0614 \
+    --hash=sha256:45b0cc4e3556cd875e09102988d1ab8356c998b596c9fced84547c8138b487a0 \
+    --hash=sha256:476743fe6dfe14a2da12e3ac79125dc84a3b2cf8094369a47a1529b0cd8549fe \
+    --hash=sha256:4773092f8019072343a7447203308b176e10199920eb02d6195e81bbb3274c29 \
+    --hash=sha256:4b3dac63058cc36820b0dd072f89898604e2d39686fe05321729d00d8ac185a0 \
+    --hash=sha256:4d1c96a7a18b9690a4d46df09e3e3382406ae3213727cd1019ebade1c4a81917 \
+    --hash=sha256:51307f5c71007673a2bf8232ad973483d281e74cb99c8c5a990af1eefa6277d9 \
+    --hash=sha256:51447e9aa2684679af07ca5021c3db526e0284347ebf4ffcec1154c3350cfe32 \
+    --hash=sha256:58150c9f9b9a552505912d182ccdf26f6396fb6094816ceebcbb20eecabaed94 \
+    --hash=sha256:5b10cd92fc5c498b35a8635df6d5a100207f88b63a4dc1de7ef9a548e1e2cd63 \
+    --hash=sha256:5e226f6218febc71f6c1fc2fafb91c226f75bdc1d8fb12d66823716e891608fd \
+    --hash=sha256:609b3ba8fcc0fb5ab7af00719d0fb6ad0cb518e48e7712d12fd68f1327951198 \
+    --hash=sha256:60f44ade2cf573dad7a277e6f8ca9a51a21dda572b13bd7d8539bb3cd5dbedde \
+    --hash=sha256:611057cc5d5c0afc743ba8be6bd828c17e0aaa8643f9d0a9b9bb7dea80eb8012 \
+    --hash=sha256:6366a16e1a25018694d6a5d784d09b046edc9eac40ea2b54065c3052672516a1 \
+    --hash=sha256:65a7ff3f705e57d392f7261b6d0550fe137c3019477431f1c355e0db0a7d3e15 \
+    --hash=sha256:673611bbd43f0810bec0b0f028ddeaaa501190339cac411f347ac76917c3ae7b \
+    --hash=sha256:67830fc78e67501f47bb950471b2dcb9b35b140084429318e862895a8e89c993 \
+    --hash=sha256:68ce9f4d6b26d5ccbf7fd4459bf75f74a0a146677ebba80597df60cbdb20e6f4 \
+    --hash=sha256:68e5f26a1ad57ded6d1cfb85331d1c1a195314756471d97758c48498bb4dcdf5 \
+    --hash=sha256:69b157c5d3292bcd443faca052f3096f637f1e074b98212a933c074ae23dc3b8 \
+    --hash=sha256:75286256590a6320cf106a0d28970d3560aad9ee09aa7b34fb40524792436d35 \
+    --hash=sha256:78841cccf1af7b40f6f716338d50c0902dbe88d9f800b3c973b7a9a0a693a642 \
+    --hash=sha256:78fa18e436a1a0e58dbd7e02fc4473f3f32cceb12df9dfca542d075961c307d2 \
+    --hash=sha256:79580094b00d1789d1f93ea55bc43cb2f611910c72235b7657f3482ddcc1b22d \
+    --hash=sha256:7b86a2b16095d250c6f58b3d9b2eee6f4147754344f3dab0922f7c9bf7d226c9 \
+    --hash=sha256:83aed2c10721ddd90f68140685391b50811a880af20654c59af6b6c66c40513c \
+    --hash=sha256:84fd18bcc17526fc2b3c1af7d2b9217d32c9c04448c16ec693b9b4f1985c3d33 \
+    --hash=sha256:871ff67ea1aad4dfd91736464934d56b32dac49f9fbe16cddba36198a7b3a0db \
+    --hash=sha256:898f0e9068ca27d37f8e83a5b962821df851532e6c4a7d615c1c033f9da6eedf \
+    --hash=sha256:8a79d9f4d8001473a30c163556b3c3bfebec837495a412dde78b51672f6134f9 \
+    --hash=sha256:8c041122946b7ba21bb32c45b1aa57b1be35527690aeb3c5c234521085632eee \
+    --hash=sha256:90c44bc373b7687f6948b693cceaea1348ae0975d7474746559494468e3c1d84 \
+    --hash=sha256:9104ed0bd76a429d46f9ec0dbc9b08ad1d2dcdf2b00a5a0daa1c145329b35b44 \
+    --hash=sha256:920079c3f7456fa213e0829ed2073aaa727fd39d889ead5b4f35d0de5460d04f \
+    --hash=sha256:93d59d504b230e83c7a843251681959a0b6a9cd76f6e146ce1b8a80eb8739af9 \
+    --hash=sha256:9b2aff1c7b3884512b9512c3eaadd9bab39fb45042ffaaa1dd08ff2b9f8109d9 \
+    --hash=sha256:9b8e0f3107e2200b76f6054de99016eac3ee6762713587b36baaa7e4bd2ae177 \
+    --hash=sha256:9bb41182d93ea91f60b4bc8fbf4c820c69ef8a12ab2d917f3f1834f1acad07e8 \
+    --hash=sha256:9cdef90ae47919cae358d8ab15797a800ed41da7aba5d72419fb510729e2ed4b \
+    --hash=sha256:a1786910334ed46ab1dd73222f2cd1e05c2c3bb39f6dddb4f8b36fc382058a39 \
+    --hash=sha256:a4cfde78a9f2880208d16a93b795726a3017d5977e08d1e162a7a31322479c41 \
+    --hash=sha256:a4fbdde9dd4a9ce5fd52c2b3a347bb50cc89483ef783f1cb00d408c13f7a96c0 \
+    --hash=sha256:aa99adc8f081b475a12843953db36831eaf83ec33eb46a90629ca6a5de45a616 \
+    --hash=sha256:ac351b3b8014eead140e77e9717e2992c6bbe30b63bc3422422eb84865412e3d \
+    --hash=sha256:ad41ba96094304aa090f5a30cb6e4fb3b3f1c264c523394b4c39bbacc4dc92ba \
+    --hash=sha256:b5314963fce9b0b12743891de876e724997864ee22aa496f903f426c7e2fa5b2 \
+    --hash=sha256:bcf74c1df76758a395bf0af608c04c82257523f55c9868b334f06270d0f2112b \
+    --hash=sha256:bd47ba7fc3ca94896759ea0109775132d3e7ab921fbf54038e1bab2e46c313c9 \
+    --hash=sha256:c0323c9daef75ef2e5083624b4585018a0c9d5e3b40f607eed81a311270b934b \
+    --hash=sha256:c1225416b463483160e4af85d5fc3a9690ccb53fd4b1865a6437825f5ede3209 \
+    --hash=sha256:c1c948747b03be832dceed96ca815cef7360de9aa19d37c730f8e3f6101aca48 \
+    --hash=sha256:c25fe15c70c59eb7c5ce8c06a1f3fa1da0ecc5ea1e7a5922c40fd2fa9b0d5046 \
+    --hash=sha256:cc1b0fff8ead343dae06305f954eb8468ba0ec1a97881f42489d198e4ce3c632 \
+    --hash=sha256:cd6280cf040f233bd7d3407b743b4b4c74f70e8e1c4199cb112a62c941c0772a \
+    --hash=sha256:cd6c3d4b783c556fa00bf540854e42f135e2f256abd29669fcd0da0f2dec79c2 \
+    --hash=sha256:d4d6fcde76f94f5cb9e43e9e9a61f16dacefd228cbbf6f1a09bd9b219a92f1a1 \
+    --hash=sha256:ddf4af30b417d9fe16481e9b81c27ab2a7cde1ff7ba3e85653b02db7d145dc7b \
+    --hash=sha256:df115d4d83168fdf2cae48ef1ff6d1cb4c466364e30861b37121de0f3bf1b990 \
+    --hash=sha256:df7276909358e5635ae203673ab7e509ddd224225a8d6b0790bf13eb2bde1cc5 \
+    --hash=sha256:e4fd89cc178bced6ad29cb3e6dd4aa63fa5017c3524dbd0b25998fb64a87cc8b \
+    --hash=sha256:e9701d0049d92c16703a42771b98d560b95248949f23f8cf7b4eddd201814fb9 \
+    --hash=sha256:ee2f2a527e3c1a6e6411eb4209642e138b544a2d72fe5d0d76daf77b24063534 \
+    --hash=sha256:f7fb7d750cfa0a070d2c24e831fd3481019a60dd317ea2b39acbcebc08b6ed81 \
+    --hash=sha256:f840ed6d8ecba8255df8c42b87fadeda98ddfc6eeec05e2dc66e26d46dd6f58a \
+    --hash=sha256:f86c6358749bd4fda175388691e3ba8c46e24c5347d0afd20f9b7edfc9faf07d \
+    --hash=sha256:fa36ec09ef71d158186bc79e359ff5fdd6e7996fe8ab638f00d6b93139ba4fcf \
+    --hash=sha256:fe2c7201c642b7c308f1675355ad7ff7b66acfe3541625efe5a3ad38f29d6115
     # via
     #   requests
     #   snowflake-connector-python
-click==8.3.3 \
-    --hash=sha256:398329ad4837b2ff7cbe1dd166a4c0f8900c3ca3a218de04466f38f6497f18a2 \
-    --hash=sha256:a2bf429bb3033c89fa4936ffb35d5cb471e3719e1f3c8a7c3fff0b8314305613
+click==8.4.2 \
+    --hash=sha256:9a6cea6e60b17ebe0a44c5cc636d94f09bd66142c1cd7d8b4cd731c4917a15f6 \
+    --hash=sha256:e6f9f66136c816745b9d65817da91d61d957fb16e02e4dcd0552553c5a197b76
     # via
     #   feast (pyproject.toml)
     #   dask
+    #   flask
     #   geomet
     #   great-expectations
+    #   mlflow-skinny
     #   pip-tools
+    #   pyiceberg
     #   ray
     #   typer
     #   uvicorn
-clickhouse-connect==0.15.1 \
-    --hash=sha256:08df7857ecd2e345abbbdfc54d80fa060732cf75c953940355140af9a73b730a \
-    --hash=sha256:0bef871fb9803ae82b4dc1f797b6e784de0a4dec351591191a0c1a6008548284 \
-    --hash=sha256:158325a06978f91a182967341188502a0761447d1e13ffa775cf017def1a3d9e \
-    --hash=sha256:167e674dff8ac12be7796d93190b6fe9097c042940b3c41d87fe4d85970be27d \
-    --hash=sha256:1ef6922c8887a8b0db49a81823ef031807c971f628a363f6d53b030abaefd589 \
-    --hash=sha256:1ff5d10c6e49d36ee6941f52c4233f2bfb4198e9c726fed224f725974a667e37 \
-    --hash=sha256:24cdfe9b486c8f2e66f5f51b1f322d89d9eb4df29d9ebb2fa19b553065651e85 \
-    --hash=sha256:265f1660e8db5006ca32e8894e6c6cc984b343d96171ab0580b2104084b0fc08 \
-    --hash=sha256:2e19c9daabe4c24027006e903d0ba3f2a6b2e0703af37b2536335ac4558d541e \
-    --hash=sha256:2e52e20190004ed4578b803b1d5f2097c336fafec41b2cc0d490b5a4964c1284 \
-    --hash=sha256:371a201ee128ba2b47bd05e2f184b0d20fb78171d27441a6fb1183f4fcc9316e \
-    --hash=sha256:3b456d469db994b188bb0b5afa373e8f2e5e2bf41a70a736b9ed2485a976e9ae \
-    --hash=sha256:3cf1b78abf7e1b97ab279a2b244357c40657d2d8504ff3f713c6577cd0550b38 \
-    --hash=sha256:46bcebd00aff52ea5f7433e9cee1157b411dba9187f6677a18378c799c27c8aa \
-    --hash=sha256:4bf70933ab860bd2f0a872db624603706bed400c915c7aeef382956cf8ebbdf3 \
-    --hash=sha256:4f87d283399cbda676c8765605bf60dc6559df6fd38cbb9ea07048a4b34dda26 \
-    --hash=sha256:5046cb96d1c344c35198fe072a21ce3f273754df3e58fd0a6222c9a1aff72e75 \
-    --hash=sha256:5462bad97d97919a4ed230e2ef28d0b76bec0354a343218647830aac7744a43b \
-    --hash=sha256:57ad606e878fd284242713449217a0c475fde6b9b7ab59e7ba9e9c388431f004 \
-    --hash=sha256:5ab0d019c18d9d63b228ce2e45768f6c65fd27067d1127ab3e558c35c90f52ef \
-    --hash=sha256:5de299ada0f7eb9090bb5a6304d8d78163d4d9cc8eb04d8f552bfb82bafb61d5 \
-    --hash=sha256:60aa8c9c775d22db324260265f4c656f803fbc71de9193ef83cf8d8d0ef6ab9a \
-    --hash=sha256:691cbf6d3dd16988feb75d43942bb212f50f0cbec284eb249e0cd33ebf74ad09 \
-    --hash=sha256:693a03e44256886ac5dd26dc708833913157ec72e3b3a44fb89fd5fc202f85dc \
-    --hash=sha256:6f9619f9e8885886039e451c2e22d3fb9bd2e95bc64bbf4ebe6c0a50875785f4 \
-    --hash=sha256:7586fae639db65d6ff9f7d539aaac04ebd8604657751d78f6b45e7f971be83f3 \
-    --hash=sha256:76699fb79c0de182f915d96a08c15afc19755d9d0e9c93411abb0e4b539c7166 \
-    --hash=sha256:7a590116037ae56fab339b625f317d7c0a15bbede5f2f206ce1e55b1a2385e90 \
-    --hash=sha256:82e60e108d78e32d58a0f21570b02d3baad67ccbad6482eeb79d74a616d8a5ad \
-    --hash=sha256:83d881bf786b05489ccf96f07972b9c28638b513f3e064d39987d837749b35e3 \
-    --hash=sha256:859c718cb93780dd681f75d59ceaf4415915fa9617a5ba2de6105e291d6df3ad \
-    --hash=sha256:873d8f74eaec141f40ae060318c32353da94fdd4601f925bfd52426f3ddcd689 \
-    --hash=sha256:8bb70307589099c67dfe9a973998491bc82c1af9040560b5ebab799721bb197d \
-    --hash=sha256:9610ef6ff653f8a030f50e39cdeb1a39bea925c48f9196d787ea4b9f5eb1c8f0 \
-    --hash=sha256:99d55aab64fdeb53d74c16d2c46ae5491e90aa37ba55c24884a68a869418ee8e \
-    --hash=sha256:a1266a52bf61f0420630f625c5ac87bc2d095f08321820546300a699d4300ba3 \
-    --hash=sha256:a326e2f5518d6a9d71f0895d50a3ccd8c4d5e3abb625f39330512ff3c45c6731 \
-    --hash=sha256:a9d1e12bf86cd96626f74d21e3ac237abcda105f55cd2e78d139197d35f86209 \
-    --hash=sha256:aa9890507aac52a8a5363813bb315b6867e86a97ffa08576cb934603f5bc0216 \
-    --hash=sha256:ae24e4e7b10ff140c9041d9bdb2c08781145d844c7486c2661d223ededce7634 \
-    --hash=sha256:aeb09a6f8585f3bd4d8c5bead38f3821c076e0bca08c474a7b9039732a6e2e9a \
-    --hash=sha256:aed10f7615d0c72457d21ace9b59bfcbea0293188af2ffa3f3c2942d36974e7c \
-    --hash=sha256:b2f5174fc6001a1555fc3cb565f3b727e1b786d572df0b30d14929ae13bd3542 \
-    --hash=sha256:b692998e6dea344a4a2d7c34c129379767a068f234e1cb721ba27f1f023c70ee \
-    --hash=sha256:b6d107b5f964af97f25a0d1bfd59fe3510f2a646c87ad4f9ab9014bb0c66aa1c \
-    --hash=sha256:b8236c7dd675ed13d5e96f1f9126eeb711e8c266e4a0476ebc32be8a17decb32 \
-    --hash=sha256:c12d9f2b2fc57adaf5ea267804f00e520771794641227ed5285e38fdf36557a6 \
-    --hash=sha256:cd41ebe8b7f1c2579b22bbc414a800f3f8f5c843928019aca27c81592f70c5a7 \
-    --hash=sha256:cdeee50fb2822e4f886d9676c5979b9e6f93ee9159b1aa1b7d62e71bcf7ae551 \
-    --hash=sha256:d0dad989ae193c7261b12c9829f219fc1cb1ae9cad380c35cfe489f139c03ee9 \
-    --hash=sha256:d10e8f42bafa12d43dd280d157af1ca5a1743e0ca94e61de94c1d00cb1b2da2b \
-    --hash=sha256:d3fca3e0781b664556690decc788e7d25691043bf67a0d241e9c29233a2990d5 \
-    --hash=sha256:d6e98c0cf53db3b24dc0ff9f522fcf13205b1d191c632567d1744fbd4671741f \
-    --hash=sha256:d75324bb3a611eeb8c22b7fdda7c2cbc6ddbcc3871c65624b97f219430ded282 \
-    --hash=sha256:df93fa024d6ed46dbc3182b6202180be4cf2bbe9c331dcb21f85963b1b3fd1e5 \
-    --hash=sha256:e1a157205efd47884c22bfe061fc6f8c9aea844929ee755c47b446093805d21a \
-    --hash=sha256:e307ea69dc2a6e6d942d2799ee8bfe20c99019ddf95121cbeaf7efbb97f79f09 \
-    --hash=sha256:e702b77720ae6fd501e5a52262518dddb6c705fbc122bca4567694fb0bab401f \
-    --hash=sha256:e88a31bbd9da7f4b49de39d21e8c93c8fbb5cf487071e935af0eba884681df00 \
-    --hash=sha256:e911cffe6a9d9d27ccf91b8060086254c152c48ade47c1de3fc8e91d22cdd143 \
-    --hash=sha256:eb595e820e46ccdffd702d23e4d1d1efadaa60db81a3da53e693ab055d8a3b1a \
-    --hash=sha256:ecf244f91fc72e5dfe83652baf69a7ced414e9147288138897bc4376ebd6f8ac \
-    --hash=sha256:f03814b6e6a72892ce913eaef3931e6d011068480e9c19b80e5c640fdac55109 \
-    --hash=sha256:f13c34ad1ddb0d1efc92bc4039b50b534da94c51bbce25e61484bfd28b231cb5 \
-    --hash=sha256:f25df0298ecea9c29768ab1267ff1186aacfff0cbd75ff3b588644043f313cd6 \
-    --hash=sha256:f2aaf5fc0bb3098c24f0d8ca7e4ecbe605a26957481dfca2c8cef9d1fad7b7ca \
-    --hash=sha256:fa01fdb92db6bf72cb9509eecd0a0057a4558a4f40c02eebffbc2d61b644620e
+clickhouse-connect==1.6.0 \
+    --hash=sha256:01367cc75ddd3081f750ccba65c252385feff72f38f68613ea02dd056d047922 \
+    --hash=sha256:064144e1a7f6075ade3c13b8ce49517ca92f86c0c4842bd2abb52a475c026025 \
+    --hash=sha256:069f105173cd04263d3bb710381edae341dc9a3aa42fb4673017a617a5a1237a \
+    --hash=sha256:06bd2e045a7ec1406f9bd39c92bcc77027258d8969128033cea5adb8602111bd \
+    --hash=sha256:0856f42be01ab4957789b8cec99e91311d88bfe82be37ef2d230d36a6a111cff \
+    --hash=sha256:163eb12e7aaeefe9e51a483d3ad40502e15ac2ef94cf1f5b7fe8e9f5303d161b \
+    --hash=sha256:1a84eb6d545e2647a51b3b4ffa0da4a49f308aaaa096e58c44fb749c171a7d4a \
+    --hash=sha256:2d5888d76be3bf1ddea5a210522572d66abcaf651b45ff7c5a1014ec08fe7565 \
+    --hash=sha256:2f8b8060a8277509db77b14a01ed70683a0d9becba7a9994a5e59e42e9f98b37 \
+    --hash=sha256:30a183095bc367dcc4695869754e36ce2177264d0ef79421990ee24700810ee0 \
+    --hash=sha256:30bb77e7aa842550d5265c4aaa3e432b01440fd116d63e7e79ae79c380971ade \
+    --hash=sha256:34969b2a57d9372921aef2b0b51fb858d81ce952c5249b6cb5a0d459e846854c \
+    --hash=sha256:3cc6bdeafc743739f809671eb3c8fe9af1701981a43c624d9f5bea1e1409e5c4 \
+    --hash=sha256:4372dbcbd7b1c897c8d7062832468f82af27fa731c7488421ec7f0a882e1580b \
+    --hash=sha256:444564bad257b8923005431d661e347e5360cd686aae67091de3796a465cfec1 \
+    --hash=sha256:483e34a7841dbf3d2863e784a129503cc37a910a05464f2f48ce3e9b2f0fc007 \
+    --hash=sha256:508d3b7cc893b5d889b92702cc7dc4a1c975f59ee8da383054076969e4cb17c3 \
+    --hash=sha256:5135f91841e9df5827faa24f3b2436d4ac8242e74a88a8d47922e31a4383b712 \
+    --hash=sha256:51905921e7c98a11e7551663d263f28a715b14fdda191569fc71ddcde964ce52 \
+    --hash=sha256:6570d07223ea5e4c4c21fece323cc8741b7711d31c6cb3fda8d1a62fa2d5b8d4 \
+    --hash=sha256:691782a911a0696bb1ff644a309f4c6940473ee48d6c5171b13dab96d8cf8ecd \
+    --hash=sha256:6bcdb6039bb55870229ec46784840f1420362e3979c74abdc6a53d1ae95718eb \
+    --hash=sha256:7043480f1459ddd791480e3ea560a1def81dfd6462eab0c9ada54946e72918af \
+    --hash=sha256:743787fd9d1505f55854b333b81b3fa92bf950d988b66a553aaa55c7bfd2f70c \
+    --hash=sha256:75390e6ff6b398a88e0cac4907f785763fc9e476314cbafcfb24553bdbd92d28 \
+    --hash=sha256:794735a62d0a46688d50652876bcb50116c5e912577e9a469ef6ed1aa52b4d7b \
+    --hash=sha256:79caafbd2b1364d4b63c2e7c625cb424c8572b9cedc62b4ac2289cfbdf875487 \
+    --hash=sha256:7fdea3ba73b77c636a30fc74c7f2c4c53ed0fcbf0da13498ff4122c701f10362 \
+    --hash=sha256:80ca5778ce35d1f658741b993a9e7e17457d3f7a854e904aff72354b29990079 \
+    --hash=sha256:8128dfe4a17aef265d5ba2bb5f2f5a0d5fa76e6aca357c71a17da378c1b30ea6 \
+    --hash=sha256:8a5c244a31dd2f2d512c7b306e41e592dcaf9550926a96e05bd3222c6a44dacc \
+    --hash=sha256:8bdef691c6c66a28301cb1f070f633dfbd60ccdca9580df96984325f1f79e803 \
+    --hash=sha256:8d4303987b36ca075cbbe2cff3439ad017f56e1cf2bd936f83b2e6be222ae62f \
+    --hash=sha256:9090c972f3d3ab40fc046913cf51c611345d603c922483e3239633f2cda16a3c \
+    --hash=sha256:9a7af9bf7b992e5098ed9a0c2edf18d19c6acb2ccc77ee1d2da4e7e5d9dc7ddc \
+    --hash=sha256:9dac7ce419ced91f035bd26a86dd49067461547cb9e3b9b1d7c5975b460b650c \
+    --hash=sha256:9e64e332983fb268350abc76119c14da7b0640373a77ecf4f310240c3fdb4b6d \
+    --hash=sha256:a337751b60c9d15eb9865cfaa32caeb6d81497a9fd3dad248ae112765e97c7f1 \
+    --hash=sha256:a34e72d1ae6f71be491b2d44bd10d082d04c9e2e2a04d4774498e965d933b21d \
+    --hash=sha256:a5285b9005d5a3ba41d6f148c957e4df8e37a38ad27835a4ad9c31fe21083149 \
+    --hash=sha256:a7cf3b7ddffbf0b0bb77cb65935561ae48c49b4e6d0db11188279b068c297862 \
+    --hash=sha256:b94bf383735abb90b1a6dc9e89a44f09b84a71a73348be0f01c7c2fb8500fdea \
+    --hash=sha256:bd8de68d176a807fd16b85c3c5639c25bbdc81c203217f9e985e9560357fecd5 \
+    --hash=sha256:bdd153037df79b684a30372395681bd673b562e9d6c5159c3a08bffc38ad8185 \
+    --hash=sha256:c62bd3cc58aa0f6d4cac7012d6e5698cdc23111e3938a809596a5af8459470bd \
+    --hash=sha256:c793706c87ab04b29a58e5bc2c0f53806c257859e9ceb859b2840c5aabe56402 \
+    --hash=sha256:c924a2dea34578eda62e99a95988134ddaf4f66aa3f842ebd0980973b6acad56 \
+    --hash=sha256:ca3d4b70d1fa92e62ab130dec495b470de6e0e56a944cd3c8ea049cb0f137c20 \
+    --hash=sha256:cc03b0dd248faca290bced68a575e41331752bfd5863e3ab126382caa547aa1b \
+    --hash=sha256:cd4c1dee496ad3a811237ff8066084c18cdaa46a046f9e0eeacce107ac29c83c \
+    --hash=sha256:cf66e5bcfba8a183e40485efcfc80329ec75104e22dd02485fe73c0ab9073b19 \
+    --hash=sha256:d541a1a75f08d62b7e0059f77efeff26f2b0829fa0d543e1e1edcce270c78a06 \
+    --hash=sha256:d56348f1a39c8bd872106c4af92faa532fbdd8d66e72c588e9b4dd676ca2dbbd \
+    --hash=sha256:e02c6abbfe777f4d0afdf7726ac30168514c46390b15e12ecf95d873c7b20969 \
+    --hash=sha256:e4eb8b83b848f4ca4b984899acd62b0a60f310cbaa559d83519b7477968392ed \
+    --hash=sha256:ed28787dd00a34b003fe24de4953e15b172058d875279336d4ee5d8f585acc50 \
+    --hash=sha256:effd020411e4669f21d8b9f7f95d2342145ff6a2e32b49eae416fbd733334e53 \
+    --hash=sha256:f8957fa2fd400d1f002dded822b3e667b7941e48107d8d2470e1935a12af9937 \
+    --hash=sha256:fe2736f4cb520c4403f1f6b078ed3ed6f41a6ee8972328082240001853d8639e \
+    --hash=sha256:fe4bdd4e09f52bff46c2f920877a08a26a44d91fdb5fc0be76edb67395440192
     # via feast (pyproject.toml)
 cloudpickle==3.1.2 \
     --hash=sha256:7fda9eb655c9c230dab534f1983763de5835249750e85fbcef43aaa30a9a2414 \
     --hash=sha256:9acb47f6afd73f60dc1df93bb801b472f05ff42fa6c84167d25cb206be1fbf4a
-    # via dask
-codeflare-sdk==0.36.0 \
-    --hash=sha256:5dfba97aef0c2a83437682b960a9c323d54e459d949e24729d00d330b00b96a2 \
-    --hash=sha256:cbac45169916e63198d214492ed1c17c49ee27d3e98303cff59e2170266a441d
+    # via
+    #   dask
+    #   mlflow-skinny
+codeflare-sdk==0.38.2 \
+    --hash=sha256:4b2b7e005fdf86181b89c9e75f31613ad56d58e3ca068eb24ce450946f7d5548 \
+    --hash=sha256:4e17c7c5f970f21733fc12169cfa13d6198d03374fb0320c62c20712dc9f3ae7
     # via feast (pyproject.toml)
 colorama==0.4.6 \
     --hash=sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44 \
@@ -750,6 +834,80 @@ comm==0.2.3 \
     # via
     #   ipykernel
     #   ipywidgets
+contourpy==1.3.3 \
+    --hash=sha256:023b44101dfe49d7d53932be418477dba359649246075c996866106da069af69 \
+    --hash=sha256:07ce5ed73ecdc4a03ffe3e1b3e3c1166db35ae7584be76f65dbbe28a7791b0cc \
+    --hash=sha256:083e12155b210502d0bca491432bb04d56dc3432f95a979b429f2848c3dbe880 \
+    --hash=sha256:0bf67e0e3f482cb69779dd3061b534eb35ac9b17f163d851e2a547d56dba0a3a \
+    --hash=sha256:0c1fc238306b35f246d61a1d416a627348b5cf0648648a031e14bb8705fcdfe8 \
+    --hash=sha256:13b68d6a62db8eafaebb8039218921399baf6e47bf85006fd8529f2a08ef33fc \
+    --hash=sha256:15ff10bfada4bf92ec8b31c62bf7c1834c244019b4a33095a68000d7075df470 \
+    --hash=sha256:177fb367556747a686509d6fef71d221a4b198a3905fe824430e5ea0fda54eb5 \
+    --hash=sha256:1cadd8b8969f060ba45ed7c1b714fe69185812ab43bd6b86a9123fe8f99c3263 \
+    --hash=sha256:1fd43c3be4c8e5fd6e4f2baeae35ae18176cf2e5cced681cca908addf1cdd53b \
+    --hash=sha256:22e9b1bd7a9b1d652cd77388465dc358dafcd2e217d35552424aa4f996f524f5 \
+    --hash=sha256:23416f38bfd74d5d28ab8429cc4d63fa67d5068bd711a85edb1c3fb0c3e2f381 \
+    --hash=sha256:283edd842a01e3dcd435b1c5116798d661378d83d36d337b8dde1d16a5fc9ba3 \
+    --hash=sha256:2a2a8b627d5cc6b7c41a4beff6c5ad5eb848c88255fda4a8745f7e901b32d8e4 \
+    --hash=sha256:2b7e9480ffe2b0cd2e787e4df64270e3a0440d9db8dc823312e2c940c167df7e \
+    --hash=sha256:322ab1c99b008dad206d406bb61d014cf0174df491ae9d9d0fac6a6fda4f977f \
+    --hash=sha256:33c82d0138c0a062380332c861387650c82e4cf1747aaa6938b9b6516762e772 \
+    --hash=sha256:348ac1f5d4f1d66d3322420f01d42e43122f43616e0f194fc1c9f5d830c5b286 \
+    --hash=sha256:3519428f6be58431c56581f1694ba8e50626f2dd550af225f82fb5f5814d2a42 \
+    --hash=sha256:3c30273eb2a55024ff31ba7d052dde990d7d8e5450f4bbb6e913558b3d6c2301 \
+    --hash=sha256:3d1a3799d62d45c18bafd41c5fa05120b96a28079f2393af559b843d1a966a77 \
+    --hash=sha256:451e71b5a7d597379ef572de31eeb909a87246974d960049a9848c3bc6c41bf7 \
+    --hash=sha256:459c1f020cd59fcfe6650180678a9993932d80d44ccde1fa1868977438f0b411 \
+    --hash=sha256:4d00e655fcef08aba35ec9610536bfe90267d7ab5ba944f7032549c55a146da1 \
+    --hash=sha256:4debd64f124ca62069f313a9cb86656ff087786016d76927ae2cf37846b006c9 \
+    --hash=sha256:4feffb6537d64b84877da813a5c30f1422ea5739566abf0bd18065ac040e120a \
+    --hash=sha256:50ed930df7289ff2a8d7afeb9603f8289e5704755c7e5c3bbd929c90c817164b \
+    --hash=sha256:51e79c1f7470158e838808d4a996fa9bac72c498e93d8ebe5119bc1e6becb0db \
+    --hash=sha256:556dba8fb6f5d8742f2923fe9457dbdd51e1049c4a43fd3986a0b14a1d815fc6 \
+    --hash=sha256:598c3aaece21c503615fd59c92a3598b428b2f01bfb4b8ca9c4edeecc2438620 \
+    --hash=sha256:5ed3657edf08512fc3fe81b510e35c2012fbd3081d2e26160f27ca28affec989 \
+    --hash=sha256:626d60935cf668e70a5ce6ff184fd713e9683fb458898e4249b63be9e28286ea \
+    --hash=sha256:644a6853d15b2512d67881586bd03f462c7ab755db95f16f14d7e238f2852c67 \
+    --hash=sha256:655456777ff65c2c548b7c454af9c6f33f16c8884f11083244b5819cc214f1b5 \
+    --hash=sha256:66c8a43a4f7b8df8b71ee1840e4211a3c8d93b214b213f590e18a1beca458f7d \
+    --hash=sha256:6afc576f7b33cf00996e5c1102dc2a8f7cc89e39c0b55df93a0b78c1bd992b36 \
+    --hash=sha256:6c3d53c796f8647d6deb1abe867daeb66dcc8a97e8455efa729516b997b8ed99 \
+    --hash=sha256:709a48ef9a690e1343202916450bc48b9e51c049b089c7f79a267b46cffcdaa1 \
+    --hash=sha256:70f9aad7de812d6541d29d2bbf8feb22ff7e1c299523db288004e3157ff4674e \
+    --hash=sha256:8153b8bfc11e1e4d75bcb0bff1db232f9e10b274e0929de9d608027e0d34ff8b \
+    --hash=sha256:87acf5963fc2b34825e5b6b048f40e3635dd547f590b04d2ab317c2619ef7ae8 \
+    --hash=sha256:88df9880d507169449d434c293467418b9f6cbe82edd19284aa0409e7fdb933d \
+    --hash=sha256:929ddf8c4c7f348e4c0a5a3a714b5c8542ffaa8c22954862a46ca1813b667ee7 \
+    --hash=sha256:92d9abc807cf7d0e047b95ca5d957cf4792fcd04e920ca70d48add15c1a90ea7 \
+    --hash=sha256:95b181891b4c71de4bb404c6621e7e2390745f887f2a026b2d99e92c17892339 \
+    --hash=sha256:9e999574eddae35f1312c2b4b717b7885d4edd6cb46700e04f7f02db454e67c1 \
+    --hash=sha256:a15459b0f4615b00bbd1e91f1b9e19b7e63aea7483d03d804186f278c0af2659 \
+    --hash=sha256:a22738912262aa3e254e4f3cb079a95a67132fc5a063890e224393596902f5a4 \
+    --hash=sha256:ab2fd90904c503739a75b7c8c5c01160130ba67944a7b77bbf36ef8054576e7f \
+    --hash=sha256:ab3074b48c4e2cf1a960e6bbeb7f04566bf36b1861d5c9d4d8ac04b82e38ba20 \
+    --hash=sha256:afe5a512f31ee6bd7d0dda52ec9864c984ca3d66664444f2d72e0dc4eb832e36 \
+    --hash=sha256:b08a32ea2f8e42cf1d4be3169a98dd4be32bafe4f22b6c4cb4ba810fa9e5d2cb \
+    --hash=sha256:b20c7c9a3bf701366556e1b1984ed2d0cedf999903c51311417cf5f591d8c78d \
+    --hash=sha256:b2e8faa0ed68cb29af51edd8e24798bb661eac3bd9f65420c1887b6ca89987c8 \
+    --hash=sha256:b7301b89040075c30e5768810bc96a8e8d78085b47d8be6e4c3f5a0b4ed478a0 \
+    --hash=sha256:b7448cb5a725bb1e35ce88771b86fba35ef418952474492cf7c764059933ff8b \
+    --hash=sha256:ca0fdcd73925568ca027e0b17ab07aad764be4706d0a925b89227e447d9737b7 \
+    --hash=sha256:ca658cd1a680a5c9ea96dc61cdbae1e85c8f25849843aa799dfd3cb370ad4fbe \
+    --hash=sha256:cbedb772ed74ff5be440fa8eee9bd49f64f6e3fc09436d9c7d8f1c287b121d77 \
+    --hash=sha256:cd5dfcaeb10f7b7f9dc8941717c6c2ade08f587be2226222c12b25f0483ed497 \
+    --hash=sha256:cf9022ef053f2694e31d630feaacb21ea24224be1c3ad0520b13d844274614fd \
+    --hash=sha256:d002b6f00d73d69333dac9d0b8d5e84d9724ff9ef044fd63c5986e62b7c9e1b1 \
+    --hash=sha256:d06bb1f751ba5d417047db62bca3c8fde202b8c11fb50742ab3ab962c81e8216 \
+    --hash=sha256:d304906ecc71672e9c89e87c4675dc5c2645e1f4269a5063b99b0bb29f232d13 \
+    --hash=sha256:e4e6b05a45525357e382909a4c1600444e2a45b4795163d3b22669285591c1ae \
+    --hash=sha256:e74a9a0f5e3fff48fb5a7f2fd2b9b70a3fe014a67522f79b7cca4c0c7e43c9ae \
+    --hash=sha256:ea37e7b45949df430fe649e5de8351c423430046a2af20b1c1961cae3afcda77 \
+    --hash=sha256:f64836de09927cba6f79dcd00fdd7d5329f3fccc633468507079c829ca4db4e3 \
+    --hash=sha256:fd6ec6be509c787f1caf6b247f0b1ca598bef13f4ddeaa126b7658215529ba0f \
+    --hash=sha256:fd907ae12cd483cd83e414b12941c632a969171bf90fc937d0c9f268a31cafff \
+    --hash=sha256:fd914713266421b7536de2bfa8181aa8c699432b6763a0ea64195ebe28bff6a9 \
+    --hash=sha256:fde6c716d51c04b1c25d0b90364d0be954624a0ee9d60e23e850e8d48353d07a
+    # via matplotlib
 couchbase==4.3.2 \
     --hash=sha256:032a180afd6621358b2c73543b9c5db9939b442fc3ad6d54417c36c8a8f65838 \
     --hash=sha256:11ce688ed46edf8387bf51866618c7b4e06399e7fb34a6df002764996c109d1f \
@@ -816,164 +974,146 @@ couchbase-columnar==1.0.0 \
     --hash=sha256:fc0fad2d386c5b5df7aaaccd8751e01caa886cc640cc8c92523dd07c4e7be519 \
     --hash=sha256:fc4efa3e15190c3731478006de494b046bc57785e9c8ae99ac8b375a91683e38
     # via feast (pyproject.toml)
-coverage[toml]==7.13.5 \
-    --hash=sha256:012d5319e66e9d5a218834642d6c35d265515a62f01157a45bcc036ecf947256 \
-    --hash=sha256:02ca0eed225b2ff301c474aeeeae27d26e2537942aa0f87491d3e147e784a82b \
-    --hash=sha256:03ccc709a17a1de074fb1d11f217342fb0d2b1582ed544f554fc9fc3f07e95f5 \
-    --hash=sha256:0428cbef5783ad91fe240f673cc1f76b25e74bbfe1a13115e4aa30d3f538162d \
-    --hash=sha256:04690832cbea4e4663d9149e05dba142546ca05cb1848816760e7f58285c970a \
-    --hash=sha256:0590e44dd2745c696a778f7bab6aa95256de2cbc8b8cff4f7db8ff09813d6969 \
-    --hash=sha256:0672854dc733c342fa3e957e0605256d2bf5934feeac328da9e0b5449634a642 \
-    --hash=sha256:084b84a8c63e8d6fc7e3931b316a9bcafca1458d753c539db82d31ed20091a87 \
-    --hash=sha256:0b67af5492adb31940ee418a5a655c28e48165da5afab8c7fa6fd72a142f8740 \
-    --hash=sha256:0cd9ed7a8b181775459296e402ca4fb27db1279740a24e93b3b41942ebe4b215 \
-    --hash=sha256:0cef0cdec915d11254a7f549c1170afecce708d30610c6abdded1f74e581666d \
-    --hash=sha256:0e223ce4b4ed47f065bfb123687686512e37629be25cc63728557ae7db261422 \
-    --hash=sha256:0e3c426ffc4cd952f54ee9ffbdd10345709ecc78a3ecfd796a57236bfad0b9b8 \
-    --hash=sha256:0ecf12ecb326fe2c339d93fc131816f3a7367d223db37817208905c89bded911 \
-    --hash=sha256:10a0c37f0b646eaff7cce1874c31d1f1ccb297688d4c747291f4f4c70741cc8b \
-    --hash=sha256:145ede53ccbafb297c1c9287f788d1bc3efd6c900da23bf6931b09eafc931587 \
-    --hash=sha256:1b11eef33edeae9d142f9b4358edb76273b3bfd30bc3df9a4f95d0e49caf94e8 \
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+    --hash=sha256:bcc0aae933921d03096f53b0b03eeb702129fd406dee59f08d2efacc68681fa5 \
+    --hash=sha256:bfd341ccf78128e72c094bc70cc25b3ef309c33c7c2c66ba3ed4309549e02de1 \
+    --hash=sha256:c6a98d698f9e2c8008d0370ec7fc452ebfcc530002ae2d0061170d768b992589 \
+    --hash=sha256:cb0fddaa6884be6aae36ced9544b5e90f7d5f03845a2853bf47a14953a4e8688 \
+    --hash=sha256:cee0f89f4767a6057c8fbf168f8135f18be651300496086bd873e3189fed0487 \
+    --hash=sha256:d17d7512151fedfcc64c1821a8977fc9be0dbf495754669afcab7b57abc98ae9 \
+    --hash=sha256:d46e62cb35d91e6e2589fda6d28074426b0e276422b5d2ebef2c6b11dc60dbfd \
+    --hash=sha256:d50dd325e18ec25bfcc10cd7f99b04df1ab9ec76b0918c260e60817ad0643dee \
+    --hash=sha256:db9c8438057e5b0f6a22a0af99c0c1d26b57fbbdbd1be5861ddb8f897fcc3a2d \
+    --hash=sha256:dee88b1ed88587abd8c0269a1fc1f4cc77f7750d1dfde2869e2a123af420e67d \
+    --hash=sha256:dfd3db045e95960ae3683059571e597fda7cc610106a8916f77c5839048c1deb \
+    --hash=sha256:e26ff680768b8095e8874aabe0e9d3a47a2a9f176a8340d05f8604c56457c23a \
+    --hash=sha256:e370c12133095ff18432de8c044962be85a5a96d90c6fcbce8e17e76236d2328 \
+    --hash=sha256:e38def96ad59853824c97953fdcd2c320a84ba3ce99b417db78af8bb6c3db635 \
+    --hash=sha256:e8f91bce78e32343af184c3b7fa28fcf5a9e2641f4b6623d392038f804939188 \
+    --hash=sha256:eb6bcae8d1a9d305351ecb108232441d11c5cfe9de840a04388ba5d2db8d735c \
+    --hash=sha256:f653e5d7248c1191ec988a85c72edeab46c3ff44f90639a4ed4874ec0be90243 \
+    --hash=sha256:fe41909c9515c3bfdb5f02c4d1f857dba322d9a9a1178069b91eea77889df63a
     # via pytest-cov
-cryptography==46.0.6 \
-    --hash=sha256:02fad249cb0e090b574e30b276a3da6a149e04ee2f049725b1f69e7b8351ec70 \
-    --hash=sha256:063b67749f338ca9c5a0b7fe438a52c25f9526b851e24e6c9310e7195aad3b4d \
-    --hash=sha256:12cae594e9473bca1a7aceb90536060643128bb274fcea0fc459ab90f7d1ae7a \
-    --hash=sha256:12f0fa16cc247b13c43d56d7b35287ff1569b5b1f4c5e87e92cc4fcc00cd10c0 \
-    --hash=sha256:22259338084d6ae497a19bae5d4c66b7ca1387d3264d1c2c0e72d9e9b6a77b97 \
-    --hash=sha256:26031f1e5ca62fcb9d1fcb34b2b60b390d1aacaa15dc8b895a9ed00968b97b30 \
-    --hash=sha256:27550628a518c5c6c903d84f637fbecf287f6cb9ced3804838a1295dc1fd0759 \
-    --hash=sha256:2b417edbe8877cda9022dde3a008e2deb50be9c407eef034aeeb3a8b11d9db3c \
-    --hash=sha256:2ea0f37e9a9cf0df2952893ad145fd9627d326a59daec9b0802480fa3bcd2ead \
-    --hash=sha256:2ef9e69886cbb137c2aef9772c2e7138dc581fad4fcbcf13cc181eb5a3ab6275 \
-    --hash=sha256:341359d6c9e68834e204ceaf25936dffeafea3829ab80e9503860dcc4f4dac58 \
-    --hash=sha256:380343e0653b1c9d7e1f55b52aaa2dbb2fdf2730088d48c43ca1c7c0abb7cc2f \
-    --hash=sha256:3c21d92ed15e9cfc6eb64c1f5a0326db22ca9c2566ca46d845119b45b4400361 \
-    --hash=sha256:3dfa6567f2e9e4c5dceb8ccb5a708158a2a871052fa75c8b78cb0977063f1507 \
-    --hash=sha256:456b3215172aeefb9284550b162801d62f5f264a081049a3e94307fe20792cfa \
-    --hash=sha256:4668298aef7cddeaf5c6ecc244c2302a2b8e40f384255505c22875eebb47888b \
-    --hash=sha256:50575a76e2951fe7dbd1f56d181f8c5ceeeb075e9ff88e7ad997d2f42af06e7b \
-    --hash=sha256:639301950939d844a9e1c4464d7e07f902fe9a7f6b215bb0d4f28584729935d8 \
-    --hash=sha256:64235194bad039a10bb6d2d930ab3323baaec67e2ce36215fd0952fad0930ca8 \
-    --hash=sha256:6617f67b1606dfd9fe4dbfa354a9508d4a6d37afe30306fe6c101b7ce3274b72 \
-    --hash=sha256:67177e8a9f421aa2d3a170c3e56eca4e0128883cf52a071a7cbf53297f18b175 \
-    --hash=sha256:6728c49e3b2c180ef26f8e9f0a883a2c585638db64cf265b49c9ba10652d430e \
-    --hash=sha256:6739d56300662c468fddb0e5e291f9b4d084bead381667b9e654c7dd81705124 \
-    --hash=sha256:69cf0056d6947edc6e6760e5f17afe4bea06b56a9ac8a06de9d2bd6b532d4f3a \
-    --hash=sha256:760997a4b950ff00d418398ad73fbc91aa2894b5c1db7ccb45b4f68b42a63b3c \
-    --hash=sha256:79e865c642cfc5c0b3eb12af83c35c5aeff4fa5c672dc28c43721c2c9fdd2f0f \
-    --hash=sha256:7e6142674f2a9291463e5e150090b95a8519b2fb6e6aaec8917dd8d094ce750d \
-    --hash=sha256:7f417f034f91dcec1cb6c5c35b07cdbb2ef262557f701b4ecd803ee8cefed4f4 \
-    --hash=sha256:7f6690b6c55e9c5332c0b59b9c8a3fb232ebf059094c17f9019a51e9827df91c \
-    --hash=sha256:8927ccfbe967c7df312ade694f987e7e9e22b2425976ddbf28271d7e58845290 \
-    --hash=sha256:8ce35b77aaf02f3b59c90b2c8a05c73bac12cea5b4e8f3fbece1f5fddea5f0ca \
-    --hash=sha256:8e7304c4f4e9490e11efe56af6713983460ee0780f16c63f219984dab3af9d2d \
-    --hash=sha256:90e5f0a7b3be5f40c3a0a0eafb32c681d8d2c181fc2a1bdabe9b3f611d9f6b1a \
-    --hash=sha256:97c8115b27e19e592a05c45d0dd89c57f81f841cc9880e353e0d3bf25b2139ed \
-    --hash=sha256:9a693028b9cbe51b5a1136232ee8f2bc242e4e19d456ded3fa7c86e43c713b4a \
-    --hash=sha256:9a9c42a2723999a710445bc0d974e345c32adfd8d2fac6d8a251fa829ad31cfb \
-    --hash=sha256:a3e84d5ec9ba01f8fd03802b2147ba77f0c8f2617b2aff254cedd551844209c8 \
-    --hash=sha256:aad75154a7ac9039936d50cf431719a2f8d4ed3d3c277ac03f3339ded1a5e707 \
-    --hash=sha256:b12c6b1e1651e42ab5de8b1e00dc3b6354fdfd778e7fa60541ddacc27cd21410 \
-    --hash=sha256:b928a3ca837c77a10e81a814a693f2295200adb3352395fad024559b7be7a736 \
-    --hash=sha256:bcb87663e1f7b075e48c3be3ecb5f0b46c8fc50b50a97cf264e7f60242dca3f2 \
-    --hash=sha256:c797e2517cb7880f8297e2c0f43bb910e91381339336f75d2c1c2cbf811b70b4 \
-    --hash=sha256:c89eb37fae9216985d8734c1afd172ba4927f5a05cfd9bf0e4863c6d5465b013 \
-    --hash=sha256:cdcd3edcbc5d55757e5f5f3d330dd00007ae463a7e7aa5bf132d1f22a4b62b19 \
-    --hash=sha256:d24c13369e856b94892a89ddf70b332e0b70ad4a5c43cf3e9cb71d6d7ffa1f7b \
-    --hash=sha256:d4e4aadb7fc1f88687f47ca20bb7227981b03afaae69287029da08096853b738 \
-    --hash=sha256:d9528b535a6c4f8ff37847144b8986a9a143585f0540fbcb1a98115b543aa463 \
-    --hash=sha256:ed3775295fb91f70b4027aeba878d79b3e55c0b3e97eaa4de71f8f23a9f2eb77 \
-    --hash=sha256:ed418c37d095aeddf5336898a132fba01091f0ac5844e3e8018506f014b6d2c4
+cryptography==49.0.0 \
+    --hash=sha256:026ac7423e6fa66872d3bf889be5974507da3944f866f704fa200eadacd00001 \
+    --hash=sha256:07cab27cc7b7e0fd28e5e26bb9eeedde5c135c868b46de4a27845abe94af6122 \
+    --hash=sha256:084ef1af862eb07ec46d25f68689f2102a9fc0e05ce7b80f14f5fe51e4eef0f6 \
+    --hash=sha256:0b82e28ee398a386f0807bba7884d30f25218855690f45115831bcce5d90822c \
+    --hash=sha256:0e959b578856a3924bc0cbb710fc12c387b9412a951389f3ca61704a9e25f325 \
+    --hash=sha256:0f21641cf4b30fca7aee061ced0ec7ad7b073518088b7c9969a297c0ae796c69 \
+    --hash=sha256:196ecd6a36e4e9aa10270393bb98d8df88fccee0bf1e5128b91ae4eb4375896d \
+    --hash=sha256:2400ef9c9e2299a25614eb1dea3db54a69b1349efd043bfac9c67630d136df36 \
+    --hash=sha256:28d8b15e6275f12c8a207dc309dfa957903c927d08d0cc937ee3f63f200693cc \
+    --hash=sha256:2afe9051da7ae7bd5905da5a949280c7d2bb75682e188f650a9d0f2756b834c6 \
+    --hash=sha256:2eda353d8a27bcbcaa4cbed18994a74ab4d19a2ca897db188ea269ab9b71419b \
+    --hash=sha256:32703d93296f5c1f4b53349ad3a250c2cae0fdecd3a3dd5d47e616d8d616af27 \
+    --hash=sha256:33cd0565932807baddb67b96dbee92f2c374b5c89dee09fd74079aeb8c8dba61 \
+    --hash=sha256:35b151772baff2c74cba7fa290ceaff4c3b11c0c881eb93eb5dbc05a7cfbba18 \
+    --hash=sha256:36d1709f992593689b45bda411498d62c6e365f2ca00b84657d4dadd24de16db \
+    --hash=sha256:42b0684e0e40cf26122427802486f6d93aea593612603a94fbf260c7eb1e9c1b \
+    --hash=sha256:4ae387c9cb68ea569ca17e490d66d8142b81c3cc814bf179974b7d146e490bbb \
+    --hash=sha256:53ecee2e23f7169b6117e99fc8a944e5e50f79e69758a83b52a00cb98ab2b2d2 \
+    --hash=sha256:66ec79c3904820572d7e987abdf304281f141d37ad9a489b8e97066e7b9b6459 \
+    --hash=sha256:67e1d20ad9ef3a563c59ef22e7a8a0b8210bd26604369ea4a30a7c66aefe504e \
+    --hash=sha256:6f2debedf9ca60cf1d5bd466475638af5130f89965605cd818484d19987d3a21 \
+    --hash=sha256:6fc361c34fb6aac015ce19435876635e5c6d21db31998b0920f675f131e043b8 \
+    --hash=sha256:73a205dce83953d131a4aa1e0fd917a2fd1c5b1eef251e9d7152efefcbf5caf7 \
+    --hash=sha256:7abcee80084cda3f7691f3eb1ce480d8df49cec637b429aa35986c1de71738aa \
+    --hash=sha256:8c25ceb16df5b9435f3f6a9829204985b0e0cbee3b48aacd432c7d2c850b44d9 \
+    --hash=sha256:966fe0e9c67490071f14c0d2b1cb2dfb3023c5ce39457343931415f08382f2db \
+    --hash=sha256:9e82dcc8e56052715fb18b2429e3bca4823b1629136a2084fc45a9a5cecb9b64 \
+    --hash=sha256:b20133d204d2bb56ba047642199603876c872026ca53e79c35b83772ab2cc505 \
+    --hash=sha256:b39efa323140595abd3ecca8529d321ae50f55f3aa3ba9cc81ea56a6011953d5 \
+    --hash=sha256:b47db11c2c3525083296069b98ac5221907455e989ae0c2e3008bde851921615 \
+    --hash=sha256:b87e65d263b3e5d3bb92a57e2a6638e2f31110fa7aa890c7b2dbba42248d0a3f \
+    --hash=sha256:b970c6da94d5bb18629db453d14f2a1300f6bf59b61e9b82377931ef95504866 \
+    --hash=sha256:be9fcb48a55f023493482827d4f459bd263cc20efde64f204b97c123201850c6 \
+    --hash=sha256:c2bc30226390d60ea19d9f82b19db005fe0452154a23c1c410c12ea801e43561 \
+    --hash=sha256:c83782480a4a9da4d0feb51950131ba32e12e70813848b3343f6e18c28a66838 \
+    --hash=sha256:cbc77da8c523d5abd028635ba850a6966fcee2c82e2bf65a41d1d8afe0f98be9 \
+    --hash=sha256:ccac2bfebc306b862133e3bb71f3f6ee8bb525240089b2d952e4144b3a6d5da7 \
+    --hash=sha256:d0527ce944105f257f605a827d6ebead966c752038b6e8656abb9c5edee6fc68 \
+    --hash=sha256:d8ecde755e2e91bf773fc94e8c9d730cd7f2007004cb492263a794ec3899a1c8 \
+    --hash=sha256:e3fb64c420688e5319ae25113a354015abbd8dffbfbc41781a1ea66fc7622ac3 \
+    --hash=sha256:e5dfc1e64de5677cec922ffa8da89c546d0415bf6efdf081842e5d44c84e1f0e \
+    --hash=sha256:ec5e529fb80935c94fe7b729f9972b50e351a0e6b50aa294fd5cabb109fcc29a \
+    --hash=sha256:f37d847238971164fdbc68ade6f6574aecc9c0af714190e2083429ff68f4ce9d \
+    --hash=sha256:f78ff2c9ed8dc2d036b0f4d640e22522213d047c1b14e61205a7e55c80a494d4 \
+    --hash=sha256:f89660a348f4f78a92366240a61404e337586ef7f5909a2fef59ca88ef505493 \
+    --hash=sha256:fc1e275c2f1d97b1a6450b8b0ea3ebfa6e087a611c2b26cb2404d48588abab7b
     # via
     #   feast (pyproject.toml)
     #   azure-identity
@@ -991,59 +1131,69 @@ cryptography==46.0.6 \
     #   snowflake-connector-python
     #   types-pyopenssl
     #   types-redis
-dask[dataframe]==2026.3.0 \
-    --hash=sha256:be614b9242b0b38288060fb2d7696125946469c98a1c30e174883fd199e0428d \
-    --hash=sha256:f7d96c8274e8a900d217c1ff6ea8d1bbf0b4c2c21e74a409644498d925eb8f85
+cycler==0.12.1 \
+    --hash=sha256:85cef7cff222d8644161529808465972e51340599459b8ac3ccbac5a854e0d30 \
+    --hash=sha256:88bb128f02ba341da8ef447245a9e138fae777f6a23943da4540077d3601eb1c
+    # via matplotlib
+dask[dataframe]==2026.7.1 \
+    --hash=sha256:5727484427665f051e86bf87d021a64d6411141cdc8a20bfe3c1ad2968cc06b7 \
+    --hash=sha256:985ffd6c5e9d7979ede515e84ae8d39b647d6aa64f77600f15714ff65f578fe6
     # via feast (pyproject.toml)
-datasets==4.8.5 \
-    --hash=sha256:0f0c1c3d56ffff2c93b2f4c63c95bac94f3d7e8621aea2a2a576275233bba772 \
-    --hash=sha256:5079900781719c0e063a8efdd2cd95a31ad0c63209178669cd23cf1b926149ff
+databricks-sdk==0.122.0 \
+    --hash=sha256:7d998ec47f580be6be1cfe066be78038054767575b7437af5e4f76b67dde49c2 \
+    --hash=sha256:eb11be13f0c02fc4ffc6e2672ad47478ce26ac4b310bd26916af8ba56e374e98
+    # via
+    #   mlflow-skinny
+    #   mlflow-tracing
+datasets==5.0.1 \
+    --hash=sha256:9fbf73688f8c18f7529b4fe592abd04015f81d1e58001e4bac73ffb2b39d7cc4 \
+    --hash=sha256:ce22bb851efd7494f08aad33b940803784434f6e77763d00679a0dc45fcf686a
     # via feast (pyproject.toml)
-db-dtypes==1.5.1 \
-    --hash=sha256:901099b807c9312bc61a5bddbfb07512884e6c6d5a9edacf24d50bcf303aa5f7 \
-    --hash=sha256:ad71a6645e3c1f06d4d32023940576648f43119822f825f0d22587c6ef8afe15
+db-dtypes==1.7.1 \
+    --hash=sha256:450b94cd010cfa6d4d13cca2593009eba4fbe15516084c332cde1a47bbce0625 \
+    --hash=sha256:75adf3bdf3174a6474ea4162d9a345ea0b3102ec4fd603e69ec26b6e8a99145a
     # via
     #   google-cloud-bigquery
     #   pandas-gbq
-dbt-artifacts-parser==0.13.1 \
-    --hash=sha256:c341730fa34ebb38cc7d2de0282e8b713e2fc65fc6577f0d944f8abee8949dc4 \
-    --hash=sha256:c7a3c4e309ae2d7d566a615e92043b0d346a77998203b0cc466234717b806e40
+dbt-artifacts-parser==0.14.0 \
+    --hash=sha256:c4da799afa80a3c2c6c7e51c3b5d2681be9fdd53174b3909a3ce71cfb43d5148 \
+    --hash=sha256:e983510193cacaf6e6152e41cccfafc6cece592899f306f3143dc2f8b15ea394
     # via feast (pyproject.toml)
-debugpy==1.8.20 \
-    --hash=sha256:077a7447589ee9bc1ff0cdf443566d0ecf540ac8aa7333b775ebcb8ce9f4ecad \
-    --hash=sha256:0dfd9adb4b3c7005e9c33df430bcdd4e4ebba70be533e0066e3a34d210041b66 \
-    --hash=sha256:157e96ffb7f80b3ad36d808646198c90acb46fdcfd8bb1999838f0b6f2b59c64 \
-    --hash=sha256:1f7650546e0eded1902d0f6af28f787fa1f1dbdbc97ddabaf1cd963a405930cb \
-    --hash=sha256:20d6e64ea177ab6732bffd3ce8fc6fb8879c60484ce14c3b3fe183b1761459ca \
-    --hash=sha256:352036a99dd35053b37b7803f748efc456076f929c6a895556932eaf2d23b07f \
-    --hash=sha256:3ca85463f63b5dd0aa7aaa933d97cbc47c174896dcae8431695872969f981893 \
-    --hash=sha256:4057ac68f892064e5f98209ab582abfee3b543fb55d2e87610ddc133a954d390 \
-    --hash=sha256:4ae3135e2089905a916909ef31922b2d733d756f66d87345b3e5e52b7a55f13d \
-    --hash=sha256:55bc8701714969f1ab89a6d5f2f3d40c36f91b2cbe2f65d98bf8196f6a6a2c33 \
-    --hash=sha256:5be9bed9ae3be00665a06acaa48f8329d2b9632f15fd09f6a9a8c8d9907e54d7 \
-    --hash=sha256:5dff4bb27027821fdfcc9e8f87309a28988231165147c31730128b1c983e282a \
-    --hash=sha256:60f89411a6c6afb89f18e72e9091c3dfbcfe3edc1066b2043a1f80a3bbb3e11f \
-    --hash=sha256:70ad9ae09b98ac307b82c16c151d27ee9d68ae007a2e7843ba621b5ce65333b5 \
-    --hash=sha256:760813b4fff517c75bfe7923033c107104e76acfef7bda011ffea8736e9a66f8 \
-    --hash=sha256:773e839380cf459caf73cc533ea45ec2737a5cc184cf1b3b796cd4fd98504fec \
-    --hash=sha256:7de0b7dfeedc504421032afba845ae2a7bcc32ddfb07dae2c3ca5442f821c344 \
-    --hash=sha256:84562982dd7cf5ebebfdea667ca20a064e096099997b175fe204e86817f64eaf \
-    --hash=sha256:88f47850a4284b88bd2bfee1f26132147d5d504e4e86c22485dfa44b97e19b4b \
-    --hash=sha256:9c74df62fc064cd5e5eaca1353a3ef5a5d50da5eb8058fcef63106f7bebe6173 \
-    --hash=sha256:9eeed9f953f9a23850c85d440bf51e3c56ed5d25f8560eeb29add815bd32f7ee \
-    --hash=sha256:a1a8f851e7cf171330679ef6997e9c579ef6dd33c9098458bd9986a0f4ca52e3 \
-    --hash=sha256:a98eec61135465b062846112e5ecf2eebb855305acc1dfbae43b72903b8ab5be \
-    --hash=sha256:b773eb026a043e4d9c76265742bc846f2f347da7e27edf7fe97716ea19d6bfc5 \
-    --hash=sha256:bff8990f040dacb4c314864da95f7168c5a58a30a66e0eea0fb85e2586a92cd6 \
-    --hash=sha256:c1178ae571aff42e61801a38b007af504ec8e05fde1c5c12e5a7efef21009642 \
-    --hash=sha256:c29dd9d656c0fbd77906a6e6a82ae4881514aa3294b94c903ff99303e789b4a2 \
-    --hash=sha256:da11dea6447b2cadbf8ce2bec59ecea87cc18d2c574980f643f2d2dfe4862393 \
-    --hash=sha256:eada6042ad88fa1571b74bd5402ee8b86eded7a8f7b827849761700aff171f1b \
-    --hash=sha256:eb506e45943cab2efb7c6eafdd65b842f3ae779f020c82221f55aca9de135ed7
+debugpy==1.8.21 \
+    --hash=sha256:0042da0ecd0a8b50dc4a54395ecd870d258d73fa18776f50c91fdcabdcad2675 \
+    --hash=sha256:0fddfdc130ac6d8bfc0415b0409822fa901c8f310e5c945ac5653a0352532344 \
+    --hash=sha256:13678151fc401e2d68c9880b91e28714f797d40422994572b24560ef80910a88 \
+    --hash=sha256:15d4963bd5ffa48f0da0947fd06757fa7621945048a14ad7705431566d3c0e7c \
+    --hash=sha256:2c2ae706dec41d99a9ca1f7ebc987a83e65578363be6f6b3ac9067504917fae1 \
+    --hash=sha256:3d6922439bf33fd38a3e2c447869ebc7b97da5cd3d329ff1ef9bc06c4903437e \
+    --hash=sha256:4743373c1cac7f9e74a1b9915bf1dbe0e900eca657ffb170ae07ac8363205ae9 \
+    --hash=sha256:4e70cc8b5079f885cb43910924ee0aab73b8b6b2a14eff23afdd9895d86e79eb \
+    --hash=sha256:4e7c2d784d78ad4b71a5f8cd7b59c167719ec8a7a0211dbb3eb1bfeda78bc4e2 \
+    --hash=sha256:72b5d676c4cbfac3bac5bb01c138a4656e843f93f03ce2a5f4e394ad49fbee73 \
+    --hash=sha256:84c564d8cc701d41843b29a92814c1f1bef6798724ca9d675c284ad9f6a547d7 \
+    --hash=sha256:8eeab7b5462f683452c57c0126aaa5ec4e974ddb705f39ba87dff8818c8e08f9 \
+    --hash=sha256:9bb2a685287a2ac9b181cde89edcec64845cb51de7faaa75badb9a698bc24782 \
+    --hash=sha256:9f5171176a0084b95d2ebe55a4d1f7b2a75b74c5dbec577ebd3a85c740551c36 \
+    --hash=sha256:9f96713896f39c3dff0ee841f47320c3f2983d33c341e009361bb0ebc79adc4e \
+    --hash=sha256:a3c53278e84c94e11bd87c53970ec391d1a67396c8b22609fcac576520e611a6 \
+    --hash=sha256:a7fe47fd23da57b9e0bec3f4a8ee65a2dc55782455ed7f2141d75ab5d2eaeef5 \
+    --hash=sha256:aa648733047443eb1d07682c4ef287d36a54507b643ffdf38b09a3ef002c72a0 \
+    --hash=sha256:aa9d941d6dfe3d0407e4b3ca0b9ec466030e260fbf1174094f68785680f66db6 \
+    --hash=sha256:b1e37d333663c8851516a47364ef473da127f9caebe4417e6df6f5825a7e9a92 \
+    --hash=sha256:bd7ba9dd3daa7c2f942c6ca8d4695a16bf9ac16b63615261c7982bc74f7ed20c \
+    --hash=sha256:c193d474f0a211191f2b4449d2d06157c689013035bd952f3b617e0ef422b176 \
+    --hash=sha256:da456226c7b4c69e35dbe35dcee6623d912000a77816db7856a41af1c72a0264 \
+    --hash=sha256:e935f9dc0501be523c8a8e1853c39432e1354e9ece717ae5998fd2371c4542c3 \
+    --hash=sha256:ecbd158386c31ffe71d46f72d44d56e66331ab9b16cad649156d514368f23ab2 \
+    --hash=sha256:f15c10084f9861b5e8414a48f18f8e4aadf51a98a59e72c16aa28281ca994672 \
+    --hash=sha256:f68b891688e61bdc08b8d364d919ff0051e0b94657b39dcd027bc3173edb7cdc \
+    --hash=sha256:f843a8b08c2edeaf9b1582eed4f25441af21a297c22ff16bf76a662557aa9c9e \
+    --hash=sha256:fe0744a12353406de0ae8ccff0d0a4a666f00801a3db8fd04e7a5f761cd520e8 \
+    --hash=sha256:ffd932c6796afadab6993ec96745918a8cb2444dbd392074f769db5ea40ab440
     # via ipykernel
-decorator==5.2.1 \
-    --hash=sha256:65f266143752f734b0a7cc83c46f4618af75b8c5911b00ccb61d0ac9b6da0360 \
-    --hash=sha256:d316bb415a2d9e2d2b3abcc4084c6502fc09240e292cd76a76afc106a1c8e04a
+decorator==5.3.1 \
+    --hash=sha256:4cbcdd55a6efadb9dbea26b858f4fb3264567b52d69ca0d25b721b553f60ea82 \
+    --hash=sha256:f47fe6fdbd2edd623ecfe36875d37aba411624e2670dd395dddae1358689bb3c
     # via ipython
 defusedxml==0.7.1 \
     --hash=sha256:1bb3032db185915b62d7c6209c5a8792be6a32ab2fedacc84e01b52c51aa3e69 \
@@ -1075,9 +1225,9 @@ dill==0.3.9 \
     #   feast (pyproject.toml)
     #   datasets
     #   multiprocess
-distlib==0.4.0 \
-    --hash=sha256:9659f7d87e46584a30b5780e43ac7a2143098441670ff0a49d5f9034c54a6c16 \
-    --hash=sha256:feec40075be03a04501a973d81f633735b4b69f98b05450592310c0f401a4e0d
+distlib==0.4.3 \
+    --hash=sha256:4b0ce306c966eb73bc3a7b6abad017c556dadd92c44701562cd528ac7fde4d5b \
+    --hash=sha256:f152097224a0ae24be5a0f6bae1b9359af82133bce63f98a95f86cae1aede9ed
     # via virtualenv
 dnspython==2.8.0 \
     --hash=sha256:01d9bbc4a2d76bf0db7c1f729812ded6d912bd318d3b1cf81d30c0f845dbf3af \
@@ -1085,24 +1235,26 @@ dnspython==2.8.0 \
     # via
     #   feast (pyproject.toml)
     #   pymongo
-docker==7.1.0 \
-    --hash=sha256:ad8c70e6e3f8926cb8a92619b832b4ea5299e2831c14284663184e200546fa6c \
-    --hash=sha256:c96b93b7f0a746f9e77d325bcfb87422a3d8bd4f03136ae8a85b37f1898d5fc0
-    # via testcontainers
+docker==7.2.0 \
+    --hash=sha256:a3f45fdeb9165e2d25d9a1d02ddf3bc70fb572cf5ebbf9b58558c22caf29b71f \
+    --hash=sha256:cebb93773d334f778e023a7ee352a8d6e13ab1bd3b863a4d4a59dec897df43ac
+    # via
+    #   mlflow
+    #   testcontainers
 docling==2.27.0 \
     --hash=sha256:1288ed75b27e33bf94daff34faffc6d11b7d7ccc13e3df84fb24adad3991f72d \
     --hash=sha256:faba35662612a2c687a3a463e501d95f645316436084af92a0442ce162429a3d
     # via feast (pyproject.toml)
-docling-core[chunking]==2.74.1 \
-    --hash=sha256:46bf298686f2c51ddd69b6935a27dff1cc80838f2f5f1a8823492d99cf1a357b \
-    --hash=sha256:e6464078012b3d45f4e0accd101fcb277063903f355eabbb9aee8de00527a789
+docling-core[chunking]==2.84.0 \
+    --hash=sha256:2aee881b94138234c703298066b5ed94999490323ae6a29cbe5110f9248b83dd \
+    --hash=sha256:331035d5032be683a6d66d476146652491d2c75e4562e04da3f1a8d989d74bfc
     # via
     #   docling
     #   docling-ibm-models
     #   docling-parse
-docling-ibm-models==3.13.2 \
-    --hash=sha256:195e02dd119df34d2ce5f76ac614da82825851013e4898db7b0468cdf8740a3d \
-    --hash=sha256:5fa0838bf15a4e06d2fcb686d756a6f4c329ea0a8820d085f06d07abe96269ed
+docling-ibm-models==3.13.3 \
+    --hash=sha256:50fc83d244ce2dc43158e02155d1caa68374d7a169d0f34e67d7eb14f396ffe6 \
+    --hash=sha256:8c8b55e80b3d20fc74d85ca49a4d064578ef75b9f7251eec42fc9df6af426218
     # via docling
 docling-parse==4.7.3 \
     --hash=sha256:1790e7e4ae202d67875c1c48fd6f8ef5c51d10b0c23157e4989b8673f2f31308 \
@@ -1137,42 +1289,42 @@ docutils==0.19 \
     --hash=sha256:33995a6753c30b7f577febfc2c50411fec6aac7f7ffeb7c4cfe5991072dcf9e6 \
     --hash=sha256:5e1de4d849fee02c63b040a4a3fd567f4ab104defd8a5511fbbc24a8a017efbc
     # via sphinx
-duckdb==1.5.2 \
-    --hash=sha256:0b291786014df1133f8f18b9df4d004484613146e858d71a21791e0fcca16cf4 \
-    --hash=sha256:2323c1195c10fb2bb982fc0218c730b43d1b92a355d61e68e3c5f3ac9d44c34f \
-    --hash=sha256:2a1de4f4d454b8c97aec546c82003fc834d3422ce4bc6a19902f3462ef293bed \
-    --hash=sha256:35579b8e3a064b5eaf15b0eafc558056a13f79a0a62e34cc4baf57119daecfec \
-    --hash=sha256:376856066c65ccd55fcb3a380bbe33a71ce089fc4623d229ffc6e82251afdb6d \
-    --hash=sha256:411ad438bd4140f189a10e7f515781335962c5d18bd07837dc6d202e3985253d \
-    --hash=sha256:4420b3f47027a7849d0e1815532007f377fa95ee5810b47ea717d35525c12f79 \
-    --hash=sha256:486c862bf7f163c0110b6d85b3e5c031d224a671cca468f12ebb1d3a348f6b39 \
-    --hash=sha256:52a21823f3fbb52f0f0e5425e20b07391ad882464b955879499b5ff0b45a376b \
-    --hash=sha256:5596bbfc31b1b259db69c8d847b42d036ce2c4804f9ccb28f9fc46a16de7bc53 \
-    --hash=sha256:56d38b3c4e0ef2abb58898d0fd423933999ed535c45e75e9d9f72e1d5fed69b8 \
-    --hash=sha256:638da0d5102b6cb6f7d47f83d0600708ac1d3cb46c5e9aaabc845f9ba4d69246 \
-    --hash=sha256:63bf8687feefeed51adf45fa3b062ab8b1b1c350492b7518491b86bae68b1da1 \
-    --hash=sha256:6b0fe75c148000f060aa1a27b293cacc0ea08cc1cad724fbf2143d56070a3785 \
-    --hash=sha256:70631c847ca918ee710ec874241b00cf9d2e5be90762cbb2a0389f17823c08f7 \
-    --hash=sha256:7f69164b048e498b9e9140a24343108a5ae5f17bfb3485185f55fdf9b1aa924d \
-    --hash=sha256:81fc4fbf0b5e25840b39ba2a10b78c6953c0314d5d0434191e7898f34ab1bba3 \
-    --hash=sha256:84b193aca20565dedb3172de15f843c659c3a6c773bf14843a9bd781c850e7db \
-    --hash=sha256:8d599758b4e48bf12e18c9b960cf491d219f0c4972d19a45489c05cc5ab36f83 \
-    --hash=sha256:8dbd7e31e5dc157bfe8803fa7d2652336265c6c19926c5a4a9b40f8222868d08 \
-    --hash=sha256:98c0535cd6d901f61a5ea3c2e26a1fd28482953d794deb183daf568e3aa5dda6 \
-    --hash=sha256:a9cd5e71702d446613750405cde03f66ed268f4c321da071b0472759dad19536 \
-    --hash=sha256:bb42e6ed543902e14eae647850da24103a89f0bc2587dec5601b1c1f213bd2ed \
-    --hash=sha256:be37680ddb380015cb37318e378c53511c45c4f0d8fac5599d22b7d092b9217a \
-    --hash=sha256:c69907354ffee94ba8cf782daf0480dab7557f21ce27fffa6c0ea8f74ed4b8e2 \
-    --hash=sha256:c99ef73a277c8921bc0a1f16dee38d924484251d9cfd20951748c20fcd5ed855 \
-    --hash=sha256:c9f3e0b71b8a50fccfb42794899285d9d318ce2503782b9dd54868e5ecd0ad31 \
-    --hash=sha256:ce0b8141a10d37ecef729c45bc41d334854013f4389f1488bd6035c5579aaac1 \
-    --hash=sha256:ce17670bb392ea1b3650537db02bd720908776b5b95f6d2472d31a7de59d1dc1 \
-    --hash=sha256:d72b8856b1839d35648f38301b058f6232f4d36b463fe4dc8f4d3fdff2df1a2e \
-    --hash=sha256:d9b4f5430bf4f05d4c0dc4c55c75def3a5af4be0343be20fa2bfc577343fbfc9 \
-    --hash=sha256:e6495b00cad16888384119842797c49316a96ae1cb132bb03856d980d95afee1 \
-    --hash=sha256:ea58ff5b0880593a280cf5511734b17711b32ee1f58b47d726e8600848358160 \
-    --hash=sha256:ef461bca07313412dc09961c4a4757a851f56b95ac01c58fac6007632b7b94f2 \
-    --hash=sha256:fc85a5dbcbe6eccac1113c72370d1d3aacfdd49198d63950bdf7d8638a307f00
+duckdb==1.5.5 \
+    --hash=sha256:078e6a60dd8eedde5832f45422ca5c4a6b8c837aeabd8a56ca0b7d933f588053 \
+    --hash=sha256:0c42757cb34722144bd4dfb94b6f336339e7b2468f6813fa7fa9a319ba07bab4 \
+    --hash=sha256:179633a3fc6296c75d57c69c1e239fa9e5cdcb670fd1dbff88a02663f932905c \
+    --hash=sha256:1a925d06c2a4c3b64553d6cc1aced5028d376d4479bed689a7d47e9b1dccd80a \
+    --hash=sha256:1b543841b0ae18a9c982345cfa3987e9c065d3a4b0f067daa473d92d1e65f528 \
+    --hash=sha256:1bdc38922c365c37720149f90d90b1e9823eb82dad6830855b5f87537fa6fc0c \
+    --hash=sha256:2725d2b9ace3a4e75d72fc5a239f6a44b502c580edadb8fb2676db772c5f9282 \
+    --hash=sha256:2e72f9e1a4f90a5c8483ad4d540e495bf0834ba61c360b52499a573d7ed62a3f \
+    --hash=sha256:33db46679b071f108d57139493dee2d37e1f5efcf5c5c039c2969eed11a6c8a7 \
+    --hash=sha256:3b805507f88171b428b21c966c30e9a3d54e30b24528918a44ed0032542bc26f \
+    --hash=sha256:49c963d9469373d7aba8d750d9ea565ab823e94166efed953f184dd9b169b98c \
+    --hash=sha256:4acc72798ba1885a9c17d1242903d2cd502f13b1271c7677f7cab25d8578eceb \
+    --hash=sha256:63e48d4b74b15aeacd688976432a7225163df8c226eddeb8536bba2d4d4ff433 \
+    --hash=sha256:64078acfd16541132ac6e191eb81b2845554444a0305cc1aa581ba107e514aa8 \
+    --hash=sha256:6826504277dba513c0c5d71d828456c94d729c9d2482f94b2e289f90a9167e28 \
+    --hash=sha256:72f33ee57ca7595b23957671a2cc7f7fe2be0ecc2d68f63abedcfcaa3a5c1238 \
+    --hash=sha256:77bbc1e6ba12e1e06f9020117bdf848627ecfdf36f907550e62e008e6109dece \
+    --hash=sha256:7a6d2d11859d82a936ebdcb30ce3d8a1cbb3e990bff05c12abb9b54c44fa7bd1 \
+    --hash=sha256:8c11775cc99a447618d5f1840126db17f2652f3eae05529df4f81f40e2df7151 \
+    --hash=sha256:8e6413dd40facb7b8ab21bd844450cd8f549b29e138635be9cf090ef4d2049e2 \
+    --hash=sha256:9dc826c4b50e64f6c4e4d07a3a9cb075ef70ba3899dc43ec5493dc3d7b04b353 \
+    --hash=sha256:9f4287f97ccf0c1f3d471e7115be2b067cbf99627e2d34bffd462dd64703cddc \
+    --hash=sha256:a17e6a922e42a5c06ed2353fe78c5dff2610f6632d603836f9606ad0bf754079 \
+    --hash=sha256:a736217825461732b5442d05a220f3da2e23a0dae114efbf08c9bf171b53098a \
+    --hash=sha256:b08e19cc856220d8a26fa62abc2264b349aff67255e9373c6a3f607addd56dc6 \
+    --hash=sha256:b9b6f86ed85d4ef5e0211eaebf75d057bd8bb520bba438a95dd0f4e42234bbfe \
+    --hash=sha256:baa9c5702002fabb559ded2a39008f9f421fcbc7237d388b8213eff1e08858de \
+    --hash=sha256:cd98829b67788609017e65c761bd42a5dd0f9129441bed8bda4d6881ccf819f0 \
+    --hash=sha256:d4dd65f8941a604b947e0b9b4b4f7165988e29a23ec0b69b4038520956d9933e \
+    --hash=sha256:ddfbdb096c11d51ee22492397d342c90a82e62c5d09961477895934d0a25372f \
+    --hash=sha256:e238060db5ca59879882a6e9b015e2c65d5c64ddf281ba1d7a9a2033764152cf \
+    --hash=sha256:f0b88535a5d86fdd63dba6ea02ab68c003dfb9e4892b11256ef24c4da208baae \
+    --hash=sha256:f316eae2323d9a851883fdf2dee91c1f9efe251ab33e14a2272f82a913422ed6 \
+    --hash=sha256:fbf0f2d48b43c6c304d00463b463c27ead6c4b01c3c1816b750f728decf71afe \
+    --hash=sha256:feead93c56679b79592d437c62975d39cb67adedffa7592c763baf8160ac7366
     # via ibis-framework
 durationpy==0.10 \
     --hash=sha256:1fa6893409a6e739c9c72334fc65cca1f355dbdd93405d30f726deb5bde42fba \
@@ -1181,13 +1333,13 @@ durationpy==0.10 \
 easyocr==1.7.2 \
     --hash=sha256:5be12f9b0e595d443c9c3d10b0542074b50f0ec2d98b141a109cd961fd1c177c
     # via docling
-elastic-transport==9.2.1 \
-    --hash=sha256:39e1a25e486af34ce7aa1bc9005d1c736f1b6fb04c9b64ea0604ded5a61fc1d4 \
-    --hash=sha256:97d9abd638ba8aa90faa4ca1bf1a18bde0fe2088fbc8757f2eb7b299f205773d
+elastic-transport==9.4.2 \
+    --hash=sha256:33dc89bb1855faa8b98ae8b036405a39c562778dbcdbe4a00a2eaf753148556c \
+    --hash=sha256:366f4614f4544c5fb5d780c82f57af8f30492b44a68ed20750390aa81e20c2ea
     # via elasticsearch
-elasticsearch==9.3.0 \
-    --hash=sha256:67bd2bb4f0800f58c2847d29cd57d6e7bf5bc273483b4f17421f93e75ba09f39 \
-    --hash=sha256:f76e149c0a22d5ccbba58bdc30c9f51cf894231b359ef4fd7e839b558b59f856
+elasticsearch==9.4.1 \
+    --hash=sha256:1d78fdfba97a903ec35a5eb5808a74e33392b7c620bd5f742d465a3a26c27d75 \
+    --hash=sha256:71ab71c3d1b20fd88c2922fb82c3277cce7ea03c160686e7b9368b265c2b4cac
     # via feast (pyproject.toml)
 entrypoints==0.4 \
     --hash=sha256:b706eddaa9218a19ebcd67b56818f05bb27589b1ca9e8d797b74affad4ccacd4 \
@@ -1233,24 +1385,27 @@ faiss-cpu==1.10.0 \
     --hash=sha256:e02af3696a6b9e1f9072e502f48095a305de2163c42ceb1f6f6b1db9e7ffe574 \
     --hash=sha256:e71f7e24d5b02d3a51df47b77bd10f394a1b48a8331d5c817e71e9e27a8a75ac \
     --hash=sha256:f71c5860c860df2320299f9e4f2ca1725beb559c04acb1cf961ed24e6218277a
-    # via feast (pyproject.toml)
-fastapi==0.136.1 \
-    --hash=sha256:7af665ad7acfa0a3baf8983d393b6b471b9da10ede59c60045f49fbc89a0fa7f \
-    --hash=sha256:a6e9d7eeada96c93a4d69cb03836b44fa34e2854accb7244a1ece36cd4781c3f
+    # via
+    #   feast (pyproject.toml)
+    #   milvus-lite
+fastapi==0.141.0 \
+    --hash=sha256:5567705c791fa33202dabd1860df1d1650a7b1bf373378198d7b0675c9574618 \
+    --hash=sha256:cae32222bdc8b2805c4d3deb4e024b381ea2a6f2de7febfe3a9a73a9c29c2e5e
     # via
     #   feast (pyproject.toml)
     #   fastapi-mcp
+    #   mlflow-skinny
 fastapi-mcp==0.4.0 \
     --hash=sha256:d4a3fe7966af24d44e4b412720561c95eb12bed999a4443a88221834b3b15aec \
     --hash=sha256:d4ca9410996f4c7b8ea0d7b20fdf79878dc359ebf89cbf3b222e0b675a55097d
     # via feast (pyproject.toml)
-fastjsonschema==2.21.2 \
-    --hash=sha256:1c797122d0a86c5cace2e54bf4e819c36223b552017172f32c5c024a6b77e463 \
-    --hash=sha256:b1eb43748041c880796cd077f1a07c3d94e93ae84bba5ed36800a33554ae05de
+fastjsonschema==2.22.1 \
+    --hash=sha256:0b83d1ce8d7845b959dcb20e1a5c3c8883b6541d9c52ab02cce5166b75ec805f \
+    --hash=sha256:cf377ff5c9a6f4f3125fb35f75a2c5767bd824ffbcf62c209a93cd48d1453999
     # via nbformat
-filelock==3.29.0 \
-    --hash=sha256:69974355e960702e789734cb4871f884ea6fe50bd8404051a3530bc07809cf90 \
-    --hash=sha256:96f5f6344709aa1572bbf631c640e4ebeeb519e08da902c39a001882f30ac258
+filelock==3.32.0 \
+    --hash=sha256:7be2ad23a14607ccc71808e68fe30848aeace7058ace17852f68e2a68e310402 \
+    --hash=sha256:d396bea984af47333ef05e50eae7eff88c84256de6112aea0ec48a233c064fe3
     # via
     #   datasets
     #   huggingface-hub
@@ -1263,6 +1418,62 @@ filetype==1.2.0 \
     --hash=sha256:66b56cd6474bf41d8c54660347d37afcc3f7d1970648de365c102ef77548aadb \
     --hash=sha256:7ce71b6880181241cf7ac8697a2f1eb6a8bd9b429f7ad6d27b8db9ba5f1c2d25
     # via docling
+flask==3.1.3 \
+    --hash=sha256:0ef0e52b8a9cd932855379197dd8f94047b359ca0a78695144304cb45f87c9eb \
+    --hash=sha256:f4bcbefc124291925f1a26446da31a5178f9483862233b23c0c96a20701f670c
+    # via mlflow
+fonttools==4.63.0 \
+    --hash=sha256:032038247a96c1690f9f31e377c389383c902531b085aa4e4dabd6f57f870e69 \
+    --hash=sha256:063e08bd17bd5a90127a14123de0d6a952dbc847695fd98b63c043d58057f90c \
+    --hash=sha256:0c18358a155d75034911c5ee397a5b44cd19dd325dbb8b35fb60bf421d6a72ac \
+    --hash=sha256:0eac00b9118c3c2f87d272e45341871c5b3066baa3c86897fa634a7c3fb59096 \
+    --hash=sha256:1e874792a8212b44583ea02189d9e693906b2f78b261f372f95d6c563210ac1d \
+    --hash=sha256:22135da48a348785c5e2d5d2d9d6bec5ed44adacbaeb9db12d9493bf6c6bfa68 \
+    --hash=sha256:22693918177bd9ceabec4736d338045f357769416fc6b0b2508eefef75b08616 \
+    --hash=sha256:27fdc65af8da6f88b9c6121c47a464cbe359fcfff7ff6fc2d37a1f395d755b78 \
+    --hash=sha256:2b8ae05d9eacf6081414d759c0a352769ac28ce31280d6bb8e77b03f9e3c449f \
+    --hash=sha256:2c14b4fd138c4bafcca294765c547914e1aa431ae1ca94ab99d8db08c958bd3b \
+    --hash=sha256:308f957cdeaf8abe4e5f2f124902ef405448af92c90f80e302a3b771c2e6116b \
+    --hash=sha256:37dd23e621e3b0aef1baa70a303b80aaf38449632cfc8fd2a55fb285bbccfc02 \
+    --hash=sha256:445af2eab030a16b9171ea8bdda7ebf7d96bda2df88ee182a464252f6e05e20d \
+    --hash=sha256:51394295f1a51de8b5f30bdb1e1b9a4231536c7064ef5c6e211eec19fa36036f \
+    --hash=sha256:58dc6bb86a78d782f00f9190ca02c119cf5bbe2807536e361e18d42019f877d8 \
+    --hash=sha256:59ac449f8cca9b4ffa08d2e7bbadad87ce710d69d1eda5c3c1ce579baa987272 \
+    --hash=sha256:6b2248c5decb223562f7902ff6325077a073f608ee8e33e88ad88db734eb9f49 \
+    --hash=sha256:6d4741eb179121cab9eea4cb2393d24492373a260d7945006358c08cfbf45419 \
+    --hash=sha256:6db5140a60a5d731d21ec076745b40a310607731b0a565b50776393188649001 \
+    --hash=sha256:6e528da43bc3791085f8cb6141b1d13e459226790240340fcbb4625649238b03 \
+    --hash=sha256:796f27556dbe094c4824f75ca85267e4df776c79036c8441469a4df37038c196 \
+    --hash=sha256:79cdc9f567aec74a72918fd060283911406750cbc9fd28c1316023deb6ce31a9 \
+    --hash=sha256:7d76edbff9014094dbf03bd2d074709dfa6ec7aba13d838c937a2b33d2d6a86e \
+    --hash=sha256:7d782fac32985914c351556f68ac0855391572bcd87de50e05970d3cd4c96fc5 \
+    --hash=sha256:7dd683fef0663e9f0f45cf541d788d24caa3ec9db50796b588e1757d8b3bc007 \
+    --hash=sha256:85be818f5506e8a7753153def2c9550178f0ecae6a47b5e0e8dbb23f7cc90380 \
+    --hash=sha256:948428a275741f0b64b113c955425a953314f4b9ab9997f73a72c83e68e569c8 \
+    --hash=sha256:9ced0bd02ac751dd6319b0da88aaef24414e3b0dbc32bb4f24944821a3741a27 \
+    --hash=sha256:9e12f105d2b6342c559c298afb674006bb2893afc7102dcf8a1b55b0486b4e40 \
+    --hash=sha256:a8b33a82979e0a6a34ff435cc81317be1f95ec1ebb7a3a2d1c8a6a54f02ae44e \
+    --hash=sha256:a9faff9e0c1f76f9fd55899d2ce785832efebab37eb8ae13995853aef178bef0 \
+    --hash=sha256:af2fd1664d00a397d75f806985ddb36282091c2131a73a6485c23b4a34722263 \
+    --hash=sha256:afefc1ed0a59785a7fb06ea7e1678e849c193e1e387db783579bc7b3056fcfcb \
+    --hash=sha256:b1cd75a03ad8cb5bc40c90bfde68c0c47de423aa19e5c0f362b43520645eea94 \
+    --hash=sha256:ba04cb5891d4c0c21b6da95eda8d7b090021508a294fff33464fc7d241e0856b \
+    --hash=sha256:bf00f21eb5fb721dbaf73d1e9da6d02a1af7768f2ebcf9798be98beab8ba90f6 \
+    --hash=sha256:c0425b277a59cff3d80ca42162a8de360f318438a2ac83570842a678d826d579 \
+    --hash=sha256:c1aaa4b9c75798400ac043ce04d74e7830376c85095a5a6ed7cba2f17a266bf4 \
+    --hash=sha256:c2a2a42198b696a6f48fad91709afb55176e66a5e566131219dba372fb7f8c59 \
+    --hash=sha256:caeb583deeb5168e694b65cda8b4ee62abedfa66cf88488734466f2366b9c4e0 \
+    --hash=sha256:cb014d58140a38135f16064c74c652ed57aa0b75cbf8bb59cac821f7edb5334e \
+    --hash=sha256:ccf41f2efdf56994d22d73bef4ced1052161958169428d06ba9724ea9e9a64be \
+    --hash=sha256:cd7e9857e5e63738b9d9fd707bc1f59c8b09e5177726d23664db393c59bb08bd \
+    --hash=sha256:d76ac49f929aecaf82d83250b8347e099d7aecba0f4726c1d9b6df3b8bb5fe18 \
+    --hash=sha256:d7e5c9973aa04c95650c96e5f5ad865fbf42d62079163ecfab1e01cbc2504c22 \
+    --hash=sha256:dcf076a4474fe0d7367e5bbf5b052c7284fa1feca729c04176ce513521afd8a0 \
+    --hash=sha256:e3297a6a4059b4acc3a1e9a8b04741f240a80044eef08ebd32e8b5bcdddce75b \
+    --hash=sha256:ee08ebfa58f6e1aeff5697ab9582105bb620008c1caafb681e4c557e7483027b \
+    --hash=sha256:ef3048ef05dbb552b89817713d9cac912e00d0fde4a3105c00d29e52e10c89af \
+    --hash=sha256:fd1e3094f42d806d3d7c79162fc59e5910fcbe3a7360c385b8da969bc4493745
+    # via matplotlib
 fqdn==1.5.1 \
     --hash=sha256:105ed3677e767fb5ca086a0c1f4bb66ebc3c100be518f0e0d755d9eae164d89f \
     --hash=sha256:3a179af3761e4df6eb2e026ff9e1a3033d3587bf980a0b1b2e1e5d08d7358014
@@ -1401,23 +1612,34 @@ frozenlist==1.8.0 \
     # via
     #   aiohttp
     #   aiosignal
-fsspec[http]==2024.9.0 \
-    --hash=sha256:4b0afb90c2f21832df142f292649035d80b421f60a9e1c027802e5a0da2b04e8 \
-    --hash=sha256:a0947d552d8a6efa72cc2c730b12c41d043509156966cca4fb157b0f2a0c574b
+fsspec[http]==2026.6.0 \
+    --hash=sha256:02e0b71817df9b2169dc30a16832045764def1191b43dcff5bb85bdee212d2a1 \
+    --hash=sha256:f5bac145310fe30e16e1471bd6840b2d990d609e872251d7e674241822abf01a
     # via
     #   feast (pyproject.toml)
     #   dask
     #   datasets
     #   huggingface-hub
+    #   pyiceberg
     #   ray
     #   torch
 geomet==1.1.0 \
     --hash=sha256:4372fe4e286a34acc6f2e9308284850bd8c4aa5bc12065e2abbd4995900db12f \
     --hash=sha256:51e92231a0ef6aaa63ac20c443377ba78a303fd2ecd179dc3567de79f3c11605
-    # via cassandra-driver
-google-api-core[grpc]==2.30.3 \
-    --hash=sha256:a85761ba72c444dad5d611c2220633480b2b6be2521eca69cca2dbb3ffd6bfe8 \
-    --hash=sha256:e601a37f148585319b26db36e219df68c5d07b6382cff2d580e83404e44d641b
+    # via
+    #   cassandra-driver
+    #   scylla-driver
+gitdb==4.0.12 \
+    --hash=sha256:5ef71f855d191a3326fcfbc0d5da835f26b13fbcba60c32c21091c349ffdb571 \
+    --hash=sha256:67073e15955400952c6565cc3e707c554a4eea2e428946f7a4c162fab9bd9bcf
+    # via gitpython
+gitpython==3.1.57 \
+    --hash=sha256:4ccf7d73c10f5c9e76043fbb2675ac5a1b3ff5b41e648f56bcbed5f63792ecaf \
+    --hash=sha256:c493ec57c0ef6b19743798b6a5af859c71814b524e7e6f97baa2f8e658961488
+    # via mlflow-skinny
+google-api-core[grpc]==2.33.0 \
+    --hash=sha256:3a36bcc3e319783f4c97da41f6f45ea6ffcaa55848e341de16e09cb70243c2bb \
+    --hash=sha256:a2e22a0c1d0f03eafff1858b38cf46f832d5902b0c052235bf0ab8402929fbdc
     # via
     #   feast (pyproject.toml)
     #   google-cloud-bigquery
@@ -1428,10 +1650,11 @@ google-api-core[grpc]==2.30.3 \
     #   google-cloud-storage
     #   opencensus
     #   pandas-gbq
-google-auth==2.50.0 \
-    --hash=sha256:04382175e28b94f49694977f0a792688b59a668def1499e9d8de996dc9ce5b15 \
-    --hash=sha256:f35eafb191195328e8ce10a7883970877e7aeb49c2bfaa54aa0e394316d353d0
+google-auth[pyopenssl]==2.56.2 \
+    --hash=sha256:c8270ea95b2697b74e3d8438ae9c5b898e38b623b915c7b5c5635921e7de68a6 \
+    --hash=sha256:e28f103ca8091fb7012b99c44243d7366c29863713b8e34a220c3322b7a07051
     # via
+    #   databricks-sdk
     #   google-api-core
     #   google-auth-oauthlib
     #   google-cloud-bigquery
@@ -1442,37 +1665,37 @@ google-auth==2.50.0 \
     #   google-cloud-storage
     #   pandas-gbq
     #   pydata-google-auth
-google-auth-oauthlib==1.3.1 \
-    --hash=sha256:14c22c7b3dd3d06dbe44264144409039465effdd1eef94f7ce3710e486cc4bfa \
-    --hash=sha256:1a139ef23f1318756805b0e95f655c238bffd29655329a2978218248da4ee7f8
+google-auth-oauthlib==1.4.0 \
+    --hash=sha256:18b5e28880eb8eba9065c436becdc0ee8e4b59117a73a510679c82f70cd363d2 \
+    --hash=sha256:251314f213a9ee46a5ae73988e84fd7cca8bb68e7ecf4bfd45940f9e7f51d070
     # via
     #   pandas-gbq
     #   pydata-google-auth
-google-cloud-bigquery[pandas]==3.41.0 \
-    --hash=sha256:2217e488b47ed576360c9b2cc07d59d883a54b83167c0ef37f915c26b01a06fe \
-    --hash=sha256:2a5b5a737b401cbd824a6e5eac7554100b878668d908e6548836b5d8aaa4dcaa
+google-cloud-bigquery[pandas]==3.42.2 \
+    --hash=sha256:08d4b264e5ee4790f719724c76b538f204b7190999328a2f1a6a95eaab74ca39 \
+    --hash=sha256:41658c19e8ed5b83307011b4e55aca3b1f72052545a22788f1d637984615173f
     # via
     #   feast (pyproject.toml)
     #   pandas-gbq
-google-cloud-bigquery-storage==2.37.0 \
-    --hash=sha256:1e319c27ef60fc31030f6e0b52e5e891e1cdd50551effe8c6f673a4c3c56fcb6 \
-    --hash=sha256:f88ee7f1e49db1e639da3d9a8b79835ca4bc47afbb514fb2adfc0ccb41a7fd97
+google-cloud-bigquery-storage==2.39.0 \
+    --hash=sha256:8c192b6263804f7bdd6f57a17e763ba7f03fa4e53d7ecafca0187e0fd6467d48 \
+    --hash=sha256:d5afd90ad06cf24d9167316cca70ab5b344e880fc13031d7392aa78ee76b8bb6
     # via feast (pyproject.toml)
-google-cloud-bigtable==2.36.0 \
-    --hash=sha256:21b2f41231b7368a550b44d5b493b811b3507fcb23eb26d00005cd3f205f2207 \
-    --hash=sha256:d5987733c2f60c739f93f259d2037858411cc994ac37cdfbccb6bb159f3ca43e
+google-cloud-bigtable==2.41.0 \
+    --hash=sha256:36da0fc730952bfe48ae91dee11015459c9046fa1499d0efb73a61bbb6edbe9b \
+    --hash=sha256:d0c424bae6238eb16ffc0922be79da00d20d23e0750ea46742ffd4542c50fd26
     # via feast (pyproject.toml)
-google-cloud-core==2.5.1 \
-    --hash=sha256:3dc94bdec9d05a31d9f355045ed0f369fbc0d8c665076c734f065d729800f811 \
-    --hash=sha256:ea62cdf502c20e3e14be8a32c05ed02113d7bef454e40ff3fab6fe1ec9f1f4e7
+google-cloud-core==2.6.0 \
+    --hash=sha256:6d63ac8e5eca6d9e4319d0a1e2265fadcd7f1049904378caecfa01cf52dd869e \
+    --hash=sha256:e76149739f90fac1fc6757c09f47eaccb3145b54adbd7759b0f7c4b235f46c83
     # via
     #   google-cloud-bigquery
     #   google-cloud-bigtable
     #   google-cloud-datastore
     #   google-cloud-storage
-google-cloud-datastore==2.24.0 \
-    --hash=sha256:81f1d1c12c2906f59507f72742545ab04c38f62ed70b0542057e3cf04a53aa65 \
-    --hash=sha256:f087c02a6aa4ac68bbf17f0c048ae3ee355856bf09c51439bfba193741387792
+google-cloud-datastore==2.26.0 \
+    --hash=sha256:1ac4882f033fcb90bd75d1171b46400ecd5def23768598843d9c041e0c0b4a6a \
+    --hash=sha256:1bde5694308468da5c932153a6b0331d5b54e1c21de366b6a75ddb0000fd5f4b
     # via feast (pyproject.toml)
 google-cloud-storage==2.19.0 \
     --hash=sha256:aeb971b5c29cf8ab98445082cbfe7b161a1f48ed275822f59ed3f1524ea54fba \
@@ -1516,20 +1739,34 @@ google-crc32c==1.8.0 \
     #   google-cloud-bigtable
     #   google-cloud-storage
     #   google-resumable-media
-google-resumable-media==2.8.2 \
-    --hash=sha256:82b6d8ccd11765268cdd2a2123f417ec806b8eef3000a9a38dfe3033da5fb220 \
-    --hash=sha256:f3354a182ebd193ae3f42e3ef95e6c9b10f128320de23ac7637236713b1acd70
+google-resumable-media==2.10.0 \
+    --hash=sha256:88152884bee37b2bf36a0ab81ad8c7fd12212c9803dd981d77c1b35b02d34e7c \
+    --hash=sha256:e324bc9d0fdae4c52a08ae90456edc4e71ece858399e1217ac0eb3a51d6bc6ee
     # via
     #   google-cloud-bigquery
     #   google-cloud-storage
-googleapis-common-protos[grpc]==1.74.0 \
-    --hash=sha256:57971e4eeeba6aad1163c1f0fc88543f965bb49129b8bb55b2b7b26ecab084f1 \
-    --hash=sha256:702216f78610bb510e3f12ac3cafd281b7ac45cc5d86e90ad87e4d301a3426b5
+googleapis-common-protos[grpc]==1.75.0 \
+    --hash=sha256:53a062ff3c32552fbd62c11fe23768b78e4ddf0494d5e5fd97d3f4689c75fbbd \
+    --hash=sha256:961ed60399c457ceb0ee8f285a84c870aabc9c6a832b9d37bb281b5bebde43ed
     # via
     #   feast (pyproject.toml)
     #   google-api-core
     #   grpc-google-iam-v1
     #   grpcio-status
+graphene==3.4.3 \
+    --hash=sha256:2a3786948ce75fe7e078443d37f609cbe5bb36ad8d6b828740ad3b95ed1a0aaa \
+    --hash=sha256:820db6289754c181007a150db1f7fff544b94142b556d12e3ebc777a7bf36c71
+    # via mlflow
+graphql-core==3.2.11 \
+    --hash=sha256:0b3e35ff41e9adba53021ab0cef475eb18f57c7f53f0f2ca55567fbf3c537ea0 \
+    --hash=sha256:e7e156d10beb127cab5c89ff0da71416fc73d27c484a4757d3b2d35633774802
+    # via
+    #   graphene
+    #   graphql-relay
+graphql-relay==3.2.0 \
+    --hash=sha256:1ff1c51298356e481a0be009ccdff249832ce53f30559c1338f22a0e0d17250c \
+    --hash=sha256:c9b22bd28b170ba1fe674c74384a8ff30a76c8e26f88ac3aa1584dd3179953e5
+    # via graphene
 great-expectations==0.18.8 \
     --hash=sha256:ab41cfa3de829a4f77bdcd4a23244684cbb67fdacc734d38910164cd02ec95b6 \
     --hash=sha256:c1205bede593f679e22e0b3826d6ae1623c439cafd553f9f0bc2b0fd441f6ed9
@@ -1538,66 +1775,64 @@ grpc-google-iam-v1==0.14.4 \
     --hash=sha256:392b3796947ed6334e61171d9ab06bf7eb357f554e5fc7556ad7aab6d0e17038 \
     --hash=sha256:412facc320fcbd94034b4df3d557662051d4d8adfa86e0ddb4dca70a3f739964
     # via google-cloud-bigtable
-grpcio==1.62.3 \
-    --hash=sha256:059444f0ed5dba73ab7dd0ee7e8e6b606df4130d2b0a9f010f84da4ab9f6c2d8 \
-    --hash=sha256:114f2a865886ff33f85d70670e971fe0e3d252a1209656fefa5470286e3fcc76 \
-    --hash=sha256:13571a5b868dcc308a55d36669a2d17d9dcd6ec8335213f6c49cc68da7305abe \
-    --hash=sha256:1ac0944e9e3ee3e20825226d1e17985e9f88487055c475986cf0922a7d806d8a \
-    --hash=sha256:1de3d04d9a4ec31ebe848ae1fe61e4cbc367fb9495cbf6c54368e60609a998d9 \
-    --hash=sha256:216740723fc5971429550c374a0c039723b9d4dcaf7ba05227b7e0a500b06417 \
-    --hash=sha256:25cd75dc73c5269932413e517be778640402f18cf9a81147e68645bd8af18ab0 \
-    --hash=sha256:325c56ce94d738c31059cf91376f625d3effdff8f85c96660a5fd6395d5a707f \
-    --hash=sha256:3737e5ef0aa0fcdfeaf3b4ecc1a6be78b494549b28aec4b7f61b5dc357f7d8be \
-    --hash=sha256:377babc817e8b4186aed7ed56e832867c513e4e9b6c3503565c344ffdef440d4 \
-    --hash=sha256:3fb7d966a976d762a31346353a19fce4afcffbeda3027dd563bc8cb521fcf799 \
-    --hash=sha256:43670a25b752b7ed960fcec3db50ae5886dc0df897269b3f5119cde9b731745f \
-    --hash=sha256:4439bbd759636e37b66841117a66444b454937e27f0125205d2d117d7827c643 \
-    --hash=sha256:454a6aed4ebd56198d37e1f3be6f1c70838e33dd62d1e2cea12f2bcb08efecc5 \
-    --hash=sha256:4c9c1502c76cadbf2e145061b63af077b08d5677afcef91970d6db87b30e2f8b \
-    --hash=sha256:4dab8b64c438e19c763a6332b55e5efdbecfb7c55ae59a42c38c81ed27955fa5 \
-    --hash=sha256:56757d3e4cf5d4b98a30f2c5456151607261c891fa2298a4554848dcbf83083d \
-    --hash=sha256:57823dc7299c4f258ae9c32fd327d29f729d359c34d7612b36e48ed45b3ab8d0 \
-    --hash=sha256:582bd03e9c3d1bd1162eb51fa0f1a35633d66e73f4f36702d3b8484a8b45eda7 \
-    --hash=sha256:620165df24aae3d5b3e84cb8dd6b98f6ed49aed04126186bbf43061e301d6a21 \
-    --hash=sha256:646c14e9f3356d3f34a65b58b0f8d08daa741ba1d4fcd4966b79407543332154 \
-    --hash=sha256:668211f3699bbee4deaf1d6e6b8df59328bf63f077bf2dc9b8bfa4a17df4a279 \
-    --hash=sha256:6be243f3954b0ca709f56f9cae926c84ac96e1cce19844711e647a1f1db88b99 \
-    --hash=sha256:6da20a1ae010a988bc4ed47850f1122de0a88e18cd2f901fcf56007be1fc6c30 \
-    --hash=sha256:7349cd7445ac65fbe1b744dcab9cc1ec02dae2256941a2e67895926cbf7422b4 \
-    --hash=sha256:74f3fc9b93290e58264844f5bc46df4c58a94c4287a277dbcf75344fc6c37ca4 \
-    --hash=sha256:75a4e9ac7ff185cad529f35934c5d711b88aca48b90c70e195f5657da50ce321 \
-    --hash=sha256:7b33c1807d4ac564a3027d06f21a2220c116ceacaaef614deb96b3341ee58896 \
-    --hash=sha256:807176971c504c598976f5a9ea62363cffbbbb6c7509d9808c2342b020880fa2 \
-    --hash=sha256:80a82fdee14dc27e9299248b7aabd5a8739a1cf6b76c78aa2b848158b44a99d5 \
-    --hash=sha256:81b7c121c4e52a0749bf0759185b8d5cfa48a786cd7d411cdab08269813e0aab \
-    --hash=sha256:8257cc9e55fb0e2149a652d9dc14c023720f9e73c9145776e07c97e0a553922e \
-    --hash=sha256:8a5f00b2508937952d23a1767739e95bbbe1120f8a66d10187d5e971d56bb55c \
-    --hash=sha256:8ae2e7a390b2cdd2a95d3bf3b3385245eeb48a5e853943cb46139666462c2d1a \
-    --hash=sha256:940459d81685549afdfe13a6de102c52ea4cdda093477baa53056884aadf7c48 \
-    --hash=sha256:9c4aae4e683776c319169d87e7891b67b75e3f1c0beeb877902ea148b0585164 \
-    --hash=sha256:9d5f8e0050a179b3bce9189b522dc91008d44f08c757a7c310e0fd06b4d3d147 \
-    --hash=sha256:a1b85d35a7d9638c03321dfe466645b87e23c30df1266f9e04bbb5f44e7579a9 \
-    --hash=sha256:a82410d7620c07cb32624e38f2a106980564dfef9dbe78f5b295cda9ef217c03 \
-    --hash=sha256:abfe64811177e681edc81d9d9d1bd23edc5f599bd9846650864769264ace30cd \
-    --hash=sha256:ac9783d5679c8da612465168c820fd0b916e70ec5496c840bddba0be7f2d124c \
-    --hash=sha256:b033d50bd41e506e3b579775f54a30c16c222e0d88847ac8098d2eca2a7454cc \
-    --hash=sha256:b097347441b86a8c3ad9579abaf5e5f7f82b1d74a898f47360433b2bca0e4536 \
-    --hash=sha256:b708401ede2c4cb8943e8a713988fcfe6cbea105b07cd7fa7c8a9f137c22bddb \
-    --hash=sha256:bd900e666bb68fff49703084be14407cd73b8a5752a7590cea98ec22de24fb5d \
-    --hash=sha256:c118cfc80e2402a5595be36e9245ffd9b0e146f426cc40bdf60015bf183f8373 \
-    --hash=sha256:c175b252d063af388523a397dbe8edbc4319761f5ee892a8a0f5890acc067362 \
-    --hash=sha256:c8bb1a7aa82af6c7713cdf9dcb8f4ea1024ac7ce82bb0a0a82a49aea5237da34 \
-    --hash=sha256:c95a0b76a44c548e6bd8c5f7dbecf89c77e2e16d3965be817b57769c4a30bea2 \
-    --hash=sha256:e202e3f963480ca067a261179b1ac610c0f0272cb4a7942d11b7e2b3fc99c3aa \
-    --hash=sha256:e9ffdb7bc9ccd56ec201aec3eab3432e1e820335b5a16ad2b37e094218dcd7a6 \
-    --hash=sha256:ea7ca66a58421411c6486fa5015fe7704e2816ff0b4ec4fb779ad5e1cbbdabf3 \
-    --hash=sha256:f2ff8ac447765e173842b554b31307b98b3bb1852710903ebb936e7efb7df6e5 \
-    --hash=sha256:f5def814c5a4c90c8fe389c526ab881f4a28b7e239b23ed8e02dd02934dfaa1a
+grpcio==1.83.0 \
+    --hash=sha256:009667eaf3dcd5224c713589cdc98e7ca4ed0ff0b61132c6b276e930eb83a2df \
+    --hash=sha256:10b3fa0475eb572c9a81a6fe37fa16a9c500c0c91cfc148cac15692b7e3c2867 \
+    --hash=sha256:1aa567f8c3f19850ffd5d2858c9a8ea7c80f0db6c01186b71eb31e923ec984f5 \
+    --hash=sha256:1c699bbb20f143c8f2bff219de578aa2dc1f919399d67dc702b038b986ee62df \
+    --hash=sha256:28f6c35ac8fcf10e4594f138e468f194360089dde40d126a7033e863fc479930 \
+    --hash=sha256:2b5e75c34842cd9c1b95285ca395c6a569664b81e3ffa6b714125922942abaaf \
+    --hash=sha256:2bb48cb5e6dd005ca12b89ce4b6ac0b48ff3112c747542ee7986ef611a8ca6d9 \
+    --hash=sha256:32e11c37f5285b0c6fa3042c05fe06903696689749833fc64e67dec71b9bbe33 \
+    --hash=sha256:33898e6a28e4ae598f1577cb1c4fec2a15c033d0ec52b9b45a09610dd045b9da \
+    --hash=sha256:35a5b1c192496b6c25956eebfa963468935612206fd2543ac3ce981e6a5e0f03 \
+    --hash=sha256:3f351629f6ae16ecc0ec3553e586a6763ffd9f6114044286d0cbec3e09241bfa \
+    --hash=sha256:4772402f43517b4824980be4b3b2274a81eec0004a70009473c31b340d43e223 \
+    --hash=sha256:4e3eedfc92b6b9f2960115e7e620cf0cbf80bb7849a51ce3820dc54dfd88b6b9 \
+    --hash=sha256:4fcaa7c45c45b4a89e2867d1f1785d9481a788399d915e341ed2eb49aeef9dd4 \
+    --hash=sha256:5882c1a721b50ce0123ee5e839e1ab059ad72a7ade76cdf2d5bd833b56791acf \
+    --hash=sha256:5f20a988480b0f28207f057f7f7ae1313393c3cef0adcfeae8248f9947eaf881 \
+    --hash=sha256:61007cd08640abc5c54547ee32505474c482cd733a53cb87551ea81faa6350af \
+    --hash=sha256:62003babc444a606dcd1f009cd16391ce23669ae4ad6ec267a873da7937a69f5 \
+    --hash=sha256:6662f3b1e07cc7493d437351860dc867bddc6a93c83ecf33bbfdaf0c217ab2d0 \
+    --hash=sha256:6755ed67cc3e454d51ae9f6e1915b80d3942fa4de956ef48dacd45ab7f40b727 \
+    --hash=sha256:6b6c666a1d5613ff360c9e90f44665e3a88b25a815209ddbc0917eec281931cb \
+    --hash=sha256:6be5c807b717be3dd649446f021301fd7907e376318675d2147823071034112a \
+    --hash=sha256:6e01ecd9d8ef280abe1365138a4dc318f9a5287f4cb1b41d07816f796653f735 \
+    --hash=sha256:6fb8a1dd0c6f0f931e69e9d0dc6d1c406ed2a44fa963414eafba07b7fb685d16 \
+    --hash=sha256:7416952ca770477990257206276999056f8316d79196f2f25942393e58a20b49 \
+    --hash=sha256:74fe6f9e8a35c7dbf32255ee154d15e3e5338a81ed39173d079d594d2e544cd1 \
+    --hash=sha256:7674587248fbbb2ac6e4eecf83a8a0f3d91a928f941de571acfd3a2f007fbc24 \
+    --hash=sha256:7936f2a56cf04f6514705c0fedf400971de01b6aa1719327e4718f410a765e2b \
+    --hash=sha256:7bd82671b39065ba18cd536e9cd45b27ff649053f81ddd2c6a966d595067080f \
+    --hash=sha256:8f6c395e493d20c39b29392ca200e9aaeb78d0bc2f04db0c0a7da7ddc939aa57 \
+    --hash=sha256:8fe04f1050a59f875601eb55d42b4f66946fe89817f967e34db1462ccd07dadf \
+    --hash=sha256:8ff0b8767ddd62704e0d9571c1890af08d84a3a689ebba1807e62519d0b3277f \
+    --hash=sha256:a21cb4eeeba124443f399be2e8b624943cde864dcbe588cb42e5c483a52a906c \
+    --hash=sha256:aa074041231f03959cb097dd5517b0677b8ea49215bae01d5710a7b69dd59969 \
+    --hash=sha256:aeb339838db07600481ef869507279b75326c75eac6d10f7afa62a0da1d2bcdd \
+    --hash=sha256:b0a0be840e51b6b7ee9df9269770faf77bdf4b771053c257c21d12bad607714c \
+    --hash=sha256:bb669918fd88936b15599caff4160a77ab74bdeb25f2231f6e45b61282d6107b \
+    --hash=sha256:bc60215b5cb9fc8ca72942c498b551ac2305bd08f6ef8d4e3f0d21b64fbecd61 \
+    --hash=sha256:c19b454d3d3f28db81f2c7c4dbaee96e7f6fd149721733ffe79d6bc530f17404 \
+    --hash=sha256:c6444666317338e903093c7c756e6cc88eee59f798cb8dd41e87725bf54e1617 \
+    --hash=sha256:c834e86d8fd2f03d7e4db49a027f7c5b89c5b88eed305543a5295bd6fee61e40 \
+    --hash=sha256:cb056f6e171c42639a50460b2929c82241fda51f71cf3dcdd68090fe45095a45 \
+    --hash=sha256:cb2906c61db4f9c64cc360054b5df70eeb81846228e9e56a4944bd415a63dadc \
+    --hash=sha256:d05ff664100d429335b93c91b8b34ddf9e94a112205e7fa06dede309e44a4e4c \
+    --hash=sha256:ee94a4016fdf8699fb1fd8a38652475ff677f1c72074cee44deeeb9a7e95e745 \
+    --hash=sha256:f1c3e5689d4b90987b1d72022bcfe866a9a3dc66197484cf856d96b6150e7f45 \
+    --hash=sha256:f47d62808b4c0a97b78bff88a6d4ca283a2a492b9a04a87d814af95ca3b9c19c \
+    --hash=sha256:f4cee5fc86e84a0cf7ad1574b454c3320e087c07f55b7df5dc0ac6a873fb90c0 \
+    --hash=sha256:f5e822a7e7d03282f6ad225e710493c48b9057a353358344a5f7c42b2b37618d \
+    --hash=sha256:f5f410d7c2903eabb34789dfd6342eef04af1ad459943936b7e09a9f5bd417b9 \
+    --hash=sha256:fba099b716e73512d61b97f71ea3c31a72abb36904036e316bf4dd148ca8dcc8
     # via
     #   feast (pyproject.toml)
     #   google-api-core
     #   google-cloud-bigquery
     #   google-cloud-bigquery-storage
+    #   google-cloud-bigtable
     #   google-cloud-datastore
     #   googleapis-common-protos
     #   grpc-google-iam-v1
@@ -1606,285 +1841,301 @@ grpcio==1.62.3 \
     #   grpcio-status
     #   grpcio-testing
     #   grpcio-tools
+    #   milvus-lite
     #   pymilvus
     #   qdrant-client
     #   ray
-grpcio-health-checking==1.62.3 \
-    --hash=sha256:5074ba0ce8f0dcfe328408ec5c7551b2a835720ffd9b69dade7fa3e0dc1c7a93 \
-    --hash=sha256:f29da7dd144d73b4465fe48f011a91453e9ff6c8af0d449254cf80021cab3e0d
+grpcio-health-checking==1.81.1 \
+    --hash=sha256:cbc6a4171825ec64389de2f062d296ba129a5c27eefd0dd55fa837909184bdf9 \
+    --hash=sha256:ecc61480e25058a4a04e11e4ab6900ad7439b32e60a8ce4ece7d9f219221c85d
     # via feast (pyproject.toml)
-grpcio-reflection==1.62.3 \
-    --hash=sha256:a48ef37df81a3bada78261fc92ef382f061112f989d1312398b945cc69838b9c \
-    --hash=sha256:cb84682933c400bddf94dd94f928d1c6570f500b6dd255973d4bfb495b82585f
+grpcio-reflection==1.81.1 \
+    --hash=sha256:3d7160000f5fdd0e241f9b1a3d402f15ebcd5f281be105b374a025f38c6434a8 \
+    --hash=sha256:d82fc4ac39dd5dcfd63e577075f6a68eac4a765e66a453914bbf57caf35665d0
     # via feast (pyproject.toml)
-grpcio-status==1.62.3 \
-    --hash=sha256:289bdd7b2459794a12cf95dc0cb727bd4a1742c37bd823f760236c937e53a485 \
-    --hash=sha256:f9049b762ba8de6b1086789d8315846e094edac2c50beaf462338b301a8fd4b8
+grpcio-status==1.83.0 \
+    --hash=sha256:837219c6de9afdccb6f6f72b34bc71e151a2011ef04040e3faaca746a57e54ae \
+    --hash=sha256:f6a838a7c5fb84ae98833ec0ef81ed438c26e11e54b2ddb8e92ad328c861de69
     # via google-api-core
-grpcio-testing==1.62.3 \
-    --hash=sha256:06a4d7eb30d22f91368aa7f48bfc33563da13b9d951314455ca8c9c987fb75bb \
-    --hash=sha256:f63577f28aaa95ea525124a0fd63c3429d71f769f4179b13f5e6cbc54979bfab
+grpcio-testing==1.81.1 \
+    --hash=sha256:69792db25781cefd2479d12285ca6bebe589e2aa1d64b4b8d18cf35f58c6b810 \
+    --hash=sha256:f381121d7203f4380b1c01e6c8f15aa220bafdc372e8ed82eddf79a16149abcc
     # via feast (pyproject.toml)
-grpcio-tools==1.62.3 \
-    --hash=sha256:0a52cc9444df978438b8d2332c0ca99000521895229934a59f94f37ed896b133 \
-    --hash=sha256:0a8c0c4724ae9c2181b7dbc9b186df46e4f62cb18dc184e46d06c0ebeccf569e \
-    --hash=sha256:0cb3a3436ac119cbd37a7d3331d9bdf85dad21a6ac233a3411dff716dcbf401e \
-    --hash=sha256:11c625eebefd1fd40a228fc8bae385e448c7e32a6ae134e43cf13bbc23f902b7 \
-    --hash=sha256:11f363570dea661dde99e04a51bd108a5807b5df32a6f8bdf4860e34e94a4dbf \
-    --hash=sha256:141d028bf5762d4a97f981c501da873589df3f7e02f4c1260e1921e565b376fa \
-    --hash=sha256:1c989246c2aebc13253f08be32538a4039a64e12d9c18f6d662d7aee641dc8b5 \
-    --hash=sha256:1da38070738da53556a4b35ab67c1b9884a5dd48fa2f243db35dc14079ea3d0c \
-    --hash=sha256:27cd9ef5c5d68d5ed104b6dcb96fe9c66b82050e546c9e255716903c3d8f0373 \
-    --hash=sha256:2e02d3b96f2d0e4bab9ceaa30f37d4f75571e40c6272e95364bff3125a64d184 \
-    --hash=sha256:2f968b049c2849540751ec2100ab05e8086c24bead769ca734fdab58698408c1 \
-    --hash=sha256:350a80485e302daaa95d335a931f97b693e170e02d43767ab06552c708808950 \
-    --hash=sha256:3eae6ea76d62fcac091e1f15c2dcedf1dc3f114f8df1a972a8a0745e89f4cf61 \
-    --hash=sha256:47a5c093ab256dec5714a7a345f8cc89315cb57c298b276fa244f37a0ba507f0 \
-    --hash=sha256:5782883a27d3fae8c425b29a9d3dcf5f47d992848a1b76970da3b5a28d424b26 \
-    --hash=sha256:6a56d344b0bab30bf342a67e33d386b0b3c4e65868ffe93c341c51e1a8853ca5 \
-    --hash=sha256:6c3064610826f50bd69410c63101954676edc703e03f9e8f978a135f1aaf97c1 \
-    --hash=sha256:703f46e0012af83a36082b5f30341113474ed0d91e36640da713355cd0ea5d23 \
-    --hash=sha256:710fecf6a171dcbfa263a0a3e7070e0df65ba73158d4c539cec50978f11dad5d \
-    --hash=sha256:7c7136015c3d62c3eef493efabaf9e3380e3e66d24ee8e94c01cb71377f57833 \
-    --hash=sha256:7cc83023acd8bc72cf74c2edbe85b52098501d5b74d8377bfa06f3e929803492 \
-    --hash=sha256:7f2483ea232bd72d98a6dc6d7aefd97e5bc80b15cd909b9e356d6f3e326b6e43 \
-    --hash=sha256:7ff7d58a45b75df67d25f8f144936a3e44aabd91afec833ee06826bd02b7fbe7 \
-    --hash=sha256:8ad0473af5544f89fc5a1ece8676dd03bdf160fb3230f967e05d0f4bf89620e3 \
-    --hash=sha256:8c5d22b252dcef11dd1e0fbbe5bbfb9b4ae048e8880d33338215e8ccbdb03edc \
-    --hash=sha256:8e62cc7164b0b7c5128e637e394eb2ef3db0e61fc798e80c301de3b2379203ed \
-    --hash=sha256:962c84b4da0f3b14b3cdb10bc3837ebc5f136b67d919aea8d7bb3fd3df39528a \
-    --hash=sha256:ace43b26d88a58dcff16c20d23ff72b04d0a415f64d2820f4ff06b1166f50557 \
-    --hash=sha256:b47d0dda1bdb0a0ba7a9a6de88e5a1ed61f07fad613964879954961e36d49193 \
-    --hash=sha256:b77f9f9cee87cd798f0fe26b7024344d1b03a7cd2d2cba7035f8433b13986325 \
-    --hash=sha256:b881fd9505a84457e9f7e99362eeedd86497b659030cf57c6f0070df6d9c2b9b \
-    --hash=sha256:bfda6ee8990997a9df95c5606f3096dae65f09af7ca03a1e9ca28f088caca5cf \
-    --hash=sha256:c3a1ac9d394f8e229eb28eec2e04b9a6f5433fa19c9d32f1cb6066e3c5114a1d \
-    --hash=sha256:c8ad5cce554e2fcaf8842dee5d9462583b601a3a78f8b76a153c38c963f58c10 \
-    --hash=sha256:ca246dffeca0498be9b4e1ee169b62e64694b0f92e6d0be2573e65522f39eea9 \
-    --hash=sha256:ca4f5eeadbb57cf03317d6a2857823239a63a59cc935f5bd6cf6e8b7af7a7ecc \
-    --hash=sha256:d102b9b21c4e1e40af9a2ab3c6d41afba6bd29c0aa50ca013bf85c99cdc44ac5 \
-    --hash=sha256:db3bc9fa39afc5e4e2767da4459df82b095ef0cab2f257707be06c44a1c2c3e5 \
-    --hash=sha256:dc9ad9950119d8ae27634e68b7663cc8d340ae535a0f80d85a55e56a6973ab1f \
-    --hash=sha256:e02d7c1a02e3814c94ba0cfe43d93e872c758bd8fd5c2797f894d0c49b4a1dfc \
-    --hash=sha256:e0898d412a434e768a0c7e365acabe13ff1558b767e400936e26b5b6ed1ee51f \
-    --hash=sha256:e18e15287c31baf574fcdf8251fb7f997d64e96c6ecf467906e576da0a079af6 \
-    --hash=sha256:ec279dcf3518201fc592c65002754f58a6b542798cd7f3ecd4af086422f33f29 \
-    --hash=sha256:ec6fbded0c61afe6f84e3c2a43e6d656791d95747d6d28b73eff1af64108c434 \
-    --hash=sha256:eec73a005443061f4759b71a056f745e3b000dc0dc125c9f20560232dfbcbd14 \
-    --hash=sha256:f3d812daffd0c2d2794756bd45a353f89e55dc8f91eb2fc840c51b9f6be62667 \
-    --hash=sha256:f4b1615adf67bd8bb71f3464146a6f9949972d06d21a4f5e87e73f6464d97f57 \
-    --hash=sha256:f6831fdec2b853c9daa3358535c55eed3694325889aa714070528cf8f92d7d6d
+grpcio-tools==1.81.1 \
+    --hash=sha256:0265fd1386b7458302f79542558345880d484f8fa92ae196c0c0268242c5f23a \
+    --hash=sha256:136e90906af0df51ad929713244ba812d0dbb1844b4f467d5d86bdb054698f90 \
+    --hash=sha256:1680b35a84f4694401819ac4acac42dda6dbc7bb8fc74112fd1a60425a07adf4 \
+    --hash=sha256:1d602b410b2b2addc434cace9ce4fe2035974a3078228f98ffa049a5c90acc2f \
+    --hash=sha256:204de03b539a4b08772c6553b92bcc112cbc965e0ac22f909f6d133b8ac33a8c \
+    --hash=sha256:21bb3ba90e6d8df1ff663d4ee39a4e5b25a64e8ed4902476ca9ded0954d3917a \
+    --hash=sha256:2baa7e735f35b2a648144c03348a126097b13e101d3c242d5edb6ac91437ccbe \
+    --hash=sha256:2c306c307f8f74cddc4056fdbb6f1da55de087a21120efbd02bd915daa5a52fd \
+    --hash=sha256:3389e705460efa3f3758141ba5520e6743b131c9576197c944fb9cbe49048126 \
+    --hash=sha256:353b1fafcc739c31ed42271052709595b340d34f27c459beeb78a32938305bb5 \
+    --hash=sha256:3c8611d6e4e859ac5373422ef27c4b7540cf98c9991c9abc6722613ef72b13aa \
+    --hash=sha256:3d604b4fd114b79ebb9f865bf3e04fd3ae93c704e1fad96f7fd03b0865c263b7 \
+    --hash=sha256:3dca56016d90a710c4d9861bae793dc089c1430a90c79ce672e948ddb65fa539 \
+    --hash=sha256:43baf71dc60fd653062da2e95e95c73b35dd130be8f9fa3d544c3af3f808a290 \
+    --hash=sha256:43c528655b226375013036692d8db4cd59060c1f41dd62c77f4d17b69f6ce828 \
+    --hash=sha256:53ef76cc3b0493ff734a5e8c39d5b519e1822236fcccdfe7677c5e1efd767761 \
+    --hash=sha256:690e6dcaa8b8a7886ce206ba344e2127211597e1a1ddab73df9f3d80c8f6707e \
+    --hash=sha256:724ecb69af63d2f6d4ccea3e6fa0ca110ed9c5824d48c2f887c631bbb03c1c3c \
+    --hash=sha256:768f584c2423cbeb6cb6867817a39365b987ff16b8259a3adbc6546b9e303a4e \
+    --hash=sha256:7746e508d4239a02f7e93638be5bc0ebb0120ddb796f7506aaae9d47a4599d97 \
+    --hash=sha256:7d168ea26390717d0462c0d0408331dc98a60fc7f7e6118afac9b73f5a66d87c \
+    --hash=sha256:7f208c207aca639dcb34648d3826c38d7cf3485118fb2065117e9fc4827406b3 \
+    --hash=sha256:801d9d8ab5cddf8f8e064225292f0713427011252a07828a6b54e2ed64d534de \
+    --hash=sha256:8161f398f957a376cae7385ea7c8684f439d460ef702b528912da3bcb31fc515 \
+    --hash=sha256:82740248eb6f3b6a38988cb5e64adb7303af9ea5cb4197c8ed08c1fabc767440 \
+    --hash=sha256:87b25ca0e27373a4a32a629a4ba976f5764b9887dd50d6fe017d38009a0363e8 \
+    --hash=sha256:895a6782cec86beac71ccebb4b9848259c6f04a3028b8e42fa8d40cfe5146593 \
+    --hash=sha256:8a17d8ceeb6a855fadf39f5171c80a382d97c4db98d5943eca553497fdebf84b \
+    --hash=sha256:9b6ba8a72cfda576508701a7c0bbeebe6f6f9843320d4f12e74efd19ddccd965 \
+    --hash=sha256:9d383724bcd67244b6def9e9164c640ee9380c0b7534ee7545a6fb0022a59afe \
+    --hash=sha256:a22a3870180927fdd84e2b27d079ef5b7f5f8c6110181b6736afc17a463481f1 \
+    --hash=sha256:a28d231455ab6e3558299f7d831a73c8be8ee6b7ec614ecf39eb50c0ed15767f \
+    --hash=sha256:a882382507bb5ec6d7edc9648053dfd3bc8f9285cde56a6fa9b9a83b4bd07f1c \
+    --hash=sha256:a987c85dcbe1b32066d7acd46266d1a428aecbd629331bf5b853e74c835bf876 \
+    --hash=sha256:a9c6fcc68c9d5a208967bfe4fd3224d3c3be9a950c3e827e8f4b17e15c2dc555 \
+    --hash=sha256:ac47a9ea1224df8b653072614e6f0207e9fbfe63fdabaa5918a60ca5fc931b88 \
+    --hash=sha256:ad7a997c07bd345e84842e60561e7e2cc090ce6c4e1d2f0407e31b85b40fc49a \
+    --hash=sha256:b62d254c214faa3773eac709376ae25cf7abff1a76ba5fc4dbcd7b14fc4e4ae6 \
+    --hash=sha256:b6bd163ece4535726e5292b845ed80ae9b2cae73ba091c7d6c66033c430e3857 \
+    --hash=sha256:b7b6d1e986d5923751bfe2b5cca9c4cb3d5653446e4fa4aacd438033e2dc360a \
+    --hash=sha256:ba8f1ae82ad199f43448995715445cc623fb20d3882382e4be61f0da8ccb3f0e \
+    --hash=sha256:bd0b68dc76b10b3384b9b6e9f59202b83dcaafd8098eb644759a69316686acf8 \
+    --hash=sha256:bd6c3bf3ea6a61eb58c54368d72ada591f2a270f3a31a32e8536e773337e76d9 \
+    --hash=sha256:bdbdc927be2e0ea13c32564a72ee31d712a716fb6f8c0d53d37a77d8277c272c \
+    --hash=sha256:cb08172b7b629e75cb33866928d319a3196540a725eaab628ba721007140f1af \
+    --hash=sha256:cc410b621dd85193766c12dca2e238696199a27a65d2b31b6f0a4c6c0043ff26 \
+    --hash=sha256:eac4bb645ceff0c147cc720a40ae68f97427eaafb4968e866dd8fcc20d3d4831 \
+    --hash=sha256:f3eb15849979ca7bb864ce81a74d68b0f225a7f111ed3fe212bfc08cf9812b10 \
+    --hash=sha256:f64e665c8ec639278ecf009beb92cbdcc5994f617c1af3d58036e1f70b1423ec \
+    --hash=sha256:f8cb64f87c45ccca8234fa47e6b21f09e43801ff11b556deecb461b3b3e9f292 \
+    --hash=sha256:fc3d2a41a7a4467fa03b391394fffada9291fe8feebc8679b526f6bc36942b25
     # via feast (pyproject.toml)
-gunicorn==25.3.0 \
-    --hash=sha256:cacea387dab08cd6776501621c295a904fe8e3b7aae9a1a3cbb26f4e7ed54660 \
-    --hash=sha256:f74e1b2f9f76f6cd1ca01198968bd2dd65830edc24b6e8e4d78de8320e2fe889
+gunicorn==23.0.0 \
+    --hash=sha256:ec400d38950de4dfd418cff8328b2c8faed0edb0d517d3394e457c317908ca4d \
+    --hash=sha256:f014447a0101dc57e294f6c18ca6b40227a4c90e9bdb586042628030cba004ec
     # via
     #   feast (pyproject.toml)
+    #   mlflow
     #   uvicorn-worker
 h11==0.16.0 \
     --hash=sha256:4e35b956cf45792e4caa5885e69fba00bdbc6ffafbfa020300e549b208ee5ff1 \
     --hash=sha256:63cf8bbe7522de3bf65932fda1d9c2772064ffb3dae62d55932da54b31cb6c86
     # via
     #   httpcore
+    #   httpcore2
     #   uvicorn
-h2==4.3.0 \
-    --hash=sha256:6c59efe4323fa18b47a632221a1888bd7fde6249819beda254aeca909f221bf1 \
-    --hash=sha256:c438f029a25f7945c69e0ccf0fb951dc3f73a5f6412981daee861431b70e2bdd
+h2==4.4.0 \
+    --hash=sha256:46b551bdcdc7e83cf5c04d0bf93badb8a939bd2287d9fee1abb23a445b9e0580 \
+    --hash=sha256:6acffe1aeab79098d7eb0f8385c1add11f2c7a94815f6fa2b7060eeddee3d87c
     # via httpx
 happybase==1.3.0 \
     --hash=sha256:43b6275d2865fc1364680a03f085491cd85d8b84db3c5aa94d25186685dfd87e \
     --hash=sha256:f2644cf1ef9d662fbe6f709fcfd66bf13e949f3efd4745a3230cf5f904fb7839
     # via feast (pyproject.toml)
-hazelcast-python-client==5.6.0 \
-    --hash=sha256:834b87076a47c781ef80bdcb522b86abc75ff28992dfe384e47f669f06cabb18 \
-    --hash=sha256:e2cec409068990ca9b4381fe97160cc2375412334782bef45ab4c8fe4d10536c
+hazelcast-python-client==5.7.0 \
+    --hash=sha256:6a218295af38730bd1781a6b2fefbf24851f1d6abb472f0bfe927a281b3f83b7 \
+    --hash=sha256:79e7c6e77453e53af29bb2454504e1b8d3a422527813116ee44379c18ee9849f
     # via feast (pyproject.toml)
-hf-xet==1.4.3 \
-    --hash=sha256:0392c79b7cf48418cd61478c1a925246cf10639f4cd9d94368d8ca1e8df9ea07 \
-    --hash=sha256:1feb0f3abeacee143367c326a128a2e2b60868ec12a36c225afb1d6c5a05e6d2 \
-    --hash=sha256:21644b404bb0100fe3857892f752c4d09642586fd988e61501c95bbf44b393a3 \
-    --hash=sha256:22bdc1f5fb8b15bf2831440b91d1c9bbceeb7e10c81a12e8d75889996a5c9da8 \
-    --hash=sha256:27c976ba60079fb8217f485b9c5c7fcd21c90b0367753805f87cb9f3cdc4418a \
-    --hash=sha256:2815a49a7a59f3e2edf0cf113ae88e8cb2ca2a221bf353fb60c609584f4884d4 \
-    --hash=sha256:39f2d2e9654cd9b4319885733993807aab6de9dfbd34c42f0b78338d6617421f \
-    --hash=sha256:42ee323265f1e6a81b0e11094564fb7f7e0ec75b5105ffd91ae63f403a11931b \
-    --hash=sha256:49ad8a8cead2b56051aa84d7fce3e1335efe68df3cf6c058f22a65513885baac \
-    --hash=sha256:5251d5ece3a81815bae9abab41cf7ddb7bcb8f56411bce0827f4a3071c92fdc6 \
-    --hash=sha256:60cf7fc43a99da0a853345cf86d23738c03983ee5249613a6305d3e57a5dca74 \
-    --hash=sha256:681c92a07796325778a79d76c67011764ecc9042a8c3579332b61b63ae512075 \
-    --hash=sha256:6b591fcad34e272a5b02607485e4f2a1334aebf1bc6d16ce8eb1eb8978ac2021 \
-    --hash=sha256:7551659ba4f1e1074e9623996f28c3873682530aee0a846b7f2f066239228144 \
-    --hash=sha256:7716d62015477a70ea272d2d68cd7cad140f61c52ee452e133e139abfe2c17ba \
-    --hash=sha256:7c2c7e20bcfcc946dc67187c203463f5e932e395845d098cc2a93f5b67ca0b47 \
-    --hash=sha256:8b301fc150290ca90b4fccd079829b84bb4786747584ae08b94b4577d82fb791 \
-    --hash=sha256:8ddedb73c8c08928c793df2f3401ec26f95be7f7e516a7bee2fbb546f6676113 \
-    --hash=sha256:987f09cfe418237812896a6736b81b1af02a3a6dcb4b4944425c4c4fca7a7cf8 \
-    --hash=sha256:bee693ada985e7045997f05f081d0e12c4c08bd7626dc397f8a7c487e6c04f7f \
-    --hash=sha256:c5b48db1ee344a805a1b9bd2cda9b6b65fe77ed3787bd6e87ad5521141d317cd \
-    --hash=sha256:d0da85329eaf196e03e90b84c2d0aca53bd4573d097a75f99609e80775f98025 \
-    --hash=sha256:d972fbe95ddc0d3c0fc49b31a8a69f47db35c1e3699bf316421705741aab6653 \
-    --hash=sha256:e23717ce4186b265f69afa66e6f0069fe7efbf331546f5c313d00e123dc84583 \
-    --hash=sha256:fc360b70c815bf340ed56c7b8c63aacf11762a4b099b2fe2c9bd6d6068668c08
+hf-xet==1.5.2 \
+    --hash=sha256:045f84440c55cdeb659cf1a1dd48c77bcd0d2e93632e2fea8f2c3bdee79f38ed \
+    --hash=sha256:1da28519496eb7c8094c11e4d25509b4a468457a0302d58136099db2fd9a671d \
+    --hash=sha256:4a5ecb9cda8512ba2aa8ee5d37c87a1422992165892d653098c7b90247481c3b \
+    --hash=sha256:580e59e29bf37aece1f2b68537de1e3fb04f43a23d910dcf6f128280b5bfbba4 \
+    --hash=sha256:6395cfe3c9cbead4f16b31808b0e67eac428b66c656f856e99636adaddea878f \
+    --hash=sha256:73044bd31bae33c984af832d19c752a0dffb67518fee9ddbd91d616e1101cf47 \
+    --hash=sha256:7db73c810500c54c6760be8c39d4b2e476974de85424c50063efc22fdda13025 \
+    --hash=sha256:8764488197c1d7b1378c8438c18d2eea902e150dbca0b0f0d2d32603fb9b5576 \
+    --hash=sha256:8d7446f72abbf7e01ca5ff131786bc2e74a56393462c17a6bf1e303fbab81db4 \
+    --hash=sha256:bee28c619622d36968056532fd49cf2b35ca75099b1d616c31a618a893491380 \
+    --hash=sha256:cde8cd167126bb6109b2ceb19b844433a4988643e8f3e01dd9dd0e4a34535097 \
+    --hash=sha256:d6f9c58549407b84b9a5383afd68db0acc42345326a3159990b36a5ca8a20e4e \
+    --hash=sha256:db78c39c83d6279daddc98e2238f373ab8980685556d42472b4ec51abcf03e8c \
+    --hash=sha256:e396ab0faf6298199ad7a95305c3ca8498cb825978a6485be6d00587ee4ec577 \
+    --hash=sha256:ecf63d1cb69a9a7319910f8f83fcf9b46e7a32dfcf4b8f8eeddb55f647306e65 \
+    --hash=sha256:f922b8f5fb84f1dd3d7ab7a1316354a1bca9b1c73ecfc19c76e51a2a49d29799 \
+    --hash=sha256:fd3add255549e8ef58fa35b2e42dc016961c050600444e7d77d030ba6b57120e
     # via huggingface-hub
-hiredis==3.3.1 \
-    --hash=sha256:002fc0201b9af1cc8960e27cdc501ad1f8cdd6dbadb2091c6ddbd4e5ace6cb77 \
-    --hash=sha256:011a9071c3df4885cac7f58a2623feac6c8e2ad30e6ba93c55195af05ce61ff5 \
-    --hash=sha256:01cf82a514bc4fd145b99333c28523e61b7a9ad051a245804323ebf4e7b1c6a6 \
-    --hash=sha256:027ce4fabfeff5af5b9869d5524770877f9061d118bc36b85703ae3faf5aad8e \
-    --hash=sha256:03baa381964b8df356d19ec4e3a6ae656044249a87b0def257fe1e08dbaf6094 \
-    --hash=sha256:042e57de8a2cae91e3e7c0af32960ea2c5107b2f27f68a740295861e68780a8a \
-    --hash=sha256:09d41a3a965f7c261223d516ebda607aee4d8440dd7637f01af9a4c05872f0c4 \
-    --hash=sha256:09f5e510f637f2c72d2a79fb3ad05f7b6211e057e367ca5c4f97bb3d8c9d71f4 \
-    --hash=sha256:0b5ff2f643f4b452b0597b7fe6aa35d398cb31d8806801acfafb1558610ea2aa \
-    --hash=sha256:0caf3fc8af0767794b335753781c3fa35f2a3e975c098edbc8f733d35d6a95e4 \
-    --hash=sha256:0fac4af8515e6cca74fc701169ae4dc9a71a90e9319c9d21006ec9454b43aa2f \
-    --hash=sha256:113e098e4a6b3cc5500e05e7cb1548ba9e83de5fe755941b11f6020a76e6c03a \
-    --hash=sha256:137c14905ea6f2933967200bc7b2a0c8ec9387888b273fd0004f25b994fd0343 \
-    --hash=sha256:156be6a0c736ee145cfe0fb155d0e96cec8d4872cf8b4f76ad6a2ee6ab391d0a \
-    --hash=sha256:17ec8b524055a88b80d76c177dbbbe475a25c17c5bf4b67bdbdbd0629bcae838 \
-    --hash=sha256:1ac7697365dbe45109273b34227fee6826b276ead9a4a007e0877e1d3f0fcf21 \
-    --hash=sha256:1b46e96b50dad03495447860510daebd2c96fd44ed25ba8ccb03e9f89eaa9d34 \
-    --hash=sha256:1ebc307a87b099d0877dbd2bdc0bae427258e7ec67f60a951e89027f8dc2568f \
-    --hash=sha256:1f7bceb03a1b934872ffe3942eaeed7c7e09096e67b53f095b81f39c7a819113 \
-    --hash=sha256:2611bfaaadc5e8d43fb7967f9bbf1110c8beaa83aee2f2d812c76f11cfb56c6a \
-    --hash=sha256:264ee7e9cb6c30dc78da4ecf71d74cf14ca122817c665d838eda8b4384bce1b0 \
-    --hash=sha256:26f899cde0279e4b7d370716ff80320601c2bd93cdf3e774a42bdd44f65b41f8 \
-    --hash=sha256:29fe35e3c6fe03204e75c86514f452591957a1e06b05d86e10d795455b71c355 \
-    --hash=sha256:2afc675b831f7552da41116fffffca4340f387dc03f56d6ec0c7895ab0b59a10 \
-    --hash=sha256:2b6da6e07359107c653a809b3cff2d9ccaeedbafe33c6f16434aef6f53ce4a2b \
-    --hash=sha256:2b96da7e365d6488d2a75266a662cbe3cc14b28c23dd9b0c9aa04b5bc5c20192 \
-    --hash=sha256:2f1c1b2e8f00b71e6214234d313f655a3a27cd4384b054126ce04073c1d47045 \
-    --hash=sha256:304481241e081bc26f0778b2c2b99f9c43917e4e724a016dcc9439b7ab12c726 \
-    --hash=sha256:318f772dd321404075d406825266e574ee0f4751be1831424c2ebd5722609398 \
-    --hash=sha256:3586c8a5f56d34b9dddaaa9e76905f31933cac267251006adf86ec0eef7d0400 \
-    --hash=sha256:3724f0e58c6ff76fd683429945491de71324ab1bc0ad943a8d68cb0932d24075 \
-    --hash=sha256:3fb6573efa15a29c12c0c0f7170b14e7c1347fe4bb39b6a15b779f46015cc929 \
-    --hash=sha256:40ae8a7041fcb328a6bc7202d8c4e6e0d38d434b2e3880b1ee8ed754f17cd836 \
-    --hash=sha256:4106201cd052d9eabe3cb7b5a24b0fe37307792bda4fcb3cf6ddd72f697828e8 \
-    --hash=sha256:439f9a5cc8f9519ce208a24cdebfa0440fef26aa682a40ba2c92acb10a53f5e0 \
-    --hash=sha256:4479e36d263251dba8ab8ea81adf07e7f1163603c7102c5de1e130b83b4fad3b \
-    --hash=sha256:487658e1db83c1ee9fbbac6a43039ea76957767a5987ffb16b590613f9e68297 \
-    --hash=sha256:48ff424f8aa36aacd9fdaa68efeb27d2e8771f293af4305bdb15d92194ca6631 \
-    --hash=sha256:4f7e242eab698ad0be5a4b2ec616fa856569c57455cc67c625fd567726290e5f \
-    --hash=sha256:526db52e5234a9463520e960a509d6c1bd5128d1ab1b569cbf459fe39189e8ab \
-    --hash=sha256:52d5641027d6731bc7b5e7d126a5158a99784a9f8c6de3d97ca89aca4969e9f8 \
-    --hash=sha256:53148a4e21057541b6d8e493b2ea1b500037ddf34433c391970036f3cbce00e3 \
-    --hash=sha256:583de2f16528e66081cbdfe510d8488c2de73039dc00aada7d22bd49d73a4a94 \
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+    --hash=sha256:d95b602ab022f3505288ce51feaa48c072a62e57da55d6a7a38ecb8c5ad67d81 \
+    --hash=sha256:da19331354433af6a2c54c21f2d70ba084933c0d7d2c43578ec5c5b446674ad5 \
+    --hash=sha256:db13f8039ad8229f77f0e242be14e53bd67e8f3aadeb16f3af30944287cca092 \
+    --hash=sha256:de3e2297a182253dfa4400883a9a4fb46d44946aed3157ea2da873b93e2525c4 \
+    --hash=sha256:decc176d86127c620b5d280b3fe5f97a788be58ca945971f3852c3bf54f4d5ad \
+    --hash=sha256:e29267ecdd08758926f1a9221af2671d90f475480c40aff409921b1f362f1bd5 \
+    --hash=sha256:e6e8d5fa63ec2a0738d188488e828818cbe4cb4d37c0c706836cf3888d82c53d \
+    --hash=sha256:ed1dba2695f6de009c67d63b39ff978cb43b8a79362f697acedffb7743e50d21 \
+    --hash=sha256:ee6b4beb79a71df67af15a8451366babc2687fcac674d5c6eacec4197e4ce8c1 \
+    --hash=sha256:f3c67f39b112dc35f68d5b59ee111db6121f037d1a60cf3840ecffbb2ec5686b \
+    --hash=sha256:f7c7596fbb2b5202e943180353958e89014e763c7f25877a92f70bbde6cd7f19 \
+    --hash=sha256:ff28eca77a57751488df90b0f385b472fd78e140a4d45097224648a5737acdf5 \
+    --hash=sha256:ff6217da86a63a6a5ea954d9b9ed67916d9d94a566b44aa98e68ae34b40ebbbf
     # via feast (pyproject.toml)
-hpack==4.1.0 \
-    --hash=sha256:157ac792668d995c657d93111f46b4535ed114f0c9c8d672271bbec7eae1b496 \
-    --hash=sha256:ec5eca154f7056aa06f196a557655c5b009b382873ac8d1e66e79e87535f1dca
+hpack==4.2.0 \
+    --hash=sha256:0895cfa3b5531fc65fe439c05eb65144f123bf7a394fcaa56aa423548d8e45c0 \
+    --hash=sha256:858ac0b02280fa582b5080d68db0899c62a80375e0e5413a74970c5e518b6986
     # via h2
 httpcore==1.0.9 \
     --hash=sha256:2d400746a40668fc9dec9810239072b40b4484b640a8c38fd654a024c7a1bf55 \
     --hash=sha256:6e34463af53fd2ab5d807f399a9b45ea31c3dfa2276f15a2c3f00afff6e176e8
     # via httpx
-httptools==0.7.1 \
-    --hash=sha256:04c6c0e6c5fb0739c5b8a9eb046d298650a0ff38cf42537fc372b28dc7e4472c \
-    --hash=sha256:0d92b10dbf0b3da4823cde6a96d18e6ae358a9daa741c71448975f6a2c339cad \
-    --hash=sha256:0e68b8582f4ea9166be62926077a3334064d422cf08ab87d8b74664f8e9058e1 \
-    --hash=sha256:11d01b0ff1fe02c4c32d60af61a4d613b74fad069e47e06e9067758c01e9ac78 \
-    --hash=sha256:135fbe974b3718eada677229312e97f3b31f8a9c8ffa3ae6f565bf808d5b6bcb \
-    --hash=sha256:2c15f37ef679ab9ecc06bfc4e6e8628c32a8e4b305459de7cf6785acd57e4d03 \
-    --hash=sha256:322d00c2068d125bd570f7bf78b2d367dad02b919d8581d7476d8b75b294e3e6 \
-    --hash=sha256:379b479408b8747f47f3b253326183d7c009a3936518cdb70db58cffd369d9df \
-    --hash=sha256:38e0c83a2ea9746ebbd643bdfb521b9aa4a91703e2cd705c20443405d2fd16a5 \
-    --hash=sha256:3e14f530fefa7499334a79b0cf7e7cd2992870eb893526fb097d51b4f2d0f321 \
-    --hash=sha256:44c8f4347d4b31269c8a9205d8a5ee2df5322b09bbbd30f8f862185bb6b05346 \
-    --hash=sha256:465275d76db4d554918aba40bf1cbebe324670f3dfc979eaffaa5d108e2ed650 \
-    --hash=sha256:474d3b7ab469fefcca3697a10d11a32ee2b9573250206ba1e50d5980910da657 \
-    --hash=sha256:49794f9250188a57fa73c706b46cb21a313edb00d337ca4ce1a011fe3c760b28 \
-    --hash=sha256:5ddbd045cfcb073db2449563dd479057f2c2b681ebc232380e63ef15edc9c023 \
-    --hash=sha256:601b7628de7504077dd3dcb3791c6b8694bbd967148a6d1f01806509254fb1ca \
-    --hash=sha256:654968cb6b6c77e37b832a9be3d3ecabb243bbe7a0b8f65fbc5b6b04c8fcabed \
-    --hash=sha256:69d4f9705c405ae3ee83d6a12283dc9feba8cc6aaec671b412917e644ab4fa66 \
-    --hash=sha256:6babce6cfa2a99545c60bfef8bee0cc0545413cb0018f617c8059a30ad985de3 \
-    --hash=sha256:7347714368fb2b335e9063bc2b96f2f87a9ceffcd9758ac295f8bbcd3ffbc0ca \
-    --hash=sha256:7aea2e3c3953521c3c51106ee11487a910d45586e351202474d45472db7d72d3 \
-    --hash=sha256:7fe6e96090df46b36ccfaf746f03034e5ab723162bc51b0a4cf58305324036f2 \
-    --hash=sha256:84d86c1e5afdc479a6fdabf570be0d3eb791df0ae727e8dbc0259ed1249998d4 \
-    --hash=sha256:a3c3b7366bb6c7b96bd72d0dbe7f7d5eead261361f013be5f6d9590465ea1c70 \
-    --hash=sha256:abd72556974f8e7c74a259655924a717a2365b236c882c3f6f8a45fe94703ac9 \
-    --hash=sha256:ac50afa68945df63ec7a2707c506bd02239272288add34539a2ef527254626a4 \
-    --hash=sha256:aeefa0648362bb97a7d6b5ff770bfb774930a327d7f65f8208394856862de517 \
-    --hash=sha256:b580968316348b474b020edf3988eecd5d6eec4634ee6561e72ae3a2a0e00a8a \
-    --hash=sha256:c08fe65728b8d70b6923ce31e3956f859d5e1e8548e6f22ec520a962c6757270 \
-    --hash=sha256:c8c751014e13d88d2be5f5f14fc8b89612fcfa92a9cc480f2bc1598357a23a05 \
-    --hash=sha256:cad6b591a682dcc6cf1397c3900527f9affef1e55a06c4547264796bbd17cf5e \
-    --hash=sha256:cbf8317bfccf0fed3b5680c559d3459cccf1abe9039bfa159e62e391c7270568 \
-    --hash=sha256:cfabda2a5bb85aa2a904ce06d974a3f30fb36cc63d7feaddec05d2050acede96 \
-    --hash=sha256:d169162803a24425eb5e4d51d79cbf429fd7a491b9e570a55f495ea55b26f0bf \
-    --hash=sha256:d496e2f5245319da9d764296e86c5bb6fcf0cf7a8806d3d000717a889c8c0b7b \
-    --hash=sha256:de987bb4e7ac95b99b805b99e0aae0ad51ae61df4263459d36e07cf4052d8b3a \
-    --hash=sha256:df091cf961a3be783d6aebae963cc9b71e00d57fa6f149025075217bc6a55a7b \
-    --hash=sha256:e99c7b90a29fd82fea9ef57943d501a16f3404d7b9ee81799d41639bdaae412c \
-    --hash=sha256:eb844698d11433d2139bbeeb56499102143beb582bd6c194e3ba69c22f25c274 \
-    --hash=sha256:f084813239e1eb403ddacd06a30de3d3e09a9b76e7894dcda2b22f8a726e9c60 \
-    --hash=sha256:f25bbaf1235e27704f1a7b86cd3304eabc04f569c828101d94a0e605ef7205a5 \
-    --hash=sha256:f65744d7a8bdb4bda5e1fa23e4ba16832860606fcc09d674d56e425e991539ec \
-    --hash=sha256:f72fdbae2dbc6e68b8239defb48e6a5937b12218e6ffc2c7846cc37befa84362
+httpcore2==2.9.1 \
+    --hash=sha256:4d8acbf8b306f48c9d6046591fd5ba4037d1b1b1000d140fc2c3eab1e9a0c0e2 \
+    --hash=sha256:6182472379e855fe4221246a2bb7ecede403bc61c6798062ae1787d051ccde26
+    # via httpx2
+httptools==0.8.0 \
+    --hash=sha256:0770728beb05094c809b98e814edff5fef69d26ad7d21185f2f6d5884a0ba683 \
+    --hash=sha256:0ea897f0c729581ebf72131a438a7932d9b14efef72d75ada966700cac3caaeb \
+    --hash=sha256:159e9ab5f701ccd42e555a12f1ad8ff69702910fc1c996cf2bb66e5fcb7a231b \
+    --hash=sha256:19d1ee275bb59ba2643ba9a3a1e51cc0c788caf2b8df506368e03f56fdd08527 \
+    --hash=sha256:20b4aac66ff65f7db06a375808b78f42a94970aa22e826b3cb2b43eb09174124 \
+    --hash=sha256:2a021c3a8e65cc125390d72f59b968afca3bdcaff25bd67965e0a055a14946ca \
+    --hash=sha256:2c032fa028f46871ec7e1fc59fc15e8023eab3e6bbe6ece786a1611719a5d081 \
+    --hash=sha256:2d689918c15a013c65ef52d9fd495d766893ab831a2c8d89f2ac5940a5df847c \
+    --hash=sha256:384c17174464c8e873398b7af24f0b1f44d992c820328413951a625323155d77 \
+    --hash=sha256:425f83884fd6343828d8c565f046cb72b6d19063f6924093e11bcd8e1548cd09 \
+    --hash=sha256:48774d39cbb70e2b1f71f88852a3087ae1d3a1eb80482bb48c13067ab080c14f \
+    --hash=sha256:52dd695b865fe96d9d2b16b64a895f3f57bf3cb064e8383cd3b5713a069e8085 \
+    --hash=sha256:57278e6fa0424c42a8a3e454828ab4f0aff27b40cddf9679579b98c6dce6a376 \
+    --hash=sha256:5931891fb7b441b8a3853cf1b85c82c903defce084dd5f6771ca46e31bf862c5 \
+    --hash=sha256:5d7fa4ba7292c1139c0526f0b5aad507c6263c948206ea1b1cbca015c8af1b62 \
+    --hash=sha256:5eb911c515b96ee44bbd861e42cbefc488681d450545b1d02127f6136e3a86f5 \
+    --hash=sha256:614ceea8ea606848bece2338ac03b3ce5324bcb4be8dc7d377ed708012fa4db8 \
+    --hash=sha256:6a43c9dd399758ccc0531acb0a3c4a6c299ee893ee9400e9c893b7bdcfae0681 \
+    --hash=sha256:6b2a32f18d97e16e90827d7a819ffa8dbd8cc245fc4e1fa9d1095b54ef4bd999 \
+    --hash=sha256:7685df791fad561384bfb139e77fde27a1ffd93134e016f95a0db424ffbf77b1 \
+    --hash=sha256:7b71e7d7031928c650e1006e6c03e911bf967f7c69c011d37d541c3e7bf55005 \
+    --hash=sha256:880490234c10f70a9830743097e8958d6e4b9f5a0ffc24515023afeef984054d \
+    --hash=sha256:88bdd940f2b5d487b4d032c6afa5489a7dc4694410d43de3c38c4fb3af0dc45d \
+    --hash=sha256:88eead8ec8680a9f146c655bc88445a325bd7921cfd8194c7337e9467282427d \
+    --hash=sha256:9518c406d7b310f05adb1a37f80acabac40504a575d7c0da6d3e365c695ac20d \
+    --hash=sha256:9878eb2785ba5eb70631ad269b37976f73d647955e26c91d490eb8a4edfda4ba \
+    --hash=sha256:9fc1644f415372cec4f8a5be3a64183737398f10dbb1263602a036427fe75247 \
+    --hash=sha256:a1afd7c9fbff0d9f5d489c4ce2768bd09c84a46ddefc7161e6aa82ae35c85745 \
+    --hash=sha256:a1b4c8e7a489a0d750d91894e9a8cdc295838f1924c0ca903ae993456fddec07 \
+    --hash=sha256:a3b7387147361c3fd47a0bde763c5c91b5b4cd4dc9989b8ece84ff436c99843b \
+    --hash=sha256:a6f21e2a3b0067bbe7f67e34cfd16276af556e5e52f4c7503be0cb5f90e905e4 \
+    --hash=sha256:b15fc622b0f869d19207c4089a501d9bcc63ca5e071ffdd2f03f922df882dcb2 \
+    --hash=sha256:b205e5f5523fa039679da0dfe5a10132b2a4abeae6a86fdd1ddc035f7f836557 \
+    --hash=sha256:bbb8caadb2b742d293169d2b458b5c001ef70e3158704aa3d3ef9597624c5d1d \
+    --hash=sha256:bf3b6f807c8541503cecfbb8a8dffb385640d0d96102f3d112aa8740f9b7c826 \
+    --hash=sha256:c08ffe3e79756e0963cbc8fe410139f38a5884874b6f2e17761bef6563fdcd9b \
+    --hash=sha256:c0d726cc107fceb7d45f978483b4b70dd8caa836f5914d3434bb18628eb73813 \
+    --hash=sha256:c4a9f1707e4823d54dfec6c33fa3697d302aed536ed352a7ebb5a061ddb869d0 \
+    --hash=sha256:cd96f29b4bab1d42fa6e3d008711c75e0f79e94e06827330160e3a304227f150 \
+    --hash=sha256:d76ad7b951387e3632c8716a9bb03ac5b45c5f16119aa409db0459520887944e \
+    --hash=sha256:da684f2e1aa2ee9bdcb083f3f3a68c5956750b375bc5df864d3a5f0c42a40b77 \
+    --hash=sha256:de1ed58a974e75d56560acc7e7fed01a454994429456f65209789992e41f2568 \
+    --hash=sha256:de242a49b5d18e0a8776e654e9f6bf6d89f3875a5c35b425a0e7ce940feb3fd6 \
+    --hash=sha256:df31ef5494f406ab6cf827b7e64a22841c6e2d654100e6a116ea15b46d02d5e8 \
+    --hash=sha256:e93c227b595c6926c1acee96891dd9da4be338cfbe82e5cd3bb9d8dd7dc4ac0b \
+    --hash=sha256:eb3028cca2fc0a6d720e52ef61d8ebb62fcbfeb1de56874546d858d3f25a26b7 \
+    --hash=sha256:ed377e64805bdba4943c82717333f8f8603a13b09aff9cead2717c6c817fb168 \
+    --hash=sha256:ef7c3c97f4311c7be57e2986629df89d49cb434dbff78eafcd48c2bff986b15a \
+    --hash=sha256:f256d6ce930c52ca1cb2a960b7da03548c454e7d28b06059ad41bfe789036ce0 \
+    --hash=sha256:fe2a4c95aeba2209434e7b31172da572846cae8ca0bf1e7013e61b99fbbf5e72
     # via uvicorn
 httpx[http2]==0.27.2 \
     --hash=sha256:7bb2708e112d8fdd7829cd4243970f0c223274051cb35ee80c03301ee29a3df0 \
@@ -1894,13 +2145,12 @@ httpx[http2]==0.27.2 \
     #   datasets
     #   fastapi-mcp
     #   jupyterlab
-    #   mcp
     #   openlineage-python
     #   python-keycloak
     #   qdrant-client
-httpx-sse==0.4.3 \
-    --hash=sha256:0ac1c9fe3c0afad2e0ebb25a934a59f4c7823b60792691f779fad2c5568830fc \
-    --hash=sha256:9b1ed0127459a66014aec3c56bebd93da3c1bc8bb6618c8082039a44889a755d
+httpx2==2.9.1 \
+    --hash=sha256:1820fe14a9ab1107bfeff39259987429450b070ec0ff38cc87eb0d8c97fdc71a \
+    --hash=sha256:1932a768737e3666291582833da748cc4e563c337cf96706fccc04fa6e58764a
     # via mcp
 huggingface-hub==0.36.2 \
     --hash=sha256:1934304d2fb224f8afa3b87007d58501acfda9215b334eed53072dd5e815ff7a \
@@ -1926,30 +2176,31 @@ identify==2.6.19 \
     --hash=sha256:20e6a87f786f768c092a721ad107fc9df0eb89347be9396cadf3f4abbd1fb78a \
     --hash=sha256:6be5020c38fcb07da56c53733538a3081ea5aa70d36a156f83044bfbf9173842
     # via pre-commit
-idna==3.13 \
-    --hash=sha256:585ea8fe5d69b9181ec1afba340451fba6ba764af97026f92a91d4eef164a242 \
-    --hash=sha256:892ea0cde124a99ce773decba204c5552b69c3c67ffd5f232eb7696135bc8bb3
+idna==3.18 \
+    --hash=sha256:7f952cbe720b688055e3f87de14f5c3e5fdaa8bc3928985c4077ca689de849a2 \
+    --hash=sha256:ffb385a7e039654cef1ab9ef32c6fafe283c0c0467bba1d9029738ce4a14a848
     # via
     #   anyio
     #   httpx
+    #   httpx2
     #   jsonschema
     #   requests
     #   snowflake-connector-python
     #   yarl
-imageio==2.37.3 \
-    --hash=sha256:46f5bb8522cd421c0f5ae104d8268f569d856b29eb1a13b92829d1970f32c9f0 \
-    --hash=sha256:bbb37efbfc4c400fcd534b367b91fcd66d5da639aaa138034431a1c5e0a41451
+imageio==2.37.4 \
+    --hash=sha256:1ab2e22c8debf700f24c3ac43e8f95f3b3a8110c83b93411e97b4b0b2cd1c7e6 \
+    --hash=sha256:e45cbc5e83502047fb138f7f585f7f105a136a57eea5f4b3cfc6ce1b52720bd3
     # via scikit-image
 imagesize==2.0.0 \
     --hash=sha256:5667c5bbb57ab3f1fa4bc366f4fbc971db3d5ed011fd2715fd8001f782718d96 \
     --hash=sha256:8e8358c4a05c304f1fccf7ff96f036e7243a189e9e42e90851993c558cfe9ee3
     # via sphinx
-importlib-metadata==8.7.1 \
-    --hash=sha256:49fef1ae6440c182052f407c8d34a68f72efc36db9ca90dc0113398f2fdde8bb \
-    --hash=sha256:5a1f80bf1daa489495071efbb095d75a634cf28a8bc299581244063b53176151
+importlib-metadata==8.9.0 \
+    --hash=sha256:58850626cef4bd2df100378b0f2aea9724a7b92f10770d547725b047078f99ee \
+    --hash=sha256:e0f761b6ea91ced3b0844c14c9d955224d538105921f8e6754c00f6ca79fba7f
     # via
     #   dask
-    #   opentelemetry-api
+    #   mlflow-skinny
 importlib-resources==7.1.0 \
     --hash=sha256:0722d4c6212489c530f2a145a34c0a7a3b4721bc96a15fada5930e2a0b760708 \
     --hash=sha256:1bd7b48b4088eddb2cd16382150bb515af0bd2c70128194392725f82ad2c96a1
@@ -1962,9 +2213,9 @@ invoke==3.0.3 \
     --hash=sha256:437b6a622223824380bfb4e64f612711a6b648c795f565efc8625af66fb57f0c \
     --hash=sha256:f11327165e5cbb89b2ad1d88d3292b5113332c43b8553b494da435d6ec6f5053
     # via paramiko
-ipykernel==7.2.0 \
-    --hash=sha256:18ed160b6dee2cbb16e5f3575858bc19d8f1fe6046a9a680c708494ce31d909e \
-    --hash=sha256:3bbd4420d2b3cc105cbdf3756bfc04500b1e52f090a90716851f3916c62e1661
+ipykernel==7.3.0 \
+    --hash=sha256:897eb64da762549ef610698fca5e9675195ec6ac8ec7f19d81ce1ca20c876057 \
+    --hash=sha256:9acaaaf97d16355166e4085afe9d225bfbdf2b7ef520f9df3be8f2b248275e09
     # via jupyterlab
 ipython==9.10.1 \
     --hash=sha256:82d18ae9fb9164ded080c71ef92a182ee35ee7db2395f67616034bebb020a232 \
@@ -1991,9 +2242,13 @@ isoduration==20.11.0 \
     --hash=sha256:ac2f9015137935279eac671f94f89eb00584f940f5dc49462a0c4ee692ba1bd9 \
     --hash=sha256:b2904c2a4228c3d44f409c8ae8e2370eb21a26f7ac2ec5446df141dde3452042
     # via jsonschema
-jedi==0.19.2 \
-    --hash=sha256:4770dc3de41bde3966b02eb84fbcf557fb33cce26ad23da12c742fb50ecb11f0 \
-    --hash=sha256:a8ef22bde8490f57fe5c7681a3c83cb58874daf72b4784de3cce5b6ef6edb5b9
+itsdangerous==2.2.0 \
+    --hash=sha256:c6242fc49e35958c8b15141343aa660db5fc54d4f13a1db01a3f5891b98700ef \
+    --hash=sha256:e0050c0b7da1eea53ffaf149c0cfbb5c6e2e2b69c4bef22c81fa6eb73e5f6173
+    # via flask
+jedi==0.20.0 \
+    --hash=sha256:7bdd9c2634f56713299976f4cbd59cb3fa92165cc5e05ea811fb253480728b67 \
+    --hash=sha256:c3f4ccbd276696f4b19c54618d4fb18f9fc24b0aef02acf704b23f487daa1011
     # via ipython
 jinja2==3.1.6 \
     --hash=sha256:0137fb05990d35f1275a587e9aee6d56da821fc83491a0fb838183be43f66d6d \
@@ -2001,6 +2256,7 @@ jinja2==3.1.6 \
     # via
     #   feast (pyproject.toml)
     #   altair
+    #   flask
     #   great-expectations
     #   jupyter-server
     #   jupyterlab
@@ -2020,9 +2276,9 @@ joblib==1.5.3 \
     --hash=sha256:5fc3c5039fc5ca8c0276333a188bbd59d6b7ab37fe6632daa76bc7f9ec18e713 \
     --hash=sha256:8561a3269e6801106863fd0d6d84bb737be9e7631e33aaed3fb9ce5953688da3
     # via scikit-learn
-json5==0.14.0 \
-    --hash=sha256:56cf861bab076b1178eb8c92e1311d273a9b9acea2ccc82c276abf839ebaef3a \
-    --hash=sha256:b3f492fad9f6cdbced8b7d40b28b9b1c9701c5f561bef0d33b81c2ff433fefcb
+json5==0.15.0 \
+    --hash=sha256:56636a30c0e8a4665fe2179c0212f32eae3796dea89ea6f649b9436ecdb39618 \
+    --hash=sha256:7424d1f1eb1d56da6e3d70643f53619862b4ce81440bdb8ecfd6f875e5ba4a71
     # via jupyterlab-server
 jsonlines==4.0.0 \
     --hash=sha256:0c6d2c09117550c089995247f605ae4cf77dd1533041d366351f6f298822ea74 \
@@ -2046,7 +2302,6 @@ jsonschema[format-nongpl]==4.26.0 \
     --hash=sha256:0c26707e2efad8aa1bfc5b7ce170f3fccc2e4918ff85989ba9ffa9facb2be326 \
     --hash=sha256:d489f15263b8d200f8387e64b4c3a75f06629559fb73deb8fdfb525f2dab50ce
     # via
-    #   feast (pyproject.toml)
     #   altair
     #   docling-core
     #   great-expectations
@@ -2059,9 +2314,15 @@ jsonschema-specifications==2025.9.1 \
     --hash=sha256:98802fee3a11ee76ecaca44429fda8a41bff98b00a0f2838151b113f210cc6fe \
     --hash=sha256:b540987f239e745613c7a9176f3edb72b832a4ac465cf02712288397832b5e8d
     # via jsonschema
-jupyter-client==8.8.0 \
-    --hash=sha256:d556811419a4f2d96c869af34e854e3f059b7cc2d6d01a9cd9c85c267691be3e \
-    --hash=sha256:f93a5b99c5e23a507b773d3a1136bd6e16c67883ccdbd9a829b0bbdb98cd7d7a
+jupyter-builder==1.1.1 \
+    --hash=sha256:1a13977912b08deda77fce2c803940131c27cf77a27ed64b9ffca25aa0ed7e6c \
+    --hash=sha256:f9c14bc55c0488a073f62af12d468936fcf9ecb7e9dd802f6f9c33de46ad70db
+    # via
+    #   jupyterlab
+    #   notebook
+jupyter-client==8.9.1 \
+    --hash=sha256:0b7a295bc46e8751e9adae84781f726c851c1d911bd793edc4a3bde942e3da81 \
+    --hash=sha256:a58f730dd9e728ba16ba1d62ebccf7ffe1ebbdbce4e95cfae941b7321ae1f4fa
     # via
     #   ipykernel
     #   jupyter-server
@@ -2071,6 +2332,7 @@ jupyter-core==5.9.1 \
     --hash=sha256:ebf87fdc6073d142e114c72c9e29a9d7ca03fad818c5d300ce2adc1fb0743407
     # via
     #   ipykernel
+    #   jupyter-builder
     #   jupyter-client
     #   jupyter-server
     #   jupyterlab
@@ -2085,9 +2347,9 @@ jupyter-lsp==2.3.1 \
     --hash=sha256:71b954d834e85ff3096400554f2eefaf7fe37053036f9a782b0f7c5e42dadb81 \
     --hash=sha256:fdf8a4aa7d85813976d6e29e95e6a2c8f752701f926f2715305249a3829805a6
     # via jupyterlab
-jupyter-server==2.17.0 \
-    --hash=sha256:c38ea898566964c888b4772ae1ed58eca84592e88251d2cfc4d171f81f7e99d5 \
-    --hash=sha256:e8cb9c7db4251f51ed307e329b81b72ccf2056ff82d50524debde1ee1870e13f
+jupyter-server==2.20.0 \
+    --hash=sha256:b5778ba337d8015a3dc2b80803ecdd5ac18d3797fddf61a50ea5fb472b4ebe14 \
+    --hash=sha256:c3b67c93c471e947c18b5026f04f21614218adb706df8f48227d3ee8e0a7cdcc
     # via
     #   jupyter-lsp
     #   jupyterlab
@@ -2098,9 +2360,9 @@ jupyter-server-terminals==0.5.4 \
     --hash=sha256:55be353fc74a80bc7f3b20e6be50a55a61cd525626f578dcb66a5708e2007d14 \
     --hash=sha256:bbda128ed41d0be9020349f9f1f2a4ab9952a73ed5f5ac9f1419794761fb87f5
     # via jupyter-server
-jupyterlab==4.5.7 \
-    --hash=sha256:55a9822c4754da305f41e113452c68383e214dcf96de760146af89ce5d5117b0 \
-    --hash=sha256:fba4cb0e2c44a52859669d8c98b45de029d5e515f8407bf8534d2a8fc5f0964d
+jupyterlab==4.6.2 \
+    --hash=sha256:5964447036629adfcd3fc0969effc1da6f47d2cbd0a60b2c2eea7c31be0ec6a8 \
+    --hash=sha256:e18ce8b34f3de350e93cd5b2c4f3ae884cbe266eb76bf5d6825a4ed34c13bcff
     # via notebook
 jupyterlab-pygments==0.3.0 \
     --hash=sha256:721aca4d9029252b11cfa9d185e5b5af4d54772bb8072f9b7036f4170054d35d \
@@ -2116,17 +2378,136 @@ jupyterlab-widgets==3.0.16 \
     --hash=sha256:423da05071d55cf27a9e602216d35a3a65a3e41cdf9c5d3b643b814ce38c19e0 \
     --hash=sha256:45fa36d9c6422cf2559198e4db481aa243c7a32d9926b500781c830c80f7ecf8
     # via ipywidgets
-jwcrypto==1.5.7 \
-    --hash=sha256:70204d7cca406eda8c82352e3c41ba2d946610dafd19e54403f0a1f4f18633c6 \
-    --hash=sha256:729463fefe28b6de5cf1ebfda3e94f1a1b41d2799148ef98a01cb9678ebe2bb0
+jwcrypto==1.5.8 \
+    --hash=sha256:85aeb475f808d56bbc2f2ed1f6f73e6a317c4011a4321505f02f0aed695a3742 \
+    --hash=sha256:c3d7114b6f6e65b52f6b7da817eb8cb8423e1da31e1ef13508447c81ecbdcc34
     # via python-keycloak
+kiwisolver==1.5.0 \
+    --hash=sha256:012b1eb16e28718fa782b5e61dc6f2da1f0792ca73bd05d54de6cb9561665fc9 \
+    --hash=sha256:01808c6d15f4c3e8559595d6d1fe6411c68e4a3822b4b9972b44473b24f4e679 \
+    --hash=sha256:0255a027391d52944eae1dbb5d4cc5903f57092f3674e8e544cdd2622826b3f0 \
+    --hash=sha256:0b85aad90cea8ac6797a53b5d5f2e967334fa4d1149f031c4537569972596cb8 \
+    --hash=sha256:0bf3acf1419fa93064a4c2189ac0b58e3be7872bf6ee6177b0d4c63dc4cea276 \
+    --hash=sha256:0c50b89ffd3e1a911c69a1dd3de7173c0cd10b130f56222e57898683841e4f96 \
+    --hash=sha256:0cbe94b69b819209a62cb27bdfa5dc2a8977d8de2f89dfd97ba4f53ed3af754e \
+    --hash=sha256:0df54df7e686afa55e6f21fb86195224a6d9beb71d637e8d7920c95cf0f89aac \
+    --hash=sha256:0e3aafb33aed7479377e5e9a82e9d4bf87063741fc99fc7ae48b0f16e32bdd6f \
+    --hash=sha256:12e91c215a96e39f57989c8912ae761286ac5a9584d04030ceb3368a357f017a \
+    --hash=sha256:1465387ac63576c3e125e5337a6892b9e99e0627d52317f3ca79e6930d889d15 \
+    --hash=sha256:16b85d37c2cbb3253226d26e64663f755d88a03439a9c47df6246b35defbdfb7 \
+    --hash=sha256:1b0feb50971481a2cc44d94e88bdb02cdd497618252ae226b8eb1201b957e368 \
+    --hash=sha256:1d49a49ac4cbfb7c1375301cd1ec90169dfeae55ff84710d782260ce77a75a02 \
+    --hash=sha256:1d9daea4ea6b9be74fe2f01f7fbade8d6ffab263e781274cffca0dba9be9eec9 \
+    --hash=sha256:1dd9b0b119a350976a6d781e7278ec7aca0b201e1a9e2d23d9804afecb6ca681 \
+    --hash=sha256:1f1489f769582498610e015a8ef2d36f28f505ab3096d0e16b4858a9ec214f57 \
+    --hash=sha256:2517e24d7315eb51c10664cdb865195df38ab74456c677df67bb47f12d088a27 \
+    --hash=sha256:295d9ffe712caa9f8a3081de8d32fc60191b4b51c76f02f951fd8407253528f4 \
+    --hash=sha256:2a075bd7bd19c70cf67c8badfa36cf7c5d8de3c9ddb8420c51e10d9c50e94920 \
+    --hash=sha256:32cc0a5365239a6ea0c6ed461e8838d053b57e397443c0ca894dcc8e388d4374 \
+    --hash=sha256:332b4f0145c30b5f5ad9374881133e5aa64320428a57c2c2b61e9d891a51c2f3 \
+    --hash=sha256:377815a8616074cabbf3f53354e1d040c35815a134e01d7614b7692e4bf8acfa \
+    --hash=sha256:38f4a703656f493b0ad185211ccfca7f0386120f022066b018eb5296d8613e23 \
+    --hash=sha256:3ac2360e93cb41be81121755c6462cff3beaa9967188c866e5fce5cf13170859 \
+    --hash=sha256:3c4923e404d6bcd91b6779c009542e5647fef32e4a5d75e115e3bbac6f2335eb \
+    --hash=sha256:3cdcb35dc9d807259c981a85531048ede628eabcffb3239adf3d17463518992d \
+    --hash=sha256:41024ed50e44ab1a60d3fe0a9d15a4ccc9f5f2b1d814ff283c8d01134d5b81bc \
+    --hash=sha256:413b820229730d358efd838ecbab79902fe97094565fdc80ddb6b0a18c18a581 \
+    --hash=sha256:4432b835675f0ea7414aab3d37d119f7226d24869b7a829caeab49ebda407b0c \
+    --hash=sha256:4db576bb8c3ef9365f8b40fe0f671644de6736ae2c27a2c62d7d8a1b4329f099 \
+    --hash=sha256:4e7f886f47ab881692f278ae901039a234e4025a68e6dfab514263a0b1c4ae05 \
+    --hash=sha256:4e9750bc21b886308024f8a54ccb9a2cc38ac9fa813bf4348434e3d54f337ff9 \
+    --hash=sha256:5060731cc3ed12ca3a8b57acd4aeca5bbc2f49216dd0bec1650a1acd89486bcd \
+    --hash=sha256:50847dca5d197fcbd389c805aa1a1cf32f25d2e7273dc47ab181a517666b68cc \
+    --hash=sha256:5092eb5b1172947f57d6ea7d89b2f29650414e4293c47707eb499ec07a0ac796 \
+    --hash=sha256:5124d1ea754509b09e53738ec185584cc609aae4a3b510aaf4ed6aa047ef9303 \
+    --hash=sha256:51e8c4084897de9f05898c2c2a39af6318044ae969d46ff7a34ed3f96274adca \
+    --hash=sha256:530a3fd64c87cffa844d4b6b9768774763d9caa299e9b75d8eca6a4423b31314 \
+    --hash=sha256:56fa888f10d0f367155e76ce849fa1166fc9730d13bd2d65a2aa13b6f5424489 \
+    --hash=sha256:58f812017cd2985c21fbffb4864d59174d4903dd66fa23815e74bbc7a0e2dd57 \
+    --hash=sha256:59cd8683f575d96df5bb48f6add94afc055012c29e28124fcae2b63661b9efb1 \
+    --hash=sha256:5ae8e62c147495b01a0f4765c878e9bfdf843412446a247e28df59936e99e797 \
+    --hash=sha256:5b233ea3e165e43e35dba1d2b8ecc21cf070b45b65ae17dd2747d2713d942021 \
+    --hash=sha256:6176c1811d9d5a04fa391c490cc44f451e240697a16977f11c6f722efb9041db \
+    --hash=sha256:62f59da443c4f4849f73a51a193b1d9d258dcad0c41bc4d1b8fb2bcc04bfeb22 \
+    --hash=sha256:6783e069732715ad0c3ce96dbf21dbc2235ab0593f2baf6338101f70371f4028 \
+    --hash=sha256:6ab8ba9152203feec73758dad83af9a0bbe05001eb4639e547207c40cfb52083 \
+    --hash=sha256:70d593af6a6ca332d1df73d519fddb5148edb15cd90d5f0155e3746a6d4fcc65 \
+    --hash=sha256:72ec46b7eba5b395e0a7b63025490d3214c11013f4aacb4f5e8d6c3041829588 \
+    --hash=sha256:7a32f72973f0f950c1920475d5c5ea3d971b81b6f0ec53b8d0a956cc965f22e0 \
+    --hash=sha256:7a4aa69609f40fce3cbc3f87b2061f042eee32f94b8f11db707b66a26461591a \
+    --hash=sha256:7c60d3c9b06fb23bd9c6139281ccbdc384297579ae037f08ae90c69f6845c0b1 \
+    --hash=sha256:800ee55980c18545af444d93fdd60c56b580db5cc54867d8cbf8a1dc0829938c \
+    --hash=sha256:80aa065ffd378ff784822a6d7c3212f2d5f5e9c3589614b5c228b311fd3063ac \
+    --hash=sha256:86e0287879f75621ae85197b0877ed2f8b7aa57b511c7331dce2eb6f4de7d476 \
+    --hash=sha256:893ff3a711d1b515ba9da14ee090519bad4610ed1962fbe298a434e8c5f8db53 \
+    --hash=sha256:89fc958c702ee9a745e4700378f5d23fddbc46ff89e8fdbf5395c24d5c1452a3 \
+    --hash=sha256:8c63c91f95173f9c2a67c7c526b2cea976828a0e7fced9cdcead2802dc10f8a4 \
+    --hash=sha256:8df31fe574b8b3993cc61764f40941111b25c2d9fea13d3ce24a49907cd2d615 \
+    --hash=sha256:8f9baf6f0a6e7571c45c8863010b45e837c3ee1c2c77fcd6ef423be91b21fedb \
+    --hash=sha256:9027d773c4ff81487181a925945743413f6069634d0b122d0b37684ccf4f1e18 \
+    --hash=sha256:9190426b7aa26c5229501fa297b8d0653cfd3f5a36f7990c264e157cbf886b3b \
+    --hash=sha256:940dda65d5e764406b9fb92761cbf462e4e63f712ab60ed98f70552e496f3bf1 \
+    --hash=sha256:94eff26096eb5395136634622515b234ecb6c9979824c1f5004c6e3c3c85ccd2 \
+    --hash=sha256:9eed0f7edbb274413b6ee781cca50541c8c0facd3d6fd289779e494340a2b85c \
+    --hash=sha256:ad4ae4ffd1ee9cd11357b4c66b612da9888f4f4daf2f36995eda64bd45370cac \
+    --hash=sha256:b0f172dc8ffaccb8522d7c5d899de00133f2f1ca7b0a49b7da98e901de87bf2d \
+    --hash=sha256:b2af221f268f5af85e776a73d62b0845fc8baf8ef0abfae79d29c77d0e776aaf \
+    --hash=sha256:b7d335370ae48a780c6e6a6bbfa97342f563744c39c35562f3f367665f5c1de2 \
+    --hash=sha256:b83af57bdddef03c01a9138034c6ff03181a3028d9a1003b301eb1a55e161a3f \
+    --hash=sha256:bb5136fb5352d3f422df33f0c879a1b0c204004324150cc3b5e3c4f310c9049f \
+    --hash=sha256:bc4d8e252f532ab46a1de9349e2d27b91fce46736a9eedaa37beaca66f574ed4 \
+    --hash=sha256:bdd3e53429ff02aa319ba59dfe4ceeec345bf46cf180ec2cf6fd5b942e7975e9 \
+    --hash=sha256:be12f931839a3bdfe28b584db0e640a65a8bcbc24560ae3fdb025a449b3d754e \
+    --hash=sha256:be4a51a55833dc29ab5d7503e7bcb3b3af3402d266018137127450005cdfe737 \
+    --hash=sha256:beb7f344487cdcb9e1efe4b7a29681b74d34c08f0043a327a74da852a6749e7b \
+    --hash=sha256:bf4679a3d71012a7c2bf360e5cd878fbd5e4fcac0896b56393dec239d81529ed \
+    --hash=sha256:c0e1403fd7c26d77c1f03e096dc58a5c726503fa0db0456678b8668f76f521e3 \
+    --hash=sha256:c31c13da98624f957b0fb1b5bae5383b2333c2c3f6793d9825dd5ce79b525cb7 \
+    --hash=sha256:c438f6ca858697c9ab67eb28246c92508af972e114cac34e57a6d4ba17a3ac08 \
+    --hash=sha256:c8277104ded0a51e699c8c3aff63ce2c56d4ed5519a5f73e0fd7057f959a2b9e \
+    --hash=sha256:c95cab08d1965db3d84a121f1c7ce7479bdd4072c9b3dafd8fecce48a2e6b902 \
+    --hash=sha256:cc0b66c1eec9021353a4b4483afb12dfd50e3669ffbb9152d6842eb34c7e29fd \
+    --hash=sha256:cdee07c4d7f6d72008d3f73b9bf027f4e11550224c7c50d8df1ae4a37c1402a6 \
+    --hash=sha256:ce9bf03dad3b46408c08649c6fbd6ca28a9fce0eb32fdfffa6775a13103b5310 \
+    --hash=sha256:cff8e5383db4989311f99e814feeb90c4723eb4edca425b9d5d9c3fefcdd9537 \
+    --hash=sha256:d168fda2dbff7b9b5f38e693182d792a938c31db4dac3a80a4888de603c99554 \
+    --hash=sha256:d1ffeb80b5676463d7a7d56acbe8e37a20ce725570e09549fe738e02ca6b7e1e \
+    --hash=sha256:d36ca54cb4c6c4686f7cbb7b817f66f5911c12ddb519450bbe86707155028f87 \
+    --hash=sha256:d4193f3d9dc3f6f79aaed0e5637f45d98850ebf01f7ca20e69457f3e8946b66a \
+    --hash=sha256:d5cd5189fc2b6a538b75ae45433140c4823463918f7b1617c31e68b085c0022c \
+    --hash=sha256:d618fd27420381a4f6044faa71f46d8bfd911bd077c555f7138ed88729bfbe79 \
+    --hash=sha256:d76e2d8c75051d58177e762164d2e9ab92886534e3a12e795f103524f221dd8e \
+    --hash=sha256:daae526907e262de627d8f70058a0f64acc9e2641c164c99c8f594b34a799a16 \
+    --hash=sha256:db485b3847d182b908b483b2ed133c66d88d49cacf98fd278fadafe11b4478d1 \
+    --hash=sha256:dd952e03bfbb096cfe2dd35cd9e00f269969b67536cb4370994afc20ff2d0875 \
+    --hash=sha256:dda366d548e89a90d88a86c692377d18d8bd64b39c1fb2b92cb31370e2896bbd \
+    --hash=sha256:e315e5ec90d88e140f57696ff85b484ff68bb311e36f2c414aa4286293e6dee0 \
+    --hash=sha256:e4415a8db000bf49a6dd1c478bf70062eaacff0f462b92b0ba68791a905861f9 \
+    --hash=sha256:e7a116ae737f0000343218c4edf5bd45893bfeaff0993c0b215d7124c9f77646 \
+    --hash=sha256:e7c4c09a490dc4d4a7f8cbee56c606a320f9dc28cf92a7157a39d1ce7676a657 \
+    --hash=sha256:ebae99ed6764f2b5771c522477b311be313e8841d2e0376db2b10922daebbba4 \
+    --hash=sha256:ec4c85dc4b687c7f7f15f553ff26a98bfe8c58f5f7f0ac8905f0ba4c7be60232 \
+    --hash=sha256:ed3a984b31da7481b103f68776f7128a89ef26ed40f4dc41a2223cda7fb24819 \
+    --hash=sha256:f18c2d9782259a6dc132fdc7a63c168cbc74b35284b6d75c673958982a378384 \
+    --hash=sha256:f1f9f4121ec58628c96baa3de1a55a4e3a333c5102c8e94b64e23bf7b2083309 \
+    --hash=sha256:f42c23db5d1521218a3276bb08666dcb662896a0be7347cba864eca45ff64ede \
+    --hash=sha256:f443b4825c50a51ee68585522ab4a1d1257fac65896f282b4c6763337ac9f5d2 \
+    --hash=sha256:f6764a4ccab3078db14a632420930f6186058750df066b8ea2a7106df91d3203 \
+    --hash=sha256:f7c7553b13f69c1b29a5bde08ddc6d9d0c8bfb84f9ed01c30db25944aeb852a7 \
+    --hash=sha256:fa6248cd194edff41d7ea9425ced8ca3a6f838bfb295f6f1d6e6bb694a8518df \
+    --hash=sha256:fa8eb9ecdb7efb0b226acec134e0d709e87a909fa4971a54c0c4f6e88635484c \
+    --hash=sha256:fc20894c3d21194d8041a28b65622d5b86db786da6e3cfe73f0c762951a61167 \
+    --hash=sha256:fc4d3f1fb9ca0ae9f97b095963bc6326f1dbfd3779d6679a1e016b9baaa153d3 \
+    --hash=sha256:fd40bb9cd0891c4c3cb1ddf83f8bbfa15731a248fdc8162669405451e2724b09 \
+    --hash=sha256:ff710414307fefa903e0d9bdf300972f892c23477829f49504e59834f4195398
+    # via matplotlib
 kube-authkit==0.4.0 \
     --hash=sha256:1df61ac392fca96c8f5ae8c3d6e9918f1e1655d212434b3c3da5f92cc23b660d \
     --hash=sha256:3bf5fc6ddc882498040118c907628ea68789f9a947454c241972008be59601a3
     # via codeflare-sdk
-kubernetes==35.0.0 \
-    --hash=sha256:39e2b33b46e5834ef6c3985ebfe2047ab39135d41de51ce7641a7ca5b372a13d \
-    --hash=sha256:3d00d344944239821458b9efd484d6df9f011da367ecb155dadf9513f05f09ee
+kubernetes==36.0.3 \
+    --hash=sha256:36993ed25ce59b789c9341473a228fcf268504a2fec7c2b2b1531d73072e5ce7 \
+    --hash=sha256:8fde9241c4b298e6374a069dcf728359b4e72c2fb29489a975ba4e1c047cf10f
     # via
     #   feast (pyproject.toml)
     #   codeflare-sdk
@@ -2349,13 +2730,17 @@ makefun==1.16.0 \
     --hash=sha256:43baa4c3e7ae2b17de9ceac20b669e9a67ceeadff31581007cca20a07bbe42c4 \
     --hash=sha256:e14601831570bff1f6d7e68828bcd30d2f5856f24bad5de0ccb22921ceebc947
     # via great-expectations
-markdown-it-py==4.0.0 \
-    --hash=sha256:87327c59b172c5011896038353a81343b6754500a08cd7a4973bb48c6d578147 \
-    --hash=sha256:cb0a2b4aa34f932c007117b194e945bd74e0ec24133ceb5bac59009cda1cb9f3
+mako==1.3.12 \
+    --hash=sha256:8f61569480282dbf557145ce441e4ba888be453c30989f879f0d652e39f53ea9 \
+    --hash=sha256:9f778e93289bd410bb35daadeb4fc66d95a746f0b75777b942088b7fd7af550a
+    # via alembic
+markdown-it-py==4.2.0 \
+    --hash=sha256:04a21681d6fbb623de53f6f364d352309d4094dd4194040a10fd51833e418d49 \
+    --hash=sha256:9f7ebbcd14fe59494226453aed97c1070d83f8d24b6fc3a3bcf9a38092641c4a
     # via rich
-marko==2.2.2 \
-    --hash=sha256:6940308e655f63733ca518c47a68ec9510279dbb916c83616e4c4b5829f052e8 \
-    --hash=sha256:f064ae8c10416285ad1d96048dc11e98ef04e662d3342ae416f662b70aa7959e
+marko==2.2.3 \
+    --hash=sha256:8e1d7a0387281e59dfbc52a381b58c570156970e36b2bbe047f8a3a2f368cacc \
+    --hash=sha256:e31ec2875383bc62f9093d16babed5a2c2cde601c00d834ea935a2222120ec19
     # via docling
 markupsafe==3.0.3 \
     --hash=sha256:0303439a41979d9e74d18ff5e2dd8c43ed6c6001fd40e5bf2e43f7bd9bbc523f \
@@ -2448,45 +2833,105 @@ markupsafe==3.0.3 \
     --hash=sha256:f9e130248f4462aaa8e2552d547f36ddadbeaa573879158d721bbd33dfe4743a \
     --hash=sha256:fed51ac40f757d41b7c48425901843666a6677e3e8eb0abcff09e4ba6e664f50
     # via
+    #   flask
     #   jinja2
+    #   mako
     #   nbconvert
     #   werkzeug
 marshmallow==3.26.2 \
     --hash=sha256:013fa8a3c4c276c24d26d84ce934dc964e2aa794345a0f8c7e5a7191482c8a73 \
     --hash=sha256:bbe2adb5a03e6e3571b573f42527c6fe926e17467833660bebd11593ab8dfd57
     # via great-expectations
-matplotlib-inline==0.2.1 \
-    --hash=sha256:d56ce5156ba6085e00a9d54fead6ed29a9c47e215cd1bba2e976ef39f5710a76 \
-    --hash=sha256:e1ee949c340d771fc39e241ea75683deb94762c8fa5f2927ec57c83c4dffa9fe
+matplotlib==3.11.1 \
+    --hash=sha256:0c1f44890d435c1b4ef52f701ad5828cb450ea97bcc83918fda6be74965d6cd2 \
+    --hash=sha256:11664c551345553db92e61cae6cf1376f138f8c47cafdf13b64b18f3e3e9e464 \
+    --hash=sha256:1524e2bdd48a93557aa47ddcfe9c225dfdd57d5a01a5c49128c20f0632980ee1 \
+    --hash=sha256:191163532cdefcb1571ca38a6d7e6474baccde64495783e6ba47aa07ec4b9bbb \
+    --hash=sha256:1ac697e591c11b6ad04679a73c2d2f9980fe9d9f0311fb414a2e329706343dfb \
+    --hash=sha256:216fbb93a74add02ddb4cb38ef5348f59ac00b3e84567eaf16598772d40e150a \
+    --hash=sha256:21a67b961a6d597bca54fae826cd20695ba4a6e4d05424a08da6e13e3176fd6b \
+    --hash=sha256:2abdee5ffa2fe11b2d19f7a5c63b785fb7c28cc46c7bc1814156341d9d1a33e1 \
+    --hash=sha256:30c492d4ba9448595b6fd8708c6725963f8148e25c0d8842948da5b05f0ee8d3 \
+    --hash=sha256:3d3fd84082b1afbd9398466c81309e20045be20d48fe0fb18c43504d164cbbb2 \
+    --hash=sha256:427258425f9a3fc4ed79a91f9e9b9aaf5a82cb6571e85dc14063cc6fbb993741 \
+    --hash=sha256:480194afceca4df2f137c2721227d3cba67121fbf4397b69cee7f83714b0a58a \
+    --hash=sha256:54d47b8ae8b579633a3902ca5b4ad6c1e132a5626d64447b2e22a66394e79987 \
+    --hash=sha256:5af0dcda57d471440a7b5b623e70e0a61003518443d9098f211a96ecfbbc25be \
+    --hash=sha256:5e1f8922ba31959cf6a9dfb51be64b7f7bc582801a3957dc0c2f3afcd3537adf \
+    --hash=sha256:5e510088c27a89d53580a752f959146893563e63c330e161d159b0fee652af6f \
+    --hash=sha256:6771b0cd7838c6a857a7209814158c0ad09bfef878db3033dd82d70ad101f191 \
+    --hash=sha256:67e4c3cd578c65ebd81bdc09a1b6592ceafee6dfafe116dc85dfcb647b5bbb18 \
+    --hash=sha256:68408341f2312836fbbdf6b3c78047f65b2d8752f5fd221c3e72d348f5b34f8b \
+    --hash=sha256:69647db5746941c793d6e445a4cd349323ffb87d9cc958c2ad84a659b4832d30 \
+    --hash=sha256:6be943cb68bc6660ead58c55b3aa6366cba2ef7feb06460fbcce32360376f19f \
+    --hash=sha256:7389b77ed2ab0552f46d9a90b81b7b8e6dfcdc42adc36c37a0865799843e0e3e \
+    --hash=sha256:7f33a781e12b1e53b278deb2f5373c2e55ec4f10727be3440c0cfb5cda9f944f \
+    --hash=sha256:83235693abde86e5e0129998f80ee39fc7f58e6d56a88fafb28a9278833e9d5f \
+    --hash=sha256:88a2a27dd9691ae448dfae4b26f59036be90c3c28757edd3553a29559d00859f \
+    --hash=sha256:89b193b255f4f6f7948dbcee3691f4f341ab05d9a8874a67b45ddb4182922eda \
+    --hash=sha256:8b14eb22961fe865efb0e4ff167e333e428908b00115a8d800ccb65ee108e481 \
+    --hash=sha256:9601a1e90be21e4884c53b4f3dc3ee0544654946f9975258d691f1c2e2f119c6 \
+    --hash=sha256:96f4bdeea33a8d15a071dbfe6d119451b1d719c733ac666d65357082901a9099 \
+    --hash=sha256:9a076f4fc5cdc43fdf510f5981418d25c2db4973418d9f22d8bb3dc8045ada78 \
+    --hash=sha256:9fdf1c818ab05d0e74002091ddaf414478a3a449ec9d51c8976d45be7e3a01e2 \
+    --hash=sha256:ac104be2768ffdd8655db9e71b768cbb45f2b9aa7b450cf1595e8f65d3822319 \
+    --hash=sha256:ae30c6109848ac0f9fa36c5d6270938487614c47ba31860bd5361266dabc5685 \
+    --hash=sha256:aee55e9041211bf84302ab55ec3965df18dd90ae19f8b58332a7feaf208bfe83 \
+    --hash=sha256:b0a19dcf73406d3746d25a5ed42d713604c9a3e024d129b102852b0d941cb9f3 \
+    --hash=sha256:b4c78ceb2f11bcac7389d305cda17aeb1f4586a857854ab5780bd3dd8dbfc407 \
+    --hash=sha256:b7cf158e7add54a8d51ac9b5a84abd6d4e13ed4951b4f25f1c5139f41c2addb2 \
+    --hash=sha256:b937b9dba5f5f6c1e31c47abe2186c865c0914fd18f2ce0dfc39c9adcef5951d \
+    --hash=sha256:ba8f811b8ddfac493734d6af0b2dff96919d0c28ca0d641858dab4262777c6ea \
+    --hash=sha256:c52f7ad20ef476806ed212380b1d54d20310c8b86bdc2c9a68b51f0024a44472 \
+    --hash=sha256:c90be0b73568da4f662afac580956a76e308437e641b4a45aa08925eeb67d95f \
+    --hash=sha256:d2ace7273b9a5061a3b420918a16fae1f2dc5dfee1abcc13aba71b5d94b1820c \
+    --hash=sha256:dadfe80797174e2984aae3be0b77594a3c72d2c0a40fbd4a0de48d2728caf3ae \
+    --hash=sha256:e15ef41507f3d525f46154ac9e3ae785dacde9f20e593a25de8986267892ef74 \
+    --hash=sha256:e4b9ac2f1f607ecda2af90a5232beee2af7582fce1cc30c4b6a1b012dc21ee99 \
+    --hash=sha256:f2912f647f3fbe1ccf085f91e213936f9101bead81a5e670565b1f1b3712f4fb
+    # via mlflow
+matplotlib-inline==0.2.2 \
+    --hash=sha256:3c821cf1c209f59fb2d2d64abbf5b23b67bcb2210d663f9918dd851c6da1fcf6 \
+    --hash=sha256:72f3fe8fce36b70d4a5b612f899090cd0401deddc4ea90e1572b9f4bfb058c79
     # via
     #   ipykernel
     #   ipython
-mcp==1.27.0 \
-    --hash=sha256:5ce1fa81614958e267b21fb2aa34e0aea8e2c6ede60d52aba45fd47246b4d741 \
-    --hash=sha256:d3dc35a7eec0d458c1da4976a48f982097ddaab87e278c5511d5a4a56e852b83
-    # via fastapi-mcp
+mcp==1.29.0 \
+    --hash=sha256:52d01f334de1868cc3bb2d6604931126a67631f99a6c5d3b82ba47290315ec36 \
+    --hash=sha256:f5a075bb611f23d6f4d080c6a1699fa62772eebc562ba9e66b306ddde1c755f7
+    # via
+    #   feast (pyproject.toml)
+    #   fastapi-mcp
 mdurl==0.1.2 \
     --hash=sha256:84008a41e51615a49fc9966191ff91509e3c40b939176e643fd50a5c2196b8f8 \
     --hash=sha256:bb413d29f5eea38f31dd4754dd7377d4465116fb207585f97bf925588687c1ba
     # via markdown-it-py
-milvus-lite==2.4.12 \
-    --hash=sha256:20087663e7b4385050b7ad08f1f03404426d4c87b1ff91d5a8723eee7fd49e88 \
-    --hash=sha256:334037ebbab60243b5d8b43d54ca2f835d81d48c3cda0c6a462605e588deb05d \
-    --hash=sha256:a0f3a5ddbfd19f4a6b842b2fd3445693c796cde272b701a1646a94c1ac45d3d7 \
-    --hash=sha256:e8d4f7cdd5f731efd6faeee3715d280fd91a5f9b4d89312664d56401f65b1473
-    # via
-    #   feast (pyproject.toml)
-    #   pymilvus
+milvus-lite==3.1.1 \
+    --hash=sha256:0cbf8386a2e99b6464a5eda14cf8e31934b0e287e36c831e293aee614d9efc2e \
+    --hash=sha256:0f343c9bf1e291d6c2fa615a52a57090ebbaf96b84bfb71f7eb73cd95cd7fc1c
+    # via feast (pyproject.toml)
 minio==7.2.11 \
     --hash=sha256:153582ed52ff3b5005ba558e1f25bfe1e9e834f7f0745e594777f28e3e81e1a0 \
     --hash=sha256:4db95a21fe1e2022ec975292d8a1f83bd5b18f830d23d42a4518ac7a5281d7c5
     # via feast (pyproject.toml)
-mistune==3.2.0 \
-    --hash=sha256:708487c8a8cdd99c9d90eb3ed4c3ed961246ff78ac82f03418f5183ab70e398a \
-    --hash=sha256:febdc629a3c78616b94393c6580551e0e34cc289987ec6c35ed3f4be42d0eee1
+mistune==3.3.4 \
+    --hash=sha256:58b5c96d6fcb61190dfe5fae498d2b2065f99cf61e9649418fd54cf1ada86dfe \
+    --hash=sha256:ee015381e955e370962968befe1d729ab60fafb6a715ac6751763fbce38c8d4a
     # via
     #   great-expectations
     #   nbconvert
+mlflow==3.2.0 \
+    --hash=sha256:db97b925cc8afba15caf3749dcb4a95be83f9608e974f23253fbbc1d675247ea \
+    --hash=sha256:e96bd42238ea8b477691c8a8f6e8bdbf9247415ad7892e6e885994c6940bcf74
+    # via feast (pyproject.toml)
+mlflow-skinny==3.2.0 \
+    --hash=sha256:b359ec082a0a966e4e8e80f03d850da7fa677ebe57e67b1c0877029e5eeee443 \
+    --hash=sha256:ec33a6fc164973e3b4d208e4ab8bec118ea93ff890ffbd08817b66468235ed71
+    # via mlflow
+mlflow-tracing==3.2.0 \
+    --hash=sha256:4180d48b6b68a70b3e37987def3b0689d3f4ba722f5d2b98344c3717d2289b99 \
+    --hash=sha256:6f3dd940752ca28871b09880e9426d1293460822faa8706b33af1d50c29a0355
+    # via mlflow
 mmh3==5.2.1 \
     --hash=sha256:022aa1a528604e6c83d0a7705fdef0b5355d897a9e0fa3a8d26709ceaa06965d \
     --hash=sha256:0634581290e6714c068f4aa24020acf7880927d1f0084fa753d9799ae9610082 \
@@ -2595,7 +3040,9 @@ mmh3==5.2.1 \
     --hash=sha256:fc78739b5ec6e4fb02301984a3d442a91406e7700efbe305071e7fd1c78278f2 \
     --hash=sha256:fceef7fe67c81e1585198215e42ad3fdba3a25644beda8fbdaf85f4d7b93175a \
     --hash=sha256:fd96476f04db5ceba1cfa0f21228f67c1f7402296f0e73fee3513aa680ad237b
-    # via feast (pyproject.toml)
+    # via
+    #   feast (pyproject.toml)
+    #   pyiceberg
 mock==2.0.0 \
     --hash=sha256:5ce3c71c5545b472da17b72268978914d0252980348636840bd34a00b5cc96c1 \
     --hash=sha256:b158b6df76edd239b8208d481dc46b6afd45a846b7812ff0ce58971cf5bc8bba
@@ -2612,9 +3059,9 @@ mpmath==1.3.0 \
     --hash=sha256:7a28eb2a9774d00c7bc92411c19a89209d5da7c4c9a9e227be8330a23a25b91f \
     --hash=sha256:a0b2b9fe80bbcd81a6647ff13108738cfb482d481d826cc0e02f5b35e5c88d2c
     # via sympy
-msal==1.36.0 \
-    --hash=sha256:36ecac30e2ff4322d956029aabce3c82301c29f0acb1ad89b94edcabb0e58ec4 \
-    --hash=sha256:3f6a4af2b036b476a4215111c4297b4e6e236ed186cd804faefba23e4990978b
+msal==1.37.0 \
+    --hash=sha256:1b1672a33ee467c1d70b341bb16cafd51bb3c817147a95b93263794b03971bec \
+    --hash=sha256:dd17e95a7c71bce75e8108113438ba7c4a086b3bcad4f57a8c09b7af3d753c2d
     # via
     #   azure-identity
     #   msal-extensions
@@ -2622,69 +3069,73 @@ msal-extensions==1.3.1 \
     --hash=sha256:96d3de4d034504e969ac5e85bae8106c8373b5c6568e4c8fa7af2eca9dbe6bca \
     --hash=sha256:c5b0fd10f65ef62b5f1d62f4251d51cbcaf003fcedae8c91b040a488614be1a4
     # via azure-identity
-msgpack==1.1.2 \
-    --hash=sha256:0051fffef5a37ca2cd16978ae4f0aef92f164df86823871b5162812bebecd8e2 \
-    --hash=sha256:04fb995247a6e83830b62f0b07bf36540c213f6eac8e851166d8d86d83cbd014 \
-    --hash=sha256:180759d89a057eab503cf62eeec0aa61c4ea1200dee709f3a8e9397dbb3b6931 \
-    --hash=sha256:1d1418482b1ee984625d88aa9585db570180c286d942da463533b238b98b812b \
-    --hash=sha256:1de460f0403172cff81169a30b9a92b260cb809c4cb7e2fc79ae8d0510c78b6b \
-    --hash=sha256:1fdf7d83102bf09e7ce3357de96c59b627395352a4024f6e2458501f158bf999 \
-    --hash=sha256:1fff3d825d7859ac888b0fbda39a42d59193543920eda9d9bea44d958a878029 \
-    --hash=sha256:283ae72fc89da59aa004ba147e8fc2f766647b1251500182fac0350d8af299c0 \
-    --hash=sha256:2929af52106ca73fcb28576218476ffbb531a036c2adbcf54a3664de124303e9 \
-    --hash=sha256:2e86a607e558d22985d856948c12a3fa7b42efad264dca8a3ebbcfa2735d786c \
-    --hash=sha256:350ad5353a467d9e3b126d8d1b90fe05ad081e2e1cef5753f8c345217c37e7b8 \
-    --hash=sha256:354e81bcdebaab427c3df4281187edc765d5d76bfb3a7c125af9da7a27e8458f \
-    --hash=sha256:365c0bbe981a27d8932da71af63ef86acc59ed5c01ad929e09a0b88c6294e28a \
-    --hash=sha256:372839311ccf6bdaf39b00b61288e0557916c3729529b301c52c2d88842add42 \
-    --hash=sha256:3b60763c1373dd60f398488069bcdc703cd08a711477b5d480eecc9f9626f47e \
-    --hash=sha256:41d1a5d875680166d3ac5c38573896453bbbea7092936d2e107214daf43b1d4f \
-    --hash=sha256:42eefe2c3e2af97ed470eec850facbe1b5ad1d6eacdbadc42ec98e7dcf68b4b7 \
-    --hash=sha256:446abdd8b94b55c800ac34b102dffd2f6aa0ce643c55dfc017ad89347db3dbdb \
-    --hash=sha256:454e29e186285d2ebe65be34629fa0e8605202c60fbc7c4c650ccd41870896ef \
-    --hash=sha256:4efd7b5979ccb539c221a4c4e16aac1a533efc97f3b759bb5a5ac9f6d10383bf \
-    --hash=sha256:5559d03930d3aa0f3aacb4c42c776af1a2ace2611871c84a75afe436695e6245 \
-    --hash=sha256:5928604de9b032bc17f5099496417f113c45bc6bc21b5c6920caf34b3c428794 \
-    --hash=sha256:59415c6076b1e30e563eb732e23b994a61c159cec44deaf584e5cc1dd662f2af \
-    --hash=sha256:5a46bf7e831d09470ad92dff02b8b1ac92175ca36b087f904a0519857c6be3ff \
-    --hash=sha256:602b6740e95ffc55bfb078172d279de3773d7b7db1f703b2f1323566b878b90e \
-    --hash=sha256:61c8aa3bd513d87c72ed0b37b53dd5c5a0f58f2ff9f26e1555d3bd7948fb7296 \
-    --hash=sha256:67016ae8c8965124fdede9d3769528ad8284f14d635337ffa6a713a580f6c030 \
-    --hash=sha256:6bde749afe671dc44893f8d08e83bf475a1a14570d67c4bb5cec5573463c8833 \
-    --hash=sha256:6c15b7d74c939ebe620dd8e559384be806204d73b4f9356320632d783d1f7939 \
-    --hash=sha256:70a0dff9d1f8da25179ffcf880e10cf1aad55fdb63cd59c9a49a1b82290062aa \
-    --hash=sha256:70c5a7a9fea7f036b716191c29047374c10721c389c21e9ffafad04df8c52c90 \
-    --hash=sha256:7bc8813f88417599564fafa59fd6f95be417179f76b40325b500b3c98409757c \
-    --hash=sha256:80a0ff7d4abf5fecb995fcf235d4064b9a9a8a40a3ab80999e6ac1e30b702717 \
-    --hash=sha256:86f8136dfa5c116365a8a651a7d7484b65b13339731dd6faebb9a0242151c406 \
-    --hash=sha256:897c478140877e5307760b0ea66e0932738879e7aa68144d9b78ea4c8302a84a \
-    --hash=sha256:8b696e83c9f1532b4af884045ba7f3aa741a63b2bc22617293a2c6a7c645f251 \
-    --hash=sha256:8e22ab046fa7ede9e36eeb4cfad44d46450f37bb05d5ec482b02868f451c95e2 \
-    --hash=sha256:94fd7dc7d8cb0a54432f296f2246bc39474e017204ca6f4ff345941d4ed285a7 \
-    --hash=sha256:99e2cb7b9031568a2a5c73aa077180f93dd2e95b4f8d3b8e14a73ae94a9e667e \
-    --hash=sha256:9ade919fac6a3e7260b7f64cea89df6bec59104987cbea34d34a2fa15d74310b \
-    --hash=sha256:9fba231af7a933400238cb357ecccf8ab5d51535ea95d94fc35b7806218ff844 \
-    --hash=sha256:a465f0dceb8e13a487e54c07d04ae3ba131c7c5b95e2612596eafde1dccf64a9 \
-    --hash=sha256:a605409040f2da88676e9c9e5853b3449ba8011973616189ea5ee55ddbc5bc87 \
-    --hash=sha256:a668204fa43e6d02f89dbe79a30b0d67238d9ec4c5bd8a940fc3a004a47b721b \
-    --hash=sha256:a7787d353595c7c7e145e2331abf8b7ff1e6673a6b974ded96e6d4ec09f00c8c \
-    --hash=sha256:a8f6e7d30253714751aa0b0c84ae28948e852ee7fb0524082e6716769124bc23 \
-    --hash=sha256:ad09b984828d6b7bb52d1d1d0c9be68ad781fa004ca39216c8a1e63c0f34ba3c \
-    --hash=sha256:bafca952dc13907bdfdedfc6a5f579bf4f292bdd506fadb38389afa3ac5b208e \
-    --hash=sha256:be52a8fc79e45b0364210eef5234a7cf8d330836d0a64dfbb878efa903d84620 \
-    --hash=sha256:be5980f3ee0e6bd44f3a9e9dea01054f175b50c3e6cdb692bc9424c0bbb8bf69 \
-    --hash=sha256:c63eea553c69ab05b6747901b97d620bb2a690633c77f23feb0c6a947a8a7b8f \
-    --hash=sha256:d198d275222dc54244bf3327eb8cbe00307d220241d9cec4d306d49a44e85f68 \
-    --hash=sha256:d62ce1f483f355f61adb5433ebfd8868c5f078d1a52d042b0a998682b4fa8c27 \
-    --hash=sha256:d99ef64f349d5ec3293688e91486c5fdb925ed03807f64d98d205d2713c60b46 \
-    --hash=sha256:db6192777d943bdaaafb6ba66d44bf65aa0e9c5616fa1d2da9bb08828c6b39aa \
-    --hash=sha256:e23ce8d5f7aa6ea6d2a2b326b4ba46c985dbb204523759984430db7114f8aa00 \
-    --hash=sha256:e64c8d2f5e5d5fda7b842f55dec6133260ea8f53c4257d64494c534f306bf7a9 \
-    --hash=sha256:e69b39f8c0aa5ec24b57737ebee40be647035158f14ed4b40e6f150077e21a84 \
-    --hash=sha256:ea5405c46e690122a76531ab97a079e184c0daf491e588592d6a23d3e32af99e \
-    --hash=sha256:f2cb069d8b981abc72b41aea1c580ce92d57c673ec61af4c500153a626cb9e20 \
-    --hash=sha256:fac4be746328f90caa3cd4bc67e6fe36ca2bf61d5c6eb6d895b6527e3f05071e \
-    --hash=sha256:fffee09044073e69f2bad787071aeec727183e7580443dfeb8556cbf1978d162
+msgpack==1.2.1 \
+    --hash=sha256:01e2dd6c9b19d333a00282330cc8a73d38d8dabc306dc5b42cd668c3ac82e833 \
+    --hash=sha256:020e881a764b20d8d7ca1a54fc01b8175519d108e3c3f194fddc200bda95951a \
+    --hash=sha256:04c721c2c7448767e9e3f2520a475663d8ee0f09c31890f6d2bd70fd636a9647 \
+    --hash=sha256:05f340e47e7e47d2da8db9b53e1bb1d294369e9ef45a747441309f6650b8351d \
+    --hash=sha256:0a70e3cf2804a300d921bb0940426e35f4e489a23adfb77a808892241db0a064 \
+    --hash=sha256:0adcf06ffde0777c0e1a9b771a2b1c4226ba1bbf748c8efcc02fcdeca3299107 \
+    --hash=sha256:0c0d9802354507bcba62af19c17918e3eb437cc25e6f50657d511b5856a77aac \
+    --hash=sha256:0e2bf9280bceb5efca998435904b5d3e9fdbcc11d90dc9df30aec7973252b720 \
+    --hash=sha256:1233ee2dd0cefba127583de50ea654677277047d238303521db35def3d7b2e7c \
+    --hash=sha256:146ee4e9ce80b365c6d4c47073da9da7bcec473e58194ceee5dd7620ace77e06 \
+    --hash=sha256:1548006a91aa93c5da81f3bdcebc1a0d10cea2d25969754fbe848da622b2b895 \
+    --hash=sha256:196300e7e5d6e74d50f1607ab9c06c4a1484c383cd22defd727902591f7e8dde \
+    --hash=sha256:1dabedcd0f23559f3596428c6589c1cd8c6eaed3a0d720795b07b0225d769203 \
+    --hash=sha256:20466cca18c49c7292a8984bc15d65857b171e7264bdcb5f96baf8be238791fc \
+    --hash=sha256:298872ecf9e61950f1c6af4ca969b859ee91783bb920ef6e6172697d0c8aad74 \
+    --hash=sha256:29a3f6e9667868429d8240dfd063ea5ffdc1321c13d783aa23827a38de0dcb22 \
+    --hash=sha256:2eda0b7ebb1283a98d3e4492ac933c8af6aff59fd3df1c3ed024f536af4b1dc8 \
+    --hash=sha256:2ef59c659f289eddf8aa6623823f19fa2f40a4029266889eac7a2505dd210c35 \
+    --hash=sha256:2ff164c1b0bcb740b073b99e945234d0212852fa378e44a208c425379140dbeb \
+    --hash=sha256:33f14fba63278b714efe6ad07e50ea5f03d91537aa6a1c5f1ceca4cf44013ca9 \
+    --hash=sha256:350cb813d0af6e65d2f7ef0d729f7ff5be5a8bce03665892f43e5883d4ecc1b8 \
+    --hash=sha256:4202c74688ca06591f78cb18988228bd4cca2cc75d57b60008372892d2f1e6e6 \
+    --hash=sha256:4227224aaec8f7fbcbfbd4272319347b2bb4030366502600f8c45588c5187b07 \
+    --hash=sha256:491cc39455ca765fad51fb451bf2915eb2cf41192ab5801ce8d67c1d614fe056 \
+    --hash=sha256:575957e79cd51903a4e8495a242442949641e08f1efd5197b43bebd3ea7682b4 \
+    --hash=sha256:5ad5467fc3f68b5468e06c5f788d712e9f8ffc8b0cd1bcb160c105c1ee92dae7 \
+    --hash=sha256:5bb9c386f0a329c035ddbab4b72d1028bf9627add8dda41070288563d57ed1b1 \
+    --hash=sha256:5c24aa15d5963051e1a5c62b12c50cd705992502b5ec1f3bece6046f33c9fc24 \
+    --hash=sha256:5f6277e5f783c36786a145e0247fc189a03f35f84b251646e53592d2bc12b355 \
+    --hash=sha256:60926b75d00c8e816ef98f3034f484a8bc64242d66839cef4cf7e503142316a0 \
+    --hash=sha256:633727297ed063441fd1cda2288865487f33ad14eeb8831afb5f0c396a62cfce \
+    --hash=sha256:67f6dd22fa72a93752643f07889796d62739a13415ee630169a8ce764f86cf9f \
+    --hash=sha256:6d09badf350af2be9d189184e04e64cf54ad93569ab3d96fca58bd3e84aad707 \
+    --hash=sha256:6ee967f7c7e1df2890c671ff2ee51a28ded0efc95da3e507176dee881ce36c66 \
+    --hash=sha256:74847557e28ce71bd3c438a447ca90e4b507e997ddbdef8a12a7b283b86c156b \
+    --hash=sha256:779197a6513bab3c3632265e3d0f7cb3227e62510841a6f34f1eaa37efbb345e \
+    --hash=sha256:787c9bebb5833e8f6fc8abca3c0597683d8d87f56a8842b6b89c75a5f3176e2d \
+    --hash=sha256:7d31c0ac0c640f877804c67cb2bc9f4e23dc2db97e96c2e67fa27d38283b41f8 \
+    --hash=sha256:810b916696c86ef0deb3b74588480224df4c1b071136c34183e4a2a4284d7ac7 \
+    --hash=sha256:83efa1c898e0fc5380fc0cabbf75164c52e3b5cbb45973710d75821928380c73 \
+    --hash=sha256:85f57e960d877f2977f6430896191b04a21f8901b3b4baf2e4604329f4db5402 \
+    --hash=sha256:8b267ce94efb76fbd1b3373511420074ee3187f0f7811bf394531de13294735a \
+    --hash=sha256:8c2ed1e48cc0f460bf3c7780e7137ff21a4e18433451916f2442c1b21036cd7d \
+    --hash=sha256:8c7b398c56ff125feae96c2737abfec5595f1fa0aa186df60c56040b8accb95c \
+    --hash=sha256:8d00f177ca88a77c1cf848d204a38f249751650b601cb6532acc68805d8a8273 \
+    --hash=sha256:8ff92d7feeaf5bc26c51495b69e2f99ed97ab79346fb6555f44be7dd2ac6503b \
+    --hash=sha256:91054a783328e0ea7954b8771095705c8d2243b814743fbaadf14552c9c52c5d \
+    --hash=sha256:98b58bdb89c46190e4609bb36abe17c6d4105ad13f9c5f8f6f64d320f8ced3fb \
+    --hash=sha256:a28d076ca7c82b9c8728ad90b7147489449557038bed50e4241eb832395169b4 \
+    --hash=sha256:aa6c4be5d1c02a42b066ca6ddb71adf36432868fdcdb6ee87e634e86e0674190 \
+    --hash=sha256:aded5bdf32609dc7987a49bbbd15a8ef096193f96dd8bbeb791de729e650acf5 \
+    --hash=sha256:afc5febcd4c99effbc02b528e49d6fd0760b2b7d48c05239e345a5fa6e743d9a \
+    --hash=sha256:b50b727bd652bdc37d950336c848ef20ec54a4cafc38dce19b1cd86ad625d0f7 \
+    --hash=sha256:c1c79a604a2969a868a78b6ebd27a887e00c624f14f66b3038e0590cb23332d1 \
+    --hash=sha256:ca0dacff965c47afdc3749a8469d7302a8f801d6a28758d55120d75e66ce6889 \
+    --hash=sha256:d3567748a5107cb40cdf66a275430c2f87c07777698f4bfd25c35f44d533258c \
+    --hash=sha256:dc871b997a9370d855b7394465f2f350e847a5b806dd38dcc9c989e7d87da155 \
+    --hash=sha256:dd3bfe82d53edfe4b7fc9a7ec9761e23a7a5b1dac22264505af428253c29ed24 \
+    --hash=sha256:e3dc2feb0876209d9c38aa56cb1de169bd6c4348f1aa48271f241226590993e6 \
+    --hash=sha256:e4f1d0f8f98ade9634e01fb704a408f9336c0a8f1117b369f5db83dc7551d8b1 \
+    --hash=sha256:ec0e675d59150a6269ddc9139087c722292664a37d071a849c05c473350f1f2d \
+    --hash=sha256:ee1d9ed27d0497b848923746cf762ed2e7db24f4be7eec8e5cbe8c766aa707b7 \
+    --hash=sha256:f02cf17a6ca1abe29b5f980644f7551f94d71f2011509b26d8625ce038f0df64 \
+    --hash=sha256:f12038a35fabd52e56a3547bab42401af49a45caa6dd00b34c44de235bc93ee2 \
+    --hash=sha256:f310233ef7fb9c14e201c93639fe5f5260b005f56f0b29048e999c30935596cc \
+    --hash=sha256:f9389552ecf4784886345ead0647e4edc96bee37cbab05b75540f542f766c48c
     # via ray
 multidict==6.7.1 \
     --hash=sha256:026d264228bcd637d4e060844e39cdc60f86c479e463d49075dedc21b18fbbe0 \
@@ -2896,9 +3347,13 @@ mypy-protobuf==3.3.0 \
     --hash=sha256:15604f6943b16c05db646903261e3b3e775cf7f7990b7c37b03d043a907b650d \
     --hash=sha256:24f3b0aecb06656e983f58e07c732a90577b9d7af3e1066fc2b663bbf0370248
     # via feast (pyproject.toml)
-nbclient==0.10.4 \
-    --hash=sha256:1e54091b16e6da39e297b0ece3e10f6f29f4ac4e8ee515d29f8a7099bd6553c9 \
-    --hash=sha256:9162df5a7373d70d606527300a95a975a47c137776cd942e52d9c7e29ff83440
+narwhals==2.24.0 \
+    --hash=sha256:42fdedf44e5b2ca7505630d45b4ac3058f38d8485cba9fe1652ca23152df7489 \
+    --hash=sha256:b5c0f684ccd9d7475b564111e319a4964abcf2baf79d3cf6b1003d06ac9b828d
+    # via scikit-learn
+nbclient==0.11.0 \
+    --hash=sha256:04a134a5b087f2c5887f228aca155db50169b8cd9334dee6942c8e927e56081a \
+    --hash=sha256:ef7fa0d59d6e1d41103933d8a445a18d5de860ca6b613b87b8574accdb3c2895
     # via nbconvert
 nbconvert==7.17.1 \
     --hash=sha256:34d0d0a7e73ce3cbab6c5aae8f4f468797280b01fd8bd2ca746da8569eddd7d2 \
@@ -2912,9 +3367,9 @@ nbformat==5.10.4 \
     #   jupyter-server
     #   nbclient
     #   nbconvert
-nest-asyncio==1.6.0 \
-    --hash=sha256:6f172d5449aca15afd6c646851f4e31e02c598d553a667e38cafa997cfec55fe \
-    --hash=sha256:87af6efd6b5e897c81050477ef65c62e2b2f35d51703cae01aff2905b1852e1c
+nest-asyncio2==1.7.2 \
+    --hash=sha256:1921d70b92cc4612c374928d081552efb59b83d91b2b789d935c665fa01729a8 \
+    --hash=sha256:f5dfa702f3f81f6a03857e9a19e2ba578c0946a4ad417b4c50a24d7ba641fe01
     # via ipykernel
 networkx==3.6.1 \
     --hash=sha256:26b7c357accc0c8cde558ad486283728b65b6a95d85ee1cd66bafab4c8168509 \
@@ -2947,9 +3402,9 @@ nodeenv==1.10.0 \
     --hash=sha256:5bb13e3eed2923615535339b3c620e76779af4cb4c6a90deccc9e36b274d3827 \
     --hash=sha256:996c191ad80897d076bdfba80a41994c2b47c68e224c542b48feba42ba00f8bb
     # via pre-commit
-notebook==7.5.6 \
-    --hash=sha256:4dde3f8fb55fa8fb7946d58c6e869ce9baf46d00fc070664f62604569d0faca0 \
-    --hash=sha256:621174aade80108f0020b0f00738000b215f75fa3cd90771ad7aa0f24536a4e1
+notebook==7.6.1 \
+    --hash=sha256:0b45fd1010668dd4808c40914d957706dbf044a677d28764dc881b74dfcede82 \
+    --hash=sha256:6ea1e4c926f0dc490444ddcc335797a3dacda470a805d01031872fb119988ba2
     # via great-expectations
 notebook-shim==0.2.4 \
     --hash=sha256:411a5be4e9dc882a074ccbcae671eda64cceb068767e9a3419096986560e1cef \
@@ -2957,83 +3412,84 @@ notebook-shim==0.2.4 \
     # via
     #   jupyterlab
     #   notebook
-numpy==2.4.4 \
-    --hash=sha256:07077278157d02f65c43b1b26a3886bce886f95d20aabd11f87932750dfb14ed \
-    --hash=sha256:08f2e31ed5e6f04b118e49821397f12767934cfdd12a1ce86a058f91e004ee50 \
-    --hash=sha256:0aec54fd785890ecca25a6003fd9a5aed47ad607bbac5cd64f836ad8666f4959 \
-    --hash=sha256:0d35aea54ad1d420c812bfa0385c71cd7cc5bcf7c65fed95fc2cd02fe8c79827 \
-    --hash=sha256:0d4e437e295f18ec29bc79daf55e8a47a9113df44d66f702f02a293d93a2d6dd \
-    --hash=sha256:0dfd3f9d3adbe2920b68b5cd3d51444e13a10792ec7154cd0a2f6e74d4ab3233 \
-    --hash=sha256:1378871da56ca8943c2ba674530924bb8ca40cd228358a3b5f302ad60cf875fc \
-    --hash=sha256:15716cfef24d3a9762e3acdf87e27f58dc823d1348f765bbea6bef8c639bfa1b \
-    --hash=sha256:19710a9ca9992d7174e9c52f643d4272dcd1558c5f7af7f6f8190f633bd651a7 \
-    --hash=sha256:23cbfd4c17357c81021f21540da84ee282b9c8fba38a03b7b9d09ba6b951421e \
-    --hash=sha256:2483e4584a1cb3092da4470b38866634bafb223cbcd551ee047633fd2584599a \
-    --hash=sha256:27a8d92cd10f1382a67d7cf4db7ce18341b66438bdd9f691d7b0e48d104c2a9d \
-    --hash=sha256:28a650663f7314afc3e6ec620f44f333c386aad9f6fc472030865dc0ebb26ee3 \
-    --hash=sha256:2aa0613a5177c264ff5921051a5719d20095ea586ca88cc802c5c218d1c67d3e \
-    --hash=sha256:2c194dd721e54ecad9ad387c1d35e63dce5c4450c6dc7dd5611283dda239aabb \
-    --hash=sha256:2d19e6e2095506d1736b7d80595e0f252d76b89f5e715c35e06e937679ea7d7a \
-    --hash=sha256:2d390634c5182175533585cc89f3608a4682ccb173cc9bb940b2881c8d6f8fa0 \
-    --hash=sha256:30caa73029a225b2d40d9fae193e008e24b2026b7ee1a867b7ee8d96ca1a448e \
-    --hash=sha256:42c16925aa5a02362f986765f9ebabf20de75cdefdca827d14315c568dcab113 \
-    --hash=sha256:45dbed2ab436a9e826e302fcdcbe9133f9b0006e5af7168afb8963a6520da103 \
-    --hash=sha256:4636de7fd195197b7535f231b5de9e4b36d2c440b6e566d2e4e4746e6af0ca93 \
-    --hash=sha256:4a19d9dba1a76618dd86b164d608566f393f8ec6ac7c44f0cc879011c45e65af \
-    --hash=sha256:4bbc7f303d125971f60ec0aaad5e12c62d0d2c925f0ab1273debd0e4ba37aba5 \
-    --hash=sha256:4d6d57903571f86180eb98f8f0c839fa9ebbfb031356d87f1361be91e433f5b7 \
-    --hash=sha256:4e874c976154687c1f71715b034739b45c7711bec81db01914770373d125e392 \
-    --hash=sha256:51fc224f7ca4d92656d5a5eb315f12eb5fe2c97a66249aa7b5f562528a3be38c \
-    --hash=sha256:58c8b5929fcb8287cbd6f0a3fae19c6e03a5c48402ae792962ac465224a629a4 \
-    --hash=sha256:5a285b3b96f951841799528cd1f4f01cd70e7e0204b4abebac9463eecfcf2a40 \
-    --hash=sha256:5c70f1cc1c4efbe316a572e2d8b9b9cc44e89b95f79ca3331553fbb63716e2bf \
-    --hash=sha256:62d6b0f03b694173f9fcb1fb317f7222fd0b0b103e784c6549f5e53a27718c44 \
-    --hash=sha256:6a246d5914aa1c820c9443ddcee9c02bec3e203b0c080349533fae17727dfd1b \
-    --hash=sha256:6aa3236c78803afbcb255045fbef97a9e25a1f6c9888357d205ddc42f4d6eba5 \
-    --hash=sha256:6bbe4eb67390b0a0265a2c25458f6b90a409d5d069f1041e6aff1e27e3d9a79e \
-    --hash=sha256:715d1c092715954784bc79e1174fc2a90093dc4dc84ea15eb14dad8abdcdeb74 \
-    --hash=sha256:72944b19f2324114e9dc86a159787333b77874143efcf89a5167ef83cfee8af0 \
-    --hash=sha256:81f4a14bee47aec54f883e0cad2d73986640c1590eb9bfaaba7ad17394481e6e \
-    --hash=sha256:846300f379b5b12cc769334464656bc882e0735d27d9726568bc932fdc49d5ec \
-    --hash=sha256:86b6f55f5a352b48d7fbfd2dbc3d5b780b2d79f4d3c121f33eb6efb22e9a2015 \
-    --hash=sha256:874f200b2a981c647340f841730fc3a2b54c9d940566a3c4149099591e2c4c3d \
-    --hash=sha256:8a87ec22c87be071b6bdbd27920b129b94f2fc964358ce38f3822635a3e2e03d \
-    --hash=sha256:8b3b60bb7cba2c8c81837661c488637eee696f59a877788a396d33150c35d842 \
-    --hash=sha256:8e3ed142f2728df44263aaf5fb1f5b0b99f4070c553a0d7f033be65338329150 \
-    --hash=sha256:93e15038125dc1e5345d9b5b68aa7f996ec33b98118d18c6ca0d0b7d6198b7e8 \
-    --hash=sha256:989824e9faf85f96ec9c7761cd8d29c531ad857bfa1daa930cba85baaecf1a9a \
-    --hash=sha256:99d838547ace2c4aace6c4f76e879ddfe02bb58a80c1549928477862b7a6d6ed \
-    --hash=sha256:9b2aec6af35c113b05695ebb5749a787acd63cafc83086a05771d1e1cd1e555f \
-    --hash=sha256:9c585a1790d5436a5374bac930dad6ed244c046ed91b2b2a3634eb2971d21008 \
-    --hash=sha256:a7164afb23be6e37ad90b2f10426149fd75aee07ca55653d2aa41e66c4ef697e \
-    --hash=sha256:ac6b31e35612a26483e20750126d30d0941f949426974cace8e6b5c58a3657b0 \
-    --hash=sha256:ad2e2ef14e0b04e544ea2fa0a36463f847f113d314aa02e5b402fdf910ef309e \
-    --hash=sha256:b268594bccac7d7cf5844c7732e3f20c50921d94e36d7ec9b79e9857694b1b2f \
-    --hash=sha256:b5f0362dc928a6ecd9db58868fca5e48485205e3855957bdedea308f8672ea4a \
-    --hash=sha256:ba1f4fc670ed79f876f70082eff4f9583c15fb9a4b89d6188412de4d18ae2f40 \
-    --hash=sha256:ba203255017337d39f89bdd58417f03c4426f12beed0440cfd933cb15f8669c7 \
-    --hash=sha256:c901b15172510173f5cb310eae652908340f8dede90fff9e3bf6c0d8dfd92f83 \
-    --hash=sha256:c9b39d38a9bd2ae1becd7eac1303d031c5c110ad31f2b319c6e7d98b135c934d \
-    --hash=sha256:d2a8490669bfe99a233298348acc2d824d496dee0e66e31b66a6022c2ad74a5c \
-    --hash=sha256:dddbbd259598d7240b18c9d87c56a9d2fb3b02fe266f49a7c101532e78c1d871 \
-    --hash=sha256:df3775294accfdd75f32c74ae39fcba920c9a378a2fc18a12b6820aa8c1fb502 \
-    --hash=sha256:e44319a2953c738205bf3354537979eaa3998ed673395b964c1176083dd46252 \
-    --hash=sha256:e4a010c27ff6f210ff4c6ef34394cd61470d01014439b192ec22552ee867f2a8 \
-    --hash=sha256:e823b8b6edc81e747526f70f71a9c0a07ac4e7ad13020aa736bb7c9d67196115 \
-    --hash=sha256:e892aff75639bbef0d2a2cfd55535510df26ff92f63c92cd84ef8d4ba5a5557f \
-    --hash=sha256:eea7ac5d2dce4189771cedb559c738a71512768210dc4e4753b107a2048b3d0e \
-    --hash=sha256:ef4059d6e5152fa1a39f888e344c73fdc926e1b2dd58c771d67b0acfbf2aa67d \
-    --hash=sha256:f169b9a863d34f5d11b8698ead99febeaa17a13ca044961aa8e2662a6c7766a0 \
-    --hash=sha256:f2cf083b324a467e1ab358c105f6cad5ea950f50524668a80c486ff1db24e119 \
-    --hash=sha256:f8474c4241bc18b750be2abea9d7a9ec84f46ef861dbacf86a4f6e043401f79e \
-    --hash=sha256:f983334aea213c99992053ede6168500e5f086ce74fbc4acc3f2b00f5762e9db \
-    --hash=sha256:f9e75681b59ddaa5e659898085ae0eaea229d054f2ac0c7e563a62205a700121 \
-    --hash=sha256:fbc356aae7adf9e6336d336b9c8111d390a05df88f1805573ebb0807bd06fd1d \
-    --hash=sha256:fcfe2045fd2e8f3cb0ce9d4ba6dba6333b8fa05bb8a4939c908cd43322d14c7e
+numpy==2.4.6 \
+    --hash=sha256:001fbb8e08d942dd57599e781f2472269ee7f2755fae407b4f67b2f0b17da3f1 \
+    --hash=sha256:0280e0356c0829a18d9de1cb7eee50ec22ca639878d7240307ca0943d73cd2c4 \
+    --hash=sha256:043191bfa8eab18c776647b62723ac9dddece59743b13f49b2016094129c2b3f \
+    --hash=sha256:06ca2f61ec4385a07a6977c55ba998a4466c123642b4a32694d3128fce18c079 \
+    --hash=sha256:0a041d3d761dc3c35cc56ce0351506a02bcbc25f7b169f652435141a17db9096 \
+    --hash=sha256:0ab0a9c4ffb1a6d95ef519fe4247dba8eb6b18ad93999f76b7f657039acabd47 \
+    --hash=sha256:0c9136e14ed34a9e343a31c533d78a9813a69a3148332bce5e9821cb2f996e66 \
+    --hash=sha256:110f8b71aacb688ec69062bb7f6938a0f8acb01b7c1c4beb453c65b6d234584d \
+    --hash=sha256:112b06a867b235ef466ed3508ddf0238050df9c727cafb5301ac385b899189a1 \
+    --hash=sha256:17f9ade344e7d9b464a084d69bcf18fc691cb1db67c62ed80820bf4926d78f0e \
+    --hash=sha256:1e254a00cdf42b1e4d5b3d68d33af63268d41340d8885df2ab6470f2e1500147 \
+    --hash=sha256:1e978ec1e8bd0e0e4de6bb75de9d30cbb74db6b6a2bb727618613703ca0167dd \
+    --hash=sha256:25c692919ac5a01f170a3bfcd62d745b24fd095c353d50812637d6fcab442e75 \
+    --hash=sha256:260a5d70215b61ab4fadf5c7baacd64821842975eea312125ed3c39a6391b063 \
+    --hash=sha256:2803abfebfc990042cd494d8ce2d5f82e9d847af6d35ec486923aa19dbad5e73 \
+    --hash=sha256:29a287e0cf63ff528da061de6b9f64a4618da591ca1046aafc54062e40ca7eab \
+    --hash=sha256:29cb7f67d10b479ff07c17d33e39f78c07f71c40ef30d63c153d340e96cd3fb4 \
+    --hash=sha256:3213d622a0283a39a93d188f3cf72b26862df52fbb4ca3697f51705016523d41 \
+    --hash=sha256:33111801a01c12a8a1e3721f0a9232f8cfc8ae2c6b7098167e6f623c6073f402 \
+    --hash=sha256:357cc07a6d7b0b182ff02249616a03742827ebb1277546b5c7cd7f7620a45698 \
+    --hash=sha256:38efbc8de75c7a0fc1ac190162d892787f3f47b57cc291231aafee36b80982b7 \
+    --hash=sha256:4081eb135ac24158bd51cdfbef16f1c64df7063b1143f24731387137c092bec8 \
+    --hash=sha256:40fdc1ae7125e518ea98e53e69a4ebc27e1fd50510c47b7ea130cf21e5e1d42b \
+    --hash=sha256:4cfe66903cc32a9921a6733d96b19bb6abf310397581bbad89c228f5abaf0ee8 \
+    --hash=sha256:511dbaf848decaaaf4b4ca48032619fb3138710c4bf7da7617765edad1ef96b0 \
+    --hash=sha256:55cced7c52e981362f708ad635198e97a752dfba412cc03c23bbf3bd8d5cd662 \
+    --hash=sha256:56b39e5e0622a09a25bf5baf62f4bcf0cb8a41ae6e2819cf49bbc5a74c083f91 \
+    --hash=sha256:5dbbdb29840ca3d91ee0fece42fc29278886d908280bfec0a5846c6f901a3eb0 \
+    --hash=sha256:5f9fb9157b4ce2971008323afe46053787b526ef624fea915b261468a8421a0f \
+    --hash=sha256:6180d8b35af935aed8ece3a85e0a43f87393ae0ac87c8d2c8bd2c993f7270ef3 \
+    --hash=sha256:68a5124b13fa6cc2086764a20005d30bc0548146f7f5322f02fce212ca14317f \
+    --hash=sha256:68bb27509ac1b9a3443094260f6326150663b06abe40b73a2f81160623da5b67 \
+    --hash=sha256:6f41ae150c4e32db4f3310cdaf64b1593a03dbabe29eec77fc9b50fe64061df6 \
+    --hash=sha256:7265a2f3d436e54ef9f2b52b5c937e6be778781bd97a590319d7348f1c1ca997 \
+    --hash=sha256:72fbe16c6fac95aedf5937fa873445cec2110be35d8a4e9433d7501fd98dae6b \
+    --hash=sha256:7d92c3819208a60205a12a245c91ad70cb0a85336659b19b834205573ac8456e \
+    --hash=sha256:8155154c7c691289fe18f510b5d4657c68c67989f293f0535a91360392ff6538 \
+    --hash=sha256:81a1cca95ed5bb92aa8b10dd2cdc9a0d3853a50fad926c28b5d7e8ea54389627 \
+    --hash=sha256:89cd468399cfd2504718f0ba50e410dca55a170b61a02ad92bb18c8a65186e93 \
+    --hash=sha256:8ad03c0965fb3c692200e74d458ca28c1dbb4ce96f9a479a8aa041ad5fabca02 \
+    --hash=sha256:90f9849678c75fe7afa2d348ac842c168b0a4d3d61919687216dfc547976d853 \
+    --hash=sha256:948424b06129ce883307e8cff868c31396d8dc7630a59c61d70d98dbe70f222c \
+    --hash=sha256:9cd5ffd25db4e7ba6a375693b3fc0fc1791ec636c17db3720da19bde7180ec43 \
+    --hash=sha256:a0df0043bdb289bde1f62da130d20df23d58b45429f752bc7a8fc5325a225ecd \
+    --hash=sha256:a2c306dea656c12c68f51f4cea133cbe78ca7435eb28c735eac1d3ebe73be6e8 \
+    --hash=sha256:a7830bab239b79cda9c08c2da014761cafb48da6150e1da17ac06283f43b6089 \
+    --hash=sha256:a7c711e21628b52034bb5ab8d1bce291f752fcc5e92accc615778acee1ff4778 \
+    --hash=sha256:aaf159caa35993cb1f56fb9b8e4610d35758e7ca005412eb1daa856a78c9c4b1 \
+    --hash=sha256:ae506e6902902557576a26ff33eda8695e7ecb3cb36c3b573a0765dee114ebdb \
+    --hash=sha256:b507f5c4c1d508876d1819b6bf9a49d365b96320b5d4993426b33a23ca4b8261 \
+    --hash=sha256:bf162abab1c1a736333192707cef898e735a5ca00f38f27eeedf44b39d9e85eb \
+    --hash=sha256:c1a2af6c6ef86344a6b0db6b97834208bf598db514f2b155042439b62605601a \
+    --hash=sha256:c2d37ab77531417474168eb79d6d80b14f821a966818505d03013d0833edb7a8 \
+    --hash=sha256:c4fc99836233ea196540b17ab0983aff60ed07941751930f5f4d05bc3b3b7359 \
+    --hash=sha256:d581b735e177fdcdce6fed8e7e8880a3fb6ee4e3653a3ac6af01c6f4c03effc5 \
+    --hash=sha256:d6da64deb6b8ed903e7560180a92f2d804ee1ba5eeb849ac2748b8c1aba1f6d7 \
+    --hash=sha256:d8e8286dd7cea7895157318d1b91cdacac64c479f3cbc8dce548331728484751 \
+    --hash=sha256:ddea102b48f9e339f3948bf22040944184627a30fdf7f858667673b9c5f033c8 \
+    --hash=sha256:dfa20cc6ca228e6b155b11da03825975ce66aea520985dbbddf0f2a5a495c605 \
+    --hash=sha256:e3e5193ef5a3dc73bceee50f7fdc2c90dbb76c42df8d8fae3d1067a583df579e \
+    --hash=sha256:e3eeb0aabd6bd5ce64faae67e9935203a6991b4bc2a485a767fbafb2c5125f45 \
+    --hash=sha256:e5805d5a22fd19c8ccff10a9561f9df94436b0545619ea579db2d3c35294bce2 \
+    --hash=sha256:e85b752a1e912b70eaad4fafbd4d1238007ab221de2009b9a2f5ae7461239895 \
+    --hash=sha256:eaf7fa2de5c0be8ae6ff8e9bea2ccd725e980541244521d8d4b5f3354a27babe \
+    --hash=sha256:ebfb099f8dcf083deef3ac1ca4c1503f387cf76296fcb3816b66f5ecb5f54fdb \
+    --hash=sha256:ece3d2cfe132e7d51f44a832b303895e6f2d499c5e74dfbdb06ee246147a304a \
+    --hash=sha256:ed9749eef4cbd126da3dc1d6bcb3a57f5eb7ac6a6484146bdbf743f552dfc577 \
+    --hash=sha256:ede83e07a75dd06bc501566c1eca2afc0d61677c1472ac9ad93fdee6e638a48d \
+    --hash=sha256:ef4aea96ce4d3b074422cb4f2f64e216bf9e213004bb58ecfdf50ea02ea8eb9a \
+    --hash=sha256:f3a3570c4a2a16746ac2c31a7c7c7b0c186b95ce902e33db6f28094ed7387dda \
+    --hash=sha256:f407cb6b8e9d6d8c626bc73c945db1706035af8fd632295547bf1c9e46d092d6 \
+    --hash=sha256:f74a575920ab21fe304421a3fc28793d82e299cae9eccb37084e9fc7f3617c20
     # via
     #   feast (pyproject.toml)
     #   accelerate
     #   altair
+    #   contourpy
     #   dask
     #   datasets
     #   db-dtypes
@@ -3043,6 +3499,9 @@ numpy==2.4.4 \
     #   great-expectations
     #   ibis-framework
     #   imageio
+    #   matplotlib
+    #   milvus-lite
+    #   mlflow
     #   opencv-python-headless
     #   pandas
     #   pandas-gbq
@@ -3069,18 +3528,19 @@ opencensus-context==0.1.3 \
     --hash=sha256:073bb0590007af276853009fac7e4bab1d523c3f03baf4cb4511ca38967c6039 \
     --hash=sha256:a03108c3c10d8c80bb5ddf5c8a1f033161fa61972a9917f9b9b3a18517f0088c
     # via opencensus
-opencv-python-headless==4.13.0.92 \
-    --hash=sha256:0525a3d2c0b46c611e2130b5fdebc94cf404845d8fa64d2f3a3b679572a5bd22 \
-    --hash=sha256:0bd48544f77c68b2941392fcdf9bcd2b9cdf00e98cb8c29b2455d194763cf99e \
-    --hash=sha256:1a7d040ac656c11b8c38677cc8cccdc149f98535089dbe5b081e80a4e5903209 \
-    --hash=sha256:3e0a6f0a37994ec6ce5f59e936be21d5d6384a4556f2d2da9c2f9c5dc948394c \
-    --hash=sha256:5c8cfc8e87ed452b5cecb9419473ee5560a989859fe1d10d1ce11ae87b09a2cb \
-    --hash=sha256:77a82fe35ddcec0f62c15f2ba8a12ecc2ed4207c17b0902c7a3151ae29f37fb6 \
-    --hash=sha256:a7cf08e5b191f4ebb530791acc0825a7986e0d0dee2a3c491184bd8599848a4b \
-    --hash=sha256:eb60e36b237b1ebd40a912da5384b348df8ed534f6f644d8e0b4f103e272ba7d
+opencv-python-headless==5.0.0.93 \
+    --hash=sha256:030ca5e0837a2963ab36ef896baa9767eb8d2b83353fb28af5a521e40dd8756f \
+    --hash=sha256:09a872a157c1376ab922a69bbf22f9a95bcc7b658a9d8b436a60212b02b2eeb4 \
+    --hash=sha256:10818d91510e05c04568ae12b5cd120779c70c01bf897b001a6221fe430df80f \
+    --hash=sha256:1e55af3abfb462eeeabe5c775f12bdb36216d8a93a3583d69e6bd6e1d6ba7d00 \
+    --hash=sha256:829717b6a95554f273e49e357cee3b3a2a26b6f4842fbc1bed2b45bdd8f87e0e \
+    --hash=sha256:840bd717c21e5c11cadadc022a823315ea417f961213d06b4df010e019eb16f4 \
+    --hash=sha256:b82f9831daab90b725c7c1ee1b36cb5732c367096ac76d119e64e14eb70d5f3c \
+    --hash=sha256:c6bcd96b185975ea240d22cfdb15a1f6d080cc95264cfbe2621f21bb144d89b9 \
+    --hash=sha256:ed709fdf9aa0bd1f2ed8549e71d19449b03a675bb581eb292285f6861953be37
     # via easyocr
-openlineage-python==1.46.0 \
-    --hash=sha256:f6228a01d34990e76ede5b55b3f99169e54e2e624814c4493f064b9cb1bfba37
+openlineage-python==1.52.0 \
+    --hash=sha256:e1bd73b3066021eecf69cc5c3571f6fd7e253768ea941f2c76f18969ea0ecb20
     # via feast (pyproject.toml)
 openpyxl==3.1.5 \
     --hash=sha256:5282c12b107bffeef825f4617dc029afaf41d0ea60823bbb665ef3079dc79de2 \
@@ -3090,147 +3550,170 @@ openshift-client==1.0.18 \
     --hash=sha256:be3979440cfd96788146a3a1650dabe939d4d516eea0b39f87e66d2ab39495b1 \
     --hash=sha256:d8a84080307ccd9556f6c62a3707a3e6507baedee36fa425754f67db9ded528b
     # via codeflare-sdk
-opentelemetry-api==1.41.1 \
-    --hash=sha256:0ad1814d73b875f84494387dae86ce0b12c68556331ce6ce8fe789197c949621 \
-    --hash=sha256:a22df900e75c76dc08440710e51f52f1aa6b451b429298896023e60db5b3139f
+opentelemetry-api==1.44.0 \
+    --hash=sha256:67647e5e9566edcf421166fdf022b3537f818635daa852b289e34604dc6fb33a \
+    --hash=sha256:94b98c893a91b88657eaac1e3ba89618cdb85be6918196705354f34728b2cdef
     # via
+    #   mcp
+    #   mlflow-skinny
+    #   mlflow-tracing
     #   opentelemetry-exporter-prometheus
     #   opentelemetry-sdk
     #   opentelemetry-semantic-conventions
-opentelemetry-exporter-prometheus==0.62b1 \
-    --hash=sha256:7a0b8a6402e107e1f93e38f074a668797e1103936b189561959531a67ffeba55 \
-    --hash=sha256:7ecbac9aa76e7abb44082ab0ff2983e0a573e4091c4653f7db483b02bae03506
+opentelemetry-exporter-prometheus==0.65b0 \
+    --hash=sha256:2777cbf41c403c119e10f418fce5d645c956b47f673a2ee120285d1d0c6df2d5 \
+    --hash=sha256:3b3d24b586d0ad9712c7b52b7d19c8a9dfbb318b9b284121b5f95e90ed019367
     # via ray
-opentelemetry-proto==1.27.0 \
-    --hash=sha256:33c9345d91dafd8a74fc3d7576c5a38f18b7fdf8d02983ac67485386132aedd6 \
-    --hash=sha256:b133873de5581a50063e1e4b29cdcf0c5e253a8c2d8dc1229add20a4c3830ace
+opentelemetry-proto==1.44.0 \
+    --hash=sha256:898b155a0e1557afd867478fb6158e8122a46329ca0bb8dc53cc55e98f017f56 \
+    --hash=sha256:c547a79c2f8c0c515d31509154682e5921c7cfd5ca67b70e1f9266e2c3e103f3
     # via ray
-opentelemetry-sdk==1.41.1 \
-    --hash=sha256:724b615e1215b5aeacda0abb8a6a8922c9a1853068948bd0bd225a56d0c792e6 \
-    --hash=sha256:edee379c126c1bce952b0c812b48fe8ff35b30df0eecf17e98afa4d598b7d85d
+opentelemetry-sdk==1.44.0 \
+    --hash=sha256:cebe7f65dc12f26ead75c6064de12fd2a9052e5060c0272d402cfa203aae123b \
+    --hash=sha256:df081c4c6bcfdb1211e3e86140376792643128a25f8d72d1d27675936e7e96ad
     # via
+    #   mlflow-skinny
+    #   mlflow-tracing
     #   opentelemetry-exporter-prometheus
     #   ray
-opentelemetry-semantic-conventions==0.62b1 \
-    --hash=sha256:c5cc6e04a7f8c7cdd30be2ed81499fa4e75bfbd52c9cb70d40af1f9cd3619802 \
-    --hash=sha256:cf506938103d331fbb78eded0d9788095f7fd59016f2bda813c3324e5a74a93c
+opentelemetry-semantic-conventions==0.65b0 \
+    --hash=sha256:1cacde7b0ad306f84c5ef08c3dbe1bbaf20165bba6f8bff43b670e555a086bcb \
+    --hash=sha256:f9b2b81e9d5b64f11bc952075e7e9c7fb0aab075c7fd1c46d597f1b919852d60
     # via opentelemetry-sdk
-oracledb==3.4.2 \
-    --hash=sha256:00c79448017f367bb7ab6900efe0706658a53768abea2b4519a4c9b2d5743890 \
-    --hash=sha256:0e16fe3d057e0c41a23ad2ae95bfa002401690773376d476be608f79ac74bf05 \
-    --hash=sha256:0f04a2d62073407672f114d02529921de0677c6883ed7c64d8d1a3c04caa3238 \
-    --hash=sha256:1617a1db020346883455af005efbefd51be2c4d797e43b1b38455a19f8526b48 \
-    --hash=sha256:19fa80ef84f85ad74077aa626067bbe697e527bd39604b4209f9d86cb2876b89 \
-    --hash=sha256:1e4930d7f6584832dcc15b8ca415a7957b0c45f5aa7c4f88702e070e5c53bf93 \
-    --hash=sha256:23aa07c1eaca17ae74c6fdc86b218f58484d56452958aead1aa460c0596a76c1 \
-    --hash=sha256:31b7ee83c23d0439778303de8a675717f805f7e8edb5556d48c4d8343bcf14f5 \
-    --hash=sha256:3df8eee1410d25360599968b1625b000f10c5ae0e47274031a7842a9dc418890 \
-    --hash=sha256:404ec1451d0448653ee074213b87d6c5bd65eaa74b50083ddf2c9c3e11c71c71 \
-    --hash=sha256:46e0f2278ff1fe83fbc33a3b93c72d429323ec7eed47bc9484e217776cd437e5 \
-    --hash=sha256:55397e7eb43bb7017c03a981c736c25724182f5210951181dfe3fab0e5d457fb \
-    --hash=sha256:574c8280d49cbbe21dbe03fc28356d9b9a5b9e300ebcde6c6d106e51453a7e65 \
-    --hash=sha256:59ad6438f56a25e8e1a4a3dd1b42235a5d09ab9ba417ff2ad14eae6596f3d06f \
-    --hash=sha256:5d7befb014174c5ae11c3a08f5ed6668a25ab2335d8e7104dca70d54d54a5b3a \
-    --hash=sha256:5ed78d7e7079a778062744ccf42141ce4806818c3f4dd6463e4a7edd561c9f86 \
-    --hash=sha256:643c25d301a289a371e37fcedb59e5fa5e54fb321708e5c12821c4b55bdd8a4d \
-    --hash=sha256:6d85622664cc88d5a82bbd7beccb62cd53bd272c550a5e15e7d5f8ae6b86f1f1 \
-    --hash=sha256:9f434a739405557bd57cb39b62238142bb27855a524a70dc6d397a2a8c576c9d \
-    --hash=sha256:a7396664e592881225ba66385ee83ce339d864f39003d6e4ca31a894a7e7c552 \
-    --hash=sha256:ac25a0448fc830fb7029ad50cd136cdbfcd06975d53967e269772cc5cb8c203a \
-    --hash=sha256:b1095d95d0c8b37e4d0e17cf1928919cb59222b6344362a1cf6a2f3ca205a28a \
-    --hash=sha256:b26a10f9c790bd141ffc8af68520803ed4a44a9258bf7d1eea9bfdd36bd6df7f \
-    --hash=sha256:b8e4b8a852251cef09038b75f30fce1227010835f4e19cfbd436027acba2697c \
-    --hash=sha256:b974caec2c330c22bbe765705a5ac7d98ec3022811dec2042d561a3c65cb991b \
-    --hash=sha256:d7ce75c498bff758548ec6e4424ab4271aa257e5887cc436a54bc947fd46199a \
-    --hash=sha256:d8d75e4f879b908be66cce05ba6c05791a5dbb4a15e39abc01aa25c8a2492bd9 \
-    --hash=sha256:e068ef844a327877bfefbef1bc6fb7284c727bb87af80095f08d95bcaf7b8bb2 \
-    --hash=sha256:f8ea989965a4f636a309444bd696ab877bba373d5d67bf744785f9bd8c560865 \
-    --hash=sha256:f93cae08e8ed20f2d5b777a8602a71f9418389c661d2c937e84d94863e7e7011 \
-    --hash=sha256:ff3c89cecea62af8ca02aa33cab0f2edc0214c747eac7d3364ed6b2640cb55e4
+oracledb==4.0.2 \
+    --hash=sha256:0101b88c15ae628af556506840ae876e12bdb75506ef342e4990ac1758bad1eb \
+    --hash=sha256:04fd67692b3cdea2ac7135e6f87c82ce9035f3caa0891a26710a4c654f1e375e \
+    --hash=sha256:087fdf5bc36b03dc3c55f7abc944a163ba8edc9c802bc8baf91698a52041ee13 \
+    --hash=sha256:0a0be8111db80bb697ec66a34688a6985589e3f72789afe28e3b162b2c4cdd2b \
+    --hash=sha256:0a380ab72853487ea2764c5df772f35026b4219868fc3eba68e193c9aea230ac \
+    --hash=sha256:14124b5e8e4ba087f105ee389ee43e407840220a0ba2504de68eed903f51a711 \
+    --hash=sha256:1b89c02670bafc9b1fcc0d15175f097bdc1968bc36ee4d66aa63aee09bfbbe30 \
+    --hash=sha256:1d8933cfb94d9e947cb88dfc87bb2696120b388b89db14394133990585277fb3 \
+    --hash=sha256:33bcb765bf97056764c38481dc1dd959e4b61f3a240baacc645d7f06038ce225 \
+    --hash=sha256:36e72ffaaf589041dac72ddf589d694c0a9ac4576662a04628966d4ea089d6ea \
+    --hash=sha256:3bde3d507d8f50faa9480e99222fe5fa04dc0db2cb8b57746092022ac69ae93d \
+    --hash=sha256:41bb34ba8fe76019a958f6d0beba2baf9169ede0bf94e1a22f05f3ca7676f8d7 \
+    --hash=sha256:543a7398ebd778d40a839b76a331afa93f506ac143691a6de59ee31ae2e1c4aa \
+    --hash=sha256:567c093138d32f06512572de5b5d52459bea82b4e47098e9d668dae759965ccb \
+    --hash=sha256:579f2c568433523a990cde5bea73c980d144754dc54d3ab2cd37efd670dc31d6 \
+    --hash=sha256:58e71a3c1e294a99e39b086adf42074d48287548bf8edfa720c9507106186bbb \
+    --hash=sha256:5c1f13ba535d9f0fc61e1987720988612cf9424667d491fc344ba681f3336a17 \
+    --hash=sha256:5fe6e07ed29f84a6656e0580b4e662109d3bb90fc13d8f98ae3a56a67c75b80e \
+    --hash=sha256:60cd8a6045674ab481ff33b0bed448f656e7d9abd7fc88c8f349abda5351aad7 \
+    --hash=sha256:60f4a4847024f42e8b3be3c7d2597d682ef24f9342b5ebf1695a1bef2aa5be96 \
+    --hash=sha256:6444be4991f33754cd98f624cecef3eb98db3e87f8ac14e9b65bd3591c9dd252 \
+    --hash=sha256:6c8f3e34a077d7d2d39aa25c28b1aa53fd4fd6aa2437e4d48d9f18b2b28b95e4 \
+    --hash=sha256:6d4effb098af3dbcc1fcf785b304523afee1b9a311a8bd9c62bd3b4669198970 \
+    --hash=sha256:756db3529dc0f88251f9cbc349cc9c144af2424aae12c1ce24be2fbd9c1b1610 \
+    --hash=sha256:78d4a1cc1482b5927a9962c7766aeeae616a85eedbe49af8b797148ac1c1ac32 \
+    --hash=sha256:7d023f02f678937bcb6acce7c976569233d193e00c918d7e7b68580db1f68f45 \
+    --hash=sha256:864ad6a838e8d41031f117052ee2fac85453b6ecd483d1da6e8fd87701807e5e \
+    --hash=sha256:8a7a45fb1042f7258dfbd0b58044a6743c2e8112d0ef5ef9064e17a52968520f \
+    --hash=sha256:93b4d2cd17a93224711fadd28f77e956e5c6575cd923f24bfe0b1a2a581beb79 \
+    --hash=sha256:9d11723018b6aeae035f4e1feae4150b7cca1161023c2d68d957d7310fe0dd56 \
+    --hash=sha256:a1f46b01a089e0e0dd44c4ac4c5c79903760976346c74a698955c1fb76d68bf5 \
+    --hash=sha256:a45a13e33509db5bd3622a05cb2e4a6cb41d56d1bfd2a32caeacd26f4ce8b988 \
+    --hash=sha256:a814307ca8a6bf0649d8bf0a650a72f23030d9af052a2d4a481b94b6ab50d5a4 \
+    --hash=sha256:af4121112f0b68e8d61ce46a086c6aec8256fa2ca32d2e6467195a6c575c207b \
+    --hash=sha256:b14d52c09b3c7a8273b3640ba06675acec5000dab0356ef288587c46c30bbbb4 \
+    --hash=sha256:b4f2b51837248d4acfb323a64c48d89b62467b0f73d1211c99db9b80df0cdfbc \
+    --hash=sha256:b5d203426f0d191842b4cfd87c223163ccc57f7e7875ec7ed073f163de2229af \
+    --hash=sha256:b82d3d83bdc6246e53f8ad8b598d2508e9f5d983e352ce2e8a71a020200ba2d6 \
+    --hash=sha256:c193d2636f9c2e8549d24cc53947a8381c7b9488e0dae9cea5cf5bce30dc7313 \
+    --hash=sha256:cb70b231254ad82ff0639b8688e0e528100a984df65fcd7624bae88fb930e700 \
+    --hash=sha256:cbe3a75b463a334da9b3d76026062bcfb24ec563b7df291f700c9f7eefcbeefe \
+    --hash=sha256:d5a82a449d96fb89a93346d88128ad618526ffa290376d4b57fbcee1eedcd19f \
+    --hash=sha256:d8a83c120d8177f344bedf7698bc1af5f6fd031851031d3e20ced632286e3e84 \
+    --hash=sha256:db0d76199b6dffd721bda48dad4eeea6603942ce2e246f3b9301d85af6bda0ee \
+    --hash=sha256:f5ed684ab419603d53981e0f32b51da673e21a42d7dce1bf3f215a9301c7c108 \
+    --hash=sha256:f8ac435434193a1d88fcda6bfd9387c5562240d4f2e8de1f9ed20c64d5f0ff90 \
+    --hash=sha256:ff8a239de950acb600ab4fbe1b349fb085a75383bc9a163e50cab362293fc936
     # via ibis-framework
-orjson==3.11.8 \
-    --hash=sha256:0022bb50f90da04b009ce32c512dc1885910daa7cb10b7b0cba4505b16db82a8 \
-    --hash=sha256:003646067cc48b7fcab2ae0c562491c9b5d2cbd43f1e5f16d98fd118c5522d34 \
-    --hash=sha256:01928d0476b216ad2201823b0a74000440360cef4fed1912d297b8d84718f277 \
-    --hash=sha256:01c4e5a6695dc09098f2e6468a251bc4671c50922d4d745aff1a0a33a0cf5b8d \
-    --hash=sha256:093d489fa039ddade2db541097dbb484999fcc65fc2b0ff9819141e2ab364f25 \
-    --hash=sha256:0b57f67710a8cd459e4e54eb96d5f77f3624eba0c661ba19a525807e42eccade \
-    --hash=sha256:0e32f7154299f42ae66f13488963269e5eccb8d588a65bc839ed986919fc9fac \
-    --hash=sha256:14439063aebcb92401c11afc68ee4e407258d2752e62d748b6942dad20d2a70d \
-    --hash=sha256:14778ffd0f6896aa613951a7fbf4690229aa7a543cb2bfbe9f358e08aafa9546 \
-    --hash=sha256:14f7b8fcb35ef403b42fa5ecfa4ed032332a91f3dc7368fbce4184d59e1eae0d \
-    --hash=sha256:1ab359aff0436d80bfe8a23b46b5fea69f1e18aaf1760a709b4787f1318b317f \
-    --hash=sha256:1cd0b77e77c95758f8e1100139844e99f3ccc87e71e6fc8e1c027e55807c549f \
-    --hash=sha256:25e0c672a2e32348d2eb33057b41e754091f2835f87222e4675b796b92264f06 \
-    --hash=sha256:29c009e7a2ca9ad0ed1376ce20dd692146a5d9fe4310848904b6b4fee5c5c137 \
-    --hash=sha256:3222adff1e1ff0dce93c16146b93063a7793de6c43d52309ae321234cdaf0f4d \
-    --hash=sha256:3223665349bbfb68da234acd9846955b1a0808cbe5520ff634bf253a4407009b \
-    --hash=sha256:3cf17c141617b88ced4536b2135c552490f07799f6ad565948ea07bef0dcb9a6 \
-    --hash=sha256:3f23426851d98478c8970da5991f84784a76682213cd50eb73a1da56b95239dc \
-    --hash=sha256:3f262401086a3960586af06c054609365e98407151f5ea24a62893a40d80dbbb \
-    --hash=sha256:436c4922968a619fb7fef1ccd4b8b3a76c13b67d607073914d675026e911a65c \
-    --hash=sha256:469ac2125611b7c5741a0b3798cd9e5786cbad6345f9f400c77212be89563bec \
-    --hash=sha256:4861bde57f4d253ab041e374f44023460e60e71efaa121f3c5f0ed457c3a701e \
-    --hash=sha256:48854463b0572cc87dac7d981aa72ed8bf6deedc0511853dc76b8bbd5482d36d \
-    --hash=sha256:53a0f57e59a530d18a142f4d4ba6dfc708dc5fdedce45e98ff06b44930a2a48f \
-    --hash=sha256:54153d21520a71a4c82a0dbb4523e468941d549d221dc173de0f019678cf3813 \
-    --hash=sha256:55120759e61309af7fcf9e961c6f6af3dde5921cdb3ee863ef63fd9db126cae6 \
-    --hash=sha256:5774c1fdcc98b2259800b683b19599c133baeb11d60033e2095fd9d4667b82db \
-    --hash=sha256:58a4a208a6fbfdb7a7327b8f201c6014f189f721fd55d047cafc4157af1bc62a \
-    --hash=sha256:58fb9b17b4472c7b1dcf1a54583629e62e23779b2331052f09a9249edf81675b \
-    --hash=sha256:5d8b5231de76c528a46b57010bbd83fb51e056aa0220a372fd5065e978406f1c \
-    --hash=sha256:5f8952d6d2505c003e8f0224ff7858d341fa4e33fef82b91c4ff0ef070f2393c \
-    --hash=sha256:61c9d357a59465736022d5d9ba06687afb7611dfb581a9d2129b77a6fcf78e59 \
-    --hash=sha256:6a3d159d5ffa0e3961f353c4b036540996bf8b9697ccc38261c0eac1fd3347a6 \
-    --hash=sha256:6a4a639049c44d36a6d1ae0f4a94b271605c745aee5647fa8ffaabcdc01b69a6 \
-    --hash=sha256:6ccdea2c213cf9f3d9490cbd5d427693c870753df41e6cb375bd79bcbafc8817 \
-    --hash=sha256:6dbe9a97bdb4d8d9d5367b52a7c32549bba70b2739c58ef74a6964a6d05ae054 \
-    --hash=sha256:6eda5b8b6be91d3f26efb7dc6e5e68ee805bc5617f65a328587b35255f138bf4 \
-    --hash=sha256:705b895b781b3e395c067129d8551655642dfe9437273211d5404e87ac752b53 \
-    --hash=sha256:708c95f925a43ab9f34625e45dcdadf09ec8a6e7b664a938f2f8d5650f6c090b \
-    --hash=sha256:735e2262363dcbe05c35e3a8869898022af78f89dde9e256924dc02e99fe69ca \
-    --hash=sha256:76070a76e9c5ae661e2d9848f216980d8d533e0f8143e6ed462807b242e3c5e8 \
-    --hash=sha256:7679bc2f01bb0d219758f1a5f87bb7c8a81c0a186824a393b366876b4948e14f \
-    --hash=sha256:88006eda83858a9fdf73985ce3804e885c2befb2f506c9a3723cdeb5a2880e3e \
-    --hash=sha256:883206d55b1bd5f5679ad5e6ddd3d1a5e3cac5190482927fdb8c78fb699193b5 \
-    --hash=sha256:8ac7381c83dd3d4a6347e6635950aa448f54e7b8406a27c7ecb4a37e9f1ae08b \
-    --hash=sha256:8e8c6218b614badf8e229b697865df4301afa74b791b6c9ade01d19a9953a942 \
-    --hash=sha256:9185589c1f2a944c17e26c9925dcdbc2df061cc4a145395c57f0c51f9b5dbfcd \
-    --hash=sha256:93de06bc920854552493c81f1f729fab7213b7db4b8195355db5fda02c7d1363 \
-    --hash=sha256:96163d9cdc5a202703e9ad1b9ae757d5f0ca62f4fa0cc93d1f27b0e180cc404e \
-    --hash=sha256:97c8f5d3b62380b70c36ffacb2a356b7c6becec86099b177f73851ba095ef623 \
-    --hash=sha256:97d823831105c01f6c8029faf297633dbeb30271892bd430e9c24ceae3734744 \
-    --hash=sha256:98bdc6cb889d19bed01de46e67574a2eab61f5cc6b768ed50e8ac68e9d6ffab6 \
-    --hash=sha256:9b48e274f8824567d74e2158199e269597edf00823a1b12b63d48462bbf5123e \
-    --hash=sha256:a5c370674ebabe16c6ccac33ff80c62bf8a6e59439f5e9d40c1f5ab8fd2215b7 \
-    --hash=sha256:b43dc2a391981d36c42fa57747a49dae793ef1d2e43898b197925b5534abd10a \
-    --hash=sha256:c154a35dd1330707450bb4d4e7dd1f17fa6f42267a40c1e8a1daa5e13719b4b8 \
-    --hash=sha256:c2bdf7b2facc80b5e34f48a2d557727d5c5c57a8a450de122ae81fa26a81c1bc \
-    --hash=sha256:c492a0e011c0f9066e9ceaa896fbc5b068c54d365fea5f3444b697ee01bc8625 \
-    --hash=sha256:c60c0423f15abb6cf78f56dff00168a1b582f7a1c23f114036e2bfc697814d5f \
-    --hash=sha256:c98121237fea2f679480765abd566f7713185897f35c9e6c2add7e3a9900eb61 \
-    --hash=sha256:ccd7ba1b0605813a0715171d39ec4c314cb97a9c85893c2c5c0c3a3729df38bf \
-    --hash=sha256:cdbc8c9c02463fef4d3c53a9ba3336d05496ec8e1f1c53326a1e4acc11f5c600 \
-    --hash=sha256:e0950ed1bcb9893f4293fd5c5a7ee10934fbf82c4101c70be360db23ce24b7d2 \
-    --hash=sha256:e6693ff90018600c72fd18d3d22fa438be26076cd3c823da5f63f7bab28c11cb \
-    --hash=sha256:ea56a955056a6d6c550cf18b3348656a9d9a4f02e2d0c02cabf3c73f1055d506 \
-    --hash=sha256:ebaed4cef74a045b83e23537b52ef19a367c7e3f536751e355a2a394f8648559 \
-    --hash=sha256:ec795530a73c269a55130498842aaa762e4a939f6ce481a7e986eeaa790e9da4 \
-    --hash=sha256:ed193ce51d77a3830cad399a529cd4ef029968761f43ddc549e1bc62b40d88f8 \
-    --hash=sha256:ee8db7bfb6fe03581bbab54d7c4124a6dd6a7f4273a38f7267197890f094675f \
-    --hash=sha256:f30491bc4f862aa15744b9738517454f1e46e56c972a2be87d70d727d5b2a8f8 \
-    --hash=sha256:f89b6d0b3a8d81e1929d3ab3d92bbc225688bd80a770c49432543928fe09ac55 \
-    --hash=sha256:fa72e71977bff96567b0f500fc5bfd2fdf915f34052c782a4c6ebbdaa97aa858 \
-    --hash=sha256:fe0b8c83e0f36247fc9431ce5425a5d95f9b3a689133d494831bdbd6f0bceb13 \
-    --hash=sha256:ff51f9d657d1afb6f410cb435792ce4e1fe427aab23d2fcd727a2876e21d4cb6
-    # via trino
+orjson==3.11.9 \
+    --hash=sha256:011382e2a60fda9d46f1cdee31068cfc52ffe952b587d683ec0463002802a0f4 \
+    --hash=sha256:03db380e3780fa0015ed776a90f20e8e20bb11dde13b216ce19e5718e3dfba62 \
+    --hash=sha256:051b102c93b4f634e89f3866b07b9a9a98915ada541f4ec30f177067b2694979 \
+    --hash=sha256:08f4d8ebb44925c794e535b2bebc507cebf32209df81de22ae285fb0d8d66de0 \
+    --hash=sha256:0b34789fa0da61cf7bef0546b09c738fb195331e017e477096d129e9105ab03d \
+    --hash=sha256:0e4eed3b200023042814d2fc8a5d2e880f13b52e1ed2485e83da4f3962f7dc1a \
+    --hash=sha256:115ab5f5f4a0f203cc2a5f0fb09aee503a3f771aa08392949ab5ca230c4fbdbd \
+    --hash=sha256:135869ef917b8704ea0a94e01620e0c05021c15c52036e4663baffe75e72f8ce \
+    --hash=sha256:147302878da387104b66bb4a8b0227d1d487e976ce41a8501916161072ed87b1 \
+    --hash=sha256:14ed654580c1ed2bc217352ec82f91b047aef82951aa71c7f64e0dcb03c0e180 \
+    --hash=sha256:16969c9d369c98eb084889c6e4d2d39b77c7eb38ceccf8da2a9fff62ae908980 \
+    --hash=sha256:19b72ed11572a2ee51a67a903afbe5af504f84ed6f529c0fe44b0ab3fb5cc697 \
+    --hash=sha256:231742b4a11dad8d5380a435962c57e91b7c37b79be858f4ef1c0df1a259897e \
+    --hash=sha256:25e4aed0312d292c09f61af25bba34e0b2c88546041472b09088c39a4d828af1 \
+    --hash=sha256:26a473dbb4162108b27901492546f83c76fdcea3d0eadff00ae7a07e18dcce09 \
+    --hash=sha256:277fefe9d76ee17eb14debf399e3533d4d63b5f677a4d3719eb763536af1f4bd \
+    --hash=sha256:2d057a602cdd19a0ad680417527c45b6961a095081c0f46fe0e03e304aac6470 \
+    --hash=sha256:32ef5f4283a3be81913947d19608eacb7c6608026851123790cd9cc8982af34b \
+    --hash=sha256:33d7d766701847dc6729846362dc27895d2f2d2251264f9d10e7cb9878194877 \
+    --hash=sha256:34fd2317602587321faab75ab76c623a0117e80841a6413654f04e47f339a8fb \
+    --hash=sha256:3513550321f8c8c811a7c3297b8a630e82dc08e4c10216d07703c997776236cd \
+    --hash=sha256:380cdce7ba24989af81d0a7013d0aaec5d0e2a21734c0e2681b1bc4f141957fe \
+    --hash=sha256:3a81d52442a7c99b3662333235b3adf96a1715864658b35bb797212be7bddb97 \
+    --hash=sha256:3ebca4179031ee716ed076ffadc29428e900512f6fccee8614c9983157fcf19c \
+    --hash=sha256:48ee05097750de0ff69ed5b7bbcf0732182fd57a24043dcc2a1da780a5ead3a5 \
+    --hash=sha256:4bab1b2d6141fe7b32ae71dac905666ece4f94936efbfb13d55bb7739a3a6021 \
+    --hash=sha256:4d4e98d6f3b8afed8bc8cd9718ec0cdf46661826beefb53fe8eafb37f2bf0362 \
+    --hash=sha256:4d7fde5501b944f83b3e665e1b31343ff6e154b15560a16b7130ea1e594a4206 \
+    --hash=sha256:4da3c38a2083ca4aaf9c2a36776cce3e9328e6647b10d118948f3cfb4913ffe4 \
+    --hash=sha256:4e39364e726a8fff737309aff059ff67d8a8c8d5b677be7bb49a8b3e84b7e218 \
+    --hash=sha256:4fd66214623f1b17501df9f0543bef0b833979ab5b6ded1e1d123222866aa8c9 \
+    --hash=sha256:4fef17e1f8722c11587a6ef18e35902450221da0028e65dbaaa543619e68e48f \
+    --hash=sha256:53b50b0e14084b8f7e29c5ce84c5af0f1160169b30d8a6914231d97d2fe297d4 \
+    --hash=sha256:57ea77fb70a448ce87d18fca050193202a3da5e54598f6501ca5476fb66cfe02 \
+    --hash=sha256:59e403b1cc5a676da8eaf31f6254801b7341b3e29efa85f92b48d272637e77be \
+    --hash=sha256:5b192c6cf397e4455b11523c5cf2b18ed084c1bbd61b6c0926344d2129481972 \
+    --hash=sha256:5f63aaf97afd9f6dec5b1a68e1b8da12bfccb4cb9a9a65c3e0b6c847849e7586 \
+    --hash=sha256:63e0efbc991250c0b3143488fa57d95affcabbfc63c99c48d625dd37779aafe2 \
+    --hash=sha256:6cc7923789694fd58f001cbcac7e47abc13af4d560ebbfcf3b41a8b1a0748124 \
+    --hash=sha256:71e63adb0e1f1ed5d9e168f50a91ceb93ae6420731d222dc7da5c69409aa47aa \
+    --hash=sha256:71f3db16e69b667b132e0f305a833d5497da302d801508cbb051ed9a9819da47 \
+    --hash=sha256:844417969855fc7a41be124aafe83dc424592a7f77cd4501900c67307122b92c \
+    --hash=sha256:8697ab6a080a5c46edaad50e2bc5bd8c7ca5c66442d24104fa44ec74910a8244 \
+    --hash=sha256:87e4d4ab280b0c87424d47695bec2182caf8cfc17879ea78dab76680194abc13 \
+    --hash=sha256:8aff7da9952a5ad1cef8e68017724d96c7b9a66e99e91d6252e1b133d67a7b10 \
+    --hash=sha256:8ecc30f10465fa1e0ce13fd01d9e22c316e5053a719a8d915d4545a09a5ff677 \
+    --hash=sha256:97d0d932803c1b164fde11cb542a9efcb1e0f63b184537cca65887147906ff48 \
+    --hash=sha256:97db4c94a7db398a5bd636273324f0b3fd58b350bbbac8bb380ceb825a9b40f4 \
+    --hash=sha256:9af678d6488357948f1f84c6cd1c1d397c014e1ae2f98ae082a44eb48f602624 \
+    --hash=sha256:9ef6fe90aadef185c7b128859f40beb24720b4ecea95379fc9000931179c3a49 \
+    --hash=sha256:9f78cf8fec5bd627f4082b8dfeac7871b43d7f3274904492a43dab39f18a19a0 \
+    --hash=sha256:a028425d1b440c5d92a6be1e1a020739dfe67ea87d96c6dbe828c1b30041728b \
+    --hash=sha256:a6082706765a95a6680d812e1daf1c0cfe8adec7831b3ff3b625693f3b461b1c \
+    --hash=sha256:a8f5f8bc7ce7d59f08d9f99fa510c06496164a24cb5f3d34537dbd9ca30132e2 \
+    --hash=sha256:aaea64f3f467d22e70eeed68bdccb3bc4f83f650446c4a03c59f2cba28a108db \
+    --hash=sha256:ace6c58523302d3b97b6ac5c38a5298a54b473762b6be82726b4265c41029f92 \
+    --hash=sha256:b3afcf569c15577a9fe64627292daa3e6b3a70f4fb77a5df246a87ec21681b94 \
+    --hash=sha256:b6ef1979adc4bc243523f1a2ba91418030a8e29b0a99cbe7e0e2d6807d4dce6e \
+    --hash=sha256:be4fa4f0af7fa18951f7ab3fc2148e223af211bf03f59e1c6034ec3f97f21d61 \
+    --hash=sha256:c2d3dc759490128c5c1711a53eeaa8ee1d437fd0038ffd2b6008abf46db3f882 \
+    --hash=sha256:c5d001196b89fa9cf0a4ab79766cd835b991a166e4b621ba95089edc50c429ff \
+    --hash=sha256:cce9127885941bd28f080cecf1f1d288336b7e0d812c345b08be88b572796254 \
+    --hash=sha256:cde1a448023ba7d5bb4c01c5afb48894380b5e4956e0627266526587ef4e535f \
+    --hash=sha256:d4087e5c0209a0a8efe4de3303c234b9c44d1174161dcd851e8eea07c7560b32 \
+    --hash=sha256:d8ea516b3726d190e1b4297e6f4e7a8650347ae053868a18163b4dd3641d1fff \
+    --hash=sha256:e30ab17845bb9fa54ccf67fa4f9f5282652d54faa6d17452f47d0f369d038673 \
+    --hash=sha256:e5c9b8f28e726e97d97696c826bc7bea5d71cecd63576dba92924a32c1961291 \
+    --hash=sha256:ea407d4ccf5891d667d045fecae97a7a1e5e87b3b97f97ae1803c2e741130be0 \
+    --hash=sha256:ea5c46eb2d3af39e806b986f4b09d5c2706a1f5afde3cbf7544ce6616127173c \
+    --hash=sha256:eebdbdeef0094e4f5aefa20dcd4eb2368ab5e7a3b4edea27f1e7b2892e009cf9 \
+    --hash=sha256:f01c4818b3fc9b0da8e096722a84318071eaa118df35f6ed2344da0e73a5444f \
+    --hash=sha256:f36b7f32c7c0db4a719f1fc5824db4a9c6f8bd1a354debb91faf26ebf3a4c71e \
+    --hash=sha256:f5d89a2ed90731df3be64bab0aa44f78bff39fdc9d71c291f4a8023aa46425b7 \
+    --hash=sha256:ffe02797b5e9f3a9d8292ddcd289b474ad13e81ad83cd1891a240811f1d2cb81
+    # via
+    #   pymilvus
+    #   trino
 overrides==7.7.0 \
     --hash=sha256:55158fa3d93b98cc75299b1e67078ad9003ca27945c76162c1c0766d6f91820a \
     --hash=sha256:c7ed9d062f78b8e4c1a7b70bd8796b35ead4d9f510227ef9c5dc7626c60d7e49
     # via jupyter-server
-packaging==26.2 \
-    --hash=sha256:5fc45236b9446107ff2415ce77c807cee2862cb6fac22b8a73826d0693b0980e \
-    --hash=sha256:ff452ff5a3e828ce110190feff1178bb1f2ea2281fa2075aadb987c2fb221661
+packaging==25.0 \
+    --hash=sha256:29572ef2b1f17581046b3a2227d5c611fb25ec70ca1ba8554b24b0e69331a484 \
+    --hash=sha256:d443872c98d677bf60f6a1f2f8c1cb748e8fe762d2bf9d3148b5599295b0fc4f
     # via
     #   accelerate
     #   build
@@ -3251,12 +3734,14 @@ packaging==26.2 \
     #   jupyterlab-server
     #   lazy-loader
     #   marshmallow
+    #   matplotlib
+    #   mlflow-skinny
+    #   mlflow-tracing
     #   nbconvert
     #   openlineage-python
     #   pandas-gbq
     #   pytest
     #   ray
-    #   safetensors
     #   scikit-image
     #   snowflake-connector-python
     #   sphinx
@@ -3329,6 +3814,7 @@ pandas==2.3.3 \
     #   google-cloud-bigquery
     #   great-expectations
     #   ibis-framework
+    #   mlflow
     #   pandas-gbq
     #   pymilvus
     #   ray
@@ -3341,17 +3827,17 @@ pandocfilters==1.5.1 \
     --hash=sha256:002b4a555ee4ebc03f8b66307e287fa492e4a77b4ea14d3f934328297bb4939e \
     --hash=sha256:93be382804a9cdb0a7267585f157e5d1731bbe5545a85b268d6f5fe6232de2bc
     # via nbconvert
-paramiko==4.0.0 \
-    --hash=sha256:0e20e00ac666503bf0b4eda3b6d833465a2b7aff2e2b3d79a8bba5ef144ee3b9 \
-    --hash=sha256:6a25f07b380cc9c9a88d2b920ad37167ac4667f8d9886ccebd8f90f654b5d69f
+paramiko==5.0.0 \
+    --hash=sha256:36763b5b95c2a0dcfdf1abc48e48156ee425b21efe2f0e787c2dd5a95c0e5e79 \
+    --hash=sha256:b7044611c30140d9a75261653210e2002977b71a0497ff3ba0d98d7edbf62f7c
     # via openshift-client
 parsimonious==0.11.0 \
     --hash=sha256:32e3818abf9f05b3b9f3b6d87d128645e30177e91f614d2277d88a0aea98fae2 \
     --hash=sha256:e080377d98957beec053580d38ae54fcdf7c470fb78670ba4bf8b5f9d5cad2a9
     # via singlestoredb
-parso==0.8.6 \
-    --hash=sha256:2b9a0332696df97d454fa67b81618fd69c35a7b90327cbe6ba5c92d2c68a7bfd \
-    --hash=sha256:2c549f800b70a5c4952197248825584cb00f033b29c692671d3bf08bf380baff
+parso==0.8.7 \
+    --hash=sha256:a8926eb2a1b915486941fdbd31e86a4baf88fe8c210f25f2f35ecec5b574ca1c \
+    --hash=sha256:eaaac4c9fdd5e9e8852dc778d2d7405897ec510f2a298071453e5e3a07914bb1
     # via jedi
 parsy==2.2 \
     --hash=sha256:5e981613d9d2d8b68012d1dd0afe928967bea2e4eefdb76c2f545af0dd02a9e7 \
@@ -3484,16 +3970,17 @@ pillow==11.3.0 \
     #   docling-parse
     #   easyocr
     #   imageio
+    #   matplotlib
     #   python-pptx
     #   scikit-image
     #   torchvision
-pip==26.1 \
-    --hash=sha256:4e8486d821d814b77319acb7b9e8bf5a4ee7590a643e7cb21029f209be8573c1 \
-    --hash=sha256:81e13ebcca3ffa8cc85e4deff5c27e1ee26dea0aa7fc2f294a073ac208806ff3
+pip==26.1.2 \
+    --hash=sha256:382ff9f685ee3bc25864f820aa50505825f10f5458ffff07e30a6d96e5715cab \
+    --hash=sha256:f49cd134c61cf2fd75e0ce2676db03e4054504a5a4986d00f8299ae632dc4605
     # via pip-tools
-pip-tools==7.5.3 \
-    --hash=sha256:3aac0c473240ae90db7213c033401f345b05197293ccbdd2704e52e7a783785e \
-    --hash=sha256:8fa364779ebc010cbfe17cb9de404457ac733e100840423f28f6955de7742d41
+pip-tools==7.6.0 \
+    --hash=sha256:4bd99155b6d8de358a214b0865e1a2855a453570c1a83d40f7b564870b8657be \
+    --hash=sha256:c1c59f7844df4866fa9542d3f50d1f44be537ac0027cb50b2563d6a992853981
     # via feast (pyproject.toml)
 platformdirs==3.11.0 \
     --hash=sha256:cf8ee52a3afdb965072dcc652433e0c7e3e40cf5ea1477cd4b3b1d2eb75495b3 \
@@ -3521,166 +4008,165 @@ pre-commit==3.3.1 \
     --hash=sha256:218e9e3f7f7f3271ebc355a15598a4d3893ad9fc7b57fe446db75644543323b9 \
     --hash=sha256:733f78c9a056cdd169baa6cd4272d51ecfda95346ef8a89bf93712706021b907
     # via feast (pyproject.toml)
-prometheus-client==0.25.0 \
-    --hash=sha256:5e373b75c31afb3c86f1a52fa1ad470c9aace18082d39ec0d2f918d11cc9ba28 \
-    --hash=sha256:d5aec89e349a6ec230805d0df882f3807f74fd6c1a2fa86864e3c2279059fed1
+prometheus-client==0.24.1 \
+    --hash=sha256:150db128af71a5c2482b36e588fc8a6b95e498750da4b17065947c16070f4055 \
+    --hash=sha256:7e0ced7fbbd40f7b84962d5d2ab6f17ef88a72504dcf7c0b40737b43b2a461f9
     # via
     #   feast (pyproject.toml)
     #   jupyter-server
     #   opentelemetry-exporter-prometheus
     #   ray
-prompt-toolkit==3.0.52 \
-    --hash=sha256:28cde192929c8e7321de85de1ddbe736f1375148b02f2e17edd840042b1be855 \
-    --hash=sha256:9aac639a3bbd33284347de5ad8d68ecc044b91a762dc39b7c21095fcd6a19955
+prompt-toolkit==3.0.53 \
+    --hash=sha256:01c0891d7f9237d5e339f7d3e42cdae80b7534abb1c7c0e3352efba6231492f2 \
+    --hash=sha256:9ec8a0ad96d5c56148b3f914aa79c1564c3fde5d2e6b876e7bc327e353cf8fa6
     # via ipython
-propcache==0.4.1 \
-    --hash=sha256:0002004213ee1f36cfb3f9a42b5066100c44276b9b72b4e1504cddd3d692e86e \
-    --hash=sha256:0013cb6f8dde4b2a2f66903b8ba740bdfe378c943c4377a200551ceb27f379e4 \
-    --hash=sha256:005f08e6a0529984491e37d8dbc3dd86f84bd78a8ceb5fa9a021f4c48d4984be \
-    --hash=sha256:031dce78b9dc099f4c29785d9cf5577a3faf9ebf74ecbd3c856a7b92768c3df3 \
-    --hash=sha256:05674a162469f31358c30bcaa8883cb7829fa3110bf9c0991fe27d7896c42d85 \
-    --hash=sha256:060b16ae65bc098da7f6d25bf359f1f31f688384858204fe5d652979e0015e5b \
-    --hash=sha256:120c964da3fdc75e3731aa392527136d4ad35868cc556fd09bb6d09172d9a367 \
-    --hash=sha256:15932ab57837c3368b024473a525e25d316d8353016e7cc0e5ba9eb343fbb1cf \
-    --hash=sha256:17612831fda0138059cc5546f4d12a2aacfb9e47068c06af35c400ba58ba7393 \
-    --hash=sha256:182b51b421f0501952d938dc0b0eb45246a5b5153c50d42b495ad5fb7517c888 \
-    --hash=sha256:1cdb7988c4e5ac7f6d175a28a9aa0c94cb6f2ebe52756a3c0cda98d2809a9e37 \
-    --hash=sha256:1eb2994229cc8ce7fe9b3db88f5465f5fd8651672840b2e426b88cdb1a30aac8 \
-    --hash=sha256:1f0978529a418ebd1f49dad413a2b68af33f85d5c5ca5c6ca2a3bed375a7ac60 \
-    --hash=sha256:204483131fb222bdaaeeea9f9e6c6ed0cac32731f75dfc1d4a567fc1926477c1 \
-    --hash=sha256:296f4c8ed03ca7476813fe666c9ea97869a8d7aec972618671b33a38a5182ef4 \
-    --hash=sha256:2ad890caa1d928c7c2965b48f3a3815c853180831d0e5503d35cf00c472f4717 \
-    --hash=sha256:2b16ec437a8c8a965ecf95739448dd938b5c7f56e67ea009f4300d8df05f32b7 \
-    --hash=sha256:2bb07ffd7eaad486576430c89f9b215f9e4be68c4866a96e97db9e97fead85dc \
-    --hash=sha256:333ddb9031d2704a301ee3e506dc46b1fe5f294ec198ed6435ad5b6a085facfe \
-    --hash=sha256:357f5bb5c377a82e105e44bd3d52ba22b616f7b9773714bff93573988ef0a5fb \
-    --hash=sha256:35c3277624a080cc6ec6f847cbbbb5b49affa3598c4535a0a4682a697aaa5c75 \
-    --hash=sha256:364426a62660f3f699949ac8c621aad6977be7126c5807ce48c0aeb8e7333ea6 \
-    --hash=sha256:381914df18634f5494334d201e98245c0596067504b9372d8cf93f4bb23e025e \
-    --hash=sha256:3d233076ccf9e450c8b3bc6720af226b898ef5d051a2d145f7d765e6e9f9bcff \
-    --hash=sha256:3d902a36df4e5989763425a8ab9e98cd8ad5c52c823b34ee7ef307fd50582566 \
-    --hash=sha256:3f7124c9d820ba5548d431afb4632301acf965db49e666aa21c305cbe8c6de12 \
-    --hash=sha256:405aac25c6394ef275dee4c709be43745d36674b223ba4eb7144bf4d691b7367 \
-    --hash=sha256:41a89040cb10bd345b3c1a873b2bf36413d48da1def52f268a055f7398514874 \
-    --hash=sha256:43eedf29202c08550aac1d14e0ee619b0430aaef78f85864c1a892294fbc28cf \
-    --hash=sha256:473c61b39e1460d386479b9b2f337da492042447c9b685f28be4f74d3529e566 \
-    --hash=sha256:49a2dc67c154db2c1463013594c458881a069fcf98940e61a0569016a583020a \
-    --hash=sha256:4b536b39c5199b96fc6245eb5fb796c497381d3942f169e44e8e392b29c9ebcc \
-    --hash=sha256:4c3c70630930447f9ef1caac7728c8ad1c56bc5015338b20fed0d08ea2480b3a \
-    --hash=sha256:4d3df5fa7e36b3225954fba85589da77a0fe6a53e3976de39caf04a0db4c36f1 \
-    --hash=sha256:4d7af63f9f93fe593afbf104c21b3b15868efb2c21d07d8732c0c4287e66b6a6 \
-    --hash=sha256:501d20b891688eb8e7aa903021f0b72d5a55db40ffaab27edefd1027caaafa61 \
-    --hash=sha256:521a463429ef54143092c11a77e04056dd00636f72e8c45b70aaa3140d639726 \
-    --hash=sha256:5558992a00dfd54ccbc64a32726a3357ec93825a418a401f5cc67df0ac5d9e49 \
-    --hash=sha256:55c72fd6ea2da4c318e74ffdf93c4fe4e926051133657459131a95c846d16d44 \
-    --hash=sha256:564d9f0d4d9509e1a870c920a89b2fec951b44bf5ba7d537a9e7c1ccec2c18af \
-    --hash=sha256:580e97762b950f993ae618e167e7be9256b8353c2dcd8b99ec100eb50f5286aa \
-    --hash=sha256:5a103c3eb905fcea0ab98be99c3a9a5ab2de60228aa5aceedc614c0281cf6153 \
-    --hash=sha256:5c3310452e0d31390da9035c348633b43d7e7feb2e37be252be6da45abd1abcc \
-    --hash=sha256:5d4e2366a9c7b837555cf02fb9be2e3167d333aff716332ef1b7c3a142ec40c5 \
-    --hash=sha256:5fd37c406dd6dc85aa743e214cef35dc54bbdd1419baac4f6ae5e5b1a2976938 \
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+    --hash=sha256:c66afea89b1e43725731d2004732a046fe6fe955d51f952c3e95a7314a284a39 \
+    --hash=sha256:c6844ba6364fb12f403928a82cfd295ab103a2b315c77c747b2dbe4a41894ea7 \
+    --hash=sha256:c80f4ba3e8f00189165999a742ee526ebeccedf6c3f7beb0c7df821e9772435a \
+    --hash=sha256:cafca7e56c12bb02ae16d283742bef25a61122e9dab2b5b3f2ccbe589ce32164 \
+    --hash=sha256:cc1177027eda740fdb152706bd215a3f124e3eea15afc39f2cb9fe351b50619e \
+    --hash=sha256:cc49723e2f60d6b32a0f0b08a3fd6d13203c07f1cd9566cfce0f12a917c967a2 \
+    --hash=sha256:cc6fc3cc62e8501d3ed62894425040d2728ecddb1ed072737a5c70bd537aa9f0 \
+    --hash=sha256:cd416c1de191973c52ff1a12a57446bfc7642797b282d7caf2162d7d1b8aa9a0 \
+    --hash=sha256:cd645f03898405cabe694fb8bc35241e3a9c332ec85627584fe3de201452b335 \
+    --hash=sha256:cef6cea3922890dd6c9654971001fa797b526c16ab5e1e46c05fd6f877be7568 \
+    --hash=sha256:cfa21e036ce1e1db2be04ba3b85d2df1bb1702fa01932d984c5464c665228ff4 \
+    --hash=sha256:d0326e2e5e1f3163fa306c834e48e8d490e5fae607a097a40c0648109b47ba80 \
+    --hash=sha256:d310c013aad2c72f1c3f2f8dd3279d460a858c551f97aeb8c63e4693cca7b4d2 \
+    --hash=sha256:d447bb0b3054be5818458fbb171208b1d9ff11eba14e18ca18b90cbb45767370 \
+    --hash=sha256:d4dc37dec6c6cdad0b57881a5658fd14fbf53e333b1a86cf86559f190e1d9ec4 \
+    --hash=sha256:d5a81be28596d6559f6131ef33e10200de6e17643b3c74ce03f9eb103be6ae8b \
+    --hash=sha256:d9ee8826a7d47863a08ac44e1a5f611a462eefc3a194b492da242128bec75b42 \
+    --hash=sha256:db2b80ea58eab4f86b2beec3cc8b39e8ff9276ac20e96b7cce43c8ae84cd6b5a \
+    --hash=sha256:decfca4c79dd53ebab484b00cc4b6717d8c369f86e74aa4ca395a64ac651495e \
+    --hash=sha256:dfed59d0a5aeb01e242e66ff0300bc4a265a7c05f612d30016f0b60b1017d757 \
+    --hash=sha256:e00820e192c8dbebcafb383ebbf99030895f09905e7a0eb2e0340a0bcc2bc825 \
+    --hash=sha256:e4294d04a94dcab1b3bccd8b66d962dcad411a1d19414b2a41d1445f1de32ad0 \
+    --hash=sha256:e59bc9e66329185b93dab73f210f1a37f81cb40f321501db8017c9aea15dba27 \
+    --hash=sha256:e5cbfac9f61484f7e9f3597775500cd3ebe8274e9b050c38f9525c77c97520bf \
+    --hash=sha256:f064f8d2b59177878b7615df1735cd8fe3462ed6be8c7b217d17a276489c2b7f \
+    --hash=sha256:f156a3529f38063b6dbaf356e15602a7f95f8055b1295a438433a6386f10463d \
+    --hash=sha256:f19bb891234d72535764d703bfed1153cc34f4214d5bd7150aee1eec9e8f4366 \
+    --hash=sha256:f7467da8a9822bf1a55336f877340c5bcbd3c482afc43a99771169f74a26dedc \
+    --hash=sha256:f78abfa8dfc32376fd1aacf597b2f2fbbe0ea751419aee718af5d4f82537ef8c \
+    --hash=sha256:f7eabc04151c78a9f4d5bbb5f1faf571e4defeb4b585e0fe95b60ff2dbe4d3d7 \
+    --hash=sha256:f814362777a9f841adddb200ecdf8f5cb1e5a3c4b7a86378edbd6ccb26edd702 \
+    --hash=sha256:fc299c129490f55f254cd90be0deca4764e36e9a7c08b4aa588479a3bbed3098 \
+    --hash=sha256:fc76378c62a0f04d0cd82fbb1a2cd2d7e28fcb40d5873f28a6c44e388aaa2751 \
+    --hash=sha256:fc88b26f08d634f7bc819a7852e5214f5802641ab8d9fd5326892292eee1993e \
+    --hash=sha256:fe67a3d11cd9b4efabfa45c3d00ffba2b26811442a73a581a94b67c2b5faccf6
     # via
     #   aiohttp
     #   yarl
-proto-plus==1.27.2 \
-    --hash=sha256:6432f75893d3b9e70b9c412f1d2f03f65b11fb164b793d14ae2ca01821d22718 \
-    --hash=sha256:b2adde53adadf75737c44d3dcb0104fde65250dfc83ad59168b4aa3e574b6a24
+proto-plus==1.28.2 \
+    --hash=sha256:26d843eb99c1e32fdf1d20ff0faae56607f7748fe774acf9ecd5cfe6c6472501 \
+    --hash=sha256:b874236fcac2358f601e4330bcb76cb8b89c851303ccf4078408b3d4774d1c52
     # via
     #   google-api-core
     #   google-cloud-bigquery-storage
     #   google-cloud-bigtable
     #   google-cloud-datastore
-protobuf==4.25.9 \
-    --hash=sha256:3683c05154252206f7cb2d371626514b3708199d9bcf683b503dabf3a2e38e06 \
-    --hash=sha256:438c636de8fb706a0de94a12a268ef1ae8f5ba5ae655a7671fcda5968ba3c9be \
-    --hash=sha256:79faf4e5a80b231d94dcf3a0a2917ccbacf0f586f12c9b9c91794b41b913a853 \
-    --hash=sha256:7f7c1abcea3fc215918fba67a2d2a80fbcccc0f84159610eb187e9bbe6f939ee \
-    --hash=sha256:9481e80e8cffb1c492c68e7c4e6726f4ad02eebc4fa97ead7beebeaa3639511d \
-    --hash=sha256:9560813560e6ee72c11ca8873878bdb7ee003c96a57ebb013245fe84e2540904 \
-    --hash=sha256:999146ef02e7fa6a692477badd1528bcd7268df211852a3df2d834ba2b480791 \
-    --hash=sha256:b0dc7e7c68de8b1ce831dacb12fb407e838edbb8b6cc0dc3a2a6b4cbf6de9cff \
-    --hash=sha256:b1d467352de666dc1b6d5740b6319d9c08cab7b21b452501e4ee5b0ac5156780 \
-    --hash=sha256:bde396f568b0b46fc8fbfe9f02facf25b6755b2578a3b8ac61e74b9d69499e03 \
-    --hash=sha256:d49b615e7c935194ac161f0965699ac84df6112c378e05ec53da65d2e4cbb6d4
+protobuf==6.33.6 \
+    --hash=sha256:0cd27b587afca21b7cfa59a74dcbd48a50f0a6400cfb59391340ad729d91d326 \
+    --hash=sha256:77179e006c476e69bf8e8ce866640091ec42e1beb80b213c3900006ecfba6901 \
+    --hash=sha256:7d29d9b65f8afef196f8334e80d6bc1d5d4adedb449971fefd3723824e6e77d3 \
+    --hash=sha256:9720e6961b251bde64edfdab7d500725a2af5280f3f4c87e57c0208376aa8c3a \
+    --hash=sha256:a6768d25248312c297558af96a9f9c929e8c4cee0659cb07e780731095f38135 \
+    --hash=sha256:bd56799fb262994b2c2faa1799693c95cc2e22c62f56fb43af311cae45d26f0e \
+    --hash=sha256:c96c37eec15086b79762ed265d59ab204dabc53056e3443e702d2681f4b39ce3 \
+    --hash=sha256:e2afbae9b8e1825e3529f88d514754e094278bb95eadc0e199751cdd9a2e82a2 \
+    --hash=sha256:e9db7e292e0ab79dd108d7f1a94fe31601ce1ee3f7b79e0692043423020b0593 \
+    --hash=sha256:f443a394af5ed23672bc6c486be138628fbe5c651ccbc536873d7da23d1868cf
     # via
     #   feast (pyproject.toml)
+    #   databricks-sdk
     #   google-api-core
     #   google-cloud-bigquery-storage
     #   google-cloud-bigtable
@@ -3692,6 +4178,8 @@ protobuf==4.25.9 \
     #   grpcio-status
     #   grpcio-testing
     #   grpcio-tools
+    #   mlflow-skinny
+    #   mlflow-tracing
     #   mypy-protobuf
     #   opentelemetry-proto
     #   proto-plus
@@ -3735,80 +4223,70 @@ psutil==5.9.0 \
     #   feast (pyproject.toml)
     #   accelerate
     #   ipykernel
-psycopg[binary, pool]==3.2.5 \
-    --hash=sha256:b782130983e5b3de30b4c529623d3687033b4dafa05bb661fc6bf45837ca5879 \
-    --hash=sha256:f5f750611c67cb200e85b408882f29265c66d1de7f813add4f8125978bfd70e8
+psycopg[binary, pool]==3.3.4 \
+    --hash=sha256:b6bbc25ccf05c8fad3b061d9db2ef0909a555171b84b07f29458a447253d679a \
+    --hash=sha256:e21207764952cff81b6b8bdacad9a3939f2793367fdac2987b3aac36a651b5bc
     # via feast (pyproject.toml)
-psycopg-binary==3.2.5 \
-    --hash=sha256:02fb96091e2fb3ea1470b113fef08953baaedbca1d39a3f72d82cb615177846c \
-    --hash=sha256:11e3ed8b94c750d54fc3e4502dd930fb0fd041629845b6a7ce089873ac9756b0 \
-    --hash=sha256:1494827c43265820d5dcdc6f8086521bc7dd04b9da8831310978a788cdcd2e62 \
-    --hash=sha256:21b839f9bfd77ed074f7f71464a43f453400c57d038a0ba0716329a28e335897 \
-    --hash=sha256:23a1dc61abb8f7cc702472ab29554167a9421842f976c201ceb3b722c0299769 \
-    --hash=sha256:274e852f9e61252bc8e80a0a43d300ba352d40219e856733054023a3bb960eb4 \
-    --hash=sha256:28bd5cb2324567e5e70f07fe1d646398d6b0e210e28b49be0e69593590a59980 \
-    --hash=sha256:2b053eae21dd3a6828b516a1171e1274d1af5f7c07d2d9a8f597f2e19c732168 \
-    --hash=sha256:2cbb8649cfdacbd14e17f5ab78edc52d33350013888518c73e90c5d17d7bea55 \
-    --hash=sha256:2cc86657c05e09c701e97f87132cd58e0d55381dd568520081ac1fe7580a9bbb \
-    --hash=sha256:2d10ce4c39eb9631381a0c3792727946a4391e843625a7ee9579ac6bb11495a5 \
-    --hash=sha256:2d22a15e45f43d36ed35aed4d5261f8ef6ab7d9b84ee075576ca56ae03b9e0aa \
-    --hash=sha256:2dbaf32c18c0d11c4480016b89c9c5cadb7b64c55de7f181d222b189bd13a558 \
-    --hash=sha256:32b5673736f04c36ccbf8012800fe5bc01b46dac22c5d59e41b043bebaad9d3d \
-    --hash=sha256:375149006e21d58ed8aba640e0295d8e636043064c433af94eb58057f9b96877 \
-    --hash=sha256:393ab353196d364858b47317d27804ecc58ab56dbde32217bd67f0f2f2980662 \
-    --hash=sha256:39e2cd10bf15442d95c3f48376b25dc33360418ea6c3c05884d8bf42407768c0 \
-    --hash=sha256:3d2e57a1d06f3968e49e948ba374f21a7d8dcf44f37d582a4aeddeb7c85ce239 \
-    --hash=sha256:3eb71cfc35116e4a8e336b7e785f1fe06ca23b4516a48ea91facd577d1a1fdf6 \
-    --hash=sha256:3f893c0ed3d5c7b83b76b1f8f7d3ca5a03e38bcd3cab5d65b5c25a0d1064aca4 \
-    --hash=sha256:473f6827cf1faf3924eb77146d1e85126a1b5e48a88053b8d8b78dd29e971d78 \
-    --hash=sha256:48f97936145cb7de18b95d85670b2d3e2c257277263272be05815b74fb0ef195 \
-    --hash=sha256:48fcb12a0a72fdfe4102bdb1252a7366e8d73a2c89fe6ce5923be890de367c2f \
-    --hash=sha256:4914dc60f2fddf0884464985e31d775aa865b665471fa156ec2f56fa72a1a097 \
-    --hash=sha256:51a96d9fe51f718912b4a0089784f1f32d800217499fd0f0095b888506aba4c5 \
-    --hash=sha256:5244bebaa9734a236b7157fb57c065b6c0f2344281916187bd73f951df1899e0 \
-    --hash=sha256:5b81342e139ddccfa417832089cd213bd4beacd7a1462ca4019cafe71682d177 \
-    --hash=sha256:5d2253189aa4cca0a425e2ca896d1a29760cd3a2b10ab12194e4e827a566505c \
-    --hash=sha256:5fd017d7ed71c58f19b0f614e7bfb8f01ec862bacb67ae584f494d090956102e \
-    --hash=sha256:605f70e267222d567fc40de7813ee3fb29f8145a1a20aa6fd3dc62baba9312f1 \
-    --hash=sha256:60d0f36a42a822e43c4c7472df8a0c980c0f32e5d74ed871333c423a4e942f11 \
-    --hash=sha256:62965045cc0fe3dc5dd55d39779620b225ef75962825c7b1b533033cb91810bd \
-    --hash=sha256:65162a9cc3f86d70b1d895dbda506e3c079f80d082eb41c54d3f6d33a00b3965 \
-    --hash=sha256:659f2c675d478b1bc01b95a8d3ded74fa939b370e71ffbecd496f617b215eb05 \
-    --hash=sha256:6b581da13126b8715c0c0585cd37ce934c9864d44b2a4019f5487c0b943275e6 \
-    --hash=sha256:71d82dbc7c6c7f5746468e7992e5483aa45b12250d78d220a2431ab88795825c \
-    --hash=sha256:7376b13504396da9678b646f5338462347da01286b2a688a0d8493ec764683a2 \
-    --hash=sha256:7623659d44a6aa032be4a066c658ba45009d768c2481526fbef7c609702af116 \
-    --hash=sha256:7a94020821723a6a210206ddb458001f3ed27e1e6a0555b9422bebf7ead8ff37 \
-    --hash=sha256:7d5f1bfc848a94e0d63fe693adee4f88bd9e5c415ecb4c9c17d2d44eba6795a6 \
-    --hash=sha256:7efe6c732fd2d7e22d72dc4f7cf9b644020adacfff61b0a8a151343da8e661c0 \
-    --hash=sha256:8a602d9fdb567cca090ca19ac3ebf10219065be2a4f8cf9eb8356cffb5a7ab1d \
-    --hash=sha256:8cd9ebf335262e864d740f9dad3f672f61162cc0d4825a5eb5cf50df334a688f \
-    --hash=sha256:8e6f2bef5aed021fbdf46323d3cd8847bf960efb56394698644a8ee2306f8892 \
-    --hash=sha256:93221d5a759bd39b1face1d7d887d2b9ede3e55aefaff8eacf1b663ccdcd204b \
-    --hash=sha256:9639289b72f9339721982e156527c296693236d6192ccc31412ab36fccd1683c \
-    --hash=sha256:98efaedf2bf79f4d563ca039a57a025b72847bd80568f54709cc39fc1404772c \
-    --hash=sha256:9abe093a303e25ac58774a11241150e2fe2947358d1ca12521ad03c90b131060 \
-    --hash=sha256:a4321ee8180982d70458d3e8378e31448901bf0ee40fe0d410a87413578f4098 \
-    --hash=sha256:a82211a43372cba9b1555a110e84e679deec2dc9463ae4c736977dad99dca5ed \
-    --hash=sha256:a91b0e096fdfeb52d86bb8f5ee25dc22483d6960af9b968e6b381a8ec5bfbf82 \
-    --hash=sha256:b5e0acbc991472188c9df40eb56d8a97ad3ad00d4de560b8b74bdc2d94041a8f \
-    --hash=sha256:b6b5a4542aca4095ab35e184517cb0d18895ba4b6661c92865b431fa7b7974d8 \
-    --hash=sha256:ba4a610882171bdaae0779f14e0ff45f3ee271fd2dbf16cdadfc81bd67323232 \
-    --hash=sha256:bc5bd9bf5f5894923b78a41c5becd52d6bced1e1e43744855bd85cb341376ca6 \
-    --hash=sha256:c37eb3be7a6be93f4925ccf52bbfa60244da6c63201770a709dd81a3d2d08534 \
-    --hash=sha256:c3c5fa3d4fa0a651cefab391b783f89bc5e331afa0a4e93c9b16141993fa05c8 \
-    --hash=sha256:ca5e36a3e7480a5c09aed99ecdb8e6554b21485c3b064297fe77f7b1b5806106 \
-    --hash=sha256:d4e0c1b1aa5283f6d9a384ffc7a8400d25386bb98fdb9bddae446e4ef4da7366 \
-    --hash=sha256:dc8bc40d82d1ee8dec136e10707c7f3147a6322fd8014e174a0f3446fb793649 \
-    --hash=sha256:de576c49d7deab2b78088feb24e1f6ae3e16a0020e8496cdd3b8543f5e350e87 \
-    --hash=sha256:e7d215a43343d91ba08301865f059d9518818d66a222a85fb425e4156716f5a6 \
-    --hash=sha256:eb8293d66c6a4ddc72fceb7ad0e111cb196cc394954ae0f9b63c251d97f1b00e \
-    --hash=sha256:ee6d8f489a9b116ea8dc797664a50671585a4ca20573359f067858e1231cc217 \
-    --hash=sha256:efb878d08dd49d7d9d18512e791b418a1171d08f935475eec98305f0886b7c14
+psycopg-binary==3.3.4 \
+    --hash=sha256:018fbed325936da502feb546642c982dcc4b9ffdea32dfef78dbf3b7f7ad4070 \
+    --hash=sha256:0579252a1202cd73e4da137a1426e2dae993ae44e757605344282af3a082848c \
+    --hash=sha256:136f199a407b5348b9b857c504aff60c77622a28482e7195839ce1b51238c4cc \
+    --hash=sha256:13a7f380824c35896dcac7fe0f61440f7ca49d6dc73f3c13a9a4471e6a3b302e \
+    --hash=sha256:17a21953a9e5ff3a16dab692625a3676e2f101db5e40072f39dbee2250194d68 \
+    --hash=sha256:1dc1f79fd16bb1f3f4421417a514607539f17804d95c7ed617265369d1981cae \
+    --hash=sha256:1fbaa292a3c8bb61b45df1ad3da1908ccee7cb889db9425e3557d9e34e2a4829 \
+    --hash=sha256:22cdbf5f91ef7bb91fe0c5757e1962d3127a8010256eefd9c61fcaf441802097 \
+    --hash=sha256:26df2717e59c0473e4465a97dfb1b7afebaa479277870fd5784d1436470db47c \
+    --hash=sha256:276904e3452d6a23d474ef9a21eee19f20eed3d53ddd2576af033827e0ba0992 \
+    --hash=sha256:28b7398fdd19db3232c884fb24550bdfe951221f510e195e233299e4c9b78f97 \
+    --hash=sha256:2c09aad7051326e7603c14e50636db9c01f78272dc54b3accff03d46370461e6 \
+    --hash=sha256:32a6fbf8481e3a370d0d72b860d35948a693cb01281da217f7b2f307636e591a \
+    --hash=sha256:41f2ec0fea529832982bcb6c9415de3c86264ebe562b77a467c0fbcd7efbba8d \
+    --hash=sha256:46893c26858be12cc49ca4226ed6a60b4bfccadd946b3bebb783a60b38788228 \
+    --hash=sha256:47c656a8a7ba6eb0cff1801a4caaa9c8bdc12d03080e273aff1c8ac39971a77e \
+    --hash=sha256:494ca54901be8cf9eb7e02c25b731f2317c378efa44f43e8f9bd0e1184ae7be4 \
+    --hash=sha256:514404ed543efd620c85602b747df2a23cf1241b4067199e1a66f2d2757aaa41 \
+    --hash=sha256:574ea21a9651958f1535c5a1c649c7409e9168bcbffa29a3f2f961f58b322949 \
+    --hash=sha256:580ae30a5f95ccd90008ec697d3ed6a4a2047a516407ad904283fa42086936e9 \
+    --hash=sha256:5ab28a2a7649df3b72e6b674b4c190e448e8e77cf496a65bd846472048de2089 \
+    --hash=sha256:5c4ab71be17bdca30cb34c34c4e1496e2f5d6f20c199c12bad226070b22ef9bf \
+    --hash=sha256:612a627d733f695b1de1f9b4bd511c15f999a5d8b915d444bbd7dd71cf3370da \
+    --hash=sha256:6402a9d8146cf4b3974ded3fd28a971e83dc6a0333eb7822524a3aa20b546578 \
+    --hash=sha256:6b9016b1714da4dd5ecaaa75b82098aa5a0b87854ce9b092e21c27c4ae23e014 \
+    --hash=sha256:71e55ccbdfae79a2ed9c6369c3008a3025817ff9d7e27b32a2d84e2a4267e66e \
+    --hash=sha256:7465bfe6087d2d5b42d4c53b9b11ca9f218e477317a4a162a10e3c19e984ba8e \
+    --hash=sha256:75a9067e236f9b9ae3535b66fe99bddb33d39c0de10112e49b9ab11eee53dc31 \
+    --hash=sha256:773d573e11f437ce0bdb95b7c18dc58390494f96d43f8b45b9760436114f7652 \
+    --hash=sha256:77df19583501ea288eaf15ac0fe7ad01e6d8091a91d5c41df5c718f307d8e31b \
+    --hash=sha256:7f7668f30b9dd5163197e5cbf4e0efd54e00f0a859cc566ce56cfc31f4054839 \
+    --hash=sha256:8c0056529e68dbe9184cd4019a1f3d8f3a4ead2f6fc7a5afcf27d3314edd1277 \
+    --hash=sha256:94596f9e7633ee3f6440711d43bb70aa31cc0a46a900ab8b4201a366ace5c9e7 \
+    --hash=sha256:ab8cca8ef8fb1ccf5b048ae5bd78ba55b9e4b5d472e3ce5ca39ff4d2a9c249e4 \
+    --hash=sha256:ad3bc94054876155549fdaedf4a46d1ec69d39a5bcee377148afe498e84c4b8e \
+    --hash=sha256:b56b603ebcea8aa10b46228b8410ba7f13e7c2ee54389d4d9be0927fd8ce2a70 \
+    --hash=sha256:b6f5a29e9c775b9f12a1a717aa7a2c80f9e1db6f27ba44a5b59c80ac61d2ffcf \
+    --hash=sha256:b7bfff1ca23732b488cbca3076fc11bc98d520ee122514fdb17a8e20d3338f5a \
+    --hash=sha256:bdef84570ebbce1d42b4e7ea952d21c414c5f118ad02fee00c5625f35e134429 \
+    --hash=sha256:c37e024c07308cd06cf3ec51bfd0e7f6157585a4d84d1bce4a7f5f7913719bf8 \
+    --hash=sha256:c677c4ad433cb7150c8cd304a0769ae3bcfbe5ea0676eb53faa7b1443b16d0d3 \
+    --hash=sha256:cf7f73a4a792bc5db58a4b385d8a1467e8d468f7548702fb0ed1e9b7501b1c13 \
+    --hash=sha256:cffc3408d77a27973f33e5d909b624cce683db5fc25964b02fe0aae7886c1007 \
+    --hash=sha256:d7b4d40c153fa352ab3cca530f3a0baedf7621b2ebcbd7f084009522c21788fc \
+    --hash=sha256:dbfdb9b6cc79f31104a7b162a2b921b765fcc62af6c00540a167a8de47e4ed38 \
+    --hash=sha256:df1d567fc430f6df15c9fcf67d87685fc49bdb325adc0db5af1adfb2f44eb5c9 \
+    --hash=sha256:e2631da29253a98bd496e6c4813b24e09a4fe3fb2a9e88513305d6f8747cce95 \
+    --hash=sha256:e7510c37550f91a187e3660a8cc50d4b760f8c3b8b2f89ebc5698cd2c7f2c85d \
+    --hash=sha256:eb05ee1c2b817d27c537333224c9e83c7afb86fe7296ba970990068baf819b16 \
+    --hash=sha256:eb4eed2079c01a4850bf467deacfab56d356d4225040170af03dc9958321242d \
+    --hash=sha256:ee17a2cf4943cde261adfad1bbc5bf38d6b3776d7afff74c7cabcbeaeb08c260 \
+    --hash=sha256:f80e3f2b5331dbbf0901bcb658056c03eeb2c1ef31d774afb0d61598b242e744 \
+    --hash=sha256:f9b1c2533af01cd7648378599f82b0b8ae32f293296e6eec5753a625bc97ef28 \
+    --hash=sha256:fa1cbc10768a796c96d3243656016bf4e337c81c71097270bb7b0ad6210d9765 \
+    --hash=sha256:fbd1d4ed566895ad2d3bf4ddfd8bae90026930ddf29df3b9d91d32c8c47866a7
     # via psycopg
-psycopg-pool==3.3.0 \
-    --hash=sha256:2e44329155c410b5e8666372db44276a8b1ebd8c90f1c3026ebba40d4bc81063 \
-    --hash=sha256:fa115eb2860bd88fce1717d75611f41490dec6135efb619611142b24da3f6db5
+psycopg-pool==3.3.1 \
+    --hash=sha256:2af5b432941c4c9ad5c87b3fa410aec910ec8f7c122855897983a06c45f2e4b5 \
+    --hash=sha256:b10b10b7a175d5cc1592147dc5b7eec8a9e0834eb3ed2c4a92c858e2f51eb63c
     # via psycopg
 ptyprocess==0.7.0 \
     --hash=sha256:4b41f3967fce3af57cc7e94b888626c18bf37a083e3651ca8feeb66d492fef35 \
@@ -3842,57 +4320,50 @@ py4j==0.10.9.9 \
     --hash=sha256:c7c26e4158defb37b0bb124933163641a2ff6e3a3913f7811b0ddbe07ed61533 \
     --hash=sha256:f694cad19efa5bd1dee4f3e5270eb406613c974394035e5bfc4ec1aba870b879
     # via pyspark
-pyarrow==24.0.0 \
-    --hash=sha256:02b001b3ed4723caa44f6cd1af2d5c86aa2cf9971dacc2ffa55b21237713dfba \
-    --hash=sha256:04920d6a71aabd08a0417709efce97d45ea8e6fb733d9ca9ecffb13c67839f68 \
-    --hash=sha256:0b3537c00fb8d384f15ac1e79b6eb6db04a16514c8c1d22e59a9b95c8ba42868 \
-    --hash=sha256:1183baeb14c5f587b1ec52831e665718ce632caab84b7cd6b85fd44f96114495 \
-    --hash=sha256:14e31a3c9e35f1ab6356c6378f6f72830e6d2d5f1791df3774a7b097d18a6a1e \
-    --hash=sha256:1617043b99bd33e5318ae18eb2919af09c71322ef1ca46566cdafc6e6712fb66 \
-    --hash=sha256:1a4e45017efbf115032e4475ee876d525e0e36c742214fbe405332480ecd6275 \
-    --hash=sha256:1b2fe7f9a5566401a0ef2571f197eb92358925c1f0c8dba305d6e43ea0871bb3 \
-    --hash=sha256:1cc9057f0319e26333b357e17f3c2c022f1a83739b48a88b25bfd5fa2dc18838 \
-    --hash=sha256:2392d954fcb920f42d230284b677605e4e2fbb11f2821e823e642abd67fbb491 \
-    --hash=sha256:25ea65d868eb04015cd18e6df2fbe98f07e5bda2abefabcb88fce39a947716f6 \
-    --hash=sha256:295f0a7f2e242dabd513737cf076007dc5b2d59237e3eca37b05c0c6446f3826 \
-    --hash=sha256:2f16197705a230a78270cdd4ea8a1d57e86b2fdcbc34a1f6aebc72e65c986f9a \
-    --hash=sha256:35405aecb474e683fb36af650618fd5340ee5471fc65a21b36076a18bbc6c981 \
-    --hash=sha256:38be1808cdd068605b787e6ca9119b27eb275a0234e50212c3492331680c3b1e \
-    --hash=sha256:3a577bd840ca83f646f0a625dbc571dba7044c43c2d1503afc378b570954345c \
-    --hash=sha256:3b13dedfe76a0ad2d1d859b0811b53827a4e9d93a0bcb05cf59333ab4980cc7e \
-    --hash=sha256:418e48ce50a45a6a6c73c454677203a9c75c966cb1e92ca3370959185f197a05 \
-    --hash=sha256:55a3bc1e3df3b5567b7d27ef551b2283f0c68a5e86f1cd56abc569da4f31335b \
-    --hash=sha256:6165461f55ef6314f026de6638d661188e3455d3ec49834556a0ebbdbace18bb \
-    --hash=sha256:61a3d7eaa97a14768b542f3d284dc6400dd2470d9f080708b13cd46b6ae18136 \
-    --hash=sha256:6233c9ed9ab9d1db47de57d9753256d9dcffbf42db341576099f0fd9f6bf4810 \
-    --hash=sha256:641f795b361874ac9da5294f8f443dfdbee355cf2bd9e3b8d97aaac2306b9b37 \
-    --hash=sha256:644a246325b8c69c595ad1dd4b463eba4b0cdb731370e4a86137d433208d6147 \
-    --hash=sha256:6f066b179d68c413374294bc1735f68475457c933258df594443bb9d88ddc2a0 \
-    --hash=sha256:7986f1fa71cee060ad00758bcc79d3a93bab8559bf978fab9e53472a2e25a17b \
-    --hash=sha256:7c2b98645d576a0b9616892ead22b64a83a5f043c5e2ca15ebcefcb5b70c80cb \
-    --hash=sha256:806f24b4085453c197a5078218d1ee08783ebbba271badd153d1ae22a3ee804f \
-    --hash=sha256:85fe721a14dd823aca09127acbb06c3ca723efbd436c004f16bca601b04dcc83 \
-    --hash=sha256:8adc8e6ce5fccf5dc707046ae4914fd537def529709cc0d285d37a7f9cd442ca \
-    --hash=sha256:9700ebd9a51f5895ce75ff4ac4b3c47a7d4b42bc618be8e713e5d56bacf5f931 \
-    --hash=sha256:9b18371ad2f44044b81a8d23bc2d8a9b6a6226dca775e8e16cfee640473d6c5d \
-    --hash=sha256:a964266397740257f16f7bb2e4f08a0c81454004beab8ff59dd531b73610e9f2 \
-    --hash=sha256:adbbedc55506cbdabb830890444fb856bfb0060c46c6f8026c6c2f2cf86ae795 \
-    --hash=sha256:ae8a1145af31d903fa9bb166824d7abe9b4681a000b0159c9fb99c11bc11ad26 \
-    --hash=sha256:b0e131f880cda8d04e076cee175a46fc0e8bc8b65c99c6c09dff6669335fde74 \
-    --hash=sha256:b196eb3f931862af3fa84c2a253514d859c08e0d8fe020e07be12e75a5a9780c \
-    --hash=sha256:b7d9a514e73bc42711e6a35aaccf3587c520024fe0a25d830a1a8a27c15f4f57 \
-    --hash=sha256:bec9373df11544592b0ba7ec2af0e35059e5f0e7647c6183a854dedd193298f1 \
-    --hash=sha256:c42ab9439498270139cc63e18847a02afe5c8b3ed9c931266533cfe378bd3591 \
-    --hash=sha256:c91d00057f23b8d353039520dc3a6c09d8608164c692e9f59a175a42b2ae0c19 \
-    --hash=sha256:d3e0b61e8efb24ed38898e5cdc5fffa9124be480008d401a1f8071500494ae42 \
-    --hash=sha256:d7027eba1df3b2069e2e8d80f644fa0918b68c46432af3d088ddd390d063ecde \
-    --hash=sha256:d8ddd2768da81d3ee08cfea9b597f4abb4e8e1dc8ae7e204b608d23a0d3ab699 \
-    --hash=sha256:e3268e43984d0b1a185c89b4cfff282a7ead12fc93f56cfd7088bdbcbe727041 \
-    --hash=sha256:e4505fc6583f7b05ab854934896bcac8253b04ac1171a77dfb73efef92076d91 \
-    --hash=sha256:e56a1ffe9bf7b727432b89104cc0849c21582949dd7bdcb34f17b2001a351a76 \
-    --hash=sha256:e6f1278ee4785b6db21229374a1c9e54ec7c549de5d1efc9630b6207de7e170b \
-    --hash=sha256:f7616236ec1bc2b15bfdec22a71ab38851c86f8f05ff64f379e1278cf20c634a \
-    --hash=sha256:fb24ac194bfc5e86839d7dcd52092ee31e5fe6733fe11f5e3b06ef0812b20072
+pyarrow==21.0.0 \
+    --hash=sha256:067c66ca29aaedae08218569a114e413b26e742171f526e828e1064fcdec13f4 \
+    --hash=sha256:072116f65604b822a7f22945a7a6e581cfa28e3454fdcc6939d4ff6090126623 \
+    --hash=sha256:0c4e75d13eb76295a49e0ea056eb18dbd87d81450bfeb8afa19a7e5a75ae2ad7 \
+    --hash=sha256:186aa00bca62139f75b7de8420f745f2af12941595bbbfa7ed3870ff63e25636 \
+    --hash=sha256:1e005378c4a2c6db3ada3ad4c217b381f6c886f0a80d6a316fe586b90f77efd7 \
+    --hash=sha256:203003786c9fd253ebcafa44b03c06983c9c8d06c3145e37f1b76a1f317aeae1 \
+    --hash=sha256:222c39e2c70113543982c6b34f3077962b44fca38c0bd9e68bb6781534425c10 \
+    --hash=sha256:26bfd95f6bff443ceae63c65dc7e048670b7e98bc892210acba7e4995d3d4b51 \
+    --hash=sha256:3a302f0e0963db37e0a24a70c56cf91a4faa0bca51c23812279ca2e23481fccd \
+    --hash=sha256:3a81486adc665c7eb1a2bde0224cfca6ceaba344a82a971ef059678417880eb8 \
+    --hash=sha256:3b4d97e297741796fead24867a8dabf86c87e4584ccc03167e4a811f50fdf74d \
+    --hash=sha256:40ebfcb54a4f11bcde86bc586cbd0272bac0d516cfa539c799c2453768477569 \
+    --hash=sha256:479ee41399fcddc46159a551705b89c05f11e8b8cb8e968f7fec64f62d91985e \
+    --hash=sha256:5051f2dccf0e283ff56335760cbc8622cf52264d67e359d5569541ac11b6d5bc \
+    --hash=sha256:555ca6935b2cbca2c0e932bedd853e9bc523098c39636de9ad4693b5b1df86d6 \
+    --hash=sha256:585e7224f21124dd57836b1530ac8f2df2afc43c861d7bf3d58a4870c42ae36c \
+    --hash=sha256:58c30a1729f82d201627c173d91bd431db88ea74dcaa3885855bc6203e433b82 \
+    --hash=sha256:6299449adf89df38537837487a4f8d3bd91ec94354fdd2a7d30bc11c48ef6e79 \
+    --hash=sha256:65f8e85f79031449ec8706b74504a316805217b35b6099155dd7e227eef0d4b6 \
+    --hash=sha256:689f448066781856237eca8d1975b98cace19b8dd2ab6145bf49475478bcaa10 \
+    --hash=sha256:69cbbdf0631396e9925e048cfa5bce4e8c3d3b41562bbd70c685a8eb53a91e61 \
+    --hash=sha256:731c7022587006b755d0bdb27626a1a3bb004bb56b11fb30d98b6c1b4718579d \
+    --hash=sha256:7be45519b830f7c24b21d630a31d48bcebfd5d4d7f9d3bdb49da9cdf6d764edb \
+    --hash=sha256:898afce396b80fdda05e3086b4256f8677c671f7b1d27a6976fa011d3fd0a86e \
+    --hash=sha256:8d58d8497814274d3d20214fbb24abcad2f7e351474357d552a8d53bce70c70e \
+    --hash=sha256:9b0b14b49ac10654332a805aedfc0147fb3469cbf8ea951b3d040dab12372594 \
+    --hash=sha256:9d9f8bcb4c3be7738add259738abdeddc363de1b80e3310e04067aa1ca596634 \
+    --hash=sha256:a7a102574faa3f421141a64c10216e078df467ab9576684d5cd696952546e2da \
+    --hash=sha256:a7f6524e3747e35f80744537c78e7302cd41deee8baa668d56d55f77d9c464b3 \
+    --hash=sha256:b6b27cf01e243871390474a211a7922bfbe3bda21e39bc9160daf0da3fe48876 \
+    --hash=sha256:b7ae0bbdc8c6674259b25bef5d2a1d6af5d39d7200c819cf99e07f7dfef1c51e \
+    --hash=sha256:bd04ec08f7f8bd113c55868bd3fc442a9db67c27af098c5f814a3091e71cc61a \
+    --hash=sha256:c077f48aab61738c237802836fc3844f85409a46015635198761b0d6a688f87b \
+    --hash=sha256:cdc4c17afda4dab2a9c0b79148a43a7f4e1094916b3e18d8975bfd6d6d52241f \
+    --hash=sha256:cf56ec8b0a5c8c9d7021d6fd754e688104f9ebebf1bf4449613c9531f5346a18 \
+    --hash=sha256:d2fe8e7f3ce329a71b7ddd7498b3cfac0eeb200c2789bd840234f0dc271a8efe \
+    --hash=sha256:dc56bc708f2d8ac71bd1dcb927e458c93cec10b98eb4120206a4091db7b67b99 \
+    --hash=sha256:e563271e2c5ff4d4a4cbeb2c83d5cf0d4938b891518e676025f7268c6fe5fe26 \
+    --hash=sha256:e72a8ec6b868e258a2cd2672d91f2860ad532d590ce94cdf7d5e7ec674ccf03d \
+    --hash=sha256:e99310a4ebd4479bcd1964dff9e14af33746300cb014aa4a3781738ac63baf4a \
+    --hash=sha256:f522e5709379d72fb3da7785aa489ff0bb87448a9dc5a75f45763a795a089ebd \
+    --hash=sha256:fc0d2f88b81dcf3ccf9a6ae17f89183762c8a94a5bdcfa09e05cfe413acf0503 \
+    --hash=sha256:fee33b0ca46f4c85443d6c450357101e47d53e6c3f008d658c27a2d020d44c79
     # via
     #   feast (pyproject.toml)
     #   dask
@@ -3901,6 +4372,8 @@ pyarrow==24.0.0 \
     #   deltalake
     #   google-cloud-bigquery
     #   ibis-framework
+    #   milvus-lite
+    #   mlflow
     #   pandas-gbq
     #   ray
     #   snowflake-connector-python
@@ -3908,9 +4381,9 @@ pyarrow-hotfix==0.7 \
     --hash=sha256:3236f3b5f1260f0e2ac070a55c1a7b339c4bb7267839bd2015e283234e758100 \
     --hash=sha256:59399cd58bdd978b2e42816a4183a55c6472d4e33d183351b6069f11ed42661d
     # via ibis-framework
-pyasn1==0.6.3 \
-    --hash=sha256:697a8ecd6d98891189184ca1fa05d1bb00e2f84b5977c481452050549c8a72cf \
-    --hash=sha256:a80184d120f0864a52a073acc6fc642847d0be408e7c7252f31390c0f4eadcde
+pyasn1==0.6.4 \
+    --hash=sha256:9c447d8431c947fe4c8febc4ed9e760bc29011a5b01e5c74b67025bd9fb8ce81 \
+    --hash=sha256:deda9277cfd454080ec40b207fb6df82206a3a2688735233cdcd8d3d565f088b
     # via pyasn1-modules
 pyasn1-modules==0.4.2 \
     --hash=sha256:29253a9207ce32b64c3ac6600edc75368f98473906e8fd1043bd6b5b1de2c14a \
@@ -4005,9 +4478,9 @@ pycryptodome==3.23.0 \
     --hash=sha256:e3f2d0aaf8080bda0587d58fc9fe4766e012441e2eed4269a77de6aea981c8be \
     --hash=sha256:eb8f24adb74984aa0e5d07a2368ad95276cf38051fe2dc6605cbcf482e04f2a7
     # via minio
-pydantic==2.13.3 \
-    --hash=sha256:6db14ac8dfc9a1e57f87ea2c0de670c251240f43cb0c30a5130e9720dc612927 \
-    --hash=sha256:af09e9d1d09f4e7fe37145c1f577e1d61ceb9a41924bf0094a36506285d0a84d
+pydantic==2.13.4 \
+    --hash=sha256:45a282cde31d808236fd7ea9d919b128653c8b38b393d1c4ab335c62924d9aba \
+    --hash=sha256:c40756b57adaa8b1efeeced5c196f3f3b7c435f90e84ea7f443901bec8099ef6
     # via
     #   feast (pyproject.toml)
     #   codeflare-sdk
@@ -4020,139 +4493,142 @@ pydantic==2.13.3 \
     #   fastapi-mcp
     #   great-expectations
     #   mcp
+    #   mcp-types
+    #   mlflow-skinny
+    #   mlflow-tracing
     #   pydantic-settings
+    #   pyiceberg
     #   qdrant-client
     #   ray
-pydantic-core==2.46.3 \
-    --hash=sha256:0087084960f209a9a4af50ecd1fb063d9ad3658c07bb81a7a53f452dacbfb2ba \
-    --hash=sha256:031bb17f4885a43773c8c763089499f242aee2ea85cf17154168775dccdecf35 \
-    --hash=sha256:06d5d8820cbbdb4147578c1fe7ffcd5b83f34508cb9f9ab76e807be7db6ff0a4 \
-    --hash=sha256:07bc6d2a28c3adb4f7c6ae46aa4f2d2929af127f587ed44057af50bf1ce0f505 \
-    --hash=sha256:0c9ff69140423eea8ed2d5477df3ba037f671f5e897d206d921bc9fdc39613e7 \
-    --hash=sha256:1105677a6df914b1fb71a81b96c8cce7726857e1717d86001f29be06a25ee6f8 \
-    --hash=sha256:1108da631e602e5b3c38d6d04fe5bb3bfa54349e6918e3ca6cf570b2e2b2f9d4 \
-    --hash=sha256:12bc98de041458b80c86c56b24df1d23832f3e166cbaff011f25d187f5c62c37 \
-    --hash=sha256:13afdd885f3d71280cf286b13b310ee0f7ccfefd1dbbb661514a474b726e2f25 \
-    --hash=sha256:17eaface65d9fc5abb940003020309c1bf7a211f5f608d7870297c367e6f9022 \
-    --hash=sha256:1da3786b8018e60349680720158cc19161cc3b4bdd815beb0a321cd5ce1ad5b1 \
-    --hash=sha256:23cbdb3aaa74dfe0837975dbf69b469753bbde8eacace524519ffdb6b6e89eb7 \
-    --hash=sha256:2798b6ba041b9d70acfb9071a2ea13c8456dd1e6a5555798e41ba7b0790e329c \
-    --hash=sha256:27f9067c3bfadd04c55484b89c0d267981b2f3512850f6f66e1e74204a4e4ce3 \
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+    --hash=sha256:811ff8e9c313ab425368bcbb36e5c4ebd7108c2bbf4e4089cfbb0b01eff63fac \
+    --hash=sha256:8233f2947cf85404441fd7e0085f53b10c93e0ee78611099b5c7237e36aacbf7 \
+    --hash=sha256:82cf5301172168103724d49a1444d3378cb20cdee30b116a1bd6031236298a5d \
+    --hash=sha256:8358a950c8909158e3df31538a7e4edc2d7265a7c54b47f0864d9e5bae9dcebf \
+    --hash=sha256:85bb3611ff1802f3ee7fdd7dbff26b56f343fb432d57a4728fdd49b6ef35e2f4 \
+    --hash=sha256:86e1a4418c6cd97d60c95c71164158eaf7324fae7b0923264016baa993eba6fc \
+    --hash=sha256:8b9bab013d1c7a79d3501ff86d0bc9c31bf587db4551677b96bec07df78c6b15 \
+    --hash=sha256:8c5dac79fa1614d1e06ca695109c6105923bd9c7d1d6c918d4e637b7e6b32fd3 \
+    --hash=sha256:8d0820e8192167f80d88d64038e609c31452eeca865b4e1d9950a27a4609b00b \
+    --hash=sha256:8daafc69c93ee8a0204506a3b6b30f586ef54028f52aeeeb5c4cfc5184fd5914 \
+    --hash=sha256:9037063db01f09b09e237c282b6792bd4da634b5402c4e7f0c61effed7701a04 \
+    --hash=sha256:905a0ed8ea6f2d61c1738835f99b699348d7857379083e5fc497fa0c967a407c \
+    --hash=sha256:90884113d8b48f760e9587002789ddd741e76ab9f89518cd1e43b1f1a52ec44b \
+    --hash=sha256:91a06d2e259ecfbd8c901d70c3c507900458498142b3026a296b7de4d1322cc9 \
+    --hash=sha256:926c9541b14b12b1681dca8a0b75feb510b06c6341b70a8e500c2fdcff837cce \
+    --hash=sha256:9401557acd873c3a7f3eb9383edef8ac4968f9510e340f4808d427e75667e7b4 \
+    --hash=sha256:9551187363ffc0de2a00b2e47c25aeaeb1020b69b668762966df15fc5659dd5a \
+    --hash=sha256:962ccbab7b642487b1d8b7df90ef677e03134cf1fd8880bf698649b22a69371f \
+    --hash=sha256:97e7cf2be5c77b7d1a9713a05605d49460d02c6078d38d8bef3cbe323c548424 \
+    --hash=sha256:9aa768456404a8bf48a4406685ac2bec8e72b62c69313734fa3b73cf33b3a894 \
+    --hash=sha256:9bc519fbf2b7578398853d815009ae5e4d4603d12f4e3f91da8c06852d3da3e9 \
+    --hash=sha256:9d56801be94b86a9da183e5f3766e6310752b99ff647e38b09a9500d88e46e76 \
+    --hash=sha256:9f444c499b3eefd3a92e348059471ea0c3a6e303d9c1cec09fa748fd9f895201 \
+    --hash=sha256:9fa8ae11da9e2b3126c6426f147e0fba88d96d65921799bb30c6abd1cb2c97fb \
+    --hash=sha256:a0f62d0a58f4e7da165457e995725421e0064f2255d8eccebc49f41bbc23b109 \
+    --hash=sha256:a396dcc17e5a0b164dbe026896245a4fa9ff402edca1dff0be3d53a517f74de4 \
+    --hash=sha256:aaa2a54443eff1950ba5ddc6b6ccda0d9c84a364276a62f969bdf2a390650848 \
+    --hash=sha256:ad785e92e6dc634c21555edc8bd6b64957ab844541bcb96a1366c202951ae526 \
+    --hash=sha256:af8244b2bef6aaad6d92cda81372de7f8c8d36c9f0c3ea36e827c60e7d9467a0 \
+    --hash=sha256:b078afbc25f3a1436c7a1d2cd3e322497ee99615ba97c563566fdf46aff1ee01 \
+    --hash=sha256:b2f69dec1725e79a012d920df1707de5caf7ed5e08f3be4435e25803efc47458 \
+    --hash=sha256:b8458003118a712e66286df6a707db01c52c0f52f7db8e4a38f0da1d3b94fc4e \
+    --hash=sha256:bb63e0198ca18aad131c089b9204c23079c3afa95487e561f4c522d519e55aba \
+    --hash=sha256:bfec22eab3c8cc2ceec0248aec886624116dc079afa027ecc8ad4a7e62010f8a \
+    --hash=sha256:c1747f85cee84c26985853c6f3d9bd3e75da5212912443fa111c113b9c246f39 \
+    --hash=sha256:c1b3f518abeca3aa13c712fd202306e145abf59a18b094a6bafb2d2bbf59192c \
+    --hash=sha256:c50f2528cf200c5eed56faf3f4e22fcd5f38c157a8b78576e6ba3168ec35f000 \
+    --hash=sha256:c68fcd102d71ea85c5b2dfac3f4f8476eff42a9e078fd5faefff6d145063536b \
+    --hash=sha256:c7a7bd4e39e8e4c12c39cd480356842b6a8a06e41b23a55a5e3e191718838ddf \
+    --hash=sha256:c94f0688e7b8d0a67abf40e57a7eaaecd17cc9586706a31b76c031f63df052b4 \
+    --hash=sha256:cbaf13819775b7f769bf4a1f066cb6df7a28d4480081a589828ef190226881cd \
+    --hash=sha256:cd2213145bcc2ba85884d0ac63d222fece9209678f77b9b4d76f054c561adb28 \
+    --hash=sha256:ce5c1d2a8b27468f433ca974829c44060b8097eedc39933e3c206a90ee49c4a9 \
+    --hash=sha256:d396ec2b979760aaf3218e76c24e65bd0aca24983298653b3a9d7a45f9e47b30 \
+    --hash=sha256:d51026d73fcfd93610abc7b27789c26b313920fcfb20e27462d74a7f8b06e983 \
+    --hash=sha256:d80ee3d731373b24cebbc10d689ca4ee1875caf0d5703a245db18efd4dd37fc1 \
+    --hash=sha256:d995260fdf4e1db774581b4900e0f832abe3c7c84996726bbc161b19c8f29e76 \
+    --hash=sha256:da4b951fe36dc7c3a1ccb4e3cd1747c3542b8c9ceede8fc86cae054e764485f5 \
+    --hash=sha256:daa27d92c36f24388fe3ad306b174781c747627f134452e4f128ea00ce1fe8c4 \
+    --hash=sha256:db06ffe51636ffe9ca531fe9023dd64bdd794be8754cb5df57c5498ae5b518a7 \
+    --hash=sha256:e0d65b8c354be7fb5f720c3caa8bc940bc2d20ce749c8e06135f07f8ed95dd7c \
+    --hash=sha256:e68b7a074f65a2fd746c52a7ce6142ab7006074ac269ace0c25cd8ba171f8066 \
+    --hash=sha256:e739fee756ba1010f8bcccb534252e85a35fe45ae92c295a06059ce58b74ccd3 \
+    --hash=sha256:e846ae7835bf0703ae43f534ab79a867146dadd59dc9ca5c8b53d5c8f7c9ef02 \
+    --hash=sha256:e9c26f834c65f5752f3f06cb08cb86a913ceb7274d0db6e267808a708b46bc89 \
+    --hash=sha256:ea793e075b70290d89d8142074262885d3f7da19634845135751bd6344f73b50 \
+    --hash=sha256:f027324c56cd5406ca49c124b0db10e56c69064fec039acc571c29020cc87c76 \
+    --hash=sha256:f13a646d65d09fbf1bc6b3a9635d30095c8e7e5cc419ff35ecc563c5fd04cd49 \
+    --hash=sha256:f47286a97f0bc9b8859519809077b91b2cefe4ae47fcbf5e466a009c1c5d742b \
+    --hash=sha256:f747929cf940cddb5b3668a390056ddd5ba2e5010615ea2dcf4f9c4f3ab8791d \
+    --hash=sha256:f99626688942fb746e545232e7726926f3be91b5975f8b55327665fafda991c7 \
+    --hash=sha256:f9fa868638bf362d3d138ea55829cefb3d5f4b0d7f142234382a15e2485dbec4 \
+    --hash=sha256:fbdb89b3e1c94a30cc5edfce477c6e6a5dc4d8f84665b455c27582f211a1c72c \
+    --hash=sha256:fc010ab034c8c7452522748bf937df58020d256ccae0874463d1f4d01758af8e \
+    --hash=sha256:fc3e9034a63de20e15e8ade85358bc6efc614008cab72898b4b4952bea0509ff \
+    --hash=sha256:fd8b3d9fd264be37976686c7f65cd52a83f5e84f4bfd2adf9c1d469676bbb6ae
     # via pydantic
-pydantic-settings==2.14.0 \
-    --hash=sha256:24285fd4b0e0c06507dd9fdfd331ee23794305352aaec8fc4eb92d4047aeb67d \
-    --hash=sha256:fc8d5d692eb7092e43c8647c1c35a3ecd00e040fcf02ed86f4cb5458ca62182e
+pydantic-settings==2.14.2 \
+    --hash=sha256:a20c97b37910b6550d5ea50fbcc2d4187defe58cd57070b73863d069419c9440 \
+    --hash=sha256:c19dd64b19097f1de80184f0cc7b0272a13ae6e170cbf240a3e27e381ed14a5f
     # via
     #   docling
     #   docling-core
     #   fastapi-mcp
-    #   mcp
 pydata-google-auth==1.9.1 \
     --hash=sha256:0a51ce41c601ca0bc69b8795bf58bedff74b4a6a007c9106c7cbcdec00eaced2 \
     --hash=sha256:75ffce5d106e34b717b31844c1639ea505b7d9550dc23b96fb6c20d086b53fa3
@@ -4168,9 +4644,40 @@ pygments==2.20.0 \
     #   nbconvert
     #   rich
     #   sphinx
-pyjwt[crypto]==2.12.1 \
-    --hash=sha256:28ca37c070cad8ba8cd9790cd940535d40274d22f80ab87f3ac6a713e6e8454c \
-    --hash=sha256:c74a7a2adf861c04d002db713dd85f84beb242228e671280bf709d765b03672b
+pyiceberg==0.11.1 \
+    --hash=sha256:138983e96a5c473aae1e1cd6143aacf02ccc9bbbf6180f15fa2588f99531188b \
+    --hash=sha256:1663d79fc8400903992c63f79b3908b9298c623138e8929bf36c559231e082d3 \
+    --hash=sha256:1d6b6f0c1e7dd8357f1ba56524bfc870d04ad3c00979db291784a7145497ad3b \
+    --hash=sha256:23ed91f8d2fa75a109708338f80a7addd2f37c93a8b0e6c9d220f1427939b81f \
+    --hash=sha256:366fe0d5a74e3cf1d4e7cbf3c49e308da60e7835ea268667be9185388f05d7a5 \
+    --hash=sha256:4d8790f420ebc484236017edba59182cf2a21bd3e4224a0bd0760a9c7268e96a \
+    --hash=sha256:6400774e6820760eb6c322f6feace43fe7267deb9f8d508f10bf258887a9c4d5 \
+    --hash=sha256:65a7ad892a570045b0de2db6af17119162880aebc05a0c125ce2db7dab36f17e \
+    --hash=sha256:6cf94756fb6a822d20a5a64f44840e6633ebf8b1deb3ce01057bff1cc03b01c2 \
+    --hash=sha256:7770e7bdee34549e8baf28b8626e6552de7894d869465a7c95fd9af33b4cbeb0 \
+    --hash=sha256:856c7fca5ed780ed44f60bceb92d6b311ebc008a2249415b8f6045201d4f5530 \
+    --hash=sha256:89c347170a691e3b8d072519f36790b9c19a2263ec0af0144c873994ecfe55eb \
+    --hash=sha256:8bd52c1891ae74cee21a4ebe8325953310a2e0af5352d70f47f5461422fcce2d \
+    --hash=sha256:8c62636a1e9d8a1fc74ffb70383939b9cd93f2c9ee8e12015a50dd75c98a989e \
+    --hash=sha256:a0f958cbca18d05846e3081dfff8575e73d45595441d659847479656dc76f91d \
+    --hash=sha256:ae27ba4d37925d5b2cff192acaa70c8bb114d632bbc527cc91fea0370702b866 \
+    --hash=sha256:b347d3cc8510f8fbe191956fcda7da372ebb3302789acefca08e352345959003 \
+    --hash=sha256:b4b91f1b1bac135c077326d30a1876f917e6c36b844a2e329b148fb9cb7aa660 \
+    --hash=sha256:b7ec5db19feab98a31fcd5caccf4a9a4e83f96933d1ca393ba7aea665710c2bb \
+    --hash=sha256:ba98d6a41ec0b7c81dd85d764f15653d6abbbbd69d92630677c43f92dd50d924 \
+    --hash=sha256:bba3a35b4648694783aeae5b77c235a57191c8b1b375c8602b03ae56a6cf4fe7 \
+    --hash=sha256:ccac408873f65b8954858ef08d4b098841301e232afc1b14e3eada489d303a7f \
+    --hash=sha256:cd423b8ee2f75fc9db09158875abe5e2c952a26ae5e521c3265ab2f9d3511ddf \
+    --hash=sha256:cec0616d2ba6e7dda6327089a2f34ec723aa9ac2c389857ef0b83f65fb135dd6 \
+    --hash=sha256:db66a4e0fdfbf4090631d59c3f65e960d9a5561e9259f6f3993cbe91e396837e \
+    --hash=sha256:ddb360da76c62c7c23ec3da40e1af48e6712a563905fea2d1a8911ff7a3b6c4d \
+    --hash=sha256:e08c268e12d54ea629a1f123bf7cb9587bdd57fd7bcdac22394dc6272a18668f \
+    --hash=sha256:e273242cdca56029af694d7ce18075d47a74d034326d663ff6dd2655a6f44825 \
+    --hash=sha256:eb3a0a3e630ee89758eb96b39b456f4697732351fb0c080e9498ea578f9b71f9
+    # via feast (pyproject.toml)
+pyjwt[crypto]==2.13.0 \
+    --hash=sha256:41571c89ca91598c79e8ef18a2d07367d4810fbbd6f637794879baf1b7703423 \
+    --hash=sha256:66adcc2aff09b3f1bbd95fc1e1577df8ac8723c978552fd43304c8a290ac5728
     # via
     #   feast (pyproject.toml)
     #   kube-authkit
@@ -4178,12 +4685,13 @@ pyjwt[crypto]==2.12.1 \
     #   msal
     #   singlestoredb
     #   snowflake-connector-python
-pylatexenc==2.10 \
-    --hash=sha256:3dd8fd84eb46dc30bee1e23eaab8d8fb5a7f507347b23e5f38ad9675c84f40d3
+pylatexenc==2.11 \
+    --hash=sha256:305a072a99ce736246049c9da05841b9d718c0f7ea8888f5f596cf15cb621053 \
+    --hash=sha256:e78e7391d6c104f1ed150e21cfaa58016cdb50aa54406a2eecb793649ffdfdd0
     # via docling
-pymilvus==2.5.18 \
-    --hash=sha256:1b78badcfa8d62db7d0b29193fc0422e4676873ff1c745a9d75c2c885d7a7e32 \
-    --hash=sha256:9e517076068e98dac51c018bc0dfe1f651d936154e2e2d9ad6c7b3dab1164e2d
+pymilvus==3.0.1 \
+    --hash=sha256:c02389059088b18d6e598cd175541e445c772fab4926c5e527c4913be34887f1 \
+    --hash=sha256:c5a8d5c1fa1de7b416e3529d383d8cc2e7da2170433ffa4a2d9087e14f70171a
     # via feast (pyproject.toml)
 pymongo==4.17.0 \
     --hash=sha256:0ff6bd2f735ab5356541e3e57d5b7dbfbc3f2ee1ccb10b6b0f82d58af69d1d8e \
@@ -4258,69 +4766,54 @@ pymongo==4.17.0 \
     --hash=sha256:faf03e4c2aafd6de626dbd30ba246d369ae33f47f10629d1bbe40f72115027a6 \
     --hash=sha256:ff5aa3f1c7e3f08eb0e7a016c91ba468b1850ccfd63d9b1f12f56350f4974cef
     # via feast (pyproject.toml)
-pymssql==2.3.2 \
-    --hash=sha256:06883bc9bdb297ae9132d9371b5b1a3a223c8f93dd6a87d1c112c6a688f26d53 \
-    --hash=sha256:0768d90f96ae3267d7561d3bcfe94dd671d107489e870388b12570c3debbc552 \
-    --hash=sha256:0831c5c95aab0b9aba5142dc97e28f59c4130e1c34ffc13ecbfdd4d2fe45b8a0 \
-    --hash=sha256:08facd25a50a7279385d1ffcee9d6d83c4e361db1af38e14519a87d7b1cadb10 \
-    --hash=sha256:0a20a17db870fb0e446a6d6bf7664aaf84af7be58ab1fad025cafa4e092507a1 \
-    --hash=sha256:1037053e6c74d6fe14c428cc942968b4e4bf06854706a83fe8e822e475e3f107 \
-    --hash=sha256:148b7714fff5a5b7ce038e92b02dd9bf68fe442c181a3aae32148e7b13f6db95 \
-    --hash=sha256:18089641b687be1ebd0f64f0d1ff977478a397ffa1af372bdf10dbec29cf6d2e \
-    --hash=sha256:1afda7b7022eff9451bd83e3f64c450a1a8cdff4ba8b8e399866dcd2cb861a1e \
-    --hash=sha256:1bc33ed9af6d8ebea2d49144cd2317b7ae1105dd51dddfd46982c90c8f0cf6ab \
-    --hash=sha256:1c99dba4bf5b1ce10657e9e2885f18ba9179190251b63d1498e7d6d72e64f1ce \
-    --hash=sha256:1cdc2619e7b4192b8d6619fd52ba8a2eae18b38b376f8649fb8f0727c4e88ff9 \
-    --hash=sha256:22b1ce3a48f28ee7d06ebc9ed94276d0bf1c99051ee1df3d2377b74721bd62ef \
-    --hash=sha256:22fb0fdd3b889bc10abbe3aa2abe7a008b30a6367b9ba159412d185d7d8fda9d \
-    --hash=sha256:235c230e56d8c8c5f289e665c538f31d967fec302d05ad269dcd64fa9d6eb3b7 \
-    --hash=sha256:23f5e2e2bdba1cf7cecbac66dd07de7631a8efca5692efee18ff46ebc087b757 \
-    --hash=sha256:2568944db3888996e161b40ad06c1b9e0fbb6cfcb38279a3abb98ece7a8e1c4a \
-    --hash=sha256:26bdb7abd5f107b6be422635f03e2cecaa52a5f4c394a205014586abbff9e72a \
-    --hash=sha256:2a44a0898dacba4e25cac8778d0ed112e297883fe862204e447081888da78dc4 \
-    --hash=sha256:2f4093b95f1f3a1232687fc92f652aaf675eb423db8549c16d146b91ac2f0eba \
-    --hash=sha256:33ad813092f8fb8f74578c5b5e37c818c4ae130fd4047cb28f0b256f2f107367 \
-    --hash=sha256:3870085a49e5332bc67ecb24f217c586977d5352eb51598244fc7bc278eee3e1 \
-    --hash=sha256:41d09e1b2534229b288c37b88c1de3d964317af2c7eec58bfb97e01d679eba27 \
-    --hash=sha256:5904d78e61668ec89761d3ae01efd4b42b31d820f612929f449e93cd23ba3c54 \
-    --hash=sha256:6019d2939963112662288704f608f31634038bffcfd5cad1bc79cb167edb3cc1 \
-    --hash=sha256:72b6599963b6e066998c4b27b7bf207684c243b12b1e5dcc180b2af22802ae6c \
-    --hash=sha256:73fac766b448613d7ae26e6b304b2cb8a7ffebccaa373633bad3b3cbcc829935 \
-    --hash=sha256:793a93da1521fa66bf02b3b873065e22bf14bda5570e005ce3d5fae0776d7b92 \
-    --hash=sha256:79cdc3ed1da3129ba56232127db86279728c4328595e2532ed4d0da6379a5c72 \
-    --hash=sha256:82ed3dd560d3fb222d26ce3a7373f46dc3ad1d50b6e6417ef7399e87fa9aefe1 \
-    --hash=sha256:8cd806380d362d4cef2d925a6baee6a4b2b151a92cac2cab5c4bfabed4be4849 \
-    --hash=sha256:9361593a89c9162fc631baf648a87e2666373382d9d54aacfb19edab9ceb2007 \
-    --hash=sha256:97fbd8491ad3ece0adcb321acec6db48b8fe37bc74af4c91bb657d4d9347d634 \
-    --hash=sha256:9e3d6fada7fbe7a5f5fafc420673f777bab3f399c78fa44e29de6a8cbc36e515 \
-    --hash=sha256:a3f9e7eb813dfeab6d01bf6474049bb76b0521235159d3e969ec82df384eac49 \
-    --hash=sha256:aa08b6203b2b5ed5ce47f80d5c529459181300d7e0d0c1e84390a4d01d45e509 \
-    --hash=sha256:ab48de09864fa6f49c575ef569f6773981d0cd905ff7288b5b185f8079a5a21f \
-    --hash=sha256:ab912d1178d5977e421cf9c4d4071958b223cbe4a2b6dd64611d521aa6bb7187 \
-    --hash=sha256:ae02cc1594f0addd748bf5ac1ccc7a73c03846ada9c553663c381b242b586606 \
-    --hash=sha256:b0c2b11aca16617cacaf385fb94134e73ba0216a924f9b85778cc7e3d3713361 \
-    --hash=sha256:b14cc65369d1425f2fb517609113465a0f55f19a49648160f2d10be4cb43ff4d \
-    --hash=sha256:b156b15165f7a0bbb392a124d8e2d678145c93e5bfcfef3b637e4d87eadcc85b \
-    --hash=sha256:b16d5880f7028442d6c49c94801ce9bff3af8af0fbda7c6039febb936714aed5 \
-    --hash=sha256:b3eb201c402bcf4f5b9399df0bb20d522636d2e87d1c6957a0b6d772ee636c61 \
-    --hash=sha256:bac6f355c454f94b0e15a04b7841236e5c5c4ef44d2d1beed00a3ad7b50ccc53 \
-    --hash=sha256:c24ba6aedb9b5540b56f3e74bff92b687c6e90c00650823385729c7e55923cf5 \
-    --hash=sha256:cbe9058b6520be74463476ff2cdb17bbab5ff60b60b3ed7bd8bd2d086bdfd9bd \
-    --hash=sha256:cc13c2e0f1b8efc3a46941de9db768fa59937b5a54081ec0cb0ff0da17d1fff3 \
-    --hash=sha256:dd5fe7552edc81628e4242b4671f7bad5ff1ec790bae5c7615d989375620edac \
-    --hash=sha256:eb629b5fb0376fbf39d575cf1365e504b84877b19f9e8d53caa5228fed56894a \
-    --hash=sha256:ee8ee2c7c227c413ad9b88ddba1cb6a25e28c217ae73ecac1c7a6b8c29003604 \
-    --hash=sha256:ef0d29c705db552f9e75230f946b0ca9db0db903c5c9ee79ce8b88ad25ea9670 \
-    --hash=sha256:f1791f4627c42fe2d2833c884d036b0c5c8cf628f2cdfa3536191c217acf729e \
-    --hash=sha256:f282e701dca155b3e7f1644d7e3b60c201ca5f3be8045bce34042d3c737d63ee \
-    --hash=sha256:f2b1da4e68d618c7972e583ae19f386ae620258acb61564e8067c203f27cd769 \
-    --hash=sha256:f9737c06b13ca2012b9900185fa3af72a37941c532da2e6373dd7c9ab16abddf \
-    --hash=sha256:fb8a7b197aaf466a7577ca6690aa9d747081b653ab212d052d71f3cc10587c3b \
-    --hash=sha256:fdd774b26407babd0205ef85a098f90553e6b3da77a22322a1e7d2cb51f742c0
+pymssql==2.3.13 \
+    --hash=sha256:0a7e6431925572bc75fb47929ae8ca5b0aac26abfe8b98d4c08daf117b5657f1 \
+    --hash=sha256:0fddd24efe9d18bbf174fab7c6745b0927773718387f5517cf8082241f721a68 \
+    --hash=sha256:123c55ee41bc7a82c76db12e2eb189b50d0d7a11222b4f8789206d1cda3b33b9 \
+    --hash=sha256:1493f63d213607f708a5722aa230776ada726ccdb94097fab090a1717a2534e0 \
+    --hash=sha256:152be40c0d7f5e4b1323f7728b0a01f3ee0082190cfbadf84b2c2e930d57e00e \
+    --hash=sha256:16c5957a3c9e51a03276bfd76a22431e2bc4c565e2e95f2cbb3559312edda230 \
+    --hash=sha256:17942dc9474693ab2229a8a6013e5b9cb1312a5251207552141bb85fcce8c131 \
+    --hash=sha256:1c6d0b2d7961f159a07e4f0d8cc81f70ceab83f5e7fd1e832a2d069e1d67ee4e \
+    --hash=sha256:2137e904b1a65546be4ccb96730a391fcd5a85aab8a0632721feb5d7e39cfbce \
+    --hash=sha256:2b056eb175955f7fb715b60dc1c0c624969f4d24dbdcf804b41ab1e640a2b131 \
+    --hash=sha256:30918bb044242865c01838909777ef5e0f1b9ecd7f5882346aefa57f4414b29c \
+    --hash=sha256:319810b89aa64b99d9c5c01518752c813938df230496fa2c4c6dda0603f04c4c \
+    --hash=sha256:476f6f06b2ae5dfbfa0b169a6ecdd0d9ddfedb07f2d6dc97d2dd630ff2d6789a \
+    --hash=sha256:48631c7b9fd14a1bd5675c521b6082590bf700b7961c65638d237817b3fde735 \
+    --hash=sha256:4aa18944a121f996178e26cadc598abdbf73759f03dc3cd74263fdab1b28cd96 \
+    --hash=sha256:4b834c34e7600369eee7bc877948b53eb0fe6f3689f0888d005ae47dd53c0a66 \
+    --hash=sha256:4d87237500def5f743a52e415cd369d632907212154fcc7b4e13f264b4e30021 \
+    --hash=sha256:51e42c5defc3667f0803c7ade85db0e6f24b9a1c5a18fcdfa2d09c36bff9b065 \
+    --hash=sha256:5c045c0f1977a679cc30d5acd9da3f8aeb2dc6e744895b26444b4a2f20dad9a0 \
+    --hash=sha256:5c2e55b6513f9c5a2f58543233ed40baaa7f91c79e64a5f961ea3fc57a700b80 \
+    --hash=sha256:612ac062027d2118879f11a5986e9d9d82d07ca3545bb98c93200b68826ea687 \
+    --hash=sha256:6a6c0783d97f57133573a03aad3017917dbdf7831a65e0d84ccf2a85e183ca66 \
+    --hash=sha256:79c759db6e991eeae473b000c2e0a7fb8da799b2da469fe5a10d30916315e0b5 \
+    --hash=sha256:7d7037d2b5b907acc7906d0479924db2935a70c720450c41339146a4ada2b93d \
+    --hash=sha256:7f9b1d5aef2b5f47a7f9d9733caee4d66772681e8f798a0f5e4739a8bdab408c \
+    --hash=sha256:8d66ce0a249d2e3b57369048d71e1f00d08dfb90a758d134da0250ae7bc739c1 \
+    --hash=sha256:910404e0ec85c4cc7c633ec3df9b04a35f23bb74a844dd377a387026ae635e3a \
+    --hash=sha256:a930adda87bdd8351a5637cf73d6491936f34e525a5e513068a6eac742f69cdb \
+    --hash=sha256:aa5e07eff7e6e8bd4ba22c30e4cb8dd073e138cd272090603609a15cc5dbc75b \
+    --hash=sha256:b0af51904764811da0bfe4b057b1d72dee11a399ce9ed5770875162772740c8a \
+    --hash=sha256:c0ea72641cb0f8bce7ad8565dbdbda4a7437aa58bce045f2a3a788d71af2e4be \
+    --hash=sha256:c690f1869dadbf4201b7f51317fceff6e5d8f5175cec6a4a813e06b0dca2d6ed \
+    --hash=sha256:cf4f32b4a05b66f02cb7d55a0f3bcb0574a6f8cf0bee4bea6f7b104038364733 \
+    --hash=sha256:d663c908414a6a032f04d17628138b1782af916afc0df9fefac4751fa394c3ac \
+    --hash=sha256:d94da3a55545c5b6926cb4d1c6469396f0ae32ad5d6932c513f7a0bf569b4799 \
+    --hash=sha256:db77da1a3fc9b5b5c5400639d79d7658ba7ad620957100c5b025be608b562193 \
+    --hash=sha256:e053b443e842f9e1698fcb2b23a4bff1ff3d410894d880064e754ad823d541e5 \
+    --hash=sha256:e7c31f192da9d30f0e03ad99e548120a8740a675302e2f04fa8c929f7cbee771 \
+    --hash=sha256:eb3275985c23479e952d6462ae6c8b2b6993ab6b99a92805a9c17942cf3d5b3d \
+    --hash=sha256:f1897c1b767cc143e77d285123ae5fd4fa7379a1bfec5c515d38826caf084eb6 \
+    --hash=sha256:f5d995a80996235ed32102a93067ce6a7143cce3bfd4e5042bf600020fc08456 \
+    --hash=sha256:fc5482969c813b0a45ce51c41844ae5bfa8044ad5ef8b4820ef6de7d4545b7f2 \
+    --hash=sha256:ff5be7ab1d643dbce2ee3424d2ef9ae8e4146cf75bd20946bc7a6108e3ad1e47
     # via feast (pyproject.toml)
-pymysql==1.1.3 \
-    --hash=sha256:8164ba62c552f6105f3b11753352d0f16b90d1703ba67d81923d5a8a5d1c5289 \
-    --hash=sha256:e70ebf2047a4edf6138cf79c68ad418ef620af65900aa585c5e8bfc95044d43a
+pymysql==1.2.0 \
+    --hash=sha256:62169ce6d5510f08e140c5e7990ee884a9764024e4a9a27b2cc11f1099322ae0 \
+    --hash=sha256:6c7b17ca686988104d7426c27895b455cdeea3e9d3ceb1270f0c3704fead8c33
     # via feast (pyproject.toml)
 pynacl==1.6.2 \
     --hash=sha256:018494d6d696ae03c7e656e5e74cdfd8ea1326962cc401bcf018f1ed8436811c \
@@ -4417,14 +4910,17 @@ pyodbc==5.3.0 \
     # via
     #   feast (pyproject.toml)
     #   ibis-framework
-pyopenssl==26.1.0 \
-    --hash=sha256:115563879b2c8ccb207975705d3e491434d8c9d7c79667c902ecbf5f3bbd2ece \
-    --hash=sha256:737f0a2275c5bc54f3b02137687e1a765931fb3949b9a92a825e4d33b9eec08b
+pyopenssl==26.3.0 \
+    --hash=sha256:46367f8f66b92271e6d218da9c87607e1ef5a0bc5c8dea5bb3db82f395c385a3 \
+    --hash=sha256:589de7fae1c9ea670d18422ed00fc04da787bbde8e1454aea872aa57b49ad341
     # via snowflake-connector-python
 pyparsing==3.3.2 \
     --hash=sha256:850ba148bd908d7e2411587e247a1e4f0327839c40e2e5e6d05a007ecc69911d \
     --hash=sha256:c777f4d763f140633dcb6d8a3eda953bf7a214dc4eff598413c070bcdc117cbc
-    # via great-expectations
+    # via
+    #   great-expectations
+    #   matplotlib
+    #   pyiceberg
 pypdfium2==4.30.0 \
     --hash=sha256:0dfa61421b5eb68e1188b0b2231e7ba35735aef2d867d86e48ee6cab6975195e \
     --hash=sha256:119b2969a6d6b1e8d55e99caaf05290294f2d0fe49c12a3f17102d01c441bd29 \
@@ -4446,8 +4942,95 @@ pyproject-hooks==1.2.0 \
     # via
     #   build
     #   pip-tools
-pyspark==4.1.1 \
-    --hash=sha256:77f78984aa84fbe865c717dd37b49913b4e5c97d76ef6824f932f1aefa6621ec
+pyroaring==1.1.0 \
+    --hash=sha256:01212da3752d6486adcca98c9d353f8fb8e36513e05062cdd0feebc4211dbe70 \
+    --hash=sha256:0183b26c6e25a14e32b2aed7095a19491d6c835096032b33bc00b4ae995495bf \
+    --hash=sha256:043dbbaa905f7288c515ac06a96b67a3763f35e9ae06f0c0278c0d9964d16760 \
+    --hash=sha256:0dfb6cf50fd8898179e460e699a6b8326ca508c627d083f7bf62f769fe1717d5 \
+    --hash=sha256:0f1d76ef29034017eb2cceebd5fa0504d6ced218ce6432f99da5adecbe038269 \
+    --hash=sha256:100585f438b293112e2c52e45a442835837c8a0267dd1e513bafec35628f8ecb \
+    --hash=sha256:13660386ea8905ee4d42c21a6275463e2dc7d31e0b5d65eec210aa7043ad96f4 \
+    --hash=sha256:19c9bb8b32f17fe63e54e78f88a7a67fe2dca352bf79d7d3b43f0a901db5ea3b \
+    --hash=sha256:19d0c81c865d63791fe20e5b38733b66f4f962e677ae7e8b3d3c4947ac6e752f \
+    --hash=sha256:1fc112b9a9890f89cc645a16604783ed7fa25299f149b0ef7b45a5e2e3c1f31f \
+    --hash=sha256:212f471da113eba24a0fedbd1ef078bfed34b792e8f48dba3f7301f1bca2678a \
+    --hash=sha256:25d65257258f7a3df8b872ddfe18f3681f20b3bc2a3093f08fc80c66338051f4 \
+    --hash=sha256:370d191b0d1b32bbd99452ef5f0485f22fcc4bf7404d33b821d0ce2459951152 \
+    --hash=sha256:381eda673442c389993f8b0db2dbf5d02ea8ea9aac6ba736f64cc1ffb6c96885 \
+    --hash=sha256:39eff7dd06c163c22d0a9f9fd72d27e671457bea8cdb71215382a10512539e1d \
+    --hash=sha256:3beb40eb1220d1ce4fb3661bb019e9a21857e5bb294fe8c1c5016aeb6e82318c \
+    --hash=sha256:3d04c3eb039cf2295e4d375ef81fd6e3cae7cefe3b5c457ccaf78d7d6f963a5d \
+    --hash=sha256:44a9f9719ed18e86627286f90057f9b7e22f6ba1d952c9793f9600b5c14e8680 \
+    --hash=sha256:462b0952277d3100a90ae890ae641d3fb3561b10cfea542e02468f0bef7700a5 \
+    --hash=sha256:499f0a5d03d64e7b846ee749e87721fb8516da7233baafb24ab69aa63bcf080b \
+    --hash=sha256:4a2c7ecd74e7b3ded54ad771a2b7c0aa08aa98f78e43500fa970d68d684bef0c \
+    --hash=sha256:4ae81a0353af50d6885720b9119783b8be7bcd079e727ea1c4fca3f452fe95ba \
+    --hash=sha256:4c443e9f942b6089efe8c9b264576e9d116f90be28a315679375bba2d8a915d6 \
+    --hash=sha256:51dd2490a64ad4ed53c4fb58ef1ee3f84f6cbd97cdb47abd9065c9f714ab72ef \
+    --hash=sha256:51ebe5e6f48e3dc9df91a4cb62137ef72e1469acd6f37479abd9991f6d945cc9 \
+    --hash=sha256:532ae6bb1d3431d9956ef07589dd5c8dd918301a83d937c7dc6e511b1364d76a \
+    --hash=sha256:532e53191d8dd29dedfc5202cbb45632f7df751b207a7f6d6860fb7067c7fe11 \
+    --hash=sha256:53acecba8f898e96b84d4139356e30719c70358177e270055901d3ec1cb0e34c \
+    --hash=sha256:5599b691e5e993f7fdd9880429d1c485eae03dc392ba5b2dbe2eef0434bea1a5 \
+    --hash=sha256:55c9d0b708a65308eaa95c53d9de56a2b4425812395f6e57a4d9ad8efb081bf9 \
+    --hash=sha256:562fa04bbfd41144d1276ed79505007557c161371450d68a1d71fc83dc01d083 \
+    --hash=sha256:56a67794188275f8897a8f1fa64d6313c48241bebbdef38833063e7281b29ef8 \
+    --hash=sha256:591e2ed4d60443dafd9075c1f72e9aaf359ccf5120e32a8c340c2b2ae3da45e7 \
+    --hash=sha256:5e337f8c5b3c2e0c27da83fc2cb702684a47eee907a960cfee964fcb5344515b \
+    --hash=sha256:5eb031237e9d39cbdfc9276facacdd88e27aefb58940bd8b56b878dfd38d6022 \
+    --hash=sha256:61a8eabee99104ca197b6e7cce05dc4f27f503be52881800cd370eb5a5152d3f \
+    --hash=sha256:650db21c10f42ff2b09ef02c10a779a3d59d0c7512552f3844738b30adbcb8a5 \
+    --hash=sha256:66aa6a321fbc598f26d5e66050a7f145c2253f3fe5737b589841ff0cbe5cb177 \
+    --hash=sha256:67650460c65bdd7b4f5078d9c955aa38f64627d02cb48f9cfb24eae84bca2aba \
+    --hash=sha256:6a1d4c59d5b23c01d62f86d57ceefd0c0977de0425aafa7069f2d70563fed3b8 \
+    --hash=sha256:71fec09bd42f8c33ac3b762cd00c5db842eb583ffd0e361739ce1c17ad078a6a \
+    --hash=sha256:72f68a16b00b35481d9b3bfe897ecd8a1f7da69efd92ba5b17347ca11c21cb0d \
+    --hash=sha256:731a7a9e050758986d5757eea10f9ccb08f9c3ef514ce0335f4a90e126f81131 \
+    --hash=sha256:7caf95de39ce869ea0978068521cf6faa7350574fd1734ad6c63e5ed8cd06baa \
+    --hash=sha256:81ebbc0c880c8a10f13118632e5c0d59159ceada8b651bba18f2e6dc70efdeda \
+    --hash=sha256:8376c62e60a49e8fe51ffce569f74beed6e53fb58e5d6739f954c8c51ec0bec3 \
+    --hash=sha256:83815b3a4cb9c3b17096c70833373610d5c93e89c134548cf43436c90326bfb3 \
+    --hash=sha256:8a5fbcb86e44f1c0c9c052917eee67a04cbac9de7392fb4bc77c140ff4a7e471 \
+    --hash=sha256:8cff06d18c9a30f8547a92757078aa345db1ba5b22e3082a05f64e50b384e27a \
+    --hash=sha256:8f1f56004e8f1c1489bf279c25f1fa4764252cd9af5fb35675774268a4a615ba \
+    --hash=sha256:8f5194c0544b08e56e108dad096c468c67f8ac60eec42763aed36ccbd3565346 \
+    --hash=sha256:90ab2f00c09eed5bd986a80c8641e2dc10e7aca1a2d892d89a44b396e39c08ea \
+    --hash=sha256:92643c9dd303de8960c3dbed93a28b8d87da5ed0a7776568979f379d7bc8a885 \
+    --hash=sha256:974fb6fa4c4a682c633c4d7fa6087ccd717804726f9db1f771f1c2ea4f3990b7 \
+    --hash=sha256:986efb3aec7655d69c14db2309a2072dbf181bdb906091fede83ad18e316cdaf \
+    --hash=sha256:9882a204178cc8c915e0ce30abb4bdd1668e383c571b06649d5ed272d9625877 \
+    --hash=sha256:99c42fe1449acfbf130da65e66b4d5b2726aba4497be359bae7672e38a15fc62 \
+    --hash=sha256:9cf8608c9d6cb6bff9c624744f7a2ba8ab12276f097a07930490fe0e2219e9be \
+    --hash=sha256:9d9f196007f0b15ea19c21732faacaea83cbf5946b6db4949b3b98cf871c93f0 \
+    --hash=sha256:9dc61b7e38aca2ef384ac22b87a9c2b1e8769a1e15d916f93ea6a9a4551fc1d7 \
+    --hash=sha256:a23cd023985b5f2ba23e84e1fadaeacde3c8a59e1d2adb3fe782e99db1e22387 \
+    --hash=sha256:a31276323fdd355505883162f1dca4d7acc3d6ec2159c85ddef863f1fe9e8f05 \
+    --hash=sha256:a6343249ce9401dd90c3b934fd9a4a618b6fc455f27a9aa11d198eebd4743137 \
+    --hash=sha256:a98d1147fe1d3195053b67b474bccc0be5021506765d27f613a943c8c99f9e4c \
+    --hash=sha256:abc0f0ce22464864fea208315d25e999e45cb5ee646ac1ca11d314a6a51dbe4a \
+    --hash=sha256:b490f2d22df30affbfdcbe4f7896f321edb72a8dc0cbe5f38adec3de5b947c25 \
+    --hash=sha256:b8ac1bc26223befbca986551521f37f4c1670dfe26fccb2f0fc2775e75be99c1 \
+    --hash=sha256:c14fc6bd65e5624f76b90297b081222261476978f795f60d48745553617ddceb \
+    --hash=sha256:c967ddb5e137c604ec94c7120d2f420ac9a9ce27b0e44987c7134b0eb5fe7a60 \
+    --hash=sha256:c9f30ca28b991a920b446ed3ee19c7ecafcc49c46db592abf89cf239a7bb45f4 \
+    --hash=sha256:cc2d113bf6236aa873dc710b38a856808c6054efd3a1a403c5acfceaf87138f1 \
+    --hash=sha256:cc998e81748b72659802a7b434b39292308a5f4ab8dd4bf4739d65de1d4ed2bf \
+    --hash=sha256:cdf2b8ab0effc335a9e61cf2a1e14c2295b999a656569b35f35ea3dc55a8931f \
+    --hash=sha256:d2706a89242a347be20805147d58a38f4f4d8f6846228c4ee8dfd3587113719c \
+    --hash=sha256:d9127feb5356ba3a92bdffa04c1bf6bcbc8d436369f78badf441018c3029dd63 \
+    --hash=sha256:d92a0f4c7e6bb7deeafac68c79c92ef9340895fe825cf1a31078443753ab6756 \
+    --hash=sha256:e8b3bfad0ae3ef0e67b40c193863dce8b7d79de545dadbe53c19acc3ace38f66 \
+    --hash=sha256:e9864e19109e76111befc75d799d334e7365eb4189607aa734053c12e7840fa5 \
+    --hash=sha256:e9c2b9aa8decdcf40ed8f4c887092c20a272f8c32215c3fee65e9db92ecf418e \
+    --hash=sha256:e9caf67c0c05d27bab0d88cf193e73023f624c6714f1ff807c7d4b135b19d36a \
+    --hash=sha256:eead129046822cb0fd47c78740b81bdaffd0515c0bb0306a2318acf0f0540b58 \
+    --hash=sha256:f02e4021397ae02a139defdc6813b9942ab163de90affddd4ce4efbac299f619 \
+    --hash=sha256:f742ebdd879063d2a92f4d57708886c720e854bc84ca240733f220936be0cb7e \
+    --hash=sha256:fdf484d26016e0c016f23f2b635d2899daec034565fdcc062ed6b10f3b26a3f4 \
+    --hash=sha256:fe0b9f0baf190663df37571cbb8a77370e7bd3a66068276d48f813c53ceba530
+    # via pyiceberg
+pyspark==4.2.0 \
+    --hash=sha256:5ad689d53570ee1674193fd4f9bda065f0db3be9363a27d2a3406cc457b70b61
     # via feast (pyproject.toml)
 pytest==7.4.4 \
     --hash=sha256:2cf0005922c6ace4a3e2ec8b4080eb0d9753fdc93107415332f50ce9e7994280 \
@@ -4500,112 +5083,132 @@ pytest-xdist==3.8.0 \
     --hash=sha256:202ca578cfeb7370784a8c33d6d05bc6e13b4f25b5053c30a152269fd10f0b88 \
     --hash=sha256:7e578125ec9bc6050861aa93f2d59f1d8d085595d6551c2c90b6f4fad8d3a9f1
     # via feast (pyproject.toml)
-python-bidi==0.6.7 \
-    --hash=sha256:01ff2fd676ef8351f32e820b2d3b61eac875a21702d2118263a2641b458e1996 \
-    --hash=sha256:05fe5971110013610f0db40505d0b204edc756e92eafac1372a464f8b9162b11 \
-    --hash=sha256:06650a164e63e94dc8a291cc9d415b4027cb1cce125bc9b02dac0f34d535ed47 \
-    --hash=sha256:0cb75e8a410166fd677d55095e505bf6a4773c066f51efbda72d302ebc56e79b \
-    --hash=sha256:0dbb4bbae212cca5bcf6e522fe8f572aff7d62544557734c2f810ded844d9eea \
-    --hash=sha256:0f86e447e94ae78db7d56e7da2124c435eaee4425c87d3d92aea271317811112 \
-    --hash=sha256:11c51579e01f768446a7e13a0059fea1530936a707abcbeaad9467a55cb16073 \
-    --hash=sha256:1395e236c71f11267860b53293a33b19b991b06e0f4ac61045b892e6a99d96f2 \
-    --hash=sha256:17572944e6d8fb616d111fc702c759da2bf7cedab85a3e4fa2af0c9eb95ed438 \
-    --hash=sha256:19737d217088ef27014f98eac1827c5913e6fb1dea96332ed84ede61791070d9 \
-    --hash=sha256:1ba28642928d1c8fdb18b0632fe931f156e888c646326a3ad8eb3e55ee904951 \
-    --hash=sha256:1c061207212cd1db27bf6140b96dcd0536246f1e13e99bb5d03f4632f8e2ad7f \
-    --hash=sha256:1c5fb99f774748de283fadf915106f130b74be1bade934b7f73a7a8488b95da1 \
-    --hash=sha256:1dd0a5ec0d8710905cebb4c9e5018aa8464395a33cb32a3a6c2a951bf1984fe5 \
-    --hash=sha256:24388c77cb00b8aa0f9c84beb7e3e523a3dac4f786ece64a1d8175a07b24da72 \
-    --hash=sha256:24a4a268289bbe80ad7da3064d7325f1571173859e8ad75d2f99075d5278b02b \
-    --hash=sha256:24afff65c581a5d6f658a9ec027d6719d19a1d8a4401000fdb22d2eeb677b8e3 \
-    --hash=sha256:257d6dd0e07221f1dc8720fa61158471f5aae30d5f89837c38a026386151c250 \
-    --hash=sha256:26a8fe0d532b966708fc5f8aea0602107fde4745a8a5ae961edd3cf02e807d07 \
-    --hash=sha256:2a93b0394cc684d64356b0475858c116f1e335ffbaba388db93bf47307deadfa \
-    --hash=sha256:2d28e2bdcadf5b6161bb4ee9313ce41eac746ba57e744168bf723a415a11af05 \
-    --hash=sha256:349b89c3110bd25aa56d79418239ca4785d4bcc7a596e63bb996a9696fc6a907 \
-    --hash=sha256:3a85275dfc24a96629da058c4c2fc93af6390aefe2f7cdde1500b6ac3fd40ca0 \
-    --hash=sha256:3b63d19f3f56ff7f99bce5ca9ef8c811dbf0f509d8e84c1bc06105ed26a49528 \
-    --hash=sha256:3b96744e4709f4445788a3645cea7ef8d7520ccd4fa8bbbfb3b650702e12c1e6 \
-    --hash=sha256:414004fe9cba33d288ff4a04e1c9afe6a737f440595d01b5bbed00d750296bbd \
-    --hash=sha256:4283f8b517411cc81b3c92d11998981fe54ac0d2300f4c58d803e0c071aba1ba \
-    --hash=sha256:4636d572b357ab9f313c5340915c1cf51e3e54dd069351e02b6b76577fd1a854 \
-    --hash=sha256:47deaada8949af3a790f2cd73b613f9bfa153b4c9450f91c44a60c3109a81f73 \
-    --hash=sha256:49639743f1230648fd4fb47547f8a48ada9c5ca1426b17ac08e3be607c65394c \
-    --hash=sha256:4c73cd980d45bb967799c7f0fc98ea93ae3d65b21ef2ba6abef6a057720bf483 \
-    --hash=sha256:4d84e70923392f8c9611f0fb6b341577346ef6224f3809b05f0ae1fbf8f17578 \
-    --hash=sha256:4ea928c31c7364098f853f122868f6f2155d6840661f7ea8b2ccfdf6084eb9f4 \
-    --hash=sha256:5013ba963e9da606c4c03958cc737ebd5f8b9b8404bd71ab0d580048c746f875 \
-    --hash=sha256:5debaab33562fdfc79ffdbd8d9c51cf07b8529de0e889d8cd145d78137aab21e \
-    --hash=sha256:5ebc19f24e65a1f5c472e26d88e78b9d316e293bc6f205f32de4c4e99276336e \
-    --hash=sha256:630cee960ba9e3016f95a8e6f725a621ddeff6fd287839f5693ccfab3f3a9b5c \
-    --hash=sha256:6323e943c7672b271ad9575a2232508f17e87e81a78d7d10d6e93040e210eddf \
-    --hash=sha256:6c051f2d28ca542092d01da8b5fe110fb6191ff58d298a54a93dc183bece63bf \
-    --hash=sha256:6c19ab378fefb1f09623f583fcfa12ed42369a998ddfbd39c40908397243c56b \
-    --hash=sha256:6df7be07af867ec1d121c92ea827efad4d77b25457c06eeab477b601e82b2340 \
-    --hash=sha256:6f9fa1257e075eeeed67d21f95e411036b7ca2b5c78f757d4ac66485c191720a \
-    --hash=sha256:7336a3c4ba4fc9e6741fbe60c6483266fe39e1f24830724dfce453471d11fa40 \
-    --hash=sha256:73a88dc333efc42281bd800d5182c8625c6e11d109fc183fe3d7a11d48ab1150 \
-    --hash=sha256:766d5f5a686eb99b53168a7bdfb338035931a609bdbbcb537cef9e050a86f359 \
-    --hash=sha256:77bb4cbadf4121db395189065c58c9dd5d1950257cc1983004e6df4a3e2f97ad \
-    --hash=sha256:77fea54c2379b93def4ed16db6390e1232e7b235679587295a23dd8b1925475f \
-    --hash=sha256:8047c33b85f7790474a1f488bef95689f049976a4e1c6f213a8d075d180a93e4 \
-    --hash=sha256:80e6fd06f6e4074d183cea73962c89cf76cb4f70c0ee403689f57a429ebde488 \
-    --hash=sha256:849a57d39feaf897955d0b19bbf4796bea53d1bcdf83b82e0a7b059167eb2049 \
-    --hash=sha256:8678c2272e7bd60a75f781409e900c9ddb9f01f55c625d83ae0d49dfc6a2674f \
-    --hash=sha256:8814db38fa317bebec8eb74b826bae7d0cb978a7eca30dfe4ecf60e61f06ee0b \
-    --hash=sha256:8860d67dc04dc530b8b4f588f38b7341a76f2ec44a45685a2d54e9dcffa5d15a \
-    --hash=sha256:898db0ea3e4aaa95b7fecba02a7560dfbf368f9d85053f2875f6d610c4d4ec2c \
-    --hash=sha256:8a17631e3e691eec4ae6a370f7b035cf0a5767f4457bd615d11728c23df72e43 \
-    --hash=sha256:8a18c61817f3210ba74ad5792c8a5048d9550ba233233a0a8fe35800350988f4 \
-    --hash=sha256:8d4e621caadfdbc73d36eabdb2f392da850d28c58b020738411d09dda6208509 \
-    --hash=sha256:94dbfd6a6ec0ae64b5262290bf014d6063f9ac8688bda9ec668dc175378d2c80 \
-    --hash=sha256:95867a07c5dee0ea2340fe1d0e4f6d9f5c5687d473193b6ee6f86fa44aac45d1 \
-    --hash=sha256:95c9de7ebc55ffb777548f2ecaf4b96b0fa0c92f42bf4d897b9f4cd164ec7394 \
-    --hash=sha256:9adeec7cab0f2c2c291bd7faf9fa3fa233365fd0bf1c1c27a6ddd6cc563d4b32 \
-    --hash=sha256:9c463ae15e94b1c6a8a50bd671d6166b0b0d779fd1e56cbf46d8a4a84c9aa2d0 \
-    --hash=sha256:9d9de35eb5987da27dd81e371c52142dd8e924bd61c1006003071ea05a735587 \
-    --hash=sha256:a2eb8fca918c7381531035c3aae31c29a1c1300ab8a63cad1ec3a71331096c78 \
-    --hash=sha256:a4319f478ab1b90bbbe9921606ecb7baa0ebf0b332e821d41c3abdf1a30f0c35 \
-    --hash=sha256:a507fe6928a27a308e04ebf2065719b7850d1bf9ff1924f4e601ef77758812bd \
-    --hash=sha256:a8892a7da0f617135fe9c92dc7070d13a0f96ab3081f9db7ff5b172a3905bd78 \
-    --hash=sha256:a99d898ad1a399d9c8cab5561b3667fd24f4385820ac90c3340aa637aa5adfc9 \
-    --hash=sha256:aa4136f8ccb9a8cd32befd1b3882c2597e6791e64e8b3cf3129c55549b5de62f \
-    --hash=sha256:ab2a5177522b62426db897b655a02f574e27d9735bbeb6da41bc981b771df636 \
-    --hash=sha256:ab806fd026bfd48bade5e21e06d0d799cbfad32f236989ff6f37db03a5fbe34f \
-    --hash=sha256:ad5f0847da00687f52d2b81828e8d887bdea9eb8686a9841024ea7a0e153028e \
-    --hash=sha256:b0bee27fb596a0f518369c275a965d0448c39a0730e53a030b311bb10562d4d5 \
-    --hash=sha256:b31d66b62736b8514982a24a7dedcf8c062b27a8e9b51e52d7a5899045a45fe1 \
-    --hash=sha256:b38ddfab41d10e780edb431edc30aec89bee4ce43d718e3896e99f33dae5c1d3 \
-    --hash=sha256:be1bdbd52145dfe46880d8bb56eacc25aa75c3bb075fa103de7974295eb2811f \
-    --hash=sha256:c10065081c0e137975de5d9ba2ff2306286dbf5e0c586d4d5aec87c856239b41 \
-    --hash=sha256:c11c62a3cdb9d1426b1536de9e3446cb09c7d025bd4df125275cae221f214899 \
-    --hash=sha256:c3777ae3e088e94df854fbcbd8d59f9239b74aac036cb6bbd19f8035c8e42478 \
-    --hash=sha256:c3d93171dd65b36eca5367acf19eef82c79b4df557cb4bd0daf323b7a27f2d3b \
-    --hash=sha256:c9a679b24f5c6f366a0dec75745e1abeae2f597f033d0d54c74cbe62e7e6ae28 \
-    --hash=sha256:caa71c723f512f8d859fa239573086e16f38ffc426b5b2f7dab5d40fdb356c80 \
-    --hash=sha256:ce86d9dfc6b409ad16556384244572bb3cbefa2ca0f0eab7fba0ff2112b2f068 \
-    --hash=sha256:d4cd82e65b5aeb31bd73534e61ece1cab625f4bcbdc13bc4ddc5f8cbfb37c24a \
-    --hash=sha256:d524a4ba765bae9b950706472a77a887a525ed21144fe4b41f6190f6e57caa2c \
-    --hash=sha256:d7310312a68fdb1a8249cf114acb5435aa6b6a958b15810f053c1df5f98476e4 \
-    --hash=sha256:d8274ff02d447cca026ba00f56070ba15f95e184b2d028ee0e4b6c9813d2aaf9 \
-    --hash=sha256:d879be7fb5296409e18731c7ba666d56ecd45b816b2c9eb35138aa1d7777aeb5 \
-    --hash=sha256:d87ed09e5c9b6d2648e8856a4e556147b9d3cd4d63905fa664dd6706bc414256 \
-    --hash=sha256:dde1c3f3edb1f0095dcbf79cf8a0bb768f9539e809d0ad010d78200eea97d42a \
-    --hash=sha256:df5e9db9539d70426f5d20c7ebb6f7b33da5fbd40620e11261fe3fba7e177145 \
-    --hash=sha256:e7cad66317f12f0fd755fe41ee7c6b06531d2189a9048a8f37addb5109f7e3e3 \
-    --hash=sha256:ec1694134961b71ac05241ac989b49ccf08e232b5834d5fc46f8a7c3bb1c13a9 \
-    --hash=sha256:ec985386bc3cd54155f2ef0434fccbfd743617ed6fc1a84dae2ab1de6062e0c6 \
-    --hash=sha256:ef9d103706560c15fecaf7d3cff939e0f68ce5763cf0e64d0e4e5d37f9bdd2d1 \
-    --hash=sha256:f1350033431d75be749273236dcfc808e54404cd6ece6204cdb1bc4ccc163455 \
-    --hash=sha256:f1fe71c203f66bc169a393964d5702f9251cfd4d70279cb6453fdd42bd2e675f \
-    --hash=sha256:f24189dc3aea3a0a94391a047076e1014306b39ba17d7a38ebab510553cd1a97 \
-    --hash=sha256:f57726b5a90d818625e6996f5116971b7a4ceb888832337d0e2cf43d1c362a90 \
-    --hash=sha256:f7c055a50d068b3a924bd33a327646346839f55bcb762a26ec3fde8ea5d40564 \
-    --hash=sha256:f7e5072269c34a1b719910ee4decf13b288159fb320f18aba3885f6b6aab7753 \
-    --hash=sha256:f7e507e1e798ebca77ddc9774fd405107833315ad802cfdaa1ab07b6d9154fc8 \
-    --hash=sha256:fbbffb948a32f9783d1a28bc0c53616f0a76736ed1e7c1d62e3e99a8dfaab869 \
-    --hash=sha256:fd87d112eda1f0528074e1f7c0312881816cb75854133021124269a27c6c48dc \
-    --hash=sha256:ff06e4aa781aa4f68fbfaf1e727fe221fa1c552fef8ae70b6d2a0178e1f229ad
+python-bidi==0.6.11 \
+    --hash=sha256:034090c597af250d699299d7e7f1e83eb016f9e47b3b707bd89ab2bdec77bce0 \
+    --hash=sha256:0608bddcc1c53dfa5293499de13ca9935b31aa46d1c722c404a88c703d1a4e47 \
+    --hash=sha256:0d339c4ebf3c2501d7569971a22e762fb45d8af7e19a0573afe260d69b35fb0d \
+    --hash=sha256:0d496f9fc21b7457e12395e54088ab99776966c663b4cd4a74770c7a6418ab59 \
+    --hash=sha256:19bae96ff1ee76b3a7dc962598b69426538e3021460cf85a4017437548ab6947 \
+    --hash=sha256:19d13c70b1f7bb5dc69866a11624f3b78123807b4ede18f4f99f656ed86babec \
+    --hash=sha256:1a639a2c62f825e72eb42901fd1c69296d09c192ae003195e6cf773f92d6bb42 \
+    --hash=sha256:1ad5f712a32be30d28eb96e119e85818747a43cea253de6c3160b464b62a5619 \
+    --hash=sha256:1b41cc6bc9ad78a12da5f987da15e931c771f18ceca58f2fe8ed50f253490a97 \
+    --hash=sha256:1ffd728f1f7866ff7399906bbc17ef5cf010b90ce56a1e94937b28a1a4cf5a7d \
+    --hash=sha256:20ab47a4098577fc9a82816c330c89ff597c31ba69c98bc6a1b6a5737b03de05 \
+    --hash=sha256:239a00b2adb5f897d11d7b7a491d759fb9883e71a71cfd90c4147a733b4df4d3 \
+    --hash=sha256:2b208fc26ab2c7adfd2c4d84753a5045f664e0bec19ca462af2406132e62f92e \
+    --hash=sha256:2d6970b09f5a3102c0aa192f5258c585742ab4ebd94f637a635ad3448ccba567 \
+    --hash=sha256:2ff75d1befc335cbe85f834e81554a024f94d9b5d1dd75a5bd99af81a1cb783c \
+    --hash=sha256:302f4ca7dabfe447e707d40e98520551181036c15750bdd1e73292ad8b3d8e75 \
+    --hash=sha256:30d543b5baf9fca5ef5ec95647aa07c5e38fc7fa0f18be0c61d1d6c0a1032c6c \
+    --hash=sha256:337ec315f8b286399e411f5bfc339fc2124db07757409b0595ceb46de087c4cd \
+    --hash=sha256:3611d13b53d4c899c4f2a7cd8eb897064e8b5546c3c5d1037dd6209c82858a27 \
+    --hash=sha256:36f23f12d9b1c56ed8d82e11f56c6cba7bc3f614ee73374bc7772bb2270e0966 \
+    --hash=sha256:380b70d615647646dbe06f7d95dc30b8fdc9b596dbfa1cd3814feb9805c0c8f2 \
+    --hash=sha256:397f7f289eba6ce25d99dbea99f873d699bf9aa030074e7fb746d8f93c2fb6f9 \
+    --hash=sha256:3bdb64ee0a74951465cd4a761e1029e73806ff43b2fe5be98643e52da5cabb66 \
+    --hash=sha256:3da9e536546f7c62c0da595c8f71a096e0b9a80e94cfd0f329b7b200ef81e7d5 \
+    --hash=sha256:41c7d1914c1f33954aa2ab0e2c309be5d1d4afc75ce524762eaab4dd825c5ab8 \
+    --hash=sha256:43f3e81bdd36f49171b7de6cf471086df503c29555f6f7f035ebe8f8ec1da779 \
+    --hash=sha256:490118f4af5a3535923c76be07e937ef1cb4cf84c489b37471aa95455fe923b3 \
+    --hash=sha256:493655043ebea6fec0edb76053bdad46f1f7352a759ca4deb733f13b3c09839c \
+    --hash=sha256:495a76c881d78ab87b57c5270679c9bc3c1de36d8c6596d5e3a5a1b5f9c57471 \
+    --hash=sha256:4ac819cac1abb15486c48af3399a5c726e89f0977a3aff205ac162533186e756 \
+    --hash=sha256:4ccf1fe9ecb3b02a1a11b103cd2557e2653d82c141b6e2dccec8177e6af5c4bb \
+    --hash=sha256:4d00757ef7bbbf14d8628f9bdb6b0e168d5e7b03fec20da3226624f11bffce89 \
+    --hash=sha256:51915502898c45e9cb36636e974aca068fc5cdb9f06b794f49abea5b12f02016 \
+    --hash=sha256:519eb90bedb04b5cbba0bfc8062984a5ba054a019d81ada34053dc67397d61cb \
+    --hash=sha256:539d99efe02f4981171ed57bbc085094ef780405ca14663550a56c6c3e265c34 \
+    --hash=sha256:555cdf9303c40bae1ab512ca427f1f0316a574bc0a48db22eec76ec0fd1213cf \
+    --hash=sha256:55f27bd2cdeca96f46448a741d393575fbedfc70e38e09dbb030ed98dba8cf2a \
+    --hash=sha256:55fa5b22cc8c220a6daf077570a8e29d3b607bd978bd3dbc04b445d01a17de57 \
+    --hash=sha256:565d819fddb2bbc58c42ca5c97d73da7567f181115011e8f04c76b9d08378dcd \
+    --hash=sha256:56807e0dde88d5ab96880c9d668bda7bca1df83cd30d20cbff5d6b6e6c1e9276 \
+    --hash=sha256:56dfa3c1c13cb89da39a4e8f2f9442e4291de01877511a13f830125d36e9ce5b \
+    --hash=sha256:56f27c1edfd15c12c9c348378ccd79166930d720cf316b1181a0a0ade2146253 \
+    --hash=sha256:57aa56b1eca5f63ebdd25fe8fad02eab7797fc45ad1efc5eed2a830e2bd2038d \
+    --hash=sha256:5dd49c11ae87ee6ced68594faa78b34a89a1a3c43647fa6157765f9726f9daf3 \
+    --hash=sha256:5f3e1743b2d43377c4da5d687a03430a27f5769e158a9f75a50b05e7e82f4d21 \
+    --hash=sha256:5f9ed312d445a691c0afec995ca4f726abe357d8da500e389f77fb874fa7ef76 \
+    --hash=sha256:60150bffbe43bfc1e356c0c2900ba643a02ce09c37bc0c553c4d83e5c3de63ad \
+    --hash=sha256:60d9bf6c60c022657637f64897e63dc3f5b1c07cb7f0e1ead6150aff5150c5ab \
+    --hash=sha256:619ee3fe03daec8d3ce12239f0c22455676a063b2bcde361caecd788fae5b8d5 \
+    --hash=sha256:62a6b700f3d7a2c4d52a5dccca765711a2414e734360b00365e155698a26e461 \
+    --hash=sha256:63d9dcc714d549a5118ebc93b7a7c903a0c1feec8e57f5fcacf98d984b76325b \
+    --hash=sha256:6623683fe39b9fbf508e3069f17e8e9cab26143f9d9f89c8a8f45424c052df4f \
+    --hash=sha256:68c3e570f2908ac39db0b269f5648e257fab5204344b9bf6dae80852ae4cbe1c \
+    --hash=sha256:69d1f4ee17644e8aeac93a7238ee2f28d79b0180815441eb511b77e6585aa971 \
+    --hash=sha256:6c92d1cad16f9ec2f2a3ae439a0bc3a8e4189ec227987bed03d5b4056d5eb9c5 \
+    --hash=sha256:6ca92a4e460f7e25e434a6d7982d94a4765ca242f527995da70abb5a32003b8a \
+    --hash=sha256:6d9ef69c108b31f38e1f281a55fdedad7774bc1e952a45c8c14a18e891eee397 \
+    --hash=sha256:6dc112e2239f69913273cbb0c050ca816b145b32037d4266c430159c5ddcdab2 \
+    --hash=sha256:721697187f4da67dafc26f63488f463fa35ff2de8668d959fda773cccdbef0eb \
+    --hash=sha256:73c38c604bfc01647c69ce38e5cf8b4206e2ede91ca3eb8e5d79b7409f17e0b3 \
+    --hash=sha256:74457b43db34f984252e915828b5d1a4042a771f44e853a5643506d01562eccb \
+    --hash=sha256:7738cfc7ee9fcdff3fef76b40007982ce7704010a51df307c4a51d378f5ff1ba \
+    --hash=sha256:777fb44a6f1e91d6adde36e815024c210b0208f35d00762880257b8fb04dc849 \
+    --hash=sha256:788c11c84b520ea973992cc95751d56b783ff5857df504c1347d99cacd2fcfe7 \
+    --hash=sha256:79df1099a08e53edb678236d4d76d8de4e3901bafc84ce1788b71f9b96547325 \
+    --hash=sha256:7c4dc0d1328321aeb08054be654e1d39f171d5aae8dca931c9332860f18f57d7 \
+    --hash=sha256:7cb34dd8d22ca1847653c0e1cbba8fd96de09c24b8c83b7805eab270c81e863a \
+    --hash=sha256:8013c1e6267a929be98d10c3a617171709c8226bd33c6180ec65e560c35b6df8 \
+    --hash=sha256:80cfe97e2d65981be877ae5bd2338c6919a7cc1171fc308c8b8c7c306ba6ffd8 \
+    --hash=sha256:83c780f7e4c3dd3f020db75dc425567981e65c6d5571b3c0372203d0df92c834 \
+    --hash=sha256:83ee87feb5eafc0442e1db0014dad20d52a2a7a140b6cddc8f7bc65918f0a7b4 \
+    --hash=sha256:879c3fba3e7511c7d01020449d970ca7d6a593f20cfc47c014d3d229a38930b2 \
+    --hash=sha256:8b6b7fce8f47578be9aebf5a0b6b2d6c157b4e97af7586ecf13bfca5d128deea \
+    --hash=sha256:8eb09af209cd660fa9689f6ce9e61e73c8afa4829ae61801deea7f6e32263800 \
+    --hash=sha256:8fbb6d222b50324fb9d49b6ff0f8566fa97b907a68c00e6622fcf34463104f4a \
+    --hash=sha256:9435acc52438c3c8f5142b9a17a622927618e80a32eed707343bc375cb51cebe \
+    --hash=sha256:946b7dbec4e64017680f1a66b3a8534659d889018ac83bd2abf958278e6f62b0 \
+    --hash=sha256:94f7f66bd7680d3f2085adaeea91c01b3281a79bb5041db1a51cbe8af36a9d88 \
+    --hash=sha256:959335cd3814cb767fb832c5c71cbc838ccd9231a812ef2cb43092a216a91d5b \
+    --hash=sha256:969ee7db3e169fcc0b2d2d094826e03cc5798dfd6b3571a340ea883672396cb1 \
+    --hash=sha256:9af2b5c26a3eb960699dff040535a86dc2c0f708087b2d63bcfd6452fe9d0664 \
+    --hash=sha256:9d18916c97855d68515ca2b3581948b6d864c304cd386210ab5aff5e0fb9be2c \
+    --hash=sha256:a1115f3f02eb836b39e0c986a6b9e92c4377a1e5a680409650b02ec6b1a795e6 \
+    --hash=sha256:a1b5ee069001bf7f4fff109598a9396caa96bb35e1b906b2c6d1bab9f9b2c4bd \
+    --hash=sha256:a4f4a0cd24c09df748bfdc207b089c00e7af19f3151063f4cd74ac658290186b \
+    --hash=sha256:a52f7ad9ef9091e81869e5d255e796755ccf542ade14dda17647cb7d7ffe1b9c \
+    --hash=sha256:a873e6f8ab28b5a56201d5cdb98f4c7d2ff88e636a58659c5ac271e287001658 \
+    --hash=sha256:a9aa2890661b238730e680ccd6eb06f4da625b2dbc1730052dae6f2d88957192 \
+    --hash=sha256:ab8af1cc29c3f400a0f781d50f8ab52a8c63adf2fcef16f14641cd97e06a80e0 \
+    --hash=sha256:acccb6d90e694684db2d314db2e2b0d3b8949bf1cfaec6d9808a8889f548add7 \
+    --hash=sha256:ad5d9b8e8a6c330208eba413db506de58f21dbf88a1f1d5d75ef5f9e0e714adf \
+    --hash=sha256:af7711cc6eeeadcb1aae877e0736a68e111c73a29562da6106c5e2fbb4dd83b2 \
+    --hash=sha256:b2c759e13ebb81edaac3041697328bb1ca8433b55281723879f6b54e74881240 \
+    --hash=sha256:b433840a924c8788f0abbda15d22c71dc636e2078d7d3ba39369cebe4bef74b8 \
+    --hash=sha256:bde89739a979d9eb3ac48c4882c8a42dd528a7708b0faa99b90b551588bd5f8d \
+    --hash=sha256:c17393753ddb77377f754ba2a88cacfe3056040a8a5dff8d43f9d5e51bbe1edc \
+    --hash=sha256:c26cd9d81f820159026b1c99905ca12bf13892e3f6a9303359fef42fe6f39e50 \
+    --hash=sha256:c6aca20472d7040bc1f0aadb510cb20d40b3d6caa4c8bf82d075ba2650a41652 \
+    --hash=sha256:c6b3c853f99172ef22e5a16c8114cf243e351c8e70f72a894164088c2c99d9cb \
+    --hash=sha256:caee7ee3662eab1411b44fef8571b87273cb5235061d7463ebd10e412ac07986 \
+    --hash=sha256:cd564b8c583eba2d230d02d0467fd840045f08856b6524555cfff7f32af63c72 \
+    --hash=sha256:ce2ef68dce82ae4067cf28910224d77b45eb2c2b3904db6eb670d1cddb8d0eb2 \
+    --hash=sha256:cf4e88a6fec81b7155a487cbbea7753a3d9a76dc4d391b4f8958b37227ef2c12 \
+    --hash=sha256:d14f2d400c75e07d1154299463a3d4d14aa5565b05088b2d9b314ccd9fd6dc3a \
+    --hash=sha256:d52ec8ccdc2fd5c61749d876a9d1eb0ea6543c1676722e1e3fb9d7800852131c \
+    --hash=sha256:d5695d87969fed5b3799b8a98848cb04fe2873fded46efe9f3f2f341efd1b829 \
+    --hash=sha256:d7291e13496cb74fc1b71f7f1e3628586afefa531102bb4fa7af9c2d543efc3c \
+    --hash=sha256:d73a821873c52635321196cfb8d3a231d7917ca284cf2bcd9422f6deb19db7ca \
+    --hash=sha256:da51a3a2940478219f19249fcf7cd45e8ddc197982be22efa43c4763e9d2eb57 \
+    --hash=sha256:dc69d594682fbedec7d0cc81cd4d5f14fb40b6b365587238fafb91509cfea020 \
+    --hash=sha256:dfbb9ba8343a60daf4ced67c11d551dafe9a3c94892c326e4c216fa2e6eca802 \
+    --hash=sha256:e142820537e08d567c2c017e26df05f88856a03f0f3948209cfcdc39617df363 \
+    --hash=sha256:e4ebc24ac38e50676f65daf7ba6c568789660cb60d6dcf2606d4310dba826721 \
+    --hash=sha256:e6c474618a7b6a50c10007f8a9edb50def6d98d297a07a34dc2fb82c344f2b8b \
+    --hash=sha256:f0ee4e80dd3b2a46868dcc73e00aa59f99c0e1de54a2ba783faf0fddba2ccce2 \
+    --hash=sha256:f237ebb570fd8bbe479b6967374d82b7f0b26f9452c276bdd5f793d83e7062bd \
+    --hash=sha256:f400a30573774a1e90c0d50d43c35d9c004afcf53de801bbfd259f84ea80f31c \
+    --hash=sha256:f563d20481f7d316adf605bb94d5b7182acecdbc4d431d60473e9b1d526d0210 \
+    --hash=sha256:f7a8429d0d65232e314b4f494825c1205abcc3039f42bf7da80424a15b731709 \
+    --hash=sha256:f8655ac559dcfce7179b150ebcc207982d4d60e67b3089b2032eed3a0a78c07a \
+    --hash=sha256:f99162d6c6c9522c46eb213f1bc932829c2602131676c92f081cb865b8ef6784 \
+    --hash=sha256:fa2848c3116d619870d114471fcd4a9f1aa43587a002111d7af1e6582f1b57e9 \
+    --hash=sha256:fc3b0a6e2460f68de9ab98f71e3098bb21bb984563417ad104dec7ab08ebcadc \
+    --hash=sha256:fccd1808bb427d6a6d34168461bef551faa93ce3dda489fcef9073bcd9b34a5e \
+    --hash=sha256:ff675d036823bff05a2e0f8cdb13f5414274ff517d13b0d57c15527015eb6acb
     # via easyocr
 python-dateutil==2.9.0 \
     --hash=sha256:78e73e19c63f5b20ffa567001531680d939dc042bf7850431877645523c66709 \
@@ -4617,13 +5220,16 @@ python-dateutil==2.9.0 \
     #   botocore
     #   elasticsearch
     #   google-cloud-bigquery
+    #   graphene
     #   great-expectations
     #   ibis-framework
     #   jupyter-client
     #   kubernetes
+    #   matplotlib
     #   moto
     #   openlineage-python
     #   pandas
+    #   strictyaml
     #   trino
 python-docx==1.2.0 \
     --hash=sha256:3fd478f3250fbbbfd3b94fe1e985955737c145627498896a8a6bf81f4baf66c7 \
@@ -4645,19 +5251,18 @@ python-keycloak==4.2.2 \
     --hash=sha256:1d43a1accd4a038ed39317fcb3eb78211df6c75bbcbc4c482c99ee76327136f2 \
     --hash=sha256:5137fd87c69031a372a578df96bae96b9aead2c9dad976613bc978e9e0246a1e
     # via feast (pyproject.toml)
-python-multipart==0.0.27 \
-    --hash=sha256:6fccfad17a27334bd0193681b369f476eda3409f17381a2d65aa7df3f7275645 \
-    --hash=sha256:9870a6a8c5a20a5bf4f07c017bd1489006ff8836cff097b6933355ee2b49b602
+python-multipart==0.0.32 \
+    --hash=sha256:be54b7f3fa167bb83e4fcd936b887b708f4e57fe75911c02aebf53efaf8d938e \
+    --hash=sha256:ff6d3f776f16878c894e52e107296ffc890e913c611b1a4ec6c44e2821fe2e23
     # via mcp
 python-pptx==1.0.2 \
     --hash=sha256:160838e0b8565a8b1f67947675886e9fea18aa5e795db7ae531606d68e785cba \
     --hash=sha256:479a8af0eaf0f0d76b6f00b0887732874ad2e3188230315290cd1f9dd9cc7095
     # via docling
-pytz==2026.1.post1 \
-    --hash=sha256:3378dde6a0c3d26719182142c56e60c7f9af7e968076f31aae569d72a0358ee1 \
-    --hash=sha256:f2fd16142fda348286a75e1a524be810bb05d444e5a081f37f7affc635035f7a
+pytz==2026.3.post1 \
+    --hash=sha256:2211d3fcf9a797d3405cac96ac7f61d80e6a644f72a3309607282fe8a2010c5d \
+    --hash=sha256:dd95840dd199baea12d9cc096a1d452caa6596a1c1e4b5f3dbd1541855d5e815
     # via
-    #   clickhouse-connect
     #   great-expectations
     #   pandas
     #   snowflake-connector-python
@@ -4746,11 +5351,13 @@ pyyaml==6.0.3 \
     #   huggingface-hub
     #   jupyter-events
     #   kubernetes
+    #   mlflow-skinny
     #   openlineage-python
     #   openshift-client
     #   pre-commit
     #   ray
     #   responses
+    #   scylla-driver
     #   timm
     #   transformers
     #   uvicorn
@@ -4851,30 +5458,33 @@ pyzmq==27.1.0 \
     #   ipykernel
     #   jupyter-client
     #   jupyter-server
-qdrant-client==1.17.1 \
-    --hash=sha256:22f990bbd63485ed97ba551a4c498181fcb723f71dcab5d6e4e43fe1050a2bc0 \
-    --hash=sha256:6cda4064adfeaf211c751f3fbc00edbbdb499850918c7aff4855a9a759d56cbd
+qdrant-client==1.18.0 \
+    --hash=sha256:093aa8cf8a420ee3ad2a68b007e1378d7992b2600e0b53c193fc172674f659cd \
+    --hash=sha256:52e8ece1a7d40519801bf0b70713bfa0f6b7ae28c7275bbe0b0286fbed7f6db4
     # via feast (pyproject.toml)
-ray[data, default]==2.53.0 \
-    --hash=sha256:14f46363e9b4cf0c1c8b4d8623ec337c5bd408377831b5e5b50067930137bbca \
-    --hash=sha256:4108280d8a1cb90d7d68e5c954c35e63b8bb9a4ba15f88c5e7da0e2025647712 \
-    --hash=sha256:4a1bb3fe09ab4cd0d16ddc96b9f60c9ed83b3f93b87aa8506e0d3b746fd4e825 \
-    --hash=sha256:4db914a0a6dd608fa49c066929a1282745a2dbd73caee67d7b80fe684ca65bdd \
-    --hash=sha256:4dbb5fce1364763f29741055f50abe33cf726397141f9cc0e845dd3cc963e455 \
-    --hash=sha256:65e2ce58d3dc6baa3cf45824d889c1968ebde565ee54dfd80a98af8f31af8e4a \
-    --hash=sha256:7196e5358dfcc8211be864f45e6dfe4827202df294af3c7a76ff8fbc080e0522 \
-    --hash=sha256:73dbbaa7962a7f5e38aa8cf9483e0e9817205e989aa3dc859c738c2af1ae01df \
-    --hash=sha256:85b472ab6fb8f1189f8cef81913fd91b24dd69b3fa7dcca7e144827bd924f6c0 \
-    --hash=sha256:90faf630d20b6abf3135997fb3edb5842134aff92e04ee709865db04816d97ef \
-    --hash=sha256:a0bbb98b0b0f25a3ee075ca10171e1260e70b6bc690cd509ecd7ce1228af854d \
-    --hash=sha256:b828c147f9ff2f277b1d254e4fe9a746fdfaee7e313a93a97c7edf4dae9b81a4 \
-    --hash=sha256:bd3ec4c342776ddac23ae2b108c64f5939f417ccc4875900d586c7c978463269 \
-    --hash=sha256:d8b95d047d947493803fb8417aea31225dcacdab15afdc75b8a238901949d457 \
-    --hash=sha256:eb000c17f7301071fdd15c44c4cd3ac0f7953bb4c7c227e61719fe7048195bcd
+ray[data, default]==2.55.1 \
+    --hash=sha256:0053fd5b400f7ac56263aa1bbd3d68fb79341b08b8dc697c88782d5aca7b3ed4 \
+    --hash=sha256:0ea2f670a7725833ad2333a8c46ab69865ad06c8e5de9f65695e0f8f35331cec \
+    --hash=sha256:137f9006eee28caab8260803cca314f37bbda3fc94fdfa31c770b5d019626ad8 \
+    --hash=sha256:1380e043eb57cde69b7e9199c6f2558ceeb8f0fc41c97d1d5e50ea042115f302 \
+    --hash=sha256:156ed3e72ad95b645d2006cd71a8dddbcc89b56bfc00027f6225adf78bd9cb74 \
+    --hash=sha256:263705f6bab29e7622a94f82da25fd7f9cead76cdf89a07aab28f79cdf8f9d95 \
+    --hash=sha256:26541f69bb55607ef8335baac75b2ed12ff2ce02d56313219b29eda003039221 \
+    --hash=sha256:2d5786661e192148719accc959def6cdcabd7a24cd9008005bf3d0e3c8cfd529 \
+    --hash=sha256:4e618d61e1b14b6fde9a586151f3fd9d435b0b85048b997bcaa7f4a533747b2b \
+    --hash=sha256:5e56d2e8f304cafe990c198a2b894f5b813de018998cd7212869201f6dc17cff \
+    --hash=sha256:86e618e9ad8c6a24331c788eb599cee9838a62d2e10dfca0227743be06cf551c \
+    --hash=sha256:9ad56704c8bd7e92130162f9c58e4ef473609515637673d5a36e761f95335206 \
+    --hash=sha256:b062045c64c2bce39a51661624f7292c7bbf30f2a9d878627aae31d46da5712d \
+    --hash=sha256:b415d590e062f248907e0fe42994943f11726b7178fcf4b1cf5546721fb1a5f8 \
+    --hash=sha256:baf2ec89df7838cabdef493ff9bdbec1e6a6452f8bc696ad0c1b8a6198721745 \
+    --hash=sha256:bb49fbbe53a1d931e1f92d17f9271338f0b738885f8f70b7f531aa33f019d8af \
+    --hash=sha256:d5382da181c03ee2f502ef46cf0ae4bbc30157b5bd9a67d7651f6a272528a85a \
+    --hash=sha256:f9844a9272ef2e6eb5771025866072cf4234cf4c7cc1a31e235b7de7111864be
     # via codeflare-sdk
-redis==7.4.0 \
-    --hash=sha256:64a6ea7bf567ad43c964d2c30d82853f8df927c5c9017766c55a1d1ed95d18ad \
-    --hash=sha256:a9c74a5c893a5ef8455a5adb793a31bb70feb821c86eccb62eebef5a19c429ec
+redis==7.4.1 \
+    --hash=sha256:1a1df5067062cf7cbe677994e391f8ee0840f499d370f1a71266e0dd3aa9308e \
+    --hash=sha256:1fa4647af1c5e93a2c685aa248ee44cce092691146d41390518dabe9a99839b0
     # via feast (pyproject.toml)
 referencing==0.37.0 \
     --hash=sha256:381329a9f99628c9069361716891d34ad94af76e461dcb0335825aecc7692231 \
@@ -4883,131 +5493,132 @@ referencing==0.37.0 \
     #   jsonschema
     #   jsonschema-specifications
     #   jupyter-events
-regex==2026.4.4 \
-    --hash=sha256:011bb48bffc1b46553ac704c975b3348717f4e4aa7a67522b51906f99da1820c \
-    --hash=sha256:04bb679bc0bde8a7bfb71e991493d47314e7b98380b083df2447cda4b6edb60f \
-    --hash=sha256:0540e5b733618a2f84e9cb3e812c8afa82e151ca8e19cf6c4e95c5a65198236f \
-    --hash=sha256:05568c4fbf3cb4fa9e28e3af198c40d3237cf6041608a9022285fe567ec3ad62 \
-    --hash=sha256:0709f22a56798457ae317bcce42aacee33c680068a8f14097430d9f9ba364bee \
-    --hash=sha256:0734f63afe785138549fbe822a8cfeaccd1bae814c5057cc0ed5b9f2de4fc883 \
-    --hash=sha256:07edca1ba687998968f7db5bc355288d0c6505caa7374f013d27356d93976d13 \
-    --hash=sha256:07f190d65f5a72dcb9cf7106bfc3d21e7a49dd2879eda2207b683f32165e4d99 \
-    --hash=sha256:08c55c13d2eef54f73eeadc33146fb0baaa49e7335eb1aff6ae1324bf0ddbe4a \
-    --hash=sha256:0a51cdb3c1e9161154f976cb2bef9894bc063ac82f31b733087ffb8e880137d0 \
-    --hash=sha256:1371c2ccbb744d66ee63631cc9ca12aa233d5749972626b68fe1a649dd98e566 \
-    --hash=sha256:173a66f3651cdb761018078e2d9487f4cf971232c990035ec0eb1cdc6bf929a9 \
-    --hash=sha256:1b1ce5c81c9114f1ce2f9288a51a8fd3aeea33a0cc440c415bf02da323aa0a76 \
-    --hash=sha256:1b9a00b83f3a40e09859c78920571dcb83293c8004079653dd22ec14bbfa98c7 \
-    --hash=sha256:21e5eb86179b4c67b5759d452ea7c48eb135cd93308e7a260aa489ed2eb423a4 \
-    --hash=sha256:261c015b3e2ed0919157046d768774ecde57f03d8fa4ba78d29793447f70e717 \
-    --hash=sha256:2895506ebe32cc63eeed8f80e6eae453171cfccccab35b70dc3129abec35a5b8 \
-    --hash=sha256:298c3ec2d53225b3bf91142eb9691025bab610e0c0c51592dde149db679b3d17 \
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+    --hash=sha256:93db40c8de0815baab96a06e08a984bac71f989d13bab789e382158c5d426797 \
+    --hash=sha256:9724e6cb5e478cd7d8cabf027826178739cb18cf0e117d0e32814d479fa02276 \
+    --hash=sha256:98c6ac18480fcdb33f35439183f1d2e79760ab41930309c6d951cb1f8e46694c \
+    --hash=sha256:9a15e785f244f3e07847b984ce8773fc3da10a9f3c131cc49a4c5b4d672b4547 \
+    --hash=sha256:9b60d7814174f059e5de4ab98271cc5ba9259cfea55273a81544dceea32dc8d9 \
+    --hash=sha256:9be2a6647740dd3cca6acb24e87f03d7632cd280dbce9bbe40c26353a215a45d \
+    --hash=sha256:9c7472192ebfad53a6be7c4a8bfb2d64b81c0e93a1fc8c57e1dd0b638297b5d1 \
+    --hash=sha256:9dce8ec9695f531a1b8a6f314fd4b393adcccf2ea861db480cdf97a301d01a68 \
+    --hash=sha256:9e50d748a32da622f256e8d505867f5d3c43a837c6a9f0efb149655fadd1042a \
+    --hash=sha256:a81758ed242b861b72e778ba34d41366441a2e10b16b472784c88da2dea7e2dd \
+    --hash=sha256:ac777001cdfc28b72477d93c8564bb7583081ea8fb45cdca3d568e0a4f87183c \
+    --hash=sha256:b2b506b1788df5fecd270a10d5e70a95fe77b87ea2b370a318043f6f5f817ee6 \
+    --hash=sha256:b2ea4a3e8357be8849e833beeae757ac3c7a6b3fc055c03c808a53c91ad30d82 \
+    --hash=sha256:bf1516fe58fc104f39b2d1dbe2d5e27d0cd45c4be2e42ba6ee0cc763701ec3c7 \
+    --hash=sha256:c0d702548d89d572b2929879bc883bb7a4c4709efafe4512cadee56c55c9bd15 \
+    --hash=sha256:c10b82c2634df08dfb13b1f04e38fe310d086ee092f4f69c0c8da234251e556e \
+    --hash=sha256:c42572142ed0b9d5d261ba727157c426510da78e20828b66bbb855098b8a4e38 \
+    --hash=sha256:c4585c3e64b4f9e583b4d2683f18f5d5d872b3d71dcf24594b74ecc23602fa96 \
+    --hash=sha256:c639ea314df70a7b2811e8020448c75af8c9445f5a60f8a4ced81c306a9380c2 \
+    --hash=sha256:c670fe7be5b6020b76bc6e8d2196074657e1327595bca93a389e1a76ab130ad8 \
+    --hash=sha256:cc1b2440423a851fad781309dd87843868f4f66a6bcd1ddb9225cf4ec2c84732 \
+    --hash=sha256:cd3584591ea4429026cdb931b054342c2bcf189b44ff367f8d5c15bc092a2966 \
+    --hash=sha256:d15df07081d91b76ff20d43f94592ee110330152d617b730fdbe5ef9fb680053 \
+    --hash=sha256:d19662dbedbe783d323196312d38f5ba53cf56296378252171985da6899887d3 \
+    --hash=sha256:d24ecb4f5e009ea0bd275ee37ad9953b32005e2e5e60f8bbae16da0dbbf0d3a0 \
+    --hash=sha256:d446c6ac40bb6e05025ccee55b84d80fe9bf8e93010ffc4bb9484f13d498835f \
+    --hash=sha256:d51ffd3427640fa2da6ade574ceba932f210ad095f65fcc450a2b0a0d454868e \
+    --hash=sha256:d6ce43a0269d68cee79a7d1ade7def53c20f8f2a047b92d7b5d5bcc73ae88327 \
+    --hash=sha256:d721e53758b2cca74990185eb0671dd466d7a388a1a45d0c6f4c13cef41a68ac \
+    --hash=sha256:d7da47a0f248977f08e2cb659ff3c17ddc13a4d39b3a7baa0a81bf5b415430f6 \
+    --hash=sha256:db47b561c9afd884baa1f96f797c9ca369872c4b65912bc691cfa99e68340af2 \
+    --hash=sha256:dbe6493fbd27321b1d1f2dd4f5c7e5bd4d8b1d7cab7f32fd67db3d0b2ed8248a \
+    --hash=sha256:dbece16025afda5e3031af0c4059207e61dcf73ef13af844964f57f387d1c435 \
+    --hash=sha256:ddd67571c10869f65a5d7dde536d1e066e306cc90de57d7de4d5f34802428bb5 \
+    --hash=sha256:de9208bb427130c82a5dbfd104f92c8876fc9559278c880b3002755bbbe9c83d \
+    --hash=sha256:e30d40268a28d54ce0437031750497004c22602b8e3ab891f759b795a003b312 \
+    --hash=sha256:e8b0abe7d870f53ca5143895fef7d1041a0c831a140d3dc2c760dd7ba25d4a8b \
+    --hash=sha256:f035d9dc1d25eff9d361456572231c7d27b5ccd473ca7dc0adfce732bd006d40 \
+    --hash=sha256:f04b9f56b0e0614c0126be12c2c2d9f8850c1e57af302bd0a63bed379d4af974 \
+    --hash=sha256:f0fa4fa9c3632d708742baf2282f2055c11d888a790362670a403cbf48a2c404 \
+    --hash=sha256:f2e7f8e2ab6c2922be02c7ec45185aa5bd771e2e57b95455ee343a44d8130dff \
+    --hash=sha256:f8f6fa298bb4f7f58a33334406218ba74716e68feddf5e4e54cd5d8082705abf \
+    --hash=sha256:fbf300e2070bb35038660b3be1be4b91b0024edb41517e6996320b49b92b4175 \
+    --hash=sha256:fce7760bf283405b2c7999cab3da4e72f7deca6396013115e3f7a955db9760da \
+    --hash=sha256:fcee38cd8e5089d6d4f048ba1233b3ad76e5954f545382180889112ff5cb712d \
+    --hash=sha256:fe31f28c94402043161876a258a9c6f757cb485905c7614ce8d6cd40e6b7bdc1 \
+    --hash=sha256:ffd8893ccc1c2fce6e0d6ca402d716fe1b29db70c7132609a05955e31b2aa8f2
     # via
     #   feast (pyproject.toml)
     #   parsimonious
     #   transformers
-requests==2.33.1 \
-    --hash=sha256:18817f8c57c6263968bc123d237e3b8b08ac046f5456bd1e307ee8f4250d3517 \
-    --hash=sha256:4e6d1ef462f3626a1f0a0a9c42dd93c63bad33f9f1c1937509b8c5c8718ab56a
+requests==2.34.2 \
+    --hash=sha256:2a0d60c172f83ac6ab31e4554906c0f3b3588d37b5cb939b1c061f4907e278e0 \
+    --hash=sha256:f288924cae4e29463698d6d60bc6a4da69c89185ad1e0bcc4104f584e960b9ed
     # via
     #   feast (pyproject.toml)
     #   azure-core
+    #   databricks-sdk
     #   datasets
     #   docker
     #   docling
@@ -5020,9 +5631,12 @@ requests==2.33.1 \
     #   jupyterlab-server
     #   kube-authkit
     #   kubernetes
+    #   mlflow-skinny
     #   moto
     #   msal
     #   openlineage-python
+    #   pyiceberg
+    #   pymilvus
     #   python-keycloak
     #   ray
     #   requests-oauthlib
@@ -5043,9 +5657,9 @@ requests-toolbelt==1.0.0 \
     --hash=sha256:7681a0a3d047012b5bdc0ee37d7f8f07ebe76ab08caeccfc3921ce23c88d5bc6 \
     --hash=sha256:cccfdd665f0a24fcf4726e690f65639d272bb0637b9b92dfd91a5568ccf6bd06
     # via python-keycloak
-responses==0.26.0 \
-    --hash=sha256:03ec4409088cd5c66b71ecbbbd27fe2c58ddfad801c66203457b3e6a04868c37 \
-    --hash=sha256:c7f6923e6343ef3682816ba421c006626777893cb0d5e1434f674b649bac9eb4
+responses==0.26.2 \
+    --hash=sha256:6fdfeabd58e5ec473b98dfe02e6d46d3173bd8dd573eff2ccccf1a05a5135364 \
+    --hash=sha256:9c9259b46a8349197edebf43cfa68a87e1a2802ef503ff8b2fecbabc0b45afd8
     # via moto
 rfc3339-validator==0.1.4 \
     --hash=sha256:138a2abdf93304ad60530167e51d2dfb9549521a836871b88d7f4695d0022f6b \
@@ -5070,123 +5684,125 @@ rich==14.3.4 \
     #   codeflare-sdk
     #   fastapi-mcp
     #   ibis-framework
+    #   pyiceberg
     #   typer
-rpds-py==0.30.0 \
-    --hash=sha256:07ae8a593e1c3c6b82ca3292efbe73c30b61332fd612e05abee07c79359f292f \
-    --hash=sha256:0a59119fc6e3f460315fe9d08149f8102aa322299deaa5cab5b40092345c2136 \
-    --hash=sha256:0c0e95f6819a19965ff420f65578bacb0b00f251fefe2c8b23347c37174271f3 \
-    --hash=sha256:0d08f00679177226c4cb8c5265012eea897c8ca3b93f429e546600c971bcbae7 \
-    --hash=sha256:0ed177ed9bded28f8deb6ab40c183cd1192aa0de40c12f38be4d59cd33cb5c65 \
-    --hash=sha256:12f90dd7557b6bd57f40abe7747e81e0c0b119bef015ea7726e69fe550e394a4 \
-    --hash=sha256:1726859cd0de969f88dc8673bdd954185b9104e05806be64bcd87badbe313169 \
-    --hash=sha256:1ab5b83dbcf55acc8b08fc62b796ef672c457b17dbd7820a11d6c52c06839bdf \
-    --hash=sha256:1b151685b23929ab7beec71080a8889d4d6d9fa9a983d213f07121205d48e2c4 \
-    --hash=sha256:1f3587eb9b17f3789ad50824084fa6f81921bbf9a795826570bda82cb3ed91f2 \
-    --hash=sha256:250fa00e9543ac9b97ac258bd37367ff5256666122c2d0f2bc97577c60a1818c \
-    --hash=sha256:2771c6c15973347f50fece41fc447c054b7ac2ae0502388ce3b6738cd366e3d4 \
-    --hash=sha256:27f4b0e92de5bfbc6f86e43959e6edd1425c33b5e69aab0984a72047f2bcf1e3 \
-    --hash=sha256:2e6ecb5a5bcacf59c3f912155044479af1d0b6681280048b338b28e364aca1f6 \
-    --hash=sha256:32c8528634e1bf7121f3de08fa85b138f4e0dc47657866630611b03967f041d7 \
-    --hash=sha256:33f559f3104504506a44bb666b93a33f5d33133765b0c216a5bf2f1e1503af89 \
-    --hash=sha256:3896fa1be39912cf0757753826bc8bdc8ca331a28a7c4ae46b7a21280b06bb85 \
-    --hash=sha256:389a2d49eded1896c3d48b0136ead37c48e221b391c052fba3f4055c367f60a6 \
-    --hash=sha256:39c02563fc592411c2c61d26b6c5fe1e51eaa44a75aa2c8735ca88b0d9599daa \
-    --hash=sha256:3adbb8179ce342d235c31ab8ec511e66c73faa27a47e076ccc92421add53e2bb \
-    --hash=sha256:3d4a69de7a3e50ffc214ae16d79d8fbb0922972da0356dcf4d0fdca2878559c6 \
-    --hash=sha256:3e62880792319dbeb7eb866547f2e35973289e7d5696c6e295476448f5b63c87 \
-    --hash=sha256:3e8eeb0544f2eb0d2581774be4c3410356eba189529a6b3e36bbbf9696175856 \
-    --hash=sha256:422c3cb9856d80b09d30d2eb255d0754b23e090034e1deb4083f8004bd0761e4 \
-    --hash=sha256:4559c972db3a360808309e06a74628b95eaccbf961c335c8fe0d590cf587456f \
-    --hash=sha256:46e83c697b1f1c72b50e5ee5adb4353eef7406fb3f2043d64c33f20ad1c2fc53 \
-    --hash=sha256:47b0ef6231c58f506ef0b74d44e330405caa8428e770fec25329ed2cb971a229 \
-    --hash=sha256:47e77dc9822d3ad616c3d5759ea5631a75e5809d5a28707744ef79d7a1bcfcad \
-    --hash=sha256:47f236970bccb2233267d89173d3ad2703cd36a0e2a6e92d0560d333871a3d23 \
-    --hash=sha256:47f9a91efc418b54fb8190a6b4aa7813a23fb79c51f4bb84e418f5476c38b8db \
-    --hash=sha256:495aeca4b93d465efde585977365187149e75383ad2684f81519f504f5c13038 \
-    --hash=sha256:4c5f36a861bc4b7da6516dbdf302c55313afa09b81931e8280361a4f6c9a2d27 \
-    --hash=sha256:4cc2206b76b4f576934f0ed374b10d7ca5f457858b157ca52064bdfc26b9fc00 \
-    --hash=sha256:4e7fc54e0900ab35d041b0601431b0a0eb495f0851a0639b6ef90f7741b39a18 \
-    --hash=sha256:51a1234d8febafdfd33a42d97da7a43f5dcb120c1060e352a3fbc0c6d36e2083 \
-    --hash=sha256:55f66022632205940f1827effeff17c4fa7ae1953d2b74a8581baaefb7d16f8c \
-    --hash=sha256:58edca431fb9b29950807e301826586e5bbf24163677732429770a697ffe6738 \
-    --hash=sha256:5965af57d5848192c13534f90f9dd16464f3c37aaf166cc1da1cae1fd5a34898 \
-    --hash=sha256:5ba103fb455be00f3b1c2076c9d4264bfcb037c976167a6047ed82f23153f02e \
-    --hash=sha256:5d4c2aa7c50ad4728a094ebd5eb46c452e9cb7edbfdb18f9e1221f597a73e1e7 \
-    --hash=sha256:61046904275472a76c8c90c9ccee9013d70a6d0f73eecefd38c1ae7c39045a08 \
-    --hash=sha256:613aa4771c99f03346e54c3f038e4cc574ac09a3ddfb0e8878487335e96dead6 \
-    --hash=sha256:626a7433c34566535b6e56a1b39a7b17ba961e97ce3b80ec62e6f1312c025551 \
-    --hash=sha256:669b1805bd639dd2989b281be2cfd951c6121b65e729d9b843e9639ef1fd555e \
-    --hash=sha256:679ae98e00c0e8d68a7fda324e16b90fd5260945b45d3b824c892cec9eea3288 \
-    --hash=sha256:67b02ec25ba7a9e8fa74c63b6ca44cf5707f2fbfadae3ee8e7494297d56aa9df \
-    --hash=sha256:68f19c879420aa08f61203801423f6cd5ac5f0ac4ac82a2368a9fcd6a9a075e0 \
-    --hash=sha256:692bef75a5525db97318e8cd061542b5a79812d711ea03dbc1f6f8dbb0c5f0d2 \
-    --hash=sha256:6abc8880d9d036ecaafe709079969f56e876fcf107f7a8e9920ba6d5a3878d05 \
-    --hash=sha256:6bdfdb946967d816e6adf9a3d8201bfad269c67efe6cefd7093ef959683c8de0 \
-    --hash=sha256:6de2a32a1665b93233cde140ff8b3467bdb9e2af2b91079f0333a0974d12d464 \
-    --hash=sha256:73c67f2db7bc334e518d097c6d1e6fed021bbc9b7d678d6cc433478365d1d5f5 \
-    --hash=sha256:74a3243a411126362712ee1524dfc90c650a503502f135d54d1b352bd01f2404 \
-    --hash=sha256:76fec018282b4ead0364022e3c54b60bf368b9d926877957a8624b58419169b7 \
-    --hash=sha256:7c64d38fb49b6cdeda16ab49e35fe0da2e1e9b34bc38bd78386530f218b37139 \
-    --hash=sha256:7cee9c752c0364588353e627da8a7e808a66873672bcb5f52890c33fd965b394 \
-    --hash=sha256:7e6ecfcb62edfd632e56983964e6884851786443739dbfe3582947e87274f7cb \
-    --hash=sha256:806f36b1b605e2d6a72716f321f20036b9489d29c51c91f4dd29a3e3afb73b15 \
-    --hash=sha256:858738e9c32147f78b3ac24dc0edb6610000e56dc0f700fd5f651d0a0f0eb9ff \
-    --hash=sha256:8d6d1cc13664ec13c1b84241204ff3b12f9bb82464b8ad6e7a5d3486975c2eed \
-    --hash=sha256:9027da1ce107104c50c81383cae773ef5c24d296dd11c99e2629dbd7967a20c6 \
-    --hash=sha256:922e10f31f303c7c920da8981051ff6d8c1a56207dbdf330d9047f6d30b70e5e \
-    --hash=sha256:945dccface01af02675628334f7cf49c2af4c1c904748efc5cf7bbdf0b579f95 \
-    --hash=sha256:946fe926af6e44f3697abbc305ea168c2c31d3e3ef1058cf68f379bf0335a78d \
-    --hash=sha256:95f0802447ac2d10bcc69f6dc28fe95fdf17940367b21d34e34c737870758950 \
-    --hash=sha256:9854cf4f488b3d57b9aaeb105f06d78e5529d3145b1e4a41750167e8c213c6d3 \
-    --hash=sha256:993914b8e560023bc0a8bf742c5f303551992dcb85e247b1e5c7f4a7d145bda5 \
-    --hash=sha256:99b47d6ad9a6da00bec6aabe5a6279ecd3c06a329d4aa4771034a21e335c3a97 \
-    --hash=sha256:9a4e86e34e9ab6b667c27f3211ca48f73dba7cd3d90f8d5b11be56e5dbc3fb4e \
-    --hash=sha256:9cf69cdda1f5968a30a359aba2f7f9aa648a9ce4b580d6826437f2b291cfc86e \
-    --hash=sha256:a090322ca841abd453d43456ac34db46e8b05fd9b3b4ac0c78bcde8b089f959b \
-    --hash=sha256:a1010ed9524c73b94d15919ca4d41d8780980e1765babf85f9a2f90d247153dd \
-    --hash=sha256:a161f20d9a43006833cd7068375a94d035714d73a172b681d8881820600abfad \
-    --hash=sha256:a1d0bc22a7cdc173fedebb73ef81e07faef93692b8c1ad3733b67e31e1b6e1b8 \
-    --hash=sha256:a2bffea6a4ca9f01b3f8e548302470306689684e61602aa3d141e34da06cf425 \
-    --hash=sha256:a452763cc5198f2f98898eb98f7569649fe5da666c2dc6b5ddb10fde5a574221 \
-    --hash=sha256:a4796a717bf12b9da9d3ad002519a86063dcac8988b030e405704ef7d74d2d9d \
-    --hash=sha256:a51033ff701fca756439d641c0ad09a41d9242fa69121c7d8769604a0a629825 \
-    --hash=sha256:a8fa71a2e078c527c3e9dc9fc5a98c9db40bcc8a92b4e8858e36d329f8684b51 \
-    --hash=sha256:ac37f9f516c51e5753f27dfdef11a88330f04de2d564be3991384b2f3535d02e \
-    --hash=sha256:ac98b175585ecf4c0348fd7b29c3864bda53b805c773cbf7bfdaffc8070c976f \
-    --hash=sha256:acd7eb3f4471577b9b5a41baf02a978e8bdeb08b4b355273994f8b87032000a8 \
-    --hash=sha256:ad1fa8db769b76ea911cb4e10f049d80bf518c104f15b3edb2371cc65375c46f \
-    --hash=sha256:b40fb160a2db369a194cb27943582b38f79fc4887291417685f3ad693c5a1d5d \
-    --hash=sha256:b4dc1a6ff022ff85ecafef7979a2c6eb423430e05f1165d6688234e62ba99a07 \
-    --hash=sha256:ba3af48635eb83d03f6c9735dfb21785303e73d22ad03d489e88adae6eab8877 \
-    --hash=sha256:ba81a9203d07805435eb06f536d95a266c21e5b2dfbf6517748ca40c98d19e31 \
-    --hash=sha256:c2262bdba0ad4fc6fb5545660673925c2d2a5d9e2e0fb603aad545427be0fc58 \
-    --hash=sha256:c77afbd5f5250bf27bf516c7c4a016813eb2d3e116139aed0096940c5982da94 \
-    --hash=sha256:ca28829ae5f5d569bb62a79512c842a03a12576375d5ece7d2cadf8abe96ec28 \
-    --hash=sha256:cdc62c8286ba9bf7f47befdcea13ea0e26bf294bda99758fd90535cbaf408000 \
-    --hash=sha256:d948b135c4693daff7bc2dcfc4ec57237a29bd37e60c2fabf5aff2bbacf3e2f1 \
-    --hash=sha256:d96c2086587c7c30d44f31f42eae4eac89b60dabbac18c7669be3700f13c3ce1 \
-    --hash=sha256:d9a0ca5da0386dee0655b4ccdf46119df60e0f10da268d04fe7cc87886872ba7 \
-    --hash=sha256:da279aa314f00acbb803da1e76fa18666778e8a8f83484fba94526da5de2cba7 \
-    --hash=sha256:dbd936cde57abfee19ab3213cf9c26be06d60750e60a8e4dd85d1ab12c8b1f40 \
-    --hash=sha256:dc4f992dfe1e2bc3ebc7444f6c7051b4bc13cd8e33e43511e8ffd13bf407010d \
-    --hash=sha256:dc824125c72246d924f7f796b4f63c1e9dc810c7d9e2355864b3c3a73d59ade0 \
-    --hash=sha256:dd8ff7cf90014af0c0f787eea34794ebf6415242ee1d6fa91eaba725cc441e84 \
-    --hash=sha256:dea5b552272a944763b34394d04577cf0f9bd013207bc32323b5a89a53cf9c2f \
-    --hash=sha256:dff13836529b921e22f15cb099751209a60009731a68519630a24d61f0b1b30a \
-    --hash=sha256:e0b65193a413ccc930671c55153a03ee57cecb49e6227204b04fae512eb657a7 \
-    --hash=sha256:e5d3e6b26f2c785d65cc25ef1e5267ccbe1b069c5c21b8cc724efee290554419 \
-    --hash=sha256:e7536cd91353c5273434b4e003cbda89034d67e7710eab8761fd918ec6c69cf8 \
-    --hash=sha256:eb0b93f2e5c2189ee831ee43f156ed34e2a89a78a66b98cadad955972548be5a \
-    --hash=sha256:eb2c4071ab598733724c08221091e8d80e89064cd472819285a9ab0f24bcedb9 \
-    --hash=sha256:ec7c4490c672c1a0389d319b3a9cfcd098dcdc4783991553c332a15acf7249be \
-    --hash=sha256:ee454b2a007d57363c2dfd5b6ca4a5d7e2c518938f8ed3b706e37e5d470801ed \
-    --hash=sha256:ee6af14263f25eedc3bb918a3c04245106a42dfd4f5c2285ea6f997b1fc3f89a \
-    --hash=sha256:f14fc5df50a716f7ece6a80b6c78bb35ea2ca47c499e422aa4463455dd96d56d \
-    --hash=sha256:f207f69853edd6f6700b86efb84999651baf3789e78a466431df1331608e5324 \
-    --hash=sha256:f251c812357a3fed308d684a5079ddfb9d933860fc6de89f2b7ab00da481e65f \
-    --hash=sha256:f83424d738204d9770830d35290ff3273fbb02b41f919870479fab14b9d303b2 \
-    --hash=sha256:f8d1736cfb49381ba528cd5baa46f82fdc65c06e843dab24dd70b63d09121b3f \
-    --hash=sha256:fe5fa731a1fa8a0a56b0977413f8cacac1768dad38d16b3a296712709476fbd5
+rpds-py==2026.6.3 \
+    --hash=sha256:0be972be84cfcaf46c8c6edf690ca0f154ac17babf1f6a955a51579b34ad2dc5 \
+    --hash=sha256:127565fead0a10943b282957bd5447804ff3160ad79f2ad2635e6d249e380680 \
+    --hash=sha256:127e08c0642d880cf32ca47ec2a4a77b901f7e2dd1ad9762adb13955d72ffcc9 \
+    --hash=sha256:166cf54d9f44fc6ceb53c7860258dde44a81406646de79f8ed3234fca3b6e538 \
+    --hash=sha256:168c733a7112e071bb7a66460e667edfcff06c017a3c523f7a8a8e08d0140804 \
+    --hash=sha256:1967debc37f64f2c4dc90a7f563aec558b471966e12adcac4e1c4240496b6ebf \
+    --hash=sha256:1cebd1337c242e4ec2293e541f712b2da849b29f48f0c293684b71c0632625d4 \
+    --hash=sha256:1cf01971c4f2c5553b772a542e4aaf191789cd331bc2cd4ff0e6e65ba49e1e97 \
+    --hash=sha256:1e5822dfc2f0d4ab7e745eaa6d85945069329beeccef965af3f3bb26058fcab6 \
+    --hash=sha256:22bffe6042b9bcb0822bcd1955ec00e245daf17b4344e4ed8e9551b976b63e96 \
+    --hash=sha256:23a439f31ccbeff1574e24889128821d1f7917470e830cf6544dced1c662262a \
+    --hash=sha256:24e9c5386e16669b674a69c156c8eeefcb578f3b3397b713b08e6d60f3c7b187 \
+    --hash=sha256:270b293dae9058fc9fcedab50f13cebf46fb8ed1d1d54e0521a9da5d6b211975 \
+    --hash=sha256:29dfa0533a5d4c94d4dfa1b694fcb56c9c63aad8330ffdd816fd225d0a7a162f \
+    --hash=sha256:2a9c6f195058cb45335e8cc3802745c603d716eb96bc9625950c1aac71c0c703 \
+    --hash=sha256:2bfd04c19ddbd6640de0b51894d764bd2758854d5b75bd102d2ef10cb9c293a9 \
+    --hash=sha256:2c54a076ca4d370980ab57bc0e31df57bbe8d41340436a90ef8b1219a3cbb127 \
+    --hash=sha256:2c958bf94822e9290a40aaf2a822d4bc5c88099093e3948ad6c571eca9272e5f \
+    --hash=sha256:2c99f7e8ccb3dd6e3e4bfeac657a7b208c9bac8075f4b078c02d7404c34107fa \
+    --hash=sha256:2f7c26fbc5acd2522b95d4177fe4710ffd8e9b20529e703ffbf8db4d93903f05 \
+    --hash=sha256:30c6dc199b24a5e3e81d50da0f00858c5bbdb2617a750395687f4339c5818171 \
+    --hash=sha256:38a2fea2787428f811719ceb9114cb78964a3138838320c29ac39526c79c16ba \
+    --hash=sha256:3a83ae6c67b7676b9878378547ca8e93ed77a580037bcbcd1d32f739e1e6089c \
+    --hash=sha256:3cfe765c1da0072636ca06628261e0ea05688e160d5c8a03e0217c3854037223 \
+    --hash=sha256:421aba32367055614287a4292b6a17f1939c9452299f7a0209c117e990b646d4 \
+    --hash=sha256:425560c6fa0415f27261727bb20bd097568485e5eb0c121f1949417d1c516885 \
+    --hash=sha256:4470ce197d4090875cf6affbf1f853338387428df97c4fb7b7106317b8214698 \
+    --hash=sha256:4cf2d36a2357e4d07bb5a4f98801265327b48256867816cfd2ceb001e9754a8f \
+    --hash=sha256:4f4bca01b63096f606e095734dd56e74e175f94cfbf24ff3d63281cec61f7bb7 \
+    --hash=sha256:501f9f04a588d6a09179368c57071301445191767c64e4b52a6aa9871f1ef5ed \
+    --hash=sha256:536bceea4fa4acf7e1c61da2b5786304367c816c8895be71b8f537c480b0ea1f \
+    --hash=sha256:538949e262e46caa31ac01bdb3c1e8f642622922cacbabbae6a8445d9dc33eaf \
+    --hash=sha256:539d75de9e0d536c84ff18dfeb805398e58227001ce09231a26a08b9aed1ee0e \
+    --hash=sha256:54f45a148e28767bf343d33a684693c70e451c6f4c0e9904709a723fafbdfc1f \
+    --hash=sha256:55927d532399c2c646100ff7feb48eaa940ad70f42cd68e1328f3ded9f81ca24 \
+    --hash=sha256:58eadac9cd119677b60e1cf8ac4052f35949d71b8a9e5556efccbe82533cf22a \
+    --hash=sha256:5e8d07bddee435a2ff6f1920e18feff28d0bc4533e42f4bf6927fbd073312c41 \
+    --hash=sha256:62698275682bf121181861295c9181e789030a2d516071f5b8f3c23c170cd0fc \
+    --hash=sha256:639c8929aa0afe81be836b04de888460d6bed38b9c54cfc18da8f6bfabf5af5d \
+    --hash=sha256:67e3a721ffc5d8d2210d3671872298c4a84e4b8035cfe42ffd7cde35d772b146 \
+    --hash=sha256:6de4744d05bd1aa1be4ed7ea1189e3979196808008113bbbf899a460966b925e \
+    --hash=sha256:6e84adbcf4bf841aed8116a8264b9f50b4cb3e7bd89b516122e616ac56ca269e \
+    --hash=sha256:7491ee23305ac3eb59e492b6945881f5cd77a6f731061a3f25b77fd40f9e99a4 \
+    --hash=sha256:79486287de1730dbaff3dbd124d0ca4d2ef7f9d29bf2544f1f93c09b5bcbbd12 \
+    --hash=sha256:7b689145a1485c335569bd056464f3243a29af7ed3871c7be31ad624ba239bc7 \
+    --hash=sha256:7f88d653e7b3b779d71ae7454e20dcc9b6bae903f33c269db9f2be41bda3f261 \
+    --hash=sha256:8020133a74bd81b4572dd8e4be028a6b1ebcd70e6726edc3918008c08bee6ee6 \
+    --hash=sha256:808345f53cb952433ca2816f1604ff3515608a81784954f38d4452acfe8e61d5 \
+    --hash=sha256:83e35b57523816c8613fd0776b40cd8bb9f596b37ddd2692eb4a6bb5ab2f8c93 \
+    --hash=sha256:842e7b070435622248c7a2c44ae53fa1440e073cc3023bc919fed570884097a7 \
+    --hash=sha256:847927daf4cffbd4e90e42bc890069897101edd015f956cb8721b3473372edda \
+    --hash=sha256:882076c00c0a608b131187055ddc5ae29f2e7eaf870d6168980420d58528a5c8 \
+    --hash=sha256:8b95977e7211527ab0ba576e286d023389fbeeb32a6b7b771665d333c60e5342 \
+    --hash=sha256:8bb68f03f395eb793220b45c097bd4d8c32944393da0fad8b999efac0868fc8c \
+    --hash=sha256:8c2642a7603ec0b16ed77da4555db3b4b472341904873788327c0b0d7b95f1bb \
+    --hash=sha256:8c3d1e9c15b9d51ca0391e13da1a25a0a4df3c58a37c9dc368e0736cf7f69df0 \
+    --hash=sha256:8c6e5a2f750cc71c3e3b11d71661f21d6f9bc6cebc6564b1466417a1ec03ec77 \
+    --hash=sha256:8d2294a31386bfa251d8c8a39472beee17db67d4f1a6eabea665d35c9a4461c3 \
+    --hash=sha256:8e4320744c1ffdd95a603def63344bfab2d33edeab301c5007e7de9f9f5b3885 \
+    --hash=sha256:8e65860d238379ed982fd9ba690579b5e95af2f4840f99c772816dbe573cb826 \
+    --hash=sha256:8f2e5c5ee828d42cb11760761c0af6507927bec42d0ad5458f97c9203b054617 \
+    --hash=sha256:900a67df3fd1660b035a4761c4ce73c382ea6b35f90f9863c36c6fd8bf8b09bb \
+    --hash=sha256:913ca42ccad3f8cc6e292b587ae8ae49c8c823e5dce51a736252fc7c7cdfa577 \
+    --hash=sha256:9250a9a0a6fd4648b3f868da8d91a4c52b5811a62df58e753d50ae4454a36f80 \
+    --hash=sha256:931908d9fc855d8f74783377822be318edb6dcb19e47169dc038f9a1bf60b06e \
+    --hash=sha256:9826217f048f620d9a712672818bf231442c1b35d96b227a07eabd11b4bb6945 \
+    --hash=sha256:9891e594296ab9dada6551c8e7b387b2721f27a67eecd528412e8906247a7b90 \
+    --hash=sha256:9c1255b302953c86a486b81d330d5ee1d5bd937691ce271b6be0ef0e299eaab7 \
+    --hash=sha256:a0811d33247c3d6128a3001d763f2aa056bb3425204335400ac54f89eec3a0d0 \
+    --hash=sha256:a136d453475ac0fcbda502ef1e6504bd28d6d904700915d278deeab0d00fe140 \
+    --hash=sha256:a214c993455f99a89aaeadc9b21241900037adc9d97203e374d75513c5911822 \
+    --hash=sha256:a3086b538543802f84c843911242db20447de00d8752dd0efc936dbcf02218ba \
+    --hash=sha256:a3450b693fde92133e9f51060568a4c31fcca76d5e53bbd611e689ca446517e9 \
+    --hash=sha256:a550fb4950a06dde3beb4721f5ad4b25bf4513784665b0a8522c792e2bd822a4 \
+    --hash=sha256:a9f4645593036b81bbdb36b9c8e0ea0d1c3fee968c4d59db0344c14087ef143a \
+    --hash=sha256:aca6c1ef08a82bfe327cc156da694660f599923e2e6665b6d81c9c2d0ac9ffc8 \
+    --hash=sha256:acac386b453c2516111b50985d60ce46e7fadb5ea71ae7b25f4c946935bf27cf \
+    --hash=sha256:acc992ab27b15f852c76755eb2ab7dce86585ddadba6fa5946e58556088845b4 \
+    --hash=sha256:ae3d4fe8c0b9213624fdce7279d70e3b148b682ca20719ebd193a23ebfa47324 \
+    --hash=sha256:ae50181a047c871561212bb97f7932a2d45fb53e947bd9b57ebad85b529cbc53 \
+    --hash=sha256:ae6dd8f10bd17aad820876d24caec9efdafd80a318d16c0a48edb5e136902c6b \
+    --hash=sha256:af05d726809bff6b141be124d4c7ce998f9c9c7f30edb1f46c07aa103d540b41 \
+    --hash=sha256:afd70d95892096cdb26f15a00c45907b17817577aa8d1c76b2dcc2788391f9e9 \
+    --hash=sha256:b5c2dc92304aa48a4a60443b548bb12f12e119d4b72f314015e67b9e1be97fca \
+    --hash=sha256:bc0011654b91cc4fb2ae701bec0a0ba1e552c0714247fa7af6c59e0ccfa3a4e1 \
+    --hash=sha256:bcfbcf66006befb9fd2aeaa9e01feaf881b4dc330a02ba07d2322b1c11be7b5d \
+    --hash=sha256:bdbd97738551fca3917c1bd7188bec1920bb520104f28e7e1007f9ceb17b7690 \
+    --hash=sha256:c60924535c75f1566b6eb75b5c31a48a43fef04fa2d0d201acbad8a9969c6107 \
+    --hash=sha256:c7b9a2f8f4d8e90af72571d3d495deebdd7e3c75451f5b41719aee166e940fc2 \
+    --hash=sha256:ca6546b66be9dc4738b1b043d5ebd5488c66c578c5ff0fd0e8065313fe3afb76 \
+    --hash=sha256:ccffae9a092a00deb7efd545fe5e2c33c33b88e7c054337e9a74c179347d0b7d \
+    --hash=sha256:cdc7e35386f3847df728fbcb5e887e2d79c19e2fa1eba9e51b6621d23e3243af \
+    --hash=sha256:d15fde0e6fb0d88a60d221204873743e5d9f0b7d29165e62cd86d0413ad74ba6 \
+    --hash=sha256:d34c20167764fbcf927194d532dd7e0c56772f0a5f943fa5ef9e9afbba8fb9db \
+    --hash=sha256:d483fe17f01ad64b7bf7cc38fcefff1ca9fb83f8c2b2542b68f97ffe0611b369 \
+    --hash=sha256:d7469697dce35be237db177d42e2a2ee26e6dcc5fc052078a6fefabd288c6edd \
+    --hash=sha256:db08f45aecde626498fb3df07bcf6d2ec040af42e859a4f5040d79c200342911 \
+    --hash=sha256:dc319e5a1de4b6913aac94bf6a2f9e847371e0a140a43dd4991db1a09bc2d504 \
+    --hash=sha256:de3eceba0b683bcbb1ab93da016d0270df1f9ae7be716b40214c5dafac6ea45a \
+    --hash=sha256:dfcc8b909769d19db55c7cc9541eb64b9b774b1057ffffb4f1048070475bb9f9 \
+    --hash=sha256:e059c5dde6452b44424bd1834557556c226b57781dee1227af23518459722b13 \
+    --hash=sha256:e4316bf32babbed84e691e352faf967ce2f0f024174a8643c37c94a1080374fc \
+    --hash=sha256:e52655eaf81e32593abedaa4bfe33170c8cfedf3365ed9be6e11e07f148f0278 \
+    --hash=sha256:e55d236be29255554da47abe5c577637db7c24a02b8b46f0ca9524c855801868 \
+    --hash=sha256:ea7bb13b7c9a29791f87a0387ba7d3ad3a6d783d827e4d3f27b40a0ff44495e2 \
+    --hash=sha256:ea964164cc9afa72d4d9b23cc28dafae93693c0a53e0b42acbff15b22c3f9ddd \
+    --hash=sha256:ec829541c45bca16e61c7ae50c20501f213605beb75d1aba91a6ee37fbbb56a4 \
+    --hash=sha256:ecabd69db66de867690f9797f2f8fa27ba501bbc24540cbdbdc649cd15888ba6 \
+    --hash=sha256:ed0c1e5d10cdc7135537988c74a0188da68e2f3c30813ba3744ab1e42e0480f9 \
+    --hash=sha256:f0840b5b17057f7fd918b76183a4b5a0635f43e14eb2ce60dce1d4ee4707ea00 \
+    --hash=sha256:f4d78253f6996be4901669ad25319f842f740eccf4d58e3c7f3dd39e6dde1d8f \
+    --hash=sha256:f56f1695bc5c0871cbc33dc0130fcf503aab0c57dcc5a6700a4f49eba4f2652e \
+    --hash=sha256:f826877d462181e5eb1c26a0026b8d0cab05d99844ecb6d8bf3627a2ca0c0442 \
+    --hash=sha256:f8f23ead891a3b762f35ab3b04623da7056545b48aa60d59957e6789914545da \
+    --hash=sha256:f90938e92afda60266da758ee7d363447f7f0138c9559f9e1811629580582d90 \
+    --hash=sha256:faa679d19a6696fd54259ad321251ad77a13e70e03dd834daa762a44fb6196ef
     # via
     #   jsonschema
     #   referencing
@@ -5207,54 +5823,48 @@ ruamel-yaml==0.17.17 \
     --hash=sha256:9751de4cbb57d4bfbf8fc394e125ed4a2f170fbff3dc3d78abf50be85924f8be \
     --hash=sha256:9af3ec5d7f8065582f3aa841305465025d0afd26c5fb54e15b964e11838fc74f
     # via great-expectations
-ruff==0.15.12 \
-    --hash=sha256:01da3988d225628b709493d7dc67c3b9b12c0210016b08690ef9bd27970b262b \
-    --hash=sha256:2849ea9f3484c3aca43a82f484210370319e7170df4dfe4843395ddf6c57bc33 \
-    --hash=sha256:83b2f4f2f3b1026b5fb449b467d9264bf22067b600f7b6f41fc5958909f449d0 \
-    --hash=sha256:84a1630093121375a3e2a95b4a6dc7b59e2b4ee76216e32d81aae550a832d002 \
-    --hash=sha256:9ba3b8f1afd7e2e43d8943e55f249e13f9682fde09711644a6e7290eb4f3e339 \
-    --hash=sha256:9cae0f92bd5700d1213188b31cd3bdd2b315361296d10b96b8e2337d3d11f53e \
-    --hash=sha256:9e77c7e51c07fe396826d5969a5b846d9cd4c402535835fb6e21ce8b28fef847 \
-    --hash=sha256:a538f7a82d061cee7be55542aca1d86d1393d55d81d4fcc314370f4340930d4f \
-    --hash=sha256:b0c862b172d695db7598426b8af465e7e9ac00a3ea2a3630ee67eb82e366aaa6 \
-    --hash=sha256:c87a162d61ab3adca47c03f7f717c68672edec7d1b5499e652331780fe74950d \
-    --hash=sha256:d0185894e038d7043ba8fd6aee7499ece6462dc0ea9f1e260c7451807c714c20 \
-    --hash=sha256:dd8aed930da53780d22fc70bdf84452c843cf64f8cb4eb38984319c24c5cd5fd \
-    --hash=sha256:e3bcd123364c3770b8e1b7baaf343cc99a35f197c5c6e8af79015c666c423a6c \
-    --hash=sha256:e852ba9fdc890655e1d78f2df1499efbe0e54126bd405362154a75e2bde159c5 \
-    --hash=sha256:ecea26adb26b4232c0c2ca19ccbc0083a68344180bba2a600605538ce51a40a6 \
-    --hash=sha256:f86f176e188e94d6bdbc09f09bfd9dc729059ad93d0e7390b5a73efe19f8861c \
-    --hash=sha256:fb129f40f114f089ebe0ca56c0d251cf2061b17651d464bb6478dc01e69f11f5 \
-    --hash=sha256:fe87510d000220aa1ed530d4448a7c696a0cae1213e5ec30e5874287b66557b5
+ruff==0.16.0 \
+    --hash=sha256:0ff4a79ce3ec0172f3241943835de1c4cb4e2dcd07f0f8c2d02603dbbbee4b17 \
+    --hash=sha256:14296fedcd2705c77ab8235439278bbb38f285cf7da5528b00b3e330c3d4872d \
+    --hash=sha256:28ea2b7df8ebf7f9da6b7d47b230ab48f387c0a29be3b474c4d0740e197bb9af \
+    --hash=sha256:33a3dfac8c35f81498dea9181bccc2f4c4bc8f1521a1dd9406e77643e0f0fb09 \
+    --hash=sha256:3c954b1d580bfa035b41654f7858cc7e71d5fc3ac5b723dd62bd9133830ed522 \
+    --hash=sha256:429c117f022bf481fabd9d551e7a3952b24c65e6ef44337ea09d90bebef14472 \
+    --hash=sha256:48044c678e9cb8698246c99b14aaccfa6601dea7379eb48a6f8f73f7a6d86cd0 \
+    --hash=sha256:4f11a8d11010301d0a398a2fdef67691feca7294da6aef55e2150e8fa2cd520b \
+    --hash=sha256:6e364e5ed22ed8dc05082fd78e35308618260907ac2d3c1d637b2e682415b6c9 \
+    --hash=sha256:7aa0959bad8eb8bef50340154fc9b58678dae31fa4293afa38b44b6e552c0213 \
+    --hash=sha256:7fab76fa065c873f41ff744347c6e77bcc3dfec4bcc754dc26b63d23c0f7f5fb \
+    --hash=sha256:a5237a0bda500d30d81b8e07a6973a5cbc772864cbf746ae2f4e8a2e01c9f4ed \
+    --hash=sha256:a9b50c55e263103586b3dcf5f73d479eb8cb5fdb6098fec59a62891dab653717 \
+    --hash=sha256:d327b8fc113a1d4421a04f3839d3752057c8dd1ee320223a6f3f52d04ada462a \
+    --hash=sha256:e01c21d10eb1b29f47b7454e1f4056db9a3f0260c646aa88457c610291db9f81 \
+    --hash=sha256:e460aafd5495ec89efaa6ced2e4a9a581116451e1c88b9d37ef497e0f8e93982 \
+    --hash=sha256:e5115729eb08c585e5121978ba5d5b60caeae394ce21b9fb5e6cd33a1c6c9b1e \
+    --hash=sha256:e95c448fca1fb2a18372a9440926c5a6ee789639bb975c72e7ae6d0b04218ab4
     # via feast (pyproject.toml)
-s3transfer==0.13.1 \
-    --hash=sha256:a981aa7429be23fe6dfc13e80e4020057cbab622b08c0315288758d67cabc724 \
-    --hash=sha256:c3fdba22ba1bd367922f27ec8032d6a1cf5f10c934fb5d68cf60fd5a23d936cf
+s3transfer==0.19.2 \
+    --hash=sha256:ba0309fd86be3c27dbf78cdd813c13c5e1df16e5874b99d2535ebbdfb9892993 \
+    --hash=sha256:d8168eccca828cbb2cd573675333f3bddd254313a9c42494b84c76b539e8ba25
     # via boto3
-safetensors[torch]==0.7.0 \
-    --hash=sha256:0071bffba4150c2f46cae1432d31995d77acfd9f8db598b5d1a2ce67e8440ad2 \
-    --hash=sha256:07663963b67e8bd9f0b8ad15bb9163606cd27cc5a1b96235a50d8369803b96b0 \
-    --hash=sha256:12f49080303fa6bb424b362149a12949dfbbf1e06811a88f2307276b0c131afd \
-    --hash=sha256:1d060c70284127fa805085d8f10fbd0962792aed71879d00864acda69dbab981 \
-    --hash=sha256:42cb091236206bb2016d245c377ed383aa7f78691748f3bb6ee1bfa51ae2ce6a \
-    --hash=sha256:473b32699f4200e69801bf5abf93f1a4ecd432a70984df164fc22ccf39c4a6f3 \
-    --hash=sha256:54bef08bf00a2bff599982f6b08e8770e09cc012d7bba00783fc7ea38f1fb37d \
-    --hash=sha256:5d72abdb8a4d56d4020713724ba81dac065fedb7f3667151c4a637f1d3fb26c0 \
-    --hash=sha256:672132907fcad9f2aedcb705b2d7b3b93354a2aec1b2f706c4db852abe338f85 \
-    --hash=sha256:6999421eb8ba9df4450a16d9184fcb7bef26240b9f98e95401f17af6c2210b71 \
-    --hash=sha256:7b95a3fa7b3abb9b5b0e07668e808364d0d40f6bbbf9ae0faa8b5b210c97b140 \
-    --hash=sha256:8469155f4cb518bafb4acf4865e8bb9d6804110d2d9bdcaa78564b9fd841e104 \
-    --hash=sha256:94fd4858284736bb67a897a41608b5b0c2496c9bdb3bf2af1fa3409127f20d57 \
-    --hash=sha256:b0f6d66c1c538d5a94a73aa9ddca8ccc4227e6c9ff555322ea40bdd142391dd4 \
-    --hash=sha256:c74af94bf3ac15ac4d0f2a7c7b4663a15f8c2ab15ed0fc7531ca61d0835eccba \
-    --hash=sha256:c82f4d474cf725255d9e6acf17252991c3c8aac038d6ef363a4bf8be2f6db517 \
-    --hash=sha256:cdab83a366799fa730f90a4ebb563e494f28e9e92c4819e556152ad55e43591b \
-    --hash=sha256:cfdead2f57330d76aa7234051dadfa7d4eedc0e5a27fd08e6f96714a92b00f09 \
-    --hash=sha256:d1239932053f56f3456f32eb9625590cc7582e905021f94636202a864d470755 \
-    --hash=sha256:dac7252938f0696ddea46f5e855dd3138444e82236e3be475f54929f0c510d48 \
-    --hash=sha256:dc92bc2db7b45bda4510e4f51c59b00fe80b2d6be88928346e4294ce1c2abe7c \
-    --hash=sha256:e07d91d0c92a31200f25351f4acb2bc6aff7f48094e13ebb1d0fb995b54b6542 \
-    --hash=sha256:f4729811a6640d019a4b7ba8638ee2fd21fa5ca8c7e7bdf0fed62068fcaac737
+safetensors[torch]==0.8.0 \
+    --hash=sha256:040070828e36dc8e122178bbbd5830ff9e97920affb84cbe0f46442497bed358 \
+    --hash=sha256:096ec1a98435df7beb08853bb5aa9081a84f23d0adc67ed1a0a10550f608373f \
+    --hash=sha256:2ddf52eac562eda224f99acfa7889d02968c1fd59a5b011ae7d8137c37e9c02d \
+    --hash=sha256:3ae091f16662658bdc019a4ff6cb4c085bb7d725eb5978b183ffd265863b6d2d \
+    --hash=sha256:4124502b78f03534117c848f87a39b8f31e577b15eff423bf8bfb95f2a8c30d0 \
+    --hash=sha256:4a95ae2b05d7726d751da4ebf626a2ca782b706e101bd894c95bc2450b1cffcc \
+    --hash=sha256:7a46e5ff292c356d6991e60942ba7f79817682d3a2cef0702136448cb9c4d235 \
+    --hash=sha256:7bc0a787ba8a35be368ee3574edfa2b1ad389eebd0a72e482ae275490e3f6c98 \
+    --hash=sha256:87eec7ffed2b809f05a398a8becb7d013f19f7837cd15d9748580d6cf30dbaf4 \
+    --hash=sha256:8e080062fcde23be189565e1c3305d16751a218ecf9412c8601e64204eb6f846 \
+    --hash=sha256:8e9f537aa183a38ace122d27303dcd986b26bd2a7591f9181d7f0c396f4677ca \
+    --hash=sha256:c554f85858e05226d3c2828e32395e677434685d6d94594a41643361c5e837f0 \
+    --hash=sha256:c80201d22cbf405b80647a60ada77bba06c8fba2da2743ba1e89cdcc39a81f25 \
+    --hash=sha256:f7838e5135a406ad3e02efdcb8cf2e5397d368b0154537c4fec682dbc544d452 \
+    --hash=sha256:fabaf3e0f18a6618d9b36560682562157f77c2b71fcffc7b432be2baed9d753d \
+    --hash=sha256:fcdd41ec4628fee5799f807c73c353629130fbd942aa23d83c623dd6c9d52d78 \
+    --hash=sha256:fd6f3f93c9a0a7cc2788ee63fb763353d4bd2e89b0751bc78fcf7dda00bea774
     # via
     #   accelerate
     #   docling-ibm-models
@@ -5311,46 +5921,41 @@ scikit-image==0.26.0 \
     --hash=sha256:f775f0e420faac9c2aa6757135f4eb468fb7b70e0b67fa77a5e79be3c30ee331 \
     --hash=sha256:fac96a1f9b06cd771cbbb3cd96c5332f36d4efd839b1d8b053f79e5887acde62
     # via easyocr
-scikit-learn==1.8.0 \
-    --hash=sha256:00d6f1d66fbcf4eba6e356e1420d33cc06c70a45bb1363cd6f6a8e4ebbbdece2 \
-    --hash=sha256:0d6ae97234d5d7079dc0040990a6f7aeb97cb7fa7e8945f1999a429b23569e0a \
-    --hash=sha256:146b4d36f800c013d267b29168813f7a03a43ecd2895d04861f1240b564421da \
-    --hash=sha256:15fc3b5d19cc2be65404786857f2e13c70c83dd4782676dd6814e3b89dc8f5b9 \
-    --hash=sha256:2838551e011a64e3053ad7618dda9310175f7515f1742fa2d756f7c874c05961 \
-    --hash=sha256:29ffc74089f3d5e87dfca4c2c8450f88bdc61b0fc6ed5d267f3988f19a1309f6 \
-    --hash=sha256:2de443b9373b3b615aec1bb57f9baa6bb3a9bd093f1269ba95c17d870422b271 \
-    --hash=sha256:35c007dedb2ffe38fe3ee7d201ebac4a2deccd2408e8621d53067733e3c74809 \
-    --hash=sha256:3bad7565bc9cf37ce19a7c0d107742b320c1285df7aab1a6e2d28780df167242 \
-    --hash=sha256:4496bb2cf7a43ce1a2d7524a79e40bc5da45cf598dbf9545b7e8316ccba47bb4 \
-    --hash=sha256:4511be56637e46c25721e83d1a9cea9614e7badc7040c4d573d75fbe257d6fd7 \
-    --hash=sha256:5025ce924beccb28298246e589c691fe1b8c1c96507e6d27d12c5fadd85bfd76 \
-    --hash=sha256:56079a99c20d230e873ea40753102102734c5953366972a71d5cb39a32bc40c6 \
-    --hash=sha256:5e30adb87f0cc81c7690a84f7932dd66be5bac57cfe16b91cb9151683a4a2d3b \
-    --hash=sha256:5fb63362b5a7ddab88e52b6dbb47dac3fd7dafeee740dc6c8d8a446ddedade8e \
-    --hash=sha256:6b595b07a03069a2b1740dc08c2299993850ea81cce4fe19b2421e0c970de6b7 \
-    --hash=sha256:72358cce49465d140cc4e7792015bb1f0296a9742d5622c67e31399b75468b9e \
-    --hash=sha256:74b66d8689d52ed04c271e1329f0c61635bcaf5b926db9b12d58914cdc01fe57 \
-    --hash=sha256:7cc267b6108f0a1499a734167282c00c4ebf61328566b55ef262d48e9849c735 \
-    --hash=sha256:80832434a6cc114f5219211eec13dcbc16c2bac0e31ef64c6d346cde3cf054cb \
-    --hash=sha256:8c497fff237d7b4e07e9ef1a640887fa4fb765647f86fbe00f969ff6280ce2bb \
-    --hash=sha256:8fdf95767f989b0cfedb85f7ed8ca215d4be728031f56ff5a519ee1e3276dc2e \
-    --hash=sha256:9bccbb3b40e3de10351f8f5068e105d0f4083b1a65fa07b6634fbc401a6287fd \
-    --hash=sha256:a0bcfe4d0d14aec44921545fd2af2338c7471de9cb701f1da4c9d85906ab847a \
-    --hash=sha256:a69525355a641bf8ef136a7fa447672fb54fe8d60cab5538d9eb7c6438543fb9 \
-    --hash=sha256:ada8121bcb4dac28d930febc791a69f7cb1673c8495e5eee274190b73a4559c1 \
-    --hash=sha256:bf97c10a3f5a7543f9b88cbf488d33d175e9146115a451ae34568597ba33dcde \
-    --hash=sha256:c22a2da7a198c28dd1a6e1136f19c830beab7fdca5b3e5c8bba8394f8a5c45b3 \
-    --hash=sha256:c2656924ec73e5939c76ac4c8b026fc203b83d8900362eb2599d8aee80e4880f \
-    --hash=sha256:c57b1b610bd1f40ba43970e11ce62821c2e6569e4d74023db19c6b26f246cb3b \
-    --hash=sha256:eddde82a035681427cbedded4e6eff5e57fa59216c2e3e90b10b19ab1d0a65c3 \
-    --hash=sha256:edec98c5e7c128328124a029bceb09eda2d526997780fef8d65e9a69eead963e \
-    --hash=sha256:ee787491dbfe082d9c3013f01f5991658b0f38aa8177e4cd4bf434c58f551702 \
-    --hash=sha256:f28dd15c6bb0b66ba09728cf09fd8736c304be29409bd8445a080c1280619e8c \
-    --hash=sha256:f984ca4b14914e6b4094c5d52a32ea16b49832c03bd17a110f004db3c223e8e1 \
-    --hash=sha256:fb65db5d7531bccf3a4f6bec3462223bea71384e2cda41da0f10b7c292b9e7c4 \
-    --hash=sha256:fe1c011a640a9f0791146011dfd3c7d9669785f9fed2b2a5f9e207536cf5c2fd
+scikit-learn==1.9.0 \
+    --hash=sha256:051075bda8b7aab87b1906ab3d4740a1e1224a19d7b3781a576736edc94e76aa \
+    --hash=sha256:056c92bb67ad4c28463c2f2653d9701449201e7e7a9e94e321be0f71c4fef2b8 \
+    --hash=sha256:147e9329ef0e39f75d4cffa02b2aa48d827832684926cd5210d9a2cb5c57246b \
+    --hash=sha256:1b944b6db288f6b926e3650026ddafb988929de95d11fc2cc5fa117773c9ba42 \
+    --hash=sha256:1fea2cc5677ab49d6f5bade978c866da44957b712d92e9635e8b4f723013c3cb \
+    --hash=sha256:24360002ae845e7866522b0a5bbf690802e7bc388cac8663502e78aa98598aa2 \
+    --hash=sha256:26e22435f63bcdcf396b574273f29f13dd531f5ea035801f5be10ba1540a4e60 \
+    --hash=sha256:2bd41b0d201bc81575531b96b713d3eb5e5f50fb0b82101ff0f92294fdc236ac \
+    --hash=sha256:366652351f092b219c248f1e72821e841960a63d8f358f1dcfd54dc1cbdbbc28 \
+    --hash=sha256:38c3dcb9a1ffb85505ec53d54c7b4aea0cff70050425a7760c2af661ac85df05 \
+    --hash=sha256:4306775fad04cc4b472a1b15af1ae9cede1540fbfcc17fbce3767cd8dc7ae283 \
+    --hash=sha256:4ccacf04ca5f4b492158a5f28afe0ace43f81b2571e4b9a66d34848b46128949 \
+    --hash=sha256:5162ad10a418c8a282dde04c9aa06965de3e9a65f33c1440c0ae69bb1a09d913 \
+    --hash=sha256:5808d98f15c6bf6d9d96d2348c1997392a5888ce7097e664105f930c4bca1277 \
+    --hash=sha256:5b934c45c252844a91d69fda3a34cff5e7307e1db10d77cb10a3980312c74713 \
+    --hash=sha256:5bad8f8b9950321b54c965fdcbac6c6c55e79e16646b49977bcf3668d3870a1a \
+    --hash=sha256:5be45aa4a42a68a533913a6ed736cf309de2226411c79ef8d609a5456f1939b1 \
+    --hash=sha256:5dc1818c77575d149e25fce9ef82dd7b7263ae372f03494158668ad632a69759 \
+    --hash=sha256:5e50ed4da51974e86e940690e9a3d82e729b62b5a49f7c9bac534d515d39d86f \
+    --hash=sha256:64fa347efc1c839c487433e40c5144d38c336e8a2b59c81aa8660373945c2673 \
+    --hash=sha256:78fc56eafd4edb9575d2d8950d1dd152061abb573341a1cb7e099fc40f6c6666 \
+    --hash=sha256:80746d63bd4b6eaca54d36fe5feaf4d28bb38dc6f9470f81c7cad7c40155f119 \
+    --hash=sha256:8833266989d3a5110178a9fae30783675460724d0e1efb13b14901d2c660c557 \
+    --hash=sha256:9656acd4e93f74e0b66c8a36c88830a99252dfa900044d36bc2212ae89a47162 \
+    --hash=sha256:9db6f4d34e68c8899e4cab27fdf8eafe6ed21f2ba52ceb25ea250cd237f8e47b \
+    --hash=sha256:d77f54c017633791bc0225a43e2f8d03745fdcfe4880268fcc4df15f505dec2e \
+    --hash=sha256:da76d09304a4706db7cc1e3ebaa3b6b98a67365cc11d2996c4f1e58ba47df714 \
+    --hash=sha256:ee1a8db2c18c08e34c7412d4b10be1cac214cd4ea7dc9715a6a327eb49a37c96 \
+    --hash=sha256:f401448645a3e7bc115aa3c094097865155b34bff1cba8101857d9104e99074c \
+    --hash=sha256:f7e254636164090da847715a27f8e5478feb98c40a9e0ee90cbd277de9e5ceb8 \
+    --hash=sha256:fd3a8ef0c758555a3b23c03adaa858af32f7736785ded50ad5991f59c4ed03fa
     # via
     #   feast (pyproject.toml)
+    #   mlflow
     #   sentence-transformers
 scipy==1.17.1 \
     --hash=sha256:010f4333c96c9bb1a4516269e33cb5917b08ef2166d5556ca2fd9f082a9e6ea0 \
@@ -5418,9 +6023,47 @@ scipy==1.17.1 \
     #   docling
     #   easyocr
     #   great-expectations
+    #   mlflow
     #   scikit-image
     #   scikit-learn
     #   sentence-transformers
+scylla-driver==3.29.11 \
+    --hash=sha256:0a93dd4af8995ac08335e581aca393a2bca64c3d4748ec359b9400797f2a7449 \
+    --hash=sha256:17b19807a8690a4df2e52bb23327a746715e7076f5f28b45a6ce4556b2a00dd7 \
+    --hash=sha256:1ea1fd011d8cf74b706c1b6ae982437597abf545e6d53f3a79905c97831db16a \
+    --hash=sha256:241bffc347888dbeae48d842e58a7d20915ee518beb46467d9b7cd5a0ad501ed \
+    --hash=sha256:2546a6646eead8225c8a0440c744c50ca85147fe61a712fb68e08be11ab21560 \
+    --hash=sha256:2a4116f2da833f76db6e59b4c0534b72291cac478ca4b5944abbdd52b1635d94 \
+    --hash=sha256:3094c90a49c172b1c09bbf44b46ea0c2c284e35cfd0222bc0062492de05131c0 \
+    --hash=sha256:39f48ebe02d17e7cc6f3ba34f9748c971932eaa11d6557ab7d5fae1631987a55 \
+    --hash=sha256:45050fd2028f07e236b7b3a555d4d17a1d88ea8ba8b5609ae1d14730a65b1e4f \
+    --hash=sha256:57e8fffaf0803c0a406cc0e331a738c5d305fb28c9f5834d29c077fa134a8820 \
+    --hash=sha256:617a8c459b30403002d38d7f99e3ed160da7671c7e62b0647e5fbd89539c6aff \
+    --hash=sha256:677b5b0312275a958c80dbd3d1686e4a60c805ddae290a4b56551245c0a07a95 \
+    --hash=sha256:6ee63f2503590f683e4b6c39c0070f567cc825fabd20f74cfe053d926a930ffc \
+    --hash=sha256:70dda8384ae23472cfdf6c798d20e59639aa1e4796937417088151adb4acf4a9 \
+    --hash=sha256:74668f6d4bca9f05f0826b8b464f363e7c1c7ac1cbbf373bae638bdc68780b8e \
+    --hash=sha256:8072842efb2ff7c9761563485156fb0b6a11c68b028e32b6a807a70d226dbbbd \
+    --hash=sha256:844e61a13edf0d12f95a64f6dd8a9c0fd0b0919570e10631e33c640acff59db7 \
+    --hash=sha256:8ed1b2ec3634d3b25609a3a587de420a41b435f497e963434a8b5b42fa32c88e \
+    --hash=sha256:9fb9bc8ae114434c3418ca8ba0bca00fb7afd4943a52694b5bde3f8681a0eea9 \
+    --hash=sha256:a8f644d73713be556e99d6355cd2de41503ee50bff990865d71887e1f9f18b46 \
+    --hash=sha256:abb5f98b4efbcb6257d1b97eea9c2bb95ea509e8983c2b8e021810ef460cb390 \
+    --hash=sha256:acb38ed6acae2185bdef6834569bb95acd858ec91a8269c555e912127946e998 \
+    --hash=sha256:ae36b731481c9ded343811132bcce4f68c9f2de8af8a51248fcea4d9c3b36d52 \
+    --hash=sha256:b5a4851afb2a6d8410f55e7344b0589f71289338ff35c6901135c1a683381149 \
+    --hash=sha256:bf33948e181c469f63108c01f319078051819c147f6446ea56b71975656efc1e \
+    --hash=sha256:cd0d872882a4c098eacc83b832a042ea0b5165e247790d378e215c2a9f205d44 \
+    --hash=sha256:cdd43ebb03db2441b920033d032a824612aa7f4daa58e88563e0a2036d6bd860 \
+    --hash=sha256:ce1cc363d2b9c9e5a0def22b85c13c1bde6f26d1abca427b408bd18f0fd3828c \
+    --hash=sha256:cf98016b6ce61dc30d80ac5bc491e0a84aa9da09e326fead5bba888d55f56126 \
+    --hash=sha256:dda6b9f7fe48c6a0623e629a6bc0497dff132ca8a2a8897cd1f4281b5b12ecfe \
+    --hash=sha256:e74576dba8992b4dac6ea3fe4c8cfd92f5318aa08b20142aff6423f20e56da7d \
+    --hash=sha256:e7d899f1b5bc6d9441db01b05bd3c317b99be23525e6baae789ee59d759187fc \
+    --hash=sha256:ee188f93fc931d9ce6231b550260988312445ecd2ea336445ec98b225ace47fb \
+    --hash=sha256:f222606faeb11f7d41197f16b97cfc3c9578608bd5c2813d51d30c4dc42e675b \
+    --hash=sha256:f3e2d06685fb1e6dad8905b0efa9423155852cf1b2a0d2b1aad3687cd488e4a4
+    # via feast (pyproject.toml)
 semchunk==3.2.5 \
     --hash=sha256:ee15e9a06a69a411937dd8fcf0a25d7ef389c5195863140436872a02c95b0218 \
     --hash=sha256:fd09cc5f380bd010b8ca773bd81893f7eaf11d37dd8362a83d46cedaf5dae076
@@ -5429,9 +6072,9 @@ send2trash==2.1.0 \
     --hash=sha256:0da2f112e6d6bb22de6aa6daa7e144831a4febf2a87261451c4ad849fe9a873c \
     --hash=sha256:1c72b39f09457db3c05ce1d19158c2cbef4c32b8bedd02c155e49282b7ea7459
     # via jupyter-server
-sentence-transformers==5.4.1 \
-    --hash=sha256:436bcb1182a0ff42a8fb2b1c43498a70d0a75b688d182f2cd0d1dd115af61ddc \
-    --hash=sha256:a6d640fc363849b63affb8e140e9d328feabab86f83d58ac3e16b1c28140b790
+sentence-transformers==5.6.1 \
+    --hash=sha256:16af5d682ef66672b076d58599a23905800e850ec2bfb1865938306bf684ad72 \
+    --hash=sha256:cefbb17b6325a982a4732c8c49fb013375392687049d1de3d435c4b04060680b
     # via feast (pyproject.toml)
 setuptools==80.10.2 \
     --hash=sha256:8b0e9d10c784bf7d262c4e5ec5d4ec94127ce206e8738f29a437945fbc219b70 \
@@ -5439,12 +6082,10 @@ setuptools==80.10.2 \
     # via
     #   feast (pyproject.toml)
     #   grpcio-tools
-    #   jupyterlab
     #   pandas-gbq
     #   pbr
     #   pip-tools
     #   pydata-google-auth
-    #   pymilvus
     #   singlestoredb
     #   torch
 shapely==2.1.2 \
@@ -5531,10 +6172,14 @@ six==1.17.0 \
     #   python-dateutil
     #   rfc3339-validator
     #   thriftpy2
-smart-open==7.6.0 \
-    --hash=sha256:2a78f454610a826aa688065b54b4a0a9b12a5599fa61d5190e9bac2df5e5f53f \
-    --hash=sha256:44717f46b5ff276fac03b88e5d13d1c416f064f3b7b081381b0fa8889004bd7e
+smart-open==8.0.1 \
+    --hash=sha256:18b1c4496003c6902be17c15f032b5c319f307c89c6ae9e6b028b508bed8b2cf \
+    --hash=sha256:3e97f90e92a952cb57863dfe132082c400a52eeeb27c067692fb51dbcc5b0089
     # via ray
+smmap==5.0.3 \
+    --hash=sha256:4d9debb8b99007ae47165abc08670bd74cb74b5227dda7f643eccc4e9eb5642c \
+    --hash=sha256:c106e05d5a61449cf6ba9a1e650227ecfb141590d2a98412103ff35d89fc7b2f
+    # via gitdb
 sniffio==1.3.1 \
     --hash=sha256:2f6da418d1f1e0fddd844478f41680e794e6051915791a034ff65e5f100525a2 \
     --hash=sha256:f4324edc670a0f49750a81b895f35c3adb843cca46f0530f79fc1babb23789dc
@@ -5542,44 +6187,45 @@ sniffio==1.3.1 \
     #   elastic-transport
     #   elasticsearch
     #   httpx
-snowballstemmer==3.0.1 \
-    --hash=sha256:6cd7b3897da8d6c9ffb968a6781fa6532dce9c3618a4b127d920dab764a19064 \
-    --hash=sha256:6d5eeeec8e9f84d4d56b847692bacf79bc2c8e90c7f80ca4444ff8b6f2e52895
+snowballstemmer==3.1.1 \
+    --hash=sha256:7e207fa178741da09cdee59d3ecec3827ad5f92b1fc5c9ff3755b639f71f5752 \
+    --hash=sha256:e07bbc54a0d798fe6010a12398422e62a8bfbba95c394fd0956ef58cb4d3e260
     # via sphinx
-snowflake-connector-python[pandas]==4.4.0 \
-    --hash=sha256:16fdca775f7ca5ce4a973c07c434f5ab72bef5284e81a5e4ae2fb4d54d28965c \
-    --hash=sha256:19d0c1ed033abae715a71b74c53010b180a5247c6924f851e4f7d0b0d58066c4 \
-    --hash=sha256:2a6f6a514a10c3bb2d4554132f0b639f43d7e9fbb73fa1fae1c8a75333102686 \
-    --hash=sha256:307f41326c702f6976746d2001dacf35adaf567f3f12afb3a5778fbb063c7241 \
-    --hash=sha256:43e1a2f3ac51d24406d4eb0c23a8ceb9d6f5cb4854c941e5e1375d8c481e2844 \
-    --hash=sha256:52efe2d6543a09807283748dd50a36ec01d52b4f342868132f8f9856b9c95a42 \
-    --hash=sha256:56ff04dd9e17edc82128f412aa3776687dc94088f3d6b9144971e169952623cb \
-    --hash=sha256:648f49029d699591af0f253e81c5bf60efc4411c7b0149ef074a59a038210a3b \
-    --hash=sha256:693a1bef97509f09b7e6f42ea6f743d27819413c04fb3dc543b060d029871c56 \
-    --hash=sha256:70d4051e2d9c87258b02672e17e21f5873e0cb49ff9705f6194ccfa25ac0d5fd \
-    --hash=sha256:7c2984663a733d06c979aa6c8c1d7691621ec0d3521ef345d57c869ff2f1c4b2 \
-    --hash=sha256:8304b4818d3e9de552dcfbdd0bca61bae1583e1c9794e242e58fe44bce701604 \
-    --hash=sha256:85a01338d282423611f357cd5392dca2219bbda9a66b44761b11d6ae8ebf1e50 \
-    --hash=sha256:96fdca994c4d9f7780e82fc7b4bd3398d856b43de3bae57d44e242ff435a2431 \
-    --hash=sha256:9b1a28f843c1c0b582db7854789525d0c8aac4ea5c56e31113684e38220d0af9 \
-    --hash=sha256:9fa43d330389df27024757c4f97dabddafbedc74b8bcc189b6a86e8b4d036014 \
-    --hash=sha256:a088f108da4653ad1396ddb63a1c757ad614d0862c38f6f69cc77344bdcfeccb \
-    --hash=sha256:b9f0ac0c00075321e1720d3876e936ee0256f54832e7463c5193a8dfa54913d5 \
-    --hash=sha256:c828248214a49f77b903e05acf887d3ccb9d958b5a979f2ed3663bba1bd0f2b3 \
-    --hash=sha256:d6fd334e4d8df7fcb30e6746e5ade845e82de2942268862aa8bce974ae2b86a2 \
-    --hash=sha256:d8ac1659c8e588b9502f8d3d03c1ded2f274de0da9c09e62fe007cba5b46d6a5 \
-    --hash=sha256:e8e7ce0e8b33aec8b1fc6741eb51dbeb54e2c3a6d282a0d459c355a85f089b08 \
-    --hash=sha256:ea6e4083ebea0a814b46f029d64a2fb0ba6e7732952cd8af4406041708ce0e21 \
-    --hash=sha256:f5d0e90e68a899c13fda5ca842ff77b5759b1674adf2c72702d3c2b53ca9d27b \
-    --hash=sha256:fb628d5ea1999e23bfbaabce4125eb44d56605ca5634b8b1d6092ab22d555598
+snowflake-connector-python[pandas]==4.7.1 \
+    --hash=sha256:051e49157d955e5ba76577345169dd1869288ecef903dab17ec6180e1009b117 \
+    --hash=sha256:052fd457fa79616d074f5b8f2e106f9f2ca36645526e4d0abddf7e3685d1bdb7 \
+    --hash=sha256:0e23a5aaa1e9eaa9ba88b8867247d55c24e40f3be6367e3aa4f8633b37f56317 \
+    --hash=sha256:167ba97d5b615b507fc8234266c8736ea97f91b7324db7a305a28ec3505c0edf \
+    --hash=sha256:171ef3515c44e804dd86ab2b288179037fec40b3f45e1aa28fba095b764f9a6a \
+    --hash=sha256:1ed85264edb186a39e641f1b744a1a1973e10d9d15a96a46a1e78ac67442c7b6 \
+    --hash=sha256:22afd6de9fec8ef2cc23b231af9fc0f352351cd53da0cc11c2495272eff04ccf \
+    --hash=sha256:2b3e53626c600b59c181ce18e2b253487fb7e2b0d30ac0d3cfbd3ddffd13743b \
+    --hash=sha256:4b79e818d83306babff9d0803e697a008e8ada961deff55e3c5da0a9c3505d9a \
+    --hash=sha256:4f2c6f40544739b43f2da262dd67a32d4ac7ca2b09cc6b7181f02b24c60d5754 \
+    --hash=sha256:5011a5eb55dd80fed4198081743f75a8a56412b4623cb9cf61ce2813f600cbd9 \
+    --hash=sha256:571eeeb5f3b034671c125186ecb02a2e54ebee1fad1b3af7f091773dc11f693d \
+    --hash=sha256:5b7b27df86fc13afccabdb525973c0e9a730f8c25f07a4a55f95bc2ad88f8d35 \
+    --hash=sha256:7703f33059daa6e30d824e5d88bd525a7feccd38412b888c6e35cf0847cc34b0 \
+    --hash=sha256:7c67e735d38403109f6bc1a17022a4c950966e1c989f5e2376b9c28c5ece0fb5 \
+    --hash=sha256:81a8f1ae86222e7b8561f41f688462687a435f5afc8aa34ae42f69c0c0f16a57 \
+    --hash=sha256:8a5e2bd3701176521577eea8c5b384178b404bbcd73d634f86b888929c15fb8a \
+    --hash=sha256:92b935a4f73651ea1306b8c3c58003e0e5a72fa3a86453087161296168c31ed3 \
+    --hash=sha256:b03ef22742fee88d387f2ec3969dfb032417a2119bd366414b2c5ac9acb38a45 \
+    --hash=sha256:d5821dc73d305b0804aa415a4fafee018e611cc8cf339de36a5c8c44fb57beaa \
+    --hash=sha256:e582f6ac2c5fa53170ae28303d361ea6cc64e695ba528f1b6ec8529476324327 \
+    --hash=sha256:f2482d1b059fcaa45b7edf8ea97b0f35179ab781fb1ce4716809d83d9f5f4d4c \
+    --hash=sha256:f4e3b1222bc53b56ba4aa88224afe1ad894ee6f7389b2c0105b829d13d559aa7 \
+    --hash=sha256:f5a066d2c1db940740c49bafe1c8983395bc574bc31465263898c9bd050c5c52 \
+    --hash=sha256:fad8e1fb0c49eb1d93dad785ce738dac17473c6826f8cd36ee8d6f9675bceae1 \
+    --hash=sha256:ff5bb51c1c21cbbb5c90b9785cc3df9d649c64db26553668b1a1ea8a461a0d5b
     # via feast (pyproject.toml)
 sortedcontainers==2.4.0 \
     --hash=sha256:25caa5a06cc30b6b83d11423433f65d1f9d76c4c6a0c90e3379eaa43b9bfdb88 \
     --hash=sha256:a163dcaede0f1c021485e957a39245190e74249897e2ae4b2aa38595db237ee0
     # via snowflake-connector-python
-soupsieve==2.8.3 \
-    --hash=sha256:3267f1eeea4251fb42728b6dfb746edc9acaffc4a45b27e19450b676586e8349 \
-    --hash=sha256:ed64f2ba4eebeab06cc4962affce381647455978ffc1e36bb79a545b91f45a95
+soupsieve==2.9.1 \
+    --hash=sha256:4f4477399246b7a0c720a88ca2454b11cd6bb9ae4c9d170140786e916776c14c \
+    --hash=sha256:c33e6605bbc71dd628b00c632d58ae607c22bade247e52553928f83bbb75b4ba
     # via beautifulsoup4
 sphinx==6.2.1 \
     --hash=sha256:6d56a34697bb749ffa0152feafc4b19836c755d90a7c59b72bc7dfd371b9cc6b \
@@ -5609,103 +6255,98 @@ sphinxcontrib-serializinghtml==2.0.0 \
     --hash=sha256:6e2cb0eef194e10c27ec0023bfeb25badbbb5868244cf5bc5bdc04e4464bf331 \
     --hash=sha256:e9d912827f872c029017a53f0ef2180b327c3f7fd23c87229f7a8e8b70031d4d
     # via sphinx
-sqlalchemy[mypy]==2.0.49 \
-    --hash=sha256:01146546d84185f12721a1d2ce0c6673451a7894d1460b592d378ca4871a0c72 \
-    --hash=sha256:059d7151fff513c53a4638da8778be7fce81a0c4854c7348ebd0c4078ddf28fe \
-    --hash=sha256:0c98c59075b890df8abfcc6ad632879540f5791c68baebacb4f833713b510e75 \
-    --hash=sha256:0f2fa354ba106eafff2c14b0cc51f22801d1e8b2e4149342023bd6f0955de5f5 \
-    --hash=sha256:12b04d1db2663b421fe072d638a138460a51d5a862403295671c4f3987fb9148 \
-    --hash=sha256:22d8798819f86720bc646ab015baff5ea4c971d68121cb36e2ebc2ee43ead2b7 \
-    --hash=sha256:233088b4b99ebcbc5258c755a097aa52fbf90727a03a5a80781c4b9c54347a2e \
-    --hash=sha256:24bd94bb301ec672d8f0623eba9226cc90d775d25a0c92b5f8e4965d7f3a1518 \
-    --hash=sha256:275424295f4256fd301744b8f335cff367825d270f155d522b30c7bf49903ee7 \
-    --hash=sha256:32fe6a41ad97302db2931f05bb91abbcc65b5ce4c675cd44b972428dd2947700 \
-    --hash=sha256:334edbcff10514ad1d66e3a70b339c0a29886394892490119dbb669627b17717 \
-    --hash=sha256:3bb9ec6436a820a4c006aad1ac351f12de2f2dbdaad171692ee457a02429b672 \
-    --hash=sha256:3ddcb27fb39171de36e207600116ac9dfd4ae46f86c82a9bf3934043e80ebb88 \
-    --hash=sha256:42e8804962f9e6f4be2cbaedc0c3718f08f60a16910fa3d86da5a1e3b1bfe60f \
-    --hash=sha256:43d044780732d9e0381ac8d5316f95d7f02ef04d6e4ef6dc82379f09795d993f \
-    --hash=sha256:46796877b47034b559a593d7e4b549aba151dae73f9e78212a3478161c12ab08 \
-    --hash=sha256:46d51518d53edfbe0563662c96954dc8fcace9832332b914375f45a99b77cc9a \
-    --hash=sha256:47604cb2159f8bbd5a1ab48a714557156320f20871ee64d550d8bf2683d980d3 \
-    --hash=sha256:4bbccb45260e4ff1b7db0be80a9025bb1e6698bdb808b83fff0000f7a90b2c0b \
-    --hash=sha256:4d4e5a0ceba319942fa6b585cf82539288a61e314ef006c1209f734551ab9536 \
-    --hash=sha256:55250fe61d6ebfd6934a272ee16ef1244e0f16b7af6cd18ab5b1fc9f08631db0 \
-    --hash=sha256:566df36fd0e901625523a5a1835032f1ebdd7f7886c54584143fa6c668b4df3b \
-    --hash=sha256:57ca426a48eb2c682dae8204cd89ea8ab7031e2675120a47924fabc7caacbc2a \
-    --hash=sha256:5e61abbec255be7b122aa461021daa7c3f310f3e743411a67079f9b3cc91ece3 \
-    --hash=sha256:618a308215b6cececb6240b9abde545e3acdabac7ae3e1d4e666896bf5ba44b4 \
-    --hash=sha256:62557958002b69699bdb7f5137c6714ca1133f045f97b3903964f47db97ea339 \
-    --hash=sha256:6270d717b11c5476b0cbb21eedc8d4dbb7d1a956fd6c15a23e96f197a6193158 \
-    --hash=sha256:685e93e9c8f399b0c96a624799820176312f5ceef958c0f88215af4013d29066 \
-    --hash=sha256:69469ce8ce7a8df4d37620e3163b71238719e1e2e5048d114a1b6ce0fbf8c662 \
-    --hash=sha256:6eb188b84269f357669b62cb576b5b918de10fb7c728a005fa0ebb0b758adce1 \
-    --hash=sha256:74ab4ee7794d7ed1b0c37e7333640e0f0a626fc7b398c07a7aef52f484fddde3 \
-    --hash=sha256:77641d299179c37b89cf2343ca9972c88bb6eef0d5fc504a2f86afd15cd5adf5 \
-    --hash=sha256:7c821c47ecfe05cc32140dcf8dc6fd5d21971c86dbd56eabfe5ba07a64910c01 \
-    --hash=sha256:7d6be30b2a75362325176c036d7fb8d19e8846c77e87683ffaa8177b35135613 \
-    --hash=sha256:7f605a456948c35260e7b2a39f8952a26f077fd25653c37740ed186b90aaa68a \
-    --hash=sha256:83101a6930332b87653886c01d1ee7e294b1fe46a07dd9a2d2b4f91bcc88eec0 \
-    --hash=sha256:88690f4e1f0fbf5339bedbb127e240fec1fd3070e9934c0b7bef83432f779d2f \
-    --hash=sha256:8a97ac839c2c6672c4865e48f3cbad7152cee85f4233fb4ca6291d775b9b954a \
-    --hash=sha256:8d6efc136f44a7e8bc8088507eaabbb8c2b55b3dbb63fe102c690da0ddebe55e \
-    --hash=sha256:8e20e511dc15265fb433571391ba313e10dd8ea7e509d51686a51313b4ac01a2 \
-    --hash=sha256:951d4a210744813be63019f3df343bf233b7432aadf0db54c75802247330d3af \
-    --hash=sha256:9ac7a3e245fd0310fd31495eb61af772e637bdf7d88ee81e7f10a3f271bff014 \
-    --hash=sha256:9b1c058c171b739e7c330760044803099c7fff11511e3ab3573e5327116a9c33 \
-    --hash=sha256:9c04bff9a5335eb95c6ecf1c117576a0aa560def274876fd156cfe5510fccc61 \
-    --hash=sha256:9c4969a86e41454f2858256c39bdfb966a20961e9b58bf8749b65abf447e9a8d \
-    --hash=sha256:9e0400fa22f79acc334d9a6b185dc00a44a8e6578aa7e12d0ddcd8434152b187 \
-    --hash=sha256:a05977bffe9bffd2229f477fa75eabe3192b1b05f408961d1bebff8d1cd4d401 \
-    --hash=sha256:a143af2ea6672f2af3f44ed8f9cd020e9cc34c56f0e8db12019d5d9ecf41cb3b \
-    --hash=sha256:a51d3db74ba489266ef55c7a4534eb0b8db9a326553df481c11e5d7660c8364d \
-    --hash=sha256:b95b2f470c1b2683febd2e7eab1d3f0e078c91dbdd0b00e9c645d07a413bb99f \
-    --hash=sha256:b9870d15ef00e4d0559ae10ee5bc71b654d1f20076dbe8bc7ed19b4c0625ceba \
-    --hash=sha256:c1dc3368794d522f43914e03312202523cc89692f5389c32bea0233924f8d977 \
-    --hash=sha256:c338ec6ec01c0bc8e735c58b9f5d51e75bacb6ff23296658826d7cfdfdb8678a \
-    --hash=sha256:c5070135e1b7409c4161133aa525419b0062088ed77c92b1da95366ec5cbebbe \
-    --hash=sha256:cc992c6ed024c8c3c592c5fc9846a03dd68a425674900c70122c77ea16c5fb0b \
-    --hash=sha256:d15950a57a210e36dd4cec1aac22787e2a4d57ba9318233e2ef8b2daf9ff2d5f \
-    --hash=sha256:d898cc2c76c135ef65517f4ddd7a3512fb41f23087b0650efb3418b8389a3cd1 \
-    --hash=sha256:d99945830a6f3e9638d89a28ed130b1eb24c91255e4f24366fbe699b983f29e4 \
-    --hash=sha256:da9b91bca419dc9b9267ffadde24eae9b1a6bffcd09d0a207e5e3af99a03ce0d \
-    --hash=sha256:df2d441bacf97022e81ad047e1597552eb3f83ca8a8f1a1fdd43cd7fe3898120 \
-    --hash=sha256:e06e617e3d4fd9e51d385dfe45b077a41e9d1b033a7702551e3278ac597dc750 \
-    --hash=sha256:ec44cfa7ef1a728e88ad41674de50f6db8cfdb3e2af84af86e0041aaf02d43d0 \
-    --hash=sha256:fb37f15714ec2652d574f021d479e78cd4eb9d04396dca36568fdfffb3487982
-    # via feast (pyproject.toml)
-sqlglot[rs]==30.6.0 \
-    --hash=sha256:246d34d39927422a50a3fa155f37b2f6346fba85f1a755b13c941eb32ef93361 \
-    --hash=sha256:e005fc2f47994f90d7d8df341f1cbe937518497b0b7b1507d4c03c4c9dfd2778
+sqlalchemy[mypy]==2.0.51 \
+    --hash=sha256:0378d055e9e8cd6ce4d8dff683bdd3d7d413533c4ee51d67a2b1e0f9eacc0f23 \
+    --hash=sha256:0592bdadf86ddcabfd72d9ab66ea8a5d8d2cc6be1cc51fa7e66c03868ac5eac1 \
+    --hash=sha256:08a204d8b5638717c26a24df18fcf40af45a6b22e35b70b1d62f0113c2e278e8 \
+    --hash=sha256:0c2c62877097e1a0db401fba5cb4debee33265e5b2a55c4ccb489c02c53b4f72 \
+    --hash=sha256:0e8203d2fbd5c6254692ef0a72c740d75b2f3c7ca345404f4c1a4604813c77c0 \
+    --hash=sha256:0f053118c30e53161857a953e4de667d90e274980dccbe5dd3829bbbeece72a5 \
+    --hash=sha256:0f6bcad487aee1c638d707235682fc96f741de00663619881ab235400d03289e \
+    --hash=sha256:111604e637da87031255ddc26c7d7bc22bc6af6f5d459ccff3af1b4660233a85 \
+    --hash=sha256:1181256e0f16479691b5616d36375dc2620ad8332b25978763c3d206ad3f3f1d \
+    --hash=sha256:159bb6ba32059f57ad7375a8f50d844dd2f19d14954ecf820cd33e20debd46b2 \
+    --hash=sha256:1aa10c0daee6705294d181daadaa793221e1a59ed55000a3fab1d42b088ce4ba \
+    --hash=sha256:1af05726b3d0cdba1c55284bf408fd3b792e690fe2399bfb8304565551cda652 \
+    --hash=sha256:1bed1ee8b01da6088210aa9412023326fb98a599ba502e6118308601dcbef77f \
+    --hash=sha256:1d21ce524ab86c23046e992a5b81cb54c21079c6df6e78b8fc77d77cac70a6b9 \
+    --hash=sha256:1e47b1199c2e832e325eacabc8d32d2487f58c9358f97e9a00f5eb93c5680d84 \
+    --hash=sha256:247acaa29ccef6250dfd6a3eedf8f94ddf23564180a39fe362e32ae9dbdbde46 \
+    --hash=sha256:2a97eaad21c84b4ef8010b11eeba9fe6153eb0b3df3ff8b6abc309df1b978ef7 \
+    --hash=sha256:2cf39aabdf48e87c1c2c2ed6d20d33ffa0733b3071ce9c5f66357947dd009080 \
+    --hash=sha256:2e54ff2dd657f2e3e0fbf2b097db1182f7bfea263eca4353f00065bae2a67c3d \
+    --hash=sha256:39a76529db6305693d8d4affa58ad5b5e2e18edd62daea628b29b97930b3513d \
+    --hash=sha256:4004ada0aafe8ae1991b2cd1d99c6d9146126e123bd6f883c260d974aa012e54 \
+    --hash=sha256:436728ce18a80f6951a1e11cc6112c2ede9faf20766f1a26195a7c441ca12dbd \
+    --hash=sha256:483b11bd46bf35fc14c52faf338b04300c9e6ce554bce9b11be85bfec3bc3195 \
+    --hash=sha256:4a011ea4510683319ce4ed274b56ee05194b39b6da9d09ca7a39388f0fa84dcc \
+    --hash=sha256:581921d849d6e6f994d560389192955e80e2950e18fcdfe2ccea863e01158e6e \
+    --hash=sha256:59cab3686b1bc039dd9cded2f8d0c08a246e84e76bd4ab5b4f18c7cdae293825 \
+    --hash=sha256:6b588fd681ddf0c196b8df1ea49a8913514894b2b8f945a9511b4b48871f99c8 \
+    --hash=sha256:6e46fc36029eff666391e0531e5387b62ce6c4f1d8e50b3fb3099eaca1b42522 \
+    --hash=sha256:6ea306caaae6bd5afd0a46050003c88f6bf33227377a49298c498c3cb88ff491 \
+    --hash=sha256:72ca54c952107ba5cd58854b67a5a6268631289d21651a1235396f3b98b47400 \
+    --hash=sha256:740cf6f35351b1ac3d82369152acf1d51d37e3dcf85d4dc0a22ca01410eabe2a \
+    --hash=sha256:7c2056838b6685b72fdb36c99996cf862753461a62f2e84f4196371d3b2d6a07 \
+    --hash=sha256:7c6b36ed71f41942bdcd2ad2522be46bfce09d5705be5640ecf19bbc7660e4b7 \
+    --hash=sha256:7d78702b26ba1c18b2d0fb2ea940ba7f17a9581b42e8361ff93920ebbee1235a \
+    --hash=sha256:804dccd8a4a6242c4e30ad961e540e18a588f6527202f2d6791b01845d59fdc9 \
+    --hash=sha256:9161cfc9efce70d1715f47d6ff40f79c6778c00d53be4fbc09d70301e4b83ba7 \
+    --hash=sha256:96747bfbadb055466e5b46d572618170046b45ce5a4879167f50d70a5319a499 \
+    --hash=sha256:9f380393be5abeb6815f68fd39271b95127173511b6706b0a630a9995d53f8f5 \
+    --hash=sha256:a42ad6afcbaaa777241e347aa2e29155993045a0d6b7db74da61053ffe875fe0 \
+    --hash=sha256:a5b2ed6d828f1f09bd812861f4f59ca3bc3803f9df871f4555187f0faf018604 \
+    --hash=sha256:a6d26094615306d116dd5e4a51b0304c99dd2356fc569eed6922a80a6bd3b265 \
+    --hash=sha256:aa18ae738b5170e253ad0bb6c4b0f07585081e8a6e50893e4d911d47b39a0904 \
+    --hash=sha256:ad30ae663711786303fbcd46a47516302d201ee49a877cb3fac61f672895110a \
+    --hash=sha256:b21f0e7efc7a5c509e953784e9d1575ebb8b4318960e7e7d7a93bb803626cf64 \
+    --hash=sha256:b3e693d15533a45cd5906f0589f9c35090bef6ef45bf1e8195c424aa0ae06a8d \
+    --hash=sha256:b7f08588854bbb724041d9ae9d980d40040c922382e1d9a2ecb390edc4fd5032 \
+    --hash=sha256:b93ab07b5292dbe7e6b8da89475275e7042744283921344b56105f3eeb0f828b \
+    --hash=sha256:bb024d8b621d0be75f4f44ecc7c950450026e76d66dc8f791bb5331d7fed59d5 \
+    --hash=sha256:bb1f5062f98b0b3290e72b707747fdd7e0f22d6956b236ba7ca7f5c9971d2da2 \
+    --hash=sha256:c45a496d6bc05dec41dcd4c3a2b183723f47473255c159cd80b503c8f246424d \
+    --hash=sha256:c5d98a2709840027f5a347c3af0a7c3d5f6c1ff93af2ca1c54494e23cba8f389 \
+    --hash=sha256:c68568f3facf8f66fa76c60e0ced69b67666ffa9941d1d0a3756fda196049080 \
+    --hash=sha256:c95ef01f53233a305a874a44a63fbfb1d81cd79b49de0f8529b3548cde437e37 \
+    --hash=sha256:ca216e8af5c05e326efc7e28716ac2381a7cf9791749f5ee1849dccdc99c9b00 \
+    --hash=sha256:ca8435d13829b92f4a97362d91975154a4015db3a2634154e1754e9a915e6b86 \
+    --hash=sha256:dc261707bf5739aea8a541593f3cc1d463c2701fb05fbcbba0ce031b69a21260 \
+    --hash=sha256:e5ea1a213be1fcd5e49d9904c3b9939211ded90bc2a64e93f4c01963474285de \
+    --hash=sha256:fa268106c8987639a17a18514cfe0cd9bf17420ab887e1e1bf486da8836135b1
+    # via
+    #   feast (pyproject.toml)
+    #   alembic
+    #   mlflow
+sqlglot[rs]==30.14.0 \
+    --hash=sha256:df2ef5d2b8ca814313781f4ff35bf63e58f821ef517eeddbd523c19a61fa9bb9 \
+    --hash=sha256:fc768e24889d63a5e1237dea7ad305e5ffb4356a98b0bed828f89591ebcd3636
     # via
     #   feast (pyproject.toml)
     #   ibis-framework
-sqlglotc==30.6.0 \
-    --hash=sha256:003b15bbe3f3a4a63313baeb3f090906cf0172fe007ab24974c612a577f56c61 \
-    --hash=sha256:05861b5d74ae4b0a5a6e6a9309a8a975d9572c2bf1eb9634a33af9189eb7d333 \
-    --hash=sha256:0b907206ef36fd8f0c28da4c5b8c8f896bd67826da0d765616e6c950689ac849 \
-    --hash=sha256:0e1aae195008c1d87ed1b1543bceed1408ae8ecf146571b3029e98b23a19c59c \
-    --hash=sha256:16291ee3da0276df2689cc139df41d8723cf6014aca979f307fb75a898b0d3e8 \
-    --hash=sha256:27d6c22375395f1fdfe8a5d80b5fb781ca7849e29c7db7dfb11edb466a5b7a4d \
-    --hash=sha256:2b50aba396d4622c201a9dd933b51cd6858b5af5ebbcf7db1af35db7e83ece48 \
-    --hash=sha256:4a5beba24625bc14070992fdddc7aed22df912007882f31f27b0e88d7b7d9445 \
-    --hash=sha256:4c84a933816374b6167d9347e488fb4a357bb0e3be2e8e820dafeb3c9948feab \
-    --hash=sha256:4d45ee83e1f72ee94045ccfd13e51fa7d822548f50e9d20d3d42e127bcd9f453 \
-    --hash=sha256:4eb6f349c21d5a3e39733db5416e57ec171ca3b1c17b02badfdbe55d9a3666a5 \
-    --hash=sha256:61a1e4f533955db0bfd4219883bfab1f2030753ffaebc9cbb4e950dfbcae3db7 \
-    --hash=sha256:63b02231cc2f10d63df373fa02f3e03b4216e94c6f32ccdfd11adc770dc95fb7 \
-    --hash=sha256:6e8dab3b9f84c9b591ecd1fb0920b800c08dd6c38eda3be91176fc239d3c94bc \
-    --hash=sha256:7acdb7b15f060bacea01e1c68d1dd70471f03bda89478ca0ee96bac3df03d0a7 \
-    --hash=sha256:87437d4f32c1dc61c3ef046dc39b9fe119ac2e2e5253e33351f1a62ba802942a \
-    --hash=sha256:875c6925f3d70aa1bc4bcc405090a12deec01de71193e7229f114c5ecf39f725 \
-    --hash=sha256:949f5d457c8c98998ed06d060873370d7553077ab3c2db9569acda5887cd6ce7 \
-    --hash=sha256:c69c9dbe4dfab74329294d07b2956ca9a03123089a1923f3d299a21d4b66898d \
-    --hash=sha256:cb4b5a532fb35ce415aea6d360fe202278b46cc59c07318b97401930a1584e35 \
-    --hash=sha256:cfba6244f52bcdffe22a35334d48d741aed3077c20bb7aa9bb511c21fd766438 \
-    --hash=sha256:dd781790c3fc6cb82e6c00836f7f9ab33941cf2b9dca173d7b9f41c37c78d114 \
-    --hash=sha256:e397befde3d08d870a8f1c7bd80d7abc68ee119c472143ab196709319e205af4 \
-    --hash=sha256:f0a37ad865b106005cb5d36efd537a412912477c83cbca1579ee45f17d73fe54 \
-    --hash=sha256:fb977d427a196a620aa60b71d4b66d60c3d015c9004e7393162d4771fb435406
+    #   sqlglotc
+sqlglotc==30.14.0 \
+    --hash=sha256:0337b982675e17f6dd9a1ed7d944fdef4f81a2aaff6a4494d50492aa18fb0b4e \
+    --hash=sha256:07ee5ed7f8b13cc8e918a31c328933c3f4fd155f5b4360bbbf305445b0f88e73 \
+    --hash=sha256:13441a60a212faef4c658b61394cb22b922bf80c1bb544a5397bed67d5549aeb \
+    --hash=sha256:13f24fa61b21bf21d6734fd9eeaffa8965dc70228b39994005488688bbc033bc \
+    --hash=sha256:13ffa7852e59a6b12e3dbd96686c594847bd6bf4b1a41f1cd8975b0f90e2a522 \
+    --hash=sha256:17951d2587cdfb39086e2b06e6d3bfb15628232a295580c6aecda881a4770824 \
+    --hash=sha256:20c01558912dfc4a06b8484459337efa6fe98f3e45602e213d888fde56f0410e \
+    --hash=sha256:331c600908846a4fee6ffbda0cd82e4b1550612503c761166010a3776334aaf0 \
+    --hash=sha256:47f7ab74779572fd51f616522ca597b034158150a7a312a3dbe907d103f5d908 \
+    --hash=sha256:49157e4dca20cdab9187dec83f51268d2e3c883ebc9b31afe5e5cf11954bd38e \
+    --hash=sha256:5410ff65f26b57e6a9d60f57dd46e8d7aa96b70d1faca562b3931a2b03eb4d56 \
+    --hash=sha256:68c259b9ef4ac630c6c04f4e6217f130f0856abe6146133226442e82e1b54ce4 \
+    --hash=sha256:745bd364e8a5032c4ead9dd843bfa00c5b35a1d816801de7cfb1eeab08f24b8d \
+    --hash=sha256:849520c4b9057408e9198f019791538d5bb77c648b3fc6410db1727acdac90ad \
+    --hash=sha256:968f446a8304e782d6778389de561cad9f984b89c3efea0474d8ec89ae17f02c \
+    --hash=sha256:9918233d827dcc2b1842a8fe3cbc8d915ab71d9ce0100b566e283edb53950867 \
+    --hash=sha256:acb7f577a8e060fb1cb1c9df1b1de1187fc7c53d54539cb6cdc16bd558adf2a5 \
+    --hash=sha256:b1f414c6a6a3c3b56b981e51f9fdd1b1cf95dee5de2592c4b4547803309a57d4 \
+    --hash=sha256:bc3c4ff8f268e2558aed03638ee002d2187cdf4faa15bf34b6f40558abe29e6e \
+    --hash=sha256:c9c9cf31aac1414ccde5e69849bf438b3c74ae763db00651bdf71955ebadc214 \
+    --hash=sha256:dfe8296ee3e505c4f3ae22aee4b0556e1263410e02f274ead0bdb723cd1c4147
     # via sqlglot
 sqlglotrs==0.13.0 \
     --hash=sha256:6b934a244b16f26fca50974328a2ebc7689583c59f06203cebb46e2e6e8d93a7 \
@@ -5722,21 +6363,30 @@ sqlparams==6.2.0 \
     --hash=sha256:3744a2ad16f71293db6505b21fd5229b4757489a9b09f3553656a1ae97ba7ca5 \
     --hash=sha256:63b32ed9051bdc52e7e8b38bc4f78aed51796cdd9135e730f4c6a7db1048dedf
     # via singlestoredb
-sse-starlette==3.4.1 \
-    --hash=sha256:6b43cf21f1d574d582a6e1b0cfbde1c94dc86a32a701a7168c99c4475c6bd1d0 \
-    --hash=sha256:f780bebcf6c8997fe514e3bd8e8c648d8284976b391c8bed0bcb1f611632b555
+sqlparse==0.5.5 \
+    --hash=sha256:12a08b3bf3eec877c519589833aed092e2444e68240a3577e8e26148acc7b1ba \
+    --hash=sha256:e20d4a9b0b8585fdf63b10d30066c7c94c5d7a7ec47c889a2d83a3caa93ff28e
+    # via mlflow-skinny
+sse-starlette==3.4.6 \
+    --hash=sha256:56217ab4c9a9f9c5db7b21e08732d3e7c2b807f45231ad23de0551a24c4a41f6 \
+    --hash=sha256:725f8a1bd6d26ae1b2c9610c0ef5065dfdd496f3988d28adcf8c4b49dc25c627
     # via mcp
 stack-data==0.6.3 \
     --hash=sha256:836a778de4fec4dcd1dcd89ed8abff8a221f58308462e1c4aa2a3cf30148f0b9 \
     --hash=sha256:d5558e0c25a4cb0853cddad3d77da9891a08cb85dd9f9f91b9f8cd66e511e695
     # via ipython
-starlette==1.0.0 \
-    --hash=sha256:6a4beaf1f81bb472fd19ea9b918b50dc3a77a6f2e190a12954b25e6ed5eea149 \
-    --hash=sha256:d3ec55e0bb321692d275455ddfd3df75fff145d009685eb40dc91fc66b03d38b
+starlette==1.3.1 \
+    --hash=sha256:05d0213193f2fbaae60e2ecb593b4add4262ad4e46536b54abe36f11a71724e0 \
+    --hash=sha256:c7372aae11c3c3f26a42df7bd626cec2f47d03483d261d369516a615a53714c6
     # via
+    #   feast (pyproject.toml)
     #   fastapi
     #   mcp
     #   sse-starlette
+strictyaml==1.7.3 \
+    --hash=sha256:22f854a5fcab42b5ddba8030a0e4be51ca89af0267961c8d6cfa86395586c407 \
+    --hash=sha256:fb5c8a4edb43bebb765959e420f9b3978d7f1af88c80606c03fb420888f5d1c7
+    # via pyiceberg
 sympy==1.14.0 \
     --hash=sha256:d3d3fe8df1e5a0b42f0e7bdf50541697dbe7d23746e894990c030e2b05e72517 \
     --hash=sha256:e091cc3e99d2141a0ba2847328f5479b05d94a6635cb96148ccb3f34671bd8f5
@@ -5751,16 +6401,18 @@ tabulate==0.10.0 \
 tenacity==8.5.0 \
     --hash=sha256:8bc6c0c8a09b31e6cad13c47afbed1a567518250a9a171418582ed8d9c20ca78 \
     --hash=sha256:b594c2a5945830c267ce6b79a166228323ed52718f30302c1359836112346687
-    # via feast (pyproject.toml)
+    # via
+    #   feast (pyproject.toml)
+    #   pyiceberg
 terminado==0.18.1 \
     --hash=sha256:a4468e1b37bb318f8a86514f65814e1afc977cf29b3992a4500d9dd305dcceb0 \
     --hash=sha256:de09f2c4b85de4765f7714688fff57d3e75bad1f909b589fde880460c753fd2e
     # via
     #   jupyter-server
     #   jupyter-server-terminals
-testcontainers==4.15.0rc2 \
-    --hash=sha256:4764016e73da0fa960eb8360687d22710cd68bcc01a4d03189fbe1da896a805d \
-    --hash=sha256:e55b9045842c5bdfdd295e0d0b09aeafb3c1fb9d6f30bd8e718df8fd48dcdc41
+testcontainers==4.15.0 \
+    --hash=sha256:085cde086337632e19002719460b7b80bbab2bdd51bb3ea04f77d0de96504706 \
+    --hash=sha256:8796c14e76604031ad39cf0ed3b8e9806283a1fbf5270965c2b1c594caa31b74
     # via feast (pyproject.toml)
 threadpoolctl==3.6.0 \
     --hash=sha256:43a0b8fd5a2928500110039e43a5eed8480b918967083ea48dc3ab9f13c4a7fb \
@@ -5837,13 +6489,13 @@ tifffile==2026.3.3 \
     --hash=sha256:d9a1266bed6f2ee1dd0abde2018a38b4f8b2935cb843df381d70ac4eac5458b7 \
     --hash=sha256:e8be15c94273113d31ecb7aa3a39822189dd11c4967e3cc88c178f1ad2fd1170
     # via scikit-image
-timm==1.0.26 \
-    --hash=sha256:985c330de5ccc3a2aa0224eb7272e6a336084702390bb7e3801f3c91603d3683 \
-    --hash=sha256:f66f082f2f381cf68431c22714c8b70f723837fa2a185b155961eab90f2d5b10
+timm==1.0.28 \
+    --hash=sha256:3789d313fdd5541a327b60180d70dbb4bdec73db8ff0655e413db3c3d134a9a4 \
+    --hash=sha256:e577b88da96b3a722ea5e2f042455ce6f715d398304d8e63b17d126ed7d89968
     # via feast (pyproject.toml)
-tinycss2==1.4.0 \
-    --hash=sha256:10c0972f6fc0fbee87c3edb76549357415e94548c1ae10ebccdea16fb404a9b7 \
-    --hash=sha256:3a49cf47b7675da0b15d0c6e1df8df4ebd96e9394bb905a5775adb0d884c5289
+tinycss2==1.5.1 \
+    --hash=sha256:3415ba0f5839c062696996998176c4a3751d18b7edaaeeb658c9ce21ec150661 \
+    --hash=sha256:d339d2b616ba90ccce58da8495a78f46e55d4d25f9fd71dfd526f07e7d53f957
     # via bleach
 tokenizers==0.22.2 \
     --hash=sha256:143b999bdc46d10febb15cbffb4207ddd1f410e2c755857b5a0797961bbdc113 \
@@ -5926,9 +6578,9 @@ tomli==2.4.1 \
     # via
     #   coverage
     #   fastapi-mcp
-tomlkit==0.14.0 \
-    --hash=sha256:592064ed85b40fa213469f81ac584f67a4f2992509a7c3ea2d632208623a3680 \
-    --hash=sha256:cf00efca415dbd57575befb1f6634c4f42d2d87dbba376128adb42c121b87064
+tomlkit==0.15.1 \
+    --hash=sha256:177a05aece5a8ca5266fd3c448abb47b8d352f09d477d3ca8332db4d89b24304 \
+    --hash=sha256:e25bbf38843005246210a12982776f27f99cb9be67160e14434d0c0d21ee1e97
     # via snowflake-connector-python
 toolz==1.1.0 \
     --hash=sha256:15ccc861ac51c53696de0a5d6d4607f99c210739caf987b5d2054f3efed429d8 \
@@ -5938,35 +6590,31 @@ toolz==1.1.0 \
     #   dask
     #   ibis-framework
     #   partd
-torch==2.11.0 \
-    --hash=sha256:01018087326984a33b64e04c8cb5c2795f9120e0d775ada1f6638840227b04d7 \
-    --hash=sha256:0f68f4ac6d95d12e896c3b7a912b5871619542ec54d3649cf48cc1edd4dd2756 \
-    --hash=sha256:1b32ceda909818a03b112006709b02be1877240c31750a8d9c6b7bf5f2d8a6e5 \
-    --hash=sha256:1e6debd97ccd3205bbb37eb806a9d8219e1139d15419982c09e23ef7d4369d18 \
-    --hash=sha256:2658f34ce7e2dabf4ec73b45e2ca68aedad7a5be87ea756ad656eaf32bf1e1ea \
-    --hash=sha256:2b4e811728bd0cc58fb2b0948fe939a1ee2bf1422f6025be2fca4c7bd9d79718 \
-    --hash=sha256:2bb3cc54bd0dea126b0060bb1ec9de0f9c7f7342d93d436646516b0330cd5be7 \
-    --hash=sha256:2c0d7fcfbc0c4e8bb5ebc3907cbc0c6a0da1b8f82b1fc6e14e914fa0b9baf74e \
-    --hash=sha256:4b5866312ee6e52ea625cd211dcb97d6a2cdc1131a5f15cc0d87eec948f6dd34 \
-    --hash=sha256:4cf8687f4aec3900f748d553483ef40e0ac38411c3c48d0a86a438f6d7a99b18 \
-    --hash=sha256:4dc8b3809469b6c30b411bb8c4cad3828efd26236153d9beb6a3ec500f211a60 \
-    --hash=sha256:4dda3b3f52d121063a731ddb835f010dc137b920d7fec2778e52f60d8e4bf0cd \
-    --hash=sha256:563ed3d25542d7e7bbc5b235ccfacfeb97fb470c7fee257eae599adb8005c8a2 \
-    --hash=sha256:63a68fa59de8f87acc7e85a5478bb2dddbb3392b7593ec3e78827c793c4b73fd \
-    --hash=sha256:73e24aaf8f36ab90d95cd1761208b2eb70841c2a9ca1a3f9061b39fc5331b708 \
-    --hash=sha256:7aa2f9bbc6d4595ba72138026b2074be1233186150e9292865e04b7a63b8c67a \
-    --hash=sha256:7b6a60d48062809f58595509c524b88e6ddec3ebe25833d6462eeab81e5f2ce4 \
-    --hash=sha256:8245477871c3700d4370352ffec94b103cfcb737229445cf9946cddb7b2ca7cd \
-    --hash=sha256:8b394322f49af4362d4f80e424bcaca7efcd049619af03a4cf4501520bdf0fb4 \
-    --hash=sha256:98bb213c3084cfe176302949bdc360074b18a9da7ab59ef2edc9d9f742504778 \
-    --hash=sha256:a97b94bbf62992949b4730c6cd2cc9aee7b335921ee8dc207d930f2ed09ae2db \
-    --hash=sha256:ab9a8482f475f9ba20e12db84b0e55e2f58784bdca43a854a6ccd3fd4b9f75e6 \
-    --hash=sha256:b2a43985ff5ef6ddd923bbcf99943e5f58059805787c5c9a2622bf05ca2965b0 \
-    --hash=sha256:b3c712ae6fb8e7a949051a953fc412fe0a6940337336c3b6f905e905dac5157f \
-    --hash=sha256:cc89b9b173d9adfab59fd227f0ab5e5516d9a52b658ae41d64e59d2e55a418db \
-    --hash=sha256:d91aac77f24082809d2c5a93f52a5f085032740a1ebc9252a7b052ef5a4fddc6 \
-    --hash=sha256:f99924682ef0aa6a4ab3b1b76f40dc6e273fca09f367d15a524266db100a723f \
-    --hash=sha256:fbf39280699d1b869f55eac536deceaa1b60bd6788ba74f399cc67e60a5fab10
+torch==2.13.0 \
+    --hash=sha256:024c6cc0c1b085f2f91f20a3dc27b0471d021c31ce84b81be3afdc39f791fd9d \
+    --hash=sha256:092790c696a760c729fd5722835f50b9d81fd7c8f141571f3f3cf4081a8f664c \
+    --hash=sha256:0ab4b69f3ee03a62a002cfbf77b1ca5e88aceb4ea64cb4388bb28f638ddbb045 \
+    --hash=sha256:1e09d6a722504957c694faceca843acde562786df1144ebcc5a74075ec7f6005 \
+    --hash=sha256:2bd30b6b730d987fa386ce3898933762c5cb8cc82eb0535211d787cc3ce2dfeb \
+    --hash=sha256:2fe228aba290d14b9f31b049be550dbd469c3fd3013d7a19705b30454da97027 \
+    --hash=sha256:31061ff56ed8fbf26c749806905aeb749ebeb819810fd5d52508aa5afd90dddc \
+    --hash=sha256:33449899ce5496c1b84b4853179d94fd102028ae1407314d9fb956bb79e70d09 \
+    --hash=sha256:49b58f1e2c52440abb6f17c28f0335fe6c6d01ad1a7f55b0183b81e4b34d64e6 \
+    --hash=sha256:49f1ea385c754e54919408a9bb3b5a72b0b755bbe2c916c1d6f70afbec4908a2 \
+    --hash=sha256:4f8573e3ce9ebcd53fe922f01077a6085ccdfbe5f12fd215883a9d87d7a744fd \
+    --hash=sha256:572df8be8ffb4599c88cbd6a0726f1f854f4da65d2e3c09f0e2c2283333cd6d4 \
+    --hash=sha256:60fcdcb2f3876e21146cb4524ef06397d727ca9ad5f020818547e25075fe3cb7 \
+    --hash=sha256:796633c4cdf0fe2cdced72d8f88f22e73dbcfce83132763162f6d4bff13b820b \
+    --hash=sha256:94f0de129916f77b8dc2c7a8eff644cfeddfe59e39c9f55e9f6e17543410281d \
+    --hash=sha256:a0d8b11f16a48d60e2015d8213aa0390744cbebb98e58b62b3514dddc656e330 \
+    --hash=sha256:a3893dc2da0a972a8ca5d698c85a9f967559ac5f8ee1797b77408aa8734d073c \
+    --hash=sha256:a3a9a21312872af8a26950b2c15680335a386a1f56ed03e780653d78b9607e9e \
+    --hash=sha256:a7de8a313090dc5c7d7ba4bfe5c3be222528f9a4dba1acc83bddb1157360c4b8 \
+    --hash=sha256:c28def70706c2f9ecc752574766e8ae4da9b810ab6676b611166761a78a9f1e1 \
+    --hash=sha256:c78b7b4d04461855a764cf01bae9a462bb88bc93defcfa11235cbc8fdf3e12c4 \
+    --hash=sha256:cc26eead4cf51d0b544e31e364dcf000846549c273bd148936fe9d24d29acb92 \
+    --hash=sha256:d849b390e07d8d333ce8ecaf91b273c656c598379a19c9acf1318a883f6b391c \
+    --hash=sha256:e76f9bcecc52b8ff711239a2f7547d5353df95878ab232f0773c1d95928b92f8
     # via
     #   feast (pyproject.toml)
     #   accelerate
@@ -5976,51 +6624,47 @@ torch==2.11.0 \
     #   sentence-transformers
     #   timm
     #   torchvision
-torchvision==0.26.0 \
-    --hash=sha256:0f3e572efe62ad645017ea847e0b5e4f2f638d4e39f05bc011d1eb9ac68d4806 \
-    --hash=sha256:114bec0c0e98aa4ba446f63e2fe7a2cbca37b39ac933987ee4804f65de121800 \
-    --hash=sha256:1c55dc8affbcc0eb2060fbabbe996ae9e5839b24bb6419777f17848945a411b1 \
-    --hash=sha256:2adfbe438473236191ff077a4a9a0c767436879c89628aa97137e959b0c11a94 \
-    --hash=sha256:358fc4726d0c08615b6d83b3149854f11efb2a564ed1acb6fce882e151412d23 \
-    --hash=sha256:3daf9cc149cf3cdcbd4df9c59dae69ffca86c6823250442c3bbfd63fc2e26c61 \
-    --hash=sha256:406557718e62fdf10f5706e88d8a5ec000f872da913bf629aab9297622585547 \
-    --hash=sha256:4280c35ec8cba1fcc8294fb87e136924708726864c379e4c54494797d86bc474 \
-    --hash=sha256:55bd6ad4ae77be01ba67a410b05b51f53b0d0ee45f146eb6a0dfb9007e70ab3c \
-    --hash=sha256:5d63dd43162691258b1b3529b9041bac7d54caa37eae0925f997108268cbf7c4 \
-    --hash=sha256:7058c5878262937e876f20c25867b33724586aa4499e2853b2d52b99a5e51953 \
-    --hash=sha256:7993c01648e7c61d191b018e84d38fe0825c8fcb2720cd0f37caf7ba14404aa1 \
-    --hash=sha256:8008474855623c6ba52876589dc52df0aa66e518c25eca841445348e5f79844c \
-    --hash=sha256:82c3965eca27e86a316e31e4c3e5a16d353e0bcbe0ef8efa2e66502c54493c4b \
-    --hash=sha256:9a904f2131cbfadab4df828088a9f66291ad33f49ff853872aed1f86848ef776 \
-    --hash=sha256:a06d4772a8e13e772906ed736cc53ec6639e5e60554f8e5fa6ca165aabebc464 \
-    --hash=sha256:a39c7a26538c41fda453f9a9692b5ff9b35a5437db1d94f3027f6f509c160eac \
-    --hash=sha256:b6f9ad1ecc0eab52647298b379ee9426845f8903703e6127973f8f3d049a798b \
-    --hash=sha256:b7d3e295624a28b3b1769228ce1345d94cf4d390dd31136766f76f2d20f718da \
-    --hash=sha256:b7e6213620bbf97742e5f79832f9e9d769e6cf0f744c5b53dad80b76db633691 \
-    --hash=sha256:c409e1c3fdebec7a3834465086dbda8bf7680eff79abf7fd2f10c6b59520a7a4 \
-    --hash=sha256:d61a5abb6b42a0c0c311996c2ac4b83a94418a97182c83b055a2a4ae985e05aa \
-    --hash=sha256:de6424b12887ad884f39a0ee446994ae3cd3b6a00a9cafe1bead85a031132af0 \
-    --hash=sha256:e9d0e022c19a78552fb055d0414d47fecb4a649309b9968573daea160ba6869c \
-    --hash=sha256:eb61804eb9dbe88c5a2a6c4da8dec1d80d2d0a6f18c999c524e32266cb1ebcd3 \
-    --hash=sha256:ebc043cc5a4f0bf22e7680806dbba37ffb19e70f6953bbb44ed1a90aeb5c9bea \
-    --hash=sha256:f13f12b3791a266de2d599cb8162925261622a037d87fc03132848343cf68f75 \
-    --hash=sha256:fd10b5f994c210f4f6d6761cf686f82d748554adf486cb0979770c3252868c8f
+torchvision==0.28.0 \
+    --hash=sha256:028a3d481b37d785605620d7cdad897064c5a55bae2aa1f2658766333e291940 \
+    --hash=sha256:09ce8f56e81f19b9c378ae7bb109f83f6659fd8bc3cd14241a48e4af46e9ed49 \
+    --hash=sha256:2a1ef4b6f4bf5828b48cfad97372c8982db906830884b2868ba5c3df937a7d81 \
+    --hash=sha256:3557cc7b539f46dabcda2b6f2b14017ccbeef024de466d4fc5835fc3f287f769 \
+    --hash=sha256:36beb0782976906069ca03d4c9aacaf4b6b838b06ed6c20960ea9c51cce7acdd \
+    --hash=sha256:3bd9dba55224a9db4a2d77f6feaa5651770d8c8e86d3d0ddb0fa6bec54c8712b \
+    --hash=sha256:46f581979c010ad6da6bd85ee602aa707e1ff44312670223b7a0ee517ad06d47 \
+    --hash=sha256:546fd85345cf8652f6cd099d4f9884b0ca5c2f3fae78689a21dd2f35ea6b622f \
+    --hash=sha256:5a38bc6da3d72621be003400b66f66a2b4c6d644fde05f680c2cb7ca8cf8dd6c \
+    --hash=sha256:5cf78ebc401ce64ae19b8c55de866bb836797d559a4de9c25ccbe74cfa642d3a \
+    --hash=sha256:62c7d110f86a039245b587e4fae60278c649f3bd42ff79cfbc1178eca4e72542 \
+    --hash=sha256:6dfb0f45e2b4ceb4e76f158c3fbb5f44387099f3c466e3423a09ab665a194aba \
+    --hash=sha256:7e80f543b22503d9415e126db5f0ff3917036925e38560ee6b9ae38c571a4002 \
+    --hash=sha256:7e9dd6f60d6e15f8dc27d4f877fdb6002fc70d70272412135f1c2ff9cfa08d3b \
+    --hash=sha256:7fad44dc9582570c7d92c4487d36ac46998f40cc39b438e8b8f5111a935ce4e8 \
+    --hash=sha256:83fe6c020866a85acd7d97deccc45ff11d66daf42916d04396a4309c66c0ccb8 \
+    --hash=sha256:87dc16b2df427c1318ad335f1e2be2b3b15b2cf20f7934c83b0505a48425ee5d \
+    --hash=sha256:89f90e29b0966352811b12589f3a3c61943bf2bb9487b9d7bbec10efb1096bb5 \
+    --hash=sha256:904cf89af220f8c6b2ed0296bb5065b474ce43b77558e48b2bf9de8b0ba17204 \
+    --hash=sha256:9a45ea67235d965ef52187130d20002a4de20c54ea3d927a24286961d268dc37 \
+    --hash=sha256:ad7b3a439265cc3739a4ab5b4c998c0e38ea99c0ee7ca4dea35c5d0b099ec237 \
+    --hash=sha256:bb6dd6918460ed89cc7644adcc2402991474d6933cf1ce92b390641cb233fddf \
+    --hash=sha256:d483b4aa3f5237569053f749cd1a2b5bb548ca456e40461a5dd087f21149d123 \
+    --hash=sha256:e9f54c30cd52e3ef7fd034cc69b7bb7e0964e1c8f8743e018ab92e95b40f9eee
     # via
     #   feast (pyproject.toml)
     #   docling-ibm-models
     #   easyocr
     #   timm
-tornado==6.5.5 \
-    --hash=sha256:192b8f3ea91bd7f1f50c06955416ed76c6b72f96779b962f07f911b91e8d30e9 \
-    --hash=sha256:2c9a876e094109333f888539ddb2de4361743e5d21eece20688e3e351e4990a6 \
-    --hash=sha256:36abed1754faeb80fbd6e64db2758091e1320f6bba74a4cf8c09cd18ccce8aca \
-    --hash=sha256:3f54aa540bdbfee7b9eb268ead60e7d199de5021facd276819c193c0fb28ea4e \
-    --hash=sha256:435319e9e340276428bbdb4e7fa732c2d399386d1de5686cb331ec8eee754f07 \
-    --hash=sha256:487dc9cc380e29f58c7ab88f9e27cdeef04b2140862e5076a66fb6bb68bb1bfa \
-    --hash=sha256:6443a794ba961a9f619b1ae926a2e900ac20c34483eea67be4ed8f1e58d3ef7b \
-    --hash=sha256:65a7f1d46d4bb41df1ac99f5fcb685fb25c7e61613742d5108b010975a9a6521 \
-    --hash=sha256:dd3eafaaeec1c7f2f8fdcd5f964e8907ad788fe8a5a32c4426fbbdda621223b7 \
-    --hash=sha256:e74c92e8e65086b338fd56333fb9a68b9f6f2fe7ad532645a290a464bcf46be5
+tornado==6.5.7 \
+    --hash=sha256:148b2eb15c2c765a50796172c1e499649b35f30d2e3c3d3e15913cfa56bfb163 \
+    --hash=sha256:66c513a76cda70d53907bc27cf1447557699c2e95aa48ba27a442ff61c3ddfc2 \
+    --hash=sha256:7778b30bef919231265e91c69963ce0f49a1e9c07ac900bbe75b19ce2575ba92 \
+    --hash=sha256:8a46347a18f23fb92b396beebe0fb78f61dda0cc302445202c16203d8a18848b \
+    --hash=sha256:8d759e71906ee783f8867b93bf26a265743da4c1e2f4a018464c1ba019862972 \
+    --hash=sha256:9da38de27f1da3b78a966f0dae12b5a1ea9afe72ca805d84ff06508272ddf100 \
+    --hash=sha256:de942f843533a039ef9fa3d9c88c7cd8a7c94553fb5ad0154270989b3d99a2c4 \
+    --hash=sha256:e726f0c75da7726eec023aa62751ff8878bd2737e34fbdd33b1ae5897d2200f5 \
+    --hash=sha256:f8de3bf12d3efdd0cbe7c8887868198f8a91415e3f29fcf258d9b8eb7b1d9ae4 \
+    --hash=sha256:ff934fce95643af5f11efdae618eaa73d469dc588641e5c8d19295a0c65c4796
     # via
     #   ipykernel
     #   jupyter-client
@@ -6028,9 +6672,9 @@ tornado==6.5.5 \
     #   jupyterlab
     #   notebook
     #   terminado
-tqdm==4.67.3 \
-    --hash=sha256:7d825f03f89244ef73f1d4ce193cb1774a8179fd96f31d7e1dcde62092b960bb \
-    --hash=sha256:ee1e4c0e59148062281c49d80b25b67771a127c85fc9676d3be5f243206826bf
+tqdm==4.70.0 \
+    --hash=sha256:55b0b0dbd97462d06ebee91e4dac24ed4d4702be82b24f07e6c1d27e08cea220 \
+    --hash=sha256:7f585706bfddbdebf89daac705b2dfcc16890130727d3197ca62c732b4310953
     # via
     #   feast (pyproject.toml)
     #   datasets
@@ -6038,18 +6682,18 @@ tqdm==4.67.3 \
     #   docling-ibm-models
     #   great-expectations
     #   huggingface-hub
-    #   milvus-lite
     #   mpire
     #   semchunk
     #   sentence-transformers
     #   transformers
-traitlets==5.14.3 \
-    --hash=sha256:9ed0579d3502c94b4b3732ac120375cda96f923114522847de4b3bb98b96b6b7 \
-    --hash=sha256:b74e89e397b1ed28cc831db7aea759ba6640cb3de13090ca145426688ff1ac4f
+traitlets==5.15.1 \
+    --hash=sha256:770a53705f84b81ac107e83a1b3328ff2dae16094d8fc3cfc004e4b22dfd8e92 \
+    --hash=sha256:7b1c07854fe25acb39e009bae49f11b79ff6cbb2f27999104e9110e7a6b53722
     # via
     #   ipykernel
     #   ipython
     #   ipywidgets
+    #   jupyter-builder
     #   jupyter-client
     #   jupyter-core
     #   jupyter-events
@@ -6067,43 +6711,48 @@ transformers==4.57.6 \
     #   docling-core
     #   docling-ibm-models
     #   sentence-transformers
-tree-sitter==0.25.2 \
-    --hash=sha256:0628671f0de69bb279558ef6b640bcfc97864fe0026d840f872728a86cd6b6cd \
-    --hash=sha256:0c8b6682cac77e37cfe5cf7ec388844957f48b7bd8d6321d0ca2d852994e10d5 \
-    --hash=sha256:1799609636c0193e16c38f366bda5af15b1ce476df79ddaae7dd274df9e44266 \
-    --hash=sha256:20b570690f87f1da424cd690e51cc56728d21d63f4abd4b326d382a30353acc7 \
-    --hash=sha256:260586381b23be33b6191a07cea3d44ecbd6c01aa4c6b027a0439145fcbc3358 \
-    --hash=sha256:3e65ae456ad0d210ee71a89ee112ac7e72e6c2e5aac1b95846ecc7afa68a194c \
-    --hash=sha256:44488e0e78146f87baaa009736886516779253d6d6bac3ef636ede72bc6a8234 \
-    --hash=sha256:463c032bd02052d934daa5f45d183e0521ceb783c2548501cf034b0beba92c9b \
-    --hash=sha256:4973b718fcadfb04e59e746abfbb0288694159c6aeecd2add59320c03368c721 \
-    --hash=sha256:49ee3c348caa459244ec437ccc7ff3831f35977d143f65311572b8ba0a5f265f \
-    --hash=sha256:56ac6602c7d09c2c507c55e58dc7026b8988e0475bd0002f8a386cce5e8e8adc \
-    --hash=sha256:65d3c931013ea798b502782acab986bbf47ba2c452610ab0776cf4a8ef150fc0 \
-    --hash=sha256:6d0302550bbe4620a5dc7649517c4409d74ef18558276ce758419cf09e578897 \
-    --hash=sha256:72a510931c3c25f134aac2daf4eb4feca99ffe37a35896d7150e50ac3eee06c7 \
-    --hash=sha256:7712335855b2307a21ae86efe949c76be36c6068d76df34faa27ce9ee40ff444 \
-    --hash=sha256:7d2ee1acbacebe50ba0f85fff1bc05e65d877958f00880f49f9b2af38dce1af0 \
-    --hash=sha256:a0ec41b895da717bc218a42a3a7a0bfcfe9a213d7afaa4255353901e0e21f696 \
-    --hash=sha256:a925364eb7fbb9cdce55a9868f7525a1905af512a559303bd54ef468fd88cb37 \
-    --hash=sha256:b3d11a3a3ac89bb8a2543d75597f905a9926f9c806f40fcca8242922d1cc6ad5 \
-    --hash=sha256:b3f63a1796886249bd22c559a5944d64d05d43f2be72961624278eff0dcc5cb8 \
-    --hash=sha256:b43a9e4c89d4d0839de27cd4d6902d33396de700e9ff4c5ab7631f277a85ead9 \
-    --hash=sha256:b878e296e63661c8e124177cc3084b041ba3f5936b43076d57c487822426f614 \
-    --hash=sha256:b8ca72d841215b6573ed0655b3a5cd1133f9b69a6fa561aecad40dca9029d75b \
-    --hash=sha256:b8d4429954a3beb3e844e2872610d2a4800ba4eb42bb1990c6a4b1949b18459f \
-    --hash=sha256:bd88fbb0f6c3a0f28f0a68d72df88e9755cf5215bae146f5a1bdc8362b772053 \
-    --hash=sha256:bda059af9d621918efb813b22fb06b3fe00c3e94079c6143fcb2c565eb44cb87 \
-    --hash=sha256:c0c0ab5f94938a23fe81928a21cc0fac44143133ccc4eb7eeb1b92f84748331c \
-    --hash=sha256:c2f8e7d6b2f8489d4a9885e3adcaef4bc5ff0a275acd990f120e29c4ab3395c5 \
-    --hash=sha256:cc0351cfe5022cec5a77645f647f92a936b38850346ed3f6d6babfbeeeca4d26 \
-    --hash=sha256:d77605e0d353ba3fe5627e5490f0fbfe44141bafa4478d88ef7954a61a848dae \
-    --hash=sha256:dd12d80d91d4114ca097626eb82714618dcdfacd6a5e0955216c6485c350ef99 \
-    --hash=sha256:ddabfff809ffc983fc9963455ba1cecc90295803e06e140a4c83e94c1fa3d960 \
-    --hash=sha256:eac4e8e4c7060c75f395feec46421eb61212cb73998dbe004b7384724f3682ab \
-    --hash=sha256:f5ddcd3e291a749b62521f71fc953f66f5fd9743973fd6dd962b092773569601 \
-    --hash=sha256:fbb1706407c0e451c4f8cc016fec27d72d4b211fdd3173320b1ada7a6c74c3ac \
-    --hash=sha256:fe43c158555da46723b28b52e058ad444195afd1db3ca7720c59a254544e9c20
+tree-sitter==0.26.0 \
+    --hash=sha256:00289bfe7978f3e0dc0ce69813a20fa9f44ea4c100b3ec62043e5eb74ccfc3a2 \
+    --hash=sha256:0f8793fd18ad7eec276ed4b51c097b4bf2002b357259b66b0d75db1f3f41c754 \
+    --hash=sha256:10f0d4eb94aa7242dcb7f554bcd24dd7ba1c114f00d58759ba08c7a46c8ec51a \
+    --hash=sha256:17a1c5cfd3a05d5c7c86bf4282b6ef8092c91dc0a98390499669c3fedb7d1814 \
+    --hash=sha256:1d6fe0e8fb4df77b5ee816228e2c4475a63d8cc1d4d3a7ffd7097b2b87fc3e95 \
+    --hash=sha256:253df7ab82cc0a9d311cd65f06e9f99fb3eac55996ae9fc94da22f123a861b90 \
+    --hash=sha256:26c996c1edfee86e977bb3f5462e74fcec0d0b0db1e85a3c475875763caa03be \
+    --hash=sha256:2f941cea06128c1f74f8937a8e2a90c7db49cf4be6647cd9e07d92a306d91517 \
+    --hash=sha256:30a88be89ff1f2755297f81e8080d88b795dd98720c3f9fa2acf93873182cc95 \
+    --hash=sha256:335294ce0504fcefde5245dff596778ffaf820205b98ae0b549c72e48855f1d8 \
+    --hash=sha256:3f3c44339dd34fe8eb2b8d5aa7610660499a795f70376b130bbee7a437337280 \
+    --hash=sha256:514a9bf8993e5210e7970736aaf6020d1759b670e195ef17b1c48f586aa30736 \
+    --hash=sha256:526a165a2cb1d1f79e247d400f0e0acd8d49a817d6f312d543513af200b1f886 \
+    --hash=sha256:5a3c93a352b7e6f70f73e121bbfa2d0117ba7478bd51114ed35c91b0b78814fa \
+    --hash=sha256:5a6b333b0282d8bb0af741f9b018bd2523d4eecb2686bf6717066a625fecfaa4 \
+    --hash=sha256:5fc2f41bf246ff2f70a9cc3690be35ec7580a4923151873d898c8bcb1a4503d3 \
+    --hash=sha256:6189c6c340c7384357711e3d92645e96bfb79f7a502f86de1ebdb23eb43f7dab \
+    --hash=sha256:6cb2bd20efb2544c19ac54486ab7cb8ec7b36f913bbe1ce95df84acb96743d9c \
+    --hash=sha256:7075ef857ef86f327dbb72d1e2574dda78db5754b3a1fca6506acd7fe5d561a7 \
+    --hash=sha256:763627db05db34f12333081bd7422cc1c675893d373cc870b3e9249e200700e4 \
+    --hash=sha256:7bcbadfa614326debef581957d5c780a9d7f66065c13deea61aa21d1dd36263f \
+    --hash=sha256:823251c4b6725a7c03ed497a339135ede7ae4bdde75bb8be7ef5e305aeb4ff52 \
+    --hash=sha256:8ff2e0750b7daa722302838356d7b65e303829b7eb73c915df127ddba115e1d1 \
+    --hash=sha256:918d89529786873f0982a0f59c2a303cd065fbfd1b903d71a8e4e1584f67b42e \
+    --hash=sha256:93e220cab7e6a823efeb2046c49171427de92ef71c7c681c01820d14d8d3721f \
+    --hash=sha256:94550e13b6ae576969da40246f4c4abb206380b5375ad43f26dd9151d55438e3 \
+    --hash=sha256:a4033fecc8f606c7f2e8b8014d0057b74668a7f0152763606f7bc25c5f9ec64c \
+    --hash=sha256:b31a8195d2f224224c530ac814632d98c1dcc123d227442c07c736e86b70d564 \
+    --hash=sha256:b40c219edccc4564530c96f8f1556f6202b37cda964d1cbd7bd2b7e68b40a245 \
+    --hash=sha256:b8ea92a255c91671a7ec4625aba3ab7bb5220c423630ffbf83c45d7312abe084 \
+    --hash=sha256:bc6cb01d5ee75c85424aa1f1c72a82d8f07fd52539a0f3c4a6ed3e8721079b84 \
+    --hash=sha256:c56581ad256c4195a21bfe449fed5d44a02fe83a4a7d6e70e6ec302c881191c7 \
+    --hash=sha256:ca89e361a276dbc934b28a43dd881199e25d34ff5493ee0ce45f3c52a6124a37 \
+    --hash=sha256:dea4b4e27d49e9ec5b785d4f994da000e6726882fcc6ad05ec98478500c71aef \
+    --hash=sha256:e9e46b664887d8c1014f1fb33e09454bbdd9ec1fe29b7fd02dde7b46bc1bb81a \
+    --hash=sha256:ed0889dbed843ce45ede9f5169c0b2dea2222f12685844a03fadb81f12705867 \
+    --hash=sha256:f289be0225ba2ace8e87d6c9639b2bc9ff2b5271afb7c5d39282a4a00e248682 \
+    --hash=sha256:f665510f0fcf4636fb9696f1f7853bed7a3bd764b7bb0cb8494e619c14ed5a0c \
+    --hash=sha256:f9997ba61368c48ed54e715676afadf703947a1542464e39d047764fb3624b01 \
+    --hash=sha256:ff527388df14cb5009f9274faf78cc69a7393ae6acf3b04784b8acca249519c5 \
+    --hash=sha256:ff80d4833d330a73184a3ac5132abe93c575d2dea31975c6f15c0d21fef238aa
     # via docling-core
 tree-sitter-c==0.24.2 \
     --hash=sha256:1628584df0299b5a340aa63f8e67b6c97c91517f52fa7e7a4c557e40adb330a9 \
@@ -6148,13 +6797,19 @@ tree-sitter-typescript==0.23.2 \
     --hash=sha256:c7cc1b0ff5d91bac863b0e38b1578d5505e718156c9db577c8baea2557f66de8 \
     --hash=sha256:e96d36b85bcacdeb8ff5c2618d75593ef12ebaf1b4eace3477e2bdb2abb1752c
     # via docling-core
-trino==0.337.0 \
-    --hash=sha256:3a0bd03a09b7ea5dccd41ca6e58abfb127c6303f3a48a258ff794d411dd83a3c \
-    --hash=sha256:868f2b8137d4d1baa84c9bc341f2cdf29039462aa69d7c089a0b821b5a91f29c
+trino==0.338.0 \
+    --hash=sha256:093952f8a53b6f47ab357b77cbe92f1d66453290f7d8bcc4b74bd662e5ff2704 \
+    --hash=sha256:1103d249cb96ba8f88f699588581965e2be088c16b9f8178e34cb64aa8a6c011
     # via feast (pyproject.toml)
-typeguard==4.5.1 \
-    --hash=sha256:44d2bf329d49a244110a090b55f5f91aa82d9a9834ebfd30bcc73651e4a8cc40 \
-    --hash=sha256:f6f8ecbbc819c9bc749983cc67c02391e16a9b43b8b27f15dc70ed7c4a007274
+truststore==0.10.4 \
+    --hash=sha256:9d91bd436463ad5e4ee4aba766628dd6cd7010cf3e2461756b3303710eebc301 \
+    --hash=sha256:adaeaecf1cbb5f4de3b1959b42d41f6fab57b2b1666adb59e89cb0b53361d981
+    # via
+    #   httpcore2
+    #   httpx2
+typeguard==4.6.0 \
+    --hash=sha256:79878165bb86f2cf5d41d159a0ff1792a796cf496882d2fe1b1c6c7049b9cdd7 \
+    --hash=sha256:e7414f09111317de3e335de92cd397c5c0ca00b1cc1676de12e1d444a79b3f21
     # via feast (pyproject.toml)
 typer==0.12.5 \
     --hash=sha256:62fe4e471711b147e3365034133904df3e235698399bc4de2b36c8579298d52b \
@@ -6163,9 +6818,9 @@ typer==0.12.5 \
     #   docling
     #   docling-core
     #   fastapi-mcp
-types-cffi==2.0.0.20260429 \
-    --hash=sha256:6a4237bfdbd50e4d0726929070d8b9983bde541726a5a6fe0e8e24e78c1b3826 \
-    --hash=sha256:afe7d9777a2921139623af0b94647637a5bd0b938b77ec125e5e5e068a1727bd
+types-cffi==2.0.0.20260518 \
+    --hash=sha256:5b68a215a95d0eac4203b58e766ff7fe40c2e091b1fa1a9e54111f04cc560084 \
+    --hash=sha256:f9707e66c13454789a58f8843d1ded4a66f1e9c8b10bd24d5eb5e0f25c0c5472
     # via types-pyopenssl
 types-protobuf==3.19.22 \
     --hash=sha256:d291388678af91bb045fafa864f142dc4ac22f5d4cdca097c7d8d8a32fa9b3ab \
@@ -6173,25 +6828,25 @@ types-protobuf==3.19.22 \
     # via
     #   feast (pyproject.toml)
     #   mypy-protobuf
-types-pymysql==1.1.0.20260408 \
-    --hash=sha256:b784dc37908479e3767e2d794ab507b3674adb1c686ca3d13fc9e2960dbcb9ec \
-    --hash=sha256:da630647eaaa7a926a3907794f4067f269cd245b2c202c74aa3c6a3bd660a9db
+types-pymysql==1.2.0.20260724 \
+    --hash=sha256:71327a3fea0f680a280445f1b475c2307f68de05c2d3302a79df56af93c574cd \
+    --hash=sha256:8493cf87e8df0a7b4e8c84305bc0aae69d3a8af9c6da7bfbb9a4c5c3f97d4a82
     # via feast (pyproject.toml)
 types-pyopenssl==24.1.0.20240722 \
     --hash=sha256:47913b4678a01d879f503a12044468221ed8576263c1540dcb0484ca21b08c39 \
     --hash=sha256:6a7a5d2ec042537934cfb4c9d4deb0e16c4c6250b09358df1f083682fe6fda54
     # via types-redis
-types-python-dateutil==2.9.0.20260408 \
-    --hash=sha256:473139d514a71c9d1fbd8bb328974bedcb1cc3dba57aad04ffa4157f483c216f \
-    --hash=sha256:8b056ec01568674235f64ecbcef928972a5fac412f5aab09c516dfa2acfbb582
+types-python-dateutil==2.9.0.20260716 \
+    --hash=sha256:1ae41d51a5c5f6bbeeb7f1f34df7086d55ff1605cf88d2ed71a7a276e1a7794e \
+    --hash=sha256:1d55d1c3024bdb4861bb6a6622c9ec800c433d87bdc5b16fb84cdd0eed4ef2cb
     # via feast (pyproject.toml)
-types-pytz==2026.1.1.20260408 \
-    --hash=sha256:89b6a34b9198ea2a4b98a9d15cbca987053f52a105fd44f7ce3789cae4349408 \
-    --hash=sha256:c7e4dec76221fb7d0c97b91ad8561d689bebe39b6bcb7b728387e7ffd8cde788
+types-pytz==2026.3.1.20260727 \
+    --hash=sha256:42ac44e83645bfceb46597342c8fb8ec028a1407e2feae9c5c539986eab6b57a \
+    --hash=sha256:4364075b6867dd15b210bb8c1d29727d609917129b45600defe1d4b3eda5ecb9
     # via feast (pyproject.toml)
-types-pyyaml==6.0.12.20260408 \
-    --hash=sha256:92a73f2b8d7f39ef392a38131f76b970f8c66e4c42b3125ae872b7c93b556307 \
-    --hash=sha256:fbc42037d12159d9c801ebfcc79ebd28335a7c13b08a4cfbc6916df78fee9384
+types-pyyaml==6.0.12.20260724 \
+    --hash=sha256:3c1ce1bb73cd5ec02e90390c2b1f00e810d241d8825fd73ff359696839271b6b \
+    --hash=sha256:d57db930a4b2efbc57cf430ec8882765d246929432fa253092f383902329a453
     # via feast (pyproject.toml)
 types-redis==4.6.0.20241004 \
     --hash=sha256:5f17d2b3f9091ab75384153bfa276619ffa1cf6a38da60e10d5e6749cc5b902e \
@@ -6201,25 +6856,27 @@ types-requests==2.30.0.0 \
     --hash=sha256:c6cf08e120ca9f0dc4fa4e32c3f953c3fba222bcc1db6b97695bce8da1ba9864 \
     --hash=sha256:dec781054324a70ba64430ae9e62e7e9c8e4618c185a5cb3f87a6738251b5a31
     # via feast (pyproject.toml)
-types-setuptools==82.0.0.20260408 \
-    --hash=sha256:036c68caf7e672a699f5ebbf914708d40644c14e05298bc49f7272be91cf43d3 \
-    --hash=sha256:ece0a215cdfa6463a65fd6f68bd940f39e455729300ddfe61cab1147ed1d2462
+types-setuptools==83.0.0.20260724 \
+    --hash=sha256:eed1a91e1ed9d8ec9f3e71908e5bb17272e41e0852d37d1485ecd9cd33165e1a \
+    --hash=sha256:fe2801176b667f1e8209f8571b0839ca6c34318d743825aeacf3f29970c8d46f
     # via
     #   feast (pyproject.toml)
     #   types-cffi
-types-tabulate==0.10.0.20260408 \
-    --hash=sha256:2b19d193603d38c34645de53c0c1087e2364487d518d4a2f44268db2366723cc \
-    --hash=sha256:903d62fdf7e5a0ff659fd5d629df716232f7658c6d30e98f0374488d06ffacf4
+types-tabulate==0.10.0.20260508 \
+    --hash=sha256:8e51f159e8b24976849706ae2ed1dc9adba8ebbd080b17e494ebb66a8cc92c74 \
+    --hash=sha256:b1e1a2d0456fbd655a71690b09a7aaeffdf2978d32049184ea436492aa51d20a
     # via feast (pyproject.toml)
 types-urllib3==1.26.25.14 \
     --hash=sha256:229b7f577c951b8c1b92c1bc2b2fdb0b49847bd2af6d1cc2a2e3dd340f3bda8f \
     --hash=sha256:9683bbb7fb72e32bfe9d2be6e04875fbe1b3eeec3cbb4ea231435aa7fd6b4f0e
     # via types-requests
-typing-extensions==4.15.0 \
-    --hash=sha256:0cea48d173cc12fa28ecabc3b837ea3cf6f38c6d1136f85cbaaf598984861466 \
-    --hash=sha256:f0fa19c6845758ab08074a0cfa8b7aecb71c999ca73d62883bc25cc018c4e548
+typing-extensions==4.16.0 \
+    --hash=sha256:481caa481374e813c1b176ada14e97f1f67a4539ce9cfeb3f350d78d6370c2e8 \
+    --hash=sha256:dc983d19a509c94dba722ee6abd33940f7c05a89e243c47e907eb4db6f1a43e5
     # via
+    #   aiohttp
     #   aiosignal
+    #   alembic
     #   anyio
     #   azure-core
     #   azure-identity
@@ -6228,13 +6885,20 @@ typing-extensions==4.15.0 \
     #   docling-core
     #   elasticsearch
     #   fastapi
+    #   graphene
     #   great-expectations
+    #   grpcio
+    #   httpx2
     #   huggingface-hub
     #   ibis-framework
     #   ipython
+    #   jupyter-client
+    #   jupyterlab
     #   jwcrypto
     #   mcp
+    #   mcp-types
     #   minio
+    #   mlflow-skinny
     #   mypy
     #   opentelemetry-api
     #   opentelemetry-sdk
@@ -6265,110 +6929,31 @@ typing-inspection==0.4.2 \
     #   mcp
     #   pydantic
     #   pydantic-settings
-tzdata==2026.2 \
-    --hash=sha256:9173fde7d80d9018e02a662e168e5a2d04f87c41ea174b139fbef642eda62d10 \
-    --hash=sha256:bbe9af844f658da81a5f95019480da3a89415801f6cc966806612cc7169bffe7
+tzdata==2026.3 \
+    --hash=sha256:4a1518b8993086a7982523e071643f3c0e5f213e75b21318e78bcabfff9d1415 \
+    --hash=sha256:dc096730c87af6cab1b171c9d532be840741ff5d459015e7f6947bd7d7e54931
     # via
     #   arrow
     #   ibis-framework
     #   pandas
-tzlocal==5.3.1 \
-    --hash=sha256:cceffc7edecefea1f595541dbd6e990cb1ea3d19bf01b2809f362a03dd7921fd \
-    --hash=sha256:eb1a66c3ef5847adf7a834f1be0800581b683b5608e74f86ecbcef8ab91bb85d
+tzlocal==5.4.4 \
+    --hash=sha256:8dbb8660838688a7b6ba4fed31d18dedf842afb4d47ca050d6d891c2c15f3be4 \
+    --hash=sha256:aae09f0126a8a86fa736be266eb4a471380d26a0de3bc14844e7821fee3e2a15
     # via
     #   great-expectations
     #   trino
-ujson==5.12.0 \
-    --hash=sha256:006428d3813b87477d72d306c40c09f898a41b968e57b15a7d88454ecc42a3fb \
-    --hash=sha256:02f93da7a4115e24f886b04fd56df1ee8741c2ce4ea491b7ab3152f744ad8f8e \
-    --hash=sha256:0727363b05ab05ee737a28f6200dc4078bce6b0508e10bd8aab507995a15df61 \
-    --hash=sha256:085b6ce182cdd6657481c7c4003a417e0655c4f6e58b76f26ee18f0ae21db827 \
-    --hash=sha256:09b4beff9cc91d445d5818632907b85fb06943b61cb346919ce202668bf6794a \
-    --hash=sha256:0a3ae28f0b209be5af50b54ca3e2123a3de3a57d87b75f1e5aa3d7961e041983 \
-    --hash=sha256:0d2e8db5ade3736a163906154ca686203acc7d1d30736cbf577c730d13653d84 \
-    --hash=sha256:0e00cec383eab2406c9e006bd4edb55d284e94bb943fda558326048178d26961 \
-    --hash=sha256:0fe6b8b8968e11dd9b2348bd508f0f57cf49ab3512064b36bc4117328218718e \
-    --hash=sha256:0fe9128e75c6aa6e9ae06c1408d6edd9179a2fef0fe6d9cda3166b887eba521d \
-    --hash=sha256:14b2e1eb528d77bc0f4c5bd1a7ebc05e02b5b41beefb7e8567c9675b8b13bcf4 \
-    --hash=sha256:15d416440148f3e56b9b244fdaf8a09fcf5a72e4944b8e119f5bf60417a2bfc8 \
-    --hash=sha256:15e555c4caca42411270b2ed2b2ebc7b3a42bb04138cef6c956e1f1d49709fe2 \
-    --hash=sha256:16b4fe9c97dc605f5e1887a9e1224287291e35c56cbc379f8aa44b6b7bcfe2bb \
-    --hash=sha256:1b5c6ceb65fecd28a1d20d1eba9dbfa992612b86594e4b6d47bb580d2dd6bcb3 \
-    --hash=sha256:1d072a403d82aef8090c6d4f728e3a727dfdba1ad3b7fa3a052c3ecbd37e73cb \
-    --hash=sha256:2324d9a0502317ffc35d38e153c1b2fa9610ae03775c9d0f8d0cca7b8572b04e \
-    --hash=sha256:2a248750abce1c76fbd11b2e1d88b95401e72819295c3b851ec73399d6849b3d \
-    --hash=sha256:2ea6206043385343aff0b7da65cf73677f6f5e50de8f1c879e557f4298cac36a \
-    --hash=sha256:31348a0ffbfc815ce78daac569d893349d85a0b57e1cd2cdbba50b7f333784da \
-    --hash=sha256:38051f36423f084b909aaadb3b41c9c6a2958e86956ba21a8489636911e87504 \
-    --hash=sha256:3c2f947e55d3c7cfe124dd4521ee481516f3007d13c6ad4bf6aeb722e190eb1b \
-    --hash=sha256:3ed5cb149892141b1e77ef312924a327f2cc718b34247dae346ed66329e1b8be \
-    --hash=sha256:3ff4ede90ed771140caa7e1890de17431763a483c54b3c1f88bd30f0cc1affc0 \
-    --hash=sha256:40aa43a7a3a8d2f05e79900858053d697a88a605e3887be178b43acbcd781161 \
-    --hash=sha256:42d875388fbd091c7ea01edfff260f839ba303038ffb23475ef392012e4d63dd \
-    --hash=sha256:457fabc2700a8e6ddb85bc5a1d30d3345fe0d3ec3ee8161a4e032ec585801dfa \
-    --hash=sha256:460e76a4daff214ae33ab959494962c93918cb44714ea3e3f748b14aa37f8a87 \
-    --hash=sha256:50524f4f6a1c839714dbaff5386a1afb245d2d5ec8213a01fbc99cea7307811e \
-    --hash=sha256:51acc750ec7a2df786cdc868fb16fa04abd6269a01d58cf59bafc57978773d8e \
-    --hash=sha256:55ede2a7a051b3b7e71a394978a098d71b3783e6b904702ff45483fad434ae2d \
-    --hash=sha256:561f89cc82deeae82e37d4a4764184926fb432f740a9691563a391b13f7339a4 \
-    --hash=sha256:56ba3f7abbd6b0bb282a544dc38406d1a188d8bb9164f49fdb9c2fee62cb29da \
-    --hash=sha256:57930ac9519099b852e190d2c04b1fb5d97ea128db33bce77ed874eccb4c7f09 \
-    --hash=sha256:58a11cb49482f1a095a2bd9a1d81dd7c8fb5d2357f959ece85db4e46a825fd00 \
-    --hash=sha256:64df53eef4ac857eb5816a56e2885ccf0d7dff6333c94065c93b39c51063e01d \
-    --hash=sha256:6879aed770557f0961b252648d36f6fdaab41079d37a2296b5649fd1b35608e0 \
-    --hash=sha256:6ad57654570464eb1b040b5c353dee442608e06cff9102b8fcb105565a44c9ed \
-    --hash=sha256:6c0aed6a4439994c9666fb8a5b6c4eac94d4ef6ddc95f9b806a599ef83547e3b \
-    --hash=sha256:76bf3e7406cf23a3e1ca6a23fb1fb9ea82f4f6bd226fe226e09146b0194f85dc \
-    --hash=sha256:7bbf05c38debc90d1a195b11340cc85cb43ab3e753dc47558a3a84a38cbc72da \
-    --hash=sha256:7ddb08b3c2f9213df1f2e3eb2fbea4963d80ec0f8de21f0b59898e34f3b3d96d \
-    --hash=sha256:7e07f6f644d2c44d53b7a320a084eef98063651912c1b9449b5f45fcbdc6ccd2 \
-    --hash=sha256:85833bca01aa5cae326ac759276dc175c5fa3f7b3733b7d543cf27f2df12d1ef \
-    --hash=sha256:8712b61eb1b74a4478cfd1c54f576056199e9f093659334aeb5c4a6b385338e5 \
-    --hash=sha256:871c0e5102e47995b0e37e8df7819a894a6c3da0d097545cd1f9f1f7d7079927 \
-    --hash=sha256:89e302abd3749f6d6699691747969a5d85f7c73081d5ed7e2624c7bd9721a2ab \
-    --hash=sha256:937794042342006f707837f38d721426b11b0774d327a2a45c0bd389eb750a87 \
-    --hash=sha256:93bc91fdadcf046da37a214eaa714574e7e9b1913568e93bb09527b2ceb7f759 \
-    --hash=sha256:94c5f1621cbcab83c03be46441f090b68b9f307b6c7ec44d4e3f6d5997383df4 \
-    --hash=sha256:973b7d7145b1ac553a7466a64afa8b31ec2693d7c7fff6a755059e0a2885dfd2 \
-    --hash=sha256:99cc80facad240b0c2fb5a633044420878aac87a8e7c348b9486450cba93f27c \
-    --hash=sha256:9a5fcbe7b949f2e95c47ea8a80b410fcdf2da61c98553b45a4ee875580418b68 \
-    --hash=sha256:9b3b86ec3e818f3dd3e13a9de628e88a9990f4af68ecb0b12dd3de81227f0a26 \
-    --hash=sha256:9b3cf13facf6f77c283af0e1713e5e8c47a0fe295af81326cb3cb4380212e797 \
-    --hash=sha256:9c5a52987a990eb1bae55f9000994f1afdb0326c154fb089992f839ab3c30688 \
-    --hash=sha256:a2d79c6635ccffcbfc1d5c045874ba36b594589be81d50d43472570bb8de9c57 \
-    --hash=sha256:a6ec5bf6bc361f2f0f9644907a36ce527715b488988a8df534120e5c34eeda94 \
-    --hash=sha256:a7bf9cc97f05048ac8f3e02cd58f0fe62b901453c24345bfde287f4305dcc31c \
-    --hash=sha256:ab9056d94e5db513d9313b34394f3a3b83e6301a581c28ad67773434f3faccab \
-    --hash=sha256:adf28d13a33f9d750fe7a78fb481cac298fa257d8863d8727b2ea4455ea41235 \
-    --hash=sha256:b62cb9a7501e1f5c9ffe190485501349c33e8862dde4377df774e40b8166871f \
-    --hash=sha256:bacbd3c69862478cbe1c7ed4325caedec580d8acf31b8ee1b9a1e02a56295cad \
-    --hash=sha256:bb349dbba57c76eec25e5917e07f35aabaf0a33b9e67fc13d188002500106487 \
-    --hash=sha256:bd03472c36fa3a386a6deb887113b9e3fa40efba8203eb4fe786d3c0ccc724f6 \
-    --hash=sha256:bf85a00ac3b56a1e7a19c5be7b02b5180a0895ac4d3c234d717a55e86960691c \
-    --hash=sha256:ca0c7ce828bb76ab78b3991904b477c2fd0f711d7815c252d1ef28ff9450b052 \
-    --hash=sha256:ccbfd94e59aad4a2566c71912b55f0547ac1680bfac25eb138e6703eb3dd434e \
-    --hash=sha256:d1831c07bd4dce53c4b666fa846c7eba4b7c414f2e641a4585b7f50b72f502dc \
-    --hash=sha256:d22cad98c2a10bbf6aa083a8980db6ed90d4285a841c4de892890c2b28286ef9 \
-    --hash=sha256:d30ad4359413c8821cc7b3707f7ca38aa8bc852ba3b9c5a759ee2d7740157315 \
-    --hash=sha256:e0dd3676ea0837cd70ea1879765e9e9f6be063be0436de9b3ea4b775caf83654 \
-    --hash=sha256:e584d0cdd37cac355aca52ed788d1a2d939d6837e2870d3b70e585db24025a50 \
-    --hash=sha256:e6369ac293d2cc40d52577e4fa3d75a70c1aae2d01fa3580a34a4e6eff9286b9 \
-    --hash=sha256:efae5df7a8cc8bdb1037b0f786b044ce281081441df5418c3a0f0e1f86fe7bb3 \
-    --hash=sha256:f19b3af31d02a2e79c5f9a6deaab0fb3c116456aeb9277d11720ad433de6dfc6 \
-    --hash=sha256:f7a0430d765f9bda043e6aefaba5944d5f21ec43ff4774417d7e296f61917382 \
-    --hash=sha256:fb94245a715b4d6e24689de12772b85329a1f9946cbf6187923a64ecdea39e65
-    # via pymilvus
 uri-template==1.3.0 \
     --hash=sha256:0e00f8eb65e18c7de20d595a14336e9f337ead580c70934141624b6d1ffdacc7 \
     --hash=sha256:a44a133ea12d44a0c0f06d7d42a52d71282e77e2f937d8abd5655b8d56fc1363
     # via jsonschema
-urllib3==2.6.3 \
-    --hash=sha256:1b62b6884944a57dbe321509ab94fd4d3b307075e0c2eae991ac71ee15ad38ed \
-    --hash=sha256:bf272323e553dfb2e87d9bfd225ca7b0f467b919d7bbd355436d3fd37cb0acd4
+urllib3==2.7.0 \
+    --hash=sha256:231e0ec3b63ceb14667c67be60f2f2c40a518cb38b03af60abc813da26505f4c \
+    --hash=sha256:9fb4c81ebbb1ce9531cce37674bbc6f1360472bc18ca9a553ede278ef7276897
     # via
     #   feast (pyproject.toml)
     #   botocore
     #   clickhouse-connect
+    #   databricks-sdk
     #   docker
     #   elastic-transport
     #   great-expectations
@@ -6379,17 +6964,18 @@ urllib3==2.6.3 \
     #   requests
     #   responses
     #   testcontainers
-uvicorn[standard]==0.34.0 \
-    --hash=sha256:023dc038422502fa28a09c7a30bf2b6991512da7dcdb8fd35fe57cfc154126f4 \
-    --hash=sha256:404051050cd7e905de2c9a7e61790943440b3416f49cb409f965d9dcd0fa73e9
+uvicorn[standard]==0.52.0 \
+    --hash=sha256:3d887809810b89ed33501bcf0a9aba469b06ecd608158efce04bd6b48d8c9b08 \
+    --hash=sha256:ca8876ad6c1983f394157c168b39d52f6dd56dabf5602fa0982751cffc2293ae
     # via
     #   feast (pyproject.toml)
     #   fastapi-mcp
     #   mcp
+    #   mlflow-skinny
     #   uvicorn-worker
-uvicorn-worker==0.3.0 \
-    --hash=sha256:6baeab7b2162ea6b9612cbe149aa670a76090ad65a267ce8e27316ed13c7de7b \
-    --hash=sha256:ef0fe8aad27b0290a9e602a256b03f5a5da3a9e5f942414ca587b645ec77dd52
+uvicorn-worker==0.4.0 \
+    --hash=sha256:8ee5306070d8f38dce124adce488c3c0b50f20cf0c0222b12c66188da7214493 \
+    --hash=sha256:e2ed952cef976f5e9e429d7269640bbcafbd36c80aa80f1003c8c77a6797abde
     # via feast (pyproject.toml)
 uvloop==0.22.1 \
     --hash=sha256:017bd46f9e7b78e81606329d07141d3da446f8798c6baeec124260e22c262772 \
@@ -6449,120 +7035,118 @@ virtualenv==20.23.0 \
     #   feast (pyproject.toml)
     #   pre-commit
     #   ray
-watchfiles==1.1.1 \
-    --hash=sha256:00485f441d183717038ed2e887a7c868154f216877653121068107b227a2f64c \
-    --hash=sha256:03fa0f5237118a0c5e496185cafa92878568b652a2e9a9382a5151b1a0380a43 \
-    --hash=sha256:04e78dd0b6352db95507fd8cb46f39d185cf8c74e4cf1e4fbad1d3df96faf510 \
-    --hash=sha256:059098c3a429f62fc98e8ec62b982230ef2c8df68c79e826e37b895bc359a9c0 \
-    --hash=sha256:08af70fd77eee58549cd69c25055dc344f918d992ff626068242259f98d598a2 \
-    --hash=sha256:0b495de0bb386df6a12b18335a0285dda90260f51bdb505503c02bcd1ce27a8b \
-    --hash=sha256:130e4876309e8686a5e37dba7d5e9bc77e6ed908266996ca26572437a5271e18 \
-    --hash=sha256:14e0b1fe858430fc0251737ef3824c54027bedb8c37c38114488b8e131cf8219 \
-    --hash=sha256:17ef139237dfced9da49fb7f2232c86ca9421f666d78c264c7ffca6601d154c3 \
-    --hash=sha256:1a0bb430adb19ef49389e1ad368450193a90038b5b752f4ac089ec6942c4dff4 \
-    --hash=sha256:1db5d7ae38ff20153d542460752ff397fcf5c96090c1230803713cf3147a6803 \
-    --hash=sha256:28475ddbde92df1874b6c5c8aaeb24ad5be47a11f87cde5a28ef3835932e3e94 \
-    --hash=sha256:2edc3553362b1c38d9f06242416a5d8e9fe235c204a4072e988ce2e5bb1f69f6 \
-    --hash=sha256:30f7da3fb3f2844259cba4720c3fc7138eb0f7b659c38f3bfa65084c7fc7abce \
-    --hash=sha256:311ff15a0bae3714ffb603e6ba6dbfba4065ab60865d15a6ec544133bdb21099 \
-    --hash=sha256:319b27255aacd9923b8a276bb14d21a5f7ff82564c744235fc5eae58d95422ae \
-    --hash=sha256:35c53bd62a0b885bf653ebf6b700d1bf05debb78ad9292cf2a942b23513dc4c4 \
-    --hash=sha256:36193ed342f5b9842edd3532729a2ad55c4160ffcfa3700e0d54be496b70dd43 \
-    --hash=sha256:39574d6370c4579d7f5d0ad940ce5b20db0e4117444e39b6d8f99db5676c52fd \
-    --hash=sha256:399600947b170270e80134ac854e21b3ccdefa11a9529a3decc1327088180f10 \
-    --hash=sha256:3a476189be23c3686bc2f4321dd501cb329c0a0469e77b7b534ee10129ae6374 \
-    --hash=sha256:3ad9fe1dae4ab4212d8c91e80b832425e24f421703b5a42ef2e4a1e215aff051 \
-    --hash=sha256:3bc570d6c01c206c46deb6e935a260be44f186a2f05179f52f7fcd2be086a94d \
-    --hash=sha256:3dbd8cbadd46984f802f6d479b7e3afa86c42d13e8f0f322d669d79722c8ec34 \
-    --hash=sha256:3e6f39af2eab0118338902798b5aa6664f46ff66bc0280de76fca67a7f262a49 \
-    --hash=sha256:3f53fa183d53a1d7a8852277c92b967ae99c2d4dcee2bfacff8868e6e30b15f7 \
-    --hash=sha256:3f6d37644155fb5beca5378feb8c1708d5783145f2a0f1c4d5a061a210254844 \
-    --hash=sha256:3f7eb7da0eb23aa2ba036d4f616d46906013a68caf61b7fdbe42fc8b25132e77 \
-    --hash=sha256:3fa0b59c92278b5a7800d3ee7733da9d096d4aabcfabb9a928918bd276ef9b9b \
-    --hash=sha256:421e29339983e1bebc281fab40d812742268ad057db4aee8c4d2bce0af43b741 \
-    --hash=sha256:4b943d3668d61cfa528eb949577479d3b077fd25fb83c641235437bc0b5bc60e \
-    --hash=sha256:526e86aced14a65a5b0ec50827c745597c782ff46b571dbfe46192ab9e0b3c33 \
-    --hash=sha256:52e06553899e11e8074503c8e716d574adeeb7e68913115c4b3653c53f9bae42 \
-    --hash=sha256:544364b2b51a9b0c7000a4b4b02f90e9423d97fbbf7e06689236443ebcad81ab \
-    --hash=sha256:5524298e3827105b61951a29c3512deb9578586abf3a7c5da4a8069df247cccc \
-    --hash=sha256:55c7475190662e202c08c6c0f4d9e345a29367438cf8e8037f3155e10a88d5a5 \
-    --hash=sha256:563b116874a9a7ce6f96f87cd0b94f7faf92d08d0021e837796f0a14318ef8da \
-    --hash=sha256:57ca5281a8b5e27593cb7d82c2ac927ad88a96ed406aa446f6344e4328208e9e \
-    --hash=sha256:5c85794a4cfa094714fb9c08d4a218375b2b95b8ed1666e8677c349906246c05 \
-    --hash=sha256:5f3bde70f157f84ece3765b42b4a52c6ac1a50334903c6eaf765362f6ccca88a \
-    --hash=sha256:5f3f58818dc0b07f7d9aa7fe9eb1037aecb9700e63e1f6acfed13e9fef648f5d \
-    --hash=sha256:5fac835b4ab3c6487b5dbad78c4b3724e26bcc468e886f8ba8cc4306f68f6701 \
-    --hash=sha256:620bae625f4cb18427b1bb1a2d9426dc0dd5a5ba74c7c2cdb9de405f7b129863 \
-    --hash=sha256:672b8adf25b1a0d35c96b5888b7b18699d27d4194bac8beeae75be4b7a3fc9b2 \
-    --hash=sha256:6aae418a8b323732fa89721d86f39ec8f092fc2af67f4217a2b07fd3e93c6101 \
-    --hash=sha256:6c3631058c37e4a0ec440bf583bc53cdbd13e5661bb6f465bc1d88ee9a0a4d02 \
-    --hash=sha256:6c9c9262f454d1c4d8aaa7050121eb4f3aea197360553699520767daebf2180b \
-    --hash=sha256:6e43d39a741e972bab5d8100b5cdacf69db64e34eb19b6e9af162bccf63c5cc6 \
-    --hash=sha256:7365b92c2e69ee952902e8f70f3ba6360d0d596d9299d55d7d386df84b6941fb \
-    --hash=sha256:743185e7372b7bc7c389e1badcc606931a827112fbbd37f14c537320fca08620 \
-    --hash=sha256:74472234c8370669850e1c312490f6026d132ca2d396abfad8830b4f1c096957 \
-    --hash=sha256:74d5012b7630714b66be7b7b7a78855ef7ad58e8650c73afc4c076a1f480a8d6 \
-    --hash=sha256:77a13aea58bc2b90173bc69f2a90de8e282648939a00a602e1dc4ee23e26b66d \
-    --hash=sha256:79ff6c6eadf2e3fc0d7786331362e6ef1e51125892c75f1004bd6b52155fb956 \
-    --hash=sha256:831a62658609f0e5c64178211c942ace999517f5770fe9436be4c2faeba0c0ef \
-    --hash=sha256:836398932192dae4146c8f6f737d74baeac8b70ce14831a239bdb1ca882fc261 \
-    --hash=sha256:842178b126593addc05acf6fce960d28bc5fae7afbaa2c6c1b3a7b9460e5be02 \
-    --hash=sha256:8526e8f916bb5b9a0a777c8317c23ce65de259422bba5b31325a6fa6029d33af \
-    --hash=sha256:859e43a1951717cc8de7f4c77674a6d389b106361585951d9e69572823f311d9 \
-    --hash=sha256:88863fbbc1a7312972f1c511f202eb30866370ebb8493aef2812b9ff28156a21 \
-    --hash=sha256:89eef07eee5e9d1fda06e38822ad167a044153457e6fd997f8a858ab7564a336 \
-    --hash=sha256:8c89f9f2f740a6b7dcc753140dd5e1ab9215966f7a3530d0c0705c83b401bd7d \
-    --hash=sha256:8c91ed27800188c2ae96d16e3149f199d62f86c7af5f5f4d2c61a3ed8cd3666c \
-    --hash=sha256:8ca65483439f9c791897f7db49202301deb6e15fe9f8fe2fed555bf986d10c31 \
-    --hash=sha256:8fbe85cb3201c7d380d3d0b90e63d520f15d6afe217165d7f98c9c649654db81 \
-    --hash=sha256:91d4c9a823a8c987cce8fa2690923b069966dabb196dd8d137ea2cede885fde9 \
-    --hash=sha256:9bb9f66367023ae783551042d31b1d7fd422e8289eedd91f26754a66f44d5cff \
-    --hash=sha256:a173cb5c16c4f40ab19cecf48a534c409f7ea983ab8fed0741304a1c0a31b3f2 \
-    --hash=sha256:a36d8efe0f290835fd0f33da35042a1bb5dc0e83cbc092dcf69bce442579e88e \
-    --hash=sha256:a55f3e9e493158d7bfdb60a1165035f1cf7d320914e7b7ea83fe22c6023b58fc \
-    --hash=sha256:a625815d4a2bdca61953dbba5a39d60164451ef34c88d751f6c368c3ea73d404 \
-    --hash=sha256:a916a2932da8f8ab582f242c065f5c81bed3462849ca79ee357dd9551b0e9b01 \
-    --hash=sha256:ac3cc5759570cd02662b15fbcd9d917f7ecd47efe0d6b40474eafd246f91ea18 \
-    --hash=sha256:acb08650863767cbc58bca4813b92df4d6c648459dcaa3d4155681962b2aa2d3 \
-    --hash=sha256:aebfd0861a83e6c3d1110b78ad54704486555246e542be3e2bb94195eabb2606 \
-    --hash=sha256:afaeff7696e0ad9f02cbb8f56365ff4686ab205fcf9c4c5b6fdfaaa16549dd04 \
-    --hash=sha256:b27cf2eb1dda37b2089e3907d8ea92922b673c0c427886d4edc6b94d8dfe5db3 \
-    --hash=sha256:b2cd9e04277e756a2e2d2543d65d1e2166d6fd4c9b183f8808634fda23f17b14 \
-    --hash=sha256:b9c4702f29ca48e023ffd9b7ff6b822acdf47cb1ff44cb490a3f1d5ec8987e9c \
-    --hash=sha256:bbe1ef33d45bc71cf21364df962af171f96ecaeca06bd9e3d0b583efb12aec82 \
-    --hash=sha256:bd404be08018c37350f0d6e34676bd1e2889990117a2b90070b3007f172d0610 \
-    --hash=sha256:bf0a91bfb5574a2f7fc223cf95eeea79abfefa404bf1ea5e339c0c1560ae99a0 \
-    --hash=sha256:bfb5862016acc9b869bb57284e6cb35fdf8e22fe59f7548858e2f971d045f150 \
-    --hash=sha256:bfff9740c69c0e4ed32416f013f3c45e2ae42ccedd1167ef2d805c000b6c71a5 \
-    --hash=sha256:c1f5210f1b8fc91ead1283c6fd89f70e76fb07283ec738056cf34d51e9c1d62c \
-    --hash=sha256:c2047d0b6cea13b3316bdbafbfa0c4228ae593d995030fda39089d36e64fc03a \
-    --hash=sha256:c22c776292a23bfc7237a98f791b9ad3144b02116ff10d820829ce62dff46d0b \
-    --hash=sha256:c755367e51db90e75b19454b680903631d41f9e3607fbd941d296a020c2d752d \
-    --hash=sha256:c882d69f6903ef6092bedfb7be973d9319940d56b8427ab9187d1ecd73438a70 \
-    --hash=sha256:cb467c999c2eff23a6417e58d75e5828716f42ed8289fe6b77a7e5a91036ca70 \
-    --hash=sha256:cdab464fee731e0884c35ae3588514a9bcf718d0e2c82169c1c4a85cc19c3c7f \
-    --hash=sha256:ce19e06cbda693e9e7686358af9cd6f5d61312ab8b00488bc36f5aabbaf77e24 \
-    --hash=sha256:ce70f96a46b894b36eba678f153f052967a0d06d5b5a19b336ab0dbbd029f73e \
-    --hash=sha256:cf57a27fb986c6243d2ee78392c503826056ffe0287e8794503b10fb51b881be \
-    --hash=sha256:d1715143123baeeaeadec0528bb7441103979a1d5f6fd0e1f915383fea7ea6d5 \
-    --hash=sha256:d6ff426a7cb54f310d51bfe83fe9f2bbe40d540c741dc974ebc30e6aa238f52e \
-    --hash=sha256:d7e7067c98040d646982daa1f37a33d3544138ea155536c2e0e63e07ff8a7e0f \
-    --hash=sha256:db476ab59b6765134de1d4fe96a1a9c96ddf091683599be0f26147ea1b2e4b88 \
-    --hash=sha256:dcc5c24523771db3a294c77d94771abcfcb82a0e0ee8efd910c37c59ec1b31bb \
-    --hash=sha256:de6da501c883f58ad50db3a32ad397b09ad29865b5f26f64c24d3e3281685849 \
-    --hash=sha256:e84087b432b6ac94778de547e08611266f1f8ffad28c0ee4c82e028b0fc5966d \
-    --hash=sha256:eef58232d32daf2ac67f42dea51a2c80f0d03379075d44a587051e63cc2e368c \
-    --hash=sha256:f096076119da54a6080e8920cbdaac3dbee667eb91dcc5e5b78840b87415bd44 \
-    --hash=sha256:f0ab1c1af0cb38e3f598244c17919fb1a84d1629cc08355b0074b6d7f53138ac \
-    --hash=sha256:f27db948078f3823a6bb3b465180db8ebecf26dd5dae6f6180bd87383b6b4428 \
-    --hash=sha256:f537afb3276d12814082a2e9b242bdcf416c2e8fd9f799a737990a1dbe906e5b \
-    --hash=sha256:f57b396167a2565a4e8b5e56a5a1c537571733992b226f4f1197d79e94cf0ae5 \
-    --hash=sha256:f8979280bdafff686ba5e4d8f97840f929a87ed9cdf133cbbd42f7766774d2aa \
-    --hash=sha256:f9a2ae5c91cecc9edd47e041a930490c31c3afb1f5e6d71de3dc671bfaca02bf
+watchfiles==1.2.0 \
+    --hash=sha256:01859b11fd9fbca670f4d5da00fbac282cfea9bd67a2125d8b2833a3b5617ea9 \
+    --hash=sha256:01ea8d66f0693b9b60a6541c8d10263091ca9a9060d242f3c1f3143f9aad2c98 \
+    --hash=sha256:027ae72bfdfd254862065d8b3e2a815c6ab9b1853ce41e6648ece84afd34a551 \
+    --hash=sha256:03b14855c6f35539e2d95c442ae9530a75762f1e26567152b9ed05f96534a74d \
+    --hash=sha256:054dc20fd2e3132b4c3883b4a00d72fd6e1f56fdaf89fccd12e8057d74cd74d7 \
+    --hash=sha256:094b9b70103d4e963499bdea001ee3c2697b144cd9ae6218a62c0f89ec9e31db \
+    --hash=sha256:0a105bc2283f67e8fbec74253ec2d94925de92ed72c0393f1206bf326b7b7b69 \
+    --hash=sha256:0a37faaed405c67e28e6be45a1fa4f206ef5a2860f27c237db9fa30704c38242 \
+    --hash=sha256:0c4997d4e4a55f0d02b6cde327322daf3a0400e5df6c6b15948994bf72497925 \
+    --hash=sha256:0cb4d80e212f116474a545c21c912b445f16bb0cef9e6a73a498164223e14e2f \
+    --hash=sha256:0d191c054d0715c3c95c99df9b8dbf6fd096d8c1e021e8f212e1bd8bc444ccb5 \
+    --hash=sha256:0e831a271c035d89789cffc386b6aa1375f39f1cd25eb7ca0997e4970d152fc5 \
+    --hash=sha256:10d86db20695afe7997ac9e1717637d6714a8d0220458c33f3d2061f54cec427 \
+    --hash=sha256:11743adfa510bfffebe97659fb280182b5c9b238708f667e866f308c3430dc19 \
+    --hash=sha256:1bc6195825b7dcd217968bb1f801a60fd4c16e8eeab5bedc7fe917d7d5995ab4 \
+    --hash=sha256:204f299afcbd65918ab78dbc52626b0ae45e9d8cef403fdbf33ecf9e40eac66e \
+    --hash=sha256:20aa0e708b920bde876a4aa82dc7dd6ebea228a63a67cda6632c2fc87b787efa \
+    --hash=sha256:23282a321c8baf9b3a3c4afff673f9fe65eb7fdc2338d765ccad9d3d1916a5ba \
+    --hash=sha256:24b2405c0a46738dd9e1cf7135aa5dbdb9d42d024628651b3b13d5117e99f8df \
+    --hash=sha256:2581a94056e55d7d0a31a823ea92bf73749c489ca2285bfdc0fbe6b2bb49d50c \
+    --hash=sha256:2995c176de7692b86a2e4c58d9ec718f753150a979cb4a754e2b4ffa38e70906 \
+    --hash=sha256:2b37d10b5a63bd4d87e18472d80fa525bd670586fae62e5dd580452764879b65 \
+    --hash=sha256:2cb93af48550faf1cea04c303107c8b75833de7013e57ce27d3b8d21d8d0f58c \
+    --hash=sha256:2d95ddc1eb6914154253d239089900813f6a767e174b8e6a50e7fdacb7e4236c \
+    --hash=sha256:3416ff151bb6b5a8d8d11664974fbef4d9305b9b2957839ab5a270468fd8df30 \
+    --hash=sha256:3651aa7058595e9cfb75d35dd5ada2bf9f48a5b8a0f3562821d3e210c507e077 \
+    --hash=sha256:37a6721cdf3f65dbb13aa9503510ccb4451603ac837e44d265d7992a597e1374 \
+    --hash=sha256:41bc1199f7523b3f82843c88cbb979180c949caef0342cf90968f178e5d49b01 \
+    --hash=sha256:43d818978d06062d9b22c4fab2ebe44cf5213d42dc8e62bda8c2760cfa2eeb33 \
+    --hash=sha256:4429f3b105524a10b72c3a819b091c495d2811d419c1e1e8df773a5a5974f831 \
+    --hash=sha256:4543579a9bdb0c9560039b4ffddbdb39545707659fbc430ce4c10f3f68d557f9 \
+    --hash=sha256:4674d49eb94706dfe666c069fc0a1b646ffcf920473492e209f6d5f60d3f0cc2 \
+    --hash=sha256:4c887eba18b7945ac73067a8b4a66f21cd46c2539b2bc68588f7be6c7eb6d26b \
+    --hash=sha256:4e4ff8e37f99cf1da89e255e07c9c4b37c214038c4283707bdec308cb1b0ea1f \
+    --hash=sha256:4f34e26a19f91f710c08e0183429f0d1d15df734e6bc78c31e77b9ea9c433658 \
+    --hash=sha256:5327989a465505f05cfe06f04fa9d0c2fd5432bb243e10e6f012b1bdca3c8579 \
+    --hash=sha256:53b2290c92e0506d102cd448fbc610d87079553f86caa39d67440856a8b8bba5 \
+    --hash=sha256:56d8641cf834c2836922899105bd3ce3d0dfc69291d52edf0b4d0436829b34c0 \
+    --hash=sha256:57a2d9fa4fb4c2ecae57b13dfff2c7ab53e21a2ba674fe9f05506680fcdcc0d7 \
+    --hash=sha256:63ac26eefbf4af1741247d6fb68b11c49a25b2f7413fbd318a83a12aaa9cf666 \
+    --hash=sha256:6543cf55d170003296d185c0af981f3e1311564907e1f4e08671fc7693a890a5 \
+    --hash=sha256:704fd259e332e01f9b9c178f4bce9e49027e5587cc2600eeeaf8e76e1c846201 \
+    --hash=sha256:71283b39fd17e5408eb123bd37aeecfd9d54c81fc184421943208aadb879d103 \
+    --hash=sha256:71cd71740ed2c15211ebb237ced4e39a1cdf6f80566e5fe95428da1626f4fde6 \
+    --hash=sha256:7571e4464cb6e434958f867f7f730b8ab0b75e3f8e5eac0499168486ab3c33a8 \
+    --hash=sha256:772b80df316480d894a0e3165fdd19cf77f5d17f9a787f94029465ad0e3529d1 \
+    --hash=sha256:77a0feab9af4c021c581f695258c642b3d10c5fd4c676e33a0d8606425d82631 \
+    --hash=sha256:7a2cffd17d27d2ecbb310c2b1d8174f222a5495b1a721894afa88ec11e25b898 \
+    --hash=sha256:7a7ce236284f002a156f70add88efe5c70879cccbb658be0822c54b1306fc09d \
+    --hash=sha256:7ba0480b9a74af058f43b337e937a451e109295c420916d68ad24e3dc02f5e44 \
+    --hash=sha256:8520a4ab0e37f770afc34459c4f8f7019e153f9124dc101c15538365875d1ab2 \
+    --hash=sha256:86bc13c25a8d1fcd70b51d0ce7c9b65e90de5666fcbfd3e34957cc73ee19aeb5 \
+    --hash=sha256:89d8c2394a065ca86f5d2910ff263ae67c127e1376ccc4f9fc35c71db879f80a \
+    --hash=sha256:8c520725602756229f045b032a1ff33d7ef0f7404189d62f6c2438cb6d8ef6a1 \
+    --hash=sha256:8f200104103feb097de4cab8fe4f5dd18a2026934c7dea98c55a2f5fd6d5a33b \
+    --hash=sha256:8f70d8b291ef6e88d19b1f297a6905ddb978888d9272b0d05e6f53309856bcfc \
+    --hash=sha256:8fa585ede612ee9f9e91b18bebf9ba11b9ae29a4e3a0d0cf6fca3e382133f0d5 \
+    --hash=sha256:922c0e019fe68b3ae392965a766b02a71ba1168c932cebc3733cd52c5fe5b377 \
+    --hash=sha256:9342472aff9b093c5acd4f6d8f70ae0937964ab56542502bcf5579782da69ae8 \
+    --hash=sha256:9649193aa27bd9ff2e80ff29bfaa93085496c7a3a377592823cc58b77ee88add \
+    --hash=sha256:9f04b092229ad2c50126dd3c922c8822e51e605993764a33058d4a791ab42281 \
+    --hash=sha256:a0f27f01bee51861392bb6b7c4fdb290b27d1eb194e9e28788d68102a0e898d9 \
+    --hash=sha256:a16ffe19bf5cf9f5edaa1ad1dd830c5a816e8feec430c522302ab55483a4b994 \
+    --hash=sha256:a204794696ffb8f9b10fba6f7cb5216d42f3b2b71860ccac6b6e42f5f10973b0 \
+    --hash=sha256:a711b51aec4370d0dcda5b6c09463206f133a5759341d7744b953a7b62e1100e \
+    --hash=sha256:a88fc94e647bc4eec523f1caa540258eb71d14278b9daf72fa1e2658a98df0f0 \
+    --hash=sha256:ae99b14c5f21e026e0e9d96f40e07d8570ebee6cafd9d8fc318354606daa7a28 \
+    --hash=sha256:b0ef001f8c25ad0fa9529f914c1600647ecd0f542d11c19b7894768c67b6acb7 \
+    --hash=sha256:b141a4891c995a039cd89e9a49e62df1dc8a559a5d1a6e4c7106d16c12777a55 \
+    --hash=sha256:b4e77f6a55f858504069abd35d336a637555c09bca453dde1ee1e5ada8a6a1fb \
+    --hash=sha256:b62f042afde2dde21ec1d2c1a74361e804673df86f51e418a999c9acfe671b07 \
+    --hash=sha256:b718bf356bbc15e559bd8ef41782b573b8ae0e3f177ab244b440568d7ea02cfb \
+    --hash=sha256:b8c8358484d5fa12ef34f05b7f4168eaf1932f408725ff6d023c33ec17bd79d4 \
+    --hash=sha256:b974946a10af379d425e2eef5b62f5c6ebeaccf91d45eaad6f5b27ecd4f91aa0 \
+    --hash=sha256:b9909cc2b48468b575eefa944919e1fe8a36c5849d5c7c168f80a8c1db69398e \
+    --hash=sha256:b9f732dc58b2dbe69e464ccf8fff7a03b0dd0be439da4c0720d3558527d3d6b4 \
+    --hash=sha256:bb68bf4df85abebe5efddc53cf2075520f243a59868d9b3973278b23e76962a9 \
+    --hash=sha256:bb7e52ecf68ba46d22df23467b87cffeb2146908aa523ebfe803019618cfda06 \
+    --hash=sha256:bc13eb17538be00c874699dc0abe4ee2bc8d50bb1166a6b9e175ef3fd7eb8f26 \
+    --hash=sha256:c0db965c5f79aa49fe672d297cf1febc5ad149b658594944f49a54a2b96270a7 \
+    --hash=sha256:c16cb06dd17d43b9d185094268459eac92c9538356f050e55b54e82cf700e1d4 \
+    --hash=sha256:c525543d91961c6955b2636b308569e84a1d1c5f5f2932041ab9ef46422f43e3 \
+    --hash=sha256:c5c19526f4e54a00f2666a6c0e9e40d582c09e865055ea7378bf0009aab857b3 \
+    --hash=sha256:c995fba777f1ea992f090f9236e9284cf7a5d1a0130dd5a3d82c598cacd76838 \
+    --hash=sha256:ca148d73dea36c9763aaa351e4d7a51780ec1584217c45276f4fe8239c768b71 \
+    --hash=sha256:cee9d5efd929efdac5f7e58f72b3376f676b64050a91c5b99a7094c5b2317488 \
+    --hash=sha256:d158cd89df6053823533e06fb1d73c549133bff5f0396170c0e53d9559340717 \
+    --hash=sha256:d20029a60a71a052a24c4db7673bc4de39ab89adbaccbfb5d67987c5d73f424d \
+    --hash=sha256:d413349d565dab74297f2a63e84a097936be69bf8f3b3801f27f380e32040f44 \
+    --hash=sha256:d4a4b147f5dca2a5d325a06a832fb43f345751adfbc63204aec30e0d9ca965a2 \
+    --hash=sha256:d516b3283a758e087841aedb8031549fb41ced08f3db10aa6d2bf32dc042525b \
+    --hash=sha256:d73a585accffa5ae39c17264c36ec3166d2fad7000c780f5ef83b2722afb9dd2 \
+    --hash=sha256:dbd6c97045dad81227c8d040173da044c1de08de64a5ea8b555da4aee1d5fa22 \
+    --hash=sha256:e0618518f282c4ebff60f5e5b1247b6d91bb8b9f4476947563a1e74acc66f3c6 \
+    --hash=sha256:e140ed30ebde76796b686e67c182cff10ea2fbab186fafd1560f74bb5a473a6e \
+    --hash=sha256:e1cfd51e97e13ff3bd047c140764d277fc9b95b7cb5da59e46a47d167adab310 \
+    --hash=sha256:e2ca07fa7d89195ec0865d3d285666286740bfa83d83e5cee204043a31ecc165 \
+    --hash=sha256:e53a384f76b631c3ae5334ce6a52f0baa3a911eb94a4eac7f160079868b716d5 \
+    --hash=sha256:eb283ee99e21ad6443c8cdb06ac5b34b1308c329cbdf03fa02b445363714c799 \
+    --hash=sha256:eb72919d93e3a16fc451d3aa3d4b1698423daca1b382d3d959c9ac51297c12a8 \
+    --hash=sha256:ecb47f183a8025b2aa18b546725c3657e542112ae9c0613a2af79b4fa8d04ad7 \
+    --hash=sha256:f155b3a1b2a5fc89cdc70d47ee5d54e3b75e88efa34982028a35daef9ba00379 \
+    --hash=sha256:f22943b7770483f6ea0721c6b11d022947a98eb0acae14694de034f4d0d38925 \
+    --hash=sha256:f28b2725eb8cce327b9b3ab02415c853011dc55c95832fe90de6bc56f5315f72 \
+    --hash=sha256:f88af53d6ddaf72179ef613ddc905e6f4785f712b49b80b3bef9f3525e6194b4 \
+    --hash=sha256:faea288b6f0ab1902ef08f4ca6de005dccf856c4e0c4f21b8c5fce02d90a1b08 \
+    --hash=sha256:fff610d7bb2256a317bb1e96f0d7862c7aa8076733ee5df0fd41bbe76a24a4f4
     # via uvicorn
-wcwidth==0.6.0 \
-    --hash=sha256:1a3a1e510b553315f8e146c54764f4fb6264ffad731b3d78088cdb1478ffbdad \
-    --hash=sha256:cdc4e4262d6ef9a1a57e018384cbeb1208d8abbc64176027e2c2455c81313159
+wcwidth==0.8.2 \
+    --hash=sha256:91fbef97204b96a3d4d421609b80340b760cf33e26da123ff243d76b1fda8dda \
+    --hash=sha256:d63947694a0539a1d51e01eda7caf800c291020e6cdd7e28ad7b14dd33ad4f85
     # via prompt-toolkit
 webcolors==25.10.0 \
     --hash=sha256:032c727334856fc0b968f63daa252a1ac93d33db2f5267756623c210e57a4f1d \
@@ -6580,73 +7164,123 @@ websocket-client==1.9.0 \
     # via
     #   jupyter-server
     #   kubernetes
-websockets==16.0 \
-    --hash=sha256:0298d07ee155e2e9fda5be8a9042200dd2e3bb0b8a38482156576f863a9d457c \
-    --hash=sha256:04cdd5d2d1dacbad0a7bf36ccbcd3ccd5a30ee188f2560b7a62a30d14107b31a \
-    --hash=sha256:08d7af67b64d29823fed316505a89b86705f2b7981c07848fb5e3ea3020c1abe \
-    --hash=sha256:152284a83a00c59b759697b7f9e9cddf4e3c7861dd0d964b472b70f78f89e80e \
-    --hash=sha256:1637db62fad1dc833276dded54215f2c7fa46912301a24bd94d45d46a011ceec \
-    --hash=sha256:19c4dc84098e523fd63711e563077d39e90ec6702aff4b5d9e344a60cb3c0cb1 \
-    --hash=sha256:1c1b30e4f497b0b354057f3467f56244c603a79c0d1dafce1d16c283c25f6e64 \
-    --hash=sha256:2b9f1e0d69bc60a4a87349d50c09a037a2607918746f07de04df9e43252c77a3 \
-    --hash=sha256:31a52addea25187bde0797a97d6fc3d2f92b6f72a9370792d65a6e84615ac8a8 \
-    --hash=sha256:32da954ffa2814258030e5a57bc73a3635463238e797c7375dc8091327434206 \
-    --hash=sha256:335c23addf3d5e6a8633f9f8eda77efad001671e80b95c491dd0924587ece0b3 \
-    --hash=sha256:3425ac5cf448801335d6fdc7ae1eb22072055417a96cc6b31b3861f455fbc156 \
-    --hash=sha256:349f83cd6c9a415428ee1005cadb5c2c56f4389bc06a9af16103c3bc3dcc8b7d \
-    --hash=sha256:37b31c1623c6605e4c00d466c9d633f9b812ea430c11c8a278774a1fde1acfa9 \
-    --hash=sha256:417b28978cdccab24f46400586d128366313e8a96312e4b9362a4af504f3bbad \
-    --hash=sha256:485c49116d0af10ac698623c513c1cc01c9446c058a4e61e3bf6c19dff7335a2 \
-    --hash=sha256:4a1aba3340a8dca8db6eb5a7986157f52eb9e436b74813764241981ca4888f03 \
-    --hash=sha256:50f23cdd8343b984957e4077839841146f67a3d31ab0d00e6b824e74c5b2f6e8 \
-    --hash=sha256:52a0fec0e6c8d9a784c2c78276a48a2bdf099e4ccc2a4cad53b27718dbfd0230 \
-    --hash=sha256:52ac480f44d32970d66763115edea932f1c5b1312de36df06d6b219f6741eed8 \
-    --hash=sha256:5569417dc80977fc8c2d43a86f78e0a5a22fee17565d78621b6bb264a115d4ea \
-    --hash=sha256:569d01a4e7fba956c5ae4fc988f0d4e187900f5497ce46339c996dbf24f17641 \
-    --hash=sha256:583b7c42688636f930688d712885cf1531326ee05effd982028212ccc13e5957 \
-    --hash=sha256:5a4b4cc550cb665dd8a47f868c8d04c8230f857363ad3c9caf7a0c3bf8c61ca6 \
-    --hash=sha256:5f451484aeb5cafee1ccf789b1b66f535409d038c56966d6101740c1614b86c6 \
-    --hash=sha256:5f6261a5e56e8d5c42a4497b364ea24d94d9563e8fbd44e78ac40879c60179b5 \
-    --hash=sha256:6e5a82b677f8f6f59e8dfc34ec06ca6b5b48bc4fcda346acd093694cc2c24d8f \
-    --hash=sha256:71c989cbf3254fbd5e84d3bff31e4da39c43f884e64f2551d14bb3c186230f00 \
-    --hash=sha256:781caf5e8eee67f663126490c2f96f40906594cb86b408a703630f95550a8c3e \
-    --hash=sha256:7be95cfb0a4dae143eaed2bcba8ac23f4892d8971311f1b06f3c6b78952ee70b \
-    --hash=sha256:7d837379b647c0c4c2355c2499723f82f1635fd2c26510e1f587d89bc2199e72 \
-    --hash=sha256:86890e837d61574c92a97496d590968b23c2ef0aeb8a9bc9421d174cd378ae39 \
-    --hash=sha256:878b336ac47938b474c8f982ac2f7266a540adc3fa4ad74ae96fea9823a02cc9 \
-    --hash=sha256:8b6e209ffee39ff1b6d0fa7bfef6de950c60dfb91b8fcead17da4ee539121a79 \
-    --hash=sha256:8cc451a50f2aee53042ac52d2d053d08bf89bcb31ae799cb4487587661c038a0 \
-    --hash=sha256:8d7f0659570eefb578dacde98e24fb60af35350193e4f56e11190787bee77dac \
-    --hash=sha256:8e1dab317b6e77424356e11e99a432b7cb2f3ec8c5ab4dabbcee6add48f72b35 \
-    --hash=sha256:8ff32bb86522a9e5e31439a58addbb0166f0204d64066fb955265c4e214160f0 \
-    --hash=sha256:95724e638f0f9c350bb1c2b0a7ad0e83d9cc0c9259f3ea94e40d7b02a2179ae5 \
-    --hash=sha256:9b5aca38b67492ef518a8ab76851862488a478602229112c4b0d58d63a7a4d5c \
-    --hash=sha256:a069d734c4a043182729edd3e9f247c3b2a4035415a9172fd0f1b71658a320a8 \
-    --hash=sha256:a0b31e0b424cc6b5a04b8838bbaec1688834b2383256688cf47eb97412531da1 \
-    --hash=sha256:a35539cacc3febb22b8f4d4a99cc79b104226a756aa7400adc722e83b0d03244 \
-    --hash=sha256:a5e18a238a2b2249c9a9235466b90e96ae4795672598a58772dd806edc7ac6d3 \
-    --hash=sha256:a653aea902e0324b52f1613332ddf50b00c06fdaf7e92624fbf8c77c78fa5767 \
-    --hash=sha256:abf050a199613f64c886ea10f38b47770a65154dc37181bfaff70c160f45315a \
-    --hash=sha256:af80d74d4edfa3cb9ed973a0a5ba2b2a549371f8a741e0800cb07becdd20f23d \
-    --hash=sha256:b14dc141ed6d2dde437cddb216004bcac6a1df0935d79656387bd41632ba0bbd \
-    --hash=sha256:b784ca5de850f4ce93ec85d3269d24d4c82f22b7212023c974c401d4980ebc5e \
-    --hash=sha256:bc59589ab64b0022385f429b94697348a6a234e8ce22544e3681b2e9331b5944 \
-    --hash=sha256:c0204dc62a89dc9d50d682412c10b3542d748260d743500a85c13cd1ee4bde82 \
-    --hash=sha256:c0ee0e63f23914732c6d7e0cce24915c48f3f1512ec1d079ed01fc629dab269d \
-    --hash=sha256:caab51a72c51973ca21fa8a18bd8165e1a0183f1ac7066a182ff27107b71e1a4 \
-    --hash=sha256:d6297ce39ce5c2e6feb13c1a996a2ded3b6832155fcfc920265c76f24c7cceb5 \
-    --hash=sha256:daa3b6ff70a9241cf6c7fc9e949d41232d9d7d26fd3522b1ad2b4d62487e9904 \
-    --hash=sha256:df57afc692e517a85e65b72e165356ed1df12386ecb879ad5693be08fac65dde \
-    --hash=sha256:e0334872c0a37b606418ac52f6ab9cfd17317ac26365f7f65e203e2d0d0d359f \
-    --hash=sha256:e6578ed5b6981005df1860a56e3617f14a6c307e6a71b4fff8c48fdc50f3ed2c \
-    --hash=sha256:eaded469f5e5b7294e2bdca0ab06becb6756ea86894a47806456089298813c89 \
-    --hash=sha256:f4a32d1bd841d4bcbffdcb3d2ce50c09c3909fbead375ab28d0181af89fd04da \
-    --hash=sha256:fd3cb4adb94a2a6e2b7c0d8d05cb94e6f1c81a0cf9dc2694fb65c7e8d94c42e4
+websockets==16.1.1 \
+    --hash=sha256:01fbdcbac298efe19360b94bc0039c8f746f0220ba570f327577bfee81059175 \
+    --hash=sha256:024193f8551a2b0eafbdd160911012c4e6c228c28430c84433253299a9e42d6a \
+    --hash=sha256:04fd29a0e2fe9414a95b00e92c67ae51bf900c50c0f8a4b2dafdad621f49ea1d \
+    --hash=sha256:056ae37939ed7e9974f364f5864e76e49182622d8f9751ac1903c0d09b013985 \
+    --hash=sha256:0f62863e8a00a6d33c3d6566ec0b89f23787b747ffe0c3bc71ec0e76b82c94b1 \
+    --hash=sha256:0ffd3031ea8bda8d61762e84220186105ba3b748b3c8da2ae4f7816fac03e573 \
+    --hash=sha256:1214e673c404684b9bf7154f5cf43b45025b1a6160fac3a9e438e9c1a97e22cb \
+    --hash=sha256:125f22dbefaf1554fea66fc83851490edb284ce4f501d37ffed2752f418332d9 \
+    --hash=sha256:130937b167a52af203c8d58e78d67705874e82759862e3b9671a452fec4abc87 \
+    --hash=sha256:1427fb4cf0d72f66333e2cacc3ff5f575bf2d7008166ce991a4a470b21d51a22 \
+    --hash=sha256:195c978b065fa40910582464f99d6b15c8b314c68e0546549a55ed83f4735328 \
+    --hash=sha256:1d27fa8462ad6a1cb36206a3d0640b2333340def181fae11ed7f9adeaa5c0747 \
+    --hash=sha256:1db4de4a0e95673f7545d393c49eeb0c2f18ac1ef93073218c79d5cdb2ee75ab \
+    --hash=sha256:1f79c89b5eb034d1722938a891916582f8f7f503f58ca22518a63c3f2cd18499 \
+    --hash=sha256:23253dd5bcae3f9aaee0a1d30967a8dbd52e5d3cff93a2e5b84df57b77d4750d \
+    --hash=sha256:249116b4a76063d930a46391ad56e135c286e4562a18309029fc2c73f4ed4c62 \
+    --hash=sha256:29dfa8114c4a620c69591c5973860f768eac29d3fd6904f37f34266cb219c512 \
+    --hash=sha256:2a606d9c24035242a3e256e9d5b77ed9cd6bccfcb7cf993e5ca3c0f6f68fb6a7 \
+    --hash=sha256:2a636ff1e7a5c4edf71ef0e79adae7f25dba93b4fcbe3dc958733477ffeb0eaf \
+    --hash=sha256:2bb5d041a8307d2e18782e7ce777f6fdb1e8c2f5d09291484b18c294b789d9aa \
+    --hash=sha256:2e28e602bb13da44fbe518c1781a88e3b9d4c3d48d02c9bad83e546164336f57 \
+    --hash=sha256:30bbe120437b5648a77d3519b7024ea09530e0b5b18d3698c5a0ae536fe0cc2e \
+    --hash=sha256:34420aaa64440ebd51ac72ca8a45ef4626429438c9b02e633ae412ed43f925d3 \
+    --hash=sha256:38565aca3e01ea8734e578fb2118dade0ecb0250533f29e22b8d1a7a196cf4d0 \
+    --hash=sha256:387e8e4aa5df2f90b198fa3cad3478822a89cf905b6a6d6c97dc3664689640cc \
+    --hash=sha256:39f2a024af5c345ffe8fcf1ee18c049c024c94df393bb09b044a6917c77bde43 \
+    --hash=sha256:3df13f73af9b3b38ab1195eb299ecb67a4330c911c97ae04043ff74085728abe \
+    --hash=sha256:414e596c75f74e0994084694189d7dc9229fb278e33064d6784b73ffbba3ca31 \
+    --hash=sha256:41c8e77f17294c0ac18008a7309b99b34ee72247ef10b6dff4c3f8b5ac29896b \
+    --hash=sha256:42290eb6db4ccaca7012656738214f8514082fb6fa40cdeb61bb9a471b52e383 \
+    --hash=sha256:42f599f4d48c7e1a3338fdaac3acd075be3b3cf02d4b274f3bf2767aedd3d217 \
+    --hash=sha256:43e3a9fdd7cbf7ba6040c31fae0faf84ca1474fef777c4e37912f1540f854499 \
+    --hash=sha256:443aefe96b7fdb132e2a70806cca1f2af49bb3f28e47abcd7c2e9dcf4d8fa1b8 \
+    --hash=sha256:46dcaa042cd1de6c59e7d9269fa63ff7572b6df40510600b678f0826b3c7af51 \
+    --hash=sha256:496af849a472b531f758dbd4d61338f5000538cb1a7b3d20d9d32a264517f509 \
+    --hash=sha256:49ae99bdfcae803a885c926bf14f886196e84925395bb3f568fef5c0f0979d7d \
+    --hash=sha256:4b57693728576d84ede0a77987ab16881b783d2cd9f1dc180a8fbbc3f79c4428 \
+    --hash=sha256:4e3b680b1e0a27457e727a0d572fd81dffa87b6dbf8b228ab57da64f7d85aead \
+    --hash=sha256:4e8d01cc3bcae7bbf8167f944aeafefed590fae5693552bba9794a9df68371cc \
+    --hash=sha256:5283810d2646741a0d8da2aa733d6aefa0545809afccb2a5d105a26bc45125f1 \
+    --hash=sha256:53260c8930da5771cec89439bff99c20c8cb03ddb9588b980697355a83cd4bd3 \
+    --hash=sha256:536676848fc5961aca9d20389951f59169508f765637a172403dc5434d722fa0 \
+    --hash=sha256:54509b8e92fee4453e152b7558ddef37ce9705a044922f2095a6105e3f80c96f \
+    --hash=sha256:56cd5fc4f10a9ea8aa0804bddb7b42506cf9e136046f3b4c27de8fec9e2ecba5 \
+    --hash=sha256:5bfd1ac19b1b9986a9c95a82d5e23a391ebb09e12c34d7be6094b86efcc35731 \
+    --hash=sha256:5c31aa7e39ee3e8a358573257f1c0bb5c52430d1b637030dd9c8cc2c282926be \
+    --hash=sha256:5e3b7d601f6f84156b08cc4a5e541c2b50ad7b36cfc302b657a12477c904a5df \
+    --hash=sha256:61922544a0587a13fd3f53e4c0e5e606510c7b0d9d22c8444e5fae22a06b38cb \
+    --hash=sha256:6456ff333092d509127d75a638cb411afae8ff17f092635015d1902efec8a293 \
+    --hash=sha256:69159730a823dde3ea8d08783e8d47ef135a6d7e8d44eb127e32b321c9db8e3e \
+    --hash=sha256:69e52d175a0a7d1e13b4b67ad41c560b7d98e8c6f6126eb0bda496c784faf8c7 \
+    --hash=sha256:6aaface73b9c71974c6497366d8b9628357f6c9749e09c4ea3610176c63f2ae3 \
+    --hash=sha256:6abbd3e82c731c8e531714466acd5d87b5e88ac3243465337ba71d68e23ae7e3 \
+    --hash=sha256:6ff9417c0ada4d0f7d212f928303e5579bdf3ace4c802fa4afabb30995da58c3 \
+    --hash=sha256:7421fad442de870a8cbf2287d1cad7e706ece0dbfeba5e911df132cbdc1cb56a \
+    --hash=sha256:7883388947767080f094950b342b30d35a2a06b849cd967c422fa0db72b40ea9 \
+    --hash=sha256:79eace538c6a97e96d0d03d4f9d314f9677f5ed85a8a984992ffd90b13cb8a56 \
+    --hash=sha256:7b1b19636af86a3c7995d4d028dbe376f39b4bf31541146f9c123582a6c94562 \
+    --hash=sha256:7dfcad78ea1492ee3a9ec765cb7f51bbc17d477107aaf6b22abf7b2558d1c5a0 \
+    --hash=sha256:8087e82f842609734c9b5a1330464f8e94e346ba0e18c832c08bafa4b0d63c15 \
+    --hash=sha256:820fb8450edddae3812fd58cbc08e2bf22812cb248ecb5f06dbb82119a56e869 \
+    --hash=sha256:8483c2096363120eea8b07c06ae7304d520f686665fffd4811fad423930a65d7 \
+    --hash=sha256:84a2cef8deffbd9ab8ee0ea546a2a6a7030c28f44e6cdd4547dbfeb489eb8999 \
+    --hash=sha256:86d7f0f8bdb25d2c632b72527325e4776430fd5bc61b9118de4e2b8ddb5f5b01 \
+    --hash=sha256:8fe0b50da2d84535fb4f7b4bfa951280f97ce3d558a0443b541166d609e67b57 \
+    --hash=sha256:90001d893bc368e302ef168d82130b4e4fdd27b85fa094682df9b667c2d48838 \
+    --hash=sha256:9246a0d063cfcbcc85f2359dd6876d681213f4790832272aa16641b4ed5d64d4 \
+    --hash=sha256:92b820d345f7a3fc7b8163949ee92df910f290c3fc517b3d5301c78065adafe1 \
+    --hash=sha256:952303a7318d4cbe1011400839bb2051c9f84fa0a35923267f5daba34b15d458 \
+    --hash=sha256:97fd3a0e8b53efa41970ac1dff3d8cf0d2884cadeb4caaf95db7ad1526926ee3 \
+    --hash=sha256:9c1c5705e314449e3308872fe084b8571ce078ee4fc55a98a769bdefe5917392 \
+    --hash=sha256:9c9f23004a3d40e89c01a7955d186a6cc83418d93b749701944ce2de3e95a1f3 \
+    --hash=sha256:9f63bcef7f4b02b06b35fc01c93b96c43b5e88e1e8868676caacf493d5a31f3a \
+    --hash=sha256:a0eadbbf2c30f01efa58e1f110eb6fa293261f6b0b1aa38f7f48707107690af9 \
+    --hash=sha256:a28fcbc9b6baf54a2e23f8655f308e4ccc6afdd7266f8fe7954f320dcda0f785 \
+    --hash=sha256:a6a61aff018180c9c50b7b0da33bfd29d378af3497429c95006c589a23a11648 \
+    --hash=sha256:aabe464bfd13bd25f4821faf111da6fefdc389f870265a53105580e45b0a2e49 \
+    --hash=sha256:ab59169ace05dcb49a1d4118f0bde139557adf45091bd85747e36bf5de984dd1 \
+    --hash=sha256:b436f6ec4fc3a6b4237c84d3f83170ed2b40bb584222f0ac47a0c8a5921980c7 \
+    --hash=sha256:b6b9dadbef0cccd9f4c4ee96b08898afa73e26803bbe0f6aeb5bb12b0074206d \
+    --hash=sha256:b852788aa51764e2d8e4cf5493d559326bcae5e38d16ba25ffa322b034df272a \
+    --hash=sha256:bae954c382e013d5ea5b190d2830526bfa45ad121c326da0049b8c769f185db6 \
+    --hash=sha256:bcce07e23e5769375158f5efdcdafa8d5cd014b93c6683865b840ed65b96f231 \
+    --hash=sha256:cc97814dfb786a83b6e2dc2e79351e1b83e6d715647d6887fcabd83026417a00 \
+    --hash=sha256:cd2ca96a082a36964aca83e992f72abeb61b7306c1a6cba4c7d06a7b93750cac \
+    --hash=sha256:cfb70b4eb56cac4da0a83588f3ad50d46beb0690391082f3d4e2d488c70b68ea \
+    --hash=sha256:d0fcf657e9f13ff4b177960ab2200237b12994232dfb6df16f1cfe1d4339f93c \
+    --hash=sha256:d14bfb217eb4701e850f1525c9d29d79c44794cdf1c299ead25f39f8c78dea81 \
+    --hash=sha256:d57685547e0060cc6fd90ee6a28405d6bd395e525545f13c8d7cd99c78afd79f \
+    --hash=sha256:d6bec75c290fe484a8ba4cacdf838501e17c06ecfbbf31eede81a9e431bd7751 \
+    --hash=sha256:d9531d9cbeac99af6f038fb1bc351403531f7d634a2c2e10e2f7c854c6ed5b68 \
+    --hash=sha256:da4ca1a9d72f9030b3146b8d7022719a9f3d478f61efe6f7dd51d243f61c51b2 \
+    --hash=sha256:dab9eb87869da2d6ed3af3f3adf28414baae6ec9d4df355ffc18889132f3436c \
+    --hash=sha256:db234eda965dcce15df96bb9709f587cd87d4d52aaf0e80e2f34ec04c7670c57 \
+    --hash=sha256:dc0fad4933f427acd5b1cec210f3ea6dce7089e1724e4b9ec6ef47c6c04d1b3b \
+    --hash=sha256:dc385593a42e31cd6fb60c19f0ecb015b386603818fc2c6c274fb42bd2bb4165 \
+    --hash=sha256:dcc04fedf83effaeb9cce98abc9469bb1b42ef85f03e01c8c1f4438ef7555737 \
+    --hash=sha256:e047dc87ef7ca50f4d309bf775ad4a71711c58556d75d7bd0604b2317f43e94b \
+    --hash=sha256:e09f753a169951eb4f28c2c774f71069304f66e7277e0f5a2892423599cfa854 \
+    --hash=sha256:ed5bb271084b46530ee2ddc0410537a9961152c5ccba2fc98c5276d992ccba87 \
+    --hash=sha256:f0aa4aad3b1b69ad3fd85a0fd0952ec64331c762bd77ec51cc814170873890b2 \
+    --hash=sha256:f17dbe07eb3ea7f99e4df9b7e0efefe80fbf30d37a8cc4d561a0aed310bc8847 \
+    --hash=sha256:f2769a0344a09e9ccf5b3cce538bc75a51b53eff3275d3896310c8552049195d \
+    --hash=sha256:f55f0b01956a094c8587146d9558c91937e78789c333860ffaf35931a6e5dbc4 \
+    --hash=sha256:f5d497865f05bb222cab7016c6034542e84e5f29f49c6fd3f4939cda7197b5b8 \
+    --hash=sha256:f70541f3104339f59f830522d94ebadb1bf47426287381623443d8bb1cdbf33d \
+    --hash=sha256:fb9a0a6dc3d1b3986cb88091b6899f0396651e0f74e2c9766ab8d6ffc3842e29 \
+    --hash=sha256:fce6c48559c86d1ac3632ccb1bebc7d5442fbe79bd9bb0e40379ee54be2a4051 \
+    --hash=sha256:fd46fff7eb62c24804d234f0051c7a8ea81285ad63e0337d3dcf33ca82aee58a
     # via uvicorn
 werkzeug==3.1.8 \
     --hash=sha256:63a77fb8892bf28ebc3178683445222aa500e48ebad5ec77b0ad80f8726b1f50 \
     --hash=sha256:9bad61a4268dac112f1c5cd4630a56ede601b6ed420300677a869083d70a4c44
-    # via moto
+    # via
+    #   flask
+    #   moto
 wheel==0.47.0 \
     --hash=sha256:212281cab4dff978f6cedd499cd893e1f620791ca6ff7107cf270781e587eced \
     --hash=sha256:cc72bd1009ba0cf63922e28f94d9d83b920aa2bb28f798a31d0691b02fa3c9b3
@@ -6657,88 +7291,97 @@ widgetsnbextension==4.0.15 \
     --hash=sha256:8156704e4346a571d9ce73b84bee86a29906c9abfd7223b7228a28899ccf3366 \
     --hash=sha256:de8610639996f1567952d763a5a41af8af37f2575a41f9852a38f947eb82a3b9
     # via ipywidgets
-wrapt==1.17.3 \
-    --hash=sha256:02b551d101f31694fc785e58e0720ef7d9a10c4e62c1c9358ce6f63f23e30a56 \
-    --hash=sha256:042ec3bb8f319c147b1301f2393bc19dba6e176b7da446853406d041c36c7828 \
-    --hash=sha256:0610b46293c59a3adbae3dee552b648b984176f8562ee0dba099a56cfbe4df1f \
-    --hash=sha256:0b02e424deef65c9f7326d8c19220a2c9040c51dc165cddb732f16198c168396 \
-    --hash=sha256:0b1831115c97f0663cb77aa27d381237e73ad4f721391a9bfb2fe8bc25fa6e77 \
-    --hash=sha256:0ed61b7c2d49cee3c027372df5809a59d60cf1b6c2f81ee980a091f3afed6a2d \
-    --hash=sha256:0f5f51a6466667a5a356e6381d362d259125b57f059103dd9fdc8c0cf1d14139 \
-    --hash=sha256:16ecf15d6af39246fe33e507105d67e4b81d8f8d2c6598ff7e3ca1b8a37213f7 \
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+    --hash=sha256:fc82c2ccc8e234c844f5303d9f2984b346dcdd53e94823ce8420d2c75b4b9023 \
+    --hash=sha256:fd1f2f557dd3491fe75905e578f4db967393d40d1a8f468edc4d40ac7f2d5944 \
+    --hash=sha256:fd85b0aa88efdb189d6ae2f35f4526943a8f091c38599c9c31478241c819e6a1
     # via
     #   aiobotocore
     #   deprecated
@@ -6752,328 +7395,304 @@ xmltodict==1.0.4 \
     --hash=sha256:6d94c9f834dd9e44514162799d344d815a3a4faec913717a9ecbfa5be1bb8e61 \
     --hash=sha256:a4a00d300b0e1c59fc2bfccb53d7b2e88c32f200df138a0dd2229f842497026a
     # via moto
-xxhash==3.7.0 \
-    --hash=sha256:01cf5c5333aed26cc8d5eea33b8d6398e085e365a704b7372fabdf7ab06441a9 \
-    --hash=sha256:030c0fd688fce3569fbb49a2feefd4110cbb0b650186fb4610759ecfac677548 \
-    --hash=sha256:03f8ff4474ee61c845758ce00711d7087a770d77efb36f7e74a6e867301000b8 \
-    --hash=sha256:040ea63668f9185b92bc74942df09c7e65703deed71431333678fc6e739a9955 \
-    --hash=sha256:05ece0fe4d9c9c2728912d1981ae1566cfc83a011571b24732cbf76e1fb70dca \
-    --hash=sha256:05fd1254268c59b5cb2a029dfc204275e9fc52de2913f1e53aa8d01442c96b4d \
-    --hash=sha256:073c23900a9fbf3d26616c17c830db28af9803677cd5b33aea3224d824111514 \
-    --hash=sha256:082c87bfdd2b9f457606c7a4a53457f4c4b48b0cdc48de0277f4349d79bb3d7a \
-    --hash=sha256:0c36f89ba026ccc6fde8f48479a2fd9fc450a736cc7c0d5650acfcff8636282e \
-    --hash=sha256:0c72fe9c7e3d6dfd7f1e21e224a877917fa09c465694ba4e06464b9511b65544 \
-    --hash=sha256:0d23fd49fdc5c8af61fb7104f1ad247954499140f6cb6045b3aa5c99dadbbf28 \
-    --hash=sha256:0ff71596bd79816975b3de7130ab1ff4541410285a3c084584eeb1c8239996fd \
-    --hash=sha256:1061bc6cec00adf75347b064ee62b220d66d9bc506acaad1418c79eec45a318c \
-    --hash=sha256:11dd69b1a34b7b9af29012f390825b0cdb0617c0966560e227ca74daa7478ba9 \
-    --hash=sha256:1295325c5a98d552333fa53dc2b026b0ef0ec9c8e73ca3a952990b4c7d65d459 \
-    --hash=sha256:12c249621af6d50a05d9f10af894b404157b15819878e18f75fcbb0213a77d07 \
-    --hash=sha256:12eca820a5d558633d423bf8bb78ce72a55394823f64089247f788a7e0ae691e \
-    --hash=sha256:13805f0461cba0a857924e70ff91ae6d52d2598f79a884e788db80532614a4a1 \
-    --hash=sha256:14bf7a54e43825ec131ee7fe3c60e142e7c2c1e676ad0f93fc893432d15414af \
-    --hash=sha256:151d7520838d4465461a0b7f4ae488b3b00de16183dd3214c1a6b14bf89d7fb6 \
-    --hash=sha256:153c3a4f73563101d4c8102cbff6a5b46f7aa9dbe374eedf1cd3b15fda750566 \
-    --hash=sha256:157c49475b34ecea8809e51123d9769a534e139d1247942f7a4bc67710bb2533 \
-    --hash=sha256:178959906cb1716a1ce08e0d69c82886c70a15a6f2790fc084fdd146ca30cd49 \
-    --hash=sha256:17f8ae90c8e00f225be4899c3023704f23ee6d5638a00c54d6cbe9980068e6f9 \
-    --hash=sha256:1910df4756a5ab58cfad8744fc2d0f23926e3efcc346ee76e87b974abab922f4 \
-    --hash=sha256:1ad86695c19b1d46fe106925db3c7a37f16be37669dcf58dcc70a9dd6e324676 \
-    --hash=sha256:1cc07c639e3a77ef1d32987464d3e408565b8a3be57b545d3542b191054d9923 \
-    --hash=sha256:1d398f372496152f1c6933a33566373f8d1b37b98b8c9d608fa6edc0976f23b2 \
-    --hash=sha256:2220af08163baf5fa36c2b8af079dc2cbe6e66ae061385267f9472362dfd53c6 \
-    --hash=sha256:24cc22070880cc57b830a65cde4e65fa884c6d9b28ae4803b5ee05911e7bafba \
-    --hash=sha256:2524a1e20d4c231d13b50f7cf39e44265b055669a64a7a4b9a2a44faa03f19b6 \
-    --hash=sha256:2a61e2a3fb23c892496d587b470dee7fa1b58b248a187719c65ea8e94ec13257 \
-    --hash=sha256:2d415f18becf6f153046ab6adc97da77e3643a0ee205dae61c4012604113a020 \
-    --hash=sha256:31ab1461c77a11461d703c88eb949e132a1c6515933cf675d97ec680f4bd18de \
-    --hash=sha256:31e3516a0f829d06ded4a2c0f3c7c5561993256bfa1c493975fb9dc7bfa828a1 \
-    --hash=sha256:322b2f0622230f526aeb1738149948a7ae357a9e2ceb1383c6fd1fdaecdafa16 \
-    --hash=sha256:3281ba1d1e60ee7a382a7b958513ba03c2c0d5fcbd9a6f7517c0a81251a23422 \
-    --hash=sha256:3409b50ddbc76377d938f40a7a4662cd449f743f2c6178fd6162b875bf9b0d4f \
-    --hash=sha256:347a93f2b4ce67ce61959665e32a7447c380f8347e55e100daa23766baacf0e5 \
-    --hash=sha256:3573a651d146912da9daa9e29e5fbc45994420daaa9ef1e2fa5823e1dc485513 \
-    --hash=sha256:363c139bf15e1ac5f136b981d3c077eb551299b1effede7f12faa010b8590a60 \
-    --hash=sha256:37d994d0ffe81ef087bb330d392caa809bb5853c77e22ea3f71db024a0543dba \
-    --hash=sha256:3afec3a336a2286601a437cb07562ab0227685e6fbb9ec17e8c18457ff348ecf \
-    --hash=sha256:3b6b3d28228af044ebcded71c4a3dd86e1dbd7e2f4645bf40f7b5da65bb5fb5a \
-    --hash=sha256:3bb5fd680c038fd5229e44e9c493782f90df9bef632fd0499d442374688ff70b \
-    --hash=sha256:3beb1de3b1e9694fcdd853e570ee64c631c7062435d2f8c69c1adf809bc086f0 \
-    --hash=sha256:3e1860f1e43d40e9d904cf22d93e587ea42e010ebce4160877e46bcab4bc232a \
-    --hash=sha256:418a463c3e6a590c0cdc890f8be19adb44a8c8acd175ca5b2a6de77e61d0b386 \
-    --hash=sha256:421da671f43a0189b57a4b8be694576308395f92f55ed3badcde67ab95acef81 \
-    --hash=sha256:43475925a766d01ca8cd9a857fd87f3d50406983c8506a4c07c4df12adcc867f \
-    --hash=sha256:44909f79fb7a4950ec7d96059398f46f634534cd95be9330a3827210af5aaebe \
-    --hash=sha256:44fba4a5f1d179b7ddc7b3dc40f56f9209046421679b57025d4d8821b376fd8d \
-    --hash=sha256:468f0fc114faaa4b36699f8e328bbc3bb11dc418ba94ac52c26dd736d4b6c637 \
-    --hash=sha256:48b542c347c2089f43dc5a6db31d2a6f3cdb04ee33505ec6e9f653834dbb0bde \
-    --hash=sha256:496736f86a9bedaf64b0dc70e3539d0766df01c71ea22032698e88f3f04a1ce9 \
-    --hash=sha256:49a88183a3e5ab0b69d9bbfc0180cbdb247e8bada19fd9403c538b3aa3c24176 \
-    --hash=sha256:49e556558eee5c8c9b2d5da03fd36cfa6c99cae95b3c3887ec64ee1a49ed517a \
-    --hash=sha256:4b6d6b33f141158692bd4eafbb96edbc5aa0dabdb593a962db01a91983d4f8fa \
-    --hash=sha256:4c2454448ce847c72635827bb75c15c5a3434b03ee1afd28cb6dc6fb2597d830 \
-    --hash=sha256:4e15cc9e2817f6481160f930c62842b3ff419e20e13072bcbab12230943092bc \
-    --hash=sha256:503722d52a615f2604f5e7611de7d43878df010dc0053094ef91cb9a9ac3d987 \
-    --hash=sha256:506a0b488f190f0a06769575e30caf71615c898ed93ab18b0dbcb6dec5c3713c \
-    --hash=sha256:50846b9b01f461ee0250d7a701a3d881e9c52ebce335d6e38e0224adc3369f50 \
-    --hash=sha256:50e879ebbac351c81565ca108db766d7832f5b8b6a5b14b8c0151f7190028e3d \
-    --hash=sha256:54876a4e45101cec2bf8f31a973cda073a23e2e108538dad224ba07f85f22487 \
-    --hash=sha256:54a675cb300dda83d71daae2a599389d22db8021a0f8db0dd659e14626eb3ecc \
-    --hash=sha256:565df64437a9390f84465dcca33e7377114c7ede8d05cd2cf20081f831ea788e \
-    --hash=sha256:5886ad85e9e347911783760a1d16cb6b393e8f9e3b52c982568226cb56927bdc \
-    --hash=sha256:5a6ddec83325685e729ca119d1f5c518ec39294212ecd770e60693cdc5f7eb79 \
-    --hash=sha256:5b1bde10324f4c31812ae0d0502e92d916ae8917cad7209353f122b8b8f610c3 \
-    --hash=sha256:5bf2f1940499839b39fef1561b5ecb6ede9ac34ef4457474e1337fc7ef07c2f3 \
-    --hash=sha256:5de686e73690cdaf72b96d4fa083c230ec9020bcc2627ce6316138e2cf2fe2d1 \
-    --hash=sha256:5e7ce913b61f35b0c1c839a49ac9c8e75dd8d860150688aed353b0ce1bf409d8 \
-    --hash=sha256:5ec1e080a3d02d94ea9335bfab0e3374b877e25411422c18f51a943fa4b46381 \
-    --hash=sha256:6318d8b6f6c6c21058928c23289686fc74f37d794170f14b35fecceb515d5e37 \
-    --hash=sha256:646a69b56d8145d85f7fd2289d14fba07880c8a5bda406aa256b407481a61f35 \
-    --hash=sha256:646b8aa66cf0cec9295dfc4e3ac823ee52e338bada9547f5cf2d674212d04b58 \
-    --hash=sha256:6741564a923f082f3c2941c8bb920462ed5b25eaebdd1e161f162233c9a10bc5 \
-    --hash=sha256:693d02c6dc7d1aa0a45921d54cd8c1ff629e09dfdc2238471507af1f7a1c6f04 \
-    --hash=sha256:6be4d70d9ab76c9f324ead9c01af6ff52c324745ea0c3731682a0cf99720f1fe \
-    --hash=sha256:6cc4eefbb542a5d6ffd6d70ea9c502957c925e800f998c5630ecc809d6702bae \
-    --hash=sha256:6e83179bbb208fb72774c06ba227d6e410fa3797de33d0d4c00e3935f81da7d2 \
-    --hash=sha256:6e934bbae1e0ec74e27d5f0d7f37ef547ce5ff9f0a7e63fb39e559fc99526734 \
-    --hash=sha256:6f31143e18e6db136455b16f0e4e6eba943e1889127dd7c649b46a50d54dd836 \
-    --hash=sha256:7426ff0dfa76eb47efc2cc59d4a717bfa9dc9938bff5e49e748bca749f6aa616 \
-    --hash=sha256:74bbd92f8c7fcc397ba0a11bfdc106bc72ad7f11e3a60277753f87e7532b4d81 \
-    --hash=sha256:7553816512c0abb75329c163a1eee77b0802c3757054b910d6e547bd0dbd16b7 \
-    --hash=sha256:79f9efdbc828b02c681a7cefc6d4108d63811b20a8fb8518a40cb2c13ed15452 \
-    --hash=sha256:7ab9a49c410d8c6c786ab99e79c529938d894c01433130353dd0fe999111077a \
-    --hash=sha256:7bd7bc82dd4f185f28f35193c2e968ef46131628e3cac62f639dadf321cba4d1 \
-    --hash=sha256:7c4d596b7676f811172687ec567cbafb9e4dea2f9be1bbb4f622410cb7f40f40 \
-    --hash=sha256:7c76f18d1268d3dc1c8b8facef5b48a9c6172d4a49113afa2d91745f555c75ff \
-    --hash=sha256:7d7148180ec99ba36585b42c8c5de25e9b40191613bc4be68909b4d25a77a852 \
-    --hash=sha256:7fbec49f5341bbdea0c471f7d1e2fb41ae8925af9b6f28025c28defd8eb94274 \
-    --hash=sha256:84415265192072d8638a3afc3c1bc5995e310570cd9acb54dc46d3939e364fe0 \
-    --hash=sha256:845d347df254d6c619f616afa921331bada8614b8d373d58725c663ba97c3605 \
-    --hash=sha256:84710b4e449596a6565ab67293858d2d93a54eeec55722d55c8f0a08b6e6de24 \
-    --hash=sha256:85f5c0e26d945b5bb475e0a3d95193117498130baa7619357bdc7869c2391b5a \
-    --hash=sha256:8653dd7c2eda020545bb2c71c7f7039b53fe7434d0fc1a0a9deb79ab3f1a4fc1 \
-    --hash=sha256:875811ba23c543b1a1c3143c926e43996eb27ebb8f52d3500744aa608c275aed \
-    --hash=sha256:8c5fcfd806c335bfa2adf1cd0b3110a44fc7b6995c3a648c27489bae85801465 \
-    --hash=sha256:8d09dfd2ab135b985daf868b594315ebe11ad86cd9fea46e6c69f19b28f7d25a \
-    --hash=sha256:8d4dea659b57443989ef32f4295104fd6912c73d0bf26d1d148bb88a9f159b02 \
-    --hash=sha256:8e7edb98dd4721a2694542a35a0bdb989b42892086fd0216f7c48762dfe20844 \
-    --hash=sha256:8f4608a06e4d61b7a3425665a46d00e0579122e1a2fae97a0c52953a3aad9aa3 \
-    --hash=sha256:8ff00fcc3eb436617ed8556cf15daf76c2b501248361a065625a588af78a0a02 \
-    --hash=sha256:90b9d1a8bd37d768ffc92a1f651ec69afc532a96fa1ac2ea7abbed5d630b3237 \
-    --hash=sha256:9122ad6f867c4a0f5e655f5c3bdf89103852009dbb442a3d23e688b9e699e800 \
-    --hash=sha256:91c3b07cf3362086d8f126c6aecd8e5e9396ad8b2f2219ea7e49a8250c318acd \
-    --hash=sha256:921c14e93817842dd0dd9f372890a0f0c72e534650b6ab13c5be5cd0db11d47e \
-    --hash=sha256:970f9f8c50961d639cbd0d988c96f80ddf66006de93641719282c4fe7a87c5e6 \
-    --hash=sha256:9e6c0d843f1daf85ea23aeb053579135552bde575b7b98af20bfc667b6e4548d \
-    --hash=sha256:9f1563fdc8abfc389748e6932c7e4e99c89a53e4ec37d4563c24fc06f5e5644b \
-    --hash=sha256:9fd17f14ac0faa12126c2f9ca774a8cf342957265ec3c8669c144e5e6cdb478c \
-    --hash=sha256:a04a6cab47e2166435aaf5b9e5ee41d1532cc8300efdef87f2a4d0acb7db19ed \
-    --hash=sha256:a169a036bed0995e090d1493b283cc2cc8a6f5046821086b843abefff80643bc \
-    --hash=sha256:a2eae53197c6276d5b317f75a1be226bbf440c20b58bf525f36b5d0e1f657ca6 \
-    --hash=sha256:a3b19a42111c4057c1547a4a1396a53961dca576a0f6b82bfa88a2d1561764b2 \
-    --hash=sha256:a6545e6b409e3d5cbafc850fb84c55a1ca26ed15a6b11e3bf07a0e0cd84517c8 \
-    --hash=sha256:a6d73a830b17ef49bc04e00182bd839164c1b3c59c127cd7c54fcb10c7ed8ee8 \
-    --hash=sha256:a778b25874cb0f862eaab5986bff4ca49ffb0def7c0a34c237b948b3c6c775b2 \
-    --hash=sha256:a7f25baec4c5d851d40718d6fae52285b31683093d4ff5207e63ab306ccf14a5 \
-    --hash=sha256:a845a59664d5c531525a467470220f8edc37959e0a6f8e734ffb6654da5c4bee \
-    --hash=sha256:a999771ff97bec27d18341be4f3a36b163bb1ac41ec17bef6d2dabd84acd33c7 \
-    --hash=sha256:ab9dd2c83c4bbd63e422181a76f13502d049d3ddcac9a1bdc29196263d692bb8 \
-    --hash=sha256:abb65b4e947e958f7b3b0d71db3ce447d1bc5f37f5eab871ce7223bda8768a04 \
-    --hash=sha256:acbb48679ddf3852c45280c10ff10d52ca2cd1da2e552fb81db1ff786c75d0e4 \
-    --hash=sha256:ad37c7792479e49cf96c1ab25517d7003fe0d93687a772ba19a097d235bbe41e \
-    --hash=sha256:ad3aa71e12ee634f22b39a0ff439357583706e50765f17f05550f92dbf128a23 \
-    --hash=sha256:ae3a39a4d96bdb6f8d154fd7f490c4ad06f0532fcd2bb656052a9a7762cf5d31 \
-    --hash=sha256:b081119a6115d2db49e24ab6316b7dcd74651271e9630c7b979999bd0c11973d \
-    --hash=sha256:b4e6fe5c6f4e6ad67c1374a7c85c944ca1a8d9672f0a1628201ea5c58e0d4596 \
-    --hash=sha256:b59ee2ac81de57771a09ecad09191e840a1d2fae1ef684208320591055768f83 \
-    --hash=sha256:b5cd29840505631c6f7dbb8a5d34b742b5e6bbda38fe0b9f54e825f3ea6b61dc \
-    --hash=sha256:b7ffeaada9f8699be63d639536b0b60dff73b7d3325b7475c5bc8fdbf4eed47f \
-    --hash=sha256:bb16aa13ed175bc9be5c2491ba031b85a9b51c4ed90e0b3d4ebe63cf3fb54f8e \
-    --hash=sha256:bfe6f92e3522dcbe8c4281efd74fa7542a336cb00b0e3272c4ec0edabeaeaf67 \
-    --hash=sha256:c21625d710f971dd58ae92c5b0c2ca109d2ceba939becc937c5cff9268cd451b \
-    --hash=sha256:c3c0059e642b2e7e15c77341a8946f670a403fcd57feecc9e47d68555b9b1c08 \
-    --hash=sha256:c40a8ad7d42fe779ac429fe245ed44c54f30e2549173559d70b7167922431701 \
-    --hash=sha256:c4fd8acc6e32596350619896feb372033c0920975992d29837c32853bb1feacd \
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-    --hash=sha256:c72500a3b6d6c30ebfc135035bcace9eb5884f2dc220804efcaaba43e9f611dd \
-    --hash=sha256:c7741c7524961d8c0cb4d4c21b28957ff731a3fd5b5cd8b856dc80a40e9e5acc \
-    --hash=sha256:c9b31ab1f28b078a6a1ac1a54eb35e7d5390deddd56870d0be3a0a733d1c321c \
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-    --hash=sha256:cce1e2782efaf0f595c17fe331cf295882a268c04d5887956e2fc0d262b0fb3a \
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-    --hash=sha256:cee88dfaa6b1b2bfadd3c031fa5f05584870e62fb05dc500942e9900c44fcfda \
-    --hash=sha256:cf7424a11a81f59b6f0abdccfbe27c87d552f059ef761471f98245b46b71b5c9 \
-    --hash=sha256:d006faf3b491957efcb433489be3c149efe4787b7063d5cddb8ddaefdc60e0c1 \
-    --hash=sha256:d1442628c84afa453a9a06a10d74d890d3c1b1e4da313b48b16e1001895fdac4 \
-    --hash=sha256:d33fcd60f5546e4b7538a8ae2b2027b51e9905b9a264c32df56de32202997155 \
-    --hash=sha256:d41fcda2fa8ca682ebca134a2f2dc02575ba549267585597e73061565795f475 \
-    --hash=sha256:d610aa62cdb7d4d497740741772a24a794903bf3e79eaa51d2e800082abe11e5 \
-    --hash=sha256:d798c1e291bffb8e37b5bbe0dda77fc767cd19e89cadaf66e6ed5d0ff88c9fe6 \
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+    --hash=sha256:ad52a0e4bcc0ba956a953a169d1feec2734a64981d689e4fc8f490f7bf91af60 \
+    --hash=sha256:af0c9fedc4a2c24e8664953882fe8185f3790b8338c9c700f76f5ad660817711 \
+    --hash=sha256:afe6380a0e9653a87aa1e6e88fb47718113e5563c7a1cb2bcc23c1d8e17e3961 \
+    --hash=sha256:affb37f152e55b5e4494bb9d0107f7bb08515c6704fbed82d9f61214d74adc17 \
+    --hash=sha256:b0093cf7eeb91b84776e8742113afa4bdf47533d36cf719179aaaf1f56f6f8bf \
+    --hash=sha256:b0de4bf3aa66363552d52c6a89003c479911f12098cd48a53d44a0f7a25f7c46 \
+    --hash=sha256:b30e01a0b97a4bc3f519a4d7a82da3dc53251fb0de5eeea8660dcd4ff094c0c2 \
+    --hash=sha256:b3ba794c3d885803db6c3116686923f1ec13bc86e621e169a375282b63ea1cc6 \
+    --hash=sha256:b3e1107fe5ca030f946dfa59fdbb66b5df121c8432f14b0bdd282d17b297f4eb \
+    --hash=sha256:b5196cc2574cfec572a5f3fb7cfa5ade27305ae3d06516a082132441aff4c83a \
+    --hash=sha256:b6fa3116e40e14e7782fb1a9f872f94b5997de21127c95545ce40196ac1351c5 \
+    --hash=sha256:bb70573d2995d23932e2871120f78d798ebc3572e54c09e694a18ced95c5f8d9 \
+    --hash=sha256:bbcdf9c92d21c65bc75426eecea724c8fa0d35a6e201fdf1630011d4cc3aa685 \
+    --hash=sha256:bcab50a389cc04d87f90092af78a6adba2ab3deca63175a3344ca83514045315 \
+    --hash=sha256:bf28f55e427e0483acb1f666bd0d869b6d5e5a716680c216ad7befe3d4cfba2e \
+    --hash=sha256:bfcd82852c62a60e314670a9602de354c4460f8adad916e2e42a20860c7870bc \
+    --hash=sha256:c240939e963653054fc7e4a17c382829cda4aa88a7daf0af841715dbded1b497 \
+    --hash=sha256:c31a2649bcf1fe97cf11c79848d761df33ac46b3896942d31b640557b486ff6b \
+    --hash=sha256:c4ed42965c2cd9081f011be22f69d0e65d3b6165fe7734072fd0c232840bbd4e \
+    --hash=sha256:c73b6f652f0745425aa6378319c331293b5341756262e9408ed3d45f183375e6 \
+    --hash=sha256:c85949d02c85adf6d786eb94858e124989a632a4e65739835b2fc5761827fac3 \
+    --hash=sha256:c919f38cd3f0b5e8d30b81fd6cac688cf9221560340f0c35cbbb8b2bd77ad6ac \
+    --hash=sha256:c959f88160b13b4e730b0d75b459b7929fc0d2225c284c9683ac95d6feeeac6a \
+    --hash=sha256:cb3fe820c27593f170770d6c8d791936cf6275d9269405fbb7b30a55363c10c8 \
+    --hash=sha256:cf399fac542a1c7a4734a435b93df2c55e858c7d31abf6c1bdf46f9ae67fbfd0 \
+    --hash=sha256:d0b48cdf690a64cedf7258c3dc9506cc41fc86edd7739c40e3098952265dc068 \
+    --hash=sha256:d247b34bf433c92b41689318fd25d246313cab2275a6a47e2efac178b80d6efe \
+    --hash=sha256:d48acabb1e5cb0071009f80d71d7f01b6ba2c1d4b869b1352bb5df3f11bf7dfd \
+    --hash=sha256:d5006c65ec507a333479e76e00e2c368781f16c24ededa764763956b32a0e93e \
+    --hash=sha256:d58ce8b6cfa9c4d2f230557f69caf7c06369e318015d0b19485095bc2c5963ab \
+    --hash=sha256:d59e71153fe9ff85648d00e18649b07e9b22c797291abb7e27274fa06df8b838 \
+    --hash=sha256:d6a5c0bce213b23b0166fe0d35bcbbe23ce4b968f257cc7eb6fd57cb8e1e6297 \
+    --hash=sha256:daa86e4b68221d38e669bb236ba112d0335353829fb627c82e5909e4bbe8694c \
+    --hash=sha256:db77278a6eddadbf44ce5aae2fee5ebb4d061f026b1ce2130d058cd4d7a7b670 \
+    --hash=sha256:dfe0580fbfd5e4af87d0cc52d2044f155d55ebd8c8a93568758a2ea7d8e15975 \
+    --hash=sha256:e14800b9b10bb39d7a60ad4a310e403164d7b8988a27ae933d4e40618a44088e \
+    --hash=sha256:e2a845687219ba3214126f14a8a5861f97c9e065a7d0b8252adb6df13eea86fb \
+    --hash=sha256:e3b87cbd974512c0c5fc7b469c36b2cdc9ee6d76e4ec78bccb2c7184611c49b0 \
+    --hash=sha256:e4a6443968c4e8dc69967e12776776a5952c119cc1bd94168ad1c5ad667c2be1 \
+    --hash=sha256:e605e0b8abca9457abd5bee737e086ab145a20c25083ef1113013612268872ff \
+    --hash=sha256:e6e49370822c1f4d8d90e678b06dbcb08b51a026a7c4b55479e7d467f2e813bc \
+    --hash=sha256:e710ad822c493fb80a4fbc1e3d0a807b1422cb90adbe64378f98291b7fa48fef \
+    --hash=sha256:ea6a3e734b0fd41b82784a400be946821900daebe610c050a5e0760838a34f99 \
+    --hash=sha256:ec55d80e9b8a519d742669e0b49e8ce9e6747be42bf3c138158b6543a9c8e489 \
+    --hash=sha256:ed8bcdab6692fd4ad0dd6241807a24a640a376764460023b8d462d745e6b7b27 \
+    --hash=sha256:f377012b86c0a23a1df0cf5a1b05aa7187649e472f71c7892e5f2c2815bbe74f \
+    --hash=sha256:f6114692261eff4266386cdec0f7d87eee24e317ab397c218b7ae6a76b4c6339 \
+    --hash=sha256:f8044cf4c77f37968b8c4cbcbf7a0f355d8a437877ae18eba23e3aad953a6cc7 \
+    --hash=sha256:f8ed8940435834141061da26d27c4dd0d18fb69777bf431f5c6cc46b43349113 \
+    --hash=sha256:f93e408255ddce525189bf11feaa1be7ee35e55f486c299c97d9caa68d724a5b \
+    --hash=sha256:fb9e256a357dfcede7818c6d34e70db2d6b664394803d1de4b6984d2de76c0f1
     # via datasets
-yarl==1.23.0 \
-    --hash=sha256:03214408cfa590df47728b84c679ae4ef00be2428e11630277be0727eba2d7cc \
-    --hash=sha256:041b1a4cefacf65840b4e295c6985f334ba83c30607441ae3cf206a0eed1a2e4 \
-    --hash=sha256:0793e2bd0cf14234983bbb371591e6bea9e876ddf6896cdcc93450996b0b5c85 \
-    --hash=sha256:0e1fdaa14ef51366d7757b45bde294e95f6c8c049194e793eedb8387c86d5993 \
-    --hash=sha256:0e40111274f340d32ebcc0a5668d54d2b552a6cca84c9475859d364b380e3222 \
-    --hash=sha256:115136c4a426f9da976187d238e84139ff6b51a20839aa6e3720cd1026d768de \
-    --hash=sha256:13a563739ae600a631c36ce096615fe307f131344588b0bc0daec108cdb47b25 \
-    --hash=sha256:16c6994ac35c3e74fb0ae93323bf8b9c2a9088d55946109489667c510a7d010e \
-    --hash=sha256:170e26584b060879e29fac213e4228ef063f39128723807a312e5c7fec28eff2 \
-    --hash=sha256:17235362f580149742739cc3828b80e24029d08cbb9c4bda0242c7b5bc610a8e \
-    --hash=sha256:1932b6b8bba8d0160a9d1078aae5838a66039e8832d41d2992daa9a3a08f7860 \
-    --hash=sha256:1b6b572edd95b4fa8df75de10b04bc81acc87c1c7d16bcdd2035b09d30acc957 \
-    --hash=sha256:1c3a3598a832590c5a3ce56ab5576361b5688c12cb1d39429cf5dba30b510760 \
-    --hash=sha256:1c57676bdedc94cd3bc37724cf6f8cd2779f02f6aba48de45feca073e714fe52 \
-    --hash=sha256:1dc702e42d0684f42d6519c8d581e49c96cefaaab16691f03566d30658ee8788 \
-    --hash=sha256:21d1b7305a71a15b4794b5ff22e8eef96ff4a6d7f9657155e5aa419444b28912 \
-    --hash=sha256:23f371bd662cf44a7630d4d113101eafc0cfa7518a2760d20760b26021454719 \
-    --hash=sha256:2569b67d616eab450d262ca7cb9f9e19d2f718c70a8b88712859359d0ab17035 \
-    --hash=sha256:263cd4f47159c09b8b685890af949195b51d1aa82ba451c5847ca9bc6413c220 \
-    --hash=sha256:2803ed8b21ca47a43da80a6fd1ed3019d30061f7061daa35ac54f63933409412 \
-    --hash=sha256:2a6940a074fb3c48356ed0158a3ca5699c955ee4185b4d7d619be3c327143e05 \
-    --hash=sha256:2e27c8841126e017dd2a054a95771569e6070b9ee1b133366d8b31beb5018a41 \
-    --hash=sha256:31c9921eb8bd12633b41ad27686bbb0b1a2a9b8452bfdf221e34f311e9942ed4 \
-    --hash=sha256:34b6cf500e61c90f305094911f9acc9c86da1a05a7a3f5be9f68817043f486e4 \
-    --hash=sha256:3650dc2480f94f7116c364096bc84b1d602f44224ef7d5c7208425915c0475dd \
-    --hash=sha256:389871e65468400d6283c0308e791a640b5ab5c83bcee02a2f51295f95e09748 \
-    --hash=sha256:39004f0ad156da43e86aa71f44e033de68a44e5a31fc53507b36dd253970054a \
-    --hash=sha256:394906945aa8b19fc14a61cf69743a868bb8c465efe85eee687109cc540b98f4 \
-    --hash=sha256:3ceb13c5c858d01321b5d9bb65e4cf37a92169ea470b70fec6f236b2c9dd7e34 \
-    --hash=sha256:411225bae281f114067578891bc75534cfb3d92a3b4dfef7a6ca78ba354e6069 \
-    --hash=sha256:44bb7bef4ea409384e3f8bc36c063d77ea1b8d4a5b2706956c0d6695f07dcc25 \
-    --hash=sha256:4503053d296bc6e4cbd1fad61cf3b6e33b939886c4f249ba7c78b602214fabe2 \
-    --hash=sha256:4764a6a7588561a9aef92f65bda2c4fb58fe7c675c0883862e6df97559de0bfb \
-    --hash=sha256:4966242ec68afc74c122f8459abd597afd7d8a60dc93d695c1334c5fd25f762f \
-    --hash=sha256:4a42e651629dafb64fd5b0286a3580613702b5809ad3f24934ea87595804f2c5 \
-    --hash=sha256:4a59ba56f340334766f3a4442e0efd0af895fae9e2b204741ef885c446b3a1a8 \
-    --hash=sha256:4c41e021bc6d7affb3364dc1e1e5fa9582b470f283748784bd6ea0558f87f42c \
-    --hash=sha256:5023346c4ee7992febc0068e7593de5fa2bf611848c08404b35ebbb76b1b0512 \
-    --hash=sha256:50f9d8d531dfb767c565f348f33dd5139a6c43f5cbdf3f67da40d54241df93f6 \
-    --hash=sha256:51430653db848d258336cfa0244427b17d12db63d42603a55f0d4546f50f25b5 \
-    --hash=sha256:531ef597132086b6cf96faa7c6c1dcd0361dd5f1694e5cc30375907b9b7d3ea9 \
-    --hash=sha256:53ad387048f6f09a8969631e4de3f1bf70c50e93545d64af4f751b2498755072 \
-    --hash=sha256:53b1ea6ca88ebd4420379c330aea57e258408dd0df9af0992e5de2078dc9f5d5 \
-    --hash=sha256:575aa4405a656e61a540f4a80eaa5260f2a38fff7bfdc4b5f611840d76e9e277 \
-    --hash=sha256:578110dd426f0d209d1509244e6d4a3f1a3e9077655d98c5f22583d63252a08a \
-    --hash=sha256:5ec2f42d41ccbd5df0270d7df31618a8ee267bfa50997f5d720ddba86c4a83a6 \
-    --hash=sha256:5ee586fb17ff8f90c91cf73c6108a434b02d69925f44f5f8e0d7f2f260607eae \
-    --hash=sha256:5f10fd85e4b75967468af655228fbfd212bdf66db1c0d135065ce288982eda26 \
-    --hash=sha256:609d3614d78d74ebe35f54953c5bbd2ac647a7ddb9c30a5d877580f5e86b22f2 \
-    --hash=sha256:62694e275c93d54f7ccedcfef57d42761b2aad5234b6be1f3e3026cae4001cd4 \
-    --hash=sha256:63e92247f383c85ab00dd0091e8c3fa331a96e865459f5ee80353c70a4a42d70 \
-    --hash=sha256:682bae25f0a0dd23a056739f23a134db9f52a63e2afd6bfb37ddc76292bbd723 \
-    --hash=sha256:6b41389c19b07c760c7e427a3462e8ab83c4bb087d127f0e854c706ce1b9215c \
-    --hash=sha256:6e87a6e8735b44816e7db0b2fbc9686932df473c826b0d9743148432e10bb9b9 \
-    --hash=sha256:6f0fd84de0c957b2d280143522c4f91a73aada1923caee763e24a2b3fda9f8a5 \
-    --hash=sha256:70efd20be968c76ece7baa8dafe04c5be06abc57f754d6f36f3741f7aa7a208e \
-    --hash=sha256:71d006bee8397a4a89f469b8deb22469fe7508132d3c17fa6ed871e79832691c \
-    --hash=sha256:73309162a6a571d4cbd3b6a1dcc703c7311843ae0d1578df6f09be4e98df38d4 \
-    --hash=sha256:75e3026ab649bf48f9a10c0134512638725b521340293f202a69b567518d94e0 \
-    --hash=sha256:76855800ac56f878847a09ce6dba727c93ca2d89c9e9d63002d26b916810b0a2 \
-    --hash=sha256:7c6b9461a2a8b47c65eef63bb1c76a4f1c119618ffa99ea79bc5bb1e46c5821b \
-    --hash=sha256:803a3c3ce4acc62eaf01eaca1208dcf0783025ef27572c3336502b9c232005e7 \
-    --hash=sha256:80e6d33a3d42a7549b409f199857b4fb54e2103fc44fb87605b6663b7a7ff750 \
-    --hash=sha256:8419ebd326430d1cbb7efb5292330a2cf39114e82df5cc3d83c9a0d5ebeaf2f2 \
-    --hash=sha256:85610b4f27f69984932a7abbe52703688de3724d9f72bceb1cca667deff27474 \
-    --hash=sha256:85e9beda1f591bc73e77ea1c51965c68e98dafd0fec72cdd745f77d727466716 \
-    --hash=sha256:877b0738624280e34c55680d6054a307aa94f7d52fa0e3034a9cc6e790871da7 \
-    --hash=sha256:88f9fb0116fbfcefcab70f85cf4b74a2b6ce5d199c41345296f49d974ddb4123 \
-    --hash=sha256:8c4fe09e0780c6c3bf2b7d4af02ee2394439d11a523bbcf095cf4747c2932007 \
-    --hash=sha256:93a784271881035ab4406a172edb0faecb6e7d00f4b53dc2f55919d6c9688595 \
-    --hash=sha256:94f8575fbdf81749008d980c17796097e645574a3b8c28ee313931068dad14fe \
-    --hash=sha256:95451e6ce06c3e104556d73b559f5da6c34a069b6b62946d3ad66afcd51642ea \
-    --hash=sha256:99c8a9ed30f4164bc4c14b37a90208836cbf50d4ce2a57c71d0f52c7fb4f7598 \
-    --hash=sha256:9a18d6f9359e45722c064c97464ec883eb0e0366d33eda61cb19a244bf222679 \
-    --hash=sha256:9cbf44c5cb4a7633d078788e1b56387e3d3cf2b8139a3be38040b22d6c3221c8 \
-    --hash=sha256:9ee33b875f0b390564c1fb7bc528abf18c8ee6073b201c6ae8524aca778e2d83 \
-    --hash=sha256:a0e317df055958a0c1e79e5d2aa5a5eaa4a6d05a20d4b0c9c3f48918139c9fc6 \
-    --hash=sha256:a2df6afe50dea8ae15fa34c9f824a3ee958d785fd5d089063d960bae1daa0a3f \
-    --hash=sha256:a31de1613658308efdb21ada98cbc86a97c181aa050ba22a808120bb5be3ab94 \
-    --hash=sha256:a3d2bff8f37f8d0f96c7ec554d16945050d54462d6e95414babaa18bfafc7f51 \
-    --hash=sha256:a41bcf68efd19073376eb8cf948b8d9be0af26256403e512bb18f3966f1f9120 \
-    --hash=sha256:a82836cab5f197a0514235aaf7ffccdc886ccdaa2324bc0aafdd4ae898103039 \
-    --hash=sha256:a8d00f29b42f534cc8aa3931cfe773b13b23e561e10d2b26f27a8d309b0e82a1 \
-    --hash=sha256:aafe5dcfda86c8af00386d7781d4c2181b5011b7be3f2add5e99899ea925df05 \
-    --hash=sha256:ab5f043cb8a2d71c981c09c510da013bc79fd661f5c60139f00dd3c3cc4f2ffb \
-    --hash=sha256:ac09d42f48f80c9ee1635b2fcaa819496a44502737660d3c0f2ade7526d29144 \
-    --hash=sha256:aecfed0b41aa72b7881712c65cf764e39ce2ec352324f5e0837c7048d9e6daaa \
-    --hash=sha256:b2c6b50c7b0464165472b56b42d4c76a7b864597007d9c085e8b63e185cf4a7a \
-    --hash=sha256:b35d13d549077713e4414f927cdc388d62e543987c572baee613bf82f11a4b99 \
-    --hash=sha256:b39cb32a6582750b6cc77bfb3c49c0f8760dc18dc96ec9fb55fbb0f04e08b928 \
-    --hash=sha256:b5405bb8f0e783a988172993cfc627e4d9d00432d6bbac65a923041edacf997d \
-    --hash=sha256:baaf55442359053c7d62f6f8413a62adba3205119bcb6f49594894d8be47e5e3 \
-    --hash=sha256:bd654fad46d8d9e823afbb4f87c79160b5a374ed1ff5bde24e542e6ba8f41434 \
-    --hash=sha256:be61f6fff406ca40e3b1d84716fde398fc08bc63dd96d15f3a14230a0973ed86 \
-    --hash=sha256:bf49a3ae946a87083ef3a34c8f677ae4243f5b824bfc4c69672e72b3d6719d46 \
-    --hash=sha256:c4a80f77dc1acaaa61f0934176fccca7096d9b1ff08c8ba9cddf5ae034a24319 \
-    --hash=sha256:c75eb09e8d55bceb4367e83496ff8ef2bc7ea6960efb38e978e8073ea59ecb67 \
-    --hash=sha256:c7f8dc16c498ff06497c015642333219871effba93e4a2e8604a06264aca5c5c \
-    --hash=sha256:c8aa34a5c864db1087d911a0b902d60d203ea3607d91f615acd3f3108ac32169 \
-    --hash=sha256:cbb0fef01f0c6b38cb0f39b1f78fc90b807e0e3c86a7ff3ce74ad77ce5c7880c \
-    --hash=sha256:cde9a2ecd91668bcb7f077c4966d8ceddb60af01b52e6e3e2680e4cf00ad1a59 \
-    --hash=sha256:cff6d44cb13d39db2663a22b22305d10855efa0fa8015ddeacc40bc59b9d8107 \
-    --hash=sha256:d1009abedb49ae95b136a8904a3f71b342f849ffeced2d3747bf29caeda218c4 \
-    --hash=sha256:d38c1e8231722c4ce40d7593f28d92b5fc72f3e9774fe73d7e800ec32299f63a \
-    --hash=sha256:d53834e23c015ee83a99377db6e5e37d8484f333edb03bd15b4bc312cc7254fb \
-    --hash=sha256:d7504f2b476d21653e4d143f44a175f7f751cd41233525312696c76aa3dbb23f \
-    --hash=sha256:dbf507e9ef5688bada447a24d68b4b58dd389ba93b7afc065a2ba892bea54769 \
-    --hash=sha256:dc52310451fc7c629e13c4e061cbe2dd01684d91f2f8ee2821b083c58bd72432 \
-    --hash=sha256:dd00607bffbf30250fe108065f07453ec124dbf223420f57f5e749b04295e090 \
-    --hash=sha256:dda608c88cf709b1d406bdfcd84d8d63cff7c9e577a403c6108ce8ce9dcc8764 \
-    --hash=sha256:debe9c4f41c32990771be5c22b56f810659f9ddf3d63f67abfdcaa2c6c9c5c1d \
-    --hash=sha256:e09fd068c2e169a7070d83d3bde728a4d48de0549f975290be3c108c02e499b4 \
-    --hash=sha256:e0fd068364a6759bc794459f0a735ab151d11304346332489c7972bacbe9e72b \
-    --hash=sha256:e4c53f8347cd4200f0d70a48ad059cabaf24f5adc6ba08622a23423bc7efa10d \
-    --hash=sha256:e5723c01a56c5028c807c701aa66722916d2747ad737a046853f6c46f4875543 \
-    --hash=sha256:e7b0460976dc75cb87ad9cc1f9899a4b97751e7d4e77ab840fc9b6d377b8fd24 \
-    --hash=sha256:e9d9a4d06d3481eab79803beb4d9bd6f6a8e781ec078ac70d7ef2dcc29d1bea5 \
-    --hash=sha256:ead11956716a940c1abc816b7df3fa2b84d06eaed8832ca32f5c5e058c65506b \
-    --hash=sha256:ed5f69ce7be7902e5c70ea19eb72d20abf7d725ab5d49777d696e32d4fc1811d \
-    --hash=sha256:f2af5c81a1f124609d5f33507082fc3f739959d4719b56877ab1ee7e7b3d602b \
-    --hash=sha256:f40e782d49630ad384db66d4d8b73ff4f1b8955dc12e26b09a3e3af064b3b9d6 \
-    --hash=sha256:f514f6474e04179d3d33175ed3f3e31434d3130d42ec153540d5b157deefd735 \
-    --hash=sha256:f69f57305656a4852f2a7203efc661d8c042e6cc67f7acd97d8667fb448a426e \
-    --hash=sha256:fb1e8b8d66c278b21d13b0a7ca22c41dd757a7c209c6b12c313e445c31dd3b28 \
-    --hash=sha256:fb4948814a2a98e3912505f09c9e7493b1506226afb1f881825368d6fb776ee3 \
-    --hash=sha256:fda207c815b253e34f7e1909840fd14299567b1c0eb4908f8c2ce01a41265401 \
-    --hash=sha256:fe8f8f5e70e6dbdfca9882cd9deaac058729bcf323cf7a58660901e55c9c94f6 \
-    --hash=sha256:fffc45637bcd6538de8b85f51e3df3223e4ad89bccbfca0481c08c7fc8b7ed7d
+yarl==1.24.5 \
+    --hash=sha256:0055afc45e864b92729ac7600e2d102c17bef060647e74bca75fa84d66b9ff36 \
+    --hash=sha256:0465ec8cedc2349b97a6b595ace64084a50c6e839eca40aa0626f38b8350e331 \
+    --hash=sha256:0ebfaffe1a16cb72141c8e09f18cc76856dbe58639f393a4f2b26e474b96b871 \
+    --hash=sha256:16a2f5010280020e90f5330257e6944bc33e73593b136cc5a241e6c1dc292498 \
+    --hash=sha256:17f57620f5475b3c69109376cc87e42a7af5db13c9398e4292772a706ff10780 \
+    --hash=sha256:2120b96872df4a117cde97d270bac96aea7cc52205d305cf4611df694a487027 \
+    --hash=sha256:240cbec09667c1fed4c6cd0060b9ec57332427d7441289a2ed8875dc9fb2b224 \
+    --hash=sha256:24e861e9630e0daddcb9191fb187f60f034e17a4426f8101279f0c475cd74144 \
+    --hash=sha256:2729fcfc4f6a596fb0c50f32090400aa9367774ac296a00387e65098c0befa76 \
+    --hash=sha256:2c1fe720934a16ea8e7146175cba2126f87f54912c8c5435e7f7c7a51ef808d3 \
+    --hash=sha256:2cabe6546e41dabe439999a23fcb5246e0c3b595b4315b96ef755252be90caeb \
+    --hash=sha256:2dbe06fc16bc91502bca713704022182e5729861ae00277c3a23354b40929740 \
+    --hash=sha256:3363fcc96e665878946ad7a106b9a13eac0541766a690ef287c0232ac768b6ec \
+    --hash=sha256:377fe3732edbaf78ee74efdf2c9f49f6e99f20e7f9d2649fda3eb4badd77d76e \
+    --hash=sha256:3ac6aff147deb9c09461b2d4bbdf6256831198f5d8a23f5d37138213090b6d8a \
+    --hash=sha256:3f45789ce415a7ec0820dc4f82925f9b5f7732070be1dec1f5f23ec381435a24 \
+    --hash=sha256:4103b77b8a8225e413107d2349b65eb3c1c52627b5cc5c3c4c1c6a798b218950 \
+    --hash=sha256:4377407001ca3c057773f44d8ddd6358fa5f691407c1ba92210bd3cf8d9e4c95 \
+    --hash=sha256:46c2f213e23a04b93a392942d782eb9e413e6ef6bf7c8c53884e599a5c174dcb \
+    --hash=sha256:47e98aab9d8d82ff682e7b0b5dded33bf138a32b817fcf7fa3b27b2d7c412928 \
+    --hash=sha256:4a36f9becdd4c5c52a20c3e9484128b070b1dcfc8944c006f3a528295a359a9c \
+    --hash=sha256:4af7b7e1be0a69bee8210735fe6dcfc38879adfac6d62e789d53ba432d1ffa41 \
+    --hash=sha256:4d97a951a81039050e45f04e96689b58b8243fa5e62aa14fe67cb6075300885e \
+    --hash=sha256:4db9aecb141cb7a5447171b57aa1ed3a8fee06af40b992ffc31206c0b0121550 \
+    --hash=sha256:53e549287ef628fecba270045c9701b0c564563a9b0577d24a4ec75b8ab8040f \
+    --hash=sha256:56b149b22de33b23b0c6077ab9518c6dcb538ad462e1830e68d06591ccf6e38b \
+    --hash=sha256:570fec8fbd22b032733625f03f10b7ff023bc399213db15e72a7acaef28c2f4e \
+    --hash=sha256:5b8ee53be440a0cffc991a27be3057e0530122548dbe7c0892df08822fce5ede \
+    --hash=sha256:5ba4f78df2bcc19f764a4b26a8a4f5049c110090ad5825993aacb052bf8003ad \
+    --hash=sha256:5c55256dee8f4b27bfbf636c8363383c7c8db7890c7cba5217d7bd5f5f21dab6 \
+    --hash=sha256:5c88e5815a49d289e599f3513aa7fde0bc2092ff188f99c940f007f90f53d104 \
+    --hash=sha256:5fede79c6f73ff2c3ef822864cb1ada23196e62756df53bc6231d351a49516a2 \
+    --hash=sha256:65be18ec59496c13908f02a2472751d9ef840b4f3fb5726f129306bf6a2a7bba \
+    --hash=sha256:66410eb6345d467151934b49bfa70fb32f5b35a6140baa40ad97d6436abea2e9 \
+    --hash=sha256:665b0a2c463cc9423dd647e0bfd9f4ccc9b50f768c55304d5e9f80b177c1de12 \
+    --hash=sha256:6b8536851f9f65e7f00c7a1d49ba7f2be0ffe2c11555367fc9f50d9f842410a1 \
+    --hash=sha256:6c95b17fe34ed802f17e205112e6e10db92275c34fee290aa9bdc55a9c724027 \
+    --hash=sha256:6e73e7fe93f17a7b191f52ec9da9dd8c06a8fe735a1ecbd13b97d1c723bff385 \
+    --hash=sha256:6efbccc3d7f75d5b03105172a8dc86d82ba4da86817952529dd93185f4a88be2 \
+    --hash=sha256:709f1efed56c4a145793c046cd4939f9959bcd818979a787b77d8e09c57a0840 \
+    --hash=sha256:79af890482fc94648e8cde4c68620378f7fef60932710fa17a66abc039244da2 \
+    --hash=sha256:7bcbe0fcf850eae67b6b01749815a4f7161c560a844c769ad7b48fcd99f791c4 \
+    --hash=sha256:7c0494a31a1ac5461a226e7947a9c9b78c44e1dc7185164fa7e9651557a5d9bc \
+    --hash=sha256:7ce27823052e2013b597e0c738b13e7e36b8ccb9400df8959417b052ab0fd92c \
+    --hash=sha256:7f72c74aa99359e27a2ee8d6613fefa28b5f76a983c083074dfc2aaa4ab46213 \
+    --hash=sha256:7fa5e51397466ea7e98de493fa2ff1b8193cfef8a7b0f9b4842f92d342df0dba \
+    --hash=sha256:82632daed195dcc8ea664e8556dc9bdbd671960fb3776bd92806ce05792c2448 \
+    --hash=sha256:82f75e05912e84b7a0fe57075d9c59de3cb352b928330f2eb69b2e1f54c3e1f0 \
+    --hash=sha256:841f0852f48fefea3b12c9dfec00704dfa3aef5215d0e3ce564bb3d7cd8d57c6 \
+    --hash=sha256:874019bd513008b009f58657134e5d0c5e030b3559bd0553976837adf52fe966 \
+    --hash=sha256:88f50c94e21a0a7f14042c015b0eba1881af78562e7bf007e0033e624da59750 \
+    --hash=sha256:89a1bbb58e0e3f7a283653d854b1e95d65e5cfd4af224dac5f02629ec1a3e621 \
+    --hash=sha256:8a6987eaad834cb32dd57d9d582225f0054a5d1af706ccfbbdba735af4927e13 \
+    --hash=sha256:8ac73abdc7ab75610f95a8fd994c6457e87752b02a63987e188f937a1fc180f0 \
+    --hash=sha256:8ccf9aca873b767977c73df497a85dbedee4ee086ae9ae49dc461333b9b79f58 \
+    --hash=sha256:90333fd89b43c0d08ac85f3f1447593fc2c66de18c3d6378d7125ea118dc7a54 \
+    --hash=sha256:92ab3e11448f2ff7bf53c5a26eff0edc086898ec8b21fb154b85839ce1d88075 \
+    --hash=sha256:9335a099ad87287c37fe5d1a982ff392fa5efe5d14b40a730b1ec1d6a41382b4 \
+    --hash=sha256:96d30286dd02679e32a39aa8f0b7498fc847fcda46cfc09df5513e82ce252440 \
+    --hash=sha256:9baafc71b04f8f4bb0703b21d6fc9f0c30b346c636a532ff16ec8491a5ea4b1f \
+    --hash=sha256:9d1216a7f6f77836617dba35687c5b78a4170afc3c3f18fc788f785ba26565c4 \
+    --hash=sha256:9d399bdcfb4a0f659b9b3788bbc89babe63d9a6a65aacdf4d4e7065ff2e6316c \
+    --hash=sha256:9e4e16c73d717c5cf27626c524d0a2e261ad20e46932b2670f64ad5dde23e26f \
+    --hash=sha256:9f4d8cf085a4c6a40fb97ea0f46938a8df43c85d31f9d45e2a8867ea9293790d \
+    --hash=sha256:a33700d13d9b7d84fd10947b09ff69fb9a792e519c8cb9764a3ca70baa6c23a7 \
+    --hash=sha256:a3732e66413163e72508da9eff9ce9d2846fde51fae45d3605393d3e6cd303e9 \
+    --hash=sha256:a4582acf7ef76482f6f511ebaf1946dae7f2e85ec4728b81a678c01df63bd723 \
+    --hash=sha256:a61834fb15d81322d872eaafd333838ae7c9cea84067f232656f75965933d047 \
+    --hash=sha256:a7cff474ab7cd149765bb784cf6d78b32e18e20473fb7bda860bce98ab58e9da \
+    --hash=sha256:a8fe66b8f300da93798025a785a5b90b42f3810dc2b72283ff84a41aaaebc293 \
+    --hash=sha256:a929d878fec099030c292803b31e5d5540a7b6a31e6a3cc76cb4685fc2a2f51b \
+    --hash=sha256:ad5d8201d310b031e6cd839d9bac2d4e5a01533ce5d3d5b50b7de1ef3af1de61 \
+    --hash=sha256:af3aefa655adb5869491fa907e652290386800ae99cc50095cba71e2c6aefdca \
+    --hash=sha256:c0ebc836c47a6477e182169c6a476fc691d12b518894bf7dd2572f0d59f1c7ed \
+    --hash=sha256:c687ed078e145f5fd53a14854beff320e1d2ab76df03e2009c98f39a0f68f39a \
+    --hash=sha256:cbb833ccacdb5519eff9b8b71ee618cc2801c878e77e288775d77c3a2ced858a \
+    --hash=sha256:cf139c02f5f23ef6532040a30ff662c00a318c952334f211046b8e60b7f17688 \
+    --hash=sha256:d46b86567dd4e248c6c159fcbcdcce01e0a5c8a7cd2334a0fff759d0fa075b16 \
+    --hash=sha256:d693396e5aea78db03decd60aec9ece16c9b40ba00a587f089615ff4e718a81d \
+    --hash=sha256:d897129df1a22b12aeed2c2c98df0785a2e8e6e0bde87b389491d0025c187077 \
+    --hash=sha256:daba5e594f06114e37db186efd2dd916609071e59daca901a0a2e71f02b142ce \
+    --hash=sha256:dd625535328fd9882374356269227670189adfcc6a2d90284f323c05862eecbd \
+    --hash=sha256:e006d3a974c4ee19512e5f058abedb6eef36a5e553c14812bdeba1758d812e6d \
+    --hash=sha256:e1ae548a9d901adca07899a4147a7c826bbcc06239d3ce9a59f57886a28a4c88 \
+    --hash=sha256:e2935f8c39e3b03e83519292d78f075189978f3f4adc15a78144c7c8e2a1cba5 \
+    --hash=sha256:e42d75862735da90e7fc5a7b23db0c976f737113a54b3c9777a9b665e9cbff75 \
+    --hash=sha256:e7d42c531243450ef0d4d9c172e7ed6ef052640f195629065041b5add4e058d1 \
+    --hash=sha256:e81b83143bee16329c23db3c1b2d82b29892fcbcb849186d2f6e98a5abe9a57f \
+    --hash=sha256:e8ffa78582120024f476a611d7befc123cee59e47e8309d470cf667d806e613b \
+    --hash=sha256:ebb0ec7f17803063d5aeb982f3b1bd2b2f4e4fae6751226cbd6ba1fcfe9e63ff \
+    --hash=sha256:f08c7513ecef5aad65687bfdf6bc601ae9fccd04a42904501f8f7141abad9eb9 \
+    --hash=sha256:f0a658a6d3fafee5c6f63c58f3e785c8c43c93fbc02bf9f2b6663f8185e0971f \
+    --hash=sha256:f0e466ed7511fe9d459a819edbc6c2585c0b6eabde9fa8a8947552468a7a6ef0 \
+    --hash=sha256:f141474e85b7e54998ec5180530a7cda99ab29e282fa50e0756d89981a9b43c5 \
+    --hash=sha256:f4239bbec5a3577ddb49e4b50aeb32d8e5792098262ae2f63723f916a29b1a25 \
+    --hash=sha256:f540c013589084679a6c7fac07096b10159737918174f5dfc5e11bf5bca4dfe6 \
+    --hash=sha256:f9f3e9c8a9ecffa57bef8fb4fa19e5fa4d2d8307cf6bac5b1fca5e5860f4ba00 \
+    --hash=sha256:fa139875ff98ab97da323cfadfaff08900d1ad42f1b5087b0b812a55c5a06373 \
+    --hash=sha256:fcd3b77e2f17bbe4ca56ec7bcb07992647d19d0b9c05d84886dcd6f9eb810afd \
+    --hash=sha256:fd8c81f346b58f45818d09ea11db69a8d5fd34a224b79871f6d44f12cd7977b1 \
+    --hash=sha256:fe7b7bb170daccbba19ad33012d2b15f1e7942296fd4d45fc1b79013da8cc0f2 \
+    --hash=sha256:ff330d3c30db4eb6b01d79e29d2d0b407a7ecad39cfd9ec993ece57396a2ec0d \
+    --hash=sha256:ff405d91509d88e8d44129cd87b18d70acd1f0c1aeabd7bc3c46792b1fe2acba \
+    --hash=sha256:ffcd54362564dc1a30fb74d8b8a6e5a6b11ebd5e27266adc3b7427a21a6c9104
     # via aiohttp
-zipp==3.23.1 \
-    --hash=sha256:0b3596c50a5c700c9cb40ba8d86d9f2cc4807e9bedb06bcdf7fac85633e444dc \
-    --hash=sha256:32120e378d32cd9714ad503c1d024619063ec28aad2248dc6672ad13edfa5110
+zipp==4.1.0 \
+    --hash=sha256:25ad4e16390cd314347dd8f1de67a2ac538ae658ed4ab9db16029c07c188e97f \
+    --hash=sha256:4cb57381f544315db7688e976e922a2b18cdb513d21cc194eb42232ba2a3e602
     # via importlib-metadata
 zstandard==0.25.0 \
     --hash=sha256:011d388c76b11a0c165374ce660ce2c8efa8e5d87f34996aa80f9c0816698b64 \
@@ -7176,5 +7795,10 @@ zstandard==0.25.0 \
     --hash=sha256:fd7a5004eb1980d3cefe26b2685bcb0b17989901a70a1040d1ac86f1d898c551 \
     --hash=sha256:ffef5a74088f1e09947aecf91011136665152e0b4b359c42be3373897fb39b01
     # via
-    #   clickhouse-connect
+    #   pyiceberg
     #   trino
+
+httpx-sse==0.4.0 \
+    --hash=sha256:1e81a3a3070ce322add1d3529ed42eb5f70817f45ed6ec915ab753f961139721 \
+    --hash=sha256:f329af6eae57eaa2bdfd962b42524764af68075ea87370a2de920af5341e318f
+    # via mcp
diff --git a/sdk/python/requirements/py3.11-minimal-requirements.txt b/sdk/python/requirements/py3.11-minimal-requirements.txt
index 48a46a21175..1ce22bc00da 100644
--- a/sdk/python/requirements/py3.11-minimal-requirements.txt
+++ b/sdk/python/requirements/py3.11-minimal-requirements.txt
@@ -1,135 +1,136 @@
 # This file was autogenerated by uv via the following command:
 #    uv pip compile -p 3.11 --no-strip-extras pyproject.toml --extra minimal --generate-hashes --output-file sdk/python/requirements/py3.11-minimal-requirements.txt
-aiobotocore==2.23.1 \
-    --hash=sha256:a59f2a78629b97d52f10936b79c73de64e481a8c44a62c1871f088df6c1afc4f \
-    --hash=sha256:d81c54d2eae2406ea9a473fea518fed580cf37bc4fc51ce43ba81546e5305114
+aiobotocore==3.8.0 \
+    --hash=sha256:80a1eb64ea915f3af3c1518669975bae74a17b2f37c14eb0fa2f83b915974670 \
+    --hash=sha256:8bc605132cadfe844a3f334635a0a64fa5e360a4a206e915d99d53db5b6deeba
     # via feast (pyproject.toml)
-aiohappyeyeballs==2.6.1 \
-    --hash=sha256:c3f9d0113123803ccadfdf3f0faa505bc78e6a72d1cc4806cbd719826e943558 \
-    --hash=sha256:f349ba8f4b75cb25c99c5c2d84e997e485204d2902a9597802b0371f09331fb8
+aiohappyeyeballs==2.7.1 \
+    --hash=sha256:065665c041c42a5938ed220bdcd7230f22527fbec085e1853d2402c8a3615d9d \
+    --hash=sha256:9243213661e29250eb41368e5daa826fc017156c3b8a11440826b2e3ed376472
     # via aiohttp
-aiohttp==3.13.5 \
-    --hash=sha256:019a67772e034a0e6b9b17c13d0a8fe56ad9fb150fc724b7f3ffd3724288d9e5 \
-    --hash=sha256:02222e7e233295f40e011c1b00e3b0bd451f22cf853a0304c3595633ee47da4b \
-    --hash=sha256:023ecba036ddd840b0b19bf195bfae970083fd7024ce1ac22e9bba90464620e9 \
-    --hash=sha256:02e048037a6501a5ec1f6fc9736135aec6eb8a004ce48838cb951c515f32c80b \
-    --hash=sha256:0494a01ca9584eea1e5fbd6d748e61ecff218c51b576ee1999c23db7066417d8 \
-    --hash=sha256:0f7a18f258d124cd678c5fe072fe4432a4d5232b0657fca7c1847f599233c83a \
-    --hash=sha256:10a75acfcf794edf9d8db50e5a7ec5fc818b2a8d3f591ce93bc7b1210df016d2 \
-    --hash=sha256:110e448e02c729bcebb18c60b9214a87ba33bac4a9fa5e9a5f139938b56c6cb1 \
-    --hash=sha256:147b4f501d0292077f29d5268c16bb7c864a1f054d7001c4c1812c0421ea1ed0 \
-    --hash=sha256:157826e2fa245d2ef46c83ea8a5faf77ca19355d278d425c29fda0beb3318037 \
-    --hash=sha256:15c933ad7920b7d9a20de151efcd05a6e38302cbf0e10c9b2acb9a42210a2416 \
-    --hash=sha256:178c7b5e62b454c2bc790786e6058c3cc968613b4419251b478c153a4aec32b1 \
-    --hash=sha256:18a2f6c1182c51baa1d28d68fea51513cb2a76612f038853c0ad3c145423d3d9 \
-    --hash=sha256:1efb06900858bb618ff5cee184ae2de5828896c448403d51fb633f09e109be0a \
-    --hash=sha256:20058e23909b9e65f9da62b396b77dfa95965cbe840f8def6e572538b1d32e36 \
-    --hash=sha256:206b7b3ef96e4ce211754f0cd003feb28b7d81f0ad26b8d077a5d5161436067f \
-    --hash=sha256:20ae0ff08b1f2c8788d6fb85afcb798654ae6ba0b747575f8562de738078457b \
-    --hash=sha256:2294172ce08a82fb7c7273485895de1fa1186cc8294cfeb6aef4af42ad261174 \
-    --hash=sha256:241a94f7de7c0c3b616627aaad530fe2cb620084a8b144d3be7b6ecfe95bae3b \
-    --hash=sha256:26d2f8546f1dfa75efa50c3488215a903c0168d253b75fba4210f57ab77a0fb8 \
-    --hash=sha256:2837fb92951564d6339cedae4a7231692aa9f73cbc4fb2e04263b96844e03b4e \
-    --hash=sha256:2994be9f6e51046c4f864598fd9abeb4fba6e88f0b2152422c9666dcd4aea9c6 \
-    --hash=sha256:2d6d44a5b48132053c2f6cd5c8cb14bc67e99a63594e336b0f2af81e94d5530c \
-    --hash=sha256:31cebae8b26f8a615d2b546fee45d5ffb76852ae6450e2a03f42c9102260d6fe \
-    --hash=sha256:327cc432fdf1356fb4fbc6fe833ad4e9f6aacb71a8acaa5f1855e4b25910e4a9 \
-    --hash=sha256:329f292ed14d38a6c4c435e465f48bebb47479fd676a0411936cc371643225cc \
-    --hash=sha256:330f5da04c987f1d5bdb8ae189137c77139f36bd1cb23779ca1a354a4b027800 \
-    --hash=sha256:33add2463dde55c4f2d9635c6ab33ce154e5ecf322bd26d09af95c5f81cfa286 \
-    --hash=sha256:347542f0ea3f95b2a955ee6656461fa1c776e401ac50ebce055a6c38454a0adf \
-    --hash=sha256:39380e12bd1f2fdab4285b6e055ad48efbaed5c836433b142ed4f5b9be71036a \
-    --hash=sha256:3a807cabd5115fb55af198b98178997a5e0e57dead43eb74a93d9c07d6d4a7dc \
-    --hash=sha256:3b13560160d07e047a93f23aaa30718606493036253d5430887514715b67c9d9 \
-    --hash=sha256:3df334e39d4c2f899a914f1dba283c1aadc311790733f705182998c6f7cae665 \
-    --hash=sha256:4bb6bf5811620003614076bdc807ef3b5e38244f9d25ca5fe888eaccea2a9832 \
-    --hash=sha256:4beac52e9fe46d6abf98b0176a88154b742e878fdf209d2248e99fcdf73cd297 \
-    --hash=sha256:4e704c52438f66fdd89588346183d898bb42167cf88f8b7ff1c0f9fc957c348f \
-    --hash=sha256:4eac02d9af4813ee289cd63a361576da36dba57f5a1ab36377bc2600db0cbb73 \
-    --hash=sha256:53fc049ed6390d05423ba33103ded7281fe897cf97878f369a527070bd95795b \
-    --hash=sha256:55b3bdd3292283295774ab585160c4004f4f2f203946997f49aac032c84649e9 \
-    --hash=sha256:57653eac22c6a4c13eb22ecf4d673d64a12f266e72785ab1c8b8e5940d0e8090 \
-    --hash=sha256:60869c7ac4aaabe7110f26499f3e6e5696eae98144735b12a9c3d9eae2b51a49 \
-    --hash=sha256:636bc362f0c5bbc7372bc3ae49737f9e3030dbce469f0f422c8f38079780363d \
-    --hash=sha256:676e5651705ad5d8a70aeb8eb6936c436d8ebbd56e63436cb7dd9bb36d2a9a46 \
-    --hash=sha256:69f571de7500e0557801c0b51f4780482c0ec5fe2ac851af5a92cfce1af1cb83 \
-    --hash=sha256:6a7cbeb06d1070f1d14895eeeed4dac5913b22d7b456f2eb969f11f4b3993796 \
-    --hash=sha256:6cf81fe010b8c17b09495cbd15c1d35afbc8fb405c0c9cf4738e5ae3af1d65be \
-    --hash=sha256:6e27ea05d184afac78aabbac667450c75e54e35f62238d44463131bd3f96753d \
-    --hash=sha256:6f1cbf0c7926d315c3c26c2da41fd2b5d2fe01ac0e157b78caefc51a782196cf \
-    --hash=sha256:6f497a6876aa4b1a102b04996ce4c1170c7040d83faa9387dd921c16e30d5c83 \
-    --hash=sha256:756c3c304d394977519824449600adaf2be0ccee76d206ee339c5e76b70ded25 \
-    --hash=sha256:77dfa48c9f8013271011e51c00f8ada19851f013cde2c48fca1ba5e0caf5bb06 \
-    --hash=sha256:7996023b2ed59489ae4762256c8516df9820f751cf2c5da8ed2fb20ee50abab3 \
-    --hash=sha256:7ab7229b6f9b5c1ba4910d6c41a9eb11f543eadb3f384df1b4c293f4e73d44d6 \
-    --hash=sha256:7becdf835feff2f4f335d7477f121af787e3504b48b449ff737afb35869ba7bb \
-    --hash=sha256:7c35b0bf0b48a70b4cb4fc5d7bed9b932532728e124874355de1a0af8ec4bc88 \
-    --hash=sha256:7c4b6668b2b2b9027f209ddf647f2a4407784b5d88b8be4efcc72036f365baf9 \
-    --hash=sha256:7e5dc4311bd5ac493886c63cbf76ab579dbe4641268e7c74e48e774c74b6f2be \
-    --hash=sha256:888e78eb5ca55a615d285c3c09a7a91b42e9dd6fc699b166ebd5dee87c9ccf14 \
-    --hash=sha256:898703aa2667e3c5ca4c54ca36cd73f58b7a38ef87a5606414799ebce4d3fd3a \
-    --hash=sha256:8b14eb3262fad0dc2f89c1a43b13727e709504972186ff6a99a3ecaa77102b6c \
-    --hash=sha256:8bd3ec6376e68a41f9f95f5ed170e2fcf22d4eb27a1f8cb361d0508f6e0557f3 \
-    --hash=sha256:8cf20a8d6868cb15a73cab329ffc07291ba8c22b1b88176026106ae39aa6df0f \
-    --hash=sha256:8f14c50708bb156b3a3ca7230b3d820199d56a48e3af76fa21c2d6087190fe3d \
-    --hash=sha256:8f546a4dc1e6a5edbb9fd1fd6ad18134550e096a5a43f4ad74acfbd834fc6670 \
-    --hash=sha256:912d4b6af530ddb1338a66229dac3a25ff11d4448be3ec3d6340583995f56031 \
-    --hash=sha256:9277145d36a01653863899c665243871434694bcc3431922c3b35c978061bdb8 \
-    --hash=sha256:95d14ca7abefde230f7639ec136ade282655431fd5db03c343b19dda72dd1643 \
-    --hash=sha256:999802d5fa0389f58decd24b537c54aa63c01c3219ce17d1214cbda3c2b22d2d \
-    --hash=sha256:9a0f4474b6ea6818b41f82172d799e4b3d29e22c2c520ce4357856fced9af2f8 \
-    --hash=sha256:9b16c653d38eb1a611cc898c41e76859ca27f119d25b53c12875fd0474ae31a8 \
-    --hash=sha256:9d98cc980ecc96be6eb4c1994ce35d28d8b1f5e5208a23b421187d1209dbb7d1 \
-    --hash=sha256:9efcc0f11d850cefcafdd9275b9576ad3bfb539bed96807663b32ad99c4d4b88 \
-    --hash=sha256:a2567b72e1ffc3ab25510db43f355b29eeada56c0a622e58dcdb19530eb0a3cb \
-    --hash=sha256:a5029cc80718bbd545123cd8fe5d15025eccaaaace5d0eeec6bd556ad6163d61 \
-    --hash=sha256:a60eaa2d440cd4707696b52e40ed3e2b0f73f65be07fd0ef23b6b539c9c0b0b4 \
-    --hash=sha256:a79a6d399cef33a11b6f004c67bb07741d91f2be01b8d712d52c75711b1e07c7 \
-    --hash=sha256:a84792f8631bf5a94e52d9cc881c0b824ab42717165a5579c760b830d9392ac9 \
-    --hash=sha256:a8a4d3427e8de1312ddf309cc482186466c79895b3a139fed3259fc01dfa9a5b \
-    --hash=sha256:a8aca50daa9493e9e13c0f566201a9006f080e7c50e5e90d0b06f53146a54500 \
-    --hash=sha256:aa6d0d932e0f39c02b80744273cd5c388a2d9bc07760a03164f229c8e02662f6 \
-    --hash=sha256:ab2899f9fa2f9f741896ebb6fa07c4c883bfa5c7f2ddd8cf2aafa86fa981b2d2 \
-    --hash=sha256:af545c2cffdb0967a96b6249e6f5f7b0d92cdfd267f9d5238d5b9ca63e8edb10 \
-    --hash=sha256:b18f31b80d5a33661e08c89e202edabf1986e9b49c42b4504371daeaa11b47c1 \
-    --hash=sha256:b20df693de16f42b2472a9c485e1c948ee55524786a0a34345511afdd22246f3 \
-    --hash=sha256:b38765950832f7d728297689ad78f5f2cf79ff82487131c4d26fe6ceecdc5f8e \
-    --hash=sha256:b6f6cd1560c5fa427e3b6074bb24d2c64e225afbb7165008903bd42e4e33e28a \
-    --hash=sha256:bace460460ed20614fa6bc8cb09966c0b8517b8c58ad8046828c6078d25333b5 \
-    --hash=sha256:bca9ef7517fd7874a1a08970ae88f497bf5c984610caa0bf40bd7e8450852b95 \
-    --hash=sha256:c180f480207a9b2475f2b8d8bd7204e47aec952d084b2a2be58a782ffcf96074 \
-    --hash=sha256:c2b2355dc094e5f7d45a7bb262fe7207aa0460b37a0d87027dcf21b5d890e7d5 \
-    --hash=sha256:c564dd5f09ddc9d8f2c2d0a301cd30a79a2cc1b46dd1a73bef8f0038863d016b \
-    --hash=sha256:c632ce9c0b534fbe25b52c974515ed674937c5b99f549a92127c85f771a78772 \
-    --hash=sha256:c719f65bebcdf6716f10e9eff80d27567f7892d8988c06de12bbbd39307c6e3a \
-    --hash=sha256:c86969d012e51b8e415a8c6ce96f7857d6a87d6207303ab02d5d11ef0cad2274 \
-    --hash=sha256:c974fb66180e58709b6fc402846f13791240d180b74de81d23913abe48e96d94 \
-    --hash=sha256:c9883051c6972f58bfc4ebb2116345ee2aa151178e99c3f2b2bbe2af712abd13 \
-    --hash=sha256:ca9ac61ac6db4eb6c2a0cd1d0f7e1357647b638ccc92f7e9d8d133e71ed3c6ac \
-    --hash=sha256:cb979826071c0986a5f08333a36104153478ce6018c58cba7f9caddaf63d5d67 \
-    --hash=sha256:cd3db5927bf9167d5a6157ddb2f036f6b6b0ad001ac82355d43e97a4bde76d76 \
-    --hash=sha256:d147004fede1b12f6013a6dbb2a26a986a671a03c6ea740ddc76500e5f1c399f \
-    --hash=sha256:d3a4834f221061624b8887090637db9ad4f61752001eae37d56c52fddade2dc8 \
-    --hash=sha256:d9010032a0b9710f58012a1e9c222528763d860ba2ee1422c03473eab47703e7 \
-    --hash=sha256:d97f93fdae594d886c5a866636397e2bcab146fd7a132fd6bb9ce182224452f8 \
-    --hash=sha256:df23d57718f24badef8656c49743e11a89fd6f5358fa8a7b96e728fda2abf7d3 \
-    --hash=sha256:df6104c009713d3a89621096f3e3e88cc323fd269dbd7c20afe18535094320be \
-    --hash=sha256:e5e5f7debc7a57af53fdf5c5009f9391d9f4c12867049d509bf7bb164a6e295b \
-    --hash=sha256:e7d2f8616f0ff60bd332022279011776c3ac0faa0f1b463f7bb12326fbc97a1c \
-    --hash=sha256:e999f0c88a458c836d5fb521814e92ed2172c649200336a6df514987c1488258 \
-    --hash=sha256:eb4639f32fd4a9904ab8fb45bf3383ba71137f3d9d4ba25b3b3f3109977c5b8c \
-    --hash=sha256:ec707059ee75732b1ba130ed5f9580fe10ff75180c812bc267ded039db5128c6 \
-    --hash=sha256:ecc26751323224cf8186efcf7fbcbc30f4e1d8c7970659daf25ad995e4032a56 \
-    --hash=sha256:ee5e86776273de1795947d17bddd6bb19e0365fd2af4289c0d2c5454b6b1d36b \
-    --hash=sha256:f1162a1492032c82f14271e831c8f4b49f2b6078f4f5fc74de2c912fa225d51d \
-    --hash=sha256:f34ecee82858e41dd217734f0c41a532bd066bcaab636ad830f03a30b2a96f2a \
-    --hash=sha256:f85c6f327bf0b8c29da7d93b1cabb6363fb5e4e160a32fa241ed2dce21b73162 \
-    --hash=sha256:f92995dfec9420bb69ae629abf422e516923ba79ba4403bc750d94fb4a6c68c1 \
-    --hash=sha256:fb0540c854ac9c0c5ad495908fdfd3e332d553ec731698c0e29b1877ba0d2ec6 \
-    --hash=sha256:fceedde51fbd67ee2bcc8c0b33d0126cc8b51ef3bbde2f86662bd6d5a6f10ec5 \
-    --hash=sha256:fe6970addfea9e5e081401bcbadf865d2b6da045472f58af08427e108d618540 \
-    --hash=sha256:fee86b7c4bd29bdaf0d53d14739b08a106fdda809ca5fe032a15f52fae5fe254
-    # via aiobotocore
+aiohttp==3.14.3 \
+    --hash=sha256:03cd2bde3d7f085b64e549c985f4bb928cad7e8ecf5323bfca320db548d81b39 \
+    --hash=sha256:041badb8f84396357c4d3ad26de6afd7a32b112f43d3c63045c0c8278cfd2043 \
+    --hash=sha256:0a5ff2dfbb9ce645fa5b8ef3e02c6c0b9cc3f6030ff863d0c51fffc50cb5541b \
+    --hash=sha256:0fdea2281997af69da84c77ffa6f5938a0285f21fb3887c249d67419ca865b3d \
+    --hash=sha256:11fb37ef075669eee52ab1928fbf6e1741fada40409fa309ebde9607a962aebf \
+    --hash=sha256:134ac5ddcf61c6fad984b9a5727d83492ada43d63471db20fb73042c13fca62f \
+    --hash=sha256:152516815ef926786a0b6ae2b8f1fd2e0c71582dee0b435636865316fd4891b7 \
+    --hash=sha256:1576145bdceeb92382d899751e12743a3a5b8e460a841e3e50543859e54864dc \
+    --hash=sha256:16100ad3ab8d649fdfbee87602d9d2dcdca9df0b9eda8a1b5fdc0d41f96da559 \
+    --hash=sha256:16ea7e24c309fb7c0bbd505d149abe4fe4dccfb8db911db7dbec0921bc889a6f \
+    --hash=sha256:18c441d0a8fca6de8d1f546849b9f0ab20d435993e2c5b59562b2fae6be2f929 \
+    --hash=sha256:18cb43369747b2ae007bd2655fb8e63a099c2ff1d207962943636dac989b3147 \
+    --hash=sha256:1b59533861b70a2185c8f4f350f791f39d64358ef6944ce71c5240c9ec0982c9 \
+    --hash=sha256:1c5281acc88b92396f88c7e1e2748f8466689df22b80170e4f51efa712fb47a8 \
+    --hash=sha256:1c5ec8fb1bcc31a8466f74aaf26c345d5c386fa4bd08a3f0eb9c7a4a3fe8b5bf \
+    --hash=sha256:1caa7b0d05f3e3a36f87788c59e970a7ee1cefcfcbb924a9f138c4a6551c9cb7 \
+    --hash=sha256:21c016079415ed3fd676963e9793700a566d85dbbd6bfc564b9b2d209147dcc8 \
+    --hash=sha256:2498f0fe69ead802f9675beca44a7c21c62fdaa4ec5145ea1c3ad6edbee29f85 \
+    --hash=sha256:25bd2708db6bdf6a6630dd37bdcdfcb47c4434d22ac69c64665b802910140b30 \
+    --hash=sha256:270d3dace9ca2f10f0da5d8ebe519b7a310fc6112ed916e32df5866df0888553 \
+    --hash=sha256:2e1161602f45a54de2ce0905243a95f58cb42dcd378402f3697f5e0b21e9d2e7 \
+    --hash=sha256:2e9878ae68e4a5f1c0abe4dd497dbc3d51946f5837b56759e2a02e78fa90ef86 \
+    --hash=sha256:30402d03a7c0ff52bce290b57e564e9079fd9d0cb545c8aba73f86a103162d2e \
+    --hash=sha256:33a2d7c28d33797a2e99923dffa63f83d908a19b6bf26cfe80fa790aa5e1a75a \
+    --hash=sha256:362a3fd481769cac1a824514bcd86fda51c65e8fe6e051099e008fddde6db17c \
+    --hash=sha256:38901a84da3ce22249f6e860bf8f90d141bcab7da090cc398f8bb58c0e44b7da \
+    --hash=sha256:39aded8c7f3b935b54aab1d8d73c70ec0ee2d3ec3b943e0e86611bc150ba47f5 \
+    --hash=sha256:3a26434dafe408229ff3403458ca58de24fb51936504decac49ce6755f77e59d \
+    --hash=sha256:3ae5b3a59436d089b5395d910121a390feed4d00578eb95a0fd1a329fe963100 \
+    --hash=sha256:3d4f72af88ac2474bb5bca640030320e3d38a0163a1d7533500e87be458eef71 \
+    --hash=sha256:3f42e9b78301f11c8f861746175d8b9c1ccef713fcad9eab396e2f6db8ed4a22 \
+    --hash=sha256:42a67efc36300d052fb4508a53e8b6901b9284b599ae63945c377569c5fcc1e1 \
+    --hash=sha256:48d67b87db6279c044760787eb01f6413032c2e6f3ba1cafaa492b1c8e578479 \
+    --hash=sha256:498c6c623134f8e09a3c4e60bcd607a0b4590dd7dbf08dd40851b27cbb520ccb \
+    --hash=sha256:49f7325beb0f85ef4aef5f48f490269575f83e6e2acad00a1d80b807eb027062 \
+    --hash=sha256:4e3ac92d90e92773b2362d506068e9a948192bd553e743c5b2429e28527c8661 \
+    --hash=sha256:530125ee1163c4219af35dc3aa1206e541e7b31b6efc1a3f93b70a136f65d427 \
+    --hash=sha256:5373dc80ad1aa2fb9ad95c83f24eef418bbda3a61375f128e5b0192e4f3f9b32 \
+    --hash=sha256:53e5179d8abb5710f8e83ba207c41c8d1261fcffd4616500e15ca2b7a33be10a \
+    --hash=sha256:53e7b4ce82b54a8bcc71b3b67a5cbd177ca1d7f592cbc92cd38b7349f73482db \
+    --hash=sha256:543906c127fb1d929b95076db19b83fa2d46751006ff1e23b093aa5ac4d8db42 \
+    --hash=sha256:54cfcdee2770dac994417cbb0ee1f3eb0e7cb6b30c79bf44f2c02ff79ec5124a \
+    --hash=sha256:55bdcc472aafe2de4a253045cc128007a64f1e0264fb675791e132ea5edaa3bd \
+    --hash=sha256:56f355e79f71aef2a85c80305cc915f894b170dba76de5fe84f6351939b83c06 \
+    --hash=sha256:5895ef58c4620afe02fa16044f023dc4dafec08158f9d08874a46a7dbc0341b8 \
+    --hash=sha256:5bcb6ff3fdab1258a192679ff1a05d44f59626430aa05cd1a9d2447423599228 \
+    --hash=sha256:5f08ec777f35ee70720233b8b9811d3bb5d728137f30ac91b7457709c3261ac0 \
+    --hash=sha256:614c61d478b83953e261d02bb2df750f17227cd33ef8002945bf5aebbde21919 \
+    --hash=sha256:617105e2c3018ee38d0c8ce5ee3c84f621a6d8b9f723202aacaff28449ca91ee \
+    --hash=sha256:6debfa7312ff9d4c124dc71d72e9a0a4b9e0879e48ba6fcb42bef5c3300289e2 \
+    --hash=sha256:7041d52c3a7fa20c9e8c182b534704abb19502c8bdcbde7ab23bfda6f642394f \
+    --hash=sha256:70c987b27534f9ae1a723f47ae921571d616da21d3208282bf4c52af5164ac43 \
+    --hash=sha256:74ab5b6a9fb13e873e5a90946588baecaf488745e1db1a4a5c433f971f035098 \
+    --hash=sha256:78253b573e6ffab5028924fc98bc281aae05445969982a10864bc360dea2016c \
+    --hash=sha256:7a75aa63cbf9b21cfaf60dc2657e19df2c2867d91707d653fee171ffeedd1371 \
+    --hash=sha256:8800c996b01c2772a783e3e46f3e1abd5823029adca0df54231960de9bfefa5b \
+    --hash=sha256:89176250f686cb9853c0fb7ead90e639e915b84a6f43eedc2a4e7ec21f1037f0 \
+    --hash=sha256:8a5fd34f7f7410d1730d5c2ba873cacb2eed3fede366feb268a70ba22581ed8f \
+    --hash=sha256:8b3b60de05f3dcb6f6a00f818bb2ec781cee4de0645f59ccaf99b1d1823b6100 \
+    --hash=sha256:8f2f1c4c032c7cedd7d8da6f54c97b70266c6570c3108d3fdffee7188bb70529 \
+    --hash=sha256:9491196535a88924a60afd5b5f434b5b203b6cc616250878dbdb223a8f7844bc \
+    --hash=sha256:9aa6e61fdf20105c4144e755bd586008ff450791d67b1c8146fdc15959c4d51c \
+    --hash=sha256:9d9edccfe496b476db5f398d97b865e9a6752bcf8aec4eef8390ce20fb64bb41 \
+    --hash=sha256:9fc7b5bfec6573f3ae844f457fdde5adeb713f8b8e4a81ad64fc207b49383716 \
+    --hash=sha256:a0dc483c00da8b673abbb367eb6f8d8f4bcec30eb58529ea13cb42e7fd2dfa33 \
+    --hash=sha256:a3a8296e7ab5c295f53f1041487cb088e1480775aafbf7fe545d93b770a0f96f \
+    --hash=sha256:a3e22975f905b89a55a488c2a08f2fdb2186175349e917d48985cc468a3d4c6e \
+    --hash=sha256:a4af35c443e0b1a1bd6a8af3f3485d7fda15c142751a00f3ff8090f0b93346fa \
+    --hash=sha256:a94dbaae5ae27bd849c93570669bff91e0510f33a80805738e3de72a7be0447b \
+    --hash=sha256:ac74facc01463f138b0da5580329cfcc82818dea5656e83ddcd11268fc12ff80 \
+    --hash=sha256:ad4c8b7488d745d2ca4838ebd8ae5ba9b56341d30b1da43640e4ce87f9f49646 \
+    --hash=sha256:b014a6ed7cf912e787149fdc529166d3ceabac23f26efeea3158c9aba2354e7e \
+    --hash=sha256:b20032766aedf6261c7a566585a40867d092ac03a0d81592d5370ef9b054f99b \
+    --hash=sha256:b2466434105a4e03113c36ec775cc2ebe6676b62eae326fa670bb607ef788c1c \
+    --hash=sha256:b304db572b4368edd8dda8a2274f73156fe15558fca4a917cb8a09fc47af5963 \
+    --hash=sha256:ba59d59aba08ac02fc03b0c8983ccd5ee39a199d0552ce9e6d2b4845b34d59ae \
+    --hash=sha256:bd52f811e65f6fb634b1047159657c98f52b407f8efec907bcfc09da9a4c0a25 \
+    --hash=sha256:bdd0e2834dce1a26c1bbe26464861e16bbe217042cbff619247c11594472518c \
+    --hash=sha256:c23ec8ee9d5ab2f5421f9c7fffce208435607af27fd46d4a44e031954352838f \
+    --hash=sha256:c39846c3aad97a8530c89d7a3869a8f8e9e3762c6ac0504481e5c80948f7e807 \
+    --hash=sha256:c3c200cf9757edd785051dc699c7ecbec22110dbfcb3fefc7a9f9695eda8ea7a \
+    --hash=sha256:c7d3a97c678d34fc5b59da671ee9cd630096ddc643e7b5a30d54a2a6f3574d3f \
+    --hash=sha256:c8653fd547c93a61aadc612007790f5555cdd18946fa48cf45e26d8ea4ea473d \
+    --hash=sha256:cc7cb243a68167172f48c1fd43cee91ec4b1d40cefd190edd43369d1a6bc9c82 \
+    --hash=sha256:ccd4893707b3e2a13e39c90d43cf80edf2e4d0457935bcc103bf2346214c3f15 \
+    --hash=sha256:cd817772b2fcf2b8c0905795318485f9ec16eae60b29feb7f4c77085311637f0 \
+    --hash=sha256:cda5fd5c95ad7a125a2e8464acc78b98b94c475a3780d6aa0aa157c93f470f4d \
+    --hash=sha256:cef89a58e628c4efcac3275c2d68083f82426dcdc89c1492a6f654f9f7ea6ab9 \
+    --hash=sha256:d1558173930a5a8d3069cee5c92fc91c87c4dbcb099debbb3622053717145a19 \
+    --hash=sha256:d6088ec9894113802bddb3c09e974929aed2c7b3a8c456219b8aab4481f1a239 \
+    --hash=sha256:d6218d92e450824e9b4881f44e8c09f1853b490f9a64130801024a4793b1b3b0 \
+    --hash=sha256:d77640cc618c1d99fc4f8589c0f24a730adfa54eb1e57ef7bf0c8dfb78da898c \
+    --hash=sha256:d7d2deec16eeedf55f2c7cf75b521ea3856a5177e123844f8fd0f114ce252cb5 \
+    --hash=sha256:db332af25642007330fca8be5c4d194caf2bea7a7fc84415aff3497af5dfee6b \
+    --hash=sha256:dd54d0e8717de95939766febac482ac0474d8ac3b048115f9f2b1d23a16e7db4 \
+    --hash=sha256:ddcac3c6b382e81f1dd0499199d4136b877beb4cb5ef770bbbfba56c4b8f55d2 \
+    --hash=sha256:df82f3787c940c94986b34222d59c9e38843fba85139f36e85255a82ad5355a9 \
+    --hash=sha256:dfa68deb2a443bdaa3ea5297b0699c1464f08aef3812b486d1348eee61b07dc0 \
+    --hash=sha256:dff9461ec275f22135650d5ba4b4931a11f3958df7dfbb8db630000d4dee0883 \
+    --hash=sha256:e1e74298bab6ee0d6e749ed4fd1901c7e604bdda32c03d787a2cc71c46d0433d \
+    --hash=sha256:e2667f0bbe7eb6c74eae5e9691441ad186e5845ca3cff63230fc09c4e7514f5d \
+    --hash=sha256:e3be98a7c30b8c25d573dafba7171d66dfb05ee6a9070fc46535464ff97700a6 \
+    --hash=sha256:e568e14940c09955aa51f4e645b6daa18a581c5dcfcd73744dcc86a856e3ced3 \
+    --hash=sha256:e72ee89e28d907a18f46959b4eb0bb06701cc7f8cf4366e00029e2ccfaaf5924 \
+    --hash=sha256:e92eb8acc45eb6a9f4935071a77edf5b85cc6f8dfad5cd99e97653c26593cdde \
+    --hash=sha256:ea05e1f97ceea523942d9b2a7d7c0359d781d683d6b043f5943a602b14da4787 \
+    --hash=sha256:eac645b09bcfdf73df7536331f0678c1086ea250981118ddb5199e17ccef72bb \
+    --hash=sha256:eb0495d778817619273c108784292be161a924b9f5ae5cbbc70a2caa6838250b \
+    --hash=sha256:ebe8e504f058fe91223351cecd2d9d6946c9d241bb0250d898ffbdf584cc72b0 \
+    --hash=sha256:ed099d105449c4f9e84f24af203cd131349d4761d8813fa7e02c32e7128cd910 \
+    --hash=sha256:f0f177d1b195b9e06376cfd7d308d8a1b920909a609d03ac82a8c73bbb16d3b9 \
+    --hash=sha256:f3d2669fe7dec7fc359ecdb5984b29b50d85d5d00f8c1cb61de4f4a24ee42627 \
+    --hash=sha256:f4e05329faa0ea1a404b37de4f034fd2c2defcca06a68dc6745e4e56c88e8a48 \
+    --hash=sha256:f53bcd52f585e1ac3e590d61434eb61f9a88c38df041b4ea126d97144344a77b \
+    --hash=sha256:f55119f7bf25f49ed210f6096090715da24f2943c62102448915fde3c62877ce \
+    --hash=sha256:f631fe87a6f30df5fbe6d79640b25e4cffb38c31c7fb6f10871517b84b0f8c1a \
+    --hash=sha256:f8fb78a83c9e5f741ca3a68cfb455c1f5bb83b4e7249a3848b3cd78d0a8563b0 \
+    --hash=sha256:fa9467a8113aa69d3d7c55a70ef0b7c636010a40993f3df9d9d0d73b3eb7ef24 \
+    --hash=sha256:fd51ebf9d3a00c074df4ede271023f4d2dba289bcc740b88191872716014e3c5
+    # via
+    #   aiobotocore
+    #   kubernetes
 aioitertools==0.13.0 \
     --hash=sha256:0be0292b856f08dfac90e31f4739432f4cb6d7520ab9eb73e143f4f2fa5259be \
     --hash=sha256:620bd241acc0bbb9ec819f1ab215866871b4bbd1f73836a55f799200ee86950c
@@ -138,21 +139,22 @@ aiosignal==1.4.0 \
     --hash=sha256:053243f8b92b990551949e63930a839ff0cf0b0ebbe0597b0f3fb19e1a0fe82e \
     --hash=sha256:f47eecd9468083c2029cc99945502cb7708b082c232f9aca65da147157b251c7
     # via aiohttp
-annotated-doc==0.0.4 \
-    --hash=sha256:571ac1dc6991c450b25a9c2d84a3705e2ae7a53467b5d111c24fa8baabbed320 \
-    --hash=sha256:fbcda96e87e9c92ad167c2e53839e57503ecfda18804ea28102353485033faa4
+annotated-doc==0.0.5 \
+    --hash=sha256:117bac03a25ede5df5440e855b32d556049ca169ead221505badf432fed4b101 \
+    --hash=sha256:c7e58ce09192557605d8bbd92836d7e1d520ac9580096042c0bfd197efacf1bb
     # via
     #   fastapi
     #   typer
-annotated-types==0.7.0 \
-    --hash=sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53 \
-    --hash=sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89
+annotated-types==0.8.0 \
+    --hash=sha256:13b2beaad985e05e2d6407ee4c4f35590b11f8d693a258a561055cac8f64cab7 \
+    --hash=sha256:f072f4d804ea359e4eaf198b1af7a8b0943881a87f31bb764f8bf219bb9419e0
     # via pydantic
-anyio==4.13.0 \
-    --hash=sha256:08b310f9e24a9594186fd75b4f73f4a4152069e3853f1ed8bfbf58369f4ad708 \
-    --hash=sha256:334b70e641fd2221c1505b3890c69882fe4a2df910cba14d97019b90b24439dc
+anyio==4.14.2 \
+    --hash=sha256:9f505dda5ac9f0c8309b5e8bd445a8c2bf7246f3ce950121e45ea15bc41d1494 \
+    --hash=sha256:cfa139f3ed1a23ee8f88a145ddb5ac7605b8bbfd8592baacd7ce3d8bb4313c7f
     # via
     #   httpx
+    #   httpx2
     #   mcp
     #   sse-starlette
     #   starlette
@@ -161,6 +163,42 @@ asn1crypto==1.5.1 \
     --hash=sha256:13ae38502be632115abf8a24cbe5f4da52e3b5231990aff31123c805306ccb9c \
     --hash=sha256:db4e40728b728508912cbb3d44f19ce188f218e9eba635821bb4b68564f8fd67
     # via snowflake-connector-python
+ast-serialize==0.6.0 \
+    --hash=sha256:0067b25fce104eaae5b88383de9ab803faeb671831e14ca698b771b356e2600f \
+    --hash=sha256:085de7f62dc9cc247eb01e965a362707d1d90b1d89a82c5bf78301a60a3c417b \
+    --hash=sha256:093cb8bb91b720d8523580498d031791bb1bbaa048599c3d21085d380e11a596 \
+    --hash=sha256:113b58346f9ceb664352032770caca817d4a3c86f611c6088e6ef65ddaa70f0e \
+    --hash=sha256:13b7769970a39983b0adf2f38917b1cd3b8946f76df045756c3d741bc689f089 \
+    --hash=sha256:2d947e45cafc4b09bd7528917fa84c517654a43de173c79785574b7b3068ac24 \
+    --hash=sha256:305802f2ce2a7c4e87835078ea85c58b586ddda8095b92fe2ead9364ae19c80a \
+    --hash=sha256:32ef62ec34cf6be20ad77d4799556638fbdf187f3ae10698dfb20ef9f2c89516 \
+    --hash=sha256:3ae22a366b752ab4496191525b78b097b5b72d531752e3c1dd7e383a8f2c8a1a \
+    --hash=sha256:4d6ef91590258ada18909b9caea344dac4de2013906b035473cd674a43f4b790 \
+    --hash=sha256:4ed29121da8b3fdc291002801a1de0f76248fa07dce89157a5f277842cf6126e \
+    --hash=sha256:5337cb256dcea3df9288205213d1601581536526b8f4da44b6974f1180f3252a \
+    --hash=sha256:577a6c189068686869f5f1ddc38363f3ae1808a4753b577266f9202071a7bb66 \
+    --hash=sha256:6e15ec740436e1a0d62de848641abe5f3a2f89a7f94907d534795ac91bbacf14 \
+    --hash=sha256:6f7a408601bb3edaefb3bc67a4c01f5235e3253653b6a5729a2ee2382b35341c \
+    --hash=sha256:82c312a7844d2fdeb4d5c48bd3d215bf940dafd4704e1a9bcf252a99010a99b1 \
+    --hash=sha256:8670bfa51208a2c0c8d138928e40e998fab158f9200d53bb80c088b5b8eda7b8 \
+    --hash=sha256:897ac47b5637be41c0c07061c8a912fafa967ef1dc73fa115e4bfa70882a093b \
+    --hash=sha256:9f8a8b78b13173de6a9ec22111d9be674874cd5bdccda04f14ae5ebc2bef403a \
+    --hash=sha256:a14191beec7e0c078d2fc1f6edc0aee88bcd4db9f18e1bc9f8052b559c22dddc \
+    --hash=sha256:a4826809eb8597a8cd59fd924b6d7c285b8969a1e0007e2cb652cab62376270f \
+    --hash=sha256:a7520b672827885bafeae7501f684d14d47d17e5f45256f9df547686cca52264 \
+    --hash=sha256:aadd3ffcf4858c9726bf3515f7b199c7eadbe504f96028e4a87172c0da65a8fe \
+    --hash=sha256:b1dac4e09d341c1300ba69cdcbe62867b32a8c75d90db9bf4d083bec3b039f0b \
+    --hash=sha256:c4af9a1386166e40ed01464991806f89038a2d89782576c7774876fa77034e32 \
+    --hash=sha256:c617417f9cbb0cb144f6283c3cbe0d2e0f01beaf9f608f662b21191058a626ec \
+    --hash=sha256:c7b8b8f0c42f752ea00b2b7d7c090b3f80d9c1c5c75cadf16423790a0cc74081 \
+    --hash=sha256:c901adbd750029b9ac4ad3d6aa56853e0ad4875119fbf52b7b8298afc223828b \
+    --hash=sha256:ccd132fe8db56f61fe743b1f644d01b8d65b83248a8da506f3132bda86d6ed5e \
+    --hash=sha256:cd5b91b9e6f2356ace3a556963b0cd783b395fbbb0bb17b4defc283415466e77 \
+    --hash=sha256:cdc4e6f930b9090c2f92c9036ad12ffb8e6e44d4a5ba06f1458a05d60f203f7b \
+    --hash=sha256:dcbed41e9386059fc0261d602445ede0976c2ecec2939688bcbcb9ed0b6f28b7 \
+    --hash=sha256:e61580a69faf47e3689795367ed211f2a10fd741478cc0f36a0f128793360aad \
+    --hash=sha256:f2ff3baffc3a29c1f15bc9098aa0c09763410262d5e6cef42116f7356c184554
+    # via mypy
 async-timeout==5.0.1 \
     --hash=sha256:39e3809566ff85354557ec2398b55e096c8364bacac9405a7a1fa429e77fe76c \
     --hash=sha256:d9321a7a3d5a6a5e187e824d2fa0793ce379a202935782d555d6e9d2735677d3
@@ -173,264 +211,248 @@ attrs==26.1.0 \
     --hash=sha256:c647aa4a12dfbad9333ca4e71fe62ddc36f4e63b2d260a37a8b83d2f043ac309 \
     --hash=sha256:d03ceb89cb322a8fd706d4fb91940737b6642aa36998fe130a9bc96c985eff32
     # via
+    #   feast (pyproject.toml)
     #   aiohttp
     #   jsonschema
     #   referencing
-bigtree==1.4.0 \
-    --hash=sha256:d0d99550ae64ce4529f132602ab875c2ab472c96c942f5704f8c72a17450d3ea \
-    --hash=sha256:e5ae2e948168da671d99601c9ed87ab3b48d9d4ea8a98f111e5748e98064c31c
+bigtree==1.5.3 \
+    --hash=sha256:47879c5d80f4e0d50f2c8818d3b80fc58af24b5372608223aac25e5580ac0ed8 \
+    --hash=sha256:81169329ec92dfab7d8df9d61d85d8dea8b8512fbf073fbc95badc21eadcd14f
     # via feast (pyproject.toml)
-boto3==1.38.27 \
-    --hash=sha256:94bd7fdd92d5701b362d4df100d21e28f8307a67ff56b6a8b0398119cf22f859 \
-    --hash=sha256:95f5fe688795303a8a15e8b7e7f255cadab35eae459d00cc281a4fd77252ea80
+boto3==1.43.46 \
+    --hash=sha256:66c0d943b049a46a492ec4ec2ebe73c930b1842c7137bee83aad6d93e95d4d96 \
+    --hash=sha256:69453e2c1bcb9fd9806527ab99950cacfc2826cb0dce9a3a0414d19270c06c3c
     # via
     #   feast (pyproject.toml)
     #   snowflake-connector-python
-botocore==1.38.46 \
-    --hash=sha256:8798e5a418c27cf93195b077153644aea44cb171fcd56edc1ecebaa1e49e226e \
-    --hash=sha256:89ca782ffbf2e8769ca9c89234cfa5ca577f1987d07d913ee3c68c4776b1eb5b
+botocore==1.43.46 \
+    --hash=sha256:59f2e1ac3cdc66d191cae91c0804bc41847ce817dc8147cf43eaada8f76a5533 \
+    --hash=sha256:cb673891e623ae6e6a1bf24d94ef169504f3eb02584adb5d5bee2f6aae819b60
     # via
     #   aiobotocore
     #   boto3
     #   s3transfer
     #   snowflake-connector-python
-certifi==2026.4.22 \
-    --hash=sha256:3cb2210c8f88ba2318d29b0388d1023c8492ff72ecdde4ebdaddbb13a31b1c4a \
-    --hash=sha256:8d455352a37b71bf76a79caa83a3d6c25afee4a385d632127b6afb3963f1c580
+cachetools==7.1.6 \
+    --hash=sha256:2c12e255780330af28b91bb7fb96cce4c766f04e38396b9a24510190a5827096 \
+    --hash=sha256:c7a79e7f30ba9943c1cefd08cc36f006aaae086e017af9166f1d59d6170c47e1
+    # via pymilvus
+certifi==2026.7.22 \
+    --hash=sha256:62f22742b58a1a33014a2b6b706588a8d7e2a88ae7bd1a6ebe8c992928483775 \
+    --hash=sha256:741e2c3b351ddf169a738da9f2c048608ff7f2c5cc02f1ebc6b118bb090d5d55
     # via
     #   httpcore
     #   httpx
     #   kubernetes
     #   requests
     #   snowflake-connector-python
-cffi==2.0.0 \
-    --hash=sha256:00bdf7acc5f795150faa6957054fbbca2439db2f775ce831222b66f192f03beb \
-    --hash=sha256:07b271772c100085dd28b74fa0cd81c8fb1a3ba18b21e03d7c27f3436a10606b \
-    --hash=sha256:087067fa8953339c723661eda6b54bc98c5625757ea62e95eb4898ad5e776e9f \
-    --hash=sha256:0a1527a803f0a659de1af2e1fd700213caba79377e27e4693648c2923da066f9 \
-    --hash=sha256:0cf2d91ecc3fcc0625c2c530fe004f82c110405f101548512cce44322fa8ac44 \
-    --hash=sha256:0f6084a0ea23d05d20c3edcda20c3d006f9b6f3fefeac38f59262e10cef47ee2 \
-    --hash=sha256:12873ca6cb9b0f0d3a0da705d6086fe911591737a59f28b7936bdfed27c0d47c \
-    --hash=sha256:19f705ada2530c1167abacb171925dd886168931e0a7b78f5bffcae5c6b5be75 \
-    --hash=sha256:1cd13c99ce269b3ed80b417dcd591415d3372bcac067009b6e0f59c7d4015e65 \
-    --hash=sha256:1e3a615586f05fc4065a8b22b8152f0c1b00cdbc60596d187c2a74f9e3036e4e \
-    --hash=sha256:1f72fb8906754ac8a2cc3f9f5aaa298070652a0ffae577e0ea9bd480dc3c931a \
-    --hash=sha256:1fc9ea04857caf665289b7a75923f2c6ed559b8298a1b8c49e59f7dd95c8481e \
-    --hash=sha256:203a48d1fb583fc7d78a4c6655692963b860a417c0528492a6bc21f1aaefab25 \
-    --hash=sha256:2081580ebb843f759b9f617314a24ed5738c51d2aee65d31e02f6f7a2b97707a \
-    --hash=sha256:21d1152871b019407d8ac3985f6775c079416c282e431a4da6afe7aefd2bccbe \
-    --hash=sha256:24b6f81f1983e6df8db3adc38562c83f7d4a0c36162885ec7f7b77c7dcbec97b \
-    --hash=sha256:256f80b80ca3853f90c21b23ee78cd008713787b1b1e93eae9f3d6a7134abd91 \
-    --hash=sha256:28a3a209b96630bca57cce802da70c266eb08c6e97e5afd61a75611ee6c64592 \
-    --hash=sha256:2c8f814d84194c9ea681642fd164267891702542f028a15fc97d4674b6206187 \
-    --hash=sha256:2de9a304e27f7596cd03d16f1b7c72219bd944e99cc52b84d0145aefb07cbd3c \
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-    --hash=sha256:8eca2a813c1cb7ad4fb74d368c2ffbbb4789d377ee5bb8df98373c2cc0dee76c \
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-    --hash=sha256:a05d0c237b3349096d3981b727493e22147f934b20f6f125a3eba8f994bec4a9 \
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-    --hash=sha256:c649e3a33450ec82378822b3dad03cc228b8f5963c0c12fc3b1e0ab940f768a5 \
-    --hash=sha256:c654de545946e0db659b3400168c9ad31b5d29593291482c43e3564effbcee13 \
-    --hash=sha256:c6638687455baf640e37344fe26d37c404db8b80d037c3d29f58fe8d1c3b194d \
-    --hash=sha256:c8d3b5532fc71b7a77c09192b4a5a200ea992702734a2e9279a37f2478236f26 \
-    --hash=sha256:cb527a79772e5ef98fb1d700678fe031e353e765d1ca2d409c92263c6d43e09f \
-    --hash=sha256:cf364028c016c03078a23b503f02058f1814320a56ad535686f90565636a9495 \
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-    --hash=sha256:d68b6cef7827e8641e8ef16f4494edda8b36104d79773a334beaa1e3521430f6 \
-    --hash=sha256:d9b29c1f0ae438d5ee9acb31cadee00a58c46cc9c0b2f9038c6b0b3470877a8c \
-    --hash=sha256:d9b97165e8aed9272a6bb17c01e3cc5871a594a446ebedc996e2397a1c1ea8ef \
-    --hash=sha256:da68248800ad6320861f129cd9c1bf96ca849a2771a59e0344e88681905916f5 \
-    --hash=sha256:da902562c3e9c550df360bfa53c035b2f241fed6d9aef119048073680ace4a18 \
-    --hash=sha256:dbd5c7a25a7cb98f5ca55d258b103a2054f859a46ae11aaf23134f9cc0d356ad \
-    --hash=sha256:dd4f05f54a52fb558f1ba9f528228066954fee3ebe629fc1660d874d040ae5a3 \
-    --hash=sha256:de8dad4425a6ca6e4e5e297b27b5c824ecc7581910bf9aee86cb6835e6812aa7 \
-    --hash=sha256:e11e82b744887154b182fd3e7e8512418446501191994dbf9c9fc1f32cc8efd5 \
-    --hash=sha256:e6e73b9e02893c764e7e8d5bb5ce277f1a009cd5243f8228f75f842bf937c534 \
-    --hash=sha256:f73b96c41e3b2adedc34a7356e64c8eb96e03a3782b535e043a986276ce12a49 \
-    --hash=sha256:f93fd8e5c8c0a4aa1f424d6173f14a892044054871c771f8566e4008eaa359d2 \
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-    --hash=sha256:fc7de24befaeae77ba923797c7c87834c73648a05a4bde34b3b7e5588973a453 \
-    --hash=sha256:fe562eb1a64e67dd297ccc4f5addea2501664954f2692b69a76449ec7913ecbf
+cffi==2.1.0 \
+    --hash=sha256:02cb7ff33ded4f1532476731f89ede53e2e488a8e6205515a82144246ffa7dcc \
+    --hash=sha256:03e9810d18c646077e501f661b682fbf5dee4676048527ca3cffe66faa9960dd \
+    --hash=sha256:0520e1f4c35f44e209cbbb421b67eec42e6a157f59444dfb6058874ff3610e5d \
+    --hash=sha256:0582a58f3051372229ca8e7f5f589f9e5632678208d8636fea3676711fdf7fe5 \
+    --hash=sha256:0611e7ebf90573a535ebdc33ae9da222d037853983e13359f580fab781ca017f \
+    --hash=sha256:0a42c688d19fca6e095a53c6a6e2295a5b050a8b289f109adab02a9e61a25de6 \
+    --hash=sha256:0a96b74cda968eebbad56d973efe5098974f0a9fb323865bf99ea1fd24e3e64c \
+    --hash=sha256:10537b1df4967ca26d21e5072d7d54188354483b91dc75058968d3f0cf13fbda \
+    --hash=sha256:11b3fb55f4f8ad92274ed26705f65d8f91457de71f5380061eb6d125a768fecd \
+    --hash=sha256:15faec4adfff450819f3aee0e2e02c812de6edb88203aa58807955db2003472a \
+    --hash=sha256:164bff1657b2a74f0b6d54e11c9b375bc97b931f2ca9c43fcf875838da1570dd \
+    --hash=sha256:1854b724d00f6654c742097d5387569021be12d3a0f770eae1df8f8acfcc6acd \
+    --hash=sha256:19c54ac121cad98450b4896fa9a43ee0180d57bc4bc911a33db6cab1efab6cd3 \
+    --hash=sha256:1b96bfe2c4bd825681b7d311ad6d9b7280a091f43e8f63da5729638083cd3bfb \
+    --hash=sha256:1e9f50d192a3e525b15a75ab5114e442d83d657b7ec29182a991bc9a88fd3a66 \
+    --hash=sha256:1ff3456eab0d889592d1936d6125bbfbc7ae4d3354a700f8bd80450a66445d4d \
+    --hash=sha256:2282cd5e38aa8accd03e99d1256af8411c84cdbee6a89d841b563fdbd1f3e50f \
+    --hash=sha256:276f20fffd7b396e12516ba8edf9509210ac248cbbc5acbc39cd512f9f59ebe6 \
+    --hash=sha256:2b71d409cccee78310ab5dec549aed052aaea483346e282c7b02362596e01bb0 \
+    --hash=sha256:2e9dabb9abcb7ad15938c7196ad5c1718a4e6d33cc79b4c0209bdb64c4a54a5c \
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+    --hash=sha256:33eb1ad83ebe8f313e0df035c406227d55a79456704a863fad9842136af5ad7d \
+    --hash=sha256:35aaea0c7ee0e58a5cd8c2fd1a48fdf7ece0d2699b7ecdda08194e9ce5dd9b3d \
+    --hash=sha256:3681e031db29958a7502f5c0c9d6bbc4c36cb20f7b104086fa642d1799631ff8 \
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+    --hash=sha256:3b926723c13eba9f81d2ef3820d63aeceec3b2d4639906047bf675cb8a7a500d \
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+    --hash=sha256:46b1c8db8f6122420f32d02fffb924c2fe9bc772d228c7c711748fff56aabb2b \
+    --hash=sha256:47ff3a8bfd8cb9da1af7524b965127095055654c177fcfc7578debcb015eecd0 \
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+    --hash=sha256:4f26194e3d95e06501b942642855aed4f953d55e95d7d01b7c4483db3ecff458 \
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+    --hash=sha256:5972433ad71a9e46516584ef60a0fda12d9dc459938d1539c3ddecf9bdc1368d \
+    --hash=sha256:5ecbd0499275d57506d397eebe1981cee87b47fcd9ef5c22cab7ed7644a39a94 \
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+    --hash=sha256:6ca4919c6e4f89aa99c42510b42cf54596892c00b3f9077f6bdd1505e24b9c8d \
+    --hash=sha256:6d194185eabd279f1c05ebe3504265ddfc5ad2b58d0714f7db9f01da592e9eb6 \
+    --hash=sha256:702c436735fbe99d59ada02a1f65cfc0d31c0ee8b7290912f8fbc5cd1e4b16c3 \
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+    --hash=sha256:7d28dff1db6764108bc30788d85d61c876beff416d9a49cb9dd7c5a9f34f5804 \
+    --hash=sha256:7d3538f9c0e50670f4deb93dbb696576e60590369cae2faf7de681e597a8a1f1 \
+    --hash=sha256:7d5980a3433d4b71a5e120f9dd551403d7824e31e2e67124fe2769c404c06913 \
+    --hash=sha256:7ea6b3e2c4250ff1de21c630fe72d0f63eb95c2c32ffbf64a358cf4a8836d714 \
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+    --hash=sha256:89095c1968b4ba8285840e131bf2891b09ae137fe2146905acae0354fbce1b5e \
+    --hash=sha256:8d35c139744adb3e727cd51b1a18324bbe44b8bd41bf8322bca4d41289f48eda \
+    --hash=sha256:8e74a6135550c4748af665b1b1118b6aab33b1fc6a16f9aff630af107c3b4512 \
+    --hash=sha256:8f9ec95b8a043d3dfbc74d9abc6f7baf524dd27a8dc160b0a32ff9cdab650c28 \
+    --hash=sha256:90bec57cf82089383bd06a605b3eb8daebf7e5a668520beaf6e327a83a947699 \
+    --hash=sha256:95f2954c2c9473d892eca6e0409f3568b37ab62a8eedb122461f73cc273476e3 \
+    --hash=sha256:961be50688f7fba2fa65f63712d3b9b341a22311f5253460ce933f52f0de1c8c \
+    --hash=sha256:98fff996e983a36d3aa2eca83af40c5821202e7e6f32d13ae94e3d2286f10cfe \
+    --hash=sha256:9b8f0f26ca4e7513c534d351eca551947d053fac438f2a04ac96d882909b0d3a \
+    --hash=sha256:9d72af0cf10a76a600a9690078fe31c63b9588c8e86bf9fd353f713c84b5db0f \
+    --hash=sha256:9d8272c0e483b024e1b9ad029821470ed8ec65631dbd90217469da0e7cd89f1c \
+    --hash=sha256:a016194dbe13d14ee9556e734b772d8d67b947092b268d757fd4290e3ba2dfc2 \
+    --hash=sha256:a5781494d4d400a3f47f8f1da94b324f6e6b440a53387774002890a2a2f4b50f \
+    --hash=sha256:a95b05f9baf29b91171b3a8bd2020b028835243e7b0ff6bb23e2a3c228518b1b \
+    --hash=sha256:aa7a1b53a2a4452ada2d1b5dade9960b2522f1e61293a811a077439e39029565 \
+    --hash=sha256:ac0f1a2d0cfa7eea3f2aaf006ab6e70e8feeb16b75d65b7e5939982ca2f11056 \
+    --hash=sha256:af5e2915d41fe6c961694d7bfdc8562942638200f3ce2765dfb8b745cf997629 \
+    --hash=sha256:b6422532152adf4e59b110cb2808cee7a033800952f5c036b4af047ee43199e7 \
+    --hash=sha256:b65f590ef2a44640f9a05dbb548a429b4ade77913ce683ac8b1480777658a6c0 \
+    --hash=sha256:ba00f661f8ba35d075c937174e27c2c421cec3942fd2e0ea3e66996757c0fdd9 \
+    --hash=sha256:bccbbb5ee76a61f9d99b5bf3846a51d7fca4b6a732fe46f89295610edaf41853 \
+    --hash=sha256:bf01d8c84cbea96b944c73b22182e6c7c432b3475632b8111dbfdc95ddad6e13 \
+    --hash=sha256:bf5c6cf48238b0eb4c086978c492ad1cbc22373fc5b2d7353b3a598ce6db887a \
+    --hash=sha256:c16914df9fb7f500e440e6875fa23ff5e0b31db01fa9c06af98d59a91f0dc2e4 \
+    --hash=sha256:c351efb95e832a853a29361675f33a7ce53de1a109cd73fd47af0712213aa4ce \
+    --hash=sha256:c4165821e131d6d4ca444347c2b694e2311bcfa3fe5a861cc72968f28867beac \
+    --hash=sha256:c5f5df567f6eb216de69be06ce55c8b714090fae02b18a3b40da8163b8c5fa9c \
+    --hash=sha256:c941bb58d5a6e1c3892d86e42927ed6c180302f07e6d395d08c416e594b98b46 \
+    --hash=sha256:c97f080ea627e2863524c5af3836e2270b5f5dfff1f104392b959f8df0c5d384 \
+    --hash=sha256:cb96698e3c7413d906ce83f8ffd245ec1bd94707541f299d0ce4d6b0193e982b \
+    --hash=sha256:cbb7640ce37159548d2147b5b8c241f962143d4c71231431820783f4dc78f210 \
+    --hash=sha256:cdf2448aab5f661c9315308ec8b93f4e8a1a67a3c733f8631067a2b67d5913dc \
+    --hash=sha256:d2117334c3af3bdcb9a88522b844a2bdb5efdc4f71c6c822df55486ae1c3347a \
+    --hash=sha256:d53d10f7da99ae46f7373b9150393e9c5eab9b224909982b43832668de4779f5 \
+    --hash=sha256:d9fafc5aa2e2a39aaf7f8cc0c1f044a9b07fca12e558dca53a3cc5c654ad67a7 \
+    --hash=sha256:db3eb7d46527159a878ec3460e9d40615bc25ba337d477db681aea6e4f05c5d2 \
+    --hash=sha256:dbf7c7a88e2bac086f06d14577332760bdeecc42bdec8ac4077f6260557d9326 \
+    --hash=sha256:df2b82571a1b30f58a87bf4e5a9e78d2b1eff6c6ce8fd3aa3757221f93f0863f \
+    --hash=sha256:df92f2aba50eb4d96718b68ef76f2e57a57b54f2fa62333496d16c6d585a85ca \
+    --hash=sha256:eb4e8997a49aa2c08a3e43c9045d224448b8941d88e7ac163c7d383e560cbf98 \
+    --hash=sha256:efc1cdd798b1aaf39b4610bba7aad28c9bea9b910f25c784ccf9ec1fa719d1f9 \
+    --hash=sha256:f146d154428a2523f9cc7936c02353c2459b8f6cf07d3cd1ee1c0a611109c5d5 \
+    --hash=sha256:f5bce581e6b8c235e566a14768a943b172ada3ed73537bb0c0be1edee312d4e7 \
+    --hash=sha256:f9912624a0c0b834b7520d7769b3644453aabc0a7e1c839da7359f050750e9bc \
+    --hash=sha256:fb62edb5bb52cca65fab91a63afa7561607120d26090a7e8fda6fb9f064726da \
+    --hash=sha256:ff067a8d8d880e7809e4ac88eb009bb848870115317b306666502ccad30b147f
     # via
     #   feast (pyproject.toml)
     #   cryptography
-charset-normalizer==3.4.7 \
-    --hash=sha256:007d05ec7321d12a40227aae9e2bc6dca73f3cb21058999a1df9e193555a9dcc \
-    --hash=sha256:03853ed82eeebbce3c2abfdbc98c96dc205f32a79627688ac9a27370ea61a49c \
-    --hash=sha256:07d9e39b01743c3717745f4c530a6349eadbfa043c7577eef86c502c15df2c67 \
-    --hash=sha256:08e721811161356f97b4059a9ba7bafb23ea5ee2255402c42881c214e173c6b4 \
-    --hash=sha256:0c96c3b819b5c3e9e165495db84d41914d6894d55181d2d108cc1a69bfc9cce0 \
-    --hash=sha256:0ea948db76d31190bf08bd371623927ee1339d5f2a0b4b1b4a4439a65298703c \
-    --hash=sha256:0f7eb884681e3938906ed0434f20c63046eacd0111c4ba96f27b76084cd679f5 \
-    --hash=sha256:12a6fff75f6bc66711b73a2f0addfc4c8c15a20e805146a02d147a318962c444 \
-    --hash=sha256:12d8baf840cc7889b37c7c770f478adea7adce3dcb3944d02ec87508e2dcf153 \
-    --hash=sha256:14265bfe1f09498b9d8ec91e9ec9fa52775edf90fcbde092b25f4a33d444fea9 \
-    --hash=sha256:16d971e29578a5e97d7117866d15889a4a07befe0e87e703ed63cd90cb348c01 \
-    --hash=sha256:177a0ba5f0211d488e295aaf82707237e331c24788d8d76c96c5a41594723217 \
-    --hash=sha256:1a87ca9d5df6fe460483d9a5bbf2b18f620cbed41b432e2bddb686228282d10b \
-    --hash=sha256:1c2a768fdd44ee4a9339a9b0b130049139b8ce3c01d2ce09f67f5a68048d477c \
-    --hash=sha256:1c2aed2e5e41f24ea8ef1590b8e848a79b56f3a5564a65ceec43c9d692dc7d8a \
-    --hash=sha256:1dc8b0ea451d6e69735094606991f32867807881400f808a106ee1d963c46a83 \
-    --hash=sha256:1efde3cae86c8c273f1eb3b287be7d8499420cf2fe7585c41d370d3e790054a5 \
-    --hash=sha256:202389074300232baeb53ae2569a60901f7efadd4245cf3a3bf0617d60b439d7 \
-    --hash=sha256:203104ed3e428044fd943bc4bf45fa73c0730391f9621e37fe39ecf477b128cb \
-    --hash=sha256:2257141f39fe65a3fdf38aeccae4b953e5f3b3324f4ff0daf9f15b8518666a2c \
-    --hash=sha256:298930cec56029e05497a76988377cbd7457ba864beeea92ad7e844fe74cd1f1 \
-    --hash=sha256:2cd4a60d0e2fb04537162c62bbbb4182f53541fe0ede35cdf270a1c1e723cc42 \
-    --hash=sha256:2d6eb928e13016cea4f1f21d1e10c1cebd5a421bc57ddf5b1142ae3f86824fab \
-    --hash=sha256:2fe249cb4651fd12605b7288b24751d8bfd46d35f12a20b1ba33dea122e690df \
-    --hash=sha256:30b8d1d8c52a48c2c5690e152c169b673487a2a58de1ec7393196753063fcd5e \
-    --hash=sha256:320ade88cfb846b8cd6b4ddf5ee9e80ee0c1f52401f2456b84ae1ae6a1a5f207 \
-    --hash=sha256:3534e7dcbdcf757da6b85a0bbf5b6868786d5982dd959b065e65481644817a18 \
-    --hash=sha256:36836d6ff945a00b88ba1e4572d721e60b5b8c98c155d465f56ad19d68f23734 \
-    --hash=sha256:38c0109396c4cfc574d502df99742a45c72c08eff0a36158b6f04000043dbf38 \
-    --hash=sha256:3946fa46a0cf3e4c8cb1cc52f56bb536310d34f25f01ca9b6c16afa767dab110 \
-    --hash=sha256:3bec022aec2c514d9cf199522a802bd007cd588ab17ab2525f20f9c34d067c18 \
-    --hash=sha256:3c9a494bc5ec77d43cea229c4f6db1e4d8fe7e1bbffa8b6f0f0032430ff8ab44 \
-    --hash=sha256:3dce51d0f5e7951f8bb4900c257dad282f49190fdbebecd4ba99bcc41fef404d \
-    --hash=sha256:3dedcc22d73ec993f42055eff4fcfed9318d1eeb9a6606c55892a26964964e48 \
-    --hash=sha256:4042d5c8f957e15221d423ba781e85d553722fc4113f523f2feb7b188cc34c5e \
-    --hash=sha256:481551899c856c704d58119b5025793fa6730adda3571971af568f66d2424bb5 \
-    --hash=sha256:4dc1e73c36828f982bfe79fadf5919923f8a6f4df2860804db9a98c48824ce8d \
-    --hash=sha256:4e5163c14bffd570ef2affbfdd77bba66383890797df43dc8b4cc7d6f500bf53 \
-    --hash=sha256:511ef87c8aec0783e08ac18565a16d435372bc1ac25a91e6ac7f5ef2b0bff790 \
-    --hash=sha256:532bc9bf33a68613fd7d65e4b1c71a6a38d7d42604ecf239c77392e9b4e8998c \
-    --hash=sha256:54523e136b8948060c0fa0bc7b1b50c32c186f2fceee897a495406bb6e311d2b \
-    --hash=sha256:5649fd1c7bade02f320a462fdefd0b4bd3ce036065836d4f42e0de958038e116 \
-    --hash=sha256:56be790f86bfb2c98fb742ce566dfb4816e5a83384616ab59c49e0604d49c51d \
-    --hash=sha256:5b77459df20e08151cd6f8b9ef8ef1f961ef73d85c21a555c7eed5b79410ec10 \
-    --hash=sha256:5ed6ab538499c8644b8a3e18debabcd7ce684f3fa91cf867521a7a0279cab2d6 \
-    --hash=sha256:6178f72c5508bfc5fd446a5905e698c6212932f25bcdd4b47a757a50605a90e2 \
-    --hash=sha256:6370e8686f662e6a3941ee48ed4742317cafbe5707e36406e9df792cdb535776 \
-    --hash=sha256:64f02c6841d7d83f832cd97ccf8eb8a906d06eb95d5276069175c696b024b60a \
-    --hash=sha256:65bcd23054beab4d166035cabbc868a09c1a49d1efe458fe8e4361215df40265 \
-    --hash=sha256:66671f93accb62ed07da56613636f3641f1a12c13046ce91ffc923721f23c008 \
-    --hash=sha256:6696b7688f54f5af4462118f0bfa7c1621eeb87154f77fa04b9295ce7a8f2943 \
-    --hash=sha256:6785f414ae0f3c733c437e0f3929197934f526d19dfaa75e18fdb4f94c6fb374 \
-    --hash=sha256:67f6279d125ca0046a7fd386d01b311c6363844deac3e5b069b514ba3e63c246 \
-    --hash=sha256:6c114670c45346afedc0d947faf3c7f701051d2518b943679c8ff88befe14f8e \
-    --hash=sha256:6e0d51f618228538a3e8f46bd246f87a6cd030565e015803691603f55e12afb5 \
-    --hash=sha256:6ed74185b2db44f41ef35fd1617c5888e59792da9bbc9190d6c7300617182616 \
-    --hash=sha256:708838739abf24b2ceb208d0e22403dd018faeef86ddac04319a62ae884c4f15 \
-    --hash=sha256:715479b9a2802ecac752a3b0efa2b0b60285cf962ee38414211abdfccc233b41 \
-    --hash=sha256:733784b6d6def852c814bce5f318d25da2ee65dd4839a0718641c696e09a2960 \
-    --hash=sha256:750e02e074872a3fad7f233b47734166440af3cdea0add3e95163110816d6752 \
-    --hash=sha256:752a45dc4a6934060b3b0dab47e04edc3326575f82be64bc4fc293914566503e \
-    --hash=sha256:7579e913a5339fb8fa133f6bbcfd8e6749696206cf05acdbdca71a1b436d8e72 \
-    --hash=sha256:7641bb8895e77f921102f72833904dcd9901df5d6d72a2ab8f31d04b7e51e4e7 \
-    --hash=sha256:7804338df6fcc08105c7745f1502ba68d900f45fd770d5bdd5288ddccb8a42d8 \
-    --hash=sha256:80d04837f55fc81da168b98de4f4b797ef007fc8a79ab71c6ec9bc4dd662b15b \
-    --hash=sha256:813c0e0132266c08eb87469a642cb30aaff57c5f426255419572aaeceeaa7bf4 \
-    --hash=sha256:82b271f5137d07749f7bf32f70b17ab6eaabedd297e75dce75081a24f76eb545 \
-    --hash=sha256:84c018e49c3bf790f9c2771c45e9313a08c2c2a6342b162cd650258b57817706 \
-    --hash=sha256:8751d2787c9131302398b11e6c8068053dcb55d5a8964e114b6e196cf16cb366 \
-    --hash=sha256:8778f0c7a52e56f75d12dae53ae320fae900a8b9b4164b981b9c5ce059cd1fcb \
-    --hash=sha256:87fad7d9ba98c86bcb41b2dc8dbb326619be2562af1f8ff50776a39e55721c5a \
-    --hash=sha256:8d828b6667a32a728a1ad1d93957cdf37489c57b97ae6c4de2860fa749b8fc1e \
-    --hash=sha256:8e385e4267ab76874ae30db04c627faaaf0b509e1ccc11a95b3fc3e83f855c00 \
-    --hash=sha256:92a0a01ead5e668468e952e4238cccd7c537364eb7d851ab144ab6627dbbe12f \
-    --hash=sha256:94e1885b270625a9a828c9793b4d52a64445299baa1fea5a173bf1d3dd9a1a5a \
-    --hash=sha256:a180c5e59792af262bf263b21a3c49353f25945d8d9f70628e73de370d55e1e1 \
-    --hash=sha256:a277ab8928b9f299723bc1a2dabb1265911b1a76341f90a510368ca44ad9ab66 \
-    --hash=sha256:a5fe03b42827c13cdccd08e6c0247b6a6d4b5e3cdc53fd1749f5896adcdc2356 \
-    --hash=sha256:a6c5863edfbe888d9eff9c8b8087354e27618d9da76425c119293f11712a6319 \
-    --hash=sha256:a89c23ef8d2c6b27fd200a42aa4ac72786e7c60d40efdc76e6011260b6e949c4 \
-    --hash=sha256:adb2597b428735679446b46c8badf467b4ca5f5056aae4d51a19f9570301b1ad \
-    --hash=sha256:ae196f021b5e7c78e918242d217db021ed2a6ace2bc6ae94c0fc596221c7f58d \
-    --hash=sha256:ae89db9e5f98a11a4bf50407d4363e7b09b31e55bc117b4f7d80aab97ba009e5 \
-    --hash=sha256:aed52fea0513bac0ccde438c188c8a471c4e0f457c2dd20cdbf6ea7a450046c7 \
-    --hash=sha256:aef65cd602a6d0e0ff6f9930fcb1c8fec60dd2cfcb6facaf4bdb0e5873042db0 \
-    --hash=sha256:af21eb4409a119e365397b2adbaca4c9ccab56543a65d5dbd9f920d6ac29f686 \
-    --hash=sha256:b14b2d9dac08e28bb8046a1a0434b1750eb221c8f5b87a68f4fa11a6f97b5e34 \
-    --hash=sha256:bb6d88045545b26da47aa879dd4a89a71d1dce0f0e549b1abcb31dfe4a8eac49 \
-    --hash=sha256:bb8cc7534f51d9a017b93e3e85b260924f909601c3df002bcdb58ddb4dc41a5c \
-    --hash=sha256:bc17a677b21b3502a21f66a8cc64f5bfad4df8a0b8434d661666f8ce90ac3af1 \
-    --hash=sha256:bd6c2a1c7573c64738d716488d2cdd3c00e340e4835707d8fdb8dc1a66ef164e \
-    --hash=sha256:bd9b23791fe793e4968dba0c447e12f78e425c59fc0e3b97f6450f4781f3ee60 \
-    --hash=sha256:c03a41a8784091e67a39648f70c5f97b5b6a37f216896d44d2cdcb82615339a0 \
-    --hash=sha256:c0f081d69a6e58272819b70288d3221a6ee64b98df852631c80f293514d3b274 \
-    --hash=sha256:c35abb8bfff0185efac5878da64c45dafd2b37fb0383add1be155a763c1f083d \
-    --hash=sha256:c36c333c39be2dbca264d7803333c896ab8fa7d4d6f0ab7edb7dfd7aea6e98c0 \
-    --hash=sha256:c45e9440fb78f8ddabcf714b68f936737a121355bf59f3907f4e17721b9d1aae \
-    --hash=sha256:c593052c465475e64bbfe5dbd81680f64a67fdc752c56d7a0ae205dc8aeefe0f \
-    --hash=sha256:cdd68a1fb318e290a2077696b7eb7a21a49163c455979c639bf5a5dcdc46617d \
-    --hash=sha256:ce3412fbe1e31eb81ea42f4169ed94861c56e643189e1e75f0041f3fe7020abe \
-    --hash=sha256:cf1493cd8607bec4d8a7b9b004e699fcf8f9103a9284cc94962cb73d20f9d4a3 \
-    --hash=sha256:cf29836da5119f3c8a8a70667b0ef5fdca3bb12f80fd06487cfa575b3909b393 \
-    --hash=sha256:d4a48e5b3c2a489fae013b7589308a40146ee081f6f509e047e0e096084ceca1 \
-    --hash=sha256:d560742f3c0d62afaccf9f41fe485ed69bd7661a241f86a3ef0f0fb8b1a397af \
-    --hash=sha256:d6038d37043bced98a66e68d3aa2b6a35505dc01328cd65217cefe82f25def44 \
-    --hash=sha256:d61f00a0869d77422d9b2aba989e2d24afa6ffd552af442e0e58de4f35ea6d00 \
-    --hash=sha256:d635aab80466bc95771bb78d5370e74d36d1fe31467b6b29b8b57b2a3cd7d22c \
-    --hash=sha256:dca4bbc466a95ba9c0234ef56d7dd9509f63da22274589ebd4ed7f1f4d4c54e3 \
-    --hash=sha256:dd915403e231e6b1809fe9b6d9fc55cf8fb5e02765ac625d9cd623342a7905d7 \
-    --hash=sha256:e044c39e41b92c845bc815e5ae4230804e8e7bc29e399b0437d64222d92809dd \
-    --hash=sha256:e060d01aec0a910bdccb8be71faf34e7799ce36950f8294c8bf612cba65a2c9e \
-    --hash=sha256:e1421b502d83040e6d7fb2fb18dff63957f720da3d77b2fbd3187ceb63755d7b \
-    --hash=sha256:e17b8d5d6a8c47c85e68ca8379def1303fd360c3e22093a807cd34a71cd082b8 \
-    --hash=sha256:e5f4d355f0a2b1a31bc3edec6795b46324349c9cb25eed068049e4f472fb4259 \
-    --hash=sha256:e712b419df8ba5e42b226c510472b37bd57b38e897d3eca5e8cfd410a29fa859 \
-    --hash=sha256:e74327fb75de8986940def6e8dee4f127cc9752bee7355bb323cc5b2659b6d46 \
-    --hash=sha256:e80c8378d8f3d83cd3164da1ad2df9e37a666cdde7b1cb2298ed0b558064be30 \
-    --hash=sha256:e8ac484bf18ce6975760921bb6148041faa8fef0547200386ea0b52b5d27bf7b \
-    --hash=sha256:eca9705049ad3c7345d574e3510665cb2cf844c2f2dcfe675332677f081cbd46 \
-    --hash=sha256:ed065083d0898c9d5b4bbec7b026fd755ff7454e6e8b73a67f8c744b13986e24 \
-    --hash=sha256:edac0f1ab77644605be2cbba52e6b7f630731fc42b34cb0f634be1a6eface56a \
-    --hash=sha256:effc3f449787117233702311a1b7d8f59cba9ced946ba727bdc329ec69028e24 \
-    --hash=sha256:f22dec1690b584cea26fade98b2435c132c1b5f68e39f5a0b7627cd7ae31f1dc \
-    --hash=sha256:f495a1652cf3fbab2eb0639776dad966c2fb874d79d87ca07f9d5f059b8bd215 \
-    --hash=sha256:f496c9c3cc02230093d8330875c4c3cdfc3b73612a5fd921c65d39cbcef08063 \
-    --hash=sha256:f59099f9b66f0d7145115e6f80dd8b1d847176df89b234a5a6b3f00437aa0832 \
-    --hash=sha256:f59ad4c0e8f6bba240a9bb85504faa1ab438237199d4cce5f622761507b8f6a6 \
-    --hash=sha256:fbccdc05410c9ee21bbf16a35f4c1d16123dcdeb8a1d38f33654fa21d0234f79 \
-    --hash=sha256:fea24543955a6a729c45a73fe90e08c743f0b3334bbf3201e6c4bc1b0c7fa464
+charset-normalizer==3.4.9 \
+    --hash=sha256:0327fcd59a935777d83410750c50600ee9571af2846f71ce40f25b13da1ef380 \
+    --hash=sha256:03d07803992c6c7bbc976327f34b18b6160327fc81cb82c9d504720ac0be3b62 \
+    --hash=sha256:04ce310cb89c15df659582aee80a0603788732a5e017d5bd5c81158106ce249c \
+    --hash=sha256:0d861473f743244d349b50f850d10eb87aeb22bbdcc8e64f79273c94af5a8226 \
+    --hash=sha256:0e94703ec9684807f20cfb5eed95c70f67f2a8f21ad620146d7b5a13677b93e5 \
+    --hash=sha256:0fa1aec2d32bcc03c8fa0f6f1712caad1adc38509f31142112e5c9daf5b9c833 \
+    --hash=sha256:16b65ea0f2465b6fb52aa22de5eca612aa964ddfec00a912e26f4656cbef890b \
+    --hash=sha256:16d10d789dd9bcca1173c95af82c58433122564b7bc39385124be735a35cbe99 \
+    --hash=sha256:19ac87f93086ce37b86e098888555c4b4bc48102279bae3350098c0ed664b501 \
+    --hash=sha256:1d22856ffbe153a602df38e4a5464f0b748a54002e0d69ac6d2ad0a197cc99ec \
+    --hash=sha256:21e764fd1e70b6a3e205a0e46f3051701f98a8cb3fad66eeb80e48bb502f8698 \
+    --hash=sha256:231ddcbb35e2ff8973e1365db41fe0572662893b99a05deb183b68ad4c0c8bd4 \
+    --hash=sha256:253a4a220747e8b5faf57ec320c4f5efb0cef05f647420bf267143ec15dba10a \
+    --hash=sha256:280081916dc341820640489a66e4696049401ef1cf6dd672f672e70ad915aca3 \
+    --hash=sha256:2a441ea71902098ffe78c5abe6c494f44160b4af614ed16c3d9a3b1d17fd8ee2 \
+    --hash=sha256:304b13570067b2547562e308af560b3963857b1fa90bd6afd978130130fe2d6a \
+    --hash=sha256:32286a2c8d167e897177b673176c1e3e00d4057caf5d2b64eef9a3666b03018e \
+    --hash=sha256:33bdcc2a32c0a0e861f60841a512c8acc658c87c2ac59d89e3a46dacf7d866e4 \
+    --hash=sha256:375b83ed0aecfce76c16d198fbc21f3b11b337d68662bea0a995046682a11419 \
+    --hash=sha256:3c09a49d6cde137258beb3d551994a2927fd35ad5cf96aed573f61bbd67c5f84 \
+    --hash=sha256:3d92613ec25e43b05f042302531ec0f00b8445190e43325880cbd6ab7c2581da \
+    --hash=sha256:40a126142a56b2dfc0aacbad1de8310cbf60da7656db0e6b16eebd48e3e93519 \
+    --hash=sha256:416c229f77e5ea25b3dfd4b582f8d73d7e43c22320302b9ab128a2d3a0b38efe \
+    --hash=sha256:432786d3561e69aeeae6c7e8648964ce0ad05736120135601f87ac26b9c83381 \
+    --hash=sha256:43b9e366a31fdd1c87d0eb08f579b4a82b723ea54338f040d6b4e518a026ea29 \
+    --hash=sha256:440eede837960000d74978f0eba527be106b5b9aee0daf779d395276ed0b0614 \
+    --hash=sha256:45b0cc4e3556cd875e09102988d1ab8356c998b596c9fced84547c8138b487a0 \
+    --hash=sha256:476743fe6dfe14a2da12e3ac79125dc84a3b2cf8094369a47a1529b0cd8549fe \
+    --hash=sha256:4773092f8019072343a7447203308b176e10199920eb02d6195e81bbb3274c29 \
+    --hash=sha256:4b3dac63058cc36820b0dd072f89898604e2d39686fe05321729d00d8ac185a0 \
+    --hash=sha256:4d1c96a7a18b9690a4d46df09e3e3382406ae3213727cd1019ebade1c4a81917 \
+    --hash=sha256:51307f5c71007673a2bf8232ad973483d281e74cb99c8c5a990af1eefa6277d9 \
+    --hash=sha256:51447e9aa2684679af07ca5021c3db526e0284347ebf4ffcec1154c3350cfe32 \
+    --hash=sha256:58150c9f9b9a552505912d182ccdf26f6396fb6094816ceebcbb20eecabaed94 \
+    --hash=sha256:5b10cd92fc5c498b35a8635df6d5a100207f88b63a4dc1de7ef9a548e1e2cd63 \
+    --hash=sha256:5e226f6218febc71f6c1fc2fafb91c226f75bdc1d8fb12d66823716e891608fd \
+    --hash=sha256:609b3ba8fcc0fb5ab7af00719d0fb6ad0cb518e48e7712d12fd68f1327951198 \
+    --hash=sha256:60f44ade2cf573dad7a277e6f8ca9a51a21dda572b13bd7d8539bb3cd5dbedde \
+    --hash=sha256:611057cc5d5c0afc743ba8be6bd828c17e0aaa8643f9d0a9b9bb7dea80eb8012 \
+    --hash=sha256:6366a16e1a25018694d6a5d784d09b046edc9eac40ea2b54065c3052672516a1 \
+    --hash=sha256:65a7ff3f705e57d392f7261b6d0550fe137c3019477431f1c355e0db0a7d3e15 \
+    --hash=sha256:673611bbd43f0810bec0b0f028ddeaaa501190339cac411f347ac76917c3ae7b \
+    --hash=sha256:67830fc78e67501f47bb950471b2dcb9b35b140084429318e862895a8e89c993 \
+    --hash=sha256:68ce9f4d6b26d5ccbf7fd4459bf75f74a0a146677ebba80597df60cbdb20e6f4 \
+    --hash=sha256:68e5f26a1ad57ded6d1cfb85331d1c1a195314756471d97758c48498bb4dcdf5 \
+    --hash=sha256:69b157c5d3292bcd443faca052f3096f637f1e074b98212a933c074ae23dc3b8 \
+    --hash=sha256:75286256590a6320cf106a0d28970d3560aad9ee09aa7b34fb40524792436d35 \
+    --hash=sha256:78841cccf1af7b40f6f716338d50c0902dbe88d9f800b3c973b7a9a0a693a642 \
+    --hash=sha256:78fa18e436a1a0e58dbd7e02fc4473f3f32cceb12df9dfca542d075961c307d2 \
+    --hash=sha256:79580094b00d1789d1f93ea55bc43cb2f611910c72235b7657f3482ddcc1b22d \
+    --hash=sha256:7b86a2b16095d250c6f58b3d9b2eee6f4147754344f3dab0922f7c9bf7d226c9 \
+    --hash=sha256:83aed2c10721ddd90f68140685391b50811a880af20654c59af6b6c66c40513c \
+    --hash=sha256:84fd18bcc17526fc2b3c1af7d2b9217d32c9c04448c16ec693b9b4f1985c3d33 \
+    --hash=sha256:871ff67ea1aad4dfd91736464934d56b32dac49f9fbe16cddba36198a7b3a0db \
+    --hash=sha256:898f0e9068ca27d37f8e83a5b962821df851532e6c4a7d615c1c033f9da6eedf \
+    --hash=sha256:8a79d9f4d8001473a30c163556b3c3bfebec837495a412dde78b51672f6134f9 \
+    --hash=sha256:8c041122946b7ba21bb32c45b1aa57b1be35527690aeb3c5c234521085632eee \
+    --hash=sha256:90c44bc373b7687f6948b693cceaea1348ae0975d7474746559494468e3c1d84 \
+    --hash=sha256:9104ed0bd76a429d46f9ec0dbc9b08ad1d2dcdf2b00a5a0daa1c145329b35b44 \
+    --hash=sha256:920079c3f7456fa213e0829ed2073aaa727fd39d889ead5b4f35d0de5460d04f \
+    --hash=sha256:93d59d504b230e83c7a843251681959a0b6a9cd76f6e146ce1b8a80eb8739af9 \
+    --hash=sha256:9b2aff1c7b3884512b9512c3eaadd9bab39fb45042ffaaa1dd08ff2b9f8109d9 \
+    --hash=sha256:9b8e0f3107e2200b76f6054de99016eac3ee6762713587b36baaa7e4bd2ae177 \
+    --hash=sha256:9bb41182d93ea91f60b4bc8fbf4c820c69ef8a12ab2d917f3f1834f1acad07e8 \
+    --hash=sha256:9cdef90ae47919cae358d8ab15797a800ed41da7aba5d72419fb510729e2ed4b \
+    --hash=sha256:a1786910334ed46ab1dd73222f2cd1e05c2c3bb39f6dddb4f8b36fc382058a39 \
+    --hash=sha256:a4cfde78a9f2880208d16a93b795726a3017d5977e08d1e162a7a31322479c41 \
+    --hash=sha256:a4fbdde9dd4a9ce5fd52c2b3a347bb50cc89483ef783f1cb00d408c13f7a96c0 \
+    --hash=sha256:aa99adc8f081b475a12843953db36831eaf83ec33eb46a90629ca6a5de45a616 \
+    --hash=sha256:ac351b3b8014eead140e77e9717e2992c6bbe30b63bc3422422eb84865412e3d \
+    --hash=sha256:ad41ba96094304aa090f5a30cb6e4fb3b3f1c264c523394b4c39bbacc4dc92ba \
+    --hash=sha256:b5314963fce9b0b12743891de876e724997864ee22aa496f903f426c7e2fa5b2 \
+    --hash=sha256:bcf74c1df76758a395bf0af608c04c82257523f55c9868b334f06270d0f2112b \
+    --hash=sha256:bd47ba7fc3ca94896759ea0109775132d3e7ab921fbf54038e1bab2e46c313c9 \
+    --hash=sha256:c0323c9daef75ef2e5083624b4585018a0c9d5e3b40f607eed81a311270b934b \
+    --hash=sha256:c1225416b463483160e4af85d5fc3a9690ccb53fd4b1865a6437825f5ede3209 \
+    --hash=sha256:c1c948747b03be832dceed96ca815cef7360de9aa19d37c730f8e3f6101aca48 \
+    --hash=sha256:c25fe15c70c59eb7c5ce8c06a1f3fa1da0ecc5ea1e7a5922c40fd2fa9b0d5046 \
+    --hash=sha256:cc1b0fff8ead343dae06305f954eb8468ba0ec1a97881f42489d198e4ce3c632 \
+    --hash=sha256:cd6280cf040f233bd7d3407b743b4b4c74f70e8e1c4199cb112a62c941c0772a \
+    --hash=sha256:cd6c3d4b783c556fa00bf540854e42f135e2f256abd29669fcd0da0f2dec79c2 \
+    --hash=sha256:d4d6fcde76f94f5cb9e43e9e9a61f16dacefd228cbbf6f1a09bd9b219a92f1a1 \
+    --hash=sha256:ddf4af30b417d9fe16481e9b81c27ab2a7cde1ff7ba3e85653b02db7d145dc7b \
+    --hash=sha256:df115d4d83168fdf2cae48ef1ff6d1cb4c466364e30861b37121de0f3bf1b990 \
+    --hash=sha256:df7276909358e5635ae203673ab7e509ddd224225a8d6b0790bf13eb2bde1cc5 \
+    --hash=sha256:e4fd89cc178bced6ad29cb3e6dd4aa63fa5017c3524dbd0b25998fb64a87cc8b \
+    --hash=sha256:e9701d0049d92c16703a42771b98d560b95248949f23f8cf7b4eddd201814fb9 \
+    --hash=sha256:ee2f2a527e3c1a6e6411eb4209642e138b544a2d72fe5d0d76daf77b24063534 \
+    --hash=sha256:f7fb7d750cfa0a070d2c24e831fd3481019a60dd317ea2b39acbcebc08b6ed81 \
+    --hash=sha256:f840ed6d8ecba8255df8c42b87fadeda98ddfc6eeec05e2dc66e26d46dd6f58a \
+    --hash=sha256:f86c6358749bd4fda175388691e3ba8c46e24c5347d0afd20f9b7edfc9faf07d \
+    --hash=sha256:fa36ec09ef71d158186bc79e359ff5fdd6e7996fe8ab638f00d6b93139ba4fcf \
+    --hash=sha256:fe2c7201c642b7c308f1675355ad7ff7b66acfe3541625efe5a3ad38f29d6115
     # via
     #   requests
     #   snowflake-connector-python
-click==8.3.3 \
-    --hash=sha256:398329ad4837b2ff7cbe1dd166a4c0f8900c3ca3a218de04466f38f6497f18a2 \
-    --hash=sha256:a2bf429bb3033c89fa4936ffb35d5cb471e3719e1f3c8a7c3fff0b8314305613
+click==8.4.2 \
+    --hash=sha256:9a6cea6e60b17ebe0a44c5cc636d94f09bd66142c1cd7d8b4cd731c4917a15f6 \
+    --hash=sha256:e6f9f66136c816745b9d65817da91d61d957fb16e02e4dcd0552553c5a197b76
     # via
     #   feast (pyproject.toml)
     #   dask
-    #   typer
     #   uvicorn
 cloudpickle==3.1.2 \
     --hash=sha256:7fda9eb655c9c230dab534f1983763de5835249750e85fbcef43aaa30a9a2414 \
@@ -440,68 +462,65 @@ colorama==0.4.6 \
     --hash=sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44 \
     --hash=sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6
     # via feast (pyproject.toml)
-cryptography==47.0.0 \
-    --hash=sha256:0024b87d47ae2399165a6bfb20d24888881eeab83ae2566d62467c5ff0030ce7 \
-    --hash=sha256:07efe86201817e7d3c18781ca9770bc0db04e1e48c994be384e4602bc38f8f27 \
-    --hash=sha256:09f6d7bf6724f8db8b32f11eccf23efc8e759924bc5603800335cf8859a3ddbd \
-    --hash=sha256:11438c7518132d95f354fa01a4aa2f806d172a061a7bed18cf18cbdacdb204d7 \
-    --hash=sha256:11dbb9f50a0f1bb9757b3d8c27c1101780efb8f0bdecfb12439c22a74d64c001 \
-    --hash=sha256:14432c8a9bcb37009784f9594a62fae211a2ae9543e96c92b2a8e4c3cd5cd0c4 \
-    --hash=sha256:1581aef4219f7ca2849d0250edaa3866212fb74bf5667284f46aa92f9e65c1ca \
-    --hash=sha256:160ad728f128972d362e714054f6ba0067cab7fb350c5202a9ae8ae4ce3ef1a0 \
-    --hash=sha256:1a405c08857258c11016777e11c02bacbe7ef596faf259305d282272a3a05cbe \
-    --hash=sha256:1e47422b5557bb82d3fff997e8d92cff4e28b9789576984f08c248d2b3535d93 \
-    --hash=sha256:20fdbe3e38fb67c385d233c89371fa27f9909f6ebca1cecc20c13518dae65475 \
-    --hash=sha256:2207a498b03275d0051589e326b79d4cf59985c99031b05bb292ac52631c37fe \
-    --hash=sha256:256d07c78a04d6b276f5df935a9923275f53bd1522f214447fdf365494e2d515 \
-    --hash=sha256:2b45761c6ec22b7c726d6a829558777e32d0f1c8be7c3f3480f9c912d5ee8a10 \
-    --hash=sha256:2ebd84adf0728c039a3be2700289378e1c164afc6748df1a5ed456767bef9ba7 \
-    --hash=sha256:34b4358b925a5ea3e14384ca781a2c0ef7ac219b57bb9eacc4457078e2b19f92 \
-    --hash=sha256:3fb8fa48075fad7193f2e5496135c6a76ac4b2aa5a38433df0a539296b377829 \
-    --hash=sha256:4e1de79e047e25d6e9f8cea71c86b4a53aced64134f0f003bbcbf3655fd172c8 \
-    --hash=sha256:4f7722c97826770bab8ae92959a2e7b20a5e9e9bf4deae68fd86c3ca457bab52 \
-    --hash=sha256:51c9313e90bd1690ec5a75ed047c27c0b8e6c570029712943d6116ef9a90620b \
-    --hash=sha256:5d0e362ff51041b0c0d219cc7d6924d7b8996f57ce5712bdcef71eb3c65a59cc \
-    --hash=sha256:6651d32eff255423503aa276739da98c30f26c40cbeffcc6048e0d54ef704c0c \
-    --hash=sha256:6eebcaf0df1d21ce1f90605c9b432dd2c4f4ab665ac29a40d5e3fc68f51b5e63 \
-    --hash=sha256:6f29f36582e6151d9686235e586dd35bb67491f024767d10b842e520dc6a07ac \
-    --hash=sha256:7a02675e2fabd0c0fc04c868b8781863cbf1967691543c22f5470500ff840b31 \
-    --hash=sha256:7f1207974a904e005f762869996cf620e9bf79ecb4622f148550bb48e0eb35a7 \
-    --hash=sha256:7f68d6fbc7fbbcfb0939fea72c3b96a9f9a6edfc0e1b1d29778a2066030418b1 \
-    --hash=sha256:7fda2f02c9015db3f42bb8a22324a454516ed10a8c29ca6ece6cdbb5efe2a203 \
-    --hash=sha256:80887c5cbd1774683cb126f0ab4184567f080071d5acf62205acb354b4b753b7 \
-    --hash=sha256:835d2d7f47cdc53b3224e90810fb1d36ca94ea29cc1801fb4c1bc43876735769 \
-    --hash=sha256:8c1a736bbb3288005796c3f7ccb9453360d7fed483b13b9f468aea5171432923 \
-    --hash=sha256:9af828c0d5a65c70ec729cd7495a4bf1a67ecb66417b8f02ff125ab8a6326a74 \
-    --hash=sha256:9c59ab0e0fa3a180a5a9c59f3a5abe3ef90d474bc56d7fadfbe80359491b615b \
-    --hash=sha256:9f8e55fe4e63613a5e1cc5819030f27b97742d720203a087802ce4ce9ceb52bb \
-    --hash=sha256:9fe6b7c64926c765f9dff301f9c1b867febcda5768868ca084e18589113732ab \
-    --hash=sha256:a49a3eb5341b9503fa3000a9a0db033161db90d47285291f53c2a9d2cd1b7f76 \
-    --hash=sha256:a9b761f012a943b7de0e828843c5688d0de94a0578d44d6c85a1bae32f87791f \
-    --hash=sha256:b1c76fca783aa7698eb21eb14f9c4aa09452248ee54a627d125025a43f83e7a7 \
-    --hash=sha256:b9a8943e359b7615db1a3ba587994618e094ff3d6fa5a390c73d079ce18b3973 \
-    --hash=sha256:be12cb6a204f77ed968bcefe68086eb061695b540a3dd05edac507a3111b25f0 \
-    --hash=sha256:cffbba3392df0fa8629bb7f43454ee2925059ee158e23c54620b9063912b86c8 \
-    --hash=sha256:ed67ea4e0cfb5faa5bc7ecb6e2b8838f3807a03758eec239d6c21c8769355310 \
-    --hash=sha256:edd4da498015da5b9f26d38d3bfc2e90257bfa9cbed1f6767c282a0025ae649b \
-    --hash=sha256:ef6b3634087f18d2155b1e8ce264e5345a753da2c5fa9815e7d41315c90f8318 \
-    --hash=sha256:f1557695e5c2b86e204f6ce9470497848634100787935ab7adc5397c54abd7ab \
-    --hash=sha256:f5c15764f261394b22aef6b00252f5195f46f2ca300bec57149474e2538b31f8 \
-    --hash=sha256:f5c3296dab66202f1b18a91fa266be93d6aa0c2806ea3d67762c69f60adc71aa \
-    --hash=sha256:f7db373287273d8af1414cf95dc4118b13ffdc62be521997b0f2b270771fef50 \
-    --hash=sha256:f9a034b642b960767fb343766ae5ba6ad653f2e890ddd82955aef288ffea8736
+cryptography==49.0.0 \
+    --hash=sha256:026ac7423e6fa66872d3bf889be5974507da3944f866f704fa200eadacd00001 \
+    --hash=sha256:07cab27cc7b7e0fd28e5e26bb9eeedde5c135c868b46de4a27845abe94af6122 \
+    --hash=sha256:084ef1af862eb07ec46d25f68689f2102a9fc0e05ce7b80f14f5fe51e4eef0f6 \
+    --hash=sha256:0b82e28ee398a386f0807bba7884d30f25218855690f45115831bcce5d90822c \
+    --hash=sha256:0e959b578856a3924bc0cbb710fc12c387b9412a951389f3ca61704a9e25f325 \
+    --hash=sha256:0f21641cf4b30fca7aee061ced0ec7ad7b073518088b7c9969a297c0ae796c69 \
+    --hash=sha256:196ecd6a36e4e9aa10270393bb98d8df88fccee0bf1e5128b91ae4eb4375896d \
+    --hash=sha256:2400ef9c9e2299a25614eb1dea3db54a69b1349efd043bfac9c67630d136df36 \
+    --hash=sha256:28d8b15e6275f12c8a207dc309dfa957903c927d08d0cc937ee3f63f200693cc \
+    --hash=sha256:2afe9051da7ae7bd5905da5a949280c7d2bb75682e188f650a9d0f2756b834c6 \
+    --hash=sha256:2eda353d8a27bcbcaa4cbed18994a74ab4d19a2ca897db188ea269ab9b71419b \
+    --hash=sha256:32703d93296f5c1f4b53349ad3a250c2cae0fdecd3a3dd5d47e616d8d616af27 \
+    --hash=sha256:33cd0565932807baddb67b96dbee92f2c374b5c89dee09fd74079aeb8c8dba61 \
+    --hash=sha256:35b151772baff2c74cba7fa290ceaff4c3b11c0c881eb93eb5dbc05a7cfbba18 \
+    --hash=sha256:36d1709f992593689b45bda411498d62c6e365f2ca00b84657d4dadd24de16db \
+    --hash=sha256:42b0684e0e40cf26122427802486f6d93aea593612603a94fbf260c7eb1e9c1b \
+    --hash=sha256:4ae387c9cb68ea569ca17e490d66d8142b81c3cc814bf179974b7d146e490bbb \
+    --hash=sha256:53ecee2e23f7169b6117e99fc8a944e5e50f79e69758a83b52a00cb98ab2b2d2 \
+    --hash=sha256:66ec79c3904820572d7e987abdf304281f141d37ad9a489b8e97066e7b9b6459 \
+    --hash=sha256:67e1d20ad9ef3a563c59ef22e7a8a0b8210bd26604369ea4a30a7c66aefe504e \
+    --hash=sha256:6f2debedf9ca60cf1d5bd466475638af5130f89965605cd818484d19987d3a21 \
+    --hash=sha256:6fc361c34fb6aac015ce19435876635e5c6d21db31998b0920f675f131e043b8 \
+    --hash=sha256:73a205dce83953d131a4aa1e0fd917a2fd1c5b1eef251e9d7152efefcbf5caf7 \
+    --hash=sha256:7abcee80084cda3f7691f3eb1ce480d8df49cec637b429aa35986c1de71738aa \
+    --hash=sha256:8c25ceb16df5b9435f3f6a9829204985b0e0cbee3b48aacd432c7d2c850b44d9 \
+    --hash=sha256:966fe0e9c67490071f14c0d2b1cb2dfb3023c5ce39457343931415f08382f2db \
+    --hash=sha256:9e82dcc8e56052715fb18b2429e3bca4823b1629136a2084fc45a9a5cecb9b64 \
+    --hash=sha256:b20133d204d2bb56ba047642199603876c872026ca53e79c35b83772ab2cc505 \
+    --hash=sha256:b39efa323140595abd3ecca8529d321ae50f55f3aa3ba9cc81ea56a6011953d5 \
+    --hash=sha256:b47db11c2c3525083296069b98ac5221907455e989ae0c2e3008bde851921615 \
+    --hash=sha256:b87e65d263b3e5d3bb92a57e2a6638e2f31110fa7aa890c7b2dbba42248d0a3f \
+    --hash=sha256:b970c6da94d5bb18629db453d14f2a1300f6bf59b61e9b82377931ef95504866 \
+    --hash=sha256:be9fcb48a55f023493482827d4f459bd263cc20efde64f204b97c123201850c6 \
+    --hash=sha256:c2bc30226390d60ea19d9f82b19db005fe0452154a23c1c410c12ea801e43561 \
+    --hash=sha256:c83782480a4a9da4d0feb51950131ba32e12e70813848b3343f6e18c28a66838 \
+    --hash=sha256:cbc77da8c523d5abd028635ba850a6966fcee2c82e2bf65a41d1d8afe0f98be9 \
+    --hash=sha256:ccac2bfebc306b862133e3bb71f3f6ee8bb525240089b2d952e4144b3a6d5da7 \
+    --hash=sha256:d0527ce944105f257f605a827d6ebead966c752038b6e8656abb9c5edee6fc68 \
+    --hash=sha256:d8ecde755e2e91bf773fc94e8c9d730cd7f2007004cb492263a794ec3899a1c8 \
+    --hash=sha256:e3fb64c420688e5319ae25113a354015abbd8dffbfbc41781a1ea66fc7622ac3 \
+    --hash=sha256:e5dfc1e64de5677cec922ffa8da89c546d0415bf6efdf081842e5d44c84e1f0e \
+    --hash=sha256:ec5e529fb80935c94fe7b729f9972b50e351a0e6b50aa294fd5cabb109fcc29a \
+    --hash=sha256:f37d847238971164fdbc68ade6f6574aecc9c0af714190e2083429ff68f4ce9d \
+    --hash=sha256:f78ff2c9ed8dc2d036b0f4d640e22522213d047c1b14e61205a7e55c80a494d4 \
+    --hash=sha256:f89660a348f4f78a92366240a61404e337586ef7f5909a2fef59ca88ef505493 \
+    --hash=sha256:fc1e275c2f1d97b1a6450b8b0ea3ebfa6e087a611c2b26cb2404d48588abab7b
     # via
     #   google-auth
     #   pyjwt
     #   pyopenssl
     #   snowflake-connector-python
-dask[dataframe]==2026.3.0 \
-    --hash=sha256:be614b9242b0b38288060fb2d7696125946469c98a1c30e174883fd199e0428d \
-    --hash=sha256:f7d96c8274e8a900d217c1ff6ea8d1bbf0b4c2c21e74a409644498d925eb8f85
+dask[dataframe]==2026.7.1 \
+    --hash=sha256:5727484427665f051e86bf87d021a64d6411141cdc8a20bfe3c1ad2968cc06b7 \
+    --hash=sha256:985ffd6c5e9d7979ede515e84ae8d39b647d6aa64f77600f15714ff65f578fe6
     # via feast (pyproject.toml)
-db-dtypes==1.5.1 \
-    --hash=sha256:901099b807c9312bc61a5bddbfb07512884e6c6d5a9edacf24d50bcf303aa5f7 \
-    --hash=sha256:ad71a6645e3c1f06d4d32023940576648f43119822f825f0d22587c6ef8afe15
+db-dtypes==1.7.1 \
+    --hash=sha256:450b94cd010cfa6d4d13cca2593009eba4fbe15516084c332cde1a47bbce0625 \
+    --hash=sha256:75adf3bdf3174a6474ea4162d9a345ea0b3102ec4fd603e69ec26b6e8a99145a
     # via
     #   google-cloud-bigquery
     #   pandas-gbq
@@ -509,50 +528,63 @@ dill==0.3.9 \
     --hash=sha256:468dff3b89520b474c0397703366b7b95eebe6303f108adf9b19da1f702be87a \
     --hash=sha256:81aa267dddf68cbfe8029c42ca9ec6a4ab3b22371d1c450abc54422577b4512c
     # via feast (pyproject.toml)
-duckdb==1.5.2 \
-    --hash=sha256:0b291786014df1133f8f18b9df4d004484613146e858d71a21791e0fcca16cf4 \
-    --hash=sha256:2323c1195c10fb2bb982fc0218c730b43d1b92a355d61e68e3c5f3ac9d44c34f \
-    --hash=sha256:2a1de4f4d454b8c97aec546c82003fc834d3422ce4bc6a19902f3462ef293bed \
-    --hash=sha256:35579b8e3a064b5eaf15b0eafc558056a13f79a0a62e34cc4baf57119daecfec \
-    --hash=sha256:376856066c65ccd55fcb3a380bbe33a71ce089fc4623d229ffc6e82251afdb6d \
-    --hash=sha256:411ad438bd4140f189a10e7f515781335962c5d18bd07837dc6d202e3985253d \
-    --hash=sha256:4420b3f47027a7849d0e1815532007f377fa95ee5810b47ea717d35525c12f79 \
-    --hash=sha256:486c862bf7f163c0110b6d85b3e5c031d224a671cca468f12ebb1d3a348f6b39 \
-    --hash=sha256:52a21823f3fbb52f0f0e5425e20b07391ad882464b955879499b5ff0b45a376b \
-    --hash=sha256:5596bbfc31b1b259db69c8d847b42d036ce2c4804f9ccb28f9fc46a16de7bc53 \
-    --hash=sha256:56d38b3c4e0ef2abb58898d0fd423933999ed535c45e75e9d9f72e1d5fed69b8 \
-    --hash=sha256:638da0d5102b6cb6f7d47f83d0600708ac1d3cb46c5e9aaabc845f9ba4d69246 \
-    --hash=sha256:63bf8687feefeed51adf45fa3b062ab8b1b1c350492b7518491b86bae68b1da1 \
-    --hash=sha256:6b0fe75c148000f060aa1a27b293cacc0ea08cc1cad724fbf2143d56070a3785 \
-    --hash=sha256:70631c847ca918ee710ec874241b00cf9d2e5be90762cbb2a0389f17823c08f7 \
-    --hash=sha256:7f69164b048e498b9e9140a24343108a5ae5f17bfb3485185f55fdf9b1aa924d \
-    --hash=sha256:81fc4fbf0b5e25840b39ba2a10b78c6953c0314d5d0434191e7898f34ab1bba3 \
-    --hash=sha256:84b193aca20565dedb3172de15f843c659c3a6c773bf14843a9bd781c850e7db \
-    --hash=sha256:8d599758b4e48bf12e18c9b960cf491d219f0c4972d19a45489c05cc5ab36f83 \
-    --hash=sha256:8dbd7e31e5dc157bfe8803fa7d2652336265c6c19926c5a4a9b40f8222868d08 \
-    --hash=sha256:98c0535cd6d901f61a5ea3c2e26a1fd28482953d794deb183daf568e3aa5dda6 \
-    --hash=sha256:a9cd5e71702d446613750405cde03f66ed268f4c321da071b0472759dad19536 \
-    --hash=sha256:bb42e6ed543902e14eae647850da24103a89f0bc2587dec5601b1c1f213bd2ed \
-    --hash=sha256:be37680ddb380015cb37318e378c53511c45c4f0d8fac5599d22b7d092b9217a \
-    --hash=sha256:c69907354ffee94ba8cf782daf0480dab7557f21ce27fffa6c0ea8f74ed4b8e2 \
-    --hash=sha256:c99ef73a277c8921bc0a1f16dee38d924484251d9cfd20951748c20fcd5ed855 \
-    --hash=sha256:c9f3e0b71b8a50fccfb42794899285d9d318ce2503782b9dd54868e5ecd0ad31 \
-    --hash=sha256:ce0b8141a10d37ecef729c45bc41d334854013f4389f1488bd6035c5579aaac1 \
-    --hash=sha256:ce17670bb392ea1b3650537db02bd720908776b5b95f6d2472d31a7de59d1dc1 \
-    --hash=sha256:d72b8856b1839d35648f38301b058f6232f4d36b463fe4dc8f4d3fdff2df1a2e \
-    --hash=sha256:d9b4f5430bf4f05d4c0dc4c55c75def3a5af4be0343be20fa2bfc577343fbfc9 \
-    --hash=sha256:e6495b00cad16888384119842797c49316a96ae1cb132bb03856d980d95afee1 \
-    --hash=sha256:ea58ff5b0880593a280cf5511734b17711b32ee1f58b47d726e8600848358160 \
-    --hash=sha256:ef461bca07313412dc09961c4a4757a851f56b95ac01c58fac6007632b7b94f2 \
-    --hash=sha256:fc85a5dbcbe6eccac1113c72370d1d3aacfdd49198d63950bdf7d8638a307f00
+duckdb==1.5.5 \
+    --hash=sha256:078e6a60dd8eedde5832f45422ca5c4a6b8c837aeabd8a56ca0b7d933f588053 \
+    --hash=sha256:0c42757cb34722144bd4dfb94b6f336339e7b2468f6813fa7fa9a319ba07bab4 \
+    --hash=sha256:179633a3fc6296c75d57c69c1e239fa9e5cdcb670fd1dbff88a02663f932905c \
+    --hash=sha256:1a925d06c2a4c3b64553d6cc1aced5028d376d4479bed689a7d47e9b1dccd80a \
+    --hash=sha256:1b543841b0ae18a9c982345cfa3987e9c065d3a4b0f067daa473d92d1e65f528 \
+    --hash=sha256:1bdc38922c365c37720149f90d90b1e9823eb82dad6830855b5f87537fa6fc0c \
+    --hash=sha256:2725d2b9ace3a4e75d72fc5a239f6a44b502c580edadb8fb2676db772c5f9282 \
+    --hash=sha256:2e72f9e1a4f90a5c8483ad4d540e495bf0834ba61c360b52499a573d7ed62a3f \
+    --hash=sha256:33db46679b071f108d57139493dee2d37e1f5efcf5c5c039c2969eed11a6c8a7 \
+    --hash=sha256:3b805507f88171b428b21c966c30e9a3d54e30b24528918a44ed0032542bc26f \
+    --hash=sha256:49c963d9469373d7aba8d750d9ea565ab823e94166efed953f184dd9b169b98c \
+    --hash=sha256:4acc72798ba1885a9c17d1242903d2cd502f13b1271c7677f7cab25d8578eceb \
+    --hash=sha256:63e48d4b74b15aeacd688976432a7225163df8c226eddeb8536bba2d4d4ff433 \
+    --hash=sha256:64078acfd16541132ac6e191eb81b2845554444a0305cc1aa581ba107e514aa8 \
+    --hash=sha256:6826504277dba513c0c5d71d828456c94d729c9d2482f94b2e289f90a9167e28 \
+    --hash=sha256:72f33ee57ca7595b23957671a2cc7f7fe2be0ecc2d68f63abedcfcaa3a5c1238 \
+    --hash=sha256:77bbc1e6ba12e1e06f9020117bdf848627ecfdf36f907550e62e008e6109dece \
+    --hash=sha256:7a6d2d11859d82a936ebdcb30ce3d8a1cbb3e990bff05c12abb9b54c44fa7bd1 \
+    --hash=sha256:8c11775cc99a447618d5f1840126db17f2652f3eae05529df4f81f40e2df7151 \
+    --hash=sha256:8e6413dd40facb7b8ab21bd844450cd8f549b29e138635be9cf090ef4d2049e2 \
+    --hash=sha256:9dc826c4b50e64f6c4e4d07a3a9cb075ef70ba3899dc43ec5493dc3d7b04b353 \
+    --hash=sha256:9f4287f97ccf0c1f3d471e7115be2b067cbf99627e2d34bffd462dd64703cddc \
+    --hash=sha256:a17e6a922e42a5c06ed2353fe78c5dff2610f6632d603836f9606ad0bf754079 \
+    --hash=sha256:a736217825461732b5442d05a220f3da2e23a0dae114efbf08c9bf171b53098a \
+    --hash=sha256:b08e19cc856220d8a26fa62abc2264b349aff67255e9373c6a3f607addd56dc6 \
+    --hash=sha256:b9b6f86ed85d4ef5e0211eaebf75d057bd8bb520bba438a95dd0f4e42234bbfe \
+    --hash=sha256:baa9c5702002fabb559ded2a39008f9f421fcbc7237d388b8213eff1e08858de \
+    --hash=sha256:cd98829b67788609017e65c761bd42a5dd0f9129441bed8bda4d6881ccf819f0 \
+    --hash=sha256:d4dd65f8941a604b947e0b9b4b4f7165988e29a23ec0b69b4038520956d9933e \
+    --hash=sha256:ddfbdb096c11d51ee22492397d342c90a82e62c5d09961477895934d0a25372f \
+    --hash=sha256:e238060db5ca59879882a6e9b015e2c65d5c64ddf281ba1d7a9a2033764152cf \
+    --hash=sha256:f0b88535a5d86fdd63dba6ea02ab68c003dfb9e4892b11256ef24c4da208baae \
+    --hash=sha256:f316eae2323d9a851883fdf2dee91c1f9efe251ab33e14a2272f82a913422ed6 \
+    --hash=sha256:fbf0f2d48b43c6c304d00463b463c27ead6c4b01c3c1816b750f728decf71afe \
+    --hash=sha256:feead93c56679b79592d437c62975d39cb67adedffa7592c763baf8160ac7366
     # via ibis-framework
 durationpy==0.10 \
     --hash=sha256:1fa6893409a6e739c9c72334fc65cca1f355dbdd93405d30f726deb5bde42fba \
     --hash=sha256:3b41e1b601234296b4fb368338fdcd3e13e0b4fb5b67345948f4f2bf9868b286
     # via kubernetes
-fastapi==0.136.1 \
-    --hash=sha256:7af665ad7acfa0a3baf8983d393b6b471b9da10ede59c60045f49fbc89a0fa7f \
-    --hash=sha256:a6e9d7eeada96c93a4d69cb03836b44fa34e2854accb7244a1ece36cd4781c3f
+faiss-cpu==1.14.3 \
+    --hash=sha256:0a5eb27184123c7ac1060c6b862978eabf0e30c1369ccf8bdb1497d35c06ad3d \
+    --hash=sha256:1d734cfa9ac90b6a5dfed3a27cb706d05f22824703dafc3969b4e2071877a31c \
+    --hash=sha256:20414d5c98fb6ab9eedfb3df79841865911c2d67b6efe829dc46adfeab6f51b1 \
+    --hash=sha256:54b0ea832be5bce75ef9abf1297fe4613d760bf7cfe7a963da040cb0314e8f58 \
+    --hash=sha256:8780b526c06e57aad90a8c4655dfba2ff1b3195bd600ff4499752fc45159c9fc \
+    --hash=sha256:a9369863290a3f0e033757e4c10577b6ef7431f1cede394dabd0a137e4e2ed45 \
+    --hash=sha256:b28ba083e8c02f2c9be03783402537fd3f00d27e68799c44bf88931500ee12ec \
+    --hash=sha256:cdcb90850cb4b7c27d270839b37bcc0dc8d1fb6a62d1e13053e51ac95061ca25 \
+    --hash=sha256:ea2340f675db59af8db6da4535b541ce6948d68a008989c656c292c7b0c77127 \
+    --hash=sha256:f278003d00c30c90cf118b98428bb96f73eba4b9dadac6993c788966d2e983bd \
+    --hash=sha256:f9d0e84d909194f63f027bbd3c1e35e905e48c9345c2db6e6f24da09a6bc5906
+    # via milvus-lite
+fastapi==0.141.0 \
+    --hash=sha256:5567705c791fa33202dabd1860df1d1650a7b1bf373378198d7b0675c9574618 \
+    --hash=sha256:cae32222bdc8b2805c4d3deb4e024b381ea2a6f2de7febfe3a9a73a9c29c2e5e
     # via
     #   feast (pyproject.toml)
     #   fastapi-mcp
@@ -560,9 +592,9 @@ fastapi-mcp==0.4.0 \
     --hash=sha256:d4a3fe7966af24d44e4b412720561c95eb12bed999a4443a88221834b3b15aec \
     --hash=sha256:d4ca9410996f4c7b8ea0d7b20fdf79878dc359ebf89cbf3b222e0b675a55097d
     # via feast (pyproject.toml)
-filelock==3.29.0 \
-    --hash=sha256:69974355e960702e789734cb4871f884ea6fe50bd8404051a3530bc07809cf90 \
-    --hash=sha256:96f5f6344709aa1572bbf631c640e4ebeeb519e08da902c39a001882f30ac258
+filelock==3.32.0 \
+    --hash=sha256:7be2ad23a14607ccc71808e68fe30848aeace7058ace17852f68e2a68e310402 \
+    --hash=sha256:d396bea984af47333ef05e50eae7eff88c84256de6112aea0ec48a233c064fe3
     # via snowflake-connector-python
 frozenlist==1.8.0 \
     --hash=sha256:0325024fe97f94c41c08872db482cf8ac4800d80e79222c6b0b7b162d5b13686 \
@@ -698,15 +730,15 @@ frozenlist==1.8.0 \
     # via
     #   aiohttp
     #   aiosignal
-fsspec==2024.9.0 \
-    --hash=sha256:4b0afb90c2f21832df142f292649035d80b421f60a9e1c027802e5a0da2b04e8 \
-    --hash=sha256:a0947d552d8a6efa72cc2c730b12c41d043509156966cca4fb157b0f2a0c574b
+fsspec==2026.7.0 \
+    --hash=sha256:b57ddbafedfaef7018c1ecab32aa200a9d7ca26b77965f64e48b70061249d279 \
+    --hash=sha256:c803c40f4cf860b49dea58ee3e1c33cb9c790520e233537e1340049f89b82a88
     # via
     #   feast (pyproject.toml)
     #   dask
-google-api-core[grpc]==2.30.3 \
-    --hash=sha256:a85761ba72c444dad5d611c2220633480b2b6be2521eca69cca2dbb3ffd6bfe8 \
-    --hash=sha256:e601a37f148585319b26db36e219df68c5d07b6382cff2d580e83404e44d641b
+google-api-core[grpc]==2.33.0 \
+    --hash=sha256:3a36bcc3e319783f4c97da41f6f45ea6ffcaa55848e341de16e09cb70243c2bb \
+    --hash=sha256:a2e22a0c1d0f03eafff1858b38cf46f832d5902b0c052235bf0ab8402929fbdc
     # via
     #   feast (pyproject.toml)
     #   google-cloud-bigquery
@@ -716,9 +748,9 @@ google-api-core[grpc]==2.30.3 \
     #   google-cloud-datastore
     #   google-cloud-storage
     #   pandas-gbq
-google-auth==2.50.0 \
-    --hash=sha256:04382175e28b94f49694977f0a792688b59a668def1499e9d8de996dc9ce5b15 \
-    --hash=sha256:f35eafb191195328e8ce10a7883970877e7aeb49c2bfaa54aa0e394316d353d0
+google-auth[pyopenssl]==2.56.2 \
+    --hash=sha256:c8270ea95b2697b74e3d8438ae9c5b898e38b623b915c7b5c5635921e7de68a6 \
+    --hash=sha256:e28f103ca8091fb7012b99c44243d7366c29863713b8e34a220c3322b7a07051
     # via
     #   google-api-core
     #   google-auth-oauthlib
@@ -730,37 +762,37 @@ google-auth==2.50.0 \
     #   google-cloud-storage
     #   pandas-gbq
     #   pydata-google-auth
-google-auth-oauthlib==1.3.1 \
-    --hash=sha256:14c22c7b3dd3d06dbe44264144409039465effdd1eef94f7ce3710e486cc4bfa \
-    --hash=sha256:1a139ef23f1318756805b0e95f655c238bffd29655329a2978218248da4ee7f8
+google-auth-oauthlib==1.4.0 \
+    --hash=sha256:18b5e28880eb8eba9065c436becdc0ee8e4b59117a73a510679c82f70cd363d2 \
+    --hash=sha256:251314f213a9ee46a5ae73988e84fd7cca8bb68e7ecf4bfd45940f9e7f51d070
     # via
     #   pandas-gbq
     #   pydata-google-auth
-google-cloud-bigquery[pandas]==3.41.0 \
-    --hash=sha256:2217e488b47ed576360c9b2cc07d59d883a54b83167c0ef37f915c26b01a06fe \
-    --hash=sha256:2a5b5a737b401cbd824a6e5eac7554100b878668d908e6548836b5d8aaa4dcaa
+google-cloud-bigquery[pandas]==3.42.2 \
+    --hash=sha256:08d4b264e5ee4790f719724c76b538f204b7190999328a2f1a6a95eaab74ca39 \
+    --hash=sha256:41658c19e8ed5b83307011b4e55aca3b1f72052545a22788f1d637984615173f
     # via
     #   feast (pyproject.toml)
     #   pandas-gbq
-google-cloud-bigquery-storage==2.37.0 \
-    --hash=sha256:1e319c27ef60fc31030f6e0b52e5e891e1cdd50551effe8c6f673a4c3c56fcb6 \
-    --hash=sha256:f88ee7f1e49db1e639da3d9a8b79835ca4bc47afbb514fb2adfc0ccb41a7fd97
+google-cloud-bigquery-storage==2.39.0 \
+    --hash=sha256:8c192b6263804f7bdd6f57a17e763ba7f03fa4e53d7ecafca0187e0fd6467d48 \
+    --hash=sha256:d5afd90ad06cf24d9167316cca70ab5b344e880fc13031d7392aa78ee76b8bb6
     # via feast (pyproject.toml)
-google-cloud-bigtable==2.36.0 \
-    --hash=sha256:21b2f41231b7368a550b44d5b493b811b3507fcb23eb26d00005cd3f205f2207 \
-    --hash=sha256:d5987733c2f60c739f93f259d2037858411cc994ac37cdfbccb6bb159f3ca43e
+google-cloud-bigtable==2.41.0 \
+    --hash=sha256:36da0fc730952bfe48ae91dee11015459c9046fa1499d0efb73a61bbb6edbe9b \
+    --hash=sha256:d0c424bae6238eb16ffc0922be79da00d20d23e0750ea46742ffd4542c50fd26
     # via feast (pyproject.toml)
-google-cloud-core==2.5.1 \
-    --hash=sha256:3dc94bdec9d05a31d9f355045ed0f369fbc0d8c665076c734f065d729800f811 \
-    --hash=sha256:ea62cdf502c20e3e14be8a32c05ed02113d7bef454e40ff3fab6fe1ec9f1f4e7
+google-cloud-core==2.6.0 \
+    --hash=sha256:6d63ac8e5eca6d9e4319d0a1e2265fadcd7f1049904378caecfa01cf52dd869e \
+    --hash=sha256:e76149739f90fac1fc6757c09f47eaccb3145b54adbd7759b0f7c4b235f46c83
     # via
     #   google-cloud-bigquery
     #   google-cloud-bigtable
     #   google-cloud-datastore
     #   google-cloud-storage
-google-cloud-datastore==2.24.0 \
-    --hash=sha256:81f1d1c12c2906f59507f72742545ab04c38f62ed70b0542057e3cf04a53aa65 \
-    --hash=sha256:f087c02a6aa4ac68bbf17f0c048ae3ee355856bf09c51439bfba193741387792
+google-cloud-datastore==2.26.0 \
+    --hash=sha256:1ac4882f033fcb90bd75d1171b46400ecd5def23768598843d9c041e0c0b4a6a \
+    --hash=sha256:1bde5694308468da5c932153a6b0331d5b54e1c21de366b6a75ddb0000fd5f4b
     # via feast (pyproject.toml)
 google-cloud-storage==2.19.0 \
     --hash=sha256:aeb971b5c29cf8ab98445082cbfe7b161a1f48ed275822f59ed3f1524ea54fba \
@@ -804,15 +836,15 @@ google-crc32c==1.8.0 \
     #   google-cloud-bigtable
     #   google-cloud-storage
     #   google-resumable-media
-google-resumable-media==2.8.2 \
-    --hash=sha256:82b6d8ccd11765268cdd2a2123f417ec806b8eef3000a9a38dfe3033da5fb220 \
-    --hash=sha256:f3354a182ebd193ae3f42e3ef95e6c9b10f128320de23ac7637236713b1acd70
+google-resumable-media==2.10.0 \
+    --hash=sha256:88152884bee37b2bf36a0ab81ad8c7fd12212c9803dd981d77c1b35b02d34e7c \
+    --hash=sha256:e324bc9d0fdae4c52a08ae90456edc4e71ece858399e1217ac0eb3a51d6bc6ee
     # via
     #   google-cloud-bigquery
     #   google-cloud-storage
-googleapis-common-protos[grpc]==1.74.0 \
-    --hash=sha256:57971e4eeeba6aad1163c1f0fc88543f965bb49129b8bb55b2b7b26ecab084f1 \
-    --hash=sha256:702216f78610bb510e3f12ac3cafd281b7ac45cc5d86e90ad87e4d301a3426b5
+googleapis-common-protos[grpc]==1.75.0 \
+    --hash=sha256:53a062ff3c32552fbd62c11fe23768b78e4ddf0494d5e5fd97d3f4689c75fbbd \
+    --hash=sha256:961ed60399c457ceb0ee8f285a84c870aabc9c6a832b9d37bb281b5bebde43ed
     # via
     #   feast (pyproject.toml)
     #   google-api-core
@@ -822,88 +854,87 @@ grpc-google-iam-v1==0.14.4 \
     --hash=sha256:392b3796947ed6334e61171d9ab06bf7eb357f554e5fc7556ad7aab6d0e17038 \
     --hash=sha256:412facc320fcbd94034b4df3d557662051d4d8adfa86e0ddb4dca70a3f739964
     # via google-cloud-bigtable
-grpcio==1.62.3 \
-    --hash=sha256:059444f0ed5dba73ab7dd0ee7e8e6b606df4130d2b0a9f010f84da4ab9f6c2d8 \
-    --hash=sha256:114f2a865886ff33f85d70670e971fe0e3d252a1209656fefa5470286e3fcc76 \
-    --hash=sha256:13571a5b868dcc308a55d36669a2d17d9dcd6ec8335213f6c49cc68da7305abe \
-    --hash=sha256:1ac0944e9e3ee3e20825226d1e17985e9f88487055c475986cf0922a7d806d8a \
-    --hash=sha256:1de3d04d9a4ec31ebe848ae1fe61e4cbc367fb9495cbf6c54368e60609a998d9 \
-    --hash=sha256:216740723fc5971429550c374a0c039723b9d4dcaf7ba05227b7e0a500b06417 \
-    --hash=sha256:25cd75dc73c5269932413e517be778640402f18cf9a81147e68645bd8af18ab0 \
-    --hash=sha256:325c56ce94d738c31059cf91376f625d3effdff8f85c96660a5fd6395d5a707f \
-    --hash=sha256:3737e5ef0aa0fcdfeaf3b4ecc1a6be78b494549b28aec4b7f61b5dc357f7d8be \
-    --hash=sha256:377babc817e8b4186aed7ed56e832867c513e4e9b6c3503565c344ffdef440d4 \
-    --hash=sha256:3fb7d966a976d762a31346353a19fce4afcffbeda3027dd563bc8cb521fcf799 \
-    --hash=sha256:43670a25b752b7ed960fcec3db50ae5886dc0df897269b3f5119cde9b731745f \
-    --hash=sha256:4439bbd759636e37b66841117a66444b454937e27f0125205d2d117d7827c643 \
-    --hash=sha256:454a6aed4ebd56198d37e1f3be6f1c70838e33dd62d1e2cea12f2bcb08efecc5 \
-    --hash=sha256:4c9c1502c76cadbf2e145061b63af077b08d5677afcef91970d6db87b30e2f8b \
-    --hash=sha256:4dab8b64c438e19c763a6332b55e5efdbecfb7c55ae59a42c38c81ed27955fa5 \
-    --hash=sha256:56757d3e4cf5d4b98a30f2c5456151607261c891fa2298a4554848dcbf83083d \
-    --hash=sha256:57823dc7299c4f258ae9c32fd327d29f729d359c34d7612b36e48ed45b3ab8d0 \
-    --hash=sha256:582bd03e9c3d1bd1162eb51fa0f1a35633d66e73f4f36702d3b8484a8b45eda7 \
-    --hash=sha256:620165df24aae3d5b3e84cb8dd6b98f6ed49aed04126186bbf43061e301d6a21 \
-    --hash=sha256:646c14e9f3356d3f34a65b58b0f8d08daa741ba1d4fcd4966b79407543332154 \
-    --hash=sha256:668211f3699bbee4deaf1d6e6b8df59328bf63f077bf2dc9b8bfa4a17df4a279 \
-    --hash=sha256:6be243f3954b0ca709f56f9cae926c84ac96e1cce19844711e647a1f1db88b99 \
-    --hash=sha256:6da20a1ae010a988bc4ed47850f1122de0a88e18cd2f901fcf56007be1fc6c30 \
-    --hash=sha256:7349cd7445ac65fbe1b744dcab9cc1ec02dae2256941a2e67895926cbf7422b4 \
-    --hash=sha256:74f3fc9b93290e58264844f5bc46df4c58a94c4287a277dbcf75344fc6c37ca4 \
-    --hash=sha256:75a4e9ac7ff185cad529f35934c5d711b88aca48b90c70e195f5657da50ce321 \
-    --hash=sha256:7b33c1807d4ac564a3027d06f21a2220c116ceacaaef614deb96b3341ee58896 \
-    --hash=sha256:807176971c504c598976f5a9ea62363cffbbbb6c7509d9808c2342b020880fa2 \
-    --hash=sha256:80a82fdee14dc27e9299248b7aabd5a8739a1cf6b76c78aa2b848158b44a99d5 \
-    --hash=sha256:81b7c121c4e52a0749bf0759185b8d5cfa48a786cd7d411cdab08269813e0aab \
-    --hash=sha256:8257cc9e55fb0e2149a652d9dc14c023720f9e73c9145776e07c97e0a553922e \
-    --hash=sha256:8a5f00b2508937952d23a1767739e95bbbe1120f8a66d10187d5e971d56bb55c \
-    --hash=sha256:8ae2e7a390b2cdd2a95d3bf3b3385245eeb48a5e853943cb46139666462c2d1a \
-    --hash=sha256:940459d81685549afdfe13a6de102c52ea4cdda093477baa53056884aadf7c48 \
-    --hash=sha256:9c4aae4e683776c319169d87e7891b67b75e3f1c0beeb877902ea148b0585164 \
-    --hash=sha256:9d5f8e0050a179b3bce9189b522dc91008d44f08c757a7c310e0fd06b4d3d147 \
-    --hash=sha256:a1b85d35a7d9638c03321dfe466645b87e23c30df1266f9e04bbb5f44e7579a9 \
-    --hash=sha256:a82410d7620c07cb32624e38f2a106980564dfef9dbe78f5b295cda9ef217c03 \
-    --hash=sha256:abfe64811177e681edc81d9d9d1bd23edc5f599bd9846650864769264ace30cd \
-    --hash=sha256:ac9783d5679c8da612465168c820fd0b916e70ec5496c840bddba0be7f2d124c \
-    --hash=sha256:b033d50bd41e506e3b579775f54a30c16c222e0d88847ac8098d2eca2a7454cc \
-    --hash=sha256:b097347441b86a8c3ad9579abaf5e5f7f82b1d74a898f47360433b2bca0e4536 \
-    --hash=sha256:b708401ede2c4cb8943e8a713988fcfe6cbea105b07cd7fa7c8a9f137c22bddb \
-    --hash=sha256:bd900e666bb68fff49703084be14407cd73b8a5752a7590cea98ec22de24fb5d \
-    --hash=sha256:c118cfc80e2402a5595be36e9245ffd9b0e146f426cc40bdf60015bf183f8373 \
-    --hash=sha256:c175b252d063af388523a397dbe8edbc4319761f5ee892a8a0f5890acc067362 \
-    --hash=sha256:c8bb1a7aa82af6c7713cdf9dcb8f4ea1024ac7ce82bb0a0a82a49aea5237da34 \
-    --hash=sha256:c95a0b76a44c548e6bd8c5f7dbecf89c77e2e16d3965be817b57769c4a30bea2 \
-    --hash=sha256:e202e3f963480ca067a261179b1ac610c0f0272cb4a7942d11b7e2b3fc99c3aa \
-    --hash=sha256:e9ffdb7bc9ccd56ec201aec3eab3432e1e820335b5a16ad2b37e094218dcd7a6 \
-    --hash=sha256:ea7ca66a58421411c6486fa5015fe7704e2816ff0b4ec4fb779ad5e1cbbdabf3 \
-    --hash=sha256:f2ff8ac447765e173842b554b31307b98b3bb1852710903ebb936e7efb7df6e5 \
-    --hash=sha256:f5def814c5a4c90c8fe389c526ab881f4a28b7e239b23ed8e02dd02934dfaa1a
+grpcio==1.83.0 \
+    --hash=sha256:009667eaf3dcd5224c713589cdc98e7ca4ed0ff0b61132c6b276e930eb83a2df \
+    --hash=sha256:10b3fa0475eb572c9a81a6fe37fa16a9c500c0c91cfc148cac15692b7e3c2867 \
+    --hash=sha256:1aa567f8c3f19850ffd5d2858c9a8ea7c80f0db6c01186b71eb31e923ec984f5 \
+    --hash=sha256:1c699bbb20f143c8f2bff219de578aa2dc1f919399d67dc702b038b986ee62df \
+    --hash=sha256:28f6c35ac8fcf10e4594f138e468f194360089dde40d126a7033e863fc479930 \
+    --hash=sha256:2b5e75c34842cd9c1b95285ca395c6a569664b81e3ffa6b714125922942abaaf \
+    --hash=sha256:2bb48cb5e6dd005ca12b89ce4b6ac0b48ff3112c747542ee7986ef611a8ca6d9 \
+    --hash=sha256:32e11c37f5285b0c6fa3042c05fe06903696689749833fc64e67dec71b9bbe33 \
+    --hash=sha256:33898e6a28e4ae598f1577cb1c4fec2a15c033d0ec52b9b45a09610dd045b9da \
+    --hash=sha256:35a5b1c192496b6c25956eebfa963468935612206fd2543ac3ce981e6a5e0f03 \
+    --hash=sha256:3f351629f6ae16ecc0ec3553e586a6763ffd9f6114044286d0cbec3e09241bfa \
+    --hash=sha256:4772402f43517b4824980be4b3b2274a81eec0004a70009473c31b340d43e223 \
+    --hash=sha256:4e3eedfc92b6b9f2960115e7e620cf0cbf80bb7849a51ce3820dc54dfd88b6b9 \
+    --hash=sha256:4fcaa7c45c45b4a89e2867d1f1785d9481a788399d915e341ed2eb49aeef9dd4 \
+    --hash=sha256:5882c1a721b50ce0123ee5e839e1ab059ad72a7ade76cdf2d5bd833b56791acf \
+    --hash=sha256:5f20a988480b0f28207f057f7f7ae1313393c3cef0adcfeae8248f9947eaf881 \
+    --hash=sha256:61007cd08640abc5c54547ee32505474c482cd733a53cb87551ea81faa6350af \
+    --hash=sha256:62003babc444a606dcd1f009cd16391ce23669ae4ad6ec267a873da7937a69f5 \
+    --hash=sha256:6662f3b1e07cc7493d437351860dc867bddc6a93c83ecf33bbfdaf0c217ab2d0 \
+    --hash=sha256:6755ed67cc3e454d51ae9f6e1915b80d3942fa4de956ef48dacd45ab7f40b727 \
+    --hash=sha256:6b6c666a1d5613ff360c9e90f44665e3a88b25a815209ddbc0917eec281931cb \
+    --hash=sha256:6be5c807b717be3dd649446f021301fd7907e376318675d2147823071034112a \
+    --hash=sha256:6e01ecd9d8ef280abe1365138a4dc318f9a5287f4cb1b41d07816f796653f735 \
+    --hash=sha256:6fb8a1dd0c6f0f931e69e9d0dc6d1c406ed2a44fa963414eafba07b7fb685d16 \
+    --hash=sha256:7416952ca770477990257206276999056f8316d79196f2f25942393e58a20b49 \
+    --hash=sha256:74fe6f9e8a35c7dbf32255ee154d15e3e5338a81ed39173d079d594d2e544cd1 \
+    --hash=sha256:7674587248fbbb2ac6e4eecf83a8a0f3d91a928f941de571acfd3a2f007fbc24 \
+    --hash=sha256:7936f2a56cf04f6514705c0fedf400971de01b6aa1719327e4718f410a765e2b \
+    --hash=sha256:7bd82671b39065ba18cd536e9cd45b27ff649053f81ddd2c6a966d595067080f \
+    --hash=sha256:8f6c395e493d20c39b29392ca200e9aaeb78d0bc2f04db0c0a7da7ddc939aa57 \
+    --hash=sha256:8fe04f1050a59f875601eb55d42b4f66946fe89817f967e34db1462ccd07dadf \
+    --hash=sha256:8ff0b8767ddd62704e0d9571c1890af08d84a3a689ebba1807e62519d0b3277f \
+    --hash=sha256:a21cb4eeeba124443f399be2e8b624943cde864dcbe588cb42e5c483a52a906c \
+    --hash=sha256:aa074041231f03959cb097dd5517b0677b8ea49215bae01d5710a7b69dd59969 \
+    --hash=sha256:aeb339838db07600481ef869507279b75326c75eac6d10f7afa62a0da1d2bcdd \
+    --hash=sha256:b0a0be840e51b6b7ee9df9269770faf77bdf4b771053c257c21d12bad607714c \
+    --hash=sha256:bb669918fd88936b15599caff4160a77ab74bdeb25f2231f6e45b61282d6107b \
+    --hash=sha256:bc60215b5cb9fc8ca72942c498b551ac2305bd08f6ef8d4e3f0d21b64fbecd61 \
+    --hash=sha256:c19b454d3d3f28db81f2c7c4dbaee96e7f6fd149721733ffe79d6bc530f17404 \
+    --hash=sha256:c6444666317338e903093c7c756e6cc88eee59f798cb8dd41e87725bf54e1617 \
+    --hash=sha256:c834e86d8fd2f03d7e4db49a027f7c5b89c5b88eed305543a5295bd6fee61e40 \
+    --hash=sha256:cb056f6e171c42639a50460b2929c82241fda51f71cf3dcdd68090fe45095a45 \
+    --hash=sha256:cb2906c61db4f9c64cc360054b5df70eeb81846228e9e56a4944bd415a63dadc \
+    --hash=sha256:d05ff664100d429335b93c91b8b34ddf9e94a112205e7fa06dede309e44a4e4c \
+    --hash=sha256:ee94a4016fdf8699fb1fd8a38652475ff677f1c72074cee44deeeb9a7e95e745 \
+    --hash=sha256:f1c3e5689d4b90987b1d72022bcfe866a9a3dc66197484cf856d96b6150e7f45 \
+    --hash=sha256:f47d62808b4c0a97b78bff88a6d4ca283a2a492b9a04a87d814af95ca3b9c19c \
+    --hash=sha256:f4cee5fc86e84a0cf7ad1574b454c3320e087c07f55b7df5dc0ac6a873fb90c0 \
+    --hash=sha256:f5e822a7e7d03282f6ad225e710493c48b9057a353358344a5f7c42b2b37618d \
+    --hash=sha256:f5f410d7c2903eabb34789dfd6342eef04af1ad459943936b7e09a9f5bd417b9 \
+    --hash=sha256:fba099b716e73512d61b97f71ea3c31a72abb36904036e316bf4dd148ca8dcc8
     # via
     #   feast (pyproject.toml)
     #   google-api-core
     #   google-cloud-bigquery
     #   google-cloud-bigquery-storage
+    #   google-cloud-bigtable
     #   google-cloud-datastore
     #   googleapis-common-protos
     #   grpc-google-iam-v1
     #   grpcio-health-checking
     #   grpcio-reflection
     #   grpcio-status
+    #   milvus-lite
     #   pymilvus
-grpcio-health-checking==1.62.3 \
-    --hash=sha256:5074ba0ce8f0dcfe328408ec5c7551b2a835720ffd9b69dade7fa3e0dc1c7a93 \
-    --hash=sha256:f29da7dd144d73b4465fe48f011a91453e9ff6c8af0d449254cf80021cab3e0d
+grpcio-health-checking==1.83.0 \
+    --hash=sha256:7d8b47a5bfbc699d4aee0fc7a27f5d0265eb23a6a64db5ac2d8b749a0f8a9911 \
+    --hash=sha256:ad6bc4d5a1103ad704d25ccd82def300dfa27996b185cab3e4cceeef2c6867d4
     # via feast (pyproject.toml)
-grpcio-reflection==1.62.3 \
-    --hash=sha256:a48ef37df81a3bada78261fc92ef382f061112f989d1312398b945cc69838b9c \
-    --hash=sha256:cb84682933c400bddf94dd94f928d1c6570f500b6dd255973d4bfb495b82585f
+grpcio-reflection==1.83.0 \
+    --hash=sha256:6a2a30a462ac2c3c6d149734a8fe655fa7617c17fa2cda9949006f3bf07f5b3e \
+    --hash=sha256:9d4151f68f18a85aa5b0eff5d493ad13f9421f96c8d9c01c840b353dc979be93
     # via feast (pyproject.toml)
-grpcio-status==1.62.3 \
-    --hash=sha256:289bdd7b2459794a12cf95dc0cb727bd4a1742c37bd823f760236c937e53a485 \
-    --hash=sha256:f9049b762ba8de6b1086789d8315846e094edac2c50beaf462338b301a8fd4b8
+grpcio-status==1.83.0 \
+    --hash=sha256:837219c6de9afdccb6f6f72b34bc71e151a2011ef04040e3faaca746a57e54ae \
+    --hash=sha256:f6a838a7c5fb84ae98833ec0ef81ed438c26e11e54b2ddb8e92ad328c861de69
     # via google-api-core
-gunicorn==25.3.0 \
-    --hash=sha256:cacea387dab08cd6776501621c295a904fe8e3b7aae9a1a3cbb26f4e7ed54660 \
-    --hash=sha256:f74e1b2f9f76f6cd1ca01198968bd2dd65830edc24b6e8e4d78de8320e2fe889
+gunicorn==26.0.0 \
+    --hash=sha256:40233d26a5f0d1872916188c276e21641155111c2853f0c2cd55260aec0d24fc \
+    --hash=sha256:ca9346f85e3a4aeeb64d491045c16b9a35647abd37ea15efe53080eb8b090baf
     # via
     #   feast (pyproject.toml)
     #   uvicorn-worker
@@ -912,183 +943,201 @@ h11==0.16.0 \
     --hash=sha256:63cf8bbe7522de3bf65932fda1d9c2772064ffb3dae62d55932da54b31cb6c86
     # via
     #   httpcore
+    #   httpcore2
     #   uvicorn
-hiredis==3.3.1 \
-    --hash=sha256:002fc0201b9af1cc8960e27cdc501ad1f8cdd6dbadb2091c6ddbd4e5ace6cb77 \
-    --hash=sha256:011a9071c3df4885cac7f58a2623feac6c8e2ad30e6ba93c55195af05ce61ff5 \
-    --hash=sha256:01cf82a514bc4fd145b99333c28523e61b7a9ad051a245804323ebf4e7b1c6a6 \
-    --hash=sha256:027ce4fabfeff5af5b9869d5524770877f9061d118bc36b85703ae3faf5aad8e \
-    --hash=sha256:03baa381964b8df356d19ec4e3a6ae656044249a87b0def257fe1e08dbaf6094 \
-    --hash=sha256:042e57de8a2cae91e3e7c0af32960ea2c5107b2f27f68a740295861e68780a8a \
-    --hash=sha256:09d41a3a965f7c261223d516ebda607aee4d8440dd7637f01af9a4c05872f0c4 \
-    --hash=sha256:09f5e510f637f2c72d2a79fb3ad05f7b6211e057e367ca5c4f97bb3d8c9d71f4 \
-    --hash=sha256:0b5ff2f643f4b452b0597b7fe6aa35d398cb31d8806801acfafb1558610ea2aa \
-    --hash=sha256:0caf3fc8af0767794b335753781c3fa35f2a3e975c098edbc8f733d35d6a95e4 \
-    --hash=sha256:0fac4af8515e6cca74fc701169ae4dc9a71a90e9319c9d21006ec9454b43aa2f \
-    --hash=sha256:113e098e4a6b3cc5500e05e7cb1548ba9e83de5fe755941b11f6020a76e6c03a \
-    --hash=sha256:137c14905ea6f2933967200bc7b2a0c8ec9387888b273fd0004f25b994fd0343 \
-    --hash=sha256:156be6a0c736ee145cfe0fb155d0e96cec8d4872cf8b4f76ad6a2ee6ab391d0a \
-    --hash=sha256:17ec8b524055a88b80d76c177dbbbe475a25c17c5bf4b67bdbdbd0629bcae838 \
-    --hash=sha256:1ac7697365dbe45109273b34227fee6826b276ead9a4a007e0877e1d3f0fcf21 \
-    --hash=sha256:1b46e96b50dad03495447860510daebd2c96fd44ed25ba8ccb03e9f89eaa9d34 \
-    --hash=sha256:1ebc307a87b099d0877dbd2bdc0bae427258e7ec67f60a951e89027f8dc2568f \
-    --hash=sha256:1f7bceb03a1b934872ffe3942eaeed7c7e09096e67b53f095b81f39c7a819113 \
-    --hash=sha256:2611bfaaadc5e8d43fb7967f9bbf1110c8beaa83aee2f2d812c76f11cfb56c6a \
-    --hash=sha256:264ee7e9cb6c30dc78da4ecf71d74cf14ca122817c665d838eda8b4384bce1b0 \
-    --hash=sha256:26f899cde0279e4b7d370716ff80320601c2bd93cdf3e774a42bdd44f65b41f8 \
-    --hash=sha256:29fe35e3c6fe03204e75c86514f452591957a1e06b05d86e10d795455b71c355 \
-    --hash=sha256:2afc675b831f7552da41116fffffca4340f387dc03f56d6ec0c7895ab0b59a10 \
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+    --hash=sha256:a45822bc8487da8151fe67c788de74b834582b1d510c67b888fcda64bf6ba4bb \
+    --hash=sha256:a7e76904148c229549db7240a4f9963deb8bb328c0c0844fc9f2320aca05b530 \
+    --hash=sha256:afff0876dafad6d3bb446c907da2836954876243f6bb9d5e44915d175e424aa4 \
+    --hash=sha256:b0c29ac4f50fc61a904acfe76e4ce6bc37e16ab5a98089cb411476d466e1bb36 \
+    --hash=sha256:b32afb576705fc5a02440d416ef476ddbcc827a20ff6c4a9d557882bc6b75135 \
+    --hash=sha256:b6228afacadb19a858289319d72797023e2cb048f2f930b68b7fe57eaed5fb6b \
+    --hash=sha256:b98f44bf873731d9ce99e6b3eeb6196bf7b27693ad9f6de0fba986b2b0845127 \
+    --hash=sha256:bb44efa4fa3e3ed7779ad0ade3c08ed5d75ca7a6336893e9a4f2722093b4168a \
+    --hash=sha256:bb8b2dd9c00d80ad2870ffbb51ce9af99fb2194c082d7b09f4125d90e21426f6 \
+    --hash=sha256:bca175f02a2b0150ffe7f5dc8bf49c798f34d2c7024d17ace0ec97a7583560e3 \
+    --hash=sha256:be4a41496a0a48c3abf57ef1bbeb11980060ce9c7a1dd8b92caa028a813a9c59 \
+    --hash=sha256:c2245c46b4ced5f689469e6dcdfc8a0895bf873840a6600f5ea759cdf1b26a8b \
+    --hash=sha256:c8c6337e7ad187e8039d06e4b33ee5148dcd73928819d94087e649eb37316a09 \
+    --hash=sha256:ccc5c660e31d788ca534a20f2ccb7a80b946b960e18ed4e1db950fcac122b405 \
+    --hash=sha256:ccdb63363c82ea9cea2d48126bc8e9241437b8b3b36413e967647a17add59643 \
+    --hash=sha256:cfe23f8dcf2c0f4e03d107ff68a9ee9707f9d76abeddbe59633e5de1564a650c \
+    --hash=sha256:d3a12ae5685e9621a988af07b5af0ad685c7d19d6a7246ac852e35060178cff4 \
+    --hash=sha256:d5c33eb2da5c9ccd281c396e1c618cfe6a91eb841e957f17d2fa520383b3111d \
+    --hash=sha256:d77901d058923a09ed25063ea6fb2842c153bbe75060a46e3949e73ad12ce352 \
+    --hash=sha256:d95b602ab022f3505288ce51feaa48c072a62e57da55d6a7a38ecb8c5ad67d81 \
+    --hash=sha256:da19331354433af6a2c54c21f2d70ba084933c0d7d2c43578ec5c5b446674ad5 \
+    --hash=sha256:db13f8039ad8229f77f0e242be14e53bd67e8f3aadeb16f3af30944287cca092 \
+    --hash=sha256:de3e2297a182253dfa4400883a9a4fb46d44946aed3157ea2da873b93e2525c4 \
+    --hash=sha256:decc176d86127c620b5d280b3fe5f97a788be58ca945971f3852c3bf54f4d5ad \
+    --hash=sha256:e29267ecdd08758926f1a9221af2671d90f475480c40aff409921b1f362f1bd5 \
+    --hash=sha256:e6e8d5fa63ec2a0738d188488e828818cbe4cb4d37c0c706836cf3888d82c53d \
+    --hash=sha256:ed1dba2695f6de009c67d63b39ff978cb43b8a79362f697acedffb7743e50d21 \
+    --hash=sha256:ee6b4beb79a71df67af15a8451366babc2687fcac674d5c6eacec4197e4ce8c1 \
+    --hash=sha256:f3c67f39b112dc35f68d5b59ee111db6121f037d1a60cf3840ecffbb2ec5686b \
+    --hash=sha256:f7c7596fbb2b5202e943180353958e89014e763c7f25877a92f70bbde6cd7f19 \
+    --hash=sha256:ff28eca77a57751488df90b0f385b472fd78e140a4d45097224648a5737acdf5 \
+    --hash=sha256:ff6217da86a63a6a5ea954d9b9ed67916d9d94a566b44aa98e68ae34b40ebbbf
     # via feast (pyproject.toml)
 httpcore==1.0.9 \
     --hash=sha256:2d400746a40668fc9dec9810239072b40b4484b640a8c38fd654a024c7a1bf55 \
     --hash=sha256:6e34463af53fd2ab5d807f399a9b45ea31c3dfa2276f15a2c3f00afff6e176e8
     # via httpx
-httptools==0.7.1 \
-    --hash=sha256:04c6c0e6c5fb0739c5b8a9eb046d298650a0ff38cf42537fc372b28dc7e4472c \
-    --hash=sha256:0d92b10dbf0b3da4823cde6a96d18e6ae358a9daa741c71448975f6a2c339cad \
-    --hash=sha256:0e68b8582f4ea9166be62926077a3334064d422cf08ab87d8b74664f8e9058e1 \
-    --hash=sha256:11d01b0ff1fe02c4c32d60af61a4d613b74fad069e47e06e9067758c01e9ac78 \
-    --hash=sha256:135fbe974b3718eada677229312e97f3b31f8a9c8ffa3ae6f565bf808d5b6bcb \
-    --hash=sha256:2c15f37ef679ab9ecc06bfc4e6e8628c32a8e4b305459de7cf6785acd57e4d03 \
-    --hash=sha256:322d00c2068d125bd570f7bf78b2d367dad02b919d8581d7476d8b75b294e3e6 \
-    --hash=sha256:379b479408b8747f47f3b253326183d7c009a3936518cdb70db58cffd369d9df \
-    --hash=sha256:38e0c83a2ea9746ebbd643bdfb521b9aa4a91703e2cd705c20443405d2fd16a5 \
-    --hash=sha256:3e14f530fefa7499334a79b0cf7e7cd2992870eb893526fb097d51b4f2d0f321 \
-    --hash=sha256:44c8f4347d4b31269c8a9205d8a5ee2df5322b09bbbd30f8f862185bb6b05346 \
-    --hash=sha256:465275d76db4d554918aba40bf1cbebe324670f3dfc979eaffaa5d108e2ed650 \
-    --hash=sha256:474d3b7ab469fefcca3697a10d11a32ee2b9573250206ba1e50d5980910da657 \
-    --hash=sha256:49794f9250188a57fa73c706b46cb21a313edb00d337ca4ce1a011fe3c760b28 \
-    --hash=sha256:5ddbd045cfcb073db2449563dd479057f2c2b681ebc232380e63ef15edc9c023 \
-    --hash=sha256:601b7628de7504077dd3dcb3791c6b8694bbd967148a6d1f01806509254fb1ca \
-    --hash=sha256:654968cb6b6c77e37b832a9be3d3ecabb243bbe7a0b8f65fbc5b6b04c8fcabed \
-    --hash=sha256:69d4f9705c405ae3ee83d6a12283dc9feba8cc6aaec671b412917e644ab4fa66 \
-    --hash=sha256:6babce6cfa2a99545c60bfef8bee0cc0545413cb0018f617c8059a30ad985de3 \
-    --hash=sha256:7347714368fb2b335e9063bc2b96f2f87a9ceffcd9758ac295f8bbcd3ffbc0ca \
-    --hash=sha256:7aea2e3c3953521c3c51106ee11487a910d45586e351202474d45472db7d72d3 \
-    --hash=sha256:7fe6e96090df46b36ccfaf746f03034e5ab723162bc51b0a4cf58305324036f2 \
-    --hash=sha256:84d86c1e5afdc479a6fdabf570be0d3eb791df0ae727e8dbc0259ed1249998d4 \
-    --hash=sha256:a3c3b7366bb6c7b96bd72d0dbe7f7d5eead261361f013be5f6d9590465ea1c70 \
-    --hash=sha256:abd72556974f8e7c74a259655924a717a2365b236c882c3f6f8a45fe94703ac9 \
-    --hash=sha256:ac50afa68945df63ec7a2707c506bd02239272288add34539a2ef527254626a4 \
-    --hash=sha256:aeefa0648362bb97a7d6b5ff770bfb774930a327d7f65f8208394856862de517 \
-    --hash=sha256:b580968316348b474b020edf3988eecd5d6eec4634ee6561e72ae3a2a0e00a8a \
-    --hash=sha256:c08fe65728b8d70b6923ce31e3956f859d5e1e8548e6f22ec520a962c6757270 \
-    --hash=sha256:c8c751014e13d88d2be5f5f14fc8b89612fcfa92a9cc480f2bc1598357a23a05 \
-    --hash=sha256:cad6b591a682dcc6cf1397c3900527f9affef1e55a06c4547264796bbd17cf5e \
-    --hash=sha256:cbf8317bfccf0fed3b5680c559d3459cccf1abe9039bfa159e62e391c7270568 \
-    --hash=sha256:cfabda2a5bb85aa2a904ce06d974a3f30fb36cc63d7feaddec05d2050acede96 \
-    --hash=sha256:d169162803a24425eb5e4d51d79cbf429fd7a491b9e570a55f495ea55b26f0bf \
-    --hash=sha256:d496e2f5245319da9d764296e86c5bb6fcf0cf7a8806d3d000717a889c8c0b7b \
-    --hash=sha256:de987bb4e7ac95b99b805b99e0aae0ad51ae61df4263459d36e07cf4052d8b3a \
-    --hash=sha256:df091cf961a3be783d6aebae963cc9b71e00d57fa6f149025075217bc6a55a7b \
-    --hash=sha256:e99c7b90a29fd82fea9ef57943d501a16f3404d7b9ee81799d41639bdaae412c \
-    --hash=sha256:eb844698d11433d2139bbeeb56499102143beb582bd6c194e3ba69c22f25c274 \
-    --hash=sha256:f084813239e1eb403ddacd06a30de3d3e09a9b76e7894dcda2b22f8a726e9c60 \
-    --hash=sha256:f25bbaf1235e27704f1a7b86cd3304eabc04f569c828101d94a0e605ef7205a5 \
-    --hash=sha256:f65744d7a8bdb4bda5e1fa23e4ba16832860606fcc09d674d56e425e991539ec \
-    --hash=sha256:f72fdbae2dbc6e68b8239defb48e6a5937b12218e6ffc2c7846cc37befa84362
+httpcore2==2.9.1 \
+    --hash=sha256:4d8acbf8b306f48c9d6046591fd5ba4037d1b1b1000d140fc2c3eab1e9a0c0e2 \
+    --hash=sha256:6182472379e855fe4221246a2bb7ecede403bc61c6798062ae1787d051ccde26
+    # via httpx2
+httptools==0.8.0 \
+    --hash=sha256:0770728beb05094c809b98e814edff5fef69d26ad7d21185f2f6d5884a0ba683 \
+    --hash=sha256:0ea897f0c729581ebf72131a438a7932d9b14efef72d75ada966700cac3caaeb \
+    --hash=sha256:159e9ab5f701ccd42e555a12f1ad8ff69702910fc1c996cf2bb66e5fcb7a231b \
+    --hash=sha256:19d1ee275bb59ba2643ba9a3a1e51cc0c788caf2b8df506368e03f56fdd08527 \
+    --hash=sha256:20b4aac66ff65f7db06a375808b78f42a94970aa22e826b3cb2b43eb09174124 \
+    --hash=sha256:2a021c3a8e65cc125390d72f59b968afca3bdcaff25bd67965e0a055a14946ca \
+    --hash=sha256:2c032fa028f46871ec7e1fc59fc15e8023eab3e6bbe6ece786a1611719a5d081 \
+    --hash=sha256:2d689918c15a013c65ef52d9fd495d766893ab831a2c8d89f2ac5940a5df847c \
+    --hash=sha256:384c17174464c8e873398b7af24f0b1f44d992c820328413951a625323155d77 \
+    --hash=sha256:425f83884fd6343828d8c565f046cb72b6d19063f6924093e11bcd8e1548cd09 \
+    --hash=sha256:48774d39cbb70e2b1f71f88852a3087ae1d3a1eb80482bb48c13067ab080c14f \
+    --hash=sha256:52dd695b865fe96d9d2b16b64a895f3f57bf3cb064e8383cd3b5713a069e8085 \
+    --hash=sha256:57278e6fa0424c42a8a3e454828ab4f0aff27b40cddf9679579b98c6dce6a376 \
+    --hash=sha256:5931891fb7b441b8a3853cf1b85c82c903defce084dd5f6771ca46e31bf862c5 \
+    --hash=sha256:5d7fa4ba7292c1139c0526f0b5aad507c6263c948206ea1b1cbca015c8af1b62 \
+    --hash=sha256:5eb911c515b96ee44bbd861e42cbefc488681d450545b1d02127f6136e3a86f5 \
+    --hash=sha256:614ceea8ea606848bece2338ac03b3ce5324bcb4be8dc7d377ed708012fa4db8 \
+    --hash=sha256:6a43c9dd399758ccc0531acb0a3c4a6c299ee893ee9400e9c893b7bdcfae0681 \
+    --hash=sha256:6b2a32f18d97e16e90827d7a819ffa8dbd8cc245fc4e1fa9d1095b54ef4bd999 \
+    --hash=sha256:7685df791fad561384bfb139e77fde27a1ffd93134e016f95a0db424ffbf77b1 \
+    --hash=sha256:7b71e7d7031928c650e1006e6c03e911bf967f7c69c011d37d541c3e7bf55005 \
+    --hash=sha256:880490234c10f70a9830743097e8958d6e4b9f5a0ffc24515023afeef984054d \
+    --hash=sha256:88bdd940f2b5d487b4d032c6afa5489a7dc4694410d43de3c38c4fb3af0dc45d \
+    --hash=sha256:88eead8ec8680a9f146c655bc88445a325bd7921cfd8194c7337e9467282427d \
+    --hash=sha256:9518c406d7b310f05adb1a37f80acabac40504a575d7c0da6d3e365c695ac20d \
+    --hash=sha256:9878eb2785ba5eb70631ad269b37976f73d647955e26c91d490eb8a4edfda4ba \
+    --hash=sha256:9fc1644f415372cec4f8a5be3a64183737398f10dbb1263602a036427fe75247 \
+    --hash=sha256:a1afd7c9fbff0d9f5d489c4ce2768bd09c84a46ddefc7161e6aa82ae35c85745 \
+    --hash=sha256:a1b4c8e7a489a0d750d91894e9a8cdc295838f1924c0ca903ae993456fddec07 \
+    --hash=sha256:a3b7387147361c3fd47a0bde763c5c91b5b4cd4dc9989b8ece84ff436c99843b \
+    --hash=sha256:a6f21e2a3b0067bbe7f67e34cfd16276af556e5e52f4c7503be0cb5f90e905e4 \
+    --hash=sha256:b15fc622b0f869d19207c4089a501d9bcc63ca5e071ffdd2f03f922df882dcb2 \
+    --hash=sha256:b205e5f5523fa039679da0dfe5a10132b2a4abeae6a86fdd1ddc035f7f836557 \
+    --hash=sha256:bbb8caadb2b742d293169d2b458b5c001ef70e3158704aa3d3ef9597624c5d1d \
+    --hash=sha256:bf3b6f807c8541503cecfbb8a8dffb385640d0d96102f3d112aa8740f9b7c826 \
+    --hash=sha256:c08ffe3e79756e0963cbc8fe410139f38a5884874b6f2e17761bef6563fdcd9b \
+    --hash=sha256:c0d726cc107fceb7d45f978483b4b70dd8caa836f5914d3434bb18628eb73813 \
+    --hash=sha256:c4a9f1707e4823d54dfec6c33fa3697d302aed536ed352a7ebb5a061ddb869d0 \
+    --hash=sha256:cd96f29b4bab1d42fa6e3d008711c75e0f79e94e06827330160e3a304227f150 \
+    --hash=sha256:d76ad7b951387e3632c8716a9bb03ac5b45c5f16119aa409db0459520887944e \
+    --hash=sha256:da684f2e1aa2ee9bdcb083f3f3a68c5956750b375bc5df864d3a5f0c42a40b77 \
+    --hash=sha256:de1ed58a974e75d56560acc7e7fed01a454994429456f65209789992e41f2568 \
+    --hash=sha256:de242a49b5d18e0a8776e654e9f6bf6d89f3875a5c35b425a0e7ce940feb3fd6 \
+    --hash=sha256:df31ef5494f406ab6cf827b7e64a22841c6e2d654100e6a116ea15b46d02d5e8 \
+    --hash=sha256:e93c227b595c6926c1acee96891dd9da4be338cfbe82e5cd3bb9d8dd7dc4ac0b \
+    --hash=sha256:eb3028cca2fc0a6d720e52ef61d8ebb62fcbfeb1de56874546d858d3f25a26b7 \
+    --hash=sha256:ed377e64805bdba4943c82717333f8f8603a13b09aff9cead2717c6c817fb168 \
+    --hash=sha256:ef7c3c97f4311c7be57e2986629df89d49cb434dbff78eafcd48c2bff986b15a \
+    --hash=sha256:f256d6ce930c52ca1cb2a960b7da03548c454e7d28b06059ad41bfe789036ce0 \
+    --hash=sha256:fe2a4c95aeba2209434e7b31172da572846cae8ca0bf1e7013e61b99fbbf5e72
     # via uvicorn
 httpx==0.28.1 \
     --hash=sha256:75e98c5f16b0f35b567856f597f06ff2270a374470a5c2392242528e3e3e42fc \
     --hash=sha256:d909fcccc110f8c7faf814ca82a9a4d816bc5a6dbfea25d6591d6985b8ba59ad
-    # via
-    #   fastapi-mcp
-    #   mcp
-httpx-sse==0.4.3 \
-    --hash=sha256:0ac1c9fe3c0afad2e0ebb25a934a59f4c7823b60792691f779fad2c5568830fc \
-    --hash=sha256:9b1ed0127459a66014aec3c56bebd93da3c1bc8bb6618c8082039a44889a755d
+    # via fastapi-mcp
+httpx2==2.9.1 \
+    --hash=sha256:1820fe14a9ab1107bfeff39259987429450b070ec0ff38cc87eb0d8c97fdc71a \
+    --hash=sha256:1932a768737e3666291582833da748cc4e563c337cf96706fccc04fa6e58764a
     # via mcp
 ibis-framework[duckdb]==12.0.0 \
     --hash=sha256:0bbd790f268da9cb87926d5eaad2b827a573927113c4ed3be5095efa89b9e512 \
     --hash=sha256:238624f2c14fdab8382ca2f4f667c3cdb81e29844cd5f8db8a325d0743767c61
     # via feast (pyproject.toml)
-idna==3.13 \
-    --hash=sha256:585ea8fe5d69b9181ec1afba340451fba6ba764af97026f92a91d4eef164a242 \
-    --hash=sha256:892ea0cde124a99ce773decba204c5552b69c3c67ffd5f232eb7696135bc8bb3
+idna==3.18 \
+    --hash=sha256:7f952cbe720b688055e3f87de14f5c3e5fdaa8bc3928985c4077ca689de849a2 \
+    --hash=sha256:ffb385a7e039654cef1ab9ef32c6fafe283c0c0467bba1d9029738ce4a14a848
     # via
     #   anyio
     #   httpx
+    #   httpx2
     #   requests
     #   snowflake-connector-python
     #   yarl
@@ -1110,116 +1159,116 @@ jmespath==1.1.0 \
 jsonschema==4.26.0 \
     --hash=sha256:0c26707e2efad8aa1bfc5b7ce170f3fccc2e4918ff85989ba9ffa9facb2be326 \
     --hash=sha256:d489f15263b8d200f8387e64b4c3a75f06629559fb73deb8fdfb525f2dab50ce
-    # via
-    #   feast (pyproject.toml)
-    #   mcp
+    # via mcp
 jsonschema-specifications==2025.9.1 \
     --hash=sha256:98802fee3a11ee76ecaca44429fda8a41bff98b00a0f2838151b113f210cc6fe \
     --hash=sha256:b540987f239e745613c7a9176f3edb72b832a4ac465cf02712288397832b5e8d
     # via jsonschema
-kubernetes==35.0.0 \
-    --hash=sha256:39e2b33b46e5834ef6c3985ebfe2047ab39135d41de51ce7641a7ca5b372a13d \
-    --hash=sha256:3d00d344944239821458b9efd484d6df9f011da367ecb155dadf9513f05f09ee
+kubernetes==36.0.3 \
+    --hash=sha256:36993ed25ce59b789c9341473a228fcf268504a2fec7c2b2b1531d73072e5ce7 \
+    --hash=sha256:8fde9241c4b298e6374a069dcf728359b4e72c2fb29489a975ba4e1c047cf10f
     # via feast (pyproject.toml)
-librt==0.9.0 \
-    --hash=sha256:07cf11f769831186eeac424376e6189f20ace4f7263e2134bdb9757340d84d4d \
-    --hash=sha256:0a09c2f5869649101738653a9b7ab70cf045a1105ac66cbb8f4055e61df78f2d \
-    --hash=sha256:0a1be03168b2691ba61927e299b352a6315189199ca18a57b733f86cb3cc8d38 \
-    --hash=sha256:0b73e4266307e51c95e09c0750b7ec383c561d2e97d58e473f6f6a209952fbb8 \
-    --hash=sha256:15cb151e52a044f06e54ac7f7b47adbfc89b5c8e2b63e1175a9d587c43e8942a \
-    --hash=sha256:194fc1a32e1e21fe809d38b5faea66cc65eaa00217c8901fbdb99866938adbdb \
-    --hash=sha256:1bf465d1e5b0a27713862441f6467b5ab76385f4ecf8f1f3a44f8aa3c695b4b6 \
-    --hash=sha256:1c587494461ebd42229d0f1739f3aa34237dd9980623ecf1be8d3bcba79f4499 \
-    --hash=sha256:224b9727eb8bc188bc3bcf29d969dba0cd61b01d9bac80c41575520cc4baabb2 \
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+    --hash=sha256:dbdd5b6509d0c2a8fe72cf494c299a61dbd58142a90a4190664ae159e4a7b547 \
+    --hash=sha256:e4f9b472e7d308d94b62c801982065661158c6ed02790d6c7ddb4337cea0f9c1 \
+    --hash=sha256:e54a315caf843c8d77e388cadc56ea9ded569935ee2d2347d7ea94992e5aa6fa \
+    --hash=sha256:f125f5d46b20f89dc5587a55cc416b4ba2a5b2ffda36d048ee120e17598a653a \
+    --hash=sha256:f19e181de5b3a1148bb3420b8c4b0b0ea0fce6950099724ad151d6cea5acc180 \
+    --hash=sha256:f1f9cc4d09a46d9cb3c2063ae100629d3f52a6517c3c08c2f4c9828261883929 \
+    --hash=sha256:f26629539d4893c2957a16c41bb058e1e135c1f150f6a2e25ed047f64cf3f5c6 \
+    --hash=sha256:f2a7253458e34f33543551394ae4fe104b497ec2a65ac266074de64c1df82e37 \
+    --hash=sha256:f40e56b61b41be5f7dec938cfeffd660668cf4b5e72c78e7bd671d66b7bc2c79 \
+    --hash=sha256:f442e3954b1addc759faae22a7c9a3f1e16d7d1db3f484279dc27d62e06968fa \
+    --hash=sha256:fadc63331f4388c3dc90090448f682a7e9feafc11481391c1e94f2f907a3976e \
+    --hash=sha256:fc67741da44c6eaa90e01eafb586bbba9b51eb5b6ed381ee6f5ae72eb3316d21
     # via mypy
 locket==1.0.0 \
     --hash=sha256:5c0d4c052a8bbbf750e056a8e65ccd309086f4f0f18a2eac306a8dfa4112a632 \
     --hash=sha256:b6c819a722f7b6bd955b80781788e4a66a55628b858d347536b7e81325a3a5e3
     # via partd
-markdown-it-py==4.0.0 \
-    --hash=sha256:87327c59b172c5011896038353a81343b6754500a08cd7a4973bb48c6d578147 \
-    --hash=sha256:cb0a2b4aa34f932c007117b194e945bd74e0ec24133ceb5bac59009cda1cb9f3
+markdown-it-py==4.2.0 \
+    --hash=sha256:04a21681d6fbb623de53f6f364d352309d4094dd4194040a10fd51833e418d49 \
+    --hash=sha256:9f7ebbcd14fe59494226453aed97c1070d83f8d24b6fc3a3bcf9a38092641c4a
     # via rich
 markupsafe==3.0.3 \
     --hash=sha256:0303439a41979d9e74d18ff5e2dd8c43ed6c6001fd40e5bf2e43f7bd9bbc523f \
@@ -1312,22 +1361,20 @@ markupsafe==3.0.3 \
     --hash=sha256:f9e130248f4462aaa8e2552d547f36ddadbeaa573879158d721bbd33dfe4743a \
     --hash=sha256:fed51ac40f757d41b7c48425901843666a6677e3e8eb0abcff09e4ba6e664f50
     # via jinja2
-mcp==1.27.0 \
-    --hash=sha256:5ce1fa81614958e267b21fb2aa34e0aea8e2c6ede60d52aba45fd47246b4d741 \
-    --hash=sha256:d3dc35a7eec0d458c1da4976a48f982097ddaab87e278c5511d5a4a56e852b83
-    # via fastapi-mcp
+mcp==1.29.0 \
+    --hash=sha256:52d01f334de1868cc3bb2d6604931126a67631f99a6c5d3b82ba47290315ec36 \
+    --hash=sha256:f5a075bb611f23d6f4d080c6a1699fa62772eebc562ba9e66b306ddde1c755f7
+    # via
+    #   feast (pyproject.toml)
+    #   fastapi-mcp
 mdurl==0.1.2 \
     --hash=sha256:84008a41e51615a49fc9966191ff91509e3c40b939176e643fd50a5c2196b8f8 \
     --hash=sha256:bb413d29f5eea38f31dd4754dd7377d4465116fb207585f97bf925588687c1ba
     # via markdown-it-py
-milvus-lite==2.4.12 \
-    --hash=sha256:20087663e7b4385050b7ad08f1f03404426d4c87b1ff91d5a8723eee7fd49e88 \
-    --hash=sha256:334037ebbab60243b5d8b43d54ca2f835d81d48c3cda0c6a462605e588deb05d \
-    --hash=sha256:a0f3a5ddbfd19f4a6b842b2fd3445693c796cde272b701a1646a94c1ac45d3d7 \
-    --hash=sha256:e8d4f7cdd5f731efd6faeee3715d280fd91a5f9b4d89312664d56401f65b1473
-    # via
-    #   feast (pyproject.toml)
-    #   pymilvus
+milvus-lite==3.1.1 \
+    --hash=sha256:0cbf8386a2e99b6464a5eda14cf8e31934b0e287e36c831e293aee614d9efc2e \
+    --hash=sha256:0f343c9bf1e291d6c2fa615a52a57090ebbaf96b84bfb71f7eb73cd95cd7fc1c
+    # via feast (pyproject.toml)
 mmh3==5.2.1 \
     --hash=sha256:022aa1a528604e6c83d0a7705fdef0b5355d897a9e0fa3a8d26709ceaa06965d \
     --hash=sha256:0634581290e6714c068f4aa24020acf7880927d1f0084fa753d9799ae9610082 \
@@ -1588,146 +1635,230 @@ multidict==6.7.1 \
     #   aiobotocore
     #   aiohttp
     #   yarl
-mypy==1.20.2 \
-    --hash=sha256:0c64e5973df366b747646fc98da921f9d6eba9716d57d1db94a83c026a08e0fb \
-    --hash=sha256:0deb80d062b2479f2c87ae568f89845afc71d11bc41b04179e58165fd9f31e98 \
-    --hash=sha256:1e1c12f6d2db3d78b909b5f77513c11eb7f2dd2782b96a3ab6dffc7d44575c99 \
-    --hash=sha256:20175a1c0f49863946ec20b7f63255768058ac4f07d2b9ded6a6b46cfb5a9100 \
-    --hash=sha256:29752dbbf8cc53f89f6ac096d363314333045c257c9c75cbd189ca2de0455744 \
-    --hash=sha256:2a4102b03bb7481d9a91a6da8d174740c9c8c4401024684b9ca3b7cc5e49852f \
-    --hash=sha256:2de3dcea53babc1c3237a19002bc3d228ce1833278f093b8d619e06e7cc79609 \
-    --hash=sha256:34397cdced6b90b836e38182076049fdb41424322e0b0728c946b0939ebdf9f6 \
-    --hash=sha256:4077797a273e56e8843d001e9dfe4ba10e33323d6ade647ff260e5cd97d9758c \
-    --hash=sha256:419413398fe250aae057fd2fe50166b61077083c9b82754c341cf4fd73038f30 \
-    --hash=sha256:4b6481b228d072315b053210b01ac320e1be243dc17f9e5887ef167f23f5fae4 \
-    --hash=sha256:4dbfcf869f6b0517f70cf0030ba6ea1d6645e132337a7d5204a18d8d5636c02b \
-    --hash=sha256:4fef51b01e638974a6e69885687e9bd40c8d1e09a6cd291cca0619625cf1f558 \
-    --hash=sha256:52b176444e2e5054dfcbcb8c75b0b719865c96247b37407184bbfca5c353f2c2 \
-    --hash=sha256:56908d7e08318d39f85b1f0c6cfd47b0cac1a130da677630dac0de3e0623e102 \
-    --hash=sha256:5a65aa591af023864fd08a97da9974e919452cfe19cb146c8a5dc692626445dc \
-    --hash=sha256:688c3312e5dadb573a2c69c82af3a298d43ecf9e6d264e0f95df960b5f6ac19c \
-    --hash=sha256:6e2b469efd811707bc530fd1effef0f5d6eebcb7fe376affae69025da4b979a2 \
-    --hash=sha256:7488448de6007cd5177c6cea0517ac33b4c0f5ee9b5e9f2be51ce75511a85517 \
-    --hash=sha256:785b08db19c9f214dc37d65f7c165d19a30fcecb48abfa30f31b01b5acaabb58 \
-    --hash=sha256:7b0e817b518bff7facd7f85ea05b643ad8bdcce684cf29784987b0a7c8e1f997 \
-    --hash=sha256:803203d2b6ea644982c644895c2f78b28d0e208bba7b27d9b921e0ec5eb207c6 \
-    --hash=sha256:89dce27e142d25ffbc154c1819383b69f2e9234dc4ed4766f42e0e8cb264ab5c \
-    --hash=sha256:913485a03f1bcf5d279409a9d2b9ed565c151f61c09f29991e5faa14033da4c8 \
-    --hash=sha256:97d7b9a485b40f8ca425460e89bf1da2814625b2da627c0dcc6aa46c92631d14 \
-    --hash=sha256:9bcb8aa397ff0093c824182fd76a935a9ba7ad097fcbef80ae89bf6c1731d8ec \
-    --hash=sha256:9d56a78b646f2e3daa865bc70cd5ec5a46c50045801ca8ff17a0c43abc97e3ee \
-    --hash=sha256:a5da6976f20cae27059ea8d0c86e7cef3de720e04c4bb9ee18e3690fdb792066 \
-    --hash=sha256:a94c5a76ab46c5e6257c7972b6c8cff0574201ca7dc05647e33e795d78680563 \
-    --hash=sha256:a95a9248b0c6fd933a442c03c3b113c3b61320086b88e2c444676d3fd1ca3330 \
-    --hash=sha256:baf593f2765fa3a6b1ef95807dbaa3d25b594f6a52adcc506a6b9cb115e1be67 \
-    --hash=sha256:bb9c2fa06887e21d6a3a868762acb82aec34e2c6fd0174064f27c93ede68ad15 \
-    --hash=sha256:bba9ad231e92a3e424b3e56b65aa17704993425bba97e302c832f9466bb85bac \
-    --hash=sha256:c3bae4f855d965b5453784300c12ffc63a548304ac7f99e55d4dc7c898673aa3 \
-    --hash=sha256:c566c3a88b6ece59b3d70f65bedef17304f48eb52ff040a6a18214e1917b3254 \
-    --hash=sha256:cdecf62abcc4292500d7858aeae87a1f8f1150f4c4dd08fb0b336ee79b2a6df3 \
-    --hash=sha256:cf5a4db6dca263010e2c7bff081c89383c72d187ba2cf4c44759aac970e2f0c4 \
-    --hash=sha256:d52ad8d78522da1d308789df651ee5379088e77c76cb1994858d40a426b343b9 \
-    --hash=sha256:e061b58443f1736f8a37c48978d7ab581636d6ab03e3d4f99e3fa90463bb9382 \
-    --hash=sha256:e2877a02380adfcdbc69071a0f74d6e9dbbf593c0dc9d174e1f223ffd5281943 \
-    --hash=sha256:e73c07f23009962885c197ccb9b41356a30cc0e5a1d0c2ea8fd8fb1362d7f924 \
-    --hash=sha256:e8222c26daaafd9e8626dec58ae36029f82585890589576f769a650dd20fd665 \
-    --hash=sha256:edfbfca868cdd6bd8d974a60f8a3682f5565d3f5c99b327640cedd24c4264026 \
-    --hash=sha256:f376e37f9bf2a946872fc5fd1199c99310748e3c26c7a26683f13f8bdb756cbd
+mypy==2.3.0 \
+    --hash=sha256:04e617030eca5221909c8b7d8d7fd1c637948199aa2100b2ad9813feb07e1491 \
+    --hash=sha256:094af99f92638aa92852326188b85a89e50f4a472f44827c03362228482f0762 \
+    --hash=sha256:09abd66d8685e73f8f7d17b847c3e104d9a7b164a8706ea87d6c96a3d45816d5 \
+    --hash=sha256:0b025a93cffb9781d231f232be07a17912f35f10a313c24f301c81e842870654 \
+    --hash=sha256:13b1b16e2fa39f3b2e33fb1c468abc7a69369fa2e886b4b87b5afc81472325cd \
+    --hash=sha256:1c6c6bf687b17f90dbfcad95b960d32eaa0154c00da45f03ab50bf8952e047fe \
+    --hash=sha256:1fa8d916ac3b705af733c4c1e6c9ebe38fd0d52beb15b105c3e8355b55e6ecdc \
+    --hash=sha256:28e1e2af8cd8fff551fd30f2fe4b03fb76764ac8b1ba6c6a1bd00ad32b412db3 \
+    --hash=sha256:2d53fc67b9d28a43c6199077f49fea0f05839e36cf6158500331c9549225e5a5 \
+    --hash=sha256:3419d00717afbc5265b50dd14b1278f29ea4884dd398ab67873489ac093fd329 \
+    --hash=sha256:37fa4de896a84e2dc9200d91e614c22563b43d1a266789d4bbac7b22ebe6192b \
+    --hash=sha256:3961a4a34b05f7c74b0f05aa51fbfe99a2d1e126038df40318d15c8f558b7ef3 \
+    --hash=sha256:3dd0bed92c4bdec57c42505b96416fb9e6a5aa7be84d2809bcd5f2ecec2860d7 \
+    --hash=sha256:3e77244df3843048c3f927182916730e40c124cbaa43905c1fb86cb382aa0805 \
+    --hash=sha256:4359424140d985192c778c1ce2c114a10c1ca58a381ed79cfa70d37df94b299f \
+    --hash=sha256:465965d41cd9a2726694e983e8ce7113259327bec798115d1e1dfa2a52fb666e \
+    --hash=sha256:56c184d2c20ca6b6378d58d1960270a767f41f5e44acbbd27f05effef4f4e1d7 \
+    --hash=sha256:5e91adad1ca81742ac7ef9893959911df867752206b37135185e88dfb3c89494 \
+    --hash=sha256:691fdc37132b1ae628d834f672e74de83462d9fb4aff621835767fb43a8dd373 \
+    --hash=sha256:6b1cdb579446b60432432b2b2403a6201b4b475a004d7f488511c9ba177c9e88 \
+    --hash=sha256:6f99ec626e3c3a2f7c0b22c5b90ddb5dabb1c18729c971e9bdaca1f1766d2cee \
+    --hash=sha256:7247eb2824f996722a949530183394921ca71deb9680052a338cf53cff7925c2 \
+    --hash=sha256:75b0984bb3cbd76bb5c9291a8671f7ae66ca3b51c7584c358fc2e923259f0757 \
+    --hash=sha256:75cbb4b9ef04a0c84a957f07abc4504fbf64b8dcc145675101f2d3a78a4b1d6a \
+    --hash=sha256:7da939dd335cfd2ad788bdfd081c9f4e47634ab995e5a45eb15fd1e5bc052f8b \
+    --hash=sha256:85c5385b93012ffa3b31479ab579aef5415f4f3a32c6cf1ae07a984d2a0ff461 \
+    --hash=sha256:91ad22a52ae2c7e621c2f67c94d5a17f66b3209a4cff5cf8a573579835c69e97 \
+    --hash=sha256:944c665d984157cb96a679dfb7a4a81dd1d36b24b9c284b699514e6e626b82d4 \
+    --hash=sha256:9559ab18a9c9957dfa3004ab57cd4bac5f26a724329a9584e583367f0c2e1117 \
+    --hash=sha256:982e3d53dd23d0a4cef67dd66791fdbede0cf38f9eb617bf47663554c51e1e36 \
+    --hash=sha256:99ac767cc5d3b64c8d0ae226ead10c96694f94e4e7da1668642225dcd4e75aac \
+    --hash=sha256:adebc76aab4f3495a88b41d48aa4aff0c03f2822501da76625afcca5975f19e5 \
+    --hash=sha256:aec15d465d477558fd842757b487849007311cf3897849cdda0e3162ac0ac556 \
+    --hash=sha256:b1942b9314d4c784b8ea1dbab4972603290e5dd5630f06675f13aec97526bc4c \
+    --hash=sha256:b352b7e49f5e6576009e8df730e1ff4f915cb565b851b396d2ffe2f5a6f5da88 \
+    --hash=sha256:b5cd2f027a972a4a5f2278a11fac9747f5f81a53a30b714d74950b6807e55568 \
+    --hash=sha256:be51653d7669d7d7955d613b8d0bb57d5b652eaf71a873ddf65ac87254dd2595 \
+    --hash=sha256:cfca8ee88544090f86b6dcce05ec55d66eb48a762412ac2507810ba4bd793b6f \
+    --hash=sha256:d78fcf900b59cb7e82cb7e3a235e31b462d9333d92285bd1e4952d355b8ffba1 \
+    --hash=sha256:de121747278144fc9ae7caa2e978cf5df12aebc82933182f5b3b86081a30baef \
+    --hash=sha256:de6d2c484742a4d7b0ed6d07b143375624d3b899c5749c7b3c947f56261f48a6 \
+    --hash=sha256:ea317b060ce83e26050f8f9e4d7d6bf44ed7597c8ff9990bccffbb9d1d8522db \
+    --hash=sha256:f1b3a98dfd21058bc759bb3337d5d1f61d0fdf9f3cf9c00f4291790fb5427bff \
+    --hash=sha256:f4ed18f111bfe2d599bca7468e7f9251042c1c2118f762c8de2766a56d773c60 \
+    --hash=sha256:fbc00cee7bdbb9291979ddc9d08034a29dfcda4932628c9bbc28c1edd589df0c
     # via sqlalchemy
 mypy-extensions==1.1.0 \
     --hash=sha256:1be4cccdb0f2482337c4743e60421de3a356cd97508abadd57d47403e94f5505 \
     --hash=sha256:52e68efc3284861e772bbcd66823fde5ae21fd2fdb51c62a211403730b916558
     # via mypy
-numpy==2.4.4 \
-    --hash=sha256:07077278157d02f65c43b1b26a3886bce886f95d20aabd11f87932750dfb14ed \
-    --hash=sha256:08f2e31ed5e6f04b118e49821397f12767934cfdd12a1ce86a058f91e004ee50 \
-    --hash=sha256:0aec54fd785890ecca25a6003fd9a5aed47ad607bbac5cd64f836ad8666f4959 \
-    --hash=sha256:0d35aea54ad1d420c812bfa0385c71cd7cc5bcf7c65fed95fc2cd02fe8c79827 \
-    --hash=sha256:0d4e437e295f18ec29bc79daf55e8a47a9113df44d66f702f02a293d93a2d6dd \
-    --hash=sha256:0dfd3f9d3adbe2920b68b5cd3d51444e13a10792ec7154cd0a2f6e74d4ab3233 \
-    --hash=sha256:1378871da56ca8943c2ba674530924bb8ca40cd228358a3b5f302ad60cf875fc \
-    --hash=sha256:15716cfef24d3a9762e3acdf87e27f58dc823d1348f765bbea6bef8c639bfa1b \
-    --hash=sha256:19710a9ca9992d7174e9c52f643d4272dcd1558c5f7af7f6f8190f633bd651a7 \
-    --hash=sha256:23cbfd4c17357c81021f21540da84ee282b9c8fba38a03b7b9d09ba6b951421e \
-    --hash=sha256:2483e4584a1cb3092da4470b38866634bafb223cbcd551ee047633fd2584599a \
-    --hash=sha256:27a8d92cd10f1382a67d7cf4db7ce18341b66438bdd9f691d7b0e48d104c2a9d \
-    --hash=sha256:28a650663f7314afc3e6ec620f44f333c386aad9f6fc472030865dc0ebb26ee3 \
-    --hash=sha256:2aa0613a5177c264ff5921051a5719d20095ea586ca88cc802c5c218d1c67d3e \
-    --hash=sha256:2c194dd721e54ecad9ad387c1d35e63dce5c4450c6dc7dd5611283dda239aabb \
-    --hash=sha256:2d19e6e2095506d1736b7d80595e0f252d76b89f5e715c35e06e937679ea7d7a \
-    --hash=sha256:2d390634c5182175533585cc89f3608a4682ccb173cc9bb940b2881c8d6f8fa0 \
-    --hash=sha256:30caa73029a225b2d40d9fae193e008e24b2026b7ee1a867b7ee8d96ca1a448e \
-    --hash=sha256:42c16925aa5a02362f986765f9ebabf20de75cdefdca827d14315c568dcab113 \
-    --hash=sha256:45dbed2ab436a9e826e302fcdcbe9133f9b0006e5af7168afb8963a6520da103 \
-    --hash=sha256:4636de7fd195197b7535f231b5de9e4b36d2c440b6e566d2e4e4746e6af0ca93 \
-    --hash=sha256:4a19d9dba1a76618dd86b164d608566f393f8ec6ac7c44f0cc879011c45e65af \
-    --hash=sha256:4bbc7f303d125971f60ec0aaad5e12c62d0d2c925f0ab1273debd0e4ba37aba5 \
-    --hash=sha256:4d6d57903571f86180eb98f8f0c839fa9ebbfb031356d87f1361be91e433f5b7 \
-    --hash=sha256:4e874c976154687c1f71715b034739b45c7711bec81db01914770373d125e392 \
-    --hash=sha256:51fc224f7ca4d92656d5a5eb315f12eb5fe2c97a66249aa7b5f562528a3be38c \
-    --hash=sha256:58c8b5929fcb8287cbd6f0a3fae19c6e03a5c48402ae792962ac465224a629a4 \
-    --hash=sha256:5a285b3b96f951841799528cd1f4f01cd70e7e0204b4abebac9463eecfcf2a40 \
-    --hash=sha256:5c70f1cc1c4efbe316a572e2d8b9b9cc44e89b95f79ca3331553fbb63716e2bf \
-    --hash=sha256:62d6b0f03b694173f9fcb1fb317f7222fd0b0b103e784c6549f5e53a27718c44 \
-    --hash=sha256:6a246d5914aa1c820c9443ddcee9c02bec3e203b0c080349533fae17727dfd1b \
-    --hash=sha256:6aa3236c78803afbcb255045fbef97a9e25a1f6c9888357d205ddc42f4d6eba5 \
-    --hash=sha256:6bbe4eb67390b0a0265a2c25458f6b90a409d5d069f1041e6aff1e27e3d9a79e \
-    --hash=sha256:715d1c092715954784bc79e1174fc2a90093dc4dc84ea15eb14dad8abdcdeb74 \
-    --hash=sha256:72944b19f2324114e9dc86a159787333b77874143efcf89a5167ef83cfee8af0 \
-    --hash=sha256:81f4a14bee47aec54f883e0cad2d73986640c1590eb9bfaaba7ad17394481e6e \
-    --hash=sha256:846300f379b5b12cc769334464656bc882e0735d27d9726568bc932fdc49d5ec \
-    --hash=sha256:86b6f55f5a352b48d7fbfd2dbc3d5b780b2d79f4d3c121f33eb6efb22e9a2015 \
-    --hash=sha256:874f200b2a981c647340f841730fc3a2b54c9d940566a3c4149099591e2c4c3d \
-    --hash=sha256:8a87ec22c87be071b6bdbd27920b129b94f2fc964358ce38f3822635a3e2e03d \
-    --hash=sha256:8b3b60bb7cba2c8c81837661c488637eee696f59a877788a396d33150c35d842 \
-    --hash=sha256:8e3ed142f2728df44263aaf5fb1f5b0b99f4070c553a0d7f033be65338329150 \
-    --hash=sha256:93e15038125dc1e5345d9b5b68aa7f996ec33b98118d18c6ca0d0b7d6198b7e8 \
-    --hash=sha256:989824e9faf85f96ec9c7761cd8d29c531ad857bfa1daa930cba85baaecf1a9a \
-    --hash=sha256:99d838547ace2c4aace6c4f76e879ddfe02bb58a80c1549928477862b7a6d6ed \
-    --hash=sha256:9b2aec6af35c113b05695ebb5749a787acd63cafc83086a05771d1e1cd1e555f \
-    --hash=sha256:9c585a1790d5436a5374bac930dad6ed244c046ed91b2b2a3634eb2971d21008 \
-    --hash=sha256:a7164afb23be6e37ad90b2f10426149fd75aee07ca55653d2aa41e66c4ef697e \
-    --hash=sha256:ac6b31e35612a26483e20750126d30d0941f949426974cace8e6b5c58a3657b0 \
-    --hash=sha256:ad2e2ef14e0b04e544ea2fa0a36463f847f113d314aa02e5b402fdf910ef309e \
-    --hash=sha256:b268594bccac7d7cf5844c7732e3f20c50921d94e36d7ec9b79e9857694b1b2f \
-    --hash=sha256:b5f0362dc928a6ecd9db58868fca5e48485205e3855957bdedea308f8672ea4a \
-    --hash=sha256:ba1f4fc670ed79f876f70082eff4f9583c15fb9a4b89d6188412de4d18ae2f40 \
-    --hash=sha256:ba203255017337d39f89bdd58417f03c4426f12beed0440cfd933cb15f8669c7 \
-    --hash=sha256:c901b15172510173f5cb310eae652908340f8dede90fff9e3bf6c0d8dfd92f83 \
-    --hash=sha256:c9b39d38a9bd2ae1becd7eac1303d031c5c110ad31f2b319c6e7d98b135c934d \
-    --hash=sha256:d2a8490669bfe99a233298348acc2d824d496dee0e66e31b66a6022c2ad74a5c \
-    --hash=sha256:dddbbd259598d7240b18c9d87c56a9d2fb3b02fe266f49a7c101532e78c1d871 \
-    --hash=sha256:df3775294accfdd75f32c74ae39fcba920c9a378a2fc18a12b6820aa8c1fb502 \
-    --hash=sha256:e44319a2953c738205bf3354537979eaa3998ed673395b964c1176083dd46252 \
-    --hash=sha256:e4a010c27ff6f210ff4c6ef34394cd61470d01014439b192ec22552ee867f2a8 \
-    --hash=sha256:e823b8b6edc81e747526f70f71a9c0a07ac4e7ad13020aa736bb7c9d67196115 \
-    --hash=sha256:e892aff75639bbef0d2a2cfd55535510df26ff92f63c92cd84ef8d4ba5a5557f \
-    --hash=sha256:eea7ac5d2dce4189771cedb559c738a71512768210dc4e4753b107a2048b3d0e \
-    --hash=sha256:ef4059d6e5152fa1a39f888e344c73fdc926e1b2dd58c771d67b0acfbf2aa67d \
-    --hash=sha256:f169b9a863d34f5d11b8698ead99febeaa17a13ca044961aa8e2662a6c7766a0 \
-    --hash=sha256:f2cf083b324a467e1ab358c105f6cad5ea950f50524668a80c486ff1db24e119 \
-    --hash=sha256:f8474c4241bc18b750be2abea9d7a9ec84f46ef861dbacf86a4f6e043401f79e \
-    --hash=sha256:f983334aea213c99992053ede6168500e5f086ce74fbc4acc3f2b00f5762e9db \
-    --hash=sha256:f9e75681b59ddaa5e659898085ae0eaea229d054f2ac0c7e563a62205a700121 \
-    --hash=sha256:fbc356aae7adf9e6336d336b9c8111d390a05df88f1805573ebb0807bd06fd1d \
-    --hash=sha256:fcfe2045fd2e8f3cb0ce9d4ba6dba6333b8fa05bb8a4939c908cd43322d14c7e
+numpy==2.4.6 \
+    --hash=sha256:001fbb8e08d942dd57599e781f2472269ee7f2755fae407b4f67b2f0b17da3f1 \
+    --hash=sha256:0280e0356c0829a18d9de1cb7eee50ec22ca639878d7240307ca0943d73cd2c4 \
+    --hash=sha256:043191bfa8eab18c776647b62723ac9dddece59743b13f49b2016094129c2b3f \
+    --hash=sha256:06ca2f61ec4385a07a6977c55ba998a4466c123642b4a32694d3128fce18c079 \
+    --hash=sha256:0a041d3d761dc3c35cc56ce0351506a02bcbc25f7b169f652435141a17db9096 \
+    --hash=sha256:0ab0a9c4ffb1a6d95ef519fe4247dba8eb6b18ad93999f76b7f657039acabd47 \
+    --hash=sha256:0c9136e14ed34a9e343a31c533d78a9813a69a3148332bce5e9821cb2f996e66 \
+    --hash=sha256:110f8b71aacb688ec69062bb7f6938a0f8acb01b7c1c4beb453c65b6d234584d \
+    --hash=sha256:112b06a867b235ef466ed3508ddf0238050df9c727cafb5301ac385b899189a1 \
+    --hash=sha256:17f9ade344e7d9b464a084d69bcf18fc691cb1db67c62ed80820bf4926d78f0e \
+    --hash=sha256:1e254a00cdf42b1e4d5b3d68d33af63268d41340d8885df2ab6470f2e1500147 \
+    --hash=sha256:1e978ec1e8bd0e0e4de6bb75de9d30cbb74db6b6a2bb727618613703ca0167dd \
+    --hash=sha256:25c692919ac5a01f170a3bfcd62d745b24fd095c353d50812637d6fcab442e75 \
+    --hash=sha256:260a5d70215b61ab4fadf5c7baacd64821842975eea312125ed3c39a6391b063 \
+    --hash=sha256:2803abfebfc990042cd494d8ce2d5f82e9d847af6d35ec486923aa19dbad5e73 \
+    --hash=sha256:29a287e0cf63ff528da061de6b9f64a4618da591ca1046aafc54062e40ca7eab \
+    --hash=sha256:29cb7f67d10b479ff07c17d33e39f78c07f71c40ef30d63c153d340e96cd3fb4 \
+    --hash=sha256:3213d622a0283a39a93d188f3cf72b26862df52fbb4ca3697f51705016523d41 \
+    --hash=sha256:33111801a01c12a8a1e3721f0a9232f8cfc8ae2c6b7098167e6f623c6073f402 \
+    --hash=sha256:357cc07a6d7b0b182ff02249616a03742827ebb1277546b5c7cd7f7620a45698 \
+    --hash=sha256:38efbc8de75c7a0fc1ac190162d892787f3f47b57cc291231aafee36b80982b7 \
+    --hash=sha256:4081eb135ac24158bd51cdfbef16f1c64df7063b1143f24731387137c092bec8 \
+    --hash=sha256:40fdc1ae7125e518ea98e53e69a4ebc27e1fd50510c47b7ea130cf21e5e1d42b \
+    --hash=sha256:4cfe66903cc32a9921a6733d96b19bb6abf310397581bbad89c228f5abaf0ee8 \
+    --hash=sha256:511dbaf848decaaaf4b4ca48032619fb3138710c4bf7da7617765edad1ef96b0 \
+    --hash=sha256:55cced7c52e981362f708ad635198e97a752dfba412cc03c23bbf3bd8d5cd662 \
+    --hash=sha256:56b39e5e0622a09a25bf5baf62f4bcf0cb8a41ae6e2819cf49bbc5a74c083f91 \
+    --hash=sha256:5dbbdb29840ca3d91ee0fece42fc29278886d908280bfec0a5846c6f901a3eb0 \
+    --hash=sha256:5f9fb9157b4ce2971008323afe46053787b526ef624fea915b261468a8421a0f \
+    --hash=sha256:6180d8b35af935aed8ece3a85e0a43f87393ae0ac87c8d2c8bd2c993f7270ef3 \
+    --hash=sha256:68a5124b13fa6cc2086764a20005d30bc0548146f7f5322f02fce212ca14317f \
+    --hash=sha256:68bb27509ac1b9a3443094260f6326150663b06abe40b73a2f81160623da5b67 \
+    --hash=sha256:6f41ae150c4e32db4f3310cdaf64b1593a03dbabe29eec77fc9b50fe64061df6 \
+    --hash=sha256:7265a2f3d436e54ef9f2b52b5c937e6be778781bd97a590319d7348f1c1ca997 \
+    --hash=sha256:72fbe16c6fac95aedf5937fa873445cec2110be35d8a4e9433d7501fd98dae6b \
+    --hash=sha256:7d92c3819208a60205a12a245c91ad70cb0a85336659b19b834205573ac8456e \
+    --hash=sha256:8155154c7c691289fe18f510b5d4657c68c67989f293f0535a91360392ff6538 \
+    --hash=sha256:81a1cca95ed5bb92aa8b10dd2cdc9a0d3853a50fad926c28b5d7e8ea54389627 \
+    --hash=sha256:89cd468399cfd2504718f0ba50e410dca55a170b61a02ad92bb18c8a65186e93 \
+    --hash=sha256:8ad03c0965fb3c692200e74d458ca28c1dbb4ce96f9a479a8aa041ad5fabca02 \
+    --hash=sha256:90f9849678c75fe7afa2d348ac842c168b0a4d3d61919687216dfc547976d853 \
+    --hash=sha256:948424b06129ce883307e8cff868c31396d8dc7630a59c61d70d98dbe70f222c \
+    --hash=sha256:9cd5ffd25db4e7ba6a375693b3fc0fc1791ec636c17db3720da19bde7180ec43 \
+    --hash=sha256:a0df0043bdb289bde1f62da130d20df23d58b45429f752bc7a8fc5325a225ecd \
+    --hash=sha256:a2c306dea656c12c68f51f4cea133cbe78ca7435eb28c735eac1d3ebe73be6e8 \
+    --hash=sha256:a7830bab239b79cda9c08c2da014761cafb48da6150e1da17ac06283f43b6089 \
+    --hash=sha256:a7c711e21628b52034bb5ab8d1bce291f752fcc5e92accc615778acee1ff4778 \
+    --hash=sha256:aaf159caa35993cb1f56fb9b8e4610d35758e7ca005412eb1daa856a78c9c4b1 \
+    --hash=sha256:ae506e6902902557576a26ff33eda8695e7ecb3cb36c3b573a0765dee114ebdb \
+    --hash=sha256:b507f5c4c1d508876d1819b6bf9a49d365b96320b5d4993426b33a23ca4b8261 \
+    --hash=sha256:bf162abab1c1a736333192707cef898e735a5ca00f38f27eeedf44b39d9e85eb \
+    --hash=sha256:c1a2af6c6ef86344a6b0db6b97834208bf598db514f2b155042439b62605601a \
+    --hash=sha256:c2d37ab77531417474168eb79d6d80b14f821a966818505d03013d0833edb7a8 \
+    --hash=sha256:c4fc99836233ea196540b17ab0983aff60ed07941751930f5f4d05bc3b3b7359 \
+    --hash=sha256:d581b735e177fdcdce6fed8e7e8880a3fb6ee4e3653a3ac6af01c6f4c03effc5 \
+    --hash=sha256:d6da64deb6b8ed903e7560180a92f2d804ee1ba5eeb849ac2748b8c1aba1f6d7 \
+    --hash=sha256:d8e8286dd7cea7895157318d1b91cdacac64c479f3cbc8dce548331728484751 \
+    --hash=sha256:ddea102b48f9e339f3948bf22040944184627a30fdf7f858667673b9c5f033c8 \
+    --hash=sha256:dfa20cc6ca228e6b155b11da03825975ce66aea520985dbbddf0f2a5a495c605 \
+    --hash=sha256:e3e5193ef5a3dc73bceee50f7fdc2c90dbb76c42df8d8fae3d1067a583df579e \
+    --hash=sha256:e3eeb0aabd6bd5ce64faae67e9935203a6991b4bc2a485a767fbafb2c5125f45 \
+    --hash=sha256:e5805d5a22fd19c8ccff10a9561f9df94436b0545619ea579db2d3c35294bce2 \
+    --hash=sha256:e85b752a1e912b70eaad4fafbd4d1238007ab221de2009b9a2f5ae7461239895 \
+    --hash=sha256:eaf7fa2de5c0be8ae6ff8e9bea2ccd725e980541244521d8d4b5f3354a27babe \
+    --hash=sha256:ebfb099f8dcf083deef3ac1ca4c1503f387cf76296fcb3816b66f5ecb5f54fdb \
+    --hash=sha256:ece3d2cfe132e7d51f44a832b303895e6f2d499c5e74dfbdb06ee246147a304a \
+    --hash=sha256:ed9749eef4cbd126da3dc1d6bcb3a57f5eb7ac6a6484146bdbf743f552dfc577 \
+    --hash=sha256:ede83e07a75dd06bc501566c1eca2afc0d61677c1472ac9ad93fdee6e638a48d \
+    --hash=sha256:ef4aea96ce4d3b074422cb4f2f64e216bf9e213004bb58ecfdf50ea02ea8eb9a \
+    --hash=sha256:f3a3570c4a2a16746ac2c31a7c7c7b0c186b95ce902e33db6f28094ed7387dda \
+    --hash=sha256:f407cb6b8e9d6d8c626bc73c945db1706035af8fd632295547bf1c9e46d092d6 \
+    --hash=sha256:f74a575920ab21fe304421a3fc28793d82e299cae9eccb37084e9fc7f3617c20
     # via
     #   feast (pyproject.toml)
     #   dask
     #   db-dtypes
+    #   faiss-cpu
     #   ibis-framework
+    #   milvus-lite
     #   pandas
     #   pandas-gbq
 oauthlib==3.3.1 \
     --hash=sha256:0f0f8aa759826a193cf66c12ea1af1637f87b9b4622d46e866952bb022e538c9 \
     --hash=sha256:88119c938d2b8fb88561af5f6ee0eec8cc8d552b7bb1f712743136eb7523b7a1
     # via requests-oauthlib
+opentelemetry-api==1.44.0 \
+    --hash=sha256:67647e5e9566edcf421166fdf022b3537f818635daa852b289e34604dc6fb33a \
+    --hash=sha256:94b98c893a91b88657eaac1e3ba89618cdb85be6918196705354f34728b2cdef
+    # via mcp
+orjson==3.11.9 \
+    --hash=sha256:011382e2a60fda9d46f1cdee31068cfc52ffe952b587d683ec0463002802a0f4 \
+    --hash=sha256:03db380e3780fa0015ed776a90f20e8e20bb11dde13b216ce19e5718e3dfba62 \
+    --hash=sha256:051b102c93b4f634e89f3866b07b9a9a98915ada541f4ec30f177067b2694979 \
+    --hash=sha256:08f4d8ebb44925c794e535b2bebc507cebf32209df81de22ae285fb0d8d66de0 \
+    --hash=sha256:0b34789fa0da61cf7bef0546b09c738fb195331e017e477096d129e9105ab03d \
+    --hash=sha256:0e4eed3b200023042814d2fc8a5d2e880f13b52e1ed2485e83da4f3962f7dc1a \
+    --hash=sha256:115ab5f5f4a0f203cc2a5f0fb09aee503a3f771aa08392949ab5ca230c4fbdbd \
+    --hash=sha256:135869ef917b8704ea0a94e01620e0c05021c15c52036e4663baffe75e72f8ce \
+    --hash=sha256:147302878da387104b66bb4a8b0227d1d487e976ce41a8501916161072ed87b1 \
+    --hash=sha256:14ed654580c1ed2bc217352ec82f91b047aef82951aa71c7f64e0dcb03c0e180 \
+    --hash=sha256:16969c9d369c98eb084889c6e4d2d39b77c7eb38ceccf8da2a9fff62ae908980 \
+    --hash=sha256:19b72ed11572a2ee51a67a903afbe5af504f84ed6f529c0fe44b0ab3fb5cc697 \
+    --hash=sha256:231742b4a11dad8d5380a435962c57e91b7c37b79be858f4ef1c0df1a259897e \
+    --hash=sha256:25e4aed0312d292c09f61af25bba34e0b2c88546041472b09088c39a4d828af1 \
+    --hash=sha256:26a473dbb4162108b27901492546f83c76fdcea3d0eadff00ae7a07e18dcce09 \
+    --hash=sha256:277fefe9d76ee17eb14debf399e3533d4d63b5f677a4d3719eb763536af1f4bd \
+    --hash=sha256:2d057a602cdd19a0ad680417527c45b6961a095081c0f46fe0e03e304aac6470 \
+    --hash=sha256:32ef5f4283a3be81913947d19608eacb7c6608026851123790cd9cc8982af34b \
+    --hash=sha256:33d7d766701847dc6729846362dc27895d2f2d2251264f9d10e7cb9878194877 \
+    --hash=sha256:34fd2317602587321faab75ab76c623a0117e80841a6413654f04e47f339a8fb \
+    --hash=sha256:3513550321f8c8c811a7c3297b8a630e82dc08e4c10216d07703c997776236cd \
+    --hash=sha256:380cdce7ba24989af81d0a7013d0aaec5d0e2a21734c0e2681b1bc4f141957fe \
+    --hash=sha256:3a81d52442a7c99b3662333235b3adf96a1715864658b35bb797212be7bddb97 \
+    --hash=sha256:3ebca4179031ee716ed076ffadc29428e900512f6fccee8614c9983157fcf19c \
+    --hash=sha256:48ee05097750de0ff69ed5b7bbcf0732182fd57a24043dcc2a1da780a5ead3a5 \
+    --hash=sha256:4bab1b2d6141fe7b32ae71dac905666ece4f94936efbfb13d55bb7739a3a6021 \
+    --hash=sha256:4d4e98d6f3b8afed8bc8cd9718ec0cdf46661826beefb53fe8eafb37f2bf0362 \
+    --hash=sha256:4d7fde5501b944f83b3e665e1b31343ff6e154b15560a16b7130ea1e594a4206 \
+    --hash=sha256:4da3c38a2083ca4aaf9c2a36776cce3e9328e6647b10d118948f3cfb4913ffe4 \
+    --hash=sha256:4e39364e726a8fff737309aff059ff67d8a8c8d5b677be7bb49a8b3e84b7e218 \
+    --hash=sha256:4fd66214623f1b17501df9f0543bef0b833979ab5b6ded1e1d123222866aa8c9 \
+    --hash=sha256:4fef17e1f8722c11587a6ef18e35902450221da0028e65dbaaa543619e68e48f \
+    --hash=sha256:53b50b0e14084b8f7e29c5ce84c5af0f1160169b30d8a6914231d97d2fe297d4 \
+    --hash=sha256:57ea77fb70a448ce87d18fca050193202a3da5e54598f6501ca5476fb66cfe02 \
+    --hash=sha256:59e403b1cc5a676da8eaf31f6254801b7341b3e29efa85f92b48d272637e77be \
+    --hash=sha256:5b192c6cf397e4455b11523c5cf2b18ed084c1bbd61b6c0926344d2129481972 \
+    --hash=sha256:5f63aaf97afd9f6dec5b1a68e1b8da12bfccb4cb9a9a65c3e0b6c847849e7586 \
+    --hash=sha256:63e0efbc991250c0b3143488fa57d95affcabbfc63c99c48d625dd37779aafe2 \
+    --hash=sha256:6cc7923789694fd58f001cbcac7e47abc13af4d560ebbfcf3b41a8b1a0748124 \
+    --hash=sha256:71e63adb0e1f1ed5d9e168f50a91ceb93ae6420731d222dc7da5c69409aa47aa \
+    --hash=sha256:71f3db16e69b667b132e0f305a833d5497da302d801508cbb051ed9a9819da47 \
+    --hash=sha256:844417969855fc7a41be124aafe83dc424592a7f77cd4501900c67307122b92c \
+    --hash=sha256:8697ab6a080a5c46edaad50e2bc5bd8c7ca5c66442d24104fa44ec74910a8244 \
+    --hash=sha256:87e4d4ab280b0c87424d47695bec2182caf8cfc17879ea78dab76680194abc13 \
+    --hash=sha256:8aff7da9952a5ad1cef8e68017724d96c7b9a66e99e91d6252e1b133d67a7b10 \
+    --hash=sha256:8ecc30f10465fa1e0ce13fd01d9e22c316e5053a719a8d915d4545a09a5ff677 \
+    --hash=sha256:97d0d932803c1b164fde11cb542a9efcb1e0f63b184537cca65887147906ff48 \
+    --hash=sha256:97db4c94a7db398a5bd636273324f0b3fd58b350bbbac8bb380ceb825a9b40f4 \
+    --hash=sha256:9af678d6488357948f1f84c6cd1c1d397c014e1ae2f98ae082a44eb48f602624 \
+    --hash=sha256:9ef6fe90aadef185c7b128859f40beb24720b4ecea95379fc9000931179c3a49 \
+    --hash=sha256:9f78cf8fec5bd627f4082b8dfeac7871b43d7f3274904492a43dab39f18a19a0 \
+    --hash=sha256:a028425d1b440c5d92a6be1e1a020739dfe67ea87d96c6dbe828c1b30041728b \
+    --hash=sha256:a6082706765a95a6680d812e1daf1c0cfe8adec7831b3ff3b625693f3b461b1c \
+    --hash=sha256:a8f5f8bc7ce7d59f08d9f99fa510c06496164a24cb5f3d34537dbd9ca30132e2 \
+    --hash=sha256:aaea64f3f467d22e70eeed68bdccb3bc4f83f650446c4a03c59f2cba28a108db \
+    --hash=sha256:ace6c58523302d3b97b6ac5c38a5298a54b473762b6be82726b4265c41029f92 \
+    --hash=sha256:b3afcf569c15577a9fe64627292daa3e6b3a70f4fb77a5df246a87ec21681b94 \
+    --hash=sha256:b6ef1979adc4bc243523f1a2ba91418030a8e29b0a99cbe7e0e2d6807d4dce6e \
+    --hash=sha256:be4fa4f0af7fa18951f7ab3fc2148e223af211bf03f59e1c6034ec3f97f21d61 \
+    --hash=sha256:c2d3dc759490128c5c1711a53eeaa8ee1d437fd0038ffd2b6008abf46db3f882 \
+    --hash=sha256:c5d001196b89fa9cf0a4ab79766cd835b991a166e4b621ba95089edc50c429ff \
+    --hash=sha256:cce9127885941bd28f080cecf1f1d288336b7e0d812c345b08be88b572796254 \
+    --hash=sha256:cde1a448023ba7d5bb4c01c5afb48894380b5e4956e0627266526587ef4e535f \
+    --hash=sha256:d4087e5c0209a0a8efe4de3303c234b9c44d1174161dcd851e8eea07c7560b32 \
+    --hash=sha256:d8ea516b3726d190e1b4297e6f4e7a8650347ae053868a18163b4dd3641d1fff \
+    --hash=sha256:e30ab17845bb9fa54ccf67fa4f9f5282652d54faa6d17452f47d0f369d038673 \
+    --hash=sha256:e5c9b8f28e726e97d97696c826bc7bea5d71cecd63576dba92924a32c1961291 \
+    --hash=sha256:ea407d4ccf5891d667d045fecae97a7a1e5e87b3b97f97ae1803c2e741130be0 \
+    --hash=sha256:ea5c46eb2d3af39e806b986f4b09d5c2706a1f5afde3cbf7544ce6616127173c \
+    --hash=sha256:eebdbdeef0094e4f5aefa20dcd4eb2368ab5e7a3b4edea27f1e7b2892e009cf9 \
+    --hash=sha256:f01c4818b3fc9b0da8e096722a84318071eaa118df35f6ed2344da0e73a5444f \
+    --hash=sha256:f36b7f32c7c0db4a719f1fc5824db4a9c6f8bd1a354debb91faf26ebf3a4c71e \
+    --hash=sha256:f5d89a2ed90731df3be64bab0aa44f78bff39fdc9d71c291f4a8023aa46425b7 \
+    --hash=sha256:ffe02797b5e9f3a9d8292ddcd289b474ad13e81ad83cd1891a240811f1d2cb81
+    # via pymilvus
 packaging==26.2 \
     --hash=sha256:5fc45236b9446107ff2415ce77c807cee2862cb6fac22b8a73826d0693b0980e \
     --hash=sha256:ff452ff5a3e828ce110190feff1178bb1f2ea2281fa2075aadb987c2fb221661
     # via
     #   dask
     #   db-dtypes
+    #   faiss-cpu
     #   google-cloud-bigquery
     #   gunicorn
     #   ibis-framework
@@ -1814,159 +1945,156 @@ pathspec==1.1.1 \
     --hash=sha256:17db5ecd524104a120e173814c90367a96a98d07c45b2e10c2f3919fff91bf5a \
     --hash=sha256:a00ce642f577bf7f473932318056212bc4f8bfdf53128c78bbd5af0b9b20b189
     # via mypy
-platformdirs==4.9.6 \
-    --hash=sha256:3bfa75b0ad0db84096ae777218481852c0ebc6c727b3168c1b9e0118e458cf0a \
-    --hash=sha256:e61adb1d5e5cb3441b4b7710bea7e4c12250ca49439228cc1021c00dcfac0917
+platformdirs==4.11.0 \
+    --hash=sha256:0555d18370482847566ffabcaa53ad7c6c1c29f195989ae1ed634a05f76ea1e0 \
+    --hash=sha256:360ccded2b7fce0af0ff80cc8f5942a1c5d99b0e856033acb030bfc634709e74
     # via snowflake-connector-python
-prometheus-client==0.25.0 \
-    --hash=sha256:5e373b75c31afb3c86f1a52fa1ad470c9aace18082d39ec0d2f918d11cc9ba28 \
-    --hash=sha256:d5aec89e349a6ec230805d0df882f3807f74fd6c1a2fa86864e3c2279059fed1
+prometheus-client==0.24.1 \
+    --hash=sha256:150db128af71a5c2482b36e588fc8a6b95e498750da4b17065947c16070f4055 \
+    --hash=sha256:7e0ced7fbbd40f7b84962d5d2ab6f17ef88a72504dcf7c0b40737b43b2a461f9
     # via feast (pyproject.toml)
-propcache==0.4.1 \
-    --hash=sha256:0002004213ee1f36cfb3f9a42b5066100c44276b9b72b4e1504cddd3d692e86e \
-    --hash=sha256:0013cb6f8dde4b2a2f66903b8ba740bdfe378c943c4377a200551ceb27f379e4 \
-    --hash=sha256:005f08e6a0529984491e37d8dbc3dd86f84bd78a8ceb5fa9a021f4c48d4984be \
-    --hash=sha256:031dce78b9dc099f4c29785d9cf5577a3faf9ebf74ecbd3c856a7b92768c3df3 \
-    --hash=sha256:05674a162469f31358c30bcaa8883cb7829fa3110bf9c0991fe27d7896c42d85 \
-    --hash=sha256:060b16ae65bc098da7f6d25bf359f1f31f688384858204fe5d652979e0015e5b \
-    --hash=sha256:120c964da3fdc75e3731aa392527136d4ad35868cc556fd09bb6d09172d9a367 \
-    --hash=sha256:15932ab57837c3368b024473a525e25d316d8353016e7cc0e5ba9eb343fbb1cf \
-    --hash=sha256:17612831fda0138059cc5546f4d12a2aacfb9e47068c06af35c400ba58ba7393 \
-    --hash=sha256:182b51b421f0501952d938dc0b0eb45246a5b5153c50d42b495ad5fb7517c888 \
-    --hash=sha256:1cdb7988c4e5ac7f6d175a28a9aa0c94cb6f2ebe52756a3c0cda98d2809a9e37 \
-    --hash=sha256:1eb2994229cc8ce7fe9b3db88f5465f5fd8651672840b2e426b88cdb1a30aac8 \
-    --hash=sha256:1f0978529a418ebd1f49dad413a2b68af33f85d5c5ca5c6ca2a3bed375a7ac60 \
-    --hash=sha256:204483131fb222bdaaeeea9f9e6c6ed0cac32731f75dfc1d4a567fc1926477c1 \
-    --hash=sha256:296f4c8ed03ca7476813fe666c9ea97869a8d7aec972618671b33a38a5182ef4 \
-    --hash=sha256:2ad890caa1d928c7c2965b48f3a3815c853180831d0e5503d35cf00c472f4717 \
-    --hash=sha256:2b16ec437a8c8a965ecf95739448dd938b5c7f56e67ea009f4300d8df05f32b7 \
-    --hash=sha256:2bb07ffd7eaad486576430c89f9b215f9e4be68c4866a96e97db9e97fead85dc \
-    --hash=sha256:333ddb9031d2704a301ee3e506dc46b1fe5f294ec198ed6435ad5b6a085facfe \
-    --hash=sha256:357f5bb5c377a82e105e44bd3d52ba22b616f7b9773714bff93573988ef0a5fb \
-    --hash=sha256:35c3277624a080cc6ec6f847cbbbb5b49affa3598c4535a0a4682a697aaa5c75 \
-    --hash=sha256:364426a62660f3f699949ac8c621aad6977be7126c5807ce48c0aeb8e7333ea6 \
-    --hash=sha256:381914df18634f5494334d201e98245c0596067504b9372d8cf93f4bb23e025e \
-    --hash=sha256:3d233076ccf9e450c8b3bc6720af226b898ef5d051a2d145f7d765e6e9f9bcff \
-    --hash=sha256:3d902a36df4e5989763425a8ab9e98cd8ad5c52c823b34ee7ef307fd50582566 \
-    --hash=sha256:3f7124c9d820ba5548d431afb4632301acf965db49e666aa21c305cbe8c6de12 \
-    --hash=sha256:405aac25c6394ef275dee4c709be43745d36674b223ba4eb7144bf4d691b7367 \
-    --hash=sha256:41a89040cb10bd345b3c1a873b2bf36413d48da1def52f268a055f7398514874 \
-    --hash=sha256:43eedf29202c08550aac1d14e0ee619b0430aaef78f85864c1a892294fbc28cf \
-    --hash=sha256:473c61b39e1460d386479b9b2f337da492042447c9b685f28be4f74d3529e566 \
-    --hash=sha256:49a2dc67c154db2c1463013594c458881a069fcf98940e61a0569016a583020a \
-    --hash=sha256:4b536b39c5199b96fc6245eb5fb796c497381d3942f169e44e8e392b29c9ebcc \
-    --hash=sha256:4c3c70630930447f9ef1caac7728c8ad1c56bc5015338b20fed0d08ea2480b3a \
-    --hash=sha256:4d3df5fa7e36b3225954fba85589da77a0fe6a53e3976de39caf04a0db4c36f1 \
-    --hash=sha256:4d7af63f9f93fe593afbf104c21b3b15868efb2c21d07d8732c0c4287e66b6a6 \
-    --hash=sha256:501d20b891688eb8e7aa903021f0b72d5a55db40ffaab27edefd1027caaafa61 \
-    --hash=sha256:521a463429ef54143092c11a77e04056dd00636f72e8c45b70aaa3140d639726 \
-    --hash=sha256:5558992a00dfd54ccbc64a32726a3357ec93825a418a401f5cc67df0ac5d9e49 \
-    --hash=sha256:55c72fd6ea2da4c318e74ffdf93c4fe4e926051133657459131a95c846d16d44 \
-    --hash=sha256:564d9f0d4d9509e1a870c920a89b2fec951b44bf5ba7d537a9e7c1ccec2c18af \
-    --hash=sha256:580e97762b950f993ae618e167e7be9256b8353c2dcd8b99ec100eb50f5286aa \
-    --hash=sha256:5a103c3eb905fcea0ab98be99c3a9a5ab2de60228aa5aceedc614c0281cf6153 \
-    --hash=sha256:5c3310452e0d31390da9035c348633b43d7e7feb2e37be252be6da45abd1abcc \
-    --hash=sha256:5d4e2366a9c7b837555cf02fb9be2e3167d333aff716332ef1b7c3a142ec40c5 \
-    --hash=sha256:5fd37c406dd6dc85aa743e214cef35dc54bbdd1419baac4f6ae5e5b1a2976938 \
-    --hash=sha256:60a8fda9644b7dfd5dece8c61d8a85e271cb958075bfc4e01083c148b61a7caf \
-    --hash=sha256:66c1f011f45a3b33d7bcb22daed4b29c0c9e2224758b6be00686731e1b46f925 \
-    --hash=sha256:671538c2262dadb5ba6395e26c1731e1d52534bfe9ae56d0b5573ce539266aa8 \
-    --hash=sha256:678ae89ebc632c5c204c794f8dab2837c5f159aeb59e6ed0539500400577298c \
-    --hash=sha256:67fad6162281e80e882fb3ec355398cf72864a54069d060321f6cd0ade95fe85 \
-    --hash=sha256:6918ecbd897443087a3b7cd978d56546a812517dcaaca51b49526720571fa93e \
-    --hash=sha256:6f6ff873ed40292cd4969ef5310179afd5db59fdf055897e282485043fc80ad0 \
-    --hash=sha256:6f8b465489f927b0df505cbe26ffbeed4d6d8a2bbc61ce90eb074ff129ef0ab1 \
-    --hash=sha256:71b749281b816793678ae7f3d0d84bd36e694953822eaad408d682efc5ca18e0 \
-    --hash=sha256:74c1fb26515153e482e00177a1ad654721bf9207da8a494a0c05e797ad27b992 \
-    --hash=sha256:7c2d1fa3201efaf55d730400d945b5b3ab6e672e100ba0f9a409d950ab25d7db \
-    --hash=sha256:824e908bce90fb2743bd6b59db36eb4f45cd350a39637c9f73b1c1ea66f5b75f \
-    --hash=sha256:8326e144341460402713f91df60ade3c999d601e7eb5ff8f6f7862d54de0610d \
-    --hash=sha256:8873eb4460fd55333ea49b7d189749ecf6e55bf85080f11b1c4530ed3034cba1 \
-    --hash=sha256:89eb3fa9524f7bec9de6e83cf3faed9d79bffa560672c118a96a171a6f55831e \
-    --hash=sha256:8c9b3cbe4584636d72ff556d9036e0c9317fa27b3ac1f0f558e7e84d1c9c5900 \
-    --hash=sha256:8e57061305815dfc910a3634dcf584f08168a8836e6999983569f51a8544cd89 \
-    --hash=sha256:929d7cbe1f01bb7baffb33dc14eb5691c95831450a26354cd210a8155170c93a \
-    --hash=sha256:92d1935ee1f8d7442da9c0c4fa7ac20d07e94064184811b685f5c4fada64553b \
-    --hash=sha256:948dab269721ae9a87fd16c514a0a2c2a1bdb23a9a61b969b0f9d9ee2968546f \
-    --hash=sha256:981333cb2f4c1896a12f4ab92a9cc8f09ea664e9b7dbdc4eff74627af3a11c0f \
-    --hash=sha256:990f6b3e2a27d683cb7602ed6c86f15ee6b43b1194736f9baaeb93d0016633b1 \
-    --hash=sha256:99d43339c83aaf4d32bda60928231848eee470c6bda8d02599cc4cebe872d183 \
-    --hash=sha256:9a0bd56e5b100aef69bd8562b74b46254e7c8812918d3baa700c8a8009b0af66 \
-    --hash=sha256:9a52009f2adffe195d0b605c25ec929d26b36ef986ba85244891dee3b294df21 \
-    --hash=sha256:9d2b6caef873b4f09e26ea7e33d65f42b944837563a47a94719cc3544319a0db \
-    --hash=sha256:9f302f4783709a78240ebc311b793f123328716a60911d667e0c036bc5dcbded \
-    --hash=sha256:a0ee98db9c5f80785b266eb805016e36058ac72c51a064040f2bc43b61101cdb \
-    --hash=sha256:a129e76735bc792794d5177069691c3217898b9f5cee2b2661471e52ffe13f19 \
-    --hash=sha256:a78372c932c90ee474559c5ddfffd718238e8673c340dc21fe45c5b8b54559a0 \
-    --hash=sha256:a9695397f85973bb40427dedddf70d8dc4a44b22f1650dd4af9eedf443d45165 \
-    --hash=sha256:ab08df6c9a035bee56e31af99be621526bd237bea9f32def431c656b29e41778 \
-    --hash=sha256:ab2943be7c652f09638800905ee1bab2c544e537edb57d527997a24c13dc1455 \
-    --hash=sha256:ab4c29b49d560fe48b696cdcb127dd36e0bc2472548f3bf56cc5cb3da2b2984f \
-    --hash=sha256:af223b406d6d000830c6f65f1e6431783fc3f713ba3e6cc8c024d5ee96170a4b \
-    --hash=sha256:af2a6052aeb6cf17d3e46ee169099044fd8224cbaf75c76a2ef596e8163e2237 \
-    --hash=sha256:bcc9aaa5d80322bc2fb24bb7accb4a30f81e90ab8d6ba187aec0744bc302ad81 \
-    --hash=sha256:c07fda85708bc48578467e85099645167a955ba093be0a2dcba962195676e859 \
-    --hash=sha256:c0d4b719b7da33599dfe3b22d3db1ef789210a0597bc650b7cee9c77c2be8c5c \
-    --hash=sha256:c0ef0aaafc66fbd87842a3fe3902fd889825646bc21149eafe47be6072725835 \
-    --hash=sha256:c2b5e7db5328427c57c8e8831abda175421b709672f6cfc3d630c3b7e2146393 \
-    --hash=sha256:c30b53e7e6bda1d547cabb47c825f3843a0a1a42b0496087bb58d8fedf9f41b5 \
-    --hash=sha256:c80ee5802e3fb9ea37938e7eecc307fb984837091d5fd262bb37238b1ae97641 \
-    --hash=sha256:c9b822a577f560fbd9554812526831712c1436d2c046cedee4c3796d3543b144 \
-    --hash=sha256:cae65ad55793da34db5f54e4029b89d3b9b9490d8abe1b4c7ab5d4b8ec7ebf74 \
-    --hash=sha256:cb2d222e72399fcf5890d1d5cc1060857b9b236adff2792ff48ca2dfd46c81db \
-    --hash=sha256:cbc3b6dfc728105b2a57c06791eb07a94229202ea75c59db644d7d496b698cac \
-    --hash=sha256:cd547953428f7abb73c5ad82cbb32109566204260d98e41e5dfdc682eb7f8403 \
-    --hash=sha256:cfc27c945f422e8b5071b6e93169679e4eb5bf73bbcbf1ba3ae3a83d2f78ebd9 \
-    --hash=sha256:d472aeb4fbf9865e0c6d622d7f4d54a4e101a89715d8904282bb5f9a2f476c3f \
-    --hash=sha256:d62cdfcfd89ccb8de04e0eda998535c406bf5e060ffd56be6c586cbcc05b3311 \
-    --hash=sha256:d82ad62b19645419fe79dd63b3f9253e15b30e955c0170e5cebc350c1844e581 \
-    --hash=sha256:d8f353eb14ee3441ee844ade4277d560cdd68288838673273b978e3d6d2c8f36 \
-    --hash=sha256:daede9cd44e0f8bdd9e6cc9a607fc81feb80fae7a5fc6cecaff0e0bb32e42d00 \
-    --hash=sha256:db65d2af507bbfbdcedb254a11149f894169d90488dd3e7190f7cdcb2d6cd57a \
-    --hash=sha256:dee69d7015dc235f526fe80a9c90d65eb0039103fe565776250881731f06349f \
-    --hash=sha256:e153e9cd40cc8945138822807139367f256f89c6810c2634a4f6902b52d3b4e2 \
-    --hash=sha256:e35b88984e7fa64aacecea39236cee32dd9bd8c55f57ba8a75cf2399553f9bd7 \
-    --hash=sha256:e53f3a38d3510c11953f3e6a33f205c6d1b001129f972805ca9b42fc308bc239 \
-    --hash=sha256:e9b0d8d0845bbc4cfcdcbcdbf5086886bc8157aa963c31c777ceff7846c77757 \
-    --hash=sha256:ec17c65562a827bba85e3872ead335f95405ea1674860d96483a02f5c698fa72 \
-    --hash=sha256:ecef2343af4cc68e05131e45024ba34f6095821988a9d0a02aa7c73fcc448aa9 \
-    --hash=sha256:ed5a841e8bb29a55fb8159ed526b26adc5bdd7e8bd7bf793ce647cb08656cdf4 \
-    --hash=sha256:ee17f18d2498f2673e432faaa71698032b0127ebf23ae5974eeaf806c279df24 \
-    --hash=sha256:f048da1b4f243fc44f205dfd320933a951b8d89e0afd4c7cacc762a8b9165207 \
-    --hash=sha256:f10207adf04d08bec185bae14d9606a1444715bc99180f9331c9c02093e1959e \
-    --hash=sha256:f1d2f90aeec838a52f1c1a32fe9a619fefd5e411721a9117fbf82aea638fe8a1 \
-    --hash=sha256:f48107a8c637e80362555f37ecf49abe20370e557cc4ab374f04ec4423c97c3d \
-    --hash=sha256:f7ee0e597f495cf415bcbd3da3caa3bd7e816b74d0d52b8145954c5e6fd3ff37 \
-    --hash=sha256:f93243fdc5657247533273ac4f86ae106cc6445a0efacb9a1bfe982fcfefd90c \
-    --hash=sha256:f95393b4d66bfae908c3ca8d169d5f79cd65636ae15b5e7a4f6e67af675adb0e \
-    --hash=sha256:fc38cba02d1acba4e2869eef1a57a43dfbd3d49a59bf90dda7444ec2be6a5570 \
-    --hash=sha256:fd0858c20f078a32cf55f7e81473d96dcf3b93fd2ccdb3d40fdf54b8573df3af \
-    --hash=sha256:fd138803047fb4c062b1c1dd95462f5209456bfab55c734458f15d11da288f8f \
-    --hash=sha256:fd2dbc472da1f772a4dae4fa24be938a6c544671a912e30529984dd80400cd88 \
-    --hash=sha256:fd6f30fdcf9ae2a70abd34da54f18da086160e4d7d9251f81f3da0ff84fc5a48 \
-    --hash=sha256:fe49d0a85038f36ba9e3ffafa1103e61170b28e95b16622e11be0a0ea07c6781
+propcache==0.5.2 \
+    --hash=sha256:01c4fc7480cd0598bb4b57022df55b9ca296da7fc5a8760bd8451a7e63a7d427 \
+    --hash=sha256:04dc2390d9edbbaef7461f33322555976ffddf0b650a038649d026358714e6c5 \
+    --hash=sha256:06187263ddad280d05b4d8a8b3bb7d164cbebd469236544a42e6d9b28ac6a4fa \
+    --hash=sha256:0958834041a0166d343b8d2cedcd8bcbaeb4fdbe0cf08320c5379f143c3be6e7 \
+    --hash=sha256:099aaf4b4d1a02265b92a977edf00b5c4f63b3b17ac6de39b0d637c9cac0188a \
+    --hash=sha256:0d2c9bf8528f135dbb805ce027567e09164f7efa51a2be07458a2c0420f292d0 \
+    --hash=sha256:0fd59b5af35f74da48d905dcbad55449ba13be91823cb05a9bd590bbf5b61660 \
+    --hash=sha256:10734b5484ea113152ee25a91dccedf81631791805d2c9ccb054958e51842c94 \
+    --hash=sha256:13fef48778b5a2a756523fdb781326b028ca75e32858b04f2cdd19f394564917 \
+    --hash=sha256:178b4a2cdaac1818e2bf1c5a99b94383fa73ea5382e032a48dec07dc5668dc42 \
+    --hash=sha256:196913dea116aeb5a2ba95af4ddcb7ea85559ae07d8eee8751688310d09168c3 \
+    --hash=sha256:1b31822f4474c4036bae62de9402710051d431a606d6a0f907fec79935a071aa \
+    --hash=sha256:1ca071adabaab6e9219924bbe00af821f1ee7de113a9eca1cdc292de3d120f4d \
+    --hash=sha256:1d1ad32d9d4355e2be65574fd0bfd3677e7066b009cd5b9b2dee8aa6a6393b33 \
+    --hash=sha256:1dbcf7675229b35d31abb6547d8ebc8c27a830ac3f9a794edff6254873ec7c0a \
+    --hash=sha256:2293949b855ce597f2826452d17c2d545fb5622379c4ea6fdf525e9b8e8a2511 \
+    --hash=sha256:26a4dca084132874e639895c3135dfad5eb20bae209f62d1aeb31b03e601c3c0 \
+    --hash=sha256:2800a4a8ead6b28cccd1ec54b59346f0def7922ee1c7598e8499c733cfbb7c84 \
+    --hash=sha256:29cbaac5ea0212663e6845e04b5e188d5a6ae6dd919810ac835bf1d3b42c3f4c \
+    --hash=sha256:29f9309a2e42b0d273be006fdb4be2d6c39a47f6f57d8fb1cf9f81481df81b66 \
+    --hash=sha256:2d7aa89ebca5acc98cba9d1472d976e394782f587bad6661003602a619fd1821 \
+    --hash=sha256:2f22cbbac9e26a8e864c0985ff1268d5d939d53d9d9411a9824279097e03a2cb \
+    --hash=sha256:2f8ea531c794b9d6274acd4e8d2c2ebcac590a4361d27482edd3010b79f1325e \
+    --hash=sha256:3115559b8effafd63b142ea5ed53d63a16ea6469cbc63dce4ee194b42db5d853 \
+    --hash=sha256:32775082acd2d807ee3db715c7770d38767b817870acfa08c29e057f3c4d5b56 \
+    --hash=sha256:3430bb2bfe1331885c427745a751e774ee679fd4344f80b97bf879815fe8fa55 \
+    --hash=sha256:3b199b9b2b3d6a7edf3183ba8a9a137a22b97f7df525feb5ae1eccf026d2a9c6 \
+    --hash=sha256:40314bca9ac559716fe374094fc81c11dcc34b64fd6c585360f5775690505704 \
+    --hash=sha256:44e488ef40dbb452700b2b1f8188934121f6648f52c295055662d2191959ff82 \
+    --hash=sha256:452b5065457eb9991ec5eb38ff41d6cd4c991c9ac7c531c4d5849ae473a9a13f \
+    --hash=sha256:45f11346f884bc47444f6e6647131055844134c3175b629f84952e2b5cd62b64 \
+    --hash=sha256:46088abff4cba581dea21ae0467a480526cb25aa5f3c269e909f800328bc3999 \
+    --hash=sha256:4621064bbf28fa77ff64dd5d94367c04684c67d3a5bf1dff25f0cd0d98a38f3b \
+    --hash=sha256:4bc8ff1feffc6a61c7002ffe84634c41b822e104990ae009f44a0834430070bb \
+    --hash=sha256:4db0ba63d693afd40d249bd93f842b5f144f8fcbb83de05660373bcf30517b1d \
+    --hash=sha256:51f96d685ab16e88cab128cd37a52c5da540809c8b879fa047731bfcb4ad35a4 \
+    --hash=sha256:54adaa85a22078d1e306304a40984dc5be99d599bf3dc0a24dc98f7daeab89ab \
+    --hash=sha256:552ffadf6ad409844bc5919c42a0a83d88314cedddaea0e41e80a8b8fffe881f \
+    --hash=sha256:5538d2c13d93e4698af7e092b57bc7298fd35d1d58e656ae18f23ee0d0378e03 \
+    --hash=sha256:5570dbcc97571c15f68068e529c92715a12f8d54030e272d264b377e22bd17a5 \
+    --hash=sha256:5671d09a36b06d0fd4a3da0fccbcae360e9b1570924171a15e9e0997f0249fba \
+    --hash=sha256:583c19759d9eec1e5b69e2fbef36a7d9c326041be9746cb822d335c8cedc2979 \
+    --hash=sha256:5aaa2b923c1944ac8febd6609cb373540a5563e7cbcb0fd770f75dace2eb817b \
+    --hash=sha256:5dbc581d2814337da56222fab8dc5f161cd798a434e49bac27930aaef798e144 \
+    --hash=sha256:5fcb98e7598b1ee0addab320d90f65b530297a867dbfe9de52ea838077e16e3d \
+    --hash=sha256:6041d31504dc1779d700e1edcfb08eea334b357620b06681a4eabb57a74e574e \
+    --hash=sha256:66ea454f095ddf5b6b14f56c064c0941c4788be11e18d2464cf643bf7203ff67 \
+    --hash=sha256:68ce1c44c7a813a7f71ea04315a8c7b330b63db99d059a797a4651bb6f69f117 \
+    --hash=sha256:6a997d0489e9668a384fcfd5061b857aa5361de73191cac204d04b889cfbbafa \
+    --hash=sha256:6bf3be92233808fcd338eba0fb4d0b59ec5772af4f4ecfcec450d1bfc0f8b5eb \
+    --hash=sha256:6de8bd93ddde9b992cf2b2e0d796d501a19026b5b9fd87356d7d0779531a8d96 \
+    --hash=sha256:6e7b8719005dd1175be4ab1cd25e9b98659a5e0347331506ec6760d2773a7fb5 \
+    --hash=sha256:6f328175a2cde1f0ff2c4ed8ce968b9dcfb55f3a7153f39e2957ed994da13476 \
+    --hash=sha256:72d61e16dd78228b58c5d47be830ff3da7e5f139abdf0aef9d86cde1c5cf2191 \
+    --hash=sha256:74b70780220e2dd89175ca24b81b68b67c83db499ae611e7f2313cb329801c78 \
+    --hash=sha256:79aa3ff0a9b566633b642fa9caf7e21ed1c13d6feca718187873f199e1514078 \
+    --hash=sha256:7afa37062e6650640e932e4cc9297d81f9f42d9944029cc386b8247dea4da837 \
+    --hash=sha256:80168e2ebe4d3ec6599d10ad8f520304ae1cad9b6c5a95372aef1b66b7bfb53a \
+    --hash=sha256:806719138ecd720339a12410fb9614ac9b2b2d3a5fdf8235d56981c36f4039ba \
+    --hash=sha256:8114f28879e0904748e831c3a7774261bd9e75f49be089f389a76f959dcd13fe \
+    --hash=sha256:81e3a30b0bb60caa22033dd0f8a3618d1d67356212514f62c57db75cb0ef410c \
+    --hash=sha256:823581fd5cb08b12a48bfa11fe962a7916766b6170c17b028fbdf762b85eb9bf \
+    --hash=sha256:85341b12b9d55bad0bded24cac341bb34289469e03a11f3f583ea1cc1db0326c \
+    --hash=sha256:857187f381f88c8e2fa2fe56ab94879d011b883d5a2ee5a1b60a8cd2a06846d9 \
+    --hash=sha256:8a90efd5777e996e42d568db9ac740b944d691e565cbfd31b2f7832f9184b2b8 \
+    --hash=sha256:8b73ab70f1a3351fbc71f663b3e645af6dd0329100c353081cf69c37433fc6fe \
+    --hash=sha256:8c7972d8f193740d9175f0998ab38717e6cd322d5935c5b0fef8c0d323fd9031 \
+    --hash=sha256:8e778ebd44ef4f66ed60a0416b06b489687db264a9c0b3620362f26489492913 \
+    --hash=sha256:9282fb1a3bccd038da9f768b927b24a0c753e466c086b7c4f3c6982851eefb2d \
+    --hash=sha256:949c91d1a990cf3b2e8188dfcfb25005e0b834a06c63fa4ef9f360878ce21ecf \
+    --hash=sha256:95f1e3f4760d404b13c9976c0229b2b49a3c8e2c62a9ce92efdd2b11ada75e3f \
+    --hash=sha256:97797ebb098e670a2f92dd66f32897e30d7615b14e7f59711de23e30a9072539 \
+    --hash=sha256:a0e399a2eccb91ed18721f86aa85757727400b6865c89e88934781deb9c8498b \
+    --hash=sha256:a473b3440261e0c60706e732b2ed2f517857344fc21bf48fdfe211e2d98eb285 \
+    --hash=sha256:a4840ab0ae0216d952f4b53dc6d0b992bfc2bedbfe360bdd9b548bc184c08959 \
+    --hash=sha256:a592f5f3da71c8691c788c13cb6734b6d17663d2e1cb8caddf0673d01ef8847d \
+    --hash=sha256:a6ae2198be502c10f09b2516e7b5d019816924bc3183a43ce792a7bd6625e6f4 \
+    --hash=sha256:a6ddc6ac9e25de626c1f129c1b467d7ecd33ce2237d3fd0c4e429feef0a7ee1f \
+    --hash=sha256:acd2c8edba48e31e58a363b8cf4e5c7db3b04b3f9e371f601df30d9b0d244836 \
+    --hash=sha256:b05d643f944a8c3c4bd86d65ffd87bf3264b617f87791940302bc474d2ff5274 \
+    --hash=sha256:b96db7141a592cbc968daf1feea83a118e6ab378af4abbc72b248c895414c22d \
+    --hash=sha256:ba338430e87ceb9c8f0cf754de38a9860560261e56c00376debd628698a7364f \
+    --hash=sha256:ba57fffe4ac99c5d30076161b5866336d97600769bad35cc68f7774b15298a4e \
+    --hash=sha256:be1ddfcbb376e3de5d2e2db1d58d6d67463e6b4f9f040c000de8e300295465fe \
+    --hash=sha256:c0cb9ed24c8964e172768d455a38254c2dd8a552905729ce006cad3d3dda59b1 \
+    --hash=sha256:c60462af8e6dc30c35407c7237ea908d777b22862bbee27bc4699c0d8bcdc45a \
+    --hash=sha256:c66afea89b1e43725731d2004732a046fe6fe955d51f952c3e95a7314a284a39 \
+    --hash=sha256:c6844ba6364fb12f403928a82cfd295ab103a2b315c77c747b2dbe4a41894ea7 \
+    --hash=sha256:c80f4ba3e8f00189165999a742ee526ebeccedf6c3f7beb0c7df821e9772435a \
+    --hash=sha256:cafca7e56c12bb02ae16d283742bef25a61122e9dab2b5b3f2ccbe589ce32164 \
+    --hash=sha256:cc1177027eda740fdb152706bd215a3f124e3eea15afc39f2cb9fe351b50619e \
+    --hash=sha256:cc49723e2f60d6b32a0f0b08a3fd6d13203c07f1cd9566cfce0f12a917c967a2 \
+    --hash=sha256:cc6fc3cc62e8501d3ed62894425040d2728ecddb1ed072737a5c70bd537aa9f0 \
+    --hash=sha256:cd416c1de191973c52ff1a12a57446bfc7642797b282d7caf2162d7d1b8aa9a0 \
+    --hash=sha256:cd645f03898405cabe694fb8bc35241e3a9c332ec85627584fe3de201452b335 \
+    --hash=sha256:cef6cea3922890dd6c9654971001fa797b526c16ab5e1e46c05fd6f877be7568 \
+    --hash=sha256:cfa21e036ce1e1db2be04ba3b85d2df1bb1702fa01932d984c5464c665228ff4 \
+    --hash=sha256:d0326e2e5e1f3163fa306c834e48e8d490e5fae607a097a40c0648109b47ba80 \
+    --hash=sha256:d310c013aad2c72f1c3f2f8dd3279d460a858c551f97aeb8c63e4693cca7b4d2 \
+    --hash=sha256:d447bb0b3054be5818458fbb171208b1d9ff11eba14e18ca18b90cbb45767370 \
+    --hash=sha256:d4dc37dec6c6cdad0b57881a5658fd14fbf53e333b1a86cf86559f190e1d9ec4 \
+    --hash=sha256:d5a81be28596d6559f6131ef33e10200de6e17643b3c74ce03f9eb103be6ae8b \
+    --hash=sha256:d9ee8826a7d47863a08ac44e1a5f611a462eefc3a194b492da242128bec75b42 \
+    --hash=sha256:db2b80ea58eab4f86b2beec3cc8b39e8ff9276ac20e96b7cce43c8ae84cd6b5a \
+    --hash=sha256:decfca4c79dd53ebab484b00cc4b6717d8c369f86e74aa4ca395a64ac651495e \
+    --hash=sha256:dfed59d0a5aeb01e242e66ff0300bc4a265a7c05f612d30016f0b60b1017d757 \
+    --hash=sha256:e00820e192c8dbebcafb383ebbf99030895f09905e7a0eb2e0340a0bcc2bc825 \
+    --hash=sha256:e4294d04a94dcab1b3bccd8b66d962dcad411a1d19414b2a41d1445f1de32ad0 \
+    --hash=sha256:e59bc9e66329185b93dab73f210f1a37f81cb40f321501db8017c9aea15dba27 \
+    --hash=sha256:e5cbfac9f61484f7e9f3597775500cd3ebe8274e9b050c38f9525c77c97520bf \
+    --hash=sha256:f064f8d2b59177878b7615df1735cd8fe3462ed6be8c7b217d17a276489c2b7f \
+    --hash=sha256:f156a3529f38063b6dbaf356e15602a7f95f8055b1295a438433a6386f10463d \
+    --hash=sha256:f19bb891234d72535764d703bfed1153cc34f4214d5bd7150aee1eec9e8f4366 \
+    --hash=sha256:f7467da8a9822bf1a55336f877340c5bcbd3c482afc43a99771169f74a26dedc \
+    --hash=sha256:f78abfa8dfc32376fd1aacf597b2f2fbbe0ea751419aee718af5d4f82537ef8c \
+    --hash=sha256:f7eabc04151c78a9f4d5bbb5f1faf571e4defeb4b585e0fe95b60ff2dbe4d3d7 \
+    --hash=sha256:f814362777a9f841adddb200ecdf8f5cb1e5a3c4b7a86378edbd6ccb26edd702 \
+    --hash=sha256:fc299c129490f55f254cd90be0deca4764e36e9a7c08b4aa588479a3bbed3098 \
+    --hash=sha256:fc76378c62a0f04d0cd82fbb1a2cd2d7e28fcb40d5873f28a6c44e388aaa2751 \
+    --hash=sha256:fc88b26f08d634f7bc819a7852e5214f5802641ab8d9fd5326892292eee1993e \
+    --hash=sha256:fe67a3d11cd9b4efabfa45c3d00ffba2b26811442a73a581a94b67c2b5faccf6
     # via
     #   aiohttp
     #   yarl
-proto-plus==1.27.2 \
-    --hash=sha256:6432f75893d3b9e70b9c412f1d2f03f65b11fb164b793d14ae2ca01821d22718 \
-    --hash=sha256:b2adde53adadf75737c44d3dcb0104fde65250dfc83ad59168b4aa3e574b6a24
+proto-plus==1.28.2 \
+    --hash=sha256:26d843eb99c1e32fdf1d20ff0faae56607f7748fe774acf9ecd5cfe6c6472501 \
+    --hash=sha256:b874236fcac2358f601e4330bcb76cb8b89c851303ccf4078408b3d4774d1c52
     # via
     #   google-api-core
     #   google-cloud-bigquery-storage
     #   google-cloud-bigtable
     #   google-cloud-datastore
-protobuf==6.33.6 \
-    --hash=sha256:0cd27b587afca21b7cfa59a74dcbd48a50f0a6400cfb59391340ad729d91d326 \
-    --hash=sha256:77179e006c476e69bf8e8ce866640091ec42e1beb80b213c3900006ecfba6901 \
-    --hash=sha256:7d29d9b65f8afef196f8334e80d6bc1d5d4adedb449971fefd3723824e6e77d3 \
-    --hash=sha256:9720e6961b251bde64edfdab7d500725a2af5280f3f4c87e57c0208376aa8c3a \
-    --hash=sha256:a6768d25248312c297558af96a9f9c929e8c4cee0659cb07e780731095f38135 \
-    --hash=sha256:bd56799fb262994b2c2faa1799693c95cc2e22c62f56fb43af311cae45d26f0e \
-    --hash=sha256:c96c37eec15086b79762ed265d59ab204dabc53056e3443e702d2681f4b39ce3 \
-    --hash=sha256:e2afbae9b8e1825e3529f88d514754e094278bb95eadc0e199751cdd9a2e82a2 \
-    --hash=sha256:e9db7e292e0ab79dd108d7f1a94fe31601ce1ee3f7b79e0692043423020b0593 \
-    --hash=sha256:f443a394af5ed23672bc6c486be138628fbe5c651ccbc536873d7da23d1868cf
+protobuf==7.35.1 \
+    --hash=sha256:11d6b0ec246892d85215b0a13ca6e0233cf5284b68f0ac02646427f4ff88a799 \
+    --hash=sha256:230a75ddfc2de4806e56696ce9640c1cdfdb6543b7cfce98d42a4c0a0e7bdb87 \
+    --hash=sha256:24f857477359a85c0c235261b8ba905fd51b2562f4a64ca1df5473f29850cbf6 \
+    --hash=sha256:353652e4efd0bca5b5fc2656abf8307ef351f0cf938c9eba09f0e09c20a25c30 \
+    --hash=sha256:4bc97768d8fe4ad6743c8a19403e314511ed9f6d13205b687e52421c023ac1b9 \
+    --hash=sha256:74758715c53d7158fb76caf4f0cfdacc5329a4b1bb994f865d6cf302d413a1c4 \
+    --hash=sha256:b73f9489a4b8b1c9cb1f8ed951c736392592edb24b9d6819f36d2e10b171d5b4 \
+    --hash=sha256:ce115a26fe0c39a2c29973d914d327e516a6455464489fe3cd1e51a1b354f81a
     # via
     #   feast (pyproject.toml)
     #   google-api-core
@@ -2005,83 +2133,77 @@ psutil==7.2.2 \
     # via
     #   feast (pyproject.toml)
     #   pandas-gbq
-psycopg[c, pool]==3.2.5 \
-    --hash=sha256:b782130983e5b3de30b4c529623d3687033b4dafa05bb661fc6bf45837ca5879 \
-    --hash=sha256:f5f750611c67cb200e85b408882f29265c66d1de7f813add4f8125978bfd70e8
+psycopg[c, pool]==3.3.4 \
+    --hash=sha256:b6bbc25ccf05c8fad3b061d9db2ef0909a555171b84b07f29458a447253d679a \
+    --hash=sha256:e21207764952cff81b6b8bdacad9a3939f2793367fdac2987b3aac36a651b5bc
     # via feast (pyproject.toml)
-psycopg-c==3.2.5 \
-    --hash=sha256:57ad4cfd28de278c424aaceb1f2ad5c7910466e315dfe84e403f3c7a0a2ce81b
+psycopg-c==3.3.4 \
+    --hash=sha256:ed8106128b2d04359c185fc9641b4409abfce4d0b6fb1d1ff6800646e27f1a22
     # via psycopg
-psycopg-pool==3.3.0 \
-    --hash=sha256:2e44329155c410b5e8666372db44276a8b1ebd8c90f1c3026ebba40d4bc81063 \
-    --hash=sha256:fa115eb2860bd88fce1717d75611f41490dec6135efb619611142b24da3f6db5
+psycopg-pool==3.3.1 \
+    --hash=sha256:2af5b432941c4c9ad5c87b3fa410aec910ec8f7c122855897983a06c45f2e4b5 \
+    --hash=sha256:b10b10b7a175d5cc1592147dc5b7eec8a9e0834eb3ed2c4a92c858e2f51eb63c
     # via psycopg
-pyarrow==24.0.0 \
-    --hash=sha256:02b001b3ed4723caa44f6cd1af2d5c86aa2cf9971dacc2ffa55b21237713dfba \
-    --hash=sha256:04920d6a71aabd08a0417709efce97d45ea8e6fb733d9ca9ecffb13c67839f68 \
-    --hash=sha256:0b3537c00fb8d384f15ac1e79b6eb6db04a16514c8c1d22e59a9b95c8ba42868 \
-    --hash=sha256:1183baeb14c5f587b1ec52831e665718ce632caab84b7cd6b85fd44f96114495 \
-    --hash=sha256:14e31a3c9e35f1ab6356c6378f6f72830e6d2d5f1791df3774a7b097d18a6a1e \
-    --hash=sha256:1617043b99bd33e5318ae18eb2919af09c71322ef1ca46566cdafc6e6712fb66 \
-    --hash=sha256:1a4e45017efbf115032e4475ee876d525e0e36c742214fbe405332480ecd6275 \
-    --hash=sha256:1b2fe7f9a5566401a0ef2571f197eb92358925c1f0c8dba305d6e43ea0871bb3 \
-    --hash=sha256:1cc9057f0319e26333b357e17f3c2c022f1a83739b48a88b25bfd5fa2dc18838 \
-    --hash=sha256:2392d954fcb920f42d230284b677605e4e2fbb11f2821e823e642abd67fbb491 \
-    --hash=sha256:25ea65d868eb04015cd18e6df2fbe98f07e5bda2abefabcb88fce39a947716f6 \
-    --hash=sha256:295f0a7f2e242dabd513737cf076007dc5b2d59237e3eca37b05c0c6446f3826 \
-    --hash=sha256:2f16197705a230a78270cdd4ea8a1d57e86b2fdcbc34a1f6aebc72e65c986f9a \
-    --hash=sha256:35405aecb474e683fb36af650618fd5340ee5471fc65a21b36076a18bbc6c981 \
-    --hash=sha256:38be1808cdd068605b787e6ca9119b27eb275a0234e50212c3492331680c3b1e \
-    --hash=sha256:3a577bd840ca83f646f0a625dbc571dba7044c43c2d1503afc378b570954345c \
-    --hash=sha256:3b13dedfe76a0ad2d1d859b0811b53827a4e9d93a0bcb05cf59333ab4980cc7e \
-    --hash=sha256:418e48ce50a45a6a6c73c454677203a9c75c966cb1e92ca3370959185f197a05 \
-    --hash=sha256:55a3bc1e3df3b5567b7d27ef551b2283f0c68a5e86f1cd56abc569da4f31335b \
-    --hash=sha256:6165461f55ef6314f026de6638d661188e3455d3ec49834556a0ebbdbace18bb \
-    --hash=sha256:61a3d7eaa97a14768b542f3d284dc6400dd2470d9f080708b13cd46b6ae18136 \
-    --hash=sha256:6233c9ed9ab9d1db47de57d9753256d9dcffbf42db341576099f0fd9f6bf4810 \
-    --hash=sha256:641f795b361874ac9da5294f8f443dfdbee355cf2bd9e3b8d97aaac2306b9b37 \
-    --hash=sha256:644a246325b8c69c595ad1dd4b463eba4b0cdb731370e4a86137d433208d6147 \
-    --hash=sha256:6f066b179d68c413374294bc1735f68475457c933258df594443bb9d88ddc2a0 \
-    --hash=sha256:7986f1fa71cee060ad00758bcc79d3a93bab8559bf978fab9e53472a2e25a17b \
-    --hash=sha256:7c2b98645d576a0b9616892ead22b64a83a5f043c5e2ca15ebcefcb5b70c80cb \
-    --hash=sha256:806f24b4085453c197a5078218d1ee08783ebbba271badd153d1ae22a3ee804f \
-    --hash=sha256:85fe721a14dd823aca09127acbb06c3ca723efbd436c004f16bca601b04dcc83 \
-    --hash=sha256:8adc8e6ce5fccf5dc707046ae4914fd537def529709cc0d285d37a7f9cd442ca \
-    --hash=sha256:9700ebd9a51f5895ce75ff4ac4b3c47a7d4b42bc618be8e713e5d56bacf5f931 \
-    --hash=sha256:9b18371ad2f44044b81a8d23bc2d8a9b6a6226dca775e8e16cfee640473d6c5d \
-    --hash=sha256:a964266397740257f16f7bb2e4f08a0c81454004beab8ff59dd531b73610e9f2 \
-    --hash=sha256:adbbedc55506cbdabb830890444fb856bfb0060c46c6f8026c6c2f2cf86ae795 \
-    --hash=sha256:ae8a1145af31d903fa9bb166824d7abe9b4681a000b0159c9fb99c11bc11ad26 \
-    --hash=sha256:b0e131f880cda8d04e076cee175a46fc0e8bc8b65c99c6c09dff6669335fde74 \
-    --hash=sha256:b196eb3f931862af3fa84c2a253514d859c08e0d8fe020e07be12e75a5a9780c \
-    --hash=sha256:b7d9a514e73bc42711e6a35aaccf3587c520024fe0a25d830a1a8a27c15f4f57 \
-    --hash=sha256:bec9373df11544592b0ba7ec2af0e35059e5f0e7647c6183a854dedd193298f1 \
-    --hash=sha256:c42ab9439498270139cc63e18847a02afe5c8b3ed9c931266533cfe378bd3591 \
-    --hash=sha256:c91d00057f23b8d353039520dc3a6c09d8608164c692e9f59a175a42b2ae0c19 \
-    --hash=sha256:d3e0b61e8efb24ed38898e5cdc5fffa9124be480008d401a1f8071500494ae42 \
-    --hash=sha256:d7027eba1df3b2069e2e8d80f644fa0918b68c46432af3d088ddd390d063ecde \
-    --hash=sha256:d8ddd2768da81d3ee08cfea9b597f4abb4e8e1dc8ae7e204b608d23a0d3ab699 \
-    --hash=sha256:e3268e43984d0b1a185c89b4cfff282a7ead12fc93f56cfd7088bdbcbe727041 \
-    --hash=sha256:e4505fc6583f7b05ab854934896bcac8253b04ac1171a77dfb73efef92076d91 \
-    --hash=sha256:e56a1ffe9bf7b727432b89104cc0849c21582949dd7bdcb34f17b2001a351a76 \
-    --hash=sha256:e6f1278ee4785b6db21229374a1c9e54ec7c549de5d1efc9630b6207de7e170b \
-    --hash=sha256:f7616236ec1bc2b15bfdec22a71ab38851c86f8f05ff64f379e1278cf20c634a \
-    --hash=sha256:fb24ac194bfc5e86839d7dcd52092ee31e5fe6733fe11f5e3b06ef0812b20072
+pyarrow==25.0.0 \
+    --hash=sha256:0222f0071d13313962a88d21bf28b80d355ac39d81bfa6ff3fe00eeaf748e4be \
+    --hash=sha256:0490a7f8b38ffe11cc26526b50c65d111cb54ddac3717cec781806793f1244dc \
+    --hash=sha256:0721332c30fdd453fdd1fc203b2ac1f4c9db5aea28fa38d41f2574c4b068b9ec \
+    --hash=sha256:13240f0d3dc5932ccd0bfa90cd76d835680b9d94a7661c635df4b703d40ce849 \
+    --hash=sha256:149730a3d1f0fb59d663a0b8aa210adfd9c17c27cd94a0d143e60daea8320d4e \
+    --hash=sha256:161649d60a7a46c613a19fd795763ea8a88c36ba997dd99d9bc66e6794ee36e8 \
+    --hash=sha256:18dcc8cc50b5e72eae6fcbfc6c8776c21a007176b27a3cdec5c2f5bcf126708d \
+    --hash=sha256:20887a762dd61dcc530f93a140840ab1f6aa7836b33270e42d627ab3cf11e537 \
+    --hash=sha256:244f98a595f70fa4fd35faa7508c4ae67e14a173397a4b3b49d2b3c360fb0062 \
+    --hash=sha256:26be35b80780d2d21f4bae3d568b1666337c3a89722cc1794c956a77017cb24e \
+    --hash=sha256:2e093efbecb5317372f819228fa4b4e6157eee48d3f0a7b0303705ebf81a7104 \
+    --hash=sha256:2e3b6544e26e393fe2cd530f523e36c1c8d3c345bbbb60cca3fd866be8322517 \
+    --hash=sha256:38a2c887cb3883e241b70201688db34133b6dfadd04f03c8f9213df53770c18e \
+    --hash=sha256:3f356afe61186395c861d5cd63dc21ff7d5fa335012a4668d979257df7fea0f5 \
+    --hash=sha256:447df764beb07c544f0178a5f6b70ef44b9ecf382b3cdfad4c2d7867353c3887 \
+    --hash=sha256:4ec1895a87aa834c3b99b7a1e758747eb8bb57f922b32c0e0fa04afb8d6998b1 \
+    --hash=sha256:58d1ab556b0cea1c93fdb799b24ad58adb2f2a2788dbce782a94f64ae1a5cc9b \
+    --hash=sha256:59516c822d5fd8e544aaa0dfe72f36fed5d4c24ea8390aab1bcd31d7e959c6be \
+    --hash=sha256:5d1dbf24e151042f2fa3c129563f65d66674128868496fb008c4272b16bdf778 \
+    --hash=sha256:5f4bacb60f91dd2fca6c52f1b9a0012cd090e0294f1f781dc1881a247a352f8e \
+    --hash=sha256:5fb2d837960f1df7f679ff9f1a55065e306347d379e0768cebf14781254d6194 \
+    --hash=sha256:6f4812bfbf11ca7d8faf59eb8fff8bf4dd25ce3a38b62baa010cc17a0926d1b2 \
+    --hash=sha256:6f9dbd83e91c239a1f5ee7ce13f108b5f6c0efbe40a4375260d8f08b43ad05e9 \
+    --hash=sha256:72132b9a8a0a1840197794d4dea26080069b6b0981c116bc078762dc9691b21b \
+    --hash=sha256:77c8d1ae46a44b4006e8db1cc977bbcc6ce4873c92f74137d68e45503b97fb18 \
+    --hash=sha256:7d6da02ffc7a3a9bda3b7ded4cc2a27ff73969ab37153f3afd46bbbc1ba4f0f7 \
+    --hash=sha256:8831a3ba52fa7cdb78d368d968b1dcd06171e6dff5461e16d90de91d371e47bc \
+    --hash=sha256:ac5dfeee59f9ceb4d45ba76e83b026c38c24334135bb329d8274baa49cec3c62 \
+    --hash=sha256:add690feafa0953c443cdba9e9e87f5eaa198f1ea2e43a3b146ea83f202262d0 \
+    --hash=sha256:b58726f118c079f9d4ed7e904975d4f15fd69d0741ba511a4e2dcaa4ef16354f \
+    --hash=sha256:b724d127783b4c19f088fcdfc844cbc318809246a30307bcabd5ed02045e890e \
+    --hash=sha256:b72d943ff4e10fec8d48aedb23322d8f6ea8bc2d698b81db37e73730f69e4862 \
+    --hash=sha256:b8af8ceedf0c9c160fd2b63440f2d205b9404db85866c1217bfea601de7cfb50 \
+    --hash=sha256:c70a5fd9a82bd1a702fd482bdc62d38dcb672fb2b449b1d7c0d7d1f4be7b7bfe \
+    --hash=sha256:ce0ca222802087b9a8cb031a6468442cb6b67c290a45a601cac64753d34954d3 \
+    --hash=sha256:d293e9959b29a24c82d936d04ab2b7fd8b8d334030de2e56a99aba94f008ad7a \
+    --hash=sha256:d2d697008b5ec06d75952ef260c2e9a8a0f6ccfce24266c04c9c8ade927cb3b4 \
+    --hash=sha256:dbf9fa5d4bde73b1cc16377dcaaa010f971e6fa7f5083f5d44f34b50bc1d74af \
+    --hash=sha256:e009ef945e498dca2f050ea10d2e9764cb44017254826fc4574fdb8d2530173b \
+    --hash=sha256:e83916bbcf380866b4e14255850b33323ff678dc9758411d0409cdd2523880b0 \
+    --hash=sha256:f0f100dacf2c0f400601664a79d1a907ced4740514bb2b00917341038e2ce76f \
+    --hash=sha256:f57a39dbcb416345401c2e77a4373669b45fd111a1768e6cf267a7a0607ff0ec \
+    --hash=sha256:fa1482b3da10cac2d4db6e26b81da543e237616af2ef6d466018b31ca586496f
     # via
     #   feast (pyproject.toml)
     #   dask
     #   db-dtypes
     #   google-cloud-bigquery
     #   ibis-framework
+    #   milvus-lite
     #   pandas-gbq
     #   snowflake-connector-python
 pyarrow-hotfix==0.7 \
     --hash=sha256:3236f3b5f1260f0e2ac070a55c1a7b339c4bb7267839bd2015e283234e758100 \
     --hash=sha256:59399cd58bdd978b2e42816a4183a55c6472d4e33d183351b6069f11ed42661d
     # via ibis-framework
-pyasn1==0.6.3 \
-    --hash=sha256:697a8ecd6d98891189184ca1fa05d1bb00e2f84b5977c481452050549c8a72cf \
-    --hash=sha256:a80184d120f0864a52a073acc6fc642847d0be408e7c7252f31390c0f4eadcde
+pyasn1==0.6.4 \
+    --hash=sha256:9c447d8431c947fe4c8febc4ed9e760bc29011a5b01e5c74b67025bd9fb8ce81 \
+    --hash=sha256:deda9277cfd454080ec40b207fb6df82206a3a2688735233cdcd8d3d565f088b
     # via pyasn1-modules
 pyasn1-modules==0.4.2 \
     --hash=sha256:29253a9207ce32b64c3ac6600edc75368f98473906e8fd1043bd6b5b1de2c14a \
@@ -2091,143 +2213,142 @@ pycparser==3.0 \
     --hash=sha256:600f49d217304a5902ac3c37e1281c9fe94e4d0489de643a9504c5cdfdfc6b29 \
     --hash=sha256:b727414169a36b7d524c1c3e31839a521725078d7b2ff038656844266160a992
     # via cffi
-pydantic==2.13.3 \
-    --hash=sha256:6db14ac8dfc9a1e57f87ea2c0de670c251240f43cb0c30a5130e9720dc612927 \
-    --hash=sha256:af09e9d1d09f4e7fe37145c1f577e1d61ceb9a41924bf0094a36506285d0a84d
+pydantic==2.13.4 \
+    --hash=sha256:45a282cde31d808236fd7ea9d919b128653c8b38b393d1c4ab335c62924d9aba \
+    --hash=sha256:c40756b57adaa8b1efeeced5c196f3f3b7c435f90e84ea7f443901bec8099ef6
     # via
     #   feast (pyproject.toml)
     #   fastapi
     #   fastapi-mcp
     #   mcp
+    #   mcp-types
     #   pydantic-settings
-pydantic-core==2.46.3 \
-    --hash=sha256:0087084960f209a9a4af50ecd1fb063d9ad3658c07bb81a7a53f452dacbfb2ba \
-    --hash=sha256:031bb17f4885a43773c8c763089499f242aee2ea85cf17154168775dccdecf35 \
-    --hash=sha256:06d5d8820cbbdb4147578c1fe7ffcd5b83f34508cb9f9ab76e807be7db6ff0a4 \
-    --hash=sha256:07bc6d2a28c3adb4f7c6ae46aa4f2d2929af127f587ed44057af50bf1ce0f505 \
-    --hash=sha256:0c9ff69140423eea8ed2d5477df3ba037f671f5e897d206d921bc9fdc39613e7 \
-    --hash=sha256:1105677a6df914b1fb71a81b96c8cce7726857e1717d86001f29be06a25ee6f8 \
-    --hash=sha256:1108da631e602e5b3c38d6d04fe5bb3bfa54349e6918e3ca6cf570b2e2b2f9d4 \
-    --hash=sha256:12bc98de041458b80c86c56b24df1d23832f3e166cbaff011f25d187f5c62c37 \
-    --hash=sha256:13afdd885f3d71280cf286b13b310ee0f7ccfefd1dbbb661514a474b726e2f25 \
-    --hash=sha256:17eaface65d9fc5abb940003020309c1bf7a211f5f608d7870297c367e6f9022 \
-    --hash=sha256:1da3786b8018e60349680720158cc19161cc3b4bdd815beb0a321cd5ce1ad5b1 \
-    --hash=sha256:23cbdb3aaa74dfe0837975dbf69b469753bbde8eacace524519ffdb6b6e89eb7 \
-    --hash=sha256:2798b6ba041b9d70acfb9071a2ea13c8456dd1e6a5555798e41ba7b0790e329c \
-    --hash=sha256:27f9067c3bfadd04c55484b89c0d267981b2f3512850f6f66e1e74204a4e4ce3 \
-    --hash=sha256:28b5f2ef03416facccb1c6ef744c69793175fd27e44ef15669201601cf423acb \
-    --hash=sha256:28e8cf2f52d72ced402a137145923a762cbb5081e48b34312f7a0c8f55928ec3 \
-    --hash=sha256:28ed528c45446062ee66edb1d33df5d88828ae167de76e773a3c7f64bd14e976 \
-    --hash=sha256:2b8e4f2bbdf71415c544b4b1138b8060db7b6611bc927e8064c769f64bed651c \
-    --hash=sha256:2f40e4246676beb31c5ce77c38a55ca4e465c6b38d11ea1bd935420568e0b1ab \
-    --hash=sha256:3481bd1341dc85779ee506bc8e1196a277ace359d89d28588a9468c3ecbe63fa \
-    --hash=sha256:3612edf65c8ea67ac13616c4d23af12faef1ae435a8a93e5934c2a0cbbdd1fd6 \
-    --hash=sha256:367508faa4973b992b271ba1494acaab36eb7e8739d1e47be5035fb1ea225396 \
-    --hash=sha256:3861f1731b90c50a3266316b9044f5c9b405eecb8e299b0a7120596334e4fe9c \
-    --hash=sha256:3d08782c4045f90724b44c95d35ebec0d67edb8a957a2ac81d5a8e4b8a200495 \
-    --hash=sha256:41c178f65b8c29807239d47e6050262eb6bf84eb695e41101e62e38df4a5bc2c \
-    --hash=sha256:4335e87c7afa436a0dfa899e138d57a72f8aad542e2cf19c36fb428461caabd0 \
-    --hash=sha256:4b068543bdb707f5d935dab765d99227aa2545ef2820935f2e5dd801795c7dbd \
-    --hash=sha256:4de88889d7e88d50d40ee5b39d5dac0bcaef9ba91f7e536ac064e6b2834ecccf \
-    --hash=sha256:4e9d76736da5f362fabfeea6a69b13b7f2be405c6d6966f06b2f6bfff7e64531 \
-    --hash=sha256:57697d7c056aca4bbb680200f96563e841a6386ac1129370a0102592f4dddff5 \
-    --hash=sha256:57a973eae4665352a47cf1a99b4ee864620f2fe663a217d7a8da68a1f3a5bfda \
-    --hash=sha256:5ad3c826fe523e4becf4fe39baa44286cff85ef137c729a2c5e269afbfd0905d \
-    --hash=sha256:5c024e08c0ba23e6fd68c771a521e9d6a792f2ebb0fa734296b36394dc30390e \
-    --hash=sha256:5dcbbcf4d22210ced8f837c96db941bdb078f419543472aca5d9a0bb7cddc7df \
-    --hash=sha256:5dfd51cf457482f04ec49491811a2b8fd5b843b64b11eecd2d7a1ee596ea78a6 \
-    --hash=sha256:60e5f66e12c4f5212d08522963380eaaeac5ebd795826cfd19b2dfb0c7a52b9c \
-    --hash=sha256:610eda2e3838f401105e6326ca304f5da1e15393ae25dacae5c5c63f2c275b13 \
-    --hash=sha256:6529d1d128321a58d30afcc97b49e98836542f68dd41b33c2e972bb9e5290536 \
-    --hash=sha256:6645ce7eec4928e29a1e3b3d5c946621d105d3e79f0c9cddf07c2a9770949287 \
-    --hash=sha256:68cc7866ed863db34351294187f9b729964c371ba33e31c26f478471c52e1ed0 \
-    --hash=sha256:68ef2f623dda6d5a9067ac014e406c020c780b2a358930a7e5c1b73702900720 \
-    --hash=sha256:69a868ef3ff206343579021c40faf3b1edc64b1cc508ff243a28b0a514ccb050 \
-    --hash=sha256:6dff8cc884679df229ebc6d8eb2321ea6f8e091bc7d4886d4dc2e0e71452843c \
-    --hash=sha256:6e42d83d1c6b87fa56b521479cff237e626a292f3b31b6345c15a99121b454c1 \
-    --hash=sha256:706d9d0ce9cf4593d07270d8e9f53b161f90c57d315aeec4fb4fd7a8b10240d8 \
-    --hash=sha256:75a519dab6d63c514f3a81053e5266c549679e4aa88f6ec57f2b7b854aceb1b0 \
-    --hash=sha256:77706aeb41df6a76568434701e0917da10692da28cb69d5fb6919ce5fdb07374 \
-    --hash=sha256:79f561438481f28681584b89e2effb22855e2179880314bcddbf5968e935e807 \
-    --hash=sha256:830d1247d77ad23852314f069e9d7ddafeec5f684baf9d7e7065ed46a049c4e6 \
-    --hash=sha256:831eb19aa789a97356979e94c981e5667759301fb708d1c0d5adf1bc0098b873 \
-    --hash=sha256:83d002b97072a53ea150d63e0a3adfae5670cef5aa8a6e490240e482d3b22e57 \
-    --hash=sha256:85348b8f89d2c3508b65b16c3c33a4da22b8215138d8b996912bb1532868885f \
-    --hash=sha256:8690eba565c6d68ffd3a8655525cbdd5246510b44a637ee2c6c03a7ebfe64d3c \
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+    --hash=sha256:c94f0688e7b8d0a67abf40e57a7eaaecd17cc9586706a31b76c031f63df052b4 \
+    --hash=sha256:cbaf13819775b7f769bf4a1f066cb6df7a28d4480081a589828ef190226881cd \
+    --hash=sha256:cd2213145bcc2ba85884d0ac63d222fece9209678f77b9b4d76f054c561adb28 \
+    --hash=sha256:ce5c1d2a8b27468f433ca974829c44060b8097eedc39933e3c206a90ee49c4a9 \
+    --hash=sha256:d396ec2b979760aaf3218e76c24e65bd0aca24983298653b3a9d7a45f9e47b30 \
+    --hash=sha256:d51026d73fcfd93610abc7b27789c26b313920fcfb20e27462d74a7f8b06e983 \
+    --hash=sha256:d80ee3d731373b24cebbc10d689ca4ee1875caf0d5703a245db18efd4dd37fc1 \
+    --hash=sha256:d995260fdf4e1db774581b4900e0f832abe3c7c84996726bbc161b19c8f29e76 \
+    --hash=sha256:da4b951fe36dc7c3a1ccb4e3cd1747c3542b8c9ceede8fc86cae054e764485f5 \
+    --hash=sha256:daa27d92c36f24388fe3ad306b174781c747627f134452e4f128ea00ce1fe8c4 \
+    --hash=sha256:db06ffe51636ffe9ca531fe9023dd64bdd794be8754cb5df57c5498ae5b518a7 \
+    --hash=sha256:e0d65b8c354be7fb5f720c3caa8bc940bc2d20ce749c8e06135f07f8ed95dd7c \
+    --hash=sha256:e68b7a074f65a2fd746c52a7ce6142ab7006074ac269ace0c25cd8ba171f8066 \
+    --hash=sha256:e739fee756ba1010f8bcccb534252e85a35fe45ae92c295a06059ce58b74ccd3 \
+    --hash=sha256:e846ae7835bf0703ae43f534ab79a867146dadd59dc9ca5c8b53d5c8f7c9ef02 \
+    --hash=sha256:e9c26f834c65f5752f3f06cb08cb86a913ceb7274d0db6e267808a708b46bc89 \
+    --hash=sha256:ea793e075b70290d89d8142074262885d3f7da19634845135751bd6344f73b50 \
+    --hash=sha256:f027324c56cd5406ca49c124b0db10e56c69064fec039acc571c29020cc87c76 \
+    --hash=sha256:f13a646d65d09fbf1bc6b3a9635d30095c8e7e5cc419ff35ecc563c5fd04cd49 \
+    --hash=sha256:f47286a97f0bc9b8859519809077b91b2cefe4ae47fcbf5e466a009c1c5d742b \
+    --hash=sha256:f747929cf940cddb5b3668a390056ddd5ba2e5010615ea2dcf4f9c4f3ab8791d \
+    --hash=sha256:f99626688942fb746e545232e7726926f3be91b5975f8b55327665fafda991c7 \
+    --hash=sha256:f9fa868638bf362d3d138ea55829cefb3d5f4b0d7f142234382a15e2485dbec4 \
+    --hash=sha256:fbdb89b3e1c94a30cc5edfce477c6e6a5dc4d8f84665b455c27582f211a1c72c \
+    --hash=sha256:fc010ab034c8c7452522748bf937df58020d256ccae0874463d1f4d01758af8e \
+    --hash=sha256:fc3e9034a63de20e15e8ade85358bc6efc614008cab72898b4b4952bea0509ff \
+    --hash=sha256:fd8b3d9fd264be37976686c7f65cd52a83f5e84f4bfd2adf9c1d469676bbb6ae
     # via pydantic
-pydantic-settings==2.14.0 \
-    --hash=sha256:24285fd4b0e0c06507dd9fdfd331ee23794305352aaec8fc4eb92d4047aeb67d \
-    --hash=sha256:fc8d5d692eb7092e43c8647c1c35a3ecd00e040fcf02ed86f4cb5458ca62182e
-    # via
-    #   fastapi-mcp
-    #   mcp
+pydantic-settings==2.14.2 \
+    --hash=sha256:a20c97b37910b6550d5ea50fbcc2d4187defe58cd57070b73863d069419c9440 \
+    --hash=sha256:c19dd64b19097f1de80184f0cc7b0272a13ae6e170cbf240a3e27e381ed14a5f
+    # via fastapi-mcp
 pydata-google-auth==1.9.1 \
     --hash=sha256:0a51ce41c601ca0bc69b8795bf58bedff74b4a6a007c9106c7cbcdec00eaced2 \
     --hash=sha256:75ffce5d106e34b717b31844c1639ea505b7d9550dc23b96fb6c20d086b53fa3
@@ -2238,24 +2359,24 @@ pygments==2.20.0 \
     # via
     #   feast (pyproject.toml)
     #   rich
-pyjwt[crypto]==2.12.1 \
-    --hash=sha256:28ca37c070cad8ba8cd9790cd940535d40274d22f80ab87f3ac6a713e6e8454c \
-    --hash=sha256:c74a7a2adf861c04d002db713dd85f84beb242228e671280bf709d765b03672b
+pyjwt[crypto]==2.13.0 \
+    --hash=sha256:41571c89ca91598c79e8ef18a2d07367d4810fbbd6f637794879baf1b7703423 \
+    --hash=sha256:66adcc2aff09b3f1bbd95fc1e1577df8ac8723c978552fd43304c8a290ac5728
     # via
     #   feast (pyproject.toml)
     #   mcp
     #   snowflake-connector-python
-pymilvus==2.5.18 \
-    --hash=sha256:1b78badcfa8d62db7d0b29193fc0422e4676873ff1c745a9d75c2c885d7a7e32 \
-    --hash=sha256:9e517076068e98dac51c018bc0dfe1f651d936154e2e2d9ad6c7b3dab1164e2d
+pymilvus==3.0.1 \
+    --hash=sha256:c02389059088b18d6e598cd175541e445c772fab4926c5e527c4913be34887f1 \
+    --hash=sha256:c5a8d5c1fa1de7b416e3529d383d8cc2e7da2170433ffa4a2d9087e14f70171a
     # via feast (pyproject.toml)
-pymysql==1.1.3 \
-    --hash=sha256:8164ba62c552f6105f3b11753352d0f16b90d1703ba67d81923d5a8a5d1c5289 \
-    --hash=sha256:e70ebf2047a4edf6138cf79c68ad418ef620af65900aa585c5e8bfc95044d43a
+pymysql==1.2.0 \
+    --hash=sha256:62169ce6d5510f08e140c5e7990ee884a9764024e4a9a27b2cc11f1099322ae0 \
+    --hash=sha256:6c7b17ca686988104d7426c27895b455cdeea3e9d3ceb1270f0c3704fead8c33
     # via feast (pyproject.toml)
-pyopenssl==26.1.0 \
-    --hash=sha256:115563879b2c8ccb207975705d3e491434d8c9d7c79667c902ecbf5f3bbd2ece \
-    --hash=sha256:737f0a2275c5bc54f3b02137687e1a765931fb3949b9a92a825e4d33b9eec08b
+pyopenssl==26.3.0 \
+    --hash=sha256:46367f8f66b92271e6d218da9c87607e1ef5a0bc5c8dea5bb3db82f395c385a3 \
+    --hash=sha256:589de7fae1c9ea670d18422ed00fc04da787bbde8e1454aea872aa57b49ad341
     # via snowflake-connector-python
 python-dateutil==2.9.0.post0 \
     --hash=sha256:37dd54208da7e1cd875388217d5e00ebd4179249f90fb72437e91a35459a0ad3 \
@@ -2274,13 +2395,13 @@ python-dotenv==1.2.2 \
     #   pydantic-settings
     #   pymilvus
     #   uvicorn
-python-multipart==0.0.27 \
-    --hash=sha256:6fccfad17a27334bd0193681b369f476eda3409f17381a2d65aa7df3f7275645 \
-    --hash=sha256:9870a6a8c5a20a5bf4f07c017bd1489006ff8836cff097b6933355ee2b49b602
+python-multipart==0.0.32 \
+    --hash=sha256:be54b7f3fa167bb83e4fcd936b887b708f4e57fe75911c02aebf53efaf8d938e \
+    --hash=sha256:ff6d3f776f16878c894e52e107296ffc890e913c611b1a4ec6c44e2821fe2e23
     # via mcp
-pytz==2026.1.post1 \
-    --hash=sha256:3378dde6a0c3d26719182142c56e60c7f9af7e968076f31aae569d72a0358ee1 \
-    --hash=sha256:f2fd16142fda348286a75e1a524be810bb05d444e5a081f37f7affc635035f7a
+pytz==2026.3.post1 \
+    --hash=sha256:2211d3fcf9a797d3405cac96ac7f61d80e6a644f72a3309607282fe8a2010c5d \
+    --hash=sha256:dd95840dd199baea12d9cc096a1d452caa6596a1c1e4b5f3dbd1541855d5e815
     # via
     #   pandas
     #   snowflake-connector-python
@@ -2363,9 +2484,9 @@ pyyaml==6.0.3 \
     #   dask
     #   kubernetes
     #   uvicorn
-redis==7.4.0 \
-    --hash=sha256:64a6ea7bf567ad43c964d2c30d82853f8df927c5c9017766c55a1d1ed95d18ad \
-    --hash=sha256:a9c74a5c893a5ef8455a5adb793a31bb70feb821c86eccb62eebef5a19c429ec
+redis==7.4.1 \
+    --hash=sha256:1a1df5067062cf7cbe677994e391f8ee0840f499d370f1a71266e0dd3aa9308e \
+    --hash=sha256:1fa4647af1c5e93a2c685aa248ee44cce092691146d41390518dabe9a99839b0
     # via feast (pyproject.toml)
 referencing==0.37.0 \
     --hash=sha256:381329a9f99628c9069361716891d34ad94af76e461dcb0335825aecc7692231 \
@@ -2373,9 +2494,9 @@ referencing==0.37.0 \
     # via
     #   jsonschema
     #   jsonschema-specifications
-requests==2.33.1 \
-    --hash=sha256:18817f8c57c6263968bc123d237e3b8b08ac046f5456bd1e307ee8f4250d3517 \
-    --hash=sha256:4e6d1ef462f3626a1f0a0a9c42dd93c63bad33f9f1c1937509b8c5c8718ab56a
+requests==2.34.2 \
+    --hash=sha256:2a0d60c172f83ac6ab31e4554906c0f3b3588d37b5cb939b1c061f4907e278e0 \
+    --hash=sha256:f288924cae4e29463698d6d60bc6a4da69c89185ad1e0bcc4104f584e960b9ed
     # via
     #   feast (pyproject.toml)
     #   fastapi-mcp
@@ -2383,6 +2504,7 @@ requests==2.33.1 \
     #   google-cloud-bigquery
     #   google-cloud-storage
     #   kubernetes
+    #   pymilvus
     #   requests-oauthlib
     #   snowflake-connector-python
 requests-oauthlib==2.0.0 \
@@ -2398,128 +2520,129 @@ rich==15.0.0 \
     #   fastapi-mcp
     #   ibis-framework
     #   typer
-rpds-py==0.30.0 \
-    --hash=sha256:07ae8a593e1c3c6b82ca3292efbe73c30b61332fd612e05abee07c79359f292f \
-    --hash=sha256:0a59119fc6e3f460315fe9d08149f8102aa322299deaa5cab5b40092345c2136 \
-    --hash=sha256:0c0e95f6819a19965ff420f65578bacb0b00f251fefe2c8b23347c37174271f3 \
-    --hash=sha256:0d08f00679177226c4cb8c5265012eea897c8ca3b93f429e546600c971bcbae7 \
-    --hash=sha256:0ed177ed9bded28f8deb6ab40c183cd1192aa0de40c12f38be4d59cd33cb5c65 \
-    --hash=sha256:12f90dd7557b6bd57f40abe7747e81e0c0b119bef015ea7726e69fe550e394a4 \
-    --hash=sha256:1726859cd0de969f88dc8673bdd954185b9104e05806be64bcd87badbe313169 \
-    --hash=sha256:1ab5b83dbcf55acc8b08fc62b796ef672c457b17dbd7820a11d6c52c06839bdf \
-    --hash=sha256:1b151685b23929ab7beec71080a8889d4d6d9fa9a983d213f07121205d48e2c4 \
-    --hash=sha256:1f3587eb9b17f3789ad50824084fa6f81921bbf9a795826570bda82cb3ed91f2 \
-    --hash=sha256:250fa00e9543ac9b97ac258bd37367ff5256666122c2d0f2bc97577c60a1818c \
-    --hash=sha256:2771c6c15973347f50fece41fc447c054b7ac2ae0502388ce3b6738cd366e3d4 \
-    --hash=sha256:27f4b0e92de5bfbc6f86e43959e6edd1425c33b5e69aab0984a72047f2bcf1e3 \
-    --hash=sha256:2e6ecb5a5bcacf59c3f912155044479af1d0b6681280048b338b28e364aca1f6 \
-    --hash=sha256:32c8528634e1bf7121f3de08fa85b138f4e0dc47657866630611b03967f041d7 \
-    --hash=sha256:33f559f3104504506a44bb666b93a33f5d33133765b0c216a5bf2f1e1503af89 \
-    --hash=sha256:3896fa1be39912cf0757753826bc8bdc8ca331a28a7c4ae46b7a21280b06bb85 \
-    --hash=sha256:389a2d49eded1896c3d48b0136ead37c48e221b391c052fba3f4055c367f60a6 \
-    --hash=sha256:39c02563fc592411c2c61d26b6c5fe1e51eaa44a75aa2c8735ca88b0d9599daa \
-    --hash=sha256:3adbb8179ce342d235c31ab8ec511e66c73faa27a47e076ccc92421add53e2bb \
-    --hash=sha256:3d4a69de7a3e50ffc214ae16d79d8fbb0922972da0356dcf4d0fdca2878559c6 \
-    --hash=sha256:3e62880792319dbeb7eb866547f2e35973289e7d5696c6e295476448f5b63c87 \
-    --hash=sha256:3e8eeb0544f2eb0d2581774be4c3410356eba189529a6b3e36bbbf9696175856 \
-    --hash=sha256:422c3cb9856d80b09d30d2eb255d0754b23e090034e1deb4083f8004bd0761e4 \
-    --hash=sha256:4559c972db3a360808309e06a74628b95eaccbf961c335c8fe0d590cf587456f \
-    --hash=sha256:46e83c697b1f1c72b50e5ee5adb4353eef7406fb3f2043d64c33f20ad1c2fc53 \
-    --hash=sha256:47b0ef6231c58f506ef0b74d44e330405caa8428e770fec25329ed2cb971a229 \
-    --hash=sha256:47e77dc9822d3ad616c3d5759ea5631a75e5809d5a28707744ef79d7a1bcfcad \
-    --hash=sha256:47f236970bccb2233267d89173d3ad2703cd36a0e2a6e92d0560d333871a3d23 \
-    --hash=sha256:47f9a91efc418b54fb8190a6b4aa7813a23fb79c51f4bb84e418f5476c38b8db \
-    --hash=sha256:495aeca4b93d465efde585977365187149e75383ad2684f81519f504f5c13038 \
-    --hash=sha256:4c5f36a861bc4b7da6516dbdf302c55313afa09b81931e8280361a4f6c9a2d27 \
-    --hash=sha256:4cc2206b76b4f576934f0ed374b10d7ca5f457858b157ca52064bdfc26b9fc00 \
-    --hash=sha256:4e7fc54e0900ab35d041b0601431b0a0eb495f0851a0639b6ef90f7741b39a18 \
-    --hash=sha256:51a1234d8febafdfd33a42d97da7a43f5dcb120c1060e352a3fbc0c6d36e2083 \
-    --hash=sha256:55f66022632205940f1827effeff17c4fa7ae1953d2b74a8581baaefb7d16f8c \
-    --hash=sha256:58edca431fb9b29950807e301826586e5bbf24163677732429770a697ffe6738 \
-    --hash=sha256:5965af57d5848192c13534f90f9dd16464f3c37aaf166cc1da1cae1fd5a34898 \
-    --hash=sha256:5ba103fb455be00f3b1c2076c9d4264bfcb037c976167a6047ed82f23153f02e \
-    --hash=sha256:5d4c2aa7c50ad4728a094ebd5eb46c452e9cb7edbfdb18f9e1221f597a73e1e7 \
-    --hash=sha256:61046904275472a76c8c90c9ccee9013d70a6d0f73eecefd38c1ae7c39045a08 \
-    --hash=sha256:613aa4771c99f03346e54c3f038e4cc574ac09a3ddfb0e8878487335e96dead6 \
-    --hash=sha256:626a7433c34566535b6e56a1b39a7b17ba961e97ce3b80ec62e6f1312c025551 \
-    --hash=sha256:669b1805bd639dd2989b281be2cfd951c6121b65e729d9b843e9639ef1fd555e \
-    --hash=sha256:679ae98e00c0e8d68a7fda324e16b90fd5260945b45d3b824c892cec9eea3288 \
-    --hash=sha256:67b02ec25ba7a9e8fa74c63b6ca44cf5707f2fbfadae3ee8e7494297d56aa9df \
-    --hash=sha256:68f19c879420aa08f61203801423f6cd5ac5f0ac4ac82a2368a9fcd6a9a075e0 \
-    --hash=sha256:692bef75a5525db97318e8cd061542b5a79812d711ea03dbc1f6f8dbb0c5f0d2 \
-    --hash=sha256:6abc8880d9d036ecaafe709079969f56e876fcf107f7a8e9920ba6d5a3878d05 \
-    --hash=sha256:6bdfdb946967d816e6adf9a3d8201bfad269c67efe6cefd7093ef959683c8de0 \
-    --hash=sha256:6de2a32a1665b93233cde140ff8b3467bdb9e2af2b91079f0333a0974d12d464 \
-    --hash=sha256:73c67f2db7bc334e518d097c6d1e6fed021bbc9b7d678d6cc433478365d1d5f5 \
-    --hash=sha256:74a3243a411126362712ee1524dfc90c650a503502f135d54d1b352bd01f2404 \
-    --hash=sha256:76fec018282b4ead0364022e3c54b60bf368b9d926877957a8624b58419169b7 \
-    --hash=sha256:7c64d38fb49b6cdeda16ab49e35fe0da2e1e9b34bc38bd78386530f218b37139 \
-    --hash=sha256:7cee9c752c0364588353e627da8a7e808a66873672bcb5f52890c33fd965b394 \
-    --hash=sha256:7e6ecfcb62edfd632e56983964e6884851786443739dbfe3582947e87274f7cb \
-    --hash=sha256:806f36b1b605e2d6a72716f321f20036b9489d29c51c91f4dd29a3e3afb73b15 \
-    --hash=sha256:858738e9c32147f78b3ac24dc0edb6610000e56dc0f700fd5f651d0a0f0eb9ff \
-    --hash=sha256:8d6d1cc13664ec13c1b84241204ff3b12f9bb82464b8ad6e7a5d3486975c2eed \
-    --hash=sha256:9027da1ce107104c50c81383cae773ef5c24d296dd11c99e2629dbd7967a20c6 \
-    --hash=sha256:922e10f31f303c7c920da8981051ff6d8c1a56207dbdf330d9047f6d30b70e5e \
-    --hash=sha256:945dccface01af02675628334f7cf49c2af4c1c904748efc5cf7bbdf0b579f95 \
-    --hash=sha256:946fe926af6e44f3697abbc305ea168c2c31d3e3ef1058cf68f379bf0335a78d \
-    --hash=sha256:95f0802447ac2d10bcc69f6dc28fe95fdf17940367b21d34e34c737870758950 \
-    --hash=sha256:9854cf4f488b3d57b9aaeb105f06d78e5529d3145b1e4a41750167e8c213c6d3 \
-    --hash=sha256:993914b8e560023bc0a8bf742c5f303551992dcb85e247b1e5c7f4a7d145bda5 \
-    --hash=sha256:99b47d6ad9a6da00bec6aabe5a6279ecd3c06a329d4aa4771034a21e335c3a97 \
-    --hash=sha256:9a4e86e34e9ab6b667c27f3211ca48f73dba7cd3d90f8d5b11be56e5dbc3fb4e \
-    --hash=sha256:9cf69cdda1f5968a30a359aba2f7f9aa648a9ce4b580d6826437f2b291cfc86e \
-    --hash=sha256:a090322ca841abd453d43456ac34db46e8b05fd9b3b4ac0c78bcde8b089f959b \
-    --hash=sha256:a1010ed9524c73b94d15919ca4d41d8780980e1765babf85f9a2f90d247153dd \
-    --hash=sha256:a161f20d9a43006833cd7068375a94d035714d73a172b681d8881820600abfad \
-    --hash=sha256:a1d0bc22a7cdc173fedebb73ef81e07faef93692b8c1ad3733b67e31e1b6e1b8 \
-    --hash=sha256:a2bffea6a4ca9f01b3f8e548302470306689684e61602aa3d141e34da06cf425 \
-    --hash=sha256:a452763cc5198f2f98898eb98f7569649fe5da666c2dc6b5ddb10fde5a574221 \
-    --hash=sha256:a4796a717bf12b9da9d3ad002519a86063dcac8988b030e405704ef7d74d2d9d \
-    --hash=sha256:a51033ff701fca756439d641c0ad09a41d9242fa69121c7d8769604a0a629825 \
-    --hash=sha256:a8fa71a2e078c527c3e9dc9fc5a98c9db40bcc8a92b4e8858e36d329f8684b51 \
-    --hash=sha256:ac37f9f516c51e5753f27dfdef11a88330f04de2d564be3991384b2f3535d02e \
-    --hash=sha256:ac98b175585ecf4c0348fd7b29c3864bda53b805c773cbf7bfdaffc8070c976f \
-    --hash=sha256:acd7eb3f4471577b9b5a41baf02a978e8bdeb08b4b355273994f8b87032000a8 \
-    --hash=sha256:ad1fa8db769b76ea911cb4e10f049d80bf518c104f15b3edb2371cc65375c46f \
-    --hash=sha256:b40fb160a2db369a194cb27943582b38f79fc4887291417685f3ad693c5a1d5d \
-    --hash=sha256:b4dc1a6ff022ff85ecafef7979a2c6eb423430e05f1165d6688234e62ba99a07 \
-    --hash=sha256:ba3af48635eb83d03f6c9735dfb21785303e73d22ad03d489e88adae6eab8877 \
-    --hash=sha256:ba81a9203d07805435eb06f536d95a266c21e5b2dfbf6517748ca40c98d19e31 \
-    --hash=sha256:c2262bdba0ad4fc6fb5545660673925c2d2a5d9e2e0fb603aad545427be0fc58 \
-    --hash=sha256:c77afbd5f5250bf27bf516c7c4a016813eb2d3e116139aed0096940c5982da94 \
-    --hash=sha256:ca28829ae5f5d569bb62a79512c842a03a12576375d5ece7d2cadf8abe96ec28 \
-    --hash=sha256:cdc62c8286ba9bf7f47befdcea13ea0e26bf294bda99758fd90535cbaf408000 \
-    --hash=sha256:d948b135c4693daff7bc2dcfc4ec57237a29bd37e60c2fabf5aff2bbacf3e2f1 \
-    --hash=sha256:d96c2086587c7c30d44f31f42eae4eac89b60dabbac18c7669be3700f13c3ce1 \
-    --hash=sha256:d9a0ca5da0386dee0655b4ccdf46119df60e0f10da268d04fe7cc87886872ba7 \
-    --hash=sha256:da279aa314f00acbb803da1e76fa18666778e8a8f83484fba94526da5de2cba7 \
-    --hash=sha256:dbd936cde57abfee19ab3213cf9c26be06d60750e60a8e4dd85d1ab12c8b1f40 \
-    --hash=sha256:dc4f992dfe1e2bc3ebc7444f6c7051b4bc13cd8e33e43511e8ffd13bf407010d \
-    --hash=sha256:dc824125c72246d924f7f796b4f63c1e9dc810c7d9e2355864b3c3a73d59ade0 \
-    --hash=sha256:dd8ff7cf90014af0c0f787eea34794ebf6415242ee1d6fa91eaba725cc441e84 \
-    --hash=sha256:dea5b552272a944763b34394d04577cf0f9bd013207bc32323b5a89a53cf9c2f \
-    --hash=sha256:dff13836529b921e22f15cb099751209a60009731a68519630a24d61f0b1b30a \
-    --hash=sha256:e0b65193a413ccc930671c55153a03ee57cecb49e6227204b04fae512eb657a7 \
-    --hash=sha256:e5d3e6b26f2c785d65cc25ef1e5267ccbe1b069c5c21b8cc724efee290554419 \
-    --hash=sha256:e7536cd91353c5273434b4e003cbda89034d67e7710eab8761fd918ec6c69cf8 \
-    --hash=sha256:eb0b93f2e5c2189ee831ee43f156ed34e2a89a78a66b98cadad955972548be5a \
-    --hash=sha256:eb2c4071ab598733724c08221091e8d80e89064cd472819285a9ab0f24bcedb9 \
-    --hash=sha256:ec7c4490c672c1a0389d319b3a9cfcd098dcdc4783991553c332a15acf7249be \
-    --hash=sha256:ee454b2a007d57363c2dfd5b6ca4a5d7e2c518938f8ed3b706e37e5d470801ed \
-    --hash=sha256:ee6af14263f25eedc3bb918a3c04245106a42dfd4f5c2285ea6f997b1fc3f89a \
-    --hash=sha256:f14fc5df50a716f7ece6a80b6c78bb35ea2ca47c499e422aa4463455dd96d56d \
-    --hash=sha256:f207f69853edd6f6700b86efb84999651baf3789e78a466431df1331608e5324 \
-    --hash=sha256:f251c812357a3fed308d684a5079ddfb9d933860fc6de89f2b7ab00da481e65f \
-    --hash=sha256:f83424d738204d9770830d35290ff3273fbb02b41f919870479fab14b9d303b2 \
-    --hash=sha256:f8d1736cfb49381ba528cd5baa46f82fdc65c06e843dab24dd70b63d09121b3f \
-    --hash=sha256:fe5fa731a1fa8a0a56b0977413f8cacac1768dad38d16b3a296712709476fbd5
+rpds-py==2026.6.3 \
+    --hash=sha256:0be972be84cfcaf46c8c6edf690ca0f154ac17babf1f6a955a51579b34ad2dc5 \
+    --hash=sha256:127565fead0a10943b282957bd5447804ff3160ad79f2ad2635e6d249e380680 \
+    --hash=sha256:127e08c0642d880cf32ca47ec2a4a77b901f7e2dd1ad9762adb13955d72ffcc9 \
+    --hash=sha256:166cf54d9f44fc6ceb53c7860258dde44a81406646de79f8ed3234fca3b6e538 \
+    --hash=sha256:168c733a7112e071bb7a66460e667edfcff06c017a3c523f7a8a8e08d0140804 \
+    --hash=sha256:1967debc37f64f2c4dc90a7f563aec558b471966e12adcac4e1c4240496b6ebf \
+    --hash=sha256:1cebd1337c242e4ec2293e541f712b2da849b29f48f0c293684b71c0632625d4 \
+    --hash=sha256:1cf01971c4f2c5553b772a542e4aaf191789cd331bc2cd4ff0e6e65ba49e1e97 \
+    --hash=sha256:1e5822dfc2f0d4ab7e745eaa6d85945069329beeccef965af3f3bb26058fcab6 \
+    --hash=sha256:22bffe6042b9bcb0822bcd1955ec00e245daf17b4344e4ed8e9551b976b63e96 \
+    --hash=sha256:23a439f31ccbeff1574e24889128821d1f7917470e830cf6544dced1c662262a \
+    --hash=sha256:24e9c5386e16669b674a69c156c8eeefcb578f3b3397b713b08e6d60f3c7b187 \
+    --hash=sha256:270b293dae9058fc9fcedab50f13cebf46fb8ed1d1d54e0521a9da5d6b211975 \
+    --hash=sha256:29dfa0533a5d4c94d4dfa1b694fcb56c9c63aad8330ffdd816fd225d0a7a162f \
+    --hash=sha256:2a9c6f195058cb45335e8cc3802745c603d716eb96bc9625950c1aac71c0c703 \
+    --hash=sha256:2bfd04c19ddbd6640de0b51894d764bd2758854d5b75bd102d2ef10cb9c293a9 \
+    --hash=sha256:2c54a076ca4d370980ab57bc0e31df57bbe8d41340436a90ef8b1219a3cbb127 \
+    --hash=sha256:2c958bf94822e9290a40aaf2a822d4bc5c88099093e3948ad6c571eca9272e5f \
+    --hash=sha256:2c99f7e8ccb3dd6e3e4bfeac657a7b208c9bac8075f4b078c02d7404c34107fa \
+    --hash=sha256:2f7c26fbc5acd2522b95d4177fe4710ffd8e9b20529e703ffbf8db4d93903f05 \
+    --hash=sha256:30c6dc199b24a5e3e81d50da0f00858c5bbdb2617a750395687f4339c5818171 \
+    --hash=sha256:38a2fea2787428f811719ceb9114cb78964a3138838320c29ac39526c79c16ba \
+    --hash=sha256:3a83ae6c67b7676b9878378547ca8e93ed77a580037bcbcd1d32f739e1e6089c \
+    --hash=sha256:3cfe765c1da0072636ca06628261e0ea05688e160d5c8a03e0217c3854037223 \
+    --hash=sha256:421aba32367055614287a4292b6a17f1939c9452299f7a0209c117e990b646d4 \
+    --hash=sha256:425560c6fa0415f27261727bb20bd097568485e5eb0c121f1949417d1c516885 \
+    --hash=sha256:4470ce197d4090875cf6affbf1f853338387428df97c4fb7b7106317b8214698 \
+    --hash=sha256:4cf2d36a2357e4d07bb5a4f98801265327b48256867816cfd2ceb001e9754a8f \
+    --hash=sha256:4f4bca01b63096f606e095734dd56e74e175f94cfbf24ff3d63281cec61f7bb7 \
+    --hash=sha256:501f9f04a588d6a09179368c57071301445191767c64e4b52a6aa9871f1ef5ed \
+    --hash=sha256:536bceea4fa4acf7e1c61da2b5786304367c816c8895be71b8f537c480b0ea1f \
+    --hash=sha256:538949e262e46caa31ac01bdb3c1e8f642622922cacbabbae6a8445d9dc33eaf \
+    --hash=sha256:539d75de9e0d536c84ff18dfeb805398e58227001ce09231a26a08b9aed1ee0e \
+    --hash=sha256:54f45a148e28767bf343d33a684693c70e451c6f4c0e9904709a723fafbdfc1f \
+    --hash=sha256:55927d532399c2c646100ff7feb48eaa940ad70f42cd68e1328f3ded9f81ca24 \
+    --hash=sha256:58eadac9cd119677b60e1cf8ac4052f35949d71b8a9e5556efccbe82533cf22a \
+    --hash=sha256:5e8d07bddee435a2ff6f1920e18feff28d0bc4533e42f4bf6927fbd073312c41 \
+    --hash=sha256:62698275682bf121181861295c9181e789030a2d516071f5b8f3c23c170cd0fc \
+    --hash=sha256:639c8929aa0afe81be836b04de888460d6bed38b9c54cfc18da8f6bfabf5af5d \
+    --hash=sha256:67e3a721ffc5d8d2210d3671872298c4a84e4b8035cfe42ffd7cde35d772b146 \
+    --hash=sha256:6de4744d05bd1aa1be4ed7ea1189e3979196808008113bbbf899a460966b925e \
+    --hash=sha256:6e84adbcf4bf841aed8116a8264b9f50b4cb3e7bd89b516122e616ac56ca269e \
+    --hash=sha256:7491ee23305ac3eb59e492b6945881f5cd77a6f731061a3f25b77fd40f9e99a4 \
+    --hash=sha256:79486287de1730dbaff3dbd124d0ca4d2ef7f9d29bf2544f1f93c09b5bcbbd12 \
+    --hash=sha256:7b689145a1485c335569bd056464f3243a29af7ed3871c7be31ad624ba239bc7 \
+    --hash=sha256:7f88d653e7b3b779d71ae7454e20dcc9b6bae903f33c269db9f2be41bda3f261 \
+    --hash=sha256:8020133a74bd81b4572dd8e4be028a6b1ebcd70e6726edc3918008c08bee6ee6 \
+    --hash=sha256:808345f53cb952433ca2816f1604ff3515608a81784954f38d4452acfe8e61d5 \
+    --hash=sha256:83e35b57523816c8613fd0776b40cd8bb9f596b37ddd2692eb4a6bb5ab2f8c93 \
+    --hash=sha256:842e7b070435622248c7a2c44ae53fa1440e073cc3023bc919fed570884097a7 \
+    --hash=sha256:847927daf4cffbd4e90e42bc890069897101edd015f956cb8721b3473372edda \
+    --hash=sha256:882076c00c0a608b131187055ddc5ae29f2e7eaf870d6168980420d58528a5c8 \
+    --hash=sha256:8b95977e7211527ab0ba576e286d023389fbeeb32a6b7b771665d333c60e5342 \
+    --hash=sha256:8bb68f03f395eb793220b45c097bd4d8c32944393da0fad8b999efac0868fc8c \
+    --hash=sha256:8c2642a7603ec0b16ed77da4555db3b4b472341904873788327c0b0d7b95f1bb \
+    --hash=sha256:8c3d1e9c15b9d51ca0391e13da1a25a0a4df3c58a37c9dc368e0736cf7f69df0 \
+    --hash=sha256:8c6e5a2f750cc71c3e3b11d71661f21d6f9bc6cebc6564b1466417a1ec03ec77 \
+    --hash=sha256:8d2294a31386bfa251d8c8a39472beee17db67d4f1a6eabea665d35c9a4461c3 \
+    --hash=sha256:8e4320744c1ffdd95a603def63344bfab2d33edeab301c5007e7de9f9f5b3885 \
+    --hash=sha256:8e65860d238379ed982fd9ba690579b5e95af2f4840f99c772816dbe573cb826 \
+    --hash=sha256:8f2e5c5ee828d42cb11760761c0af6507927bec42d0ad5458f97c9203b054617 \
+    --hash=sha256:900a67df3fd1660b035a4761c4ce73c382ea6b35f90f9863c36c6fd8bf8b09bb \
+    --hash=sha256:913ca42ccad3f8cc6e292b587ae8ae49c8c823e5dce51a736252fc7c7cdfa577 \
+    --hash=sha256:9250a9a0a6fd4648b3f868da8d91a4c52b5811a62df58e753d50ae4454a36f80 \
+    --hash=sha256:931908d9fc855d8f74783377822be318edb6dcb19e47169dc038f9a1bf60b06e \
+    --hash=sha256:9826217f048f620d9a712672818bf231442c1b35d96b227a07eabd11b4bb6945 \
+    --hash=sha256:9891e594296ab9dada6551c8e7b387b2721f27a67eecd528412e8906247a7b90 \
+    --hash=sha256:9c1255b302953c86a486b81d330d5ee1d5bd937691ce271b6be0ef0e299eaab7 \
+    --hash=sha256:a0811d33247c3d6128a3001d763f2aa056bb3425204335400ac54f89eec3a0d0 \
+    --hash=sha256:a136d453475ac0fcbda502ef1e6504bd28d6d904700915d278deeab0d00fe140 \
+    --hash=sha256:a214c993455f99a89aaeadc9b21241900037adc9d97203e374d75513c5911822 \
+    --hash=sha256:a3086b538543802f84c843911242db20447de00d8752dd0efc936dbcf02218ba \
+    --hash=sha256:a3450b693fde92133e9f51060568a4c31fcca76d5e53bbd611e689ca446517e9 \
+    --hash=sha256:a550fb4950a06dde3beb4721f5ad4b25bf4513784665b0a8522c792e2bd822a4 \
+    --hash=sha256:a9f4645593036b81bbdb36b9c8e0ea0d1c3fee968c4d59db0344c14087ef143a \
+    --hash=sha256:aca6c1ef08a82bfe327cc156da694660f599923e2e6665b6d81c9c2d0ac9ffc8 \
+    --hash=sha256:acac386b453c2516111b50985d60ce46e7fadb5ea71ae7b25f4c946935bf27cf \
+    --hash=sha256:acc992ab27b15f852c76755eb2ab7dce86585ddadba6fa5946e58556088845b4 \
+    --hash=sha256:ae3d4fe8c0b9213624fdce7279d70e3b148b682ca20719ebd193a23ebfa47324 \
+    --hash=sha256:ae50181a047c871561212bb97f7932a2d45fb53e947bd9b57ebad85b529cbc53 \
+    --hash=sha256:ae6dd8f10bd17aad820876d24caec9efdafd80a318d16c0a48edb5e136902c6b \
+    --hash=sha256:af05d726809bff6b141be124d4c7ce998f9c9c7f30edb1f46c07aa103d540b41 \
+    --hash=sha256:afd70d95892096cdb26f15a00c45907b17817577aa8d1c76b2dcc2788391f9e9 \
+    --hash=sha256:b5c2dc92304aa48a4a60443b548bb12f12e119d4b72f314015e67b9e1be97fca \
+    --hash=sha256:bc0011654b91cc4fb2ae701bec0a0ba1e552c0714247fa7af6c59e0ccfa3a4e1 \
+    --hash=sha256:bcfbcf66006befb9fd2aeaa9e01feaf881b4dc330a02ba07d2322b1c11be7b5d \
+    --hash=sha256:bdbd97738551fca3917c1bd7188bec1920bb520104f28e7e1007f9ceb17b7690 \
+    --hash=sha256:c60924535c75f1566b6eb75b5c31a48a43fef04fa2d0d201acbad8a9969c6107 \
+    --hash=sha256:c7b9a2f8f4d8e90af72571d3d495deebdd7e3c75451f5b41719aee166e940fc2 \
+    --hash=sha256:ca6546b66be9dc4738b1b043d5ebd5488c66c578c5ff0fd0e8065313fe3afb76 \
+    --hash=sha256:ccffae9a092a00deb7efd545fe5e2c33c33b88e7c054337e9a74c179347d0b7d \
+    --hash=sha256:cdc7e35386f3847df728fbcb5e887e2d79c19e2fa1eba9e51b6621d23e3243af \
+    --hash=sha256:d15fde0e6fb0d88a60d221204873743e5d9f0b7d29165e62cd86d0413ad74ba6 \
+    --hash=sha256:d34c20167764fbcf927194d532dd7e0c56772f0a5f943fa5ef9e9afbba8fb9db \
+    --hash=sha256:d483fe17f01ad64b7bf7cc38fcefff1ca9fb83f8c2b2542b68f97ffe0611b369 \
+    --hash=sha256:d7469697dce35be237db177d42e2a2ee26e6dcc5fc052078a6fefabd288c6edd \
+    --hash=sha256:db08f45aecde626498fb3df07bcf6d2ec040af42e859a4f5040d79c200342911 \
+    --hash=sha256:dc319e5a1de4b6913aac94bf6a2f9e847371e0a140a43dd4991db1a09bc2d504 \
+    --hash=sha256:de3eceba0b683bcbb1ab93da016d0270df1f9ae7be716b40214c5dafac6ea45a \
+    --hash=sha256:dfcc8b909769d19db55c7cc9541eb64b9b774b1057ffffb4f1048070475bb9f9 \
+    --hash=sha256:e059c5dde6452b44424bd1834557556c226b57781dee1227af23518459722b13 \
+    --hash=sha256:e4316bf32babbed84e691e352faf967ce2f0f024174a8643c37c94a1080374fc \
+    --hash=sha256:e52655eaf81e32593abedaa4bfe33170c8cfedf3365ed9be6e11e07f148f0278 \
+    --hash=sha256:e55d236be29255554da47abe5c577637db7c24a02b8b46f0ca9524c855801868 \
+    --hash=sha256:ea7bb13b7c9a29791f87a0387ba7d3ad3a6d783d827e4d3f27b40a0ff44495e2 \
+    --hash=sha256:ea964164cc9afa72d4d9b23cc28dafae93693c0a53e0b42acbff15b22c3f9ddd \
+    --hash=sha256:ec829541c45bca16e61c7ae50c20501f213605beb75d1aba91a6ee37fbbb56a4 \
+    --hash=sha256:ecabd69db66de867690f9797f2f8fa27ba501bbc24540cbdbdc649cd15888ba6 \
+    --hash=sha256:ed0c1e5d10cdc7135537988c74a0188da68e2f3c30813ba3744ab1e42e0480f9 \
+    --hash=sha256:f0840b5b17057f7fd918b76183a4b5a0635f43e14eb2ce60dce1d4ee4707ea00 \
+    --hash=sha256:f4d78253f6996be4901669ad25319f842f740eccf4d58e3c7f3dd39e6dde1d8f \
+    --hash=sha256:f56f1695bc5c0871cbc33dc0130fcf503aab0c57dcc5a6700a4f49eba4f2652e \
+    --hash=sha256:f826877d462181e5eb1c26a0026b8d0cab05d99844ecb6d8bf3627a2ca0c0442 \
+    --hash=sha256:f8f23ead891a3b762f35ab3b04623da7056545b48aa60d59957e6789914545da \
+    --hash=sha256:f90938e92afda60266da758ee7d363447f7f0138c9559f9e1811629580582d90 \
+    --hash=sha256:faa679d19a6696fd54259ad321251ad77a13e70e03dd834daa762a44fb6196ef
     # via
     #   jsonschema
     #   referencing
-s3transfer==0.13.1 \
-    --hash=sha256:a981aa7429be23fe6dfc13e80e4020057cbab622b08c0315288758d67cabc724 \
-    --hash=sha256:c3fdba22ba1bd367922f27ec8032d6a1cf5f10c934fb5d68cf60fd5a23d936cf
+s3transfer==0.19.2 \
+    --hash=sha256:ba0309fd86be3c27dbf78cdd813c13c5e1df16e5874b99d2535ebbdfb9892993 \
+    --hash=sha256:d8168eccca828cbb2cd573675333f3bddd254313a9c42494b84c76b539e8ba25
     # via boto3
 setuptools==80.10.2 \
     --hash=sha256:8b0e9d10c784bf7d262c4e5ec5d4ec94127ce206e8738f29a437945fbc219b70 \
@@ -2528,7 +2651,6 @@ setuptools==80.10.2 \
     #   feast (pyproject.toml)
     #   pandas-gbq
     #   pydata-google-auth
-    #   pymilvus
 shellingham==1.5.4 \
     --hash=sha256:7ecfff8f2fd72616f7481040475a65b2bf8af90a56c89140852d1120324e8686 \
     --hash=sha256:8dbca0739d487e5bd35ab3ca4b36e11c4078f3a234bfce294b0a0291363404de
@@ -2539,114 +2661,111 @@ six==1.17.0 \
     # via
     #   kubernetes
     #   python-dateutil
-snowflake-connector-python[pandas]==4.4.0 \
-    --hash=sha256:16fdca775f7ca5ce4a973c07c434f5ab72bef5284e81a5e4ae2fb4d54d28965c \
-    --hash=sha256:19d0c1ed033abae715a71b74c53010b180a5247c6924f851e4f7d0b0d58066c4 \
-    --hash=sha256:2a6f6a514a10c3bb2d4554132f0b639f43d7e9fbb73fa1fae1c8a75333102686 \
-    --hash=sha256:307f41326c702f6976746d2001dacf35adaf567f3f12afb3a5778fbb063c7241 \
-    --hash=sha256:43e1a2f3ac51d24406d4eb0c23a8ceb9d6f5cb4854c941e5e1375d8c481e2844 \
-    --hash=sha256:52efe2d6543a09807283748dd50a36ec01d52b4f342868132f8f9856b9c95a42 \
-    --hash=sha256:56ff04dd9e17edc82128f412aa3776687dc94088f3d6b9144971e169952623cb \
-    --hash=sha256:648f49029d699591af0f253e81c5bf60efc4411c7b0149ef074a59a038210a3b \
-    --hash=sha256:693a1bef97509f09b7e6f42ea6f743d27819413c04fb3dc543b060d029871c56 \
-    --hash=sha256:70d4051e2d9c87258b02672e17e21f5873e0cb49ff9705f6194ccfa25ac0d5fd \
-    --hash=sha256:7c2984663a733d06c979aa6c8c1d7691621ec0d3521ef345d57c869ff2f1c4b2 \
-    --hash=sha256:8304b4818d3e9de552dcfbdd0bca61bae1583e1c9794e242e58fe44bce701604 \
-    --hash=sha256:85a01338d282423611f357cd5392dca2219bbda9a66b44761b11d6ae8ebf1e50 \
-    --hash=sha256:96fdca994c4d9f7780e82fc7b4bd3398d856b43de3bae57d44e242ff435a2431 \
-    --hash=sha256:9b1a28f843c1c0b582db7854789525d0c8aac4ea5c56e31113684e38220d0af9 \
-    --hash=sha256:9fa43d330389df27024757c4f97dabddafbedc74b8bcc189b6a86e8b4d036014 \
-    --hash=sha256:a088f108da4653ad1396ddb63a1c757ad614d0862c38f6f69cc77344bdcfeccb \
-    --hash=sha256:b9f0ac0c00075321e1720d3876e936ee0256f54832e7463c5193a8dfa54913d5 \
-    --hash=sha256:c828248214a49f77b903e05acf887d3ccb9d958b5a979f2ed3663bba1bd0f2b3 \
-    --hash=sha256:d6fd334e4d8df7fcb30e6746e5ade845e82de2942268862aa8bce974ae2b86a2 \
-    --hash=sha256:d8ac1659c8e588b9502f8d3d03c1ded2f274de0da9c09e62fe007cba5b46d6a5 \
-    --hash=sha256:e8e7ce0e8b33aec8b1fc6741eb51dbeb54e2c3a6d282a0d459c355a85f089b08 \
-    --hash=sha256:ea6e4083ebea0a814b46f029d64a2fb0ba6e7732952cd8af4406041708ce0e21 \
-    --hash=sha256:f5d0e90e68a899c13fda5ca842ff77b5759b1674adf2c72702d3c2b53ca9d27b \
-    --hash=sha256:fb628d5ea1999e23bfbaabce4125eb44d56605ca5634b8b1d6092ab22d555598
+snowflake-connector-python[pandas]==4.7.1 \
+    --hash=sha256:051e49157d955e5ba76577345169dd1869288ecef903dab17ec6180e1009b117 \
+    --hash=sha256:052fd457fa79616d074f5b8f2e106f9f2ca36645526e4d0abddf7e3685d1bdb7 \
+    --hash=sha256:0e23a5aaa1e9eaa9ba88b8867247d55c24e40f3be6367e3aa4f8633b37f56317 \
+    --hash=sha256:167ba97d5b615b507fc8234266c8736ea97f91b7324db7a305a28ec3505c0edf \
+    --hash=sha256:171ef3515c44e804dd86ab2b288179037fec40b3f45e1aa28fba095b764f9a6a \
+    --hash=sha256:1ed85264edb186a39e641f1b744a1a1973e10d9d15a96a46a1e78ac67442c7b6 \
+    --hash=sha256:22afd6de9fec8ef2cc23b231af9fc0f352351cd53da0cc11c2495272eff04ccf \
+    --hash=sha256:2b3e53626c600b59c181ce18e2b253487fb7e2b0d30ac0d3cfbd3ddffd13743b \
+    --hash=sha256:4b79e818d83306babff9d0803e697a008e8ada961deff55e3c5da0a9c3505d9a \
+    --hash=sha256:4f2c6f40544739b43f2da262dd67a32d4ac7ca2b09cc6b7181f02b24c60d5754 \
+    --hash=sha256:5011a5eb55dd80fed4198081743f75a8a56412b4623cb9cf61ce2813f600cbd9 \
+    --hash=sha256:571eeeb5f3b034671c125186ecb02a2e54ebee1fad1b3af7f091773dc11f693d \
+    --hash=sha256:5b7b27df86fc13afccabdb525973c0e9a730f8c25f07a4a55f95bc2ad88f8d35 \
+    --hash=sha256:7703f33059daa6e30d824e5d88bd525a7feccd38412b888c6e35cf0847cc34b0 \
+    --hash=sha256:7c67e735d38403109f6bc1a17022a4c950966e1c989f5e2376b9c28c5ece0fb5 \
+    --hash=sha256:81a8f1ae86222e7b8561f41f688462687a435f5afc8aa34ae42f69c0c0f16a57 \
+    --hash=sha256:8a5e2bd3701176521577eea8c5b384178b404bbcd73d634f86b888929c15fb8a \
+    --hash=sha256:92b935a4f73651ea1306b8c3c58003e0e5a72fa3a86453087161296168c31ed3 \
+    --hash=sha256:b03ef22742fee88d387f2ec3969dfb032417a2119bd366414b2c5ac9acb38a45 \
+    --hash=sha256:d5821dc73d305b0804aa415a4fafee018e611cc8cf339de36a5c8c44fb57beaa \
+    --hash=sha256:e582f6ac2c5fa53170ae28303d361ea6cc64e695ba528f1b6ec8529476324327 \
+    --hash=sha256:f2482d1b059fcaa45b7edf8ea97b0f35179ab781fb1ce4716809d83d9f5f4d4c \
+    --hash=sha256:f4e3b1222bc53b56ba4aa88224afe1ad894ee6f7389b2c0105b829d13d559aa7 \
+    --hash=sha256:f5a066d2c1db940740c49bafe1c8983395bc574bc31465263898c9bd050c5c52 \
+    --hash=sha256:fad8e1fb0c49eb1d93dad785ce738dac17473c6826f8cd36ee8d6f9675bceae1 \
+    --hash=sha256:ff5bb51c1c21cbbb5c90b9785cc3df9d649c64db26553668b1a1ea8a461a0d5b
     # via feast (pyproject.toml)
 sortedcontainers==2.4.0 \
     --hash=sha256:25caa5a06cc30b6b83d11423433f65d1f9d76c4c6a0c90e3379eaa43b9bfdb88 \
     --hash=sha256:a163dcaede0f1c021485e957a39245190e74249897e2ae4b2aa38595db237ee0
     # via snowflake-connector-python
-sqlalchemy[mypy]==2.0.49 \
-    --hash=sha256:01146546d84185f12721a1d2ce0c6673451a7894d1460b592d378ca4871a0c72 \
-    --hash=sha256:059d7151fff513c53a4638da8778be7fce81a0c4854c7348ebd0c4078ddf28fe \
-    --hash=sha256:0c98c59075b890df8abfcc6ad632879540f5791c68baebacb4f833713b510e75 \
-    --hash=sha256:0f2fa354ba106eafff2c14b0cc51f22801d1e8b2e4149342023bd6f0955de5f5 \
-    --hash=sha256:12b04d1db2663b421fe072d638a138460a51d5a862403295671c4f3987fb9148 \
-    --hash=sha256:22d8798819f86720bc646ab015baff5ea4c971d68121cb36e2ebc2ee43ead2b7 \
-    --hash=sha256:233088b4b99ebcbc5258c755a097aa52fbf90727a03a5a80781c4b9c54347a2e \
-    --hash=sha256:24bd94bb301ec672d8f0623eba9226cc90d775d25a0c92b5f8e4965d7f3a1518 \
-    --hash=sha256:275424295f4256fd301744b8f335cff367825d270f155d522b30c7bf49903ee7 \
-    --hash=sha256:32fe6a41ad97302db2931f05bb91abbcc65b5ce4c675cd44b972428dd2947700 \
-    --hash=sha256:334edbcff10514ad1d66e3a70b339c0a29886394892490119dbb669627b17717 \
-    --hash=sha256:3bb9ec6436a820a4c006aad1ac351f12de2f2dbdaad171692ee457a02429b672 \
-    --hash=sha256:3ddcb27fb39171de36e207600116ac9dfd4ae46f86c82a9bf3934043e80ebb88 \
-    --hash=sha256:42e8804962f9e6f4be2cbaedc0c3718f08f60a16910fa3d86da5a1e3b1bfe60f \
-    --hash=sha256:43d044780732d9e0381ac8d5316f95d7f02ef04d6e4ef6dc82379f09795d993f \
-    --hash=sha256:46796877b47034b559a593d7e4b549aba151dae73f9e78212a3478161c12ab08 \
-    --hash=sha256:46d51518d53edfbe0563662c96954dc8fcace9832332b914375f45a99b77cc9a \
-    --hash=sha256:47604cb2159f8bbd5a1ab48a714557156320f20871ee64d550d8bf2683d980d3 \
-    --hash=sha256:4bbccb45260e4ff1b7db0be80a9025bb1e6698bdb808b83fff0000f7a90b2c0b \
-    --hash=sha256:4d4e5a0ceba319942fa6b585cf82539288a61e314ef006c1209f734551ab9536 \
-    --hash=sha256:55250fe61d6ebfd6934a272ee16ef1244e0f16b7af6cd18ab5b1fc9f08631db0 \
-    --hash=sha256:566df36fd0e901625523a5a1835032f1ebdd7f7886c54584143fa6c668b4df3b \
-    --hash=sha256:57ca426a48eb2c682dae8204cd89ea8ab7031e2675120a47924fabc7caacbc2a \
-    --hash=sha256:5e61abbec255be7b122aa461021daa7c3f310f3e743411a67079f9b3cc91ece3 \
-    --hash=sha256:618a308215b6cececb6240b9abde545e3acdabac7ae3e1d4e666896bf5ba44b4 \
-    --hash=sha256:62557958002b69699bdb7f5137c6714ca1133f045f97b3903964f47db97ea339 \
-    --hash=sha256:6270d717b11c5476b0cbb21eedc8d4dbb7d1a956fd6c15a23e96f197a6193158 \
-    --hash=sha256:685e93e9c8f399b0c96a624799820176312f5ceef958c0f88215af4013d29066 \
-    --hash=sha256:69469ce8ce7a8df4d37620e3163b71238719e1e2e5048d114a1b6ce0fbf8c662 \
-    --hash=sha256:6eb188b84269f357669b62cb576b5b918de10fb7c728a005fa0ebb0b758adce1 \
-    --hash=sha256:74ab4ee7794d7ed1b0c37e7333640e0f0a626fc7b398c07a7aef52f484fddde3 \
-    --hash=sha256:77641d299179c37b89cf2343ca9972c88bb6eef0d5fc504a2f86afd15cd5adf5 \
-    --hash=sha256:7c821c47ecfe05cc32140dcf8dc6fd5d21971c86dbd56eabfe5ba07a64910c01 \
-    --hash=sha256:7d6be30b2a75362325176c036d7fb8d19e8846c77e87683ffaa8177b35135613 \
-    --hash=sha256:7f605a456948c35260e7b2a39f8952a26f077fd25653c37740ed186b90aaa68a \
-    --hash=sha256:83101a6930332b87653886c01d1ee7e294b1fe46a07dd9a2d2b4f91bcc88eec0 \
-    --hash=sha256:88690f4e1f0fbf5339bedbb127e240fec1fd3070e9934c0b7bef83432f779d2f \
-    --hash=sha256:8a97ac839c2c6672c4865e48f3cbad7152cee85f4233fb4ca6291d775b9b954a \
-    --hash=sha256:8d6efc136f44a7e8bc8088507eaabbb8c2b55b3dbb63fe102c690da0ddebe55e \
-    --hash=sha256:8e20e511dc15265fb433571391ba313e10dd8ea7e509d51686a51313b4ac01a2 \
-    --hash=sha256:951d4a210744813be63019f3df343bf233b7432aadf0db54c75802247330d3af \
-    --hash=sha256:9ac7a3e245fd0310fd31495eb61af772e637bdf7d88ee81e7f10a3f271bff014 \
-    --hash=sha256:9b1c058c171b739e7c330760044803099c7fff11511e3ab3573e5327116a9c33 \
-    --hash=sha256:9c04bff9a5335eb95c6ecf1c117576a0aa560def274876fd156cfe5510fccc61 \
-    --hash=sha256:9c4969a86e41454f2858256c39bdfb966a20961e9b58bf8749b65abf447e9a8d \
-    --hash=sha256:9e0400fa22f79acc334d9a6b185dc00a44a8e6578aa7e12d0ddcd8434152b187 \
-    --hash=sha256:a05977bffe9bffd2229f477fa75eabe3192b1b05f408961d1bebff8d1cd4d401 \
-    --hash=sha256:a143af2ea6672f2af3f44ed8f9cd020e9cc34c56f0e8db12019d5d9ecf41cb3b \
-    --hash=sha256:a51d3db74ba489266ef55c7a4534eb0b8db9a326553df481c11e5d7660c8364d \
-    --hash=sha256:b95b2f470c1b2683febd2e7eab1d3f0e078c91dbdd0b00e9c645d07a413bb99f \
-    --hash=sha256:b9870d15ef00e4d0559ae10ee5bc71b654d1f20076dbe8bc7ed19b4c0625ceba \
-    --hash=sha256:c1dc3368794d522f43914e03312202523cc89692f5389c32bea0233924f8d977 \
-    --hash=sha256:c338ec6ec01c0bc8e735c58b9f5d51e75bacb6ff23296658826d7cfdfdb8678a \
-    --hash=sha256:c5070135e1b7409c4161133aa525419b0062088ed77c92b1da95366ec5cbebbe \
-    --hash=sha256:cc992c6ed024c8c3c592c5fc9846a03dd68a425674900c70122c77ea16c5fb0b \
-    --hash=sha256:d15950a57a210e36dd4cec1aac22787e2a4d57ba9318233e2ef8b2daf9ff2d5f \
-    --hash=sha256:d898cc2c76c135ef65517f4ddd7a3512fb41f23087b0650efb3418b8389a3cd1 \
-    --hash=sha256:d99945830a6f3e9638d89a28ed130b1eb24c91255e4f24366fbe699b983f29e4 \
-    --hash=sha256:da9b91bca419dc9b9267ffadde24eae9b1a6bffcd09d0a207e5e3af99a03ce0d \
-    --hash=sha256:df2d441bacf97022e81ad047e1597552eb3f83ca8a8f1a1fdd43cd7fe3898120 \
-    --hash=sha256:e06e617e3d4fd9e51d385dfe45b077a41e9d1b033a7702551e3278ac597dc750 \
-    --hash=sha256:ec44cfa7ef1a728e88ad41674de50f6db8cfdb3e2af84af86e0041aaf02d43d0 \
-    --hash=sha256:fb37f15714ec2652d574f021d479e78cd4eb9d04396dca36568fdfffb3487982
+sqlalchemy[mypy]==2.0.51 \
+    --hash=sha256:0378d055e9e8cd6ce4d8dff683bdd3d7d413533c4ee51d67a2b1e0f9eacc0f23 \
+    --hash=sha256:0592bdadf86ddcabfd72d9ab66ea8a5d8d2cc6be1cc51fa7e66c03868ac5eac1 \
+    --hash=sha256:08a204d8b5638717c26a24df18fcf40af45a6b22e35b70b1d62f0113c2e278e8 \
+    --hash=sha256:0c2c62877097e1a0db401fba5cb4debee33265e5b2a55c4ccb489c02c53b4f72 \
+    --hash=sha256:0e8203d2fbd5c6254692ef0a72c740d75b2f3c7ca345404f4c1a4604813c77c0 \
+    --hash=sha256:0f053118c30e53161857a953e4de667d90e274980dccbe5dd3829bbbeece72a5 \
+    --hash=sha256:0f6bcad487aee1c638d707235682fc96f741de00663619881ab235400d03289e \
+    --hash=sha256:111604e637da87031255ddc26c7d7bc22bc6af6f5d459ccff3af1b4660233a85 \
+    --hash=sha256:1181256e0f16479691b5616d36375dc2620ad8332b25978763c3d206ad3f3f1d \
+    --hash=sha256:159bb6ba32059f57ad7375a8f50d844dd2f19d14954ecf820cd33e20debd46b2 \
+    --hash=sha256:1aa10c0daee6705294d181daadaa793221e1a59ed55000a3fab1d42b088ce4ba \
+    --hash=sha256:1af05726b3d0cdba1c55284bf408fd3b792e690fe2399bfb8304565551cda652 \
+    --hash=sha256:1bed1ee8b01da6088210aa9412023326fb98a599ba502e6118308601dcbef77f \
+    --hash=sha256:1d21ce524ab86c23046e992a5b81cb54c21079c6df6e78b8fc77d77cac70a6b9 \
+    --hash=sha256:1e47b1199c2e832e325eacabc8d32d2487f58c9358f97e9a00f5eb93c5680d84 \
+    --hash=sha256:247acaa29ccef6250dfd6a3eedf8f94ddf23564180a39fe362e32ae9dbdbde46 \
+    --hash=sha256:2a97eaad21c84b4ef8010b11eeba9fe6153eb0b3df3ff8b6abc309df1b978ef7 \
+    --hash=sha256:2cf39aabdf48e87c1c2c2ed6d20d33ffa0733b3071ce9c5f66357947dd009080 \
+    --hash=sha256:2e54ff2dd657f2e3e0fbf2b097db1182f7bfea263eca4353f00065bae2a67c3d \
+    --hash=sha256:39a76529db6305693d8d4affa58ad5b5e2e18edd62daea628b29b97930b3513d \
+    --hash=sha256:4004ada0aafe8ae1991b2cd1d99c6d9146126e123bd6f883c260d974aa012e54 \
+    --hash=sha256:436728ce18a80f6951a1e11cc6112c2ede9faf20766f1a26195a7c441ca12dbd \
+    --hash=sha256:483b11bd46bf35fc14c52faf338b04300c9e6ce554bce9b11be85bfec3bc3195 \
+    --hash=sha256:4a011ea4510683319ce4ed274b56ee05194b39b6da9d09ca7a39388f0fa84dcc \
+    --hash=sha256:581921d849d6e6f994d560389192955e80e2950e18fcdfe2ccea863e01158e6e \
+    --hash=sha256:59cab3686b1bc039dd9cded2f8d0c08a246e84e76bd4ab5b4f18c7cdae293825 \
+    --hash=sha256:6b588fd681ddf0c196b8df1ea49a8913514894b2b8f945a9511b4b48871f99c8 \
+    --hash=sha256:6e46fc36029eff666391e0531e5387b62ce6c4f1d8e50b3fb3099eaca1b42522 \
+    --hash=sha256:6ea306caaae6bd5afd0a46050003c88f6bf33227377a49298c498c3cb88ff491 \
+    --hash=sha256:72ca54c952107ba5cd58854b67a5a6268631289d21651a1235396f3b98b47400 \
+    --hash=sha256:740cf6f35351b1ac3d82369152acf1d51d37e3dcf85d4dc0a22ca01410eabe2a \
+    --hash=sha256:7c2056838b6685b72fdb36c99996cf862753461a62f2e84f4196371d3b2d6a07 \
+    --hash=sha256:7c6b36ed71f41942bdcd2ad2522be46bfce09d5705be5640ecf19bbc7660e4b7 \
+    --hash=sha256:7d78702b26ba1c18b2d0fb2ea940ba7f17a9581b42e8361ff93920ebbee1235a \
+    --hash=sha256:804dccd8a4a6242c4e30ad961e540e18a588f6527202f2d6791b01845d59fdc9 \
+    --hash=sha256:9161cfc9efce70d1715f47d6ff40f79c6778c00d53be4fbc09d70301e4b83ba7 \
+    --hash=sha256:96747bfbadb055466e5b46d572618170046b45ce5a4879167f50d70a5319a499 \
+    --hash=sha256:9f380393be5abeb6815f68fd39271b95127173511b6706b0a630a9995d53f8f5 \
+    --hash=sha256:a42ad6afcbaaa777241e347aa2e29155993045a0d6b7db74da61053ffe875fe0 \
+    --hash=sha256:a5b2ed6d828f1f09bd812861f4f59ca3bc3803f9df871f4555187f0faf018604 \
+    --hash=sha256:a6d26094615306d116dd5e4a51b0304c99dd2356fc569eed6922a80a6bd3b265 \
+    --hash=sha256:aa18ae738b5170e253ad0bb6c4b0f07585081e8a6e50893e4d911d47b39a0904 \
+    --hash=sha256:ad30ae663711786303fbcd46a47516302d201ee49a877cb3fac61f672895110a \
+    --hash=sha256:b21f0e7efc7a5c509e953784e9d1575ebb8b4318960e7e7d7a93bb803626cf64 \
+    --hash=sha256:b3e693d15533a45cd5906f0589f9c35090bef6ef45bf1e8195c424aa0ae06a8d \
+    --hash=sha256:b7f08588854bbb724041d9ae9d980d40040c922382e1d9a2ecb390edc4fd5032 \
+    --hash=sha256:b93ab07b5292dbe7e6b8da89475275e7042744283921344b56105f3eeb0f828b \
+    --hash=sha256:bb024d8b621d0be75f4f44ecc7c950450026e76d66dc8f791bb5331d7fed59d5 \
+    --hash=sha256:bb1f5062f98b0b3290e72b707747fdd7e0f22d6956b236ba7ca7f5c9971d2da2 \
+    --hash=sha256:c45a496d6bc05dec41dcd4c3a2b183723f47473255c159cd80b503c8f246424d \
+    --hash=sha256:c5d98a2709840027f5a347c3af0a7c3d5f6c1ff93af2ca1c54494e23cba8f389 \
+    --hash=sha256:c68568f3facf8f66fa76c60e0ced69b67666ffa9941d1d0a3756fda196049080 \
+    --hash=sha256:c95ef01f53233a305a874a44a63fbfb1d81cd79b49de0f8529b3548cde437e37 \
+    --hash=sha256:ca216e8af5c05e326efc7e28716ac2381a7cf9791749f5ee1849dccdc99c9b00 \
+    --hash=sha256:ca8435d13829b92f4a97362d91975154a4015db3a2634154e1754e9a915e6b86 \
+    --hash=sha256:dc261707bf5739aea8a541593f3cc1d463c2701fb05fbcbba0ce031b69a21260 \
+    --hash=sha256:e5ea1a213be1fcd5e49d9904c3b9939211ded90bc2a64e93f4c01963474285de \
+    --hash=sha256:fa268106c8987639a17a18514cfe0cd9bf17420ab887e1e1bf486da8836135b1
     # via feast (pyproject.toml)
-sqlglot==30.6.0 \
-    --hash=sha256:246d34d39927422a50a3fa155f37b2f6346fba85f1a755b13c941eb32ef93361 \
-    --hash=sha256:e005fc2f47994f90d7d8df341f1cbe937518497b0b7b1507d4c03c4c9dfd2778
+sqlglot==30.14.0 \
+    --hash=sha256:df2ef5d2b8ca814313781f4ff35bf63e58f821ef517eeddbd523c19a61fa9bb9 \
+    --hash=sha256:fc768e24889d63a5e1237dea7ad305e5ffb4356a98b0bed828f89591ebcd3636
     # via ibis-framework
-sse-starlette==3.4.1 \
-    --hash=sha256:6b43cf21f1d574d582a6e1b0cfbde1c94dc86a32a701a7168c99c4475c6bd1d0 \
-    --hash=sha256:f780bebcf6c8997fe514e3bd8e8c648d8284976b391c8bed0bcb1f611632b555
+sse-starlette==3.4.6 \
+    --hash=sha256:56217ab4c9a9f9c5db7b21e08732d3e7c2b807f45231ad23de0551a24c4a41f6 \
+    --hash=sha256:725f8a1bd6d26ae1b2c9610c0ef5065dfdd496f3988d28adcf8c4b49dc25c627
     # via mcp
-starlette==1.0.0 \
-    --hash=sha256:6a4beaf1f81bb472fd19ea9b918b50dc3a77a6f2e190a12954b25e6ed5eea149 \
-    --hash=sha256:d3ec55e0bb321692d275455ddfd3df75fff145d009685eb40dc91fc66b03d38b
+starlette==1.3.1 \
+    --hash=sha256:05d0213193f2fbaae60e2ecb593b4add4262ad4e46536b54abe36f11a71724e0 \
+    --hash=sha256:c7372aae11c3c3f26a42df7bd626cec2f47d03483d261d369516a615a53714c6
     # via
+    #   feast (pyproject.toml)
     #   fastapi
     #   mcp
     #   sse-starlette
@@ -2711,9 +2830,9 @@ tomli==2.4.1 \
     --hash=sha256:ff18e6a727ee0ab0388507b89d1bc6a22b138d1e2fa56d1ad494586d61d2eae9 \
     --hash=sha256:ff2983983d34813c1aeb0fa89091e76c3a22889ee83ab27c5eeb45100560c049
     # via fastapi-mcp
-tomlkit==0.14.0 \
-    --hash=sha256:592064ed85b40fa213469f81ac584f67a4f2992509a7c3ea2d632208623a3680 \
-    --hash=sha256:cf00efca415dbd57575befb1f6634c4f42d2d87dbba376128adb42c121b87064
+tomlkit==0.15.1 \
+    --hash=sha256:177a05aece5a8ca5266fd3c448abb47b8d352f09d477d3ca8332db4d89b24304 \
+    --hash=sha256:e25bbf38843005246210a12982776f27f99cb9be67160e14434d0c0d21ee1e97
     # via snowflake-connector-python
 toolz==1.1.0 \
     --hash=sha256:15ccc861ac51c53696de0a5d6d4607f99c210739caf987b5d2054f3efed429d8 \
@@ -2722,34 +2841,43 @@ toolz==1.1.0 \
     #   dask
     #   ibis-framework
     #   partd
-tqdm==4.67.3 \
-    --hash=sha256:7d825f03f89244ef73f1d4ce193cb1774a8179fd96f31d7e1dcde62092b960bb \
-    --hash=sha256:ee1e4c0e59148062281c49d80b25b67771a127c85fc9676d3be5f243206826bf
+tqdm==4.70.0 \
+    --hash=sha256:55b0b0dbd97462d06ebee91e4dac24ed4d4702be82b24f07e6c1d27e08cea220 \
+    --hash=sha256:7f585706bfddbdebf89daac705b2dfcc16890130727d3197ca62c732b4310953
+    # via feast (pyproject.toml)
+truststore==0.10.4 \
+    --hash=sha256:9d91bd436463ad5e4ee4aba766628dd6cd7010cf3e2461756b3303710eebc301 \
+    --hash=sha256:adaeaecf1cbb5f4de3b1959b42d41f6fab57b2b1666adb59e89cb0b53361d981
     # via
-    #   feast (pyproject.toml)
-    #   milvus-lite
-typeguard==4.5.1 \
-    --hash=sha256:44d2bf329d49a244110a090b55f5f91aa82d9a9834ebfd30bcc73651e4a8cc40 \
-    --hash=sha256:f6f8ecbbc819c9bc749983cc67c02391e16a9b43b8b27f15dc70ed7c4a007274
+    #   httpcore2
+    #   httpx2
+typeguard==4.6.0 \
+    --hash=sha256:79878165bb86f2cf5d41d159a0ff1792a796cf496882d2fe1b1c6c7049b9cdd7 \
+    --hash=sha256:e7414f09111317de3e335de92cd397c5c0ca00b1cc1676de12e1d444a79b3f21
     # via feast (pyproject.toml)
-typer==0.25.1 \
-    --hash=sha256:75caa44ed46a03fb2dab8808753ffacdbfea88495e74c85a28c5eefcf5f39c89 \
-    --hash=sha256:9616eb8853a09ffeabab1698952f33c6f29ffdbceb4eaeecf571880e8d7664cc
+typer==0.27.0 \
+    --hash=sha256:629bd12ea5d13a17148125d9a264f949eb171fb3f120f9b04d85873cab054fa5 \
+    --hash=sha256:6f4b27631e47f077871b7dc30e933ec0131c1390fbe0e387ea5574b5bac9ccf1
     # via fastapi-mcp
-types-pymysql==1.1.0.20260408 \
-    --hash=sha256:b784dc37908479e3767e2d794ab507b3674adb1c686ca3d13fc9e2960dbcb9ec \
-    --hash=sha256:da630647eaaa7a926a3907794f4067f269cd245b2c202c74aa3c6a3bd660a9db
+types-pymysql==1.2.0.20260724 \
+    --hash=sha256:71327a3fea0f680a280445f1b475c2307f68de05c2d3302a79df56af93c574cd \
+    --hash=sha256:8493cf87e8df0a7b4e8c84305bc0aae69d3a8af9c6da7bfbb9a4c5c3f97d4a82
     # via feast (pyproject.toml)
-typing-extensions==4.15.0 \
-    --hash=sha256:0cea48d173cc12fa28ecabc3b837ea3cf6f38c6d1136f85cbaaf598984861466 \
-    --hash=sha256:f0fa19c6845758ab08074a0cfa8b7aecb71c999ca73d62883bc25cc018c4e548
+typing-extensions==4.16.0 \
+    --hash=sha256:481caa481374e813c1b176ada14e97f1f67a4539ce9cfeb3f350d78d6370c2e8 \
+    --hash=sha256:dc983d19a509c94dba722ee6abd33940f7c05a89e243c47e907eb4db6f1a43e5
     # via
+    #   aiohttp
     #   aiosignal
     #   anyio
     #   fastapi
+    #   grpcio
+    #   httpx2
     #   ibis-framework
     #   mcp
+    #   mcp-types
     #   mypy
+    #   opentelemetry-api
     #   psycopg
     #   psycopg-pool
     #   pydantic
@@ -2769,110 +2897,30 @@ typing-inspection==0.4.2 \
     #   mcp
     #   pydantic
     #   pydantic-settings
-tzdata==2026.2 \
-    --hash=sha256:9173fde7d80d9018e02a662e168e5a2d04f87c41ea174b139fbef642eda62d10 \
-    --hash=sha256:bbe9af844f658da81a5f95019480da3a89415801f6cc966806612cc7169bffe7
+tzdata==2026.3 \
+    --hash=sha256:4a1518b8993086a7982523e071643f3c0e5f213e75b21318e78bcabfff9d1415 \
+    --hash=sha256:dc096730c87af6cab1b171c9d532be840741ff5d459015e7f6947bd7d7e54931
     # via
     #   ibis-framework
     #   pandas
-ujson==5.12.0 \
-    --hash=sha256:006428d3813b87477d72d306c40c09f898a41b968e57b15a7d88454ecc42a3fb \
-    --hash=sha256:02f93da7a4115e24f886b04fd56df1ee8741c2ce4ea491b7ab3152f744ad8f8e \
-    --hash=sha256:0727363b05ab05ee737a28f6200dc4078bce6b0508e10bd8aab507995a15df61 \
-    --hash=sha256:085b6ce182cdd6657481c7c4003a417e0655c4f6e58b76f26ee18f0ae21db827 \
-    --hash=sha256:09b4beff9cc91d445d5818632907b85fb06943b61cb346919ce202668bf6794a \
-    --hash=sha256:0a3ae28f0b209be5af50b54ca3e2123a3de3a57d87b75f1e5aa3d7961e041983 \
-    --hash=sha256:0d2e8db5ade3736a163906154ca686203acc7d1d30736cbf577c730d13653d84 \
-    --hash=sha256:0e00cec383eab2406c9e006bd4edb55d284e94bb943fda558326048178d26961 \
-    --hash=sha256:0fe6b8b8968e11dd9b2348bd508f0f57cf49ab3512064b36bc4117328218718e \
-    --hash=sha256:0fe9128e75c6aa6e9ae06c1408d6edd9179a2fef0fe6d9cda3166b887eba521d \
-    --hash=sha256:14b2e1eb528d77bc0f4c5bd1a7ebc05e02b5b41beefb7e8567c9675b8b13bcf4 \
-    --hash=sha256:15d416440148f3e56b9b244fdaf8a09fcf5a72e4944b8e119f5bf60417a2bfc8 \
-    --hash=sha256:15e555c4caca42411270b2ed2b2ebc7b3a42bb04138cef6c956e1f1d49709fe2 \
-    --hash=sha256:16b4fe9c97dc605f5e1887a9e1224287291e35c56cbc379f8aa44b6b7bcfe2bb \
-    --hash=sha256:1b5c6ceb65fecd28a1d20d1eba9dbfa992612b86594e4b6d47bb580d2dd6bcb3 \
-    --hash=sha256:1d072a403d82aef8090c6d4f728e3a727dfdba1ad3b7fa3a052c3ecbd37e73cb \
-    --hash=sha256:2324d9a0502317ffc35d38e153c1b2fa9610ae03775c9d0f8d0cca7b8572b04e \
-    --hash=sha256:2a248750abce1c76fbd11b2e1d88b95401e72819295c3b851ec73399d6849b3d \
-    --hash=sha256:2ea6206043385343aff0b7da65cf73677f6f5e50de8f1c879e557f4298cac36a \
-    --hash=sha256:31348a0ffbfc815ce78daac569d893349d85a0b57e1cd2cdbba50b7f333784da \
-    --hash=sha256:38051f36423f084b909aaadb3b41c9c6a2958e86956ba21a8489636911e87504 \
-    --hash=sha256:3c2f947e55d3c7cfe124dd4521ee481516f3007d13c6ad4bf6aeb722e190eb1b \
-    --hash=sha256:3ed5cb149892141b1e77ef312924a327f2cc718b34247dae346ed66329e1b8be \
-    --hash=sha256:3ff4ede90ed771140caa7e1890de17431763a483c54b3c1f88bd30f0cc1affc0 \
-    --hash=sha256:40aa43a7a3a8d2f05e79900858053d697a88a605e3887be178b43acbcd781161 \
-    --hash=sha256:42d875388fbd091c7ea01edfff260f839ba303038ffb23475ef392012e4d63dd \
-    --hash=sha256:457fabc2700a8e6ddb85bc5a1d30d3345fe0d3ec3ee8161a4e032ec585801dfa \
-    --hash=sha256:460e76a4daff214ae33ab959494962c93918cb44714ea3e3f748b14aa37f8a87 \
-    --hash=sha256:50524f4f6a1c839714dbaff5386a1afb245d2d5ec8213a01fbc99cea7307811e \
-    --hash=sha256:51acc750ec7a2df786cdc868fb16fa04abd6269a01d58cf59bafc57978773d8e \
-    --hash=sha256:55ede2a7a051b3b7e71a394978a098d71b3783e6b904702ff45483fad434ae2d \
-    --hash=sha256:561f89cc82deeae82e37d4a4764184926fb432f740a9691563a391b13f7339a4 \
-    --hash=sha256:56ba3f7abbd6b0bb282a544dc38406d1a188d8bb9164f49fdb9c2fee62cb29da \
-    --hash=sha256:57930ac9519099b852e190d2c04b1fb5d97ea128db33bce77ed874eccb4c7f09 \
-    --hash=sha256:58a11cb49482f1a095a2bd9a1d81dd7c8fb5d2357f959ece85db4e46a825fd00 \
-    --hash=sha256:64df53eef4ac857eb5816a56e2885ccf0d7dff6333c94065c93b39c51063e01d \
-    --hash=sha256:6879aed770557f0961b252648d36f6fdaab41079d37a2296b5649fd1b35608e0 \
-    --hash=sha256:6ad57654570464eb1b040b5c353dee442608e06cff9102b8fcb105565a44c9ed \
-    --hash=sha256:6c0aed6a4439994c9666fb8a5b6c4eac94d4ef6ddc95f9b806a599ef83547e3b \
-    --hash=sha256:76bf3e7406cf23a3e1ca6a23fb1fb9ea82f4f6bd226fe226e09146b0194f85dc \
-    --hash=sha256:7bbf05c38debc90d1a195b11340cc85cb43ab3e753dc47558a3a84a38cbc72da \
-    --hash=sha256:7ddb08b3c2f9213df1f2e3eb2fbea4963d80ec0f8de21f0b59898e34f3b3d96d \
-    --hash=sha256:7e07f6f644d2c44d53b7a320a084eef98063651912c1b9449b5f45fcbdc6ccd2 \
-    --hash=sha256:85833bca01aa5cae326ac759276dc175c5fa3f7b3733b7d543cf27f2df12d1ef \
-    --hash=sha256:8712b61eb1b74a4478cfd1c54f576056199e9f093659334aeb5c4a6b385338e5 \
-    --hash=sha256:871c0e5102e47995b0e37e8df7819a894a6c3da0d097545cd1f9f1f7d7079927 \
-    --hash=sha256:89e302abd3749f6d6699691747969a5d85f7c73081d5ed7e2624c7bd9721a2ab \
-    --hash=sha256:937794042342006f707837f38d721426b11b0774d327a2a45c0bd389eb750a87 \
-    --hash=sha256:93bc91fdadcf046da37a214eaa714574e7e9b1913568e93bb09527b2ceb7f759 \
-    --hash=sha256:94c5f1621cbcab83c03be46441f090b68b9f307b6c7ec44d4e3f6d5997383df4 \
-    --hash=sha256:973b7d7145b1ac553a7466a64afa8b31ec2693d7c7fff6a755059e0a2885dfd2 \
-    --hash=sha256:99cc80facad240b0c2fb5a633044420878aac87a8e7c348b9486450cba93f27c \
-    --hash=sha256:9a5fcbe7b949f2e95c47ea8a80b410fcdf2da61c98553b45a4ee875580418b68 \
-    --hash=sha256:9b3b86ec3e818f3dd3e13a9de628e88a9990f4af68ecb0b12dd3de81227f0a26 \
-    --hash=sha256:9b3cf13facf6f77c283af0e1713e5e8c47a0fe295af81326cb3cb4380212e797 \
-    --hash=sha256:9c5a52987a990eb1bae55f9000994f1afdb0326c154fb089992f839ab3c30688 \
-    --hash=sha256:a2d79c6635ccffcbfc1d5c045874ba36b594589be81d50d43472570bb8de9c57 \
-    --hash=sha256:a6ec5bf6bc361f2f0f9644907a36ce527715b488988a8df534120e5c34eeda94 \
-    --hash=sha256:a7bf9cc97f05048ac8f3e02cd58f0fe62b901453c24345bfde287f4305dcc31c \
-    --hash=sha256:ab9056d94e5db513d9313b34394f3a3b83e6301a581c28ad67773434f3faccab \
-    --hash=sha256:adf28d13a33f9d750fe7a78fb481cac298fa257d8863d8727b2ea4455ea41235 \
-    --hash=sha256:b62cb9a7501e1f5c9ffe190485501349c33e8862dde4377df774e40b8166871f \
-    --hash=sha256:bacbd3c69862478cbe1c7ed4325caedec580d8acf31b8ee1b9a1e02a56295cad \
-    --hash=sha256:bb349dbba57c76eec25e5917e07f35aabaf0a33b9e67fc13d188002500106487 \
-    --hash=sha256:bd03472c36fa3a386a6deb887113b9e3fa40efba8203eb4fe786d3c0ccc724f6 \
-    --hash=sha256:bf85a00ac3b56a1e7a19c5be7b02b5180a0895ac4d3c234d717a55e86960691c \
-    --hash=sha256:ca0c7ce828bb76ab78b3991904b477c2fd0f711d7815c252d1ef28ff9450b052 \
-    --hash=sha256:ccbfd94e59aad4a2566c71912b55f0547ac1680bfac25eb138e6703eb3dd434e \
-    --hash=sha256:d1831c07bd4dce53c4b666fa846c7eba4b7c414f2e641a4585b7f50b72f502dc \
-    --hash=sha256:d22cad98c2a10bbf6aa083a8980db6ed90d4285a841c4de892890c2b28286ef9 \
-    --hash=sha256:d30ad4359413c8821cc7b3707f7ca38aa8bc852ba3b9c5a759ee2d7740157315 \
-    --hash=sha256:e0dd3676ea0837cd70ea1879765e9e9f6be063be0436de9b3ea4b775caf83654 \
-    --hash=sha256:e584d0cdd37cac355aca52ed788d1a2d939d6837e2870d3b70e585db24025a50 \
-    --hash=sha256:e6369ac293d2cc40d52577e4fa3d75a70c1aae2d01fa3580a34a4e6eff9286b9 \
-    --hash=sha256:efae5df7a8cc8bdb1037b0f786b044ce281081441df5418c3a0f0e1f86fe7bb3 \
-    --hash=sha256:f19b3af31d02a2e79c5f9a6deaab0fb3c116456aeb9277d11720ad433de6dfc6 \
-    --hash=sha256:f7a0430d765f9bda043e6aefaba5944d5f21ec43ff4774417d7e296f61917382 \
-    --hash=sha256:fb94245a715b4d6e24689de12772b85329a1f9946cbf6187923a64ecdea39e65
-    # via pymilvus
-urllib3==2.6.3 \
-    --hash=sha256:1b62b6884944a57dbe321509ab94fd4d3b307075e0c2eae991ac71ee15ad38ed \
-    --hash=sha256:bf272323e553dfb2e87d9bfd225ca7b0f467b919d7bbd355436d3fd37cb0acd4
+urllib3==2.7.0 \
+    --hash=sha256:231e0ec3b63ceb14667c67be60f2f2c40a518cb38b03af60abc813da26505f4c \
+    --hash=sha256:9fb4c81ebbb1ce9531cce37674bbc6f1360472bc18ca9a553ede278ef7276897
     # via
     #   botocore
     #   kubernetes
     #   requests
-uvicorn[standard]==0.34.0 \
-    --hash=sha256:023dc038422502fa28a09c7a30bf2b6991512da7dcdb8fd35fe57cfc154126f4 \
-    --hash=sha256:404051050cd7e905de2c9a7e61790943440b3416f49cb409f965d9dcd0fa73e9
+uvicorn[standard]==0.52.0 \
+    --hash=sha256:3d887809810b89ed33501bcf0a9aba469b06ecd608158efce04bd6b48d8c9b08 \
+    --hash=sha256:ca8876ad6c1983f394157c168b39d52f6dd56dabf5602fa0982751cffc2293ae
     # via
     #   feast (pyproject.toml)
     #   fastapi-mcp
     #   mcp
     #   uvicorn-worker
-uvicorn-worker==0.3.0 \
-    --hash=sha256:6baeab7b2162ea6b9612cbe149aa670a76090ad65a267ce8e27316ed13c7de7b \
-    --hash=sha256:ef0fe8aad27b0290a9e602a256b03f5a5da3a9e5f942414ca587b645ec77dd52
+uvicorn-worker==0.4.0 \
+    --hash=sha256:8ee5306070d8f38dce124adce488c3c0b50f20cf0c0222b12c66188da7214493 \
+    --hash=sha256:e2ed952cef976f5e9e429d7269640bbcafbd36c80aa80f1003c8c77a6797abde
     # via feast (pyproject.toml)
 uvloop==0.22.1 \
     --hash=sha256:017bd46f9e7b78e81606329d07141d3da446f8798c6baeec124260e22c262772 \
@@ -2925,398 +2973,434 @@ uvloop==0.22.1 \
     --hash=sha256:ef6f0d4cc8a9fa1f6a910230cd53545d9a14479311e87e3cb225495952eb672c \
     --hash=sha256:fe94b4564e865d968414598eea1a6de60adba0c040ba4ed05ac1300de402cd42
     # via uvicorn
-watchfiles==1.1.1 \
-    --hash=sha256:00485f441d183717038ed2e887a7c868154f216877653121068107b227a2f64c \
-    --hash=sha256:03fa0f5237118a0c5e496185cafa92878568b652a2e9a9382a5151b1a0380a43 \
-    --hash=sha256:04e78dd0b6352db95507fd8cb46f39d185cf8c74e4cf1e4fbad1d3df96faf510 \
-    --hash=sha256:059098c3a429f62fc98e8ec62b982230ef2c8df68c79e826e37b895bc359a9c0 \
-    --hash=sha256:08af70fd77eee58549cd69c25055dc344f918d992ff626068242259f98d598a2 \
-    --hash=sha256:0b495de0bb386df6a12b18335a0285dda90260f51bdb505503c02bcd1ce27a8b \
-    --hash=sha256:130e4876309e8686a5e37dba7d5e9bc77e6ed908266996ca26572437a5271e18 \
-    --hash=sha256:14e0b1fe858430fc0251737ef3824c54027bedb8c37c38114488b8e131cf8219 \
-    --hash=sha256:17ef139237dfced9da49fb7f2232c86ca9421f666d78c264c7ffca6601d154c3 \
-    --hash=sha256:1a0bb430adb19ef49389e1ad368450193a90038b5b752f4ac089ec6942c4dff4 \
-    --hash=sha256:1db5d7ae38ff20153d542460752ff397fcf5c96090c1230803713cf3147a6803 \
-    --hash=sha256:28475ddbde92df1874b6c5c8aaeb24ad5be47a11f87cde5a28ef3835932e3e94 \
-    --hash=sha256:2edc3553362b1c38d9f06242416a5d8e9fe235c204a4072e988ce2e5bb1f69f6 \
-    --hash=sha256:30f7da3fb3f2844259cba4720c3fc7138eb0f7b659c38f3bfa65084c7fc7abce \
-    --hash=sha256:311ff15a0bae3714ffb603e6ba6dbfba4065ab60865d15a6ec544133bdb21099 \
-    --hash=sha256:319b27255aacd9923b8a276bb14d21a5f7ff82564c744235fc5eae58d95422ae \
-    --hash=sha256:35c53bd62a0b885bf653ebf6b700d1bf05debb78ad9292cf2a942b23513dc4c4 \
-    --hash=sha256:36193ed342f5b9842edd3532729a2ad55c4160ffcfa3700e0d54be496b70dd43 \
-    --hash=sha256:39574d6370c4579d7f5d0ad940ce5b20db0e4117444e39b6d8f99db5676c52fd \
-    --hash=sha256:399600947b170270e80134ac854e21b3ccdefa11a9529a3decc1327088180f10 \
-    --hash=sha256:3a476189be23c3686bc2f4321dd501cb329c0a0469e77b7b534ee10129ae6374 \
-    --hash=sha256:3ad9fe1dae4ab4212d8c91e80b832425e24f421703b5a42ef2e4a1e215aff051 \
-    --hash=sha256:3bc570d6c01c206c46deb6e935a260be44f186a2f05179f52f7fcd2be086a94d \
-    --hash=sha256:3dbd8cbadd46984f802f6d479b7e3afa86c42d13e8f0f322d669d79722c8ec34 \
-    --hash=sha256:3e6f39af2eab0118338902798b5aa6664f46ff66bc0280de76fca67a7f262a49 \
-    --hash=sha256:3f53fa183d53a1d7a8852277c92b967ae99c2d4dcee2bfacff8868e6e30b15f7 \
-    --hash=sha256:3f6d37644155fb5beca5378feb8c1708d5783145f2a0f1c4d5a061a210254844 \
-    --hash=sha256:3f7eb7da0eb23aa2ba036d4f616d46906013a68caf61b7fdbe42fc8b25132e77 \
-    --hash=sha256:3fa0b59c92278b5a7800d3ee7733da9d096d4aabcfabb9a928918bd276ef9b9b \
-    --hash=sha256:421e29339983e1bebc281fab40d812742268ad057db4aee8c4d2bce0af43b741 \
-    --hash=sha256:4b943d3668d61cfa528eb949577479d3b077fd25fb83c641235437bc0b5bc60e \
-    --hash=sha256:526e86aced14a65a5b0ec50827c745597c782ff46b571dbfe46192ab9e0b3c33 \
-    --hash=sha256:52e06553899e11e8074503c8e716d574adeeb7e68913115c4b3653c53f9bae42 \
-    --hash=sha256:544364b2b51a9b0c7000a4b4b02f90e9423d97fbbf7e06689236443ebcad81ab \
-    --hash=sha256:5524298e3827105b61951a29c3512deb9578586abf3a7c5da4a8069df247cccc \
-    --hash=sha256:55c7475190662e202c08c6c0f4d9e345a29367438cf8e8037f3155e10a88d5a5 \
-    --hash=sha256:563b116874a9a7ce6f96f87cd0b94f7faf92d08d0021e837796f0a14318ef8da \
-    --hash=sha256:57ca5281a8b5e27593cb7d82c2ac927ad88a96ed406aa446f6344e4328208e9e \
-    --hash=sha256:5c85794a4cfa094714fb9c08d4a218375b2b95b8ed1666e8677c349906246c05 \
-    --hash=sha256:5f3bde70f157f84ece3765b42b4a52c6ac1a50334903c6eaf765362f6ccca88a \
-    --hash=sha256:5f3f58818dc0b07f7d9aa7fe9eb1037aecb9700e63e1f6acfed13e9fef648f5d \
-    --hash=sha256:5fac835b4ab3c6487b5dbad78c4b3724e26bcc468e886f8ba8cc4306f68f6701 \
-    --hash=sha256:620bae625f4cb18427b1bb1a2d9426dc0dd5a5ba74c7c2cdb9de405f7b129863 \
-    --hash=sha256:672b8adf25b1a0d35c96b5888b7b18699d27d4194bac8beeae75be4b7a3fc9b2 \
-    --hash=sha256:6aae418a8b323732fa89721d86f39ec8f092fc2af67f4217a2b07fd3e93c6101 \
-    --hash=sha256:6c3631058c37e4a0ec440bf583bc53cdbd13e5661bb6f465bc1d88ee9a0a4d02 \
-    --hash=sha256:6c9c9262f454d1c4d8aaa7050121eb4f3aea197360553699520767daebf2180b \
-    --hash=sha256:6e43d39a741e972bab5d8100b5cdacf69db64e34eb19b6e9af162bccf63c5cc6 \
-    --hash=sha256:7365b92c2e69ee952902e8f70f3ba6360d0d596d9299d55d7d386df84b6941fb \
-    --hash=sha256:743185e7372b7bc7c389e1badcc606931a827112fbbd37f14c537320fca08620 \
-    --hash=sha256:74472234c8370669850e1c312490f6026d132ca2d396abfad8830b4f1c096957 \
-    --hash=sha256:74d5012b7630714b66be7b7b7a78855ef7ad58e8650c73afc4c076a1f480a8d6 \
-    --hash=sha256:77a13aea58bc2b90173bc69f2a90de8e282648939a00a602e1dc4ee23e26b66d \
-    --hash=sha256:79ff6c6eadf2e3fc0d7786331362e6ef1e51125892c75f1004bd6b52155fb956 \
-    --hash=sha256:831a62658609f0e5c64178211c942ace999517f5770fe9436be4c2faeba0c0ef \
-    --hash=sha256:836398932192dae4146c8f6f737d74baeac8b70ce14831a239bdb1ca882fc261 \
-    --hash=sha256:842178b126593addc05acf6fce960d28bc5fae7afbaa2c6c1b3a7b9460e5be02 \
-    --hash=sha256:8526e8f916bb5b9a0a777c8317c23ce65de259422bba5b31325a6fa6029d33af \
-    --hash=sha256:859e43a1951717cc8de7f4c77674a6d389b106361585951d9e69572823f311d9 \
-    --hash=sha256:88863fbbc1a7312972f1c511f202eb30866370ebb8493aef2812b9ff28156a21 \
-    --hash=sha256:89eef07eee5e9d1fda06e38822ad167a044153457e6fd997f8a858ab7564a336 \
-    --hash=sha256:8c89f9f2f740a6b7dcc753140dd5e1ab9215966f7a3530d0c0705c83b401bd7d \
-    --hash=sha256:8c91ed27800188c2ae96d16e3149f199d62f86c7af5f5f4d2c61a3ed8cd3666c \
-    --hash=sha256:8ca65483439f9c791897f7db49202301deb6e15fe9f8fe2fed555bf986d10c31 \
-    --hash=sha256:8fbe85cb3201c7d380d3d0b90e63d520f15d6afe217165d7f98c9c649654db81 \
-    --hash=sha256:91d4c9a823a8c987cce8fa2690923b069966dabb196dd8d137ea2cede885fde9 \
-    --hash=sha256:9bb9f66367023ae783551042d31b1d7fd422e8289eedd91f26754a66f44d5cff \
-    --hash=sha256:a173cb5c16c4f40ab19cecf48a534c409f7ea983ab8fed0741304a1c0a31b3f2 \
-    --hash=sha256:a36d8efe0f290835fd0f33da35042a1bb5dc0e83cbc092dcf69bce442579e88e \
-    --hash=sha256:a55f3e9e493158d7bfdb60a1165035f1cf7d320914e7b7ea83fe22c6023b58fc \
-    --hash=sha256:a625815d4a2bdca61953dbba5a39d60164451ef34c88d751f6c368c3ea73d404 \
-    --hash=sha256:a916a2932da8f8ab582f242c065f5c81bed3462849ca79ee357dd9551b0e9b01 \
-    --hash=sha256:ac3cc5759570cd02662b15fbcd9d917f7ecd47efe0d6b40474eafd246f91ea18 \
-    --hash=sha256:acb08650863767cbc58bca4813b92df4d6c648459dcaa3d4155681962b2aa2d3 \
-    --hash=sha256:aebfd0861a83e6c3d1110b78ad54704486555246e542be3e2bb94195eabb2606 \
-    --hash=sha256:afaeff7696e0ad9f02cbb8f56365ff4686ab205fcf9c4c5b6fdfaaa16549dd04 \
-    --hash=sha256:b27cf2eb1dda37b2089e3907d8ea92922b673c0c427886d4edc6b94d8dfe5db3 \
-    --hash=sha256:b2cd9e04277e756a2e2d2543d65d1e2166d6fd4c9b183f8808634fda23f17b14 \
-    --hash=sha256:b9c4702f29ca48e023ffd9b7ff6b822acdf47cb1ff44cb490a3f1d5ec8987e9c \
-    --hash=sha256:bbe1ef33d45bc71cf21364df962af171f96ecaeca06bd9e3d0b583efb12aec82 \
-    --hash=sha256:bd404be08018c37350f0d6e34676bd1e2889990117a2b90070b3007f172d0610 \
-    --hash=sha256:bf0a91bfb5574a2f7fc223cf95eeea79abfefa404bf1ea5e339c0c1560ae99a0 \
-    --hash=sha256:bfb5862016acc9b869bb57284e6cb35fdf8e22fe59f7548858e2f971d045f150 \
-    --hash=sha256:bfff9740c69c0e4ed32416f013f3c45e2ae42ccedd1167ef2d805c000b6c71a5 \
-    --hash=sha256:c1f5210f1b8fc91ead1283c6fd89f70e76fb07283ec738056cf34d51e9c1d62c \
-    --hash=sha256:c2047d0b6cea13b3316bdbafbfa0c4228ae593d995030fda39089d36e64fc03a \
-    --hash=sha256:c22c776292a23bfc7237a98f791b9ad3144b02116ff10d820829ce62dff46d0b \
-    --hash=sha256:c755367e51db90e75b19454b680903631d41f9e3607fbd941d296a020c2d752d \
-    --hash=sha256:c882d69f6903ef6092bedfb7be973d9319940d56b8427ab9187d1ecd73438a70 \
-    --hash=sha256:cb467c999c2eff23a6417e58d75e5828716f42ed8289fe6b77a7e5a91036ca70 \
-    --hash=sha256:cdab464fee731e0884c35ae3588514a9bcf718d0e2c82169c1c4a85cc19c3c7f \
-    --hash=sha256:ce19e06cbda693e9e7686358af9cd6f5d61312ab8b00488bc36f5aabbaf77e24 \
-    --hash=sha256:ce70f96a46b894b36eba678f153f052967a0d06d5b5a19b336ab0dbbd029f73e \
-    --hash=sha256:cf57a27fb986c6243d2ee78392c503826056ffe0287e8794503b10fb51b881be \
-    --hash=sha256:d1715143123baeeaeadec0528bb7441103979a1d5f6fd0e1f915383fea7ea6d5 \
-    --hash=sha256:d6ff426a7cb54f310d51bfe83fe9f2bbe40d540c741dc974ebc30e6aa238f52e \
-    --hash=sha256:d7e7067c98040d646982daa1f37a33d3544138ea155536c2e0e63e07ff8a7e0f \
-    --hash=sha256:db476ab59b6765134de1d4fe96a1a9c96ddf091683599be0f26147ea1b2e4b88 \
-    --hash=sha256:dcc5c24523771db3a294c77d94771abcfcb82a0e0ee8efd910c37c59ec1b31bb \
-    --hash=sha256:de6da501c883f58ad50db3a32ad397b09ad29865b5f26f64c24d3e3281685849 \
-    --hash=sha256:e84087b432b6ac94778de547e08611266f1f8ffad28c0ee4c82e028b0fc5966d \
-    --hash=sha256:eef58232d32daf2ac67f42dea51a2c80f0d03379075d44a587051e63cc2e368c \
-    --hash=sha256:f096076119da54a6080e8920cbdaac3dbee667eb91dcc5e5b78840b87415bd44 \
-    --hash=sha256:f0ab1c1af0cb38e3f598244c17919fb1a84d1629cc08355b0074b6d7f53138ac \
-    --hash=sha256:f27db948078f3823a6bb3b465180db8ebecf26dd5dae6f6180bd87383b6b4428 \
-    --hash=sha256:f537afb3276d12814082a2e9b242bdcf416c2e8fd9f799a737990a1dbe906e5b \
-    --hash=sha256:f57b396167a2565a4e8b5e56a5a1c537571733992b226f4f1197d79e94cf0ae5 \
-    --hash=sha256:f8979280bdafff686ba5e4d8f97840f929a87ed9cdf133cbbd42f7766774d2aa \
-    --hash=sha256:f9a2ae5c91cecc9edd47e041a930490c31c3afb1f5e6d71de3dc671bfaca02bf
+watchfiles==1.2.0 \
+    --hash=sha256:01859b11fd9fbca670f4d5da00fbac282cfea9bd67a2125d8b2833a3b5617ea9 \
+    --hash=sha256:01ea8d66f0693b9b60a6541c8d10263091ca9a9060d242f3c1f3143f9aad2c98 \
+    --hash=sha256:027ae72bfdfd254862065d8b3e2a815c6ab9b1853ce41e6648ece84afd34a551 \
+    --hash=sha256:03b14855c6f35539e2d95c442ae9530a75762f1e26567152b9ed05f96534a74d \
+    --hash=sha256:054dc20fd2e3132b4c3883b4a00d72fd6e1f56fdaf89fccd12e8057d74cd74d7 \
+    --hash=sha256:094b9b70103d4e963499bdea001ee3c2697b144cd9ae6218a62c0f89ec9e31db \
+    --hash=sha256:0a105bc2283f67e8fbec74253ec2d94925de92ed72c0393f1206bf326b7b7b69 \
+    --hash=sha256:0a37faaed405c67e28e6be45a1fa4f206ef5a2860f27c237db9fa30704c38242 \
+    --hash=sha256:0c4997d4e4a55f0d02b6cde327322daf3a0400e5df6c6b15948994bf72497925 \
+    --hash=sha256:0cb4d80e212f116474a545c21c912b445f16bb0cef9e6a73a498164223e14e2f \
+    --hash=sha256:0d191c054d0715c3c95c99df9b8dbf6fd096d8c1e021e8f212e1bd8bc444ccb5 \
+    --hash=sha256:0e831a271c035d89789cffc386b6aa1375f39f1cd25eb7ca0997e4970d152fc5 \
+    --hash=sha256:10d86db20695afe7997ac9e1717637d6714a8d0220458c33f3d2061f54cec427 \
+    --hash=sha256:11743adfa510bfffebe97659fb280182b5c9b238708f667e866f308c3430dc19 \
+    --hash=sha256:1bc6195825b7dcd217968bb1f801a60fd4c16e8eeab5bedc7fe917d7d5995ab4 \
+    --hash=sha256:204f299afcbd65918ab78dbc52626b0ae45e9d8cef403fdbf33ecf9e40eac66e \
+    --hash=sha256:20aa0e708b920bde876a4aa82dc7dd6ebea228a63a67cda6632c2fc87b787efa \
+    --hash=sha256:23282a321c8baf9b3a3c4afff673f9fe65eb7fdc2338d765ccad9d3d1916a5ba \
+    --hash=sha256:24b2405c0a46738dd9e1cf7135aa5dbdb9d42d024628651b3b13d5117e99f8df \
+    --hash=sha256:2581a94056e55d7d0a31a823ea92bf73749c489ca2285bfdc0fbe6b2bb49d50c \
+    --hash=sha256:2995c176de7692b86a2e4c58d9ec718f753150a979cb4a754e2b4ffa38e70906 \
+    --hash=sha256:2b37d10b5a63bd4d87e18472d80fa525bd670586fae62e5dd580452764879b65 \
+    --hash=sha256:2cb93af48550faf1cea04c303107c8b75833de7013e57ce27d3b8d21d8d0f58c \
+    --hash=sha256:2d95ddc1eb6914154253d239089900813f6a767e174b8e6a50e7fdacb7e4236c \
+    --hash=sha256:3416ff151bb6b5a8d8d11664974fbef4d9305b9b2957839ab5a270468fd8df30 \
+    --hash=sha256:3651aa7058595e9cfb75d35dd5ada2bf9f48a5b8a0f3562821d3e210c507e077 \
+    --hash=sha256:37a6721cdf3f65dbb13aa9503510ccb4451603ac837e44d265d7992a597e1374 \
+    --hash=sha256:41bc1199f7523b3f82843c88cbb979180c949caef0342cf90968f178e5d49b01 \
+    --hash=sha256:43d818978d06062d9b22c4fab2ebe44cf5213d42dc8e62bda8c2760cfa2eeb33 \
+    --hash=sha256:4429f3b105524a10b72c3a819b091c495d2811d419c1e1e8df773a5a5974f831 \
+    --hash=sha256:4543579a9bdb0c9560039b4ffddbdb39545707659fbc430ce4c10f3f68d557f9 \
+    --hash=sha256:4674d49eb94706dfe666c069fc0a1b646ffcf920473492e209f6d5f60d3f0cc2 \
+    --hash=sha256:4c887eba18b7945ac73067a8b4a66f21cd46c2539b2bc68588f7be6c7eb6d26b \
+    --hash=sha256:4e4ff8e37f99cf1da89e255e07c9c4b37c214038c4283707bdec308cb1b0ea1f \
+    --hash=sha256:4f34e26a19f91f710c08e0183429f0d1d15df734e6bc78c31e77b9ea9c433658 \
+    --hash=sha256:5327989a465505f05cfe06f04fa9d0c2fd5432bb243e10e6f012b1bdca3c8579 \
+    --hash=sha256:53b2290c92e0506d102cd448fbc610d87079553f86caa39d67440856a8b8bba5 \
+    --hash=sha256:56d8641cf834c2836922899105bd3ce3d0dfc69291d52edf0b4d0436829b34c0 \
+    --hash=sha256:57a2d9fa4fb4c2ecae57b13dfff2c7ab53e21a2ba674fe9f05506680fcdcc0d7 \
+    --hash=sha256:63ac26eefbf4af1741247d6fb68b11c49a25b2f7413fbd318a83a12aaa9cf666 \
+    --hash=sha256:6543cf55d170003296d185c0af981f3e1311564907e1f4e08671fc7693a890a5 \
+    --hash=sha256:704fd259e332e01f9b9c178f4bce9e49027e5587cc2600eeeaf8e76e1c846201 \
+    --hash=sha256:71283b39fd17e5408eb123bd37aeecfd9d54c81fc184421943208aadb879d103 \
+    --hash=sha256:71cd71740ed2c15211ebb237ced4e39a1cdf6f80566e5fe95428da1626f4fde6 \
+    --hash=sha256:7571e4464cb6e434958f867f7f730b8ab0b75e3f8e5eac0499168486ab3c33a8 \
+    --hash=sha256:772b80df316480d894a0e3165fdd19cf77f5d17f9a787f94029465ad0e3529d1 \
+    --hash=sha256:77a0feab9af4c021c581f695258c642b3d10c5fd4c676e33a0d8606425d82631 \
+    --hash=sha256:7a2cffd17d27d2ecbb310c2b1d8174f222a5495b1a721894afa88ec11e25b898 \
+    --hash=sha256:7a7ce236284f002a156f70add88efe5c70879cccbb658be0822c54b1306fc09d \
+    --hash=sha256:7ba0480b9a74af058f43b337e937a451e109295c420916d68ad24e3dc02f5e44 \
+    --hash=sha256:8520a4ab0e37f770afc34459c4f8f7019e153f9124dc101c15538365875d1ab2 \
+    --hash=sha256:86bc13c25a8d1fcd70b51d0ce7c9b65e90de5666fcbfd3e34957cc73ee19aeb5 \
+    --hash=sha256:89d8c2394a065ca86f5d2910ff263ae67c127e1376ccc4f9fc35c71db879f80a \
+    --hash=sha256:8c520725602756229f045b032a1ff33d7ef0f7404189d62f6c2438cb6d8ef6a1 \
+    --hash=sha256:8f200104103feb097de4cab8fe4f5dd18a2026934c7dea98c55a2f5fd6d5a33b \
+    --hash=sha256:8f70d8b291ef6e88d19b1f297a6905ddb978888d9272b0d05e6f53309856bcfc \
+    --hash=sha256:8fa585ede612ee9f9e91b18bebf9ba11b9ae29a4e3a0d0cf6fca3e382133f0d5 \
+    --hash=sha256:922c0e019fe68b3ae392965a766b02a71ba1168c932cebc3733cd52c5fe5b377 \
+    --hash=sha256:9342472aff9b093c5acd4f6d8f70ae0937964ab56542502bcf5579782da69ae8 \
+    --hash=sha256:9649193aa27bd9ff2e80ff29bfaa93085496c7a3a377592823cc58b77ee88add \
+    --hash=sha256:9f04b092229ad2c50126dd3c922c8822e51e605993764a33058d4a791ab42281 \
+    --hash=sha256:a0f27f01bee51861392bb6b7c4fdb290b27d1eb194e9e28788d68102a0e898d9 \
+    --hash=sha256:a16ffe19bf5cf9f5edaa1ad1dd830c5a816e8feec430c522302ab55483a4b994 \
+    --hash=sha256:a204794696ffb8f9b10fba6f7cb5216d42f3b2b71860ccac6b6e42f5f10973b0 \
+    --hash=sha256:a711b51aec4370d0dcda5b6c09463206f133a5759341d7744b953a7b62e1100e \
+    --hash=sha256:a88fc94e647bc4eec523f1caa540258eb71d14278b9daf72fa1e2658a98df0f0 \
+    --hash=sha256:ae99b14c5f21e026e0e9d96f40e07d8570ebee6cafd9d8fc318354606daa7a28 \
+    --hash=sha256:b0ef001f8c25ad0fa9529f914c1600647ecd0f542d11c19b7894768c67b6acb7 \
+    --hash=sha256:b141a4891c995a039cd89e9a49e62df1dc8a559a5d1a6e4c7106d16c12777a55 \
+    --hash=sha256:b4e77f6a55f858504069abd35d336a637555c09bca453dde1ee1e5ada8a6a1fb \
+    --hash=sha256:b62f042afde2dde21ec1d2c1a74361e804673df86f51e418a999c9acfe671b07 \
+    --hash=sha256:b718bf356bbc15e559bd8ef41782b573b8ae0e3f177ab244b440568d7ea02cfb \
+    --hash=sha256:b8c8358484d5fa12ef34f05b7f4168eaf1932f408725ff6d023c33ec17bd79d4 \
+    --hash=sha256:b974946a10af379d425e2eef5b62f5c6ebeaccf91d45eaad6f5b27ecd4f91aa0 \
+    --hash=sha256:b9909cc2b48468b575eefa944919e1fe8a36c5849d5c7c168f80a8c1db69398e \
+    --hash=sha256:b9f732dc58b2dbe69e464ccf8fff7a03b0dd0be439da4c0720d3558527d3d6b4 \
+    --hash=sha256:bb68bf4df85abebe5efddc53cf2075520f243a59868d9b3973278b23e76962a9 \
+    --hash=sha256:bb7e52ecf68ba46d22df23467b87cffeb2146908aa523ebfe803019618cfda06 \
+    --hash=sha256:bc13eb17538be00c874699dc0abe4ee2bc8d50bb1166a6b9e175ef3fd7eb8f26 \
+    --hash=sha256:c0db965c5f79aa49fe672d297cf1febc5ad149b658594944f49a54a2b96270a7 \
+    --hash=sha256:c16cb06dd17d43b9d185094268459eac92c9538356f050e55b54e82cf700e1d4 \
+    --hash=sha256:c525543d91961c6955b2636b308569e84a1d1c5f5f2932041ab9ef46422f43e3 \
+    --hash=sha256:c5c19526f4e54a00f2666a6c0e9e40d582c09e865055ea7378bf0009aab857b3 \
+    --hash=sha256:c995fba777f1ea992f090f9236e9284cf7a5d1a0130dd5a3d82c598cacd76838 \
+    --hash=sha256:ca148d73dea36c9763aaa351e4d7a51780ec1584217c45276f4fe8239c768b71 \
+    --hash=sha256:cee9d5efd929efdac5f7e58f72b3376f676b64050a91c5b99a7094c5b2317488 \
+    --hash=sha256:d158cd89df6053823533e06fb1d73c549133bff5f0396170c0e53d9559340717 \
+    --hash=sha256:d20029a60a71a052a24c4db7673bc4de39ab89adbaccbfb5d67987c5d73f424d \
+    --hash=sha256:d413349d565dab74297f2a63e84a097936be69bf8f3b3801f27f380e32040f44 \
+    --hash=sha256:d4a4b147f5dca2a5d325a06a832fb43f345751adfbc63204aec30e0d9ca965a2 \
+    --hash=sha256:d516b3283a758e087841aedb8031549fb41ced08f3db10aa6d2bf32dc042525b \
+    --hash=sha256:d73a585accffa5ae39c17264c36ec3166d2fad7000c780f5ef83b2722afb9dd2 \
+    --hash=sha256:dbd6c97045dad81227c8d040173da044c1de08de64a5ea8b555da4aee1d5fa22 \
+    --hash=sha256:e0618518f282c4ebff60f5e5b1247b6d91bb8b9f4476947563a1e74acc66f3c6 \
+    --hash=sha256:e140ed30ebde76796b686e67c182cff10ea2fbab186fafd1560f74bb5a473a6e \
+    --hash=sha256:e1cfd51e97e13ff3bd047c140764d277fc9b95b7cb5da59e46a47d167adab310 \
+    --hash=sha256:e2ca07fa7d89195ec0865d3d285666286740bfa83d83e5cee204043a31ecc165 \
+    --hash=sha256:e53a384f76b631c3ae5334ce6a52f0baa3a911eb94a4eac7f160079868b716d5 \
+    --hash=sha256:eb283ee99e21ad6443c8cdb06ac5b34b1308c329cbdf03fa02b445363714c799 \
+    --hash=sha256:eb72919d93e3a16fc451d3aa3d4b1698423daca1b382d3d959c9ac51297c12a8 \
+    --hash=sha256:ecb47f183a8025b2aa18b546725c3657e542112ae9c0613a2af79b4fa8d04ad7 \
+    --hash=sha256:f155b3a1b2a5fc89cdc70d47ee5d54e3b75e88efa34982028a35daef9ba00379 \
+    --hash=sha256:f22943b7770483f6ea0721c6b11d022947a98eb0acae14694de034f4d0d38925 \
+    --hash=sha256:f28b2725eb8cce327b9b3ab02415c853011dc55c95832fe90de6bc56f5315f72 \
+    --hash=sha256:f88af53d6ddaf72179ef613ddc905e6f4785f712b49b80b3bef9f3525e6194b4 \
+    --hash=sha256:faea288b6f0ab1902ef08f4ca6de005dccf856c4e0c4f21b8c5fce02d90a1b08 \
+    --hash=sha256:fff610d7bb2256a317bb1e96f0d7862c7aa8076733ee5df0fd41bbe76a24a4f4
     # via uvicorn
 websocket-client==1.9.0 \
     --hash=sha256:9e813624b6eb619999a97dc7958469217c3176312b3a16a4bd1bc7e08a46ec98 \
     --hash=sha256:af248a825037ef591efbf6ed20cc5faa03d3b47b9e5a2230a529eeee1c1fc3ef
     # via kubernetes
-websockets==16.0 \
-    --hash=sha256:0298d07ee155e2e9fda5be8a9042200dd2e3bb0b8a38482156576f863a9d457c \
-    --hash=sha256:04cdd5d2d1dacbad0a7bf36ccbcd3ccd5a30ee188f2560b7a62a30d14107b31a \
-    --hash=sha256:08d7af67b64d29823fed316505a89b86705f2b7981c07848fb5e3ea3020c1abe \
-    --hash=sha256:152284a83a00c59b759697b7f9e9cddf4e3c7861dd0d964b472b70f78f89e80e \
-    --hash=sha256:1637db62fad1dc833276dded54215f2c7fa46912301a24bd94d45d46a011ceec \
-    --hash=sha256:19c4dc84098e523fd63711e563077d39e90ec6702aff4b5d9e344a60cb3c0cb1 \
-    --hash=sha256:1c1b30e4f497b0b354057f3467f56244c603a79c0d1dafce1d16c283c25f6e64 \
-    --hash=sha256:2b9f1e0d69bc60a4a87349d50c09a037a2607918746f07de04df9e43252c77a3 \
-    --hash=sha256:31a52addea25187bde0797a97d6fc3d2f92b6f72a9370792d65a6e84615ac8a8 \
-    --hash=sha256:32da954ffa2814258030e5a57bc73a3635463238e797c7375dc8091327434206 \
-    --hash=sha256:335c23addf3d5e6a8633f9f8eda77efad001671e80b95c491dd0924587ece0b3 \
-    --hash=sha256:3425ac5cf448801335d6fdc7ae1eb22072055417a96cc6b31b3861f455fbc156 \
-    --hash=sha256:349f83cd6c9a415428ee1005cadb5c2c56f4389bc06a9af16103c3bc3dcc8b7d \
-    --hash=sha256:37b31c1623c6605e4c00d466c9d633f9b812ea430c11c8a278774a1fde1acfa9 \
-    --hash=sha256:417b28978cdccab24f46400586d128366313e8a96312e4b9362a4af504f3bbad \
-    --hash=sha256:485c49116d0af10ac698623c513c1cc01c9446c058a4e61e3bf6c19dff7335a2 \
-    --hash=sha256:4a1aba3340a8dca8db6eb5a7986157f52eb9e436b74813764241981ca4888f03 \
-    --hash=sha256:50f23cdd8343b984957e4077839841146f67a3d31ab0d00e6b824e74c5b2f6e8 \
-    --hash=sha256:52a0fec0e6c8d9a784c2c78276a48a2bdf099e4ccc2a4cad53b27718dbfd0230 \
-    --hash=sha256:52ac480f44d32970d66763115edea932f1c5b1312de36df06d6b219f6741eed8 \
-    --hash=sha256:5569417dc80977fc8c2d43a86f78e0a5a22fee17565d78621b6bb264a115d4ea \
-    --hash=sha256:569d01a4e7fba956c5ae4fc988f0d4e187900f5497ce46339c996dbf24f17641 \
-    --hash=sha256:583b7c42688636f930688d712885cf1531326ee05effd982028212ccc13e5957 \
-    --hash=sha256:5a4b4cc550cb665dd8a47f868c8d04c8230f857363ad3c9caf7a0c3bf8c61ca6 \
-    --hash=sha256:5f451484aeb5cafee1ccf789b1b66f535409d038c56966d6101740c1614b86c6 \
-    --hash=sha256:5f6261a5e56e8d5c42a4497b364ea24d94d9563e8fbd44e78ac40879c60179b5 \
-    --hash=sha256:6e5a82b677f8f6f59e8dfc34ec06ca6b5b48bc4fcda346acd093694cc2c24d8f \
-    --hash=sha256:71c989cbf3254fbd5e84d3bff31e4da39c43f884e64f2551d14bb3c186230f00 \
-    --hash=sha256:781caf5e8eee67f663126490c2f96f40906594cb86b408a703630f95550a8c3e \
-    --hash=sha256:7be95cfb0a4dae143eaed2bcba8ac23f4892d8971311f1b06f3c6b78952ee70b \
-    --hash=sha256:7d837379b647c0c4c2355c2499723f82f1635fd2c26510e1f587d89bc2199e72 \
-    --hash=sha256:86890e837d61574c92a97496d590968b23c2ef0aeb8a9bc9421d174cd378ae39 \
-    --hash=sha256:878b336ac47938b474c8f982ac2f7266a540adc3fa4ad74ae96fea9823a02cc9 \
-    --hash=sha256:8b6e209ffee39ff1b6d0fa7bfef6de950c60dfb91b8fcead17da4ee539121a79 \
-    --hash=sha256:8cc451a50f2aee53042ac52d2d053d08bf89bcb31ae799cb4487587661c038a0 \
-    --hash=sha256:8d7f0659570eefb578dacde98e24fb60af35350193e4f56e11190787bee77dac \
-    --hash=sha256:8e1dab317b6e77424356e11e99a432b7cb2f3ec8c5ab4dabbcee6add48f72b35 \
-    --hash=sha256:8ff32bb86522a9e5e31439a58addbb0166f0204d64066fb955265c4e214160f0 \
-    --hash=sha256:95724e638f0f9c350bb1c2b0a7ad0e83d9cc0c9259f3ea94e40d7b02a2179ae5 \
-    --hash=sha256:9b5aca38b67492ef518a8ab76851862488a478602229112c4b0d58d63a7a4d5c \
-    --hash=sha256:a069d734c4a043182729edd3e9f247c3b2a4035415a9172fd0f1b71658a320a8 \
-    --hash=sha256:a0b31e0b424cc6b5a04b8838bbaec1688834b2383256688cf47eb97412531da1 \
-    --hash=sha256:a35539cacc3febb22b8f4d4a99cc79b104226a756aa7400adc722e83b0d03244 \
-    --hash=sha256:a5e18a238a2b2249c9a9235466b90e96ae4795672598a58772dd806edc7ac6d3 \
-    --hash=sha256:a653aea902e0324b52f1613332ddf50b00c06fdaf7e92624fbf8c77c78fa5767 \
-    --hash=sha256:abf050a199613f64c886ea10f38b47770a65154dc37181bfaff70c160f45315a \
-    --hash=sha256:af80d74d4edfa3cb9ed973a0a5ba2b2a549371f8a741e0800cb07becdd20f23d \
-    --hash=sha256:b14dc141ed6d2dde437cddb216004bcac6a1df0935d79656387bd41632ba0bbd \
-    --hash=sha256:b784ca5de850f4ce93ec85d3269d24d4c82f22b7212023c974c401d4980ebc5e \
-    --hash=sha256:bc59589ab64b0022385f429b94697348a6a234e8ce22544e3681b2e9331b5944 \
-    --hash=sha256:c0204dc62a89dc9d50d682412c10b3542d748260d743500a85c13cd1ee4bde82 \
-    --hash=sha256:c0ee0e63f23914732c6d7e0cce24915c48f3f1512ec1d079ed01fc629dab269d \
-    --hash=sha256:caab51a72c51973ca21fa8a18bd8165e1a0183f1ac7066a182ff27107b71e1a4 \
-    --hash=sha256:d6297ce39ce5c2e6feb13c1a996a2ded3b6832155fcfc920265c76f24c7cceb5 \
-    --hash=sha256:daa3b6ff70a9241cf6c7fc9e949d41232d9d7d26fd3522b1ad2b4d62487e9904 \
-    --hash=sha256:df57afc692e517a85e65b72e165356ed1df12386ecb879ad5693be08fac65dde \
-    --hash=sha256:e0334872c0a37b606418ac52f6ab9cfd17317ac26365f7f65e203e2d0d0d359f \
-    --hash=sha256:e6578ed5b6981005df1860a56e3617f14a6c307e6a71b4fff8c48fdc50f3ed2c \
-    --hash=sha256:eaded469f5e5b7294e2bdca0ab06becb6756ea86894a47806456089298813c89 \
-    --hash=sha256:f4a32d1bd841d4bcbffdcb3d2ce50c09c3909fbead375ab28d0181af89fd04da \
-    --hash=sha256:fd3cb4adb94a2a6e2b7c0d8d05cb94e6f1c81a0cf9dc2694fb65c7e8d94c42e4
+websockets==16.1.1 \
+    --hash=sha256:01fbdcbac298efe19360b94bc0039c8f746f0220ba570f327577bfee81059175 \
+    --hash=sha256:024193f8551a2b0eafbdd160911012c4e6c228c28430c84433253299a9e42d6a \
+    --hash=sha256:04fd29a0e2fe9414a95b00e92c67ae51bf900c50c0f8a4b2dafdad621f49ea1d \
+    --hash=sha256:056ae37939ed7e9974f364f5864e76e49182622d8f9751ac1903c0d09b013985 \
+    --hash=sha256:0f62863e8a00a6d33c3d6566ec0b89f23787b747ffe0c3bc71ec0e76b82c94b1 \
+    --hash=sha256:0ffd3031ea8bda8d61762e84220186105ba3b748b3c8da2ae4f7816fac03e573 \
+    --hash=sha256:1214e673c404684b9bf7154f5cf43b45025b1a6160fac3a9e438e9c1a97e22cb \
+    --hash=sha256:125f22dbefaf1554fea66fc83851490edb284ce4f501d37ffed2752f418332d9 \
+    --hash=sha256:130937b167a52af203c8d58e78d67705874e82759862e3b9671a452fec4abc87 \
+    --hash=sha256:1427fb4cf0d72f66333e2cacc3ff5f575bf2d7008166ce991a4a470b21d51a22 \
+    --hash=sha256:195c978b065fa40910582464f99d6b15c8b314c68e0546549a55ed83f4735328 \
+    --hash=sha256:1d27fa8462ad6a1cb36206a3d0640b2333340def181fae11ed7f9adeaa5c0747 \
+    --hash=sha256:1db4de4a0e95673f7545d393c49eeb0c2f18ac1ef93073218c79d5cdb2ee75ab \
+    --hash=sha256:1f79c89b5eb034d1722938a891916582f8f7f503f58ca22518a63c3f2cd18499 \
+    --hash=sha256:23253dd5bcae3f9aaee0a1d30967a8dbd52e5d3cff93a2e5b84df57b77d4750d \
+    --hash=sha256:249116b4a76063d930a46391ad56e135c286e4562a18309029fc2c73f4ed4c62 \
+    --hash=sha256:29dfa8114c4a620c69591c5973860f768eac29d3fd6904f37f34266cb219c512 \
+    --hash=sha256:2a606d9c24035242a3e256e9d5b77ed9cd6bccfcb7cf993e5ca3c0f6f68fb6a7 \
+    --hash=sha256:2a636ff1e7a5c4edf71ef0e79adae7f25dba93b4fcbe3dc958733477ffeb0eaf \
+    --hash=sha256:2bb5d041a8307d2e18782e7ce777f6fdb1e8c2f5d09291484b18c294b789d9aa \
+    --hash=sha256:2e28e602bb13da44fbe518c1781a88e3b9d4c3d48d02c9bad83e546164336f57 \
+    --hash=sha256:30bbe120437b5648a77d3519b7024ea09530e0b5b18d3698c5a0ae536fe0cc2e \
+    --hash=sha256:34420aaa64440ebd51ac72ca8a45ef4626429438c9b02e633ae412ed43f925d3 \
+    --hash=sha256:38565aca3e01ea8734e578fb2118dade0ecb0250533f29e22b8d1a7a196cf4d0 \
+    --hash=sha256:387e8e4aa5df2f90b198fa3cad3478822a89cf905b6a6d6c97dc3664689640cc \
+    --hash=sha256:39f2a024af5c345ffe8fcf1ee18c049c024c94df393bb09b044a6917c77bde43 \
+    --hash=sha256:3df13f73af9b3b38ab1195eb299ecb67a4330c911c97ae04043ff74085728abe \
+    --hash=sha256:414e596c75f74e0994084694189d7dc9229fb278e33064d6784b73ffbba3ca31 \
+    --hash=sha256:41c8e77f17294c0ac18008a7309b99b34ee72247ef10b6dff4c3f8b5ac29896b \
+    --hash=sha256:42290eb6db4ccaca7012656738214f8514082fb6fa40cdeb61bb9a471b52e383 \
+    --hash=sha256:42f599f4d48c7e1a3338fdaac3acd075be3b3cf02d4b274f3bf2767aedd3d217 \
+    --hash=sha256:43e3a9fdd7cbf7ba6040c31fae0faf84ca1474fef777c4e37912f1540f854499 \
+    --hash=sha256:443aefe96b7fdb132e2a70806cca1f2af49bb3f28e47abcd7c2e9dcf4d8fa1b8 \
+    --hash=sha256:46dcaa042cd1de6c59e7d9269fa63ff7572b6df40510600b678f0826b3c7af51 \
+    --hash=sha256:496af849a472b531f758dbd4d61338f5000538cb1a7b3d20d9d32a264517f509 \
+    --hash=sha256:49ae99bdfcae803a885c926bf14f886196e84925395bb3f568fef5c0f0979d7d \
+    --hash=sha256:4b57693728576d84ede0a77987ab16881b783d2cd9f1dc180a8fbbc3f79c4428 \
+    --hash=sha256:4e3b680b1e0a27457e727a0d572fd81dffa87b6dbf8b228ab57da64f7d85aead \
+    --hash=sha256:4e8d01cc3bcae7bbf8167f944aeafefed590fae5693552bba9794a9df68371cc \
+    --hash=sha256:5283810d2646741a0d8da2aa733d6aefa0545809afccb2a5d105a26bc45125f1 \
+    --hash=sha256:53260c8930da5771cec89439bff99c20c8cb03ddb9588b980697355a83cd4bd3 \
+    --hash=sha256:536676848fc5961aca9d20389951f59169508f765637a172403dc5434d722fa0 \
+    --hash=sha256:54509b8e92fee4453e152b7558ddef37ce9705a044922f2095a6105e3f80c96f \
+    --hash=sha256:56cd5fc4f10a9ea8aa0804bddb7b42506cf9e136046f3b4c27de8fec9e2ecba5 \
+    --hash=sha256:5bfd1ac19b1b9986a9c95a82d5e23a391ebb09e12c34d7be6094b86efcc35731 \
+    --hash=sha256:5c31aa7e39ee3e8a358573257f1c0bb5c52430d1b637030dd9c8cc2c282926be \
+    --hash=sha256:5e3b7d601f6f84156b08cc4a5e541c2b50ad7b36cfc302b657a12477c904a5df \
+    --hash=sha256:61922544a0587a13fd3f53e4c0e5e606510c7b0d9d22c8444e5fae22a06b38cb \
+    --hash=sha256:6456ff333092d509127d75a638cb411afae8ff17f092635015d1902efec8a293 \
+    --hash=sha256:69159730a823dde3ea8d08783e8d47ef135a6d7e8d44eb127e32b321c9db8e3e \
+    --hash=sha256:69e52d175a0a7d1e13b4b67ad41c560b7d98e8c6f6126eb0bda496c784faf8c7 \
+    --hash=sha256:6aaface73b9c71974c6497366d8b9628357f6c9749e09c4ea3610176c63f2ae3 \
+    --hash=sha256:6abbd3e82c731c8e531714466acd5d87b5e88ac3243465337ba71d68e23ae7e3 \
+    --hash=sha256:6ff9417c0ada4d0f7d212f928303e5579bdf3ace4c802fa4afabb30995da58c3 \
+    --hash=sha256:7421fad442de870a8cbf2287d1cad7e706ece0dbfeba5e911df132cbdc1cb56a \
+    --hash=sha256:7883388947767080f094950b342b30d35a2a06b849cd967c422fa0db72b40ea9 \
+    --hash=sha256:79eace538c6a97e96d0d03d4f9d314f9677f5ed85a8a984992ffd90b13cb8a56 \
+    --hash=sha256:7b1b19636af86a3c7995d4d028dbe376f39b4bf31541146f9c123582a6c94562 \
+    --hash=sha256:7dfcad78ea1492ee3a9ec765cb7f51bbc17d477107aaf6b22abf7b2558d1c5a0 \
+    --hash=sha256:8087e82f842609734c9b5a1330464f8e94e346ba0e18c832c08bafa4b0d63c15 \
+    --hash=sha256:820fb8450edddae3812fd58cbc08e2bf22812cb248ecb5f06dbb82119a56e869 \
+    --hash=sha256:8483c2096363120eea8b07c06ae7304d520f686665fffd4811fad423930a65d7 \
+    --hash=sha256:84a2cef8deffbd9ab8ee0ea546a2a6a7030c28f44e6cdd4547dbfeb489eb8999 \
+    --hash=sha256:86d7f0f8bdb25d2c632b72527325e4776430fd5bc61b9118de4e2b8ddb5f5b01 \
+    --hash=sha256:8fe0b50da2d84535fb4f7b4bfa951280f97ce3d558a0443b541166d609e67b57 \
+    --hash=sha256:90001d893bc368e302ef168d82130b4e4fdd27b85fa094682df9b667c2d48838 \
+    --hash=sha256:9246a0d063cfcbcc85f2359dd6876d681213f4790832272aa16641b4ed5d64d4 \
+    --hash=sha256:92b820d345f7a3fc7b8163949ee92df910f290c3fc517b3d5301c78065adafe1 \
+    --hash=sha256:952303a7318d4cbe1011400839bb2051c9f84fa0a35923267f5daba34b15d458 \
+    --hash=sha256:97fd3a0e8b53efa41970ac1dff3d8cf0d2884cadeb4caaf95db7ad1526926ee3 \
+    --hash=sha256:9c1c5705e314449e3308872fe084b8571ce078ee4fc55a98a769bdefe5917392 \
+    --hash=sha256:9c9f23004a3d40e89c01a7955d186a6cc83418d93b749701944ce2de3e95a1f3 \
+    --hash=sha256:9f63bcef7f4b02b06b35fc01c93b96c43b5e88e1e8868676caacf493d5a31f3a \
+    --hash=sha256:a0eadbbf2c30f01efa58e1f110eb6fa293261f6b0b1aa38f7f48707107690af9 \
+    --hash=sha256:a28fcbc9b6baf54a2e23f8655f308e4ccc6afdd7266f8fe7954f320dcda0f785 \
+    --hash=sha256:a6a61aff018180c9c50b7b0da33bfd29d378af3497429c95006c589a23a11648 \
+    --hash=sha256:aabe464bfd13bd25f4821faf111da6fefdc389f870265a53105580e45b0a2e49 \
+    --hash=sha256:ab59169ace05dcb49a1d4118f0bde139557adf45091bd85747e36bf5de984dd1 \
+    --hash=sha256:b436f6ec4fc3a6b4237c84d3f83170ed2b40bb584222f0ac47a0c8a5921980c7 \
+    --hash=sha256:b6b9dadbef0cccd9f4c4ee96b08898afa73e26803bbe0f6aeb5bb12b0074206d \
+    --hash=sha256:b852788aa51764e2d8e4cf5493d559326bcae5e38d16ba25ffa322b034df272a \
+    --hash=sha256:bae954c382e013d5ea5b190d2830526bfa45ad121c326da0049b8c769f185db6 \
+    --hash=sha256:bcce07e23e5769375158f5efdcdafa8d5cd014b93c6683865b840ed65b96f231 \
+    --hash=sha256:cc97814dfb786a83b6e2dc2e79351e1b83e6d715647d6887fcabd83026417a00 \
+    --hash=sha256:cd2ca96a082a36964aca83e992f72abeb61b7306c1a6cba4c7d06a7b93750cac \
+    --hash=sha256:cfb70b4eb56cac4da0a83588f3ad50d46beb0690391082f3d4e2d488c70b68ea \
+    --hash=sha256:d0fcf657e9f13ff4b177960ab2200237b12994232dfb6df16f1cfe1d4339f93c \
+    --hash=sha256:d14bfb217eb4701e850f1525c9d29d79c44794cdf1c299ead25f39f8c78dea81 \
+    --hash=sha256:d57685547e0060cc6fd90ee6a28405d6bd395e525545f13c8d7cd99c78afd79f \
+    --hash=sha256:d6bec75c290fe484a8ba4cacdf838501e17c06ecfbbf31eede81a9e431bd7751 \
+    --hash=sha256:d9531d9cbeac99af6f038fb1bc351403531f7d634a2c2e10e2f7c854c6ed5b68 \
+    --hash=sha256:da4ca1a9d72f9030b3146b8d7022719a9f3d478f61efe6f7dd51d243f61c51b2 \
+    --hash=sha256:dab9eb87869da2d6ed3af3f3adf28414baae6ec9d4df355ffc18889132f3436c \
+    --hash=sha256:db234eda965dcce15df96bb9709f587cd87d4d52aaf0e80e2f34ec04c7670c57 \
+    --hash=sha256:dc0fad4933f427acd5b1cec210f3ea6dce7089e1724e4b9ec6ef47c6c04d1b3b \
+    --hash=sha256:dc385593a42e31cd6fb60c19f0ecb015b386603818fc2c6c274fb42bd2bb4165 \
+    --hash=sha256:dcc04fedf83effaeb9cce98abc9469bb1b42ef85f03e01c8c1f4438ef7555737 \
+    --hash=sha256:e047dc87ef7ca50f4d309bf775ad4a71711c58556d75d7bd0604b2317f43e94b \
+    --hash=sha256:e09f753a169951eb4f28c2c774f71069304f66e7277e0f5a2892423599cfa854 \
+    --hash=sha256:ed5bb271084b46530ee2ddc0410537a9961152c5ccba2fc98c5276d992ccba87 \
+    --hash=sha256:f0aa4aad3b1b69ad3fd85a0fd0952ec64331c762bd77ec51cc814170873890b2 \
+    --hash=sha256:f17dbe07eb3ea7f99e4df9b7e0efefe80fbf30d37a8cc4d561a0aed310bc8847 \
+    --hash=sha256:f2769a0344a09e9ccf5b3cce538bc75a51b53eff3275d3896310c8552049195d \
+    --hash=sha256:f55f0b01956a094c8587146d9558c91937e78789c333860ffaf35931a6e5dbc4 \
+    --hash=sha256:f5d497865f05bb222cab7016c6034542e84e5f29f49c6fd3f4939cda7197b5b8 \
+    --hash=sha256:f70541f3104339f59f830522d94ebadb1bf47426287381623443d8bb1cdbf33d \
+    --hash=sha256:fb9a0a6dc3d1b3986cb88091b6899f0396651e0f74e2c9766ab8d6ffc3842e29 \
+    --hash=sha256:fce6c48559c86d1ac3632ccb1bebc7d5442fbe79bd9bb0e40379ee54be2a4051 \
+    --hash=sha256:fd46fff7eb62c24804d234f0051c7a8ea81285ad63e0337d3dcf33ca82aee58a
     # via uvicorn
-wrapt==1.17.3 \
-    --hash=sha256:02b551d101f31694fc785e58e0720ef7d9a10c4e62c1c9358ce6f63f23e30a56 \
-    --hash=sha256:042ec3bb8f319c147b1301f2393bc19dba6e176b7da446853406d041c36c7828 \
-    --hash=sha256:0610b46293c59a3adbae3dee552b648b984176f8562ee0dba099a56cfbe4df1f \
-    --hash=sha256:0b02e424deef65c9f7326d8c19220a2c9040c51dc165cddb732f16198c168396 \
-    --hash=sha256:0b1831115c97f0663cb77aa27d381237e73ad4f721391a9bfb2fe8bc25fa6e77 \
-    --hash=sha256:0ed61b7c2d49cee3c027372df5809a59d60cf1b6c2f81ee980a091f3afed6a2d \
-    --hash=sha256:0f5f51a6466667a5a356e6381d362d259125b57f059103dd9fdc8c0cf1d14139 \
-    --hash=sha256:16ecf15d6af39246fe33e507105d67e4b81d8f8d2c6598ff7e3ca1b8a37213f7 \
-    --hash=sha256:1f0b2f40cf341ee8cc1a97d51ff50dddb9fcc73241b9143ec74b30fc4f44f6cb \
-    --hash=sha256:1f23fa283f51c890eda8e34e4937079114c74b4c81d2b2f1f1d94948f5cc3d7f \
-    --hash=sha256:223db574bb38637e8230eb14b185565023ab624474df94d2af18f1cdb625216f \
-    --hash=sha256:249f88ed15503f6492a71f01442abddd73856a0032ae860de6d75ca62eed8067 \
-    --hash=sha256:24c2ed34dc222ed754247a2702b1e1e89fdbaa4016f324b4b8f1a802d4ffe87f \
-    --hash=sha256:273a736c4645e63ac582c60a56b0acb529ef07f78e08dc6bfadf6a46b19c0da7 \
-    --hash=sha256:281262213373b6d5e4bb4353bc36d1ba4084e6d6b5d242863721ef2bf2c2930b \
-    --hash=sha256:30ce38e66630599e1193798285706903110d4f057aab3168a34b7fdc85569afc \
-    --hash=sha256:33486899acd2d7d3066156b03465b949da3fd41a5da6e394ec49d271baefcf05 \
-    --hash=sha256:343e44b2a8e60e06a7e0d29c1671a0d9951f59174f3709962b5143f60a2a98bd \
-    --hash=sha256:373342dd05b1d07d752cecbec0c41817231f29f3a89aa8b8843f7b95992ed0c7 \
-    --hash=sha256:3af60380ba0b7b5aeb329bc4e402acd25bd877e98b3727b0135cb5c2efdaefe9 \
-    --hash=sha256:3e62d15d3cfa26e3d0788094de7b64efa75f3a53875cdbccdf78547aed547a81 \
-    --hash=sha256:41b1d2bc74c2cac6f9074df52b2efbef2b30bdfe5f40cb78f8ca22963bc62977 \
-    --hash=sha256:423ed5420ad5f5529db9ce89eac09c8a2f97da18eb1c870237e84c5a5c2d60aa \
-    --hash=sha256:46acc57b331e0b3bcb3e1ca3b421d65637915cfcd65eb783cb2f78a511193f9b \
-    --hash=sha256:4da9f45279fff3543c371d5ababc57a0384f70be244de7759c85a7f989cb4ebe \
-    --hash=sha256:507553480670cab08a800b9463bdb881b2edeed77dc677b0a5915e6106e91a58 \
-    --hash=sha256:53e5e39ff71b3fc484df8a522c933ea2b7cdd0d5d15ae82e5b23fde87d44cbd8 \
-    --hash=sha256:54a30837587c6ee3cd1a4d1c2ec5d24e77984d44e2f34547e2323ddb4e22eb77 \
-    --hash=sha256:5531d911795e3f935a9c23eb1c8c03c211661a5060aab167065896bbf62a5f85 \
-    --hash=sha256:55cbbc356c2842f39bcc553cf695932e8b30e30e797f961860afb308e6b1bb7c \
-    --hash=sha256:59923aa12d0157f6b82d686c3fd8e1166fa8cdfb3e17b42ce3b6147ff81528df \
-    --hash=sha256:5a03a38adec8066d5a37bea22f2ba6bbf39fcdefbe2d91419ab864c3fb515454 \
-    --hash=sha256:5a7b3c1ee8265eb4c8f1b7d29943f195c00673f5ab60c192eba2d4a7eae5f46a \
-    --hash=sha256:5d4478d72eb61c36e5b446e375bbc49ed002430d17cdec3cecb36993398e1a9e \
-    --hash=sha256:5ea5eb3c0c071862997d6f3e02af1d055f381b1d25b286b9d6644b79db77657c \
-    --hash=sha256:604d076c55e2fdd4c1c03d06dc1a31b95130010517b5019db15365ec4a405fc6 \
-    --hash=sha256:656873859b3b50eeebe6db8b1455e99d90c26ab058db8e427046dbc35c3140a5 \
-    --hash=sha256:65d1d00fbfb3ea5f20add88bbc0f815150dbbde3b026e6c24759466c8b5a9ef9 \
-    --hash=sha256:6b538e31eca1a7ea4605e44f81a48aa24c4632a277431a6ed3f328835901f4fd \
-    --hash=sha256:6fd1ad24dc235e4ab88cda009e19bf347aabb975e44fd5c2fb22a3f6e4141277 \
-    --hash=sha256:70d86fa5197b8947a2fa70260b48e400bf2ccacdcab97bb7de47e3d1e6312225 \
-    --hash=sha256:7171ae35d2c33d326ac19dd8facb1e82e5fd04ef8c6c0e394d7af55a55051c22 \
-    --hash=sha256:73d496de46cd2cdbdbcce4ae4bcdb4afb6a11234a1df9c085249d55166b95116 \
-    --hash=sha256:7425ac3c54430f5fc5e7b6f41d41e704db073309acfc09305816bc6a0b26bb16 \
-    --hash=sha256:74afa28374a3c3a11b3b5e5fca0ae03bef8450d6aa3ab3a1e2c30e3a75d023dc \
-    --hash=sha256:758895b01d546812d1f42204bd443b8c433c44d090248bf22689df673ccafe00 \
-    --hash=sha256:79573c24a46ce11aab457b472efd8d125e5a51da2d1d24387666cd85f54c05b2 \
-    --hash=sha256:7e18f01b0c3e4a07fe6dfdb00e29049ba17eadbc5e7609a2a3a4af83ab7d710a \
-    --hash=sha256:88547535b787a6c9ce4086917b6e1d291aa8ed914fdd3a838b3539dc95c12804 \
-    --hash=sha256:88bbae4d40d5a46142e70d58bf664a89b6b4befaea7b2ecc14e03cedb8e06c04 \
-    --hash=sha256:8cccf4f81371f257440c88faed6b74f1053eef90807b77e31ca057b2db74edb1 \
-    --hash=sha256:9baa544e6acc91130e926e8c802a17f3b16fbea0fd441b5a60f5cf2cc5c3deba \
-    --hash=sha256:a36692b8491d30a8c75f1dfee65bef119d6f39ea84ee04d9f9311f83c5ad9390 \
-    --hash=sha256:a47681378a0439215912ef542c45a783484d4dd82bac412b71e59cf9c0e1cea0 \
-    --hash=sha256:a7c06742645f914f26c7f1fa47b8bc4c91d222f76ee20116c43d5ef0912bba2d \
-    --hash=sha256:a9a2203361a6e6404f80b99234fe7fb37d1fc73487b5a78dc1aa5b97201e0f22 \
-    --hash=sha256:ab232e7fdb44cdfbf55fc3afa31bcdb0d8980b9b95c38b6405df2acb672af0e0 \
-    --hash=sha256:ad85e269fe54d506b240d2d7b9f5f2057c2aa9a2ea5b32c66f8902f768117ed2 \
-    --hash=sha256:af338aa93554be859173c39c85243970dc6a289fa907402289eeae7543e1ae18 \
-    --hash=sha256:afd964fd43b10c12213574db492cb8f73b2f0826c8df07a68288f8f19af2ebe6 \
-    --hash=sha256:b32888aad8b6e68f83a8fdccbf3165f5469702a7544472bdf41f582970ed3311 \
-    --hash=sha256:c31eebe420a9a5d2887b13000b043ff6ca27c452a9a22fa71f35f118e8d4bf89 \
-    --hash=sha256:caea3e9c79d5f0d2c6d9ab96111601797ea5da8e6d0723f77eabb0d4068d2b2f \
-    --hash=sha256:cf30f6e3c077c8e6a9a7809c94551203c8843e74ba0c960f4a98cd80d4665d39 \
-    --hash=sha256:d40770d7c0fd5cbed9d84b2c3f2e156431a12c9a37dc6284060fb4bec0b7ffd4 \
-    --hash=sha256:d8a210b158a34164de8bb68b0e7780041a903d7b00c87e906fb69928bf7890d5 \
-    --hash=sha256:dc4a8d2b25efb6681ecacad42fca8859f88092d8732b170de6a5dddd80a1c8fa \
-    --hash=sha256:df7d30371a2accfe4013e90445f6388c570f103d61019b6b7c57e0265250072a \
-    --hash=sha256:e01375f275f010fcbf7f643b4279896d04e571889b8a5b3f848423d91bf07050 \
-    --hash=sha256:e1a4120ae5705f673727d3253de3ed0e016f7cd78dc463db1b31e2463e1f3cf6 \
-    --hash=sha256:e228514a06843cae89621384cfe3a80418f3c04aadf8a3b14e46a7be704e4235 \
-    --hash=sha256:e405adefb53a435f01efa7ccdec012c016b5a1d3f35459990afc39b6be4d5056 \
-    --hash=sha256:e6b13af258d6a9ad602d57d889f83b9d5543acd471eee12eb51f5b01f8eb1bc2 \
-    --hash=sha256:e6f40a8aa5a92f150bdb3e1c44b7e98fb7113955b2e5394122fa5532fec4b418 \
-    --hash=sha256:e71d5c6ebac14875668a1e90baf2ea0ef5b7ac7918355850c0908ae82bcb297c \
-    --hash=sha256:ed7c635ae45cfbc1a7371f708727bf74690daedc49b4dba310590ca0bd28aa8a \
-    --hash=sha256:f38e60678850c42461d4202739f9bf1e3a737c7ad283638251e79cc49effb6b6 \
-    --hash=sha256:f66eb08feaa410fe4eebd17f2a2c8e2e46d3476e9f8c783daa8e09e0faa666d0 \
-    --hash=sha256:f9b2601381be482f70e5d1051a5965c25fb3625455a2bf520b5a077b22afb775 \
-    --hash=sha256:fbd3c8319de8e1dc79d346929cd71d523622da527cca14e0c1d257e31c2b8b10 \
-    --hash=sha256:fd341868a4b6714a5962c1af0bd44f7c404ef78720c7de4892901e540417111c
+wrapt==2.3.0 \
+    --hash=sha256:0a45ffae742ce91a16e11cb6c7cd71e7f9994f3cbd283b962ab093f5c6dcf525 \
+    --hash=sha256:0bb2797048db0956348cb3058c33bc4184614f13231389cfbccc16a5d32780a7 \
+    --hash=sha256:0d3fb71e65b001adfc42684522eeccd9c21d8ba679945abc993439567b66e59f \
+    --hash=sha256:0db083387d6e75ec0be8173ecbf0e811cf60bae1cc75a815feb104167ea10d4d \
+    --hash=sha256:10461884b3014fbfc8eb7d09a93c5f246363e6711d9d881f95eb8c27fdef049f \
+    --hash=sha256:1236fa25173ca964c97422470482e9011b9e3c7ed0d75798b40b3da3b0e0e760 \
+    --hash=sha256:141ed6211286a9660d8d6702de598b43f0934b4f0eda16393f100a80f501d945 \
+    --hash=sha256:1598becd30f8f2777d18564064eb4f4dbe1ab0e05a8f09786d0ef505ac782bf3 \
+    --hash=sha256:195b1842b4122fb54e3cd3dd5b2b4aa49302a5a61da901df0481f5c97aedde84 \
+    --hash=sha256:1d6159c9b2fefec02314e1332dbbbfaf960e369dfd26bcf7f8b258b5732065b3 \
+    --hash=sha256:22cc5c0a717bd4da87018ae0bffd4c19c6fb679d3ff357216ba566ab26c76cab \
+    --hash=sha256:242b60c21e30866e6a2fa606c612b47c553fa60c0eaeeeb7797fb842ac0ce609 \
+    --hash=sha256:24da48596326ef8e448cfa837b454f638713d3531262375f00e5a9681682fc07 \
+    --hash=sha256:261f53870cd4fb2bf38f9f972c56c728fd224cb7c65721307de59d9e7e6741ae \
+    --hash=sha256:2935d5454b3f179a29b12cf390ee47246740ba2c3a7545b1b46ba31a5f2a4a0b \
+    --hash=sha256:2e49885a62ec4ee854d1b9e6371fda6afd219917225752abf729a3f36d4df9a5 \
+    --hash=sha256:379f670f45b7bb8993edd9f6fc36c6cc65edb81cffa0b504be34acb0303fff0a \
+    --hash=sha256:3873c3c5ca9f4ef91f693602eca19d1f1e7c410338df82a4ff11d826b5896a8f \
+    --hash=sha256:392158c9a7f2ab1b8699418bfc0fe6f83548788c418b27d7bf2019ad3405cebb \
+    --hash=sha256:39febbee6d77301d31da6996b152ce52452da7c7ef72aba10c2fa976dff9c295 \
+    --hash=sha256:3d1c2c1b808600d2ea808e6360910a60ed5f409a4011655e10f9164ba0a414a6 \
+    --hash=sha256:3da470536bf9645143323dd41b32db55c6f4304ad382094c1a1da8a92061e10d \
+    --hash=sha256:418f54bb09d1762db02c7009b4051149893af3153a87f92d70356703c11eea02 \
+    --hash=sha256:42869085687f0aefd57c0f636c3f9354f8ffb321a8ba9cb52d19beb796e561c5 \
+    --hash=sha256:45c9279b373d15649dfa2c2077cb3408ea1a6d3125afbdab9d6b809a66f68e14 \
+    --hash=sha256:4fa0df3bff4e7ce45759f33fd39335fe2f60477bb9ecf7b8aa41e7d07ee36a23 \
+    --hash=sha256:50f416b74d092bb9f41b424e90dd457f365f7ba4b11de62a23679769a21bd85c \
+    --hash=sha256:51a7a4181c1295774812271fbcd7c909df372bc25579d4ed9eb875caaf0ae86f \
+    --hash=sha256:54ca1d5573f69b5fe1d74f1f65799c68015e82f685efec9fd8cfa40a094c44d0 \
+    --hash=sha256:5ab559e1b2551d23d54db2a0001c6d73bad022a254639561c5f6c382a9d6c2fe \
+    --hash=sha256:5ba1e5e08ddc46130e9682b2c249f2d1dd39bda9106ed4bd401b7519f18f41bd \
+    --hash=sha256:5d221a6e6ddd302b8397433184e96b59f259f50024b854db1c411a881586b6b8 \
+    --hash=sha256:6208f302f110295d64b22a7ac96500c791bf492dce4366e622e4912b077c9687 \
+    --hash=sha256:626b69db2021aa01671ec7bbc9740e558522bd44c18cf2ce69bf3d666a014109 \
+    --hash=sha256:628f3ba8ec793a5b10a6cd8c6c6b7b55eb552abd1f3bd301336acb74c7a82dfe \
+    --hash=sha256:629d73378082c00a8173031f9fb30a3ac6abbc894a5bfdfae71fabc60642d501 \
+    --hash=sha256:646d20d413ffcd1b0a2f700076e2d0252d872dcb7754860a73e45a59ea883614 \
+    --hash=sha256:67bfe2485f50368c3fcd2275fc1fd100e350d601e0058921a7c82678a465aeab \
+    --hash=sha256:681a2d0eefd721998f90642762b8e75c2159ec531b20ad5e437245ea7b06a107 \
+    --hash=sha256:69e477046f2237ef0bc6547544ee73008dc764ca26eff44f09e976d221b34d5d \
+    --hash=sha256:6db604ef0c67bdb2042ecdfd7b7f037cf09733557ca42360d1018285634f7b98 \
+    --hash=sha256:729126e667da34d251b8ebf8a45ef0c5ddadc21542b3d6e1abf4259ece6508df \
+    --hash=sha256:73d0b10b64620a2cf4bc3d31775c4d9527e309a5549e4379e3bf71e8d2dc193e \
+    --hash=sha256:7ebb274aba688b043429eb1500ff8a76ce0cb8ac0812ca3e301f06247b8722b3 \
+    --hash=sha256:8159ec0b0cb7608175eb150de94c19e34f4d47ac655f5ca9baf45df6b688ffd3 \
+    --hash=sha256:816877aa749253149f9ecfd2635d4d948ecfa338e1a0311d187b1acb1bb8a3eb \
+    --hash=sha256:85de890ff968196e92dd1ae73a9fb8970495e7650a457b1c9ef0ac3dd550bce2 \
+    --hash=sha256:8f8a1c6472675956cece9a8f403f43c3594f1681319eed2dd56f60877397c636 \
+    --hash=sha256:9045917809c63fdf7abe3a2ceaed3d670b8ee4500ddd9291192d30aeb34467c5 \
+    --hash=sha256:932dced0a7b2950ed58a3325536a1dcb7b58e7330af54e8552d2e566b5328b99 \
+    --hash=sha256:93513bec052c6cd987f9f580c3df068c8bc4ebae6543736be3ca7ec5959cafcd \
+    --hash=sha256:9790ea25190a4e0fe4cdf4eeb868e9d75f8a024a70a5b6bf9c348a3a2b72e731 \
+    --hash=sha256:9f5d2aec29dfc76c37e23897dee92766a3fd4f3bff3ae7fc9c6b4bf37d8c1360 \
+    --hash=sha256:a65e8db2b4e90c2e7ade931086351c98ef420bf7a94ee08c95ac8a3cbbc43579 \
+    --hash=sha256:a6b5984cd65dd639546f0eb4b8eacf1c31cb2fe9fb5c27bffe240987cdb2cf84 \
+    --hash=sha256:a6e19531ae33c508cea7d84a7edfda01fa86e51b8d1a93a77712c55e6e469152 \
+    --hash=sha256:abc71504669d126d91f89fc0e388c6295d8fbd2439be884f175133fda8aa403c \
+    --hash=sha256:ac870cc97b73bb00ac353329e9559a4bebc47c4c86792ed9b23b58c15b6ad838 \
+    --hash=sha256:ad71df7a04dd3497e9302e81f4a7c91bd401ea0e15a9df9029527900f94bee43 \
+    --hash=sha256:b1e5aa486e269b00ed35e64771c7d0ab8096cfd2643405ca8cd60ebedc099a51 \
+    --hash=sha256:b4fc96b159af0a3e0faa72475a69d66292bea72a5bed1e1aca1bffbddc3cb2b0 \
+    --hash=sha256:b767a9566f165dd14decf8f4194c6bb0ce3a8420cec213824e05a99400c9260a \
+    --hash=sha256:bff9a671bc00709cab5a7f745c592b5671873449db0ee2a569af994f16b29a4d \
+    --hash=sha256:c3b476ae63b4a3b4da681aafcb25ff3542d289fbda8b5da7caf76aaffafafdbb \
+    --hash=sha256:c4bded758ad6f03b965830944a2f0bc5b2eb3767fe5a7310134315d1a6610e98 \
+    --hash=sha256:c8388ba7faf5dbf9ee106bb70d66f257629b1bd98091123e19e8a4553a319199 \
+    --hash=sha256:c8858d8ff9822a081e3cc49ae1b3b22f0f789c14001cdac8f94564010d9c9d66 \
+    --hash=sha256:c88abcf53daef80e01a75c7530e727fa6e2c1888fe83e3dcdba4c96216a1f5c7 \
+    --hash=sha256:cc2cea812e5cb179a796b766747e7d3b21088760d8deb95676d482b8c8e6fa7d \
+    --hash=sha256:cd3a2edf0427013736b8127955cec62608c56e53ea47e82812ea32059cda407f \
+    --hash=sha256:cdc021cb0b62471d6aac7f2bd92f3b4658073775f9ee7fcd325c511129e7bcc8 \
+    --hash=sha256:ce9f398f868d2b3b27aa2ea4de79645ef9077aeeac8dfc2814b0d542c6a2b87f \
+    --hash=sha256:d0077f3d65541925fa83002f967b22ad6550d24813ac64cb905f717194128d9c \
+    --hash=sha256:d0f7284f88f4833705132d06d3b425a43095c2cbd07c58166aac3ab646ba12a4 \
+    --hash=sha256:d2cc64539da63e39ffb9c7ede849b6e8ddaaf7b3876b5cfb04efd85a5f3f4eb6 \
+    --hash=sha256:d8c7ed08477429752b8c44991f40ad7838b18332a160698740a6bfbc10d998a2 \
+    --hash=sha256:df4ce31150bcd5d9f36f816aac3010ab4f4bf8672ac1d3b0ac7d539ec61c7c02 \
+    --hash=sha256:e045ff75d7d94900fc32896ed93c45ce2d2cac28c9dead582ff9a5a49d446e35 \
+    --hash=sha256:e2e692bc0d63f881cf7006730a56bd4e0c2fab5dc318466942805d692b166276 \
+    --hash=sha256:e31734c5077f29f892b2565eee5106d610278151ad49fc6a9d69a647cd5730e2 \
+    --hash=sha256:e3b9eaa742ae7a0aaaaad4ca4b69469d757af2d6e6663ef1dadc47adec0aeb41 \
+    --hash=sha256:e3f3d7ec0a51fbfe00d3aef047641ff2c58b25565b4717fc1f90e050be01cba8 \
+    --hash=sha256:e5301c35cf75655eb33498f2bd6ae8703ca19940e3167dc9cdf740c712a39c60 \
+    --hash=sha256:ea52a0d0f08c584943d5764be0e84efa912c8da23c23e1e285ff2f5641c18fcc \
+    --hash=sha256:ed635a9ca4f3a5a2b900c10c69e823373bc00ebc114b459383596d3487da3570 \
+    --hash=sha256:fb8e2e6704a1e0b1b989546c69e2688371ef4a07fa5f61bde3eb6211186f5ac1 \
+    --hash=sha256:fc648a335d7e01adb3640b25f02fd0ea05886cf04d0af7f4ee902bc7b5e466e8 \
+    --hash=sha256:fc82c2ccc8e234c844f5303d9f2984b346dcdd53e94823ce8420d2c75b4b9023 \
+    --hash=sha256:fd1f2f557dd3491fe75905e578f4db967393d40d1a8f468edc4d40ac7f2d5944 \
+    --hash=sha256:fd85b0aa88efdb189d6ae2f35f4526943a8f091c38599c9c31478241c819e6a1
     # via aiobotocore
-yarl==1.23.0 \
-    --hash=sha256:03214408cfa590df47728b84c679ae4ef00be2428e11630277be0727eba2d7cc \
-    --hash=sha256:041b1a4cefacf65840b4e295c6985f334ba83c30607441ae3cf206a0eed1a2e4 \
-    --hash=sha256:0793e2bd0cf14234983bbb371591e6bea9e876ddf6896cdcc93450996b0b5c85 \
-    --hash=sha256:0e1fdaa14ef51366d7757b45bde294e95f6c8c049194e793eedb8387c86d5993 \
-    --hash=sha256:0e40111274f340d32ebcc0a5668d54d2b552a6cca84c9475859d364b380e3222 \
-    --hash=sha256:115136c4a426f9da976187d238e84139ff6b51a20839aa6e3720cd1026d768de \
-    --hash=sha256:13a563739ae600a631c36ce096615fe307f131344588b0bc0daec108cdb47b25 \
-    --hash=sha256:16c6994ac35c3e74fb0ae93323bf8b9c2a9088d55946109489667c510a7d010e \
-    --hash=sha256:170e26584b060879e29fac213e4228ef063f39128723807a312e5c7fec28eff2 \
-    --hash=sha256:17235362f580149742739cc3828b80e24029d08cbb9c4bda0242c7b5bc610a8e \
-    --hash=sha256:1932b6b8bba8d0160a9d1078aae5838a66039e8832d41d2992daa9a3a08f7860 \
-    --hash=sha256:1b6b572edd95b4fa8df75de10b04bc81acc87c1c7d16bcdd2035b09d30acc957 \
-    --hash=sha256:1c3a3598a832590c5a3ce56ab5576361b5688c12cb1d39429cf5dba30b510760 \
-    --hash=sha256:1c57676bdedc94cd3bc37724cf6f8cd2779f02f6aba48de45feca073e714fe52 \
-    --hash=sha256:1dc702e42d0684f42d6519c8d581e49c96cefaaab16691f03566d30658ee8788 \
-    --hash=sha256:21d1b7305a71a15b4794b5ff22e8eef96ff4a6d7f9657155e5aa419444b28912 \
-    --hash=sha256:23f371bd662cf44a7630d4d113101eafc0cfa7518a2760d20760b26021454719 \
-    --hash=sha256:2569b67d616eab450d262ca7cb9f9e19d2f718c70a8b88712859359d0ab17035 \
-    --hash=sha256:263cd4f47159c09b8b685890af949195b51d1aa82ba451c5847ca9bc6413c220 \
-    --hash=sha256:2803ed8b21ca47a43da80a6fd1ed3019d30061f7061daa35ac54f63933409412 \
-    --hash=sha256:2a6940a074fb3c48356ed0158a3ca5699c955ee4185b4d7d619be3c327143e05 \
-    --hash=sha256:2e27c8841126e017dd2a054a95771569e6070b9ee1b133366d8b31beb5018a41 \
-    --hash=sha256:31c9921eb8bd12633b41ad27686bbb0b1a2a9b8452bfdf221e34f311e9942ed4 \
-    --hash=sha256:34b6cf500e61c90f305094911f9acc9c86da1a05a7a3f5be9f68817043f486e4 \
-    --hash=sha256:3650dc2480f94f7116c364096bc84b1d602f44224ef7d5c7208425915c0475dd \
-    --hash=sha256:389871e65468400d6283c0308e791a640b5ab5c83bcee02a2f51295f95e09748 \
-    --hash=sha256:39004f0ad156da43e86aa71f44e033de68a44e5a31fc53507b36dd253970054a \
-    --hash=sha256:394906945aa8b19fc14a61cf69743a868bb8c465efe85eee687109cc540b98f4 \
-    --hash=sha256:3ceb13c5c858d01321b5d9bb65e4cf37a92169ea470b70fec6f236b2c9dd7e34 \
-    --hash=sha256:411225bae281f114067578891bc75534cfb3d92a3b4dfef7a6ca78ba354e6069 \
-    --hash=sha256:44bb7bef4ea409384e3f8bc36c063d77ea1b8d4a5b2706956c0d6695f07dcc25 \
-    --hash=sha256:4503053d296bc6e4cbd1fad61cf3b6e33b939886c4f249ba7c78b602214fabe2 \
-    --hash=sha256:4764a6a7588561a9aef92f65bda2c4fb58fe7c675c0883862e6df97559de0bfb \
-    --hash=sha256:4966242ec68afc74c122f8459abd597afd7d8a60dc93d695c1334c5fd25f762f \
-    --hash=sha256:4a42e651629dafb64fd5b0286a3580613702b5809ad3f24934ea87595804f2c5 \
-    --hash=sha256:4a59ba56f340334766f3a4442e0efd0af895fae9e2b204741ef885c446b3a1a8 \
-    --hash=sha256:4c41e021bc6d7affb3364dc1e1e5fa9582b470f283748784bd6ea0558f87f42c \
-    --hash=sha256:5023346c4ee7992febc0068e7593de5fa2bf611848c08404b35ebbb76b1b0512 \
-    --hash=sha256:50f9d8d531dfb767c565f348f33dd5139a6c43f5cbdf3f67da40d54241df93f6 \
-    --hash=sha256:51430653db848d258336cfa0244427b17d12db63d42603a55f0d4546f50f25b5 \
-    --hash=sha256:531ef597132086b6cf96faa7c6c1dcd0361dd5f1694e5cc30375907b9b7d3ea9 \
-    --hash=sha256:53ad387048f6f09a8969631e4de3f1bf70c50e93545d64af4f751b2498755072 \
-    --hash=sha256:53b1ea6ca88ebd4420379c330aea57e258408dd0df9af0992e5de2078dc9f5d5 \
-    --hash=sha256:575aa4405a656e61a540f4a80eaa5260f2a38fff7bfdc4b5f611840d76e9e277 \
-    --hash=sha256:578110dd426f0d209d1509244e6d4a3f1a3e9077655d98c5f22583d63252a08a \
-    --hash=sha256:5ec2f42d41ccbd5df0270d7df31618a8ee267bfa50997f5d720ddba86c4a83a6 \
-    --hash=sha256:5ee586fb17ff8f90c91cf73c6108a434b02d69925f44f5f8e0d7f2f260607eae \
-    --hash=sha256:5f10fd85e4b75967468af655228fbfd212bdf66db1c0d135065ce288982eda26 \
-    --hash=sha256:609d3614d78d74ebe35f54953c5bbd2ac647a7ddb9c30a5d877580f5e86b22f2 \
-    --hash=sha256:62694e275c93d54f7ccedcfef57d42761b2aad5234b6be1f3e3026cae4001cd4 \
-    --hash=sha256:63e92247f383c85ab00dd0091e8c3fa331a96e865459f5ee80353c70a4a42d70 \
-    --hash=sha256:682bae25f0a0dd23a056739f23a134db9f52a63e2afd6bfb37ddc76292bbd723 \
-    --hash=sha256:6b41389c19b07c760c7e427a3462e8ab83c4bb087d127f0e854c706ce1b9215c \
-    --hash=sha256:6e87a6e8735b44816e7db0b2fbc9686932df473c826b0d9743148432e10bb9b9 \
-    --hash=sha256:6f0fd84de0c957b2d280143522c4f91a73aada1923caee763e24a2b3fda9f8a5 \
-    --hash=sha256:70efd20be968c76ece7baa8dafe04c5be06abc57f754d6f36f3741f7aa7a208e \
-    --hash=sha256:71d006bee8397a4a89f469b8deb22469fe7508132d3c17fa6ed871e79832691c \
-    --hash=sha256:73309162a6a571d4cbd3b6a1dcc703c7311843ae0d1578df6f09be4e98df38d4 \
-    --hash=sha256:75e3026ab649bf48f9a10c0134512638725b521340293f202a69b567518d94e0 \
-    --hash=sha256:76855800ac56f878847a09ce6dba727c93ca2d89c9e9d63002d26b916810b0a2 \
-    --hash=sha256:7c6b9461a2a8b47c65eef63bb1c76a4f1c119618ffa99ea79bc5bb1e46c5821b \
-    --hash=sha256:803a3c3ce4acc62eaf01eaca1208dcf0783025ef27572c3336502b9c232005e7 \
-    --hash=sha256:80e6d33a3d42a7549b409f199857b4fb54e2103fc44fb87605b6663b7a7ff750 \
-    --hash=sha256:8419ebd326430d1cbb7efb5292330a2cf39114e82df5cc3d83c9a0d5ebeaf2f2 \
-    --hash=sha256:85610b4f27f69984932a7abbe52703688de3724d9f72bceb1cca667deff27474 \
-    --hash=sha256:85e9beda1f591bc73e77ea1c51965c68e98dafd0fec72cdd745f77d727466716 \
-    --hash=sha256:877b0738624280e34c55680d6054a307aa94f7d52fa0e3034a9cc6e790871da7 \
-    --hash=sha256:88f9fb0116fbfcefcab70f85cf4b74a2b6ce5d199c41345296f49d974ddb4123 \
-    --hash=sha256:8c4fe09e0780c6c3bf2b7d4af02ee2394439d11a523bbcf095cf4747c2932007 \
-    --hash=sha256:93a784271881035ab4406a172edb0faecb6e7d00f4b53dc2f55919d6c9688595 \
-    --hash=sha256:94f8575fbdf81749008d980c17796097e645574a3b8c28ee313931068dad14fe \
-    --hash=sha256:95451e6ce06c3e104556d73b559f5da6c34a069b6b62946d3ad66afcd51642ea \
-    --hash=sha256:99c8a9ed30f4164bc4c14b37a90208836cbf50d4ce2a57c71d0f52c7fb4f7598 \
-    --hash=sha256:9a18d6f9359e45722c064c97464ec883eb0e0366d33eda61cb19a244bf222679 \
-    --hash=sha256:9cbf44c5cb4a7633d078788e1b56387e3d3cf2b8139a3be38040b22d6c3221c8 \
-    --hash=sha256:9ee33b875f0b390564c1fb7bc528abf18c8ee6073b201c6ae8524aca778e2d83 \
-    --hash=sha256:a0e317df055958a0c1e79e5d2aa5a5eaa4a6d05a20d4b0c9c3f48918139c9fc6 \
-    --hash=sha256:a2df6afe50dea8ae15fa34c9f824a3ee958d785fd5d089063d960bae1daa0a3f \
-    --hash=sha256:a31de1613658308efdb21ada98cbc86a97c181aa050ba22a808120bb5be3ab94 \
-    --hash=sha256:a3d2bff8f37f8d0f96c7ec554d16945050d54462d6e95414babaa18bfafc7f51 \
-    --hash=sha256:a41bcf68efd19073376eb8cf948b8d9be0af26256403e512bb18f3966f1f9120 \
-    --hash=sha256:a82836cab5f197a0514235aaf7ffccdc886ccdaa2324bc0aafdd4ae898103039 \
-    --hash=sha256:a8d00f29b42f534cc8aa3931cfe773b13b23e561e10d2b26f27a8d309b0e82a1 \
-    --hash=sha256:aafe5dcfda86c8af00386d7781d4c2181b5011b7be3f2add5e99899ea925df05 \
-    --hash=sha256:ab5f043cb8a2d71c981c09c510da013bc79fd661f5c60139f00dd3c3cc4f2ffb \
-    --hash=sha256:ac09d42f48f80c9ee1635b2fcaa819496a44502737660d3c0f2ade7526d29144 \
-    --hash=sha256:aecfed0b41aa72b7881712c65cf764e39ce2ec352324f5e0837c7048d9e6daaa \
-    --hash=sha256:b2c6b50c7b0464165472b56b42d4c76a7b864597007d9c085e8b63e185cf4a7a \
-    --hash=sha256:b35d13d549077713e4414f927cdc388d62e543987c572baee613bf82f11a4b99 \
-    --hash=sha256:b39cb32a6582750b6cc77bfb3c49c0f8760dc18dc96ec9fb55fbb0f04e08b928 \
-    --hash=sha256:b5405bb8f0e783a988172993cfc627e4d9d00432d6bbac65a923041edacf997d \
-    --hash=sha256:baaf55442359053c7d62f6f8413a62adba3205119bcb6f49594894d8be47e5e3 \
-    --hash=sha256:bd654fad46d8d9e823afbb4f87c79160b5a374ed1ff5bde24e542e6ba8f41434 \
-    --hash=sha256:be61f6fff406ca40e3b1d84716fde398fc08bc63dd96d15f3a14230a0973ed86 \
-    --hash=sha256:bf49a3ae946a87083ef3a34c8f677ae4243f5b824bfc4c69672e72b3d6719d46 \
-    --hash=sha256:c4a80f77dc1acaaa61f0934176fccca7096d9b1ff08c8ba9cddf5ae034a24319 \
-    --hash=sha256:c75eb09e8d55bceb4367e83496ff8ef2bc7ea6960efb38e978e8073ea59ecb67 \
-    --hash=sha256:c7f8dc16c498ff06497c015642333219871effba93e4a2e8604a06264aca5c5c \
-    --hash=sha256:c8aa34a5c864db1087d911a0b902d60d203ea3607d91f615acd3f3108ac32169 \
-    --hash=sha256:cbb0fef01f0c6b38cb0f39b1f78fc90b807e0e3c86a7ff3ce74ad77ce5c7880c \
-    --hash=sha256:cde9a2ecd91668bcb7f077c4966d8ceddb60af01b52e6e3e2680e4cf00ad1a59 \
-    --hash=sha256:cff6d44cb13d39db2663a22b22305d10855efa0fa8015ddeacc40bc59b9d8107 \
-    --hash=sha256:d1009abedb49ae95b136a8904a3f71b342f849ffeced2d3747bf29caeda218c4 \
-    --hash=sha256:d38c1e8231722c4ce40d7593f28d92b5fc72f3e9774fe73d7e800ec32299f63a \
-    --hash=sha256:d53834e23c015ee83a99377db6e5e37d8484f333edb03bd15b4bc312cc7254fb \
-    --hash=sha256:d7504f2b476d21653e4d143f44a175f7f751cd41233525312696c76aa3dbb23f \
-    --hash=sha256:dbf507e9ef5688bada447a24d68b4b58dd389ba93b7afc065a2ba892bea54769 \
-    --hash=sha256:dc52310451fc7c629e13c4e061cbe2dd01684d91f2f8ee2821b083c58bd72432 \
-    --hash=sha256:dd00607bffbf30250fe108065f07453ec124dbf223420f57f5e749b04295e090 \
-    --hash=sha256:dda608c88cf709b1d406bdfcd84d8d63cff7c9e577a403c6108ce8ce9dcc8764 \
-    --hash=sha256:debe9c4f41c32990771be5c22b56f810659f9ddf3d63f67abfdcaa2c6c9c5c1d \
-    --hash=sha256:e09fd068c2e169a7070d83d3bde728a4d48de0549f975290be3c108c02e499b4 \
-    --hash=sha256:e0fd068364a6759bc794459f0a735ab151d11304346332489c7972bacbe9e72b \
-    --hash=sha256:e4c53f8347cd4200f0d70a48ad059cabaf24f5adc6ba08622a23423bc7efa10d \
-    --hash=sha256:e5723c01a56c5028c807c701aa66722916d2747ad737a046853f6c46f4875543 \
-    --hash=sha256:e7b0460976dc75cb87ad9cc1f9899a4b97751e7d4e77ab840fc9b6d377b8fd24 \
-    --hash=sha256:e9d9a4d06d3481eab79803beb4d9bd6f6a8e781ec078ac70d7ef2dcc29d1bea5 \
-    --hash=sha256:ead11956716a940c1abc816b7df3fa2b84d06eaed8832ca32f5c5e058c65506b \
-    --hash=sha256:ed5f69ce7be7902e5c70ea19eb72d20abf7d725ab5d49777d696e32d4fc1811d \
-    --hash=sha256:f2af5c81a1f124609d5f33507082fc3f739959d4719b56877ab1ee7e7b3d602b \
-    --hash=sha256:f40e782d49630ad384db66d4d8b73ff4f1b8955dc12e26b09a3e3af064b3b9d6 \
-    --hash=sha256:f514f6474e04179d3d33175ed3f3e31434d3130d42ec153540d5b157deefd735 \
-    --hash=sha256:f69f57305656a4852f2a7203efc661d8c042e6cc67f7acd97d8667fb448a426e \
-    --hash=sha256:fb1e8b8d66c278b21d13b0a7ca22c41dd757a7c209c6b12c313e445c31dd3b28 \
-    --hash=sha256:fb4948814a2a98e3912505f09c9e7493b1506226afb1f881825368d6fb776ee3 \
-    --hash=sha256:fda207c815b253e34f7e1909840fd14299567b1c0eb4908f8c2ce01a41265401 \
-    --hash=sha256:fe8f8f5e70e6dbdfca9882cd9deaac058729bcf323cf7a58660901e55c9c94f6 \
-    --hash=sha256:fffc45637bcd6538de8b85f51e3df3223e4ad89bccbfca0481c08c7fc8b7ed7d
+yarl==1.24.5 \
+    --hash=sha256:0055afc45e864b92729ac7600e2d102c17bef060647e74bca75fa84d66b9ff36 \
+    --hash=sha256:0465ec8cedc2349b97a6b595ace64084a50c6e839eca40aa0626f38b8350e331 \
+    --hash=sha256:0ebfaffe1a16cb72141c8e09f18cc76856dbe58639f393a4f2b26e474b96b871 \
+    --hash=sha256:16a2f5010280020e90f5330257e6944bc33e73593b136cc5a241e6c1dc292498 \
+    --hash=sha256:17f57620f5475b3c69109376cc87e42a7af5db13c9398e4292772a706ff10780 \
+    --hash=sha256:2120b96872df4a117cde97d270bac96aea7cc52205d305cf4611df694a487027 \
+    --hash=sha256:240cbec09667c1fed4c6cd0060b9ec57332427d7441289a2ed8875dc9fb2b224 \
+    --hash=sha256:24e861e9630e0daddcb9191fb187f60f034e17a4426f8101279f0c475cd74144 \
+    --hash=sha256:2729fcfc4f6a596fb0c50f32090400aa9367774ac296a00387e65098c0befa76 \
+    --hash=sha256:2c1fe720934a16ea8e7146175cba2126f87f54912c8c5435e7f7c7a51ef808d3 \
+    --hash=sha256:2cabe6546e41dabe439999a23fcb5246e0c3b595b4315b96ef755252be90caeb \
+    --hash=sha256:2dbe06fc16bc91502bca713704022182e5729861ae00277c3a23354b40929740 \
+    --hash=sha256:3363fcc96e665878946ad7a106b9a13eac0541766a690ef287c0232ac768b6ec \
+    --hash=sha256:377fe3732edbaf78ee74efdf2c9f49f6e99f20e7f9d2649fda3eb4badd77d76e \
+    --hash=sha256:3ac6aff147deb9c09461b2d4bbdf6256831198f5d8a23f5d37138213090b6d8a \
+    --hash=sha256:3f45789ce415a7ec0820dc4f82925f9b5f7732070be1dec1f5f23ec381435a24 \
+    --hash=sha256:4103b77b8a8225e413107d2349b65eb3c1c52627b5cc5c3c4c1c6a798b218950 \
+    --hash=sha256:4377407001ca3c057773f44d8ddd6358fa5f691407c1ba92210bd3cf8d9e4c95 \
+    --hash=sha256:46c2f213e23a04b93a392942d782eb9e413e6ef6bf7c8c53884e599a5c174dcb \
+    --hash=sha256:47e98aab9d8d82ff682e7b0b5dded33bf138a32b817fcf7fa3b27b2d7c412928 \
+    --hash=sha256:4a36f9becdd4c5c52a20c3e9484128b070b1dcfc8944c006f3a528295a359a9c \
+    --hash=sha256:4af7b7e1be0a69bee8210735fe6dcfc38879adfac6d62e789d53ba432d1ffa41 \
+    --hash=sha256:4d97a951a81039050e45f04e96689b58b8243fa5e62aa14fe67cb6075300885e \
+    --hash=sha256:4db9aecb141cb7a5447171b57aa1ed3a8fee06af40b992ffc31206c0b0121550 \
+    --hash=sha256:53e549287ef628fecba270045c9701b0c564563a9b0577d24a4ec75b8ab8040f \
+    --hash=sha256:56b149b22de33b23b0c6077ab9518c6dcb538ad462e1830e68d06591ccf6e38b \
+    --hash=sha256:570fec8fbd22b032733625f03f10b7ff023bc399213db15e72a7acaef28c2f4e \
+    --hash=sha256:5b8ee53be440a0cffc991a27be3057e0530122548dbe7c0892df08822fce5ede \
+    --hash=sha256:5ba4f78df2bcc19f764a4b26a8a4f5049c110090ad5825993aacb052bf8003ad \
+    --hash=sha256:5c55256dee8f4b27bfbf636c8363383c7c8db7890c7cba5217d7bd5f5f21dab6 \
+    --hash=sha256:5c88e5815a49d289e599f3513aa7fde0bc2092ff188f99c940f007f90f53d104 \
+    --hash=sha256:5fede79c6f73ff2c3ef822864cb1ada23196e62756df53bc6231d351a49516a2 \
+    --hash=sha256:65be18ec59496c13908f02a2472751d9ef840b4f3fb5726f129306bf6a2a7bba \
+    --hash=sha256:66410eb6345d467151934b49bfa70fb32f5b35a6140baa40ad97d6436abea2e9 \
+    --hash=sha256:665b0a2c463cc9423dd647e0bfd9f4ccc9b50f768c55304d5e9f80b177c1de12 \
+    --hash=sha256:6b8536851f9f65e7f00c7a1d49ba7f2be0ffe2c11555367fc9f50d9f842410a1 \
+    --hash=sha256:6c95b17fe34ed802f17e205112e6e10db92275c34fee290aa9bdc55a9c724027 \
+    --hash=sha256:6e73e7fe93f17a7b191f52ec9da9dd8c06a8fe735a1ecbd13b97d1c723bff385 \
+    --hash=sha256:6efbccc3d7f75d5b03105172a8dc86d82ba4da86817952529dd93185f4a88be2 \
+    --hash=sha256:709f1efed56c4a145793c046cd4939f9959bcd818979a787b77d8e09c57a0840 \
+    --hash=sha256:79af890482fc94648e8cde4c68620378f7fef60932710fa17a66abc039244da2 \
+    --hash=sha256:7bcbe0fcf850eae67b6b01749815a4f7161c560a844c769ad7b48fcd99f791c4 \
+    --hash=sha256:7c0494a31a1ac5461a226e7947a9c9b78c44e1dc7185164fa7e9651557a5d9bc \
+    --hash=sha256:7ce27823052e2013b597e0c738b13e7e36b8ccb9400df8959417b052ab0fd92c \
+    --hash=sha256:7f72c74aa99359e27a2ee8d6613fefa28b5f76a983c083074dfc2aaa4ab46213 \
+    --hash=sha256:7fa5e51397466ea7e98de493fa2ff1b8193cfef8a7b0f9b4842f92d342df0dba \
+    --hash=sha256:82632daed195dcc8ea664e8556dc9bdbd671960fb3776bd92806ce05792c2448 \
+    --hash=sha256:82f75e05912e84b7a0fe57075d9c59de3cb352b928330f2eb69b2e1f54c3e1f0 \
+    --hash=sha256:841f0852f48fefea3b12c9dfec00704dfa3aef5215d0e3ce564bb3d7cd8d57c6 \
+    --hash=sha256:874019bd513008b009f58657134e5d0c5e030b3559bd0553976837adf52fe966 \
+    --hash=sha256:88f50c94e21a0a7f14042c015b0eba1881af78562e7bf007e0033e624da59750 \
+    --hash=sha256:89a1bbb58e0e3f7a283653d854b1e95d65e5cfd4af224dac5f02629ec1a3e621 \
+    --hash=sha256:8a6987eaad834cb32dd57d9d582225f0054a5d1af706ccfbbdba735af4927e13 \
+    --hash=sha256:8ac73abdc7ab75610f95a8fd994c6457e87752b02a63987e188f937a1fc180f0 \
+    --hash=sha256:8ccf9aca873b767977c73df497a85dbedee4ee086ae9ae49dc461333b9b79f58 \
+    --hash=sha256:90333fd89b43c0d08ac85f3f1447593fc2c66de18c3d6378d7125ea118dc7a54 \
+    --hash=sha256:92ab3e11448f2ff7bf53c5a26eff0edc086898ec8b21fb154b85839ce1d88075 \
+    --hash=sha256:9335a099ad87287c37fe5d1a982ff392fa5efe5d14b40a730b1ec1d6a41382b4 \
+    --hash=sha256:96d30286dd02679e32a39aa8f0b7498fc847fcda46cfc09df5513e82ce252440 \
+    --hash=sha256:9baafc71b04f8f4bb0703b21d6fc9f0c30b346c636a532ff16ec8491a5ea4b1f \
+    --hash=sha256:9d1216a7f6f77836617dba35687c5b78a4170afc3c3f18fc788f785ba26565c4 \
+    --hash=sha256:9d399bdcfb4a0f659b9b3788bbc89babe63d9a6a65aacdf4d4e7065ff2e6316c \
+    --hash=sha256:9e4e16c73d717c5cf27626c524d0a2e261ad20e46932b2670f64ad5dde23e26f \
+    --hash=sha256:9f4d8cf085a4c6a40fb97ea0f46938a8df43c85d31f9d45e2a8867ea9293790d \
+    --hash=sha256:a33700d13d9b7d84fd10947b09ff69fb9a792e519c8cb9764a3ca70baa6c23a7 \
+    --hash=sha256:a3732e66413163e72508da9eff9ce9d2846fde51fae45d3605393d3e6cd303e9 \
+    --hash=sha256:a4582acf7ef76482f6f511ebaf1946dae7f2e85ec4728b81a678c01df63bd723 \
+    --hash=sha256:a61834fb15d81322d872eaafd333838ae7c9cea84067f232656f75965933d047 \
+    --hash=sha256:a7cff474ab7cd149765bb784cf6d78b32e18e20473fb7bda860bce98ab58e9da \
+    --hash=sha256:a8fe66b8f300da93798025a785a5b90b42f3810dc2b72283ff84a41aaaebc293 \
+    --hash=sha256:a929d878fec099030c292803b31e5d5540a7b6a31e6a3cc76cb4685fc2a2f51b \
+    --hash=sha256:ad5d8201d310b031e6cd839d9bac2d4e5a01533ce5d3d5b50b7de1ef3af1de61 \
+    --hash=sha256:af3aefa655adb5869491fa907e652290386800ae99cc50095cba71e2c6aefdca \
+    --hash=sha256:c0ebc836c47a6477e182169c6a476fc691d12b518894bf7dd2572f0d59f1c7ed \
+    --hash=sha256:c687ed078e145f5fd53a14854beff320e1d2ab76df03e2009c98f39a0f68f39a \
+    --hash=sha256:cbb833ccacdb5519eff9b8b71ee618cc2801c878e77e288775d77c3a2ced858a \
+    --hash=sha256:cf139c02f5f23ef6532040a30ff662c00a318c952334f211046b8e60b7f17688 \
+    --hash=sha256:d46b86567dd4e248c6c159fcbcdcce01e0a5c8a7cd2334a0fff759d0fa075b16 \
+    --hash=sha256:d693396e5aea78db03decd60aec9ece16c9b40ba00a587f089615ff4e718a81d \
+    --hash=sha256:d897129df1a22b12aeed2c2c98df0785a2e8e6e0bde87b389491d0025c187077 \
+    --hash=sha256:daba5e594f06114e37db186efd2dd916609071e59daca901a0a2e71f02b142ce \
+    --hash=sha256:dd625535328fd9882374356269227670189adfcc6a2d90284f323c05862eecbd \
+    --hash=sha256:e006d3a974c4ee19512e5f058abedb6eef36a5e553c14812bdeba1758d812e6d \
+    --hash=sha256:e1ae548a9d901adca07899a4147a7c826bbcc06239d3ce9a59f57886a28a4c88 \
+    --hash=sha256:e2935f8c39e3b03e83519292d78f075189978f3f4adc15a78144c7c8e2a1cba5 \
+    --hash=sha256:e42d75862735da90e7fc5a7b23db0c976f737113a54b3c9777a9b665e9cbff75 \
+    --hash=sha256:e7d42c531243450ef0d4d9c172e7ed6ef052640f195629065041b5add4e058d1 \
+    --hash=sha256:e81b83143bee16329c23db3c1b2d82b29892fcbcb849186d2f6e98a5abe9a57f \
+    --hash=sha256:e8ffa78582120024f476a611d7befc123cee59e47e8309d470cf667d806e613b \
+    --hash=sha256:ebb0ec7f17803063d5aeb982f3b1bd2b2f4e4fae6751226cbd6ba1fcfe9e63ff \
+    --hash=sha256:f08c7513ecef5aad65687bfdf6bc601ae9fccd04a42904501f8f7141abad9eb9 \
+    --hash=sha256:f0a658a6d3fafee5c6f63c58f3e785c8c43c93fbc02bf9f2b6663f8185e0971f \
+    --hash=sha256:f0e466ed7511fe9d459a819edbc6c2585c0b6eabde9fa8a8947552468a7a6ef0 \
+    --hash=sha256:f141474e85b7e54998ec5180530a7cda99ab29e282fa50e0756d89981a9b43c5 \
+    --hash=sha256:f4239bbec5a3577ddb49e4b50aeb32d8e5792098262ae2f63723f916a29b1a25 \
+    --hash=sha256:f540c013589084679a6c7fac07096b10159737918174f5dfc5e11bf5bca4dfe6 \
+    --hash=sha256:f9f3e9c8a9ecffa57bef8fb4fa19e5fa4d2d8307cf6bac5b1fca5e5860f4ba00 \
+    --hash=sha256:fa139875ff98ab97da323cfadfaff08900d1ad42f1b5087b0b812a55c5a06373 \
+    --hash=sha256:fcd3b77e2f17bbe4ca56ec7bcb07992647d19d0b9c05d84886dcd6f9eb810afd \
+    --hash=sha256:fd8c81f346b58f45818d09ea11db69a8d5fd34a224b79871f6d44f12cd7977b1 \
+    --hash=sha256:fe7b7bb170daccbba19ad33012d2b15f1e7942296fd4d45fc1b79013da8cc0f2 \
+    --hash=sha256:ff330d3c30db4eb6b01d79e29d2d0b407a7ecad39cfd9ec993ece57396a2ec0d \
+    --hash=sha256:ff405d91509d88e8d44129cd87b18d70acd1f0c1aeabd7bc3c46792b1fe2acba \
+    --hash=sha256:ffcd54362564dc1a30fb74d8b8a6e5a6b11ebd5e27266adc3b7427a21a6c9104
     # via aiohttp
-zipp==3.23.1 \
-    --hash=sha256:0b3596c50a5c700c9cb40ba8d86d9f2cc4807e9bedb06bcdf7fac85633e444dc \
-    --hash=sha256:32120e378d32cd9714ad503c1d024619063ec28aad2248dc6672ad13edfa5110
+zipp==4.1.0 \
+    --hash=sha256:25ad4e16390cd314347dd8f1de67a2ac538ae658ed4ab9db16029c07c188e97f \
+    --hash=sha256:4cb57381f544315db7688e976e922a2b18cdb513d21cc194eb42232ba2a3e602
     # via importlib-metadata
+
+httpx-sse==0.4.0 \
+    --hash=sha256:1e81a3a3070ce322add1d3529ed42eb5f70817f45ed6ec915ab753f961139721 \
+    --hash=sha256:f329af6eae57eaa2bdfd962b42524764af68075ea87370a2de920af5341e318f
+    # via mcp
diff --git a/sdk/python/requirements/py3.11-minimal-sdist-requirements-build.txt b/sdk/python/requirements/py3.11-minimal-sdist-requirements-build.txt
index 5a9824176cc..5d4cb44ab0e 100644
--- a/sdk/python/requirements/py3.11-minimal-sdist-requirements-build.txt
+++ b/sdk/python/requirements/py3.11-minimal-sdist-requirements-build.txt
@@ -4,95 +4,147 @@
 #
 #    pybuild-deps compile --generate-hashes --output-file=sdk/python/requirements/py3.11-minimal-sdist-requirements-build.txt sdk/python/requirements/py3.11-minimal-sdist-requirements.txt
 #
+ast-serialize==0.6.0 \
+    --hash=sha256:0067b25fce104eaae5b88383de9ab803faeb671831e14ca698b771b356e2600f \
+    --hash=sha256:085de7f62dc9cc247eb01e965a362707d1d90b1d89a82c5bf78301a60a3c417b \
+    --hash=sha256:093cb8bb91b720d8523580498d031791bb1bbaa048599c3d21085d380e11a596 \
+    --hash=sha256:113b58346f9ceb664352032770caca817d4a3c86f611c6088e6ef65ddaa70f0e \
+    --hash=sha256:13b7769970a39983b0adf2f38917b1cd3b8946f76df045756c3d741bc689f089 \
+    --hash=sha256:2d947e45cafc4b09bd7528917fa84c517654a43de173c79785574b7b3068ac24 \
+    --hash=sha256:305802f2ce2a7c4e87835078ea85c58b586ddda8095b92fe2ead9364ae19c80a \
+    --hash=sha256:32ef62ec34cf6be20ad77d4799556638fbdf187f3ae10698dfb20ef9f2c89516 \
+    --hash=sha256:3ae22a366b752ab4496191525b78b097b5b72d531752e3c1dd7e383a8f2c8a1a \
+    --hash=sha256:4d6ef91590258ada18909b9caea344dac4de2013906b035473cd674a43f4b790 \
+    --hash=sha256:4ed29121da8b3fdc291002801a1de0f76248fa07dce89157a5f277842cf6126e \
+    --hash=sha256:5337cb256dcea3df9288205213d1601581536526b8f4da44b6974f1180f3252a \
+    --hash=sha256:577a6c189068686869f5f1ddc38363f3ae1808a4753b577266f9202071a7bb66 \
+    --hash=sha256:6e15ec740436e1a0d62de848641abe5f3a2f89a7f94907d534795ac91bbacf14 \
+    --hash=sha256:6f7a408601bb3edaefb3bc67a4c01f5235e3253653b6a5729a2ee2382b35341c \
+    --hash=sha256:82c312a7844d2fdeb4d5c48bd3d215bf940dafd4704e1a9bcf252a99010a99b1 \
+    --hash=sha256:8670bfa51208a2c0c8d138928e40e998fab158f9200d53bb80c088b5b8eda7b8 \
+    --hash=sha256:897ac47b5637be41c0c07061c8a912fafa967ef1dc73fa115e4bfa70882a093b \
+    --hash=sha256:9f8a8b78b13173de6a9ec22111d9be674874cd5bdccda04f14ae5ebc2bef403a \
+    --hash=sha256:a14191beec7e0c078d2fc1f6edc0aee88bcd4db9f18e1bc9f8052b559c22dddc \
+    --hash=sha256:a4826809eb8597a8cd59fd924b6d7c285b8969a1e0007e2cb652cab62376270f \
+    --hash=sha256:a7520b672827885bafeae7501f684d14d47d17e5f45256f9df547686cca52264 \
+    --hash=sha256:aadd3ffcf4858c9726bf3515f7b199c7eadbe504f96028e4a87172c0da65a8fe \
+    --hash=sha256:b1dac4e09d341c1300ba69cdcbe62867b32a8c75d90db9bf4d083bec3b039f0b \
+    --hash=sha256:c4af9a1386166e40ed01464991806f89038a2d89782576c7774876fa77034e32 \
+    --hash=sha256:c617417f9cbb0cb144f6283c3cbe0d2e0f01beaf9f608f662b21191058a626ec \
+    --hash=sha256:c7b8b8f0c42f752ea00b2b7d7c090b3f80d9c1c5c75cadf16423790a0cc74081 \
+    --hash=sha256:c901adbd750029b9ac4ad3d6aa56853e0ad4875119fbf52b7b8298afc223828b \
+    --hash=sha256:ccd132fe8db56f61fe743b1f644d01b8d65b83248a8da506f3132bda86d6ed5e \
+    --hash=sha256:cd5b91b9e6f2356ace3a556963b0cd783b395fbbb0bb17b4defc283415466e77 \
+    --hash=sha256:cdc4e6f930b9090c2f92c9036ad12ffb8e6e44d4a5ba06f1458a05d60f203f7b \
+    --hash=sha256:dcbed41e9386059fc0261d602445ede0976c2ecec2939688bcbcb9ed0b6f28b7 \
+    --hash=sha256:e61580a69faf47e3689795367ed211f2a10fd741478cc0f36a0f128793360aad \
+    --hash=sha256:f2ff3baffc3a29c1f15bc9098aa0c09763410262d5e6cef42116f7356c184554
+    # via mypy
 calver==2025.3.31 \
     --hash=sha256:07511edf5e7fa75ae97445c8c5921240e0fe62937289a3ebe6963eddd3c691b6 \
     --hash=sha256:255d1a70bba8f97dc1eee3af4240ed35980508da69257feef94c79e5c6545fc7
     # via trove-classifiers
-cffi==2.0.0 \
-    --hash=sha256:00bdf7acc5f795150faa6957054fbbca2439db2f775ce831222b66f192f03beb \
-    --hash=sha256:07b271772c100085dd28b74fa0cd81c8fb1a3ba18b21e03d7c27f3436a10606b \
-    --hash=sha256:087067fa8953339c723661eda6b54bc98c5625757ea62e95eb4898ad5e776e9f \
-    --hash=sha256:0a1527a803f0a659de1af2e1fd700213caba79377e27e4693648c2923da066f9 \
-    --hash=sha256:0cf2d91ecc3fcc0625c2c530fe004f82c110405f101548512cce44322fa8ac44 \
-    --hash=sha256:0f6084a0ea23d05d20c3edcda20c3d006f9b6f3fefeac38f59262e10cef47ee2 \
-    --hash=sha256:12873ca6cb9b0f0d3a0da705d6086fe911591737a59f28b7936bdfed27c0d47c \
-    --hash=sha256:19f705ada2530c1167abacb171925dd886168931e0a7b78f5bffcae5c6b5be75 \
-    --hash=sha256:1cd13c99ce269b3ed80b417dcd591415d3372bcac067009b6e0f59c7d4015e65 \
-    --hash=sha256:1e3a615586f05fc4065a8b22b8152f0c1b00cdbc60596d187c2a74f9e3036e4e \
-    --hash=sha256:1f72fb8906754ac8a2cc3f9f5aaa298070652a0ffae577e0ea9bd480dc3c931a \
-    --hash=sha256:1fc9ea04857caf665289b7a75923f2c6ed559b8298a1b8c49e59f7dd95c8481e \
-    --hash=sha256:203a48d1fb583fc7d78a4c6655692963b860a417c0528492a6bc21f1aaefab25 \
-    --hash=sha256:2081580ebb843f759b9f617314a24ed5738c51d2aee65d31e02f6f7a2b97707a \
-    --hash=sha256:21d1152871b019407d8ac3985f6775c079416c282e431a4da6afe7aefd2bccbe \
-    --hash=sha256:24b6f81f1983e6df8db3adc38562c83f7d4a0c36162885ec7f7b77c7dcbec97b \
-    --hash=sha256:256f80b80ca3853f90c21b23ee78cd008713787b1b1e93eae9f3d6a7134abd91 \
-    --hash=sha256:28a3a209b96630bca57cce802da70c266eb08c6e97e5afd61a75611ee6c64592 \
-    --hash=sha256:2c8f814d84194c9ea681642fd164267891702542f028a15fc97d4674b6206187 \
-    --hash=sha256:2de9a304e27f7596cd03d16f1b7c72219bd944e99cc52b84d0145aefb07cbd3c \
-    --hash=sha256:38100abb9d1b1435bc4cc340bb4489635dc2f0da7456590877030c9b3d40b0c1 \
-    --hash=sha256:3925dd22fa2b7699ed2617149842d2e6adde22b262fcbfada50e3d195e4b3a94 \
-    --hash=sha256:3e17ed538242334bf70832644a32a7aae3d83b57567f9fd60a26257e992b79ba \
-    --hash=sha256:3e837e369566884707ddaf85fc1744b47575005c0a229de3327f8f9a20f4efeb \
-    --hash=sha256:3f4d46d8b35698056ec29bca21546e1551a205058ae1a181d871e278b0b28165 \
-    --hash=sha256:44d1b5909021139fe36001ae048dbdde8214afa20200eda0f64c068cac5d5529 \
-    --hash=sha256:45d5e886156860dc35862657e1494b9bae8dfa63bf56796f2fb56e1679fc0bca \
-    --hash=sha256:4647afc2f90d1ddd33441e5b0e85b16b12ddec4fca55f0d9671fef036ecca27c \
-    --hash=sha256:4671d9dd5ec934cb9a73e7ee9676f9362aba54f7f34910956b84d727b0d73fb6 \
-    --hash=sha256:53f77cbe57044e88bbd5ed26ac1d0514d2acf0591dd6bb02a3ae37f76811b80c \
-    --hash=sha256:5eda85d6d1879e692d546a078b44251cdd08dd1cfb98dfb77b670c97cee49ea0 \
-    --hash=sha256:5fed36fccc0612a53f1d4d9a816b50a36702c28a2aa880cb8a122b3466638743 \
-    --hash=sha256:61d028e90346df14fedc3d1e5441df818d095f3b87d286825dfcbd6459b7ef63 \
-    --hash=sha256:66f011380d0e49ed280c789fbd08ff0d40968ee7b665575489afa95c98196ab5 \
-    --hash=sha256:6824f87845e3396029f3820c206e459ccc91760e8fa24422f8b0c3d1731cbec5 \
-    --hash=sha256:6c6c373cfc5c83a975506110d17457138c8c63016b563cc9ed6e056a82f13ce4 \
-    --hash=sha256:6d02d6655b0e54f54c4ef0b94eb6be0607b70853c45ce98bd278dc7de718be5d \
-    --hash=sha256:6d50360be4546678fc1b79ffe7a66265e28667840010348dd69a314145807a1b \
-    --hash=sha256:730cacb21e1bdff3ce90babf007d0a0917cc3e6492f336c2f0134101e0944f93 \
-    --hash=sha256:737fe7d37e1a1bffe70bd5754ea763a62a066dc5913ca57e957824b72a85e205 \
-    --hash=sha256:74a03b9698e198d47562765773b4a8309919089150a0bb17d829ad7b44b60d27 \
-    --hash=sha256:7553fb2090d71822f02c629afe6042c299edf91ba1bf94951165613553984512 \
-    --hash=sha256:7a66c7204d8869299919db4d5069a82f1561581af12b11b3c9f48c584eb8743d \
-    --hash=sha256:7cc09976e8b56f8cebd752f7113ad07752461f48a58cbba644139015ac24954c \
-    --hash=sha256:81afed14892743bbe14dacb9e36d9e0e504cd204e0b165062c488942b9718037 \
-    --hash=sha256:8941aaadaf67246224cee8c3803777eed332a19d909b47e29c9842ef1e79ac26 \
-    --hash=sha256:89472c9762729b5ae1ad974b777416bfda4ac5642423fa93bd57a09204712322 \
-    --hash=sha256:8ea985900c5c95ce9db1745f7933eeef5d314f0565b27625d9a10ec9881e1bfb \
-    --hash=sha256:8eca2a813c1cb7ad4fb74d368c2ffbbb4789d377ee5bb8df98373c2cc0dee76c \
-    --hash=sha256:92b68146a71df78564e4ef48af17551a5ddd142e5190cdf2c5624d0c3ff5b2e8 \
-    --hash=sha256:9332088d75dc3241c702d852d4671613136d90fa6881da7d770a483fd05248b4 \
-    --hash=sha256:94698a9c5f91f9d138526b48fe26a199609544591f859c870d477351dc7b2414 \
-    --hash=sha256:9a67fc9e8eb39039280526379fb3a70023d77caec1852002b4da7e8b270c4dd9 \
-    --hash=sha256:9de40a7b0323d889cf8d23d1ef214f565ab154443c42737dfe52ff82cf857664 \
-    --hash=sha256:a05d0c237b3349096d3981b727493e22147f934b20f6f125a3eba8f994bec4a9 \
-    --hash=sha256:afb8db5439b81cf9c9d0c80404b60c3cc9c3add93e114dcae767f1477cb53775 \
-    --hash=sha256:b18a3ed7d5b3bd8d9ef7a8cb226502c6bf8308df1525e1cc676c3680e7176739 \
-    --hash=sha256:b1e74d11748e7e98e2f426ab176d4ed720a64412b6a15054378afdb71e0f37dc \
-    --hash=sha256:b21e08af67b8a103c71a250401c78d5e0893beff75e28c53c98f4de42f774062 \
-    --hash=sha256:b4c854ef3adc177950a8dfc81a86f5115d2abd545751a304c5bcf2c2c7283cfe \
-    --hash=sha256:b882b3df248017dba09d6b16defe9b5c407fe32fc7c65a9c69798e6175601be9 \
-    --hash=sha256:baf5215e0ab74c16e2dd324e8ec067ef59e41125d3eade2b863d294fd5035c92 \
-    --hash=sha256:c649e3a33450ec82378822b3dad03cc228b8f5963c0c12fc3b1e0ab940f768a5 \
-    --hash=sha256:c654de545946e0db659b3400168c9ad31b5d29593291482c43e3564effbcee13 \
-    --hash=sha256:c6638687455baf640e37344fe26d37c404db8b80d037c3d29f58fe8d1c3b194d \
-    --hash=sha256:c8d3b5532fc71b7a77c09192b4a5a200ea992702734a2e9279a37f2478236f26 \
-    --hash=sha256:cb527a79772e5ef98fb1d700678fe031e353e765d1ca2d409c92263c6d43e09f \
-    --hash=sha256:cf364028c016c03078a23b503f02058f1814320a56ad535686f90565636a9495 \
-    --hash=sha256:d48a880098c96020b02d5a1f7d9251308510ce8858940e6fa99ece33f610838b \
-    --hash=sha256:d68b6cef7827e8641e8ef16f4494edda8b36104d79773a334beaa1e3521430f6 \
-    --hash=sha256:d9b29c1f0ae438d5ee9acb31cadee00a58c46cc9c0b2f9038c6b0b3470877a8c \
-    --hash=sha256:d9b97165e8aed9272a6bb17c01e3cc5871a594a446ebedc996e2397a1c1ea8ef \
-    --hash=sha256:da68248800ad6320861f129cd9c1bf96ca849a2771a59e0344e88681905916f5 \
-    --hash=sha256:da902562c3e9c550df360bfa53c035b2f241fed6d9aef119048073680ace4a18 \
-    --hash=sha256:dbd5c7a25a7cb98f5ca55d258b103a2054f859a46ae11aaf23134f9cc0d356ad \
-    --hash=sha256:dd4f05f54a52fb558f1ba9f528228066954fee3ebe629fc1660d874d040ae5a3 \
-    --hash=sha256:de8dad4425a6ca6e4e5e297b27b5c824ecc7581910bf9aee86cb6835e6812aa7 \
-    --hash=sha256:e11e82b744887154b182fd3e7e8512418446501191994dbf9c9fc1f32cc8efd5 \
-    --hash=sha256:e6e73b9e02893c764e7e8d5bb5ce277f1a009cd5243f8228f75f842bf937c534 \
-    --hash=sha256:f73b96c41e3b2adedc34a7356e64c8eb96e03a3782b535e043a986276ce12a49 \
-    --hash=sha256:f93fd8e5c8c0a4aa1f424d6173f14a892044054871c771f8566e4008eaa359d2 \
-    --hash=sha256:fc33c5141b55ed366cfaad382df24fe7dcbc686de5be719b207bb248e3053dc5 \
-    --hash=sha256:fc7de24befaeae77ba923797c7c87834c73648a05a4bde34b3b7e5588973a453 \
-    --hash=sha256:fe562eb1a64e67dd297ccc4f5addea2501664954f2692b69a76449ec7913ecbf
+cffi==2.1.0 \
+    --hash=sha256:02cb7ff33ded4f1532476731f89ede53e2e488a8e6205515a82144246ffa7dcc \
+    --hash=sha256:03e9810d18c646077e501f661b682fbf5dee4676048527ca3cffe66faa9960dd \
+    --hash=sha256:0520e1f4c35f44e209cbbb421b67eec42e6a157f59444dfb6058874ff3610e5d \
+    --hash=sha256:0582a58f3051372229ca8e7f5f589f9e5632678208d8636fea3676711fdf7fe5 \
+    --hash=sha256:0611e7ebf90573a535ebdc33ae9da222d037853983e13359f580fab781ca017f \
+    --hash=sha256:0a42c688d19fca6e095a53c6a6e2295a5b050a8b289f109adab02a9e61a25de6 \
+    --hash=sha256:0a96b74cda968eebbad56d973efe5098974f0a9fb323865bf99ea1fd24e3e64c \
+    --hash=sha256:10537b1df4967ca26d21e5072d7d54188354483b91dc75058968d3f0cf13fbda \
+    --hash=sha256:11b3fb55f4f8ad92274ed26705f65d8f91457de71f5380061eb6d125a768fecd \
+    --hash=sha256:15faec4adfff450819f3aee0e2e02c812de6edb88203aa58807955db2003472a \
+    --hash=sha256:164bff1657b2a74f0b6d54e11c9b375bc97b931f2ca9c43fcf875838da1570dd \
+    --hash=sha256:1854b724d00f6654c742097d5387569021be12d3a0f770eae1df8f8acfcc6acd \
+    --hash=sha256:19c54ac121cad98450b4896fa9a43ee0180d57bc4bc911a33db6cab1efab6cd3 \
+    --hash=sha256:1b96bfe2c4bd825681b7d311ad6d9b7280a091f43e8f63da5729638083cd3bfb \
+    --hash=sha256:1e9f50d192a3e525b15a75ab5114e442d83d657b7ec29182a991bc9a88fd3a66 \
+    --hash=sha256:1ff3456eab0d889592d1936d6125bbfbc7ae4d3354a700f8bd80450a66445d4d \
+    --hash=sha256:2282cd5e38aa8accd03e99d1256af8411c84cdbee6a89d841b563fdbd1f3e50f \
+    --hash=sha256:276f20fffd7b396e12516ba8edf9509210ac248cbbc5acbc39cd512f9f59ebe6 \
+    --hash=sha256:2b71d409cccee78310ab5dec549aed052aaea483346e282c7b02362596e01bb0 \
+    --hash=sha256:2e9dabb9abcb7ad15938c7196ad5c1718a4e6d33cc79b4c0209bdb64c4a54a5c \
+    --hash=sha256:30b65779d598c370374fefabf138d456fd6f3216bfa7bedfab1ba82025b0cd93 \
+    --hash=sha256:33eb1ad83ebe8f313e0df035c406227d55a79456704a863fad9842136af5ad7d \
+    --hash=sha256:35aaea0c7ee0e58a5cd8c2fd1a48fdf7ece0d2699b7ecdda08194e9ce5dd9b3d \
+    --hash=sha256:3681e031db29958a7502f5c0c9d6bbc4c36cb20f7b104086fa642d1799631ff8 \
+    --hash=sha256:379de10ce1ba048b1448599d1b37b24caee16309d1ac98d3982fc997f768700b \
+    --hash=sha256:37f525a7e7e50c017fdebe58b787be310ad59357ae43a053943a6e1a6c526001 \
+    --hash=sha256:3b926723c13eba9f81d2ef3820d63aeceec3b2d4639906047bf675cb8a7a500d \
+    --hash=sha256:3d7f118b5adbfdfead90c25822690b02bc8074fba949bb7858bec4ebd55adb43 \
+    --hash=sha256:46b1c8db8f6122420f32d02fffb924c2fe9bc772d228c7c711748fff56aabb2b \
+    --hash=sha256:47ff3a8bfd8cb9da1af7524b965127095055654c177fcfc7578debcb015eecd0 \
+    --hash=sha256:4d433a51f1870e43a13b6732f92aaf540ff77c2015097c78556f75a2d6c030e0 \
+    --hash=sha256:4f26194e3d95e06501b942642855aed4f953d55e95d7d01b7c4483db3ecff458 \
+    --hash=sha256:510aeeeac94811b138077451da1fb18b308a5feab47dd2b603af55804155e1c8 \
+    --hash=sha256:5972433ad71a9e46516584ef60a0fda12d9dc459938d1539c3ddecf9bdc1368d \
+    --hash=sha256:5ecbd0499275d57506d397eebe1981cee87b47fcd9ef5c22cab7ed7644a39a94 \
+    --hash=sha256:6274dcb2d15cef48daa73ed1be5a40d501d74dccd0cd6db364776d12cb6ba022 \
+    --hash=sha256:63960549e4f8dc41e31accb97b975abaecfc44c03e396c093a6436763c2ea7db \
+    --hash=sha256:64c753a0f87a256020004f37a1c8c02c480e725f910f0b2a0f3f07debd1b2479 \
+    --hash=sha256:6af371f3767faeffc6ac1ef57cdfd25844403e9d3f476c5537caee499de96376 \
+    --hash=sha256:6ca4919c6e4f89aa99c42510b42cf54596892c00b3f9077f6bdd1505e24b9c8d \
+    --hash=sha256:6d194185eabd279f1c05ebe3504265ddfc5ad2b58d0714f7db9f01da592e9eb6 \
+    --hash=sha256:702c436735fbe99d59ada02a1f65cfc0d31c0ee8b7290912f8fbc5cd1e4b16c3 \
+    --hash=sha256:716ff8ec22f20b4d988b12884086bcef0fc99737043e503f7a3935a6be99b1ea \
+    --hash=sha256:762f99479dcb369f60ab9017ad4ab97a36a1dd7c1ee5a3b15db0f4b8659120cd \
+    --hash=sha256:7762faa47e8ff7eb80bd261d9a7d8eea2d8baa69de5e95b70c1f338bbe712f02 \
+    --hash=sha256:78474632761faa0fb96f30b1c928c84ebcf68713cbb80d15bab09dfe61640fde \
+    --hash=sha256:799416bae98336e400981ff6e532d67d5c709cfb30afb79865a1315f94b0e224 \
+    --hash=sha256:7d034dcffa09e9a46c93fa3a3be402096cb5354ac6e41ab8e5cc9cd8b642ad76 \
+    --hash=sha256:7d28dff1db6764108bc30788d85d61c876beff416d9a49cb9dd7c5a9f34f5804 \
+    --hash=sha256:7d3538f9c0e50670f4deb93dbb696576e60590369cae2faf7de681e597a8a1f1 \
+    --hash=sha256:7d5980a3433d4b71a5e120f9dd551403d7824e31e2e67124fe2769c404c06913 \
+    --hash=sha256:7ea6b3e2c4250ff1de21c630fe72d0f63eb95c2c32ffbf64a358cf4a8836d714 \
+    --hash=sha256:86cf8755a791f72c85dc287128cc62d4f24d392e3f1e15837245623f4a33cccc \
+    --hash=sha256:88023dfe18799507b73f1dbb0d14326a17465de1bc9c9c7655c22845e9ddc3a2 \
+    --hash=sha256:89095c1968b4ba8285840e131bf2891b09ae137fe2146905acae0354fbce1b5e \
+    --hash=sha256:8d35c139744adb3e727cd51b1a18324bbe44b8bd41bf8322bca4d41289f48eda \
+    --hash=sha256:8e74a6135550c4748af665b1b1118b6aab33b1fc6a16f9aff630af107c3b4512 \
+    --hash=sha256:8f9ec95b8a043d3dfbc74d9abc6f7baf524dd27a8dc160b0a32ff9cdab650c28 \
+    --hash=sha256:90bec57cf82089383bd06a605b3eb8daebf7e5a668520beaf6e327a83a947699 \
+    --hash=sha256:95f2954c2c9473d892eca6e0409f3568b37ab62a8eedb122461f73cc273476e3 \
+    --hash=sha256:961be50688f7fba2fa65f63712d3b9b341a22311f5253460ce933f52f0de1c8c \
+    --hash=sha256:98fff996e983a36d3aa2eca83af40c5821202e7e6f32d13ae94e3d2286f10cfe \
+    --hash=sha256:9b8f0f26ca4e7513c534d351eca551947d053fac438f2a04ac96d882909b0d3a \
+    --hash=sha256:9d72af0cf10a76a600a9690078fe31c63b9588c8e86bf9fd353f713c84b5db0f \
+    --hash=sha256:9d8272c0e483b024e1b9ad029821470ed8ec65631dbd90217469da0e7cd89f1c \
+    --hash=sha256:a016194dbe13d14ee9556e734b772d8d67b947092b268d757fd4290e3ba2dfc2 \
+    --hash=sha256:a5781494d4d400a3f47f8f1da94b324f6e6b440a53387774002890a2a2f4b50f \
+    --hash=sha256:a95b05f9baf29b91171b3a8bd2020b028835243e7b0ff6bb23e2a3c228518b1b \
+    --hash=sha256:aa7a1b53a2a4452ada2d1b5dade9960b2522f1e61293a811a077439e39029565 \
+    --hash=sha256:ac0f1a2d0cfa7eea3f2aaf006ab6e70e8feeb16b75d65b7e5939982ca2f11056 \
+    --hash=sha256:af5e2915d41fe6c961694d7bfdc8562942638200f3ce2765dfb8b745cf997629 \
+    --hash=sha256:b6422532152adf4e59b110cb2808cee7a033800952f5c036b4af047ee43199e7 \
+    --hash=sha256:b65f590ef2a44640f9a05dbb548a429b4ade77913ce683ac8b1480777658a6c0 \
+    --hash=sha256:ba00f661f8ba35d075c937174e27c2c421cec3942fd2e0ea3e66996757c0fdd9 \
+    --hash=sha256:bccbbb5ee76a61f9d99b5bf3846a51d7fca4b6a732fe46f89295610edaf41853 \
+    --hash=sha256:bf01d8c84cbea96b944c73b22182e6c7c432b3475632b8111dbfdc95ddad6e13 \
+    --hash=sha256:bf5c6cf48238b0eb4c086978c492ad1cbc22373fc5b2d7353b3a598ce6db887a \
+    --hash=sha256:c16914df9fb7f500e440e6875fa23ff5e0b31db01fa9c06af98d59a91f0dc2e4 \
+    --hash=sha256:c351efb95e832a853a29361675f33a7ce53de1a109cd73fd47af0712213aa4ce \
+    --hash=sha256:c4165821e131d6d4ca444347c2b694e2311bcfa3fe5a861cc72968f28867beac \
+    --hash=sha256:c5f5df567f6eb216de69be06ce55c8b714090fae02b18a3b40da8163b8c5fa9c \
+    --hash=sha256:c941bb58d5a6e1c3892d86e42927ed6c180302f07e6d395d08c416e594b98b46 \
+    --hash=sha256:c97f080ea627e2863524c5af3836e2270b5f5dfff1f104392b959f8df0c5d384 \
+    --hash=sha256:cb96698e3c7413d906ce83f8ffd245ec1bd94707541f299d0ce4d6b0193e982b \
+    --hash=sha256:cbb7640ce37159548d2147b5b8c241f962143d4c71231431820783f4dc78f210 \
+    --hash=sha256:cdf2448aab5f661c9315308ec8b93f4e8a1a67a3c733f8631067a2b67d5913dc \
+    --hash=sha256:d2117334c3af3bdcb9a88522b844a2bdb5efdc4f71c6c822df55486ae1c3347a \
+    --hash=sha256:d53d10f7da99ae46f7373b9150393e9c5eab9b224909982b43832668de4779f5 \
+    --hash=sha256:d9fafc5aa2e2a39aaf7f8cc0c1f044a9b07fca12e558dca53a3cc5c654ad67a7 \
+    --hash=sha256:db3eb7d46527159a878ec3460e9d40615bc25ba337d477db681aea6e4f05c5d2 \
+    --hash=sha256:dbf7c7a88e2bac086f06d14577332760bdeecc42bdec8ac4077f6260557d9326 \
+    --hash=sha256:df2b82571a1b30f58a87bf4e5a9e78d2b1eff6c6ce8fd3aa3757221f93f0863f \
+    --hash=sha256:df92f2aba50eb4d96718b68ef76f2e57a57b54f2fa62333496d16c6d585a85ca \
+    --hash=sha256:eb4e8997a49aa2c08a3e43c9045d224448b8941d88e7ac163c7d383e560cbf98 \
+    --hash=sha256:efc1cdd798b1aaf39b4610bba7aad28c9bea9b910f25c784ccf9ec1fa719d1f9 \
+    --hash=sha256:f146d154428a2523f9cc7936c02353c2459b8f6cf07d3cd1ee1c0a611109c5d5 \
+    --hash=sha256:f5bce581e6b8c235e566a14768a943b172ada3ed73537bb0c0be1edee312d4e7 \
+    --hash=sha256:f9912624a0c0b834b7520d7769b3644453aabc0a7e1c839da7359f050750e9bc \
+    --hash=sha256:fb62edb5bb52cca65fab91a63afa7561607120d26090a7e8fda6fb9f064726da \
+    --hash=sha256:ff067a8d8d880e7809e4ac88eb009bb848870115317b306666502ccad30b147f
     # via cryptography
 coherent-licensed==0.5.2 \
     --hash=sha256:d8071403ce742d3ac3592ddc4fb7057a46caffb415b928b4d52802e5f208416d \
@@ -171,46 +223,110 @@ cython==3.0.12 \
     #   pyyaml
     #   snowflake-connector-python
     #   sqlalchemy
-cython==3.2.4 \
-    --hash=sha256:02cb0cc0f23b9874ad262d7d2b9560aed9c7e2df07b49b920bda6f2cc9cb505e \
-    --hash=sha256:03893c88299a2c868bb741ba6513357acd104e7c42265809fd58dce1456a36fc \
-    --hash=sha256:14dae483ca2838b287085ff98bc206abd7a597b7bb16939a092f8e84d9062842 \
-    --hash=sha256:1a64a112a34ec719b47c01395647e54fb4cf088a511613f9a3a5196694e8e382 \
-    --hash=sha256:28b1e363b024c4b8dcf52ff68125e635cb9cb4b0ba997d628f25e32543a71103 \
-    --hash=sha256:28e8075087a59756f2d059273184b8b639fe0f16cf17470bd91c39921bc154e0 \
-    --hash=sha256:2b1f12c0e4798293d2754e73cd6f35fa5bbdf072bdc14bc6fc442c059ef2d290 \
-    --hash=sha256:31a90b4a2c47bb6d56baeb926948348ec968e932c1ae2c53239164e3e8880ccf \
-    --hash=sha256:35ab0632186057406ec729374c737c37051d2eacad9d515d94e5a3b3e58a9b02 \
-    --hash=sha256:36bf3f5eb56d5281aafabecbaa6ed288bc11db87547bba4e1e52943ae6961ccf \
-    --hash=sha256:3b6e58f73a69230218d5381817850ce6d0da5bb7e87eb7d528c7027cbba40b06 \
-    --hash=sha256:3b8e62049afef9da931d55de82d8f46c9a147313b69d5ff6af6e9121d545ce7a \
-    --hash=sha256:55b6c44cd30821f0b25220ceba6fe636ede48981d2a41b9bbfe3c7902ce44ea7 \
-    --hash=sha256:55eb425c0baf1c8a46aa4424bc35b709db22f3c8a1de33adb3ecb8a3d54ea42a \
-    --hash=sha256:64d7f71be3dd6d6d4a4c575bb3a4674ea06d1e1e5e4cd1b9882a2bc40ed3c4c9 \
-    --hash=sha256:67922c9de058a0bfb72d2e75222c52d09395614108c68a76d9800f150296ddb3 \
-    --hash=sha256:6d5267f22b6451eb1e2e1b88f6f78a2c9c8733a6ddefd4520d3968d26b824581 \
-    --hash=sha256:72e6c0bbd978e2678b45351395f6825b9b8466095402eae293f4f7a73e9a3e85 \
-    --hash=sha256:732fc93bc33ae4b14f6afaca663b916c2fdd5dcbfad7114e17fb2434eeaea45c \
-    --hash=sha256:767b143704bdd08a563153448955935844e53b852e54afdc552b43902ed1e235 \
-    --hash=sha256:83266c356c13c68ffe658b4905279c993d8a5337bb0160fa90c8a3e297ea9a2e \
-    --hash=sha256:84226ecd313b233da27dc2eb3601b4f222b8209c3a7216d8733b031da1dc64e6 \
-    --hash=sha256:869487ea41d004f8b92171f42271fbfadb1ec03bede3158705d16cd570d6b891 \
-    --hash=sha256:90f43be4eaa6afd58ce20d970bb1657a3627c44e1760630b82aa256ba74b4acb \
-    --hash=sha256:983f9d2bb8a896e16fa68f2b37866ded35fa980195eefe62f764ddc5f9f5ef8e \
-    --hash=sha256:b362819d155fff1482575e804e43e3a8825332d32baa15245f4642022664a3f4 \
-    --hash=sha256:b84d4e3c875915545f77c88dba65ad3741afd2431e5cdee6c9a20cefe6905647 \
-    --hash=sha256:ca2399dc75796b785f74fb85c938254fa10c80272004d573c455f9123eceed86 \
-    --hash=sha256:ca578c9cb872c7ecffbe14815dc4590a003bc13339e90b2633540c7e1a252839 \
-    --hash=sha256:d4b4fd5332ab093131fa6172e8362f16adef3eac3179fd24bbdc392531cb82fa \
-    --hash=sha256:e3b5ac54e95f034bc7fb07313996d27cbf71abc17b229b186c1540942d2dc28e \
-    --hash=sha256:e65e4773021f8dc8532010b4fbebe782c77f9a0817e93886e518c93bd6a44e9d \
-    --hash=sha256:e71efb20048358a6b8ec604a0532961c50c067b5e63e345e2e359fff72feaee8 \
-    --hash=sha256:f136f379a4a54246facd0eb6f1ee15c3837cb314ce87b677582ec014db4c6845 \
-    --hash=sha256:f583cad7a7eed109f0babb5035e92d0c1260598f53add626a8568b57246b62c3 \
-    --hash=sha256:f81eda419b5ada7b197bbc3c5f4494090e3884521ffd75a3876c93fbf66c9ca8 \
-    --hash=sha256:f8d685a70bce39acc1d62ec3916d9b724b5ef665b0ce25ae55e1c85ee09747fc \
-    --hash=sha256:fdfdd753ad7e18e5092b413e9f542e8d28b8a08203126090e1c15f7783b7fe57 \
-    --hash=sha256:ff9af2134c05e3734064808db95b4dd7341a39af06e8945d05ea358e1741aaed
+cython==3.1.1 \
+    --hash=sha256:011cdcbf7725f0cfc1abc55ec83d326e788050711272131daf3cc24a19c34bb2 \
+    --hash=sha256:020089f9c9f10269181f17660a2cada7d4577bd8eea24b7d2b14e6b64b6996be \
+    --hash=sha256:07621e044f332d18139df2ccfcc930151fd323c2f61a58c82f304cffc9eb5280 \
+    --hash=sha256:0de7adff5b42d2556d073e9f321c2faa639a17fb195ec1de130327f60ec209d8 \
+    --hash=sha256:0e3ccec55e2a534a712db14c6617b66f65ad149c014fad518fc3920f6edde770 \
+    --hash=sha256:0f7954b0b4b3302655d3caa6924261de5907a4e129bc22ace52fe9ae0cd5a758 \
+    --hash=sha256:10f0434916994fe213ea7749268b88d77e3ebcbd1b99542cf64bb7d180f45470 \
+    --hash=sha256:12e00b88147b03c148a95365f89dc1c45a0fc52f9c35aa75ff770ef65b615839 \
+    --hash=sha256:141ffd6279411c562f6b707adc56b63e965a4fd7f21db83f5d4fcbd8c50ac546 \
+    --hash=sha256:16d9870654946375b28280371d370d541641d1071da123d0d64d2c7ebba0cc56 \
+    --hash=sha256:23b886a6c8a50b1101ccef2f2f3dc9c699b77633ef5bb5007090226c2ad3f9c2 \
+    --hash=sha256:24c640c0746d984789fe2787a098f06cda456ef2dd78b90164d17884b350839a \
+    --hash=sha256:263cb0e497910fb5e0a361ad1393b6d728b092178afecc56e8a786f3739960c3 \
+    --hash=sha256:268420b92307ae6c5a16e3cf0e2ba1ae3c861650e992893922a0ce08db07cfdb \
+    --hash=sha256:28b174f41718a7041cfbe0f48913020875ff1aaa4793942b2451ac6d2baf3f07 \
+    --hash=sha256:307f216ed319ea07644f2ef9974406c830f01bc8e677e2147e9bfcdf9e3ca8ad \
+    --hash=sha256:3192a61c2a532d3faccdff508bc8427de9530b587888218bfc0226eb33a84e11 \
+    --hash=sha256:3fa4bd840de63509c74867b4b092541720a01db1e07351206011c34e0777dc96 \
+    --hash=sha256:402f86c00b08f875cd0990f0c4dc52eb3e0bc5d630066cdf3c798631976f1937 \
+    --hash=sha256:40f50b07c479eaf33981d81cad274c68cf9fb81dbe79cbf991f59491c88a4705 \
+    --hash=sha256:426d78565eb91d3366569b20e92b8f14bffef5f57b2acd05b60bbb9ce5c056a1 \
+    --hash=sha256:505ccd413669d5132a53834d792c707974248088c4f60c497deb1b416e366397 \
+    --hash=sha256:50ad80e2f438e9127a87c10927e6ac16a987df39c248b19ab2cd31330129be3c \
+    --hash=sha256:54a8934cb3bf13b1f8f6cbdae8e382e25a26e67de08ea6ebfd0a467131b67227 \
+    --hash=sha256:56c6768a6f601f93daab7c2487f9f110548a896a91e00a6e119445ada2575323 \
+    --hash=sha256:64915259276482fa23417b284d1fdc7e3a618ee2f819bb6ea7f974c075633df6 \
+    --hash=sha256:689c1aad373556bd2ab1aa1c2dad8939a2891465a1fbd2cbbdd42b488fb40ec8 \
+    --hash=sha256:6ea77ad1e649cec38f8622ba28dcdfbe7bf519bc132abbcf5df759b3975b5a73 \
+    --hash=sha256:7489559e6c5ecbba49d535c2e03cf77c2594a3190b6aca7da5b508ba1664a89a \
+    --hash=sha256:755a991601b27dd3555310d0f95b19a05e622a80d7b4e7a91fa6f5f3ef3f3b80 \
+    --hash=sha256:7da069ca769903c5dee56c5f7ab47b2b7b91030eee48912630db5f4f3ec5954a \
+    --hash=sha256:7e5cad896af896482240979b996bf4136b0d18dc40c56c72c5641bf0ea085dfb \
+    --hash=sha256:7fff6526bb6f4eea615663117b86de6ede0d17c477b600d3d8302be3502bd3c3 \
+    --hash=sha256:83b2af5c327f7da4f08afc34fddfaf6d24fa0c000b6b70a527c8125e493b6080 \
+    --hash=sha256:873aac4ac0b0fb197557c0ac15458b780b9221daa4a716881cbd1a9016c8459f \
+    --hash=sha256:8aaa29e763adf3496ab9d371e3caed8da5d3ce5ff8fb57433e2a2f2b5036e5c8 \
+    --hash=sha256:953046c190fa9ab9a09a546a909b847cdbb4c1fe34e9bfa4a15b6ee1585a86aa \
+    --hash=sha256:9b61b99205308c96b1162de59bd67ecadcad3d166a4a1f03a3d9e826c39cd375 \
+    --hash=sha256:9d7dc0e4d0cd491fac679a61e9ede348c64ca449f99a284f9a01851aa1dbc7f6 \
+    --hash=sha256:a19188ecd385cdc649e3fec370f38d5fd7f1651aeed0b3fb403180f38fc88e8a \
+    --hash=sha256:a585796939b09b3205b1980e4a55e745c0251e45a5c637afbcac3c6cc9ad6f90 \
+    --hash=sha256:a92f6bd395eadea6eed722a8188d3bdd49db1c9fa3c38710456d6148ab71bad7 \
+    --hash=sha256:ab644415458d782c16ba7252de9cec1e3125371641cafea2e53a8c1cf85dd58d \
+    --hash=sha256:af8f62cc9339b75fe8434325083e6a7cae88c9c21efd74bbb6ba4e3623219469 \
+    --hash=sha256:b181158b5761bdaf40f6854f016ab7ddff64d3db4fca55cb3ca0f73813dd76d6 \
+    --hash=sha256:b194a65a0fd91f305d2d1e7010f44111774a28533e1e44dd2a76e7de81a219b9 \
+    --hash=sha256:b68f1bc80387554eb43f2b62795c173bed9e37201f39dc5084ac437c90a79c9f \
+    --hash=sha256:c360823e1063784efc2335617e0f28573d7a594c5a8a05d85e850a9621cccb1f \
+    --hash=sha256:c5cb6c054daadaf01a88c8f49f3edd9e829c9b76a82cbb4269e3f9878254540b \
+    --hash=sha256:c740a10cd0f50321d048c8ca318eefb4c42b8bffef982dcd89c946d374192702 \
+    --hash=sha256:c8b8be01fd40b3e38a76c60a524f956548a3a7566e5530a833a48a695f3d6c12 \
+    --hash=sha256:cb5661941707bd41ec7a9c273d698113ac50392444f785088e9d9706c6a5937b \
+    --hash=sha256:cd748fab8e4426dbcb2e0fa2979558333934d24365e0de5672fbabfe337d880c \
+    --hash=sha256:cdf53dc4b2a13bd072d6c2c18ac073dbf0f798555bc27ba4f7546a275eb16a0f \
+    --hash=sha256:ce82070ccf92c3599d331b9eaaefd9d4562976fb86a8d6bccf05c4a0b8389f2a \
+    --hash=sha256:d14186bd96783d13b8fd0e5b289f2e137a8a25479638b73a1c7e4a99a8d70753 \
+    --hash=sha256:dee554f0a589377bdaea0eb70e212bf3f35dc6a51a2aa86c9351345e21fd2f07 \
+    --hash=sha256:dfa500fd7ae95ca152a5f8062b870532fa3e27efcef6d00612e1f28b9f72615f \
+    --hash=sha256:dff0e7dd53a0ca35b64cda843253d5cac944db26663dc097b3a1adf2c49514ad \
+    --hash=sha256:e000f0533eedf3d6dfbe30bb3c58a054c58f0a7778390342fa577a0dc47adab3 \
+    --hash=sha256:e851ab66a31794e40df1bc6f649cdc56c998c637f5a1b9410c97a90f6b6cb855 \
+    --hash=sha256:fd689910002adfac8734f237cdea1573e38345f27ed7fd445482813b65a29457
+    # via grpcio
+cython==3.2.9 \
+    --hash=sha256:114b2dee0fa1daa48a59574d848da0ff1b6bdb725a755e9b92fad14962e1ff8d \
+    --hash=sha256:1c2974742433be5c36ae1df1e761ce0063753fc2702316d5a3062b0a4e94a1df \
+    --hash=sha256:23e80bc885c599e72072e18d0746df82d394b73100c1e153cda7359e6e59fe09 \
+    --hash=sha256:2751b7c0cb13135aadcc1cc8fe223be98d458cd1132611d31675e768a5e4a2e9 \
+    --hash=sha256:2b1756ddc3bc0cd4341a515fc420c3e25e13c249f5537159b3fb0bff8d19e55c \
+    --hash=sha256:41637c644d7224d2d3170ee312077c2173693f0d4a0da1c82a0cffa3680a42dc \
+    --hash=sha256:44b7fc417933d65bf31bce00337ff318efa3ea59daed21d10fe842d41e657c08 \
+    --hash=sha256:4b1fd5a9c03f72a18618668a8e90d569442ed742f910e3ad003dcc9348e9598b \
+    --hash=sha256:4b871ad97dd7fb1cbf56f6238c54423febd310afc1d9d9bc70c69c89b7ce57fc \
+    --hash=sha256:522e277c29ebee304e73f3a78307549d09908b0c63098421a12dffc8d779fd74 \
+    --hash=sha256:56d95c0674c25f281c6ae8f1d17bd425d6c2818bb304ff781831bb5d00d04b0b \
+    --hash=sha256:57a6a78d14f7dd7d6062d9bca694e2a8c1c14113b6ceceea076abcd1161fdc5a \
+    --hash=sha256:61d4abbf84f77c8d19361d05d9f51d65d8d95e74f736eae55fa1aed8a1430469 \
+    --hash=sha256:63a42e131112072f912b66734088abc946c6bc42cb7454461a6dfdd2d09d3bae \
+    --hash=sha256:681980fcc82b346ac83bc7d59e68ca1eba74ed9576f5d8584761d0c6c68c45d0 \
+    --hash=sha256:788ea800618d20158166d09f60835aab50922ae1cfe3108c93fa72e173b7002d \
+    --hash=sha256:7c534d782757710e39f3c9582214d7a28a0d68c86e78ee3df1d729cbc270e133 \
+    --hash=sha256:7d41baea51ea00f9237f75af498577827493bca5e9b45bbd4e351543727e589a \
+    --hash=sha256:8c843dd85857cd0d0da055489f448d032866120cfb094ce16205a1ff54d06353 \
+    --hash=sha256:92989da161a7d18a7ad4baebc49289b2b77556d5a94916f90140ba26aecf6892 \
+    --hash=sha256:944dc8747f640b3527649c566a5fc75ee0c15e80642ea2fdae4fe6378e1a9d4a \
+    --hash=sha256:9d3cba9c4770cf76370fead8d2ae71bc474f3ef67ae4119e455d025726bcdc1c \
+    --hash=sha256:a2b0e87f6b80790c929308ca0831d686f7a180feab684fe8cd4a4380bd96aaca \
+    --hash=sha256:a3fc783d12202d1b064b6f125772d85f00e36e62eee6b2e415f56d8fd2d2e7b2 \
+    --hash=sha256:a5cd9c5f138cb052130b40ad3b6976d2180c35348410995812678f4636bd8f94 \
+    --hash=sha256:c6d4a92a87d238231564b5cbf27a8d1e46b7e62040c66b5ff33778a16b22295e \
+    --hash=sha256:cac792b0bde1c86d8f832e513cd061b7e682181cc5a6d843d487e6c8ae9d5fcb \
+    --hash=sha256:ccb0bc6b8437cfcb04459a02bc5ecc58bf161ea11659438945ab5a1392ee39fe \
+    --hash=sha256:d15c4d4ba8a3ad284124384f769465bfba45512aaa4c81caea8a165f79fc042a \
+    --hash=sha256:d249c9022ab13286b17bd66f30609e800c5f95efeecb06168990c7a66cecde6c \
+    --hash=sha256:ddb43637b7749b88644df4319e1c36f767e7fb71a92bb9942558c8de2f1cc5f4 \
+    --hash=sha256:e75ec625d8f8781ced690b7a2f5c2d138067711cf24bb8fb68c872c30c2fefe5 \
+    --hash=sha256:e8ec2d5a7b798c84d6779e7ca5318fd928b8fe9dd021106d714dc2e77cdc7555 \
+    --hash=sha256:e9b6ebc6c74b4318eaa4e51e520dc8b95ebc7b262953c3ecb24131104681f14e \
+    --hash=sha256:e9c39962f749bd40c6e8c5063d498bd3749947888306ffedb99a0cab3a69f995 \
+    --hash=sha256:efd54fe07f808e7e82f6a04f370457ca02e770c948f0e2f83345ccc7ec8bb829 \
+    --hash=sha256:f25b402a6f1eed34af2af57603a9aadcf594dacaced1655e925eb317fba3f337 \
+    --hash=sha256:f2fe4bc1b8fa4130563b94a3614db9ea17e92a455bed00e6a5d03eaff434b33c \
+    --hash=sha256:f815cd3387bd88ca9eeabc357ce4bdf884eef0ab2949db0fbd5e0b69fe5ee422
     # via
     #   pyarrow
     #   uvloop
@@ -251,23 +367,18 @@ flit-core==3.12.0 \
     #   sphinxcontrib-qthelp
     #   sphinxcontrib-serializinghtml
     #   tomli
+    #   truststore
     #   typing-extensions
     #   wheel
-gitdb==4.0.12 \
-    --hash=sha256:5ef71f855d191a3326fcfbc0d5da835f26b13fbcba60c32c21091c349ffdb571 \
-    --hash=sha256:67073e15955400952c6565cc3e707c554a4eea2e428946f7a4c162fab9bd9bcf
-    # via gitpython
-gitpython==3.1.49 \
-    --hash=sha256:024b0422d7f84d15cd794844e029ffebd4c5d42a7eb9b936b458697ef550a02c \
-    --hash=sha256:42f9399c9eb33fc581014bedd76049dfbaf6375aa2a5754575966387280315e1
-    # via pymilvus
 hatch-fancy-pypi-readme==25.1.0 \
     --hash=sha256:9c58ed3dff90d51f43414ce37009ad1d5b0f08ffc9fc216998a06380f01c0045 \
     --hash=sha256:ce0134c40d63d874ac48f48ccc678b8f3b62b8e50e9318520d2bffc752eedaf3
     # via
     #   attrs
     #   httpcore
+    #   httpcore2
     #   httpx
+    #   httpx2
     #   jsonschema
     #   pydantic
 hatch-vcs==0.4.0 \
@@ -287,9 +398,9 @@ hatch-vcs==0.5.0 \
     # via
     #   filelock
     #   platformdirs
-hatchling==1.29.0 \
-    --hash=sha256:50af9343281f34785fab12da82e445ed987a6efb34fd8c2fc0f6e6630dbcc1b0 \
-    --hash=sha256:793c31816d952cee405b83488ce001c719f325d9cda69f1fc4cd750527640ea6
+hatchling==1.31.0 \
+    --hash=sha256:6b48ad4068a482ed7239b3a8215bc55b47aad3345d58dfc94e553c5d2d46211b \
+    --hash=sha256:aac80bec8b6fe35e8480f1c335be8910fa210a0e6f735a139be205dadcacb544
     # via
     #   annotated-types
     #   atpublic
@@ -303,11 +414,15 @@ hatchling==1.29.0 \
     #   hatch-fancy-pypi-readme
     #   hatch-vcs
     #   httpcore
+    #   httpcore2
     #   httpx
+    #   httpx2
     #   ibis-framework
     #   jsonschema
     #   jsonschema-specifications
     #   mcp
+    #   mcp-types
+    #   opentelemetry-api
     #   platformdirs
     #   pyarrow-hotfix
     #   pydantic
@@ -394,97 +509,99 @@ libcst==1.8.6 \
     --hash=sha256:f729c37c9317126da9475bdd06a7208eb52fcbd180a6341648b45a56b4ba708b \
     --hash=sha256:fea5c7fa26556eedf277d4f72779c5ede45ac3018650721edd77fd37ccd4a2d4
     # via pyarrow
-librt==0.9.0 \
-    --hash=sha256:07cf11f769831186eeac424376e6189f20ace4f7263e2134bdb9757340d84d4d \
-    --hash=sha256:0a09c2f5869649101738653a9b7ab70cf045a1105ac66cbb8f4055e61df78f2d \
-    --hash=sha256:0a1be03168b2691ba61927e299b352a6315189199ca18a57b733f86cb3cc8d38 \
-    --hash=sha256:0b73e4266307e51c95e09c0750b7ec383c561d2e97d58e473f6f6a209952fbb8 \
-    --hash=sha256:15cb151e52a044f06e54ac7f7b47adbfc89b5c8e2b63e1175a9d587c43e8942a \
-    --hash=sha256:194fc1a32e1e21fe809d38b5faea66cc65eaa00217c8901fbdb99866938adbdb \
-    --hash=sha256:1bf465d1e5b0a27713862441f6467b5ab76385f4ecf8f1f3a44f8aa3c695b4b6 \
-    --hash=sha256:1c587494461ebd42229d0f1739f3aa34237dd9980623ecf1be8d3bcba79f4499 \
-    --hash=sha256:224b9727eb8bc188bc3bcf29d969dba0cd61b01d9bac80c41575520cc4baabb2 \
-    --hash=sha256:22a904cbdb678f7cb348c90d543d3c52f581663d687992fee47fd566dcbf5285 \
-    --hash=sha256:2b8f5d00b49818f4e2b1667db994488b045835e0ac16fe2f924f3871bd2b8ac5 \
-    --hash=sha256:2c3786f0f4490a5cd87f1ed6cefae833ad6b1060d52044ce0434a2e85893afd0 \
-    --hash=sha256:2d03fa4fd277a7974c1978c92c374c57f44edeee163d147b477b143446ad1bf6 \
-    --hash=sha256:2f8e12706dcb8ff6b3ed57514a19e45c49ad00bcd423e87b2b2e4b5f64578443 \
-    --hash=sha256:3be322a15ee5e70b93b7a59cfd074614f22cc8c9ff18bd27f474e79137ea8d3b \
-    --hash=sha256:3cc2917258e131ae5f958a4d872e07555b51cb7466a43433218061c74ef33745 \
-    --hash=sha256:3f05d145df35dca5056a8bc3838e940efebd893a54b3e19b2dda39ceaa299bcb \
-    --hash=sha256:3fe56e80badb66fdcde06bef81bbaa5bfcf6fbd7aefb86222d9e369c38c6b228 \
-    --hash=sha256:42ff8a962554c350d4a83cf47d9b7b78b0e6ff7943e87df7cdfc97c07f3c016f \
-    --hash=sha256:451daa98463b7695b0a30aa56bf637831ea559e7b8101ac2ef6382e8eb15e29c \
-    --hash=sha256:465814ab157986acb9dfa5ccd7df944be5eefc0d08d31ec6e8d88bc71251d845 \
-    --hash=sha256:4c4d0440a3a8e31d962340c3e1cc3fc9ee7febd34c8d8f770d06adb947779ea5 \
-    --hash=sha256:4e3dda8345307fd7306db0ed0cb109a63a2c85ba780eb9dc2d09b2049a931f9c \
-    --hash=sha256:5093043afb226ecfa1400120d1ebd4442b4f99977783e4f4f7248879009b227f \
-    --hash=sha256:5112c2fb7c2eefefaeaf5c97fec81343ef44ee86a30dcfaa8223822fba6467b4 \
-    --hash=sha256:527b5b820b47a09e09829051452bb0d1dd2122261254e2a6f674d12f1d793d54 \
-    --hash=sha256:54d412e47c21b85865676ed0724e37a89e9593c2eee1e7367adf85bfad56ffb1 \
-    --hash=sha256:56d65b583cf43b8cf4c8fbe1e1da20fa3076cc32a1149a141507af1062718236 \
-    --hash=sha256:5ca8e133d799c948db2ab1afc081c333a825b5540475164726dcbf73537e5c2f \
-    --hash=sha256:603138ee838ee1583f1b960b62d5d0007845c5c423feb68e44648b1359014e27 \
-    --hash=sha256:63c12efcd160e1d14da11af0c46c0217473e1e0d2ae1acbccc83f561ea4c2a7b \
-    --hash=sha256:657f8ba7b9eaaa82759a104137aed2a3ef7bc46ccfd43e0d89b04005b3e0a4cc \
-    --hash=sha256:66b58fed90a545328e80d575467244de3741e088c1af928f0b489ebec3ef3858 \
-    --hash=sha256:6788207daa0c19955d2b668f3294a368d19f67d9b5f274553fd073c1260cbb9f \
-    --hash=sha256:703f4ae36d6240bfe24f542bac784c7e4194ec49c3ba5a994d02891649e2d85b \
-    --hash=sha256:7202bdcac47d3a708271c4304a474a8605a4a9a4a709e954bf2d3241140aa938 \
-    --hash=sha256:756775d25ec8345b837ab52effee3ad2f3b2dfd6bbee3e3f029c517bd5d8f05a \
-    --hash=sha256:78042f6facfd98ecb25e9829c7e37cce23363d9d7c83bc5f72702c5059eb082b \
-    --hash=sha256:789fff71757facc0738e8d89e3b84e4f0251c1c975e85e81b152cdaca927cc2d \
-    --hash=sha256:7bc30ad339f4e1a01d4917d645e522a0bc0030644d8973f6346397c93ba1503f \
-    --hash=sha256:7d429bdd4ac0ab17c8e4a8af0ed2a7440b16eba474909ab357131018fe8c7e71 \
-    --hash=sha256:7d5c8a5929ac325729f6119802070b561f4db793dffc45e9ac750992a4ed4d22 \
-    --hash=sha256:7e6274fd33fc5b2a14d41c9119629d3ff395849d8bcbc80cf637d9e8d2034da8 \
-    --hash=sha256:80b25c7b570a86c03b5da69e665809deb39265476e8e21d96a9328f9762f9990 \
-    --hash=sha256:81107843ed1836874b46b310f9b1816abcb89912af627868522461c3b7333c0f \
-    --hash=sha256:8494cfc61e03542f2d381e71804990b3931175a29b9278fdb4a5459948778dc2 \
-    --hash=sha256:850d6d03177e52700af605fd60db7f37dcb89782049a149674d1a9649c2138fd \
-    --hash=sha256:8c6bc1384d9738781cfd41d09ad7f6e8af13cfea2c75ece6bd6d2566cdea2076 \
-    --hash=sha256:90904fac73c478f4b83f4ed96c99c8208b75e6f9a8a1910548f69a00f1eaa671 \
-    --hash=sha256:90e6d5420fc8a300518d4d2288154ff45005e920425c22cbbfe8330f3f754bd9 \
-    --hash=sha256:928bd06eca2c2bbf4349e5b817f837509b0604342e65a502de1d50a7570afd15 \
-    --hash=sha256:9b3e3bc363f71bda1639a4ee593cb78f7fbfeacc73411ec0d4c92f00730010a4 \
-    --hash=sha256:9edcc35d1cae9fd5320171b1a838c7da8a5c968af31e82ecc3dff30b4be0957f \
-    --hash=sha256:9fcb461fbf70654a52a7cc670e606f04449e2374c199b1825f754e16dacfedd8 \
-    --hash=sha256:a0951822531e7aee6e0dfb556b30d5ee36bbe234faf60c20a16c01be3530869d \
-    --hash=sha256:a361c9434a64d70a7dbb771d1de302c0cc9f13c0bffe1cf7e642152814b35265 \
-    --hash=sha256:a4b25c6c25cac5d0d9d6d6da855195b254e0021e513e0249f0e3b444dc6e0e61 \
-    --hash=sha256:a5af136bfba820d592f86c67affcef9b3ff4d4360ac3255e341e964489b48519 \
-    --hash=sha256:a81eea9b999b985e4bacc650c4312805ea7008fd5e45e1bf221310176a7bcb3a \
-    --hash=sha256:a9c63e04d003bc0fb6a03b348018b9a3002f98268200e22cc80f146beac5dc40 \
-    --hash=sha256:aa95738a68cedd3a6f5492feddc513e2e166b50602958139e47bbdd82da0f5a7 \
-    --hash=sha256:b0a2040f801406b93657a70b72fa12311063a319fee72ce98e1524da7200171f \
-    --hash=sha256:b8bd70d5d816566a580d193326912f4a76ec2d28a97dc4cd4cc831c0af8e330e \
-    --hash=sha256:b8da9f8035bb417770b1e1610526d87ad4fc58a2804dc4d79c53f6d2cf5a6eb9 \
-    --hash=sha256:bc5518873822d2faa8ebdd2c1a4d7c8ef47b01a058495ab7924cb65bdbf5fc9a \
-    --hash=sha256:c0d620e74897f8c2613b3c4e2e9c1e422eb46d2ddd07df540784d44117836af3 \
-    --hash=sha256:c2640e23d2b7c98796f123ffd95cf2022c7777aa8a4a3b98b36c570d37e85eee \
-    --hash=sha256:c81aef782380f0f13ead670aae01825eb653b44b046aa0e5ebbb79f76ed4aa11 \
-    --hash=sha256:d4d16b608a1c43d7e33142099a75cd93af482dadce0bf82421e91cad077157f4 \
-    --hash=sha256:d69fc39e627908f4c03297d5a88d9284b73f4d90b424461e32e8c2485e21c283 \
-    --hash=sha256:d9da80e5b04acce03ced8ba6479a71c2a2edf535c2acc0d09c80d2f80f3bad15 \
-    --hash=sha256:dd2c7e082b0b92e1baa4da28163a808672485617bc855cc22a2fd06978fa9084 \
-    --hash=sha256:de7dac64e3eb832ffc7b840eb8f52f76420cde1b845be51b2a0f6b870890645e \
-    --hash=sha256:e0785c2fb4a81e1aece366aa3e2e039f4a4d7d21aaaded5227d7f3c703427882 \
-    --hash=sha256:e306d956cfa027fe041585f02a1602c32bfa6bb8ebea4899d373383295a6c62f \
-    --hash=sha256:e78fb7419e07d98c2af4b8567b72b3eaf8cb05caad642e9963465569c8b2d87e \
-    --hash=sha256:e9002e98dcb1c0a66723592520decd86238ddcef168b37ff6cfb559200b4b774 \
-    --hash=sha256:e94cbc6ad9a6aeea46d775cbb11f361022f778a9cc8cc90af653d3a594b057ce \
-    --hash=sha256:eea1b54943475f51698f85fa230c65ccac769f1e603b981be060ac5763d90927 \
-    --hash=sha256:f100bfe2acf8a3689af9d0cc660d89f17286c9c795f9f18f7b62dd1a6b247ae6 \
-    --hash=sha256:f162af66a2ed3f7d1d161a82ca584efd15acd9c1cff190a373458c32f7d42118 \
-    --hash=sha256:f24b90b0e0c8cc9491fb1693ae91fe17cb7963153a1946395acdbdd5818429a4 \
-    --hash=sha256:f29b68cd9714531672db62cc54f6e8ff981900f824d13fa0e00749189e13778e \
-    --hash=sha256:f38bc489037eca88d6ebefc9c4d41a4e07c8e8b4de5188a9e6d290273ad7ebb1 \
-    --hash=sha256:f3fd278f5e6bf7c75ccd6d12344eb686cc020712683363b66f46ac79d37c799f \
-    --hash=sha256:f4003f70c56a5addd6aa0897f200dd59afd3bf7bcd5b3cce46dd21f925743bc2 \
-    --hash=sha256:f48c963a76d71b9d7927eb817b543d0dccd52ab6648b99d37bd54f4cd475d856 \
-    --hash=sha256:f819e0c6413e259a17a7c0d49f97f405abadd3c2a316a3b46c6440b7dbbedbb1 \
-    --hash=sha256:fc5758e2b7a56532dc33e3c544d78cbaa9ecf0a0f2a2da2df882c1d6b99a317f \
-    --hash=sha256:fcbdf2a9ca24e87bbebb47f1fe34e531ef06f104f98c9ccfc953a3f3344c567a
+librt==0.13.0 \
+    --hash=sha256:05d96b80b95d3a2721b619f8982b8558848b04875bb4772fd54842b59f61dd97 \
+    --hash=sha256:0763ca2ab66058174f9dee426dc64f5e0a89c24a7df8d3fe3f1836c04e25de4b \
+    --hash=sha256:091b60a4d2174fc1ec5c34cdc0b72efb6224753d76b7da61ebeab7a191aec8bd \
+    --hash=sha256:0b795f5fc70fbbb787ceaf79bb3a0d627bcc33c53de51741755263ec406b775a \
+    --hash=sha256:0d38604854e8d22faadf683ec6c02bb0f886e2ba56ef981a1c36ee275f21ea22 \
+    --hash=sha256:109b84a9edf69ad89dc1f66358659e14a031baca95e3e5b0060bd903ede8efd6 \
+    --hash=sha256:1304368a3e7ffc3e9db986796cc5326fdb5943a3567ecc137cff318e4240c0e7 \
+    --hash=sha256:17221a7569f8f292aa0014226e48aa25b8c2b08da18088cd230953d0ea0f9cd1 \
+    --hash=sha256:1b5a7bbff495baedbd9b916c367d66854008f8f3b575908ded477c499dc60082 \
+    --hash=sha256:1ce61b3746545029d4f5c17d6bd74b676254ad98433086c846ffb5e8fa73f007 \
+    --hash=sha256:1d2a610c14ac0d0750ee0a3ab8548e83155258387891caaca04def4bf7289781 \
+    --hash=sha256:21b7ac084f701a9cdff6139745a6620579d65a9379ac2d9d50a86368b109e63c \
+    --hash=sha256:22034924f5b42d5a56371cf271771bfeaabf235a7a8b6264bef2d20013f786c6 \
+    --hash=sha256:25218d94b1d2cbc0ba1d8a3f9dc9af578d9646e5ed16443a70cde1dfdcce6d71 \
+    --hash=sha256:2608d3b39f9e0b4a66a130d9150c615cba40a5090d25eeeaa225e0e46de8c0ac \
+    --hash=sha256:260c33e92263fa629b4f6d3c51967a1c2158fe6c33237aaa3ebeac586b085259 \
+    --hash=sha256:2e56ea4ee4df77585a6b5c138f6538680886024fa559f5b55bd14b12e98e67b2 \
+    --hash=sha256:2f281549a4c52ac7bb97997f14353f8bd0e53a34ca0dad1c905cfd0b4a58ae99 \
+    --hash=sha256:301067672387902c55f94b51d5022304b36c966ea9fe1f21caab99a9bef487c9 \
+    --hash=sha256:30536798f4504c0fad0885b1d371b0539abb081e4570c9d7c641cb51141b49f0 \
+    --hash=sha256:32c26893cd085c1efe83219e78d866da23fb20a066101b8f68210004361d224c \
+    --hash=sha256:34bc7938b9fdf14fe32a406c19c71faf894c5cee7e7474bd0be2f17200b82d14 \
+    --hash=sha256:34e47058fcc69a313293d6dee94216a4f30c929ae6f2476e58c5ba635aa639d5 \
+    --hash=sha256:3657346f867469e962549435aa05fd15330b1d6a92829f8e27988e194382d005 \
+    --hash=sha256:36b306a623aaad96fe4b378692b54f9c0789fccd833b9851753d5fbf6138cfde \
+    --hash=sha256:371f7ce73026815dafd51c50ce38416e91428b28c4b2ec97cd39271164b0045c \
+    --hash=sha256:375f5af8f99cbaa99dd293af986e3d57caabc9ba81a5d3f021603764854197a1 \
+    --hash=sha256:387e2f1d27e89bffe0d3f520f0da0662c973fd607ca16c1808f8a5085419485e \
+    --hash=sha256:3aaedf52171bee90860704c560bc798fe83b76247df47568e0197e9b13c735a0 \
+    --hash=sha256:3dbb2a31882456cadc7053378e81ad7ed7693db4ac9f98ab5f81ef034aa8ec9f \
+    --hash=sha256:4000d961ff9598ac6ea603c6c836a5ed49bc205ade5fc378b998dfe1e2c36628 \
+    --hash=sha256:40ccd13c252d3fe473ffc8a57be7565abc8b64cf1b108344c859d5164f7f3e0c \
+    --hash=sha256:46c330e82565962c761dbce7941be2cff7db674ee807455a8d0cadc5f9b759b0 \
+    --hash=sha256:4f6db193d2e5e0ed60359b9a5a682cd67205d0d3b1e459a867dd4b5c4e7eaa7a \
+    --hash=sha256:531b2df3e9fe96b1fcf73a6d165921e4656be5f58d631d384ebce344298368db \
+    --hash=sha256:54dab44a847d5ad1acd05c8a83fe518ae685516ecf4d3f7cc6e3df2a66767650 \
+    --hash=sha256:5929da1981a46bcf4b28b1b9499905f0ff58e2419da402a048234e9783acbc4b \
+    --hash=sha256:5f31b0aa13c9b04370d4da6be1ab7779776b3a075cceb6747a39a4be85fe1e40 \
+    --hash=sha256:5fdcf34f86de8fb66d7dc7589f96ba91c4aa46671200d400e6fd6f109a483f18 \
+    --hash=sha256:66c0e7e6b02a155576df2c77ec933a70b72da726e248c494abf690923e624348 \
+    --hash=sha256:66cb1138f384a191a6d75f986064841fcfdc0cea98f7bd9c9ab9b38049917588 \
+    --hash=sha256:68a5faee4bba381cb93b5961f684a514cf0053cb92308ff9c792c2fea0b174c6 \
+    --hash=sha256:6bf6a559ffe4a93bbea6cf31ddf01a7fd9ba342ef51f27beb178e318b74acd61 \
+    --hash=sha256:70d9c62a4cffd9f23396cd5ef93fc5d11b31596b9b7d6306074abe3d5fcf09bd \
+    --hash=sha256:791aa18a373b90da8ac3c44fc77544f33fdf53ae403acdce9b39f1c26b4a3b94 \
+    --hash=sha256:79e44cff71750d299d61a678e49995b0d5935a9cda238c2574daeca3ba536927 \
+    --hash=sha256:7db9a3ff32ef5f7d1703d93831a3316cdf0b537de6a1cc03cc8fdd09b9194e89 \
+    --hash=sha256:860bd1d8ba48456ce08feaf8d343a8aaeb2fa086f2bcaa2a923fa3f7a3ff9aa3 \
+    --hash=sha256:9320d34c3376ae204b2cd176e8d4883a013934e0aef822f1aed9c536490c275d \
+    --hash=sha256:93d24ebb82aa4420b1409c389e7857bc35bd0b668007ac8172427d5c73cc8cc5 \
+    --hash=sha256:94b85d664d777bab6c0d709416cb42938251fda9e221b79e3a2215d85df5f4f9 \
+    --hash=sha256:96bad8725a4f196a798366c25ce075d1f7543a4ec045ffc13e6a7ec095cdab04 \
+    --hash=sha256:9af313c66157a69dc69ea0059a66961692250e0dc95af9c385a48ffb770a0d16 \
+    --hash=sha256:9c5d02b89de5acd0379a51ec44a89476fb03df6145442e1c8ecd6bee2f91b176 \
+    --hash=sha256:9e786428f291dd2d2f1cbfc0e0caa45a2e395fab0ad3e2c9314daa8873414390 \
+    --hash=sha256:9f836c37478f167a81200d8c8b2c920a22224564bed2c23d7aeec760965c367a \
+    --hash=sha256:9fd35e95ab5e45c3901d37110263c7db85a961110f5460588fe37f8c131f88a7 \
+    --hash=sha256:a001519c315d5db40710f2665d32c4791f1d4779fc96a9423fd18d92c8b9ac7b \
+    --hash=sha256:a3762e75fcac8c9e4dacaaf438bffd9003e2ca2c531b756f3c0035deefa674c8 \
+    --hash=sha256:a38fb81d8376dfa2f8963b265fec07637802b0d01e2a127c19c66cb070fb24f5 \
+    --hash=sha256:a3dfe4edf10e8ed7e55b026a8bfc2c2a8704218b659cd4bffdf604fab966dc39 \
+    --hash=sha256:a4517d47b2b8af26975a406fba7d314de9696d864252e0257c6ea90238cfe27f \
+    --hash=sha256:a468951af16155824e88bdd8326ebe5bdb371f3ec0ac04642994b98201d914f3 \
+    --hash=sha256:a6e556d6aba31c93dd97ce661d66614d2429c0a3923f9dc8f0af7e8df10223a4 \
+    --hash=sha256:ac04bcd3328eb91d99dfedf6a60d9c1f15d3434e6f6daf922f0420f7d90b85c7 \
+    --hash=sha256:ae01d8512cc17079e53425635327dbf3f7ff57a42c00dec348bf79791c56444c \
+    --hash=sha256:b15e26cc0fe622d0c67e98bee6ef6bc8f792e20ee3006aa12627a00463d9399f \
+    --hash=sha256:b222493da6e7b6199db9bd79502436cf5a27da3c1f7fa83c7e285444fc93fd03 \
+    --hash=sha256:c3cd253cf32fe4f4662960d6bf7d55cb8be0c31a5d644a4d48aeafebaff3409a \
+    --hash=sha256:c6014e3c80f9c1fe268ef8b0e0ef113bac672cc032f2f93866e7ddad4f3e663d \
+    --hash=sha256:c718e99a0992127af84385378460db624103b559ab260435abcfe77a4e4ed1c1 \
+    --hash=sha256:c7897db4e95e22468bdda33d8e012ceacd0182abf001e6389d763f0def6286b9 \
+    --hash=sha256:cb8a1adce42d8b75485a5d56a9623a50bcab995b6079f1dac59fc44034dd93d9 \
+    --hash=sha256:cc99dfb62b23c9207c33d0be8a2e2af7a42e21e6ea388b380a0c948c7b88953b \
+    --hash=sha256:d4c8d9bd5abce34b2e75edb3bf37ab0f34e49b1f915a40ae8468eb7c85bc5b46 \
+    --hash=sha256:d4cb6fbfdf874340ab5e51450753c0f817b6958a3621125ee695bbc3de866566 \
+    --hash=sha256:d63bae12a8aeb51380be3438e4dc4bd27354d0f8e19166b2f44e3e94d6f552dc \
+    --hash=sha256:d6fb0eaa108814581c4d3bfbd068c3fb6757812a81415008d1bae08267cca360 \
+    --hash=sha256:d9188caac26e47671b52836a5e2a49873a7fc11c673b0c122d22515f98bc14e1 \
+    --hash=sha256:db327e7271e653c32040b85ae6188059c924b57d7e1e29f935523fa017cd4e82 \
+    --hash=sha256:dbdd5b6509d0c2a8fe72cf494c299a61dbd58142a90a4190664ae159e4a7b547 \
+    --hash=sha256:e4f9b472e7d308d94b62c801982065661158c6ed02790d6c7ddb4337cea0f9c1 \
+    --hash=sha256:e54a315caf843c8d77e388cadc56ea9ded569935ee2d2347d7ea94992e5aa6fa \
+    --hash=sha256:f125f5d46b20f89dc5587a55cc416b4ba2a5b2ffda36d048ee120e17598a653a \
+    --hash=sha256:f19e181de5b3a1148bb3420b8c4b0b0ea0fce6950099724ad151d6cea5acc180 \
+    --hash=sha256:f1f9cc4d09a46d9cb3c2063ae100629d3f52a6517c3c08c2f4c9828261883929 \
+    --hash=sha256:f26629539d4893c2957a16c41bb058e1e135c1f150f6a2e25ed047f64cf3f5c6 \
+    --hash=sha256:f2a7253458e34f33543551394ae4fe104b497ec2a65ac266074de64c1df82e37 \
+    --hash=sha256:f40e56b61b41be5f7dec938cfeffd660668cf4b5e72c78e7bd671d66b7bc2c79 \
+    --hash=sha256:f442e3954b1addc759faae22a7c9a3f1e16d7d1db3f484279dc27d62e06968fa \
+    --hash=sha256:fadc63331f4388c3dc90090448f682a7e9feafc11481391c1e94f2f907a3976e \
+    --hash=sha256:fc67741da44c6eaa90e01eafb586bbba9b51eb5b6ed381ee6f5ae72eb3316d21
     # via mypy
 markupsafe==3.0.3 \
     --hash=sha256:0303439a41979d9e74d18ff5e2dd8c43ed6c6001fd40e5bf2e43f7bd9bbc523f \
@@ -577,23 +694,25 @@ markupsafe==3.0.3 \
     --hash=sha256:f9e130248f4462aaa8e2552d547f36ddadbeaa573879158d721bbd33dfe4743a \
     --hash=sha256:fed51ac40f757d41b7c48425901843666a6677e3e8eb0abcff09e4ba6e664f50
     # via jinja2
-maturin==1.13.1 \
-    --hash=sha256:001741c6cff56aa8ea59a0d78ae990c0550d0e3e82b00b683eedb4158a8ef7e6 \
-    --hash=sha256:01c845825c917c07c1d0b2c9032c59c16a7d383d1e649a46481d3e5693c2750f \
-    --hash=sha256:2839024dcd65776abb4759e5bca29941971e095574162a4d335191da4be9ff24 \
-    --hash=sha256:3da18cccf2f683c0977bff9146a0908d6ffce836d600665736ac01679f588cb9 \
-    --hash=sha256:416e4e01cb88b798e606ee43929df897e42c1647b722ef68283816cca99a8742 \
-    --hash=sha256:6b1e5916a253243e8f5f9e847b62bbc98420eec48c9ce2e2e8724c6da89d359b \
-    --hash=sha256:72888e87819ce546d0d2df900e4b385e4ef299077d92ee37b48923a5602dae94 \
-    --hash=sha256:98b5fcf1a186c217830a8295ecc2989c6b1cf50945417adfc15252107b9475b7 \
-    --hash=sha256:9a87ff3b8e4d1c6eac33ebfe8e261e8236516d98d45c0323550621819b5a1a2f \
-    --hash=sha256:a2017d2281203d0c6570240e7d746564d766d756105823b7de68bda6ae722711 \
-    --hash=sha256:c1490584f3c70af45466ee99065b49e6657ebdccac6b10571bb44681309c9396 \
-    --hash=sha256:c6a720b252c99de072922dbe4432ab19662b6f80045b0355fec23bdfccb450da \
-    --hash=sha256:dc91031e0619c1e28730279ef9ee5f106c9b9ec806b013f888676b242f892eb7 \
-    --hash=sha256:f69093ed4a0e6464e52a7fc26d714f859ce15630ec8070743398c6bf41f38a9e
+maturin==1.14.1 \
+    --hash=sha256:15cea8fcb3ba47dd636f50092bb34baea8b04ac777392f23e6bf8a9a61efb894 \
+    --hash=sha256:1a04de0a20188f95c721b5702eed18140bdcccb28c386797093eca3f62f4d4e0 \
+    --hash=sha256:3c9f94640ecc4895e94abaf834a0684430032c865b2748a36c12461fd9252fdd \
+    --hash=sha256:522292398945442cdafa9daeb2271b2340fbde57027b818f923f88eab04174f8 \
+    --hash=sha256:5282dffd4b539d2be245f4e5b1a5ab6bc1033b58f4a4872f5833f9d43c954aa4 \
+    --hash=sha256:994a0c8ba3ad8a92b3a9ee1b02645d200d610216b15cff5102b0fe65e8e08666 \
+    --hash=sha256:9d6577a62cd08e0ceba7a0db06fb098e0c9b1b3429bad747a4f3a18215a1b3df \
+    --hash=sha256:a131d912b5267e640bc96d70f4914e10590aed64082ec9abacba7cea52004224 \
+    --hash=sha256:be18fc568fb76884c0205456336892a75105ec398e6b667cd777c6268bd06d69 \
+    --hash=sha256:be80866363e605d137991b491a741a84cde9ae350183c4c85f49690ca9aaaa65 \
+    --hash=sha256:cd457cd88961156e26379e1155bd287cc0ec1c8b2f1582b0660fb31b87c8842d \
+    --hash=sha256:dfc54ae32e6fcb18302193ab9a30b0b25eefffba994ae13238974805533ef75e \
+    --hash=sha256:f3306078070c1508fd715b9116070cbcaff5959024272a9f1e6f5cb29768b86c \
+    --hash=sha256:ffe5ad71f21d1e6603c4dd75f7fee34adf5ed5ebcebb692886549888ebb329ed
     # via
+    #   ast-serialize
     #   cryptography
+    #   orjson
     #   pydantic-core
     #   rpds-py
     #   watchfiles
@@ -601,9 +720,9 @@ meson-python==0.15.0 \
     --hash=sha256:3ae38253ff02b2e947a05e362a2eaf5a9a09d133c5666b4123399ee5fbf2e591 \
     --hash=sha256:fddb73eecd49e89c1c41c87937cd89c2d0b65a1c63ba28238681d4bd9484d26f
     # via pandas
-meson-python==0.19.0 \
-    --hash=sha256:67b5906c37404396d23c195e12c8825506074460d4a2e7083266b845d14f0298 \
-    --hash=sha256:9959d198aa69b57fcfd354a34518c6f795b781a73ed0656f4d01660160cc2553
+meson-python==0.20.0 \
+    --hash=sha256:6a744cf0c09e76ecbdc58cfa374b48c8902dac1b74479628238634efbf36aec9 \
+    --hash=sha256:6d9726ae6cd37e22f210c74b364b30180a68c20442e97ff09f3c566a414af738
     # via numpy
 meson==1.7.1 \
     --hash=sha256:155780a5be87f6dd7f427ad8bcbf0f2b2c5f62ee5fdacca7caa9de8439a24b89 \
@@ -615,79 +734,79 @@ mypy-extensions==1.1.0 \
     --hash=sha256:1be4cccdb0f2482337c4743e60421de3a356cd97508abadd57d47403e94f5505 \
     --hash=sha256:52e68efc3284861e772bbcd66823fde5ae21fd2fdb51c62a211403730b916558
     # via mypy
-numpy==2.4.4 \
-    --hash=sha256:07077278157d02f65c43b1b26a3886bce886f95d20aabd11f87932750dfb14ed \
-    --hash=sha256:08f2e31ed5e6f04b118e49821397f12767934cfdd12a1ce86a058f91e004ee50 \
-    --hash=sha256:0aec54fd785890ecca25a6003fd9a5aed47ad607bbac5cd64f836ad8666f4959 \
-    --hash=sha256:0d35aea54ad1d420c812bfa0385c71cd7cc5bcf7c65fed95fc2cd02fe8c79827 \
-    --hash=sha256:0d4e437e295f18ec29bc79daf55e8a47a9113df44d66f702f02a293d93a2d6dd \
-    --hash=sha256:0dfd3f9d3adbe2920b68b5cd3d51444e13a10792ec7154cd0a2f6e74d4ab3233 \
-    --hash=sha256:1378871da56ca8943c2ba674530924bb8ca40cd228358a3b5f302ad60cf875fc \
-    --hash=sha256:15716cfef24d3a9762e3acdf87e27f58dc823d1348f765bbea6bef8c639bfa1b \
-    --hash=sha256:19710a9ca9992d7174e9c52f643d4272dcd1558c5f7af7f6f8190f633bd651a7 \
-    --hash=sha256:23cbfd4c17357c81021f21540da84ee282b9c8fba38a03b7b9d09ba6b951421e \
-    --hash=sha256:2483e4584a1cb3092da4470b38866634bafb223cbcd551ee047633fd2584599a \
-    --hash=sha256:27a8d92cd10f1382a67d7cf4db7ce18341b66438bdd9f691d7b0e48d104c2a9d \
-    --hash=sha256:28a650663f7314afc3e6ec620f44f333c386aad9f6fc472030865dc0ebb26ee3 \
-    --hash=sha256:2aa0613a5177c264ff5921051a5719d20095ea586ca88cc802c5c218d1c67d3e \
-    --hash=sha256:2c194dd721e54ecad9ad387c1d35e63dce5c4450c6dc7dd5611283dda239aabb \
-    --hash=sha256:2d19e6e2095506d1736b7d80595e0f252d76b89f5e715c35e06e937679ea7d7a \
-    --hash=sha256:2d390634c5182175533585cc89f3608a4682ccb173cc9bb940b2881c8d6f8fa0 \
-    --hash=sha256:30caa73029a225b2d40d9fae193e008e24b2026b7ee1a867b7ee8d96ca1a448e \
-    --hash=sha256:42c16925aa5a02362f986765f9ebabf20de75cdefdca827d14315c568dcab113 \
-    --hash=sha256:45dbed2ab436a9e826e302fcdcbe9133f9b0006e5af7168afb8963a6520da103 \
-    --hash=sha256:4636de7fd195197b7535f231b5de9e4b36d2c440b6e566d2e4e4746e6af0ca93 \
-    --hash=sha256:4a19d9dba1a76618dd86b164d608566f393f8ec6ac7c44f0cc879011c45e65af \
-    --hash=sha256:4bbc7f303d125971f60ec0aaad5e12c62d0d2c925f0ab1273debd0e4ba37aba5 \
-    --hash=sha256:4d6d57903571f86180eb98f8f0c839fa9ebbfb031356d87f1361be91e433f5b7 \
-    --hash=sha256:4e874c976154687c1f71715b034739b45c7711bec81db01914770373d125e392 \
-    --hash=sha256:51fc224f7ca4d92656d5a5eb315f12eb5fe2c97a66249aa7b5f562528a3be38c \
-    --hash=sha256:58c8b5929fcb8287cbd6f0a3fae19c6e03a5c48402ae792962ac465224a629a4 \
-    --hash=sha256:5a285b3b96f951841799528cd1f4f01cd70e7e0204b4abebac9463eecfcf2a40 \
-    --hash=sha256:5c70f1cc1c4efbe316a572e2d8b9b9cc44e89b95f79ca3331553fbb63716e2bf \
-    --hash=sha256:62d6b0f03b694173f9fcb1fb317f7222fd0b0b103e784c6549f5e53a27718c44 \
-    --hash=sha256:6a246d5914aa1c820c9443ddcee9c02bec3e203b0c080349533fae17727dfd1b \
-    --hash=sha256:6aa3236c78803afbcb255045fbef97a9e25a1f6c9888357d205ddc42f4d6eba5 \
-    --hash=sha256:6bbe4eb67390b0a0265a2c25458f6b90a409d5d069f1041e6aff1e27e3d9a79e \
-    --hash=sha256:715d1c092715954784bc79e1174fc2a90093dc4dc84ea15eb14dad8abdcdeb74 \
-    --hash=sha256:72944b19f2324114e9dc86a159787333b77874143efcf89a5167ef83cfee8af0 \
-    --hash=sha256:81f4a14bee47aec54f883e0cad2d73986640c1590eb9bfaaba7ad17394481e6e \
-    --hash=sha256:846300f379b5b12cc769334464656bc882e0735d27d9726568bc932fdc49d5ec \
-    --hash=sha256:86b6f55f5a352b48d7fbfd2dbc3d5b780b2d79f4d3c121f33eb6efb22e9a2015 \
-    --hash=sha256:874f200b2a981c647340f841730fc3a2b54c9d940566a3c4149099591e2c4c3d \
-    --hash=sha256:8a87ec22c87be071b6bdbd27920b129b94f2fc964358ce38f3822635a3e2e03d \
-    --hash=sha256:8b3b60bb7cba2c8c81837661c488637eee696f59a877788a396d33150c35d842 \
-    --hash=sha256:8e3ed142f2728df44263aaf5fb1f5b0b99f4070c553a0d7f033be65338329150 \
-    --hash=sha256:93e15038125dc1e5345d9b5b68aa7f996ec33b98118d18c6ca0d0b7d6198b7e8 \
-    --hash=sha256:989824e9faf85f96ec9c7761cd8d29c531ad857bfa1daa930cba85baaecf1a9a \
-    --hash=sha256:99d838547ace2c4aace6c4f76e879ddfe02bb58a80c1549928477862b7a6d6ed \
-    --hash=sha256:9b2aec6af35c113b05695ebb5749a787acd63cafc83086a05771d1e1cd1e555f \
-    --hash=sha256:9c585a1790d5436a5374bac930dad6ed244c046ed91b2b2a3634eb2971d21008 \
-    --hash=sha256:a7164afb23be6e37ad90b2f10426149fd75aee07ca55653d2aa41e66c4ef697e \
-    --hash=sha256:ac6b31e35612a26483e20750126d30d0941f949426974cace8e6b5c58a3657b0 \
-    --hash=sha256:ad2e2ef14e0b04e544ea2fa0a36463f847f113d314aa02e5b402fdf910ef309e \
-    --hash=sha256:b268594bccac7d7cf5844c7732e3f20c50921d94e36d7ec9b79e9857694b1b2f \
-    --hash=sha256:b5f0362dc928a6ecd9db58868fca5e48485205e3855957bdedea308f8672ea4a \
-    --hash=sha256:ba1f4fc670ed79f876f70082eff4f9583c15fb9a4b89d6188412de4d18ae2f40 \
-    --hash=sha256:ba203255017337d39f89bdd58417f03c4426f12beed0440cfd933cb15f8669c7 \
-    --hash=sha256:c901b15172510173f5cb310eae652908340f8dede90fff9e3bf6c0d8dfd92f83 \
-    --hash=sha256:c9b39d38a9bd2ae1becd7eac1303d031c5c110ad31f2b319c6e7d98b135c934d \
-    --hash=sha256:d2a8490669bfe99a233298348acc2d824d496dee0e66e31b66a6022c2ad74a5c \
-    --hash=sha256:dddbbd259598d7240b18c9d87c56a9d2fb3b02fe266f49a7c101532e78c1d871 \
-    --hash=sha256:df3775294accfdd75f32c74ae39fcba920c9a378a2fc18a12b6820aa8c1fb502 \
-    --hash=sha256:e44319a2953c738205bf3354537979eaa3998ed673395b964c1176083dd46252 \
-    --hash=sha256:e4a010c27ff6f210ff4c6ef34394cd61470d01014439b192ec22552ee867f2a8 \
-    --hash=sha256:e823b8b6edc81e747526f70f71a9c0a07ac4e7ad13020aa736bb7c9d67196115 \
-    --hash=sha256:e892aff75639bbef0d2a2cfd55535510df26ff92f63c92cd84ef8d4ba5a5557f \
-    --hash=sha256:eea7ac5d2dce4189771cedb559c738a71512768210dc4e4753b107a2048b3d0e \
-    --hash=sha256:ef4059d6e5152fa1a39f888e344c73fdc926e1b2dd58c771d67b0acfbf2aa67d \
-    --hash=sha256:f169b9a863d34f5d11b8698ead99febeaa17a13ca044961aa8e2662a6c7766a0 \
-    --hash=sha256:f2cf083b324a467e1ab358c105f6cad5ea950f50524668a80c486ff1db24e119 \
-    --hash=sha256:f8474c4241bc18b750be2abea9d7a9ec84f46ef861dbacf86a4f6e043401f79e \
-    --hash=sha256:f983334aea213c99992053ede6168500e5f086ce74fbc4acc3f2b00f5762e9db \
-    --hash=sha256:f9e75681b59ddaa5e659898085ae0eaea229d054f2ac0c7e563a62205a700121 \
-    --hash=sha256:fbc356aae7adf9e6336d336b9c8111d390a05df88f1805573ebb0807bd06fd1d \
-    --hash=sha256:fcfe2045fd2e8f3cb0ce9d4ba6dba6333b8fa05bb8a4939c908cd43322d14c7e
+numpy==2.4.6 \
+    --hash=sha256:001fbb8e08d942dd57599e781f2472269ee7f2755fae407b4f67b2f0b17da3f1 \
+    --hash=sha256:0280e0356c0829a18d9de1cb7eee50ec22ca639878d7240307ca0943d73cd2c4 \
+    --hash=sha256:043191bfa8eab18c776647b62723ac9dddece59743b13f49b2016094129c2b3f \
+    --hash=sha256:06ca2f61ec4385a07a6977c55ba998a4466c123642b4a32694d3128fce18c079 \
+    --hash=sha256:0a041d3d761dc3c35cc56ce0351506a02bcbc25f7b169f652435141a17db9096 \
+    --hash=sha256:0ab0a9c4ffb1a6d95ef519fe4247dba8eb6b18ad93999f76b7f657039acabd47 \
+    --hash=sha256:0c9136e14ed34a9e343a31c533d78a9813a69a3148332bce5e9821cb2f996e66 \
+    --hash=sha256:110f8b71aacb688ec69062bb7f6938a0f8acb01b7c1c4beb453c65b6d234584d \
+    --hash=sha256:112b06a867b235ef466ed3508ddf0238050df9c727cafb5301ac385b899189a1 \
+    --hash=sha256:17f9ade344e7d9b464a084d69bcf18fc691cb1db67c62ed80820bf4926d78f0e \
+    --hash=sha256:1e254a00cdf42b1e4d5b3d68d33af63268d41340d8885df2ab6470f2e1500147 \
+    --hash=sha256:1e978ec1e8bd0e0e4de6bb75de9d30cbb74db6b6a2bb727618613703ca0167dd \
+    --hash=sha256:25c692919ac5a01f170a3bfcd62d745b24fd095c353d50812637d6fcab442e75 \
+    --hash=sha256:260a5d70215b61ab4fadf5c7baacd64821842975eea312125ed3c39a6391b063 \
+    --hash=sha256:2803abfebfc990042cd494d8ce2d5f82e9d847af6d35ec486923aa19dbad5e73 \
+    --hash=sha256:29a287e0cf63ff528da061de6b9f64a4618da591ca1046aafc54062e40ca7eab \
+    --hash=sha256:29cb7f67d10b479ff07c17d33e39f78c07f71c40ef30d63c153d340e96cd3fb4 \
+    --hash=sha256:3213d622a0283a39a93d188f3cf72b26862df52fbb4ca3697f51705016523d41 \
+    --hash=sha256:33111801a01c12a8a1e3721f0a9232f8cfc8ae2c6b7098167e6f623c6073f402 \
+    --hash=sha256:357cc07a6d7b0b182ff02249616a03742827ebb1277546b5c7cd7f7620a45698 \
+    --hash=sha256:38efbc8de75c7a0fc1ac190162d892787f3f47b57cc291231aafee36b80982b7 \
+    --hash=sha256:4081eb135ac24158bd51cdfbef16f1c64df7063b1143f24731387137c092bec8 \
+    --hash=sha256:40fdc1ae7125e518ea98e53e69a4ebc27e1fd50510c47b7ea130cf21e5e1d42b \
+    --hash=sha256:4cfe66903cc32a9921a6733d96b19bb6abf310397581bbad89c228f5abaf0ee8 \
+    --hash=sha256:511dbaf848decaaaf4b4ca48032619fb3138710c4bf7da7617765edad1ef96b0 \
+    --hash=sha256:55cced7c52e981362f708ad635198e97a752dfba412cc03c23bbf3bd8d5cd662 \
+    --hash=sha256:56b39e5e0622a09a25bf5baf62f4bcf0cb8a41ae6e2819cf49bbc5a74c083f91 \
+    --hash=sha256:5dbbdb29840ca3d91ee0fece42fc29278886d908280bfec0a5846c6f901a3eb0 \
+    --hash=sha256:5f9fb9157b4ce2971008323afe46053787b526ef624fea915b261468a8421a0f \
+    --hash=sha256:6180d8b35af935aed8ece3a85e0a43f87393ae0ac87c8d2c8bd2c993f7270ef3 \
+    --hash=sha256:68a5124b13fa6cc2086764a20005d30bc0548146f7f5322f02fce212ca14317f \
+    --hash=sha256:68bb27509ac1b9a3443094260f6326150663b06abe40b73a2f81160623da5b67 \
+    --hash=sha256:6f41ae150c4e32db4f3310cdaf64b1593a03dbabe29eec77fc9b50fe64061df6 \
+    --hash=sha256:7265a2f3d436e54ef9f2b52b5c937e6be778781bd97a590319d7348f1c1ca997 \
+    --hash=sha256:72fbe16c6fac95aedf5937fa873445cec2110be35d8a4e9433d7501fd98dae6b \
+    --hash=sha256:7d92c3819208a60205a12a245c91ad70cb0a85336659b19b834205573ac8456e \
+    --hash=sha256:8155154c7c691289fe18f510b5d4657c68c67989f293f0535a91360392ff6538 \
+    --hash=sha256:81a1cca95ed5bb92aa8b10dd2cdc9a0d3853a50fad926c28b5d7e8ea54389627 \
+    --hash=sha256:89cd468399cfd2504718f0ba50e410dca55a170b61a02ad92bb18c8a65186e93 \
+    --hash=sha256:8ad03c0965fb3c692200e74d458ca28c1dbb4ce96f9a479a8aa041ad5fabca02 \
+    --hash=sha256:90f9849678c75fe7afa2d348ac842c168b0a4d3d61919687216dfc547976d853 \
+    --hash=sha256:948424b06129ce883307e8cff868c31396d8dc7630a59c61d70d98dbe70f222c \
+    --hash=sha256:9cd5ffd25db4e7ba6a375693b3fc0fc1791ec636c17db3720da19bde7180ec43 \
+    --hash=sha256:a0df0043bdb289bde1f62da130d20df23d58b45429f752bc7a8fc5325a225ecd \
+    --hash=sha256:a2c306dea656c12c68f51f4cea133cbe78ca7435eb28c735eac1d3ebe73be6e8 \
+    --hash=sha256:a7830bab239b79cda9c08c2da014761cafb48da6150e1da17ac06283f43b6089 \
+    --hash=sha256:a7c711e21628b52034bb5ab8d1bce291f752fcc5e92accc615778acee1ff4778 \
+    --hash=sha256:aaf159caa35993cb1f56fb9b8e4610d35758e7ca005412eb1daa856a78c9c4b1 \
+    --hash=sha256:ae506e6902902557576a26ff33eda8695e7ecb3cb36c3b573a0765dee114ebdb \
+    --hash=sha256:b507f5c4c1d508876d1819b6bf9a49d365b96320b5d4993426b33a23ca4b8261 \
+    --hash=sha256:bf162abab1c1a736333192707cef898e735a5ca00f38f27eeedf44b39d9e85eb \
+    --hash=sha256:c1a2af6c6ef86344a6b0db6b97834208bf598db514f2b155042439b62605601a \
+    --hash=sha256:c2d37ab77531417474168eb79d6d80b14f821a966818505d03013d0833edb7a8 \
+    --hash=sha256:c4fc99836233ea196540b17ab0983aff60ed07941751930f5f4d05bc3b3b7359 \
+    --hash=sha256:d581b735e177fdcdce6fed8e7e8880a3fb6ee4e3653a3ac6af01c6f4c03effc5 \
+    --hash=sha256:d6da64deb6b8ed903e7560180a92f2d804ee1ba5eeb849ac2748b8c1aba1f6d7 \
+    --hash=sha256:d8e8286dd7cea7895157318d1b91cdacac64c479f3cbc8dce548331728484751 \
+    --hash=sha256:ddea102b48f9e339f3948bf22040944184627a30fdf7f858667673b9c5f033c8 \
+    --hash=sha256:dfa20cc6ca228e6b155b11da03825975ce66aea520985dbbddf0f2a5a495c605 \
+    --hash=sha256:e3e5193ef5a3dc73bceee50f7fdc2c90dbb76c42df8d8fae3d1067a583df579e \
+    --hash=sha256:e3eeb0aabd6bd5ce64faae67e9935203a6991b4bc2a485a767fbafb2c5125f45 \
+    --hash=sha256:e5805d5a22fd19c8ccff10a9561f9df94436b0545619ea579db2d3c35294bce2 \
+    --hash=sha256:e85b752a1e912b70eaad4fafbd4d1238007ab221de2009b9a2f5ae7461239895 \
+    --hash=sha256:eaf7fa2de5c0be8ae6ff8e9bea2ccd725e980541244521d8d4b5f3354a27babe \
+    --hash=sha256:ebfb099f8dcf083deef3ac1ca4c1503f387cf76296fcb3816b66f5ecb5f54fdb \
+    --hash=sha256:ece3d2cfe132e7d51f44a832b303895e6f2d499c5e74dfbdb06ee246147a304a \
+    --hash=sha256:ed9749eef4cbd126da3dc1d6bcb3a57f5eb7ac6a6484146bdbf743f552dfc577 \
+    --hash=sha256:ede83e07a75dd06bc501566c1eca2afc0d61677c1472ac9ad93fdee6e638a48d \
+    --hash=sha256:ef4aea96ce4d3b074422cb4f2f64e216bf9e213004bb58ecfdf50ea02ea8eb9a \
+    --hash=sha256:f3a3570c4a2a16746ac2c31a7c7c7b0c186b95ce902e33db6f28094ed7387dda \
+    --hash=sha256:f407cb6b8e9d6d8c626bc73c945db1706035af8fd632295547bf1c9e46d092d6 \
+    --hash=sha256:f74a575920ab21fe304421a3fc28793d82e299cae9eccb37084e9fc7f3617c20
     # via
     #   pandas
     #   pyarrow
@@ -710,9 +829,9 @@ pathspec==1.1.1 \
     #   hatchling
     #   mypy
     #   scikit-build-core
-pdm-backend==2.4.8 \
-    --hash=sha256:502a395859587b4f47ba36aded330aeda410da8d33751a56cb97c8c679276f8f \
-    --hash=sha256:d8ef85d2c4306ee67195412d701fae9983e84ec6574598e26798ae26b7b3c7e0
+pdm-backend==2.4.9 \
+    --hash=sha256:8d1064751dadb0c40b1026b46826a448d85c8228a564985c62fb53d4aba538a1 \
+    --hash=sha256:c41a852ccbf4b567b033db9b2ae78660d7a4ea49307719959ab88a01f0aabb2e
     # via
     #   annotated-doc
     #   fastapi
@@ -725,9 +844,9 @@ pluggy==1.6.0 \
     --hash=sha256:7dcc130b76258d33b90f61b658791dede3486c3e6bfb003ee5c9bfb396dd22f3 \
     --hash=sha256:e920276dd6813095e9377c0bc5566d94c932c33b27a3e3945d8389c374dd4746
     # via hatchling
-poetry-core==2.3.2 \
-    --hash=sha256:20cb71be27b774628da9f384effd9183dfceb53bcef84063248a8672aa47031f \
-    --hash=sha256:23df641b64f87fbb4ce1873c1915a4d4bb1b7d808c596e4307edc073e68d7234
+poetry-core==2.4.1 \
+    --hash=sha256:89dceb6c10e9c6d8650a16183400e3c9ff9ddee13b0a81023b5575334a2b3744 \
+    --hash=sha256:acf06f9537cd2625bdaec926d95d90b557ba15353bc71d27a3a8a441042b5316
     # via
     #   aiohappyeyeballs
     #   dunamai
@@ -746,9 +865,9 @@ pycparser==3.0 \
     --hash=sha256:600f49d217304a5902ac3c37e1281c9fe94e4d0489de643a9504c5cdfdfc6b29 \
     --hash=sha256:b727414169a36b7d524c1c3e31839a521725078d7b2ff038656844266160a992
     # via cffi
-pyproject-metadata==0.11.0 \
-    --hash=sha256:85bbecca8694e2c00f63b492c96921d6c228454057c88e7c352b2077fcaa4096 \
-    --hash=sha256:c72fa49418bb7c5a10f25e050c418009898d1c051721d19f98a6fb6da59a66cf
+pyproject-metadata==0.12.1 \
+    --hash=sha256:8809a4df6fe08279b39a8890669506ed3158e0617855ac9aff098fcbe772ae4c \
+    --hash=sha256:f7162d580a96386a8eb096da06215f981f547d1490f03055ef99e323bc2da427
     # via meson-python
 pyyaml==6.0.3 \
     --hash=sha256:00c4bdeba853cc34e7dd471f16b4114f4162dc03e6b7afcc2128711f0eca823c \
@@ -825,9 +944,9 @@ pyyaml==6.0.3 \
     --hash=sha256:fa160448684b4e94d80416c0fa4aac48967a969efe22931448d853ada8baf926 \
     --hash=sha256:fc09d0aa354569bc501d4e787133afc08552722d3ab34836a80547331bb5d4a0
     # via libcst
-scikit-build-core==0.12.2 \
-    --hash=sha256:562e0bbc9de1a354c87825ccf732080268d6582a0200f648e8c4a2dcb1e3736d \
-    --hash=sha256:6ea4730da400f9a998ec3287bd3ebc1d751fe45ad0a93451bead8618adbc02b1
+scikit-build-core==1.0.3 \
+    --hash=sha256:a4d7a05978ee37975c37743510c8991e2debce7ef83afb0a07c0c576fd4f16e8 \
+    --hash=sha256:ae95427b7d3c14a6cf8bbfd4d901f6138ab64c99e20cbe8ea7d75cd26093f085
     # via
     #   duckdb
     #   patchelf
@@ -838,53 +957,42 @@ semantic-version==2.10.0 \
     --hash=sha256:bdabb6d336998cbb378d4b9db3a4b56a1e3235701dc05ea2690d9a997ed5041c \
     --hash=sha256:de78a3b8e0feda74cabc54aab2da702113e33ac9d9eb9d2389bcf1f58b7d9177
     # via setuptools-rust
-setuptools-git-versioning==3.0.1 \
-    --hash=sha256:737c4d17e848edd46e28764a19dc424d8537fcb2257022e5f4f5c0c8e9b64c80 \
-    --hash=sha256:c8a599bacf163b5d215552b5701faf5480ffc4d65426a5711a010b802e1590eb
+setuptools-git-versioning==3.1.0 \
+    --hash=sha256:3a68f3fd58a2a5e86b0792435cfa9d8e569ab60ee5e4c29228c09da9b637bf18 \
+    --hash=sha256:612dfcf184addac9e1c2216f4f229724b2390e5bf613fb925ae80b84f2529172
     # via toolz
-setuptools-rust==1.12.1 \
-    --hash=sha256:85ae70989d96c9cfeb5ef79cf3bac2d5200bc5564f720a06edceedbdf6664640 \
-    --hash=sha256:b7ebd6a182e7aefa97a072e880530c9b0ec8fcca8617e0bb8ff299c1a064f693
+setuptools-rust==1.13.0 \
+    --hash=sha256:666439c4d90e968bb625bcf87ec0aa02b4f49e599d2f5dc255c633a04e8eca99 \
+    --hash=sha256:f2afcf4baeee689910ce49cfa8aad4e08cce72f417449bcc32891b8664fdc726
     # via
     #   libcst
     #   maturin
-setuptools-scm==10.0.5 \
-    --hash=sha256:bbba8fe754516cdefd017f4456721775e6ef9662bd7887fb52ae26813d4838c3 \
-    --hash=sha256:f611037d8aae618221503b8fa89319f073438252ae3420e01c9ceec249131a0a
+setuptools-scm==10.2.1 \
+    --hash=sha256:4fa7dd82cf8c800df59c9a288c90299b1657ff1ecfc3f5cc00287c5dbf5e27a9 \
+    --hash=sha256:b7c82f4102d389ee57dc66ccdb4f9b4bca3c40ba83b43f1f63d68ccd72db2580
     # via
     #   anyio
+    #   cachetools
     #   dask
     #   duckdb
     #   hatch-vcs
-    #   httpx-sse
     #   importlib-metadata
     #   libcst
     #   pluggy
     #   pyarrow
     #   pybindgen
-    #   pymilvus
     #   setuptools-rust
     #   sqlglot
     #   tabulate
     #   tenacity
     #   tqdm
     #   typeguard
-    #   ujson
+    #   urllib3
     #   zipp
 setuptools-scm==7.1.0 \
     --hash=sha256:6c508345a771aad7d56ebff0e70628bf2b0ec7573762be9960214730de278f27 \
     --hash=sha256:73988b6d848709e2af142aa48c986ea29592bbcfca5375678064708205253d8e
     # via python-dateutil
-setuptools-scm==9.2.2 \
-    --hash=sha256:1c674ab4665686a0887d7e24c03ab25f24201c213e82ea689d2f3e169ef7ef57 \
-    --hash=sha256:30e8f84d2ab1ba7cb0e653429b179395d0c33775d54807fc5f1dd6671801aef7
-    # via
-    #   hatch-vcs
-    #   urllib3
-smmap==5.0.3 \
-    --hash=sha256:4d9debb8b99007ae47165abc08670bd74cb74b5227dda7f643eccc4e9eb5642c \
-    --hash=sha256:c106e05d5a61449cf6ba9a1e650227ecfb141590d2a98412103ff35d89fc7b2f
-    # via gitdb
 tomli==2.4.1 \
     --hash=sha256:01f520d4f53ef97964a240a035ec2a869fe1a37dde002b57ebc4417a27ccd853 \
     --hash=sha256:0d85819802132122da43cb86656f8d1f8c6587d54ae7dcaf30e90533028b49fe \
@@ -934,35 +1042,39 @@ tomli==2.4.1 \
     --hash=sha256:ff18e6a727ee0ab0388507b89d1bc6a22b138d1e2fa56d1ad494586d61d2eae9 \
     --hash=sha256:ff2983983d34813c1aeb0fa89091e76c3a22889ee83ab27c5eeb45100560c049
     # via fastapi-mcp
-tomlkit==0.14.0 \
-    --hash=sha256:592064ed85b40fa213469f81ac584f67a4f2992509a7c3ea2d632208623a3680 \
-    --hash=sha256:cf00efca415dbd57575befb1f6634c4f42d2d87dbba376128adb42c121b87064
+tomlkit==0.15.1 \
+    --hash=sha256:177a05aece5a8ca5266fd3c448abb47b8d352f09d477d3ca8332db4d89b24304 \
+    --hash=sha256:e25bbf38843005246210a12982776f27f99cb9be67160e14434d0c0d21ee1e97
     # via uv-dynamic-versioning
-trove-classifiers==2026.4.28.13 \
-    --hash=sha256:8f4b1eb4e16296b57d612965444f87a83861cc989a0451ac97fe4265ddef03b8 \
-    --hash=sha256:c85bb8a53c3de7330d1699b844ed9fb809a602a09ac15dc79ad6d1a509be0676
+trove-classifiers==2026.6.1.19 \
+    --hash=sha256:ab4c4ec93cc4a4e7815fa759906e05e6bb3f2fbd92ea0f897288c6a43efd15b3 \
+    --hash=sha256:c5132b4b61a829d11cfbd2d72e97f20a45ed6edb95e45c5efdeb5e00836b2745
     # via hatchling
 types-psutil==7.0.0.20250218 \
     --hash=sha256:1447a30c282aafefcf8941ece854e1100eee7b0296a9d9be9977292f0269b121 \
     --hash=sha256:1e642cdafe837b240295b23b1cbd4691d80b08a07d29932143cbbae30eb0db9c
     # via mypy
-types-setuptools==82.0.0.20260408 \
-    --hash=sha256:036c68caf7e672a699f5ebbf914708d40644c14e05298bc49f7272be91cf43d3 \
-    --hash=sha256:ece0a215cdfa6463a65fd6f68bd940f39e455729300ddfe61cab1147ed1d2462
+types-setuptools==83.0.0.20260724 \
+    --hash=sha256:eed1a91e1ed9d8ec9f3e71908e5bb17272e41e0852d37d1485ecd9cd33165e1a \
+    --hash=sha256:fe2801176b667f1e8209f8571b0839ca6c34318d743825aeacf3f29970c8d46f
     # via mypy
-typing-extensions==4.15.0 \
-    --hash=sha256:0cea48d173cc12fa28ecabc3b837ea3cf6f38c6d1136f85cbaaf598984861466 \
-    --hash=sha256:f0fa19c6845758ab08074a0cfa8b7aecb71c999ca73d62883bc25cc018c4e548
+typing-extensions==4.16.0 \
+    --hash=sha256:481caa481374e813c1b176ada14e97f1f67a4539ce9cfeb3f350d78d6370c2e8 \
+    --hash=sha256:dc983d19a509c94dba722ee6abd33940f7c05a89e243c47e907eb4db6f1a43e5
     # via
     #   mypy
     #   setuptools-scm
 uv-dynamic-versioning==0.14.0 \
     --hash=sha256:574fbc07e87ace45c01d55967ad3b864871257b98ff5b8ac87c261227ac8db5b \
     --hash=sha256:e087c346a786e98d41292ac2315180fb700cedfb30565fc973d64ce11a112387
-    # via mcp
-vcs-versioning==1.1.1 \
-    --hash=sha256:b541e2ba79fc6aaa3850f8a7f88af43d97c1c80649c01142ee4146eddbc599e4 \
-    --hash=sha256:fabd75a3cab7dd8ac02fe24a3a9ba936bf258667b5a62ed468c9a1da0f5775bc
+    # via
+    #   httpcore2
+    #   httpx2
+    #   mcp
+    #   mcp-types
+vcs-versioning==2.2.3 \
+    --hash=sha256:4f7873af76f5cc24e701608354f376f5eb70b317d663787ace57a7edd7a27506 \
+    --hash=sha256:c21e284aa98c8269996791a19d6173baf953cf9996ef42ec3ebcbdc151e18b9b
     # via setuptools-scm
 versioneer==0.29 \
     --hash=sha256:0f1a137bb5d6811e96a79bb0486798aeae9b9c6efc24b389659cebb0ee396cb9 \
@@ -976,7 +1088,10 @@ wheel==0.47.0 \
     # via
     #   async-timeout
     #   google-crc32c
-    #   httpx-sse
+    #   grpcio
+    #   grpcio-health-checking
+    #   grpcio-reflection
+    #   grpcio-status
     #   libcst
     #   meson
     #   mmh3
@@ -985,13 +1100,13 @@ wheel==0.47.0 \
     #   psycopg-c
     #   psycopg-pool
     #   pycparser
-    #   pymilvus
     #   python-dateutil
     #   setuptools-git-versioning
     #   shellingham
     #   snowflake-connector-python
     #   tzdata
     #   uvloop
+    #   wrapt
 
 # The following packages are considered to be unsafe in a requirements file:
 setuptools==80.10.2 \
@@ -1003,6 +1118,7 @@ setuptools==80.10.2 \
     #   aiosignal
     #   anyio
     #   async-timeout
+    #   cachetools
     #   calver
     #   certifi
     #   cffi
@@ -1011,15 +1127,18 @@ setuptools==80.10.2 \
     #   dask
     #   dill
     #   frozenlist
-    #   gitpython
     #   google-api-core
     #   google-cloud-bigquery
     #   google-crc32c
     #   googleapis-common-protos
     #   greenlet
     #   grpc-google-iam-v1
+    #   grpcio
+    #   grpcio-health-checking
+    #   grpcio-reflection
+    #   grpcio-status
     #   gunicorn
-    #   httpx-sse
+    #   httptools
     #   importlib-metadata
     #   libcst
     #   librt
@@ -1034,17 +1153,14 @@ setuptools==80.10.2 \
     #   pathspec
     #   pluggy
     #   prometheus-client
-    #   propcache
     #   proto-plus
     #   psutil
     #   psycopg
-    #   psycopg-c
     #   psycopg-pool
     #   pyasn1
     #   pyasn1-modules
     #   pycparser
     #   pyjwt
-    #   pymilvus
     #   pymysql
     #   python-dotenv
     #   pyyaml
@@ -1053,6 +1169,7 @@ setuptools==80.10.2 \
     #   setuptools-rust
     #   setuptools-scm
     #   shellingham
+    #   snowballstemmer
     #   snowflake-connector-python
     #   sqlalchemy
     #   sqlglot
@@ -1064,7 +1181,6 @@ setuptools==80.10.2 \
     #   trove-classifiers
     #   typeguard
     #   tzdata
-    #   ujson
     #   uvloop
     #   vcs-versioning
     #   versioneer
@@ -1072,14 +1188,15 @@ setuptools==80.10.2 \
     #   wrapt
     #   yarl
     #   zipp
-setuptools==80.9.0 \
-    --hash=sha256:062d34222ad13e0cc312a4c02d73f059e86a4acbfbdea8f8f76b28c99f306922 \
-    --hash=sha256:f36b47402ecde768dbfafc46e8e4207b4360c654f1f3bb84475f0a28628fb19c
-    # via httptools
-setuptools==82.0.1 \
-    --hash=sha256:7d872682c5d01cfde07da7bccc7b65469d3dca203318515ada1de5eda35efbf9 \
-    --hash=sha256:a59e362652f08dcd477c78bb6e7bd9d80a7995bc73ce773050228a348ce2e5bb
+setuptools==80.3.1 \
+    --hash=sha256:31e2c58dbb67c99c289f51c16d899afedae292b978f8051efaf6262d8212f927 \
+    --hash=sha256:ea8e00d7992054c4c592aeb892f6ad51fe1b4d90cc6947cc45c45717c40ec537
+    # via psycopg-c
+setuptools==83.0.0 \
+    --hash=sha256:025bccbbf0fa05b6192bc64ae1e7b16e001fd6d6d4d5de03c97b1c1ade523bef \
+    --hash=sha256:29b23c360f22f414dc7336bb39178cc7bcbf6021ed2733cde173f09dba19abb3
     # via
+    #   propcache
     #   python-dateutil
     #   types-pymysql
     #   types-setuptools
diff --git a/sdk/python/requirements/py3.11-minimal-sdist-requirements.txt b/sdk/python/requirements/py3.11-minimal-sdist-requirements.txt
index 84fa82236dc..c5f6e37e8ab 100644
--- a/sdk/python/requirements/py3.11-minimal-sdist-requirements.txt
+++ b/sdk/python/requirements/py3.11-minimal-sdist-requirements.txt
@@ -1,135 +1,136 @@
 # This file was autogenerated by uv via the following command:
-#    uv pip compile -p 3.11 --no-strip-extras pyproject.toml --extra minimal-sdist-build --no-emit-package milvus-lite --generate-hashes --output-file sdk/python/requirements/py3.11-minimal-sdist-requirements.txt
-aiobotocore==2.23.1 \
-    --hash=sha256:a59f2a78629b97d52f10936b79c73de64e481a8c44a62c1871f088df6c1afc4f \
-    --hash=sha256:d81c54d2eae2406ea9a473fea518fed580cf37bc4fc51ce43ba81546e5305114
+#    uv pip compile -p 3.11 --no-strip-extras pyproject.toml --extra minimal-sdist-build --no-emit-package milvus-lite --no-emit-package pymilvus --no-emit-package faiss-cpu --generate-hashes --output-file sdk/python/requirements/py3.11-minimal-sdist-requirements.txt
+aiobotocore==3.8.0 \
+    --hash=sha256:80a1eb64ea915f3af3c1518669975bae74a17b2f37c14eb0fa2f83b915974670 \
+    --hash=sha256:8bc605132cadfe844a3f334635a0a64fa5e360a4a206e915d99d53db5b6deeba
     # via feast (pyproject.toml)
-aiohappyeyeballs==2.6.1 \
-    --hash=sha256:c3f9d0113123803ccadfdf3f0faa505bc78e6a72d1cc4806cbd719826e943558 \
-    --hash=sha256:f349ba8f4b75cb25c99c5c2d84e997e485204d2902a9597802b0371f09331fb8
+aiohappyeyeballs==2.7.1 \
+    --hash=sha256:065665c041c42a5938ed220bdcd7230f22527fbec085e1853d2402c8a3615d9d \
+    --hash=sha256:9243213661e29250eb41368e5daa826fc017156c3b8a11440826b2e3ed376472
     # via aiohttp
-aiohttp==3.13.5 \
-    --hash=sha256:019a67772e034a0e6b9b17c13d0a8fe56ad9fb150fc724b7f3ffd3724288d9e5 \
-    --hash=sha256:02222e7e233295f40e011c1b00e3b0bd451f22cf853a0304c3595633ee47da4b \
-    --hash=sha256:023ecba036ddd840b0b19bf195bfae970083fd7024ce1ac22e9bba90464620e9 \
-    --hash=sha256:02e048037a6501a5ec1f6fc9736135aec6eb8a004ce48838cb951c515f32c80b \
-    --hash=sha256:0494a01ca9584eea1e5fbd6d748e61ecff218c51b576ee1999c23db7066417d8 \
-    --hash=sha256:0f7a18f258d124cd678c5fe072fe4432a4d5232b0657fca7c1847f599233c83a \
-    --hash=sha256:10a75acfcf794edf9d8db50e5a7ec5fc818b2a8d3f591ce93bc7b1210df016d2 \
-    --hash=sha256:110e448e02c729bcebb18c60b9214a87ba33bac4a9fa5e9a5f139938b56c6cb1 \
-    --hash=sha256:147b4f501d0292077f29d5268c16bb7c864a1f054d7001c4c1812c0421ea1ed0 \
-    --hash=sha256:157826e2fa245d2ef46c83ea8a5faf77ca19355d278d425c29fda0beb3318037 \
-    --hash=sha256:15c933ad7920b7d9a20de151efcd05a6e38302cbf0e10c9b2acb9a42210a2416 \
-    --hash=sha256:178c7b5e62b454c2bc790786e6058c3cc968613b4419251b478c153a4aec32b1 \
-    --hash=sha256:18a2f6c1182c51baa1d28d68fea51513cb2a76612f038853c0ad3c145423d3d9 \
-    --hash=sha256:1efb06900858bb618ff5cee184ae2de5828896c448403d51fb633f09e109be0a \
-    --hash=sha256:20058e23909b9e65f9da62b396b77dfa95965cbe840f8def6e572538b1d32e36 \
-    --hash=sha256:206b7b3ef96e4ce211754f0cd003feb28b7d81f0ad26b8d077a5d5161436067f \
-    --hash=sha256:20ae0ff08b1f2c8788d6fb85afcb798654ae6ba0b747575f8562de738078457b \
-    --hash=sha256:2294172ce08a82fb7c7273485895de1fa1186cc8294cfeb6aef4af42ad261174 \
-    --hash=sha256:241a94f7de7c0c3b616627aaad530fe2cb620084a8b144d3be7b6ecfe95bae3b \
-    --hash=sha256:26d2f8546f1dfa75efa50c3488215a903c0168d253b75fba4210f57ab77a0fb8 \
-    --hash=sha256:2837fb92951564d6339cedae4a7231692aa9f73cbc4fb2e04263b96844e03b4e \
-    --hash=sha256:2994be9f6e51046c4f864598fd9abeb4fba6e88f0b2152422c9666dcd4aea9c6 \
-    --hash=sha256:2d6d44a5b48132053c2f6cd5c8cb14bc67e99a63594e336b0f2af81e94d5530c \
-    --hash=sha256:31cebae8b26f8a615d2b546fee45d5ffb76852ae6450e2a03f42c9102260d6fe \
-    --hash=sha256:327cc432fdf1356fb4fbc6fe833ad4e9f6aacb71a8acaa5f1855e4b25910e4a9 \
-    --hash=sha256:329f292ed14d38a6c4c435e465f48bebb47479fd676a0411936cc371643225cc \
-    --hash=sha256:330f5da04c987f1d5bdb8ae189137c77139f36bd1cb23779ca1a354a4b027800 \
-    --hash=sha256:33add2463dde55c4f2d9635c6ab33ce154e5ecf322bd26d09af95c5f81cfa286 \
-    --hash=sha256:347542f0ea3f95b2a955ee6656461fa1c776e401ac50ebce055a6c38454a0adf \
-    --hash=sha256:39380e12bd1f2fdab4285b6e055ad48efbaed5c836433b142ed4f5b9be71036a \
-    --hash=sha256:3a807cabd5115fb55af198b98178997a5e0e57dead43eb74a93d9c07d6d4a7dc \
-    --hash=sha256:3b13560160d07e047a93f23aaa30718606493036253d5430887514715b67c9d9 \
-    --hash=sha256:3df334e39d4c2f899a914f1dba283c1aadc311790733f705182998c6f7cae665 \
-    --hash=sha256:4bb6bf5811620003614076bdc807ef3b5e38244f9d25ca5fe888eaccea2a9832 \
-    --hash=sha256:4beac52e9fe46d6abf98b0176a88154b742e878fdf209d2248e99fcdf73cd297 \
-    --hash=sha256:4e704c52438f66fdd89588346183d898bb42167cf88f8b7ff1c0f9fc957c348f \
-    --hash=sha256:4eac02d9af4813ee289cd63a361576da36dba57f5a1ab36377bc2600db0cbb73 \
-    --hash=sha256:53fc049ed6390d05423ba33103ded7281fe897cf97878f369a527070bd95795b \
-    --hash=sha256:55b3bdd3292283295774ab585160c4004f4f2f203946997f49aac032c84649e9 \
-    --hash=sha256:57653eac22c6a4c13eb22ecf4d673d64a12f266e72785ab1c8b8e5940d0e8090 \
-    --hash=sha256:60869c7ac4aaabe7110f26499f3e6e5696eae98144735b12a9c3d9eae2b51a49 \
-    --hash=sha256:636bc362f0c5bbc7372bc3ae49737f9e3030dbce469f0f422c8f38079780363d \
-    --hash=sha256:676e5651705ad5d8a70aeb8eb6936c436d8ebbd56e63436cb7dd9bb36d2a9a46 \
-    --hash=sha256:69f571de7500e0557801c0b51f4780482c0ec5fe2ac851af5a92cfce1af1cb83 \
-    --hash=sha256:6a7cbeb06d1070f1d14895eeeed4dac5913b22d7b456f2eb969f11f4b3993796 \
-    --hash=sha256:6cf81fe010b8c17b09495cbd15c1d35afbc8fb405c0c9cf4738e5ae3af1d65be \
-    --hash=sha256:6e27ea05d184afac78aabbac667450c75e54e35f62238d44463131bd3f96753d \
-    --hash=sha256:6f1cbf0c7926d315c3c26c2da41fd2b5d2fe01ac0e157b78caefc51a782196cf \
-    --hash=sha256:6f497a6876aa4b1a102b04996ce4c1170c7040d83faa9387dd921c16e30d5c83 \
-    --hash=sha256:756c3c304d394977519824449600adaf2be0ccee76d206ee339c5e76b70ded25 \
-    --hash=sha256:77dfa48c9f8013271011e51c00f8ada19851f013cde2c48fca1ba5e0caf5bb06 \
-    --hash=sha256:7996023b2ed59489ae4762256c8516df9820f751cf2c5da8ed2fb20ee50abab3 \
-    --hash=sha256:7ab7229b6f9b5c1ba4910d6c41a9eb11f543eadb3f384df1b4c293f4e73d44d6 \
-    --hash=sha256:7becdf835feff2f4f335d7477f121af787e3504b48b449ff737afb35869ba7bb \
-    --hash=sha256:7c35b0bf0b48a70b4cb4fc5d7bed9b932532728e124874355de1a0af8ec4bc88 \
-    --hash=sha256:7c4b6668b2b2b9027f209ddf647f2a4407784b5d88b8be4efcc72036f365baf9 \
-    --hash=sha256:7e5dc4311bd5ac493886c63cbf76ab579dbe4641268e7c74e48e774c74b6f2be \
-    --hash=sha256:888e78eb5ca55a615d285c3c09a7a91b42e9dd6fc699b166ebd5dee87c9ccf14 \
-    --hash=sha256:898703aa2667e3c5ca4c54ca36cd73f58b7a38ef87a5606414799ebce4d3fd3a \
-    --hash=sha256:8b14eb3262fad0dc2f89c1a43b13727e709504972186ff6a99a3ecaa77102b6c \
-    --hash=sha256:8bd3ec6376e68a41f9f95f5ed170e2fcf22d4eb27a1f8cb361d0508f6e0557f3 \
-    --hash=sha256:8cf20a8d6868cb15a73cab329ffc07291ba8c22b1b88176026106ae39aa6df0f \
-    --hash=sha256:8f14c50708bb156b3a3ca7230b3d820199d56a48e3af76fa21c2d6087190fe3d \
-    --hash=sha256:8f546a4dc1e6a5edbb9fd1fd6ad18134550e096a5a43f4ad74acfbd834fc6670 \
-    --hash=sha256:912d4b6af530ddb1338a66229dac3a25ff11d4448be3ec3d6340583995f56031 \
-    --hash=sha256:9277145d36a01653863899c665243871434694bcc3431922c3b35c978061bdb8 \
-    --hash=sha256:95d14ca7abefde230f7639ec136ade282655431fd5db03c343b19dda72dd1643 \
-    --hash=sha256:999802d5fa0389f58decd24b537c54aa63c01c3219ce17d1214cbda3c2b22d2d \
-    --hash=sha256:9a0f4474b6ea6818b41f82172d799e4b3d29e22c2c520ce4357856fced9af2f8 \
-    --hash=sha256:9b16c653d38eb1a611cc898c41e76859ca27f119d25b53c12875fd0474ae31a8 \
-    --hash=sha256:9d98cc980ecc96be6eb4c1994ce35d28d8b1f5e5208a23b421187d1209dbb7d1 \
-    --hash=sha256:9efcc0f11d850cefcafdd9275b9576ad3bfb539bed96807663b32ad99c4d4b88 \
-    --hash=sha256:a2567b72e1ffc3ab25510db43f355b29eeada56c0a622e58dcdb19530eb0a3cb \
-    --hash=sha256:a5029cc80718bbd545123cd8fe5d15025eccaaaace5d0eeec6bd556ad6163d61 \
-    --hash=sha256:a60eaa2d440cd4707696b52e40ed3e2b0f73f65be07fd0ef23b6b539c9c0b0b4 \
-    --hash=sha256:a79a6d399cef33a11b6f004c67bb07741d91f2be01b8d712d52c75711b1e07c7 \
-    --hash=sha256:a84792f8631bf5a94e52d9cc881c0b824ab42717165a5579c760b830d9392ac9 \
-    --hash=sha256:a8a4d3427e8de1312ddf309cc482186466c79895b3a139fed3259fc01dfa9a5b \
-    --hash=sha256:a8aca50daa9493e9e13c0f566201a9006f080e7c50e5e90d0b06f53146a54500 \
-    --hash=sha256:aa6d0d932e0f39c02b80744273cd5c388a2d9bc07760a03164f229c8e02662f6 \
-    --hash=sha256:ab2899f9fa2f9f741896ebb6fa07c4c883bfa5c7f2ddd8cf2aafa86fa981b2d2 \
-    --hash=sha256:af545c2cffdb0967a96b6249e6f5f7b0d92cdfd267f9d5238d5b9ca63e8edb10 \
-    --hash=sha256:b18f31b80d5a33661e08c89e202edabf1986e9b49c42b4504371daeaa11b47c1 \
-    --hash=sha256:b20df693de16f42b2472a9c485e1c948ee55524786a0a34345511afdd22246f3 \
-    --hash=sha256:b38765950832f7d728297689ad78f5f2cf79ff82487131c4d26fe6ceecdc5f8e \
-    --hash=sha256:b6f6cd1560c5fa427e3b6074bb24d2c64e225afbb7165008903bd42e4e33e28a \
-    --hash=sha256:bace460460ed20614fa6bc8cb09966c0b8517b8c58ad8046828c6078d25333b5 \
-    --hash=sha256:bca9ef7517fd7874a1a08970ae88f497bf5c984610caa0bf40bd7e8450852b95 \
-    --hash=sha256:c180f480207a9b2475f2b8d8bd7204e47aec952d084b2a2be58a782ffcf96074 \
-    --hash=sha256:c2b2355dc094e5f7d45a7bb262fe7207aa0460b37a0d87027dcf21b5d890e7d5 \
-    --hash=sha256:c564dd5f09ddc9d8f2c2d0a301cd30a79a2cc1b46dd1a73bef8f0038863d016b \
-    --hash=sha256:c632ce9c0b534fbe25b52c974515ed674937c5b99f549a92127c85f771a78772 \
-    --hash=sha256:c719f65bebcdf6716f10e9eff80d27567f7892d8988c06de12bbbd39307c6e3a \
-    --hash=sha256:c86969d012e51b8e415a8c6ce96f7857d6a87d6207303ab02d5d11ef0cad2274 \
-    --hash=sha256:c974fb66180e58709b6fc402846f13791240d180b74de81d23913abe48e96d94 \
-    --hash=sha256:c9883051c6972f58bfc4ebb2116345ee2aa151178e99c3f2b2bbe2af712abd13 \
-    --hash=sha256:ca9ac61ac6db4eb6c2a0cd1d0f7e1357647b638ccc92f7e9d8d133e71ed3c6ac \
-    --hash=sha256:cb979826071c0986a5f08333a36104153478ce6018c58cba7f9caddaf63d5d67 \
-    --hash=sha256:cd3db5927bf9167d5a6157ddb2f036f6b6b0ad001ac82355d43e97a4bde76d76 \
-    --hash=sha256:d147004fede1b12f6013a6dbb2a26a986a671a03c6ea740ddc76500e5f1c399f \
-    --hash=sha256:d3a4834f221061624b8887090637db9ad4f61752001eae37d56c52fddade2dc8 \
-    --hash=sha256:d9010032a0b9710f58012a1e9c222528763d860ba2ee1422c03473eab47703e7 \
-    --hash=sha256:d97f93fdae594d886c5a866636397e2bcab146fd7a132fd6bb9ce182224452f8 \
-    --hash=sha256:df23d57718f24badef8656c49743e11a89fd6f5358fa8a7b96e728fda2abf7d3 \
-    --hash=sha256:df6104c009713d3a89621096f3e3e88cc323fd269dbd7c20afe18535094320be \
-    --hash=sha256:e5e5f7debc7a57af53fdf5c5009f9391d9f4c12867049d509bf7bb164a6e295b \
-    --hash=sha256:e7d2f8616f0ff60bd332022279011776c3ac0faa0f1b463f7bb12326fbc97a1c \
-    --hash=sha256:e999f0c88a458c836d5fb521814e92ed2172c649200336a6df514987c1488258 \
-    --hash=sha256:eb4639f32fd4a9904ab8fb45bf3383ba71137f3d9d4ba25b3b3f3109977c5b8c \
-    --hash=sha256:ec707059ee75732b1ba130ed5f9580fe10ff75180c812bc267ded039db5128c6 \
-    --hash=sha256:ecc26751323224cf8186efcf7fbcbc30f4e1d8c7970659daf25ad995e4032a56 \
-    --hash=sha256:ee5e86776273de1795947d17bddd6bb19e0365fd2af4289c0d2c5454b6b1d36b \
-    --hash=sha256:f1162a1492032c82f14271e831c8f4b49f2b6078f4f5fc74de2c912fa225d51d \
-    --hash=sha256:f34ecee82858e41dd217734f0c41a532bd066bcaab636ad830f03a30b2a96f2a \
-    --hash=sha256:f85c6f327bf0b8c29da7d93b1cabb6363fb5e4e160a32fa241ed2dce21b73162 \
-    --hash=sha256:f92995dfec9420bb69ae629abf422e516923ba79ba4403bc750d94fb4a6c68c1 \
-    --hash=sha256:fb0540c854ac9c0c5ad495908fdfd3e332d553ec731698c0e29b1877ba0d2ec6 \
-    --hash=sha256:fceedde51fbd67ee2bcc8c0b33d0126cc8b51ef3bbde2f86662bd6d5a6f10ec5 \
-    --hash=sha256:fe6970addfea9e5e081401bcbadf865d2b6da045472f58af08427e108d618540 \
-    --hash=sha256:fee86b7c4bd29bdaf0d53d14739b08a106fdda809ca5fe032a15f52fae5fe254
-    # via aiobotocore
+aiohttp==3.14.3 \
+    --hash=sha256:03cd2bde3d7f085b64e549c985f4bb928cad7e8ecf5323bfca320db548d81b39 \
+    --hash=sha256:041badb8f84396357c4d3ad26de6afd7a32b112f43d3c63045c0c8278cfd2043 \
+    --hash=sha256:0a5ff2dfbb9ce645fa5b8ef3e02c6c0b9cc3f6030ff863d0c51fffc50cb5541b \
+    --hash=sha256:0fdea2281997af69da84c77ffa6f5938a0285f21fb3887c249d67419ca865b3d \
+    --hash=sha256:11fb37ef075669eee52ab1928fbf6e1741fada40409fa309ebde9607a962aebf \
+    --hash=sha256:134ac5ddcf61c6fad984b9a5727d83492ada43d63471db20fb73042c13fca62f \
+    --hash=sha256:152516815ef926786a0b6ae2b8f1fd2e0c71582dee0b435636865316fd4891b7 \
+    --hash=sha256:1576145bdceeb92382d899751e12743a3a5b8e460a841e3e50543859e54864dc \
+    --hash=sha256:16100ad3ab8d649fdfbee87602d9d2dcdca9df0b9eda8a1b5fdc0d41f96da559 \
+    --hash=sha256:16ea7e24c309fb7c0bbd505d149abe4fe4dccfb8db911db7dbec0921bc889a6f \
+    --hash=sha256:18c441d0a8fca6de8d1f546849b9f0ab20d435993e2c5b59562b2fae6be2f929 \
+    --hash=sha256:18cb43369747b2ae007bd2655fb8e63a099c2ff1d207962943636dac989b3147 \
+    --hash=sha256:1b59533861b70a2185c8f4f350f791f39d64358ef6944ce71c5240c9ec0982c9 \
+    --hash=sha256:1c5281acc88b92396f88c7e1e2748f8466689df22b80170e4f51efa712fb47a8 \
+    --hash=sha256:1c5ec8fb1bcc31a8466f74aaf26c345d5c386fa4bd08a3f0eb9c7a4a3fe8b5bf \
+    --hash=sha256:1caa7b0d05f3e3a36f87788c59e970a7ee1cefcfcbb924a9f138c4a6551c9cb7 \
+    --hash=sha256:21c016079415ed3fd676963e9793700a566d85dbbd6bfc564b9b2d209147dcc8 \
+    --hash=sha256:2498f0fe69ead802f9675beca44a7c21c62fdaa4ec5145ea1c3ad6edbee29f85 \
+    --hash=sha256:25bd2708db6bdf6a6630dd37bdcdfcb47c4434d22ac69c64665b802910140b30 \
+    --hash=sha256:270d3dace9ca2f10f0da5d8ebe519b7a310fc6112ed916e32df5866df0888553 \
+    --hash=sha256:2e1161602f45a54de2ce0905243a95f58cb42dcd378402f3697f5e0b21e9d2e7 \
+    --hash=sha256:2e9878ae68e4a5f1c0abe4dd497dbc3d51946f5837b56759e2a02e78fa90ef86 \
+    --hash=sha256:30402d03a7c0ff52bce290b57e564e9079fd9d0cb545c8aba73f86a103162d2e \
+    --hash=sha256:33a2d7c28d33797a2e99923dffa63f83d908a19b6bf26cfe80fa790aa5e1a75a \
+    --hash=sha256:362a3fd481769cac1a824514bcd86fda51c65e8fe6e051099e008fddde6db17c \
+    --hash=sha256:38901a84da3ce22249f6e860bf8f90d141bcab7da090cc398f8bb58c0e44b7da \
+    --hash=sha256:39aded8c7f3b935b54aab1d8d73c70ec0ee2d3ec3b943e0e86611bc150ba47f5 \
+    --hash=sha256:3a26434dafe408229ff3403458ca58de24fb51936504decac49ce6755f77e59d \
+    --hash=sha256:3ae5b3a59436d089b5395d910121a390feed4d00578eb95a0fd1a329fe963100 \
+    --hash=sha256:3d4f72af88ac2474bb5bca640030320e3d38a0163a1d7533500e87be458eef71 \
+    --hash=sha256:3f42e9b78301f11c8f861746175d8b9c1ccef713fcad9eab396e2f6db8ed4a22 \
+    --hash=sha256:42a67efc36300d052fb4508a53e8b6901b9284b599ae63945c377569c5fcc1e1 \
+    --hash=sha256:48d67b87db6279c044760787eb01f6413032c2e6f3ba1cafaa492b1c8e578479 \
+    --hash=sha256:498c6c623134f8e09a3c4e60bcd607a0b4590dd7dbf08dd40851b27cbb520ccb \
+    --hash=sha256:49f7325beb0f85ef4aef5f48f490269575f83e6e2acad00a1d80b807eb027062 \
+    --hash=sha256:4e3ac92d90e92773b2362d506068e9a948192bd553e743c5b2429e28527c8661 \
+    --hash=sha256:530125ee1163c4219af35dc3aa1206e541e7b31b6efc1a3f93b70a136f65d427 \
+    --hash=sha256:5373dc80ad1aa2fb9ad95c83f24eef418bbda3a61375f128e5b0192e4f3f9b32 \
+    --hash=sha256:53e5179d8abb5710f8e83ba207c41c8d1261fcffd4616500e15ca2b7a33be10a \
+    --hash=sha256:53e7b4ce82b54a8bcc71b3b67a5cbd177ca1d7f592cbc92cd38b7349f73482db \
+    --hash=sha256:543906c127fb1d929b95076db19b83fa2d46751006ff1e23b093aa5ac4d8db42 \
+    --hash=sha256:54cfcdee2770dac994417cbb0ee1f3eb0e7cb6b30c79bf44f2c02ff79ec5124a \
+    --hash=sha256:55bdcc472aafe2de4a253045cc128007a64f1e0264fb675791e132ea5edaa3bd \
+    --hash=sha256:56f355e79f71aef2a85c80305cc915f894b170dba76de5fe84f6351939b83c06 \
+    --hash=sha256:5895ef58c4620afe02fa16044f023dc4dafec08158f9d08874a46a7dbc0341b8 \
+    --hash=sha256:5bcb6ff3fdab1258a192679ff1a05d44f59626430aa05cd1a9d2447423599228 \
+    --hash=sha256:5f08ec777f35ee70720233b8b9811d3bb5d728137f30ac91b7457709c3261ac0 \
+    --hash=sha256:614c61d478b83953e261d02bb2df750f17227cd33ef8002945bf5aebbde21919 \
+    --hash=sha256:617105e2c3018ee38d0c8ce5ee3c84f621a6d8b9f723202aacaff28449ca91ee \
+    --hash=sha256:6debfa7312ff9d4c124dc71d72e9a0a4b9e0879e48ba6fcb42bef5c3300289e2 \
+    --hash=sha256:7041d52c3a7fa20c9e8c182b534704abb19502c8bdcbde7ab23bfda6f642394f \
+    --hash=sha256:70c987b27534f9ae1a723f47ae921571d616da21d3208282bf4c52af5164ac43 \
+    --hash=sha256:74ab5b6a9fb13e873e5a90946588baecaf488745e1db1a4a5c433f971f035098 \
+    --hash=sha256:78253b573e6ffab5028924fc98bc281aae05445969982a10864bc360dea2016c \
+    --hash=sha256:7a75aa63cbf9b21cfaf60dc2657e19df2c2867d91707d653fee171ffeedd1371 \
+    --hash=sha256:8800c996b01c2772a783e3e46f3e1abd5823029adca0df54231960de9bfefa5b \
+    --hash=sha256:89176250f686cb9853c0fb7ead90e639e915b84a6f43eedc2a4e7ec21f1037f0 \
+    --hash=sha256:8a5fd34f7f7410d1730d5c2ba873cacb2eed3fede366feb268a70ba22581ed8f \
+    --hash=sha256:8b3b60de05f3dcb6f6a00f818bb2ec781cee4de0645f59ccaf99b1d1823b6100 \
+    --hash=sha256:8f2f1c4c032c7cedd7d8da6f54c97b70266c6570c3108d3fdffee7188bb70529 \
+    --hash=sha256:9491196535a88924a60afd5b5f434b5b203b6cc616250878dbdb223a8f7844bc \
+    --hash=sha256:9aa6e61fdf20105c4144e755bd586008ff450791d67b1c8146fdc15959c4d51c \
+    --hash=sha256:9d9edccfe496b476db5f398d97b865e9a6752bcf8aec4eef8390ce20fb64bb41 \
+    --hash=sha256:9fc7b5bfec6573f3ae844f457fdde5adeb713f8b8e4a81ad64fc207b49383716 \
+    --hash=sha256:a0dc483c00da8b673abbb367eb6f8d8f4bcec30eb58529ea13cb42e7fd2dfa33 \
+    --hash=sha256:a3a8296e7ab5c295f53f1041487cb088e1480775aafbf7fe545d93b770a0f96f \
+    --hash=sha256:a3e22975f905b89a55a488c2a08f2fdb2186175349e917d48985cc468a3d4c6e \
+    --hash=sha256:a4af35c443e0b1a1bd6a8af3f3485d7fda15c142751a00f3ff8090f0b93346fa \
+    --hash=sha256:a94dbaae5ae27bd849c93570669bff91e0510f33a80805738e3de72a7be0447b \
+    --hash=sha256:ac74facc01463f138b0da5580329cfcc82818dea5656e83ddcd11268fc12ff80 \
+    --hash=sha256:ad4c8b7488d745d2ca4838ebd8ae5ba9b56341d30b1da43640e4ce87f9f49646 \
+    --hash=sha256:b014a6ed7cf912e787149fdc529166d3ceabac23f26efeea3158c9aba2354e7e \
+    --hash=sha256:b20032766aedf6261c7a566585a40867d092ac03a0d81592d5370ef9b054f99b \
+    --hash=sha256:b2466434105a4e03113c36ec775cc2ebe6676b62eae326fa670bb607ef788c1c \
+    --hash=sha256:b304db572b4368edd8dda8a2274f73156fe15558fca4a917cb8a09fc47af5963 \
+    --hash=sha256:ba59d59aba08ac02fc03b0c8983ccd5ee39a199d0552ce9e6d2b4845b34d59ae \
+    --hash=sha256:bd52f811e65f6fb634b1047159657c98f52b407f8efec907bcfc09da9a4c0a25 \
+    --hash=sha256:bdd0e2834dce1a26c1bbe26464861e16bbe217042cbff619247c11594472518c \
+    --hash=sha256:c23ec8ee9d5ab2f5421f9c7fffce208435607af27fd46d4a44e031954352838f \
+    --hash=sha256:c39846c3aad97a8530c89d7a3869a8f8e9e3762c6ac0504481e5c80948f7e807 \
+    --hash=sha256:c3c200cf9757edd785051dc699c7ecbec22110dbfcb3fefc7a9f9695eda8ea7a \
+    --hash=sha256:c7d3a97c678d34fc5b59da671ee9cd630096ddc643e7b5a30d54a2a6f3574d3f \
+    --hash=sha256:c8653fd547c93a61aadc612007790f5555cdd18946fa48cf45e26d8ea4ea473d \
+    --hash=sha256:cc7cb243a68167172f48c1fd43cee91ec4b1d40cefd190edd43369d1a6bc9c82 \
+    --hash=sha256:ccd4893707b3e2a13e39c90d43cf80edf2e4d0457935bcc103bf2346214c3f15 \
+    --hash=sha256:cd817772b2fcf2b8c0905795318485f9ec16eae60b29feb7f4c77085311637f0 \
+    --hash=sha256:cda5fd5c95ad7a125a2e8464acc78b98b94c475a3780d6aa0aa157c93f470f4d \
+    --hash=sha256:cef89a58e628c4efcac3275c2d68083f82426dcdc89c1492a6f654f9f7ea6ab9 \
+    --hash=sha256:d1558173930a5a8d3069cee5c92fc91c87c4dbcb099debbb3622053717145a19 \
+    --hash=sha256:d6088ec9894113802bddb3c09e974929aed2c7b3a8c456219b8aab4481f1a239 \
+    --hash=sha256:d6218d92e450824e9b4881f44e8c09f1853b490f9a64130801024a4793b1b3b0 \
+    --hash=sha256:d77640cc618c1d99fc4f8589c0f24a730adfa54eb1e57ef7bf0c8dfb78da898c \
+    --hash=sha256:d7d2deec16eeedf55f2c7cf75b521ea3856a5177e123844f8fd0f114ce252cb5 \
+    --hash=sha256:db332af25642007330fca8be5c4d194caf2bea7a7fc84415aff3497af5dfee6b \
+    --hash=sha256:dd54d0e8717de95939766febac482ac0474d8ac3b048115f9f2b1d23a16e7db4 \
+    --hash=sha256:ddcac3c6b382e81f1dd0499199d4136b877beb4cb5ef770bbbfba56c4b8f55d2 \
+    --hash=sha256:df82f3787c940c94986b34222d59c9e38843fba85139f36e85255a82ad5355a9 \
+    --hash=sha256:dfa68deb2a443bdaa3ea5297b0699c1464f08aef3812b486d1348eee61b07dc0 \
+    --hash=sha256:dff9461ec275f22135650d5ba4b4931a11f3958df7dfbb8db630000d4dee0883 \
+    --hash=sha256:e1e74298bab6ee0d6e749ed4fd1901c7e604bdda32c03d787a2cc71c46d0433d \
+    --hash=sha256:e2667f0bbe7eb6c74eae5e9691441ad186e5845ca3cff63230fc09c4e7514f5d \
+    --hash=sha256:e3be98a7c30b8c25d573dafba7171d66dfb05ee6a9070fc46535464ff97700a6 \
+    --hash=sha256:e568e14940c09955aa51f4e645b6daa18a581c5dcfcd73744dcc86a856e3ced3 \
+    --hash=sha256:e72ee89e28d907a18f46959b4eb0bb06701cc7f8cf4366e00029e2ccfaaf5924 \
+    --hash=sha256:e92eb8acc45eb6a9f4935071a77edf5b85cc6f8dfad5cd99e97653c26593cdde \
+    --hash=sha256:ea05e1f97ceea523942d9b2a7d7c0359d781d683d6b043f5943a602b14da4787 \
+    --hash=sha256:eac645b09bcfdf73df7536331f0678c1086ea250981118ddb5199e17ccef72bb \
+    --hash=sha256:eb0495d778817619273c108784292be161a924b9f5ae5cbbc70a2caa6838250b \
+    --hash=sha256:ebe8e504f058fe91223351cecd2d9d6946c9d241bb0250d898ffbdf584cc72b0 \
+    --hash=sha256:ed099d105449c4f9e84f24af203cd131349d4761d8813fa7e02c32e7128cd910 \
+    --hash=sha256:f0f177d1b195b9e06376cfd7d308d8a1b920909a609d03ac82a8c73bbb16d3b9 \
+    --hash=sha256:f3d2669fe7dec7fc359ecdb5984b29b50d85d5d00f8c1cb61de4f4a24ee42627 \
+    --hash=sha256:f4e05329faa0ea1a404b37de4f034fd2c2defcca06a68dc6745e4e56c88e8a48 \
+    --hash=sha256:f53bcd52f585e1ac3e590d61434eb61f9a88c38df041b4ea126d97144344a77b \
+    --hash=sha256:f55119f7bf25f49ed210f6096090715da24f2943c62102448915fde3c62877ce \
+    --hash=sha256:f631fe87a6f30df5fbe6d79640b25e4cffb38c31c7fb6f10871517b84b0f8c1a \
+    --hash=sha256:f8fb78a83c9e5f741ca3a68cfb455c1f5bb83b4e7249a3848b3cd78d0a8563b0 \
+    --hash=sha256:fa9467a8113aa69d3d7c55a70ef0b7c636010a40993f3df9d9d0d73b3eb7ef24 \
+    --hash=sha256:fd51ebf9d3a00c074df4ede271023f4d2dba289bcc740b88191872716014e3c5
+    # via
+    #   aiobotocore
+    #   kubernetes
 aioitertools==0.13.0 \
     --hash=sha256:0be0292b856f08dfac90e31f4739432f4cb6d7520ab9eb73e143f4f2fa5259be \
     --hash=sha256:620bd241acc0bbb9ec819f1ab215866871b4bbd1f73836a55f799200ee86950c
@@ -142,21 +143,22 @@ alabaster==1.0.0 \
     --hash=sha256:c00dca57bca26fa62a6d7d0a9fcce65f3e026e9bfe33e9c538fd3fbb2144fd9e \
     --hash=sha256:fc6786402dc3fcb2de3cabd5fe455a2db534b371124f1f21de8731783dec828b
     # via sphinx
-annotated-doc==0.0.4 \
-    --hash=sha256:571ac1dc6991c450b25a9c2d84a3705e2ae7a53467b5d111c24fa8baabbed320 \
-    --hash=sha256:fbcda96e87e9c92ad167c2e53839e57503ecfda18804ea28102353485033faa4
+annotated-doc==0.0.5 \
+    --hash=sha256:117bac03a25ede5df5440e855b32d556049ca169ead221505badf432fed4b101 \
+    --hash=sha256:c7e58ce09192557605d8bbd92836d7e1d520ac9580096042c0bfd197efacf1bb
     # via
     #   fastapi
     #   typer
-annotated-types==0.7.0 \
-    --hash=sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53 \
-    --hash=sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89
+annotated-types==0.8.0 \
+    --hash=sha256:13b2beaad985e05e2d6407ee4c4f35590b11f8d693a258a561055cac8f64cab7 \
+    --hash=sha256:f072f4d804ea359e4eaf198b1af7a8b0943881a87f31bb764f8bf219bb9419e0
     # via pydantic
-anyio==4.13.0 \
-    --hash=sha256:08b310f9e24a9594186fd75b4f73f4a4152069e3853f1ed8bfbf58369f4ad708 \
-    --hash=sha256:334b70e641fd2221c1505b3890c69882fe4a2df910cba14d97019b90b24439dc
+anyio==4.14.2 \
+    --hash=sha256:9f505dda5ac9f0c8309b5e8bd445a8c2bf7246f3ce950121e45ea15bc41d1494 \
+    --hash=sha256:cfa139f3ed1a23ee8f88a145ddb5ac7605b8bbfd8592baacd7ce3d8bb4313c7f
     # via
     #   httpx
+    #   httpx2
     #   mcp
     #   sse-starlette
     #   starlette
@@ -165,6 +167,42 @@ asn1crypto==1.5.1 \
     --hash=sha256:13ae38502be632115abf8a24cbe5f4da52e3b5231990aff31123c805306ccb9c \
     --hash=sha256:db4e40728b728508912cbb3d44f19ce188f218e9eba635821bb4b68564f8fd67
     # via snowflake-connector-python
+ast-serialize==0.6.0 \
+    --hash=sha256:0067b25fce104eaae5b88383de9ab803faeb671831e14ca698b771b356e2600f \
+    --hash=sha256:085de7f62dc9cc247eb01e965a362707d1d90b1d89a82c5bf78301a60a3c417b \
+    --hash=sha256:093cb8bb91b720d8523580498d031791bb1bbaa048599c3d21085d380e11a596 \
+    --hash=sha256:113b58346f9ceb664352032770caca817d4a3c86f611c6088e6ef65ddaa70f0e \
+    --hash=sha256:13b7769970a39983b0adf2f38917b1cd3b8946f76df045756c3d741bc689f089 \
+    --hash=sha256:2d947e45cafc4b09bd7528917fa84c517654a43de173c79785574b7b3068ac24 \
+    --hash=sha256:305802f2ce2a7c4e87835078ea85c58b586ddda8095b92fe2ead9364ae19c80a \
+    --hash=sha256:32ef62ec34cf6be20ad77d4799556638fbdf187f3ae10698dfb20ef9f2c89516 \
+    --hash=sha256:3ae22a366b752ab4496191525b78b097b5b72d531752e3c1dd7e383a8f2c8a1a \
+    --hash=sha256:4d6ef91590258ada18909b9caea344dac4de2013906b035473cd674a43f4b790 \
+    --hash=sha256:4ed29121da8b3fdc291002801a1de0f76248fa07dce89157a5f277842cf6126e \
+    --hash=sha256:5337cb256dcea3df9288205213d1601581536526b8f4da44b6974f1180f3252a \
+    --hash=sha256:577a6c189068686869f5f1ddc38363f3ae1808a4753b577266f9202071a7bb66 \
+    --hash=sha256:6e15ec740436e1a0d62de848641abe5f3a2f89a7f94907d534795ac91bbacf14 \
+    --hash=sha256:6f7a408601bb3edaefb3bc67a4c01f5235e3253653b6a5729a2ee2382b35341c \
+    --hash=sha256:82c312a7844d2fdeb4d5c48bd3d215bf940dafd4704e1a9bcf252a99010a99b1 \
+    --hash=sha256:8670bfa51208a2c0c8d138928e40e998fab158f9200d53bb80c088b5b8eda7b8 \
+    --hash=sha256:897ac47b5637be41c0c07061c8a912fafa967ef1dc73fa115e4bfa70882a093b \
+    --hash=sha256:9f8a8b78b13173de6a9ec22111d9be674874cd5bdccda04f14ae5ebc2bef403a \
+    --hash=sha256:a14191beec7e0c078d2fc1f6edc0aee88bcd4db9f18e1bc9f8052b559c22dddc \
+    --hash=sha256:a4826809eb8597a8cd59fd924b6d7c285b8969a1e0007e2cb652cab62376270f \
+    --hash=sha256:a7520b672827885bafeae7501f684d14d47d17e5f45256f9df547686cca52264 \
+    --hash=sha256:aadd3ffcf4858c9726bf3515f7b199c7eadbe504f96028e4a87172c0da65a8fe \
+    --hash=sha256:b1dac4e09d341c1300ba69cdcbe62867b32a8c75d90db9bf4d083bec3b039f0b \
+    --hash=sha256:c4af9a1386166e40ed01464991806f89038a2d89782576c7774876fa77034e32 \
+    --hash=sha256:c617417f9cbb0cb144f6283c3cbe0d2e0f01beaf9f608f662b21191058a626ec \
+    --hash=sha256:c7b8b8f0c42f752ea00b2b7d7c090b3f80d9c1c5c75cadf16423790a0cc74081 \
+    --hash=sha256:c901adbd750029b9ac4ad3d6aa56853e0ad4875119fbf52b7b8298afc223828b \
+    --hash=sha256:ccd132fe8db56f61fe743b1f644d01b8d65b83248a8da506f3132bda86d6ed5e \
+    --hash=sha256:cd5b91b9e6f2356ace3a556963b0cd783b395fbbb0bb17b4defc283415466e77 \
+    --hash=sha256:cdc4e6f930b9090c2f92c9036ad12ffb8e6e44d4a5ba06f1458a05d60f203f7b \
+    --hash=sha256:dcbed41e9386059fc0261d602445ede0976c2ecec2939688bcbcb9ed0b6f28b7 \
+    --hash=sha256:e61580a69faf47e3689795367ed211f2a10fd741478cc0f36a0f128793360aad \
+    --hash=sha256:f2ff3baffc3a29c1f15bc9098aa0c09763410262d5e6cef42116f7356c184554
+    # via mypy
 async-timeout==5.0.1 \
     --hash=sha256:39e3809566ff85354557ec2398b55e096c8364bacac9405a7a1fa429e77fe76c \
     --hash=sha256:d9321a7a3d5a6a5e187e824d2fa0793ce379a202935782d555d6e9d2735677d3
@@ -177,6 +215,7 @@ attrs==26.1.0 \
     --hash=sha256:c647aa4a12dfbad9333ca4e71fe62ddc36f4e63b2d260a37a8b83d2f043ac309 \
     --hash=sha256:d03ceb89cb322a8fd706d4fb91940737b6642aa36998fe130a9bc96c985eff32
     # via
+    #   feast (pyproject.toml)
     #   aiohttp
     #   jsonschema
     #   referencing
@@ -184,265 +223,248 @@ babel==2.18.0 \
     --hash=sha256:b80b99a14bd085fcacfa15c9165f651fbb3406e66cc603abf11c5750937c992d \
     --hash=sha256:e2b422b277c2b9a9630c1d7903c2a00d0830c409c59ac8cae9081c92f1aeba35
     # via sphinx
-bigtree==1.4.0 \
-    --hash=sha256:d0d99550ae64ce4529f132602ab875c2ab472c96c942f5704f8c72a17450d3ea \
-    --hash=sha256:e5ae2e948168da671d99601c9ed87ab3b48d9d4ea8a98f111e5748e98064c31c
+bigtree==1.5.3 \
+    --hash=sha256:47879c5d80f4e0d50f2c8818d3b80fc58af24b5372608223aac25e5580ac0ed8 \
+    --hash=sha256:81169329ec92dfab7d8df9d61d85d8dea8b8512fbf073fbc95badc21eadcd14f
     # via feast (pyproject.toml)
-boto3==1.38.27 \
-    --hash=sha256:94bd7fdd92d5701b362d4df100d21e28f8307a67ff56b6a8b0398119cf22f859 \
-    --hash=sha256:95f5fe688795303a8a15e8b7e7f255cadab35eae459d00cc281a4fd77252ea80
+boto3==1.43.46 \
+    --hash=sha256:66c0d943b049a46a492ec4ec2ebe73c930b1842c7137bee83aad6d93e95d4d96 \
+    --hash=sha256:69453e2c1bcb9fd9806527ab99950cacfc2826cb0dce9a3a0414d19270c06c3c
     # via
     #   feast (pyproject.toml)
     #   snowflake-connector-python
-botocore==1.38.46 \
-    --hash=sha256:8798e5a418c27cf93195b077153644aea44cb171fcd56edc1ecebaa1e49e226e \
-    --hash=sha256:89ca782ffbf2e8769ca9c89234cfa5ca577f1987d07d913ee3c68c4776b1eb5b
+botocore==1.43.46 \
+    --hash=sha256:59f2e1ac3cdc66d191cae91c0804bc41847ce817dc8147cf43eaada8f76a5533 \
+    --hash=sha256:cb673891e623ae6e6a1bf24d94ef169504f3eb02584adb5d5bee2f6aae819b60
     # via
     #   aiobotocore
     #   boto3
     #   s3transfer
     #   snowflake-connector-python
+cachetools==7.1.6 \
+    --hash=sha256:2c12e255780330af28b91bb7fb96cce4c766f04e38396b9a24510190a5827096 \
+    --hash=sha256:c7a79e7f30ba9943c1cefd08cc36f006aaae086e017af9166f1d59d6170c47e1
+    # via pymilvus
 calver==2025.3.31 \
     --hash=sha256:07511edf5e7fa75ae97445c8c5921240e0fe62937289a3ebe6963eddd3c691b6 \
     --hash=sha256:255d1a70bba8f97dc1eee3af4240ed35980508da69257feef94c79e5c6545fc7
     # via feast (pyproject.toml)
-certifi==2026.4.22 \
-    --hash=sha256:3cb2210c8f88ba2318d29b0388d1023c8492ff72ecdde4ebdaddbb13a31b1c4a \
-    --hash=sha256:8d455352a37b71bf76a79caa83a3d6c25afee4a385d632127b6afb3963f1c580
+certifi==2026.7.22 \
+    --hash=sha256:62f22742b58a1a33014a2b6b706588a8d7e2a88ae7bd1a6ebe8c992928483775 \
+    --hash=sha256:741e2c3b351ddf169a738da9f2c048608ff7f2c5cc02f1ebc6b118bb090d5d55
     # via
     #   httpcore
     #   httpx
     #   kubernetes
     #   requests
     #   snowflake-connector-python
-cffi==2.0.0 \
-    --hash=sha256:00bdf7acc5f795150faa6957054fbbca2439db2f775ce831222b66f192f03beb \
-    --hash=sha256:07b271772c100085dd28b74fa0cd81c8fb1a3ba18b21e03d7c27f3436a10606b \
-    --hash=sha256:087067fa8953339c723661eda6b54bc98c5625757ea62e95eb4898ad5e776e9f \
-    --hash=sha256:0a1527a803f0a659de1af2e1fd700213caba79377e27e4693648c2923da066f9 \
-    --hash=sha256:0cf2d91ecc3fcc0625c2c530fe004f82c110405f101548512cce44322fa8ac44 \
-    --hash=sha256:0f6084a0ea23d05d20c3edcda20c3d006f9b6f3fefeac38f59262e10cef47ee2 \
-    --hash=sha256:12873ca6cb9b0f0d3a0da705d6086fe911591737a59f28b7936bdfed27c0d47c \
-    --hash=sha256:19f705ada2530c1167abacb171925dd886168931e0a7b78f5bffcae5c6b5be75 \
-    --hash=sha256:1cd13c99ce269b3ed80b417dcd591415d3372bcac067009b6e0f59c7d4015e65 \
-    --hash=sha256:1e3a615586f05fc4065a8b22b8152f0c1b00cdbc60596d187c2a74f9e3036e4e \
-    --hash=sha256:1f72fb8906754ac8a2cc3f9f5aaa298070652a0ffae577e0ea9bd480dc3c931a \
-    --hash=sha256:1fc9ea04857caf665289b7a75923f2c6ed559b8298a1b8c49e59f7dd95c8481e \
-    --hash=sha256:203a48d1fb583fc7d78a4c6655692963b860a417c0528492a6bc21f1aaefab25 \
-    --hash=sha256:2081580ebb843f759b9f617314a24ed5738c51d2aee65d31e02f6f7a2b97707a \
-    --hash=sha256:21d1152871b019407d8ac3985f6775c079416c282e431a4da6afe7aefd2bccbe \
-    --hash=sha256:24b6f81f1983e6df8db3adc38562c83f7d4a0c36162885ec7f7b77c7dcbec97b \
-    --hash=sha256:256f80b80ca3853f90c21b23ee78cd008713787b1b1e93eae9f3d6a7134abd91 \
-    --hash=sha256:28a3a209b96630bca57cce802da70c266eb08c6e97e5afd61a75611ee6c64592 \
-    --hash=sha256:2c8f814d84194c9ea681642fd164267891702542f028a15fc97d4674b6206187 \
-    --hash=sha256:2de9a304e27f7596cd03d16f1b7c72219bd944e99cc52b84d0145aefb07cbd3c \
-    --hash=sha256:38100abb9d1b1435bc4cc340bb4489635dc2f0da7456590877030c9b3d40b0c1 \
-    --hash=sha256:3925dd22fa2b7699ed2617149842d2e6adde22b262fcbfada50e3d195e4b3a94 \
-    --hash=sha256:3e17ed538242334bf70832644a32a7aae3d83b57567f9fd60a26257e992b79ba \
-    --hash=sha256:3e837e369566884707ddaf85fc1744b47575005c0a229de3327f8f9a20f4efeb \
-    --hash=sha256:3f4d46d8b35698056ec29bca21546e1551a205058ae1a181d871e278b0b28165 \
-    --hash=sha256:44d1b5909021139fe36001ae048dbdde8214afa20200eda0f64c068cac5d5529 \
-    --hash=sha256:45d5e886156860dc35862657e1494b9bae8dfa63bf56796f2fb56e1679fc0bca \
-    --hash=sha256:4647afc2f90d1ddd33441e5b0e85b16b12ddec4fca55f0d9671fef036ecca27c \
-    --hash=sha256:4671d9dd5ec934cb9a73e7ee9676f9362aba54f7f34910956b84d727b0d73fb6 \
-    --hash=sha256:53f77cbe57044e88bbd5ed26ac1d0514d2acf0591dd6bb02a3ae37f76811b80c \
-    --hash=sha256:5eda85d6d1879e692d546a078b44251cdd08dd1cfb98dfb77b670c97cee49ea0 \
-    --hash=sha256:5fed36fccc0612a53f1d4d9a816b50a36702c28a2aa880cb8a122b3466638743 \
-    --hash=sha256:61d028e90346df14fedc3d1e5441df818d095f3b87d286825dfcbd6459b7ef63 \
-    --hash=sha256:66f011380d0e49ed280c789fbd08ff0d40968ee7b665575489afa95c98196ab5 \
-    --hash=sha256:6824f87845e3396029f3820c206e459ccc91760e8fa24422f8b0c3d1731cbec5 \
-    --hash=sha256:6c6c373cfc5c83a975506110d17457138c8c63016b563cc9ed6e056a82f13ce4 \
-    --hash=sha256:6d02d6655b0e54f54c4ef0b94eb6be0607b70853c45ce98bd278dc7de718be5d \
-    --hash=sha256:6d50360be4546678fc1b79ffe7a66265e28667840010348dd69a314145807a1b \
-    --hash=sha256:730cacb21e1bdff3ce90babf007d0a0917cc3e6492f336c2f0134101e0944f93 \
-    --hash=sha256:737fe7d37e1a1bffe70bd5754ea763a62a066dc5913ca57e957824b72a85e205 \
-    --hash=sha256:74a03b9698e198d47562765773b4a8309919089150a0bb17d829ad7b44b60d27 \
-    --hash=sha256:7553fb2090d71822f02c629afe6042c299edf91ba1bf94951165613553984512 \
-    --hash=sha256:7a66c7204d8869299919db4d5069a82f1561581af12b11b3c9f48c584eb8743d \
-    --hash=sha256:7cc09976e8b56f8cebd752f7113ad07752461f48a58cbba644139015ac24954c \
-    --hash=sha256:81afed14892743bbe14dacb9e36d9e0e504cd204e0b165062c488942b9718037 \
-    --hash=sha256:8941aaadaf67246224cee8c3803777eed332a19d909b47e29c9842ef1e79ac26 \
-    --hash=sha256:89472c9762729b5ae1ad974b777416bfda4ac5642423fa93bd57a09204712322 \
-    --hash=sha256:8ea985900c5c95ce9db1745f7933eeef5d314f0565b27625d9a10ec9881e1bfb \
-    --hash=sha256:8eca2a813c1cb7ad4fb74d368c2ffbbb4789d377ee5bb8df98373c2cc0dee76c \
-    --hash=sha256:92b68146a71df78564e4ef48af17551a5ddd142e5190cdf2c5624d0c3ff5b2e8 \
-    --hash=sha256:9332088d75dc3241c702d852d4671613136d90fa6881da7d770a483fd05248b4 \
-    --hash=sha256:94698a9c5f91f9d138526b48fe26a199609544591f859c870d477351dc7b2414 \
-    --hash=sha256:9a67fc9e8eb39039280526379fb3a70023d77caec1852002b4da7e8b270c4dd9 \
-    --hash=sha256:9de40a7b0323d889cf8d23d1ef214f565ab154443c42737dfe52ff82cf857664 \
-    --hash=sha256:a05d0c237b3349096d3981b727493e22147f934b20f6f125a3eba8f994bec4a9 \
-    --hash=sha256:afb8db5439b81cf9c9d0c80404b60c3cc9c3add93e114dcae767f1477cb53775 \
-    --hash=sha256:b18a3ed7d5b3bd8d9ef7a8cb226502c6bf8308df1525e1cc676c3680e7176739 \
-    --hash=sha256:b1e74d11748e7e98e2f426ab176d4ed720a64412b6a15054378afdb71e0f37dc \
-    --hash=sha256:b21e08af67b8a103c71a250401c78d5e0893beff75e28c53c98f4de42f774062 \
-    --hash=sha256:b4c854ef3adc177950a8dfc81a86f5115d2abd545751a304c5bcf2c2c7283cfe \
-    --hash=sha256:b882b3df248017dba09d6b16defe9b5c407fe32fc7c65a9c69798e6175601be9 \
-    --hash=sha256:baf5215e0ab74c16e2dd324e8ec067ef59e41125d3eade2b863d294fd5035c92 \
-    --hash=sha256:c649e3a33450ec82378822b3dad03cc228b8f5963c0c12fc3b1e0ab940f768a5 \
-    --hash=sha256:c654de545946e0db659b3400168c9ad31b5d29593291482c43e3564effbcee13 \
-    --hash=sha256:c6638687455baf640e37344fe26d37c404db8b80d037c3d29f58fe8d1c3b194d \
-    --hash=sha256:c8d3b5532fc71b7a77c09192b4a5a200ea992702734a2e9279a37f2478236f26 \
-    --hash=sha256:cb527a79772e5ef98fb1d700678fe031e353e765d1ca2d409c92263c6d43e09f \
-    --hash=sha256:cf364028c016c03078a23b503f02058f1814320a56ad535686f90565636a9495 \
-    --hash=sha256:d48a880098c96020b02d5a1f7d9251308510ce8858940e6fa99ece33f610838b \
-    --hash=sha256:d68b6cef7827e8641e8ef16f4494edda8b36104d79773a334beaa1e3521430f6 \
-    --hash=sha256:d9b29c1f0ae438d5ee9acb31cadee00a58c46cc9c0b2f9038c6b0b3470877a8c \
-    --hash=sha256:d9b97165e8aed9272a6bb17c01e3cc5871a594a446ebedc996e2397a1c1ea8ef \
-    --hash=sha256:da68248800ad6320861f129cd9c1bf96ca849a2771a59e0344e88681905916f5 \
-    --hash=sha256:da902562c3e9c550df360bfa53c035b2f241fed6d9aef119048073680ace4a18 \
-    --hash=sha256:dbd5c7a25a7cb98f5ca55d258b103a2054f859a46ae11aaf23134f9cc0d356ad \
-    --hash=sha256:dd4f05f54a52fb558f1ba9f528228066954fee3ebe629fc1660d874d040ae5a3 \
-    --hash=sha256:de8dad4425a6ca6e4e5e297b27b5c824ecc7581910bf9aee86cb6835e6812aa7 \
-    --hash=sha256:e11e82b744887154b182fd3e7e8512418446501191994dbf9c9fc1f32cc8efd5 \
-    --hash=sha256:e6e73b9e02893c764e7e8d5bb5ce277f1a009cd5243f8228f75f842bf937c534 \
-    --hash=sha256:f73b96c41e3b2adedc34a7356e64c8eb96e03a3782b535e043a986276ce12a49 \
-    --hash=sha256:f93fd8e5c8c0a4aa1f424d6173f14a892044054871c771f8566e4008eaa359d2 \
-    --hash=sha256:fc33c5141b55ed366cfaad382df24fe7dcbc686de5be719b207bb248e3053dc5 \
-    --hash=sha256:fc7de24befaeae77ba923797c7c87834c73648a05a4bde34b3b7e5588973a453 \
-    --hash=sha256:fe562eb1a64e67dd297ccc4f5addea2501664954f2692b69a76449ec7913ecbf
+cffi==2.1.0 \
+    --hash=sha256:02cb7ff33ded4f1532476731f89ede53e2e488a8e6205515a82144246ffa7dcc \
+    --hash=sha256:03e9810d18c646077e501f661b682fbf5dee4676048527ca3cffe66faa9960dd \
+    --hash=sha256:0520e1f4c35f44e209cbbb421b67eec42e6a157f59444dfb6058874ff3610e5d \
+    --hash=sha256:0582a58f3051372229ca8e7f5f589f9e5632678208d8636fea3676711fdf7fe5 \
+    --hash=sha256:0611e7ebf90573a535ebdc33ae9da222d037853983e13359f580fab781ca017f \
+    --hash=sha256:0a42c688d19fca6e095a53c6a6e2295a5b050a8b289f109adab02a9e61a25de6 \
+    --hash=sha256:0a96b74cda968eebbad56d973efe5098974f0a9fb323865bf99ea1fd24e3e64c \
+    --hash=sha256:10537b1df4967ca26d21e5072d7d54188354483b91dc75058968d3f0cf13fbda \
+    --hash=sha256:11b3fb55f4f8ad92274ed26705f65d8f91457de71f5380061eb6d125a768fecd \
+    --hash=sha256:15faec4adfff450819f3aee0e2e02c812de6edb88203aa58807955db2003472a \
+    --hash=sha256:164bff1657b2a74f0b6d54e11c9b375bc97b931f2ca9c43fcf875838da1570dd \
+    --hash=sha256:1854b724d00f6654c742097d5387569021be12d3a0f770eae1df8f8acfcc6acd \
+    --hash=sha256:19c54ac121cad98450b4896fa9a43ee0180d57bc4bc911a33db6cab1efab6cd3 \
+    --hash=sha256:1b96bfe2c4bd825681b7d311ad6d9b7280a091f43e8f63da5729638083cd3bfb \
+    --hash=sha256:1e9f50d192a3e525b15a75ab5114e442d83d657b7ec29182a991bc9a88fd3a66 \
+    --hash=sha256:1ff3456eab0d889592d1936d6125bbfbc7ae4d3354a700f8bd80450a66445d4d \
+    --hash=sha256:2282cd5e38aa8accd03e99d1256af8411c84cdbee6a89d841b563fdbd1f3e50f \
+    --hash=sha256:276f20fffd7b396e12516ba8edf9509210ac248cbbc5acbc39cd512f9f59ebe6 \
+    --hash=sha256:2b71d409cccee78310ab5dec549aed052aaea483346e282c7b02362596e01bb0 \
+    --hash=sha256:2e9dabb9abcb7ad15938c7196ad5c1718a4e6d33cc79b4c0209bdb64c4a54a5c \
+    --hash=sha256:30b65779d598c370374fefabf138d456fd6f3216bfa7bedfab1ba82025b0cd93 \
+    --hash=sha256:33eb1ad83ebe8f313e0df035c406227d55a79456704a863fad9842136af5ad7d \
+    --hash=sha256:35aaea0c7ee0e58a5cd8c2fd1a48fdf7ece0d2699b7ecdda08194e9ce5dd9b3d \
+    --hash=sha256:3681e031db29958a7502f5c0c9d6bbc4c36cb20f7b104086fa642d1799631ff8 \
+    --hash=sha256:379de10ce1ba048b1448599d1b37b24caee16309d1ac98d3982fc997f768700b \
+    --hash=sha256:37f525a7e7e50c017fdebe58b787be310ad59357ae43a053943a6e1a6c526001 \
+    --hash=sha256:3b926723c13eba9f81d2ef3820d63aeceec3b2d4639906047bf675cb8a7a500d \
+    --hash=sha256:3d7f118b5adbfdfead90c25822690b02bc8074fba949bb7858bec4ebd55adb43 \
+    --hash=sha256:46b1c8db8f6122420f32d02fffb924c2fe9bc772d228c7c711748fff56aabb2b \
+    --hash=sha256:47ff3a8bfd8cb9da1af7524b965127095055654c177fcfc7578debcb015eecd0 \
+    --hash=sha256:4d433a51f1870e43a13b6732f92aaf540ff77c2015097c78556f75a2d6c030e0 \
+    --hash=sha256:4f26194e3d95e06501b942642855aed4f953d55e95d7d01b7c4483db3ecff458 \
+    --hash=sha256:510aeeeac94811b138077451da1fb18b308a5feab47dd2b603af55804155e1c8 \
+    --hash=sha256:5972433ad71a9e46516584ef60a0fda12d9dc459938d1539c3ddecf9bdc1368d \
+    --hash=sha256:5ecbd0499275d57506d397eebe1981cee87b47fcd9ef5c22cab7ed7644a39a94 \
+    --hash=sha256:6274dcb2d15cef48daa73ed1be5a40d501d74dccd0cd6db364776d12cb6ba022 \
+    --hash=sha256:63960549e4f8dc41e31accb97b975abaecfc44c03e396c093a6436763c2ea7db \
+    --hash=sha256:64c753a0f87a256020004f37a1c8c02c480e725f910f0b2a0f3f07debd1b2479 \
+    --hash=sha256:6af371f3767faeffc6ac1ef57cdfd25844403e9d3f476c5537caee499de96376 \
+    --hash=sha256:6ca4919c6e4f89aa99c42510b42cf54596892c00b3f9077f6bdd1505e24b9c8d \
+    --hash=sha256:6d194185eabd279f1c05ebe3504265ddfc5ad2b58d0714f7db9f01da592e9eb6 \
+    --hash=sha256:702c436735fbe99d59ada02a1f65cfc0d31c0ee8b7290912f8fbc5cd1e4b16c3 \
+    --hash=sha256:716ff8ec22f20b4d988b12884086bcef0fc99737043e503f7a3935a6be99b1ea \
+    --hash=sha256:762f99479dcb369f60ab9017ad4ab97a36a1dd7c1ee5a3b15db0f4b8659120cd \
+    --hash=sha256:7762faa47e8ff7eb80bd261d9a7d8eea2d8baa69de5e95b70c1f338bbe712f02 \
+    --hash=sha256:78474632761faa0fb96f30b1c928c84ebcf68713cbb80d15bab09dfe61640fde \
+    --hash=sha256:799416bae98336e400981ff6e532d67d5c709cfb30afb79865a1315f94b0e224 \
+    --hash=sha256:7d034dcffa09e9a46c93fa3a3be402096cb5354ac6e41ab8e5cc9cd8b642ad76 \
+    --hash=sha256:7d28dff1db6764108bc30788d85d61c876beff416d9a49cb9dd7c5a9f34f5804 \
+    --hash=sha256:7d3538f9c0e50670f4deb93dbb696576e60590369cae2faf7de681e597a8a1f1 \
+    --hash=sha256:7d5980a3433d4b71a5e120f9dd551403d7824e31e2e67124fe2769c404c06913 \
+    --hash=sha256:7ea6b3e2c4250ff1de21c630fe72d0f63eb95c2c32ffbf64a358cf4a8836d714 \
+    --hash=sha256:86cf8755a791f72c85dc287128cc62d4f24d392e3f1e15837245623f4a33cccc \
+    --hash=sha256:88023dfe18799507b73f1dbb0d14326a17465de1bc9c9c7655c22845e9ddc3a2 \
+    --hash=sha256:89095c1968b4ba8285840e131bf2891b09ae137fe2146905acae0354fbce1b5e \
+    --hash=sha256:8d35c139744adb3e727cd51b1a18324bbe44b8bd41bf8322bca4d41289f48eda \
+    --hash=sha256:8e74a6135550c4748af665b1b1118b6aab33b1fc6a16f9aff630af107c3b4512 \
+    --hash=sha256:8f9ec95b8a043d3dfbc74d9abc6f7baf524dd27a8dc160b0a32ff9cdab650c28 \
+    --hash=sha256:90bec57cf82089383bd06a605b3eb8daebf7e5a668520beaf6e327a83a947699 \
+    --hash=sha256:95f2954c2c9473d892eca6e0409f3568b37ab62a8eedb122461f73cc273476e3 \
+    --hash=sha256:961be50688f7fba2fa65f63712d3b9b341a22311f5253460ce933f52f0de1c8c \
+    --hash=sha256:98fff996e983a36d3aa2eca83af40c5821202e7e6f32d13ae94e3d2286f10cfe \
+    --hash=sha256:9b8f0f26ca4e7513c534d351eca551947d053fac438f2a04ac96d882909b0d3a \
+    --hash=sha256:9d72af0cf10a76a600a9690078fe31c63b9588c8e86bf9fd353f713c84b5db0f \
+    --hash=sha256:9d8272c0e483b024e1b9ad029821470ed8ec65631dbd90217469da0e7cd89f1c \
+    --hash=sha256:a016194dbe13d14ee9556e734b772d8d67b947092b268d757fd4290e3ba2dfc2 \
+    --hash=sha256:a5781494d4d400a3f47f8f1da94b324f6e6b440a53387774002890a2a2f4b50f \
+    --hash=sha256:a95b05f9baf29b91171b3a8bd2020b028835243e7b0ff6bb23e2a3c228518b1b \
+    --hash=sha256:aa7a1b53a2a4452ada2d1b5dade9960b2522f1e61293a811a077439e39029565 \
+    --hash=sha256:ac0f1a2d0cfa7eea3f2aaf006ab6e70e8feeb16b75d65b7e5939982ca2f11056 \
+    --hash=sha256:af5e2915d41fe6c961694d7bfdc8562942638200f3ce2765dfb8b745cf997629 \
+    --hash=sha256:b6422532152adf4e59b110cb2808cee7a033800952f5c036b4af047ee43199e7 \
+    --hash=sha256:b65f590ef2a44640f9a05dbb548a429b4ade77913ce683ac8b1480777658a6c0 \
+    --hash=sha256:ba00f661f8ba35d075c937174e27c2c421cec3942fd2e0ea3e66996757c0fdd9 \
+    --hash=sha256:bccbbb5ee76a61f9d99b5bf3846a51d7fca4b6a732fe46f89295610edaf41853 \
+    --hash=sha256:bf01d8c84cbea96b944c73b22182e6c7c432b3475632b8111dbfdc95ddad6e13 \
+    --hash=sha256:bf5c6cf48238b0eb4c086978c492ad1cbc22373fc5b2d7353b3a598ce6db887a \
+    --hash=sha256:c16914df9fb7f500e440e6875fa23ff5e0b31db01fa9c06af98d59a91f0dc2e4 \
+    --hash=sha256:c351efb95e832a853a29361675f33a7ce53de1a109cd73fd47af0712213aa4ce \
+    --hash=sha256:c4165821e131d6d4ca444347c2b694e2311bcfa3fe5a861cc72968f28867beac \
+    --hash=sha256:c5f5df567f6eb216de69be06ce55c8b714090fae02b18a3b40da8163b8c5fa9c \
+    --hash=sha256:c941bb58d5a6e1c3892d86e42927ed6c180302f07e6d395d08c416e594b98b46 \
+    --hash=sha256:c97f080ea627e2863524c5af3836e2270b5f5dfff1f104392b959f8df0c5d384 \
+    --hash=sha256:cb96698e3c7413d906ce83f8ffd245ec1bd94707541f299d0ce4d6b0193e982b \
+    --hash=sha256:cbb7640ce37159548d2147b5b8c241f962143d4c71231431820783f4dc78f210 \
+    --hash=sha256:cdf2448aab5f661c9315308ec8b93f4e8a1a67a3c733f8631067a2b67d5913dc \
+    --hash=sha256:d2117334c3af3bdcb9a88522b844a2bdb5efdc4f71c6c822df55486ae1c3347a \
+    --hash=sha256:d53d10f7da99ae46f7373b9150393e9c5eab9b224909982b43832668de4779f5 \
+    --hash=sha256:d9fafc5aa2e2a39aaf7f8cc0c1f044a9b07fca12e558dca53a3cc5c654ad67a7 \
+    --hash=sha256:db3eb7d46527159a878ec3460e9d40615bc25ba337d477db681aea6e4f05c5d2 \
+    --hash=sha256:dbf7c7a88e2bac086f06d14577332760bdeecc42bdec8ac4077f6260557d9326 \
+    --hash=sha256:df2b82571a1b30f58a87bf4e5a9e78d2b1eff6c6ce8fd3aa3757221f93f0863f \
+    --hash=sha256:df92f2aba50eb4d96718b68ef76f2e57a57b54f2fa62333496d16c6d585a85ca \
+    --hash=sha256:eb4e8997a49aa2c08a3e43c9045d224448b8941d88e7ac163c7d383e560cbf98 \
+    --hash=sha256:efc1cdd798b1aaf39b4610bba7aad28c9bea9b910f25c784ccf9ec1fa719d1f9 \
+    --hash=sha256:f146d154428a2523f9cc7936c02353c2459b8f6cf07d3cd1ee1c0a611109c5d5 \
+    --hash=sha256:f5bce581e6b8c235e566a14768a943b172ada3ed73537bb0c0be1edee312d4e7 \
+    --hash=sha256:f9912624a0c0b834b7520d7769b3644453aabc0a7e1c839da7359f050750e9bc \
+    --hash=sha256:fb62edb5bb52cca65fab91a63afa7561607120d26090a7e8fda6fb9f064726da \
+    --hash=sha256:ff067a8d8d880e7809e4ac88eb009bb848870115317b306666502ccad30b147f
     # via
     #   feast (pyproject.toml)
     #   cryptography
-charset-normalizer==3.4.7 \
-    --hash=sha256:007d05ec7321d12a40227aae9e2bc6dca73f3cb21058999a1df9e193555a9dcc \
-    --hash=sha256:03853ed82eeebbce3c2abfdbc98c96dc205f32a79627688ac9a27370ea61a49c \
-    --hash=sha256:07d9e39b01743c3717745f4c530a6349eadbfa043c7577eef86c502c15df2c67 \
-    --hash=sha256:08e721811161356f97b4059a9ba7bafb23ea5ee2255402c42881c214e173c6b4 \
-    --hash=sha256:0c96c3b819b5c3e9e165495db84d41914d6894d55181d2d108cc1a69bfc9cce0 \
-    --hash=sha256:0ea948db76d31190bf08bd371623927ee1339d5f2a0b4b1b4a4439a65298703c \
-    --hash=sha256:0f7eb884681e3938906ed0434f20c63046eacd0111c4ba96f27b76084cd679f5 \
-    --hash=sha256:12a6fff75f6bc66711b73a2f0addfc4c8c15a20e805146a02d147a318962c444 \
-    --hash=sha256:12d8baf840cc7889b37c7c770f478adea7adce3dcb3944d02ec87508e2dcf153 \
-    --hash=sha256:14265bfe1f09498b9d8ec91e9ec9fa52775edf90fcbde092b25f4a33d444fea9 \
-    --hash=sha256:16d971e29578a5e97d7117866d15889a4a07befe0e87e703ed63cd90cb348c01 \
-    --hash=sha256:177a0ba5f0211d488e295aaf82707237e331c24788d8d76c96c5a41594723217 \
-    --hash=sha256:1a87ca9d5df6fe460483d9a5bbf2b18f620cbed41b432e2bddb686228282d10b \
-    --hash=sha256:1c2a768fdd44ee4a9339a9b0b130049139b8ce3c01d2ce09f67f5a68048d477c \
-    --hash=sha256:1c2aed2e5e41f24ea8ef1590b8e848a79b56f3a5564a65ceec43c9d692dc7d8a \
-    --hash=sha256:1dc8b0ea451d6e69735094606991f32867807881400f808a106ee1d963c46a83 \
-    --hash=sha256:1efde3cae86c8c273f1eb3b287be7d8499420cf2fe7585c41d370d3e790054a5 \
-    --hash=sha256:202389074300232baeb53ae2569a60901f7efadd4245cf3a3bf0617d60b439d7 \
-    --hash=sha256:203104ed3e428044fd943bc4bf45fa73c0730391f9621e37fe39ecf477b128cb \
-    --hash=sha256:2257141f39fe65a3fdf38aeccae4b953e5f3b3324f4ff0daf9f15b8518666a2c \
-    --hash=sha256:298930cec56029e05497a76988377cbd7457ba864beeea92ad7e844fe74cd1f1 \
-    --hash=sha256:2cd4a60d0e2fb04537162c62bbbb4182f53541fe0ede35cdf270a1c1e723cc42 \
-    --hash=sha256:2d6eb928e13016cea4f1f21d1e10c1cebd5a421bc57ddf5b1142ae3f86824fab \
-    --hash=sha256:2fe249cb4651fd12605b7288b24751d8bfd46d35f12a20b1ba33dea122e690df \
-    --hash=sha256:30b8d1d8c52a48c2c5690e152c169b673487a2a58de1ec7393196753063fcd5e \
-    --hash=sha256:320ade88cfb846b8cd6b4ddf5ee9e80ee0c1f52401f2456b84ae1ae6a1a5f207 \
-    --hash=sha256:3534e7dcbdcf757da6b85a0bbf5b6868786d5982dd959b065e65481644817a18 \
-    --hash=sha256:36836d6ff945a00b88ba1e4572d721e60b5b8c98c155d465f56ad19d68f23734 \
-    --hash=sha256:38c0109396c4cfc574d502df99742a45c72c08eff0a36158b6f04000043dbf38 \
-    --hash=sha256:3946fa46a0cf3e4c8cb1cc52f56bb536310d34f25f01ca9b6c16afa767dab110 \
-    --hash=sha256:3bec022aec2c514d9cf199522a802bd007cd588ab17ab2525f20f9c34d067c18 \
-    --hash=sha256:3c9a494bc5ec77d43cea229c4f6db1e4d8fe7e1bbffa8b6f0f0032430ff8ab44 \
-    --hash=sha256:3dce51d0f5e7951f8bb4900c257dad282f49190fdbebecd4ba99bcc41fef404d \
-    --hash=sha256:3dedcc22d73ec993f42055eff4fcfed9318d1eeb9a6606c55892a26964964e48 \
-    --hash=sha256:4042d5c8f957e15221d423ba781e85d553722fc4113f523f2feb7b188cc34c5e \
-    --hash=sha256:481551899c856c704d58119b5025793fa6730adda3571971af568f66d2424bb5 \
-    --hash=sha256:4dc1e73c36828f982bfe79fadf5919923f8a6f4df2860804db9a98c48824ce8d \
-    --hash=sha256:4e5163c14bffd570ef2affbfdd77bba66383890797df43dc8b4cc7d6f500bf53 \
-    --hash=sha256:511ef87c8aec0783e08ac18565a16d435372bc1ac25a91e6ac7f5ef2b0bff790 \
-    --hash=sha256:532bc9bf33a68613fd7d65e4b1c71a6a38d7d42604ecf239c77392e9b4e8998c \
-    --hash=sha256:54523e136b8948060c0fa0bc7b1b50c32c186f2fceee897a495406bb6e311d2b \
-    --hash=sha256:5649fd1c7bade02f320a462fdefd0b4bd3ce036065836d4f42e0de958038e116 \
-    --hash=sha256:56be790f86bfb2c98fb742ce566dfb4816e5a83384616ab59c49e0604d49c51d \
-    --hash=sha256:5b77459df20e08151cd6f8b9ef8ef1f961ef73d85c21a555c7eed5b79410ec10 \
-    --hash=sha256:5ed6ab538499c8644b8a3e18debabcd7ce684f3fa91cf867521a7a0279cab2d6 \
-    --hash=sha256:6178f72c5508bfc5fd446a5905e698c6212932f25bcdd4b47a757a50605a90e2 \
-    --hash=sha256:6370e8686f662e6a3941ee48ed4742317cafbe5707e36406e9df792cdb535776 \
-    --hash=sha256:64f02c6841d7d83f832cd97ccf8eb8a906d06eb95d5276069175c696b024b60a \
-    --hash=sha256:65bcd23054beab4d166035cabbc868a09c1a49d1efe458fe8e4361215df40265 \
-    --hash=sha256:66671f93accb62ed07da56613636f3641f1a12c13046ce91ffc923721f23c008 \
-    --hash=sha256:6696b7688f54f5af4462118f0bfa7c1621eeb87154f77fa04b9295ce7a8f2943 \
-    --hash=sha256:6785f414ae0f3c733c437e0f3929197934f526d19dfaa75e18fdb4f94c6fb374 \
-    --hash=sha256:67f6279d125ca0046a7fd386d01b311c6363844deac3e5b069b514ba3e63c246 \
-    --hash=sha256:6c114670c45346afedc0d947faf3c7f701051d2518b943679c8ff88befe14f8e \
-    --hash=sha256:6e0d51f618228538a3e8f46bd246f87a6cd030565e015803691603f55e12afb5 \
-    --hash=sha256:6ed74185b2db44f41ef35fd1617c5888e59792da9bbc9190d6c7300617182616 \
-    --hash=sha256:708838739abf24b2ceb208d0e22403dd018faeef86ddac04319a62ae884c4f15 \
-    --hash=sha256:715479b9a2802ecac752a3b0efa2b0b60285cf962ee38414211abdfccc233b41 \
-    --hash=sha256:733784b6d6def852c814bce5f318d25da2ee65dd4839a0718641c696e09a2960 \
-    --hash=sha256:750e02e074872a3fad7f233b47734166440af3cdea0add3e95163110816d6752 \
-    --hash=sha256:752a45dc4a6934060b3b0dab47e04edc3326575f82be64bc4fc293914566503e \
-    --hash=sha256:7579e913a5339fb8fa133f6bbcfd8e6749696206cf05acdbdca71a1b436d8e72 \
-    --hash=sha256:7641bb8895e77f921102f72833904dcd9901df5d6d72a2ab8f31d04b7e51e4e7 \
-    --hash=sha256:7804338df6fcc08105c7745f1502ba68d900f45fd770d5bdd5288ddccb8a42d8 \
-    --hash=sha256:80d04837f55fc81da168b98de4f4b797ef007fc8a79ab71c6ec9bc4dd662b15b \
-    --hash=sha256:813c0e0132266c08eb87469a642cb30aaff57c5f426255419572aaeceeaa7bf4 \
-    --hash=sha256:82b271f5137d07749f7bf32f70b17ab6eaabedd297e75dce75081a24f76eb545 \
-    --hash=sha256:84c018e49c3bf790f9c2771c45e9313a08c2c2a6342b162cd650258b57817706 \
-    --hash=sha256:8751d2787c9131302398b11e6c8068053dcb55d5a8964e114b6e196cf16cb366 \
-    --hash=sha256:8778f0c7a52e56f75d12dae53ae320fae900a8b9b4164b981b9c5ce059cd1fcb \
-    --hash=sha256:87fad7d9ba98c86bcb41b2dc8dbb326619be2562af1f8ff50776a39e55721c5a \
-    --hash=sha256:8d828b6667a32a728a1ad1d93957cdf37489c57b97ae6c4de2860fa749b8fc1e \
-    --hash=sha256:8e385e4267ab76874ae30db04c627faaaf0b509e1ccc11a95b3fc3e83f855c00 \
-    --hash=sha256:92a0a01ead5e668468e952e4238cccd7c537364eb7d851ab144ab6627dbbe12f \
-    --hash=sha256:94e1885b270625a9a828c9793b4d52a64445299baa1fea5a173bf1d3dd9a1a5a \
-    --hash=sha256:a180c5e59792af262bf263b21a3c49353f25945d8d9f70628e73de370d55e1e1 \
-    --hash=sha256:a277ab8928b9f299723bc1a2dabb1265911b1a76341f90a510368ca44ad9ab66 \
-    --hash=sha256:a5fe03b42827c13cdccd08e6c0247b6a6d4b5e3cdc53fd1749f5896adcdc2356 \
-    --hash=sha256:a6c5863edfbe888d9eff9c8b8087354e27618d9da76425c119293f11712a6319 \
-    --hash=sha256:a89c23ef8d2c6b27fd200a42aa4ac72786e7c60d40efdc76e6011260b6e949c4 \
-    --hash=sha256:adb2597b428735679446b46c8badf467b4ca5f5056aae4d51a19f9570301b1ad \
-    --hash=sha256:ae196f021b5e7c78e918242d217db021ed2a6ace2bc6ae94c0fc596221c7f58d \
-    --hash=sha256:ae89db9e5f98a11a4bf50407d4363e7b09b31e55bc117b4f7d80aab97ba009e5 \
-    --hash=sha256:aed52fea0513bac0ccde438c188c8a471c4e0f457c2dd20cdbf6ea7a450046c7 \
-    --hash=sha256:aef65cd602a6d0e0ff6f9930fcb1c8fec60dd2cfcb6facaf4bdb0e5873042db0 \
-    --hash=sha256:af21eb4409a119e365397b2adbaca4c9ccab56543a65d5dbd9f920d6ac29f686 \
-    --hash=sha256:b14b2d9dac08e28bb8046a1a0434b1750eb221c8f5b87a68f4fa11a6f97b5e34 \
-    --hash=sha256:bb6d88045545b26da47aa879dd4a89a71d1dce0f0e549b1abcb31dfe4a8eac49 \
-    --hash=sha256:bb8cc7534f51d9a017b93e3e85b260924f909601c3df002bcdb58ddb4dc41a5c \
-    --hash=sha256:bc17a677b21b3502a21f66a8cc64f5bfad4df8a0b8434d661666f8ce90ac3af1 \
-    --hash=sha256:bd6c2a1c7573c64738d716488d2cdd3c00e340e4835707d8fdb8dc1a66ef164e \
-    --hash=sha256:bd9b23791fe793e4968dba0c447e12f78e425c59fc0e3b97f6450f4781f3ee60 \
-    --hash=sha256:c03a41a8784091e67a39648f70c5f97b5b6a37f216896d44d2cdcb82615339a0 \
-    --hash=sha256:c0f081d69a6e58272819b70288d3221a6ee64b98df852631c80f293514d3b274 \
-    --hash=sha256:c35abb8bfff0185efac5878da64c45dafd2b37fb0383add1be155a763c1f083d \
-    --hash=sha256:c36c333c39be2dbca264d7803333c896ab8fa7d4d6f0ab7edb7dfd7aea6e98c0 \
-    --hash=sha256:c45e9440fb78f8ddabcf714b68f936737a121355bf59f3907f4e17721b9d1aae \
-    --hash=sha256:c593052c465475e64bbfe5dbd81680f64a67fdc752c56d7a0ae205dc8aeefe0f \
-    --hash=sha256:cdd68a1fb318e290a2077696b7eb7a21a49163c455979c639bf5a5dcdc46617d \
-    --hash=sha256:ce3412fbe1e31eb81ea42f4169ed94861c56e643189e1e75f0041f3fe7020abe \
-    --hash=sha256:cf1493cd8607bec4d8a7b9b004e699fcf8f9103a9284cc94962cb73d20f9d4a3 \
-    --hash=sha256:cf29836da5119f3c8a8a70667b0ef5fdca3bb12f80fd06487cfa575b3909b393 \
-    --hash=sha256:d4a48e5b3c2a489fae013b7589308a40146ee081f6f509e047e0e096084ceca1 \
-    --hash=sha256:d560742f3c0d62afaccf9f41fe485ed69bd7661a241f86a3ef0f0fb8b1a397af \
-    --hash=sha256:d6038d37043bced98a66e68d3aa2b6a35505dc01328cd65217cefe82f25def44 \
-    --hash=sha256:d61f00a0869d77422d9b2aba989e2d24afa6ffd552af442e0e58de4f35ea6d00 \
-    --hash=sha256:d635aab80466bc95771bb78d5370e74d36d1fe31467b6b29b8b57b2a3cd7d22c \
-    --hash=sha256:dca4bbc466a95ba9c0234ef56d7dd9509f63da22274589ebd4ed7f1f4d4c54e3 \
-    --hash=sha256:dd915403e231e6b1809fe9b6d9fc55cf8fb5e02765ac625d9cd623342a7905d7 \
-    --hash=sha256:e044c39e41b92c845bc815e5ae4230804e8e7bc29e399b0437d64222d92809dd \
-    --hash=sha256:e060d01aec0a910bdccb8be71faf34e7799ce36950f8294c8bf612cba65a2c9e \
-    --hash=sha256:e1421b502d83040e6d7fb2fb18dff63957f720da3d77b2fbd3187ceb63755d7b \
-    --hash=sha256:e17b8d5d6a8c47c85e68ca8379def1303fd360c3e22093a807cd34a71cd082b8 \
-    --hash=sha256:e5f4d355f0a2b1a31bc3edec6795b46324349c9cb25eed068049e4f472fb4259 \
-    --hash=sha256:e712b419df8ba5e42b226c510472b37bd57b38e897d3eca5e8cfd410a29fa859 \
-    --hash=sha256:e74327fb75de8986940def6e8dee4f127cc9752bee7355bb323cc5b2659b6d46 \
-    --hash=sha256:e80c8378d8f3d83cd3164da1ad2df9e37a666cdde7b1cb2298ed0b558064be30 \
-    --hash=sha256:e8ac484bf18ce6975760921bb6148041faa8fef0547200386ea0b52b5d27bf7b \
-    --hash=sha256:eca9705049ad3c7345d574e3510665cb2cf844c2f2dcfe675332677f081cbd46 \
-    --hash=sha256:ed065083d0898c9d5b4bbec7b026fd755ff7454e6e8b73a67f8c744b13986e24 \
-    --hash=sha256:edac0f1ab77644605be2cbba52e6b7f630731fc42b34cb0f634be1a6eface56a \
-    --hash=sha256:effc3f449787117233702311a1b7d8f59cba9ced946ba727bdc329ec69028e24 \
-    --hash=sha256:f22dec1690b584cea26fade98b2435c132c1b5f68e39f5a0b7627cd7ae31f1dc \
-    --hash=sha256:f495a1652cf3fbab2eb0639776dad966c2fb874d79d87ca07f9d5f059b8bd215 \
-    --hash=sha256:f496c9c3cc02230093d8330875c4c3cdfc3b73612a5fd921c65d39cbcef08063 \
-    --hash=sha256:f59099f9b66f0d7145115e6f80dd8b1d847176df89b234a5a6b3f00437aa0832 \
-    --hash=sha256:f59ad4c0e8f6bba240a9bb85504faa1ab438237199d4cce5f622761507b8f6a6 \
-    --hash=sha256:fbccdc05410c9ee21bbf16a35f4c1d16123dcdeb8a1d38f33654fa21d0234f79 \
-    --hash=sha256:fea24543955a6a729c45a73fe90e08c743f0b3334bbf3201e6c4bc1b0c7fa464
+charset-normalizer==3.4.9 \
+    --hash=sha256:0327fcd59a935777d83410750c50600ee9571af2846f71ce40f25b13da1ef380 \
+    --hash=sha256:03d07803992c6c7bbc976327f34b18b6160327fc81cb82c9d504720ac0be3b62 \
+    --hash=sha256:04ce310cb89c15df659582aee80a0603788732a5e017d5bd5c81158106ce249c \
+    --hash=sha256:0d861473f743244d349b50f850d10eb87aeb22bbdcc8e64f79273c94af5a8226 \
+    --hash=sha256:0e94703ec9684807f20cfb5eed95c70f67f2a8f21ad620146d7b5a13677b93e5 \
+    --hash=sha256:0fa1aec2d32bcc03c8fa0f6f1712caad1adc38509f31142112e5c9daf5b9c833 \
+    --hash=sha256:16b65ea0f2465b6fb52aa22de5eca612aa964ddfec00a912e26f4656cbef890b \
+    --hash=sha256:16d10d789dd9bcca1173c95af82c58433122564b7bc39385124be735a35cbe99 \
+    --hash=sha256:19ac87f93086ce37b86e098888555c4b4bc48102279bae3350098c0ed664b501 \
+    --hash=sha256:1d22856ffbe153a602df38e4a5464f0b748a54002e0d69ac6d2ad0a197cc99ec \
+    --hash=sha256:21e764fd1e70b6a3e205a0e46f3051701f98a8cb3fad66eeb80e48bb502f8698 \
+    --hash=sha256:231ddcbb35e2ff8973e1365db41fe0572662893b99a05deb183b68ad4c0c8bd4 \
+    --hash=sha256:253a4a220747e8b5faf57ec320c4f5efb0cef05f647420bf267143ec15dba10a \
+    --hash=sha256:280081916dc341820640489a66e4696049401ef1cf6dd672f672e70ad915aca3 \
+    --hash=sha256:2a441ea71902098ffe78c5abe6c494f44160b4af614ed16c3d9a3b1d17fd8ee2 \
+    --hash=sha256:304b13570067b2547562e308af560b3963857b1fa90bd6afd978130130fe2d6a \
+    --hash=sha256:32286a2c8d167e897177b673176c1e3e00d4057caf5d2b64eef9a3666b03018e \
+    --hash=sha256:33bdcc2a32c0a0e861f60841a512c8acc658c87c2ac59d89e3a46dacf7d866e4 \
+    --hash=sha256:375b83ed0aecfce76c16d198fbc21f3b11b337d68662bea0a995046682a11419 \
+    --hash=sha256:3c09a49d6cde137258beb3d551994a2927fd35ad5cf96aed573f61bbd67c5f84 \
+    --hash=sha256:3d92613ec25e43b05f042302531ec0f00b8445190e43325880cbd6ab7c2581da \
+    --hash=sha256:40a126142a56b2dfc0aacbad1de8310cbf60da7656db0e6b16eebd48e3e93519 \
+    --hash=sha256:416c229f77e5ea25b3dfd4b582f8d73d7e43c22320302b9ab128a2d3a0b38efe \
+    --hash=sha256:432786d3561e69aeeae6c7e8648964ce0ad05736120135601f87ac26b9c83381 \
+    --hash=sha256:43b9e366a31fdd1c87d0eb08f579b4a82b723ea54338f040d6b4e518a026ea29 \
+    --hash=sha256:440eede837960000d74978f0eba527be106b5b9aee0daf779d395276ed0b0614 \
+    --hash=sha256:45b0cc4e3556cd875e09102988d1ab8356c998b596c9fced84547c8138b487a0 \
+    --hash=sha256:476743fe6dfe14a2da12e3ac79125dc84a3b2cf8094369a47a1529b0cd8549fe \
+    --hash=sha256:4773092f8019072343a7447203308b176e10199920eb02d6195e81bbb3274c29 \
+    --hash=sha256:4b3dac63058cc36820b0dd072f89898604e2d39686fe05321729d00d8ac185a0 \
+    --hash=sha256:4d1c96a7a18b9690a4d46df09e3e3382406ae3213727cd1019ebade1c4a81917 \
+    --hash=sha256:51307f5c71007673a2bf8232ad973483d281e74cb99c8c5a990af1eefa6277d9 \
+    --hash=sha256:51447e9aa2684679af07ca5021c3db526e0284347ebf4ffcec1154c3350cfe32 \
+    --hash=sha256:58150c9f9b9a552505912d182ccdf26f6396fb6094816ceebcbb20eecabaed94 \
+    --hash=sha256:5b10cd92fc5c498b35a8635df6d5a100207f88b63a4dc1de7ef9a548e1e2cd63 \
+    --hash=sha256:5e226f6218febc71f6c1fc2fafb91c226f75bdc1d8fb12d66823716e891608fd \
+    --hash=sha256:609b3ba8fcc0fb5ab7af00719d0fb6ad0cb518e48e7712d12fd68f1327951198 \
+    --hash=sha256:60f44ade2cf573dad7a277e6f8ca9a51a21dda572b13bd7d8539bb3cd5dbedde \
+    --hash=sha256:611057cc5d5c0afc743ba8be6bd828c17e0aaa8643f9d0a9b9bb7dea80eb8012 \
+    --hash=sha256:6366a16e1a25018694d6a5d784d09b046edc9eac40ea2b54065c3052672516a1 \
+    --hash=sha256:65a7ff3f705e57d392f7261b6d0550fe137c3019477431f1c355e0db0a7d3e15 \
+    --hash=sha256:673611bbd43f0810bec0b0f028ddeaaa501190339cac411f347ac76917c3ae7b \
+    --hash=sha256:67830fc78e67501f47bb950471b2dcb9b35b140084429318e862895a8e89c993 \
+    --hash=sha256:68ce9f4d6b26d5ccbf7fd4459bf75f74a0a146677ebba80597df60cbdb20e6f4 \
+    --hash=sha256:68e5f26a1ad57ded6d1cfb85331d1c1a195314756471d97758c48498bb4dcdf5 \
+    --hash=sha256:69b157c5d3292bcd443faca052f3096f637f1e074b98212a933c074ae23dc3b8 \
+    --hash=sha256:75286256590a6320cf106a0d28970d3560aad9ee09aa7b34fb40524792436d35 \
+    --hash=sha256:78841cccf1af7b40f6f716338d50c0902dbe88d9f800b3c973b7a9a0a693a642 \
+    --hash=sha256:78fa18e436a1a0e58dbd7e02fc4473f3f32cceb12df9dfca542d075961c307d2 \
+    --hash=sha256:79580094b00d1789d1f93ea55bc43cb2f611910c72235b7657f3482ddcc1b22d \
+    --hash=sha256:7b86a2b16095d250c6f58b3d9b2eee6f4147754344f3dab0922f7c9bf7d226c9 \
+    --hash=sha256:83aed2c10721ddd90f68140685391b50811a880af20654c59af6b6c66c40513c \
+    --hash=sha256:84fd18bcc17526fc2b3c1af7d2b9217d32c9c04448c16ec693b9b4f1985c3d33 \
+    --hash=sha256:871ff67ea1aad4dfd91736464934d56b32dac49f9fbe16cddba36198a7b3a0db \
+    --hash=sha256:898f0e9068ca27d37f8e83a5b962821df851532e6c4a7d615c1c033f9da6eedf \
+    --hash=sha256:8a79d9f4d8001473a30c163556b3c3bfebec837495a412dde78b51672f6134f9 \
+    --hash=sha256:8c041122946b7ba21bb32c45b1aa57b1be35527690aeb3c5c234521085632eee \
+    --hash=sha256:90c44bc373b7687f6948b693cceaea1348ae0975d7474746559494468e3c1d84 \
+    --hash=sha256:9104ed0bd76a429d46f9ec0dbc9b08ad1d2dcdf2b00a5a0daa1c145329b35b44 \
+    --hash=sha256:920079c3f7456fa213e0829ed2073aaa727fd39d889ead5b4f35d0de5460d04f \
+    --hash=sha256:93d59d504b230e83c7a843251681959a0b6a9cd76f6e146ce1b8a80eb8739af9 \
+    --hash=sha256:9b2aff1c7b3884512b9512c3eaadd9bab39fb45042ffaaa1dd08ff2b9f8109d9 \
+    --hash=sha256:9b8e0f3107e2200b76f6054de99016eac3ee6762713587b36baaa7e4bd2ae177 \
+    --hash=sha256:9bb41182d93ea91f60b4bc8fbf4c820c69ef8a12ab2d917f3f1834f1acad07e8 \
+    --hash=sha256:9cdef90ae47919cae358d8ab15797a800ed41da7aba5d72419fb510729e2ed4b \
+    --hash=sha256:a1786910334ed46ab1dd73222f2cd1e05c2c3bb39f6dddb4f8b36fc382058a39 \
+    --hash=sha256:a4cfde78a9f2880208d16a93b795726a3017d5977e08d1e162a7a31322479c41 \
+    --hash=sha256:a4fbdde9dd4a9ce5fd52c2b3a347bb50cc89483ef783f1cb00d408c13f7a96c0 \
+    --hash=sha256:aa99adc8f081b475a12843953db36831eaf83ec33eb46a90629ca6a5de45a616 \
+    --hash=sha256:ac351b3b8014eead140e77e9717e2992c6bbe30b63bc3422422eb84865412e3d \
+    --hash=sha256:ad41ba96094304aa090f5a30cb6e4fb3b3f1c264c523394b4c39bbacc4dc92ba \
+    --hash=sha256:b5314963fce9b0b12743891de876e724997864ee22aa496f903f426c7e2fa5b2 \
+    --hash=sha256:bcf74c1df76758a395bf0af608c04c82257523f55c9868b334f06270d0f2112b \
+    --hash=sha256:bd47ba7fc3ca94896759ea0109775132d3e7ab921fbf54038e1bab2e46c313c9 \
+    --hash=sha256:c0323c9daef75ef2e5083624b4585018a0c9d5e3b40f607eed81a311270b934b \
+    --hash=sha256:c1225416b463483160e4af85d5fc3a9690ccb53fd4b1865a6437825f5ede3209 \
+    --hash=sha256:c1c948747b03be832dceed96ca815cef7360de9aa19d37c730f8e3f6101aca48 \
+    --hash=sha256:c25fe15c70c59eb7c5ce8c06a1f3fa1da0ecc5ea1e7a5922c40fd2fa9b0d5046 \
+    --hash=sha256:cc1b0fff8ead343dae06305f954eb8468ba0ec1a97881f42489d198e4ce3c632 \
+    --hash=sha256:cd6280cf040f233bd7d3407b743b4b4c74f70e8e1c4199cb112a62c941c0772a \
+    --hash=sha256:cd6c3d4b783c556fa00bf540854e42f135e2f256abd29669fcd0da0f2dec79c2 \
+    --hash=sha256:d4d6fcde76f94f5cb9e43e9e9a61f16dacefd228cbbf6f1a09bd9b219a92f1a1 \
+    --hash=sha256:ddf4af30b417d9fe16481e9b81c27ab2a7cde1ff7ba3e85653b02db7d145dc7b \
+    --hash=sha256:df115d4d83168fdf2cae48ef1ff6d1cb4c466364e30861b37121de0f3bf1b990 \
+    --hash=sha256:df7276909358e5635ae203673ab7e509ddd224225a8d6b0790bf13eb2bde1cc5 \
+    --hash=sha256:e4fd89cc178bced6ad29cb3e6dd4aa63fa5017c3524dbd0b25998fb64a87cc8b \
+    --hash=sha256:e9701d0049d92c16703a42771b98d560b95248949f23f8cf7b4eddd201814fb9 \
+    --hash=sha256:ee2f2a527e3c1a6e6411eb4209642e138b544a2d72fe5d0d76daf77b24063534 \
+    --hash=sha256:f7fb7d750cfa0a070d2c24e831fd3481019a60dd317ea2b39acbcebc08b6ed81 \
+    --hash=sha256:f840ed6d8ecba8255df8c42b87fadeda98ddfc6eeec05e2dc66e26d46dd6f58a \
+    --hash=sha256:f86c6358749bd4fda175388691e3ba8c46e24c5347d0afd20f9b7edfc9faf07d \
+    --hash=sha256:fa36ec09ef71d158186bc79e359ff5fdd6e7996fe8ab638f00d6b93139ba4fcf \
+    --hash=sha256:fe2c7201c642b7c308f1675355ad7ff7b66acfe3541625efe5a3ad38f29d6115
     # via
     #   requests
     #   snowflake-connector-python
-click==8.3.3 \
-    --hash=sha256:398329ad4837b2ff7cbe1dd166a4c0f8900c3ca3a218de04466f38f6497f18a2 \
-    --hash=sha256:a2bf429bb3033c89fa4936ffb35d5cb471e3719e1f3c8a7c3fff0b8314305613
+click==8.4.2 \
+    --hash=sha256:9a6cea6e60b17ebe0a44c5cc636d94f09bd66142c1cd7d8b4cd731c4917a15f6 \
+    --hash=sha256:e6f9f66136c816745b9d65817da91d61d957fb16e02e4dcd0552553c5a197b76
     # via
     #   feast (pyproject.toml)
     #   dask
-    #   typer
     #   uvicorn
 cloudpickle==3.1.2 \
     --hash=sha256:7fda9eb655c9c230dab534f1983763de5835249750e85fbcef43aaa30a9a2414 \
@@ -452,56 +474,53 @@ colorama==0.4.6 \
     --hash=sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44 \
     --hash=sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6
     # via feast (pyproject.toml)
-cryptography==47.0.0 \
-    --hash=sha256:0024b87d47ae2399165a6bfb20d24888881eeab83ae2566d62467c5ff0030ce7 \
-    --hash=sha256:07efe86201817e7d3c18781ca9770bc0db04e1e48c994be384e4602bc38f8f27 \
-    --hash=sha256:09f6d7bf6724f8db8b32f11eccf23efc8e759924bc5603800335cf8859a3ddbd \
-    --hash=sha256:11438c7518132d95f354fa01a4aa2f806d172a061a7bed18cf18cbdacdb204d7 \
-    --hash=sha256:11dbb9f50a0f1bb9757b3d8c27c1101780efb8f0bdecfb12439c22a74d64c001 \
-    --hash=sha256:14432c8a9bcb37009784f9594a62fae211a2ae9543e96c92b2a8e4c3cd5cd0c4 \
-    --hash=sha256:1581aef4219f7ca2849d0250edaa3866212fb74bf5667284f46aa92f9e65c1ca \
-    --hash=sha256:160ad728f128972d362e714054f6ba0067cab7fb350c5202a9ae8ae4ce3ef1a0 \
-    --hash=sha256:1a405c08857258c11016777e11c02bacbe7ef596faf259305d282272a3a05cbe \
-    --hash=sha256:1e47422b5557bb82d3fff997e8d92cff4e28b9789576984f08c248d2b3535d93 \
-    --hash=sha256:20fdbe3e38fb67c385d233c89371fa27f9909f6ebca1cecc20c13518dae65475 \
-    --hash=sha256:2207a498b03275d0051589e326b79d4cf59985c99031b05bb292ac52631c37fe \
-    --hash=sha256:256d07c78a04d6b276f5df935a9923275f53bd1522f214447fdf365494e2d515 \
-    --hash=sha256:2b45761c6ec22b7c726d6a829558777e32d0f1c8be7c3f3480f9c912d5ee8a10 \
-    --hash=sha256:2ebd84adf0728c039a3be2700289378e1c164afc6748df1a5ed456767bef9ba7 \
-    --hash=sha256:34b4358b925a5ea3e14384ca781a2c0ef7ac219b57bb9eacc4457078e2b19f92 \
-    --hash=sha256:3fb8fa48075fad7193f2e5496135c6a76ac4b2aa5a38433df0a539296b377829 \
-    --hash=sha256:4e1de79e047e25d6e9f8cea71c86b4a53aced64134f0f003bbcbf3655fd172c8 \
-    --hash=sha256:4f7722c97826770bab8ae92959a2e7b20a5e9e9bf4deae68fd86c3ca457bab52 \
-    --hash=sha256:51c9313e90bd1690ec5a75ed047c27c0b8e6c570029712943d6116ef9a90620b \
-    --hash=sha256:5d0e362ff51041b0c0d219cc7d6924d7b8996f57ce5712bdcef71eb3c65a59cc \
-    --hash=sha256:6651d32eff255423503aa276739da98c30f26c40cbeffcc6048e0d54ef704c0c \
-    --hash=sha256:6eebcaf0df1d21ce1f90605c9b432dd2c4f4ab665ac29a40d5e3fc68f51b5e63 \
-    --hash=sha256:6f29f36582e6151d9686235e586dd35bb67491f024767d10b842e520dc6a07ac \
-    --hash=sha256:7a02675e2fabd0c0fc04c868b8781863cbf1967691543c22f5470500ff840b31 \
-    --hash=sha256:7f1207974a904e005f762869996cf620e9bf79ecb4622f148550bb48e0eb35a7 \
-    --hash=sha256:7f68d6fbc7fbbcfb0939fea72c3b96a9f9a6edfc0e1b1d29778a2066030418b1 \
-    --hash=sha256:7fda2f02c9015db3f42bb8a22324a454516ed10a8c29ca6ece6cdbb5efe2a203 \
-    --hash=sha256:80887c5cbd1774683cb126f0ab4184567f080071d5acf62205acb354b4b753b7 \
-    --hash=sha256:835d2d7f47cdc53b3224e90810fb1d36ca94ea29cc1801fb4c1bc43876735769 \
-    --hash=sha256:8c1a736bbb3288005796c3f7ccb9453360d7fed483b13b9f468aea5171432923 \
-    --hash=sha256:9af828c0d5a65c70ec729cd7495a4bf1a67ecb66417b8f02ff125ab8a6326a74 \
-    --hash=sha256:9c59ab0e0fa3a180a5a9c59f3a5abe3ef90d474bc56d7fadfbe80359491b615b \
-    --hash=sha256:9f8e55fe4e63613a5e1cc5819030f27b97742d720203a087802ce4ce9ceb52bb \
-    --hash=sha256:9fe6b7c64926c765f9dff301f9c1b867febcda5768868ca084e18589113732ab \
-    --hash=sha256:a49a3eb5341b9503fa3000a9a0db033161db90d47285291f53c2a9d2cd1b7f76 \
-    --hash=sha256:a9b761f012a943b7de0e828843c5688d0de94a0578d44d6c85a1bae32f87791f \
-    --hash=sha256:b1c76fca783aa7698eb21eb14f9c4aa09452248ee54a627d125025a43f83e7a7 \
-    --hash=sha256:b9a8943e359b7615db1a3ba587994618e094ff3d6fa5a390c73d079ce18b3973 \
-    --hash=sha256:be12cb6a204f77ed968bcefe68086eb061695b540a3dd05edac507a3111b25f0 \
-    --hash=sha256:cffbba3392df0fa8629bb7f43454ee2925059ee158e23c54620b9063912b86c8 \
-    --hash=sha256:ed67ea4e0cfb5faa5bc7ecb6e2b8838f3807a03758eec239d6c21c8769355310 \
-    --hash=sha256:edd4da498015da5b9f26d38d3bfc2e90257bfa9cbed1f6767c282a0025ae649b \
-    --hash=sha256:ef6b3634087f18d2155b1e8ce264e5345a753da2c5fa9815e7d41315c90f8318 \
-    --hash=sha256:f1557695e5c2b86e204f6ce9470497848634100787935ab7adc5397c54abd7ab \
-    --hash=sha256:f5c15764f261394b22aef6b00252f5195f46f2ca300bec57149474e2538b31f8 \
-    --hash=sha256:f5c3296dab66202f1b18a91fa266be93d6aa0c2806ea3d67762c69f60adc71aa \
-    --hash=sha256:f7db373287273d8af1414cf95dc4118b13ffdc62be521997b0f2b270771fef50 \
-    --hash=sha256:f9a034b642b960767fb343766ae5ba6ad653f2e890ddd82955aef288ffea8736
+cryptography==49.0.0 \
+    --hash=sha256:026ac7423e6fa66872d3bf889be5974507da3944f866f704fa200eadacd00001 \
+    --hash=sha256:07cab27cc7b7e0fd28e5e26bb9eeedde5c135c868b46de4a27845abe94af6122 \
+    --hash=sha256:084ef1af862eb07ec46d25f68689f2102a9fc0e05ce7b80f14f5fe51e4eef0f6 \
+    --hash=sha256:0b82e28ee398a386f0807bba7884d30f25218855690f45115831bcce5d90822c \
+    --hash=sha256:0e959b578856a3924bc0cbb710fc12c387b9412a951389f3ca61704a9e25f325 \
+    --hash=sha256:0f21641cf4b30fca7aee061ced0ec7ad7b073518088b7c9969a297c0ae796c69 \
+    --hash=sha256:196ecd6a36e4e9aa10270393bb98d8df88fccee0bf1e5128b91ae4eb4375896d \
+    --hash=sha256:2400ef9c9e2299a25614eb1dea3db54a69b1349efd043bfac9c67630d136df36 \
+    --hash=sha256:28d8b15e6275f12c8a207dc309dfa957903c927d08d0cc937ee3f63f200693cc \
+    --hash=sha256:2afe9051da7ae7bd5905da5a949280c7d2bb75682e188f650a9d0f2756b834c6 \
+    --hash=sha256:2eda353d8a27bcbcaa4cbed18994a74ab4d19a2ca897db188ea269ab9b71419b \
+    --hash=sha256:32703d93296f5c1f4b53349ad3a250c2cae0fdecd3a3dd5d47e616d8d616af27 \
+    --hash=sha256:33cd0565932807baddb67b96dbee92f2c374b5c89dee09fd74079aeb8c8dba61 \
+    --hash=sha256:35b151772baff2c74cba7fa290ceaff4c3b11c0c881eb93eb5dbc05a7cfbba18 \
+    --hash=sha256:36d1709f992593689b45bda411498d62c6e365f2ca00b84657d4dadd24de16db \
+    --hash=sha256:42b0684e0e40cf26122427802486f6d93aea593612603a94fbf260c7eb1e9c1b \
+    --hash=sha256:4ae387c9cb68ea569ca17e490d66d8142b81c3cc814bf179974b7d146e490bbb \
+    --hash=sha256:53ecee2e23f7169b6117e99fc8a944e5e50f79e69758a83b52a00cb98ab2b2d2 \
+    --hash=sha256:66ec79c3904820572d7e987abdf304281f141d37ad9a489b8e97066e7b9b6459 \
+    --hash=sha256:67e1d20ad9ef3a563c59ef22e7a8a0b8210bd26604369ea4a30a7c66aefe504e \
+    --hash=sha256:6f2debedf9ca60cf1d5bd466475638af5130f89965605cd818484d19987d3a21 \
+    --hash=sha256:6fc361c34fb6aac015ce19435876635e5c6d21db31998b0920f675f131e043b8 \
+    --hash=sha256:73a205dce83953d131a4aa1e0fd917a2fd1c5b1eef251e9d7152efefcbf5caf7 \
+    --hash=sha256:7abcee80084cda3f7691f3eb1ce480d8df49cec637b429aa35986c1de71738aa \
+    --hash=sha256:8c25ceb16df5b9435f3f6a9829204985b0e0cbee3b48aacd432c7d2c850b44d9 \
+    --hash=sha256:966fe0e9c67490071f14c0d2b1cb2dfb3023c5ce39457343931415f08382f2db \
+    --hash=sha256:9e82dcc8e56052715fb18b2429e3bca4823b1629136a2084fc45a9a5cecb9b64 \
+    --hash=sha256:b20133d204d2bb56ba047642199603876c872026ca53e79c35b83772ab2cc505 \
+    --hash=sha256:b39efa323140595abd3ecca8529d321ae50f55f3aa3ba9cc81ea56a6011953d5 \
+    --hash=sha256:b47db11c2c3525083296069b98ac5221907455e989ae0c2e3008bde851921615 \
+    --hash=sha256:b87e65d263b3e5d3bb92a57e2a6638e2f31110fa7aa890c7b2dbba42248d0a3f \
+    --hash=sha256:b970c6da94d5bb18629db453d14f2a1300f6bf59b61e9b82377931ef95504866 \
+    --hash=sha256:be9fcb48a55f023493482827d4f459bd263cc20efde64f204b97c123201850c6 \
+    --hash=sha256:c2bc30226390d60ea19d9f82b19db005fe0452154a23c1c410c12ea801e43561 \
+    --hash=sha256:c83782480a4a9da4d0feb51950131ba32e12e70813848b3343f6e18c28a66838 \
+    --hash=sha256:cbc77da8c523d5abd028635ba850a6966fcee2c82e2bf65a41d1d8afe0f98be9 \
+    --hash=sha256:ccac2bfebc306b862133e3bb71f3f6ee8bb525240089b2d952e4144b3a6d5da7 \
+    --hash=sha256:d0527ce944105f257f605a827d6ebead966c752038b6e8656abb9c5edee6fc68 \
+    --hash=sha256:d8ecde755e2e91bf773fc94e8c9d730cd7f2007004cb492263a794ec3899a1c8 \
+    --hash=sha256:e3fb64c420688e5319ae25113a354015abbd8dffbfbc41781a1ea66fc7622ac3 \
+    --hash=sha256:e5dfc1e64de5677cec922ffa8da89c546d0415bf6efdf081842e5d44c84e1f0e \
+    --hash=sha256:ec5e529fb80935c94fe7b729f9972b50e351a0e6b50aa294fd5cabb109fcc29a \
+    --hash=sha256:f37d847238971164fdbc68ade6f6574aecc9c0af714190e2083429ff68f4ce9d \
+    --hash=sha256:f78ff2c9ed8dc2d036b0f4d640e22522213d047c1b14e61205a7e55c80a494d4 \
+    --hash=sha256:f89660a348f4f78a92366240a61404e337586ef7f5909a2fef59ca88ef505493 \
+    --hash=sha256:fc1e275c2f1d97b1a6450b8b0ea3ebfa6e087a611c2b26cb2404d48588abab7b
     # via
     #   google-auth
     #   pyjwt
@@ -573,13 +592,13 @@ cython==3.0.12 \
     --hash=sha256:feb86122a823937cc06e4c029d80ff69f082ebb0b959ab52a5af6cdd271c5dc3 \
     --hash=sha256:ff5c0b6a65b08117d0534941d404833d516dac422eee88c6b4fd55feb409a5ed
     # via feast (pyproject.toml)
-dask[dataframe]==2026.3.0 \
-    --hash=sha256:be614b9242b0b38288060fb2d7696125946469c98a1c30e174883fd199e0428d \
-    --hash=sha256:f7d96c8274e8a900d217c1ff6ea8d1bbf0b4c2c21e74a409644498d925eb8f85
+dask[dataframe]==2026.7.1 \
+    --hash=sha256:5727484427665f051e86bf87d021a64d6411141cdc8a20bfe3c1ad2968cc06b7 \
+    --hash=sha256:985ffd6c5e9d7979ede515e84ae8d39b647d6aa64f77600f15714ff65f578fe6
     # via feast (pyproject.toml)
-db-dtypes==1.5.1 \
-    --hash=sha256:901099b807c9312bc61a5bddbfb07512884e6c6d5a9edacf24d50bcf303aa5f7 \
-    --hash=sha256:ad71a6645e3c1f06d4d32023940576648f43119822f825f0d22587c6ef8afe15
+db-dtypes==1.7.1 \
+    --hash=sha256:450b94cd010cfa6d4d13cca2593009eba4fbe15516084c332cde1a47bbce0625 \
+    --hash=sha256:75adf3bdf3174a6474ea4162d9a345ea0b3102ec4fd603e69ec26b6e8a99145a
     # via
     #   google-cloud-bigquery
     #   pandas-gbq
@@ -591,50 +610,50 @@ docutils==0.22.4 \
     --hash=sha256:4db53b1fde9abecbb74d91230d32ab626d94f6badfc575d6db9194a49df29968 \
     --hash=sha256:d0013f540772d1420576855455d050a2180186c91c15779301ac2ccb3eeb68de
     # via sphinx
-duckdb==1.5.2 \
-    --hash=sha256:0b291786014df1133f8f18b9df4d004484613146e858d71a21791e0fcca16cf4 \
-    --hash=sha256:2323c1195c10fb2bb982fc0218c730b43d1b92a355d61e68e3c5f3ac9d44c34f \
-    --hash=sha256:2a1de4f4d454b8c97aec546c82003fc834d3422ce4bc6a19902f3462ef293bed \
-    --hash=sha256:35579b8e3a064b5eaf15b0eafc558056a13f79a0a62e34cc4baf57119daecfec \
-    --hash=sha256:376856066c65ccd55fcb3a380bbe33a71ce089fc4623d229ffc6e82251afdb6d \
-    --hash=sha256:411ad438bd4140f189a10e7f515781335962c5d18bd07837dc6d202e3985253d \
-    --hash=sha256:4420b3f47027a7849d0e1815532007f377fa95ee5810b47ea717d35525c12f79 \
-    --hash=sha256:486c862bf7f163c0110b6d85b3e5c031d224a671cca468f12ebb1d3a348f6b39 \
-    --hash=sha256:52a21823f3fbb52f0f0e5425e20b07391ad882464b955879499b5ff0b45a376b \
-    --hash=sha256:5596bbfc31b1b259db69c8d847b42d036ce2c4804f9ccb28f9fc46a16de7bc53 \
-    --hash=sha256:56d38b3c4e0ef2abb58898d0fd423933999ed535c45e75e9d9f72e1d5fed69b8 \
-    --hash=sha256:638da0d5102b6cb6f7d47f83d0600708ac1d3cb46c5e9aaabc845f9ba4d69246 \
-    --hash=sha256:63bf8687feefeed51adf45fa3b062ab8b1b1c350492b7518491b86bae68b1da1 \
-    --hash=sha256:6b0fe75c148000f060aa1a27b293cacc0ea08cc1cad724fbf2143d56070a3785 \
-    --hash=sha256:70631c847ca918ee710ec874241b00cf9d2e5be90762cbb2a0389f17823c08f7 \
-    --hash=sha256:7f69164b048e498b9e9140a24343108a5ae5f17bfb3485185f55fdf9b1aa924d \
-    --hash=sha256:81fc4fbf0b5e25840b39ba2a10b78c6953c0314d5d0434191e7898f34ab1bba3 \
-    --hash=sha256:84b193aca20565dedb3172de15f843c659c3a6c773bf14843a9bd781c850e7db \
-    --hash=sha256:8d599758b4e48bf12e18c9b960cf491d219f0c4972d19a45489c05cc5ab36f83 \
-    --hash=sha256:8dbd7e31e5dc157bfe8803fa7d2652336265c6c19926c5a4a9b40f8222868d08 \
-    --hash=sha256:98c0535cd6d901f61a5ea3c2e26a1fd28482953d794deb183daf568e3aa5dda6 \
-    --hash=sha256:a9cd5e71702d446613750405cde03f66ed268f4c321da071b0472759dad19536 \
-    --hash=sha256:bb42e6ed543902e14eae647850da24103a89f0bc2587dec5601b1c1f213bd2ed \
-    --hash=sha256:be37680ddb380015cb37318e378c53511c45c4f0d8fac5599d22b7d092b9217a \
-    --hash=sha256:c69907354ffee94ba8cf782daf0480dab7557f21ce27fffa6c0ea8f74ed4b8e2 \
-    --hash=sha256:c99ef73a277c8921bc0a1f16dee38d924484251d9cfd20951748c20fcd5ed855 \
-    --hash=sha256:c9f3e0b71b8a50fccfb42794899285d9d318ce2503782b9dd54868e5ecd0ad31 \
-    --hash=sha256:ce0b8141a10d37ecef729c45bc41d334854013f4389f1488bd6035c5579aaac1 \
-    --hash=sha256:ce17670bb392ea1b3650537db02bd720908776b5b95f6d2472d31a7de59d1dc1 \
-    --hash=sha256:d72b8856b1839d35648f38301b058f6232f4d36b463fe4dc8f4d3fdff2df1a2e \
-    --hash=sha256:d9b4f5430bf4f05d4c0dc4c55c75def3a5af4be0343be20fa2bfc577343fbfc9 \
-    --hash=sha256:e6495b00cad16888384119842797c49316a96ae1cb132bb03856d980d95afee1 \
-    --hash=sha256:ea58ff5b0880593a280cf5511734b17711b32ee1f58b47d726e8600848358160 \
-    --hash=sha256:ef461bca07313412dc09961c4a4757a851f56b95ac01c58fac6007632b7b94f2 \
-    --hash=sha256:fc85a5dbcbe6eccac1113c72370d1d3aacfdd49198d63950bdf7d8638a307f00
+duckdb==1.5.5 \
+    --hash=sha256:078e6a60dd8eedde5832f45422ca5c4a6b8c837aeabd8a56ca0b7d933f588053 \
+    --hash=sha256:0c42757cb34722144bd4dfb94b6f336339e7b2468f6813fa7fa9a319ba07bab4 \
+    --hash=sha256:179633a3fc6296c75d57c69c1e239fa9e5cdcb670fd1dbff88a02663f932905c \
+    --hash=sha256:1a925d06c2a4c3b64553d6cc1aced5028d376d4479bed689a7d47e9b1dccd80a \
+    --hash=sha256:1b543841b0ae18a9c982345cfa3987e9c065d3a4b0f067daa473d92d1e65f528 \
+    --hash=sha256:1bdc38922c365c37720149f90d90b1e9823eb82dad6830855b5f87537fa6fc0c \
+    --hash=sha256:2725d2b9ace3a4e75d72fc5a239f6a44b502c580edadb8fb2676db772c5f9282 \
+    --hash=sha256:2e72f9e1a4f90a5c8483ad4d540e495bf0834ba61c360b52499a573d7ed62a3f \
+    --hash=sha256:33db46679b071f108d57139493dee2d37e1f5efcf5c5c039c2969eed11a6c8a7 \
+    --hash=sha256:3b805507f88171b428b21c966c30e9a3d54e30b24528918a44ed0032542bc26f \
+    --hash=sha256:49c963d9469373d7aba8d750d9ea565ab823e94166efed953f184dd9b169b98c \
+    --hash=sha256:4acc72798ba1885a9c17d1242903d2cd502f13b1271c7677f7cab25d8578eceb \
+    --hash=sha256:63e48d4b74b15aeacd688976432a7225163df8c226eddeb8536bba2d4d4ff433 \
+    --hash=sha256:64078acfd16541132ac6e191eb81b2845554444a0305cc1aa581ba107e514aa8 \
+    --hash=sha256:6826504277dba513c0c5d71d828456c94d729c9d2482f94b2e289f90a9167e28 \
+    --hash=sha256:72f33ee57ca7595b23957671a2cc7f7fe2be0ecc2d68f63abedcfcaa3a5c1238 \
+    --hash=sha256:77bbc1e6ba12e1e06f9020117bdf848627ecfdf36f907550e62e008e6109dece \
+    --hash=sha256:7a6d2d11859d82a936ebdcb30ce3d8a1cbb3e990bff05c12abb9b54c44fa7bd1 \
+    --hash=sha256:8c11775cc99a447618d5f1840126db17f2652f3eae05529df4f81f40e2df7151 \
+    --hash=sha256:8e6413dd40facb7b8ab21bd844450cd8f549b29e138635be9cf090ef4d2049e2 \
+    --hash=sha256:9dc826c4b50e64f6c4e4d07a3a9cb075ef70ba3899dc43ec5493dc3d7b04b353 \
+    --hash=sha256:9f4287f97ccf0c1f3d471e7115be2b067cbf99627e2d34bffd462dd64703cddc \
+    --hash=sha256:a17e6a922e42a5c06ed2353fe78c5dff2610f6632d603836f9606ad0bf754079 \
+    --hash=sha256:a736217825461732b5442d05a220f3da2e23a0dae114efbf08c9bf171b53098a \
+    --hash=sha256:b08e19cc856220d8a26fa62abc2264b349aff67255e9373c6a3f607addd56dc6 \
+    --hash=sha256:b9b6f86ed85d4ef5e0211eaebf75d057bd8bb520bba438a95dd0f4e42234bbfe \
+    --hash=sha256:baa9c5702002fabb559ded2a39008f9f421fcbc7237d388b8213eff1e08858de \
+    --hash=sha256:cd98829b67788609017e65c761bd42a5dd0f9129441bed8bda4d6881ccf819f0 \
+    --hash=sha256:d4dd65f8941a604b947e0b9b4b4f7165988e29a23ec0b69b4038520956d9933e \
+    --hash=sha256:ddfbdb096c11d51ee22492397d342c90a82e62c5d09961477895934d0a25372f \
+    --hash=sha256:e238060db5ca59879882a6e9b015e2c65d5c64ddf281ba1d7a9a2033764152cf \
+    --hash=sha256:f0b88535a5d86fdd63dba6ea02ab68c003dfb9e4892b11256ef24c4da208baae \
+    --hash=sha256:f316eae2323d9a851883fdf2dee91c1f9efe251ab33e14a2272f82a913422ed6 \
+    --hash=sha256:fbf0f2d48b43c6c304d00463b463c27ead6c4b01c3c1816b750f728decf71afe \
+    --hash=sha256:feead93c56679b79592d437c62975d39cb67adedffa7592c763baf8160ac7366
     # via ibis-framework
 durationpy==0.10 \
     --hash=sha256:1fa6893409a6e739c9c72334fc65cca1f355dbdd93405d30f726deb5bde42fba \
     --hash=sha256:3b41e1b601234296b4fb368338fdcd3e13e0b4fb5b67345948f4f2bf9868b286
     # via kubernetes
-fastapi==0.136.1 \
-    --hash=sha256:7af665ad7acfa0a3baf8983d393b6b471b9da10ede59c60045f49fbc89a0fa7f \
-    --hash=sha256:a6e9d7eeada96c93a4d69cb03836b44fa34e2854accb7244a1ece36cd4781c3f
+fastapi==0.141.0 \
+    --hash=sha256:5567705c791fa33202dabd1860df1d1650a7b1bf373378198d7b0675c9574618 \
+    --hash=sha256:cae32222bdc8b2805c4d3deb4e024b381ea2a6f2de7febfe3a9a73a9c29c2e5e
     # via
     #   feast (pyproject.toml)
     #   fastapi-mcp
@@ -642,9 +661,9 @@ fastapi-mcp==0.4.0 \
     --hash=sha256:d4a3fe7966af24d44e4b412720561c95eb12bed999a4443a88221834b3b15aec \
     --hash=sha256:d4ca9410996f4c7b8ea0d7b20fdf79878dc359ebf89cbf3b222e0b675a55097d
     # via feast (pyproject.toml)
-filelock==3.29.0 \
-    --hash=sha256:69974355e960702e789734cb4871f884ea6fe50bd8404051a3530bc07809cf90 \
-    --hash=sha256:96f5f6344709aa1572bbf631c640e4ebeeb519e08da902c39a001882f30ac258
+filelock==3.32.0 \
+    --hash=sha256:7be2ad23a14607ccc71808e68fe30848aeace7058ace17852f68e2a68e310402 \
+    --hash=sha256:d396bea984af47333ef05e50eae7eff88c84256de6112aea0ec48a233c064fe3
     # via snowflake-connector-python
 flit-core==3.12.0 \
     --hash=sha256:18f63100d6f94385c6ed57a72073443e1a71a4acb4339491615d0f16d6ff01b2 \
@@ -784,15 +803,15 @@ frozenlist==1.8.0 \
     # via
     #   aiohttp
     #   aiosignal
-fsspec==2024.9.0 \
-    --hash=sha256:4b0afb90c2f21832df142f292649035d80b421f60a9e1c027802e5a0da2b04e8 \
-    --hash=sha256:a0947d552d8a6efa72cc2c730b12c41d043509156966cca4fb157b0f2a0c574b
+fsspec==2026.7.0 \
+    --hash=sha256:b57ddbafedfaef7018c1ecab32aa200a9d7ca26b77965f64e48b70061249d279 \
+    --hash=sha256:c803c40f4cf860b49dea58ee3e1c33cb9c790520e233537e1340049f89b82a88
     # via
     #   feast (pyproject.toml)
     #   dask
-google-api-core[grpc]==2.30.3 \
-    --hash=sha256:a85761ba72c444dad5d611c2220633480b2b6be2521eca69cca2dbb3ffd6bfe8 \
-    --hash=sha256:e601a37f148585319b26db36e219df68c5d07b6382cff2d580e83404e44d641b
+google-api-core[grpc]==2.33.0 \
+    --hash=sha256:3a36bcc3e319783f4c97da41f6f45ea6ffcaa55848e341de16e09cb70243c2bb \
+    --hash=sha256:a2e22a0c1d0f03eafff1858b38cf46f832d5902b0c052235bf0ab8402929fbdc
     # via
     #   feast (pyproject.toml)
     #   google-cloud-bigquery
@@ -802,9 +821,9 @@ google-api-core[grpc]==2.30.3 \
     #   google-cloud-datastore
     #   google-cloud-storage
     #   pandas-gbq
-google-auth==2.50.0 \
-    --hash=sha256:04382175e28b94f49694977f0a792688b59a668def1499e9d8de996dc9ce5b15 \
-    --hash=sha256:f35eafb191195328e8ce10a7883970877e7aeb49c2bfaa54aa0e394316d353d0
+google-auth[pyopenssl]==2.56.2 \
+    --hash=sha256:c8270ea95b2697b74e3d8438ae9c5b898e38b623b915c7b5c5635921e7de68a6 \
+    --hash=sha256:e28f103ca8091fb7012b99c44243d7366c29863713b8e34a220c3322b7a07051
     # via
     #   google-api-core
     #   google-auth-oauthlib
@@ -816,37 +835,37 @@ google-auth==2.50.0 \
     #   google-cloud-storage
     #   pandas-gbq
     #   pydata-google-auth
-google-auth-oauthlib==1.3.1 \
-    --hash=sha256:14c22c7b3dd3d06dbe44264144409039465effdd1eef94f7ce3710e486cc4bfa \
-    --hash=sha256:1a139ef23f1318756805b0e95f655c238bffd29655329a2978218248da4ee7f8
+google-auth-oauthlib==1.4.0 \
+    --hash=sha256:18b5e28880eb8eba9065c436becdc0ee8e4b59117a73a510679c82f70cd363d2 \
+    --hash=sha256:251314f213a9ee46a5ae73988e84fd7cca8bb68e7ecf4bfd45940f9e7f51d070
     # via
     #   pandas-gbq
     #   pydata-google-auth
-google-cloud-bigquery[pandas]==3.41.0 \
-    --hash=sha256:2217e488b47ed576360c9b2cc07d59d883a54b83167c0ef37f915c26b01a06fe \
-    --hash=sha256:2a5b5a737b401cbd824a6e5eac7554100b878668d908e6548836b5d8aaa4dcaa
+google-cloud-bigquery[pandas]==3.42.2 \
+    --hash=sha256:08d4b264e5ee4790f719724c76b538f204b7190999328a2f1a6a95eaab74ca39 \
+    --hash=sha256:41658c19e8ed5b83307011b4e55aca3b1f72052545a22788f1d637984615173f
     # via
     #   feast (pyproject.toml)
     #   pandas-gbq
-google-cloud-bigquery-storage==2.37.0 \
-    --hash=sha256:1e319c27ef60fc31030f6e0b52e5e891e1cdd50551effe8c6f673a4c3c56fcb6 \
-    --hash=sha256:f88ee7f1e49db1e639da3d9a8b79835ca4bc47afbb514fb2adfc0ccb41a7fd97
+google-cloud-bigquery-storage==2.39.0 \
+    --hash=sha256:8c192b6263804f7bdd6f57a17e763ba7f03fa4e53d7ecafca0187e0fd6467d48 \
+    --hash=sha256:d5afd90ad06cf24d9167316cca70ab5b344e880fc13031d7392aa78ee76b8bb6
     # via feast (pyproject.toml)
-google-cloud-bigtable==2.36.0 \
-    --hash=sha256:21b2f41231b7368a550b44d5b493b811b3507fcb23eb26d00005cd3f205f2207 \
-    --hash=sha256:d5987733c2f60c739f93f259d2037858411cc994ac37cdfbccb6bb159f3ca43e
+google-cloud-bigtable==2.41.0 \
+    --hash=sha256:36da0fc730952bfe48ae91dee11015459c9046fa1499d0efb73a61bbb6edbe9b \
+    --hash=sha256:d0c424bae6238eb16ffc0922be79da00d20d23e0750ea46742ffd4542c50fd26
     # via feast (pyproject.toml)
-google-cloud-core==2.5.1 \
-    --hash=sha256:3dc94bdec9d05a31d9f355045ed0f369fbc0d8c665076c734f065d729800f811 \
-    --hash=sha256:ea62cdf502c20e3e14be8a32c05ed02113d7bef454e40ff3fab6fe1ec9f1f4e7
+google-cloud-core==2.6.0 \
+    --hash=sha256:6d63ac8e5eca6d9e4319d0a1e2265fadcd7f1049904378caecfa01cf52dd869e \
+    --hash=sha256:e76149739f90fac1fc6757c09f47eaccb3145b54adbd7759b0f7c4b235f46c83
     # via
     #   google-cloud-bigquery
     #   google-cloud-bigtable
     #   google-cloud-datastore
     #   google-cloud-storage
-google-cloud-datastore==2.24.0 \
-    --hash=sha256:81f1d1c12c2906f59507f72742545ab04c38f62ed70b0542057e3cf04a53aa65 \
-    --hash=sha256:f087c02a6aa4ac68bbf17f0c048ae3ee355856bf09c51439bfba193741387792
+google-cloud-datastore==2.26.0 \
+    --hash=sha256:1ac4882f033fcb90bd75d1171b46400ecd5def23768598843d9c041e0c0b4a6a \
+    --hash=sha256:1bde5694308468da5c932153a6b0331d5b54e1c21de366b6a75ddb0000fd5f4b
     # via feast (pyproject.toml)
 google-cloud-storage==2.19.0 \
     --hash=sha256:aeb971b5c29cf8ab98445082cbfe7b161a1f48ed275822f59ed3f1524ea54fba \
@@ -890,167 +909,186 @@ google-crc32c==1.8.0 \
     #   google-cloud-bigtable
     #   google-cloud-storage
     #   google-resumable-media
-google-resumable-media==2.8.2 \
-    --hash=sha256:82b6d8ccd11765268cdd2a2123f417ec806b8eef3000a9a38dfe3033da5fb220 \
-    --hash=sha256:f3354a182ebd193ae3f42e3ef95e6c9b10f128320de23ac7637236713b1acd70
+google-resumable-media==2.10.0 \
+    --hash=sha256:88152884bee37b2bf36a0ab81ad8c7fd12212c9803dd981d77c1b35b02d34e7c \
+    --hash=sha256:e324bc9d0fdae4c52a08ae90456edc4e71ece858399e1217ac0eb3a51d6bc6ee
     # via
     #   google-cloud-bigquery
     #   google-cloud-storage
-googleapis-common-protos[grpc]==1.74.0 \
-    --hash=sha256:57971e4eeeba6aad1163c1f0fc88543f965bb49129b8bb55b2b7b26ecab084f1 \
-    --hash=sha256:702216f78610bb510e3f12ac3cafd281b7ac45cc5d86e90ad87e4d301a3426b5
+googleapis-common-protos[grpc]==1.75.0 \
+    --hash=sha256:53a062ff3c32552fbd62c11fe23768b78e4ddf0494d5e5fd97d3f4689c75fbbd \
+    --hash=sha256:961ed60399c457ceb0ee8f285a84c870aabc9c6a832b9d37bb281b5bebde43ed
     # via
     #   feast (pyproject.toml)
     #   google-api-core
     #   grpc-google-iam-v1
     #   grpcio-status
-greenlet==3.5.0 \
-    --hash=sha256:0ecec963079cd58cbd14723582384f11f166fd58883c15dcbfb342e0bc9b5846 \
-    --hash=sha256:0ed006e4b86c59de7467eb2601cd1b77b5a7d657d1ee55e30fe30d76451edba4 \
-    --hash=sha256:0ff251e9a0279522e62f6176412869395a64ddf2b5c5f782ff609a8216a4e662 \
-    --hash=sha256:1aa4ce8debcd4ea7fb2e150f3036588c41493d1d52c43538924ae1819003f4ce \
-    --hash=sha256:1bae92a1dd94c5f9d9493c3a212dd874c202442047cf96446412c862feca83a2 \
-    --hash=sha256:1eb67d5adefb5bd2e182d42678a328979a209e4e82eb93575708185d31d1f588 \
-    --hash=sha256:2094acd54b272cb6eae8c03dd87b3fa1820a4cef18d6889c378d503500a1dc13 \
-    --hash=sha256:2628d6c86f6cb0cb45e0c3c54058bbec559f57eaae699447748cb3928150577e \
-    --hash=sha256:29ea813b2e1f45fa9649a17853b2b5465c4072fbcb072e5af6cd3a288216574a \
-    --hash=sha256:362624e6a8e5bca3b8233e45eef33903a100e9539a2b995c364d595dbc4018b3 \
-    --hash=sha256:3a717fbc46d8a354fa675f7c1e813485b6ba3885f9bef0cd56e5ba27d758ff5b \
-    --hash=sha256:3bc59be3945ae9750b9e7d45067d01ae3fe90ea5f9ade99239dabdd6e28a5033 \
-    --hash=sha256:3ec9ea74e7268ace7f9aab1b1a4e730193fc661b39a993cd91c606c32d4a3628 \
-    --hash=sha256:41353ec2ecedf7aa8f682753a41919f8718031a6edac46b8d3dc7ed9e1ceb136 \
-    --hash=sha256:47422135b1d308c14b2c6e758beedb1acd33bb91679f5670edf77bf46244722b \
-    --hash=sha256:4964101b8585c144cbda5532b1aa644255126c08a265dae90c16e7a0e63aaa9d \
-    --hash=sha256:4a448128607be0de65342dc9b31be7f948ef4cc0bc8832069350abefd310a8f2 \
-    --hash=sha256:4b28037cb07768933c54d81bfe47a85f9f402f57d7d69743b991a713b63954eb \
-    --hash=sha256:4d0eadc7e4d9ffb2af4247b606cae307be8e448911e5a0d0b16d72fc3d224cfd \
-    --hash=sha256:54d243512da35485fc7a6bf3c178fdda6327a9d6506fcdd62b1abd1e41b2927b \
-    --hash=sha256:55fa7ea52771be44af0de27d8b80c02cd18c2c3cddde6c847ecebdf72418b6a1 \
-    --hash=sha256:57a43c6079a89713522bc4bcb9f75070ecf5d3dbad7792bfe42239362cbf2a16 \
-    --hash=sha256:58c1c374fe2b3d852f9b6b11a7dff4c85404e51b9a596fd9e89cf904eb09866d \
-    --hash=sha256:5a5ed18de6a0f6cc7087f1563f6bd93fc7df1c19165ca01e9bde5a5dc281d106 \
-    --hash=sha256:5e05ba267789ea87b5a155cf0e810b1ab88bf18e9e8740813945ceb8ee4350ba \
-    --hash=sha256:5ecd83806b0f4c2f53b1018e0005cd82269ea01d42befc0368730028d850ed1c \
-    --hash=sha256:64d6ac45f7271f48e45f67c95b54ef73534c52ec041fcda8edf520c6d811f4bc \
-    --hash=sha256:680bd0e7ad5e8daa8a4aa89f68fd6adc834b8a8036dc256533f7e08f4a4b01f7 \
-    --hash=sha256:6c18dfb59c70f5a94acd271c72e90128c3c776e41e5f07767908c8c1b74ad339 \
-    --hash=sha256:6d874e79afd41a96e11ff4c5d0bc90a80973e476fda1c2c64985667397df432b \
-    --hash=sha256:7022615368890680e67b9965d33f5773aade330d5343bbe25560135aaa849eae \
-    --hash=sha256:703cb211b820dbffbbc55a16bfc6e4583a6e6e990f33a119d2cc8b83211119c8 \
-    --hash=sha256:728a73687e39ae9ca34e4694cbf2f049d3fbc7174639468d0f67200a97d8f9e2 \
-    --hash=sha256:728d9667d8f2f586644b748dbd9bb67e50d6a9381767d1357714ea6825bb3bf5 \
-    --hash=sha256:762612baf1161ccb8437c0161c668a688223cba28e1bf038f4eb47b13e39ccdf \
-    --hash=sha256:7fc391b1566f2907d17aaebe78f8855dc45675159a775fcf9e61f8ee0078e87f \
-    --hash=sha256:804a70b328e706b785c6ef16187051c394a63dd1a906d89be24b6ad77759f13f \
-    --hash=sha256:83ed9f27f1680b50e89f40f6df348a290ea234b249a4003d366663a12eab94f2 \
-    --hash=sha256:884f649de075b84739713d41dd4dfd41e2b910bfb769c4a3ea02ec1da52cd9bb \
-    --hash=sha256:8f1cc966c126639cd152fdaa52624d2655f492faa79e013fea161de3e6dda082 \
-    --hash=sha256:8f52a464e4ed91780bdfbbdd2b97197f3accaa629b98c200f4dffada759f3ae7 \
-    --hash=sha256:9c615f869163e14bb1ced20322d8038fb680b08236521ac3f30cd4c1288785a0 \
-    --hash=sha256:9d280a7f5c331622c69f97eb167f33577ff2d1df282c41cd15907fc0a3ca198c \
-    --hash=sha256:a10a732421ab4fec934783ce3e54763470d0181db6e3468f9103a275c3ed1853 \
-    --hash=sha256:a96fcee45e03fe30a62669fd16ab5c9d3c172660d3085605cb1e2d1280d3c988 \
-    --hash=sha256:a97e4821aa710603f94de0da25f25096454d78ffdace5dc77f3a006bc01abba3 \
-    --hash=sha256:ba8f0bdc2fae6ce915dfd0c16d2d00bca7e4247c1eae4416e06430e522137858 \
-    --hash=sha256:bf2d8a80bec89ab46221ae45c5373d5ba0bd36c19aa8508e85c6cd7e5106cd37 \
-    --hash=sha256:cda05425526240807408156b6960a17a79a0c760b813573b67027823be760977 \
-    --hash=sha256:d419647372241bc68e957bf38d5c1f98852155e4146bd1e4121adea81f4f01e4 \
-    --hash=sha256:d4d9f0624c775f2dfc56ba54d515a8c771044346852a918b405914f6b19d7fd8 \
-    --hash=sha256:d60097128cb0a1cab9ea541186ea13cd7b847b8449a7787c2e2350da0cb82d86 \
-    --hash=sha256:db2910d3c809444e0a20147361f343fe2798e106af8d9d8506f5305302655a9f \
-    --hash=sha256:ddb36c7d6c9c0a65f18c7258634e0c416c6ab59caac8c987b96f80c2ebda0112 \
-    --hash=sha256:ddc090c5c1792b10246a78e8c2163ebbe04cf877f9d785c230a7b27b39ad038e \
-    --hash=sha256:e5ddf316ced87539144621453c3aef229575825fe60c604e62bedc4003f372b2 \
-    --hash=sha256:f35807464c4c58c55f0d31dfa83c541a5615d825c2fe3d2b95360cf7c4e3c0a8 \
-    --hash=sha256:f8c30c2225f40dd76c50790f0eb3b5c7c18431efb299e2782083e1981feed243 \
-    --hash=sha256:fa94cb2288681e3a11645958f1871d48ee9211bd2f66628fdace505927d6e564
+greenlet==3.5.4 \
+    --hash=sha256:0232ae1de90a8e07867bb127d7a6ba2301e859145489f25cda8a6096dabe1d20 \
+    --hash=sha256:07bd44616608d873d06735b63ef1a88191d6ca57c8d291d6559c71bc14c0893c \
+    --hash=sha256:08fc36de8442d5c3e95b044550dbea9bf144d31ec0cc58e36fb241cb6ef6a994 \
+    --hash=sha256:0fa53040b78b578120eecdc0265e3f1051487cc425d11a2b7c761daadf4feaa8 \
+    --hash=sha256:123aa379c962ed5fe90a880327e0c3066124ac64ec99e12a238be9fd8eb3db3d \
+    --hash=sha256:12cda9122e03341f1cb6b8207a19d7a9d375e52f1b4e9243918375f40fd7b4b9 \
+    --hash=sha256:13b980043cb1b3134e81ea469da1250ddcc6bfe6d245bbaa59168d9cdc8f228f \
+    --hash=sha256:178111881dd7a6c946471fda85485ec796e1043c2b939f694b096e2ecf986809 \
+    --hash=sha256:1833637f17d5e7472548a48575c394fe39f1b1890d676d162d86593610f44d8c \
+    --hash=sha256:188e4d142f243051d92a1f5c244a741da02dddc070a0620c842804d7b56d008c \
+    --hash=sha256:1e1a4a684b16c45ba324e60b32a4386a87722bcb815d2a149d2182f9b401ca72 \
+    --hash=sha256:1f17e362d78e37559e0506c5a7d066bdd45073c36a0127a543e8a0df27242ff3 \
+    --hash=sha256:24e61b88cb7e1b1d794b32a10cc346ac779681d6d74ff137a3e0a444d2bf1f02 \
+    --hash=sha256:27d3f00718634d4520a3a150154ac5da36f257869d41321953375b90bfbbc72c \
+    --hash=sha256:2a924f15d17957e252a810acefcb5942f5ca712298e8b6fcaed9a307d357522c \
+    --hash=sha256:2cdaadc3d31445a8f782bde3cd37e49a2c2a9c6da6daf76a3e34c683b271a3c7 \
+    --hash=sha256:2ffbc533e0eaf8e80d8471411646ab88fe58f641d508c0b02b24494479f4d9ec \
+    --hash=sha256:305f69e6c4523d7f6979ed001cff4e5853c063e5da04880296603aa0227e544c \
+    --hash=sha256:32802705c2c1ff25e8237b3bdacf2594fa02be80af8a66703eb7853ea7e68686 \
+    --hash=sha256:3529a8a933582ad19e224792cac7372489526576b75b4c124e8e4f29948f4861 \
+    --hash=sha256:39169a11d87a6a263afda3e9a27d1df16d0f919d40a4837cc73986c9884c0dd8 \
+    --hash=sha256:394de08dad5ffcb1f50c2159d93e398d9d2da3ed437645eaa54771fa720db9f0 \
+    --hash=sha256:3d66250e8b09f182ede05490998c818b5961f7a3640332d44c4927caec7bbfe4 \
+    --hash=sha256:3ef964f56dfcb6f9bbef2a190d9126795eac408716aeae47b5e7c73c32aafca9 \
+    --hash=sha256:41ddab54e4b238f4a6c323f39b4e59e176affd5a94d461a9fb7583dac74240a3 \
+    --hash=sha256:42afdc1ab5f66da8c586c32af9224a74a706b4f0ea0dc3a4188a0860a09c65c9 \
+    --hash=sha256:4ab9f0704bccf6d3b38e0d2130b7b33271cff11453690da074fa280c3aa8e8e7 \
+    --hash=sha256:57aa201b351f7c7c75627c60d29e4d5b97a07d37efeb62b903466fca42c097d7 \
+    --hash=sha256:58023945f421093de5e6fa108c0985a8659d43f49e0216da25099369a121bcbd \
+    --hash=sha256:60149df8f462d1b230038e6590c23c3b4768bb5d6c022b3b6e82532b34b0b8a3 \
+    --hash=sha256:60e0bc961d367df506660e9ac0177a76bc6d81305300704b0977d1634f76efe2 \
+    --hash=sha256:69173331fbc5d64bfac0065d7e22c39cfcd089e9b18d125bdcd5079363b09616 \
+    --hash=sha256:70bdfacdc183dac838b2a0aaff2dd6134a457c52fe68a9c6bbab435483d2b9df \
+    --hash=sha256:73b37afe369021423ea53dd3123e04bffa7e93ac64429b9f50835b2e4fcae7cf \
+    --hash=sha256:77d6ce04fed0d9aeed42e0f37923cc43eba9b027bdd9c34546bb4ccd143d0fe0 \
+    --hash=sha256:791fdfeeb9c6e0c7b10fa151bf110d2a6974866f13dcb5b1c7efae698245893a \
+    --hash=sha256:7c1303791d603080cac6fc3b34df51c3b75b723739c282c8029e48a0d241672f \
+    --hash=sha256:7e8afa5eac028f8140ceafe5ceec66e6aa127ddcb21452d2a564dcd2900b5f22 \
+    --hash=sha256:870d730fec833f5a06906a32596cc099b9161594642a92a520b7a88911c95356 \
+    --hash=sha256:89f3738167bab8c1084b94e23023d41d247117ac149fa0fbcb5bd4cf6262b353 \
+    --hash=sha256:91c26423753b92caf41ab3f98fd547d7374d4d9fc2d85be041886c1579d9255e \
+    --hash=sha256:9667862a2e38ad379f11b845daeda22c8989186def44f06962c9c4c05e556da7 \
+    --hash=sha256:99e8f8c4ebc4fd80aa26c1280ae9ad43a0976e786349703a181cf0bae60413e5 \
+    --hash=sha256:9c53ff01a5c53a40f2c16820ebc56d7c61a77f5fbe009dadd96292d5682f80f8 \
+    --hash=sha256:9f1467de1bb767f75db0aa34c195e3a496d8d1278c796e70c24ce205d3e99cde \
+    --hash=sha256:a2d614cb2372c7101a12ea8b96dd56f81c986d247c5a73db67063f3ed1ca4a52 \
+    --hash=sha256:ac5bf81d79d2c8eeb2ef6359b2e1687a1e9ebf46c2b1f970da9a9255df51d190 \
+    --hash=sha256:adf2244d7f69409925a8f22ed22cc5f93cdfe5c9dc87ff3476be2c2aaae61a05 \
+    --hash=sha256:ae53534b5dec0f4c2ec26f898f538dc8ea1ca3ef2927d597a9439e40a09da937 \
+    --hash=sha256:b3dabe3e2809013052c68bdf0b7fa5f5f2859c43a80803131ad61af9cabd7867 \
+    --hash=sha256:b7a5f095767c4493afcd06067f2bb3b8716e3f3f9e92b99c88e7e99f885b3d4d \
+    --hash=sha256:b7c895310363f310361e0fe2072af85269d2a2a285cd04c0c59e79a5e3670dcf \
+    --hash=sha256:bae2728e1897aa8df8cb1af38cd48b3a743aefe29372de7b8b7a9f532501e69f \
+    --hash=sha256:bd3d1145f603b2db19feb9078c2e6855eb7c67e15580c010ed815cee519b86fd \
+    --hash=sha256:c38c902a0986eba1f6e7ba1ab39ad5195926abde90f3fe080e08212db62176da \
+    --hash=sha256:c3fe76c2cac86b4f7a1e92865ac0a54384deb05c92986287c1a7110d9bd53071 \
+    --hash=sha256:c883d61f2282d72c767a14936641b3efcbde9d82f1080712aaea0b1d3126cb88 \
+    --hash=sha256:c90e930c9c192e5b3ee9fb8bcd920ea3926155e2e3ded39fc697323addecee17 \
+    --hash=sha256:ca5726c0b08ca35ae873557266a78b2c3f3b2b7d7401aa5ff886c2045dd0111c \
+    --hash=sha256:cbd60b5763c6543c1827e48faaf14ea9bfbad245f52b1a4d76a2a2d8884c6c66 \
+    --hash=sha256:cd320d998cbaa032932830448e39abf3c6a12901295e386e8114db926e10cffb \
+    --hash=sha256:cef589bc65fae02d10bca2ac341191c5b33acc2967892ebf4fcbd10eabb7a74c \
+    --hash=sha256:d83ae0e32d14957ab7170785a20f582635c8474deab1bfbb552b17e769a6ce25 \
+    --hash=sha256:d84d993f6e575c950d91a23c1345d18fe1a4310d447bf630849d7809196b52f0 \
+    --hash=sha256:d92df08dd65fede97fc37aad36c2e9dcda3b31c467f8e0c2c096456cb818e927 \
+    --hash=sha256:dc418cf4c873357964d6624445ed09472e50def990c65dd4e76fc3ba8cd9cef6 \
+    --hash=sha256:dfc41ae893d9ceaf22c824f2153a88b30651b20e8758c2cd9ac143f23640563c \
+    --hash=sha256:e849e6e139b9671adeac505f72fc05f4af7fd1921faef40295e214fc3b361b59 \
+    --hash=sha256:e883de250e299654b1f1680f72a1a9f9ba62c9bd1bce84099c90657349a8dfbb \
+    --hash=sha256:e9a5e3406e3ed8125ae1a3b37c12f3434e2b1f0fa053197c5557895b4fb09606 \
+    --hash=sha256:ec5ff0d1878df6af3bf9b638a5a92a7d5693291de77c91bff10fa48519c604ef \
+    --hash=sha256:ecca4d80d55a01ad6b23b33262662956149fbb7b2c6be2910f1705921958cbf3 \
+    --hash=sha256:ed17e5f3420360d5b459de8462efb52060399a5326a613d4cde31cef63ef95da \
+    --hash=sha256:ee032b91fd8ec29ec6c4cea2b8c561b178435134bd0752c7334b94e9c736c132 \
+    --hash=sha256:f00f910f0e7b35416c63b23ad78b769aeccfc1775f712b43c4ee525624a2eef7 \
+    --hash=sha256:f260930bbbbcf9caee661211235a5111c86dfe5832fdf6ae4570da1e0995320f \
+    --hash=sha256:f680e549edb3eaf21eea4e7fe101e15ec180c74b7879ab46adc080f22d4015d2 \
+    --hash=sha256:f88193799d43dbf8c8a806d6405c9c52fe2af40bf75072a606357b33cc336c7f \
+    --hash=sha256:f908898d6fa484ce4b6f447ce70ea99b52c503fee419e53cf74d60a16bc9e667
     # via feast (pyproject.toml)
 grpc-google-iam-v1==0.14.4 \
     --hash=sha256:392b3796947ed6334e61171d9ab06bf7eb357f554e5fc7556ad7aab6d0e17038 \
     --hash=sha256:412facc320fcbd94034b4df3d557662051d4d8adfa86e0ddb4dca70a3f739964
     # via google-cloud-bigtable
-grpcio==1.62.3 \
-    --hash=sha256:059444f0ed5dba73ab7dd0ee7e8e6b606df4130d2b0a9f010f84da4ab9f6c2d8 \
-    --hash=sha256:114f2a865886ff33f85d70670e971fe0e3d252a1209656fefa5470286e3fcc76 \
-    --hash=sha256:13571a5b868dcc308a55d36669a2d17d9dcd6ec8335213f6c49cc68da7305abe \
-    --hash=sha256:1ac0944e9e3ee3e20825226d1e17985e9f88487055c475986cf0922a7d806d8a \
-    --hash=sha256:1de3d04d9a4ec31ebe848ae1fe61e4cbc367fb9495cbf6c54368e60609a998d9 \
-    --hash=sha256:216740723fc5971429550c374a0c039723b9d4dcaf7ba05227b7e0a500b06417 \
-    --hash=sha256:25cd75dc73c5269932413e517be778640402f18cf9a81147e68645bd8af18ab0 \
-    --hash=sha256:325c56ce94d738c31059cf91376f625d3effdff8f85c96660a5fd6395d5a707f \
-    --hash=sha256:3737e5ef0aa0fcdfeaf3b4ecc1a6be78b494549b28aec4b7f61b5dc357f7d8be \
-    --hash=sha256:377babc817e8b4186aed7ed56e832867c513e4e9b6c3503565c344ffdef440d4 \
-    --hash=sha256:3fb7d966a976d762a31346353a19fce4afcffbeda3027dd563bc8cb521fcf799 \
-    --hash=sha256:43670a25b752b7ed960fcec3db50ae5886dc0df897269b3f5119cde9b731745f \
-    --hash=sha256:4439bbd759636e37b66841117a66444b454937e27f0125205d2d117d7827c643 \
-    --hash=sha256:454a6aed4ebd56198d37e1f3be6f1c70838e33dd62d1e2cea12f2bcb08efecc5 \
-    --hash=sha256:4c9c1502c76cadbf2e145061b63af077b08d5677afcef91970d6db87b30e2f8b \
-    --hash=sha256:4dab8b64c438e19c763a6332b55e5efdbecfb7c55ae59a42c38c81ed27955fa5 \
-    --hash=sha256:56757d3e4cf5d4b98a30f2c5456151607261c891fa2298a4554848dcbf83083d \
-    --hash=sha256:57823dc7299c4f258ae9c32fd327d29f729d359c34d7612b36e48ed45b3ab8d0 \
-    --hash=sha256:582bd03e9c3d1bd1162eb51fa0f1a35633d66e73f4f36702d3b8484a8b45eda7 \
-    --hash=sha256:620165df24aae3d5b3e84cb8dd6b98f6ed49aed04126186bbf43061e301d6a21 \
-    --hash=sha256:646c14e9f3356d3f34a65b58b0f8d08daa741ba1d4fcd4966b79407543332154 \
-    --hash=sha256:668211f3699bbee4deaf1d6e6b8df59328bf63f077bf2dc9b8bfa4a17df4a279 \
-    --hash=sha256:6be243f3954b0ca709f56f9cae926c84ac96e1cce19844711e647a1f1db88b99 \
-    --hash=sha256:6da20a1ae010a988bc4ed47850f1122de0a88e18cd2f901fcf56007be1fc6c30 \
-    --hash=sha256:7349cd7445ac65fbe1b744dcab9cc1ec02dae2256941a2e67895926cbf7422b4 \
-    --hash=sha256:74f3fc9b93290e58264844f5bc46df4c58a94c4287a277dbcf75344fc6c37ca4 \
-    --hash=sha256:75a4e9ac7ff185cad529f35934c5d711b88aca48b90c70e195f5657da50ce321 \
-    --hash=sha256:7b33c1807d4ac564a3027d06f21a2220c116ceacaaef614deb96b3341ee58896 \
-    --hash=sha256:807176971c504c598976f5a9ea62363cffbbbb6c7509d9808c2342b020880fa2 \
-    --hash=sha256:80a82fdee14dc27e9299248b7aabd5a8739a1cf6b76c78aa2b848158b44a99d5 \
-    --hash=sha256:81b7c121c4e52a0749bf0759185b8d5cfa48a786cd7d411cdab08269813e0aab \
-    --hash=sha256:8257cc9e55fb0e2149a652d9dc14c023720f9e73c9145776e07c97e0a553922e \
-    --hash=sha256:8a5f00b2508937952d23a1767739e95bbbe1120f8a66d10187d5e971d56bb55c \
-    --hash=sha256:8ae2e7a390b2cdd2a95d3bf3b3385245eeb48a5e853943cb46139666462c2d1a \
-    --hash=sha256:940459d81685549afdfe13a6de102c52ea4cdda093477baa53056884aadf7c48 \
-    --hash=sha256:9c4aae4e683776c319169d87e7891b67b75e3f1c0beeb877902ea148b0585164 \
-    --hash=sha256:9d5f8e0050a179b3bce9189b522dc91008d44f08c757a7c310e0fd06b4d3d147 \
-    --hash=sha256:a1b85d35a7d9638c03321dfe466645b87e23c30df1266f9e04bbb5f44e7579a9 \
-    --hash=sha256:a82410d7620c07cb32624e38f2a106980564dfef9dbe78f5b295cda9ef217c03 \
-    --hash=sha256:abfe64811177e681edc81d9d9d1bd23edc5f599bd9846650864769264ace30cd \
-    --hash=sha256:ac9783d5679c8da612465168c820fd0b916e70ec5496c840bddba0be7f2d124c \
-    --hash=sha256:b033d50bd41e506e3b579775f54a30c16c222e0d88847ac8098d2eca2a7454cc \
-    --hash=sha256:b097347441b86a8c3ad9579abaf5e5f7f82b1d74a898f47360433b2bca0e4536 \
-    --hash=sha256:b708401ede2c4cb8943e8a713988fcfe6cbea105b07cd7fa7c8a9f137c22bddb \
-    --hash=sha256:bd900e666bb68fff49703084be14407cd73b8a5752a7590cea98ec22de24fb5d \
-    --hash=sha256:c118cfc80e2402a5595be36e9245ffd9b0e146f426cc40bdf60015bf183f8373 \
-    --hash=sha256:c175b252d063af388523a397dbe8edbc4319761f5ee892a8a0f5890acc067362 \
-    --hash=sha256:c8bb1a7aa82af6c7713cdf9dcb8f4ea1024ac7ce82bb0a0a82a49aea5237da34 \
-    --hash=sha256:c95a0b76a44c548e6bd8c5f7dbecf89c77e2e16d3965be817b57769c4a30bea2 \
-    --hash=sha256:e202e3f963480ca067a261179b1ac610c0f0272cb4a7942d11b7e2b3fc99c3aa \
-    --hash=sha256:e9ffdb7bc9ccd56ec201aec3eab3432e1e820335b5a16ad2b37e094218dcd7a6 \
-    --hash=sha256:ea7ca66a58421411c6486fa5015fe7704e2816ff0b4ec4fb779ad5e1cbbdabf3 \
-    --hash=sha256:f2ff8ac447765e173842b554b31307b98b3bb1852710903ebb936e7efb7df6e5 \
-    --hash=sha256:f5def814c5a4c90c8fe389c526ab881f4a28b7e239b23ed8e02dd02934dfaa1a
+grpcio==1.83.0 \
+    --hash=sha256:009667eaf3dcd5224c713589cdc98e7ca4ed0ff0b61132c6b276e930eb83a2df \
+    --hash=sha256:10b3fa0475eb572c9a81a6fe37fa16a9c500c0c91cfc148cac15692b7e3c2867 \
+    --hash=sha256:1aa567f8c3f19850ffd5d2858c9a8ea7c80f0db6c01186b71eb31e923ec984f5 \
+    --hash=sha256:1c699bbb20f143c8f2bff219de578aa2dc1f919399d67dc702b038b986ee62df \
+    --hash=sha256:28f6c35ac8fcf10e4594f138e468f194360089dde40d126a7033e863fc479930 \
+    --hash=sha256:2b5e75c34842cd9c1b95285ca395c6a569664b81e3ffa6b714125922942abaaf \
+    --hash=sha256:2bb48cb5e6dd005ca12b89ce4b6ac0b48ff3112c747542ee7986ef611a8ca6d9 \
+    --hash=sha256:32e11c37f5285b0c6fa3042c05fe06903696689749833fc64e67dec71b9bbe33 \
+    --hash=sha256:33898e6a28e4ae598f1577cb1c4fec2a15c033d0ec52b9b45a09610dd045b9da \
+    --hash=sha256:35a5b1c192496b6c25956eebfa963468935612206fd2543ac3ce981e6a5e0f03 \
+    --hash=sha256:3f351629f6ae16ecc0ec3553e586a6763ffd9f6114044286d0cbec3e09241bfa \
+    --hash=sha256:4772402f43517b4824980be4b3b2274a81eec0004a70009473c31b340d43e223 \
+    --hash=sha256:4e3eedfc92b6b9f2960115e7e620cf0cbf80bb7849a51ce3820dc54dfd88b6b9 \
+    --hash=sha256:4fcaa7c45c45b4a89e2867d1f1785d9481a788399d915e341ed2eb49aeef9dd4 \
+    --hash=sha256:5882c1a721b50ce0123ee5e839e1ab059ad72a7ade76cdf2d5bd833b56791acf \
+    --hash=sha256:5f20a988480b0f28207f057f7f7ae1313393c3cef0adcfeae8248f9947eaf881 \
+    --hash=sha256:61007cd08640abc5c54547ee32505474c482cd733a53cb87551ea81faa6350af \
+    --hash=sha256:62003babc444a606dcd1f009cd16391ce23669ae4ad6ec267a873da7937a69f5 \
+    --hash=sha256:6662f3b1e07cc7493d437351860dc867bddc6a93c83ecf33bbfdaf0c217ab2d0 \
+    --hash=sha256:6755ed67cc3e454d51ae9f6e1915b80d3942fa4de956ef48dacd45ab7f40b727 \
+    --hash=sha256:6b6c666a1d5613ff360c9e90f44665e3a88b25a815209ddbc0917eec281931cb \
+    --hash=sha256:6be5c807b717be3dd649446f021301fd7907e376318675d2147823071034112a \
+    --hash=sha256:6e01ecd9d8ef280abe1365138a4dc318f9a5287f4cb1b41d07816f796653f735 \
+    --hash=sha256:6fb8a1dd0c6f0f931e69e9d0dc6d1c406ed2a44fa963414eafba07b7fb685d16 \
+    --hash=sha256:7416952ca770477990257206276999056f8316d79196f2f25942393e58a20b49 \
+    --hash=sha256:74fe6f9e8a35c7dbf32255ee154d15e3e5338a81ed39173d079d594d2e544cd1 \
+    --hash=sha256:7674587248fbbb2ac6e4eecf83a8a0f3d91a928f941de571acfd3a2f007fbc24 \
+    --hash=sha256:7936f2a56cf04f6514705c0fedf400971de01b6aa1719327e4718f410a765e2b \
+    --hash=sha256:7bd82671b39065ba18cd536e9cd45b27ff649053f81ddd2c6a966d595067080f \
+    --hash=sha256:8f6c395e493d20c39b29392ca200e9aaeb78d0bc2f04db0c0a7da7ddc939aa57 \
+    --hash=sha256:8fe04f1050a59f875601eb55d42b4f66946fe89817f967e34db1462ccd07dadf \
+    --hash=sha256:8ff0b8767ddd62704e0d9571c1890af08d84a3a689ebba1807e62519d0b3277f \
+    --hash=sha256:a21cb4eeeba124443f399be2e8b624943cde864dcbe588cb42e5c483a52a906c \
+    --hash=sha256:aa074041231f03959cb097dd5517b0677b8ea49215bae01d5710a7b69dd59969 \
+    --hash=sha256:aeb339838db07600481ef869507279b75326c75eac6d10f7afa62a0da1d2bcdd \
+    --hash=sha256:b0a0be840e51b6b7ee9df9269770faf77bdf4b771053c257c21d12bad607714c \
+    --hash=sha256:bb669918fd88936b15599caff4160a77ab74bdeb25f2231f6e45b61282d6107b \
+    --hash=sha256:bc60215b5cb9fc8ca72942c498b551ac2305bd08f6ef8d4e3f0d21b64fbecd61 \
+    --hash=sha256:c19b454d3d3f28db81f2c7c4dbaee96e7f6fd149721733ffe79d6bc530f17404 \
+    --hash=sha256:c6444666317338e903093c7c756e6cc88eee59f798cb8dd41e87725bf54e1617 \
+    --hash=sha256:c834e86d8fd2f03d7e4db49a027f7c5b89c5b88eed305543a5295bd6fee61e40 \
+    --hash=sha256:cb056f6e171c42639a50460b2929c82241fda51f71cf3dcdd68090fe45095a45 \
+    --hash=sha256:cb2906c61db4f9c64cc360054b5df70eeb81846228e9e56a4944bd415a63dadc \
+    --hash=sha256:d05ff664100d429335b93c91b8b34ddf9e94a112205e7fa06dede309e44a4e4c \
+    --hash=sha256:ee94a4016fdf8699fb1fd8a38652475ff677f1c72074cee44deeeb9a7e95e745 \
+    --hash=sha256:f1c3e5689d4b90987b1d72022bcfe866a9a3dc66197484cf856d96b6150e7f45 \
+    --hash=sha256:f47d62808b4c0a97b78bff88a6d4ca283a2a492b9a04a87d814af95ca3b9c19c \
+    --hash=sha256:f4cee5fc86e84a0cf7ad1574b454c3320e087c07f55b7df5dc0ac6a873fb90c0 \
+    --hash=sha256:f5e822a7e7d03282f6ad225e710493c48b9057a353358344a5f7c42b2b37618d \
+    --hash=sha256:f5f410d7c2903eabb34789dfd6342eef04af1ad459943936b7e09a9f5bd417b9 \
+    --hash=sha256:fba099b716e73512d61b97f71ea3c31a72abb36904036e316bf4dd148ca8dcc8
     # via
     #   feast (pyproject.toml)
     #   google-api-core
     #   google-cloud-bigquery
     #   google-cloud-bigquery-storage
+    #   google-cloud-bigtable
     #   google-cloud-datastore
     #   googleapis-common-protos
     #   grpc-google-iam-v1
     #   grpcio-health-checking
     #   grpcio-reflection
     #   grpcio-status
+    #   milvus-lite
     #   pymilvus
-grpcio-health-checking==1.62.3 \
-    --hash=sha256:5074ba0ce8f0dcfe328408ec5c7551b2a835720ffd9b69dade7fa3e0dc1c7a93 \
-    --hash=sha256:f29da7dd144d73b4465fe48f011a91453e9ff6c8af0d449254cf80021cab3e0d
+grpcio-health-checking==1.83.0 \
+    --hash=sha256:7d8b47a5bfbc699d4aee0fc7a27f5d0265eb23a6a64db5ac2d8b749a0f8a9911 \
+    --hash=sha256:ad6bc4d5a1103ad704d25ccd82def300dfa27996b185cab3e4cceeef2c6867d4
     # via feast (pyproject.toml)
-grpcio-reflection==1.62.3 \
-    --hash=sha256:a48ef37df81a3bada78261fc92ef382f061112f989d1312398b945cc69838b9c \
-    --hash=sha256:cb84682933c400bddf94dd94f928d1c6570f500b6dd255973d4bfb495b82585f
+grpcio-reflection==1.83.0 \
+    --hash=sha256:6a2a30a462ac2c3c6d149734a8fe655fa7617c17fa2cda9949006f3bf07f5b3e \
+    --hash=sha256:9d4151f68f18a85aa5b0eff5d493ad13f9421f96c8d9c01c840b353dc979be93
     # via feast (pyproject.toml)
-grpcio-status==1.62.3 \
-    --hash=sha256:289bdd7b2459794a12cf95dc0cb727bd4a1742c37bd823f760236c937e53a485 \
-    --hash=sha256:f9049b762ba8de6b1086789d8315846e094edac2c50beaf462338b301a8fd4b8
+grpcio-status==1.83.0 \
+    --hash=sha256:837219c6de9afdccb6f6f72b34bc71e151a2011ef04040e3faaca746a57e54ae \
+    --hash=sha256:f6a838a7c5fb84ae98833ec0ef81ed438c26e11e54b2ddb8e92ad328c861de69
     # via google-api-core
-gunicorn==25.3.0 \
-    --hash=sha256:cacea387dab08cd6776501621c295a904fe8e3b7aae9a1a3cbb26f4e7ed54660 \
-    --hash=sha256:f74e1b2f9f76f6cd1ca01198968bd2dd65830edc24b6e8e4d78de8320e2fe889
+gunicorn==26.0.0 \
+    --hash=sha256:40233d26a5f0d1872916188c276e21641155111c2853f0c2cd55260aec0d24fc \
+    --hash=sha256:ca9346f85e3a4aeeb64d491045c16b9a35647abd37ea15efe53080eb8b090baf
     # via
     #   feast (pyproject.toml)
     #   uvicorn-worker
@@ -1059,6 +1097,7 @@ h11==0.16.0 \
     --hash=sha256:63cf8bbe7522de3bf65932fda1d9c2772064ffb3dae62d55932da54b31cb6c86
     # via
     #   httpcore
+    #   httpcore2
     #   uvicorn
 hatch-fancy-pypi-readme==25.1.0 \
     --hash=sha256:9c58ed3dff90d51f43414ce37009ad1d5b0f08ffc9fc216998a06380f01c0045 \
@@ -1068,189 +1107,206 @@ hatch-vcs==0.4.0 \
     --hash=sha256:093810748fe01db0d451fabcf2c1ac2688caefd232d4ede967090b1c1b07d9f7 \
     --hash=sha256:b8a2b6bee54cf6f9fc93762db73890017ae59c9081d1038a41f16235ceaf8b2c
     # via feast (pyproject.toml)
-hatchling==1.29.0 \
-    --hash=sha256:50af9343281f34785fab12da82e445ed987a6efb34fd8c2fc0f6e6630dbcc1b0 \
-    --hash=sha256:793c31816d952cee405b83488ce001c719f325d9cda69f1fc4cd750527640ea6
+hatchling==1.31.0 \
+    --hash=sha256:6b48ad4068a482ed7239b3a8215bc55b47aad3345d58dfc94e553c5d2d46211b \
+    --hash=sha256:aac80bec8b6fe35e8480f1c335be8910fa210a0e6f735a139be205dadcacb544
     # via
     #   feast (pyproject.toml)
     #   hatch-fancy-pypi-readme
     #   hatch-vcs
-hiredis==3.3.1 \
-    --hash=sha256:002fc0201b9af1cc8960e27cdc501ad1f8cdd6dbadb2091c6ddbd4e5ace6cb77 \
-    --hash=sha256:011a9071c3df4885cac7f58a2623feac6c8e2ad30e6ba93c55195af05ce61ff5 \
-    --hash=sha256:01cf82a514bc4fd145b99333c28523e61b7a9ad051a245804323ebf4e7b1c6a6 \
-    --hash=sha256:027ce4fabfeff5af5b9869d5524770877f9061d118bc36b85703ae3faf5aad8e \
-    --hash=sha256:03baa381964b8df356d19ec4e3a6ae656044249a87b0def257fe1e08dbaf6094 \
-    --hash=sha256:042e57de8a2cae91e3e7c0af32960ea2c5107b2f27f68a740295861e68780a8a \
-    --hash=sha256:09d41a3a965f7c261223d516ebda607aee4d8440dd7637f01af9a4c05872f0c4 \
-    --hash=sha256:09f5e510f637f2c72d2a79fb3ad05f7b6211e057e367ca5c4f97bb3d8c9d71f4 \
-    --hash=sha256:0b5ff2f643f4b452b0597b7fe6aa35d398cb31d8806801acfafb1558610ea2aa \
-    --hash=sha256:0caf3fc8af0767794b335753781c3fa35f2a3e975c098edbc8f733d35d6a95e4 \
-    --hash=sha256:0fac4af8515e6cca74fc701169ae4dc9a71a90e9319c9d21006ec9454b43aa2f \
-    --hash=sha256:113e098e4a6b3cc5500e05e7cb1548ba9e83de5fe755941b11f6020a76e6c03a \
-    --hash=sha256:137c14905ea6f2933967200bc7b2a0c8ec9387888b273fd0004f25b994fd0343 \
-    --hash=sha256:156be6a0c736ee145cfe0fb155d0e96cec8d4872cf8b4f76ad6a2ee6ab391d0a \
-    --hash=sha256:17ec8b524055a88b80d76c177dbbbe475a25c17c5bf4b67bdbdbd0629bcae838 \
-    --hash=sha256:1ac7697365dbe45109273b34227fee6826b276ead9a4a007e0877e1d3f0fcf21 \
-    --hash=sha256:1b46e96b50dad03495447860510daebd2c96fd44ed25ba8ccb03e9f89eaa9d34 \
-    --hash=sha256:1ebc307a87b099d0877dbd2bdc0bae427258e7ec67f60a951e89027f8dc2568f \
-    --hash=sha256:1f7bceb03a1b934872ffe3942eaeed7c7e09096e67b53f095b81f39c7a819113 \
-    --hash=sha256:2611bfaaadc5e8d43fb7967f9bbf1110c8beaa83aee2f2d812c76f11cfb56c6a \
-    --hash=sha256:264ee7e9cb6c30dc78da4ecf71d74cf14ca122817c665d838eda8b4384bce1b0 \
-    --hash=sha256:26f899cde0279e4b7d370716ff80320601c2bd93cdf3e774a42bdd44f65b41f8 \
-    --hash=sha256:29fe35e3c6fe03204e75c86514f452591957a1e06b05d86e10d795455b71c355 \
-    --hash=sha256:2afc675b831f7552da41116fffffca4340f387dc03f56d6ec0c7895ab0b59a10 \
-    --hash=sha256:2b6da6e07359107c653a809b3cff2d9ccaeedbafe33c6f16434aef6f53ce4a2b \
-    --hash=sha256:2b96da7e365d6488d2a75266a662cbe3cc14b28c23dd9b0c9aa04b5bc5c20192 \
-    --hash=sha256:2f1c1b2e8f00b71e6214234d313f655a3a27cd4384b054126ce04073c1d47045 \
-    --hash=sha256:304481241e081bc26f0778b2c2b99f9c43917e4e724a016dcc9439b7ab12c726 \
-    --hash=sha256:318f772dd321404075d406825266e574ee0f4751be1831424c2ebd5722609398 \
-    --hash=sha256:3586c8a5f56d34b9dddaaa9e76905f31933cac267251006adf86ec0eef7d0400 \
-    --hash=sha256:3724f0e58c6ff76fd683429945491de71324ab1bc0ad943a8d68cb0932d24075 \
-    --hash=sha256:3fb6573efa15a29c12c0c0f7170b14e7c1347fe4bb39b6a15b779f46015cc929 \
-    --hash=sha256:40ae8a7041fcb328a6bc7202d8c4e6e0d38d434b2e3880b1ee8ed754f17cd836 \
-    --hash=sha256:4106201cd052d9eabe3cb7b5a24b0fe37307792bda4fcb3cf6ddd72f697828e8 \
-    --hash=sha256:439f9a5cc8f9519ce208a24cdebfa0440fef26aa682a40ba2c92acb10a53f5e0 \
-    --hash=sha256:4479e36d263251dba8ab8ea81adf07e7f1163603c7102c5de1e130b83b4fad3b \
-    --hash=sha256:487658e1db83c1ee9fbbac6a43039ea76957767a5987ffb16b590613f9e68297 \
-    --hash=sha256:48ff424f8aa36aacd9fdaa68efeb27d2e8771f293af4305bdb15d92194ca6631 \
-    --hash=sha256:4f7e242eab698ad0be5a4b2ec616fa856569c57455cc67c625fd567726290e5f \
-    --hash=sha256:526db52e5234a9463520e960a509d6c1bd5128d1ab1b569cbf459fe39189e8ab \
-    --hash=sha256:52d5641027d6731bc7b5e7d126a5158a99784a9f8c6de3d97ca89aca4969e9f8 \
-    --hash=sha256:53148a4e21057541b6d8e493b2ea1b500037ddf34433c391970036f3cbce00e3 \
-    --hash=sha256:583de2f16528e66081cbdfe510d8488c2de73039dc00aada7d22bd49d73a4a94 \
-    --hash=sha256:5e55d90b431b0c6b64ae5a624208d4aea318566d31872e595ee723c0f5b9a79f \
-    --hash=sha256:5f316cf2d0558f5027aab19dde7d7e4901c26c21fa95367bc37784e8f547bbf2 \
-    --hash=sha256:60543f3b068b16a86e99ed96b7fdae71cdc1d8abdfe9b3f82032a555e52ece7e \
-    --hash=sha256:62cc62284541bb2a86c898c7d5e8388661cade91c184cb862095ed547e80588f \
-    --hash=sha256:65c05b79cb8366c123357b354a16f9fc3f7187159422f143638d1c26b7240ed4 \
-    --hash=sha256:65f6ac06a9f0c32c254660ec6a9329d81d589e8f5d0a9837a941d5424a6be1ef \
-    --hash=sha256:6d1434d0bcc1b3ef048bae53f26456405c08aeed9827e65b24094f5f3a6793f1 \
-    --hash=sha256:6e2e1024f0a021777740cb7c633a0efb2c4a4bc570f508223a8dcbcf79f99ef9 \
-    --hash=sha256:6ffa7ba2e2da1f806f3181b9730b3e87ba9dbfec884806725d4584055ba3faa6 \
-    --hash=sha256:743b85bd6902856cac457ddd8cd7dd48c89c47d641b6016ff5e4d015bfbd4799 \
-    --hash=sha256:77c5d2bebbc9d06691abb512a31d0f54e1562af0b872891463a67a949b5278ef \
-    --hash=sha256:79cd03e7ff550c17758a7520bf437c156d3d4c8bb74214deeafa69cda49c85a4 \
-    --hash=sha256:80aba5f85d6227faee628ae28d1c3b69c661806a0636548ac56c68782606454f \
-    --hash=sha256:81a1669b6631976b1dc9d3d58ed1ab3333e9f52feb91a2a1fb8241101ac3b665 \
-    --hash=sha256:8597c35c9e82f65fd5897c4a2188c65d7daf10607b102960137b23d261cd957b \
-    --hash=sha256:8650158217b469d8b6087f490929211b0493a9121154c4efaafd1dec9e19319e \
-    --hash=sha256:8887bf0f31e4b550bd988c8863b527b6587d200653e9375cd91eea2b944b7424 \
-    --hash=sha256:8a52b24cd710690c4a7e191c7e300136ad2ecb3c68ffe7e95b598e76de166e5e \
-    --hash=sha256:8e3754ce60e1b11b0afad9a053481ff184d2ee24bea47099107156d1b84a84aa \
-    --hash=sha256:907f7b5501a534030738f0f27459a612d2266fd0507b007bb8f3e6de08167920 \
-    --hash=sha256:90d6b9f2652303aefd2c5a26a5e14cb74a3a63d10faa642c08d790e99442a088 \
-    --hash=sha256:98fd5b39410e9d69e10e90d0330e35650becaa5dd2548f509b9598f1f3c6124d \
-    --hash=sha256:9bfdeff778d3f7ff449ca5922ab773899e7d31e26a576028b06a5e9cf0ed8c34 \
-    --hash=sha256:9ebae74ce2b977c2fcb22d6a10aa0acb730022406977b2bcb6ddd6788f5c414a \
-    --hash=sha256:a110d19881ca78a88583d3b07231e7c6864864f5f1f3491b638863ea45fa8708 \
-    --hash=sha256:a1d190790ee39b8b7adeeb10fc4090dc4859eb4e75ed27bd8108710eef18f358 \
-    --hash=sha256:a2f049c3f3c83e886cd1f53958e2a1ebb369be626bef9e50d8b24d79864f1df6 \
-    --hash=sha256:a3af4e9f277d6b8acd369dc44a723a055752fca9d045094383af39f90a3e3729 \
-    --hash=sha256:a42c7becd4c9ec4ab5769c754eb61112777bdc6e1c1525e2077389e193b5f5aa \
-    --hash=sha256:a58a58cef0d911b1717154179a9ff47852249c536ea5966bde4370b6b20638ff \
-    --hash=sha256:ab1f646ff531d70bfd25f01e60708dfa3d105eb458b7dedd9fe9a443039fd809 \
-    --hash=sha256:ad940dc2db545dc978cb41cb9a683e2ff328f3ef581230b9ca40ff6c3d01d542 \
-    --hash=sha256:afe3c3863f16704fb5d7c2c6ff56aaf9e054f6d269f7b4c9074c5476178d1aba \
-    --hash=sha256:b1e3b9f4bf9a4120510ba77a77b2fb674893cd6795653545152bb11a79eecfcb \
-    --hash=sha256:b2390ad81c03d93ef1d5afd18ffcf5935de827f1a2b96b2c829437968bdabccb \
-    --hash=sha256:b37df4b10cb15dedfc203f69312d8eedd617b941c21df58c13af59496c53ad0f \
-    --hash=sha256:b3df9447f9209f9aa0434ca74050e9509670c1ad99398fe5807abb90e5f3a014 \
-    --hash=sha256:b4fe7f38aa8956fcc1cea270e62601e0e11066aff78e384be70fd283d30293b6 \
-    --hash=sha256:c1d68c6980d4690a4550bd3db6c03146f7be68ef5d08d38bb1fb68b3e9c32fe3 \
-    --hash=sha256:c24c1460486b6b36083252c2db21a814becf8495ccd0e76b7286623e37239b63 \
-    --hash=sha256:c25132902d3eff38781e0d54f27a0942ec849e3c07dbdce83c4d92b7e43c8dce \
-    --hash=sha256:c74bd9926954e7e575f9cd9890f63defd90cd8f812dfbf8e1efb72acc9355456 \
-    --hash=sha256:c8139e9011117822391c5bcfd674c5948fb1e4b8cb9adf6f13d9890859ee3a1a \
-    --hash=sha256:ce334915f5d31048f76a42c607bf26687cf045eb1bc852b7340f09729c6a64fc \
-    --hash=sha256:d14229beaa76e66c3a25f9477d973336441ca820df853679a98796256813316f \
-    --hash=sha256:d42f3a13290f89191568fc113d95a3d2c8759cdd8c3672f021d8b7436f909e75 \
-    --hash=sha256:d8e56e0d1fe607bfff422633f313aec9191c3859ab99d11ff097e3e6e068000c \
-    --hash=sha256:da6f0302360e99d32bc2869772692797ebadd536e1b826d0103c72ba49d38698 \
-    --hash=sha256:db46baf157feefd88724e6a7f145fe996a5990a8604ed9292b45d563360e513b \
-    --hash=sha256:dcea8c3f53674ae68e44b12e853b844a1d315250ca6677b11ec0c06aff85e86c \
-    --hash=sha256:de94b409f49eb6a588ebdd5872e826caec417cd77c17af0fb94f2128427f1a2a \
-    --hash=sha256:e0356561b4a97c83b9ee3de657a41b8d1a1781226853adaf47b550bb988fda6f \
-    --hash=sha256:e0db44cf81e4d7b94f3776b9f89111f74ed6bbdbfd42a22bc4a5ce0644d3e060 \
-    --hash=sha256:e31e92b61d56244047ad600812e16f7587a6172f74810fd919ff993af12b9149 \
-    --hash=sha256:e89dabf436ee79b358fd970dcbed6333a36d91db73f27069ca24a02fb138a404 \
-    --hash=sha256:eddeb9a153795cf6e615f9f3cef66a1d573ff3b6ee16df2b10d1d1c2f2baeaa8 \
-    --hash=sha256:ee11fd431f83d8a5b29d370b9d79a814d3218d30113bdcd44657e9bdf715fc92 \
-    --hash=sha256:ee37fe8cf081b72dea72f96a0ee604f492ec02252eb77dc26ff6eec3f997b580 \
-    --hash=sha256:f19ee7dc1ef8a6497570d91fa4057ba910ad98297a50b8c44ff37589f7c89d17 \
-    --hash=sha256:f2f94355affd51088f57f8674b0e294704c3c7c3d7d3b1545310f5b135d4843b \
-    --hash=sha256:f525734382a47f9828c9d6a1501522c78d5935466d8e2be1a41ba40ca5bb922b \
-    --hash=sha256:f915a34fb742e23d0d61573349aa45d6f74037fde9d58a9f340435eff8d62736
+hiredis==3.4.0 \
+    --hash=sha256:02298551060cbfe17b1acb02e9d066eadd51e37357369736f8fc1f5533875255 \
+    --hash=sha256:03374d663b0e025e4039757ef5fad02e3ff714f7a01e5b34c88de2a9c91359dc \
+    --hash=sha256:04e54fc3bcecf8c7cb2846947b84baf7ce1507caba641bd23590c52fefade865 \
+    --hash=sha256:05384fcfe5851b5af868bf24265c14ab86f38562679f9c6f712895b67a98163c \
+    --hash=sha256:05c852c58fec65d4c9fb861372dd7391d8b2ce96c960ba8714145f8cd85cd0ec \
+    --hash=sha256:06c163607f163a300cba9ef02fd8a234dd644a208bfafe972614f72e5287b9ba \
+    --hash=sha256:0731dd9f2bf4d3417947a3cbbca4dd4d9fa6ad7cecfd4e16439c17a4562d6304 \
+    --hash=sha256:0a68b0e48509e6e66f4c212e53d98f29178addf83b0701a71bf0fce792954419 \
+    --hash=sha256:0a70df45cf167b5af99b9fe3e2044716919e30580a869dfa766f2a6467c0c320 \
+    --hash=sha256:0b82cab9ad7a1574ab273a78942f780c1b1496101eb342b630c46c3e918ca21b \
+    --hash=sha256:0bcb630add6bc9ea136fce691ddff0c46aa91cb860df4ca789fe44127eb7e90d \
+    --hash=sha256:12ea5facb5b08fa23e4c101ec2151f3a3de8ecec412fec58dbde0a6eebca02c7 \
+    --hash=sha256:12eca9aea1450d1a85dc15574a985c227e52abbc2b6466f48ad2aa3b82124701 \
+    --hash=sha256:14524fdc751e3960d78d848872576b5442b40baae3cac14fbab1ba7ac523891f \
+    --hash=sha256:163d8c43e2706d23490532ea0de8736fc1493cfa52f0ee65f85b0f074f2fe017 \
+    --hash=sha256:165e6405b48f9bd66ddb4ad52ce28b0c0041a0308654d7a0cb4357a1939134dc \
+    --hash=sha256:16a3ea8193c5f4ee6e8daafe0126207cef38eec5a923c97047e6985d9bb1b61f \
+    --hash=sha256:18ff3d9b23ebe6c8248c3debca2402ad209d60c48495e7ed76407c2fe54cb9b4 \
+    --hash=sha256:1bfb9ccfb13be63883e5f2e5ff7f6fc87bf256f8243af594257dfbed9dbc3cf0 \
+    --hash=sha256:1c9e141b420dae63ea21303a7e8672282326cae67472768e9a3f6e7f0990bd28 \
+    --hash=sha256:1d8c21fb85f2a3de9328cf5bace84b63da00028e771b92335ff4fdc00121dd5a \
+    --hash=sha256:1fb0a139cd52535f3e5a532816b5c36b3aea95817410fbf28ca4a676026347a5 \
+    --hash=sha256:24751054bb11353016d242d09a4a902ecf8f25e3b56fe396cccb6f056fdda016 \
+    --hash=sha256:258f820cdd6ee6be39ae6a8ea94a76b8856d34113de6604f63bc81327ef06240 \
+    --hash=sha256:282c4310af72afbe18b07d416459f4febeaeb805a067a7df790136e0e550fcb2 \
+    --hash=sha256:2c432cce38190c3c13b6c28d6840ee85db50765ad510134007f1cfb3844dce73 \
+    --hash=sha256:306aae11a52e495aaf0a14e3efcd7b51029e632c74b847bc03159e1e1f6db591 \
+    --hash=sha256:3159c54fe560aa30bf1ab76e65c4c23dc45ad79d7cf4aecc25ec9942f5ea4cea \
+    --hash=sha256:3348ba4e101f3a96c927447ff2edcb3e0026dc6df375ba117485a43edcbb6980 \
+    --hash=sha256:35ab3653569b9867b8d8a3b4c0684a20dc769fe45d4666bedfe9a3391a61b30b \
+    --hash=sha256:3774461209688790734b5db8934400a4456493fc1a172fb5298cc5d72201aceb \
+    --hash=sha256:386b556f48fb0f9f09696b9d37f1cae554123fbd9f091d0ca23087f2aca02887 \
+    --hash=sha256:393d5e7c8c67cdddf7109a8e925d885e788f3f43e5b1043f84390df40c59944b \
+    --hash=sha256:4190bd07dd7879a8a7ddbb2a4f74d402721f3898276e35beb98851b85b5f539c \
+    --hash=sha256:423570ac4d2665c0d55d8707b7859a331e9001da5e437b7b7a23e0acbce770c9 \
+    --hash=sha256:43004b0b48abc628dda1ac3ac4871e1326c126f8cd9f11164d61934d827d7a3b \
+    --hash=sha256:4404c557fd49bcfe24dff41f1209e4221c76d1607df2fb2dfd39474b5b086dcb \
+    --hash=sha256:44660a91e0fbc803c29b337c1a9194c8d7b4cd3a3868d28f747cbec2df165483 \
+    --hash=sha256:452cff764acb30c106d1e33f1bdf03fa9d4a9b0a9c995d722d4d39c998b40582 \
+    --hash=sha256:454236d2a5bd917daf38914ce363e71aeef41240e6800f4799e04ee82689bfd2 \
+    --hash=sha256:45c6c296056641b5df37cedafe7d1553f33bc247e2f81603a4d038b39261879b \
+    --hash=sha256:46e041fc7a83eaa989ef5fe09526bc2353a6ba39b4ce5191684eabefc02e17b0 \
+    --hash=sha256:4863b99b1bf739eaa60961798efc709f657864fbf5a142cb9b99d3e36a37208e \
+    --hash=sha256:4b8f52844cd260d7805eca55c834e3e06b4c0d5b53a4178143b92242c2517c0d \
+    --hash=sha256:4de6869be2b33490569dae0712366bb794b7f5e7a8b674de3e092b3e95712d6d \
+    --hash=sha256:4e5530d7a6c71c1a9c3b850b08bbc8178ffc9556e3aef7f9c808fe9ff91a6f11 \
+    --hash=sha256:4f0e3536eea76c03435d411099d165850bc3c9d873efe62843b995027135a763 \
+    --hash=sha256:53233656e4fecf9f8ec654f1f4c5d445bf1c2957d7f63ffdedbba2682c9d1584 \
+    --hash=sha256:5359caad5b57da0bce11d2880f22617ba3710f0866121a924745447848448034 \
+    --hash=sha256:54b6267918c66d8ba4a3cf519db1235a4bd56d2a0969ca5b2ae3c6b6b7d9ed79 \
+    --hash=sha256:5f1ddfe6429f9adc0a8d705afbcd40530fddeafa919873ffbb11f59eda44dbb9 \
+    --hash=sha256:64cf54c1dad35830bf1d86b343ad3c55aed443af51c5ccead8afd1b547aca196 \
+    --hash=sha256:6774f1fe2723001ca0cd42bf5d8b1235301226273915c581c5c1260d4d114c43 \
+    --hash=sha256:68c81c04e0d8778c01163dd2bc6f0e0236fc7f650c291526f10d4faccd99e5a0 \
+    --hash=sha256:696e0a2118e1df5ccacf8ecf8abe528cf0c4f1f1d867f64c34579bef77778cdb \
+    --hash=sha256:69d0326f20354ce278cbb86f5ae47cb390e22bb94a66877031038af907c42fa5 \
+    --hash=sha256:6c2852eaa26c0a73be4a30118cd5ad6a77c095d224ccb5ac38e40cb865747d22 \
+    --hash=sha256:73dd607b47863633d8070f1eb3bab1b3b097ee747783fe69c0dd0f93ec673d8b \
+    --hash=sha256:74bcfb26189939daba2a0eb4bad05a6a30773bb2461f3d9967b8ced224bd0de9 \
+    --hash=sha256:7b159315df71a009375227384aa4219f98c2342ccd8eb33e3f4b58654f426376 \
+    --hash=sha256:7e7ab4c1c8c4d365b02d9e82cdf25b01a065edf2ededd7b5acb043201ff80203 \
+    --hash=sha256:7f7fc1535f6e1a190089eae46dee25f0c6b72bb221d377be07092803b8208733 \
+    --hash=sha256:7ff29c9f5d3c91fda948c2fde58f457b3244550781d3bc0891b1b9d93c10f47f \
+    --hash=sha256:82860f050aabd08c046f304eb57c105bb3d5a7370f79a4a0b74d2b771767cc13 \
+    --hash=sha256:85a9abf2d16b4cb112f6cc6c32236d763b34d21c69b00c2f81a4ff3016fcc1d6 \
+    --hash=sha256:88396e6a24b80c86f4dc180964d9cc467ba3aa3c886af6532fe077c5a5dc0c3c \
+    --hash=sha256:899d5cea72c9a6c2d9b6e7b223de62c9e9f541f48267cc7135764070548735ce \
+    --hash=sha256:89e95f50ec4d29645ba2da9010e8717861585dc9f3df354a367f43807a6db3c7 \
+    --hash=sha256:8aaaab18314fd25453b5cf59c8cdca4110e419455bcb4c0737d19d4151513e75 \
+    --hash=sha256:8b3f1d03046765c0a83558bf1756811101e3947649c7ca22a71d9dc3c92929d1 \
+    --hash=sha256:8f2c8569460aa456a294d5e9a3579a382b825dc2e283e3cc398323dcfb6a3dee \
+    --hash=sha256:92b570225f6097430615a82543c3eb7974ca354738a6cef38053138f7d983151 \
+    --hash=sha256:94f83352295bf3d332678689ecd4ce190a4d233a20ad2f432724efd3ce03e49a \
+    --hash=sha256:975a8e75a10425442037dd9c7abbaae31941c34328d9f01b1ca42d9db44ac31d \
+    --hash=sha256:98e28c10e43d076f50ce9fa9f4017303d5796c3058b1b651f507c2a7d6ef402c \
+    --hash=sha256:9e88048a66dfffec7a3f578f2a2a0fd907c75b5bd85b3c9184f76f0149ea399f \
+    --hash=sha256:a2f9a9a591b3eaade523f3e778dfcd8684965ee6e954ae25cd2fd6d8c75e881d \
+    --hash=sha256:a315009b441a0105a373a9a780ebb1c6f7d9ead88ac6ea5f2a15791353c6f590 \
+    --hash=sha256:a3796094f616f72976ff51e4dc1a016e753c0f9af5393b2df96920b6bae1e19b \
+    --hash=sha256:a427976ba339da624367613d7eba52a1516e6d5c7f8988dc8fb888fbcf52d8b6 \
+    --hash=sha256:a45822bc8487da8151fe67c788de74b834582b1d510c67b888fcda64bf6ba4bb \
+    --hash=sha256:a7e76904148c229549db7240a4f9963deb8bb328c0c0844fc9f2320aca05b530 \
+    --hash=sha256:afff0876dafad6d3bb446c907da2836954876243f6bb9d5e44915d175e424aa4 \
+    --hash=sha256:b0c29ac4f50fc61a904acfe76e4ce6bc37e16ab5a98089cb411476d466e1bb36 \
+    --hash=sha256:b32afb576705fc5a02440d416ef476ddbcc827a20ff6c4a9d557882bc6b75135 \
+    --hash=sha256:b6228afacadb19a858289319d72797023e2cb048f2f930b68b7fe57eaed5fb6b \
+    --hash=sha256:b98f44bf873731d9ce99e6b3eeb6196bf7b27693ad9f6de0fba986b2b0845127 \
+    --hash=sha256:bb44efa4fa3e3ed7779ad0ade3c08ed5d75ca7a6336893e9a4f2722093b4168a \
+    --hash=sha256:bb8b2dd9c00d80ad2870ffbb51ce9af99fb2194c082d7b09f4125d90e21426f6 \
+    --hash=sha256:bca175f02a2b0150ffe7f5dc8bf49c798f34d2c7024d17ace0ec97a7583560e3 \
+    --hash=sha256:be4a41496a0a48c3abf57ef1bbeb11980060ce9c7a1dd8b92caa028a813a9c59 \
+    --hash=sha256:c2245c46b4ced5f689469e6dcdfc8a0895bf873840a6600f5ea759cdf1b26a8b \
+    --hash=sha256:c8c6337e7ad187e8039d06e4b33ee5148dcd73928819d94087e649eb37316a09 \
+    --hash=sha256:ccc5c660e31d788ca534a20f2ccb7a80b946b960e18ed4e1db950fcac122b405 \
+    --hash=sha256:ccdb63363c82ea9cea2d48126bc8e9241437b8b3b36413e967647a17add59643 \
+    --hash=sha256:cfe23f8dcf2c0f4e03d107ff68a9ee9707f9d76abeddbe59633e5de1564a650c \
+    --hash=sha256:d3a12ae5685e9621a988af07b5af0ad685c7d19d6a7246ac852e35060178cff4 \
+    --hash=sha256:d5c33eb2da5c9ccd281c396e1c618cfe6a91eb841e957f17d2fa520383b3111d \
+    --hash=sha256:d77901d058923a09ed25063ea6fb2842c153bbe75060a46e3949e73ad12ce352 \
+    --hash=sha256:d95b602ab022f3505288ce51feaa48c072a62e57da55d6a7a38ecb8c5ad67d81 \
+    --hash=sha256:da19331354433af6a2c54c21f2d70ba084933c0d7d2c43578ec5c5b446674ad5 \
+    --hash=sha256:db13f8039ad8229f77f0e242be14e53bd67e8f3aadeb16f3af30944287cca092 \
+    --hash=sha256:de3e2297a182253dfa4400883a9a4fb46d44946aed3157ea2da873b93e2525c4 \
+    --hash=sha256:decc176d86127c620b5d280b3fe5f97a788be58ca945971f3852c3bf54f4d5ad \
+    --hash=sha256:e29267ecdd08758926f1a9221af2671d90f475480c40aff409921b1f362f1bd5 \
+    --hash=sha256:e6e8d5fa63ec2a0738d188488e828818cbe4cb4d37c0c706836cf3888d82c53d \
+    --hash=sha256:ed1dba2695f6de009c67d63b39ff978cb43b8a79362f697acedffb7743e50d21 \
+    --hash=sha256:ee6b4beb79a71df67af15a8451366babc2687fcac674d5c6eacec4197e4ce8c1 \
+    --hash=sha256:f3c67f39b112dc35f68d5b59ee111db6121f037d1a60cf3840ecffbb2ec5686b \
+    --hash=sha256:f7c7596fbb2b5202e943180353958e89014e763c7f25877a92f70bbde6cd7f19 \
+    --hash=sha256:ff28eca77a57751488df90b0f385b472fd78e140a4d45097224648a5737acdf5 \
+    --hash=sha256:ff6217da86a63a6a5ea954d9b9ed67916d9d94a566b44aa98e68ae34b40ebbbf
     # via feast (pyproject.toml)
 httpcore==1.0.9 \
     --hash=sha256:2d400746a40668fc9dec9810239072b40b4484b640a8c38fd654a024c7a1bf55 \
     --hash=sha256:6e34463af53fd2ab5d807f399a9b45ea31c3dfa2276f15a2c3f00afff6e176e8
     # via httpx
-httptools==0.7.1 \
-    --hash=sha256:04c6c0e6c5fb0739c5b8a9eb046d298650a0ff38cf42537fc372b28dc7e4472c \
-    --hash=sha256:0d92b10dbf0b3da4823cde6a96d18e6ae358a9daa741c71448975f6a2c339cad \
-    --hash=sha256:0e68b8582f4ea9166be62926077a3334064d422cf08ab87d8b74664f8e9058e1 \
-    --hash=sha256:11d01b0ff1fe02c4c32d60af61a4d613b74fad069e47e06e9067758c01e9ac78 \
-    --hash=sha256:135fbe974b3718eada677229312e97f3b31f8a9c8ffa3ae6f565bf808d5b6bcb \
-    --hash=sha256:2c15f37ef679ab9ecc06bfc4e6e8628c32a8e4b305459de7cf6785acd57e4d03 \
-    --hash=sha256:322d00c2068d125bd570f7bf78b2d367dad02b919d8581d7476d8b75b294e3e6 \
-    --hash=sha256:379b479408b8747f47f3b253326183d7c009a3936518cdb70db58cffd369d9df \
-    --hash=sha256:38e0c83a2ea9746ebbd643bdfb521b9aa4a91703e2cd705c20443405d2fd16a5 \
-    --hash=sha256:3e14f530fefa7499334a79b0cf7e7cd2992870eb893526fb097d51b4f2d0f321 \
-    --hash=sha256:44c8f4347d4b31269c8a9205d8a5ee2df5322b09bbbd30f8f862185bb6b05346 \
-    --hash=sha256:465275d76db4d554918aba40bf1cbebe324670f3dfc979eaffaa5d108e2ed650 \
-    --hash=sha256:474d3b7ab469fefcca3697a10d11a32ee2b9573250206ba1e50d5980910da657 \
-    --hash=sha256:49794f9250188a57fa73c706b46cb21a313edb00d337ca4ce1a011fe3c760b28 \
-    --hash=sha256:5ddbd045cfcb073db2449563dd479057f2c2b681ebc232380e63ef15edc9c023 \
-    --hash=sha256:601b7628de7504077dd3dcb3791c6b8694bbd967148a6d1f01806509254fb1ca \
-    --hash=sha256:654968cb6b6c77e37b832a9be3d3ecabb243bbe7a0b8f65fbc5b6b04c8fcabed \
-    --hash=sha256:69d4f9705c405ae3ee83d6a12283dc9feba8cc6aaec671b412917e644ab4fa66 \
-    --hash=sha256:6babce6cfa2a99545c60bfef8bee0cc0545413cb0018f617c8059a30ad985de3 \
-    --hash=sha256:7347714368fb2b335e9063bc2b96f2f87a9ceffcd9758ac295f8bbcd3ffbc0ca \
-    --hash=sha256:7aea2e3c3953521c3c51106ee11487a910d45586e351202474d45472db7d72d3 \
-    --hash=sha256:7fe6e96090df46b36ccfaf746f03034e5ab723162bc51b0a4cf58305324036f2 \
-    --hash=sha256:84d86c1e5afdc479a6fdabf570be0d3eb791df0ae727e8dbc0259ed1249998d4 \
-    --hash=sha256:a3c3b7366bb6c7b96bd72d0dbe7f7d5eead261361f013be5f6d9590465ea1c70 \
-    --hash=sha256:abd72556974f8e7c74a259655924a717a2365b236c882c3f6f8a45fe94703ac9 \
-    --hash=sha256:ac50afa68945df63ec7a2707c506bd02239272288add34539a2ef527254626a4 \
-    --hash=sha256:aeefa0648362bb97a7d6b5ff770bfb774930a327d7f65f8208394856862de517 \
-    --hash=sha256:b580968316348b474b020edf3988eecd5d6eec4634ee6561e72ae3a2a0e00a8a \
-    --hash=sha256:c08fe65728b8d70b6923ce31e3956f859d5e1e8548e6f22ec520a962c6757270 \
-    --hash=sha256:c8c751014e13d88d2be5f5f14fc8b89612fcfa92a9cc480f2bc1598357a23a05 \
-    --hash=sha256:cad6b591a682dcc6cf1397c3900527f9affef1e55a06c4547264796bbd17cf5e \
-    --hash=sha256:cbf8317bfccf0fed3b5680c559d3459cccf1abe9039bfa159e62e391c7270568 \
-    --hash=sha256:cfabda2a5bb85aa2a904ce06d974a3f30fb36cc63d7feaddec05d2050acede96 \
-    --hash=sha256:d169162803a24425eb5e4d51d79cbf429fd7a491b9e570a55f495ea55b26f0bf \
-    --hash=sha256:d496e2f5245319da9d764296e86c5bb6fcf0cf7a8806d3d000717a889c8c0b7b \
-    --hash=sha256:de987bb4e7ac95b99b805b99e0aae0ad51ae61df4263459d36e07cf4052d8b3a \
-    --hash=sha256:df091cf961a3be783d6aebae963cc9b71e00d57fa6f149025075217bc6a55a7b \
-    --hash=sha256:e99c7b90a29fd82fea9ef57943d501a16f3404d7b9ee81799d41639bdaae412c \
-    --hash=sha256:eb844698d11433d2139bbeeb56499102143beb582bd6c194e3ba69c22f25c274 \
-    --hash=sha256:f084813239e1eb403ddacd06a30de3d3e09a9b76e7894dcda2b22f8a726e9c60 \
-    --hash=sha256:f25bbaf1235e27704f1a7b86cd3304eabc04f569c828101d94a0e605ef7205a5 \
-    --hash=sha256:f65744d7a8bdb4bda5e1fa23e4ba16832860606fcc09d674d56e425e991539ec \
-    --hash=sha256:f72fdbae2dbc6e68b8239defb48e6a5937b12218e6ffc2c7846cc37befa84362
+httpcore2==2.9.1 \
+    --hash=sha256:4d8acbf8b306f48c9d6046591fd5ba4037d1b1b1000d140fc2c3eab1e9a0c0e2 \
+    --hash=sha256:6182472379e855fe4221246a2bb7ecede403bc61c6798062ae1787d051ccde26
+    # via httpx2
+httptools==0.8.0 \
+    --hash=sha256:0770728beb05094c809b98e814edff5fef69d26ad7d21185f2f6d5884a0ba683 \
+    --hash=sha256:0ea897f0c729581ebf72131a438a7932d9b14efef72d75ada966700cac3caaeb \
+    --hash=sha256:159e9ab5f701ccd42e555a12f1ad8ff69702910fc1c996cf2bb66e5fcb7a231b \
+    --hash=sha256:19d1ee275bb59ba2643ba9a3a1e51cc0c788caf2b8df506368e03f56fdd08527 \
+    --hash=sha256:20b4aac66ff65f7db06a375808b78f42a94970aa22e826b3cb2b43eb09174124 \
+    --hash=sha256:2a021c3a8e65cc125390d72f59b968afca3bdcaff25bd67965e0a055a14946ca \
+    --hash=sha256:2c032fa028f46871ec7e1fc59fc15e8023eab3e6bbe6ece786a1611719a5d081 \
+    --hash=sha256:2d689918c15a013c65ef52d9fd495d766893ab831a2c8d89f2ac5940a5df847c \
+    --hash=sha256:384c17174464c8e873398b7af24f0b1f44d992c820328413951a625323155d77 \
+    --hash=sha256:425f83884fd6343828d8c565f046cb72b6d19063f6924093e11bcd8e1548cd09 \
+    --hash=sha256:48774d39cbb70e2b1f71f88852a3087ae1d3a1eb80482bb48c13067ab080c14f \
+    --hash=sha256:52dd695b865fe96d9d2b16b64a895f3f57bf3cb064e8383cd3b5713a069e8085 \
+    --hash=sha256:57278e6fa0424c42a8a3e454828ab4f0aff27b40cddf9679579b98c6dce6a376 \
+    --hash=sha256:5931891fb7b441b8a3853cf1b85c82c903defce084dd5f6771ca46e31bf862c5 \
+    --hash=sha256:5d7fa4ba7292c1139c0526f0b5aad507c6263c948206ea1b1cbca015c8af1b62 \
+    --hash=sha256:5eb911c515b96ee44bbd861e42cbefc488681d450545b1d02127f6136e3a86f5 \
+    --hash=sha256:614ceea8ea606848bece2338ac03b3ce5324bcb4be8dc7d377ed708012fa4db8 \
+    --hash=sha256:6a43c9dd399758ccc0531acb0a3c4a6c299ee893ee9400e9c893b7bdcfae0681 \
+    --hash=sha256:6b2a32f18d97e16e90827d7a819ffa8dbd8cc245fc4e1fa9d1095b54ef4bd999 \
+    --hash=sha256:7685df791fad561384bfb139e77fde27a1ffd93134e016f95a0db424ffbf77b1 \
+    --hash=sha256:7b71e7d7031928c650e1006e6c03e911bf967f7c69c011d37d541c3e7bf55005 \
+    --hash=sha256:880490234c10f70a9830743097e8958d6e4b9f5a0ffc24515023afeef984054d \
+    --hash=sha256:88bdd940f2b5d487b4d032c6afa5489a7dc4694410d43de3c38c4fb3af0dc45d \
+    --hash=sha256:88eead8ec8680a9f146c655bc88445a325bd7921cfd8194c7337e9467282427d \
+    --hash=sha256:9518c406d7b310f05adb1a37f80acabac40504a575d7c0da6d3e365c695ac20d \
+    --hash=sha256:9878eb2785ba5eb70631ad269b37976f73d647955e26c91d490eb8a4edfda4ba \
+    --hash=sha256:9fc1644f415372cec4f8a5be3a64183737398f10dbb1263602a036427fe75247 \
+    --hash=sha256:a1afd7c9fbff0d9f5d489c4ce2768bd09c84a46ddefc7161e6aa82ae35c85745 \
+    --hash=sha256:a1b4c8e7a489a0d750d91894e9a8cdc295838f1924c0ca903ae993456fddec07 \
+    --hash=sha256:a3b7387147361c3fd47a0bde763c5c91b5b4cd4dc9989b8ece84ff436c99843b \
+    --hash=sha256:a6f21e2a3b0067bbe7f67e34cfd16276af556e5e52f4c7503be0cb5f90e905e4 \
+    --hash=sha256:b15fc622b0f869d19207c4089a501d9bcc63ca5e071ffdd2f03f922df882dcb2 \
+    --hash=sha256:b205e5f5523fa039679da0dfe5a10132b2a4abeae6a86fdd1ddc035f7f836557 \
+    --hash=sha256:bbb8caadb2b742d293169d2b458b5c001ef70e3158704aa3d3ef9597624c5d1d \
+    --hash=sha256:bf3b6f807c8541503cecfbb8a8dffb385640d0d96102f3d112aa8740f9b7c826 \
+    --hash=sha256:c08ffe3e79756e0963cbc8fe410139f38a5884874b6f2e17761bef6563fdcd9b \
+    --hash=sha256:c0d726cc107fceb7d45f978483b4b70dd8caa836f5914d3434bb18628eb73813 \
+    --hash=sha256:c4a9f1707e4823d54dfec6c33fa3697d302aed536ed352a7ebb5a061ddb869d0 \
+    --hash=sha256:cd96f29b4bab1d42fa6e3d008711c75e0f79e94e06827330160e3a304227f150 \
+    --hash=sha256:d76ad7b951387e3632c8716a9bb03ac5b45c5f16119aa409db0459520887944e \
+    --hash=sha256:da684f2e1aa2ee9bdcb083f3f3a68c5956750b375bc5df864d3a5f0c42a40b77 \
+    --hash=sha256:de1ed58a974e75d56560acc7e7fed01a454994429456f65209789992e41f2568 \
+    --hash=sha256:de242a49b5d18e0a8776e654e9f6bf6d89f3875a5c35b425a0e7ce940feb3fd6 \
+    --hash=sha256:df31ef5494f406ab6cf827b7e64a22841c6e2d654100e6a116ea15b46d02d5e8 \
+    --hash=sha256:e93c227b595c6926c1acee96891dd9da4be338cfbe82e5cd3bb9d8dd7dc4ac0b \
+    --hash=sha256:eb3028cca2fc0a6d720e52ef61d8ebb62fcbfeb1de56874546d858d3f25a26b7 \
+    --hash=sha256:ed377e64805bdba4943c82717333f8f8603a13b09aff9cead2717c6c817fb168 \
+    --hash=sha256:ef7c3c97f4311c7be57e2986629df89d49cb434dbff78eafcd48c2bff986b15a \
+    --hash=sha256:f256d6ce930c52ca1cb2a960b7da03548c454e7d28b06059ad41bfe789036ce0 \
+    --hash=sha256:fe2a4c95aeba2209434e7b31172da572846cae8ca0bf1e7013e61b99fbbf5e72
     # via uvicorn
 httpx==0.28.1 \
     --hash=sha256:75e98c5f16b0f35b567856f597f06ff2270a374470a5c2392242528e3e3e42fc \
     --hash=sha256:d909fcccc110f8c7faf814ca82a9a4d816bc5a6dbfea25d6591d6985b8ba59ad
-    # via
-    #   fastapi-mcp
-    #   mcp
-httpx-sse==0.4.3 \
-    --hash=sha256:0ac1c9fe3c0afad2e0ebb25a934a59f4c7823b60792691f779fad2c5568830fc \
-    --hash=sha256:9b1ed0127459a66014aec3c56bebd93da3c1bc8bb6618c8082039a44889a755d
+    # via fastapi-mcp
+httpx2==2.9.1 \
+    --hash=sha256:1820fe14a9ab1107bfeff39259987429450b070ec0ff38cc87eb0d8c97fdc71a \
+    --hash=sha256:1932a768737e3666291582833da748cc4e563c337cf96706fccc04fa6e58764a
     # via mcp
 ibis-framework[duckdb]==12.0.0 \
     --hash=sha256:0bbd790f268da9cb87926d5eaad2b827a573927113c4ed3be5095efa89b9e512 \
     --hash=sha256:238624f2c14fdab8382ca2f4f667c3cdb81e29844cd5f8db8a325d0743767c61
     # via feast (pyproject.toml)
-idna==3.13 \
-    --hash=sha256:585ea8fe5d69b9181ec1afba340451fba6ba764af97026f92a91d4eef164a242 \
-    --hash=sha256:892ea0cde124a99ce773decba204c5552b69c3c67ffd5f232eb7696135bc8bb3
+idna==3.18 \
+    --hash=sha256:7f952cbe720b688055e3f87de14f5c3e5fdaa8bc3928985c4077ca689de849a2 \
+    --hash=sha256:ffb385a7e039654cef1ab9ef32c6fafe283c0c0467bba1d9029738ce4a14a848
     # via
     #   anyio
     #   httpx
+    #   httpx2
     #   requests
     #   snowflake-connector-python
     #   yarl
@@ -1278,116 +1334,116 @@ jmespath==1.1.0 \
 jsonschema==4.26.0 \
     --hash=sha256:0c26707e2efad8aa1bfc5b7ce170f3fccc2e4918ff85989ba9ffa9facb2be326 \
     --hash=sha256:d489f15263b8d200f8387e64b4c3a75f06629559fb73deb8fdfb525f2dab50ce
-    # via
-    #   feast (pyproject.toml)
-    #   mcp
+    # via mcp
 jsonschema-specifications==2025.9.1 \
     --hash=sha256:98802fee3a11ee76ecaca44429fda8a41bff98b00a0f2838151b113f210cc6fe \
     --hash=sha256:b540987f239e745613c7a9176f3edb72b832a4ac465cf02712288397832b5e8d
     # via jsonschema
-kubernetes==35.0.0 \
-    --hash=sha256:39e2b33b46e5834ef6c3985ebfe2047ab39135d41de51ce7641a7ca5b372a13d \
-    --hash=sha256:3d00d344944239821458b9efd484d6df9f011da367ecb155dadf9513f05f09ee
+kubernetes==36.0.3 \
+    --hash=sha256:36993ed25ce59b789c9341473a228fcf268504a2fec7c2b2b1531d73072e5ce7 \
+    --hash=sha256:8fde9241c4b298e6374a069dcf728359b4e72c2fb29489a975ba4e1c047cf10f
     # via feast (pyproject.toml)
-librt==0.9.0 \
-    --hash=sha256:07cf11f769831186eeac424376e6189f20ace4f7263e2134bdb9757340d84d4d \
-    --hash=sha256:0a09c2f5869649101738653a9b7ab70cf045a1105ac66cbb8f4055e61df78f2d \
-    --hash=sha256:0a1be03168b2691ba61927e299b352a6315189199ca18a57b733f86cb3cc8d38 \
-    --hash=sha256:0b73e4266307e51c95e09c0750b7ec383c561d2e97d58e473f6f6a209952fbb8 \
-    --hash=sha256:15cb151e52a044f06e54ac7f7b47adbfc89b5c8e2b63e1175a9d587c43e8942a \
-    --hash=sha256:194fc1a32e1e21fe809d38b5faea66cc65eaa00217c8901fbdb99866938adbdb \
-    --hash=sha256:1bf465d1e5b0a27713862441f6467b5ab76385f4ecf8f1f3a44f8aa3c695b4b6 \
-    --hash=sha256:1c587494461ebd42229d0f1739f3aa34237dd9980623ecf1be8d3bcba79f4499 \
-    --hash=sha256:224b9727eb8bc188bc3bcf29d969dba0cd61b01d9bac80c41575520cc4baabb2 \
-    --hash=sha256:22a904cbdb678f7cb348c90d543d3c52f581663d687992fee47fd566dcbf5285 \
-    --hash=sha256:2b8f5d00b49818f4e2b1667db994488b045835e0ac16fe2f924f3871bd2b8ac5 \
-    --hash=sha256:2c3786f0f4490a5cd87f1ed6cefae833ad6b1060d52044ce0434a2e85893afd0 \
-    --hash=sha256:2d03fa4fd277a7974c1978c92c374c57f44edeee163d147b477b143446ad1bf6 \
-    --hash=sha256:2f8e12706dcb8ff6b3ed57514a19e45c49ad00bcd423e87b2b2e4b5f64578443 \
-    --hash=sha256:3be322a15ee5e70b93b7a59cfd074614f22cc8c9ff18bd27f474e79137ea8d3b \
-    --hash=sha256:3cc2917258e131ae5f958a4d872e07555b51cb7466a43433218061c74ef33745 \
-    --hash=sha256:3f05d145df35dca5056a8bc3838e940efebd893a54b3e19b2dda39ceaa299bcb \
-    --hash=sha256:3fe56e80badb66fdcde06bef81bbaa5bfcf6fbd7aefb86222d9e369c38c6b228 \
-    --hash=sha256:42ff8a962554c350d4a83cf47d9b7b78b0e6ff7943e87df7cdfc97c07f3c016f \
-    --hash=sha256:451daa98463b7695b0a30aa56bf637831ea559e7b8101ac2ef6382e8eb15e29c \
-    --hash=sha256:465814ab157986acb9dfa5ccd7df944be5eefc0d08d31ec6e8d88bc71251d845 \
-    --hash=sha256:4c4d0440a3a8e31d962340c3e1cc3fc9ee7febd34c8d8f770d06adb947779ea5 \
-    --hash=sha256:4e3dda8345307fd7306db0ed0cb109a63a2c85ba780eb9dc2d09b2049a931f9c \
-    --hash=sha256:5093043afb226ecfa1400120d1ebd4442b4f99977783e4f4f7248879009b227f \
-    --hash=sha256:5112c2fb7c2eefefaeaf5c97fec81343ef44ee86a30dcfaa8223822fba6467b4 \
-    --hash=sha256:527b5b820b47a09e09829051452bb0d1dd2122261254e2a6f674d12f1d793d54 \
-    --hash=sha256:54d412e47c21b85865676ed0724e37a89e9593c2eee1e7367adf85bfad56ffb1 \
-    --hash=sha256:56d65b583cf43b8cf4c8fbe1e1da20fa3076cc32a1149a141507af1062718236 \
-    --hash=sha256:5ca8e133d799c948db2ab1afc081c333a825b5540475164726dcbf73537e5c2f \
-    --hash=sha256:603138ee838ee1583f1b960b62d5d0007845c5c423feb68e44648b1359014e27 \
-    --hash=sha256:63c12efcd160e1d14da11af0c46c0217473e1e0d2ae1acbccc83f561ea4c2a7b \
-    --hash=sha256:657f8ba7b9eaaa82759a104137aed2a3ef7bc46ccfd43e0d89b04005b3e0a4cc \
-    --hash=sha256:66b58fed90a545328e80d575467244de3741e088c1af928f0b489ebec3ef3858 \
-    --hash=sha256:6788207daa0c19955d2b668f3294a368d19f67d9b5f274553fd073c1260cbb9f \
-    --hash=sha256:703f4ae36d6240bfe24f542bac784c7e4194ec49c3ba5a994d02891649e2d85b \
-    --hash=sha256:7202bdcac47d3a708271c4304a474a8605a4a9a4a709e954bf2d3241140aa938 \
-    --hash=sha256:756775d25ec8345b837ab52effee3ad2f3b2dfd6bbee3e3f029c517bd5d8f05a \
-    --hash=sha256:78042f6facfd98ecb25e9829c7e37cce23363d9d7c83bc5f72702c5059eb082b \
-    --hash=sha256:789fff71757facc0738e8d89e3b84e4f0251c1c975e85e81b152cdaca927cc2d \
-    --hash=sha256:7bc30ad339f4e1a01d4917d645e522a0bc0030644d8973f6346397c93ba1503f \
-    --hash=sha256:7d429bdd4ac0ab17c8e4a8af0ed2a7440b16eba474909ab357131018fe8c7e71 \
-    --hash=sha256:7d5c8a5929ac325729f6119802070b561f4db793dffc45e9ac750992a4ed4d22 \
-    --hash=sha256:7e6274fd33fc5b2a14d41c9119629d3ff395849d8bcbc80cf637d9e8d2034da8 \
-    --hash=sha256:80b25c7b570a86c03b5da69e665809deb39265476e8e21d96a9328f9762f9990 \
-    --hash=sha256:81107843ed1836874b46b310f9b1816abcb89912af627868522461c3b7333c0f \
-    --hash=sha256:8494cfc61e03542f2d381e71804990b3931175a29b9278fdb4a5459948778dc2 \
-    --hash=sha256:850d6d03177e52700af605fd60db7f37dcb89782049a149674d1a9649c2138fd \
-    --hash=sha256:8c6bc1384d9738781cfd41d09ad7f6e8af13cfea2c75ece6bd6d2566cdea2076 \
-    --hash=sha256:90904fac73c478f4b83f4ed96c99c8208b75e6f9a8a1910548f69a00f1eaa671 \
-    --hash=sha256:90e6d5420fc8a300518d4d2288154ff45005e920425c22cbbfe8330f3f754bd9 \
-    --hash=sha256:928bd06eca2c2bbf4349e5b817f837509b0604342e65a502de1d50a7570afd15 \
-    --hash=sha256:9b3e3bc363f71bda1639a4ee593cb78f7fbfeacc73411ec0d4c92f00730010a4 \
-    --hash=sha256:9edcc35d1cae9fd5320171b1a838c7da8a5c968af31e82ecc3dff30b4be0957f \
-    --hash=sha256:9fcb461fbf70654a52a7cc670e606f04449e2374c199b1825f754e16dacfedd8 \
-    --hash=sha256:a0951822531e7aee6e0dfb556b30d5ee36bbe234faf60c20a16c01be3530869d \
-    --hash=sha256:a361c9434a64d70a7dbb771d1de302c0cc9f13c0bffe1cf7e642152814b35265 \
-    --hash=sha256:a4b25c6c25cac5d0d9d6d6da855195b254e0021e513e0249f0e3b444dc6e0e61 \
-    --hash=sha256:a5af136bfba820d592f86c67affcef9b3ff4d4360ac3255e341e964489b48519 \
-    --hash=sha256:a81eea9b999b985e4bacc650c4312805ea7008fd5e45e1bf221310176a7bcb3a \
-    --hash=sha256:a9c63e04d003bc0fb6a03b348018b9a3002f98268200e22cc80f146beac5dc40 \
-    --hash=sha256:aa95738a68cedd3a6f5492feddc513e2e166b50602958139e47bbdd82da0f5a7 \
-    --hash=sha256:b0a2040f801406b93657a70b72fa12311063a319fee72ce98e1524da7200171f \
-    --hash=sha256:b8bd70d5d816566a580d193326912f4a76ec2d28a97dc4cd4cc831c0af8e330e \
-    --hash=sha256:b8da9f8035bb417770b1e1610526d87ad4fc58a2804dc4d79c53f6d2cf5a6eb9 \
-    --hash=sha256:bc5518873822d2faa8ebdd2c1a4d7c8ef47b01a058495ab7924cb65bdbf5fc9a \
-    --hash=sha256:c0d620e74897f8c2613b3c4e2e9c1e422eb46d2ddd07df540784d44117836af3 \
-    --hash=sha256:c2640e23d2b7c98796f123ffd95cf2022c7777aa8a4a3b98b36c570d37e85eee \
-    --hash=sha256:c81aef782380f0f13ead670aae01825eb653b44b046aa0e5ebbb79f76ed4aa11 \
-    --hash=sha256:d4d16b608a1c43d7e33142099a75cd93af482dadce0bf82421e91cad077157f4 \
-    --hash=sha256:d69fc39e627908f4c03297d5a88d9284b73f4d90b424461e32e8c2485e21c283 \
-    --hash=sha256:d9da80e5b04acce03ced8ba6479a71c2a2edf535c2acc0d09c80d2f80f3bad15 \
-    --hash=sha256:dd2c7e082b0b92e1baa4da28163a808672485617bc855cc22a2fd06978fa9084 \
-    --hash=sha256:de7dac64e3eb832ffc7b840eb8f52f76420cde1b845be51b2a0f6b870890645e \
-    --hash=sha256:e0785c2fb4a81e1aece366aa3e2e039f4a4d7d21aaaded5227d7f3c703427882 \
-    --hash=sha256:e306d956cfa027fe041585f02a1602c32bfa6bb8ebea4899d373383295a6c62f \
-    --hash=sha256:e78fb7419e07d98c2af4b8567b72b3eaf8cb05caad642e9963465569c8b2d87e \
-    --hash=sha256:e9002e98dcb1c0a66723592520decd86238ddcef168b37ff6cfb559200b4b774 \
-    --hash=sha256:e94cbc6ad9a6aeea46d775cbb11f361022f778a9cc8cc90af653d3a594b057ce \
-    --hash=sha256:eea1b54943475f51698f85fa230c65ccac769f1e603b981be060ac5763d90927 \
-    --hash=sha256:f100bfe2acf8a3689af9d0cc660d89f17286c9c795f9f18f7b62dd1a6b247ae6 \
-    --hash=sha256:f162af66a2ed3f7d1d161a82ca584efd15acd9c1cff190a373458c32f7d42118 \
-    --hash=sha256:f24b90b0e0c8cc9491fb1693ae91fe17cb7963153a1946395acdbdd5818429a4 \
-    --hash=sha256:f29b68cd9714531672db62cc54f6e8ff981900f824d13fa0e00749189e13778e \
-    --hash=sha256:f38bc489037eca88d6ebefc9c4d41a4e07c8e8b4de5188a9e6d290273ad7ebb1 \
-    --hash=sha256:f3fd278f5e6bf7c75ccd6d12344eb686cc020712683363b66f46ac79d37c799f \
-    --hash=sha256:f4003f70c56a5addd6aa0897f200dd59afd3bf7bcd5b3cce46dd21f925743bc2 \
-    --hash=sha256:f48c963a76d71b9d7927eb817b543d0dccd52ab6648b99d37bd54f4cd475d856 \
-    --hash=sha256:f819e0c6413e259a17a7c0d49f97f405abadd3c2a316a3b46c6440b7dbbedbb1 \
-    --hash=sha256:fc5758e2b7a56532dc33e3c544d78cbaa9ecf0a0f2a2da2df882c1d6b99a317f \
-    --hash=sha256:fcbdf2a9ca24e87bbebb47f1fe34e531ef06f104f98c9ccfc953a3f3344c567a
+librt==0.13.0 \
+    --hash=sha256:05d96b80b95d3a2721b619f8982b8558848b04875bb4772fd54842b59f61dd97 \
+    --hash=sha256:0763ca2ab66058174f9dee426dc64f5e0a89c24a7df8d3fe3f1836c04e25de4b \
+    --hash=sha256:091b60a4d2174fc1ec5c34cdc0b72efb6224753d76b7da61ebeab7a191aec8bd \
+    --hash=sha256:0b795f5fc70fbbb787ceaf79bb3a0d627bcc33c53de51741755263ec406b775a \
+    --hash=sha256:0d38604854e8d22faadf683ec6c02bb0f886e2ba56ef981a1c36ee275f21ea22 \
+    --hash=sha256:109b84a9edf69ad89dc1f66358659e14a031baca95e3e5b0060bd903ede8efd6 \
+    --hash=sha256:1304368a3e7ffc3e9db986796cc5326fdb5943a3567ecc137cff318e4240c0e7 \
+    --hash=sha256:17221a7569f8f292aa0014226e48aa25b8c2b08da18088cd230953d0ea0f9cd1 \
+    --hash=sha256:1b5a7bbff495baedbd9b916c367d66854008f8f3b575908ded477c499dc60082 \
+    --hash=sha256:1ce61b3746545029d4f5c17d6bd74b676254ad98433086c846ffb5e8fa73f007 \
+    --hash=sha256:1d2a610c14ac0d0750ee0a3ab8548e83155258387891caaca04def4bf7289781 \
+    --hash=sha256:21b7ac084f701a9cdff6139745a6620579d65a9379ac2d9d50a86368b109e63c \
+    --hash=sha256:22034924f5b42d5a56371cf271771bfeaabf235a7a8b6264bef2d20013f786c6 \
+    --hash=sha256:25218d94b1d2cbc0ba1d8a3f9dc9af578d9646e5ed16443a70cde1dfdcce6d71 \
+    --hash=sha256:2608d3b39f9e0b4a66a130d9150c615cba40a5090d25eeeaa225e0e46de8c0ac \
+    --hash=sha256:260c33e92263fa629b4f6d3c51967a1c2158fe6c33237aaa3ebeac586b085259 \
+    --hash=sha256:2e56ea4ee4df77585a6b5c138f6538680886024fa559f5b55bd14b12e98e67b2 \
+    --hash=sha256:2f281549a4c52ac7bb97997f14353f8bd0e53a34ca0dad1c905cfd0b4a58ae99 \
+    --hash=sha256:301067672387902c55f94b51d5022304b36c966ea9fe1f21caab99a9bef487c9 \
+    --hash=sha256:30536798f4504c0fad0885b1d371b0539abb081e4570c9d7c641cb51141b49f0 \
+    --hash=sha256:32c26893cd085c1efe83219e78d866da23fb20a066101b8f68210004361d224c \
+    --hash=sha256:34bc7938b9fdf14fe32a406c19c71faf894c5cee7e7474bd0be2f17200b82d14 \
+    --hash=sha256:34e47058fcc69a313293d6dee94216a4f30c929ae6f2476e58c5ba635aa639d5 \
+    --hash=sha256:3657346f867469e962549435aa05fd15330b1d6a92829f8e27988e194382d005 \
+    --hash=sha256:36b306a623aaad96fe4b378692b54f9c0789fccd833b9851753d5fbf6138cfde \
+    --hash=sha256:371f7ce73026815dafd51c50ce38416e91428b28c4b2ec97cd39271164b0045c \
+    --hash=sha256:375f5af8f99cbaa99dd293af986e3d57caabc9ba81a5d3f021603764854197a1 \
+    --hash=sha256:387e2f1d27e89bffe0d3f520f0da0662c973fd607ca16c1808f8a5085419485e \
+    --hash=sha256:3aaedf52171bee90860704c560bc798fe83b76247df47568e0197e9b13c735a0 \
+    --hash=sha256:3dbb2a31882456cadc7053378e81ad7ed7693db4ac9f98ab5f81ef034aa8ec9f \
+    --hash=sha256:4000d961ff9598ac6ea603c6c836a5ed49bc205ade5fc378b998dfe1e2c36628 \
+    --hash=sha256:40ccd13c252d3fe473ffc8a57be7565abc8b64cf1b108344c859d5164f7f3e0c \
+    --hash=sha256:46c330e82565962c761dbce7941be2cff7db674ee807455a8d0cadc5f9b759b0 \
+    --hash=sha256:4f6db193d2e5e0ed60359b9a5a682cd67205d0d3b1e459a867dd4b5c4e7eaa7a \
+    --hash=sha256:531b2df3e9fe96b1fcf73a6d165921e4656be5f58d631d384ebce344298368db \
+    --hash=sha256:54dab44a847d5ad1acd05c8a83fe518ae685516ecf4d3f7cc6e3df2a66767650 \
+    --hash=sha256:5929da1981a46bcf4b28b1b9499905f0ff58e2419da402a048234e9783acbc4b \
+    --hash=sha256:5f31b0aa13c9b04370d4da6be1ab7779776b3a075cceb6747a39a4be85fe1e40 \
+    --hash=sha256:5fdcf34f86de8fb66d7dc7589f96ba91c4aa46671200d400e6fd6f109a483f18 \
+    --hash=sha256:66c0e7e6b02a155576df2c77ec933a70b72da726e248c494abf690923e624348 \
+    --hash=sha256:66cb1138f384a191a6d75f986064841fcfdc0cea98f7bd9c9ab9b38049917588 \
+    --hash=sha256:68a5faee4bba381cb93b5961f684a514cf0053cb92308ff9c792c2fea0b174c6 \
+    --hash=sha256:6bf6a559ffe4a93bbea6cf31ddf01a7fd9ba342ef51f27beb178e318b74acd61 \
+    --hash=sha256:70d9c62a4cffd9f23396cd5ef93fc5d11b31596b9b7d6306074abe3d5fcf09bd \
+    --hash=sha256:791aa18a373b90da8ac3c44fc77544f33fdf53ae403acdce9b39f1c26b4a3b94 \
+    --hash=sha256:79e44cff71750d299d61a678e49995b0d5935a9cda238c2574daeca3ba536927 \
+    --hash=sha256:7db9a3ff32ef5f7d1703d93831a3316cdf0b537de6a1cc03cc8fdd09b9194e89 \
+    --hash=sha256:860bd1d8ba48456ce08feaf8d343a8aaeb2fa086f2bcaa2a923fa3f7a3ff9aa3 \
+    --hash=sha256:9320d34c3376ae204b2cd176e8d4883a013934e0aef822f1aed9c536490c275d \
+    --hash=sha256:93d24ebb82aa4420b1409c389e7857bc35bd0b668007ac8172427d5c73cc8cc5 \
+    --hash=sha256:94b85d664d777bab6c0d709416cb42938251fda9e221b79e3a2215d85df5f4f9 \
+    --hash=sha256:96bad8725a4f196a798366c25ce075d1f7543a4ec045ffc13e6a7ec095cdab04 \
+    --hash=sha256:9af313c66157a69dc69ea0059a66961692250e0dc95af9c385a48ffb770a0d16 \
+    --hash=sha256:9c5d02b89de5acd0379a51ec44a89476fb03df6145442e1c8ecd6bee2f91b176 \
+    --hash=sha256:9e786428f291dd2d2f1cbfc0e0caa45a2e395fab0ad3e2c9314daa8873414390 \
+    --hash=sha256:9f836c37478f167a81200d8c8b2c920a22224564bed2c23d7aeec760965c367a \
+    --hash=sha256:9fd35e95ab5e45c3901d37110263c7db85a961110f5460588fe37f8c131f88a7 \
+    --hash=sha256:a001519c315d5db40710f2665d32c4791f1d4779fc96a9423fd18d92c8b9ac7b \
+    --hash=sha256:a3762e75fcac8c9e4dacaaf438bffd9003e2ca2c531b756f3c0035deefa674c8 \
+    --hash=sha256:a38fb81d8376dfa2f8963b265fec07637802b0d01e2a127c19c66cb070fb24f5 \
+    --hash=sha256:a3dfe4edf10e8ed7e55b026a8bfc2c2a8704218b659cd4bffdf604fab966dc39 \
+    --hash=sha256:a4517d47b2b8af26975a406fba7d314de9696d864252e0257c6ea90238cfe27f \
+    --hash=sha256:a468951af16155824e88bdd8326ebe5bdb371f3ec0ac04642994b98201d914f3 \
+    --hash=sha256:a6e556d6aba31c93dd97ce661d66614d2429c0a3923f9dc8f0af7e8df10223a4 \
+    --hash=sha256:ac04bcd3328eb91d99dfedf6a60d9c1f15d3434e6f6daf922f0420f7d90b85c7 \
+    --hash=sha256:ae01d8512cc17079e53425635327dbf3f7ff57a42c00dec348bf79791c56444c \
+    --hash=sha256:b15e26cc0fe622d0c67e98bee6ef6bc8f792e20ee3006aa12627a00463d9399f \
+    --hash=sha256:b222493da6e7b6199db9bd79502436cf5a27da3c1f7fa83c7e285444fc93fd03 \
+    --hash=sha256:c3cd253cf32fe4f4662960d6bf7d55cb8be0c31a5d644a4d48aeafebaff3409a \
+    --hash=sha256:c6014e3c80f9c1fe268ef8b0e0ef113bac672cc032f2f93866e7ddad4f3e663d \
+    --hash=sha256:c718e99a0992127af84385378460db624103b559ab260435abcfe77a4e4ed1c1 \
+    --hash=sha256:c7897db4e95e22468bdda33d8e012ceacd0182abf001e6389d763f0def6286b9 \
+    --hash=sha256:cb8a1adce42d8b75485a5d56a9623a50bcab995b6079f1dac59fc44034dd93d9 \
+    --hash=sha256:cc99dfb62b23c9207c33d0be8a2e2af7a42e21e6ea388b380a0c948c7b88953b \
+    --hash=sha256:d4c8d9bd5abce34b2e75edb3bf37ab0f34e49b1f915a40ae8468eb7c85bc5b46 \
+    --hash=sha256:d4cb6fbfdf874340ab5e51450753c0f817b6958a3621125ee695bbc3de866566 \
+    --hash=sha256:d63bae12a8aeb51380be3438e4dc4bd27354d0f8e19166b2f44e3e94d6f552dc \
+    --hash=sha256:d6fb0eaa108814581c4d3bfbd068c3fb6757812a81415008d1bae08267cca360 \
+    --hash=sha256:d9188caac26e47671b52836a5e2a49873a7fc11c673b0c122d22515f98bc14e1 \
+    --hash=sha256:db327e7271e653c32040b85ae6188059c924b57d7e1e29f935523fa017cd4e82 \
+    --hash=sha256:dbdd5b6509d0c2a8fe72cf494c299a61dbd58142a90a4190664ae159e4a7b547 \
+    --hash=sha256:e4f9b472e7d308d94b62c801982065661158c6ed02790d6c7ddb4337cea0f9c1 \
+    --hash=sha256:e54a315caf843c8d77e388cadc56ea9ded569935ee2d2347d7ea94992e5aa6fa \
+    --hash=sha256:f125f5d46b20f89dc5587a55cc416b4ba2a5b2ffda36d048ee120e17598a653a \
+    --hash=sha256:f19e181de5b3a1148bb3420b8c4b0b0ea0fce6950099724ad151d6cea5acc180 \
+    --hash=sha256:f1f9cc4d09a46d9cb3c2063ae100629d3f52a6517c3c08c2f4c9828261883929 \
+    --hash=sha256:f26629539d4893c2957a16c41bb058e1e135c1f150f6a2e25ed047f64cf3f5c6 \
+    --hash=sha256:f2a7253458e34f33543551394ae4fe104b497ec2a65ac266074de64c1df82e37 \
+    --hash=sha256:f40e56b61b41be5f7dec938cfeffd660668cf4b5e72c78e7bd671d66b7bc2c79 \
+    --hash=sha256:f442e3954b1addc759faae22a7c9a3f1e16d7d1db3f484279dc27d62e06968fa \
+    --hash=sha256:fadc63331f4388c3dc90090448f682a7e9feafc11481391c1e94f2f907a3976e \
+    --hash=sha256:fc67741da44c6eaa90e01eafb586bbba9b51eb5b6ed381ee6f5ae72eb3316d21
     # via mypy
 locket==1.0.0 \
     --hash=sha256:5c0d4c052a8bbbf750e056a8e65ccd309086f4f0f18a2eac306a8dfa4112a632 \
     --hash=sha256:b6c819a722f7b6bd955b80781788e4a66a55628b858d347536b7e81325a3a5e3
     # via partd
-markdown-it-py==4.0.0 \
-    --hash=sha256:87327c59b172c5011896038353a81343b6754500a08cd7a4973bb48c6d578147 \
-    --hash=sha256:cb0a2b4aa34f932c007117b194e945bd74e0ec24133ceb5bac59009cda1cb9f3
+markdown-it-py==4.2.0 \
+    --hash=sha256:04a21681d6fbb623de53f6f364d352309d4094dd4194040a10fd51833e418d49 \
+    --hash=sha256:9f7ebbcd14fe59494226453aed97c1070d83f8d24b6fc3a3bcf9a38092641c4a
     # via rich
 markupsafe==3.0.3 \
     --hash=sha256:0303439a41979d9e74d18ff5e2dd8c43ed6c6001fd40e5bf2e43f7bd9bbc523f \
@@ -1480,10 +1536,12 @@ markupsafe==3.0.3 \
     --hash=sha256:f9e130248f4462aaa8e2552d547f36ddadbeaa573879158d721bbd33dfe4743a \
     --hash=sha256:fed51ac40f757d41b7c48425901843666a6677e3e8eb0abcff09e4ba6e664f50
     # via jinja2
-mcp==1.27.0 \
-    --hash=sha256:5ce1fa81614958e267b21fb2aa34e0aea8e2c6ede60d52aba45fd47246b4d741 \
-    --hash=sha256:d3dc35a7eec0d458c1da4976a48f982097ddaab87e278c5511d5a4a56e852b83
-    # via fastapi-mcp
+mcp==1.29.0 \
+    --hash=sha256:52d01f334de1868cc3bb2d6604931126a67631f99a6c5d3b82ba47290315ec36 \
+    --hash=sha256:f5a075bb611f23d6f4d080c6a1699fa62772eebc562ba9e66b306ddde1c755f7
+    # via
+    #   feast (pyproject.toml)
+    #   fastapi-mcp
 mdurl==0.1.2 \
     --hash=sha256:84008a41e51615a49fc9966191ff91509e3c40b939176e643fd50a5c2196b8f8 \
     --hash=sha256:bb413d29f5eea38f31dd4754dd7377d4465116fb207585f97bf925588687c1ba
@@ -1758,146 +1816,230 @@ multidict==6.7.1 \
     #   aiobotocore
     #   aiohttp
     #   yarl
-mypy==1.20.2 \
-    --hash=sha256:0c64e5973df366b747646fc98da921f9d6eba9716d57d1db94a83c026a08e0fb \
-    --hash=sha256:0deb80d062b2479f2c87ae568f89845afc71d11bc41b04179e58165fd9f31e98 \
-    --hash=sha256:1e1c12f6d2db3d78b909b5f77513c11eb7f2dd2782b96a3ab6dffc7d44575c99 \
-    --hash=sha256:20175a1c0f49863946ec20b7f63255768058ac4f07d2b9ded6a6b46cfb5a9100 \
-    --hash=sha256:29752dbbf8cc53f89f6ac096d363314333045c257c9c75cbd189ca2de0455744 \
-    --hash=sha256:2a4102b03bb7481d9a91a6da8d174740c9c8c4401024684b9ca3b7cc5e49852f \
-    --hash=sha256:2de3dcea53babc1c3237a19002bc3d228ce1833278f093b8d619e06e7cc79609 \
-    --hash=sha256:34397cdced6b90b836e38182076049fdb41424322e0b0728c946b0939ebdf9f6 \
-    --hash=sha256:4077797a273e56e8843d001e9dfe4ba10e33323d6ade647ff260e5cd97d9758c \
-    --hash=sha256:419413398fe250aae057fd2fe50166b61077083c9b82754c341cf4fd73038f30 \
-    --hash=sha256:4b6481b228d072315b053210b01ac320e1be243dc17f9e5887ef167f23f5fae4 \
-    --hash=sha256:4dbfcf869f6b0517f70cf0030ba6ea1d6645e132337a7d5204a18d8d5636c02b \
-    --hash=sha256:4fef51b01e638974a6e69885687e9bd40c8d1e09a6cd291cca0619625cf1f558 \
-    --hash=sha256:52b176444e2e5054dfcbcb8c75b0b719865c96247b37407184bbfca5c353f2c2 \
-    --hash=sha256:56908d7e08318d39f85b1f0c6cfd47b0cac1a130da677630dac0de3e0623e102 \
-    --hash=sha256:5a65aa591af023864fd08a97da9974e919452cfe19cb146c8a5dc692626445dc \
-    --hash=sha256:688c3312e5dadb573a2c69c82af3a298d43ecf9e6d264e0f95df960b5f6ac19c \
-    --hash=sha256:6e2b469efd811707bc530fd1effef0f5d6eebcb7fe376affae69025da4b979a2 \
-    --hash=sha256:7488448de6007cd5177c6cea0517ac33b4c0f5ee9b5e9f2be51ce75511a85517 \
-    --hash=sha256:785b08db19c9f214dc37d65f7c165d19a30fcecb48abfa30f31b01b5acaabb58 \
-    --hash=sha256:7b0e817b518bff7facd7f85ea05b643ad8bdcce684cf29784987b0a7c8e1f997 \
-    --hash=sha256:803203d2b6ea644982c644895c2f78b28d0e208bba7b27d9b921e0ec5eb207c6 \
-    --hash=sha256:89dce27e142d25ffbc154c1819383b69f2e9234dc4ed4766f42e0e8cb264ab5c \
-    --hash=sha256:913485a03f1bcf5d279409a9d2b9ed565c151f61c09f29991e5faa14033da4c8 \
-    --hash=sha256:97d7b9a485b40f8ca425460e89bf1da2814625b2da627c0dcc6aa46c92631d14 \
-    --hash=sha256:9bcb8aa397ff0093c824182fd76a935a9ba7ad097fcbef80ae89bf6c1731d8ec \
-    --hash=sha256:9d56a78b646f2e3daa865bc70cd5ec5a46c50045801ca8ff17a0c43abc97e3ee \
-    --hash=sha256:a5da6976f20cae27059ea8d0c86e7cef3de720e04c4bb9ee18e3690fdb792066 \
-    --hash=sha256:a94c5a76ab46c5e6257c7972b6c8cff0574201ca7dc05647e33e795d78680563 \
-    --hash=sha256:a95a9248b0c6fd933a442c03c3b113c3b61320086b88e2c444676d3fd1ca3330 \
-    --hash=sha256:baf593f2765fa3a6b1ef95807dbaa3d25b594f6a52adcc506a6b9cb115e1be67 \
-    --hash=sha256:bb9c2fa06887e21d6a3a868762acb82aec34e2c6fd0174064f27c93ede68ad15 \
-    --hash=sha256:bba9ad231e92a3e424b3e56b65aa17704993425bba97e302c832f9466bb85bac \
-    --hash=sha256:c3bae4f855d965b5453784300c12ffc63a548304ac7f99e55d4dc7c898673aa3 \
-    --hash=sha256:c566c3a88b6ece59b3d70f65bedef17304f48eb52ff040a6a18214e1917b3254 \
-    --hash=sha256:cdecf62abcc4292500d7858aeae87a1f8f1150f4c4dd08fb0b336ee79b2a6df3 \
-    --hash=sha256:cf5a4db6dca263010e2c7bff081c89383c72d187ba2cf4c44759aac970e2f0c4 \
-    --hash=sha256:d52ad8d78522da1d308789df651ee5379088e77c76cb1994858d40a426b343b9 \
-    --hash=sha256:e061b58443f1736f8a37c48978d7ab581636d6ab03e3d4f99e3fa90463bb9382 \
-    --hash=sha256:e2877a02380adfcdbc69071a0f74d6e9dbbf593c0dc9d174e1f223ffd5281943 \
-    --hash=sha256:e73c07f23009962885c197ccb9b41356a30cc0e5a1d0c2ea8fd8fb1362d7f924 \
-    --hash=sha256:e8222c26daaafd9e8626dec58ae36029f82585890589576f769a650dd20fd665 \
-    --hash=sha256:edfbfca868cdd6bd8d974a60f8a3682f5565d3f5c99b327640cedd24c4264026 \
-    --hash=sha256:f376e37f9bf2a946872fc5fd1199c99310748e3c26c7a26683f13f8bdb756cbd
+mypy==2.3.0 \
+    --hash=sha256:04e617030eca5221909c8b7d8d7fd1c637948199aa2100b2ad9813feb07e1491 \
+    --hash=sha256:094af99f92638aa92852326188b85a89e50f4a472f44827c03362228482f0762 \
+    --hash=sha256:09abd66d8685e73f8f7d17b847c3e104d9a7b164a8706ea87d6c96a3d45816d5 \
+    --hash=sha256:0b025a93cffb9781d231f232be07a17912f35f10a313c24f301c81e842870654 \
+    --hash=sha256:13b1b16e2fa39f3b2e33fb1c468abc7a69369fa2e886b4b87b5afc81472325cd \
+    --hash=sha256:1c6c6bf687b17f90dbfcad95b960d32eaa0154c00da45f03ab50bf8952e047fe \
+    --hash=sha256:1fa8d916ac3b705af733c4c1e6c9ebe38fd0d52beb15b105c3e8355b55e6ecdc \
+    --hash=sha256:28e1e2af8cd8fff551fd30f2fe4b03fb76764ac8b1ba6c6a1bd00ad32b412db3 \
+    --hash=sha256:2d53fc67b9d28a43c6199077f49fea0f05839e36cf6158500331c9549225e5a5 \
+    --hash=sha256:3419d00717afbc5265b50dd14b1278f29ea4884dd398ab67873489ac093fd329 \
+    --hash=sha256:37fa4de896a84e2dc9200d91e614c22563b43d1a266789d4bbac7b22ebe6192b \
+    --hash=sha256:3961a4a34b05f7c74b0f05aa51fbfe99a2d1e126038df40318d15c8f558b7ef3 \
+    --hash=sha256:3dd0bed92c4bdec57c42505b96416fb9e6a5aa7be84d2809bcd5f2ecec2860d7 \
+    --hash=sha256:3e77244df3843048c3f927182916730e40c124cbaa43905c1fb86cb382aa0805 \
+    --hash=sha256:4359424140d985192c778c1ce2c114a10c1ca58a381ed79cfa70d37df94b299f \
+    --hash=sha256:465965d41cd9a2726694e983e8ce7113259327bec798115d1e1dfa2a52fb666e \
+    --hash=sha256:56c184d2c20ca6b6378d58d1960270a767f41f5e44acbbd27f05effef4f4e1d7 \
+    --hash=sha256:5e91adad1ca81742ac7ef9893959911df867752206b37135185e88dfb3c89494 \
+    --hash=sha256:691fdc37132b1ae628d834f672e74de83462d9fb4aff621835767fb43a8dd373 \
+    --hash=sha256:6b1cdb579446b60432432b2b2403a6201b4b475a004d7f488511c9ba177c9e88 \
+    --hash=sha256:6f99ec626e3c3a2f7c0b22c5b90ddb5dabb1c18729c971e9bdaca1f1766d2cee \
+    --hash=sha256:7247eb2824f996722a949530183394921ca71deb9680052a338cf53cff7925c2 \
+    --hash=sha256:75b0984bb3cbd76bb5c9291a8671f7ae66ca3b51c7584c358fc2e923259f0757 \
+    --hash=sha256:75cbb4b9ef04a0c84a957f07abc4504fbf64b8dcc145675101f2d3a78a4b1d6a \
+    --hash=sha256:7da939dd335cfd2ad788bdfd081c9f4e47634ab995e5a45eb15fd1e5bc052f8b \
+    --hash=sha256:85c5385b93012ffa3b31479ab579aef5415f4f3a32c6cf1ae07a984d2a0ff461 \
+    --hash=sha256:91ad22a52ae2c7e621c2f67c94d5a17f66b3209a4cff5cf8a573579835c69e97 \
+    --hash=sha256:944c665d984157cb96a679dfb7a4a81dd1d36b24b9c284b699514e6e626b82d4 \
+    --hash=sha256:9559ab18a9c9957dfa3004ab57cd4bac5f26a724329a9584e583367f0c2e1117 \
+    --hash=sha256:982e3d53dd23d0a4cef67dd66791fdbede0cf38f9eb617bf47663554c51e1e36 \
+    --hash=sha256:99ac767cc5d3b64c8d0ae226ead10c96694f94e4e7da1668642225dcd4e75aac \
+    --hash=sha256:adebc76aab4f3495a88b41d48aa4aff0c03f2822501da76625afcca5975f19e5 \
+    --hash=sha256:aec15d465d477558fd842757b487849007311cf3897849cdda0e3162ac0ac556 \
+    --hash=sha256:b1942b9314d4c784b8ea1dbab4972603290e5dd5630f06675f13aec97526bc4c \
+    --hash=sha256:b352b7e49f5e6576009e8df730e1ff4f915cb565b851b396d2ffe2f5a6f5da88 \
+    --hash=sha256:b5cd2f027a972a4a5f2278a11fac9747f5f81a53a30b714d74950b6807e55568 \
+    --hash=sha256:be51653d7669d7d7955d613b8d0bb57d5b652eaf71a873ddf65ac87254dd2595 \
+    --hash=sha256:cfca8ee88544090f86b6dcce05ec55d66eb48a762412ac2507810ba4bd793b6f \
+    --hash=sha256:d78fcf900b59cb7e82cb7e3a235e31b462d9333d92285bd1e4952d355b8ffba1 \
+    --hash=sha256:de121747278144fc9ae7caa2e978cf5df12aebc82933182f5b3b86081a30baef \
+    --hash=sha256:de6d2c484742a4d7b0ed6d07b143375624d3b899c5749c7b3c947f56261f48a6 \
+    --hash=sha256:ea317b060ce83e26050f8f9e4d7d6bf44ed7597c8ff9990bccffbb9d1d8522db \
+    --hash=sha256:f1b3a98dfd21058bc759bb3337d5d1f61d0fdf9f3cf9c00f4291790fb5427bff \
+    --hash=sha256:f4ed18f111bfe2d599bca7468e7f9251042c1c2118f762c8de2766a56d773c60 \
+    --hash=sha256:fbc00cee7bdbb9291979ddc9d08034a29dfcda4932628c9bbc28c1edd589df0c
     # via sqlalchemy
 mypy-extensions==1.1.0 \
     --hash=sha256:1be4cccdb0f2482337c4743e60421de3a356cd97508abadd57d47403e94f5505 \
     --hash=sha256:52e68efc3284861e772bbcd66823fde5ae21fd2fdb51c62a211403730b916558
     # via mypy
-numpy==2.4.4 \
-    --hash=sha256:07077278157d02f65c43b1b26a3886bce886f95d20aabd11f87932750dfb14ed \
-    --hash=sha256:08f2e31ed5e6f04b118e49821397f12767934cfdd12a1ce86a058f91e004ee50 \
-    --hash=sha256:0aec54fd785890ecca25a6003fd9a5aed47ad607bbac5cd64f836ad8666f4959 \
-    --hash=sha256:0d35aea54ad1d420c812bfa0385c71cd7cc5bcf7c65fed95fc2cd02fe8c79827 \
-    --hash=sha256:0d4e437e295f18ec29bc79daf55e8a47a9113df44d66f702f02a293d93a2d6dd \
-    --hash=sha256:0dfd3f9d3adbe2920b68b5cd3d51444e13a10792ec7154cd0a2f6e74d4ab3233 \
-    --hash=sha256:1378871da56ca8943c2ba674530924bb8ca40cd228358a3b5f302ad60cf875fc \
-    --hash=sha256:15716cfef24d3a9762e3acdf87e27f58dc823d1348f765bbea6bef8c639bfa1b \
-    --hash=sha256:19710a9ca9992d7174e9c52f643d4272dcd1558c5f7af7f6f8190f633bd651a7 \
-    --hash=sha256:23cbfd4c17357c81021f21540da84ee282b9c8fba38a03b7b9d09ba6b951421e \
-    --hash=sha256:2483e4584a1cb3092da4470b38866634bafb223cbcd551ee047633fd2584599a \
-    --hash=sha256:27a8d92cd10f1382a67d7cf4db7ce18341b66438bdd9f691d7b0e48d104c2a9d \
-    --hash=sha256:28a650663f7314afc3e6ec620f44f333c386aad9f6fc472030865dc0ebb26ee3 \
-    --hash=sha256:2aa0613a5177c264ff5921051a5719d20095ea586ca88cc802c5c218d1c67d3e \
-    --hash=sha256:2c194dd721e54ecad9ad387c1d35e63dce5c4450c6dc7dd5611283dda239aabb \
-    --hash=sha256:2d19e6e2095506d1736b7d80595e0f252d76b89f5e715c35e06e937679ea7d7a \
-    --hash=sha256:2d390634c5182175533585cc89f3608a4682ccb173cc9bb940b2881c8d6f8fa0 \
-    --hash=sha256:30caa73029a225b2d40d9fae193e008e24b2026b7ee1a867b7ee8d96ca1a448e \
-    --hash=sha256:42c16925aa5a02362f986765f9ebabf20de75cdefdca827d14315c568dcab113 \
-    --hash=sha256:45dbed2ab436a9e826e302fcdcbe9133f9b0006e5af7168afb8963a6520da103 \
-    --hash=sha256:4636de7fd195197b7535f231b5de9e4b36d2c440b6e566d2e4e4746e6af0ca93 \
-    --hash=sha256:4a19d9dba1a76618dd86b164d608566f393f8ec6ac7c44f0cc879011c45e65af \
-    --hash=sha256:4bbc7f303d125971f60ec0aaad5e12c62d0d2c925f0ab1273debd0e4ba37aba5 \
-    --hash=sha256:4d6d57903571f86180eb98f8f0c839fa9ebbfb031356d87f1361be91e433f5b7 \
-    --hash=sha256:4e874c976154687c1f71715b034739b45c7711bec81db01914770373d125e392 \
-    --hash=sha256:51fc224f7ca4d92656d5a5eb315f12eb5fe2c97a66249aa7b5f562528a3be38c \
-    --hash=sha256:58c8b5929fcb8287cbd6f0a3fae19c6e03a5c48402ae792962ac465224a629a4 \
-    --hash=sha256:5a285b3b96f951841799528cd1f4f01cd70e7e0204b4abebac9463eecfcf2a40 \
-    --hash=sha256:5c70f1cc1c4efbe316a572e2d8b9b9cc44e89b95f79ca3331553fbb63716e2bf \
-    --hash=sha256:62d6b0f03b694173f9fcb1fb317f7222fd0b0b103e784c6549f5e53a27718c44 \
-    --hash=sha256:6a246d5914aa1c820c9443ddcee9c02bec3e203b0c080349533fae17727dfd1b \
-    --hash=sha256:6aa3236c78803afbcb255045fbef97a9e25a1f6c9888357d205ddc42f4d6eba5 \
-    --hash=sha256:6bbe4eb67390b0a0265a2c25458f6b90a409d5d069f1041e6aff1e27e3d9a79e \
-    --hash=sha256:715d1c092715954784bc79e1174fc2a90093dc4dc84ea15eb14dad8abdcdeb74 \
-    --hash=sha256:72944b19f2324114e9dc86a159787333b77874143efcf89a5167ef83cfee8af0 \
-    --hash=sha256:81f4a14bee47aec54f883e0cad2d73986640c1590eb9bfaaba7ad17394481e6e \
-    --hash=sha256:846300f379b5b12cc769334464656bc882e0735d27d9726568bc932fdc49d5ec \
-    --hash=sha256:86b6f55f5a352b48d7fbfd2dbc3d5b780b2d79f4d3c121f33eb6efb22e9a2015 \
-    --hash=sha256:874f200b2a981c647340f841730fc3a2b54c9d940566a3c4149099591e2c4c3d \
-    --hash=sha256:8a87ec22c87be071b6bdbd27920b129b94f2fc964358ce38f3822635a3e2e03d \
-    --hash=sha256:8b3b60bb7cba2c8c81837661c488637eee696f59a877788a396d33150c35d842 \
-    --hash=sha256:8e3ed142f2728df44263aaf5fb1f5b0b99f4070c553a0d7f033be65338329150 \
-    --hash=sha256:93e15038125dc1e5345d9b5b68aa7f996ec33b98118d18c6ca0d0b7d6198b7e8 \
-    --hash=sha256:989824e9faf85f96ec9c7761cd8d29c531ad857bfa1daa930cba85baaecf1a9a \
-    --hash=sha256:99d838547ace2c4aace6c4f76e879ddfe02bb58a80c1549928477862b7a6d6ed \
-    --hash=sha256:9b2aec6af35c113b05695ebb5749a787acd63cafc83086a05771d1e1cd1e555f \
-    --hash=sha256:9c585a1790d5436a5374bac930dad6ed244c046ed91b2b2a3634eb2971d21008 \
-    --hash=sha256:a7164afb23be6e37ad90b2f10426149fd75aee07ca55653d2aa41e66c4ef697e \
-    --hash=sha256:ac6b31e35612a26483e20750126d30d0941f949426974cace8e6b5c58a3657b0 \
-    --hash=sha256:ad2e2ef14e0b04e544ea2fa0a36463f847f113d314aa02e5b402fdf910ef309e \
-    --hash=sha256:b268594bccac7d7cf5844c7732e3f20c50921d94e36d7ec9b79e9857694b1b2f \
-    --hash=sha256:b5f0362dc928a6ecd9db58868fca5e48485205e3855957bdedea308f8672ea4a \
-    --hash=sha256:ba1f4fc670ed79f876f70082eff4f9583c15fb9a4b89d6188412de4d18ae2f40 \
-    --hash=sha256:ba203255017337d39f89bdd58417f03c4426f12beed0440cfd933cb15f8669c7 \
-    --hash=sha256:c901b15172510173f5cb310eae652908340f8dede90fff9e3bf6c0d8dfd92f83 \
-    --hash=sha256:c9b39d38a9bd2ae1becd7eac1303d031c5c110ad31f2b319c6e7d98b135c934d \
-    --hash=sha256:d2a8490669bfe99a233298348acc2d824d496dee0e66e31b66a6022c2ad74a5c \
-    --hash=sha256:dddbbd259598d7240b18c9d87c56a9d2fb3b02fe266f49a7c101532e78c1d871 \
-    --hash=sha256:df3775294accfdd75f32c74ae39fcba920c9a378a2fc18a12b6820aa8c1fb502 \
-    --hash=sha256:e44319a2953c738205bf3354537979eaa3998ed673395b964c1176083dd46252 \
-    --hash=sha256:e4a010c27ff6f210ff4c6ef34394cd61470d01014439b192ec22552ee867f2a8 \
-    --hash=sha256:e823b8b6edc81e747526f70f71a9c0a07ac4e7ad13020aa736bb7c9d67196115 \
-    --hash=sha256:e892aff75639bbef0d2a2cfd55535510df26ff92f63c92cd84ef8d4ba5a5557f \
-    --hash=sha256:eea7ac5d2dce4189771cedb559c738a71512768210dc4e4753b107a2048b3d0e \
-    --hash=sha256:ef4059d6e5152fa1a39f888e344c73fdc926e1b2dd58c771d67b0acfbf2aa67d \
-    --hash=sha256:f169b9a863d34f5d11b8698ead99febeaa17a13ca044961aa8e2662a6c7766a0 \
-    --hash=sha256:f2cf083b324a467e1ab358c105f6cad5ea950f50524668a80c486ff1db24e119 \
-    --hash=sha256:f8474c4241bc18b750be2abea9d7a9ec84f46ef861dbacf86a4f6e043401f79e \
-    --hash=sha256:f983334aea213c99992053ede6168500e5f086ce74fbc4acc3f2b00f5762e9db \
-    --hash=sha256:f9e75681b59ddaa5e659898085ae0eaea229d054f2ac0c7e563a62205a700121 \
-    --hash=sha256:fbc356aae7adf9e6336d336b9c8111d390a05df88f1805573ebb0807bd06fd1d \
-    --hash=sha256:fcfe2045fd2e8f3cb0ce9d4ba6dba6333b8fa05bb8a4939c908cd43322d14c7e
+numpy==2.4.6 \
+    --hash=sha256:001fbb8e08d942dd57599e781f2472269ee7f2755fae407b4f67b2f0b17da3f1 \
+    --hash=sha256:0280e0356c0829a18d9de1cb7eee50ec22ca639878d7240307ca0943d73cd2c4 \
+    --hash=sha256:043191bfa8eab18c776647b62723ac9dddece59743b13f49b2016094129c2b3f \
+    --hash=sha256:06ca2f61ec4385a07a6977c55ba998a4466c123642b4a32694d3128fce18c079 \
+    --hash=sha256:0a041d3d761dc3c35cc56ce0351506a02bcbc25f7b169f652435141a17db9096 \
+    --hash=sha256:0ab0a9c4ffb1a6d95ef519fe4247dba8eb6b18ad93999f76b7f657039acabd47 \
+    --hash=sha256:0c9136e14ed34a9e343a31c533d78a9813a69a3148332bce5e9821cb2f996e66 \
+    --hash=sha256:110f8b71aacb688ec69062bb7f6938a0f8acb01b7c1c4beb453c65b6d234584d \
+    --hash=sha256:112b06a867b235ef466ed3508ddf0238050df9c727cafb5301ac385b899189a1 \
+    --hash=sha256:17f9ade344e7d9b464a084d69bcf18fc691cb1db67c62ed80820bf4926d78f0e \
+    --hash=sha256:1e254a00cdf42b1e4d5b3d68d33af63268d41340d8885df2ab6470f2e1500147 \
+    --hash=sha256:1e978ec1e8bd0e0e4de6bb75de9d30cbb74db6b6a2bb727618613703ca0167dd \
+    --hash=sha256:25c692919ac5a01f170a3bfcd62d745b24fd095c353d50812637d6fcab442e75 \
+    --hash=sha256:260a5d70215b61ab4fadf5c7baacd64821842975eea312125ed3c39a6391b063 \
+    --hash=sha256:2803abfebfc990042cd494d8ce2d5f82e9d847af6d35ec486923aa19dbad5e73 \
+    --hash=sha256:29a287e0cf63ff528da061de6b9f64a4618da591ca1046aafc54062e40ca7eab \
+    --hash=sha256:29cb7f67d10b479ff07c17d33e39f78c07f71c40ef30d63c153d340e96cd3fb4 \
+    --hash=sha256:3213d622a0283a39a93d188f3cf72b26862df52fbb4ca3697f51705016523d41 \
+    --hash=sha256:33111801a01c12a8a1e3721f0a9232f8cfc8ae2c6b7098167e6f623c6073f402 \
+    --hash=sha256:357cc07a6d7b0b182ff02249616a03742827ebb1277546b5c7cd7f7620a45698 \
+    --hash=sha256:38efbc8de75c7a0fc1ac190162d892787f3f47b57cc291231aafee36b80982b7 \
+    --hash=sha256:4081eb135ac24158bd51cdfbef16f1c64df7063b1143f24731387137c092bec8 \
+    --hash=sha256:40fdc1ae7125e518ea98e53e69a4ebc27e1fd50510c47b7ea130cf21e5e1d42b \
+    --hash=sha256:4cfe66903cc32a9921a6733d96b19bb6abf310397581bbad89c228f5abaf0ee8 \
+    --hash=sha256:511dbaf848decaaaf4b4ca48032619fb3138710c4bf7da7617765edad1ef96b0 \
+    --hash=sha256:55cced7c52e981362f708ad635198e97a752dfba412cc03c23bbf3bd8d5cd662 \
+    --hash=sha256:56b39e5e0622a09a25bf5baf62f4bcf0cb8a41ae6e2819cf49bbc5a74c083f91 \
+    --hash=sha256:5dbbdb29840ca3d91ee0fece42fc29278886d908280bfec0a5846c6f901a3eb0 \
+    --hash=sha256:5f9fb9157b4ce2971008323afe46053787b526ef624fea915b261468a8421a0f \
+    --hash=sha256:6180d8b35af935aed8ece3a85e0a43f87393ae0ac87c8d2c8bd2c993f7270ef3 \
+    --hash=sha256:68a5124b13fa6cc2086764a20005d30bc0548146f7f5322f02fce212ca14317f \
+    --hash=sha256:68bb27509ac1b9a3443094260f6326150663b06abe40b73a2f81160623da5b67 \
+    --hash=sha256:6f41ae150c4e32db4f3310cdaf64b1593a03dbabe29eec77fc9b50fe64061df6 \
+    --hash=sha256:7265a2f3d436e54ef9f2b52b5c937e6be778781bd97a590319d7348f1c1ca997 \
+    --hash=sha256:72fbe16c6fac95aedf5937fa873445cec2110be35d8a4e9433d7501fd98dae6b \
+    --hash=sha256:7d92c3819208a60205a12a245c91ad70cb0a85336659b19b834205573ac8456e \
+    --hash=sha256:8155154c7c691289fe18f510b5d4657c68c67989f293f0535a91360392ff6538 \
+    --hash=sha256:81a1cca95ed5bb92aa8b10dd2cdc9a0d3853a50fad926c28b5d7e8ea54389627 \
+    --hash=sha256:89cd468399cfd2504718f0ba50e410dca55a170b61a02ad92bb18c8a65186e93 \
+    --hash=sha256:8ad03c0965fb3c692200e74d458ca28c1dbb4ce96f9a479a8aa041ad5fabca02 \
+    --hash=sha256:90f9849678c75fe7afa2d348ac842c168b0a4d3d61919687216dfc547976d853 \
+    --hash=sha256:948424b06129ce883307e8cff868c31396d8dc7630a59c61d70d98dbe70f222c \
+    --hash=sha256:9cd5ffd25db4e7ba6a375693b3fc0fc1791ec636c17db3720da19bde7180ec43 \
+    --hash=sha256:a0df0043bdb289bde1f62da130d20df23d58b45429f752bc7a8fc5325a225ecd \
+    --hash=sha256:a2c306dea656c12c68f51f4cea133cbe78ca7435eb28c735eac1d3ebe73be6e8 \
+    --hash=sha256:a7830bab239b79cda9c08c2da014761cafb48da6150e1da17ac06283f43b6089 \
+    --hash=sha256:a7c711e21628b52034bb5ab8d1bce291f752fcc5e92accc615778acee1ff4778 \
+    --hash=sha256:aaf159caa35993cb1f56fb9b8e4610d35758e7ca005412eb1daa856a78c9c4b1 \
+    --hash=sha256:ae506e6902902557576a26ff33eda8695e7ecb3cb36c3b573a0765dee114ebdb \
+    --hash=sha256:b507f5c4c1d508876d1819b6bf9a49d365b96320b5d4993426b33a23ca4b8261 \
+    --hash=sha256:bf162abab1c1a736333192707cef898e735a5ca00f38f27eeedf44b39d9e85eb \
+    --hash=sha256:c1a2af6c6ef86344a6b0db6b97834208bf598db514f2b155042439b62605601a \
+    --hash=sha256:c2d37ab77531417474168eb79d6d80b14f821a966818505d03013d0833edb7a8 \
+    --hash=sha256:c4fc99836233ea196540b17ab0983aff60ed07941751930f5f4d05bc3b3b7359 \
+    --hash=sha256:d581b735e177fdcdce6fed8e7e8880a3fb6ee4e3653a3ac6af01c6f4c03effc5 \
+    --hash=sha256:d6da64deb6b8ed903e7560180a92f2d804ee1ba5eeb849ac2748b8c1aba1f6d7 \
+    --hash=sha256:d8e8286dd7cea7895157318d1b91cdacac64c479f3cbc8dce548331728484751 \
+    --hash=sha256:ddea102b48f9e339f3948bf22040944184627a30fdf7f858667673b9c5f033c8 \
+    --hash=sha256:dfa20cc6ca228e6b155b11da03825975ce66aea520985dbbddf0f2a5a495c605 \
+    --hash=sha256:e3e5193ef5a3dc73bceee50f7fdc2c90dbb76c42df8d8fae3d1067a583df579e \
+    --hash=sha256:e3eeb0aabd6bd5ce64faae67e9935203a6991b4bc2a485a767fbafb2c5125f45 \
+    --hash=sha256:e5805d5a22fd19c8ccff10a9561f9df94436b0545619ea579db2d3c35294bce2 \
+    --hash=sha256:e85b752a1e912b70eaad4fafbd4d1238007ab221de2009b9a2f5ae7461239895 \
+    --hash=sha256:eaf7fa2de5c0be8ae6ff8e9bea2ccd725e980541244521d8d4b5f3354a27babe \
+    --hash=sha256:ebfb099f8dcf083deef3ac1ca4c1503f387cf76296fcb3816b66f5ecb5f54fdb \
+    --hash=sha256:ece3d2cfe132e7d51f44a832b303895e6f2d499c5e74dfbdb06ee246147a304a \
+    --hash=sha256:ed9749eef4cbd126da3dc1d6bcb3a57f5eb7ac6a6484146bdbf743f552dfc577 \
+    --hash=sha256:ede83e07a75dd06bc501566c1eca2afc0d61677c1472ac9ad93fdee6e638a48d \
+    --hash=sha256:ef4aea96ce4d3b074422cb4f2f64e216bf9e213004bb58ecfdf50ea02ea8eb9a \
+    --hash=sha256:f3a3570c4a2a16746ac2c31a7c7c7b0c186b95ce902e33db6f28094ed7387dda \
+    --hash=sha256:f407cb6b8e9d6d8c626bc73c945db1706035af8fd632295547bf1c9e46d092d6 \
+    --hash=sha256:f74a575920ab21fe304421a3fc28793d82e299cae9eccb37084e9fc7f3617c20
     # via
     #   feast (pyproject.toml)
     #   dask
     #   db-dtypes
+    #   faiss-cpu
     #   ibis-framework
+    #   milvus-lite
     #   pandas
     #   pandas-gbq
 oauthlib==3.3.1 \
     --hash=sha256:0f0f8aa759826a193cf66c12ea1af1637f87b9b4622d46e866952bb022e538c9 \
     --hash=sha256:88119c938d2b8fb88561af5f6ee0eec8cc8d552b7bb1f712743136eb7523b7a1
     # via requests-oauthlib
+opentelemetry-api==1.44.0 \
+    --hash=sha256:67647e5e9566edcf421166fdf022b3537f818635daa852b289e34604dc6fb33a \
+    --hash=sha256:94b98c893a91b88657eaac1e3ba89618cdb85be6918196705354f34728b2cdef
+    # via mcp
+orjson==3.11.9 \
+    --hash=sha256:011382e2a60fda9d46f1cdee31068cfc52ffe952b587d683ec0463002802a0f4 \
+    --hash=sha256:03db380e3780fa0015ed776a90f20e8e20bb11dde13b216ce19e5718e3dfba62 \
+    --hash=sha256:051b102c93b4f634e89f3866b07b9a9a98915ada541f4ec30f177067b2694979 \
+    --hash=sha256:08f4d8ebb44925c794e535b2bebc507cebf32209df81de22ae285fb0d8d66de0 \
+    --hash=sha256:0b34789fa0da61cf7bef0546b09c738fb195331e017e477096d129e9105ab03d \
+    --hash=sha256:0e4eed3b200023042814d2fc8a5d2e880f13b52e1ed2485e83da4f3962f7dc1a \
+    --hash=sha256:115ab5f5f4a0f203cc2a5f0fb09aee503a3f771aa08392949ab5ca230c4fbdbd \
+    --hash=sha256:135869ef917b8704ea0a94e01620e0c05021c15c52036e4663baffe75e72f8ce \
+    --hash=sha256:147302878da387104b66bb4a8b0227d1d487e976ce41a8501916161072ed87b1 \
+    --hash=sha256:14ed654580c1ed2bc217352ec82f91b047aef82951aa71c7f64e0dcb03c0e180 \
+    --hash=sha256:16969c9d369c98eb084889c6e4d2d39b77c7eb38ceccf8da2a9fff62ae908980 \
+    --hash=sha256:19b72ed11572a2ee51a67a903afbe5af504f84ed6f529c0fe44b0ab3fb5cc697 \
+    --hash=sha256:231742b4a11dad8d5380a435962c57e91b7c37b79be858f4ef1c0df1a259897e \
+    --hash=sha256:25e4aed0312d292c09f61af25bba34e0b2c88546041472b09088c39a4d828af1 \
+    --hash=sha256:26a473dbb4162108b27901492546f83c76fdcea3d0eadff00ae7a07e18dcce09 \
+    --hash=sha256:277fefe9d76ee17eb14debf399e3533d4d63b5f677a4d3719eb763536af1f4bd \
+    --hash=sha256:2d057a602cdd19a0ad680417527c45b6961a095081c0f46fe0e03e304aac6470 \
+    --hash=sha256:32ef5f4283a3be81913947d19608eacb7c6608026851123790cd9cc8982af34b \
+    --hash=sha256:33d7d766701847dc6729846362dc27895d2f2d2251264f9d10e7cb9878194877 \
+    --hash=sha256:34fd2317602587321faab75ab76c623a0117e80841a6413654f04e47f339a8fb \
+    --hash=sha256:3513550321f8c8c811a7c3297b8a630e82dc08e4c10216d07703c997776236cd \
+    --hash=sha256:380cdce7ba24989af81d0a7013d0aaec5d0e2a21734c0e2681b1bc4f141957fe \
+    --hash=sha256:3a81d52442a7c99b3662333235b3adf96a1715864658b35bb797212be7bddb97 \
+    --hash=sha256:3ebca4179031ee716ed076ffadc29428e900512f6fccee8614c9983157fcf19c \
+    --hash=sha256:48ee05097750de0ff69ed5b7bbcf0732182fd57a24043dcc2a1da780a5ead3a5 \
+    --hash=sha256:4bab1b2d6141fe7b32ae71dac905666ece4f94936efbfb13d55bb7739a3a6021 \
+    --hash=sha256:4d4e98d6f3b8afed8bc8cd9718ec0cdf46661826beefb53fe8eafb37f2bf0362 \
+    --hash=sha256:4d7fde5501b944f83b3e665e1b31343ff6e154b15560a16b7130ea1e594a4206 \
+    --hash=sha256:4da3c38a2083ca4aaf9c2a36776cce3e9328e6647b10d118948f3cfb4913ffe4 \
+    --hash=sha256:4e39364e726a8fff737309aff059ff67d8a8c8d5b677be7bb49a8b3e84b7e218 \
+    --hash=sha256:4fd66214623f1b17501df9f0543bef0b833979ab5b6ded1e1d123222866aa8c9 \
+    --hash=sha256:4fef17e1f8722c11587a6ef18e35902450221da0028e65dbaaa543619e68e48f \
+    --hash=sha256:53b50b0e14084b8f7e29c5ce84c5af0f1160169b30d8a6914231d97d2fe297d4 \
+    --hash=sha256:57ea77fb70a448ce87d18fca050193202a3da5e54598f6501ca5476fb66cfe02 \
+    --hash=sha256:59e403b1cc5a676da8eaf31f6254801b7341b3e29efa85f92b48d272637e77be \
+    --hash=sha256:5b192c6cf397e4455b11523c5cf2b18ed084c1bbd61b6c0926344d2129481972 \
+    --hash=sha256:5f63aaf97afd9f6dec5b1a68e1b8da12bfccb4cb9a9a65c3e0b6c847849e7586 \
+    --hash=sha256:63e0efbc991250c0b3143488fa57d95affcabbfc63c99c48d625dd37779aafe2 \
+    --hash=sha256:6cc7923789694fd58f001cbcac7e47abc13af4d560ebbfcf3b41a8b1a0748124 \
+    --hash=sha256:71e63adb0e1f1ed5d9e168f50a91ceb93ae6420731d222dc7da5c69409aa47aa \
+    --hash=sha256:71f3db16e69b667b132e0f305a833d5497da302d801508cbb051ed9a9819da47 \
+    --hash=sha256:844417969855fc7a41be124aafe83dc424592a7f77cd4501900c67307122b92c \
+    --hash=sha256:8697ab6a080a5c46edaad50e2bc5bd8c7ca5c66442d24104fa44ec74910a8244 \
+    --hash=sha256:87e4d4ab280b0c87424d47695bec2182caf8cfc17879ea78dab76680194abc13 \
+    --hash=sha256:8aff7da9952a5ad1cef8e68017724d96c7b9a66e99e91d6252e1b133d67a7b10 \
+    --hash=sha256:8ecc30f10465fa1e0ce13fd01d9e22c316e5053a719a8d915d4545a09a5ff677 \
+    --hash=sha256:97d0d932803c1b164fde11cb542a9efcb1e0f63b184537cca65887147906ff48 \
+    --hash=sha256:97db4c94a7db398a5bd636273324f0b3fd58b350bbbac8bb380ceb825a9b40f4 \
+    --hash=sha256:9af678d6488357948f1f84c6cd1c1d397c014e1ae2f98ae082a44eb48f602624 \
+    --hash=sha256:9ef6fe90aadef185c7b128859f40beb24720b4ecea95379fc9000931179c3a49 \
+    --hash=sha256:9f78cf8fec5bd627f4082b8dfeac7871b43d7f3274904492a43dab39f18a19a0 \
+    --hash=sha256:a028425d1b440c5d92a6be1e1a020739dfe67ea87d96c6dbe828c1b30041728b \
+    --hash=sha256:a6082706765a95a6680d812e1daf1c0cfe8adec7831b3ff3b625693f3b461b1c \
+    --hash=sha256:a8f5f8bc7ce7d59f08d9f99fa510c06496164a24cb5f3d34537dbd9ca30132e2 \
+    --hash=sha256:aaea64f3f467d22e70eeed68bdccb3bc4f83f650446c4a03c59f2cba28a108db \
+    --hash=sha256:ace6c58523302d3b97b6ac5c38a5298a54b473762b6be82726b4265c41029f92 \
+    --hash=sha256:b3afcf569c15577a9fe64627292daa3e6b3a70f4fb77a5df246a87ec21681b94 \
+    --hash=sha256:b6ef1979adc4bc243523f1a2ba91418030a8e29b0a99cbe7e0e2d6807d4dce6e \
+    --hash=sha256:be4fa4f0af7fa18951f7ab3fc2148e223af211bf03f59e1c6034ec3f97f21d61 \
+    --hash=sha256:c2d3dc759490128c5c1711a53eeaa8ee1d437fd0038ffd2b6008abf46db3f882 \
+    --hash=sha256:c5d001196b89fa9cf0a4ab79766cd835b991a166e4b621ba95089edc50c429ff \
+    --hash=sha256:cce9127885941bd28f080cecf1f1d288336b7e0d812c345b08be88b572796254 \
+    --hash=sha256:cde1a448023ba7d5bb4c01c5afb48894380b5e4956e0627266526587ef4e535f \
+    --hash=sha256:d4087e5c0209a0a8efe4de3303c234b9c44d1174161dcd851e8eea07c7560b32 \
+    --hash=sha256:d8ea516b3726d190e1b4297e6f4e7a8650347ae053868a18163b4dd3641d1fff \
+    --hash=sha256:e30ab17845bb9fa54ccf67fa4f9f5282652d54faa6d17452f47d0f369d038673 \
+    --hash=sha256:e5c9b8f28e726e97d97696c826bc7bea5d71cecd63576dba92924a32c1961291 \
+    --hash=sha256:ea407d4ccf5891d667d045fecae97a7a1e5e87b3b97f97ae1803c2e741130be0 \
+    --hash=sha256:ea5c46eb2d3af39e806b986f4b09d5c2706a1f5afde3cbf7544ce6616127173c \
+    --hash=sha256:eebdbdeef0094e4f5aefa20dcd4eb2368ab5e7a3b4edea27f1e7b2892e009cf9 \
+    --hash=sha256:f01c4818b3fc9b0da8e096722a84318071eaa118df35f6ed2344da0e73a5444f \
+    --hash=sha256:f36b7f32c7c0db4a719f1fc5824db4a9c6f8bd1a354debb91faf26ebf3a4c71e \
+    --hash=sha256:f5d89a2ed90731df3be64bab0aa44f78bff39fdc9d71c291f4a8023aa46425b7 \
+    --hash=sha256:ffe02797b5e9f3a9d8292ddcd289b474ad13e81ad83cd1891a240811f1d2cb81
+    # via pymilvus
 packaging==26.2 \
     --hash=sha256:5fc45236b9446107ff2415ce77c807cee2862cb6fac22b8a73826d0693b0980e \
     --hash=sha256:ff452ff5a3e828ce110190feff1178bb1f2ea2281fa2075aadb987c2fb221661
     # via
     #   dask
     #   db-dtypes
+    #   faiss-cpu
     #   google-cloud-bigquery
     #   gunicorn
     #   hatchling
@@ -2004,163 +2146,160 @@ pathspec==1.1.1 \
     #   hatchling
     #   mypy
     #   scikit-build-core
-platformdirs==4.9.6 \
-    --hash=sha256:3bfa75b0ad0db84096ae777218481852c0ebc6c727b3168c1b9e0118e458cf0a \
-    --hash=sha256:e61adb1d5e5cb3441b4b7710bea7e4c12250ca49439228cc1021c00dcfac0917
+platformdirs==4.11.0 \
+    --hash=sha256:0555d18370482847566ffabcaa53ad7c6c1c29f195989ae1ed634a05f76ea1e0 \
+    --hash=sha256:360ccded2b7fce0af0ff80cc8f5942a1c5d99b0e856033acb030bfc634709e74
     # via snowflake-connector-python
 pluggy==1.6.0 \
     --hash=sha256:7dcc130b76258d33b90f61b658791dede3486c3e6bfb003ee5c9bfb396dd22f3 \
     --hash=sha256:e920276dd6813095e9377c0bc5566d94c932c33b27a3e3945d8389c374dd4746
     # via hatchling
-prometheus-client==0.25.0 \
-    --hash=sha256:5e373b75c31afb3c86f1a52fa1ad470c9aace18082d39ec0d2f918d11cc9ba28 \
-    --hash=sha256:d5aec89e349a6ec230805d0df882f3807f74fd6c1a2fa86864e3c2279059fed1
+prometheus-client==0.24.1 \
+    --hash=sha256:150db128af71a5c2482b36e588fc8a6b95e498750da4b17065947c16070f4055 \
+    --hash=sha256:7e0ced7fbbd40f7b84962d5d2ab6f17ef88a72504dcf7c0b40737b43b2a461f9
     # via feast (pyproject.toml)
-propcache==0.4.1 \
-    --hash=sha256:0002004213ee1f36cfb3f9a42b5066100c44276b9b72b4e1504cddd3d692e86e \
-    --hash=sha256:0013cb6f8dde4b2a2f66903b8ba740bdfe378c943c4377a200551ceb27f379e4 \
-    --hash=sha256:005f08e6a0529984491e37d8dbc3dd86f84bd78a8ceb5fa9a021f4c48d4984be \
-    --hash=sha256:031dce78b9dc099f4c29785d9cf5577a3faf9ebf74ecbd3c856a7b92768c3df3 \
-    --hash=sha256:05674a162469f31358c30bcaa8883cb7829fa3110bf9c0991fe27d7896c42d85 \
-    --hash=sha256:060b16ae65bc098da7f6d25bf359f1f31f688384858204fe5d652979e0015e5b \
-    --hash=sha256:120c964da3fdc75e3731aa392527136d4ad35868cc556fd09bb6d09172d9a367 \
-    --hash=sha256:15932ab57837c3368b024473a525e25d316d8353016e7cc0e5ba9eb343fbb1cf \
-    --hash=sha256:17612831fda0138059cc5546f4d12a2aacfb9e47068c06af35c400ba58ba7393 \
-    --hash=sha256:182b51b421f0501952d938dc0b0eb45246a5b5153c50d42b495ad5fb7517c888 \
-    --hash=sha256:1cdb7988c4e5ac7f6d175a28a9aa0c94cb6f2ebe52756a3c0cda98d2809a9e37 \
-    --hash=sha256:1eb2994229cc8ce7fe9b3db88f5465f5fd8651672840b2e426b88cdb1a30aac8 \
-    --hash=sha256:1f0978529a418ebd1f49dad413a2b68af33f85d5c5ca5c6ca2a3bed375a7ac60 \
-    --hash=sha256:204483131fb222bdaaeeea9f9e6c6ed0cac32731f75dfc1d4a567fc1926477c1 \
-    --hash=sha256:296f4c8ed03ca7476813fe666c9ea97869a8d7aec972618671b33a38a5182ef4 \
-    --hash=sha256:2ad890caa1d928c7c2965b48f3a3815c853180831d0e5503d35cf00c472f4717 \
-    --hash=sha256:2b16ec437a8c8a965ecf95739448dd938b5c7f56e67ea009f4300d8df05f32b7 \
-    --hash=sha256:2bb07ffd7eaad486576430c89f9b215f9e4be68c4866a96e97db9e97fead85dc \
-    --hash=sha256:333ddb9031d2704a301ee3e506dc46b1fe5f294ec198ed6435ad5b6a085facfe \
-    --hash=sha256:357f5bb5c377a82e105e44bd3d52ba22b616f7b9773714bff93573988ef0a5fb \
-    --hash=sha256:35c3277624a080cc6ec6f847cbbbb5b49affa3598c4535a0a4682a697aaa5c75 \
-    --hash=sha256:364426a62660f3f699949ac8c621aad6977be7126c5807ce48c0aeb8e7333ea6 \
-    --hash=sha256:381914df18634f5494334d201e98245c0596067504b9372d8cf93f4bb23e025e \
-    --hash=sha256:3d233076ccf9e450c8b3bc6720af226b898ef5d051a2d145f7d765e6e9f9bcff \
-    --hash=sha256:3d902a36df4e5989763425a8ab9e98cd8ad5c52c823b34ee7ef307fd50582566 \
-    --hash=sha256:3f7124c9d820ba5548d431afb4632301acf965db49e666aa21c305cbe8c6de12 \
-    --hash=sha256:405aac25c6394ef275dee4c709be43745d36674b223ba4eb7144bf4d691b7367 \
-    --hash=sha256:41a89040cb10bd345b3c1a873b2bf36413d48da1def52f268a055f7398514874 \
-    --hash=sha256:43eedf29202c08550aac1d14e0ee619b0430aaef78f85864c1a892294fbc28cf \
-    --hash=sha256:473c61b39e1460d386479b9b2f337da492042447c9b685f28be4f74d3529e566 \
-    --hash=sha256:49a2dc67c154db2c1463013594c458881a069fcf98940e61a0569016a583020a \
-    --hash=sha256:4b536b39c5199b96fc6245eb5fb796c497381d3942f169e44e8e392b29c9ebcc \
-    --hash=sha256:4c3c70630930447f9ef1caac7728c8ad1c56bc5015338b20fed0d08ea2480b3a \
-    --hash=sha256:4d3df5fa7e36b3225954fba85589da77a0fe6a53e3976de39caf04a0db4c36f1 \
-    --hash=sha256:4d7af63f9f93fe593afbf104c21b3b15868efb2c21d07d8732c0c4287e66b6a6 \
-    --hash=sha256:501d20b891688eb8e7aa903021f0b72d5a55db40ffaab27edefd1027caaafa61 \
-    --hash=sha256:521a463429ef54143092c11a77e04056dd00636f72e8c45b70aaa3140d639726 \
-    --hash=sha256:5558992a00dfd54ccbc64a32726a3357ec93825a418a401f5cc67df0ac5d9e49 \
-    --hash=sha256:55c72fd6ea2da4c318e74ffdf93c4fe4e926051133657459131a95c846d16d44 \
-    --hash=sha256:564d9f0d4d9509e1a870c920a89b2fec951b44bf5ba7d537a9e7c1ccec2c18af \
-    --hash=sha256:580e97762b950f993ae618e167e7be9256b8353c2dcd8b99ec100eb50f5286aa \
-    --hash=sha256:5a103c3eb905fcea0ab98be99c3a9a5ab2de60228aa5aceedc614c0281cf6153 \
-    --hash=sha256:5c3310452e0d31390da9035c348633b43d7e7feb2e37be252be6da45abd1abcc \
-    --hash=sha256:5d4e2366a9c7b837555cf02fb9be2e3167d333aff716332ef1b7c3a142ec40c5 \
-    --hash=sha256:5fd37c406dd6dc85aa743e214cef35dc54bbdd1419baac4f6ae5e5b1a2976938 \
-    --hash=sha256:60a8fda9644b7dfd5dece8c61d8a85e271cb958075bfc4e01083c148b61a7caf \
-    --hash=sha256:66c1f011f45a3b33d7bcb22daed4b29c0c9e2224758b6be00686731e1b46f925 \
-    --hash=sha256:671538c2262dadb5ba6395e26c1731e1d52534bfe9ae56d0b5573ce539266aa8 \
-    --hash=sha256:678ae89ebc632c5c204c794f8dab2837c5f159aeb59e6ed0539500400577298c \
-    --hash=sha256:67fad6162281e80e882fb3ec355398cf72864a54069d060321f6cd0ade95fe85 \
-    --hash=sha256:6918ecbd897443087a3b7cd978d56546a812517dcaaca51b49526720571fa93e \
-    --hash=sha256:6f6ff873ed40292cd4969ef5310179afd5db59fdf055897e282485043fc80ad0 \
-    --hash=sha256:6f8b465489f927b0df505cbe26ffbeed4d6d8a2bbc61ce90eb074ff129ef0ab1 \
-    --hash=sha256:71b749281b816793678ae7f3d0d84bd36e694953822eaad408d682efc5ca18e0 \
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+    --hash=sha256:cfa21e036ce1e1db2be04ba3b85d2df1bb1702fa01932d984c5464c665228ff4 \
+    --hash=sha256:d0326e2e5e1f3163fa306c834e48e8d490e5fae607a097a40c0648109b47ba80 \
+    --hash=sha256:d310c013aad2c72f1c3f2f8dd3279d460a858c551f97aeb8c63e4693cca7b4d2 \
+    --hash=sha256:d447bb0b3054be5818458fbb171208b1d9ff11eba14e18ca18b90cbb45767370 \
+    --hash=sha256:d4dc37dec6c6cdad0b57881a5658fd14fbf53e333b1a86cf86559f190e1d9ec4 \
+    --hash=sha256:d5a81be28596d6559f6131ef33e10200de6e17643b3c74ce03f9eb103be6ae8b \
+    --hash=sha256:d9ee8826a7d47863a08ac44e1a5f611a462eefc3a194b492da242128bec75b42 \
+    --hash=sha256:db2b80ea58eab4f86b2beec3cc8b39e8ff9276ac20e96b7cce43c8ae84cd6b5a \
+    --hash=sha256:decfca4c79dd53ebab484b00cc4b6717d8c369f86e74aa4ca395a64ac651495e \
+    --hash=sha256:dfed59d0a5aeb01e242e66ff0300bc4a265a7c05f612d30016f0b60b1017d757 \
+    --hash=sha256:e00820e192c8dbebcafb383ebbf99030895f09905e7a0eb2e0340a0bcc2bc825 \
+    --hash=sha256:e4294d04a94dcab1b3bccd8b66d962dcad411a1d19414b2a41d1445f1de32ad0 \
+    --hash=sha256:e59bc9e66329185b93dab73f210f1a37f81cb40f321501db8017c9aea15dba27 \
+    --hash=sha256:e5cbfac9f61484f7e9f3597775500cd3ebe8274e9b050c38f9525c77c97520bf \
+    --hash=sha256:f064f8d2b59177878b7615df1735cd8fe3462ed6be8c7b217d17a276489c2b7f \
+    --hash=sha256:f156a3529f38063b6dbaf356e15602a7f95f8055b1295a438433a6386f10463d \
+    --hash=sha256:f19bb891234d72535764d703bfed1153cc34f4214d5bd7150aee1eec9e8f4366 \
+    --hash=sha256:f7467da8a9822bf1a55336f877340c5bcbd3c482afc43a99771169f74a26dedc \
+    --hash=sha256:f78abfa8dfc32376fd1aacf597b2f2fbbe0ea751419aee718af5d4f82537ef8c \
+    --hash=sha256:f7eabc04151c78a9f4d5bbb5f1faf571e4defeb4b585e0fe95b60ff2dbe4d3d7 \
+    --hash=sha256:f814362777a9f841adddb200ecdf8f5cb1e5a3c4b7a86378edbd6ccb26edd702 \
+    --hash=sha256:fc299c129490f55f254cd90be0deca4764e36e9a7c08b4aa588479a3bbed3098 \
+    --hash=sha256:fc76378c62a0f04d0cd82fbb1a2cd2d7e28fcb40d5873f28a6c44e388aaa2751 \
+    --hash=sha256:fc88b26f08d634f7bc819a7852e5214f5802641ab8d9fd5326892292eee1993e \
+    --hash=sha256:fe67a3d11cd9b4efabfa45c3d00ffba2b26811442a73a581a94b67c2b5faccf6
     # via
     #   aiohttp
     #   yarl
-proto-plus==1.27.2 \
-    --hash=sha256:6432f75893d3b9e70b9c412f1d2f03f65b11fb164b793d14ae2ca01821d22718 \
-    --hash=sha256:b2adde53adadf75737c44d3dcb0104fde65250dfc83ad59168b4aa3e574b6a24
+proto-plus==1.28.2 \
+    --hash=sha256:26d843eb99c1e32fdf1d20ff0faae56607f7748fe774acf9ecd5cfe6c6472501 \
+    --hash=sha256:b874236fcac2358f601e4330bcb76cb8b89c851303ccf4078408b3d4774d1c52
     # via
     #   google-api-core
     #   google-cloud-bigquery-storage
     #   google-cloud-bigtable
     #   google-cloud-datastore
-protobuf==6.33.6 \
-    --hash=sha256:0cd27b587afca21b7cfa59a74dcbd48a50f0a6400cfb59391340ad729d91d326 \
-    --hash=sha256:77179e006c476e69bf8e8ce866640091ec42e1beb80b213c3900006ecfba6901 \
-    --hash=sha256:7d29d9b65f8afef196f8334e80d6bc1d5d4adedb449971fefd3723824e6e77d3 \
-    --hash=sha256:9720e6961b251bde64edfdab7d500725a2af5280f3f4c87e57c0208376aa8c3a \
-    --hash=sha256:a6768d25248312c297558af96a9f9c929e8c4cee0659cb07e780731095f38135 \
-    --hash=sha256:bd56799fb262994b2c2faa1799693c95cc2e22c62f56fb43af311cae45d26f0e \
-    --hash=sha256:c96c37eec15086b79762ed265d59ab204dabc53056e3443e702d2681f4b39ce3 \
-    --hash=sha256:e2afbae9b8e1825e3529f88d514754e094278bb95eadc0e199751cdd9a2e82a2 \
-    --hash=sha256:e9db7e292e0ab79dd108d7f1a94fe31601ce1ee3f7b79e0692043423020b0593 \
-    --hash=sha256:f443a394af5ed23672bc6c486be138628fbe5c651ccbc536873d7da23d1868cf
+protobuf==7.35.1 \
+    --hash=sha256:11d6b0ec246892d85215b0a13ca6e0233cf5284b68f0ac02646427f4ff88a799 \
+    --hash=sha256:230a75ddfc2de4806e56696ce9640c1cdfdb6543b7cfce98d42a4c0a0e7bdb87 \
+    --hash=sha256:24f857477359a85c0c235261b8ba905fd51b2562f4a64ca1df5473f29850cbf6 \
+    --hash=sha256:353652e4efd0bca5b5fc2656abf8307ef351f0cf938c9eba09f0e09c20a25c30 \
+    --hash=sha256:4bc97768d8fe4ad6743c8a19403e314511ed9f6d13205b687e52421c023ac1b9 \
+    --hash=sha256:74758715c53d7158fb76caf4f0cfdacc5329a4b1bb994f865d6cf302d413a1c4 \
+    --hash=sha256:b73f9489a4b8b1c9cb1f8ed951c736392592edb24b9d6819f36d2e10b171d5b4 \
+    --hash=sha256:ce115a26fe0c39a2c29973d914d327e516a6455464489fe3cd1e51a1b354f81a
     # via
     #   feast (pyproject.toml)
     #   google-api-core
@@ -2199,83 +2338,77 @@ psutil==7.2.2 \
     # via
     #   feast (pyproject.toml)
     #   pandas-gbq
-psycopg[c, pool]==3.2.5 \
-    --hash=sha256:b782130983e5b3de30b4c529623d3687033b4dafa05bb661fc6bf45837ca5879 \
-    --hash=sha256:f5f750611c67cb200e85b408882f29265c66d1de7f813add4f8125978bfd70e8
+psycopg[c, pool]==3.3.4 \
+    --hash=sha256:b6bbc25ccf05c8fad3b061d9db2ef0909a555171b84b07f29458a447253d679a \
+    --hash=sha256:e21207764952cff81b6b8bdacad9a3939f2793367fdac2987b3aac36a651b5bc
     # via feast (pyproject.toml)
-psycopg-c==3.2.5 \
-    --hash=sha256:57ad4cfd28de278c424aaceb1f2ad5c7910466e315dfe84e403f3c7a0a2ce81b
+psycopg-c==3.3.4 \
+    --hash=sha256:ed8106128b2d04359c185fc9641b4409abfce4d0b6fb1d1ff6800646e27f1a22
     # via psycopg
-psycopg-pool==3.3.0 \
-    --hash=sha256:2e44329155c410b5e8666372db44276a8b1ebd8c90f1c3026ebba40d4bc81063 \
-    --hash=sha256:fa115eb2860bd88fce1717d75611f41490dec6135efb619611142b24da3f6db5
+psycopg-pool==3.3.1 \
+    --hash=sha256:2af5b432941c4c9ad5c87b3fa410aec910ec8f7c122855897983a06c45f2e4b5 \
+    --hash=sha256:b10b10b7a175d5cc1592147dc5b7eec8a9e0834eb3ed2c4a92c858e2f51eb63c
     # via psycopg
-pyarrow==24.0.0 \
-    --hash=sha256:02b001b3ed4723caa44f6cd1af2d5c86aa2cf9971dacc2ffa55b21237713dfba \
-    --hash=sha256:04920d6a71aabd08a0417709efce97d45ea8e6fb733d9ca9ecffb13c67839f68 \
-    --hash=sha256:0b3537c00fb8d384f15ac1e79b6eb6db04a16514c8c1d22e59a9b95c8ba42868 \
-    --hash=sha256:1183baeb14c5f587b1ec52831e665718ce632caab84b7cd6b85fd44f96114495 \
-    --hash=sha256:14e31a3c9e35f1ab6356c6378f6f72830e6d2d5f1791df3774a7b097d18a6a1e \
-    --hash=sha256:1617043b99bd33e5318ae18eb2919af09c71322ef1ca46566cdafc6e6712fb66 \
-    --hash=sha256:1a4e45017efbf115032e4475ee876d525e0e36c742214fbe405332480ecd6275 \
-    --hash=sha256:1b2fe7f9a5566401a0ef2571f197eb92358925c1f0c8dba305d6e43ea0871bb3 \
-    --hash=sha256:1cc9057f0319e26333b357e17f3c2c022f1a83739b48a88b25bfd5fa2dc18838 \
-    --hash=sha256:2392d954fcb920f42d230284b677605e4e2fbb11f2821e823e642abd67fbb491 \
-    --hash=sha256:25ea65d868eb04015cd18e6df2fbe98f07e5bda2abefabcb88fce39a947716f6 \
-    --hash=sha256:295f0a7f2e242dabd513737cf076007dc5b2d59237e3eca37b05c0c6446f3826 \
-    --hash=sha256:2f16197705a230a78270cdd4ea8a1d57e86b2fdcbc34a1f6aebc72e65c986f9a \
-    --hash=sha256:35405aecb474e683fb36af650618fd5340ee5471fc65a21b36076a18bbc6c981 \
-    --hash=sha256:38be1808cdd068605b787e6ca9119b27eb275a0234e50212c3492331680c3b1e \
-    --hash=sha256:3a577bd840ca83f646f0a625dbc571dba7044c43c2d1503afc378b570954345c \
-    --hash=sha256:3b13dedfe76a0ad2d1d859b0811b53827a4e9d93a0bcb05cf59333ab4980cc7e \
-    --hash=sha256:418e48ce50a45a6a6c73c454677203a9c75c966cb1e92ca3370959185f197a05 \
-    --hash=sha256:55a3bc1e3df3b5567b7d27ef551b2283f0c68a5e86f1cd56abc569da4f31335b \
-    --hash=sha256:6165461f55ef6314f026de6638d661188e3455d3ec49834556a0ebbdbace18bb \
-    --hash=sha256:61a3d7eaa97a14768b542f3d284dc6400dd2470d9f080708b13cd46b6ae18136 \
-    --hash=sha256:6233c9ed9ab9d1db47de57d9753256d9dcffbf42db341576099f0fd9f6bf4810 \
-    --hash=sha256:641f795b361874ac9da5294f8f443dfdbee355cf2bd9e3b8d97aaac2306b9b37 \
-    --hash=sha256:644a246325b8c69c595ad1dd4b463eba4b0cdb731370e4a86137d433208d6147 \
-    --hash=sha256:6f066b179d68c413374294bc1735f68475457c933258df594443bb9d88ddc2a0 \
-    --hash=sha256:7986f1fa71cee060ad00758bcc79d3a93bab8559bf978fab9e53472a2e25a17b \
-    --hash=sha256:7c2b98645d576a0b9616892ead22b64a83a5f043c5e2ca15ebcefcb5b70c80cb \
-    --hash=sha256:806f24b4085453c197a5078218d1ee08783ebbba271badd153d1ae22a3ee804f \
-    --hash=sha256:85fe721a14dd823aca09127acbb06c3ca723efbd436c004f16bca601b04dcc83 \
-    --hash=sha256:8adc8e6ce5fccf5dc707046ae4914fd537def529709cc0d285d37a7f9cd442ca \
-    --hash=sha256:9700ebd9a51f5895ce75ff4ac4b3c47a7d4b42bc618be8e713e5d56bacf5f931 \
-    --hash=sha256:9b18371ad2f44044b81a8d23bc2d8a9b6a6226dca775e8e16cfee640473d6c5d \
-    --hash=sha256:a964266397740257f16f7bb2e4f08a0c81454004beab8ff59dd531b73610e9f2 \
-    --hash=sha256:adbbedc55506cbdabb830890444fb856bfb0060c46c6f8026c6c2f2cf86ae795 \
-    --hash=sha256:ae8a1145af31d903fa9bb166824d7abe9b4681a000b0159c9fb99c11bc11ad26 \
-    --hash=sha256:b0e131f880cda8d04e076cee175a46fc0e8bc8b65c99c6c09dff6669335fde74 \
-    --hash=sha256:b196eb3f931862af3fa84c2a253514d859c08e0d8fe020e07be12e75a5a9780c \
-    --hash=sha256:b7d9a514e73bc42711e6a35aaccf3587c520024fe0a25d830a1a8a27c15f4f57 \
-    --hash=sha256:bec9373df11544592b0ba7ec2af0e35059e5f0e7647c6183a854dedd193298f1 \
-    --hash=sha256:c42ab9439498270139cc63e18847a02afe5c8b3ed9c931266533cfe378bd3591 \
-    --hash=sha256:c91d00057f23b8d353039520dc3a6c09d8608164c692e9f59a175a42b2ae0c19 \
-    --hash=sha256:d3e0b61e8efb24ed38898e5cdc5fffa9124be480008d401a1f8071500494ae42 \
-    --hash=sha256:d7027eba1df3b2069e2e8d80f644fa0918b68c46432af3d088ddd390d063ecde \
-    --hash=sha256:d8ddd2768da81d3ee08cfea9b597f4abb4e8e1dc8ae7e204b608d23a0d3ab699 \
-    --hash=sha256:e3268e43984d0b1a185c89b4cfff282a7ead12fc93f56cfd7088bdbcbe727041 \
-    --hash=sha256:e4505fc6583f7b05ab854934896bcac8253b04ac1171a77dfb73efef92076d91 \
-    --hash=sha256:e56a1ffe9bf7b727432b89104cc0849c21582949dd7bdcb34f17b2001a351a76 \
-    --hash=sha256:e6f1278ee4785b6db21229374a1c9e54ec7c549de5d1efc9630b6207de7e170b \
-    --hash=sha256:f7616236ec1bc2b15bfdec22a71ab38851c86f8f05ff64f379e1278cf20c634a \
-    --hash=sha256:fb24ac194bfc5e86839d7dcd52092ee31e5fe6733fe11f5e3b06ef0812b20072
+pyarrow==25.0.0 \
+    --hash=sha256:0222f0071d13313962a88d21bf28b80d355ac39d81bfa6ff3fe00eeaf748e4be \
+    --hash=sha256:0490a7f8b38ffe11cc26526b50c65d111cb54ddac3717cec781806793f1244dc \
+    --hash=sha256:0721332c30fdd453fdd1fc203b2ac1f4c9db5aea28fa38d41f2574c4b068b9ec \
+    --hash=sha256:13240f0d3dc5932ccd0bfa90cd76d835680b9d94a7661c635df4b703d40ce849 \
+    --hash=sha256:149730a3d1f0fb59d663a0b8aa210adfd9c17c27cd94a0d143e60daea8320d4e \
+    --hash=sha256:161649d60a7a46c613a19fd795763ea8a88c36ba997dd99d9bc66e6794ee36e8 \
+    --hash=sha256:18dcc8cc50b5e72eae6fcbfc6c8776c21a007176b27a3cdec5c2f5bcf126708d \
+    --hash=sha256:20887a762dd61dcc530f93a140840ab1f6aa7836b33270e42d627ab3cf11e537 \
+    --hash=sha256:244f98a595f70fa4fd35faa7508c4ae67e14a173397a4b3b49d2b3c360fb0062 \
+    --hash=sha256:26be35b80780d2d21f4bae3d568b1666337c3a89722cc1794c956a77017cb24e \
+    --hash=sha256:2e093efbecb5317372f819228fa4b4e6157eee48d3f0a7b0303705ebf81a7104 \
+    --hash=sha256:2e3b6544e26e393fe2cd530f523e36c1c8d3c345bbbb60cca3fd866be8322517 \
+    --hash=sha256:38a2c887cb3883e241b70201688db34133b6dfadd04f03c8f9213df53770c18e \
+    --hash=sha256:3f356afe61186395c861d5cd63dc21ff7d5fa335012a4668d979257df7fea0f5 \
+    --hash=sha256:447df764beb07c544f0178a5f6b70ef44b9ecf382b3cdfad4c2d7867353c3887 \
+    --hash=sha256:4ec1895a87aa834c3b99b7a1e758747eb8bb57f922b32c0e0fa04afb8d6998b1 \
+    --hash=sha256:58d1ab556b0cea1c93fdb799b24ad58adb2f2a2788dbce782a94f64ae1a5cc9b \
+    --hash=sha256:59516c822d5fd8e544aaa0dfe72f36fed5d4c24ea8390aab1bcd31d7e959c6be \
+    --hash=sha256:5d1dbf24e151042f2fa3c129563f65d66674128868496fb008c4272b16bdf778 \
+    --hash=sha256:5f4bacb60f91dd2fca6c52f1b9a0012cd090e0294f1f781dc1881a247a352f8e \
+    --hash=sha256:5fb2d837960f1df7f679ff9f1a55065e306347d379e0768cebf14781254d6194 \
+    --hash=sha256:6f4812bfbf11ca7d8faf59eb8fff8bf4dd25ce3a38b62baa010cc17a0926d1b2 \
+    --hash=sha256:6f9dbd83e91c239a1f5ee7ce13f108b5f6c0efbe40a4375260d8f08b43ad05e9 \
+    --hash=sha256:72132b9a8a0a1840197794d4dea26080069b6b0981c116bc078762dc9691b21b \
+    --hash=sha256:77c8d1ae46a44b4006e8db1cc977bbcc6ce4873c92f74137d68e45503b97fb18 \
+    --hash=sha256:7d6da02ffc7a3a9bda3b7ded4cc2a27ff73969ab37153f3afd46bbbc1ba4f0f7 \
+    --hash=sha256:8831a3ba52fa7cdb78d368d968b1dcd06171e6dff5461e16d90de91d371e47bc \
+    --hash=sha256:ac5dfeee59f9ceb4d45ba76e83b026c38c24334135bb329d8274baa49cec3c62 \
+    --hash=sha256:add690feafa0953c443cdba9e9e87f5eaa198f1ea2e43a3b146ea83f202262d0 \
+    --hash=sha256:b58726f118c079f9d4ed7e904975d4f15fd69d0741ba511a4e2dcaa4ef16354f \
+    --hash=sha256:b724d127783b4c19f088fcdfc844cbc318809246a30307bcabd5ed02045e890e \
+    --hash=sha256:b72d943ff4e10fec8d48aedb23322d8f6ea8bc2d698b81db37e73730f69e4862 \
+    --hash=sha256:b8af8ceedf0c9c160fd2b63440f2d205b9404db85866c1217bfea601de7cfb50 \
+    --hash=sha256:c70a5fd9a82bd1a702fd482bdc62d38dcb672fb2b449b1d7c0d7d1f4be7b7bfe \
+    --hash=sha256:ce0ca222802087b9a8cb031a6468442cb6b67c290a45a601cac64753d34954d3 \
+    --hash=sha256:d293e9959b29a24c82d936d04ab2b7fd8b8d334030de2e56a99aba94f008ad7a \
+    --hash=sha256:d2d697008b5ec06d75952ef260c2e9a8a0f6ccfce24266c04c9c8ade927cb3b4 \
+    --hash=sha256:dbf9fa5d4bde73b1cc16377dcaaa010f971e6fa7f5083f5d44f34b50bc1d74af \
+    --hash=sha256:e009ef945e498dca2f050ea10d2e9764cb44017254826fc4574fdb8d2530173b \
+    --hash=sha256:e83916bbcf380866b4e14255850b33323ff678dc9758411d0409cdd2523880b0 \
+    --hash=sha256:f0f100dacf2c0f400601664a79d1a907ced4740514bb2b00917341038e2ce76f \
+    --hash=sha256:f57a39dbcb416345401c2e77a4373669b45fd111a1768e6cf267a7a0607ff0ec \
+    --hash=sha256:fa1482b3da10cac2d4db6e26b81da543e237616af2ef6d466018b31ca586496f
     # via
     #   feast (pyproject.toml)
     #   dask
     #   db-dtypes
     #   google-cloud-bigquery
     #   ibis-framework
+    #   milvus-lite
     #   pandas-gbq
     #   snowflake-connector-python
 pyarrow-hotfix==0.7 \
     --hash=sha256:3236f3b5f1260f0e2ac070a55c1a7b339c4bb7267839bd2015e283234e758100 \
     --hash=sha256:59399cd58bdd978b2e42816a4183a55c6472d4e33d183351b6069f11ed42661d
     # via ibis-framework
-pyasn1==0.6.3 \
-    --hash=sha256:697a8ecd6d98891189184ca1fa05d1bb00e2f84b5977c481452050549c8a72cf \
-    --hash=sha256:a80184d120f0864a52a073acc6fc642847d0be408e7c7252f31390c0f4eadcde
+pyasn1==0.6.4 \
+    --hash=sha256:9c447d8431c947fe4c8febc4ed9e760bc29011a5b01e5c74b67025bd9fb8ce81 \
+    --hash=sha256:deda9277cfd454080ec40b207fb6df82206a3a2688735233cdcd8d3d565f088b
     # via pyasn1-modules
 pyasn1-modules==0.4.2 \
     --hash=sha256:29253a9207ce32b64c3ac6600edc75368f98473906e8fd1043bd6b5b1de2c14a \
@@ -2289,143 +2422,142 @@ pycparser==3.0 \
     --hash=sha256:600f49d217304a5902ac3c37e1281c9fe94e4d0489de643a9504c5cdfdfc6b29 \
     --hash=sha256:b727414169a36b7d524c1c3e31839a521725078d7b2ff038656844266160a992
     # via cffi
-pydantic==2.13.3 \
-    --hash=sha256:6db14ac8dfc9a1e57f87ea2c0de670c251240f43cb0c30a5130e9720dc612927 \
-    --hash=sha256:af09e9d1d09f4e7fe37145c1f577e1d61ceb9a41924bf0094a36506285d0a84d
+pydantic==2.13.4 \
+    --hash=sha256:45a282cde31d808236fd7ea9d919b128653c8b38b393d1c4ab335c62924d9aba \
+    --hash=sha256:c40756b57adaa8b1efeeced5c196f3f3b7c435f90e84ea7f443901bec8099ef6
     # via
     #   feast (pyproject.toml)
     #   fastapi
     #   fastapi-mcp
     #   mcp
+    #   mcp-types
     #   pydantic-settings
-pydantic-core==2.46.3 \
-    --hash=sha256:0087084960f209a9a4af50ecd1fb063d9ad3658c07bb81a7a53f452dacbfb2ba \
-    --hash=sha256:031bb17f4885a43773c8c763089499f242aee2ea85cf17154168775dccdecf35 \
-    --hash=sha256:06d5d8820cbbdb4147578c1fe7ffcd5b83f34508cb9f9ab76e807be7db6ff0a4 \
-    --hash=sha256:07bc6d2a28c3adb4f7c6ae46aa4f2d2929af127f587ed44057af50bf1ce0f505 \
-    --hash=sha256:0c9ff69140423eea8ed2d5477df3ba037f671f5e897d206d921bc9fdc39613e7 \
-    --hash=sha256:1105677a6df914b1fb71a81b96c8cce7726857e1717d86001f29be06a25ee6f8 \
-    --hash=sha256:1108da631e602e5b3c38d6d04fe5bb3bfa54349e6918e3ca6cf570b2e2b2f9d4 \
-    --hash=sha256:12bc98de041458b80c86c56b24df1d23832f3e166cbaff011f25d187f5c62c37 \
-    --hash=sha256:13afdd885f3d71280cf286b13b310ee0f7ccfefd1dbbb661514a474b726e2f25 \
-    --hash=sha256:17eaface65d9fc5abb940003020309c1bf7a211f5f608d7870297c367e6f9022 \
-    --hash=sha256:1da3786b8018e60349680720158cc19161cc3b4bdd815beb0a321cd5ce1ad5b1 \
-    --hash=sha256:23cbdb3aaa74dfe0837975dbf69b469753bbde8eacace524519ffdb6b6e89eb7 \
-    --hash=sha256:2798b6ba041b9d70acfb9071a2ea13c8456dd1e6a5555798e41ba7b0790e329c \
-    --hash=sha256:27f9067c3bfadd04c55484b89c0d267981b2f3512850f6f66e1e74204a4e4ce3 \
-    --hash=sha256:28b5f2ef03416facccb1c6ef744c69793175fd27e44ef15669201601cf423acb \
-    --hash=sha256:28e8cf2f52d72ced402a137145923a762cbb5081e48b34312f7a0c8f55928ec3 \
-    --hash=sha256:28ed528c45446062ee66edb1d33df5d88828ae167de76e773a3c7f64bd14e976 \
-    --hash=sha256:2b8e4f2bbdf71415c544b4b1138b8060db7b6611bc927e8064c769f64bed651c \
-    --hash=sha256:2f40e4246676beb31c5ce77c38a55ca4e465c6b38d11ea1bd935420568e0b1ab \
-    --hash=sha256:3481bd1341dc85779ee506bc8e1196a277ace359d89d28588a9468c3ecbe63fa \
-    --hash=sha256:3612edf65c8ea67ac13616c4d23af12faef1ae435a8a93e5934c2a0cbbdd1fd6 \
-    --hash=sha256:367508faa4973b992b271ba1494acaab36eb7e8739d1e47be5035fb1ea225396 \
-    --hash=sha256:3861f1731b90c50a3266316b9044f5c9b405eecb8e299b0a7120596334e4fe9c \
-    --hash=sha256:3d08782c4045f90724b44c95d35ebec0d67edb8a957a2ac81d5a8e4b8a200495 \
-    --hash=sha256:41c178f65b8c29807239d47e6050262eb6bf84eb695e41101e62e38df4a5bc2c \
-    --hash=sha256:4335e87c7afa436a0dfa899e138d57a72f8aad542e2cf19c36fb428461caabd0 \
-    --hash=sha256:4b068543bdb707f5d935dab765d99227aa2545ef2820935f2e5dd801795c7dbd \
-    --hash=sha256:4de88889d7e88d50d40ee5b39d5dac0bcaef9ba91f7e536ac064e6b2834ecccf \
-    --hash=sha256:4e9d76736da5f362fabfeea6a69b13b7f2be405c6d6966f06b2f6bfff7e64531 \
-    --hash=sha256:57697d7c056aca4bbb680200f96563e841a6386ac1129370a0102592f4dddff5 \
-    --hash=sha256:57a973eae4665352a47cf1a99b4ee864620f2fe663a217d7a8da68a1f3a5bfda \
-    --hash=sha256:5ad3c826fe523e4becf4fe39baa44286cff85ef137c729a2c5e269afbfd0905d \
-    --hash=sha256:5c024e08c0ba23e6fd68c771a521e9d6a792f2ebb0fa734296b36394dc30390e \
-    --hash=sha256:5dcbbcf4d22210ced8f837c96db941bdb078f419543472aca5d9a0bb7cddc7df \
-    --hash=sha256:5dfd51cf457482f04ec49491811a2b8fd5b843b64b11eecd2d7a1ee596ea78a6 \
-    --hash=sha256:60e5f66e12c4f5212d08522963380eaaeac5ebd795826cfd19b2dfb0c7a52b9c \
-    --hash=sha256:610eda2e3838f401105e6326ca304f5da1e15393ae25dacae5c5c63f2c275b13 \
-    --hash=sha256:6529d1d128321a58d30afcc97b49e98836542f68dd41b33c2e972bb9e5290536 \
-    --hash=sha256:6645ce7eec4928e29a1e3b3d5c946621d105d3e79f0c9cddf07c2a9770949287 \
-    --hash=sha256:68cc7866ed863db34351294187f9b729964c371ba33e31c26f478471c52e1ed0 \
-    --hash=sha256:68ef2f623dda6d5a9067ac014e406c020c780b2a358930a7e5c1b73702900720 \
-    --hash=sha256:69a868ef3ff206343579021c40faf3b1edc64b1cc508ff243a28b0a514ccb050 \
-    --hash=sha256:6dff8cc884679df229ebc6d8eb2321ea6f8e091bc7d4886d4dc2e0e71452843c \
-    --hash=sha256:6e42d83d1c6b87fa56b521479cff237e626a292f3b31b6345c15a99121b454c1 \
-    --hash=sha256:706d9d0ce9cf4593d07270d8e9f53b161f90c57d315aeec4fb4fd7a8b10240d8 \
-    --hash=sha256:75a519dab6d63c514f3a81053e5266c549679e4aa88f6ec57f2b7b854aceb1b0 \
-    --hash=sha256:77706aeb41df6a76568434701e0917da10692da28cb69d5fb6919ce5fdb07374 \
-    --hash=sha256:79f561438481f28681584b89e2effb22855e2179880314bcddbf5968e935e807 \
-    --hash=sha256:830d1247d77ad23852314f069e9d7ddafeec5f684baf9d7e7065ed46a049c4e6 \
-    --hash=sha256:831eb19aa789a97356979e94c981e5667759301fb708d1c0d5adf1bc0098b873 \
-    --hash=sha256:83d002b97072a53ea150d63e0a3adfae5670cef5aa8a6e490240e482d3b22e57 \
-    --hash=sha256:85348b8f89d2c3508b65b16c3c33a4da22b8215138d8b996912bb1532868885f \
-    --hash=sha256:8690eba565c6d68ffd3a8655525cbdd5246510b44a637ee2c6c03a7ebfe64d3c \
-    --hash=sha256:87082cd65669a33adeba5470769e9704c7cf026cc30afb9cc77fd865578ebaad \
-    --hash=sha256:8940562319bc621da30714617e6a7eaa6b98c84e8c685bcdc02d7ed5e7c7c44e \
-    --hash=sha256:91249bcb7c165c2fb2a2f852dbc5c91636e2e218e75d96dfdd517e4078e173dd \
-    --hash=sha256:93fd339f23408a07e98950a89644f92c54d8729719a40b30c0a30bb9ebc55d23 \
-    --hash=sha256:9715525891ed524a0a1eb6d053c74d4d4ad5017677fb00af0b7c2644a31bae46 \
-    --hash=sha256:975c267cff4f7e7272eacbe50f6cc03ca9a3da4c4fbd66fffd89c94c1e311aa1 \
-    --hash=sha256:99421e7684a60f7f3550a1d159ade5fdff1954baedb6bdd407cba6a307c9f27d \
-    --hash=sha256:9be3e221bdc6d69abf294dcf7aff6af19c31a5cdcc8f0aa3b14be29df4bd03b1 \
-    --hash=sha256:9ce92e58abc722dac1bf835a6798a60b294e48eb0e625ec9fd994b932ac5feee \
-    --hash=sha256:9d2e32edcc143bc01e95300671915d9ca052d4f745aa0a49c48d4803f8a85f2c \
-    --hash=sha256:9d2f400712a99a013aff420ef1eb9be077f8189a36c1e3ef87660b4e1088a874 \
-    --hash=sha256:9f247596366f4221af52beddd65af1218797771d6989bc891a0b86ccaa019168 \
-    --hash=sha256:a03e6467f0f5ab796a486146d1b887b2dc5e5f9b3288898c1b1c3ad974e53e4a \
-    --hash=sha256:a35cc284c8dd7edae8a31533713b4d2467dfe7c4f1b5587dd4031f28f90d1d13 \
-    --hash=sha256:a3b11c812f61b3129c4905781a2601dfdfdea5fe1e6c1cfb696b55d14e9c054f \
-    --hash=sha256:a642ac886ecf6402d9882d10c405dcf4b902abeb2972cd5fb4a48c83cd59279a \
-    --hash=sha256:a6cd87cb1575b1ad05ba98894c5b5c96411ef678fa2f6ed2576607095b8d9789 \
-    --hash=sha256:a712c7118e6c5ea96562f7b488435172abb94a3c53c22c9efc1412264a45cbbe \
-    --hash=sha256:a7610b6a5242a6c736d8ad47fd5fff87fcfe8f833b281b1c409c3d6835d9227f \
-    --hash=sha256:ab124d49d0459b2373ecf54118a45c28a1e6d4192a533fbc915e70f556feb8e5 \
-    --hash=sha256:ac5ec7fb9b87f04ee839af2d53bcadea57ded7d229719f56c0ed895bff987943 \
-    --hash=sha256:aed19d0c783886d5bd86d80ae5030006b45e28464218747dcf83dabfdd092c7b \
-    --hash=sha256:af8653713055ea18a3abc1537fe2ebc42f5b0bbb768d1eb79fd74eb47c0ac089 \
-    --hash=sha256:afa3aa644f74e290cdede48a7b0bee37d1c35e71b05105f6b340d484af536d9b \
-    --hash=sha256:b00b76f7142fc60c762ce579bd29c8fa44aaa56592dd3c54fab3928d0d4ca6ff \
-    --hash=sha256:b11b59b3eee90a80a36701ddb4576d9ae31f93f05cb9e277ceaa09e6bf074a67 \
-    --hash=sha256:b12dd51f1187c2eb489af8e20f880362db98e954b54ab792fa5d92e8bcc6b803 \
-    --hash=sha256:b40ddd51e7c44b28cfaef746c9d3c506d658885e0a46f9eeef2ee815cbf8e045 \
-    --hash=sha256:b504bda01bafc69b6d3c7a0c7f039dcf60f47fab70e06fe23f57b5c75bdc82b8 \
-    --hash=sha256:b5b9c6cf08a8a5e502698f5e153056d12c34b8fb30317e0c5fd06f45162a6346 \
-    --hash=sha256:b675ab0a0d5b1c8fdb81195dc5bcefea3f3c240871cdd7ff9a2de8aa50772eb2 \
-    --hash=sha256:b6cdf19bf84128d5e7c37e8a73a0c5c10d51103a650ac585d42dd6ae233f2b7f \
-    --hash=sha256:bcf2a8b2982a6673693eae7348ef3d8cf3979c1d63b54fca7c397a635cc68687 \
-    --hash=sha256:bd2aab0e2e9dc2daf36bd2686c982535d5e7b1d930a1344a7bb6e82baab42a76 \
-    --hash=sha256:c3212fda0ee959c1dd04c60b601ec31097aaa893573a3a1abd0a47bcac2968c1 \
-    --hash=sha256:cc0988cb29d21bf4a9d5cf2ef970b5c0e38d8d8e107a493278c05dc6c1dda69f \
-    --hash=sha256:cc7e8c32db809aa0f6ea1d6869ebc8518a65d5150fdfad8bcae6a49ae32a22e2 \
-    --hash=sha256:cca67d52a5c7a16aed2b3999e719c4bcf644074eac304a5d3d62dd70ae7d4b2c \
-    --hash=sha256:ced3310e51aa425f7f77da8bbbb5212616655bedbe82c70944320bc1dbe5e018 \
-    --hash=sha256:cf489cf8986c543939aeee17a09c04d6ffb43bfef8ca16fcbcc5cfdcbed24dba \
-    --hash=sha256:d0793c90c1a3c74966e7975eaef3ed30ebdff3260a0f815a62a22adc17e4c01c \
-    --hash=sha256:d0fe3dce1e836e418f912c1ad91c73357d03e556a4d286f441bf34fed2dbeecf \
-    --hash=sha256:d11058e3201527d41bc6b545c79187c9e4bf85e15a236a6007f0e991518882b7 \
-    --hash=sha256:d2d0aead851b66f5245ec0c4fb2612ef457f8bbafefdf65a2bf9d6bac6140f47 \
-    --hash=sha256:d56bdb4af1767cc15b0386b3c581fdfe659bb9ee4a4f776e92c1cd9d074000d6 \
-    --hash=sha256:dcda6583921c05a40533f982321532f2d8db29326c7b95c4026941fa5074bd79 \
-    --hash=sha256:dd81f6907932ebac3abbe41378dac64b2380db1287e2aa64d8d88f78d170f51a \
-    --hash=sha256:de3a5c376f8cd94da9a1b8fd3dd1c16c7a7b216ed31dc8ce9fd7a22bf13b836e \
-    --hash=sha256:de885175515bcfa98ae618c1df7a072f13d179f81376c8007112af20567fd08a \
-    --hash=sha256:e29908922ce9da1a30b4da490bd1d3d82c01dcfdf864d2a74aacee674d0bfa34 \
-    --hash=sha256:e480080975c1ef7f780b8f99ed72337e7cc5efea2e518a20a692e8e7b278eb8b \
-    --hash=sha256:e61ea8e9fff9606d09178f577ff8ccdd7206ff73d6552bcec18e1033c4254b85 \
-    --hash=sha256:ec638c5d194ef8af27db69f16c954a09797c0dc25015ad6123eb2c73a4d271ca \
-    --hash=sha256:ed42e6cc8e1b0e2b9b96e2276bad70ae625d10d6d524aed0c93de974ae029f9f \
-    --hash=sha256:f00a0961b125f1a47af7bcc17f00782e12f4cd056f83416006b30111d941dfa3 \
-    --hash=sha256:f13936129ce841f2a5ddf6f126fea3c43cd128807b5a59588c37cf10178c2e64 \
-    --hash=sha256:f1771ce258afb3e4201e67d154edbbae712a76a6081079fe247c2f53c6322c22 \
-    --hash=sha256:f1f8338dd7a7f31761f1f1a3c47503a9a3b34eea3c8b01fa6ee96408affb5e72 \
-    --hash=sha256:f64b5537ac62b231572879cd08ec05600308636a5d63bcbdb15063a466977bec \
-    --hash=sha256:f80a55484b8d843c8ada81ebf70a682f3f00a3d40e378c06cf17ecb44d280d7d \
-    --hash=sha256:f91c0aff3e3ee0928edd1232c57f643a7a003e6edf1860bc3afcdc749cb513f3 \
-    --hash=sha256:fa3eb7c2995aa443687a825bc30395c8521b7c6ec201966e55debfd1128bcceb \
-    --hash=sha256:fb528e295ed31570ac3dcc9bfdd6e0150bc11ce6168ac87a8082055cf1a67395 \
-    --hash=sha256:fc331a5314ffddd5385b9ee9d0d2fee0b13c27e0e02dad71b1ae5d6561f51eeb \
-    --hash=sha256:fd35aa21299def8db7ef4fe5c4ff862941a9a158ca7b63d61e66fe67d30416b4 \
-    --hash=sha256:ff5e7783bcc5476e1db448bf268f11cb257b1c276d3e89f00b5727be86dd0127 \
-    --hash=sha256:ffe0883b56cfc05798bf994164d2b2ff03efe2d22022a2bb080f3b626176dd56
+pydantic-core==2.46.4 \
+    --hash=sha256:00c603d540afdd6b80eb39f078f33ebd46211f02f33e34a32d9f053bba711de0 \
+    --hash=sha256:0186750b482eefa11d7f435892b09c5c606193ef3375bcf94aa00ae6bfb66262 \
+    --hash=sha256:041bde0a48fd37cf71cab1c9d56d3e8625a3793fef1f7dd232b3ff37e978ecda \
+    --hash=sha256:0c563b08bca408dc7f65f700633d8442fffb2421fc47b8101377e9fd65051ff0 \
+    --hash=sha256:0cbe8b01f948de4286c74cdd6c667aceb38f5c1e26f0693b3983d9d74887c65e \
+    --hash=sha256:0ce40cd7b21210e99342afafbd4d0f76d784eb5b1d60f3bdc566be4983c6c73b \
+    --hash=sha256:0e96592440881c74a213e5ad528e2b24d3d4f940de2766bed9010ab1d9e51594 \
+    --hash=sha256:10e17cbb10a330363733efc4d7c4d0dd827ac0909b8f6a6542298fed1ea62f29 \
+    --hash=sha256:133878133d271ade3d41d1bfb2a45ec38dbdbda40bc065921c6b04e4630127e2 \
+    --hash=sha256:14d4edf427bdcf950a8a02d7cb44a08614388dd6e1bdcbf4f67504fa7887da9c \
+    --hash=sha256:14f4c5d6db102bd796a627bbb3a17b4cf4574b9ae861d8b7c9a9661c6dd3362d \
+    --hash=sha256:17299feefe090f2caa5b8e37222bb5f663e4935a8bfa6931d4102e5df1a9f398 \
+    --hash=sha256:184c081504d17f1c1066e430e117142b2c77d9448a97f7b65c6ac9fd9aee238d \
+    --hash=sha256:18e5ceec2ab67e6d5f1a9085e5a24c9c4e2ac4545730bfe668680bca05e555f3 \
+    --hash=sha256:19e51f073cd3df251856a8a4189fbdf1de4012c3ebacfb1884f94f1eb406079f \
+    --hash=sha256:1a7dd0b3ee80d90150e3495a3a13ac34dbcbfd4f012996a6a1d8900e91b5c0fb \
+    --hash=sha256:1d8ba486450b14f3b1d63bc521d410ec7565e52f887b9fb671791886436a42f7 \
+    --hash=sha256:2108ba5c1c1eca18030634489dc544844144ee36357f2f9f780b93e7ddbb44b5 \
+    --hash=sha256:228ee9bae8bef5b1e97ec58302f80357c37199e0d0a99174e138d28e6957b9d9 \
+    --hash=sha256:23ace664830ee0bfe014a0c7bc248b1f7f25ed7ad103852c317624a1083af462 \
+    --hash=sha256:2412e734dcb48da14d4e4006b82b46b74f2518b8a26ee7e58c6844a6cd6d03c4 \
+    --hash=sha256:29c61fc04a3d840155ff08e475a04809278972fe6aef51e2720554e96367e34b \
+    --hash=sha256:2f84c03c8607173d16b5a854ec68a2f9079ae03237a54fb506d13af47e1d018d \
+    --hash=sha256:3009f12e4e90b7f88b4f9adb1b0c4a3d58fe7820f3238c190047209d148026df \
+    --hash=sha256:3245406455a5d98187ec35530fd772b1d799b26667980872c8d4614991e2c4a2 \
+    --hash=sha256:3447661d99f75a3683a4cf5c87da72f2161964611864dbbeac7fbb118bb4bfc0 \
+    --hash=sha256:372429a130e469c9cd698925ce5fc50940b7a1336b0d82038e63d5bbc4edc519 \
+    --hash=sha256:395aebd9183f9d112f569aeb5b2214d1a10a33bec8456447f7fbdfa51d38d4cd \
+    --hash=sha256:3a233125ac121aa3ffba9a2b59edfc4a985a76092dc8279586ab4b71390875e7 \
+    --hash=sha256:3be77f45df024d789a672ae34f8b06fb346c4f9f46ea714956660ea4862e89ac \
+    --hash=sha256:3bf92c5d0e00fefaab325a4d27828fe6b6e2a21848686b5b60d2d9eeb09d76c6 \
+    --hash=sha256:3ecbc122d18468d06ca279dc26a8c2e2d5acb10943bb35e36ae92096dc3b5565 \
+    --hash=sha256:3fb702cd90b0446a3a1c5e470bfa0dd23c0233b676a9099ddcc964fa6ca13898 \
+    --hash=sha256:428e04521a40150c85216fc8b85e8d39fece235a9cf5e383761238c7fa9b96fb \
+    --hash=sha256:432c179df7874eeb73307aad2df0755e1ae0efa61ff0ea89b93e194411ae3928 \
+    --hash=sha256:4a05d69cba51d852c5c3e92758653245a50c0b646ced0cf05bd793ed592839d6 \
+    --hash=sha256:4c63ebc82684aa89d9a3bcbd13d515b3be44250dc68dd3bd81526c1cb31286c3 \
+    --hash=sha256:4fc73cb559bdb54b1134a706a2802a4cddd27a0633f5abb7e53056268751ac6a \
+    --hash=sha256:4fcbe087dbc2068af7eda3aa87634eba216dbda64d1ae73c8684b621d33f6596 \
+    --hash=sha256:56cb4851bcaf3d117eddcef4fe66afd750a50274b0da8e22be256d10e5611987 \
+    --hash=sha256:5855698a4856556d86e8e6cd8434bc3ac0314ee8e12089ae0e143f64c6256e4e \
+    --hash=sha256:5a4330cdbc57162e4b3aa303f588ba752257694c9c9be3e7ebb11b4aca659b5d \
+    --hash=sha256:5b712b53160b79a5850310b912a5ef8e57e56947c8ad690c227f5c9d7e561712 \
+    --hash=sha256:5d5902252db0d3cedf8d4a1bc68f70eeb430f7e4c7104c8c476753519b423008 \
+    --hash=sha256:617d7e2ca7dcb8c5cf6bcb8c59b8832c94b36196bbf1cbd1bfb56ed341905edd \
+    --hash=sha256:62f875393d7f270851f20523dd2e29f082bcc82292d66db2b64ea71f64b6e1c1 \
+    --hash=sha256:633147d34cf4550417f12e2b1a0383973bdf5cdfde212cb09e9a581cf10820be \
+    --hash=sha256:66ce7632c22d837c95301830e111ad0128a32b8207533b60896a96c4915192ea \
+    --hash=sha256:6b3ace8194b0e5204818c92802dcdca7fc6d88aabbb799d7c795540d9cd6d292 \
+    --hash=sha256:6f2eeda33a839975441c86a4119e1383c50b47faf0cbb5176985565c6bb02c33 \
+    --hash=sha256:7027560ee92211647d0d34e3f7cd6f50da56399d26a9c8ad0da286d3869a53f3 \
+    --hash=sha256:7283d57845ecf5a163403eb0702dfc220cc4fbdd18919cb5ccea4f95ee1cdab4 \
+    --hash=sha256:7a5f930472650a82629163023e630d160863fce524c616f4e5186e5de9d9a49b \
+    --hash=sha256:7bfb192b3f4b9e8a89b6277b6ce787564f62cfd272055f6e685726b111dc7826 \
+    --hash=sha256:811ff8e9c313ab425368bcbb36e5c4ebd7108c2bbf4e4089cfbb0b01eff63fac \
+    --hash=sha256:8233f2947cf85404441fd7e0085f53b10c93e0ee78611099b5c7237e36aacbf7 \
+    --hash=sha256:82cf5301172168103724d49a1444d3378cb20cdee30b116a1bd6031236298a5d \
+    --hash=sha256:8358a950c8909158e3df31538a7e4edc2d7265a7c54b47f0864d9e5bae9dcebf \
+    --hash=sha256:85bb3611ff1802f3ee7fdd7dbff26b56f343fb432d57a4728fdd49b6ef35e2f4 \
+    --hash=sha256:86e1a4418c6cd97d60c95c71164158eaf7324fae7b0923264016baa993eba6fc \
+    --hash=sha256:8b9bab013d1c7a79d3501ff86d0bc9c31bf587db4551677b96bec07df78c6b15 \
+    --hash=sha256:8c5dac79fa1614d1e06ca695109c6105923bd9c7d1d6c918d4e637b7e6b32fd3 \
+    --hash=sha256:8d0820e8192167f80d88d64038e609c31452eeca865b4e1d9950a27a4609b00b \
+    --hash=sha256:8daafc69c93ee8a0204506a3b6b30f586ef54028f52aeeeb5c4cfc5184fd5914 \
+    --hash=sha256:9037063db01f09b09e237c282b6792bd4da634b5402c4e7f0c61effed7701a04 \
+    --hash=sha256:905a0ed8ea6f2d61c1738835f99b699348d7857379083e5fc497fa0c967a407c \
+    --hash=sha256:90884113d8b48f760e9587002789ddd741e76ab9f89518cd1e43b1f1a52ec44b \
+    --hash=sha256:91a06d2e259ecfbd8c901d70c3c507900458498142b3026a296b7de4d1322cc9 \
+    --hash=sha256:926c9541b14b12b1681dca8a0b75feb510b06c6341b70a8e500c2fdcff837cce \
+    --hash=sha256:9401557acd873c3a7f3eb9383edef8ac4968f9510e340f4808d427e75667e7b4 \
+    --hash=sha256:9551187363ffc0de2a00b2e47c25aeaeb1020b69b668762966df15fc5659dd5a \
+    --hash=sha256:962ccbab7b642487b1d8b7df90ef677e03134cf1fd8880bf698649b22a69371f \
+    --hash=sha256:97e7cf2be5c77b7d1a9713a05605d49460d02c6078d38d8bef3cbe323c548424 \
+    --hash=sha256:9aa768456404a8bf48a4406685ac2bec8e72b62c69313734fa3b73cf33b3a894 \
+    --hash=sha256:9bc519fbf2b7578398853d815009ae5e4d4603d12f4e3f91da8c06852d3da3e9 \
+    --hash=sha256:9d56801be94b86a9da183e5f3766e6310752b99ff647e38b09a9500d88e46e76 \
+    --hash=sha256:9f444c499b3eefd3a92e348059471ea0c3a6e303d9c1cec09fa748fd9f895201 \
+    --hash=sha256:9fa8ae11da9e2b3126c6426f147e0fba88d96d65921799bb30c6abd1cb2c97fb \
+    --hash=sha256:a0f62d0a58f4e7da165457e995725421e0064f2255d8eccebc49f41bbc23b109 \
+    --hash=sha256:a396dcc17e5a0b164dbe026896245a4fa9ff402edca1dff0be3d53a517f74de4 \
+    --hash=sha256:aaa2a54443eff1950ba5ddc6b6ccda0d9c84a364276a62f969bdf2a390650848 \
+    --hash=sha256:ad785e92e6dc634c21555edc8bd6b64957ab844541bcb96a1366c202951ae526 \
+    --hash=sha256:af8244b2bef6aaad6d92cda81372de7f8c8d36c9f0c3ea36e827c60e7d9467a0 \
+    --hash=sha256:b078afbc25f3a1436c7a1d2cd3e322497ee99615ba97c563566fdf46aff1ee01 \
+    --hash=sha256:b2f69dec1725e79a012d920df1707de5caf7ed5e08f3be4435e25803efc47458 \
+    --hash=sha256:b8458003118a712e66286df6a707db01c52c0f52f7db8e4a38f0da1d3b94fc4e \
+    --hash=sha256:bb63e0198ca18aad131c089b9204c23079c3afa95487e561f4c522d519e55aba \
+    --hash=sha256:bfec22eab3c8cc2ceec0248aec886624116dc079afa027ecc8ad4a7e62010f8a \
+    --hash=sha256:c1747f85cee84c26985853c6f3d9bd3e75da5212912443fa111c113b9c246f39 \
+    --hash=sha256:c1b3f518abeca3aa13c712fd202306e145abf59a18b094a6bafb2d2bbf59192c \
+    --hash=sha256:c50f2528cf200c5eed56faf3f4e22fcd5f38c157a8b78576e6ba3168ec35f000 \
+    --hash=sha256:c68fcd102d71ea85c5b2dfac3f4f8476eff42a9e078fd5faefff6d145063536b \
+    --hash=sha256:c7a7bd4e39e8e4c12c39cd480356842b6a8a06e41b23a55a5e3e191718838ddf \
+    --hash=sha256:c94f0688e7b8d0a67abf40e57a7eaaecd17cc9586706a31b76c031f63df052b4 \
+    --hash=sha256:cbaf13819775b7f769bf4a1f066cb6df7a28d4480081a589828ef190226881cd \
+    --hash=sha256:cd2213145bcc2ba85884d0ac63d222fece9209678f77b9b4d76f054c561adb28 \
+    --hash=sha256:ce5c1d2a8b27468f433ca974829c44060b8097eedc39933e3c206a90ee49c4a9 \
+    --hash=sha256:d396ec2b979760aaf3218e76c24e65bd0aca24983298653b3a9d7a45f9e47b30 \
+    --hash=sha256:d51026d73fcfd93610abc7b27789c26b313920fcfb20e27462d74a7f8b06e983 \
+    --hash=sha256:d80ee3d731373b24cebbc10d689ca4ee1875caf0d5703a245db18efd4dd37fc1 \
+    --hash=sha256:d995260fdf4e1db774581b4900e0f832abe3c7c84996726bbc161b19c8f29e76 \
+    --hash=sha256:da4b951fe36dc7c3a1ccb4e3cd1747c3542b8c9ceede8fc86cae054e764485f5 \
+    --hash=sha256:daa27d92c36f24388fe3ad306b174781c747627f134452e4f128ea00ce1fe8c4 \
+    --hash=sha256:db06ffe51636ffe9ca531fe9023dd64bdd794be8754cb5df57c5498ae5b518a7 \
+    --hash=sha256:e0d65b8c354be7fb5f720c3caa8bc940bc2d20ce749c8e06135f07f8ed95dd7c \
+    --hash=sha256:e68b7a074f65a2fd746c52a7ce6142ab7006074ac269ace0c25cd8ba171f8066 \
+    --hash=sha256:e739fee756ba1010f8bcccb534252e85a35fe45ae92c295a06059ce58b74ccd3 \
+    --hash=sha256:e846ae7835bf0703ae43f534ab79a867146dadd59dc9ca5c8b53d5c8f7c9ef02 \
+    --hash=sha256:e9c26f834c65f5752f3f06cb08cb86a913ceb7274d0db6e267808a708b46bc89 \
+    --hash=sha256:ea793e075b70290d89d8142074262885d3f7da19634845135751bd6344f73b50 \
+    --hash=sha256:f027324c56cd5406ca49c124b0db10e56c69064fec039acc571c29020cc87c76 \
+    --hash=sha256:f13a646d65d09fbf1bc6b3a9635d30095c8e7e5cc419ff35ecc563c5fd04cd49 \
+    --hash=sha256:f47286a97f0bc9b8859519809077b91b2cefe4ae47fcbf5e466a009c1c5d742b \
+    --hash=sha256:f747929cf940cddb5b3668a390056ddd5ba2e5010615ea2dcf4f9c4f3ab8791d \
+    --hash=sha256:f99626688942fb746e545232e7726926f3be91b5975f8b55327665fafda991c7 \
+    --hash=sha256:f9fa868638bf362d3d138ea55829cefb3d5f4b0d7f142234382a15e2485dbec4 \
+    --hash=sha256:fbdb89b3e1c94a30cc5edfce477c6e6a5dc4d8f84665b455c27582f211a1c72c \
+    --hash=sha256:fc010ab034c8c7452522748bf937df58020d256ccae0874463d1f4d01758af8e \
+    --hash=sha256:fc3e9034a63de20e15e8ade85358bc6efc614008cab72898b4b4952bea0509ff \
+    --hash=sha256:fd8b3d9fd264be37976686c7f65cd52a83f5e84f4bfd2adf9c1d469676bbb6ae
     # via pydantic
-pydantic-settings==2.14.0 \
-    --hash=sha256:24285fd4b0e0c06507dd9fdfd331ee23794305352aaec8fc4eb92d4047aeb67d \
-    --hash=sha256:fc8d5d692eb7092e43c8647c1c35a3ecd00e040fcf02ed86f4cb5458ca62182e
-    # via
-    #   fastapi-mcp
-    #   mcp
+pydantic-settings==2.14.2 \
+    --hash=sha256:a20c97b37910b6550d5ea50fbcc2d4187defe58cd57070b73863d069419c9440 \
+    --hash=sha256:c19dd64b19097f1de80184f0cc7b0272a13ae6e170cbf240a3e27e381ed14a5f
+    # via fastapi-mcp
 pydata-google-auth==1.9.1 \
     --hash=sha256:0a51ce41c601ca0bc69b8795bf58bedff74b4a6a007c9106c7cbcdec00eaced2 \
     --hash=sha256:75ffce5d106e34b717b31844c1639ea505b7d9550dc23b96fb6c20d086b53fa3
@@ -2437,28 +2569,24 @@ pygments==2.20.0 \
     #   feast (pyproject.toml)
     #   rich
     #   sphinx
-pyjwt[crypto]==2.12.1 \
-    --hash=sha256:28ca37c070cad8ba8cd9790cd940535d40274d22f80ab87f3ac6a713e6e8454c \
-    --hash=sha256:c74a7a2adf861c04d002db713dd85f84beb242228e671280bf709d765b03672b
+pyjwt[crypto]==2.13.0 \
+    --hash=sha256:41571c89ca91598c79e8ef18a2d07367d4810fbbd6f637794879baf1b7703423 \
+    --hash=sha256:66adcc2aff09b3f1bbd95fc1e1577df8ac8723c978552fd43304c8a290ac5728
     # via
     #   feast (pyproject.toml)
     #   mcp
     #   snowflake-connector-python
-pymilvus==2.5.18 \
-    --hash=sha256:1b78badcfa8d62db7d0b29193fc0422e4676873ff1c745a9d75c2c885d7a7e32 \
-    --hash=sha256:9e517076068e98dac51c018bc0dfe1f651d936154e2e2d9ad6c7b3dab1164e2d
+pymysql==1.2.0 \
+    --hash=sha256:62169ce6d5510f08e140c5e7990ee884a9764024e4a9a27b2cc11f1099322ae0 \
+    --hash=sha256:6c7b17ca686988104d7426c27895b455cdeea3e9d3ceb1270f0c3704fead8c33
     # via feast (pyproject.toml)
-pymysql==1.1.3 \
-    --hash=sha256:8164ba62c552f6105f3b11753352d0f16b90d1703ba67d81923d5a8a5d1c5289 \
-    --hash=sha256:e70ebf2047a4edf6138cf79c68ad418ef620af65900aa585c5e8bfc95044d43a
-    # via feast (pyproject.toml)
-pyopenssl==26.1.0 \
-    --hash=sha256:115563879b2c8ccb207975705d3e491434d8c9d7c79667c902ecbf5f3bbd2ece \
-    --hash=sha256:737f0a2275c5bc54f3b02137687e1a765931fb3949b9a92a825e4d33b9eec08b
+pyopenssl==26.3.0 \
+    --hash=sha256:46367f8f66b92271e6d218da9c87607e1ef5a0bc5c8dea5bb3db82f395c385a3 \
+    --hash=sha256:589de7fae1c9ea670d18422ed00fc04da787bbde8e1454aea872aa57b49ad341
     # via snowflake-connector-python
-pyproject-metadata==0.11.0 \
-    --hash=sha256:85bbecca8694e2c00f63b492c96921d6c228454057c88e7c352b2077fcaa4096 \
-    --hash=sha256:c72fa49418bb7c5a10f25e050c418009898d1c051721d19f98a6fb6da59a66cf
+pyproject-metadata==0.12.1 \
+    --hash=sha256:8809a4df6fe08279b39a8890669506ed3158e0617855ac9aff098fcbe772ae4c \
+    --hash=sha256:f7162d580a96386a8eb096da06215f981f547d1490f03055ef99e323bc2da427
     # via meson-python
 python-dateutil==2.9.0.post0 \
     --hash=sha256:37dd54208da7e1cd875388217d5e00ebd4179249f90fb72437e91a35459a0ad3 \
@@ -2477,13 +2605,13 @@ python-dotenv==1.2.2 \
     #   pydantic-settings
     #   pymilvus
     #   uvicorn
-python-multipart==0.0.27 \
-    --hash=sha256:6fccfad17a27334bd0193681b369f476eda3409f17381a2d65aa7df3f7275645 \
-    --hash=sha256:9870a6a8c5a20a5bf4f07c017bd1489006ff8836cff097b6933355ee2b49b602
+python-multipart==0.0.32 \
+    --hash=sha256:be54b7f3fa167bb83e4fcd936b887b708f4e57fe75911c02aebf53efaf8d938e \
+    --hash=sha256:ff6d3f776f16878c894e52e107296ffc890e913c611b1a4ec6c44e2821fe2e23
     # via mcp
-pytz==2026.1.post1 \
-    --hash=sha256:3378dde6a0c3d26719182142c56e60c7f9af7e968076f31aae569d72a0358ee1 \
-    --hash=sha256:f2fd16142fda348286a75e1a524be810bb05d444e5a081f37f7affc635035f7a
+pytz==2026.3.post1 \
+    --hash=sha256:2211d3fcf9a797d3405cac96ac7f61d80e6a644f72a3309607282fe8a2010c5d \
+    --hash=sha256:dd95840dd199baea12d9cc096a1d452caa6596a1c1e4b5f3dbd1541855d5e815
     # via
     #   pandas
     #   snowflake-connector-python
@@ -2566,9 +2694,9 @@ pyyaml==6.0.3 \
     #   dask
     #   kubernetes
     #   uvicorn
-redis==7.4.0 \
-    --hash=sha256:64a6ea7bf567ad43c964d2c30d82853f8df927c5c9017766c55a1d1ed95d18ad \
-    --hash=sha256:a9c74a5c893a5ef8455a5adb793a31bb70feb821c86eccb62eebef5a19c429ec
+redis==7.4.1 \
+    --hash=sha256:1a1df5067062cf7cbe677994e391f8ee0840f499d370f1a71266e0dd3aa9308e \
+    --hash=sha256:1fa4647af1c5e93a2c685aa248ee44cce092691146d41390518dabe9a99839b0
     # via feast (pyproject.toml)
 referencing==0.37.0 \
     --hash=sha256:381329a9f99628c9069361716891d34ad94af76e461dcb0335825aecc7692231 \
@@ -2576,9 +2704,9 @@ referencing==0.37.0 \
     # via
     #   jsonschema
     #   jsonschema-specifications
-requests==2.33.1 \
-    --hash=sha256:18817f8c57c6263968bc123d237e3b8b08ac046f5456bd1e307ee8f4250d3517 \
-    --hash=sha256:4e6d1ef462f3626a1f0a0a9c42dd93c63bad33f9f1c1937509b8c5c8718ab56a
+requests==2.34.2 \
+    --hash=sha256:2a0d60c172f83ac6ab31e4554906c0f3b3588d37b5cb939b1c061f4907e278e0 \
+    --hash=sha256:f288924cae4e29463698d6d60bc6a4da69c89185ad1e0bcc4104f584e960b9ed
     # via
     #   feast (pyproject.toml)
     #   fastapi-mcp
@@ -2586,6 +2714,7 @@ requests==2.33.1 \
     #   google-cloud-bigquery
     #   google-cloud-storage
     #   kubernetes
+    #   pymilvus
     #   requests-oauthlib
     #   snowflake-connector-python
     #   sphinx
@@ -2606,132 +2735,133 @@ roman-numerals==4.1.0 \
     --hash=sha256:1af8b147eb1405d5839e78aeb93131690495fe9da5c91856cb33ad55a7f1e5b2 \
     --hash=sha256:647ba99caddc2cc1e55a51e4360689115551bf4476d90e8162cf8c345fe233c7
     # via sphinx
-rpds-py==0.30.0 \
-    --hash=sha256:07ae8a593e1c3c6b82ca3292efbe73c30b61332fd612e05abee07c79359f292f \
-    --hash=sha256:0a59119fc6e3f460315fe9d08149f8102aa322299deaa5cab5b40092345c2136 \
-    --hash=sha256:0c0e95f6819a19965ff420f65578bacb0b00f251fefe2c8b23347c37174271f3 \
-    --hash=sha256:0d08f00679177226c4cb8c5265012eea897c8ca3b93f429e546600c971bcbae7 \
-    --hash=sha256:0ed177ed9bded28f8deb6ab40c183cd1192aa0de40c12f38be4d59cd33cb5c65 \
-    --hash=sha256:12f90dd7557b6bd57f40abe7747e81e0c0b119bef015ea7726e69fe550e394a4 \
-    --hash=sha256:1726859cd0de969f88dc8673bdd954185b9104e05806be64bcd87badbe313169 \
-    --hash=sha256:1ab5b83dbcf55acc8b08fc62b796ef672c457b17dbd7820a11d6c52c06839bdf \
-    --hash=sha256:1b151685b23929ab7beec71080a8889d4d6d9fa9a983d213f07121205d48e2c4 \
-    --hash=sha256:1f3587eb9b17f3789ad50824084fa6f81921bbf9a795826570bda82cb3ed91f2 \
-    --hash=sha256:250fa00e9543ac9b97ac258bd37367ff5256666122c2d0f2bc97577c60a1818c \
-    --hash=sha256:2771c6c15973347f50fece41fc447c054b7ac2ae0502388ce3b6738cd366e3d4 \
-    --hash=sha256:27f4b0e92de5bfbc6f86e43959e6edd1425c33b5e69aab0984a72047f2bcf1e3 \
-    --hash=sha256:2e6ecb5a5bcacf59c3f912155044479af1d0b6681280048b338b28e364aca1f6 \
-    --hash=sha256:32c8528634e1bf7121f3de08fa85b138f4e0dc47657866630611b03967f041d7 \
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+    --hash=sha256:913ca42ccad3f8cc6e292b587ae8ae49c8c823e5dce51a736252fc7c7cdfa577 \
+    --hash=sha256:9250a9a0a6fd4648b3f868da8d91a4c52b5811a62df58e753d50ae4454a36f80 \
+    --hash=sha256:931908d9fc855d8f74783377822be318edb6dcb19e47169dc038f9a1bf60b06e \
+    --hash=sha256:9826217f048f620d9a712672818bf231442c1b35d96b227a07eabd11b4bb6945 \
+    --hash=sha256:9891e594296ab9dada6551c8e7b387b2721f27a67eecd528412e8906247a7b90 \
+    --hash=sha256:9c1255b302953c86a486b81d330d5ee1d5bd937691ce271b6be0ef0e299eaab7 \
+    --hash=sha256:a0811d33247c3d6128a3001d763f2aa056bb3425204335400ac54f89eec3a0d0 \
+    --hash=sha256:a136d453475ac0fcbda502ef1e6504bd28d6d904700915d278deeab0d00fe140 \
+    --hash=sha256:a214c993455f99a89aaeadc9b21241900037adc9d97203e374d75513c5911822 \
+    --hash=sha256:a3086b538543802f84c843911242db20447de00d8752dd0efc936dbcf02218ba \
+    --hash=sha256:a3450b693fde92133e9f51060568a4c31fcca76d5e53bbd611e689ca446517e9 \
+    --hash=sha256:a550fb4950a06dde3beb4721f5ad4b25bf4513784665b0a8522c792e2bd822a4 \
+    --hash=sha256:a9f4645593036b81bbdb36b9c8e0ea0d1c3fee968c4d59db0344c14087ef143a \
+    --hash=sha256:aca6c1ef08a82bfe327cc156da694660f599923e2e6665b6d81c9c2d0ac9ffc8 \
+    --hash=sha256:acac386b453c2516111b50985d60ce46e7fadb5ea71ae7b25f4c946935bf27cf \
+    --hash=sha256:acc992ab27b15f852c76755eb2ab7dce86585ddadba6fa5946e58556088845b4 \
+    --hash=sha256:ae3d4fe8c0b9213624fdce7279d70e3b148b682ca20719ebd193a23ebfa47324 \
+    --hash=sha256:ae50181a047c871561212bb97f7932a2d45fb53e947bd9b57ebad85b529cbc53 \
+    --hash=sha256:ae6dd8f10bd17aad820876d24caec9efdafd80a318d16c0a48edb5e136902c6b \
+    --hash=sha256:af05d726809bff6b141be124d4c7ce998f9c9c7f30edb1f46c07aa103d540b41 \
+    --hash=sha256:afd70d95892096cdb26f15a00c45907b17817577aa8d1c76b2dcc2788391f9e9 \
+    --hash=sha256:b5c2dc92304aa48a4a60443b548bb12f12e119d4b72f314015e67b9e1be97fca \
+    --hash=sha256:bc0011654b91cc4fb2ae701bec0a0ba1e552c0714247fa7af6c59e0ccfa3a4e1 \
+    --hash=sha256:bcfbcf66006befb9fd2aeaa9e01feaf881b4dc330a02ba07d2322b1c11be7b5d \
+    --hash=sha256:bdbd97738551fca3917c1bd7188bec1920bb520104f28e7e1007f9ceb17b7690 \
+    --hash=sha256:c60924535c75f1566b6eb75b5c31a48a43fef04fa2d0d201acbad8a9969c6107 \
+    --hash=sha256:c7b9a2f8f4d8e90af72571d3d495deebdd7e3c75451f5b41719aee166e940fc2 \
+    --hash=sha256:ca6546b66be9dc4738b1b043d5ebd5488c66c578c5ff0fd0e8065313fe3afb76 \
+    --hash=sha256:ccffae9a092a00deb7efd545fe5e2c33c33b88e7c054337e9a74c179347d0b7d \
+    --hash=sha256:cdc7e35386f3847df728fbcb5e887e2d79c19e2fa1eba9e51b6621d23e3243af \
+    --hash=sha256:d15fde0e6fb0d88a60d221204873743e5d9f0b7d29165e62cd86d0413ad74ba6 \
+    --hash=sha256:d34c20167764fbcf927194d532dd7e0c56772f0a5f943fa5ef9e9afbba8fb9db \
+    --hash=sha256:d483fe17f01ad64b7bf7cc38fcefff1ca9fb83f8c2b2542b68f97ffe0611b369 \
+    --hash=sha256:d7469697dce35be237db177d42e2a2ee26e6dcc5fc052078a6fefabd288c6edd \
+    --hash=sha256:db08f45aecde626498fb3df07bcf6d2ec040af42e859a4f5040d79c200342911 \
+    --hash=sha256:dc319e5a1de4b6913aac94bf6a2f9e847371e0a140a43dd4991db1a09bc2d504 \
+    --hash=sha256:de3eceba0b683bcbb1ab93da016d0270df1f9ae7be716b40214c5dafac6ea45a \
+    --hash=sha256:dfcc8b909769d19db55c7cc9541eb64b9b774b1057ffffb4f1048070475bb9f9 \
+    --hash=sha256:e059c5dde6452b44424bd1834557556c226b57781dee1227af23518459722b13 \
+    --hash=sha256:e4316bf32babbed84e691e352faf967ce2f0f024174a8643c37c94a1080374fc \
+    --hash=sha256:e52655eaf81e32593abedaa4bfe33170c8cfedf3365ed9be6e11e07f148f0278 \
+    --hash=sha256:e55d236be29255554da47abe5c577637db7c24a02b8b46f0ca9524c855801868 \
+    --hash=sha256:ea7bb13b7c9a29791f87a0387ba7d3ad3a6d783d827e4d3f27b40a0ff44495e2 \
+    --hash=sha256:ea964164cc9afa72d4d9b23cc28dafae93693c0a53e0b42acbff15b22c3f9ddd \
+    --hash=sha256:ec829541c45bca16e61c7ae50c20501f213605beb75d1aba91a6ee37fbbb56a4 \
+    --hash=sha256:ecabd69db66de867690f9797f2f8fa27ba501bbc24540cbdbdc649cd15888ba6 \
+    --hash=sha256:ed0c1e5d10cdc7135537988c74a0188da68e2f3c30813ba3744ab1e42e0480f9 \
+    --hash=sha256:f0840b5b17057f7fd918b76183a4b5a0635f43e14eb2ce60dce1d4ee4707ea00 \
+    --hash=sha256:f4d78253f6996be4901669ad25319f842f740eccf4d58e3c7f3dd39e6dde1d8f \
+    --hash=sha256:f56f1695bc5c0871cbc33dc0130fcf503aab0c57dcc5a6700a4f49eba4f2652e \
+    --hash=sha256:f826877d462181e5eb1c26a0026b8d0cab05d99844ecb6d8bf3627a2ca0c0442 \
+    --hash=sha256:f8f23ead891a3b762f35ab3b04623da7056545b48aa60d59957e6789914545da \
+    --hash=sha256:f90938e92afda60266da758ee7d363447f7f0138c9559f9e1811629580582d90 \
+    --hash=sha256:faa679d19a6696fd54259ad321251ad77a13e70e03dd834daa762a44fb6196ef
     # via
     #   jsonschema
     #   referencing
-s3transfer==0.13.1 \
-    --hash=sha256:a981aa7429be23fe6dfc13e80e4020057cbab622b08c0315288758d67cabc724 \
-    --hash=sha256:c3fdba22ba1bd367922f27ec8032d6a1cf5f10c934fb5d68cf60fd5a23d936cf
+s3transfer==0.19.2 \
+    --hash=sha256:ba0309fd86be3c27dbf78cdd813c13c5e1df16e5874b99d2535ebbdfb9892993 \
+    --hash=sha256:d8168eccca828cbb2cd573675333f3bddd254313a9c42494b84c76b539e8ba25
     # via boto3
-scikit-build-core==0.12.2 \
-    --hash=sha256:562e0bbc9de1a354c87825ccf732080268d6582a0200f648e8c4a2dcb1e3736d \
-    --hash=sha256:6ea4730da400f9a998ec3287bd3ebc1d751fe45ad0a93451bead8618adbc02b1
+scikit-build-core==1.0.3 \
+    --hash=sha256:a4d7a05978ee37975c37743510c8991e2debce7ef83afb0a07c0c576fd4f16e8 \
+    --hash=sha256:ae95427b7d3c14a6cf8bbfd4d901f6138ab64c99e20cbe8ea7d75cd26093f085
     # via feast (pyproject.toml)
 setuptools==80.10.2 \
     --hash=sha256:8b0e9d10c784bf7d262c4e5ec5d4ec94127ce206e8738f29a437945fbc219b70 \
@@ -2740,11 +2870,10 @@ setuptools==80.10.2 \
     #   feast (pyproject.toml)
     #   pandas-gbq
     #   pydata-google-auth
-    #   pymilvus
     #   setuptools-scm
-setuptools-scm==10.0.5 \
-    --hash=sha256:bbba8fe754516cdefd017f4456721775e6ef9662bd7887fb52ae26813d4838c3 \
-    --hash=sha256:f611037d8aae618221503b8fa89319f073438252ae3420e01c9ceec249131a0a
+setuptools-scm==10.2.1 \
+    --hash=sha256:4fa7dd82cf8c800df59c9a288c90299b1657ff1ecfc3f5cc00287c5dbf5e27a9 \
+    --hash=sha256:b7c82f4102d389ee57dc66ccdb4f9b4bca3c40ba83b43f1f63d68ccd72db2580
     # via hatch-vcs
 shellingham==1.5.4 \
     --hash=sha256:7ecfff8f2fd72616f7481040475a65b2bf8af90a56c89140852d1120324e8686 \
@@ -2756,36 +2885,37 @@ six==1.17.0 \
     # via
     #   kubernetes
     #   python-dateutil
-snowballstemmer==3.0.1 \
-    --hash=sha256:6cd7b3897da8d6c9ffb968a6781fa6532dce9c3618a4b127d920dab764a19064 \
-    --hash=sha256:6d5eeeec8e9f84d4d56b847692bacf79bc2c8e90c7f80ca4444ff8b6f2e52895
+snowballstemmer==3.1.1 \
+    --hash=sha256:7e207fa178741da09cdee59d3ecec3827ad5f92b1fc5c9ff3755b639f71f5752 \
+    --hash=sha256:e07bbc54a0d798fe6010a12398422e62a8bfbba95c394fd0956ef58cb4d3e260
     # via sphinx
-snowflake-connector-python[pandas]==4.4.0 \
-    --hash=sha256:16fdca775f7ca5ce4a973c07c434f5ab72bef5284e81a5e4ae2fb4d54d28965c \
-    --hash=sha256:19d0c1ed033abae715a71b74c53010b180a5247c6924f851e4f7d0b0d58066c4 \
-    --hash=sha256:2a6f6a514a10c3bb2d4554132f0b639f43d7e9fbb73fa1fae1c8a75333102686 \
-    --hash=sha256:307f41326c702f6976746d2001dacf35adaf567f3f12afb3a5778fbb063c7241 \
-    --hash=sha256:43e1a2f3ac51d24406d4eb0c23a8ceb9d6f5cb4854c941e5e1375d8c481e2844 \
-    --hash=sha256:52efe2d6543a09807283748dd50a36ec01d52b4f342868132f8f9856b9c95a42 \
-    --hash=sha256:56ff04dd9e17edc82128f412aa3776687dc94088f3d6b9144971e169952623cb \
-    --hash=sha256:648f49029d699591af0f253e81c5bf60efc4411c7b0149ef074a59a038210a3b \
-    --hash=sha256:693a1bef97509f09b7e6f42ea6f743d27819413c04fb3dc543b060d029871c56 \
-    --hash=sha256:70d4051e2d9c87258b02672e17e21f5873e0cb49ff9705f6194ccfa25ac0d5fd \
-    --hash=sha256:7c2984663a733d06c979aa6c8c1d7691621ec0d3521ef345d57c869ff2f1c4b2 \
-    --hash=sha256:8304b4818d3e9de552dcfbdd0bca61bae1583e1c9794e242e58fe44bce701604 \
-    --hash=sha256:85a01338d282423611f357cd5392dca2219bbda9a66b44761b11d6ae8ebf1e50 \
-    --hash=sha256:96fdca994c4d9f7780e82fc7b4bd3398d856b43de3bae57d44e242ff435a2431 \
-    --hash=sha256:9b1a28f843c1c0b582db7854789525d0c8aac4ea5c56e31113684e38220d0af9 \
-    --hash=sha256:9fa43d330389df27024757c4f97dabddafbedc74b8bcc189b6a86e8b4d036014 \
-    --hash=sha256:a088f108da4653ad1396ddb63a1c757ad614d0862c38f6f69cc77344bdcfeccb \
-    --hash=sha256:b9f0ac0c00075321e1720d3876e936ee0256f54832e7463c5193a8dfa54913d5 \
-    --hash=sha256:c828248214a49f77b903e05acf887d3ccb9d958b5a979f2ed3663bba1bd0f2b3 \
-    --hash=sha256:d6fd334e4d8df7fcb30e6746e5ade845e82de2942268862aa8bce974ae2b86a2 \
-    --hash=sha256:d8ac1659c8e588b9502f8d3d03c1ded2f274de0da9c09e62fe007cba5b46d6a5 \
-    --hash=sha256:e8e7ce0e8b33aec8b1fc6741eb51dbeb54e2c3a6d282a0d459c355a85f089b08 \
-    --hash=sha256:ea6e4083ebea0a814b46f029d64a2fb0ba6e7732952cd8af4406041708ce0e21 \
-    --hash=sha256:f5d0e90e68a899c13fda5ca842ff77b5759b1674adf2c72702d3c2b53ca9d27b \
-    --hash=sha256:fb628d5ea1999e23bfbaabce4125eb44d56605ca5634b8b1d6092ab22d555598
+snowflake-connector-python[pandas]==4.7.1 \
+    --hash=sha256:051e49157d955e5ba76577345169dd1869288ecef903dab17ec6180e1009b117 \
+    --hash=sha256:052fd457fa79616d074f5b8f2e106f9f2ca36645526e4d0abddf7e3685d1bdb7 \
+    --hash=sha256:0e23a5aaa1e9eaa9ba88b8867247d55c24e40f3be6367e3aa4f8633b37f56317 \
+    --hash=sha256:167ba97d5b615b507fc8234266c8736ea97f91b7324db7a305a28ec3505c0edf \
+    --hash=sha256:171ef3515c44e804dd86ab2b288179037fec40b3f45e1aa28fba095b764f9a6a \
+    --hash=sha256:1ed85264edb186a39e641f1b744a1a1973e10d9d15a96a46a1e78ac67442c7b6 \
+    --hash=sha256:22afd6de9fec8ef2cc23b231af9fc0f352351cd53da0cc11c2495272eff04ccf \
+    --hash=sha256:2b3e53626c600b59c181ce18e2b253487fb7e2b0d30ac0d3cfbd3ddffd13743b \
+    --hash=sha256:4b79e818d83306babff9d0803e697a008e8ada961deff55e3c5da0a9c3505d9a \
+    --hash=sha256:4f2c6f40544739b43f2da262dd67a32d4ac7ca2b09cc6b7181f02b24c60d5754 \
+    --hash=sha256:5011a5eb55dd80fed4198081743f75a8a56412b4623cb9cf61ce2813f600cbd9 \
+    --hash=sha256:571eeeb5f3b034671c125186ecb02a2e54ebee1fad1b3af7f091773dc11f693d \
+    --hash=sha256:5b7b27df86fc13afccabdb525973c0e9a730f8c25f07a4a55f95bc2ad88f8d35 \
+    --hash=sha256:7703f33059daa6e30d824e5d88bd525a7feccd38412b888c6e35cf0847cc34b0 \
+    --hash=sha256:7c67e735d38403109f6bc1a17022a4c950966e1c989f5e2376b9c28c5ece0fb5 \
+    --hash=sha256:81a8f1ae86222e7b8561f41f688462687a435f5afc8aa34ae42f69c0c0f16a57 \
+    --hash=sha256:8a5e2bd3701176521577eea8c5b384178b404bbcd73d634f86b888929c15fb8a \
+    --hash=sha256:92b935a4f73651ea1306b8c3c58003e0e5a72fa3a86453087161296168c31ed3 \
+    --hash=sha256:b03ef22742fee88d387f2ec3969dfb032417a2119bd366414b2c5ac9acb38a45 \
+    --hash=sha256:d5821dc73d305b0804aa415a4fafee018e611cc8cf339de36a5c8c44fb57beaa \
+    --hash=sha256:e582f6ac2c5fa53170ae28303d361ea6cc64e695ba528f1b6ec8529476324327 \
+    --hash=sha256:f2482d1b059fcaa45b7edf8ea97b0f35179ab781fb1ce4716809d83d9f5f4d4c \
+    --hash=sha256:f4e3b1222bc53b56ba4aa88224afe1ad894ee6f7389b2c0105b829d13d559aa7 \
+    --hash=sha256:f5a066d2c1db940740c49bafe1c8983395bc574bc31465263898c9bd050c5c52 \
+    --hash=sha256:fad8e1fb0c49eb1d93dad785ce738dac17473c6826f8cd36ee8d6f9675bceae1 \
+    --hash=sha256:ff5bb51c1c21cbbb5c90b9785cc3df9d649c64db26553668b1a1ea8a461a0d5b
     # via feast (pyproject.toml)
 sortedcontainers==2.4.0 \
     --hash=sha256:25caa5a06cc30b6b83d11423433f65d1f9d76c4c6a0c90e3379eaa43b9bfdb88 \
@@ -2819,83 +2949,79 @@ sphinxcontrib-serializinghtml==2.0.0 \
     --hash=sha256:6e2cb0eef194e10c27ec0023bfeb25badbbb5868244cf5bc5bdc04e4464bf331 \
     --hash=sha256:e9d912827f872c029017a53f0ef2180b327c3f7fd23c87229f7a8e8b70031d4d
     # via sphinx
-sqlalchemy[mypy]==2.0.49 \
-    --hash=sha256:01146546d84185f12721a1d2ce0c6673451a7894d1460b592d378ca4871a0c72 \
-    --hash=sha256:059d7151fff513c53a4638da8778be7fce81a0c4854c7348ebd0c4078ddf28fe \
-    --hash=sha256:0c98c59075b890df8abfcc6ad632879540f5791c68baebacb4f833713b510e75 \
-    --hash=sha256:0f2fa354ba106eafff2c14b0cc51f22801d1e8b2e4149342023bd6f0955de5f5 \
-    --hash=sha256:12b04d1db2663b421fe072d638a138460a51d5a862403295671c4f3987fb9148 \
-    --hash=sha256:22d8798819f86720bc646ab015baff5ea4c971d68121cb36e2ebc2ee43ead2b7 \
-    --hash=sha256:233088b4b99ebcbc5258c755a097aa52fbf90727a03a5a80781c4b9c54347a2e \
-    --hash=sha256:24bd94bb301ec672d8f0623eba9226cc90d775d25a0c92b5f8e4965d7f3a1518 \
-    --hash=sha256:275424295f4256fd301744b8f335cff367825d270f155d522b30c7bf49903ee7 \
-    --hash=sha256:32fe6a41ad97302db2931f05bb91abbcc65b5ce4c675cd44b972428dd2947700 \
-    --hash=sha256:334edbcff10514ad1d66e3a70b339c0a29886394892490119dbb669627b17717 \
-    --hash=sha256:3bb9ec6436a820a4c006aad1ac351f12de2f2dbdaad171692ee457a02429b672 \
-    --hash=sha256:3ddcb27fb39171de36e207600116ac9dfd4ae46f86c82a9bf3934043e80ebb88 \
-    --hash=sha256:42e8804962f9e6f4be2cbaedc0c3718f08f60a16910fa3d86da5a1e3b1bfe60f \
-    --hash=sha256:43d044780732d9e0381ac8d5316f95d7f02ef04d6e4ef6dc82379f09795d993f \
-    --hash=sha256:46796877b47034b559a593d7e4b549aba151dae73f9e78212a3478161c12ab08 \
-    --hash=sha256:46d51518d53edfbe0563662c96954dc8fcace9832332b914375f45a99b77cc9a \
-    --hash=sha256:47604cb2159f8bbd5a1ab48a714557156320f20871ee64d550d8bf2683d980d3 \
-    --hash=sha256:4bbccb45260e4ff1b7db0be80a9025bb1e6698bdb808b83fff0000f7a90b2c0b \
-    --hash=sha256:4d4e5a0ceba319942fa6b585cf82539288a61e314ef006c1209f734551ab9536 \
-    --hash=sha256:55250fe61d6ebfd6934a272ee16ef1244e0f16b7af6cd18ab5b1fc9f08631db0 \
-    --hash=sha256:566df36fd0e901625523a5a1835032f1ebdd7f7886c54584143fa6c668b4df3b \
-    --hash=sha256:57ca426a48eb2c682dae8204cd89ea8ab7031e2675120a47924fabc7caacbc2a \
-    --hash=sha256:5e61abbec255be7b122aa461021daa7c3f310f3e743411a67079f9b3cc91ece3 \
-    --hash=sha256:618a308215b6cececb6240b9abde545e3acdabac7ae3e1d4e666896bf5ba44b4 \
-    --hash=sha256:62557958002b69699bdb7f5137c6714ca1133f045f97b3903964f47db97ea339 \
-    --hash=sha256:6270d717b11c5476b0cbb21eedc8d4dbb7d1a956fd6c15a23e96f197a6193158 \
-    --hash=sha256:685e93e9c8f399b0c96a624799820176312f5ceef958c0f88215af4013d29066 \
-    --hash=sha256:69469ce8ce7a8df4d37620e3163b71238719e1e2e5048d114a1b6ce0fbf8c662 \
-    --hash=sha256:6eb188b84269f357669b62cb576b5b918de10fb7c728a005fa0ebb0b758adce1 \
-    --hash=sha256:74ab4ee7794d7ed1b0c37e7333640e0f0a626fc7b398c07a7aef52f484fddde3 \
-    --hash=sha256:77641d299179c37b89cf2343ca9972c88bb6eef0d5fc504a2f86afd15cd5adf5 \
-    --hash=sha256:7c821c47ecfe05cc32140dcf8dc6fd5d21971c86dbd56eabfe5ba07a64910c01 \
-    --hash=sha256:7d6be30b2a75362325176c036d7fb8d19e8846c77e87683ffaa8177b35135613 \
-    --hash=sha256:7f605a456948c35260e7b2a39f8952a26f077fd25653c37740ed186b90aaa68a \
-    --hash=sha256:83101a6930332b87653886c01d1ee7e294b1fe46a07dd9a2d2b4f91bcc88eec0 \
-    --hash=sha256:88690f4e1f0fbf5339bedbb127e240fec1fd3070e9934c0b7bef83432f779d2f \
-    --hash=sha256:8a97ac839c2c6672c4865e48f3cbad7152cee85f4233fb4ca6291d775b9b954a \
-    --hash=sha256:8d6efc136f44a7e8bc8088507eaabbb8c2b55b3dbb63fe102c690da0ddebe55e \
-    --hash=sha256:8e20e511dc15265fb433571391ba313e10dd8ea7e509d51686a51313b4ac01a2 \
-    --hash=sha256:951d4a210744813be63019f3df343bf233b7432aadf0db54c75802247330d3af \
-    --hash=sha256:9ac7a3e245fd0310fd31495eb61af772e637bdf7d88ee81e7f10a3f271bff014 \
-    --hash=sha256:9b1c058c171b739e7c330760044803099c7fff11511e3ab3573e5327116a9c33 \
-    --hash=sha256:9c04bff9a5335eb95c6ecf1c117576a0aa560def274876fd156cfe5510fccc61 \
-    --hash=sha256:9c4969a86e41454f2858256c39bdfb966a20961e9b58bf8749b65abf447e9a8d \
-    --hash=sha256:9e0400fa22f79acc334d9a6b185dc00a44a8e6578aa7e12d0ddcd8434152b187 \
-    --hash=sha256:a05977bffe9bffd2229f477fa75eabe3192b1b05f408961d1bebff8d1cd4d401 \
-    --hash=sha256:a143af2ea6672f2af3f44ed8f9cd020e9cc34c56f0e8db12019d5d9ecf41cb3b \
-    --hash=sha256:a51d3db74ba489266ef55c7a4534eb0b8db9a326553df481c11e5d7660c8364d \
-    --hash=sha256:b95b2f470c1b2683febd2e7eab1d3f0e078c91dbdd0b00e9c645d07a413bb99f \
-    --hash=sha256:b9870d15ef00e4d0559ae10ee5bc71b654d1f20076dbe8bc7ed19b4c0625ceba \
-    --hash=sha256:c1dc3368794d522f43914e03312202523cc89692f5389c32bea0233924f8d977 \
-    --hash=sha256:c338ec6ec01c0bc8e735c58b9f5d51e75bacb6ff23296658826d7cfdfdb8678a \
-    --hash=sha256:c5070135e1b7409c4161133aa525419b0062088ed77c92b1da95366ec5cbebbe \
-    --hash=sha256:cc992c6ed024c8c3c592c5fc9846a03dd68a425674900c70122c77ea16c5fb0b \
-    --hash=sha256:d15950a57a210e36dd4cec1aac22787e2a4d57ba9318233e2ef8b2daf9ff2d5f \
-    --hash=sha256:d898cc2c76c135ef65517f4ddd7a3512fb41f23087b0650efb3418b8389a3cd1 \
-    --hash=sha256:d99945830a6f3e9638d89a28ed130b1eb24c91255e4f24366fbe699b983f29e4 \
-    --hash=sha256:da9b91bca419dc9b9267ffadde24eae9b1a6bffcd09d0a207e5e3af99a03ce0d \
-    --hash=sha256:df2d441bacf97022e81ad047e1597552eb3f83ca8a8f1a1fdd43cd7fe3898120 \
-    --hash=sha256:e06e617e3d4fd9e51d385dfe45b077a41e9d1b033a7702551e3278ac597dc750 \
-    --hash=sha256:ec44cfa7ef1a728e88ad41674de50f6db8cfdb3e2af84af86e0041aaf02d43d0 \
-    --hash=sha256:fb37f15714ec2652d574f021d479e78cd4eb9d04396dca36568fdfffb3487982
+sqlalchemy[mypy]==2.0.51 \
+    --hash=sha256:0378d055e9e8cd6ce4d8dff683bdd3d7d413533c4ee51d67a2b1e0f9eacc0f23 \
+    --hash=sha256:0592bdadf86ddcabfd72d9ab66ea8a5d8d2cc6be1cc51fa7e66c03868ac5eac1 \
+    --hash=sha256:08a204d8b5638717c26a24df18fcf40af45a6b22e35b70b1d62f0113c2e278e8 \
+    --hash=sha256:0c2c62877097e1a0db401fba5cb4debee33265e5b2a55c4ccb489c02c53b4f72 \
+    --hash=sha256:0e8203d2fbd5c6254692ef0a72c740d75b2f3c7ca345404f4c1a4604813c77c0 \
+    --hash=sha256:0f053118c30e53161857a953e4de667d90e274980dccbe5dd3829bbbeece72a5 \
+    --hash=sha256:0f6bcad487aee1c638d707235682fc96f741de00663619881ab235400d03289e \
+    --hash=sha256:111604e637da87031255ddc26c7d7bc22bc6af6f5d459ccff3af1b4660233a85 \
+    --hash=sha256:1181256e0f16479691b5616d36375dc2620ad8332b25978763c3d206ad3f3f1d \
+    --hash=sha256:159bb6ba32059f57ad7375a8f50d844dd2f19d14954ecf820cd33e20debd46b2 \
+    --hash=sha256:1aa10c0daee6705294d181daadaa793221e1a59ed55000a3fab1d42b088ce4ba \
+    --hash=sha256:1af05726b3d0cdba1c55284bf408fd3b792e690fe2399bfb8304565551cda652 \
+    --hash=sha256:1bed1ee8b01da6088210aa9412023326fb98a599ba502e6118308601dcbef77f \
+    --hash=sha256:1d21ce524ab86c23046e992a5b81cb54c21079c6df6e78b8fc77d77cac70a6b9 \
+    --hash=sha256:1e47b1199c2e832e325eacabc8d32d2487f58c9358f97e9a00f5eb93c5680d84 \
+    --hash=sha256:247acaa29ccef6250dfd6a3eedf8f94ddf23564180a39fe362e32ae9dbdbde46 \
+    --hash=sha256:2a97eaad21c84b4ef8010b11eeba9fe6153eb0b3df3ff8b6abc309df1b978ef7 \
+    --hash=sha256:2cf39aabdf48e87c1c2c2ed6d20d33ffa0733b3071ce9c5f66357947dd009080 \
+    --hash=sha256:2e54ff2dd657f2e3e0fbf2b097db1182f7bfea263eca4353f00065bae2a67c3d \
+    --hash=sha256:39a76529db6305693d8d4affa58ad5b5e2e18edd62daea628b29b97930b3513d \
+    --hash=sha256:4004ada0aafe8ae1991b2cd1d99c6d9146126e123bd6f883c260d974aa012e54 \
+    --hash=sha256:436728ce18a80f6951a1e11cc6112c2ede9faf20766f1a26195a7c441ca12dbd \
+    --hash=sha256:483b11bd46bf35fc14c52faf338b04300c9e6ce554bce9b11be85bfec3bc3195 \
+    --hash=sha256:4a011ea4510683319ce4ed274b56ee05194b39b6da9d09ca7a39388f0fa84dcc \
+    --hash=sha256:581921d849d6e6f994d560389192955e80e2950e18fcdfe2ccea863e01158e6e \
+    --hash=sha256:59cab3686b1bc039dd9cded2f8d0c08a246e84e76bd4ab5b4f18c7cdae293825 \
+    --hash=sha256:6b588fd681ddf0c196b8df1ea49a8913514894b2b8f945a9511b4b48871f99c8 \
+    --hash=sha256:6e46fc36029eff666391e0531e5387b62ce6c4f1d8e50b3fb3099eaca1b42522 \
+    --hash=sha256:6ea306caaae6bd5afd0a46050003c88f6bf33227377a49298c498c3cb88ff491 \
+    --hash=sha256:72ca54c952107ba5cd58854b67a5a6268631289d21651a1235396f3b98b47400 \
+    --hash=sha256:740cf6f35351b1ac3d82369152acf1d51d37e3dcf85d4dc0a22ca01410eabe2a \
+    --hash=sha256:7c2056838b6685b72fdb36c99996cf862753461a62f2e84f4196371d3b2d6a07 \
+    --hash=sha256:7c6b36ed71f41942bdcd2ad2522be46bfce09d5705be5640ecf19bbc7660e4b7 \
+    --hash=sha256:7d78702b26ba1c18b2d0fb2ea940ba7f17a9581b42e8361ff93920ebbee1235a \
+    --hash=sha256:804dccd8a4a6242c4e30ad961e540e18a588f6527202f2d6791b01845d59fdc9 \
+    --hash=sha256:9161cfc9efce70d1715f47d6ff40f79c6778c00d53be4fbc09d70301e4b83ba7 \
+    --hash=sha256:96747bfbadb055466e5b46d572618170046b45ce5a4879167f50d70a5319a499 \
+    --hash=sha256:9f380393be5abeb6815f68fd39271b95127173511b6706b0a630a9995d53f8f5 \
+    --hash=sha256:a42ad6afcbaaa777241e347aa2e29155993045a0d6b7db74da61053ffe875fe0 \
+    --hash=sha256:a5b2ed6d828f1f09bd812861f4f59ca3bc3803f9df871f4555187f0faf018604 \
+    --hash=sha256:a6d26094615306d116dd5e4a51b0304c99dd2356fc569eed6922a80a6bd3b265 \
+    --hash=sha256:aa18ae738b5170e253ad0bb6c4b0f07585081e8a6e50893e4d911d47b39a0904 \
+    --hash=sha256:ad30ae663711786303fbcd46a47516302d201ee49a877cb3fac61f672895110a \
+    --hash=sha256:b21f0e7efc7a5c509e953784e9d1575ebb8b4318960e7e7d7a93bb803626cf64 \
+    --hash=sha256:b3e693d15533a45cd5906f0589f9c35090bef6ef45bf1e8195c424aa0ae06a8d \
+    --hash=sha256:b7f08588854bbb724041d9ae9d980d40040c922382e1d9a2ecb390edc4fd5032 \
+    --hash=sha256:b93ab07b5292dbe7e6b8da89475275e7042744283921344b56105f3eeb0f828b \
+    --hash=sha256:bb024d8b621d0be75f4f44ecc7c950450026e76d66dc8f791bb5331d7fed59d5 \
+    --hash=sha256:bb1f5062f98b0b3290e72b707747fdd7e0f22d6956b236ba7ca7f5c9971d2da2 \
+    --hash=sha256:c45a496d6bc05dec41dcd4c3a2b183723f47473255c159cd80b503c8f246424d \
+    --hash=sha256:c5d98a2709840027f5a347c3af0a7c3d5f6c1ff93af2ca1c54494e23cba8f389 \
+    --hash=sha256:c68568f3facf8f66fa76c60e0ced69b67666ffa9941d1d0a3756fda196049080 \
+    --hash=sha256:c95ef01f53233a305a874a44a63fbfb1d81cd79b49de0f8529b3548cde437e37 \
+    --hash=sha256:ca216e8af5c05e326efc7e28716ac2381a7cf9791749f5ee1849dccdc99c9b00 \
+    --hash=sha256:ca8435d13829b92f4a97362d91975154a4015db3a2634154e1754e9a915e6b86 \
+    --hash=sha256:dc261707bf5739aea8a541593f3cc1d463c2701fb05fbcbba0ce031b69a21260 \
+    --hash=sha256:e5ea1a213be1fcd5e49d9904c3b9939211ded90bc2a64e93f4c01963474285de \
+    --hash=sha256:fa268106c8987639a17a18514cfe0cd9bf17420ab887e1e1bf486da8836135b1
     # via feast (pyproject.toml)
-sqlglot==30.6.0 \
-    --hash=sha256:246d34d39927422a50a3fa155f37b2f6346fba85f1a755b13c941eb32ef93361 \
-    --hash=sha256:e005fc2f47994f90d7d8df341f1cbe937518497b0b7b1507d4c03c4c9dfd2778
+sqlglot==30.14.0 \
+    --hash=sha256:df2ef5d2b8ca814313781f4ff35bf63e58f821ef517eeddbd523c19a61fa9bb9 \
+    --hash=sha256:fc768e24889d63a5e1237dea7ad305e5ffb4356a98b0bed828f89591ebcd3636
     # via ibis-framework
-sse-starlette==3.4.1 \
-    --hash=sha256:6b43cf21f1d574d582a6e1b0cfbde1c94dc86a32a701a7168c99c4475c6bd1d0 \
-    --hash=sha256:f780bebcf6c8997fe514e3bd8e8c648d8284976b391c8bed0bcb1f611632b555
+sse-starlette==3.4.6 \
+    --hash=sha256:56217ab4c9a9f9c5db7b21e08732d3e7c2b807f45231ad23de0551a24c4a41f6 \
+    --hash=sha256:725f8a1bd6d26ae1b2c9610c0ef5065dfdd496f3988d28adcf8c4b49dc25c627
     # via mcp
-starlette==1.0.0 \
-    --hash=sha256:6a4beaf1f81bb472fd19ea9b918b50dc3a77a6f2e190a12954b25e6ed5eea149 \
-    --hash=sha256:d3ec55e0bb321692d275455ddfd3df75fff145d009685eb40dc91fc66b03d38b
+starlette==1.3.1 \
+    --hash=sha256:05d0213193f2fbaae60e2ecb593b4add4262ad4e46536b54abe36f11a71724e0 \
+    --hash=sha256:c7372aae11c3c3f26a42df7bd626cec2f47d03483d261d369516a615a53714c6
     # via
+    #   feast (pyproject.toml)
     #   fastapi
     #   mcp
     #   sse-starlette
@@ -2960,9 +3086,9 @@ tomli==2.4.1 \
     --hash=sha256:ff18e6a727ee0ab0388507b89d1bc6a22b138d1e2fa56d1ad494586d61d2eae9 \
     --hash=sha256:ff2983983d34813c1aeb0fa89091e76c3a22889ee83ab27c5eeb45100560c049
     # via fastapi-mcp
-tomlkit==0.14.0 \
-    --hash=sha256:592064ed85b40fa213469f81ac584f67a4f2992509a7c3ea2d632208623a3680 \
-    --hash=sha256:cf00efca415dbd57575befb1f6634c4f42d2d87dbba376128adb42c121b87064
+tomlkit==0.15.1 \
+    --hash=sha256:177a05aece5a8ca5266fd3c448abb47b8d352f09d477d3ca8332db4d89b24304 \
+    --hash=sha256:e25bbf38843005246210a12982776f27f99cb9be67160e14434d0c0d21ee1e97
     # via snowflake-connector-python
 toolz==1.1.0 \
     --hash=sha256:15ccc861ac51c53696de0a5d6d4607f99c210739caf987b5d2054f3efed429d8 \
@@ -2971,42 +3097,51 @@ toolz==1.1.0 \
     #   dask
     #   ibis-framework
     #   partd
-tqdm==4.67.3 \
-    --hash=sha256:7d825f03f89244ef73f1d4ce193cb1774a8179fd96f31d7e1dcde62092b960bb \
-    --hash=sha256:ee1e4c0e59148062281c49d80b25b67771a127c85fc9676d3be5f243206826bf
-    # via
-    #   feast (pyproject.toml)
-    #   milvus-lite
-trove-classifiers==2026.4.28.13 \
-    --hash=sha256:8f4b1eb4e16296b57d612965444f87a83861cc989a0451ac97fe4265ddef03b8 \
-    --hash=sha256:c85bb8a53c3de7330d1699b844ed9fb809a602a09ac15dc79ad6d1a509be0676
+tqdm==4.70.0 \
+    --hash=sha256:55b0b0dbd97462d06ebee91e4dac24ed4d4702be82b24f07e6c1d27e08cea220 \
+    --hash=sha256:7f585706bfddbdebf89daac705b2dfcc16890130727d3197ca62c732b4310953
+    # via feast (pyproject.toml)
+trove-classifiers==2026.6.1.19 \
+    --hash=sha256:ab4c4ec93cc4a4e7815fa759906e05e6bb3f2fbd92ea0f897288c6a43efd15b3 \
+    --hash=sha256:c5132b4b61a829d11cfbd2d72e97f20a45ed6edb95e45c5efdeb5e00836b2745
     # via hatchling
-typeguard==4.5.1 \
-    --hash=sha256:44d2bf329d49a244110a090b55f5f91aa82d9a9834ebfd30bcc73651e4a8cc40 \
-    --hash=sha256:f6f8ecbbc819c9bc749983cc67c02391e16a9b43b8b27f15dc70ed7c4a007274
+truststore==0.10.4 \
+    --hash=sha256:9d91bd436463ad5e4ee4aba766628dd6cd7010cf3e2461756b3303710eebc301 \
+    --hash=sha256:adaeaecf1cbb5f4de3b1959b42d41f6fab57b2b1666adb59e89cb0b53361d981
+    # via
+    #   httpcore2
+    #   httpx2
+typeguard==4.6.0 \
+    --hash=sha256:79878165bb86f2cf5d41d159a0ff1792a796cf496882d2fe1b1c6c7049b9cdd7 \
+    --hash=sha256:e7414f09111317de3e335de92cd397c5c0ca00b1cc1676de12e1d444a79b3f21
     # via feast (pyproject.toml)
-typer==0.25.1 \
-    --hash=sha256:75caa44ed46a03fb2dab8808753ffacdbfea88495e74c85a28c5eefcf5f39c89 \
-    --hash=sha256:9616eb8853a09ffeabab1698952f33c6f29ffdbceb4eaeecf571880e8d7664cc
+typer==0.27.0 \
+    --hash=sha256:629bd12ea5d13a17148125d9a264f949eb171fb3f120f9b04d85873cab054fa5 \
+    --hash=sha256:6f4b27631e47f077871b7dc30e933ec0131c1390fbe0e387ea5574b5bac9ccf1
     # via fastapi-mcp
 types-psutil==7.0.0.20250218 \
     --hash=sha256:1447a30c282aafefcf8941ece854e1100eee7b0296a9d9be9977292f0269b121 \
     --hash=sha256:1e642cdafe837b240295b23b1cbd4691d80b08a07d29932143cbbae30eb0db9c
     # via feast (pyproject.toml)
-types-pymysql==1.1.0.20260408 \
-    --hash=sha256:b784dc37908479e3767e2d794ab507b3674adb1c686ca3d13fc9e2960dbcb9ec \
-    --hash=sha256:da630647eaaa7a926a3907794f4067f269cd245b2c202c74aa3c6a3bd660a9db
+types-pymysql==1.2.0.20260724 \
+    --hash=sha256:71327a3fea0f680a280445f1b475c2307f68de05c2d3302a79df56af93c574cd \
+    --hash=sha256:8493cf87e8df0a7b4e8c84305bc0aae69d3a8af9c6da7bfbb9a4c5c3f97d4a82
     # via feast (pyproject.toml)
-typing-extensions==4.15.0 \
-    --hash=sha256:0cea48d173cc12fa28ecabc3b837ea3cf6f38c6d1136f85cbaaf598984861466 \
-    --hash=sha256:f0fa19c6845758ab08074a0cfa8b7aecb71c999ca73d62883bc25cc018c4e548
+typing-extensions==4.16.0 \
+    --hash=sha256:481caa481374e813c1b176ada14e97f1f67a4539ce9cfeb3f350d78d6370c2e8 \
+    --hash=sha256:dc983d19a509c94dba722ee6abd33940f7c05a89e243c47e907eb4db6f1a43e5
     # via
+    #   aiohttp
     #   aiosignal
     #   anyio
     #   fastapi
+    #   grpcio
+    #   httpx2
     #   ibis-framework
     #   mcp
+    #   mcp-types
     #   mypy
+    #   opentelemetry-api
     #   psycopg
     #   psycopg-pool
     #   pydantic
@@ -3026,110 +3161,30 @@ typing-inspection==0.4.2 \
     #   mcp
     #   pydantic
     #   pydantic-settings
-tzdata==2026.2 \
-    --hash=sha256:9173fde7d80d9018e02a662e168e5a2d04f87c41ea174b139fbef642eda62d10 \
-    --hash=sha256:bbe9af844f658da81a5f95019480da3a89415801f6cc966806612cc7169bffe7
+tzdata==2026.3 \
+    --hash=sha256:4a1518b8993086a7982523e071643f3c0e5f213e75b21318e78bcabfff9d1415 \
+    --hash=sha256:dc096730c87af6cab1b171c9d532be840741ff5d459015e7f6947bd7d7e54931
     # via
     #   ibis-framework
     #   pandas
-ujson==5.12.0 \
-    --hash=sha256:006428d3813b87477d72d306c40c09f898a41b968e57b15a7d88454ecc42a3fb \
-    --hash=sha256:02f93da7a4115e24f886b04fd56df1ee8741c2ce4ea491b7ab3152f744ad8f8e \
-    --hash=sha256:0727363b05ab05ee737a28f6200dc4078bce6b0508e10bd8aab507995a15df61 \
-    --hash=sha256:085b6ce182cdd6657481c7c4003a417e0655c4f6e58b76f26ee18f0ae21db827 \
-    --hash=sha256:09b4beff9cc91d445d5818632907b85fb06943b61cb346919ce202668bf6794a \
-    --hash=sha256:0a3ae28f0b209be5af50b54ca3e2123a3de3a57d87b75f1e5aa3d7961e041983 \
-    --hash=sha256:0d2e8db5ade3736a163906154ca686203acc7d1d30736cbf577c730d13653d84 \
-    --hash=sha256:0e00cec383eab2406c9e006bd4edb55d284e94bb943fda558326048178d26961 \
-    --hash=sha256:0fe6b8b8968e11dd9b2348bd508f0f57cf49ab3512064b36bc4117328218718e \
-    --hash=sha256:0fe9128e75c6aa6e9ae06c1408d6edd9179a2fef0fe6d9cda3166b887eba521d \
-    --hash=sha256:14b2e1eb528d77bc0f4c5bd1a7ebc05e02b5b41beefb7e8567c9675b8b13bcf4 \
-    --hash=sha256:15d416440148f3e56b9b244fdaf8a09fcf5a72e4944b8e119f5bf60417a2bfc8 \
-    --hash=sha256:15e555c4caca42411270b2ed2b2ebc7b3a42bb04138cef6c956e1f1d49709fe2 \
-    --hash=sha256:16b4fe9c97dc605f5e1887a9e1224287291e35c56cbc379f8aa44b6b7bcfe2bb \
-    --hash=sha256:1b5c6ceb65fecd28a1d20d1eba9dbfa992612b86594e4b6d47bb580d2dd6bcb3 \
-    --hash=sha256:1d072a403d82aef8090c6d4f728e3a727dfdba1ad3b7fa3a052c3ecbd37e73cb \
-    --hash=sha256:2324d9a0502317ffc35d38e153c1b2fa9610ae03775c9d0f8d0cca7b8572b04e \
-    --hash=sha256:2a248750abce1c76fbd11b2e1d88b95401e72819295c3b851ec73399d6849b3d \
-    --hash=sha256:2ea6206043385343aff0b7da65cf73677f6f5e50de8f1c879e557f4298cac36a \
-    --hash=sha256:31348a0ffbfc815ce78daac569d893349d85a0b57e1cd2cdbba50b7f333784da \
-    --hash=sha256:38051f36423f084b909aaadb3b41c9c6a2958e86956ba21a8489636911e87504 \
-    --hash=sha256:3c2f947e55d3c7cfe124dd4521ee481516f3007d13c6ad4bf6aeb722e190eb1b \
-    --hash=sha256:3ed5cb149892141b1e77ef312924a327f2cc718b34247dae346ed66329e1b8be \
-    --hash=sha256:3ff4ede90ed771140caa7e1890de17431763a483c54b3c1f88bd30f0cc1affc0 \
-    --hash=sha256:40aa43a7a3a8d2f05e79900858053d697a88a605e3887be178b43acbcd781161 \
-    --hash=sha256:42d875388fbd091c7ea01edfff260f839ba303038ffb23475ef392012e4d63dd \
-    --hash=sha256:457fabc2700a8e6ddb85bc5a1d30d3345fe0d3ec3ee8161a4e032ec585801dfa \
-    --hash=sha256:460e76a4daff214ae33ab959494962c93918cb44714ea3e3f748b14aa37f8a87 \
-    --hash=sha256:50524f4f6a1c839714dbaff5386a1afb245d2d5ec8213a01fbc99cea7307811e \
-    --hash=sha256:51acc750ec7a2df786cdc868fb16fa04abd6269a01d58cf59bafc57978773d8e \
-    --hash=sha256:55ede2a7a051b3b7e71a394978a098d71b3783e6b904702ff45483fad434ae2d \
-    --hash=sha256:561f89cc82deeae82e37d4a4764184926fb432f740a9691563a391b13f7339a4 \
-    --hash=sha256:56ba3f7abbd6b0bb282a544dc38406d1a188d8bb9164f49fdb9c2fee62cb29da \
-    --hash=sha256:57930ac9519099b852e190d2c04b1fb5d97ea128db33bce77ed874eccb4c7f09 \
-    --hash=sha256:58a11cb49482f1a095a2bd9a1d81dd7c8fb5d2357f959ece85db4e46a825fd00 \
-    --hash=sha256:64df53eef4ac857eb5816a56e2885ccf0d7dff6333c94065c93b39c51063e01d \
-    --hash=sha256:6879aed770557f0961b252648d36f6fdaab41079d37a2296b5649fd1b35608e0 \
-    --hash=sha256:6ad57654570464eb1b040b5c353dee442608e06cff9102b8fcb105565a44c9ed \
-    --hash=sha256:6c0aed6a4439994c9666fb8a5b6c4eac94d4ef6ddc95f9b806a599ef83547e3b \
-    --hash=sha256:76bf3e7406cf23a3e1ca6a23fb1fb9ea82f4f6bd226fe226e09146b0194f85dc \
-    --hash=sha256:7bbf05c38debc90d1a195b11340cc85cb43ab3e753dc47558a3a84a38cbc72da \
-    --hash=sha256:7ddb08b3c2f9213df1f2e3eb2fbea4963d80ec0f8de21f0b59898e34f3b3d96d \
-    --hash=sha256:7e07f6f644d2c44d53b7a320a084eef98063651912c1b9449b5f45fcbdc6ccd2 \
-    --hash=sha256:85833bca01aa5cae326ac759276dc175c5fa3f7b3733b7d543cf27f2df12d1ef \
-    --hash=sha256:8712b61eb1b74a4478cfd1c54f576056199e9f093659334aeb5c4a6b385338e5 \
-    --hash=sha256:871c0e5102e47995b0e37e8df7819a894a6c3da0d097545cd1f9f1f7d7079927 \
-    --hash=sha256:89e302abd3749f6d6699691747969a5d85f7c73081d5ed7e2624c7bd9721a2ab \
-    --hash=sha256:937794042342006f707837f38d721426b11b0774d327a2a45c0bd389eb750a87 \
-    --hash=sha256:93bc91fdadcf046da37a214eaa714574e7e9b1913568e93bb09527b2ceb7f759 \
-    --hash=sha256:94c5f1621cbcab83c03be46441f090b68b9f307b6c7ec44d4e3f6d5997383df4 \
-    --hash=sha256:973b7d7145b1ac553a7466a64afa8b31ec2693d7c7fff6a755059e0a2885dfd2 \
-    --hash=sha256:99cc80facad240b0c2fb5a633044420878aac87a8e7c348b9486450cba93f27c \
-    --hash=sha256:9a5fcbe7b949f2e95c47ea8a80b410fcdf2da61c98553b45a4ee875580418b68 \
-    --hash=sha256:9b3b86ec3e818f3dd3e13a9de628e88a9990f4af68ecb0b12dd3de81227f0a26 \
-    --hash=sha256:9b3cf13facf6f77c283af0e1713e5e8c47a0fe295af81326cb3cb4380212e797 \
-    --hash=sha256:9c5a52987a990eb1bae55f9000994f1afdb0326c154fb089992f839ab3c30688 \
-    --hash=sha256:a2d79c6635ccffcbfc1d5c045874ba36b594589be81d50d43472570bb8de9c57 \
-    --hash=sha256:a6ec5bf6bc361f2f0f9644907a36ce527715b488988a8df534120e5c34eeda94 \
-    --hash=sha256:a7bf9cc97f05048ac8f3e02cd58f0fe62b901453c24345bfde287f4305dcc31c \
-    --hash=sha256:ab9056d94e5db513d9313b34394f3a3b83e6301a581c28ad67773434f3faccab \
-    --hash=sha256:adf28d13a33f9d750fe7a78fb481cac298fa257d8863d8727b2ea4455ea41235 \
-    --hash=sha256:b62cb9a7501e1f5c9ffe190485501349c33e8862dde4377df774e40b8166871f \
-    --hash=sha256:bacbd3c69862478cbe1c7ed4325caedec580d8acf31b8ee1b9a1e02a56295cad \
-    --hash=sha256:bb349dbba57c76eec25e5917e07f35aabaf0a33b9e67fc13d188002500106487 \
-    --hash=sha256:bd03472c36fa3a386a6deb887113b9e3fa40efba8203eb4fe786d3c0ccc724f6 \
-    --hash=sha256:bf85a00ac3b56a1e7a19c5be7b02b5180a0895ac4d3c234d717a55e86960691c \
-    --hash=sha256:ca0c7ce828bb76ab78b3991904b477c2fd0f711d7815c252d1ef28ff9450b052 \
-    --hash=sha256:ccbfd94e59aad4a2566c71912b55f0547ac1680bfac25eb138e6703eb3dd434e \
-    --hash=sha256:d1831c07bd4dce53c4b666fa846c7eba4b7c414f2e641a4585b7f50b72f502dc \
-    --hash=sha256:d22cad98c2a10bbf6aa083a8980db6ed90d4285a841c4de892890c2b28286ef9 \
-    --hash=sha256:d30ad4359413c8821cc7b3707f7ca38aa8bc852ba3b9c5a759ee2d7740157315 \
-    --hash=sha256:e0dd3676ea0837cd70ea1879765e9e9f6be063be0436de9b3ea4b775caf83654 \
-    --hash=sha256:e584d0cdd37cac355aca52ed788d1a2d939d6837e2870d3b70e585db24025a50 \
-    --hash=sha256:e6369ac293d2cc40d52577e4fa3d75a70c1aae2d01fa3580a34a4e6eff9286b9 \
-    --hash=sha256:efae5df7a8cc8bdb1037b0f786b044ce281081441df5418c3a0f0e1f86fe7bb3 \
-    --hash=sha256:f19b3af31d02a2e79c5f9a6deaab0fb3c116456aeb9277d11720ad433de6dfc6 \
-    --hash=sha256:f7a0430d765f9bda043e6aefaba5944d5f21ec43ff4774417d7e296f61917382 \
-    --hash=sha256:fb94245a715b4d6e24689de12772b85329a1f9946cbf6187923a64ecdea39e65
-    # via pymilvus
-urllib3==2.6.3 \
-    --hash=sha256:1b62b6884944a57dbe321509ab94fd4d3b307075e0c2eae991ac71ee15ad38ed \
-    --hash=sha256:bf272323e553dfb2e87d9bfd225ca7b0f467b919d7bbd355436d3fd37cb0acd4
+urllib3==2.7.0 \
+    --hash=sha256:231e0ec3b63ceb14667c67be60f2f2c40a518cb38b03af60abc813da26505f4c \
+    --hash=sha256:9fb4c81ebbb1ce9531cce37674bbc6f1360472bc18ca9a553ede278ef7276897
     # via
     #   botocore
     #   kubernetes
     #   requests
-uvicorn[standard]==0.34.0 \
-    --hash=sha256:023dc038422502fa28a09c7a30bf2b6991512da7dcdb8fd35fe57cfc154126f4 \
-    --hash=sha256:404051050cd7e905de2c9a7e61790943440b3416f49cb409f965d9dcd0fa73e9
+uvicorn[standard]==0.52.0 \
+    --hash=sha256:3d887809810b89ed33501bcf0a9aba469b06ecd608158efce04bd6b48d8c9b08 \
+    --hash=sha256:ca8876ad6c1983f394157c168b39d52f6dd56dabf5602fa0982751cffc2293ae
     # via
     #   feast (pyproject.toml)
     #   fastapi-mcp
     #   mcp
     #   uvicorn-worker
-uvicorn-worker==0.3.0 \
-    --hash=sha256:6baeab7b2162ea6b9612cbe149aa670a76090ad65a267ce8e27316ed13c7de7b \
-    --hash=sha256:ef0fe8aad27b0290a9e602a256b03f5a5da3a9e5f942414ca587b645ec77dd52
+uvicorn-worker==0.4.0 \
+    --hash=sha256:8ee5306070d8f38dce124adce488c3c0b50f20cf0c0222b12c66188da7214493 \
+    --hash=sha256:e2ed952cef976f5e9e429d7269640bbcafbd36c80aa80f1003c8c77a6797abde
     # via feast (pyproject.toml)
 uvloop==0.22.1 \
     --hash=sha256:017bd46f9e7b78e81606329d07141d3da446f8798c6baeec124260e22c262772 \
@@ -3182,405 +3237,443 @@ uvloop==0.22.1 \
     --hash=sha256:ef6f0d4cc8a9fa1f6a910230cd53545d9a14479311e87e3cb225495952eb672c \
     --hash=sha256:fe94b4564e865d968414598eea1a6de60adba0c040ba4ed05ac1300de402cd42
     # via uvicorn
-vcs-versioning==1.1.1 \
-    --hash=sha256:b541e2ba79fc6aaa3850f8a7f88af43d97c1c80649c01142ee4146eddbc599e4 \
-    --hash=sha256:fabd75a3cab7dd8ac02fe24a3a9ba936bf258667b5a62ed468c9a1da0f5775bc
+vcs-versioning==2.2.3 \
+    --hash=sha256:4f7873af76f5cc24e701608354f376f5eb70b317d663787ace57a7edd7a27506 \
+    --hash=sha256:c21e284aa98c8269996791a19d6173baf953cf9996ef42ec3ebcbdc151e18b9b
     # via setuptools-scm
-watchfiles==1.1.1 \
-    --hash=sha256:00485f441d183717038ed2e887a7c868154f216877653121068107b227a2f64c \
-    --hash=sha256:03fa0f5237118a0c5e496185cafa92878568b652a2e9a9382a5151b1a0380a43 \
-    --hash=sha256:04e78dd0b6352db95507fd8cb46f39d185cf8c74e4cf1e4fbad1d3df96faf510 \
-    --hash=sha256:059098c3a429f62fc98e8ec62b982230ef2c8df68c79e826e37b895bc359a9c0 \
-    --hash=sha256:08af70fd77eee58549cd69c25055dc344f918d992ff626068242259f98d598a2 \
-    --hash=sha256:0b495de0bb386df6a12b18335a0285dda90260f51bdb505503c02bcd1ce27a8b \
-    --hash=sha256:130e4876309e8686a5e37dba7d5e9bc77e6ed908266996ca26572437a5271e18 \
-    --hash=sha256:14e0b1fe858430fc0251737ef3824c54027bedb8c37c38114488b8e131cf8219 \
-    --hash=sha256:17ef139237dfced9da49fb7f2232c86ca9421f666d78c264c7ffca6601d154c3 \
-    --hash=sha256:1a0bb430adb19ef49389e1ad368450193a90038b5b752f4ac089ec6942c4dff4 \
-    --hash=sha256:1db5d7ae38ff20153d542460752ff397fcf5c96090c1230803713cf3147a6803 \
-    --hash=sha256:28475ddbde92df1874b6c5c8aaeb24ad5be47a11f87cde5a28ef3835932e3e94 \
-    --hash=sha256:2edc3553362b1c38d9f06242416a5d8e9fe235c204a4072e988ce2e5bb1f69f6 \
-    --hash=sha256:30f7da3fb3f2844259cba4720c3fc7138eb0f7b659c38f3bfa65084c7fc7abce \
-    --hash=sha256:311ff15a0bae3714ffb603e6ba6dbfba4065ab60865d15a6ec544133bdb21099 \
-    --hash=sha256:319b27255aacd9923b8a276bb14d21a5f7ff82564c744235fc5eae58d95422ae \
-    --hash=sha256:35c53bd62a0b885bf653ebf6b700d1bf05debb78ad9292cf2a942b23513dc4c4 \
-    --hash=sha256:36193ed342f5b9842edd3532729a2ad55c4160ffcfa3700e0d54be496b70dd43 \
-    --hash=sha256:39574d6370c4579d7f5d0ad940ce5b20db0e4117444e39b6d8f99db5676c52fd \
-    --hash=sha256:399600947b170270e80134ac854e21b3ccdefa11a9529a3decc1327088180f10 \
-    --hash=sha256:3a476189be23c3686bc2f4321dd501cb329c0a0469e77b7b534ee10129ae6374 \
-    --hash=sha256:3ad9fe1dae4ab4212d8c91e80b832425e24f421703b5a42ef2e4a1e215aff051 \
-    --hash=sha256:3bc570d6c01c206c46deb6e935a260be44f186a2f05179f52f7fcd2be086a94d \
-    --hash=sha256:3dbd8cbadd46984f802f6d479b7e3afa86c42d13e8f0f322d669d79722c8ec34 \
-    --hash=sha256:3e6f39af2eab0118338902798b5aa6664f46ff66bc0280de76fca67a7f262a49 \
-    --hash=sha256:3f53fa183d53a1d7a8852277c92b967ae99c2d4dcee2bfacff8868e6e30b15f7 \
-    --hash=sha256:3f6d37644155fb5beca5378feb8c1708d5783145f2a0f1c4d5a061a210254844 \
-    --hash=sha256:3f7eb7da0eb23aa2ba036d4f616d46906013a68caf61b7fdbe42fc8b25132e77 \
-    --hash=sha256:3fa0b59c92278b5a7800d3ee7733da9d096d4aabcfabb9a928918bd276ef9b9b \
-    --hash=sha256:421e29339983e1bebc281fab40d812742268ad057db4aee8c4d2bce0af43b741 \
-    --hash=sha256:4b943d3668d61cfa528eb949577479d3b077fd25fb83c641235437bc0b5bc60e \
-    --hash=sha256:526e86aced14a65a5b0ec50827c745597c782ff46b571dbfe46192ab9e0b3c33 \
-    --hash=sha256:52e06553899e11e8074503c8e716d574adeeb7e68913115c4b3653c53f9bae42 \
-    --hash=sha256:544364b2b51a9b0c7000a4b4b02f90e9423d97fbbf7e06689236443ebcad81ab \
-    --hash=sha256:5524298e3827105b61951a29c3512deb9578586abf3a7c5da4a8069df247cccc \
-    --hash=sha256:55c7475190662e202c08c6c0f4d9e345a29367438cf8e8037f3155e10a88d5a5 \
-    --hash=sha256:563b116874a9a7ce6f96f87cd0b94f7faf92d08d0021e837796f0a14318ef8da \
-    --hash=sha256:57ca5281a8b5e27593cb7d82c2ac927ad88a96ed406aa446f6344e4328208e9e \
-    --hash=sha256:5c85794a4cfa094714fb9c08d4a218375b2b95b8ed1666e8677c349906246c05 \
-    --hash=sha256:5f3bde70f157f84ece3765b42b4a52c6ac1a50334903c6eaf765362f6ccca88a \
-    --hash=sha256:5f3f58818dc0b07f7d9aa7fe9eb1037aecb9700e63e1f6acfed13e9fef648f5d \
-    --hash=sha256:5fac835b4ab3c6487b5dbad78c4b3724e26bcc468e886f8ba8cc4306f68f6701 \
-    --hash=sha256:620bae625f4cb18427b1bb1a2d9426dc0dd5a5ba74c7c2cdb9de405f7b129863 \
-    --hash=sha256:672b8adf25b1a0d35c96b5888b7b18699d27d4194bac8beeae75be4b7a3fc9b2 \
-    --hash=sha256:6aae418a8b323732fa89721d86f39ec8f092fc2af67f4217a2b07fd3e93c6101 \
-    --hash=sha256:6c3631058c37e4a0ec440bf583bc53cdbd13e5661bb6f465bc1d88ee9a0a4d02 \
-    --hash=sha256:6c9c9262f454d1c4d8aaa7050121eb4f3aea197360553699520767daebf2180b \
-    --hash=sha256:6e43d39a741e972bab5d8100b5cdacf69db64e34eb19b6e9af162bccf63c5cc6 \
-    --hash=sha256:7365b92c2e69ee952902e8f70f3ba6360d0d596d9299d55d7d386df84b6941fb \
-    --hash=sha256:743185e7372b7bc7c389e1badcc606931a827112fbbd37f14c537320fca08620 \
-    --hash=sha256:74472234c8370669850e1c312490f6026d132ca2d396abfad8830b4f1c096957 \
-    --hash=sha256:74d5012b7630714b66be7b7b7a78855ef7ad58e8650c73afc4c076a1f480a8d6 \
-    --hash=sha256:77a13aea58bc2b90173bc69f2a90de8e282648939a00a602e1dc4ee23e26b66d \
-    --hash=sha256:79ff6c6eadf2e3fc0d7786331362e6ef1e51125892c75f1004bd6b52155fb956 \
-    --hash=sha256:831a62658609f0e5c64178211c942ace999517f5770fe9436be4c2faeba0c0ef \
-    --hash=sha256:836398932192dae4146c8f6f737d74baeac8b70ce14831a239bdb1ca882fc261 \
-    --hash=sha256:842178b126593addc05acf6fce960d28bc5fae7afbaa2c6c1b3a7b9460e5be02 \
-    --hash=sha256:8526e8f916bb5b9a0a777c8317c23ce65de259422bba5b31325a6fa6029d33af \
-    --hash=sha256:859e43a1951717cc8de7f4c77674a6d389b106361585951d9e69572823f311d9 \
-    --hash=sha256:88863fbbc1a7312972f1c511f202eb30866370ebb8493aef2812b9ff28156a21 \
-    --hash=sha256:89eef07eee5e9d1fda06e38822ad167a044153457e6fd997f8a858ab7564a336 \
-    --hash=sha256:8c89f9f2f740a6b7dcc753140dd5e1ab9215966f7a3530d0c0705c83b401bd7d \
-    --hash=sha256:8c91ed27800188c2ae96d16e3149f199d62f86c7af5f5f4d2c61a3ed8cd3666c \
-    --hash=sha256:8ca65483439f9c791897f7db49202301deb6e15fe9f8fe2fed555bf986d10c31 \
-    --hash=sha256:8fbe85cb3201c7d380d3d0b90e63d520f15d6afe217165d7f98c9c649654db81 \
-    --hash=sha256:91d4c9a823a8c987cce8fa2690923b069966dabb196dd8d137ea2cede885fde9 \
-    --hash=sha256:9bb9f66367023ae783551042d31b1d7fd422e8289eedd91f26754a66f44d5cff \
-    --hash=sha256:a173cb5c16c4f40ab19cecf48a534c409f7ea983ab8fed0741304a1c0a31b3f2 \
-    --hash=sha256:a36d8efe0f290835fd0f33da35042a1bb5dc0e83cbc092dcf69bce442579e88e \
-    --hash=sha256:a55f3e9e493158d7bfdb60a1165035f1cf7d320914e7b7ea83fe22c6023b58fc \
-    --hash=sha256:a625815d4a2bdca61953dbba5a39d60164451ef34c88d751f6c368c3ea73d404 \
-    --hash=sha256:a916a2932da8f8ab582f242c065f5c81bed3462849ca79ee357dd9551b0e9b01 \
-    --hash=sha256:ac3cc5759570cd02662b15fbcd9d917f7ecd47efe0d6b40474eafd246f91ea18 \
-    --hash=sha256:acb08650863767cbc58bca4813b92df4d6c648459dcaa3d4155681962b2aa2d3 \
-    --hash=sha256:aebfd0861a83e6c3d1110b78ad54704486555246e542be3e2bb94195eabb2606 \
-    --hash=sha256:afaeff7696e0ad9f02cbb8f56365ff4686ab205fcf9c4c5b6fdfaaa16549dd04 \
-    --hash=sha256:b27cf2eb1dda37b2089e3907d8ea92922b673c0c427886d4edc6b94d8dfe5db3 \
-    --hash=sha256:b2cd9e04277e756a2e2d2543d65d1e2166d6fd4c9b183f8808634fda23f17b14 \
-    --hash=sha256:b9c4702f29ca48e023ffd9b7ff6b822acdf47cb1ff44cb490a3f1d5ec8987e9c \
-    --hash=sha256:bbe1ef33d45bc71cf21364df962af171f96ecaeca06bd9e3d0b583efb12aec82 \
-    --hash=sha256:bd404be08018c37350f0d6e34676bd1e2889990117a2b90070b3007f172d0610 \
-    --hash=sha256:bf0a91bfb5574a2f7fc223cf95eeea79abfefa404bf1ea5e339c0c1560ae99a0 \
-    --hash=sha256:bfb5862016acc9b869bb57284e6cb35fdf8e22fe59f7548858e2f971d045f150 \
-    --hash=sha256:bfff9740c69c0e4ed32416f013f3c45e2ae42ccedd1167ef2d805c000b6c71a5 \
-    --hash=sha256:c1f5210f1b8fc91ead1283c6fd89f70e76fb07283ec738056cf34d51e9c1d62c \
-    --hash=sha256:c2047d0b6cea13b3316bdbafbfa0c4228ae593d995030fda39089d36e64fc03a \
-    --hash=sha256:c22c776292a23bfc7237a98f791b9ad3144b02116ff10d820829ce62dff46d0b \
-    --hash=sha256:c755367e51db90e75b19454b680903631d41f9e3607fbd941d296a020c2d752d \
-    --hash=sha256:c882d69f6903ef6092bedfb7be973d9319940d56b8427ab9187d1ecd73438a70 \
-    --hash=sha256:cb467c999c2eff23a6417e58d75e5828716f42ed8289fe6b77a7e5a91036ca70 \
-    --hash=sha256:cdab464fee731e0884c35ae3588514a9bcf718d0e2c82169c1c4a85cc19c3c7f \
-    --hash=sha256:ce19e06cbda693e9e7686358af9cd6f5d61312ab8b00488bc36f5aabbaf77e24 \
-    --hash=sha256:ce70f96a46b894b36eba678f153f052967a0d06d5b5a19b336ab0dbbd029f73e \
-    --hash=sha256:cf57a27fb986c6243d2ee78392c503826056ffe0287e8794503b10fb51b881be \
-    --hash=sha256:d1715143123baeeaeadec0528bb7441103979a1d5f6fd0e1f915383fea7ea6d5 \
-    --hash=sha256:d6ff426a7cb54f310d51bfe83fe9f2bbe40d540c741dc974ebc30e6aa238f52e \
-    --hash=sha256:d7e7067c98040d646982daa1f37a33d3544138ea155536c2e0e63e07ff8a7e0f \
-    --hash=sha256:db476ab59b6765134de1d4fe96a1a9c96ddf091683599be0f26147ea1b2e4b88 \
-    --hash=sha256:dcc5c24523771db3a294c77d94771abcfcb82a0e0ee8efd910c37c59ec1b31bb \
-    --hash=sha256:de6da501c883f58ad50db3a32ad397b09ad29865b5f26f64c24d3e3281685849 \
-    --hash=sha256:e84087b432b6ac94778de547e08611266f1f8ffad28c0ee4c82e028b0fc5966d \
-    --hash=sha256:eef58232d32daf2ac67f42dea51a2c80f0d03379075d44a587051e63cc2e368c \
-    --hash=sha256:f096076119da54a6080e8920cbdaac3dbee667eb91dcc5e5b78840b87415bd44 \
-    --hash=sha256:f0ab1c1af0cb38e3f598244c17919fb1a84d1629cc08355b0074b6d7f53138ac \
-    --hash=sha256:f27db948078f3823a6bb3b465180db8ebecf26dd5dae6f6180bd87383b6b4428 \
-    --hash=sha256:f537afb3276d12814082a2e9b242bdcf416c2e8fd9f799a737990a1dbe906e5b \
-    --hash=sha256:f57b396167a2565a4e8b5e56a5a1c537571733992b226f4f1197d79e94cf0ae5 \
-    --hash=sha256:f8979280bdafff686ba5e4d8f97840f929a87ed9cdf133cbbd42f7766774d2aa \
-    --hash=sha256:f9a2ae5c91cecc9edd47e041a930490c31c3afb1f5e6d71de3dc671bfaca02bf
+watchfiles==1.2.0 \
+    --hash=sha256:01859b11fd9fbca670f4d5da00fbac282cfea9bd67a2125d8b2833a3b5617ea9 \
+    --hash=sha256:01ea8d66f0693b9b60a6541c8d10263091ca9a9060d242f3c1f3143f9aad2c98 \
+    --hash=sha256:027ae72bfdfd254862065d8b3e2a815c6ab9b1853ce41e6648ece84afd34a551 \
+    --hash=sha256:03b14855c6f35539e2d95c442ae9530a75762f1e26567152b9ed05f96534a74d \
+    --hash=sha256:054dc20fd2e3132b4c3883b4a00d72fd6e1f56fdaf89fccd12e8057d74cd74d7 \
+    --hash=sha256:094b9b70103d4e963499bdea001ee3c2697b144cd9ae6218a62c0f89ec9e31db \
+    --hash=sha256:0a105bc2283f67e8fbec74253ec2d94925de92ed72c0393f1206bf326b7b7b69 \
+    --hash=sha256:0a37faaed405c67e28e6be45a1fa4f206ef5a2860f27c237db9fa30704c38242 \
+    --hash=sha256:0c4997d4e4a55f0d02b6cde327322daf3a0400e5df6c6b15948994bf72497925 \
+    --hash=sha256:0cb4d80e212f116474a545c21c912b445f16bb0cef9e6a73a498164223e14e2f \
+    --hash=sha256:0d191c054d0715c3c95c99df9b8dbf6fd096d8c1e021e8f212e1bd8bc444ccb5 \
+    --hash=sha256:0e831a271c035d89789cffc386b6aa1375f39f1cd25eb7ca0997e4970d152fc5 \
+    --hash=sha256:10d86db20695afe7997ac9e1717637d6714a8d0220458c33f3d2061f54cec427 \
+    --hash=sha256:11743adfa510bfffebe97659fb280182b5c9b238708f667e866f308c3430dc19 \
+    --hash=sha256:1bc6195825b7dcd217968bb1f801a60fd4c16e8eeab5bedc7fe917d7d5995ab4 \
+    --hash=sha256:204f299afcbd65918ab78dbc52626b0ae45e9d8cef403fdbf33ecf9e40eac66e \
+    --hash=sha256:20aa0e708b920bde876a4aa82dc7dd6ebea228a63a67cda6632c2fc87b787efa \
+    --hash=sha256:23282a321c8baf9b3a3c4afff673f9fe65eb7fdc2338d765ccad9d3d1916a5ba \
+    --hash=sha256:24b2405c0a46738dd9e1cf7135aa5dbdb9d42d024628651b3b13d5117e99f8df \
+    --hash=sha256:2581a94056e55d7d0a31a823ea92bf73749c489ca2285bfdc0fbe6b2bb49d50c \
+    --hash=sha256:2995c176de7692b86a2e4c58d9ec718f753150a979cb4a754e2b4ffa38e70906 \
+    --hash=sha256:2b37d10b5a63bd4d87e18472d80fa525bd670586fae62e5dd580452764879b65 \
+    --hash=sha256:2cb93af48550faf1cea04c303107c8b75833de7013e57ce27d3b8d21d8d0f58c \
+    --hash=sha256:2d95ddc1eb6914154253d239089900813f6a767e174b8e6a50e7fdacb7e4236c \
+    --hash=sha256:3416ff151bb6b5a8d8d11664974fbef4d9305b9b2957839ab5a270468fd8df30 \
+    --hash=sha256:3651aa7058595e9cfb75d35dd5ada2bf9f48a5b8a0f3562821d3e210c507e077 \
+    --hash=sha256:37a6721cdf3f65dbb13aa9503510ccb4451603ac837e44d265d7992a597e1374 \
+    --hash=sha256:41bc1199f7523b3f82843c88cbb979180c949caef0342cf90968f178e5d49b01 \
+    --hash=sha256:43d818978d06062d9b22c4fab2ebe44cf5213d42dc8e62bda8c2760cfa2eeb33 \
+    --hash=sha256:4429f3b105524a10b72c3a819b091c495d2811d419c1e1e8df773a5a5974f831 \
+    --hash=sha256:4543579a9bdb0c9560039b4ffddbdb39545707659fbc430ce4c10f3f68d557f9 \
+    --hash=sha256:4674d49eb94706dfe666c069fc0a1b646ffcf920473492e209f6d5f60d3f0cc2 \
+    --hash=sha256:4c887eba18b7945ac73067a8b4a66f21cd46c2539b2bc68588f7be6c7eb6d26b \
+    --hash=sha256:4e4ff8e37f99cf1da89e255e07c9c4b37c214038c4283707bdec308cb1b0ea1f \
+    --hash=sha256:4f34e26a19f91f710c08e0183429f0d1d15df734e6bc78c31e77b9ea9c433658 \
+    --hash=sha256:5327989a465505f05cfe06f04fa9d0c2fd5432bb243e10e6f012b1bdca3c8579 \
+    --hash=sha256:53b2290c92e0506d102cd448fbc610d87079553f86caa39d67440856a8b8bba5 \
+    --hash=sha256:56d8641cf834c2836922899105bd3ce3d0dfc69291d52edf0b4d0436829b34c0 \
+    --hash=sha256:57a2d9fa4fb4c2ecae57b13dfff2c7ab53e21a2ba674fe9f05506680fcdcc0d7 \
+    --hash=sha256:63ac26eefbf4af1741247d6fb68b11c49a25b2f7413fbd318a83a12aaa9cf666 \
+    --hash=sha256:6543cf55d170003296d185c0af981f3e1311564907e1f4e08671fc7693a890a5 \
+    --hash=sha256:704fd259e332e01f9b9c178f4bce9e49027e5587cc2600eeeaf8e76e1c846201 \
+    --hash=sha256:71283b39fd17e5408eb123bd37aeecfd9d54c81fc184421943208aadb879d103 \
+    --hash=sha256:71cd71740ed2c15211ebb237ced4e39a1cdf6f80566e5fe95428da1626f4fde6 \
+    --hash=sha256:7571e4464cb6e434958f867f7f730b8ab0b75e3f8e5eac0499168486ab3c33a8 \
+    --hash=sha256:772b80df316480d894a0e3165fdd19cf77f5d17f9a787f94029465ad0e3529d1 \
+    --hash=sha256:77a0feab9af4c021c581f695258c642b3d10c5fd4c676e33a0d8606425d82631 \
+    --hash=sha256:7a2cffd17d27d2ecbb310c2b1d8174f222a5495b1a721894afa88ec11e25b898 \
+    --hash=sha256:7a7ce236284f002a156f70add88efe5c70879cccbb658be0822c54b1306fc09d \
+    --hash=sha256:7ba0480b9a74af058f43b337e937a451e109295c420916d68ad24e3dc02f5e44 \
+    --hash=sha256:8520a4ab0e37f770afc34459c4f8f7019e153f9124dc101c15538365875d1ab2 \
+    --hash=sha256:86bc13c25a8d1fcd70b51d0ce7c9b65e90de5666fcbfd3e34957cc73ee19aeb5 \
+    --hash=sha256:89d8c2394a065ca86f5d2910ff263ae67c127e1376ccc4f9fc35c71db879f80a \
+    --hash=sha256:8c520725602756229f045b032a1ff33d7ef0f7404189d62f6c2438cb6d8ef6a1 \
+    --hash=sha256:8f200104103feb097de4cab8fe4f5dd18a2026934c7dea98c55a2f5fd6d5a33b \
+    --hash=sha256:8f70d8b291ef6e88d19b1f297a6905ddb978888d9272b0d05e6f53309856bcfc \
+    --hash=sha256:8fa585ede612ee9f9e91b18bebf9ba11b9ae29a4e3a0d0cf6fca3e382133f0d5 \
+    --hash=sha256:922c0e019fe68b3ae392965a766b02a71ba1168c932cebc3733cd52c5fe5b377 \
+    --hash=sha256:9342472aff9b093c5acd4f6d8f70ae0937964ab56542502bcf5579782da69ae8 \
+    --hash=sha256:9649193aa27bd9ff2e80ff29bfaa93085496c7a3a377592823cc58b77ee88add \
+    --hash=sha256:9f04b092229ad2c50126dd3c922c8822e51e605993764a33058d4a791ab42281 \
+    --hash=sha256:a0f27f01bee51861392bb6b7c4fdb290b27d1eb194e9e28788d68102a0e898d9 \
+    --hash=sha256:a16ffe19bf5cf9f5edaa1ad1dd830c5a816e8feec430c522302ab55483a4b994 \
+    --hash=sha256:a204794696ffb8f9b10fba6f7cb5216d42f3b2b71860ccac6b6e42f5f10973b0 \
+    --hash=sha256:a711b51aec4370d0dcda5b6c09463206f133a5759341d7744b953a7b62e1100e \
+    --hash=sha256:a88fc94e647bc4eec523f1caa540258eb71d14278b9daf72fa1e2658a98df0f0 \
+    --hash=sha256:ae99b14c5f21e026e0e9d96f40e07d8570ebee6cafd9d8fc318354606daa7a28 \
+    --hash=sha256:b0ef001f8c25ad0fa9529f914c1600647ecd0f542d11c19b7894768c67b6acb7 \
+    --hash=sha256:b141a4891c995a039cd89e9a49e62df1dc8a559a5d1a6e4c7106d16c12777a55 \
+    --hash=sha256:b4e77f6a55f858504069abd35d336a637555c09bca453dde1ee1e5ada8a6a1fb \
+    --hash=sha256:b62f042afde2dde21ec1d2c1a74361e804673df86f51e418a999c9acfe671b07 \
+    --hash=sha256:b718bf356bbc15e559bd8ef41782b573b8ae0e3f177ab244b440568d7ea02cfb \
+    --hash=sha256:b8c8358484d5fa12ef34f05b7f4168eaf1932f408725ff6d023c33ec17bd79d4 \
+    --hash=sha256:b974946a10af379d425e2eef5b62f5c6ebeaccf91d45eaad6f5b27ecd4f91aa0 \
+    --hash=sha256:b9909cc2b48468b575eefa944919e1fe8a36c5849d5c7c168f80a8c1db69398e \
+    --hash=sha256:b9f732dc58b2dbe69e464ccf8fff7a03b0dd0be439da4c0720d3558527d3d6b4 \
+    --hash=sha256:bb68bf4df85abebe5efddc53cf2075520f243a59868d9b3973278b23e76962a9 \
+    --hash=sha256:bb7e52ecf68ba46d22df23467b87cffeb2146908aa523ebfe803019618cfda06 \
+    --hash=sha256:bc13eb17538be00c874699dc0abe4ee2bc8d50bb1166a6b9e175ef3fd7eb8f26 \
+    --hash=sha256:c0db965c5f79aa49fe672d297cf1febc5ad149b658594944f49a54a2b96270a7 \
+    --hash=sha256:c16cb06dd17d43b9d185094268459eac92c9538356f050e55b54e82cf700e1d4 \
+    --hash=sha256:c525543d91961c6955b2636b308569e84a1d1c5f5f2932041ab9ef46422f43e3 \
+    --hash=sha256:c5c19526f4e54a00f2666a6c0e9e40d582c09e865055ea7378bf0009aab857b3 \
+    --hash=sha256:c995fba777f1ea992f090f9236e9284cf7a5d1a0130dd5a3d82c598cacd76838 \
+    --hash=sha256:ca148d73dea36c9763aaa351e4d7a51780ec1584217c45276f4fe8239c768b71 \
+    --hash=sha256:cee9d5efd929efdac5f7e58f72b3376f676b64050a91c5b99a7094c5b2317488 \
+    --hash=sha256:d158cd89df6053823533e06fb1d73c549133bff5f0396170c0e53d9559340717 \
+    --hash=sha256:d20029a60a71a052a24c4db7673bc4de39ab89adbaccbfb5d67987c5d73f424d \
+    --hash=sha256:d413349d565dab74297f2a63e84a097936be69bf8f3b3801f27f380e32040f44 \
+    --hash=sha256:d4a4b147f5dca2a5d325a06a832fb43f345751adfbc63204aec30e0d9ca965a2 \
+    --hash=sha256:d516b3283a758e087841aedb8031549fb41ced08f3db10aa6d2bf32dc042525b \
+    --hash=sha256:d73a585accffa5ae39c17264c36ec3166d2fad7000c780f5ef83b2722afb9dd2 \
+    --hash=sha256:dbd6c97045dad81227c8d040173da044c1de08de64a5ea8b555da4aee1d5fa22 \
+    --hash=sha256:e0618518f282c4ebff60f5e5b1247b6d91bb8b9f4476947563a1e74acc66f3c6 \
+    --hash=sha256:e140ed30ebde76796b686e67c182cff10ea2fbab186fafd1560f74bb5a473a6e \
+    --hash=sha256:e1cfd51e97e13ff3bd047c140764d277fc9b95b7cb5da59e46a47d167adab310 \
+    --hash=sha256:e2ca07fa7d89195ec0865d3d285666286740bfa83d83e5cee204043a31ecc165 \
+    --hash=sha256:e53a384f76b631c3ae5334ce6a52f0baa3a911eb94a4eac7f160079868b716d5 \
+    --hash=sha256:eb283ee99e21ad6443c8cdb06ac5b34b1308c329cbdf03fa02b445363714c799 \
+    --hash=sha256:eb72919d93e3a16fc451d3aa3d4b1698423daca1b382d3d959c9ac51297c12a8 \
+    --hash=sha256:ecb47f183a8025b2aa18b546725c3657e542112ae9c0613a2af79b4fa8d04ad7 \
+    --hash=sha256:f155b3a1b2a5fc89cdc70d47ee5d54e3b75e88efa34982028a35daef9ba00379 \
+    --hash=sha256:f22943b7770483f6ea0721c6b11d022947a98eb0acae14694de034f4d0d38925 \
+    --hash=sha256:f28b2725eb8cce327b9b3ab02415c853011dc55c95832fe90de6bc56f5315f72 \
+    --hash=sha256:f88af53d6ddaf72179ef613ddc905e6f4785f712b49b80b3bef9f3525e6194b4 \
+    --hash=sha256:faea288b6f0ab1902ef08f4ca6de005dccf856c4e0c4f21b8c5fce02d90a1b08 \
+    --hash=sha256:fff610d7bb2256a317bb1e96f0d7862c7aa8076733ee5df0fd41bbe76a24a4f4
     # via uvicorn
 websocket-client==1.9.0 \
     --hash=sha256:9e813624b6eb619999a97dc7958469217c3176312b3a16a4bd1bc7e08a46ec98 \
     --hash=sha256:af248a825037ef591efbf6ed20cc5faa03d3b47b9e5a2230a529eeee1c1fc3ef
     # via kubernetes
-websockets==16.0 \
-    --hash=sha256:0298d07ee155e2e9fda5be8a9042200dd2e3bb0b8a38482156576f863a9d457c \
-    --hash=sha256:04cdd5d2d1dacbad0a7bf36ccbcd3ccd5a30ee188f2560b7a62a30d14107b31a \
-    --hash=sha256:08d7af67b64d29823fed316505a89b86705f2b7981c07848fb5e3ea3020c1abe \
-    --hash=sha256:152284a83a00c59b759697b7f9e9cddf4e3c7861dd0d964b472b70f78f89e80e \
-    --hash=sha256:1637db62fad1dc833276dded54215f2c7fa46912301a24bd94d45d46a011ceec \
-    --hash=sha256:19c4dc84098e523fd63711e563077d39e90ec6702aff4b5d9e344a60cb3c0cb1 \
-    --hash=sha256:1c1b30e4f497b0b354057f3467f56244c603a79c0d1dafce1d16c283c25f6e64 \
-    --hash=sha256:2b9f1e0d69bc60a4a87349d50c09a037a2607918746f07de04df9e43252c77a3 \
-    --hash=sha256:31a52addea25187bde0797a97d6fc3d2f92b6f72a9370792d65a6e84615ac8a8 \
-    --hash=sha256:32da954ffa2814258030e5a57bc73a3635463238e797c7375dc8091327434206 \
-    --hash=sha256:335c23addf3d5e6a8633f9f8eda77efad001671e80b95c491dd0924587ece0b3 \
-    --hash=sha256:3425ac5cf448801335d6fdc7ae1eb22072055417a96cc6b31b3861f455fbc156 \
-    --hash=sha256:349f83cd6c9a415428ee1005cadb5c2c56f4389bc06a9af16103c3bc3dcc8b7d \
-    --hash=sha256:37b31c1623c6605e4c00d466c9d633f9b812ea430c11c8a278774a1fde1acfa9 \
-    --hash=sha256:417b28978cdccab24f46400586d128366313e8a96312e4b9362a4af504f3bbad \
-    --hash=sha256:485c49116d0af10ac698623c513c1cc01c9446c058a4e61e3bf6c19dff7335a2 \
-    --hash=sha256:4a1aba3340a8dca8db6eb5a7986157f52eb9e436b74813764241981ca4888f03 \
-    --hash=sha256:50f23cdd8343b984957e4077839841146f67a3d31ab0d00e6b824e74c5b2f6e8 \
-    --hash=sha256:52a0fec0e6c8d9a784c2c78276a48a2bdf099e4ccc2a4cad53b27718dbfd0230 \
-    --hash=sha256:52ac480f44d32970d66763115edea932f1c5b1312de36df06d6b219f6741eed8 \
-    --hash=sha256:5569417dc80977fc8c2d43a86f78e0a5a22fee17565d78621b6bb264a115d4ea \
-    --hash=sha256:569d01a4e7fba956c5ae4fc988f0d4e187900f5497ce46339c996dbf24f17641 \
-    --hash=sha256:583b7c42688636f930688d712885cf1531326ee05effd982028212ccc13e5957 \
-    --hash=sha256:5a4b4cc550cb665dd8a47f868c8d04c8230f857363ad3c9caf7a0c3bf8c61ca6 \
-    --hash=sha256:5f451484aeb5cafee1ccf789b1b66f535409d038c56966d6101740c1614b86c6 \
-    --hash=sha256:5f6261a5e56e8d5c42a4497b364ea24d94d9563e8fbd44e78ac40879c60179b5 \
-    --hash=sha256:6e5a82b677f8f6f59e8dfc34ec06ca6b5b48bc4fcda346acd093694cc2c24d8f \
-    --hash=sha256:71c989cbf3254fbd5e84d3bff31e4da39c43f884e64f2551d14bb3c186230f00 \
-    --hash=sha256:781caf5e8eee67f663126490c2f96f40906594cb86b408a703630f95550a8c3e \
-    --hash=sha256:7be95cfb0a4dae143eaed2bcba8ac23f4892d8971311f1b06f3c6b78952ee70b \
-    --hash=sha256:7d837379b647c0c4c2355c2499723f82f1635fd2c26510e1f587d89bc2199e72 \
-    --hash=sha256:86890e837d61574c92a97496d590968b23c2ef0aeb8a9bc9421d174cd378ae39 \
-    --hash=sha256:878b336ac47938b474c8f982ac2f7266a540adc3fa4ad74ae96fea9823a02cc9 \
-    --hash=sha256:8b6e209ffee39ff1b6d0fa7bfef6de950c60dfb91b8fcead17da4ee539121a79 \
-    --hash=sha256:8cc451a50f2aee53042ac52d2d053d08bf89bcb31ae799cb4487587661c038a0 \
-    --hash=sha256:8d7f0659570eefb578dacde98e24fb60af35350193e4f56e11190787bee77dac \
-    --hash=sha256:8e1dab317b6e77424356e11e99a432b7cb2f3ec8c5ab4dabbcee6add48f72b35 \
-    --hash=sha256:8ff32bb86522a9e5e31439a58addbb0166f0204d64066fb955265c4e214160f0 \
-    --hash=sha256:95724e638f0f9c350bb1c2b0a7ad0e83d9cc0c9259f3ea94e40d7b02a2179ae5 \
-    --hash=sha256:9b5aca38b67492ef518a8ab76851862488a478602229112c4b0d58d63a7a4d5c \
-    --hash=sha256:a069d734c4a043182729edd3e9f247c3b2a4035415a9172fd0f1b71658a320a8 \
-    --hash=sha256:a0b31e0b424cc6b5a04b8838bbaec1688834b2383256688cf47eb97412531da1 \
-    --hash=sha256:a35539cacc3febb22b8f4d4a99cc79b104226a756aa7400adc722e83b0d03244 \
-    --hash=sha256:a5e18a238a2b2249c9a9235466b90e96ae4795672598a58772dd806edc7ac6d3 \
-    --hash=sha256:a653aea902e0324b52f1613332ddf50b00c06fdaf7e92624fbf8c77c78fa5767 \
-    --hash=sha256:abf050a199613f64c886ea10f38b47770a65154dc37181bfaff70c160f45315a \
-    --hash=sha256:af80d74d4edfa3cb9ed973a0a5ba2b2a549371f8a741e0800cb07becdd20f23d \
-    --hash=sha256:b14dc141ed6d2dde437cddb216004bcac6a1df0935d79656387bd41632ba0bbd \
-    --hash=sha256:b784ca5de850f4ce93ec85d3269d24d4c82f22b7212023c974c401d4980ebc5e \
-    --hash=sha256:bc59589ab64b0022385f429b94697348a6a234e8ce22544e3681b2e9331b5944 \
-    --hash=sha256:c0204dc62a89dc9d50d682412c10b3542d748260d743500a85c13cd1ee4bde82 \
-    --hash=sha256:c0ee0e63f23914732c6d7e0cce24915c48f3f1512ec1d079ed01fc629dab269d \
-    --hash=sha256:caab51a72c51973ca21fa8a18bd8165e1a0183f1ac7066a182ff27107b71e1a4 \
-    --hash=sha256:d6297ce39ce5c2e6feb13c1a996a2ded3b6832155fcfc920265c76f24c7cceb5 \
-    --hash=sha256:daa3b6ff70a9241cf6c7fc9e949d41232d9d7d26fd3522b1ad2b4d62487e9904 \
-    --hash=sha256:df57afc692e517a85e65b72e165356ed1df12386ecb879ad5693be08fac65dde \
-    --hash=sha256:e0334872c0a37b606418ac52f6ab9cfd17317ac26365f7f65e203e2d0d0d359f \
-    --hash=sha256:e6578ed5b6981005df1860a56e3617f14a6c307e6a71b4fff8c48fdc50f3ed2c \
-    --hash=sha256:eaded469f5e5b7294e2bdca0ab06becb6756ea86894a47806456089298813c89 \
-    --hash=sha256:f4a32d1bd841d4bcbffdcb3d2ce50c09c3909fbead375ab28d0181af89fd04da \
-    --hash=sha256:fd3cb4adb94a2a6e2b7c0d8d05cb94e6f1c81a0cf9dc2694fb65c7e8d94c42e4
+websockets==16.1.1 \
+    --hash=sha256:01fbdcbac298efe19360b94bc0039c8f746f0220ba570f327577bfee81059175 \
+    --hash=sha256:024193f8551a2b0eafbdd160911012c4e6c228c28430c84433253299a9e42d6a \
+    --hash=sha256:04fd29a0e2fe9414a95b00e92c67ae51bf900c50c0f8a4b2dafdad621f49ea1d \
+    --hash=sha256:056ae37939ed7e9974f364f5864e76e49182622d8f9751ac1903c0d09b013985 \
+    --hash=sha256:0f62863e8a00a6d33c3d6566ec0b89f23787b747ffe0c3bc71ec0e76b82c94b1 \
+    --hash=sha256:0ffd3031ea8bda8d61762e84220186105ba3b748b3c8da2ae4f7816fac03e573 \
+    --hash=sha256:1214e673c404684b9bf7154f5cf43b45025b1a6160fac3a9e438e9c1a97e22cb \
+    --hash=sha256:125f22dbefaf1554fea66fc83851490edb284ce4f501d37ffed2752f418332d9 \
+    --hash=sha256:130937b167a52af203c8d58e78d67705874e82759862e3b9671a452fec4abc87 \
+    --hash=sha256:1427fb4cf0d72f66333e2cacc3ff5f575bf2d7008166ce991a4a470b21d51a22 \
+    --hash=sha256:195c978b065fa40910582464f99d6b15c8b314c68e0546549a55ed83f4735328 \
+    --hash=sha256:1d27fa8462ad6a1cb36206a3d0640b2333340def181fae11ed7f9adeaa5c0747 \
+    --hash=sha256:1db4de4a0e95673f7545d393c49eeb0c2f18ac1ef93073218c79d5cdb2ee75ab \
+    --hash=sha256:1f79c89b5eb034d1722938a891916582f8f7f503f58ca22518a63c3f2cd18499 \
+    --hash=sha256:23253dd5bcae3f9aaee0a1d30967a8dbd52e5d3cff93a2e5b84df57b77d4750d \
+    --hash=sha256:249116b4a76063d930a46391ad56e135c286e4562a18309029fc2c73f4ed4c62 \
+    --hash=sha256:29dfa8114c4a620c69591c5973860f768eac29d3fd6904f37f34266cb219c512 \
+    --hash=sha256:2a606d9c24035242a3e256e9d5b77ed9cd6bccfcb7cf993e5ca3c0f6f68fb6a7 \
+    --hash=sha256:2a636ff1e7a5c4edf71ef0e79adae7f25dba93b4fcbe3dc958733477ffeb0eaf \
+    --hash=sha256:2bb5d041a8307d2e18782e7ce777f6fdb1e8c2f5d09291484b18c294b789d9aa \
+    --hash=sha256:2e28e602bb13da44fbe518c1781a88e3b9d4c3d48d02c9bad83e546164336f57 \
+    --hash=sha256:30bbe120437b5648a77d3519b7024ea09530e0b5b18d3698c5a0ae536fe0cc2e \
+    --hash=sha256:34420aaa64440ebd51ac72ca8a45ef4626429438c9b02e633ae412ed43f925d3 \
+    --hash=sha256:38565aca3e01ea8734e578fb2118dade0ecb0250533f29e22b8d1a7a196cf4d0 \
+    --hash=sha256:387e8e4aa5df2f90b198fa3cad3478822a89cf905b6a6d6c97dc3664689640cc \
+    --hash=sha256:39f2a024af5c345ffe8fcf1ee18c049c024c94df393bb09b044a6917c77bde43 \
+    --hash=sha256:3df13f73af9b3b38ab1195eb299ecb67a4330c911c97ae04043ff74085728abe \
+    --hash=sha256:414e596c75f74e0994084694189d7dc9229fb278e33064d6784b73ffbba3ca31 \
+    --hash=sha256:41c8e77f17294c0ac18008a7309b99b34ee72247ef10b6dff4c3f8b5ac29896b \
+    --hash=sha256:42290eb6db4ccaca7012656738214f8514082fb6fa40cdeb61bb9a471b52e383 \
+    --hash=sha256:42f599f4d48c7e1a3338fdaac3acd075be3b3cf02d4b274f3bf2767aedd3d217 \
+    --hash=sha256:43e3a9fdd7cbf7ba6040c31fae0faf84ca1474fef777c4e37912f1540f854499 \
+    --hash=sha256:443aefe96b7fdb132e2a70806cca1f2af49bb3f28e47abcd7c2e9dcf4d8fa1b8 \
+    --hash=sha256:46dcaa042cd1de6c59e7d9269fa63ff7572b6df40510600b678f0826b3c7af51 \
+    --hash=sha256:496af849a472b531f758dbd4d61338f5000538cb1a7b3d20d9d32a264517f509 \
+    --hash=sha256:49ae99bdfcae803a885c926bf14f886196e84925395bb3f568fef5c0f0979d7d \
+    --hash=sha256:4b57693728576d84ede0a77987ab16881b783d2cd9f1dc180a8fbbc3f79c4428 \
+    --hash=sha256:4e3b680b1e0a27457e727a0d572fd81dffa87b6dbf8b228ab57da64f7d85aead \
+    --hash=sha256:4e8d01cc3bcae7bbf8167f944aeafefed590fae5693552bba9794a9df68371cc \
+    --hash=sha256:5283810d2646741a0d8da2aa733d6aefa0545809afccb2a5d105a26bc45125f1 \
+    --hash=sha256:53260c8930da5771cec89439bff99c20c8cb03ddb9588b980697355a83cd4bd3 \
+    --hash=sha256:536676848fc5961aca9d20389951f59169508f765637a172403dc5434d722fa0 \
+    --hash=sha256:54509b8e92fee4453e152b7558ddef37ce9705a044922f2095a6105e3f80c96f \
+    --hash=sha256:56cd5fc4f10a9ea8aa0804bddb7b42506cf9e136046f3b4c27de8fec9e2ecba5 \
+    --hash=sha256:5bfd1ac19b1b9986a9c95a82d5e23a391ebb09e12c34d7be6094b86efcc35731 \
+    --hash=sha256:5c31aa7e39ee3e8a358573257f1c0bb5c52430d1b637030dd9c8cc2c282926be \
+    --hash=sha256:5e3b7d601f6f84156b08cc4a5e541c2b50ad7b36cfc302b657a12477c904a5df \
+    --hash=sha256:61922544a0587a13fd3f53e4c0e5e606510c7b0d9d22c8444e5fae22a06b38cb \
+    --hash=sha256:6456ff333092d509127d75a638cb411afae8ff17f092635015d1902efec8a293 \
+    --hash=sha256:69159730a823dde3ea8d08783e8d47ef135a6d7e8d44eb127e32b321c9db8e3e \
+    --hash=sha256:69e52d175a0a7d1e13b4b67ad41c560b7d98e8c6f6126eb0bda496c784faf8c7 \
+    --hash=sha256:6aaface73b9c71974c6497366d8b9628357f6c9749e09c4ea3610176c63f2ae3 \
+    --hash=sha256:6abbd3e82c731c8e531714466acd5d87b5e88ac3243465337ba71d68e23ae7e3 \
+    --hash=sha256:6ff9417c0ada4d0f7d212f928303e5579bdf3ace4c802fa4afabb30995da58c3 \
+    --hash=sha256:7421fad442de870a8cbf2287d1cad7e706ece0dbfeba5e911df132cbdc1cb56a \
+    --hash=sha256:7883388947767080f094950b342b30d35a2a06b849cd967c422fa0db72b40ea9 \
+    --hash=sha256:79eace538c6a97e96d0d03d4f9d314f9677f5ed85a8a984992ffd90b13cb8a56 \
+    --hash=sha256:7b1b19636af86a3c7995d4d028dbe376f39b4bf31541146f9c123582a6c94562 \
+    --hash=sha256:7dfcad78ea1492ee3a9ec765cb7f51bbc17d477107aaf6b22abf7b2558d1c5a0 \
+    --hash=sha256:8087e82f842609734c9b5a1330464f8e94e346ba0e18c832c08bafa4b0d63c15 \
+    --hash=sha256:820fb8450edddae3812fd58cbc08e2bf22812cb248ecb5f06dbb82119a56e869 \
+    --hash=sha256:8483c2096363120eea8b07c06ae7304d520f686665fffd4811fad423930a65d7 \
+    --hash=sha256:84a2cef8deffbd9ab8ee0ea546a2a6a7030c28f44e6cdd4547dbfeb489eb8999 \
+    --hash=sha256:86d7f0f8bdb25d2c632b72527325e4776430fd5bc61b9118de4e2b8ddb5f5b01 \
+    --hash=sha256:8fe0b50da2d84535fb4f7b4bfa951280f97ce3d558a0443b541166d609e67b57 \
+    --hash=sha256:90001d893bc368e302ef168d82130b4e4fdd27b85fa094682df9b667c2d48838 \
+    --hash=sha256:9246a0d063cfcbcc85f2359dd6876d681213f4790832272aa16641b4ed5d64d4 \
+    --hash=sha256:92b820d345f7a3fc7b8163949ee92df910f290c3fc517b3d5301c78065adafe1 \
+    --hash=sha256:952303a7318d4cbe1011400839bb2051c9f84fa0a35923267f5daba34b15d458 \
+    --hash=sha256:97fd3a0e8b53efa41970ac1dff3d8cf0d2884cadeb4caaf95db7ad1526926ee3 \
+    --hash=sha256:9c1c5705e314449e3308872fe084b8571ce078ee4fc55a98a769bdefe5917392 \
+    --hash=sha256:9c9f23004a3d40e89c01a7955d186a6cc83418d93b749701944ce2de3e95a1f3 \
+    --hash=sha256:9f63bcef7f4b02b06b35fc01c93b96c43b5e88e1e8868676caacf493d5a31f3a \
+    --hash=sha256:a0eadbbf2c30f01efa58e1f110eb6fa293261f6b0b1aa38f7f48707107690af9 \
+    --hash=sha256:a28fcbc9b6baf54a2e23f8655f308e4ccc6afdd7266f8fe7954f320dcda0f785 \
+    --hash=sha256:a6a61aff018180c9c50b7b0da33bfd29d378af3497429c95006c589a23a11648 \
+    --hash=sha256:aabe464bfd13bd25f4821faf111da6fefdc389f870265a53105580e45b0a2e49 \
+    --hash=sha256:ab59169ace05dcb49a1d4118f0bde139557adf45091bd85747e36bf5de984dd1 \
+    --hash=sha256:b436f6ec4fc3a6b4237c84d3f83170ed2b40bb584222f0ac47a0c8a5921980c7 \
+    --hash=sha256:b6b9dadbef0cccd9f4c4ee96b08898afa73e26803bbe0f6aeb5bb12b0074206d \
+    --hash=sha256:b852788aa51764e2d8e4cf5493d559326bcae5e38d16ba25ffa322b034df272a \
+    --hash=sha256:bae954c382e013d5ea5b190d2830526bfa45ad121c326da0049b8c769f185db6 \
+    --hash=sha256:bcce07e23e5769375158f5efdcdafa8d5cd014b93c6683865b840ed65b96f231 \
+    --hash=sha256:cc97814dfb786a83b6e2dc2e79351e1b83e6d715647d6887fcabd83026417a00 \
+    --hash=sha256:cd2ca96a082a36964aca83e992f72abeb61b7306c1a6cba4c7d06a7b93750cac \
+    --hash=sha256:cfb70b4eb56cac4da0a83588f3ad50d46beb0690391082f3d4e2d488c70b68ea \
+    --hash=sha256:d0fcf657e9f13ff4b177960ab2200237b12994232dfb6df16f1cfe1d4339f93c \
+    --hash=sha256:d14bfb217eb4701e850f1525c9d29d79c44794cdf1c299ead25f39f8c78dea81 \
+    --hash=sha256:d57685547e0060cc6fd90ee6a28405d6bd395e525545f13c8d7cd99c78afd79f \
+    --hash=sha256:d6bec75c290fe484a8ba4cacdf838501e17c06ecfbbf31eede81a9e431bd7751 \
+    --hash=sha256:d9531d9cbeac99af6f038fb1bc351403531f7d634a2c2e10e2f7c854c6ed5b68 \
+    --hash=sha256:da4ca1a9d72f9030b3146b8d7022719a9f3d478f61efe6f7dd51d243f61c51b2 \
+    --hash=sha256:dab9eb87869da2d6ed3af3f3adf28414baae6ec9d4df355ffc18889132f3436c \
+    --hash=sha256:db234eda965dcce15df96bb9709f587cd87d4d52aaf0e80e2f34ec04c7670c57 \
+    --hash=sha256:dc0fad4933f427acd5b1cec210f3ea6dce7089e1724e4b9ec6ef47c6c04d1b3b \
+    --hash=sha256:dc385593a42e31cd6fb60c19f0ecb015b386603818fc2c6c274fb42bd2bb4165 \
+    --hash=sha256:dcc04fedf83effaeb9cce98abc9469bb1b42ef85f03e01c8c1f4438ef7555737 \
+    --hash=sha256:e047dc87ef7ca50f4d309bf775ad4a71711c58556d75d7bd0604b2317f43e94b \
+    --hash=sha256:e09f753a169951eb4f28c2c774f71069304f66e7277e0f5a2892423599cfa854 \
+    --hash=sha256:ed5bb271084b46530ee2ddc0410537a9961152c5ccba2fc98c5276d992ccba87 \
+    --hash=sha256:f0aa4aad3b1b69ad3fd85a0fd0952ec64331c762bd77ec51cc814170873890b2 \
+    --hash=sha256:f17dbe07eb3ea7f99e4df9b7e0efefe80fbf30d37a8cc4d561a0aed310bc8847 \
+    --hash=sha256:f2769a0344a09e9ccf5b3cce538bc75a51b53eff3275d3896310c8552049195d \
+    --hash=sha256:f55f0b01956a094c8587146d9558c91937e78789c333860ffaf35931a6e5dbc4 \
+    --hash=sha256:f5d497865f05bb222cab7016c6034542e84e5f29f49c6fd3f4939cda7197b5b8 \
+    --hash=sha256:f70541f3104339f59f830522d94ebadb1bf47426287381623443d8bb1cdbf33d \
+    --hash=sha256:fb9a0a6dc3d1b3986cb88091b6899f0396651e0f74e2c9766ab8d6ffc3842e29 \
+    --hash=sha256:fce6c48559c86d1ac3632ccb1bebc7d5442fbe79bd9bb0e40379ee54be2a4051 \
+    --hash=sha256:fd46fff7eb62c24804d234f0051c7a8ea81285ad63e0337d3dcf33ca82aee58a
     # via uvicorn
-wrapt==1.17.3 \
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+    --hash=sha256:e5301c35cf75655eb33498f2bd6ae8703ca19940e3167dc9cdf740c712a39c60 \
+    --hash=sha256:ea52a0d0f08c584943d5764be0e84efa912c8da23c23e1e285ff2f5641c18fcc \
+    --hash=sha256:ed635a9ca4f3a5a2b900c10c69e823373bc00ebc114b459383596d3487da3570 \
+    --hash=sha256:fb8e2e6704a1e0b1b989546c69e2688371ef4a07fa5f61bde3eb6211186f5ac1 \
+    --hash=sha256:fc648a335d7e01adb3640b25f02fd0ea05886cf04d0af7f4ee902bc7b5e466e8 \
+    --hash=sha256:fc82c2ccc8e234c844f5303d9f2984b346dcdd53e94823ce8420d2c75b4b9023 \
+    --hash=sha256:fd1f2f557dd3491fe75905e578f4db967393d40d1a8f468edc4d40ac7f2d5944 \
+    --hash=sha256:fd85b0aa88efdb189d6ae2f35f4526943a8f091c38599c9c31478241c819e6a1
     # via aiobotocore
-yarl==1.23.0 \
-    --hash=sha256:03214408cfa590df47728b84c679ae4ef00be2428e11630277be0727eba2d7cc \
-    --hash=sha256:041b1a4cefacf65840b4e295c6985f334ba83c30607441ae3cf206a0eed1a2e4 \
-    --hash=sha256:0793e2bd0cf14234983bbb371591e6bea9e876ddf6896cdcc93450996b0b5c85 \
-    --hash=sha256:0e1fdaa14ef51366d7757b45bde294e95f6c8c049194e793eedb8387c86d5993 \
-    --hash=sha256:0e40111274f340d32ebcc0a5668d54d2b552a6cca84c9475859d364b380e3222 \
-    --hash=sha256:115136c4a426f9da976187d238e84139ff6b51a20839aa6e3720cd1026d768de \
-    --hash=sha256:13a563739ae600a631c36ce096615fe307f131344588b0bc0daec108cdb47b25 \
-    --hash=sha256:16c6994ac35c3e74fb0ae93323bf8b9c2a9088d55946109489667c510a7d010e \
-    --hash=sha256:170e26584b060879e29fac213e4228ef063f39128723807a312e5c7fec28eff2 \
-    --hash=sha256:17235362f580149742739cc3828b80e24029d08cbb9c4bda0242c7b5bc610a8e \
-    --hash=sha256:1932b6b8bba8d0160a9d1078aae5838a66039e8832d41d2992daa9a3a08f7860 \
-    --hash=sha256:1b6b572edd95b4fa8df75de10b04bc81acc87c1c7d16bcdd2035b09d30acc957 \
-    --hash=sha256:1c3a3598a832590c5a3ce56ab5576361b5688c12cb1d39429cf5dba30b510760 \
-    --hash=sha256:1c57676bdedc94cd3bc37724cf6f8cd2779f02f6aba48de45feca073e714fe52 \
-    --hash=sha256:1dc702e42d0684f42d6519c8d581e49c96cefaaab16691f03566d30658ee8788 \
-    --hash=sha256:21d1b7305a71a15b4794b5ff22e8eef96ff4a6d7f9657155e5aa419444b28912 \
-    --hash=sha256:23f371bd662cf44a7630d4d113101eafc0cfa7518a2760d20760b26021454719 \
-    --hash=sha256:2569b67d616eab450d262ca7cb9f9e19d2f718c70a8b88712859359d0ab17035 \
-    --hash=sha256:263cd4f47159c09b8b685890af949195b51d1aa82ba451c5847ca9bc6413c220 \
-    --hash=sha256:2803ed8b21ca47a43da80a6fd1ed3019d30061f7061daa35ac54f63933409412 \
-    --hash=sha256:2a6940a074fb3c48356ed0158a3ca5699c955ee4185b4d7d619be3c327143e05 \
-    --hash=sha256:2e27c8841126e017dd2a054a95771569e6070b9ee1b133366d8b31beb5018a41 \
-    --hash=sha256:31c9921eb8bd12633b41ad27686bbb0b1a2a9b8452bfdf221e34f311e9942ed4 \
-    --hash=sha256:34b6cf500e61c90f305094911f9acc9c86da1a05a7a3f5be9f68817043f486e4 \
-    --hash=sha256:3650dc2480f94f7116c364096bc84b1d602f44224ef7d5c7208425915c0475dd \
-    --hash=sha256:389871e65468400d6283c0308e791a640b5ab5c83bcee02a2f51295f95e09748 \
-    --hash=sha256:39004f0ad156da43e86aa71f44e033de68a44e5a31fc53507b36dd253970054a \
-    --hash=sha256:394906945aa8b19fc14a61cf69743a868bb8c465efe85eee687109cc540b98f4 \
-    --hash=sha256:3ceb13c5c858d01321b5d9bb65e4cf37a92169ea470b70fec6f236b2c9dd7e34 \
-    --hash=sha256:411225bae281f114067578891bc75534cfb3d92a3b4dfef7a6ca78ba354e6069 \
-    --hash=sha256:44bb7bef4ea409384e3f8bc36c063d77ea1b8d4a5b2706956c0d6695f07dcc25 \
-    --hash=sha256:4503053d296bc6e4cbd1fad61cf3b6e33b939886c4f249ba7c78b602214fabe2 \
-    --hash=sha256:4764a6a7588561a9aef92f65bda2c4fb58fe7c675c0883862e6df97559de0bfb \
-    --hash=sha256:4966242ec68afc74c122f8459abd597afd7d8a60dc93d695c1334c5fd25f762f \
-    --hash=sha256:4a42e651629dafb64fd5b0286a3580613702b5809ad3f24934ea87595804f2c5 \
-    --hash=sha256:4a59ba56f340334766f3a4442e0efd0af895fae9e2b204741ef885c446b3a1a8 \
-    --hash=sha256:4c41e021bc6d7affb3364dc1e1e5fa9582b470f283748784bd6ea0558f87f42c \
-    --hash=sha256:5023346c4ee7992febc0068e7593de5fa2bf611848c08404b35ebbb76b1b0512 \
-    --hash=sha256:50f9d8d531dfb767c565f348f33dd5139a6c43f5cbdf3f67da40d54241df93f6 \
-    --hash=sha256:51430653db848d258336cfa0244427b17d12db63d42603a55f0d4546f50f25b5 \
-    --hash=sha256:531ef597132086b6cf96faa7c6c1dcd0361dd5f1694e5cc30375907b9b7d3ea9 \
-    --hash=sha256:53ad387048f6f09a8969631e4de3f1bf70c50e93545d64af4f751b2498755072 \
-    --hash=sha256:53b1ea6ca88ebd4420379c330aea57e258408dd0df9af0992e5de2078dc9f5d5 \
-    --hash=sha256:575aa4405a656e61a540f4a80eaa5260f2a38fff7bfdc4b5f611840d76e9e277 \
-    --hash=sha256:578110dd426f0d209d1509244e6d4a3f1a3e9077655d98c5f22583d63252a08a \
-    --hash=sha256:5ec2f42d41ccbd5df0270d7df31618a8ee267bfa50997f5d720ddba86c4a83a6 \
-    --hash=sha256:5ee586fb17ff8f90c91cf73c6108a434b02d69925f44f5f8e0d7f2f260607eae \
-    --hash=sha256:5f10fd85e4b75967468af655228fbfd212bdf66db1c0d135065ce288982eda26 \
-    --hash=sha256:609d3614d78d74ebe35f54953c5bbd2ac647a7ddb9c30a5d877580f5e86b22f2 \
-    --hash=sha256:62694e275c93d54f7ccedcfef57d42761b2aad5234b6be1f3e3026cae4001cd4 \
-    --hash=sha256:63e92247f383c85ab00dd0091e8c3fa331a96e865459f5ee80353c70a4a42d70 \
-    --hash=sha256:682bae25f0a0dd23a056739f23a134db9f52a63e2afd6bfb37ddc76292bbd723 \
-    --hash=sha256:6b41389c19b07c760c7e427a3462e8ab83c4bb087d127f0e854c706ce1b9215c \
-    --hash=sha256:6e87a6e8735b44816e7db0b2fbc9686932df473c826b0d9743148432e10bb9b9 \
-    --hash=sha256:6f0fd84de0c957b2d280143522c4f91a73aada1923caee763e24a2b3fda9f8a5 \
-    --hash=sha256:70efd20be968c76ece7baa8dafe04c5be06abc57f754d6f36f3741f7aa7a208e \
-    --hash=sha256:71d006bee8397a4a89f469b8deb22469fe7508132d3c17fa6ed871e79832691c \
-    --hash=sha256:73309162a6a571d4cbd3b6a1dcc703c7311843ae0d1578df6f09be4e98df38d4 \
-    --hash=sha256:75e3026ab649bf48f9a10c0134512638725b521340293f202a69b567518d94e0 \
-    --hash=sha256:76855800ac56f878847a09ce6dba727c93ca2d89c9e9d63002d26b916810b0a2 \
-    --hash=sha256:7c6b9461a2a8b47c65eef63bb1c76a4f1c119618ffa99ea79bc5bb1e46c5821b \
-    --hash=sha256:803a3c3ce4acc62eaf01eaca1208dcf0783025ef27572c3336502b9c232005e7 \
-    --hash=sha256:80e6d33a3d42a7549b409f199857b4fb54e2103fc44fb87605b6663b7a7ff750 \
-    --hash=sha256:8419ebd326430d1cbb7efb5292330a2cf39114e82df5cc3d83c9a0d5ebeaf2f2 \
-    --hash=sha256:85610b4f27f69984932a7abbe52703688de3724d9f72bceb1cca667deff27474 \
-    --hash=sha256:85e9beda1f591bc73e77ea1c51965c68e98dafd0fec72cdd745f77d727466716 \
-    --hash=sha256:877b0738624280e34c55680d6054a307aa94f7d52fa0e3034a9cc6e790871da7 \
-    --hash=sha256:88f9fb0116fbfcefcab70f85cf4b74a2b6ce5d199c41345296f49d974ddb4123 \
-    --hash=sha256:8c4fe09e0780c6c3bf2b7d4af02ee2394439d11a523bbcf095cf4747c2932007 \
-    --hash=sha256:93a784271881035ab4406a172edb0faecb6e7d00f4b53dc2f55919d6c9688595 \
-    --hash=sha256:94f8575fbdf81749008d980c17796097e645574a3b8c28ee313931068dad14fe \
-    --hash=sha256:95451e6ce06c3e104556d73b559f5da6c34a069b6b62946d3ad66afcd51642ea \
-    --hash=sha256:99c8a9ed30f4164bc4c14b37a90208836cbf50d4ce2a57c71d0f52c7fb4f7598 \
-    --hash=sha256:9a18d6f9359e45722c064c97464ec883eb0e0366d33eda61cb19a244bf222679 \
-    --hash=sha256:9cbf44c5cb4a7633d078788e1b56387e3d3cf2b8139a3be38040b22d6c3221c8 \
-    --hash=sha256:9ee33b875f0b390564c1fb7bc528abf18c8ee6073b201c6ae8524aca778e2d83 \
-    --hash=sha256:a0e317df055958a0c1e79e5d2aa5a5eaa4a6d05a20d4b0c9c3f48918139c9fc6 \
-    --hash=sha256:a2df6afe50dea8ae15fa34c9f824a3ee958d785fd5d089063d960bae1daa0a3f \
-    --hash=sha256:a31de1613658308efdb21ada98cbc86a97c181aa050ba22a808120bb5be3ab94 \
-    --hash=sha256:a3d2bff8f37f8d0f96c7ec554d16945050d54462d6e95414babaa18bfafc7f51 \
-    --hash=sha256:a41bcf68efd19073376eb8cf948b8d9be0af26256403e512bb18f3966f1f9120 \
-    --hash=sha256:a82836cab5f197a0514235aaf7ffccdc886ccdaa2324bc0aafdd4ae898103039 \
-    --hash=sha256:a8d00f29b42f534cc8aa3931cfe773b13b23e561e10d2b26f27a8d309b0e82a1 \
-    --hash=sha256:aafe5dcfda86c8af00386d7781d4c2181b5011b7be3f2add5e99899ea925df05 \
-    --hash=sha256:ab5f043cb8a2d71c981c09c510da013bc79fd661f5c60139f00dd3c3cc4f2ffb \
-    --hash=sha256:ac09d42f48f80c9ee1635b2fcaa819496a44502737660d3c0f2ade7526d29144 \
-    --hash=sha256:aecfed0b41aa72b7881712c65cf764e39ce2ec352324f5e0837c7048d9e6daaa \
-    --hash=sha256:b2c6b50c7b0464165472b56b42d4c76a7b864597007d9c085e8b63e185cf4a7a \
-    --hash=sha256:b35d13d549077713e4414f927cdc388d62e543987c572baee613bf82f11a4b99 \
-    --hash=sha256:b39cb32a6582750b6cc77bfb3c49c0f8760dc18dc96ec9fb55fbb0f04e08b928 \
-    --hash=sha256:b5405bb8f0e783a988172993cfc627e4d9d00432d6bbac65a923041edacf997d \
-    --hash=sha256:baaf55442359053c7d62f6f8413a62adba3205119bcb6f49594894d8be47e5e3 \
-    --hash=sha256:bd654fad46d8d9e823afbb4f87c79160b5a374ed1ff5bde24e542e6ba8f41434 \
-    --hash=sha256:be61f6fff406ca40e3b1d84716fde398fc08bc63dd96d15f3a14230a0973ed86 \
-    --hash=sha256:bf49a3ae946a87083ef3a34c8f677ae4243f5b824bfc4c69672e72b3d6719d46 \
-    --hash=sha256:c4a80f77dc1acaaa61f0934176fccca7096d9b1ff08c8ba9cddf5ae034a24319 \
-    --hash=sha256:c75eb09e8d55bceb4367e83496ff8ef2bc7ea6960efb38e978e8073ea59ecb67 \
-    --hash=sha256:c7f8dc16c498ff06497c015642333219871effba93e4a2e8604a06264aca5c5c \
-    --hash=sha256:c8aa34a5c864db1087d911a0b902d60d203ea3607d91f615acd3f3108ac32169 \
-    --hash=sha256:cbb0fef01f0c6b38cb0f39b1f78fc90b807e0e3c86a7ff3ce74ad77ce5c7880c \
-    --hash=sha256:cde9a2ecd91668bcb7f077c4966d8ceddb60af01b52e6e3e2680e4cf00ad1a59 \
-    --hash=sha256:cff6d44cb13d39db2663a22b22305d10855efa0fa8015ddeacc40bc59b9d8107 \
-    --hash=sha256:d1009abedb49ae95b136a8904a3f71b342f849ffeced2d3747bf29caeda218c4 \
-    --hash=sha256:d38c1e8231722c4ce40d7593f28d92b5fc72f3e9774fe73d7e800ec32299f63a \
-    --hash=sha256:d53834e23c015ee83a99377db6e5e37d8484f333edb03bd15b4bc312cc7254fb \
-    --hash=sha256:d7504f2b476d21653e4d143f44a175f7f751cd41233525312696c76aa3dbb23f \
-    --hash=sha256:dbf507e9ef5688bada447a24d68b4b58dd389ba93b7afc065a2ba892bea54769 \
-    --hash=sha256:dc52310451fc7c629e13c4e061cbe2dd01684d91f2f8ee2821b083c58bd72432 \
-    --hash=sha256:dd00607bffbf30250fe108065f07453ec124dbf223420f57f5e749b04295e090 \
-    --hash=sha256:dda608c88cf709b1d406bdfcd84d8d63cff7c9e577a403c6108ce8ce9dcc8764 \
-    --hash=sha256:debe9c4f41c32990771be5c22b56f810659f9ddf3d63f67abfdcaa2c6c9c5c1d \
-    --hash=sha256:e09fd068c2e169a7070d83d3bde728a4d48de0549f975290be3c108c02e499b4 \
-    --hash=sha256:e0fd068364a6759bc794459f0a735ab151d11304346332489c7972bacbe9e72b \
-    --hash=sha256:e4c53f8347cd4200f0d70a48ad059cabaf24f5adc6ba08622a23423bc7efa10d \
-    --hash=sha256:e5723c01a56c5028c807c701aa66722916d2747ad737a046853f6c46f4875543 \
-    --hash=sha256:e7b0460976dc75cb87ad9cc1f9899a4b97751e7d4e77ab840fc9b6d377b8fd24 \
-    --hash=sha256:e9d9a4d06d3481eab79803beb4d9bd6f6a8e781ec078ac70d7ef2dcc29d1bea5 \
-    --hash=sha256:ead11956716a940c1abc816b7df3fa2b84d06eaed8832ca32f5c5e058c65506b \
-    --hash=sha256:ed5f69ce7be7902e5c70ea19eb72d20abf7d725ab5d49777d696e32d4fc1811d \
-    --hash=sha256:f2af5c81a1f124609d5f33507082fc3f739959d4719b56877ab1ee7e7b3d602b \
-    --hash=sha256:f40e782d49630ad384db66d4d8b73ff4f1b8955dc12e26b09a3e3af064b3b9d6 \
-    --hash=sha256:f514f6474e04179d3d33175ed3f3e31434d3130d42ec153540d5b157deefd735 \
-    --hash=sha256:f69f57305656a4852f2a7203efc661d8c042e6cc67f7acd97d8667fb448a426e \
-    --hash=sha256:fb1e8b8d66c278b21d13b0a7ca22c41dd757a7c209c6b12c313e445c31dd3b28 \
-    --hash=sha256:fb4948814a2a98e3912505f09c9e7493b1506226afb1f881825368d6fb776ee3 \
-    --hash=sha256:fda207c815b253e34f7e1909840fd14299567b1c0eb4908f8c2ce01a41265401 \
-    --hash=sha256:fe8f8f5e70e6dbdfca9882cd9deaac058729bcf323cf7a58660901e55c9c94f6 \
-    --hash=sha256:fffc45637bcd6538de8b85f51e3df3223e4ad89bccbfca0481c08c7fc8b7ed7d
+yarl==1.24.5 \
+    --hash=sha256:0055afc45e864b92729ac7600e2d102c17bef060647e74bca75fa84d66b9ff36 \
+    --hash=sha256:0465ec8cedc2349b97a6b595ace64084a50c6e839eca40aa0626f38b8350e331 \
+    --hash=sha256:0ebfaffe1a16cb72141c8e09f18cc76856dbe58639f393a4f2b26e474b96b871 \
+    --hash=sha256:16a2f5010280020e90f5330257e6944bc33e73593b136cc5a241e6c1dc292498 \
+    --hash=sha256:17f57620f5475b3c69109376cc87e42a7af5db13c9398e4292772a706ff10780 \
+    --hash=sha256:2120b96872df4a117cde97d270bac96aea7cc52205d305cf4611df694a487027 \
+    --hash=sha256:240cbec09667c1fed4c6cd0060b9ec57332427d7441289a2ed8875dc9fb2b224 \
+    --hash=sha256:24e861e9630e0daddcb9191fb187f60f034e17a4426f8101279f0c475cd74144 \
+    --hash=sha256:2729fcfc4f6a596fb0c50f32090400aa9367774ac296a00387e65098c0befa76 \
+    --hash=sha256:2c1fe720934a16ea8e7146175cba2126f87f54912c8c5435e7f7c7a51ef808d3 \
+    --hash=sha256:2cabe6546e41dabe439999a23fcb5246e0c3b595b4315b96ef755252be90caeb \
+    --hash=sha256:2dbe06fc16bc91502bca713704022182e5729861ae00277c3a23354b40929740 \
+    --hash=sha256:3363fcc96e665878946ad7a106b9a13eac0541766a690ef287c0232ac768b6ec \
+    --hash=sha256:377fe3732edbaf78ee74efdf2c9f49f6e99f20e7f9d2649fda3eb4badd77d76e \
+    --hash=sha256:3ac6aff147deb9c09461b2d4bbdf6256831198f5d8a23f5d37138213090b6d8a \
+    --hash=sha256:3f45789ce415a7ec0820dc4f82925f9b5f7732070be1dec1f5f23ec381435a24 \
+    --hash=sha256:4103b77b8a8225e413107d2349b65eb3c1c52627b5cc5c3c4c1c6a798b218950 \
+    --hash=sha256:4377407001ca3c057773f44d8ddd6358fa5f691407c1ba92210bd3cf8d9e4c95 \
+    --hash=sha256:46c2f213e23a04b93a392942d782eb9e413e6ef6bf7c8c53884e599a5c174dcb \
+    --hash=sha256:47e98aab9d8d82ff682e7b0b5dded33bf138a32b817fcf7fa3b27b2d7c412928 \
+    --hash=sha256:4a36f9becdd4c5c52a20c3e9484128b070b1dcfc8944c006f3a528295a359a9c \
+    --hash=sha256:4af7b7e1be0a69bee8210735fe6dcfc38879adfac6d62e789d53ba432d1ffa41 \
+    --hash=sha256:4d97a951a81039050e45f04e96689b58b8243fa5e62aa14fe67cb6075300885e \
+    --hash=sha256:4db9aecb141cb7a5447171b57aa1ed3a8fee06af40b992ffc31206c0b0121550 \
+    --hash=sha256:53e549287ef628fecba270045c9701b0c564563a9b0577d24a4ec75b8ab8040f \
+    --hash=sha256:56b149b22de33b23b0c6077ab9518c6dcb538ad462e1830e68d06591ccf6e38b \
+    --hash=sha256:570fec8fbd22b032733625f03f10b7ff023bc399213db15e72a7acaef28c2f4e \
+    --hash=sha256:5b8ee53be440a0cffc991a27be3057e0530122548dbe7c0892df08822fce5ede \
+    --hash=sha256:5ba4f78df2bcc19f764a4b26a8a4f5049c110090ad5825993aacb052bf8003ad \
+    --hash=sha256:5c55256dee8f4b27bfbf636c8363383c7c8db7890c7cba5217d7bd5f5f21dab6 \
+    --hash=sha256:5c88e5815a49d289e599f3513aa7fde0bc2092ff188f99c940f007f90f53d104 \
+    --hash=sha256:5fede79c6f73ff2c3ef822864cb1ada23196e62756df53bc6231d351a49516a2 \
+    --hash=sha256:65be18ec59496c13908f02a2472751d9ef840b4f3fb5726f129306bf6a2a7bba \
+    --hash=sha256:66410eb6345d467151934b49bfa70fb32f5b35a6140baa40ad97d6436abea2e9 \
+    --hash=sha256:665b0a2c463cc9423dd647e0bfd9f4ccc9b50f768c55304d5e9f80b177c1de12 \
+    --hash=sha256:6b8536851f9f65e7f00c7a1d49ba7f2be0ffe2c11555367fc9f50d9f842410a1 \
+    --hash=sha256:6c95b17fe34ed802f17e205112e6e10db92275c34fee290aa9bdc55a9c724027 \
+    --hash=sha256:6e73e7fe93f17a7b191f52ec9da9dd8c06a8fe735a1ecbd13b97d1c723bff385 \
+    --hash=sha256:6efbccc3d7f75d5b03105172a8dc86d82ba4da86817952529dd93185f4a88be2 \
+    --hash=sha256:709f1efed56c4a145793c046cd4939f9959bcd818979a787b77d8e09c57a0840 \
+    --hash=sha256:79af890482fc94648e8cde4c68620378f7fef60932710fa17a66abc039244da2 \
+    --hash=sha256:7bcbe0fcf850eae67b6b01749815a4f7161c560a844c769ad7b48fcd99f791c4 \
+    --hash=sha256:7c0494a31a1ac5461a226e7947a9c9b78c44e1dc7185164fa7e9651557a5d9bc \
+    --hash=sha256:7ce27823052e2013b597e0c738b13e7e36b8ccb9400df8959417b052ab0fd92c \
+    --hash=sha256:7f72c74aa99359e27a2ee8d6613fefa28b5f76a983c083074dfc2aaa4ab46213 \
+    --hash=sha256:7fa5e51397466ea7e98de493fa2ff1b8193cfef8a7b0f9b4842f92d342df0dba \
+    --hash=sha256:82632daed195dcc8ea664e8556dc9bdbd671960fb3776bd92806ce05792c2448 \
+    --hash=sha256:82f75e05912e84b7a0fe57075d9c59de3cb352b928330f2eb69b2e1f54c3e1f0 \
+    --hash=sha256:841f0852f48fefea3b12c9dfec00704dfa3aef5215d0e3ce564bb3d7cd8d57c6 \
+    --hash=sha256:874019bd513008b009f58657134e5d0c5e030b3559bd0553976837adf52fe966 \
+    --hash=sha256:88f50c94e21a0a7f14042c015b0eba1881af78562e7bf007e0033e624da59750 \
+    --hash=sha256:89a1bbb58e0e3f7a283653d854b1e95d65e5cfd4af224dac5f02629ec1a3e621 \
+    --hash=sha256:8a6987eaad834cb32dd57d9d582225f0054a5d1af706ccfbbdba735af4927e13 \
+    --hash=sha256:8ac73abdc7ab75610f95a8fd994c6457e87752b02a63987e188f937a1fc180f0 \
+    --hash=sha256:8ccf9aca873b767977c73df497a85dbedee4ee086ae9ae49dc461333b9b79f58 \
+    --hash=sha256:90333fd89b43c0d08ac85f3f1447593fc2c66de18c3d6378d7125ea118dc7a54 \
+    --hash=sha256:92ab3e11448f2ff7bf53c5a26eff0edc086898ec8b21fb154b85839ce1d88075 \
+    --hash=sha256:9335a099ad87287c37fe5d1a982ff392fa5efe5d14b40a730b1ec1d6a41382b4 \
+    --hash=sha256:96d30286dd02679e32a39aa8f0b7498fc847fcda46cfc09df5513e82ce252440 \
+    --hash=sha256:9baafc71b04f8f4bb0703b21d6fc9f0c30b346c636a532ff16ec8491a5ea4b1f \
+    --hash=sha256:9d1216a7f6f77836617dba35687c5b78a4170afc3c3f18fc788f785ba26565c4 \
+    --hash=sha256:9d399bdcfb4a0f659b9b3788bbc89babe63d9a6a65aacdf4d4e7065ff2e6316c \
+    --hash=sha256:9e4e16c73d717c5cf27626c524d0a2e261ad20e46932b2670f64ad5dde23e26f \
+    --hash=sha256:9f4d8cf085a4c6a40fb97ea0f46938a8df43c85d31f9d45e2a8867ea9293790d \
+    --hash=sha256:a33700d13d9b7d84fd10947b09ff69fb9a792e519c8cb9764a3ca70baa6c23a7 \
+    --hash=sha256:a3732e66413163e72508da9eff9ce9d2846fde51fae45d3605393d3e6cd303e9 \
+    --hash=sha256:a4582acf7ef76482f6f511ebaf1946dae7f2e85ec4728b81a678c01df63bd723 \
+    --hash=sha256:a61834fb15d81322d872eaafd333838ae7c9cea84067f232656f75965933d047 \
+    --hash=sha256:a7cff474ab7cd149765bb784cf6d78b32e18e20473fb7bda860bce98ab58e9da \
+    --hash=sha256:a8fe66b8f300da93798025a785a5b90b42f3810dc2b72283ff84a41aaaebc293 \
+    --hash=sha256:a929d878fec099030c292803b31e5d5540a7b6a31e6a3cc76cb4685fc2a2f51b \
+    --hash=sha256:ad5d8201d310b031e6cd839d9bac2d4e5a01533ce5d3d5b50b7de1ef3af1de61 \
+    --hash=sha256:af3aefa655adb5869491fa907e652290386800ae99cc50095cba71e2c6aefdca \
+    --hash=sha256:c0ebc836c47a6477e182169c6a476fc691d12b518894bf7dd2572f0d59f1c7ed \
+    --hash=sha256:c687ed078e145f5fd53a14854beff320e1d2ab76df03e2009c98f39a0f68f39a \
+    --hash=sha256:cbb833ccacdb5519eff9b8b71ee618cc2801c878e77e288775d77c3a2ced858a \
+    --hash=sha256:cf139c02f5f23ef6532040a30ff662c00a318c952334f211046b8e60b7f17688 \
+    --hash=sha256:d46b86567dd4e248c6c159fcbcdcce01e0a5c8a7cd2334a0fff759d0fa075b16 \
+    --hash=sha256:d693396e5aea78db03decd60aec9ece16c9b40ba00a587f089615ff4e718a81d \
+    --hash=sha256:d897129df1a22b12aeed2c2c98df0785a2e8e6e0bde87b389491d0025c187077 \
+    --hash=sha256:daba5e594f06114e37db186efd2dd916609071e59daca901a0a2e71f02b142ce \
+    --hash=sha256:dd625535328fd9882374356269227670189adfcc6a2d90284f323c05862eecbd \
+    --hash=sha256:e006d3a974c4ee19512e5f058abedb6eef36a5e553c14812bdeba1758d812e6d \
+    --hash=sha256:e1ae548a9d901adca07899a4147a7c826bbcc06239d3ce9a59f57886a28a4c88 \
+    --hash=sha256:e2935f8c39e3b03e83519292d78f075189978f3f4adc15a78144c7c8e2a1cba5 \
+    --hash=sha256:e42d75862735da90e7fc5a7b23db0c976f737113a54b3c9777a9b665e9cbff75 \
+    --hash=sha256:e7d42c531243450ef0d4d9c172e7ed6ef052640f195629065041b5add4e058d1 \
+    --hash=sha256:e81b83143bee16329c23db3c1b2d82b29892fcbcb849186d2f6e98a5abe9a57f \
+    --hash=sha256:e8ffa78582120024f476a611d7befc123cee59e47e8309d470cf667d806e613b \
+    --hash=sha256:ebb0ec7f17803063d5aeb982f3b1bd2b2f4e4fae6751226cbd6ba1fcfe9e63ff \
+    --hash=sha256:f08c7513ecef5aad65687bfdf6bc601ae9fccd04a42904501f8f7141abad9eb9 \
+    --hash=sha256:f0a658a6d3fafee5c6f63c58f3e785c8c43c93fbc02bf9f2b6663f8185e0971f \
+    --hash=sha256:f0e466ed7511fe9d459a819edbc6c2585c0b6eabde9fa8a8947552468a7a6ef0 \
+    --hash=sha256:f141474e85b7e54998ec5180530a7cda99ab29e282fa50e0756d89981a9b43c5 \
+    --hash=sha256:f4239bbec5a3577ddb49e4b50aeb32d8e5792098262ae2f63723f916a29b1a25 \
+    --hash=sha256:f540c013589084679a6c7fac07096b10159737918174f5dfc5e11bf5bca4dfe6 \
+    --hash=sha256:f9f3e9c8a9ecffa57bef8fb4fa19e5fa4d2d8307cf6bac5b1fca5e5860f4ba00 \
+    --hash=sha256:fa139875ff98ab97da323cfadfaff08900d1ad42f1b5087b0b812a55c5a06373 \
+    --hash=sha256:fcd3b77e2f17bbe4ca56ec7bcb07992647d19d0b9c05d84886dcd6f9eb810afd \
+    --hash=sha256:fd8c81f346b58f45818d09ea11db69a8d5fd34a224b79871f6d44f12cd7977b1 \
+    --hash=sha256:fe7b7bb170daccbba19ad33012d2b15f1e7942296fd4d45fc1b79013da8cc0f2 \
+    --hash=sha256:ff330d3c30db4eb6b01d79e29d2d0b407a7ecad39cfd9ec993ece57396a2ec0d \
+    --hash=sha256:ff405d91509d88e8d44129cd87b18d70acd1f0c1aeabd7bc3c46792b1fe2acba \
+    --hash=sha256:ffcd54362564dc1a30fb74d8b8a6e5a6b11ebd5e27266adc3b7427a21a6c9104
     # via aiohttp
-zipp==3.23.1 \
-    --hash=sha256:0b3596c50a5c700c9cb40ba8d86d9f2cc4807e9bedb06bcdf7fac85633e444dc \
-    --hash=sha256:32120e378d32cd9714ad503c1d024619063ec28aad2248dc6672ad13edfa5110
+zipp==4.1.0 \
+    --hash=sha256:25ad4e16390cd314347dd8f1de67a2ac538ae658ed4ab9db16029c07c188e97f \
+    --hash=sha256:4cb57381f544315db7688e976e922a2b18cdb513d21cc194eb42232ba2a3e602
     # via importlib-metadata
 
+httpx-sse==0.4.0 \
+    --hash=sha256:1e81a3a3070ce322add1d3529ed42eb5f70817f45ed6ec915ab753f961139721 \
+    --hash=sha256:f329af6eae57eaa2bdfd962b42524764af68075ea87370a2de920af5341e318f
+    # via mcp
+
 # The following packages were excluded from the output:
 # milvus-lite
+# pymilvus
+# faiss-cpu
diff --git a/sdk/python/requirements/py3.11-requirements.txt b/sdk/python/requirements/py3.11-requirements.txt
index 706d85f5ec6..839f9f4fcea 100644
--- a/sdk/python/requirements/py3.11-requirements.txt
+++ b/sdk/python/requirements/py3.11-requirements.txt
@@ -1,167 +1,165 @@
 # This file was autogenerated by uv via the following command:
 #    uv pip compile -p 3.11 --no-strip-extras pyproject.toml --generate-hashes --output-file sdk/python/requirements/py3.11-requirements.txt
-annotated-doc==0.0.4 \
-    --hash=sha256:571ac1dc6991c450b25a9c2d84a3705e2ae7a53467b5d111c24fa8baabbed320 \
-    --hash=sha256:fbcda96e87e9c92ad167c2e53839e57503ecfda18804ea28102353485033faa4
+annotated-doc==0.0.5 \
+    --hash=sha256:117bac03a25ede5df5440e855b32d556049ca169ead221505badf432fed4b101 \
+    --hash=sha256:c7e58ce09192557605d8bbd92836d7e1d520ac9580096042c0bfd197efacf1bb
     # via fastapi
-annotated-types==0.7.0 \
-    --hash=sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53 \
-    --hash=sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89
+annotated-types==0.8.0 \
+    --hash=sha256:13b2beaad985e05e2d6407ee4c4f35590b11f8d693a258a561055cac8f64cab7 \
+    --hash=sha256:f072f4d804ea359e4eaf198b1af7a8b0943881a87f31bb764f8bf219bb9419e0
     # via pydantic
-anyio==4.13.0 \
-    --hash=sha256:08b310f9e24a9594186fd75b4f73f4a4152069e3853f1ed8bfbf58369f4ad708 \
-    --hash=sha256:334b70e641fd2221c1505b3890c69882fe4a2df910cba14d97019b90b24439dc
+anyio==4.14.2 \
+    --hash=sha256:9f505dda5ac9f0c8309b5e8bd445a8c2bf7246f3ce950121e45ea15bc41d1494 \
+    --hash=sha256:cfa139f3ed1a23ee8f88a145ddb5ac7605b8bbfd8592baacd7ce3d8bb4313c7f
     # via
     #   starlette
     #   watchfiles
+ast-serialize==0.6.0 \
+    --hash=sha256:0067b25fce104eaae5b88383de9ab803faeb671831e14ca698b771b356e2600f \
+    --hash=sha256:085de7f62dc9cc247eb01e965a362707d1d90b1d89a82c5bf78301a60a3c417b \
+    --hash=sha256:093cb8bb91b720d8523580498d031791bb1bbaa048599c3d21085d380e11a596 \
+    --hash=sha256:113b58346f9ceb664352032770caca817d4a3c86f611c6088e6ef65ddaa70f0e \
+    --hash=sha256:13b7769970a39983b0adf2f38917b1cd3b8946f76df045756c3d741bc689f089 \
+    --hash=sha256:2d947e45cafc4b09bd7528917fa84c517654a43de173c79785574b7b3068ac24 \
+    --hash=sha256:305802f2ce2a7c4e87835078ea85c58b586ddda8095b92fe2ead9364ae19c80a \
+    --hash=sha256:32ef62ec34cf6be20ad77d4799556638fbdf187f3ae10698dfb20ef9f2c89516 \
+    --hash=sha256:3ae22a366b752ab4496191525b78b097b5b72d531752e3c1dd7e383a8f2c8a1a \
+    --hash=sha256:4d6ef91590258ada18909b9caea344dac4de2013906b035473cd674a43f4b790 \
+    --hash=sha256:4ed29121da8b3fdc291002801a1de0f76248fa07dce89157a5f277842cf6126e \
+    --hash=sha256:5337cb256dcea3df9288205213d1601581536526b8f4da44b6974f1180f3252a \
+    --hash=sha256:577a6c189068686869f5f1ddc38363f3ae1808a4753b577266f9202071a7bb66 \
+    --hash=sha256:6e15ec740436e1a0d62de848641abe5f3a2f89a7f94907d534795ac91bbacf14 \
+    --hash=sha256:6f7a408601bb3edaefb3bc67a4c01f5235e3253653b6a5729a2ee2382b35341c \
+    --hash=sha256:82c312a7844d2fdeb4d5c48bd3d215bf940dafd4704e1a9bcf252a99010a99b1 \
+    --hash=sha256:8670bfa51208a2c0c8d138928e40e998fab158f9200d53bb80c088b5b8eda7b8 \
+    --hash=sha256:897ac47b5637be41c0c07061c8a912fafa967ef1dc73fa115e4bfa70882a093b \
+    --hash=sha256:9f8a8b78b13173de6a9ec22111d9be674874cd5bdccda04f14ae5ebc2bef403a \
+    --hash=sha256:a14191beec7e0c078d2fc1f6edc0aee88bcd4db9f18e1bc9f8052b559c22dddc \
+    --hash=sha256:a4826809eb8597a8cd59fd924b6d7c285b8969a1e0007e2cb652cab62376270f \
+    --hash=sha256:a7520b672827885bafeae7501f684d14d47d17e5f45256f9df547686cca52264 \
+    --hash=sha256:aadd3ffcf4858c9726bf3515f7b199c7eadbe504f96028e4a87172c0da65a8fe \
+    --hash=sha256:b1dac4e09d341c1300ba69cdcbe62867b32a8c75d90db9bf4d083bec3b039f0b \
+    --hash=sha256:c4af9a1386166e40ed01464991806f89038a2d89782576c7774876fa77034e32 \
+    --hash=sha256:c617417f9cbb0cb144f6283c3cbe0d2e0f01beaf9f608f662b21191058a626ec \
+    --hash=sha256:c7b8b8f0c42f752ea00b2b7d7c090b3f80d9c1c5c75cadf16423790a0cc74081 \
+    --hash=sha256:c901adbd750029b9ac4ad3d6aa56853e0ad4875119fbf52b7b8298afc223828b \
+    --hash=sha256:ccd132fe8db56f61fe743b1f644d01b8d65b83248a8da506f3132bda86d6ed5e \
+    --hash=sha256:cd5b91b9e6f2356ace3a556963b0cd783b395fbbb0bb17b4defc283415466e77 \
+    --hash=sha256:cdc4e6f930b9090c2f92c9036ad12ffb8e6e44d4a5ba06f1458a05d60f203f7b \
+    --hash=sha256:dcbed41e9386059fc0261d602445ede0976c2ecec2939688bcbcb9ed0b6f28b7 \
+    --hash=sha256:e61580a69faf47e3689795367ed211f2a10fd741478cc0f36a0f128793360aad \
+    --hash=sha256:f2ff3baffc3a29c1f15bc9098aa0c09763410262d5e6cef42116f7356c184554
+    # via mypy
 attrs==26.1.0 \
     --hash=sha256:c647aa4a12dfbad9333ca4e71fe62ddc36f4e63b2d260a37a8b83d2f043ac309 \
     --hash=sha256:d03ceb89cb322a8fd706d4fb91940737b6642aa36998fe130a9bc96c985eff32
-    # via
-    #   jsonschema
-    #   referencing
-bigtree==1.4.0 \
-    --hash=sha256:d0d99550ae64ce4529f132602ab875c2ab472c96c942f5704f8c72a17450d3ea \
-    --hash=sha256:e5ae2e948168da671d99601c9ed87ab3b48d9d4ea8a98f111e5748e98064c31c
     # via feast (pyproject.toml)
-certifi==2026.4.22 \
-    --hash=sha256:3cb2210c8f88ba2318d29b0388d1023c8492ff72ecdde4ebdaddbb13a31b1c4a \
-    --hash=sha256:8d455352a37b71bf76a79caa83a3d6c25afee4a385d632127b6afb3963f1c580
+bigtree==1.5.3 \
+    --hash=sha256:47879c5d80f4e0d50f2c8818d3b80fc58af24b5372608223aac25e5580ac0ed8 \
+    --hash=sha256:81169329ec92dfab7d8df9d61d85d8dea8b8512fbf073fbc95badc21eadcd14f
+    # via feast (pyproject.toml)
+certifi==2026.7.22 \
+    --hash=sha256:62f22742b58a1a33014a2b6b706588a8d7e2a88ae7bd1a6ebe8c992928483775 \
+    --hash=sha256:741e2c3b351ddf169a738da9f2c048608ff7f2c5cc02f1ebc6b118bb090d5d55
     # via requests
-charset-normalizer==3.4.7 \
-    --hash=sha256:007d05ec7321d12a40227aae9e2bc6dca73f3cb21058999a1df9e193555a9dcc \
-    --hash=sha256:03853ed82eeebbce3c2abfdbc98c96dc205f32a79627688ac9a27370ea61a49c \
-    --hash=sha256:07d9e39b01743c3717745f4c530a6349eadbfa043c7577eef86c502c15df2c67 \
-    --hash=sha256:08e721811161356f97b4059a9ba7bafb23ea5ee2255402c42881c214e173c6b4 \
-    --hash=sha256:0c96c3b819b5c3e9e165495db84d41914d6894d55181d2d108cc1a69bfc9cce0 \
-    --hash=sha256:0ea948db76d31190bf08bd371623927ee1339d5f2a0b4b1b4a4439a65298703c \
-    --hash=sha256:0f7eb884681e3938906ed0434f20c63046eacd0111c4ba96f27b76084cd679f5 \
-    --hash=sha256:12a6fff75f6bc66711b73a2f0addfc4c8c15a20e805146a02d147a318962c444 \
-    --hash=sha256:12d8baf840cc7889b37c7c770f478adea7adce3dcb3944d02ec87508e2dcf153 \
-    --hash=sha256:14265bfe1f09498b9d8ec91e9ec9fa52775edf90fcbde092b25f4a33d444fea9 \
-    --hash=sha256:16d971e29578a5e97d7117866d15889a4a07befe0e87e703ed63cd90cb348c01 \
-    --hash=sha256:177a0ba5f0211d488e295aaf82707237e331c24788d8d76c96c5a41594723217 \
-    --hash=sha256:1a87ca9d5df6fe460483d9a5bbf2b18f620cbed41b432e2bddb686228282d10b \
-    --hash=sha256:1c2a768fdd44ee4a9339a9b0b130049139b8ce3c01d2ce09f67f5a68048d477c \
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+    --hash=sha256:78841cccf1af7b40f6f716338d50c0902dbe88d9f800b3c973b7a9a0a693a642 \
+    --hash=sha256:78fa18e436a1a0e58dbd7e02fc4473f3f32cceb12df9dfca542d075961c307d2 \
+    --hash=sha256:79580094b00d1789d1f93ea55bc43cb2f611910c72235b7657f3482ddcc1b22d \
+    --hash=sha256:7b86a2b16095d250c6f58b3d9b2eee6f4147754344f3dab0922f7c9bf7d226c9 \
+    --hash=sha256:83aed2c10721ddd90f68140685391b50811a880af20654c59af6b6c66c40513c \
+    --hash=sha256:84fd18bcc17526fc2b3c1af7d2b9217d32c9c04448c16ec693b9b4f1985c3d33 \
+    --hash=sha256:871ff67ea1aad4dfd91736464934d56b32dac49f9fbe16cddba36198a7b3a0db \
+    --hash=sha256:898f0e9068ca27d37f8e83a5b962821df851532e6c4a7d615c1c033f9da6eedf \
+    --hash=sha256:8a79d9f4d8001473a30c163556b3c3bfebec837495a412dde78b51672f6134f9 \
+    --hash=sha256:8c041122946b7ba21bb32c45b1aa57b1be35527690aeb3c5c234521085632eee \
+    --hash=sha256:90c44bc373b7687f6948b693cceaea1348ae0975d7474746559494468e3c1d84 \
+    --hash=sha256:9104ed0bd76a429d46f9ec0dbc9b08ad1d2dcdf2b00a5a0daa1c145329b35b44 \
+    --hash=sha256:920079c3f7456fa213e0829ed2073aaa727fd39d889ead5b4f35d0de5460d04f \
+    --hash=sha256:93d59d504b230e83c7a843251681959a0b6a9cd76f6e146ce1b8a80eb8739af9 \
+    --hash=sha256:9b2aff1c7b3884512b9512c3eaadd9bab39fb45042ffaaa1dd08ff2b9f8109d9 \
+    --hash=sha256:9b8e0f3107e2200b76f6054de99016eac3ee6762713587b36baaa7e4bd2ae177 \
+    --hash=sha256:9bb41182d93ea91f60b4bc8fbf4c820c69ef8a12ab2d917f3f1834f1acad07e8 \
+    --hash=sha256:9cdef90ae47919cae358d8ab15797a800ed41da7aba5d72419fb510729e2ed4b \
+    --hash=sha256:a1786910334ed46ab1dd73222f2cd1e05c2c3bb39f6dddb4f8b36fc382058a39 \
+    --hash=sha256:a4cfde78a9f2880208d16a93b795726a3017d5977e08d1e162a7a31322479c41 \
+    --hash=sha256:a4fbdde9dd4a9ce5fd52c2b3a347bb50cc89483ef783f1cb00d408c13f7a96c0 \
+    --hash=sha256:aa99adc8f081b475a12843953db36831eaf83ec33eb46a90629ca6a5de45a616 \
+    --hash=sha256:ac351b3b8014eead140e77e9717e2992c6bbe30b63bc3422422eb84865412e3d \
+    --hash=sha256:ad41ba96094304aa090f5a30cb6e4fb3b3f1c264c523394b4c39bbacc4dc92ba \
+    --hash=sha256:b5314963fce9b0b12743891de876e724997864ee22aa496f903f426c7e2fa5b2 \
+    --hash=sha256:bcf74c1df76758a395bf0af608c04c82257523f55c9868b334f06270d0f2112b \
+    --hash=sha256:bd47ba7fc3ca94896759ea0109775132d3e7ab921fbf54038e1bab2e46c313c9 \
+    --hash=sha256:c0323c9daef75ef2e5083624b4585018a0c9d5e3b40f607eed81a311270b934b \
+    --hash=sha256:c1225416b463483160e4af85d5fc3a9690ccb53fd4b1865a6437825f5ede3209 \
+    --hash=sha256:c1c948747b03be832dceed96ca815cef7360de9aa19d37c730f8e3f6101aca48 \
+    --hash=sha256:c25fe15c70c59eb7c5ce8c06a1f3fa1da0ecc5ea1e7a5922c40fd2fa9b0d5046 \
+    --hash=sha256:cc1b0fff8ead343dae06305f954eb8468ba0ec1a97881f42489d198e4ce3c632 \
+    --hash=sha256:cd6280cf040f233bd7d3407b743b4b4c74f70e8e1c4199cb112a62c941c0772a \
+    --hash=sha256:cd6c3d4b783c556fa00bf540854e42f135e2f256abd29669fcd0da0f2dec79c2 \
+    --hash=sha256:d4d6fcde76f94f5cb9e43e9e9a61f16dacefd228cbbf6f1a09bd9b219a92f1a1 \
+    --hash=sha256:ddf4af30b417d9fe16481e9b81c27ab2a7cde1ff7ba3e85653b02db7d145dc7b \
+    --hash=sha256:df115d4d83168fdf2cae48ef1ff6d1cb4c466364e30861b37121de0f3bf1b990 \
+    --hash=sha256:df7276909358e5635ae203673ab7e509ddd224225a8d6b0790bf13eb2bde1cc5 \
+    --hash=sha256:e4fd89cc178bced6ad29cb3e6dd4aa63fa5017c3524dbd0b25998fb64a87cc8b \
+    --hash=sha256:e9701d0049d92c16703a42771b98d560b95248949f23f8cf7b4eddd201814fb9 \
+    --hash=sha256:ee2f2a527e3c1a6e6411eb4209642e138b544a2d72fe5d0d76daf77b24063534 \
+    --hash=sha256:f7fb7d750cfa0a070d2c24e831fd3481019a60dd317ea2b39acbcebc08b6ed81 \
+    --hash=sha256:f840ed6d8ecba8255df8c42b87fadeda98ddfc6eeec05e2dc66e26d46dd6f58a \
+    --hash=sha256:f86c6358749bd4fda175388691e3ba8c46e24c5347d0afd20f9b7edfc9faf07d \
+    --hash=sha256:fa36ec09ef71d158186bc79e359ff5fdd6e7996fe8ab638f00d6b93139ba4fcf \
+    --hash=sha256:fe2c7201c642b7c308f1675355ad7ff7b66acfe3541625efe5a3ad38f29d6115
     # via requests
-click==8.3.3 \
-    --hash=sha256:398329ad4837b2ff7cbe1dd166a4c0f8900c3ca3a218de04466f38f6497f18a2 \
-    --hash=sha256:a2bf429bb3033c89fa4936ffb35d5cb471e3719e1f3c8a7c3fff0b8314305613
+click==8.4.2 \
+    --hash=sha256:9a6cea6e60b17ebe0a44c5cc636d94f09bd66142c1cd7d8b4cd731c4917a15f6 \
+    --hash=sha256:e6f9f66136c816745b9d65817da91d61d957fb16e02e4dcd0552553c5a197b76
     # via
     #   feast (pyproject.toml)
     #   dask
@@ -174,25 +172,25 @@ colorama==0.4.6 \
     --hash=sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44 \
     --hash=sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6
     # via feast (pyproject.toml)
-dask[dataframe]==2026.3.0 \
-    --hash=sha256:be614b9242b0b38288060fb2d7696125946469c98a1c30e174883fd199e0428d \
-    --hash=sha256:f7d96c8274e8a900d217c1ff6ea8d1bbf0b4c2c21e74a409644498d925eb8f85
+dask[dataframe]==2026.7.1 \
+    --hash=sha256:5727484427665f051e86bf87d021a64d6411141cdc8a20bfe3c1ad2968cc06b7 \
+    --hash=sha256:985ffd6c5e9d7979ede515e84ae8d39b647d6aa64f77600f15714ff65f578fe6
     # via feast (pyproject.toml)
 dill==0.3.9 \
     --hash=sha256:468dff3b89520b474c0397703366b7b95eebe6303f108adf9b19da1f702be87a \
     --hash=sha256:81aa267dddf68cbfe8029c42ca9ec6a4ab3b22371d1c450abc54422577b4512c
     # via feast (pyproject.toml)
-fastapi==0.136.1 \
-    --hash=sha256:7af665ad7acfa0a3baf8983d393b6b471b9da10ede59c60045f49fbc89a0fa7f \
-    --hash=sha256:a6e9d7eeada96c93a4d69cb03836b44fa34e2854accb7244a1ece36cd4781c3f
+fastapi==0.141.0 \
+    --hash=sha256:5567705c791fa33202dabd1860df1d1650a7b1bf373378198d7b0675c9574618 \
+    --hash=sha256:cae32222bdc8b2805c4d3deb4e024b381ea2a6f2de7febfe3a9a73a9c29c2e5e
     # via feast (pyproject.toml)
-fsspec==2026.4.0 \
-    --hash=sha256:11ef7bb35dab8a394fde6e608221d5cf3e8499401c249bebaeaad760a1a8dec2 \
-    --hash=sha256:301d8ac70ae90ef3ad05dcf94d6c3754a097f9b5fe4667d2787aa359ec7df7e4
+fsspec==2026.7.0 \
+    --hash=sha256:b57ddbafedfaef7018c1ecab32aa200a9d7ca26b77965f64e48b70061249d279 \
+    --hash=sha256:c803c40f4cf860b49dea58ee3e1c33cb9c790520e233537e1340049f89b82a88
     # via dask
-gunicorn==25.3.0 \
-    --hash=sha256:cacea387dab08cd6776501621c295a904fe8e3b7aae9a1a3cbb26f4e7ed54660 \
-    --hash=sha256:f74e1b2f9f76f6cd1ca01198968bd2dd65830edc24b6e8e4d78de8320e2fe889
+gunicorn==26.0.0 \
+    --hash=sha256:40233d26a5f0d1872916188c276e21641155111c2853f0c2cd55260aec0d24fc \
+    --hash=sha256:ca9346f85e3a4aeeb64d491045c16b9a35647abd37ea15efe53080eb8b090baf
     # via
     #   feast (pyproject.toml)
     #   uvicorn-worker
@@ -200,54 +198,61 @@ h11==0.16.0 \
     --hash=sha256:4e35b956cf45792e4caa5885e69fba00bdbc6ffafbfa020300e549b208ee5ff1 \
     --hash=sha256:63cf8bbe7522de3bf65932fda1d9c2772064ffb3dae62d55932da54b31cb6c86
     # via uvicorn
-httptools==0.7.1 \
-    --hash=sha256:04c6c0e6c5fb0739c5b8a9eb046d298650a0ff38cf42537fc372b28dc7e4472c \
-    --hash=sha256:0d92b10dbf0b3da4823cde6a96d18e6ae358a9daa741c71448975f6a2c339cad \
-    --hash=sha256:0e68b8582f4ea9166be62926077a3334064d422cf08ab87d8b74664f8e9058e1 \
-    --hash=sha256:11d01b0ff1fe02c4c32d60af61a4d613b74fad069e47e06e9067758c01e9ac78 \
-    --hash=sha256:135fbe974b3718eada677229312e97f3b31f8a9c8ffa3ae6f565bf808d5b6bcb \
-    --hash=sha256:2c15f37ef679ab9ecc06bfc4e6e8628c32a8e4b305459de7cf6785acd57e4d03 \
-    --hash=sha256:322d00c2068d125bd570f7bf78b2d367dad02b919d8581d7476d8b75b294e3e6 \
-    --hash=sha256:379b479408b8747f47f3b253326183d7c009a3936518cdb70db58cffd369d9df \
-    --hash=sha256:38e0c83a2ea9746ebbd643bdfb521b9aa4a91703e2cd705c20443405d2fd16a5 \
-    --hash=sha256:3e14f530fefa7499334a79b0cf7e7cd2992870eb893526fb097d51b4f2d0f321 \
-    --hash=sha256:44c8f4347d4b31269c8a9205d8a5ee2df5322b09bbbd30f8f862185bb6b05346 \
-    --hash=sha256:465275d76db4d554918aba40bf1cbebe324670f3dfc979eaffaa5d108e2ed650 \
-    --hash=sha256:474d3b7ab469fefcca3697a10d11a32ee2b9573250206ba1e50d5980910da657 \
-    --hash=sha256:49794f9250188a57fa73c706b46cb21a313edb00d337ca4ce1a011fe3c760b28 \
-    --hash=sha256:5ddbd045cfcb073db2449563dd479057f2c2b681ebc232380e63ef15edc9c023 \
-    --hash=sha256:601b7628de7504077dd3dcb3791c6b8694bbd967148a6d1f01806509254fb1ca \
-    --hash=sha256:654968cb6b6c77e37b832a9be3d3ecabb243bbe7a0b8f65fbc5b6b04c8fcabed \
-    --hash=sha256:69d4f9705c405ae3ee83d6a12283dc9feba8cc6aaec671b412917e644ab4fa66 \
-    --hash=sha256:6babce6cfa2a99545c60bfef8bee0cc0545413cb0018f617c8059a30ad985de3 \
-    --hash=sha256:7347714368fb2b335e9063bc2b96f2f87a9ceffcd9758ac295f8bbcd3ffbc0ca \
-    --hash=sha256:7aea2e3c3953521c3c51106ee11487a910d45586e351202474d45472db7d72d3 \
-    --hash=sha256:7fe6e96090df46b36ccfaf746f03034e5ab723162bc51b0a4cf58305324036f2 \
-    --hash=sha256:84d86c1e5afdc479a6fdabf570be0d3eb791df0ae727e8dbc0259ed1249998d4 \
-    --hash=sha256:a3c3b7366bb6c7b96bd72d0dbe7f7d5eead261361f013be5f6d9590465ea1c70 \
-    --hash=sha256:abd72556974f8e7c74a259655924a717a2365b236c882c3f6f8a45fe94703ac9 \
-    --hash=sha256:ac50afa68945df63ec7a2707c506bd02239272288add34539a2ef527254626a4 \
-    --hash=sha256:aeefa0648362bb97a7d6b5ff770bfb774930a327d7f65f8208394856862de517 \
-    --hash=sha256:b580968316348b474b020edf3988eecd5d6eec4634ee6561e72ae3a2a0e00a8a \
-    --hash=sha256:c08fe65728b8d70b6923ce31e3956f859d5e1e8548e6f22ec520a962c6757270 \
-    --hash=sha256:c8c751014e13d88d2be5f5f14fc8b89612fcfa92a9cc480f2bc1598357a23a05 \
-    --hash=sha256:cad6b591a682dcc6cf1397c3900527f9affef1e55a06c4547264796bbd17cf5e \
-    --hash=sha256:cbf8317bfccf0fed3b5680c559d3459cccf1abe9039bfa159e62e391c7270568 \
-    --hash=sha256:cfabda2a5bb85aa2a904ce06d974a3f30fb36cc63d7feaddec05d2050acede96 \
-    --hash=sha256:d169162803a24425eb5e4d51d79cbf429fd7a491b9e570a55f495ea55b26f0bf \
-    --hash=sha256:d496e2f5245319da9d764296e86c5bb6fcf0cf7a8806d3d000717a889c8c0b7b \
-    --hash=sha256:de987bb4e7ac95b99b805b99e0aae0ad51ae61df4263459d36e07cf4052d8b3a \
-    --hash=sha256:df091cf961a3be783d6aebae963cc9b71e00d57fa6f149025075217bc6a55a7b \
-    --hash=sha256:e99c7b90a29fd82fea9ef57943d501a16f3404d7b9ee81799d41639bdaae412c \
-    --hash=sha256:eb844698d11433d2139bbeeb56499102143beb582bd6c194e3ba69c22f25c274 \
-    --hash=sha256:f084813239e1eb403ddacd06a30de3d3e09a9b76e7894dcda2b22f8a726e9c60 \
-    --hash=sha256:f25bbaf1235e27704f1a7b86cd3304eabc04f569c828101d94a0e605ef7205a5 \
-    --hash=sha256:f65744d7a8bdb4bda5e1fa23e4ba16832860606fcc09d674d56e425e991539ec \
-    --hash=sha256:f72fdbae2dbc6e68b8239defb48e6a5937b12218e6ffc2c7846cc37befa84362
+httptools==0.8.0 \
+    --hash=sha256:0770728beb05094c809b98e814edff5fef69d26ad7d21185f2f6d5884a0ba683 \
+    --hash=sha256:0ea897f0c729581ebf72131a438a7932d9b14efef72d75ada966700cac3caaeb \
+    --hash=sha256:159e9ab5f701ccd42e555a12f1ad8ff69702910fc1c996cf2bb66e5fcb7a231b \
+    --hash=sha256:19d1ee275bb59ba2643ba9a3a1e51cc0c788caf2b8df506368e03f56fdd08527 \
+    --hash=sha256:20b4aac66ff65f7db06a375808b78f42a94970aa22e826b3cb2b43eb09174124 \
+    --hash=sha256:2a021c3a8e65cc125390d72f59b968afca3bdcaff25bd67965e0a055a14946ca \
+    --hash=sha256:2c032fa028f46871ec7e1fc59fc15e8023eab3e6bbe6ece786a1611719a5d081 \
+    --hash=sha256:2d689918c15a013c65ef52d9fd495d766893ab831a2c8d89f2ac5940a5df847c \
+    --hash=sha256:384c17174464c8e873398b7af24f0b1f44d992c820328413951a625323155d77 \
+    --hash=sha256:425f83884fd6343828d8c565f046cb72b6d19063f6924093e11bcd8e1548cd09 \
+    --hash=sha256:48774d39cbb70e2b1f71f88852a3087ae1d3a1eb80482bb48c13067ab080c14f \
+    --hash=sha256:52dd695b865fe96d9d2b16b64a895f3f57bf3cb064e8383cd3b5713a069e8085 \
+    --hash=sha256:57278e6fa0424c42a8a3e454828ab4f0aff27b40cddf9679579b98c6dce6a376 \
+    --hash=sha256:5931891fb7b441b8a3853cf1b85c82c903defce084dd5f6771ca46e31bf862c5 \
+    --hash=sha256:5d7fa4ba7292c1139c0526f0b5aad507c6263c948206ea1b1cbca015c8af1b62 \
+    --hash=sha256:5eb911c515b96ee44bbd861e42cbefc488681d450545b1d02127f6136e3a86f5 \
+    --hash=sha256:614ceea8ea606848bece2338ac03b3ce5324bcb4be8dc7d377ed708012fa4db8 \
+    --hash=sha256:6a43c9dd399758ccc0531acb0a3c4a6c299ee893ee9400e9c893b7bdcfae0681 \
+    --hash=sha256:6b2a32f18d97e16e90827d7a819ffa8dbd8cc245fc4e1fa9d1095b54ef4bd999 \
+    --hash=sha256:7685df791fad561384bfb139e77fde27a1ffd93134e016f95a0db424ffbf77b1 \
+    --hash=sha256:7b71e7d7031928c650e1006e6c03e911bf967f7c69c011d37d541c3e7bf55005 \
+    --hash=sha256:880490234c10f70a9830743097e8958d6e4b9f5a0ffc24515023afeef984054d \
+    --hash=sha256:88bdd940f2b5d487b4d032c6afa5489a7dc4694410d43de3c38c4fb3af0dc45d \
+    --hash=sha256:88eead8ec8680a9f146c655bc88445a325bd7921cfd8194c7337e9467282427d \
+    --hash=sha256:9518c406d7b310f05adb1a37f80acabac40504a575d7c0da6d3e365c695ac20d \
+    --hash=sha256:9878eb2785ba5eb70631ad269b37976f73d647955e26c91d490eb8a4edfda4ba \
+    --hash=sha256:9fc1644f415372cec4f8a5be3a64183737398f10dbb1263602a036427fe75247 \
+    --hash=sha256:a1afd7c9fbff0d9f5d489c4ce2768bd09c84a46ddefc7161e6aa82ae35c85745 \
+    --hash=sha256:a1b4c8e7a489a0d750d91894e9a8cdc295838f1924c0ca903ae993456fddec07 \
+    --hash=sha256:a3b7387147361c3fd47a0bde763c5c91b5b4cd4dc9989b8ece84ff436c99843b \
+    --hash=sha256:a6f21e2a3b0067bbe7f67e34cfd16276af556e5e52f4c7503be0cb5f90e905e4 \
+    --hash=sha256:b15fc622b0f869d19207c4089a501d9bcc63ca5e071ffdd2f03f922df882dcb2 \
+    --hash=sha256:b205e5f5523fa039679da0dfe5a10132b2a4abeae6a86fdd1ddc035f7f836557 \
+    --hash=sha256:bbb8caadb2b742d293169d2b458b5c001ef70e3158704aa3d3ef9597624c5d1d \
+    --hash=sha256:bf3b6f807c8541503cecfbb8a8dffb385640d0d96102f3d112aa8740f9b7c826 \
+    --hash=sha256:c08ffe3e79756e0963cbc8fe410139f38a5884874b6f2e17761bef6563fdcd9b \
+    --hash=sha256:c0d726cc107fceb7d45f978483b4b70dd8caa836f5914d3434bb18628eb73813 \
+    --hash=sha256:c4a9f1707e4823d54dfec6c33fa3697d302aed536ed352a7ebb5a061ddb869d0 \
+    --hash=sha256:cd96f29b4bab1d42fa6e3d008711c75e0f79e94e06827330160e3a304227f150 \
+    --hash=sha256:d76ad7b951387e3632c8716a9bb03ac5b45c5f16119aa409db0459520887944e \
+    --hash=sha256:da684f2e1aa2ee9bdcb083f3f3a68c5956750b375bc5df864d3a5f0c42a40b77 \
+    --hash=sha256:de1ed58a974e75d56560acc7e7fed01a454994429456f65209789992e41f2568 \
+    --hash=sha256:de242a49b5d18e0a8776e654e9f6bf6d89f3875a5c35b425a0e7ce940feb3fd6 \
+    --hash=sha256:df31ef5494f406ab6cf827b7e64a22841c6e2d654100e6a116ea15b46d02d5e8 \
+    --hash=sha256:e93c227b595c6926c1acee96891dd9da4be338cfbe82e5cd3bb9d8dd7dc4ac0b \
+    --hash=sha256:eb3028cca2fc0a6d720e52ef61d8ebb62fcbfeb1de56874546d858d3f25a26b7 \
+    --hash=sha256:ed377e64805bdba4943c82717333f8f8603a13b09aff9cead2717c6c817fb168 \
+    --hash=sha256:ef7c3c97f4311c7be57e2986629df89d49cb434dbff78eafcd48c2bff986b15a \
+    --hash=sha256:f256d6ce930c52ca1cb2a960b7da03548c454e7d28b06059ad41bfe789036ce0 \
+    --hash=sha256:fe2a4c95aeba2209434e7b31172da572846cae8ca0bf1e7013e61b99fbbf5e72
     # via uvicorn
-idna==3.13 \
-    --hash=sha256:585ea8fe5d69b9181ec1afba340451fba6ba764af97026f92a91d4eef164a242 \
-    --hash=sha256:892ea0cde124a99ce773decba204c5552b69c3c67ffd5f232eb7696135bc8bb3
+idna==3.18 \
+    --hash=sha256:7f952cbe720b688055e3f87de14f5c3e5fdaa8bc3928985c4077ca689de849a2 \
+    --hash=sha256:ffb385a7e039654cef1ab9ef32c6fafe283c0c0467bba1d9029738ce4a14a848
     # via
     #   anyio
     #   requests
@@ -259,105 +264,99 @@ jinja2==3.1.6 \
     --hash=sha256:0137fb05990d35f1275a587e9aee6d56da821fc83491a0fb838183be43f66d6d \
     --hash=sha256:85ece4451f492d0c13c5dd7c13a64681a86afae63a5f347908daf103ce6d2f67
     # via feast (pyproject.toml)
-jsonschema==4.26.0 \
-    --hash=sha256:0c26707e2efad8aa1bfc5b7ce170f3fccc2e4918ff85989ba9ffa9facb2be326 \
-    --hash=sha256:d489f15263b8d200f8387e64b4c3a75f06629559fb73deb8fdfb525f2dab50ce
-    # via feast (pyproject.toml)
-jsonschema-specifications==2025.9.1 \
-    --hash=sha256:98802fee3a11ee76ecaca44429fda8a41bff98b00a0f2838151b113f210cc6fe \
-    --hash=sha256:b540987f239e745613c7a9176f3edb72b832a4ac465cf02712288397832b5e8d
-    # via jsonschema
-librt==0.9.0 \
-    --hash=sha256:07cf11f769831186eeac424376e6189f20ace4f7263e2134bdb9757340d84d4d \
-    --hash=sha256:0a09c2f5869649101738653a9b7ab70cf045a1105ac66cbb8f4055e61df78f2d \
-    --hash=sha256:0a1be03168b2691ba61927e299b352a6315189199ca18a57b733f86cb3cc8d38 \
-    --hash=sha256:0b73e4266307e51c95e09c0750b7ec383c561d2e97d58e473f6f6a209952fbb8 \
-    --hash=sha256:15cb151e52a044f06e54ac7f7b47adbfc89b5c8e2b63e1175a9d587c43e8942a \
-    --hash=sha256:194fc1a32e1e21fe809d38b5faea66cc65eaa00217c8901fbdb99866938adbdb \
-    --hash=sha256:1bf465d1e5b0a27713862441f6467b5ab76385f4ecf8f1f3a44f8aa3c695b4b6 \
-    --hash=sha256:1c587494461ebd42229d0f1739f3aa34237dd9980623ecf1be8d3bcba79f4499 \
-    --hash=sha256:224b9727eb8bc188bc3bcf29d969dba0cd61b01d9bac80c41575520cc4baabb2 \
-    --hash=sha256:22a904cbdb678f7cb348c90d543d3c52f581663d687992fee47fd566dcbf5285 \
-    --hash=sha256:2b8f5d00b49818f4e2b1667db994488b045835e0ac16fe2f924f3871bd2b8ac5 \
-    --hash=sha256:2c3786f0f4490a5cd87f1ed6cefae833ad6b1060d52044ce0434a2e85893afd0 \
-    --hash=sha256:2d03fa4fd277a7974c1978c92c374c57f44edeee163d147b477b143446ad1bf6 \
-    --hash=sha256:2f8e12706dcb8ff6b3ed57514a19e45c49ad00bcd423e87b2b2e4b5f64578443 \
-    --hash=sha256:3be322a15ee5e70b93b7a59cfd074614f22cc8c9ff18bd27f474e79137ea8d3b \
-    --hash=sha256:3cc2917258e131ae5f958a4d872e07555b51cb7466a43433218061c74ef33745 \
-    --hash=sha256:3f05d145df35dca5056a8bc3838e940efebd893a54b3e19b2dda39ceaa299bcb \
-    --hash=sha256:3fe56e80badb66fdcde06bef81bbaa5bfcf6fbd7aefb86222d9e369c38c6b228 \
-    --hash=sha256:42ff8a962554c350d4a83cf47d9b7b78b0e6ff7943e87df7cdfc97c07f3c016f \
-    --hash=sha256:451daa98463b7695b0a30aa56bf637831ea559e7b8101ac2ef6382e8eb15e29c \
-    --hash=sha256:465814ab157986acb9dfa5ccd7df944be5eefc0d08d31ec6e8d88bc71251d845 \
-    --hash=sha256:4c4d0440a3a8e31d962340c3e1cc3fc9ee7febd34c8d8f770d06adb947779ea5 \
-    --hash=sha256:4e3dda8345307fd7306db0ed0cb109a63a2c85ba780eb9dc2d09b2049a931f9c \
-    --hash=sha256:5093043afb226ecfa1400120d1ebd4442b4f99977783e4f4f7248879009b227f \
-    --hash=sha256:5112c2fb7c2eefefaeaf5c97fec81343ef44ee86a30dcfaa8223822fba6467b4 \
-    --hash=sha256:527b5b820b47a09e09829051452bb0d1dd2122261254e2a6f674d12f1d793d54 \
-    --hash=sha256:54d412e47c21b85865676ed0724e37a89e9593c2eee1e7367adf85bfad56ffb1 \
-    --hash=sha256:56d65b583cf43b8cf4c8fbe1e1da20fa3076cc32a1149a141507af1062718236 \
-    --hash=sha256:5ca8e133d799c948db2ab1afc081c333a825b5540475164726dcbf73537e5c2f \
-    --hash=sha256:603138ee838ee1583f1b960b62d5d0007845c5c423feb68e44648b1359014e27 \
-    --hash=sha256:63c12efcd160e1d14da11af0c46c0217473e1e0d2ae1acbccc83f561ea4c2a7b \
-    --hash=sha256:657f8ba7b9eaaa82759a104137aed2a3ef7bc46ccfd43e0d89b04005b3e0a4cc \
-    --hash=sha256:66b58fed90a545328e80d575467244de3741e088c1af928f0b489ebec3ef3858 \
-    --hash=sha256:6788207daa0c19955d2b668f3294a368d19f67d9b5f274553fd073c1260cbb9f \
-    --hash=sha256:703f4ae36d6240bfe24f542bac784c7e4194ec49c3ba5a994d02891649e2d85b \
-    --hash=sha256:7202bdcac47d3a708271c4304a474a8605a4a9a4a709e954bf2d3241140aa938 \
-    --hash=sha256:756775d25ec8345b837ab52effee3ad2f3b2dfd6bbee3e3f029c517bd5d8f05a \
-    --hash=sha256:78042f6facfd98ecb25e9829c7e37cce23363d9d7c83bc5f72702c5059eb082b \
-    --hash=sha256:789fff71757facc0738e8d89e3b84e4f0251c1c975e85e81b152cdaca927cc2d \
-    --hash=sha256:7bc30ad339f4e1a01d4917d645e522a0bc0030644d8973f6346397c93ba1503f \
-    --hash=sha256:7d429bdd4ac0ab17c8e4a8af0ed2a7440b16eba474909ab357131018fe8c7e71 \
-    --hash=sha256:7d5c8a5929ac325729f6119802070b561f4db793dffc45e9ac750992a4ed4d22 \
-    --hash=sha256:7e6274fd33fc5b2a14d41c9119629d3ff395849d8bcbc80cf637d9e8d2034da8 \
-    --hash=sha256:80b25c7b570a86c03b5da69e665809deb39265476e8e21d96a9328f9762f9990 \
-    --hash=sha256:81107843ed1836874b46b310f9b1816abcb89912af627868522461c3b7333c0f \
-    --hash=sha256:8494cfc61e03542f2d381e71804990b3931175a29b9278fdb4a5459948778dc2 \
-    --hash=sha256:850d6d03177e52700af605fd60db7f37dcb89782049a149674d1a9649c2138fd \
-    --hash=sha256:8c6bc1384d9738781cfd41d09ad7f6e8af13cfea2c75ece6bd6d2566cdea2076 \
-    --hash=sha256:90904fac73c478f4b83f4ed96c99c8208b75e6f9a8a1910548f69a00f1eaa671 \
-    --hash=sha256:90e6d5420fc8a300518d4d2288154ff45005e920425c22cbbfe8330f3f754bd9 \
-    --hash=sha256:928bd06eca2c2bbf4349e5b817f837509b0604342e65a502de1d50a7570afd15 \
-    --hash=sha256:9b3e3bc363f71bda1639a4ee593cb78f7fbfeacc73411ec0d4c92f00730010a4 \
-    --hash=sha256:9edcc35d1cae9fd5320171b1a838c7da8a5c968af31e82ecc3dff30b4be0957f \
-    --hash=sha256:9fcb461fbf70654a52a7cc670e606f04449e2374c199b1825f754e16dacfedd8 \
-    --hash=sha256:a0951822531e7aee6e0dfb556b30d5ee36bbe234faf60c20a16c01be3530869d \
-    --hash=sha256:a361c9434a64d70a7dbb771d1de302c0cc9f13c0bffe1cf7e642152814b35265 \
-    --hash=sha256:a4b25c6c25cac5d0d9d6d6da855195b254e0021e513e0249f0e3b444dc6e0e61 \
-    --hash=sha256:a5af136bfba820d592f86c67affcef9b3ff4d4360ac3255e341e964489b48519 \
-    --hash=sha256:a81eea9b999b985e4bacc650c4312805ea7008fd5e45e1bf221310176a7bcb3a \
-    --hash=sha256:a9c63e04d003bc0fb6a03b348018b9a3002f98268200e22cc80f146beac5dc40 \
-    --hash=sha256:aa95738a68cedd3a6f5492feddc513e2e166b50602958139e47bbdd82da0f5a7 \
-    --hash=sha256:b0a2040f801406b93657a70b72fa12311063a319fee72ce98e1524da7200171f \
-    --hash=sha256:b8bd70d5d816566a580d193326912f4a76ec2d28a97dc4cd4cc831c0af8e330e \
-    --hash=sha256:b8da9f8035bb417770b1e1610526d87ad4fc58a2804dc4d79c53f6d2cf5a6eb9 \
-    --hash=sha256:bc5518873822d2faa8ebdd2c1a4d7c8ef47b01a058495ab7924cb65bdbf5fc9a \
-    --hash=sha256:c0d620e74897f8c2613b3c4e2e9c1e422eb46d2ddd07df540784d44117836af3 \
-    --hash=sha256:c2640e23d2b7c98796f123ffd95cf2022c7777aa8a4a3b98b36c570d37e85eee \
-    --hash=sha256:c81aef782380f0f13ead670aae01825eb653b44b046aa0e5ebbb79f76ed4aa11 \
-    --hash=sha256:d4d16b608a1c43d7e33142099a75cd93af482dadce0bf82421e91cad077157f4 \
-    --hash=sha256:d69fc39e627908f4c03297d5a88d9284b73f4d90b424461e32e8c2485e21c283 \
-    --hash=sha256:d9da80e5b04acce03ced8ba6479a71c2a2edf535c2acc0d09c80d2f80f3bad15 \
-    --hash=sha256:dd2c7e082b0b92e1baa4da28163a808672485617bc855cc22a2fd06978fa9084 \
-    --hash=sha256:de7dac64e3eb832ffc7b840eb8f52f76420cde1b845be51b2a0f6b870890645e \
-    --hash=sha256:e0785c2fb4a81e1aece366aa3e2e039f4a4d7d21aaaded5227d7f3c703427882 \
-    --hash=sha256:e306d956cfa027fe041585f02a1602c32bfa6bb8ebea4899d373383295a6c62f \
-    --hash=sha256:e78fb7419e07d98c2af4b8567b72b3eaf8cb05caad642e9963465569c8b2d87e \
-    --hash=sha256:e9002e98dcb1c0a66723592520decd86238ddcef168b37ff6cfb559200b4b774 \
-    --hash=sha256:e94cbc6ad9a6aeea46d775cbb11f361022f778a9cc8cc90af653d3a594b057ce \
-    --hash=sha256:eea1b54943475f51698f85fa230c65ccac769f1e603b981be060ac5763d90927 \
-    --hash=sha256:f100bfe2acf8a3689af9d0cc660d89f17286c9c795f9f18f7b62dd1a6b247ae6 \
-    --hash=sha256:f162af66a2ed3f7d1d161a82ca584efd15acd9c1cff190a373458c32f7d42118 \
-    --hash=sha256:f24b90b0e0c8cc9491fb1693ae91fe17cb7963153a1946395acdbdd5818429a4 \
-    --hash=sha256:f29b68cd9714531672db62cc54f6e8ff981900f824d13fa0e00749189e13778e \
-    --hash=sha256:f38bc489037eca88d6ebefc9c4d41a4e07c8e8b4de5188a9e6d290273ad7ebb1 \
-    --hash=sha256:f3fd278f5e6bf7c75ccd6d12344eb686cc020712683363b66f46ac79d37c799f \
-    --hash=sha256:f4003f70c56a5addd6aa0897f200dd59afd3bf7bcd5b3cce46dd21f925743bc2 \
-    --hash=sha256:f48c963a76d71b9d7927eb817b543d0dccd52ab6648b99d37bd54f4cd475d856 \
-    --hash=sha256:f819e0c6413e259a17a7c0d49f97f405abadd3c2a316a3b46c6440b7dbbedbb1 \
-    --hash=sha256:fc5758e2b7a56532dc33e3c544d78cbaa9ecf0a0f2a2da2df882c1d6b99a317f \
-    --hash=sha256:fcbdf2a9ca24e87bbebb47f1fe34e531ef06f104f98c9ccfc953a3f3344c567a
+librt==0.13.0 \
+    --hash=sha256:05d96b80b95d3a2721b619f8982b8558848b04875bb4772fd54842b59f61dd97 \
+    --hash=sha256:0763ca2ab66058174f9dee426dc64f5e0a89c24a7df8d3fe3f1836c04e25de4b \
+    --hash=sha256:091b60a4d2174fc1ec5c34cdc0b72efb6224753d76b7da61ebeab7a191aec8bd \
+    --hash=sha256:0b795f5fc70fbbb787ceaf79bb3a0d627bcc33c53de51741755263ec406b775a \
+    --hash=sha256:0d38604854e8d22faadf683ec6c02bb0f886e2ba56ef981a1c36ee275f21ea22 \
+    --hash=sha256:109b84a9edf69ad89dc1f66358659e14a031baca95e3e5b0060bd903ede8efd6 \
+    --hash=sha256:1304368a3e7ffc3e9db986796cc5326fdb5943a3567ecc137cff318e4240c0e7 \
+    --hash=sha256:17221a7569f8f292aa0014226e48aa25b8c2b08da18088cd230953d0ea0f9cd1 \
+    --hash=sha256:1b5a7bbff495baedbd9b916c367d66854008f8f3b575908ded477c499dc60082 \
+    --hash=sha256:1ce61b3746545029d4f5c17d6bd74b676254ad98433086c846ffb5e8fa73f007 \
+    --hash=sha256:1d2a610c14ac0d0750ee0a3ab8548e83155258387891caaca04def4bf7289781 \
+    --hash=sha256:21b7ac084f701a9cdff6139745a6620579d65a9379ac2d9d50a86368b109e63c \
+    --hash=sha256:22034924f5b42d5a56371cf271771bfeaabf235a7a8b6264bef2d20013f786c6 \
+    --hash=sha256:25218d94b1d2cbc0ba1d8a3f9dc9af578d9646e5ed16443a70cde1dfdcce6d71 \
+    --hash=sha256:2608d3b39f9e0b4a66a130d9150c615cba40a5090d25eeeaa225e0e46de8c0ac \
+    --hash=sha256:260c33e92263fa629b4f6d3c51967a1c2158fe6c33237aaa3ebeac586b085259 \
+    --hash=sha256:2e56ea4ee4df77585a6b5c138f6538680886024fa559f5b55bd14b12e98e67b2 \
+    --hash=sha256:2f281549a4c52ac7bb97997f14353f8bd0e53a34ca0dad1c905cfd0b4a58ae99 \
+    --hash=sha256:301067672387902c55f94b51d5022304b36c966ea9fe1f21caab99a9bef487c9 \
+    --hash=sha256:30536798f4504c0fad0885b1d371b0539abb081e4570c9d7c641cb51141b49f0 \
+    --hash=sha256:32c26893cd085c1efe83219e78d866da23fb20a066101b8f68210004361d224c \
+    --hash=sha256:34bc7938b9fdf14fe32a406c19c71faf894c5cee7e7474bd0be2f17200b82d14 \
+    --hash=sha256:34e47058fcc69a313293d6dee94216a4f30c929ae6f2476e58c5ba635aa639d5 \
+    --hash=sha256:3657346f867469e962549435aa05fd15330b1d6a92829f8e27988e194382d005 \
+    --hash=sha256:36b306a623aaad96fe4b378692b54f9c0789fccd833b9851753d5fbf6138cfde \
+    --hash=sha256:371f7ce73026815dafd51c50ce38416e91428b28c4b2ec97cd39271164b0045c \
+    --hash=sha256:375f5af8f99cbaa99dd293af986e3d57caabc9ba81a5d3f021603764854197a1 \
+    --hash=sha256:387e2f1d27e89bffe0d3f520f0da0662c973fd607ca16c1808f8a5085419485e \
+    --hash=sha256:3aaedf52171bee90860704c560bc798fe83b76247df47568e0197e9b13c735a0 \
+    --hash=sha256:3dbb2a31882456cadc7053378e81ad7ed7693db4ac9f98ab5f81ef034aa8ec9f \
+    --hash=sha256:4000d961ff9598ac6ea603c6c836a5ed49bc205ade5fc378b998dfe1e2c36628 \
+    --hash=sha256:40ccd13c252d3fe473ffc8a57be7565abc8b64cf1b108344c859d5164f7f3e0c \
+    --hash=sha256:46c330e82565962c761dbce7941be2cff7db674ee807455a8d0cadc5f9b759b0 \
+    --hash=sha256:4f6db193d2e5e0ed60359b9a5a682cd67205d0d3b1e459a867dd4b5c4e7eaa7a \
+    --hash=sha256:531b2df3e9fe96b1fcf73a6d165921e4656be5f58d631d384ebce344298368db \
+    --hash=sha256:54dab44a847d5ad1acd05c8a83fe518ae685516ecf4d3f7cc6e3df2a66767650 \
+    --hash=sha256:5929da1981a46bcf4b28b1b9499905f0ff58e2419da402a048234e9783acbc4b \
+    --hash=sha256:5f31b0aa13c9b04370d4da6be1ab7779776b3a075cceb6747a39a4be85fe1e40 \
+    --hash=sha256:5fdcf34f86de8fb66d7dc7589f96ba91c4aa46671200d400e6fd6f109a483f18 \
+    --hash=sha256:66c0e7e6b02a155576df2c77ec933a70b72da726e248c494abf690923e624348 \
+    --hash=sha256:66cb1138f384a191a6d75f986064841fcfdc0cea98f7bd9c9ab9b38049917588 \
+    --hash=sha256:68a5faee4bba381cb93b5961f684a514cf0053cb92308ff9c792c2fea0b174c6 \
+    --hash=sha256:6bf6a559ffe4a93bbea6cf31ddf01a7fd9ba342ef51f27beb178e318b74acd61 \
+    --hash=sha256:70d9c62a4cffd9f23396cd5ef93fc5d11b31596b9b7d6306074abe3d5fcf09bd \
+    --hash=sha256:791aa18a373b90da8ac3c44fc77544f33fdf53ae403acdce9b39f1c26b4a3b94 \
+    --hash=sha256:79e44cff71750d299d61a678e49995b0d5935a9cda238c2574daeca3ba536927 \
+    --hash=sha256:7db9a3ff32ef5f7d1703d93831a3316cdf0b537de6a1cc03cc8fdd09b9194e89 \
+    --hash=sha256:860bd1d8ba48456ce08feaf8d343a8aaeb2fa086f2bcaa2a923fa3f7a3ff9aa3 \
+    --hash=sha256:9320d34c3376ae204b2cd176e8d4883a013934e0aef822f1aed9c536490c275d \
+    --hash=sha256:93d24ebb82aa4420b1409c389e7857bc35bd0b668007ac8172427d5c73cc8cc5 \
+    --hash=sha256:94b85d664d777bab6c0d709416cb42938251fda9e221b79e3a2215d85df5f4f9 \
+    --hash=sha256:96bad8725a4f196a798366c25ce075d1f7543a4ec045ffc13e6a7ec095cdab04 \
+    --hash=sha256:9af313c66157a69dc69ea0059a66961692250e0dc95af9c385a48ffb770a0d16 \
+    --hash=sha256:9c5d02b89de5acd0379a51ec44a89476fb03df6145442e1c8ecd6bee2f91b176 \
+    --hash=sha256:9e786428f291dd2d2f1cbfc0e0caa45a2e395fab0ad3e2c9314daa8873414390 \
+    --hash=sha256:9f836c37478f167a81200d8c8b2c920a22224564bed2c23d7aeec760965c367a \
+    --hash=sha256:9fd35e95ab5e45c3901d37110263c7db85a961110f5460588fe37f8c131f88a7 \
+    --hash=sha256:a001519c315d5db40710f2665d32c4791f1d4779fc96a9423fd18d92c8b9ac7b \
+    --hash=sha256:a3762e75fcac8c9e4dacaaf438bffd9003e2ca2c531b756f3c0035deefa674c8 \
+    --hash=sha256:a38fb81d8376dfa2f8963b265fec07637802b0d01e2a127c19c66cb070fb24f5 \
+    --hash=sha256:a3dfe4edf10e8ed7e55b026a8bfc2c2a8704218b659cd4bffdf604fab966dc39 \
+    --hash=sha256:a4517d47b2b8af26975a406fba7d314de9696d864252e0257c6ea90238cfe27f \
+    --hash=sha256:a468951af16155824e88bdd8326ebe5bdb371f3ec0ac04642994b98201d914f3 \
+    --hash=sha256:a6e556d6aba31c93dd97ce661d66614d2429c0a3923f9dc8f0af7e8df10223a4 \
+    --hash=sha256:ac04bcd3328eb91d99dfedf6a60d9c1f15d3434e6f6daf922f0420f7d90b85c7 \
+    --hash=sha256:ae01d8512cc17079e53425635327dbf3f7ff57a42c00dec348bf79791c56444c \
+    --hash=sha256:b15e26cc0fe622d0c67e98bee6ef6bc8f792e20ee3006aa12627a00463d9399f \
+    --hash=sha256:b222493da6e7b6199db9bd79502436cf5a27da3c1f7fa83c7e285444fc93fd03 \
+    --hash=sha256:c3cd253cf32fe4f4662960d6bf7d55cb8be0c31a5d644a4d48aeafebaff3409a \
+    --hash=sha256:c6014e3c80f9c1fe268ef8b0e0ef113bac672cc032f2f93866e7ddad4f3e663d \
+    --hash=sha256:c718e99a0992127af84385378460db624103b559ab260435abcfe77a4e4ed1c1 \
+    --hash=sha256:c7897db4e95e22468bdda33d8e012ceacd0182abf001e6389d763f0def6286b9 \
+    --hash=sha256:cb8a1adce42d8b75485a5d56a9623a50bcab995b6079f1dac59fc44034dd93d9 \
+    --hash=sha256:cc99dfb62b23c9207c33d0be8a2e2af7a42e21e6ea388b380a0c948c7b88953b \
+    --hash=sha256:d4c8d9bd5abce34b2e75edb3bf37ab0f34e49b1f915a40ae8468eb7c85bc5b46 \
+    --hash=sha256:d4cb6fbfdf874340ab5e51450753c0f817b6958a3621125ee695bbc3de866566 \
+    --hash=sha256:d63bae12a8aeb51380be3438e4dc4bd27354d0f8e19166b2f44e3e94d6f552dc \
+    --hash=sha256:d6fb0eaa108814581c4d3bfbd068c3fb6757812a81415008d1bae08267cca360 \
+    --hash=sha256:d9188caac26e47671b52836a5e2a49873a7fc11c673b0c122d22515f98bc14e1 \
+    --hash=sha256:db327e7271e653c32040b85ae6188059c924b57d7e1e29f935523fa017cd4e82 \
+    --hash=sha256:dbdd5b6509d0c2a8fe72cf494c299a61dbd58142a90a4190664ae159e4a7b547 \
+    --hash=sha256:e4f9b472e7d308d94b62c801982065661158c6ed02790d6c7ddb4337cea0f9c1 \
+    --hash=sha256:e54a315caf843c8d77e388cadc56ea9ded569935ee2d2347d7ea94992e5aa6fa \
+    --hash=sha256:f125f5d46b20f89dc5587a55cc416b4ba2a5b2ffda36d048ee120e17598a653a \
+    --hash=sha256:f19e181de5b3a1148bb3420b8c4b0b0ea0fce6950099724ad151d6cea5acc180 \
+    --hash=sha256:f1f9cc4d09a46d9cb3c2063ae100629d3f52a6517c3c08c2f4c9828261883929 \
+    --hash=sha256:f26629539d4893c2957a16c41bb058e1e135c1f150f6a2e25ed047f64cf3f5c6 \
+    --hash=sha256:f2a7253458e34f33543551394ae4fe104b497ec2a65ac266074de64c1df82e37 \
+    --hash=sha256:f40e56b61b41be5f7dec938cfeffd660668cf4b5e72c78e7bd671d66b7bc2c79 \
+    --hash=sha256:f442e3954b1addc759faae22a7c9a3f1e16d7d1db3f484279dc27d62e06968fa \
+    --hash=sha256:fadc63331f4388c3dc90090448f682a7e9feafc11481391c1e94f2f907a3976e \
+    --hash=sha256:fc67741da44c6eaa90e01eafb586bbba9b51eb5b6ed381ee6f5ae72eb3316d21
     # via mypy
 locket==1.0.0 \
     --hash=sha256:5c0d4c052a8bbbf750e056a8e65ccd309086f4f0f18a2eac306a8dfa4112a632 \
@@ -563,129 +562,130 @@ mmh3==5.2.1 \
     --hash=sha256:fceef7fe67c81e1585198215e42ad3fdba3a25644beda8fbdaf85f4d7b93175a \
     --hash=sha256:fd96476f04db5ceba1cfa0f21228f67c1f7402296f0e73fee3513aa680ad237b
     # via feast (pyproject.toml)
-mypy==1.20.2 \
-    --hash=sha256:0c64e5973df366b747646fc98da921f9d6eba9716d57d1db94a83c026a08e0fb \
-    --hash=sha256:0deb80d062b2479f2c87ae568f89845afc71d11bc41b04179e58165fd9f31e98 \
-    --hash=sha256:1e1c12f6d2db3d78b909b5f77513c11eb7f2dd2782b96a3ab6dffc7d44575c99 \
-    --hash=sha256:20175a1c0f49863946ec20b7f63255768058ac4f07d2b9ded6a6b46cfb5a9100 \
-    --hash=sha256:29752dbbf8cc53f89f6ac096d363314333045c257c9c75cbd189ca2de0455744 \
-    --hash=sha256:2a4102b03bb7481d9a91a6da8d174740c9c8c4401024684b9ca3b7cc5e49852f \
-    --hash=sha256:2de3dcea53babc1c3237a19002bc3d228ce1833278f093b8d619e06e7cc79609 \
-    --hash=sha256:34397cdced6b90b836e38182076049fdb41424322e0b0728c946b0939ebdf9f6 \
-    --hash=sha256:4077797a273e56e8843d001e9dfe4ba10e33323d6ade647ff260e5cd97d9758c \
-    --hash=sha256:419413398fe250aae057fd2fe50166b61077083c9b82754c341cf4fd73038f30 \
-    --hash=sha256:4b6481b228d072315b053210b01ac320e1be243dc17f9e5887ef167f23f5fae4 \
-    --hash=sha256:4dbfcf869f6b0517f70cf0030ba6ea1d6645e132337a7d5204a18d8d5636c02b \
-    --hash=sha256:4fef51b01e638974a6e69885687e9bd40c8d1e09a6cd291cca0619625cf1f558 \
-    --hash=sha256:52b176444e2e5054dfcbcb8c75b0b719865c96247b37407184bbfca5c353f2c2 \
-    --hash=sha256:56908d7e08318d39f85b1f0c6cfd47b0cac1a130da677630dac0de3e0623e102 \
-    --hash=sha256:5a65aa591af023864fd08a97da9974e919452cfe19cb146c8a5dc692626445dc \
-    --hash=sha256:688c3312e5dadb573a2c69c82af3a298d43ecf9e6d264e0f95df960b5f6ac19c \
-    --hash=sha256:6e2b469efd811707bc530fd1effef0f5d6eebcb7fe376affae69025da4b979a2 \
-    --hash=sha256:7488448de6007cd5177c6cea0517ac33b4c0f5ee9b5e9f2be51ce75511a85517 \
-    --hash=sha256:785b08db19c9f214dc37d65f7c165d19a30fcecb48abfa30f31b01b5acaabb58 \
-    --hash=sha256:7b0e817b518bff7facd7f85ea05b643ad8bdcce684cf29784987b0a7c8e1f997 \
-    --hash=sha256:803203d2b6ea644982c644895c2f78b28d0e208bba7b27d9b921e0ec5eb207c6 \
-    --hash=sha256:89dce27e142d25ffbc154c1819383b69f2e9234dc4ed4766f42e0e8cb264ab5c \
-    --hash=sha256:913485a03f1bcf5d279409a9d2b9ed565c151f61c09f29991e5faa14033da4c8 \
-    --hash=sha256:97d7b9a485b40f8ca425460e89bf1da2814625b2da627c0dcc6aa46c92631d14 \
-    --hash=sha256:9bcb8aa397ff0093c824182fd76a935a9ba7ad097fcbef80ae89bf6c1731d8ec \
-    --hash=sha256:9d56a78b646f2e3daa865bc70cd5ec5a46c50045801ca8ff17a0c43abc97e3ee \
-    --hash=sha256:a5da6976f20cae27059ea8d0c86e7cef3de720e04c4bb9ee18e3690fdb792066 \
-    --hash=sha256:a94c5a76ab46c5e6257c7972b6c8cff0574201ca7dc05647e33e795d78680563 \
-    --hash=sha256:a95a9248b0c6fd933a442c03c3b113c3b61320086b88e2c444676d3fd1ca3330 \
-    --hash=sha256:baf593f2765fa3a6b1ef95807dbaa3d25b594f6a52adcc506a6b9cb115e1be67 \
-    --hash=sha256:bb9c2fa06887e21d6a3a868762acb82aec34e2c6fd0174064f27c93ede68ad15 \
-    --hash=sha256:bba9ad231e92a3e424b3e56b65aa17704993425bba97e302c832f9466bb85bac \
-    --hash=sha256:c3bae4f855d965b5453784300c12ffc63a548304ac7f99e55d4dc7c898673aa3 \
-    --hash=sha256:c566c3a88b6ece59b3d70f65bedef17304f48eb52ff040a6a18214e1917b3254 \
-    --hash=sha256:cdecf62abcc4292500d7858aeae87a1f8f1150f4c4dd08fb0b336ee79b2a6df3 \
-    --hash=sha256:cf5a4db6dca263010e2c7bff081c89383c72d187ba2cf4c44759aac970e2f0c4 \
-    --hash=sha256:d52ad8d78522da1d308789df651ee5379088e77c76cb1994858d40a426b343b9 \
-    --hash=sha256:e061b58443f1736f8a37c48978d7ab581636d6ab03e3d4f99e3fa90463bb9382 \
-    --hash=sha256:e2877a02380adfcdbc69071a0f74d6e9dbbf593c0dc9d174e1f223ffd5281943 \
-    --hash=sha256:e73c07f23009962885c197ccb9b41356a30cc0e5a1d0c2ea8fd8fb1362d7f924 \
-    --hash=sha256:e8222c26daaafd9e8626dec58ae36029f82585890589576f769a650dd20fd665 \
-    --hash=sha256:edfbfca868cdd6bd8d974a60f8a3682f5565d3f5c99b327640cedd24c4264026 \
-    --hash=sha256:f376e37f9bf2a946872fc5fd1199c99310748e3c26c7a26683f13f8bdb756cbd
+mypy==2.3.0 \
+    --hash=sha256:04e617030eca5221909c8b7d8d7fd1c637948199aa2100b2ad9813feb07e1491 \
+    --hash=sha256:094af99f92638aa92852326188b85a89e50f4a472f44827c03362228482f0762 \
+    --hash=sha256:09abd66d8685e73f8f7d17b847c3e104d9a7b164a8706ea87d6c96a3d45816d5 \
+    --hash=sha256:0b025a93cffb9781d231f232be07a17912f35f10a313c24f301c81e842870654 \
+    --hash=sha256:13b1b16e2fa39f3b2e33fb1c468abc7a69369fa2e886b4b87b5afc81472325cd \
+    --hash=sha256:1c6c6bf687b17f90dbfcad95b960d32eaa0154c00da45f03ab50bf8952e047fe \
+    --hash=sha256:1fa8d916ac3b705af733c4c1e6c9ebe38fd0d52beb15b105c3e8355b55e6ecdc \
+    --hash=sha256:28e1e2af8cd8fff551fd30f2fe4b03fb76764ac8b1ba6c6a1bd00ad32b412db3 \
+    --hash=sha256:2d53fc67b9d28a43c6199077f49fea0f05839e36cf6158500331c9549225e5a5 \
+    --hash=sha256:3419d00717afbc5265b50dd14b1278f29ea4884dd398ab67873489ac093fd329 \
+    --hash=sha256:37fa4de896a84e2dc9200d91e614c22563b43d1a266789d4bbac7b22ebe6192b \
+    --hash=sha256:3961a4a34b05f7c74b0f05aa51fbfe99a2d1e126038df40318d15c8f558b7ef3 \
+    --hash=sha256:3dd0bed92c4bdec57c42505b96416fb9e6a5aa7be84d2809bcd5f2ecec2860d7 \
+    --hash=sha256:3e77244df3843048c3f927182916730e40c124cbaa43905c1fb86cb382aa0805 \
+    --hash=sha256:4359424140d985192c778c1ce2c114a10c1ca58a381ed79cfa70d37df94b299f \
+    --hash=sha256:465965d41cd9a2726694e983e8ce7113259327bec798115d1e1dfa2a52fb666e \
+    --hash=sha256:56c184d2c20ca6b6378d58d1960270a767f41f5e44acbbd27f05effef4f4e1d7 \
+    --hash=sha256:5e91adad1ca81742ac7ef9893959911df867752206b37135185e88dfb3c89494 \
+    --hash=sha256:691fdc37132b1ae628d834f672e74de83462d9fb4aff621835767fb43a8dd373 \
+    --hash=sha256:6b1cdb579446b60432432b2b2403a6201b4b475a004d7f488511c9ba177c9e88 \
+    --hash=sha256:6f99ec626e3c3a2f7c0b22c5b90ddb5dabb1c18729c971e9bdaca1f1766d2cee \
+    --hash=sha256:7247eb2824f996722a949530183394921ca71deb9680052a338cf53cff7925c2 \
+    --hash=sha256:75b0984bb3cbd76bb5c9291a8671f7ae66ca3b51c7584c358fc2e923259f0757 \
+    --hash=sha256:75cbb4b9ef04a0c84a957f07abc4504fbf64b8dcc145675101f2d3a78a4b1d6a \
+    --hash=sha256:7da939dd335cfd2ad788bdfd081c9f4e47634ab995e5a45eb15fd1e5bc052f8b \
+    --hash=sha256:85c5385b93012ffa3b31479ab579aef5415f4f3a32c6cf1ae07a984d2a0ff461 \
+    --hash=sha256:91ad22a52ae2c7e621c2f67c94d5a17f66b3209a4cff5cf8a573579835c69e97 \
+    --hash=sha256:944c665d984157cb96a679dfb7a4a81dd1d36b24b9c284b699514e6e626b82d4 \
+    --hash=sha256:9559ab18a9c9957dfa3004ab57cd4bac5f26a724329a9584e583367f0c2e1117 \
+    --hash=sha256:982e3d53dd23d0a4cef67dd66791fdbede0cf38f9eb617bf47663554c51e1e36 \
+    --hash=sha256:99ac767cc5d3b64c8d0ae226ead10c96694f94e4e7da1668642225dcd4e75aac \
+    --hash=sha256:adebc76aab4f3495a88b41d48aa4aff0c03f2822501da76625afcca5975f19e5 \
+    --hash=sha256:aec15d465d477558fd842757b487849007311cf3897849cdda0e3162ac0ac556 \
+    --hash=sha256:b1942b9314d4c784b8ea1dbab4972603290e5dd5630f06675f13aec97526bc4c \
+    --hash=sha256:b352b7e49f5e6576009e8df730e1ff4f915cb565b851b396d2ffe2f5a6f5da88 \
+    --hash=sha256:b5cd2f027a972a4a5f2278a11fac9747f5f81a53a30b714d74950b6807e55568 \
+    --hash=sha256:be51653d7669d7d7955d613b8d0bb57d5b652eaf71a873ddf65ac87254dd2595 \
+    --hash=sha256:cfca8ee88544090f86b6dcce05ec55d66eb48a762412ac2507810ba4bd793b6f \
+    --hash=sha256:d78fcf900b59cb7e82cb7e3a235e31b462d9333d92285bd1e4952d355b8ffba1 \
+    --hash=sha256:de121747278144fc9ae7caa2e978cf5df12aebc82933182f5b3b86081a30baef \
+    --hash=sha256:de6d2c484742a4d7b0ed6d07b143375624d3b899c5749c7b3c947f56261f48a6 \
+    --hash=sha256:ea317b060ce83e26050f8f9e4d7d6bf44ed7597c8ff9990bccffbb9d1d8522db \
+    --hash=sha256:f1b3a98dfd21058bc759bb3337d5d1f61d0fdf9f3cf9c00f4291790fb5427bff \
+    --hash=sha256:f4ed18f111bfe2d599bca7468e7f9251042c1c2118f762c8de2766a56d773c60 \
+    --hash=sha256:fbc00cee7bdbb9291979ddc9d08034a29dfcda4932628c9bbc28c1edd589df0c
     # via sqlalchemy
 mypy-extensions==1.1.0 \
     --hash=sha256:1be4cccdb0f2482337c4743e60421de3a356cd97508abadd57d47403e94f5505 \
     --hash=sha256:52e68efc3284861e772bbcd66823fde5ae21fd2fdb51c62a211403730b916558
     # via mypy
-numpy==2.4.4 \
-    --hash=sha256:07077278157d02f65c43b1b26a3886bce886f95d20aabd11f87932750dfb14ed \
-    --hash=sha256:08f2e31ed5e6f04b118e49821397f12767934cfdd12a1ce86a058f91e004ee50 \
-    --hash=sha256:0aec54fd785890ecca25a6003fd9a5aed47ad607bbac5cd64f836ad8666f4959 \
-    --hash=sha256:0d35aea54ad1d420c812bfa0385c71cd7cc5bcf7c65fed95fc2cd02fe8c79827 \
-    --hash=sha256:0d4e437e295f18ec29bc79daf55e8a47a9113df44d66f702f02a293d93a2d6dd \
-    --hash=sha256:0dfd3f9d3adbe2920b68b5cd3d51444e13a10792ec7154cd0a2f6e74d4ab3233 \
-    --hash=sha256:1378871da56ca8943c2ba674530924bb8ca40cd228358a3b5f302ad60cf875fc \
-    --hash=sha256:15716cfef24d3a9762e3acdf87e27f58dc823d1348f765bbea6bef8c639bfa1b \
-    --hash=sha256:19710a9ca9992d7174e9c52f643d4272dcd1558c5f7af7f6f8190f633bd651a7 \
-    --hash=sha256:23cbfd4c17357c81021f21540da84ee282b9c8fba38a03b7b9d09ba6b951421e \
-    --hash=sha256:2483e4584a1cb3092da4470b38866634bafb223cbcd551ee047633fd2584599a \
-    --hash=sha256:27a8d92cd10f1382a67d7cf4db7ce18341b66438bdd9f691d7b0e48d104c2a9d \
-    --hash=sha256:28a650663f7314afc3e6ec620f44f333c386aad9f6fc472030865dc0ebb26ee3 \
-    --hash=sha256:2aa0613a5177c264ff5921051a5719d20095ea586ca88cc802c5c218d1c67d3e \
-    --hash=sha256:2c194dd721e54ecad9ad387c1d35e63dce5c4450c6dc7dd5611283dda239aabb \
-    --hash=sha256:2d19e6e2095506d1736b7d80595e0f252d76b89f5e715c35e06e937679ea7d7a \
-    --hash=sha256:2d390634c5182175533585cc89f3608a4682ccb173cc9bb940b2881c8d6f8fa0 \
-    --hash=sha256:30caa73029a225b2d40d9fae193e008e24b2026b7ee1a867b7ee8d96ca1a448e \
-    --hash=sha256:42c16925aa5a02362f986765f9ebabf20de75cdefdca827d14315c568dcab113 \
-    --hash=sha256:45dbed2ab436a9e826e302fcdcbe9133f9b0006e5af7168afb8963a6520da103 \
-    --hash=sha256:4636de7fd195197b7535f231b5de9e4b36d2c440b6e566d2e4e4746e6af0ca93 \
-    --hash=sha256:4a19d9dba1a76618dd86b164d608566f393f8ec6ac7c44f0cc879011c45e65af \
-    --hash=sha256:4bbc7f303d125971f60ec0aaad5e12c62d0d2c925f0ab1273debd0e4ba37aba5 \
-    --hash=sha256:4d6d57903571f86180eb98f8f0c839fa9ebbfb031356d87f1361be91e433f5b7 \
-    --hash=sha256:4e874c976154687c1f71715b034739b45c7711bec81db01914770373d125e392 \
-    --hash=sha256:51fc224f7ca4d92656d5a5eb315f12eb5fe2c97a66249aa7b5f562528a3be38c \
-    --hash=sha256:58c8b5929fcb8287cbd6f0a3fae19c6e03a5c48402ae792962ac465224a629a4 \
-    --hash=sha256:5a285b3b96f951841799528cd1f4f01cd70e7e0204b4abebac9463eecfcf2a40 \
-    --hash=sha256:5c70f1cc1c4efbe316a572e2d8b9b9cc44e89b95f79ca3331553fbb63716e2bf \
-    --hash=sha256:62d6b0f03b694173f9fcb1fb317f7222fd0b0b103e784c6549f5e53a27718c44 \
-    --hash=sha256:6a246d5914aa1c820c9443ddcee9c02bec3e203b0c080349533fae17727dfd1b \
-    --hash=sha256:6aa3236c78803afbcb255045fbef97a9e25a1f6c9888357d205ddc42f4d6eba5 \
-    --hash=sha256:6bbe4eb67390b0a0265a2c25458f6b90a409d5d069f1041e6aff1e27e3d9a79e \
-    --hash=sha256:715d1c092715954784bc79e1174fc2a90093dc4dc84ea15eb14dad8abdcdeb74 \
-    --hash=sha256:72944b19f2324114e9dc86a159787333b77874143efcf89a5167ef83cfee8af0 \
-    --hash=sha256:81f4a14bee47aec54f883e0cad2d73986640c1590eb9bfaaba7ad17394481e6e \
-    --hash=sha256:846300f379b5b12cc769334464656bc882e0735d27d9726568bc932fdc49d5ec \
-    --hash=sha256:86b6f55f5a352b48d7fbfd2dbc3d5b780b2d79f4d3c121f33eb6efb22e9a2015 \
-    --hash=sha256:874f200b2a981c647340f841730fc3a2b54c9d940566a3c4149099591e2c4c3d \
-    --hash=sha256:8a87ec22c87be071b6bdbd27920b129b94f2fc964358ce38f3822635a3e2e03d \
-    --hash=sha256:8b3b60bb7cba2c8c81837661c488637eee696f59a877788a396d33150c35d842 \
-    --hash=sha256:8e3ed142f2728df44263aaf5fb1f5b0b99f4070c553a0d7f033be65338329150 \
-    --hash=sha256:93e15038125dc1e5345d9b5b68aa7f996ec33b98118d18c6ca0d0b7d6198b7e8 \
-    --hash=sha256:989824e9faf85f96ec9c7761cd8d29c531ad857bfa1daa930cba85baaecf1a9a \
-    --hash=sha256:99d838547ace2c4aace6c4f76e879ddfe02bb58a80c1549928477862b7a6d6ed \
-    --hash=sha256:9b2aec6af35c113b05695ebb5749a787acd63cafc83086a05771d1e1cd1e555f \
-    --hash=sha256:9c585a1790d5436a5374bac930dad6ed244c046ed91b2b2a3634eb2971d21008 \
-    --hash=sha256:a7164afb23be6e37ad90b2f10426149fd75aee07ca55653d2aa41e66c4ef697e \
-    --hash=sha256:ac6b31e35612a26483e20750126d30d0941f949426974cace8e6b5c58a3657b0 \
-    --hash=sha256:ad2e2ef14e0b04e544ea2fa0a36463f847f113d314aa02e5b402fdf910ef309e \
-    --hash=sha256:b268594bccac7d7cf5844c7732e3f20c50921d94e36d7ec9b79e9857694b1b2f \
-    --hash=sha256:b5f0362dc928a6ecd9db58868fca5e48485205e3855957bdedea308f8672ea4a \
-    --hash=sha256:ba1f4fc670ed79f876f70082eff4f9583c15fb9a4b89d6188412de4d18ae2f40 \
-    --hash=sha256:ba203255017337d39f89bdd58417f03c4426f12beed0440cfd933cb15f8669c7 \
-    --hash=sha256:c901b15172510173f5cb310eae652908340f8dede90fff9e3bf6c0d8dfd92f83 \
-    --hash=sha256:c9b39d38a9bd2ae1becd7eac1303d031c5c110ad31f2b319c6e7d98b135c934d \
-    --hash=sha256:d2a8490669bfe99a233298348acc2d824d496dee0e66e31b66a6022c2ad74a5c \
-    --hash=sha256:dddbbd259598d7240b18c9d87c56a9d2fb3b02fe266f49a7c101532e78c1d871 \
-    --hash=sha256:df3775294accfdd75f32c74ae39fcba920c9a378a2fc18a12b6820aa8c1fb502 \
-    --hash=sha256:e44319a2953c738205bf3354537979eaa3998ed673395b964c1176083dd46252 \
-    --hash=sha256:e4a010c27ff6f210ff4c6ef34394cd61470d01014439b192ec22552ee867f2a8 \
-    --hash=sha256:e823b8b6edc81e747526f70f71a9c0a07ac4e7ad13020aa736bb7c9d67196115 \
-    --hash=sha256:e892aff75639bbef0d2a2cfd55535510df26ff92f63c92cd84ef8d4ba5a5557f \
-    --hash=sha256:eea7ac5d2dce4189771cedb559c738a71512768210dc4e4753b107a2048b3d0e \
-    --hash=sha256:ef4059d6e5152fa1a39f888e344c73fdc926e1b2dd58c771d67b0acfbf2aa67d \
-    --hash=sha256:f169b9a863d34f5d11b8698ead99febeaa17a13ca044961aa8e2662a6c7766a0 \
-    --hash=sha256:f2cf083b324a467e1ab358c105f6cad5ea950f50524668a80c486ff1db24e119 \
-    --hash=sha256:f8474c4241bc18b750be2abea9d7a9ec84f46ef861dbacf86a4f6e043401f79e \
-    --hash=sha256:f983334aea213c99992053ede6168500e5f086ce74fbc4acc3f2b00f5762e9db \
-    --hash=sha256:f9e75681b59ddaa5e659898085ae0eaea229d054f2ac0c7e563a62205a700121 \
-    --hash=sha256:fbc356aae7adf9e6336d336b9c8111d390a05df88f1805573ebb0807bd06fd1d \
-    --hash=sha256:fcfe2045fd2e8f3cb0ce9d4ba6dba6333b8fa05bb8a4939c908cd43322d14c7e
+numpy==2.4.6 \
+    --hash=sha256:001fbb8e08d942dd57599e781f2472269ee7f2755fae407b4f67b2f0b17da3f1 \
+    --hash=sha256:0280e0356c0829a18d9de1cb7eee50ec22ca639878d7240307ca0943d73cd2c4 \
+    --hash=sha256:043191bfa8eab18c776647b62723ac9dddece59743b13f49b2016094129c2b3f \
+    --hash=sha256:06ca2f61ec4385a07a6977c55ba998a4466c123642b4a32694d3128fce18c079 \
+    --hash=sha256:0a041d3d761dc3c35cc56ce0351506a02bcbc25f7b169f652435141a17db9096 \
+    --hash=sha256:0ab0a9c4ffb1a6d95ef519fe4247dba8eb6b18ad93999f76b7f657039acabd47 \
+    --hash=sha256:0c9136e14ed34a9e343a31c533d78a9813a69a3148332bce5e9821cb2f996e66 \
+    --hash=sha256:110f8b71aacb688ec69062bb7f6938a0f8acb01b7c1c4beb453c65b6d234584d \
+    --hash=sha256:112b06a867b235ef466ed3508ddf0238050df9c727cafb5301ac385b899189a1 \
+    --hash=sha256:17f9ade344e7d9b464a084d69bcf18fc691cb1db67c62ed80820bf4926d78f0e \
+    --hash=sha256:1e254a00cdf42b1e4d5b3d68d33af63268d41340d8885df2ab6470f2e1500147 \
+    --hash=sha256:1e978ec1e8bd0e0e4de6bb75de9d30cbb74db6b6a2bb727618613703ca0167dd \
+    --hash=sha256:25c692919ac5a01f170a3bfcd62d745b24fd095c353d50812637d6fcab442e75 \
+    --hash=sha256:260a5d70215b61ab4fadf5c7baacd64821842975eea312125ed3c39a6391b063 \
+    --hash=sha256:2803abfebfc990042cd494d8ce2d5f82e9d847af6d35ec486923aa19dbad5e73 \
+    --hash=sha256:29a287e0cf63ff528da061de6b9f64a4618da591ca1046aafc54062e40ca7eab \
+    --hash=sha256:29cb7f67d10b479ff07c17d33e39f78c07f71c40ef30d63c153d340e96cd3fb4 \
+    --hash=sha256:3213d622a0283a39a93d188f3cf72b26862df52fbb4ca3697f51705016523d41 \
+    --hash=sha256:33111801a01c12a8a1e3721f0a9232f8cfc8ae2c6b7098167e6f623c6073f402 \
+    --hash=sha256:357cc07a6d7b0b182ff02249616a03742827ebb1277546b5c7cd7f7620a45698 \
+    --hash=sha256:38efbc8de75c7a0fc1ac190162d892787f3f47b57cc291231aafee36b80982b7 \
+    --hash=sha256:4081eb135ac24158bd51cdfbef16f1c64df7063b1143f24731387137c092bec8 \
+    --hash=sha256:40fdc1ae7125e518ea98e53e69a4ebc27e1fd50510c47b7ea130cf21e5e1d42b \
+    --hash=sha256:4cfe66903cc32a9921a6733d96b19bb6abf310397581bbad89c228f5abaf0ee8 \
+    --hash=sha256:511dbaf848decaaaf4b4ca48032619fb3138710c4bf7da7617765edad1ef96b0 \
+    --hash=sha256:55cced7c52e981362f708ad635198e97a752dfba412cc03c23bbf3bd8d5cd662 \
+    --hash=sha256:56b39e5e0622a09a25bf5baf62f4bcf0cb8a41ae6e2819cf49bbc5a74c083f91 \
+    --hash=sha256:5dbbdb29840ca3d91ee0fece42fc29278886d908280bfec0a5846c6f901a3eb0 \
+    --hash=sha256:5f9fb9157b4ce2971008323afe46053787b526ef624fea915b261468a8421a0f \
+    --hash=sha256:6180d8b35af935aed8ece3a85e0a43f87393ae0ac87c8d2c8bd2c993f7270ef3 \
+    --hash=sha256:68a5124b13fa6cc2086764a20005d30bc0548146f7f5322f02fce212ca14317f \
+    --hash=sha256:68bb27509ac1b9a3443094260f6326150663b06abe40b73a2f81160623da5b67 \
+    --hash=sha256:6f41ae150c4e32db4f3310cdaf64b1593a03dbabe29eec77fc9b50fe64061df6 \
+    --hash=sha256:7265a2f3d436e54ef9f2b52b5c937e6be778781bd97a590319d7348f1c1ca997 \
+    --hash=sha256:72fbe16c6fac95aedf5937fa873445cec2110be35d8a4e9433d7501fd98dae6b \
+    --hash=sha256:7d92c3819208a60205a12a245c91ad70cb0a85336659b19b834205573ac8456e \
+    --hash=sha256:8155154c7c691289fe18f510b5d4657c68c67989f293f0535a91360392ff6538 \
+    --hash=sha256:81a1cca95ed5bb92aa8b10dd2cdc9a0d3853a50fad926c28b5d7e8ea54389627 \
+    --hash=sha256:89cd468399cfd2504718f0ba50e410dca55a170b61a02ad92bb18c8a65186e93 \
+    --hash=sha256:8ad03c0965fb3c692200e74d458ca28c1dbb4ce96f9a479a8aa041ad5fabca02 \
+    --hash=sha256:90f9849678c75fe7afa2d348ac842c168b0a4d3d61919687216dfc547976d853 \
+    --hash=sha256:948424b06129ce883307e8cff868c31396d8dc7630a59c61d70d98dbe70f222c \
+    --hash=sha256:9cd5ffd25db4e7ba6a375693b3fc0fc1791ec636c17db3720da19bde7180ec43 \
+    --hash=sha256:a0df0043bdb289bde1f62da130d20df23d58b45429f752bc7a8fc5325a225ecd \
+    --hash=sha256:a2c306dea656c12c68f51f4cea133cbe78ca7435eb28c735eac1d3ebe73be6e8 \
+    --hash=sha256:a7830bab239b79cda9c08c2da014761cafb48da6150e1da17ac06283f43b6089 \
+    --hash=sha256:a7c711e21628b52034bb5ab8d1bce291f752fcc5e92accc615778acee1ff4778 \
+    --hash=sha256:aaf159caa35993cb1f56fb9b8e4610d35758e7ca005412eb1daa856a78c9c4b1 \
+    --hash=sha256:ae506e6902902557576a26ff33eda8695e7ecb3cb36c3b573a0765dee114ebdb \
+    --hash=sha256:b507f5c4c1d508876d1819b6bf9a49d365b96320b5d4993426b33a23ca4b8261 \
+    --hash=sha256:bf162abab1c1a736333192707cef898e735a5ca00f38f27eeedf44b39d9e85eb \
+    --hash=sha256:c1a2af6c6ef86344a6b0db6b97834208bf598db514f2b155042439b62605601a \
+    --hash=sha256:c2d37ab77531417474168eb79d6d80b14f821a966818505d03013d0833edb7a8 \
+    --hash=sha256:c4fc99836233ea196540b17ab0983aff60ed07941751930f5f4d05bc3b3b7359 \
+    --hash=sha256:d581b735e177fdcdce6fed8e7e8880a3fb6ee4e3653a3ac6af01c6f4c03effc5 \
+    --hash=sha256:d6da64deb6b8ed903e7560180a92f2d804ee1ba5eeb849ac2748b8c1aba1f6d7 \
+    --hash=sha256:d8e8286dd7cea7895157318d1b91cdacac64c479f3cbc8dce548331728484751 \
+    --hash=sha256:ddea102b48f9e339f3948bf22040944184627a30fdf7f858667673b9c5f033c8 \
+    --hash=sha256:dfa20cc6ca228e6b155b11da03825975ce66aea520985dbbddf0f2a5a495c605 \
+    --hash=sha256:e3e5193ef5a3dc73bceee50f7fdc2c90dbb76c42df8d8fae3d1067a583df579e \
+    --hash=sha256:e3eeb0aabd6bd5ce64faae67e9935203a6991b4bc2a485a767fbafb2c5125f45 \
+    --hash=sha256:e5805d5a22fd19c8ccff10a9561f9df94436b0545619ea579db2d3c35294bce2 \
+    --hash=sha256:e85b752a1e912b70eaad4fafbd4d1238007ab221de2009b9a2f5ae7461239895 \
+    --hash=sha256:eaf7fa2de5c0be8ae6ff8e9bea2ccd725e980541244521d8d4b5f3354a27babe \
+    --hash=sha256:ebfb099f8dcf083deef3ac1ca4c1503f387cf76296fcb3816b66f5ecb5f54fdb \
+    --hash=sha256:ece3d2cfe132e7d51f44a832b303895e6f2d499c5e74dfbdb06ee246147a304a \
+    --hash=sha256:ed9749eef4cbd126da3dc1d6bcb3a57f5eb7ac6a6484146bdbf743f552dfc577 \
+    --hash=sha256:ede83e07a75dd06bc501566c1eca2afc0d61677c1472ac9ad93fdee6e638a48d \
+    --hash=sha256:ef4aea96ce4d3b074422cb4f2f64e216bf9e213004bb58ecfdf50ea02ea8eb9a \
+    --hash=sha256:f3a3570c4a2a16746ac2c31a7c7c7b0c186b95ce902e33db6f28094ed7387dda \
+    --hash=sha256:f407cb6b8e9d6d8c626bc73c945db1706035af8fd632295547bf1c9e46d092d6 \
+    --hash=sha256:f74a575920ab21fe304421a3fc28793d82e299cae9eccb37084e9fc7f3617c20
     # via
     #   feast (pyproject.toml)
     #   dask
@@ -763,19 +763,19 @@ pathspec==1.1.1 \
     --hash=sha256:17db5ecd524104a120e173814c90367a96a98d07c45b2e10c2f3919fff91bf5a \
     --hash=sha256:a00ce642f577bf7f473932318056212bc4f8bfdf53128c78bbd5af0b9b20b189
     # via mypy
-prometheus-client==0.25.0 \
-    --hash=sha256:5e373b75c31afb3c86f1a52fa1ad470c9aace18082d39ec0d2f918d11cc9ba28 \
-    --hash=sha256:d5aec89e349a6ec230805d0df882f3807f74fd6c1a2fa86864e3c2279059fed1
+prometheus-client==0.24.1 \
+    --hash=sha256:150db128af71a5c2482b36e588fc8a6b95e498750da4b17065947c16070f4055 \
+    --hash=sha256:7e0ced7fbbd40f7b84962d5d2ab6f17ef88a72504dcf7c0b40737b43b2a461f9
     # via feast (pyproject.toml)
-protobuf==7.34.1 \
-    --hash=sha256:34b84ce27680df7cca9f231043ada0daa55d0c44a2ddfaa58ec1d0d89d8bf60a \
-    --hash=sha256:403b093a6e28a960372b44e5eb081775c9b056e816a8029c61231743d63f881a \
-    --hash=sha256:5185e0e948d07abe94bb76ec9b8416b604cfe5da6f871d67aad30cbf24c3110b \
-    --hash=sha256:8ff40ce8cd688f7265326b38d5a1bed9bfdf5e6723d49961432f83e21d5713e4 \
-    --hash=sha256:9ce42245e704cc5027be797c1db1eb93184d44d1cdd71811fb2d9b25ad541280 \
-    --hash=sha256:bb3812cd53aefea2b028ef42bd780f5b96407247f20c6ef7c679807e9d188f11 \
-    --hash=sha256:d8b2cc79c4d8f62b293ad9b11ec3aebce9af481fa73e64556969f7345ebf9fc7 \
-    --hash=sha256:e97b55646e6ce5cbb0954a8c28cd39a5869b59090dfaa7df4598a7fba869468c
+protobuf==7.35.1 \
+    --hash=sha256:11d6b0ec246892d85215b0a13ca6e0233cf5284b68f0ac02646427f4ff88a799 \
+    --hash=sha256:230a75ddfc2de4806e56696ce9640c1cdfdb6543b7cfce98d42a4c0a0e7bdb87 \
+    --hash=sha256:24f857477359a85c0c235261b8ba905fd51b2562f4a64ca1df5473f29850cbf6 \
+    --hash=sha256:353652e4efd0bca5b5fc2656abf8307ef351f0cf938c9eba09f0e09c20a25c30 \
+    --hash=sha256:4bc97768d8fe4ad6743c8a19403e314511ed9f6d13205b687e52421c023ac1b9 \
+    --hash=sha256:74758715c53d7158fb76caf4f0cfdacc5329a4b1bb994f865d6cf302d413a1c4 \
+    --hash=sha256:b73f9489a4b8b1c9cb1f8ed951c736392592edb24b9d6819f36d2e10b171d5b4 \
+    --hash=sha256:ce115a26fe0c39a2c29973d914d327e516a6455464489fe3cd1e51a1b354f81a
     # via feast (pyproject.toml)
 psutil==7.2.2 \
     --hash=sha256:0746f5f8d406af344fd547f1c8daa5f5c33dbc293bb8d6a16d80b4bb88f59372 \
@@ -800,195 +800,188 @@ psutil==7.2.2 \
     --hash=sha256:eed63d3b4d62449571547b60578c5b2c4bcccc5387148db46e0c2313dad0ee00 \
     --hash=sha256:fd04ef36b4a6d599bbdb225dd1d3f51e00105f6d48a28f006da7f9822f2606d8
     # via feast (pyproject.toml)
-pyarrow==24.0.0 \
-    --hash=sha256:02b001b3ed4723caa44f6cd1af2d5c86aa2cf9971dacc2ffa55b21237713dfba \
-    --hash=sha256:04920d6a71aabd08a0417709efce97d45ea8e6fb733d9ca9ecffb13c67839f68 \
-    --hash=sha256:0b3537c00fb8d384f15ac1e79b6eb6db04a16514c8c1d22e59a9b95c8ba42868 \
-    --hash=sha256:1183baeb14c5f587b1ec52831e665718ce632caab84b7cd6b85fd44f96114495 \
-    --hash=sha256:14e31a3c9e35f1ab6356c6378f6f72830e6d2d5f1791df3774a7b097d18a6a1e \
-    --hash=sha256:1617043b99bd33e5318ae18eb2919af09c71322ef1ca46566cdafc6e6712fb66 \
-    --hash=sha256:1a4e45017efbf115032e4475ee876d525e0e36c742214fbe405332480ecd6275 \
-    --hash=sha256:1b2fe7f9a5566401a0ef2571f197eb92358925c1f0c8dba305d6e43ea0871bb3 \
-    --hash=sha256:1cc9057f0319e26333b357e17f3c2c022f1a83739b48a88b25bfd5fa2dc18838 \
-    --hash=sha256:2392d954fcb920f42d230284b677605e4e2fbb11f2821e823e642abd67fbb491 \
-    --hash=sha256:25ea65d868eb04015cd18e6df2fbe98f07e5bda2abefabcb88fce39a947716f6 \
-    --hash=sha256:295f0a7f2e242dabd513737cf076007dc5b2d59237e3eca37b05c0c6446f3826 \
-    --hash=sha256:2f16197705a230a78270cdd4ea8a1d57e86b2fdcbc34a1f6aebc72e65c986f9a \
-    --hash=sha256:35405aecb474e683fb36af650618fd5340ee5471fc65a21b36076a18bbc6c981 \
-    --hash=sha256:38be1808cdd068605b787e6ca9119b27eb275a0234e50212c3492331680c3b1e \
-    --hash=sha256:3a577bd840ca83f646f0a625dbc571dba7044c43c2d1503afc378b570954345c \
-    --hash=sha256:3b13dedfe76a0ad2d1d859b0811b53827a4e9d93a0bcb05cf59333ab4980cc7e \
-    --hash=sha256:418e48ce50a45a6a6c73c454677203a9c75c966cb1e92ca3370959185f197a05 \
-    --hash=sha256:55a3bc1e3df3b5567b7d27ef551b2283f0c68a5e86f1cd56abc569da4f31335b \
-    --hash=sha256:6165461f55ef6314f026de6638d661188e3455d3ec49834556a0ebbdbace18bb \
-    --hash=sha256:61a3d7eaa97a14768b542f3d284dc6400dd2470d9f080708b13cd46b6ae18136 \
-    --hash=sha256:6233c9ed9ab9d1db47de57d9753256d9dcffbf42db341576099f0fd9f6bf4810 \
-    --hash=sha256:641f795b361874ac9da5294f8f443dfdbee355cf2bd9e3b8d97aaac2306b9b37 \
-    --hash=sha256:644a246325b8c69c595ad1dd4b463eba4b0cdb731370e4a86137d433208d6147 \
-    --hash=sha256:6f066b179d68c413374294bc1735f68475457c933258df594443bb9d88ddc2a0 \
-    --hash=sha256:7986f1fa71cee060ad00758bcc79d3a93bab8559bf978fab9e53472a2e25a17b \
-    --hash=sha256:7c2b98645d576a0b9616892ead22b64a83a5f043c5e2ca15ebcefcb5b70c80cb \
-    --hash=sha256:806f24b4085453c197a5078218d1ee08783ebbba271badd153d1ae22a3ee804f \
-    --hash=sha256:85fe721a14dd823aca09127acbb06c3ca723efbd436c004f16bca601b04dcc83 \
-    --hash=sha256:8adc8e6ce5fccf5dc707046ae4914fd537def529709cc0d285d37a7f9cd442ca \
-    --hash=sha256:9700ebd9a51f5895ce75ff4ac4b3c47a7d4b42bc618be8e713e5d56bacf5f931 \
-    --hash=sha256:9b18371ad2f44044b81a8d23bc2d8a9b6a6226dca775e8e16cfee640473d6c5d \
-    --hash=sha256:a964266397740257f16f7bb2e4f08a0c81454004beab8ff59dd531b73610e9f2 \
-    --hash=sha256:adbbedc55506cbdabb830890444fb856bfb0060c46c6f8026c6c2f2cf86ae795 \
-    --hash=sha256:ae8a1145af31d903fa9bb166824d7abe9b4681a000b0159c9fb99c11bc11ad26 \
-    --hash=sha256:b0e131f880cda8d04e076cee175a46fc0e8bc8b65c99c6c09dff6669335fde74 \
-    --hash=sha256:b196eb3f931862af3fa84c2a253514d859c08e0d8fe020e07be12e75a5a9780c \
-    --hash=sha256:b7d9a514e73bc42711e6a35aaccf3587c520024fe0a25d830a1a8a27c15f4f57 \
-    --hash=sha256:bec9373df11544592b0ba7ec2af0e35059e5f0e7647c6183a854dedd193298f1 \
-    --hash=sha256:c42ab9439498270139cc63e18847a02afe5c8b3ed9c931266533cfe378bd3591 \
-    --hash=sha256:c91d00057f23b8d353039520dc3a6c09d8608164c692e9f59a175a42b2ae0c19 \
-    --hash=sha256:d3e0b61e8efb24ed38898e5cdc5fffa9124be480008d401a1f8071500494ae42 \
-    --hash=sha256:d7027eba1df3b2069e2e8d80f644fa0918b68c46432af3d088ddd390d063ecde \
-    --hash=sha256:d8ddd2768da81d3ee08cfea9b597f4abb4e8e1dc8ae7e204b608d23a0d3ab699 \
-    --hash=sha256:e3268e43984d0b1a185c89b4cfff282a7ead12fc93f56cfd7088bdbcbe727041 \
-    --hash=sha256:e4505fc6583f7b05ab854934896bcac8253b04ac1171a77dfb73efef92076d91 \
-    --hash=sha256:e56a1ffe9bf7b727432b89104cc0849c21582949dd7bdcb34f17b2001a351a76 \
-    --hash=sha256:e6f1278ee4785b6db21229374a1c9e54ec7c549de5d1efc9630b6207de7e170b \
-    --hash=sha256:f7616236ec1bc2b15bfdec22a71ab38851c86f8f05ff64f379e1278cf20c634a \
-    --hash=sha256:fb24ac194bfc5e86839d7dcd52092ee31e5fe6733fe11f5e3b06ef0812b20072
+pyarrow==25.0.0 \
+    --hash=sha256:0222f0071d13313962a88d21bf28b80d355ac39d81bfa6ff3fe00eeaf748e4be \
+    --hash=sha256:0490a7f8b38ffe11cc26526b50c65d111cb54ddac3717cec781806793f1244dc \
+    --hash=sha256:0721332c30fdd453fdd1fc203b2ac1f4c9db5aea28fa38d41f2574c4b068b9ec \
+    --hash=sha256:13240f0d3dc5932ccd0bfa90cd76d835680b9d94a7661c635df4b703d40ce849 \
+    --hash=sha256:149730a3d1f0fb59d663a0b8aa210adfd9c17c27cd94a0d143e60daea8320d4e \
+    --hash=sha256:161649d60a7a46c613a19fd795763ea8a88c36ba997dd99d9bc66e6794ee36e8 \
+    --hash=sha256:18dcc8cc50b5e72eae6fcbfc6c8776c21a007176b27a3cdec5c2f5bcf126708d \
+    --hash=sha256:20887a762dd61dcc530f93a140840ab1f6aa7836b33270e42d627ab3cf11e537 \
+    --hash=sha256:244f98a595f70fa4fd35faa7508c4ae67e14a173397a4b3b49d2b3c360fb0062 \
+    --hash=sha256:26be35b80780d2d21f4bae3d568b1666337c3a89722cc1794c956a77017cb24e \
+    --hash=sha256:2e093efbecb5317372f819228fa4b4e6157eee48d3f0a7b0303705ebf81a7104 \
+    --hash=sha256:2e3b6544e26e393fe2cd530f523e36c1c8d3c345bbbb60cca3fd866be8322517 \
+    --hash=sha256:38a2c887cb3883e241b70201688db34133b6dfadd04f03c8f9213df53770c18e \
+    --hash=sha256:3f356afe61186395c861d5cd63dc21ff7d5fa335012a4668d979257df7fea0f5 \
+    --hash=sha256:447df764beb07c544f0178a5f6b70ef44b9ecf382b3cdfad4c2d7867353c3887 \
+    --hash=sha256:4ec1895a87aa834c3b99b7a1e758747eb8bb57f922b32c0e0fa04afb8d6998b1 \
+    --hash=sha256:58d1ab556b0cea1c93fdb799b24ad58adb2f2a2788dbce782a94f64ae1a5cc9b \
+    --hash=sha256:59516c822d5fd8e544aaa0dfe72f36fed5d4c24ea8390aab1bcd31d7e959c6be \
+    --hash=sha256:5d1dbf24e151042f2fa3c129563f65d66674128868496fb008c4272b16bdf778 \
+    --hash=sha256:5f4bacb60f91dd2fca6c52f1b9a0012cd090e0294f1f781dc1881a247a352f8e \
+    --hash=sha256:5fb2d837960f1df7f679ff9f1a55065e306347d379e0768cebf14781254d6194 \
+    --hash=sha256:6f4812bfbf11ca7d8faf59eb8fff8bf4dd25ce3a38b62baa010cc17a0926d1b2 \
+    --hash=sha256:6f9dbd83e91c239a1f5ee7ce13f108b5f6c0efbe40a4375260d8f08b43ad05e9 \
+    --hash=sha256:72132b9a8a0a1840197794d4dea26080069b6b0981c116bc078762dc9691b21b \
+    --hash=sha256:77c8d1ae46a44b4006e8db1cc977bbcc6ce4873c92f74137d68e45503b97fb18 \
+    --hash=sha256:7d6da02ffc7a3a9bda3b7ded4cc2a27ff73969ab37153f3afd46bbbc1ba4f0f7 \
+    --hash=sha256:8831a3ba52fa7cdb78d368d968b1dcd06171e6dff5461e16d90de91d371e47bc \
+    --hash=sha256:ac5dfeee59f9ceb4d45ba76e83b026c38c24334135bb329d8274baa49cec3c62 \
+    --hash=sha256:add690feafa0953c443cdba9e9e87f5eaa198f1ea2e43a3b146ea83f202262d0 \
+    --hash=sha256:b58726f118c079f9d4ed7e904975d4f15fd69d0741ba511a4e2dcaa4ef16354f \
+    --hash=sha256:b724d127783b4c19f088fcdfc844cbc318809246a30307bcabd5ed02045e890e \
+    --hash=sha256:b72d943ff4e10fec8d48aedb23322d8f6ea8bc2d698b81db37e73730f69e4862 \
+    --hash=sha256:b8af8ceedf0c9c160fd2b63440f2d205b9404db85866c1217bfea601de7cfb50 \
+    --hash=sha256:c70a5fd9a82bd1a702fd482bdc62d38dcb672fb2b449b1d7c0d7d1f4be7b7bfe \
+    --hash=sha256:ce0ca222802087b9a8cb031a6468442cb6b67c290a45a601cac64753d34954d3 \
+    --hash=sha256:d293e9959b29a24c82d936d04ab2b7fd8b8d334030de2e56a99aba94f008ad7a \
+    --hash=sha256:d2d697008b5ec06d75952ef260c2e9a8a0f6ccfce24266c04c9c8ade927cb3b4 \
+    --hash=sha256:dbf9fa5d4bde73b1cc16377dcaaa010f971e6fa7f5083f5d44f34b50bc1d74af \
+    --hash=sha256:e009ef945e498dca2f050ea10d2e9764cb44017254826fc4574fdb8d2530173b \
+    --hash=sha256:e83916bbcf380866b4e14255850b33323ff678dc9758411d0409cdd2523880b0 \
+    --hash=sha256:f0f100dacf2c0f400601664a79d1a907ced4740514bb2b00917341038e2ce76f \
+    --hash=sha256:f57a39dbcb416345401c2e77a4373669b45fd111a1768e6cf267a7a0607ff0ec \
+    --hash=sha256:fa1482b3da10cac2d4db6e26b81da543e237616af2ef6d466018b31ca586496f
     # via
     #   feast (pyproject.toml)
     #   dask
-pydantic==2.13.3 \
-    --hash=sha256:6db14ac8dfc9a1e57f87ea2c0de670c251240f43cb0c30a5130e9720dc612927 \
-    --hash=sha256:af09e9d1d09f4e7fe37145c1f577e1d61ceb9a41924bf0094a36506285d0a84d
+pydantic==2.13.4 \
+    --hash=sha256:45a282cde31d808236fd7ea9d919b128653c8b38b393d1c4ab335c62924d9aba \
+    --hash=sha256:c40756b57adaa8b1efeeced5c196f3f3b7c435f90e84ea7f443901bec8099ef6
     # via
     #   feast (pyproject.toml)
     #   fastapi
-pydantic-core==2.46.3 \
-    --hash=sha256:0087084960f209a9a4af50ecd1fb063d9ad3658c07bb81a7a53f452dacbfb2ba \
-    --hash=sha256:031bb17f4885a43773c8c763089499f242aee2ea85cf17154168775dccdecf35 \
-    --hash=sha256:06d5d8820cbbdb4147578c1fe7ffcd5b83f34508cb9f9ab76e807be7db6ff0a4 \
-    --hash=sha256:07bc6d2a28c3adb4f7c6ae46aa4f2d2929af127f587ed44057af50bf1ce0f505 \
-    --hash=sha256:0c9ff69140423eea8ed2d5477df3ba037f671f5e897d206d921bc9fdc39613e7 \
-    --hash=sha256:1105677a6df914b1fb71a81b96c8cce7726857e1717d86001f29be06a25ee6f8 \
-    --hash=sha256:1108da631e602e5b3c38d6d04fe5bb3bfa54349e6918e3ca6cf570b2e2b2f9d4 \
-    --hash=sha256:12bc98de041458b80c86c56b24df1d23832f3e166cbaff011f25d187f5c62c37 \
-    --hash=sha256:13afdd885f3d71280cf286b13b310ee0f7ccfefd1dbbb661514a474b726e2f25 \
-    --hash=sha256:17eaface65d9fc5abb940003020309c1bf7a211f5f608d7870297c367e6f9022 \
-    --hash=sha256:1da3786b8018e60349680720158cc19161cc3b4bdd815beb0a321cd5ce1ad5b1 \
-    --hash=sha256:23cbdb3aaa74dfe0837975dbf69b469753bbde8eacace524519ffdb6b6e89eb7 \
-    --hash=sha256:2798b6ba041b9d70acfb9071a2ea13c8456dd1e6a5555798e41ba7b0790e329c \
-    --hash=sha256:27f9067c3bfadd04c55484b89c0d267981b2f3512850f6f66e1e74204a4e4ce3 \
-    --hash=sha256:28b5f2ef03416facccb1c6ef744c69793175fd27e44ef15669201601cf423acb \
-    --hash=sha256:28e8cf2f52d72ced402a137145923a762cbb5081e48b34312f7a0c8f55928ec3 \
-    --hash=sha256:28ed528c45446062ee66edb1d33df5d88828ae167de76e773a3c7f64bd14e976 \
-    --hash=sha256:2b8e4f2bbdf71415c544b4b1138b8060db7b6611bc927e8064c769f64bed651c \
-    --hash=sha256:2f40e4246676beb31c5ce77c38a55ca4e465c6b38d11ea1bd935420568e0b1ab \
-    --hash=sha256:3481bd1341dc85779ee506bc8e1196a277ace359d89d28588a9468c3ecbe63fa \
-    --hash=sha256:3612edf65c8ea67ac13616c4d23af12faef1ae435a8a93e5934c2a0cbbdd1fd6 \
-    --hash=sha256:367508faa4973b992b271ba1494acaab36eb7e8739d1e47be5035fb1ea225396 \
-    --hash=sha256:3861f1731b90c50a3266316b9044f5c9b405eecb8e299b0a7120596334e4fe9c \
-    --hash=sha256:3d08782c4045f90724b44c95d35ebec0d67edb8a957a2ac81d5a8e4b8a200495 \
-    --hash=sha256:41c178f65b8c29807239d47e6050262eb6bf84eb695e41101e62e38df4a5bc2c \
-    --hash=sha256:4335e87c7afa436a0dfa899e138d57a72f8aad542e2cf19c36fb428461caabd0 \
-    --hash=sha256:4b068543bdb707f5d935dab765d99227aa2545ef2820935f2e5dd801795c7dbd \
-    --hash=sha256:4de88889d7e88d50d40ee5b39d5dac0bcaef9ba91f7e536ac064e6b2834ecccf \
-    --hash=sha256:4e9d76736da5f362fabfeea6a69b13b7f2be405c6d6966f06b2f6bfff7e64531 \
-    --hash=sha256:57697d7c056aca4bbb680200f96563e841a6386ac1129370a0102592f4dddff5 \
-    --hash=sha256:57a973eae4665352a47cf1a99b4ee864620f2fe663a217d7a8da68a1f3a5bfda \
-    --hash=sha256:5ad3c826fe523e4becf4fe39baa44286cff85ef137c729a2c5e269afbfd0905d \
-    --hash=sha256:5c024e08c0ba23e6fd68c771a521e9d6a792f2ebb0fa734296b36394dc30390e \
-    --hash=sha256:5dcbbcf4d22210ced8f837c96db941bdb078f419543472aca5d9a0bb7cddc7df \
-    --hash=sha256:5dfd51cf457482f04ec49491811a2b8fd5b843b64b11eecd2d7a1ee596ea78a6 \
-    --hash=sha256:60e5f66e12c4f5212d08522963380eaaeac5ebd795826cfd19b2dfb0c7a52b9c \
-    --hash=sha256:610eda2e3838f401105e6326ca304f5da1e15393ae25dacae5c5c63f2c275b13 \
-    --hash=sha256:6529d1d128321a58d30afcc97b49e98836542f68dd41b33c2e972bb9e5290536 \
-    --hash=sha256:6645ce7eec4928e29a1e3b3d5c946621d105d3e79f0c9cddf07c2a9770949287 \
-    --hash=sha256:68cc7866ed863db34351294187f9b729964c371ba33e31c26f478471c52e1ed0 \
-    --hash=sha256:68ef2f623dda6d5a9067ac014e406c020c780b2a358930a7e5c1b73702900720 \
-    --hash=sha256:69a868ef3ff206343579021c40faf3b1edc64b1cc508ff243a28b0a514ccb050 \
-    --hash=sha256:6dff8cc884679df229ebc6d8eb2321ea6f8e091bc7d4886d4dc2e0e71452843c \
-    --hash=sha256:6e42d83d1c6b87fa56b521479cff237e626a292f3b31b6345c15a99121b454c1 \
-    --hash=sha256:706d9d0ce9cf4593d07270d8e9f53b161f90c57d315aeec4fb4fd7a8b10240d8 \
-    --hash=sha256:75a519dab6d63c514f3a81053e5266c549679e4aa88f6ec57f2b7b854aceb1b0 \
-    --hash=sha256:77706aeb41df6a76568434701e0917da10692da28cb69d5fb6919ce5fdb07374 \
-    --hash=sha256:79f561438481f28681584b89e2effb22855e2179880314bcddbf5968e935e807 \
-    --hash=sha256:830d1247d77ad23852314f069e9d7ddafeec5f684baf9d7e7065ed46a049c4e6 \
-    --hash=sha256:831eb19aa789a97356979e94c981e5667759301fb708d1c0d5adf1bc0098b873 \
-    --hash=sha256:83d002b97072a53ea150d63e0a3adfae5670cef5aa8a6e490240e482d3b22e57 \
-    --hash=sha256:85348b8f89d2c3508b65b16c3c33a4da22b8215138d8b996912bb1532868885f \
-    --hash=sha256:8690eba565c6d68ffd3a8655525cbdd5246510b44a637ee2c6c03a7ebfe64d3c \
-    --hash=sha256:87082cd65669a33adeba5470769e9704c7cf026cc30afb9cc77fd865578ebaad \
-    --hash=sha256:8940562319bc621da30714617e6a7eaa6b98c84e8c685bcdc02d7ed5e7c7c44e \
-    --hash=sha256:91249bcb7c165c2fb2a2f852dbc5c91636e2e218e75d96dfdd517e4078e173dd \
-    --hash=sha256:93fd339f23408a07e98950a89644f92c54d8729719a40b30c0a30bb9ebc55d23 \
-    --hash=sha256:9715525891ed524a0a1eb6d053c74d4d4ad5017677fb00af0b7c2644a31bae46 \
-    --hash=sha256:975c267cff4f7e7272eacbe50f6cc03ca9a3da4c4fbd66fffd89c94c1e311aa1 \
-    --hash=sha256:99421e7684a60f7f3550a1d159ade5fdff1954baedb6bdd407cba6a307c9f27d \
-    --hash=sha256:9be3e221bdc6d69abf294dcf7aff6af19c31a5cdcc8f0aa3b14be29df4bd03b1 \
-    --hash=sha256:9ce92e58abc722dac1bf835a6798a60b294e48eb0e625ec9fd994b932ac5feee \
-    --hash=sha256:9d2e32edcc143bc01e95300671915d9ca052d4f745aa0a49c48d4803f8a85f2c \
-    --hash=sha256:9d2f400712a99a013aff420ef1eb9be077f8189a36c1e3ef87660b4e1088a874 \
-    --hash=sha256:9f247596366f4221af52beddd65af1218797771d6989bc891a0b86ccaa019168 \
-    --hash=sha256:a03e6467f0f5ab796a486146d1b887b2dc5e5f9b3288898c1b1c3ad974e53e4a \
-    --hash=sha256:a35cc284c8dd7edae8a31533713b4d2467dfe7c4f1b5587dd4031f28f90d1d13 \
-    --hash=sha256:a3b11c812f61b3129c4905781a2601dfdfdea5fe1e6c1cfb696b55d14e9c054f \
-    --hash=sha256:a642ac886ecf6402d9882d10c405dcf4b902abeb2972cd5fb4a48c83cd59279a \
-    --hash=sha256:a6cd87cb1575b1ad05ba98894c5b5c96411ef678fa2f6ed2576607095b8d9789 \
-    --hash=sha256:a712c7118e6c5ea96562f7b488435172abb94a3c53c22c9efc1412264a45cbbe \
-    --hash=sha256:a7610b6a5242a6c736d8ad47fd5fff87fcfe8f833b281b1c409c3d6835d9227f \
-    --hash=sha256:ab124d49d0459b2373ecf54118a45c28a1e6d4192a533fbc915e70f556feb8e5 \
-    --hash=sha256:ac5ec7fb9b87f04ee839af2d53bcadea57ded7d229719f56c0ed895bff987943 \
-    --hash=sha256:aed19d0c783886d5bd86d80ae5030006b45e28464218747dcf83dabfdd092c7b \
-    --hash=sha256:af8653713055ea18a3abc1537fe2ebc42f5b0bbb768d1eb79fd74eb47c0ac089 \
-    --hash=sha256:afa3aa644f74e290cdede48a7b0bee37d1c35e71b05105f6b340d484af536d9b \
-    --hash=sha256:b00b76f7142fc60c762ce579bd29c8fa44aaa56592dd3c54fab3928d0d4ca6ff \
-    --hash=sha256:b11b59b3eee90a80a36701ddb4576d9ae31f93f05cb9e277ceaa09e6bf074a67 \
-    --hash=sha256:b12dd51f1187c2eb489af8e20f880362db98e954b54ab792fa5d92e8bcc6b803 \
-    --hash=sha256:b40ddd51e7c44b28cfaef746c9d3c506d658885e0a46f9eeef2ee815cbf8e045 \
-    --hash=sha256:b504bda01bafc69b6d3c7a0c7f039dcf60f47fab70e06fe23f57b5c75bdc82b8 \
-    --hash=sha256:b5b9c6cf08a8a5e502698f5e153056d12c34b8fb30317e0c5fd06f45162a6346 \
-    --hash=sha256:b675ab0a0d5b1c8fdb81195dc5bcefea3f3c240871cdd7ff9a2de8aa50772eb2 \
-    --hash=sha256:b6cdf19bf84128d5e7c37e8a73a0c5c10d51103a650ac585d42dd6ae233f2b7f \
-    --hash=sha256:bcf2a8b2982a6673693eae7348ef3d8cf3979c1d63b54fca7c397a635cc68687 \
-    --hash=sha256:bd2aab0e2e9dc2daf36bd2686c982535d5e7b1d930a1344a7bb6e82baab42a76 \
-    --hash=sha256:c3212fda0ee959c1dd04c60b601ec31097aaa893573a3a1abd0a47bcac2968c1 \
-    --hash=sha256:cc0988cb29d21bf4a9d5cf2ef970b5c0e38d8d8e107a493278c05dc6c1dda69f \
-    --hash=sha256:cc7e8c32db809aa0f6ea1d6869ebc8518a65d5150fdfad8bcae6a49ae32a22e2 \
-    --hash=sha256:cca67d52a5c7a16aed2b3999e719c4bcf644074eac304a5d3d62dd70ae7d4b2c \
-    --hash=sha256:ced3310e51aa425f7f77da8bbbb5212616655bedbe82c70944320bc1dbe5e018 \
-    --hash=sha256:cf489cf8986c543939aeee17a09c04d6ffb43bfef8ca16fcbcc5cfdcbed24dba \
-    --hash=sha256:d0793c90c1a3c74966e7975eaef3ed30ebdff3260a0f815a62a22adc17e4c01c \
-    --hash=sha256:d0fe3dce1e836e418f912c1ad91c73357d03e556a4d286f441bf34fed2dbeecf \
-    --hash=sha256:d11058e3201527d41bc6b545c79187c9e4bf85e15a236a6007f0e991518882b7 \
-    --hash=sha256:d2d0aead851b66f5245ec0c4fb2612ef457f8bbafefdf65a2bf9d6bac6140f47 \
-    --hash=sha256:d56bdb4af1767cc15b0386b3c581fdfe659bb9ee4a4f776e92c1cd9d074000d6 \
-    --hash=sha256:dcda6583921c05a40533f982321532f2d8db29326c7b95c4026941fa5074bd79 \
-    --hash=sha256:dd81f6907932ebac3abbe41378dac64b2380db1287e2aa64d8d88f78d170f51a \
-    --hash=sha256:de3a5c376f8cd94da9a1b8fd3dd1c16c7a7b216ed31dc8ce9fd7a22bf13b836e \
-    --hash=sha256:de885175515bcfa98ae618c1df7a072f13d179f81376c8007112af20567fd08a \
-    --hash=sha256:e29908922ce9da1a30b4da490bd1d3d82c01dcfdf864d2a74aacee674d0bfa34 \
-    --hash=sha256:e480080975c1ef7f780b8f99ed72337e7cc5efea2e518a20a692e8e7b278eb8b \
-    --hash=sha256:e61ea8e9fff9606d09178f577ff8ccdd7206ff73d6552bcec18e1033c4254b85 \
-    --hash=sha256:ec638c5d194ef8af27db69f16c954a09797c0dc25015ad6123eb2c73a4d271ca \
-    --hash=sha256:ed42e6cc8e1b0e2b9b96e2276bad70ae625d10d6d524aed0c93de974ae029f9f \
-    --hash=sha256:f00a0961b125f1a47af7bcc17f00782e12f4cd056f83416006b30111d941dfa3 \
-    --hash=sha256:f13936129ce841f2a5ddf6f126fea3c43cd128807b5a59588c37cf10178c2e64 \
-    --hash=sha256:f1771ce258afb3e4201e67d154edbbae712a76a6081079fe247c2f53c6322c22 \
-    --hash=sha256:f1f8338dd7a7f31761f1f1a3c47503a9a3b34eea3c8b01fa6ee96408affb5e72 \
-    --hash=sha256:f64b5537ac62b231572879cd08ec05600308636a5d63bcbdb15063a466977bec \
-    --hash=sha256:f80a55484b8d843c8ada81ebf70a682f3f00a3d40e378c06cf17ecb44d280d7d \
-    --hash=sha256:f91c0aff3e3ee0928edd1232c57f643a7a003e6edf1860bc3afcdc749cb513f3 \
-    --hash=sha256:fa3eb7c2995aa443687a825bc30395c8521b7c6ec201966e55debfd1128bcceb \
-    --hash=sha256:fb528e295ed31570ac3dcc9bfdd6e0150bc11ce6168ac87a8082055cf1a67395 \
-    --hash=sha256:fc331a5314ffddd5385b9ee9d0d2fee0b13c27e0e02dad71b1ae5d6561f51eeb \
-    --hash=sha256:fd35aa21299def8db7ef4fe5c4ff862941a9a158ca7b63d61e66fe67d30416b4 \
-    --hash=sha256:ff5e7783bcc5476e1db448bf268f11cb257b1c276d3e89f00b5727be86dd0127 \
-    --hash=sha256:ffe0883b56cfc05798bf994164d2b2ff03efe2d22022a2bb080f3b626176dd56
+pydantic-core==2.46.4 \
+    --hash=sha256:00c603d540afdd6b80eb39f078f33ebd46211f02f33e34a32d9f053bba711de0 \
+    --hash=sha256:0186750b482eefa11d7f435892b09c5c606193ef3375bcf94aa00ae6bfb66262 \
+    --hash=sha256:041bde0a48fd37cf71cab1c9d56d3e8625a3793fef1f7dd232b3ff37e978ecda \
+    --hash=sha256:0c563b08bca408dc7f65f700633d8442fffb2421fc47b8101377e9fd65051ff0 \
+    --hash=sha256:0cbe8b01f948de4286c74cdd6c667aceb38f5c1e26f0693b3983d9d74887c65e \
+    --hash=sha256:0ce40cd7b21210e99342afafbd4d0f76d784eb5b1d60f3bdc566be4983c6c73b \
+    --hash=sha256:0e96592440881c74a213e5ad528e2b24d3d4f940de2766bed9010ab1d9e51594 \
+    --hash=sha256:10e17cbb10a330363733efc4d7c4d0dd827ac0909b8f6a6542298fed1ea62f29 \
+    --hash=sha256:133878133d271ade3d41d1bfb2a45ec38dbdbda40bc065921c6b04e4630127e2 \
+    --hash=sha256:14d4edf427bdcf950a8a02d7cb44a08614388dd6e1bdcbf4f67504fa7887da9c \
+    --hash=sha256:14f4c5d6db102bd796a627bbb3a17b4cf4574b9ae861d8b7c9a9661c6dd3362d \
+    --hash=sha256:17299feefe090f2caa5b8e37222bb5f663e4935a8bfa6931d4102e5df1a9f398 \
+    --hash=sha256:184c081504d17f1c1066e430e117142b2c77d9448a97f7b65c6ac9fd9aee238d \
+    --hash=sha256:18e5ceec2ab67e6d5f1a9085e5a24c9c4e2ac4545730bfe668680bca05e555f3 \
+    --hash=sha256:19e51f073cd3df251856a8a4189fbdf1de4012c3ebacfb1884f94f1eb406079f \
+    --hash=sha256:1a7dd0b3ee80d90150e3495a3a13ac34dbcbfd4f012996a6a1d8900e91b5c0fb \
+    --hash=sha256:1d8ba486450b14f3b1d63bc521d410ec7565e52f887b9fb671791886436a42f7 \
+    --hash=sha256:2108ba5c1c1eca18030634489dc544844144ee36357f2f9f780b93e7ddbb44b5 \
+    --hash=sha256:228ee9bae8bef5b1e97ec58302f80357c37199e0d0a99174e138d28e6957b9d9 \
+    --hash=sha256:23ace664830ee0bfe014a0c7bc248b1f7f25ed7ad103852c317624a1083af462 \
+    --hash=sha256:2412e734dcb48da14d4e4006b82b46b74f2518b8a26ee7e58c6844a6cd6d03c4 \
+    --hash=sha256:29c61fc04a3d840155ff08e475a04809278972fe6aef51e2720554e96367e34b \
+    --hash=sha256:2f84c03c8607173d16b5a854ec68a2f9079ae03237a54fb506d13af47e1d018d \
+    --hash=sha256:3009f12e4e90b7f88b4f9adb1b0c4a3d58fe7820f3238c190047209d148026df \
+    --hash=sha256:3245406455a5d98187ec35530fd772b1d799b26667980872c8d4614991e2c4a2 \
+    --hash=sha256:3447661d99f75a3683a4cf5c87da72f2161964611864dbbeac7fbb118bb4bfc0 \
+    --hash=sha256:372429a130e469c9cd698925ce5fc50940b7a1336b0d82038e63d5bbc4edc519 \
+    --hash=sha256:395aebd9183f9d112f569aeb5b2214d1a10a33bec8456447f7fbdfa51d38d4cd \
+    --hash=sha256:3a233125ac121aa3ffba9a2b59edfc4a985a76092dc8279586ab4b71390875e7 \
+    --hash=sha256:3be77f45df024d789a672ae34f8b06fb346c4f9f46ea714956660ea4862e89ac \
+    --hash=sha256:3bf92c5d0e00fefaab325a4d27828fe6b6e2a21848686b5b60d2d9eeb09d76c6 \
+    --hash=sha256:3ecbc122d18468d06ca279dc26a8c2e2d5acb10943bb35e36ae92096dc3b5565 \
+    --hash=sha256:3fb702cd90b0446a3a1c5e470bfa0dd23c0233b676a9099ddcc964fa6ca13898 \
+    --hash=sha256:428e04521a40150c85216fc8b85e8d39fece235a9cf5e383761238c7fa9b96fb \
+    --hash=sha256:432c179df7874eeb73307aad2df0755e1ae0efa61ff0ea89b93e194411ae3928 \
+    --hash=sha256:4a05d69cba51d852c5c3e92758653245a50c0b646ced0cf05bd793ed592839d6 \
+    --hash=sha256:4c63ebc82684aa89d9a3bcbd13d515b3be44250dc68dd3bd81526c1cb31286c3 \
+    --hash=sha256:4fc73cb559bdb54b1134a706a2802a4cddd27a0633f5abb7e53056268751ac6a \
+    --hash=sha256:4fcbe087dbc2068af7eda3aa87634eba216dbda64d1ae73c8684b621d33f6596 \
+    --hash=sha256:56cb4851bcaf3d117eddcef4fe66afd750a50274b0da8e22be256d10e5611987 \
+    --hash=sha256:5855698a4856556d86e8e6cd8434bc3ac0314ee8e12089ae0e143f64c6256e4e \
+    --hash=sha256:5a4330cdbc57162e4b3aa303f588ba752257694c9c9be3e7ebb11b4aca659b5d \
+    --hash=sha256:5b712b53160b79a5850310b912a5ef8e57e56947c8ad690c227f5c9d7e561712 \
+    --hash=sha256:5d5902252db0d3cedf8d4a1bc68f70eeb430f7e4c7104c8c476753519b423008 \
+    --hash=sha256:617d7e2ca7dcb8c5cf6bcb8c59b8832c94b36196bbf1cbd1bfb56ed341905edd \
+    --hash=sha256:62f875393d7f270851f20523dd2e29f082bcc82292d66db2b64ea71f64b6e1c1 \
+    --hash=sha256:633147d34cf4550417f12e2b1a0383973bdf5cdfde212cb09e9a581cf10820be \
+    --hash=sha256:66ce7632c22d837c95301830e111ad0128a32b8207533b60896a96c4915192ea \
+    --hash=sha256:6b3ace8194b0e5204818c92802dcdca7fc6d88aabbb799d7c795540d9cd6d292 \
+    --hash=sha256:6f2eeda33a839975441c86a4119e1383c50b47faf0cbb5176985565c6bb02c33 \
+    --hash=sha256:7027560ee92211647d0d34e3f7cd6f50da56399d26a9c8ad0da286d3869a53f3 \
+    --hash=sha256:7283d57845ecf5a163403eb0702dfc220cc4fbdd18919cb5ccea4f95ee1cdab4 \
+    --hash=sha256:7a5f930472650a82629163023e630d160863fce524c616f4e5186e5de9d9a49b \
+    --hash=sha256:7bfb192b3f4b9e8a89b6277b6ce787564f62cfd272055f6e685726b111dc7826 \
+    --hash=sha256:811ff8e9c313ab425368bcbb36e5c4ebd7108c2bbf4e4089cfbb0b01eff63fac \
+    --hash=sha256:8233f2947cf85404441fd7e0085f53b10c93e0ee78611099b5c7237e36aacbf7 \
+    --hash=sha256:82cf5301172168103724d49a1444d3378cb20cdee30b116a1bd6031236298a5d \
+    --hash=sha256:8358a950c8909158e3df31538a7e4edc2d7265a7c54b47f0864d9e5bae9dcebf \
+    --hash=sha256:85bb3611ff1802f3ee7fdd7dbff26b56f343fb432d57a4728fdd49b6ef35e2f4 \
+    --hash=sha256:86e1a4418c6cd97d60c95c71164158eaf7324fae7b0923264016baa993eba6fc \
+    --hash=sha256:8b9bab013d1c7a79d3501ff86d0bc9c31bf587db4551677b96bec07df78c6b15 \
+    --hash=sha256:8c5dac79fa1614d1e06ca695109c6105923bd9c7d1d6c918d4e637b7e6b32fd3 \
+    --hash=sha256:8d0820e8192167f80d88d64038e609c31452eeca865b4e1d9950a27a4609b00b \
+    --hash=sha256:8daafc69c93ee8a0204506a3b6b30f586ef54028f52aeeeb5c4cfc5184fd5914 \
+    --hash=sha256:9037063db01f09b09e237c282b6792bd4da634b5402c4e7f0c61effed7701a04 \
+    --hash=sha256:905a0ed8ea6f2d61c1738835f99b699348d7857379083e5fc497fa0c967a407c \
+    --hash=sha256:90884113d8b48f760e9587002789ddd741e76ab9f89518cd1e43b1f1a52ec44b \
+    --hash=sha256:91a06d2e259ecfbd8c901d70c3c507900458498142b3026a296b7de4d1322cc9 \
+    --hash=sha256:926c9541b14b12b1681dca8a0b75feb510b06c6341b70a8e500c2fdcff837cce \
+    --hash=sha256:9401557acd873c3a7f3eb9383edef8ac4968f9510e340f4808d427e75667e7b4 \
+    --hash=sha256:9551187363ffc0de2a00b2e47c25aeaeb1020b69b668762966df15fc5659dd5a \
+    --hash=sha256:962ccbab7b642487b1d8b7df90ef677e03134cf1fd8880bf698649b22a69371f \
+    --hash=sha256:97e7cf2be5c77b7d1a9713a05605d49460d02c6078d38d8bef3cbe323c548424 \
+    --hash=sha256:9aa768456404a8bf48a4406685ac2bec8e72b62c69313734fa3b73cf33b3a894 \
+    --hash=sha256:9bc519fbf2b7578398853d815009ae5e4d4603d12f4e3f91da8c06852d3da3e9 \
+    --hash=sha256:9d56801be94b86a9da183e5f3766e6310752b99ff647e38b09a9500d88e46e76 \
+    --hash=sha256:9f444c499b3eefd3a92e348059471ea0c3a6e303d9c1cec09fa748fd9f895201 \
+    --hash=sha256:9fa8ae11da9e2b3126c6426f147e0fba88d96d65921799bb30c6abd1cb2c97fb \
+    --hash=sha256:a0f62d0a58f4e7da165457e995725421e0064f2255d8eccebc49f41bbc23b109 \
+    --hash=sha256:a396dcc17e5a0b164dbe026896245a4fa9ff402edca1dff0be3d53a517f74de4 \
+    --hash=sha256:aaa2a54443eff1950ba5ddc6b6ccda0d9c84a364276a62f969bdf2a390650848 \
+    --hash=sha256:ad785e92e6dc634c21555edc8bd6b64957ab844541bcb96a1366c202951ae526 \
+    --hash=sha256:af8244b2bef6aaad6d92cda81372de7f8c8d36c9f0c3ea36e827c60e7d9467a0 \
+    --hash=sha256:b078afbc25f3a1436c7a1d2cd3e322497ee99615ba97c563566fdf46aff1ee01 \
+    --hash=sha256:b2f69dec1725e79a012d920df1707de5caf7ed5e08f3be4435e25803efc47458 \
+    --hash=sha256:b8458003118a712e66286df6a707db01c52c0f52f7db8e4a38f0da1d3b94fc4e \
+    --hash=sha256:bb63e0198ca18aad131c089b9204c23079c3afa95487e561f4c522d519e55aba \
+    --hash=sha256:bfec22eab3c8cc2ceec0248aec886624116dc079afa027ecc8ad4a7e62010f8a \
+    --hash=sha256:c1747f85cee84c26985853c6f3d9bd3e75da5212912443fa111c113b9c246f39 \
+    --hash=sha256:c1b3f518abeca3aa13c712fd202306e145abf59a18b094a6bafb2d2bbf59192c \
+    --hash=sha256:c50f2528cf200c5eed56faf3f4e22fcd5f38c157a8b78576e6ba3168ec35f000 \
+    --hash=sha256:c68fcd102d71ea85c5b2dfac3f4f8476eff42a9e078fd5faefff6d145063536b \
+    --hash=sha256:c7a7bd4e39e8e4c12c39cd480356842b6a8a06e41b23a55a5e3e191718838ddf \
+    --hash=sha256:c94f0688e7b8d0a67abf40e57a7eaaecd17cc9586706a31b76c031f63df052b4 \
+    --hash=sha256:cbaf13819775b7f769bf4a1f066cb6df7a28d4480081a589828ef190226881cd \
+    --hash=sha256:cd2213145bcc2ba85884d0ac63d222fece9209678f77b9b4d76f054c561adb28 \
+    --hash=sha256:ce5c1d2a8b27468f433ca974829c44060b8097eedc39933e3c206a90ee49c4a9 \
+    --hash=sha256:d396ec2b979760aaf3218e76c24e65bd0aca24983298653b3a9d7a45f9e47b30 \
+    --hash=sha256:d51026d73fcfd93610abc7b27789c26b313920fcfb20e27462d74a7f8b06e983 \
+    --hash=sha256:d80ee3d731373b24cebbc10d689ca4ee1875caf0d5703a245db18efd4dd37fc1 \
+    --hash=sha256:d995260fdf4e1db774581b4900e0f832abe3c7c84996726bbc161b19c8f29e76 \
+    --hash=sha256:da4b951fe36dc7c3a1ccb4e3cd1747c3542b8c9ceede8fc86cae054e764485f5 \
+    --hash=sha256:daa27d92c36f24388fe3ad306b174781c747627f134452e4f128ea00ce1fe8c4 \
+    --hash=sha256:db06ffe51636ffe9ca531fe9023dd64bdd794be8754cb5df57c5498ae5b518a7 \
+    --hash=sha256:e0d65b8c354be7fb5f720c3caa8bc940bc2d20ce749c8e06135f07f8ed95dd7c \
+    --hash=sha256:e68b7a074f65a2fd746c52a7ce6142ab7006074ac269ace0c25cd8ba171f8066 \
+    --hash=sha256:e739fee756ba1010f8bcccb534252e85a35fe45ae92c295a06059ce58b74ccd3 \
+    --hash=sha256:e846ae7835bf0703ae43f534ab79a867146dadd59dc9ca5c8b53d5c8f7c9ef02 \
+    --hash=sha256:e9c26f834c65f5752f3f06cb08cb86a913ceb7274d0db6e267808a708b46bc89 \
+    --hash=sha256:ea793e075b70290d89d8142074262885d3f7da19634845135751bd6344f73b50 \
+    --hash=sha256:f027324c56cd5406ca49c124b0db10e56c69064fec039acc571c29020cc87c76 \
+    --hash=sha256:f13a646d65d09fbf1bc6b3a9635d30095c8e7e5cc419ff35ecc563c5fd04cd49 \
+    --hash=sha256:f47286a97f0bc9b8859519809077b91b2cefe4ae47fcbf5e466a009c1c5d742b \
+    --hash=sha256:f747929cf940cddb5b3668a390056ddd5ba2e5010615ea2dcf4f9c4f3ab8791d \
+    --hash=sha256:f99626688942fb746e545232e7726926f3be91b5975f8b55327665fafda991c7 \
+    --hash=sha256:f9fa868638bf362d3d138ea55829cefb3d5f4b0d7f142234382a15e2485dbec4 \
+    --hash=sha256:fbdb89b3e1c94a30cc5edfce477c6e6a5dc4d8f84665b455c27582f211a1c72c \
+    --hash=sha256:fc010ab034c8c7452522748bf937df58020d256ccae0874463d1f4d01758af8e \
+    --hash=sha256:fc3e9034a63de20e15e8ade85358bc6efc614008cab72898b4b4952bea0509ff \
+    --hash=sha256:fd8b3d9fd264be37976686c7f65cd52a83f5e84f4bfd2adf9c1d469676bbb6ae
     # via pydantic
 pygments==2.20.0 \
     --hash=sha256:6757cd03768053ff99f3039c1a36d6c0aa0b263438fcab17520b30a303a82b5f \
     --hash=sha256:81a9e26dd42fd28a23a2d169d86d7ac03b46e2f8b59ed4698fb4785f946d0176
     # via feast (pyproject.toml)
-pyjwt==2.12.1 \
-    --hash=sha256:28ca37c070cad8ba8cd9790cd940535d40274d22f80ab87f3ac6a713e6e8454c \
-    --hash=sha256:c74a7a2adf861c04d002db713dd85f84beb242228e671280bf709d765b03672b
+pyjwt==2.13.0 \
+    --hash=sha256:41571c89ca91598c79e8ef18a2d07367d4810fbbd6f637794879baf1b7703423 \
+    --hash=sha256:66adcc2aff09b3f1bbd95fc1e1577df8ac8723c978552fd43304c8a290ac5728
     # via feast (pyproject.toml)
 python-dateutil==2.9.0.post0 \
     --hash=sha256:37dd54208da7e1cd875388217d5e00ebd4179249f90fb72437e91a35459a0ad3 \
@@ -998,9 +991,9 @@ python-dotenv==1.2.2 \
     --hash=sha256:1d8214789a24de455a8b8bd8ae6fe3c6b69a5e3d64aa8a8e5d68e694bbcb285a \
     --hash=sha256:2c371a91fbd7ba082c2c1dc1f8bf89ca22564a087c2c287cd9b662adde799cf3
     # via uvicorn
-pytz==2026.1.post1 \
-    --hash=sha256:3378dde6a0c3d26719182142c56e60c7f9af7e968076f31aae569d72a0358ee1 \
-    --hash=sha256:f2fd16142fda348286a75e1a524be810bb05d444e5a081f37f7affc635035f7a
+pytz==2026.3.post1 \
+    --hash=sha256:2211d3fcf9a797d3405cac96ac7f61d80e6a644f72a3309607282fe8a2010c5d \
+    --hash=sha256:dd95840dd199baea12d9cc096a1d452caa6596a1c1e4b5f3dbd1541855d5e815
     # via pandas
 pyyaml==6.0.3 \
     --hash=sha256:00c4bdeba853cc34e7dd471f16b4114f4162dc03e6b7afcc2128711f0eca823c \
@@ -1080,208 +1073,80 @@ pyyaml==6.0.3 \
     #   feast (pyproject.toml)
     #   dask
     #   uvicorn
-referencing==0.37.0 \
-    --hash=sha256:381329a9f99628c9069361716891d34ad94af76e461dcb0335825aecc7692231 \
-    --hash=sha256:44aefc3142c5b842538163acb373e24cce6632bd54bdb01b21ad5863489f50d8
-    # via
-    #   jsonschema
-    #   jsonschema-specifications
-requests==2.33.1 \
-    --hash=sha256:18817f8c57c6263968bc123d237e3b8b08ac046f5456bd1e307ee8f4250d3517 \
-    --hash=sha256:4e6d1ef462f3626a1f0a0a9c42dd93c63bad33f9f1c1937509b8c5c8718ab56a
+requests==2.34.2 \
+    --hash=sha256:2a0d60c172f83ac6ab31e4554906c0f3b3588d37b5cb939b1c061f4907e278e0 \
+    --hash=sha256:f288924cae4e29463698d6d60bc6a4da69c89185ad1e0bcc4104f584e960b9ed
     # via feast (pyproject.toml)
-rpds-py==0.30.0 \
-    --hash=sha256:07ae8a593e1c3c6b82ca3292efbe73c30b61332fd612e05abee07c79359f292f \
-    --hash=sha256:0a59119fc6e3f460315fe9d08149f8102aa322299deaa5cab5b40092345c2136 \
-    --hash=sha256:0c0e95f6819a19965ff420f65578bacb0b00f251fefe2c8b23347c37174271f3 \
-    --hash=sha256:0d08f00679177226c4cb8c5265012eea897c8ca3b93f429e546600c971bcbae7 \
-    --hash=sha256:0ed177ed9bded28f8deb6ab40c183cd1192aa0de40c12f38be4d59cd33cb5c65 \
-    --hash=sha256:12f90dd7557b6bd57f40abe7747e81e0c0b119bef015ea7726e69fe550e394a4 \
-    --hash=sha256:1726859cd0de969f88dc8673bdd954185b9104e05806be64bcd87badbe313169 \
-    --hash=sha256:1ab5b83dbcf55acc8b08fc62b796ef672c457b17dbd7820a11d6c52c06839bdf \
-    --hash=sha256:1b151685b23929ab7beec71080a8889d4d6d9fa9a983d213f07121205d48e2c4 \
-    --hash=sha256:1f3587eb9b17f3789ad50824084fa6f81921bbf9a795826570bda82cb3ed91f2 \
-    --hash=sha256:250fa00e9543ac9b97ac258bd37367ff5256666122c2d0f2bc97577c60a1818c \
-    --hash=sha256:2771c6c15973347f50fece41fc447c054b7ac2ae0502388ce3b6738cd366e3d4 \
-    --hash=sha256:27f4b0e92de5bfbc6f86e43959e6edd1425c33b5e69aab0984a72047f2bcf1e3 \
-    --hash=sha256:2e6ecb5a5bcacf59c3f912155044479af1d0b6681280048b338b28e364aca1f6 \
-    --hash=sha256:32c8528634e1bf7121f3de08fa85b138f4e0dc47657866630611b03967f041d7 \
-    --hash=sha256:33f559f3104504506a44bb666b93a33f5d33133765b0c216a5bf2f1e1503af89 \
-    --hash=sha256:3896fa1be39912cf0757753826bc8bdc8ca331a28a7c4ae46b7a21280b06bb85 \
-    --hash=sha256:389a2d49eded1896c3d48b0136ead37c48e221b391c052fba3f4055c367f60a6 \
-    --hash=sha256:39c02563fc592411c2c61d26b6c5fe1e51eaa44a75aa2c8735ca88b0d9599daa \
-    --hash=sha256:3adbb8179ce342d235c31ab8ec511e66c73faa27a47e076ccc92421add53e2bb \
-    --hash=sha256:3d4a69de7a3e50ffc214ae16d79d8fbb0922972da0356dcf4d0fdca2878559c6 \
-    --hash=sha256:3e62880792319dbeb7eb866547f2e35973289e7d5696c6e295476448f5b63c87 \
-    --hash=sha256:3e8eeb0544f2eb0d2581774be4c3410356eba189529a6b3e36bbbf9696175856 \
-    --hash=sha256:422c3cb9856d80b09d30d2eb255d0754b23e090034e1deb4083f8004bd0761e4 \
-    --hash=sha256:4559c972db3a360808309e06a74628b95eaccbf961c335c8fe0d590cf587456f \
-    --hash=sha256:46e83c697b1f1c72b50e5ee5adb4353eef7406fb3f2043d64c33f20ad1c2fc53 \
-    --hash=sha256:47b0ef6231c58f506ef0b74d44e330405caa8428e770fec25329ed2cb971a229 \
-    --hash=sha256:47e77dc9822d3ad616c3d5759ea5631a75e5809d5a28707744ef79d7a1bcfcad \
-    --hash=sha256:47f236970bccb2233267d89173d3ad2703cd36a0e2a6e92d0560d333871a3d23 \
-    --hash=sha256:47f9a91efc418b54fb8190a6b4aa7813a23fb79c51f4bb84e418f5476c38b8db \
-    --hash=sha256:495aeca4b93d465efde585977365187149e75383ad2684f81519f504f5c13038 \
-    --hash=sha256:4c5f36a861bc4b7da6516dbdf302c55313afa09b81931e8280361a4f6c9a2d27 \
-    --hash=sha256:4cc2206b76b4f576934f0ed374b10d7ca5f457858b157ca52064bdfc26b9fc00 \
-    --hash=sha256:4e7fc54e0900ab35d041b0601431b0a0eb495f0851a0639b6ef90f7741b39a18 \
-    --hash=sha256:51a1234d8febafdfd33a42d97da7a43f5dcb120c1060e352a3fbc0c6d36e2083 \
-    --hash=sha256:55f66022632205940f1827effeff17c4fa7ae1953d2b74a8581baaefb7d16f8c \
-    --hash=sha256:58edca431fb9b29950807e301826586e5bbf24163677732429770a697ffe6738 \
-    --hash=sha256:5965af57d5848192c13534f90f9dd16464f3c37aaf166cc1da1cae1fd5a34898 \
-    --hash=sha256:5ba103fb455be00f3b1c2076c9d4264bfcb037c976167a6047ed82f23153f02e \
-    --hash=sha256:5d4c2aa7c50ad4728a094ebd5eb46c452e9cb7edbfdb18f9e1221f597a73e1e7 \
-    --hash=sha256:61046904275472a76c8c90c9ccee9013d70a6d0f73eecefd38c1ae7c39045a08 \
-    --hash=sha256:613aa4771c99f03346e54c3f038e4cc574ac09a3ddfb0e8878487335e96dead6 \
-    --hash=sha256:626a7433c34566535b6e56a1b39a7b17ba961e97ce3b80ec62e6f1312c025551 \
-    --hash=sha256:669b1805bd639dd2989b281be2cfd951c6121b65e729d9b843e9639ef1fd555e \
-    --hash=sha256:679ae98e00c0e8d68a7fda324e16b90fd5260945b45d3b824c892cec9eea3288 \
-    --hash=sha256:67b02ec25ba7a9e8fa74c63b6ca44cf5707f2fbfadae3ee8e7494297d56aa9df \
-    --hash=sha256:68f19c879420aa08f61203801423f6cd5ac5f0ac4ac82a2368a9fcd6a9a075e0 \
-    --hash=sha256:692bef75a5525db97318e8cd061542b5a79812d711ea03dbc1f6f8dbb0c5f0d2 \
-    --hash=sha256:6abc8880d9d036ecaafe709079969f56e876fcf107f7a8e9920ba6d5a3878d05 \
-    --hash=sha256:6bdfdb946967d816e6adf9a3d8201bfad269c67efe6cefd7093ef959683c8de0 \
-    --hash=sha256:6de2a32a1665b93233cde140ff8b3467bdb9e2af2b91079f0333a0974d12d464 \
-    --hash=sha256:73c67f2db7bc334e518d097c6d1e6fed021bbc9b7d678d6cc433478365d1d5f5 \
-    --hash=sha256:74a3243a411126362712ee1524dfc90c650a503502f135d54d1b352bd01f2404 \
-    --hash=sha256:76fec018282b4ead0364022e3c54b60bf368b9d926877957a8624b58419169b7 \
-    --hash=sha256:7c64d38fb49b6cdeda16ab49e35fe0da2e1e9b34bc38bd78386530f218b37139 \
-    --hash=sha256:7cee9c752c0364588353e627da8a7e808a66873672bcb5f52890c33fd965b394 \
-    --hash=sha256:7e6ecfcb62edfd632e56983964e6884851786443739dbfe3582947e87274f7cb \
-    --hash=sha256:806f36b1b605e2d6a72716f321f20036b9489d29c51c91f4dd29a3e3afb73b15 \
-    --hash=sha256:858738e9c32147f78b3ac24dc0edb6610000e56dc0f700fd5f651d0a0f0eb9ff \
-    --hash=sha256:8d6d1cc13664ec13c1b84241204ff3b12f9bb82464b8ad6e7a5d3486975c2eed \
-    --hash=sha256:9027da1ce107104c50c81383cae773ef5c24d296dd11c99e2629dbd7967a20c6 \
-    --hash=sha256:922e10f31f303c7c920da8981051ff6d8c1a56207dbdf330d9047f6d30b70e5e \
-    --hash=sha256:945dccface01af02675628334f7cf49c2af4c1c904748efc5cf7bbdf0b579f95 \
-    --hash=sha256:946fe926af6e44f3697abbc305ea168c2c31d3e3ef1058cf68f379bf0335a78d \
-    --hash=sha256:95f0802447ac2d10bcc69f6dc28fe95fdf17940367b21d34e34c737870758950 \
-    --hash=sha256:9854cf4f488b3d57b9aaeb105f06d78e5529d3145b1e4a41750167e8c213c6d3 \
-    --hash=sha256:993914b8e560023bc0a8bf742c5f303551992dcb85e247b1e5c7f4a7d145bda5 \
-    --hash=sha256:99b47d6ad9a6da00bec6aabe5a6279ecd3c06a329d4aa4771034a21e335c3a97 \
-    --hash=sha256:9a4e86e34e9ab6b667c27f3211ca48f73dba7cd3d90f8d5b11be56e5dbc3fb4e \
-    --hash=sha256:9cf69cdda1f5968a30a359aba2f7f9aa648a9ce4b580d6826437f2b291cfc86e \
-    --hash=sha256:a090322ca841abd453d43456ac34db46e8b05fd9b3b4ac0c78bcde8b089f959b \
-    --hash=sha256:a1010ed9524c73b94d15919ca4d41d8780980e1765babf85f9a2f90d247153dd \
-    --hash=sha256:a161f20d9a43006833cd7068375a94d035714d73a172b681d8881820600abfad \
-    --hash=sha256:a1d0bc22a7cdc173fedebb73ef81e07faef93692b8c1ad3733b67e31e1b6e1b8 \
-    --hash=sha256:a2bffea6a4ca9f01b3f8e548302470306689684e61602aa3d141e34da06cf425 \
-    --hash=sha256:a452763cc5198f2f98898eb98f7569649fe5da666c2dc6b5ddb10fde5a574221 \
-    --hash=sha256:a4796a717bf12b9da9d3ad002519a86063dcac8988b030e405704ef7d74d2d9d \
-    --hash=sha256:a51033ff701fca756439d641c0ad09a41d9242fa69121c7d8769604a0a629825 \
-    --hash=sha256:a8fa71a2e078c527c3e9dc9fc5a98c9db40bcc8a92b4e8858e36d329f8684b51 \
-    --hash=sha256:ac37f9f516c51e5753f27dfdef11a88330f04de2d564be3991384b2f3535d02e \
-    --hash=sha256:ac98b175585ecf4c0348fd7b29c3864bda53b805c773cbf7bfdaffc8070c976f \
-    --hash=sha256:acd7eb3f4471577b9b5a41baf02a978e8bdeb08b4b355273994f8b87032000a8 \
-    --hash=sha256:ad1fa8db769b76ea911cb4e10f049d80bf518c104f15b3edb2371cc65375c46f \
-    --hash=sha256:b40fb160a2db369a194cb27943582b38f79fc4887291417685f3ad693c5a1d5d \
-    --hash=sha256:b4dc1a6ff022ff85ecafef7979a2c6eb423430e05f1165d6688234e62ba99a07 \
-    --hash=sha256:ba3af48635eb83d03f6c9735dfb21785303e73d22ad03d489e88adae6eab8877 \
-    --hash=sha256:ba81a9203d07805435eb06f536d95a266c21e5b2dfbf6517748ca40c98d19e31 \
-    --hash=sha256:c2262bdba0ad4fc6fb5545660673925c2d2a5d9e2e0fb603aad545427be0fc58 \
-    --hash=sha256:c77afbd5f5250bf27bf516c7c4a016813eb2d3e116139aed0096940c5982da94 \
-    --hash=sha256:ca28829ae5f5d569bb62a79512c842a03a12576375d5ece7d2cadf8abe96ec28 \
-    --hash=sha256:cdc62c8286ba9bf7f47befdcea13ea0e26bf294bda99758fd90535cbaf408000 \
-    --hash=sha256:d948b135c4693daff7bc2dcfc4ec57237a29bd37e60c2fabf5aff2bbacf3e2f1 \
-    --hash=sha256:d96c2086587c7c30d44f31f42eae4eac89b60dabbac18c7669be3700f13c3ce1 \
-    --hash=sha256:d9a0ca5da0386dee0655b4ccdf46119df60e0f10da268d04fe7cc87886872ba7 \
-    --hash=sha256:da279aa314f00acbb803da1e76fa18666778e8a8f83484fba94526da5de2cba7 \
-    --hash=sha256:dbd936cde57abfee19ab3213cf9c26be06d60750e60a8e4dd85d1ab12c8b1f40 \
-    --hash=sha256:dc4f992dfe1e2bc3ebc7444f6c7051b4bc13cd8e33e43511e8ffd13bf407010d \
-    --hash=sha256:dc824125c72246d924f7f796b4f63c1e9dc810c7d9e2355864b3c3a73d59ade0 \
-    --hash=sha256:dd8ff7cf90014af0c0f787eea34794ebf6415242ee1d6fa91eaba725cc441e84 \
-    --hash=sha256:dea5b552272a944763b34394d04577cf0f9bd013207bc32323b5a89a53cf9c2f \
-    --hash=sha256:dff13836529b921e22f15cb099751209a60009731a68519630a24d61f0b1b30a \
-    --hash=sha256:e0b65193a413ccc930671c55153a03ee57cecb49e6227204b04fae512eb657a7 \
-    --hash=sha256:e5d3e6b26f2c785d65cc25ef1e5267ccbe1b069c5c21b8cc724efee290554419 \
-    --hash=sha256:e7536cd91353c5273434b4e003cbda89034d67e7710eab8761fd918ec6c69cf8 \
-    --hash=sha256:eb0b93f2e5c2189ee831ee43f156ed34e2a89a78a66b98cadad955972548be5a \
-    --hash=sha256:eb2c4071ab598733724c08221091e8d80e89064cd472819285a9ab0f24bcedb9 \
-    --hash=sha256:ec7c4490c672c1a0389d319b3a9cfcd098dcdc4783991553c332a15acf7249be \
-    --hash=sha256:ee454b2a007d57363c2dfd5b6ca4a5d7e2c518938f8ed3b706e37e5d470801ed \
-    --hash=sha256:ee6af14263f25eedc3bb918a3c04245106a42dfd4f5c2285ea6f997b1fc3f89a \
-    --hash=sha256:f14fc5df50a716f7ece6a80b6c78bb35ea2ca47c499e422aa4463455dd96d56d \
-    --hash=sha256:f207f69853edd6f6700b86efb84999651baf3789e78a466431df1331608e5324 \
-    --hash=sha256:f251c812357a3fed308d684a5079ddfb9d933860fc6de89f2b7ab00da481e65f \
-    --hash=sha256:f83424d738204d9770830d35290ff3273fbb02b41f919870479fab14b9d303b2 \
-    --hash=sha256:f8d1736cfb49381ba528cd5baa46f82fdc65c06e843dab24dd70b63d09121b3f \
-    --hash=sha256:fe5fa731a1fa8a0a56b0977413f8cacac1768dad38d16b3a296712709476fbd5
-    # via
-    #   jsonschema
-    #   referencing
 six==1.17.0 \
     --hash=sha256:4721f391ed90541fddacab5acf947aa0d3dc7d27b2e1e8eda2be8970586c3274 \
     --hash=sha256:ff70335d468e7eb6ec65b95b99d3a2836546063f63acc5171de367e834932a81
     # via python-dateutil
-sqlalchemy[mypy]==2.0.49 \
-    --hash=sha256:01146546d84185f12721a1d2ce0c6673451a7894d1460b592d378ca4871a0c72 \
-    --hash=sha256:059d7151fff513c53a4638da8778be7fce81a0c4854c7348ebd0c4078ddf28fe \
-    --hash=sha256:0c98c59075b890df8abfcc6ad632879540f5791c68baebacb4f833713b510e75 \
-    --hash=sha256:0f2fa354ba106eafff2c14b0cc51f22801d1e8b2e4149342023bd6f0955de5f5 \
-    --hash=sha256:12b04d1db2663b421fe072d638a138460a51d5a862403295671c4f3987fb9148 \
-    --hash=sha256:22d8798819f86720bc646ab015baff5ea4c971d68121cb36e2ebc2ee43ead2b7 \
-    --hash=sha256:233088b4b99ebcbc5258c755a097aa52fbf90727a03a5a80781c4b9c54347a2e \
-    --hash=sha256:24bd94bb301ec672d8f0623eba9226cc90d775d25a0c92b5f8e4965d7f3a1518 \
-    --hash=sha256:275424295f4256fd301744b8f335cff367825d270f155d522b30c7bf49903ee7 \
-    --hash=sha256:32fe6a41ad97302db2931f05bb91abbcc65b5ce4c675cd44b972428dd2947700 \
-    --hash=sha256:334edbcff10514ad1d66e3a70b339c0a29886394892490119dbb669627b17717 \
-    --hash=sha256:3bb9ec6436a820a4c006aad1ac351f12de2f2dbdaad171692ee457a02429b672 \
-    --hash=sha256:3ddcb27fb39171de36e207600116ac9dfd4ae46f86c82a9bf3934043e80ebb88 \
-    --hash=sha256:42e8804962f9e6f4be2cbaedc0c3718f08f60a16910fa3d86da5a1e3b1bfe60f \
-    --hash=sha256:43d044780732d9e0381ac8d5316f95d7f02ef04d6e4ef6dc82379f09795d993f \
-    --hash=sha256:46796877b47034b559a593d7e4b549aba151dae73f9e78212a3478161c12ab08 \
-    --hash=sha256:46d51518d53edfbe0563662c96954dc8fcace9832332b914375f45a99b77cc9a \
-    --hash=sha256:47604cb2159f8bbd5a1ab48a714557156320f20871ee64d550d8bf2683d980d3 \
-    --hash=sha256:4bbccb45260e4ff1b7db0be80a9025bb1e6698bdb808b83fff0000f7a90b2c0b \
-    --hash=sha256:4d4e5a0ceba319942fa6b585cf82539288a61e314ef006c1209f734551ab9536 \
-    --hash=sha256:55250fe61d6ebfd6934a272ee16ef1244e0f16b7af6cd18ab5b1fc9f08631db0 \
-    --hash=sha256:566df36fd0e901625523a5a1835032f1ebdd7f7886c54584143fa6c668b4df3b \
-    --hash=sha256:57ca426a48eb2c682dae8204cd89ea8ab7031e2675120a47924fabc7caacbc2a \
-    --hash=sha256:5e61abbec255be7b122aa461021daa7c3f310f3e743411a67079f9b3cc91ece3 \
-    --hash=sha256:618a308215b6cececb6240b9abde545e3acdabac7ae3e1d4e666896bf5ba44b4 \
-    --hash=sha256:62557958002b69699bdb7f5137c6714ca1133f045f97b3903964f47db97ea339 \
-    --hash=sha256:6270d717b11c5476b0cbb21eedc8d4dbb7d1a956fd6c15a23e96f197a6193158 \
-    --hash=sha256:685e93e9c8f399b0c96a624799820176312f5ceef958c0f88215af4013d29066 \
-    --hash=sha256:69469ce8ce7a8df4d37620e3163b71238719e1e2e5048d114a1b6ce0fbf8c662 \
-    --hash=sha256:6eb188b84269f357669b62cb576b5b918de10fb7c728a005fa0ebb0b758adce1 \
-    --hash=sha256:74ab4ee7794d7ed1b0c37e7333640e0f0a626fc7b398c07a7aef52f484fddde3 \
-    --hash=sha256:77641d299179c37b89cf2343ca9972c88bb6eef0d5fc504a2f86afd15cd5adf5 \
-    --hash=sha256:7c821c47ecfe05cc32140dcf8dc6fd5d21971c86dbd56eabfe5ba07a64910c01 \
-    --hash=sha256:7d6be30b2a75362325176c036d7fb8d19e8846c77e87683ffaa8177b35135613 \
-    --hash=sha256:7f605a456948c35260e7b2a39f8952a26f077fd25653c37740ed186b90aaa68a \
-    --hash=sha256:83101a6930332b87653886c01d1ee7e294b1fe46a07dd9a2d2b4f91bcc88eec0 \
-    --hash=sha256:88690f4e1f0fbf5339bedbb127e240fec1fd3070e9934c0b7bef83432f779d2f \
-    --hash=sha256:8a97ac839c2c6672c4865e48f3cbad7152cee85f4233fb4ca6291d775b9b954a \
-    --hash=sha256:8d6efc136f44a7e8bc8088507eaabbb8c2b55b3dbb63fe102c690da0ddebe55e \
-    --hash=sha256:8e20e511dc15265fb433571391ba313e10dd8ea7e509d51686a51313b4ac01a2 \
-    --hash=sha256:951d4a210744813be63019f3df343bf233b7432aadf0db54c75802247330d3af \
-    --hash=sha256:9ac7a3e245fd0310fd31495eb61af772e637bdf7d88ee81e7f10a3f271bff014 \
-    --hash=sha256:9b1c058c171b739e7c330760044803099c7fff11511e3ab3573e5327116a9c33 \
-    --hash=sha256:9c04bff9a5335eb95c6ecf1c117576a0aa560def274876fd156cfe5510fccc61 \
-    --hash=sha256:9c4969a86e41454f2858256c39bdfb966a20961e9b58bf8749b65abf447e9a8d \
-    --hash=sha256:9e0400fa22f79acc334d9a6b185dc00a44a8e6578aa7e12d0ddcd8434152b187 \
-    --hash=sha256:a05977bffe9bffd2229f477fa75eabe3192b1b05f408961d1bebff8d1cd4d401 \
-    --hash=sha256:a143af2ea6672f2af3f44ed8f9cd020e9cc34c56f0e8db12019d5d9ecf41cb3b \
-    --hash=sha256:a51d3db74ba489266ef55c7a4534eb0b8db9a326553df481c11e5d7660c8364d \
-    --hash=sha256:b95b2f470c1b2683febd2e7eab1d3f0e078c91dbdd0b00e9c645d07a413bb99f \
-    --hash=sha256:b9870d15ef00e4d0559ae10ee5bc71b654d1f20076dbe8bc7ed19b4c0625ceba \
-    --hash=sha256:c1dc3368794d522f43914e03312202523cc89692f5389c32bea0233924f8d977 \
-    --hash=sha256:c338ec6ec01c0bc8e735c58b9f5d51e75bacb6ff23296658826d7cfdfdb8678a \
-    --hash=sha256:c5070135e1b7409c4161133aa525419b0062088ed77c92b1da95366ec5cbebbe \
-    --hash=sha256:cc992c6ed024c8c3c592c5fc9846a03dd68a425674900c70122c77ea16c5fb0b \
-    --hash=sha256:d15950a57a210e36dd4cec1aac22787e2a4d57ba9318233e2ef8b2daf9ff2d5f \
-    --hash=sha256:d898cc2c76c135ef65517f4ddd7a3512fb41f23087b0650efb3418b8389a3cd1 \
-    --hash=sha256:d99945830a6f3e9638d89a28ed130b1eb24c91255e4f24366fbe699b983f29e4 \
-    --hash=sha256:da9b91bca419dc9b9267ffadde24eae9b1a6bffcd09d0a207e5e3af99a03ce0d \
-    --hash=sha256:df2d441bacf97022e81ad047e1597552eb3f83ca8a8f1a1fdd43cd7fe3898120 \
-    --hash=sha256:e06e617e3d4fd9e51d385dfe45b077a41e9d1b033a7702551e3278ac597dc750 \
-    --hash=sha256:ec44cfa7ef1a728e88ad41674de50f6db8cfdb3e2af84af86e0041aaf02d43d0 \
-    --hash=sha256:fb37f15714ec2652d574f021d479e78cd4eb9d04396dca36568fdfffb3487982
+sqlalchemy[mypy]==2.0.51 \
+    --hash=sha256:0378d055e9e8cd6ce4d8dff683bdd3d7d413533c4ee51d67a2b1e0f9eacc0f23 \
+    --hash=sha256:0592bdadf86ddcabfd72d9ab66ea8a5d8d2cc6be1cc51fa7e66c03868ac5eac1 \
+    --hash=sha256:08a204d8b5638717c26a24df18fcf40af45a6b22e35b70b1d62f0113c2e278e8 \
+    --hash=sha256:0c2c62877097e1a0db401fba5cb4debee33265e5b2a55c4ccb489c02c53b4f72 \
+    --hash=sha256:0e8203d2fbd5c6254692ef0a72c740d75b2f3c7ca345404f4c1a4604813c77c0 \
+    --hash=sha256:0f053118c30e53161857a953e4de667d90e274980dccbe5dd3829bbbeece72a5 \
+    --hash=sha256:0f6bcad487aee1c638d707235682fc96f741de00663619881ab235400d03289e \
+    --hash=sha256:111604e637da87031255ddc26c7d7bc22bc6af6f5d459ccff3af1b4660233a85 \
+    --hash=sha256:1181256e0f16479691b5616d36375dc2620ad8332b25978763c3d206ad3f3f1d \
+    --hash=sha256:159bb6ba32059f57ad7375a8f50d844dd2f19d14954ecf820cd33e20debd46b2 \
+    --hash=sha256:1aa10c0daee6705294d181daadaa793221e1a59ed55000a3fab1d42b088ce4ba \
+    --hash=sha256:1af05726b3d0cdba1c55284bf408fd3b792e690fe2399bfb8304565551cda652 \
+    --hash=sha256:1bed1ee8b01da6088210aa9412023326fb98a599ba502e6118308601dcbef77f \
+    --hash=sha256:1d21ce524ab86c23046e992a5b81cb54c21079c6df6e78b8fc77d77cac70a6b9 \
+    --hash=sha256:1e47b1199c2e832e325eacabc8d32d2487f58c9358f97e9a00f5eb93c5680d84 \
+    --hash=sha256:247acaa29ccef6250dfd6a3eedf8f94ddf23564180a39fe362e32ae9dbdbde46 \
+    --hash=sha256:2a97eaad21c84b4ef8010b11eeba9fe6153eb0b3df3ff8b6abc309df1b978ef7 \
+    --hash=sha256:2cf39aabdf48e87c1c2c2ed6d20d33ffa0733b3071ce9c5f66357947dd009080 \
+    --hash=sha256:2e54ff2dd657f2e3e0fbf2b097db1182f7bfea263eca4353f00065bae2a67c3d \
+    --hash=sha256:39a76529db6305693d8d4affa58ad5b5e2e18edd62daea628b29b97930b3513d \
+    --hash=sha256:4004ada0aafe8ae1991b2cd1d99c6d9146126e123bd6f883c260d974aa012e54 \
+    --hash=sha256:436728ce18a80f6951a1e11cc6112c2ede9faf20766f1a26195a7c441ca12dbd \
+    --hash=sha256:483b11bd46bf35fc14c52faf338b04300c9e6ce554bce9b11be85bfec3bc3195 \
+    --hash=sha256:4a011ea4510683319ce4ed274b56ee05194b39b6da9d09ca7a39388f0fa84dcc \
+    --hash=sha256:581921d849d6e6f994d560389192955e80e2950e18fcdfe2ccea863e01158e6e \
+    --hash=sha256:59cab3686b1bc039dd9cded2f8d0c08a246e84e76bd4ab5b4f18c7cdae293825 \
+    --hash=sha256:6b588fd681ddf0c196b8df1ea49a8913514894b2b8f945a9511b4b48871f99c8 \
+    --hash=sha256:6e46fc36029eff666391e0531e5387b62ce6c4f1d8e50b3fb3099eaca1b42522 \
+    --hash=sha256:6ea306caaae6bd5afd0a46050003c88f6bf33227377a49298c498c3cb88ff491 \
+    --hash=sha256:72ca54c952107ba5cd58854b67a5a6268631289d21651a1235396f3b98b47400 \
+    --hash=sha256:740cf6f35351b1ac3d82369152acf1d51d37e3dcf85d4dc0a22ca01410eabe2a \
+    --hash=sha256:7c2056838b6685b72fdb36c99996cf862753461a62f2e84f4196371d3b2d6a07 \
+    --hash=sha256:7c6b36ed71f41942bdcd2ad2522be46bfce09d5705be5640ecf19bbc7660e4b7 \
+    --hash=sha256:7d78702b26ba1c18b2d0fb2ea940ba7f17a9581b42e8361ff93920ebbee1235a \
+    --hash=sha256:804dccd8a4a6242c4e30ad961e540e18a588f6527202f2d6791b01845d59fdc9 \
+    --hash=sha256:9161cfc9efce70d1715f47d6ff40f79c6778c00d53be4fbc09d70301e4b83ba7 \
+    --hash=sha256:96747bfbadb055466e5b46d572618170046b45ce5a4879167f50d70a5319a499 \
+    --hash=sha256:9f380393be5abeb6815f68fd39271b95127173511b6706b0a630a9995d53f8f5 \
+    --hash=sha256:a42ad6afcbaaa777241e347aa2e29155993045a0d6b7db74da61053ffe875fe0 \
+    --hash=sha256:a5b2ed6d828f1f09bd812861f4f59ca3bc3803f9df871f4555187f0faf018604 \
+    --hash=sha256:a6d26094615306d116dd5e4a51b0304c99dd2356fc569eed6922a80a6bd3b265 \
+    --hash=sha256:aa18ae738b5170e253ad0bb6c4b0f07585081e8a6e50893e4d911d47b39a0904 \
+    --hash=sha256:ad30ae663711786303fbcd46a47516302d201ee49a877cb3fac61f672895110a \
+    --hash=sha256:b21f0e7efc7a5c509e953784e9d1575ebb8b4318960e7e7d7a93bb803626cf64 \
+    --hash=sha256:b3e693d15533a45cd5906f0589f9c35090bef6ef45bf1e8195c424aa0ae06a8d \
+    --hash=sha256:b7f08588854bbb724041d9ae9d980d40040c922382e1d9a2ecb390edc4fd5032 \
+    --hash=sha256:b93ab07b5292dbe7e6b8da89475275e7042744283921344b56105f3eeb0f828b \
+    --hash=sha256:bb024d8b621d0be75f4f44ecc7c950450026e76d66dc8f791bb5331d7fed59d5 \
+    --hash=sha256:bb1f5062f98b0b3290e72b707747fdd7e0f22d6956b236ba7ca7f5c9971d2da2 \
+    --hash=sha256:c45a496d6bc05dec41dcd4c3a2b183723f47473255c159cd80b503c8f246424d \
+    --hash=sha256:c5d98a2709840027f5a347c3af0a7c3d5f6c1ff93af2ca1c54494e23cba8f389 \
+    --hash=sha256:c68568f3facf8f66fa76c60e0ced69b67666ffa9941d1d0a3756fda196049080 \
+    --hash=sha256:c95ef01f53233a305a874a44a63fbfb1d81cd79b49de0f8529b3548cde437e37 \
+    --hash=sha256:ca216e8af5c05e326efc7e28716ac2381a7cf9791749f5ee1849dccdc99c9b00 \
+    --hash=sha256:ca8435d13829b92f4a97362d91975154a4015db3a2634154e1754e9a915e6b86 \
+    --hash=sha256:dc261707bf5739aea8a541593f3cc1d463c2701fb05fbcbba0ce031b69a21260 \
+    --hash=sha256:e5ea1a213be1fcd5e49d9904c3b9939211ded90bc2a64e93f4c01963474285de \
+    --hash=sha256:fa268106c8987639a17a18514cfe0cd9bf17420ab887e1e1bf486da8836135b1
     # via feast (pyproject.toml)
-starlette==1.0.0 \
-    --hash=sha256:6a4beaf1f81bb472fd19ea9b918b50dc3a77a6f2e190a12954b25e6ed5eea149 \
-    --hash=sha256:d3ec55e0bb321692d275455ddfd3df75fff145d009685eb40dc91fc66b03d38b
-    # via fastapi
+starlette==1.3.1 \
+    --hash=sha256:05d0213193f2fbaae60e2ecb593b4add4262ad4e46536b54abe36f11a71724e0 \
+    --hash=sha256:c7372aae11c3c3f26a42df7bd626cec2f47d03483d261d369516a615a53714c6
+    # via
+    #   feast (pyproject.toml)
+    #   fastapi
 tabulate==0.10.0 \
     --hash=sha256:e2cfde8f79420f6deeffdeda9aaec3b6bc5abce947655d17ac662b126e48a60d \
     --hash=sha256:f0b0622e567335c8fabaaa659f1b33bcb6ddfe2e496071b743aa113f8774f2d3
@@ -1300,24 +1165,23 @@ toolz==1.1.0 \
     # via
     #   dask
     #   partd
-tqdm==4.67.3 \
-    --hash=sha256:7d825f03f89244ef73f1d4ce193cb1774a8179fd96f31d7e1dcde62092b960bb \
-    --hash=sha256:ee1e4c0e59148062281c49d80b25b67771a127c85fc9676d3be5f243206826bf
+tqdm==4.70.0 \
+    --hash=sha256:55b0b0dbd97462d06ebee91e4dac24ed4d4702be82b24f07e6c1d27e08cea220 \
+    --hash=sha256:7f585706bfddbdebf89daac705b2dfcc16890130727d3197ca62c732b4310953
     # via feast (pyproject.toml)
-typeguard==4.5.1 \
-    --hash=sha256:44d2bf329d49a244110a090b55f5f91aa82d9a9834ebfd30bcc73651e4a8cc40 \
-    --hash=sha256:f6f8ecbbc819c9bc749983cc67c02391e16a9b43b8b27f15dc70ed7c4a007274
+typeguard==4.6.0 \
+    --hash=sha256:79878165bb86f2cf5d41d159a0ff1792a796cf496882d2fe1b1c6c7049b9cdd7 \
+    --hash=sha256:e7414f09111317de3e335de92cd397c5c0ca00b1cc1676de12e1d444a79b3f21
     # via feast (pyproject.toml)
-typing-extensions==4.15.0 \
-    --hash=sha256:0cea48d173cc12fa28ecabc3b837ea3cf6f38c6d1136f85cbaaf598984861466 \
-    --hash=sha256:f0fa19c6845758ab08074a0cfa8b7aecb71c999ca73d62883bc25cc018c4e548
+typing-extensions==4.16.0 \
+    --hash=sha256:481caa481374e813c1b176ada14e97f1f67a4539ce9cfeb3f350d78d6370c2e8 \
+    --hash=sha256:dc983d19a509c94dba722ee6abd33940f7c05a89e243c47e907eb4db6f1a43e5
     # via
     #   anyio
     #   fastapi
     #   mypy
     #   pydantic
     #   pydantic-core
-    #   referencing
     #   sqlalchemy
     #   starlette
     #   typeguard
@@ -1328,23 +1192,23 @@ typing-inspection==0.4.2 \
     # via
     #   fastapi
     #   pydantic
-tzdata==2026.2 \
-    --hash=sha256:9173fde7d80d9018e02a662e168e5a2d04f87c41ea174b139fbef642eda62d10 \
-    --hash=sha256:bbe9af844f658da81a5f95019480da3a89415801f6cc966806612cc7169bffe7
+tzdata==2026.3 \
+    --hash=sha256:4a1518b8993086a7982523e071643f3c0e5f213e75b21318e78bcabfff9d1415 \
+    --hash=sha256:dc096730c87af6cab1b171c9d532be840741ff5d459015e7f6947bd7d7e54931
     # via pandas
-urllib3==2.6.3 \
-    --hash=sha256:1b62b6884944a57dbe321509ab94fd4d3b307075e0c2eae991ac71ee15ad38ed \
-    --hash=sha256:bf272323e553dfb2e87d9bfd225ca7b0f467b919d7bbd355436d3fd37cb0acd4
+urllib3==2.7.0 \
+    --hash=sha256:231e0ec3b63ceb14667c67be60f2f2c40a518cb38b03af60abc813da26505f4c \
+    --hash=sha256:9fb4c81ebbb1ce9531cce37674bbc6f1360472bc18ca9a553ede278ef7276897
     # via requests
-uvicorn[standard]==0.34.0 \
-    --hash=sha256:023dc038422502fa28a09c7a30bf2b6991512da7dcdb8fd35fe57cfc154126f4 \
-    --hash=sha256:404051050cd7e905de2c9a7e61790943440b3416f49cb409f965d9dcd0fa73e9
+uvicorn[standard]==0.52.0 \
+    --hash=sha256:3d887809810b89ed33501bcf0a9aba469b06ecd608158efce04bd6b48d8c9b08 \
+    --hash=sha256:ca8876ad6c1983f394157c168b39d52f6dd56dabf5602fa0982751cffc2293ae
     # via
     #   feast (pyproject.toml)
     #   uvicorn-worker
-uvicorn-worker==0.3.0 \
-    --hash=sha256:6baeab7b2162ea6b9612cbe149aa670a76090ad65a267ce8e27316ed13c7de7b \
-    --hash=sha256:ef0fe8aad27b0290a9e602a256b03f5a5da3a9e5f942414ca587b645ec77dd52
+uvicorn-worker==0.4.0 \
+    --hash=sha256:8ee5306070d8f38dce124adce488c3c0b50f20cf0c0222b12c66188da7214493 \
+    --hash=sha256:e2ed952cef976f5e9e429d7269640bbcafbd36c80aa80f1003c8c77a6797abde
     # via feast (pyproject.toml)
 uvloop==0.22.1 \
     --hash=sha256:017bd46f9e7b78e81606329d07141d3da446f8798c6baeec124260e22c262772 \
@@ -1397,181 +1261,227 @@ uvloop==0.22.1 \
     --hash=sha256:ef6f0d4cc8a9fa1f6a910230cd53545d9a14479311e87e3cb225495952eb672c \
     --hash=sha256:fe94b4564e865d968414598eea1a6de60adba0c040ba4ed05ac1300de402cd42
     # via uvicorn
-watchfiles==1.1.1 \
-    --hash=sha256:00485f441d183717038ed2e887a7c868154f216877653121068107b227a2f64c \
-    --hash=sha256:03fa0f5237118a0c5e496185cafa92878568b652a2e9a9382a5151b1a0380a43 \
-    --hash=sha256:04e78dd0b6352db95507fd8cb46f39d185cf8c74e4cf1e4fbad1d3df96faf510 \
-    --hash=sha256:059098c3a429f62fc98e8ec62b982230ef2c8df68c79e826e37b895bc359a9c0 \
-    --hash=sha256:08af70fd77eee58549cd69c25055dc344f918d992ff626068242259f98d598a2 \
-    --hash=sha256:0b495de0bb386df6a12b18335a0285dda90260f51bdb505503c02bcd1ce27a8b \
-    --hash=sha256:130e4876309e8686a5e37dba7d5e9bc77e6ed908266996ca26572437a5271e18 \
-    --hash=sha256:14e0b1fe858430fc0251737ef3824c54027bedb8c37c38114488b8e131cf8219 \
-    --hash=sha256:17ef139237dfced9da49fb7f2232c86ca9421f666d78c264c7ffca6601d154c3 \
-    --hash=sha256:1a0bb430adb19ef49389e1ad368450193a90038b5b752f4ac089ec6942c4dff4 \
-    --hash=sha256:1db5d7ae38ff20153d542460752ff397fcf5c96090c1230803713cf3147a6803 \
-    --hash=sha256:28475ddbde92df1874b6c5c8aaeb24ad5be47a11f87cde5a28ef3835932e3e94 \
-    --hash=sha256:2edc3553362b1c38d9f06242416a5d8e9fe235c204a4072e988ce2e5bb1f69f6 \
-    --hash=sha256:30f7da3fb3f2844259cba4720c3fc7138eb0f7b659c38f3bfa65084c7fc7abce \
-    --hash=sha256:311ff15a0bae3714ffb603e6ba6dbfba4065ab60865d15a6ec544133bdb21099 \
-    --hash=sha256:319b27255aacd9923b8a276bb14d21a5f7ff82564c744235fc5eae58d95422ae \
-    --hash=sha256:35c53bd62a0b885bf653ebf6b700d1bf05debb78ad9292cf2a942b23513dc4c4 \
-    --hash=sha256:36193ed342f5b9842edd3532729a2ad55c4160ffcfa3700e0d54be496b70dd43 \
-    --hash=sha256:39574d6370c4579d7f5d0ad940ce5b20db0e4117444e39b6d8f99db5676c52fd \
-    --hash=sha256:399600947b170270e80134ac854e21b3ccdefa11a9529a3decc1327088180f10 \
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+    --hash=sha256:b8c8358484d5fa12ef34f05b7f4168eaf1932f408725ff6d023c33ec17bd79d4 \
+    --hash=sha256:b974946a10af379d425e2eef5b62f5c6ebeaccf91d45eaad6f5b27ecd4f91aa0 \
+    --hash=sha256:b9909cc2b48468b575eefa944919e1fe8a36c5849d5c7c168f80a8c1db69398e \
+    --hash=sha256:b9f732dc58b2dbe69e464ccf8fff7a03b0dd0be439da4c0720d3558527d3d6b4 \
+    --hash=sha256:bb68bf4df85abebe5efddc53cf2075520f243a59868d9b3973278b23e76962a9 \
+    --hash=sha256:bb7e52ecf68ba46d22df23467b87cffeb2146908aa523ebfe803019618cfda06 \
+    --hash=sha256:bc13eb17538be00c874699dc0abe4ee2bc8d50bb1166a6b9e175ef3fd7eb8f26 \
+    --hash=sha256:c0db965c5f79aa49fe672d297cf1febc5ad149b658594944f49a54a2b96270a7 \
+    --hash=sha256:c16cb06dd17d43b9d185094268459eac92c9538356f050e55b54e82cf700e1d4 \
+    --hash=sha256:c525543d91961c6955b2636b308569e84a1d1c5f5f2932041ab9ef46422f43e3 \
+    --hash=sha256:c5c19526f4e54a00f2666a6c0e9e40d582c09e865055ea7378bf0009aab857b3 \
+    --hash=sha256:c995fba777f1ea992f090f9236e9284cf7a5d1a0130dd5a3d82c598cacd76838 \
+    --hash=sha256:ca148d73dea36c9763aaa351e4d7a51780ec1584217c45276f4fe8239c768b71 \
+    --hash=sha256:cee9d5efd929efdac5f7e58f72b3376f676b64050a91c5b99a7094c5b2317488 \
+    --hash=sha256:d158cd89df6053823533e06fb1d73c549133bff5f0396170c0e53d9559340717 \
+    --hash=sha256:d20029a60a71a052a24c4db7673bc4de39ab89adbaccbfb5d67987c5d73f424d \
+    --hash=sha256:d413349d565dab74297f2a63e84a097936be69bf8f3b3801f27f380e32040f44 \
+    --hash=sha256:d4a4b147f5dca2a5d325a06a832fb43f345751adfbc63204aec30e0d9ca965a2 \
+    --hash=sha256:d516b3283a758e087841aedb8031549fb41ced08f3db10aa6d2bf32dc042525b \
+    --hash=sha256:d73a585accffa5ae39c17264c36ec3166d2fad7000c780f5ef83b2722afb9dd2 \
+    --hash=sha256:dbd6c97045dad81227c8d040173da044c1de08de64a5ea8b555da4aee1d5fa22 \
+    --hash=sha256:e0618518f282c4ebff60f5e5b1247b6d91bb8b9f4476947563a1e74acc66f3c6 \
+    --hash=sha256:e140ed30ebde76796b686e67c182cff10ea2fbab186fafd1560f74bb5a473a6e \
+    --hash=sha256:e1cfd51e97e13ff3bd047c140764d277fc9b95b7cb5da59e46a47d167adab310 \
+    --hash=sha256:e2ca07fa7d89195ec0865d3d285666286740bfa83d83e5cee204043a31ecc165 \
+    --hash=sha256:e53a384f76b631c3ae5334ce6a52f0baa3a911eb94a4eac7f160079868b716d5 \
+    --hash=sha256:eb283ee99e21ad6443c8cdb06ac5b34b1308c329cbdf03fa02b445363714c799 \
+    --hash=sha256:eb72919d93e3a16fc451d3aa3d4b1698423daca1b382d3d959c9ac51297c12a8 \
+    --hash=sha256:ecb47f183a8025b2aa18b546725c3657e542112ae9c0613a2af79b4fa8d04ad7 \
+    --hash=sha256:f155b3a1b2a5fc89cdc70d47ee5d54e3b75e88efa34982028a35daef9ba00379 \
+    --hash=sha256:f22943b7770483f6ea0721c6b11d022947a98eb0acae14694de034f4d0d38925 \
+    --hash=sha256:f28b2725eb8cce327b9b3ab02415c853011dc55c95832fe90de6bc56f5315f72 \
+    --hash=sha256:f88af53d6ddaf72179ef613ddc905e6f4785f712b49b80b3bef9f3525e6194b4 \
+    --hash=sha256:faea288b6f0ab1902ef08f4ca6de005dccf856c4e0c4f21b8c5fce02d90a1b08 \
+    --hash=sha256:fff610d7bb2256a317bb1e96f0d7862c7aa8076733ee5df0fd41bbe76a24a4f4
     # via uvicorn
-websockets==16.0 \
-    --hash=sha256:0298d07ee155e2e9fda5be8a9042200dd2e3bb0b8a38482156576f863a9d457c \
-    --hash=sha256:04cdd5d2d1dacbad0a7bf36ccbcd3ccd5a30ee188f2560b7a62a30d14107b31a \
-    --hash=sha256:08d7af67b64d29823fed316505a89b86705f2b7981c07848fb5e3ea3020c1abe \
-    --hash=sha256:152284a83a00c59b759697b7f9e9cddf4e3c7861dd0d964b472b70f78f89e80e \
-    --hash=sha256:1637db62fad1dc833276dded54215f2c7fa46912301a24bd94d45d46a011ceec \
-    --hash=sha256:19c4dc84098e523fd63711e563077d39e90ec6702aff4b5d9e344a60cb3c0cb1 \
-    --hash=sha256:1c1b30e4f497b0b354057f3467f56244c603a79c0d1dafce1d16c283c25f6e64 \
-    --hash=sha256:2b9f1e0d69bc60a4a87349d50c09a037a2607918746f07de04df9e43252c77a3 \
-    --hash=sha256:31a52addea25187bde0797a97d6fc3d2f92b6f72a9370792d65a6e84615ac8a8 \
-    --hash=sha256:32da954ffa2814258030e5a57bc73a3635463238e797c7375dc8091327434206 \
-    --hash=sha256:335c23addf3d5e6a8633f9f8eda77efad001671e80b95c491dd0924587ece0b3 \
-    --hash=sha256:3425ac5cf448801335d6fdc7ae1eb22072055417a96cc6b31b3861f455fbc156 \
-    --hash=sha256:349f83cd6c9a415428ee1005cadb5c2c56f4389bc06a9af16103c3bc3dcc8b7d \
-    --hash=sha256:37b31c1623c6605e4c00d466c9d633f9b812ea430c11c8a278774a1fde1acfa9 \
-    --hash=sha256:417b28978cdccab24f46400586d128366313e8a96312e4b9362a4af504f3bbad \
-    --hash=sha256:485c49116d0af10ac698623c513c1cc01c9446c058a4e61e3bf6c19dff7335a2 \
-    --hash=sha256:4a1aba3340a8dca8db6eb5a7986157f52eb9e436b74813764241981ca4888f03 \
-    --hash=sha256:50f23cdd8343b984957e4077839841146f67a3d31ab0d00e6b824e74c5b2f6e8 \
-    --hash=sha256:52a0fec0e6c8d9a784c2c78276a48a2bdf099e4ccc2a4cad53b27718dbfd0230 \
-    --hash=sha256:52ac480f44d32970d66763115edea932f1c5b1312de36df06d6b219f6741eed8 \
-    --hash=sha256:5569417dc80977fc8c2d43a86f78e0a5a22fee17565d78621b6bb264a115d4ea \
-    --hash=sha256:569d01a4e7fba956c5ae4fc988f0d4e187900f5497ce46339c996dbf24f17641 \
-    --hash=sha256:583b7c42688636f930688d712885cf1531326ee05effd982028212ccc13e5957 \
-    --hash=sha256:5a4b4cc550cb665dd8a47f868c8d04c8230f857363ad3c9caf7a0c3bf8c61ca6 \
-    --hash=sha256:5f451484aeb5cafee1ccf789b1b66f535409d038c56966d6101740c1614b86c6 \
-    --hash=sha256:5f6261a5e56e8d5c42a4497b364ea24d94d9563e8fbd44e78ac40879c60179b5 \
-    --hash=sha256:6e5a82b677f8f6f59e8dfc34ec06ca6b5b48bc4fcda346acd093694cc2c24d8f \
-    --hash=sha256:71c989cbf3254fbd5e84d3bff31e4da39c43f884e64f2551d14bb3c186230f00 \
-    --hash=sha256:781caf5e8eee67f663126490c2f96f40906594cb86b408a703630f95550a8c3e \
-    --hash=sha256:7be95cfb0a4dae143eaed2bcba8ac23f4892d8971311f1b06f3c6b78952ee70b \
-    --hash=sha256:7d837379b647c0c4c2355c2499723f82f1635fd2c26510e1f587d89bc2199e72 \
-    --hash=sha256:86890e837d61574c92a97496d590968b23c2ef0aeb8a9bc9421d174cd378ae39 \
-    --hash=sha256:878b336ac47938b474c8f982ac2f7266a540adc3fa4ad74ae96fea9823a02cc9 \
-    --hash=sha256:8b6e209ffee39ff1b6d0fa7bfef6de950c60dfb91b8fcead17da4ee539121a79 \
-    --hash=sha256:8cc451a50f2aee53042ac52d2d053d08bf89bcb31ae799cb4487587661c038a0 \
-    --hash=sha256:8d7f0659570eefb578dacde98e24fb60af35350193e4f56e11190787bee77dac \
-    --hash=sha256:8e1dab317b6e77424356e11e99a432b7cb2f3ec8c5ab4dabbcee6add48f72b35 \
-    --hash=sha256:8ff32bb86522a9e5e31439a58addbb0166f0204d64066fb955265c4e214160f0 \
-    --hash=sha256:95724e638f0f9c350bb1c2b0a7ad0e83d9cc0c9259f3ea94e40d7b02a2179ae5 \
-    --hash=sha256:9b5aca38b67492ef518a8ab76851862488a478602229112c4b0d58d63a7a4d5c \
-    --hash=sha256:a069d734c4a043182729edd3e9f247c3b2a4035415a9172fd0f1b71658a320a8 \
-    --hash=sha256:a0b31e0b424cc6b5a04b8838bbaec1688834b2383256688cf47eb97412531da1 \
-    --hash=sha256:a35539cacc3febb22b8f4d4a99cc79b104226a756aa7400adc722e83b0d03244 \
-    --hash=sha256:a5e18a238a2b2249c9a9235466b90e96ae4795672598a58772dd806edc7ac6d3 \
-    --hash=sha256:a653aea902e0324b52f1613332ddf50b00c06fdaf7e92624fbf8c77c78fa5767 \
-    --hash=sha256:abf050a199613f64c886ea10f38b47770a65154dc37181bfaff70c160f45315a \
-    --hash=sha256:af80d74d4edfa3cb9ed973a0a5ba2b2a549371f8a741e0800cb07becdd20f23d \
-    --hash=sha256:b14dc141ed6d2dde437cddb216004bcac6a1df0935d79656387bd41632ba0bbd \
-    --hash=sha256:b784ca5de850f4ce93ec85d3269d24d4c82f22b7212023c974c401d4980ebc5e \
-    --hash=sha256:bc59589ab64b0022385f429b94697348a6a234e8ce22544e3681b2e9331b5944 \
-    --hash=sha256:c0204dc62a89dc9d50d682412c10b3542d748260d743500a85c13cd1ee4bde82 \
-    --hash=sha256:c0ee0e63f23914732c6d7e0cce24915c48f3f1512ec1d079ed01fc629dab269d \
-    --hash=sha256:caab51a72c51973ca21fa8a18bd8165e1a0183f1ac7066a182ff27107b71e1a4 \
-    --hash=sha256:d6297ce39ce5c2e6feb13c1a996a2ded3b6832155fcfc920265c76f24c7cceb5 \
-    --hash=sha256:daa3b6ff70a9241cf6c7fc9e949d41232d9d7d26fd3522b1ad2b4d62487e9904 \
-    --hash=sha256:df57afc692e517a85e65b72e165356ed1df12386ecb879ad5693be08fac65dde \
-    --hash=sha256:e0334872c0a37b606418ac52f6ab9cfd17317ac26365f7f65e203e2d0d0d359f \
-    --hash=sha256:e6578ed5b6981005df1860a56e3617f14a6c307e6a71b4fff8c48fdc50f3ed2c \
-    --hash=sha256:eaded469f5e5b7294e2bdca0ab06becb6756ea86894a47806456089298813c89 \
-    --hash=sha256:f4a32d1bd841d4bcbffdcb3d2ce50c09c3909fbead375ab28d0181af89fd04da \
-    --hash=sha256:fd3cb4adb94a2a6e2b7c0d8d05cb94e6f1c81a0cf9dc2694fb65c7e8d94c42e4
+websockets==16.1.1 \
+    --hash=sha256:01fbdcbac298efe19360b94bc0039c8f746f0220ba570f327577bfee81059175 \
+    --hash=sha256:024193f8551a2b0eafbdd160911012c4e6c228c28430c84433253299a9e42d6a \
+    --hash=sha256:04fd29a0e2fe9414a95b00e92c67ae51bf900c50c0f8a4b2dafdad621f49ea1d \
+    --hash=sha256:056ae37939ed7e9974f364f5864e76e49182622d8f9751ac1903c0d09b013985 \
+    --hash=sha256:0f62863e8a00a6d33c3d6566ec0b89f23787b747ffe0c3bc71ec0e76b82c94b1 \
+    --hash=sha256:0ffd3031ea8bda8d61762e84220186105ba3b748b3c8da2ae4f7816fac03e573 \
+    --hash=sha256:1214e673c404684b9bf7154f5cf43b45025b1a6160fac3a9e438e9c1a97e22cb \
+    --hash=sha256:125f22dbefaf1554fea66fc83851490edb284ce4f501d37ffed2752f418332d9 \
+    --hash=sha256:130937b167a52af203c8d58e78d67705874e82759862e3b9671a452fec4abc87 \
+    --hash=sha256:1427fb4cf0d72f66333e2cacc3ff5f575bf2d7008166ce991a4a470b21d51a22 \
+    --hash=sha256:195c978b065fa40910582464f99d6b15c8b314c68e0546549a55ed83f4735328 \
+    --hash=sha256:1d27fa8462ad6a1cb36206a3d0640b2333340def181fae11ed7f9adeaa5c0747 \
+    --hash=sha256:1db4de4a0e95673f7545d393c49eeb0c2f18ac1ef93073218c79d5cdb2ee75ab \
+    --hash=sha256:1f79c89b5eb034d1722938a891916582f8f7f503f58ca22518a63c3f2cd18499 \
+    --hash=sha256:23253dd5bcae3f9aaee0a1d30967a8dbd52e5d3cff93a2e5b84df57b77d4750d \
+    --hash=sha256:249116b4a76063d930a46391ad56e135c286e4562a18309029fc2c73f4ed4c62 \
+    --hash=sha256:29dfa8114c4a620c69591c5973860f768eac29d3fd6904f37f34266cb219c512 \
+    --hash=sha256:2a606d9c24035242a3e256e9d5b77ed9cd6bccfcb7cf993e5ca3c0f6f68fb6a7 \
+    --hash=sha256:2a636ff1e7a5c4edf71ef0e79adae7f25dba93b4fcbe3dc958733477ffeb0eaf \
+    --hash=sha256:2bb5d041a8307d2e18782e7ce777f6fdb1e8c2f5d09291484b18c294b789d9aa \
+    --hash=sha256:2e28e602bb13da44fbe518c1781a88e3b9d4c3d48d02c9bad83e546164336f57 \
+    --hash=sha256:30bbe120437b5648a77d3519b7024ea09530e0b5b18d3698c5a0ae536fe0cc2e \
+    --hash=sha256:34420aaa64440ebd51ac72ca8a45ef4626429438c9b02e633ae412ed43f925d3 \
+    --hash=sha256:38565aca3e01ea8734e578fb2118dade0ecb0250533f29e22b8d1a7a196cf4d0 \
+    --hash=sha256:387e8e4aa5df2f90b198fa3cad3478822a89cf905b6a6d6c97dc3664689640cc \
+    --hash=sha256:39f2a024af5c345ffe8fcf1ee18c049c024c94df393bb09b044a6917c77bde43 \
+    --hash=sha256:3df13f73af9b3b38ab1195eb299ecb67a4330c911c97ae04043ff74085728abe \
+    --hash=sha256:414e596c75f74e0994084694189d7dc9229fb278e33064d6784b73ffbba3ca31 \
+    --hash=sha256:41c8e77f17294c0ac18008a7309b99b34ee72247ef10b6dff4c3f8b5ac29896b \
+    --hash=sha256:42290eb6db4ccaca7012656738214f8514082fb6fa40cdeb61bb9a471b52e383 \
+    --hash=sha256:42f599f4d48c7e1a3338fdaac3acd075be3b3cf02d4b274f3bf2767aedd3d217 \
+    --hash=sha256:43e3a9fdd7cbf7ba6040c31fae0faf84ca1474fef777c4e37912f1540f854499 \
+    --hash=sha256:443aefe96b7fdb132e2a70806cca1f2af49bb3f28e47abcd7c2e9dcf4d8fa1b8 \
+    --hash=sha256:46dcaa042cd1de6c59e7d9269fa63ff7572b6df40510600b678f0826b3c7af51 \
+    --hash=sha256:496af849a472b531f758dbd4d61338f5000538cb1a7b3d20d9d32a264517f509 \
+    --hash=sha256:49ae99bdfcae803a885c926bf14f886196e84925395bb3f568fef5c0f0979d7d \
+    --hash=sha256:4b57693728576d84ede0a77987ab16881b783d2cd9f1dc180a8fbbc3f79c4428 \
+    --hash=sha256:4e3b680b1e0a27457e727a0d572fd81dffa87b6dbf8b228ab57da64f7d85aead \
+    --hash=sha256:4e8d01cc3bcae7bbf8167f944aeafefed590fae5693552bba9794a9df68371cc \
+    --hash=sha256:5283810d2646741a0d8da2aa733d6aefa0545809afccb2a5d105a26bc45125f1 \
+    --hash=sha256:53260c8930da5771cec89439bff99c20c8cb03ddb9588b980697355a83cd4bd3 \
+    --hash=sha256:536676848fc5961aca9d20389951f59169508f765637a172403dc5434d722fa0 \
+    --hash=sha256:54509b8e92fee4453e152b7558ddef37ce9705a044922f2095a6105e3f80c96f \
+    --hash=sha256:56cd5fc4f10a9ea8aa0804bddb7b42506cf9e136046f3b4c27de8fec9e2ecba5 \
+    --hash=sha256:5bfd1ac19b1b9986a9c95a82d5e23a391ebb09e12c34d7be6094b86efcc35731 \
+    --hash=sha256:5c31aa7e39ee3e8a358573257f1c0bb5c52430d1b637030dd9c8cc2c282926be \
+    --hash=sha256:5e3b7d601f6f84156b08cc4a5e541c2b50ad7b36cfc302b657a12477c904a5df \
+    --hash=sha256:61922544a0587a13fd3f53e4c0e5e606510c7b0d9d22c8444e5fae22a06b38cb \
+    --hash=sha256:6456ff333092d509127d75a638cb411afae8ff17f092635015d1902efec8a293 \
+    --hash=sha256:69159730a823dde3ea8d08783e8d47ef135a6d7e8d44eb127e32b321c9db8e3e \
+    --hash=sha256:69e52d175a0a7d1e13b4b67ad41c560b7d98e8c6f6126eb0bda496c784faf8c7 \
+    --hash=sha256:6aaface73b9c71974c6497366d8b9628357f6c9749e09c4ea3610176c63f2ae3 \
+    --hash=sha256:6abbd3e82c731c8e531714466acd5d87b5e88ac3243465337ba71d68e23ae7e3 \
+    --hash=sha256:6ff9417c0ada4d0f7d212f928303e5579bdf3ace4c802fa4afabb30995da58c3 \
+    --hash=sha256:7421fad442de870a8cbf2287d1cad7e706ece0dbfeba5e911df132cbdc1cb56a \
+    --hash=sha256:7883388947767080f094950b342b30d35a2a06b849cd967c422fa0db72b40ea9 \
+    --hash=sha256:79eace538c6a97e96d0d03d4f9d314f9677f5ed85a8a984992ffd90b13cb8a56 \
+    --hash=sha256:7b1b19636af86a3c7995d4d028dbe376f39b4bf31541146f9c123582a6c94562 \
+    --hash=sha256:7dfcad78ea1492ee3a9ec765cb7f51bbc17d477107aaf6b22abf7b2558d1c5a0 \
+    --hash=sha256:8087e82f842609734c9b5a1330464f8e94e346ba0e18c832c08bafa4b0d63c15 \
+    --hash=sha256:820fb8450edddae3812fd58cbc08e2bf22812cb248ecb5f06dbb82119a56e869 \
+    --hash=sha256:8483c2096363120eea8b07c06ae7304d520f686665fffd4811fad423930a65d7 \
+    --hash=sha256:84a2cef8deffbd9ab8ee0ea546a2a6a7030c28f44e6cdd4547dbfeb489eb8999 \
+    --hash=sha256:86d7f0f8bdb25d2c632b72527325e4776430fd5bc61b9118de4e2b8ddb5f5b01 \
+    --hash=sha256:8fe0b50da2d84535fb4f7b4bfa951280f97ce3d558a0443b541166d609e67b57 \
+    --hash=sha256:90001d893bc368e302ef168d82130b4e4fdd27b85fa094682df9b667c2d48838 \
+    --hash=sha256:9246a0d063cfcbcc85f2359dd6876d681213f4790832272aa16641b4ed5d64d4 \
+    --hash=sha256:92b820d345f7a3fc7b8163949ee92df910f290c3fc517b3d5301c78065adafe1 \
+    --hash=sha256:952303a7318d4cbe1011400839bb2051c9f84fa0a35923267f5daba34b15d458 \
+    --hash=sha256:97fd3a0e8b53efa41970ac1dff3d8cf0d2884cadeb4caaf95db7ad1526926ee3 \
+    --hash=sha256:9c1c5705e314449e3308872fe084b8571ce078ee4fc55a98a769bdefe5917392 \
+    --hash=sha256:9c9f23004a3d40e89c01a7955d186a6cc83418d93b749701944ce2de3e95a1f3 \
+    --hash=sha256:9f63bcef7f4b02b06b35fc01c93b96c43b5e88e1e8868676caacf493d5a31f3a \
+    --hash=sha256:a0eadbbf2c30f01efa58e1f110eb6fa293261f6b0b1aa38f7f48707107690af9 \
+    --hash=sha256:a28fcbc9b6baf54a2e23f8655f308e4ccc6afdd7266f8fe7954f320dcda0f785 \
+    --hash=sha256:a6a61aff018180c9c50b7b0da33bfd29d378af3497429c95006c589a23a11648 \
+    --hash=sha256:aabe464bfd13bd25f4821faf111da6fefdc389f870265a53105580e45b0a2e49 \
+    --hash=sha256:ab59169ace05dcb49a1d4118f0bde139557adf45091bd85747e36bf5de984dd1 \
+    --hash=sha256:b436f6ec4fc3a6b4237c84d3f83170ed2b40bb584222f0ac47a0c8a5921980c7 \
+    --hash=sha256:b6b9dadbef0cccd9f4c4ee96b08898afa73e26803bbe0f6aeb5bb12b0074206d \
+    --hash=sha256:b852788aa51764e2d8e4cf5493d559326bcae5e38d16ba25ffa322b034df272a \
+    --hash=sha256:bae954c382e013d5ea5b190d2830526bfa45ad121c326da0049b8c769f185db6 \
+    --hash=sha256:bcce07e23e5769375158f5efdcdafa8d5cd014b93c6683865b840ed65b96f231 \
+    --hash=sha256:cc97814dfb786a83b6e2dc2e79351e1b83e6d715647d6887fcabd83026417a00 \
+    --hash=sha256:cd2ca96a082a36964aca83e992f72abeb61b7306c1a6cba4c7d06a7b93750cac \
+    --hash=sha256:cfb70b4eb56cac4da0a83588f3ad50d46beb0690391082f3d4e2d488c70b68ea \
+    --hash=sha256:d0fcf657e9f13ff4b177960ab2200237b12994232dfb6df16f1cfe1d4339f93c \
+    --hash=sha256:d14bfb217eb4701e850f1525c9d29d79c44794cdf1c299ead25f39f8c78dea81 \
+    --hash=sha256:d57685547e0060cc6fd90ee6a28405d6bd395e525545f13c8d7cd99c78afd79f \
+    --hash=sha256:d6bec75c290fe484a8ba4cacdf838501e17c06ecfbbf31eede81a9e431bd7751 \
+    --hash=sha256:d9531d9cbeac99af6f038fb1bc351403531f7d634a2c2e10e2f7c854c6ed5b68 \
+    --hash=sha256:da4ca1a9d72f9030b3146b8d7022719a9f3d478f61efe6f7dd51d243f61c51b2 \
+    --hash=sha256:dab9eb87869da2d6ed3af3f3adf28414baae6ec9d4df355ffc18889132f3436c \
+    --hash=sha256:db234eda965dcce15df96bb9709f587cd87d4d52aaf0e80e2f34ec04c7670c57 \
+    --hash=sha256:dc0fad4933f427acd5b1cec210f3ea6dce7089e1724e4b9ec6ef47c6c04d1b3b \
+    --hash=sha256:dc385593a42e31cd6fb60c19f0ecb015b386603818fc2c6c274fb42bd2bb4165 \
+    --hash=sha256:dcc04fedf83effaeb9cce98abc9469bb1b42ef85f03e01c8c1f4438ef7555737 \
+    --hash=sha256:e047dc87ef7ca50f4d309bf775ad4a71711c58556d75d7bd0604b2317f43e94b \
+    --hash=sha256:e09f753a169951eb4f28c2c774f71069304f66e7277e0f5a2892423599cfa854 \
+    --hash=sha256:ed5bb271084b46530ee2ddc0410537a9961152c5ccba2fc98c5276d992ccba87 \
+    --hash=sha256:f0aa4aad3b1b69ad3fd85a0fd0952ec64331c762bd77ec51cc814170873890b2 \
+    --hash=sha256:f17dbe07eb3ea7f99e4df9b7e0efefe80fbf30d37a8cc4d561a0aed310bc8847 \
+    --hash=sha256:f2769a0344a09e9ccf5b3cce538bc75a51b53eff3275d3896310c8552049195d \
+    --hash=sha256:f55f0b01956a094c8587146d9558c91937e78789c333860ffaf35931a6e5dbc4 \
+    --hash=sha256:f5d497865f05bb222cab7016c6034542e84e5f29f49c6fd3f4939cda7197b5b8 \
+    --hash=sha256:f70541f3104339f59f830522d94ebadb1bf47426287381623443d8bb1cdbf33d \
+    --hash=sha256:fb9a0a6dc3d1b3986cb88091b6899f0396651e0f74e2c9766ab8d6ffc3842e29 \
+    --hash=sha256:fce6c48559c86d1ac3632ccb1bebc7d5442fbe79bd9bb0e40379ee54be2a4051 \
+    --hash=sha256:fd46fff7eb62c24804d234f0051c7a8ea81285ad63e0337d3dcf33ca82aee58a
     # via uvicorn
-zipp==3.23.1 \
-    --hash=sha256:0b3596c50a5c700c9cb40ba8d86d9f2cc4807e9bedb06bcdf7fac85633e444dc \
-    --hash=sha256:32120e378d32cd9714ad503c1d024619063ec28aad2248dc6672ad13edfa5110
+zipp==4.1.0 \
+    --hash=sha256:25ad4e16390cd314347dd8f1de67a2ac538ae658ed4ab9db16029c07c188e97f \
+    --hash=sha256:4cb57381f544315db7688e976e922a2b18cdb513d21cc194eb42232ba2a3e602
     # via importlib-metadata
diff --git a/sdk/python/requirements/py3.12-ci-requirements.txt b/sdk/python/requirements/py3.12-ci-requirements.txt
index fd43a7b70a9..4de5c1a4067 100644
--- a/sdk/python/requirements/py3.12-ci-requirements.txt
+++ b/sdk/python/requirements/py3.12-ci-requirements.txt
@@ -1,142 +1,143 @@
 # This file was autogenerated by uv via the following command:
 #    uv pip compile -p 3.12 --no-strip-extras pyproject.toml --extra ci --generate-hashes --output-file sdk/python/requirements/py3.12-ci-requirements.txt
-accelerate==1.13.0 \
-    --hash=sha256:cf1a3efb96c18f7b152eb0fa7490f3710b19c3f395699358f08decca2b8b62e0 \
-    --hash=sha256:d631b4e0f5b3de4aff2d7e9e6857d164810dfc3237d54d017f075122d057b236
+accelerate==1.14.0 \
+    --hash=sha256:41b9c4377a54e0b460a959b0defa1b736e4ca0a2373252d9a539964c2afe3c8d \
+    --hash=sha256:e94390c2863b873be18f623f9df48a0d8fe5eff13ea7f1a00092b0a7904888c6
     # via docling-ibm-models
-aiobotocore==2.23.1 \
-    --hash=sha256:a59f2a78629b97d52f10936b79c73de64e481a8c44a62c1871f088df6c1afc4f \
-    --hash=sha256:d81c54d2eae2406ea9a473fea518fed580cf37bc4fc51ce43ba81546e5305114
+aiobotocore==3.8.0 \
+    --hash=sha256:80a1eb64ea915f3af3c1518669975bae74a17b2f37c14eb0fa2f83b915974670 \
+    --hash=sha256:8bc605132cadfe844a3f334635a0a64fa5e360a4a206e915d99d53db5b6deeba
     # via feast (pyproject.toml)
-aiohappyeyeballs==2.6.1 \
-    --hash=sha256:c3f9d0113123803ccadfdf3f0faa505bc78e6a72d1cc4806cbd719826e943558 \
-    --hash=sha256:f349ba8f4b75cb25c99c5c2d84e997e485204d2902a9597802b0371f09331fb8
+aiohappyeyeballs==2.7.1 \
+    --hash=sha256:065665c041c42a5938ed220bdcd7230f22527fbec085e1853d2402c8a3615d9d \
+    --hash=sha256:9243213661e29250eb41368e5daa826fc017156c3b8a11440826b2e3ed376472
     # via aiohttp
-aiohttp==3.13.5 \
-    --hash=sha256:019a67772e034a0e6b9b17c13d0a8fe56ad9fb150fc724b7f3ffd3724288d9e5 \
-    --hash=sha256:02222e7e233295f40e011c1b00e3b0bd451f22cf853a0304c3595633ee47da4b \
-    --hash=sha256:023ecba036ddd840b0b19bf195bfae970083fd7024ce1ac22e9bba90464620e9 \
-    --hash=sha256:02e048037a6501a5ec1f6fc9736135aec6eb8a004ce48838cb951c515f32c80b \
-    --hash=sha256:0494a01ca9584eea1e5fbd6d748e61ecff218c51b576ee1999c23db7066417d8 \
-    --hash=sha256:0f7a18f258d124cd678c5fe072fe4432a4d5232b0657fca7c1847f599233c83a \
-    --hash=sha256:10a75acfcf794edf9d8db50e5a7ec5fc818b2a8d3f591ce93bc7b1210df016d2 \
-    --hash=sha256:110e448e02c729bcebb18c60b9214a87ba33bac4a9fa5e9a5f139938b56c6cb1 \
-    --hash=sha256:147b4f501d0292077f29d5268c16bb7c864a1f054d7001c4c1812c0421ea1ed0 \
-    --hash=sha256:157826e2fa245d2ef46c83ea8a5faf77ca19355d278d425c29fda0beb3318037 \
-    --hash=sha256:15c933ad7920b7d9a20de151efcd05a6e38302cbf0e10c9b2acb9a42210a2416 \
-    --hash=sha256:178c7b5e62b454c2bc790786e6058c3cc968613b4419251b478c153a4aec32b1 \
-    --hash=sha256:18a2f6c1182c51baa1d28d68fea51513cb2a76612f038853c0ad3c145423d3d9 \
-    --hash=sha256:1efb06900858bb618ff5cee184ae2de5828896c448403d51fb633f09e109be0a \
-    --hash=sha256:20058e23909b9e65f9da62b396b77dfa95965cbe840f8def6e572538b1d32e36 \
-    --hash=sha256:206b7b3ef96e4ce211754f0cd003feb28b7d81f0ad26b8d077a5d5161436067f \
-    --hash=sha256:20ae0ff08b1f2c8788d6fb85afcb798654ae6ba0b747575f8562de738078457b \
-    --hash=sha256:2294172ce08a82fb7c7273485895de1fa1186cc8294cfeb6aef4af42ad261174 \
-    --hash=sha256:241a94f7de7c0c3b616627aaad530fe2cb620084a8b144d3be7b6ecfe95bae3b \
-    --hash=sha256:26d2f8546f1dfa75efa50c3488215a903c0168d253b75fba4210f57ab77a0fb8 \
-    --hash=sha256:2837fb92951564d6339cedae4a7231692aa9f73cbc4fb2e04263b96844e03b4e \
-    --hash=sha256:2994be9f6e51046c4f864598fd9abeb4fba6e88f0b2152422c9666dcd4aea9c6 \
-    --hash=sha256:2d6d44a5b48132053c2f6cd5c8cb14bc67e99a63594e336b0f2af81e94d5530c \
-    --hash=sha256:31cebae8b26f8a615d2b546fee45d5ffb76852ae6450e2a03f42c9102260d6fe \
-    --hash=sha256:327cc432fdf1356fb4fbc6fe833ad4e9f6aacb71a8acaa5f1855e4b25910e4a9 \
-    --hash=sha256:329f292ed14d38a6c4c435e465f48bebb47479fd676a0411936cc371643225cc \
-    --hash=sha256:330f5da04c987f1d5bdb8ae189137c77139f36bd1cb23779ca1a354a4b027800 \
-    --hash=sha256:33add2463dde55c4f2d9635c6ab33ce154e5ecf322bd26d09af95c5f81cfa286 \
-    --hash=sha256:347542f0ea3f95b2a955ee6656461fa1c776e401ac50ebce055a6c38454a0adf \
-    --hash=sha256:39380e12bd1f2fdab4285b6e055ad48efbaed5c836433b142ed4f5b9be71036a \
-    --hash=sha256:3a807cabd5115fb55af198b98178997a5e0e57dead43eb74a93d9c07d6d4a7dc \
-    --hash=sha256:3b13560160d07e047a93f23aaa30718606493036253d5430887514715b67c9d9 \
-    --hash=sha256:3df334e39d4c2f899a914f1dba283c1aadc311790733f705182998c6f7cae665 \
-    --hash=sha256:4bb6bf5811620003614076bdc807ef3b5e38244f9d25ca5fe888eaccea2a9832 \
-    --hash=sha256:4beac52e9fe46d6abf98b0176a88154b742e878fdf209d2248e99fcdf73cd297 \
-    --hash=sha256:4e704c52438f66fdd89588346183d898bb42167cf88f8b7ff1c0f9fc957c348f \
-    --hash=sha256:4eac02d9af4813ee289cd63a361576da36dba57f5a1ab36377bc2600db0cbb73 \
-    --hash=sha256:53fc049ed6390d05423ba33103ded7281fe897cf97878f369a527070bd95795b \
-    --hash=sha256:55b3bdd3292283295774ab585160c4004f4f2f203946997f49aac032c84649e9 \
-    --hash=sha256:57653eac22c6a4c13eb22ecf4d673d64a12f266e72785ab1c8b8e5940d0e8090 \
-    --hash=sha256:60869c7ac4aaabe7110f26499f3e6e5696eae98144735b12a9c3d9eae2b51a49 \
-    --hash=sha256:636bc362f0c5bbc7372bc3ae49737f9e3030dbce469f0f422c8f38079780363d \
-    --hash=sha256:676e5651705ad5d8a70aeb8eb6936c436d8ebbd56e63436cb7dd9bb36d2a9a46 \
-    --hash=sha256:69f571de7500e0557801c0b51f4780482c0ec5fe2ac851af5a92cfce1af1cb83 \
-    --hash=sha256:6a7cbeb06d1070f1d14895eeeed4dac5913b22d7b456f2eb969f11f4b3993796 \
-    --hash=sha256:6cf81fe010b8c17b09495cbd15c1d35afbc8fb405c0c9cf4738e5ae3af1d65be \
-    --hash=sha256:6e27ea05d184afac78aabbac667450c75e54e35f62238d44463131bd3f96753d \
-    --hash=sha256:6f1cbf0c7926d315c3c26c2da41fd2b5d2fe01ac0e157b78caefc51a782196cf \
-    --hash=sha256:6f497a6876aa4b1a102b04996ce4c1170c7040d83faa9387dd921c16e30d5c83 \
-    --hash=sha256:756c3c304d394977519824449600adaf2be0ccee76d206ee339c5e76b70ded25 \
-    --hash=sha256:77dfa48c9f8013271011e51c00f8ada19851f013cde2c48fca1ba5e0caf5bb06 \
-    --hash=sha256:7996023b2ed59489ae4762256c8516df9820f751cf2c5da8ed2fb20ee50abab3 \
-    --hash=sha256:7ab7229b6f9b5c1ba4910d6c41a9eb11f543eadb3f384df1b4c293f4e73d44d6 \
-    --hash=sha256:7becdf835feff2f4f335d7477f121af787e3504b48b449ff737afb35869ba7bb \
-    --hash=sha256:7c35b0bf0b48a70b4cb4fc5d7bed9b932532728e124874355de1a0af8ec4bc88 \
-    --hash=sha256:7c4b6668b2b2b9027f209ddf647f2a4407784b5d88b8be4efcc72036f365baf9 \
-    --hash=sha256:7e5dc4311bd5ac493886c63cbf76ab579dbe4641268e7c74e48e774c74b6f2be \
-    --hash=sha256:888e78eb5ca55a615d285c3c09a7a91b42e9dd6fc699b166ebd5dee87c9ccf14 \
-    --hash=sha256:898703aa2667e3c5ca4c54ca36cd73f58b7a38ef87a5606414799ebce4d3fd3a \
-    --hash=sha256:8b14eb3262fad0dc2f89c1a43b13727e709504972186ff6a99a3ecaa77102b6c \
-    --hash=sha256:8bd3ec6376e68a41f9f95f5ed170e2fcf22d4eb27a1f8cb361d0508f6e0557f3 \
-    --hash=sha256:8cf20a8d6868cb15a73cab329ffc07291ba8c22b1b88176026106ae39aa6df0f \
-    --hash=sha256:8f14c50708bb156b3a3ca7230b3d820199d56a48e3af76fa21c2d6087190fe3d \
-    --hash=sha256:8f546a4dc1e6a5edbb9fd1fd6ad18134550e096a5a43f4ad74acfbd834fc6670 \
-    --hash=sha256:912d4b6af530ddb1338a66229dac3a25ff11d4448be3ec3d6340583995f56031 \
-    --hash=sha256:9277145d36a01653863899c665243871434694bcc3431922c3b35c978061bdb8 \
-    --hash=sha256:95d14ca7abefde230f7639ec136ade282655431fd5db03c343b19dda72dd1643 \
-    --hash=sha256:999802d5fa0389f58decd24b537c54aa63c01c3219ce17d1214cbda3c2b22d2d \
-    --hash=sha256:9a0f4474b6ea6818b41f82172d799e4b3d29e22c2c520ce4357856fced9af2f8 \
-    --hash=sha256:9b16c653d38eb1a611cc898c41e76859ca27f119d25b53c12875fd0474ae31a8 \
-    --hash=sha256:9d98cc980ecc96be6eb4c1994ce35d28d8b1f5e5208a23b421187d1209dbb7d1 \
-    --hash=sha256:9efcc0f11d850cefcafdd9275b9576ad3bfb539bed96807663b32ad99c4d4b88 \
-    --hash=sha256:a2567b72e1ffc3ab25510db43f355b29eeada56c0a622e58dcdb19530eb0a3cb \
-    --hash=sha256:a5029cc80718bbd545123cd8fe5d15025eccaaaace5d0eeec6bd556ad6163d61 \
-    --hash=sha256:a60eaa2d440cd4707696b52e40ed3e2b0f73f65be07fd0ef23b6b539c9c0b0b4 \
-    --hash=sha256:a79a6d399cef33a11b6f004c67bb07741d91f2be01b8d712d52c75711b1e07c7 \
-    --hash=sha256:a84792f8631bf5a94e52d9cc881c0b824ab42717165a5579c760b830d9392ac9 \
-    --hash=sha256:a8a4d3427e8de1312ddf309cc482186466c79895b3a139fed3259fc01dfa9a5b \
-    --hash=sha256:a8aca50daa9493e9e13c0f566201a9006f080e7c50e5e90d0b06f53146a54500 \
-    --hash=sha256:aa6d0d932e0f39c02b80744273cd5c388a2d9bc07760a03164f229c8e02662f6 \
-    --hash=sha256:ab2899f9fa2f9f741896ebb6fa07c4c883bfa5c7f2ddd8cf2aafa86fa981b2d2 \
-    --hash=sha256:af545c2cffdb0967a96b6249e6f5f7b0d92cdfd267f9d5238d5b9ca63e8edb10 \
-    --hash=sha256:b18f31b80d5a33661e08c89e202edabf1986e9b49c42b4504371daeaa11b47c1 \
-    --hash=sha256:b20df693de16f42b2472a9c485e1c948ee55524786a0a34345511afdd22246f3 \
-    --hash=sha256:b38765950832f7d728297689ad78f5f2cf79ff82487131c4d26fe6ceecdc5f8e \
-    --hash=sha256:b6f6cd1560c5fa427e3b6074bb24d2c64e225afbb7165008903bd42e4e33e28a \
-    --hash=sha256:bace460460ed20614fa6bc8cb09966c0b8517b8c58ad8046828c6078d25333b5 \
-    --hash=sha256:bca9ef7517fd7874a1a08970ae88f497bf5c984610caa0bf40bd7e8450852b95 \
-    --hash=sha256:c180f480207a9b2475f2b8d8bd7204e47aec952d084b2a2be58a782ffcf96074 \
-    --hash=sha256:c2b2355dc094e5f7d45a7bb262fe7207aa0460b37a0d87027dcf21b5d890e7d5 \
-    --hash=sha256:c564dd5f09ddc9d8f2c2d0a301cd30a79a2cc1b46dd1a73bef8f0038863d016b \
-    --hash=sha256:c632ce9c0b534fbe25b52c974515ed674937c5b99f549a92127c85f771a78772 \
-    --hash=sha256:c719f65bebcdf6716f10e9eff80d27567f7892d8988c06de12bbbd39307c6e3a \
-    --hash=sha256:c86969d012e51b8e415a8c6ce96f7857d6a87d6207303ab02d5d11ef0cad2274 \
-    --hash=sha256:c974fb66180e58709b6fc402846f13791240d180b74de81d23913abe48e96d94 \
-    --hash=sha256:c9883051c6972f58bfc4ebb2116345ee2aa151178e99c3f2b2bbe2af712abd13 \
-    --hash=sha256:ca9ac61ac6db4eb6c2a0cd1d0f7e1357647b638ccc92f7e9d8d133e71ed3c6ac \
-    --hash=sha256:cb979826071c0986a5f08333a36104153478ce6018c58cba7f9caddaf63d5d67 \
-    --hash=sha256:cd3db5927bf9167d5a6157ddb2f036f6b6b0ad001ac82355d43e97a4bde76d76 \
-    --hash=sha256:d147004fede1b12f6013a6dbb2a26a986a671a03c6ea740ddc76500e5f1c399f \
-    --hash=sha256:d3a4834f221061624b8887090637db9ad4f61752001eae37d56c52fddade2dc8 \
-    --hash=sha256:d9010032a0b9710f58012a1e9c222528763d860ba2ee1422c03473eab47703e7 \
-    --hash=sha256:d97f93fdae594d886c5a866636397e2bcab146fd7a132fd6bb9ce182224452f8 \
-    --hash=sha256:df23d57718f24badef8656c49743e11a89fd6f5358fa8a7b96e728fda2abf7d3 \
-    --hash=sha256:df6104c009713d3a89621096f3e3e88cc323fd269dbd7c20afe18535094320be \
-    --hash=sha256:e5e5f7debc7a57af53fdf5c5009f9391d9f4c12867049d509bf7bb164a6e295b \
-    --hash=sha256:e7d2f8616f0ff60bd332022279011776c3ac0faa0f1b463f7bb12326fbc97a1c \
-    --hash=sha256:e999f0c88a458c836d5fb521814e92ed2172c649200336a6df514987c1488258 \
-    --hash=sha256:eb4639f32fd4a9904ab8fb45bf3383ba71137f3d9d4ba25b3b3f3109977c5b8c \
-    --hash=sha256:ec707059ee75732b1ba130ed5f9580fe10ff75180c812bc267ded039db5128c6 \
-    --hash=sha256:ecc26751323224cf8186efcf7fbcbc30f4e1d8c7970659daf25ad995e4032a56 \
-    --hash=sha256:ee5e86776273de1795947d17bddd6bb19e0365fd2af4289c0d2c5454b6b1d36b \
-    --hash=sha256:f1162a1492032c82f14271e831c8f4b49f2b6078f4f5fc74de2c912fa225d51d \
-    --hash=sha256:f34ecee82858e41dd217734f0c41a532bd066bcaab636ad830f03a30b2a96f2a \
-    --hash=sha256:f85c6f327bf0b8c29da7d93b1cabb6363fb5e4e160a32fa241ed2dce21b73162 \
-    --hash=sha256:f92995dfec9420bb69ae629abf422e516923ba79ba4403bc750d94fb4a6c68c1 \
-    --hash=sha256:fb0540c854ac9c0c5ad495908fdfd3e332d553ec731698c0e29b1877ba0d2ec6 \
-    --hash=sha256:fceedde51fbd67ee2bcc8c0b33d0126cc8b51ef3bbde2f86662bd6d5a6f10ec5 \
-    --hash=sha256:fe6970addfea9e5e081401bcbadf865d2b6da045472f58af08427e108d618540 \
-    --hash=sha256:fee86b7c4bd29bdaf0d53d14739b08a106fdda809ca5fe032a15f52fae5fe254
+aiohttp==3.14.3 \
+    --hash=sha256:03cd2bde3d7f085b64e549c985f4bb928cad7e8ecf5323bfca320db548d81b39 \
+    --hash=sha256:041badb8f84396357c4d3ad26de6afd7a32b112f43d3c63045c0c8278cfd2043 \
+    --hash=sha256:0a5ff2dfbb9ce645fa5b8ef3e02c6c0b9cc3f6030ff863d0c51fffc50cb5541b \
+    --hash=sha256:0fdea2281997af69da84c77ffa6f5938a0285f21fb3887c249d67419ca865b3d \
+    --hash=sha256:11fb37ef075669eee52ab1928fbf6e1741fada40409fa309ebde9607a962aebf \
+    --hash=sha256:134ac5ddcf61c6fad984b9a5727d83492ada43d63471db20fb73042c13fca62f \
+    --hash=sha256:152516815ef926786a0b6ae2b8f1fd2e0c71582dee0b435636865316fd4891b7 \
+    --hash=sha256:1576145bdceeb92382d899751e12743a3a5b8e460a841e3e50543859e54864dc \
+    --hash=sha256:16100ad3ab8d649fdfbee87602d9d2dcdca9df0b9eda8a1b5fdc0d41f96da559 \
+    --hash=sha256:16ea7e24c309fb7c0bbd505d149abe4fe4dccfb8db911db7dbec0921bc889a6f \
+    --hash=sha256:18c441d0a8fca6de8d1f546849b9f0ab20d435993e2c5b59562b2fae6be2f929 \
+    --hash=sha256:18cb43369747b2ae007bd2655fb8e63a099c2ff1d207962943636dac989b3147 \
+    --hash=sha256:1b59533861b70a2185c8f4f350f791f39d64358ef6944ce71c5240c9ec0982c9 \
+    --hash=sha256:1c5281acc88b92396f88c7e1e2748f8466689df22b80170e4f51efa712fb47a8 \
+    --hash=sha256:1c5ec8fb1bcc31a8466f74aaf26c345d5c386fa4bd08a3f0eb9c7a4a3fe8b5bf \
+    --hash=sha256:1caa7b0d05f3e3a36f87788c59e970a7ee1cefcfcbb924a9f138c4a6551c9cb7 \
+    --hash=sha256:21c016079415ed3fd676963e9793700a566d85dbbd6bfc564b9b2d209147dcc8 \
+    --hash=sha256:2498f0fe69ead802f9675beca44a7c21c62fdaa4ec5145ea1c3ad6edbee29f85 \
+    --hash=sha256:25bd2708db6bdf6a6630dd37bdcdfcb47c4434d22ac69c64665b802910140b30 \
+    --hash=sha256:270d3dace9ca2f10f0da5d8ebe519b7a310fc6112ed916e32df5866df0888553 \
+    --hash=sha256:2e1161602f45a54de2ce0905243a95f58cb42dcd378402f3697f5e0b21e9d2e7 \
+    --hash=sha256:2e9878ae68e4a5f1c0abe4dd497dbc3d51946f5837b56759e2a02e78fa90ef86 \
+    --hash=sha256:30402d03a7c0ff52bce290b57e564e9079fd9d0cb545c8aba73f86a103162d2e \
+    --hash=sha256:33a2d7c28d33797a2e99923dffa63f83d908a19b6bf26cfe80fa790aa5e1a75a \
+    --hash=sha256:362a3fd481769cac1a824514bcd86fda51c65e8fe6e051099e008fddde6db17c \
+    --hash=sha256:38901a84da3ce22249f6e860bf8f90d141bcab7da090cc398f8bb58c0e44b7da \
+    --hash=sha256:39aded8c7f3b935b54aab1d8d73c70ec0ee2d3ec3b943e0e86611bc150ba47f5 \
+    --hash=sha256:3a26434dafe408229ff3403458ca58de24fb51936504decac49ce6755f77e59d \
+    --hash=sha256:3ae5b3a59436d089b5395d910121a390feed4d00578eb95a0fd1a329fe963100 \
+    --hash=sha256:3d4f72af88ac2474bb5bca640030320e3d38a0163a1d7533500e87be458eef71 \
+    --hash=sha256:3f42e9b78301f11c8f861746175d8b9c1ccef713fcad9eab396e2f6db8ed4a22 \
+    --hash=sha256:42a67efc36300d052fb4508a53e8b6901b9284b599ae63945c377569c5fcc1e1 \
+    --hash=sha256:48d67b87db6279c044760787eb01f6413032c2e6f3ba1cafaa492b1c8e578479 \
+    --hash=sha256:498c6c623134f8e09a3c4e60bcd607a0b4590dd7dbf08dd40851b27cbb520ccb \
+    --hash=sha256:49f7325beb0f85ef4aef5f48f490269575f83e6e2acad00a1d80b807eb027062 \
+    --hash=sha256:4e3ac92d90e92773b2362d506068e9a948192bd553e743c5b2429e28527c8661 \
+    --hash=sha256:530125ee1163c4219af35dc3aa1206e541e7b31b6efc1a3f93b70a136f65d427 \
+    --hash=sha256:5373dc80ad1aa2fb9ad95c83f24eef418bbda3a61375f128e5b0192e4f3f9b32 \
+    --hash=sha256:53e5179d8abb5710f8e83ba207c41c8d1261fcffd4616500e15ca2b7a33be10a \
+    --hash=sha256:53e7b4ce82b54a8bcc71b3b67a5cbd177ca1d7f592cbc92cd38b7349f73482db \
+    --hash=sha256:543906c127fb1d929b95076db19b83fa2d46751006ff1e23b093aa5ac4d8db42 \
+    --hash=sha256:54cfcdee2770dac994417cbb0ee1f3eb0e7cb6b30c79bf44f2c02ff79ec5124a \
+    --hash=sha256:55bdcc472aafe2de4a253045cc128007a64f1e0264fb675791e132ea5edaa3bd \
+    --hash=sha256:56f355e79f71aef2a85c80305cc915f894b170dba76de5fe84f6351939b83c06 \
+    --hash=sha256:5895ef58c4620afe02fa16044f023dc4dafec08158f9d08874a46a7dbc0341b8 \
+    --hash=sha256:5bcb6ff3fdab1258a192679ff1a05d44f59626430aa05cd1a9d2447423599228 \
+    --hash=sha256:5f08ec777f35ee70720233b8b9811d3bb5d728137f30ac91b7457709c3261ac0 \
+    --hash=sha256:614c61d478b83953e261d02bb2df750f17227cd33ef8002945bf5aebbde21919 \
+    --hash=sha256:617105e2c3018ee38d0c8ce5ee3c84f621a6d8b9f723202aacaff28449ca91ee \
+    --hash=sha256:6debfa7312ff9d4c124dc71d72e9a0a4b9e0879e48ba6fcb42bef5c3300289e2 \
+    --hash=sha256:7041d52c3a7fa20c9e8c182b534704abb19502c8bdcbde7ab23bfda6f642394f \
+    --hash=sha256:70c987b27534f9ae1a723f47ae921571d616da21d3208282bf4c52af5164ac43 \
+    --hash=sha256:74ab5b6a9fb13e873e5a90946588baecaf488745e1db1a4a5c433f971f035098 \
+    --hash=sha256:78253b573e6ffab5028924fc98bc281aae05445969982a10864bc360dea2016c \
+    --hash=sha256:7a75aa63cbf9b21cfaf60dc2657e19df2c2867d91707d653fee171ffeedd1371 \
+    --hash=sha256:8800c996b01c2772a783e3e46f3e1abd5823029adca0df54231960de9bfefa5b \
+    --hash=sha256:89176250f686cb9853c0fb7ead90e639e915b84a6f43eedc2a4e7ec21f1037f0 \
+    --hash=sha256:8a5fd34f7f7410d1730d5c2ba873cacb2eed3fede366feb268a70ba22581ed8f \
+    --hash=sha256:8b3b60de05f3dcb6f6a00f818bb2ec781cee4de0645f59ccaf99b1d1823b6100 \
+    --hash=sha256:8f2f1c4c032c7cedd7d8da6f54c97b70266c6570c3108d3fdffee7188bb70529 \
+    --hash=sha256:9491196535a88924a60afd5b5f434b5b203b6cc616250878dbdb223a8f7844bc \
+    --hash=sha256:9aa6e61fdf20105c4144e755bd586008ff450791d67b1c8146fdc15959c4d51c \
+    --hash=sha256:9d9edccfe496b476db5f398d97b865e9a6752bcf8aec4eef8390ce20fb64bb41 \
+    --hash=sha256:9fc7b5bfec6573f3ae844f457fdde5adeb713f8b8e4a81ad64fc207b49383716 \
+    --hash=sha256:a0dc483c00da8b673abbb367eb6f8d8f4bcec30eb58529ea13cb42e7fd2dfa33 \
+    --hash=sha256:a3a8296e7ab5c295f53f1041487cb088e1480775aafbf7fe545d93b770a0f96f \
+    --hash=sha256:a3e22975f905b89a55a488c2a08f2fdb2186175349e917d48985cc468a3d4c6e \
+    --hash=sha256:a4af35c443e0b1a1bd6a8af3f3485d7fda15c142751a00f3ff8090f0b93346fa \
+    --hash=sha256:a94dbaae5ae27bd849c93570669bff91e0510f33a80805738e3de72a7be0447b \
+    --hash=sha256:ac74facc01463f138b0da5580329cfcc82818dea5656e83ddcd11268fc12ff80 \
+    --hash=sha256:ad4c8b7488d745d2ca4838ebd8ae5ba9b56341d30b1da43640e4ce87f9f49646 \
+    --hash=sha256:b014a6ed7cf912e787149fdc529166d3ceabac23f26efeea3158c9aba2354e7e \
+    --hash=sha256:b20032766aedf6261c7a566585a40867d092ac03a0d81592d5370ef9b054f99b \
+    --hash=sha256:b2466434105a4e03113c36ec775cc2ebe6676b62eae326fa670bb607ef788c1c \
+    --hash=sha256:b304db572b4368edd8dda8a2274f73156fe15558fca4a917cb8a09fc47af5963 \
+    --hash=sha256:ba59d59aba08ac02fc03b0c8983ccd5ee39a199d0552ce9e6d2b4845b34d59ae \
+    --hash=sha256:bd52f811e65f6fb634b1047159657c98f52b407f8efec907bcfc09da9a4c0a25 \
+    --hash=sha256:bdd0e2834dce1a26c1bbe26464861e16bbe217042cbff619247c11594472518c \
+    --hash=sha256:c23ec8ee9d5ab2f5421f9c7fffce208435607af27fd46d4a44e031954352838f \
+    --hash=sha256:c39846c3aad97a8530c89d7a3869a8f8e9e3762c6ac0504481e5c80948f7e807 \
+    --hash=sha256:c3c200cf9757edd785051dc699c7ecbec22110dbfcb3fefc7a9f9695eda8ea7a \
+    --hash=sha256:c7d3a97c678d34fc5b59da671ee9cd630096ddc643e7b5a30d54a2a6f3574d3f \
+    --hash=sha256:c8653fd547c93a61aadc612007790f5555cdd18946fa48cf45e26d8ea4ea473d \
+    --hash=sha256:cc7cb243a68167172f48c1fd43cee91ec4b1d40cefd190edd43369d1a6bc9c82 \
+    --hash=sha256:ccd4893707b3e2a13e39c90d43cf80edf2e4d0457935bcc103bf2346214c3f15 \
+    --hash=sha256:cd817772b2fcf2b8c0905795318485f9ec16eae60b29feb7f4c77085311637f0 \
+    --hash=sha256:cda5fd5c95ad7a125a2e8464acc78b98b94c475a3780d6aa0aa157c93f470f4d \
+    --hash=sha256:cef89a58e628c4efcac3275c2d68083f82426dcdc89c1492a6f654f9f7ea6ab9 \
+    --hash=sha256:d1558173930a5a8d3069cee5c92fc91c87c4dbcb099debbb3622053717145a19 \
+    --hash=sha256:d6088ec9894113802bddb3c09e974929aed2c7b3a8c456219b8aab4481f1a239 \
+    --hash=sha256:d6218d92e450824e9b4881f44e8c09f1853b490f9a64130801024a4793b1b3b0 \
+    --hash=sha256:d77640cc618c1d99fc4f8589c0f24a730adfa54eb1e57ef7bf0c8dfb78da898c \
+    --hash=sha256:d7d2deec16eeedf55f2c7cf75b521ea3856a5177e123844f8fd0f114ce252cb5 \
+    --hash=sha256:db332af25642007330fca8be5c4d194caf2bea7a7fc84415aff3497af5dfee6b \
+    --hash=sha256:dd54d0e8717de95939766febac482ac0474d8ac3b048115f9f2b1d23a16e7db4 \
+    --hash=sha256:ddcac3c6b382e81f1dd0499199d4136b877beb4cb5ef770bbbfba56c4b8f55d2 \
+    --hash=sha256:df82f3787c940c94986b34222d59c9e38843fba85139f36e85255a82ad5355a9 \
+    --hash=sha256:dfa68deb2a443bdaa3ea5297b0699c1464f08aef3812b486d1348eee61b07dc0 \
+    --hash=sha256:dff9461ec275f22135650d5ba4b4931a11f3958df7dfbb8db630000d4dee0883 \
+    --hash=sha256:e1e74298bab6ee0d6e749ed4fd1901c7e604bdda32c03d787a2cc71c46d0433d \
+    --hash=sha256:e2667f0bbe7eb6c74eae5e9691441ad186e5845ca3cff63230fc09c4e7514f5d \
+    --hash=sha256:e3be98a7c30b8c25d573dafba7171d66dfb05ee6a9070fc46535464ff97700a6 \
+    --hash=sha256:e568e14940c09955aa51f4e645b6daa18a581c5dcfcd73744dcc86a856e3ced3 \
+    --hash=sha256:e72ee89e28d907a18f46959b4eb0bb06701cc7f8cf4366e00029e2ccfaaf5924 \
+    --hash=sha256:e92eb8acc45eb6a9f4935071a77edf5b85cc6f8dfad5cd99e97653c26593cdde \
+    --hash=sha256:ea05e1f97ceea523942d9b2a7d7c0359d781d683d6b043f5943a602b14da4787 \
+    --hash=sha256:eac645b09bcfdf73df7536331f0678c1086ea250981118ddb5199e17ccef72bb \
+    --hash=sha256:eb0495d778817619273c108784292be161a924b9f5ae5cbbc70a2caa6838250b \
+    --hash=sha256:ebe8e504f058fe91223351cecd2d9d6946c9d241bb0250d898ffbdf584cc72b0 \
+    --hash=sha256:ed099d105449c4f9e84f24af203cd131349d4761d8813fa7e02c32e7128cd910 \
+    --hash=sha256:f0f177d1b195b9e06376cfd7d308d8a1b920909a609d03ac82a8c73bbb16d3b9 \
+    --hash=sha256:f3d2669fe7dec7fc359ecdb5984b29b50d85d5d00f8c1cb61de4f4a24ee42627 \
+    --hash=sha256:f4e05329faa0ea1a404b37de4f034fd2c2defcca06a68dc6745e4e56c88e8a48 \
+    --hash=sha256:f53bcd52f585e1ac3e590d61434eb61f9a88c38df041b4ea126d97144344a77b \
+    --hash=sha256:f55119f7bf25f49ed210f6096090715da24f2943c62102448915fde3c62877ce \
+    --hash=sha256:f631fe87a6f30df5fbe6d79640b25e4cffb38c31c7fb6f10871517b84b0f8c1a \
+    --hash=sha256:f8fb78a83c9e5f741ca3a68cfb455c1f5bb83b4e7249a3848b3cd78d0a8563b0 \
+    --hash=sha256:fa9467a8113aa69d3d7c55a70ef0b7c636010a40993f3df9d9d0d73b3eb7ef24 \
+    --hash=sha256:fd51ebf9d3a00c074df4ede271023f4d2dba289bcc740b88191872716014e3c5
     # via
     #   aiobotocore
     #   aiohttp-cors
     #   fsspec
+    #   kubernetes
+    #   mlflow
     #   ray
 aiohttp-cors==0.8.1 \
     --hash=sha256:3180cf304c5c712d626b9162b195b1db7ddf976a2a25172b35bb2448b890a80d \
@@ -154,24 +155,29 @@ alabaster==0.7.16 \
     --hash=sha256:75a8b99c28a5dad50dd7f8ccdd447a121ddb3892da9e53d1ca5cca3106d58d65 \
     --hash=sha256:b46733c07dce03ae4e150330b975c75737fa60f0a7c591b6c8bf4928a28e2c92
     # via sphinx
+alembic==1.18.5 \
+    --hash=sha256:06d8ba9d04558022f5395e9317de03d270f3dced49cee01f89fe7a13c26f14bc \
+    --hash=sha256:1554982221dd17e9a749b53902407578eb305e453f71999e8c7f0a48389fff8e
+    # via mlflow
 altair==4.2.2 \
     --hash=sha256:39399a267c49b30d102c10411e67ab26374156a84b1aeb9fcd15140429ba49c5 \
     --hash=sha256:8b45ebeaf8557f2d760c5c77b79f02ae12aee7c46c27c06014febab6f849bc87
     # via great-expectations
-annotated-doc==0.0.4 \
-    --hash=sha256:571ac1dc6991c450b25a9c2d84a3705e2ae7a53467b5d111c24fa8baabbed320 \
-    --hash=sha256:fbcda96e87e9c92ad167c2e53839e57503ecfda18804ea28102353485033faa4
+annotated-doc==0.0.5 \
+    --hash=sha256:117bac03a25ede5df5440e855b32d556049ca169ead221505badf432fed4b101 \
+    --hash=sha256:c7e58ce09192557605d8bbd92836d7e1d520ac9580096042c0bfd197efacf1bb
     # via fastapi
-annotated-types==0.7.0 \
-    --hash=sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53 \
-    --hash=sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89
+annotated-types==0.8.0 \
+    --hash=sha256:13b2beaad985e05e2d6407ee4c4f35590b11f8d693a258a561055cac8f64cab7 \
+    --hash=sha256:f072f4d804ea359e4eaf198b1af7a8b0943881a87f31bb764f8bf219bb9419e0
     # via pydantic
-anyio==4.13.0 \
-    --hash=sha256:08b310f9e24a9594186fd75b4f73f4a4152069e3853f1ed8bfbf58369f4ad708 \
-    --hash=sha256:334b70e641fd2221c1505b3890c69882fe4a2df910cba14d97019b90b24439dc
+anyio==4.14.2 \
+    --hash=sha256:9f505dda5ac9f0c8309b5e8bd445a8c2bf7246f3ce950121e45ea15bc41d1494 \
+    --hash=sha256:cfa139f3ed1a23ee8f88a145ddb5ac7605b8bbfd8592baacd7ce3d8bb4313c7f
     # via
     #   elasticsearch
     #   httpx
+    #   httpx2
     #   jupyter-server
     #   mcp
     #   sse-starlette
@@ -226,9 +232,9 @@ asn1crypto==1.5.1 \
 assertpy==1.1 \
     --hash=sha256:acc64329934ad71a3221de185517a43af33e373bb44dc05b5a9b174394ef4833
     # via feast (pyproject.toml)
-asttokens==3.0.1 \
-    --hash=sha256:15a3ebc0f43c2d0a50eeafea25e19046c68398e487b9f1f5b517f7c0f40f976a \
-    --hash=sha256:71a4ee5de0bde6a31d64f6b13f2293ac190344478f081c3d1bccfcf5eacb0cb7
+asttokens==3.0.2 \
+    --hash=sha256:3ecdbd8f2cc195f53ccada3a613538bb5f9ef6f6869129f13e03c30a677b8fe2 \
+    --hash=sha256:9da13157f5b28becde0bd374fc677dcd3c290614264eff096f167c469cd9f933
     # via stack-data
 async-lru==2.3.0 \
     --hash=sha256:89bdb258a0140d7313cf8f4031d816a042202faa61d0ab310a0a538baa1c24b6 \
@@ -246,14 +252,15 @@ attrs==26.1.0 \
     --hash=sha256:c647aa4a12dfbad9333ca4e71fe62ddc36f4e63b2d260a37a8b83d2f043ac309 \
     --hash=sha256:d03ceb89cb322a8fd706d4fb91940737b6642aa36998fe130a9bc96c985eff32
     # via
+    #   feast (pyproject.toml)
     #   aiohttp
     #   jsonlines
     #   jsonschema
     #   openlineage-python
     #   referencing
-azure-core==1.40.0 \
-    --hash=sha256:7f3ea02579b1bb1d34e45043423b650621d11d7c2ea3b05e5554010080b78dfd \
-    --hash=sha256:ecf5b6ddf2564471fae9d576147b7e77a4da285958b2d9f4fd6c3af104f3e9d7
+azure-core==1.41.0 \
+    --hash=sha256:522b4011e8180b1a3dcd2024396a4e7fe9ac37fb8597db47163d230b5efe892d \
+    --hash=sha256:f46ff5dfcd230f25cf1c19e8a34b8dc08a337b2503e268bb600a16c00db8ad5a
     # via
     #   azure-identity
     #   azure-storage-blob
@@ -261,9 +268,9 @@ azure-identity==1.25.3 \
     --hash=sha256:ab23c0d63015f50b630ef6c6cf395e7262f439ce06e5d07a64e874c724f8d9e6 \
     --hash=sha256:f4d0b956a8146f30333e071374171f3cfa7bdb8073adb8c3814b65567aa7447c
     # via feast (pyproject.toml)
-azure-storage-blob==12.28.0 \
-    --hash=sha256:00fb1db28bf6a7b7ecaa48e3b1d5c83bfadacc5a678b77826081304bd87d6461 \
-    --hash=sha256:e7d98ea108258d29aa0efbfd591b2e2075fa1722a2fae8699f0b3c9de11eff41
+azure-storage-blob==12.30.0 \
+    --hash=sha256:2cd74d4d5731e5eb6b8d5c5056ee115a5e88f8fdf22517b739836fda685018be \
+    --hash=sha256:d415ac50b67a8da6b3ae7e9f1014b1b55cd7aafa0b8d4ca9b380568dc7360423
     # via feast (pyproject.toml)
 babel==2.18.0 \
     --hash=sha256:b80b99a14bd085fcacfa15c9165f651fbb3406e66cc603abf11c5750937c992d \
@@ -271,6 +278,94 @@ babel==2.18.0 \
     # via
     #   jupyterlab-server
     #   sphinx
+backports-zstd==1.6.0 \
+    --hash=sha256:0308990ffc998df3c7ed35276bde049728b5c3956203cae40d80893576a41459 \
+    --hash=sha256:03b7c59c71f7a597e2bcb3f8368371e9a660a1bdf1c37afc1f1ad1496a013c19 \
+    --hash=sha256:0466b14723f3b7697669c00ee66fe16e30e25636b286b0a923fa86fa3d8a753c \
+    --hash=sha256:068ef3d8c18815a2e3a752f766313e19910e7c50939b956923748d9c04ebcb1b \
+    --hash=sha256:08793876172551a930ce4d65c712cd516184d1a97070d4a1193e05bf0cf7040d \
+    --hash=sha256:0eb4281f402b94d397b7482f6d9efd04c28274e4ed6eb57eb1f87bdd091a6a87 \
+    --hash=sha256:10b61850c4112952e05aa6e6cce8c9a5936fbeadb321e154216705cc76a14afa \
+    --hash=sha256:15b1aae0f64cd742df4bba1d989d0a09a6ec619202543fdba684640454541fd3 \
+    --hash=sha256:17efb3d11137de5166dd51eedab9c36ad633402acba386eee8d715213ea47e49 \
+    --hash=sha256:1a99710fbb225d459d66def4dc2bb2cd4a9a0bdc8b799fc0621cfdd863be9c93 \
+    --hash=sha256:1d146926e997d2d3de8212bdcbf4985344a2622ca3bec458d8908000a84fd883 \
+    --hash=sha256:1e20b3ecd0a711be82e964aca28554eabbc31ee69a20e5e7b8fd42268af46212 \
+    --hash=sha256:23a793f2fed4dbf0517319759a2cded0b0dd8e8d3797fe30badd5693e320c175 \
+    --hash=sha256:25b5ddc789480072551af571a746e9500356b2aff0499861cf2ca07ea7431e68 \
+    --hash=sha256:28eef3881164f3c23ce58ed59e4684103bdd279583eb2d299858c9e9b72fde9a \
+    --hash=sha256:28fecd73459d74910ae1987ab84b7bef690d3dd860948430dd5555108b006daf \
+    --hash=sha256:2914abea516704bdafb2090acd3f15b5f9debecfabd15b8dd8285b2ad3b92209 \
+    --hash=sha256:2ace939e4d620e119423606f2d3d7115f8707733bf57f279ad9a9383f875986f \
+    --hash=sha256:2ba9ac10fc393e5123a08802e0e895a107cb4a66b9973d2844dbd8a343111e59 \
+    --hash=sha256:2ddab55a5f54dec8acfad68ef70f1c704fd21919990ddc238afbd6f496e61c6a \
+    --hash=sha256:2f723219335387d7546412d8141e0303590600949b4184a1391a0c6a3c756058 \
+    --hash=sha256:30576f49b82328ec8af16c11100efe52ca88526f71bbe100ef6b4e707dc13bf2 \
+    --hash=sha256:32f04d54ec1fdf3aa648b24a10b1c9234ed2046cc4af7a8850cbc236c05d42f3 \
+    --hash=sha256:3b6713371f8987a1178df93cb36f29eef191f224021e2d656b2f11ce60d26816 \
+    --hash=sha256:3e689af303df287142770abe3a48bbefd24dab4a09da5807d0e1fa8c75bab026 \
+    --hash=sha256:460fd6b3f338c659507ae36cfd6b58ac9942a2ff233c5cf574416dfec0451a84 \
+    --hash=sha256:481a1e9bd8f419fdc625307aa20234687f99368c75df511ef589693c5fea4c6f \
+    --hash=sha256:4b6c8b02ab0ccb2431bb7bc238be91d158b308915e7b07937388e540466fe7e7 \
+    --hash=sha256:4c68a9ed2df0cca51d774c521e68a34d2e3d9ebfc687ef8096adfd4f345b551d \
+    --hash=sha256:5918fc6b31437208721276964323933cd86077b8d5b469c59c1b3fd2c8220a05 \
+    --hash=sha256:5e9a8370c8ed873083d5de956d6b2e60adbad31e52d7a11111c96ef01d1910ae \
+    --hash=sha256:6430b34a2ae6fcc604672f4f913102563473d9a015bdca1ce8c95041cc1f2677 \
+    --hash=sha256:64b94d7a836568926a3309ff510c7f8261b881b341fd4992cabf4f0998878f8a \
+    --hash=sha256:65048ed08c5124f05ff9f355ab9703014bb2dbe7f8d9948ce193685b1775f442 \
+    --hash=sha256:66cf8038893c7708ec345ffb3ac63c775d10f430f323ac2f0334fdb6a397c57c \
+    --hash=sha256:6c73ae37dbf9207727ac095dedef864c05d836eaec962a47b3b64eaadaf1c6b6 \
+    --hash=sha256:711e6b98f8924e8b4a61ff97ab6321f33de024e1ed6a32f5123763aeda8459be \
+    --hash=sha256:7293fefe15f0e5852bdb4ad1e0e26f3cbd4d3e61c19f751ecc4ff34bc1eb237d \
+    --hash=sha256:73000459db113a658c4fb0510100ef0e79137b5828bf957b7709aacae4eb1b87 \
+    --hash=sha256:75578c71644b031118ce938855a53530708db7f4af6e83e2f8840d5a1de990f8 \
+    --hash=sha256:7741e44f7938ec94f9a52678c8d19b7bc548522ffdc39c9e4481af8db545fa9a \
+    --hash=sha256:79284c1dd702f4f24ed1a36e51555c907dd237b6c0d829595978f4089a2aeea9 \
+    --hash=sha256:7c2b1f4a640c51130caa92cef5bf72bd3c3dbbcfbf814c37403aa0601b1811b0 \
+    --hash=sha256:7d3f64c503af7b60115b97c16feaf75bd191ef2c978d5c0c7725a6682bef63c5 \
+    --hash=sha256:80a7859ffe70bf239d7a2ce15293bdeb5b4280ff7dc326ffab312b0e254dbb24 \
+    --hash=sha256:8219d6fceae6b39535c4ac323dba0923d10f781d59962ff3504e693fdcafa92c \
+    --hash=sha256:83391ef5935cc0f329b1abca414ae20ffe40d335fc21a4b5e664f08a74317d5f \
+    --hash=sha256:83415af3c64550a56cc20b4cce59bbaa81f21d28466d7adf98feff011ecbc66d \
+    --hash=sha256:839faf90a7eb525a401978dc925df8c44bd12526e8ba1529b9f8a7106e729637 \
+    --hash=sha256:84f92e5a60a78c72ccda79d0417d311a1f6da18f446423ed411726d545bf7b56 \
+    --hash=sha256:8872a0e9f1af975966b5be6af7eebd3dc4046f15e470b719316516dc3d137cd6 \
+    --hash=sha256:8c298785e2fadeab82342040f2d9ce764ce500e6da6a6d99a2de514e63580b5a \
+    --hash=sha256:97e8a9674652496c7612b528085dd5a296c052a2edc466ca1bfb7b0b27820413 \
+    --hash=sha256:994167ff6551b9c1ce226e0aab16295b98c94507b5701aa60d2c32b7d50796b1 \
+    --hash=sha256:9cb75e33131946fabd6319061df3b8b1d588fe0963183280e9b5f49f7772fc09 \
+    --hash=sha256:a13cfa3410a75e4cb87abdb669aaf79da861cb79299159054ff8f77b9671bc40 \
+    --hash=sha256:a3c17e6a267d13de9cbf14bf2ebfa87e03d26692456fc67d2dbed9da4f479b18 \
+    --hash=sha256:a4ae7ed5a6d813450cc2d818284ea3db9721edcef50a56aae42ea06feec38c6e \
+    --hash=sha256:a838296f5b84c920172fb579cac894d255c1fc25457c7234613ddcfa385e49b7 \
+    --hash=sha256:ab70eace272d6f122b121c057e436709b50a28abf30d97aab28433c08f4a4095 \
+    --hash=sha256:ae106fe16e36efc60ab098d02478d30aa0e31e1420eb4ecf0116459253bc6361 \
+    --hash=sha256:aeef8563b82ed4af328f98e5041c1b4800d86f68f857ffd1577d4d47dc9aa6cd \
+    --hash=sha256:b067b1ef9c8e41fb0882c828aa37829938b5c0dab067eca72b23fc24c563b9da \
+    --hash=sha256:b0ddbcd2866b8ff1a2836e4b0e4d44788f5b992d83fac75a38cda8f9a2bee079 \
+    --hash=sha256:b4bddfcfb6679215d6f4dc5f79a1f9301af339480d70527a14b57a1f2e6b6cbf \
+    --hash=sha256:b7bc9a0b66097f03820a54316d2fdd0beb38859cf98f10d63e94c55450ed8920 \
+    --hash=sha256:b81b4cf3d6e0ad7ac92bef248f49fafc954262c5fb0f7e19d6aac497e5a856b2 \
+    --hash=sha256:b951113113ed4b8d173418a4f155c14b739dace626b3fa3f82be1831958d39e4 \
+    --hash=sha256:beb43e9885202c8d4f3762319ed4d5e98e197622afbff8439fbbdd81d08938b9 \
+    --hash=sha256:c14fa5dc39a804f1b92d63506f450eca5c59647a18d197d1a564b89dac1be1ce \
+    --hash=sha256:c2d1ccfe088e8279d605011a3575619a74526c261be357695b3258c0f636115a \
+    --hash=sha256:c4fc41b2df5529cad5ceb230319e82728096d4b353ce8d4df68a2ec37e291bb8 \
+    --hash=sha256:d6b9b06323e3ba947c0003b2d70e02f33c90c36bc6262a92eb8201afc4a1aa08 \
+    --hash=sha256:d6e78d5e28f812b39f92397806ecddd4a6f3bf35531a8c039a1f187abc931af8 \
+    --hash=sha256:dd085eafa2aac6f883afd28210a3231f717f25409a1e44a39bb7b04c8c5b5646 \
+    --hash=sha256:df27b57d214a3124fbe4e933ef5a903d4567f154260d9aece8c797a987f2a205 \
+    --hash=sha256:e39258a09b1c7ca70b5e94a5c5ccfe4700b4250b8077cfeab31d0f79565d4c9b \
+    --hash=sha256:e514c71ca72f3b56bd8fbda1a6a5b7d1100a2764b42a3c74a38841f25f9b00ab \
+    --hash=sha256:e73a550dbeb84e8fa50f8385f7735e9a4735b465851ef617d02f80ab10e44e7e \
+    --hash=sha256:e80bceebc9b58e959bede9b26cafe15b5b9526f3533a6dd06330c5da73cb9329 \
+    --hash=sha256:ece8e7288db5b827ef8c64b2f78519f1a173a8991a625978fce02eccd7654fe9 \
+    --hash=sha256:ef132cfb638e9a86bd5dc07fb4e1cb895bc55bce6bb5e759366e8b160d0747e2 \
+    --hash=sha256:f69365ee2b836939137de024a302395a1cb8654fb6dc5ffef6381105259c8f87 \
+    --hash=sha256:f8f5c1c7c69a4b00889e52d9304a918a5b49010f9645768eb5fd0ad404f790ba \
+    --hash=sha256:fa305a84087e10d7a85e8a8a3dcba8cdbda4868f2180173b264b7b488fd37c55 \
+    --hash=sha256:fbb746522ebfc11155f1cd688e2c48ef3d74125e38b63eabdaab068a055c3e88
+    # via clickhouse-connect
 bcrypt==5.0.0 \
     --hash=sha256:046ad6db88edb3c5ece4369af997938fb1c19d6a699b9c1b27b0db432faae4c4 \
     --hash=sha256:0c418ca99fd47e9c59a301744d63328f17798b5947b0f791e9af3c1c499c2d0a \
@@ -336,30 +431,34 @@ bcrypt==5.0.0 \
     --hash=sha256:f8429e1c410b4073944f03bd778a9e066e7fad723564a52ff91841d278dfc822 \
     --hash=sha256:fc746432b951e92b58317af8e0ca746efe93e66555f1b40888865ef5bf56446b
     # via paramiko
-beautifulsoup4==4.14.3 \
-    --hash=sha256:0918bfe44902e6ad8d57732ba310582e98da931428d231a5ecb9e7c703a735bb \
-    --hash=sha256:6292b1c5186d356bba669ef9f7f051757099565ad9ada5dd630bd9de5fa7fb86
+beautifulsoup4==4.15.0 \
+    --hash=sha256:288e3ca7d54b06f2ac191970bc275c1939cb46d450b255bf6718b04aa37ab4f7 \
+    --hash=sha256:d6f88de62e1d4e38ecb1077eb9724cd0eff29d2a08ca16a401e9b9e93f117cf9
     # via
     #   docling
     #   nbconvert
-bigtree==1.4.0 \
-    --hash=sha256:d0d99550ae64ce4529f132602ab875c2ab472c96c942f5704f8c72a17450d3ea \
-    --hash=sha256:e5ae2e948168da671d99601c9ed87ab3b48d9d4ea8a98f111e5748e98064c31c
+bigtree==1.5.3 \
+    --hash=sha256:47879c5d80f4e0d50f2c8818d3b80fc58af24b5372608223aac25e5580ac0ed8 \
+    --hash=sha256:81169329ec92dfab7d8df9d61d85d8dea8b8512fbf073fbc95badc21eadcd14f
     # via feast (pyproject.toml)
-bleach[css]==6.3.0 \
-    --hash=sha256:6f3b91b1c0a02bb9a78b5a454c92506aa0fdf197e1d5e114d2e00c6f64306d22 \
-    --hash=sha256:fe10ec77c93ddf3d13a73b035abaac7a9f5e436513864ccdad516693213c65d6
+bleach[css]==6.4.0 \
+    --hash=sha256:4202482733d85cedd04e59fcb2f89f4e4c7c385a78d3c3c23c30446843a37452 \
+    --hash=sha256:4b6b6a54fff2e69a3dde9d21cc6301220bee3c3cb792187d11403fd795031081
     # via nbconvert
-boto3==1.38.27 \
-    --hash=sha256:94bd7fdd92d5701b362d4df100d21e28f8307a67ff56b6a8b0398119cf22f859 \
-    --hash=sha256:95f5fe688795303a8a15e8b7e7f255cadab35eae459d00cc281a4fd77252ea80
+blinker==1.9.0 \
+    --hash=sha256:b4ce2265a7abece45e7cc896e98dbebe6cead56bcf805a3d23136d145f5445bf \
+    --hash=sha256:ba0efaa9080b619ff2f3459d1d500c57bddea4a6b424b60a91141db6fd2f08bc
+    # via flask
+boto3==1.43.46 \
+    --hash=sha256:66c0d943b049a46a492ec4ec2ebe73c930b1842c7137bee83aad6d93e95d4d96 \
+    --hash=sha256:69453e2c1bcb9fd9806527ab99950cacfc2826cb0dce9a3a0414d19270c06c3c
     # via
     #   feast (pyproject.toml)
     #   moto
     #   snowflake-connector-python
-botocore==1.38.46 \
-    --hash=sha256:8798e5a418c27cf93195b077153644aea44cb171fcd56edc1ecebaa1e49e226e \
-    --hash=sha256:89ca782ffbf2e8769ca9c89234cfa5ca577f1987d07d913ee3c68c4776b1eb5b
+botocore==1.43.46 \
+    --hash=sha256:59f2e1ac3cdc66d191cae91c0804bc41847ce817dc8147cf43eaada8f76a5533 \
+    --hash=sha256:cb673891e623ae6e6a1bf24d94ef169504f3eb02584adb5d5bee2f6aae819b60
     # via
     #   aiobotocore
     #   boto3
@@ -373,37 +472,45 @@ build==1.5.0 \
     #   feast (pyproject.toml)
     #   pip-tools
     #   singlestoredb
-cassandra-driver==3.30.0 \
-    --hash=sha256:0c28a8e84917acebecbaed39844047c2f135739c3627dd7b9f8541af33e11df3 \
-    --hash=sha256:0f4225082a11d9529416c223553ab38a29c4e65da6646b40159c554480dc002c \
-    --hash=sha256:136b46437b9902673264e101cdaab309d3e40607bff34430bda86b785badc6e4 \
-    --hash=sha256:137498e2a9b6f578d1902e1af8a988e50b8fe134c76a176f1b8a774e906bc66c \
-    --hash=sha256:17fb53587c9fc6a27b5c4a89b4f3d9169be43fc572d6f3f67494aa74708be936 \
-    --hash=sha256:1d64cbdce764c33e284d339b9a749736d68971edf8b537888f2d13c4b0d1313f \
-    --hash=sha256:212af4d8ff934c30538f4bdf7da61f14dc9a30349f6cac2161c8125e56fad928 \
-    --hash=sha256:2637644eac9274e46b0c2a7f729158bdf8582b6842dc48e18297211dd3ee1fec \
-    --hash=sha256:289e86c81be2543cb9055600c0819850db921e6e138a84e5c88ec160662c7207 \
-    --hash=sha256:2a0679ebcfdcecb3763c690b5bc6a517e0c0803f7bc88e0a6c793e5e421b558a \
-    --hash=sha256:385134eba72f048707cd800de0a61cf3c23246113edffe9bc6bc2eb86282d26b \
-    --hash=sha256:5c6cbb396ad6fe456efc799d3b8b6bda360ffc06552c5be2ce1a88ac381a305c \
-    --hash=sha256:61d7eeb17d8f76d5b4a9b1239145250f2a9f7bf949c30e2cc36196b5a0523ce1 \
-    --hash=sha256:6a5c8982f2b9eb4e789fc12cdd930b1e1511b6d046dde31d0703f855745556a3 \
-    --hash=sha256:6d449f49ce866ac20a1c3d80b1f9245ecdfd1e67b843dccd3d6eccdfe519c02e \
-    --hash=sha256:7e4cfd6ec3023576ed0ffa34882d9778e4bacfd918048ae9139ccdd00628ed85 \
-    --hash=sha256:83a9148d408a3dbb48ea1802d643d60fa53cd69dc7b9a244511ecf5b917e4f53 \
-    --hash=sha256:8c4acd28791854c23ca68be50a7a750c9413ba80fec0ca5c27c2be05f6f3fe0a \
-    --hash=sha256:8d5e3575ec01d8c043b56ff25de6f61ff4c9ed5cb3ea4c3d9df98def71ba710c \
-    --hash=sha256:923a6e1c3fa5f98f846a028b1a7207ec9e7d8cfa54ea47a507d41122efa2f54f \
-    --hash=sha256:c1b4aa6c7706dec839134adb6a2094d90c5f6f35efa08028ed6aae6e67c8643e \
-    --hash=sha256:c64e20bf46b49f8ef64569208d4a395b0928c27d5960559922a2d13471924d0d \
-    --hash=sha256:d2f9e00127f70dff42d4ef932df8a6b81170c2861d4e75c8b13f4b4816b4450c \
-    --hash=sha256:d73c0429813045ba86b92fc033fbcfd495aa10e9d4a40fe30b6e9dfe8b5d3ab4 \
-    --hash=sha256:e12dfcd3f0074c16f4bfe650242edb406b935864373ae86160e09e3f5e437e84 \
-    --hash=sha256:ff2e9fbdc1be54c1d041ea3f7d09812442f334be14bb5ad7aede175544765d25
+cachetools==6.2.6 \
+    --hash=sha256:16c33e1f276b9a9c0b49ab5782d901e3ad3de0dd6da9bf9bcd29ac5672f2f9e6 \
+    --hash=sha256:8c9717235b3c651603fff0076db52d6acbfd1b338b8ed50256092f7ce9c85bda
+    # via
+    #   mlflow-skinny
+    #   mlflow-tracing
+    #   pyiceberg
+    #   pymilvus
+cassandra-driver==3.30.1 \
+    --hash=sha256:0c6a3e1428f7c6a9aa6c944b9c47a37cd2cdbeb5b5a82d42c33afdd56f14e398 \
+    --hash=sha256:0ea769cf9925206b8458db10477b78699660fbdaed7262157e43b8f21817f838 \
+    --hash=sha256:187bd1457e414bc019a0635603ea0001baada914942198ed23993198e44dec74 \
+    --hash=sha256:222c704c72a5880cfe9c89f04b375d03d1152dbdb6ec8c25a325267b8bc2ca4e \
+    --hash=sha256:30686850b9e0d0d8326ee07219113170b4e1d041e4d1434521a2f342c471108e \
+    --hash=sha256:3c32513a2f2c6832d4fe3464e11be59dc21096dba296b18ec3454bc8354a78ba \
+    --hash=sha256:3cb90ec9ac9d44cbfe17f1e9cb643dbc5f401e62980835aa6669a2fd5792863b \
+    --hash=sha256:546ad047abf96a6d7922d057010b4cfb22e9d473db7b907956bc7c6a8029f7d9 \
+    --hash=sha256:61bf2ded460fb0d2e909b70c9d193588b71148540bd85e29fe6954e00bb1a869 \
+    --hash=sha256:6c5ae0218e52944f92ddde07a03cfa941fa4a10097d501a18cfa1b525c92d013 \
+    --hash=sha256:71f3ccc8c60f41c83306c60704f7b1ee1a8ccd312aae286bf75d318aa47d0e71 \
+    --hash=sha256:799af594364475656d9eea69606713fbaa98b10da82cc6d90286322477c72828 \
+    --hash=sha256:80df7b705f71e1a6dae77aaea682cbe45fdd74b962cfcc6c6b0c05195f48b7c2 \
+    --hash=sha256:84b2cc578f542332b678fc3fcc801c6ef8110a377d3fd38c27eab5ec5f2d2b79 \
+    --hash=sha256:87822d6cce2c586aa72733a9dd1858276cee795834f7ad949c783bf19cf7a3a7 \
+    --hash=sha256:8f43abccb5b5a761582e4ba6d44a7ef4274b61b0bd3f8e3159af40ca2c10c0fa \
+    --hash=sha256:921403aa76c66d78d00c4a3dff542f989fa584b7450e3cb1dd2c267b4a5a55f0 \
+    --hash=sha256:9b54f7c6cbb1d9bb6a8b9f8ab6034e6f761527e97af0603aa1e9635720df03a0 \
+    --hash=sha256:9ff317f79b09eba52a44d46d8c4773e47533dfdd8b9ba4984268dc4a1fe5206e \
+    --hash=sha256:ab853bd2806899c5612c3e4ac2a355a7811084d06692e4460255e3b0a4fa556a \
+    --hash=sha256:af5c6f5d7d5a86725b908aba12d9554df60234c15bfe053a8175b15db791ada8 \
+    --hash=sha256:c0995dccff3df739a1df6e10da9f3fc95bbbc8b38bacc4cfb6172655f8351cba \
+    --hash=sha256:e10784b4f7d77332dc1a5c72855977a0d797160fd8ba50785414caed07fce95b \
+    --hash=sha256:e43d873de5f8dadf4c8dcc4fab87d66a8495137e844ae3c184fbc90a54c05bc0 \
+    --hash=sha256:eba7931a615207aab84ebaa000330024f1c614aa86ca58d119556edd338883ce \
+    --hash=sha256:ec04eebfadc74039b1f7df84356a822539992c7dc0b013fedbb5a33d9295af86
     # via feast (pyproject.toml)
-certifi==2026.4.22 \
-    --hash=sha256:3cb2210c8f88ba2318d29b0388d1023c8492ff72ecdde4ebdaddbb13a31b1c4a \
-    --hash=sha256:8d455352a37b71bf76a79caa83a3d6c25afee4a385d632127b6afb3963f1c580
+certifi==2026.7.22 \
+    --hash=sha256:62f22742b58a1a33014a2b6b706588a8d7e2a88ae7bd1a6ebe8c992928483775 \
+    --hash=sha256:741e2c3b351ddf169a738da9f2c048608ff7f2c5cc02f1ebc6b118bb090d5d55
     # via
     #   clickhouse-connect
     #   docling
@@ -414,91 +521,107 @@ certifi==2026.4.22 \
     #   minio
     #   requests
     #   snowflake-connector-python
-cffi==2.0.0 \
-    --hash=sha256:00bdf7acc5f795150faa6957054fbbca2439db2f775ce831222b66f192f03beb \
-    --hash=sha256:07b271772c100085dd28b74fa0cd81c8fb1a3ba18b21e03d7c27f3436a10606b \
-    --hash=sha256:087067fa8953339c723661eda6b54bc98c5625757ea62e95eb4898ad5e776e9f \
-    --hash=sha256:0a1527a803f0a659de1af2e1fd700213caba79377e27e4693648c2923da066f9 \
-    --hash=sha256:0cf2d91ecc3fcc0625c2c530fe004f82c110405f101548512cce44322fa8ac44 \
-    --hash=sha256:0f6084a0ea23d05d20c3edcda20c3d006f9b6f3fefeac38f59262e10cef47ee2 \
-    --hash=sha256:12873ca6cb9b0f0d3a0da705d6086fe911591737a59f28b7936bdfed27c0d47c \
-    --hash=sha256:19f705ada2530c1167abacb171925dd886168931e0a7b78f5bffcae5c6b5be75 \
-    --hash=sha256:1cd13c99ce269b3ed80b417dcd591415d3372bcac067009b6e0f59c7d4015e65 \
-    --hash=sha256:1e3a615586f05fc4065a8b22b8152f0c1b00cdbc60596d187c2a74f9e3036e4e \
-    --hash=sha256:1f72fb8906754ac8a2cc3f9f5aaa298070652a0ffae577e0ea9bd480dc3c931a \
-    --hash=sha256:1fc9ea04857caf665289b7a75923f2c6ed559b8298a1b8c49e59f7dd95c8481e \
-    --hash=sha256:203a48d1fb583fc7d78a4c6655692963b860a417c0528492a6bc21f1aaefab25 \
-    --hash=sha256:2081580ebb843f759b9f617314a24ed5738c51d2aee65d31e02f6f7a2b97707a \
-    --hash=sha256:21d1152871b019407d8ac3985f6775c079416c282e431a4da6afe7aefd2bccbe \
-    --hash=sha256:24b6f81f1983e6df8db3adc38562c83f7d4a0c36162885ec7f7b77c7dcbec97b \
-    --hash=sha256:256f80b80ca3853f90c21b23ee78cd008713787b1b1e93eae9f3d6a7134abd91 \
-    --hash=sha256:28a3a209b96630bca57cce802da70c266eb08c6e97e5afd61a75611ee6c64592 \
-    --hash=sha256:2c8f814d84194c9ea681642fd164267891702542f028a15fc97d4674b6206187 \
-    --hash=sha256:2de9a304e27f7596cd03d16f1b7c72219bd944e99cc52b84d0145aefb07cbd3c \
-    --hash=sha256:38100abb9d1b1435bc4cc340bb4489635dc2f0da7456590877030c9b3d40b0c1 \
-    --hash=sha256:3925dd22fa2b7699ed2617149842d2e6adde22b262fcbfada50e3d195e4b3a94 \
-    --hash=sha256:3e17ed538242334bf70832644a32a7aae3d83b57567f9fd60a26257e992b79ba \
-    --hash=sha256:3e837e369566884707ddaf85fc1744b47575005c0a229de3327f8f9a20f4efeb \
-    --hash=sha256:3f4d46d8b35698056ec29bca21546e1551a205058ae1a181d871e278b0b28165 \
-    --hash=sha256:44d1b5909021139fe36001ae048dbdde8214afa20200eda0f64c068cac5d5529 \
-    --hash=sha256:45d5e886156860dc35862657e1494b9bae8dfa63bf56796f2fb56e1679fc0bca \
-    --hash=sha256:4647afc2f90d1ddd33441e5b0e85b16b12ddec4fca55f0d9671fef036ecca27c \
-    --hash=sha256:4671d9dd5ec934cb9a73e7ee9676f9362aba54f7f34910956b84d727b0d73fb6 \
-    --hash=sha256:53f77cbe57044e88bbd5ed26ac1d0514d2acf0591dd6bb02a3ae37f76811b80c \
-    --hash=sha256:5eda85d6d1879e692d546a078b44251cdd08dd1cfb98dfb77b670c97cee49ea0 \
-    --hash=sha256:5fed36fccc0612a53f1d4d9a816b50a36702c28a2aa880cb8a122b3466638743 \
-    --hash=sha256:61d028e90346df14fedc3d1e5441df818d095f3b87d286825dfcbd6459b7ef63 \
-    --hash=sha256:66f011380d0e49ed280c789fbd08ff0d40968ee7b665575489afa95c98196ab5 \
-    --hash=sha256:6824f87845e3396029f3820c206e459ccc91760e8fa24422f8b0c3d1731cbec5 \
-    --hash=sha256:6c6c373cfc5c83a975506110d17457138c8c63016b563cc9ed6e056a82f13ce4 \
-    --hash=sha256:6d02d6655b0e54f54c4ef0b94eb6be0607b70853c45ce98bd278dc7de718be5d \
-    --hash=sha256:6d50360be4546678fc1b79ffe7a66265e28667840010348dd69a314145807a1b \
-    --hash=sha256:730cacb21e1bdff3ce90babf007d0a0917cc3e6492f336c2f0134101e0944f93 \
-    --hash=sha256:737fe7d37e1a1bffe70bd5754ea763a62a066dc5913ca57e957824b72a85e205 \
-    --hash=sha256:74a03b9698e198d47562765773b4a8309919089150a0bb17d829ad7b44b60d27 \
-    --hash=sha256:7553fb2090d71822f02c629afe6042c299edf91ba1bf94951165613553984512 \
-    --hash=sha256:7a66c7204d8869299919db4d5069a82f1561581af12b11b3c9f48c584eb8743d \
-    --hash=sha256:7cc09976e8b56f8cebd752f7113ad07752461f48a58cbba644139015ac24954c \
-    --hash=sha256:81afed14892743bbe14dacb9e36d9e0e504cd204e0b165062c488942b9718037 \
-    --hash=sha256:8941aaadaf67246224cee8c3803777eed332a19d909b47e29c9842ef1e79ac26 \
-    --hash=sha256:89472c9762729b5ae1ad974b777416bfda4ac5642423fa93bd57a09204712322 \
-    --hash=sha256:8ea985900c5c95ce9db1745f7933eeef5d314f0565b27625d9a10ec9881e1bfb \
-    --hash=sha256:8eca2a813c1cb7ad4fb74d368c2ffbbb4789d377ee5bb8df98373c2cc0dee76c \
-    --hash=sha256:92b68146a71df78564e4ef48af17551a5ddd142e5190cdf2c5624d0c3ff5b2e8 \
-    --hash=sha256:9332088d75dc3241c702d852d4671613136d90fa6881da7d770a483fd05248b4 \
-    --hash=sha256:94698a9c5f91f9d138526b48fe26a199609544591f859c870d477351dc7b2414 \
-    --hash=sha256:9a67fc9e8eb39039280526379fb3a70023d77caec1852002b4da7e8b270c4dd9 \
-    --hash=sha256:9de40a7b0323d889cf8d23d1ef214f565ab154443c42737dfe52ff82cf857664 \
-    --hash=sha256:a05d0c237b3349096d3981b727493e22147f934b20f6f125a3eba8f994bec4a9 \
-    --hash=sha256:afb8db5439b81cf9c9d0c80404b60c3cc9c3add93e114dcae767f1477cb53775 \
-    --hash=sha256:b18a3ed7d5b3bd8d9ef7a8cb226502c6bf8308df1525e1cc676c3680e7176739 \
-    --hash=sha256:b1e74d11748e7e98e2f426ab176d4ed720a64412b6a15054378afdb71e0f37dc \
-    --hash=sha256:b21e08af67b8a103c71a250401c78d5e0893beff75e28c53c98f4de42f774062 \
-    --hash=sha256:b4c854ef3adc177950a8dfc81a86f5115d2abd545751a304c5bcf2c2c7283cfe \
-    --hash=sha256:b882b3df248017dba09d6b16defe9b5c407fe32fc7c65a9c69798e6175601be9 \
-    --hash=sha256:baf5215e0ab74c16e2dd324e8ec067ef59e41125d3eade2b863d294fd5035c92 \
-    --hash=sha256:c649e3a33450ec82378822b3dad03cc228b8f5963c0c12fc3b1e0ab940f768a5 \
-    --hash=sha256:c654de545946e0db659b3400168c9ad31b5d29593291482c43e3564effbcee13 \
-    --hash=sha256:c6638687455baf640e37344fe26d37c404db8b80d037c3d29f58fe8d1c3b194d \
-    --hash=sha256:c8d3b5532fc71b7a77c09192b4a5a200ea992702734a2e9279a37f2478236f26 \
-    --hash=sha256:cb527a79772e5ef98fb1d700678fe031e353e765d1ca2d409c92263c6d43e09f \
-    --hash=sha256:cf364028c016c03078a23b503f02058f1814320a56ad535686f90565636a9495 \
-    --hash=sha256:d48a880098c96020b02d5a1f7d9251308510ce8858940e6fa99ece33f610838b \
-    --hash=sha256:d68b6cef7827e8641e8ef16f4494edda8b36104d79773a334beaa1e3521430f6 \
-    --hash=sha256:d9b29c1f0ae438d5ee9acb31cadee00a58c46cc9c0b2f9038c6b0b3470877a8c \
-    --hash=sha256:d9b97165e8aed9272a6bb17c01e3cc5871a594a446ebedc996e2397a1c1ea8ef \
-    --hash=sha256:da68248800ad6320861f129cd9c1bf96ca849a2771a59e0344e88681905916f5 \
-    --hash=sha256:da902562c3e9c550df360bfa53c035b2f241fed6d9aef119048073680ace4a18 \
-    --hash=sha256:dbd5c7a25a7cb98f5ca55d258b103a2054f859a46ae11aaf23134f9cc0d356ad \
-    --hash=sha256:dd4f05f54a52fb558f1ba9f528228066954fee3ebe629fc1660d874d040ae5a3 \
-    --hash=sha256:de8dad4425a6ca6e4e5e297b27b5c824ecc7581910bf9aee86cb6835e6812aa7 \
-    --hash=sha256:e11e82b744887154b182fd3e7e8512418446501191994dbf9c9fc1f32cc8efd5 \
-    --hash=sha256:e6e73b9e02893c764e7e8d5bb5ce277f1a009cd5243f8228f75f842bf937c534 \
-    --hash=sha256:f73b96c41e3b2adedc34a7356e64c8eb96e03a3782b535e043a986276ce12a49 \
-    --hash=sha256:f93fd8e5c8c0a4aa1f424d6173f14a892044054871c771f8566e4008eaa359d2 \
-    --hash=sha256:fc33c5141b55ed366cfaad382df24fe7dcbc686de5be719b207bb248e3053dc5 \
-    --hash=sha256:fc7de24befaeae77ba923797c7c87834c73648a05a4bde34b3b7e5588973a453 \
-    --hash=sha256:fe562eb1a64e67dd297ccc4f5addea2501664954f2692b69a76449ec7913ecbf
+cffi==2.1.0 \
+    --hash=sha256:02cb7ff33ded4f1532476731f89ede53e2e488a8e6205515a82144246ffa7dcc \
+    --hash=sha256:03e9810d18c646077e501f661b682fbf5dee4676048527ca3cffe66faa9960dd \
+    --hash=sha256:0520e1f4c35f44e209cbbb421b67eec42e6a157f59444dfb6058874ff3610e5d \
+    --hash=sha256:0582a58f3051372229ca8e7f5f589f9e5632678208d8636fea3676711fdf7fe5 \
+    --hash=sha256:0611e7ebf90573a535ebdc33ae9da222d037853983e13359f580fab781ca017f \
+    --hash=sha256:0a42c688d19fca6e095a53c6a6e2295a5b050a8b289f109adab02a9e61a25de6 \
+    --hash=sha256:0a96b74cda968eebbad56d973efe5098974f0a9fb323865bf99ea1fd24e3e64c \
+    --hash=sha256:10537b1df4967ca26d21e5072d7d54188354483b91dc75058968d3f0cf13fbda \
+    --hash=sha256:11b3fb55f4f8ad92274ed26705f65d8f91457de71f5380061eb6d125a768fecd \
+    --hash=sha256:15faec4adfff450819f3aee0e2e02c812de6edb88203aa58807955db2003472a \
+    --hash=sha256:164bff1657b2a74f0b6d54e11c9b375bc97b931f2ca9c43fcf875838da1570dd \
+    --hash=sha256:1854b724d00f6654c742097d5387569021be12d3a0f770eae1df8f8acfcc6acd \
+    --hash=sha256:19c54ac121cad98450b4896fa9a43ee0180d57bc4bc911a33db6cab1efab6cd3 \
+    --hash=sha256:1b96bfe2c4bd825681b7d311ad6d9b7280a091f43e8f63da5729638083cd3bfb \
+    --hash=sha256:1e9f50d192a3e525b15a75ab5114e442d83d657b7ec29182a991bc9a88fd3a66 \
+    --hash=sha256:1ff3456eab0d889592d1936d6125bbfbc7ae4d3354a700f8bd80450a66445d4d \
+    --hash=sha256:2282cd5e38aa8accd03e99d1256af8411c84cdbee6a89d841b563fdbd1f3e50f \
+    --hash=sha256:276f20fffd7b396e12516ba8edf9509210ac248cbbc5acbc39cd512f9f59ebe6 \
+    --hash=sha256:2b71d409cccee78310ab5dec549aed052aaea483346e282c7b02362596e01bb0 \
+    --hash=sha256:2e9dabb9abcb7ad15938c7196ad5c1718a4e6d33cc79b4c0209bdb64c4a54a5c \
+    --hash=sha256:30b65779d598c370374fefabf138d456fd6f3216bfa7bedfab1ba82025b0cd93 \
+    --hash=sha256:33eb1ad83ebe8f313e0df035c406227d55a79456704a863fad9842136af5ad7d \
+    --hash=sha256:35aaea0c7ee0e58a5cd8c2fd1a48fdf7ece0d2699b7ecdda08194e9ce5dd9b3d \
+    --hash=sha256:3681e031db29958a7502f5c0c9d6bbc4c36cb20f7b104086fa642d1799631ff8 \
+    --hash=sha256:379de10ce1ba048b1448599d1b37b24caee16309d1ac98d3982fc997f768700b \
+    --hash=sha256:37f525a7e7e50c017fdebe58b787be310ad59357ae43a053943a6e1a6c526001 \
+    --hash=sha256:3b926723c13eba9f81d2ef3820d63aeceec3b2d4639906047bf675cb8a7a500d \
+    --hash=sha256:3d7f118b5adbfdfead90c25822690b02bc8074fba949bb7858bec4ebd55adb43 \
+    --hash=sha256:46b1c8db8f6122420f32d02fffb924c2fe9bc772d228c7c711748fff56aabb2b \
+    --hash=sha256:47ff3a8bfd8cb9da1af7524b965127095055654c177fcfc7578debcb015eecd0 \
+    --hash=sha256:4d433a51f1870e43a13b6732f92aaf540ff77c2015097c78556f75a2d6c030e0 \
+    --hash=sha256:4f26194e3d95e06501b942642855aed4f953d55e95d7d01b7c4483db3ecff458 \
+    --hash=sha256:510aeeeac94811b138077451da1fb18b308a5feab47dd2b603af55804155e1c8 \
+    --hash=sha256:5972433ad71a9e46516584ef60a0fda12d9dc459938d1539c3ddecf9bdc1368d \
+    --hash=sha256:5ecbd0499275d57506d397eebe1981cee87b47fcd9ef5c22cab7ed7644a39a94 \
+    --hash=sha256:6274dcb2d15cef48daa73ed1be5a40d501d74dccd0cd6db364776d12cb6ba022 \
+    --hash=sha256:63960549e4f8dc41e31accb97b975abaecfc44c03e396c093a6436763c2ea7db \
+    --hash=sha256:64c753a0f87a256020004f37a1c8c02c480e725f910f0b2a0f3f07debd1b2479 \
+    --hash=sha256:6af371f3767faeffc6ac1ef57cdfd25844403e9d3f476c5537caee499de96376 \
+    --hash=sha256:6ca4919c6e4f89aa99c42510b42cf54596892c00b3f9077f6bdd1505e24b9c8d \
+    --hash=sha256:6d194185eabd279f1c05ebe3504265ddfc5ad2b58d0714f7db9f01da592e9eb6 \
+    --hash=sha256:702c436735fbe99d59ada02a1f65cfc0d31c0ee8b7290912f8fbc5cd1e4b16c3 \
+    --hash=sha256:716ff8ec22f20b4d988b12884086bcef0fc99737043e503f7a3935a6be99b1ea \
+    --hash=sha256:762f99479dcb369f60ab9017ad4ab97a36a1dd7c1ee5a3b15db0f4b8659120cd \
+    --hash=sha256:7762faa47e8ff7eb80bd261d9a7d8eea2d8baa69de5e95b70c1f338bbe712f02 \
+    --hash=sha256:78474632761faa0fb96f30b1c928c84ebcf68713cbb80d15bab09dfe61640fde \
+    --hash=sha256:799416bae98336e400981ff6e532d67d5c709cfb30afb79865a1315f94b0e224 \
+    --hash=sha256:7d034dcffa09e9a46c93fa3a3be402096cb5354ac6e41ab8e5cc9cd8b642ad76 \
+    --hash=sha256:7d28dff1db6764108bc30788d85d61c876beff416d9a49cb9dd7c5a9f34f5804 \
+    --hash=sha256:7d3538f9c0e50670f4deb93dbb696576e60590369cae2faf7de681e597a8a1f1 \
+    --hash=sha256:7d5980a3433d4b71a5e120f9dd551403d7824e31e2e67124fe2769c404c06913 \
+    --hash=sha256:7ea6b3e2c4250ff1de21c630fe72d0f63eb95c2c32ffbf64a358cf4a8836d714 \
+    --hash=sha256:86cf8755a791f72c85dc287128cc62d4f24d392e3f1e15837245623f4a33cccc \
+    --hash=sha256:88023dfe18799507b73f1dbb0d14326a17465de1bc9c9c7655c22845e9ddc3a2 \
+    --hash=sha256:89095c1968b4ba8285840e131bf2891b09ae137fe2146905acae0354fbce1b5e \
+    --hash=sha256:8d35c139744adb3e727cd51b1a18324bbe44b8bd41bf8322bca4d41289f48eda \
+    --hash=sha256:8e74a6135550c4748af665b1b1118b6aab33b1fc6a16f9aff630af107c3b4512 \
+    --hash=sha256:8f9ec95b8a043d3dfbc74d9abc6f7baf524dd27a8dc160b0a32ff9cdab650c28 \
+    --hash=sha256:90bec57cf82089383bd06a605b3eb8daebf7e5a668520beaf6e327a83a947699 \
+    --hash=sha256:95f2954c2c9473d892eca6e0409f3568b37ab62a8eedb122461f73cc273476e3 \
+    --hash=sha256:961be50688f7fba2fa65f63712d3b9b341a22311f5253460ce933f52f0de1c8c \
+    --hash=sha256:98fff996e983a36d3aa2eca83af40c5821202e7e6f32d13ae94e3d2286f10cfe \
+    --hash=sha256:9b8f0f26ca4e7513c534d351eca551947d053fac438f2a04ac96d882909b0d3a \
+    --hash=sha256:9d72af0cf10a76a600a9690078fe31c63b9588c8e86bf9fd353f713c84b5db0f \
+    --hash=sha256:9d8272c0e483b024e1b9ad029821470ed8ec65631dbd90217469da0e7cd89f1c \
+    --hash=sha256:a016194dbe13d14ee9556e734b772d8d67b947092b268d757fd4290e3ba2dfc2 \
+    --hash=sha256:a5781494d4d400a3f47f8f1da94b324f6e6b440a53387774002890a2a2f4b50f \
+    --hash=sha256:a95b05f9baf29b91171b3a8bd2020b028835243e7b0ff6bb23e2a3c228518b1b \
+    --hash=sha256:aa7a1b53a2a4452ada2d1b5dade9960b2522f1e61293a811a077439e39029565 \
+    --hash=sha256:ac0f1a2d0cfa7eea3f2aaf006ab6e70e8feeb16b75d65b7e5939982ca2f11056 \
+    --hash=sha256:af5e2915d41fe6c961694d7bfdc8562942638200f3ce2765dfb8b745cf997629 \
+    --hash=sha256:b6422532152adf4e59b110cb2808cee7a033800952f5c036b4af047ee43199e7 \
+    --hash=sha256:b65f590ef2a44640f9a05dbb548a429b4ade77913ce683ac8b1480777658a6c0 \
+    --hash=sha256:ba00f661f8ba35d075c937174e27c2c421cec3942fd2e0ea3e66996757c0fdd9 \
+    --hash=sha256:bccbbb5ee76a61f9d99b5bf3846a51d7fca4b6a732fe46f89295610edaf41853 \
+    --hash=sha256:bf01d8c84cbea96b944c73b22182e6c7c432b3475632b8111dbfdc95ddad6e13 \
+    --hash=sha256:bf5c6cf48238b0eb4c086978c492ad1cbc22373fc5b2d7353b3a598ce6db887a \
+    --hash=sha256:c16914df9fb7f500e440e6875fa23ff5e0b31db01fa9c06af98d59a91f0dc2e4 \
+    --hash=sha256:c351efb95e832a853a29361675f33a7ce53de1a109cd73fd47af0712213aa4ce \
+    --hash=sha256:c4165821e131d6d4ca444347c2b694e2311bcfa3fe5a861cc72968f28867beac \
+    --hash=sha256:c5f5df567f6eb216de69be06ce55c8b714090fae02b18a3b40da8163b8c5fa9c \
+    --hash=sha256:c941bb58d5a6e1c3892d86e42927ed6c180302f07e6d395d08c416e594b98b46 \
+    --hash=sha256:c97f080ea627e2863524c5af3836e2270b5f5dfff1f104392b959f8df0c5d384 \
+    --hash=sha256:cb96698e3c7413d906ce83f8ffd245ec1bd94707541f299d0ce4d6b0193e982b \
+    --hash=sha256:cbb7640ce37159548d2147b5b8c241f962143d4c71231431820783f4dc78f210 \
+    --hash=sha256:cdf2448aab5f661c9315308ec8b93f4e8a1a67a3c733f8631067a2b67d5913dc \
+    --hash=sha256:d2117334c3af3bdcb9a88522b844a2bdb5efdc4f71c6c822df55486ae1c3347a \
+    --hash=sha256:d53d10f7da99ae46f7373b9150393e9c5eab9b224909982b43832668de4779f5 \
+    --hash=sha256:d9fafc5aa2e2a39aaf7f8cc0c1f044a9b07fca12e558dca53a3cc5c654ad67a7 \
+    --hash=sha256:db3eb7d46527159a878ec3460e9d40615bc25ba337d477db681aea6e4f05c5d2 \
+    --hash=sha256:dbf7c7a88e2bac086f06d14577332760bdeecc42bdec8ac4077f6260557d9326 \
+    --hash=sha256:df2b82571a1b30f58a87bf4e5a9e78d2b1eff6c6ce8fd3aa3757221f93f0863f \
+    --hash=sha256:df92f2aba50eb4d96718b68ef76f2e57a57b54f2fa62333496d16c6d585a85ca \
+    --hash=sha256:eb4e8997a49aa2c08a3e43c9045d224448b8941d88e7ac163c7d383e560cbf98 \
+    --hash=sha256:efc1cdd798b1aaf39b4610bba7aad28c9bea9b910f25c784ccf9ec1fa719d1f9 \
+    --hash=sha256:f146d154428a2523f9cc7936c02353c2459b8f6cf07d3cd1ee1c0a611109c5d5 \
+    --hash=sha256:f5bce581e6b8c235e566a14768a943b172ada3ed73537bb0c0be1edee312d4e7 \
+    --hash=sha256:f9912624a0c0b834b7520d7769b3644453aabc0a7e1c839da7359f050750e9bc \
+    --hash=sha256:fb62edb5bb52cca65fab91a63afa7561607120d26090a7e8fda6fb9f064726da \
+    --hash=sha256:ff067a8d8d880e7809e4ac88eb009bb848870115317b306666502ccad30b147f
     # via
     #   feast (pyproject.toml)
     #   argon2-cffi-bindings
@@ -508,227 +631,189 @@ cfgv==3.5.0 \
     --hash=sha256:a8dc6b26ad22ff227d2634a65cb388215ce6cc96bbcc5cfde7641ae87e8dacc0 \
     --hash=sha256:d5b1034354820651caa73ede66a6294d6e95c1b00acc5e9b098e917404669132
     # via pre-commit
-charset-normalizer==3.4.7 \
-    --hash=sha256:007d05ec7321d12a40227aae9e2bc6dca73f3cb21058999a1df9e193555a9dcc \
-    --hash=sha256:03853ed82eeebbce3c2abfdbc98c96dc205f32a79627688ac9a27370ea61a49c \
-    --hash=sha256:07d9e39b01743c3717745f4c530a6349eadbfa043c7577eef86c502c15df2c67 \
-    --hash=sha256:08e721811161356f97b4059a9ba7bafb23ea5ee2255402c42881c214e173c6b4 \
-    --hash=sha256:0c96c3b819b5c3e9e165495db84d41914d6894d55181d2d108cc1a69bfc9cce0 \
-    --hash=sha256:0ea948db76d31190bf08bd371623927ee1339d5f2a0b4b1b4a4439a65298703c \
-    --hash=sha256:0f7eb884681e3938906ed0434f20c63046eacd0111c4ba96f27b76084cd679f5 \
-    --hash=sha256:12a6fff75f6bc66711b73a2f0addfc4c8c15a20e805146a02d147a318962c444 \
-    --hash=sha256:12d8baf840cc7889b37c7c770f478adea7adce3dcb3944d02ec87508e2dcf153 \
-    --hash=sha256:14265bfe1f09498b9d8ec91e9ec9fa52775edf90fcbde092b25f4a33d444fea9 \
-    --hash=sha256:16d971e29578a5e97d7117866d15889a4a07befe0e87e703ed63cd90cb348c01 \
-    --hash=sha256:177a0ba5f0211d488e295aaf82707237e331c24788d8d76c96c5a41594723217 \
-    --hash=sha256:1a87ca9d5df6fe460483d9a5bbf2b18f620cbed41b432e2bddb686228282d10b \
-    --hash=sha256:1c2a768fdd44ee4a9339a9b0b130049139b8ce3c01d2ce09f67f5a68048d477c \
-    --hash=sha256:1c2aed2e5e41f24ea8ef1590b8e848a79b56f3a5564a65ceec43c9d692dc7d8a \
-    --hash=sha256:1dc8b0ea451d6e69735094606991f32867807881400f808a106ee1d963c46a83 \
-    --hash=sha256:1efde3cae86c8c273f1eb3b287be7d8499420cf2fe7585c41d370d3e790054a5 \
-    --hash=sha256:202389074300232baeb53ae2569a60901f7efadd4245cf3a3bf0617d60b439d7 \
-    --hash=sha256:203104ed3e428044fd943bc4bf45fa73c0730391f9621e37fe39ecf477b128cb \
-    --hash=sha256:2257141f39fe65a3fdf38aeccae4b953e5f3b3324f4ff0daf9f15b8518666a2c \
-    --hash=sha256:298930cec56029e05497a76988377cbd7457ba864beeea92ad7e844fe74cd1f1 \
-    --hash=sha256:2cd4a60d0e2fb04537162c62bbbb4182f53541fe0ede35cdf270a1c1e723cc42 \
-    --hash=sha256:2d6eb928e13016cea4f1f21d1e10c1cebd5a421bc57ddf5b1142ae3f86824fab \
-    --hash=sha256:2fe249cb4651fd12605b7288b24751d8bfd46d35f12a20b1ba33dea122e690df \
-    --hash=sha256:30b8d1d8c52a48c2c5690e152c169b673487a2a58de1ec7393196753063fcd5e \
-    --hash=sha256:320ade88cfb846b8cd6b4ddf5ee9e80ee0c1f52401f2456b84ae1ae6a1a5f207 \
-    --hash=sha256:3534e7dcbdcf757da6b85a0bbf5b6868786d5982dd959b065e65481644817a18 \
-    --hash=sha256:36836d6ff945a00b88ba1e4572d721e60b5b8c98c155d465f56ad19d68f23734 \
-    --hash=sha256:38c0109396c4cfc574d502df99742a45c72c08eff0a36158b6f04000043dbf38 \
-    --hash=sha256:3946fa46a0cf3e4c8cb1cc52f56bb536310d34f25f01ca9b6c16afa767dab110 \
-    --hash=sha256:3bec022aec2c514d9cf199522a802bd007cd588ab17ab2525f20f9c34d067c18 \
-    --hash=sha256:3c9a494bc5ec77d43cea229c4f6db1e4d8fe7e1bbffa8b6f0f0032430ff8ab44 \
-    --hash=sha256:3dce51d0f5e7951f8bb4900c257dad282f49190fdbebecd4ba99bcc41fef404d \
-    --hash=sha256:3dedcc22d73ec993f42055eff4fcfed9318d1eeb9a6606c55892a26964964e48 \
-    --hash=sha256:4042d5c8f957e15221d423ba781e85d553722fc4113f523f2feb7b188cc34c5e \
-    --hash=sha256:481551899c856c704d58119b5025793fa6730adda3571971af568f66d2424bb5 \
-    --hash=sha256:4dc1e73c36828f982bfe79fadf5919923f8a6f4df2860804db9a98c48824ce8d \
-    --hash=sha256:4e5163c14bffd570ef2affbfdd77bba66383890797df43dc8b4cc7d6f500bf53 \
-    --hash=sha256:511ef87c8aec0783e08ac18565a16d435372bc1ac25a91e6ac7f5ef2b0bff790 \
-    --hash=sha256:532bc9bf33a68613fd7d65e4b1c71a6a38d7d42604ecf239c77392e9b4e8998c \
-    --hash=sha256:54523e136b8948060c0fa0bc7b1b50c32c186f2fceee897a495406bb6e311d2b \
-    --hash=sha256:5649fd1c7bade02f320a462fdefd0b4bd3ce036065836d4f42e0de958038e116 \
-    --hash=sha256:56be790f86bfb2c98fb742ce566dfb4816e5a83384616ab59c49e0604d49c51d \
-    --hash=sha256:5b77459df20e08151cd6f8b9ef8ef1f961ef73d85c21a555c7eed5b79410ec10 \
-    --hash=sha256:5ed6ab538499c8644b8a3e18debabcd7ce684f3fa91cf867521a7a0279cab2d6 \
-    --hash=sha256:6178f72c5508bfc5fd446a5905e698c6212932f25bcdd4b47a757a50605a90e2 \
-    --hash=sha256:6370e8686f662e6a3941ee48ed4742317cafbe5707e36406e9df792cdb535776 \
-    --hash=sha256:64f02c6841d7d83f832cd97ccf8eb8a906d06eb95d5276069175c696b024b60a \
-    --hash=sha256:65bcd23054beab4d166035cabbc868a09c1a49d1efe458fe8e4361215df40265 \
-    --hash=sha256:66671f93accb62ed07da56613636f3641f1a12c13046ce91ffc923721f23c008 \
-    --hash=sha256:6696b7688f54f5af4462118f0bfa7c1621eeb87154f77fa04b9295ce7a8f2943 \
-    --hash=sha256:6785f414ae0f3c733c437e0f3929197934f526d19dfaa75e18fdb4f94c6fb374 \
-    --hash=sha256:67f6279d125ca0046a7fd386d01b311c6363844deac3e5b069b514ba3e63c246 \
-    --hash=sha256:6c114670c45346afedc0d947faf3c7f701051d2518b943679c8ff88befe14f8e \
-    --hash=sha256:6e0d51f618228538a3e8f46bd246f87a6cd030565e015803691603f55e12afb5 \
-    --hash=sha256:6ed74185b2db44f41ef35fd1617c5888e59792da9bbc9190d6c7300617182616 \
-    --hash=sha256:708838739abf24b2ceb208d0e22403dd018faeef86ddac04319a62ae884c4f15 \
-    --hash=sha256:715479b9a2802ecac752a3b0efa2b0b60285cf962ee38414211abdfccc233b41 \
-    --hash=sha256:733784b6d6def852c814bce5f318d25da2ee65dd4839a0718641c696e09a2960 \
-    --hash=sha256:750e02e074872a3fad7f233b47734166440af3cdea0add3e95163110816d6752 \
-    --hash=sha256:752a45dc4a6934060b3b0dab47e04edc3326575f82be64bc4fc293914566503e \
-    --hash=sha256:7579e913a5339fb8fa133f6bbcfd8e6749696206cf05acdbdca71a1b436d8e72 \
-    --hash=sha256:7641bb8895e77f921102f72833904dcd9901df5d6d72a2ab8f31d04b7e51e4e7 \
-    --hash=sha256:7804338df6fcc08105c7745f1502ba68d900f45fd770d5bdd5288ddccb8a42d8 \
-    --hash=sha256:80d04837f55fc81da168b98de4f4b797ef007fc8a79ab71c6ec9bc4dd662b15b \
-    --hash=sha256:813c0e0132266c08eb87469a642cb30aaff57c5f426255419572aaeceeaa7bf4 \
-    --hash=sha256:82b271f5137d07749f7bf32f70b17ab6eaabedd297e75dce75081a24f76eb545 \
-    --hash=sha256:84c018e49c3bf790f9c2771c45e9313a08c2c2a6342b162cd650258b57817706 \
-    --hash=sha256:8751d2787c9131302398b11e6c8068053dcb55d5a8964e114b6e196cf16cb366 \
-    --hash=sha256:8778f0c7a52e56f75d12dae53ae320fae900a8b9b4164b981b9c5ce059cd1fcb \
-    --hash=sha256:87fad7d9ba98c86bcb41b2dc8dbb326619be2562af1f8ff50776a39e55721c5a \
-    --hash=sha256:8d828b6667a32a728a1ad1d93957cdf37489c57b97ae6c4de2860fa749b8fc1e \
-    --hash=sha256:8e385e4267ab76874ae30db04c627faaaf0b509e1ccc11a95b3fc3e83f855c00 \
-    --hash=sha256:92a0a01ead5e668468e952e4238cccd7c537364eb7d851ab144ab6627dbbe12f \
-    --hash=sha256:94e1885b270625a9a828c9793b4d52a64445299baa1fea5a173bf1d3dd9a1a5a \
-    --hash=sha256:a180c5e59792af262bf263b21a3c49353f25945d8d9f70628e73de370d55e1e1 \
-    --hash=sha256:a277ab8928b9f299723bc1a2dabb1265911b1a76341f90a510368ca44ad9ab66 \
-    --hash=sha256:a5fe03b42827c13cdccd08e6c0247b6a6d4b5e3cdc53fd1749f5896adcdc2356 \
-    --hash=sha256:a6c5863edfbe888d9eff9c8b8087354e27618d9da76425c119293f11712a6319 \
-    --hash=sha256:a89c23ef8d2c6b27fd200a42aa4ac72786e7c60d40efdc76e6011260b6e949c4 \
-    --hash=sha256:adb2597b428735679446b46c8badf467b4ca5f5056aae4d51a19f9570301b1ad \
-    --hash=sha256:ae196f021b5e7c78e918242d217db021ed2a6ace2bc6ae94c0fc596221c7f58d \
-    --hash=sha256:ae89db9e5f98a11a4bf50407d4363e7b09b31e55bc117b4f7d80aab97ba009e5 \
-    --hash=sha256:aed52fea0513bac0ccde438c188c8a471c4e0f457c2dd20cdbf6ea7a450046c7 \
-    --hash=sha256:aef65cd602a6d0e0ff6f9930fcb1c8fec60dd2cfcb6facaf4bdb0e5873042db0 \
-    --hash=sha256:af21eb4409a119e365397b2adbaca4c9ccab56543a65d5dbd9f920d6ac29f686 \
-    --hash=sha256:b14b2d9dac08e28bb8046a1a0434b1750eb221c8f5b87a68f4fa11a6f97b5e34 \
-    --hash=sha256:bb6d88045545b26da47aa879dd4a89a71d1dce0f0e549b1abcb31dfe4a8eac49 \
-    --hash=sha256:bb8cc7534f51d9a017b93e3e85b260924f909601c3df002bcdb58ddb4dc41a5c \
-    --hash=sha256:bc17a677b21b3502a21f66a8cc64f5bfad4df8a0b8434d661666f8ce90ac3af1 \
-    --hash=sha256:bd6c2a1c7573c64738d716488d2cdd3c00e340e4835707d8fdb8dc1a66ef164e \
-    --hash=sha256:bd9b23791fe793e4968dba0c447e12f78e425c59fc0e3b97f6450f4781f3ee60 \
-    --hash=sha256:c03a41a8784091e67a39648f70c5f97b5b6a37f216896d44d2cdcb82615339a0 \
-    --hash=sha256:c0f081d69a6e58272819b70288d3221a6ee64b98df852631c80f293514d3b274 \
-    --hash=sha256:c35abb8bfff0185efac5878da64c45dafd2b37fb0383add1be155a763c1f083d \
-    --hash=sha256:c36c333c39be2dbca264d7803333c896ab8fa7d4d6f0ab7edb7dfd7aea6e98c0 \
-    --hash=sha256:c45e9440fb78f8ddabcf714b68f936737a121355bf59f3907f4e17721b9d1aae \
-    --hash=sha256:c593052c465475e64bbfe5dbd81680f64a67fdc752c56d7a0ae205dc8aeefe0f \
-    --hash=sha256:cdd68a1fb318e290a2077696b7eb7a21a49163c455979c639bf5a5dcdc46617d \
-    --hash=sha256:ce3412fbe1e31eb81ea42f4169ed94861c56e643189e1e75f0041f3fe7020abe \
-    --hash=sha256:cf1493cd8607bec4d8a7b9b004e699fcf8f9103a9284cc94962cb73d20f9d4a3 \
-    --hash=sha256:cf29836da5119f3c8a8a70667b0ef5fdca3bb12f80fd06487cfa575b3909b393 \
-    --hash=sha256:d4a48e5b3c2a489fae013b7589308a40146ee081f6f509e047e0e096084ceca1 \
-    --hash=sha256:d560742f3c0d62afaccf9f41fe485ed69bd7661a241f86a3ef0f0fb8b1a397af \
-    --hash=sha256:d6038d37043bced98a66e68d3aa2b6a35505dc01328cd65217cefe82f25def44 \
-    --hash=sha256:d61f00a0869d77422d9b2aba989e2d24afa6ffd552af442e0e58de4f35ea6d00 \
-    --hash=sha256:d635aab80466bc95771bb78d5370e74d36d1fe31467b6b29b8b57b2a3cd7d22c \
-    --hash=sha256:dca4bbc466a95ba9c0234ef56d7dd9509f63da22274589ebd4ed7f1f4d4c54e3 \
-    --hash=sha256:dd915403e231e6b1809fe9b6d9fc55cf8fb5e02765ac625d9cd623342a7905d7 \
-    --hash=sha256:e044c39e41b92c845bc815e5ae4230804e8e7bc29e399b0437d64222d92809dd \
-    --hash=sha256:e060d01aec0a910bdccb8be71faf34e7799ce36950f8294c8bf612cba65a2c9e \
-    --hash=sha256:e1421b502d83040e6d7fb2fb18dff63957f720da3d77b2fbd3187ceb63755d7b \
-    --hash=sha256:e17b8d5d6a8c47c85e68ca8379def1303fd360c3e22093a807cd34a71cd082b8 \
-    --hash=sha256:e5f4d355f0a2b1a31bc3edec6795b46324349c9cb25eed068049e4f472fb4259 \
-    --hash=sha256:e712b419df8ba5e42b226c510472b37bd57b38e897d3eca5e8cfd410a29fa859 \
-    --hash=sha256:e74327fb75de8986940def6e8dee4f127cc9752bee7355bb323cc5b2659b6d46 \
-    --hash=sha256:e80c8378d8f3d83cd3164da1ad2df9e37a666cdde7b1cb2298ed0b558064be30 \
-    --hash=sha256:e8ac484bf18ce6975760921bb6148041faa8fef0547200386ea0b52b5d27bf7b \
-    --hash=sha256:eca9705049ad3c7345d574e3510665cb2cf844c2f2dcfe675332677f081cbd46 \
-    --hash=sha256:ed065083d0898c9d5b4bbec7b026fd755ff7454e6e8b73a67f8c744b13986e24 \
-    --hash=sha256:edac0f1ab77644605be2cbba52e6b7f630731fc42b34cb0f634be1a6eface56a \
-    --hash=sha256:effc3f449787117233702311a1b7d8f59cba9ced946ba727bdc329ec69028e24 \
-    --hash=sha256:f22dec1690b584cea26fade98b2435c132c1b5f68e39f5a0b7627cd7ae31f1dc \
-    --hash=sha256:f495a1652cf3fbab2eb0639776dad966c2fb874d79d87ca07f9d5f059b8bd215 \
-    --hash=sha256:f496c9c3cc02230093d8330875c4c3cdfc3b73612a5fd921c65d39cbcef08063 \
-    --hash=sha256:f59099f9b66f0d7145115e6f80dd8b1d847176df89b234a5a6b3f00437aa0832 \
-    --hash=sha256:f59ad4c0e8f6bba240a9bb85504faa1ab438237199d4cce5f622761507b8f6a6 \
-    --hash=sha256:fbccdc05410c9ee21bbf16a35f4c1d16123dcdeb8a1d38f33654fa21d0234f79 \
-    --hash=sha256:fea24543955a6a729c45a73fe90e08c743f0b3334bbf3201e6c4bc1b0c7fa464
+charset-normalizer==3.4.9 \
+    --hash=sha256:0327fcd59a935777d83410750c50600ee9571af2846f71ce40f25b13da1ef380 \
+    --hash=sha256:03d07803992c6c7bbc976327f34b18b6160327fc81cb82c9d504720ac0be3b62 \
+    --hash=sha256:04ce310cb89c15df659582aee80a0603788732a5e017d5bd5c81158106ce249c \
+    --hash=sha256:0d861473f743244d349b50f850d10eb87aeb22bbdcc8e64f79273c94af5a8226 \
+    --hash=sha256:0e94703ec9684807f20cfb5eed95c70f67f2a8f21ad620146d7b5a13677b93e5 \
+    --hash=sha256:0fa1aec2d32bcc03c8fa0f6f1712caad1adc38509f31142112e5c9daf5b9c833 \
+    --hash=sha256:16b65ea0f2465b6fb52aa22de5eca612aa964ddfec00a912e26f4656cbef890b \
+    --hash=sha256:16d10d789dd9bcca1173c95af82c58433122564b7bc39385124be735a35cbe99 \
+    --hash=sha256:19ac87f93086ce37b86e098888555c4b4bc48102279bae3350098c0ed664b501 \
+    --hash=sha256:1d22856ffbe153a602df38e4a5464f0b748a54002e0d69ac6d2ad0a197cc99ec \
+    --hash=sha256:21e764fd1e70b6a3e205a0e46f3051701f98a8cb3fad66eeb80e48bb502f8698 \
+    --hash=sha256:231ddcbb35e2ff8973e1365db41fe0572662893b99a05deb183b68ad4c0c8bd4 \
+    --hash=sha256:253a4a220747e8b5faf57ec320c4f5efb0cef05f647420bf267143ec15dba10a \
+    --hash=sha256:280081916dc341820640489a66e4696049401ef1cf6dd672f672e70ad915aca3 \
+    --hash=sha256:2a441ea71902098ffe78c5abe6c494f44160b4af614ed16c3d9a3b1d17fd8ee2 \
+    --hash=sha256:304b13570067b2547562e308af560b3963857b1fa90bd6afd978130130fe2d6a \
+    --hash=sha256:32286a2c8d167e897177b673176c1e3e00d4057caf5d2b64eef9a3666b03018e \
+    --hash=sha256:33bdcc2a32c0a0e861f60841a512c8acc658c87c2ac59d89e3a46dacf7d866e4 \
+    --hash=sha256:375b83ed0aecfce76c16d198fbc21f3b11b337d68662bea0a995046682a11419 \
+    --hash=sha256:3c09a49d6cde137258beb3d551994a2927fd35ad5cf96aed573f61bbd67c5f84 \
+    --hash=sha256:3d92613ec25e43b05f042302531ec0f00b8445190e43325880cbd6ab7c2581da \
+    --hash=sha256:40a126142a56b2dfc0aacbad1de8310cbf60da7656db0e6b16eebd48e3e93519 \
+    --hash=sha256:416c229f77e5ea25b3dfd4b582f8d73d7e43c22320302b9ab128a2d3a0b38efe \
+    --hash=sha256:432786d3561e69aeeae6c7e8648964ce0ad05736120135601f87ac26b9c83381 \
+    --hash=sha256:43b9e366a31fdd1c87d0eb08f579b4a82b723ea54338f040d6b4e518a026ea29 \
+    --hash=sha256:440eede837960000d74978f0eba527be106b5b9aee0daf779d395276ed0b0614 \
+    --hash=sha256:45b0cc4e3556cd875e09102988d1ab8356c998b596c9fced84547c8138b487a0 \
+    --hash=sha256:476743fe6dfe14a2da12e3ac79125dc84a3b2cf8094369a47a1529b0cd8549fe \
+    --hash=sha256:4773092f8019072343a7447203308b176e10199920eb02d6195e81bbb3274c29 \
+    --hash=sha256:4b3dac63058cc36820b0dd072f89898604e2d39686fe05321729d00d8ac185a0 \
+    --hash=sha256:4d1c96a7a18b9690a4d46df09e3e3382406ae3213727cd1019ebade1c4a81917 \
+    --hash=sha256:51307f5c71007673a2bf8232ad973483d281e74cb99c8c5a990af1eefa6277d9 \
+    --hash=sha256:51447e9aa2684679af07ca5021c3db526e0284347ebf4ffcec1154c3350cfe32 \
+    --hash=sha256:58150c9f9b9a552505912d182ccdf26f6396fb6094816ceebcbb20eecabaed94 \
+    --hash=sha256:5b10cd92fc5c498b35a8635df6d5a100207f88b63a4dc1de7ef9a548e1e2cd63 \
+    --hash=sha256:5e226f6218febc71f6c1fc2fafb91c226f75bdc1d8fb12d66823716e891608fd \
+    --hash=sha256:609b3ba8fcc0fb5ab7af00719d0fb6ad0cb518e48e7712d12fd68f1327951198 \
+    --hash=sha256:60f44ade2cf573dad7a277e6f8ca9a51a21dda572b13bd7d8539bb3cd5dbedde \
+    --hash=sha256:611057cc5d5c0afc743ba8be6bd828c17e0aaa8643f9d0a9b9bb7dea80eb8012 \
+    --hash=sha256:6366a16e1a25018694d6a5d784d09b046edc9eac40ea2b54065c3052672516a1 \
+    --hash=sha256:65a7ff3f705e57d392f7261b6d0550fe137c3019477431f1c355e0db0a7d3e15 \
+    --hash=sha256:673611bbd43f0810bec0b0f028ddeaaa501190339cac411f347ac76917c3ae7b \
+    --hash=sha256:67830fc78e67501f47bb950471b2dcb9b35b140084429318e862895a8e89c993 \
+    --hash=sha256:68ce9f4d6b26d5ccbf7fd4459bf75f74a0a146677ebba80597df60cbdb20e6f4 \
+    --hash=sha256:68e5f26a1ad57ded6d1cfb85331d1c1a195314756471d97758c48498bb4dcdf5 \
+    --hash=sha256:69b157c5d3292bcd443faca052f3096f637f1e074b98212a933c074ae23dc3b8 \
+    --hash=sha256:75286256590a6320cf106a0d28970d3560aad9ee09aa7b34fb40524792436d35 \
+    --hash=sha256:78841cccf1af7b40f6f716338d50c0902dbe88d9f800b3c973b7a9a0a693a642 \
+    --hash=sha256:78fa18e436a1a0e58dbd7e02fc4473f3f32cceb12df9dfca542d075961c307d2 \
+    --hash=sha256:79580094b00d1789d1f93ea55bc43cb2f611910c72235b7657f3482ddcc1b22d \
+    --hash=sha256:7b86a2b16095d250c6f58b3d9b2eee6f4147754344f3dab0922f7c9bf7d226c9 \
+    --hash=sha256:83aed2c10721ddd90f68140685391b50811a880af20654c59af6b6c66c40513c \
+    --hash=sha256:84fd18bcc17526fc2b3c1af7d2b9217d32c9c04448c16ec693b9b4f1985c3d33 \
+    --hash=sha256:871ff67ea1aad4dfd91736464934d56b32dac49f9fbe16cddba36198a7b3a0db \
+    --hash=sha256:898f0e9068ca27d37f8e83a5b962821df851532e6c4a7d615c1c033f9da6eedf \
+    --hash=sha256:8a79d9f4d8001473a30c163556b3c3bfebec837495a412dde78b51672f6134f9 \
+    --hash=sha256:8c041122946b7ba21bb32c45b1aa57b1be35527690aeb3c5c234521085632eee \
+    --hash=sha256:90c44bc373b7687f6948b693cceaea1348ae0975d7474746559494468e3c1d84 \
+    --hash=sha256:9104ed0bd76a429d46f9ec0dbc9b08ad1d2dcdf2b00a5a0daa1c145329b35b44 \
+    --hash=sha256:920079c3f7456fa213e0829ed2073aaa727fd39d889ead5b4f35d0de5460d04f \
+    --hash=sha256:93d59d504b230e83c7a843251681959a0b6a9cd76f6e146ce1b8a80eb8739af9 \
+    --hash=sha256:9b2aff1c7b3884512b9512c3eaadd9bab39fb45042ffaaa1dd08ff2b9f8109d9 \
+    --hash=sha256:9b8e0f3107e2200b76f6054de99016eac3ee6762713587b36baaa7e4bd2ae177 \
+    --hash=sha256:9bb41182d93ea91f60b4bc8fbf4c820c69ef8a12ab2d917f3f1834f1acad07e8 \
+    --hash=sha256:9cdef90ae47919cae358d8ab15797a800ed41da7aba5d72419fb510729e2ed4b \
+    --hash=sha256:a1786910334ed46ab1dd73222f2cd1e05c2c3bb39f6dddb4f8b36fc382058a39 \
+    --hash=sha256:a4cfde78a9f2880208d16a93b795726a3017d5977e08d1e162a7a31322479c41 \
+    --hash=sha256:a4fbdde9dd4a9ce5fd52c2b3a347bb50cc89483ef783f1cb00d408c13f7a96c0 \
+    --hash=sha256:aa99adc8f081b475a12843953db36831eaf83ec33eb46a90629ca6a5de45a616 \
+    --hash=sha256:ac351b3b8014eead140e77e9717e2992c6bbe30b63bc3422422eb84865412e3d \
+    --hash=sha256:ad41ba96094304aa090f5a30cb6e4fb3b3f1c264c523394b4c39bbacc4dc92ba \
+    --hash=sha256:b5314963fce9b0b12743891de876e724997864ee22aa496f903f426c7e2fa5b2 \
+    --hash=sha256:bcf74c1df76758a395bf0af608c04c82257523f55c9868b334f06270d0f2112b \
+    --hash=sha256:bd47ba7fc3ca94896759ea0109775132d3e7ab921fbf54038e1bab2e46c313c9 \
+    --hash=sha256:c0323c9daef75ef2e5083624b4585018a0c9d5e3b40f607eed81a311270b934b \
+    --hash=sha256:c1225416b463483160e4af85d5fc3a9690ccb53fd4b1865a6437825f5ede3209 \
+    --hash=sha256:c1c948747b03be832dceed96ca815cef7360de9aa19d37c730f8e3f6101aca48 \
+    --hash=sha256:c25fe15c70c59eb7c5ce8c06a1f3fa1da0ecc5ea1e7a5922c40fd2fa9b0d5046 \
+    --hash=sha256:cc1b0fff8ead343dae06305f954eb8468ba0ec1a97881f42489d198e4ce3c632 \
+    --hash=sha256:cd6280cf040f233bd7d3407b743b4b4c74f70e8e1c4199cb112a62c941c0772a \
+    --hash=sha256:cd6c3d4b783c556fa00bf540854e42f135e2f256abd29669fcd0da0f2dec79c2 \
+    --hash=sha256:d4d6fcde76f94f5cb9e43e9e9a61f16dacefd228cbbf6f1a09bd9b219a92f1a1 \
+    --hash=sha256:ddf4af30b417d9fe16481e9b81c27ab2a7cde1ff7ba3e85653b02db7d145dc7b \
+    --hash=sha256:df115d4d83168fdf2cae48ef1ff6d1cb4c466364e30861b37121de0f3bf1b990 \
+    --hash=sha256:df7276909358e5635ae203673ab7e509ddd224225a8d6b0790bf13eb2bde1cc5 \
+    --hash=sha256:e4fd89cc178bced6ad29cb3e6dd4aa63fa5017c3524dbd0b25998fb64a87cc8b \
+    --hash=sha256:e9701d0049d92c16703a42771b98d560b95248949f23f8cf7b4eddd201814fb9 \
+    --hash=sha256:ee2f2a527e3c1a6e6411eb4209642e138b544a2d72fe5d0d76daf77b24063534 \
+    --hash=sha256:f7fb7d750cfa0a070d2c24e831fd3481019a60dd317ea2b39acbcebc08b6ed81 \
+    --hash=sha256:f840ed6d8ecba8255df8c42b87fadeda98ddfc6eeec05e2dc66e26d46dd6f58a \
+    --hash=sha256:f86c6358749bd4fda175388691e3ba8c46e24c5347d0afd20f9b7edfc9faf07d \
+    --hash=sha256:fa36ec09ef71d158186bc79e359ff5fdd6e7996fe8ab638f00d6b93139ba4fcf \
+    --hash=sha256:fe2c7201c642b7c308f1675355ad7ff7b66acfe3541625efe5a3ad38f29d6115
     # via
     #   requests
     #   snowflake-connector-python
-click==8.3.3 \
-    --hash=sha256:398329ad4837b2ff7cbe1dd166a4c0f8900c3ca3a218de04466f38f6497f18a2 \
-    --hash=sha256:a2bf429bb3033c89fa4936ffb35d5cb471e3719e1f3c8a7c3fff0b8314305613
+click==8.4.2 \
+    --hash=sha256:9a6cea6e60b17ebe0a44c5cc636d94f09bd66142c1cd7d8b4cd731c4917a15f6 \
+    --hash=sha256:e6f9f66136c816745b9d65817da91d61d957fb16e02e4dcd0552553c5a197b76
     # via
     #   feast (pyproject.toml)
     #   dask
+    #   flask
     #   geomet
     #   great-expectations
+    #   mlflow-skinny
     #   pip-tools
+    #   pyiceberg
     #   ray
     #   typer
     #   uvicorn
-clickhouse-connect==0.15.1 \
-    --hash=sha256:08df7857ecd2e345abbbdfc54d80fa060732cf75c953940355140af9a73b730a \
-    --hash=sha256:0bef871fb9803ae82b4dc1f797b6e784de0a4dec351591191a0c1a6008548284 \
-    --hash=sha256:158325a06978f91a182967341188502a0761447d1e13ffa775cf017def1a3d9e \
-    --hash=sha256:167e674dff8ac12be7796d93190b6fe9097c042940b3c41d87fe4d85970be27d \
-    --hash=sha256:1ef6922c8887a8b0db49a81823ef031807c971f628a363f6d53b030abaefd589 \
-    --hash=sha256:1ff5d10c6e49d36ee6941f52c4233f2bfb4198e9c726fed224f725974a667e37 \
-    --hash=sha256:24cdfe9b486c8f2e66f5f51b1f322d89d9eb4df29d9ebb2fa19b553065651e85 \
-    --hash=sha256:265f1660e8db5006ca32e8894e6c6cc984b343d96171ab0580b2104084b0fc08 \
-    --hash=sha256:2e19c9daabe4c24027006e903d0ba3f2a6b2e0703af37b2536335ac4558d541e \
-    --hash=sha256:2e52e20190004ed4578b803b1d5f2097c336fafec41b2cc0d490b5a4964c1284 \
-    --hash=sha256:371a201ee128ba2b47bd05e2f184b0d20fb78171d27441a6fb1183f4fcc9316e \
-    --hash=sha256:3b456d469db994b188bb0b5afa373e8f2e5e2bf41a70a736b9ed2485a976e9ae \
-    --hash=sha256:3cf1b78abf7e1b97ab279a2b244357c40657d2d8504ff3f713c6577cd0550b38 \
-    --hash=sha256:46bcebd00aff52ea5f7433e9cee1157b411dba9187f6677a18378c799c27c8aa \
-    --hash=sha256:4bf70933ab860bd2f0a872db624603706bed400c915c7aeef382956cf8ebbdf3 \
-    --hash=sha256:4f87d283399cbda676c8765605bf60dc6559df6fd38cbb9ea07048a4b34dda26 \
-    --hash=sha256:5046cb96d1c344c35198fe072a21ce3f273754df3e58fd0a6222c9a1aff72e75 \
-    --hash=sha256:5462bad97d97919a4ed230e2ef28d0b76bec0354a343218647830aac7744a43b \
-    --hash=sha256:57ad606e878fd284242713449217a0c475fde6b9b7ab59e7ba9e9c388431f004 \
-    --hash=sha256:5ab0d019c18d9d63b228ce2e45768f6c65fd27067d1127ab3e558c35c90f52ef \
-    --hash=sha256:5de299ada0f7eb9090bb5a6304d8d78163d4d9cc8eb04d8f552bfb82bafb61d5 \
-    --hash=sha256:60aa8c9c775d22db324260265f4c656f803fbc71de9193ef83cf8d8d0ef6ab9a \
-    --hash=sha256:691cbf6d3dd16988feb75d43942bb212f50f0cbec284eb249e0cd33ebf74ad09 \
-    --hash=sha256:693a03e44256886ac5dd26dc708833913157ec72e3b3a44fb89fd5fc202f85dc \
-    --hash=sha256:6f9619f9e8885886039e451c2e22d3fb9bd2e95bc64bbf4ebe6c0a50875785f4 \
-    --hash=sha256:7586fae639db65d6ff9f7d539aaac04ebd8604657751d78f6b45e7f971be83f3 \
-    --hash=sha256:76699fb79c0de182f915d96a08c15afc19755d9d0e9c93411abb0e4b539c7166 \
-    --hash=sha256:7a590116037ae56fab339b625f317d7c0a15bbede5f2f206ce1e55b1a2385e90 \
-    --hash=sha256:82e60e108d78e32d58a0f21570b02d3baad67ccbad6482eeb79d74a616d8a5ad \
-    --hash=sha256:83d881bf786b05489ccf96f07972b9c28638b513f3e064d39987d837749b35e3 \
-    --hash=sha256:859c718cb93780dd681f75d59ceaf4415915fa9617a5ba2de6105e291d6df3ad \
-    --hash=sha256:873d8f74eaec141f40ae060318c32353da94fdd4601f925bfd52426f3ddcd689 \
-    --hash=sha256:8bb70307589099c67dfe9a973998491bc82c1af9040560b5ebab799721bb197d \
-    --hash=sha256:9610ef6ff653f8a030f50e39cdeb1a39bea925c48f9196d787ea4b9f5eb1c8f0 \
-    --hash=sha256:99d55aab64fdeb53d74c16d2c46ae5491e90aa37ba55c24884a68a869418ee8e \
-    --hash=sha256:a1266a52bf61f0420630f625c5ac87bc2d095f08321820546300a699d4300ba3 \
-    --hash=sha256:a326e2f5518d6a9d71f0895d50a3ccd8c4d5e3abb625f39330512ff3c45c6731 \
-    --hash=sha256:a9d1e12bf86cd96626f74d21e3ac237abcda105f55cd2e78d139197d35f86209 \
-    --hash=sha256:aa9890507aac52a8a5363813bb315b6867e86a97ffa08576cb934603f5bc0216 \
-    --hash=sha256:ae24e4e7b10ff140c9041d9bdb2c08781145d844c7486c2661d223ededce7634 \
-    --hash=sha256:aeb09a6f8585f3bd4d8c5bead38f3821c076e0bca08c474a7b9039732a6e2e9a \
-    --hash=sha256:aed10f7615d0c72457d21ace9b59bfcbea0293188af2ffa3f3c2942d36974e7c \
-    --hash=sha256:b2f5174fc6001a1555fc3cb565f3b727e1b786d572df0b30d14929ae13bd3542 \
-    --hash=sha256:b692998e6dea344a4a2d7c34c129379767a068f234e1cb721ba27f1f023c70ee \
-    --hash=sha256:b6d107b5f964af97f25a0d1bfd59fe3510f2a646c87ad4f9ab9014bb0c66aa1c \
-    --hash=sha256:b8236c7dd675ed13d5e96f1f9126eeb711e8c266e4a0476ebc32be8a17decb32 \
-    --hash=sha256:c12d9f2b2fc57adaf5ea267804f00e520771794641227ed5285e38fdf36557a6 \
-    --hash=sha256:cd41ebe8b7f1c2579b22bbc414a800f3f8f5c843928019aca27c81592f70c5a7 \
-    --hash=sha256:cdeee50fb2822e4f886d9676c5979b9e6f93ee9159b1aa1b7d62e71bcf7ae551 \
-    --hash=sha256:d0dad989ae193c7261b12c9829f219fc1cb1ae9cad380c35cfe489f139c03ee9 \
-    --hash=sha256:d10e8f42bafa12d43dd280d157af1ca5a1743e0ca94e61de94c1d00cb1b2da2b \
-    --hash=sha256:d3fca3e0781b664556690decc788e7d25691043bf67a0d241e9c29233a2990d5 \
-    --hash=sha256:d6e98c0cf53db3b24dc0ff9f522fcf13205b1d191c632567d1744fbd4671741f \
-    --hash=sha256:d75324bb3a611eeb8c22b7fdda7c2cbc6ddbcc3871c65624b97f219430ded282 \
-    --hash=sha256:df93fa024d6ed46dbc3182b6202180be4cf2bbe9c331dcb21f85963b1b3fd1e5 \
-    --hash=sha256:e1a157205efd47884c22bfe061fc6f8c9aea844929ee755c47b446093805d21a \
-    --hash=sha256:e307ea69dc2a6e6d942d2799ee8bfe20c99019ddf95121cbeaf7efbb97f79f09 \
-    --hash=sha256:e702b77720ae6fd501e5a52262518dddb6c705fbc122bca4567694fb0bab401f \
-    --hash=sha256:e88a31bbd9da7f4b49de39d21e8c93c8fbb5cf487071e935af0eba884681df00 \
-    --hash=sha256:e911cffe6a9d9d27ccf91b8060086254c152c48ade47c1de3fc8e91d22cdd143 \
-    --hash=sha256:eb595e820e46ccdffd702d23e4d1d1efadaa60db81a3da53e693ab055d8a3b1a \
-    --hash=sha256:ecf244f91fc72e5dfe83652baf69a7ced414e9147288138897bc4376ebd6f8ac \
-    --hash=sha256:f03814b6e6a72892ce913eaef3931e6d011068480e9c19b80e5c640fdac55109 \
-    --hash=sha256:f13c34ad1ddb0d1efc92bc4039b50b534da94c51bbce25e61484bfd28b231cb5 \
-    --hash=sha256:f25df0298ecea9c29768ab1267ff1186aacfff0cbd75ff3b588644043f313cd6 \
-    --hash=sha256:f2aaf5fc0bb3098c24f0d8ca7e4ecbe605a26957481dfca2c8cef9d1fad7b7ca \
-    --hash=sha256:fa01fdb92db6bf72cb9509eecd0a0057a4558a4f40c02eebffbc2d61b644620e
+clickhouse-connect==1.6.0 \
+    --hash=sha256:01367cc75ddd3081f750ccba65c252385feff72f38f68613ea02dd056d047922 \
+    --hash=sha256:064144e1a7f6075ade3c13b8ce49517ca92f86c0c4842bd2abb52a475c026025 \
+    --hash=sha256:069f105173cd04263d3bb710381edae341dc9a3aa42fb4673017a617a5a1237a \
+    --hash=sha256:06bd2e045a7ec1406f9bd39c92bcc77027258d8969128033cea5adb8602111bd \
+    --hash=sha256:0856f42be01ab4957789b8cec99e91311d88bfe82be37ef2d230d36a6a111cff \
+    --hash=sha256:163eb12e7aaeefe9e51a483d3ad40502e15ac2ef94cf1f5b7fe8e9f5303d161b \
+    --hash=sha256:1a84eb6d545e2647a51b3b4ffa0da4a49f308aaaa096e58c44fb749c171a7d4a \
+    --hash=sha256:2d5888d76be3bf1ddea5a210522572d66abcaf651b45ff7c5a1014ec08fe7565 \
+    --hash=sha256:2f8b8060a8277509db77b14a01ed70683a0d9becba7a9994a5e59e42e9f98b37 \
+    --hash=sha256:30a183095bc367dcc4695869754e36ce2177264d0ef79421990ee24700810ee0 \
+    --hash=sha256:30bb77e7aa842550d5265c4aaa3e432b01440fd116d63e7e79ae79c380971ade \
+    --hash=sha256:34969b2a57d9372921aef2b0b51fb858d81ce952c5249b6cb5a0d459e846854c \
+    --hash=sha256:3cc6bdeafc743739f809671eb3c8fe9af1701981a43c624d9f5bea1e1409e5c4 \
+    --hash=sha256:4372dbcbd7b1c897c8d7062832468f82af27fa731c7488421ec7f0a882e1580b \
+    --hash=sha256:444564bad257b8923005431d661e347e5360cd686aae67091de3796a465cfec1 \
+    --hash=sha256:483e34a7841dbf3d2863e784a129503cc37a910a05464f2f48ce3e9b2f0fc007 \
+    --hash=sha256:508d3b7cc893b5d889b92702cc7dc4a1c975f59ee8da383054076969e4cb17c3 \
+    --hash=sha256:5135f91841e9df5827faa24f3b2436d4ac8242e74a88a8d47922e31a4383b712 \
+    --hash=sha256:51905921e7c98a11e7551663d263f28a715b14fdda191569fc71ddcde964ce52 \
+    --hash=sha256:6570d07223ea5e4c4c21fece323cc8741b7711d31c6cb3fda8d1a62fa2d5b8d4 \
+    --hash=sha256:691782a911a0696bb1ff644a309f4c6940473ee48d6c5171b13dab96d8cf8ecd \
+    --hash=sha256:6bcdb6039bb55870229ec46784840f1420362e3979c74abdc6a53d1ae95718eb \
+    --hash=sha256:7043480f1459ddd791480e3ea560a1def81dfd6462eab0c9ada54946e72918af \
+    --hash=sha256:743787fd9d1505f55854b333b81b3fa92bf950d988b66a553aaa55c7bfd2f70c \
+    --hash=sha256:75390e6ff6b398a88e0cac4907f785763fc9e476314cbafcfb24553bdbd92d28 \
+    --hash=sha256:794735a62d0a46688d50652876bcb50116c5e912577e9a469ef6ed1aa52b4d7b \
+    --hash=sha256:79caafbd2b1364d4b63c2e7c625cb424c8572b9cedc62b4ac2289cfbdf875487 \
+    --hash=sha256:7fdea3ba73b77c636a30fc74c7f2c4c53ed0fcbf0da13498ff4122c701f10362 \
+    --hash=sha256:80ca5778ce35d1f658741b993a9e7e17457d3f7a854e904aff72354b29990079 \
+    --hash=sha256:8128dfe4a17aef265d5ba2bb5f2f5a0d5fa76e6aca357c71a17da378c1b30ea6 \
+    --hash=sha256:8a5c244a31dd2f2d512c7b306e41e592dcaf9550926a96e05bd3222c6a44dacc \
+    --hash=sha256:8bdef691c6c66a28301cb1f070f633dfbd60ccdca9580df96984325f1f79e803 \
+    --hash=sha256:8d4303987b36ca075cbbe2cff3439ad017f56e1cf2bd936f83b2e6be222ae62f \
+    --hash=sha256:9090c972f3d3ab40fc046913cf51c611345d603c922483e3239633f2cda16a3c \
+    --hash=sha256:9a7af9bf7b992e5098ed9a0c2edf18d19c6acb2ccc77ee1d2da4e7e5d9dc7ddc \
+    --hash=sha256:9dac7ce419ced91f035bd26a86dd49067461547cb9e3b9b1d7c5975b460b650c \
+    --hash=sha256:9e64e332983fb268350abc76119c14da7b0640373a77ecf4f310240c3fdb4b6d \
+    --hash=sha256:a337751b60c9d15eb9865cfaa32caeb6d81497a9fd3dad248ae112765e97c7f1 \
+    --hash=sha256:a34e72d1ae6f71be491b2d44bd10d082d04c9e2e2a04d4774498e965d933b21d \
+    --hash=sha256:a5285b9005d5a3ba41d6f148c957e4df8e37a38ad27835a4ad9c31fe21083149 \
+    --hash=sha256:a7cf3b7ddffbf0b0bb77cb65935561ae48c49b4e6d0db11188279b068c297862 \
+    --hash=sha256:b94bf383735abb90b1a6dc9e89a44f09b84a71a73348be0f01c7c2fb8500fdea \
+    --hash=sha256:bd8de68d176a807fd16b85c3c5639c25bbdc81c203217f9e985e9560357fecd5 \
+    --hash=sha256:bdd153037df79b684a30372395681bd673b562e9d6c5159c3a08bffc38ad8185 \
+    --hash=sha256:c62bd3cc58aa0f6d4cac7012d6e5698cdc23111e3938a809596a5af8459470bd \
+    --hash=sha256:c793706c87ab04b29a58e5bc2c0f53806c257859e9ceb859b2840c5aabe56402 \
+    --hash=sha256:c924a2dea34578eda62e99a95988134ddaf4f66aa3f842ebd0980973b6acad56 \
+    --hash=sha256:ca3d4b70d1fa92e62ab130dec495b470de6e0e56a944cd3c8ea049cb0f137c20 \
+    --hash=sha256:cc03b0dd248faca290bced68a575e41331752bfd5863e3ab126382caa547aa1b \
+    --hash=sha256:cd4c1dee496ad3a811237ff8066084c18cdaa46a046f9e0eeacce107ac29c83c \
+    --hash=sha256:cf66e5bcfba8a183e40485efcfc80329ec75104e22dd02485fe73c0ab9073b19 \
+    --hash=sha256:d541a1a75f08d62b7e0059f77efeff26f2b0829fa0d543e1e1edcce270c78a06 \
+    --hash=sha256:d56348f1a39c8bd872106c4af92faa532fbdd8d66e72c588e9b4dd676ca2dbbd \
+    --hash=sha256:e02c6abbfe777f4d0afdf7726ac30168514c46390b15e12ecf95d873c7b20969 \
+    --hash=sha256:e4eb8b83b848f4ca4b984899acd62b0a60f310cbaa559d83519b7477968392ed \
+    --hash=sha256:ed28787dd00a34b003fe24de4953e15b172058d875279336d4ee5d8f585acc50 \
+    --hash=sha256:effd020411e4669f21d8b9f7f95d2342145ff6a2e32b49eae416fbd733334e53 \
+    --hash=sha256:f8957fa2fd400d1f002dded822b3e667b7941e48107d8d2470e1935a12af9937 \
+    --hash=sha256:fe2736f4cb520c4403f1f6b078ed3ed6f41a6ee8972328082240001853d8639e \
+    --hash=sha256:fe4bdd4e09f52bff46c2f920877a08a26a44d91fdb5fc0be76edb67395440192
     # via feast (pyproject.toml)
 cloudpickle==3.1.2 \
     --hash=sha256:7fda9eb655c9c230dab534f1983763de5835249750e85fbcef43aaa30a9a2414 \
     --hash=sha256:9acb47f6afd73f60dc1df93bb801b472f05ff42fa6c84167d25cb206be1fbf4a
-    # via dask
-codeflare-sdk==0.36.0 \
-    --hash=sha256:5dfba97aef0c2a83437682b960a9c323d54e459d949e24729d00d330b00b96a2 \
-    --hash=sha256:cbac45169916e63198d214492ed1c17c49ee27d3e98303cff59e2170266a441d
+    # via
+    #   dask
+    #   mlflow-skinny
+codeflare-sdk==0.38.2 \
+    --hash=sha256:4b2b7e005fdf86181b89c9e75f31613ad56d58e3ca068eb24ce450946f7d5548 \
+    --hash=sha256:4e17c7c5f970f21733fc12169cfa13d6198d03374fb0320c62c20712dc9f3ae7
     # via feast (pyproject.toml)
 colorama==0.4.6 \
     --hash=sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44 \
@@ -746,6 +831,80 @@ comm==0.2.3 \
     # via
     #   ipykernel
     #   ipywidgets
+contourpy==1.3.3 \
+    --hash=sha256:023b44101dfe49d7d53932be418477dba359649246075c996866106da069af69 \
+    --hash=sha256:07ce5ed73ecdc4a03ffe3e1b3e3c1166db35ae7584be76f65dbbe28a7791b0cc \
+    --hash=sha256:083e12155b210502d0bca491432bb04d56dc3432f95a979b429f2848c3dbe880 \
+    --hash=sha256:0bf67e0e3f482cb69779dd3061b534eb35ac9b17f163d851e2a547d56dba0a3a \
+    --hash=sha256:0c1fc238306b35f246d61a1d416a627348b5cf0648648a031e14bb8705fcdfe8 \
+    --hash=sha256:13b68d6a62db8eafaebb8039218921399baf6e47bf85006fd8529f2a08ef33fc \
+    --hash=sha256:15ff10bfada4bf92ec8b31c62bf7c1834c244019b4a33095a68000d7075df470 \
+    --hash=sha256:177fb367556747a686509d6fef71d221a4b198a3905fe824430e5ea0fda54eb5 \
+    --hash=sha256:1cadd8b8969f060ba45ed7c1b714fe69185812ab43bd6b86a9123fe8f99c3263 \
+    --hash=sha256:1fd43c3be4c8e5fd6e4f2baeae35ae18176cf2e5cced681cca908addf1cdd53b \
+    --hash=sha256:22e9b1bd7a9b1d652cd77388465dc358dafcd2e217d35552424aa4f996f524f5 \
+    --hash=sha256:23416f38bfd74d5d28ab8429cc4d63fa67d5068bd711a85edb1c3fb0c3e2f381 \
+    --hash=sha256:283edd842a01e3dcd435b1c5116798d661378d83d36d337b8dde1d16a5fc9ba3 \
+    --hash=sha256:2a2a8b627d5cc6b7c41a4beff6c5ad5eb848c88255fda4a8745f7e901b32d8e4 \
+    --hash=sha256:2b7e9480ffe2b0cd2e787e4df64270e3a0440d9db8dc823312e2c940c167df7e \
+    --hash=sha256:322ab1c99b008dad206d406bb61d014cf0174df491ae9d9d0fac6a6fda4f977f \
+    --hash=sha256:33c82d0138c0a062380332c861387650c82e4cf1747aaa6938b9b6516762e772 \
+    --hash=sha256:348ac1f5d4f1d66d3322420f01d42e43122f43616e0f194fc1c9f5d830c5b286 \
+    --hash=sha256:3519428f6be58431c56581f1694ba8e50626f2dd550af225f82fb5f5814d2a42 \
+    --hash=sha256:3c30273eb2a55024ff31ba7d052dde990d7d8e5450f4bbb6e913558b3d6c2301 \
+    --hash=sha256:3d1a3799d62d45c18bafd41c5fa05120b96a28079f2393af559b843d1a966a77 \
+    --hash=sha256:451e71b5a7d597379ef572de31eeb909a87246974d960049a9848c3bc6c41bf7 \
+    --hash=sha256:459c1f020cd59fcfe6650180678a9993932d80d44ccde1fa1868977438f0b411 \
+    --hash=sha256:4d00e655fcef08aba35ec9610536bfe90267d7ab5ba944f7032549c55a146da1 \
+    --hash=sha256:4debd64f124ca62069f313a9cb86656ff087786016d76927ae2cf37846b006c9 \
+    --hash=sha256:4feffb6537d64b84877da813a5c30f1422ea5739566abf0bd18065ac040e120a \
+    --hash=sha256:50ed930df7289ff2a8d7afeb9603f8289e5704755c7e5c3bbd929c90c817164b \
+    --hash=sha256:51e79c1f7470158e838808d4a996fa9bac72c498e93d8ebe5119bc1e6becb0db \
+    --hash=sha256:556dba8fb6f5d8742f2923fe9457dbdd51e1049c4a43fd3986a0b14a1d815fc6 \
+    --hash=sha256:598c3aaece21c503615fd59c92a3598b428b2f01bfb4b8ca9c4edeecc2438620 \
+    --hash=sha256:5ed3657edf08512fc3fe81b510e35c2012fbd3081d2e26160f27ca28affec989 \
+    --hash=sha256:626d60935cf668e70a5ce6ff184fd713e9683fb458898e4249b63be9e28286ea \
+    --hash=sha256:644a6853d15b2512d67881586bd03f462c7ab755db95f16f14d7e238f2852c67 \
+    --hash=sha256:655456777ff65c2c548b7c454af9c6f33f16c8884f11083244b5819cc214f1b5 \
+    --hash=sha256:66c8a43a4f7b8df8b71ee1840e4211a3c8d93b214b213f590e18a1beca458f7d \
+    --hash=sha256:6afc576f7b33cf00996e5c1102dc2a8f7cc89e39c0b55df93a0b78c1bd992b36 \
+    --hash=sha256:6c3d53c796f8647d6deb1abe867daeb66dcc8a97e8455efa729516b997b8ed99 \
+    --hash=sha256:709a48ef9a690e1343202916450bc48b9e51c049b089c7f79a267b46cffcdaa1 \
+    --hash=sha256:70f9aad7de812d6541d29d2bbf8feb22ff7e1c299523db288004e3157ff4674e \
+    --hash=sha256:8153b8bfc11e1e4d75bcb0bff1db232f9e10b274e0929de9d608027e0d34ff8b \
+    --hash=sha256:87acf5963fc2b34825e5b6b048f40e3635dd547f590b04d2ab317c2619ef7ae8 \
+    --hash=sha256:88df9880d507169449d434c293467418b9f6cbe82edd19284aa0409e7fdb933d \
+    --hash=sha256:929ddf8c4c7f348e4c0a5a3a714b5c8542ffaa8c22954862a46ca1813b667ee7 \
+    --hash=sha256:92d9abc807cf7d0e047b95ca5d957cf4792fcd04e920ca70d48add15c1a90ea7 \
+    --hash=sha256:95b181891b4c71de4bb404c6621e7e2390745f887f2a026b2d99e92c17892339 \
+    --hash=sha256:9e999574eddae35f1312c2b4b717b7885d4edd6cb46700e04f7f02db454e67c1 \
+    --hash=sha256:a15459b0f4615b00bbd1e91f1b9e19b7e63aea7483d03d804186f278c0af2659 \
+    --hash=sha256:a22738912262aa3e254e4f3cb079a95a67132fc5a063890e224393596902f5a4 \
+    --hash=sha256:ab2fd90904c503739a75b7c8c5c01160130ba67944a7b77bbf36ef8054576e7f \
+    --hash=sha256:ab3074b48c4e2cf1a960e6bbeb7f04566bf36b1861d5c9d4d8ac04b82e38ba20 \
+    --hash=sha256:afe5a512f31ee6bd7d0dda52ec9864c984ca3d66664444f2d72e0dc4eb832e36 \
+    --hash=sha256:b08a32ea2f8e42cf1d4be3169a98dd4be32bafe4f22b6c4cb4ba810fa9e5d2cb \
+    --hash=sha256:b20c7c9a3bf701366556e1b1984ed2d0cedf999903c51311417cf5f591d8c78d \
+    --hash=sha256:b2e8faa0ed68cb29af51edd8e24798bb661eac3bd9f65420c1887b6ca89987c8 \
+    --hash=sha256:b7301b89040075c30e5768810bc96a8e8d78085b47d8be6e4c3f5a0b4ed478a0 \
+    --hash=sha256:b7448cb5a725bb1e35ce88771b86fba35ef418952474492cf7c764059933ff8b \
+    --hash=sha256:ca0fdcd73925568ca027e0b17ab07aad764be4706d0a925b89227e447d9737b7 \
+    --hash=sha256:ca658cd1a680a5c9ea96dc61cdbae1e85c8f25849843aa799dfd3cb370ad4fbe \
+    --hash=sha256:cbedb772ed74ff5be440fa8eee9bd49f64f6e3fc09436d9c7d8f1c287b121d77 \
+    --hash=sha256:cd5dfcaeb10f7b7f9dc8941717c6c2ade08f587be2226222c12b25f0483ed497 \
+    --hash=sha256:cf9022ef053f2694e31d630feaacb21ea24224be1c3ad0520b13d844274614fd \
+    --hash=sha256:d002b6f00d73d69333dac9d0b8d5e84d9724ff9ef044fd63c5986e62b7c9e1b1 \
+    --hash=sha256:d06bb1f751ba5d417047db62bca3c8fde202b8c11fb50742ab3ab962c81e8216 \
+    --hash=sha256:d304906ecc71672e9c89e87c4675dc5c2645e1f4269a5063b99b0bb29f232d13 \
+    --hash=sha256:e4e6b05a45525357e382909a4c1600444e2a45b4795163d3b22669285591c1ae \
+    --hash=sha256:e74a9a0f5e3fff48fb5a7f2fd2b9b70a3fe014a67522f79b7cca4c0c7e43c9ae \
+    --hash=sha256:ea37e7b45949df430fe649e5de8351c423430046a2af20b1c1961cae3afcda77 \
+    --hash=sha256:f64836de09927cba6f79dcd00fdd7d5329f3fccc633468507079c829ca4db4e3 \
+    --hash=sha256:fd6ec6be509c787f1caf6b247f0b1ca598bef13f4ddeaa126b7658215529ba0f \
+    --hash=sha256:fd907ae12cd483cd83e414b12941c632a969171bf90fc937d0c9f268a31cafff \
+    --hash=sha256:fd914713266421b7536de2bfa8181aa8c699432b6763a0ea64195ebe28bff6a9 \
+    --hash=sha256:fde6c716d51c04b1c25d0b90364d0be954624a0ee9d60e23e850e8d48353d07a
+    # via matplotlib
 couchbase==4.3.2 \
     --hash=sha256:032a180afd6621358b2c73543b9c5db9939b442fc3ad6d54417c36c8a8f65838 \
     --hash=sha256:11ce688ed46edf8387bf51866618c7b4e06399e7fb34a6df002764996c109d1f \
@@ -812,164 +971,149 @@ couchbase-columnar==1.0.0 \
     --hash=sha256:fc0fad2d386c5b5df7aaaccd8751e01caa886cc640cc8c92523dd07c4e7be519 \
     --hash=sha256:fc4efa3e15190c3731478006de494b046bc57785e9c8ae99ac8b375a91683e38
     # via feast (pyproject.toml)
-coverage[toml]==7.13.5 \
-    --hash=sha256:012d5319e66e9d5a218834642d6c35d265515a62f01157a45bcc036ecf947256 \
-    --hash=sha256:02ca0eed225b2ff301c474aeeeae27d26e2537942aa0f87491d3e147e784a82b \
-    --hash=sha256:03ccc709a17a1de074fb1d11f217342fb0d2b1582ed544f554fc9fc3f07e95f5 \
-    --hash=sha256:0428cbef5783ad91fe240f673cc1f76b25e74bbfe1a13115e4aa30d3f538162d \
-    --hash=sha256:04690832cbea4e4663d9149e05dba142546ca05cb1848816760e7f58285c970a \
-    --hash=sha256:0590e44dd2745c696a778f7bab6aa95256de2cbc8b8cff4f7db8ff09813d6969 \
-    --hash=sha256:0672854dc733c342fa3e957e0605256d2bf5934feeac328da9e0b5449634a642 \
-    --hash=sha256:084b84a8c63e8d6fc7e3931b316a9bcafca1458d753c539db82d31ed20091a87 \
-    --hash=sha256:0b67af5492adb31940ee418a5a655c28e48165da5afab8c7fa6fd72a142f8740 \
-    --hash=sha256:0cd9ed7a8b181775459296e402ca4fb27db1279740a24e93b3b41942ebe4b215 \
-    --hash=sha256:0cef0cdec915d11254a7f549c1170afecce708d30610c6abdded1f74e581666d \
-    --hash=sha256:0e223ce4b4ed47f065bfb123687686512e37629be25cc63728557ae7db261422 \
-    --hash=sha256:0e3c426ffc4cd952f54ee9ffbdd10345709ecc78a3ecfd796a57236bfad0b9b8 \
-    --hash=sha256:0ecf12ecb326fe2c339d93fc131816f3a7367d223db37817208905c89bded911 \
-    --hash=sha256:10a0c37f0b646eaff7cce1874c31d1f1ccb297688d4c747291f4f4c70741cc8b \
-    --hash=sha256:145ede53ccbafb297c1c9287f788d1bc3efd6c900da23bf6931b09eafc931587 \
-    --hash=sha256:1b11eef33edeae9d142f9b4358edb76273b3bfd30bc3df9a4f95d0e49caf94e8 \
-    --hash=sha256:1b88c69c8ef5d4b6fe7dea66d6636056a0f6a7527c440e890cf9259011f5e606 \
-    --hash=sha256:258354455f4e86e3e9d0d17571d522e13b4e1e19bf0f8596bcf9476d61e7d8a9 \
-    --hash=sha256:259b69bb83ad9894c4b25be2528139eecba9a82646ebdda2d9db1ba28424a6bf \
-    --hash=sha256:2aa055ae1857258f9e0045be26a6d62bdb47a72448b62d7b55f4820f361a2633 \
-    --hash=sha256:2d3807015f138ffea1ed9afeeb8624fd781703f2858b62a8dd8da5a0994c57b6 \
-    --hash=sha256:301e3b7dfefecaca37c9f1aa6f0049b7d4ab8dd933742b607765d757aca77d43 \
-    --hash=sha256:32ca0c0114c9834a43f045a87dcebd69d108d8ffb666957ea65aa132f50332e2 \
-    --hash=sha256:34b02417cf070e173989b3db962f7ed56d2f644307b2cf9d5a0f258e13084a61 \
-    --hash=sha256:356e76b46783a98c2a2fe81ec79df4883a1e62895ea952968fb253c114e7f930 \
-    --hash=sha256:35a31f2b1578185fbe6aa2e74cea1b1d0bbf4c552774247d9160d29b80ed56cc \
-    --hash=sha256:380e8e9084d8eb38db3a9176a1a4f3c0082c3806fa0dc882d1d87abc3c789247 \
-    --hash=sha256:3ad050321264c49c2fa67bb599100456fc51d004b82534f379d16445da40fb75 \
-    --hash=sha256:3e1bb5f6c78feeb1be3475789b14a0f0a5b47d505bfc7267126ccbd50289999e \
-    --hash=sha256:3f4818d065964db3c1c66dc0fbdac5ac692ecbc875555e13374fdbe7eedb4376 \
-    --hash=sha256:460cf0114c5016fa841214ff5564aa4864f11948da9440bc97e21ad1f4ba1e01 \
-    --hash=sha256:48c39bc4a04d983a54a705a6389512883d4a3b9862991b3617d547940e9f52b1 \
-    --hash=sha256:4b59148601efcd2bac8c4dbf1f0ad6391693ccf7a74b8205781751637076aee3 \
-    --hash=sha256:4d2afbc5cc54d286bfb54541aa50b64cdb07a718227168c87b9e2fb8f25e1743 \
-    --hash=sha256:505d7083c8b0c87a8fa8c07370c285847c1f77739b22e299ad75a6af6c32c5c9 \
-    --hash=sha256:52f444e86475992506b32d4e5ca55c24fc88d73bcbda0e9745095b28ef4dc0cf \
-    --hash=sha256:5b13955d31d1633cf9376908089b7cebe7d15ddad7aeaabcbe969a595a97e95e \
-    --hash=sha256:5ec4af212df513e399cf11610cc27063f1586419e814755ab362e50a85ea69c1 \
-    --hash=sha256:60365289c3741e4db327e7baff2a4aaacf22f788e80fa4683393891b70a89fbd \
-    --hash=sha256:631efb83f01569670a5e866ceb80fe483e7c159fac6f167e6571522636104a0b \
-    --hash=sha256:6697e29b93707167687543480a40f0db8f356e86d9f67ddf2e37e2dfd91a9dab \
-    --hash=sha256:66a80c616f80181f4d643b0f9e709d97bcea413ecd9631e1dedc7401c8e6695d \
-    --hash=sha256:67e9bc5449801fad0e5dff329499fb090ba4c5800b86805c80617b4e29809b2a \
-    --hash=sha256:68a4953be99b17ac3c23b6efbc8a38330d99680c9458927491d18700ef23ded0 \
-    --hash=sha256:6c36ddb64ed9d7e496028d1d00dfec3e428e0aabf4006583bb1839958d280510 \
-    --hash=sha256:6e3370441f4513c6252bf042b9c36d22491142385049243253c7e48398a15a9f \
-    --hash=sha256:7034b5c56a58ae5e85f23949d52c14aca2cfc6848a31764995b7de88f13a1ea0 \
-    --hash=sha256:704de6328e3d612a8f6c07000a878ff38181ec3263d5a11da1db294fa6a9bdf8 \
-    --hash=sha256:7132bed4bd7b836200c591410ae7d97bf7ae8be6fc87d160b2bd881df929e7bf \
-    --hash=sha256:7300c8a6d13335b29bb76d7651c66af6bd8658517c43499f110ddc6717bfc209 \
-    --hash=sha256:750db93a81e3e5a9831b534be7b1229df848b2e125a604fe6651e48aa070e5f9 \
-    --hash=sha256:777c4d1eff1b67876139d24288aaf1817f6c03d6bae9c5cc8d27b83bcfe38fe3 \
-    --hash=sha256:78e696e1cc714e57e8b25760b33a8b1026b7048d270140d25dafe1b0a1ee05a3 \
-    --hash=sha256:79060214983769c7ba3f0cee10b54c97609dca4d478fa1aa32b914480fd5738d \
-    --hash=sha256:7c8d4bc913dd70b93488d6c496c77f3aff5ea99a07e36a18f865bca55adef8bd \
-    --hash=sha256:7f2c47b36fe7709a6e83bfadf4eefb90bd25fbe4014d715224c4316f808e59a2 \
-    --hash=sha256:800bc829053c80d240a687ceeb927a94fd108bbdc68dfbe505d0d75ab578a882 \
-    --hash=sha256:843ea8643cf967d1ac7e8ecd4bb00c99135adf4816c0c0593fdcc47b597fcf09 \
-    --hash=sha256:8769751c10f339021e2638cd354e13adeac54004d1941119b2c96fe5276d45ea \
-    --hash=sha256:8dd02af98971bdb956363e4827d34425cb3df19ee550ef92855b0acb9c7ce51c \
-    --hash=sha256:8fdf453a942c3e4d99bd80088141c4c6960bb232c409d9c3558e2dbaa3998562 \
-    --hash=sha256:941617e518602e2d64942c88ec8499f7fbd49d3f6c4327d3a71d43a1973032f3 \
-    --hash=sha256:972a9cd27894afe4bc2b1480107054e062df08e671df7c2f18c205e805ccd806 \
-    --hash=sha256:9adb6688e3b53adffefd4a52d72cbd8b02602bfb8f74dcd862337182fd4d1a4e \
-    --hash=sha256:9b74db26dfea4f4e50d48a4602207cd1e78be33182bc9cbf22da94f332f99878 \
-    --hash=sha256:9bb2a28101a443669a423b665939381084412b81c3f8c0fcfbac57f4e30b5b8e \
-    --hash=sha256:9d44d7aa963820b1b971dbecd90bfe5fe8f81cff79787eb6cca15750bd2f79b9 \
-    --hash=sha256:9dacc2ad679b292709e0f5fc1ac74a6d4d5562e424058962c7bb0c658ad25e45 \
-    --hash=sha256:9ddb4f4a5479f2539644be484da179b653273bca1a323947d48ab107b3ed1f29 \
-    --hash=sha256:a1a6d79a14e1ec1832cabc833898636ad5f3754a678ef8bb4908515208bf84f4 \
-    --hash=sha256:a698e363641b98843c517817db75373c83254781426e94ada3197cabbc2c919c \
-    --hash=sha256:ad14385487393e386e2ea988b09d62dd42c397662ac2dabc3832d71253eee479 \
-    --hash=sha256:ad146744ca4fd09b50c482650e3c1b1f4dfa1d4792e0a04a369c7f23336f0400 \
-    --hash=sha256:b5db73ba3c41c7008037fa731ad5459fc3944cb7452fc0aa9f822ad3533c583c \
-    --hash=sha256:bd3a2fbc1c6cccb3c5106140d87cc6a8715110373ef42b63cf5aea29df8c217a \
-    --hash=sha256:bdba0a6b8812e8c7df002d908a9a2ea3c36e92611b5708633c50869e6d922fdf \
-    --hash=sha256:be3d4bbad9d4b037791794ddeedd7d64a56f5933a2c1373e18e9e568b9141686 \
-    --hash=sha256:bf69236a9a81bdca3bff53796237aab096cdbf8d78a66ad61e992d9dac7eb2de \
-    --hash=sha256:bff95879c33ec8da99fc9b6fe345ddb5be6414b41d6d1ad1c8f188d26f36e028 \
-    --hash=sha256:c555b48be1853fe3997c11c4bd521cdd9a9612352de01fa4508f16ec341e6fe0 \
-    --hash=sha256:c81f6515c4c40141f83f502b07bbfa5c240ba25bbe73da7b33f1e5b6120ff179 \
-    --hash=sha256:c9136ff29c3a91e25b1d1552b5308e53a1e0653a23e53b6366d7c2dcbbaf8a16 \
-    --hash=sha256:ce1998c0483007608c8382f4ff50164bfc5bd07a2246dd272aa4043b75e61e85 \
-    --hash=sha256:cec2d83125531bd153175354055cdb7a09987af08a9430bd173c937c6d0fba2a \
-    --hash=sha256:cff784eef7f0b8f6cb28804fbddcfa99f89efe4cc35fb5627e3ac58f91ed3ac0 \
-    --hash=sha256:d2c87e0c473a10bffe991502eac389220533024c8082ec1ce849f4218dded810 \
-    --hash=sha256:d7cfad2d6d81dd298ab6b89fe72c3b7b05ec7544bdda3b707ddaecff8d25c161 \
-    --hash=sha256:d8a7a2049c14f413163e2bdabd37e41179b1d1ccb10ffc6ccc4b7a718429c607 \
-    --hash=sha256:da305e9937617ee95c2e39d8ff9f040e0487cbf1ac174f777ed5eddd7a7c1f26 \
-    --hash=sha256:da86cdcf10d2519e10cabb8ac2de03da1bcb6e4853790b7fbd48523332e3a819 \
-    --hash=sha256:dc022073d063b25a402454e5712ef9e007113e3a676b96c5f29b2bda29352f40 \
-    --hash=sha256:e0723d2c96324561b9aa76fb982406e11d93cdb388a7a7da2b16e04719cf7ca5 \
-    --hash=sha256:e092b9499de38ae0fbfbc603a74660eb6ff3e869e507b50d85a13b6db9863e15 \
-    --hash=sha256:e0b216a19534b2427cc201a26c25da4a48633f29a487c61258643e89d28200c0 \
-    --hash=sha256:e1c85e0b6c05c592ea6d8768a66a254bfb3874b53774b12d4c89c481eb78cb90 \
-    --hash=sha256:e301d30dd7e95ae068671d746ba8c34e945a82682e62918e41b2679acd2051a0 \
-    --hash=sha256:e808af52a0513762df4d945ea164a24b37f2f518cbe97e03deaa0ee66139b4d6 \
-    --hash=sha256:eb07647a5738b89baab047f14edd18ded523de60f3b30e75c2acc826f79c839a \
-    --hash=sha256:eb7fdf1ef130660e7415e0253a01a7d5a88c9c4d158bcf75cbbd922fd65a5b58 \
-    --hash=sha256:ec10e2a42b41c923c2209b846126c6582db5e43a33157e9870ba9fb70dc7854b \
-    --hash=sha256:ee2aa19e03161671ec964004fb74b2257805d9710bf14a5c704558b9d8dbaf17 \
-    --hash=sha256:f08fd75c50a760c7eb068ae823777268daaf16a80b918fa58eea888f8e3919f5 \
-    --hash=sha256:f4cd16206ad171cbc2470dbea9103cf9a7607d5fe8c242fdf1edf36174020664 \
-    --hash=sha256:f70c9ab2595c56f81a89620e22899eea8b212a4041bd728ac6f4a28bf5d3ddd0 \
-    --hash=sha256:fbabfaceaeb587e16f7008f7795cd80d20ec548dc7f94fbb0d4ec2e038ce563f
+coverage[toml]==7.15.2 \
+    --hash=sha256:075560438765b7a2ef43bf7aa7758661b53d889df47f062a31bda6c1ade553a2 \
+    --hash=sha256:0901cfe6c13bcd2302da4f83e884555d2a22bda6e4c476f09ef204ba20ca536e \
+    --hash=sha256:094dd37f3ef7b2da8b068b583d1f4c40f91c65197e16c52a71962d5d537fc5db \
+    --hash=sha256:09f5c6ec5901f667bd97dd140b5b9a2586b10efec66f46fb1e6d8135f8b95bdf \
+    --hash=sha256:0e55510bc98ae943cece9e667a6c0fe94c6a92913720dea34243657a17993d0c \
+    --hash=sha256:1121caa19159a38b5463eaae4b1e1fde81e525b15ecc5e000cd5b1a108f743a8 \
+    --hash=sha256:1268ac8fb9ddcd783d3948dbabaf80a5d53bfdaa0575e873e2139a692f797443 \
+    --hash=sha256:1473b3ba8e7ee0f076117b1a72c23f579a2b9e2bb742f48a8d86ea27ca93f91a \
+    --hash=sha256:17c432b5f73ad52ef46fb06019f6fa7c66ce381961cf0f7dfd1d3a4bd3a98145 \
+    --hash=sha256:1adac78e5abc7c5438f7a209c9ca69d06542f0bf481d728b6989ea80b813fdf9 \
+    --hash=sha256:1cd7a5beb7af3e864a13b1f0fb26efd3695da43ef0daf71e586adfffaf34d5b2 \
+    --hash=sha256:1d16e3a7104ea84f03e614611b3edbf6fb6892554b3ab0fe7fbb3f2b2ef04376 \
+    --hash=sha256:25fd15dd40a0a2c51a500d664ca29053c09c3259d998407bf982b6e114696138 \
+    --hash=sha256:2617f8799d268fabdeef42a7e89ac3a23e1deee9025427db2df970f99a89a578 \
+    --hash=sha256:26c3b04a6377fd7c09800921fa934e3a17c0020439cd59df73e73ae1d4b6a78c \
+    --hash=sha256:29c052f7c83ccfcc5c577eaae025d2e4a9bb80daf03c0ac31c996e83b000ce88 \
+    --hash=sha256:2f1ec6f304b156669cfde653b4e9a953f5de87e247ea02ac599bce0ab2744036 \
+    --hash=sha256:2fbeeeecea279727f8ac16c8e1133ddfeee793e985c86ae343d6a5ce744eef8c \
+    --hash=sha256:2ff08701be2d1556fc78b326c80a3e8042da09352ecb3819105f8e386c8a3071 \
+    --hash=sha256:38c9518b7103826c403a461544e3c2e77151e8676d06eaed85911a97e962584a \
+    --hash=sha256:3df60dc267f0a2ca23cb7a9ab1109c62b9335ffbf519fcfe167157c28c09b81d \
+    --hash=sha256:3ed010aa1b69cda8e827aabfca9866216c980e2dca82ab9a78c5f83689964c8b \
+    --hash=sha256:40f633c5c5fc783732f6312280122e859538fa24461235597c13d803ea9a108a \
+    --hash=sha256:42ec3d989421b174a2ab607c1539f24127ad362757b7f1c0c0d7a2993f7eb37b \
+    --hash=sha256:434e68d531858205895eb0d74b73d20b84260de426387d53c422a5acda2cf050 \
+    --hash=sha256:44826758cfe73fcd0e6af5deb4ba6d5417cc1d13df3acb35c93484a11160f846 \
+    --hash=sha256:4510fb9cdf6bb02dfa6af0be4a534b8102d086e22e4a33f8836df663da3d660d \
+    --hash=sha256:48ccc6395958eda89093ecdc35644c86f23a8b23a7f4d44958812b721aad67c1 \
+    --hash=sha256:4d3361879d736f469f45723c11ea1a5bbdaf1f6928f0e632c940378b5aa9b660 \
+    --hash=sha256:582edc45c2040543fef83341be23c43024a3ab3ae0c2d8bc498a06282905ad40 \
+    --hash=sha256:63022c4c8dec1d0342f05c3ede99842fe3d007689acc45e86f123a1746e4a026 \
+    --hash=sha256:67d7602480a47bdf5b675635403625553ebaa70d5a62a657c035149fd401cea0 \
+    --hash=sha256:68af907f595ab01a78f794932ff3bdf929c316d3000810d38dbc247129e26f8b \
+    --hash=sha256:6aa28cfb6488e5453b5b762d65f73aa586380f6693a04d58078ce228a29b06c0 \
+    --hash=sha256:6c0be82b4d4aa5b2704e08518e2252f3e3d110164bcca826816801052e48a7aa \
+    --hash=sha256:6f6966fc30e6f06ca8f98fb0ce51eda6b111b3ee8d066a8b1ec9e77fa06ab55d \
+    --hash=sha256:6fc448c377d6eeb00a47c673494bd9bae29280ca53987e1869e67ebedfe20658 \
+    --hash=sha256:728a33676d4c3f0db977990a4bd421dcaa3be3e53b5b6273036fff6666008e89 \
+    --hash=sha256:7466cc7ab6dc0db871d264bf99e8779f0917ee63d40730af0552f71535a6e072 \
+    --hash=sha256:77f091ea3a9cc611cd29f433565476bc1936c084ac8eee00ea0e7e70c27e4199 \
+    --hash=sha256:77f0ef5011df53a4bd1b35211ab122287f8d9b8d7aa1c4553e5c2deb24b1d446 \
+    --hash=sha256:7c63387e21ab21f512c69c9756a8c7dadd322c7275edb064064433c9a09c3743 \
+    --hash=sha256:7d29ca7bd67af6e12e74632d65f026eabc1364da5c254494cd914446a28a3ef7 \
+    --hash=sha256:7dc2950a2992cd676d35c20ae63522836deeb034f08874699d14068710af3dc1 \
+    --hash=sha256:7e8f27131dc7cd53de2c137dd207b3720919320b3c20d499dc30aa9ee6173287 \
+    --hash=sha256:81f382c5a94b434ec1f6da607edb904c76d7212e618cd4d1bc9f97bed4120ef5 \
+    --hash=sha256:835ec4e20b45f0a7f63ed78f94065aca00de033403df8377bfe8b9c6abc0a7be \
+    --hash=sha256:8bb9f4b4279187560796a4cdaca3b0a93dd97e48ee667df005f4ed9a97403688 \
+    --hash=sha256:8c726b232659cbd2ae57ade46509eb068c9bd7a06df9fcbff6fe484870006934 \
+    --hash=sha256:913b6c56e110da40e035bbd168353bf7aaa2544a5eaccea5d98a4629aac156c7 \
+    --hash=sha256:97a5c5457a9fb1d6c4e06cfb5dc835871fbfb6a6a51addc9e925bdeff5ef7440 \
+    --hash=sha256:9854ca62c152874b2060772503535be2e8f53f70b8aaa7686b094888d872f984 \
+    --hash=sha256:9911f31aad8906abe337c271343485cf20df5e70df5d2f57f9f136e7b55f26bc \
+    --hash=sha256:9b5bd92ff1ec22e535eab0de75fa6db021992791f461a2aceb7822c625a1187d \
+    --hash=sha256:9deddf09eecb717b7f980414b43d90a5b22ff3967d2949ab29cb0aa83d9e9098 \
+    --hash=sha256:9e36686f7a442185db2400b3df171aac520869faf9deb59df687d28659eda2a6 \
+    --hash=sha256:9f4432898c4bf2fba0435bbe35dd4437d7264565e5a88a21f5b49d8662a6b629 \
+    --hash=sha256:a0f47002c6eeb7c280228467a4cb0cc15ca2103a8421b986b2d3ec04a0f9bd8b \
+    --hash=sha256:a164b50081fc7357331c4024ef4d17b78ba325f8380d05f5a69599a7e05257ee \
+    --hash=sha256:a29ec5305a7335aacee2d799e3422e91e1c8a12474986e2b3b07e315c91be82f \
+    --hash=sha256:a300c6934e0989c327b9e8a1e110329da4641149f872bbe9f70168be66da76c1 \
+    --hash=sha256:a4c46b247b5d4b78f613bd89fea926d32b25c6cc61a50bd1e99ba310348f3dad \
+    --hash=sha256:a638db90c61cd219aeee65e83a24fdaa57269a741ae0cf773309208ac862cee3 \
+    --hash=sha256:a63b9e190711134d581c4d703df5df09851b1acf99792c7aacbbe9f41f0283c9 \
+    --hash=sha256:aaccad4129d735a8a4d526f26929894c9a4e8ef7034566f210b176749d6906e3 \
+    --hash=sha256:ae901f7e55ba405c84ee1cab3d3e962e4e871e4a2bcb9c90911adbd69b42ac5a \
+    --hash=sha256:afa29e2eff3d5729267e2cb2fd4ce9d61c952932fb2694e34ccb5d9540c6a296 \
+    --hash=sha256:affd532502d34c0472d0cdb181325c89f1d2c44992fef0c17e88e7b1576259a1 \
+    --hash=sha256:b171bdd71cb7ff792bf32e376173b0ace7e7963e7e57c58dfc42063a6a7174cd \
+    --hash=sha256:b868acc62aa5de3be7a9d05c2333bf8359ca987e43f9cb30ff8fbda6a024ab73 \
+    --hash=sha256:b9a6367e4aff723e8ee8190836836124284e8fcd4265e307c844010cfa074f3f \
+    --hash=sha256:bbc808daf4f5cd567af8075ecc72d21c6dfef9a254709a621a84c217c935ebc0 \
+    --hash=sha256:bbf44513ceb1589e31948e20eafbde9deaface90e1a1afa5f5f77b4423d17ce6 \
+    --hash=sha256:bcc0aae933921d03096f53b0b03eeb702129fd406dee59f08d2efacc68681fa5 \
+    --hash=sha256:bfd341ccf78128e72c094bc70cc25b3ef309c33c7c2c66ba3ed4309549e02de1 \
+    --hash=sha256:c6a98d698f9e2c8008d0370ec7fc452ebfcc530002ae2d0061170d768b992589 \
+    --hash=sha256:cb0fddaa6884be6aae36ced9544b5e90f7d5f03845a2853bf47a14953a4e8688 \
+    --hash=sha256:cee0f89f4767a6057c8fbf168f8135f18be651300496086bd873e3189fed0487 \
+    --hash=sha256:d17d7512151fedfcc64c1821a8977fc9be0dbf495754669afcab7b57abc98ae9 \
+    --hash=sha256:d46e62cb35d91e6e2589fda6d28074426b0e276422b5d2ebef2c6b11dc60dbfd \
+    --hash=sha256:d50dd325e18ec25bfcc10cd7f99b04df1ab9ec76b0918c260e60817ad0643dee \
+    --hash=sha256:db9c8438057e5b0f6a22a0af99c0c1d26b57fbbdbd1be5861ddb8f897fcc3a2d \
+    --hash=sha256:dee88b1ed88587abd8c0269a1fc1f4cc77f7750d1dfde2869e2a123af420e67d \
+    --hash=sha256:dfd3db045e95960ae3683059571e597fda7cc610106a8916f77c5839048c1deb \
+    --hash=sha256:e26ff680768b8095e8874aabe0e9d3a47a2a9f176a8340d05f8604c56457c23a \
+    --hash=sha256:e370c12133095ff18432de8c044962be85a5a96d90c6fcbce8e17e76236d2328 \
+    --hash=sha256:e38def96ad59853824c97953fdcd2c320a84ba3ce99b417db78af8bb6c3db635 \
+    --hash=sha256:e8f91bce78e32343af184c3b7fa28fcf5a9e2641f4b6623d392038f804939188 \
+    --hash=sha256:eb6bcae8d1a9d305351ecb108232441d11c5cfe9de840a04388ba5d2db8d735c \
+    --hash=sha256:f653e5d7248c1191ec988a85c72edeab46c3ff44f90639a4ed4874ec0be90243 \
+    --hash=sha256:fe41909c9515c3bfdb5f02c4d1f857dba322d9a9a1178069b91eea77889df63a
     # via pytest-cov
-cryptography==46.0.6 \
-    --hash=sha256:02fad249cb0e090b574e30b276a3da6a149e04ee2f049725b1f69e7b8351ec70 \
-    --hash=sha256:063b67749f338ca9c5a0b7fe438a52c25f9526b851e24e6c9310e7195aad3b4d \
-    --hash=sha256:12cae594e9473bca1a7aceb90536060643128bb274fcea0fc459ab90f7d1ae7a \
-    --hash=sha256:12f0fa16cc247b13c43d56d7b35287ff1569b5b1f4c5e87e92cc4fcc00cd10c0 \
-    --hash=sha256:22259338084d6ae497a19bae5d4c66b7ca1387d3264d1c2c0e72d9e9b6a77b97 \
-    --hash=sha256:26031f1e5ca62fcb9d1fcb34b2b60b390d1aacaa15dc8b895a9ed00968b97b30 \
-    --hash=sha256:27550628a518c5c6c903d84f637fbecf287f6cb9ced3804838a1295dc1fd0759 \
-    --hash=sha256:2b417edbe8877cda9022dde3a008e2deb50be9c407eef034aeeb3a8b11d9db3c \
-    --hash=sha256:2ea0f37e9a9cf0df2952893ad145fd9627d326a59daec9b0802480fa3bcd2ead \
-    --hash=sha256:2ef9e69886cbb137c2aef9772c2e7138dc581fad4fcbcf13cc181eb5a3ab6275 \
-    --hash=sha256:341359d6c9e68834e204ceaf25936dffeafea3829ab80e9503860dcc4f4dac58 \
-    --hash=sha256:380343e0653b1c9d7e1f55b52aaa2dbb2fdf2730088d48c43ca1c7c0abb7cc2f \
-    --hash=sha256:3c21d92ed15e9cfc6eb64c1f5a0326db22ca9c2566ca46d845119b45b4400361 \
-    --hash=sha256:3dfa6567f2e9e4c5dceb8ccb5a708158a2a871052fa75c8b78cb0977063f1507 \
-    --hash=sha256:456b3215172aeefb9284550b162801d62f5f264a081049a3e94307fe20792cfa \
-    --hash=sha256:4668298aef7cddeaf5c6ecc244c2302a2b8e40f384255505c22875eebb47888b \
-    --hash=sha256:50575a76e2951fe7dbd1f56d181f8c5ceeeb075e9ff88e7ad997d2f42af06e7b \
-    --hash=sha256:639301950939d844a9e1c4464d7e07f902fe9a7f6b215bb0d4f28584729935d8 \
-    --hash=sha256:64235194bad039a10bb6d2d930ab3323baaec67e2ce36215fd0952fad0930ca8 \
-    --hash=sha256:6617f67b1606dfd9fe4dbfa354a9508d4a6d37afe30306fe6c101b7ce3274b72 \
-    --hash=sha256:67177e8a9f421aa2d3a170c3e56eca4e0128883cf52a071a7cbf53297f18b175 \
-    --hash=sha256:6728c49e3b2c180ef26f8e9f0a883a2c585638db64cf265b49c9ba10652d430e \
-    --hash=sha256:6739d56300662c468fddb0e5e291f9b4d084bead381667b9e654c7dd81705124 \
-    --hash=sha256:69cf0056d6947edc6e6760e5f17afe4bea06b56a9ac8a06de9d2bd6b532d4f3a \
-    --hash=sha256:760997a4b950ff00d418398ad73fbc91aa2894b5c1db7ccb45b4f68b42a63b3c \
-    --hash=sha256:79e865c642cfc5c0b3eb12af83c35c5aeff4fa5c672dc28c43721c2c9fdd2f0f \
-    --hash=sha256:7e6142674f2a9291463e5e150090b95a8519b2fb6e6aaec8917dd8d094ce750d \
-    --hash=sha256:7f417f034f91dcec1cb6c5c35b07cdbb2ef262557f701b4ecd803ee8cefed4f4 \
-    --hash=sha256:7f6690b6c55e9c5332c0b59b9c8a3fb232ebf059094c17f9019a51e9827df91c \
-    --hash=sha256:8927ccfbe967c7df312ade694f987e7e9e22b2425976ddbf28271d7e58845290 \
-    --hash=sha256:8ce35b77aaf02f3b59c90b2c8a05c73bac12cea5b4e8f3fbece1f5fddea5f0ca \
-    --hash=sha256:8e7304c4f4e9490e11efe56af6713983460ee0780f16c63f219984dab3af9d2d \
-    --hash=sha256:90e5f0a7b3be5f40c3a0a0eafb32c681d8d2c181fc2a1bdabe9b3f611d9f6b1a \
-    --hash=sha256:97c8115b27e19e592a05c45d0dd89c57f81f841cc9880e353e0d3bf25b2139ed \
-    --hash=sha256:9a693028b9cbe51b5a1136232ee8f2bc242e4e19d456ded3fa7c86e43c713b4a \
-    --hash=sha256:9a9c42a2723999a710445bc0d974e345c32adfd8d2fac6d8a251fa829ad31cfb \
-    --hash=sha256:a3e84d5ec9ba01f8fd03802b2147ba77f0c8f2617b2aff254cedd551844209c8 \
-    --hash=sha256:aad75154a7ac9039936d50cf431719a2f8d4ed3d3c277ac03f3339ded1a5e707 \
-    --hash=sha256:b12c6b1e1651e42ab5de8b1e00dc3b6354fdfd778e7fa60541ddacc27cd21410 \
-    --hash=sha256:b928a3ca837c77a10e81a814a693f2295200adb3352395fad024559b7be7a736 \
-    --hash=sha256:bcb87663e1f7b075e48c3be3ecb5f0b46c8fc50b50a97cf264e7f60242dca3f2 \
-    --hash=sha256:c797e2517cb7880f8297e2c0f43bb910e91381339336f75d2c1c2cbf811b70b4 \
-    --hash=sha256:c89eb37fae9216985d8734c1afd172ba4927f5a05cfd9bf0e4863c6d5465b013 \
-    --hash=sha256:cdcd3edcbc5d55757e5f5f3d330dd00007ae463a7e7aa5bf132d1f22a4b62b19 \
-    --hash=sha256:d24c13369e856b94892a89ddf70b332e0b70ad4a5c43cf3e9cb71d6d7ffa1f7b \
-    --hash=sha256:d4e4aadb7fc1f88687f47ca20bb7227981b03afaae69287029da08096853b738 \
-    --hash=sha256:d9528b535a6c4f8ff37847144b8986a9a143585f0540fbcb1a98115b543aa463 \
-    --hash=sha256:ed3775295fb91f70b4027aeba878d79b3e55c0b3e97eaa4de71f8f23a9f2eb77 \
-    --hash=sha256:ed418c37d095aeddf5336898a132fba01091f0ac5844e3e8018506f014b6d2c4
+cryptography==48.0.1 \
+    --hash=sha256:08a597acce1ff37f347400087776599e2348a3a8bc53b44120e463cd274efe4a \
+    --hash=sha256:09f73a725d582cef64b91281a322cd798d14a33b2b6f2b7ad9531dc336d84c02 \
+    --hash=sha256:0df56b056bc17c1b7d6821dfa65216e62bd232d8ab05eb3db44e71d235651471 \
+    --hash=sha256:0ee6ea481db1ab889cba043ec1eda17bb9c1ea79db6722f779c3667f9f70322f \
+    --hash=sha256:15254441469dd6bf027039453288e2072124f8b6603563f5d759e1c9b69273fa \
+    --hash=sha256:266f4ee051abb2f725b74ef8072b521ce1feacf685a3364fa6a6b45548db791a \
+    --hash=sha256:2c37f2461406063b417837f5f3daab668652acd82423efcd7f0a9f04be972de1 \
+    --hash=sha256:32143b24adb918f078134e1e230f1eb8cc04886b92c28b5f0041aaf3e5699225 \
+    --hash=sha256:33842cf0888951cef5bc7ac724ab844a42044c1727b967b7f8997289a0464f92 \
+    --hash=sha256:3752f2dbc8f07a30aad2932c986cea495b03bb554887828225da104f732852b6 \
+    --hash=sha256:39489bfca54c7a1f6b297efcd8bc608ab92d16c4ca631b0cad4da46724588b24 \
+    --hash=sha256:3e4a1a3232eef2e6c732827d5722db29a0cc8b27af2a4d865b094cf954be9ca1 \
+    --hash=sha256:3fd2ca57062b241c856670b073487d2e86c4637937ca5601e48f97bf8e11fc8f \
+    --hash=sha256:42fcd8e26fe555d9b3577a135f5091fefa0aa4e99129c23fb56787a1bd4ada72 \
+    --hash=sha256:43c5835e2cb98c8733d86f57d6fc879b613f5c3478607281c3e36daffc6dd8a6 \
+    --hash=sha256:48fe40804d4caa2288f24e70ca8c64c42dd826da0ad7e4f1b41b2128d679e6c8 \
+    --hash=sha256:4ab0a343c807bbcd90c971cd1ecf072937cd01847a9e002bef88fb47ac6be577 \
+    --hash=sha256:4fdc69f8e4316bcf0c8c8ec1f26f285d12e8142d88d96c876a59a03be3f6ae67 \
+    --hash=sha256:6184ca7b174f28d7c703f1290d4b297217c45355f77a98f67e9b7f14549ac54a \
+    --hash=sha256:66fd0771e7b9c6dcd44cf1120690d2338d16d72795cf40cae2786a39eba65429 \
+    --hash=sha256:6b2c0c3e6ccf3ade7750f836ef3ee36eea250cc467d45c256895573ac08cc6f1 \
+    --hash=sha256:735824ec41b7f74a7c45fb1591349333e4c696cb6c044e5f46356e560143e4cd \
+    --hash=sha256:7e234ac052af99f2700826a5c29ea99d9c1b1f80341cde62d11c8154dc8e0bd9 \
+    --hash=sha256:869c3b8a53bfe27147832df48b32adadf558249d50e76cb3769d40e986b13265 \
+    --hash=sha256:86be3b1b0b6bf09482fb50a979c508d2950ed95f5621ec77f4e385962006b83a \
+    --hash=sha256:86fe77abb1bd87afb251d4d02ada7ecf53a32cee9b67d976abb2e45a13297475 \
+    --hash=sha256:88c852a0ae366e262e5a1744b685e6a433dc8788dd2a277e418bf4904203609d \
+    --hash=sha256:8ace4507d1e6533c125f4fac754f8bb8b6a74c08e92179dabd7e16571a3efbf3 \
+    --hash=sha256:92a46e1d638daa264ba2971c0b0489c9409787943efae4d60ffda3d091ef832c \
+    --hash=sha256:9621de99d2da096006b629979efd8ae7eb2d8b822488d0c89ee4000c306c59b1 \
+    --hash=sha256:9a49ca6c81417f6a5edb50375a60cccdd70fa0a91a5211829dbea74eba94d2ac \
+    --hash=sha256:9bd3f92d76217892b15df84ca256c2c113d386fdda7a7d8691aeeced976507c6 \
+    --hash=sha256:9de21387aa95e2a895823d0745b430bed4f33503ba9ab5e0b5311f33e37d66d2 \
+    --hash=sha256:b024e784ad6c077ee0147b35ea9cbfc1e34e1fd4c1dcca214c2794d73a12df08 \
+    --hash=sha256:b4e391975f038e66432328639620a4aff2d307513b004f1ca06d6225bced815c \
+    --hash=sha256:b74ca3b8e5ecdd833bf6a002ca41b4793bb27fb8f1c06ffaf2643c9e9140e31b \
+    --hash=sha256:b7a2d1a937a738a881737cec135a38bb61470589b17515b9f73f571d0ae10401 \
+    --hash=sha256:b9a32b876490d66c8bcc9963ef220199569748434ab01a9d6aaeabf88e7f5158 \
+    --hash=sha256:bd81490cd5801d755cf97bb68ac191f14b708470b1c7cf4580f669b9c9264cd8 \
+    --hash=sha256:c1400da5e32a43253392277eac7490a60e497d810a63dd5608d71bbd7af507c9 \
+    --hash=sha256:d069066deead00ac7f090be101be875a06855908f7ec004c27b8fefb4acfb411 \
+    --hash=sha256:d5d30989c6917b478b5817902e85fddaea2261efa8648383d965381ccb9e1ac4 \
+    --hash=sha256:df637c05205ea7c1d7fbcbe54bbfea648a52951155f997af13d895d0ecc96991 \
+    --hash=sha256:e361afba8918070d376df76f408a4f67fec0ee9cff81a99e48fe9a233ef59e17 \
+    --hash=sha256:eb86ce1af36fe65041b6db9a8bb064ee621a7e5fded0f80d475ec243477cd242 \
+    --hash=sha256:f0d27a5696721ef7a672b8c810f6aded391058e0b9486e63e6d93baf765da691 \
+    --hash=sha256:f2ceef93cb096aa3c4cc4b5c94ca6131f9196d28c64d6111533402a9b2054d41 \
+    --hash=sha256:f817adc181390bd54f2f700107a7419040fb7c1bdf2fc26f36551a06a68c3345 \
+    --hash=sha256:fe0180af5bf9236518a087e35bf2d9a347d5f5f51e63c579d683ddff424e3d46
     # via
     #   feast (pyproject.toml)
     #   azure-identity
@@ -978,6 +1122,7 @@ cryptography==46.0.6 \
     #   google-auth
     #   great-expectations
     #   jwcrypto
+    #   mlflow
     #   moto
     #   msal
     #   oracledb
@@ -987,59 +1132,69 @@ cryptography==46.0.6 \
     #   snowflake-connector-python
     #   types-pyopenssl
     #   types-redis
-dask[dataframe]==2026.3.0 \
-    --hash=sha256:be614b9242b0b38288060fb2d7696125946469c98a1c30e174883fd199e0428d \
-    --hash=sha256:f7d96c8274e8a900d217c1ff6ea8d1bbf0b4c2c21e74a409644498d925eb8f85
+cycler==0.12.1 \
+    --hash=sha256:85cef7cff222d8644161529808465972e51340599459b8ac3ccbac5a854e0d30 \
+    --hash=sha256:88bb128f02ba341da8ef447245a9e138fae777f6a23943da4540077d3601eb1c
+    # via matplotlib
+dask[dataframe]==2026.7.1 \
+    --hash=sha256:5727484427665f051e86bf87d021a64d6411141cdc8a20bfe3c1ad2968cc06b7 \
+    --hash=sha256:985ffd6c5e9d7979ede515e84ae8d39b647d6aa64f77600f15714ff65f578fe6
     # via feast (pyproject.toml)
-datasets==4.8.5 \
-    --hash=sha256:0f0c1c3d56ffff2c93b2f4c63c95bac94f3d7e8621aea2a2a576275233bba772 \
-    --hash=sha256:5079900781719c0e063a8efdd2cd95a31ad0c63209178669cd23cf1b926149ff
+databricks-sdk==0.122.0 \
+    --hash=sha256:7d998ec47f580be6be1cfe066be78038054767575b7437af5e4f76b67dde49c2 \
+    --hash=sha256:eb11be13f0c02fc4ffc6e2672ad47478ce26ac4b310bd26916af8ba56e374e98
+    # via
+    #   mlflow-skinny
+    #   mlflow-tracing
+datasets==5.0.1 \
+    --hash=sha256:9fbf73688f8c18f7529b4fe592abd04015f81d1e58001e4bac73ffb2b39d7cc4 \
+    --hash=sha256:ce22bb851efd7494f08aad33b940803784434f6e77763d00679a0dc45fcf686a
     # via feast (pyproject.toml)
-db-dtypes==1.5.1 \
-    --hash=sha256:901099b807c9312bc61a5bddbfb07512884e6c6d5a9edacf24d50bcf303aa5f7 \
-    --hash=sha256:ad71a6645e3c1f06d4d32023940576648f43119822f825f0d22587c6ef8afe15
+db-dtypes==1.7.1 \
+    --hash=sha256:450b94cd010cfa6d4d13cca2593009eba4fbe15516084c332cde1a47bbce0625 \
+    --hash=sha256:75adf3bdf3174a6474ea4162d9a345ea0b3102ec4fd603e69ec26b6e8a99145a
     # via
     #   google-cloud-bigquery
     #   pandas-gbq
-dbt-artifacts-parser==0.13.1 \
-    --hash=sha256:c341730fa34ebb38cc7d2de0282e8b713e2fc65fc6577f0d944f8abee8949dc4 \
-    --hash=sha256:c7a3c4e309ae2d7d566a615e92043b0d346a77998203b0cc466234717b806e40
+dbt-artifacts-parser==0.14.0 \
+    --hash=sha256:c4da799afa80a3c2c6c7e51c3b5d2681be9fdd53174b3909a3ce71cfb43d5148 \
+    --hash=sha256:e983510193cacaf6e6152e41cccfafc6cece592899f306f3143dc2f8b15ea394
     # via feast (pyproject.toml)
-debugpy==1.8.20 \
-    --hash=sha256:077a7447589ee9bc1ff0cdf443566d0ecf540ac8aa7333b775ebcb8ce9f4ecad \
-    --hash=sha256:0dfd9adb4b3c7005e9c33df430bcdd4e4ebba70be533e0066e3a34d210041b66 \
-    --hash=sha256:157e96ffb7f80b3ad36d808646198c90acb46fdcfd8bb1999838f0b6f2b59c64 \
-    --hash=sha256:1f7650546e0eded1902d0f6af28f787fa1f1dbdbc97ddabaf1cd963a405930cb \
-    --hash=sha256:20d6e64ea177ab6732bffd3ce8fc6fb8879c60484ce14c3b3fe183b1761459ca \
-    --hash=sha256:352036a99dd35053b37b7803f748efc456076f929c6a895556932eaf2d23b07f \
-    --hash=sha256:3ca85463f63b5dd0aa7aaa933d97cbc47c174896dcae8431695872969f981893 \
-    --hash=sha256:4057ac68f892064e5f98209ab582abfee3b543fb55d2e87610ddc133a954d390 \
-    --hash=sha256:4ae3135e2089905a916909ef31922b2d733d756f66d87345b3e5e52b7a55f13d \
-    --hash=sha256:55bc8701714969f1ab89a6d5f2f3d40c36f91b2cbe2f65d98bf8196f6a6a2c33 \
-    --hash=sha256:5be9bed9ae3be00665a06acaa48f8329d2b9632f15fd09f6a9a8c8d9907e54d7 \
-    --hash=sha256:5dff4bb27027821fdfcc9e8f87309a28988231165147c31730128b1c983e282a \
-    --hash=sha256:60f89411a6c6afb89f18e72e9091c3dfbcfe3edc1066b2043a1f80a3bbb3e11f \
-    --hash=sha256:70ad9ae09b98ac307b82c16c151d27ee9d68ae007a2e7843ba621b5ce65333b5 \
-    --hash=sha256:760813b4fff517c75bfe7923033c107104e76acfef7bda011ffea8736e9a66f8 \
-    --hash=sha256:773e839380cf459caf73cc533ea45ec2737a5cc184cf1b3b796cd4fd98504fec \
-    --hash=sha256:7de0b7dfeedc504421032afba845ae2a7bcc32ddfb07dae2c3ca5442f821c344 \
-    --hash=sha256:84562982dd7cf5ebebfdea667ca20a064e096099997b175fe204e86817f64eaf \
-    --hash=sha256:88f47850a4284b88bd2bfee1f26132147d5d504e4e86c22485dfa44b97e19b4b \
-    --hash=sha256:9c74df62fc064cd5e5eaca1353a3ef5a5d50da5eb8058fcef63106f7bebe6173 \
-    --hash=sha256:9eeed9f953f9a23850c85d440bf51e3c56ed5d25f8560eeb29add815bd32f7ee \
-    --hash=sha256:a1a8f851e7cf171330679ef6997e9c579ef6dd33c9098458bd9986a0f4ca52e3 \
-    --hash=sha256:a98eec61135465b062846112e5ecf2eebb855305acc1dfbae43b72903b8ab5be \
-    --hash=sha256:b773eb026a043e4d9c76265742bc846f2f347da7e27edf7fe97716ea19d6bfc5 \
-    --hash=sha256:bff8990f040dacb4c314864da95f7168c5a58a30a66e0eea0fb85e2586a92cd6 \
-    --hash=sha256:c1178ae571aff42e61801a38b007af504ec8e05fde1c5c12e5a7efef21009642 \
-    --hash=sha256:c29dd9d656c0fbd77906a6e6a82ae4881514aa3294b94c903ff99303e789b4a2 \
-    --hash=sha256:da11dea6447b2cadbf8ce2bec59ecea87cc18d2c574980f643f2d2dfe4862393 \
-    --hash=sha256:eada6042ad88fa1571b74bd5402ee8b86eded7a8f7b827849761700aff171f1b \
-    --hash=sha256:eb506e45943cab2efb7c6eafdd65b842f3ae779f020c82221f55aca9de135ed7
+debugpy==1.8.21 \
+    --hash=sha256:0042da0ecd0a8b50dc4a54395ecd870d258d73fa18776f50c91fdcabdcad2675 \
+    --hash=sha256:0fddfdc130ac6d8bfc0415b0409822fa901c8f310e5c945ac5653a0352532344 \
+    --hash=sha256:13678151fc401e2d68c9880b91e28714f797d40422994572b24560ef80910a88 \
+    --hash=sha256:15d4963bd5ffa48f0da0947fd06757fa7621945048a14ad7705431566d3c0e7c \
+    --hash=sha256:2c2ae706dec41d99a9ca1f7ebc987a83e65578363be6f6b3ac9067504917fae1 \
+    --hash=sha256:3d6922439bf33fd38a3e2c447869ebc7b97da5cd3d329ff1ef9bc06c4903437e \
+    --hash=sha256:4743373c1cac7f9e74a1b9915bf1dbe0e900eca657ffb170ae07ac8363205ae9 \
+    --hash=sha256:4e70cc8b5079f885cb43910924ee0aab73b8b6b2a14eff23afdd9895d86e79eb \
+    --hash=sha256:4e7c2d784d78ad4b71a5f8cd7b59c167719ec8a7a0211dbb3eb1bfeda78bc4e2 \
+    --hash=sha256:72b5d676c4cbfac3bac5bb01c138a4656e843f93f03ce2a5f4e394ad49fbee73 \
+    --hash=sha256:84c564d8cc701d41843b29a92814c1f1bef6798724ca9d675c284ad9f6a547d7 \
+    --hash=sha256:8eeab7b5462f683452c57c0126aaa5ec4e974ddb705f39ba87dff8818c8e08f9 \
+    --hash=sha256:9bb2a685287a2ac9b181cde89edcec64845cb51de7faaa75badb9a698bc24782 \
+    --hash=sha256:9f5171176a0084b95d2ebe55a4d1f7b2a75b74c5dbec577ebd3a85c740551c36 \
+    --hash=sha256:9f96713896f39c3dff0ee841f47320c3f2983d33c341e009361bb0ebc79adc4e \
+    --hash=sha256:a3c53278e84c94e11bd87c53970ec391d1a67396c8b22609fcac576520e611a6 \
+    --hash=sha256:a7fe47fd23da57b9e0bec3f4a8ee65a2dc55782455ed7f2141d75ab5d2eaeef5 \
+    --hash=sha256:aa648733047443eb1d07682c4ef287d36a54507b643ffdf38b09a3ef002c72a0 \
+    --hash=sha256:aa9d941d6dfe3d0407e4b3ca0b9ec466030e260fbf1174094f68785680f66db6 \
+    --hash=sha256:b1e37d333663c8851516a47364ef473da127f9caebe4417e6df6f5825a7e9a92 \
+    --hash=sha256:bd7ba9dd3daa7c2f942c6ca8d4695a16bf9ac16b63615261c7982bc74f7ed20c \
+    --hash=sha256:c193d474f0a211191f2b4449d2d06157c689013035bd952f3b617e0ef422b176 \
+    --hash=sha256:da456226c7b4c69e35dbe35dcee6623d912000a77816db7856a41af1c72a0264 \
+    --hash=sha256:e935f9dc0501be523c8a8e1853c39432e1354e9ece717ae5998fd2371c4542c3 \
+    --hash=sha256:ecbd158386c31ffe71d46f72d44d56e66331ab9b16cad649156d514368f23ab2 \
+    --hash=sha256:f15c10084f9861b5e8414a48f18f8e4aadf51a98a59e72c16aa28281ca994672 \
+    --hash=sha256:f68b891688e61bdc08b8d364d919ff0051e0b94657b39dcd027bc3173edb7cdc \
+    --hash=sha256:f843a8b08c2edeaf9b1582eed4f25441af21a297c22ff16bf76a662557aa9c9e \
+    --hash=sha256:fe0744a12353406de0ae8ccff0d0a4a666f00801a3db8fd04e7a5f761cd520e8 \
+    --hash=sha256:ffd932c6796afadab6993ec96745918a8cb2444dbd392074f769db5ea40ab440
     # via ipykernel
-decorator==5.2.1 \
-    --hash=sha256:65f266143752f734b0a7cc83c46f4618af75b8c5911b00ccb61d0ac9b6da0360 \
-    --hash=sha256:d316bb415a2d9e2d2b3abcc4084c6502fc09240e292cd76a76afc106a1c8e04a
+decorator==5.3.1 \
+    --hash=sha256:4cbcdd55a6efadb9dbea26b858f4fb3264567b52d69ca0d25b721b553f60ea82 \
+    --hash=sha256:f47fe6fdbd2edd623ecfe36875d37aba411624e2670dd395dddae1358689bb3c
     # via ipython
 defusedxml==0.7.1 \
     --hash=sha256:1bb3032db185915b62d7c6209c5a8792be6a32ab2fedacc84e01b52c51aa3e69 \
@@ -1071,9 +1226,9 @@ dill==0.3.9 \
     #   feast (pyproject.toml)
     #   datasets
     #   multiprocess
-distlib==0.4.0 \
-    --hash=sha256:9659f7d87e46584a30b5780e43ac7a2143098441670ff0a49d5f9034c54a6c16 \
-    --hash=sha256:feec40075be03a04501a973d81f633735b4b69f98b05450592310c0f401a4e0d
+distlib==0.4.3 \
+    --hash=sha256:4b0ce306c966eb73bc3a7b6abad017c556dadd92c44701562cd528ac7fde4d5b \
+    --hash=sha256:f152097224a0ae24be5a0f6bae1b9359af82133bce63f98a95f86cae1aede9ed
     # via virtualenv
 dnspython==2.8.0 \
     --hash=sha256:01d9bbc4a2d76bf0db7c1f729812ded6d912bd318d3b1cf81d30c0f845dbf3af \
@@ -1081,24 +1236,26 @@ dnspython==2.8.0 \
     # via
     #   feast (pyproject.toml)
     #   pymongo
-docker==7.1.0 \
-    --hash=sha256:ad8c70e6e3f8926cb8a92619b832b4ea5299e2831c14284663184e200546fa6c \
-    --hash=sha256:c96b93b7f0a746f9e77d325bcfb87422a3d8bd4f03136ae8a85b37f1898d5fc0
-    # via testcontainers
+docker==7.2.0 \
+    --hash=sha256:a3f45fdeb9165e2d25d9a1d02ddf3bc70fb572cf5ebbf9b58558c22caf29b71f \
+    --hash=sha256:cebb93773d334f778e023a7ee352a8d6e13ab1bd3b863a4d4a59dec897df43ac
+    # via
+    #   mlflow
+    #   testcontainers
 docling==2.27.0 \
     --hash=sha256:1288ed75b27e33bf94daff34faffc6d11b7d7ccc13e3df84fb24adad3991f72d \
     --hash=sha256:faba35662612a2c687a3a463e501d95f645316436084af92a0442ce162429a3d
     # via feast (pyproject.toml)
-docling-core[chunking]==2.74.1 \
-    --hash=sha256:46bf298686f2c51ddd69b6935a27dff1cc80838f2f5f1a8823492d99cf1a357b \
-    --hash=sha256:e6464078012b3d45f4e0accd101fcb277063903f355eabbb9aee8de00527a789
+docling-core[chunking]==2.84.0 \
+    --hash=sha256:2aee881b94138234c703298066b5ed94999490323ae6a29cbe5110f9248b83dd \
+    --hash=sha256:331035d5032be683a6d66d476146652491d2c75e4562e04da3f1a8d989d74bfc
     # via
     #   docling
     #   docling-ibm-models
     #   docling-parse
-docling-ibm-models==3.13.2 \
-    --hash=sha256:195e02dd119df34d2ce5f76ac614da82825851013e4898db7b0468cdf8740a3d \
-    --hash=sha256:5fa0838bf15a4e06d2fcb686d756a6f4c329ea0a8820d085f06d07abe96269ed
+docling-ibm-models==3.13.3 \
+    --hash=sha256:50fc83d244ce2dc43158e02155d1caa68374d7a169d0f34e67d7eb14f396ffe6 \
+    --hash=sha256:8c8b55e80b3d20fc74d85ca49a4d064578ef75b9f7251eec42fc9df6af426218
     # via docling
 docling-parse==4.7.3 \
     --hash=sha256:1790e7e4ae202d67875c1c48fd6f8ef5c51d10b0c23157e4989b8673f2f31308 \
@@ -1133,42 +1290,42 @@ docutils==0.19 \
     --hash=sha256:33995a6753c30b7f577febfc2c50411fec6aac7f7ffeb7c4cfe5991072dcf9e6 \
     --hash=sha256:5e1de4d849fee02c63b040a4a3fd567f4ab104defd8a5511fbbc24a8a017efbc
     # via sphinx
-duckdb==1.5.2 \
-    --hash=sha256:0b291786014df1133f8f18b9df4d004484613146e858d71a21791e0fcca16cf4 \
-    --hash=sha256:2323c1195c10fb2bb982fc0218c730b43d1b92a355d61e68e3c5f3ac9d44c34f \
-    --hash=sha256:2a1de4f4d454b8c97aec546c82003fc834d3422ce4bc6a19902f3462ef293bed \
-    --hash=sha256:35579b8e3a064b5eaf15b0eafc558056a13f79a0a62e34cc4baf57119daecfec \
-    --hash=sha256:376856066c65ccd55fcb3a380bbe33a71ce089fc4623d229ffc6e82251afdb6d \
-    --hash=sha256:411ad438bd4140f189a10e7f515781335962c5d18bd07837dc6d202e3985253d \
-    --hash=sha256:4420b3f47027a7849d0e1815532007f377fa95ee5810b47ea717d35525c12f79 \
-    --hash=sha256:486c862bf7f163c0110b6d85b3e5c031d224a671cca468f12ebb1d3a348f6b39 \
-    --hash=sha256:52a21823f3fbb52f0f0e5425e20b07391ad882464b955879499b5ff0b45a376b \
-    --hash=sha256:5596bbfc31b1b259db69c8d847b42d036ce2c4804f9ccb28f9fc46a16de7bc53 \
-    --hash=sha256:56d38b3c4e0ef2abb58898d0fd423933999ed535c45e75e9d9f72e1d5fed69b8 \
-    --hash=sha256:638da0d5102b6cb6f7d47f83d0600708ac1d3cb46c5e9aaabc845f9ba4d69246 \
-    --hash=sha256:63bf8687feefeed51adf45fa3b062ab8b1b1c350492b7518491b86bae68b1da1 \
-    --hash=sha256:6b0fe75c148000f060aa1a27b293cacc0ea08cc1cad724fbf2143d56070a3785 \
-    --hash=sha256:70631c847ca918ee710ec874241b00cf9d2e5be90762cbb2a0389f17823c08f7 \
-    --hash=sha256:7f69164b048e498b9e9140a24343108a5ae5f17bfb3485185f55fdf9b1aa924d \
-    --hash=sha256:81fc4fbf0b5e25840b39ba2a10b78c6953c0314d5d0434191e7898f34ab1bba3 \
-    --hash=sha256:84b193aca20565dedb3172de15f843c659c3a6c773bf14843a9bd781c850e7db \
-    --hash=sha256:8d599758b4e48bf12e18c9b960cf491d219f0c4972d19a45489c05cc5ab36f83 \
-    --hash=sha256:8dbd7e31e5dc157bfe8803fa7d2652336265c6c19926c5a4a9b40f8222868d08 \
-    --hash=sha256:98c0535cd6d901f61a5ea3c2e26a1fd28482953d794deb183daf568e3aa5dda6 \
-    --hash=sha256:a9cd5e71702d446613750405cde03f66ed268f4c321da071b0472759dad19536 \
-    --hash=sha256:bb42e6ed543902e14eae647850da24103a89f0bc2587dec5601b1c1f213bd2ed \
-    --hash=sha256:be37680ddb380015cb37318e378c53511c45c4f0d8fac5599d22b7d092b9217a \
-    --hash=sha256:c69907354ffee94ba8cf782daf0480dab7557f21ce27fffa6c0ea8f74ed4b8e2 \
-    --hash=sha256:c99ef73a277c8921bc0a1f16dee38d924484251d9cfd20951748c20fcd5ed855 \
-    --hash=sha256:c9f3e0b71b8a50fccfb42794899285d9d318ce2503782b9dd54868e5ecd0ad31 \
-    --hash=sha256:ce0b8141a10d37ecef729c45bc41d334854013f4389f1488bd6035c5579aaac1 \
-    --hash=sha256:ce17670bb392ea1b3650537db02bd720908776b5b95f6d2472d31a7de59d1dc1 \
-    --hash=sha256:d72b8856b1839d35648f38301b058f6232f4d36b463fe4dc8f4d3fdff2df1a2e \
-    --hash=sha256:d9b4f5430bf4f05d4c0dc4c55c75def3a5af4be0343be20fa2bfc577343fbfc9 \
-    --hash=sha256:e6495b00cad16888384119842797c49316a96ae1cb132bb03856d980d95afee1 \
-    --hash=sha256:ea58ff5b0880593a280cf5511734b17711b32ee1f58b47d726e8600848358160 \
-    --hash=sha256:ef461bca07313412dc09961c4a4757a851f56b95ac01c58fac6007632b7b94f2 \
-    --hash=sha256:fc85a5dbcbe6eccac1113c72370d1d3aacfdd49198d63950bdf7d8638a307f00
+duckdb==1.5.5 \
+    --hash=sha256:078e6a60dd8eedde5832f45422ca5c4a6b8c837aeabd8a56ca0b7d933f588053 \
+    --hash=sha256:0c42757cb34722144bd4dfb94b6f336339e7b2468f6813fa7fa9a319ba07bab4 \
+    --hash=sha256:179633a3fc6296c75d57c69c1e239fa9e5cdcb670fd1dbff88a02663f932905c \
+    --hash=sha256:1a925d06c2a4c3b64553d6cc1aced5028d376d4479bed689a7d47e9b1dccd80a \
+    --hash=sha256:1b543841b0ae18a9c982345cfa3987e9c065d3a4b0f067daa473d92d1e65f528 \
+    --hash=sha256:1bdc38922c365c37720149f90d90b1e9823eb82dad6830855b5f87537fa6fc0c \
+    --hash=sha256:2725d2b9ace3a4e75d72fc5a239f6a44b502c580edadb8fb2676db772c5f9282 \
+    --hash=sha256:2e72f9e1a4f90a5c8483ad4d540e495bf0834ba61c360b52499a573d7ed62a3f \
+    --hash=sha256:33db46679b071f108d57139493dee2d37e1f5efcf5c5c039c2969eed11a6c8a7 \
+    --hash=sha256:3b805507f88171b428b21c966c30e9a3d54e30b24528918a44ed0032542bc26f \
+    --hash=sha256:49c963d9469373d7aba8d750d9ea565ab823e94166efed953f184dd9b169b98c \
+    --hash=sha256:4acc72798ba1885a9c17d1242903d2cd502f13b1271c7677f7cab25d8578eceb \
+    --hash=sha256:63e48d4b74b15aeacd688976432a7225163df8c226eddeb8536bba2d4d4ff433 \
+    --hash=sha256:64078acfd16541132ac6e191eb81b2845554444a0305cc1aa581ba107e514aa8 \
+    --hash=sha256:6826504277dba513c0c5d71d828456c94d729c9d2482f94b2e289f90a9167e28 \
+    --hash=sha256:72f33ee57ca7595b23957671a2cc7f7fe2be0ecc2d68f63abedcfcaa3a5c1238 \
+    --hash=sha256:77bbc1e6ba12e1e06f9020117bdf848627ecfdf36f907550e62e008e6109dece \
+    --hash=sha256:7a6d2d11859d82a936ebdcb30ce3d8a1cbb3e990bff05c12abb9b54c44fa7bd1 \
+    --hash=sha256:8c11775cc99a447618d5f1840126db17f2652f3eae05529df4f81f40e2df7151 \
+    --hash=sha256:8e6413dd40facb7b8ab21bd844450cd8f549b29e138635be9cf090ef4d2049e2 \
+    --hash=sha256:9dc826c4b50e64f6c4e4d07a3a9cb075ef70ba3899dc43ec5493dc3d7b04b353 \
+    --hash=sha256:9f4287f97ccf0c1f3d471e7115be2b067cbf99627e2d34bffd462dd64703cddc \
+    --hash=sha256:a17e6a922e42a5c06ed2353fe78c5dff2610f6632d603836f9606ad0bf754079 \
+    --hash=sha256:a736217825461732b5442d05a220f3da2e23a0dae114efbf08c9bf171b53098a \
+    --hash=sha256:b08e19cc856220d8a26fa62abc2264b349aff67255e9373c6a3f607addd56dc6 \
+    --hash=sha256:b9b6f86ed85d4ef5e0211eaebf75d057bd8bb520bba438a95dd0f4e42234bbfe \
+    --hash=sha256:baa9c5702002fabb559ded2a39008f9f421fcbc7237d388b8213eff1e08858de \
+    --hash=sha256:cd98829b67788609017e65c761bd42a5dd0f9129441bed8bda4d6881ccf819f0 \
+    --hash=sha256:d4dd65f8941a604b947e0b9b4b4f7165988e29a23ec0b69b4038520956d9933e \
+    --hash=sha256:ddfbdb096c11d51ee22492397d342c90a82e62c5d09961477895934d0a25372f \
+    --hash=sha256:e238060db5ca59879882a6e9b015e2c65d5c64ddf281ba1d7a9a2033764152cf \
+    --hash=sha256:f0b88535a5d86fdd63dba6ea02ab68c003dfb9e4892b11256ef24c4da208baae \
+    --hash=sha256:f316eae2323d9a851883fdf2dee91c1f9efe251ab33e14a2272f82a913422ed6 \
+    --hash=sha256:fbf0f2d48b43c6c304d00463b463c27ead6c4b01c3c1816b750f728decf71afe \
+    --hash=sha256:feead93c56679b79592d437c62975d39cb67adedffa7592c763baf8160ac7366
     # via ibis-framework
 durationpy==0.10 \
     --hash=sha256:1fa6893409a6e739c9c72334fc65cca1f355dbdd93405d30f726deb5bde42fba \
@@ -1177,13 +1334,13 @@ durationpy==0.10 \
 easyocr==1.7.2 \
     --hash=sha256:5be12f9b0e595d443c9c3d10b0542074b50f0ec2d98b141a109cd961fd1c177c
     # via docling
-elastic-transport==9.2.1 \
-    --hash=sha256:39e1a25e486af34ce7aa1bc9005d1c736f1b6fb04c9b64ea0604ded5a61fc1d4 \
-    --hash=sha256:97d9abd638ba8aa90faa4ca1bf1a18bde0fe2088fbc8757f2eb7b299f205773d
+elastic-transport==9.4.2 \
+    --hash=sha256:33dc89bb1855faa8b98ae8b036405a39c562778dbcdbe4a00a2eaf753148556c \
+    --hash=sha256:366f4614f4544c5fb5d780c82f57af8f30492b44a68ed20750390aa81e20c2ea
     # via elasticsearch
-elasticsearch==9.3.0 \
-    --hash=sha256:67bd2bb4f0800f58c2847d29cd57d6e7bf5bc273483b4f17421f93e75ba09f39 \
-    --hash=sha256:f76e149c0a22d5ccbba58bdc30c9f51cf894231b359ef4fd7e839b558b59f856
+elasticsearch==9.4.1 \
+    --hash=sha256:1d78fdfba97a903ec35a5eb5808a74e33392b7c620bd5f742d465a3a26c27d75 \
+    --hash=sha256:71ab71c3d1b20fd88c2922fb82c3277cce7ea03c160686e7b9368b265c2b4cac
     # via feast (pyproject.toml)
 entrypoints==0.4 \
     --hash=sha256:b706eddaa9218a19ebcd67b56818f05bb27589b1ca9e8d797b74affad4ccacd4 \
@@ -1229,24 +1386,27 @@ faiss-cpu==1.10.0 \
     --hash=sha256:e02af3696a6b9e1f9072e502f48095a305de2163c42ceb1f6f6b1db9e7ffe574 \
     --hash=sha256:e71f7e24d5b02d3a51df47b77bd10f394a1b48a8331d5c817e71e9e27a8a75ac \
     --hash=sha256:f71c5860c860df2320299f9e4f2ca1725beb559c04acb1cf961ed24e6218277a
-    # via feast (pyproject.toml)
-fastapi==0.136.1 \
-    --hash=sha256:7af665ad7acfa0a3baf8983d393b6b471b9da10ede59c60045f49fbc89a0fa7f \
-    --hash=sha256:a6e9d7eeada96c93a4d69cb03836b44fa34e2854accb7244a1ece36cd4781c3f
+    # via
+    #   feast (pyproject.toml)
+    #   milvus-lite
+fastapi==0.141.0 \
+    --hash=sha256:5567705c791fa33202dabd1860df1d1650a7b1bf373378198d7b0675c9574618 \
+    --hash=sha256:cae32222bdc8b2805c4d3deb4e024b381ea2a6f2de7febfe3a9a73a9c29c2e5e
     # via
     #   feast (pyproject.toml)
     #   fastapi-mcp
+    #   mlflow-skinny
 fastapi-mcp==0.4.0 \
     --hash=sha256:d4a3fe7966af24d44e4b412720561c95eb12bed999a4443a88221834b3b15aec \
     --hash=sha256:d4ca9410996f4c7b8ea0d7b20fdf79878dc359ebf89cbf3b222e0b675a55097d
     # via feast (pyproject.toml)
-fastjsonschema==2.21.2 \
-    --hash=sha256:1c797122d0a86c5cace2e54bf4e819c36223b552017172f32c5c024a6b77e463 \
-    --hash=sha256:b1eb43748041c880796cd077f1a07c3d94e93ae84bba5ed36800a33554ae05de
+fastjsonschema==2.22.1 \
+    --hash=sha256:0b83d1ce8d7845b959dcb20e1a5c3c8883b6541d9c52ab02cce5166b75ec805f \
+    --hash=sha256:cf377ff5c9a6f4f3125fb35f75a2c5767bd824ffbcf62c209a93cd48d1453999
     # via nbformat
-filelock==3.29.0 \
-    --hash=sha256:69974355e960702e789734cb4871f884ea6fe50bd8404051a3530bc07809cf90 \
-    --hash=sha256:96f5f6344709aa1572bbf631c640e4ebeeb519e08da902c39a001882f30ac258
+filelock==3.32.0 \
+    --hash=sha256:7be2ad23a14607ccc71808e68fe30848aeace7058ace17852f68e2a68e310402 \
+    --hash=sha256:d396bea984af47333ef05e50eae7eff88c84256de6112aea0ec48a233c064fe3
     # via
     #   datasets
     #   huggingface-hub
@@ -1259,6 +1419,68 @@ filetype==1.2.0 \
     --hash=sha256:66b56cd6474bf41d8c54660347d37afcc3f7d1970648de365c102ef77548aadb \
     --hash=sha256:7ce71b6880181241cf7ac8697a2f1eb6a8bd9b429f7ad6d27b8db9ba5f1c2d25
     # via docling
+flask==3.1.3 \
+    --hash=sha256:0ef0e52b8a9cd932855379197dd8f94047b359ca0a78695144304cb45f87c9eb \
+    --hash=sha256:f4bcbefc124291925f1a26446da31a5178f9483862233b23c0c96a20701f670c
+    # via
+    #   flask-cors
+    #   mlflow
+flask-cors==6.0.5 \
+    --hash=sha256:30c5031552cd59f620ac0c8211dac45b345d3b2df310e7721879e4f46ef9c601 \
+    --hash=sha256:68fcf75693e961f3af26683b23c4b9a8fb6b64de17d20d0c37b95e8de7ab2ed8
+    # via mlflow
+fonttools==4.63.0 \
+    --hash=sha256:032038247a96c1690f9f31e377c389383c902531b085aa4e4dabd6f57f870e69 \
+    --hash=sha256:063e08bd17bd5a90127a14123de0d6a952dbc847695fd98b63c043d58057f90c \
+    --hash=sha256:0c18358a155d75034911c5ee397a5b44cd19dd325dbb8b35fb60bf421d6a72ac \
+    --hash=sha256:0eac00b9118c3c2f87d272e45341871c5b3066baa3c86897fa634a7c3fb59096 \
+    --hash=sha256:1e874792a8212b44583ea02189d9e693906b2f78b261f372f95d6c563210ac1d \
+    --hash=sha256:22135da48a348785c5e2d5d2d9d6bec5ed44adacbaeb9db12d9493bf6c6bfa68 \
+    --hash=sha256:22693918177bd9ceabec4736d338045f357769416fc6b0b2508eefef75b08616 \
+    --hash=sha256:27fdc65af8da6f88b9c6121c47a464cbe359fcfff7ff6fc2d37a1f395d755b78 \
+    --hash=sha256:2b8ae05d9eacf6081414d759c0a352769ac28ce31280d6bb8e77b03f9e3c449f \
+    --hash=sha256:2c14b4fd138c4bafcca294765c547914e1aa431ae1ca94ab99d8db08c958bd3b \
+    --hash=sha256:308f957cdeaf8abe4e5f2f124902ef405448af92c90f80e302a3b771c2e6116b \
+    --hash=sha256:37dd23e621e3b0aef1baa70a303b80aaf38449632cfc8fd2a55fb285bbccfc02 \
+    --hash=sha256:445af2eab030a16b9171ea8bdda7ebf7d96bda2df88ee182a464252f6e05e20d \
+    --hash=sha256:51394295f1a51de8b5f30bdb1e1b9a4231536c7064ef5c6e211eec19fa36036f \
+    --hash=sha256:58dc6bb86a78d782f00f9190ca02c119cf5bbe2807536e361e18d42019f877d8 \
+    --hash=sha256:59ac449f8cca9b4ffa08d2e7bbadad87ce710d69d1eda5c3c1ce579baa987272 \
+    --hash=sha256:6b2248c5decb223562f7902ff6325077a073f608ee8e33e88ad88db734eb9f49 \
+    --hash=sha256:6d4741eb179121cab9eea4cb2393d24492373a260d7945006358c08cfbf45419 \
+    --hash=sha256:6db5140a60a5d731d21ec076745b40a310607731b0a565b50776393188649001 \
+    --hash=sha256:6e528da43bc3791085f8cb6141b1d13e459226790240340fcbb4625649238b03 \
+    --hash=sha256:796f27556dbe094c4824f75ca85267e4df776c79036c8441469a4df37038c196 \
+    --hash=sha256:79cdc9f567aec74a72918fd060283911406750cbc9fd28c1316023deb6ce31a9 \
+    --hash=sha256:7d76edbff9014094dbf03bd2d074709dfa6ec7aba13d838c937a2b33d2d6a86e \
+    --hash=sha256:7d782fac32985914c351556f68ac0855391572bcd87de50e05970d3cd4c96fc5 \
+    --hash=sha256:7dd683fef0663e9f0f45cf541d788d24caa3ec9db50796b588e1757d8b3bc007 \
+    --hash=sha256:85be818f5506e8a7753153def2c9550178f0ecae6a47b5e0e8dbb23f7cc90380 \
+    --hash=sha256:948428a275741f0b64b113c955425a953314f4b9ab9997f73a72c83e68e569c8 \
+    --hash=sha256:9ced0bd02ac751dd6319b0da88aaef24414e3b0dbc32bb4f24944821a3741a27 \
+    --hash=sha256:9e12f105d2b6342c559c298afb674006bb2893afc7102dcf8a1b55b0486b4e40 \
+    --hash=sha256:a8b33a82979e0a6a34ff435cc81317be1f95ec1ebb7a3a2d1c8a6a54f02ae44e \
+    --hash=sha256:a9faff9e0c1f76f9fd55899d2ce785832efebab37eb8ae13995853aef178bef0 \
+    --hash=sha256:af2fd1664d00a397d75f806985ddb36282091c2131a73a6485c23b4a34722263 \
+    --hash=sha256:afefc1ed0a59785a7fb06ea7e1678e849c193e1e387db783579bc7b3056fcfcb \
+    --hash=sha256:b1cd75a03ad8cb5bc40c90bfde68c0c47de423aa19e5c0f362b43520645eea94 \
+    --hash=sha256:ba04cb5891d4c0c21b6da95eda8d7b090021508a294fff33464fc7d241e0856b \
+    --hash=sha256:bf00f21eb5fb721dbaf73d1e9da6d02a1af7768f2ebcf9798be98beab8ba90f6 \
+    --hash=sha256:c0425b277a59cff3d80ca42162a8de360f318438a2ac83570842a678d826d579 \
+    --hash=sha256:c1aaa4b9c75798400ac043ce04d74e7830376c85095a5a6ed7cba2f17a266bf4 \
+    --hash=sha256:c2a2a42198b696a6f48fad91709afb55176e66a5e566131219dba372fb7f8c59 \
+    --hash=sha256:caeb583deeb5168e694b65cda8b4ee62abedfa66cf88488734466f2366b9c4e0 \
+    --hash=sha256:cb014d58140a38135f16064c74c652ed57aa0b75cbf8bb59cac821f7edb5334e \
+    --hash=sha256:ccf41f2efdf56994d22d73bef4ced1052161958169428d06ba9724ea9e9a64be \
+    --hash=sha256:cd7e9857e5e63738b9d9fd707bc1f59c8b09e5177726d23664db393c59bb08bd \
+    --hash=sha256:d76ac49f929aecaf82d83250b8347e099d7aecba0f4726c1d9b6df3b8bb5fe18 \
+    --hash=sha256:d7e5c9973aa04c95650c96e5f5ad865fbf42d62079163ecfab1e01cbc2504c22 \
+    --hash=sha256:dcf076a4474fe0d7367e5bbf5b052c7284fa1feca729c04176ce513521afd8a0 \
+    --hash=sha256:e3297a6a4059b4acc3a1e9a8b04741f240a80044eef08ebd32e8b5bcdddce75b \
+    --hash=sha256:ee08ebfa58f6e1aeff5697ab9582105bb620008c1caafb681e4c557e7483027b \
+    --hash=sha256:ef3048ef05dbb552b89817713d9cac912e00d0fde4a3105c00d29e52e10c89af \
+    --hash=sha256:fd1e3094f42d806d3d7c79162fc59e5910fcbe3a7360c385b8da969bc4493745
+    # via matplotlib
 fqdn==1.5.1 \
     --hash=sha256:105ed3677e767fb5ca086a0c1f4bb66ebc3c100be518f0e0d755d9eae164d89f \
     --hash=sha256:3a179af3761e4df6eb2e026ff9e1a3033d3587bf980a0b1b2e1e5d08d7358014
@@ -1397,23 +1619,34 @@ frozenlist==1.8.0 \
     # via
     #   aiohttp
     #   aiosignal
-fsspec[http]==2024.9.0 \
-    --hash=sha256:4b0afb90c2f21832df142f292649035d80b421f60a9e1c027802e5a0da2b04e8 \
-    --hash=sha256:a0947d552d8a6efa72cc2c730b12c41d043509156966cca4fb157b0f2a0c574b
+fsspec[http]==2026.6.0 \
+    --hash=sha256:02e0b71817df9b2169dc30a16832045764def1191b43dcff5bb85bdee212d2a1 \
+    --hash=sha256:f5bac145310fe30e16e1471bd6840b2d990d609e872251d7e674241822abf01a
     # via
     #   feast (pyproject.toml)
     #   dask
     #   datasets
     #   huggingface-hub
+    #   pyiceberg
     #   ray
     #   torch
 geomet==1.1.0 \
     --hash=sha256:4372fe4e286a34acc6f2e9308284850bd8c4aa5bc12065e2abbd4995900db12f \
     --hash=sha256:51e92231a0ef6aaa63ac20c443377ba78a303fd2ecd179dc3567de79f3c11605
-    # via cassandra-driver
-google-api-core[grpc]==2.30.3 \
-    --hash=sha256:a85761ba72c444dad5d611c2220633480b2b6be2521eca69cca2dbb3ffd6bfe8 \
-    --hash=sha256:e601a37f148585319b26db36e219df68c5d07b6382cff2d580e83404e44d641b
+    # via
+    #   cassandra-driver
+    #   scylla-driver
+gitdb==4.0.12 \
+    --hash=sha256:5ef71f855d191a3326fcfbc0d5da835f26b13fbcba60c32c21091c349ffdb571 \
+    --hash=sha256:67073e15955400952c6565cc3e707c554a4eea2e428946f7a4c162fab9bd9bcf
+    # via gitpython
+gitpython==3.1.57 \
+    --hash=sha256:4ccf7d73c10f5c9e76043fbb2675ac5a1b3ff5b41e648f56bcbed5f63792ecaf \
+    --hash=sha256:c493ec57c0ef6b19743798b6a5af859c71814b524e7e6f97baa2f8e658961488
+    # via mlflow-skinny
+google-api-core[grpc]==2.33.0 \
+    --hash=sha256:3a36bcc3e319783f4c97da41f6f45ea6ffcaa55848e341de16e09cb70243c2bb \
+    --hash=sha256:a2e22a0c1d0f03eafff1858b38cf46f832d5902b0c052235bf0ab8402929fbdc
     # via
     #   feast (pyproject.toml)
     #   google-cloud-bigquery
@@ -1424,10 +1657,11 @@ google-api-core[grpc]==2.30.3 \
     #   google-cloud-storage
     #   opencensus
     #   pandas-gbq
-google-auth==2.50.0 \
-    --hash=sha256:04382175e28b94f49694977f0a792688b59a668def1499e9d8de996dc9ce5b15 \
-    --hash=sha256:f35eafb191195328e8ce10a7883970877e7aeb49c2bfaa54aa0e394316d353d0
+google-auth[pyopenssl]==2.56.2 \
+    --hash=sha256:c8270ea95b2697b74e3d8438ae9c5b898e38b623b915c7b5c5635921e7de68a6 \
+    --hash=sha256:e28f103ca8091fb7012b99c44243d7366c29863713b8e34a220c3322b7a07051
     # via
+    #   databricks-sdk
     #   google-api-core
     #   google-auth-oauthlib
     #   google-cloud-bigquery
@@ -1438,37 +1672,37 @@ google-auth==2.50.0 \
     #   google-cloud-storage
     #   pandas-gbq
     #   pydata-google-auth
-google-auth-oauthlib==1.3.1 \
-    --hash=sha256:14c22c7b3dd3d06dbe44264144409039465effdd1eef94f7ce3710e486cc4bfa \
-    --hash=sha256:1a139ef23f1318756805b0e95f655c238bffd29655329a2978218248da4ee7f8
+google-auth-oauthlib==1.4.0 \
+    --hash=sha256:18b5e28880eb8eba9065c436becdc0ee8e4b59117a73a510679c82f70cd363d2 \
+    --hash=sha256:251314f213a9ee46a5ae73988e84fd7cca8bb68e7ecf4bfd45940f9e7f51d070
     # via
     #   pandas-gbq
     #   pydata-google-auth
-google-cloud-bigquery[pandas]==3.41.0 \
-    --hash=sha256:2217e488b47ed576360c9b2cc07d59d883a54b83167c0ef37f915c26b01a06fe \
-    --hash=sha256:2a5b5a737b401cbd824a6e5eac7554100b878668d908e6548836b5d8aaa4dcaa
+google-cloud-bigquery[pandas]==3.42.2 \
+    --hash=sha256:08d4b264e5ee4790f719724c76b538f204b7190999328a2f1a6a95eaab74ca39 \
+    --hash=sha256:41658c19e8ed5b83307011b4e55aca3b1f72052545a22788f1d637984615173f
     # via
     #   feast (pyproject.toml)
     #   pandas-gbq
-google-cloud-bigquery-storage==2.37.0 \
-    --hash=sha256:1e319c27ef60fc31030f6e0b52e5e891e1cdd50551effe8c6f673a4c3c56fcb6 \
-    --hash=sha256:f88ee7f1e49db1e639da3d9a8b79835ca4bc47afbb514fb2adfc0ccb41a7fd97
+google-cloud-bigquery-storage==2.39.0 \
+    --hash=sha256:8c192b6263804f7bdd6f57a17e763ba7f03fa4e53d7ecafca0187e0fd6467d48 \
+    --hash=sha256:d5afd90ad06cf24d9167316cca70ab5b344e880fc13031d7392aa78ee76b8bb6
     # via feast (pyproject.toml)
-google-cloud-bigtable==2.36.0 \
-    --hash=sha256:21b2f41231b7368a550b44d5b493b811b3507fcb23eb26d00005cd3f205f2207 \
-    --hash=sha256:d5987733c2f60c739f93f259d2037858411cc994ac37cdfbccb6bb159f3ca43e
+google-cloud-bigtable==2.41.0 \
+    --hash=sha256:36da0fc730952bfe48ae91dee11015459c9046fa1499d0efb73a61bbb6edbe9b \
+    --hash=sha256:d0c424bae6238eb16ffc0922be79da00d20d23e0750ea46742ffd4542c50fd26
     # via feast (pyproject.toml)
-google-cloud-core==2.5.1 \
-    --hash=sha256:3dc94bdec9d05a31d9f355045ed0f369fbc0d8c665076c734f065d729800f811 \
-    --hash=sha256:ea62cdf502c20e3e14be8a32c05ed02113d7bef454e40ff3fab6fe1ec9f1f4e7
+google-cloud-core==2.6.0 \
+    --hash=sha256:6d63ac8e5eca6d9e4319d0a1e2265fadcd7f1049904378caecfa01cf52dd869e \
+    --hash=sha256:e76149739f90fac1fc6757c09f47eaccb3145b54adbd7759b0f7c4b235f46c83
     # via
     #   google-cloud-bigquery
     #   google-cloud-bigtable
     #   google-cloud-datastore
     #   google-cloud-storage
-google-cloud-datastore==2.24.0 \
-    --hash=sha256:81f1d1c12c2906f59507f72742545ab04c38f62ed70b0542057e3cf04a53aa65 \
-    --hash=sha256:f087c02a6aa4ac68bbf17f0c048ae3ee355856bf09c51439bfba193741387792
+google-cloud-datastore==2.26.0 \
+    --hash=sha256:1ac4882f033fcb90bd75d1171b46400ecd5def23768598843d9c041e0c0b4a6a \
+    --hash=sha256:1bde5694308468da5c932153a6b0331d5b54e1c21de366b6a75ddb0000fd5f4b
     # via feast (pyproject.toml)
 google-cloud-storage==2.19.0 \
     --hash=sha256:aeb971b5c29cf8ab98445082cbfe7b161a1f48ed275822f59ed3f1524ea54fba \
@@ -1512,20 +1746,34 @@ google-crc32c==1.8.0 \
     #   google-cloud-bigtable
     #   google-cloud-storage
     #   google-resumable-media
-google-resumable-media==2.8.2 \
-    --hash=sha256:82b6d8ccd11765268cdd2a2123f417ec806b8eef3000a9a38dfe3033da5fb220 \
-    --hash=sha256:f3354a182ebd193ae3f42e3ef95e6c9b10f128320de23ac7637236713b1acd70
+google-resumable-media==2.10.0 \
+    --hash=sha256:88152884bee37b2bf36a0ab81ad8c7fd12212c9803dd981d77c1b35b02d34e7c \
+    --hash=sha256:e324bc9d0fdae4c52a08ae90456edc4e71ece858399e1217ac0eb3a51d6bc6ee
     # via
     #   google-cloud-bigquery
     #   google-cloud-storage
-googleapis-common-protos[grpc]==1.74.0 \
-    --hash=sha256:57971e4eeeba6aad1163c1f0fc88543f965bb49129b8bb55b2b7b26ecab084f1 \
-    --hash=sha256:702216f78610bb510e3f12ac3cafd281b7ac45cc5d86e90ad87e4d301a3426b5
+googleapis-common-protos[grpc]==1.75.0 \
+    --hash=sha256:53a062ff3c32552fbd62c11fe23768b78e4ddf0494d5e5fd97d3f4689c75fbbd \
+    --hash=sha256:961ed60399c457ceb0ee8f285a84c870aabc9c6a832b9d37bb281b5bebde43ed
     # via
     #   feast (pyproject.toml)
     #   google-api-core
     #   grpc-google-iam-v1
     #   grpcio-status
+graphene==3.4.3 \
+    --hash=sha256:2a3786948ce75fe7e078443d37f609cbe5bb36ad8d6b828740ad3b95ed1a0aaa \
+    --hash=sha256:820db6289754c181007a150db1f7fff544b94142b556d12e3ebc777a7bf36c71
+    # via mlflow
+graphql-core==3.2.11 \
+    --hash=sha256:0b3e35ff41e9adba53021ab0cef475eb18f57c7f53f0f2ca55567fbf3c537ea0 \
+    --hash=sha256:e7e156d10beb127cab5c89ff0da71416fc73d27c484a4757d3b2d35633774802
+    # via
+    #   graphene
+    #   graphql-relay
+graphql-relay==3.2.0 \
+    --hash=sha256:1ff1c51298356e481a0be009ccdff249832ce53f30559c1338f22a0e0d17250c \
+    --hash=sha256:c9b22bd28b170ba1fe674c74384a8ff30a76c8e26f88ac3aa1584dd3179953e5
+    # via graphene
 great-expectations==0.18.8 \
     --hash=sha256:ab41cfa3de829a4f77bdcd4a23244684cbb67fdacc734d38910164cd02ec95b6 \
     --hash=sha256:c1205bede593f679e22e0b3826d6ae1623c439cafd553f9f0bc2b0fd441f6ed9
@@ -1534,66 +1782,64 @@ grpc-google-iam-v1==0.14.4 \
     --hash=sha256:392b3796947ed6334e61171d9ab06bf7eb357f554e5fc7556ad7aab6d0e17038 \
     --hash=sha256:412facc320fcbd94034b4df3d557662051d4d8adfa86e0ddb4dca70a3f739964
     # via google-cloud-bigtable
-grpcio==1.62.3 \
-    --hash=sha256:059444f0ed5dba73ab7dd0ee7e8e6b606df4130d2b0a9f010f84da4ab9f6c2d8 \
-    --hash=sha256:114f2a865886ff33f85d70670e971fe0e3d252a1209656fefa5470286e3fcc76 \
-    --hash=sha256:13571a5b868dcc308a55d36669a2d17d9dcd6ec8335213f6c49cc68da7305abe \
-    --hash=sha256:1ac0944e9e3ee3e20825226d1e17985e9f88487055c475986cf0922a7d806d8a \
-    --hash=sha256:1de3d04d9a4ec31ebe848ae1fe61e4cbc367fb9495cbf6c54368e60609a998d9 \
-    --hash=sha256:216740723fc5971429550c374a0c039723b9d4dcaf7ba05227b7e0a500b06417 \
-    --hash=sha256:25cd75dc73c5269932413e517be778640402f18cf9a81147e68645bd8af18ab0 \
-    --hash=sha256:325c56ce94d738c31059cf91376f625d3effdff8f85c96660a5fd6395d5a707f \
-    --hash=sha256:3737e5ef0aa0fcdfeaf3b4ecc1a6be78b494549b28aec4b7f61b5dc357f7d8be \
-    --hash=sha256:377babc817e8b4186aed7ed56e832867c513e4e9b6c3503565c344ffdef440d4 \
-    --hash=sha256:3fb7d966a976d762a31346353a19fce4afcffbeda3027dd563bc8cb521fcf799 \
-    --hash=sha256:43670a25b752b7ed960fcec3db50ae5886dc0df897269b3f5119cde9b731745f \
-    --hash=sha256:4439bbd759636e37b66841117a66444b454937e27f0125205d2d117d7827c643 \
-    --hash=sha256:454a6aed4ebd56198d37e1f3be6f1c70838e33dd62d1e2cea12f2bcb08efecc5 \
-    --hash=sha256:4c9c1502c76cadbf2e145061b63af077b08d5677afcef91970d6db87b30e2f8b \
-    --hash=sha256:4dab8b64c438e19c763a6332b55e5efdbecfb7c55ae59a42c38c81ed27955fa5 \
-    --hash=sha256:56757d3e4cf5d4b98a30f2c5456151607261c891fa2298a4554848dcbf83083d \
-    --hash=sha256:57823dc7299c4f258ae9c32fd327d29f729d359c34d7612b36e48ed45b3ab8d0 \
-    --hash=sha256:582bd03e9c3d1bd1162eb51fa0f1a35633d66e73f4f36702d3b8484a8b45eda7 \
-    --hash=sha256:620165df24aae3d5b3e84cb8dd6b98f6ed49aed04126186bbf43061e301d6a21 \
-    --hash=sha256:646c14e9f3356d3f34a65b58b0f8d08daa741ba1d4fcd4966b79407543332154 \
-    --hash=sha256:668211f3699bbee4deaf1d6e6b8df59328bf63f077bf2dc9b8bfa4a17df4a279 \
-    --hash=sha256:6be243f3954b0ca709f56f9cae926c84ac96e1cce19844711e647a1f1db88b99 \
-    --hash=sha256:6da20a1ae010a988bc4ed47850f1122de0a88e18cd2f901fcf56007be1fc6c30 \
-    --hash=sha256:7349cd7445ac65fbe1b744dcab9cc1ec02dae2256941a2e67895926cbf7422b4 \
-    --hash=sha256:74f3fc9b93290e58264844f5bc46df4c58a94c4287a277dbcf75344fc6c37ca4 \
-    --hash=sha256:75a4e9ac7ff185cad529f35934c5d711b88aca48b90c70e195f5657da50ce321 \
-    --hash=sha256:7b33c1807d4ac564a3027d06f21a2220c116ceacaaef614deb96b3341ee58896 \
-    --hash=sha256:807176971c504c598976f5a9ea62363cffbbbb6c7509d9808c2342b020880fa2 \
-    --hash=sha256:80a82fdee14dc27e9299248b7aabd5a8739a1cf6b76c78aa2b848158b44a99d5 \
-    --hash=sha256:81b7c121c4e52a0749bf0759185b8d5cfa48a786cd7d411cdab08269813e0aab \
-    --hash=sha256:8257cc9e55fb0e2149a652d9dc14c023720f9e73c9145776e07c97e0a553922e \
-    --hash=sha256:8a5f00b2508937952d23a1767739e95bbbe1120f8a66d10187d5e971d56bb55c \
-    --hash=sha256:8ae2e7a390b2cdd2a95d3bf3b3385245eeb48a5e853943cb46139666462c2d1a \
-    --hash=sha256:940459d81685549afdfe13a6de102c52ea4cdda093477baa53056884aadf7c48 \
-    --hash=sha256:9c4aae4e683776c319169d87e7891b67b75e3f1c0beeb877902ea148b0585164 \
-    --hash=sha256:9d5f8e0050a179b3bce9189b522dc91008d44f08c757a7c310e0fd06b4d3d147 \
-    --hash=sha256:a1b85d35a7d9638c03321dfe466645b87e23c30df1266f9e04bbb5f44e7579a9 \
-    --hash=sha256:a82410d7620c07cb32624e38f2a106980564dfef9dbe78f5b295cda9ef217c03 \
-    --hash=sha256:abfe64811177e681edc81d9d9d1bd23edc5f599bd9846650864769264ace30cd \
-    --hash=sha256:ac9783d5679c8da612465168c820fd0b916e70ec5496c840bddba0be7f2d124c \
-    --hash=sha256:b033d50bd41e506e3b579775f54a30c16c222e0d88847ac8098d2eca2a7454cc \
-    --hash=sha256:b097347441b86a8c3ad9579abaf5e5f7f82b1d74a898f47360433b2bca0e4536 \
-    --hash=sha256:b708401ede2c4cb8943e8a713988fcfe6cbea105b07cd7fa7c8a9f137c22bddb \
-    --hash=sha256:bd900e666bb68fff49703084be14407cd73b8a5752a7590cea98ec22de24fb5d \
-    --hash=sha256:c118cfc80e2402a5595be36e9245ffd9b0e146f426cc40bdf60015bf183f8373 \
-    --hash=sha256:c175b252d063af388523a397dbe8edbc4319761f5ee892a8a0f5890acc067362 \
-    --hash=sha256:c8bb1a7aa82af6c7713cdf9dcb8f4ea1024ac7ce82bb0a0a82a49aea5237da34 \
-    --hash=sha256:c95a0b76a44c548e6bd8c5f7dbecf89c77e2e16d3965be817b57769c4a30bea2 \
-    --hash=sha256:e202e3f963480ca067a261179b1ac610c0f0272cb4a7942d11b7e2b3fc99c3aa \
-    --hash=sha256:e9ffdb7bc9ccd56ec201aec3eab3432e1e820335b5a16ad2b37e094218dcd7a6 \
-    --hash=sha256:ea7ca66a58421411c6486fa5015fe7704e2816ff0b4ec4fb779ad5e1cbbdabf3 \
-    --hash=sha256:f2ff8ac447765e173842b554b31307b98b3bb1852710903ebb936e7efb7df6e5 \
-    --hash=sha256:f5def814c5a4c90c8fe389c526ab881f4a28b7e239b23ed8e02dd02934dfaa1a
+grpcio==1.83.0 \
+    --hash=sha256:009667eaf3dcd5224c713589cdc98e7ca4ed0ff0b61132c6b276e930eb83a2df \
+    --hash=sha256:10b3fa0475eb572c9a81a6fe37fa16a9c500c0c91cfc148cac15692b7e3c2867 \
+    --hash=sha256:1aa567f8c3f19850ffd5d2858c9a8ea7c80f0db6c01186b71eb31e923ec984f5 \
+    --hash=sha256:1c699bbb20f143c8f2bff219de578aa2dc1f919399d67dc702b038b986ee62df \
+    --hash=sha256:28f6c35ac8fcf10e4594f138e468f194360089dde40d126a7033e863fc479930 \
+    --hash=sha256:2b5e75c34842cd9c1b95285ca395c6a569664b81e3ffa6b714125922942abaaf \
+    --hash=sha256:2bb48cb5e6dd005ca12b89ce4b6ac0b48ff3112c747542ee7986ef611a8ca6d9 \
+    --hash=sha256:32e11c37f5285b0c6fa3042c05fe06903696689749833fc64e67dec71b9bbe33 \
+    --hash=sha256:33898e6a28e4ae598f1577cb1c4fec2a15c033d0ec52b9b45a09610dd045b9da \
+    --hash=sha256:35a5b1c192496b6c25956eebfa963468935612206fd2543ac3ce981e6a5e0f03 \
+    --hash=sha256:3f351629f6ae16ecc0ec3553e586a6763ffd9f6114044286d0cbec3e09241bfa \
+    --hash=sha256:4772402f43517b4824980be4b3b2274a81eec0004a70009473c31b340d43e223 \
+    --hash=sha256:4e3eedfc92b6b9f2960115e7e620cf0cbf80bb7849a51ce3820dc54dfd88b6b9 \
+    --hash=sha256:4fcaa7c45c45b4a89e2867d1f1785d9481a788399d915e341ed2eb49aeef9dd4 \
+    --hash=sha256:5882c1a721b50ce0123ee5e839e1ab059ad72a7ade76cdf2d5bd833b56791acf \
+    --hash=sha256:5f20a988480b0f28207f057f7f7ae1313393c3cef0adcfeae8248f9947eaf881 \
+    --hash=sha256:61007cd08640abc5c54547ee32505474c482cd733a53cb87551ea81faa6350af \
+    --hash=sha256:62003babc444a606dcd1f009cd16391ce23669ae4ad6ec267a873da7937a69f5 \
+    --hash=sha256:6662f3b1e07cc7493d437351860dc867bddc6a93c83ecf33bbfdaf0c217ab2d0 \
+    --hash=sha256:6755ed67cc3e454d51ae9f6e1915b80d3942fa4de956ef48dacd45ab7f40b727 \
+    --hash=sha256:6b6c666a1d5613ff360c9e90f44665e3a88b25a815209ddbc0917eec281931cb \
+    --hash=sha256:6be5c807b717be3dd649446f021301fd7907e376318675d2147823071034112a \
+    --hash=sha256:6e01ecd9d8ef280abe1365138a4dc318f9a5287f4cb1b41d07816f796653f735 \
+    --hash=sha256:6fb8a1dd0c6f0f931e69e9d0dc6d1c406ed2a44fa963414eafba07b7fb685d16 \
+    --hash=sha256:7416952ca770477990257206276999056f8316d79196f2f25942393e58a20b49 \
+    --hash=sha256:74fe6f9e8a35c7dbf32255ee154d15e3e5338a81ed39173d079d594d2e544cd1 \
+    --hash=sha256:7674587248fbbb2ac6e4eecf83a8a0f3d91a928f941de571acfd3a2f007fbc24 \
+    --hash=sha256:7936f2a56cf04f6514705c0fedf400971de01b6aa1719327e4718f410a765e2b \
+    --hash=sha256:7bd82671b39065ba18cd536e9cd45b27ff649053f81ddd2c6a966d595067080f \
+    --hash=sha256:8f6c395e493d20c39b29392ca200e9aaeb78d0bc2f04db0c0a7da7ddc939aa57 \
+    --hash=sha256:8fe04f1050a59f875601eb55d42b4f66946fe89817f967e34db1462ccd07dadf \
+    --hash=sha256:8ff0b8767ddd62704e0d9571c1890af08d84a3a689ebba1807e62519d0b3277f \
+    --hash=sha256:a21cb4eeeba124443f399be2e8b624943cde864dcbe588cb42e5c483a52a906c \
+    --hash=sha256:aa074041231f03959cb097dd5517b0677b8ea49215bae01d5710a7b69dd59969 \
+    --hash=sha256:aeb339838db07600481ef869507279b75326c75eac6d10f7afa62a0da1d2bcdd \
+    --hash=sha256:b0a0be840e51b6b7ee9df9269770faf77bdf4b771053c257c21d12bad607714c \
+    --hash=sha256:bb669918fd88936b15599caff4160a77ab74bdeb25f2231f6e45b61282d6107b \
+    --hash=sha256:bc60215b5cb9fc8ca72942c498b551ac2305bd08f6ef8d4e3f0d21b64fbecd61 \
+    --hash=sha256:c19b454d3d3f28db81f2c7c4dbaee96e7f6fd149721733ffe79d6bc530f17404 \
+    --hash=sha256:c6444666317338e903093c7c756e6cc88eee59f798cb8dd41e87725bf54e1617 \
+    --hash=sha256:c834e86d8fd2f03d7e4db49a027f7c5b89c5b88eed305543a5295bd6fee61e40 \
+    --hash=sha256:cb056f6e171c42639a50460b2929c82241fda51f71cf3dcdd68090fe45095a45 \
+    --hash=sha256:cb2906c61db4f9c64cc360054b5df70eeb81846228e9e56a4944bd415a63dadc \
+    --hash=sha256:d05ff664100d429335b93c91b8b34ddf9e94a112205e7fa06dede309e44a4e4c \
+    --hash=sha256:ee94a4016fdf8699fb1fd8a38652475ff677f1c72074cee44deeeb9a7e95e745 \
+    --hash=sha256:f1c3e5689d4b90987b1d72022bcfe866a9a3dc66197484cf856d96b6150e7f45 \
+    --hash=sha256:f47d62808b4c0a97b78bff88a6d4ca283a2a492b9a04a87d814af95ca3b9c19c \
+    --hash=sha256:f4cee5fc86e84a0cf7ad1574b454c3320e087c07f55b7df5dc0ac6a873fb90c0 \
+    --hash=sha256:f5e822a7e7d03282f6ad225e710493c48b9057a353358344a5f7c42b2b37618d \
+    --hash=sha256:f5f410d7c2903eabb34789dfd6342eef04af1ad459943936b7e09a9f5bd417b9 \
+    --hash=sha256:fba099b716e73512d61b97f71ea3c31a72abb36904036e316bf4dd148ca8dcc8
     # via
     #   feast (pyproject.toml)
     #   google-api-core
     #   google-cloud-bigquery
     #   google-cloud-bigquery-storage
+    #   google-cloud-bigtable
     #   google-cloud-datastore
     #   googleapis-common-protos
     #   grpc-google-iam-v1
@@ -1602,285 +1848,301 @@ grpcio==1.62.3 \
     #   grpcio-status
     #   grpcio-testing
     #   grpcio-tools
+    #   milvus-lite
     #   pymilvus
     #   qdrant-client
     #   ray
-grpcio-health-checking==1.62.3 \
-    --hash=sha256:5074ba0ce8f0dcfe328408ec5c7551b2a835720ffd9b69dade7fa3e0dc1c7a93 \
-    --hash=sha256:f29da7dd144d73b4465fe48f011a91453e9ff6c8af0d449254cf80021cab3e0d
+grpcio-health-checking==1.81.1 \
+    --hash=sha256:cbc6a4171825ec64389de2f062d296ba129a5c27eefd0dd55fa837909184bdf9 \
+    --hash=sha256:ecc61480e25058a4a04e11e4ab6900ad7439b32e60a8ce4ece7d9f219221c85d
     # via feast (pyproject.toml)
-grpcio-reflection==1.62.3 \
-    --hash=sha256:a48ef37df81a3bada78261fc92ef382f061112f989d1312398b945cc69838b9c \
-    --hash=sha256:cb84682933c400bddf94dd94f928d1c6570f500b6dd255973d4bfb495b82585f
+grpcio-reflection==1.81.1 \
+    --hash=sha256:3d7160000f5fdd0e241f9b1a3d402f15ebcd5f281be105b374a025f38c6434a8 \
+    --hash=sha256:d82fc4ac39dd5dcfd63e577075f6a68eac4a765e66a453914bbf57caf35665d0
     # via feast (pyproject.toml)
-grpcio-status==1.62.3 \
-    --hash=sha256:289bdd7b2459794a12cf95dc0cb727bd4a1742c37bd823f760236c937e53a485 \
-    --hash=sha256:f9049b762ba8de6b1086789d8315846e094edac2c50beaf462338b301a8fd4b8
+grpcio-status==1.83.0 \
+    --hash=sha256:837219c6de9afdccb6f6f72b34bc71e151a2011ef04040e3faaca746a57e54ae \
+    --hash=sha256:f6a838a7c5fb84ae98833ec0ef81ed438c26e11e54b2ddb8e92ad328c861de69
     # via google-api-core
-grpcio-testing==1.62.3 \
-    --hash=sha256:06a4d7eb30d22f91368aa7f48bfc33563da13b9d951314455ca8c9c987fb75bb \
-    --hash=sha256:f63577f28aaa95ea525124a0fd63c3429d71f769f4179b13f5e6cbc54979bfab
+grpcio-testing==1.81.1 \
+    --hash=sha256:69792db25781cefd2479d12285ca6bebe589e2aa1d64b4b8d18cf35f58c6b810 \
+    --hash=sha256:f381121d7203f4380b1c01e6c8f15aa220bafdc372e8ed82eddf79a16149abcc
     # via feast (pyproject.toml)
-grpcio-tools==1.62.3 \
-    --hash=sha256:0a52cc9444df978438b8d2332c0ca99000521895229934a59f94f37ed896b133 \
-    --hash=sha256:0a8c0c4724ae9c2181b7dbc9b186df46e4f62cb18dc184e46d06c0ebeccf569e \
-    --hash=sha256:0cb3a3436ac119cbd37a7d3331d9bdf85dad21a6ac233a3411dff716dcbf401e \
-    --hash=sha256:11c625eebefd1fd40a228fc8bae385e448c7e32a6ae134e43cf13bbc23f902b7 \
-    --hash=sha256:11f363570dea661dde99e04a51bd108a5807b5df32a6f8bdf4860e34e94a4dbf \
-    --hash=sha256:141d028bf5762d4a97f981c501da873589df3f7e02f4c1260e1921e565b376fa \
-    --hash=sha256:1c989246c2aebc13253f08be32538a4039a64e12d9c18f6d662d7aee641dc8b5 \
-    --hash=sha256:1da38070738da53556a4b35ab67c1b9884a5dd48fa2f243db35dc14079ea3d0c \
-    --hash=sha256:27cd9ef5c5d68d5ed104b6dcb96fe9c66b82050e546c9e255716903c3d8f0373 \
-    --hash=sha256:2e02d3b96f2d0e4bab9ceaa30f37d4f75571e40c6272e95364bff3125a64d184 \
-    --hash=sha256:2f968b049c2849540751ec2100ab05e8086c24bead769ca734fdab58698408c1 \
-    --hash=sha256:350a80485e302daaa95d335a931f97b693e170e02d43767ab06552c708808950 \
-    --hash=sha256:3eae6ea76d62fcac091e1f15c2dcedf1dc3f114f8df1a972a8a0745e89f4cf61 \
-    --hash=sha256:47a5c093ab256dec5714a7a345f8cc89315cb57c298b276fa244f37a0ba507f0 \
-    --hash=sha256:5782883a27d3fae8c425b29a9d3dcf5f47d992848a1b76970da3b5a28d424b26 \
-    --hash=sha256:6a56d344b0bab30bf342a67e33d386b0b3c4e65868ffe93c341c51e1a8853ca5 \
-    --hash=sha256:6c3064610826f50bd69410c63101954676edc703e03f9e8f978a135f1aaf97c1 \
-    --hash=sha256:703f46e0012af83a36082b5f30341113474ed0d91e36640da713355cd0ea5d23 \
-    --hash=sha256:710fecf6a171dcbfa263a0a3e7070e0df65ba73158d4c539cec50978f11dad5d \
-    --hash=sha256:7c7136015c3d62c3eef493efabaf9e3380e3e66d24ee8e94c01cb71377f57833 \
-    --hash=sha256:7cc83023acd8bc72cf74c2edbe85b52098501d5b74d8377bfa06f3e929803492 \
-    --hash=sha256:7f2483ea232bd72d98a6dc6d7aefd97e5bc80b15cd909b9e356d6f3e326b6e43 \
-    --hash=sha256:7ff7d58a45b75df67d25f8f144936a3e44aabd91afec833ee06826bd02b7fbe7 \
-    --hash=sha256:8ad0473af5544f89fc5a1ece8676dd03bdf160fb3230f967e05d0f4bf89620e3 \
-    --hash=sha256:8c5d22b252dcef11dd1e0fbbe5bbfb9b4ae048e8880d33338215e8ccbdb03edc \
-    --hash=sha256:8e62cc7164b0b7c5128e637e394eb2ef3db0e61fc798e80c301de3b2379203ed \
-    --hash=sha256:962c84b4da0f3b14b3cdb10bc3837ebc5f136b67d919aea8d7bb3fd3df39528a \
-    --hash=sha256:ace43b26d88a58dcff16c20d23ff72b04d0a415f64d2820f4ff06b1166f50557 \
-    --hash=sha256:b47d0dda1bdb0a0ba7a9a6de88e5a1ed61f07fad613964879954961e36d49193 \
-    --hash=sha256:b77f9f9cee87cd798f0fe26b7024344d1b03a7cd2d2cba7035f8433b13986325 \
-    --hash=sha256:b881fd9505a84457e9f7e99362eeedd86497b659030cf57c6f0070df6d9c2b9b \
-    --hash=sha256:bfda6ee8990997a9df95c5606f3096dae65f09af7ca03a1e9ca28f088caca5cf \
-    --hash=sha256:c3a1ac9d394f8e229eb28eec2e04b9a6f5433fa19c9d32f1cb6066e3c5114a1d \
-    --hash=sha256:c8ad5cce554e2fcaf8842dee5d9462583b601a3a78f8b76a153c38c963f58c10 \
-    --hash=sha256:ca246dffeca0498be9b4e1ee169b62e64694b0f92e6d0be2573e65522f39eea9 \
-    --hash=sha256:ca4f5eeadbb57cf03317d6a2857823239a63a59cc935f5bd6cf6e8b7af7a7ecc \
-    --hash=sha256:d102b9b21c4e1e40af9a2ab3c6d41afba6bd29c0aa50ca013bf85c99cdc44ac5 \
-    --hash=sha256:db3bc9fa39afc5e4e2767da4459df82b095ef0cab2f257707be06c44a1c2c3e5 \
-    --hash=sha256:dc9ad9950119d8ae27634e68b7663cc8d340ae535a0f80d85a55e56a6973ab1f \
-    --hash=sha256:e02d7c1a02e3814c94ba0cfe43d93e872c758bd8fd5c2797f894d0c49b4a1dfc \
-    --hash=sha256:e0898d412a434e768a0c7e365acabe13ff1558b767e400936e26b5b6ed1ee51f \
-    --hash=sha256:e18e15287c31baf574fcdf8251fb7f997d64e96c6ecf467906e576da0a079af6 \
-    --hash=sha256:ec279dcf3518201fc592c65002754f58a6b542798cd7f3ecd4af086422f33f29 \
-    --hash=sha256:ec6fbded0c61afe6f84e3c2a43e6d656791d95747d6d28b73eff1af64108c434 \
-    --hash=sha256:eec73a005443061f4759b71a056f745e3b000dc0dc125c9f20560232dfbcbd14 \
-    --hash=sha256:f3d812daffd0c2d2794756bd45a353f89e55dc8f91eb2fc840c51b9f6be62667 \
-    --hash=sha256:f4b1615adf67bd8bb71f3464146a6f9949972d06d21a4f5e87e73f6464d97f57 \
-    --hash=sha256:f6831fdec2b853c9daa3358535c55eed3694325889aa714070528cf8f92d7d6d
+grpcio-tools==1.81.1 \
+    --hash=sha256:0265fd1386b7458302f79542558345880d484f8fa92ae196c0c0268242c5f23a \
+    --hash=sha256:136e90906af0df51ad929713244ba812d0dbb1844b4f467d5d86bdb054698f90 \
+    --hash=sha256:1680b35a84f4694401819ac4acac42dda6dbc7bb8fc74112fd1a60425a07adf4 \
+    --hash=sha256:1d602b410b2b2addc434cace9ce4fe2035974a3078228f98ffa049a5c90acc2f \
+    --hash=sha256:204de03b539a4b08772c6553b92bcc112cbc965e0ac22f909f6d133b8ac33a8c \
+    --hash=sha256:21bb3ba90e6d8df1ff663d4ee39a4e5b25a64e8ed4902476ca9ded0954d3917a \
+    --hash=sha256:2baa7e735f35b2a648144c03348a126097b13e101d3c242d5edb6ac91437ccbe \
+    --hash=sha256:2c306c307f8f74cddc4056fdbb6f1da55de087a21120efbd02bd915daa5a52fd \
+    --hash=sha256:3389e705460efa3f3758141ba5520e6743b131c9576197c944fb9cbe49048126 \
+    --hash=sha256:353b1fafcc739c31ed42271052709595b340d34f27c459beeb78a32938305bb5 \
+    --hash=sha256:3c8611d6e4e859ac5373422ef27c4b7540cf98c9991c9abc6722613ef72b13aa \
+    --hash=sha256:3d604b4fd114b79ebb9f865bf3e04fd3ae93c704e1fad96f7fd03b0865c263b7 \
+    --hash=sha256:3dca56016d90a710c4d9861bae793dc089c1430a90c79ce672e948ddb65fa539 \
+    --hash=sha256:43baf71dc60fd653062da2e95e95c73b35dd130be8f9fa3d544c3af3f808a290 \
+    --hash=sha256:43c528655b226375013036692d8db4cd59060c1f41dd62c77f4d17b69f6ce828 \
+    --hash=sha256:53ef76cc3b0493ff734a5e8c39d5b519e1822236fcccdfe7677c5e1efd767761 \
+    --hash=sha256:690e6dcaa8b8a7886ce206ba344e2127211597e1a1ddab73df9f3d80c8f6707e \
+    --hash=sha256:724ecb69af63d2f6d4ccea3e6fa0ca110ed9c5824d48c2f887c631bbb03c1c3c \
+    --hash=sha256:768f584c2423cbeb6cb6867817a39365b987ff16b8259a3adbc6546b9e303a4e \
+    --hash=sha256:7746e508d4239a02f7e93638be5bc0ebb0120ddb796f7506aaae9d47a4599d97 \
+    --hash=sha256:7d168ea26390717d0462c0d0408331dc98a60fc7f7e6118afac9b73f5a66d87c \
+    --hash=sha256:7f208c207aca639dcb34648d3826c38d7cf3485118fb2065117e9fc4827406b3 \
+    --hash=sha256:801d9d8ab5cddf8f8e064225292f0713427011252a07828a6b54e2ed64d534de \
+    --hash=sha256:8161f398f957a376cae7385ea7c8684f439d460ef702b528912da3bcb31fc515 \
+    --hash=sha256:82740248eb6f3b6a38988cb5e64adb7303af9ea5cb4197c8ed08c1fabc767440 \
+    --hash=sha256:87b25ca0e27373a4a32a629a4ba976f5764b9887dd50d6fe017d38009a0363e8 \
+    --hash=sha256:895a6782cec86beac71ccebb4b9848259c6f04a3028b8e42fa8d40cfe5146593 \
+    --hash=sha256:8a17d8ceeb6a855fadf39f5171c80a382d97c4db98d5943eca553497fdebf84b \
+    --hash=sha256:9b6ba8a72cfda576508701a7c0bbeebe6f6f9843320d4f12e74efd19ddccd965 \
+    --hash=sha256:9d383724bcd67244b6def9e9164c640ee9380c0b7534ee7545a6fb0022a59afe \
+    --hash=sha256:a22a3870180927fdd84e2b27d079ef5b7f5f8c6110181b6736afc17a463481f1 \
+    --hash=sha256:a28d231455ab6e3558299f7d831a73c8be8ee6b7ec614ecf39eb50c0ed15767f \
+    --hash=sha256:a882382507bb5ec6d7edc9648053dfd3bc8f9285cde56a6fa9b9a83b4bd07f1c \
+    --hash=sha256:a987c85dcbe1b32066d7acd46266d1a428aecbd629331bf5b853e74c835bf876 \
+    --hash=sha256:a9c6fcc68c9d5a208967bfe4fd3224d3c3be9a950c3e827e8f4b17e15c2dc555 \
+    --hash=sha256:ac47a9ea1224df8b653072614e6f0207e9fbfe63fdabaa5918a60ca5fc931b88 \
+    --hash=sha256:ad7a997c07bd345e84842e60561e7e2cc090ce6c4e1d2f0407e31b85b40fc49a \
+    --hash=sha256:b62d254c214faa3773eac709376ae25cf7abff1a76ba5fc4dbcd7b14fc4e4ae6 \
+    --hash=sha256:b6bd163ece4535726e5292b845ed80ae9b2cae73ba091c7d6c66033c430e3857 \
+    --hash=sha256:b7b6d1e986d5923751bfe2b5cca9c4cb3d5653446e4fa4aacd438033e2dc360a \
+    --hash=sha256:ba8f1ae82ad199f43448995715445cc623fb20d3882382e4be61f0da8ccb3f0e \
+    --hash=sha256:bd0b68dc76b10b3384b9b6e9f59202b83dcaafd8098eb644759a69316686acf8 \
+    --hash=sha256:bd6c3bf3ea6a61eb58c54368d72ada591f2a270f3a31a32e8536e773337e76d9 \
+    --hash=sha256:bdbdc927be2e0ea13c32564a72ee31d712a716fb6f8c0d53d37a77d8277c272c \
+    --hash=sha256:cb08172b7b629e75cb33866928d319a3196540a725eaab628ba721007140f1af \
+    --hash=sha256:cc410b621dd85193766c12dca2e238696199a27a65d2b31b6f0a4c6c0043ff26 \
+    --hash=sha256:eac4bb645ceff0c147cc720a40ae68f97427eaafb4968e866dd8fcc20d3d4831 \
+    --hash=sha256:f3eb15849979ca7bb864ce81a74d68b0f225a7f111ed3fe212bfc08cf9812b10 \
+    --hash=sha256:f64e665c8ec639278ecf009beb92cbdcc5994f617c1af3d58036e1f70b1423ec \
+    --hash=sha256:f8cb64f87c45ccca8234fa47e6b21f09e43801ff11b556deecb461b3b3e9f292 \
+    --hash=sha256:fc3d2a41a7a4467fa03b391394fffada9291fe8feebc8679b526f6bc36942b25
     # via feast (pyproject.toml)
-gunicorn==25.3.0 \
-    --hash=sha256:cacea387dab08cd6776501621c295a904fe8e3b7aae9a1a3cbb26f4e7ed54660 \
-    --hash=sha256:f74e1b2f9f76f6cd1ca01198968bd2dd65830edc24b6e8e4d78de8320e2fe889
+gunicorn==26.0.0 \
+    --hash=sha256:40233d26a5f0d1872916188c276e21641155111c2853f0c2cd55260aec0d24fc \
+    --hash=sha256:ca9346f85e3a4aeeb64d491045c16b9a35647abd37ea15efe53080eb8b090baf
     # via
     #   feast (pyproject.toml)
+    #   mlflow
     #   uvicorn-worker
 h11==0.16.0 \
     --hash=sha256:4e35b956cf45792e4caa5885e69fba00bdbc6ffafbfa020300e549b208ee5ff1 \
     --hash=sha256:63cf8bbe7522de3bf65932fda1d9c2772064ffb3dae62d55932da54b31cb6c86
     # via
     #   httpcore
+    #   httpcore2
     #   uvicorn
-h2==4.3.0 \
-    --hash=sha256:6c59efe4323fa18b47a632221a1888bd7fde6249819beda254aeca909f221bf1 \
-    --hash=sha256:c438f029a25f7945c69e0ccf0fb951dc3f73a5f6412981daee861431b70e2bdd
+h2==4.4.0 \
+    --hash=sha256:46b551bdcdc7e83cf5c04d0bf93badb8a939bd2287d9fee1abb23a445b9e0580 \
+    --hash=sha256:6acffe1aeab79098d7eb0f8385c1add11f2c7a94815f6fa2b7060eeddee3d87c
     # via httpx
 happybase==1.3.0 \
     --hash=sha256:43b6275d2865fc1364680a03f085491cd85d8b84db3c5aa94d25186685dfd87e \
     --hash=sha256:f2644cf1ef9d662fbe6f709fcfd66bf13e949f3efd4745a3230cf5f904fb7839
     # via feast (pyproject.toml)
-hazelcast-python-client==5.6.0 \
-    --hash=sha256:834b87076a47c781ef80bdcb522b86abc75ff28992dfe384e47f669f06cabb18 \
-    --hash=sha256:e2cec409068990ca9b4381fe97160cc2375412334782bef45ab4c8fe4d10536c
+hazelcast-python-client==5.7.0 \
+    --hash=sha256:6a218295af38730bd1781a6b2fefbf24851f1d6abb472f0bfe927a281b3f83b7 \
+    --hash=sha256:79e7c6e77453e53af29bb2454504e1b8d3a422527813116ee44379c18ee9849f
     # via feast (pyproject.toml)
-hf-xet==1.4.3 \
-    --hash=sha256:0392c79b7cf48418cd61478c1a925246cf10639f4cd9d94368d8ca1e8df9ea07 \
-    --hash=sha256:1feb0f3abeacee143367c326a128a2e2b60868ec12a36c225afb1d6c5a05e6d2 \
-    --hash=sha256:21644b404bb0100fe3857892f752c4d09642586fd988e61501c95bbf44b393a3 \
-    --hash=sha256:22bdc1f5fb8b15bf2831440b91d1c9bbceeb7e10c81a12e8d75889996a5c9da8 \
-    --hash=sha256:27c976ba60079fb8217f485b9c5c7fcd21c90b0367753805f87cb9f3cdc4418a \
-    --hash=sha256:2815a49a7a59f3e2edf0cf113ae88e8cb2ca2a221bf353fb60c609584f4884d4 \
-    --hash=sha256:39f2d2e9654cd9b4319885733993807aab6de9dfbd34c42f0b78338d6617421f \
-    --hash=sha256:42ee323265f1e6a81b0e11094564fb7f7e0ec75b5105ffd91ae63f403a11931b \
-    --hash=sha256:49ad8a8cead2b56051aa84d7fce3e1335efe68df3cf6c058f22a65513885baac \
-    --hash=sha256:5251d5ece3a81815bae9abab41cf7ddb7bcb8f56411bce0827f4a3071c92fdc6 \
-    --hash=sha256:60cf7fc43a99da0a853345cf86d23738c03983ee5249613a6305d3e57a5dca74 \
-    --hash=sha256:681c92a07796325778a79d76c67011764ecc9042a8c3579332b61b63ae512075 \
-    --hash=sha256:6b591fcad34e272a5b02607485e4f2a1334aebf1bc6d16ce8eb1eb8978ac2021 \
-    --hash=sha256:7551659ba4f1e1074e9623996f28c3873682530aee0a846b7f2f066239228144 \
-    --hash=sha256:7716d62015477a70ea272d2d68cd7cad140f61c52ee452e133e139abfe2c17ba \
-    --hash=sha256:7c2c7e20bcfcc946dc67187c203463f5e932e395845d098cc2a93f5b67ca0b47 \
-    --hash=sha256:8b301fc150290ca90b4fccd079829b84bb4786747584ae08b94b4577d82fb791 \
-    --hash=sha256:8ddedb73c8c08928c793df2f3401ec26f95be7f7e516a7bee2fbb546f6676113 \
-    --hash=sha256:987f09cfe418237812896a6736b81b1af02a3a6dcb4b4944425c4c4fca7a7cf8 \
-    --hash=sha256:bee693ada985e7045997f05f081d0e12c4c08bd7626dc397f8a7c487e6c04f7f \
-    --hash=sha256:c5b48db1ee344a805a1b9bd2cda9b6b65fe77ed3787bd6e87ad5521141d317cd \
-    --hash=sha256:d0da85329eaf196e03e90b84c2d0aca53bd4573d097a75f99609e80775f98025 \
-    --hash=sha256:d972fbe95ddc0d3c0fc49b31a8a69f47db35c1e3699bf316421705741aab6653 \
-    --hash=sha256:e23717ce4186b265f69afa66e6f0069fe7efbf331546f5c313d00e123dc84583 \
-    --hash=sha256:fc360b70c815bf340ed56c7b8c63aacf11762a4b099b2fe2c9bd6d6068668c08
+hf-xet==1.5.2 \
+    --hash=sha256:045f84440c55cdeb659cf1a1dd48c77bcd0d2e93632e2fea8f2c3bdee79f38ed \
+    --hash=sha256:1da28519496eb7c8094c11e4d25509b4a468457a0302d58136099db2fd9a671d \
+    --hash=sha256:4a5ecb9cda8512ba2aa8ee5d37c87a1422992165892d653098c7b90247481c3b \
+    --hash=sha256:580e59e29bf37aece1f2b68537de1e3fb04f43a23d910dcf6f128280b5bfbba4 \
+    --hash=sha256:6395cfe3c9cbead4f16b31808b0e67eac428b66c656f856e99636adaddea878f \
+    --hash=sha256:73044bd31bae33c984af832d19c752a0dffb67518fee9ddbd91d616e1101cf47 \
+    --hash=sha256:7db73c810500c54c6760be8c39d4b2e476974de85424c50063efc22fdda13025 \
+    --hash=sha256:8764488197c1d7b1378c8438c18d2eea902e150dbca0b0f0d2d32603fb9b5576 \
+    --hash=sha256:8d7446f72abbf7e01ca5ff131786bc2e74a56393462c17a6bf1e303fbab81db4 \
+    --hash=sha256:bee28c619622d36968056532fd49cf2b35ca75099b1d616c31a618a893491380 \
+    --hash=sha256:cde8cd167126bb6109b2ceb19b844433a4988643e8f3e01dd9dd0e4a34535097 \
+    --hash=sha256:d6f9c58549407b84b9a5383afd68db0acc42345326a3159990b36a5ca8a20e4e \
+    --hash=sha256:db78c39c83d6279daddc98e2238f373ab8980685556d42472b4ec51abcf03e8c \
+    --hash=sha256:e396ab0faf6298199ad7a95305c3ca8498cb825978a6485be6d00587ee4ec577 \
+    --hash=sha256:ecf63d1cb69a9a7319910f8f83fcf9b46e7a32dfcf4b8f8eeddb55f647306e65 \
+    --hash=sha256:f922b8f5fb84f1dd3d7ab7a1316354a1bca9b1c73ecfc19c76e51a2a49d29799 \
+    --hash=sha256:fd3add255549e8ef58fa35b2e42dc016961c050600444e7d77d030ba6b57120e
     # via huggingface-hub
-hiredis==3.3.1 \
-    --hash=sha256:002fc0201b9af1cc8960e27cdc501ad1f8cdd6dbadb2091c6ddbd4e5ace6cb77 \
-    --hash=sha256:011a9071c3df4885cac7f58a2623feac6c8e2ad30e6ba93c55195af05ce61ff5 \
-    --hash=sha256:01cf82a514bc4fd145b99333c28523e61b7a9ad051a245804323ebf4e7b1c6a6 \
-    --hash=sha256:027ce4fabfeff5af5b9869d5524770877f9061d118bc36b85703ae3faf5aad8e \
-    --hash=sha256:03baa381964b8df356d19ec4e3a6ae656044249a87b0def257fe1e08dbaf6094 \
-    --hash=sha256:042e57de8a2cae91e3e7c0af32960ea2c5107b2f27f68a740295861e68780a8a \
-    --hash=sha256:09d41a3a965f7c261223d516ebda607aee4d8440dd7637f01af9a4c05872f0c4 \
-    --hash=sha256:09f5e510f637f2c72d2a79fb3ad05f7b6211e057e367ca5c4f97bb3d8c9d71f4 \
-    --hash=sha256:0b5ff2f643f4b452b0597b7fe6aa35d398cb31d8806801acfafb1558610ea2aa \
-    --hash=sha256:0caf3fc8af0767794b335753781c3fa35f2a3e975c098edbc8f733d35d6a95e4 \
-    --hash=sha256:0fac4af8515e6cca74fc701169ae4dc9a71a90e9319c9d21006ec9454b43aa2f \
-    --hash=sha256:113e098e4a6b3cc5500e05e7cb1548ba9e83de5fe755941b11f6020a76e6c03a \
-    --hash=sha256:137c14905ea6f2933967200bc7b2a0c8ec9387888b273fd0004f25b994fd0343 \
-    --hash=sha256:156be6a0c736ee145cfe0fb155d0e96cec8d4872cf8b4f76ad6a2ee6ab391d0a \
-    --hash=sha256:17ec8b524055a88b80d76c177dbbbe475a25c17c5bf4b67bdbdbd0629bcae838 \
-    --hash=sha256:1ac7697365dbe45109273b34227fee6826b276ead9a4a007e0877e1d3f0fcf21 \
-    --hash=sha256:1b46e96b50dad03495447860510daebd2c96fd44ed25ba8ccb03e9f89eaa9d34 \
-    --hash=sha256:1ebc307a87b099d0877dbd2bdc0bae427258e7ec67f60a951e89027f8dc2568f \
-    --hash=sha256:1f7bceb03a1b934872ffe3942eaeed7c7e09096e67b53f095b81f39c7a819113 \
-    --hash=sha256:2611bfaaadc5e8d43fb7967f9bbf1110c8beaa83aee2f2d812c76f11cfb56c6a \
-    --hash=sha256:264ee7e9cb6c30dc78da4ecf71d74cf14ca122817c665d838eda8b4384bce1b0 \
-    --hash=sha256:26f899cde0279e4b7d370716ff80320601c2bd93cdf3e774a42bdd44f65b41f8 \
-    --hash=sha256:29fe35e3c6fe03204e75c86514f452591957a1e06b05d86e10d795455b71c355 \
-    --hash=sha256:2afc675b831f7552da41116fffffca4340f387dc03f56d6ec0c7895ab0b59a10 \
-    --hash=sha256:2b6da6e07359107c653a809b3cff2d9ccaeedbafe33c6f16434aef6f53ce4a2b \
-    --hash=sha256:2b96da7e365d6488d2a75266a662cbe3cc14b28c23dd9b0c9aa04b5bc5c20192 \
-    --hash=sha256:2f1c1b2e8f00b71e6214234d313f655a3a27cd4384b054126ce04073c1d47045 \
-    --hash=sha256:304481241e081bc26f0778b2c2b99f9c43917e4e724a016dcc9439b7ab12c726 \
-    --hash=sha256:318f772dd321404075d406825266e574ee0f4751be1831424c2ebd5722609398 \
-    --hash=sha256:3586c8a5f56d34b9dddaaa9e76905f31933cac267251006adf86ec0eef7d0400 \
-    --hash=sha256:3724f0e58c6ff76fd683429945491de71324ab1bc0ad943a8d68cb0932d24075 \
-    --hash=sha256:3fb6573efa15a29c12c0c0f7170b14e7c1347fe4bb39b6a15b779f46015cc929 \
-    --hash=sha256:40ae8a7041fcb328a6bc7202d8c4e6e0d38d434b2e3880b1ee8ed754f17cd836 \
-    --hash=sha256:4106201cd052d9eabe3cb7b5a24b0fe37307792bda4fcb3cf6ddd72f697828e8 \
-    --hash=sha256:439f9a5cc8f9519ce208a24cdebfa0440fef26aa682a40ba2c92acb10a53f5e0 \
-    --hash=sha256:4479e36d263251dba8ab8ea81adf07e7f1163603c7102c5de1e130b83b4fad3b \
-    --hash=sha256:487658e1db83c1ee9fbbac6a43039ea76957767a5987ffb16b590613f9e68297 \
-    --hash=sha256:48ff424f8aa36aacd9fdaa68efeb27d2e8771f293af4305bdb15d92194ca6631 \
-    --hash=sha256:4f7e242eab698ad0be5a4b2ec616fa856569c57455cc67c625fd567726290e5f \
-    --hash=sha256:526db52e5234a9463520e960a509d6c1bd5128d1ab1b569cbf459fe39189e8ab \
-    --hash=sha256:52d5641027d6731bc7b5e7d126a5158a99784a9f8c6de3d97ca89aca4969e9f8 \
-    --hash=sha256:53148a4e21057541b6d8e493b2ea1b500037ddf34433c391970036f3cbce00e3 \
-    --hash=sha256:583de2f16528e66081cbdfe510d8488c2de73039dc00aada7d22bd49d73a4a94 \
-    --hash=sha256:5e55d90b431b0c6b64ae5a624208d4aea318566d31872e595ee723c0f5b9a79f \
-    --hash=sha256:5f316cf2d0558f5027aab19dde7d7e4901c26c21fa95367bc37784e8f547bbf2 \
-    --hash=sha256:60543f3b068b16a86e99ed96b7fdae71cdc1d8abdfe9b3f82032a555e52ece7e \
-    --hash=sha256:62cc62284541bb2a86c898c7d5e8388661cade91c184cb862095ed547e80588f \
-    --hash=sha256:65c05b79cb8366c123357b354a16f9fc3f7187159422f143638d1c26b7240ed4 \
-    --hash=sha256:65f6ac06a9f0c32c254660ec6a9329d81d589e8f5d0a9837a941d5424a6be1ef \
-    --hash=sha256:6d1434d0bcc1b3ef048bae53f26456405c08aeed9827e65b24094f5f3a6793f1 \
-    --hash=sha256:6e2e1024f0a021777740cb7c633a0efb2c4a4bc570f508223a8dcbcf79f99ef9 \
-    --hash=sha256:6ffa7ba2e2da1f806f3181b9730b3e87ba9dbfec884806725d4584055ba3faa6 \
-    --hash=sha256:743b85bd6902856cac457ddd8cd7dd48c89c47d641b6016ff5e4d015bfbd4799 \
-    --hash=sha256:77c5d2bebbc9d06691abb512a31d0f54e1562af0b872891463a67a949b5278ef \
-    --hash=sha256:79cd03e7ff550c17758a7520bf437c156d3d4c8bb74214deeafa69cda49c85a4 \
-    --hash=sha256:80aba5f85d6227faee628ae28d1c3b69c661806a0636548ac56c68782606454f \
-    --hash=sha256:81a1669b6631976b1dc9d3d58ed1ab3333e9f52feb91a2a1fb8241101ac3b665 \
-    --hash=sha256:8597c35c9e82f65fd5897c4a2188c65d7daf10607b102960137b23d261cd957b \
-    --hash=sha256:8650158217b469d8b6087f490929211b0493a9121154c4efaafd1dec9e19319e \
-    --hash=sha256:8887bf0f31e4b550bd988c8863b527b6587d200653e9375cd91eea2b944b7424 \
-    --hash=sha256:8a52b24cd710690c4a7e191c7e300136ad2ecb3c68ffe7e95b598e76de166e5e \
-    --hash=sha256:8e3754ce60e1b11b0afad9a053481ff184d2ee24bea47099107156d1b84a84aa \
-    --hash=sha256:907f7b5501a534030738f0f27459a612d2266fd0507b007bb8f3e6de08167920 \
-    --hash=sha256:90d6b9f2652303aefd2c5a26a5e14cb74a3a63d10faa642c08d790e99442a088 \
-    --hash=sha256:98fd5b39410e9d69e10e90d0330e35650becaa5dd2548f509b9598f1f3c6124d \
-    --hash=sha256:9bfdeff778d3f7ff449ca5922ab773899e7d31e26a576028b06a5e9cf0ed8c34 \
-    --hash=sha256:9ebae74ce2b977c2fcb22d6a10aa0acb730022406977b2bcb6ddd6788f5c414a \
-    --hash=sha256:a110d19881ca78a88583d3b07231e7c6864864f5f1f3491b638863ea45fa8708 \
-    --hash=sha256:a1d190790ee39b8b7adeeb10fc4090dc4859eb4e75ed27bd8108710eef18f358 \
-    --hash=sha256:a2f049c3f3c83e886cd1f53958e2a1ebb369be626bef9e50d8b24d79864f1df6 \
-    --hash=sha256:a3af4e9f277d6b8acd369dc44a723a055752fca9d045094383af39f90a3e3729 \
-    --hash=sha256:a42c7becd4c9ec4ab5769c754eb61112777bdc6e1c1525e2077389e193b5f5aa \
-    --hash=sha256:a58a58cef0d911b1717154179a9ff47852249c536ea5966bde4370b6b20638ff \
-    --hash=sha256:ab1f646ff531d70bfd25f01e60708dfa3d105eb458b7dedd9fe9a443039fd809 \
-    --hash=sha256:ad940dc2db545dc978cb41cb9a683e2ff328f3ef581230b9ca40ff6c3d01d542 \
-    --hash=sha256:afe3c3863f16704fb5d7c2c6ff56aaf9e054f6d269f7b4c9074c5476178d1aba \
-    --hash=sha256:b1e3b9f4bf9a4120510ba77a77b2fb674893cd6795653545152bb11a79eecfcb \
-    --hash=sha256:b2390ad81c03d93ef1d5afd18ffcf5935de827f1a2b96b2c829437968bdabccb \
-    --hash=sha256:b37df4b10cb15dedfc203f69312d8eedd617b941c21df58c13af59496c53ad0f \
-    --hash=sha256:b3df9447f9209f9aa0434ca74050e9509670c1ad99398fe5807abb90e5f3a014 \
-    --hash=sha256:b4fe7f38aa8956fcc1cea270e62601e0e11066aff78e384be70fd283d30293b6 \
-    --hash=sha256:c1d68c6980d4690a4550bd3db6c03146f7be68ef5d08d38bb1fb68b3e9c32fe3 \
-    --hash=sha256:c24c1460486b6b36083252c2db21a814becf8495ccd0e76b7286623e37239b63 \
-    --hash=sha256:c25132902d3eff38781e0d54f27a0942ec849e3c07dbdce83c4d92b7e43c8dce \
-    --hash=sha256:c74bd9926954e7e575f9cd9890f63defd90cd8f812dfbf8e1efb72acc9355456 \
-    --hash=sha256:c8139e9011117822391c5bcfd674c5948fb1e4b8cb9adf6f13d9890859ee3a1a \
-    --hash=sha256:ce334915f5d31048f76a42c607bf26687cf045eb1bc852b7340f09729c6a64fc \
-    --hash=sha256:d14229beaa76e66c3a25f9477d973336441ca820df853679a98796256813316f \
-    --hash=sha256:d42f3a13290f89191568fc113d95a3d2c8759cdd8c3672f021d8b7436f909e75 \
-    --hash=sha256:d8e56e0d1fe607bfff422633f313aec9191c3859ab99d11ff097e3e6e068000c \
-    --hash=sha256:da6f0302360e99d32bc2869772692797ebadd536e1b826d0103c72ba49d38698 \
-    --hash=sha256:db46baf157feefd88724e6a7f145fe996a5990a8604ed9292b45d563360e513b \
-    --hash=sha256:dcea8c3f53674ae68e44b12e853b844a1d315250ca6677b11ec0c06aff85e86c \
-    --hash=sha256:de94b409f49eb6a588ebdd5872e826caec417cd77c17af0fb94f2128427f1a2a \
-    --hash=sha256:e0356561b4a97c83b9ee3de657a41b8d1a1781226853adaf47b550bb988fda6f \
-    --hash=sha256:e0db44cf81e4d7b94f3776b9f89111f74ed6bbdbfd42a22bc4a5ce0644d3e060 \
-    --hash=sha256:e31e92b61d56244047ad600812e16f7587a6172f74810fd919ff993af12b9149 \
-    --hash=sha256:e89dabf436ee79b358fd970dcbed6333a36d91db73f27069ca24a02fb138a404 \
-    --hash=sha256:eddeb9a153795cf6e615f9f3cef66a1d573ff3b6ee16df2b10d1d1c2f2baeaa8 \
-    --hash=sha256:ee11fd431f83d8a5b29d370b9d79a814d3218d30113bdcd44657e9bdf715fc92 \
-    --hash=sha256:ee37fe8cf081b72dea72f96a0ee604f492ec02252eb77dc26ff6eec3f997b580 \
-    --hash=sha256:f19ee7dc1ef8a6497570d91fa4057ba910ad98297a50b8c44ff37589f7c89d17 \
-    --hash=sha256:f2f94355affd51088f57f8674b0e294704c3c7c3d7d3b1545310f5b135d4843b \
-    --hash=sha256:f525734382a47f9828c9d6a1501522c78d5935466d8e2be1a41ba40ca5bb922b \
-    --hash=sha256:f915a34fb742e23d0d61573349aa45d6f74037fde9d58a9f340435eff8d62736
+hiredis==3.4.0 \
+    --hash=sha256:02298551060cbfe17b1acb02e9d066eadd51e37357369736f8fc1f5533875255 \
+    --hash=sha256:03374d663b0e025e4039757ef5fad02e3ff714f7a01e5b34c88de2a9c91359dc \
+    --hash=sha256:04e54fc3bcecf8c7cb2846947b84baf7ce1507caba641bd23590c52fefade865 \
+    --hash=sha256:05384fcfe5851b5af868bf24265c14ab86f38562679f9c6f712895b67a98163c \
+    --hash=sha256:05c852c58fec65d4c9fb861372dd7391d8b2ce96c960ba8714145f8cd85cd0ec \
+    --hash=sha256:06c163607f163a300cba9ef02fd8a234dd644a208bfafe972614f72e5287b9ba \
+    --hash=sha256:0731dd9f2bf4d3417947a3cbbca4dd4d9fa6ad7cecfd4e16439c17a4562d6304 \
+    --hash=sha256:0a68b0e48509e6e66f4c212e53d98f29178addf83b0701a71bf0fce792954419 \
+    --hash=sha256:0a70df45cf167b5af99b9fe3e2044716919e30580a869dfa766f2a6467c0c320 \
+    --hash=sha256:0b82cab9ad7a1574ab273a78942f780c1b1496101eb342b630c46c3e918ca21b \
+    --hash=sha256:0bcb630add6bc9ea136fce691ddff0c46aa91cb860df4ca789fe44127eb7e90d \
+    --hash=sha256:12ea5facb5b08fa23e4c101ec2151f3a3de8ecec412fec58dbde0a6eebca02c7 \
+    --hash=sha256:12eca9aea1450d1a85dc15574a985c227e52abbc2b6466f48ad2aa3b82124701 \
+    --hash=sha256:14524fdc751e3960d78d848872576b5442b40baae3cac14fbab1ba7ac523891f \
+    --hash=sha256:163d8c43e2706d23490532ea0de8736fc1493cfa52f0ee65f85b0f074f2fe017 \
+    --hash=sha256:165e6405b48f9bd66ddb4ad52ce28b0c0041a0308654d7a0cb4357a1939134dc \
+    --hash=sha256:16a3ea8193c5f4ee6e8daafe0126207cef38eec5a923c97047e6985d9bb1b61f \
+    --hash=sha256:18ff3d9b23ebe6c8248c3debca2402ad209d60c48495e7ed76407c2fe54cb9b4 \
+    --hash=sha256:1bfb9ccfb13be63883e5f2e5ff7f6fc87bf256f8243af594257dfbed9dbc3cf0 \
+    --hash=sha256:1c9e141b420dae63ea21303a7e8672282326cae67472768e9a3f6e7f0990bd28 \
+    --hash=sha256:1d8c21fb85f2a3de9328cf5bace84b63da00028e771b92335ff4fdc00121dd5a \
+    --hash=sha256:1fb0a139cd52535f3e5a532816b5c36b3aea95817410fbf28ca4a676026347a5 \
+    --hash=sha256:24751054bb11353016d242d09a4a902ecf8f25e3b56fe396cccb6f056fdda016 \
+    --hash=sha256:258f820cdd6ee6be39ae6a8ea94a76b8856d34113de6604f63bc81327ef06240 \
+    --hash=sha256:282c4310af72afbe18b07d416459f4febeaeb805a067a7df790136e0e550fcb2 \
+    --hash=sha256:2c432cce38190c3c13b6c28d6840ee85db50765ad510134007f1cfb3844dce73 \
+    --hash=sha256:306aae11a52e495aaf0a14e3efcd7b51029e632c74b847bc03159e1e1f6db591 \
+    --hash=sha256:3159c54fe560aa30bf1ab76e65c4c23dc45ad79d7cf4aecc25ec9942f5ea4cea \
+    --hash=sha256:3348ba4e101f3a96c927447ff2edcb3e0026dc6df375ba117485a43edcbb6980 \
+    --hash=sha256:35ab3653569b9867b8d8a3b4c0684a20dc769fe45d4666bedfe9a3391a61b30b \
+    --hash=sha256:3774461209688790734b5db8934400a4456493fc1a172fb5298cc5d72201aceb \
+    --hash=sha256:386b556f48fb0f9f09696b9d37f1cae554123fbd9f091d0ca23087f2aca02887 \
+    --hash=sha256:393d5e7c8c67cdddf7109a8e925d885e788f3f43e5b1043f84390df40c59944b \
+    --hash=sha256:4190bd07dd7879a8a7ddbb2a4f74d402721f3898276e35beb98851b85b5f539c \
+    --hash=sha256:423570ac4d2665c0d55d8707b7859a331e9001da5e437b7b7a23e0acbce770c9 \
+    --hash=sha256:43004b0b48abc628dda1ac3ac4871e1326c126f8cd9f11164d61934d827d7a3b \
+    --hash=sha256:4404c557fd49bcfe24dff41f1209e4221c76d1607df2fb2dfd39474b5b086dcb \
+    --hash=sha256:44660a91e0fbc803c29b337c1a9194c8d7b4cd3a3868d28f747cbec2df165483 \
+    --hash=sha256:452cff764acb30c106d1e33f1bdf03fa9d4a9b0a9c995d722d4d39c998b40582 \
+    --hash=sha256:454236d2a5bd917daf38914ce363e71aeef41240e6800f4799e04ee82689bfd2 \
+    --hash=sha256:45c6c296056641b5df37cedafe7d1553f33bc247e2f81603a4d038b39261879b \
+    --hash=sha256:46e041fc7a83eaa989ef5fe09526bc2353a6ba39b4ce5191684eabefc02e17b0 \
+    --hash=sha256:4863b99b1bf739eaa60961798efc709f657864fbf5a142cb9b99d3e36a37208e \
+    --hash=sha256:4b8f52844cd260d7805eca55c834e3e06b4c0d5b53a4178143b92242c2517c0d \
+    --hash=sha256:4de6869be2b33490569dae0712366bb794b7f5e7a8b674de3e092b3e95712d6d \
+    --hash=sha256:4e5530d7a6c71c1a9c3b850b08bbc8178ffc9556e3aef7f9c808fe9ff91a6f11 \
+    --hash=sha256:4f0e3536eea76c03435d411099d165850bc3c9d873efe62843b995027135a763 \
+    --hash=sha256:53233656e4fecf9f8ec654f1f4c5d445bf1c2957d7f63ffdedbba2682c9d1584 \
+    --hash=sha256:5359caad5b57da0bce11d2880f22617ba3710f0866121a924745447848448034 \
+    --hash=sha256:54b6267918c66d8ba4a3cf519db1235a4bd56d2a0969ca5b2ae3c6b6b7d9ed79 \
+    --hash=sha256:5f1ddfe6429f9adc0a8d705afbcd40530fddeafa919873ffbb11f59eda44dbb9 \
+    --hash=sha256:64cf54c1dad35830bf1d86b343ad3c55aed443af51c5ccead8afd1b547aca196 \
+    --hash=sha256:6774f1fe2723001ca0cd42bf5d8b1235301226273915c581c5c1260d4d114c43 \
+    --hash=sha256:68c81c04e0d8778c01163dd2bc6f0e0236fc7f650c291526f10d4faccd99e5a0 \
+    --hash=sha256:696e0a2118e1df5ccacf8ecf8abe528cf0c4f1f1d867f64c34579bef77778cdb \
+    --hash=sha256:69d0326f20354ce278cbb86f5ae47cb390e22bb94a66877031038af907c42fa5 \
+    --hash=sha256:6c2852eaa26c0a73be4a30118cd5ad6a77c095d224ccb5ac38e40cb865747d22 \
+    --hash=sha256:73dd607b47863633d8070f1eb3bab1b3b097ee747783fe69c0dd0f93ec673d8b \
+    --hash=sha256:74bcfb26189939daba2a0eb4bad05a6a30773bb2461f3d9967b8ced224bd0de9 \
+    --hash=sha256:7b159315df71a009375227384aa4219f98c2342ccd8eb33e3f4b58654f426376 \
+    --hash=sha256:7e7ab4c1c8c4d365b02d9e82cdf25b01a065edf2ededd7b5acb043201ff80203 \
+    --hash=sha256:7f7fc1535f6e1a190089eae46dee25f0c6b72bb221d377be07092803b8208733 \
+    --hash=sha256:7ff29c9f5d3c91fda948c2fde58f457b3244550781d3bc0891b1b9d93c10f47f \
+    --hash=sha256:82860f050aabd08c046f304eb57c105bb3d5a7370f79a4a0b74d2b771767cc13 \
+    --hash=sha256:85a9abf2d16b4cb112f6cc6c32236d763b34d21c69b00c2f81a4ff3016fcc1d6 \
+    --hash=sha256:88396e6a24b80c86f4dc180964d9cc467ba3aa3c886af6532fe077c5a5dc0c3c \
+    --hash=sha256:899d5cea72c9a6c2d9b6e7b223de62c9e9f541f48267cc7135764070548735ce \
+    --hash=sha256:89e95f50ec4d29645ba2da9010e8717861585dc9f3df354a367f43807a6db3c7 \
+    --hash=sha256:8aaaab18314fd25453b5cf59c8cdca4110e419455bcb4c0737d19d4151513e75 \
+    --hash=sha256:8b3f1d03046765c0a83558bf1756811101e3947649c7ca22a71d9dc3c92929d1 \
+    --hash=sha256:8f2c8569460aa456a294d5e9a3579a382b825dc2e283e3cc398323dcfb6a3dee \
+    --hash=sha256:92b570225f6097430615a82543c3eb7974ca354738a6cef38053138f7d983151 \
+    --hash=sha256:94f83352295bf3d332678689ecd4ce190a4d233a20ad2f432724efd3ce03e49a \
+    --hash=sha256:975a8e75a10425442037dd9c7abbaae31941c34328d9f01b1ca42d9db44ac31d \
+    --hash=sha256:98e28c10e43d076f50ce9fa9f4017303d5796c3058b1b651f507c2a7d6ef402c \
+    --hash=sha256:9e88048a66dfffec7a3f578f2a2a0fd907c75b5bd85b3c9184f76f0149ea399f \
+    --hash=sha256:a2f9a9a591b3eaade523f3e778dfcd8684965ee6e954ae25cd2fd6d8c75e881d \
+    --hash=sha256:a315009b441a0105a373a9a780ebb1c6f7d9ead88ac6ea5f2a15791353c6f590 \
+    --hash=sha256:a3796094f616f72976ff51e4dc1a016e753c0f9af5393b2df96920b6bae1e19b \
+    --hash=sha256:a427976ba339da624367613d7eba52a1516e6d5c7f8988dc8fb888fbcf52d8b6 \
+    --hash=sha256:a45822bc8487da8151fe67c788de74b834582b1d510c67b888fcda64bf6ba4bb \
+    --hash=sha256:a7e76904148c229549db7240a4f9963deb8bb328c0c0844fc9f2320aca05b530 \
+    --hash=sha256:afff0876dafad6d3bb446c907da2836954876243f6bb9d5e44915d175e424aa4 \
+    --hash=sha256:b0c29ac4f50fc61a904acfe76e4ce6bc37e16ab5a98089cb411476d466e1bb36 \
+    --hash=sha256:b32afb576705fc5a02440d416ef476ddbcc827a20ff6c4a9d557882bc6b75135 \
+    --hash=sha256:b6228afacadb19a858289319d72797023e2cb048f2f930b68b7fe57eaed5fb6b \
+    --hash=sha256:b98f44bf873731d9ce99e6b3eeb6196bf7b27693ad9f6de0fba986b2b0845127 \
+    --hash=sha256:bb44efa4fa3e3ed7779ad0ade3c08ed5d75ca7a6336893e9a4f2722093b4168a \
+    --hash=sha256:bb8b2dd9c00d80ad2870ffbb51ce9af99fb2194c082d7b09f4125d90e21426f6 \
+    --hash=sha256:bca175f02a2b0150ffe7f5dc8bf49c798f34d2c7024d17ace0ec97a7583560e3 \
+    --hash=sha256:be4a41496a0a48c3abf57ef1bbeb11980060ce9c7a1dd8b92caa028a813a9c59 \
+    --hash=sha256:c2245c46b4ced5f689469e6dcdfc8a0895bf873840a6600f5ea759cdf1b26a8b \
+    --hash=sha256:c8c6337e7ad187e8039d06e4b33ee5148dcd73928819d94087e649eb37316a09 \
+    --hash=sha256:ccc5c660e31d788ca534a20f2ccb7a80b946b960e18ed4e1db950fcac122b405 \
+    --hash=sha256:ccdb63363c82ea9cea2d48126bc8e9241437b8b3b36413e967647a17add59643 \
+    --hash=sha256:cfe23f8dcf2c0f4e03d107ff68a9ee9707f9d76abeddbe59633e5de1564a650c \
+    --hash=sha256:d3a12ae5685e9621a988af07b5af0ad685c7d19d6a7246ac852e35060178cff4 \
+    --hash=sha256:d5c33eb2da5c9ccd281c396e1c618cfe6a91eb841e957f17d2fa520383b3111d \
+    --hash=sha256:d77901d058923a09ed25063ea6fb2842c153bbe75060a46e3949e73ad12ce352 \
+    --hash=sha256:d95b602ab022f3505288ce51feaa48c072a62e57da55d6a7a38ecb8c5ad67d81 \
+    --hash=sha256:da19331354433af6a2c54c21f2d70ba084933c0d7d2c43578ec5c5b446674ad5 \
+    --hash=sha256:db13f8039ad8229f77f0e242be14e53bd67e8f3aadeb16f3af30944287cca092 \
+    --hash=sha256:de3e2297a182253dfa4400883a9a4fb46d44946aed3157ea2da873b93e2525c4 \
+    --hash=sha256:decc176d86127c620b5d280b3fe5f97a788be58ca945971f3852c3bf54f4d5ad \
+    --hash=sha256:e29267ecdd08758926f1a9221af2671d90f475480c40aff409921b1f362f1bd5 \
+    --hash=sha256:e6e8d5fa63ec2a0738d188488e828818cbe4cb4d37c0c706836cf3888d82c53d \
+    --hash=sha256:ed1dba2695f6de009c67d63b39ff978cb43b8a79362f697acedffb7743e50d21 \
+    --hash=sha256:ee6b4beb79a71df67af15a8451366babc2687fcac674d5c6eacec4197e4ce8c1 \
+    --hash=sha256:f3c67f39b112dc35f68d5b59ee111db6121f037d1a60cf3840ecffbb2ec5686b \
+    --hash=sha256:f7c7596fbb2b5202e943180353958e89014e763c7f25877a92f70bbde6cd7f19 \
+    --hash=sha256:ff28eca77a57751488df90b0f385b472fd78e140a4d45097224648a5737acdf5 \
+    --hash=sha256:ff6217da86a63a6a5ea954d9b9ed67916d9d94a566b44aa98e68ae34b40ebbbf
     # via feast (pyproject.toml)
-hpack==4.1.0 \
-    --hash=sha256:157ac792668d995c657d93111f46b4535ed114f0c9c8d672271bbec7eae1b496 \
-    --hash=sha256:ec5eca154f7056aa06f196a557655c5b009b382873ac8d1e66e79e87535f1dca
+hpack==4.2.0 \
+    --hash=sha256:0895cfa3b5531fc65fe439c05eb65144f123bf7a394fcaa56aa423548d8e45c0 \
+    --hash=sha256:858ac0b02280fa582b5080d68db0899c62a80375e0e5413a74970c5e518b6986
     # via h2
 httpcore==1.0.9 \
     --hash=sha256:2d400746a40668fc9dec9810239072b40b4484b640a8c38fd654a024c7a1bf55 \
     --hash=sha256:6e34463af53fd2ab5d807f399a9b45ea31c3dfa2276f15a2c3f00afff6e176e8
     # via httpx
-httptools==0.7.1 \
-    --hash=sha256:04c6c0e6c5fb0739c5b8a9eb046d298650a0ff38cf42537fc372b28dc7e4472c \
-    --hash=sha256:0d92b10dbf0b3da4823cde6a96d18e6ae358a9daa741c71448975f6a2c339cad \
-    --hash=sha256:0e68b8582f4ea9166be62926077a3334064d422cf08ab87d8b74664f8e9058e1 \
-    --hash=sha256:11d01b0ff1fe02c4c32d60af61a4d613b74fad069e47e06e9067758c01e9ac78 \
-    --hash=sha256:135fbe974b3718eada677229312e97f3b31f8a9c8ffa3ae6f565bf808d5b6bcb \
-    --hash=sha256:2c15f37ef679ab9ecc06bfc4e6e8628c32a8e4b305459de7cf6785acd57e4d03 \
-    --hash=sha256:322d00c2068d125bd570f7bf78b2d367dad02b919d8581d7476d8b75b294e3e6 \
-    --hash=sha256:379b479408b8747f47f3b253326183d7c009a3936518cdb70db58cffd369d9df \
-    --hash=sha256:38e0c83a2ea9746ebbd643bdfb521b9aa4a91703e2cd705c20443405d2fd16a5 \
-    --hash=sha256:3e14f530fefa7499334a79b0cf7e7cd2992870eb893526fb097d51b4f2d0f321 \
-    --hash=sha256:44c8f4347d4b31269c8a9205d8a5ee2df5322b09bbbd30f8f862185bb6b05346 \
-    --hash=sha256:465275d76db4d554918aba40bf1cbebe324670f3dfc979eaffaa5d108e2ed650 \
-    --hash=sha256:474d3b7ab469fefcca3697a10d11a32ee2b9573250206ba1e50d5980910da657 \
-    --hash=sha256:49794f9250188a57fa73c706b46cb21a313edb00d337ca4ce1a011fe3c760b28 \
-    --hash=sha256:5ddbd045cfcb073db2449563dd479057f2c2b681ebc232380e63ef15edc9c023 \
-    --hash=sha256:601b7628de7504077dd3dcb3791c6b8694bbd967148a6d1f01806509254fb1ca \
-    --hash=sha256:654968cb6b6c77e37b832a9be3d3ecabb243bbe7a0b8f65fbc5b6b04c8fcabed \
-    --hash=sha256:69d4f9705c405ae3ee83d6a12283dc9feba8cc6aaec671b412917e644ab4fa66 \
-    --hash=sha256:6babce6cfa2a99545c60bfef8bee0cc0545413cb0018f617c8059a30ad985de3 \
-    --hash=sha256:7347714368fb2b335e9063bc2b96f2f87a9ceffcd9758ac295f8bbcd3ffbc0ca \
-    --hash=sha256:7aea2e3c3953521c3c51106ee11487a910d45586e351202474d45472db7d72d3 \
-    --hash=sha256:7fe6e96090df46b36ccfaf746f03034e5ab723162bc51b0a4cf58305324036f2 \
-    --hash=sha256:84d86c1e5afdc479a6fdabf570be0d3eb791df0ae727e8dbc0259ed1249998d4 \
-    --hash=sha256:a3c3b7366bb6c7b96bd72d0dbe7f7d5eead261361f013be5f6d9590465ea1c70 \
-    --hash=sha256:abd72556974f8e7c74a259655924a717a2365b236c882c3f6f8a45fe94703ac9 \
-    --hash=sha256:ac50afa68945df63ec7a2707c506bd02239272288add34539a2ef527254626a4 \
-    --hash=sha256:aeefa0648362bb97a7d6b5ff770bfb774930a327d7f65f8208394856862de517 \
-    --hash=sha256:b580968316348b474b020edf3988eecd5d6eec4634ee6561e72ae3a2a0e00a8a \
-    --hash=sha256:c08fe65728b8d70b6923ce31e3956f859d5e1e8548e6f22ec520a962c6757270 \
-    --hash=sha256:c8c751014e13d88d2be5f5f14fc8b89612fcfa92a9cc480f2bc1598357a23a05 \
-    --hash=sha256:cad6b591a682dcc6cf1397c3900527f9affef1e55a06c4547264796bbd17cf5e \
-    --hash=sha256:cbf8317bfccf0fed3b5680c559d3459cccf1abe9039bfa159e62e391c7270568 \
-    --hash=sha256:cfabda2a5bb85aa2a904ce06d974a3f30fb36cc63d7feaddec05d2050acede96 \
-    --hash=sha256:d169162803a24425eb5e4d51d79cbf429fd7a491b9e570a55f495ea55b26f0bf \
-    --hash=sha256:d496e2f5245319da9d764296e86c5bb6fcf0cf7a8806d3d000717a889c8c0b7b \
-    --hash=sha256:de987bb4e7ac95b99b805b99e0aae0ad51ae61df4263459d36e07cf4052d8b3a \
-    --hash=sha256:df091cf961a3be783d6aebae963cc9b71e00d57fa6f149025075217bc6a55a7b \
-    --hash=sha256:e99c7b90a29fd82fea9ef57943d501a16f3404d7b9ee81799d41639bdaae412c \
-    --hash=sha256:eb844698d11433d2139bbeeb56499102143beb582bd6c194e3ba69c22f25c274 \
-    --hash=sha256:f084813239e1eb403ddacd06a30de3d3e09a9b76e7894dcda2b22f8a726e9c60 \
-    --hash=sha256:f25bbaf1235e27704f1a7b86cd3304eabc04f569c828101d94a0e605ef7205a5 \
-    --hash=sha256:f65744d7a8bdb4bda5e1fa23e4ba16832860606fcc09d674d56e425e991539ec \
-    --hash=sha256:f72fdbae2dbc6e68b8239defb48e6a5937b12218e6ffc2c7846cc37befa84362
+httpcore2==2.9.1 \
+    --hash=sha256:4d8acbf8b306f48c9d6046591fd5ba4037d1b1b1000d140fc2c3eab1e9a0c0e2 \
+    --hash=sha256:6182472379e855fe4221246a2bb7ecede403bc61c6798062ae1787d051ccde26
+    # via httpx2
+httptools==0.8.0 \
+    --hash=sha256:0770728beb05094c809b98e814edff5fef69d26ad7d21185f2f6d5884a0ba683 \
+    --hash=sha256:0ea897f0c729581ebf72131a438a7932d9b14efef72d75ada966700cac3caaeb \
+    --hash=sha256:159e9ab5f701ccd42e555a12f1ad8ff69702910fc1c996cf2bb66e5fcb7a231b \
+    --hash=sha256:19d1ee275bb59ba2643ba9a3a1e51cc0c788caf2b8df506368e03f56fdd08527 \
+    --hash=sha256:20b4aac66ff65f7db06a375808b78f42a94970aa22e826b3cb2b43eb09174124 \
+    --hash=sha256:2a021c3a8e65cc125390d72f59b968afca3bdcaff25bd67965e0a055a14946ca \
+    --hash=sha256:2c032fa028f46871ec7e1fc59fc15e8023eab3e6bbe6ece786a1611719a5d081 \
+    --hash=sha256:2d689918c15a013c65ef52d9fd495d766893ab831a2c8d89f2ac5940a5df847c \
+    --hash=sha256:384c17174464c8e873398b7af24f0b1f44d992c820328413951a625323155d77 \
+    --hash=sha256:425f83884fd6343828d8c565f046cb72b6d19063f6924093e11bcd8e1548cd09 \
+    --hash=sha256:48774d39cbb70e2b1f71f88852a3087ae1d3a1eb80482bb48c13067ab080c14f \
+    --hash=sha256:52dd695b865fe96d9d2b16b64a895f3f57bf3cb064e8383cd3b5713a069e8085 \
+    --hash=sha256:57278e6fa0424c42a8a3e454828ab4f0aff27b40cddf9679579b98c6dce6a376 \
+    --hash=sha256:5931891fb7b441b8a3853cf1b85c82c903defce084dd5f6771ca46e31bf862c5 \
+    --hash=sha256:5d7fa4ba7292c1139c0526f0b5aad507c6263c948206ea1b1cbca015c8af1b62 \
+    --hash=sha256:5eb911c515b96ee44bbd861e42cbefc488681d450545b1d02127f6136e3a86f5 \
+    --hash=sha256:614ceea8ea606848bece2338ac03b3ce5324bcb4be8dc7d377ed708012fa4db8 \
+    --hash=sha256:6a43c9dd399758ccc0531acb0a3c4a6c299ee893ee9400e9c893b7bdcfae0681 \
+    --hash=sha256:6b2a32f18d97e16e90827d7a819ffa8dbd8cc245fc4e1fa9d1095b54ef4bd999 \
+    --hash=sha256:7685df791fad561384bfb139e77fde27a1ffd93134e016f95a0db424ffbf77b1 \
+    --hash=sha256:7b71e7d7031928c650e1006e6c03e911bf967f7c69c011d37d541c3e7bf55005 \
+    --hash=sha256:880490234c10f70a9830743097e8958d6e4b9f5a0ffc24515023afeef984054d \
+    --hash=sha256:88bdd940f2b5d487b4d032c6afa5489a7dc4694410d43de3c38c4fb3af0dc45d \
+    --hash=sha256:88eead8ec8680a9f146c655bc88445a325bd7921cfd8194c7337e9467282427d \
+    --hash=sha256:9518c406d7b310f05adb1a37f80acabac40504a575d7c0da6d3e365c695ac20d \
+    --hash=sha256:9878eb2785ba5eb70631ad269b37976f73d647955e26c91d490eb8a4edfda4ba \
+    --hash=sha256:9fc1644f415372cec4f8a5be3a64183737398f10dbb1263602a036427fe75247 \
+    --hash=sha256:a1afd7c9fbff0d9f5d489c4ce2768bd09c84a46ddefc7161e6aa82ae35c85745 \
+    --hash=sha256:a1b4c8e7a489a0d750d91894e9a8cdc295838f1924c0ca903ae993456fddec07 \
+    --hash=sha256:a3b7387147361c3fd47a0bde763c5c91b5b4cd4dc9989b8ece84ff436c99843b \
+    --hash=sha256:a6f21e2a3b0067bbe7f67e34cfd16276af556e5e52f4c7503be0cb5f90e905e4 \
+    --hash=sha256:b15fc622b0f869d19207c4089a501d9bcc63ca5e071ffdd2f03f922df882dcb2 \
+    --hash=sha256:b205e5f5523fa039679da0dfe5a10132b2a4abeae6a86fdd1ddc035f7f836557 \
+    --hash=sha256:bbb8caadb2b742d293169d2b458b5c001ef70e3158704aa3d3ef9597624c5d1d \
+    --hash=sha256:bf3b6f807c8541503cecfbb8a8dffb385640d0d96102f3d112aa8740f9b7c826 \
+    --hash=sha256:c08ffe3e79756e0963cbc8fe410139f38a5884874b6f2e17761bef6563fdcd9b \
+    --hash=sha256:c0d726cc107fceb7d45f978483b4b70dd8caa836f5914d3434bb18628eb73813 \
+    --hash=sha256:c4a9f1707e4823d54dfec6c33fa3697d302aed536ed352a7ebb5a061ddb869d0 \
+    --hash=sha256:cd96f29b4bab1d42fa6e3d008711c75e0f79e94e06827330160e3a304227f150 \
+    --hash=sha256:d76ad7b951387e3632c8716a9bb03ac5b45c5f16119aa409db0459520887944e \
+    --hash=sha256:da684f2e1aa2ee9bdcb083f3f3a68c5956750b375bc5df864d3a5f0c42a40b77 \
+    --hash=sha256:de1ed58a974e75d56560acc7e7fed01a454994429456f65209789992e41f2568 \
+    --hash=sha256:de242a49b5d18e0a8776e654e9f6bf6d89f3875a5c35b425a0e7ce940feb3fd6 \
+    --hash=sha256:df31ef5494f406ab6cf827b7e64a22841c6e2d654100e6a116ea15b46d02d5e8 \
+    --hash=sha256:e93c227b595c6926c1acee96891dd9da4be338cfbe82e5cd3bb9d8dd7dc4ac0b \
+    --hash=sha256:eb3028cca2fc0a6d720e52ef61d8ebb62fcbfeb1de56874546d858d3f25a26b7 \
+    --hash=sha256:ed377e64805bdba4943c82717333f8f8603a13b09aff9cead2717c6c817fb168 \
+    --hash=sha256:ef7c3c97f4311c7be57e2986629df89d49cb434dbff78eafcd48c2bff986b15a \
+    --hash=sha256:f256d6ce930c52ca1cb2a960b7da03548c454e7d28b06059ad41bfe789036ce0 \
+    --hash=sha256:fe2a4c95aeba2209434e7b31172da572846cae8ca0bf1e7013e61b99fbbf5e72
     # via uvicorn
 httpx[http2]==0.27.2 \
     --hash=sha256:7bb2708e112d8fdd7829cd4243970f0c223274051cb35ee80c03301ee29a3df0 \
@@ -1890,14 +2152,17 @@ httpx[http2]==0.27.2 \
     #   datasets
     #   fastapi-mcp
     #   jupyterlab
-    #   mcp
     #   openlineage-python
     #   python-keycloak
     #   qdrant-client
-httpx-sse==0.4.3 \
-    --hash=sha256:0ac1c9fe3c0afad2e0ebb25a934a59f4c7823b60792691f779fad2c5568830fc \
-    --hash=sha256:9b1ed0127459a66014aec3c56bebd93da3c1bc8bb6618c8082039a44889a755d
+httpx2==2.9.1 \
+    --hash=sha256:1820fe14a9ab1107bfeff39259987429450b070ec0ff38cc87eb0d8c97fdc71a \
+    --hash=sha256:1932a768737e3666291582833da748cc4e563c337cf96706fccc04fa6e58764a
     # via mcp
+huey==3.3.0 \
+    --hash=sha256:a7b1581aaae5f70540faafcf3306d74fa138ec7bad520f81150bb70b224eaddf \
+    --hash=sha256:e0c2a1542e6c3acb894821cde895cf9dbf72e42deb25f55b2d44096aa30f8f24
+    # via mlflow
 huggingface-hub==0.36.2 \
     --hash=sha256:1934304d2fb224f8afa3b87007d58501acfda9215b334eed53072dd5e815ff7a \
     --hash=sha256:48f0c8eac16145dfce371e9d2d7772854a4f591bcb56c9cf548accf531d54270
@@ -1922,28 +2187,29 @@ identify==2.6.19 \
     --hash=sha256:20e6a87f786f768c092a721ad107fc9df0eb89347be9396cadf3f4abbd1fb78a \
     --hash=sha256:6be5020c38fcb07da56c53733538a3081ea5aa70d36a156f83044bfbf9173842
     # via pre-commit
-idna==3.13 \
-    --hash=sha256:585ea8fe5d69b9181ec1afba340451fba6ba764af97026f92a91d4eef164a242 \
-    --hash=sha256:892ea0cde124a99ce773decba204c5552b69c3c67ffd5f232eb7696135bc8bb3
+idna==3.18 \
+    --hash=sha256:7f952cbe720b688055e3f87de14f5c3e5fdaa8bc3928985c4077ca689de849a2 \
+    --hash=sha256:ffb385a7e039654cef1ab9ef32c6fafe283c0c0467bba1d9029738ce4a14a848
     # via
     #   anyio
     #   httpx
+    #   httpx2
     #   jsonschema
     #   requests
     #   snowflake-connector-python
     #   yarl
-imageio==2.37.3 \
-    --hash=sha256:46f5bb8522cd421c0f5ae104d8268f569d856b29eb1a13b92829d1970f32c9f0 \
-    --hash=sha256:bbb37efbfc4c400fcd534b367b91fcd66d5da639aaa138034431a1c5e0a41451
+imageio==2.37.4 \
+    --hash=sha256:1ab2e22c8debf700f24c3ac43e8f95f3b3a8110c83b93411e97b4b0b2cd1c7e6 \
+    --hash=sha256:e45cbc5e83502047fb138f7f585f7f105a136a57eea5f4b3cfc6ce1b52720bd3
     # via scikit-image
 imagesize==2.0.0 \
     --hash=sha256:5667c5bbb57ab3f1fa4bc366f4fbc971db3d5ed011fd2715fd8001f782718d96 \
     --hash=sha256:8e8358c4a05c304f1fccf7ff96f036e7243a189e9e42e90851993c558cfe9ee3
     # via sphinx
-importlib-metadata==8.7.1 \
-    --hash=sha256:49fef1ae6440c182052f407c8d34a68f72efc36db9ca90dc0113398f2fdde8bb \
-    --hash=sha256:5a1f80bf1daa489495071efbb095d75a634cf28a8bc299581244063b53176151
-    # via opentelemetry-api
+importlib-metadata==9.0.0 \
+    --hash=sha256:2d21d1cc5a017bd0559e36150c21c830ab1dc304dedd1b7ea85d20f45ef3edd7 \
+    --hash=sha256:a4f57ab599e6a2e3016d7595cfd72eb4661a5106e787a95bcc90c7105b831efc
+    # via mlflow-skinny
 importlib-resources==7.1.0 \
     --hash=sha256:0722d4c6212489c530f2a145a34c0a7a3b4721bc96a15fada5930e2a0b760708 \
     --hash=sha256:1bd7b48b4088eddb2cd16382150bb515af0bd2c70128194392725f82ad2c96a1
@@ -1956,9 +2222,9 @@ invoke==3.0.3 \
     --hash=sha256:437b6a622223824380bfb4e64f612711a6b648c795f565efc8625af66fb57f0c \
     --hash=sha256:f11327165e5cbb89b2ad1d88d3292b5113332c43b8553b494da435d6ec6f5053
     # via paramiko
-ipykernel==7.2.0 \
-    --hash=sha256:18ed160b6dee2cbb16e5f3575858bc19d8f1fe6046a9a680c708494ce31d909e \
-    --hash=sha256:3bbd4420d2b3cc105cbdf3756bfc04500b1e52f090a90716851f3916c62e1661
+ipykernel==7.3.0 \
+    --hash=sha256:897eb64da762549ef610698fca5e9675195ec6ac8ec7f19d81ce1ca20c876057 \
+    --hash=sha256:9acaaaf97d16355166e4085afe9d225bfbdf2b7ef520f9df3be8f2b248275e09
     # via jupyterlab
 ipython==9.12.0 \
     --hash=sha256:01daa83f504b693ba523b5a407246cabde4eb4513285a3c6acaff11a66735ee4 \
@@ -1985,9 +2251,13 @@ isoduration==20.11.0 \
     --hash=sha256:ac2f9015137935279eac671f94f89eb00584f940f5dc49462a0c4ee692ba1bd9 \
     --hash=sha256:b2904c2a4228c3d44f409c8ae8e2370eb21a26f7ac2ec5446df141dde3452042
     # via jsonschema
-jedi==0.19.2 \
-    --hash=sha256:4770dc3de41bde3966b02eb84fbcf557fb33cce26ad23da12c742fb50ecb11f0 \
-    --hash=sha256:a8ef22bde8490f57fe5c7681a3c83cb58874daf72b4784de3cce5b6ef6edb5b9
+itsdangerous==2.2.0 \
+    --hash=sha256:c6242fc49e35958c8b15141343aa660db5fc54d4f13a1db01a3f5891b98700ef \
+    --hash=sha256:e0050c0b7da1eea53ffaf149c0cfbb5c6e2e2b69c4bef22c81fa6eb73e5f6173
+    # via flask
+jedi==0.20.0 \
+    --hash=sha256:7bdd9c2634f56713299976f4cbd59cb3fa92165cc5e05ea811fb253480728b67 \
+    --hash=sha256:c3f4ccbd276696f4b19c54618d4fb18f9fc24b0aef02acf704b23f487daa1011
     # via ipython
 jinja2==3.1.6 \
     --hash=sha256:0137fb05990d35f1275a587e9aee6d56da821fc83491a0fb838183be43f66d6d \
@@ -1995,6 +2265,7 @@ jinja2==3.1.6 \
     # via
     #   feast (pyproject.toml)
     #   altair
+    #   flask
     #   great-expectations
     #   jupyter-server
     #   jupyterlab
@@ -2014,9 +2285,9 @@ joblib==1.5.3 \
     --hash=sha256:5fc3c5039fc5ca8c0276333a188bbd59d6b7ab37fe6632daa76bc7f9ec18e713 \
     --hash=sha256:8561a3269e6801106863fd0d6d84bb737be9e7631e33aaed3fb9ce5953688da3
     # via scikit-learn
-json5==0.14.0 \
-    --hash=sha256:56cf861bab076b1178eb8c92e1311d273a9b9acea2ccc82c276abf839ebaef3a \
-    --hash=sha256:b3f492fad9f6cdbced8b7d40b28b9b1c9701c5f561bef0d33b81c2ff433fefcb
+json5==0.15.0 \
+    --hash=sha256:56636a30c0e8a4665fe2179c0212f32eae3796dea89ea6f649b9436ecdb39618 \
+    --hash=sha256:7424d1f1eb1d56da6e3d70643f53619862b4ce81440bdb8ecfd6f875e5ba4a71
     # via jupyterlab-server
 jsonlines==4.0.0 \
     --hash=sha256:0c6d2c09117550c089995247f605ae4cf77dd1533041d366351f6f298822ea74 \
@@ -2040,7 +2311,6 @@ jsonschema[format-nongpl]==4.26.0 \
     --hash=sha256:0c26707e2efad8aa1bfc5b7ce170f3fccc2e4918ff85989ba9ffa9facb2be326 \
     --hash=sha256:d489f15263b8d200f8387e64b4c3a75f06629559fb73deb8fdfb525f2dab50ce
     # via
-    #   feast (pyproject.toml)
     #   altair
     #   docling-core
     #   great-expectations
@@ -2053,9 +2323,15 @@ jsonschema-specifications==2025.9.1 \
     --hash=sha256:98802fee3a11ee76ecaca44429fda8a41bff98b00a0f2838151b113f210cc6fe \
     --hash=sha256:b540987f239e745613c7a9176f3edb72b832a4ac465cf02712288397832b5e8d
     # via jsonschema
-jupyter-client==8.8.0 \
-    --hash=sha256:d556811419a4f2d96c869af34e854e3f059b7cc2d6d01a9cd9c85c267691be3e \
-    --hash=sha256:f93a5b99c5e23a507b773d3a1136bd6e16c67883ccdbd9a829b0bbdb98cd7d7a
+jupyter-builder==1.1.1 \
+    --hash=sha256:1a13977912b08deda77fce2c803940131c27cf77a27ed64b9ffca25aa0ed7e6c \
+    --hash=sha256:f9c14bc55c0488a073f62af12d468936fcf9ecb7e9dd802f6f9c33de46ad70db
+    # via
+    #   jupyterlab
+    #   notebook
+jupyter-client==8.9.1 \
+    --hash=sha256:0b7a295bc46e8751e9adae84781f726c851c1d911bd793edc4a3bde942e3da81 \
+    --hash=sha256:a58f730dd9e728ba16ba1d62ebccf7ffe1ebbdbce4e95cfae941b7321ae1f4fa
     # via
     #   ipykernel
     #   jupyter-server
@@ -2065,6 +2341,7 @@ jupyter-core==5.9.1 \
     --hash=sha256:ebf87fdc6073d142e114c72c9e29a9d7ca03fad818c5d300ce2adc1fb0743407
     # via
     #   ipykernel
+    #   jupyter-builder
     #   jupyter-client
     #   jupyter-server
     #   jupyterlab
@@ -2079,9 +2356,9 @@ jupyter-lsp==2.3.1 \
     --hash=sha256:71b954d834e85ff3096400554f2eefaf7fe37053036f9a782b0f7c5e42dadb81 \
     --hash=sha256:fdf8a4aa7d85813976d6e29e95e6a2c8f752701f926f2715305249a3829805a6
     # via jupyterlab
-jupyter-server==2.17.0 \
-    --hash=sha256:c38ea898566964c888b4772ae1ed58eca84592e88251d2cfc4d171f81f7e99d5 \
-    --hash=sha256:e8cb9c7db4251f51ed307e329b81b72ccf2056ff82d50524debde1ee1870e13f
+jupyter-server==2.20.0 \
+    --hash=sha256:b5778ba337d8015a3dc2b80803ecdd5ac18d3797fddf61a50ea5fb472b4ebe14 \
+    --hash=sha256:c3b67c93c471e947c18b5026f04f21614218adb706df8f48227d3ee8e0a7cdcc
     # via
     #   jupyter-lsp
     #   jupyterlab
@@ -2092,9 +2369,9 @@ jupyter-server-terminals==0.5.4 \
     --hash=sha256:55be353fc74a80bc7f3b20e6be50a55a61cd525626f578dcb66a5708e2007d14 \
     --hash=sha256:bbda128ed41d0be9020349f9f1f2a4ab9952a73ed5f5ac9f1419794761fb87f5
     # via jupyter-server
-jupyterlab==4.5.7 \
-    --hash=sha256:55a9822c4754da305f41e113452c68383e214dcf96de760146af89ce5d5117b0 \
-    --hash=sha256:fba4cb0e2c44a52859669d8c98b45de029d5e515f8407bf8534d2a8fc5f0964d
+jupyterlab==4.6.2 \
+    --hash=sha256:5964447036629adfcd3fc0969effc1da6f47d2cbd0a60b2c2eea7c31be0ec6a8 \
+    --hash=sha256:e18ce8b34f3de350e93cd5b2c4f3ae884cbe266eb76bf5d6825a4ed34c13bcff
     # via notebook
 jupyterlab-pygments==0.3.0 \
     --hash=sha256:721aca4d9029252b11cfa9d185e5b5af4d54772bb8072f9b7036f4170054d35d \
@@ -2110,17 +2387,136 @@ jupyterlab-widgets==3.0.16 \
     --hash=sha256:423da05071d55cf27a9e602216d35a3a65a3e41cdf9c5d3b643b814ce38c19e0 \
     --hash=sha256:45fa36d9c6422cf2559198e4db481aa243c7a32d9926b500781c830c80f7ecf8
     # via ipywidgets
-jwcrypto==1.5.7 \
-    --hash=sha256:70204d7cca406eda8c82352e3c41ba2d946610dafd19e54403f0a1f4f18633c6 \
-    --hash=sha256:729463fefe28b6de5cf1ebfda3e94f1a1b41d2799148ef98a01cb9678ebe2bb0
+jwcrypto==1.5.8 \
+    --hash=sha256:85aeb475f808d56bbc2f2ed1f6f73e6a317c4011a4321505f02f0aed695a3742 \
+    --hash=sha256:c3d7114b6f6e65b52f6b7da817eb8cb8423e1da31e1ef13508447c81ecbdcc34
     # via python-keycloak
+kiwisolver==1.5.0 \
+    --hash=sha256:012b1eb16e28718fa782b5e61dc6f2da1f0792ca73bd05d54de6cb9561665fc9 \
+    --hash=sha256:01808c6d15f4c3e8559595d6d1fe6411c68e4a3822b4b9972b44473b24f4e679 \
+    --hash=sha256:0255a027391d52944eae1dbb5d4cc5903f57092f3674e8e544cdd2622826b3f0 \
+    --hash=sha256:0b85aad90cea8ac6797a53b5d5f2e967334fa4d1149f031c4537569972596cb8 \
+    --hash=sha256:0bf3acf1419fa93064a4c2189ac0b58e3be7872bf6ee6177b0d4c63dc4cea276 \
+    --hash=sha256:0c50b89ffd3e1a911c69a1dd3de7173c0cd10b130f56222e57898683841e4f96 \
+    --hash=sha256:0cbe94b69b819209a62cb27bdfa5dc2a8977d8de2f89dfd97ba4f53ed3af754e \
+    --hash=sha256:0df54df7e686afa55e6f21fb86195224a6d9beb71d637e8d7920c95cf0f89aac \
+    --hash=sha256:0e3aafb33aed7479377e5e9a82e9d4bf87063741fc99fc7ae48b0f16e32bdd6f \
+    --hash=sha256:12e91c215a96e39f57989c8912ae761286ac5a9584d04030ceb3368a357f017a \
+    --hash=sha256:1465387ac63576c3e125e5337a6892b9e99e0627d52317f3ca79e6930d889d15 \
+    --hash=sha256:16b85d37c2cbb3253226d26e64663f755d88a03439a9c47df6246b35defbdfb7 \
+    --hash=sha256:1b0feb50971481a2cc44d94e88bdb02cdd497618252ae226b8eb1201b957e368 \
+    --hash=sha256:1d49a49ac4cbfb7c1375301cd1ec90169dfeae55ff84710d782260ce77a75a02 \
+    --hash=sha256:1d9daea4ea6b9be74fe2f01f7fbade8d6ffab263e781274cffca0dba9be9eec9 \
+    --hash=sha256:1dd9b0b119a350976a6d781e7278ec7aca0b201e1a9e2d23d9804afecb6ca681 \
+    --hash=sha256:1f1489f769582498610e015a8ef2d36f28f505ab3096d0e16b4858a9ec214f57 \
+    --hash=sha256:2517e24d7315eb51c10664cdb865195df38ab74456c677df67bb47f12d088a27 \
+    --hash=sha256:295d9ffe712caa9f8a3081de8d32fc60191b4b51c76f02f951fd8407253528f4 \
+    --hash=sha256:2a075bd7bd19c70cf67c8badfa36cf7c5d8de3c9ddb8420c51e10d9c50e94920 \
+    --hash=sha256:32cc0a5365239a6ea0c6ed461e8838d053b57e397443c0ca894dcc8e388d4374 \
+    --hash=sha256:332b4f0145c30b5f5ad9374881133e5aa64320428a57c2c2b61e9d891a51c2f3 \
+    --hash=sha256:377815a8616074cabbf3f53354e1d040c35815a134e01d7614b7692e4bf8acfa \
+    --hash=sha256:38f4a703656f493b0ad185211ccfca7f0386120f022066b018eb5296d8613e23 \
+    --hash=sha256:3ac2360e93cb41be81121755c6462cff3beaa9967188c866e5fce5cf13170859 \
+    --hash=sha256:3c4923e404d6bcd91b6779c009542e5647fef32e4a5d75e115e3bbac6f2335eb \
+    --hash=sha256:3cdcb35dc9d807259c981a85531048ede628eabcffb3239adf3d17463518992d \
+    --hash=sha256:41024ed50e44ab1a60d3fe0a9d15a4ccc9f5f2b1d814ff283c8d01134d5b81bc \
+    --hash=sha256:413b820229730d358efd838ecbab79902fe97094565fdc80ddb6b0a18c18a581 \
+    --hash=sha256:4432b835675f0ea7414aab3d37d119f7226d24869b7a829caeab49ebda407b0c \
+    --hash=sha256:4db576bb8c3ef9365f8b40fe0f671644de6736ae2c27a2c62d7d8a1b4329f099 \
+    --hash=sha256:4e7f886f47ab881692f278ae901039a234e4025a68e6dfab514263a0b1c4ae05 \
+    --hash=sha256:4e9750bc21b886308024f8a54ccb9a2cc38ac9fa813bf4348434e3d54f337ff9 \
+    --hash=sha256:5060731cc3ed12ca3a8b57acd4aeca5bbc2f49216dd0bec1650a1acd89486bcd \
+    --hash=sha256:50847dca5d197fcbd389c805aa1a1cf32f25d2e7273dc47ab181a517666b68cc \
+    --hash=sha256:5092eb5b1172947f57d6ea7d89b2f29650414e4293c47707eb499ec07a0ac796 \
+    --hash=sha256:5124d1ea754509b09e53738ec185584cc609aae4a3b510aaf4ed6aa047ef9303 \
+    --hash=sha256:51e8c4084897de9f05898c2c2a39af6318044ae969d46ff7a34ed3f96274adca \
+    --hash=sha256:530a3fd64c87cffa844d4b6b9768774763d9caa299e9b75d8eca6a4423b31314 \
+    --hash=sha256:56fa888f10d0f367155e76ce849fa1166fc9730d13bd2d65a2aa13b6f5424489 \
+    --hash=sha256:58f812017cd2985c21fbffb4864d59174d4903dd66fa23815e74bbc7a0e2dd57 \
+    --hash=sha256:59cd8683f575d96df5bb48f6add94afc055012c29e28124fcae2b63661b9efb1 \
+    --hash=sha256:5ae8e62c147495b01a0f4765c878e9bfdf843412446a247e28df59936e99e797 \
+    --hash=sha256:5b233ea3e165e43e35dba1d2b8ecc21cf070b45b65ae17dd2747d2713d942021 \
+    --hash=sha256:6176c1811d9d5a04fa391c490cc44f451e240697a16977f11c6f722efb9041db \
+    --hash=sha256:62f59da443c4f4849f73a51a193b1d9d258dcad0c41bc4d1b8fb2bcc04bfeb22 \
+    --hash=sha256:6783e069732715ad0c3ce96dbf21dbc2235ab0593f2baf6338101f70371f4028 \
+    --hash=sha256:6ab8ba9152203feec73758dad83af9a0bbe05001eb4639e547207c40cfb52083 \
+    --hash=sha256:70d593af6a6ca332d1df73d519fddb5148edb15cd90d5f0155e3746a6d4fcc65 \
+    --hash=sha256:72ec46b7eba5b395e0a7b63025490d3214c11013f4aacb4f5e8d6c3041829588 \
+    --hash=sha256:7a32f72973f0f950c1920475d5c5ea3d971b81b6f0ec53b8d0a956cc965f22e0 \
+    --hash=sha256:7a4aa69609f40fce3cbc3f87b2061f042eee32f94b8f11db707b66a26461591a \
+    --hash=sha256:7c60d3c9b06fb23bd9c6139281ccbdc384297579ae037f08ae90c69f6845c0b1 \
+    --hash=sha256:800ee55980c18545af444d93fdd60c56b580db5cc54867d8cbf8a1dc0829938c \
+    --hash=sha256:80aa065ffd378ff784822a6d7c3212f2d5f5e9c3589614b5c228b311fd3063ac \
+    --hash=sha256:86e0287879f75621ae85197b0877ed2f8b7aa57b511c7331dce2eb6f4de7d476 \
+    --hash=sha256:893ff3a711d1b515ba9da14ee090519bad4610ed1962fbe298a434e8c5f8db53 \
+    --hash=sha256:89fc958c702ee9a745e4700378f5d23fddbc46ff89e8fdbf5395c24d5c1452a3 \
+    --hash=sha256:8c63c91f95173f9c2a67c7c526b2cea976828a0e7fced9cdcead2802dc10f8a4 \
+    --hash=sha256:8df31fe574b8b3993cc61764f40941111b25c2d9fea13d3ce24a49907cd2d615 \
+    --hash=sha256:8f9baf6f0a6e7571c45c8863010b45e837c3ee1c2c77fcd6ef423be91b21fedb \
+    --hash=sha256:9027d773c4ff81487181a925945743413f6069634d0b122d0b37684ccf4f1e18 \
+    --hash=sha256:9190426b7aa26c5229501fa297b8d0653cfd3f5a36f7990c264e157cbf886b3b \
+    --hash=sha256:940dda65d5e764406b9fb92761cbf462e4e63f712ab60ed98f70552e496f3bf1 \
+    --hash=sha256:94eff26096eb5395136634622515b234ecb6c9979824c1f5004c6e3c3c85ccd2 \
+    --hash=sha256:9eed0f7edbb274413b6ee781cca50541c8c0facd3d6fd289779e494340a2b85c \
+    --hash=sha256:ad4ae4ffd1ee9cd11357b4c66b612da9888f4f4daf2f36995eda64bd45370cac \
+    --hash=sha256:b0f172dc8ffaccb8522d7c5d899de00133f2f1ca7b0a49b7da98e901de87bf2d \
+    --hash=sha256:b2af221f268f5af85e776a73d62b0845fc8baf8ef0abfae79d29c77d0e776aaf \
+    --hash=sha256:b7d335370ae48a780c6e6a6bbfa97342f563744c39c35562f3f367665f5c1de2 \
+    --hash=sha256:b83af57bdddef03c01a9138034c6ff03181a3028d9a1003b301eb1a55e161a3f \
+    --hash=sha256:bb5136fb5352d3f422df33f0c879a1b0c204004324150cc3b5e3c4f310c9049f \
+    --hash=sha256:bc4d8e252f532ab46a1de9349e2d27b91fce46736a9eedaa37beaca66f574ed4 \
+    --hash=sha256:bdd3e53429ff02aa319ba59dfe4ceeec345bf46cf180ec2cf6fd5b942e7975e9 \
+    --hash=sha256:be12f931839a3bdfe28b584db0e640a65a8bcbc24560ae3fdb025a449b3d754e \
+    --hash=sha256:be4a51a55833dc29ab5d7503e7bcb3b3af3402d266018137127450005cdfe737 \
+    --hash=sha256:beb7f344487cdcb9e1efe4b7a29681b74d34c08f0043a327a74da852a6749e7b \
+    --hash=sha256:bf4679a3d71012a7c2bf360e5cd878fbd5e4fcac0896b56393dec239d81529ed \
+    --hash=sha256:c0e1403fd7c26d77c1f03e096dc58a5c726503fa0db0456678b8668f76f521e3 \
+    --hash=sha256:c31c13da98624f957b0fb1b5bae5383b2333c2c3f6793d9825dd5ce79b525cb7 \
+    --hash=sha256:c438f6ca858697c9ab67eb28246c92508af972e114cac34e57a6d4ba17a3ac08 \
+    --hash=sha256:c8277104ded0a51e699c8c3aff63ce2c56d4ed5519a5f73e0fd7057f959a2b9e \
+    --hash=sha256:c95cab08d1965db3d84a121f1c7ce7479bdd4072c9b3dafd8fecce48a2e6b902 \
+    --hash=sha256:cc0b66c1eec9021353a4b4483afb12dfd50e3669ffbb9152d6842eb34c7e29fd \
+    --hash=sha256:cdee07c4d7f6d72008d3f73b9bf027f4e11550224c7c50d8df1ae4a37c1402a6 \
+    --hash=sha256:ce9bf03dad3b46408c08649c6fbd6ca28a9fce0eb32fdfffa6775a13103b5310 \
+    --hash=sha256:cff8e5383db4989311f99e814feeb90c4723eb4edca425b9d5d9c3fefcdd9537 \
+    --hash=sha256:d168fda2dbff7b9b5f38e693182d792a938c31db4dac3a80a4888de603c99554 \
+    --hash=sha256:d1ffeb80b5676463d7a7d56acbe8e37a20ce725570e09549fe738e02ca6b7e1e \
+    --hash=sha256:d36ca54cb4c6c4686f7cbb7b817f66f5911c12ddb519450bbe86707155028f87 \
+    --hash=sha256:d4193f3d9dc3f6f79aaed0e5637f45d98850ebf01f7ca20e69457f3e8946b66a \
+    --hash=sha256:d5cd5189fc2b6a538b75ae45433140c4823463918f7b1617c31e68b085c0022c \
+    --hash=sha256:d618fd27420381a4f6044faa71f46d8bfd911bd077c555f7138ed88729bfbe79 \
+    --hash=sha256:d76e2d8c75051d58177e762164d2e9ab92886534e3a12e795f103524f221dd8e \
+    --hash=sha256:daae526907e262de627d8f70058a0f64acc9e2641c164c99c8f594b34a799a16 \
+    --hash=sha256:db485b3847d182b908b483b2ed133c66d88d49cacf98fd278fadafe11b4478d1 \
+    --hash=sha256:dd952e03bfbb096cfe2dd35cd9e00f269969b67536cb4370994afc20ff2d0875 \
+    --hash=sha256:dda366d548e89a90d88a86c692377d18d8bd64b39c1fb2b92cb31370e2896bbd \
+    --hash=sha256:e315e5ec90d88e140f57696ff85b484ff68bb311e36f2c414aa4286293e6dee0 \
+    --hash=sha256:e4415a8db000bf49a6dd1c478bf70062eaacff0f462b92b0ba68791a905861f9 \
+    --hash=sha256:e7a116ae737f0000343218c4edf5bd45893bfeaff0993c0b215d7124c9f77646 \
+    --hash=sha256:e7c4c09a490dc4d4a7f8cbee56c606a320f9dc28cf92a7157a39d1ce7676a657 \
+    --hash=sha256:ebae99ed6764f2b5771c522477b311be313e8841d2e0376db2b10922daebbba4 \
+    --hash=sha256:ec4c85dc4b687c7f7f15f553ff26a98bfe8c58f5f7f0ac8905f0ba4c7be60232 \
+    --hash=sha256:ed3a984b31da7481b103f68776f7128a89ef26ed40f4dc41a2223cda7fb24819 \
+    --hash=sha256:f18c2d9782259a6dc132fdc7a63c168cbc74b35284b6d75c673958982a378384 \
+    --hash=sha256:f1f9f4121ec58628c96baa3de1a55a4e3a333c5102c8e94b64e23bf7b2083309 \
+    --hash=sha256:f42c23db5d1521218a3276bb08666dcb662896a0be7347cba864eca45ff64ede \
+    --hash=sha256:f443b4825c50a51ee68585522ab4a1d1257fac65896f282b4c6763337ac9f5d2 \
+    --hash=sha256:f6764a4ccab3078db14a632420930f6186058750df066b8ea2a7106df91d3203 \
+    --hash=sha256:f7c7553b13f69c1b29a5bde08ddc6d9d0c8bfb84f9ed01c30db25944aeb852a7 \
+    --hash=sha256:fa6248cd194edff41d7ea9425ced8ca3a6f838bfb295f6f1d6e6bb694a8518df \
+    --hash=sha256:fa8eb9ecdb7efb0b226acec134e0d709e87a909fa4971a54c0c4f6e88635484c \
+    --hash=sha256:fc20894c3d21194d8041a28b65622d5b86db786da6e3cfe73f0c762951a61167 \
+    --hash=sha256:fc4d3f1fb9ca0ae9f97b095963bc6326f1dbfd3779d6679a1e016b9baaa153d3 \
+    --hash=sha256:fd40bb9cd0891c4c3cb1ddf83f8bbfa15731a248fdc8162669405451e2724b09 \
+    --hash=sha256:ff710414307fefa903e0d9bdf300972f892c23477829f49504e59834f4195398
+    # via matplotlib
 kube-authkit==0.4.0 \
     --hash=sha256:1df61ac392fca96c8f5ae8c3d6e9918f1e1655d212434b3c3da5f92cc23b660d \
     --hash=sha256:3bf5fc6ddc882498040118c907628ea68789f9a947454c241972008be59601a3
     # via codeflare-sdk
-kubernetes==35.0.0 \
-    --hash=sha256:39e2b33b46e5834ef6c3985ebfe2047ab39135d41de51ce7641a7ca5b372a13d \
-    --hash=sha256:3d00d344944239821458b9efd484d6df9f011da367ecb155dadf9513f05f09ee
+kubernetes==36.0.3 \
+    --hash=sha256:36993ed25ce59b789c9341473a228fcf268504a2fec7c2b2b1531d73072e5ce7 \
+    --hash=sha256:8fde9241c4b298e6374a069dcf728359b4e72c2fb29489a975ba4e1c047cf10f
     # via
     #   feast (pyproject.toml)
     #   codeflare-sdk
@@ -2343,13 +2739,17 @@ makefun==1.16.0 \
     --hash=sha256:43baa4c3e7ae2b17de9ceac20b669e9a67ceeadff31581007cca20a07bbe42c4 \
     --hash=sha256:e14601831570bff1f6d7e68828bcd30d2f5856f24bad5de0ccb22921ceebc947
     # via great-expectations
-markdown-it-py==4.0.0 \
-    --hash=sha256:87327c59b172c5011896038353a81343b6754500a08cd7a4973bb48c6d578147 \
-    --hash=sha256:cb0a2b4aa34f932c007117b194e945bd74e0ec24133ceb5bac59009cda1cb9f3
+mako==1.3.12 \
+    --hash=sha256:8f61569480282dbf557145ce441e4ba888be453c30989f879f0d652e39f53ea9 \
+    --hash=sha256:9f778e93289bd410bb35daadeb4fc66d95a746f0b75777b942088b7fd7af550a
+    # via alembic
+markdown-it-py==4.2.0 \
+    --hash=sha256:04a21681d6fbb623de53f6f364d352309d4094dd4194040a10fd51833e418d49 \
+    --hash=sha256:9f7ebbcd14fe59494226453aed97c1070d83f8d24b6fc3a3bcf9a38092641c4a
     # via rich
-marko==2.2.2 \
-    --hash=sha256:6940308e655f63733ca518c47a68ec9510279dbb916c83616e4c4b5829f052e8 \
-    --hash=sha256:f064ae8c10416285ad1d96048dc11e98ef04e662d3342ae416f662b70aa7959e
+marko==2.2.3 \
+    --hash=sha256:8e1d7a0387281e59dfbc52a381b58c570156970e36b2bbe047f8a3a2f368cacc \
+    --hash=sha256:e31ec2875383bc62f9093d16babed5a2c2cde601c00d834ea935a2222120ec19
     # via docling
 markupsafe==3.0.3 \
     --hash=sha256:0303439a41979d9e74d18ff5e2dd8c43ed6c6001fd40e5bf2e43f7bd9bbc523f \
@@ -2442,45 +2842,105 @@ markupsafe==3.0.3 \
     --hash=sha256:f9e130248f4462aaa8e2552d547f36ddadbeaa573879158d721bbd33dfe4743a \
     --hash=sha256:fed51ac40f757d41b7c48425901843666a6677e3e8eb0abcff09e4ba6e664f50
     # via
+    #   flask
     #   jinja2
+    #   mako
     #   nbconvert
     #   werkzeug
 marshmallow==3.26.2 \
     --hash=sha256:013fa8a3c4c276c24d26d84ce934dc964e2aa794345a0f8c7e5a7191482c8a73 \
     --hash=sha256:bbe2adb5a03e6e3571b573f42527c6fe926e17467833660bebd11593ab8dfd57
     # via great-expectations
-matplotlib-inline==0.2.1 \
-    --hash=sha256:d56ce5156ba6085e00a9d54fead6ed29a9c47e215cd1bba2e976ef39f5710a76 \
-    --hash=sha256:e1ee949c340d771fc39e241ea75683deb94762c8fa5f2927ec57c83c4dffa9fe
+matplotlib==3.11.1 \
+    --hash=sha256:0c1f44890d435c1b4ef52f701ad5828cb450ea97bcc83918fda6be74965d6cd2 \
+    --hash=sha256:11664c551345553db92e61cae6cf1376f138f8c47cafdf13b64b18f3e3e9e464 \
+    --hash=sha256:1524e2bdd48a93557aa47ddcfe9c225dfdd57d5a01a5c49128c20f0632980ee1 \
+    --hash=sha256:191163532cdefcb1571ca38a6d7e6474baccde64495783e6ba47aa07ec4b9bbb \
+    --hash=sha256:1ac697e591c11b6ad04679a73c2d2f9980fe9d9f0311fb414a2e329706343dfb \
+    --hash=sha256:216fbb93a74add02ddb4cb38ef5348f59ac00b3e84567eaf16598772d40e150a \
+    --hash=sha256:21a67b961a6d597bca54fae826cd20695ba4a6e4d05424a08da6e13e3176fd6b \
+    --hash=sha256:2abdee5ffa2fe11b2d19f7a5c63b785fb7c28cc46c7bc1814156341d9d1a33e1 \
+    --hash=sha256:30c492d4ba9448595b6fd8708c6725963f8148e25c0d8842948da5b05f0ee8d3 \
+    --hash=sha256:3d3fd84082b1afbd9398466c81309e20045be20d48fe0fb18c43504d164cbbb2 \
+    --hash=sha256:427258425f9a3fc4ed79a91f9e9b9aaf5a82cb6571e85dc14063cc6fbb993741 \
+    --hash=sha256:480194afceca4df2f137c2721227d3cba67121fbf4397b69cee7f83714b0a58a \
+    --hash=sha256:54d47b8ae8b579633a3902ca5b4ad6c1e132a5626d64447b2e22a66394e79987 \
+    --hash=sha256:5af0dcda57d471440a7b5b623e70e0a61003518443d9098f211a96ecfbbc25be \
+    --hash=sha256:5e1f8922ba31959cf6a9dfb51be64b7f7bc582801a3957dc0c2f3afcd3537adf \
+    --hash=sha256:5e510088c27a89d53580a752f959146893563e63c330e161d159b0fee652af6f \
+    --hash=sha256:6771b0cd7838c6a857a7209814158c0ad09bfef878db3033dd82d70ad101f191 \
+    --hash=sha256:67e4c3cd578c65ebd81bdc09a1b6592ceafee6dfafe116dc85dfcb647b5bbb18 \
+    --hash=sha256:68408341f2312836fbbdf6b3c78047f65b2d8752f5fd221c3e72d348f5b34f8b \
+    --hash=sha256:69647db5746941c793d6e445a4cd349323ffb87d9cc958c2ad84a659b4832d30 \
+    --hash=sha256:6be943cb68bc6660ead58c55b3aa6366cba2ef7feb06460fbcce32360376f19f \
+    --hash=sha256:7389b77ed2ab0552f46d9a90b81b7b8e6dfcdc42adc36c37a0865799843e0e3e \
+    --hash=sha256:7f33a781e12b1e53b278deb2f5373c2e55ec4f10727be3440c0cfb5cda9f944f \
+    --hash=sha256:83235693abde86e5e0129998f80ee39fc7f58e6d56a88fafb28a9278833e9d5f \
+    --hash=sha256:88a2a27dd9691ae448dfae4b26f59036be90c3c28757edd3553a29559d00859f \
+    --hash=sha256:89b193b255f4f6f7948dbcee3691f4f341ab05d9a8874a67b45ddb4182922eda \
+    --hash=sha256:8b14eb22961fe865efb0e4ff167e333e428908b00115a8d800ccb65ee108e481 \
+    --hash=sha256:9601a1e90be21e4884c53b4f3dc3ee0544654946f9975258d691f1c2e2f119c6 \
+    --hash=sha256:96f4bdeea33a8d15a071dbfe6d119451b1d719c733ac666d65357082901a9099 \
+    --hash=sha256:9a076f4fc5cdc43fdf510f5981418d25c2db4973418d9f22d8bb3dc8045ada78 \
+    --hash=sha256:9fdf1c818ab05d0e74002091ddaf414478a3a449ec9d51c8976d45be7e3a01e2 \
+    --hash=sha256:ac104be2768ffdd8655db9e71b768cbb45f2b9aa7b450cf1595e8f65d3822319 \
+    --hash=sha256:ae30c6109848ac0f9fa36c5d6270938487614c47ba31860bd5361266dabc5685 \
+    --hash=sha256:aee55e9041211bf84302ab55ec3965df18dd90ae19f8b58332a7feaf208bfe83 \
+    --hash=sha256:b0a19dcf73406d3746d25a5ed42d713604c9a3e024d129b102852b0d941cb9f3 \
+    --hash=sha256:b4c78ceb2f11bcac7389d305cda17aeb1f4586a857854ab5780bd3dd8dbfc407 \
+    --hash=sha256:b7cf158e7add54a8d51ac9b5a84abd6d4e13ed4951b4f25f1c5139f41c2addb2 \
+    --hash=sha256:b937b9dba5f5f6c1e31c47abe2186c865c0914fd18f2ce0dfc39c9adcef5951d \
+    --hash=sha256:ba8f811b8ddfac493734d6af0b2dff96919d0c28ca0d641858dab4262777c6ea \
+    --hash=sha256:c52f7ad20ef476806ed212380b1d54d20310c8b86bdc2c9a68b51f0024a44472 \
+    --hash=sha256:c90be0b73568da4f662afac580956a76e308437e641b4a45aa08925eeb67d95f \
+    --hash=sha256:d2ace7273b9a5061a3b420918a16fae1f2dc5dfee1abcc13aba71b5d94b1820c \
+    --hash=sha256:dadfe80797174e2984aae3be0b77594a3c72d2c0a40fbd4a0de48d2728caf3ae \
+    --hash=sha256:e15ef41507f3d525f46154ac9e3ae785dacde9f20e593a25de8986267892ef74 \
+    --hash=sha256:e4b9ac2f1f607ecda2af90a5232beee2af7582fce1cc30c4b6a1b012dc21ee99 \
+    --hash=sha256:f2912f647f3fbe1ccf085f91e213936f9101bead81a5e670565b1f1b3712f4fb
+    # via mlflow
+matplotlib-inline==0.2.2 \
+    --hash=sha256:3c821cf1c209f59fb2d2d64abbf5b23b67bcb2210d663f9918dd851c6da1fcf6 \
+    --hash=sha256:72f3fe8fce36b70d4a5b612f899090cd0401deddc4ea90e1572b9f4bfb058c79
     # via
     #   ipykernel
     #   ipython
-mcp==1.27.0 \
-    --hash=sha256:5ce1fa81614958e267b21fb2aa34e0aea8e2c6ede60d52aba45fd47246b4d741 \
-    --hash=sha256:d3dc35a7eec0d458c1da4976a48f982097ddaab87e278c5511d5a4a56e852b83
-    # via fastapi-mcp
+mcp==1.29.0 \
+    --hash=sha256:52d01f334de1868cc3bb2d6604931126a67631f99a6c5d3b82ba47290315ec36 \
+    --hash=sha256:f5a075bb611f23d6f4d080c6a1699fa62772eebc562ba9e66b306ddde1c755f7
+    # via
+    #   feast (pyproject.toml)
+    #   fastapi-mcp
 mdurl==0.1.2 \
     --hash=sha256:84008a41e51615a49fc9966191ff91509e3c40b939176e643fd50a5c2196b8f8 \
     --hash=sha256:bb413d29f5eea38f31dd4754dd7377d4465116fb207585f97bf925588687c1ba
     # via markdown-it-py
-milvus-lite==2.4.12 \
-    --hash=sha256:20087663e7b4385050b7ad08f1f03404426d4c87b1ff91d5a8723eee7fd49e88 \
-    --hash=sha256:334037ebbab60243b5d8b43d54ca2f835d81d48c3cda0c6a462605e588deb05d \
-    --hash=sha256:a0f3a5ddbfd19f4a6b842b2fd3445693c796cde272b701a1646a94c1ac45d3d7 \
-    --hash=sha256:e8d4f7cdd5f731efd6faeee3715d280fd91a5f9b4d89312664d56401f65b1473
-    # via
-    #   feast (pyproject.toml)
-    #   pymilvus
+milvus-lite==3.1.1 \
+    --hash=sha256:0cbf8386a2e99b6464a5eda14cf8e31934b0e287e36c831e293aee614d9efc2e \
+    --hash=sha256:0f343c9bf1e291d6c2fa615a52a57090ebbaf96b84bfb71f7eb73cd95cd7fc1c
+    # via feast (pyproject.toml)
 minio==7.2.11 \
     --hash=sha256:153582ed52ff3b5005ba558e1f25bfe1e9e834f7f0745e594777f28e3e81e1a0 \
     --hash=sha256:4db95a21fe1e2022ec975292d8a1f83bd5b18f830d23d42a4518ac7a5281d7c5
     # via feast (pyproject.toml)
-mistune==3.2.0 \
-    --hash=sha256:708487c8a8cdd99c9d90eb3ed4c3ed961246ff78ac82f03418f5183ab70e398a \
-    --hash=sha256:febdc629a3c78616b94393c6580551e0e34cc289987ec6c35ed3f4be42d0eee1
+mistune==3.3.4 \
+    --hash=sha256:58b5c96d6fcb61190dfe5fae498d2b2065f99cf61e9649418fd54cf1ada86dfe \
+    --hash=sha256:ee015381e955e370962968befe1d729ab60fafb6a715ac6751763fbce38c8d4a
     # via
     #   great-expectations
     #   nbconvert
+mlflow==3.14.0 \
+    --hash=sha256:5a1f818fa003035c724162096ce3ded7bc7bc47a1cae595df6173961983f4718 \
+    --hash=sha256:dbf77f7cdb5b5c0ec59b4671c61730b1b914b4dff7a2892e267a547cb5454f56
+    # via feast (pyproject.toml)
+mlflow-skinny==3.14.0 \
+    --hash=sha256:a4880e086365871ef9d78e727a34ea5fb1ce615689579998d48e8c65ee1665a9 \
+    --hash=sha256:e50f4506422c7737157ae6643c165122af7898345f2e828fa93c4f10128653cf
+    # via mlflow
+mlflow-tracing==3.14.0 \
+    --hash=sha256:854488dd18068f15e2a56f1cc7b8868c611d09ea39068d0a691a3f07e0048cae \
+    --hash=sha256:c2f701e001d35964f23fbbdfdda36c818a76c157b912ae83781199fd714be09a
+    # via mlflow
 mmh3==5.2.1 \
     --hash=sha256:022aa1a528604e6c83d0a7705fdef0b5355d897a9e0fa3a8d26709ceaa06965d \
     --hash=sha256:0634581290e6714c068f4aa24020acf7880927d1f0084fa753d9799ae9610082 \
@@ -2589,7 +3049,9 @@ mmh3==5.2.1 \
     --hash=sha256:fc78739b5ec6e4fb02301984a3d442a91406e7700efbe305071e7fd1c78278f2 \
     --hash=sha256:fceef7fe67c81e1585198215e42ad3fdba3a25644beda8fbdaf85f4d7b93175a \
     --hash=sha256:fd96476f04db5ceba1cfa0f21228f67c1f7402296f0e73fee3513aa680ad237b
-    # via feast (pyproject.toml)
+    # via
+    #   feast (pyproject.toml)
+    #   pyiceberg
 mock==2.0.0 \
     --hash=sha256:5ce3c71c5545b472da17b72268978914d0252980348636840bd34a00b5cc96c1 \
     --hash=sha256:b158b6df76edd239b8208d481dc46b6afd45a846b7812ff0ce58971cf5bc8bba
@@ -2606,9 +3068,9 @@ mpmath==1.3.0 \
     --hash=sha256:7a28eb2a9774d00c7bc92411c19a89209d5da7c4c9a9e227be8330a23a25b91f \
     --hash=sha256:a0b2b9fe80bbcd81a6647ff13108738cfb482d481d826cc0e02f5b35e5c88d2c
     # via sympy
-msal==1.36.0 \
-    --hash=sha256:36ecac30e2ff4322d956029aabce3c82301c29f0acb1ad89b94edcabb0e58ec4 \
-    --hash=sha256:3f6a4af2b036b476a4215111c4297b4e6e236ed186cd804faefba23e4990978b
+msal==1.37.0 \
+    --hash=sha256:1b1672a33ee467c1d70b341bb16cafd51bb3c817147a95b93263794b03971bec \
+    --hash=sha256:dd17e95a7c71bce75e8108113438ba7c4a086b3bcad4f57a8c09b7af3d753c2d
     # via
     #   azure-identity
     #   msal-extensions
@@ -2616,69 +3078,73 @@ msal-extensions==1.3.1 \
     --hash=sha256:96d3de4d034504e969ac5e85bae8106c8373b5c6568e4c8fa7af2eca9dbe6bca \
     --hash=sha256:c5b0fd10f65ef62b5f1d62f4251d51cbcaf003fcedae8c91b040a488614be1a4
     # via azure-identity
-msgpack==1.1.2 \
-    --hash=sha256:0051fffef5a37ca2cd16978ae4f0aef92f164df86823871b5162812bebecd8e2 \
-    --hash=sha256:04fb995247a6e83830b62f0b07bf36540c213f6eac8e851166d8d86d83cbd014 \
-    --hash=sha256:180759d89a057eab503cf62eeec0aa61c4ea1200dee709f3a8e9397dbb3b6931 \
-    --hash=sha256:1d1418482b1ee984625d88aa9585db570180c286d942da463533b238b98b812b \
-    --hash=sha256:1de460f0403172cff81169a30b9a92b260cb809c4cb7e2fc79ae8d0510c78b6b \
-    --hash=sha256:1fdf7d83102bf09e7ce3357de96c59b627395352a4024f6e2458501f158bf999 \
-    --hash=sha256:1fff3d825d7859ac888b0fbda39a42d59193543920eda9d9bea44d958a878029 \
-    --hash=sha256:283ae72fc89da59aa004ba147e8fc2f766647b1251500182fac0350d8af299c0 \
-    --hash=sha256:2929af52106ca73fcb28576218476ffbb531a036c2adbcf54a3664de124303e9 \
-    --hash=sha256:2e86a607e558d22985d856948c12a3fa7b42efad264dca8a3ebbcfa2735d786c \
-    --hash=sha256:350ad5353a467d9e3b126d8d1b90fe05ad081e2e1cef5753f8c345217c37e7b8 \
-    --hash=sha256:354e81bcdebaab427c3df4281187edc765d5d76bfb3a7c125af9da7a27e8458f \
-    --hash=sha256:365c0bbe981a27d8932da71af63ef86acc59ed5c01ad929e09a0b88c6294e28a \
-    --hash=sha256:372839311ccf6bdaf39b00b61288e0557916c3729529b301c52c2d88842add42 \
-    --hash=sha256:3b60763c1373dd60f398488069bcdc703cd08a711477b5d480eecc9f9626f47e \
-    --hash=sha256:41d1a5d875680166d3ac5c38573896453bbbea7092936d2e107214daf43b1d4f \
-    --hash=sha256:42eefe2c3e2af97ed470eec850facbe1b5ad1d6eacdbadc42ec98e7dcf68b4b7 \
-    --hash=sha256:446abdd8b94b55c800ac34b102dffd2f6aa0ce643c55dfc017ad89347db3dbdb \
-    --hash=sha256:454e29e186285d2ebe65be34629fa0e8605202c60fbc7c4c650ccd41870896ef \
-    --hash=sha256:4efd7b5979ccb539c221a4c4e16aac1a533efc97f3b759bb5a5ac9f6d10383bf \
-    --hash=sha256:5559d03930d3aa0f3aacb4c42c776af1a2ace2611871c84a75afe436695e6245 \
-    --hash=sha256:5928604de9b032bc17f5099496417f113c45bc6bc21b5c6920caf34b3c428794 \
-    --hash=sha256:59415c6076b1e30e563eb732e23b994a61c159cec44deaf584e5cc1dd662f2af \
-    --hash=sha256:5a46bf7e831d09470ad92dff02b8b1ac92175ca36b087f904a0519857c6be3ff \
-    --hash=sha256:602b6740e95ffc55bfb078172d279de3773d7b7db1f703b2f1323566b878b90e \
-    --hash=sha256:61c8aa3bd513d87c72ed0b37b53dd5c5a0f58f2ff9f26e1555d3bd7948fb7296 \
-    --hash=sha256:67016ae8c8965124fdede9d3769528ad8284f14d635337ffa6a713a580f6c030 \
-    --hash=sha256:6bde749afe671dc44893f8d08e83bf475a1a14570d67c4bb5cec5573463c8833 \
-    --hash=sha256:6c15b7d74c939ebe620dd8e559384be806204d73b4f9356320632d783d1f7939 \
-    --hash=sha256:70a0dff9d1f8da25179ffcf880e10cf1aad55fdb63cd59c9a49a1b82290062aa \
-    --hash=sha256:70c5a7a9fea7f036b716191c29047374c10721c389c21e9ffafad04df8c52c90 \
-    --hash=sha256:7bc8813f88417599564fafa59fd6f95be417179f76b40325b500b3c98409757c \
-    --hash=sha256:80a0ff7d4abf5fecb995fcf235d4064b9a9a8a40a3ab80999e6ac1e30b702717 \
-    --hash=sha256:86f8136dfa5c116365a8a651a7d7484b65b13339731dd6faebb9a0242151c406 \
-    --hash=sha256:897c478140877e5307760b0ea66e0932738879e7aa68144d9b78ea4c8302a84a \
-    --hash=sha256:8b696e83c9f1532b4af884045ba7f3aa741a63b2bc22617293a2c6a7c645f251 \
-    --hash=sha256:8e22ab046fa7ede9e36eeb4cfad44d46450f37bb05d5ec482b02868f451c95e2 \
-    --hash=sha256:94fd7dc7d8cb0a54432f296f2246bc39474e017204ca6f4ff345941d4ed285a7 \
-    --hash=sha256:99e2cb7b9031568a2a5c73aa077180f93dd2e95b4f8d3b8e14a73ae94a9e667e \
-    --hash=sha256:9ade919fac6a3e7260b7f64cea89df6bec59104987cbea34d34a2fa15d74310b \
-    --hash=sha256:9fba231af7a933400238cb357ecccf8ab5d51535ea95d94fc35b7806218ff844 \
-    --hash=sha256:a465f0dceb8e13a487e54c07d04ae3ba131c7c5b95e2612596eafde1dccf64a9 \
-    --hash=sha256:a605409040f2da88676e9c9e5853b3449ba8011973616189ea5ee55ddbc5bc87 \
-    --hash=sha256:a668204fa43e6d02f89dbe79a30b0d67238d9ec4c5bd8a940fc3a004a47b721b \
-    --hash=sha256:a7787d353595c7c7e145e2331abf8b7ff1e6673a6b974ded96e6d4ec09f00c8c \
-    --hash=sha256:a8f6e7d30253714751aa0b0c84ae28948e852ee7fb0524082e6716769124bc23 \
-    --hash=sha256:ad09b984828d6b7bb52d1d1d0c9be68ad781fa004ca39216c8a1e63c0f34ba3c \
-    --hash=sha256:bafca952dc13907bdfdedfc6a5f579bf4f292bdd506fadb38389afa3ac5b208e \
-    --hash=sha256:be52a8fc79e45b0364210eef5234a7cf8d330836d0a64dfbb878efa903d84620 \
-    --hash=sha256:be5980f3ee0e6bd44f3a9e9dea01054f175b50c3e6cdb692bc9424c0bbb8bf69 \
-    --hash=sha256:c63eea553c69ab05b6747901b97d620bb2a690633c77f23feb0c6a947a8a7b8f \
-    --hash=sha256:d198d275222dc54244bf3327eb8cbe00307d220241d9cec4d306d49a44e85f68 \
-    --hash=sha256:d62ce1f483f355f61adb5433ebfd8868c5f078d1a52d042b0a998682b4fa8c27 \
-    --hash=sha256:d99ef64f349d5ec3293688e91486c5fdb925ed03807f64d98d205d2713c60b46 \
-    --hash=sha256:db6192777d943bdaaafb6ba66d44bf65aa0e9c5616fa1d2da9bb08828c6b39aa \
-    --hash=sha256:e23ce8d5f7aa6ea6d2a2b326b4ba46c985dbb204523759984430db7114f8aa00 \
-    --hash=sha256:e64c8d2f5e5d5fda7b842f55dec6133260ea8f53c4257d64494c534f306bf7a9 \
-    --hash=sha256:e69b39f8c0aa5ec24b57737ebee40be647035158f14ed4b40e6f150077e21a84 \
-    --hash=sha256:ea5405c46e690122a76531ab97a079e184c0daf491e588592d6a23d3e32af99e \
-    --hash=sha256:f2cb069d8b981abc72b41aea1c580ce92d57c673ec61af4c500153a626cb9e20 \
-    --hash=sha256:fac4be746328f90caa3cd4bc67e6fe36ca2bf61d5c6eb6d895b6527e3f05071e \
-    --hash=sha256:fffee09044073e69f2bad787071aeec727183e7580443dfeb8556cbf1978d162
+msgpack==1.2.1 \
+    --hash=sha256:01e2dd6c9b19d333a00282330cc8a73d38d8dabc306dc5b42cd668c3ac82e833 \
+    --hash=sha256:020e881a764b20d8d7ca1a54fc01b8175519d108e3c3f194fddc200bda95951a \
+    --hash=sha256:04c721c2c7448767e9e3f2520a475663d8ee0f09c31890f6d2bd70fd636a9647 \
+    --hash=sha256:05f340e47e7e47d2da8db9b53e1bb1d294369e9ef45a747441309f6650b8351d \
+    --hash=sha256:0a70e3cf2804a300d921bb0940426e35f4e489a23adfb77a808892241db0a064 \
+    --hash=sha256:0adcf06ffde0777c0e1a9b771a2b1c4226ba1bbf748c8efcc02fcdeca3299107 \
+    --hash=sha256:0c0d9802354507bcba62af19c17918e3eb437cc25e6f50657d511b5856a77aac \
+    --hash=sha256:0e2bf9280bceb5efca998435904b5d3e9fdbcc11d90dc9df30aec7973252b720 \
+    --hash=sha256:1233ee2dd0cefba127583de50ea654677277047d238303521db35def3d7b2e7c \
+    --hash=sha256:146ee4e9ce80b365c6d4c47073da9da7bcec473e58194ceee5dd7620ace77e06 \
+    --hash=sha256:1548006a91aa93c5da81f3bdcebc1a0d10cea2d25969754fbe848da622b2b895 \
+    --hash=sha256:196300e7e5d6e74d50f1607ab9c06c4a1484c383cd22defd727902591f7e8dde \
+    --hash=sha256:1dabedcd0f23559f3596428c6589c1cd8c6eaed3a0d720795b07b0225d769203 \
+    --hash=sha256:20466cca18c49c7292a8984bc15d65857b171e7264bdcb5f96baf8be238791fc \
+    --hash=sha256:298872ecf9e61950f1c6af4ca969b859ee91783bb920ef6e6172697d0c8aad74 \
+    --hash=sha256:29a3f6e9667868429d8240dfd063ea5ffdc1321c13d783aa23827a38de0dcb22 \
+    --hash=sha256:2eda0b7ebb1283a98d3e4492ac933c8af6aff59fd3df1c3ed024f536af4b1dc8 \
+    --hash=sha256:2ef59c659f289eddf8aa6623823f19fa2f40a4029266889eac7a2505dd210c35 \
+    --hash=sha256:2ff164c1b0bcb740b073b99e945234d0212852fa378e44a208c425379140dbeb \
+    --hash=sha256:33f14fba63278b714efe6ad07e50ea5f03d91537aa6a1c5f1ceca4cf44013ca9 \
+    --hash=sha256:350cb813d0af6e65d2f7ef0d729f7ff5be5a8bce03665892f43e5883d4ecc1b8 \
+    --hash=sha256:4202c74688ca06591f78cb18988228bd4cca2cc75d57b60008372892d2f1e6e6 \
+    --hash=sha256:4227224aaec8f7fbcbfbd4272319347b2bb4030366502600f8c45588c5187b07 \
+    --hash=sha256:491cc39455ca765fad51fb451bf2915eb2cf41192ab5801ce8d67c1d614fe056 \
+    --hash=sha256:575957e79cd51903a4e8495a242442949641e08f1efd5197b43bebd3ea7682b4 \
+    --hash=sha256:5ad5467fc3f68b5468e06c5f788d712e9f8ffc8b0cd1bcb160c105c1ee92dae7 \
+    --hash=sha256:5bb9c386f0a329c035ddbab4b72d1028bf9627add8dda41070288563d57ed1b1 \
+    --hash=sha256:5c24aa15d5963051e1a5c62b12c50cd705992502b5ec1f3bece6046f33c9fc24 \
+    --hash=sha256:5f6277e5f783c36786a145e0247fc189a03f35f84b251646e53592d2bc12b355 \
+    --hash=sha256:60926b75d00c8e816ef98f3034f484a8bc64242d66839cef4cf7e503142316a0 \
+    --hash=sha256:633727297ed063441fd1cda2288865487f33ad14eeb8831afb5f0c396a62cfce \
+    --hash=sha256:67f6dd22fa72a93752643f07889796d62739a13415ee630169a8ce764f86cf9f \
+    --hash=sha256:6d09badf350af2be9d189184e04e64cf54ad93569ab3d96fca58bd3e84aad707 \
+    --hash=sha256:6ee967f7c7e1df2890c671ff2ee51a28ded0efc95da3e507176dee881ce36c66 \
+    --hash=sha256:74847557e28ce71bd3c438a447ca90e4b507e997ddbdef8a12a7b283b86c156b \
+    --hash=sha256:779197a6513bab3c3632265e3d0f7cb3227e62510841a6f34f1eaa37efbb345e \
+    --hash=sha256:787c9bebb5833e8f6fc8abca3c0597683d8d87f56a8842b6b89c75a5f3176e2d \
+    --hash=sha256:7d31c0ac0c640f877804c67cb2bc9f4e23dc2db97e96c2e67fa27d38283b41f8 \
+    --hash=sha256:810b916696c86ef0deb3b74588480224df4c1b071136c34183e4a2a4284d7ac7 \
+    --hash=sha256:83efa1c898e0fc5380fc0cabbf75164c52e3b5cbb45973710d75821928380c73 \
+    --hash=sha256:85f57e960d877f2977f6430896191b04a21f8901b3b4baf2e4604329f4db5402 \
+    --hash=sha256:8b267ce94efb76fbd1b3373511420074ee3187f0f7811bf394531de13294735a \
+    --hash=sha256:8c2ed1e48cc0f460bf3c7780e7137ff21a4e18433451916f2442c1b21036cd7d \
+    --hash=sha256:8c7b398c56ff125feae96c2737abfec5595f1fa0aa186df60c56040b8accb95c \
+    --hash=sha256:8d00f177ca88a77c1cf848d204a38f249751650b601cb6532acc68805d8a8273 \
+    --hash=sha256:8ff92d7feeaf5bc26c51495b69e2f99ed97ab79346fb6555f44be7dd2ac6503b \
+    --hash=sha256:91054a783328e0ea7954b8771095705c8d2243b814743fbaadf14552c9c52c5d \
+    --hash=sha256:98b58bdb89c46190e4609bb36abe17c6d4105ad13f9c5f8f6f64d320f8ced3fb \
+    --hash=sha256:a28d076ca7c82b9c8728ad90b7147489449557038bed50e4241eb832395169b4 \
+    --hash=sha256:aa6c4be5d1c02a42b066ca6ddb71adf36432868fdcdb6ee87e634e86e0674190 \
+    --hash=sha256:aded5bdf32609dc7987a49bbbd15a8ef096193f96dd8bbeb791de729e650acf5 \
+    --hash=sha256:afc5febcd4c99effbc02b528e49d6fd0760b2b7d48c05239e345a5fa6e743d9a \
+    --hash=sha256:b50b727bd652bdc37d950336c848ef20ec54a4cafc38dce19b1cd86ad625d0f7 \
+    --hash=sha256:c1c79a604a2969a868a78b6ebd27a887e00c624f14f66b3038e0590cb23332d1 \
+    --hash=sha256:ca0dacff965c47afdc3749a8469d7302a8f801d6a28758d55120d75e66ce6889 \
+    --hash=sha256:d3567748a5107cb40cdf66a275430c2f87c07777698f4bfd25c35f44d533258c \
+    --hash=sha256:dc871b997a9370d855b7394465f2f350e847a5b806dd38dcc9c989e7d87da155 \
+    --hash=sha256:dd3bfe82d53edfe4b7fc9a7ec9761e23a7a5b1dac22264505af428253c29ed24 \
+    --hash=sha256:e3dc2feb0876209d9c38aa56cb1de169bd6c4348f1aa48271f241226590993e6 \
+    --hash=sha256:e4f1d0f8f98ade9634e01fb704a408f9336c0a8f1117b369f5db83dc7551d8b1 \
+    --hash=sha256:ec0e675d59150a6269ddc9139087c722292664a37d071a849c05c473350f1f2d \
+    --hash=sha256:ee1d9ed27d0497b848923746cf762ed2e7db24f4be7eec8e5cbe8c766aa707b7 \
+    --hash=sha256:f02cf17a6ca1abe29b5f980644f7551f94d71f2011509b26d8625ce038f0df64 \
+    --hash=sha256:f12038a35fabd52e56a3547bab42401af49a45caa6dd00b34c44de235bc93ee2 \
+    --hash=sha256:f310233ef7fb9c14e201c93639fe5f5260b005f56f0b29048e999c30935596cc \
+    --hash=sha256:f9389552ecf4784886345ead0647e4edc96bee37cbab05b75540f542f766c48c
     # via ray
 multidict==6.7.1 \
     --hash=sha256:026d264228bcd637d4e060844e39cdc60f86c479e463d49075dedc21b18fbbe0 \
@@ -2890,9 +3356,13 @@ mypy-protobuf==3.3.0 \
     --hash=sha256:15604f6943b16c05db646903261e3b3e775cf7f7990b7c37b03d043a907b650d \
     --hash=sha256:24f3b0aecb06656e983f58e07c732a90577b9d7af3e1066fc2b663bbf0370248
     # via feast (pyproject.toml)
-nbclient==0.10.4 \
-    --hash=sha256:1e54091b16e6da39e297b0ece3e10f6f29f4ac4e8ee515d29f8a7099bd6553c9 \
-    --hash=sha256:9162df5a7373d70d606527300a95a975a47c137776cd942e52d9c7e29ff83440
+narwhals==2.24.0 \
+    --hash=sha256:42fdedf44e5b2ca7505630d45b4ac3058f38d8485cba9fe1652ca23152df7489 \
+    --hash=sha256:b5c0f684ccd9d7475b564111e319a4964abcf2baf79d3cf6b1003d06ac9b828d
+    # via scikit-learn
+nbclient==0.11.0 \
+    --hash=sha256:04a134a5b087f2c5887f228aca155db50169b8cd9334dee6942c8e927e56081a \
+    --hash=sha256:ef7fa0d59d6e1d41103933d8a445a18d5de860ca6b613b87b8574accdb3c2895
     # via nbconvert
 nbconvert==7.17.1 \
     --hash=sha256:34d0d0a7e73ce3cbab6c5aae8f4f468797280b01fd8bd2ca746da8569eddd7d2 \
@@ -2906,9 +3376,9 @@ nbformat==5.10.4 \
     #   jupyter-server
     #   nbclient
     #   nbconvert
-nest-asyncio==1.6.0 \
-    --hash=sha256:6f172d5449aca15afd6c646851f4e31e02c598d553a667e38cafa997cfec55fe \
-    --hash=sha256:87af6efd6b5e897c81050477ef65c62e2b2f35d51703cae01aff2905b1852e1c
+nest-asyncio2==1.7.2 \
+    --hash=sha256:1921d70b92cc4612c374928d081552efb59b83d91b2b789d935c665fa01729a8 \
+    --hash=sha256:f5dfa702f3f81f6a03857e9a19e2ba578c0946a4ad417b4c50a24d7ba641fe01
     # via ipykernel
 networkx==3.6.1 \
     --hash=sha256:26b7c357accc0c8cde558ad486283728b65b6a95d85ee1cd66bafab4c8168509 \
@@ -2941,9 +3411,9 @@ nodeenv==1.10.0 \
     --hash=sha256:5bb13e3eed2923615535339b3c620e76779af4cb4c6a90deccc9e36b274d3827 \
     --hash=sha256:996c191ad80897d076bdfba80a41994c2b47c68e224c542b48feba42ba00f8bb
     # via pre-commit
-notebook==7.5.6 \
-    --hash=sha256:4dde3f8fb55fa8fb7946d58c6e869ce9baf46d00fc070664f62604569d0faca0 \
-    --hash=sha256:621174aade80108f0020b0f00738000b215f75fa3cd90771ad7aa0f24536a4e1
+notebook==7.6.1 \
+    --hash=sha256:0b45fd1010668dd4808c40914d957706dbf044a677d28764dc881b74dfcede82 \
+    --hash=sha256:6ea1e4c926f0dc490444ddcc335797a3dacda470a805d01031872fb119988ba2
     # via great-expectations
 notebook-shim==0.2.4 \
     --hash=sha256:411a5be4e9dc882a074ccbcae671eda64cceb068767e9a3419096986560e1cef \
@@ -2951,83 +3421,56 @@ notebook-shim==0.2.4 \
     # via
     #   jupyterlab
     #   notebook
-numpy==2.4.4 \
-    --hash=sha256:07077278157d02f65c43b1b26a3886bce886f95d20aabd11f87932750dfb14ed \
-    --hash=sha256:08f2e31ed5e6f04b118e49821397f12767934cfdd12a1ce86a058f91e004ee50 \
-    --hash=sha256:0aec54fd785890ecca25a6003fd9a5aed47ad607bbac5cd64f836ad8666f4959 \
-    --hash=sha256:0d35aea54ad1d420c812bfa0385c71cd7cc5bcf7c65fed95fc2cd02fe8c79827 \
-    --hash=sha256:0d4e437e295f18ec29bc79daf55e8a47a9113df44d66f702f02a293d93a2d6dd \
-    --hash=sha256:0dfd3f9d3adbe2920b68b5cd3d51444e13a10792ec7154cd0a2f6e74d4ab3233 \
-    --hash=sha256:1378871da56ca8943c2ba674530924bb8ca40cd228358a3b5f302ad60cf875fc \
-    --hash=sha256:15716cfef24d3a9762e3acdf87e27f58dc823d1348f765bbea6bef8c639bfa1b \
-    --hash=sha256:19710a9ca9992d7174e9c52f643d4272dcd1558c5f7af7f6f8190f633bd651a7 \
-    --hash=sha256:23cbfd4c17357c81021f21540da84ee282b9c8fba38a03b7b9d09ba6b951421e \
-    --hash=sha256:2483e4584a1cb3092da4470b38866634bafb223cbcd551ee047633fd2584599a \
-    --hash=sha256:27a8d92cd10f1382a67d7cf4db7ce18341b66438bdd9f691d7b0e48d104c2a9d \
-    --hash=sha256:28a650663f7314afc3e6ec620f44f333c386aad9f6fc472030865dc0ebb26ee3 \
-    --hash=sha256:2aa0613a5177c264ff5921051a5719d20095ea586ca88cc802c5c218d1c67d3e \
-    --hash=sha256:2c194dd721e54ecad9ad387c1d35e63dce5c4450c6dc7dd5611283dda239aabb \
-    --hash=sha256:2d19e6e2095506d1736b7d80595e0f252d76b89f5e715c35e06e937679ea7d7a \
-    --hash=sha256:2d390634c5182175533585cc89f3608a4682ccb173cc9bb940b2881c8d6f8fa0 \
-    --hash=sha256:30caa73029a225b2d40d9fae193e008e24b2026b7ee1a867b7ee8d96ca1a448e \
-    --hash=sha256:42c16925aa5a02362f986765f9ebabf20de75cdefdca827d14315c568dcab113 \
-    --hash=sha256:45dbed2ab436a9e826e302fcdcbe9133f9b0006e5af7168afb8963a6520da103 \
-    --hash=sha256:4636de7fd195197b7535f231b5de9e4b36d2c440b6e566d2e4e4746e6af0ca93 \
-    --hash=sha256:4a19d9dba1a76618dd86b164d608566f393f8ec6ac7c44f0cc879011c45e65af \
-    --hash=sha256:4bbc7f303d125971f60ec0aaad5e12c62d0d2c925f0ab1273debd0e4ba37aba5 \
-    --hash=sha256:4d6d57903571f86180eb98f8f0c839fa9ebbfb031356d87f1361be91e433f5b7 \
-    --hash=sha256:4e874c976154687c1f71715b034739b45c7711bec81db01914770373d125e392 \
-    --hash=sha256:51fc224f7ca4d92656d5a5eb315f12eb5fe2c97a66249aa7b5f562528a3be38c \
-    --hash=sha256:58c8b5929fcb8287cbd6f0a3fae19c6e03a5c48402ae792962ac465224a629a4 \
-    --hash=sha256:5a285b3b96f951841799528cd1f4f01cd70e7e0204b4abebac9463eecfcf2a40 \
-    --hash=sha256:5c70f1cc1c4efbe316a572e2d8b9b9cc44e89b95f79ca3331553fbb63716e2bf \
-    --hash=sha256:62d6b0f03b694173f9fcb1fb317f7222fd0b0b103e784c6549f5e53a27718c44 \
-    --hash=sha256:6a246d5914aa1c820c9443ddcee9c02bec3e203b0c080349533fae17727dfd1b \
-    --hash=sha256:6aa3236c78803afbcb255045fbef97a9e25a1f6c9888357d205ddc42f4d6eba5 \
-    --hash=sha256:6bbe4eb67390b0a0265a2c25458f6b90a409d5d069f1041e6aff1e27e3d9a79e \
-    --hash=sha256:715d1c092715954784bc79e1174fc2a90093dc4dc84ea15eb14dad8abdcdeb74 \
-    --hash=sha256:72944b19f2324114e9dc86a159787333b77874143efcf89a5167ef83cfee8af0 \
-    --hash=sha256:81f4a14bee47aec54f883e0cad2d73986640c1590eb9bfaaba7ad17394481e6e \
-    --hash=sha256:846300f379b5b12cc769334464656bc882e0735d27d9726568bc932fdc49d5ec \
-    --hash=sha256:86b6f55f5a352b48d7fbfd2dbc3d5b780b2d79f4d3c121f33eb6efb22e9a2015 \
-    --hash=sha256:874f200b2a981c647340f841730fc3a2b54c9d940566a3c4149099591e2c4c3d \
-    --hash=sha256:8a87ec22c87be071b6bdbd27920b129b94f2fc964358ce38f3822635a3e2e03d \
-    --hash=sha256:8b3b60bb7cba2c8c81837661c488637eee696f59a877788a396d33150c35d842 \
-    --hash=sha256:8e3ed142f2728df44263aaf5fb1f5b0b99f4070c553a0d7f033be65338329150 \
-    --hash=sha256:93e15038125dc1e5345d9b5b68aa7f996ec33b98118d18c6ca0d0b7d6198b7e8 \
-    --hash=sha256:989824e9faf85f96ec9c7761cd8d29c531ad857bfa1daa930cba85baaecf1a9a \
-    --hash=sha256:99d838547ace2c4aace6c4f76e879ddfe02bb58a80c1549928477862b7a6d6ed \
-    --hash=sha256:9b2aec6af35c113b05695ebb5749a787acd63cafc83086a05771d1e1cd1e555f \
-    --hash=sha256:9c585a1790d5436a5374bac930dad6ed244c046ed91b2b2a3634eb2971d21008 \
-    --hash=sha256:a7164afb23be6e37ad90b2f10426149fd75aee07ca55653d2aa41e66c4ef697e \
-    --hash=sha256:ac6b31e35612a26483e20750126d30d0941f949426974cace8e6b5c58a3657b0 \
-    --hash=sha256:ad2e2ef14e0b04e544ea2fa0a36463f847f113d314aa02e5b402fdf910ef309e \
-    --hash=sha256:b268594bccac7d7cf5844c7732e3f20c50921d94e36d7ec9b79e9857694b1b2f \
-    --hash=sha256:b5f0362dc928a6ecd9db58868fca5e48485205e3855957bdedea308f8672ea4a \
-    --hash=sha256:ba1f4fc670ed79f876f70082eff4f9583c15fb9a4b89d6188412de4d18ae2f40 \
-    --hash=sha256:ba203255017337d39f89bdd58417f03c4426f12beed0440cfd933cb15f8669c7 \
-    --hash=sha256:c901b15172510173f5cb310eae652908340f8dede90fff9e3bf6c0d8dfd92f83 \
-    --hash=sha256:c9b39d38a9bd2ae1becd7eac1303d031c5c110ad31f2b319c6e7d98b135c934d \
-    --hash=sha256:d2a8490669bfe99a233298348acc2d824d496dee0e66e31b66a6022c2ad74a5c \
-    --hash=sha256:dddbbd259598d7240b18c9d87c56a9d2fb3b02fe266f49a7c101532e78c1d871 \
-    --hash=sha256:df3775294accfdd75f32c74ae39fcba920c9a378a2fc18a12b6820aa8c1fb502 \
-    --hash=sha256:e44319a2953c738205bf3354537979eaa3998ed673395b964c1176083dd46252 \
-    --hash=sha256:e4a010c27ff6f210ff4c6ef34394cd61470d01014439b192ec22552ee867f2a8 \
-    --hash=sha256:e823b8b6edc81e747526f70f71a9c0a07ac4e7ad13020aa736bb7c9d67196115 \
-    --hash=sha256:e892aff75639bbef0d2a2cfd55535510df26ff92f63c92cd84ef8d4ba5a5557f \
-    --hash=sha256:eea7ac5d2dce4189771cedb559c738a71512768210dc4e4753b107a2048b3d0e \
-    --hash=sha256:ef4059d6e5152fa1a39f888e344c73fdc926e1b2dd58c771d67b0acfbf2aa67d \
-    --hash=sha256:f169b9a863d34f5d11b8698ead99febeaa17a13ca044961aa8e2662a6c7766a0 \
-    --hash=sha256:f2cf083b324a467e1ab358c105f6cad5ea950f50524668a80c486ff1db24e119 \
-    --hash=sha256:f8474c4241bc18b750be2abea9d7a9ec84f46ef861dbacf86a4f6e043401f79e \
-    --hash=sha256:f983334aea213c99992053ede6168500e5f086ce74fbc4acc3f2b00f5762e9db \
-    --hash=sha256:f9e75681b59ddaa5e659898085ae0eaea229d054f2ac0c7e563a62205a700121 \
-    --hash=sha256:fbc356aae7adf9e6336d336b9c8111d390a05df88f1805573ebb0807bd06fd1d \
-    --hash=sha256:fcfe2045fd2e8f3cb0ce9d4ba6dba6333b8fa05bb8a4939c908cd43322d14c7e
+numpy==2.5.1 \
+    --hash=sha256:08d60c810432eb83360958dea0999ac4cfb94531ea8efcbf0b7f277c2068aeb2 \
+    --hash=sha256:09e9bfd8d2cf479c7d174804fb3811c53a8e9f20a37444008606b57d6b7a826d \
+    --hash=sha256:0bfebd8695f9863592fe744be833a258120b14a9f39da255e8aa8fade2c0ddd1 \
+    --hash=sha256:17a25e09640602e10bc8de0e6fa2b3fd68eedd84ba6d7842dc8f32f9ab87bd0b \
+    --hash=sha256:1c6759f538fb912fc46de0a6b1758ccf7b57bc7c7ebebc23974fdac3de8db0cd \
+    --hash=sha256:224ca51130ef7da85bea2191625181cb4f337f9cb64b471f10c1a12aa8b60077 \
+    --hash=sha256:24d0eb82c0541d3415a33425db64ae439dffccd7b4dbcb30e7c35120205c506a \
+    --hash=sha256:2ae0ca40bcb22d6ba59c1dfd5446f49940b0f2d821fde133f10dda11f816b84e \
+    --hash=sha256:2c889b56fe48b1018f764b0eec8df59ab654e9148aa91faa12596043500de277 \
+    --hash=sha256:30b44a6b53a7ae63c54c089a8726e5563ed302716c5b7ccc85afade40b0e7ff6 \
+    --hash=sha256:32985c896d897419ef8da6917872d80b78ad0ea26d85b23245c7366ffde76d75 \
+    --hash=sha256:3935f3b419b244a02732676fa5317a9193cc596a4c0646db07e5b421229ac9f7 \
+    --hash=sha256:4939237038ada79308dda3204ac6462df056b5672b2e25db1149cf873668b3e1 \
+    --hash=sha256:4b4ff1608417eb7a59da7b967bbb798cacfe071d2caf526a24281cd562072ed9 \
+    --hash=sha256:54ad769f17bc2d833b620851989f62054fb9ab93c969d9e1dc3c8e3d56beea21 \
+    --hash=sha256:59fda5e192b570217ec2580c96f00e9a7e12ef6866a900eb089b62c1a32545ca \
+    --hash=sha256:5a4c988b38d261deeeaad9954e3deb091ad905c94e8bb6708654ef1d97f286b0 \
+    --hash=sha256:5a6db61f9aaa57e369905c67d852045d3c4f7126405b29d09b19dec118e9c9cb \
+    --hash=sha256:6165343f81b56ef8f514f396989e529b61d9dc709b99421b07e9f3e698e2287d \
+    --hash=sha256:61ac47e772e6b8ea489e1d2f441a34c5c3ac17327e7ce294cbdf535795ad4e75 \
+    --hash=sha256:6c3fe51bc6a16453d452997053454f309e8e0ed7b42d6b361ce4ac8c32913d74 \
+    --hash=sha256:6eab239876581b2b3c5a242281b6007bbdbcd1c7085d7709bb57c5929b11e6bf \
+    --hash=sha256:78798bd5b9ad744056af8efa90e3b9ddaa53272a0848a483084a1cc0a13b2dc0 \
+    --hash=sha256:7c786fe9a5bbe360022e584c5a34cf6b54265c71bd7ec8ac3d8fec38968071f8 \
+    --hash=sha256:83ce9c80d5b521b0d77ddcbe5447c218d247929b6cc056ca5351342accfff0af \
+    --hash=sha256:9726558e8db4a5bf7929a70ae50f63abda4daf0efe810e3bfbab95976f75fc1a \
+    --hash=sha256:99d5095fa265a0c4152e7bb12759e14381ef5496152f1ce58f44bdf55c44beb4 \
+    --hash=sha256:a33276be12fa045805f477f22482088b66bb758ffbe89a9d21457de863a32e22 \
+    --hash=sha256:a48a113e6afea91f5608793bafa7ef2ad481fefbda87ec5069f483de61cb9fa3 \
+    --hash=sha256:ab451b59c5643c570974c43aef780703ef1d3b4965d2be07afd530615a9358d1 \
+    --hash=sha256:ab84dc6b074fa881cae55bea94cc4f68e285181ba7f32497bf7dee6b1496165b \
+    --hash=sha256:ab87a91b3cc3382b8956095bd8f95e00cf679bb81554339be1a2ba404a1473c1 \
+    --hash=sha256:c12afb53450fa976d4c681c50a7423729a4c51c0465ed9f32b8a9cabbc472373 \
+    --hash=sha256:caf3e317d33d60c37986b452613f4ab51246d0691350c03d0cb4a898627f4a95 \
+    --hash=sha256:dc932a65ded7ce9013d120845a2514dcccb1a67bfc8deb8d37633762951904a6 \
+    --hash=sha256:e68d8dd1e7eba712948f2053a29ec86917bc70ba1358df869d9f06649ef9cf09 \
+    --hash=sha256:e824c2acf8862052246be5a44c15da1777940c60d010dd2aab897824d9c430f9 \
+    --hash=sha256:e8c11c405efc5ff6816d5983c96cdfa215bab3428961243af3ff59b228490438 \
+    --hash=sha256:efd736408cc97c79b9e6917338dfc8f06013b2274f992e96b1d9a81a71e2a2c2 \
+    --hash=sha256:f089d7b00756190aacf1f5d34bdf38c3c430ac82b4f868f8cede73380460fce7 \
+    --hash=sha256:f2479a47f8d5932d1718168a681ad6e536a9df484c83cfcf9de365e164537ace \
+    --hash=sha256:f7119ebff1a9829e9f431a4f9d28e703023bb6b9fe7c8f724467dbfc27c94ab3 \
+    --hash=sha256:f7d60026c0bdb1380e83bfa7a0419c4577ee4b9a08880afcb6dadeb74c649fa2 \
+    --hash=sha256:f7feb014281029e628ba2d5a007407443b06e418b6fe451d1e2adcbc8eba0107
     # via
     #   feast (pyproject.toml)
     #   accelerate
     #   altair
+    #   contourpy
     #   dask
     #   datasets
     #   db-dtypes
@@ -3037,6 +3480,9 @@ numpy==2.4.4 \
     #   great-expectations
     #   ibis-framework
     #   imageio
+    #   matplotlib
+    #   milvus-lite
+    #   mlflow
     #   opencv-python-headless
     #   pandas
     #   pandas-gbq
@@ -3048,6 +3494,7 @@ numpy==2.4.4 \
     #   scipy
     #   sentence-transformers
     #   shapely
+    #   skops
     #   tifffile
     #   torchvision
     #   transformers
@@ -3063,18 +3510,19 @@ opencensus-context==0.1.3 \
     --hash=sha256:073bb0590007af276853009fac7e4bab1d523c3f03baf4cb4511ca38967c6039 \
     --hash=sha256:a03108c3c10d8c80bb5ddf5c8a1f033161fa61972a9917f9b9b3a18517f0088c
     # via opencensus
-opencv-python-headless==4.13.0.92 \
-    --hash=sha256:0525a3d2c0b46c611e2130b5fdebc94cf404845d8fa64d2f3a3b679572a5bd22 \
-    --hash=sha256:0bd48544f77c68b2941392fcdf9bcd2b9cdf00e98cb8c29b2455d194763cf99e \
-    --hash=sha256:1a7d040ac656c11b8c38677cc8cccdc149f98535089dbe5b081e80a4e5903209 \
-    --hash=sha256:3e0a6f0a37994ec6ce5f59e936be21d5d6384a4556f2d2da9c2f9c5dc948394c \
-    --hash=sha256:5c8cfc8e87ed452b5cecb9419473ee5560a989859fe1d10d1ce11ae87b09a2cb \
-    --hash=sha256:77a82fe35ddcec0f62c15f2ba8a12ecc2ed4207c17b0902c7a3151ae29f37fb6 \
-    --hash=sha256:a7cf08e5b191f4ebb530791acc0825a7986e0d0dee2a3c491184bd8599848a4b \
-    --hash=sha256:eb60e36b237b1ebd40a912da5384b348df8ed534f6f644d8e0b4f103e272ba7d
+opencv-python-headless==5.0.0.93 \
+    --hash=sha256:030ca5e0837a2963ab36ef896baa9767eb8d2b83353fb28af5a521e40dd8756f \
+    --hash=sha256:09a872a157c1376ab922a69bbf22f9a95bcc7b658a9d8b436a60212b02b2eeb4 \
+    --hash=sha256:10818d91510e05c04568ae12b5cd120779c70c01bf897b001a6221fe430df80f \
+    --hash=sha256:1e55af3abfb462eeeabe5c775f12bdb36216d8a93a3583d69e6bd6e1d6ba7d00 \
+    --hash=sha256:829717b6a95554f273e49e357cee3b3a2a26b6f4842fbc1bed2b45bdd8f87e0e \
+    --hash=sha256:840bd717c21e5c11cadadc022a823315ea417f961213d06b4df010e019eb16f4 \
+    --hash=sha256:b82f9831daab90b725c7c1ee1b36cb5732c367096ac76d119e64e14eb70d5f3c \
+    --hash=sha256:c6bcd96b185975ea240d22cfdb15a1f6d080cc95264cfbe2621f21bb144d89b9 \
+    --hash=sha256:ed709fdf9aa0bd1f2ed8549e71d19449b03a675bb581eb292285f6861953be37
     # via easyocr
-openlineage-python==1.46.0 \
-    --hash=sha256:f6228a01d34990e76ede5b55b3f99169e54e2e624814c4493f064b9cb1bfba37
+openlineage-python==1.52.0 \
+    --hash=sha256:e1bd73b3066021eecf69cc5c3571f6fd7e253768ea941f2c76f18969ea0ecb20
     # via feast (pyproject.toml)
 openpyxl==3.1.5 \
     --hash=sha256:5282c12b107bffeef825f4617dc029afaf41d0ea60823bbb665ef3079dc79de2 \
@@ -3084,140 +3532,166 @@ openshift-client==1.0.18 \
     --hash=sha256:be3979440cfd96788146a3a1650dabe939d4d516eea0b39f87e66d2ab39495b1 \
     --hash=sha256:d8a84080307ccd9556f6c62a3707a3e6507baedee36fa425754f67db9ded528b
     # via codeflare-sdk
-opentelemetry-api==1.41.1 \
-    --hash=sha256:0ad1814d73b875f84494387dae86ce0b12c68556331ce6ce8fe789197c949621 \
-    --hash=sha256:a22df900e75c76dc08440710e51f52f1aa6b451b429298896023e60db5b3139f
+opentelemetry-api==1.44.0 \
+    --hash=sha256:67647e5e9566edcf421166fdf022b3537f818635daa852b289e34604dc6fb33a \
+    --hash=sha256:94b98c893a91b88657eaac1e3ba89618cdb85be6918196705354f34728b2cdef
     # via
+    #   mcp
+    #   mlflow-skinny
+    #   mlflow-tracing
     #   opentelemetry-exporter-prometheus
     #   opentelemetry-sdk
     #   opentelemetry-semantic-conventions
-opentelemetry-exporter-prometheus==0.62b1 \
-    --hash=sha256:7a0b8a6402e107e1f93e38f074a668797e1103936b189561959531a67ffeba55 \
-    --hash=sha256:7ecbac9aa76e7abb44082ab0ff2983e0a573e4091c4653f7db483b02bae03506
-    # via ray
-opentelemetry-proto==1.27.0 \
-    --hash=sha256:33c9345d91dafd8a74fc3d7576c5a38f18b7fdf8d02983ac67485386132aedd6 \
-    --hash=sha256:b133873de5581a50063e1e4b29cdcf0c5e253a8c2d8dc1229add20a4c3830ace
+opentelemetry-exporter-prometheus==0.65b0 \
+    --hash=sha256:2777cbf41c403c119e10f418fce5d645c956b47f673a2ee120285d1d0c6df2d5 \
+    --hash=sha256:3b3d24b586d0ad9712c7b52b7d19c8a9dfbb318b9b284121b5f95e90ed019367
     # via ray
-opentelemetry-sdk==1.41.1 \
-    --hash=sha256:724b615e1215b5aeacda0abb8a6a8922c9a1853068948bd0bd225a56d0c792e6 \
-    --hash=sha256:edee379c126c1bce952b0c812b48fe8ff35b30df0eecf17e98afa4d598b7d85d
+opentelemetry-proto==1.44.0 \
+    --hash=sha256:898b155a0e1557afd867478fb6158e8122a46329ca0bb8dc53cc55e98f017f56 \
+    --hash=sha256:c547a79c2f8c0c515d31509154682e5921c7cfd5ca67b70e1f9266e2c3e103f3
     # via
+    #   mlflow-skinny
+    #   mlflow-tracing
+    #   ray
+opentelemetry-sdk==1.44.0 \
+    --hash=sha256:cebe7f65dc12f26ead75c6064de12fd2a9052e5060c0272d402cfa203aae123b \
+    --hash=sha256:df081c4c6bcfdb1211e3e86140376792643128a25f8d72d1d27675936e7e96ad
+    # via
+    #   mlflow-skinny
+    #   mlflow-tracing
     #   opentelemetry-exporter-prometheus
     #   ray
-opentelemetry-semantic-conventions==0.62b1 \
-    --hash=sha256:c5cc6e04a7f8c7cdd30be2ed81499fa4e75bfbd52c9cb70d40af1f9cd3619802 \
-    --hash=sha256:cf506938103d331fbb78eded0d9788095f7fd59016f2bda813c3324e5a74a93c
+opentelemetry-semantic-conventions==0.65b0 \
+    --hash=sha256:1cacde7b0ad306f84c5ef08c3dbe1bbaf20165bba6f8bff43b670e555a086bcb \
+    --hash=sha256:f9b2b81e9d5b64f11bc952075e7e9c7fb0aab075c7fd1c46d597f1b919852d60
     # via opentelemetry-sdk
-oracledb==3.4.2 \
-    --hash=sha256:00c79448017f367bb7ab6900efe0706658a53768abea2b4519a4c9b2d5743890 \
-    --hash=sha256:0e16fe3d057e0c41a23ad2ae95bfa002401690773376d476be608f79ac74bf05 \
-    --hash=sha256:0f04a2d62073407672f114d02529921de0677c6883ed7c64d8d1a3c04caa3238 \
-    --hash=sha256:1617a1db020346883455af005efbefd51be2c4d797e43b1b38455a19f8526b48 \
-    --hash=sha256:19fa80ef84f85ad74077aa626067bbe697e527bd39604b4209f9d86cb2876b89 \
-    --hash=sha256:1e4930d7f6584832dcc15b8ca415a7957b0c45f5aa7c4f88702e070e5c53bf93 \
-    --hash=sha256:23aa07c1eaca17ae74c6fdc86b218f58484d56452958aead1aa460c0596a76c1 \
-    --hash=sha256:31b7ee83c23d0439778303de8a675717f805f7e8edb5556d48c4d8343bcf14f5 \
-    --hash=sha256:3df8eee1410d25360599968b1625b000f10c5ae0e47274031a7842a9dc418890 \
-    --hash=sha256:404ec1451d0448653ee074213b87d6c5bd65eaa74b50083ddf2c9c3e11c71c71 \
-    --hash=sha256:46e0f2278ff1fe83fbc33a3b93c72d429323ec7eed47bc9484e217776cd437e5 \
-    --hash=sha256:55397e7eb43bb7017c03a981c736c25724182f5210951181dfe3fab0e5d457fb \
-    --hash=sha256:574c8280d49cbbe21dbe03fc28356d9b9a5b9e300ebcde6c6d106e51453a7e65 \
-    --hash=sha256:59ad6438f56a25e8e1a4a3dd1b42235a5d09ab9ba417ff2ad14eae6596f3d06f \
-    --hash=sha256:5d7befb014174c5ae11c3a08f5ed6668a25ab2335d8e7104dca70d54d54a5b3a \
-    --hash=sha256:5ed78d7e7079a778062744ccf42141ce4806818c3f4dd6463e4a7edd561c9f86 \
-    --hash=sha256:643c25d301a289a371e37fcedb59e5fa5e54fb321708e5c12821c4b55bdd8a4d \
-    --hash=sha256:6d85622664cc88d5a82bbd7beccb62cd53bd272c550a5e15e7d5f8ae6b86f1f1 \
-    --hash=sha256:9f434a739405557bd57cb39b62238142bb27855a524a70dc6d397a2a8c576c9d \
-    --hash=sha256:a7396664e592881225ba66385ee83ce339d864f39003d6e4ca31a894a7e7c552 \
-    --hash=sha256:ac25a0448fc830fb7029ad50cd136cdbfcd06975d53967e269772cc5cb8c203a \
-    --hash=sha256:b1095d95d0c8b37e4d0e17cf1928919cb59222b6344362a1cf6a2f3ca205a28a \
-    --hash=sha256:b26a10f9c790bd141ffc8af68520803ed4a44a9258bf7d1eea9bfdd36bd6df7f \
-    --hash=sha256:b8e4b8a852251cef09038b75f30fce1227010835f4e19cfbd436027acba2697c \
-    --hash=sha256:b974caec2c330c22bbe765705a5ac7d98ec3022811dec2042d561a3c65cb991b \
-    --hash=sha256:d7ce75c498bff758548ec6e4424ab4271aa257e5887cc436a54bc947fd46199a \
-    --hash=sha256:d8d75e4f879b908be66cce05ba6c05791a5dbb4a15e39abc01aa25c8a2492bd9 \
-    --hash=sha256:e068ef844a327877bfefbef1bc6fb7284c727bb87af80095f08d95bcaf7b8bb2 \
-    --hash=sha256:f8ea989965a4f636a309444bd696ab877bba373d5d67bf744785f9bd8c560865 \
-    --hash=sha256:f93cae08e8ed20f2d5b777a8602a71f9418389c661d2c937e84d94863e7e7011 \
-    --hash=sha256:ff3c89cecea62af8ca02aa33cab0f2edc0214c747eac7d3364ed6b2640cb55e4
+oracledb==4.0.2 \
+    --hash=sha256:0101b88c15ae628af556506840ae876e12bdb75506ef342e4990ac1758bad1eb \
+    --hash=sha256:04fd67692b3cdea2ac7135e6f87c82ce9035f3caa0891a26710a4c654f1e375e \
+    --hash=sha256:087fdf5bc36b03dc3c55f7abc944a163ba8edc9c802bc8baf91698a52041ee13 \
+    --hash=sha256:0a0be8111db80bb697ec66a34688a6985589e3f72789afe28e3b162b2c4cdd2b \
+    --hash=sha256:0a380ab72853487ea2764c5df772f35026b4219868fc3eba68e193c9aea230ac \
+    --hash=sha256:14124b5e8e4ba087f105ee389ee43e407840220a0ba2504de68eed903f51a711 \
+    --hash=sha256:1b89c02670bafc9b1fcc0d15175f097bdc1968bc36ee4d66aa63aee09bfbbe30 \
+    --hash=sha256:1d8933cfb94d9e947cb88dfc87bb2696120b388b89db14394133990585277fb3 \
+    --hash=sha256:33bcb765bf97056764c38481dc1dd959e4b61f3a240baacc645d7f06038ce225 \
+    --hash=sha256:36e72ffaaf589041dac72ddf589d694c0a9ac4576662a04628966d4ea089d6ea \
+    --hash=sha256:3bde3d507d8f50faa9480e99222fe5fa04dc0db2cb8b57746092022ac69ae93d \
+    --hash=sha256:41bb34ba8fe76019a958f6d0beba2baf9169ede0bf94e1a22f05f3ca7676f8d7 \
+    --hash=sha256:543a7398ebd778d40a839b76a331afa93f506ac143691a6de59ee31ae2e1c4aa \
+    --hash=sha256:567c093138d32f06512572de5b5d52459bea82b4e47098e9d668dae759965ccb \
+    --hash=sha256:579f2c568433523a990cde5bea73c980d144754dc54d3ab2cd37efd670dc31d6 \
+    --hash=sha256:58e71a3c1e294a99e39b086adf42074d48287548bf8edfa720c9507106186bbb \
+    --hash=sha256:5c1f13ba535d9f0fc61e1987720988612cf9424667d491fc344ba681f3336a17 \
+    --hash=sha256:5fe6e07ed29f84a6656e0580b4e662109d3bb90fc13d8f98ae3a56a67c75b80e \
+    --hash=sha256:60cd8a6045674ab481ff33b0bed448f656e7d9abd7fc88c8f349abda5351aad7 \
+    --hash=sha256:60f4a4847024f42e8b3be3c7d2597d682ef24f9342b5ebf1695a1bef2aa5be96 \
+    --hash=sha256:6444be4991f33754cd98f624cecef3eb98db3e87f8ac14e9b65bd3591c9dd252 \
+    --hash=sha256:6c8f3e34a077d7d2d39aa25c28b1aa53fd4fd6aa2437e4d48d9f18b2b28b95e4 \
+    --hash=sha256:6d4effb098af3dbcc1fcf785b304523afee1b9a311a8bd9c62bd3b4669198970 \
+    --hash=sha256:756db3529dc0f88251f9cbc349cc9c144af2424aae12c1ce24be2fbd9c1b1610 \
+    --hash=sha256:78d4a1cc1482b5927a9962c7766aeeae616a85eedbe49af8b797148ac1c1ac32 \
+    --hash=sha256:7d023f02f678937bcb6acce7c976569233d193e00c918d7e7b68580db1f68f45 \
+    --hash=sha256:864ad6a838e8d41031f117052ee2fac85453b6ecd483d1da6e8fd87701807e5e \
+    --hash=sha256:8a7a45fb1042f7258dfbd0b58044a6743c2e8112d0ef5ef9064e17a52968520f \
+    --hash=sha256:93b4d2cd17a93224711fadd28f77e956e5c6575cd923f24bfe0b1a2a581beb79 \
+    --hash=sha256:9d11723018b6aeae035f4e1feae4150b7cca1161023c2d68d957d7310fe0dd56 \
+    --hash=sha256:a1f46b01a089e0e0dd44c4ac4c5c79903760976346c74a698955c1fb76d68bf5 \
+    --hash=sha256:a45a13e33509db5bd3622a05cb2e4a6cb41d56d1bfd2a32caeacd26f4ce8b988 \
+    --hash=sha256:a814307ca8a6bf0649d8bf0a650a72f23030d9af052a2d4a481b94b6ab50d5a4 \
+    --hash=sha256:af4121112f0b68e8d61ce46a086c6aec8256fa2ca32d2e6467195a6c575c207b \
+    --hash=sha256:b14d52c09b3c7a8273b3640ba06675acec5000dab0356ef288587c46c30bbbb4 \
+    --hash=sha256:b4f2b51837248d4acfb323a64c48d89b62467b0f73d1211c99db9b80df0cdfbc \
+    --hash=sha256:b5d203426f0d191842b4cfd87c223163ccc57f7e7875ec7ed073f163de2229af \
+    --hash=sha256:b82d3d83bdc6246e53f8ad8b598d2508e9f5d983e352ce2e8a71a020200ba2d6 \
+    --hash=sha256:c193d2636f9c2e8549d24cc53947a8381c7b9488e0dae9cea5cf5bce30dc7313 \
+    --hash=sha256:cb70b231254ad82ff0639b8688e0e528100a984df65fcd7624bae88fb930e700 \
+    --hash=sha256:cbe3a75b463a334da9b3d76026062bcfb24ec563b7df291f700c9f7eefcbeefe \
+    --hash=sha256:d5a82a449d96fb89a93346d88128ad618526ffa290376d4b57fbcee1eedcd19f \
+    --hash=sha256:d8a83c120d8177f344bedf7698bc1af5f6fd031851031d3e20ced632286e3e84 \
+    --hash=sha256:db0d76199b6dffd721bda48dad4eeea6603942ce2e246f3b9301d85af6bda0ee \
+    --hash=sha256:f5ed684ab419603d53981e0f32b51da673e21a42d7dce1bf3f215a9301c7c108 \
+    --hash=sha256:f8ac435434193a1d88fcda6bfd9387c5562240d4f2e8de1f9ed20c64d5f0ff90 \
+    --hash=sha256:ff8a239de950acb600ab4fbe1b349fb085a75383bc9a163e50cab362293fc936
     # via ibis-framework
-orjson==3.11.8 \
-    --hash=sha256:0022bb50f90da04b009ce32c512dc1885910daa7cb10b7b0cba4505b16db82a8 \
-    --hash=sha256:003646067cc48b7fcab2ae0c562491c9b5d2cbd43f1e5f16d98fd118c5522d34 \
-    --hash=sha256:01928d0476b216ad2201823b0a74000440360cef4fed1912d297b8d84718f277 \
-    --hash=sha256:01c4e5a6695dc09098f2e6468a251bc4671c50922d4d745aff1a0a33a0cf5b8d \
-    --hash=sha256:093d489fa039ddade2db541097dbb484999fcc65fc2b0ff9819141e2ab364f25 \
-    --hash=sha256:0b57f67710a8cd459e4e54eb96d5f77f3624eba0c661ba19a525807e42eccade \
-    --hash=sha256:0e32f7154299f42ae66f13488963269e5eccb8d588a65bc839ed986919fc9fac \
-    --hash=sha256:14439063aebcb92401c11afc68ee4e407258d2752e62d748b6942dad20d2a70d \
-    --hash=sha256:14778ffd0f6896aa613951a7fbf4690229aa7a543cb2bfbe9f358e08aafa9546 \
-    --hash=sha256:14f7b8fcb35ef403b42fa5ecfa4ed032332a91f3dc7368fbce4184d59e1eae0d \
-    --hash=sha256:1ab359aff0436d80bfe8a23b46b5fea69f1e18aaf1760a709b4787f1318b317f \
-    --hash=sha256:1cd0b77e77c95758f8e1100139844e99f3ccc87e71e6fc8e1c027e55807c549f \
-    --hash=sha256:25e0c672a2e32348d2eb33057b41e754091f2835f87222e4675b796b92264f06 \
-    --hash=sha256:29c009e7a2ca9ad0ed1376ce20dd692146a5d9fe4310848904b6b4fee5c5c137 \
-    --hash=sha256:3222adff1e1ff0dce93c16146b93063a7793de6c43d52309ae321234cdaf0f4d \
-    --hash=sha256:3223665349bbfb68da234acd9846955b1a0808cbe5520ff634bf253a4407009b \
-    --hash=sha256:3cf17c141617b88ced4536b2135c552490f07799f6ad565948ea07bef0dcb9a6 \
-    --hash=sha256:3f23426851d98478c8970da5991f84784a76682213cd50eb73a1da56b95239dc \
-    --hash=sha256:3f262401086a3960586af06c054609365e98407151f5ea24a62893a40d80dbbb \
-    --hash=sha256:436c4922968a619fb7fef1ccd4b8b3a76c13b67d607073914d675026e911a65c \
-    --hash=sha256:469ac2125611b7c5741a0b3798cd9e5786cbad6345f9f400c77212be89563bec \
-    --hash=sha256:4861bde57f4d253ab041e374f44023460e60e71efaa121f3c5f0ed457c3a701e \
-    --hash=sha256:48854463b0572cc87dac7d981aa72ed8bf6deedc0511853dc76b8bbd5482d36d \
-    --hash=sha256:53a0f57e59a530d18a142f4d4ba6dfc708dc5fdedce45e98ff06b44930a2a48f \
-    --hash=sha256:54153d21520a71a4c82a0dbb4523e468941d549d221dc173de0f019678cf3813 \
-    --hash=sha256:55120759e61309af7fcf9e961c6f6af3dde5921cdb3ee863ef63fd9db126cae6 \
-    --hash=sha256:5774c1fdcc98b2259800b683b19599c133baeb11d60033e2095fd9d4667b82db \
-    --hash=sha256:58a4a208a6fbfdb7a7327b8f201c6014f189f721fd55d047cafc4157af1bc62a \
-    --hash=sha256:58fb9b17b4472c7b1dcf1a54583629e62e23779b2331052f09a9249edf81675b \
-    --hash=sha256:5d8b5231de76c528a46b57010bbd83fb51e056aa0220a372fd5065e978406f1c \
-    --hash=sha256:5f8952d6d2505c003e8f0224ff7858d341fa4e33fef82b91c4ff0ef070f2393c \
-    --hash=sha256:61c9d357a59465736022d5d9ba06687afb7611dfb581a9d2129b77a6fcf78e59 \
-    --hash=sha256:6a3d159d5ffa0e3961f353c4b036540996bf8b9697ccc38261c0eac1fd3347a6 \
-    --hash=sha256:6a4a639049c44d36a6d1ae0f4a94b271605c745aee5647fa8ffaabcdc01b69a6 \
-    --hash=sha256:6ccdea2c213cf9f3d9490cbd5d427693c870753df41e6cb375bd79bcbafc8817 \
-    --hash=sha256:6dbe9a97bdb4d8d9d5367b52a7c32549bba70b2739c58ef74a6964a6d05ae054 \
-    --hash=sha256:6eda5b8b6be91d3f26efb7dc6e5e68ee805bc5617f65a328587b35255f138bf4 \
-    --hash=sha256:705b895b781b3e395c067129d8551655642dfe9437273211d5404e87ac752b53 \
-    --hash=sha256:708c95f925a43ab9f34625e45dcdadf09ec8a6e7b664a938f2f8d5650f6c090b \
-    --hash=sha256:735e2262363dcbe05c35e3a8869898022af78f89dde9e256924dc02e99fe69ca \
-    --hash=sha256:76070a76e9c5ae661e2d9848f216980d8d533e0f8143e6ed462807b242e3c5e8 \
-    --hash=sha256:7679bc2f01bb0d219758f1a5f87bb7c8a81c0a186824a393b366876b4948e14f \
-    --hash=sha256:88006eda83858a9fdf73985ce3804e885c2befb2f506c9a3723cdeb5a2880e3e \
-    --hash=sha256:883206d55b1bd5f5679ad5e6ddd3d1a5e3cac5190482927fdb8c78fb699193b5 \
-    --hash=sha256:8ac7381c83dd3d4a6347e6635950aa448f54e7b8406a27c7ecb4a37e9f1ae08b \
-    --hash=sha256:8e8c6218b614badf8e229b697865df4301afa74b791b6c9ade01d19a9953a942 \
-    --hash=sha256:9185589c1f2a944c17e26c9925dcdbc2df061cc4a145395c57f0c51f9b5dbfcd \
-    --hash=sha256:93de06bc920854552493c81f1f729fab7213b7db4b8195355db5fda02c7d1363 \
-    --hash=sha256:96163d9cdc5a202703e9ad1b9ae757d5f0ca62f4fa0cc93d1f27b0e180cc404e \
-    --hash=sha256:97c8f5d3b62380b70c36ffacb2a356b7c6becec86099b177f73851ba095ef623 \
-    --hash=sha256:97d823831105c01f6c8029faf297633dbeb30271892bd430e9c24ceae3734744 \
-    --hash=sha256:98bdc6cb889d19bed01de46e67574a2eab61f5cc6b768ed50e8ac68e9d6ffab6 \
-    --hash=sha256:9b48e274f8824567d74e2158199e269597edf00823a1b12b63d48462bbf5123e \
-    --hash=sha256:a5c370674ebabe16c6ccac33ff80c62bf8a6e59439f5e9d40c1f5ab8fd2215b7 \
-    --hash=sha256:b43dc2a391981d36c42fa57747a49dae793ef1d2e43898b197925b5534abd10a \
-    --hash=sha256:c154a35dd1330707450bb4d4e7dd1f17fa6f42267a40c1e8a1daa5e13719b4b8 \
-    --hash=sha256:c2bdf7b2facc80b5e34f48a2d557727d5c5c57a8a450de122ae81fa26a81c1bc \
-    --hash=sha256:c492a0e011c0f9066e9ceaa896fbc5b068c54d365fea5f3444b697ee01bc8625 \
-    --hash=sha256:c60c0423f15abb6cf78f56dff00168a1b582f7a1c23f114036e2bfc697814d5f \
-    --hash=sha256:c98121237fea2f679480765abd566f7713185897f35c9e6c2add7e3a9900eb61 \
-    --hash=sha256:ccd7ba1b0605813a0715171d39ec4c314cb97a9c85893c2c5c0c3a3729df38bf \
-    --hash=sha256:cdbc8c9c02463fef4d3c53a9ba3336d05496ec8e1f1c53326a1e4acc11f5c600 \
-    --hash=sha256:e0950ed1bcb9893f4293fd5c5a7ee10934fbf82c4101c70be360db23ce24b7d2 \
-    --hash=sha256:e6693ff90018600c72fd18d3d22fa438be26076cd3c823da5f63f7bab28c11cb \
-    --hash=sha256:ea56a955056a6d6c550cf18b3348656a9d9a4f02e2d0c02cabf3c73f1055d506 \
-    --hash=sha256:ebaed4cef74a045b83e23537b52ef19a367c7e3f536751e355a2a394f8648559 \
-    --hash=sha256:ec795530a73c269a55130498842aaa762e4a939f6ce481a7e986eeaa790e9da4 \
-    --hash=sha256:ed193ce51d77a3830cad399a529cd4ef029968761f43ddc549e1bc62b40d88f8 \
-    --hash=sha256:ee8db7bfb6fe03581bbab54d7c4124a6dd6a7f4273a38f7267197890f094675f \
-    --hash=sha256:f30491bc4f862aa15744b9738517454f1e46e56c972a2be87d70d727d5b2a8f8 \
-    --hash=sha256:f89b6d0b3a8d81e1929d3ab3d92bbc225688bd80a770c49432543928fe09ac55 \
-    --hash=sha256:fa72e71977bff96567b0f500fc5bfd2fdf915f34052c782a4c6ebbdaa97aa858 \
-    --hash=sha256:fe0b8c83e0f36247fc9431ce5425a5d95f9b3a689133d494831bdbd6f0bceb13 \
-    --hash=sha256:ff51f9d657d1afb6f410cb435792ce4e1fe427aab23d2fcd727a2876e21d4cb6
-    # via trino
+orjson==3.11.9 \
+    --hash=sha256:011382e2a60fda9d46f1cdee31068cfc52ffe952b587d683ec0463002802a0f4 \
+    --hash=sha256:03db380e3780fa0015ed776a90f20e8e20bb11dde13b216ce19e5718e3dfba62 \
+    --hash=sha256:051b102c93b4f634e89f3866b07b9a9a98915ada541f4ec30f177067b2694979 \
+    --hash=sha256:08f4d8ebb44925c794e535b2bebc507cebf32209df81de22ae285fb0d8d66de0 \
+    --hash=sha256:0b34789fa0da61cf7bef0546b09c738fb195331e017e477096d129e9105ab03d \
+    --hash=sha256:0e4eed3b200023042814d2fc8a5d2e880f13b52e1ed2485e83da4f3962f7dc1a \
+    --hash=sha256:115ab5f5f4a0f203cc2a5f0fb09aee503a3f771aa08392949ab5ca230c4fbdbd \
+    --hash=sha256:135869ef917b8704ea0a94e01620e0c05021c15c52036e4663baffe75e72f8ce \
+    --hash=sha256:147302878da387104b66bb4a8b0227d1d487e976ce41a8501916161072ed87b1 \
+    --hash=sha256:14ed654580c1ed2bc217352ec82f91b047aef82951aa71c7f64e0dcb03c0e180 \
+    --hash=sha256:16969c9d369c98eb084889c6e4d2d39b77c7eb38ceccf8da2a9fff62ae908980 \
+    --hash=sha256:19b72ed11572a2ee51a67a903afbe5af504f84ed6f529c0fe44b0ab3fb5cc697 \
+    --hash=sha256:231742b4a11dad8d5380a435962c57e91b7c37b79be858f4ef1c0df1a259897e \
+    --hash=sha256:25e4aed0312d292c09f61af25bba34e0b2c88546041472b09088c39a4d828af1 \
+    --hash=sha256:26a473dbb4162108b27901492546f83c76fdcea3d0eadff00ae7a07e18dcce09 \
+    --hash=sha256:277fefe9d76ee17eb14debf399e3533d4d63b5f677a4d3719eb763536af1f4bd \
+    --hash=sha256:2d057a602cdd19a0ad680417527c45b6961a095081c0f46fe0e03e304aac6470 \
+    --hash=sha256:32ef5f4283a3be81913947d19608eacb7c6608026851123790cd9cc8982af34b \
+    --hash=sha256:33d7d766701847dc6729846362dc27895d2f2d2251264f9d10e7cb9878194877 \
+    --hash=sha256:34fd2317602587321faab75ab76c623a0117e80841a6413654f04e47f339a8fb \
+    --hash=sha256:3513550321f8c8c811a7c3297b8a630e82dc08e4c10216d07703c997776236cd \
+    --hash=sha256:380cdce7ba24989af81d0a7013d0aaec5d0e2a21734c0e2681b1bc4f141957fe \
+    --hash=sha256:3a81d52442a7c99b3662333235b3adf96a1715864658b35bb797212be7bddb97 \
+    --hash=sha256:3ebca4179031ee716ed076ffadc29428e900512f6fccee8614c9983157fcf19c \
+    --hash=sha256:48ee05097750de0ff69ed5b7bbcf0732182fd57a24043dcc2a1da780a5ead3a5 \
+    --hash=sha256:4bab1b2d6141fe7b32ae71dac905666ece4f94936efbfb13d55bb7739a3a6021 \
+    --hash=sha256:4d4e98d6f3b8afed8bc8cd9718ec0cdf46661826beefb53fe8eafb37f2bf0362 \
+    --hash=sha256:4d7fde5501b944f83b3e665e1b31343ff6e154b15560a16b7130ea1e594a4206 \
+    --hash=sha256:4da3c38a2083ca4aaf9c2a36776cce3e9328e6647b10d118948f3cfb4913ffe4 \
+    --hash=sha256:4e39364e726a8fff737309aff059ff67d8a8c8d5b677be7bb49a8b3e84b7e218 \
+    --hash=sha256:4fd66214623f1b17501df9f0543bef0b833979ab5b6ded1e1d123222866aa8c9 \
+    --hash=sha256:4fef17e1f8722c11587a6ef18e35902450221da0028e65dbaaa543619e68e48f \
+    --hash=sha256:53b50b0e14084b8f7e29c5ce84c5af0f1160169b30d8a6914231d97d2fe297d4 \
+    --hash=sha256:57ea77fb70a448ce87d18fca050193202a3da5e54598f6501ca5476fb66cfe02 \
+    --hash=sha256:59e403b1cc5a676da8eaf31f6254801b7341b3e29efa85f92b48d272637e77be \
+    --hash=sha256:5b192c6cf397e4455b11523c5cf2b18ed084c1bbd61b6c0926344d2129481972 \
+    --hash=sha256:5f63aaf97afd9f6dec5b1a68e1b8da12bfccb4cb9a9a65c3e0b6c847849e7586 \
+    --hash=sha256:63e0efbc991250c0b3143488fa57d95affcabbfc63c99c48d625dd37779aafe2 \
+    --hash=sha256:6cc7923789694fd58f001cbcac7e47abc13af4d560ebbfcf3b41a8b1a0748124 \
+    --hash=sha256:71e63adb0e1f1ed5d9e168f50a91ceb93ae6420731d222dc7da5c69409aa47aa \
+    --hash=sha256:71f3db16e69b667b132e0f305a833d5497da302d801508cbb051ed9a9819da47 \
+    --hash=sha256:844417969855fc7a41be124aafe83dc424592a7f77cd4501900c67307122b92c \
+    --hash=sha256:8697ab6a080a5c46edaad50e2bc5bd8c7ca5c66442d24104fa44ec74910a8244 \
+    --hash=sha256:87e4d4ab280b0c87424d47695bec2182caf8cfc17879ea78dab76680194abc13 \
+    --hash=sha256:8aff7da9952a5ad1cef8e68017724d96c7b9a66e99e91d6252e1b133d67a7b10 \
+    --hash=sha256:8ecc30f10465fa1e0ce13fd01d9e22c316e5053a719a8d915d4545a09a5ff677 \
+    --hash=sha256:97d0d932803c1b164fde11cb542a9efcb1e0f63b184537cca65887147906ff48 \
+    --hash=sha256:97db4c94a7db398a5bd636273324f0b3fd58b350bbbac8bb380ceb825a9b40f4 \
+    --hash=sha256:9af678d6488357948f1f84c6cd1c1d397c014e1ae2f98ae082a44eb48f602624 \
+    --hash=sha256:9ef6fe90aadef185c7b128859f40beb24720b4ecea95379fc9000931179c3a49 \
+    --hash=sha256:9f78cf8fec5bd627f4082b8dfeac7871b43d7f3274904492a43dab39f18a19a0 \
+    --hash=sha256:a028425d1b440c5d92a6be1e1a020739dfe67ea87d96c6dbe828c1b30041728b \
+    --hash=sha256:a6082706765a95a6680d812e1daf1c0cfe8adec7831b3ff3b625693f3b461b1c \
+    --hash=sha256:a8f5f8bc7ce7d59f08d9f99fa510c06496164a24cb5f3d34537dbd9ca30132e2 \
+    --hash=sha256:aaea64f3f467d22e70eeed68bdccb3bc4f83f650446c4a03c59f2cba28a108db \
+    --hash=sha256:ace6c58523302d3b97b6ac5c38a5298a54b473762b6be82726b4265c41029f92 \
+    --hash=sha256:b3afcf569c15577a9fe64627292daa3e6b3a70f4fb77a5df246a87ec21681b94 \
+    --hash=sha256:b6ef1979adc4bc243523f1a2ba91418030a8e29b0a99cbe7e0e2d6807d4dce6e \
+    --hash=sha256:be4fa4f0af7fa18951f7ab3fc2148e223af211bf03f59e1c6034ec3f97f21d61 \
+    --hash=sha256:c2d3dc759490128c5c1711a53eeaa8ee1d437fd0038ffd2b6008abf46db3f882 \
+    --hash=sha256:c5d001196b89fa9cf0a4ab79766cd835b991a166e4b621ba95089edc50c429ff \
+    --hash=sha256:cce9127885941bd28f080cecf1f1d288336b7e0d812c345b08be88b572796254 \
+    --hash=sha256:cde1a448023ba7d5bb4c01c5afb48894380b5e4956e0627266526587ef4e535f \
+    --hash=sha256:d4087e5c0209a0a8efe4de3303c234b9c44d1174161dcd851e8eea07c7560b32 \
+    --hash=sha256:d8ea516b3726d190e1b4297e6f4e7a8650347ae053868a18163b4dd3641d1fff \
+    --hash=sha256:e30ab17845bb9fa54ccf67fa4f9f5282652d54faa6d17452f47d0f369d038673 \
+    --hash=sha256:e5c9b8f28e726e97d97696c826bc7bea5d71cecd63576dba92924a32c1961291 \
+    --hash=sha256:ea407d4ccf5891d667d045fecae97a7a1e5e87b3b97f97ae1803c2e741130be0 \
+    --hash=sha256:ea5c46eb2d3af39e806b986f4b09d5c2706a1f5afde3cbf7544ce6616127173c \
+    --hash=sha256:eebdbdeef0094e4f5aefa20dcd4eb2368ab5e7a3b4edea27f1e7b2892e009cf9 \
+    --hash=sha256:f01c4818b3fc9b0da8e096722a84318071eaa118df35f6ed2344da0e73a5444f \
+    --hash=sha256:f36b7f32c7c0db4a719f1fc5824db4a9c6f8bd1a354debb91faf26ebf3a4c71e \
+    --hash=sha256:f5d89a2ed90731df3be64bab0aa44f78bff39fdc9d71c291f4a8023aa46425b7 \
+    --hash=sha256:ffe02797b5e9f3a9d8292ddcd289b474ad13e81ad83cd1891a240811f1d2cb81
+    # via
+    #   pymilvus
+    #   trino
 packaging==26.2 \
     --hash=sha256:5fc45236b9446107ff2415ce77c807cee2862cb6fac22b8a73826d0693b0980e \
     --hash=sha256:ff452ff5a3e828ce110190feff1178bb1f2ea2281fa2075aadb987c2fb221661
@@ -3241,13 +3715,16 @@ packaging==26.2 \
     #   jupyterlab-server
     #   lazy-loader
     #   marshmallow
+    #   matplotlib
+    #   mlflow-skinny
+    #   mlflow-tracing
     #   nbconvert
     #   openlineage-python
     #   pandas-gbq
     #   pytest
     #   ray
-    #   safetensors
     #   scikit-image
+    #   skops
     #   snowflake-connector-python
     #   sphinx
     #   transformers
@@ -3319,6 +3796,7 @@ pandas==2.3.3 \
     #   google-cloud-bigquery
     #   great-expectations
     #   ibis-framework
+    #   mlflow
     #   pandas-gbq
     #   pymilvus
     #   ray
@@ -3331,17 +3809,17 @@ pandocfilters==1.5.1 \
     --hash=sha256:002b4a555ee4ebc03f8b66307e287fa492e4a77b4ea14d3f934328297bb4939e \
     --hash=sha256:93be382804a9cdb0a7267585f157e5d1731bbe5545a85b268d6f5fe6232de2bc
     # via nbconvert
-paramiko==4.0.0 \
-    --hash=sha256:0e20e00ac666503bf0b4eda3b6d833465a2b7aff2e2b3d79a8bba5ef144ee3b9 \
-    --hash=sha256:6a25f07b380cc9c9a88d2b920ad37167ac4667f8d9886ccebd8f90f654b5d69f
+paramiko==5.0.0 \
+    --hash=sha256:36763b5b95c2a0dcfdf1abc48e48156ee425b21efe2f0e787c2dd5a95c0e5e79 \
+    --hash=sha256:b7044611c30140d9a75261653210e2002977b71a0497ff3ba0d98d7edbf62f7c
     # via openshift-client
 parsimonious==0.11.0 \
     --hash=sha256:32e3818abf9f05b3b9f3b6d87d128645e30177e91f614d2277d88a0aea98fae2 \
     --hash=sha256:e080377d98957beec053580d38ae54fcdf7c470fb78670ba4bf8b5f9d5cad2a9
     # via singlestoredb
-parso==0.8.6 \
-    --hash=sha256:2b9a0332696df97d454fa67b81618fd69c35a7b90327cbe6ba5c92d2c68a7bfd \
-    --hash=sha256:2c549f800b70a5c4952197248825584cb00f033b29c692671d3bf08bf380baff
+parso==0.8.7 \
+    --hash=sha256:a8926eb2a1b915486941fdbd31e86a4baf88fe8c210f25f2f35ecec5b574ca1c \
+    --hash=sha256:eaaac4c9fdd5e9e8852dc778d2d7405897ec510f2a298071453e5e3a07914bb1
     # via jedi
 parsy==2.2 \
     --hash=sha256:5e981613d9d2d8b68012d1dd0afe928967bea2e4eefdb76c2f545af0dd02a9e7 \
@@ -3474,16 +3952,17 @@ pillow==11.3.0 \
     #   docling-parse
     #   easyocr
     #   imageio
+    #   matplotlib
     #   python-pptx
     #   scikit-image
     #   torchvision
-pip==26.1 \
-    --hash=sha256:4e8486d821d814b77319acb7b9e8bf5a4ee7590a643e7cb21029f209be8573c1 \
-    --hash=sha256:81e13ebcca3ffa8cc85e4deff5c27e1ee26dea0aa7fc2f294a073ac208806ff3
+pip==26.1.2 \
+    --hash=sha256:382ff9f685ee3bc25864f820aa50505825f10f5458ffff07e30a6d96e5715cab \
+    --hash=sha256:f49cd134c61cf2fd75e0ce2676db03e4054504a5a4986d00f8299ae632dc4605
     # via pip-tools
-pip-tools==7.5.3 \
-    --hash=sha256:3aac0c473240ae90db7213c033401f345b05197293ccbdd2704e52e7a783785e \
-    --hash=sha256:8fa364779ebc010cbfe17cb9de404457ac733e100840423f28f6955de7742d41
+pip-tools==7.6.0 \
+    --hash=sha256:4bd99155b6d8de358a214b0865e1a2855a453570c1a83d40f7b564870b8657be \
+    --hash=sha256:c1c59f7844df4866fa9542d3f50d1f44be537ac0027cb50b2563d6a992853981
     # via feast (pyproject.toml)
 platformdirs==3.11.0 \
     --hash=sha256:cf8ee52a3afdb965072dcc652433e0c7e3e40cf5ea1477cd4b3b1d2eb75495b3 \
@@ -3511,166 +3990,169 @@ pre-commit==3.3.1 \
     --hash=sha256:218e9e3f7f7f3271ebc355a15598a4d3893ad9fc7b57fe446db75644543323b9 \
     --hash=sha256:733f78c9a056cdd169baa6cd4272d51ecfda95346ef8a89bf93712706021b907
     # via feast (pyproject.toml)
-prometheus-client==0.25.0 \
-    --hash=sha256:5e373b75c31afb3c86f1a52fa1ad470c9aace18082d39ec0d2f918d11cc9ba28 \
-    --hash=sha256:d5aec89e349a6ec230805d0df882f3807f74fd6c1a2fa86864e3c2279059fed1
+prettytable==3.18.0 \
+    --hash=sha256:439217116152244369caf3d9f1caf2f9fe29b03bd79e88d2928c8e718c95d680 \
+    --hash=sha256:b3346e0e6f79180833aebaac088ae926340586cf6d7d991b9eb125b65f72313a
+    # via skops
+prometheus-client==0.24.1 \
+    --hash=sha256:150db128af71a5c2482b36e588fc8a6b95e498750da4b17065947c16070f4055 \
+    --hash=sha256:7e0ced7fbbd40f7b84962d5d2ab6f17ef88a72504dcf7c0b40737b43b2a461f9
     # via
     #   feast (pyproject.toml)
     #   jupyter-server
     #   opentelemetry-exporter-prometheus
     #   ray
-prompt-toolkit==3.0.52 \
-    --hash=sha256:28cde192929c8e7321de85de1ddbe736f1375148b02f2e17edd840042b1be855 \
-    --hash=sha256:9aac639a3bbd33284347de5ad8d68ecc044b91a762dc39b7c21095fcd6a19955
+prompt-toolkit==3.0.53 \
+    --hash=sha256:01c0891d7f9237d5e339f7d3e42cdae80b7534abb1c7c0e3352efba6231492f2 \
+    --hash=sha256:9ec8a0ad96d5c56148b3f914aa79c1564c3fde5d2e6b876e7bc327e353cf8fa6
     # via ipython
-propcache==0.4.1 \
-    --hash=sha256:0002004213ee1f36cfb3f9a42b5066100c44276b9b72b4e1504cddd3d692e86e \
-    --hash=sha256:0013cb6f8dde4b2a2f66903b8ba740bdfe378c943c4377a200551ceb27f379e4 \
-    --hash=sha256:005f08e6a0529984491e37d8dbc3dd86f84bd78a8ceb5fa9a021f4c48d4984be \
-    --hash=sha256:031dce78b9dc099f4c29785d9cf5577a3faf9ebf74ecbd3c856a7b92768c3df3 \
-    --hash=sha256:05674a162469f31358c30bcaa8883cb7829fa3110bf9c0991fe27d7896c42d85 \
-    --hash=sha256:060b16ae65bc098da7f6d25bf359f1f31f688384858204fe5d652979e0015e5b \
-    --hash=sha256:120c964da3fdc75e3731aa392527136d4ad35868cc556fd09bb6d09172d9a367 \
-    --hash=sha256:15932ab57837c3368b024473a525e25d316d8353016e7cc0e5ba9eb343fbb1cf \
-    --hash=sha256:17612831fda0138059cc5546f4d12a2aacfb9e47068c06af35c400ba58ba7393 \
-    --hash=sha256:182b51b421f0501952d938dc0b0eb45246a5b5153c50d42b495ad5fb7517c888 \
-    --hash=sha256:1cdb7988c4e5ac7f6d175a28a9aa0c94cb6f2ebe52756a3c0cda98d2809a9e37 \
-    --hash=sha256:1eb2994229cc8ce7fe9b3db88f5465f5fd8651672840b2e426b88cdb1a30aac8 \
-    --hash=sha256:1f0978529a418ebd1f49dad413a2b68af33f85d5c5ca5c6ca2a3bed375a7ac60 \
-    --hash=sha256:204483131fb222bdaaeeea9f9e6c6ed0cac32731f75dfc1d4a567fc1926477c1 \
-    --hash=sha256:296f4c8ed03ca7476813fe666c9ea97869a8d7aec972618671b33a38a5182ef4 \
-    --hash=sha256:2ad890caa1d928c7c2965b48f3a3815c853180831d0e5503d35cf00c472f4717 \
-    --hash=sha256:2b16ec437a8c8a965ecf95739448dd938b5c7f56e67ea009f4300d8df05f32b7 \
-    --hash=sha256:2bb07ffd7eaad486576430c89f9b215f9e4be68c4866a96e97db9e97fead85dc \
-    --hash=sha256:333ddb9031d2704a301ee3e506dc46b1fe5f294ec198ed6435ad5b6a085facfe \
-    --hash=sha256:357f5bb5c377a82e105e44bd3d52ba22b616f7b9773714bff93573988ef0a5fb \
-    --hash=sha256:35c3277624a080cc6ec6f847cbbbb5b49affa3598c4535a0a4682a697aaa5c75 \
-    --hash=sha256:364426a62660f3f699949ac8c621aad6977be7126c5807ce48c0aeb8e7333ea6 \
-    --hash=sha256:381914df18634f5494334d201e98245c0596067504b9372d8cf93f4bb23e025e \
-    --hash=sha256:3d233076ccf9e450c8b3bc6720af226b898ef5d051a2d145f7d765e6e9f9bcff \
-    --hash=sha256:3d902a36df4e5989763425a8ab9e98cd8ad5c52c823b34ee7ef307fd50582566 \
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+    --hash=sha256:8e778ebd44ef4f66ed60a0416b06b489687db264a9c0b3620362f26489492913 \
+    --hash=sha256:9282fb1a3bccd038da9f768b927b24a0c753e466c086b7c4f3c6982851eefb2d \
+    --hash=sha256:949c91d1a990cf3b2e8188dfcfb25005e0b834a06c63fa4ef9f360878ce21ecf \
+    --hash=sha256:95f1e3f4760d404b13c9976c0229b2b49a3c8e2c62a9ce92efdd2b11ada75e3f \
+    --hash=sha256:97797ebb098e670a2f92dd66f32897e30d7615b14e7f59711de23e30a9072539 \
+    --hash=sha256:a0e399a2eccb91ed18721f86aa85757727400b6865c89e88934781deb9c8498b \
+    --hash=sha256:a473b3440261e0c60706e732b2ed2f517857344fc21bf48fdfe211e2d98eb285 \
+    --hash=sha256:a4840ab0ae0216d952f4b53dc6d0b992bfc2bedbfe360bdd9b548bc184c08959 \
+    --hash=sha256:a592f5f3da71c8691c788c13cb6734b6d17663d2e1cb8caddf0673d01ef8847d \
+    --hash=sha256:a6ae2198be502c10f09b2516e7b5d019816924bc3183a43ce792a7bd6625e6f4 \
+    --hash=sha256:a6ddc6ac9e25de626c1f129c1b467d7ecd33ce2237d3fd0c4e429feef0a7ee1f \
+    --hash=sha256:acd2c8edba48e31e58a363b8cf4e5c7db3b04b3f9e371f601df30d9b0d244836 \
+    --hash=sha256:b05d643f944a8c3c4bd86d65ffd87bf3264b617f87791940302bc474d2ff5274 \
+    --hash=sha256:b96db7141a592cbc968daf1feea83a118e6ab378af4abbc72b248c895414c22d \
+    --hash=sha256:ba338430e87ceb9c8f0cf754de38a9860560261e56c00376debd628698a7364f \
+    --hash=sha256:ba57fffe4ac99c5d30076161b5866336d97600769bad35cc68f7774b15298a4e \
+    --hash=sha256:be1ddfcbb376e3de5d2e2db1d58d6d67463e6b4f9f040c000de8e300295465fe \
+    --hash=sha256:c0cb9ed24c8964e172768d455a38254c2dd8a552905729ce006cad3d3dda59b1 \
+    --hash=sha256:c60462af8e6dc30c35407c7237ea908d777b22862bbee27bc4699c0d8bcdc45a \
+    --hash=sha256:c66afea89b1e43725731d2004732a046fe6fe955d51f952c3e95a7314a284a39 \
+    --hash=sha256:c6844ba6364fb12f403928a82cfd295ab103a2b315c77c747b2dbe4a41894ea7 \
+    --hash=sha256:c80f4ba3e8f00189165999a742ee526ebeccedf6c3f7beb0c7df821e9772435a \
+    --hash=sha256:cafca7e56c12bb02ae16d283742bef25a61122e9dab2b5b3f2ccbe589ce32164 \
+    --hash=sha256:cc1177027eda740fdb152706bd215a3f124e3eea15afc39f2cb9fe351b50619e \
+    --hash=sha256:cc49723e2f60d6b32a0f0b08a3fd6d13203c07f1cd9566cfce0f12a917c967a2 \
+    --hash=sha256:cc6fc3cc62e8501d3ed62894425040d2728ecddb1ed072737a5c70bd537aa9f0 \
+    --hash=sha256:cd416c1de191973c52ff1a12a57446bfc7642797b282d7caf2162d7d1b8aa9a0 \
+    --hash=sha256:cd645f03898405cabe694fb8bc35241e3a9c332ec85627584fe3de201452b335 \
+    --hash=sha256:cef6cea3922890dd6c9654971001fa797b526c16ab5e1e46c05fd6f877be7568 \
+    --hash=sha256:cfa21e036ce1e1db2be04ba3b85d2df1bb1702fa01932d984c5464c665228ff4 \
+    --hash=sha256:d0326e2e5e1f3163fa306c834e48e8d490e5fae607a097a40c0648109b47ba80 \
+    --hash=sha256:d310c013aad2c72f1c3f2f8dd3279d460a858c551f97aeb8c63e4693cca7b4d2 \
+    --hash=sha256:d447bb0b3054be5818458fbb171208b1d9ff11eba14e18ca18b90cbb45767370 \
+    --hash=sha256:d4dc37dec6c6cdad0b57881a5658fd14fbf53e333b1a86cf86559f190e1d9ec4 \
+    --hash=sha256:d5a81be28596d6559f6131ef33e10200de6e17643b3c74ce03f9eb103be6ae8b \
+    --hash=sha256:d9ee8826a7d47863a08ac44e1a5f611a462eefc3a194b492da242128bec75b42 \
+    --hash=sha256:db2b80ea58eab4f86b2beec3cc8b39e8ff9276ac20e96b7cce43c8ae84cd6b5a \
+    --hash=sha256:decfca4c79dd53ebab484b00cc4b6717d8c369f86e74aa4ca395a64ac651495e \
+    --hash=sha256:dfed59d0a5aeb01e242e66ff0300bc4a265a7c05f612d30016f0b60b1017d757 \
+    --hash=sha256:e00820e192c8dbebcafb383ebbf99030895f09905e7a0eb2e0340a0bcc2bc825 \
+    --hash=sha256:e4294d04a94dcab1b3bccd8b66d962dcad411a1d19414b2a41d1445f1de32ad0 \
+    --hash=sha256:e59bc9e66329185b93dab73f210f1a37f81cb40f321501db8017c9aea15dba27 \
+    --hash=sha256:e5cbfac9f61484f7e9f3597775500cd3ebe8274e9b050c38f9525c77c97520bf \
+    --hash=sha256:f064f8d2b59177878b7615df1735cd8fe3462ed6be8c7b217d17a276489c2b7f \
+    --hash=sha256:f156a3529f38063b6dbaf356e15602a7f95f8055b1295a438433a6386f10463d \
+    --hash=sha256:f19bb891234d72535764d703bfed1153cc34f4214d5bd7150aee1eec9e8f4366 \
+    --hash=sha256:f7467da8a9822bf1a55336f877340c5bcbd3c482afc43a99771169f74a26dedc \
+    --hash=sha256:f78abfa8dfc32376fd1aacf597b2f2fbbe0ea751419aee718af5d4f82537ef8c \
+    --hash=sha256:f7eabc04151c78a9f4d5bbb5f1faf571e4defeb4b585e0fe95b60ff2dbe4d3d7 \
+    --hash=sha256:f814362777a9f841adddb200ecdf8f5cb1e5a3c4b7a86378edbd6ccb26edd702 \
+    --hash=sha256:fc299c129490f55f254cd90be0deca4764e36e9a7c08b4aa588479a3bbed3098 \
+    --hash=sha256:fc76378c62a0f04d0cd82fbb1a2cd2d7e28fcb40d5873f28a6c44e388aaa2751 \
+    --hash=sha256:fc88b26f08d634f7bc819a7852e5214f5802641ab8d9fd5326892292eee1993e \
+    --hash=sha256:fe67a3d11cd9b4efabfa45c3d00ffba2b26811442a73a581a94b67c2b5faccf6
     # via
     #   aiohttp
     #   yarl
-proto-plus==1.27.2 \
-    --hash=sha256:6432f75893d3b9e70b9c412f1d2f03f65b11fb164b793d14ae2ca01821d22718 \
-    --hash=sha256:b2adde53adadf75737c44d3dcb0104fde65250dfc83ad59168b4aa3e574b6a24
+proto-plus==1.28.2 \
+    --hash=sha256:26d843eb99c1e32fdf1d20ff0faae56607f7748fe774acf9ecd5cfe6c6472501 \
+    --hash=sha256:b874236fcac2358f601e4330bcb76cb8b89c851303ccf4078408b3d4774d1c52
     # via
     #   google-api-core
     #   google-cloud-bigquery-storage
     #   google-cloud-bigtable
     #   google-cloud-datastore
-protobuf==4.25.9 \
-    --hash=sha256:3683c05154252206f7cb2d371626514b3708199d9bcf683b503dabf3a2e38e06 \
-    --hash=sha256:438c636de8fb706a0de94a12a268ef1ae8f5ba5ae655a7671fcda5968ba3c9be \
-    --hash=sha256:79faf4e5a80b231d94dcf3a0a2917ccbacf0f586f12c9b9c91794b41b913a853 \
-    --hash=sha256:7f7c1abcea3fc215918fba67a2d2a80fbcccc0f84159610eb187e9bbe6f939ee \
-    --hash=sha256:9481e80e8cffb1c492c68e7c4e6726f4ad02eebc4fa97ead7beebeaa3639511d \
-    --hash=sha256:9560813560e6ee72c11ca8873878bdb7ee003c96a57ebb013245fe84e2540904 \
-    --hash=sha256:999146ef02e7fa6a692477badd1528bcd7268df211852a3df2d834ba2b480791 \
-    --hash=sha256:b0dc7e7c68de8b1ce831dacb12fb407e838edbb8b6cc0dc3a2a6b4cbf6de9cff \
-    --hash=sha256:b1d467352de666dc1b6d5740b6319d9c08cab7b21b452501e4ee5b0ac5156780 \
-    --hash=sha256:bde396f568b0b46fc8fbfe9f02facf25b6755b2578a3b8ac61e74b9d69499e03 \
-    --hash=sha256:d49b615e7c935194ac161f0965699ac84df6112c378e05ec53da65d2e4cbb6d4
+protobuf==6.33.6 \
+    --hash=sha256:0cd27b587afca21b7cfa59a74dcbd48a50f0a6400cfb59391340ad729d91d326 \
+    --hash=sha256:77179e006c476e69bf8e8ce866640091ec42e1beb80b213c3900006ecfba6901 \
+    --hash=sha256:7d29d9b65f8afef196f8334e80d6bc1d5d4adedb449971fefd3723824e6e77d3 \
+    --hash=sha256:9720e6961b251bde64edfdab7d500725a2af5280f3f4c87e57c0208376aa8c3a \
+    --hash=sha256:a6768d25248312c297558af96a9f9c929e8c4cee0659cb07e780731095f38135 \
+    --hash=sha256:bd56799fb262994b2c2faa1799693c95cc2e22c62f56fb43af311cae45d26f0e \
+    --hash=sha256:c96c37eec15086b79762ed265d59ab204dabc53056e3443e702d2681f4b39ce3 \
+    --hash=sha256:e2afbae9b8e1825e3529f88d514754e094278bb95eadc0e199751cdd9a2e82a2 \
+    --hash=sha256:e9db7e292e0ab79dd108d7f1a94fe31601ce1ee3f7b79e0692043423020b0593 \
+    --hash=sha256:f443a394af5ed23672bc6c486be138628fbe5c651ccbc536873d7da23d1868cf
     # via
     #   feast (pyproject.toml)
+    #   databricks-sdk
     #   google-api-core
     #   google-cloud-bigquery-storage
     #   google-cloud-bigtable
@@ -3682,6 +4164,8 @@ protobuf==4.25.9 \
     #   grpcio-status
     #   grpcio-testing
     #   grpcio-tools
+    #   mlflow-skinny
+    #   mlflow-tracing
     #   mypy-protobuf
     #   opentelemetry-proto
     #   proto-plus
@@ -3725,80 +4209,70 @@ psutil==5.9.0 \
     #   feast (pyproject.toml)
     #   accelerate
     #   ipykernel
-psycopg[binary, pool]==3.2.5 \
-    --hash=sha256:b782130983e5b3de30b4c529623d3687033b4dafa05bb661fc6bf45837ca5879 \
-    --hash=sha256:f5f750611c67cb200e85b408882f29265c66d1de7f813add4f8125978bfd70e8
+psycopg[binary, pool]==3.3.4 \
+    --hash=sha256:b6bbc25ccf05c8fad3b061d9db2ef0909a555171b84b07f29458a447253d679a \
+    --hash=sha256:e21207764952cff81b6b8bdacad9a3939f2793367fdac2987b3aac36a651b5bc
     # via feast (pyproject.toml)
-psycopg-binary==3.2.5 \
-    --hash=sha256:02fb96091e2fb3ea1470b113fef08953baaedbca1d39a3f72d82cb615177846c \
-    --hash=sha256:11e3ed8b94c750d54fc3e4502dd930fb0fd041629845b6a7ce089873ac9756b0 \
-    --hash=sha256:1494827c43265820d5dcdc6f8086521bc7dd04b9da8831310978a788cdcd2e62 \
-    --hash=sha256:21b839f9bfd77ed074f7f71464a43f453400c57d038a0ba0716329a28e335897 \
-    --hash=sha256:23a1dc61abb8f7cc702472ab29554167a9421842f976c201ceb3b722c0299769 \
-    --hash=sha256:274e852f9e61252bc8e80a0a43d300ba352d40219e856733054023a3bb960eb4 \
-    --hash=sha256:28bd5cb2324567e5e70f07fe1d646398d6b0e210e28b49be0e69593590a59980 \
-    --hash=sha256:2b053eae21dd3a6828b516a1171e1274d1af5f7c07d2d9a8f597f2e19c732168 \
-    --hash=sha256:2cbb8649cfdacbd14e17f5ab78edc52d33350013888518c73e90c5d17d7bea55 \
-    --hash=sha256:2cc86657c05e09c701e97f87132cd58e0d55381dd568520081ac1fe7580a9bbb \
-    --hash=sha256:2d10ce4c39eb9631381a0c3792727946a4391e843625a7ee9579ac6bb11495a5 \
-    --hash=sha256:2d22a15e45f43d36ed35aed4d5261f8ef6ab7d9b84ee075576ca56ae03b9e0aa \
-    --hash=sha256:2dbaf32c18c0d11c4480016b89c9c5cadb7b64c55de7f181d222b189bd13a558 \
-    --hash=sha256:32b5673736f04c36ccbf8012800fe5bc01b46dac22c5d59e41b043bebaad9d3d \
-    --hash=sha256:375149006e21d58ed8aba640e0295d8e636043064c433af94eb58057f9b96877 \
-    --hash=sha256:393ab353196d364858b47317d27804ecc58ab56dbde32217bd67f0f2f2980662 \
-    --hash=sha256:39e2cd10bf15442d95c3f48376b25dc33360418ea6c3c05884d8bf42407768c0 \
-    --hash=sha256:3d2e57a1d06f3968e49e948ba374f21a7d8dcf44f37d582a4aeddeb7c85ce239 \
-    --hash=sha256:3eb71cfc35116e4a8e336b7e785f1fe06ca23b4516a48ea91facd577d1a1fdf6 \
-    --hash=sha256:3f893c0ed3d5c7b83b76b1f8f7d3ca5a03e38bcd3cab5d65b5c25a0d1064aca4 \
-    --hash=sha256:473f6827cf1faf3924eb77146d1e85126a1b5e48a88053b8d8b78dd29e971d78 \
-    --hash=sha256:48f97936145cb7de18b95d85670b2d3e2c257277263272be05815b74fb0ef195 \
-    --hash=sha256:48fcb12a0a72fdfe4102bdb1252a7366e8d73a2c89fe6ce5923be890de367c2f \
-    --hash=sha256:4914dc60f2fddf0884464985e31d775aa865b665471fa156ec2f56fa72a1a097 \
-    --hash=sha256:51a96d9fe51f718912b4a0089784f1f32d800217499fd0f0095b888506aba4c5 \
-    --hash=sha256:5244bebaa9734a236b7157fb57c065b6c0f2344281916187bd73f951df1899e0 \
-    --hash=sha256:5b81342e139ddccfa417832089cd213bd4beacd7a1462ca4019cafe71682d177 \
-    --hash=sha256:5d2253189aa4cca0a425e2ca896d1a29760cd3a2b10ab12194e4e827a566505c \
-    --hash=sha256:5fd017d7ed71c58f19b0f614e7bfb8f01ec862bacb67ae584f494d090956102e \
-    --hash=sha256:605f70e267222d567fc40de7813ee3fb29f8145a1a20aa6fd3dc62baba9312f1 \
-    --hash=sha256:60d0f36a42a822e43c4c7472df8a0c980c0f32e5d74ed871333c423a4e942f11 \
-    --hash=sha256:62965045cc0fe3dc5dd55d39779620b225ef75962825c7b1b533033cb91810bd \
-    --hash=sha256:65162a9cc3f86d70b1d895dbda506e3c079f80d082eb41c54d3f6d33a00b3965 \
-    --hash=sha256:659f2c675d478b1bc01b95a8d3ded74fa939b370e71ffbecd496f617b215eb05 \
-    --hash=sha256:6b581da13126b8715c0c0585cd37ce934c9864d44b2a4019f5487c0b943275e6 \
-    --hash=sha256:71d82dbc7c6c7f5746468e7992e5483aa45b12250d78d220a2431ab88795825c \
-    --hash=sha256:7376b13504396da9678b646f5338462347da01286b2a688a0d8493ec764683a2 \
-    --hash=sha256:7623659d44a6aa032be4a066c658ba45009d768c2481526fbef7c609702af116 \
-    --hash=sha256:7a94020821723a6a210206ddb458001f3ed27e1e6a0555b9422bebf7ead8ff37 \
-    --hash=sha256:7d5f1bfc848a94e0d63fe693adee4f88bd9e5c415ecb4c9c17d2d44eba6795a6 \
-    --hash=sha256:7efe6c732fd2d7e22d72dc4f7cf9b644020adacfff61b0a8a151343da8e661c0 \
-    --hash=sha256:8a602d9fdb567cca090ca19ac3ebf10219065be2a4f8cf9eb8356cffb5a7ab1d \
-    --hash=sha256:8cd9ebf335262e864d740f9dad3f672f61162cc0d4825a5eb5cf50df334a688f \
-    --hash=sha256:8e6f2bef5aed021fbdf46323d3cd8847bf960efb56394698644a8ee2306f8892 \
-    --hash=sha256:93221d5a759bd39b1face1d7d887d2b9ede3e55aefaff8eacf1b663ccdcd204b \
-    --hash=sha256:9639289b72f9339721982e156527c296693236d6192ccc31412ab36fccd1683c \
-    --hash=sha256:98efaedf2bf79f4d563ca039a57a025b72847bd80568f54709cc39fc1404772c \
-    --hash=sha256:9abe093a303e25ac58774a11241150e2fe2947358d1ca12521ad03c90b131060 \
-    --hash=sha256:a4321ee8180982d70458d3e8378e31448901bf0ee40fe0d410a87413578f4098 \
-    --hash=sha256:a82211a43372cba9b1555a110e84e679deec2dc9463ae4c736977dad99dca5ed \
-    --hash=sha256:a91b0e096fdfeb52d86bb8f5ee25dc22483d6960af9b968e6b381a8ec5bfbf82 \
-    --hash=sha256:b5e0acbc991472188c9df40eb56d8a97ad3ad00d4de560b8b74bdc2d94041a8f \
-    --hash=sha256:b6b5a4542aca4095ab35e184517cb0d18895ba4b6661c92865b431fa7b7974d8 \
-    --hash=sha256:ba4a610882171bdaae0779f14e0ff45f3ee271fd2dbf16cdadfc81bd67323232 \
-    --hash=sha256:bc5bd9bf5f5894923b78a41c5becd52d6bced1e1e43744855bd85cb341376ca6 \
-    --hash=sha256:c37eb3be7a6be93f4925ccf52bbfa60244da6c63201770a709dd81a3d2d08534 \
-    --hash=sha256:c3c5fa3d4fa0a651cefab391b783f89bc5e331afa0a4e93c9b16141993fa05c8 \
-    --hash=sha256:ca5e36a3e7480a5c09aed99ecdb8e6554b21485c3b064297fe77f7b1b5806106 \
-    --hash=sha256:d4e0c1b1aa5283f6d9a384ffc7a8400d25386bb98fdb9bddae446e4ef4da7366 \
-    --hash=sha256:dc8bc40d82d1ee8dec136e10707c7f3147a6322fd8014e174a0f3446fb793649 \
-    --hash=sha256:de576c49d7deab2b78088feb24e1f6ae3e16a0020e8496cdd3b8543f5e350e87 \
-    --hash=sha256:e7d215a43343d91ba08301865f059d9518818d66a222a85fb425e4156716f5a6 \
-    --hash=sha256:eb8293d66c6a4ddc72fceb7ad0e111cb196cc394954ae0f9b63c251d97f1b00e \
-    --hash=sha256:ee6d8f489a9b116ea8dc797664a50671585a4ca20573359f067858e1231cc217 \
-    --hash=sha256:efb878d08dd49d7d9d18512e791b418a1171d08f935475eec98305f0886b7c14
+psycopg-binary==3.3.4 \
+    --hash=sha256:018fbed325936da502feb546642c982dcc4b9ffdea32dfef78dbf3b7f7ad4070 \
+    --hash=sha256:0579252a1202cd73e4da137a1426e2dae993ae44e757605344282af3a082848c \
+    --hash=sha256:136f199a407b5348b9b857c504aff60c77622a28482e7195839ce1b51238c4cc \
+    --hash=sha256:13a7f380824c35896dcac7fe0f61440f7ca49d6dc73f3c13a9a4471e6a3b302e \
+    --hash=sha256:17a21953a9e5ff3a16dab692625a3676e2f101db5e40072f39dbee2250194d68 \
+    --hash=sha256:1dc1f79fd16bb1f3f4421417a514607539f17804d95c7ed617265369d1981cae \
+    --hash=sha256:1fbaa292a3c8bb61b45df1ad3da1908ccee7cb889db9425e3557d9e34e2a4829 \
+    --hash=sha256:22cdbf5f91ef7bb91fe0c5757e1962d3127a8010256eefd9c61fcaf441802097 \
+    --hash=sha256:26df2717e59c0473e4465a97dfb1b7afebaa479277870fd5784d1436470db47c \
+    --hash=sha256:276904e3452d6a23d474ef9a21eee19f20eed3d53ddd2576af033827e0ba0992 \
+    --hash=sha256:28b7398fdd19db3232c884fb24550bdfe951221f510e195e233299e4c9b78f97 \
+    --hash=sha256:2c09aad7051326e7603c14e50636db9c01f78272dc54b3accff03d46370461e6 \
+    --hash=sha256:32a6fbf8481e3a370d0d72b860d35948a693cb01281da217f7b2f307636e591a \
+    --hash=sha256:41f2ec0fea529832982bcb6c9415de3c86264ebe562b77a467c0fbcd7efbba8d \
+    --hash=sha256:46893c26858be12cc49ca4226ed6a60b4bfccadd946b3bebb783a60b38788228 \
+    --hash=sha256:47c656a8a7ba6eb0cff1801a4caaa9c8bdc12d03080e273aff1c8ac39971a77e \
+    --hash=sha256:494ca54901be8cf9eb7e02c25b731f2317c378efa44f43e8f9bd0e1184ae7be4 \
+    --hash=sha256:514404ed543efd620c85602b747df2a23cf1241b4067199e1a66f2d2757aaa41 \
+    --hash=sha256:574ea21a9651958f1535c5a1c649c7409e9168bcbffa29a3f2f961f58b322949 \
+    --hash=sha256:580ae30a5f95ccd90008ec697d3ed6a4a2047a516407ad904283fa42086936e9 \
+    --hash=sha256:5ab28a2a7649df3b72e6b674b4c190e448e8e77cf496a65bd846472048de2089 \
+    --hash=sha256:5c4ab71be17bdca30cb34c34c4e1496e2f5d6f20c199c12bad226070b22ef9bf \
+    --hash=sha256:612a627d733f695b1de1f9b4bd511c15f999a5d8b915d444bbd7dd71cf3370da \
+    --hash=sha256:6402a9d8146cf4b3974ded3fd28a971e83dc6a0333eb7822524a3aa20b546578 \
+    --hash=sha256:6b9016b1714da4dd5ecaaa75b82098aa5a0b87854ce9b092e21c27c4ae23e014 \
+    --hash=sha256:71e55ccbdfae79a2ed9c6369c3008a3025817ff9d7e27b32a2d84e2a4267e66e \
+    --hash=sha256:7465bfe6087d2d5b42d4c53b9b11ca9f218e477317a4a162a10e3c19e984ba8e \
+    --hash=sha256:75a9067e236f9b9ae3535b66fe99bddb33d39c0de10112e49b9ab11eee53dc31 \
+    --hash=sha256:773d573e11f437ce0bdb95b7c18dc58390494f96d43f8b45b9760436114f7652 \
+    --hash=sha256:77df19583501ea288eaf15ac0fe7ad01e6d8091a91d5c41df5c718f307d8e31b \
+    --hash=sha256:7f7668f30b9dd5163197e5cbf4e0efd54e00f0a859cc566ce56cfc31f4054839 \
+    --hash=sha256:8c0056529e68dbe9184cd4019a1f3d8f3a4ead2f6fc7a5afcf27d3314edd1277 \
+    --hash=sha256:94596f9e7633ee3f6440711d43bb70aa31cc0a46a900ab8b4201a366ace5c9e7 \
+    --hash=sha256:ab8cca8ef8fb1ccf5b048ae5bd78ba55b9e4b5d472e3ce5ca39ff4d2a9c249e4 \
+    --hash=sha256:ad3bc94054876155549fdaedf4a46d1ec69d39a5bcee377148afe498e84c4b8e \
+    --hash=sha256:b56b603ebcea8aa10b46228b8410ba7f13e7c2ee54389d4d9be0927fd8ce2a70 \
+    --hash=sha256:b6f5a29e9c775b9f12a1a717aa7a2c80f9e1db6f27ba44a5b59c80ac61d2ffcf \
+    --hash=sha256:b7bfff1ca23732b488cbca3076fc11bc98d520ee122514fdb17a8e20d3338f5a \
+    --hash=sha256:bdef84570ebbce1d42b4e7ea952d21c414c5f118ad02fee00c5625f35e134429 \
+    --hash=sha256:c37e024c07308cd06cf3ec51bfd0e7f6157585a4d84d1bce4a7f5f7913719bf8 \
+    --hash=sha256:c677c4ad433cb7150c8cd304a0769ae3bcfbe5ea0676eb53faa7b1443b16d0d3 \
+    --hash=sha256:cf7f73a4a792bc5db58a4b385d8a1467e8d468f7548702fb0ed1e9b7501b1c13 \
+    --hash=sha256:cffc3408d77a27973f33e5d909b624cce683db5fc25964b02fe0aae7886c1007 \
+    --hash=sha256:d7b4d40c153fa352ab3cca530f3a0baedf7621b2ebcbd7f084009522c21788fc \
+    --hash=sha256:dbfdb9b6cc79f31104a7b162a2b921b765fcc62af6c00540a167a8de47e4ed38 \
+    --hash=sha256:df1d567fc430f6df15c9fcf67d87685fc49bdb325adc0db5af1adfb2f44eb5c9 \
+    --hash=sha256:e2631da29253a98bd496e6c4813b24e09a4fe3fb2a9e88513305d6f8747cce95 \
+    --hash=sha256:e7510c37550f91a187e3660a8cc50d4b760f8c3b8b2f89ebc5698cd2c7f2c85d \
+    --hash=sha256:eb05ee1c2b817d27c537333224c9e83c7afb86fe7296ba970990068baf819b16 \
+    --hash=sha256:eb4eed2079c01a4850bf467deacfab56d356d4225040170af03dc9958321242d \
+    --hash=sha256:ee17a2cf4943cde261adfad1bbc5bf38d6b3776d7afff74c7cabcbeaeb08c260 \
+    --hash=sha256:f80e3f2b5331dbbf0901bcb658056c03eeb2c1ef31d774afb0d61598b242e744 \
+    --hash=sha256:f9b1c2533af01cd7648378599f82b0b8ae32f293296e6eec5753a625bc97ef28 \
+    --hash=sha256:fa1cbc10768a796c96d3243656016bf4e337c81c71097270bb7b0ad6210d9765 \
+    --hash=sha256:fbd1d4ed566895ad2d3bf4ddfd8bae90026930ddf29df3b9d91d32c8c47866a7
     # via psycopg
-psycopg-pool==3.3.0 \
-    --hash=sha256:2e44329155c410b5e8666372db44276a8b1ebd8c90f1c3026ebba40d4bc81063 \
-    --hash=sha256:fa115eb2860bd88fce1717d75611f41490dec6135efb619611142b24da3f6db5
+psycopg-pool==3.3.1 \
+    --hash=sha256:2af5b432941c4c9ad5c87b3fa410aec910ec8f7c122855897983a06c45f2e4b5 \
+    --hash=sha256:b10b10b7a175d5cc1592147dc5b7eec8a9e0834eb3ed2c4a92c858e2f51eb63c
     # via psycopg
 ptyprocess==0.7.0 \
     --hash=sha256:4b41f3967fce3af57cc7e94b888626c18bf37a083e3651ca8feeb66d492fef35 \
@@ -3891,6 +4365,8 @@ pyarrow==24.0.0 \
     #   deltalake
     #   google-cloud-bigquery
     #   ibis-framework
+    #   milvus-lite
+    #   mlflow
     #   pandas-gbq
     #   ray
     #   snowflake-connector-python
@@ -3898,9 +4374,9 @@ pyarrow-hotfix==0.7 \
     --hash=sha256:3236f3b5f1260f0e2ac070a55c1a7b339c4bb7267839bd2015e283234e758100 \
     --hash=sha256:59399cd58bdd978b2e42816a4183a55c6472d4e33d183351b6069f11ed42661d
     # via ibis-framework
-pyasn1==0.6.3 \
-    --hash=sha256:697a8ecd6d98891189184ca1fa05d1bb00e2f84b5977c481452050549c8a72cf \
-    --hash=sha256:a80184d120f0864a52a073acc6fc642847d0be408e7c7252f31390c0f4eadcde
+pyasn1==0.6.4 \
+    --hash=sha256:9c447d8431c947fe4c8febc4ed9e760bc29011a5b01e5c74b67025bd9fb8ce81 \
+    --hash=sha256:deda9277cfd454080ec40b207fb6df82206a3a2688735233cdcd8d3d565f088b
     # via pyasn1-modules
 pyasn1-modules==0.4.2 \
     --hash=sha256:29253a9207ce32b64c3ac6600edc75368f98473906e8fd1043bd6b5b1de2c14a \
@@ -3995,9 +4471,9 @@ pycryptodome==3.23.0 \
     --hash=sha256:e3f2d0aaf8080bda0587d58fc9fe4766e012441e2eed4269a77de6aea981c8be \
     --hash=sha256:eb8f24adb74984aa0e5d07a2368ad95276cf38051fe2dc6605cbcf482e04f2a7
     # via minio
-pydantic==2.13.3 \
-    --hash=sha256:6db14ac8dfc9a1e57f87ea2c0de670c251240f43cb0c30a5130e9720dc612927 \
-    --hash=sha256:af09e9d1d09f4e7fe37145c1f577e1d61ceb9a41924bf0094a36506285d0a84d
+pydantic==2.13.4 \
+    --hash=sha256:45a282cde31d808236fd7ea9d919b128653c8b38b393d1c4ab335c62924d9aba \
+    --hash=sha256:c40756b57adaa8b1efeeced5c196f3f3b7c435f90e84ea7f443901bec8099ef6
     # via
     #   feast (pyproject.toml)
     #   codeflare-sdk
@@ -4010,139 +4486,142 @@ pydantic==2.13.3 \
     #   fastapi-mcp
     #   great-expectations
     #   mcp
+    #   mcp-types
+    #   mlflow-skinny
+    #   mlflow-tracing
     #   pydantic-settings
+    #   pyiceberg
     #   qdrant-client
     #   ray
-pydantic-core==2.46.3 \
-    --hash=sha256:0087084960f209a9a4af50ecd1fb063d9ad3658c07bb81a7a53f452dacbfb2ba \
-    --hash=sha256:031bb17f4885a43773c8c763089499f242aee2ea85cf17154168775dccdecf35 \
-    --hash=sha256:06d5d8820cbbdb4147578c1fe7ffcd5b83f34508cb9f9ab76e807be7db6ff0a4 \
-    --hash=sha256:07bc6d2a28c3adb4f7c6ae46aa4f2d2929af127f587ed44057af50bf1ce0f505 \
-    --hash=sha256:0c9ff69140423eea8ed2d5477df3ba037f671f5e897d206d921bc9fdc39613e7 \
-    --hash=sha256:1105677a6df914b1fb71a81b96c8cce7726857e1717d86001f29be06a25ee6f8 \
-    --hash=sha256:1108da631e602e5b3c38d6d04fe5bb3bfa54349e6918e3ca6cf570b2e2b2f9d4 \
-    --hash=sha256:12bc98de041458b80c86c56b24df1d23832f3e166cbaff011f25d187f5c62c37 \
-    --hash=sha256:13afdd885f3d71280cf286b13b310ee0f7ccfefd1dbbb661514a474b726e2f25 \
-    --hash=sha256:17eaface65d9fc5abb940003020309c1bf7a211f5f608d7870297c367e6f9022 \
-    --hash=sha256:1da3786b8018e60349680720158cc19161cc3b4bdd815beb0a321cd5ce1ad5b1 \
-    --hash=sha256:23cbdb3aaa74dfe0837975dbf69b469753bbde8eacace524519ffdb6b6e89eb7 \
-    --hash=sha256:2798b6ba041b9d70acfb9071a2ea13c8456dd1e6a5555798e41ba7b0790e329c \
-    --hash=sha256:27f9067c3bfadd04c55484b89c0d267981b2f3512850f6f66e1e74204a4e4ce3 \
-    --hash=sha256:28b5f2ef03416facccb1c6ef744c69793175fd27e44ef15669201601cf423acb \
-    --hash=sha256:28e8cf2f52d72ced402a137145923a762cbb5081e48b34312f7a0c8f55928ec3 \
-    --hash=sha256:28ed528c45446062ee66edb1d33df5d88828ae167de76e773a3c7f64bd14e976 \
-    --hash=sha256:2b8e4f2bbdf71415c544b4b1138b8060db7b6611bc927e8064c769f64bed651c \
-    --hash=sha256:2f40e4246676beb31c5ce77c38a55ca4e465c6b38d11ea1bd935420568e0b1ab \
-    --hash=sha256:3481bd1341dc85779ee506bc8e1196a277ace359d89d28588a9468c3ecbe63fa \
-    --hash=sha256:3612edf65c8ea67ac13616c4d23af12faef1ae435a8a93e5934c2a0cbbdd1fd6 \
-    --hash=sha256:367508faa4973b992b271ba1494acaab36eb7e8739d1e47be5035fb1ea225396 \
-    --hash=sha256:3861f1731b90c50a3266316b9044f5c9b405eecb8e299b0a7120596334e4fe9c \
-    --hash=sha256:3d08782c4045f90724b44c95d35ebec0d67edb8a957a2ac81d5a8e4b8a200495 \
-    --hash=sha256:41c178f65b8c29807239d47e6050262eb6bf84eb695e41101e62e38df4a5bc2c \
-    --hash=sha256:4335e87c7afa436a0dfa899e138d57a72f8aad542e2cf19c36fb428461caabd0 \
-    --hash=sha256:4b068543bdb707f5d935dab765d99227aa2545ef2820935f2e5dd801795c7dbd \
-    --hash=sha256:4de88889d7e88d50d40ee5b39d5dac0bcaef9ba91f7e536ac064e6b2834ecccf \
-    --hash=sha256:4e9d76736da5f362fabfeea6a69b13b7f2be405c6d6966f06b2f6bfff7e64531 \
-    --hash=sha256:57697d7c056aca4bbb680200f96563e841a6386ac1129370a0102592f4dddff5 \
-    --hash=sha256:57a973eae4665352a47cf1a99b4ee864620f2fe663a217d7a8da68a1f3a5bfda \
-    --hash=sha256:5ad3c826fe523e4becf4fe39baa44286cff85ef137c729a2c5e269afbfd0905d \
-    --hash=sha256:5c024e08c0ba23e6fd68c771a521e9d6a792f2ebb0fa734296b36394dc30390e \
-    --hash=sha256:5dcbbcf4d22210ced8f837c96db941bdb078f419543472aca5d9a0bb7cddc7df \
-    --hash=sha256:5dfd51cf457482f04ec49491811a2b8fd5b843b64b11eecd2d7a1ee596ea78a6 \
-    --hash=sha256:60e5f66e12c4f5212d08522963380eaaeac5ebd795826cfd19b2dfb0c7a52b9c \
-    --hash=sha256:610eda2e3838f401105e6326ca304f5da1e15393ae25dacae5c5c63f2c275b13 \
-    --hash=sha256:6529d1d128321a58d30afcc97b49e98836542f68dd41b33c2e972bb9e5290536 \
-    --hash=sha256:6645ce7eec4928e29a1e3b3d5c946621d105d3e79f0c9cddf07c2a9770949287 \
-    --hash=sha256:68cc7866ed863db34351294187f9b729964c371ba33e31c26f478471c52e1ed0 \
-    --hash=sha256:68ef2f623dda6d5a9067ac014e406c020c780b2a358930a7e5c1b73702900720 \
-    --hash=sha256:69a868ef3ff206343579021c40faf3b1edc64b1cc508ff243a28b0a514ccb050 \
-    --hash=sha256:6dff8cc884679df229ebc6d8eb2321ea6f8e091bc7d4886d4dc2e0e71452843c \
-    --hash=sha256:6e42d83d1c6b87fa56b521479cff237e626a292f3b31b6345c15a99121b454c1 \
-    --hash=sha256:706d9d0ce9cf4593d07270d8e9f53b161f90c57d315aeec4fb4fd7a8b10240d8 \
-    --hash=sha256:75a519dab6d63c514f3a81053e5266c549679e4aa88f6ec57f2b7b854aceb1b0 \
-    --hash=sha256:77706aeb41df6a76568434701e0917da10692da28cb69d5fb6919ce5fdb07374 \
-    --hash=sha256:79f561438481f28681584b89e2effb22855e2179880314bcddbf5968e935e807 \
-    --hash=sha256:830d1247d77ad23852314f069e9d7ddafeec5f684baf9d7e7065ed46a049c4e6 \
-    --hash=sha256:831eb19aa789a97356979e94c981e5667759301fb708d1c0d5adf1bc0098b873 \
-    --hash=sha256:83d002b97072a53ea150d63e0a3adfae5670cef5aa8a6e490240e482d3b22e57 \
-    --hash=sha256:85348b8f89d2c3508b65b16c3c33a4da22b8215138d8b996912bb1532868885f \
-    --hash=sha256:8690eba565c6d68ffd3a8655525cbdd5246510b44a637ee2c6c03a7ebfe64d3c \
-    --hash=sha256:87082cd65669a33adeba5470769e9704c7cf026cc30afb9cc77fd865578ebaad \
-    --hash=sha256:8940562319bc621da30714617e6a7eaa6b98c84e8c685bcdc02d7ed5e7c7c44e \
-    --hash=sha256:91249bcb7c165c2fb2a2f852dbc5c91636e2e218e75d96dfdd517e4078e173dd \
-    --hash=sha256:93fd339f23408a07e98950a89644f92c54d8729719a40b30c0a30bb9ebc55d23 \
-    --hash=sha256:9715525891ed524a0a1eb6d053c74d4d4ad5017677fb00af0b7c2644a31bae46 \
-    --hash=sha256:975c267cff4f7e7272eacbe50f6cc03ca9a3da4c4fbd66fffd89c94c1e311aa1 \
-    --hash=sha256:99421e7684a60f7f3550a1d159ade5fdff1954baedb6bdd407cba6a307c9f27d \
-    --hash=sha256:9be3e221bdc6d69abf294dcf7aff6af19c31a5cdcc8f0aa3b14be29df4bd03b1 \
-    --hash=sha256:9ce92e58abc722dac1bf835a6798a60b294e48eb0e625ec9fd994b932ac5feee \
-    --hash=sha256:9d2e32edcc143bc01e95300671915d9ca052d4f745aa0a49c48d4803f8a85f2c \
-    --hash=sha256:9d2f400712a99a013aff420ef1eb9be077f8189a36c1e3ef87660b4e1088a874 \
-    --hash=sha256:9f247596366f4221af52beddd65af1218797771d6989bc891a0b86ccaa019168 \
-    --hash=sha256:a03e6467f0f5ab796a486146d1b887b2dc5e5f9b3288898c1b1c3ad974e53e4a \
-    --hash=sha256:a35cc284c8dd7edae8a31533713b4d2467dfe7c4f1b5587dd4031f28f90d1d13 \
-    --hash=sha256:a3b11c812f61b3129c4905781a2601dfdfdea5fe1e6c1cfb696b55d14e9c054f \
-    --hash=sha256:a642ac886ecf6402d9882d10c405dcf4b902abeb2972cd5fb4a48c83cd59279a \
-    --hash=sha256:a6cd87cb1575b1ad05ba98894c5b5c96411ef678fa2f6ed2576607095b8d9789 \
-    --hash=sha256:a712c7118e6c5ea96562f7b488435172abb94a3c53c22c9efc1412264a45cbbe \
-    --hash=sha256:a7610b6a5242a6c736d8ad47fd5fff87fcfe8f833b281b1c409c3d6835d9227f \
-    --hash=sha256:ab124d49d0459b2373ecf54118a45c28a1e6d4192a533fbc915e70f556feb8e5 \
-    --hash=sha256:ac5ec7fb9b87f04ee839af2d53bcadea57ded7d229719f56c0ed895bff987943 \
-    --hash=sha256:aed19d0c783886d5bd86d80ae5030006b45e28464218747dcf83dabfdd092c7b \
-    --hash=sha256:af8653713055ea18a3abc1537fe2ebc42f5b0bbb768d1eb79fd74eb47c0ac089 \
-    --hash=sha256:afa3aa644f74e290cdede48a7b0bee37d1c35e71b05105f6b340d484af536d9b \
-    --hash=sha256:b00b76f7142fc60c762ce579bd29c8fa44aaa56592dd3c54fab3928d0d4ca6ff \
-    --hash=sha256:b11b59b3eee90a80a36701ddb4576d9ae31f93f05cb9e277ceaa09e6bf074a67 \
-    --hash=sha256:b12dd51f1187c2eb489af8e20f880362db98e954b54ab792fa5d92e8bcc6b803 \
-    --hash=sha256:b40ddd51e7c44b28cfaef746c9d3c506d658885e0a46f9eeef2ee815cbf8e045 \
-    --hash=sha256:b504bda01bafc69b6d3c7a0c7f039dcf60f47fab70e06fe23f57b5c75bdc82b8 \
-    --hash=sha256:b5b9c6cf08a8a5e502698f5e153056d12c34b8fb30317e0c5fd06f45162a6346 \
-    --hash=sha256:b675ab0a0d5b1c8fdb81195dc5bcefea3f3c240871cdd7ff9a2de8aa50772eb2 \
-    --hash=sha256:b6cdf19bf84128d5e7c37e8a73a0c5c10d51103a650ac585d42dd6ae233f2b7f \
-    --hash=sha256:bcf2a8b2982a6673693eae7348ef3d8cf3979c1d63b54fca7c397a635cc68687 \
-    --hash=sha256:bd2aab0e2e9dc2daf36bd2686c982535d5e7b1d930a1344a7bb6e82baab42a76 \
-    --hash=sha256:c3212fda0ee959c1dd04c60b601ec31097aaa893573a3a1abd0a47bcac2968c1 \
-    --hash=sha256:cc0988cb29d21bf4a9d5cf2ef970b5c0e38d8d8e107a493278c05dc6c1dda69f \
-    --hash=sha256:cc7e8c32db809aa0f6ea1d6869ebc8518a65d5150fdfad8bcae6a49ae32a22e2 \
-    --hash=sha256:cca67d52a5c7a16aed2b3999e719c4bcf644074eac304a5d3d62dd70ae7d4b2c \
-    --hash=sha256:ced3310e51aa425f7f77da8bbbb5212616655bedbe82c70944320bc1dbe5e018 \
-    --hash=sha256:cf489cf8986c543939aeee17a09c04d6ffb43bfef8ca16fcbcc5cfdcbed24dba \
-    --hash=sha256:d0793c90c1a3c74966e7975eaef3ed30ebdff3260a0f815a62a22adc17e4c01c \
-    --hash=sha256:d0fe3dce1e836e418f912c1ad91c73357d03e556a4d286f441bf34fed2dbeecf \
-    --hash=sha256:d11058e3201527d41bc6b545c79187c9e4bf85e15a236a6007f0e991518882b7 \
-    --hash=sha256:d2d0aead851b66f5245ec0c4fb2612ef457f8bbafefdf65a2bf9d6bac6140f47 \
-    --hash=sha256:d56bdb4af1767cc15b0386b3c581fdfe659bb9ee4a4f776e92c1cd9d074000d6 \
-    --hash=sha256:dcda6583921c05a40533f982321532f2d8db29326c7b95c4026941fa5074bd79 \
-    --hash=sha256:dd81f6907932ebac3abbe41378dac64b2380db1287e2aa64d8d88f78d170f51a \
-    --hash=sha256:de3a5c376f8cd94da9a1b8fd3dd1c16c7a7b216ed31dc8ce9fd7a22bf13b836e \
-    --hash=sha256:de885175515bcfa98ae618c1df7a072f13d179f81376c8007112af20567fd08a \
-    --hash=sha256:e29908922ce9da1a30b4da490bd1d3d82c01dcfdf864d2a74aacee674d0bfa34 \
-    --hash=sha256:e480080975c1ef7f780b8f99ed72337e7cc5efea2e518a20a692e8e7b278eb8b \
-    --hash=sha256:e61ea8e9fff9606d09178f577ff8ccdd7206ff73d6552bcec18e1033c4254b85 \
-    --hash=sha256:ec638c5d194ef8af27db69f16c954a09797c0dc25015ad6123eb2c73a4d271ca \
-    --hash=sha256:ed42e6cc8e1b0e2b9b96e2276bad70ae625d10d6d524aed0c93de974ae029f9f \
-    --hash=sha256:f00a0961b125f1a47af7bcc17f00782e12f4cd056f83416006b30111d941dfa3 \
-    --hash=sha256:f13936129ce841f2a5ddf6f126fea3c43cd128807b5a59588c37cf10178c2e64 \
-    --hash=sha256:f1771ce258afb3e4201e67d154edbbae712a76a6081079fe247c2f53c6322c22 \
-    --hash=sha256:f1f8338dd7a7f31761f1f1a3c47503a9a3b34eea3c8b01fa6ee96408affb5e72 \
-    --hash=sha256:f64b5537ac62b231572879cd08ec05600308636a5d63bcbdb15063a466977bec \
-    --hash=sha256:f80a55484b8d843c8ada81ebf70a682f3f00a3d40e378c06cf17ecb44d280d7d \
-    --hash=sha256:f91c0aff3e3ee0928edd1232c57f643a7a003e6edf1860bc3afcdc749cb513f3 \
-    --hash=sha256:fa3eb7c2995aa443687a825bc30395c8521b7c6ec201966e55debfd1128bcceb \
-    --hash=sha256:fb528e295ed31570ac3dcc9bfdd6e0150bc11ce6168ac87a8082055cf1a67395 \
-    --hash=sha256:fc331a5314ffddd5385b9ee9d0d2fee0b13c27e0e02dad71b1ae5d6561f51eeb \
-    --hash=sha256:fd35aa21299def8db7ef4fe5c4ff862941a9a158ca7b63d61e66fe67d30416b4 \
-    --hash=sha256:ff5e7783bcc5476e1db448bf268f11cb257b1c276d3e89f00b5727be86dd0127 \
-    --hash=sha256:ffe0883b56cfc05798bf994164d2b2ff03efe2d22022a2bb080f3b626176dd56
+pydantic-core==2.46.4 \
+    --hash=sha256:00c603d540afdd6b80eb39f078f33ebd46211f02f33e34a32d9f053bba711de0 \
+    --hash=sha256:0186750b482eefa11d7f435892b09c5c606193ef3375bcf94aa00ae6bfb66262 \
+    --hash=sha256:041bde0a48fd37cf71cab1c9d56d3e8625a3793fef1f7dd232b3ff37e978ecda \
+    --hash=sha256:0c563b08bca408dc7f65f700633d8442fffb2421fc47b8101377e9fd65051ff0 \
+    --hash=sha256:0cbe8b01f948de4286c74cdd6c667aceb38f5c1e26f0693b3983d9d74887c65e \
+    --hash=sha256:0ce40cd7b21210e99342afafbd4d0f76d784eb5b1d60f3bdc566be4983c6c73b \
+    --hash=sha256:0e96592440881c74a213e5ad528e2b24d3d4f940de2766bed9010ab1d9e51594 \
+    --hash=sha256:10e17cbb10a330363733efc4d7c4d0dd827ac0909b8f6a6542298fed1ea62f29 \
+    --hash=sha256:133878133d271ade3d41d1bfb2a45ec38dbdbda40bc065921c6b04e4630127e2 \
+    --hash=sha256:14d4edf427bdcf950a8a02d7cb44a08614388dd6e1bdcbf4f67504fa7887da9c \
+    --hash=sha256:14f4c5d6db102bd796a627bbb3a17b4cf4574b9ae861d8b7c9a9661c6dd3362d \
+    --hash=sha256:17299feefe090f2caa5b8e37222bb5f663e4935a8bfa6931d4102e5df1a9f398 \
+    --hash=sha256:184c081504d17f1c1066e430e117142b2c77d9448a97f7b65c6ac9fd9aee238d \
+    --hash=sha256:18e5ceec2ab67e6d5f1a9085e5a24c9c4e2ac4545730bfe668680bca05e555f3 \
+    --hash=sha256:19e51f073cd3df251856a8a4189fbdf1de4012c3ebacfb1884f94f1eb406079f \
+    --hash=sha256:1a7dd0b3ee80d90150e3495a3a13ac34dbcbfd4f012996a6a1d8900e91b5c0fb \
+    --hash=sha256:1d8ba486450b14f3b1d63bc521d410ec7565e52f887b9fb671791886436a42f7 \
+    --hash=sha256:2108ba5c1c1eca18030634489dc544844144ee36357f2f9f780b93e7ddbb44b5 \
+    --hash=sha256:228ee9bae8bef5b1e97ec58302f80357c37199e0d0a99174e138d28e6957b9d9 \
+    --hash=sha256:23ace664830ee0bfe014a0c7bc248b1f7f25ed7ad103852c317624a1083af462 \
+    --hash=sha256:2412e734dcb48da14d4e4006b82b46b74f2518b8a26ee7e58c6844a6cd6d03c4 \
+    --hash=sha256:29c61fc04a3d840155ff08e475a04809278972fe6aef51e2720554e96367e34b \
+    --hash=sha256:2f84c03c8607173d16b5a854ec68a2f9079ae03237a54fb506d13af47e1d018d \
+    --hash=sha256:3009f12e4e90b7f88b4f9adb1b0c4a3d58fe7820f3238c190047209d148026df \
+    --hash=sha256:3245406455a5d98187ec35530fd772b1d799b26667980872c8d4614991e2c4a2 \
+    --hash=sha256:3447661d99f75a3683a4cf5c87da72f2161964611864dbbeac7fbb118bb4bfc0 \
+    --hash=sha256:372429a130e469c9cd698925ce5fc50940b7a1336b0d82038e63d5bbc4edc519 \
+    --hash=sha256:395aebd9183f9d112f569aeb5b2214d1a10a33bec8456447f7fbdfa51d38d4cd \
+    --hash=sha256:3a233125ac121aa3ffba9a2b59edfc4a985a76092dc8279586ab4b71390875e7 \
+    --hash=sha256:3be77f45df024d789a672ae34f8b06fb346c4f9f46ea714956660ea4862e89ac \
+    --hash=sha256:3bf92c5d0e00fefaab325a4d27828fe6b6e2a21848686b5b60d2d9eeb09d76c6 \
+    --hash=sha256:3ecbc122d18468d06ca279dc26a8c2e2d5acb10943bb35e36ae92096dc3b5565 \
+    --hash=sha256:3fb702cd90b0446a3a1c5e470bfa0dd23c0233b676a9099ddcc964fa6ca13898 \
+    --hash=sha256:428e04521a40150c85216fc8b85e8d39fece235a9cf5e383761238c7fa9b96fb \
+    --hash=sha256:432c179df7874eeb73307aad2df0755e1ae0efa61ff0ea89b93e194411ae3928 \
+    --hash=sha256:4a05d69cba51d852c5c3e92758653245a50c0b646ced0cf05bd793ed592839d6 \
+    --hash=sha256:4c63ebc82684aa89d9a3bcbd13d515b3be44250dc68dd3bd81526c1cb31286c3 \
+    --hash=sha256:4fc73cb559bdb54b1134a706a2802a4cddd27a0633f5abb7e53056268751ac6a \
+    --hash=sha256:4fcbe087dbc2068af7eda3aa87634eba216dbda64d1ae73c8684b621d33f6596 \
+    --hash=sha256:56cb4851bcaf3d117eddcef4fe66afd750a50274b0da8e22be256d10e5611987 \
+    --hash=sha256:5855698a4856556d86e8e6cd8434bc3ac0314ee8e12089ae0e143f64c6256e4e \
+    --hash=sha256:5a4330cdbc57162e4b3aa303f588ba752257694c9c9be3e7ebb11b4aca659b5d \
+    --hash=sha256:5b712b53160b79a5850310b912a5ef8e57e56947c8ad690c227f5c9d7e561712 \
+    --hash=sha256:5d5902252db0d3cedf8d4a1bc68f70eeb430f7e4c7104c8c476753519b423008 \
+    --hash=sha256:617d7e2ca7dcb8c5cf6bcb8c59b8832c94b36196bbf1cbd1bfb56ed341905edd \
+    --hash=sha256:62f875393d7f270851f20523dd2e29f082bcc82292d66db2b64ea71f64b6e1c1 \
+    --hash=sha256:633147d34cf4550417f12e2b1a0383973bdf5cdfde212cb09e9a581cf10820be \
+    --hash=sha256:66ce7632c22d837c95301830e111ad0128a32b8207533b60896a96c4915192ea \
+    --hash=sha256:6b3ace8194b0e5204818c92802dcdca7fc6d88aabbb799d7c795540d9cd6d292 \
+    --hash=sha256:6f2eeda33a839975441c86a4119e1383c50b47faf0cbb5176985565c6bb02c33 \
+    --hash=sha256:7027560ee92211647d0d34e3f7cd6f50da56399d26a9c8ad0da286d3869a53f3 \
+    --hash=sha256:7283d57845ecf5a163403eb0702dfc220cc4fbdd18919cb5ccea4f95ee1cdab4 \
+    --hash=sha256:7a5f930472650a82629163023e630d160863fce524c616f4e5186e5de9d9a49b \
+    --hash=sha256:7bfb192b3f4b9e8a89b6277b6ce787564f62cfd272055f6e685726b111dc7826 \
+    --hash=sha256:811ff8e9c313ab425368bcbb36e5c4ebd7108c2bbf4e4089cfbb0b01eff63fac \
+    --hash=sha256:8233f2947cf85404441fd7e0085f53b10c93e0ee78611099b5c7237e36aacbf7 \
+    --hash=sha256:82cf5301172168103724d49a1444d3378cb20cdee30b116a1bd6031236298a5d \
+    --hash=sha256:8358a950c8909158e3df31538a7e4edc2d7265a7c54b47f0864d9e5bae9dcebf \
+    --hash=sha256:85bb3611ff1802f3ee7fdd7dbff26b56f343fb432d57a4728fdd49b6ef35e2f4 \
+    --hash=sha256:86e1a4418c6cd97d60c95c71164158eaf7324fae7b0923264016baa993eba6fc \
+    --hash=sha256:8b9bab013d1c7a79d3501ff86d0bc9c31bf587db4551677b96bec07df78c6b15 \
+    --hash=sha256:8c5dac79fa1614d1e06ca695109c6105923bd9c7d1d6c918d4e637b7e6b32fd3 \
+    --hash=sha256:8d0820e8192167f80d88d64038e609c31452eeca865b4e1d9950a27a4609b00b \
+    --hash=sha256:8daafc69c93ee8a0204506a3b6b30f586ef54028f52aeeeb5c4cfc5184fd5914 \
+    --hash=sha256:9037063db01f09b09e237c282b6792bd4da634b5402c4e7f0c61effed7701a04 \
+    --hash=sha256:905a0ed8ea6f2d61c1738835f99b699348d7857379083e5fc497fa0c967a407c \
+    --hash=sha256:90884113d8b48f760e9587002789ddd741e76ab9f89518cd1e43b1f1a52ec44b \
+    --hash=sha256:91a06d2e259ecfbd8c901d70c3c507900458498142b3026a296b7de4d1322cc9 \
+    --hash=sha256:926c9541b14b12b1681dca8a0b75feb510b06c6341b70a8e500c2fdcff837cce \
+    --hash=sha256:9401557acd873c3a7f3eb9383edef8ac4968f9510e340f4808d427e75667e7b4 \
+    --hash=sha256:9551187363ffc0de2a00b2e47c25aeaeb1020b69b668762966df15fc5659dd5a \
+    --hash=sha256:962ccbab7b642487b1d8b7df90ef677e03134cf1fd8880bf698649b22a69371f \
+    --hash=sha256:97e7cf2be5c77b7d1a9713a05605d49460d02c6078d38d8bef3cbe323c548424 \
+    --hash=sha256:9aa768456404a8bf48a4406685ac2bec8e72b62c69313734fa3b73cf33b3a894 \
+    --hash=sha256:9bc519fbf2b7578398853d815009ae5e4d4603d12f4e3f91da8c06852d3da3e9 \
+    --hash=sha256:9d56801be94b86a9da183e5f3766e6310752b99ff647e38b09a9500d88e46e76 \
+    --hash=sha256:9f444c499b3eefd3a92e348059471ea0c3a6e303d9c1cec09fa748fd9f895201 \
+    --hash=sha256:9fa8ae11da9e2b3126c6426f147e0fba88d96d65921799bb30c6abd1cb2c97fb \
+    --hash=sha256:a0f62d0a58f4e7da165457e995725421e0064f2255d8eccebc49f41bbc23b109 \
+    --hash=sha256:a396dcc17e5a0b164dbe026896245a4fa9ff402edca1dff0be3d53a517f74de4 \
+    --hash=sha256:aaa2a54443eff1950ba5ddc6b6ccda0d9c84a364276a62f969bdf2a390650848 \
+    --hash=sha256:ad785e92e6dc634c21555edc8bd6b64957ab844541bcb96a1366c202951ae526 \
+    --hash=sha256:af8244b2bef6aaad6d92cda81372de7f8c8d36c9f0c3ea36e827c60e7d9467a0 \
+    --hash=sha256:b078afbc25f3a1436c7a1d2cd3e322497ee99615ba97c563566fdf46aff1ee01 \
+    --hash=sha256:b2f69dec1725e79a012d920df1707de5caf7ed5e08f3be4435e25803efc47458 \
+    --hash=sha256:b8458003118a712e66286df6a707db01c52c0f52f7db8e4a38f0da1d3b94fc4e \
+    --hash=sha256:bb63e0198ca18aad131c089b9204c23079c3afa95487e561f4c522d519e55aba \
+    --hash=sha256:bfec22eab3c8cc2ceec0248aec886624116dc079afa027ecc8ad4a7e62010f8a \
+    --hash=sha256:c1747f85cee84c26985853c6f3d9bd3e75da5212912443fa111c113b9c246f39 \
+    --hash=sha256:c1b3f518abeca3aa13c712fd202306e145abf59a18b094a6bafb2d2bbf59192c \
+    --hash=sha256:c50f2528cf200c5eed56faf3f4e22fcd5f38c157a8b78576e6ba3168ec35f000 \
+    --hash=sha256:c68fcd102d71ea85c5b2dfac3f4f8476eff42a9e078fd5faefff6d145063536b \
+    --hash=sha256:c7a7bd4e39e8e4c12c39cd480356842b6a8a06e41b23a55a5e3e191718838ddf \
+    --hash=sha256:c94f0688e7b8d0a67abf40e57a7eaaecd17cc9586706a31b76c031f63df052b4 \
+    --hash=sha256:cbaf13819775b7f769bf4a1f066cb6df7a28d4480081a589828ef190226881cd \
+    --hash=sha256:cd2213145bcc2ba85884d0ac63d222fece9209678f77b9b4d76f054c561adb28 \
+    --hash=sha256:ce5c1d2a8b27468f433ca974829c44060b8097eedc39933e3c206a90ee49c4a9 \
+    --hash=sha256:d396ec2b979760aaf3218e76c24e65bd0aca24983298653b3a9d7a45f9e47b30 \
+    --hash=sha256:d51026d73fcfd93610abc7b27789c26b313920fcfb20e27462d74a7f8b06e983 \
+    --hash=sha256:d80ee3d731373b24cebbc10d689ca4ee1875caf0d5703a245db18efd4dd37fc1 \
+    --hash=sha256:d995260fdf4e1db774581b4900e0f832abe3c7c84996726bbc161b19c8f29e76 \
+    --hash=sha256:da4b951fe36dc7c3a1ccb4e3cd1747c3542b8c9ceede8fc86cae054e764485f5 \
+    --hash=sha256:daa27d92c36f24388fe3ad306b174781c747627f134452e4f128ea00ce1fe8c4 \
+    --hash=sha256:db06ffe51636ffe9ca531fe9023dd64bdd794be8754cb5df57c5498ae5b518a7 \
+    --hash=sha256:e0d65b8c354be7fb5f720c3caa8bc940bc2d20ce749c8e06135f07f8ed95dd7c \
+    --hash=sha256:e68b7a074f65a2fd746c52a7ce6142ab7006074ac269ace0c25cd8ba171f8066 \
+    --hash=sha256:e739fee756ba1010f8bcccb534252e85a35fe45ae92c295a06059ce58b74ccd3 \
+    --hash=sha256:e846ae7835bf0703ae43f534ab79a867146dadd59dc9ca5c8b53d5c8f7c9ef02 \
+    --hash=sha256:e9c26f834c65f5752f3f06cb08cb86a913ceb7274d0db6e267808a708b46bc89 \
+    --hash=sha256:ea793e075b70290d89d8142074262885d3f7da19634845135751bd6344f73b50 \
+    --hash=sha256:f027324c56cd5406ca49c124b0db10e56c69064fec039acc571c29020cc87c76 \
+    --hash=sha256:f13a646d65d09fbf1bc6b3a9635d30095c8e7e5cc419ff35ecc563c5fd04cd49 \
+    --hash=sha256:f47286a97f0bc9b8859519809077b91b2cefe4ae47fcbf5e466a009c1c5d742b \
+    --hash=sha256:f747929cf940cddb5b3668a390056ddd5ba2e5010615ea2dcf4f9c4f3ab8791d \
+    --hash=sha256:f99626688942fb746e545232e7726926f3be91b5975f8b55327665fafda991c7 \
+    --hash=sha256:f9fa868638bf362d3d138ea55829cefb3d5f4b0d7f142234382a15e2485dbec4 \
+    --hash=sha256:fbdb89b3e1c94a30cc5edfce477c6e6a5dc4d8f84665b455c27582f211a1c72c \
+    --hash=sha256:fc010ab034c8c7452522748bf937df58020d256ccae0874463d1f4d01758af8e \
+    --hash=sha256:fc3e9034a63de20e15e8ade85358bc6efc614008cab72898b4b4952bea0509ff \
+    --hash=sha256:fd8b3d9fd264be37976686c7f65cd52a83f5e84f4bfd2adf9c1d469676bbb6ae
     # via pydantic
-pydantic-settings==2.14.0 \
-    --hash=sha256:24285fd4b0e0c06507dd9fdfd331ee23794305352aaec8fc4eb92d4047aeb67d \
-    --hash=sha256:fc8d5d692eb7092e43c8647c1c35a3ecd00e040fcf02ed86f4cb5458ca62182e
+pydantic-settings==2.14.2 \
+    --hash=sha256:a20c97b37910b6550d5ea50fbcc2d4187defe58cd57070b73863d069419c9440 \
+    --hash=sha256:c19dd64b19097f1de80184f0cc7b0272a13ae6e170cbf240a3e27e381ed14a5f
     # via
     #   docling
     #   docling-core
     #   fastapi-mcp
-    #   mcp
 pydata-google-auth==1.9.1 \
     --hash=sha256:0a51ce41c601ca0bc69b8795bf58bedff74b4a6a007c9106c7cbcdec00eaced2 \
     --hash=sha256:75ffce5d106e34b717b31844c1639ea505b7d9550dc23b96fb6c20d086b53fa3
@@ -4158,9 +4637,40 @@ pygments==2.20.0 \
     #   nbconvert
     #   rich
     #   sphinx
-pyjwt[crypto]==2.12.1 \
-    --hash=sha256:28ca37c070cad8ba8cd9790cd940535d40274d22f80ab87f3ac6a713e6e8454c \
-    --hash=sha256:c74a7a2adf861c04d002db713dd85f84beb242228e671280bf709d765b03672b
+pyiceberg==0.11.1 \
+    --hash=sha256:138983e96a5c473aae1e1cd6143aacf02ccc9bbbf6180f15fa2588f99531188b \
+    --hash=sha256:1663d79fc8400903992c63f79b3908b9298c623138e8929bf36c559231e082d3 \
+    --hash=sha256:1d6b6f0c1e7dd8357f1ba56524bfc870d04ad3c00979db291784a7145497ad3b \
+    --hash=sha256:23ed91f8d2fa75a109708338f80a7addd2f37c93a8b0e6c9d220f1427939b81f \
+    --hash=sha256:366fe0d5a74e3cf1d4e7cbf3c49e308da60e7835ea268667be9185388f05d7a5 \
+    --hash=sha256:4d8790f420ebc484236017edba59182cf2a21bd3e4224a0bd0760a9c7268e96a \
+    --hash=sha256:6400774e6820760eb6c322f6feace43fe7267deb9f8d508f10bf258887a9c4d5 \
+    --hash=sha256:65a7ad892a570045b0de2db6af17119162880aebc05a0c125ce2db7dab36f17e \
+    --hash=sha256:6cf94756fb6a822d20a5a64f44840e6633ebf8b1deb3ce01057bff1cc03b01c2 \
+    --hash=sha256:7770e7bdee34549e8baf28b8626e6552de7894d869465a7c95fd9af33b4cbeb0 \
+    --hash=sha256:856c7fca5ed780ed44f60bceb92d6b311ebc008a2249415b8f6045201d4f5530 \
+    --hash=sha256:89c347170a691e3b8d072519f36790b9c19a2263ec0af0144c873994ecfe55eb \
+    --hash=sha256:8bd52c1891ae74cee21a4ebe8325953310a2e0af5352d70f47f5461422fcce2d \
+    --hash=sha256:8c62636a1e9d8a1fc74ffb70383939b9cd93f2c9ee8e12015a50dd75c98a989e \
+    --hash=sha256:a0f958cbca18d05846e3081dfff8575e73d45595441d659847479656dc76f91d \
+    --hash=sha256:ae27ba4d37925d5b2cff192acaa70c8bb114d632bbc527cc91fea0370702b866 \
+    --hash=sha256:b347d3cc8510f8fbe191956fcda7da372ebb3302789acefca08e352345959003 \
+    --hash=sha256:b4b91f1b1bac135c077326d30a1876f917e6c36b844a2e329b148fb9cb7aa660 \
+    --hash=sha256:b7ec5db19feab98a31fcd5caccf4a9a4e83f96933d1ca393ba7aea665710c2bb \
+    --hash=sha256:ba98d6a41ec0b7c81dd85d764f15653d6abbbbd69d92630677c43f92dd50d924 \
+    --hash=sha256:bba3a35b4648694783aeae5b77c235a57191c8b1b375c8602b03ae56a6cf4fe7 \
+    --hash=sha256:ccac408873f65b8954858ef08d4b098841301e232afc1b14e3eada489d303a7f \
+    --hash=sha256:cd423b8ee2f75fc9db09158875abe5e2c952a26ae5e521c3265ab2f9d3511ddf \
+    --hash=sha256:cec0616d2ba6e7dda6327089a2f34ec723aa9ac2c389857ef0b83f65fb135dd6 \
+    --hash=sha256:db66a4e0fdfbf4090631d59c3f65e960d9a5561e9259f6f3993cbe91e396837e \
+    --hash=sha256:ddb360da76c62c7c23ec3da40e1af48e6712a563905fea2d1a8911ff7a3b6c4d \
+    --hash=sha256:e08c268e12d54ea629a1f123bf7cb9587bdd57fd7bcdac22394dc6272a18668f \
+    --hash=sha256:e273242cdca56029af694d7ce18075d47a74d034326d663ff6dd2655a6f44825 \
+    --hash=sha256:eb3a0a3e630ee89758eb96b39b456f4697732351fb0c080e9498ea578f9b71f9
+    # via feast (pyproject.toml)
+pyjwt[crypto]==2.13.0 \
+    --hash=sha256:41571c89ca91598c79e8ef18a2d07367d4810fbbd6f637794879baf1b7703423 \
+    --hash=sha256:66adcc2aff09b3f1bbd95fc1e1577df8ac8723c978552fd43304c8a290ac5728
     # via
     #   feast (pyproject.toml)
     #   kube-authkit
@@ -4168,12 +4678,13 @@ pyjwt[crypto]==2.12.1 \
     #   msal
     #   singlestoredb
     #   snowflake-connector-python
-pylatexenc==2.10 \
-    --hash=sha256:3dd8fd84eb46dc30bee1e23eaab8d8fb5a7f507347b23e5f38ad9675c84f40d3
+pylatexenc==2.11 \
+    --hash=sha256:305a072a99ce736246049c9da05841b9d718c0f7ea8888f5f596cf15cb621053 \
+    --hash=sha256:e78e7391d6c104f1ed150e21cfaa58016cdb50aa54406a2eecb793649ffdfdd0
     # via docling
-pymilvus==2.5.18 \
-    --hash=sha256:1b78badcfa8d62db7d0b29193fc0422e4676873ff1c745a9d75c2c885d7a7e32 \
-    --hash=sha256:9e517076068e98dac51c018bc0dfe1f651d936154e2e2d9ad6c7b3dab1164e2d
+pymilvus==3.0.1 \
+    --hash=sha256:c02389059088b18d6e598cd175541e445c772fab4926c5e527c4913be34887f1 \
+    --hash=sha256:c5a8d5c1fa1de7b416e3529d383d8cc2e7da2170433ffa4a2d9087e14f70171a
     # via feast (pyproject.toml)
 pymongo==4.17.0 \
     --hash=sha256:0ff6bd2f735ab5356541e3e57d5b7dbfbc3f2ee1ccb10b6b0f82d58af69d1d8e \
@@ -4248,69 +4759,54 @@ pymongo==4.17.0 \
     --hash=sha256:faf03e4c2aafd6de626dbd30ba246d369ae33f47f10629d1bbe40f72115027a6 \
     --hash=sha256:ff5aa3f1c7e3f08eb0e7a016c91ba468b1850ccfd63d9b1f12f56350f4974cef
     # via feast (pyproject.toml)
-pymssql==2.3.2 \
-    --hash=sha256:06883bc9bdb297ae9132d9371b5b1a3a223c8f93dd6a87d1c112c6a688f26d53 \
-    --hash=sha256:0768d90f96ae3267d7561d3bcfe94dd671d107489e870388b12570c3debbc552 \
-    --hash=sha256:0831c5c95aab0b9aba5142dc97e28f59c4130e1c34ffc13ecbfdd4d2fe45b8a0 \
-    --hash=sha256:08facd25a50a7279385d1ffcee9d6d83c4e361db1af38e14519a87d7b1cadb10 \
-    --hash=sha256:0a20a17db870fb0e446a6d6bf7664aaf84af7be58ab1fad025cafa4e092507a1 \
-    --hash=sha256:1037053e6c74d6fe14c428cc942968b4e4bf06854706a83fe8e822e475e3f107 \
-    --hash=sha256:148b7714fff5a5b7ce038e92b02dd9bf68fe442c181a3aae32148e7b13f6db95 \
-    --hash=sha256:18089641b687be1ebd0f64f0d1ff977478a397ffa1af372bdf10dbec29cf6d2e \
-    --hash=sha256:1afda7b7022eff9451bd83e3f64c450a1a8cdff4ba8b8e399866dcd2cb861a1e \
-    --hash=sha256:1bc33ed9af6d8ebea2d49144cd2317b7ae1105dd51dddfd46982c90c8f0cf6ab \
-    --hash=sha256:1c99dba4bf5b1ce10657e9e2885f18ba9179190251b63d1498e7d6d72e64f1ce \
-    --hash=sha256:1cdc2619e7b4192b8d6619fd52ba8a2eae18b38b376f8649fb8f0727c4e88ff9 \
-    --hash=sha256:22b1ce3a48f28ee7d06ebc9ed94276d0bf1c99051ee1df3d2377b74721bd62ef \
-    --hash=sha256:22fb0fdd3b889bc10abbe3aa2abe7a008b30a6367b9ba159412d185d7d8fda9d \
-    --hash=sha256:235c230e56d8c8c5f289e665c538f31d967fec302d05ad269dcd64fa9d6eb3b7 \
-    --hash=sha256:23f5e2e2bdba1cf7cecbac66dd07de7631a8efca5692efee18ff46ebc087b757 \
-    --hash=sha256:2568944db3888996e161b40ad06c1b9e0fbb6cfcb38279a3abb98ece7a8e1c4a \
-    --hash=sha256:26bdb7abd5f107b6be422635f03e2cecaa52a5f4c394a205014586abbff9e72a \
-    --hash=sha256:2a44a0898dacba4e25cac8778d0ed112e297883fe862204e447081888da78dc4 \
-    --hash=sha256:2f4093b95f1f3a1232687fc92f652aaf675eb423db8549c16d146b91ac2f0eba \
-    --hash=sha256:33ad813092f8fb8f74578c5b5e37c818c4ae130fd4047cb28f0b256f2f107367 \
-    --hash=sha256:3870085a49e5332bc67ecb24f217c586977d5352eb51598244fc7bc278eee3e1 \
-    --hash=sha256:41d09e1b2534229b288c37b88c1de3d964317af2c7eec58bfb97e01d679eba27 \
-    --hash=sha256:5904d78e61668ec89761d3ae01efd4b42b31d820f612929f449e93cd23ba3c54 \
-    --hash=sha256:6019d2939963112662288704f608f31634038bffcfd5cad1bc79cb167edb3cc1 \
-    --hash=sha256:72b6599963b6e066998c4b27b7bf207684c243b12b1e5dcc180b2af22802ae6c \
-    --hash=sha256:73fac766b448613d7ae26e6b304b2cb8a7ffebccaa373633bad3b3cbcc829935 \
-    --hash=sha256:793a93da1521fa66bf02b3b873065e22bf14bda5570e005ce3d5fae0776d7b92 \
-    --hash=sha256:79cdc3ed1da3129ba56232127db86279728c4328595e2532ed4d0da6379a5c72 \
-    --hash=sha256:82ed3dd560d3fb222d26ce3a7373f46dc3ad1d50b6e6417ef7399e87fa9aefe1 \
-    --hash=sha256:8cd806380d362d4cef2d925a6baee6a4b2b151a92cac2cab5c4bfabed4be4849 \
-    --hash=sha256:9361593a89c9162fc631baf648a87e2666373382d9d54aacfb19edab9ceb2007 \
-    --hash=sha256:97fbd8491ad3ece0adcb321acec6db48b8fe37bc74af4c91bb657d4d9347d634 \
-    --hash=sha256:9e3d6fada7fbe7a5f5fafc420673f777bab3f399c78fa44e29de6a8cbc36e515 \
-    --hash=sha256:a3f9e7eb813dfeab6d01bf6474049bb76b0521235159d3e969ec82df384eac49 \
-    --hash=sha256:aa08b6203b2b5ed5ce47f80d5c529459181300d7e0d0c1e84390a4d01d45e509 \
-    --hash=sha256:ab48de09864fa6f49c575ef569f6773981d0cd905ff7288b5b185f8079a5a21f \
-    --hash=sha256:ab912d1178d5977e421cf9c4d4071958b223cbe4a2b6dd64611d521aa6bb7187 \
-    --hash=sha256:ae02cc1594f0addd748bf5ac1ccc7a73c03846ada9c553663c381b242b586606 \
-    --hash=sha256:b0c2b11aca16617cacaf385fb94134e73ba0216a924f9b85778cc7e3d3713361 \
-    --hash=sha256:b14cc65369d1425f2fb517609113465a0f55f19a49648160f2d10be4cb43ff4d \
-    --hash=sha256:b156b15165f7a0bbb392a124d8e2d678145c93e5bfcfef3b637e4d87eadcc85b \
-    --hash=sha256:b16d5880f7028442d6c49c94801ce9bff3af8af0fbda7c6039febb936714aed5 \
-    --hash=sha256:b3eb201c402bcf4f5b9399df0bb20d522636d2e87d1c6957a0b6d772ee636c61 \
-    --hash=sha256:bac6f355c454f94b0e15a04b7841236e5c5c4ef44d2d1beed00a3ad7b50ccc53 \
-    --hash=sha256:c24ba6aedb9b5540b56f3e74bff92b687c6e90c00650823385729c7e55923cf5 \
-    --hash=sha256:cbe9058b6520be74463476ff2cdb17bbab5ff60b60b3ed7bd8bd2d086bdfd9bd \
-    --hash=sha256:cc13c2e0f1b8efc3a46941de9db768fa59937b5a54081ec0cb0ff0da17d1fff3 \
-    --hash=sha256:dd5fe7552edc81628e4242b4671f7bad5ff1ec790bae5c7615d989375620edac \
-    --hash=sha256:eb629b5fb0376fbf39d575cf1365e504b84877b19f9e8d53caa5228fed56894a \
-    --hash=sha256:ee8ee2c7c227c413ad9b88ddba1cb6a25e28c217ae73ecac1c7a6b8c29003604 \
-    --hash=sha256:ef0d29c705db552f9e75230f946b0ca9db0db903c5c9ee79ce8b88ad25ea9670 \
-    --hash=sha256:f1791f4627c42fe2d2833c884d036b0c5c8cf628f2cdfa3536191c217acf729e \
-    --hash=sha256:f282e701dca155b3e7f1644d7e3b60c201ca5f3be8045bce34042d3c737d63ee \
-    --hash=sha256:f2b1da4e68d618c7972e583ae19f386ae620258acb61564e8067c203f27cd769 \
-    --hash=sha256:f9737c06b13ca2012b9900185fa3af72a37941c532da2e6373dd7c9ab16abddf \
-    --hash=sha256:fb8a7b197aaf466a7577ca6690aa9d747081b653ab212d052d71f3cc10587c3b \
-    --hash=sha256:fdd774b26407babd0205ef85a098f90553e6b3da77a22322a1e7d2cb51f742c0
+pymssql==2.3.13 \
+    --hash=sha256:0a7e6431925572bc75fb47929ae8ca5b0aac26abfe8b98d4c08daf117b5657f1 \
+    --hash=sha256:0fddd24efe9d18bbf174fab7c6745b0927773718387f5517cf8082241f721a68 \
+    --hash=sha256:123c55ee41bc7a82c76db12e2eb189b50d0d7a11222b4f8789206d1cda3b33b9 \
+    --hash=sha256:1493f63d213607f708a5722aa230776ada726ccdb94097fab090a1717a2534e0 \
+    --hash=sha256:152be40c0d7f5e4b1323f7728b0a01f3ee0082190cfbadf84b2c2e930d57e00e \
+    --hash=sha256:16c5957a3c9e51a03276bfd76a22431e2bc4c565e2e95f2cbb3559312edda230 \
+    --hash=sha256:17942dc9474693ab2229a8a6013e5b9cb1312a5251207552141bb85fcce8c131 \
+    --hash=sha256:1c6d0b2d7961f159a07e4f0d8cc81f70ceab83f5e7fd1e832a2d069e1d67ee4e \
+    --hash=sha256:2137e904b1a65546be4ccb96730a391fcd5a85aab8a0632721feb5d7e39cfbce \
+    --hash=sha256:2b056eb175955f7fb715b60dc1c0c624969f4d24dbdcf804b41ab1e640a2b131 \
+    --hash=sha256:30918bb044242865c01838909777ef5e0f1b9ecd7f5882346aefa57f4414b29c \
+    --hash=sha256:319810b89aa64b99d9c5c01518752c813938df230496fa2c4c6dda0603f04c4c \
+    --hash=sha256:476f6f06b2ae5dfbfa0b169a6ecdd0d9ddfedb07f2d6dc97d2dd630ff2d6789a \
+    --hash=sha256:48631c7b9fd14a1bd5675c521b6082590bf700b7961c65638d237817b3fde735 \
+    --hash=sha256:4aa18944a121f996178e26cadc598abdbf73759f03dc3cd74263fdab1b28cd96 \
+    --hash=sha256:4b834c34e7600369eee7bc877948b53eb0fe6f3689f0888d005ae47dd53c0a66 \
+    --hash=sha256:4d87237500def5f743a52e415cd369d632907212154fcc7b4e13f264b4e30021 \
+    --hash=sha256:51e42c5defc3667f0803c7ade85db0e6f24b9a1c5a18fcdfa2d09c36bff9b065 \
+    --hash=sha256:5c045c0f1977a679cc30d5acd9da3f8aeb2dc6e744895b26444b4a2f20dad9a0 \
+    --hash=sha256:5c2e55b6513f9c5a2f58543233ed40baaa7f91c79e64a5f961ea3fc57a700b80 \
+    --hash=sha256:612ac062027d2118879f11a5986e9d9d82d07ca3545bb98c93200b68826ea687 \
+    --hash=sha256:6a6c0783d97f57133573a03aad3017917dbdf7831a65e0d84ccf2a85e183ca66 \
+    --hash=sha256:79c759db6e991eeae473b000c2e0a7fb8da799b2da469fe5a10d30916315e0b5 \
+    --hash=sha256:7d7037d2b5b907acc7906d0479924db2935a70c720450c41339146a4ada2b93d \
+    --hash=sha256:7f9b1d5aef2b5f47a7f9d9733caee4d66772681e8f798a0f5e4739a8bdab408c \
+    --hash=sha256:8d66ce0a249d2e3b57369048d71e1f00d08dfb90a758d134da0250ae7bc739c1 \
+    --hash=sha256:910404e0ec85c4cc7c633ec3df9b04a35f23bb74a844dd377a387026ae635e3a \
+    --hash=sha256:a930adda87bdd8351a5637cf73d6491936f34e525a5e513068a6eac742f69cdb \
+    --hash=sha256:aa5e07eff7e6e8bd4ba22c30e4cb8dd073e138cd272090603609a15cc5dbc75b \
+    --hash=sha256:b0af51904764811da0bfe4b057b1d72dee11a399ce9ed5770875162772740c8a \
+    --hash=sha256:c0ea72641cb0f8bce7ad8565dbdbda4a7437aa58bce045f2a3a788d71af2e4be \
+    --hash=sha256:c690f1869dadbf4201b7f51317fceff6e5d8f5175cec6a4a813e06b0dca2d6ed \
+    --hash=sha256:cf4f32b4a05b66f02cb7d55a0f3bcb0574a6f8cf0bee4bea6f7b104038364733 \
+    --hash=sha256:d663c908414a6a032f04d17628138b1782af916afc0df9fefac4751fa394c3ac \
+    --hash=sha256:d94da3a55545c5b6926cb4d1c6469396f0ae32ad5d6932c513f7a0bf569b4799 \
+    --hash=sha256:db77da1a3fc9b5b5c5400639d79d7658ba7ad620957100c5b025be608b562193 \
+    --hash=sha256:e053b443e842f9e1698fcb2b23a4bff1ff3d410894d880064e754ad823d541e5 \
+    --hash=sha256:e7c31f192da9d30f0e03ad99e548120a8740a675302e2f04fa8c929f7cbee771 \
+    --hash=sha256:eb3275985c23479e952d6462ae6c8b2b6993ab6b99a92805a9c17942cf3d5b3d \
+    --hash=sha256:f1897c1b767cc143e77d285123ae5fd4fa7379a1bfec5c515d38826caf084eb6 \
+    --hash=sha256:f5d995a80996235ed32102a93067ce6a7143cce3bfd4e5042bf600020fc08456 \
+    --hash=sha256:fc5482969c813b0a45ce51c41844ae5bfa8044ad5ef8b4820ef6de7d4545b7f2 \
+    --hash=sha256:ff5be7ab1d643dbce2ee3424d2ef9ae8e4146cf75bd20946bc7a6108e3ad1e47
     # via feast (pyproject.toml)
-pymysql==1.1.3 \
-    --hash=sha256:8164ba62c552f6105f3b11753352d0f16b90d1703ba67d81923d5a8a5d1c5289 \
-    --hash=sha256:e70ebf2047a4edf6138cf79c68ad418ef620af65900aa585c5e8bfc95044d43a
+pymysql==1.2.0 \
+    --hash=sha256:62169ce6d5510f08e140c5e7990ee884a9764024e4a9a27b2cc11f1099322ae0 \
+    --hash=sha256:6c7b17ca686988104d7426c27895b455cdeea3e9d3ceb1270f0c3704fead8c33
     # via feast (pyproject.toml)
 pynacl==1.6.2 \
     --hash=sha256:018494d6d696ae03c7e656e5e74cdfd8ea1326962cc401bcf018f1ed8436811c \
@@ -4407,14 +4903,17 @@ pyodbc==5.3.0 \
     # via
     #   feast (pyproject.toml)
     #   ibis-framework
-pyopenssl==26.1.0 \
-    --hash=sha256:115563879b2c8ccb207975705d3e491434d8c9d7c79667c902ecbf5f3bbd2ece \
-    --hash=sha256:737f0a2275c5bc54f3b02137687e1a765931fb3949b9a92a825e4d33b9eec08b
+pyopenssl==26.2.0 \
+    --hash=sha256:4f9d971bc5298b8bc1fab282803da04bf000c755d4ad9d99b52de2569ca19a70 \
+    --hash=sha256:8c6fcecd1183a7fc897548dfe388b0cdb7f37e018200d8409cf33959dbe35387
     # via snowflake-connector-python
 pyparsing==3.3.2 \
     --hash=sha256:850ba148bd908d7e2411587e247a1e4f0327839c40e2e5e6d05a007ecc69911d \
     --hash=sha256:c777f4d763f140633dcb6d8a3eda953bf7a214dc4eff598413c070bcdc117cbc
-    # via great-expectations
+    # via
+    #   great-expectations
+    #   matplotlib
+    #   pyiceberg
 pypdfium2==4.30.0 \
     --hash=sha256:0dfa61421b5eb68e1188b0b2231e7ba35735aef2d867d86e48ee6cab6975195e \
     --hash=sha256:119b2969a6d6b1e8d55e99caaf05290294f2d0fe49c12a3f17102d01c441bd29 \
@@ -4436,8 +4935,95 @@ pyproject-hooks==1.2.0 \
     # via
     #   build
     #   pip-tools
-pyspark==4.1.1 \
-    --hash=sha256:77f78984aa84fbe865c717dd37b49913b4e5c97d76ef6824f932f1aefa6621ec
+pyroaring==1.1.0 \
+    --hash=sha256:01212da3752d6486adcca98c9d353f8fb8e36513e05062cdd0feebc4211dbe70 \
+    --hash=sha256:0183b26c6e25a14e32b2aed7095a19491d6c835096032b33bc00b4ae995495bf \
+    --hash=sha256:043dbbaa905f7288c515ac06a96b67a3763f35e9ae06f0c0278c0d9964d16760 \
+    --hash=sha256:0dfb6cf50fd8898179e460e699a6b8326ca508c627d083f7bf62f769fe1717d5 \
+    --hash=sha256:0f1d76ef29034017eb2cceebd5fa0504d6ced218ce6432f99da5adecbe038269 \
+    --hash=sha256:100585f438b293112e2c52e45a442835837c8a0267dd1e513bafec35628f8ecb \
+    --hash=sha256:13660386ea8905ee4d42c21a6275463e2dc7d31e0b5d65eec210aa7043ad96f4 \
+    --hash=sha256:19c9bb8b32f17fe63e54e78f88a7a67fe2dca352bf79d7d3b43f0a901db5ea3b \
+    --hash=sha256:19d0c81c865d63791fe20e5b38733b66f4f962e677ae7e8b3d3c4947ac6e752f \
+    --hash=sha256:1fc112b9a9890f89cc645a16604783ed7fa25299f149b0ef7b45a5e2e3c1f31f \
+    --hash=sha256:212f471da113eba24a0fedbd1ef078bfed34b792e8f48dba3f7301f1bca2678a \
+    --hash=sha256:25d65257258f7a3df8b872ddfe18f3681f20b3bc2a3093f08fc80c66338051f4 \
+    --hash=sha256:370d191b0d1b32bbd99452ef5f0485f22fcc4bf7404d33b821d0ce2459951152 \
+    --hash=sha256:381eda673442c389993f8b0db2dbf5d02ea8ea9aac6ba736f64cc1ffb6c96885 \
+    --hash=sha256:39eff7dd06c163c22d0a9f9fd72d27e671457bea8cdb71215382a10512539e1d \
+    --hash=sha256:3beb40eb1220d1ce4fb3661bb019e9a21857e5bb294fe8c1c5016aeb6e82318c \
+    --hash=sha256:3d04c3eb039cf2295e4d375ef81fd6e3cae7cefe3b5c457ccaf78d7d6f963a5d \
+    --hash=sha256:44a9f9719ed18e86627286f90057f9b7e22f6ba1d952c9793f9600b5c14e8680 \
+    --hash=sha256:462b0952277d3100a90ae890ae641d3fb3561b10cfea542e02468f0bef7700a5 \
+    --hash=sha256:499f0a5d03d64e7b846ee749e87721fb8516da7233baafb24ab69aa63bcf080b \
+    --hash=sha256:4a2c7ecd74e7b3ded54ad771a2b7c0aa08aa98f78e43500fa970d68d684bef0c \
+    --hash=sha256:4ae81a0353af50d6885720b9119783b8be7bcd079e727ea1c4fca3f452fe95ba \
+    --hash=sha256:4c443e9f942b6089efe8c9b264576e9d116f90be28a315679375bba2d8a915d6 \
+    --hash=sha256:51dd2490a64ad4ed53c4fb58ef1ee3f84f6cbd97cdb47abd9065c9f714ab72ef \
+    --hash=sha256:51ebe5e6f48e3dc9df91a4cb62137ef72e1469acd6f37479abd9991f6d945cc9 \
+    --hash=sha256:532ae6bb1d3431d9956ef07589dd5c8dd918301a83d937c7dc6e511b1364d76a \
+    --hash=sha256:532e53191d8dd29dedfc5202cbb45632f7df751b207a7f6d6860fb7067c7fe11 \
+    --hash=sha256:53acecba8f898e96b84d4139356e30719c70358177e270055901d3ec1cb0e34c \
+    --hash=sha256:5599b691e5e993f7fdd9880429d1c485eae03dc392ba5b2dbe2eef0434bea1a5 \
+    --hash=sha256:55c9d0b708a65308eaa95c53d9de56a2b4425812395f6e57a4d9ad8efb081bf9 \
+    --hash=sha256:562fa04bbfd41144d1276ed79505007557c161371450d68a1d71fc83dc01d083 \
+    --hash=sha256:56a67794188275f8897a8f1fa64d6313c48241bebbdef38833063e7281b29ef8 \
+    --hash=sha256:591e2ed4d60443dafd9075c1f72e9aaf359ccf5120e32a8c340c2b2ae3da45e7 \
+    --hash=sha256:5e337f8c5b3c2e0c27da83fc2cb702684a47eee907a960cfee964fcb5344515b \
+    --hash=sha256:5eb031237e9d39cbdfc9276facacdd88e27aefb58940bd8b56b878dfd38d6022 \
+    --hash=sha256:61a8eabee99104ca197b6e7cce05dc4f27f503be52881800cd370eb5a5152d3f \
+    --hash=sha256:650db21c10f42ff2b09ef02c10a779a3d59d0c7512552f3844738b30adbcb8a5 \
+    --hash=sha256:66aa6a321fbc598f26d5e66050a7f145c2253f3fe5737b589841ff0cbe5cb177 \
+    --hash=sha256:67650460c65bdd7b4f5078d9c955aa38f64627d02cb48f9cfb24eae84bca2aba \
+    --hash=sha256:6a1d4c59d5b23c01d62f86d57ceefd0c0977de0425aafa7069f2d70563fed3b8 \
+    --hash=sha256:71fec09bd42f8c33ac3b762cd00c5db842eb583ffd0e361739ce1c17ad078a6a \
+    --hash=sha256:72f68a16b00b35481d9b3bfe897ecd8a1f7da69efd92ba5b17347ca11c21cb0d \
+    --hash=sha256:731a7a9e050758986d5757eea10f9ccb08f9c3ef514ce0335f4a90e126f81131 \
+    --hash=sha256:7caf95de39ce869ea0978068521cf6faa7350574fd1734ad6c63e5ed8cd06baa \
+    --hash=sha256:81ebbc0c880c8a10f13118632e5c0d59159ceada8b651bba18f2e6dc70efdeda \
+    --hash=sha256:8376c62e60a49e8fe51ffce569f74beed6e53fb58e5d6739f954c8c51ec0bec3 \
+    --hash=sha256:83815b3a4cb9c3b17096c70833373610d5c93e89c134548cf43436c90326bfb3 \
+    --hash=sha256:8a5fbcb86e44f1c0c9c052917eee67a04cbac9de7392fb4bc77c140ff4a7e471 \
+    --hash=sha256:8cff06d18c9a30f8547a92757078aa345db1ba5b22e3082a05f64e50b384e27a \
+    --hash=sha256:8f1f56004e8f1c1489bf279c25f1fa4764252cd9af5fb35675774268a4a615ba \
+    --hash=sha256:8f5194c0544b08e56e108dad096c468c67f8ac60eec42763aed36ccbd3565346 \
+    --hash=sha256:90ab2f00c09eed5bd986a80c8641e2dc10e7aca1a2d892d89a44b396e39c08ea \
+    --hash=sha256:92643c9dd303de8960c3dbed93a28b8d87da5ed0a7776568979f379d7bc8a885 \
+    --hash=sha256:974fb6fa4c4a682c633c4d7fa6087ccd717804726f9db1f771f1c2ea4f3990b7 \
+    --hash=sha256:986efb3aec7655d69c14db2309a2072dbf181bdb906091fede83ad18e316cdaf \
+    --hash=sha256:9882a204178cc8c915e0ce30abb4bdd1668e383c571b06649d5ed272d9625877 \
+    --hash=sha256:99c42fe1449acfbf130da65e66b4d5b2726aba4497be359bae7672e38a15fc62 \
+    --hash=sha256:9cf8608c9d6cb6bff9c624744f7a2ba8ab12276f097a07930490fe0e2219e9be \
+    --hash=sha256:9d9f196007f0b15ea19c21732faacaea83cbf5946b6db4949b3b98cf871c93f0 \
+    --hash=sha256:9dc61b7e38aca2ef384ac22b87a9c2b1e8769a1e15d916f93ea6a9a4551fc1d7 \
+    --hash=sha256:a23cd023985b5f2ba23e84e1fadaeacde3c8a59e1d2adb3fe782e99db1e22387 \
+    --hash=sha256:a31276323fdd355505883162f1dca4d7acc3d6ec2159c85ddef863f1fe9e8f05 \
+    --hash=sha256:a6343249ce9401dd90c3b934fd9a4a618b6fc455f27a9aa11d198eebd4743137 \
+    --hash=sha256:a98d1147fe1d3195053b67b474bccc0be5021506765d27f613a943c8c99f9e4c \
+    --hash=sha256:abc0f0ce22464864fea208315d25e999e45cb5ee646ac1ca11d314a6a51dbe4a \
+    --hash=sha256:b490f2d22df30affbfdcbe4f7896f321edb72a8dc0cbe5f38adec3de5b947c25 \
+    --hash=sha256:b8ac1bc26223befbca986551521f37f4c1670dfe26fccb2f0fc2775e75be99c1 \
+    --hash=sha256:c14fc6bd65e5624f76b90297b081222261476978f795f60d48745553617ddceb \
+    --hash=sha256:c967ddb5e137c604ec94c7120d2f420ac9a9ce27b0e44987c7134b0eb5fe7a60 \
+    --hash=sha256:c9f30ca28b991a920b446ed3ee19c7ecafcc49c46db592abf89cf239a7bb45f4 \
+    --hash=sha256:cc2d113bf6236aa873dc710b38a856808c6054efd3a1a403c5acfceaf87138f1 \
+    --hash=sha256:cc998e81748b72659802a7b434b39292308a5f4ab8dd4bf4739d65de1d4ed2bf \
+    --hash=sha256:cdf2b8ab0effc335a9e61cf2a1e14c2295b999a656569b35f35ea3dc55a8931f \
+    --hash=sha256:d2706a89242a347be20805147d58a38f4f4d8f6846228c4ee8dfd3587113719c \
+    --hash=sha256:d9127feb5356ba3a92bdffa04c1bf6bcbc8d436369f78badf441018c3029dd63 \
+    --hash=sha256:d92a0f4c7e6bb7deeafac68c79c92ef9340895fe825cf1a31078443753ab6756 \
+    --hash=sha256:e8b3bfad0ae3ef0e67b40c193863dce8b7d79de545dadbe53c19acc3ace38f66 \
+    --hash=sha256:e9864e19109e76111befc75d799d334e7365eb4189607aa734053c12e7840fa5 \
+    --hash=sha256:e9c2b9aa8decdcf40ed8f4c887092c20a272f8c32215c3fee65e9db92ecf418e \
+    --hash=sha256:e9caf67c0c05d27bab0d88cf193e73023f624c6714f1ff807c7d4b135b19d36a \
+    --hash=sha256:eead129046822cb0fd47c78740b81bdaffd0515c0bb0306a2318acf0f0540b58 \
+    --hash=sha256:f02e4021397ae02a139defdc6813b9942ab163de90affddd4ce4efbac299f619 \
+    --hash=sha256:f742ebdd879063d2a92f4d57708886c720e854bc84ca240733f220936be0cb7e \
+    --hash=sha256:fdf484d26016e0c016f23f2b635d2899daec034565fdcc062ed6b10f3b26a3f4 \
+    --hash=sha256:fe0b9f0baf190663df37571cbb8a77370e7bd3a66068276d48f813c53ceba530
+    # via pyiceberg
+pyspark==4.2.0 \
+    --hash=sha256:5ad689d53570ee1674193fd4f9bda065f0db3be9363a27d2a3406cc457b70b61
     # via feast (pyproject.toml)
 pytest==7.4.4 \
     --hash=sha256:2cf0005922c6ace4a3e2ec8b4080eb0d9753fdc93107415332f50ce9e7994280 \
@@ -4490,112 +5076,132 @@ pytest-xdist==3.8.0 \
     --hash=sha256:202ca578cfeb7370784a8c33d6d05bc6e13b4f25b5053c30a152269fd10f0b88 \
     --hash=sha256:7e578125ec9bc6050861aa93f2d59f1d8d085595d6551c2c90b6f4fad8d3a9f1
     # via feast (pyproject.toml)
-python-bidi==0.6.7 \
-    --hash=sha256:01ff2fd676ef8351f32e820b2d3b61eac875a21702d2118263a2641b458e1996 \
-    --hash=sha256:05fe5971110013610f0db40505d0b204edc756e92eafac1372a464f8b9162b11 \
-    --hash=sha256:06650a164e63e94dc8a291cc9d415b4027cb1cce125bc9b02dac0f34d535ed47 \
-    --hash=sha256:0cb75e8a410166fd677d55095e505bf6a4773c066f51efbda72d302ebc56e79b \
-    --hash=sha256:0dbb4bbae212cca5bcf6e522fe8f572aff7d62544557734c2f810ded844d9eea \
-    --hash=sha256:0f86e447e94ae78db7d56e7da2124c435eaee4425c87d3d92aea271317811112 \
-    --hash=sha256:11c51579e01f768446a7e13a0059fea1530936a707abcbeaad9467a55cb16073 \
-    --hash=sha256:1395e236c71f11267860b53293a33b19b991b06e0f4ac61045b892e6a99d96f2 \
-    --hash=sha256:17572944e6d8fb616d111fc702c759da2bf7cedab85a3e4fa2af0c9eb95ed438 \
-    --hash=sha256:19737d217088ef27014f98eac1827c5913e6fb1dea96332ed84ede61791070d9 \
-    --hash=sha256:1ba28642928d1c8fdb18b0632fe931f156e888c646326a3ad8eb3e55ee904951 \
-    --hash=sha256:1c061207212cd1db27bf6140b96dcd0536246f1e13e99bb5d03f4632f8e2ad7f \
-    --hash=sha256:1c5fb99f774748de283fadf915106f130b74be1bade934b7f73a7a8488b95da1 \
-    --hash=sha256:1dd0a5ec0d8710905cebb4c9e5018aa8464395a33cb32a3a6c2a951bf1984fe5 \
-    --hash=sha256:24388c77cb00b8aa0f9c84beb7e3e523a3dac4f786ece64a1d8175a07b24da72 \
-    --hash=sha256:24a4a268289bbe80ad7da3064d7325f1571173859e8ad75d2f99075d5278b02b \
-    --hash=sha256:24afff65c581a5d6f658a9ec027d6719d19a1d8a4401000fdb22d2eeb677b8e3 \
-    --hash=sha256:257d6dd0e07221f1dc8720fa61158471f5aae30d5f89837c38a026386151c250 \
-    --hash=sha256:26a8fe0d532b966708fc5f8aea0602107fde4745a8a5ae961edd3cf02e807d07 \
-    --hash=sha256:2a93b0394cc684d64356b0475858c116f1e335ffbaba388db93bf47307deadfa \
-    --hash=sha256:2d28e2bdcadf5b6161bb4ee9313ce41eac746ba57e744168bf723a415a11af05 \
-    --hash=sha256:349b89c3110bd25aa56d79418239ca4785d4bcc7a596e63bb996a9696fc6a907 \
-    --hash=sha256:3a85275dfc24a96629da058c4c2fc93af6390aefe2f7cdde1500b6ac3fd40ca0 \
-    --hash=sha256:3b63d19f3f56ff7f99bce5ca9ef8c811dbf0f509d8e84c1bc06105ed26a49528 \
-    --hash=sha256:3b96744e4709f4445788a3645cea7ef8d7520ccd4fa8bbbfb3b650702e12c1e6 \
-    --hash=sha256:414004fe9cba33d288ff4a04e1c9afe6a737f440595d01b5bbed00d750296bbd \
-    --hash=sha256:4283f8b517411cc81b3c92d11998981fe54ac0d2300f4c58d803e0c071aba1ba \
-    --hash=sha256:4636d572b357ab9f313c5340915c1cf51e3e54dd069351e02b6b76577fd1a854 \
-    --hash=sha256:47deaada8949af3a790f2cd73b613f9bfa153b4c9450f91c44a60c3109a81f73 \
-    --hash=sha256:49639743f1230648fd4fb47547f8a48ada9c5ca1426b17ac08e3be607c65394c \
-    --hash=sha256:4c73cd980d45bb967799c7f0fc98ea93ae3d65b21ef2ba6abef6a057720bf483 \
-    --hash=sha256:4d84e70923392f8c9611f0fb6b341577346ef6224f3809b05f0ae1fbf8f17578 \
-    --hash=sha256:4ea928c31c7364098f853f122868f6f2155d6840661f7ea8b2ccfdf6084eb9f4 \
-    --hash=sha256:5013ba963e9da606c4c03958cc737ebd5f8b9b8404bd71ab0d580048c746f875 \
-    --hash=sha256:5debaab33562fdfc79ffdbd8d9c51cf07b8529de0e889d8cd145d78137aab21e \
-    --hash=sha256:5ebc19f24e65a1f5c472e26d88e78b9d316e293bc6f205f32de4c4e99276336e \
-    --hash=sha256:630cee960ba9e3016f95a8e6f725a621ddeff6fd287839f5693ccfab3f3a9b5c \
-    --hash=sha256:6323e943c7672b271ad9575a2232508f17e87e81a78d7d10d6e93040e210eddf \
-    --hash=sha256:6c051f2d28ca542092d01da8b5fe110fb6191ff58d298a54a93dc183bece63bf \
-    --hash=sha256:6c19ab378fefb1f09623f583fcfa12ed42369a998ddfbd39c40908397243c56b \
-    --hash=sha256:6df7be07af867ec1d121c92ea827efad4d77b25457c06eeab477b601e82b2340 \
-    --hash=sha256:6f9fa1257e075eeeed67d21f95e411036b7ca2b5c78f757d4ac66485c191720a \
-    --hash=sha256:7336a3c4ba4fc9e6741fbe60c6483266fe39e1f24830724dfce453471d11fa40 \
-    --hash=sha256:73a88dc333efc42281bd800d5182c8625c6e11d109fc183fe3d7a11d48ab1150 \
-    --hash=sha256:766d5f5a686eb99b53168a7bdfb338035931a609bdbbcb537cef9e050a86f359 \
-    --hash=sha256:77bb4cbadf4121db395189065c58c9dd5d1950257cc1983004e6df4a3e2f97ad \
-    --hash=sha256:77fea54c2379b93def4ed16db6390e1232e7b235679587295a23dd8b1925475f \
-    --hash=sha256:8047c33b85f7790474a1f488bef95689f049976a4e1c6f213a8d075d180a93e4 \
-    --hash=sha256:80e6fd06f6e4074d183cea73962c89cf76cb4f70c0ee403689f57a429ebde488 \
-    --hash=sha256:849a57d39feaf897955d0b19bbf4796bea53d1bcdf83b82e0a7b059167eb2049 \
-    --hash=sha256:8678c2272e7bd60a75f781409e900c9ddb9f01f55c625d83ae0d49dfc6a2674f \
-    --hash=sha256:8814db38fa317bebec8eb74b826bae7d0cb978a7eca30dfe4ecf60e61f06ee0b \
-    --hash=sha256:8860d67dc04dc530b8b4f588f38b7341a76f2ec44a45685a2d54e9dcffa5d15a \
-    --hash=sha256:898db0ea3e4aaa95b7fecba02a7560dfbf368f9d85053f2875f6d610c4d4ec2c \
-    --hash=sha256:8a17631e3e691eec4ae6a370f7b035cf0a5767f4457bd615d11728c23df72e43 \
-    --hash=sha256:8a18c61817f3210ba74ad5792c8a5048d9550ba233233a0a8fe35800350988f4 \
-    --hash=sha256:8d4e621caadfdbc73d36eabdb2f392da850d28c58b020738411d09dda6208509 \
-    --hash=sha256:94dbfd6a6ec0ae64b5262290bf014d6063f9ac8688bda9ec668dc175378d2c80 \
-    --hash=sha256:95867a07c5dee0ea2340fe1d0e4f6d9f5c5687d473193b6ee6f86fa44aac45d1 \
-    --hash=sha256:95c9de7ebc55ffb777548f2ecaf4b96b0fa0c92f42bf4d897b9f4cd164ec7394 \
-    --hash=sha256:9adeec7cab0f2c2c291bd7faf9fa3fa233365fd0bf1c1c27a6ddd6cc563d4b32 \
-    --hash=sha256:9c463ae15e94b1c6a8a50bd671d6166b0b0d779fd1e56cbf46d8a4a84c9aa2d0 \
-    --hash=sha256:9d9de35eb5987da27dd81e371c52142dd8e924bd61c1006003071ea05a735587 \
-    --hash=sha256:a2eb8fca918c7381531035c3aae31c29a1c1300ab8a63cad1ec3a71331096c78 \
-    --hash=sha256:a4319f478ab1b90bbbe9921606ecb7baa0ebf0b332e821d41c3abdf1a30f0c35 \
-    --hash=sha256:a507fe6928a27a308e04ebf2065719b7850d1bf9ff1924f4e601ef77758812bd \
-    --hash=sha256:a8892a7da0f617135fe9c92dc7070d13a0f96ab3081f9db7ff5b172a3905bd78 \
-    --hash=sha256:a99d898ad1a399d9c8cab5561b3667fd24f4385820ac90c3340aa637aa5adfc9 \
-    --hash=sha256:aa4136f8ccb9a8cd32befd1b3882c2597e6791e64e8b3cf3129c55549b5de62f \
-    --hash=sha256:ab2a5177522b62426db897b655a02f574e27d9735bbeb6da41bc981b771df636 \
-    --hash=sha256:ab806fd026bfd48bade5e21e06d0d799cbfad32f236989ff6f37db03a5fbe34f \
-    --hash=sha256:ad5f0847da00687f52d2b81828e8d887bdea9eb8686a9841024ea7a0e153028e \
-    --hash=sha256:b0bee27fb596a0f518369c275a965d0448c39a0730e53a030b311bb10562d4d5 \
-    --hash=sha256:b31d66b62736b8514982a24a7dedcf8c062b27a8e9b51e52d7a5899045a45fe1 \
-    --hash=sha256:b38ddfab41d10e780edb431edc30aec89bee4ce43d718e3896e99f33dae5c1d3 \
-    --hash=sha256:be1bdbd52145dfe46880d8bb56eacc25aa75c3bb075fa103de7974295eb2811f \
-    --hash=sha256:c10065081c0e137975de5d9ba2ff2306286dbf5e0c586d4d5aec87c856239b41 \
-    --hash=sha256:c11c62a3cdb9d1426b1536de9e3446cb09c7d025bd4df125275cae221f214899 \
-    --hash=sha256:c3777ae3e088e94df854fbcbd8d59f9239b74aac036cb6bbd19f8035c8e42478 \
-    --hash=sha256:c3d93171dd65b36eca5367acf19eef82c79b4df557cb4bd0daf323b7a27f2d3b \
-    --hash=sha256:c9a679b24f5c6f366a0dec75745e1abeae2f597f033d0d54c74cbe62e7e6ae28 \
-    --hash=sha256:caa71c723f512f8d859fa239573086e16f38ffc426b5b2f7dab5d40fdb356c80 \
-    --hash=sha256:ce86d9dfc6b409ad16556384244572bb3cbefa2ca0f0eab7fba0ff2112b2f068 \
-    --hash=sha256:d4cd82e65b5aeb31bd73534e61ece1cab625f4bcbdc13bc4ddc5f8cbfb37c24a \
-    --hash=sha256:d524a4ba765bae9b950706472a77a887a525ed21144fe4b41f6190f6e57caa2c \
-    --hash=sha256:d7310312a68fdb1a8249cf114acb5435aa6b6a958b15810f053c1df5f98476e4 \
-    --hash=sha256:d8274ff02d447cca026ba00f56070ba15f95e184b2d028ee0e4b6c9813d2aaf9 \
-    --hash=sha256:d879be7fb5296409e18731c7ba666d56ecd45b816b2c9eb35138aa1d7777aeb5 \
-    --hash=sha256:d87ed09e5c9b6d2648e8856a4e556147b9d3cd4d63905fa664dd6706bc414256 \
-    --hash=sha256:dde1c3f3edb1f0095dcbf79cf8a0bb768f9539e809d0ad010d78200eea97d42a \
-    --hash=sha256:df5e9db9539d70426f5d20c7ebb6f7b33da5fbd40620e11261fe3fba7e177145 \
-    --hash=sha256:e7cad66317f12f0fd755fe41ee7c6b06531d2189a9048a8f37addb5109f7e3e3 \
-    --hash=sha256:ec1694134961b71ac05241ac989b49ccf08e232b5834d5fc46f8a7c3bb1c13a9 \
-    --hash=sha256:ec985386bc3cd54155f2ef0434fccbfd743617ed6fc1a84dae2ab1de6062e0c6 \
-    --hash=sha256:ef9d103706560c15fecaf7d3cff939e0f68ce5763cf0e64d0e4e5d37f9bdd2d1 \
-    --hash=sha256:f1350033431d75be749273236dcfc808e54404cd6ece6204cdb1bc4ccc163455 \
-    --hash=sha256:f1fe71c203f66bc169a393964d5702f9251cfd4d70279cb6453fdd42bd2e675f \
-    --hash=sha256:f24189dc3aea3a0a94391a047076e1014306b39ba17d7a38ebab510553cd1a97 \
-    --hash=sha256:f57726b5a90d818625e6996f5116971b7a4ceb888832337d0e2cf43d1c362a90 \
-    --hash=sha256:f7c055a50d068b3a924bd33a327646346839f55bcb762a26ec3fde8ea5d40564 \
-    --hash=sha256:f7e5072269c34a1b719910ee4decf13b288159fb320f18aba3885f6b6aab7753 \
-    --hash=sha256:f7e507e1e798ebca77ddc9774fd405107833315ad802cfdaa1ab07b6d9154fc8 \
-    --hash=sha256:fbbffb948a32f9783d1a28bc0c53616f0a76736ed1e7c1d62e3e99a8dfaab869 \
-    --hash=sha256:fd87d112eda1f0528074e1f7c0312881816cb75854133021124269a27c6c48dc \
-    --hash=sha256:ff06e4aa781aa4f68fbfaf1e727fe221fa1c552fef8ae70b6d2a0178e1f229ad
+python-bidi==0.6.11 \
+    --hash=sha256:034090c597af250d699299d7e7f1e83eb016f9e47b3b707bd89ab2bdec77bce0 \
+    --hash=sha256:0608bddcc1c53dfa5293499de13ca9935b31aa46d1c722c404a88c703d1a4e47 \
+    --hash=sha256:0d339c4ebf3c2501d7569971a22e762fb45d8af7e19a0573afe260d69b35fb0d \
+    --hash=sha256:0d496f9fc21b7457e12395e54088ab99776966c663b4cd4a74770c7a6418ab59 \
+    --hash=sha256:19bae96ff1ee76b3a7dc962598b69426538e3021460cf85a4017437548ab6947 \
+    --hash=sha256:19d13c70b1f7bb5dc69866a11624f3b78123807b4ede18f4f99f656ed86babec \
+    --hash=sha256:1a639a2c62f825e72eb42901fd1c69296d09c192ae003195e6cf773f92d6bb42 \
+    --hash=sha256:1ad5f712a32be30d28eb96e119e85818747a43cea253de6c3160b464b62a5619 \
+    --hash=sha256:1b41cc6bc9ad78a12da5f987da15e931c771f18ceca58f2fe8ed50f253490a97 \
+    --hash=sha256:1ffd728f1f7866ff7399906bbc17ef5cf010b90ce56a1e94937b28a1a4cf5a7d \
+    --hash=sha256:20ab47a4098577fc9a82816c330c89ff597c31ba69c98bc6a1b6a5737b03de05 \
+    --hash=sha256:239a00b2adb5f897d11d7b7a491d759fb9883e71a71cfd90c4147a733b4df4d3 \
+    --hash=sha256:2b208fc26ab2c7adfd2c4d84753a5045f664e0bec19ca462af2406132e62f92e \
+    --hash=sha256:2d6970b09f5a3102c0aa192f5258c585742ab4ebd94f637a635ad3448ccba567 \
+    --hash=sha256:2ff75d1befc335cbe85f834e81554a024f94d9b5d1dd75a5bd99af81a1cb783c \
+    --hash=sha256:302f4ca7dabfe447e707d40e98520551181036c15750bdd1e73292ad8b3d8e75 \
+    --hash=sha256:30d543b5baf9fca5ef5ec95647aa07c5e38fc7fa0f18be0c61d1d6c0a1032c6c \
+    --hash=sha256:337ec315f8b286399e411f5bfc339fc2124db07757409b0595ceb46de087c4cd \
+    --hash=sha256:3611d13b53d4c899c4f2a7cd8eb897064e8b5546c3c5d1037dd6209c82858a27 \
+    --hash=sha256:36f23f12d9b1c56ed8d82e11f56c6cba7bc3f614ee73374bc7772bb2270e0966 \
+    --hash=sha256:380b70d615647646dbe06f7d95dc30b8fdc9b596dbfa1cd3814feb9805c0c8f2 \
+    --hash=sha256:397f7f289eba6ce25d99dbea99f873d699bf9aa030074e7fb746d8f93c2fb6f9 \
+    --hash=sha256:3bdb64ee0a74951465cd4a761e1029e73806ff43b2fe5be98643e52da5cabb66 \
+    --hash=sha256:3da9e536546f7c62c0da595c8f71a096e0b9a80e94cfd0f329b7b200ef81e7d5 \
+    --hash=sha256:41c7d1914c1f33954aa2ab0e2c309be5d1d4afc75ce524762eaab4dd825c5ab8 \
+    --hash=sha256:43f3e81bdd36f49171b7de6cf471086df503c29555f6f7f035ebe8f8ec1da779 \
+    --hash=sha256:490118f4af5a3535923c76be07e937ef1cb4cf84c489b37471aa95455fe923b3 \
+    --hash=sha256:493655043ebea6fec0edb76053bdad46f1f7352a759ca4deb733f13b3c09839c \
+    --hash=sha256:495a76c881d78ab87b57c5270679c9bc3c1de36d8c6596d5e3a5a1b5f9c57471 \
+    --hash=sha256:4ac819cac1abb15486c48af3399a5c726e89f0977a3aff205ac162533186e756 \
+    --hash=sha256:4ccf1fe9ecb3b02a1a11b103cd2557e2653d82c141b6e2dccec8177e6af5c4bb \
+    --hash=sha256:4d00757ef7bbbf14d8628f9bdb6b0e168d5e7b03fec20da3226624f11bffce89 \
+    --hash=sha256:51915502898c45e9cb36636e974aca068fc5cdb9f06b794f49abea5b12f02016 \
+    --hash=sha256:519eb90bedb04b5cbba0bfc8062984a5ba054a019d81ada34053dc67397d61cb \
+    --hash=sha256:539d99efe02f4981171ed57bbc085094ef780405ca14663550a56c6c3e265c34 \
+    --hash=sha256:555cdf9303c40bae1ab512ca427f1f0316a574bc0a48db22eec76ec0fd1213cf \
+    --hash=sha256:55f27bd2cdeca96f46448a741d393575fbedfc70e38e09dbb030ed98dba8cf2a \
+    --hash=sha256:55fa5b22cc8c220a6daf077570a8e29d3b607bd978bd3dbc04b445d01a17de57 \
+    --hash=sha256:565d819fddb2bbc58c42ca5c97d73da7567f181115011e8f04c76b9d08378dcd \
+    --hash=sha256:56807e0dde88d5ab96880c9d668bda7bca1df83cd30d20cbff5d6b6e6c1e9276 \
+    --hash=sha256:56dfa3c1c13cb89da39a4e8f2f9442e4291de01877511a13f830125d36e9ce5b \
+    --hash=sha256:56f27c1edfd15c12c9c348378ccd79166930d720cf316b1181a0a0ade2146253 \
+    --hash=sha256:57aa56b1eca5f63ebdd25fe8fad02eab7797fc45ad1efc5eed2a830e2bd2038d \
+    --hash=sha256:5dd49c11ae87ee6ced68594faa78b34a89a1a3c43647fa6157765f9726f9daf3 \
+    --hash=sha256:5f3e1743b2d43377c4da5d687a03430a27f5769e158a9f75a50b05e7e82f4d21 \
+    --hash=sha256:5f9ed312d445a691c0afec995ca4f726abe357d8da500e389f77fb874fa7ef76 \
+    --hash=sha256:60150bffbe43bfc1e356c0c2900ba643a02ce09c37bc0c553c4d83e5c3de63ad \
+    --hash=sha256:60d9bf6c60c022657637f64897e63dc3f5b1c07cb7f0e1ead6150aff5150c5ab \
+    --hash=sha256:619ee3fe03daec8d3ce12239f0c22455676a063b2bcde361caecd788fae5b8d5 \
+    --hash=sha256:62a6b700f3d7a2c4d52a5dccca765711a2414e734360b00365e155698a26e461 \
+    --hash=sha256:63d9dcc714d549a5118ebc93b7a7c903a0c1feec8e57f5fcacf98d984b76325b \
+    --hash=sha256:6623683fe39b9fbf508e3069f17e8e9cab26143f9d9f89c8a8f45424c052df4f \
+    --hash=sha256:68c3e570f2908ac39db0b269f5648e257fab5204344b9bf6dae80852ae4cbe1c \
+    --hash=sha256:69d1f4ee17644e8aeac93a7238ee2f28d79b0180815441eb511b77e6585aa971 \
+    --hash=sha256:6c92d1cad16f9ec2f2a3ae439a0bc3a8e4189ec227987bed03d5b4056d5eb9c5 \
+    --hash=sha256:6ca92a4e460f7e25e434a6d7982d94a4765ca242f527995da70abb5a32003b8a \
+    --hash=sha256:6d9ef69c108b31f38e1f281a55fdedad7774bc1e952a45c8c14a18e891eee397 \
+    --hash=sha256:6dc112e2239f69913273cbb0c050ca816b145b32037d4266c430159c5ddcdab2 \
+    --hash=sha256:721697187f4da67dafc26f63488f463fa35ff2de8668d959fda773cccdbef0eb \
+    --hash=sha256:73c38c604bfc01647c69ce38e5cf8b4206e2ede91ca3eb8e5d79b7409f17e0b3 \
+    --hash=sha256:74457b43db34f984252e915828b5d1a4042a771f44e853a5643506d01562eccb \
+    --hash=sha256:7738cfc7ee9fcdff3fef76b40007982ce7704010a51df307c4a51d378f5ff1ba \
+    --hash=sha256:777fb44a6f1e91d6adde36e815024c210b0208f35d00762880257b8fb04dc849 \
+    --hash=sha256:788c11c84b520ea973992cc95751d56b783ff5857df504c1347d99cacd2fcfe7 \
+    --hash=sha256:79df1099a08e53edb678236d4d76d8de4e3901bafc84ce1788b71f9b96547325 \
+    --hash=sha256:7c4dc0d1328321aeb08054be654e1d39f171d5aae8dca931c9332860f18f57d7 \
+    --hash=sha256:7cb34dd8d22ca1847653c0e1cbba8fd96de09c24b8c83b7805eab270c81e863a \
+    --hash=sha256:8013c1e6267a929be98d10c3a617171709c8226bd33c6180ec65e560c35b6df8 \
+    --hash=sha256:80cfe97e2d65981be877ae5bd2338c6919a7cc1171fc308c8b8c7c306ba6ffd8 \
+    --hash=sha256:83c780f7e4c3dd3f020db75dc425567981e65c6d5571b3c0372203d0df92c834 \
+    --hash=sha256:83ee87feb5eafc0442e1db0014dad20d52a2a7a140b6cddc8f7bc65918f0a7b4 \
+    --hash=sha256:879c3fba3e7511c7d01020449d970ca7d6a593f20cfc47c014d3d229a38930b2 \
+    --hash=sha256:8b6b7fce8f47578be9aebf5a0b6b2d6c157b4e97af7586ecf13bfca5d128deea \
+    --hash=sha256:8eb09af209cd660fa9689f6ce9e61e73c8afa4829ae61801deea7f6e32263800 \
+    --hash=sha256:8fbb6d222b50324fb9d49b6ff0f8566fa97b907a68c00e6622fcf34463104f4a \
+    --hash=sha256:9435acc52438c3c8f5142b9a17a622927618e80a32eed707343bc375cb51cebe \
+    --hash=sha256:946b7dbec4e64017680f1a66b3a8534659d889018ac83bd2abf958278e6f62b0 \
+    --hash=sha256:94f7f66bd7680d3f2085adaeea91c01b3281a79bb5041db1a51cbe8af36a9d88 \
+    --hash=sha256:959335cd3814cb767fb832c5c71cbc838ccd9231a812ef2cb43092a216a91d5b \
+    --hash=sha256:969ee7db3e169fcc0b2d2d094826e03cc5798dfd6b3571a340ea883672396cb1 \
+    --hash=sha256:9af2b5c26a3eb960699dff040535a86dc2c0f708087b2d63bcfd6452fe9d0664 \
+    --hash=sha256:9d18916c97855d68515ca2b3581948b6d864c304cd386210ab5aff5e0fb9be2c \
+    --hash=sha256:a1115f3f02eb836b39e0c986a6b9e92c4377a1e5a680409650b02ec6b1a795e6 \
+    --hash=sha256:a1b5ee069001bf7f4fff109598a9396caa96bb35e1b906b2c6d1bab9f9b2c4bd \
+    --hash=sha256:a4f4a0cd24c09df748bfdc207b089c00e7af19f3151063f4cd74ac658290186b \
+    --hash=sha256:a52f7ad9ef9091e81869e5d255e796755ccf542ade14dda17647cb7d7ffe1b9c \
+    --hash=sha256:a873e6f8ab28b5a56201d5cdb98f4c7d2ff88e636a58659c5ac271e287001658 \
+    --hash=sha256:a9aa2890661b238730e680ccd6eb06f4da625b2dbc1730052dae6f2d88957192 \
+    --hash=sha256:ab8af1cc29c3f400a0f781d50f8ab52a8c63adf2fcef16f14641cd97e06a80e0 \
+    --hash=sha256:acccb6d90e694684db2d314db2e2b0d3b8949bf1cfaec6d9808a8889f548add7 \
+    --hash=sha256:ad5d9b8e8a6c330208eba413db506de58f21dbf88a1f1d5d75ef5f9e0e714adf \
+    --hash=sha256:af7711cc6eeeadcb1aae877e0736a68e111c73a29562da6106c5e2fbb4dd83b2 \
+    --hash=sha256:b2c759e13ebb81edaac3041697328bb1ca8433b55281723879f6b54e74881240 \
+    --hash=sha256:b433840a924c8788f0abbda15d22c71dc636e2078d7d3ba39369cebe4bef74b8 \
+    --hash=sha256:bde89739a979d9eb3ac48c4882c8a42dd528a7708b0faa99b90b551588bd5f8d \
+    --hash=sha256:c17393753ddb77377f754ba2a88cacfe3056040a8a5dff8d43f9d5e51bbe1edc \
+    --hash=sha256:c26cd9d81f820159026b1c99905ca12bf13892e3f6a9303359fef42fe6f39e50 \
+    --hash=sha256:c6aca20472d7040bc1f0aadb510cb20d40b3d6caa4c8bf82d075ba2650a41652 \
+    --hash=sha256:c6b3c853f99172ef22e5a16c8114cf243e351c8e70f72a894164088c2c99d9cb \
+    --hash=sha256:caee7ee3662eab1411b44fef8571b87273cb5235061d7463ebd10e412ac07986 \
+    --hash=sha256:cd564b8c583eba2d230d02d0467fd840045f08856b6524555cfff7f32af63c72 \
+    --hash=sha256:ce2ef68dce82ae4067cf28910224d77b45eb2c2b3904db6eb670d1cddb8d0eb2 \
+    --hash=sha256:cf4e88a6fec81b7155a487cbbea7753a3d9a76dc4d391b4f8958b37227ef2c12 \
+    --hash=sha256:d14f2d400c75e07d1154299463a3d4d14aa5565b05088b2d9b314ccd9fd6dc3a \
+    --hash=sha256:d52ec8ccdc2fd5c61749d876a9d1eb0ea6543c1676722e1e3fb9d7800852131c \
+    --hash=sha256:d5695d87969fed5b3799b8a98848cb04fe2873fded46efe9f3f2f341efd1b829 \
+    --hash=sha256:d7291e13496cb74fc1b71f7f1e3628586afefa531102bb4fa7af9c2d543efc3c \
+    --hash=sha256:d73a821873c52635321196cfb8d3a231d7917ca284cf2bcd9422f6deb19db7ca \
+    --hash=sha256:da51a3a2940478219f19249fcf7cd45e8ddc197982be22efa43c4763e9d2eb57 \
+    --hash=sha256:dc69d594682fbedec7d0cc81cd4d5f14fb40b6b365587238fafb91509cfea020 \
+    --hash=sha256:dfbb9ba8343a60daf4ced67c11d551dafe9a3c94892c326e4c216fa2e6eca802 \
+    --hash=sha256:e142820537e08d567c2c017e26df05f88856a03f0f3948209cfcdc39617df363 \
+    --hash=sha256:e4ebc24ac38e50676f65daf7ba6c568789660cb60d6dcf2606d4310dba826721 \
+    --hash=sha256:e6c474618a7b6a50c10007f8a9edb50def6d98d297a07a34dc2fb82c344f2b8b \
+    --hash=sha256:f0ee4e80dd3b2a46868dcc73e00aa59f99c0e1de54a2ba783faf0fddba2ccce2 \
+    --hash=sha256:f237ebb570fd8bbe479b6967374d82b7f0b26f9452c276bdd5f793d83e7062bd \
+    --hash=sha256:f400a30573774a1e90c0d50d43c35d9c004afcf53de801bbfd259f84ea80f31c \
+    --hash=sha256:f563d20481f7d316adf605bb94d5b7182acecdbc4d431d60473e9b1d526d0210 \
+    --hash=sha256:f7a8429d0d65232e314b4f494825c1205abcc3039f42bf7da80424a15b731709 \
+    --hash=sha256:f8655ac559dcfce7179b150ebcc207982d4d60e67b3089b2032eed3a0a78c07a \
+    --hash=sha256:f99162d6c6c9522c46eb213f1bc932829c2602131676c92f081cb865b8ef6784 \
+    --hash=sha256:fa2848c3116d619870d114471fcd4a9f1aa43587a002111d7af1e6582f1b57e9 \
+    --hash=sha256:fc3b0a6e2460f68de9ab98f71e3098bb21bb984563417ad104dec7ab08ebcadc \
+    --hash=sha256:fccd1808bb427d6a6d34168461bef551faa93ce3dda489fcef9073bcd9b34a5e \
+    --hash=sha256:ff675d036823bff05a2e0f8cdb13f5414274ff517d13b0d57c15527015eb6acb
     # via easyocr
 python-dateutil==2.9.0 \
     --hash=sha256:78e73e19c63f5b20ffa567001531680d939dc042bf7850431877645523c66709 \
@@ -4607,13 +5213,16 @@ python-dateutil==2.9.0 \
     #   botocore
     #   elasticsearch
     #   google-cloud-bigquery
+    #   graphene
     #   great-expectations
     #   ibis-framework
     #   jupyter-client
     #   kubernetes
+    #   matplotlib
     #   moto
     #   openlineage-python
     #   pandas
+    #   strictyaml
     #   trino
 python-docx==1.2.0 \
     --hash=sha256:3fd478f3250fbbbfd3b94fe1e985955737c145627498896a8a6bf81f4baf66c7 \
@@ -4623,6 +5232,7 @@ python-dotenv==1.2.2 \
     --hash=sha256:1d8214789a24de455a8b8bd8ae6fe3c6b69a5e3d64aa8a8e5d68e694bbcb285a \
     --hash=sha256:2c371a91fbd7ba082c2c1dc1f8bf89ca22564a087c2c287cd9b662adde799cf3
     # via
+    #   mlflow-skinny
     #   pydantic-settings
     #   pymilvus
     #   testcontainers
@@ -4635,19 +5245,18 @@ python-keycloak==4.2.2 \
     --hash=sha256:1d43a1accd4a038ed39317fcb3eb78211df6c75bbcbc4c482c99ee76327136f2 \
     --hash=sha256:5137fd87c69031a372a578df96bae96b9aead2c9dad976613bc978e9e0246a1e
     # via feast (pyproject.toml)
-python-multipart==0.0.27 \
-    --hash=sha256:6fccfad17a27334bd0193681b369f476eda3409f17381a2d65aa7df3f7275645 \
-    --hash=sha256:9870a6a8c5a20a5bf4f07c017bd1489006ff8836cff097b6933355ee2b49b602
+python-multipart==0.0.32 \
+    --hash=sha256:be54b7f3fa167bb83e4fcd936b887b708f4e57fe75911c02aebf53efaf8d938e \
+    --hash=sha256:ff6d3f776f16878c894e52e107296ffc890e913c611b1a4ec6c44e2821fe2e23
     # via mcp
 python-pptx==1.0.2 \
     --hash=sha256:160838e0b8565a8b1f67947675886e9fea18aa5e795db7ae531606d68e785cba \
     --hash=sha256:479a8af0eaf0f0d76b6f00b0887732874ad2e3188230315290cd1f9dd9cc7095
     # via docling
-pytz==2026.1.post1 \
-    --hash=sha256:3378dde6a0c3d26719182142c56e60c7f9af7e968076f31aae569d72a0358ee1 \
-    --hash=sha256:f2fd16142fda348286a75e1a524be810bb05d444e5a081f37f7affc635035f7a
+pytz==2026.3.post1 \
+    --hash=sha256:2211d3fcf9a797d3405cac96ac7f61d80e6a644f72a3309607282fe8a2010c5d \
+    --hash=sha256:dd95840dd199baea12d9cc096a1d452caa6596a1c1e4b5f3dbd1541855d5e815
     # via
-    #   clickhouse-connect
     #   great-expectations
     #   pandas
     #   snowflake-connector-python
@@ -4736,11 +5345,13 @@ pyyaml==6.0.3 \
     #   huggingface-hub
     #   jupyter-events
     #   kubernetes
+    #   mlflow-skinny
     #   openlineage-python
     #   openshift-client
     #   pre-commit
     #   ray
     #   responses
+    #   scylla-driver
     #   timm
     #   transformers
     #   uvicorn
@@ -4841,30 +5452,33 @@ pyzmq==27.1.0 \
     #   ipykernel
     #   jupyter-client
     #   jupyter-server
-qdrant-client==1.17.1 \
-    --hash=sha256:22f990bbd63485ed97ba551a4c498181fcb723f71dcab5d6e4e43fe1050a2bc0 \
-    --hash=sha256:6cda4064adfeaf211c751f3fbc00edbbdb499850918c7aff4855a9a759d56cbd
+qdrant-client==1.18.0 \
+    --hash=sha256:093aa8cf8a420ee3ad2a68b007e1378d7992b2600e0b53c193fc172674f659cd \
+    --hash=sha256:52e8ece1a7d40519801bf0b70713bfa0f6b7ae28c7275bbe0b0286fbed7f6db4
     # via feast (pyproject.toml)
-ray[data, default]==2.53.0 \
-    --hash=sha256:14f46363e9b4cf0c1c8b4d8623ec337c5bd408377831b5e5b50067930137bbca \
-    --hash=sha256:4108280d8a1cb90d7d68e5c954c35e63b8bb9a4ba15f88c5e7da0e2025647712 \
-    --hash=sha256:4a1bb3fe09ab4cd0d16ddc96b9f60c9ed83b3f93b87aa8506e0d3b746fd4e825 \
-    --hash=sha256:4db914a0a6dd608fa49c066929a1282745a2dbd73caee67d7b80fe684ca65bdd \
-    --hash=sha256:4dbb5fce1364763f29741055f50abe33cf726397141f9cc0e845dd3cc963e455 \
-    --hash=sha256:65e2ce58d3dc6baa3cf45824d889c1968ebde565ee54dfd80a98af8f31af8e4a \
-    --hash=sha256:7196e5358dfcc8211be864f45e6dfe4827202df294af3c7a76ff8fbc080e0522 \
-    --hash=sha256:73dbbaa7962a7f5e38aa8cf9483e0e9817205e989aa3dc859c738c2af1ae01df \
-    --hash=sha256:85b472ab6fb8f1189f8cef81913fd91b24dd69b3fa7dcca7e144827bd924f6c0 \
-    --hash=sha256:90faf630d20b6abf3135997fb3edb5842134aff92e04ee709865db04816d97ef \
-    --hash=sha256:a0bbb98b0b0f25a3ee075ca10171e1260e70b6bc690cd509ecd7ce1228af854d \
-    --hash=sha256:b828c147f9ff2f277b1d254e4fe9a746fdfaee7e313a93a97c7edf4dae9b81a4 \
-    --hash=sha256:bd3ec4c342776ddac23ae2b108c64f5939f417ccc4875900d586c7c978463269 \
-    --hash=sha256:d8b95d047d947493803fb8417aea31225dcacdab15afdc75b8a238901949d457 \
-    --hash=sha256:eb000c17f7301071fdd15c44c4cd3ac0f7953bb4c7c227e61719fe7048195bcd
+ray[data, default]==2.55.1 \
+    --hash=sha256:0053fd5b400f7ac56263aa1bbd3d68fb79341b08b8dc697c88782d5aca7b3ed4 \
+    --hash=sha256:0ea2f670a7725833ad2333a8c46ab69865ad06c8e5de9f65695e0f8f35331cec \
+    --hash=sha256:137f9006eee28caab8260803cca314f37bbda3fc94fdfa31c770b5d019626ad8 \
+    --hash=sha256:1380e043eb57cde69b7e9199c6f2558ceeb8f0fc41c97d1d5e50ea042115f302 \
+    --hash=sha256:156ed3e72ad95b645d2006cd71a8dddbcc89b56bfc00027f6225adf78bd9cb74 \
+    --hash=sha256:263705f6bab29e7622a94f82da25fd7f9cead76cdf89a07aab28f79cdf8f9d95 \
+    --hash=sha256:26541f69bb55607ef8335baac75b2ed12ff2ce02d56313219b29eda003039221 \
+    --hash=sha256:2d5786661e192148719accc959def6cdcabd7a24cd9008005bf3d0e3c8cfd529 \
+    --hash=sha256:4e618d61e1b14b6fde9a586151f3fd9d435b0b85048b997bcaa7f4a533747b2b \
+    --hash=sha256:5e56d2e8f304cafe990c198a2b894f5b813de018998cd7212869201f6dc17cff \
+    --hash=sha256:86e618e9ad8c6a24331c788eb599cee9838a62d2e10dfca0227743be06cf551c \
+    --hash=sha256:9ad56704c8bd7e92130162f9c58e4ef473609515637673d5a36e761f95335206 \
+    --hash=sha256:b062045c64c2bce39a51661624f7292c7bbf30f2a9d878627aae31d46da5712d \
+    --hash=sha256:b415d590e062f248907e0fe42994943f11726b7178fcf4b1cf5546721fb1a5f8 \
+    --hash=sha256:baf2ec89df7838cabdef493ff9bdbec1e6a6452f8bc696ad0c1b8a6198721745 \
+    --hash=sha256:bb49fbbe53a1d931e1f92d17f9271338f0b738885f8f70b7f531aa33f019d8af \
+    --hash=sha256:d5382da181c03ee2f502ef46cf0ae4bbc30157b5bd9a67d7651f6a272528a85a \
+    --hash=sha256:f9844a9272ef2e6eb5771025866072cf4234cf4c7cc1a31e235b7de7111864be
     # via codeflare-sdk
-redis==7.4.0 \
-    --hash=sha256:64a6ea7bf567ad43c964d2c30d82853f8df927c5c9017766c55a1d1ed95d18ad \
-    --hash=sha256:a9c74a5c893a5ef8455a5adb793a31bb70feb821c86eccb62eebef5a19c429ec
+redis==7.4.1 \
+    --hash=sha256:1a1df5067062cf7cbe677994e391f8ee0840f499d370f1a71266e0dd3aa9308e \
+    --hash=sha256:1fa4647af1c5e93a2c685aa248ee44cce092691146d41390518dabe9a99839b0
     # via feast (pyproject.toml)
 referencing==0.37.0 \
     --hash=sha256:381329a9f99628c9069361716891d34ad94af76e461dcb0335825aecc7692231 \
@@ -4873,131 +5487,132 @@ referencing==0.37.0 \
     #   jsonschema
     #   jsonschema-specifications
     #   jupyter-events
-regex==2026.4.4 \
-    --hash=sha256:011bb48bffc1b46553ac704c975b3348717f4e4aa7a67522b51906f99da1820c \
-    --hash=sha256:04bb679bc0bde8a7bfb71e991493d47314e7b98380b083df2447cda4b6edb60f \
-    --hash=sha256:0540e5b733618a2f84e9cb3e812c8afa82e151ca8e19cf6c4e95c5a65198236f \
-    --hash=sha256:05568c4fbf3cb4fa9e28e3af198c40d3237cf6041608a9022285fe567ec3ad62 \
-    --hash=sha256:0709f22a56798457ae317bcce42aacee33c680068a8f14097430d9f9ba364bee \
-    --hash=sha256:0734f63afe785138549fbe822a8cfeaccd1bae814c5057cc0ed5b9f2de4fc883 \
-    --hash=sha256:07edca1ba687998968f7db5bc355288d0c6505caa7374f013d27356d93976d13 \
-    --hash=sha256:07f190d65f5a72dcb9cf7106bfc3d21e7a49dd2879eda2207b683f32165e4d99 \
-    --hash=sha256:08c55c13d2eef54f73eeadc33146fb0baaa49e7335eb1aff6ae1324bf0ddbe4a \
-    --hash=sha256:0a51cdb3c1e9161154f976cb2bef9894bc063ac82f31b733087ffb8e880137d0 \
-    --hash=sha256:1371c2ccbb744d66ee63631cc9ca12aa233d5749972626b68fe1a649dd98e566 \
-    --hash=sha256:173a66f3651cdb761018078e2d9487f4cf971232c990035ec0eb1cdc6bf929a9 \
-    --hash=sha256:1b1ce5c81c9114f1ce2f9288a51a8fd3aeea33a0cc440c415bf02da323aa0a76 \
-    --hash=sha256:1b9a00b83f3a40e09859c78920571dcb83293c8004079653dd22ec14bbfa98c7 \
-    --hash=sha256:21e5eb86179b4c67b5759d452ea7c48eb135cd93308e7a260aa489ed2eb423a4 \
-    --hash=sha256:261c015b3e2ed0919157046d768774ecde57f03d8fa4ba78d29793447f70e717 \
-    --hash=sha256:2895506ebe32cc63eeed8f80e6eae453171cfccccab35b70dc3129abec35a5b8 \
-    --hash=sha256:298c3ec2d53225b3bf91142eb9691025bab610e0c0c51592dde149db679b3d17 \
-    --hash=sha256:2a5d273181b560ef8397c8825f2b9d57013de744da9e8257b8467e5da8599351 \
-    --hash=sha256:2b69102a743e7569ebee67e634a69c4cb7e59d6fa2e1aa7d3bdbf3f61435f62d \
-    --hash=sha256:2c785939dc023a1ce4ec09599c032cc9933d258a998d16ca6f2b596c010940eb \
-    --hash=sha256:2da82d643fa698e5e5210e54af90181603d5853cf469f5eedf9bfc8f59b4b8c7 \
-    --hash=sha256:2e19e18c568d2866d8b6a6dfad823db86193503f90823a8f66689315ba28fbe8 \
-    --hash=sha256:312ec9dd1ae7d96abd8c5a36a552b2139931914407d26fba723f9e53c8186f86 \
-    --hash=sha256:33424f5188a7db12958246a54f59a435b6cb62c5cf9c8d71f7cc49475a5fdada \
-    --hash=sha256:3384df51ed52db0bea967e21458ab0a414f67cdddfd94401688274e55147bb81 \
-    --hash=sha256:33bfda9684646d323414df7abe5692c61d297dbb0530b28ec66442e768813c59 \
-    --hash=sha256:349d7310eddff40429a099c08d995c6d4a4bfaf3ff40bd3b5e5cb5a5a3c7d453 \
-    --hash=sha256:36bcb9d6d1307ab629edc553775baada2aefa5c50ccc0215fbfd2afcfff43141 \
-    --hash=sha256:3790ba9fb5dd76715a7afe34dbe603ba03f8820764b1dc929dd08106214ed031 \
-    --hash=sha256:385edaebde5db5be103577afc8699fea73a0e36a734ba24870be7ffa61119d74 \
-    --hash=sha256:39d8de85a08e32632974151ba59c6e9140646dcc36c80423962b1c5c0a92e244 \
-    --hash=sha256:415a994b536440f5011aa77e50a4274d15da3245e876e5c7f19da349caaedd87 \
-    --hash=sha256:421439d1bee44b19f4583ccf42670ca464ffb90e9fdc38d37f39d1ddd1e44f1f \
-    --hash=sha256:475e50f3f73f73614f7cba5524d6de49dee269df00272a1b85e3d19f6d498465 \
-    --hash=sha256:4ce255cc05c1947a12989c6db801c96461947adb7a59990f1360b5983fab4983 \
-    --hash=sha256:504ffa8a03609a087cad81277a629b6ce884b51a24bd388a7980ad61748618ff \
-    --hash=sha256:50a766ee2010d504554bfb5f578ed2e066898aa26411d57e6296230627cdefa0 \
-    --hash=sha256:54170b3e95339f415d54651f97df3bff7434a663912f9358237941bbf9143f55 \
-    --hash=sha256:54a1189ad9d9357760557c91103d5e421f0a2dabe68a5cdf9103d0dcf4e00752 \
-    --hash=sha256:55d9304e0e7178dfb1e106c33edf834097ddf4a890e2f676f6c5118f84390f73 \
-    --hash=sha256:586b89cdadf7d67bf86ae3342a4dcd2b8d70a832d90c18a0ae955105caf34dbe \
-    --hash=sha256:59968142787042db793348a3f5b918cf24ced1f23247328530e063f89c128a95 \
-    --hash=sha256:59efe72d37fd5a91e373e5146f187f921f365f4abc1249a5ab446a60f30dd5f8 \
-    --hash=sha256:59f67cd0a0acaf0e564c20bbd7f767286f23e91e2572c5703bf3e56ea7557edb \
-    --hash=sha256:5d354b18839328927832e2fa5f7c95b7a3ccc39e7a681529e1685898e6436d45 \
-    --hash=sha256:62f5519042c101762509b1d717b45a69c0139d60414b3c604b81328c01bd1943 \
-    --hash=sha256:6780f008ee81381c737634e75c24e5a6569cc883c4f8e37a37917ee79efcafd9 \
-    --hash=sha256:6a50ab11b7779b849472337191f3a043e27e17f71555f98d0092fa6d73364520 \
-    --hash=sha256:6aa809ed4dc3706cc38594d67e641601bd2f36d5555b2780ff074edfcb136cf8 \
-    --hash=sha256:6c1818f37be3ca02dcb76d63f2c7aaba4b0dc171b579796c6fbe00148dfec6b1 \
-    --hash=sha256:6dac006c8b6dda72d86ea3d1333d45147de79a3a3f26f10c1cf9287ca4ca0ac3 \
-    --hash=sha256:7088fcdcb604a4417c208e2169715800d28838fefd7455fbe40416231d1d47c1 \
-    --hash=sha256:70aadc6ff12e4b444586e57fc30771f86253f9f0045b29016b9605b4be5f7dfb \
-    --hash=sha256:7429f4e6192c11d659900c0648ba8776243bf396ab95558b8c51a345afeddde6 \
-    --hash=sha256:74fa82dcc8143386c7c0392e18032009d1db715c25f4ba22d23dc2e04d02a20f \
-    --hash=sha256:760ef21c17d8e6a4fe8cf406a97cf2806a4df93416ccc82fc98d25b1c20425be \
-    --hash=sha256:7698a6f38730fd1385d390d1ed07bb13dce39aa616aca6a6d89bea178464b9a4 \
-    --hash=sha256:76d67d5afb1fe402d10a6403bae668d000441e2ab115191a804287d53b772951 \
-    --hash=sha256:773d1dfd652bbffb09336abf890bfd64785c7463716bf766d0eb3bc19c8b7f27 \
-    --hash=sha256:7d346fccdde28abba117cc9edc696b9518c3307fbfcb689e549d9b5979018c6d \
-    --hash=sha256:8512fcdb43f1bf18582698a478b5ab73f9c1667a5b7548761329ef410cd0a760 \
-    --hash=sha256:867bddc63109a0276f5a31999e4c8e0eb7bbbad7d6166e28d969a2c1afeb97f9 \
-    --hash=sha256:88e9b048345c613f253bea4645b2fe7e579782b82cac99b1daad81e29cc2ed8e \
-    --hash=sha256:8fae3c6e795d7678963f2170152b0d892cf6aee9ee8afc8c45e6be38d5107fe7 \
-    --hash=sha256:9542ccc1e689e752594309444081582f7be2fdb2df75acafea8a075108566735 \
-    --hash=sha256:9776b85f510062f5a75ef112afe5f494ef1635607bf1cc220c1391e9ac2f5e81 \
-    --hash=sha256:97850d0638391bdc7d35dc1c1039974dcb921eaafa8cc935ae4d7f272b1d60b3 \
-    --hash=sha256:993f657a7c1c6ec51b5e0ba97c9817d06b84ea5fa8d82e43b9405de0defdc2b9 \
-    --hash=sha256:9a2741ce5a29d3c84b0b94261ba630ab459a1b847a0d6beca7d62d188175c790 \
-    --hash=sha256:9e2f5217648f68e3028c823df58663587c1507a5ba8419f4fdfc8a461be76043 \
-    --hash=sha256:a0d2b28aa1354c7cd7f71b7658c4326f7facac106edd7f40eda984424229fd59 \
-    --hash=sha256:a152560af4f9742b96f3827090f866eeec5becd4765c8e0d3473d9d280e76a5a \
-    --hash=sha256:a1c0c7d67b64d85ac2e1879923bad2f08a08f3004055f2f406ef73c850114bd4 \
-    --hash=sha256:a7a5bb6aa0cf62208bb4fa079b0c756734f8ad0e333b425732e8609bd51ee22f \
-    --hash=sha256:a85b620a388d6c9caa12189233109e236b3da3deffe4ff11b84ae84e218a274f \
-    --hash=sha256:acd38177bd2c8e69a411d6521760806042e244d0ef94e2dd03ecdaa8a3c99427 \
-    --hash=sha256:ae3e764bd4c5ff55035dc82a8d49acceb42a5298edf6eb2fc4d328ee5dd7afae \
-    --hash=sha256:ae5266a82596114e41fb5302140e9630204c1b5f325c770bec654b95dd54b0aa \
-    --hash=sha256:af0384cb01a33600c49505c27c6c57ab0b27bf84a74e28524c92ca897ebdac9d \
-    --hash=sha256:b15b88b0d52b179712632832c1d6e58e5774f93717849a41096880442da41ab0 \
-    --hash=sha256:b26c30df3a28fd9793113dac7385a4deb7294a06c0f760dd2b008bd49a9139bc \
-    --hash=sha256:b40379b53ecbc747fd9bdf4a0ea14eb8188ca1bd0f54f78893a39024b28f4863 \
-    --hash=sha256:b4c36a85b00fadb85db9d9e90144af0a980e1a3d2ef9cd0f8a5bef88054657c6 \
-    --hash=sha256:b5f9fb784824a042be3455b53d0b112655686fdb7a91f88f095f3fee1e2a2a54 \
-    --hash=sha256:be061028481186ba62a0f4c5f1cc1e3d5ab8bce70c89236ebe01023883bc903b \
-    --hash=sha256:c07ab8794fa929e58d97a0e1796b8b76f70943fa39df225ac9964615cf1f9d52 \
-    --hash=sha256:c228cf65b4a54583763645dcd73819b3b381ca8b4bb1b349dee1c135f4112c07 \
-    --hash=sha256:c4ee50606cb1967db7e523224e05f32089101945f859928e65657a2cbb3d278b \
-    --hash=sha256:c882cd92ec68585e9c1cf36c447ec846c0d94edd706fe59e0c198e65822fd23b \
-    --hash=sha256:cf9b1b2e692d4877880388934ac746c99552ce6bf40792a767fd42c8c99f136d \
-    --hash=sha256:d2228c02b368d69b724c36e96d3d1da721561fb9cc7faa373d7bf65e07d75cb5 \
-    --hash=sha256:d51d20befd5275d092cdffba57ded05f3c436317ee56466c8928ac32d960edaf \
-    --hash=sha256:db0ac18435a40a2543dbb3d21e161a6c78e33e8159bd2e009343d224bb03bb1b \
-    --hash=sha256:dc4f10fbd5dd13dcf4265b4cc07d69ca70280742870c97ae10093e3d66000359 \
-    --hash=sha256:dcb5453ecf9cd58b562967badd1edbf092b0588a3af9e32ee3d05c985077ce87 \
-    --hash=sha256:dd2630faeb6876fb0c287f664d93ddce4d50cd46c6e88e60378c05c9047e08ca \
-    --hash=sha256:e014a797de43d1847df957c0a2a8e861d1c17547ee08467d1db2c370b7568baa \
-    --hash=sha256:e08270659717f6973523ce3afbafa53515c4dc5dcad637dc215b6fd50f689423 \
-    --hash=sha256:e0aab3ff447845049d676827d2ff714aab4f73f340e155b7de7458cf53baa5a4 \
-    --hash=sha256:e355be718caf838aa089870259cf1776dc2a4aa980514af9d02c59544d9a8b22 \
-    --hash=sha256:e7ab63e9fe45a9ec3417509e18116b367e89c9ceb6219222a3396fa30b147f80 \
-    --hash=sha256:e7cd3e4ee8d80447a83bbc9ab0c8459781fa77087f856c3e740d7763be0df27f \
-    --hash=sha256:e9638791082eaf5b3ac112c587518ee78e083a11c4b28012d8fe2a0f536dfb17 \
-    --hash=sha256:eb59c65069498dbae3c0ef07bbe224e1eaa079825a437fb47a479f0af11f774f \
-    --hash=sha256:ee7337f88f2a580679f7bbfe69dc86c043954f9f9c541012f49abc554a962f2e \
-    --hash=sha256:ee9627de8587c1a22201cb16d0296ab92b4df5cdcb5349f4e9744d61db7c7c98 \
-    --hash=sha256:f4f83781191007b6ef43b03debc35435f10cad9b96e16d147efe84a1d48bdde4 \
-    --hash=sha256:f56ebf9d70305307a707911b88469213630aba821e77de7d603f9d2f0730687d \
-    --hash=sha256:f5bfc2741d150d0be3e4a0401a5c22b06e60acb9aa4daa46d9e79a6dcd0f135b \
-    --hash=sha256:f94a11a9d05afcfcfa640e096319720a19cc0c9f7768e1a61fceee6a3afc6c7c \
-    --hash=sha256:fa7922bbb2cc84fa062d37723f199d4c0cd200245ce269c05db82d904db66b83 \
-    --hash=sha256:fe896e07a5a2462308297e515c0054e9ec2dd18dfdc9427b19900b37dfe6f40b \
-    --hash=sha256:ffa81f81b80047ba89a3c69ae6a0f78d06f4a42ce5126b0eb2a0a10ad44e0b2e
+regex==2026.7.19 \
+    --hash=sha256:062f8cb7a9739c4835d22bd96f370c59aba89f257adcfa53be3cc209e08d3ae0 \
+    --hash=sha256:064f1760a5a4ade65c5419be23e782f29147528e8a66e0c42dd4cedb8d4e9fc6 \
+    --hash=sha256:09523a592938aa9f587fb74467c63ff0cf88fc3df14c82ab0f0517dcf76aaa62 \
+    --hash=sha256:09d3007fc76249a83cdd33de160d50e6cb77f54e09d8fa9e7148e10607ce24af \
+    --hash=sha256:09f3e5287f94f17b709dc9a9e70865855feee835c861613be144218ce4ca82cc \
+    --hash=sha256:0c41c63992bf1874cebb6e7f56fd7d3c007924659a604ae3d90e427d40d4fd13 \
+    --hash=sha256:0e9554c8785eac5cffe6300f69a91f58ba72bc88a5f8d661235ad7c6aa5b8ccd \
+    --hash=sha256:1123ef4211d763ee771d47916a1596e2f4915794f7aabdc1adcb20e4249a6951 \
+    --hash=sha256:15b364b9b98d6d2fe1a85034c23a3180ff913f46caddc3895f6fd65186255ccc \
+    --hash=sha256:1649eb39fcc9ea80c4d2f110fde2b8ab2aef3877b98f02ab9b14e961f418c511 \
+    --hash=sha256:17ed5692f6acc4183e98331101a5f9e4f64d72fe58b753da4d444a2c77d05b12 \
+    --hash=sha256:199535629f25caf89698039af3d1ad5fcae7f933e2112c73f1cdf49165c99518 \
+    --hash=sha256:1c398716054621aa300b3d411f467dda903806c5da0df6945ab73982b8d115db \
+    --hash=sha256:1d3372064506b94dd2c67c845f2db8062e9e9ba84d04e33cb96d7d33c11fe1ae \
+    --hash=sha256:1d58561843f0ff7dc78b4c28b5e2dc388f3eff94ebc8a232a3adba961fc00009 \
+    --hash=sha256:1d793a7988e04fcb1e2e135567443d82173225d657419ec09414a9b5a145b986 \
+    --hash=sha256:1ebac3474b8589fce2f9b225b650afd61448f7c73a5d0255a10cc6366471aed1 \
+    --hash=sha256:20568e182eb82d39a6bf7cff3fd58566f14c75c6f74b2c8c96537eecf9010e3a \
+    --hash=sha256:22a992de9a0d91bda927bf02b94351d737a0302905432c88a53de7c4b9ce62e2 \
+    --hash=sha256:2955907b7157a6660f27079edf7e0229e9c9c5325c77a2ef6a890cba91efa6f0 \
+    --hash=sha256:2c4e61e2e1be56f63ec3cc618aa9e0de81ef6f43d177205451840022e24f5b78 \
+    --hash=sha256:2cc3460cedf7579948486eab03bc9ad7089df4d7281c0f47f4afe03e8d13f02d \
+    --hash=sha256:2ce9e679f776649746729b6c86382da519ef649c8e34cc41df0d2e5e0f6c36d4 \
+    --hash=sha256:2ef7eeb108c47ce7bcc9513e51bcb1bf57e8f483d52fce68a8642e3527141ae0 \
+    --hash=sha256:3080a7fd38ef049bd489e01c970c97dd84ff446a885b0f1f6b26d9b1ad13ce11 \
+    --hash=sha256:343a4504e3fb688c47cad451221ca5d4814f42b1e16c0065bde9cbf7f473bd52 \
+    --hash=sha256:36aacfb15faaff3ced55afbf35ec72f50d4aee22082c4f7fe0573a33e2fca92e \
+    --hash=sha256:3d3143f159261b1ce5b24c261c590e5913370c3200c5e9ebbb92b5aa5e111902 \
+    --hash=sha256:40b34dd88658e4fedd2fddbf0275ac970d00614b731357f425722a3ed1983d11 \
+    --hash=sha256:4458124d71339f505bf1fb94f69fd1bb8fa9d2481eebfef27c10ef4f2b9e12f6 \
+    --hash=sha256:4896db1f4ce0576765b8272aa922df324e0f5b9bb2c3d03044ff32a7234a9aba \
+    --hash=sha256:4a0530bb1b8c1c985e7e2122e2b4d3aedd8a3c21c6bfddae6767c4405668b56e \
+    --hash=sha256:4aa5435cdb3eb6f55fe98a171b05e3fbcd95fadaa4aa32acf62afd9b0cfdbcac \
+    --hash=sha256:4c3501bfa814ab07b5580741f9bf78dfdfe146a04057f82df9e2402d2a975939 \
+    --hash=sha256:4e5413bd5f13d3a4e3539ca98f70f75e7fca92518dd7f117f030ebedd10b60cb \
+    --hash=sha256:4e6883a021db30511d9fb8cfb0f222ce1f2c369f7d4d8b0448f449a93ba0bdfc \
+    --hash=sha256:52579c60a6078be70a0e49c81d6e56d677f34cd439af281a0083b8c7bc75c095 \
+    --hash=sha256:555497390743af1a65045fa4527782d10ff5b88970359412baa4a1e628fe393b \
+    --hash=sha256:56ad4d9f77df871a99e25c37091052a02528ec0eb059de928ee33956b854b45b \
+    --hash=sha256:571fde9741eb0ccde23dd4e0c1d50fbae910e901fa7e629faf39b2dda740d220 \
+    --hash=sha256:572fc57b0009c735ee56c175ea021b637a15551a312f56734277f923d6fd0f6c \
+    --hash=sha256:59787bd5f8c70aa339084e961d2996b53fbdeab4d5393bba5c1fe1fc32e02bae \
+    --hash=sha256:5a2721c8720e2cb3c209925dfb9200199b4b07361c9e01d321719404b21458b3 \
+    --hash=sha256:5cc26a66e212fa5d6c6170c3a40d99d888db3020c6fdab1523250d4341382e44 \
+    --hash=sha256:5ebee1ee89c39c953baac6924fcde08c5bb427c4057510862f9d7c7bdb3d8665 \
+    --hash=sha256:60be8693a1dadc210bbcbc0db3e26da5f7d01d1d5a3da594e99b4fa42df404f5 \
+    --hash=sha256:618a0aed532be87294c4477b0481f3aa0f1520f4014a4374dd4cf789b4cd2c97 \
+    --hash=sha256:61bb1bd45520aacd56dd80943bd34991fb5350afdd1f36f2282230fd5154a218 \
+    --hash=sha256:6383cd2ed53a646c659ba1fe65727db76437fdaa069e697a0b44a51d5843d864 \
+    --hash=sha256:64729333167c2dcaaa56a331d40ee097bd9c5617ffd51dabb09eaddafb1b532e \
+    --hash=sha256:64b6ca7391a1395c2638dd5c7456d67bea44fc6c5e8e92c5dc8aa6a8f23292b4 \
+    --hash=sha256:65dcd28d3eba2ab7c2fd906485cc301392b47cc2234790d27d4e4814e02cdfda \
+    --hash=sha256:65fa6cb38ed5e9c3637e68e544f598b39c3b86b808ed0627a67b68320384b459 \
+    --hash=sha256:66bd62c59a5427746e8c44becae1d9b99d22fb13f30f492083dfb9ad7c45cc18 \
+    --hash=sha256:6e44c0e7c5664be20aee92085153150c0a7967310a73a43c0f832b7cd35d0dd3 \
+    --hash=sha256:6f8c6e7a1cfa3dc9d0ee2de0e65e834537fa29992cc3976ffec914afc35c5dd5 \
+    --hash=sha256:7322ec6cc9fba9d49ab888bb82d67ac5625627aa168f0165139b17018df3fb8a \
+    --hash=sha256:73b133a9e6fb512858e7f065e96f1180aa46646bc74a83aea62f1d314f3dd035 \
+    --hash=sha256:73f272fba87b8ccfe70a137d02a54af386f6d27aa509fbffdd978f5947aae1aa \
+    --hash=sha256:7e77b324909c1617cbb4c668677e2c6ae13f44d7c1de0d4f15f2e3c10f3315b5 \
+    --hash=sha256:80115dd39481fd3a4b4080220799dbcacb921a844de4b827264ececacbe17c78 \
+    --hash=sha256:87ccab0db8d5f4fbb0272642113c1adb2ffc698c16d3a0944580222331fa7a20 \
+    --hash=sha256:89dfee3319f5ae3f75ebd5c2445a809bb320252ba5529ffdafea4ef25d79cf1a \
+    --hash=sha256:8ac59a0900474a52b7c04af8196affc22bd9842acb0950df12f7b813e983609a \
+    --hash=sha256:8cae6fd77a5b72dae505084b1a2ee0360139faf72fedbab667cd7cc65aae7a6a \
+    --hash=sha256:8d3469c91dd92ee41b7c95280edbd975ef1ba9195086686623a1c6e8935ce965 \
+    --hash=sha256:90c633e7e8d6bf4e992b8b36ce69e018f834b641dd6de8cea6d78c06ffa119c5 \
+    --hash=sha256:93db40c8de0815baab96a06e08a984bac71f989d13bab789e382158c5d426797 \
+    --hash=sha256:9724e6cb5e478cd7d8cabf027826178739cb18cf0e117d0e32814d479fa02276 \
+    --hash=sha256:98c6ac18480fcdb33f35439183f1d2e79760ab41930309c6d951cb1f8e46694c \
+    --hash=sha256:9a15e785f244f3e07847b984ce8773fc3da10a9f3c131cc49a4c5b4d672b4547 \
+    --hash=sha256:9b60d7814174f059e5de4ab98271cc5ba9259cfea55273a81544dceea32dc8d9 \
+    --hash=sha256:9be2a6647740dd3cca6acb24e87f03d7632cd280dbce9bbe40c26353a215a45d \
+    --hash=sha256:9c7472192ebfad53a6be7c4a8bfb2d64b81c0e93a1fc8c57e1dd0b638297b5d1 \
+    --hash=sha256:9dce8ec9695f531a1b8a6f314fd4b393adcccf2ea861db480cdf97a301d01a68 \
+    --hash=sha256:9e50d748a32da622f256e8d505867f5d3c43a837c6a9f0efb149655fadd1042a \
+    --hash=sha256:a81758ed242b861b72e778ba34d41366441a2e10b16b472784c88da2dea7e2dd \
+    --hash=sha256:ac777001cdfc28b72477d93c8564bb7583081ea8fb45cdca3d568e0a4f87183c \
+    --hash=sha256:b2b506b1788df5fecd270a10d5e70a95fe77b87ea2b370a318043f6f5f817ee6 \
+    --hash=sha256:b2ea4a3e8357be8849e833beeae757ac3c7a6b3fc055c03c808a53c91ad30d82 \
+    --hash=sha256:bf1516fe58fc104f39b2d1dbe2d5e27d0cd45c4be2e42ba6ee0cc763701ec3c7 \
+    --hash=sha256:c0d702548d89d572b2929879bc883bb7a4c4709efafe4512cadee56c55c9bd15 \
+    --hash=sha256:c10b82c2634df08dfb13b1f04e38fe310d086ee092f4f69c0c8da234251e556e \
+    --hash=sha256:c42572142ed0b9d5d261ba727157c426510da78e20828b66bbb855098b8a4e38 \
+    --hash=sha256:c4585c3e64b4f9e583b4d2683f18f5d5d872b3d71dcf24594b74ecc23602fa96 \
+    --hash=sha256:c639ea314df70a7b2811e8020448c75af8c9445f5a60f8a4ced81c306a9380c2 \
+    --hash=sha256:c670fe7be5b6020b76bc6e8d2196074657e1327595bca93a389e1a76ab130ad8 \
+    --hash=sha256:cc1b2440423a851fad781309dd87843868f4f66a6bcd1ddb9225cf4ec2c84732 \
+    --hash=sha256:cd3584591ea4429026cdb931b054342c2bcf189b44ff367f8d5c15bc092a2966 \
+    --hash=sha256:d15df07081d91b76ff20d43f94592ee110330152d617b730fdbe5ef9fb680053 \
+    --hash=sha256:d19662dbedbe783d323196312d38f5ba53cf56296378252171985da6899887d3 \
+    --hash=sha256:d24ecb4f5e009ea0bd275ee37ad9953b32005e2e5e60f8bbae16da0dbbf0d3a0 \
+    --hash=sha256:d446c6ac40bb6e05025ccee55b84d80fe9bf8e93010ffc4bb9484f13d498835f \
+    --hash=sha256:d51ffd3427640fa2da6ade574ceba932f210ad095f65fcc450a2b0a0d454868e \
+    --hash=sha256:d6ce43a0269d68cee79a7d1ade7def53c20f8f2a047b92d7b5d5bcc73ae88327 \
+    --hash=sha256:d721e53758b2cca74990185eb0671dd466d7a388a1a45d0c6f4c13cef41a68ac \
+    --hash=sha256:d7da47a0f248977f08e2cb659ff3c17ddc13a4d39b3a7baa0a81bf5b415430f6 \
+    --hash=sha256:db47b561c9afd884baa1f96f797c9ca369872c4b65912bc691cfa99e68340af2 \
+    --hash=sha256:dbe6493fbd27321b1d1f2dd4f5c7e5bd4d8b1d7cab7f32fd67db3d0b2ed8248a \
+    --hash=sha256:dbece16025afda5e3031af0c4059207e61dcf73ef13af844964f57f387d1c435 \
+    --hash=sha256:ddd67571c10869f65a5d7dde536d1e066e306cc90de57d7de4d5f34802428bb5 \
+    --hash=sha256:de9208bb427130c82a5dbfd104f92c8876fc9559278c880b3002755bbbe9c83d \
+    --hash=sha256:e30d40268a28d54ce0437031750497004c22602b8e3ab891f759b795a003b312 \
+    --hash=sha256:e8b0abe7d870f53ca5143895fef7d1041a0c831a140d3dc2c760dd7ba25d4a8b \
+    --hash=sha256:f035d9dc1d25eff9d361456572231c7d27b5ccd473ca7dc0adfce732bd006d40 \
+    --hash=sha256:f04b9f56b0e0614c0126be12c2c2d9f8850c1e57af302bd0a63bed379d4af974 \
+    --hash=sha256:f0fa4fa9c3632d708742baf2282f2055c11d888a790362670a403cbf48a2c404 \
+    --hash=sha256:f2e7f8e2ab6c2922be02c7ec45185aa5bd771e2e57b95455ee343a44d8130dff \
+    --hash=sha256:f8f6fa298bb4f7f58a33334406218ba74716e68feddf5e4e54cd5d8082705abf \
+    --hash=sha256:fbf300e2070bb35038660b3be1be4b91b0024edb41517e6996320b49b92b4175 \
+    --hash=sha256:fce7760bf283405b2c7999cab3da4e72f7deca6396013115e3f7a955db9760da \
+    --hash=sha256:fcee38cd8e5089d6d4f048ba1233b3ad76e5954f545382180889112ff5cb712d \
+    --hash=sha256:fe31f28c94402043161876a258a9c6f757cb485905c7614ce8d6cd40e6b7bdc1 \
+    --hash=sha256:ffd8893ccc1c2fce6e0d6ca402d716fe1b29db70c7132609a05955e31b2aa8f2
     # via
     #   feast (pyproject.toml)
     #   parsimonious
     #   transformers
-requests==2.33.1 \
-    --hash=sha256:18817f8c57c6263968bc123d237e3b8b08ac046f5456bd1e307ee8f4250d3517 \
-    --hash=sha256:4e6d1ef462f3626a1f0a0a9c42dd93c63bad33f9f1c1937509b8c5c8718ab56a
+requests==2.34.2 \
+    --hash=sha256:2a0d60c172f83ac6ab31e4554906c0f3b3588d37b5cb939b1c061f4907e278e0 \
+    --hash=sha256:f288924cae4e29463698d6d60bc6a4da69c89185ad1e0bcc4104f584e960b9ed
     # via
     #   feast (pyproject.toml)
     #   azure-core
+    #   databricks-sdk
     #   datasets
     #   docker
     #   docling
@@ -5010,9 +5625,12 @@ requests==2.33.1 \
     #   jupyterlab-server
     #   kube-authkit
     #   kubernetes
+    #   mlflow-skinny
     #   moto
     #   msal
     #   openlineage-python
+    #   pyiceberg
+    #   pymilvus
     #   python-keycloak
     #   ray
     #   requests-oauthlib
@@ -5033,9 +5651,9 @@ requests-toolbelt==1.0.0 \
     --hash=sha256:7681a0a3d047012b5bdc0ee37d7f8f07ebe76ab08caeccfc3921ce23c88d5bc6 \
     --hash=sha256:cccfdd665f0a24fcf4726e690f65639d272bb0637b9b92dfd91a5568ccf6bd06
     # via python-keycloak
-responses==0.26.0 \
-    --hash=sha256:03ec4409088cd5c66b71ecbbbd27fe2c58ddfad801c66203457b3e6a04868c37 \
-    --hash=sha256:c7f6923e6343ef3682816ba421c006626777893cb0d5e1434f674b649bac9eb4
+responses==0.26.2 \
+    --hash=sha256:6fdfeabd58e5ec473b98dfe02e6d46d3173bd8dd573eff2ccccf1a05a5135364 \
+    --hash=sha256:9c9259b46a8349197edebf43cfa68a87e1a2802ef503ff8b2fecbabc0b45afd8
     # via moto
 rfc3339-validator==0.1.4 \
     --hash=sha256:138a2abdf93304ad60530167e51d2dfb9549521a836871b88d7f4695d0022f6b \
@@ -5060,123 +5678,125 @@ rich==14.3.4 \
     #   codeflare-sdk
     #   fastapi-mcp
     #   ibis-framework
+    #   pyiceberg
     #   typer
-rpds-py==0.30.0 \
-    --hash=sha256:07ae8a593e1c3c6b82ca3292efbe73c30b61332fd612e05abee07c79359f292f \
-    --hash=sha256:0a59119fc6e3f460315fe9d08149f8102aa322299deaa5cab5b40092345c2136 \
-    --hash=sha256:0c0e95f6819a19965ff420f65578bacb0b00f251fefe2c8b23347c37174271f3 \
-    --hash=sha256:0d08f00679177226c4cb8c5265012eea897c8ca3b93f429e546600c971bcbae7 \
-    --hash=sha256:0ed177ed9bded28f8deb6ab40c183cd1192aa0de40c12f38be4d59cd33cb5c65 \
-    --hash=sha256:12f90dd7557b6bd57f40abe7747e81e0c0b119bef015ea7726e69fe550e394a4 \
-    --hash=sha256:1726859cd0de969f88dc8673bdd954185b9104e05806be64bcd87badbe313169 \
-    --hash=sha256:1ab5b83dbcf55acc8b08fc62b796ef672c457b17dbd7820a11d6c52c06839bdf \
-    --hash=sha256:1b151685b23929ab7beec71080a8889d4d6d9fa9a983d213f07121205d48e2c4 \
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+    --hash=sha256:8e4320744c1ffdd95a603def63344bfab2d33edeab301c5007e7de9f9f5b3885 \
+    --hash=sha256:8e65860d238379ed982fd9ba690579b5e95af2f4840f99c772816dbe573cb826 \
+    --hash=sha256:8f2e5c5ee828d42cb11760761c0af6507927bec42d0ad5458f97c9203b054617 \
+    --hash=sha256:900a67df3fd1660b035a4761c4ce73c382ea6b35f90f9863c36c6fd8bf8b09bb \
+    --hash=sha256:913ca42ccad3f8cc6e292b587ae8ae49c8c823e5dce51a736252fc7c7cdfa577 \
+    --hash=sha256:9250a9a0a6fd4648b3f868da8d91a4c52b5811a62df58e753d50ae4454a36f80 \
+    --hash=sha256:931908d9fc855d8f74783377822be318edb6dcb19e47169dc038f9a1bf60b06e \
+    --hash=sha256:9826217f048f620d9a712672818bf231442c1b35d96b227a07eabd11b4bb6945 \
+    --hash=sha256:9891e594296ab9dada6551c8e7b387b2721f27a67eecd528412e8906247a7b90 \
+    --hash=sha256:9c1255b302953c86a486b81d330d5ee1d5bd937691ce271b6be0ef0e299eaab7 \
+    --hash=sha256:a0811d33247c3d6128a3001d763f2aa056bb3425204335400ac54f89eec3a0d0 \
+    --hash=sha256:a136d453475ac0fcbda502ef1e6504bd28d6d904700915d278deeab0d00fe140 \
+    --hash=sha256:a214c993455f99a89aaeadc9b21241900037adc9d97203e374d75513c5911822 \
+    --hash=sha256:a3086b538543802f84c843911242db20447de00d8752dd0efc936dbcf02218ba \
+    --hash=sha256:a3450b693fde92133e9f51060568a4c31fcca76d5e53bbd611e689ca446517e9 \
+    --hash=sha256:a550fb4950a06dde3beb4721f5ad4b25bf4513784665b0a8522c792e2bd822a4 \
+    --hash=sha256:a9f4645593036b81bbdb36b9c8e0ea0d1c3fee968c4d59db0344c14087ef143a \
+    --hash=sha256:aca6c1ef08a82bfe327cc156da694660f599923e2e6665b6d81c9c2d0ac9ffc8 \
+    --hash=sha256:acac386b453c2516111b50985d60ce46e7fadb5ea71ae7b25f4c946935bf27cf \
+    --hash=sha256:acc992ab27b15f852c76755eb2ab7dce86585ddadba6fa5946e58556088845b4 \
+    --hash=sha256:ae3d4fe8c0b9213624fdce7279d70e3b148b682ca20719ebd193a23ebfa47324 \
+    --hash=sha256:ae50181a047c871561212bb97f7932a2d45fb53e947bd9b57ebad85b529cbc53 \
+    --hash=sha256:ae6dd8f10bd17aad820876d24caec9efdafd80a318d16c0a48edb5e136902c6b \
+    --hash=sha256:af05d726809bff6b141be124d4c7ce998f9c9c7f30edb1f46c07aa103d540b41 \
+    --hash=sha256:afd70d95892096cdb26f15a00c45907b17817577aa8d1c76b2dcc2788391f9e9 \
+    --hash=sha256:b5c2dc92304aa48a4a60443b548bb12f12e119d4b72f314015e67b9e1be97fca \
+    --hash=sha256:bc0011654b91cc4fb2ae701bec0a0ba1e552c0714247fa7af6c59e0ccfa3a4e1 \
+    --hash=sha256:bcfbcf66006befb9fd2aeaa9e01feaf881b4dc330a02ba07d2322b1c11be7b5d \
+    --hash=sha256:bdbd97738551fca3917c1bd7188bec1920bb520104f28e7e1007f9ceb17b7690 \
+    --hash=sha256:c60924535c75f1566b6eb75b5c31a48a43fef04fa2d0d201acbad8a9969c6107 \
+    --hash=sha256:c7b9a2f8f4d8e90af72571d3d495deebdd7e3c75451f5b41719aee166e940fc2 \
+    --hash=sha256:ca6546b66be9dc4738b1b043d5ebd5488c66c578c5ff0fd0e8065313fe3afb76 \
+    --hash=sha256:ccffae9a092a00deb7efd545fe5e2c33c33b88e7c054337e9a74c179347d0b7d \
+    --hash=sha256:cdc7e35386f3847df728fbcb5e887e2d79c19e2fa1eba9e51b6621d23e3243af \
+    --hash=sha256:d15fde0e6fb0d88a60d221204873743e5d9f0b7d29165e62cd86d0413ad74ba6 \
+    --hash=sha256:d34c20167764fbcf927194d532dd7e0c56772f0a5f943fa5ef9e9afbba8fb9db \
+    --hash=sha256:d483fe17f01ad64b7bf7cc38fcefff1ca9fb83f8c2b2542b68f97ffe0611b369 \
+    --hash=sha256:d7469697dce35be237db177d42e2a2ee26e6dcc5fc052078a6fefabd288c6edd \
+    --hash=sha256:db08f45aecde626498fb3df07bcf6d2ec040af42e859a4f5040d79c200342911 \
+    --hash=sha256:dc319e5a1de4b6913aac94bf6a2f9e847371e0a140a43dd4991db1a09bc2d504 \
+    --hash=sha256:de3eceba0b683bcbb1ab93da016d0270df1f9ae7be716b40214c5dafac6ea45a \
+    --hash=sha256:dfcc8b909769d19db55c7cc9541eb64b9b774b1057ffffb4f1048070475bb9f9 \
+    --hash=sha256:e059c5dde6452b44424bd1834557556c226b57781dee1227af23518459722b13 \
+    --hash=sha256:e4316bf32babbed84e691e352faf967ce2f0f024174a8643c37c94a1080374fc \
+    --hash=sha256:e52655eaf81e32593abedaa4bfe33170c8cfedf3365ed9be6e11e07f148f0278 \
+    --hash=sha256:e55d236be29255554da47abe5c577637db7c24a02b8b46f0ca9524c855801868 \
+    --hash=sha256:ea7bb13b7c9a29791f87a0387ba7d3ad3a6d783d827e4d3f27b40a0ff44495e2 \
+    --hash=sha256:ea964164cc9afa72d4d9b23cc28dafae93693c0a53e0b42acbff15b22c3f9ddd \
+    --hash=sha256:ec829541c45bca16e61c7ae50c20501f213605beb75d1aba91a6ee37fbbb56a4 \
+    --hash=sha256:ecabd69db66de867690f9797f2f8fa27ba501bbc24540cbdbdc649cd15888ba6 \
+    --hash=sha256:ed0c1e5d10cdc7135537988c74a0188da68e2f3c30813ba3744ab1e42e0480f9 \
+    --hash=sha256:f0840b5b17057f7fd918b76183a4b5a0635f43e14eb2ce60dce1d4ee4707ea00 \
+    --hash=sha256:f4d78253f6996be4901669ad25319f842f740eccf4d58e3c7f3dd39e6dde1d8f \
+    --hash=sha256:f56f1695bc5c0871cbc33dc0130fcf503aab0c57dcc5a6700a4f49eba4f2652e \
+    --hash=sha256:f826877d462181e5eb1c26a0026b8d0cab05d99844ecb6d8bf3627a2ca0c0442 \
+    --hash=sha256:f8f23ead891a3b762f35ab3b04623da7056545b48aa60d59957e6789914545da \
+    --hash=sha256:f90938e92afda60266da758ee7d363447f7f0138c9559f9e1811629580582d90 \
+    --hash=sha256:faa679d19a6696fd54259ad321251ad77a13e70e03dd834daa762a44fb6196ef
     # via
     #   jsonschema
     #   referencing
@@ -5197,54 +5817,48 @@ ruamel-yaml==0.17.17 \
     --hash=sha256:9751de4cbb57d4bfbf8fc394e125ed4a2f170fbff3dc3d78abf50be85924f8be \
     --hash=sha256:9af3ec5d7f8065582f3aa841305465025d0afd26c5fb54e15b964e11838fc74f
     # via great-expectations
-ruff==0.15.12 \
-    --hash=sha256:01da3988d225628b709493d7dc67c3b9b12c0210016b08690ef9bd27970b262b \
-    --hash=sha256:2849ea9f3484c3aca43a82f484210370319e7170df4dfe4843395ddf6c57bc33 \
-    --hash=sha256:83b2f4f2f3b1026b5fb449b467d9264bf22067b600f7b6f41fc5958909f449d0 \
-    --hash=sha256:84a1630093121375a3e2a95b4a6dc7b59e2b4ee76216e32d81aae550a832d002 \
-    --hash=sha256:9ba3b8f1afd7e2e43d8943e55f249e13f9682fde09711644a6e7290eb4f3e339 \
-    --hash=sha256:9cae0f92bd5700d1213188b31cd3bdd2b315361296d10b96b8e2337d3d11f53e \
-    --hash=sha256:9e77c7e51c07fe396826d5969a5b846d9cd4c402535835fb6e21ce8b28fef847 \
-    --hash=sha256:a538f7a82d061cee7be55542aca1d86d1393d55d81d4fcc314370f4340930d4f \
-    --hash=sha256:b0c862b172d695db7598426b8af465e7e9ac00a3ea2a3630ee67eb82e366aaa6 \
-    --hash=sha256:c87a162d61ab3adca47c03f7f717c68672edec7d1b5499e652331780fe74950d \
-    --hash=sha256:d0185894e038d7043ba8fd6aee7499ece6462dc0ea9f1e260c7451807c714c20 \
-    --hash=sha256:dd8aed930da53780d22fc70bdf84452c843cf64f8cb4eb38984319c24c5cd5fd \
-    --hash=sha256:e3bcd123364c3770b8e1b7baaf343cc99a35f197c5c6e8af79015c666c423a6c \
-    --hash=sha256:e852ba9fdc890655e1d78f2df1499efbe0e54126bd405362154a75e2bde159c5 \
-    --hash=sha256:ecea26adb26b4232c0c2ca19ccbc0083a68344180bba2a600605538ce51a40a6 \
-    --hash=sha256:f86f176e188e94d6bdbc09f09bfd9dc729059ad93d0e7390b5a73efe19f8861c \
-    --hash=sha256:fb129f40f114f089ebe0ca56c0d251cf2061b17651d464bb6478dc01e69f11f5 \
-    --hash=sha256:fe87510d000220aa1ed530d4448a7c696a0cae1213e5ec30e5874287b66557b5
+ruff==0.16.0 \
+    --hash=sha256:0ff4a79ce3ec0172f3241943835de1c4cb4e2dcd07f0f8c2d02603dbbbee4b17 \
+    --hash=sha256:14296fedcd2705c77ab8235439278bbb38f285cf7da5528b00b3e330c3d4872d \
+    --hash=sha256:28ea2b7df8ebf7f9da6b7d47b230ab48f387c0a29be3b474c4d0740e197bb9af \
+    --hash=sha256:33a3dfac8c35f81498dea9181bccc2f4c4bc8f1521a1dd9406e77643e0f0fb09 \
+    --hash=sha256:3c954b1d580bfa035b41654f7858cc7e71d5fc3ac5b723dd62bd9133830ed522 \
+    --hash=sha256:429c117f022bf481fabd9d551e7a3952b24c65e6ef44337ea09d90bebef14472 \
+    --hash=sha256:48044c678e9cb8698246c99b14aaccfa6601dea7379eb48a6f8f73f7a6d86cd0 \
+    --hash=sha256:4f11a8d11010301d0a398a2fdef67691feca7294da6aef55e2150e8fa2cd520b \
+    --hash=sha256:6e364e5ed22ed8dc05082fd78e35308618260907ac2d3c1d637b2e682415b6c9 \
+    --hash=sha256:7aa0959bad8eb8bef50340154fc9b58678dae31fa4293afa38b44b6e552c0213 \
+    --hash=sha256:7fab76fa065c873f41ff744347c6e77bcc3dfec4bcc754dc26b63d23c0f7f5fb \
+    --hash=sha256:a5237a0bda500d30d81b8e07a6973a5cbc772864cbf746ae2f4e8a2e01c9f4ed \
+    --hash=sha256:a9b50c55e263103586b3dcf5f73d479eb8cb5fdb6098fec59a62891dab653717 \
+    --hash=sha256:d327b8fc113a1d4421a04f3839d3752057c8dd1ee320223a6f3f52d04ada462a \
+    --hash=sha256:e01c21d10eb1b29f47b7454e1f4056db9a3f0260c646aa88457c610291db9f81 \
+    --hash=sha256:e460aafd5495ec89efaa6ced2e4a9a581116451e1c88b9d37ef497e0f8e93982 \
+    --hash=sha256:e5115729eb08c585e5121978ba5d5b60caeae394ce21b9fb5e6cd33a1c6c9b1e \
+    --hash=sha256:e95c448fca1fb2a18372a9440926c5a6ee789639bb975c72e7ae6d0b04218ab4
     # via feast (pyproject.toml)
-s3transfer==0.13.1 \
-    --hash=sha256:a981aa7429be23fe6dfc13e80e4020057cbab622b08c0315288758d67cabc724 \
-    --hash=sha256:c3fdba22ba1bd367922f27ec8032d6a1cf5f10c934fb5d68cf60fd5a23d936cf
+s3transfer==0.19.2 \
+    --hash=sha256:ba0309fd86be3c27dbf78cdd813c13c5e1df16e5874b99d2535ebbdfb9892993 \
+    --hash=sha256:d8168eccca828cbb2cd573675333f3bddd254313a9c42494b84c76b539e8ba25
     # via boto3
-safetensors[torch]==0.7.0 \
-    --hash=sha256:0071bffba4150c2f46cae1432d31995d77acfd9f8db598b5d1a2ce67e8440ad2 \
-    --hash=sha256:07663963b67e8bd9f0b8ad15bb9163606cd27cc5a1b96235a50d8369803b96b0 \
-    --hash=sha256:12f49080303fa6bb424b362149a12949dfbbf1e06811a88f2307276b0c131afd \
-    --hash=sha256:1d060c70284127fa805085d8f10fbd0962792aed71879d00864acda69dbab981 \
-    --hash=sha256:42cb091236206bb2016d245c377ed383aa7f78691748f3bb6ee1bfa51ae2ce6a \
-    --hash=sha256:473b32699f4200e69801bf5abf93f1a4ecd432a70984df164fc22ccf39c4a6f3 \
-    --hash=sha256:54bef08bf00a2bff599982f6b08e8770e09cc012d7bba00783fc7ea38f1fb37d \
-    --hash=sha256:5d72abdb8a4d56d4020713724ba81dac065fedb7f3667151c4a637f1d3fb26c0 \
-    --hash=sha256:672132907fcad9f2aedcb705b2d7b3b93354a2aec1b2f706c4db852abe338f85 \
-    --hash=sha256:6999421eb8ba9df4450a16d9184fcb7bef26240b9f98e95401f17af6c2210b71 \
-    --hash=sha256:7b95a3fa7b3abb9b5b0e07668e808364d0d40f6bbbf9ae0faa8b5b210c97b140 \
-    --hash=sha256:8469155f4cb518bafb4acf4865e8bb9d6804110d2d9bdcaa78564b9fd841e104 \
-    --hash=sha256:94fd4858284736bb67a897a41608b5b0c2496c9bdb3bf2af1fa3409127f20d57 \
-    --hash=sha256:b0f6d66c1c538d5a94a73aa9ddca8ccc4227e6c9ff555322ea40bdd142391dd4 \
-    --hash=sha256:c74af94bf3ac15ac4d0f2a7c7b4663a15f8c2ab15ed0fc7531ca61d0835eccba \
-    --hash=sha256:c82f4d474cf725255d9e6acf17252991c3c8aac038d6ef363a4bf8be2f6db517 \
-    --hash=sha256:cdab83a366799fa730f90a4ebb563e494f28e9e92c4819e556152ad55e43591b \
-    --hash=sha256:cfdead2f57330d76aa7234051dadfa7d4eedc0e5a27fd08e6f96714a92b00f09 \
-    --hash=sha256:d1239932053f56f3456f32eb9625590cc7582e905021f94636202a864d470755 \
-    --hash=sha256:dac7252938f0696ddea46f5e855dd3138444e82236e3be475f54929f0c510d48 \
-    --hash=sha256:dc92bc2db7b45bda4510e4f51c59b00fe80b2d6be88928346e4294ce1c2abe7c \
-    --hash=sha256:e07d91d0c92a31200f25351f4acb2bc6aff7f48094e13ebb1d0fb995b54b6542 \
-    --hash=sha256:f4729811a6640d019a4b7ba8638ee2fd21fa5ca8c7e7bdf0fed62068fcaac737
+safetensors[torch]==0.8.0 \
+    --hash=sha256:040070828e36dc8e122178bbbd5830ff9e97920affb84cbe0f46442497bed358 \
+    --hash=sha256:096ec1a98435df7beb08853bb5aa9081a84f23d0adc67ed1a0a10550f608373f \
+    --hash=sha256:2ddf52eac562eda224f99acfa7889d02968c1fd59a5b011ae7d8137c37e9c02d \
+    --hash=sha256:3ae091f16662658bdc019a4ff6cb4c085bb7d725eb5978b183ffd265863b6d2d \
+    --hash=sha256:4124502b78f03534117c848f87a39b8f31e577b15eff423bf8bfb95f2a8c30d0 \
+    --hash=sha256:4a95ae2b05d7726d751da4ebf626a2ca782b706e101bd894c95bc2450b1cffcc \
+    --hash=sha256:7a46e5ff292c356d6991e60942ba7f79817682d3a2cef0702136448cb9c4d235 \
+    --hash=sha256:7bc0a787ba8a35be368ee3574edfa2b1ad389eebd0a72e482ae275490e3f6c98 \
+    --hash=sha256:87eec7ffed2b809f05a398a8becb7d013f19f7837cd15d9748580d6cf30dbaf4 \
+    --hash=sha256:8e080062fcde23be189565e1c3305d16751a218ecf9412c8601e64204eb6f846 \
+    --hash=sha256:8e9f537aa183a38ace122d27303dcd986b26bd2a7591f9181d7f0c396f4677ca \
+    --hash=sha256:c554f85858e05226d3c2828e32395e677434685d6d94594a41643361c5e837f0 \
+    --hash=sha256:c80201d22cbf405b80647a60ada77bba06c8fba2da2743ba1e89cdcc39a81f25 \
+    --hash=sha256:f7838e5135a406ad3e02efdcb8cf2e5397d368b0154537c4fec682dbc544d452 \
+    --hash=sha256:fabaf3e0f18a6618d9b36560682562157f77c2b71fcffc7b432be2baed9d753d \
+    --hash=sha256:fcdd41ec4628fee5799f807c73c353629130fbd942aa23d83c623dd6c9d52d78 \
+    --hash=sha256:fd6f3f93c9a0a7cc2788ee63fb763353d4bd2e89b0751bc78fcf7dda00bea774
     # via
     #   accelerate
     #   docling-ibm-models
@@ -5301,116 +5915,131 @@ scikit-image==0.26.0 \
     --hash=sha256:f775f0e420faac9c2aa6757135f4eb468fb7b70e0b67fa77a5e79be3c30ee331 \
     --hash=sha256:fac96a1f9b06cd771cbbb3cd96c5332f36d4efd839b1d8b053f79e5887acde62
     # via easyocr
-scikit-learn==1.8.0 \
-    --hash=sha256:00d6f1d66fbcf4eba6e356e1420d33cc06c70a45bb1363cd6f6a8e4ebbbdece2 \
-    --hash=sha256:0d6ae97234d5d7079dc0040990a6f7aeb97cb7fa7e8945f1999a429b23569e0a \
-    --hash=sha256:146b4d36f800c013d267b29168813f7a03a43ecd2895d04861f1240b564421da \
-    --hash=sha256:15fc3b5d19cc2be65404786857f2e13c70c83dd4782676dd6814e3b89dc8f5b9 \
-    --hash=sha256:2838551e011a64e3053ad7618dda9310175f7515f1742fa2d756f7c874c05961 \
-    --hash=sha256:29ffc74089f3d5e87dfca4c2c8450f88bdc61b0fc6ed5d267f3988f19a1309f6 \
-    --hash=sha256:2de443b9373b3b615aec1bb57f9baa6bb3a9bd093f1269ba95c17d870422b271 \
-    --hash=sha256:35c007dedb2ffe38fe3ee7d201ebac4a2deccd2408e8621d53067733e3c74809 \
-    --hash=sha256:3bad7565bc9cf37ce19a7c0d107742b320c1285df7aab1a6e2d28780df167242 \
-    --hash=sha256:4496bb2cf7a43ce1a2d7524a79e40bc5da45cf598dbf9545b7e8316ccba47bb4 \
-    --hash=sha256:4511be56637e46c25721e83d1a9cea9614e7badc7040c4d573d75fbe257d6fd7 \
-    --hash=sha256:5025ce924beccb28298246e589c691fe1b8c1c96507e6d27d12c5fadd85bfd76 \
-    --hash=sha256:56079a99c20d230e873ea40753102102734c5953366972a71d5cb39a32bc40c6 \
-    --hash=sha256:5e30adb87f0cc81c7690a84f7932dd66be5bac57cfe16b91cb9151683a4a2d3b \
-    --hash=sha256:5fb63362b5a7ddab88e52b6dbb47dac3fd7dafeee740dc6c8d8a446ddedade8e \
-    --hash=sha256:6b595b07a03069a2b1740dc08c2299993850ea81cce4fe19b2421e0c970de6b7 \
-    --hash=sha256:72358cce49465d140cc4e7792015bb1f0296a9742d5622c67e31399b75468b9e \
-    --hash=sha256:74b66d8689d52ed04c271e1329f0c61635bcaf5b926db9b12d58914cdc01fe57 \
-    --hash=sha256:7cc267b6108f0a1499a734167282c00c4ebf61328566b55ef262d48e9849c735 \
-    --hash=sha256:80832434a6cc114f5219211eec13dcbc16c2bac0e31ef64c6d346cde3cf054cb \
-    --hash=sha256:8c497fff237d7b4e07e9ef1a640887fa4fb765647f86fbe00f969ff6280ce2bb \
-    --hash=sha256:8fdf95767f989b0cfedb85f7ed8ca215d4be728031f56ff5a519ee1e3276dc2e \
-    --hash=sha256:9bccbb3b40e3de10351f8f5068e105d0f4083b1a65fa07b6634fbc401a6287fd \
-    --hash=sha256:a0bcfe4d0d14aec44921545fd2af2338c7471de9cb701f1da4c9d85906ab847a \
-    --hash=sha256:a69525355a641bf8ef136a7fa447672fb54fe8d60cab5538d9eb7c6438543fb9 \
-    --hash=sha256:ada8121bcb4dac28d930febc791a69f7cb1673c8495e5eee274190b73a4559c1 \
-    --hash=sha256:bf97c10a3f5a7543f9b88cbf488d33d175e9146115a451ae34568597ba33dcde \
-    --hash=sha256:c22a2da7a198c28dd1a6e1136f19c830beab7fdca5b3e5c8bba8394f8a5c45b3 \
-    --hash=sha256:c2656924ec73e5939c76ac4c8b026fc203b83d8900362eb2599d8aee80e4880f \
-    --hash=sha256:c57b1b610bd1f40ba43970e11ce62821c2e6569e4d74023db19c6b26f246cb3b \
-    --hash=sha256:eddde82a035681427cbedded4e6eff5e57fa59216c2e3e90b10b19ab1d0a65c3 \
-    --hash=sha256:edec98c5e7c128328124a029bceb09eda2d526997780fef8d65e9a69eead963e \
-    --hash=sha256:ee787491dbfe082d9c3013f01f5991658b0f38aa8177e4cd4bf434c58f551702 \
-    --hash=sha256:f28dd15c6bb0b66ba09728cf09fd8736c304be29409bd8445a080c1280619e8c \
-    --hash=sha256:f984ca4b14914e6b4094c5d52a32ea16b49832c03bd17a110f004db3c223e8e1 \
-    --hash=sha256:fb65db5d7531bccf3a4f6bec3462223bea71384e2cda41da0f10b7c292b9e7c4 \
-    --hash=sha256:fe1c011a640a9f0791146011dfd3c7d9669785f9fed2b2a5f9e207536cf5c2fd
+scikit-learn==1.9.0 \
+    --hash=sha256:051075bda8b7aab87b1906ab3d4740a1e1224a19d7b3781a576736edc94e76aa \
+    --hash=sha256:056c92bb67ad4c28463c2f2653d9701449201e7e7a9e94e321be0f71c4fef2b8 \
+    --hash=sha256:147e9329ef0e39f75d4cffa02b2aa48d827832684926cd5210d9a2cb5c57246b \
+    --hash=sha256:1b944b6db288f6b926e3650026ddafb988929de95d11fc2cc5fa117773c9ba42 \
+    --hash=sha256:1fea2cc5677ab49d6f5bade978c866da44957b712d92e9635e8b4f723013c3cb \
+    --hash=sha256:24360002ae845e7866522b0a5bbf690802e7bc388cac8663502e78aa98598aa2 \
+    --hash=sha256:26e22435f63bcdcf396b574273f29f13dd531f5ea035801f5be10ba1540a4e60 \
+    --hash=sha256:2bd41b0d201bc81575531b96b713d3eb5e5f50fb0b82101ff0f92294fdc236ac \
+    --hash=sha256:366652351f092b219c248f1e72821e841960a63d8f358f1dcfd54dc1cbdbbc28 \
+    --hash=sha256:38c3dcb9a1ffb85505ec53d54c7b4aea0cff70050425a7760c2af661ac85df05 \
+    --hash=sha256:4306775fad04cc4b472a1b15af1ae9cede1540fbfcc17fbce3767cd8dc7ae283 \
+    --hash=sha256:4ccacf04ca5f4b492158a5f28afe0ace43f81b2571e4b9a66d34848b46128949 \
+    --hash=sha256:5162ad10a418c8a282dde04c9aa06965de3e9a65f33c1440c0ae69bb1a09d913 \
+    --hash=sha256:5808d98f15c6bf6d9d96d2348c1997392a5888ce7097e664105f930c4bca1277 \
+    --hash=sha256:5b934c45c252844a91d69fda3a34cff5e7307e1db10d77cb10a3980312c74713 \
+    --hash=sha256:5bad8f8b9950321b54c965fdcbac6c6c55e79e16646b49977bcf3668d3870a1a \
+    --hash=sha256:5be45aa4a42a68a533913a6ed736cf309de2226411c79ef8d609a5456f1939b1 \
+    --hash=sha256:5dc1818c77575d149e25fce9ef82dd7b7263ae372f03494158668ad632a69759 \
+    --hash=sha256:5e50ed4da51974e86e940690e9a3d82e729b62b5a49f7c9bac534d515d39d86f \
+    --hash=sha256:64fa347efc1c839c487433e40c5144d38c336e8a2b59c81aa8660373945c2673 \
+    --hash=sha256:78fc56eafd4edb9575d2d8950d1dd152061abb573341a1cb7e099fc40f6c6666 \
+    --hash=sha256:80746d63bd4b6eaca54d36fe5feaf4d28bb38dc6f9470f81c7cad7c40155f119 \
+    --hash=sha256:8833266989d3a5110178a9fae30783675460724d0e1efb13b14901d2c660c557 \
+    --hash=sha256:9656acd4e93f74e0b66c8a36c88830a99252dfa900044d36bc2212ae89a47162 \
+    --hash=sha256:9db6f4d34e68c8899e4cab27fdf8eafe6ed21f2ba52ceb25ea250cd237f8e47b \
+    --hash=sha256:d77f54c017633791bc0225a43e2f8d03745fdcfe4880268fcc4df15f505dec2e \
+    --hash=sha256:da76d09304a4706db7cc1e3ebaa3b6b98a67365cc11d2996c4f1e58ba47df714 \
+    --hash=sha256:ee1a8db2c18c08e34c7412d4b10be1cac214cd4ea7dc9715a6a327eb49a37c96 \
+    --hash=sha256:f401448645a3e7bc115aa3c094097865155b34bff1cba8101857d9104e99074c \
+    --hash=sha256:f7e254636164090da847715a27f8e5478feb98c40a9e0ee90cbd277de9e5ceb8 \
+    --hash=sha256:fd3a8ef0c758555a3b23c03adaa858af32f7736785ded50ad5991f59c4ed03fa
     # via
     #   feast (pyproject.toml)
+    #   mlflow
     #   sentence-transformers
-scipy==1.17.1 \
-    --hash=sha256:010f4333c96c9bb1a4516269e33cb5917b08ef2166d5556ca2fd9f082a9e6ea0 \
-    --hash=sha256:02ae3b274fde71c5e92ac4d54bc06c42d80e399fec704383dcd99b301df37458 \
-    --hash=sha256:08b900519463543aa604a06bec02461558a6e1cef8fdbb8098f77a48a83c8118 \
-    --hash=sha256:131f5aaea57602008f9822e2115029b55d4b5f7c070287699fe45c661d051e39 \
-    --hash=sha256:158dd96d2207e21c966063e1635b1063cd7787b627b6f07305315dd73d9c679e \
-    --hash=sha256:1cc682cea2ae55524432f3cdff9e9a3be743d52a7443d0cba9017c23c87ae2f6 \
-    --hash=sha256:1f95b894f13729334fb990162e911c9e5dc1ab390c58aa6cbecb389c5b5e28ec \
-    --hash=sha256:200e1050faffacc162be6a486a984a0497866ec54149a01270adc8a59b7c7d21 \
-    --hash=sha256:2040ad4d1795a0ae89bfc7e8429677f365d45aa9fd5e4587cf1ea737f927b4a1 \
-    --hash=sha256:2b64ca7d4aee0102a97f3ba22124052b4bd2152522355073580bf4845e2550b6 \
-    --hash=sha256:2ceb2d3e01c5f1d83c4189737a42d9cb2fc38a6eeed225e7515eef71ad301dce \
-    --hash=sha256:35c3a56d2ef83efc372eaec584314bd0ef2e2f0d2adb21c55e6ad5b344c0dcb8 \
-    --hash=sha256:37425bc9175607b0268f493d79a292c39f9d001a357bebb6b88fdfaff13f6448 \
-    --hash=sha256:3877ac408e14da24a6196de0ddcace62092bfc12a83823e92e49e40747e52c19 \
-    --hash=sha256:3fd1fcdab3ea951b610dc4cef356d416d5802991e7e32b5254828d342f7b7e0b \
-    --hash=sha256:41b71f4a3a4cab9d366cd9065b288efc4d4f3c0b37a91a8e0947fb5bd7f31d87 \
-    --hash=sha256:43af8d1f3bea642559019edfe64e9b11192a8978efbd1539d7bc2aaa23d92de4 \
-    --hash=sha256:45abad819184f07240d8a696117a7aacd39787af9e0b719d00285549ed19a1e9 \
-    --hash=sha256:4b400bdc6f79fa02a4d86640310dde87a21fba0c979efff5248908c6f15fad1b \
-    --hash=sha256:4eb6c25dd62ee8d5edf68a8e1c171dd71c292fdae95d8aeb3dd7d7de4c364082 \
-    --hash=sha256:581b2264fc0aa555f3f435a5944da7504ea3a065d7029ad60e7c3d1ae09c5464 \
-    --hash=sha256:5cf36e801231b6a2059bf354720274b7558746f3b1a4efb43fcf557ccd484a87 \
-    --hash=sha256:5e3c5c011904115f88a39308379c17f91546f77c1667cea98739fe0fccea804c \
-    --hash=sha256:6609bc224e9568f65064cfa72edc0f24ee6655b47575954ec6339534b2798369 \
-    --hash=sha256:6e3dcd57ab780c741fde8dc68619de988b966db759a3c3152e8e9142c26295ad \
-    --hash=sha256:6fac755ca3d2c3edcb22f479fceaa241704111414831ddd3bc6056e18516892f \
-    --hash=sha256:744b2bf3640d907b79f3fd7874efe432d1cf171ee721243e350f55234b4cec4c \
-    --hash=sha256:74cbb80d93260fe2ffa334efa24cb8f2f0f622a9b9febf8b483c0b865bfb3475 \
-    --hash=sha256:766e0dc5a616d026a3a1cffa379af959671729083882f50307e18175797b3dfd \
-    --hash=sha256:7bdf2da170b67fdf10bca777614b1c7d96ae3ca5794fd9587dce41eb2966e866 \
-    --hash=sha256:7ff200bf9d24f2e4d5dc6ee8c3ac64d739d3a89e2326ba68aaf6c4a2b838fd7d \
-    --hash=sha256:844e165636711ef41f80b4103ed234181646b98a53c8f05da12ca5ca289134f6 \
-    --hash=sha256:8a604bae87c6195d8b1045eddece0514d041604b14f2727bbc2b3020172045eb \
-    --hash=sha256:94055a11dfebe37c656e70317e1996dc197e1a15bbcc351bcdd4610e128fe1ca \
-    --hash=sha256:95d8e012d8cb8816c226aef832200b1d45109ed4464303e997c5b13122b297c0 \
-    --hash=sha256:9cdc1a2fcfd5c52cfb3045feb399f7b3ce822abdde3a193a6b9a60b3cb5854ca \
-    --hash=sha256:9ecb4efb1cd6e8c4afea0daa91a87fbddbce1b99d2895d151596716c0b2e859d \
-    --hash=sha256:a3472cfbca0a54177d0faa68f697d8ba4c80bbdc19908c3465556d9f7efce9ee \
-    --hash=sha256:a4328d245944d09fd639771de275701ccadf5f781ba0ff092ad141e017eccda4 \
-    --hash=sha256:a48a72c77a310327f6a3a920092fa2b8fd03d7deaa60f093038f22d98e096717 \
-    --hash=sha256:a720477885a9d2411f94a93d16f9d89bad0f28ca23c3f8daa521e2dcc3f44d49 \
-    --hash=sha256:a77cbd07b940d326d39a1d1b37817e2ee4d79cb30e7338f3d0cddffae70fcaa2 \
-    --hash=sha256:a9956e4d4f4a301ebf6cde39850333a6b6110799d470dbbb1e25326ac447f52a \
-    --hash=sha256:adb2642e060a6549c343603a3851ba76ef0b74cc8c079a9a58121c7ec9fe2350 \
-    --hash=sha256:beeda3d4ae615106d7094f7e7cef6218392e4465cc95d25f900bebabfded0950 \
-    --hash=sha256:c80be5ede8f3f8eded4eff73cc99a25c388ce98e555b17d31da05287015ffa5b \
-    --hash=sha256:cc90d2e9c7e5c7f1a482c9875007c095c3194b1cfedca3c2f3291cdc2bc7c086 \
-    --hash=sha256:cd96a1898c0a47be4520327e01f874acfd61fb48a9420f8aa9f6483412ffa444 \
-    --hash=sha256:d2650c1fb97e184d12d8ba010493ee7b322864f7d3d00d3f9bb97d9c21de4068 \
-    --hash=sha256:d30e57c72013c2a4fe441c2fcb8e77b14e152ad48b5464858e07e2ad9fbfceff \
-    --hash=sha256:d59c30000a16d8edc7e64152e30220bfbd724c9bbb08368c054e24c651314f0a \
-    --hash=sha256:dbc12c9f3d185f5c737d801da555fb74b3dcfa1a50b66a1a93e09190f41fab50 \
-    --hash=sha256:e18f12c6b0bc5a592ed23d3f7b891f68fd7f8241d69b7883769eb5d5dfb52696 \
-    --hash=sha256:e19ebea31758fac5893a2ac360fedd00116cbb7628e650842a6691ba7ca28a21 \
-    --hash=sha256:e30bdeaa5deed6bc27b4cc490823cd0347d7dae09119b8803ae576ea0ce52e4c \
-    --hash=sha256:eb092099205ef62cd1782b006658db09e2fed75bffcae7cc0d44052d8aa0f484 \
-    --hash=sha256:eee2cfda04c00a857206a4330f0c5e3e56535494e30ca445eb19ec624ae75118 \
-    --hash=sha256:f4115102802df98b2b0db3cce5cb9b92572633a1197c77b7553e5203f284a5b3 \
-    --hash=sha256:f590cd684941912d10becc07325a3eeb77886fe981415660d9265c4c418d0bea \
-    --hash=sha256:f8885db0bc2bffa59d5c1b72fad7a6a92d3e80e7257f967dd81abb553a90d293 \
-    --hash=sha256:fcb310ddb270a06114bb64bbe53c94926b943f5b7f0842194d585c65eb4edd76
+    #   skops
+scipy==1.18.0 \
+    --hash=sha256:09143f676d157d9f546d663504ef9c1becb819824f1afc018814176411942446 \
+    --hash=sha256:0d13bca67c096d89fb95ced0d8921807300fce0275643aef9533cc63a0773468 \
+    --hash=sha256:18e9575f1569b2c54174e6159d32942e03731177f63dce7975f0a0c88d102f5b \
+    --hash=sha256:1a4441f15d620578772a49e5ab48c0ee1f7a0220e387110283062729136b2553 \
+    --hash=sha256:1ad44305cfa24b1ba5803cbbebf033590ccbac1aa5d612d727b785325ab408b0 \
+    --hash=sha256:1afac4a847207c7ff8efd321734a50b06d0280b3b2a2c0fc2f413101747ad7c7 \
+    --hash=sha256:1f55797419e16e7f30cf88ffb3113ce0467f00cfe3f70d5c281730b21769bfc2 \
+    --hash=sha256:265915e79107de9f946b855e50d7470d5893ec3f54b342e1aa6201cbdcd8bb6b \
+    --hash=sha256:2d8bbdc6c817f5b4006a54d799d4f5bab6f910193cbb9a1ff310833d4d270f61 \
+    --hash=sha256:2ef3abc54a4ffc53765374b0d5728532dfdd2585ed23f6b11c206a1f0b1b9af8 \
+    --hash=sha256:368e0a705903c466aa5f08eefb39e6b1b6b2d659e7352a31fd9e2438365be0f8 \
+    --hash=sha256:3f1ac564d3bf6c03d861d2cd87a1bea0da2887136f7fb1bf519c05a8971452d6 \
+    --hash=sha256:40395a5fcd1abee49a5c7aaa98c29db393eedc835138560a588c47ec16156690 \
+    --hash=sha256:4a55985d54c769c872e64b7f4c8a81cc30ef700cc04296abbbf3705439c126de \
+    --hash=sha256:4c256ee70c0d1a8a2ace807e199ccd4e3f57037433842abb3fb36bc17eaa9578 \
+    --hash=sha256:52a96e21517c7292375c0e27dd796a811f03fcea5fd4d108fdfea8145dcf17ab \
+    --hash=sha256:56abf29a7c067dde59be8b9a22d606a4ea1b2f2a4b756d9d903c62818f5dacce \
+    --hash=sha256:5aba46108853ddfc77906b6557aac839d2b52e900c1d72a1180adaaab58d265f \
+    --hash=sha256:5efe260f69417b97ddae455bfb5a95e8359f7f66ad7fa9522a60feb66f169520 \
+    --hash=sha256:67b2ad2ad54c72ca6d04975a9b2df8c3638c34ddd5b28738e94fc2b57929d378 \
+    --hash=sha256:68363b7eaacd8b5dd426df56d782cc156468ac79a127a1b87ca597d6e2e82197 \
+    --hash=sha256:6aa94e78ec192a30063a5e72e561c28af769dc311190b24fe91774eff1969709 \
+    --hash=sha256:71ccc8faa2dd16ac310233203474a8b5cb67f10dedd54a3116d34943f4b19132 \
+    --hash=sha256:7a7f3b01647384dbc3a711e8c6778e0aabbe93959249fef5c7393396bcac0867 \
+    --hash=sha256:7bd21faaf5a1a3b2eff922d02db5f191b99a6518db9078a8fb23169f6d22259a \
+    --hash=sha256:7c7a51b33ce387193c97f228320cf8e87361daa1bba750638677729598b3e677 \
+    --hash=sha256:84031d7b052a54fae2f8632e0ec802073d385476eb9a63079bce6e23ef9283d4 \
+    --hash=sha256:8ca01e8ae69f1b18e9a58d91afead31be3cef0dd905a10249dac559ee15460a0 \
+    --hash=sha256:945c1761b93f38d7f99ae81ae80c63e621471608c7eeead563f6df025585cd58 \
+    --hash=sha256:97b6cddaaee0a779ef6b5ca83c9604b27cc16b2b8fc22c142652df8793319fb8 \
+    --hash=sha256:9aac6192fac56bf2ca534389d24623f07b39ff83317d58287285e7fbd622ff76 \
+    --hash=sha256:9ab7b758be6940954a713ee466e2043e9f6e2ed965c1fce5c91039f4be3d90a9 \
+    --hash=sha256:a46f9273dbd0eb1cefba61c9b8648b4dfe3cbc14a080176f9a73e44b8336dc7f \
+    --hash=sha256:ad033410e2e0672ffdc1042110cef20e1c46f8fd0616cee1d44d8d58fad8fc11 \
+    --hash=sha256:b6f758e35f12757b5d95c00bc6de2438e229c2664b7a92e96f205959d9f2dfa4 \
+    --hash=sha256:c5557d8be5da8e41353fcd4d21491fdbab83b062fc579e94dc09a7c8ab4f669b \
+    --hash=sha256:c5dbddf60e58c2312316d097271a8e73d40eaf2eabfa4d95ed7d3695bbf2ce7b \
+    --hash=sha256:d88363fd9d8fbd3511bd273f1a49efb2a540773ddf92a91d57498ce7dd7f3e76 \
+    --hash=sha256:e40baea28ae7f5475c779741e2d90b1247c78531207b49c7030e698ff81cee3f \
+    --hash=sha256:f2a6af57bd9e4a75d70e4117e78a1bbee84f79ae3fbb6d0111005d6ebcc4cb8d \
+    --hash=sha256:f351e0dd702687d12a402b867a1b4146a256923e1c38317cbc472f6372b94707
     # via
     #   docling
     #   easyocr
     #   great-expectations
+    #   mlflow
     #   scikit-image
     #   scikit-learn
     #   sentence-transformers
+    #   skops
+scylla-driver==3.29.11 \
+    --hash=sha256:0a93dd4af8995ac08335e581aca393a2bca64c3d4748ec359b9400797f2a7449 \
+    --hash=sha256:17b19807a8690a4df2e52bb23327a746715e7076f5f28b45a6ce4556b2a00dd7 \
+    --hash=sha256:1ea1fd011d8cf74b706c1b6ae982437597abf545e6d53f3a79905c97831db16a \
+    --hash=sha256:241bffc347888dbeae48d842e58a7d20915ee518beb46467d9b7cd5a0ad501ed \
+    --hash=sha256:2546a6646eead8225c8a0440c744c50ca85147fe61a712fb68e08be11ab21560 \
+    --hash=sha256:2a4116f2da833f76db6e59b4c0534b72291cac478ca4b5944abbdd52b1635d94 \
+    --hash=sha256:3094c90a49c172b1c09bbf44b46ea0c2c284e35cfd0222bc0062492de05131c0 \
+    --hash=sha256:39f48ebe02d17e7cc6f3ba34f9748c971932eaa11d6557ab7d5fae1631987a55 \
+    --hash=sha256:45050fd2028f07e236b7b3a555d4d17a1d88ea8ba8b5609ae1d14730a65b1e4f \
+    --hash=sha256:57e8fffaf0803c0a406cc0e331a738c5d305fb28c9f5834d29c077fa134a8820 \
+    --hash=sha256:617a8c459b30403002d38d7f99e3ed160da7671c7e62b0647e5fbd89539c6aff \
+    --hash=sha256:677b5b0312275a958c80dbd3d1686e4a60c805ddae290a4b56551245c0a07a95 \
+    --hash=sha256:6ee63f2503590f683e4b6c39c0070f567cc825fabd20f74cfe053d926a930ffc \
+    --hash=sha256:70dda8384ae23472cfdf6c798d20e59639aa1e4796937417088151adb4acf4a9 \
+    --hash=sha256:74668f6d4bca9f05f0826b8b464f363e7c1c7ac1cbbf373bae638bdc68780b8e \
+    --hash=sha256:8072842efb2ff7c9761563485156fb0b6a11c68b028e32b6a807a70d226dbbbd \
+    --hash=sha256:844e61a13edf0d12f95a64f6dd8a9c0fd0b0919570e10631e33c640acff59db7 \
+    --hash=sha256:8ed1b2ec3634d3b25609a3a587de420a41b435f497e963434a8b5b42fa32c88e \
+    --hash=sha256:9fb9bc8ae114434c3418ca8ba0bca00fb7afd4943a52694b5bde3f8681a0eea9 \
+    --hash=sha256:a8f644d73713be556e99d6355cd2de41503ee50bff990865d71887e1f9f18b46 \
+    --hash=sha256:abb5f98b4efbcb6257d1b97eea9c2bb95ea509e8983c2b8e021810ef460cb390 \
+    --hash=sha256:acb38ed6acae2185bdef6834569bb95acd858ec91a8269c555e912127946e998 \
+    --hash=sha256:ae36b731481c9ded343811132bcce4f68c9f2de8af8a51248fcea4d9c3b36d52 \
+    --hash=sha256:b5a4851afb2a6d8410f55e7344b0589f71289338ff35c6901135c1a683381149 \
+    --hash=sha256:bf33948e181c469f63108c01f319078051819c147f6446ea56b71975656efc1e \
+    --hash=sha256:cd0d872882a4c098eacc83b832a042ea0b5165e247790d378e215c2a9f205d44 \
+    --hash=sha256:cdd43ebb03db2441b920033d032a824612aa7f4daa58e88563e0a2036d6bd860 \
+    --hash=sha256:ce1cc363d2b9c9e5a0def22b85c13c1bde6f26d1abca427b408bd18f0fd3828c \
+    --hash=sha256:cf98016b6ce61dc30d80ac5bc491e0a84aa9da09e326fead5bba888d55f56126 \
+    --hash=sha256:dda6b9f7fe48c6a0623e629a6bc0497dff132ca8a2a8897cd1f4281b5b12ecfe \
+    --hash=sha256:e74576dba8992b4dac6ea3fe4c8cfd92f5318aa08b20142aff6423f20e56da7d \
+    --hash=sha256:e7d899f1b5bc6d9441db01b05bd3c317b99be23525e6baae789ee59d759187fc \
+    --hash=sha256:ee188f93fc931d9ce6231b550260988312445ecd2ea336445ec98b225ace47fb \
+    --hash=sha256:f222606faeb11f7d41197f16b97cfc3c9578608bd5c2813d51d30c4dc42e675b \
+    --hash=sha256:f3e2d06685fb1e6dad8905b0efa9423155852cf1b2a0d2b1aad3687cd488e4a4
+    # via feast (pyproject.toml)
 semchunk==3.2.5 \
     --hash=sha256:ee15e9a06a69a411937dd8fcf0a25d7ef389c5195863140436872a02c95b0218 \
     --hash=sha256:fd09cc5f380bd010b8ca773bd81893f7eaf11d37dd8362a83d46cedaf5dae076
@@ -5419,9 +6048,9 @@ send2trash==2.1.0 \
     --hash=sha256:0da2f112e6d6bb22de6aa6daa7e144831a4febf2a87261451c4ad849fe9a873c \
     --hash=sha256:1c72b39f09457db3c05ce1d19158c2cbef4c32b8bedd02c155e49282b7ea7459
     # via jupyter-server
-sentence-transformers==5.4.1 \
-    --hash=sha256:436bcb1182a0ff42a8fb2b1c43498a70d0a75b688d182f2cd0d1dd115af61ddc \
-    --hash=sha256:a6d640fc363849b63affb8e140e9d328feabab86f83d58ac3e16b1c28140b790
+sentence-transformers==5.6.1 \
+    --hash=sha256:16af5d682ef66672b076d58599a23905800e850ec2bfb1865938306bf684ad72 \
+    --hash=sha256:cefbb17b6325a982a4732c8c49fb013375392687049d1de3d435c4b04060680b
     # via feast (pyproject.toml)
 setuptools==80.10.2 \
     --hash=sha256:8b0e9d10c784bf7d262c4e5ec5d4ec94127ce206e8738f29a437945fbc219b70 \
@@ -5429,12 +6058,10 @@ setuptools==80.10.2 \
     # via
     #   feast (pyproject.toml)
     #   grpcio-tools
-    #   jupyterlab
     #   pandas-gbq
     #   pbr
     #   pip-tools
     #   pydata-google-auth
-    #   pymilvus
     #   singlestoredb
     #   torch
 shapely==2.1.2 \
@@ -5521,10 +6148,18 @@ six==1.17.0 \
     #   python-dateutil
     #   rfc3339-validator
     #   thriftpy2
-smart-open==7.6.0 \
-    --hash=sha256:2a78f454610a826aa688065b54b4a0a9b12a5599fa61d5190e9bac2df5e5f53f \
-    --hash=sha256:44717f46b5ff276fac03b88e5d13d1c416f064f3b7b081381b0fa8889004bd7e
+skops==0.14.0 \
+    --hash=sha256:60a5db78a9db46ccee2139a0ba13ab5afb1c96f4749b382e75a371291bbe3e36 \
+    --hash=sha256:6c8c0e047f691a3a582c3258943eecafcbfd79c8c7eef66260f3703e363254f0
+    # via mlflow
+smart-open==8.0.1 \
+    --hash=sha256:18b1c4496003c6902be17c15f032b5c319f307c89c6ae9e6b028b508bed8b2cf \
+    --hash=sha256:3e97f90e92a952cb57863dfe132082c400a52eeeb27c067692fb51dbcc5b0089
     # via ray
+smmap==5.0.3 \
+    --hash=sha256:4d9debb8b99007ae47165abc08670bd74cb74b5227dda7f643eccc4e9eb5642c \
+    --hash=sha256:c106e05d5a61449cf6ba9a1e650227ecfb141590d2a98412103ff35d89fc7b2f
+    # via gitdb
 sniffio==1.3.1 \
     --hash=sha256:2f6da418d1f1e0fddd844478f41680e794e6051915791a034ff65e5f100525a2 \
     --hash=sha256:f4324edc670a0f49750a81b895f35c3adb843cca46f0530f79fc1babb23789dc
@@ -5532,44 +6167,45 @@ sniffio==1.3.1 \
     #   elastic-transport
     #   elasticsearch
     #   httpx
-snowballstemmer==3.0.1 \
-    --hash=sha256:6cd7b3897da8d6c9ffb968a6781fa6532dce9c3618a4b127d920dab764a19064 \
-    --hash=sha256:6d5eeeec8e9f84d4d56b847692bacf79bc2c8e90c7f80ca4444ff8b6f2e52895
+snowballstemmer==3.1.1 \
+    --hash=sha256:7e207fa178741da09cdee59d3ecec3827ad5f92b1fc5c9ff3755b639f71f5752 \
+    --hash=sha256:e07bbc54a0d798fe6010a12398422e62a8bfbba95c394fd0956ef58cb4d3e260
     # via sphinx
-snowflake-connector-python[pandas]==4.4.0 \
-    --hash=sha256:16fdca775f7ca5ce4a973c07c434f5ab72bef5284e81a5e4ae2fb4d54d28965c \
-    --hash=sha256:19d0c1ed033abae715a71b74c53010b180a5247c6924f851e4f7d0b0d58066c4 \
-    --hash=sha256:2a6f6a514a10c3bb2d4554132f0b639f43d7e9fbb73fa1fae1c8a75333102686 \
-    --hash=sha256:307f41326c702f6976746d2001dacf35adaf567f3f12afb3a5778fbb063c7241 \
-    --hash=sha256:43e1a2f3ac51d24406d4eb0c23a8ceb9d6f5cb4854c941e5e1375d8c481e2844 \
-    --hash=sha256:52efe2d6543a09807283748dd50a36ec01d52b4f342868132f8f9856b9c95a42 \
-    --hash=sha256:56ff04dd9e17edc82128f412aa3776687dc94088f3d6b9144971e169952623cb \
-    --hash=sha256:648f49029d699591af0f253e81c5bf60efc4411c7b0149ef074a59a038210a3b \
-    --hash=sha256:693a1bef97509f09b7e6f42ea6f743d27819413c04fb3dc543b060d029871c56 \
-    --hash=sha256:70d4051e2d9c87258b02672e17e21f5873e0cb49ff9705f6194ccfa25ac0d5fd \
-    --hash=sha256:7c2984663a733d06c979aa6c8c1d7691621ec0d3521ef345d57c869ff2f1c4b2 \
-    --hash=sha256:8304b4818d3e9de552dcfbdd0bca61bae1583e1c9794e242e58fe44bce701604 \
-    --hash=sha256:85a01338d282423611f357cd5392dca2219bbda9a66b44761b11d6ae8ebf1e50 \
-    --hash=sha256:96fdca994c4d9f7780e82fc7b4bd3398d856b43de3bae57d44e242ff435a2431 \
-    --hash=sha256:9b1a28f843c1c0b582db7854789525d0c8aac4ea5c56e31113684e38220d0af9 \
-    --hash=sha256:9fa43d330389df27024757c4f97dabddafbedc74b8bcc189b6a86e8b4d036014 \
-    --hash=sha256:a088f108da4653ad1396ddb63a1c757ad614d0862c38f6f69cc77344bdcfeccb \
-    --hash=sha256:b9f0ac0c00075321e1720d3876e936ee0256f54832e7463c5193a8dfa54913d5 \
-    --hash=sha256:c828248214a49f77b903e05acf887d3ccb9d958b5a979f2ed3663bba1bd0f2b3 \
-    --hash=sha256:d6fd334e4d8df7fcb30e6746e5ade845e82de2942268862aa8bce974ae2b86a2 \
-    --hash=sha256:d8ac1659c8e588b9502f8d3d03c1ded2f274de0da9c09e62fe007cba5b46d6a5 \
-    --hash=sha256:e8e7ce0e8b33aec8b1fc6741eb51dbeb54e2c3a6d282a0d459c355a85f089b08 \
-    --hash=sha256:ea6e4083ebea0a814b46f029d64a2fb0ba6e7732952cd8af4406041708ce0e21 \
-    --hash=sha256:f5d0e90e68a899c13fda5ca842ff77b5759b1674adf2c72702d3c2b53ca9d27b \
-    --hash=sha256:fb628d5ea1999e23bfbaabce4125eb44d56605ca5634b8b1d6092ab22d555598
+snowflake-connector-python[pandas]==4.7.1 \
+    --hash=sha256:051e49157d955e5ba76577345169dd1869288ecef903dab17ec6180e1009b117 \
+    --hash=sha256:052fd457fa79616d074f5b8f2e106f9f2ca36645526e4d0abddf7e3685d1bdb7 \
+    --hash=sha256:0e23a5aaa1e9eaa9ba88b8867247d55c24e40f3be6367e3aa4f8633b37f56317 \
+    --hash=sha256:167ba97d5b615b507fc8234266c8736ea97f91b7324db7a305a28ec3505c0edf \
+    --hash=sha256:171ef3515c44e804dd86ab2b288179037fec40b3f45e1aa28fba095b764f9a6a \
+    --hash=sha256:1ed85264edb186a39e641f1b744a1a1973e10d9d15a96a46a1e78ac67442c7b6 \
+    --hash=sha256:22afd6de9fec8ef2cc23b231af9fc0f352351cd53da0cc11c2495272eff04ccf \
+    --hash=sha256:2b3e53626c600b59c181ce18e2b253487fb7e2b0d30ac0d3cfbd3ddffd13743b \
+    --hash=sha256:4b79e818d83306babff9d0803e697a008e8ada961deff55e3c5da0a9c3505d9a \
+    --hash=sha256:4f2c6f40544739b43f2da262dd67a32d4ac7ca2b09cc6b7181f02b24c60d5754 \
+    --hash=sha256:5011a5eb55dd80fed4198081743f75a8a56412b4623cb9cf61ce2813f600cbd9 \
+    --hash=sha256:571eeeb5f3b034671c125186ecb02a2e54ebee1fad1b3af7f091773dc11f693d \
+    --hash=sha256:5b7b27df86fc13afccabdb525973c0e9a730f8c25f07a4a55f95bc2ad88f8d35 \
+    --hash=sha256:7703f33059daa6e30d824e5d88bd525a7feccd38412b888c6e35cf0847cc34b0 \
+    --hash=sha256:7c67e735d38403109f6bc1a17022a4c950966e1c989f5e2376b9c28c5ece0fb5 \
+    --hash=sha256:81a8f1ae86222e7b8561f41f688462687a435f5afc8aa34ae42f69c0c0f16a57 \
+    --hash=sha256:8a5e2bd3701176521577eea8c5b384178b404bbcd73d634f86b888929c15fb8a \
+    --hash=sha256:92b935a4f73651ea1306b8c3c58003e0e5a72fa3a86453087161296168c31ed3 \
+    --hash=sha256:b03ef22742fee88d387f2ec3969dfb032417a2119bd366414b2c5ac9acb38a45 \
+    --hash=sha256:d5821dc73d305b0804aa415a4fafee018e611cc8cf339de36a5c8c44fb57beaa \
+    --hash=sha256:e582f6ac2c5fa53170ae28303d361ea6cc64e695ba528f1b6ec8529476324327 \
+    --hash=sha256:f2482d1b059fcaa45b7edf8ea97b0f35179ab781fb1ce4716809d83d9f5f4d4c \
+    --hash=sha256:f4e3b1222bc53b56ba4aa88224afe1ad894ee6f7389b2c0105b829d13d559aa7 \
+    --hash=sha256:f5a066d2c1db940740c49bafe1c8983395bc574bc31465263898c9bd050c5c52 \
+    --hash=sha256:fad8e1fb0c49eb1d93dad785ce738dac17473c6826f8cd36ee8d6f9675bceae1 \
+    --hash=sha256:ff5bb51c1c21cbbb5c90b9785cc3df9d649c64db26553668b1a1ea8a461a0d5b
     # via feast (pyproject.toml)
 sortedcontainers==2.4.0 \
     --hash=sha256:25caa5a06cc30b6b83d11423433f65d1f9d76c4c6a0c90e3379eaa43b9bfdb88 \
     --hash=sha256:a163dcaede0f1c021485e957a39245190e74249897e2ae4b2aa38595db237ee0
     # via snowflake-connector-python
-soupsieve==2.8.3 \
-    --hash=sha256:3267f1eeea4251fb42728b6dfb746edc9acaffc4a45b27e19450b676586e8349 \
-    --hash=sha256:ed64f2ba4eebeab06cc4962affce381647455978ffc1e36bb79a545b91f45a95
+soupsieve==2.9.1 \
+    --hash=sha256:4f4477399246b7a0c720a88ca2454b11cd6bb9ae4c9d170140786e916776c14c \
+    --hash=sha256:c33e6605bbc71dd628b00c632d58ae607c22bade247e52553928f83bbb75b4ba
     # via beautifulsoup4
 sphinx==6.2.1 \
     --hash=sha256:6d56a34697bb749ffa0152feafc4b19836c755d90a7c59b72bc7dfd371b9cc6b \
@@ -5599,103 +6235,98 @@ sphinxcontrib-serializinghtml==2.0.0 \
     --hash=sha256:6e2cb0eef194e10c27ec0023bfeb25badbbb5868244cf5bc5bdc04e4464bf331 \
     --hash=sha256:e9d912827f872c029017a53f0ef2180b327c3f7fd23c87229f7a8e8b70031d4d
     # via sphinx
-sqlalchemy[mypy]==2.0.49 \
-    --hash=sha256:01146546d84185f12721a1d2ce0c6673451a7894d1460b592d378ca4871a0c72 \
-    --hash=sha256:059d7151fff513c53a4638da8778be7fce81a0c4854c7348ebd0c4078ddf28fe \
-    --hash=sha256:0c98c59075b890df8abfcc6ad632879540f5791c68baebacb4f833713b510e75 \
-    --hash=sha256:0f2fa354ba106eafff2c14b0cc51f22801d1e8b2e4149342023bd6f0955de5f5 \
-    --hash=sha256:12b04d1db2663b421fe072d638a138460a51d5a862403295671c4f3987fb9148 \
-    --hash=sha256:22d8798819f86720bc646ab015baff5ea4c971d68121cb36e2ebc2ee43ead2b7 \
-    --hash=sha256:233088b4b99ebcbc5258c755a097aa52fbf90727a03a5a80781c4b9c54347a2e \
-    --hash=sha256:24bd94bb301ec672d8f0623eba9226cc90d775d25a0c92b5f8e4965d7f3a1518 \
-    --hash=sha256:275424295f4256fd301744b8f335cff367825d270f155d522b30c7bf49903ee7 \
-    --hash=sha256:32fe6a41ad97302db2931f05bb91abbcc65b5ce4c675cd44b972428dd2947700 \
-    --hash=sha256:334edbcff10514ad1d66e3a70b339c0a29886394892490119dbb669627b17717 \
-    --hash=sha256:3bb9ec6436a820a4c006aad1ac351f12de2f2dbdaad171692ee457a02429b672 \
-    --hash=sha256:3ddcb27fb39171de36e207600116ac9dfd4ae46f86c82a9bf3934043e80ebb88 \
-    --hash=sha256:42e8804962f9e6f4be2cbaedc0c3718f08f60a16910fa3d86da5a1e3b1bfe60f \
-    --hash=sha256:43d044780732d9e0381ac8d5316f95d7f02ef04d6e4ef6dc82379f09795d993f \
-    --hash=sha256:46796877b47034b559a593d7e4b549aba151dae73f9e78212a3478161c12ab08 \
-    --hash=sha256:46d51518d53edfbe0563662c96954dc8fcace9832332b914375f45a99b77cc9a \
-    --hash=sha256:47604cb2159f8bbd5a1ab48a714557156320f20871ee64d550d8bf2683d980d3 \
-    --hash=sha256:4bbccb45260e4ff1b7db0be80a9025bb1e6698bdb808b83fff0000f7a90b2c0b \
-    --hash=sha256:4d4e5a0ceba319942fa6b585cf82539288a61e314ef006c1209f734551ab9536 \
-    --hash=sha256:55250fe61d6ebfd6934a272ee16ef1244e0f16b7af6cd18ab5b1fc9f08631db0 \
-    --hash=sha256:566df36fd0e901625523a5a1835032f1ebdd7f7886c54584143fa6c668b4df3b \
-    --hash=sha256:57ca426a48eb2c682dae8204cd89ea8ab7031e2675120a47924fabc7caacbc2a \
-    --hash=sha256:5e61abbec255be7b122aa461021daa7c3f310f3e743411a67079f9b3cc91ece3 \
-    --hash=sha256:618a308215b6cececb6240b9abde545e3acdabac7ae3e1d4e666896bf5ba44b4 \
-    --hash=sha256:62557958002b69699bdb7f5137c6714ca1133f045f97b3903964f47db97ea339 \
-    --hash=sha256:6270d717b11c5476b0cbb21eedc8d4dbb7d1a956fd6c15a23e96f197a6193158 \
-    --hash=sha256:685e93e9c8f399b0c96a624799820176312f5ceef958c0f88215af4013d29066 \
-    --hash=sha256:69469ce8ce7a8df4d37620e3163b71238719e1e2e5048d114a1b6ce0fbf8c662 \
-    --hash=sha256:6eb188b84269f357669b62cb576b5b918de10fb7c728a005fa0ebb0b758adce1 \
-    --hash=sha256:74ab4ee7794d7ed1b0c37e7333640e0f0a626fc7b398c07a7aef52f484fddde3 \
-    --hash=sha256:77641d299179c37b89cf2343ca9972c88bb6eef0d5fc504a2f86afd15cd5adf5 \
-    --hash=sha256:7c821c47ecfe05cc32140dcf8dc6fd5d21971c86dbd56eabfe5ba07a64910c01 \
-    --hash=sha256:7d6be30b2a75362325176c036d7fb8d19e8846c77e87683ffaa8177b35135613 \
-    --hash=sha256:7f605a456948c35260e7b2a39f8952a26f077fd25653c37740ed186b90aaa68a \
-    --hash=sha256:83101a6930332b87653886c01d1ee7e294b1fe46a07dd9a2d2b4f91bcc88eec0 \
-    --hash=sha256:88690f4e1f0fbf5339bedbb127e240fec1fd3070e9934c0b7bef83432f779d2f \
-    --hash=sha256:8a97ac839c2c6672c4865e48f3cbad7152cee85f4233fb4ca6291d775b9b954a \
-    --hash=sha256:8d6efc136f44a7e8bc8088507eaabbb8c2b55b3dbb63fe102c690da0ddebe55e \
-    --hash=sha256:8e20e511dc15265fb433571391ba313e10dd8ea7e509d51686a51313b4ac01a2 \
-    --hash=sha256:951d4a210744813be63019f3df343bf233b7432aadf0db54c75802247330d3af \
-    --hash=sha256:9ac7a3e245fd0310fd31495eb61af772e637bdf7d88ee81e7f10a3f271bff014 \
-    --hash=sha256:9b1c058c171b739e7c330760044803099c7fff11511e3ab3573e5327116a9c33 \
-    --hash=sha256:9c04bff9a5335eb95c6ecf1c117576a0aa560def274876fd156cfe5510fccc61 \
-    --hash=sha256:9c4969a86e41454f2858256c39bdfb966a20961e9b58bf8749b65abf447e9a8d \
-    --hash=sha256:9e0400fa22f79acc334d9a6b185dc00a44a8e6578aa7e12d0ddcd8434152b187 \
-    --hash=sha256:a05977bffe9bffd2229f477fa75eabe3192b1b05f408961d1bebff8d1cd4d401 \
-    --hash=sha256:a143af2ea6672f2af3f44ed8f9cd020e9cc34c56f0e8db12019d5d9ecf41cb3b \
-    --hash=sha256:a51d3db74ba489266ef55c7a4534eb0b8db9a326553df481c11e5d7660c8364d \
-    --hash=sha256:b95b2f470c1b2683febd2e7eab1d3f0e078c91dbdd0b00e9c645d07a413bb99f \
-    --hash=sha256:b9870d15ef00e4d0559ae10ee5bc71b654d1f20076dbe8bc7ed19b4c0625ceba \
-    --hash=sha256:c1dc3368794d522f43914e03312202523cc89692f5389c32bea0233924f8d977 \
-    --hash=sha256:c338ec6ec01c0bc8e735c58b9f5d51e75bacb6ff23296658826d7cfdfdb8678a \
-    --hash=sha256:c5070135e1b7409c4161133aa525419b0062088ed77c92b1da95366ec5cbebbe \
-    --hash=sha256:cc992c6ed024c8c3c592c5fc9846a03dd68a425674900c70122c77ea16c5fb0b \
-    --hash=sha256:d15950a57a210e36dd4cec1aac22787e2a4d57ba9318233e2ef8b2daf9ff2d5f \
-    --hash=sha256:d898cc2c76c135ef65517f4ddd7a3512fb41f23087b0650efb3418b8389a3cd1 \
-    --hash=sha256:d99945830a6f3e9638d89a28ed130b1eb24c91255e4f24366fbe699b983f29e4 \
-    --hash=sha256:da9b91bca419dc9b9267ffadde24eae9b1a6bffcd09d0a207e5e3af99a03ce0d \
-    --hash=sha256:df2d441bacf97022e81ad047e1597552eb3f83ca8a8f1a1fdd43cd7fe3898120 \
-    --hash=sha256:e06e617e3d4fd9e51d385dfe45b077a41e9d1b033a7702551e3278ac597dc750 \
-    --hash=sha256:ec44cfa7ef1a728e88ad41674de50f6db8cfdb3e2af84af86e0041aaf02d43d0 \
-    --hash=sha256:fb37f15714ec2652d574f021d479e78cd4eb9d04396dca36568fdfffb3487982
-    # via feast (pyproject.toml)
-sqlglot[rs]==30.6.0 \
-    --hash=sha256:246d34d39927422a50a3fa155f37b2f6346fba85f1a755b13c941eb32ef93361 \
-    --hash=sha256:e005fc2f47994f90d7d8df341f1cbe937518497b0b7b1507d4c03c4c9dfd2778
+sqlalchemy[mypy]==2.0.51 \
+    --hash=sha256:0378d055e9e8cd6ce4d8dff683bdd3d7d413533c4ee51d67a2b1e0f9eacc0f23 \
+    --hash=sha256:0592bdadf86ddcabfd72d9ab66ea8a5d8d2cc6be1cc51fa7e66c03868ac5eac1 \
+    --hash=sha256:08a204d8b5638717c26a24df18fcf40af45a6b22e35b70b1d62f0113c2e278e8 \
+    --hash=sha256:0c2c62877097e1a0db401fba5cb4debee33265e5b2a55c4ccb489c02c53b4f72 \
+    --hash=sha256:0e8203d2fbd5c6254692ef0a72c740d75b2f3c7ca345404f4c1a4604813c77c0 \
+    --hash=sha256:0f053118c30e53161857a953e4de667d90e274980dccbe5dd3829bbbeece72a5 \
+    --hash=sha256:0f6bcad487aee1c638d707235682fc96f741de00663619881ab235400d03289e \
+    --hash=sha256:111604e637da87031255ddc26c7d7bc22bc6af6f5d459ccff3af1b4660233a85 \
+    --hash=sha256:1181256e0f16479691b5616d36375dc2620ad8332b25978763c3d206ad3f3f1d \
+    --hash=sha256:159bb6ba32059f57ad7375a8f50d844dd2f19d14954ecf820cd33e20debd46b2 \
+    --hash=sha256:1aa10c0daee6705294d181daadaa793221e1a59ed55000a3fab1d42b088ce4ba \
+    --hash=sha256:1af05726b3d0cdba1c55284bf408fd3b792e690fe2399bfb8304565551cda652 \
+    --hash=sha256:1bed1ee8b01da6088210aa9412023326fb98a599ba502e6118308601dcbef77f \
+    --hash=sha256:1d21ce524ab86c23046e992a5b81cb54c21079c6df6e78b8fc77d77cac70a6b9 \
+    --hash=sha256:1e47b1199c2e832e325eacabc8d32d2487f58c9358f97e9a00f5eb93c5680d84 \
+    --hash=sha256:247acaa29ccef6250dfd6a3eedf8f94ddf23564180a39fe362e32ae9dbdbde46 \
+    --hash=sha256:2a97eaad21c84b4ef8010b11eeba9fe6153eb0b3df3ff8b6abc309df1b978ef7 \
+    --hash=sha256:2cf39aabdf48e87c1c2c2ed6d20d33ffa0733b3071ce9c5f66357947dd009080 \
+    --hash=sha256:2e54ff2dd657f2e3e0fbf2b097db1182f7bfea263eca4353f00065bae2a67c3d \
+    --hash=sha256:39a76529db6305693d8d4affa58ad5b5e2e18edd62daea628b29b97930b3513d \
+    --hash=sha256:4004ada0aafe8ae1991b2cd1d99c6d9146126e123bd6f883c260d974aa012e54 \
+    --hash=sha256:436728ce18a80f6951a1e11cc6112c2ede9faf20766f1a26195a7c441ca12dbd \
+    --hash=sha256:483b11bd46bf35fc14c52faf338b04300c9e6ce554bce9b11be85bfec3bc3195 \
+    --hash=sha256:4a011ea4510683319ce4ed274b56ee05194b39b6da9d09ca7a39388f0fa84dcc \
+    --hash=sha256:581921d849d6e6f994d560389192955e80e2950e18fcdfe2ccea863e01158e6e \
+    --hash=sha256:59cab3686b1bc039dd9cded2f8d0c08a246e84e76bd4ab5b4f18c7cdae293825 \
+    --hash=sha256:6b588fd681ddf0c196b8df1ea49a8913514894b2b8f945a9511b4b48871f99c8 \
+    --hash=sha256:6e46fc36029eff666391e0531e5387b62ce6c4f1d8e50b3fb3099eaca1b42522 \
+    --hash=sha256:6ea306caaae6bd5afd0a46050003c88f6bf33227377a49298c498c3cb88ff491 \
+    --hash=sha256:72ca54c952107ba5cd58854b67a5a6268631289d21651a1235396f3b98b47400 \
+    --hash=sha256:740cf6f35351b1ac3d82369152acf1d51d37e3dcf85d4dc0a22ca01410eabe2a \
+    --hash=sha256:7c2056838b6685b72fdb36c99996cf862753461a62f2e84f4196371d3b2d6a07 \
+    --hash=sha256:7c6b36ed71f41942bdcd2ad2522be46bfce09d5705be5640ecf19bbc7660e4b7 \
+    --hash=sha256:7d78702b26ba1c18b2d0fb2ea940ba7f17a9581b42e8361ff93920ebbee1235a \
+    --hash=sha256:804dccd8a4a6242c4e30ad961e540e18a588f6527202f2d6791b01845d59fdc9 \
+    --hash=sha256:9161cfc9efce70d1715f47d6ff40f79c6778c00d53be4fbc09d70301e4b83ba7 \
+    --hash=sha256:96747bfbadb055466e5b46d572618170046b45ce5a4879167f50d70a5319a499 \
+    --hash=sha256:9f380393be5abeb6815f68fd39271b95127173511b6706b0a630a9995d53f8f5 \
+    --hash=sha256:a42ad6afcbaaa777241e347aa2e29155993045a0d6b7db74da61053ffe875fe0 \
+    --hash=sha256:a5b2ed6d828f1f09bd812861f4f59ca3bc3803f9df871f4555187f0faf018604 \
+    --hash=sha256:a6d26094615306d116dd5e4a51b0304c99dd2356fc569eed6922a80a6bd3b265 \
+    --hash=sha256:aa18ae738b5170e253ad0bb6c4b0f07585081e8a6e50893e4d911d47b39a0904 \
+    --hash=sha256:ad30ae663711786303fbcd46a47516302d201ee49a877cb3fac61f672895110a \
+    --hash=sha256:b21f0e7efc7a5c509e953784e9d1575ebb8b4318960e7e7d7a93bb803626cf64 \
+    --hash=sha256:b3e693d15533a45cd5906f0589f9c35090bef6ef45bf1e8195c424aa0ae06a8d \
+    --hash=sha256:b7f08588854bbb724041d9ae9d980d40040c922382e1d9a2ecb390edc4fd5032 \
+    --hash=sha256:b93ab07b5292dbe7e6b8da89475275e7042744283921344b56105f3eeb0f828b \
+    --hash=sha256:bb024d8b621d0be75f4f44ecc7c950450026e76d66dc8f791bb5331d7fed59d5 \
+    --hash=sha256:bb1f5062f98b0b3290e72b707747fdd7e0f22d6956b236ba7ca7f5c9971d2da2 \
+    --hash=sha256:c45a496d6bc05dec41dcd4c3a2b183723f47473255c159cd80b503c8f246424d \
+    --hash=sha256:c5d98a2709840027f5a347c3af0a7c3d5f6c1ff93af2ca1c54494e23cba8f389 \
+    --hash=sha256:c68568f3facf8f66fa76c60e0ced69b67666ffa9941d1d0a3756fda196049080 \
+    --hash=sha256:c95ef01f53233a305a874a44a63fbfb1d81cd79b49de0f8529b3548cde437e37 \
+    --hash=sha256:ca216e8af5c05e326efc7e28716ac2381a7cf9791749f5ee1849dccdc99c9b00 \
+    --hash=sha256:ca8435d13829b92f4a97362d91975154a4015db3a2634154e1754e9a915e6b86 \
+    --hash=sha256:dc261707bf5739aea8a541593f3cc1d463c2701fb05fbcbba0ce031b69a21260 \
+    --hash=sha256:e5ea1a213be1fcd5e49d9904c3b9939211ded90bc2a64e93f4c01963474285de \
+    --hash=sha256:fa268106c8987639a17a18514cfe0cd9bf17420ab887e1e1bf486da8836135b1
+    # via
+    #   feast (pyproject.toml)
+    #   alembic
+    #   mlflow
+sqlglot[rs]==30.14.0 \
+    --hash=sha256:df2ef5d2b8ca814313781f4ff35bf63e58f821ef517eeddbd523c19a61fa9bb9 \
+    --hash=sha256:fc768e24889d63a5e1237dea7ad305e5ffb4356a98b0bed828f89591ebcd3636
     # via
     #   feast (pyproject.toml)
     #   ibis-framework
-sqlglotc==30.6.0 \
-    --hash=sha256:003b15bbe3f3a4a63313baeb3f090906cf0172fe007ab24974c612a577f56c61 \
-    --hash=sha256:05861b5d74ae4b0a5a6e6a9309a8a975d9572c2bf1eb9634a33af9189eb7d333 \
-    --hash=sha256:0b907206ef36fd8f0c28da4c5b8c8f896bd67826da0d765616e6c950689ac849 \
-    --hash=sha256:0e1aae195008c1d87ed1b1543bceed1408ae8ecf146571b3029e98b23a19c59c \
-    --hash=sha256:16291ee3da0276df2689cc139df41d8723cf6014aca979f307fb75a898b0d3e8 \
-    --hash=sha256:27d6c22375395f1fdfe8a5d80b5fb781ca7849e29c7db7dfb11edb466a5b7a4d \
-    --hash=sha256:2b50aba396d4622c201a9dd933b51cd6858b5af5ebbcf7db1af35db7e83ece48 \
-    --hash=sha256:4a5beba24625bc14070992fdddc7aed22df912007882f31f27b0e88d7b7d9445 \
-    --hash=sha256:4c84a933816374b6167d9347e488fb4a357bb0e3be2e8e820dafeb3c9948feab \
-    --hash=sha256:4d45ee83e1f72ee94045ccfd13e51fa7d822548f50e9d20d3d42e127bcd9f453 \
-    --hash=sha256:4eb6f349c21d5a3e39733db5416e57ec171ca3b1c17b02badfdbe55d9a3666a5 \
-    --hash=sha256:61a1e4f533955db0bfd4219883bfab1f2030753ffaebc9cbb4e950dfbcae3db7 \
-    --hash=sha256:63b02231cc2f10d63df373fa02f3e03b4216e94c6f32ccdfd11adc770dc95fb7 \
-    --hash=sha256:6e8dab3b9f84c9b591ecd1fb0920b800c08dd6c38eda3be91176fc239d3c94bc \
-    --hash=sha256:7acdb7b15f060bacea01e1c68d1dd70471f03bda89478ca0ee96bac3df03d0a7 \
-    --hash=sha256:87437d4f32c1dc61c3ef046dc39b9fe119ac2e2e5253e33351f1a62ba802942a \
-    --hash=sha256:875c6925f3d70aa1bc4bcc405090a12deec01de71193e7229f114c5ecf39f725 \
-    --hash=sha256:949f5d457c8c98998ed06d060873370d7553077ab3c2db9569acda5887cd6ce7 \
-    --hash=sha256:c69c9dbe4dfab74329294d07b2956ca9a03123089a1923f3d299a21d4b66898d \
-    --hash=sha256:cb4b5a532fb35ce415aea6d360fe202278b46cc59c07318b97401930a1584e35 \
-    --hash=sha256:cfba6244f52bcdffe22a35334d48d741aed3077c20bb7aa9bb511c21fd766438 \
-    --hash=sha256:dd781790c3fc6cb82e6c00836f7f9ab33941cf2b9dca173d7b9f41c37c78d114 \
-    --hash=sha256:e397befde3d08d870a8f1c7bd80d7abc68ee119c472143ab196709319e205af4 \
-    --hash=sha256:f0a37ad865b106005cb5d36efd537a412912477c83cbca1579ee45f17d73fe54 \
-    --hash=sha256:fb977d427a196a620aa60b71d4b66d60c3d015c9004e7393162d4771fb435406
+    #   sqlglotc
+sqlglotc==30.14.0 \
+    --hash=sha256:0337b982675e17f6dd9a1ed7d944fdef4f81a2aaff6a4494d50492aa18fb0b4e \
+    --hash=sha256:07ee5ed7f8b13cc8e918a31c328933c3f4fd155f5b4360bbbf305445b0f88e73 \
+    --hash=sha256:13441a60a212faef4c658b61394cb22b922bf80c1bb544a5397bed67d5549aeb \
+    --hash=sha256:13f24fa61b21bf21d6734fd9eeaffa8965dc70228b39994005488688bbc033bc \
+    --hash=sha256:13ffa7852e59a6b12e3dbd96686c594847bd6bf4b1a41f1cd8975b0f90e2a522 \
+    --hash=sha256:17951d2587cdfb39086e2b06e6d3bfb15628232a295580c6aecda881a4770824 \
+    --hash=sha256:20c01558912dfc4a06b8484459337efa6fe98f3e45602e213d888fde56f0410e \
+    --hash=sha256:331c600908846a4fee6ffbda0cd82e4b1550612503c761166010a3776334aaf0 \
+    --hash=sha256:47f7ab74779572fd51f616522ca597b034158150a7a312a3dbe907d103f5d908 \
+    --hash=sha256:49157e4dca20cdab9187dec83f51268d2e3c883ebc9b31afe5e5cf11954bd38e \
+    --hash=sha256:5410ff65f26b57e6a9d60f57dd46e8d7aa96b70d1faca562b3931a2b03eb4d56 \
+    --hash=sha256:68c259b9ef4ac630c6c04f4e6217f130f0856abe6146133226442e82e1b54ce4 \
+    --hash=sha256:745bd364e8a5032c4ead9dd843bfa00c5b35a1d816801de7cfb1eeab08f24b8d \
+    --hash=sha256:849520c4b9057408e9198f019791538d5bb77c648b3fc6410db1727acdac90ad \
+    --hash=sha256:968f446a8304e782d6778389de561cad9f984b89c3efea0474d8ec89ae17f02c \
+    --hash=sha256:9918233d827dcc2b1842a8fe3cbc8d915ab71d9ce0100b566e283edb53950867 \
+    --hash=sha256:acb7f577a8e060fb1cb1c9df1b1de1187fc7c53d54539cb6cdc16bd558adf2a5 \
+    --hash=sha256:b1f414c6a6a3c3b56b981e51f9fdd1b1cf95dee5de2592c4b4547803309a57d4 \
+    --hash=sha256:bc3c4ff8f268e2558aed03638ee002d2187cdf4faa15bf34b6f40558abe29e6e \
+    --hash=sha256:c9c9cf31aac1414ccde5e69849bf438b3c74ae763db00651bdf71955ebadc214 \
+    --hash=sha256:dfe8296ee3e505c4f3ae22aee4b0556e1263410e02f274ead0bdb723cd1c4147
     # via sqlglot
 sqlglotrs==0.13.0 \
     --hash=sha256:6b934a244b16f26fca50974328a2ebc7689583c59f06203cebb46e2e6e8d93a7 \
@@ -5712,21 +6343,31 @@ sqlparams==6.2.0 \
     --hash=sha256:3744a2ad16f71293db6505b21fd5229b4757489a9b09f3553656a1ae97ba7ca5 \
     --hash=sha256:63b32ed9051bdc52e7e8b38bc4f78aed51796cdd9135e730f4c6a7db1048dedf
     # via singlestoredb
-sse-starlette==3.4.1 \
-    --hash=sha256:6b43cf21f1d574d582a6e1b0cfbde1c94dc86a32a701a7168c99c4475c6bd1d0 \
-    --hash=sha256:f780bebcf6c8997fe514e3bd8e8c648d8284976b391c8bed0bcb1f611632b555
+sqlparse==0.5.5 \
+    --hash=sha256:12a08b3bf3eec877c519589833aed092e2444e68240a3577e8e26148acc7b1ba \
+    --hash=sha256:e20d4a9b0b8585fdf63b10d30066c7c94c5d7a7ec47c889a2d83a3caa93ff28e
+    # via mlflow-skinny
+sse-starlette==3.4.6 \
+    --hash=sha256:56217ab4c9a9f9c5db7b21e08732d3e7c2b807f45231ad23de0551a24c4a41f6 \
+    --hash=sha256:725f8a1bd6d26ae1b2c9610c0ef5065dfdd496f3988d28adcf8c4b49dc25c627
     # via mcp
 stack-data==0.6.3 \
     --hash=sha256:836a778de4fec4dcd1dcd89ed8abff8a221f58308462e1c4aa2a3cf30148f0b9 \
     --hash=sha256:d5558e0c25a4cb0853cddad3d77da9891a08cb85dd9f9f91b9f8cd66e511e695
     # via ipython
-starlette==1.0.0 \
-    --hash=sha256:6a4beaf1f81bb472fd19ea9b918b50dc3a77a6f2e190a12954b25e6ed5eea149 \
-    --hash=sha256:d3ec55e0bb321692d275455ddfd3df75fff145d009685eb40dc91fc66b03d38b
+starlette==1.3.1 \
+    --hash=sha256:05d0213193f2fbaae60e2ecb593b4add4262ad4e46536b54abe36f11a71724e0 \
+    --hash=sha256:c7372aae11c3c3f26a42df7bd626cec2f47d03483d261d369516a615a53714c6
     # via
+    #   feast (pyproject.toml)
     #   fastapi
     #   mcp
+    #   mlflow-skinny
     #   sse-starlette
+strictyaml==1.7.3 \
+    --hash=sha256:22f854a5fcab42b5ddba8030a0e4be51ca89af0267961c8d6cfa86395586c407 \
+    --hash=sha256:fb5c8a4edb43bebb765959e420f9b3978d7f1af88c80606c03fb420888f5d1c7
+    # via pyiceberg
 sympy==1.14.0 \
     --hash=sha256:d3d3fe8df1e5a0b42f0e7bdf50541697dbe7d23746e894990c030e2b05e72517 \
     --hash=sha256:e091cc3e99d2141a0ba2847328f5479b05d94a6635cb96148ccb3f34671bd8f5
@@ -5741,16 +6382,18 @@ tabulate==0.10.0 \
 tenacity==8.5.0 \
     --hash=sha256:8bc6c0c8a09b31e6cad13c47afbed1a567518250a9a171418582ed8d9c20ca78 \
     --hash=sha256:b594c2a5945830c267ce6b79a166228323ed52718f30302c1359836112346687
-    # via feast (pyproject.toml)
+    # via
+    #   feast (pyproject.toml)
+    #   pyiceberg
 terminado==0.18.1 \
     --hash=sha256:a4468e1b37bb318f8a86514f65814e1afc977cf29b3992a4500d9dd305dcceb0 \
     --hash=sha256:de09f2c4b85de4765f7714688fff57d3e75bad1f909b589fde880460c753fd2e
     # via
     #   jupyter-server
     #   jupyter-server-terminals
-testcontainers==4.15.0rc2 \
-    --hash=sha256:4764016e73da0fa960eb8360687d22710cd68bcc01a4d03189fbe1da896a805d \
-    --hash=sha256:e55b9045842c5bdfdd295e0d0b09aeafb3c1fb9d6f30bd8e718df8fd48dcdc41
+testcontainers==4.15.0 \
+    --hash=sha256:085cde086337632e19002719460b7b80bbab2bdd51bb3ea04f77d0de96504706 \
+    --hash=sha256:8796c14e76604031ad39cf0ed3b8e9806283a1fbf5270965c2b1c594caa31b74
     # via feast (pyproject.toml)
 threadpoolctl==3.6.0 \
     --hash=sha256:43a0b8fd5a2928500110039e43a5eed8480b918967083ea48dc3ab9f13c4a7fb \
@@ -5823,17 +6466,17 @@ thriftpy2==0.6.0 \
     --hash=sha256:f6b86112cca7bd04151ce248d781763ea5f74cc18d148476c6d16cee32db81ac \
     --hash=sha256:f837ab85ae93b118766b8b28a1cec47a1daddee303e1f986a595c56379062a5c
     # via happybase
-tifffile==2026.4.11 \
-    --hash=sha256:17758ff0c0d4db385792a083ad3ca51fcb0f4d942642f4d8f8bc1287fdcf17bc \
-    --hash=sha256:9b94ffeddb39e97601af646345e8808f885773de01b299e480ed6d3a41509ec9
+tifffile==2026.7.14 \
+    --hash=sha256:4eb20372e76edf2c9fed922b1e3a0a0567be3560bd2008336115763bb1f3c034 \
+    --hash=sha256:ce2703e5ef22c868f1528d5f5b4ef75eefb019cf628a1c9ec0d17e0afeca8ef5
     # via scikit-image
-timm==1.0.26 \
-    --hash=sha256:985c330de5ccc3a2aa0224eb7272e6a336084702390bb7e3801f3c91603d3683 \
-    --hash=sha256:f66f082f2f381cf68431c22714c8b70f723837fa2a185b155961eab90f2d5b10
+timm==1.0.28 \
+    --hash=sha256:3789d313fdd5541a327b60180d70dbb4bdec73db8ff0655e413db3c3d134a9a4 \
+    --hash=sha256:e577b88da96b3a722ea5e2f042455ce6f715d398304d8e63b17d126ed7d89968
     # via feast (pyproject.toml)
-tinycss2==1.4.0 \
-    --hash=sha256:10c0972f6fc0fbee87c3edb76549357415e94548c1ae10ebccdea16fb404a9b7 \
-    --hash=sha256:3a49cf47b7675da0b15d0c6e1df8df4ebd96e9394bb905a5775adb0d884c5289
+tinycss2==1.5.1 \
+    --hash=sha256:3415ba0f5839c062696996998176c4a3751d18b7edaaeeb658c9ce21ec150661 \
+    --hash=sha256:d339d2b616ba90ccce58da8495a78f46e55d4d25f9fd71dfd526f07e7d53f957
     # via bleach
 tokenizers==0.22.2 \
     --hash=sha256:143b999bdc46d10febb15cbffb4207ddd1f410e2c755857b5a0797961bbdc113 \
@@ -5914,9 +6557,9 @@ tomli==2.4.1 \
     --hash=sha256:ff18e6a727ee0ab0388507b89d1bc6a22b138d1e2fa56d1ad494586d61d2eae9 \
     --hash=sha256:ff2983983d34813c1aeb0fa89091e76c3a22889ee83ab27c5eeb45100560c049
     # via fastapi-mcp
-tomlkit==0.14.0 \
-    --hash=sha256:592064ed85b40fa213469f81ac584f67a4f2992509a7c3ea2d632208623a3680 \
-    --hash=sha256:cf00efca415dbd57575befb1f6634c4f42d2d87dbba376128adb42c121b87064
+tomlkit==0.15.1 \
+    --hash=sha256:177a05aece5a8ca5266fd3c448abb47b8d352f09d477d3ca8332db4d89b24304 \
+    --hash=sha256:e25bbf38843005246210a12982776f27f99cb9be67160e14434d0c0d21ee1e97
     # via snowflake-connector-python
 toolz==1.1.0 \
     --hash=sha256:15ccc861ac51c53696de0a5d6d4607f99c210739caf987b5d2054f3efed429d8 \
@@ -5926,35 +6569,31 @@ toolz==1.1.0 \
     #   dask
     #   ibis-framework
     #   partd
-torch==2.11.0 \
-    --hash=sha256:01018087326984a33b64e04c8cb5c2795f9120e0d775ada1f6638840227b04d7 \
-    --hash=sha256:0f68f4ac6d95d12e896c3b7a912b5871619542ec54d3649cf48cc1edd4dd2756 \
-    --hash=sha256:1b32ceda909818a03b112006709b02be1877240c31750a8d9c6b7bf5f2d8a6e5 \
-    --hash=sha256:1e6debd97ccd3205bbb37eb806a9d8219e1139d15419982c09e23ef7d4369d18 \
-    --hash=sha256:2658f34ce7e2dabf4ec73b45e2ca68aedad7a5be87ea756ad656eaf32bf1e1ea \
-    --hash=sha256:2b4e811728bd0cc58fb2b0948fe939a1ee2bf1422f6025be2fca4c7bd9d79718 \
-    --hash=sha256:2bb3cc54bd0dea126b0060bb1ec9de0f9c7f7342d93d436646516b0330cd5be7 \
-    --hash=sha256:2c0d7fcfbc0c4e8bb5ebc3907cbc0c6a0da1b8f82b1fc6e14e914fa0b9baf74e \
-    --hash=sha256:4b5866312ee6e52ea625cd211dcb97d6a2cdc1131a5f15cc0d87eec948f6dd34 \
-    --hash=sha256:4cf8687f4aec3900f748d553483ef40e0ac38411c3c48d0a86a438f6d7a99b18 \
-    --hash=sha256:4dc8b3809469b6c30b411bb8c4cad3828efd26236153d9beb6a3ec500f211a60 \
-    --hash=sha256:4dda3b3f52d121063a731ddb835f010dc137b920d7fec2778e52f60d8e4bf0cd \
-    --hash=sha256:563ed3d25542d7e7bbc5b235ccfacfeb97fb470c7fee257eae599adb8005c8a2 \
-    --hash=sha256:63a68fa59de8f87acc7e85a5478bb2dddbb3392b7593ec3e78827c793c4b73fd \
-    --hash=sha256:73e24aaf8f36ab90d95cd1761208b2eb70841c2a9ca1a3f9061b39fc5331b708 \
-    --hash=sha256:7aa2f9bbc6d4595ba72138026b2074be1233186150e9292865e04b7a63b8c67a \
-    --hash=sha256:7b6a60d48062809f58595509c524b88e6ddec3ebe25833d6462eeab81e5f2ce4 \
-    --hash=sha256:8245477871c3700d4370352ffec94b103cfcb737229445cf9946cddb7b2ca7cd \
-    --hash=sha256:8b394322f49af4362d4f80e424bcaca7efcd049619af03a4cf4501520bdf0fb4 \
-    --hash=sha256:98bb213c3084cfe176302949bdc360074b18a9da7ab59ef2edc9d9f742504778 \
-    --hash=sha256:a97b94bbf62992949b4730c6cd2cc9aee7b335921ee8dc207d930f2ed09ae2db \
-    --hash=sha256:ab9a8482f475f9ba20e12db84b0e55e2f58784bdca43a854a6ccd3fd4b9f75e6 \
-    --hash=sha256:b2a43985ff5ef6ddd923bbcf99943e5f58059805787c5c9a2622bf05ca2965b0 \
-    --hash=sha256:b3c712ae6fb8e7a949051a953fc412fe0a6940337336c3b6f905e905dac5157f \
-    --hash=sha256:cc89b9b173d9adfab59fd227f0ab5e5516d9a52b658ae41d64e59d2e55a418db \
-    --hash=sha256:d91aac77f24082809d2c5a93f52a5f085032740a1ebc9252a7b052ef5a4fddc6 \
-    --hash=sha256:f99924682ef0aa6a4ab3b1b76f40dc6e273fca09f367d15a524266db100a723f \
-    --hash=sha256:fbf39280699d1b869f55eac536deceaa1b60bd6788ba74f399cc67e60a5fab10
+torch==2.13.0 \
+    --hash=sha256:024c6cc0c1b085f2f91f20a3dc27b0471d021c31ce84b81be3afdc39f791fd9d \
+    --hash=sha256:092790c696a760c729fd5722835f50b9d81fd7c8f141571f3f3cf4081a8f664c \
+    --hash=sha256:0ab4b69f3ee03a62a002cfbf77b1ca5e88aceb4ea64cb4388bb28f638ddbb045 \
+    --hash=sha256:1e09d6a722504957c694faceca843acde562786df1144ebcc5a74075ec7f6005 \
+    --hash=sha256:2bd30b6b730d987fa386ce3898933762c5cb8cc82eb0535211d787cc3ce2dfeb \
+    --hash=sha256:2fe228aba290d14b9f31b049be550dbd469c3fd3013d7a19705b30454da97027 \
+    --hash=sha256:31061ff56ed8fbf26c749806905aeb749ebeb819810fd5d52508aa5afd90dddc \
+    --hash=sha256:33449899ce5496c1b84b4853179d94fd102028ae1407314d9fb956bb79e70d09 \
+    --hash=sha256:49b58f1e2c52440abb6f17c28f0335fe6c6d01ad1a7f55b0183b81e4b34d64e6 \
+    --hash=sha256:49f1ea385c754e54919408a9bb3b5a72b0b755bbe2c916c1d6f70afbec4908a2 \
+    --hash=sha256:4f8573e3ce9ebcd53fe922f01077a6085ccdfbe5f12fd215883a9d87d7a744fd \
+    --hash=sha256:572df8be8ffb4599c88cbd6a0726f1f854f4da65d2e3c09f0e2c2283333cd6d4 \
+    --hash=sha256:60fcdcb2f3876e21146cb4524ef06397d727ca9ad5f020818547e25075fe3cb7 \
+    --hash=sha256:796633c4cdf0fe2cdced72d8f88f22e73dbcfce83132763162f6d4bff13b820b \
+    --hash=sha256:94f0de129916f77b8dc2c7a8eff644cfeddfe59e39c9f55e9f6e17543410281d \
+    --hash=sha256:a0d8b11f16a48d60e2015d8213aa0390744cbebb98e58b62b3514dddc656e330 \
+    --hash=sha256:a3893dc2da0a972a8ca5d698c85a9f967559ac5f8ee1797b77408aa8734d073c \
+    --hash=sha256:a3a9a21312872af8a26950b2c15680335a386a1f56ed03e780653d78b9607e9e \
+    --hash=sha256:a7de8a313090dc5c7d7ba4bfe5c3be222528f9a4dba1acc83bddb1157360c4b8 \
+    --hash=sha256:c28def70706c2f9ecc752574766e8ae4da9b810ab6676b611166761a78a9f1e1 \
+    --hash=sha256:c78b7b4d04461855a764cf01bae9a462bb88bc93defcfa11235cbc8fdf3e12c4 \
+    --hash=sha256:cc26eead4cf51d0b544e31e364dcf000846549c273bd148936fe9d24d29acb92 \
+    --hash=sha256:d849b390e07d8d333ce8ecaf91b273c656c598379a19c9acf1318a883f6b391c \
+    --hash=sha256:e76f9bcecc52b8ff711239a2f7547d5353df95878ab232f0773c1d95928b92f8
     # via
     #   feast (pyproject.toml)
     #   accelerate
@@ -5964,51 +6603,47 @@ torch==2.11.0 \
     #   sentence-transformers
     #   timm
     #   torchvision
-torchvision==0.26.0 \
-    --hash=sha256:0f3e572efe62ad645017ea847e0b5e4f2f638d4e39f05bc011d1eb9ac68d4806 \
-    --hash=sha256:114bec0c0e98aa4ba446f63e2fe7a2cbca37b39ac933987ee4804f65de121800 \
-    --hash=sha256:1c55dc8affbcc0eb2060fbabbe996ae9e5839b24bb6419777f17848945a411b1 \
-    --hash=sha256:2adfbe438473236191ff077a4a9a0c767436879c89628aa97137e959b0c11a94 \
-    --hash=sha256:358fc4726d0c08615b6d83b3149854f11efb2a564ed1acb6fce882e151412d23 \
-    --hash=sha256:3daf9cc149cf3cdcbd4df9c59dae69ffca86c6823250442c3bbfd63fc2e26c61 \
-    --hash=sha256:406557718e62fdf10f5706e88d8a5ec000f872da913bf629aab9297622585547 \
-    --hash=sha256:4280c35ec8cba1fcc8294fb87e136924708726864c379e4c54494797d86bc474 \
-    --hash=sha256:55bd6ad4ae77be01ba67a410b05b51f53b0d0ee45f146eb6a0dfb9007e70ab3c \
-    --hash=sha256:5d63dd43162691258b1b3529b9041bac7d54caa37eae0925f997108268cbf7c4 \
-    --hash=sha256:7058c5878262937e876f20c25867b33724586aa4499e2853b2d52b99a5e51953 \
-    --hash=sha256:7993c01648e7c61d191b018e84d38fe0825c8fcb2720cd0f37caf7ba14404aa1 \
-    --hash=sha256:8008474855623c6ba52876589dc52df0aa66e518c25eca841445348e5f79844c \
-    --hash=sha256:82c3965eca27e86a316e31e4c3e5a16d353e0bcbe0ef8efa2e66502c54493c4b \
-    --hash=sha256:9a904f2131cbfadab4df828088a9f66291ad33f49ff853872aed1f86848ef776 \
-    --hash=sha256:a06d4772a8e13e772906ed736cc53ec6639e5e60554f8e5fa6ca165aabebc464 \
-    --hash=sha256:a39c7a26538c41fda453f9a9692b5ff9b35a5437db1d94f3027f6f509c160eac \
-    --hash=sha256:b6f9ad1ecc0eab52647298b379ee9426845f8903703e6127973f8f3d049a798b \
-    --hash=sha256:b7d3e295624a28b3b1769228ce1345d94cf4d390dd31136766f76f2d20f718da \
-    --hash=sha256:b7e6213620bbf97742e5f79832f9e9d769e6cf0f744c5b53dad80b76db633691 \
-    --hash=sha256:c409e1c3fdebec7a3834465086dbda8bf7680eff79abf7fd2f10c6b59520a7a4 \
-    --hash=sha256:d61a5abb6b42a0c0c311996c2ac4b83a94418a97182c83b055a2a4ae985e05aa \
-    --hash=sha256:de6424b12887ad884f39a0ee446994ae3cd3b6a00a9cafe1bead85a031132af0 \
-    --hash=sha256:e9d0e022c19a78552fb055d0414d47fecb4a649309b9968573daea160ba6869c \
-    --hash=sha256:eb61804eb9dbe88c5a2a6c4da8dec1d80d2d0a6f18c999c524e32266cb1ebcd3 \
-    --hash=sha256:ebc043cc5a4f0bf22e7680806dbba37ffb19e70f6953bbb44ed1a90aeb5c9bea \
-    --hash=sha256:f13f12b3791a266de2d599cb8162925261622a037d87fc03132848343cf68f75 \
-    --hash=sha256:fd10b5f994c210f4f6d6761cf686f82d748554adf486cb0979770c3252868c8f
+torchvision==0.28.0 \
+    --hash=sha256:028a3d481b37d785605620d7cdad897064c5a55bae2aa1f2658766333e291940 \
+    --hash=sha256:09ce8f56e81f19b9c378ae7bb109f83f6659fd8bc3cd14241a48e4af46e9ed49 \
+    --hash=sha256:2a1ef4b6f4bf5828b48cfad97372c8982db906830884b2868ba5c3df937a7d81 \
+    --hash=sha256:3557cc7b539f46dabcda2b6f2b14017ccbeef024de466d4fc5835fc3f287f769 \
+    --hash=sha256:36beb0782976906069ca03d4c9aacaf4b6b838b06ed6c20960ea9c51cce7acdd \
+    --hash=sha256:3bd9dba55224a9db4a2d77f6feaa5651770d8c8e86d3d0ddb0fa6bec54c8712b \
+    --hash=sha256:46f581979c010ad6da6bd85ee602aa707e1ff44312670223b7a0ee517ad06d47 \
+    --hash=sha256:546fd85345cf8652f6cd099d4f9884b0ca5c2f3fae78689a21dd2f35ea6b622f \
+    --hash=sha256:5a38bc6da3d72621be003400b66f66a2b4c6d644fde05f680c2cb7ca8cf8dd6c \
+    --hash=sha256:5cf78ebc401ce64ae19b8c55de866bb836797d559a4de9c25ccbe74cfa642d3a \
+    --hash=sha256:62c7d110f86a039245b587e4fae60278c649f3bd42ff79cfbc1178eca4e72542 \
+    --hash=sha256:6dfb0f45e2b4ceb4e76f158c3fbb5f44387099f3c466e3423a09ab665a194aba \
+    --hash=sha256:7e80f543b22503d9415e126db5f0ff3917036925e38560ee6b9ae38c571a4002 \
+    --hash=sha256:7e9dd6f60d6e15f8dc27d4f877fdb6002fc70d70272412135f1c2ff9cfa08d3b \
+    --hash=sha256:7fad44dc9582570c7d92c4487d36ac46998f40cc39b438e8b8f5111a935ce4e8 \
+    --hash=sha256:83fe6c020866a85acd7d97deccc45ff11d66daf42916d04396a4309c66c0ccb8 \
+    --hash=sha256:87dc16b2df427c1318ad335f1e2be2b3b15b2cf20f7934c83b0505a48425ee5d \
+    --hash=sha256:89f90e29b0966352811b12589f3a3c61943bf2bb9487b9d7bbec10efb1096bb5 \
+    --hash=sha256:904cf89af220f8c6b2ed0296bb5065b474ce43b77558e48b2bf9de8b0ba17204 \
+    --hash=sha256:9a45ea67235d965ef52187130d20002a4de20c54ea3d927a24286961d268dc37 \
+    --hash=sha256:ad7b3a439265cc3739a4ab5b4c998c0e38ea99c0ee7ca4dea35c5d0b099ec237 \
+    --hash=sha256:bb6dd6918460ed89cc7644adcc2402991474d6933cf1ce92b390641cb233fddf \
+    --hash=sha256:d483b4aa3f5237569053f749cd1a2b5bb548ca456e40461a5dd087f21149d123 \
+    --hash=sha256:e9f54c30cd52e3ef7fd034cc69b7bb7e0964e1c8f8743e018ab92e95b40f9eee
     # via
     #   feast (pyproject.toml)
     #   docling-ibm-models
     #   easyocr
     #   timm
-tornado==6.5.5 \
-    --hash=sha256:192b8f3ea91bd7f1f50c06955416ed76c6b72f96779b962f07f911b91e8d30e9 \
-    --hash=sha256:2c9a876e094109333f888539ddb2de4361743e5d21eece20688e3e351e4990a6 \
-    --hash=sha256:36abed1754faeb80fbd6e64db2758091e1320f6bba74a4cf8c09cd18ccce8aca \
-    --hash=sha256:3f54aa540bdbfee7b9eb268ead60e7d199de5021facd276819c193c0fb28ea4e \
-    --hash=sha256:435319e9e340276428bbdb4e7fa732c2d399386d1de5686cb331ec8eee754f07 \
-    --hash=sha256:487dc9cc380e29f58c7ab88f9e27cdeef04b2140862e5076a66fb6bb68bb1bfa \
-    --hash=sha256:6443a794ba961a9f619b1ae926a2e900ac20c34483eea67be4ed8f1e58d3ef7b \
-    --hash=sha256:65a7f1d46d4bb41df1ac99f5fcb685fb25c7e61613742d5108b010975a9a6521 \
-    --hash=sha256:dd3eafaaeec1c7f2f8fdcd5f964e8907ad788fe8a5a32c4426fbbdda621223b7 \
-    --hash=sha256:e74c92e8e65086b338fd56333fb9a68b9f6f2fe7ad532645a290a464bcf46be5
+tornado==6.5.7 \
+    --hash=sha256:148b2eb15c2c765a50796172c1e499649b35f30d2e3c3d3e15913cfa56bfb163 \
+    --hash=sha256:66c513a76cda70d53907bc27cf1447557699c2e95aa48ba27a442ff61c3ddfc2 \
+    --hash=sha256:7778b30bef919231265e91c69963ce0f49a1e9c07ac900bbe75b19ce2575ba92 \
+    --hash=sha256:8a46347a18f23fb92b396beebe0fb78f61dda0cc302445202c16203d8a18848b \
+    --hash=sha256:8d759e71906ee783f8867b93bf26a265743da4c1e2f4a018464c1ba019862972 \
+    --hash=sha256:9da38de27f1da3b78a966f0dae12b5a1ea9afe72ca805d84ff06508272ddf100 \
+    --hash=sha256:de942f843533a039ef9fa3d9c88c7cd8a7c94553fb5ad0154270989b3d99a2c4 \
+    --hash=sha256:e726f0c75da7726eec023aa62751ff8878bd2737e34fbdd33b1ae5897d2200f5 \
+    --hash=sha256:f8de3bf12d3efdd0cbe7c8887868198f8a91415e3f29fcf258d9b8eb7b1d9ae4 \
+    --hash=sha256:ff934fce95643af5f11efdae618eaa73d469dc588641e5c8d19295a0c65c4796
     # via
     #   ipykernel
     #   jupyter-client
@@ -6016,9 +6651,9 @@ tornado==6.5.5 \
     #   jupyterlab
     #   notebook
     #   terminado
-tqdm==4.67.3 \
-    --hash=sha256:7d825f03f89244ef73f1d4ce193cb1774a8179fd96f31d7e1dcde62092b960bb \
-    --hash=sha256:ee1e4c0e59148062281c49d80b25b67771a127c85fc9676d3be5f243206826bf
+tqdm==4.70.0 \
+    --hash=sha256:55b0b0dbd97462d06ebee91e4dac24ed4d4702be82b24f07e6c1d27e08cea220 \
+    --hash=sha256:7f585706bfddbdebf89daac705b2dfcc16890130727d3197ca62c732b4310953
     # via
     #   feast (pyproject.toml)
     #   datasets
@@ -6026,18 +6661,18 @@ tqdm==4.67.3 \
     #   docling-ibm-models
     #   great-expectations
     #   huggingface-hub
-    #   milvus-lite
     #   mpire
     #   semchunk
     #   sentence-transformers
     #   transformers
-traitlets==5.14.3 \
-    --hash=sha256:9ed0579d3502c94b4b3732ac120375cda96f923114522847de4b3bb98b96b6b7 \
-    --hash=sha256:b74e89e397b1ed28cc831db7aea759ba6640cb3de13090ca145426688ff1ac4f
+traitlets==5.15.1 \
+    --hash=sha256:770a53705f84b81ac107e83a1b3328ff2dae16094d8fc3cfc004e4b22dfd8e92 \
+    --hash=sha256:7b1c07854fe25acb39e009bae49f11b79ff6cbb2f27999104e9110e7a6b53722
     # via
     #   ipykernel
     #   ipython
     #   ipywidgets
+    #   jupyter-builder
     #   jupyter-client
     #   jupyter-core
     #   jupyter-events
@@ -6055,43 +6690,48 @@ transformers==4.57.6 \
     #   docling-core
     #   docling-ibm-models
     #   sentence-transformers
-tree-sitter==0.25.2 \
-    --hash=sha256:0628671f0de69bb279558ef6b640bcfc97864fe0026d840f872728a86cd6b6cd \
-    --hash=sha256:0c8b6682cac77e37cfe5cf7ec388844957f48b7bd8d6321d0ca2d852994e10d5 \
-    --hash=sha256:1799609636c0193e16c38f366bda5af15b1ce476df79ddaae7dd274df9e44266 \
-    --hash=sha256:20b570690f87f1da424cd690e51cc56728d21d63f4abd4b326d382a30353acc7 \
-    --hash=sha256:260586381b23be33b6191a07cea3d44ecbd6c01aa4c6b027a0439145fcbc3358 \
-    --hash=sha256:3e65ae456ad0d210ee71a89ee112ac7e72e6c2e5aac1b95846ecc7afa68a194c \
-    --hash=sha256:44488e0e78146f87baaa009736886516779253d6d6bac3ef636ede72bc6a8234 \
-    --hash=sha256:463c032bd02052d934daa5f45d183e0521ceb783c2548501cf034b0beba92c9b \
-    --hash=sha256:4973b718fcadfb04e59e746abfbb0288694159c6aeecd2add59320c03368c721 \
-    --hash=sha256:49ee3c348caa459244ec437ccc7ff3831f35977d143f65311572b8ba0a5f265f \
-    --hash=sha256:56ac6602c7d09c2c507c55e58dc7026b8988e0475bd0002f8a386cce5e8e8adc \
-    --hash=sha256:65d3c931013ea798b502782acab986bbf47ba2c452610ab0776cf4a8ef150fc0 \
-    --hash=sha256:6d0302550bbe4620a5dc7649517c4409d74ef18558276ce758419cf09e578897 \
-    --hash=sha256:72a510931c3c25f134aac2daf4eb4feca99ffe37a35896d7150e50ac3eee06c7 \
-    --hash=sha256:7712335855b2307a21ae86efe949c76be36c6068d76df34faa27ce9ee40ff444 \
-    --hash=sha256:7d2ee1acbacebe50ba0f85fff1bc05e65d877958f00880f49f9b2af38dce1af0 \
-    --hash=sha256:a0ec41b895da717bc218a42a3a7a0bfcfe9a213d7afaa4255353901e0e21f696 \
-    --hash=sha256:a925364eb7fbb9cdce55a9868f7525a1905af512a559303bd54ef468fd88cb37 \
-    --hash=sha256:b3d11a3a3ac89bb8a2543d75597f905a9926f9c806f40fcca8242922d1cc6ad5 \
-    --hash=sha256:b3f63a1796886249bd22c559a5944d64d05d43f2be72961624278eff0dcc5cb8 \
-    --hash=sha256:b43a9e4c89d4d0839de27cd4d6902d33396de700e9ff4c5ab7631f277a85ead9 \
-    --hash=sha256:b878e296e63661c8e124177cc3084b041ba3f5936b43076d57c487822426f614 \
-    --hash=sha256:b8ca72d841215b6573ed0655b3a5cd1133f9b69a6fa561aecad40dca9029d75b \
-    --hash=sha256:b8d4429954a3beb3e844e2872610d2a4800ba4eb42bb1990c6a4b1949b18459f \
-    --hash=sha256:bd88fbb0f6c3a0f28f0a68d72df88e9755cf5215bae146f5a1bdc8362b772053 \
-    --hash=sha256:bda059af9d621918efb813b22fb06b3fe00c3e94079c6143fcb2c565eb44cb87 \
-    --hash=sha256:c0c0ab5f94938a23fe81928a21cc0fac44143133ccc4eb7eeb1b92f84748331c \
-    --hash=sha256:c2f8e7d6b2f8489d4a9885e3adcaef4bc5ff0a275acd990f120e29c4ab3395c5 \
-    --hash=sha256:cc0351cfe5022cec5a77645f647f92a936b38850346ed3f6d6babfbeeeca4d26 \
-    --hash=sha256:d77605e0d353ba3fe5627e5490f0fbfe44141bafa4478d88ef7954a61a848dae \
-    --hash=sha256:dd12d80d91d4114ca097626eb82714618dcdfacd6a5e0955216c6485c350ef99 \
-    --hash=sha256:ddabfff809ffc983fc9963455ba1cecc90295803e06e140a4c83e94c1fa3d960 \
-    --hash=sha256:eac4e8e4c7060c75f395feec46421eb61212cb73998dbe004b7384724f3682ab \
-    --hash=sha256:f5ddcd3e291a749b62521f71fc953f66f5fd9743973fd6dd962b092773569601 \
-    --hash=sha256:fbb1706407c0e451c4f8cc016fec27d72d4b211fdd3173320b1ada7a6c74c3ac \
-    --hash=sha256:fe43c158555da46723b28b52e058ad444195afd1db3ca7720c59a254544e9c20
+tree-sitter==0.26.0 \
+    --hash=sha256:00289bfe7978f3e0dc0ce69813a20fa9f44ea4c100b3ec62043e5eb74ccfc3a2 \
+    --hash=sha256:0f8793fd18ad7eec276ed4b51c097b4bf2002b357259b66b0d75db1f3f41c754 \
+    --hash=sha256:10f0d4eb94aa7242dcb7f554bcd24dd7ba1c114f00d58759ba08c7a46c8ec51a \
+    --hash=sha256:17a1c5cfd3a05d5c7c86bf4282b6ef8092c91dc0a98390499669c3fedb7d1814 \
+    --hash=sha256:1d6fe0e8fb4df77b5ee816228e2c4475a63d8cc1d4d3a7ffd7097b2b87fc3e95 \
+    --hash=sha256:253df7ab82cc0a9d311cd65f06e9f99fb3eac55996ae9fc94da22f123a861b90 \
+    --hash=sha256:26c996c1edfee86e977bb3f5462e74fcec0d0b0db1e85a3c475875763caa03be \
+    --hash=sha256:2f941cea06128c1f74f8937a8e2a90c7db49cf4be6647cd9e07d92a306d91517 \
+    --hash=sha256:30a88be89ff1f2755297f81e8080d88b795dd98720c3f9fa2acf93873182cc95 \
+    --hash=sha256:335294ce0504fcefde5245dff596778ffaf820205b98ae0b549c72e48855f1d8 \
+    --hash=sha256:3f3c44339dd34fe8eb2b8d5aa7610660499a795f70376b130bbee7a437337280 \
+    --hash=sha256:514a9bf8993e5210e7970736aaf6020d1759b670e195ef17b1c48f586aa30736 \
+    --hash=sha256:526a165a2cb1d1f79e247d400f0e0acd8d49a817d6f312d543513af200b1f886 \
+    --hash=sha256:5a3c93a352b7e6f70f73e121bbfa2d0117ba7478bd51114ed35c91b0b78814fa \
+    --hash=sha256:5a6b333b0282d8bb0af741f9b018bd2523d4eecb2686bf6717066a625fecfaa4 \
+    --hash=sha256:5fc2f41bf246ff2f70a9cc3690be35ec7580a4923151873d898c8bcb1a4503d3 \
+    --hash=sha256:6189c6c340c7384357711e3d92645e96bfb79f7a502f86de1ebdb23eb43f7dab \
+    --hash=sha256:6cb2bd20efb2544c19ac54486ab7cb8ec7b36f913bbe1ce95df84acb96743d9c \
+    --hash=sha256:7075ef857ef86f327dbb72d1e2574dda78db5754b3a1fca6506acd7fe5d561a7 \
+    --hash=sha256:763627db05db34f12333081bd7422cc1c675893d373cc870b3e9249e200700e4 \
+    --hash=sha256:7bcbadfa614326debef581957d5c780a9d7f66065c13deea61aa21d1dd36263f \
+    --hash=sha256:823251c4b6725a7c03ed497a339135ede7ae4bdde75bb8be7ef5e305aeb4ff52 \
+    --hash=sha256:8ff2e0750b7daa722302838356d7b65e303829b7eb73c915df127ddba115e1d1 \
+    --hash=sha256:918d89529786873f0982a0f59c2a303cd065fbfd1b903d71a8e4e1584f67b42e \
+    --hash=sha256:93e220cab7e6a823efeb2046c49171427de92ef71c7c681c01820d14d8d3721f \
+    --hash=sha256:94550e13b6ae576969da40246f4c4abb206380b5375ad43f26dd9151d55438e3 \
+    --hash=sha256:a4033fecc8f606c7f2e8b8014d0057b74668a7f0152763606f7bc25c5f9ec64c \
+    --hash=sha256:b31a8195d2f224224c530ac814632d98c1dcc123d227442c07c736e86b70d564 \
+    --hash=sha256:b40c219edccc4564530c96f8f1556f6202b37cda964d1cbd7bd2b7e68b40a245 \
+    --hash=sha256:b8ea92a255c91671a7ec4625aba3ab7bb5220c423630ffbf83c45d7312abe084 \
+    --hash=sha256:bc6cb01d5ee75c85424aa1f1c72a82d8f07fd52539a0f3c4a6ed3e8721079b84 \
+    --hash=sha256:c56581ad256c4195a21bfe449fed5d44a02fe83a4a7d6e70e6ec302c881191c7 \
+    --hash=sha256:ca89e361a276dbc934b28a43dd881199e25d34ff5493ee0ce45f3c52a6124a37 \
+    --hash=sha256:dea4b4e27d49e9ec5b785d4f994da000e6726882fcc6ad05ec98478500c71aef \
+    --hash=sha256:e9e46b664887d8c1014f1fb33e09454bbdd9ec1fe29b7fd02dde7b46bc1bb81a \
+    --hash=sha256:ed0889dbed843ce45ede9f5169c0b2dea2222f12685844a03fadb81f12705867 \
+    --hash=sha256:f289be0225ba2ace8e87d6c9639b2bc9ff2b5271afb7c5d39282a4a00e248682 \
+    --hash=sha256:f665510f0fcf4636fb9696f1f7853bed7a3bd764b7bb0cb8494e619c14ed5a0c \
+    --hash=sha256:f9997ba61368c48ed54e715676afadf703947a1542464e39d047764fb3624b01 \
+    --hash=sha256:ff527388df14cb5009f9274faf78cc69a7393ae6acf3b04784b8acca249519c5 \
+    --hash=sha256:ff80d4833d330a73184a3ac5132abe93c575d2dea31975c6f15c0d21fef238aa
     # via docling-core
 tree-sitter-c==0.24.2 \
     --hash=sha256:1628584df0299b5a340aa63f8e67b6c97c91517f52fa7e7a4c557e40adb330a9 \
@@ -6136,13 +6776,19 @@ tree-sitter-typescript==0.23.2 \
     --hash=sha256:c7cc1b0ff5d91bac863b0e38b1578d5505e718156c9db577c8baea2557f66de8 \
     --hash=sha256:e96d36b85bcacdeb8ff5c2618d75593ef12ebaf1b4eace3477e2bdb2abb1752c
     # via docling-core
-trino==0.337.0 \
-    --hash=sha256:3a0bd03a09b7ea5dccd41ca6e58abfb127c6303f3a48a258ff794d411dd83a3c \
-    --hash=sha256:868f2b8137d4d1baa84c9bc341f2cdf29039462aa69d7c089a0b821b5a91f29c
+trino==0.338.0 \
+    --hash=sha256:093952f8a53b6f47ab357b77cbe92f1d66453290f7d8bcc4b74bd662e5ff2704 \
+    --hash=sha256:1103d249cb96ba8f88f699588581965e2be088c16b9f8178e34cb64aa8a6c011
     # via feast (pyproject.toml)
-typeguard==4.5.1 \
-    --hash=sha256:44d2bf329d49a244110a090b55f5f91aa82d9a9834ebfd30bcc73651e4a8cc40 \
-    --hash=sha256:f6f8ecbbc819c9bc749983cc67c02391e16a9b43b8b27f15dc70ed7c4a007274
+truststore==0.10.4 \
+    --hash=sha256:9d91bd436463ad5e4ee4aba766628dd6cd7010cf3e2461756b3303710eebc301 \
+    --hash=sha256:adaeaecf1cbb5f4de3b1959b42d41f6fab57b2b1666adb59e89cb0b53361d981
+    # via
+    #   httpcore2
+    #   httpx2
+typeguard==4.6.0 \
+    --hash=sha256:79878165bb86f2cf5d41d159a0ff1792a796cf496882d2fe1b1c6c7049b9cdd7 \
+    --hash=sha256:e7414f09111317de3e335de92cd397c5c0ca00b1cc1676de12e1d444a79b3f21
     # via feast (pyproject.toml)
 typer==0.12.5 \
     --hash=sha256:62fe4e471711b147e3365034133904df3e235698399bc4de2b36c8579298d52b \
@@ -6151,9 +6797,9 @@ typer==0.12.5 \
     #   docling
     #   docling-core
     #   fastapi-mcp
-types-cffi==2.0.0.20260429 \
-    --hash=sha256:6a4237bfdbd50e4d0726929070d8b9983bde541726a5a6fe0e8e24e78c1b3826 \
-    --hash=sha256:afe7d9777a2921139623af0b94647637a5bd0b938b77ec125e5e5e068a1727bd
+types-cffi==2.0.0.20260518 \
+    --hash=sha256:5b68a215a95d0eac4203b58e766ff7fe40c2e091b1fa1a9e54111f04cc560084 \
+    --hash=sha256:f9707e66c13454789a58f8843d1ded4a66f1e9c8b10bd24d5eb5e0f25c0c5472
     # via types-pyopenssl
 types-protobuf==3.19.22 \
     --hash=sha256:d291388678af91bb045fafa864f142dc4ac22f5d4cdca097c7d8d8a32fa9b3ab \
@@ -6161,25 +6807,25 @@ types-protobuf==3.19.22 \
     # via
     #   feast (pyproject.toml)
     #   mypy-protobuf
-types-pymysql==1.1.0.20260408 \
-    --hash=sha256:b784dc37908479e3767e2d794ab507b3674adb1c686ca3d13fc9e2960dbcb9ec \
-    --hash=sha256:da630647eaaa7a926a3907794f4067f269cd245b2c202c74aa3c6a3bd660a9db
+types-pymysql==1.2.0.20260724 \
+    --hash=sha256:71327a3fea0f680a280445f1b475c2307f68de05c2d3302a79df56af93c574cd \
+    --hash=sha256:8493cf87e8df0a7b4e8c84305bc0aae69d3a8af9c6da7bfbb9a4c5c3f97d4a82
     # via feast (pyproject.toml)
 types-pyopenssl==24.1.0.20240722 \
     --hash=sha256:47913b4678a01d879f503a12044468221ed8576263c1540dcb0484ca21b08c39 \
     --hash=sha256:6a7a5d2ec042537934cfb4c9d4deb0e16c4c6250b09358df1f083682fe6fda54
     # via types-redis
-types-python-dateutil==2.9.0.20260408 \
-    --hash=sha256:473139d514a71c9d1fbd8bb328974bedcb1cc3dba57aad04ffa4157f483c216f \
-    --hash=sha256:8b056ec01568674235f64ecbcef928972a5fac412f5aab09c516dfa2acfbb582
+types-python-dateutil==2.9.0.20260716 \
+    --hash=sha256:1ae41d51a5c5f6bbeeb7f1f34df7086d55ff1605cf88d2ed71a7a276e1a7794e \
+    --hash=sha256:1d55d1c3024bdb4861bb6a6622c9ec800c433d87bdc5b16fb84cdd0eed4ef2cb
     # via feast (pyproject.toml)
-types-pytz==2026.1.1.20260408 \
-    --hash=sha256:89b6a34b9198ea2a4b98a9d15cbca987053f52a105fd44f7ce3789cae4349408 \
-    --hash=sha256:c7e4dec76221fb7d0c97b91ad8561d689bebe39b6bcb7b728387e7ffd8cde788
+types-pytz==2026.3.1.20260727 \
+    --hash=sha256:42ac44e83645bfceb46597342c8fb8ec028a1407e2feae9c5c539986eab6b57a \
+    --hash=sha256:4364075b6867dd15b210bb8c1d29727d609917129b45600defe1d4b3eda5ecb9
     # via feast (pyproject.toml)
-types-pyyaml==6.0.12.20260408 \
-    --hash=sha256:92a73f2b8d7f39ef392a38131f76b970f8c66e4c42b3125ae872b7c93b556307 \
-    --hash=sha256:fbc42037d12159d9c801ebfcc79ebd28335a7c13b08a4cfbc6916df78fee9384
+types-pyyaml==6.0.12.20260724 \
+    --hash=sha256:3c1ce1bb73cd5ec02e90390c2b1f00e810d241d8825fd73ff359696839271b6b \
+    --hash=sha256:d57db930a4b2efbc57cf430ec8882765d246929432fa253092f383902329a453
     # via feast (pyproject.toml)
 types-redis==4.6.0.20241004 \
     --hash=sha256:5f17d2b3f9091ab75384153bfa276619ffa1cf6a38da60e10d5e6749cc5b902e \
@@ -6189,25 +6835,27 @@ types-requests==2.30.0.0 \
     --hash=sha256:c6cf08e120ca9f0dc4fa4e32c3f953c3fba222bcc1db6b97695bce8da1ba9864 \
     --hash=sha256:dec781054324a70ba64430ae9e62e7e9c8e4618c185a5cb3f87a6738251b5a31
     # via feast (pyproject.toml)
-types-setuptools==82.0.0.20260408 \
-    --hash=sha256:036c68caf7e672a699f5ebbf914708d40644c14e05298bc49f7272be91cf43d3 \
-    --hash=sha256:ece0a215cdfa6463a65fd6f68bd940f39e455729300ddfe61cab1147ed1d2462
+types-setuptools==83.0.0.20260724 \
+    --hash=sha256:eed1a91e1ed9d8ec9f3e71908e5bb17272e41e0852d37d1485ecd9cd33165e1a \
+    --hash=sha256:fe2801176b667f1e8209f8571b0839ca6c34318d743825aeacf3f29970c8d46f
     # via
     #   feast (pyproject.toml)
     #   types-cffi
-types-tabulate==0.10.0.20260408 \
-    --hash=sha256:2b19d193603d38c34645de53c0c1087e2364487d518d4a2f44268db2366723cc \
-    --hash=sha256:903d62fdf7e5a0ff659fd5d629df716232f7658c6d30e98f0374488d06ffacf4
+types-tabulate==0.10.0.20260508 \
+    --hash=sha256:8e51f159e8b24976849706ae2ed1dc9adba8ebbd080b17e494ebb66a8cc92c74 \
+    --hash=sha256:b1e1a2d0456fbd655a71690b09a7aaeffdf2978d32049184ea436492aa51d20a
     # via feast (pyproject.toml)
 types-urllib3==1.26.25.14 \
     --hash=sha256:229b7f577c951b8c1b92c1bc2b2fdb0b49847bd2af6d1cc2a2e3dd340f3bda8f \
     --hash=sha256:9683bbb7fb72e32bfe9d2be6e04875fbe1b3eeec3cbb4ea231435aa7fd6b4f0e
     # via types-requests
-typing-extensions==4.15.0 \
-    --hash=sha256:0cea48d173cc12fa28ecabc3b837ea3cf6f38c6d1136f85cbaaf598984861466 \
-    --hash=sha256:f0fa19c6845758ab08074a0cfa8b7aecb71c999ca73d62883bc25cc018c4e548
+typing-extensions==4.16.0 \
+    --hash=sha256:481caa481374e813c1b176ada14e97f1f67a4539ce9cfeb3f350d78d6370c2e8 \
+    --hash=sha256:dc983d19a509c94dba722ee6abd33940f7c05a89e243c47e907eb4db6f1a43e5
     # via
+    #   aiohttp
     #   aiosignal
+    #   alembic
     #   anyio
     #   azure-core
     #   azure-identity
@@ -6216,12 +6864,18 @@ typing-extensions==4.15.0 \
     #   docling-core
     #   elasticsearch
     #   fastapi
+    #   graphene
     #   great-expectations
+    #   grpcio
+    #   httpx2
     #   huggingface-hub
     #   ibis-framework
+    #   jupyter-client
     #   jwcrypto
     #   mcp
+    #   mcp-types
     #   minio
+    #   mlflow-skinny
     #   mypy
     #   opentelemetry-api
     #   opentelemetry-sdk
@@ -6252,110 +6906,31 @@ typing-inspection==0.4.2 \
     #   mcp
     #   pydantic
     #   pydantic-settings
-tzdata==2026.2 \
-    --hash=sha256:9173fde7d80d9018e02a662e168e5a2d04f87c41ea174b139fbef642eda62d10 \
-    --hash=sha256:bbe9af844f658da81a5f95019480da3a89415801f6cc966806612cc7169bffe7
+tzdata==2026.3 \
+    --hash=sha256:4a1518b8993086a7982523e071643f3c0e5f213e75b21318e78bcabfff9d1415 \
+    --hash=sha256:dc096730c87af6cab1b171c9d532be840741ff5d459015e7f6947bd7d7e54931
     # via
     #   arrow
     #   ibis-framework
     #   pandas
-tzlocal==5.3.1 \
-    --hash=sha256:cceffc7edecefea1f595541dbd6e990cb1ea3d19bf01b2809f362a03dd7921fd \
-    --hash=sha256:eb1a66c3ef5847adf7a834f1be0800581b683b5608e74f86ecbcef8ab91bb85d
+tzlocal==5.4.4 \
+    --hash=sha256:8dbb8660838688a7b6ba4fed31d18dedf842afb4d47ca050d6d891c2c15f3be4 \
+    --hash=sha256:aae09f0126a8a86fa736be266eb4a471380d26a0de3bc14844e7821fee3e2a15
     # via
     #   great-expectations
     #   trino
-ujson==5.12.0 \
-    --hash=sha256:006428d3813b87477d72d306c40c09f898a41b968e57b15a7d88454ecc42a3fb \
-    --hash=sha256:02f93da7a4115e24f886b04fd56df1ee8741c2ce4ea491b7ab3152f744ad8f8e \
-    --hash=sha256:0727363b05ab05ee737a28f6200dc4078bce6b0508e10bd8aab507995a15df61 \
-    --hash=sha256:085b6ce182cdd6657481c7c4003a417e0655c4f6e58b76f26ee18f0ae21db827 \
-    --hash=sha256:09b4beff9cc91d445d5818632907b85fb06943b61cb346919ce202668bf6794a \
-    --hash=sha256:0a3ae28f0b209be5af50b54ca3e2123a3de3a57d87b75f1e5aa3d7961e041983 \
-    --hash=sha256:0d2e8db5ade3736a163906154ca686203acc7d1d30736cbf577c730d13653d84 \
-    --hash=sha256:0e00cec383eab2406c9e006bd4edb55d284e94bb943fda558326048178d26961 \
-    --hash=sha256:0fe6b8b8968e11dd9b2348bd508f0f57cf49ab3512064b36bc4117328218718e \
-    --hash=sha256:0fe9128e75c6aa6e9ae06c1408d6edd9179a2fef0fe6d9cda3166b887eba521d \
-    --hash=sha256:14b2e1eb528d77bc0f4c5bd1a7ebc05e02b5b41beefb7e8567c9675b8b13bcf4 \
-    --hash=sha256:15d416440148f3e56b9b244fdaf8a09fcf5a72e4944b8e119f5bf60417a2bfc8 \
-    --hash=sha256:15e555c4caca42411270b2ed2b2ebc7b3a42bb04138cef6c956e1f1d49709fe2 \
-    --hash=sha256:16b4fe9c97dc605f5e1887a9e1224287291e35c56cbc379f8aa44b6b7bcfe2bb \
-    --hash=sha256:1b5c6ceb65fecd28a1d20d1eba9dbfa992612b86594e4b6d47bb580d2dd6bcb3 \
-    --hash=sha256:1d072a403d82aef8090c6d4f728e3a727dfdba1ad3b7fa3a052c3ecbd37e73cb \
-    --hash=sha256:2324d9a0502317ffc35d38e153c1b2fa9610ae03775c9d0f8d0cca7b8572b04e \
-    --hash=sha256:2a248750abce1c76fbd11b2e1d88b95401e72819295c3b851ec73399d6849b3d \
-    --hash=sha256:2ea6206043385343aff0b7da65cf73677f6f5e50de8f1c879e557f4298cac36a \
-    --hash=sha256:31348a0ffbfc815ce78daac569d893349d85a0b57e1cd2cdbba50b7f333784da \
-    --hash=sha256:38051f36423f084b909aaadb3b41c9c6a2958e86956ba21a8489636911e87504 \
-    --hash=sha256:3c2f947e55d3c7cfe124dd4521ee481516f3007d13c6ad4bf6aeb722e190eb1b \
-    --hash=sha256:3ed5cb149892141b1e77ef312924a327f2cc718b34247dae346ed66329e1b8be \
-    --hash=sha256:3ff4ede90ed771140caa7e1890de17431763a483c54b3c1f88bd30f0cc1affc0 \
-    --hash=sha256:40aa43a7a3a8d2f05e79900858053d697a88a605e3887be178b43acbcd781161 \
-    --hash=sha256:42d875388fbd091c7ea01edfff260f839ba303038ffb23475ef392012e4d63dd \
-    --hash=sha256:457fabc2700a8e6ddb85bc5a1d30d3345fe0d3ec3ee8161a4e032ec585801dfa \
-    --hash=sha256:460e76a4daff214ae33ab959494962c93918cb44714ea3e3f748b14aa37f8a87 \
-    --hash=sha256:50524f4f6a1c839714dbaff5386a1afb245d2d5ec8213a01fbc99cea7307811e \
-    --hash=sha256:51acc750ec7a2df786cdc868fb16fa04abd6269a01d58cf59bafc57978773d8e \
-    --hash=sha256:55ede2a7a051b3b7e71a394978a098d71b3783e6b904702ff45483fad434ae2d \
-    --hash=sha256:561f89cc82deeae82e37d4a4764184926fb432f740a9691563a391b13f7339a4 \
-    --hash=sha256:56ba3f7abbd6b0bb282a544dc38406d1a188d8bb9164f49fdb9c2fee62cb29da \
-    --hash=sha256:57930ac9519099b852e190d2c04b1fb5d97ea128db33bce77ed874eccb4c7f09 \
-    --hash=sha256:58a11cb49482f1a095a2bd9a1d81dd7c8fb5d2357f959ece85db4e46a825fd00 \
-    --hash=sha256:64df53eef4ac857eb5816a56e2885ccf0d7dff6333c94065c93b39c51063e01d \
-    --hash=sha256:6879aed770557f0961b252648d36f6fdaab41079d37a2296b5649fd1b35608e0 \
-    --hash=sha256:6ad57654570464eb1b040b5c353dee442608e06cff9102b8fcb105565a44c9ed \
-    --hash=sha256:6c0aed6a4439994c9666fb8a5b6c4eac94d4ef6ddc95f9b806a599ef83547e3b \
-    --hash=sha256:76bf3e7406cf23a3e1ca6a23fb1fb9ea82f4f6bd226fe226e09146b0194f85dc \
-    --hash=sha256:7bbf05c38debc90d1a195b11340cc85cb43ab3e753dc47558a3a84a38cbc72da \
-    --hash=sha256:7ddb08b3c2f9213df1f2e3eb2fbea4963d80ec0f8de21f0b59898e34f3b3d96d \
-    --hash=sha256:7e07f6f644d2c44d53b7a320a084eef98063651912c1b9449b5f45fcbdc6ccd2 \
-    --hash=sha256:85833bca01aa5cae326ac759276dc175c5fa3f7b3733b7d543cf27f2df12d1ef \
-    --hash=sha256:8712b61eb1b74a4478cfd1c54f576056199e9f093659334aeb5c4a6b385338e5 \
-    --hash=sha256:871c0e5102e47995b0e37e8df7819a894a6c3da0d097545cd1f9f1f7d7079927 \
-    --hash=sha256:89e302abd3749f6d6699691747969a5d85f7c73081d5ed7e2624c7bd9721a2ab \
-    --hash=sha256:937794042342006f707837f38d721426b11b0774d327a2a45c0bd389eb750a87 \
-    --hash=sha256:93bc91fdadcf046da37a214eaa714574e7e9b1913568e93bb09527b2ceb7f759 \
-    --hash=sha256:94c5f1621cbcab83c03be46441f090b68b9f307b6c7ec44d4e3f6d5997383df4 \
-    --hash=sha256:973b7d7145b1ac553a7466a64afa8b31ec2693d7c7fff6a755059e0a2885dfd2 \
-    --hash=sha256:99cc80facad240b0c2fb5a633044420878aac87a8e7c348b9486450cba93f27c \
-    --hash=sha256:9a5fcbe7b949f2e95c47ea8a80b410fcdf2da61c98553b45a4ee875580418b68 \
-    --hash=sha256:9b3b86ec3e818f3dd3e13a9de628e88a9990f4af68ecb0b12dd3de81227f0a26 \
-    --hash=sha256:9b3cf13facf6f77c283af0e1713e5e8c47a0fe295af81326cb3cb4380212e797 \
-    --hash=sha256:9c5a52987a990eb1bae55f9000994f1afdb0326c154fb089992f839ab3c30688 \
-    --hash=sha256:a2d79c6635ccffcbfc1d5c045874ba36b594589be81d50d43472570bb8de9c57 \
-    --hash=sha256:a6ec5bf6bc361f2f0f9644907a36ce527715b488988a8df534120e5c34eeda94 \
-    --hash=sha256:a7bf9cc97f05048ac8f3e02cd58f0fe62b901453c24345bfde287f4305dcc31c \
-    --hash=sha256:ab9056d94e5db513d9313b34394f3a3b83e6301a581c28ad67773434f3faccab \
-    --hash=sha256:adf28d13a33f9d750fe7a78fb481cac298fa257d8863d8727b2ea4455ea41235 \
-    --hash=sha256:b62cb9a7501e1f5c9ffe190485501349c33e8862dde4377df774e40b8166871f \
-    --hash=sha256:bacbd3c69862478cbe1c7ed4325caedec580d8acf31b8ee1b9a1e02a56295cad \
-    --hash=sha256:bb349dbba57c76eec25e5917e07f35aabaf0a33b9e67fc13d188002500106487 \
-    --hash=sha256:bd03472c36fa3a386a6deb887113b9e3fa40efba8203eb4fe786d3c0ccc724f6 \
-    --hash=sha256:bf85a00ac3b56a1e7a19c5be7b02b5180a0895ac4d3c234d717a55e86960691c \
-    --hash=sha256:ca0c7ce828bb76ab78b3991904b477c2fd0f711d7815c252d1ef28ff9450b052 \
-    --hash=sha256:ccbfd94e59aad4a2566c71912b55f0547ac1680bfac25eb138e6703eb3dd434e \
-    --hash=sha256:d1831c07bd4dce53c4b666fa846c7eba4b7c414f2e641a4585b7f50b72f502dc \
-    --hash=sha256:d22cad98c2a10bbf6aa083a8980db6ed90d4285a841c4de892890c2b28286ef9 \
-    --hash=sha256:d30ad4359413c8821cc7b3707f7ca38aa8bc852ba3b9c5a759ee2d7740157315 \
-    --hash=sha256:e0dd3676ea0837cd70ea1879765e9e9f6be063be0436de9b3ea4b775caf83654 \
-    --hash=sha256:e584d0cdd37cac355aca52ed788d1a2d939d6837e2870d3b70e585db24025a50 \
-    --hash=sha256:e6369ac293d2cc40d52577e4fa3d75a70c1aae2d01fa3580a34a4e6eff9286b9 \
-    --hash=sha256:efae5df7a8cc8bdb1037b0f786b044ce281081441df5418c3a0f0e1f86fe7bb3 \
-    --hash=sha256:f19b3af31d02a2e79c5f9a6deaab0fb3c116456aeb9277d11720ad433de6dfc6 \
-    --hash=sha256:f7a0430d765f9bda043e6aefaba5944d5f21ec43ff4774417d7e296f61917382 \
-    --hash=sha256:fb94245a715b4d6e24689de12772b85329a1f9946cbf6187923a64ecdea39e65
-    # via pymilvus
 uri-template==1.3.0 \
     --hash=sha256:0e00f8eb65e18c7de20d595a14336e9f337ead580c70934141624b6d1ffdacc7 \
     --hash=sha256:a44a133ea12d44a0c0f06d7d42a52d71282e77e2f937d8abd5655b8d56fc1363
     # via jsonschema
-urllib3==2.6.3 \
-    --hash=sha256:1b62b6884944a57dbe321509ab94fd4d3b307075e0c2eae991ac71ee15ad38ed \
-    --hash=sha256:bf272323e553dfb2e87d9bfd225ca7b0f467b919d7bbd355436d3fd37cb0acd4
+urllib3==2.7.0 \
+    --hash=sha256:231e0ec3b63ceb14667c67be60f2f2c40a518cb38b03af60abc813da26505f4c \
+    --hash=sha256:9fb4c81ebbb1ce9531cce37674bbc6f1360472bc18ca9a553ede278ef7276897
     # via
     #   feast (pyproject.toml)
     #   botocore
     #   clickhouse-connect
+    #   databricks-sdk
     #   docker
     #   elastic-transport
     #   great-expectations
@@ -6366,17 +6941,18 @@ urllib3==2.6.3 \
     #   requests
     #   responses
     #   testcontainers
-uvicorn[standard]==0.34.0 \
-    --hash=sha256:023dc038422502fa28a09c7a30bf2b6991512da7dcdb8fd35fe57cfc154126f4 \
-    --hash=sha256:404051050cd7e905de2c9a7e61790943440b3416f49cb409f965d9dcd0fa73e9
+uvicorn[standard]==0.52.0 \
+    --hash=sha256:3d887809810b89ed33501bcf0a9aba469b06ecd608158efce04bd6b48d8c9b08 \
+    --hash=sha256:ca8876ad6c1983f394157c168b39d52f6dd56dabf5602fa0982751cffc2293ae
     # via
     #   feast (pyproject.toml)
     #   fastapi-mcp
     #   mcp
+    #   mlflow-skinny
     #   uvicorn-worker
-uvicorn-worker==0.3.0 \
-    --hash=sha256:6baeab7b2162ea6b9612cbe149aa670a76090ad65a267ce8e27316ed13c7de7b \
-    --hash=sha256:ef0fe8aad27b0290a9e602a256b03f5a5da3a9e5f942414ca587b645ec77dd52
+uvicorn-worker==0.4.0 \
+    --hash=sha256:8ee5306070d8f38dce124adce488c3c0b50f20cf0c0222b12c66188da7214493 \
+    --hash=sha256:e2ed952cef976f5e9e429d7269640bbcafbd36c80aa80f1003c8c77a6797abde
     # via feast (pyproject.toml)
 uvloop==0.22.1 \
     --hash=sha256:017bd46f9e7b78e81606329d07141d3da446f8798c6baeec124260e22c262772 \
@@ -6436,121 +7012,121 @@ virtualenv==20.23.0 \
     #   feast (pyproject.toml)
     #   pre-commit
     #   ray
-watchfiles==1.1.1 \
-    --hash=sha256:00485f441d183717038ed2e887a7c868154f216877653121068107b227a2f64c \
-    --hash=sha256:03fa0f5237118a0c5e496185cafa92878568b652a2e9a9382a5151b1a0380a43 \
-    --hash=sha256:04e78dd0b6352db95507fd8cb46f39d185cf8c74e4cf1e4fbad1d3df96faf510 \
-    --hash=sha256:059098c3a429f62fc98e8ec62b982230ef2c8df68c79e826e37b895bc359a9c0 \
-    --hash=sha256:08af70fd77eee58549cd69c25055dc344f918d992ff626068242259f98d598a2 \
-    --hash=sha256:0b495de0bb386df6a12b18335a0285dda90260f51bdb505503c02bcd1ce27a8b \
-    --hash=sha256:130e4876309e8686a5e37dba7d5e9bc77e6ed908266996ca26572437a5271e18 \
-    --hash=sha256:14e0b1fe858430fc0251737ef3824c54027bedb8c37c38114488b8e131cf8219 \
-    --hash=sha256:17ef139237dfced9da49fb7f2232c86ca9421f666d78c264c7ffca6601d154c3 \
-    --hash=sha256:1a0bb430adb19ef49389e1ad368450193a90038b5b752f4ac089ec6942c4dff4 \
-    --hash=sha256:1db5d7ae38ff20153d542460752ff397fcf5c96090c1230803713cf3147a6803 \
-    --hash=sha256:28475ddbde92df1874b6c5c8aaeb24ad5be47a11f87cde5a28ef3835932e3e94 \
-    --hash=sha256:2edc3553362b1c38d9f06242416a5d8e9fe235c204a4072e988ce2e5bb1f69f6 \
-    --hash=sha256:30f7da3fb3f2844259cba4720c3fc7138eb0f7b659c38f3bfa65084c7fc7abce \
-    --hash=sha256:311ff15a0bae3714ffb603e6ba6dbfba4065ab60865d15a6ec544133bdb21099 \
-    --hash=sha256:319b27255aacd9923b8a276bb14d21a5f7ff82564c744235fc5eae58d95422ae \
-    --hash=sha256:35c53bd62a0b885bf653ebf6b700d1bf05debb78ad9292cf2a942b23513dc4c4 \
-    --hash=sha256:36193ed342f5b9842edd3532729a2ad55c4160ffcfa3700e0d54be496b70dd43 \
-    --hash=sha256:39574d6370c4579d7f5d0ad940ce5b20db0e4117444e39b6d8f99db5676c52fd \
-    --hash=sha256:399600947b170270e80134ac854e21b3ccdefa11a9529a3decc1327088180f10 \
-    --hash=sha256:3a476189be23c3686bc2f4321dd501cb329c0a0469e77b7b534ee10129ae6374 \
-    --hash=sha256:3ad9fe1dae4ab4212d8c91e80b832425e24f421703b5a42ef2e4a1e215aff051 \
-    --hash=sha256:3bc570d6c01c206c46deb6e935a260be44f186a2f05179f52f7fcd2be086a94d \
-    --hash=sha256:3dbd8cbadd46984f802f6d479b7e3afa86c42d13e8f0f322d669d79722c8ec34 \
-    --hash=sha256:3e6f39af2eab0118338902798b5aa6664f46ff66bc0280de76fca67a7f262a49 \
-    --hash=sha256:3f53fa183d53a1d7a8852277c92b967ae99c2d4dcee2bfacff8868e6e30b15f7 \
-    --hash=sha256:3f6d37644155fb5beca5378feb8c1708d5783145f2a0f1c4d5a061a210254844 \
-    --hash=sha256:3f7eb7da0eb23aa2ba036d4f616d46906013a68caf61b7fdbe42fc8b25132e77 \
-    --hash=sha256:3fa0b59c92278b5a7800d3ee7733da9d096d4aabcfabb9a928918bd276ef9b9b \
-    --hash=sha256:421e29339983e1bebc281fab40d812742268ad057db4aee8c4d2bce0af43b741 \
-    --hash=sha256:4b943d3668d61cfa528eb949577479d3b077fd25fb83c641235437bc0b5bc60e \
-    --hash=sha256:526e86aced14a65a5b0ec50827c745597c782ff46b571dbfe46192ab9e0b3c33 \
-    --hash=sha256:52e06553899e11e8074503c8e716d574adeeb7e68913115c4b3653c53f9bae42 \
-    --hash=sha256:544364b2b51a9b0c7000a4b4b02f90e9423d97fbbf7e06689236443ebcad81ab \
-    --hash=sha256:5524298e3827105b61951a29c3512deb9578586abf3a7c5da4a8069df247cccc \
-    --hash=sha256:55c7475190662e202c08c6c0f4d9e345a29367438cf8e8037f3155e10a88d5a5 \
-    --hash=sha256:563b116874a9a7ce6f96f87cd0b94f7faf92d08d0021e837796f0a14318ef8da \
-    --hash=sha256:57ca5281a8b5e27593cb7d82c2ac927ad88a96ed406aa446f6344e4328208e9e \
-    --hash=sha256:5c85794a4cfa094714fb9c08d4a218375b2b95b8ed1666e8677c349906246c05 \
-    --hash=sha256:5f3bde70f157f84ece3765b42b4a52c6ac1a50334903c6eaf765362f6ccca88a \
-    --hash=sha256:5f3f58818dc0b07f7d9aa7fe9eb1037aecb9700e63e1f6acfed13e9fef648f5d \
-    --hash=sha256:5fac835b4ab3c6487b5dbad78c4b3724e26bcc468e886f8ba8cc4306f68f6701 \
-    --hash=sha256:620bae625f4cb18427b1bb1a2d9426dc0dd5a5ba74c7c2cdb9de405f7b129863 \
-    --hash=sha256:672b8adf25b1a0d35c96b5888b7b18699d27d4194bac8beeae75be4b7a3fc9b2 \
-    --hash=sha256:6aae418a8b323732fa89721d86f39ec8f092fc2af67f4217a2b07fd3e93c6101 \
-    --hash=sha256:6c3631058c37e4a0ec440bf583bc53cdbd13e5661bb6f465bc1d88ee9a0a4d02 \
-    --hash=sha256:6c9c9262f454d1c4d8aaa7050121eb4f3aea197360553699520767daebf2180b \
-    --hash=sha256:6e43d39a741e972bab5d8100b5cdacf69db64e34eb19b6e9af162bccf63c5cc6 \
-    --hash=sha256:7365b92c2e69ee952902e8f70f3ba6360d0d596d9299d55d7d386df84b6941fb \
-    --hash=sha256:743185e7372b7bc7c389e1badcc606931a827112fbbd37f14c537320fca08620 \
-    --hash=sha256:74472234c8370669850e1c312490f6026d132ca2d396abfad8830b4f1c096957 \
-    --hash=sha256:74d5012b7630714b66be7b7b7a78855ef7ad58e8650c73afc4c076a1f480a8d6 \
-    --hash=sha256:77a13aea58bc2b90173bc69f2a90de8e282648939a00a602e1dc4ee23e26b66d \
-    --hash=sha256:79ff6c6eadf2e3fc0d7786331362e6ef1e51125892c75f1004bd6b52155fb956 \
-    --hash=sha256:831a62658609f0e5c64178211c942ace999517f5770fe9436be4c2faeba0c0ef \
-    --hash=sha256:836398932192dae4146c8f6f737d74baeac8b70ce14831a239bdb1ca882fc261 \
-    --hash=sha256:842178b126593addc05acf6fce960d28bc5fae7afbaa2c6c1b3a7b9460e5be02 \
-    --hash=sha256:8526e8f916bb5b9a0a777c8317c23ce65de259422bba5b31325a6fa6029d33af \
-    --hash=sha256:859e43a1951717cc8de7f4c77674a6d389b106361585951d9e69572823f311d9 \
-    --hash=sha256:88863fbbc1a7312972f1c511f202eb30866370ebb8493aef2812b9ff28156a21 \
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-    --hash=sha256:8c89f9f2f740a6b7dcc753140dd5e1ab9215966f7a3530d0c0705c83b401bd7d \
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-    --hash=sha256:8ca65483439f9c791897f7db49202301deb6e15fe9f8fe2fed555bf986d10c31 \
-    --hash=sha256:8fbe85cb3201c7d380d3d0b90e63d520f15d6afe217165d7f98c9c649654db81 \
-    --hash=sha256:91d4c9a823a8c987cce8fa2690923b069966dabb196dd8d137ea2cede885fde9 \
-    --hash=sha256:9bb9f66367023ae783551042d31b1d7fd422e8289eedd91f26754a66f44d5cff \
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-    --hash=sha256:a36d8efe0f290835fd0f33da35042a1bb5dc0e83cbc092dcf69bce442579e88e \
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-    --hash=sha256:a625815d4a2bdca61953dbba5a39d60164451ef34c88d751f6c368c3ea73d404 \
-    --hash=sha256:a916a2932da8f8ab582f242c065f5c81bed3462849ca79ee357dd9551b0e9b01 \
-    --hash=sha256:ac3cc5759570cd02662b15fbcd9d917f7ecd47efe0d6b40474eafd246f91ea18 \
-    --hash=sha256:acb08650863767cbc58bca4813b92df4d6c648459dcaa3d4155681962b2aa2d3 \
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-    --hash=sha256:afaeff7696e0ad9f02cbb8f56365ff4686ab205fcf9c4c5b6fdfaaa16549dd04 \
-    --hash=sha256:b27cf2eb1dda37b2089e3907d8ea92922b673c0c427886d4edc6b94d8dfe5db3 \
-    --hash=sha256:b2cd9e04277e756a2e2d2543d65d1e2166d6fd4c9b183f8808634fda23f17b14 \
-    --hash=sha256:b9c4702f29ca48e023ffd9b7ff6b822acdf47cb1ff44cb490a3f1d5ec8987e9c \
-    --hash=sha256:bbe1ef33d45bc71cf21364df962af171f96ecaeca06bd9e3d0b583efb12aec82 \
-    --hash=sha256:bd404be08018c37350f0d6e34676bd1e2889990117a2b90070b3007f172d0610 \
-    --hash=sha256:bf0a91bfb5574a2f7fc223cf95eeea79abfefa404bf1ea5e339c0c1560ae99a0 \
-    --hash=sha256:bfb5862016acc9b869bb57284e6cb35fdf8e22fe59f7548858e2f971d045f150 \
-    --hash=sha256:bfff9740c69c0e4ed32416f013f3c45e2ae42ccedd1167ef2d805c000b6c71a5 \
-    --hash=sha256:c1f5210f1b8fc91ead1283c6fd89f70e76fb07283ec738056cf34d51e9c1d62c \
-    --hash=sha256:c2047d0b6cea13b3316bdbafbfa0c4228ae593d995030fda39089d36e64fc03a \
-    --hash=sha256:c22c776292a23bfc7237a98f791b9ad3144b02116ff10d820829ce62dff46d0b \
-    --hash=sha256:c755367e51db90e75b19454b680903631d41f9e3607fbd941d296a020c2d752d \
-    --hash=sha256:c882d69f6903ef6092bedfb7be973d9319940d56b8427ab9187d1ecd73438a70 \
-    --hash=sha256:cb467c999c2eff23a6417e58d75e5828716f42ed8289fe6b77a7e5a91036ca70 \
-    --hash=sha256:cdab464fee731e0884c35ae3588514a9bcf718d0e2c82169c1c4a85cc19c3c7f \
-    --hash=sha256:ce19e06cbda693e9e7686358af9cd6f5d61312ab8b00488bc36f5aabbaf77e24 \
-    --hash=sha256:ce70f96a46b894b36eba678f153f052967a0d06d5b5a19b336ab0dbbd029f73e \
-    --hash=sha256:cf57a27fb986c6243d2ee78392c503826056ffe0287e8794503b10fb51b881be \
-    --hash=sha256:d1715143123baeeaeadec0528bb7441103979a1d5f6fd0e1f915383fea7ea6d5 \
-    --hash=sha256:d6ff426a7cb54f310d51bfe83fe9f2bbe40d540c741dc974ebc30e6aa238f52e \
-    --hash=sha256:d7e7067c98040d646982daa1f37a33d3544138ea155536c2e0e63e07ff8a7e0f \
-    --hash=sha256:db476ab59b6765134de1d4fe96a1a9c96ddf091683599be0f26147ea1b2e4b88 \
-    --hash=sha256:dcc5c24523771db3a294c77d94771abcfcb82a0e0ee8efd910c37c59ec1b31bb \
-    --hash=sha256:de6da501c883f58ad50db3a32ad397b09ad29865b5f26f64c24d3e3281685849 \
-    --hash=sha256:e84087b432b6ac94778de547e08611266f1f8ffad28c0ee4c82e028b0fc5966d \
-    --hash=sha256:eef58232d32daf2ac67f42dea51a2c80f0d03379075d44a587051e63cc2e368c \
-    --hash=sha256:f096076119da54a6080e8920cbdaac3dbee667eb91dcc5e5b78840b87415bd44 \
-    --hash=sha256:f0ab1c1af0cb38e3f598244c17919fb1a84d1629cc08355b0074b6d7f53138ac \
-    --hash=sha256:f27db948078f3823a6bb3b465180db8ebecf26dd5dae6f6180bd87383b6b4428 \
-    --hash=sha256:f537afb3276d12814082a2e9b242bdcf416c2e8fd9f799a737990a1dbe906e5b \
-    --hash=sha256:f57b396167a2565a4e8b5e56a5a1c537571733992b226f4f1197d79e94cf0ae5 \
-    --hash=sha256:f8979280bdafff686ba5e4d8f97840f929a87ed9cdf133cbbd42f7766774d2aa \
-    --hash=sha256:f9a2ae5c91cecc9edd47e041a930490c31c3afb1f5e6d71de3dc671bfaca02bf
+watchfiles==1.2.0 \
+    --hash=sha256:01859b11fd9fbca670f4d5da00fbac282cfea9bd67a2125d8b2833a3b5617ea9 \
+    --hash=sha256:01ea8d66f0693b9b60a6541c8d10263091ca9a9060d242f3c1f3143f9aad2c98 \
+    --hash=sha256:027ae72bfdfd254862065d8b3e2a815c6ab9b1853ce41e6648ece84afd34a551 \
+    --hash=sha256:03b14855c6f35539e2d95c442ae9530a75762f1e26567152b9ed05f96534a74d \
+    --hash=sha256:054dc20fd2e3132b4c3883b4a00d72fd6e1f56fdaf89fccd12e8057d74cd74d7 \
+    --hash=sha256:094b9b70103d4e963499bdea001ee3c2697b144cd9ae6218a62c0f89ec9e31db \
+    --hash=sha256:0a105bc2283f67e8fbec74253ec2d94925de92ed72c0393f1206bf326b7b7b69 \
+    --hash=sha256:0a37faaed405c67e28e6be45a1fa4f206ef5a2860f27c237db9fa30704c38242 \
+    --hash=sha256:0c4997d4e4a55f0d02b6cde327322daf3a0400e5df6c6b15948994bf72497925 \
+    --hash=sha256:0cb4d80e212f116474a545c21c912b445f16bb0cef9e6a73a498164223e14e2f \
+    --hash=sha256:0d191c054d0715c3c95c99df9b8dbf6fd096d8c1e021e8f212e1bd8bc444ccb5 \
+    --hash=sha256:0e831a271c035d89789cffc386b6aa1375f39f1cd25eb7ca0997e4970d152fc5 \
+    --hash=sha256:10d86db20695afe7997ac9e1717637d6714a8d0220458c33f3d2061f54cec427 \
+    --hash=sha256:11743adfa510bfffebe97659fb280182b5c9b238708f667e866f308c3430dc19 \
+    --hash=sha256:1bc6195825b7dcd217968bb1f801a60fd4c16e8eeab5bedc7fe917d7d5995ab4 \
+    --hash=sha256:204f299afcbd65918ab78dbc52626b0ae45e9d8cef403fdbf33ecf9e40eac66e \
+    --hash=sha256:20aa0e708b920bde876a4aa82dc7dd6ebea228a63a67cda6632c2fc87b787efa \
+    --hash=sha256:23282a321c8baf9b3a3c4afff673f9fe65eb7fdc2338d765ccad9d3d1916a5ba \
+    --hash=sha256:24b2405c0a46738dd9e1cf7135aa5dbdb9d42d024628651b3b13d5117e99f8df \
+    --hash=sha256:2581a94056e55d7d0a31a823ea92bf73749c489ca2285bfdc0fbe6b2bb49d50c \
+    --hash=sha256:2995c176de7692b86a2e4c58d9ec718f753150a979cb4a754e2b4ffa38e70906 \
+    --hash=sha256:2b37d10b5a63bd4d87e18472d80fa525bd670586fae62e5dd580452764879b65 \
+    --hash=sha256:2cb93af48550faf1cea04c303107c8b75833de7013e57ce27d3b8d21d8d0f58c \
+    --hash=sha256:2d95ddc1eb6914154253d239089900813f6a767e174b8e6a50e7fdacb7e4236c \
+    --hash=sha256:3416ff151bb6b5a8d8d11664974fbef4d9305b9b2957839ab5a270468fd8df30 \
+    --hash=sha256:3651aa7058595e9cfb75d35dd5ada2bf9f48a5b8a0f3562821d3e210c507e077 \
+    --hash=sha256:37a6721cdf3f65dbb13aa9503510ccb4451603ac837e44d265d7992a597e1374 \
+    --hash=sha256:41bc1199f7523b3f82843c88cbb979180c949caef0342cf90968f178e5d49b01 \
+    --hash=sha256:43d818978d06062d9b22c4fab2ebe44cf5213d42dc8e62bda8c2760cfa2eeb33 \
+    --hash=sha256:4429f3b105524a10b72c3a819b091c495d2811d419c1e1e8df773a5a5974f831 \
+    --hash=sha256:4543579a9bdb0c9560039b4ffddbdb39545707659fbc430ce4c10f3f68d557f9 \
+    --hash=sha256:4674d49eb94706dfe666c069fc0a1b646ffcf920473492e209f6d5f60d3f0cc2 \
+    --hash=sha256:4c887eba18b7945ac73067a8b4a66f21cd46c2539b2bc68588f7be6c7eb6d26b \
+    --hash=sha256:4e4ff8e37f99cf1da89e255e07c9c4b37c214038c4283707bdec308cb1b0ea1f \
+    --hash=sha256:4f34e26a19f91f710c08e0183429f0d1d15df734e6bc78c31e77b9ea9c433658 \
+    --hash=sha256:5327989a465505f05cfe06f04fa9d0c2fd5432bb243e10e6f012b1bdca3c8579 \
+    --hash=sha256:53b2290c92e0506d102cd448fbc610d87079553f86caa39d67440856a8b8bba5 \
+    --hash=sha256:56d8641cf834c2836922899105bd3ce3d0dfc69291d52edf0b4d0436829b34c0 \
+    --hash=sha256:57a2d9fa4fb4c2ecae57b13dfff2c7ab53e21a2ba674fe9f05506680fcdcc0d7 \
+    --hash=sha256:63ac26eefbf4af1741247d6fb68b11c49a25b2f7413fbd318a83a12aaa9cf666 \
+    --hash=sha256:6543cf55d170003296d185c0af981f3e1311564907e1f4e08671fc7693a890a5 \
+    --hash=sha256:704fd259e332e01f9b9c178f4bce9e49027e5587cc2600eeeaf8e76e1c846201 \
+    --hash=sha256:71283b39fd17e5408eb123bd37aeecfd9d54c81fc184421943208aadb879d103 \
+    --hash=sha256:71cd71740ed2c15211ebb237ced4e39a1cdf6f80566e5fe95428da1626f4fde6 \
+    --hash=sha256:7571e4464cb6e434958f867f7f730b8ab0b75e3f8e5eac0499168486ab3c33a8 \
+    --hash=sha256:772b80df316480d894a0e3165fdd19cf77f5d17f9a787f94029465ad0e3529d1 \
+    --hash=sha256:77a0feab9af4c021c581f695258c642b3d10c5fd4c676e33a0d8606425d82631 \
+    --hash=sha256:7a2cffd17d27d2ecbb310c2b1d8174f222a5495b1a721894afa88ec11e25b898 \
+    --hash=sha256:7a7ce236284f002a156f70add88efe5c70879cccbb658be0822c54b1306fc09d \
+    --hash=sha256:7ba0480b9a74af058f43b337e937a451e109295c420916d68ad24e3dc02f5e44 \
+    --hash=sha256:8520a4ab0e37f770afc34459c4f8f7019e153f9124dc101c15538365875d1ab2 \
+    --hash=sha256:86bc13c25a8d1fcd70b51d0ce7c9b65e90de5666fcbfd3e34957cc73ee19aeb5 \
+    --hash=sha256:89d8c2394a065ca86f5d2910ff263ae67c127e1376ccc4f9fc35c71db879f80a \
+    --hash=sha256:8c520725602756229f045b032a1ff33d7ef0f7404189d62f6c2438cb6d8ef6a1 \
+    --hash=sha256:8f200104103feb097de4cab8fe4f5dd18a2026934c7dea98c55a2f5fd6d5a33b \
+    --hash=sha256:8f70d8b291ef6e88d19b1f297a6905ddb978888d9272b0d05e6f53309856bcfc \
+    --hash=sha256:8fa585ede612ee9f9e91b18bebf9ba11b9ae29a4e3a0d0cf6fca3e382133f0d5 \
+    --hash=sha256:922c0e019fe68b3ae392965a766b02a71ba1168c932cebc3733cd52c5fe5b377 \
+    --hash=sha256:9342472aff9b093c5acd4f6d8f70ae0937964ab56542502bcf5579782da69ae8 \
+    --hash=sha256:9649193aa27bd9ff2e80ff29bfaa93085496c7a3a377592823cc58b77ee88add \
+    --hash=sha256:9f04b092229ad2c50126dd3c922c8822e51e605993764a33058d4a791ab42281 \
+    --hash=sha256:a0f27f01bee51861392bb6b7c4fdb290b27d1eb194e9e28788d68102a0e898d9 \
+    --hash=sha256:a16ffe19bf5cf9f5edaa1ad1dd830c5a816e8feec430c522302ab55483a4b994 \
+    --hash=sha256:a204794696ffb8f9b10fba6f7cb5216d42f3b2b71860ccac6b6e42f5f10973b0 \
+    --hash=sha256:a711b51aec4370d0dcda5b6c09463206f133a5759341d7744b953a7b62e1100e \
+    --hash=sha256:a88fc94e647bc4eec523f1caa540258eb71d14278b9daf72fa1e2658a98df0f0 \
+    --hash=sha256:ae99b14c5f21e026e0e9d96f40e07d8570ebee6cafd9d8fc318354606daa7a28 \
+    --hash=sha256:b0ef001f8c25ad0fa9529f914c1600647ecd0f542d11c19b7894768c67b6acb7 \
+    --hash=sha256:b141a4891c995a039cd89e9a49e62df1dc8a559a5d1a6e4c7106d16c12777a55 \
+    --hash=sha256:b4e77f6a55f858504069abd35d336a637555c09bca453dde1ee1e5ada8a6a1fb \
+    --hash=sha256:b62f042afde2dde21ec1d2c1a74361e804673df86f51e418a999c9acfe671b07 \
+    --hash=sha256:b718bf356bbc15e559bd8ef41782b573b8ae0e3f177ab244b440568d7ea02cfb \
+    --hash=sha256:b8c8358484d5fa12ef34f05b7f4168eaf1932f408725ff6d023c33ec17bd79d4 \
+    --hash=sha256:b974946a10af379d425e2eef5b62f5c6ebeaccf91d45eaad6f5b27ecd4f91aa0 \
+    --hash=sha256:b9909cc2b48468b575eefa944919e1fe8a36c5849d5c7c168f80a8c1db69398e \
+    --hash=sha256:b9f732dc58b2dbe69e464ccf8fff7a03b0dd0be439da4c0720d3558527d3d6b4 \
+    --hash=sha256:bb68bf4df85abebe5efddc53cf2075520f243a59868d9b3973278b23e76962a9 \
+    --hash=sha256:bb7e52ecf68ba46d22df23467b87cffeb2146908aa523ebfe803019618cfda06 \
+    --hash=sha256:bc13eb17538be00c874699dc0abe4ee2bc8d50bb1166a6b9e175ef3fd7eb8f26 \
+    --hash=sha256:c0db965c5f79aa49fe672d297cf1febc5ad149b658594944f49a54a2b96270a7 \
+    --hash=sha256:c16cb06dd17d43b9d185094268459eac92c9538356f050e55b54e82cf700e1d4 \
+    --hash=sha256:c525543d91961c6955b2636b308569e84a1d1c5f5f2932041ab9ef46422f43e3 \
+    --hash=sha256:c5c19526f4e54a00f2666a6c0e9e40d582c09e865055ea7378bf0009aab857b3 \
+    --hash=sha256:c995fba777f1ea992f090f9236e9284cf7a5d1a0130dd5a3d82c598cacd76838 \
+    --hash=sha256:ca148d73dea36c9763aaa351e4d7a51780ec1584217c45276f4fe8239c768b71 \
+    --hash=sha256:cee9d5efd929efdac5f7e58f72b3376f676b64050a91c5b99a7094c5b2317488 \
+    --hash=sha256:d158cd89df6053823533e06fb1d73c549133bff5f0396170c0e53d9559340717 \
+    --hash=sha256:d20029a60a71a052a24c4db7673bc4de39ab89adbaccbfb5d67987c5d73f424d \
+    --hash=sha256:d413349d565dab74297f2a63e84a097936be69bf8f3b3801f27f380e32040f44 \
+    --hash=sha256:d4a4b147f5dca2a5d325a06a832fb43f345751adfbc63204aec30e0d9ca965a2 \
+    --hash=sha256:d516b3283a758e087841aedb8031549fb41ced08f3db10aa6d2bf32dc042525b \
+    --hash=sha256:d73a585accffa5ae39c17264c36ec3166d2fad7000c780f5ef83b2722afb9dd2 \
+    --hash=sha256:dbd6c97045dad81227c8d040173da044c1de08de64a5ea8b555da4aee1d5fa22 \
+    --hash=sha256:e0618518f282c4ebff60f5e5b1247b6d91bb8b9f4476947563a1e74acc66f3c6 \
+    --hash=sha256:e140ed30ebde76796b686e67c182cff10ea2fbab186fafd1560f74bb5a473a6e \
+    --hash=sha256:e1cfd51e97e13ff3bd047c140764d277fc9b95b7cb5da59e46a47d167adab310 \
+    --hash=sha256:e2ca07fa7d89195ec0865d3d285666286740bfa83d83e5cee204043a31ecc165 \
+    --hash=sha256:e53a384f76b631c3ae5334ce6a52f0baa3a911eb94a4eac7f160079868b716d5 \
+    --hash=sha256:eb283ee99e21ad6443c8cdb06ac5b34b1308c329cbdf03fa02b445363714c799 \
+    --hash=sha256:eb72919d93e3a16fc451d3aa3d4b1698423daca1b382d3d959c9ac51297c12a8 \
+    --hash=sha256:ecb47f183a8025b2aa18b546725c3657e542112ae9c0613a2af79b4fa8d04ad7 \
+    --hash=sha256:f155b3a1b2a5fc89cdc70d47ee5d54e3b75e88efa34982028a35daef9ba00379 \
+    --hash=sha256:f22943b7770483f6ea0721c6b11d022947a98eb0acae14694de034f4d0d38925 \
+    --hash=sha256:f28b2725eb8cce327b9b3ab02415c853011dc55c95832fe90de6bc56f5315f72 \
+    --hash=sha256:f88af53d6ddaf72179ef613ddc905e6f4785f712b49b80b3bef9f3525e6194b4 \
+    --hash=sha256:faea288b6f0ab1902ef08f4ca6de005dccf856c4e0c4f21b8c5fce02d90a1b08 \
+    --hash=sha256:fff610d7bb2256a317bb1e96f0d7862c7aa8076733ee5df0fd41bbe76a24a4f4
     # via uvicorn
-wcwidth==0.6.0 \
-    --hash=sha256:1a3a1e510b553315f8e146c54764f4fb6264ffad731b3d78088cdb1478ffbdad \
-    --hash=sha256:cdc4e4262d6ef9a1a57e018384cbeb1208d8abbc64176027e2c2455c81313159
-    # via prompt-toolkit
+wcwidth==0.8.2 \
+    --hash=sha256:91fbef97204b96a3d4d421609b80340b760cf33e26da123ff243d76b1fda8dda \
+    --hash=sha256:d63947694a0539a1d51e01eda7caf800c291020e6cdd7e28ad7b14dd33ad4f85
+    # via
+    #   prettytable
+    #   prompt-toolkit
 webcolors==25.10.0 \
     --hash=sha256:032c727334856fc0b968f63daa252a1ac93d33db2f5267756623c210e57a4f1d \
     --hash=sha256:62abae86504f66d0f6364c2a8520de4a0c47b80c03fc3a5f1815fedbef7c19bf
@@ -6567,73 +7143,124 @@ websocket-client==1.9.0 \
     # via
     #   jupyter-server
     #   kubernetes
-websockets==16.0 \
-    --hash=sha256:0298d07ee155e2e9fda5be8a9042200dd2e3bb0b8a38482156576f863a9d457c \
-    --hash=sha256:04cdd5d2d1dacbad0a7bf36ccbcd3ccd5a30ee188f2560b7a62a30d14107b31a \
-    --hash=sha256:08d7af67b64d29823fed316505a89b86705f2b7981c07848fb5e3ea3020c1abe \
-    --hash=sha256:152284a83a00c59b759697b7f9e9cddf4e3c7861dd0d964b472b70f78f89e80e \
-    --hash=sha256:1637db62fad1dc833276dded54215f2c7fa46912301a24bd94d45d46a011ceec \
-    --hash=sha256:19c4dc84098e523fd63711e563077d39e90ec6702aff4b5d9e344a60cb3c0cb1 \
-    --hash=sha256:1c1b30e4f497b0b354057f3467f56244c603a79c0d1dafce1d16c283c25f6e64 \
-    --hash=sha256:2b9f1e0d69bc60a4a87349d50c09a037a2607918746f07de04df9e43252c77a3 \
-    --hash=sha256:31a52addea25187bde0797a97d6fc3d2f92b6f72a9370792d65a6e84615ac8a8 \
-    --hash=sha256:32da954ffa2814258030e5a57bc73a3635463238e797c7375dc8091327434206 \
-    --hash=sha256:335c23addf3d5e6a8633f9f8eda77efad001671e80b95c491dd0924587ece0b3 \
-    --hash=sha256:3425ac5cf448801335d6fdc7ae1eb22072055417a96cc6b31b3861f455fbc156 \
-    --hash=sha256:349f83cd6c9a415428ee1005cadb5c2c56f4389bc06a9af16103c3bc3dcc8b7d \
-    --hash=sha256:37b31c1623c6605e4c00d466c9d633f9b812ea430c11c8a278774a1fde1acfa9 \
-    --hash=sha256:417b28978cdccab24f46400586d128366313e8a96312e4b9362a4af504f3bbad \
-    --hash=sha256:485c49116d0af10ac698623c513c1cc01c9446c058a4e61e3bf6c19dff7335a2 \
-    --hash=sha256:4a1aba3340a8dca8db6eb5a7986157f52eb9e436b74813764241981ca4888f03 \
-    --hash=sha256:50f23cdd8343b984957e4077839841146f67a3d31ab0d00e6b824e74c5b2f6e8 \
-    --hash=sha256:52a0fec0e6c8d9a784c2c78276a48a2bdf099e4ccc2a4cad53b27718dbfd0230 \
-    --hash=sha256:52ac480f44d32970d66763115edea932f1c5b1312de36df06d6b219f6741eed8 \
-    --hash=sha256:5569417dc80977fc8c2d43a86f78e0a5a22fee17565d78621b6bb264a115d4ea \
-    --hash=sha256:569d01a4e7fba956c5ae4fc988f0d4e187900f5497ce46339c996dbf24f17641 \
-    --hash=sha256:583b7c42688636f930688d712885cf1531326ee05effd982028212ccc13e5957 \
-    --hash=sha256:5a4b4cc550cb665dd8a47f868c8d04c8230f857363ad3c9caf7a0c3bf8c61ca6 \
-    --hash=sha256:5f451484aeb5cafee1ccf789b1b66f535409d038c56966d6101740c1614b86c6 \
-    --hash=sha256:5f6261a5e56e8d5c42a4497b364ea24d94d9563e8fbd44e78ac40879c60179b5 \
-    --hash=sha256:6e5a82b677f8f6f59e8dfc34ec06ca6b5b48bc4fcda346acd093694cc2c24d8f \
-    --hash=sha256:71c989cbf3254fbd5e84d3bff31e4da39c43f884e64f2551d14bb3c186230f00 \
-    --hash=sha256:781caf5e8eee67f663126490c2f96f40906594cb86b408a703630f95550a8c3e \
-    --hash=sha256:7be95cfb0a4dae143eaed2bcba8ac23f4892d8971311f1b06f3c6b78952ee70b \
-    --hash=sha256:7d837379b647c0c4c2355c2499723f82f1635fd2c26510e1f587d89bc2199e72 \
-    --hash=sha256:86890e837d61574c92a97496d590968b23c2ef0aeb8a9bc9421d174cd378ae39 \
-    --hash=sha256:878b336ac47938b474c8f982ac2f7266a540adc3fa4ad74ae96fea9823a02cc9 \
-    --hash=sha256:8b6e209ffee39ff1b6d0fa7bfef6de950c60dfb91b8fcead17da4ee539121a79 \
-    --hash=sha256:8cc451a50f2aee53042ac52d2d053d08bf89bcb31ae799cb4487587661c038a0 \
-    --hash=sha256:8d7f0659570eefb578dacde98e24fb60af35350193e4f56e11190787bee77dac \
-    --hash=sha256:8e1dab317b6e77424356e11e99a432b7cb2f3ec8c5ab4dabbcee6add48f72b35 \
-    --hash=sha256:8ff32bb86522a9e5e31439a58addbb0166f0204d64066fb955265c4e214160f0 \
-    --hash=sha256:95724e638f0f9c350bb1c2b0a7ad0e83d9cc0c9259f3ea94e40d7b02a2179ae5 \
-    --hash=sha256:9b5aca38b67492ef518a8ab76851862488a478602229112c4b0d58d63a7a4d5c \
-    --hash=sha256:a069d734c4a043182729edd3e9f247c3b2a4035415a9172fd0f1b71658a320a8 \
-    --hash=sha256:a0b31e0b424cc6b5a04b8838bbaec1688834b2383256688cf47eb97412531da1 \
-    --hash=sha256:a35539cacc3febb22b8f4d4a99cc79b104226a756aa7400adc722e83b0d03244 \
-    --hash=sha256:a5e18a238a2b2249c9a9235466b90e96ae4795672598a58772dd806edc7ac6d3 \
-    --hash=sha256:a653aea902e0324b52f1613332ddf50b00c06fdaf7e92624fbf8c77c78fa5767 \
-    --hash=sha256:abf050a199613f64c886ea10f38b47770a65154dc37181bfaff70c160f45315a \
-    --hash=sha256:af80d74d4edfa3cb9ed973a0a5ba2b2a549371f8a741e0800cb07becdd20f23d \
-    --hash=sha256:b14dc141ed6d2dde437cddb216004bcac6a1df0935d79656387bd41632ba0bbd \
-    --hash=sha256:b784ca5de850f4ce93ec85d3269d24d4c82f22b7212023c974c401d4980ebc5e \
-    --hash=sha256:bc59589ab64b0022385f429b94697348a6a234e8ce22544e3681b2e9331b5944 \
-    --hash=sha256:c0204dc62a89dc9d50d682412c10b3542d748260d743500a85c13cd1ee4bde82 \
-    --hash=sha256:c0ee0e63f23914732c6d7e0cce24915c48f3f1512ec1d079ed01fc629dab269d \
-    --hash=sha256:caab51a72c51973ca21fa8a18bd8165e1a0183f1ac7066a182ff27107b71e1a4 \
-    --hash=sha256:d6297ce39ce5c2e6feb13c1a996a2ded3b6832155fcfc920265c76f24c7cceb5 \
-    --hash=sha256:daa3b6ff70a9241cf6c7fc9e949d41232d9d7d26fd3522b1ad2b4d62487e9904 \
-    --hash=sha256:df57afc692e517a85e65b72e165356ed1df12386ecb879ad5693be08fac65dde \
-    --hash=sha256:e0334872c0a37b606418ac52f6ab9cfd17317ac26365f7f65e203e2d0d0d359f \
-    --hash=sha256:e6578ed5b6981005df1860a56e3617f14a6c307e6a71b4fff8c48fdc50f3ed2c \
-    --hash=sha256:eaded469f5e5b7294e2bdca0ab06becb6756ea86894a47806456089298813c89 \
-    --hash=sha256:f4a32d1bd841d4bcbffdcb3d2ce50c09c3909fbead375ab28d0181af89fd04da \
-    --hash=sha256:fd3cb4adb94a2a6e2b7c0d8d05cb94e6f1c81a0cf9dc2694fb65c7e8d94c42e4
+websockets==16.1.1 \
+    --hash=sha256:01fbdcbac298efe19360b94bc0039c8f746f0220ba570f327577bfee81059175 \
+    --hash=sha256:024193f8551a2b0eafbdd160911012c4e6c228c28430c84433253299a9e42d6a \
+    --hash=sha256:04fd29a0e2fe9414a95b00e92c67ae51bf900c50c0f8a4b2dafdad621f49ea1d \
+    --hash=sha256:056ae37939ed7e9974f364f5864e76e49182622d8f9751ac1903c0d09b013985 \
+    --hash=sha256:0f62863e8a00a6d33c3d6566ec0b89f23787b747ffe0c3bc71ec0e76b82c94b1 \
+    --hash=sha256:0ffd3031ea8bda8d61762e84220186105ba3b748b3c8da2ae4f7816fac03e573 \
+    --hash=sha256:1214e673c404684b9bf7154f5cf43b45025b1a6160fac3a9e438e9c1a97e22cb \
+    --hash=sha256:125f22dbefaf1554fea66fc83851490edb284ce4f501d37ffed2752f418332d9 \
+    --hash=sha256:130937b167a52af203c8d58e78d67705874e82759862e3b9671a452fec4abc87 \
+    --hash=sha256:1427fb4cf0d72f66333e2cacc3ff5f575bf2d7008166ce991a4a470b21d51a22 \
+    --hash=sha256:195c978b065fa40910582464f99d6b15c8b314c68e0546549a55ed83f4735328 \
+    --hash=sha256:1d27fa8462ad6a1cb36206a3d0640b2333340def181fae11ed7f9adeaa5c0747 \
+    --hash=sha256:1db4de4a0e95673f7545d393c49eeb0c2f18ac1ef93073218c79d5cdb2ee75ab \
+    --hash=sha256:1f79c89b5eb034d1722938a891916582f8f7f503f58ca22518a63c3f2cd18499 \
+    --hash=sha256:23253dd5bcae3f9aaee0a1d30967a8dbd52e5d3cff93a2e5b84df57b77d4750d \
+    --hash=sha256:249116b4a76063d930a46391ad56e135c286e4562a18309029fc2c73f4ed4c62 \
+    --hash=sha256:29dfa8114c4a620c69591c5973860f768eac29d3fd6904f37f34266cb219c512 \
+    --hash=sha256:2a606d9c24035242a3e256e9d5b77ed9cd6bccfcb7cf993e5ca3c0f6f68fb6a7 \
+    --hash=sha256:2a636ff1e7a5c4edf71ef0e79adae7f25dba93b4fcbe3dc958733477ffeb0eaf \
+    --hash=sha256:2bb5d041a8307d2e18782e7ce777f6fdb1e8c2f5d09291484b18c294b789d9aa \
+    --hash=sha256:2e28e602bb13da44fbe518c1781a88e3b9d4c3d48d02c9bad83e546164336f57 \
+    --hash=sha256:30bbe120437b5648a77d3519b7024ea09530e0b5b18d3698c5a0ae536fe0cc2e \
+    --hash=sha256:34420aaa64440ebd51ac72ca8a45ef4626429438c9b02e633ae412ed43f925d3 \
+    --hash=sha256:38565aca3e01ea8734e578fb2118dade0ecb0250533f29e22b8d1a7a196cf4d0 \
+    --hash=sha256:387e8e4aa5df2f90b198fa3cad3478822a89cf905b6a6d6c97dc3664689640cc \
+    --hash=sha256:39f2a024af5c345ffe8fcf1ee18c049c024c94df393bb09b044a6917c77bde43 \
+    --hash=sha256:3df13f73af9b3b38ab1195eb299ecb67a4330c911c97ae04043ff74085728abe \
+    --hash=sha256:414e596c75f74e0994084694189d7dc9229fb278e33064d6784b73ffbba3ca31 \
+    --hash=sha256:41c8e77f17294c0ac18008a7309b99b34ee72247ef10b6dff4c3f8b5ac29896b \
+    --hash=sha256:42290eb6db4ccaca7012656738214f8514082fb6fa40cdeb61bb9a471b52e383 \
+    --hash=sha256:42f599f4d48c7e1a3338fdaac3acd075be3b3cf02d4b274f3bf2767aedd3d217 \
+    --hash=sha256:43e3a9fdd7cbf7ba6040c31fae0faf84ca1474fef777c4e37912f1540f854499 \
+    --hash=sha256:443aefe96b7fdb132e2a70806cca1f2af49bb3f28e47abcd7c2e9dcf4d8fa1b8 \
+    --hash=sha256:46dcaa042cd1de6c59e7d9269fa63ff7572b6df40510600b678f0826b3c7af51 \
+    --hash=sha256:496af849a472b531f758dbd4d61338f5000538cb1a7b3d20d9d32a264517f509 \
+    --hash=sha256:49ae99bdfcae803a885c926bf14f886196e84925395bb3f568fef5c0f0979d7d \
+    --hash=sha256:4b57693728576d84ede0a77987ab16881b783d2cd9f1dc180a8fbbc3f79c4428 \
+    --hash=sha256:4e3b680b1e0a27457e727a0d572fd81dffa87b6dbf8b228ab57da64f7d85aead \
+    --hash=sha256:4e8d01cc3bcae7bbf8167f944aeafefed590fae5693552bba9794a9df68371cc \
+    --hash=sha256:5283810d2646741a0d8da2aa733d6aefa0545809afccb2a5d105a26bc45125f1 \
+    --hash=sha256:53260c8930da5771cec89439bff99c20c8cb03ddb9588b980697355a83cd4bd3 \
+    --hash=sha256:536676848fc5961aca9d20389951f59169508f765637a172403dc5434d722fa0 \
+    --hash=sha256:54509b8e92fee4453e152b7558ddef37ce9705a044922f2095a6105e3f80c96f \
+    --hash=sha256:56cd5fc4f10a9ea8aa0804bddb7b42506cf9e136046f3b4c27de8fec9e2ecba5 \
+    --hash=sha256:5bfd1ac19b1b9986a9c95a82d5e23a391ebb09e12c34d7be6094b86efcc35731 \
+    --hash=sha256:5c31aa7e39ee3e8a358573257f1c0bb5c52430d1b637030dd9c8cc2c282926be \
+    --hash=sha256:5e3b7d601f6f84156b08cc4a5e541c2b50ad7b36cfc302b657a12477c904a5df \
+    --hash=sha256:61922544a0587a13fd3f53e4c0e5e606510c7b0d9d22c8444e5fae22a06b38cb \
+    --hash=sha256:6456ff333092d509127d75a638cb411afae8ff17f092635015d1902efec8a293 \
+    --hash=sha256:69159730a823dde3ea8d08783e8d47ef135a6d7e8d44eb127e32b321c9db8e3e \
+    --hash=sha256:69e52d175a0a7d1e13b4b67ad41c560b7d98e8c6f6126eb0bda496c784faf8c7 \
+    --hash=sha256:6aaface73b9c71974c6497366d8b9628357f6c9749e09c4ea3610176c63f2ae3 \
+    --hash=sha256:6abbd3e82c731c8e531714466acd5d87b5e88ac3243465337ba71d68e23ae7e3 \
+    --hash=sha256:6ff9417c0ada4d0f7d212f928303e5579bdf3ace4c802fa4afabb30995da58c3 \
+    --hash=sha256:7421fad442de870a8cbf2287d1cad7e706ece0dbfeba5e911df132cbdc1cb56a \
+    --hash=sha256:7883388947767080f094950b342b30d35a2a06b849cd967c422fa0db72b40ea9 \
+    --hash=sha256:79eace538c6a97e96d0d03d4f9d314f9677f5ed85a8a984992ffd90b13cb8a56 \
+    --hash=sha256:7b1b19636af86a3c7995d4d028dbe376f39b4bf31541146f9c123582a6c94562 \
+    --hash=sha256:7dfcad78ea1492ee3a9ec765cb7f51bbc17d477107aaf6b22abf7b2558d1c5a0 \
+    --hash=sha256:8087e82f842609734c9b5a1330464f8e94e346ba0e18c832c08bafa4b0d63c15 \
+    --hash=sha256:820fb8450edddae3812fd58cbc08e2bf22812cb248ecb5f06dbb82119a56e869 \
+    --hash=sha256:8483c2096363120eea8b07c06ae7304d520f686665fffd4811fad423930a65d7 \
+    --hash=sha256:84a2cef8deffbd9ab8ee0ea546a2a6a7030c28f44e6cdd4547dbfeb489eb8999 \
+    --hash=sha256:86d7f0f8bdb25d2c632b72527325e4776430fd5bc61b9118de4e2b8ddb5f5b01 \
+    --hash=sha256:8fe0b50da2d84535fb4f7b4bfa951280f97ce3d558a0443b541166d609e67b57 \
+    --hash=sha256:90001d893bc368e302ef168d82130b4e4fdd27b85fa094682df9b667c2d48838 \
+    --hash=sha256:9246a0d063cfcbcc85f2359dd6876d681213f4790832272aa16641b4ed5d64d4 \
+    --hash=sha256:92b820d345f7a3fc7b8163949ee92df910f290c3fc517b3d5301c78065adafe1 \
+    --hash=sha256:952303a7318d4cbe1011400839bb2051c9f84fa0a35923267f5daba34b15d458 \
+    --hash=sha256:97fd3a0e8b53efa41970ac1dff3d8cf0d2884cadeb4caaf95db7ad1526926ee3 \
+    --hash=sha256:9c1c5705e314449e3308872fe084b8571ce078ee4fc55a98a769bdefe5917392 \
+    --hash=sha256:9c9f23004a3d40e89c01a7955d186a6cc83418d93b749701944ce2de3e95a1f3 \
+    --hash=sha256:9f63bcef7f4b02b06b35fc01c93b96c43b5e88e1e8868676caacf493d5a31f3a \
+    --hash=sha256:a0eadbbf2c30f01efa58e1f110eb6fa293261f6b0b1aa38f7f48707107690af9 \
+    --hash=sha256:a28fcbc9b6baf54a2e23f8655f308e4ccc6afdd7266f8fe7954f320dcda0f785 \
+    --hash=sha256:a6a61aff018180c9c50b7b0da33bfd29d378af3497429c95006c589a23a11648 \
+    --hash=sha256:aabe464bfd13bd25f4821faf111da6fefdc389f870265a53105580e45b0a2e49 \
+    --hash=sha256:ab59169ace05dcb49a1d4118f0bde139557adf45091bd85747e36bf5de984dd1 \
+    --hash=sha256:b436f6ec4fc3a6b4237c84d3f83170ed2b40bb584222f0ac47a0c8a5921980c7 \
+    --hash=sha256:b6b9dadbef0cccd9f4c4ee96b08898afa73e26803bbe0f6aeb5bb12b0074206d \
+    --hash=sha256:b852788aa51764e2d8e4cf5493d559326bcae5e38d16ba25ffa322b034df272a \
+    --hash=sha256:bae954c382e013d5ea5b190d2830526bfa45ad121c326da0049b8c769f185db6 \
+    --hash=sha256:bcce07e23e5769375158f5efdcdafa8d5cd014b93c6683865b840ed65b96f231 \
+    --hash=sha256:cc97814dfb786a83b6e2dc2e79351e1b83e6d715647d6887fcabd83026417a00 \
+    --hash=sha256:cd2ca96a082a36964aca83e992f72abeb61b7306c1a6cba4c7d06a7b93750cac \
+    --hash=sha256:cfb70b4eb56cac4da0a83588f3ad50d46beb0690391082f3d4e2d488c70b68ea \
+    --hash=sha256:d0fcf657e9f13ff4b177960ab2200237b12994232dfb6df16f1cfe1d4339f93c \
+    --hash=sha256:d14bfb217eb4701e850f1525c9d29d79c44794cdf1c299ead25f39f8c78dea81 \
+    --hash=sha256:d57685547e0060cc6fd90ee6a28405d6bd395e525545f13c8d7cd99c78afd79f \
+    --hash=sha256:d6bec75c290fe484a8ba4cacdf838501e17c06ecfbbf31eede81a9e431bd7751 \
+    --hash=sha256:d9531d9cbeac99af6f038fb1bc351403531f7d634a2c2e10e2f7c854c6ed5b68 \
+    --hash=sha256:da4ca1a9d72f9030b3146b8d7022719a9f3d478f61efe6f7dd51d243f61c51b2 \
+    --hash=sha256:dab9eb87869da2d6ed3af3f3adf28414baae6ec9d4df355ffc18889132f3436c \
+    --hash=sha256:db234eda965dcce15df96bb9709f587cd87d4d52aaf0e80e2f34ec04c7670c57 \
+    --hash=sha256:dc0fad4933f427acd5b1cec210f3ea6dce7089e1724e4b9ec6ef47c6c04d1b3b \
+    --hash=sha256:dc385593a42e31cd6fb60c19f0ecb015b386603818fc2c6c274fb42bd2bb4165 \
+    --hash=sha256:dcc04fedf83effaeb9cce98abc9469bb1b42ef85f03e01c8c1f4438ef7555737 \
+    --hash=sha256:e047dc87ef7ca50f4d309bf775ad4a71711c58556d75d7bd0604b2317f43e94b \
+    --hash=sha256:e09f753a169951eb4f28c2c774f71069304f66e7277e0f5a2892423599cfa854 \
+    --hash=sha256:ed5bb271084b46530ee2ddc0410537a9961152c5ccba2fc98c5276d992ccba87 \
+    --hash=sha256:f0aa4aad3b1b69ad3fd85a0fd0952ec64331c762bd77ec51cc814170873890b2 \
+    --hash=sha256:f17dbe07eb3ea7f99e4df9b7e0efefe80fbf30d37a8cc4d561a0aed310bc8847 \
+    --hash=sha256:f2769a0344a09e9ccf5b3cce538bc75a51b53eff3275d3896310c8552049195d \
+    --hash=sha256:f55f0b01956a094c8587146d9558c91937e78789c333860ffaf35931a6e5dbc4 \
+    --hash=sha256:f5d497865f05bb222cab7016c6034542e84e5f29f49c6fd3f4939cda7197b5b8 \
+    --hash=sha256:f70541f3104339f59f830522d94ebadb1bf47426287381623443d8bb1cdbf33d \
+    --hash=sha256:fb9a0a6dc3d1b3986cb88091b6899f0396651e0f74e2c9766ab8d6ffc3842e29 \
+    --hash=sha256:fce6c48559c86d1ac3632ccb1bebc7d5442fbe79bd9bb0e40379ee54be2a4051 \
+    --hash=sha256:fd46fff7eb62c24804d234f0051c7a8ea81285ad63e0337d3dcf33ca82aee58a
     # via uvicorn
 werkzeug==3.1.8 \
     --hash=sha256:63a77fb8892bf28ebc3178683445222aa500e48ebad5ec77b0ad80f8726b1f50 \
     --hash=sha256:9bad61a4268dac112f1c5cd4630a56ede601b6ed420300677a869083d70a4c44
-    # via moto
+    # via
+    #   flask
+    #   flask-cors
+    #   moto
 wheel==0.47.0 \
     --hash=sha256:212281cab4dff978f6cedd499cd893e1f620791ca6ff7107cf270781e587eced \
     --hash=sha256:cc72bd1009ba0cf63922e28f94d9d83b920aa2bb28f798a31d0691b02fa3c9b3
@@ -6644,88 +7271,97 @@ widgetsnbextension==4.0.15 \
     --hash=sha256:8156704e4346a571d9ce73b84bee86a29906c9abfd7223b7228a28899ccf3366 \
     --hash=sha256:de8610639996f1567952d763a5a41af8af37f2575a41f9852a38f947eb82a3b9
     # via ipywidgets
-wrapt==1.17.3 \
-    --hash=sha256:02b551d101f31694fc785e58e0720ef7d9a10c4e62c1c9358ce6f63f23e30a56 \
-    --hash=sha256:042ec3bb8f319c147b1301f2393bc19dba6e176b7da446853406d041c36c7828 \
-    --hash=sha256:0610b46293c59a3adbae3dee552b648b984176f8562ee0dba099a56cfbe4df1f \
-    --hash=sha256:0b02e424deef65c9f7326d8c19220a2c9040c51dc165cddb732f16198c168396 \
-    --hash=sha256:0b1831115c97f0663cb77aa27d381237e73ad4f721391a9bfb2fe8bc25fa6e77 \
-    --hash=sha256:0ed61b7c2d49cee3c027372df5809a59d60cf1b6c2f81ee980a091f3afed6a2d \
-    --hash=sha256:0f5f51a6466667a5a356e6381d362d259125b57f059103dd9fdc8c0cf1d14139 \
-    --hash=sha256:16ecf15d6af39246fe33e507105d67e4b81d8f8d2c6598ff7e3ca1b8a37213f7 \
-    --hash=sha256:1f0b2f40cf341ee8cc1a97d51ff50dddb9fcc73241b9143ec74b30fc4f44f6cb \
-    --hash=sha256:1f23fa283f51c890eda8e34e4937079114c74b4c81d2b2f1f1d94948f5cc3d7f \
-    --hash=sha256:223db574bb38637e8230eb14b185565023ab624474df94d2af18f1cdb625216f \
-    --hash=sha256:249f88ed15503f6492a71f01442abddd73856a0032ae860de6d75ca62eed8067 \
-    --hash=sha256:24c2ed34dc222ed754247a2702b1e1e89fdbaa4016f324b4b8f1a802d4ffe87f \
-    --hash=sha256:273a736c4645e63ac582c60a56b0acb529ef07f78e08dc6bfadf6a46b19c0da7 \
-    --hash=sha256:281262213373b6d5e4bb4353bc36d1ba4084e6d6b5d242863721ef2bf2c2930b \
-    --hash=sha256:30ce38e66630599e1193798285706903110d4f057aab3168a34b7fdc85569afc \
-    --hash=sha256:33486899acd2d7d3066156b03465b949da3fd41a5da6e394ec49d271baefcf05 \
-    --hash=sha256:343e44b2a8e60e06a7e0d29c1671a0d9951f59174f3709962b5143f60a2a98bd \
-    --hash=sha256:373342dd05b1d07d752cecbec0c41817231f29f3a89aa8b8843f7b95992ed0c7 \
-    --hash=sha256:3af60380ba0b7b5aeb329bc4e402acd25bd877e98b3727b0135cb5c2efdaefe9 \
-    --hash=sha256:3e62d15d3cfa26e3d0788094de7b64efa75f3a53875cdbccdf78547aed547a81 \
-    --hash=sha256:41b1d2bc74c2cac6f9074df52b2efbef2b30bdfe5f40cb78f8ca22963bc62977 \
-    --hash=sha256:423ed5420ad5f5529db9ce89eac09c8a2f97da18eb1c870237e84c5a5c2d60aa \
-    --hash=sha256:46acc57b331e0b3bcb3e1ca3b421d65637915cfcd65eb783cb2f78a511193f9b \
-    --hash=sha256:4da9f45279fff3543c371d5ababc57a0384f70be244de7759c85a7f989cb4ebe \
-    --hash=sha256:507553480670cab08a800b9463bdb881b2edeed77dc677b0a5915e6106e91a58 \
-    --hash=sha256:53e5e39ff71b3fc484df8a522c933ea2b7cdd0d5d15ae82e5b23fde87d44cbd8 \
-    --hash=sha256:54a30837587c6ee3cd1a4d1c2ec5d24e77984d44e2f34547e2323ddb4e22eb77 \
-    --hash=sha256:5531d911795e3f935a9c23eb1c8c03c211661a5060aab167065896bbf62a5f85 \
-    --hash=sha256:55cbbc356c2842f39bcc553cf695932e8b30e30e797f961860afb308e6b1bb7c \
-    --hash=sha256:59923aa12d0157f6b82d686c3fd8e1166fa8cdfb3e17b42ce3b6147ff81528df \
-    --hash=sha256:5a03a38adec8066d5a37bea22f2ba6bbf39fcdefbe2d91419ab864c3fb515454 \
-    --hash=sha256:5a7b3c1ee8265eb4c8f1b7d29943f195c00673f5ab60c192eba2d4a7eae5f46a \
-    --hash=sha256:5d4478d72eb61c36e5b446e375bbc49ed002430d17cdec3cecb36993398e1a9e \
-    --hash=sha256:5ea5eb3c0c071862997d6f3e02af1d055f381b1d25b286b9d6644b79db77657c \
-    --hash=sha256:604d076c55e2fdd4c1c03d06dc1a31b95130010517b5019db15365ec4a405fc6 \
-    --hash=sha256:656873859b3b50eeebe6db8b1455e99d90c26ab058db8e427046dbc35c3140a5 \
-    --hash=sha256:65d1d00fbfb3ea5f20add88bbc0f815150dbbde3b026e6c24759466c8b5a9ef9 \
-    --hash=sha256:6b538e31eca1a7ea4605e44f81a48aa24c4632a277431a6ed3f328835901f4fd \
-    --hash=sha256:6fd1ad24dc235e4ab88cda009e19bf347aabb975e44fd5c2fb22a3f6e4141277 \
-    --hash=sha256:70d86fa5197b8947a2fa70260b48e400bf2ccacdcab97bb7de47e3d1e6312225 \
-    --hash=sha256:7171ae35d2c33d326ac19dd8facb1e82e5fd04ef8c6c0e394d7af55a55051c22 \
-    --hash=sha256:73d496de46cd2cdbdbcce4ae4bcdb4afb6a11234a1df9c085249d55166b95116 \
-    --hash=sha256:7425ac3c54430f5fc5e7b6f41d41e704db073309acfc09305816bc6a0b26bb16 \
-    --hash=sha256:74afa28374a3c3a11b3b5e5fca0ae03bef8450d6aa3ab3a1e2c30e3a75d023dc \
-    --hash=sha256:758895b01d546812d1f42204bd443b8c433c44d090248bf22689df673ccafe00 \
-    --hash=sha256:79573c24a46ce11aab457b472efd8d125e5a51da2d1d24387666cd85f54c05b2 \
-    --hash=sha256:7e18f01b0c3e4a07fe6dfdb00e29049ba17eadbc5e7609a2a3a4af83ab7d710a \
-    --hash=sha256:88547535b787a6c9ce4086917b6e1d291aa8ed914fdd3a838b3539dc95c12804 \
-    --hash=sha256:88bbae4d40d5a46142e70d58bf664a89b6b4befaea7b2ecc14e03cedb8e06c04 \
-    --hash=sha256:8cccf4f81371f257440c88faed6b74f1053eef90807b77e31ca057b2db74edb1 \
-    --hash=sha256:9baa544e6acc91130e926e8c802a17f3b16fbea0fd441b5a60f5cf2cc5c3deba \
-    --hash=sha256:a36692b8491d30a8c75f1dfee65bef119d6f39ea84ee04d9f9311f83c5ad9390 \
-    --hash=sha256:a47681378a0439215912ef542c45a783484d4dd82bac412b71e59cf9c0e1cea0 \
-    --hash=sha256:a7c06742645f914f26c7f1fa47b8bc4c91d222f76ee20116c43d5ef0912bba2d \
-    --hash=sha256:a9a2203361a6e6404f80b99234fe7fb37d1fc73487b5a78dc1aa5b97201e0f22 \
-    --hash=sha256:ab232e7fdb44cdfbf55fc3afa31bcdb0d8980b9b95c38b6405df2acb672af0e0 \
-    --hash=sha256:ad85e269fe54d506b240d2d7b9f5f2057c2aa9a2ea5b32c66f8902f768117ed2 \
-    --hash=sha256:af338aa93554be859173c39c85243970dc6a289fa907402289eeae7543e1ae18 \
-    --hash=sha256:afd964fd43b10c12213574db492cb8f73b2f0826c8df07a68288f8f19af2ebe6 \
-    --hash=sha256:b32888aad8b6e68f83a8fdccbf3165f5469702a7544472bdf41f582970ed3311 \
-    --hash=sha256:c31eebe420a9a5d2887b13000b043ff6ca27c452a9a22fa71f35f118e8d4bf89 \
-    --hash=sha256:caea3e9c79d5f0d2c6d9ab96111601797ea5da8e6d0723f77eabb0d4068d2b2f \
-    --hash=sha256:cf30f6e3c077c8e6a9a7809c94551203c8843e74ba0c960f4a98cd80d4665d39 \
-    --hash=sha256:d40770d7c0fd5cbed9d84b2c3f2e156431a12c9a37dc6284060fb4bec0b7ffd4 \
-    --hash=sha256:d8a210b158a34164de8bb68b0e7780041a903d7b00c87e906fb69928bf7890d5 \
-    --hash=sha256:dc4a8d2b25efb6681ecacad42fca8859f88092d8732b170de6a5dddd80a1c8fa \
-    --hash=sha256:df7d30371a2accfe4013e90445f6388c570f103d61019b6b7c57e0265250072a \
-    --hash=sha256:e01375f275f010fcbf7f643b4279896d04e571889b8a5b3f848423d91bf07050 \
-    --hash=sha256:e1a4120ae5705f673727d3253de3ed0e016f7cd78dc463db1b31e2463e1f3cf6 \
-    --hash=sha256:e228514a06843cae89621384cfe3a80418f3c04aadf8a3b14e46a7be704e4235 \
-    --hash=sha256:e405adefb53a435f01efa7ccdec012c016b5a1d3f35459990afc39b6be4d5056 \
-    --hash=sha256:e6b13af258d6a9ad602d57d889f83b9d5543acd471eee12eb51f5b01f8eb1bc2 \
-    --hash=sha256:e6f40a8aa5a92f150bdb3e1c44b7e98fb7113955b2e5394122fa5532fec4b418 \
-    --hash=sha256:e71d5c6ebac14875668a1e90baf2ea0ef5b7ac7918355850c0908ae82bcb297c \
-    --hash=sha256:ed7c635ae45cfbc1a7371f708727bf74690daedc49b4dba310590ca0bd28aa8a \
-    --hash=sha256:f38e60678850c42461d4202739f9bf1e3a737c7ad283638251e79cc49effb6b6 \
-    --hash=sha256:f66eb08feaa410fe4eebd17f2a2c8e2e46d3476e9f8c783daa8e09e0faa666d0 \
-    --hash=sha256:f9b2601381be482f70e5d1051a5965c25fb3625455a2bf520b5a077b22afb775 \
-    --hash=sha256:fbd3c8319de8e1dc79d346929cd71d523622da527cca14e0c1d257e31c2b8b10 \
-    --hash=sha256:fd341868a4b6714a5962c1af0bd44f7c404ef78720c7de4892901e540417111c
+wrapt==2.3.0 \
+    --hash=sha256:0a45ffae742ce91a16e11cb6c7cd71e7f9994f3cbd283b962ab093f5c6dcf525 \
+    --hash=sha256:0bb2797048db0956348cb3058c33bc4184614f13231389cfbccc16a5d32780a7 \
+    --hash=sha256:0d3fb71e65b001adfc42684522eeccd9c21d8ba679945abc993439567b66e59f \
+    --hash=sha256:0db083387d6e75ec0be8173ecbf0e811cf60bae1cc75a815feb104167ea10d4d \
+    --hash=sha256:10461884b3014fbfc8eb7d09a93c5f246363e6711d9d881f95eb8c27fdef049f \
+    --hash=sha256:1236fa25173ca964c97422470482e9011b9e3c7ed0d75798b40b3da3b0e0e760 \
+    --hash=sha256:141ed6211286a9660d8d6702de598b43f0934b4f0eda16393f100a80f501d945 \
+    --hash=sha256:1598becd30f8f2777d18564064eb4f4dbe1ab0e05a8f09786d0ef505ac782bf3 \
+    --hash=sha256:195b1842b4122fb54e3cd3dd5b2b4aa49302a5a61da901df0481f5c97aedde84 \
+    --hash=sha256:1d6159c9b2fefec02314e1332dbbbfaf960e369dfd26bcf7f8b258b5732065b3 \
+    --hash=sha256:22cc5c0a717bd4da87018ae0bffd4c19c6fb679d3ff357216ba566ab26c76cab \
+    --hash=sha256:242b60c21e30866e6a2fa606c612b47c553fa60c0eaeeeb7797fb842ac0ce609 \
+    --hash=sha256:24da48596326ef8e448cfa837b454f638713d3531262375f00e5a9681682fc07 \
+    --hash=sha256:261f53870cd4fb2bf38f9f972c56c728fd224cb7c65721307de59d9e7e6741ae \
+    --hash=sha256:2935d5454b3f179a29b12cf390ee47246740ba2c3a7545b1b46ba31a5f2a4a0b \
+    --hash=sha256:2e49885a62ec4ee854d1b9e6371fda6afd219917225752abf729a3f36d4df9a5 \
+    --hash=sha256:379f670f45b7bb8993edd9f6fc36c6cc65edb81cffa0b504be34acb0303fff0a \
+    --hash=sha256:3873c3c5ca9f4ef91f693602eca19d1f1e7c410338df82a4ff11d826b5896a8f \
+    --hash=sha256:392158c9a7f2ab1b8699418bfc0fe6f83548788c418b27d7bf2019ad3405cebb \
+    --hash=sha256:39febbee6d77301d31da6996b152ce52452da7c7ef72aba10c2fa976dff9c295 \
+    --hash=sha256:3d1c2c1b808600d2ea808e6360910a60ed5f409a4011655e10f9164ba0a414a6 \
+    --hash=sha256:3da470536bf9645143323dd41b32db55c6f4304ad382094c1a1da8a92061e10d \
+    --hash=sha256:418f54bb09d1762db02c7009b4051149893af3153a87f92d70356703c11eea02 \
+    --hash=sha256:42869085687f0aefd57c0f636c3f9354f8ffb321a8ba9cb52d19beb796e561c5 \
+    --hash=sha256:45c9279b373d15649dfa2c2077cb3408ea1a6d3125afbdab9d6b809a66f68e14 \
+    --hash=sha256:4fa0df3bff4e7ce45759f33fd39335fe2f60477bb9ecf7b8aa41e7d07ee36a23 \
+    --hash=sha256:50f416b74d092bb9f41b424e90dd457f365f7ba4b11de62a23679769a21bd85c \
+    --hash=sha256:51a7a4181c1295774812271fbcd7c909df372bc25579d4ed9eb875caaf0ae86f \
+    --hash=sha256:54ca1d5573f69b5fe1d74f1f65799c68015e82f685efec9fd8cfa40a094c44d0 \
+    --hash=sha256:5ab559e1b2551d23d54db2a0001c6d73bad022a254639561c5f6c382a9d6c2fe \
+    --hash=sha256:5ba1e5e08ddc46130e9682b2c249f2d1dd39bda9106ed4bd401b7519f18f41bd \
+    --hash=sha256:5d221a6e6ddd302b8397433184e96b59f259f50024b854db1c411a881586b6b8 \
+    --hash=sha256:6208f302f110295d64b22a7ac96500c791bf492dce4366e622e4912b077c9687 \
+    --hash=sha256:626b69db2021aa01671ec7bbc9740e558522bd44c18cf2ce69bf3d666a014109 \
+    --hash=sha256:628f3ba8ec793a5b10a6cd8c6c6b7b55eb552abd1f3bd301336acb74c7a82dfe \
+    --hash=sha256:629d73378082c00a8173031f9fb30a3ac6abbc894a5bfdfae71fabc60642d501 \
+    --hash=sha256:646d20d413ffcd1b0a2f700076e2d0252d872dcb7754860a73e45a59ea883614 \
+    --hash=sha256:67bfe2485f50368c3fcd2275fc1fd100e350d601e0058921a7c82678a465aeab \
+    --hash=sha256:681a2d0eefd721998f90642762b8e75c2159ec531b20ad5e437245ea7b06a107 \
+    --hash=sha256:69e477046f2237ef0bc6547544ee73008dc764ca26eff44f09e976d221b34d5d \
+    --hash=sha256:6db604ef0c67bdb2042ecdfd7b7f037cf09733557ca42360d1018285634f7b98 \
+    --hash=sha256:729126e667da34d251b8ebf8a45ef0c5ddadc21542b3d6e1abf4259ece6508df \
+    --hash=sha256:73d0b10b64620a2cf4bc3d31775c4d9527e309a5549e4379e3bf71e8d2dc193e \
+    --hash=sha256:7ebb274aba688b043429eb1500ff8a76ce0cb8ac0812ca3e301f06247b8722b3 \
+    --hash=sha256:8159ec0b0cb7608175eb150de94c19e34f4d47ac655f5ca9baf45df6b688ffd3 \
+    --hash=sha256:816877aa749253149f9ecfd2635d4d948ecfa338e1a0311d187b1acb1bb8a3eb \
+    --hash=sha256:85de890ff968196e92dd1ae73a9fb8970495e7650a457b1c9ef0ac3dd550bce2 \
+    --hash=sha256:8f8a1c6472675956cece9a8f403f43c3594f1681319eed2dd56f60877397c636 \
+    --hash=sha256:9045917809c63fdf7abe3a2ceaed3d670b8ee4500ddd9291192d30aeb34467c5 \
+    --hash=sha256:932dced0a7b2950ed58a3325536a1dcb7b58e7330af54e8552d2e566b5328b99 \
+    --hash=sha256:93513bec052c6cd987f9f580c3df068c8bc4ebae6543736be3ca7ec5959cafcd \
+    --hash=sha256:9790ea25190a4e0fe4cdf4eeb868e9d75f8a024a70a5b6bf9c348a3a2b72e731 \
+    --hash=sha256:9f5d2aec29dfc76c37e23897dee92766a3fd4f3bff3ae7fc9c6b4bf37d8c1360 \
+    --hash=sha256:a65e8db2b4e90c2e7ade931086351c98ef420bf7a94ee08c95ac8a3cbbc43579 \
+    --hash=sha256:a6b5984cd65dd639546f0eb4b8eacf1c31cb2fe9fb5c27bffe240987cdb2cf84 \
+    --hash=sha256:a6e19531ae33c508cea7d84a7edfda01fa86e51b8d1a93a77712c55e6e469152 \
+    --hash=sha256:abc71504669d126d91f89fc0e388c6295d8fbd2439be884f175133fda8aa403c \
+    --hash=sha256:ac870cc97b73bb00ac353329e9559a4bebc47c4c86792ed9b23b58c15b6ad838 \
+    --hash=sha256:ad71df7a04dd3497e9302e81f4a7c91bd401ea0e15a9df9029527900f94bee43 \
+    --hash=sha256:b1e5aa486e269b00ed35e64771c7d0ab8096cfd2643405ca8cd60ebedc099a51 \
+    --hash=sha256:b4fc96b159af0a3e0faa72475a69d66292bea72a5bed1e1aca1bffbddc3cb2b0 \
+    --hash=sha256:b767a9566f165dd14decf8f4194c6bb0ce3a8420cec213824e05a99400c9260a \
+    --hash=sha256:bff9a671bc00709cab5a7f745c592b5671873449db0ee2a569af994f16b29a4d \
+    --hash=sha256:c3b476ae63b4a3b4da681aafcb25ff3542d289fbda8b5da7caf76aaffafafdbb \
+    --hash=sha256:c4bded758ad6f03b965830944a2f0bc5b2eb3767fe5a7310134315d1a6610e98 \
+    --hash=sha256:c8388ba7faf5dbf9ee106bb70d66f257629b1bd98091123e19e8a4553a319199 \
+    --hash=sha256:c8858d8ff9822a081e3cc49ae1b3b22f0f789c14001cdac8f94564010d9c9d66 \
+    --hash=sha256:c88abcf53daef80e01a75c7530e727fa6e2c1888fe83e3dcdba4c96216a1f5c7 \
+    --hash=sha256:cc2cea812e5cb179a796b766747e7d3b21088760d8deb95676d482b8c8e6fa7d \
+    --hash=sha256:cd3a2edf0427013736b8127955cec62608c56e53ea47e82812ea32059cda407f \
+    --hash=sha256:cdc021cb0b62471d6aac7f2bd92f3b4658073775f9ee7fcd325c511129e7bcc8 \
+    --hash=sha256:ce9f398f868d2b3b27aa2ea4de79645ef9077aeeac8dfc2814b0d542c6a2b87f \
+    --hash=sha256:d0077f3d65541925fa83002f967b22ad6550d24813ac64cb905f717194128d9c \
+    --hash=sha256:d0f7284f88f4833705132d06d3b425a43095c2cbd07c58166aac3ab646ba12a4 \
+    --hash=sha256:d2cc64539da63e39ffb9c7ede849b6e8ddaaf7b3876b5cfb04efd85a5f3f4eb6 \
+    --hash=sha256:d8c7ed08477429752b8c44991f40ad7838b18332a160698740a6bfbc10d998a2 \
+    --hash=sha256:df4ce31150bcd5d9f36f816aac3010ab4f4bf8672ac1d3b0ac7d539ec61c7c02 \
+    --hash=sha256:e045ff75d7d94900fc32896ed93c45ce2d2cac28c9dead582ff9a5a49d446e35 \
+    --hash=sha256:e2e692bc0d63f881cf7006730a56bd4e0c2fab5dc318466942805d692b166276 \
+    --hash=sha256:e31734c5077f29f892b2565eee5106d610278151ad49fc6a9d69a647cd5730e2 \
+    --hash=sha256:e3b9eaa742ae7a0aaaaad4ca4b69469d757af2d6e6663ef1dadc47adec0aeb41 \
+    --hash=sha256:e3f3d7ec0a51fbfe00d3aef047641ff2c58b25565b4717fc1f90e050be01cba8 \
+    --hash=sha256:e5301c35cf75655eb33498f2bd6ae8703ca19940e3167dc9cdf740c712a39c60 \
+    --hash=sha256:ea52a0d0f08c584943d5764be0e84efa912c8da23c23e1e285ff2f5641c18fcc \
+    --hash=sha256:ed635a9ca4f3a5a2b900c10c69e823373bc00ebc114b459383596d3487da3570 \
+    --hash=sha256:fb8e2e6704a1e0b1b989546c69e2688371ef4a07fa5f61bde3eb6211186f5ac1 \
+    --hash=sha256:fc648a335d7e01adb3640b25f02fd0ea05886cf04d0af7f4ee902bc7b5e466e8 \
+    --hash=sha256:fc82c2ccc8e234c844f5303d9f2984b346dcdd53e94823ce8420d2c75b4b9023 \
+    --hash=sha256:fd1f2f557dd3491fe75905e578f4db967393d40d1a8f468edc4d40ac7f2d5944 \
+    --hash=sha256:fd85b0aa88efdb189d6ae2f35f4526943a8f091c38599c9c31478241c819e6a1
     # via
     #   aiobotocore
     #   deprecated
@@ -6739,328 +7375,304 @@ xmltodict==1.0.4 \
     --hash=sha256:6d94c9f834dd9e44514162799d344d815a3a4faec913717a9ecbfa5be1bb8e61 \
     --hash=sha256:a4a00d300b0e1c59fc2bfccb53d7b2e88c32f200df138a0dd2229f842497026a
     # via moto
-xxhash==3.7.0 \
-    --hash=sha256:01cf5c5333aed26cc8d5eea33b8d6398e085e365a704b7372fabdf7ab06441a9 \
-    --hash=sha256:030c0fd688fce3569fbb49a2feefd4110cbb0b650186fb4610759ecfac677548 \
-    --hash=sha256:03f8ff4474ee61c845758ce00711d7087a770d77efb36f7e74a6e867301000b8 \
-    --hash=sha256:040ea63668f9185b92bc74942df09c7e65703deed71431333678fc6e739a9955 \
-    --hash=sha256:05ece0fe4d9c9c2728912d1981ae1566cfc83a011571b24732cbf76e1fb70dca \
-    --hash=sha256:05fd1254268c59b5cb2a029dfc204275e9fc52de2913f1e53aa8d01442c96b4d \
-    --hash=sha256:073c23900a9fbf3d26616c17c830db28af9803677cd5b33aea3224d824111514 \
-    --hash=sha256:082c87bfdd2b9f457606c7a4a53457f4c4b48b0cdc48de0277f4349d79bb3d7a \
-    --hash=sha256:0c36f89ba026ccc6fde8f48479a2fd9fc450a736cc7c0d5650acfcff8636282e \
-    --hash=sha256:0c72fe9c7e3d6dfd7f1e21e224a877917fa09c465694ba4e06464b9511b65544 \
-    --hash=sha256:0d23fd49fdc5c8af61fb7104f1ad247954499140f6cb6045b3aa5c99dadbbf28 \
-    --hash=sha256:0ff71596bd79816975b3de7130ab1ff4541410285a3c084584eeb1c8239996fd \
-    --hash=sha256:1061bc6cec00adf75347b064ee62b220d66d9bc506acaad1418c79eec45a318c \
-    --hash=sha256:11dd69b1a34b7b9af29012f390825b0cdb0617c0966560e227ca74daa7478ba9 \
-    --hash=sha256:1295325c5a98d552333fa53dc2b026b0ef0ec9c8e73ca3a952990b4c7d65d459 \
-    --hash=sha256:12c249621af6d50a05d9f10af894b404157b15819878e18f75fcbb0213a77d07 \
-    --hash=sha256:12eca820a5d558633d423bf8bb78ce72a55394823f64089247f788a7e0ae691e \
-    --hash=sha256:13805f0461cba0a857924e70ff91ae6d52d2598f79a884e788db80532614a4a1 \
-    --hash=sha256:14bf7a54e43825ec131ee7fe3c60e142e7c2c1e676ad0f93fc893432d15414af \
-    --hash=sha256:151d7520838d4465461a0b7f4ae488b3b00de16183dd3214c1a6b14bf89d7fb6 \
-    --hash=sha256:153c3a4f73563101d4c8102cbff6a5b46f7aa9dbe374eedf1cd3b15fda750566 \
-    --hash=sha256:157c49475b34ecea8809e51123d9769a534e139d1247942f7a4bc67710bb2533 \
-    --hash=sha256:178959906cb1716a1ce08e0d69c82886c70a15a6f2790fc084fdd146ca30cd49 \
-    --hash=sha256:17f8ae90c8e00f225be4899c3023704f23ee6d5638a00c54d6cbe9980068e6f9 \
-    --hash=sha256:1910df4756a5ab58cfad8744fc2d0f23926e3efcc346ee76e87b974abab922f4 \
-    --hash=sha256:1ad86695c19b1d46fe106925db3c7a37f16be37669dcf58dcc70a9dd6e324676 \
-    --hash=sha256:1cc07c639e3a77ef1d32987464d3e408565b8a3be57b545d3542b191054d9923 \
-    --hash=sha256:1d398f372496152f1c6933a33566373f8d1b37b98b8c9d608fa6edc0976f23b2 \
-    --hash=sha256:2220af08163baf5fa36c2b8af079dc2cbe6e66ae061385267f9472362dfd53c6 \
-    --hash=sha256:24cc22070880cc57b830a65cde4e65fa884c6d9b28ae4803b5ee05911e7bafba \
-    --hash=sha256:2524a1e20d4c231d13b50f7cf39e44265b055669a64a7a4b9a2a44faa03f19b6 \
-    --hash=sha256:2a61e2a3fb23c892496d587b470dee7fa1b58b248a187719c65ea8e94ec13257 \
-    --hash=sha256:2d415f18becf6f153046ab6adc97da77e3643a0ee205dae61c4012604113a020 \
-    --hash=sha256:31ab1461c77a11461d703c88eb949e132a1c6515933cf675d97ec680f4bd18de \
-    --hash=sha256:31e3516a0f829d06ded4a2c0f3c7c5561993256bfa1c493975fb9dc7bfa828a1 \
-    --hash=sha256:322b2f0622230f526aeb1738149948a7ae357a9e2ceb1383c6fd1fdaecdafa16 \
-    --hash=sha256:3281ba1d1e60ee7a382a7b958513ba03c2c0d5fcbd9a6f7517c0a81251a23422 \
-    --hash=sha256:3409b50ddbc76377d938f40a7a4662cd449f743f2c6178fd6162b875bf9b0d4f \
-    --hash=sha256:347a93f2b4ce67ce61959665e32a7447c380f8347e55e100daa23766baacf0e5 \
-    --hash=sha256:3573a651d146912da9daa9e29e5fbc45994420daaa9ef1e2fa5823e1dc485513 \
-    --hash=sha256:363c139bf15e1ac5f136b981d3c077eb551299b1effede7f12faa010b8590a60 \
-    --hash=sha256:37d994d0ffe81ef087bb330d392caa809bb5853c77e22ea3f71db024a0543dba \
-    --hash=sha256:3afec3a336a2286601a437cb07562ab0227685e6fbb9ec17e8c18457ff348ecf \
-    --hash=sha256:3b6b3d28228af044ebcded71c4a3dd86e1dbd7e2f4645bf40f7b5da65bb5fb5a \
-    --hash=sha256:3bb5fd680c038fd5229e44e9c493782f90df9bef632fd0499d442374688ff70b \
-    --hash=sha256:3beb1de3b1e9694fcdd853e570ee64c631c7062435d2f8c69c1adf809bc086f0 \
-    --hash=sha256:3e1860f1e43d40e9d904cf22d93e587ea42e010ebce4160877e46bcab4bc232a \
-    --hash=sha256:418a463c3e6a590c0cdc890f8be19adb44a8c8acd175ca5b2a6de77e61d0b386 \
-    --hash=sha256:421da671f43a0189b57a4b8be694576308395f92f55ed3badcde67ab95acef81 \
-    --hash=sha256:43475925a766d01ca8cd9a857fd87f3d50406983c8506a4c07c4df12adcc867f \
-    --hash=sha256:44909f79fb7a4950ec7d96059398f46f634534cd95be9330a3827210af5aaebe \
-    --hash=sha256:44fba4a5f1d179b7ddc7b3dc40f56f9209046421679b57025d4d8821b376fd8d \
-    --hash=sha256:468f0fc114faaa4b36699f8e328bbc3bb11dc418ba94ac52c26dd736d4b6c637 \
-    --hash=sha256:48b542c347c2089f43dc5a6db31d2a6f3cdb04ee33505ec6e9f653834dbb0bde \
-    --hash=sha256:496736f86a9bedaf64b0dc70e3539d0766df01c71ea22032698e88f3f04a1ce9 \
-    --hash=sha256:49a88183a3e5ab0b69d9bbfc0180cbdb247e8bada19fd9403c538b3aa3c24176 \
-    --hash=sha256:49e556558eee5c8c9b2d5da03fd36cfa6c99cae95b3c3887ec64ee1a49ed517a \
-    --hash=sha256:4b6d6b33f141158692bd4eafbb96edbc5aa0dabdb593a962db01a91983d4f8fa \
-    --hash=sha256:4c2454448ce847c72635827bb75c15c5a3434b03ee1afd28cb6dc6fb2597d830 \
-    --hash=sha256:4e15cc9e2817f6481160f930c62842b3ff419e20e13072bcbab12230943092bc \
-    --hash=sha256:503722d52a615f2604f5e7611de7d43878df010dc0053094ef91cb9a9ac3d987 \
-    --hash=sha256:506a0b488f190f0a06769575e30caf71615c898ed93ab18b0dbcb6dec5c3713c \
-    --hash=sha256:50846b9b01f461ee0250d7a701a3d881e9c52ebce335d6e38e0224adc3369f50 \
-    --hash=sha256:50e879ebbac351c81565ca108db766d7832f5b8b6a5b14b8c0151f7190028e3d \
-    --hash=sha256:54876a4e45101cec2bf8f31a973cda073a23e2e108538dad224ba07f85f22487 \
-    --hash=sha256:54a675cb300dda83d71daae2a599389d22db8021a0f8db0dd659e14626eb3ecc \
-    --hash=sha256:565df64437a9390f84465dcca33e7377114c7ede8d05cd2cf20081f831ea788e \
-    --hash=sha256:5886ad85e9e347911783760a1d16cb6b393e8f9e3b52c982568226cb56927bdc \
-    --hash=sha256:5a6ddec83325685e729ca119d1f5c518ec39294212ecd770e60693cdc5f7eb79 \
-    --hash=sha256:5b1bde10324f4c31812ae0d0502e92d916ae8917cad7209353f122b8b8f610c3 \
-    --hash=sha256:5bf2f1940499839b39fef1561b5ecb6ede9ac34ef4457474e1337fc7ef07c2f3 \
-    --hash=sha256:5de686e73690cdaf72b96d4fa083c230ec9020bcc2627ce6316138e2cf2fe2d1 \
-    --hash=sha256:5e7ce913b61f35b0c1c839a49ac9c8e75dd8d860150688aed353b0ce1bf409d8 \
-    --hash=sha256:5ec1e080a3d02d94ea9335bfab0e3374b877e25411422c18f51a943fa4b46381 \
-    --hash=sha256:6318d8b6f6c6c21058928c23289686fc74f37d794170f14b35fecceb515d5e37 \
-    --hash=sha256:646a69b56d8145d85f7fd2289d14fba07880c8a5bda406aa256b407481a61f35 \
-    --hash=sha256:646b8aa66cf0cec9295dfc4e3ac823ee52e338bada9547f5cf2d674212d04b58 \
-    --hash=sha256:6741564a923f082f3c2941c8bb920462ed5b25eaebdd1e161f162233c9a10bc5 \
-    --hash=sha256:693d02c6dc7d1aa0a45921d54cd8c1ff629e09dfdc2238471507af1f7a1c6f04 \
-    --hash=sha256:6be4d70d9ab76c9f324ead9c01af6ff52c324745ea0c3731682a0cf99720f1fe \
-    --hash=sha256:6cc4eefbb542a5d6ffd6d70ea9c502957c925e800f998c5630ecc809d6702bae \
-    --hash=sha256:6e83179bbb208fb72774c06ba227d6e410fa3797de33d0d4c00e3935f81da7d2 \
-    --hash=sha256:6e934bbae1e0ec74e27d5f0d7f37ef547ce5ff9f0a7e63fb39e559fc99526734 \
-    --hash=sha256:6f31143e18e6db136455b16f0e4e6eba943e1889127dd7c649b46a50d54dd836 \
-    --hash=sha256:7426ff0dfa76eb47efc2cc59d4a717bfa9dc9938bff5e49e748bca749f6aa616 \
-    --hash=sha256:74bbd92f8c7fcc397ba0a11bfdc106bc72ad7f11e3a60277753f87e7532b4d81 \
-    --hash=sha256:7553816512c0abb75329c163a1eee77b0802c3757054b910d6e547bd0dbd16b7 \
-    --hash=sha256:79f9efdbc828b02c681a7cefc6d4108d63811b20a8fb8518a40cb2c13ed15452 \
-    --hash=sha256:7ab9a49c410d8c6c786ab99e79c529938d894c01433130353dd0fe999111077a \
-    --hash=sha256:7bd7bc82dd4f185f28f35193c2e968ef46131628e3cac62f639dadf321cba4d1 \
-    --hash=sha256:7c4d596b7676f811172687ec567cbafb9e4dea2f9be1bbb4f622410cb7f40f40 \
-    --hash=sha256:7c76f18d1268d3dc1c8b8facef5b48a9c6172d4a49113afa2d91745f555c75ff \
-    --hash=sha256:7d7148180ec99ba36585b42c8c5de25e9b40191613bc4be68909b4d25a77a852 \
-    --hash=sha256:7fbec49f5341bbdea0c471f7d1e2fb41ae8925af9b6f28025c28defd8eb94274 \
-    --hash=sha256:84415265192072d8638a3afc3c1bc5995e310570cd9acb54dc46d3939e364fe0 \
-    --hash=sha256:845d347df254d6c619f616afa921331bada8614b8d373d58725c663ba97c3605 \
-    --hash=sha256:84710b4e449596a6565ab67293858d2d93a54eeec55722d55c8f0a08b6e6de24 \
-    --hash=sha256:85f5c0e26d945b5bb475e0a3d95193117498130baa7619357bdc7869c2391b5a \
-    --hash=sha256:8653dd7c2eda020545bb2c71c7f7039b53fe7434d0fc1a0a9deb79ab3f1a4fc1 \
-    --hash=sha256:875811ba23c543b1a1c3143c926e43996eb27ebb8f52d3500744aa608c275aed \
-    --hash=sha256:8c5fcfd806c335bfa2adf1cd0b3110a44fc7b6995c3a648c27489bae85801465 \
-    --hash=sha256:8d09dfd2ab135b985daf868b594315ebe11ad86cd9fea46e6c69f19b28f7d25a \
-    --hash=sha256:8d4dea659b57443989ef32f4295104fd6912c73d0bf26d1d148bb88a9f159b02 \
-    --hash=sha256:8e7edb98dd4721a2694542a35a0bdb989b42892086fd0216f7c48762dfe20844 \
-    --hash=sha256:8f4608a06e4d61b7a3425665a46d00e0579122e1a2fae97a0c52953a3aad9aa3 \
-    --hash=sha256:8ff00fcc3eb436617ed8556cf15daf76c2b501248361a065625a588af78a0a02 \
-    --hash=sha256:90b9d1a8bd37d768ffc92a1f651ec69afc532a96fa1ac2ea7abbed5d630b3237 \
-    --hash=sha256:9122ad6f867c4a0f5e655f5c3bdf89103852009dbb442a3d23e688b9e699e800 \
-    --hash=sha256:91c3b07cf3362086d8f126c6aecd8e5e9396ad8b2f2219ea7e49a8250c318acd \
-    --hash=sha256:921c14e93817842dd0dd9f372890a0f0c72e534650b6ab13c5be5cd0db11d47e \
-    --hash=sha256:970f9f8c50961d639cbd0d988c96f80ddf66006de93641719282c4fe7a87c5e6 \
-    --hash=sha256:9e6c0d843f1daf85ea23aeb053579135552bde575b7b98af20bfc667b6e4548d \
-    --hash=sha256:9f1563fdc8abfc389748e6932c7e4e99c89a53e4ec37d4563c24fc06f5e5644b \
-    --hash=sha256:9fd17f14ac0faa12126c2f9ca774a8cf342957265ec3c8669c144e5e6cdb478c \
-    --hash=sha256:a04a6cab47e2166435aaf5b9e5ee41d1532cc8300efdef87f2a4d0acb7db19ed \
-    --hash=sha256:a169a036bed0995e090d1493b283cc2cc8a6f5046821086b843abefff80643bc \
-    --hash=sha256:a2eae53197c6276d5b317f75a1be226bbf440c20b58bf525f36b5d0e1f657ca6 \
-    --hash=sha256:a3b19a42111c4057c1547a4a1396a53961dca576a0f6b82bfa88a2d1561764b2 \
-    --hash=sha256:a6545e6b409e3d5cbafc850fb84c55a1ca26ed15a6b11e3bf07a0e0cd84517c8 \
-    --hash=sha256:a6d73a830b17ef49bc04e00182bd839164c1b3c59c127cd7c54fcb10c7ed8ee8 \
-    --hash=sha256:a778b25874cb0f862eaab5986bff4ca49ffb0def7c0a34c237b948b3c6c775b2 \
-    --hash=sha256:a7f25baec4c5d851d40718d6fae52285b31683093d4ff5207e63ab306ccf14a5 \
-    --hash=sha256:a845a59664d5c531525a467470220f8edc37959e0a6f8e734ffb6654da5c4bee \
-    --hash=sha256:a999771ff97bec27d18341be4f3a36b163bb1ac41ec17bef6d2dabd84acd33c7 \
-    --hash=sha256:ab9dd2c83c4bbd63e422181a76f13502d049d3ddcac9a1bdc29196263d692bb8 \
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+    --hash=sha256:81f4ed9ca9644bc95cd976bfe10f7a4cafab8ffdc3aed52877d4600e445be7ef \
+    --hash=sha256:82c0cedd280eab2e8291270e6c04894dbc096f8159a39dcf1807429f026ca3cc \
+    --hash=sha256:8304be0982130954b7fd3aad18e2c6f8ee40254bc3d2e635991c16d77c91e2bd \
+    --hash=sha256:83697b0ea1f10e7f5d8b26a4906fa851393c61546c63839643a2b7fe2d868061 \
+    --hash=sha256:836f11d4474d3228e9909d97216faa4f7505df41cfaf3927eb29809de785a78d \
+    --hash=sha256:83b9130b80b216d56fdf9e87131946b353c9627930c061955a101ea82b09fed9 \
+    --hash=sha256:83d879362ddd0fedd3f2ab8ce7cce3da2049a6d51d16da8af73011c6edf4752f \
+    --hash=sha256:848182a391fffdc25605443e832f5b443f25498edeccf9a64343fd84421ca04b \
+    --hash=sha256:852bfe059720632e2f16a6a4745e41d20937b2bf2a42a401e2412046bb6971cc \
+    --hash=sha256:868a8dcaff1a84ba78038e1cef14fc88ccf84d9b4d12ea604696e0693296aa56 \
+    --hash=sha256:89b11a5cdd441aa463f6d34ca0241602bc09b001a76994b6059828494108c673 \
+    --hash=sha256:89df64c10adfe340fb00330042537cdd6bf0d8d78bad73f29cfe5427eed7b084 \
+    --hash=sha256:8ea8a141eeced4f6262ab6dd71c681ac546a558c30bb586abe087d814b5f85ea \
+    --hash=sha256:8f454166c2ffed45636c8d501741e649851ba2f346c4eb73a64c07ac00428f20 \
+    --hash=sha256:8f759eed402448c2bdbb492e4fba1f20668ffe29688605ea61f0f67f9e4e386d \
+    --hash=sha256:9043877a917be88ccf230aa5667c1bd059bce80f4c2727e4defa1b29b7f48b08 \
+    --hash=sha256:942bc86e9be6fdd6e1175048f5fe8f8fdaaf2309dd1323ef1e155a69cd346780 \
+    --hash=sha256:947a585bcaa235702b7c59433b485489397f9a163b3f56058b9463a46fd9b74c \
+    --hash=sha256:950ac754d16daea42038f38e7465eb84cda4d08d7343c1c915771b29470f065a \
+    --hash=sha256:98d8ac1129b4dd39098cffed94d1284aceb61c3aa396757ccc736ac392e4cee5 \
+    --hash=sha256:98ee81b4b7f3023c9cb04a78cc67610baffcb5812d92f2096cb5a5efc6f19437 \
+    --hash=sha256:9b2ce44bf8f4a1d01f418b3110ff8dff32fd3f3e836c0e06333c3725f243fa6c \
+    --hash=sha256:9d45eee3a95a8b61e5b568580caac91f1502ddb731aaf8f4aa448a98660b2fb4 \
+    --hash=sha256:9db455cb649dcfe4504d6d68a6d83a7315a99a3ca59871dc3ff840671f99adba \
+    --hash=sha256:9df56e6df96a60590935e22373041cccc91fd55858763dcffb55bf63b3a2b396 \
+    --hash=sha256:9e80238259655bf69d7bcd08226a970d7f42605f3157786bfa76dd13472d7fa0 \
+    --hash=sha256:9f23083e1bd9d901f844af7a126727c486e7eada9a1a6791c8f7e73f94fac656 \
+    --hash=sha256:a2489d3a776fa380cb8e71f54c7fda268a9baf3de9b1395093fd280f95735907 \
+    --hash=sha256:a5cd96f6dcdf4fa657b2d95668d71d58455248f98712ecffaa9c528edf40ccae \
+    --hash=sha256:a5eed9d41995a83f3332b4e3396abb7f433cac584222bd7e305b606d8353861e \
+    --hash=sha256:a6617f30641ba0d8baa1635fbefb1dffc5165ec36d26921bd5cee13497cd937a \
+    --hash=sha256:a6e088bd7870775624256a0d84c2a6714afd223b2eeb56b0ca58398e52a32fda \
+    --hash=sha256:a98b2f95cab589e0f5e92c48431afb4d56238b8bf6668edcc66166180e9b509b \
+    --hash=sha256:ad52a0e4bcc0ba956a953a169d1feec2734a64981d689e4fc8f490f7bf91af60 \
+    --hash=sha256:af0c9fedc4a2c24e8664953882fe8185f3790b8338c9c700f76f5ad660817711 \
+    --hash=sha256:afe6380a0e9653a87aa1e6e88fb47718113e5563c7a1cb2bcc23c1d8e17e3961 \
+    --hash=sha256:affb37f152e55b5e4494bb9d0107f7bb08515c6704fbed82d9f61214d74adc17 \
+    --hash=sha256:b0093cf7eeb91b84776e8742113afa4bdf47533d36cf719179aaaf1f56f6f8bf \
+    --hash=sha256:b0de4bf3aa66363552d52c6a89003c479911f12098cd48a53d44a0f7a25f7c46 \
+    --hash=sha256:b30e01a0b97a4bc3f519a4d7a82da3dc53251fb0de5eeea8660dcd4ff094c0c2 \
+    --hash=sha256:b3ba794c3d885803db6c3116686923f1ec13bc86e621e169a375282b63ea1cc6 \
+    --hash=sha256:b3e1107fe5ca030f946dfa59fdbb66b5df121c8432f14b0bdd282d17b297f4eb \
+    --hash=sha256:b5196cc2574cfec572a5f3fb7cfa5ade27305ae3d06516a082132441aff4c83a \
+    --hash=sha256:b6fa3116e40e14e7782fb1a9f872f94b5997de21127c95545ce40196ac1351c5 \
+    --hash=sha256:bb70573d2995d23932e2871120f78d798ebc3572e54c09e694a18ced95c5f8d9 \
+    --hash=sha256:bbcdf9c92d21c65bc75426eecea724c8fa0d35a6e201fdf1630011d4cc3aa685 \
+    --hash=sha256:bcab50a389cc04d87f90092af78a6adba2ab3deca63175a3344ca83514045315 \
+    --hash=sha256:bf28f55e427e0483acb1f666bd0d869b6d5e5a716680c216ad7befe3d4cfba2e \
+    --hash=sha256:bfcd82852c62a60e314670a9602de354c4460f8adad916e2e42a20860c7870bc \
+    --hash=sha256:c240939e963653054fc7e4a17c382829cda4aa88a7daf0af841715dbded1b497 \
+    --hash=sha256:c31a2649bcf1fe97cf11c79848d761df33ac46b3896942d31b640557b486ff6b \
+    --hash=sha256:c4ed42965c2cd9081f011be22f69d0e65d3b6165fe7734072fd0c232840bbd4e \
+    --hash=sha256:c73b6f652f0745425aa6378319c331293b5341756262e9408ed3d45f183375e6 \
+    --hash=sha256:c85949d02c85adf6d786eb94858e124989a632a4e65739835b2fc5761827fac3 \
+    --hash=sha256:c919f38cd3f0b5e8d30b81fd6cac688cf9221560340f0c35cbbb8b2bd77ad6ac \
+    --hash=sha256:c959f88160b13b4e730b0d75b459b7929fc0d2225c284c9683ac95d6feeeac6a \
+    --hash=sha256:cb3fe820c27593f170770d6c8d791936cf6275d9269405fbb7b30a55363c10c8 \
+    --hash=sha256:cf399fac542a1c7a4734a435b93df2c55e858c7d31abf6c1bdf46f9ae67fbfd0 \
+    --hash=sha256:d0b48cdf690a64cedf7258c3dc9506cc41fc86edd7739c40e3098952265dc068 \
+    --hash=sha256:d247b34bf433c92b41689318fd25d246313cab2275a6a47e2efac178b80d6efe \
+    --hash=sha256:d48acabb1e5cb0071009f80d71d7f01b6ba2c1d4b869b1352bb5df3f11bf7dfd \
+    --hash=sha256:d5006c65ec507a333479e76e00e2c368781f16c24ededa764763956b32a0e93e \
+    --hash=sha256:d58ce8b6cfa9c4d2f230557f69caf7c06369e318015d0b19485095bc2c5963ab \
+    --hash=sha256:d59e71153fe9ff85648d00e18649b07e9b22c797291abb7e27274fa06df8b838 \
+    --hash=sha256:d6a5c0bce213b23b0166fe0d35bcbbe23ce4b968f257cc7eb6fd57cb8e1e6297 \
+    --hash=sha256:daa86e4b68221d38e669bb236ba112d0335353829fb627c82e5909e4bbe8694c \
+    --hash=sha256:db77278a6eddadbf44ce5aae2fee5ebb4d061f026b1ce2130d058cd4d7a7b670 \
+    --hash=sha256:dfe0580fbfd5e4af87d0cc52d2044f155d55ebd8c8a93568758a2ea7d8e15975 \
+    --hash=sha256:e14800b9b10bb39d7a60ad4a310e403164d7b8988a27ae933d4e40618a44088e \
+    --hash=sha256:e2a845687219ba3214126f14a8a5861f97c9e065a7d0b8252adb6df13eea86fb \
+    --hash=sha256:e3b87cbd974512c0c5fc7b469c36b2cdc9ee6d76e4ec78bccb2c7184611c49b0 \
+    --hash=sha256:e4a6443968c4e8dc69967e12776776a5952c119cc1bd94168ad1c5ad667c2be1 \
+    --hash=sha256:e605e0b8abca9457abd5bee737e086ab145a20c25083ef1113013612268872ff \
+    --hash=sha256:e6e49370822c1f4d8d90e678b06dbcb08b51a026a7c4b55479e7d467f2e813bc \
+    --hash=sha256:e710ad822c493fb80a4fbc1e3d0a807b1422cb90adbe64378f98291b7fa48fef \
+    --hash=sha256:ea6a3e734b0fd41b82784a400be946821900daebe610c050a5e0760838a34f99 \
+    --hash=sha256:ec55d80e9b8a519d742669e0b49e8ce9e6747be42bf3c138158b6543a9c8e489 \
+    --hash=sha256:ed8bcdab6692fd4ad0dd6241807a24a640a376764460023b8d462d745e6b7b27 \
+    --hash=sha256:f377012b86c0a23a1df0cf5a1b05aa7187649e472f71c7892e5f2c2815bbe74f \
+    --hash=sha256:f6114692261eff4266386cdec0f7d87eee24e317ab397c218b7ae6a76b4c6339 \
+    --hash=sha256:f8044cf4c77f37968b8c4cbcbf7a0f355d8a437877ae18eba23e3aad953a6cc7 \
+    --hash=sha256:f8ed8940435834141061da26d27c4dd0d18fb69777bf431f5c6cc46b43349113 \
+    --hash=sha256:f93e408255ddce525189bf11feaa1be7ee35e55f486c299c97d9caa68d724a5b \
+    --hash=sha256:fb9e256a357dfcede7818c6d34e70db2d6b664394803d1de4b6984d2de76c0f1
     # via datasets
-yarl==1.23.0 \
-    --hash=sha256:03214408cfa590df47728b84c679ae4ef00be2428e11630277be0727eba2d7cc \
-    --hash=sha256:041b1a4cefacf65840b4e295c6985f334ba83c30607441ae3cf206a0eed1a2e4 \
-    --hash=sha256:0793e2bd0cf14234983bbb371591e6bea9e876ddf6896cdcc93450996b0b5c85 \
-    --hash=sha256:0e1fdaa14ef51366d7757b45bde294e95f6c8c049194e793eedb8387c86d5993 \
-    --hash=sha256:0e40111274f340d32ebcc0a5668d54d2b552a6cca84c9475859d364b380e3222 \
-    --hash=sha256:115136c4a426f9da976187d238e84139ff6b51a20839aa6e3720cd1026d768de \
-    --hash=sha256:13a563739ae600a631c36ce096615fe307f131344588b0bc0daec108cdb47b25 \
-    --hash=sha256:16c6994ac35c3e74fb0ae93323bf8b9c2a9088d55946109489667c510a7d010e \
-    --hash=sha256:170e26584b060879e29fac213e4228ef063f39128723807a312e5c7fec28eff2 \
-    --hash=sha256:17235362f580149742739cc3828b80e24029d08cbb9c4bda0242c7b5bc610a8e \
-    --hash=sha256:1932b6b8bba8d0160a9d1078aae5838a66039e8832d41d2992daa9a3a08f7860 \
-    --hash=sha256:1b6b572edd95b4fa8df75de10b04bc81acc87c1c7d16bcdd2035b09d30acc957 \
-    --hash=sha256:1c3a3598a832590c5a3ce56ab5576361b5688c12cb1d39429cf5dba30b510760 \
-    --hash=sha256:1c57676bdedc94cd3bc37724cf6f8cd2779f02f6aba48de45feca073e714fe52 \
-    --hash=sha256:1dc702e42d0684f42d6519c8d581e49c96cefaaab16691f03566d30658ee8788 \
-    --hash=sha256:21d1b7305a71a15b4794b5ff22e8eef96ff4a6d7f9657155e5aa419444b28912 \
-    --hash=sha256:23f371bd662cf44a7630d4d113101eafc0cfa7518a2760d20760b26021454719 \
-    --hash=sha256:2569b67d616eab450d262ca7cb9f9e19d2f718c70a8b88712859359d0ab17035 \
-    --hash=sha256:263cd4f47159c09b8b685890af949195b51d1aa82ba451c5847ca9bc6413c220 \
-    --hash=sha256:2803ed8b21ca47a43da80a6fd1ed3019d30061f7061daa35ac54f63933409412 \
-    --hash=sha256:2a6940a074fb3c48356ed0158a3ca5699c955ee4185b4d7d619be3c327143e05 \
-    --hash=sha256:2e27c8841126e017dd2a054a95771569e6070b9ee1b133366d8b31beb5018a41 \
-    --hash=sha256:31c9921eb8bd12633b41ad27686bbb0b1a2a9b8452bfdf221e34f311e9942ed4 \
-    --hash=sha256:34b6cf500e61c90f305094911f9acc9c86da1a05a7a3f5be9f68817043f486e4 \
-    --hash=sha256:3650dc2480f94f7116c364096bc84b1d602f44224ef7d5c7208425915c0475dd \
-    --hash=sha256:389871e65468400d6283c0308e791a640b5ab5c83bcee02a2f51295f95e09748 \
-    --hash=sha256:39004f0ad156da43e86aa71f44e033de68a44e5a31fc53507b36dd253970054a \
-    --hash=sha256:394906945aa8b19fc14a61cf69743a868bb8c465efe85eee687109cc540b98f4 \
-    --hash=sha256:3ceb13c5c858d01321b5d9bb65e4cf37a92169ea470b70fec6f236b2c9dd7e34 \
-    --hash=sha256:411225bae281f114067578891bc75534cfb3d92a3b4dfef7a6ca78ba354e6069 \
-    --hash=sha256:44bb7bef4ea409384e3f8bc36c063d77ea1b8d4a5b2706956c0d6695f07dcc25 \
-    --hash=sha256:4503053d296bc6e4cbd1fad61cf3b6e33b939886c4f249ba7c78b602214fabe2 \
-    --hash=sha256:4764a6a7588561a9aef92f65bda2c4fb58fe7c675c0883862e6df97559de0bfb \
-    --hash=sha256:4966242ec68afc74c122f8459abd597afd7d8a60dc93d695c1334c5fd25f762f \
-    --hash=sha256:4a42e651629dafb64fd5b0286a3580613702b5809ad3f24934ea87595804f2c5 \
-    --hash=sha256:4a59ba56f340334766f3a4442e0efd0af895fae9e2b204741ef885c446b3a1a8 \
-    --hash=sha256:4c41e021bc6d7affb3364dc1e1e5fa9582b470f283748784bd6ea0558f87f42c \
-    --hash=sha256:5023346c4ee7992febc0068e7593de5fa2bf611848c08404b35ebbb76b1b0512 \
-    --hash=sha256:50f9d8d531dfb767c565f348f33dd5139a6c43f5cbdf3f67da40d54241df93f6 \
-    --hash=sha256:51430653db848d258336cfa0244427b17d12db63d42603a55f0d4546f50f25b5 \
-    --hash=sha256:531ef597132086b6cf96faa7c6c1dcd0361dd5f1694e5cc30375907b9b7d3ea9 \
-    --hash=sha256:53ad387048f6f09a8969631e4de3f1bf70c50e93545d64af4f751b2498755072 \
-    --hash=sha256:53b1ea6ca88ebd4420379c330aea57e258408dd0df9af0992e5de2078dc9f5d5 \
-    --hash=sha256:575aa4405a656e61a540f4a80eaa5260f2a38fff7bfdc4b5f611840d76e9e277 \
-    --hash=sha256:578110dd426f0d209d1509244e6d4a3f1a3e9077655d98c5f22583d63252a08a \
-    --hash=sha256:5ec2f42d41ccbd5df0270d7df31618a8ee267bfa50997f5d720ddba86c4a83a6 \
-    --hash=sha256:5ee586fb17ff8f90c91cf73c6108a434b02d69925f44f5f8e0d7f2f260607eae \
-    --hash=sha256:5f10fd85e4b75967468af655228fbfd212bdf66db1c0d135065ce288982eda26 \
-    --hash=sha256:609d3614d78d74ebe35f54953c5bbd2ac647a7ddb9c30a5d877580f5e86b22f2 \
-    --hash=sha256:62694e275c93d54f7ccedcfef57d42761b2aad5234b6be1f3e3026cae4001cd4 \
-    --hash=sha256:63e92247f383c85ab00dd0091e8c3fa331a96e865459f5ee80353c70a4a42d70 \
-    --hash=sha256:682bae25f0a0dd23a056739f23a134db9f52a63e2afd6bfb37ddc76292bbd723 \
-    --hash=sha256:6b41389c19b07c760c7e427a3462e8ab83c4bb087d127f0e854c706ce1b9215c \
-    --hash=sha256:6e87a6e8735b44816e7db0b2fbc9686932df473c826b0d9743148432e10bb9b9 \
-    --hash=sha256:6f0fd84de0c957b2d280143522c4f91a73aada1923caee763e24a2b3fda9f8a5 \
-    --hash=sha256:70efd20be968c76ece7baa8dafe04c5be06abc57f754d6f36f3741f7aa7a208e \
-    --hash=sha256:71d006bee8397a4a89f469b8deb22469fe7508132d3c17fa6ed871e79832691c \
-    --hash=sha256:73309162a6a571d4cbd3b6a1dcc703c7311843ae0d1578df6f09be4e98df38d4 \
-    --hash=sha256:75e3026ab649bf48f9a10c0134512638725b521340293f202a69b567518d94e0 \
-    --hash=sha256:76855800ac56f878847a09ce6dba727c93ca2d89c9e9d63002d26b916810b0a2 \
-    --hash=sha256:7c6b9461a2a8b47c65eef63bb1c76a4f1c119618ffa99ea79bc5bb1e46c5821b \
-    --hash=sha256:803a3c3ce4acc62eaf01eaca1208dcf0783025ef27572c3336502b9c232005e7 \
-    --hash=sha256:80e6d33a3d42a7549b409f199857b4fb54e2103fc44fb87605b6663b7a7ff750 \
-    --hash=sha256:8419ebd326430d1cbb7efb5292330a2cf39114e82df5cc3d83c9a0d5ebeaf2f2 \
-    --hash=sha256:85610b4f27f69984932a7abbe52703688de3724d9f72bceb1cca667deff27474 \
-    --hash=sha256:85e9beda1f591bc73e77ea1c51965c68e98dafd0fec72cdd745f77d727466716 \
-    --hash=sha256:877b0738624280e34c55680d6054a307aa94f7d52fa0e3034a9cc6e790871da7 \
-    --hash=sha256:88f9fb0116fbfcefcab70f85cf4b74a2b6ce5d199c41345296f49d974ddb4123 \
-    --hash=sha256:8c4fe09e0780c6c3bf2b7d4af02ee2394439d11a523bbcf095cf4747c2932007 \
-    --hash=sha256:93a784271881035ab4406a172edb0faecb6e7d00f4b53dc2f55919d6c9688595 \
-    --hash=sha256:94f8575fbdf81749008d980c17796097e645574a3b8c28ee313931068dad14fe \
-    --hash=sha256:95451e6ce06c3e104556d73b559f5da6c34a069b6b62946d3ad66afcd51642ea \
-    --hash=sha256:99c8a9ed30f4164bc4c14b37a90208836cbf50d4ce2a57c71d0f52c7fb4f7598 \
-    --hash=sha256:9a18d6f9359e45722c064c97464ec883eb0e0366d33eda61cb19a244bf222679 \
-    --hash=sha256:9cbf44c5cb4a7633d078788e1b56387e3d3cf2b8139a3be38040b22d6c3221c8 \
-    --hash=sha256:9ee33b875f0b390564c1fb7bc528abf18c8ee6073b201c6ae8524aca778e2d83 \
-    --hash=sha256:a0e317df055958a0c1e79e5d2aa5a5eaa4a6d05a20d4b0c9c3f48918139c9fc6 \
-    --hash=sha256:a2df6afe50dea8ae15fa34c9f824a3ee958d785fd5d089063d960bae1daa0a3f \
-    --hash=sha256:a31de1613658308efdb21ada98cbc86a97c181aa050ba22a808120bb5be3ab94 \
-    --hash=sha256:a3d2bff8f37f8d0f96c7ec554d16945050d54462d6e95414babaa18bfafc7f51 \
-    --hash=sha256:a41bcf68efd19073376eb8cf948b8d9be0af26256403e512bb18f3966f1f9120 \
-    --hash=sha256:a82836cab5f197a0514235aaf7ffccdc886ccdaa2324bc0aafdd4ae898103039 \
-    --hash=sha256:a8d00f29b42f534cc8aa3931cfe773b13b23e561e10d2b26f27a8d309b0e82a1 \
-    --hash=sha256:aafe5dcfda86c8af00386d7781d4c2181b5011b7be3f2add5e99899ea925df05 \
-    --hash=sha256:ab5f043cb8a2d71c981c09c510da013bc79fd661f5c60139f00dd3c3cc4f2ffb \
-    --hash=sha256:ac09d42f48f80c9ee1635b2fcaa819496a44502737660d3c0f2ade7526d29144 \
-    --hash=sha256:aecfed0b41aa72b7881712c65cf764e39ce2ec352324f5e0837c7048d9e6daaa \
-    --hash=sha256:b2c6b50c7b0464165472b56b42d4c76a7b864597007d9c085e8b63e185cf4a7a \
-    --hash=sha256:b35d13d549077713e4414f927cdc388d62e543987c572baee613bf82f11a4b99 \
-    --hash=sha256:b39cb32a6582750b6cc77bfb3c49c0f8760dc18dc96ec9fb55fbb0f04e08b928 \
-    --hash=sha256:b5405bb8f0e783a988172993cfc627e4d9d00432d6bbac65a923041edacf997d \
-    --hash=sha256:baaf55442359053c7d62f6f8413a62adba3205119bcb6f49594894d8be47e5e3 \
-    --hash=sha256:bd654fad46d8d9e823afbb4f87c79160b5a374ed1ff5bde24e542e6ba8f41434 \
-    --hash=sha256:be61f6fff406ca40e3b1d84716fde398fc08bc63dd96d15f3a14230a0973ed86 \
-    --hash=sha256:bf49a3ae946a87083ef3a34c8f677ae4243f5b824bfc4c69672e72b3d6719d46 \
-    --hash=sha256:c4a80f77dc1acaaa61f0934176fccca7096d9b1ff08c8ba9cddf5ae034a24319 \
-    --hash=sha256:c75eb09e8d55bceb4367e83496ff8ef2bc7ea6960efb38e978e8073ea59ecb67 \
-    --hash=sha256:c7f8dc16c498ff06497c015642333219871effba93e4a2e8604a06264aca5c5c \
-    --hash=sha256:c8aa34a5c864db1087d911a0b902d60d203ea3607d91f615acd3f3108ac32169 \
-    --hash=sha256:cbb0fef01f0c6b38cb0f39b1f78fc90b807e0e3c86a7ff3ce74ad77ce5c7880c \
-    --hash=sha256:cde9a2ecd91668bcb7f077c4966d8ceddb60af01b52e6e3e2680e4cf00ad1a59 \
-    --hash=sha256:cff6d44cb13d39db2663a22b22305d10855efa0fa8015ddeacc40bc59b9d8107 \
-    --hash=sha256:d1009abedb49ae95b136a8904a3f71b342f849ffeced2d3747bf29caeda218c4 \
-    --hash=sha256:d38c1e8231722c4ce40d7593f28d92b5fc72f3e9774fe73d7e800ec32299f63a \
-    --hash=sha256:d53834e23c015ee83a99377db6e5e37d8484f333edb03bd15b4bc312cc7254fb \
-    --hash=sha256:d7504f2b476d21653e4d143f44a175f7f751cd41233525312696c76aa3dbb23f \
-    --hash=sha256:dbf507e9ef5688bada447a24d68b4b58dd389ba93b7afc065a2ba892bea54769 \
-    --hash=sha256:dc52310451fc7c629e13c4e061cbe2dd01684d91f2f8ee2821b083c58bd72432 \
-    --hash=sha256:dd00607bffbf30250fe108065f07453ec124dbf223420f57f5e749b04295e090 \
-    --hash=sha256:dda608c88cf709b1d406bdfcd84d8d63cff7c9e577a403c6108ce8ce9dcc8764 \
-    --hash=sha256:debe9c4f41c32990771be5c22b56f810659f9ddf3d63f67abfdcaa2c6c9c5c1d \
-    --hash=sha256:e09fd068c2e169a7070d83d3bde728a4d48de0549f975290be3c108c02e499b4 \
-    --hash=sha256:e0fd068364a6759bc794459f0a735ab151d11304346332489c7972bacbe9e72b \
-    --hash=sha256:e4c53f8347cd4200f0d70a48ad059cabaf24f5adc6ba08622a23423bc7efa10d \
-    --hash=sha256:e5723c01a56c5028c807c701aa66722916d2747ad737a046853f6c46f4875543 \
-    --hash=sha256:e7b0460976dc75cb87ad9cc1f9899a4b97751e7d4e77ab840fc9b6d377b8fd24 \
-    --hash=sha256:e9d9a4d06d3481eab79803beb4d9bd6f6a8e781ec078ac70d7ef2dcc29d1bea5 \
-    --hash=sha256:ead11956716a940c1abc816b7df3fa2b84d06eaed8832ca32f5c5e058c65506b \
-    --hash=sha256:ed5f69ce7be7902e5c70ea19eb72d20abf7d725ab5d49777d696e32d4fc1811d \
-    --hash=sha256:f2af5c81a1f124609d5f33507082fc3f739959d4719b56877ab1ee7e7b3d602b \
-    --hash=sha256:f40e782d49630ad384db66d4d8b73ff4f1b8955dc12e26b09a3e3af064b3b9d6 \
-    --hash=sha256:f514f6474e04179d3d33175ed3f3e31434d3130d42ec153540d5b157deefd735 \
-    --hash=sha256:f69f57305656a4852f2a7203efc661d8c042e6cc67f7acd97d8667fb448a426e \
-    --hash=sha256:fb1e8b8d66c278b21d13b0a7ca22c41dd757a7c209c6b12c313e445c31dd3b28 \
-    --hash=sha256:fb4948814a2a98e3912505f09c9e7493b1506226afb1f881825368d6fb776ee3 \
-    --hash=sha256:fda207c815b253e34f7e1909840fd14299567b1c0eb4908f8c2ce01a41265401 \
-    --hash=sha256:fe8f8f5e70e6dbdfca9882cd9deaac058729bcf323cf7a58660901e55c9c94f6 \
-    --hash=sha256:fffc45637bcd6538de8b85f51e3df3223e4ad89bccbfca0481c08c7fc8b7ed7d
+yarl==1.24.5 \
+    --hash=sha256:0055afc45e864b92729ac7600e2d102c17bef060647e74bca75fa84d66b9ff36 \
+    --hash=sha256:0465ec8cedc2349b97a6b595ace64084a50c6e839eca40aa0626f38b8350e331 \
+    --hash=sha256:0ebfaffe1a16cb72141c8e09f18cc76856dbe58639f393a4f2b26e474b96b871 \
+    --hash=sha256:16a2f5010280020e90f5330257e6944bc33e73593b136cc5a241e6c1dc292498 \
+    --hash=sha256:17f57620f5475b3c69109376cc87e42a7af5db13c9398e4292772a706ff10780 \
+    --hash=sha256:2120b96872df4a117cde97d270bac96aea7cc52205d305cf4611df694a487027 \
+    --hash=sha256:240cbec09667c1fed4c6cd0060b9ec57332427d7441289a2ed8875dc9fb2b224 \
+    --hash=sha256:24e861e9630e0daddcb9191fb187f60f034e17a4426f8101279f0c475cd74144 \
+    --hash=sha256:2729fcfc4f6a596fb0c50f32090400aa9367774ac296a00387e65098c0befa76 \
+    --hash=sha256:2c1fe720934a16ea8e7146175cba2126f87f54912c8c5435e7f7c7a51ef808d3 \
+    --hash=sha256:2cabe6546e41dabe439999a23fcb5246e0c3b595b4315b96ef755252be90caeb \
+    --hash=sha256:2dbe06fc16bc91502bca713704022182e5729861ae00277c3a23354b40929740 \
+    --hash=sha256:3363fcc96e665878946ad7a106b9a13eac0541766a690ef287c0232ac768b6ec \
+    --hash=sha256:377fe3732edbaf78ee74efdf2c9f49f6e99f20e7f9d2649fda3eb4badd77d76e \
+    --hash=sha256:3ac6aff147deb9c09461b2d4bbdf6256831198f5d8a23f5d37138213090b6d8a \
+    --hash=sha256:3f45789ce415a7ec0820dc4f82925f9b5f7732070be1dec1f5f23ec381435a24 \
+    --hash=sha256:4103b77b8a8225e413107d2349b65eb3c1c52627b5cc5c3c4c1c6a798b218950 \
+    --hash=sha256:4377407001ca3c057773f44d8ddd6358fa5f691407c1ba92210bd3cf8d9e4c95 \
+    --hash=sha256:46c2f213e23a04b93a392942d782eb9e413e6ef6bf7c8c53884e599a5c174dcb \
+    --hash=sha256:47e98aab9d8d82ff682e7b0b5dded33bf138a32b817fcf7fa3b27b2d7c412928 \
+    --hash=sha256:4a36f9becdd4c5c52a20c3e9484128b070b1dcfc8944c006f3a528295a359a9c \
+    --hash=sha256:4af7b7e1be0a69bee8210735fe6dcfc38879adfac6d62e789d53ba432d1ffa41 \
+    --hash=sha256:4d97a951a81039050e45f04e96689b58b8243fa5e62aa14fe67cb6075300885e \
+    --hash=sha256:4db9aecb141cb7a5447171b57aa1ed3a8fee06af40b992ffc31206c0b0121550 \
+    --hash=sha256:53e549287ef628fecba270045c9701b0c564563a9b0577d24a4ec75b8ab8040f \
+    --hash=sha256:56b149b22de33b23b0c6077ab9518c6dcb538ad462e1830e68d06591ccf6e38b \
+    --hash=sha256:570fec8fbd22b032733625f03f10b7ff023bc399213db15e72a7acaef28c2f4e \
+    --hash=sha256:5b8ee53be440a0cffc991a27be3057e0530122548dbe7c0892df08822fce5ede \
+    --hash=sha256:5ba4f78df2bcc19f764a4b26a8a4f5049c110090ad5825993aacb052bf8003ad \
+    --hash=sha256:5c55256dee8f4b27bfbf636c8363383c7c8db7890c7cba5217d7bd5f5f21dab6 \
+    --hash=sha256:5c88e5815a49d289e599f3513aa7fde0bc2092ff188f99c940f007f90f53d104 \
+    --hash=sha256:5fede79c6f73ff2c3ef822864cb1ada23196e62756df53bc6231d351a49516a2 \
+    --hash=sha256:65be18ec59496c13908f02a2472751d9ef840b4f3fb5726f129306bf6a2a7bba \
+    --hash=sha256:66410eb6345d467151934b49bfa70fb32f5b35a6140baa40ad97d6436abea2e9 \
+    --hash=sha256:665b0a2c463cc9423dd647e0bfd9f4ccc9b50f768c55304d5e9f80b177c1de12 \
+    --hash=sha256:6b8536851f9f65e7f00c7a1d49ba7f2be0ffe2c11555367fc9f50d9f842410a1 \
+    --hash=sha256:6c95b17fe34ed802f17e205112e6e10db92275c34fee290aa9bdc55a9c724027 \
+    --hash=sha256:6e73e7fe93f17a7b191f52ec9da9dd8c06a8fe735a1ecbd13b97d1c723bff385 \
+    --hash=sha256:6efbccc3d7f75d5b03105172a8dc86d82ba4da86817952529dd93185f4a88be2 \
+    --hash=sha256:709f1efed56c4a145793c046cd4939f9959bcd818979a787b77d8e09c57a0840 \
+    --hash=sha256:79af890482fc94648e8cde4c68620378f7fef60932710fa17a66abc039244da2 \
+    --hash=sha256:7bcbe0fcf850eae67b6b01749815a4f7161c560a844c769ad7b48fcd99f791c4 \
+    --hash=sha256:7c0494a31a1ac5461a226e7947a9c9b78c44e1dc7185164fa7e9651557a5d9bc \
+    --hash=sha256:7ce27823052e2013b597e0c738b13e7e36b8ccb9400df8959417b052ab0fd92c \
+    --hash=sha256:7f72c74aa99359e27a2ee8d6613fefa28b5f76a983c083074dfc2aaa4ab46213 \
+    --hash=sha256:7fa5e51397466ea7e98de493fa2ff1b8193cfef8a7b0f9b4842f92d342df0dba \
+    --hash=sha256:82632daed195dcc8ea664e8556dc9bdbd671960fb3776bd92806ce05792c2448 \
+    --hash=sha256:82f75e05912e84b7a0fe57075d9c59de3cb352b928330f2eb69b2e1f54c3e1f0 \
+    --hash=sha256:841f0852f48fefea3b12c9dfec00704dfa3aef5215d0e3ce564bb3d7cd8d57c6 \
+    --hash=sha256:874019bd513008b009f58657134e5d0c5e030b3559bd0553976837adf52fe966 \
+    --hash=sha256:88f50c94e21a0a7f14042c015b0eba1881af78562e7bf007e0033e624da59750 \
+    --hash=sha256:89a1bbb58e0e3f7a283653d854b1e95d65e5cfd4af224dac5f02629ec1a3e621 \
+    --hash=sha256:8a6987eaad834cb32dd57d9d582225f0054a5d1af706ccfbbdba735af4927e13 \
+    --hash=sha256:8ac73abdc7ab75610f95a8fd994c6457e87752b02a63987e188f937a1fc180f0 \
+    --hash=sha256:8ccf9aca873b767977c73df497a85dbedee4ee086ae9ae49dc461333b9b79f58 \
+    --hash=sha256:90333fd89b43c0d08ac85f3f1447593fc2c66de18c3d6378d7125ea118dc7a54 \
+    --hash=sha256:92ab3e11448f2ff7bf53c5a26eff0edc086898ec8b21fb154b85839ce1d88075 \
+    --hash=sha256:9335a099ad87287c37fe5d1a982ff392fa5efe5d14b40a730b1ec1d6a41382b4 \
+    --hash=sha256:96d30286dd02679e32a39aa8f0b7498fc847fcda46cfc09df5513e82ce252440 \
+    --hash=sha256:9baafc71b04f8f4bb0703b21d6fc9f0c30b346c636a532ff16ec8491a5ea4b1f \
+    --hash=sha256:9d1216a7f6f77836617dba35687c5b78a4170afc3c3f18fc788f785ba26565c4 \
+    --hash=sha256:9d399bdcfb4a0f659b9b3788bbc89babe63d9a6a65aacdf4d4e7065ff2e6316c \
+    --hash=sha256:9e4e16c73d717c5cf27626c524d0a2e261ad20e46932b2670f64ad5dde23e26f \
+    --hash=sha256:9f4d8cf085a4c6a40fb97ea0f46938a8df43c85d31f9d45e2a8867ea9293790d \
+    --hash=sha256:a33700d13d9b7d84fd10947b09ff69fb9a792e519c8cb9764a3ca70baa6c23a7 \
+    --hash=sha256:a3732e66413163e72508da9eff9ce9d2846fde51fae45d3605393d3e6cd303e9 \
+    --hash=sha256:a4582acf7ef76482f6f511ebaf1946dae7f2e85ec4728b81a678c01df63bd723 \
+    --hash=sha256:a61834fb15d81322d872eaafd333838ae7c9cea84067f232656f75965933d047 \
+    --hash=sha256:a7cff474ab7cd149765bb784cf6d78b32e18e20473fb7bda860bce98ab58e9da \
+    --hash=sha256:a8fe66b8f300da93798025a785a5b90b42f3810dc2b72283ff84a41aaaebc293 \
+    --hash=sha256:a929d878fec099030c292803b31e5d5540a7b6a31e6a3cc76cb4685fc2a2f51b \
+    --hash=sha256:ad5d8201d310b031e6cd839d9bac2d4e5a01533ce5d3d5b50b7de1ef3af1de61 \
+    --hash=sha256:af3aefa655adb5869491fa907e652290386800ae99cc50095cba71e2c6aefdca \
+    --hash=sha256:c0ebc836c47a6477e182169c6a476fc691d12b518894bf7dd2572f0d59f1c7ed \
+    --hash=sha256:c687ed078e145f5fd53a14854beff320e1d2ab76df03e2009c98f39a0f68f39a \
+    --hash=sha256:cbb833ccacdb5519eff9b8b71ee618cc2801c878e77e288775d77c3a2ced858a \
+    --hash=sha256:cf139c02f5f23ef6532040a30ff662c00a318c952334f211046b8e60b7f17688 \
+    --hash=sha256:d46b86567dd4e248c6c159fcbcdcce01e0a5c8a7cd2334a0fff759d0fa075b16 \
+    --hash=sha256:d693396e5aea78db03decd60aec9ece16c9b40ba00a587f089615ff4e718a81d \
+    --hash=sha256:d897129df1a22b12aeed2c2c98df0785a2e8e6e0bde87b389491d0025c187077 \
+    --hash=sha256:daba5e594f06114e37db186efd2dd916609071e59daca901a0a2e71f02b142ce \
+    --hash=sha256:dd625535328fd9882374356269227670189adfcc6a2d90284f323c05862eecbd \
+    --hash=sha256:e006d3a974c4ee19512e5f058abedb6eef36a5e553c14812bdeba1758d812e6d \
+    --hash=sha256:e1ae548a9d901adca07899a4147a7c826bbcc06239d3ce9a59f57886a28a4c88 \
+    --hash=sha256:e2935f8c39e3b03e83519292d78f075189978f3f4adc15a78144c7c8e2a1cba5 \
+    --hash=sha256:e42d75862735da90e7fc5a7b23db0c976f737113a54b3c9777a9b665e9cbff75 \
+    --hash=sha256:e7d42c531243450ef0d4d9c172e7ed6ef052640f195629065041b5add4e058d1 \
+    --hash=sha256:e81b83143bee16329c23db3c1b2d82b29892fcbcb849186d2f6e98a5abe9a57f \
+    --hash=sha256:e8ffa78582120024f476a611d7befc123cee59e47e8309d470cf667d806e613b \
+    --hash=sha256:ebb0ec7f17803063d5aeb982f3b1bd2b2f4e4fae6751226cbd6ba1fcfe9e63ff \
+    --hash=sha256:f08c7513ecef5aad65687bfdf6bc601ae9fccd04a42904501f8f7141abad9eb9 \
+    --hash=sha256:f0a658a6d3fafee5c6f63c58f3e785c8c43c93fbc02bf9f2b6663f8185e0971f \
+    --hash=sha256:f0e466ed7511fe9d459a819edbc6c2585c0b6eabde9fa8a8947552468a7a6ef0 \
+    --hash=sha256:f141474e85b7e54998ec5180530a7cda99ab29e282fa50e0756d89981a9b43c5 \
+    --hash=sha256:f4239bbec5a3577ddb49e4b50aeb32d8e5792098262ae2f63723f916a29b1a25 \
+    --hash=sha256:f540c013589084679a6c7fac07096b10159737918174f5dfc5e11bf5bca4dfe6 \
+    --hash=sha256:f9f3e9c8a9ecffa57bef8fb4fa19e5fa4d2d8307cf6bac5b1fca5e5860f4ba00 \
+    --hash=sha256:fa139875ff98ab97da323cfadfaff08900d1ad42f1b5087b0b812a55c5a06373 \
+    --hash=sha256:fcd3b77e2f17bbe4ca56ec7bcb07992647d19d0b9c05d84886dcd6f9eb810afd \
+    --hash=sha256:fd8c81f346b58f45818d09ea11db69a8d5fd34a224b79871f6d44f12cd7977b1 \
+    --hash=sha256:fe7b7bb170daccbba19ad33012d2b15f1e7942296fd4d45fc1b79013da8cc0f2 \
+    --hash=sha256:ff330d3c30db4eb6b01d79e29d2d0b407a7ecad39cfd9ec993ece57396a2ec0d \
+    --hash=sha256:ff405d91509d88e8d44129cd87b18d70acd1f0c1aeabd7bc3c46792b1fe2acba \
+    --hash=sha256:ffcd54362564dc1a30fb74d8b8a6e5a6b11ebd5e27266adc3b7427a21a6c9104
     # via aiohttp
-zipp==3.23.1 \
-    --hash=sha256:0b3596c50a5c700c9cb40ba8d86d9f2cc4807e9bedb06bcdf7fac85633e444dc \
-    --hash=sha256:32120e378d32cd9714ad503c1d024619063ec28aad2248dc6672ad13edfa5110
+zipp==4.1.0 \
+    --hash=sha256:25ad4e16390cd314347dd8f1de67a2ac538ae658ed4ab9db16029c07c188e97f \
+    --hash=sha256:4cb57381f544315db7688e976e922a2b18cdb513d21cc194eb42232ba2a3e602
     # via importlib-metadata
 zstandard==0.25.0 \
     --hash=sha256:011d388c76b11a0c165374ce660ce2c8efa8e5d87f34996aa80f9c0816698b64 \
@@ -7163,5 +7775,10 @@ zstandard==0.25.0 \
     --hash=sha256:fd7a5004eb1980d3cefe26b2685bcb0b17989901a70a1040d1ac86f1d898c551 \
     --hash=sha256:ffef5a74088f1e09947aecf91011136665152e0b4b359c42be3373897fb39b01
     # via
-    #   clickhouse-connect
+    #   pyiceberg
     #   trino
+
+httpx-sse==0.4.0 \
+    --hash=sha256:1e81a3a3070ce322add1d3529ed42eb5f70817f45ed6ec915ab753f961139721 \
+    --hash=sha256:f329af6eae57eaa2bdfd962b42524764af68075ea87370a2de920af5341e318f
+    # via mcp
diff --git a/sdk/python/requirements/py3.12-minimal-requirements.txt b/sdk/python/requirements/py3.12-minimal-requirements.txt
index d06134cb36e..5af4667e0df 100644
--- a/sdk/python/requirements/py3.12-minimal-requirements.txt
+++ b/sdk/python/requirements/py3.12-minimal-requirements.txt
@@ -1,135 +1,136 @@
 # This file was autogenerated by uv via the following command:
 #    uv pip compile -p 3.12 --no-strip-extras pyproject.toml --extra minimal --generate-hashes --output-file sdk/python/requirements/py3.12-minimal-requirements.txt
-aiobotocore==2.23.1 \
-    --hash=sha256:a59f2a78629b97d52f10936b79c73de64e481a8c44a62c1871f088df6c1afc4f \
-    --hash=sha256:d81c54d2eae2406ea9a473fea518fed580cf37bc4fc51ce43ba81546e5305114
+aiobotocore==3.8.0 \
+    --hash=sha256:80a1eb64ea915f3af3c1518669975bae74a17b2f37c14eb0fa2f83b915974670 \
+    --hash=sha256:8bc605132cadfe844a3f334635a0a64fa5e360a4a206e915d99d53db5b6deeba
     # via feast (pyproject.toml)
-aiohappyeyeballs==2.6.1 \
-    --hash=sha256:c3f9d0113123803ccadfdf3f0faa505bc78e6a72d1cc4806cbd719826e943558 \
-    --hash=sha256:f349ba8f4b75cb25c99c5c2d84e997e485204d2902a9597802b0371f09331fb8
+aiohappyeyeballs==2.7.1 \
+    --hash=sha256:065665c041c42a5938ed220bdcd7230f22527fbec085e1853d2402c8a3615d9d \
+    --hash=sha256:9243213661e29250eb41368e5daa826fc017156c3b8a11440826b2e3ed376472
     # via aiohttp
-aiohttp==3.13.5 \
-    --hash=sha256:019a67772e034a0e6b9b17c13d0a8fe56ad9fb150fc724b7f3ffd3724288d9e5 \
-    --hash=sha256:02222e7e233295f40e011c1b00e3b0bd451f22cf853a0304c3595633ee47da4b \
-    --hash=sha256:023ecba036ddd840b0b19bf195bfae970083fd7024ce1ac22e9bba90464620e9 \
-    --hash=sha256:02e048037a6501a5ec1f6fc9736135aec6eb8a004ce48838cb951c515f32c80b \
-    --hash=sha256:0494a01ca9584eea1e5fbd6d748e61ecff218c51b576ee1999c23db7066417d8 \
-    --hash=sha256:0f7a18f258d124cd678c5fe072fe4432a4d5232b0657fca7c1847f599233c83a \
-    --hash=sha256:10a75acfcf794edf9d8db50e5a7ec5fc818b2a8d3f591ce93bc7b1210df016d2 \
-    --hash=sha256:110e448e02c729bcebb18c60b9214a87ba33bac4a9fa5e9a5f139938b56c6cb1 \
-    --hash=sha256:147b4f501d0292077f29d5268c16bb7c864a1f054d7001c4c1812c0421ea1ed0 \
-    --hash=sha256:157826e2fa245d2ef46c83ea8a5faf77ca19355d278d425c29fda0beb3318037 \
-    --hash=sha256:15c933ad7920b7d9a20de151efcd05a6e38302cbf0e10c9b2acb9a42210a2416 \
-    --hash=sha256:178c7b5e62b454c2bc790786e6058c3cc968613b4419251b478c153a4aec32b1 \
-    --hash=sha256:18a2f6c1182c51baa1d28d68fea51513cb2a76612f038853c0ad3c145423d3d9 \
-    --hash=sha256:1efb06900858bb618ff5cee184ae2de5828896c448403d51fb633f09e109be0a \
-    --hash=sha256:20058e23909b9e65f9da62b396b77dfa95965cbe840f8def6e572538b1d32e36 \
-    --hash=sha256:206b7b3ef96e4ce211754f0cd003feb28b7d81f0ad26b8d077a5d5161436067f \
-    --hash=sha256:20ae0ff08b1f2c8788d6fb85afcb798654ae6ba0b747575f8562de738078457b \
-    --hash=sha256:2294172ce08a82fb7c7273485895de1fa1186cc8294cfeb6aef4af42ad261174 \
-    --hash=sha256:241a94f7de7c0c3b616627aaad530fe2cb620084a8b144d3be7b6ecfe95bae3b \
-    --hash=sha256:26d2f8546f1dfa75efa50c3488215a903c0168d253b75fba4210f57ab77a0fb8 \
-    --hash=sha256:2837fb92951564d6339cedae4a7231692aa9f73cbc4fb2e04263b96844e03b4e \
-    --hash=sha256:2994be9f6e51046c4f864598fd9abeb4fba6e88f0b2152422c9666dcd4aea9c6 \
-    --hash=sha256:2d6d44a5b48132053c2f6cd5c8cb14bc67e99a63594e336b0f2af81e94d5530c \
-    --hash=sha256:31cebae8b26f8a615d2b546fee45d5ffb76852ae6450e2a03f42c9102260d6fe \
-    --hash=sha256:327cc432fdf1356fb4fbc6fe833ad4e9f6aacb71a8acaa5f1855e4b25910e4a9 \
-    --hash=sha256:329f292ed14d38a6c4c435e465f48bebb47479fd676a0411936cc371643225cc \
-    --hash=sha256:330f5da04c987f1d5bdb8ae189137c77139f36bd1cb23779ca1a354a4b027800 \
-    --hash=sha256:33add2463dde55c4f2d9635c6ab33ce154e5ecf322bd26d09af95c5f81cfa286 \
-    --hash=sha256:347542f0ea3f95b2a955ee6656461fa1c776e401ac50ebce055a6c38454a0adf \
-    --hash=sha256:39380e12bd1f2fdab4285b6e055ad48efbaed5c836433b142ed4f5b9be71036a \
-    --hash=sha256:3a807cabd5115fb55af198b98178997a5e0e57dead43eb74a93d9c07d6d4a7dc \
-    --hash=sha256:3b13560160d07e047a93f23aaa30718606493036253d5430887514715b67c9d9 \
-    --hash=sha256:3df334e39d4c2f899a914f1dba283c1aadc311790733f705182998c6f7cae665 \
-    --hash=sha256:4bb6bf5811620003614076bdc807ef3b5e38244f9d25ca5fe888eaccea2a9832 \
-    --hash=sha256:4beac52e9fe46d6abf98b0176a88154b742e878fdf209d2248e99fcdf73cd297 \
-    --hash=sha256:4e704c52438f66fdd89588346183d898bb42167cf88f8b7ff1c0f9fc957c348f \
-    --hash=sha256:4eac02d9af4813ee289cd63a361576da36dba57f5a1ab36377bc2600db0cbb73 \
-    --hash=sha256:53fc049ed6390d05423ba33103ded7281fe897cf97878f369a527070bd95795b \
-    --hash=sha256:55b3bdd3292283295774ab585160c4004f4f2f203946997f49aac032c84649e9 \
-    --hash=sha256:57653eac22c6a4c13eb22ecf4d673d64a12f266e72785ab1c8b8e5940d0e8090 \
-    --hash=sha256:60869c7ac4aaabe7110f26499f3e6e5696eae98144735b12a9c3d9eae2b51a49 \
-    --hash=sha256:636bc362f0c5bbc7372bc3ae49737f9e3030dbce469f0f422c8f38079780363d \
-    --hash=sha256:676e5651705ad5d8a70aeb8eb6936c436d8ebbd56e63436cb7dd9bb36d2a9a46 \
-    --hash=sha256:69f571de7500e0557801c0b51f4780482c0ec5fe2ac851af5a92cfce1af1cb83 \
-    --hash=sha256:6a7cbeb06d1070f1d14895eeeed4dac5913b22d7b456f2eb969f11f4b3993796 \
-    --hash=sha256:6cf81fe010b8c17b09495cbd15c1d35afbc8fb405c0c9cf4738e5ae3af1d65be \
-    --hash=sha256:6e27ea05d184afac78aabbac667450c75e54e35f62238d44463131bd3f96753d \
-    --hash=sha256:6f1cbf0c7926d315c3c26c2da41fd2b5d2fe01ac0e157b78caefc51a782196cf \
-    --hash=sha256:6f497a6876aa4b1a102b04996ce4c1170c7040d83faa9387dd921c16e30d5c83 \
-    --hash=sha256:756c3c304d394977519824449600adaf2be0ccee76d206ee339c5e76b70ded25 \
-    --hash=sha256:77dfa48c9f8013271011e51c00f8ada19851f013cde2c48fca1ba5e0caf5bb06 \
-    --hash=sha256:7996023b2ed59489ae4762256c8516df9820f751cf2c5da8ed2fb20ee50abab3 \
-    --hash=sha256:7ab7229b6f9b5c1ba4910d6c41a9eb11f543eadb3f384df1b4c293f4e73d44d6 \
-    --hash=sha256:7becdf835feff2f4f335d7477f121af787e3504b48b449ff737afb35869ba7bb \
-    --hash=sha256:7c35b0bf0b48a70b4cb4fc5d7bed9b932532728e124874355de1a0af8ec4bc88 \
-    --hash=sha256:7c4b6668b2b2b9027f209ddf647f2a4407784b5d88b8be4efcc72036f365baf9 \
-    --hash=sha256:7e5dc4311bd5ac493886c63cbf76ab579dbe4641268e7c74e48e774c74b6f2be \
-    --hash=sha256:888e78eb5ca55a615d285c3c09a7a91b42e9dd6fc699b166ebd5dee87c9ccf14 \
-    --hash=sha256:898703aa2667e3c5ca4c54ca36cd73f58b7a38ef87a5606414799ebce4d3fd3a \
-    --hash=sha256:8b14eb3262fad0dc2f89c1a43b13727e709504972186ff6a99a3ecaa77102b6c \
-    --hash=sha256:8bd3ec6376e68a41f9f95f5ed170e2fcf22d4eb27a1f8cb361d0508f6e0557f3 \
-    --hash=sha256:8cf20a8d6868cb15a73cab329ffc07291ba8c22b1b88176026106ae39aa6df0f \
-    --hash=sha256:8f14c50708bb156b3a3ca7230b3d820199d56a48e3af76fa21c2d6087190fe3d \
-    --hash=sha256:8f546a4dc1e6a5edbb9fd1fd6ad18134550e096a5a43f4ad74acfbd834fc6670 \
-    --hash=sha256:912d4b6af530ddb1338a66229dac3a25ff11d4448be3ec3d6340583995f56031 \
-    --hash=sha256:9277145d36a01653863899c665243871434694bcc3431922c3b35c978061bdb8 \
-    --hash=sha256:95d14ca7abefde230f7639ec136ade282655431fd5db03c343b19dda72dd1643 \
-    --hash=sha256:999802d5fa0389f58decd24b537c54aa63c01c3219ce17d1214cbda3c2b22d2d \
-    --hash=sha256:9a0f4474b6ea6818b41f82172d799e4b3d29e22c2c520ce4357856fced9af2f8 \
-    --hash=sha256:9b16c653d38eb1a611cc898c41e76859ca27f119d25b53c12875fd0474ae31a8 \
-    --hash=sha256:9d98cc980ecc96be6eb4c1994ce35d28d8b1f5e5208a23b421187d1209dbb7d1 \
-    --hash=sha256:9efcc0f11d850cefcafdd9275b9576ad3bfb539bed96807663b32ad99c4d4b88 \
-    --hash=sha256:a2567b72e1ffc3ab25510db43f355b29eeada56c0a622e58dcdb19530eb0a3cb \
-    --hash=sha256:a5029cc80718bbd545123cd8fe5d15025eccaaaace5d0eeec6bd556ad6163d61 \
-    --hash=sha256:a60eaa2d440cd4707696b52e40ed3e2b0f73f65be07fd0ef23b6b539c9c0b0b4 \
-    --hash=sha256:a79a6d399cef33a11b6f004c67bb07741d91f2be01b8d712d52c75711b1e07c7 \
-    --hash=sha256:a84792f8631bf5a94e52d9cc881c0b824ab42717165a5579c760b830d9392ac9 \
-    --hash=sha256:a8a4d3427e8de1312ddf309cc482186466c79895b3a139fed3259fc01dfa9a5b \
-    --hash=sha256:a8aca50daa9493e9e13c0f566201a9006f080e7c50e5e90d0b06f53146a54500 \
-    --hash=sha256:aa6d0d932e0f39c02b80744273cd5c388a2d9bc07760a03164f229c8e02662f6 \
-    --hash=sha256:ab2899f9fa2f9f741896ebb6fa07c4c883bfa5c7f2ddd8cf2aafa86fa981b2d2 \
-    --hash=sha256:af545c2cffdb0967a96b6249e6f5f7b0d92cdfd267f9d5238d5b9ca63e8edb10 \
-    --hash=sha256:b18f31b80d5a33661e08c89e202edabf1986e9b49c42b4504371daeaa11b47c1 \
-    --hash=sha256:b20df693de16f42b2472a9c485e1c948ee55524786a0a34345511afdd22246f3 \
-    --hash=sha256:b38765950832f7d728297689ad78f5f2cf79ff82487131c4d26fe6ceecdc5f8e \
-    --hash=sha256:b6f6cd1560c5fa427e3b6074bb24d2c64e225afbb7165008903bd42e4e33e28a \
-    --hash=sha256:bace460460ed20614fa6bc8cb09966c0b8517b8c58ad8046828c6078d25333b5 \
-    --hash=sha256:bca9ef7517fd7874a1a08970ae88f497bf5c984610caa0bf40bd7e8450852b95 \
-    --hash=sha256:c180f480207a9b2475f2b8d8bd7204e47aec952d084b2a2be58a782ffcf96074 \
-    --hash=sha256:c2b2355dc094e5f7d45a7bb262fe7207aa0460b37a0d87027dcf21b5d890e7d5 \
-    --hash=sha256:c564dd5f09ddc9d8f2c2d0a301cd30a79a2cc1b46dd1a73bef8f0038863d016b \
-    --hash=sha256:c632ce9c0b534fbe25b52c974515ed674937c5b99f549a92127c85f771a78772 \
-    --hash=sha256:c719f65bebcdf6716f10e9eff80d27567f7892d8988c06de12bbbd39307c6e3a \
-    --hash=sha256:c86969d012e51b8e415a8c6ce96f7857d6a87d6207303ab02d5d11ef0cad2274 \
-    --hash=sha256:c974fb66180e58709b6fc402846f13791240d180b74de81d23913abe48e96d94 \
-    --hash=sha256:c9883051c6972f58bfc4ebb2116345ee2aa151178e99c3f2b2bbe2af712abd13 \
-    --hash=sha256:ca9ac61ac6db4eb6c2a0cd1d0f7e1357647b638ccc92f7e9d8d133e71ed3c6ac \
-    --hash=sha256:cb979826071c0986a5f08333a36104153478ce6018c58cba7f9caddaf63d5d67 \
-    --hash=sha256:cd3db5927bf9167d5a6157ddb2f036f6b6b0ad001ac82355d43e97a4bde76d76 \
-    --hash=sha256:d147004fede1b12f6013a6dbb2a26a986a671a03c6ea740ddc76500e5f1c399f \
-    --hash=sha256:d3a4834f221061624b8887090637db9ad4f61752001eae37d56c52fddade2dc8 \
-    --hash=sha256:d9010032a0b9710f58012a1e9c222528763d860ba2ee1422c03473eab47703e7 \
-    --hash=sha256:d97f93fdae594d886c5a866636397e2bcab146fd7a132fd6bb9ce182224452f8 \
-    --hash=sha256:df23d57718f24badef8656c49743e11a89fd6f5358fa8a7b96e728fda2abf7d3 \
-    --hash=sha256:df6104c009713d3a89621096f3e3e88cc323fd269dbd7c20afe18535094320be \
-    --hash=sha256:e5e5f7debc7a57af53fdf5c5009f9391d9f4c12867049d509bf7bb164a6e295b \
-    --hash=sha256:e7d2f8616f0ff60bd332022279011776c3ac0faa0f1b463f7bb12326fbc97a1c \
-    --hash=sha256:e999f0c88a458c836d5fb521814e92ed2172c649200336a6df514987c1488258 \
-    --hash=sha256:eb4639f32fd4a9904ab8fb45bf3383ba71137f3d9d4ba25b3b3f3109977c5b8c \
-    --hash=sha256:ec707059ee75732b1ba130ed5f9580fe10ff75180c812bc267ded039db5128c6 \
-    --hash=sha256:ecc26751323224cf8186efcf7fbcbc30f4e1d8c7970659daf25ad995e4032a56 \
-    --hash=sha256:ee5e86776273de1795947d17bddd6bb19e0365fd2af4289c0d2c5454b6b1d36b \
-    --hash=sha256:f1162a1492032c82f14271e831c8f4b49f2b6078f4f5fc74de2c912fa225d51d \
-    --hash=sha256:f34ecee82858e41dd217734f0c41a532bd066bcaab636ad830f03a30b2a96f2a \
-    --hash=sha256:f85c6f327bf0b8c29da7d93b1cabb6363fb5e4e160a32fa241ed2dce21b73162 \
-    --hash=sha256:f92995dfec9420bb69ae629abf422e516923ba79ba4403bc750d94fb4a6c68c1 \
-    --hash=sha256:fb0540c854ac9c0c5ad495908fdfd3e332d553ec731698c0e29b1877ba0d2ec6 \
-    --hash=sha256:fceedde51fbd67ee2bcc8c0b33d0126cc8b51ef3bbde2f86662bd6d5a6f10ec5 \
-    --hash=sha256:fe6970addfea9e5e081401bcbadf865d2b6da045472f58af08427e108d618540 \
-    --hash=sha256:fee86b7c4bd29bdaf0d53d14739b08a106fdda809ca5fe032a15f52fae5fe254
-    # via aiobotocore
+aiohttp==3.14.3 \
+    --hash=sha256:03cd2bde3d7f085b64e549c985f4bb928cad7e8ecf5323bfca320db548d81b39 \
+    --hash=sha256:041badb8f84396357c4d3ad26de6afd7a32b112f43d3c63045c0c8278cfd2043 \
+    --hash=sha256:0a5ff2dfbb9ce645fa5b8ef3e02c6c0b9cc3f6030ff863d0c51fffc50cb5541b \
+    --hash=sha256:0fdea2281997af69da84c77ffa6f5938a0285f21fb3887c249d67419ca865b3d \
+    --hash=sha256:11fb37ef075669eee52ab1928fbf6e1741fada40409fa309ebde9607a962aebf \
+    --hash=sha256:134ac5ddcf61c6fad984b9a5727d83492ada43d63471db20fb73042c13fca62f \
+    --hash=sha256:152516815ef926786a0b6ae2b8f1fd2e0c71582dee0b435636865316fd4891b7 \
+    --hash=sha256:1576145bdceeb92382d899751e12743a3a5b8e460a841e3e50543859e54864dc \
+    --hash=sha256:16100ad3ab8d649fdfbee87602d9d2dcdca9df0b9eda8a1b5fdc0d41f96da559 \
+    --hash=sha256:16ea7e24c309fb7c0bbd505d149abe4fe4dccfb8db911db7dbec0921bc889a6f \
+    --hash=sha256:18c441d0a8fca6de8d1f546849b9f0ab20d435993e2c5b59562b2fae6be2f929 \
+    --hash=sha256:18cb43369747b2ae007bd2655fb8e63a099c2ff1d207962943636dac989b3147 \
+    --hash=sha256:1b59533861b70a2185c8f4f350f791f39d64358ef6944ce71c5240c9ec0982c9 \
+    --hash=sha256:1c5281acc88b92396f88c7e1e2748f8466689df22b80170e4f51efa712fb47a8 \
+    --hash=sha256:1c5ec8fb1bcc31a8466f74aaf26c345d5c386fa4bd08a3f0eb9c7a4a3fe8b5bf \
+    --hash=sha256:1caa7b0d05f3e3a36f87788c59e970a7ee1cefcfcbb924a9f138c4a6551c9cb7 \
+    --hash=sha256:21c016079415ed3fd676963e9793700a566d85dbbd6bfc564b9b2d209147dcc8 \
+    --hash=sha256:2498f0fe69ead802f9675beca44a7c21c62fdaa4ec5145ea1c3ad6edbee29f85 \
+    --hash=sha256:25bd2708db6bdf6a6630dd37bdcdfcb47c4434d22ac69c64665b802910140b30 \
+    --hash=sha256:270d3dace9ca2f10f0da5d8ebe519b7a310fc6112ed916e32df5866df0888553 \
+    --hash=sha256:2e1161602f45a54de2ce0905243a95f58cb42dcd378402f3697f5e0b21e9d2e7 \
+    --hash=sha256:2e9878ae68e4a5f1c0abe4dd497dbc3d51946f5837b56759e2a02e78fa90ef86 \
+    --hash=sha256:30402d03a7c0ff52bce290b57e564e9079fd9d0cb545c8aba73f86a103162d2e \
+    --hash=sha256:33a2d7c28d33797a2e99923dffa63f83d908a19b6bf26cfe80fa790aa5e1a75a \
+    --hash=sha256:362a3fd481769cac1a824514bcd86fda51c65e8fe6e051099e008fddde6db17c \
+    --hash=sha256:38901a84da3ce22249f6e860bf8f90d141bcab7da090cc398f8bb58c0e44b7da \
+    --hash=sha256:39aded8c7f3b935b54aab1d8d73c70ec0ee2d3ec3b943e0e86611bc150ba47f5 \
+    --hash=sha256:3a26434dafe408229ff3403458ca58de24fb51936504decac49ce6755f77e59d \
+    --hash=sha256:3ae5b3a59436d089b5395d910121a390feed4d00578eb95a0fd1a329fe963100 \
+    --hash=sha256:3d4f72af88ac2474bb5bca640030320e3d38a0163a1d7533500e87be458eef71 \
+    --hash=sha256:3f42e9b78301f11c8f861746175d8b9c1ccef713fcad9eab396e2f6db8ed4a22 \
+    --hash=sha256:42a67efc36300d052fb4508a53e8b6901b9284b599ae63945c377569c5fcc1e1 \
+    --hash=sha256:48d67b87db6279c044760787eb01f6413032c2e6f3ba1cafaa492b1c8e578479 \
+    --hash=sha256:498c6c623134f8e09a3c4e60bcd607a0b4590dd7dbf08dd40851b27cbb520ccb \
+    --hash=sha256:49f7325beb0f85ef4aef5f48f490269575f83e6e2acad00a1d80b807eb027062 \
+    --hash=sha256:4e3ac92d90e92773b2362d506068e9a948192bd553e743c5b2429e28527c8661 \
+    --hash=sha256:530125ee1163c4219af35dc3aa1206e541e7b31b6efc1a3f93b70a136f65d427 \
+    --hash=sha256:5373dc80ad1aa2fb9ad95c83f24eef418bbda3a61375f128e5b0192e4f3f9b32 \
+    --hash=sha256:53e5179d8abb5710f8e83ba207c41c8d1261fcffd4616500e15ca2b7a33be10a \
+    --hash=sha256:53e7b4ce82b54a8bcc71b3b67a5cbd177ca1d7f592cbc92cd38b7349f73482db \
+    --hash=sha256:543906c127fb1d929b95076db19b83fa2d46751006ff1e23b093aa5ac4d8db42 \
+    --hash=sha256:54cfcdee2770dac994417cbb0ee1f3eb0e7cb6b30c79bf44f2c02ff79ec5124a \
+    --hash=sha256:55bdcc472aafe2de4a253045cc128007a64f1e0264fb675791e132ea5edaa3bd \
+    --hash=sha256:56f355e79f71aef2a85c80305cc915f894b170dba76de5fe84f6351939b83c06 \
+    --hash=sha256:5895ef58c4620afe02fa16044f023dc4dafec08158f9d08874a46a7dbc0341b8 \
+    --hash=sha256:5bcb6ff3fdab1258a192679ff1a05d44f59626430aa05cd1a9d2447423599228 \
+    --hash=sha256:5f08ec777f35ee70720233b8b9811d3bb5d728137f30ac91b7457709c3261ac0 \
+    --hash=sha256:614c61d478b83953e261d02bb2df750f17227cd33ef8002945bf5aebbde21919 \
+    --hash=sha256:617105e2c3018ee38d0c8ce5ee3c84f621a6d8b9f723202aacaff28449ca91ee \
+    --hash=sha256:6debfa7312ff9d4c124dc71d72e9a0a4b9e0879e48ba6fcb42bef5c3300289e2 \
+    --hash=sha256:7041d52c3a7fa20c9e8c182b534704abb19502c8bdcbde7ab23bfda6f642394f \
+    --hash=sha256:70c987b27534f9ae1a723f47ae921571d616da21d3208282bf4c52af5164ac43 \
+    --hash=sha256:74ab5b6a9fb13e873e5a90946588baecaf488745e1db1a4a5c433f971f035098 \
+    --hash=sha256:78253b573e6ffab5028924fc98bc281aae05445969982a10864bc360dea2016c \
+    --hash=sha256:7a75aa63cbf9b21cfaf60dc2657e19df2c2867d91707d653fee171ffeedd1371 \
+    --hash=sha256:8800c996b01c2772a783e3e46f3e1abd5823029adca0df54231960de9bfefa5b \
+    --hash=sha256:89176250f686cb9853c0fb7ead90e639e915b84a6f43eedc2a4e7ec21f1037f0 \
+    --hash=sha256:8a5fd34f7f7410d1730d5c2ba873cacb2eed3fede366feb268a70ba22581ed8f \
+    --hash=sha256:8b3b60de05f3dcb6f6a00f818bb2ec781cee4de0645f59ccaf99b1d1823b6100 \
+    --hash=sha256:8f2f1c4c032c7cedd7d8da6f54c97b70266c6570c3108d3fdffee7188bb70529 \
+    --hash=sha256:9491196535a88924a60afd5b5f434b5b203b6cc616250878dbdb223a8f7844bc \
+    --hash=sha256:9aa6e61fdf20105c4144e755bd586008ff450791d67b1c8146fdc15959c4d51c \
+    --hash=sha256:9d9edccfe496b476db5f398d97b865e9a6752bcf8aec4eef8390ce20fb64bb41 \
+    --hash=sha256:9fc7b5bfec6573f3ae844f457fdde5adeb713f8b8e4a81ad64fc207b49383716 \
+    --hash=sha256:a0dc483c00da8b673abbb367eb6f8d8f4bcec30eb58529ea13cb42e7fd2dfa33 \
+    --hash=sha256:a3a8296e7ab5c295f53f1041487cb088e1480775aafbf7fe545d93b770a0f96f \
+    --hash=sha256:a3e22975f905b89a55a488c2a08f2fdb2186175349e917d48985cc468a3d4c6e \
+    --hash=sha256:a4af35c443e0b1a1bd6a8af3f3485d7fda15c142751a00f3ff8090f0b93346fa \
+    --hash=sha256:a94dbaae5ae27bd849c93570669bff91e0510f33a80805738e3de72a7be0447b \
+    --hash=sha256:ac74facc01463f138b0da5580329cfcc82818dea5656e83ddcd11268fc12ff80 \
+    --hash=sha256:ad4c8b7488d745d2ca4838ebd8ae5ba9b56341d30b1da43640e4ce87f9f49646 \
+    --hash=sha256:b014a6ed7cf912e787149fdc529166d3ceabac23f26efeea3158c9aba2354e7e \
+    --hash=sha256:b20032766aedf6261c7a566585a40867d092ac03a0d81592d5370ef9b054f99b \
+    --hash=sha256:b2466434105a4e03113c36ec775cc2ebe6676b62eae326fa670bb607ef788c1c \
+    --hash=sha256:b304db572b4368edd8dda8a2274f73156fe15558fca4a917cb8a09fc47af5963 \
+    --hash=sha256:ba59d59aba08ac02fc03b0c8983ccd5ee39a199d0552ce9e6d2b4845b34d59ae \
+    --hash=sha256:bd52f811e65f6fb634b1047159657c98f52b407f8efec907bcfc09da9a4c0a25 \
+    --hash=sha256:bdd0e2834dce1a26c1bbe26464861e16bbe217042cbff619247c11594472518c \
+    --hash=sha256:c23ec8ee9d5ab2f5421f9c7fffce208435607af27fd46d4a44e031954352838f \
+    --hash=sha256:c39846c3aad97a8530c89d7a3869a8f8e9e3762c6ac0504481e5c80948f7e807 \
+    --hash=sha256:c3c200cf9757edd785051dc699c7ecbec22110dbfcb3fefc7a9f9695eda8ea7a \
+    --hash=sha256:c7d3a97c678d34fc5b59da671ee9cd630096ddc643e7b5a30d54a2a6f3574d3f \
+    --hash=sha256:c8653fd547c93a61aadc612007790f5555cdd18946fa48cf45e26d8ea4ea473d \
+    --hash=sha256:cc7cb243a68167172f48c1fd43cee91ec4b1d40cefd190edd43369d1a6bc9c82 \
+    --hash=sha256:ccd4893707b3e2a13e39c90d43cf80edf2e4d0457935bcc103bf2346214c3f15 \
+    --hash=sha256:cd817772b2fcf2b8c0905795318485f9ec16eae60b29feb7f4c77085311637f0 \
+    --hash=sha256:cda5fd5c95ad7a125a2e8464acc78b98b94c475a3780d6aa0aa157c93f470f4d \
+    --hash=sha256:cef89a58e628c4efcac3275c2d68083f82426dcdc89c1492a6f654f9f7ea6ab9 \
+    --hash=sha256:d1558173930a5a8d3069cee5c92fc91c87c4dbcb099debbb3622053717145a19 \
+    --hash=sha256:d6088ec9894113802bddb3c09e974929aed2c7b3a8c456219b8aab4481f1a239 \
+    --hash=sha256:d6218d92e450824e9b4881f44e8c09f1853b490f9a64130801024a4793b1b3b0 \
+    --hash=sha256:d77640cc618c1d99fc4f8589c0f24a730adfa54eb1e57ef7bf0c8dfb78da898c \
+    --hash=sha256:d7d2deec16eeedf55f2c7cf75b521ea3856a5177e123844f8fd0f114ce252cb5 \
+    --hash=sha256:db332af25642007330fca8be5c4d194caf2bea7a7fc84415aff3497af5dfee6b \
+    --hash=sha256:dd54d0e8717de95939766febac482ac0474d8ac3b048115f9f2b1d23a16e7db4 \
+    --hash=sha256:ddcac3c6b382e81f1dd0499199d4136b877beb4cb5ef770bbbfba56c4b8f55d2 \
+    --hash=sha256:df82f3787c940c94986b34222d59c9e38843fba85139f36e85255a82ad5355a9 \
+    --hash=sha256:dfa68deb2a443bdaa3ea5297b0699c1464f08aef3812b486d1348eee61b07dc0 \
+    --hash=sha256:dff9461ec275f22135650d5ba4b4931a11f3958df7dfbb8db630000d4dee0883 \
+    --hash=sha256:e1e74298bab6ee0d6e749ed4fd1901c7e604bdda32c03d787a2cc71c46d0433d \
+    --hash=sha256:e2667f0bbe7eb6c74eae5e9691441ad186e5845ca3cff63230fc09c4e7514f5d \
+    --hash=sha256:e3be98a7c30b8c25d573dafba7171d66dfb05ee6a9070fc46535464ff97700a6 \
+    --hash=sha256:e568e14940c09955aa51f4e645b6daa18a581c5dcfcd73744dcc86a856e3ced3 \
+    --hash=sha256:e72ee89e28d907a18f46959b4eb0bb06701cc7f8cf4366e00029e2ccfaaf5924 \
+    --hash=sha256:e92eb8acc45eb6a9f4935071a77edf5b85cc6f8dfad5cd99e97653c26593cdde \
+    --hash=sha256:ea05e1f97ceea523942d9b2a7d7c0359d781d683d6b043f5943a602b14da4787 \
+    --hash=sha256:eac645b09bcfdf73df7536331f0678c1086ea250981118ddb5199e17ccef72bb \
+    --hash=sha256:eb0495d778817619273c108784292be161a924b9f5ae5cbbc70a2caa6838250b \
+    --hash=sha256:ebe8e504f058fe91223351cecd2d9d6946c9d241bb0250d898ffbdf584cc72b0 \
+    --hash=sha256:ed099d105449c4f9e84f24af203cd131349d4761d8813fa7e02c32e7128cd910 \
+    --hash=sha256:f0f177d1b195b9e06376cfd7d308d8a1b920909a609d03ac82a8c73bbb16d3b9 \
+    --hash=sha256:f3d2669fe7dec7fc359ecdb5984b29b50d85d5d00f8c1cb61de4f4a24ee42627 \
+    --hash=sha256:f4e05329faa0ea1a404b37de4f034fd2c2defcca06a68dc6745e4e56c88e8a48 \
+    --hash=sha256:f53bcd52f585e1ac3e590d61434eb61f9a88c38df041b4ea126d97144344a77b \
+    --hash=sha256:f55119f7bf25f49ed210f6096090715da24f2943c62102448915fde3c62877ce \
+    --hash=sha256:f631fe87a6f30df5fbe6d79640b25e4cffb38c31c7fb6f10871517b84b0f8c1a \
+    --hash=sha256:f8fb78a83c9e5f741ca3a68cfb455c1f5bb83b4e7249a3848b3cd78d0a8563b0 \
+    --hash=sha256:fa9467a8113aa69d3d7c55a70ef0b7c636010a40993f3df9d9d0d73b3eb7ef24 \
+    --hash=sha256:fd51ebf9d3a00c074df4ede271023f4d2dba289bcc740b88191872716014e3c5
+    # via
+    #   aiobotocore
+    #   kubernetes
 aioitertools==0.13.0 \
     --hash=sha256:0be0292b856f08dfac90e31f4739432f4cb6d7520ab9eb73e143f4f2fa5259be \
     --hash=sha256:620bd241acc0bbb9ec819f1ab215866871b4bbd1f73836a55f799200ee86950c
@@ -138,21 +139,22 @@ aiosignal==1.4.0 \
     --hash=sha256:053243f8b92b990551949e63930a839ff0cf0b0ebbe0597b0f3fb19e1a0fe82e \
     --hash=sha256:f47eecd9468083c2029cc99945502cb7708b082c232f9aca65da147157b251c7
     # via aiohttp
-annotated-doc==0.0.4 \
-    --hash=sha256:571ac1dc6991c450b25a9c2d84a3705e2ae7a53467b5d111c24fa8baabbed320 \
-    --hash=sha256:fbcda96e87e9c92ad167c2e53839e57503ecfda18804ea28102353485033faa4
+annotated-doc==0.0.5 \
+    --hash=sha256:117bac03a25ede5df5440e855b32d556049ca169ead221505badf432fed4b101 \
+    --hash=sha256:c7e58ce09192557605d8bbd92836d7e1d520ac9580096042c0bfd197efacf1bb
     # via
     #   fastapi
     #   typer
-annotated-types==0.7.0 \
-    --hash=sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53 \
-    --hash=sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89
+annotated-types==0.8.0 \
+    --hash=sha256:13b2beaad985e05e2d6407ee4c4f35590b11f8d693a258a561055cac8f64cab7 \
+    --hash=sha256:f072f4d804ea359e4eaf198b1af7a8b0943881a87f31bb764f8bf219bb9419e0
     # via pydantic
-anyio==4.13.0 \
-    --hash=sha256:08b310f9e24a9594186fd75b4f73f4a4152069e3853f1ed8bfbf58369f4ad708 \
-    --hash=sha256:334b70e641fd2221c1505b3890c69882fe4a2df910cba14d97019b90b24439dc
+anyio==4.14.2 \
+    --hash=sha256:9f505dda5ac9f0c8309b5e8bd445a8c2bf7246f3ce950121e45ea15bc41d1494 \
+    --hash=sha256:cfa139f3ed1a23ee8f88a145ddb5ac7605b8bbfd8592baacd7ce3d8bb4313c7f
     # via
     #   httpx
+    #   httpx2
     #   mcp
     #   sse-starlette
     #   starlette
@@ -161,6 +163,42 @@ asn1crypto==1.5.1 \
     --hash=sha256:13ae38502be632115abf8a24cbe5f4da52e3b5231990aff31123c805306ccb9c \
     --hash=sha256:db4e40728b728508912cbb3d44f19ce188f218e9eba635821bb4b68564f8fd67
     # via snowflake-connector-python
+ast-serialize==0.6.0 \
+    --hash=sha256:0067b25fce104eaae5b88383de9ab803faeb671831e14ca698b771b356e2600f \
+    --hash=sha256:085de7f62dc9cc247eb01e965a362707d1d90b1d89a82c5bf78301a60a3c417b \
+    --hash=sha256:093cb8bb91b720d8523580498d031791bb1bbaa048599c3d21085d380e11a596 \
+    --hash=sha256:113b58346f9ceb664352032770caca817d4a3c86f611c6088e6ef65ddaa70f0e \
+    --hash=sha256:13b7769970a39983b0adf2f38917b1cd3b8946f76df045756c3d741bc689f089 \
+    --hash=sha256:2d947e45cafc4b09bd7528917fa84c517654a43de173c79785574b7b3068ac24 \
+    --hash=sha256:305802f2ce2a7c4e87835078ea85c58b586ddda8095b92fe2ead9364ae19c80a \
+    --hash=sha256:32ef62ec34cf6be20ad77d4799556638fbdf187f3ae10698dfb20ef9f2c89516 \
+    --hash=sha256:3ae22a366b752ab4496191525b78b097b5b72d531752e3c1dd7e383a8f2c8a1a \
+    --hash=sha256:4d6ef91590258ada18909b9caea344dac4de2013906b035473cd674a43f4b790 \
+    --hash=sha256:4ed29121da8b3fdc291002801a1de0f76248fa07dce89157a5f277842cf6126e \
+    --hash=sha256:5337cb256dcea3df9288205213d1601581536526b8f4da44b6974f1180f3252a \
+    --hash=sha256:577a6c189068686869f5f1ddc38363f3ae1808a4753b577266f9202071a7bb66 \
+    --hash=sha256:6e15ec740436e1a0d62de848641abe5f3a2f89a7f94907d534795ac91bbacf14 \
+    --hash=sha256:6f7a408601bb3edaefb3bc67a4c01f5235e3253653b6a5729a2ee2382b35341c \
+    --hash=sha256:82c312a7844d2fdeb4d5c48bd3d215bf940dafd4704e1a9bcf252a99010a99b1 \
+    --hash=sha256:8670bfa51208a2c0c8d138928e40e998fab158f9200d53bb80c088b5b8eda7b8 \
+    --hash=sha256:897ac47b5637be41c0c07061c8a912fafa967ef1dc73fa115e4bfa70882a093b \
+    --hash=sha256:9f8a8b78b13173de6a9ec22111d9be674874cd5bdccda04f14ae5ebc2bef403a \
+    --hash=sha256:a14191beec7e0c078d2fc1f6edc0aee88bcd4db9f18e1bc9f8052b559c22dddc \
+    --hash=sha256:a4826809eb8597a8cd59fd924b6d7c285b8969a1e0007e2cb652cab62376270f \
+    --hash=sha256:a7520b672827885bafeae7501f684d14d47d17e5f45256f9df547686cca52264 \
+    --hash=sha256:aadd3ffcf4858c9726bf3515f7b199c7eadbe504f96028e4a87172c0da65a8fe \
+    --hash=sha256:b1dac4e09d341c1300ba69cdcbe62867b32a8c75d90db9bf4d083bec3b039f0b \
+    --hash=sha256:c4af9a1386166e40ed01464991806f89038a2d89782576c7774876fa77034e32 \
+    --hash=sha256:c617417f9cbb0cb144f6283c3cbe0d2e0f01beaf9f608f662b21191058a626ec \
+    --hash=sha256:c7b8b8f0c42f752ea00b2b7d7c090b3f80d9c1c5c75cadf16423790a0cc74081 \
+    --hash=sha256:c901adbd750029b9ac4ad3d6aa56853e0ad4875119fbf52b7b8298afc223828b \
+    --hash=sha256:ccd132fe8db56f61fe743b1f644d01b8d65b83248a8da506f3132bda86d6ed5e \
+    --hash=sha256:cd5b91b9e6f2356ace3a556963b0cd783b395fbbb0bb17b4defc283415466e77 \
+    --hash=sha256:cdc4e6f930b9090c2f92c9036ad12ffb8e6e44d4a5ba06f1458a05d60f203f7b \
+    --hash=sha256:dcbed41e9386059fc0261d602445ede0976c2ecec2939688bcbcb9ed0b6f28b7 \
+    --hash=sha256:e61580a69faf47e3689795367ed211f2a10fd741478cc0f36a0f128793360aad \
+    --hash=sha256:f2ff3baffc3a29c1f15bc9098aa0c09763410262d5e6cef42116f7356c184554
+    # via mypy
 atpublic==7.0.0 \
     --hash=sha256:466ef10d0c8bbd14fd02a5fbd5a8b6af6a846373d91106d3a07c16d72d96b63e \
     --hash=sha256:6702bd9e7245eb4e8220a3e222afcef7f87412154732271ee7deee4433b72b4b
@@ -169,264 +207,248 @@ attrs==26.1.0 \
     --hash=sha256:c647aa4a12dfbad9333ca4e71fe62ddc36f4e63b2d260a37a8b83d2f043ac309 \
     --hash=sha256:d03ceb89cb322a8fd706d4fb91940737b6642aa36998fe130a9bc96c985eff32
     # via
+    #   feast (pyproject.toml)
     #   aiohttp
     #   jsonschema
     #   referencing
-bigtree==1.4.0 \
-    --hash=sha256:d0d99550ae64ce4529f132602ab875c2ab472c96c942f5704f8c72a17450d3ea \
-    --hash=sha256:e5ae2e948168da671d99601c9ed87ab3b48d9d4ea8a98f111e5748e98064c31c
+bigtree==1.5.3 \
+    --hash=sha256:47879c5d80f4e0d50f2c8818d3b80fc58af24b5372608223aac25e5580ac0ed8 \
+    --hash=sha256:81169329ec92dfab7d8df9d61d85d8dea8b8512fbf073fbc95badc21eadcd14f
     # via feast (pyproject.toml)
-boto3==1.38.27 \
-    --hash=sha256:94bd7fdd92d5701b362d4df100d21e28f8307a67ff56b6a8b0398119cf22f859 \
-    --hash=sha256:95f5fe688795303a8a15e8b7e7f255cadab35eae459d00cc281a4fd77252ea80
+boto3==1.43.46 \
+    --hash=sha256:66c0d943b049a46a492ec4ec2ebe73c930b1842c7137bee83aad6d93e95d4d96 \
+    --hash=sha256:69453e2c1bcb9fd9806527ab99950cacfc2826cb0dce9a3a0414d19270c06c3c
     # via
     #   feast (pyproject.toml)
     #   snowflake-connector-python
-botocore==1.38.46 \
-    --hash=sha256:8798e5a418c27cf93195b077153644aea44cb171fcd56edc1ecebaa1e49e226e \
-    --hash=sha256:89ca782ffbf2e8769ca9c89234cfa5ca577f1987d07d913ee3c68c4776b1eb5b
+botocore==1.43.46 \
+    --hash=sha256:59f2e1ac3cdc66d191cae91c0804bc41847ce817dc8147cf43eaada8f76a5533 \
+    --hash=sha256:cb673891e623ae6e6a1bf24d94ef169504f3eb02584adb5d5bee2f6aae819b60
     # via
     #   aiobotocore
     #   boto3
     #   s3transfer
     #   snowflake-connector-python
-certifi==2026.4.22 \
-    --hash=sha256:3cb2210c8f88ba2318d29b0388d1023c8492ff72ecdde4ebdaddbb13a31b1c4a \
-    --hash=sha256:8d455352a37b71bf76a79caa83a3d6c25afee4a385d632127b6afb3963f1c580
+cachetools==7.1.6 \
+    --hash=sha256:2c12e255780330af28b91bb7fb96cce4c766f04e38396b9a24510190a5827096 \
+    --hash=sha256:c7a79e7f30ba9943c1cefd08cc36f006aaae086e017af9166f1d59d6170c47e1
+    # via pymilvus
+certifi==2026.7.22 \
+    --hash=sha256:62f22742b58a1a33014a2b6b706588a8d7e2a88ae7bd1a6ebe8c992928483775 \
+    --hash=sha256:741e2c3b351ddf169a738da9f2c048608ff7f2c5cc02f1ebc6b118bb090d5d55
     # via
     #   httpcore
     #   httpx
     #   kubernetes
     #   requests
     #   snowflake-connector-python
-cffi==2.0.0 \
-    --hash=sha256:00bdf7acc5f795150faa6957054fbbca2439db2f775ce831222b66f192f03beb \
-    --hash=sha256:07b271772c100085dd28b74fa0cd81c8fb1a3ba18b21e03d7c27f3436a10606b \
-    --hash=sha256:087067fa8953339c723661eda6b54bc98c5625757ea62e95eb4898ad5e776e9f \
-    --hash=sha256:0a1527a803f0a659de1af2e1fd700213caba79377e27e4693648c2923da066f9 \
-    --hash=sha256:0cf2d91ecc3fcc0625c2c530fe004f82c110405f101548512cce44322fa8ac44 \
-    --hash=sha256:0f6084a0ea23d05d20c3edcda20c3d006f9b6f3fefeac38f59262e10cef47ee2 \
-    --hash=sha256:12873ca6cb9b0f0d3a0da705d6086fe911591737a59f28b7936bdfed27c0d47c \
-    --hash=sha256:19f705ada2530c1167abacb171925dd886168931e0a7b78f5bffcae5c6b5be75 \
-    --hash=sha256:1cd13c99ce269b3ed80b417dcd591415d3372bcac067009b6e0f59c7d4015e65 \
-    --hash=sha256:1e3a615586f05fc4065a8b22b8152f0c1b00cdbc60596d187c2a74f9e3036e4e \
-    --hash=sha256:1f72fb8906754ac8a2cc3f9f5aaa298070652a0ffae577e0ea9bd480dc3c931a \
-    --hash=sha256:1fc9ea04857caf665289b7a75923f2c6ed559b8298a1b8c49e59f7dd95c8481e \
-    --hash=sha256:203a48d1fb583fc7d78a4c6655692963b860a417c0528492a6bc21f1aaefab25 \
-    --hash=sha256:2081580ebb843f759b9f617314a24ed5738c51d2aee65d31e02f6f7a2b97707a \
-    --hash=sha256:21d1152871b019407d8ac3985f6775c079416c282e431a4da6afe7aefd2bccbe \
-    --hash=sha256:24b6f81f1983e6df8db3adc38562c83f7d4a0c36162885ec7f7b77c7dcbec97b \
-    --hash=sha256:256f80b80ca3853f90c21b23ee78cd008713787b1b1e93eae9f3d6a7134abd91 \
-    --hash=sha256:28a3a209b96630bca57cce802da70c266eb08c6e97e5afd61a75611ee6c64592 \
-    --hash=sha256:2c8f814d84194c9ea681642fd164267891702542f028a15fc97d4674b6206187 \
-    --hash=sha256:2de9a304e27f7596cd03d16f1b7c72219bd944e99cc52b84d0145aefb07cbd3c \
-    --hash=sha256:38100abb9d1b1435bc4cc340bb4489635dc2f0da7456590877030c9b3d40b0c1 \
-    --hash=sha256:3925dd22fa2b7699ed2617149842d2e6adde22b262fcbfada50e3d195e4b3a94 \
-    --hash=sha256:3e17ed538242334bf70832644a32a7aae3d83b57567f9fd60a26257e992b79ba \
-    --hash=sha256:3e837e369566884707ddaf85fc1744b47575005c0a229de3327f8f9a20f4efeb \
-    --hash=sha256:3f4d46d8b35698056ec29bca21546e1551a205058ae1a181d871e278b0b28165 \
-    --hash=sha256:44d1b5909021139fe36001ae048dbdde8214afa20200eda0f64c068cac5d5529 \
-    --hash=sha256:45d5e886156860dc35862657e1494b9bae8dfa63bf56796f2fb56e1679fc0bca \
-    --hash=sha256:4647afc2f90d1ddd33441e5b0e85b16b12ddec4fca55f0d9671fef036ecca27c \
-    --hash=sha256:4671d9dd5ec934cb9a73e7ee9676f9362aba54f7f34910956b84d727b0d73fb6 \
-    --hash=sha256:53f77cbe57044e88bbd5ed26ac1d0514d2acf0591dd6bb02a3ae37f76811b80c \
-    --hash=sha256:5eda85d6d1879e692d546a078b44251cdd08dd1cfb98dfb77b670c97cee49ea0 \
-    --hash=sha256:5fed36fccc0612a53f1d4d9a816b50a36702c28a2aa880cb8a122b3466638743 \
-    --hash=sha256:61d028e90346df14fedc3d1e5441df818d095f3b87d286825dfcbd6459b7ef63 \
-    --hash=sha256:66f011380d0e49ed280c789fbd08ff0d40968ee7b665575489afa95c98196ab5 \
-    --hash=sha256:6824f87845e3396029f3820c206e459ccc91760e8fa24422f8b0c3d1731cbec5 \
-    --hash=sha256:6c6c373cfc5c83a975506110d17457138c8c63016b563cc9ed6e056a82f13ce4 \
-    --hash=sha256:6d02d6655b0e54f54c4ef0b94eb6be0607b70853c45ce98bd278dc7de718be5d \
-    --hash=sha256:6d50360be4546678fc1b79ffe7a66265e28667840010348dd69a314145807a1b \
-    --hash=sha256:730cacb21e1bdff3ce90babf007d0a0917cc3e6492f336c2f0134101e0944f93 \
-    --hash=sha256:737fe7d37e1a1bffe70bd5754ea763a62a066dc5913ca57e957824b72a85e205 \
-    --hash=sha256:74a03b9698e198d47562765773b4a8309919089150a0bb17d829ad7b44b60d27 \
-    --hash=sha256:7553fb2090d71822f02c629afe6042c299edf91ba1bf94951165613553984512 \
-    --hash=sha256:7a66c7204d8869299919db4d5069a82f1561581af12b11b3c9f48c584eb8743d \
-    --hash=sha256:7cc09976e8b56f8cebd752f7113ad07752461f48a58cbba644139015ac24954c \
-    --hash=sha256:81afed14892743bbe14dacb9e36d9e0e504cd204e0b165062c488942b9718037 \
-    --hash=sha256:8941aaadaf67246224cee8c3803777eed332a19d909b47e29c9842ef1e79ac26 \
-    --hash=sha256:89472c9762729b5ae1ad974b777416bfda4ac5642423fa93bd57a09204712322 \
-    --hash=sha256:8ea985900c5c95ce9db1745f7933eeef5d314f0565b27625d9a10ec9881e1bfb \
-    --hash=sha256:8eca2a813c1cb7ad4fb74d368c2ffbbb4789d377ee5bb8df98373c2cc0dee76c \
-    --hash=sha256:92b68146a71df78564e4ef48af17551a5ddd142e5190cdf2c5624d0c3ff5b2e8 \
-    --hash=sha256:9332088d75dc3241c702d852d4671613136d90fa6881da7d770a483fd05248b4 \
-    --hash=sha256:94698a9c5f91f9d138526b48fe26a199609544591f859c870d477351dc7b2414 \
-    --hash=sha256:9a67fc9e8eb39039280526379fb3a70023d77caec1852002b4da7e8b270c4dd9 \
-    --hash=sha256:9de40a7b0323d889cf8d23d1ef214f565ab154443c42737dfe52ff82cf857664 \
-    --hash=sha256:a05d0c237b3349096d3981b727493e22147f934b20f6f125a3eba8f994bec4a9 \
-    --hash=sha256:afb8db5439b81cf9c9d0c80404b60c3cc9c3add93e114dcae767f1477cb53775 \
-    --hash=sha256:b18a3ed7d5b3bd8d9ef7a8cb226502c6bf8308df1525e1cc676c3680e7176739 \
-    --hash=sha256:b1e74d11748e7e98e2f426ab176d4ed720a64412b6a15054378afdb71e0f37dc \
-    --hash=sha256:b21e08af67b8a103c71a250401c78d5e0893beff75e28c53c98f4de42f774062 \
-    --hash=sha256:b4c854ef3adc177950a8dfc81a86f5115d2abd545751a304c5bcf2c2c7283cfe \
-    --hash=sha256:b882b3df248017dba09d6b16defe9b5c407fe32fc7c65a9c69798e6175601be9 \
-    --hash=sha256:baf5215e0ab74c16e2dd324e8ec067ef59e41125d3eade2b863d294fd5035c92 \
-    --hash=sha256:c649e3a33450ec82378822b3dad03cc228b8f5963c0c12fc3b1e0ab940f768a5 \
-    --hash=sha256:c654de545946e0db659b3400168c9ad31b5d29593291482c43e3564effbcee13 \
-    --hash=sha256:c6638687455baf640e37344fe26d37c404db8b80d037c3d29f58fe8d1c3b194d \
-    --hash=sha256:c8d3b5532fc71b7a77c09192b4a5a200ea992702734a2e9279a37f2478236f26 \
-    --hash=sha256:cb527a79772e5ef98fb1d700678fe031e353e765d1ca2d409c92263c6d43e09f \
-    --hash=sha256:cf364028c016c03078a23b503f02058f1814320a56ad535686f90565636a9495 \
-    --hash=sha256:d48a880098c96020b02d5a1f7d9251308510ce8858940e6fa99ece33f610838b \
-    --hash=sha256:d68b6cef7827e8641e8ef16f4494edda8b36104d79773a334beaa1e3521430f6 \
-    --hash=sha256:d9b29c1f0ae438d5ee9acb31cadee00a58c46cc9c0b2f9038c6b0b3470877a8c \
-    --hash=sha256:d9b97165e8aed9272a6bb17c01e3cc5871a594a446ebedc996e2397a1c1ea8ef \
-    --hash=sha256:da68248800ad6320861f129cd9c1bf96ca849a2771a59e0344e88681905916f5 \
-    --hash=sha256:da902562c3e9c550df360bfa53c035b2f241fed6d9aef119048073680ace4a18 \
-    --hash=sha256:dbd5c7a25a7cb98f5ca55d258b103a2054f859a46ae11aaf23134f9cc0d356ad \
-    --hash=sha256:dd4f05f54a52fb558f1ba9f528228066954fee3ebe629fc1660d874d040ae5a3 \
-    --hash=sha256:de8dad4425a6ca6e4e5e297b27b5c824ecc7581910bf9aee86cb6835e6812aa7 \
-    --hash=sha256:e11e82b744887154b182fd3e7e8512418446501191994dbf9c9fc1f32cc8efd5 \
-    --hash=sha256:e6e73b9e02893c764e7e8d5bb5ce277f1a009cd5243f8228f75f842bf937c534 \
-    --hash=sha256:f73b96c41e3b2adedc34a7356e64c8eb96e03a3782b535e043a986276ce12a49 \
-    --hash=sha256:f93fd8e5c8c0a4aa1f424d6173f14a892044054871c771f8566e4008eaa359d2 \
-    --hash=sha256:fc33c5141b55ed366cfaad382df24fe7dcbc686de5be719b207bb248e3053dc5 \
-    --hash=sha256:fc7de24befaeae77ba923797c7c87834c73648a05a4bde34b3b7e5588973a453 \
-    --hash=sha256:fe562eb1a64e67dd297ccc4f5addea2501664954f2692b69a76449ec7913ecbf
+cffi==2.1.0 \
+    --hash=sha256:02cb7ff33ded4f1532476731f89ede53e2e488a8e6205515a82144246ffa7dcc \
+    --hash=sha256:03e9810d18c646077e501f661b682fbf5dee4676048527ca3cffe66faa9960dd \
+    --hash=sha256:0520e1f4c35f44e209cbbb421b67eec42e6a157f59444dfb6058874ff3610e5d \
+    --hash=sha256:0582a58f3051372229ca8e7f5f589f9e5632678208d8636fea3676711fdf7fe5 \
+    --hash=sha256:0611e7ebf90573a535ebdc33ae9da222d037853983e13359f580fab781ca017f \
+    --hash=sha256:0a42c688d19fca6e095a53c6a6e2295a5b050a8b289f109adab02a9e61a25de6 \
+    --hash=sha256:0a96b74cda968eebbad56d973efe5098974f0a9fb323865bf99ea1fd24e3e64c \
+    --hash=sha256:10537b1df4967ca26d21e5072d7d54188354483b91dc75058968d3f0cf13fbda \
+    --hash=sha256:11b3fb55f4f8ad92274ed26705f65d8f91457de71f5380061eb6d125a768fecd \
+    --hash=sha256:15faec4adfff450819f3aee0e2e02c812de6edb88203aa58807955db2003472a \
+    --hash=sha256:164bff1657b2a74f0b6d54e11c9b375bc97b931f2ca9c43fcf875838da1570dd \
+    --hash=sha256:1854b724d00f6654c742097d5387569021be12d3a0f770eae1df8f8acfcc6acd \
+    --hash=sha256:19c54ac121cad98450b4896fa9a43ee0180d57bc4bc911a33db6cab1efab6cd3 \
+    --hash=sha256:1b96bfe2c4bd825681b7d311ad6d9b7280a091f43e8f63da5729638083cd3bfb \
+    --hash=sha256:1e9f50d192a3e525b15a75ab5114e442d83d657b7ec29182a991bc9a88fd3a66 \
+    --hash=sha256:1ff3456eab0d889592d1936d6125bbfbc7ae4d3354a700f8bd80450a66445d4d \
+    --hash=sha256:2282cd5e38aa8accd03e99d1256af8411c84cdbee6a89d841b563fdbd1f3e50f \
+    --hash=sha256:276f20fffd7b396e12516ba8edf9509210ac248cbbc5acbc39cd512f9f59ebe6 \
+    --hash=sha256:2b71d409cccee78310ab5dec549aed052aaea483346e282c7b02362596e01bb0 \
+    --hash=sha256:2e9dabb9abcb7ad15938c7196ad5c1718a4e6d33cc79b4c0209bdb64c4a54a5c \
+    --hash=sha256:30b65779d598c370374fefabf138d456fd6f3216bfa7bedfab1ba82025b0cd93 \
+    --hash=sha256:33eb1ad83ebe8f313e0df035c406227d55a79456704a863fad9842136af5ad7d \
+    --hash=sha256:35aaea0c7ee0e58a5cd8c2fd1a48fdf7ece0d2699b7ecdda08194e9ce5dd9b3d \
+    --hash=sha256:3681e031db29958a7502f5c0c9d6bbc4c36cb20f7b104086fa642d1799631ff8 \
+    --hash=sha256:379de10ce1ba048b1448599d1b37b24caee16309d1ac98d3982fc997f768700b \
+    --hash=sha256:37f525a7e7e50c017fdebe58b787be310ad59357ae43a053943a6e1a6c526001 \
+    --hash=sha256:3b926723c13eba9f81d2ef3820d63aeceec3b2d4639906047bf675cb8a7a500d \
+    --hash=sha256:3d7f118b5adbfdfead90c25822690b02bc8074fba949bb7858bec4ebd55adb43 \
+    --hash=sha256:46b1c8db8f6122420f32d02fffb924c2fe9bc772d228c7c711748fff56aabb2b \
+    --hash=sha256:47ff3a8bfd8cb9da1af7524b965127095055654c177fcfc7578debcb015eecd0 \
+    --hash=sha256:4d433a51f1870e43a13b6732f92aaf540ff77c2015097c78556f75a2d6c030e0 \
+    --hash=sha256:4f26194e3d95e06501b942642855aed4f953d55e95d7d01b7c4483db3ecff458 \
+    --hash=sha256:510aeeeac94811b138077451da1fb18b308a5feab47dd2b603af55804155e1c8 \
+    --hash=sha256:5972433ad71a9e46516584ef60a0fda12d9dc459938d1539c3ddecf9bdc1368d \
+    --hash=sha256:5ecbd0499275d57506d397eebe1981cee87b47fcd9ef5c22cab7ed7644a39a94 \
+    --hash=sha256:6274dcb2d15cef48daa73ed1be5a40d501d74dccd0cd6db364776d12cb6ba022 \
+    --hash=sha256:63960549e4f8dc41e31accb97b975abaecfc44c03e396c093a6436763c2ea7db \
+    --hash=sha256:64c753a0f87a256020004f37a1c8c02c480e725f910f0b2a0f3f07debd1b2479 \
+    --hash=sha256:6af371f3767faeffc6ac1ef57cdfd25844403e9d3f476c5537caee499de96376 \
+    --hash=sha256:6ca4919c6e4f89aa99c42510b42cf54596892c00b3f9077f6bdd1505e24b9c8d \
+    --hash=sha256:6d194185eabd279f1c05ebe3504265ddfc5ad2b58d0714f7db9f01da592e9eb6 \
+    --hash=sha256:702c436735fbe99d59ada02a1f65cfc0d31c0ee8b7290912f8fbc5cd1e4b16c3 \
+    --hash=sha256:716ff8ec22f20b4d988b12884086bcef0fc99737043e503f7a3935a6be99b1ea \
+    --hash=sha256:762f99479dcb369f60ab9017ad4ab97a36a1dd7c1ee5a3b15db0f4b8659120cd \
+    --hash=sha256:7762faa47e8ff7eb80bd261d9a7d8eea2d8baa69de5e95b70c1f338bbe712f02 \
+    --hash=sha256:78474632761faa0fb96f30b1c928c84ebcf68713cbb80d15bab09dfe61640fde \
+    --hash=sha256:799416bae98336e400981ff6e532d67d5c709cfb30afb79865a1315f94b0e224 \
+    --hash=sha256:7d034dcffa09e9a46c93fa3a3be402096cb5354ac6e41ab8e5cc9cd8b642ad76 \
+    --hash=sha256:7d28dff1db6764108bc30788d85d61c876beff416d9a49cb9dd7c5a9f34f5804 \
+    --hash=sha256:7d3538f9c0e50670f4deb93dbb696576e60590369cae2faf7de681e597a8a1f1 \
+    --hash=sha256:7d5980a3433d4b71a5e120f9dd551403d7824e31e2e67124fe2769c404c06913 \
+    --hash=sha256:7ea6b3e2c4250ff1de21c630fe72d0f63eb95c2c32ffbf64a358cf4a8836d714 \
+    --hash=sha256:86cf8755a791f72c85dc287128cc62d4f24d392e3f1e15837245623f4a33cccc \
+    --hash=sha256:88023dfe18799507b73f1dbb0d14326a17465de1bc9c9c7655c22845e9ddc3a2 \
+    --hash=sha256:89095c1968b4ba8285840e131bf2891b09ae137fe2146905acae0354fbce1b5e \
+    --hash=sha256:8d35c139744adb3e727cd51b1a18324bbe44b8bd41bf8322bca4d41289f48eda \
+    --hash=sha256:8e74a6135550c4748af665b1b1118b6aab33b1fc6a16f9aff630af107c3b4512 \
+    --hash=sha256:8f9ec95b8a043d3dfbc74d9abc6f7baf524dd27a8dc160b0a32ff9cdab650c28 \
+    --hash=sha256:90bec57cf82089383bd06a605b3eb8daebf7e5a668520beaf6e327a83a947699 \
+    --hash=sha256:95f2954c2c9473d892eca6e0409f3568b37ab62a8eedb122461f73cc273476e3 \
+    --hash=sha256:961be50688f7fba2fa65f63712d3b9b341a22311f5253460ce933f52f0de1c8c \
+    --hash=sha256:98fff996e983a36d3aa2eca83af40c5821202e7e6f32d13ae94e3d2286f10cfe \
+    --hash=sha256:9b8f0f26ca4e7513c534d351eca551947d053fac438f2a04ac96d882909b0d3a \
+    --hash=sha256:9d72af0cf10a76a600a9690078fe31c63b9588c8e86bf9fd353f713c84b5db0f \
+    --hash=sha256:9d8272c0e483b024e1b9ad029821470ed8ec65631dbd90217469da0e7cd89f1c \
+    --hash=sha256:a016194dbe13d14ee9556e734b772d8d67b947092b268d757fd4290e3ba2dfc2 \
+    --hash=sha256:a5781494d4d400a3f47f8f1da94b324f6e6b440a53387774002890a2a2f4b50f \
+    --hash=sha256:a95b05f9baf29b91171b3a8bd2020b028835243e7b0ff6bb23e2a3c228518b1b \
+    --hash=sha256:aa7a1b53a2a4452ada2d1b5dade9960b2522f1e61293a811a077439e39029565 \
+    --hash=sha256:ac0f1a2d0cfa7eea3f2aaf006ab6e70e8feeb16b75d65b7e5939982ca2f11056 \
+    --hash=sha256:af5e2915d41fe6c961694d7bfdc8562942638200f3ce2765dfb8b745cf997629 \
+    --hash=sha256:b6422532152adf4e59b110cb2808cee7a033800952f5c036b4af047ee43199e7 \
+    --hash=sha256:b65f590ef2a44640f9a05dbb548a429b4ade77913ce683ac8b1480777658a6c0 \
+    --hash=sha256:ba00f661f8ba35d075c937174e27c2c421cec3942fd2e0ea3e66996757c0fdd9 \
+    --hash=sha256:bccbbb5ee76a61f9d99b5bf3846a51d7fca4b6a732fe46f89295610edaf41853 \
+    --hash=sha256:bf01d8c84cbea96b944c73b22182e6c7c432b3475632b8111dbfdc95ddad6e13 \
+    --hash=sha256:bf5c6cf48238b0eb4c086978c492ad1cbc22373fc5b2d7353b3a598ce6db887a \
+    --hash=sha256:c16914df9fb7f500e440e6875fa23ff5e0b31db01fa9c06af98d59a91f0dc2e4 \
+    --hash=sha256:c351efb95e832a853a29361675f33a7ce53de1a109cd73fd47af0712213aa4ce \
+    --hash=sha256:c4165821e131d6d4ca444347c2b694e2311bcfa3fe5a861cc72968f28867beac \
+    --hash=sha256:c5f5df567f6eb216de69be06ce55c8b714090fae02b18a3b40da8163b8c5fa9c \
+    --hash=sha256:c941bb58d5a6e1c3892d86e42927ed6c180302f07e6d395d08c416e594b98b46 \
+    --hash=sha256:c97f080ea627e2863524c5af3836e2270b5f5dfff1f104392b959f8df0c5d384 \
+    --hash=sha256:cb96698e3c7413d906ce83f8ffd245ec1bd94707541f299d0ce4d6b0193e982b \
+    --hash=sha256:cbb7640ce37159548d2147b5b8c241f962143d4c71231431820783f4dc78f210 \
+    --hash=sha256:cdf2448aab5f661c9315308ec8b93f4e8a1a67a3c733f8631067a2b67d5913dc \
+    --hash=sha256:d2117334c3af3bdcb9a88522b844a2bdb5efdc4f71c6c822df55486ae1c3347a \
+    --hash=sha256:d53d10f7da99ae46f7373b9150393e9c5eab9b224909982b43832668de4779f5 \
+    --hash=sha256:d9fafc5aa2e2a39aaf7f8cc0c1f044a9b07fca12e558dca53a3cc5c654ad67a7 \
+    --hash=sha256:db3eb7d46527159a878ec3460e9d40615bc25ba337d477db681aea6e4f05c5d2 \
+    --hash=sha256:dbf7c7a88e2bac086f06d14577332760bdeecc42bdec8ac4077f6260557d9326 \
+    --hash=sha256:df2b82571a1b30f58a87bf4e5a9e78d2b1eff6c6ce8fd3aa3757221f93f0863f \
+    --hash=sha256:df92f2aba50eb4d96718b68ef76f2e57a57b54f2fa62333496d16c6d585a85ca \
+    --hash=sha256:eb4e8997a49aa2c08a3e43c9045d224448b8941d88e7ac163c7d383e560cbf98 \
+    --hash=sha256:efc1cdd798b1aaf39b4610bba7aad28c9bea9b910f25c784ccf9ec1fa719d1f9 \
+    --hash=sha256:f146d154428a2523f9cc7936c02353c2459b8f6cf07d3cd1ee1c0a611109c5d5 \
+    --hash=sha256:f5bce581e6b8c235e566a14768a943b172ada3ed73537bb0c0be1edee312d4e7 \
+    --hash=sha256:f9912624a0c0b834b7520d7769b3644453aabc0a7e1c839da7359f050750e9bc \
+    --hash=sha256:fb62edb5bb52cca65fab91a63afa7561607120d26090a7e8fda6fb9f064726da \
+    --hash=sha256:ff067a8d8d880e7809e4ac88eb009bb848870115317b306666502ccad30b147f
     # via
     #   feast (pyproject.toml)
     #   cryptography
-charset-normalizer==3.4.7 \
-    --hash=sha256:007d05ec7321d12a40227aae9e2bc6dca73f3cb21058999a1df9e193555a9dcc \
-    --hash=sha256:03853ed82eeebbce3c2abfdbc98c96dc205f32a79627688ac9a27370ea61a49c \
-    --hash=sha256:07d9e39b01743c3717745f4c530a6349eadbfa043c7577eef86c502c15df2c67 \
-    --hash=sha256:08e721811161356f97b4059a9ba7bafb23ea5ee2255402c42881c214e173c6b4 \
-    --hash=sha256:0c96c3b819b5c3e9e165495db84d41914d6894d55181d2d108cc1a69bfc9cce0 \
-    --hash=sha256:0ea948db76d31190bf08bd371623927ee1339d5f2a0b4b1b4a4439a65298703c \
-    --hash=sha256:0f7eb884681e3938906ed0434f20c63046eacd0111c4ba96f27b76084cd679f5 \
-    --hash=sha256:12a6fff75f6bc66711b73a2f0addfc4c8c15a20e805146a02d147a318962c444 \
-    --hash=sha256:12d8baf840cc7889b37c7c770f478adea7adce3dcb3944d02ec87508e2dcf153 \
-    --hash=sha256:14265bfe1f09498b9d8ec91e9ec9fa52775edf90fcbde092b25f4a33d444fea9 \
-    --hash=sha256:16d971e29578a5e97d7117866d15889a4a07befe0e87e703ed63cd90cb348c01 \
-    --hash=sha256:177a0ba5f0211d488e295aaf82707237e331c24788d8d76c96c5a41594723217 \
-    --hash=sha256:1a87ca9d5df6fe460483d9a5bbf2b18f620cbed41b432e2bddb686228282d10b \
-    --hash=sha256:1c2a768fdd44ee4a9339a9b0b130049139b8ce3c01d2ce09f67f5a68048d477c \
-    --hash=sha256:1c2aed2e5e41f24ea8ef1590b8e848a79b56f3a5564a65ceec43c9d692dc7d8a \
-    --hash=sha256:1dc8b0ea451d6e69735094606991f32867807881400f808a106ee1d963c46a83 \
-    --hash=sha256:1efde3cae86c8c273f1eb3b287be7d8499420cf2fe7585c41d370d3e790054a5 \
-    --hash=sha256:202389074300232baeb53ae2569a60901f7efadd4245cf3a3bf0617d60b439d7 \
-    --hash=sha256:203104ed3e428044fd943bc4bf45fa73c0730391f9621e37fe39ecf477b128cb \
-    --hash=sha256:2257141f39fe65a3fdf38aeccae4b953e5f3b3324f4ff0daf9f15b8518666a2c \
-    --hash=sha256:298930cec56029e05497a76988377cbd7457ba864beeea92ad7e844fe74cd1f1 \
-    --hash=sha256:2cd4a60d0e2fb04537162c62bbbb4182f53541fe0ede35cdf270a1c1e723cc42 \
-    --hash=sha256:2d6eb928e13016cea4f1f21d1e10c1cebd5a421bc57ddf5b1142ae3f86824fab \
-    --hash=sha256:2fe249cb4651fd12605b7288b24751d8bfd46d35f12a20b1ba33dea122e690df \
-    --hash=sha256:30b8d1d8c52a48c2c5690e152c169b673487a2a58de1ec7393196753063fcd5e \
-    --hash=sha256:320ade88cfb846b8cd6b4ddf5ee9e80ee0c1f52401f2456b84ae1ae6a1a5f207 \
-    --hash=sha256:3534e7dcbdcf757da6b85a0bbf5b6868786d5982dd959b065e65481644817a18 \
-    --hash=sha256:36836d6ff945a00b88ba1e4572d721e60b5b8c98c155d465f56ad19d68f23734 \
-    --hash=sha256:38c0109396c4cfc574d502df99742a45c72c08eff0a36158b6f04000043dbf38 \
-    --hash=sha256:3946fa46a0cf3e4c8cb1cc52f56bb536310d34f25f01ca9b6c16afa767dab110 \
-    --hash=sha256:3bec022aec2c514d9cf199522a802bd007cd588ab17ab2525f20f9c34d067c18 \
-    --hash=sha256:3c9a494bc5ec77d43cea229c4f6db1e4d8fe7e1bbffa8b6f0f0032430ff8ab44 \
-    --hash=sha256:3dce51d0f5e7951f8bb4900c257dad282f49190fdbebecd4ba99bcc41fef404d \
-    --hash=sha256:3dedcc22d73ec993f42055eff4fcfed9318d1eeb9a6606c55892a26964964e48 \
-    --hash=sha256:4042d5c8f957e15221d423ba781e85d553722fc4113f523f2feb7b188cc34c5e \
-    --hash=sha256:481551899c856c704d58119b5025793fa6730adda3571971af568f66d2424bb5 \
-    --hash=sha256:4dc1e73c36828f982bfe79fadf5919923f8a6f4df2860804db9a98c48824ce8d \
-    --hash=sha256:4e5163c14bffd570ef2affbfdd77bba66383890797df43dc8b4cc7d6f500bf53 \
-    --hash=sha256:511ef87c8aec0783e08ac18565a16d435372bc1ac25a91e6ac7f5ef2b0bff790 \
-    --hash=sha256:532bc9bf33a68613fd7d65e4b1c71a6a38d7d42604ecf239c77392e9b4e8998c \
-    --hash=sha256:54523e136b8948060c0fa0bc7b1b50c32c186f2fceee897a495406bb6e311d2b \
-    --hash=sha256:5649fd1c7bade02f320a462fdefd0b4bd3ce036065836d4f42e0de958038e116 \
-    --hash=sha256:56be790f86bfb2c98fb742ce566dfb4816e5a83384616ab59c49e0604d49c51d \
-    --hash=sha256:5b77459df20e08151cd6f8b9ef8ef1f961ef73d85c21a555c7eed5b79410ec10 \
-    --hash=sha256:5ed6ab538499c8644b8a3e18debabcd7ce684f3fa91cf867521a7a0279cab2d6 \
-    --hash=sha256:6178f72c5508bfc5fd446a5905e698c6212932f25bcdd4b47a757a50605a90e2 \
-    --hash=sha256:6370e8686f662e6a3941ee48ed4742317cafbe5707e36406e9df792cdb535776 \
-    --hash=sha256:64f02c6841d7d83f832cd97ccf8eb8a906d06eb95d5276069175c696b024b60a \
-    --hash=sha256:65bcd23054beab4d166035cabbc868a09c1a49d1efe458fe8e4361215df40265 \
-    --hash=sha256:66671f93accb62ed07da56613636f3641f1a12c13046ce91ffc923721f23c008 \
-    --hash=sha256:6696b7688f54f5af4462118f0bfa7c1621eeb87154f77fa04b9295ce7a8f2943 \
-    --hash=sha256:6785f414ae0f3c733c437e0f3929197934f526d19dfaa75e18fdb4f94c6fb374 \
-    --hash=sha256:67f6279d125ca0046a7fd386d01b311c6363844deac3e5b069b514ba3e63c246 \
-    --hash=sha256:6c114670c45346afedc0d947faf3c7f701051d2518b943679c8ff88befe14f8e \
-    --hash=sha256:6e0d51f618228538a3e8f46bd246f87a6cd030565e015803691603f55e12afb5 \
-    --hash=sha256:6ed74185b2db44f41ef35fd1617c5888e59792da9bbc9190d6c7300617182616 \
-    --hash=sha256:708838739abf24b2ceb208d0e22403dd018faeef86ddac04319a62ae884c4f15 \
-    --hash=sha256:715479b9a2802ecac752a3b0efa2b0b60285cf962ee38414211abdfccc233b41 \
-    --hash=sha256:733784b6d6def852c814bce5f318d25da2ee65dd4839a0718641c696e09a2960 \
-    --hash=sha256:750e02e074872a3fad7f233b47734166440af3cdea0add3e95163110816d6752 \
-    --hash=sha256:752a45dc4a6934060b3b0dab47e04edc3326575f82be64bc4fc293914566503e \
-    --hash=sha256:7579e913a5339fb8fa133f6bbcfd8e6749696206cf05acdbdca71a1b436d8e72 \
-    --hash=sha256:7641bb8895e77f921102f72833904dcd9901df5d6d72a2ab8f31d04b7e51e4e7 \
-    --hash=sha256:7804338df6fcc08105c7745f1502ba68d900f45fd770d5bdd5288ddccb8a42d8 \
-    --hash=sha256:80d04837f55fc81da168b98de4f4b797ef007fc8a79ab71c6ec9bc4dd662b15b \
-    --hash=sha256:813c0e0132266c08eb87469a642cb30aaff57c5f426255419572aaeceeaa7bf4 \
-    --hash=sha256:82b271f5137d07749f7bf32f70b17ab6eaabedd297e75dce75081a24f76eb545 \
-    --hash=sha256:84c018e49c3bf790f9c2771c45e9313a08c2c2a6342b162cd650258b57817706 \
-    --hash=sha256:8751d2787c9131302398b11e6c8068053dcb55d5a8964e114b6e196cf16cb366 \
-    --hash=sha256:8778f0c7a52e56f75d12dae53ae320fae900a8b9b4164b981b9c5ce059cd1fcb \
-    --hash=sha256:87fad7d9ba98c86bcb41b2dc8dbb326619be2562af1f8ff50776a39e55721c5a \
-    --hash=sha256:8d828b6667a32a728a1ad1d93957cdf37489c57b97ae6c4de2860fa749b8fc1e \
-    --hash=sha256:8e385e4267ab76874ae30db04c627faaaf0b509e1ccc11a95b3fc3e83f855c00 \
-    --hash=sha256:92a0a01ead5e668468e952e4238cccd7c537364eb7d851ab144ab6627dbbe12f \
-    --hash=sha256:94e1885b270625a9a828c9793b4d52a64445299baa1fea5a173bf1d3dd9a1a5a \
-    --hash=sha256:a180c5e59792af262bf263b21a3c49353f25945d8d9f70628e73de370d55e1e1 \
-    --hash=sha256:a277ab8928b9f299723bc1a2dabb1265911b1a76341f90a510368ca44ad9ab66 \
-    --hash=sha256:a5fe03b42827c13cdccd08e6c0247b6a6d4b5e3cdc53fd1749f5896adcdc2356 \
-    --hash=sha256:a6c5863edfbe888d9eff9c8b8087354e27618d9da76425c119293f11712a6319 \
-    --hash=sha256:a89c23ef8d2c6b27fd200a42aa4ac72786e7c60d40efdc76e6011260b6e949c4 \
-    --hash=sha256:adb2597b428735679446b46c8badf467b4ca5f5056aae4d51a19f9570301b1ad \
-    --hash=sha256:ae196f021b5e7c78e918242d217db021ed2a6ace2bc6ae94c0fc596221c7f58d \
-    --hash=sha256:ae89db9e5f98a11a4bf50407d4363e7b09b31e55bc117b4f7d80aab97ba009e5 \
-    --hash=sha256:aed52fea0513bac0ccde438c188c8a471c4e0f457c2dd20cdbf6ea7a450046c7 \
-    --hash=sha256:aef65cd602a6d0e0ff6f9930fcb1c8fec60dd2cfcb6facaf4bdb0e5873042db0 \
-    --hash=sha256:af21eb4409a119e365397b2adbaca4c9ccab56543a65d5dbd9f920d6ac29f686 \
-    --hash=sha256:b14b2d9dac08e28bb8046a1a0434b1750eb221c8f5b87a68f4fa11a6f97b5e34 \
-    --hash=sha256:bb6d88045545b26da47aa879dd4a89a71d1dce0f0e549b1abcb31dfe4a8eac49 \
-    --hash=sha256:bb8cc7534f51d9a017b93e3e85b260924f909601c3df002bcdb58ddb4dc41a5c \
-    --hash=sha256:bc17a677b21b3502a21f66a8cc64f5bfad4df8a0b8434d661666f8ce90ac3af1 \
-    --hash=sha256:bd6c2a1c7573c64738d716488d2cdd3c00e340e4835707d8fdb8dc1a66ef164e \
-    --hash=sha256:bd9b23791fe793e4968dba0c447e12f78e425c59fc0e3b97f6450f4781f3ee60 \
-    --hash=sha256:c03a41a8784091e67a39648f70c5f97b5b6a37f216896d44d2cdcb82615339a0 \
-    --hash=sha256:c0f081d69a6e58272819b70288d3221a6ee64b98df852631c80f293514d3b274 \
-    --hash=sha256:c35abb8bfff0185efac5878da64c45dafd2b37fb0383add1be155a763c1f083d \
-    --hash=sha256:c36c333c39be2dbca264d7803333c896ab8fa7d4d6f0ab7edb7dfd7aea6e98c0 \
-    --hash=sha256:c45e9440fb78f8ddabcf714b68f936737a121355bf59f3907f4e17721b9d1aae \
-    --hash=sha256:c593052c465475e64bbfe5dbd81680f64a67fdc752c56d7a0ae205dc8aeefe0f \
-    --hash=sha256:cdd68a1fb318e290a2077696b7eb7a21a49163c455979c639bf5a5dcdc46617d \
-    --hash=sha256:ce3412fbe1e31eb81ea42f4169ed94861c56e643189e1e75f0041f3fe7020abe \
-    --hash=sha256:cf1493cd8607bec4d8a7b9b004e699fcf8f9103a9284cc94962cb73d20f9d4a3 \
-    --hash=sha256:cf29836da5119f3c8a8a70667b0ef5fdca3bb12f80fd06487cfa575b3909b393 \
-    --hash=sha256:d4a48e5b3c2a489fae013b7589308a40146ee081f6f509e047e0e096084ceca1 \
-    --hash=sha256:d560742f3c0d62afaccf9f41fe485ed69bd7661a241f86a3ef0f0fb8b1a397af \
-    --hash=sha256:d6038d37043bced98a66e68d3aa2b6a35505dc01328cd65217cefe82f25def44 \
-    --hash=sha256:d61f00a0869d77422d9b2aba989e2d24afa6ffd552af442e0e58de4f35ea6d00 \
-    --hash=sha256:d635aab80466bc95771bb78d5370e74d36d1fe31467b6b29b8b57b2a3cd7d22c \
-    --hash=sha256:dca4bbc466a95ba9c0234ef56d7dd9509f63da22274589ebd4ed7f1f4d4c54e3 \
-    --hash=sha256:dd915403e231e6b1809fe9b6d9fc55cf8fb5e02765ac625d9cd623342a7905d7 \
-    --hash=sha256:e044c39e41b92c845bc815e5ae4230804e8e7bc29e399b0437d64222d92809dd \
-    --hash=sha256:e060d01aec0a910bdccb8be71faf34e7799ce36950f8294c8bf612cba65a2c9e \
-    --hash=sha256:e1421b502d83040e6d7fb2fb18dff63957f720da3d77b2fbd3187ceb63755d7b \
-    --hash=sha256:e17b8d5d6a8c47c85e68ca8379def1303fd360c3e22093a807cd34a71cd082b8 \
-    --hash=sha256:e5f4d355f0a2b1a31bc3edec6795b46324349c9cb25eed068049e4f472fb4259 \
-    --hash=sha256:e712b419df8ba5e42b226c510472b37bd57b38e897d3eca5e8cfd410a29fa859 \
-    --hash=sha256:e74327fb75de8986940def6e8dee4f127cc9752bee7355bb323cc5b2659b6d46 \
-    --hash=sha256:e80c8378d8f3d83cd3164da1ad2df9e37a666cdde7b1cb2298ed0b558064be30 \
-    --hash=sha256:e8ac484bf18ce6975760921bb6148041faa8fef0547200386ea0b52b5d27bf7b \
-    --hash=sha256:eca9705049ad3c7345d574e3510665cb2cf844c2f2dcfe675332677f081cbd46 \
-    --hash=sha256:ed065083d0898c9d5b4bbec7b026fd755ff7454e6e8b73a67f8c744b13986e24 \
-    --hash=sha256:edac0f1ab77644605be2cbba52e6b7f630731fc42b34cb0f634be1a6eface56a \
-    --hash=sha256:effc3f449787117233702311a1b7d8f59cba9ced946ba727bdc329ec69028e24 \
-    --hash=sha256:f22dec1690b584cea26fade98b2435c132c1b5f68e39f5a0b7627cd7ae31f1dc \
-    --hash=sha256:f495a1652cf3fbab2eb0639776dad966c2fb874d79d87ca07f9d5f059b8bd215 \
-    --hash=sha256:f496c9c3cc02230093d8330875c4c3cdfc3b73612a5fd921c65d39cbcef08063 \
-    --hash=sha256:f59099f9b66f0d7145115e6f80dd8b1d847176df89b234a5a6b3f00437aa0832 \
-    --hash=sha256:f59ad4c0e8f6bba240a9bb85504faa1ab438237199d4cce5f622761507b8f6a6 \
-    --hash=sha256:fbccdc05410c9ee21bbf16a35f4c1d16123dcdeb8a1d38f33654fa21d0234f79 \
-    --hash=sha256:fea24543955a6a729c45a73fe90e08c743f0b3334bbf3201e6c4bc1b0c7fa464
+charset-normalizer==3.4.9 \
+    --hash=sha256:0327fcd59a935777d83410750c50600ee9571af2846f71ce40f25b13da1ef380 \
+    --hash=sha256:03d07803992c6c7bbc976327f34b18b6160327fc81cb82c9d504720ac0be3b62 \
+    --hash=sha256:04ce310cb89c15df659582aee80a0603788732a5e017d5bd5c81158106ce249c \
+    --hash=sha256:0d861473f743244d349b50f850d10eb87aeb22bbdcc8e64f79273c94af5a8226 \
+    --hash=sha256:0e94703ec9684807f20cfb5eed95c70f67f2a8f21ad620146d7b5a13677b93e5 \
+    --hash=sha256:0fa1aec2d32bcc03c8fa0f6f1712caad1adc38509f31142112e5c9daf5b9c833 \
+    --hash=sha256:16b65ea0f2465b6fb52aa22de5eca612aa964ddfec00a912e26f4656cbef890b \
+    --hash=sha256:16d10d789dd9bcca1173c95af82c58433122564b7bc39385124be735a35cbe99 \
+    --hash=sha256:19ac87f93086ce37b86e098888555c4b4bc48102279bae3350098c0ed664b501 \
+    --hash=sha256:1d22856ffbe153a602df38e4a5464f0b748a54002e0d69ac6d2ad0a197cc99ec \
+    --hash=sha256:21e764fd1e70b6a3e205a0e46f3051701f98a8cb3fad66eeb80e48bb502f8698 \
+    --hash=sha256:231ddcbb35e2ff8973e1365db41fe0572662893b99a05deb183b68ad4c0c8bd4 \
+    --hash=sha256:253a4a220747e8b5faf57ec320c4f5efb0cef05f647420bf267143ec15dba10a \
+    --hash=sha256:280081916dc341820640489a66e4696049401ef1cf6dd672f672e70ad915aca3 \
+    --hash=sha256:2a441ea71902098ffe78c5abe6c494f44160b4af614ed16c3d9a3b1d17fd8ee2 \
+    --hash=sha256:304b13570067b2547562e308af560b3963857b1fa90bd6afd978130130fe2d6a \
+    --hash=sha256:32286a2c8d167e897177b673176c1e3e00d4057caf5d2b64eef9a3666b03018e \
+    --hash=sha256:33bdcc2a32c0a0e861f60841a512c8acc658c87c2ac59d89e3a46dacf7d866e4 \
+    --hash=sha256:375b83ed0aecfce76c16d198fbc21f3b11b337d68662bea0a995046682a11419 \
+    --hash=sha256:3c09a49d6cde137258beb3d551994a2927fd35ad5cf96aed573f61bbd67c5f84 \
+    --hash=sha256:3d92613ec25e43b05f042302531ec0f00b8445190e43325880cbd6ab7c2581da \
+    --hash=sha256:40a126142a56b2dfc0aacbad1de8310cbf60da7656db0e6b16eebd48e3e93519 \
+    --hash=sha256:416c229f77e5ea25b3dfd4b582f8d73d7e43c22320302b9ab128a2d3a0b38efe \
+    --hash=sha256:432786d3561e69aeeae6c7e8648964ce0ad05736120135601f87ac26b9c83381 \
+    --hash=sha256:43b9e366a31fdd1c87d0eb08f579b4a82b723ea54338f040d6b4e518a026ea29 \
+    --hash=sha256:440eede837960000d74978f0eba527be106b5b9aee0daf779d395276ed0b0614 \
+    --hash=sha256:45b0cc4e3556cd875e09102988d1ab8356c998b596c9fced84547c8138b487a0 \
+    --hash=sha256:476743fe6dfe14a2da12e3ac79125dc84a3b2cf8094369a47a1529b0cd8549fe \
+    --hash=sha256:4773092f8019072343a7447203308b176e10199920eb02d6195e81bbb3274c29 \
+    --hash=sha256:4b3dac63058cc36820b0dd072f89898604e2d39686fe05321729d00d8ac185a0 \
+    --hash=sha256:4d1c96a7a18b9690a4d46df09e3e3382406ae3213727cd1019ebade1c4a81917 \
+    --hash=sha256:51307f5c71007673a2bf8232ad973483d281e74cb99c8c5a990af1eefa6277d9 \
+    --hash=sha256:51447e9aa2684679af07ca5021c3db526e0284347ebf4ffcec1154c3350cfe32 \
+    --hash=sha256:58150c9f9b9a552505912d182ccdf26f6396fb6094816ceebcbb20eecabaed94 \
+    --hash=sha256:5b10cd92fc5c498b35a8635df6d5a100207f88b63a4dc1de7ef9a548e1e2cd63 \
+    --hash=sha256:5e226f6218febc71f6c1fc2fafb91c226f75bdc1d8fb12d66823716e891608fd \
+    --hash=sha256:609b3ba8fcc0fb5ab7af00719d0fb6ad0cb518e48e7712d12fd68f1327951198 \
+    --hash=sha256:60f44ade2cf573dad7a277e6f8ca9a51a21dda572b13bd7d8539bb3cd5dbedde \
+    --hash=sha256:611057cc5d5c0afc743ba8be6bd828c17e0aaa8643f9d0a9b9bb7dea80eb8012 \
+    --hash=sha256:6366a16e1a25018694d6a5d784d09b046edc9eac40ea2b54065c3052672516a1 \
+    --hash=sha256:65a7ff3f705e57d392f7261b6d0550fe137c3019477431f1c355e0db0a7d3e15 \
+    --hash=sha256:673611bbd43f0810bec0b0f028ddeaaa501190339cac411f347ac76917c3ae7b \
+    --hash=sha256:67830fc78e67501f47bb950471b2dcb9b35b140084429318e862895a8e89c993 \
+    --hash=sha256:68ce9f4d6b26d5ccbf7fd4459bf75f74a0a146677ebba80597df60cbdb20e6f4 \
+    --hash=sha256:68e5f26a1ad57ded6d1cfb85331d1c1a195314756471d97758c48498bb4dcdf5 \
+    --hash=sha256:69b157c5d3292bcd443faca052f3096f637f1e074b98212a933c074ae23dc3b8 \
+    --hash=sha256:75286256590a6320cf106a0d28970d3560aad9ee09aa7b34fb40524792436d35 \
+    --hash=sha256:78841cccf1af7b40f6f716338d50c0902dbe88d9f800b3c973b7a9a0a693a642 \
+    --hash=sha256:78fa18e436a1a0e58dbd7e02fc4473f3f32cceb12df9dfca542d075961c307d2 \
+    --hash=sha256:79580094b00d1789d1f93ea55bc43cb2f611910c72235b7657f3482ddcc1b22d \
+    --hash=sha256:7b86a2b16095d250c6f58b3d9b2eee6f4147754344f3dab0922f7c9bf7d226c9 \
+    --hash=sha256:83aed2c10721ddd90f68140685391b50811a880af20654c59af6b6c66c40513c \
+    --hash=sha256:84fd18bcc17526fc2b3c1af7d2b9217d32c9c04448c16ec693b9b4f1985c3d33 \
+    --hash=sha256:871ff67ea1aad4dfd91736464934d56b32dac49f9fbe16cddba36198a7b3a0db \
+    --hash=sha256:898f0e9068ca27d37f8e83a5b962821df851532e6c4a7d615c1c033f9da6eedf \
+    --hash=sha256:8a79d9f4d8001473a30c163556b3c3bfebec837495a412dde78b51672f6134f9 \
+    --hash=sha256:8c041122946b7ba21bb32c45b1aa57b1be35527690aeb3c5c234521085632eee \
+    --hash=sha256:90c44bc373b7687f6948b693cceaea1348ae0975d7474746559494468e3c1d84 \
+    --hash=sha256:9104ed0bd76a429d46f9ec0dbc9b08ad1d2dcdf2b00a5a0daa1c145329b35b44 \
+    --hash=sha256:920079c3f7456fa213e0829ed2073aaa727fd39d889ead5b4f35d0de5460d04f \
+    --hash=sha256:93d59d504b230e83c7a843251681959a0b6a9cd76f6e146ce1b8a80eb8739af9 \
+    --hash=sha256:9b2aff1c7b3884512b9512c3eaadd9bab39fb45042ffaaa1dd08ff2b9f8109d9 \
+    --hash=sha256:9b8e0f3107e2200b76f6054de99016eac3ee6762713587b36baaa7e4bd2ae177 \
+    --hash=sha256:9bb41182d93ea91f60b4bc8fbf4c820c69ef8a12ab2d917f3f1834f1acad07e8 \
+    --hash=sha256:9cdef90ae47919cae358d8ab15797a800ed41da7aba5d72419fb510729e2ed4b \
+    --hash=sha256:a1786910334ed46ab1dd73222f2cd1e05c2c3bb39f6dddb4f8b36fc382058a39 \
+    --hash=sha256:a4cfde78a9f2880208d16a93b795726a3017d5977e08d1e162a7a31322479c41 \
+    --hash=sha256:a4fbdde9dd4a9ce5fd52c2b3a347bb50cc89483ef783f1cb00d408c13f7a96c0 \
+    --hash=sha256:aa99adc8f081b475a12843953db36831eaf83ec33eb46a90629ca6a5de45a616 \
+    --hash=sha256:ac351b3b8014eead140e77e9717e2992c6bbe30b63bc3422422eb84865412e3d \
+    --hash=sha256:ad41ba96094304aa090f5a30cb6e4fb3b3f1c264c523394b4c39bbacc4dc92ba \
+    --hash=sha256:b5314963fce9b0b12743891de876e724997864ee22aa496f903f426c7e2fa5b2 \
+    --hash=sha256:bcf74c1df76758a395bf0af608c04c82257523f55c9868b334f06270d0f2112b \
+    --hash=sha256:bd47ba7fc3ca94896759ea0109775132d3e7ab921fbf54038e1bab2e46c313c9 \
+    --hash=sha256:c0323c9daef75ef2e5083624b4585018a0c9d5e3b40f607eed81a311270b934b \
+    --hash=sha256:c1225416b463483160e4af85d5fc3a9690ccb53fd4b1865a6437825f5ede3209 \
+    --hash=sha256:c1c948747b03be832dceed96ca815cef7360de9aa19d37c730f8e3f6101aca48 \
+    --hash=sha256:c25fe15c70c59eb7c5ce8c06a1f3fa1da0ecc5ea1e7a5922c40fd2fa9b0d5046 \
+    --hash=sha256:cc1b0fff8ead343dae06305f954eb8468ba0ec1a97881f42489d198e4ce3c632 \
+    --hash=sha256:cd6280cf040f233bd7d3407b743b4b4c74f70e8e1c4199cb112a62c941c0772a \
+    --hash=sha256:cd6c3d4b783c556fa00bf540854e42f135e2f256abd29669fcd0da0f2dec79c2 \
+    --hash=sha256:d4d6fcde76f94f5cb9e43e9e9a61f16dacefd228cbbf6f1a09bd9b219a92f1a1 \
+    --hash=sha256:ddf4af30b417d9fe16481e9b81c27ab2a7cde1ff7ba3e85653b02db7d145dc7b \
+    --hash=sha256:df115d4d83168fdf2cae48ef1ff6d1cb4c466364e30861b37121de0f3bf1b990 \
+    --hash=sha256:df7276909358e5635ae203673ab7e509ddd224225a8d6b0790bf13eb2bde1cc5 \
+    --hash=sha256:e4fd89cc178bced6ad29cb3e6dd4aa63fa5017c3524dbd0b25998fb64a87cc8b \
+    --hash=sha256:e9701d0049d92c16703a42771b98d560b95248949f23f8cf7b4eddd201814fb9 \
+    --hash=sha256:ee2f2a527e3c1a6e6411eb4209642e138b544a2d72fe5d0d76daf77b24063534 \
+    --hash=sha256:f7fb7d750cfa0a070d2c24e831fd3481019a60dd317ea2b39acbcebc08b6ed81 \
+    --hash=sha256:f840ed6d8ecba8255df8c42b87fadeda98ddfc6eeec05e2dc66e26d46dd6f58a \
+    --hash=sha256:f86c6358749bd4fda175388691e3ba8c46e24c5347d0afd20f9b7edfc9faf07d \
+    --hash=sha256:fa36ec09ef71d158186bc79e359ff5fdd6e7996fe8ab638f00d6b93139ba4fcf \
+    --hash=sha256:fe2c7201c642b7c308f1675355ad7ff7b66acfe3541625efe5a3ad38f29d6115
     # via
     #   requests
     #   snowflake-connector-python
-click==8.3.3 \
-    --hash=sha256:398329ad4837b2ff7cbe1dd166a4c0f8900c3ca3a218de04466f38f6497f18a2 \
-    --hash=sha256:a2bf429bb3033c89fa4936ffb35d5cb471e3719e1f3c8a7c3fff0b8314305613
+click==8.4.2 \
+    --hash=sha256:9a6cea6e60b17ebe0a44c5cc636d94f09bd66142c1cd7d8b4cd731c4917a15f6 \
+    --hash=sha256:e6f9f66136c816745b9d65817da91d61d957fb16e02e4dcd0552553c5a197b76
     # via
     #   feast (pyproject.toml)
     #   dask
-    #   typer
     #   uvicorn
 cloudpickle==3.1.2 \
     --hash=sha256:7fda9eb655c9c230dab534f1983763de5835249750e85fbcef43aaa30a9a2414 \
@@ -436,68 +458,65 @@ colorama==0.4.6 \
     --hash=sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44 \
     --hash=sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6
     # via feast (pyproject.toml)
-cryptography==47.0.0 \
-    --hash=sha256:0024b87d47ae2399165a6bfb20d24888881eeab83ae2566d62467c5ff0030ce7 \
-    --hash=sha256:07efe86201817e7d3c18781ca9770bc0db04e1e48c994be384e4602bc38f8f27 \
-    --hash=sha256:09f6d7bf6724f8db8b32f11eccf23efc8e759924bc5603800335cf8859a3ddbd \
-    --hash=sha256:11438c7518132d95f354fa01a4aa2f806d172a061a7bed18cf18cbdacdb204d7 \
-    --hash=sha256:11dbb9f50a0f1bb9757b3d8c27c1101780efb8f0bdecfb12439c22a74d64c001 \
-    --hash=sha256:14432c8a9bcb37009784f9594a62fae211a2ae9543e96c92b2a8e4c3cd5cd0c4 \
-    --hash=sha256:1581aef4219f7ca2849d0250edaa3866212fb74bf5667284f46aa92f9e65c1ca \
-    --hash=sha256:160ad728f128972d362e714054f6ba0067cab7fb350c5202a9ae8ae4ce3ef1a0 \
-    --hash=sha256:1a405c08857258c11016777e11c02bacbe7ef596faf259305d282272a3a05cbe \
-    --hash=sha256:1e47422b5557bb82d3fff997e8d92cff4e28b9789576984f08c248d2b3535d93 \
-    --hash=sha256:20fdbe3e38fb67c385d233c89371fa27f9909f6ebca1cecc20c13518dae65475 \
-    --hash=sha256:2207a498b03275d0051589e326b79d4cf59985c99031b05bb292ac52631c37fe \
-    --hash=sha256:256d07c78a04d6b276f5df935a9923275f53bd1522f214447fdf365494e2d515 \
-    --hash=sha256:2b45761c6ec22b7c726d6a829558777e32d0f1c8be7c3f3480f9c912d5ee8a10 \
-    --hash=sha256:2ebd84adf0728c039a3be2700289378e1c164afc6748df1a5ed456767bef9ba7 \
-    --hash=sha256:34b4358b925a5ea3e14384ca781a2c0ef7ac219b57bb9eacc4457078e2b19f92 \
-    --hash=sha256:3fb8fa48075fad7193f2e5496135c6a76ac4b2aa5a38433df0a539296b377829 \
-    --hash=sha256:4e1de79e047e25d6e9f8cea71c86b4a53aced64134f0f003bbcbf3655fd172c8 \
-    --hash=sha256:4f7722c97826770bab8ae92959a2e7b20a5e9e9bf4deae68fd86c3ca457bab52 \
-    --hash=sha256:51c9313e90bd1690ec5a75ed047c27c0b8e6c570029712943d6116ef9a90620b \
-    --hash=sha256:5d0e362ff51041b0c0d219cc7d6924d7b8996f57ce5712bdcef71eb3c65a59cc \
-    --hash=sha256:6651d32eff255423503aa276739da98c30f26c40cbeffcc6048e0d54ef704c0c \
-    --hash=sha256:6eebcaf0df1d21ce1f90605c9b432dd2c4f4ab665ac29a40d5e3fc68f51b5e63 \
-    --hash=sha256:6f29f36582e6151d9686235e586dd35bb67491f024767d10b842e520dc6a07ac \
-    --hash=sha256:7a02675e2fabd0c0fc04c868b8781863cbf1967691543c22f5470500ff840b31 \
-    --hash=sha256:7f1207974a904e005f762869996cf620e9bf79ecb4622f148550bb48e0eb35a7 \
-    --hash=sha256:7f68d6fbc7fbbcfb0939fea72c3b96a9f9a6edfc0e1b1d29778a2066030418b1 \
-    --hash=sha256:7fda2f02c9015db3f42bb8a22324a454516ed10a8c29ca6ece6cdbb5efe2a203 \
-    --hash=sha256:80887c5cbd1774683cb126f0ab4184567f080071d5acf62205acb354b4b753b7 \
-    --hash=sha256:835d2d7f47cdc53b3224e90810fb1d36ca94ea29cc1801fb4c1bc43876735769 \
-    --hash=sha256:8c1a736bbb3288005796c3f7ccb9453360d7fed483b13b9f468aea5171432923 \
-    --hash=sha256:9af828c0d5a65c70ec729cd7495a4bf1a67ecb66417b8f02ff125ab8a6326a74 \
-    --hash=sha256:9c59ab0e0fa3a180a5a9c59f3a5abe3ef90d474bc56d7fadfbe80359491b615b \
-    --hash=sha256:9f8e55fe4e63613a5e1cc5819030f27b97742d720203a087802ce4ce9ceb52bb \
-    --hash=sha256:9fe6b7c64926c765f9dff301f9c1b867febcda5768868ca084e18589113732ab \
-    --hash=sha256:a49a3eb5341b9503fa3000a9a0db033161db90d47285291f53c2a9d2cd1b7f76 \
-    --hash=sha256:a9b761f012a943b7de0e828843c5688d0de94a0578d44d6c85a1bae32f87791f \
-    --hash=sha256:b1c76fca783aa7698eb21eb14f9c4aa09452248ee54a627d125025a43f83e7a7 \
-    --hash=sha256:b9a8943e359b7615db1a3ba587994618e094ff3d6fa5a390c73d079ce18b3973 \
-    --hash=sha256:be12cb6a204f77ed968bcefe68086eb061695b540a3dd05edac507a3111b25f0 \
-    --hash=sha256:cffbba3392df0fa8629bb7f43454ee2925059ee158e23c54620b9063912b86c8 \
-    --hash=sha256:ed67ea4e0cfb5faa5bc7ecb6e2b8838f3807a03758eec239d6c21c8769355310 \
-    --hash=sha256:edd4da498015da5b9f26d38d3bfc2e90257bfa9cbed1f6767c282a0025ae649b \
-    --hash=sha256:ef6b3634087f18d2155b1e8ce264e5345a753da2c5fa9815e7d41315c90f8318 \
-    --hash=sha256:f1557695e5c2b86e204f6ce9470497848634100787935ab7adc5397c54abd7ab \
-    --hash=sha256:f5c15764f261394b22aef6b00252f5195f46f2ca300bec57149474e2538b31f8 \
-    --hash=sha256:f5c3296dab66202f1b18a91fa266be93d6aa0c2806ea3d67762c69f60adc71aa \
-    --hash=sha256:f7db373287273d8af1414cf95dc4118b13ffdc62be521997b0f2b270771fef50 \
-    --hash=sha256:f9a034b642b960767fb343766ae5ba6ad653f2e890ddd82955aef288ffea8736
+cryptography==49.0.0 \
+    --hash=sha256:026ac7423e6fa66872d3bf889be5974507da3944f866f704fa200eadacd00001 \
+    --hash=sha256:07cab27cc7b7e0fd28e5e26bb9eeedde5c135c868b46de4a27845abe94af6122 \
+    --hash=sha256:084ef1af862eb07ec46d25f68689f2102a9fc0e05ce7b80f14f5fe51e4eef0f6 \
+    --hash=sha256:0b82e28ee398a386f0807bba7884d30f25218855690f45115831bcce5d90822c \
+    --hash=sha256:0e959b578856a3924bc0cbb710fc12c387b9412a951389f3ca61704a9e25f325 \
+    --hash=sha256:0f21641cf4b30fca7aee061ced0ec7ad7b073518088b7c9969a297c0ae796c69 \
+    --hash=sha256:196ecd6a36e4e9aa10270393bb98d8df88fccee0bf1e5128b91ae4eb4375896d \
+    --hash=sha256:2400ef9c9e2299a25614eb1dea3db54a69b1349efd043bfac9c67630d136df36 \
+    --hash=sha256:28d8b15e6275f12c8a207dc309dfa957903c927d08d0cc937ee3f63f200693cc \
+    --hash=sha256:2afe9051da7ae7bd5905da5a949280c7d2bb75682e188f650a9d0f2756b834c6 \
+    --hash=sha256:2eda353d8a27bcbcaa4cbed18994a74ab4d19a2ca897db188ea269ab9b71419b \
+    --hash=sha256:32703d93296f5c1f4b53349ad3a250c2cae0fdecd3a3dd5d47e616d8d616af27 \
+    --hash=sha256:33cd0565932807baddb67b96dbee92f2c374b5c89dee09fd74079aeb8c8dba61 \
+    --hash=sha256:35b151772baff2c74cba7fa290ceaff4c3b11c0c881eb93eb5dbc05a7cfbba18 \
+    --hash=sha256:36d1709f992593689b45bda411498d62c6e365f2ca00b84657d4dadd24de16db \
+    --hash=sha256:42b0684e0e40cf26122427802486f6d93aea593612603a94fbf260c7eb1e9c1b \
+    --hash=sha256:4ae387c9cb68ea569ca17e490d66d8142b81c3cc814bf179974b7d146e490bbb \
+    --hash=sha256:53ecee2e23f7169b6117e99fc8a944e5e50f79e69758a83b52a00cb98ab2b2d2 \
+    --hash=sha256:66ec79c3904820572d7e987abdf304281f141d37ad9a489b8e97066e7b9b6459 \
+    --hash=sha256:67e1d20ad9ef3a563c59ef22e7a8a0b8210bd26604369ea4a30a7c66aefe504e \
+    --hash=sha256:6f2debedf9ca60cf1d5bd466475638af5130f89965605cd818484d19987d3a21 \
+    --hash=sha256:6fc361c34fb6aac015ce19435876635e5c6d21db31998b0920f675f131e043b8 \
+    --hash=sha256:73a205dce83953d131a4aa1e0fd917a2fd1c5b1eef251e9d7152efefcbf5caf7 \
+    --hash=sha256:7abcee80084cda3f7691f3eb1ce480d8df49cec637b429aa35986c1de71738aa \
+    --hash=sha256:8c25ceb16df5b9435f3f6a9829204985b0e0cbee3b48aacd432c7d2c850b44d9 \
+    --hash=sha256:966fe0e9c67490071f14c0d2b1cb2dfb3023c5ce39457343931415f08382f2db \
+    --hash=sha256:9e82dcc8e56052715fb18b2429e3bca4823b1629136a2084fc45a9a5cecb9b64 \
+    --hash=sha256:b20133d204d2bb56ba047642199603876c872026ca53e79c35b83772ab2cc505 \
+    --hash=sha256:b39efa323140595abd3ecca8529d321ae50f55f3aa3ba9cc81ea56a6011953d5 \
+    --hash=sha256:b47db11c2c3525083296069b98ac5221907455e989ae0c2e3008bde851921615 \
+    --hash=sha256:b87e65d263b3e5d3bb92a57e2a6638e2f31110fa7aa890c7b2dbba42248d0a3f \
+    --hash=sha256:b970c6da94d5bb18629db453d14f2a1300f6bf59b61e9b82377931ef95504866 \
+    --hash=sha256:be9fcb48a55f023493482827d4f459bd263cc20efde64f204b97c123201850c6 \
+    --hash=sha256:c2bc30226390d60ea19d9f82b19db005fe0452154a23c1c410c12ea801e43561 \
+    --hash=sha256:c83782480a4a9da4d0feb51950131ba32e12e70813848b3343f6e18c28a66838 \
+    --hash=sha256:cbc77da8c523d5abd028635ba850a6966fcee2c82e2bf65a41d1d8afe0f98be9 \
+    --hash=sha256:ccac2bfebc306b862133e3bb71f3f6ee8bb525240089b2d952e4144b3a6d5da7 \
+    --hash=sha256:d0527ce944105f257f605a827d6ebead966c752038b6e8656abb9c5edee6fc68 \
+    --hash=sha256:d8ecde755e2e91bf773fc94e8c9d730cd7f2007004cb492263a794ec3899a1c8 \
+    --hash=sha256:e3fb64c420688e5319ae25113a354015abbd8dffbfbc41781a1ea66fc7622ac3 \
+    --hash=sha256:e5dfc1e64de5677cec922ffa8da89c546d0415bf6efdf081842e5d44c84e1f0e \
+    --hash=sha256:ec5e529fb80935c94fe7b729f9972b50e351a0e6b50aa294fd5cabb109fcc29a \
+    --hash=sha256:f37d847238971164fdbc68ade6f6574aecc9c0af714190e2083429ff68f4ce9d \
+    --hash=sha256:f78ff2c9ed8dc2d036b0f4d640e22522213d047c1b14e61205a7e55c80a494d4 \
+    --hash=sha256:f89660a348f4f78a92366240a61404e337586ef7f5909a2fef59ca88ef505493 \
+    --hash=sha256:fc1e275c2f1d97b1a6450b8b0ea3ebfa6e087a611c2b26cb2404d48588abab7b
     # via
     #   google-auth
     #   pyjwt
     #   pyopenssl
     #   snowflake-connector-python
-dask[dataframe]==2026.3.0 \
-    --hash=sha256:be614b9242b0b38288060fb2d7696125946469c98a1c30e174883fd199e0428d \
-    --hash=sha256:f7d96c8274e8a900d217c1ff6ea8d1bbf0b4c2c21e74a409644498d925eb8f85
+dask[dataframe]==2026.7.1 \
+    --hash=sha256:5727484427665f051e86bf87d021a64d6411141cdc8a20bfe3c1ad2968cc06b7 \
+    --hash=sha256:985ffd6c5e9d7979ede515e84ae8d39b647d6aa64f77600f15714ff65f578fe6
     # via feast (pyproject.toml)
-db-dtypes==1.5.1 \
-    --hash=sha256:901099b807c9312bc61a5bddbfb07512884e6c6d5a9edacf24d50bcf303aa5f7 \
-    --hash=sha256:ad71a6645e3c1f06d4d32023940576648f43119822f825f0d22587c6ef8afe15
+db-dtypes==1.7.1 \
+    --hash=sha256:450b94cd010cfa6d4d13cca2593009eba4fbe15516084c332cde1a47bbce0625 \
+    --hash=sha256:75adf3bdf3174a6474ea4162d9a345ea0b3102ec4fd603e69ec26b6e8a99145a
     # via
     #   google-cloud-bigquery
     #   pandas-gbq
@@ -505,50 +524,63 @@ dill==0.3.9 \
     --hash=sha256:468dff3b89520b474c0397703366b7b95eebe6303f108adf9b19da1f702be87a \
     --hash=sha256:81aa267dddf68cbfe8029c42ca9ec6a4ab3b22371d1c450abc54422577b4512c
     # via feast (pyproject.toml)
-duckdb==1.5.2 \
-    --hash=sha256:0b291786014df1133f8f18b9df4d004484613146e858d71a21791e0fcca16cf4 \
-    --hash=sha256:2323c1195c10fb2bb982fc0218c730b43d1b92a355d61e68e3c5f3ac9d44c34f \
-    --hash=sha256:2a1de4f4d454b8c97aec546c82003fc834d3422ce4bc6a19902f3462ef293bed \
-    --hash=sha256:35579b8e3a064b5eaf15b0eafc558056a13f79a0a62e34cc4baf57119daecfec \
-    --hash=sha256:376856066c65ccd55fcb3a380bbe33a71ce089fc4623d229ffc6e82251afdb6d \
-    --hash=sha256:411ad438bd4140f189a10e7f515781335962c5d18bd07837dc6d202e3985253d \
-    --hash=sha256:4420b3f47027a7849d0e1815532007f377fa95ee5810b47ea717d35525c12f79 \
-    --hash=sha256:486c862bf7f163c0110b6d85b3e5c031d224a671cca468f12ebb1d3a348f6b39 \
-    --hash=sha256:52a21823f3fbb52f0f0e5425e20b07391ad882464b955879499b5ff0b45a376b \
-    --hash=sha256:5596bbfc31b1b259db69c8d847b42d036ce2c4804f9ccb28f9fc46a16de7bc53 \
-    --hash=sha256:56d38b3c4e0ef2abb58898d0fd423933999ed535c45e75e9d9f72e1d5fed69b8 \
-    --hash=sha256:638da0d5102b6cb6f7d47f83d0600708ac1d3cb46c5e9aaabc845f9ba4d69246 \
-    --hash=sha256:63bf8687feefeed51adf45fa3b062ab8b1b1c350492b7518491b86bae68b1da1 \
-    --hash=sha256:6b0fe75c148000f060aa1a27b293cacc0ea08cc1cad724fbf2143d56070a3785 \
-    --hash=sha256:70631c847ca918ee710ec874241b00cf9d2e5be90762cbb2a0389f17823c08f7 \
-    --hash=sha256:7f69164b048e498b9e9140a24343108a5ae5f17bfb3485185f55fdf9b1aa924d \
-    --hash=sha256:81fc4fbf0b5e25840b39ba2a10b78c6953c0314d5d0434191e7898f34ab1bba3 \
-    --hash=sha256:84b193aca20565dedb3172de15f843c659c3a6c773bf14843a9bd781c850e7db \
-    --hash=sha256:8d599758b4e48bf12e18c9b960cf491d219f0c4972d19a45489c05cc5ab36f83 \
-    --hash=sha256:8dbd7e31e5dc157bfe8803fa7d2652336265c6c19926c5a4a9b40f8222868d08 \
-    --hash=sha256:98c0535cd6d901f61a5ea3c2e26a1fd28482953d794deb183daf568e3aa5dda6 \
-    --hash=sha256:a9cd5e71702d446613750405cde03f66ed268f4c321da071b0472759dad19536 \
-    --hash=sha256:bb42e6ed543902e14eae647850da24103a89f0bc2587dec5601b1c1f213bd2ed \
-    --hash=sha256:be37680ddb380015cb37318e378c53511c45c4f0d8fac5599d22b7d092b9217a \
-    --hash=sha256:c69907354ffee94ba8cf782daf0480dab7557f21ce27fffa6c0ea8f74ed4b8e2 \
-    --hash=sha256:c99ef73a277c8921bc0a1f16dee38d924484251d9cfd20951748c20fcd5ed855 \
-    --hash=sha256:c9f3e0b71b8a50fccfb42794899285d9d318ce2503782b9dd54868e5ecd0ad31 \
-    --hash=sha256:ce0b8141a10d37ecef729c45bc41d334854013f4389f1488bd6035c5579aaac1 \
-    --hash=sha256:ce17670bb392ea1b3650537db02bd720908776b5b95f6d2472d31a7de59d1dc1 \
-    --hash=sha256:d72b8856b1839d35648f38301b058f6232f4d36b463fe4dc8f4d3fdff2df1a2e \
-    --hash=sha256:d9b4f5430bf4f05d4c0dc4c55c75def3a5af4be0343be20fa2bfc577343fbfc9 \
-    --hash=sha256:e6495b00cad16888384119842797c49316a96ae1cb132bb03856d980d95afee1 \
-    --hash=sha256:ea58ff5b0880593a280cf5511734b17711b32ee1f58b47d726e8600848358160 \
-    --hash=sha256:ef461bca07313412dc09961c4a4757a851f56b95ac01c58fac6007632b7b94f2 \
-    --hash=sha256:fc85a5dbcbe6eccac1113c72370d1d3aacfdd49198d63950bdf7d8638a307f00
+duckdb==1.5.5 \
+    --hash=sha256:078e6a60dd8eedde5832f45422ca5c4a6b8c837aeabd8a56ca0b7d933f588053 \
+    --hash=sha256:0c42757cb34722144bd4dfb94b6f336339e7b2468f6813fa7fa9a319ba07bab4 \
+    --hash=sha256:179633a3fc6296c75d57c69c1e239fa9e5cdcb670fd1dbff88a02663f932905c \
+    --hash=sha256:1a925d06c2a4c3b64553d6cc1aced5028d376d4479bed689a7d47e9b1dccd80a \
+    --hash=sha256:1b543841b0ae18a9c982345cfa3987e9c065d3a4b0f067daa473d92d1e65f528 \
+    --hash=sha256:1bdc38922c365c37720149f90d90b1e9823eb82dad6830855b5f87537fa6fc0c \
+    --hash=sha256:2725d2b9ace3a4e75d72fc5a239f6a44b502c580edadb8fb2676db772c5f9282 \
+    --hash=sha256:2e72f9e1a4f90a5c8483ad4d540e495bf0834ba61c360b52499a573d7ed62a3f \
+    --hash=sha256:33db46679b071f108d57139493dee2d37e1f5efcf5c5c039c2969eed11a6c8a7 \
+    --hash=sha256:3b805507f88171b428b21c966c30e9a3d54e30b24528918a44ed0032542bc26f \
+    --hash=sha256:49c963d9469373d7aba8d750d9ea565ab823e94166efed953f184dd9b169b98c \
+    --hash=sha256:4acc72798ba1885a9c17d1242903d2cd502f13b1271c7677f7cab25d8578eceb \
+    --hash=sha256:63e48d4b74b15aeacd688976432a7225163df8c226eddeb8536bba2d4d4ff433 \
+    --hash=sha256:64078acfd16541132ac6e191eb81b2845554444a0305cc1aa581ba107e514aa8 \
+    --hash=sha256:6826504277dba513c0c5d71d828456c94d729c9d2482f94b2e289f90a9167e28 \
+    --hash=sha256:72f33ee57ca7595b23957671a2cc7f7fe2be0ecc2d68f63abedcfcaa3a5c1238 \
+    --hash=sha256:77bbc1e6ba12e1e06f9020117bdf848627ecfdf36f907550e62e008e6109dece \
+    --hash=sha256:7a6d2d11859d82a936ebdcb30ce3d8a1cbb3e990bff05c12abb9b54c44fa7bd1 \
+    --hash=sha256:8c11775cc99a447618d5f1840126db17f2652f3eae05529df4f81f40e2df7151 \
+    --hash=sha256:8e6413dd40facb7b8ab21bd844450cd8f549b29e138635be9cf090ef4d2049e2 \
+    --hash=sha256:9dc826c4b50e64f6c4e4d07a3a9cb075ef70ba3899dc43ec5493dc3d7b04b353 \
+    --hash=sha256:9f4287f97ccf0c1f3d471e7115be2b067cbf99627e2d34bffd462dd64703cddc \
+    --hash=sha256:a17e6a922e42a5c06ed2353fe78c5dff2610f6632d603836f9606ad0bf754079 \
+    --hash=sha256:a736217825461732b5442d05a220f3da2e23a0dae114efbf08c9bf171b53098a \
+    --hash=sha256:b08e19cc856220d8a26fa62abc2264b349aff67255e9373c6a3f607addd56dc6 \
+    --hash=sha256:b9b6f86ed85d4ef5e0211eaebf75d057bd8bb520bba438a95dd0f4e42234bbfe \
+    --hash=sha256:baa9c5702002fabb559ded2a39008f9f421fcbc7237d388b8213eff1e08858de \
+    --hash=sha256:cd98829b67788609017e65c761bd42a5dd0f9129441bed8bda4d6881ccf819f0 \
+    --hash=sha256:d4dd65f8941a604b947e0b9b4b4f7165988e29a23ec0b69b4038520956d9933e \
+    --hash=sha256:ddfbdb096c11d51ee22492397d342c90a82e62c5d09961477895934d0a25372f \
+    --hash=sha256:e238060db5ca59879882a6e9b015e2c65d5c64ddf281ba1d7a9a2033764152cf \
+    --hash=sha256:f0b88535a5d86fdd63dba6ea02ab68c003dfb9e4892b11256ef24c4da208baae \
+    --hash=sha256:f316eae2323d9a851883fdf2dee91c1f9efe251ab33e14a2272f82a913422ed6 \
+    --hash=sha256:fbf0f2d48b43c6c304d00463b463c27ead6c4b01c3c1816b750f728decf71afe \
+    --hash=sha256:feead93c56679b79592d437c62975d39cb67adedffa7592c763baf8160ac7366
     # via ibis-framework
 durationpy==0.10 \
     --hash=sha256:1fa6893409a6e739c9c72334fc65cca1f355dbdd93405d30f726deb5bde42fba \
     --hash=sha256:3b41e1b601234296b4fb368338fdcd3e13e0b4fb5b67345948f4f2bf9868b286
     # via kubernetes
-fastapi==0.136.1 \
-    --hash=sha256:7af665ad7acfa0a3baf8983d393b6b471b9da10ede59c60045f49fbc89a0fa7f \
-    --hash=sha256:a6e9d7eeada96c93a4d69cb03836b44fa34e2854accb7244a1ece36cd4781c3f
+faiss-cpu==1.14.3 \
+    --hash=sha256:0a5eb27184123c7ac1060c6b862978eabf0e30c1369ccf8bdb1497d35c06ad3d \
+    --hash=sha256:1d734cfa9ac90b6a5dfed3a27cb706d05f22824703dafc3969b4e2071877a31c \
+    --hash=sha256:20414d5c98fb6ab9eedfb3df79841865911c2d67b6efe829dc46adfeab6f51b1 \
+    --hash=sha256:54b0ea832be5bce75ef9abf1297fe4613d760bf7cfe7a963da040cb0314e8f58 \
+    --hash=sha256:8780b526c06e57aad90a8c4655dfba2ff1b3195bd600ff4499752fc45159c9fc \
+    --hash=sha256:a9369863290a3f0e033757e4c10577b6ef7431f1cede394dabd0a137e4e2ed45 \
+    --hash=sha256:b28ba083e8c02f2c9be03783402537fd3f00d27e68799c44bf88931500ee12ec \
+    --hash=sha256:cdcb90850cb4b7c27d270839b37bcc0dc8d1fb6a62d1e13053e51ac95061ca25 \
+    --hash=sha256:ea2340f675db59af8db6da4535b541ce6948d68a008989c656c292c7b0c77127 \
+    --hash=sha256:f278003d00c30c90cf118b98428bb96f73eba4b9dadac6993c788966d2e983bd \
+    --hash=sha256:f9d0e84d909194f63f027bbd3c1e35e905e48c9345c2db6e6f24da09a6bc5906
+    # via milvus-lite
+fastapi==0.141.0 \
+    --hash=sha256:5567705c791fa33202dabd1860df1d1650a7b1bf373378198d7b0675c9574618 \
+    --hash=sha256:cae32222bdc8b2805c4d3deb4e024b381ea2a6f2de7febfe3a9a73a9c29c2e5e
     # via
     #   feast (pyproject.toml)
     #   fastapi-mcp
@@ -556,9 +588,9 @@ fastapi-mcp==0.4.0 \
     --hash=sha256:d4a3fe7966af24d44e4b412720561c95eb12bed999a4443a88221834b3b15aec \
     --hash=sha256:d4ca9410996f4c7b8ea0d7b20fdf79878dc359ebf89cbf3b222e0b675a55097d
     # via feast (pyproject.toml)
-filelock==3.29.0 \
-    --hash=sha256:69974355e960702e789734cb4871f884ea6fe50bd8404051a3530bc07809cf90 \
-    --hash=sha256:96f5f6344709aa1572bbf631c640e4ebeeb519e08da902c39a001882f30ac258
+filelock==3.32.0 \
+    --hash=sha256:7be2ad23a14607ccc71808e68fe30848aeace7058ace17852f68e2a68e310402 \
+    --hash=sha256:d396bea984af47333ef05e50eae7eff88c84256de6112aea0ec48a233c064fe3
     # via snowflake-connector-python
 frozenlist==1.8.0 \
     --hash=sha256:0325024fe97f94c41c08872db482cf8ac4800d80e79222c6b0b7b162d5b13686 \
@@ -694,15 +726,15 @@ frozenlist==1.8.0 \
     # via
     #   aiohttp
     #   aiosignal
-fsspec==2024.9.0 \
-    --hash=sha256:4b0afb90c2f21832df142f292649035d80b421f60a9e1c027802e5a0da2b04e8 \
-    --hash=sha256:a0947d552d8a6efa72cc2c730b12c41d043509156966cca4fb157b0f2a0c574b
+fsspec==2026.7.0 \
+    --hash=sha256:b57ddbafedfaef7018c1ecab32aa200a9d7ca26b77965f64e48b70061249d279 \
+    --hash=sha256:c803c40f4cf860b49dea58ee3e1c33cb9c790520e233537e1340049f89b82a88
     # via
     #   feast (pyproject.toml)
     #   dask
-google-api-core[grpc]==2.30.3 \
-    --hash=sha256:a85761ba72c444dad5d611c2220633480b2b6be2521eca69cca2dbb3ffd6bfe8 \
-    --hash=sha256:e601a37f148585319b26db36e219df68c5d07b6382cff2d580e83404e44d641b
+google-api-core[grpc]==2.33.0 \
+    --hash=sha256:3a36bcc3e319783f4c97da41f6f45ea6ffcaa55848e341de16e09cb70243c2bb \
+    --hash=sha256:a2e22a0c1d0f03eafff1858b38cf46f832d5902b0c052235bf0ab8402929fbdc
     # via
     #   feast (pyproject.toml)
     #   google-cloud-bigquery
@@ -712,9 +744,9 @@ google-api-core[grpc]==2.30.3 \
     #   google-cloud-datastore
     #   google-cloud-storage
     #   pandas-gbq
-google-auth==2.50.0 \
-    --hash=sha256:04382175e28b94f49694977f0a792688b59a668def1499e9d8de996dc9ce5b15 \
-    --hash=sha256:f35eafb191195328e8ce10a7883970877e7aeb49c2bfaa54aa0e394316d353d0
+google-auth[pyopenssl]==2.56.2 \
+    --hash=sha256:c8270ea95b2697b74e3d8438ae9c5b898e38b623b915c7b5c5635921e7de68a6 \
+    --hash=sha256:e28f103ca8091fb7012b99c44243d7366c29863713b8e34a220c3322b7a07051
     # via
     #   google-api-core
     #   google-auth-oauthlib
@@ -726,37 +758,37 @@ google-auth==2.50.0 \
     #   google-cloud-storage
     #   pandas-gbq
     #   pydata-google-auth
-google-auth-oauthlib==1.3.1 \
-    --hash=sha256:14c22c7b3dd3d06dbe44264144409039465effdd1eef94f7ce3710e486cc4bfa \
-    --hash=sha256:1a139ef23f1318756805b0e95f655c238bffd29655329a2978218248da4ee7f8
+google-auth-oauthlib==1.4.0 \
+    --hash=sha256:18b5e28880eb8eba9065c436becdc0ee8e4b59117a73a510679c82f70cd363d2 \
+    --hash=sha256:251314f213a9ee46a5ae73988e84fd7cca8bb68e7ecf4bfd45940f9e7f51d070
     # via
     #   pandas-gbq
     #   pydata-google-auth
-google-cloud-bigquery[pandas]==3.41.0 \
-    --hash=sha256:2217e488b47ed576360c9b2cc07d59d883a54b83167c0ef37f915c26b01a06fe \
-    --hash=sha256:2a5b5a737b401cbd824a6e5eac7554100b878668d908e6548836b5d8aaa4dcaa
+google-cloud-bigquery[pandas]==3.42.2 \
+    --hash=sha256:08d4b264e5ee4790f719724c76b538f204b7190999328a2f1a6a95eaab74ca39 \
+    --hash=sha256:41658c19e8ed5b83307011b4e55aca3b1f72052545a22788f1d637984615173f
     # via
     #   feast (pyproject.toml)
     #   pandas-gbq
-google-cloud-bigquery-storage==2.37.0 \
-    --hash=sha256:1e319c27ef60fc31030f6e0b52e5e891e1cdd50551effe8c6f673a4c3c56fcb6 \
-    --hash=sha256:f88ee7f1e49db1e639da3d9a8b79835ca4bc47afbb514fb2adfc0ccb41a7fd97
+google-cloud-bigquery-storage==2.39.0 \
+    --hash=sha256:8c192b6263804f7bdd6f57a17e763ba7f03fa4e53d7ecafca0187e0fd6467d48 \
+    --hash=sha256:d5afd90ad06cf24d9167316cca70ab5b344e880fc13031d7392aa78ee76b8bb6
     # via feast (pyproject.toml)
-google-cloud-bigtable==2.36.0 \
-    --hash=sha256:21b2f41231b7368a550b44d5b493b811b3507fcb23eb26d00005cd3f205f2207 \
-    --hash=sha256:d5987733c2f60c739f93f259d2037858411cc994ac37cdfbccb6bb159f3ca43e
+google-cloud-bigtable==2.41.0 \
+    --hash=sha256:36da0fc730952bfe48ae91dee11015459c9046fa1499d0efb73a61bbb6edbe9b \
+    --hash=sha256:d0c424bae6238eb16ffc0922be79da00d20d23e0750ea46742ffd4542c50fd26
     # via feast (pyproject.toml)
-google-cloud-core==2.5.1 \
-    --hash=sha256:3dc94bdec9d05a31d9f355045ed0f369fbc0d8c665076c734f065d729800f811 \
-    --hash=sha256:ea62cdf502c20e3e14be8a32c05ed02113d7bef454e40ff3fab6fe1ec9f1f4e7
+google-cloud-core==2.6.0 \
+    --hash=sha256:6d63ac8e5eca6d9e4319d0a1e2265fadcd7f1049904378caecfa01cf52dd869e \
+    --hash=sha256:e76149739f90fac1fc6757c09f47eaccb3145b54adbd7759b0f7c4b235f46c83
     # via
     #   google-cloud-bigquery
     #   google-cloud-bigtable
     #   google-cloud-datastore
     #   google-cloud-storage
-google-cloud-datastore==2.24.0 \
-    --hash=sha256:81f1d1c12c2906f59507f72742545ab04c38f62ed70b0542057e3cf04a53aa65 \
-    --hash=sha256:f087c02a6aa4ac68bbf17f0c048ae3ee355856bf09c51439bfba193741387792
+google-cloud-datastore==2.26.0 \
+    --hash=sha256:1ac4882f033fcb90bd75d1171b46400ecd5def23768598843d9c041e0c0b4a6a \
+    --hash=sha256:1bde5694308468da5c932153a6b0331d5b54e1c21de366b6a75ddb0000fd5f4b
     # via feast (pyproject.toml)
 google-cloud-storage==2.19.0 \
     --hash=sha256:aeb971b5c29cf8ab98445082cbfe7b161a1f48ed275822f59ed3f1524ea54fba \
@@ -800,15 +832,15 @@ google-crc32c==1.8.0 \
     #   google-cloud-bigtable
     #   google-cloud-storage
     #   google-resumable-media
-google-resumable-media==2.8.2 \
-    --hash=sha256:82b6d8ccd11765268cdd2a2123f417ec806b8eef3000a9a38dfe3033da5fb220 \
-    --hash=sha256:f3354a182ebd193ae3f42e3ef95e6c9b10f128320de23ac7637236713b1acd70
+google-resumable-media==2.10.0 \
+    --hash=sha256:88152884bee37b2bf36a0ab81ad8c7fd12212c9803dd981d77c1b35b02d34e7c \
+    --hash=sha256:e324bc9d0fdae4c52a08ae90456edc4e71ece858399e1217ac0eb3a51d6bc6ee
     # via
     #   google-cloud-bigquery
     #   google-cloud-storage
-googleapis-common-protos[grpc]==1.74.0 \
-    --hash=sha256:57971e4eeeba6aad1163c1f0fc88543f965bb49129b8bb55b2b7b26ecab084f1 \
-    --hash=sha256:702216f78610bb510e3f12ac3cafd281b7ac45cc5d86e90ad87e4d301a3426b5
+googleapis-common-protos[grpc]==1.75.0 \
+    --hash=sha256:53a062ff3c32552fbd62c11fe23768b78e4ddf0494d5e5fd97d3f4689c75fbbd \
+    --hash=sha256:961ed60399c457ceb0ee8f285a84c870aabc9c6a832b9d37bb281b5bebde43ed
     # via
     #   feast (pyproject.toml)
     #   google-api-core
@@ -818,88 +850,87 @@ grpc-google-iam-v1==0.14.4 \
     --hash=sha256:392b3796947ed6334e61171d9ab06bf7eb357f554e5fc7556ad7aab6d0e17038 \
     --hash=sha256:412facc320fcbd94034b4df3d557662051d4d8adfa86e0ddb4dca70a3f739964
     # via google-cloud-bigtable
-grpcio==1.62.3 \
-    --hash=sha256:059444f0ed5dba73ab7dd0ee7e8e6b606df4130d2b0a9f010f84da4ab9f6c2d8 \
-    --hash=sha256:114f2a865886ff33f85d70670e971fe0e3d252a1209656fefa5470286e3fcc76 \
-    --hash=sha256:13571a5b868dcc308a55d36669a2d17d9dcd6ec8335213f6c49cc68da7305abe \
-    --hash=sha256:1ac0944e9e3ee3e20825226d1e17985e9f88487055c475986cf0922a7d806d8a \
-    --hash=sha256:1de3d04d9a4ec31ebe848ae1fe61e4cbc367fb9495cbf6c54368e60609a998d9 \
-    --hash=sha256:216740723fc5971429550c374a0c039723b9d4dcaf7ba05227b7e0a500b06417 \
-    --hash=sha256:25cd75dc73c5269932413e517be778640402f18cf9a81147e68645bd8af18ab0 \
-    --hash=sha256:325c56ce94d738c31059cf91376f625d3effdff8f85c96660a5fd6395d5a707f \
-    --hash=sha256:3737e5ef0aa0fcdfeaf3b4ecc1a6be78b494549b28aec4b7f61b5dc357f7d8be \
-    --hash=sha256:377babc817e8b4186aed7ed56e832867c513e4e9b6c3503565c344ffdef440d4 \
-    --hash=sha256:3fb7d966a976d762a31346353a19fce4afcffbeda3027dd563bc8cb521fcf799 \
-    --hash=sha256:43670a25b752b7ed960fcec3db50ae5886dc0df897269b3f5119cde9b731745f \
-    --hash=sha256:4439bbd759636e37b66841117a66444b454937e27f0125205d2d117d7827c643 \
-    --hash=sha256:454a6aed4ebd56198d37e1f3be6f1c70838e33dd62d1e2cea12f2bcb08efecc5 \
-    --hash=sha256:4c9c1502c76cadbf2e145061b63af077b08d5677afcef91970d6db87b30e2f8b \
-    --hash=sha256:4dab8b64c438e19c763a6332b55e5efdbecfb7c55ae59a42c38c81ed27955fa5 \
-    --hash=sha256:56757d3e4cf5d4b98a30f2c5456151607261c891fa2298a4554848dcbf83083d \
-    --hash=sha256:57823dc7299c4f258ae9c32fd327d29f729d359c34d7612b36e48ed45b3ab8d0 \
-    --hash=sha256:582bd03e9c3d1bd1162eb51fa0f1a35633d66e73f4f36702d3b8484a8b45eda7 \
-    --hash=sha256:620165df24aae3d5b3e84cb8dd6b98f6ed49aed04126186bbf43061e301d6a21 \
-    --hash=sha256:646c14e9f3356d3f34a65b58b0f8d08daa741ba1d4fcd4966b79407543332154 \
-    --hash=sha256:668211f3699bbee4deaf1d6e6b8df59328bf63f077bf2dc9b8bfa4a17df4a279 \
-    --hash=sha256:6be243f3954b0ca709f56f9cae926c84ac96e1cce19844711e647a1f1db88b99 \
-    --hash=sha256:6da20a1ae010a988bc4ed47850f1122de0a88e18cd2f901fcf56007be1fc6c30 \
-    --hash=sha256:7349cd7445ac65fbe1b744dcab9cc1ec02dae2256941a2e67895926cbf7422b4 \
-    --hash=sha256:74f3fc9b93290e58264844f5bc46df4c58a94c4287a277dbcf75344fc6c37ca4 \
-    --hash=sha256:75a4e9ac7ff185cad529f35934c5d711b88aca48b90c70e195f5657da50ce321 \
-    --hash=sha256:7b33c1807d4ac564a3027d06f21a2220c116ceacaaef614deb96b3341ee58896 \
-    --hash=sha256:807176971c504c598976f5a9ea62363cffbbbb6c7509d9808c2342b020880fa2 \
-    --hash=sha256:80a82fdee14dc27e9299248b7aabd5a8739a1cf6b76c78aa2b848158b44a99d5 \
-    --hash=sha256:81b7c121c4e52a0749bf0759185b8d5cfa48a786cd7d411cdab08269813e0aab \
-    --hash=sha256:8257cc9e55fb0e2149a652d9dc14c023720f9e73c9145776e07c97e0a553922e \
-    --hash=sha256:8a5f00b2508937952d23a1767739e95bbbe1120f8a66d10187d5e971d56bb55c \
-    --hash=sha256:8ae2e7a390b2cdd2a95d3bf3b3385245eeb48a5e853943cb46139666462c2d1a \
-    --hash=sha256:940459d81685549afdfe13a6de102c52ea4cdda093477baa53056884aadf7c48 \
-    --hash=sha256:9c4aae4e683776c319169d87e7891b67b75e3f1c0beeb877902ea148b0585164 \
-    --hash=sha256:9d5f8e0050a179b3bce9189b522dc91008d44f08c757a7c310e0fd06b4d3d147 \
-    --hash=sha256:a1b85d35a7d9638c03321dfe466645b87e23c30df1266f9e04bbb5f44e7579a9 \
-    --hash=sha256:a82410d7620c07cb32624e38f2a106980564dfef9dbe78f5b295cda9ef217c03 \
-    --hash=sha256:abfe64811177e681edc81d9d9d1bd23edc5f599bd9846650864769264ace30cd \
-    --hash=sha256:ac9783d5679c8da612465168c820fd0b916e70ec5496c840bddba0be7f2d124c \
-    --hash=sha256:b033d50bd41e506e3b579775f54a30c16c222e0d88847ac8098d2eca2a7454cc \
-    --hash=sha256:b097347441b86a8c3ad9579abaf5e5f7f82b1d74a898f47360433b2bca0e4536 \
-    --hash=sha256:b708401ede2c4cb8943e8a713988fcfe6cbea105b07cd7fa7c8a9f137c22bddb \
-    --hash=sha256:bd900e666bb68fff49703084be14407cd73b8a5752a7590cea98ec22de24fb5d \
-    --hash=sha256:c118cfc80e2402a5595be36e9245ffd9b0e146f426cc40bdf60015bf183f8373 \
-    --hash=sha256:c175b252d063af388523a397dbe8edbc4319761f5ee892a8a0f5890acc067362 \
-    --hash=sha256:c8bb1a7aa82af6c7713cdf9dcb8f4ea1024ac7ce82bb0a0a82a49aea5237da34 \
-    --hash=sha256:c95a0b76a44c548e6bd8c5f7dbecf89c77e2e16d3965be817b57769c4a30bea2 \
-    --hash=sha256:e202e3f963480ca067a261179b1ac610c0f0272cb4a7942d11b7e2b3fc99c3aa \
-    --hash=sha256:e9ffdb7bc9ccd56ec201aec3eab3432e1e820335b5a16ad2b37e094218dcd7a6 \
-    --hash=sha256:ea7ca66a58421411c6486fa5015fe7704e2816ff0b4ec4fb779ad5e1cbbdabf3 \
-    --hash=sha256:f2ff8ac447765e173842b554b31307b98b3bb1852710903ebb936e7efb7df6e5 \
-    --hash=sha256:f5def814c5a4c90c8fe389c526ab881f4a28b7e239b23ed8e02dd02934dfaa1a
+grpcio==1.83.0 \
+    --hash=sha256:009667eaf3dcd5224c713589cdc98e7ca4ed0ff0b61132c6b276e930eb83a2df \
+    --hash=sha256:10b3fa0475eb572c9a81a6fe37fa16a9c500c0c91cfc148cac15692b7e3c2867 \
+    --hash=sha256:1aa567f8c3f19850ffd5d2858c9a8ea7c80f0db6c01186b71eb31e923ec984f5 \
+    --hash=sha256:1c699bbb20f143c8f2bff219de578aa2dc1f919399d67dc702b038b986ee62df \
+    --hash=sha256:28f6c35ac8fcf10e4594f138e468f194360089dde40d126a7033e863fc479930 \
+    --hash=sha256:2b5e75c34842cd9c1b95285ca395c6a569664b81e3ffa6b714125922942abaaf \
+    --hash=sha256:2bb48cb5e6dd005ca12b89ce4b6ac0b48ff3112c747542ee7986ef611a8ca6d9 \
+    --hash=sha256:32e11c37f5285b0c6fa3042c05fe06903696689749833fc64e67dec71b9bbe33 \
+    --hash=sha256:33898e6a28e4ae598f1577cb1c4fec2a15c033d0ec52b9b45a09610dd045b9da \
+    --hash=sha256:35a5b1c192496b6c25956eebfa963468935612206fd2543ac3ce981e6a5e0f03 \
+    --hash=sha256:3f351629f6ae16ecc0ec3553e586a6763ffd9f6114044286d0cbec3e09241bfa \
+    --hash=sha256:4772402f43517b4824980be4b3b2274a81eec0004a70009473c31b340d43e223 \
+    --hash=sha256:4e3eedfc92b6b9f2960115e7e620cf0cbf80bb7849a51ce3820dc54dfd88b6b9 \
+    --hash=sha256:4fcaa7c45c45b4a89e2867d1f1785d9481a788399d915e341ed2eb49aeef9dd4 \
+    --hash=sha256:5882c1a721b50ce0123ee5e839e1ab059ad72a7ade76cdf2d5bd833b56791acf \
+    --hash=sha256:5f20a988480b0f28207f057f7f7ae1313393c3cef0adcfeae8248f9947eaf881 \
+    --hash=sha256:61007cd08640abc5c54547ee32505474c482cd733a53cb87551ea81faa6350af \
+    --hash=sha256:62003babc444a606dcd1f009cd16391ce23669ae4ad6ec267a873da7937a69f5 \
+    --hash=sha256:6662f3b1e07cc7493d437351860dc867bddc6a93c83ecf33bbfdaf0c217ab2d0 \
+    --hash=sha256:6755ed67cc3e454d51ae9f6e1915b80d3942fa4de956ef48dacd45ab7f40b727 \
+    --hash=sha256:6b6c666a1d5613ff360c9e90f44665e3a88b25a815209ddbc0917eec281931cb \
+    --hash=sha256:6be5c807b717be3dd649446f021301fd7907e376318675d2147823071034112a \
+    --hash=sha256:6e01ecd9d8ef280abe1365138a4dc318f9a5287f4cb1b41d07816f796653f735 \
+    --hash=sha256:6fb8a1dd0c6f0f931e69e9d0dc6d1c406ed2a44fa963414eafba07b7fb685d16 \
+    --hash=sha256:7416952ca770477990257206276999056f8316d79196f2f25942393e58a20b49 \
+    --hash=sha256:74fe6f9e8a35c7dbf32255ee154d15e3e5338a81ed39173d079d594d2e544cd1 \
+    --hash=sha256:7674587248fbbb2ac6e4eecf83a8a0f3d91a928f941de571acfd3a2f007fbc24 \
+    --hash=sha256:7936f2a56cf04f6514705c0fedf400971de01b6aa1719327e4718f410a765e2b \
+    --hash=sha256:7bd82671b39065ba18cd536e9cd45b27ff649053f81ddd2c6a966d595067080f \
+    --hash=sha256:8f6c395e493d20c39b29392ca200e9aaeb78d0bc2f04db0c0a7da7ddc939aa57 \
+    --hash=sha256:8fe04f1050a59f875601eb55d42b4f66946fe89817f967e34db1462ccd07dadf \
+    --hash=sha256:8ff0b8767ddd62704e0d9571c1890af08d84a3a689ebba1807e62519d0b3277f \
+    --hash=sha256:a21cb4eeeba124443f399be2e8b624943cde864dcbe588cb42e5c483a52a906c \
+    --hash=sha256:aa074041231f03959cb097dd5517b0677b8ea49215bae01d5710a7b69dd59969 \
+    --hash=sha256:aeb339838db07600481ef869507279b75326c75eac6d10f7afa62a0da1d2bcdd \
+    --hash=sha256:b0a0be840e51b6b7ee9df9269770faf77bdf4b771053c257c21d12bad607714c \
+    --hash=sha256:bb669918fd88936b15599caff4160a77ab74bdeb25f2231f6e45b61282d6107b \
+    --hash=sha256:bc60215b5cb9fc8ca72942c498b551ac2305bd08f6ef8d4e3f0d21b64fbecd61 \
+    --hash=sha256:c19b454d3d3f28db81f2c7c4dbaee96e7f6fd149721733ffe79d6bc530f17404 \
+    --hash=sha256:c6444666317338e903093c7c756e6cc88eee59f798cb8dd41e87725bf54e1617 \
+    --hash=sha256:c834e86d8fd2f03d7e4db49a027f7c5b89c5b88eed305543a5295bd6fee61e40 \
+    --hash=sha256:cb056f6e171c42639a50460b2929c82241fda51f71cf3dcdd68090fe45095a45 \
+    --hash=sha256:cb2906c61db4f9c64cc360054b5df70eeb81846228e9e56a4944bd415a63dadc \
+    --hash=sha256:d05ff664100d429335b93c91b8b34ddf9e94a112205e7fa06dede309e44a4e4c \
+    --hash=sha256:ee94a4016fdf8699fb1fd8a38652475ff677f1c72074cee44deeeb9a7e95e745 \
+    --hash=sha256:f1c3e5689d4b90987b1d72022bcfe866a9a3dc66197484cf856d96b6150e7f45 \
+    --hash=sha256:f47d62808b4c0a97b78bff88a6d4ca283a2a492b9a04a87d814af95ca3b9c19c \
+    --hash=sha256:f4cee5fc86e84a0cf7ad1574b454c3320e087c07f55b7df5dc0ac6a873fb90c0 \
+    --hash=sha256:f5e822a7e7d03282f6ad225e710493c48b9057a353358344a5f7c42b2b37618d \
+    --hash=sha256:f5f410d7c2903eabb34789dfd6342eef04af1ad459943936b7e09a9f5bd417b9 \
+    --hash=sha256:fba099b716e73512d61b97f71ea3c31a72abb36904036e316bf4dd148ca8dcc8
     # via
     #   feast (pyproject.toml)
     #   google-api-core
     #   google-cloud-bigquery
     #   google-cloud-bigquery-storage
+    #   google-cloud-bigtable
     #   google-cloud-datastore
     #   googleapis-common-protos
     #   grpc-google-iam-v1
     #   grpcio-health-checking
     #   grpcio-reflection
     #   grpcio-status
+    #   milvus-lite
     #   pymilvus
-grpcio-health-checking==1.62.3 \
-    --hash=sha256:5074ba0ce8f0dcfe328408ec5c7551b2a835720ffd9b69dade7fa3e0dc1c7a93 \
-    --hash=sha256:f29da7dd144d73b4465fe48f011a91453e9ff6c8af0d449254cf80021cab3e0d
+grpcio-health-checking==1.83.0 \
+    --hash=sha256:7d8b47a5bfbc699d4aee0fc7a27f5d0265eb23a6a64db5ac2d8b749a0f8a9911 \
+    --hash=sha256:ad6bc4d5a1103ad704d25ccd82def300dfa27996b185cab3e4cceeef2c6867d4
     # via feast (pyproject.toml)
-grpcio-reflection==1.62.3 \
-    --hash=sha256:a48ef37df81a3bada78261fc92ef382f061112f989d1312398b945cc69838b9c \
-    --hash=sha256:cb84682933c400bddf94dd94f928d1c6570f500b6dd255973d4bfb495b82585f
+grpcio-reflection==1.83.0 \
+    --hash=sha256:6a2a30a462ac2c3c6d149734a8fe655fa7617c17fa2cda9949006f3bf07f5b3e \
+    --hash=sha256:9d4151f68f18a85aa5b0eff5d493ad13f9421f96c8d9c01c840b353dc979be93
     # via feast (pyproject.toml)
-grpcio-status==1.62.3 \
-    --hash=sha256:289bdd7b2459794a12cf95dc0cb727bd4a1742c37bd823f760236c937e53a485 \
-    --hash=sha256:f9049b762ba8de6b1086789d8315846e094edac2c50beaf462338b301a8fd4b8
+grpcio-status==1.83.0 \
+    --hash=sha256:837219c6de9afdccb6f6f72b34bc71e151a2011ef04040e3faaca746a57e54ae \
+    --hash=sha256:f6a838a7c5fb84ae98833ec0ef81ed438c26e11e54b2ddb8e92ad328c861de69
     # via google-api-core
-gunicorn==25.3.0 \
-    --hash=sha256:cacea387dab08cd6776501621c295a904fe8e3b7aae9a1a3cbb26f4e7ed54660 \
-    --hash=sha256:f74e1b2f9f76f6cd1ca01198968bd2dd65830edc24b6e8e4d78de8320e2fe889
+gunicorn==26.0.0 \
+    --hash=sha256:40233d26a5f0d1872916188c276e21641155111c2853f0c2cd55260aec0d24fc \
+    --hash=sha256:ca9346f85e3a4aeeb64d491045c16b9a35647abd37ea15efe53080eb8b090baf
     # via
     #   feast (pyproject.toml)
     #   uvicorn-worker
@@ -908,183 +939,201 @@ h11==0.16.0 \
     --hash=sha256:63cf8bbe7522de3bf65932fda1d9c2772064ffb3dae62d55932da54b31cb6c86
     # via
     #   httpcore
+    #   httpcore2
     #   uvicorn
-hiredis==3.3.1 \
-    --hash=sha256:002fc0201b9af1cc8960e27cdc501ad1f8cdd6dbadb2091c6ddbd4e5ace6cb77 \
-    --hash=sha256:011a9071c3df4885cac7f58a2623feac6c8e2ad30e6ba93c55195af05ce61ff5 \
-    --hash=sha256:01cf82a514bc4fd145b99333c28523e61b7a9ad051a245804323ebf4e7b1c6a6 \
-    --hash=sha256:027ce4fabfeff5af5b9869d5524770877f9061d118bc36b85703ae3faf5aad8e \
-    --hash=sha256:03baa381964b8df356d19ec4e3a6ae656044249a87b0def257fe1e08dbaf6094 \
-    --hash=sha256:042e57de8a2cae91e3e7c0af32960ea2c5107b2f27f68a740295861e68780a8a \
-    --hash=sha256:09d41a3a965f7c261223d516ebda607aee4d8440dd7637f01af9a4c05872f0c4 \
-    --hash=sha256:09f5e510f637f2c72d2a79fb3ad05f7b6211e057e367ca5c4f97bb3d8c9d71f4 \
-    --hash=sha256:0b5ff2f643f4b452b0597b7fe6aa35d398cb31d8806801acfafb1558610ea2aa \
-    --hash=sha256:0caf3fc8af0767794b335753781c3fa35f2a3e975c098edbc8f733d35d6a95e4 \
-    --hash=sha256:0fac4af8515e6cca74fc701169ae4dc9a71a90e9319c9d21006ec9454b43aa2f \
-    --hash=sha256:113e098e4a6b3cc5500e05e7cb1548ba9e83de5fe755941b11f6020a76e6c03a \
-    --hash=sha256:137c14905ea6f2933967200bc7b2a0c8ec9387888b273fd0004f25b994fd0343 \
-    --hash=sha256:156be6a0c736ee145cfe0fb155d0e96cec8d4872cf8b4f76ad6a2ee6ab391d0a \
-    --hash=sha256:17ec8b524055a88b80d76c177dbbbe475a25c17c5bf4b67bdbdbd0629bcae838 \
-    --hash=sha256:1ac7697365dbe45109273b34227fee6826b276ead9a4a007e0877e1d3f0fcf21 \
-    --hash=sha256:1b46e96b50dad03495447860510daebd2c96fd44ed25ba8ccb03e9f89eaa9d34 \
-    --hash=sha256:1ebc307a87b099d0877dbd2bdc0bae427258e7ec67f60a951e89027f8dc2568f \
-    --hash=sha256:1f7bceb03a1b934872ffe3942eaeed7c7e09096e67b53f095b81f39c7a819113 \
-    --hash=sha256:2611bfaaadc5e8d43fb7967f9bbf1110c8beaa83aee2f2d812c76f11cfb56c6a \
-    --hash=sha256:264ee7e9cb6c30dc78da4ecf71d74cf14ca122817c665d838eda8b4384bce1b0 \
-    --hash=sha256:26f899cde0279e4b7d370716ff80320601c2bd93cdf3e774a42bdd44f65b41f8 \
-    --hash=sha256:29fe35e3c6fe03204e75c86514f452591957a1e06b05d86e10d795455b71c355 \
-    --hash=sha256:2afc675b831f7552da41116fffffca4340f387dc03f56d6ec0c7895ab0b59a10 \
-    --hash=sha256:2b6da6e07359107c653a809b3cff2d9ccaeedbafe33c6f16434aef6f53ce4a2b \
-    --hash=sha256:2b96da7e365d6488d2a75266a662cbe3cc14b28c23dd9b0c9aa04b5bc5c20192 \
-    --hash=sha256:2f1c1b2e8f00b71e6214234d313f655a3a27cd4384b054126ce04073c1d47045 \
-    --hash=sha256:304481241e081bc26f0778b2c2b99f9c43917e4e724a016dcc9439b7ab12c726 \
-    --hash=sha256:318f772dd321404075d406825266e574ee0f4751be1831424c2ebd5722609398 \
-    --hash=sha256:3586c8a5f56d34b9dddaaa9e76905f31933cac267251006adf86ec0eef7d0400 \
-    --hash=sha256:3724f0e58c6ff76fd683429945491de71324ab1bc0ad943a8d68cb0932d24075 \
-    --hash=sha256:3fb6573efa15a29c12c0c0f7170b14e7c1347fe4bb39b6a15b779f46015cc929 \
-    --hash=sha256:40ae8a7041fcb328a6bc7202d8c4e6e0d38d434b2e3880b1ee8ed754f17cd836 \
-    --hash=sha256:4106201cd052d9eabe3cb7b5a24b0fe37307792bda4fcb3cf6ddd72f697828e8 \
-    --hash=sha256:439f9a5cc8f9519ce208a24cdebfa0440fef26aa682a40ba2c92acb10a53f5e0 \
-    --hash=sha256:4479e36d263251dba8ab8ea81adf07e7f1163603c7102c5de1e130b83b4fad3b \
-    --hash=sha256:487658e1db83c1ee9fbbac6a43039ea76957767a5987ffb16b590613f9e68297 \
-    --hash=sha256:48ff424f8aa36aacd9fdaa68efeb27d2e8771f293af4305bdb15d92194ca6631 \
-    --hash=sha256:4f7e242eab698ad0be5a4b2ec616fa856569c57455cc67c625fd567726290e5f \
-    --hash=sha256:526db52e5234a9463520e960a509d6c1bd5128d1ab1b569cbf459fe39189e8ab \
-    --hash=sha256:52d5641027d6731bc7b5e7d126a5158a99784a9f8c6de3d97ca89aca4969e9f8 \
-    --hash=sha256:53148a4e21057541b6d8e493b2ea1b500037ddf34433c391970036f3cbce00e3 \
-    --hash=sha256:583de2f16528e66081cbdfe510d8488c2de73039dc00aada7d22bd49d73a4a94 \
-    --hash=sha256:5e55d90b431b0c6b64ae5a624208d4aea318566d31872e595ee723c0f5b9a79f \
-    --hash=sha256:5f316cf2d0558f5027aab19dde7d7e4901c26c21fa95367bc37784e8f547bbf2 \
-    --hash=sha256:60543f3b068b16a86e99ed96b7fdae71cdc1d8abdfe9b3f82032a555e52ece7e \
-    --hash=sha256:62cc62284541bb2a86c898c7d5e8388661cade91c184cb862095ed547e80588f \
-    --hash=sha256:65c05b79cb8366c123357b354a16f9fc3f7187159422f143638d1c26b7240ed4 \
-    --hash=sha256:65f6ac06a9f0c32c254660ec6a9329d81d589e8f5d0a9837a941d5424a6be1ef \
-    --hash=sha256:6d1434d0bcc1b3ef048bae53f26456405c08aeed9827e65b24094f5f3a6793f1 \
-    --hash=sha256:6e2e1024f0a021777740cb7c633a0efb2c4a4bc570f508223a8dcbcf79f99ef9 \
-    --hash=sha256:6ffa7ba2e2da1f806f3181b9730b3e87ba9dbfec884806725d4584055ba3faa6 \
-    --hash=sha256:743b85bd6902856cac457ddd8cd7dd48c89c47d641b6016ff5e4d015bfbd4799 \
-    --hash=sha256:77c5d2bebbc9d06691abb512a31d0f54e1562af0b872891463a67a949b5278ef \
-    --hash=sha256:79cd03e7ff550c17758a7520bf437c156d3d4c8bb74214deeafa69cda49c85a4 \
-    --hash=sha256:80aba5f85d6227faee628ae28d1c3b69c661806a0636548ac56c68782606454f \
-    --hash=sha256:81a1669b6631976b1dc9d3d58ed1ab3333e9f52feb91a2a1fb8241101ac3b665 \
-    --hash=sha256:8597c35c9e82f65fd5897c4a2188c65d7daf10607b102960137b23d261cd957b \
-    --hash=sha256:8650158217b469d8b6087f490929211b0493a9121154c4efaafd1dec9e19319e \
-    --hash=sha256:8887bf0f31e4b550bd988c8863b527b6587d200653e9375cd91eea2b944b7424 \
-    --hash=sha256:8a52b24cd710690c4a7e191c7e300136ad2ecb3c68ffe7e95b598e76de166e5e \
-    --hash=sha256:8e3754ce60e1b11b0afad9a053481ff184d2ee24bea47099107156d1b84a84aa \
-    --hash=sha256:907f7b5501a534030738f0f27459a612d2266fd0507b007bb8f3e6de08167920 \
-    --hash=sha256:90d6b9f2652303aefd2c5a26a5e14cb74a3a63d10faa642c08d790e99442a088 \
-    --hash=sha256:98fd5b39410e9d69e10e90d0330e35650becaa5dd2548f509b9598f1f3c6124d \
-    --hash=sha256:9bfdeff778d3f7ff449ca5922ab773899e7d31e26a576028b06a5e9cf0ed8c34 \
-    --hash=sha256:9ebae74ce2b977c2fcb22d6a10aa0acb730022406977b2bcb6ddd6788f5c414a \
-    --hash=sha256:a110d19881ca78a88583d3b07231e7c6864864f5f1f3491b638863ea45fa8708 \
-    --hash=sha256:a1d190790ee39b8b7adeeb10fc4090dc4859eb4e75ed27bd8108710eef18f358 \
-    --hash=sha256:a2f049c3f3c83e886cd1f53958e2a1ebb369be626bef9e50d8b24d79864f1df6 \
-    --hash=sha256:a3af4e9f277d6b8acd369dc44a723a055752fca9d045094383af39f90a3e3729 \
-    --hash=sha256:a42c7becd4c9ec4ab5769c754eb61112777bdc6e1c1525e2077389e193b5f5aa \
-    --hash=sha256:a58a58cef0d911b1717154179a9ff47852249c536ea5966bde4370b6b20638ff \
-    --hash=sha256:ab1f646ff531d70bfd25f01e60708dfa3d105eb458b7dedd9fe9a443039fd809 \
-    --hash=sha256:ad940dc2db545dc978cb41cb9a683e2ff328f3ef581230b9ca40ff6c3d01d542 \
-    --hash=sha256:afe3c3863f16704fb5d7c2c6ff56aaf9e054f6d269f7b4c9074c5476178d1aba \
-    --hash=sha256:b1e3b9f4bf9a4120510ba77a77b2fb674893cd6795653545152bb11a79eecfcb \
-    --hash=sha256:b2390ad81c03d93ef1d5afd18ffcf5935de827f1a2b96b2c829437968bdabccb \
-    --hash=sha256:b37df4b10cb15dedfc203f69312d8eedd617b941c21df58c13af59496c53ad0f \
-    --hash=sha256:b3df9447f9209f9aa0434ca74050e9509670c1ad99398fe5807abb90e5f3a014 \
-    --hash=sha256:b4fe7f38aa8956fcc1cea270e62601e0e11066aff78e384be70fd283d30293b6 \
-    --hash=sha256:c1d68c6980d4690a4550bd3db6c03146f7be68ef5d08d38bb1fb68b3e9c32fe3 \
-    --hash=sha256:c24c1460486b6b36083252c2db21a814becf8495ccd0e76b7286623e37239b63 \
-    --hash=sha256:c25132902d3eff38781e0d54f27a0942ec849e3c07dbdce83c4d92b7e43c8dce \
-    --hash=sha256:c74bd9926954e7e575f9cd9890f63defd90cd8f812dfbf8e1efb72acc9355456 \
-    --hash=sha256:c8139e9011117822391c5bcfd674c5948fb1e4b8cb9adf6f13d9890859ee3a1a \
-    --hash=sha256:ce334915f5d31048f76a42c607bf26687cf045eb1bc852b7340f09729c6a64fc \
-    --hash=sha256:d14229beaa76e66c3a25f9477d973336441ca820df853679a98796256813316f \
-    --hash=sha256:d42f3a13290f89191568fc113d95a3d2c8759cdd8c3672f021d8b7436f909e75 \
-    --hash=sha256:d8e56e0d1fe607bfff422633f313aec9191c3859ab99d11ff097e3e6e068000c \
-    --hash=sha256:da6f0302360e99d32bc2869772692797ebadd536e1b826d0103c72ba49d38698 \
-    --hash=sha256:db46baf157feefd88724e6a7f145fe996a5990a8604ed9292b45d563360e513b \
-    --hash=sha256:dcea8c3f53674ae68e44b12e853b844a1d315250ca6677b11ec0c06aff85e86c \
-    --hash=sha256:de94b409f49eb6a588ebdd5872e826caec417cd77c17af0fb94f2128427f1a2a \
-    --hash=sha256:e0356561b4a97c83b9ee3de657a41b8d1a1781226853adaf47b550bb988fda6f \
-    --hash=sha256:e0db44cf81e4d7b94f3776b9f89111f74ed6bbdbfd42a22bc4a5ce0644d3e060 \
-    --hash=sha256:e31e92b61d56244047ad600812e16f7587a6172f74810fd919ff993af12b9149 \
-    --hash=sha256:e89dabf436ee79b358fd970dcbed6333a36d91db73f27069ca24a02fb138a404 \
-    --hash=sha256:eddeb9a153795cf6e615f9f3cef66a1d573ff3b6ee16df2b10d1d1c2f2baeaa8 \
-    --hash=sha256:ee11fd431f83d8a5b29d370b9d79a814d3218d30113bdcd44657e9bdf715fc92 \
-    --hash=sha256:ee37fe8cf081b72dea72f96a0ee604f492ec02252eb77dc26ff6eec3f997b580 \
-    --hash=sha256:f19ee7dc1ef8a6497570d91fa4057ba910ad98297a50b8c44ff37589f7c89d17 \
-    --hash=sha256:f2f94355affd51088f57f8674b0e294704c3c7c3d7d3b1545310f5b135d4843b \
-    --hash=sha256:f525734382a47f9828c9d6a1501522c78d5935466d8e2be1a41ba40ca5bb922b \
-    --hash=sha256:f915a34fb742e23d0d61573349aa45d6f74037fde9d58a9f340435eff8d62736
+hiredis==3.4.0 \
+    --hash=sha256:02298551060cbfe17b1acb02e9d066eadd51e37357369736f8fc1f5533875255 \
+    --hash=sha256:03374d663b0e025e4039757ef5fad02e3ff714f7a01e5b34c88de2a9c91359dc \
+    --hash=sha256:04e54fc3bcecf8c7cb2846947b84baf7ce1507caba641bd23590c52fefade865 \
+    --hash=sha256:05384fcfe5851b5af868bf24265c14ab86f38562679f9c6f712895b67a98163c \
+    --hash=sha256:05c852c58fec65d4c9fb861372dd7391d8b2ce96c960ba8714145f8cd85cd0ec \
+    --hash=sha256:06c163607f163a300cba9ef02fd8a234dd644a208bfafe972614f72e5287b9ba \
+    --hash=sha256:0731dd9f2bf4d3417947a3cbbca4dd4d9fa6ad7cecfd4e16439c17a4562d6304 \
+    --hash=sha256:0a68b0e48509e6e66f4c212e53d98f29178addf83b0701a71bf0fce792954419 \
+    --hash=sha256:0a70df45cf167b5af99b9fe3e2044716919e30580a869dfa766f2a6467c0c320 \
+    --hash=sha256:0b82cab9ad7a1574ab273a78942f780c1b1496101eb342b630c46c3e918ca21b \
+    --hash=sha256:0bcb630add6bc9ea136fce691ddff0c46aa91cb860df4ca789fe44127eb7e90d \
+    --hash=sha256:12ea5facb5b08fa23e4c101ec2151f3a3de8ecec412fec58dbde0a6eebca02c7 \
+    --hash=sha256:12eca9aea1450d1a85dc15574a985c227e52abbc2b6466f48ad2aa3b82124701 \
+    --hash=sha256:14524fdc751e3960d78d848872576b5442b40baae3cac14fbab1ba7ac523891f \
+    --hash=sha256:163d8c43e2706d23490532ea0de8736fc1493cfa52f0ee65f85b0f074f2fe017 \
+    --hash=sha256:165e6405b48f9bd66ddb4ad52ce28b0c0041a0308654d7a0cb4357a1939134dc \
+    --hash=sha256:16a3ea8193c5f4ee6e8daafe0126207cef38eec5a923c97047e6985d9bb1b61f \
+    --hash=sha256:18ff3d9b23ebe6c8248c3debca2402ad209d60c48495e7ed76407c2fe54cb9b4 \
+    --hash=sha256:1bfb9ccfb13be63883e5f2e5ff7f6fc87bf256f8243af594257dfbed9dbc3cf0 \
+    --hash=sha256:1c9e141b420dae63ea21303a7e8672282326cae67472768e9a3f6e7f0990bd28 \
+    --hash=sha256:1d8c21fb85f2a3de9328cf5bace84b63da00028e771b92335ff4fdc00121dd5a \
+    --hash=sha256:1fb0a139cd52535f3e5a532816b5c36b3aea95817410fbf28ca4a676026347a5 \
+    --hash=sha256:24751054bb11353016d242d09a4a902ecf8f25e3b56fe396cccb6f056fdda016 \
+    --hash=sha256:258f820cdd6ee6be39ae6a8ea94a76b8856d34113de6604f63bc81327ef06240 \
+    --hash=sha256:282c4310af72afbe18b07d416459f4febeaeb805a067a7df790136e0e550fcb2 \
+    --hash=sha256:2c432cce38190c3c13b6c28d6840ee85db50765ad510134007f1cfb3844dce73 \
+    --hash=sha256:306aae11a52e495aaf0a14e3efcd7b51029e632c74b847bc03159e1e1f6db591 \
+    --hash=sha256:3159c54fe560aa30bf1ab76e65c4c23dc45ad79d7cf4aecc25ec9942f5ea4cea \
+    --hash=sha256:3348ba4e101f3a96c927447ff2edcb3e0026dc6df375ba117485a43edcbb6980 \
+    --hash=sha256:35ab3653569b9867b8d8a3b4c0684a20dc769fe45d4666bedfe9a3391a61b30b \
+    --hash=sha256:3774461209688790734b5db8934400a4456493fc1a172fb5298cc5d72201aceb \
+    --hash=sha256:386b556f48fb0f9f09696b9d37f1cae554123fbd9f091d0ca23087f2aca02887 \
+    --hash=sha256:393d5e7c8c67cdddf7109a8e925d885e788f3f43e5b1043f84390df40c59944b \
+    --hash=sha256:4190bd07dd7879a8a7ddbb2a4f74d402721f3898276e35beb98851b85b5f539c \
+    --hash=sha256:423570ac4d2665c0d55d8707b7859a331e9001da5e437b7b7a23e0acbce770c9 \
+    --hash=sha256:43004b0b48abc628dda1ac3ac4871e1326c126f8cd9f11164d61934d827d7a3b \
+    --hash=sha256:4404c557fd49bcfe24dff41f1209e4221c76d1607df2fb2dfd39474b5b086dcb \
+    --hash=sha256:44660a91e0fbc803c29b337c1a9194c8d7b4cd3a3868d28f747cbec2df165483 \
+    --hash=sha256:452cff764acb30c106d1e33f1bdf03fa9d4a9b0a9c995d722d4d39c998b40582 \
+    --hash=sha256:454236d2a5bd917daf38914ce363e71aeef41240e6800f4799e04ee82689bfd2 \
+    --hash=sha256:45c6c296056641b5df37cedafe7d1553f33bc247e2f81603a4d038b39261879b \
+    --hash=sha256:46e041fc7a83eaa989ef5fe09526bc2353a6ba39b4ce5191684eabefc02e17b0 \
+    --hash=sha256:4863b99b1bf739eaa60961798efc709f657864fbf5a142cb9b99d3e36a37208e \
+    --hash=sha256:4b8f52844cd260d7805eca55c834e3e06b4c0d5b53a4178143b92242c2517c0d \
+    --hash=sha256:4de6869be2b33490569dae0712366bb794b7f5e7a8b674de3e092b3e95712d6d \
+    --hash=sha256:4e5530d7a6c71c1a9c3b850b08bbc8178ffc9556e3aef7f9c808fe9ff91a6f11 \
+    --hash=sha256:4f0e3536eea76c03435d411099d165850bc3c9d873efe62843b995027135a763 \
+    --hash=sha256:53233656e4fecf9f8ec654f1f4c5d445bf1c2957d7f63ffdedbba2682c9d1584 \
+    --hash=sha256:5359caad5b57da0bce11d2880f22617ba3710f0866121a924745447848448034 \
+    --hash=sha256:54b6267918c66d8ba4a3cf519db1235a4bd56d2a0969ca5b2ae3c6b6b7d9ed79 \
+    --hash=sha256:5f1ddfe6429f9adc0a8d705afbcd40530fddeafa919873ffbb11f59eda44dbb9 \
+    --hash=sha256:64cf54c1dad35830bf1d86b343ad3c55aed443af51c5ccead8afd1b547aca196 \
+    --hash=sha256:6774f1fe2723001ca0cd42bf5d8b1235301226273915c581c5c1260d4d114c43 \
+    --hash=sha256:68c81c04e0d8778c01163dd2bc6f0e0236fc7f650c291526f10d4faccd99e5a0 \
+    --hash=sha256:696e0a2118e1df5ccacf8ecf8abe528cf0c4f1f1d867f64c34579bef77778cdb \
+    --hash=sha256:69d0326f20354ce278cbb86f5ae47cb390e22bb94a66877031038af907c42fa5 \
+    --hash=sha256:6c2852eaa26c0a73be4a30118cd5ad6a77c095d224ccb5ac38e40cb865747d22 \
+    --hash=sha256:73dd607b47863633d8070f1eb3bab1b3b097ee747783fe69c0dd0f93ec673d8b \
+    --hash=sha256:74bcfb26189939daba2a0eb4bad05a6a30773bb2461f3d9967b8ced224bd0de9 \
+    --hash=sha256:7b159315df71a009375227384aa4219f98c2342ccd8eb33e3f4b58654f426376 \
+    --hash=sha256:7e7ab4c1c8c4d365b02d9e82cdf25b01a065edf2ededd7b5acb043201ff80203 \
+    --hash=sha256:7f7fc1535f6e1a190089eae46dee25f0c6b72bb221d377be07092803b8208733 \
+    --hash=sha256:7ff29c9f5d3c91fda948c2fde58f457b3244550781d3bc0891b1b9d93c10f47f \
+    --hash=sha256:82860f050aabd08c046f304eb57c105bb3d5a7370f79a4a0b74d2b771767cc13 \
+    --hash=sha256:85a9abf2d16b4cb112f6cc6c32236d763b34d21c69b00c2f81a4ff3016fcc1d6 \
+    --hash=sha256:88396e6a24b80c86f4dc180964d9cc467ba3aa3c886af6532fe077c5a5dc0c3c \
+    --hash=sha256:899d5cea72c9a6c2d9b6e7b223de62c9e9f541f48267cc7135764070548735ce \
+    --hash=sha256:89e95f50ec4d29645ba2da9010e8717861585dc9f3df354a367f43807a6db3c7 \
+    --hash=sha256:8aaaab18314fd25453b5cf59c8cdca4110e419455bcb4c0737d19d4151513e75 \
+    --hash=sha256:8b3f1d03046765c0a83558bf1756811101e3947649c7ca22a71d9dc3c92929d1 \
+    --hash=sha256:8f2c8569460aa456a294d5e9a3579a382b825dc2e283e3cc398323dcfb6a3dee \
+    --hash=sha256:92b570225f6097430615a82543c3eb7974ca354738a6cef38053138f7d983151 \
+    --hash=sha256:94f83352295bf3d332678689ecd4ce190a4d233a20ad2f432724efd3ce03e49a \
+    --hash=sha256:975a8e75a10425442037dd9c7abbaae31941c34328d9f01b1ca42d9db44ac31d \
+    --hash=sha256:98e28c10e43d076f50ce9fa9f4017303d5796c3058b1b651f507c2a7d6ef402c \
+    --hash=sha256:9e88048a66dfffec7a3f578f2a2a0fd907c75b5bd85b3c9184f76f0149ea399f \
+    --hash=sha256:a2f9a9a591b3eaade523f3e778dfcd8684965ee6e954ae25cd2fd6d8c75e881d \
+    --hash=sha256:a315009b441a0105a373a9a780ebb1c6f7d9ead88ac6ea5f2a15791353c6f590 \
+    --hash=sha256:a3796094f616f72976ff51e4dc1a016e753c0f9af5393b2df96920b6bae1e19b \
+    --hash=sha256:a427976ba339da624367613d7eba52a1516e6d5c7f8988dc8fb888fbcf52d8b6 \
+    --hash=sha256:a45822bc8487da8151fe67c788de74b834582b1d510c67b888fcda64bf6ba4bb \
+    --hash=sha256:a7e76904148c229549db7240a4f9963deb8bb328c0c0844fc9f2320aca05b530 \
+    --hash=sha256:afff0876dafad6d3bb446c907da2836954876243f6bb9d5e44915d175e424aa4 \
+    --hash=sha256:b0c29ac4f50fc61a904acfe76e4ce6bc37e16ab5a98089cb411476d466e1bb36 \
+    --hash=sha256:b32afb576705fc5a02440d416ef476ddbcc827a20ff6c4a9d557882bc6b75135 \
+    --hash=sha256:b6228afacadb19a858289319d72797023e2cb048f2f930b68b7fe57eaed5fb6b \
+    --hash=sha256:b98f44bf873731d9ce99e6b3eeb6196bf7b27693ad9f6de0fba986b2b0845127 \
+    --hash=sha256:bb44efa4fa3e3ed7779ad0ade3c08ed5d75ca7a6336893e9a4f2722093b4168a \
+    --hash=sha256:bb8b2dd9c00d80ad2870ffbb51ce9af99fb2194c082d7b09f4125d90e21426f6 \
+    --hash=sha256:bca175f02a2b0150ffe7f5dc8bf49c798f34d2c7024d17ace0ec97a7583560e3 \
+    --hash=sha256:be4a41496a0a48c3abf57ef1bbeb11980060ce9c7a1dd8b92caa028a813a9c59 \
+    --hash=sha256:c2245c46b4ced5f689469e6dcdfc8a0895bf873840a6600f5ea759cdf1b26a8b \
+    --hash=sha256:c8c6337e7ad187e8039d06e4b33ee5148dcd73928819d94087e649eb37316a09 \
+    --hash=sha256:ccc5c660e31d788ca534a20f2ccb7a80b946b960e18ed4e1db950fcac122b405 \
+    --hash=sha256:ccdb63363c82ea9cea2d48126bc8e9241437b8b3b36413e967647a17add59643 \
+    --hash=sha256:cfe23f8dcf2c0f4e03d107ff68a9ee9707f9d76abeddbe59633e5de1564a650c \
+    --hash=sha256:d3a12ae5685e9621a988af07b5af0ad685c7d19d6a7246ac852e35060178cff4 \
+    --hash=sha256:d5c33eb2da5c9ccd281c396e1c618cfe6a91eb841e957f17d2fa520383b3111d \
+    --hash=sha256:d77901d058923a09ed25063ea6fb2842c153bbe75060a46e3949e73ad12ce352 \
+    --hash=sha256:d95b602ab022f3505288ce51feaa48c072a62e57da55d6a7a38ecb8c5ad67d81 \
+    --hash=sha256:da19331354433af6a2c54c21f2d70ba084933c0d7d2c43578ec5c5b446674ad5 \
+    --hash=sha256:db13f8039ad8229f77f0e242be14e53bd67e8f3aadeb16f3af30944287cca092 \
+    --hash=sha256:de3e2297a182253dfa4400883a9a4fb46d44946aed3157ea2da873b93e2525c4 \
+    --hash=sha256:decc176d86127c620b5d280b3fe5f97a788be58ca945971f3852c3bf54f4d5ad \
+    --hash=sha256:e29267ecdd08758926f1a9221af2671d90f475480c40aff409921b1f362f1bd5 \
+    --hash=sha256:e6e8d5fa63ec2a0738d188488e828818cbe4cb4d37c0c706836cf3888d82c53d \
+    --hash=sha256:ed1dba2695f6de009c67d63b39ff978cb43b8a79362f697acedffb7743e50d21 \
+    --hash=sha256:ee6b4beb79a71df67af15a8451366babc2687fcac674d5c6eacec4197e4ce8c1 \
+    --hash=sha256:f3c67f39b112dc35f68d5b59ee111db6121f037d1a60cf3840ecffbb2ec5686b \
+    --hash=sha256:f7c7596fbb2b5202e943180353958e89014e763c7f25877a92f70bbde6cd7f19 \
+    --hash=sha256:ff28eca77a57751488df90b0f385b472fd78e140a4d45097224648a5737acdf5 \
+    --hash=sha256:ff6217da86a63a6a5ea954d9b9ed67916d9d94a566b44aa98e68ae34b40ebbbf
     # via feast (pyproject.toml)
 httpcore==1.0.9 \
     --hash=sha256:2d400746a40668fc9dec9810239072b40b4484b640a8c38fd654a024c7a1bf55 \
     --hash=sha256:6e34463af53fd2ab5d807f399a9b45ea31c3dfa2276f15a2c3f00afff6e176e8
     # via httpx
-httptools==0.7.1 \
-    --hash=sha256:04c6c0e6c5fb0739c5b8a9eb046d298650a0ff38cf42537fc372b28dc7e4472c \
-    --hash=sha256:0d92b10dbf0b3da4823cde6a96d18e6ae358a9daa741c71448975f6a2c339cad \
-    --hash=sha256:0e68b8582f4ea9166be62926077a3334064d422cf08ab87d8b74664f8e9058e1 \
-    --hash=sha256:11d01b0ff1fe02c4c32d60af61a4d613b74fad069e47e06e9067758c01e9ac78 \
-    --hash=sha256:135fbe974b3718eada677229312e97f3b31f8a9c8ffa3ae6f565bf808d5b6bcb \
-    --hash=sha256:2c15f37ef679ab9ecc06bfc4e6e8628c32a8e4b305459de7cf6785acd57e4d03 \
-    --hash=sha256:322d00c2068d125bd570f7bf78b2d367dad02b919d8581d7476d8b75b294e3e6 \
-    --hash=sha256:379b479408b8747f47f3b253326183d7c009a3936518cdb70db58cffd369d9df \
-    --hash=sha256:38e0c83a2ea9746ebbd643bdfb521b9aa4a91703e2cd705c20443405d2fd16a5 \
-    --hash=sha256:3e14f530fefa7499334a79b0cf7e7cd2992870eb893526fb097d51b4f2d0f321 \
-    --hash=sha256:44c8f4347d4b31269c8a9205d8a5ee2df5322b09bbbd30f8f862185bb6b05346 \
-    --hash=sha256:465275d76db4d554918aba40bf1cbebe324670f3dfc979eaffaa5d108e2ed650 \
-    --hash=sha256:474d3b7ab469fefcca3697a10d11a32ee2b9573250206ba1e50d5980910da657 \
-    --hash=sha256:49794f9250188a57fa73c706b46cb21a313edb00d337ca4ce1a011fe3c760b28 \
-    --hash=sha256:5ddbd045cfcb073db2449563dd479057f2c2b681ebc232380e63ef15edc9c023 \
-    --hash=sha256:601b7628de7504077dd3dcb3791c6b8694bbd967148a6d1f01806509254fb1ca \
-    --hash=sha256:654968cb6b6c77e37b832a9be3d3ecabb243bbe7a0b8f65fbc5b6b04c8fcabed \
-    --hash=sha256:69d4f9705c405ae3ee83d6a12283dc9feba8cc6aaec671b412917e644ab4fa66 \
-    --hash=sha256:6babce6cfa2a99545c60bfef8bee0cc0545413cb0018f617c8059a30ad985de3 \
-    --hash=sha256:7347714368fb2b335e9063bc2b96f2f87a9ceffcd9758ac295f8bbcd3ffbc0ca \
-    --hash=sha256:7aea2e3c3953521c3c51106ee11487a910d45586e351202474d45472db7d72d3 \
-    --hash=sha256:7fe6e96090df46b36ccfaf746f03034e5ab723162bc51b0a4cf58305324036f2 \
-    --hash=sha256:84d86c1e5afdc479a6fdabf570be0d3eb791df0ae727e8dbc0259ed1249998d4 \
-    --hash=sha256:a3c3b7366bb6c7b96bd72d0dbe7f7d5eead261361f013be5f6d9590465ea1c70 \
-    --hash=sha256:abd72556974f8e7c74a259655924a717a2365b236c882c3f6f8a45fe94703ac9 \
-    --hash=sha256:ac50afa68945df63ec7a2707c506bd02239272288add34539a2ef527254626a4 \
-    --hash=sha256:aeefa0648362bb97a7d6b5ff770bfb774930a327d7f65f8208394856862de517 \
-    --hash=sha256:b580968316348b474b020edf3988eecd5d6eec4634ee6561e72ae3a2a0e00a8a \
-    --hash=sha256:c08fe65728b8d70b6923ce31e3956f859d5e1e8548e6f22ec520a962c6757270 \
-    --hash=sha256:c8c751014e13d88d2be5f5f14fc8b89612fcfa92a9cc480f2bc1598357a23a05 \
-    --hash=sha256:cad6b591a682dcc6cf1397c3900527f9affef1e55a06c4547264796bbd17cf5e \
-    --hash=sha256:cbf8317bfccf0fed3b5680c559d3459cccf1abe9039bfa159e62e391c7270568 \
-    --hash=sha256:cfabda2a5bb85aa2a904ce06d974a3f30fb36cc63d7feaddec05d2050acede96 \
-    --hash=sha256:d169162803a24425eb5e4d51d79cbf429fd7a491b9e570a55f495ea55b26f0bf \
-    --hash=sha256:d496e2f5245319da9d764296e86c5bb6fcf0cf7a8806d3d000717a889c8c0b7b \
-    --hash=sha256:de987bb4e7ac95b99b805b99e0aae0ad51ae61df4263459d36e07cf4052d8b3a \
-    --hash=sha256:df091cf961a3be783d6aebae963cc9b71e00d57fa6f149025075217bc6a55a7b \
-    --hash=sha256:e99c7b90a29fd82fea9ef57943d501a16f3404d7b9ee81799d41639bdaae412c \
-    --hash=sha256:eb844698d11433d2139bbeeb56499102143beb582bd6c194e3ba69c22f25c274 \
-    --hash=sha256:f084813239e1eb403ddacd06a30de3d3e09a9b76e7894dcda2b22f8a726e9c60 \
-    --hash=sha256:f25bbaf1235e27704f1a7b86cd3304eabc04f569c828101d94a0e605ef7205a5 \
-    --hash=sha256:f65744d7a8bdb4bda5e1fa23e4ba16832860606fcc09d674d56e425e991539ec \
-    --hash=sha256:f72fdbae2dbc6e68b8239defb48e6a5937b12218e6ffc2c7846cc37befa84362
+httpcore2==2.9.1 \
+    --hash=sha256:4d8acbf8b306f48c9d6046591fd5ba4037d1b1b1000d140fc2c3eab1e9a0c0e2 \
+    --hash=sha256:6182472379e855fe4221246a2bb7ecede403bc61c6798062ae1787d051ccde26
+    # via httpx2
+httptools==0.8.0 \
+    --hash=sha256:0770728beb05094c809b98e814edff5fef69d26ad7d21185f2f6d5884a0ba683 \
+    --hash=sha256:0ea897f0c729581ebf72131a438a7932d9b14efef72d75ada966700cac3caaeb \
+    --hash=sha256:159e9ab5f701ccd42e555a12f1ad8ff69702910fc1c996cf2bb66e5fcb7a231b \
+    --hash=sha256:19d1ee275bb59ba2643ba9a3a1e51cc0c788caf2b8df506368e03f56fdd08527 \
+    --hash=sha256:20b4aac66ff65f7db06a375808b78f42a94970aa22e826b3cb2b43eb09174124 \
+    --hash=sha256:2a021c3a8e65cc125390d72f59b968afca3bdcaff25bd67965e0a055a14946ca \
+    --hash=sha256:2c032fa028f46871ec7e1fc59fc15e8023eab3e6bbe6ece786a1611719a5d081 \
+    --hash=sha256:2d689918c15a013c65ef52d9fd495d766893ab831a2c8d89f2ac5940a5df847c \
+    --hash=sha256:384c17174464c8e873398b7af24f0b1f44d992c820328413951a625323155d77 \
+    --hash=sha256:425f83884fd6343828d8c565f046cb72b6d19063f6924093e11bcd8e1548cd09 \
+    --hash=sha256:48774d39cbb70e2b1f71f88852a3087ae1d3a1eb80482bb48c13067ab080c14f \
+    --hash=sha256:52dd695b865fe96d9d2b16b64a895f3f57bf3cb064e8383cd3b5713a069e8085 \
+    --hash=sha256:57278e6fa0424c42a8a3e454828ab4f0aff27b40cddf9679579b98c6dce6a376 \
+    --hash=sha256:5931891fb7b441b8a3853cf1b85c82c903defce084dd5f6771ca46e31bf862c5 \
+    --hash=sha256:5d7fa4ba7292c1139c0526f0b5aad507c6263c948206ea1b1cbca015c8af1b62 \
+    --hash=sha256:5eb911c515b96ee44bbd861e42cbefc488681d450545b1d02127f6136e3a86f5 \
+    --hash=sha256:614ceea8ea606848bece2338ac03b3ce5324bcb4be8dc7d377ed708012fa4db8 \
+    --hash=sha256:6a43c9dd399758ccc0531acb0a3c4a6c299ee893ee9400e9c893b7bdcfae0681 \
+    --hash=sha256:6b2a32f18d97e16e90827d7a819ffa8dbd8cc245fc4e1fa9d1095b54ef4bd999 \
+    --hash=sha256:7685df791fad561384bfb139e77fde27a1ffd93134e016f95a0db424ffbf77b1 \
+    --hash=sha256:7b71e7d7031928c650e1006e6c03e911bf967f7c69c011d37d541c3e7bf55005 \
+    --hash=sha256:880490234c10f70a9830743097e8958d6e4b9f5a0ffc24515023afeef984054d \
+    --hash=sha256:88bdd940f2b5d487b4d032c6afa5489a7dc4694410d43de3c38c4fb3af0dc45d \
+    --hash=sha256:88eead8ec8680a9f146c655bc88445a325bd7921cfd8194c7337e9467282427d \
+    --hash=sha256:9518c406d7b310f05adb1a37f80acabac40504a575d7c0da6d3e365c695ac20d \
+    --hash=sha256:9878eb2785ba5eb70631ad269b37976f73d647955e26c91d490eb8a4edfda4ba \
+    --hash=sha256:9fc1644f415372cec4f8a5be3a64183737398f10dbb1263602a036427fe75247 \
+    --hash=sha256:a1afd7c9fbff0d9f5d489c4ce2768bd09c84a46ddefc7161e6aa82ae35c85745 \
+    --hash=sha256:a1b4c8e7a489a0d750d91894e9a8cdc295838f1924c0ca903ae993456fddec07 \
+    --hash=sha256:a3b7387147361c3fd47a0bde763c5c91b5b4cd4dc9989b8ece84ff436c99843b \
+    --hash=sha256:a6f21e2a3b0067bbe7f67e34cfd16276af556e5e52f4c7503be0cb5f90e905e4 \
+    --hash=sha256:b15fc622b0f869d19207c4089a501d9bcc63ca5e071ffdd2f03f922df882dcb2 \
+    --hash=sha256:b205e5f5523fa039679da0dfe5a10132b2a4abeae6a86fdd1ddc035f7f836557 \
+    --hash=sha256:bbb8caadb2b742d293169d2b458b5c001ef70e3158704aa3d3ef9597624c5d1d \
+    --hash=sha256:bf3b6f807c8541503cecfbb8a8dffb385640d0d96102f3d112aa8740f9b7c826 \
+    --hash=sha256:c08ffe3e79756e0963cbc8fe410139f38a5884874b6f2e17761bef6563fdcd9b \
+    --hash=sha256:c0d726cc107fceb7d45f978483b4b70dd8caa836f5914d3434bb18628eb73813 \
+    --hash=sha256:c4a9f1707e4823d54dfec6c33fa3697d302aed536ed352a7ebb5a061ddb869d0 \
+    --hash=sha256:cd96f29b4bab1d42fa6e3d008711c75e0f79e94e06827330160e3a304227f150 \
+    --hash=sha256:d76ad7b951387e3632c8716a9bb03ac5b45c5f16119aa409db0459520887944e \
+    --hash=sha256:da684f2e1aa2ee9bdcb083f3f3a68c5956750b375bc5df864d3a5f0c42a40b77 \
+    --hash=sha256:de1ed58a974e75d56560acc7e7fed01a454994429456f65209789992e41f2568 \
+    --hash=sha256:de242a49b5d18e0a8776e654e9f6bf6d89f3875a5c35b425a0e7ce940feb3fd6 \
+    --hash=sha256:df31ef5494f406ab6cf827b7e64a22841c6e2d654100e6a116ea15b46d02d5e8 \
+    --hash=sha256:e93c227b595c6926c1acee96891dd9da4be338cfbe82e5cd3bb9d8dd7dc4ac0b \
+    --hash=sha256:eb3028cca2fc0a6d720e52ef61d8ebb62fcbfeb1de56874546d858d3f25a26b7 \
+    --hash=sha256:ed377e64805bdba4943c82717333f8f8603a13b09aff9cead2717c6c817fb168 \
+    --hash=sha256:ef7c3c97f4311c7be57e2986629df89d49cb434dbff78eafcd48c2bff986b15a \
+    --hash=sha256:f256d6ce930c52ca1cb2a960b7da03548c454e7d28b06059ad41bfe789036ce0 \
+    --hash=sha256:fe2a4c95aeba2209434e7b31172da572846cae8ca0bf1e7013e61b99fbbf5e72
     # via uvicorn
 httpx==0.28.1 \
     --hash=sha256:75e98c5f16b0f35b567856f597f06ff2270a374470a5c2392242528e3e3e42fc \
     --hash=sha256:d909fcccc110f8c7faf814ca82a9a4d816bc5a6dbfea25d6591d6985b8ba59ad
-    # via
-    #   fastapi-mcp
-    #   mcp
-httpx-sse==0.4.3 \
-    --hash=sha256:0ac1c9fe3c0afad2e0ebb25a934a59f4c7823b60792691f779fad2c5568830fc \
-    --hash=sha256:9b1ed0127459a66014aec3c56bebd93da3c1bc8bb6618c8082039a44889a755d
+    # via fastapi-mcp
+httpx2==2.9.1 \
+    --hash=sha256:1820fe14a9ab1107bfeff39259987429450b070ec0ff38cc87eb0d8c97fdc71a \
+    --hash=sha256:1932a768737e3666291582833da748cc4e563c337cf96706fccc04fa6e58764a
     # via mcp
 ibis-framework[duckdb]==12.0.0 \
     --hash=sha256:0bbd790f268da9cb87926d5eaad2b827a573927113c4ed3be5095efa89b9e512 \
     --hash=sha256:238624f2c14fdab8382ca2f4f667c3cdb81e29844cd5f8db8a325d0743767c61
     # via feast (pyproject.toml)
-idna==3.13 \
-    --hash=sha256:585ea8fe5d69b9181ec1afba340451fba6ba764af97026f92a91d4eef164a242 \
-    --hash=sha256:892ea0cde124a99ce773decba204c5552b69c3c67ffd5f232eb7696135bc8bb3
+idna==3.18 \
+    --hash=sha256:7f952cbe720b688055e3f87de14f5c3e5fdaa8bc3928985c4077ca689de849a2 \
+    --hash=sha256:ffb385a7e039654cef1ab9ef32c6fafe283c0c0467bba1d9029738ce4a14a848
     # via
     #   anyio
     #   httpx
+    #   httpx2
     #   requests
     #   snowflake-connector-python
     #   yarl
@@ -1102,116 +1151,116 @@ jmespath==1.1.0 \
 jsonschema==4.26.0 \
     --hash=sha256:0c26707e2efad8aa1bfc5b7ce170f3fccc2e4918ff85989ba9ffa9facb2be326 \
     --hash=sha256:d489f15263b8d200f8387e64b4c3a75f06629559fb73deb8fdfb525f2dab50ce
-    # via
-    #   feast (pyproject.toml)
-    #   mcp
+    # via mcp
 jsonschema-specifications==2025.9.1 \
     --hash=sha256:98802fee3a11ee76ecaca44429fda8a41bff98b00a0f2838151b113f210cc6fe \
     --hash=sha256:b540987f239e745613c7a9176f3edb72b832a4ac465cf02712288397832b5e8d
     # via jsonschema
-kubernetes==35.0.0 \
-    --hash=sha256:39e2b33b46e5834ef6c3985ebfe2047ab39135d41de51ce7641a7ca5b372a13d \
-    --hash=sha256:3d00d344944239821458b9efd484d6df9f011da367ecb155dadf9513f05f09ee
+kubernetes==36.0.3 \
+    --hash=sha256:36993ed25ce59b789c9341473a228fcf268504a2fec7c2b2b1531d73072e5ce7 \
+    --hash=sha256:8fde9241c4b298e6374a069dcf728359b4e72c2fb29489a975ba4e1c047cf10f
     # via feast (pyproject.toml)
-librt==0.9.0 \
-    --hash=sha256:07cf11f769831186eeac424376e6189f20ace4f7263e2134bdb9757340d84d4d \
-    --hash=sha256:0a09c2f5869649101738653a9b7ab70cf045a1105ac66cbb8f4055e61df78f2d \
-    --hash=sha256:0a1be03168b2691ba61927e299b352a6315189199ca18a57b733f86cb3cc8d38 \
-    --hash=sha256:0b73e4266307e51c95e09c0750b7ec383c561d2e97d58e473f6f6a209952fbb8 \
-    --hash=sha256:15cb151e52a044f06e54ac7f7b47adbfc89b5c8e2b63e1175a9d587c43e8942a \
-    --hash=sha256:194fc1a32e1e21fe809d38b5faea66cc65eaa00217c8901fbdb99866938adbdb \
-    --hash=sha256:1bf465d1e5b0a27713862441f6467b5ab76385f4ecf8f1f3a44f8aa3c695b4b6 \
-    --hash=sha256:1c587494461ebd42229d0f1739f3aa34237dd9980623ecf1be8d3bcba79f4499 \
-    --hash=sha256:224b9727eb8bc188bc3bcf29d969dba0cd61b01d9bac80c41575520cc4baabb2 \
-    --hash=sha256:22a904cbdb678f7cb348c90d543d3c52f581663d687992fee47fd566dcbf5285 \
-    --hash=sha256:2b8f5d00b49818f4e2b1667db994488b045835e0ac16fe2f924f3871bd2b8ac5 \
-    --hash=sha256:2c3786f0f4490a5cd87f1ed6cefae833ad6b1060d52044ce0434a2e85893afd0 \
-    --hash=sha256:2d03fa4fd277a7974c1978c92c374c57f44edeee163d147b477b143446ad1bf6 \
-    --hash=sha256:2f8e12706dcb8ff6b3ed57514a19e45c49ad00bcd423e87b2b2e4b5f64578443 \
-    --hash=sha256:3be322a15ee5e70b93b7a59cfd074614f22cc8c9ff18bd27f474e79137ea8d3b \
-    --hash=sha256:3cc2917258e131ae5f958a4d872e07555b51cb7466a43433218061c74ef33745 \
-    --hash=sha256:3f05d145df35dca5056a8bc3838e940efebd893a54b3e19b2dda39ceaa299bcb \
-    --hash=sha256:3fe56e80badb66fdcde06bef81bbaa5bfcf6fbd7aefb86222d9e369c38c6b228 \
-    --hash=sha256:42ff8a962554c350d4a83cf47d9b7b78b0e6ff7943e87df7cdfc97c07f3c016f \
-    --hash=sha256:451daa98463b7695b0a30aa56bf637831ea559e7b8101ac2ef6382e8eb15e29c \
-    --hash=sha256:465814ab157986acb9dfa5ccd7df944be5eefc0d08d31ec6e8d88bc71251d845 \
-    --hash=sha256:4c4d0440a3a8e31d962340c3e1cc3fc9ee7febd34c8d8f770d06adb947779ea5 \
-    --hash=sha256:4e3dda8345307fd7306db0ed0cb109a63a2c85ba780eb9dc2d09b2049a931f9c \
-    --hash=sha256:5093043afb226ecfa1400120d1ebd4442b4f99977783e4f4f7248879009b227f \
-    --hash=sha256:5112c2fb7c2eefefaeaf5c97fec81343ef44ee86a30dcfaa8223822fba6467b4 \
-    --hash=sha256:527b5b820b47a09e09829051452bb0d1dd2122261254e2a6f674d12f1d793d54 \
-    --hash=sha256:54d412e47c21b85865676ed0724e37a89e9593c2eee1e7367adf85bfad56ffb1 \
-    --hash=sha256:56d65b583cf43b8cf4c8fbe1e1da20fa3076cc32a1149a141507af1062718236 \
-    --hash=sha256:5ca8e133d799c948db2ab1afc081c333a825b5540475164726dcbf73537e5c2f \
-    --hash=sha256:603138ee838ee1583f1b960b62d5d0007845c5c423feb68e44648b1359014e27 \
-    --hash=sha256:63c12efcd160e1d14da11af0c46c0217473e1e0d2ae1acbccc83f561ea4c2a7b \
-    --hash=sha256:657f8ba7b9eaaa82759a104137aed2a3ef7bc46ccfd43e0d89b04005b3e0a4cc \
-    --hash=sha256:66b58fed90a545328e80d575467244de3741e088c1af928f0b489ebec3ef3858 \
-    --hash=sha256:6788207daa0c19955d2b668f3294a368d19f67d9b5f274553fd073c1260cbb9f \
-    --hash=sha256:703f4ae36d6240bfe24f542bac784c7e4194ec49c3ba5a994d02891649e2d85b \
-    --hash=sha256:7202bdcac47d3a708271c4304a474a8605a4a9a4a709e954bf2d3241140aa938 \
-    --hash=sha256:756775d25ec8345b837ab52effee3ad2f3b2dfd6bbee3e3f029c517bd5d8f05a \
-    --hash=sha256:78042f6facfd98ecb25e9829c7e37cce23363d9d7c83bc5f72702c5059eb082b \
-    --hash=sha256:789fff71757facc0738e8d89e3b84e4f0251c1c975e85e81b152cdaca927cc2d \
-    --hash=sha256:7bc30ad339f4e1a01d4917d645e522a0bc0030644d8973f6346397c93ba1503f \
-    --hash=sha256:7d429bdd4ac0ab17c8e4a8af0ed2a7440b16eba474909ab357131018fe8c7e71 \
-    --hash=sha256:7d5c8a5929ac325729f6119802070b561f4db793dffc45e9ac750992a4ed4d22 \
-    --hash=sha256:7e6274fd33fc5b2a14d41c9119629d3ff395849d8bcbc80cf637d9e8d2034da8 \
-    --hash=sha256:80b25c7b570a86c03b5da69e665809deb39265476e8e21d96a9328f9762f9990 \
-    --hash=sha256:81107843ed1836874b46b310f9b1816abcb89912af627868522461c3b7333c0f \
-    --hash=sha256:8494cfc61e03542f2d381e71804990b3931175a29b9278fdb4a5459948778dc2 \
-    --hash=sha256:850d6d03177e52700af605fd60db7f37dcb89782049a149674d1a9649c2138fd \
-    --hash=sha256:8c6bc1384d9738781cfd41d09ad7f6e8af13cfea2c75ece6bd6d2566cdea2076 \
-    --hash=sha256:90904fac73c478f4b83f4ed96c99c8208b75e6f9a8a1910548f69a00f1eaa671 \
-    --hash=sha256:90e6d5420fc8a300518d4d2288154ff45005e920425c22cbbfe8330f3f754bd9 \
-    --hash=sha256:928bd06eca2c2bbf4349e5b817f837509b0604342e65a502de1d50a7570afd15 \
-    --hash=sha256:9b3e3bc363f71bda1639a4ee593cb78f7fbfeacc73411ec0d4c92f00730010a4 \
-    --hash=sha256:9edcc35d1cae9fd5320171b1a838c7da8a5c968af31e82ecc3dff30b4be0957f \
-    --hash=sha256:9fcb461fbf70654a52a7cc670e606f04449e2374c199b1825f754e16dacfedd8 \
-    --hash=sha256:a0951822531e7aee6e0dfb556b30d5ee36bbe234faf60c20a16c01be3530869d \
-    --hash=sha256:a361c9434a64d70a7dbb771d1de302c0cc9f13c0bffe1cf7e642152814b35265 \
-    --hash=sha256:a4b25c6c25cac5d0d9d6d6da855195b254e0021e513e0249f0e3b444dc6e0e61 \
-    --hash=sha256:a5af136bfba820d592f86c67affcef9b3ff4d4360ac3255e341e964489b48519 \
-    --hash=sha256:a81eea9b999b985e4bacc650c4312805ea7008fd5e45e1bf221310176a7bcb3a \
-    --hash=sha256:a9c63e04d003bc0fb6a03b348018b9a3002f98268200e22cc80f146beac5dc40 \
-    --hash=sha256:aa95738a68cedd3a6f5492feddc513e2e166b50602958139e47bbdd82da0f5a7 \
-    --hash=sha256:b0a2040f801406b93657a70b72fa12311063a319fee72ce98e1524da7200171f \
-    --hash=sha256:b8bd70d5d816566a580d193326912f4a76ec2d28a97dc4cd4cc831c0af8e330e \
-    --hash=sha256:b8da9f8035bb417770b1e1610526d87ad4fc58a2804dc4d79c53f6d2cf5a6eb9 \
-    --hash=sha256:bc5518873822d2faa8ebdd2c1a4d7c8ef47b01a058495ab7924cb65bdbf5fc9a \
-    --hash=sha256:c0d620e74897f8c2613b3c4e2e9c1e422eb46d2ddd07df540784d44117836af3 \
-    --hash=sha256:c2640e23d2b7c98796f123ffd95cf2022c7777aa8a4a3b98b36c570d37e85eee \
-    --hash=sha256:c81aef782380f0f13ead670aae01825eb653b44b046aa0e5ebbb79f76ed4aa11 \
-    --hash=sha256:d4d16b608a1c43d7e33142099a75cd93af482dadce0bf82421e91cad077157f4 \
-    --hash=sha256:d69fc39e627908f4c03297d5a88d9284b73f4d90b424461e32e8c2485e21c283 \
-    --hash=sha256:d9da80e5b04acce03ced8ba6479a71c2a2edf535c2acc0d09c80d2f80f3bad15 \
-    --hash=sha256:dd2c7e082b0b92e1baa4da28163a808672485617bc855cc22a2fd06978fa9084 \
-    --hash=sha256:de7dac64e3eb832ffc7b840eb8f52f76420cde1b845be51b2a0f6b870890645e \
-    --hash=sha256:e0785c2fb4a81e1aece366aa3e2e039f4a4d7d21aaaded5227d7f3c703427882 \
-    --hash=sha256:e306d956cfa027fe041585f02a1602c32bfa6bb8ebea4899d373383295a6c62f \
-    --hash=sha256:e78fb7419e07d98c2af4b8567b72b3eaf8cb05caad642e9963465569c8b2d87e \
-    --hash=sha256:e9002e98dcb1c0a66723592520decd86238ddcef168b37ff6cfb559200b4b774 \
-    --hash=sha256:e94cbc6ad9a6aeea46d775cbb11f361022f778a9cc8cc90af653d3a594b057ce \
-    --hash=sha256:eea1b54943475f51698f85fa230c65ccac769f1e603b981be060ac5763d90927 \
-    --hash=sha256:f100bfe2acf8a3689af9d0cc660d89f17286c9c795f9f18f7b62dd1a6b247ae6 \
-    --hash=sha256:f162af66a2ed3f7d1d161a82ca584efd15acd9c1cff190a373458c32f7d42118 \
-    --hash=sha256:f24b90b0e0c8cc9491fb1693ae91fe17cb7963153a1946395acdbdd5818429a4 \
-    --hash=sha256:f29b68cd9714531672db62cc54f6e8ff981900f824d13fa0e00749189e13778e \
-    --hash=sha256:f38bc489037eca88d6ebefc9c4d41a4e07c8e8b4de5188a9e6d290273ad7ebb1 \
-    --hash=sha256:f3fd278f5e6bf7c75ccd6d12344eb686cc020712683363b66f46ac79d37c799f \
-    --hash=sha256:f4003f70c56a5addd6aa0897f200dd59afd3bf7bcd5b3cce46dd21f925743bc2 \
-    --hash=sha256:f48c963a76d71b9d7927eb817b543d0dccd52ab6648b99d37bd54f4cd475d856 \
-    --hash=sha256:f819e0c6413e259a17a7c0d49f97f405abadd3c2a316a3b46c6440b7dbbedbb1 \
-    --hash=sha256:fc5758e2b7a56532dc33e3c544d78cbaa9ecf0a0f2a2da2df882c1d6b99a317f \
-    --hash=sha256:fcbdf2a9ca24e87bbebb47f1fe34e531ef06f104f98c9ccfc953a3f3344c567a
+librt==0.13.0 \
+    --hash=sha256:05d96b80b95d3a2721b619f8982b8558848b04875bb4772fd54842b59f61dd97 \
+    --hash=sha256:0763ca2ab66058174f9dee426dc64f5e0a89c24a7df8d3fe3f1836c04e25de4b \
+    --hash=sha256:091b60a4d2174fc1ec5c34cdc0b72efb6224753d76b7da61ebeab7a191aec8bd \
+    --hash=sha256:0b795f5fc70fbbb787ceaf79bb3a0d627bcc33c53de51741755263ec406b775a \
+    --hash=sha256:0d38604854e8d22faadf683ec6c02bb0f886e2ba56ef981a1c36ee275f21ea22 \
+    --hash=sha256:109b84a9edf69ad89dc1f66358659e14a031baca95e3e5b0060bd903ede8efd6 \
+    --hash=sha256:1304368a3e7ffc3e9db986796cc5326fdb5943a3567ecc137cff318e4240c0e7 \
+    --hash=sha256:17221a7569f8f292aa0014226e48aa25b8c2b08da18088cd230953d0ea0f9cd1 \
+    --hash=sha256:1b5a7bbff495baedbd9b916c367d66854008f8f3b575908ded477c499dc60082 \
+    --hash=sha256:1ce61b3746545029d4f5c17d6bd74b676254ad98433086c846ffb5e8fa73f007 \
+    --hash=sha256:1d2a610c14ac0d0750ee0a3ab8548e83155258387891caaca04def4bf7289781 \
+    --hash=sha256:21b7ac084f701a9cdff6139745a6620579d65a9379ac2d9d50a86368b109e63c \
+    --hash=sha256:22034924f5b42d5a56371cf271771bfeaabf235a7a8b6264bef2d20013f786c6 \
+    --hash=sha256:25218d94b1d2cbc0ba1d8a3f9dc9af578d9646e5ed16443a70cde1dfdcce6d71 \
+    --hash=sha256:2608d3b39f9e0b4a66a130d9150c615cba40a5090d25eeeaa225e0e46de8c0ac \
+    --hash=sha256:260c33e92263fa629b4f6d3c51967a1c2158fe6c33237aaa3ebeac586b085259 \
+    --hash=sha256:2e56ea4ee4df77585a6b5c138f6538680886024fa559f5b55bd14b12e98e67b2 \
+    --hash=sha256:2f281549a4c52ac7bb97997f14353f8bd0e53a34ca0dad1c905cfd0b4a58ae99 \
+    --hash=sha256:301067672387902c55f94b51d5022304b36c966ea9fe1f21caab99a9bef487c9 \
+    --hash=sha256:30536798f4504c0fad0885b1d371b0539abb081e4570c9d7c641cb51141b49f0 \
+    --hash=sha256:32c26893cd085c1efe83219e78d866da23fb20a066101b8f68210004361d224c \
+    --hash=sha256:34bc7938b9fdf14fe32a406c19c71faf894c5cee7e7474bd0be2f17200b82d14 \
+    --hash=sha256:34e47058fcc69a313293d6dee94216a4f30c929ae6f2476e58c5ba635aa639d5 \
+    --hash=sha256:3657346f867469e962549435aa05fd15330b1d6a92829f8e27988e194382d005 \
+    --hash=sha256:36b306a623aaad96fe4b378692b54f9c0789fccd833b9851753d5fbf6138cfde \
+    --hash=sha256:371f7ce73026815dafd51c50ce38416e91428b28c4b2ec97cd39271164b0045c \
+    --hash=sha256:375f5af8f99cbaa99dd293af986e3d57caabc9ba81a5d3f021603764854197a1 \
+    --hash=sha256:387e2f1d27e89bffe0d3f520f0da0662c973fd607ca16c1808f8a5085419485e \
+    --hash=sha256:3aaedf52171bee90860704c560bc798fe83b76247df47568e0197e9b13c735a0 \
+    --hash=sha256:3dbb2a31882456cadc7053378e81ad7ed7693db4ac9f98ab5f81ef034aa8ec9f \
+    --hash=sha256:4000d961ff9598ac6ea603c6c836a5ed49bc205ade5fc378b998dfe1e2c36628 \
+    --hash=sha256:40ccd13c252d3fe473ffc8a57be7565abc8b64cf1b108344c859d5164f7f3e0c \
+    --hash=sha256:46c330e82565962c761dbce7941be2cff7db674ee807455a8d0cadc5f9b759b0 \
+    --hash=sha256:4f6db193d2e5e0ed60359b9a5a682cd67205d0d3b1e459a867dd4b5c4e7eaa7a \
+    --hash=sha256:531b2df3e9fe96b1fcf73a6d165921e4656be5f58d631d384ebce344298368db \
+    --hash=sha256:54dab44a847d5ad1acd05c8a83fe518ae685516ecf4d3f7cc6e3df2a66767650 \
+    --hash=sha256:5929da1981a46bcf4b28b1b9499905f0ff58e2419da402a048234e9783acbc4b \
+    --hash=sha256:5f31b0aa13c9b04370d4da6be1ab7779776b3a075cceb6747a39a4be85fe1e40 \
+    --hash=sha256:5fdcf34f86de8fb66d7dc7589f96ba91c4aa46671200d400e6fd6f109a483f18 \
+    --hash=sha256:66c0e7e6b02a155576df2c77ec933a70b72da726e248c494abf690923e624348 \
+    --hash=sha256:66cb1138f384a191a6d75f986064841fcfdc0cea98f7bd9c9ab9b38049917588 \
+    --hash=sha256:68a5faee4bba381cb93b5961f684a514cf0053cb92308ff9c792c2fea0b174c6 \
+    --hash=sha256:6bf6a559ffe4a93bbea6cf31ddf01a7fd9ba342ef51f27beb178e318b74acd61 \
+    --hash=sha256:70d9c62a4cffd9f23396cd5ef93fc5d11b31596b9b7d6306074abe3d5fcf09bd \
+    --hash=sha256:791aa18a373b90da8ac3c44fc77544f33fdf53ae403acdce9b39f1c26b4a3b94 \
+    --hash=sha256:79e44cff71750d299d61a678e49995b0d5935a9cda238c2574daeca3ba536927 \
+    --hash=sha256:7db9a3ff32ef5f7d1703d93831a3316cdf0b537de6a1cc03cc8fdd09b9194e89 \
+    --hash=sha256:860bd1d8ba48456ce08feaf8d343a8aaeb2fa086f2bcaa2a923fa3f7a3ff9aa3 \
+    --hash=sha256:9320d34c3376ae204b2cd176e8d4883a013934e0aef822f1aed9c536490c275d \
+    --hash=sha256:93d24ebb82aa4420b1409c389e7857bc35bd0b668007ac8172427d5c73cc8cc5 \
+    --hash=sha256:94b85d664d777bab6c0d709416cb42938251fda9e221b79e3a2215d85df5f4f9 \
+    --hash=sha256:96bad8725a4f196a798366c25ce075d1f7543a4ec045ffc13e6a7ec095cdab04 \
+    --hash=sha256:9af313c66157a69dc69ea0059a66961692250e0dc95af9c385a48ffb770a0d16 \
+    --hash=sha256:9c5d02b89de5acd0379a51ec44a89476fb03df6145442e1c8ecd6bee2f91b176 \
+    --hash=sha256:9e786428f291dd2d2f1cbfc0e0caa45a2e395fab0ad3e2c9314daa8873414390 \
+    --hash=sha256:9f836c37478f167a81200d8c8b2c920a22224564bed2c23d7aeec760965c367a \
+    --hash=sha256:9fd35e95ab5e45c3901d37110263c7db85a961110f5460588fe37f8c131f88a7 \
+    --hash=sha256:a001519c315d5db40710f2665d32c4791f1d4779fc96a9423fd18d92c8b9ac7b \
+    --hash=sha256:a3762e75fcac8c9e4dacaaf438bffd9003e2ca2c531b756f3c0035deefa674c8 \
+    --hash=sha256:a38fb81d8376dfa2f8963b265fec07637802b0d01e2a127c19c66cb070fb24f5 \
+    --hash=sha256:a3dfe4edf10e8ed7e55b026a8bfc2c2a8704218b659cd4bffdf604fab966dc39 \
+    --hash=sha256:a4517d47b2b8af26975a406fba7d314de9696d864252e0257c6ea90238cfe27f \
+    --hash=sha256:a468951af16155824e88bdd8326ebe5bdb371f3ec0ac04642994b98201d914f3 \
+    --hash=sha256:a6e556d6aba31c93dd97ce661d66614d2429c0a3923f9dc8f0af7e8df10223a4 \
+    --hash=sha256:ac04bcd3328eb91d99dfedf6a60d9c1f15d3434e6f6daf922f0420f7d90b85c7 \
+    --hash=sha256:ae01d8512cc17079e53425635327dbf3f7ff57a42c00dec348bf79791c56444c \
+    --hash=sha256:b15e26cc0fe622d0c67e98bee6ef6bc8f792e20ee3006aa12627a00463d9399f \
+    --hash=sha256:b222493da6e7b6199db9bd79502436cf5a27da3c1f7fa83c7e285444fc93fd03 \
+    --hash=sha256:c3cd253cf32fe4f4662960d6bf7d55cb8be0c31a5d644a4d48aeafebaff3409a \
+    --hash=sha256:c6014e3c80f9c1fe268ef8b0e0ef113bac672cc032f2f93866e7ddad4f3e663d \
+    --hash=sha256:c718e99a0992127af84385378460db624103b559ab260435abcfe77a4e4ed1c1 \
+    --hash=sha256:c7897db4e95e22468bdda33d8e012ceacd0182abf001e6389d763f0def6286b9 \
+    --hash=sha256:cb8a1adce42d8b75485a5d56a9623a50bcab995b6079f1dac59fc44034dd93d9 \
+    --hash=sha256:cc99dfb62b23c9207c33d0be8a2e2af7a42e21e6ea388b380a0c948c7b88953b \
+    --hash=sha256:d4c8d9bd5abce34b2e75edb3bf37ab0f34e49b1f915a40ae8468eb7c85bc5b46 \
+    --hash=sha256:d4cb6fbfdf874340ab5e51450753c0f817b6958a3621125ee695bbc3de866566 \
+    --hash=sha256:d63bae12a8aeb51380be3438e4dc4bd27354d0f8e19166b2f44e3e94d6f552dc \
+    --hash=sha256:d6fb0eaa108814581c4d3bfbd068c3fb6757812a81415008d1bae08267cca360 \
+    --hash=sha256:d9188caac26e47671b52836a5e2a49873a7fc11c673b0c122d22515f98bc14e1 \
+    --hash=sha256:db327e7271e653c32040b85ae6188059c924b57d7e1e29f935523fa017cd4e82 \
+    --hash=sha256:dbdd5b6509d0c2a8fe72cf494c299a61dbd58142a90a4190664ae159e4a7b547 \
+    --hash=sha256:e4f9b472e7d308d94b62c801982065661158c6ed02790d6c7ddb4337cea0f9c1 \
+    --hash=sha256:e54a315caf843c8d77e388cadc56ea9ded569935ee2d2347d7ea94992e5aa6fa \
+    --hash=sha256:f125f5d46b20f89dc5587a55cc416b4ba2a5b2ffda36d048ee120e17598a653a \
+    --hash=sha256:f19e181de5b3a1148bb3420b8c4b0b0ea0fce6950099724ad151d6cea5acc180 \
+    --hash=sha256:f1f9cc4d09a46d9cb3c2063ae100629d3f52a6517c3c08c2f4c9828261883929 \
+    --hash=sha256:f26629539d4893c2957a16c41bb058e1e135c1f150f6a2e25ed047f64cf3f5c6 \
+    --hash=sha256:f2a7253458e34f33543551394ae4fe104b497ec2a65ac266074de64c1df82e37 \
+    --hash=sha256:f40e56b61b41be5f7dec938cfeffd660668cf4b5e72c78e7bd671d66b7bc2c79 \
+    --hash=sha256:f442e3954b1addc759faae22a7c9a3f1e16d7d1db3f484279dc27d62e06968fa \
+    --hash=sha256:fadc63331f4388c3dc90090448f682a7e9feafc11481391c1e94f2f907a3976e \
+    --hash=sha256:fc67741da44c6eaa90e01eafb586bbba9b51eb5b6ed381ee6f5ae72eb3316d21
     # via mypy
 locket==1.0.0 \
     --hash=sha256:5c0d4c052a8bbbf750e056a8e65ccd309086f4f0f18a2eac306a8dfa4112a632 \
     --hash=sha256:b6c819a722f7b6bd955b80781788e4a66a55628b858d347536b7e81325a3a5e3
     # via partd
-markdown-it-py==4.0.0 \
-    --hash=sha256:87327c59b172c5011896038353a81343b6754500a08cd7a4973bb48c6d578147 \
-    --hash=sha256:cb0a2b4aa34f932c007117b194e945bd74e0ec24133ceb5bac59009cda1cb9f3
+markdown-it-py==4.2.0 \
+    --hash=sha256:04a21681d6fbb623de53f6f364d352309d4094dd4194040a10fd51833e418d49 \
+    --hash=sha256:9f7ebbcd14fe59494226453aed97c1070d83f8d24b6fc3a3bcf9a38092641c4a
     # via rich
 markupsafe==3.0.3 \
     --hash=sha256:0303439a41979d9e74d18ff5e2dd8c43ed6c6001fd40e5bf2e43f7bd9bbc523f \
@@ -1304,22 +1353,20 @@ markupsafe==3.0.3 \
     --hash=sha256:f9e130248f4462aaa8e2552d547f36ddadbeaa573879158d721bbd33dfe4743a \
     --hash=sha256:fed51ac40f757d41b7c48425901843666a6677e3e8eb0abcff09e4ba6e664f50
     # via jinja2
-mcp==1.27.0 \
-    --hash=sha256:5ce1fa81614958e267b21fb2aa34e0aea8e2c6ede60d52aba45fd47246b4d741 \
-    --hash=sha256:d3dc35a7eec0d458c1da4976a48f982097ddaab87e278c5511d5a4a56e852b83
-    # via fastapi-mcp
+mcp==1.29.0 \
+    --hash=sha256:52d01f334de1868cc3bb2d6604931126a67631f99a6c5d3b82ba47290315ec36 \
+    --hash=sha256:f5a075bb611f23d6f4d080c6a1699fa62772eebc562ba9e66b306ddde1c755f7
+    # via
+    #   feast (pyproject.toml)
+    #   fastapi-mcp
 mdurl==0.1.2 \
     --hash=sha256:84008a41e51615a49fc9966191ff91509e3c40b939176e643fd50a5c2196b8f8 \
     --hash=sha256:bb413d29f5eea38f31dd4754dd7377d4465116fb207585f97bf925588687c1ba
     # via markdown-it-py
-milvus-lite==2.4.12 \
-    --hash=sha256:20087663e7b4385050b7ad08f1f03404426d4c87b1ff91d5a8723eee7fd49e88 \
-    --hash=sha256:334037ebbab60243b5d8b43d54ca2f835d81d48c3cda0c6a462605e588deb05d \
-    --hash=sha256:a0f3a5ddbfd19f4a6b842b2fd3445693c796cde272b701a1646a94c1ac45d3d7 \
-    --hash=sha256:e8d4f7cdd5f731efd6faeee3715d280fd91a5f9b4d89312664d56401f65b1473
-    # via
-    #   feast (pyproject.toml)
-    #   pymilvus
+milvus-lite==3.1.1 \
+    --hash=sha256:0cbf8386a2e99b6464a5eda14cf8e31934b0e287e36c831e293aee614d9efc2e \
+    --hash=sha256:0f343c9bf1e291d6c2fa615a52a57090ebbaf96b84bfb71f7eb73cd95cd7fc1c
+    # via feast (pyproject.toml)
 mmh3==5.2.1 \
     --hash=sha256:022aa1a528604e6c83d0a7705fdef0b5355d897a9e0fa3a8d26709ceaa06965d \
     --hash=sha256:0634581290e6714c068f4aa24020acf7880927d1f0084fa753d9799ae9610082 \
@@ -1580,146 +1627,202 @@ multidict==6.7.1 \
     #   aiobotocore
     #   aiohttp
     #   yarl
-mypy==1.20.2 \
-    --hash=sha256:0c64e5973df366b747646fc98da921f9d6eba9716d57d1db94a83c026a08e0fb \
-    --hash=sha256:0deb80d062b2479f2c87ae568f89845afc71d11bc41b04179e58165fd9f31e98 \
-    --hash=sha256:1e1c12f6d2db3d78b909b5f77513c11eb7f2dd2782b96a3ab6dffc7d44575c99 \
-    --hash=sha256:20175a1c0f49863946ec20b7f63255768058ac4f07d2b9ded6a6b46cfb5a9100 \
-    --hash=sha256:29752dbbf8cc53f89f6ac096d363314333045c257c9c75cbd189ca2de0455744 \
-    --hash=sha256:2a4102b03bb7481d9a91a6da8d174740c9c8c4401024684b9ca3b7cc5e49852f \
-    --hash=sha256:2de3dcea53babc1c3237a19002bc3d228ce1833278f093b8d619e06e7cc79609 \
-    --hash=sha256:34397cdced6b90b836e38182076049fdb41424322e0b0728c946b0939ebdf9f6 \
-    --hash=sha256:4077797a273e56e8843d001e9dfe4ba10e33323d6ade647ff260e5cd97d9758c \
-    --hash=sha256:419413398fe250aae057fd2fe50166b61077083c9b82754c341cf4fd73038f30 \
-    --hash=sha256:4b6481b228d072315b053210b01ac320e1be243dc17f9e5887ef167f23f5fae4 \
-    --hash=sha256:4dbfcf869f6b0517f70cf0030ba6ea1d6645e132337a7d5204a18d8d5636c02b \
-    --hash=sha256:4fef51b01e638974a6e69885687e9bd40c8d1e09a6cd291cca0619625cf1f558 \
-    --hash=sha256:52b176444e2e5054dfcbcb8c75b0b719865c96247b37407184bbfca5c353f2c2 \
-    --hash=sha256:56908d7e08318d39f85b1f0c6cfd47b0cac1a130da677630dac0de3e0623e102 \
-    --hash=sha256:5a65aa591af023864fd08a97da9974e919452cfe19cb146c8a5dc692626445dc \
-    --hash=sha256:688c3312e5dadb573a2c69c82af3a298d43ecf9e6d264e0f95df960b5f6ac19c \
-    --hash=sha256:6e2b469efd811707bc530fd1effef0f5d6eebcb7fe376affae69025da4b979a2 \
-    --hash=sha256:7488448de6007cd5177c6cea0517ac33b4c0f5ee9b5e9f2be51ce75511a85517 \
-    --hash=sha256:785b08db19c9f214dc37d65f7c165d19a30fcecb48abfa30f31b01b5acaabb58 \
-    --hash=sha256:7b0e817b518bff7facd7f85ea05b643ad8bdcce684cf29784987b0a7c8e1f997 \
-    --hash=sha256:803203d2b6ea644982c644895c2f78b28d0e208bba7b27d9b921e0ec5eb207c6 \
-    --hash=sha256:89dce27e142d25ffbc154c1819383b69f2e9234dc4ed4766f42e0e8cb264ab5c \
-    --hash=sha256:913485a03f1bcf5d279409a9d2b9ed565c151f61c09f29991e5faa14033da4c8 \
-    --hash=sha256:97d7b9a485b40f8ca425460e89bf1da2814625b2da627c0dcc6aa46c92631d14 \
-    --hash=sha256:9bcb8aa397ff0093c824182fd76a935a9ba7ad097fcbef80ae89bf6c1731d8ec \
-    --hash=sha256:9d56a78b646f2e3daa865bc70cd5ec5a46c50045801ca8ff17a0c43abc97e3ee \
-    --hash=sha256:a5da6976f20cae27059ea8d0c86e7cef3de720e04c4bb9ee18e3690fdb792066 \
-    --hash=sha256:a94c5a76ab46c5e6257c7972b6c8cff0574201ca7dc05647e33e795d78680563 \
-    --hash=sha256:a95a9248b0c6fd933a442c03c3b113c3b61320086b88e2c444676d3fd1ca3330 \
-    --hash=sha256:baf593f2765fa3a6b1ef95807dbaa3d25b594f6a52adcc506a6b9cb115e1be67 \
-    --hash=sha256:bb9c2fa06887e21d6a3a868762acb82aec34e2c6fd0174064f27c93ede68ad15 \
-    --hash=sha256:bba9ad231e92a3e424b3e56b65aa17704993425bba97e302c832f9466bb85bac \
-    --hash=sha256:c3bae4f855d965b5453784300c12ffc63a548304ac7f99e55d4dc7c898673aa3 \
-    --hash=sha256:c566c3a88b6ece59b3d70f65bedef17304f48eb52ff040a6a18214e1917b3254 \
-    --hash=sha256:cdecf62abcc4292500d7858aeae87a1f8f1150f4c4dd08fb0b336ee79b2a6df3 \
-    --hash=sha256:cf5a4db6dca263010e2c7bff081c89383c72d187ba2cf4c44759aac970e2f0c4 \
-    --hash=sha256:d52ad8d78522da1d308789df651ee5379088e77c76cb1994858d40a426b343b9 \
-    --hash=sha256:e061b58443f1736f8a37c48978d7ab581636d6ab03e3d4f99e3fa90463bb9382 \
-    --hash=sha256:e2877a02380adfcdbc69071a0f74d6e9dbbf593c0dc9d174e1f223ffd5281943 \
-    --hash=sha256:e73c07f23009962885c197ccb9b41356a30cc0e5a1d0c2ea8fd8fb1362d7f924 \
-    --hash=sha256:e8222c26daaafd9e8626dec58ae36029f82585890589576f769a650dd20fd665 \
-    --hash=sha256:edfbfca868cdd6bd8d974a60f8a3682f5565d3f5c99b327640cedd24c4264026 \
-    --hash=sha256:f376e37f9bf2a946872fc5fd1199c99310748e3c26c7a26683f13f8bdb756cbd
+mypy==2.3.0 \
+    --hash=sha256:04e617030eca5221909c8b7d8d7fd1c637948199aa2100b2ad9813feb07e1491 \
+    --hash=sha256:094af99f92638aa92852326188b85a89e50f4a472f44827c03362228482f0762 \
+    --hash=sha256:09abd66d8685e73f8f7d17b847c3e104d9a7b164a8706ea87d6c96a3d45816d5 \
+    --hash=sha256:0b025a93cffb9781d231f232be07a17912f35f10a313c24f301c81e842870654 \
+    --hash=sha256:13b1b16e2fa39f3b2e33fb1c468abc7a69369fa2e886b4b87b5afc81472325cd \
+    --hash=sha256:1c6c6bf687b17f90dbfcad95b960d32eaa0154c00da45f03ab50bf8952e047fe \
+    --hash=sha256:1fa8d916ac3b705af733c4c1e6c9ebe38fd0d52beb15b105c3e8355b55e6ecdc \
+    --hash=sha256:28e1e2af8cd8fff551fd30f2fe4b03fb76764ac8b1ba6c6a1bd00ad32b412db3 \
+    --hash=sha256:2d53fc67b9d28a43c6199077f49fea0f05839e36cf6158500331c9549225e5a5 \
+    --hash=sha256:3419d00717afbc5265b50dd14b1278f29ea4884dd398ab67873489ac093fd329 \
+    --hash=sha256:37fa4de896a84e2dc9200d91e614c22563b43d1a266789d4bbac7b22ebe6192b \
+    --hash=sha256:3961a4a34b05f7c74b0f05aa51fbfe99a2d1e126038df40318d15c8f558b7ef3 \
+    --hash=sha256:3dd0bed92c4bdec57c42505b96416fb9e6a5aa7be84d2809bcd5f2ecec2860d7 \
+    --hash=sha256:3e77244df3843048c3f927182916730e40c124cbaa43905c1fb86cb382aa0805 \
+    --hash=sha256:4359424140d985192c778c1ce2c114a10c1ca58a381ed79cfa70d37df94b299f \
+    --hash=sha256:465965d41cd9a2726694e983e8ce7113259327bec798115d1e1dfa2a52fb666e \
+    --hash=sha256:56c184d2c20ca6b6378d58d1960270a767f41f5e44acbbd27f05effef4f4e1d7 \
+    --hash=sha256:5e91adad1ca81742ac7ef9893959911df867752206b37135185e88dfb3c89494 \
+    --hash=sha256:691fdc37132b1ae628d834f672e74de83462d9fb4aff621835767fb43a8dd373 \
+    --hash=sha256:6b1cdb579446b60432432b2b2403a6201b4b475a004d7f488511c9ba177c9e88 \
+    --hash=sha256:6f99ec626e3c3a2f7c0b22c5b90ddb5dabb1c18729c971e9bdaca1f1766d2cee \
+    --hash=sha256:7247eb2824f996722a949530183394921ca71deb9680052a338cf53cff7925c2 \
+    --hash=sha256:75b0984bb3cbd76bb5c9291a8671f7ae66ca3b51c7584c358fc2e923259f0757 \
+    --hash=sha256:75cbb4b9ef04a0c84a957f07abc4504fbf64b8dcc145675101f2d3a78a4b1d6a \
+    --hash=sha256:7da939dd335cfd2ad788bdfd081c9f4e47634ab995e5a45eb15fd1e5bc052f8b \
+    --hash=sha256:85c5385b93012ffa3b31479ab579aef5415f4f3a32c6cf1ae07a984d2a0ff461 \
+    --hash=sha256:91ad22a52ae2c7e621c2f67c94d5a17f66b3209a4cff5cf8a573579835c69e97 \
+    --hash=sha256:944c665d984157cb96a679dfb7a4a81dd1d36b24b9c284b699514e6e626b82d4 \
+    --hash=sha256:9559ab18a9c9957dfa3004ab57cd4bac5f26a724329a9584e583367f0c2e1117 \
+    --hash=sha256:982e3d53dd23d0a4cef67dd66791fdbede0cf38f9eb617bf47663554c51e1e36 \
+    --hash=sha256:99ac767cc5d3b64c8d0ae226ead10c96694f94e4e7da1668642225dcd4e75aac \
+    --hash=sha256:adebc76aab4f3495a88b41d48aa4aff0c03f2822501da76625afcca5975f19e5 \
+    --hash=sha256:aec15d465d477558fd842757b487849007311cf3897849cdda0e3162ac0ac556 \
+    --hash=sha256:b1942b9314d4c784b8ea1dbab4972603290e5dd5630f06675f13aec97526bc4c \
+    --hash=sha256:b352b7e49f5e6576009e8df730e1ff4f915cb565b851b396d2ffe2f5a6f5da88 \
+    --hash=sha256:b5cd2f027a972a4a5f2278a11fac9747f5f81a53a30b714d74950b6807e55568 \
+    --hash=sha256:be51653d7669d7d7955d613b8d0bb57d5b652eaf71a873ddf65ac87254dd2595 \
+    --hash=sha256:cfca8ee88544090f86b6dcce05ec55d66eb48a762412ac2507810ba4bd793b6f \
+    --hash=sha256:d78fcf900b59cb7e82cb7e3a235e31b462d9333d92285bd1e4952d355b8ffba1 \
+    --hash=sha256:de121747278144fc9ae7caa2e978cf5df12aebc82933182f5b3b86081a30baef \
+    --hash=sha256:de6d2c484742a4d7b0ed6d07b143375624d3b899c5749c7b3c947f56261f48a6 \
+    --hash=sha256:ea317b060ce83e26050f8f9e4d7d6bf44ed7597c8ff9990bccffbb9d1d8522db \
+    --hash=sha256:f1b3a98dfd21058bc759bb3337d5d1f61d0fdf9f3cf9c00f4291790fb5427bff \
+    --hash=sha256:f4ed18f111bfe2d599bca7468e7f9251042c1c2118f762c8de2766a56d773c60 \
+    --hash=sha256:fbc00cee7bdbb9291979ddc9d08034a29dfcda4932628c9bbc28c1edd589df0c
     # via sqlalchemy
 mypy-extensions==1.1.0 \
     --hash=sha256:1be4cccdb0f2482337c4743e60421de3a356cd97508abadd57d47403e94f5505 \
     --hash=sha256:52e68efc3284861e772bbcd66823fde5ae21fd2fdb51c62a211403730b916558
     # via mypy
-numpy==2.4.4 \
-    --hash=sha256:07077278157d02f65c43b1b26a3886bce886f95d20aabd11f87932750dfb14ed \
-    --hash=sha256:08f2e31ed5e6f04b118e49821397f12767934cfdd12a1ce86a058f91e004ee50 \
-    --hash=sha256:0aec54fd785890ecca25a6003fd9a5aed47ad607bbac5cd64f836ad8666f4959 \
-    --hash=sha256:0d35aea54ad1d420c812bfa0385c71cd7cc5bcf7c65fed95fc2cd02fe8c79827 \
-    --hash=sha256:0d4e437e295f18ec29bc79daf55e8a47a9113df44d66f702f02a293d93a2d6dd \
-    --hash=sha256:0dfd3f9d3adbe2920b68b5cd3d51444e13a10792ec7154cd0a2f6e74d4ab3233 \
-    --hash=sha256:1378871da56ca8943c2ba674530924bb8ca40cd228358a3b5f302ad60cf875fc \
-    --hash=sha256:15716cfef24d3a9762e3acdf87e27f58dc823d1348f765bbea6bef8c639bfa1b \
-    --hash=sha256:19710a9ca9992d7174e9c52f643d4272dcd1558c5f7af7f6f8190f633bd651a7 \
-    --hash=sha256:23cbfd4c17357c81021f21540da84ee282b9c8fba38a03b7b9d09ba6b951421e \
-    --hash=sha256:2483e4584a1cb3092da4470b38866634bafb223cbcd551ee047633fd2584599a \
-    --hash=sha256:27a8d92cd10f1382a67d7cf4db7ce18341b66438bdd9f691d7b0e48d104c2a9d \
-    --hash=sha256:28a650663f7314afc3e6ec620f44f333c386aad9f6fc472030865dc0ebb26ee3 \
-    --hash=sha256:2aa0613a5177c264ff5921051a5719d20095ea586ca88cc802c5c218d1c67d3e \
-    --hash=sha256:2c194dd721e54ecad9ad387c1d35e63dce5c4450c6dc7dd5611283dda239aabb \
-    --hash=sha256:2d19e6e2095506d1736b7d80595e0f252d76b89f5e715c35e06e937679ea7d7a \
-    --hash=sha256:2d390634c5182175533585cc89f3608a4682ccb173cc9bb940b2881c8d6f8fa0 \
-    --hash=sha256:30caa73029a225b2d40d9fae193e008e24b2026b7ee1a867b7ee8d96ca1a448e \
-    --hash=sha256:42c16925aa5a02362f986765f9ebabf20de75cdefdca827d14315c568dcab113 \
-    --hash=sha256:45dbed2ab436a9e826e302fcdcbe9133f9b0006e5af7168afb8963a6520da103 \
-    --hash=sha256:4636de7fd195197b7535f231b5de9e4b36d2c440b6e566d2e4e4746e6af0ca93 \
-    --hash=sha256:4a19d9dba1a76618dd86b164d608566f393f8ec6ac7c44f0cc879011c45e65af \
-    --hash=sha256:4bbc7f303d125971f60ec0aaad5e12c62d0d2c925f0ab1273debd0e4ba37aba5 \
-    --hash=sha256:4d6d57903571f86180eb98f8f0c839fa9ebbfb031356d87f1361be91e433f5b7 \
-    --hash=sha256:4e874c976154687c1f71715b034739b45c7711bec81db01914770373d125e392 \
-    --hash=sha256:51fc224f7ca4d92656d5a5eb315f12eb5fe2c97a66249aa7b5f562528a3be38c \
-    --hash=sha256:58c8b5929fcb8287cbd6f0a3fae19c6e03a5c48402ae792962ac465224a629a4 \
-    --hash=sha256:5a285b3b96f951841799528cd1f4f01cd70e7e0204b4abebac9463eecfcf2a40 \
-    --hash=sha256:5c70f1cc1c4efbe316a572e2d8b9b9cc44e89b95f79ca3331553fbb63716e2bf \
-    --hash=sha256:62d6b0f03b694173f9fcb1fb317f7222fd0b0b103e784c6549f5e53a27718c44 \
-    --hash=sha256:6a246d5914aa1c820c9443ddcee9c02bec3e203b0c080349533fae17727dfd1b \
-    --hash=sha256:6aa3236c78803afbcb255045fbef97a9e25a1f6c9888357d205ddc42f4d6eba5 \
-    --hash=sha256:6bbe4eb67390b0a0265a2c25458f6b90a409d5d069f1041e6aff1e27e3d9a79e \
-    --hash=sha256:715d1c092715954784bc79e1174fc2a90093dc4dc84ea15eb14dad8abdcdeb74 \
-    --hash=sha256:72944b19f2324114e9dc86a159787333b77874143efcf89a5167ef83cfee8af0 \
-    --hash=sha256:81f4a14bee47aec54f883e0cad2d73986640c1590eb9bfaaba7ad17394481e6e \
-    --hash=sha256:846300f379b5b12cc769334464656bc882e0735d27d9726568bc932fdc49d5ec \
-    --hash=sha256:86b6f55f5a352b48d7fbfd2dbc3d5b780b2d79f4d3c121f33eb6efb22e9a2015 \
-    --hash=sha256:874f200b2a981c647340f841730fc3a2b54c9d940566a3c4149099591e2c4c3d \
-    --hash=sha256:8a87ec22c87be071b6bdbd27920b129b94f2fc964358ce38f3822635a3e2e03d \
-    --hash=sha256:8b3b60bb7cba2c8c81837661c488637eee696f59a877788a396d33150c35d842 \
-    --hash=sha256:8e3ed142f2728df44263aaf5fb1f5b0b99f4070c553a0d7f033be65338329150 \
-    --hash=sha256:93e15038125dc1e5345d9b5b68aa7f996ec33b98118d18c6ca0d0b7d6198b7e8 \
-    --hash=sha256:989824e9faf85f96ec9c7761cd8d29c531ad857bfa1daa930cba85baaecf1a9a \
-    --hash=sha256:99d838547ace2c4aace6c4f76e879ddfe02bb58a80c1549928477862b7a6d6ed \
-    --hash=sha256:9b2aec6af35c113b05695ebb5749a787acd63cafc83086a05771d1e1cd1e555f \
-    --hash=sha256:9c585a1790d5436a5374bac930dad6ed244c046ed91b2b2a3634eb2971d21008 \
-    --hash=sha256:a7164afb23be6e37ad90b2f10426149fd75aee07ca55653d2aa41e66c4ef697e \
-    --hash=sha256:ac6b31e35612a26483e20750126d30d0941f949426974cace8e6b5c58a3657b0 \
-    --hash=sha256:ad2e2ef14e0b04e544ea2fa0a36463f847f113d314aa02e5b402fdf910ef309e \
-    --hash=sha256:b268594bccac7d7cf5844c7732e3f20c50921d94e36d7ec9b79e9857694b1b2f \
-    --hash=sha256:b5f0362dc928a6ecd9db58868fca5e48485205e3855957bdedea308f8672ea4a \
-    --hash=sha256:ba1f4fc670ed79f876f70082eff4f9583c15fb9a4b89d6188412de4d18ae2f40 \
-    --hash=sha256:ba203255017337d39f89bdd58417f03c4426f12beed0440cfd933cb15f8669c7 \
-    --hash=sha256:c901b15172510173f5cb310eae652908340f8dede90fff9e3bf6c0d8dfd92f83 \
-    --hash=sha256:c9b39d38a9bd2ae1becd7eac1303d031c5c110ad31f2b319c6e7d98b135c934d \
-    --hash=sha256:d2a8490669bfe99a233298348acc2d824d496dee0e66e31b66a6022c2ad74a5c \
-    --hash=sha256:dddbbd259598d7240b18c9d87c56a9d2fb3b02fe266f49a7c101532e78c1d871 \
-    --hash=sha256:df3775294accfdd75f32c74ae39fcba920c9a378a2fc18a12b6820aa8c1fb502 \
-    --hash=sha256:e44319a2953c738205bf3354537979eaa3998ed673395b964c1176083dd46252 \
-    --hash=sha256:e4a010c27ff6f210ff4c6ef34394cd61470d01014439b192ec22552ee867f2a8 \
-    --hash=sha256:e823b8b6edc81e747526f70f71a9c0a07ac4e7ad13020aa736bb7c9d67196115 \
-    --hash=sha256:e892aff75639bbef0d2a2cfd55535510df26ff92f63c92cd84ef8d4ba5a5557f \
-    --hash=sha256:eea7ac5d2dce4189771cedb559c738a71512768210dc4e4753b107a2048b3d0e \
-    --hash=sha256:ef4059d6e5152fa1a39f888e344c73fdc926e1b2dd58c771d67b0acfbf2aa67d \
-    --hash=sha256:f169b9a863d34f5d11b8698ead99febeaa17a13ca044961aa8e2662a6c7766a0 \
-    --hash=sha256:f2cf083b324a467e1ab358c105f6cad5ea950f50524668a80c486ff1db24e119 \
-    --hash=sha256:f8474c4241bc18b750be2abea9d7a9ec84f46ef861dbacf86a4f6e043401f79e \
-    --hash=sha256:f983334aea213c99992053ede6168500e5f086ce74fbc4acc3f2b00f5762e9db \
-    --hash=sha256:f9e75681b59ddaa5e659898085ae0eaea229d054f2ac0c7e563a62205a700121 \
-    --hash=sha256:fbc356aae7adf9e6336d336b9c8111d390a05df88f1805573ebb0807bd06fd1d \
-    --hash=sha256:fcfe2045fd2e8f3cb0ce9d4ba6dba6333b8fa05bb8a4939c908cd43322d14c7e
+numpy==2.5.1 \
+    --hash=sha256:08d60c810432eb83360958dea0999ac4cfb94531ea8efcbf0b7f277c2068aeb2 \
+    --hash=sha256:09e9bfd8d2cf479c7d174804fb3811c53a8e9f20a37444008606b57d6b7a826d \
+    --hash=sha256:0bfebd8695f9863592fe744be833a258120b14a9f39da255e8aa8fade2c0ddd1 \
+    --hash=sha256:17a25e09640602e10bc8de0e6fa2b3fd68eedd84ba6d7842dc8f32f9ab87bd0b \
+    --hash=sha256:1c6759f538fb912fc46de0a6b1758ccf7b57bc7c7ebebc23974fdac3de8db0cd \
+    --hash=sha256:224ca51130ef7da85bea2191625181cb4f337f9cb64b471f10c1a12aa8b60077 \
+    --hash=sha256:24d0eb82c0541d3415a33425db64ae439dffccd7b4dbcb30e7c35120205c506a \
+    --hash=sha256:2ae0ca40bcb22d6ba59c1dfd5446f49940b0f2d821fde133f10dda11f816b84e \
+    --hash=sha256:2c889b56fe48b1018f764b0eec8df59ab654e9148aa91faa12596043500de277 \
+    --hash=sha256:30b44a6b53a7ae63c54c089a8726e5563ed302716c5b7ccc85afade40b0e7ff6 \
+    --hash=sha256:32985c896d897419ef8da6917872d80b78ad0ea26d85b23245c7366ffde76d75 \
+    --hash=sha256:3935f3b419b244a02732676fa5317a9193cc596a4c0646db07e5b421229ac9f7 \
+    --hash=sha256:4939237038ada79308dda3204ac6462df056b5672b2e25db1149cf873668b3e1 \
+    --hash=sha256:4b4ff1608417eb7a59da7b967bbb798cacfe071d2caf526a24281cd562072ed9 \
+    --hash=sha256:54ad769f17bc2d833b620851989f62054fb9ab93c969d9e1dc3c8e3d56beea21 \
+    --hash=sha256:59fda5e192b570217ec2580c96f00e9a7e12ef6866a900eb089b62c1a32545ca \
+    --hash=sha256:5a4c988b38d261deeeaad9954e3deb091ad905c94e8bb6708654ef1d97f286b0 \
+    --hash=sha256:5a6db61f9aaa57e369905c67d852045d3c4f7126405b29d09b19dec118e9c9cb \
+    --hash=sha256:6165343f81b56ef8f514f396989e529b61d9dc709b99421b07e9f3e698e2287d \
+    --hash=sha256:61ac47e772e6b8ea489e1d2f441a34c5c3ac17327e7ce294cbdf535795ad4e75 \
+    --hash=sha256:6c3fe51bc6a16453d452997053454f309e8e0ed7b42d6b361ce4ac8c32913d74 \
+    --hash=sha256:6eab239876581b2b3c5a242281b6007bbdbcd1c7085d7709bb57c5929b11e6bf \
+    --hash=sha256:78798bd5b9ad744056af8efa90e3b9ddaa53272a0848a483084a1cc0a13b2dc0 \
+    --hash=sha256:7c786fe9a5bbe360022e584c5a34cf6b54265c71bd7ec8ac3d8fec38968071f8 \
+    --hash=sha256:83ce9c80d5b521b0d77ddcbe5447c218d247929b6cc056ca5351342accfff0af \
+    --hash=sha256:9726558e8db4a5bf7929a70ae50f63abda4daf0efe810e3bfbab95976f75fc1a \
+    --hash=sha256:99d5095fa265a0c4152e7bb12759e14381ef5496152f1ce58f44bdf55c44beb4 \
+    --hash=sha256:a33276be12fa045805f477f22482088b66bb758ffbe89a9d21457de863a32e22 \
+    --hash=sha256:a48a113e6afea91f5608793bafa7ef2ad481fefbda87ec5069f483de61cb9fa3 \
+    --hash=sha256:ab451b59c5643c570974c43aef780703ef1d3b4965d2be07afd530615a9358d1 \
+    --hash=sha256:ab84dc6b074fa881cae55bea94cc4f68e285181ba7f32497bf7dee6b1496165b \
+    --hash=sha256:ab87a91b3cc3382b8956095bd8f95e00cf679bb81554339be1a2ba404a1473c1 \
+    --hash=sha256:c12afb53450fa976d4c681c50a7423729a4c51c0465ed9f32b8a9cabbc472373 \
+    --hash=sha256:caf3e317d33d60c37986b452613f4ab51246d0691350c03d0cb4a898627f4a95 \
+    --hash=sha256:dc932a65ded7ce9013d120845a2514dcccb1a67bfc8deb8d37633762951904a6 \
+    --hash=sha256:e68d8dd1e7eba712948f2053a29ec86917bc70ba1358df869d9f06649ef9cf09 \
+    --hash=sha256:e824c2acf8862052246be5a44c15da1777940c60d010dd2aab897824d9c430f9 \
+    --hash=sha256:e8c11c405efc5ff6816d5983c96cdfa215bab3428961243af3ff59b228490438 \
+    --hash=sha256:efd736408cc97c79b9e6917338dfc8f06013b2274f992e96b1d9a81a71e2a2c2 \
+    --hash=sha256:f089d7b00756190aacf1f5d34bdf38c3c430ac82b4f868f8cede73380460fce7 \
+    --hash=sha256:f2479a47f8d5932d1718168a681ad6e536a9df484c83cfcf9de365e164537ace \
+    --hash=sha256:f7119ebff1a9829e9f431a4f9d28e703023bb6b9fe7c8f724467dbfc27c94ab3 \
+    --hash=sha256:f7d60026c0bdb1380e83bfa7a0419c4577ee4b9a08880afcb6dadeb74c649fa2 \
+    --hash=sha256:f7feb014281029e628ba2d5a007407443b06e418b6fe451d1e2adcbc8eba0107
     # via
     #   feast (pyproject.toml)
     #   dask
     #   db-dtypes
+    #   faiss-cpu
     #   ibis-framework
+    #   milvus-lite
     #   pandas
     #   pandas-gbq
 oauthlib==3.3.1 \
     --hash=sha256:0f0f8aa759826a193cf66c12ea1af1637f87b9b4622d46e866952bb022e538c9 \
     --hash=sha256:88119c938d2b8fb88561af5f6ee0eec8cc8d552b7bb1f712743136eb7523b7a1
     # via requests-oauthlib
+opentelemetry-api==1.44.0 \
+    --hash=sha256:67647e5e9566edcf421166fdf022b3537f818635daa852b289e34604dc6fb33a \
+    --hash=sha256:94b98c893a91b88657eaac1e3ba89618cdb85be6918196705354f34728b2cdef
+    # via mcp
+orjson==3.11.9 \
+    --hash=sha256:011382e2a60fda9d46f1cdee31068cfc52ffe952b587d683ec0463002802a0f4 \
+    --hash=sha256:03db380e3780fa0015ed776a90f20e8e20bb11dde13b216ce19e5718e3dfba62 \
+    --hash=sha256:051b102c93b4f634e89f3866b07b9a9a98915ada541f4ec30f177067b2694979 \
+    --hash=sha256:08f4d8ebb44925c794e535b2bebc507cebf32209df81de22ae285fb0d8d66de0 \
+    --hash=sha256:0b34789fa0da61cf7bef0546b09c738fb195331e017e477096d129e9105ab03d \
+    --hash=sha256:0e4eed3b200023042814d2fc8a5d2e880f13b52e1ed2485e83da4f3962f7dc1a \
+    --hash=sha256:115ab5f5f4a0f203cc2a5f0fb09aee503a3f771aa08392949ab5ca230c4fbdbd \
+    --hash=sha256:135869ef917b8704ea0a94e01620e0c05021c15c52036e4663baffe75e72f8ce \
+    --hash=sha256:147302878da387104b66bb4a8b0227d1d487e976ce41a8501916161072ed87b1 \
+    --hash=sha256:14ed654580c1ed2bc217352ec82f91b047aef82951aa71c7f64e0dcb03c0e180 \
+    --hash=sha256:16969c9d369c98eb084889c6e4d2d39b77c7eb38ceccf8da2a9fff62ae908980 \
+    --hash=sha256:19b72ed11572a2ee51a67a903afbe5af504f84ed6f529c0fe44b0ab3fb5cc697 \
+    --hash=sha256:231742b4a11dad8d5380a435962c57e91b7c37b79be858f4ef1c0df1a259897e \
+    --hash=sha256:25e4aed0312d292c09f61af25bba34e0b2c88546041472b09088c39a4d828af1 \
+    --hash=sha256:26a473dbb4162108b27901492546f83c76fdcea3d0eadff00ae7a07e18dcce09 \
+    --hash=sha256:277fefe9d76ee17eb14debf399e3533d4d63b5f677a4d3719eb763536af1f4bd \
+    --hash=sha256:2d057a602cdd19a0ad680417527c45b6961a095081c0f46fe0e03e304aac6470 \
+    --hash=sha256:32ef5f4283a3be81913947d19608eacb7c6608026851123790cd9cc8982af34b \
+    --hash=sha256:33d7d766701847dc6729846362dc27895d2f2d2251264f9d10e7cb9878194877 \
+    --hash=sha256:34fd2317602587321faab75ab76c623a0117e80841a6413654f04e47f339a8fb \
+    --hash=sha256:3513550321f8c8c811a7c3297b8a630e82dc08e4c10216d07703c997776236cd \
+    --hash=sha256:380cdce7ba24989af81d0a7013d0aaec5d0e2a21734c0e2681b1bc4f141957fe \
+    --hash=sha256:3a81d52442a7c99b3662333235b3adf96a1715864658b35bb797212be7bddb97 \
+    --hash=sha256:3ebca4179031ee716ed076ffadc29428e900512f6fccee8614c9983157fcf19c \
+    --hash=sha256:48ee05097750de0ff69ed5b7bbcf0732182fd57a24043dcc2a1da780a5ead3a5 \
+    --hash=sha256:4bab1b2d6141fe7b32ae71dac905666ece4f94936efbfb13d55bb7739a3a6021 \
+    --hash=sha256:4d4e98d6f3b8afed8bc8cd9718ec0cdf46661826beefb53fe8eafb37f2bf0362 \
+    --hash=sha256:4d7fde5501b944f83b3e665e1b31343ff6e154b15560a16b7130ea1e594a4206 \
+    --hash=sha256:4da3c38a2083ca4aaf9c2a36776cce3e9328e6647b10d118948f3cfb4913ffe4 \
+    --hash=sha256:4e39364e726a8fff737309aff059ff67d8a8c8d5b677be7bb49a8b3e84b7e218 \
+    --hash=sha256:4fd66214623f1b17501df9f0543bef0b833979ab5b6ded1e1d123222866aa8c9 \
+    --hash=sha256:4fef17e1f8722c11587a6ef18e35902450221da0028e65dbaaa543619e68e48f \
+    --hash=sha256:53b50b0e14084b8f7e29c5ce84c5af0f1160169b30d8a6914231d97d2fe297d4 \
+    --hash=sha256:57ea77fb70a448ce87d18fca050193202a3da5e54598f6501ca5476fb66cfe02 \
+    --hash=sha256:59e403b1cc5a676da8eaf31f6254801b7341b3e29efa85f92b48d272637e77be \
+    --hash=sha256:5b192c6cf397e4455b11523c5cf2b18ed084c1bbd61b6c0926344d2129481972 \
+    --hash=sha256:5f63aaf97afd9f6dec5b1a68e1b8da12bfccb4cb9a9a65c3e0b6c847849e7586 \
+    --hash=sha256:63e0efbc991250c0b3143488fa57d95affcabbfc63c99c48d625dd37779aafe2 \
+    --hash=sha256:6cc7923789694fd58f001cbcac7e47abc13af4d560ebbfcf3b41a8b1a0748124 \
+    --hash=sha256:71e63adb0e1f1ed5d9e168f50a91ceb93ae6420731d222dc7da5c69409aa47aa \
+    --hash=sha256:71f3db16e69b667b132e0f305a833d5497da302d801508cbb051ed9a9819da47 \
+    --hash=sha256:844417969855fc7a41be124aafe83dc424592a7f77cd4501900c67307122b92c \
+    --hash=sha256:8697ab6a080a5c46edaad50e2bc5bd8c7ca5c66442d24104fa44ec74910a8244 \
+    --hash=sha256:87e4d4ab280b0c87424d47695bec2182caf8cfc17879ea78dab76680194abc13 \
+    --hash=sha256:8aff7da9952a5ad1cef8e68017724d96c7b9a66e99e91d6252e1b133d67a7b10 \
+    --hash=sha256:8ecc30f10465fa1e0ce13fd01d9e22c316e5053a719a8d915d4545a09a5ff677 \
+    --hash=sha256:97d0d932803c1b164fde11cb542a9efcb1e0f63b184537cca65887147906ff48 \
+    --hash=sha256:97db4c94a7db398a5bd636273324f0b3fd58b350bbbac8bb380ceb825a9b40f4 \
+    --hash=sha256:9af678d6488357948f1f84c6cd1c1d397c014e1ae2f98ae082a44eb48f602624 \
+    --hash=sha256:9ef6fe90aadef185c7b128859f40beb24720b4ecea95379fc9000931179c3a49 \
+    --hash=sha256:9f78cf8fec5bd627f4082b8dfeac7871b43d7f3274904492a43dab39f18a19a0 \
+    --hash=sha256:a028425d1b440c5d92a6be1e1a020739dfe67ea87d96c6dbe828c1b30041728b \
+    --hash=sha256:a6082706765a95a6680d812e1daf1c0cfe8adec7831b3ff3b625693f3b461b1c \
+    --hash=sha256:a8f5f8bc7ce7d59f08d9f99fa510c06496164a24cb5f3d34537dbd9ca30132e2 \
+    --hash=sha256:aaea64f3f467d22e70eeed68bdccb3bc4f83f650446c4a03c59f2cba28a108db \
+    --hash=sha256:ace6c58523302d3b97b6ac5c38a5298a54b473762b6be82726b4265c41029f92 \
+    --hash=sha256:b3afcf569c15577a9fe64627292daa3e6b3a70f4fb77a5df246a87ec21681b94 \
+    --hash=sha256:b6ef1979adc4bc243523f1a2ba91418030a8e29b0a99cbe7e0e2d6807d4dce6e \
+    --hash=sha256:be4fa4f0af7fa18951f7ab3fc2148e223af211bf03f59e1c6034ec3f97f21d61 \
+    --hash=sha256:c2d3dc759490128c5c1711a53eeaa8ee1d437fd0038ffd2b6008abf46db3f882 \
+    --hash=sha256:c5d001196b89fa9cf0a4ab79766cd835b991a166e4b621ba95089edc50c429ff \
+    --hash=sha256:cce9127885941bd28f080cecf1f1d288336b7e0d812c345b08be88b572796254 \
+    --hash=sha256:cde1a448023ba7d5bb4c01c5afb48894380b5e4956e0627266526587ef4e535f \
+    --hash=sha256:d4087e5c0209a0a8efe4de3303c234b9c44d1174161dcd851e8eea07c7560b32 \
+    --hash=sha256:d8ea516b3726d190e1b4297e6f4e7a8650347ae053868a18163b4dd3641d1fff \
+    --hash=sha256:e30ab17845bb9fa54ccf67fa4f9f5282652d54faa6d17452f47d0f369d038673 \
+    --hash=sha256:e5c9b8f28e726e97d97696c826bc7bea5d71cecd63576dba92924a32c1961291 \
+    --hash=sha256:ea407d4ccf5891d667d045fecae97a7a1e5e87b3b97f97ae1803c2e741130be0 \
+    --hash=sha256:ea5c46eb2d3af39e806b986f4b09d5c2706a1f5afde3cbf7544ce6616127173c \
+    --hash=sha256:eebdbdeef0094e4f5aefa20dcd4eb2368ab5e7a3b4edea27f1e7b2892e009cf9 \
+    --hash=sha256:f01c4818b3fc9b0da8e096722a84318071eaa118df35f6ed2344da0e73a5444f \
+    --hash=sha256:f36b7f32c7c0db4a719f1fc5824db4a9c6f8bd1a354debb91faf26ebf3a4c71e \
+    --hash=sha256:f5d89a2ed90731df3be64bab0aa44f78bff39fdc9d71c291f4a8023aa46425b7 \
+    --hash=sha256:ffe02797b5e9f3a9d8292ddcd289b474ad13e81ad83cd1891a240811f1d2cb81
+    # via pymilvus
 packaging==26.2 \
     --hash=sha256:5fc45236b9446107ff2415ce77c807cee2862cb6fac22b8a73826d0693b0980e \
     --hash=sha256:ff452ff5a3e828ce110190feff1178bb1f2ea2281fa2075aadb987c2fb221661
     # via
     #   dask
     #   db-dtypes
+    #   faiss-cpu
     #   google-cloud-bigquery
     #   gunicorn
     #   ibis-framework
@@ -1806,159 +1909,156 @@ pathspec==1.1.1 \
     --hash=sha256:17db5ecd524104a120e173814c90367a96a98d07c45b2e10c2f3919fff91bf5a \
     --hash=sha256:a00ce642f577bf7f473932318056212bc4f8bfdf53128c78bbd5af0b9b20b189
     # via mypy
-platformdirs==4.9.6 \
-    --hash=sha256:3bfa75b0ad0db84096ae777218481852c0ebc6c727b3168c1b9e0118e458cf0a \
-    --hash=sha256:e61adb1d5e5cb3441b4b7710bea7e4c12250ca49439228cc1021c00dcfac0917
+platformdirs==4.11.0 \
+    --hash=sha256:0555d18370482847566ffabcaa53ad7c6c1c29f195989ae1ed634a05f76ea1e0 \
+    --hash=sha256:360ccded2b7fce0af0ff80cc8f5942a1c5d99b0e856033acb030bfc634709e74
     # via snowflake-connector-python
-prometheus-client==0.25.0 \
-    --hash=sha256:5e373b75c31afb3c86f1a52fa1ad470c9aace18082d39ec0d2f918d11cc9ba28 \
-    --hash=sha256:d5aec89e349a6ec230805d0df882f3807f74fd6c1a2fa86864e3c2279059fed1
+prometheus-client==0.24.1 \
+    --hash=sha256:150db128af71a5c2482b36e588fc8a6b95e498750da4b17065947c16070f4055 \
+    --hash=sha256:7e0ced7fbbd40f7b84962d5d2ab6f17ef88a72504dcf7c0b40737b43b2a461f9
     # via feast (pyproject.toml)
-propcache==0.4.1 \
-    --hash=sha256:0002004213ee1f36cfb3f9a42b5066100c44276b9b72b4e1504cddd3d692e86e \
-    --hash=sha256:0013cb6f8dde4b2a2f66903b8ba740bdfe378c943c4377a200551ceb27f379e4 \
-    --hash=sha256:005f08e6a0529984491e37d8dbc3dd86f84bd78a8ceb5fa9a021f4c48d4984be \
-    --hash=sha256:031dce78b9dc099f4c29785d9cf5577a3faf9ebf74ecbd3c856a7b92768c3df3 \
-    --hash=sha256:05674a162469f31358c30bcaa8883cb7829fa3110bf9c0991fe27d7896c42d85 \
-    --hash=sha256:060b16ae65bc098da7f6d25bf359f1f31f688384858204fe5d652979e0015e5b \
-    --hash=sha256:120c964da3fdc75e3731aa392527136d4ad35868cc556fd09bb6d09172d9a367 \
-    --hash=sha256:15932ab57837c3368b024473a525e25d316d8353016e7cc0e5ba9eb343fbb1cf \
-    --hash=sha256:17612831fda0138059cc5546f4d12a2aacfb9e47068c06af35c400ba58ba7393 \
-    --hash=sha256:182b51b421f0501952d938dc0b0eb45246a5b5153c50d42b495ad5fb7517c888 \
-    --hash=sha256:1cdb7988c4e5ac7f6d175a28a9aa0c94cb6f2ebe52756a3c0cda98d2809a9e37 \
-    --hash=sha256:1eb2994229cc8ce7fe9b3db88f5465f5fd8651672840b2e426b88cdb1a30aac8 \
-    --hash=sha256:1f0978529a418ebd1f49dad413a2b68af33f85d5c5ca5c6ca2a3bed375a7ac60 \
-    --hash=sha256:204483131fb222bdaaeeea9f9e6c6ed0cac32731f75dfc1d4a567fc1926477c1 \
-    --hash=sha256:296f4c8ed03ca7476813fe666c9ea97869a8d7aec972618671b33a38a5182ef4 \
-    --hash=sha256:2ad890caa1d928c7c2965b48f3a3815c853180831d0e5503d35cf00c472f4717 \
-    --hash=sha256:2b16ec437a8c8a965ecf95739448dd938b5c7f56e67ea009f4300d8df05f32b7 \
-    --hash=sha256:2bb07ffd7eaad486576430c89f9b215f9e4be68c4866a96e97db9e97fead85dc \
-    --hash=sha256:333ddb9031d2704a301ee3e506dc46b1fe5f294ec198ed6435ad5b6a085facfe \
-    --hash=sha256:357f5bb5c377a82e105e44bd3d52ba22b616f7b9773714bff93573988ef0a5fb \
-    --hash=sha256:35c3277624a080cc6ec6f847cbbbb5b49affa3598c4535a0a4682a697aaa5c75 \
-    --hash=sha256:364426a62660f3f699949ac8c621aad6977be7126c5807ce48c0aeb8e7333ea6 \
-    --hash=sha256:381914df18634f5494334d201e98245c0596067504b9372d8cf93f4bb23e025e \
-    --hash=sha256:3d233076ccf9e450c8b3bc6720af226b898ef5d051a2d145f7d765e6e9f9bcff \
-    --hash=sha256:3d902a36df4e5989763425a8ab9e98cd8ad5c52c823b34ee7ef307fd50582566 \
-    --hash=sha256:3f7124c9d820ba5548d431afb4632301acf965db49e666aa21c305cbe8c6de12 \
-    --hash=sha256:405aac25c6394ef275dee4c709be43745d36674b223ba4eb7144bf4d691b7367 \
-    --hash=sha256:41a89040cb10bd345b3c1a873b2bf36413d48da1def52f268a055f7398514874 \
-    --hash=sha256:43eedf29202c08550aac1d14e0ee619b0430aaef78f85864c1a892294fbc28cf \
-    --hash=sha256:473c61b39e1460d386479b9b2f337da492042447c9b685f28be4f74d3529e566 \
-    --hash=sha256:49a2dc67c154db2c1463013594c458881a069fcf98940e61a0569016a583020a \
-    --hash=sha256:4b536b39c5199b96fc6245eb5fb796c497381d3942f169e44e8e392b29c9ebcc \
-    --hash=sha256:4c3c70630930447f9ef1caac7728c8ad1c56bc5015338b20fed0d08ea2480b3a \
-    --hash=sha256:4d3df5fa7e36b3225954fba85589da77a0fe6a53e3976de39caf04a0db4c36f1 \
-    --hash=sha256:4d7af63f9f93fe593afbf104c21b3b15868efb2c21d07d8732c0c4287e66b6a6 \
-    --hash=sha256:501d20b891688eb8e7aa903021f0b72d5a55db40ffaab27edefd1027caaafa61 \
-    --hash=sha256:521a463429ef54143092c11a77e04056dd00636f72e8c45b70aaa3140d639726 \
-    --hash=sha256:5558992a00dfd54ccbc64a32726a3357ec93825a418a401f5cc67df0ac5d9e49 \
-    --hash=sha256:55c72fd6ea2da4c318e74ffdf93c4fe4e926051133657459131a95c846d16d44 \
-    --hash=sha256:564d9f0d4d9509e1a870c920a89b2fec951b44bf5ba7d537a9e7c1ccec2c18af \
-    --hash=sha256:580e97762b950f993ae618e167e7be9256b8353c2dcd8b99ec100eb50f5286aa \
-    --hash=sha256:5a103c3eb905fcea0ab98be99c3a9a5ab2de60228aa5aceedc614c0281cf6153 \
-    --hash=sha256:5c3310452e0d31390da9035c348633b43d7e7feb2e37be252be6da45abd1abcc \
-    --hash=sha256:5d4e2366a9c7b837555cf02fb9be2e3167d333aff716332ef1b7c3a142ec40c5 \
-    --hash=sha256:5fd37c406dd6dc85aa743e214cef35dc54bbdd1419baac4f6ae5e5b1a2976938 \
-    --hash=sha256:60a8fda9644b7dfd5dece8c61d8a85e271cb958075bfc4e01083c148b61a7caf \
-    --hash=sha256:66c1f011f45a3b33d7bcb22daed4b29c0c9e2224758b6be00686731e1b46f925 \
-    --hash=sha256:671538c2262dadb5ba6395e26c1731e1d52534bfe9ae56d0b5573ce539266aa8 \
-    --hash=sha256:678ae89ebc632c5c204c794f8dab2837c5f159aeb59e6ed0539500400577298c \
-    --hash=sha256:67fad6162281e80e882fb3ec355398cf72864a54069d060321f6cd0ade95fe85 \
-    --hash=sha256:6918ecbd897443087a3b7cd978d56546a812517dcaaca51b49526720571fa93e \
-    --hash=sha256:6f6ff873ed40292cd4969ef5310179afd5db59fdf055897e282485043fc80ad0 \
-    --hash=sha256:6f8b465489f927b0df505cbe26ffbeed4d6d8a2bbc61ce90eb074ff129ef0ab1 \
-    --hash=sha256:71b749281b816793678ae7f3d0d84bd36e694953822eaad408d682efc5ca18e0 \
-    --hash=sha256:74c1fb26515153e482e00177a1ad654721bf9207da8a494a0c05e797ad27b992 \
-    --hash=sha256:7c2d1fa3201efaf55d730400d945b5b3ab6e672e100ba0f9a409d950ab25d7db \
-    --hash=sha256:824e908bce90fb2743bd6b59db36eb4f45cd350a39637c9f73b1c1ea66f5b75f \
-    --hash=sha256:8326e144341460402713f91df60ade3c999d601e7eb5ff8f6f7862d54de0610d \
-    --hash=sha256:8873eb4460fd55333ea49b7d189749ecf6e55bf85080f11b1c4530ed3034cba1 \
-    --hash=sha256:89eb3fa9524f7bec9de6e83cf3faed9d79bffa560672c118a96a171a6f55831e \
-    --hash=sha256:8c9b3cbe4584636d72ff556d9036e0c9317fa27b3ac1f0f558e7e84d1c9c5900 \
-    --hash=sha256:8e57061305815dfc910a3634dcf584f08168a8836e6999983569f51a8544cd89 \
-    --hash=sha256:929d7cbe1f01bb7baffb33dc14eb5691c95831450a26354cd210a8155170c93a \
-    --hash=sha256:92d1935ee1f8d7442da9c0c4fa7ac20d07e94064184811b685f5c4fada64553b \
-    --hash=sha256:948dab269721ae9a87fd16c514a0a2c2a1bdb23a9a61b969b0f9d9ee2968546f \
-    --hash=sha256:981333cb2f4c1896a12f4ab92a9cc8f09ea664e9b7dbdc4eff74627af3a11c0f \
-    --hash=sha256:990f6b3e2a27d683cb7602ed6c86f15ee6b43b1194736f9baaeb93d0016633b1 \
-    --hash=sha256:99d43339c83aaf4d32bda60928231848eee470c6bda8d02599cc4cebe872d183 \
-    --hash=sha256:9a0bd56e5b100aef69bd8562b74b46254e7c8812918d3baa700c8a8009b0af66 \
-    --hash=sha256:9a52009f2adffe195d0b605c25ec929d26b36ef986ba85244891dee3b294df21 \
-    --hash=sha256:9d2b6caef873b4f09e26ea7e33d65f42b944837563a47a94719cc3544319a0db \
-    --hash=sha256:9f302f4783709a78240ebc311b793f123328716a60911d667e0c036bc5dcbded \
-    --hash=sha256:a0ee98db9c5f80785b266eb805016e36058ac72c51a064040f2bc43b61101cdb \
-    --hash=sha256:a129e76735bc792794d5177069691c3217898b9f5cee2b2661471e52ffe13f19 \
-    --hash=sha256:a78372c932c90ee474559c5ddfffd718238e8673c340dc21fe45c5b8b54559a0 \
-    --hash=sha256:a9695397f85973bb40427dedddf70d8dc4a44b22f1650dd4af9eedf443d45165 \
-    --hash=sha256:ab08df6c9a035bee56e31af99be621526bd237bea9f32def431c656b29e41778 \
-    --hash=sha256:ab2943be7c652f09638800905ee1bab2c544e537edb57d527997a24c13dc1455 \
-    --hash=sha256:ab4c29b49d560fe48b696cdcb127dd36e0bc2472548f3bf56cc5cb3da2b2984f \
-    --hash=sha256:af223b406d6d000830c6f65f1e6431783fc3f713ba3e6cc8c024d5ee96170a4b \
-    --hash=sha256:af2a6052aeb6cf17d3e46ee169099044fd8224cbaf75c76a2ef596e8163e2237 \
-    --hash=sha256:bcc9aaa5d80322bc2fb24bb7accb4a30f81e90ab8d6ba187aec0744bc302ad81 \
-    --hash=sha256:c07fda85708bc48578467e85099645167a955ba093be0a2dcba962195676e859 \
-    --hash=sha256:c0d4b719b7da33599dfe3b22d3db1ef789210a0597bc650b7cee9c77c2be8c5c \
-    --hash=sha256:c0ef0aaafc66fbd87842a3fe3902fd889825646bc21149eafe47be6072725835 \
-    --hash=sha256:c2b5e7db5328427c57c8e8831abda175421b709672f6cfc3d630c3b7e2146393 \
-    --hash=sha256:c30b53e7e6bda1d547cabb47c825f3843a0a1a42b0496087bb58d8fedf9f41b5 \
-    --hash=sha256:c80ee5802e3fb9ea37938e7eecc307fb984837091d5fd262bb37238b1ae97641 \
-    --hash=sha256:c9b822a577f560fbd9554812526831712c1436d2c046cedee4c3796d3543b144 \
-    --hash=sha256:cae65ad55793da34db5f54e4029b89d3b9b9490d8abe1b4c7ab5d4b8ec7ebf74 \
-    --hash=sha256:cb2d222e72399fcf5890d1d5cc1060857b9b236adff2792ff48ca2dfd46c81db \
-    --hash=sha256:cbc3b6dfc728105b2a57c06791eb07a94229202ea75c59db644d7d496b698cac \
-    --hash=sha256:cd547953428f7abb73c5ad82cbb32109566204260d98e41e5dfdc682eb7f8403 \
-    --hash=sha256:cfc27c945f422e8b5071b6e93169679e4eb5bf73bbcbf1ba3ae3a83d2f78ebd9 \
-    --hash=sha256:d472aeb4fbf9865e0c6d622d7f4d54a4e101a89715d8904282bb5f9a2f476c3f \
-    --hash=sha256:d62cdfcfd89ccb8de04e0eda998535c406bf5e060ffd56be6c586cbcc05b3311 \
-    --hash=sha256:d82ad62b19645419fe79dd63b3f9253e15b30e955c0170e5cebc350c1844e581 \
-    --hash=sha256:d8f353eb14ee3441ee844ade4277d560cdd68288838673273b978e3d6d2c8f36 \
-    --hash=sha256:daede9cd44e0f8bdd9e6cc9a607fc81feb80fae7a5fc6cecaff0e0bb32e42d00 \
-    --hash=sha256:db65d2af507bbfbdcedb254a11149f894169d90488dd3e7190f7cdcb2d6cd57a \
-    --hash=sha256:dee69d7015dc235f526fe80a9c90d65eb0039103fe565776250881731f06349f \
-    --hash=sha256:e153e9cd40cc8945138822807139367f256f89c6810c2634a4f6902b52d3b4e2 \
-    --hash=sha256:e35b88984e7fa64aacecea39236cee32dd9bd8c55f57ba8a75cf2399553f9bd7 \
-    --hash=sha256:e53f3a38d3510c11953f3e6a33f205c6d1b001129f972805ca9b42fc308bc239 \
-    --hash=sha256:e9b0d8d0845bbc4cfcdcbcdbf5086886bc8157aa963c31c777ceff7846c77757 \
-    --hash=sha256:ec17c65562a827bba85e3872ead335f95405ea1674860d96483a02f5c698fa72 \
-    --hash=sha256:ecef2343af4cc68e05131e45024ba34f6095821988a9d0a02aa7c73fcc448aa9 \
-    --hash=sha256:ed5a841e8bb29a55fb8159ed526b26adc5bdd7e8bd7bf793ce647cb08656cdf4 \
-    --hash=sha256:ee17f18d2498f2673e432faaa71698032b0127ebf23ae5974eeaf806c279df24 \
-    --hash=sha256:f048da1b4f243fc44f205dfd320933a951b8d89e0afd4c7cacc762a8b9165207 \
-    --hash=sha256:f10207adf04d08bec185bae14d9606a1444715bc99180f9331c9c02093e1959e \
-    --hash=sha256:f1d2f90aeec838a52f1c1a32fe9a619fefd5e411721a9117fbf82aea638fe8a1 \
-    --hash=sha256:f48107a8c637e80362555f37ecf49abe20370e557cc4ab374f04ec4423c97c3d \
-    --hash=sha256:f7ee0e597f495cf415bcbd3da3caa3bd7e816b74d0d52b8145954c5e6fd3ff37 \
-    --hash=sha256:f93243fdc5657247533273ac4f86ae106cc6445a0efacb9a1bfe982fcfefd90c \
-    --hash=sha256:f95393b4d66bfae908c3ca8d169d5f79cd65636ae15b5e7a4f6e67af675adb0e \
-    --hash=sha256:fc38cba02d1acba4e2869eef1a57a43dfbd3d49a59bf90dda7444ec2be6a5570 \
-    --hash=sha256:fd0858c20f078a32cf55f7e81473d96dcf3b93fd2ccdb3d40fdf54b8573df3af \
-    --hash=sha256:fd138803047fb4c062b1c1dd95462f5209456bfab55c734458f15d11da288f8f \
-    --hash=sha256:fd2dbc472da1f772a4dae4fa24be938a6c544671a912e30529984dd80400cd88 \
-    --hash=sha256:fd6f30fdcf9ae2a70abd34da54f18da086160e4d7d9251f81f3da0ff84fc5a48 \
-    --hash=sha256:fe49d0a85038f36ba9e3ffafa1103e61170b28e95b16622e11be0a0ea07c6781
+propcache==0.5.2 \
+    --hash=sha256:01c4fc7480cd0598bb4b57022df55b9ca296da7fc5a8760bd8451a7e63a7d427 \
+    --hash=sha256:04dc2390d9edbbaef7461f33322555976ffddf0b650a038649d026358714e6c5 \
+    --hash=sha256:06187263ddad280d05b4d8a8b3bb7d164cbebd469236544a42e6d9b28ac6a4fa \
+    --hash=sha256:0958834041a0166d343b8d2cedcd8bcbaeb4fdbe0cf08320c5379f143c3be6e7 \
+    --hash=sha256:099aaf4b4d1a02265b92a977edf00b5c4f63b3b17ac6de39b0d637c9cac0188a \
+    --hash=sha256:0d2c9bf8528f135dbb805ce027567e09164f7efa51a2be07458a2c0420f292d0 \
+    --hash=sha256:0fd59b5af35f74da48d905dcbad55449ba13be91823cb05a9bd590bbf5b61660 \
+    --hash=sha256:10734b5484ea113152ee25a91dccedf81631791805d2c9ccb054958e51842c94 \
+    --hash=sha256:13fef48778b5a2a756523fdb781326b028ca75e32858b04f2cdd19f394564917 \
+    --hash=sha256:178b4a2cdaac1818e2bf1c5a99b94383fa73ea5382e032a48dec07dc5668dc42 \
+    --hash=sha256:196913dea116aeb5a2ba95af4ddcb7ea85559ae07d8eee8751688310d09168c3 \
+    --hash=sha256:1b31822f4474c4036bae62de9402710051d431a606d6a0f907fec79935a071aa \
+    --hash=sha256:1ca071adabaab6e9219924bbe00af821f1ee7de113a9eca1cdc292de3d120f4d \
+    --hash=sha256:1d1ad32d9d4355e2be65574fd0bfd3677e7066b009cd5b9b2dee8aa6a6393b33 \
+    --hash=sha256:1dbcf7675229b35d31abb6547d8ebc8c27a830ac3f9a794edff6254873ec7c0a \
+    --hash=sha256:2293949b855ce597f2826452d17c2d545fb5622379c4ea6fdf525e9b8e8a2511 \
+    --hash=sha256:26a4dca084132874e639895c3135dfad5eb20bae209f62d1aeb31b03e601c3c0 \
+    --hash=sha256:2800a4a8ead6b28cccd1ec54b59346f0def7922ee1c7598e8499c733cfbb7c84 \
+    --hash=sha256:29cbaac5ea0212663e6845e04b5e188d5a6ae6dd919810ac835bf1d3b42c3f4c \
+    --hash=sha256:29f9309a2e42b0d273be006fdb4be2d6c39a47f6f57d8fb1cf9f81481df81b66 \
+    --hash=sha256:2d7aa89ebca5acc98cba9d1472d976e394782f587bad6661003602a619fd1821 \
+    --hash=sha256:2f22cbbac9e26a8e864c0985ff1268d5d939d53d9d9411a9824279097e03a2cb \
+    --hash=sha256:2f8ea531c794b9d6274acd4e8d2c2ebcac590a4361d27482edd3010b79f1325e \
+    --hash=sha256:3115559b8effafd63b142ea5ed53d63a16ea6469cbc63dce4ee194b42db5d853 \
+    --hash=sha256:32775082acd2d807ee3db715c7770d38767b817870acfa08c29e057f3c4d5b56 \
+    --hash=sha256:3430bb2bfe1331885c427745a751e774ee679fd4344f80b97bf879815fe8fa55 \
+    --hash=sha256:3b199b9b2b3d6a7edf3183ba8a9a137a22b97f7df525feb5ae1eccf026d2a9c6 \
+    --hash=sha256:40314bca9ac559716fe374094fc81c11dcc34b64fd6c585360f5775690505704 \
+    --hash=sha256:44e488ef40dbb452700b2b1f8188934121f6648f52c295055662d2191959ff82 \
+    --hash=sha256:452b5065457eb9991ec5eb38ff41d6cd4c991c9ac7c531c4d5849ae473a9a13f \
+    --hash=sha256:45f11346f884bc47444f6e6647131055844134c3175b629f84952e2b5cd62b64 \
+    --hash=sha256:46088abff4cba581dea21ae0467a480526cb25aa5f3c269e909f800328bc3999 \
+    --hash=sha256:4621064bbf28fa77ff64dd5d94367c04684c67d3a5bf1dff25f0cd0d98a38f3b \
+    --hash=sha256:4bc8ff1feffc6a61c7002ffe84634c41b822e104990ae009f44a0834430070bb \
+    --hash=sha256:4db0ba63d693afd40d249bd93f842b5f144f8fcbb83de05660373bcf30517b1d \
+    --hash=sha256:51f96d685ab16e88cab128cd37a52c5da540809c8b879fa047731bfcb4ad35a4 \
+    --hash=sha256:54adaa85a22078d1e306304a40984dc5be99d599bf3dc0a24dc98f7daeab89ab \
+    --hash=sha256:552ffadf6ad409844bc5919c42a0a83d88314cedddaea0e41e80a8b8fffe881f \
+    --hash=sha256:5538d2c13d93e4698af7e092b57bc7298fd35d1d58e656ae18f23ee0d0378e03 \
+    --hash=sha256:5570dbcc97571c15f68068e529c92715a12f8d54030e272d264b377e22bd17a5 \
+    --hash=sha256:5671d09a36b06d0fd4a3da0fccbcae360e9b1570924171a15e9e0997f0249fba \
+    --hash=sha256:583c19759d9eec1e5b69e2fbef36a7d9c326041be9746cb822d335c8cedc2979 \
+    --hash=sha256:5aaa2b923c1944ac8febd6609cb373540a5563e7cbcb0fd770f75dace2eb817b \
+    --hash=sha256:5dbc581d2814337da56222fab8dc5f161cd798a434e49bac27930aaef798e144 \
+    --hash=sha256:5fcb98e7598b1ee0addab320d90f65b530297a867dbfe9de52ea838077e16e3d \
+    --hash=sha256:6041d31504dc1779d700e1edcfb08eea334b357620b06681a4eabb57a74e574e \
+    --hash=sha256:66ea454f095ddf5b6b14f56c064c0941c4788be11e18d2464cf643bf7203ff67 \
+    --hash=sha256:68ce1c44c7a813a7f71ea04315a8c7b330b63db99d059a797a4651bb6f69f117 \
+    --hash=sha256:6a997d0489e9668a384fcfd5061b857aa5361de73191cac204d04b889cfbbafa \
+    --hash=sha256:6bf3be92233808fcd338eba0fb4d0b59ec5772af4f4ecfcec450d1bfc0f8b5eb \
+    --hash=sha256:6de8bd93ddde9b992cf2b2e0d796d501a19026b5b9fd87356d7d0779531a8d96 \
+    --hash=sha256:6e7b8719005dd1175be4ab1cd25e9b98659a5e0347331506ec6760d2773a7fb5 \
+    --hash=sha256:6f328175a2cde1f0ff2c4ed8ce968b9dcfb55f3a7153f39e2957ed994da13476 \
+    --hash=sha256:72d61e16dd78228b58c5d47be830ff3da7e5f139abdf0aef9d86cde1c5cf2191 \
+    --hash=sha256:74b70780220e2dd89175ca24b81b68b67c83db499ae611e7f2313cb329801c78 \
+    --hash=sha256:79aa3ff0a9b566633b642fa9caf7e21ed1c13d6feca718187873f199e1514078 \
+    --hash=sha256:7afa37062e6650640e932e4cc9297d81f9f42d9944029cc386b8247dea4da837 \
+    --hash=sha256:80168e2ebe4d3ec6599d10ad8f520304ae1cad9b6c5a95372aef1b66b7bfb53a \
+    --hash=sha256:806719138ecd720339a12410fb9614ac9b2b2d3a5fdf8235d56981c36f4039ba \
+    --hash=sha256:8114f28879e0904748e831c3a7774261bd9e75f49be089f389a76f959dcd13fe \
+    --hash=sha256:81e3a30b0bb60caa22033dd0f8a3618d1d67356212514f62c57db75cb0ef410c \
+    --hash=sha256:823581fd5cb08b12a48bfa11fe962a7916766b6170c17b028fbdf762b85eb9bf \
+    --hash=sha256:85341b12b9d55bad0bded24cac341bb34289469e03a11f3f583ea1cc1db0326c \
+    --hash=sha256:857187f381f88c8e2fa2fe56ab94879d011b883d5a2ee5a1b60a8cd2a06846d9 \
+    --hash=sha256:8a90efd5777e996e42d568db9ac740b944d691e565cbfd31b2f7832f9184b2b8 \
+    --hash=sha256:8b73ab70f1a3351fbc71f663b3e645af6dd0329100c353081cf69c37433fc6fe \
+    --hash=sha256:8c7972d8f193740d9175f0998ab38717e6cd322d5935c5b0fef8c0d323fd9031 \
+    --hash=sha256:8e778ebd44ef4f66ed60a0416b06b489687db264a9c0b3620362f26489492913 \
+    --hash=sha256:9282fb1a3bccd038da9f768b927b24a0c753e466c086b7c4f3c6982851eefb2d \
+    --hash=sha256:949c91d1a990cf3b2e8188dfcfb25005e0b834a06c63fa4ef9f360878ce21ecf \
+    --hash=sha256:95f1e3f4760d404b13c9976c0229b2b49a3c8e2c62a9ce92efdd2b11ada75e3f \
+    --hash=sha256:97797ebb098e670a2f92dd66f32897e30d7615b14e7f59711de23e30a9072539 \
+    --hash=sha256:a0e399a2eccb91ed18721f86aa85757727400b6865c89e88934781deb9c8498b \
+    --hash=sha256:a473b3440261e0c60706e732b2ed2f517857344fc21bf48fdfe211e2d98eb285 \
+    --hash=sha256:a4840ab0ae0216d952f4b53dc6d0b992bfc2bedbfe360bdd9b548bc184c08959 \
+    --hash=sha256:a592f5f3da71c8691c788c13cb6734b6d17663d2e1cb8caddf0673d01ef8847d \
+    --hash=sha256:a6ae2198be502c10f09b2516e7b5d019816924bc3183a43ce792a7bd6625e6f4 \
+    --hash=sha256:a6ddc6ac9e25de626c1f129c1b467d7ecd33ce2237d3fd0c4e429feef0a7ee1f \
+    --hash=sha256:acd2c8edba48e31e58a363b8cf4e5c7db3b04b3f9e371f601df30d9b0d244836 \
+    --hash=sha256:b05d643f944a8c3c4bd86d65ffd87bf3264b617f87791940302bc474d2ff5274 \
+    --hash=sha256:b96db7141a592cbc968daf1feea83a118e6ab378af4abbc72b248c895414c22d \
+    --hash=sha256:ba338430e87ceb9c8f0cf754de38a9860560261e56c00376debd628698a7364f \
+    --hash=sha256:ba57fffe4ac99c5d30076161b5866336d97600769bad35cc68f7774b15298a4e \
+    --hash=sha256:be1ddfcbb376e3de5d2e2db1d58d6d67463e6b4f9f040c000de8e300295465fe \
+    --hash=sha256:c0cb9ed24c8964e172768d455a38254c2dd8a552905729ce006cad3d3dda59b1 \
+    --hash=sha256:c60462af8e6dc30c35407c7237ea908d777b22862bbee27bc4699c0d8bcdc45a \
+    --hash=sha256:c66afea89b1e43725731d2004732a046fe6fe955d51f952c3e95a7314a284a39 \
+    --hash=sha256:c6844ba6364fb12f403928a82cfd295ab103a2b315c77c747b2dbe4a41894ea7 \
+    --hash=sha256:c80f4ba3e8f00189165999a742ee526ebeccedf6c3f7beb0c7df821e9772435a \
+    --hash=sha256:cafca7e56c12bb02ae16d283742bef25a61122e9dab2b5b3f2ccbe589ce32164 \
+    --hash=sha256:cc1177027eda740fdb152706bd215a3f124e3eea15afc39f2cb9fe351b50619e \
+    --hash=sha256:cc49723e2f60d6b32a0f0b08a3fd6d13203c07f1cd9566cfce0f12a917c967a2 \
+    --hash=sha256:cc6fc3cc62e8501d3ed62894425040d2728ecddb1ed072737a5c70bd537aa9f0 \
+    --hash=sha256:cd416c1de191973c52ff1a12a57446bfc7642797b282d7caf2162d7d1b8aa9a0 \
+    --hash=sha256:cd645f03898405cabe694fb8bc35241e3a9c332ec85627584fe3de201452b335 \
+    --hash=sha256:cef6cea3922890dd6c9654971001fa797b526c16ab5e1e46c05fd6f877be7568 \
+    --hash=sha256:cfa21e036ce1e1db2be04ba3b85d2df1bb1702fa01932d984c5464c665228ff4 \
+    --hash=sha256:d0326e2e5e1f3163fa306c834e48e8d490e5fae607a097a40c0648109b47ba80 \
+    --hash=sha256:d310c013aad2c72f1c3f2f8dd3279d460a858c551f97aeb8c63e4693cca7b4d2 \
+    --hash=sha256:d447bb0b3054be5818458fbb171208b1d9ff11eba14e18ca18b90cbb45767370 \
+    --hash=sha256:d4dc37dec6c6cdad0b57881a5658fd14fbf53e333b1a86cf86559f190e1d9ec4 \
+    --hash=sha256:d5a81be28596d6559f6131ef33e10200de6e17643b3c74ce03f9eb103be6ae8b \
+    --hash=sha256:d9ee8826a7d47863a08ac44e1a5f611a462eefc3a194b492da242128bec75b42 \
+    --hash=sha256:db2b80ea58eab4f86b2beec3cc8b39e8ff9276ac20e96b7cce43c8ae84cd6b5a \
+    --hash=sha256:decfca4c79dd53ebab484b00cc4b6717d8c369f86e74aa4ca395a64ac651495e \
+    --hash=sha256:dfed59d0a5aeb01e242e66ff0300bc4a265a7c05f612d30016f0b60b1017d757 \
+    --hash=sha256:e00820e192c8dbebcafb383ebbf99030895f09905e7a0eb2e0340a0bcc2bc825 \
+    --hash=sha256:e4294d04a94dcab1b3bccd8b66d962dcad411a1d19414b2a41d1445f1de32ad0 \
+    --hash=sha256:e59bc9e66329185b93dab73f210f1a37f81cb40f321501db8017c9aea15dba27 \
+    --hash=sha256:e5cbfac9f61484f7e9f3597775500cd3ebe8274e9b050c38f9525c77c97520bf \
+    --hash=sha256:f064f8d2b59177878b7615df1735cd8fe3462ed6be8c7b217d17a276489c2b7f \
+    --hash=sha256:f156a3529f38063b6dbaf356e15602a7f95f8055b1295a438433a6386f10463d \
+    --hash=sha256:f19bb891234d72535764d703bfed1153cc34f4214d5bd7150aee1eec9e8f4366 \
+    --hash=sha256:f7467da8a9822bf1a55336f877340c5bcbd3c482afc43a99771169f74a26dedc \
+    --hash=sha256:f78abfa8dfc32376fd1aacf597b2f2fbbe0ea751419aee718af5d4f82537ef8c \
+    --hash=sha256:f7eabc04151c78a9f4d5bbb5f1faf571e4defeb4b585e0fe95b60ff2dbe4d3d7 \
+    --hash=sha256:f814362777a9f841adddb200ecdf8f5cb1e5a3c4b7a86378edbd6ccb26edd702 \
+    --hash=sha256:fc299c129490f55f254cd90be0deca4764e36e9a7c08b4aa588479a3bbed3098 \
+    --hash=sha256:fc76378c62a0f04d0cd82fbb1a2cd2d7e28fcb40d5873f28a6c44e388aaa2751 \
+    --hash=sha256:fc88b26f08d634f7bc819a7852e5214f5802641ab8d9fd5326892292eee1993e \
+    --hash=sha256:fe67a3d11cd9b4efabfa45c3d00ffba2b26811442a73a581a94b67c2b5faccf6
     # via
     #   aiohttp
     #   yarl
-proto-plus==1.27.2 \
-    --hash=sha256:6432f75893d3b9e70b9c412f1d2f03f65b11fb164b793d14ae2ca01821d22718 \
-    --hash=sha256:b2adde53adadf75737c44d3dcb0104fde65250dfc83ad59168b4aa3e574b6a24
+proto-plus==1.28.2 \
+    --hash=sha256:26d843eb99c1e32fdf1d20ff0faae56607f7748fe774acf9ecd5cfe6c6472501 \
+    --hash=sha256:b874236fcac2358f601e4330bcb76cb8b89c851303ccf4078408b3d4774d1c52
     # via
     #   google-api-core
     #   google-cloud-bigquery-storage
     #   google-cloud-bigtable
     #   google-cloud-datastore
-protobuf==6.33.6 \
-    --hash=sha256:0cd27b587afca21b7cfa59a74dcbd48a50f0a6400cfb59391340ad729d91d326 \
-    --hash=sha256:77179e006c476e69bf8e8ce866640091ec42e1beb80b213c3900006ecfba6901 \
-    --hash=sha256:7d29d9b65f8afef196f8334e80d6bc1d5d4adedb449971fefd3723824e6e77d3 \
-    --hash=sha256:9720e6961b251bde64edfdab7d500725a2af5280f3f4c87e57c0208376aa8c3a \
-    --hash=sha256:a6768d25248312c297558af96a9f9c929e8c4cee0659cb07e780731095f38135 \
-    --hash=sha256:bd56799fb262994b2c2faa1799693c95cc2e22c62f56fb43af311cae45d26f0e \
-    --hash=sha256:c96c37eec15086b79762ed265d59ab204dabc53056e3443e702d2681f4b39ce3 \
-    --hash=sha256:e2afbae9b8e1825e3529f88d514754e094278bb95eadc0e199751cdd9a2e82a2 \
-    --hash=sha256:e9db7e292e0ab79dd108d7f1a94fe31601ce1ee3f7b79e0692043423020b0593 \
-    --hash=sha256:f443a394af5ed23672bc6c486be138628fbe5c651ccbc536873d7da23d1868cf
+protobuf==7.35.1 \
+    --hash=sha256:11d6b0ec246892d85215b0a13ca6e0233cf5284b68f0ac02646427f4ff88a799 \
+    --hash=sha256:230a75ddfc2de4806e56696ce9640c1cdfdb6543b7cfce98d42a4c0a0e7bdb87 \
+    --hash=sha256:24f857477359a85c0c235261b8ba905fd51b2562f4a64ca1df5473f29850cbf6 \
+    --hash=sha256:353652e4efd0bca5b5fc2656abf8307ef351f0cf938c9eba09f0e09c20a25c30 \
+    --hash=sha256:4bc97768d8fe4ad6743c8a19403e314511ed9f6d13205b687e52421c023ac1b9 \
+    --hash=sha256:74758715c53d7158fb76caf4f0cfdacc5329a4b1bb994f865d6cf302d413a1c4 \
+    --hash=sha256:b73f9489a4b8b1c9cb1f8ed951c736392592edb24b9d6819f36d2e10b171d5b4 \
+    --hash=sha256:ce115a26fe0c39a2c29973d914d327e516a6455464489fe3cd1e51a1b354f81a
     # via
     #   feast (pyproject.toml)
     #   google-api-core
@@ -1997,83 +2097,77 @@ psutil==7.2.2 \
     # via
     #   feast (pyproject.toml)
     #   pandas-gbq
-psycopg[c, pool]==3.2.5 \
-    --hash=sha256:b782130983e5b3de30b4c529623d3687033b4dafa05bb661fc6bf45837ca5879 \
-    --hash=sha256:f5f750611c67cb200e85b408882f29265c66d1de7f813add4f8125978bfd70e8
+psycopg[c, pool]==3.3.4 \
+    --hash=sha256:b6bbc25ccf05c8fad3b061d9db2ef0909a555171b84b07f29458a447253d679a \
+    --hash=sha256:e21207764952cff81b6b8bdacad9a3939f2793367fdac2987b3aac36a651b5bc
     # via feast (pyproject.toml)
-psycopg-c==3.2.5 \
-    --hash=sha256:57ad4cfd28de278c424aaceb1f2ad5c7910466e315dfe84e403f3c7a0a2ce81b
+psycopg-c==3.3.4 \
+    --hash=sha256:ed8106128b2d04359c185fc9641b4409abfce4d0b6fb1d1ff6800646e27f1a22
     # via psycopg
-psycopg-pool==3.3.0 \
-    --hash=sha256:2e44329155c410b5e8666372db44276a8b1ebd8c90f1c3026ebba40d4bc81063 \
-    --hash=sha256:fa115eb2860bd88fce1717d75611f41490dec6135efb619611142b24da3f6db5
+psycopg-pool==3.3.1 \
+    --hash=sha256:2af5b432941c4c9ad5c87b3fa410aec910ec8f7c122855897983a06c45f2e4b5 \
+    --hash=sha256:b10b10b7a175d5cc1592147dc5b7eec8a9e0834eb3ed2c4a92c858e2f51eb63c
     # via psycopg
-pyarrow==24.0.0 \
-    --hash=sha256:02b001b3ed4723caa44f6cd1af2d5c86aa2cf9971dacc2ffa55b21237713dfba \
-    --hash=sha256:04920d6a71aabd08a0417709efce97d45ea8e6fb733d9ca9ecffb13c67839f68 \
-    --hash=sha256:0b3537c00fb8d384f15ac1e79b6eb6db04a16514c8c1d22e59a9b95c8ba42868 \
-    --hash=sha256:1183baeb14c5f587b1ec52831e665718ce632caab84b7cd6b85fd44f96114495 \
-    --hash=sha256:14e31a3c9e35f1ab6356c6378f6f72830e6d2d5f1791df3774a7b097d18a6a1e \
-    --hash=sha256:1617043b99bd33e5318ae18eb2919af09c71322ef1ca46566cdafc6e6712fb66 \
-    --hash=sha256:1a4e45017efbf115032e4475ee876d525e0e36c742214fbe405332480ecd6275 \
-    --hash=sha256:1b2fe7f9a5566401a0ef2571f197eb92358925c1f0c8dba305d6e43ea0871bb3 \
-    --hash=sha256:1cc9057f0319e26333b357e17f3c2c022f1a83739b48a88b25bfd5fa2dc18838 \
-    --hash=sha256:2392d954fcb920f42d230284b677605e4e2fbb11f2821e823e642abd67fbb491 \
-    --hash=sha256:25ea65d868eb04015cd18e6df2fbe98f07e5bda2abefabcb88fce39a947716f6 \
-    --hash=sha256:295f0a7f2e242dabd513737cf076007dc5b2d59237e3eca37b05c0c6446f3826 \
-    --hash=sha256:2f16197705a230a78270cdd4ea8a1d57e86b2fdcbc34a1f6aebc72e65c986f9a \
-    --hash=sha256:35405aecb474e683fb36af650618fd5340ee5471fc65a21b36076a18bbc6c981 \
-    --hash=sha256:38be1808cdd068605b787e6ca9119b27eb275a0234e50212c3492331680c3b1e \
-    --hash=sha256:3a577bd840ca83f646f0a625dbc571dba7044c43c2d1503afc378b570954345c \
-    --hash=sha256:3b13dedfe76a0ad2d1d859b0811b53827a4e9d93a0bcb05cf59333ab4980cc7e \
-    --hash=sha256:418e48ce50a45a6a6c73c454677203a9c75c966cb1e92ca3370959185f197a05 \
-    --hash=sha256:55a3bc1e3df3b5567b7d27ef551b2283f0c68a5e86f1cd56abc569da4f31335b \
-    --hash=sha256:6165461f55ef6314f026de6638d661188e3455d3ec49834556a0ebbdbace18bb \
-    --hash=sha256:61a3d7eaa97a14768b542f3d284dc6400dd2470d9f080708b13cd46b6ae18136 \
-    --hash=sha256:6233c9ed9ab9d1db47de57d9753256d9dcffbf42db341576099f0fd9f6bf4810 \
-    --hash=sha256:641f795b361874ac9da5294f8f443dfdbee355cf2bd9e3b8d97aaac2306b9b37 \
-    --hash=sha256:644a246325b8c69c595ad1dd4b463eba4b0cdb731370e4a86137d433208d6147 \
-    --hash=sha256:6f066b179d68c413374294bc1735f68475457c933258df594443bb9d88ddc2a0 \
-    --hash=sha256:7986f1fa71cee060ad00758bcc79d3a93bab8559bf978fab9e53472a2e25a17b \
-    --hash=sha256:7c2b98645d576a0b9616892ead22b64a83a5f043c5e2ca15ebcefcb5b70c80cb \
-    --hash=sha256:806f24b4085453c197a5078218d1ee08783ebbba271badd153d1ae22a3ee804f \
-    --hash=sha256:85fe721a14dd823aca09127acbb06c3ca723efbd436c004f16bca601b04dcc83 \
-    --hash=sha256:8adc8e6ce5fccf5dc707046ae4914fd537def529709cc0d285d37a7f9cd442ca \
-    --hash=sha256:9700ebd9a51f5895ce75ff4ac4b3c47a7d4b42bc618be8e713e5d56bacf5f931 \
-    --hash=sha256:9b18371ad2f44044b81a8d23bc2d8a9b6a6226dca775e8e16cfee640473d6c5d \
-    --hash=sha256:a964266397740257f16f7bb2e4f08a0c81454004beab8ff59dd531b73610e9f2 \
-    --hash=sha256:adbbedc55506cbdabb830890444fb856bfb0060c46c6f8026c6c2f2cf86ae795 \
-    --hash=sha256:ae8a1145af31d903fa9bb166824d7abe9b4681a000b0159c9fb99c11bc11ad26 \
-    --hash=sha256:b0e131f880cda8d04e076cee175a46fc0e8bc8b65c99c6c09dff6669335fde74 \
-    --hash=sha256:b196eb3f931862af3fa84c2a253514d859c08e0d8fe020e07be12e75a5a9780c \
-    --hash=sha256:b7d9a514e73bc42711e6a35aaccf3587c520024fe0a25d830a1a8a27c15f4f57 \
-    --hash=sha256:bec9373df11544592b0ba7ec2af0e35059e5f0e7647c6183a854dedd193298f1 \
-    --hash=sha256:c42ab9439498270139cc63e18847a02afe5c8b3ed9c931266533cfe378bd3591 \
-    --hash=sha256:c91d00057f23b8d353039520dc3a6c09d8608164c692e9f59a175a42b2ae0c19 \
-    --hash=sha256:d3e0b61e8efb24ed38898e5cdc5fffa9124be480008d401a1f8071500494ae42 \
-    --hash=sha256:d7027eba1df3b2069e2e8d80f644fa0918b68c46432af3d088ddd390d063ecde \
-    --hash=sha256:d8ddd2768da81d3ee08cfea9b597f4abb4e8e1dc8ae7e204b608d23a0d3ab699 \
-    --hash=sha256:e3268e43984d0b1a185c89b4cfff282a7ead12fc93f56cfd7088bdbcbe727041 \
-    --hash=sha256:e4505fc6583f7b05ab854934896bcac8253b04ac1171a77dfb73efef92076d91 \
-    --hash=sha256:e56a1ffe9bf7b727432b89104cc0849c21582949dd7bdcb34f17b2001a351a76 \
-    --hash=sha256:e6f1278ee4785b6db21229374a1c9e54ec7c549de5d1efc9630b6207de7e170b \
-    --hash=sha256:f7616236ec1bc2b15bfdec22a71ab38851c86f8f05ff64f379e1278cf20c634a \
-    --hash=sha256:fb24ac194bfc5e86839d7dcd52092ee31e5fe6733fe11f5e3b06ef0812b20072
+pyarrow==25.0.0 \
+    --hash=sha256:0222f0071d13313962a88d21bf28b80d355ac39d81bfa6ff3fe00eeaf748e4be \
+    --hash=sha256:0490a7f8b38ffe11cc26526b50c65d111cb54ddac3717cec781806793f1244dc \
+    --hash=sha256:0721332c30fdd453fdd1fc203b2ac1f4c9db5aea28fa38d41f2574c4b068b9ec \
+    --hash=sha256:13240f0d3dc5932ccd0bfa90cd76d835680b9d94a7661c635df4b703d40ce849 \
+    --hash=sha256:149730a3d1f0fb59d663a0b8aa210adfd9c17c27cd94a0d143e60daea8320d4e \
+    --hash=sha256:161649d60a7a46c613a19fd795763ea8a88c36ba997dd99d9bc66e6794ee36e8 \
+    --hash=sha256:18dcc8cc50b5e72eae6fcbfc6c8776c21a007176b27a3cdec5c2f5bcf126708d \
+    --hash=sha256:20887a762dd61dcc530f93a140840ab1f6aa7836b33270e42d627ab3cf11e537 \
+    --hash=sha256:244f98a595f70fa4fd35faa7508c4ae67e14a173397a4b3b49d2b3c360fb0062 \
+    --hash=sha256:26be35b80780d2d21f4bae3d568b1666337c3a89722cc1794c956a77017cb24e \
+    --hash=sha256:2e093efbecb5317372f819228fa4b4e6157eee48d3f0a7b0303705ebf81a7104 \
+    --hash=sha256:2e3b6544e26e393fe2cd530f523e36c1c8d3c345bbbb60cca3fd866be8322517 \
+    --hash=sha256:38a2c887cb3883e241b70201688db34133b6dfadd04f03c8f9213df53770c18e \
+    --hash=sha256:3f356afe61186395c861d5cd63dc21ff7d5fa335012a4668d979257df7fea0f5 \
+    --hash=sha256:447df764beb07c544f0178a5f6b70ef44b9ecf382b3cdfad4c2d7867353c3887 \
+    --hash=sha256:4ec1895a87aa834c3b99b7a1e758747eb8bb57f922b32c0e0fa04afb8d6998b1 \
+    --hash=sha256:58d1ab556b0cea1c93fdb799b24ad58adb2f2a2788dbce782a94f64ae1a5cc9b \
+    --hash=sha256:59516c822d5fd8e544aaa0dfe72f36fed5d4c24ea8390aab1bcd31d7e959c6be \
+    --hash=sha256:5d1dbf24e151042f2fa3c129563f65d66674128868496fb008c4272b16bdf778 \
+    --hash=sha256:5f4bacb60f91dd2fca6c52f1b9a0012cd090e0294f1f781dc1881a247a352f8e \
+    --hash=sha256:5fb2d837960f1df7f679ff9f1a55065e306347d379e0768cebf14781254d6194 \
+    --hash=sha256:6f4812bfbf11ca7d8faf59eb8fff8bf4dd25ce3a38b62baa010cc17a0926d1b2 \
+    --hash=sha256:6f9dbd83e91c239a1f5ee7ce13f108b5f6c0efbe40a4375260d8f08b43ad05e9 \
+    --hash=sha256:72132b9a8a0a1840197794d4dea26080069b6b0981c116bc078762dc9691b21b \
+    --hash=sha256:77c8d1ae46a44b4006e8db1cc977bbcc6ce4873c92f74137d68e45503b97fb18 \
+    --hash=sha256:7d6da02ffc7a3a9bda3b7ded4cc2a27ff73969ab37153f3afd46bbbc1ba4f0f7 \
+    --hash=sha256:8831a3ba52fa7cdb78d368d968b1dcd06171e6dff5461e16d90de91d371e47bc \
+    --hash=sha256:ac5dfeee59f9ceb4d45ba76e83b026c38c24334135bb329d8274baa49cec3c62 \
+    --hash=sha256:add690feafa0953c443cdba9e9e87f5eaa198f1ea2e43a3b146ea83f202262d0 \
+    --hash=sha256:b58726f118c079f9d4ed7e904975d4f15fd69d0741ba511a4e2dcaa4ef16354f \
+    --hash=sha256:b724d127783b4c19f088fcdfc844cbc318809246a30307bcabd5ed02045e890e \
+    --hash=sha256:b72d943ff4e10fec8d48aedb23322d8f6ea8bc2d698b81db37e73730f69e4862 \
+    --hash=sha256:b8af8ceedf0c9c160fd2b63440f2d205b9404db85866c1217bfea601de7cfb50 \
+    --hash=sha256:c70a5fd9a82bd1a702fd482bdc62d38dcb672fb2b449b1d7c0d7d1f4be7b7bfe \
+    --hash=sha256:ce0ca222802087b9a8cb031a6468442cb6b67c290a45a601cac64753d34954d3 \
+    --hash=sha256:d293e9959b29a24c82d936d04ab2b7fd8b8d334030de2e56a99aba94f008ad7a \
+    --hash=sha256:d2d697008b5ec06d75952ef260c2e9a8a0f6ccfce24266c04c9c8ade927cb3b4 \
+    --hash=sha256:dbf9fa5d4bde73b1cc16377dcaaa010f971e6fa7f5083f5d44f34b50bc1d74af \
+    --hash=sha256:e009ef945e498dca2f050ea10d2e9764cb44017254826fc4574fdb8d2530173b \
+    --hash=sha256:e83916bbcf380866b4e14255850b33323ff678dc9758411d0409cdd2523880b0 \
+    --hash=sha256:f0f100dacf2c0f400601664a79d1a907ced4740514bb2b00917341038e2ce76f \
+    --hash=sha256:f57a39dbcb416345401c2e77a4373669b45fd111a1768e6cf267a7a0607ff0ec \
+    --hash=sha256:fa1482b3da10cac2d4db6e26b81da543e237616af2ef6d466018b31ca586496f
     # via
     #   feast (pyproject.toml)
     #   dask
     #   db-dtypes
     #   google-cloud-bigquery
     #   ibis-framework
+    #   milvus-lite
     #   pandas-gbq
     #   snowflake-connector-python
 pyarrow-hotfix==0.7 \
     --hash=sha256:3236f3b5f1260f0e2ac070a55c1a7b339c4bb7267839bd2015e283234e758100 \
     --hash=sha256:59399cd58bdd978b2e42816a4183a55c6472d4e33d183351b6069f11ed42661d
     # via ibis-framework
-pyasn1==0.6.3 \
-    --hash=sha256:697a8ecd6d98891189184ca1fa05d1bb00e2f84b5977c481452050549c8a72cf \
-    --hash=sha256:a80184d120f0864a52a073acc6fc642847d0be408e7c7252f31390c0f4eadcde
+pyasn1==0.6.4 \
+    --hash=sha256:9c447d8431c947fe4c8febc4ed9e760bc29011a5b01e5c74b67025bd9fb8ce81 \
+    --hash=sha256:deda9277cfd454080ec40b207fb6df82206a3a2688735233cdcd8d3d565f088b
     # via pyasn1-modules
 pyasn1-modules==0.4.2 \
     --hash=sha256:29253a9207ce32b64c3ac6600edc75368f98473906e8fd1043bd6b5b1de2c14a \
@@ -2083,143 +2177,142 @@ pycparser==3.0 \
     --hash=sha256:600f49d217304a5902ac3c37e1281c9fe94e4d0489de643a9504c5cdfdfc6b29 \
     --hash=sha256:b727414169a36b7d524c1c3e31839a521725078d7b2ff038656844266160a992
     # via cffi
-pydantic==2.13.3 \
-    --hash=sha256:6db14ac8dfc9a1e57f87ea2c0de670c251240f43cb0c30a5130e9720dc612927 \
-    --hash=sha256:af09e9d1d09f4e7fe37145c1f577e1d61ceb9a41924bf0094a36506285d0a84d
+pydantic==2.13.4 \
+    --hash=sha256:45a282cde31d808236fd7ea9d919b128653c8b38b393d1c4ab335c62924d9aba \
+    --hash=sha256:c40756b57adaa8b1efeeced5c196f3f3b7c435f90e84ea7f443901bec8099ef6
     # via
     #   feast (pyproject.toml)
     #   fastapi
     #   fastapi-mcp
     #   mcp
+    #   mcp-types
     #   pydantic-settings
-pydantic-core==2.46.3 \
-    --hash=sha256:0087084960f209a9a4af50ecd1fb063d9ad3658c07bb81a7a53f452dacbfb2ba \
-    --hash=sha256:031bb17f4885a43773c8c763089499f242aee2ea85cf17154168775dccdecf35 \
-    --hash=sha256:06d5d8820cbbdb4147578c1fe7ffcd5b83f34508cb9f9ab76e807be7db6ff0a4 \
-    --hash=sha256:07bc6d2a28c3adb4f7c6ae46aa4f2d2929af127f587ed44057af50bf1ce0f505 \
-    --hash=sha256:0c9ff69140423eea8ed2d5477df3ba037f671f5e897d206d921bc9fdc39613e7 \
-    --hash=sha256:1105677a6df914b1fb71a81b96c8cce7726857e1717d86001f29be06a25ee6f8 \
-    --hash=sha256:1108da631e602e5b3c38d6d04fe5bb3bfa54349e6918e3ca6cf570b2e2b2f9d4 \
-    --hash=sha256:12bc98de041458b80c86c56b24df1d23832f3e166cbaff011f25d187f5c62c37 \
-    --hash=sha256:13afdd885f3d71280cf286b13b310ee0f7ccfefd1dbbb661514a474b726e2f25 \
-    --hash=sha256:17eaface65d9fc5abb940003020309c1bf7a211f5f608d7870297c367e6f9022 \
-    --hash=sha256:1da3786b8018e60349680720158cc19161cc3b4bdd815beb0a321cd5ce1ad5b1 \
-    --hash=sha256:23cbdb3aaa74dfe0837975dbf69b469753bbde8eacace524519ffdb6b6e89eb7 \
-    --hash=sha256:2798b6ba041b9d70acfb9071a2ea13c8456dd1e6a5555798e41ba7b0790e329c \
-    --hash=sha256:27f9067c3bfadd04c55484b89c0d267981b2f3512850f6f66e1e74204a4e4ce3 \
-    --hash=sha256:28b5f2ef03416facccb1c6ef744c69793175fd27e44ef15669201601cf423acb \
-    --hash=sha256:28e8cf2f52d72ced402a137145923a762cbb5081e48b34312f7a0c8f55928ec3 \
-    --hash=sha256:28ed528c45446062ee66edb1d33df5d88828ae167de76e773a3c7f64bd14e976 \
-    --hash=sha256:2b8e4f2bbdf71415c544b4b1138b8060db7b6611bc927e8064c769f64bed651c \
-    --hash=sha256:2f40e4246676beb31c5ce77c38a55ca4e465c6b38d11ea1bd935420568e0b1ab \
-    --hash=sha256:3481bd1341dc85779ee506bc8e1196a277ace359d89d28588a9468c3ecbe63fa \
-    --hash=sha256:3612edf65c8ea67ac13616c4d23af12faef1ae435a8a93e5934c2a0cbbdd1fd6 \
-    --hash=sha256:367508faa4973b992b271ba1494acaab36eb7e8739d1e47be5035fb1ea225396 \
-    --hash=sha256:3861f1731b90c50a3266316b9044f5c9b405eecb8e299b0a7120596334e4fe9c \
-    --hash=sha256:3d08782c4045f90724b44c95d35ebec0d67edb8a957a2ac81d5a8e4b8a200495 \
-    --hash=sha256:41c178f65b8c29807239d47e6050262eb6bf84eb695e41101e62e38df4a5bc2c \
-    --hash=sha256:4335e87c7afa436a0dfa899e138d57a72f8aad542e2cf19c36fb428461caabd0 \
-    --hash=sha256:4b068543bdb707f5d935dab765d99227aa2545ef2820935f2e5dd801795c7dbd \
-    --hash=sha256:4de88889d7e88d50d40ee5b39d5dac0bcaef9ba91f7e536ac064e6b2834ecccf \
-    --hash=sha256:4e9d76736da5f362fabfeea6a69b13b7f2be405c6d6966f06b2f6bfff7e64531 \
-    --hash=sha256:57697d7c056aca4bbb680200f96563e841a6386ac1129370a0102592f4dddff5 \
-    --hash=sha256:57a973eae4665352a47cf1a99b4ee864620f2fe663a217d7a8da68a1f3a5bfda \
-    --hash=sha256:5ad3c826fe523e4becf4fe39baa44286cff85ef137c729a2c5e269afbfd0905d \
-    --hash=sha256:5c024e08c0ba23e6fd68c771a521e9d6a792f2ebb0fa734296b36394dc30390e \
-    --hash=sha256:5dcbbcf4d22210ced8f837c96db941bdb078f419543472aca5d9a0bb7cddc7df \
-    --hash=sha256:5dfd51cf457482f04ec49491811a2b8fd5b843b64b11eecd2d7a1ee596ea78a6 \
-    --hash=sha256:60e5f66e12c4f5212d08522963380eaaeac5ebd795826cfd19b2dfb0c7a52b9c \
-    --hash=sha256:610eda2e3838f401105e6326ca304f5da1e15393ae25dacae5c5c63f2c275b13 \
-    --hash=sha256:6529d1d128321a58d30afcc97b49e98836542f68dd41b33c2e972bb9e5290536 \
-    --hash=sha256:6645ce7eec4928e29a1e3b3d5c946621d105d3e79f0c9cddf07c2a9770949287 \
-    --hash=sha256:68cc7866ed863db34351294187f9b729964c371ba33e31c26f478471c52e1ed0 \
-    --hash=sha256:68ef2f623dda6d5a9067ac014e406c020c780b2a358930a7e5c1b73702900720 \
-    --hash=sha256:69a868ef3ff206343579021c40faf3b1edc64b1cc508ff243a28b0a514ccb050 \
-    --hash=sha256:6dff8cc884679df229ebc6d8eb2321ea6f8e091bc7d4886d4dc2e0e71452843c \
-    --hash=sha256:6e42d83d1c6b87fa56b521479cff237e626a292f3b31b6345c15a99121b454c1 \
-    --hash=sha256:706d9d0ce9cf4593d07270d8e9f53b161f90c57d315aeec4fb4fd7a8b10240d8 \
-    --hash=sha256:75a519dab6d63c514f3a81053e5266c549679e4aa88f6ec57f2b7b854aceb1b0 \
-    --hash=sha256:77706aeb41df6a76568434701e0917da10692da28cb69d5fb6919ce5fdb07374 \
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+    --hash=sha256:c1b3f518abeca3aa13c712fd202306e145abf59a18b094a6bafb2d2bbf59192c \
+    --hash=sha256:c50f2528cf200c5eed56faf3f4e22fcd5f38c157a8b78576e6ba3168ec35f000 \
+    --hash=sha256:c68fcd102d71ea85c5b2dfac3f4f8476eff42a9e078fd5faefff6d145063536b \
+    --hash=sha256:c7a7bd4e39e8e4c12c39cd480356842b6a8a06e41b23a55a5e3e191718838ddf \
+    --hash=sha256:c94f0688e7b8d0a67abf40e57a7eaaecd17cc9586706a31b76c031f63df052b4 \
+    --hash=sha256:cbaf13819775b7f769bf4a1f066cb6df7a28d4480081a589828ef190226881cd \
+    --hash=sha256:cd2213145bcc2ba85884d0ac63d222fece9209678f77b9b4d76f054c561adb28 \
+    --hash=sha256:ce5c1d2a8b27468f433ca974829c44060b8097eedc39933e3c206a90ee49c4a9 \
+    --hash=sha256:d396ec2b979760aaf3218e76c24e65bd0aca24983298653b3a9d7a45f9e47b30 \
+    --hash=sha256:d51026d73fcfd93610abc7b27789c26b313920fcfb20e27462d74a7f8b06e983 \
+    --hash=sha256:d80ee3d731373b24cebbc10d689ca4ee1875caf0d5703a245db18efd4dd37fc1 \
+    --hash=sha256:d995260fdf4e1db774581b4900e0f832abe3c7c84996726bbc161b19c8f29e76 \
+    --hash=sha256:da4b951fe36dc7c3a1ccb4e3cd1747c3542b8c9ceede8fc86cae054e764485f5 \
+    --hash=sha256:daa27d92c36f24388fe3ad306b174781c747627f134452e4f128ea00ce1fe8c4 \
+    --hash=sha256:db06ffe51636ffe9ca531fe9023dd64bdd794be8754cb5df57c5498ae5b518a7 \
+    --hash=sha256:e0d65b8c354be7fb5f720c3caa8bc940bc2d20ce749c8e06135f07f8ed95dd7c \
+    --hash=sha256:e68b7a074f65a2fd746c52a7ce6142ab7006074ac269ace0c25cd8ba171f8066 \
+    --hash=sha256:e739fee756ba1010f8bcccb534252e85a35fe45ae92c295a06059ce58b74ccd3 \
+    --hash=sha256:e846ae7835bf0703ae43f534ab79a867146dadd59dc9ca5c8b53d5c8f7c9ef02 \
+    --hash=sha256:e9c26f834c65f5752f3f06cb08cb86a913ceb7274d0db6e267808a708b46bc89 \
+    --hash=sha256:ea793e075b70290d89d8142074262885d3f7da19634845135751bd6344f73b50 \
+    --hash=sha256:f027324c56cd5406ca49c124b0db10e56c69064fec039acc571c29020cc87c76 \
+    --hash=sha256:f13a646d65d09fbf1bc6b3a9635d30095c8e7e5cc419ff35ecc563c5fd04cd49 \
+    --hash=sha256:f47286a97f0bc9b8859519809077b91b2cefe4ae47fcbf5e466a009c1c5d742b \
+    --hash=sha256:f747929cf940cddb5b3668a390056ddd5ba2e5010615ea2dcf4f9c4f3ab8791d \
+    --hash=sha256:f99626688942fb746e545232e7726926f3be91b5975f8b55327665fafda991c7 \
+    --hash=sha256:f9fa868638bf362d3d138ea55829cefb3d5f4b0d7f142234382a15e2485dbec4 \
+    --hash=sha256:fbdb89b3e1c94a30cc5edfce477c6e6a5dc4d8f84665b455c27582f211a1c72c \
+    --hash=sha256:fc010ab034c8c7452522748bf937df58020d256ccae0874463d1f4d01758af8e \
+    --hash=sha256:fc3e9034a63de20e15e8ade85358bc6efc614008cab72898b4b4952bea0509ff \
+    --hash=sha256:fd8b3d9fd264be37976686c7f65cd52a83f5e84f4bfd2adf9c1d469676bbb6ae
     # via pydantic
-pydantic-settings==2.14.0 \
-    --hash=sha256:24285fd4b0e0c06507dd9fdfd331ee23794305352aaec8fc4eb92d4047aeb67d \
-    --hash=sha256:fc8d5d692eb7092e43c8647c1c35a3ecd00e040fcf02ed86f4cb5458ca62182e
-    # via
-    #   fastapi-mcp
-    #   mcp
+pydantic-settings==2.14.2 \
+    --hash=sha256:a20c97b37910b6550d5ea50fbcc2d4187defe58cd57070b73863d069419c9440 \
+    --hash=sha256:c19dd64b19097f1de80184f0cc7b0272a13ae6e170cbf240a3e27e381ed14a5f
+    # via fastapi-mcp
 pydata-google-auth==1.9.1 \
     --hash=sha256:0a51ce41c601ca0bc69b8795bf58bedff74b4a6a007c9106c7cbcdec00eaced2 \
     --hash=sha256:75ffce5d106e34b717b31844c1639ea505b7d9550dc23b96fb6c20d086b53fa3
@@ -2230,24 +2323,24 @@ pygments==2.20.0 \
     # via
     #   feast (pyproject.toml)
     #   rich
-pyjwt[crypto]==2.12.1 \
-    --hash=sha256:28ca37c070cad8ba8cd9790cd940535d40274d22f80ab87f3ac6a713e6e8454c \
-    --hash=sha256:c74a7a2adf861c04d002db713dd85f84beb242228e671280bf709d765b03672b
+pyjwt[crypto]==2.13.0 \
+    --hash=sha256:41571c89ca91598c79e8ef18a2d07367d4810fbbd6f637794879baf1b7703423 \
+    --hash=sha256:66adcc2aff09b3f1bbd95fc1e1577df8ac8723c978552fd43304c8a290ac5728
     # via
     #   feast (pyproject.toml)
     #   mcp
     #   snowflake-connector-python
-pymilvus==2.5.18 \
-    --hash=sha256:1b78badcfa8d62db7d0b29193fc0422e4676873ff1c745a9d75c2c885d7a7e32 \
-    --hash=sha256:9e517076068e98dac51c018bc0dfe1f651d936154e2e2d9ad6c7b3dab1164e2d
+pymilvus==3.0.1 \
+    --hash=sha256:c02389059088b18d6e598cd175541e445c772fab4926c5e527c4913be34887f1 \
+    --hash=sha256:c5a8d5c1fa1de7b416e3529d383d8cc2e7da2170433ffa4a2d9087e14f70171a
     # via feast (pyproject.toml)
-pymysql==1.1.3 \
-    --hash=sha256:8164ba62c552f6105f3b11753352d0f16b90d1703ba67d81923d5a8a5d1c5289 \
-    --hash=sha256:e70ebf2047a4edf6138cf79c68ad418ef620af65900aa585c5e8bfc95044d43a
+pymysql==1.2.0 \
+    --hash=sha256:62169ce6d5510f08e140c5e7990ee884a9764024e4a9a27b2cc11f1099322ae0 \
+    --hash=sha256:6c7b17ca686988104d7426c27895b455cdeea3e9d3ceb1270f0c3704fead8c33
     # via feast (pyproject.toml)
-pyopenssl==26.1.0 \
-    --hash=sha256:115563879b2c8ccb207975705d3e491434d8c9d7c79667c902ecbf5f3bbd2ece \
-    --hash=sha256:737f0a2275c5bc54f3b02137687e1a765931fb3949b9a92a825e4d33b9eec08b
+pyopenssl==26.3.0 \
+    --hash=sha256:46367f8f66b92271e6d218da9c87607e1ef5a0bc5c8dea5bb3db82f395c385a3 \
+    --hash=sha256:589de7fae1c9ea670d18422ed00fc04da787bbde8e1454aea872aa57b49ad341
     # via snowflake-connector-python
 python-dateutil==2.9.0.post0 \
     --hash=sha256:37dd54208da7e1cd875388217d5e00ebd4179249f90fb72437e91a35459a0ad3 \
@@ -2266,13 +2359,13 @@ python-dotenv==1.2.2 \
     #   pydantic-settings
     #   pymilvus
     #   uvicorn
-python-multipart==0.0.27 \
-    --hash=sha256:6fccfad17a27334bd0193681b369f476eda3409f17381a2d65aa7df3f7275645 \
-    --hash=sha256:9870a6a8c5a20a5bf4f07c017bd1489006ff8836cff097b6933355ee2b49b602
+python-multipart==0.0.32 \
+    --hash=sha256:be54b7f3fa167bb83e4fcd936b887b708f4e57fe75911c02aebf53efaf8d938e \
+    --hash=sha256:ff6d3f776f16878c894e52e107296ffc890e913c611b1a4ec6c44e2821fe2e23
     # via mcp
-pytz==2026.1.post1 \
-    --hash=sha256:3378dde6a0c3d26719182142c56e60c7f9af7e968076f31aae569d72a0358ee1 \
-    --hash=sha256:f2fd16142fda348286a75e1a524be810bb05d444e5a081f37f7affc635035f7a
+pytz==2026.3.post1 \
+    --hash=sha256:2211d3fcf9a797d3405cac96ac7f61d80e6a644f72a3309607282fe8a2010c5d \
+    --hash=sha256:dd95840dd199baea12d9cc096a1d452caa6596a1c1e4b5f3dbd1541855d5e815
     # via
     #   pandas
     #   snowflake-connector-python
@@ -2355,9 +2448,9 @@ pyyaml==6.0.3 \
     #   dask
     #   kubernetes
     #   uvicorn
-redis==7.4.0 \
-    --hash=sha256:64a6ea7bf567ad43c964d2c30d82853f8df927c5c9017766c55a1d1ed95d18ad \
-    --hash=sha256:a9c74a5c893a5ef8455a5adb793a31bb70feb821c86eccb62eebef5a19c429ec
+redis==7.4.1 \
+    --hash=sha256:1a1df5067062cf7cbe677994e391f8ee0840f499d370f1a71266e0dd3aa9308e \
+    --hash=sha256:1fa4647af1c5e93a2c685aa248ee44cce092691146d41390518dabe9a99839b0
     # via feast (pyproject.toml)
 referencing==0.37.0 \
     --hash=sha256:381329a9f99628c9069361716891d34ad94af76e461dcb0335825aecc7692231 \
@@ -2365,9 +2458,9 @@ referencing==0.37.0 \
     # via
     #   jsonschema
     #   jsonschema-specifications
-requests==2.33.1 \
-    --hash=sha256:18817f8c57c6263968bc123d237e3b8b08ac046f5456bd1e307ee8f4250d3517 \
-    --hash=sha256:4e6d1ef462f3626a1f0a0a9c42dd93c63bad33f9f1c1937509b8c5c8718ab56a
+requests==2.34.2 \
+    --hash=sha256:2a0d60c172f83ac6ab31e4554906c0f3b3588d37b5cb939b1c061f4907e278e0 \
+    --hash=sha256:f288924cae4e29463698d6d60bc6a4da69c89185ad1e0bcc4104f584e960b9ed
     # via
     #   feast (pyproject.toml)
     #   fastapi-mcp
@@ -2375,6 +2468,7 @@ requests==2.33.1 \
     #   google-cloud-bigquery
     #   google-cloud-storage
     #   kubernetes
+    #   pymilvus
     #   requests-oauthlib
     #   snowflake-connector-python
 requests-oauthlib==2.0.0 \
@@ -2390,128 +2484,129 @@ rich==15.0.0 \
     #   fastapi-mcp
     #   ibis-framework
     #   typer
-rpds-py==0.30.0 \
-    --hash=sha256:07ae8a593e1c3c6b82ca3292efbe73c30b61332fd612e05abee07c79359f292f \
-    --hash=sha256:0a59119fc6e3f460315fe9d08149f8102aa322299deaa5cab5b40092345c2136 \
-    --hash=sha256:0c0e95f6819a19965ff420f65578bacb0b00f251fefe2c8b23347c37174271f3 \
-    --hash=sha256:0d08f00679177226c4cb8c5265012eea897c8ca3b93f429e546600c971bcbae7 \
-    --hash=sha256:0ed177ed9bded28f8deb6ab40c183cd1192aa0de40c12f38be4d59cd33cb5c65 \
-    --hash=sha256:12f90dd7557b6bd57f40abe7747e81e0c0b119bef015ea7726e69fe550e394a4 \
-    --hash=sha256:1726859cd0de969f88dc8673bdd954185b9104e05806be64bcd87badbe313169 \
-    --hash=sha256:1ab5b83dbcf55acc8b08fc62b796ef672c457b17dbd7820a11d6c52c06839bdf \
-    --hash=sha256:1b151685b23929ab7beec71080a8889d4d6d9fa9a983d213f07121205d48e2c4 \
-    --hash=sha256:1f3587eb9b17f3789ad50824084fa6f81921bbf9a795826570bda82cb3ed91f2 \
-    --hash=sha256:250fa00e9543ac9b97ac258bd37367ff5256666122c2d0f2bc97577c60a1818c \
-    --hash=sha256:2771c6c15973347f50fece41fc447c054b7ac2ae0502388ce3b6738cd366e3d4 \
-    --hash=sha256:27f4b0e92de5bfbc6f86e43959e6edd1425c33b5e69aab0984a72047f2bcf1e3 \
-    --hash=sha256:2e6ecb5a5bcacf59c3f912155044479af1d0b6681280048b338b28e364aca1f6 \
-    --hash=sha256:32c8528634e1bf7121f3de08fa85b138f4e0dc47657866630611b03967f041d7 \
-    --hash=sha256:33f559f3104504506a44bb666b93a33f5d33133765b0c216a5bf2f1e1503af89 \
-    --hash=sha256:3896fa1be39912cf0757753826bc8bdc8ca331a28a7c4ae46b7a21280b06bb85 \
-    --hash=sha256:389a2d49eded1896c3d48b0136ead37c48e221b391c052fba3f4055c367f60a6 \
-    --hash=sha256:39c02563fc592411c2c61d26b6c5fe1e51eaa44a75aa2c8735ca88b0d9599daa \
-    --hash=sha256:3adbb8179ce342d235c31ab8ec511e66c73faa27a47e076ccc92421add53e2bb \
-    --hash=sha256:3d4a69de7a3e50ffc214ae16d79d8fbb0922972da0356dcf4d0fdca2878559c6 \
-    --hash=sha256:3e62880792319dbeb7eb866547f2e35973289e7d5696c6e295476448f5b63c87 \
-    --hash=sha256:3e8eeb0544f2eb0d2581774be4c3410356eba189529a6b3e36bbbf9696175856 \
-    --hash=sha256:422c3cb9856d80b09d30d2eb255d0754b23e090034e1deb4083f8004bd0761e4 \
-    --hash=sha256:4559c972db3a360808309e06a74628b95eaccbf961c335c8fe0d590cf587456f \
-    --hash=sha256:46e83c697b1f1c72b50e5ee5adb4353eef7406fb3f2043d64c33f20ad1c2fc53 \
-    --hash=sha256:47b0ef6231c58f506ef0b74d44e330405caa8428e770fec25329ed2cb971a229 \
-    --hash=sha256:47e77dc9822d3ad616c3d5759ea5631a75e5809d5a28707744ef79d7a1bcfcad \
-    --hash=sha256:47f236970bccb2233267d89173d3ad2703cd36a0e2a6e92d0560d333871a3d23 \
-    --hash=sha256:47f9a91efc418b54fb8190a6b4aa7813a23fb79c51f4bb84e418f5476c38b8db \
-    --hash=sha256:495aeca4b93d465efde585977365187149e75383ad2684f81519f504f5c13038 \
-    --hash=sha256:4c5f36a861bc4b7da6516dbdf302c55313afa09b81931e8280361a4f6c9a2d27 \
-    --hash=sha256:4cc2206b76b4f576934f0ed374b10d7ca5f457858b157ca52064bdfc26b9fc00 \
-    --hash=sha256:4e7fc54e0900ab35d041b0601431b0a0eb495f0851a0639b6ef90f7741b39a18 \
-    --hash=sha256:51a1234d8febafdfd33a42d97da7a43f5dcb120c1060e352a3fbc0c6d36e2083 \
-    --hash=sha256:55f66022632205940f1827effeff17c4fa7ae1953d2b74a8581baaefb7d16f8c \
-    --hash=sha256:58edca431fb9b29950807e301826586e5bbf24163677732429770a697ffe6738 \
-    --hash=sha256:5965af57d5848192c13534f90f9dd16464f3c37aaf166cc1da1cae1fd5a34898 \
-    --hash=sha256:5ba103fb455be00f3b1c2076c9d4264bfcb037c976167a6047ed82f23153f02e \
-    --hash=sha256:5d4c2aa7c50ad4728a094ebd5eb46c452e9cb7edbfdb18f9e1221f597a73e1e7 \
-    --hash=sha256:61046904275472a76c8c90c9ccee9013d70a6d0f73eecefd38c1ae7c39045a08 \
-    --hash=sha256:613aa4771c99f03346e54c3f038e4cc574ac09a3ddfb0e8878487335e96dead6 \
-    --hash=sha256:626a7433c34566535b6e56a1b39a7b17ba961e97ce3b80ec62e6f1312c025551 \
-    --hash=sha256:669b1805bd639dd2989b281be2cfd951c6121b65e729d9b843e9639ef1fd555e \
-    --hash=sha256:679ae98e00c0e8d68a7fda324e16b90fd5260945b45d3b824c892cec9eea3288 \
-    --hash=sha256:67b02ec25ba7a9e8fa74c63b6ca44cf5707f2fbfadae3ee8e7494297d56aa9df \
-    --hash=sha256:68f19c879420aa08f61203801423f6cd5ac5f0ac4ac82a2368a9fcd6a9a075e0 \
-    --hash=sha256:692bef75a5525db97318e8cd061542b5a79812d711ea03dbc1f6f8dbb0c5f0d2 \
-    --hash=sha256:6abc8880d9d036ecaafe709079969f56e876fcf107f7a8e9920ba6d5a3878d05 \
-    --hash=sha256:6bdfdb946967d816e6adf9a3d8201bfad269c67efe6cefd7093ef959683c8de0 \
-    --hash=sha256:6de2a32a1665b93233cde140ff8b3467bdb9e2af2b91079f0333a0974d12d464 \
-    --hash=sha256:73c67f2db7bc334e518d097c6d1e6fed021bbc9b7d678d6cc433478365d1d5f5 \
-    --hash=sha256:74a3243a411126362712ee1524dfc90c650a503502f135d54d1b352bd01f2404 \
-    --hash=sha256:76fec018282b4ead0364022e3c54b60bf368b9d926877957a8624b58419169b7 \
-    --hash=sha256:7c64d38fb49b6cdeda16ab49e35fe0da2e1e9b34bc38bd78386530f218b37139 \
-    --hash=sha256:7cee9c752c0364588353e627da8a7e808a66873672bcb5f52890c33fd965b394 \
-    --hash=sha256:7e6ecfcb62edfd632e56983964e6884851786443739dbfe3582947e87274f7cb \
-    --hash=sha256:806f36b1b605e2d6a72716f321f20036b9489d29c51c91f4dd29a3e3afb73b15 \
-    --hash=sha256:858738e9c32147f78b3ac24dc0edb6610000e56dc0f700fd5f651d0a0f0eb9ff \
-    --hash=sha256:8d6d1cc13664ec13c1b84241204ff3b12f9bb82464b8ad6e7a5d3486975c2eed \
-    --hash=sha256:9027da1ce107104c50c81383cae773ef5c24d296dd11c99e2629dbd7967a20c6 \
-    --hash=sha256:922e10f31f303c7c920da8981051ff6d8c1a56207dbdf330d9047f6d30b70e5e \
-    --hash=sha256:945dccface01af02675628334f7cf49c2af4c1c904748efc5cf7bbdf0b579f95 \
-    --hash=sha256:946fe926af6e44f3697abbc305ea168c2c31d3e3ef1058cf68f379bf0335a78d \
-    --hash=sha256:95f0802447ac2d10bcc69f6dc28fe95fdf17940367b21d34e34c737870758950 \
-    --hash=sha256:9854cf4f488b3d57b9aaeb105f06d78e5529d3145b1e4a41750167e8c213c6d3 \
-    --hash=sha256:993914b8e560023bc0a8bf742c5f303551992dcb85e247b1e5c7f4a7d145bda5 \
-    --hash=sha256:99b47d6ad9a6da00bec6aabe5a6279ecd3c06a329d4aa4771034a21e335c3a97 \
-    --hash=sha256:9a4e86e34e9ab6b667c27f3211ca48f73dba7cd3d90f8d5b11be56e5dbc3fb4e \
-    --hash=sha256:9cf69cdda1f5968a30a359aba2f7f9aa648a9ce4b580d6826437f2b291cfc86e \
-    --hash=sha256:a090322ca841abd453d43456ac34db46e8b05fd9b3b4ac0c78bcde8b089f959b \
-    --hash=sha256:a1010ed9524c73b94d15919ca4d41d8780980e1765babf85f9a2f90d247153dd \
-    --hash=sha256:a161f20d9a43006833cd7068375a94d035714d73a172b681d8881820600abfad \
-    --hash=sha256:a1d0bc22a7cdc173fedebb73ef81e07faef93692b8c1ad3733b67e31e1b6e1b8 \
-    --hash=sha256:a2bffea6a4ca9f01b3f8e548302470306689684e61602aa3d141e34da06cf425 \
-    --hash=sha256:a452763cc5198f2f98898eb98f7569649fe5da666c2dc6b5ddb10fde5a574221 \
-    --hash=sha256:a4796a717bf12b9da9d3ad002519a86063dcac8988b030e405704ef7d74d2d9d \
-    --hash=sha256:a51033ff701fca756439d641c0ad09a41d9242fa69121c7d8769604a0a629825 \
-    --hash=sha256:a8fa71a2e078c527c3e9dc9fc5a98c9db40bcc8a92b4e8858e36d329f8684b51 \
-    --hash=sha256:ac37f9f516c51e5753f27dfdef11a88330f04de2d564be3991384b2f3535d02e \
-    --hash=sha256:ac98b175585ecf4c0348fd7b29c3864bda53b805c773cbf7bfdaffc8070c976f \
-    --hash=sha256:acd7eb3f4471577b9b5a41baf02a978e8bdeb08b4b355273994f8b87032000a8 \
-    --hash=sha256:ad1fa8db769b76ea911cb4e10f049d80bf518c104f15b3edb2371cc65375c46f \
-    --hash=sha256:b40fb160a2db369a194cb27943582b38f79fc4887291417685f3ad693c5a1d5d \
-    --hash=sha256:b4dc1a6ff022ff85ecafef7979a2c6eb423430e05f1165d6688234e62ba99a07 \
-    --hash=sha256:ba3af48635eb83d03f6c9735dfb21785303e73d22ad03d489e88adae6eab8877 \
-    --hash=sha256:ba81a9203d07805435eb06f536d95a266c21e5b2dfbf6517748ca40c98d19e31 \
-    --hash=sha256:c2262bdba0ad4fc6fb5545660673925c2d2a5d9e2e0fb603aad545427be0fc58 \
-    --hash=sha256:c77afbd5f5250bf27bf516c7c4a016813eb2d3e116139aed0096940c5982da94 \
-    --hash=sha256:ca28829ae5f5d569bb62a79512c842a03a12576375d5ece7d2cadf8abe96ec28 \
-    --hash=sha256:cdc62c8286ba9bf7f47befdcea13ea0e26bf294bda99758fd90535cbaf408000 \
-    --hash=sha256:d948b135c4693daff7bc2dcfc4ec57237a29bd37e60c2fabf5aff2bbacf3e2f1 \
-    --hash=sha256:d96c2086587c7c30d44f31f42eae4eac89b60dabbac18c7669be3700f13c3ce1 \
-    --hash=sha256:d9a0ca5da0386dee0655b4ccdf46119df60e0f10da268d04fe7cc87886872ba7 \
-    --hash=sha256:da279aa314f00acbb803da1e76fa18666778e8a8f83484fba94526da5de2cba7 \
-    --hash=sha256:dbd936cde57abfee19ab3213cf9c26be06d60750e60a8e4dd85d1ab12c8b1f40 \
-    --hash=sha256:dc4f992dfe1e2bc3ebc7444f6c7051b4bc13cd8e33e43511e8ffd13bf407010d \
-    --hash=sha256:dc824125c72246d924f7f796b4f63c1e9dc810c7d9e2355864b3c3a73d59ade0 \
-    --hash=sha256:dd8ff7cf90014af0c0f787eea34794ebf6415242ee1d6fa91eaba725cc441e84 \
-    --hash=sha256:dea5b552272a944763b34394d04577cf0f9bd013207bc32323b5a89a53cf9c2f \
-    --hash=sha256:dff13836529b921e22f15cb099751209a60009731a68519630a24d61f0b1b30a \
-    --hash=sha256:e0b65193a413ccc930671c55153a03ee57cecb49e6227204b04fae512eb657a7 \
-    --hash=sha256:e5d3e6b26f2c785d65cc25ef1e5267ccbe1b069c5c21b8cc724efee290554419 \
-    --hash=sha256:e7536cd91353c5273434b4e003cbda89034d67e7710eab8761fd918ec6c69cf8 \
-    --hash=sha256:eb0b93f2e5c2189ee831ee43f156ed34e2a89a78a66b98cadad955972548be5a \
-    --hash=sha256:eb2c4071ab598733724c08221091e8d80e89064cd472819285a9ab0f24bcedb9 \
-    --hash=sha256:ec7c4490c672c1a0389d319b3a9cfcd098dcdc4783991553c332a15acf7249be \
-    --hash=sha256:ee454b2a007d57363c2dfd5b6ca4a5d7e2c518938f8ed3b706e37e5d470801ed \
-    --hash=sha256:ee6af14263f25eedc3bb918a3c04245106a42dfd4f5c2285ea6f997b1fc3f89a \
-    --hash=sha256:f14fc5df50a716f7ece6a80b6c78bb35ea2ca47c499e422aa4463455dd96d56d \
-    --hash=sha256:f207f69853edd6f6700b86efb84999651baf3789e78a466431df1331608e5324 \
-    --hash=sha256:f251c812357a3fed308d684a5079ddfb9d933860fc6de89f2b7ab00da481e65f \
-    --hash=sha256:f83424d738204d9770830d35290ff3273fbb02b41f919870479fab14b9d303b2 \
-    --hash=sha256:f8d1736cfb49381ba528cd5baa46f82fdc65c06e843dab24dd70b63d09121b3f \
-    --hash=sha256:fe5fa731a1fa8a0a56b0977413f8cacac1768dad38d16b3a296712709476fbd5
+rpds-py==2026.6.3 \
+    --hash=sha256:0be972be84cfcaf46c8c6edf690ca0f154ac17babf1f6a955a51579b34ad2dc5 \
+    --hash=sha256:127565fead0a10943b282957bd5447804ff3160ad79f2ad2635e6d249e380680 \
+    --hash=sha256:127e08c0642d880cf32ca47ec2a4a77b901f7e2dd1ad9762adb13955d72ffcc9 \
+    --hash=sha256:166cf54d9f44fc6ceb53c7860258dde44a81406646de79f8ed3234fca3b6e538 \
+    --hash=sha256:168c733a7112e071bb7a66460e667edfcff06c017a3c523f7a8a8e08d0140804 \
+    --hash=sha256:1967debc37f64f2c4dc90a7f563aec558b471966e12adcac4e1c4240496b6ebf \
+    --hash=sha256:1cebd1337c242e4ec2293e541f712b2da849b29f48f0c293684b71c0632625d4 \
+    --hash=sha256:1cf01971c4f2c5553b772a542e4aaf191789cd331bc2cd4ff0e6e65ba49e1e97 \
+    --hash=sha256:1e5822dfc2f0d4ab7e745eaa6d85945069329beeccef965af3f3bb26058fcab6 \
+    --hash=sha256:22bffe6042b9bcb0822bcd1955ec00e245daf17b4344e4ed8e9551b976b63e96 \
+    --hash=sha256:23a439f31ccbeff1574e24889128821d1f7917470e830cf6544dced1c662262a \
+    --hash=sha256:24e9c5386e16669b674a69c156c8eeefcb578f3b3397b713b08e6d60f3c7b187 \
+    --hash=sha256:270b293dae9058fc9fcedab50f13cebf46fb8ed1d1d54e0521a9da5d6b211975 \
+    --hash=sha256:29dfa0533a5d4c94d4dfa1b694fcb56c9c63aad8330ffdd816fd225d0a7a162f \
+    --hash=sha256:2a9c6f195058cb45335e8cc3802745c603d716eb96bc9625950c1aac71c0c703 \
+    --hash=sha256:2bfd04c19ddbd6640de0b51894d764bd2758854d5b75bd102d2ef10cb9c293a9 \
+    --hash=sha256:2c54a076ca4d370980ab57bc0e31df57bbe8d41340436a90ef8b1219a3cbb127 \
+    --hash=sha256:2c958bf94822e9290a40aaf2a822d4bc5c88099093e3948ad6c571eca9272e5f \
+    --hash=sha256:2c99f7e8ccb3dd6e3e4bfeac657a7b208c9bac8075f4b078c02d7404c34107fa \
+    --hash=sha256:2f7c26fbc5acd2522b95d4177fe4710ffd8e9b20529e703ffbf8db4d93903f05 \
+    --hash=sha256:30c6dc199b24a5e3e81d50da0f00858c5bbdb2617a750395687f4339c5818171 \
+    --hash=sha256:38a2fea2787428f811719ceb9114cb78964a3138838320c29ac39526c79c16ba \
+    --hash=sha256:3a83ae6c67b7676b9878378547ca8e93ed77a580037bcbcd1d32f739e1e6089c \
+    --hash=sha256:3cfe765c1da0072636ca06628261e0ea05688e160d5c8a03e0217c3854037223 \
+    --hash=sha256:421aba32367055614287a4292b6a17f1939c9452299f7a0209c117e990b646d4 \
+    --hash=sha256:425560c6fa0415f27261727bb20bd097568485e5eb0c121f1949417d1c516885 \
+    --hash=sha256:4470ce197d4090875cf6affbf1f853338387428df97c4fb7b7106317b8214698 \
+    --hash=sha256:4cf2d36a2357e4d07bb5a4f98801265327b48256867816cfd2ceb001e9754a8f \
+    --hash=sha256:4f4bca01b63096f606e095734dd56e74e175f94cfbf24ff3d63281cec61f7bb7 \
+    --hash=sha256:501f9f04a588d6a09179368c57071301445191767c64e4b52a6aa9871f1ef5ed \
+    --hash=sha256:536bceea4fa4acf7e1c61da2b5786304367c816c8895be71b8f537c480b0ea1f \
+    --hash=sha256:538949e262e46caa31ac01bdb3c1e8f642622922cacbabbae6a8445d9dc33eaf \
+    --hash=sha256:539d75de9e0d536c84ff18dfeb805398e58227001ce09231a26a08b9aed1ee0e \
+    --hash=sha256:54f45a148e28767bf343d33a684693c70e451c6f4c0e9904709a723fafbdfc1f \
+    --hash=sha256:55927d532399c2c646100ff7feb48eaa940ad70f42cd68e1328f3ded9f81ca24 \
+    --hash=sha256:58eadac9cd119677b60e1cf8ac4052f35949d71b8a9e5556efccbe82533cf22a \
+    --hash=sha256:5e8d07bddee435a2ff6f1920e18feff28d0bc4533e42f4bf6927fbd073312c41 \
+    --hash=sha256:62698275682bf121181861295c9181e789030a2d516071f5b8f3c23c170cd0fc \
+    --hash=sha256:639c8929aa0afe81be836b04de888460d6bed38b9c54cfc18da8f6bfabf5af5d \
+    --hash=sha256:67e3a721ffc5d8d2210d3671872298c4a84e4b8035cfe42ffd7cde35d772b146 \
+    --hash=sha256:6de4744d05bd1aa1be4ed7ea1189e3979196808008113bbbf899a460966b925e \
+    --hash=sha256:6e84adbcf4bf841aed8116a8264b9f50b4cb3e7bd89b516122e616ac56ca269e \
+    --hash=sha256:7491ee23305ac3eb59e492b6945881f5cd77a6f731061a3f25b77fd40f9e99a4 \
+    --hash=sha256:79486287de1730dbaff3dbd124d0ca4d2ef7f9d29bf2544f1f93c09b5bcbbd12 \
+    --hash=sha256:7b689145a1485c335569bd056464f3243a29af7ed3871c7be31ad624ba239bc7 \
+    --hash=sha256:7f88d653e7b3b779d71ae7454e20dcc9b6bae903f33c269db9f2be41bda3f261 \
+    --hash=sha256:8020133a74bd81b4572dd8e4be028a6b1ebcd70e6726edc3918008c08bee6ee6 \
+    --hash=sha256:808345f53cb952433ca2816f1604ff3515608a81784954f38d4452acfe8e61d5 \
+    --hash=sha256:83e35b57523816c8613fd0776b40cd8bb9f596b37ddd2692eb4a6bb5ab2f8c93 \
+    --hash=sha256:842e7b070435622248c7a2c44ae53fa1440e073cc3023bc919fed570884097a7 \
+    --hash=sha256:847927daf4cffbd4e90e42bc890069897101edd015f956cb8721b3473372edda \
+    --hash=sha256:882076c00c0a608b131187055ddc5ae29f2e7eaf870d6168980420d58528a5c8 \
+    --hash=sha256:8b95977e7211527ab0ba576e286d023389fbeeb32a6b7b771665d333c60e5342 \
+    --hash=sha256:8bb68f03f395eb793220b45c097bd4d8c32944393da0fad8b999efac0868fc8c \
+    --hash=sha256:8c2642a7603ec0b16ed77da4555db3b4b472341904873788327c0b0d7b95f1bb \
+    --hash=sha256:8c3d1e9c15b9d51ca0391e13da1a25a0a4df3c58a37c9dc368e0736cf7f69df0 \
+    --hash=sha256:8c6e5a2f750cc71c3e3b11d71661f21d6f9bc6cebc6564b1466417a1ec03ec77 \
+    --hash=sha256:8d2294a31386bfa251d8c8a39472beee17db67d4f1a6eabea665d35c9a4461c3 \
+    --hash=sha256:8e4320744c1ffdd95a603def63344bfab2d33edeab301c5007e7de9f9f5b3885 \
+    --hash=sha256:8e65860d238379ed982fd9ba690579b5e95af2f4840f99c772816dbe573cb826 \
+    --hash=sha256:8f2e5c5ee828d42cb11760761c0af6507927bec42d0ad5458f97c9203b054617 \
+    --hash=sha256:900a67df3fd1660b035a4761c4ce73c382ea6b35f90f9863c36c6fd8bf8b09bb \
+    --hash=sha256:913ca42ccad3f8cc6e292b587ae8ae49c8c823e5dce51a736252fc7c7cdfa577 \
+    --hash=sha256:9250a9a0a6fd4648b3f868da8d91a4c52b5811a62df58e753d50ae4454a36f80 \
+    --hash=sha256:931908d9fc855d8f74783377822be318edb6dcb19e47169dc038f9a1bf60b06e \
+    --hash=sha256:9826217f048f620d9a712672818bf231442c1b35d96b227a07eabd11b4bb6945 \
+    --hash=sha256:9891e594296ab9dada6551c8e7b387b2721f27a67eecd528412e8906247a7b90 \
+    --hash=sha256:9c1255b302953c86a486b81d330d5ee1d5bd937691ce271b6be0ef0e299eaab7 \
+    --hash=sha256:a0811d33247c3d6128a3001d763f2aa056bb3425204335400ac54f89eec3a0d0 \
+    --hash=sha256:a136d453475ac0fcbda502ef1e6504bd28d6d904700915d278deeab0d00fe140 \
+    --hash=sha256:a214c993455f99a89aaeadc9b21241900037adc9d97203e374d75513c5911822 \
+    --hash=sha256:a3086b538543802f84c843911242db20447de00d8752dd0efc936dbcf02218ba \
+    --hash=sha256:a3450b693fde92133e9f51060568a4c31fcca76d5e53bbd611e689ca446517e9 \
+    --hash=sha256:a550fb4950a06dde3beb4721f5ad4b25bf4513784665b0a8522c792e2bd822a4 \
+    --hash=sha256:a9f4645593036b81bbdb36b9c8e0ea0d1c3fee968c4d59db0344c14087ef143a \
+    --hash=sha256:aca6c1ef08a82bfe327cc156da694660f599923e2e6665b6d81c9c2d0ac9ffc8 \
+    --hash=sha256:acac386b453c2516111b50985d60ce46e7fadb5ea71ae7b25f4c946935bf27cf \
+    --hash=sha256:acc992ab27b15f852c76755eb2ab7dce86585ddadba6fa5946e58556088845b4 \
+    --hash=sha256:ae3d4fe8c0b9213624fdce7279d70e3b148b682ca20719ebd193a23ebfa47324 \
+    --hash=sha256:ae50181a047c871561212bb97f7932a2d45fb53e947bd9b57ebad85b529cbc53 \
+    --hash=sha256:ae6dd8f10bd17aad820876d24caec9efdafd80a318d16c0a48edb5e136902c6b \
+    --hash=sha256:af05d726809bff6b141be124d4c7ce998f9c9c7f30edb1f46c07aa103d540b41 \
+    --hash=sha256:afd70d95892096cdb26f15a00c45907b17817577aa8d1c76b2dcc2788391f9e9 \
+    --hash=sha256:b5c2dc92304aa48a4a60443b548bb12f12e119d4b72f314015e67b9e1be97fca \
+    --hash=sha256:bc0011654b91cc4fb2ae701bec0a0ba1e552c0714247fa7af6c59e0ccfa3a4e1 \
+    --hash=sha256:bcfbcf66006befb9fd2aeaa9e01feaf881b4dc330a02ba07d2322b1c11be7b5d \
+    --hash=sha256:bdbd97738551fca3917c1bd7188bec1920bb520104f28e7e1007f9ceb17b7690 \
+    --hash=sha256:c60924535c75f1566b6eb75b5c31a48a43fef04fa2d0d201acbad8a9969c6107 \
+    --hash=sha256:c7b9a2f8f4d8e90af72571d3d495deebdd7e3c75451f5b41719aee166e940fc2 \
+    --hash=sha256:ca6546b66be9dc4738b1b043d5ebd5488c66c578c5ff0fd0e8065313fe3afb76 \
+    --hash=sha256:ccffae9a092a00deb7efd545fe5e2c33c33b88e7c054337e9a74c179347d0b7d \
+    --hash=sha256:cdc7e35386f3847df728fbcb5e887e2d79c19e2fa1eba9e51b6621d23e3243af \
+    --hash=sha256:d15fde0e6fb0d88a60d221204873743e5d9f0b7d29165e62cd86d0413ad74ba6 \
+    --hash=sha256:d34c20167764fbcf927194d532dd7e0c56772f0a5f943fa5ef9e9afbba8fb9db \
+    --hash=sha256:d483fe17f01ad64b7bf7cc38fcefff1ca9fb83f8c2b2542b68f97ffe0611b369 \
+    --hash=sha256:d7469697dce35be237db177d42e2a2ee26e6dcc5fc052078a6fefabd288c6edd \
+    --hash=sha256:db08f45aecde626498fb3df07bcf6d2ec040af42e859a4f5040d79c200342911 \
+    --hash=sha256:dc319e5a1de4b6913aac94bf6a2f9e847371e0a140a43dd4991db1a09bc2d504 \
+    --hash=sha256:de3eceba0b683bcbb1ab93da016d0270df1f9ae7be716b40214c5dafac6ea45a \
+    --hash=sha256:dfcc8b909769d19db55c7cc9541eb64b9b774b1057ffffb4f1048070475bb9f9 \
+    --hash=sha256:e059c5dde6452b44424bd1834557556c226b57781dee1227af23518459722b13 \
+    --hash=sha256:e4316bf32babbed84e691e352faf967ce2f0f024174a8643c37c94a1080374fc \
+    --hash=sha256:e52655eaf81e32593abedaa4bfe33170c8cfedf3365ed9be6e11e07f148f0278 \
+    --hash=sha256:e55d236be29255554da47abe5c577637db7c24a02b8b46f0ca9524c855801868 \
+    --hash=sha256:ea7bb13b7c9a29791f87a0387ba7d3ad3a6d783d827e4d3f27b40a0ff44495e2 \
+    --hash=sha256:ea964164cc9afa72d4d9b23cc28dafae93693c0a53e0b42acbff15b22c3f9ddd \
+    --hash=sha256:ec829541c45bca16e61c7ae50c20501f213605beb75d1aba91a6ee37fbbb56a4 \
+    --hash=sha256:ecabd69db66de867690f9797f2f8fa27ba501bbc24540cbdbdc649cd15888ba6 \
+    --hash=sha256:ed0c1e5d10cdc7135537988c74a0188da68e2f3c30813ba3744ab1e42e0480f9 \
+    --hash=sha256:f0840b5b17057f7fd918b76183a4b5a0635f43e14eb2ce60dce1d4ee4707ea00 \
+    --hash=sha256:f4d78253f6996be4901669ad25319f842f740eccf4d58e3c7f3dd39e6dde1d8f \
+    --hash=sha256:f56f1695bc5c0871cbc33dc0130fcf503aab0c57dcc5a6700a4f49eba4f2652e \
+    --hash=sha256:f826877d462181e5eb1c26a0026b8d0cab05d99844ecb6d8bf3627a2ca0c0442 \
+    --hash=sha256:f8f23ead891a3b762f35ab3b04623da7056545b48aa60d59957e6789914545da \
+    --hash=sha256:f90938e92afda60266da758ee7d363447f7f0138c9559f9e1811629580582d90 \
+    --hash=sha256:faa679d19a6696fd54259ad321251ad77a13e70e03dd834daa762a44fb6196ef
     # via
     #   jsonschema
     #   referencing
-s3transfer==0.13.1 \
-    --hash=sha256:a981aa7429be23fe6dfc13e80e4020057cbab622b08c0315288758d67cabc724 \
-    --hash=sha256:c3fdba22ba1bd367922f27ec8032d6a1cf5f10c934fb5d68cf60fd5a23d936cf
+s3transfer==0.19.2 \
+    --hash=sha256:ba0309fd86be3c27dbf78cdd813c13c5e1df16e5874b99d2535ebbdfb9892993 \
+    --hash=sha256:d8168eccca828cbb2cd573675333f3bddd254313a9c42494b84c76b539e8ba25
     # via boto3
 setuptools==80.10.2 \
     --hash=sha256:8b0e9d10c784bf7d262c4e5ec5d4ec94127ce206e8738f29a437945fbc219b70 \
@@ -2520,7 +2615,6 @@ setuptools==80.10.2 \
     #   feast (pyproject.toml)
     #   pandas-gbq
     #   pydata-google-auth
-    #   pymilvus
 shellingham==1.5.4 \
     --hash=sha256:7ecfff8f2fd72616f7481040475a65b2bf8af90a56c89140852d1120324e8686 \
     --hash=sha256:8dbca0739d487e5bd35ab3ca4b36e11c4078f3a234bfce294b0a0291363404de
@@ -2531,114 +2625,111 @@ six==1.17.0 \
     # via
     #   kubernetes
     #   python-dateutil
-snowflake-connector-python[pandas]==4.4.0 \
-    --hash=sha256:16fdca775f7ca5ce4a973c07c434f5ab72bef5284e81a5e4ae2fb4d54d28965c \
-    --hash=sha256:19d0c1ed033abae715a71b74c53010b180a5247c6924f851e4f7d0b0d58066c4 \
-    --hash=sha256:2a6f6a514a10c3bb2d4554132f0b639f43d7e9fbb73fa1fae1c8a75333102686 \
-    --hash=sha256:307f41326c702f6976746d2001dacf35adaf567f3f12afb3a5778fbb063c7241 \
-    --hash=sha256:43e1a2f3ac51d24406d4eb0c23a8ceb9d6f5cb4854c941e5e1375d8c481e2844 \
-    --hash=sha256:52efe2d6543a09807283748dd50a36ec01d52b4f342868132f8f9856b9c95a42 \
-    --hash=sha256:56ff04dd9e17edc82128f412aa3776687dc94088f3d6b9144971e169952623cb \
-    --hash=sha256:648f49029d699591af0f253e81c5bf60efc4411c7b0149ef074a59a038210a3b \
-    --hash=sha256:693a1bef97509f09b7e6f42ea6f743d27819413c04fb3dc543b060d029871c56 \
-    --hash=sha256:70d4051e2d9c87258b02672e17e21f5873e0cb49ff9705f6194ccfa25ac0d5fd \
-    --hash=sha256:7c2984663a733d06c979aa6c8c1d7691621ec0d3521ef345d57c869ff2f1c4b2 \
-    --hash=sha256:8304b4818d3e9de552dcfbdd0bca61bae1583e1c9794e242e58fe44bce701604 \
-    --hash=sha256:85a01338d282423611f357cd5392dca2219bbda9a66b44761b11d6ae8ebf1e50 \
-    --hash=sha256:96fdca994c4d9f7780e82fc7b4bd3398d856b43de3bae57d44e242ff435a2431 \
-    --hash=sha256:9b1a28f843c1c0b582db7854789525d0c8aac4ea5c56e31113684e38220d0af9 \
-    --hash=sha256:9fa43d330389df27024757c4f97dabddafbedc74b8bcc189b6a86e8b4d036014 \
-    --hash=sha256:a088f108da4653ad1396ddb63a1c757ad614d0862c38f6f69cc77344bdcfeccb \
-    --hash=sha256:b9f0ac0c00075321e1720d3876e936ee0256f54832e7463c5193a8dfa54913d5 \
-    --hash=sha256:c828248214a49f77b903e05acf887d3ccb9d958b5a979f2ed3663bba1bd0f2b3 \
-    --hash=sha256:d6fd334e4d8df7fcb30e6746e5ade845e82de2942268862aa8bce974ae2b86a2 \
-    --hash=sha256:d8ac1659c8e588b9502f8d3d03c1ded2f274de0da9c09e62fe007cba5b46d6a5 \
-    --hash=sha256:e8e7ce0e8b33aec8b1fc6741eb51dbeb54e2c3a6d282a0d459c355a85f089b08 \
-    --hash=sha256:ea6e4083ebea0a814b46f029d64a2fb0ba6e7732952cd8af4406041708ce0e21 \
-    --hash=sha256:f5d0e90e68a899c13fda5ca842ff77b5759b1674adf2c72702d3c2b53ca9d27b \
-    --hash=sha256:fb628d5ea1999e23bfbaabce4125eb44d56605ca5634b8b1d6092ab22d555598
+snowflake-connector-python[pandas]==4.7.1 \
+    --hash=sha256:051e49157d955e5ba76577345169dd1869288ecef903dab17ec6180e1009b117 \
+    --hash=sha256:052fd457fa79616d074f5b8f2e106f9f2ca36645526e4d0abddf7e3685d1bdb7 \
+    --hash=sha256:0e23a5aaa1e9eaa9ba88b8867247d55c24e40f3be6367e3aa4f8633b37f56317 \
+    --hash=sha256:167ba97d5b615b507fc8234266c8736ea97f91b7324db7a305a28ec3505c0edf \
+    --hash=sha256:171ef3515c44e804dd86ab2b288179037fec40b3f45e1aa28fba095b764f9a6a \
+    --hash=sha256:1ed85264edb186a39e641f1b744a1a1973e10d9d15a96a46a1e78ac67442c7b6 \
+    --hash=sha256:22afd6de9fec8ef2cc23b231af9fc0f352351cd53da0cc11c2495272eff04ccf \
+    --hash=sha256:2b3e53626c600b59c181ce18e2b253487fb7e2b0d30ac0d3cfbd3ddffd13743b \
+    --hash=sha256:4b79e818d83306babff9d0803e697a008e8ada961deff55e3c5da0a9c3505d9a \
+    --hash=sha256:4f2c6f40544739b43f2da262dd67a32d4ac7ca2b09cc6b7181f02b24c60d5754 \
+    --hash=sha256:5011a5eb55dd80fed4198081743f75a8a56412b4623cb9cf61ce2813f600cbd9 \
+    --hash=sha256:571eeeb5f3b034671c125186ecb02a2e54ebee1fad1b3af7f091773dc11f693d \
+    --hash=sha256:5b7b27df86fc13afccabdb525973c0e9a730f8c25f07a4a55f95bc2ad88f8d35 \
+    --hash=sha256:7703f33059daa6e30d824e5d88bd525a7feccd38412b888c6e35cf0847cc34b0 \
+    --hash=sha256:7c67e735d38403109f6bc1a17022a4c950966e1c989f5e2376b9c28c5ece0fb5 \
+    --hash=sha256:81a8f1ae86222e7b8561f41f688462687a435f5afc8aa34ae42f69c0c0f16a57 \
+    --hash=sha256:8a5e2bd3701176521577eea8c5b384178b404bbcd73d634f86b888929c15fb8a \
+    --hash=sha256:92b935a4f73651ea1306b8c3c58003e0e5a72fa3a86453087161296168c31ed3 \
+    --hash=sha256:b03ef22742fee88d387f2ec3969dfb032417a2119bd366414b2c5ac9acb38a45 \
+    --hash=sha256:d5821dc73d305b0804aa415a4fafee018e611cc8cf339de36a5c8c44fb57beaa \
+    --hash=sha256:e582f6ac2c5fa53170ae28303d361ea6cc64e695ba528f1b6ec8529476324327 \
+    --hash=sha256:f2482d1b059fcaa45b7edf8ea97b0f35179ab781fb1ce4716809d83d9f5f4d4c \
+    --hash=sha256:f4e3b1222bc53b56ba4aa88224afe1ad894ee6f7389b2c0105b829d13d559aa7 \
+    --hash=sha256:f5a066d2c1db940740c49bafe1c8983395bc574bc31465263898c9bd050c5c52 \
+    --hash=sha256:fad8e1fb0c49eb1d93dad785ce738dac17473c6826f8cd36ee8d6f9675bceae1 \
+    --hash=sha256:ff5bb51c1c21cbbb5c90b9785cc3df9d649c64db26553668b1a1ea8a461a0d5b
     # via feast (pyproject.toml)
 sortedcontainers==2.4.0 \
     --hash=sha256:25caa5a06cc30b6b83d11423433f65d1f9d76c4c6a0c90e3379eaa43b9bfdb88 \
     --hash=sha256:a163dcaede0f1c021485e957a39245190e74249897e2ae4b2aa38595db237ee0
     # via snowflake-connector-python
-sqlalchemy[mypy]==2.0.49 \
-    --hash=sha256:01146546d84185f12721a1d2ce0c6673451a7894d1460b592d378ca4871a0c72 \
-    --hash=sha256:059d7151fff513c53a4638da8778be7fce81a0c4854c7348ebd0c4078ddf28fe \
-    --hash=sha256:0c98c59075b890df8abfcc6ad632879540f5791c68baebacb4f833713b510e75 \
-    --hash=sha256:0f2fa354ba106eafff2c14b0cc51f22801d1e8b2e4149342023bd6f0955de5f5 \
-    --hash=sha256:12b04d1db2663b421fe072d638a138460a51d5a862403295671c4f3987fb9148 \
-    --hash=sha256:22d8798819f86720bc646ab015baff5ea4c971d68121cb36e2ebc2ee43ead2b7 \
-    --hash=sha256:233088b4b99ebcbc5258c755a097aa52fbf90727a03a5a80781c4b9c54347a2e \
-    --hash=sha256:24bd94bb301ec672d8f0623eba9226cc90d775d25a0c92b5f8e4965d7f3a1518 \
-    --hash=sha256:275424295f4256fd301744b8f335cff367825d270f155d522b30c7bf49903ee7 \
-    --hash=sha256:32fe6a41ad97302db2931f05bb91abbcc65b5ce4c675cd44b972428dd2947700 \
-    --hash=sha256:334edbcff10514ad1d66e3a70b339c0a29886394892490119dbb669627b17717 \
-    --hash=sha256:3bb9ec6436a820a4c006aad1ac351f12de2f2dbdaad171692ee457a02429b672 \
-    --hash=sha256:3ddcb27fb39171de36e207600116ac9dfd4ae46f86c82a9bf3934043e80ebb88 \
-    --hash=sha256:42e8804962f9e6f4be2cbaedc0c3718f08f60a16910fa3d86da5a1e3b1bfe60f \
-    --hash=sha256:43d044780732d9e0381ac8d5316f95d7f02ef04d6e4ef6dc82379f09795d993f \
-    --hash=sha256:46796877b47034b559a593d7e4b549aba151dae73f9e78212a3478161c12ab08 \
-    --hash=sha256:46d51518d53edfbe0563662c96954dc8fcace9832332b914375f45a99b77cc9a \
-    --hash=sha256:47604cb2159f8bbd5a1ab48a714557156320f20871ee64d550d8bf2683d980d3 \
-    --hash=sha256:4bbccb45260e4ff1b7db0be80a9025bb1e6698bdb808b83fff0000f7a90b2c0b \
-    --hash=sha256:4d4e5a0ceba319942fa6b585cf82539288a61e314ef006c1209f734551ab9536 \
-    --hash=sha256:55250fe61d6ebfd6934a272ee16ef1244e0f16b7af6cd18ab5b1fc9f08631db0 \
-    --hash=sha256:566df36fd0e901625523a5a1835032f1ebdd7f7886c54584143fa6c668b4df3b \
-    --hash=sha256:57ca426a48eb2c682dae8204cd89ea8ab7031e2675120a47924fabc7caacbc2a \
-    --hash=sha256:5e61abbec255be7b122aa461021daa7c3f310f3e743411a67079f9b3cc91ece3 \
-    --hash=sha256:618a308215b6cececb6240b9abde545e3acdabac7ae3e1d4e666896bf5ba44b4 \
-    --hash=sha256:62557958002b69699bdb7f5137c6714ca1133f045f97b3903964f47db97ea339 \
-    --hash=sha256:6270d717b11c5476b0cbb21eedc8d4dbb7d1a956fd6c15a23e96f197a6193158 \
-    --hash=sha256:685e93e9c8f399b0c96a624799820176312f5ceef958c0f88215af4013d29066 \
-    --hash=sha256:69469ce8ce7a8df4d37620e3163b71238719e1e2e5048d114a1b6ce0fbf8c662 \
-    --hash=sha256:6eb188b84269f357669b62cb576b5b918de10fb7c728a005fa0ebb0b758adce1 \
-    --hash=sha256:74ab4ee7794d7ed1b0c37e7333640e0f0a626fc7b398c07a7aef52f484fddde3 \
-    --hash=sha256:77641d299179c37b89cf2343ca9972c88bb6eef0d5fc504a2f86afd15cd5adf5 \
-    --hash=sha256:7c821c47ecfe05cc32140dcf8dc6fd5d21971c86dbd56eabfe5ba07a64910c01 \
-    --hash=sha256:7d6be30b2a75362325176c036d7fb8d19e8846c77e87683ffaa8177b35135613 \
-    --hash=sha256:7f605a456948c35260e7b2a39f8952a26f077fd25653c37740ed186b90aaa68a \
-    --hash=sha256:83101a6930332b87653886c01d1ee7e294b1fe46a07dd9a2d2b4f91bcc88eec0 \
-    --hash=sha256:88690f4e1f0fbf5339bedbb127e240fec1fd3070e9934c0b7bef83432f779d2f \
-    --hash=sha256:8a97ac839c2c6672c4865e48f3cbad7152cee85f4233fb4ca6291d775b9b954a \
-    --hash=sha256:8d6efc136f44a7e8bc8088507eaabbb8c2b55b3dbb63fe102c690da0ddebe55e \
-    --hash=sha256:8e20e511dc15265fb433571391ba313e10dd8ea7e509d51686a51313b4ac01a2 \
-    --hash=sha256:951d4a210744813be63019f3df343bf233b7432aadf0db54c75802247330d3af \
-    --hash=sha256:9ac7a3e245fd0310fd31495eb61af772e637bdf7d88ee81e7f10a3f271bff014 \
-    --hash=sha256:9b1c058c171b739e7c330760044803099c7fff11511e3ab3573e5327116a9c33 \
-    --hash=sha256:9c04bff9a5335eb95c6ecf1c117576a0aa560def274876fd156cfe5510fccc61 \
-    --hash=sha256:9c4969a86e41454f2858256c39bdfb966a20961e9b58bf8749b65abf447e9a8d \
-    --hash=sha256:9e0400fa22f79acc334d9a6b185dc00a44a8e6578aa7e12d0ddcd8434152b187 \
-    --hash=sha256:a05977bffe9bffd2229f477fa75eabe3192b1b05f408961d1bebff8d1cd4d401 \
-    --hash=sha256:a143af2ea6672f2af3f44ed8f9cd020e9cc34c56f0e8db12019d5d9ecf41cb3b \
-    --hash=sha256:a51d3db74ba489266ef55c7a4534eb0b8db9a326553df481c11e5d7660c8364d \
-    --hash=sha256:b95b2f470c1b2683febd2e7eab1d3f0e078c91dbdd0b00e9c645d07a413bb99f \
-    --hash=sha256:b9870d15ef00e4d0559ae10ee5bc71b654d1f20076dbe8bc7ed19b4c0625ceba \
-    --hash=sha256:c1dc3368794d522f43914e03312202523cc89692f5389c32bea0233924f8d977 \
-    --hash=sha256:c338ec6ec01c0bc8e735c58b9f5d51e75bacb6ff23296658826d7cfdfdb8678a \
-    --hash=sha256:c5070135e1b7409c4161133aa525419b0062088ed77c92b1da95366ec5cbebbe \
-    --hash=sha256:cc992c6ed024c8c3c592c5fc9846a03dd68a425674900c70122c77ea16c5fb0b \
-    --hash=sha256:d15950a57a210e36dd4cec1aac22787e2a4d57ba9318233e2ef8b2daf9ff2d5f \
-    --hash=sha256:d898cc2c76c135ef65517f4ddd7a3512fb41f23087b0650efb3418b8389a3cd1 \
-    --hash=sha256:d99945830a6f3e9638d89a28ed130b1eb24c91255e4f24366fbe699b983f29e4 \
-    --hash=sha256:da9b91bca419dc9b9267ffadde24eae9b1a6bffcd09d0a207e5e3af99a03ce0d \
-    --hash=sha256:df2d441bacf97022e81ad047e1597552eb3f83ca8a8f1a1fdd43cd7fe3898120 \
-    --hash=sha256:e06e617e3d4fd9e51d385dfe45b077a41e9d1b033a7702551e3278ac597dc750 \
-    --hash=sha256:ec44cfa7ef1a728e88ad41674de50f6db8cfdb3e2af84af86e0041aaf02d43d0 \
-    --hash=sha256:fb37f15714ec2652d574f021d479e78cd4eb9d04396dca36568fdfffb3487982
+sqlalchemy[mypy]==2.0.51 \
+    --hash=sha256:0378d055e9e8cd6ce4d8dff683bdd3d7d413533c4ee51d67a2b1e0f9eacc0f23 \
+    --hash=sha256:0592bdadf86ddcabfd72d9ab66ea8a5d8d2cc6be1cc51fa7e66c03868ac5eac1 \
+    --hash=sha256:08a204d8b5638717c26a24df18fcf40af45a6b22e35b70b1d62f0113c2e278e8 \
+    --hash=sha256:0c2c62877097e1a0db401fba5cb4debee33265e5b2a55c4ccb489c02c53b4f72 \
+    --hash=sha256:0e8203d2fbd5c6254692ef0a72c740d75b2f3c7ca345404f4c1a4604813c77c0 \
+    --hash=sha256:0f053118c30e53161857a953e4de667d90e274980dccbe5dd3829bbbeece72a5 \
+    --hash=sha256:0f6bcad487aee1c638d707235682fc96f741de00663619881ab235400d03289e \
+    --hash=sha256:111604e637da87031255ddc26c7d7bc22bc6af6f5d459ccff3af1b4660233a85 \
+    --hash=sha256:1181256e0f16479691b5616d36375dc2620ad8332b25978763c3d206ad3f3f1d \
+    --hash=sha256:159bb6ba32059f57ad7375a8f50d844dd2f19d14954ecf820cd33e20debd46b2 \
+    --hash=sha256:1aa10c0daee6705294d181daadaa793221e1a59ed55000a3fab1d42b088ce4ba \
+    --hash=sha256:1af05726b3d0cdba1c55284bf408fd3b792e690fe2399bfb8304565551cda652 \
+    --hash=sha256:1bed1ee8b01da6088210aa9412023326fb98a599ba502e6118308601dcbef77f \
+    --hash=sha256:1d21ce524ab86c23046e992a5b81cb54c21079c6df6e78b8fc77d77cac70a6b9 \
+    --hash=sha256:1e47b1199c2e832e325eacabc8d32d2487f58c9358f97e9a00f5eb93c5680d84 \
+    --hash=sha256:247acaa29ccef6250dfd6a3eedf8f94ddf23564180a39fe362e32ae9dbdbde46 \
+    --hash=sha256:2a97eaad21c84b4ef8010b11eeba9fe6153eb0b3df3ff8b6abc309df1b978ef7 \
+    --hash=sha256:2cf39aabdf48e87c1c2c2ed6d20d33ffa0733b3071ce9c5f66357947dd009080 \
+    --hash=sha256:2e54ff2dd657f2e3e0fbf2b097db1182f7bfea263eca4353f00065bae2a67c3d \
+    --hash=sha256:39a76529db6305693d8d4affa58ad5b5e2e18edd62daea628b29b97930b3513d \
+    --hash=sha256:4004ada0aafe8ae1991b2cd1d99c6d9146126e123bd6f883c260d974aa012e54 \
+    --hash=sha256:436728ce18a80f6951a1e11cc6112c2ede9faf20766f1a26195a7c441ca12dbd \
+    --hash=sha256:483b11bd46bf35fc14c52faf338b04300c9e6ce554bce9b11be85bfec3bc3195 \
+    --hash=sha256:4a011ea4510683319ce4ed274b56ee05194b39b6da9d09ca7a39388f0fa84dcc \
+    --hash=sha256:581921d849d6e6f994d560389192955e80e2950e18fcdfe2ccea863e01158e6e \
+    --hash=sha256:59cab3686b1bc039dd9cded2f8d0c08a246e84e76bd4ab5b4f18c7cdae293825 \
+    --hash=sha256:6b588fd681ddf0c196b8df1ea49a8913514894b2b8f945a9511b4b48871f99c8 \
+    --hash=sha256:6e46fc36029eff666391e0531e5387b62ce6c4f1d8e50b3fb3099eaca1b42522 \
+    --hash=sha256:6ea306caaae6bd5afd0a46050003c88f6bf33227377a49298c498c3cb88ff491 \
+    --hash=sha256:72ca54c952107ba5cd58854b67a5a6268631289d21651a1235396f3b98b47400 \
+    --hash=sha256:740cf6f35351b1ac3d82369152acf1d51d37e3dcf85d4dc0a22ca01410eabe2a \
+    --hash=sha256:7c2056838b6685b72fdb36c99996cf862753461a62f2e84f4196371d3b2d6a07 \
+    --hash=sha256:7c6b36ed71f41942bdcd2ad2522be46bfce09d5705be5640ecf19bbc7660e4b7 \
+    --hash=sha256:7d78702b26ba1c18b2d0fb2ea940ba7f17a9581b42e8361ff93920ebbee1235a \
+    --hash=sha256:804dccd8a4a6242c4e30ad961e540e18a588f6527202f2d6791b01845d59fdc9 \
+    --hash=sha256:9161cfc9efce70d1715f47d6ff40f79c6778c00d53be4fbc09d70301e4b83ba7 \
+    --hash=sha256:96747bfbadb055466e5b46d572618170046b45ce5a4879167f50d70a5319a499 \
+    --hash=sha256:9f380393be5abeb6815f68fd39271b95127173511b6706b0a630a9995d53f8f5 \
+    --hash=sha256:a42ad6afcbaaa777241e347aa2e29155993045a0d6b7db74da61053ffe875fe0 \
+    --hash=sha256:a5b2ed6d828f1f09bd812861f4f59ca3bc3803f9df871f4555187f0faf018604 \
+    --hash=sha256:a6d26094615306d116dd5e4a51b0304c99dd2356fc569eed6922a80a6bd3b265 \
+    --hash=sha256:aa18ae738b5170e253ad0bb6c4b0f07585081e8a6e50893e4d911d47b39a0904 \
+    --hash=sha256:ad30ae663711786303fbcd46a47516302d201ee49a877cb3fac61f672895110a \
+    --hash=sha256:b21f0e7efc7a5c509e953784e9d1575ebb8b4318960e7e7d7a93bb803626cf64 \
+    --hash=sha256:b3e693d15533a45cd5906f0589f9c35090bef6ef45bf1e8195c424aa0ae06a8d \
+    --hash=sha256:b7f08588854bbb724041d9ae9d980d40040c922382e1d9a2ecb390edc4fd5032 \
+    --hash=sha256:b93ab07b5292dbe7e6b8da89475275e7042744283921344b56105f3eeb0f828b \
+    --hash=sha256:bb024d8b621d0be75f4f44ecc7c950450026e76d66dc8f791bb5331d7fed59d5 \
+    --hash=sha256:bb1f5062f98b0b3290e72b707747fdd7e0f22d6956b236ba7ca7f5c9971d2da2 \
+    --hash=sha256:c45a496d6bc05dec41dcd4c3a2b183723f47473255c159cd80b503c8f246424d \
+    --hash=sha256:c5d98a2709840027f5a347c3af0a7c3d5f6c1ff93af2ca1c54494e23cba8f389 \
+    --hash=sha256:c68568f3facf8f66fa76c60e0ced69b67666ffa9941d1d0a3756fda196049080 \
+    --hash=sha256:c95ef01f53233a305a874a44a63fbfb1d81cd79b49de0f8529b3548cde437e37 \
+    --hash=sha256:ca216e8af5c05e326efc7e28716ac2381a7cf9791749f5ee1849dccdc99c9b00 \
+    --hash=sha256:ca8435d13829b92f4a97362d91975154a4015db3a2634154e1754e9a915e6b86 \
+    --hash=sha256:dc261707bf5739aea8a541593f3cc1d463c2701fb05fbcbba0ce031b69a21260 \
+    --hash=sha256:e5ea1a213be1fcd5e49d9904c3b9939211ded90bc2a64e93f4c01963474285de \
+    --hash=sha256:fa268106c8987639a17a18514cfe0cd9bf17420ab887e1e1bf486da8836135b1
     # via feast (pyproject.toml)
-sqlglot==30.6.0 \
-    --hash=sha256:246d34d39927422a50a3fa155f37b2f6346fba85f1a755b13c941eb32ef93361 \
-    --hash=sha256:e005fc2f47994f90d7d8df341f1cbe937518497b0b7b1507d4c03c4c9dfd2778
+sqlglot==30.14.0 \
+    --hash=sha256:df2ef5d2b8ca814313781f4ff35bf63e58f821ef517eeddbd523c19a61fa9bb9 \
+    --hash=sha256:fc768e24889d63a5e1237dea7ad305e5ffb4356a98b0bed828f89591ebcd3636
     # via ibis-framework
-sse-starlette==3.4.1 \
-    --hash=sha256:6b43cf21f1d574d582a6e1b0cfbde1c94dc86a32a701a7168c99c4475c6bd1d0 \
-    --hash=sha256:f780bebcf6c8997fe514e3bd8e8c648d8284976b391c8bed0bcb1f611632b555
+sse-starlette==3.4.6 \
+    --hash=sha256:56217ab4c9a9f9c5db7b21e08732d3e7c2b807f45231ad23de0551a24c4a41f6 \
+    --hash=sha256:725f8a1bd6d26ae1b2c9610c0ef5065dfdd496f3988d28adcf8c4b49dc25c627
     # via mcp
-starlette==1.0.0 \
-    --hash=sha256:6a4beaf1f81bb472fd19ea9b918b50dc3a77a6f2e190a12954b25e6ed5eea149 \
-    --hash=sha256:d3ec55e0bb321692d275455ddfd3df75fff145d009685eb40dc91fc66b03d38b
+starlette==1.3.1 \
+    --hash=sha256:05d0213193f2fbaae60e2ecb593b4add4262ad4e46536b54abe36f11a71724e0 \
+    --hash=sha256:c7372aae11c3c3f26a42df7bd626cec2f47d03483d261d369516a615a53714c6
     # via
+    #   feast (pyproject.toml)
     #   fastapi
     #   mcp
     #   sse-starlette
@@ -2703,9 +2794,9 @@ tomli==2.4.1 \
     --hash=sha256:ff18e6a727ee0ab0388507b89d1bc6a22b138d1e2fa56d1ad494586d61d2eae9 \
     --hash=sha256:ff2983983d34813c1aeb0fa89091e76c3a22889ee83ab27c5eeb45100560c049
     # via fastapi-mcp
-tomlkit==0.14.0 \
-    --hash=sha256:592064ed85b40fa213469f81ac584f67a4f2992509a7c3ea2d632208623a3680 \
-    --hash=sha256:cf00efca415dbd57575befb1f6634c4f42d2d87dbba376128adb42c121b87064
+tomlkit==0.15.1 \
+    --hash=sha256:177a05aece5a8ca5266fd3c448abb47b8d352f09d477d3ca8332db4d89b24304 \
+    --hash=sha256:e25bbf38843005246210a12982776f27f99cb9be67160e14434d0c0d21ee1e97
     # via snowflake-connector-python
 toolz==1.1.0 \
     --hash=sha256:15ccc861ac51c53696de0a5d6d4607f99c210739caf987b5d2054f3efed429d8 \
@@ -2714,34 +2805,43 @@ toolz==1.1.0 \
     #   dask
     #   ibis-framework
     #   partd
-tqdm==4.67.3 \
-    --hash=sha256:7d825f03f89244ef73f1d4ce193cb1774a8179fd96f31d7e1dcde62092b960bb \
-    --hash=sha256:ee1e4c0e59148062281c49d80b25b67771a127c85fc9676d3be5f243206826bf
+tqdm==4.70.0 \
+    --hash=sha256:55b0b0dbd97462d06ebee91e4dac24ed4d4702be82b24f07e6c1d27e08cea220 \
+    --hash=sha256:7f585706bfddbdebf89daac705b2dfcc16890130727d3197ca62c732b4310953
+    # via feast (pyproject.toml)
+truststore==0.10.4 \
+    --hash=sha256:9d91bd436463ad5e4ee4aba766628dd6cd7010cf3e2461756b3303710eebc301 \
+    --hash=sha256:adaeaecf1cbb5f4de3b1959b42d41f6fab57b2b1666adb59e89cb0b53361d981
     # via
-    #   feast (pyproject.toml)
-    #   milvus-lite
-typeguard==4.5.1 \
-    --hash=sha256:44d2bf329d49a244110a090b55f5f91aa82d9a9834ebfd30bcc73651e4a8cc40 \
-    --hash=sha256:f6f8ecbbc819c9bc749983cc67c02391e16a9b43b8b27f15dc70ed7c4a007274
+    #   httpcore2
+    #   httpx2
+typeguard==4.6.0 \
+    --hash=sha256:79878165bb86f2cf5d41d159a0ff1792a796cf496882d2fe1b1c6c7049b9cdd7 \
+    --hash=sha256:e7414f09111317de3e335de92cd397c5c0ca00b1cc1676de12e1d444a79b3f21
     # via feast (pyproject.toml)
-typer==0.25.1 \
-    --hash=sha256:75caa44ed46a03fb2dab8808753ffacdbfea88495e74c85a28c5eefcf5f39c89 \
-    --hash=sha256:9616eb8853a09ffeabab1698952f33c6f29ffdbceb4eaeecf571880e8d7664cc
+typer==0.27.0 \
+    --hash=sha256:629bd12ea5d13a17148125d9a264f949eb171fb3f120f9b04d85873cab054fa5 \
+    --hash=sha256:6f4b27631e47f077871b7dc30e933ec0131c1390fbe0e387ea5574b5bac9ccf1
     # via fastapi-mcp
-types-pymysql==1.1.0.20260408 \
-    --hash=sha256:b784dc37908479e3767e2d794ab507b3674adb1c686ca3d13fc9e2960dbcb9ec \
-    --hash=sha256:da630647eaaa7a926a3907794f4067f269cd245b2c202c74aa3c6a3bd660a9db
+types-pymysql==1.2.0.20260724 \
+    --hash=sha256:71327a3fea0f680a280445f1b475c2307f68de05c2d3302a79df56af93c574cd \
+    --hash=sha256:8493cf87e8df0a7b4e8c84305bc0aae69d3a8af9c6da7bfbb9a4c5c3f97d4a82
     # via feast (pyproject.toml)
-typing-extensions==4.15.0 \
-    --hash=sha256:0cea48d173cc12fa28ecabc3b837ea3cf6f38c6d1136f85cbaaf598984861466 \
-    --hash=sha256:f0fa19c6845758ab08074a0cfa8b7aecb71c999ca73d62883bc25cc018c4e548
+typing-extensions==4.16.0 \
+    --hash=sha256:481caa481374e813c1b176ada14e97f1f67a4539ce9cfeb3f350d78d6370c2e8 \
+    --hash=sha256:dc983d19a509c94dba722ee6abd33940f7c05a89e243c47e907eb4db6f1a43e5
     # via
+    #   aiohttp
     #   aiosignal
     #   anyio
     #   fastapi
+    #   grpcio
+    #   httpx2
     #   ibis-framework
     #   mcp
+    #   mcp-types
     #   mypy
+    #   opentelemetry-api
     #   psycopg
     #   psycopg-pool
     #   pydantic
@@ -2761,110 +2861,30 @@ typing-inspection==0.4.2 \
     #   mcp
     #   pydantic
     #   pydantic-settings
-tzdata==2026.2 \
-    --hash=sha256:9173fde7d80d9018e02a662e168e5a2d04f87c41ea174b139fbef642eda62d10 \
-    --hash=sha256:bbe9af844f658da81a5f95019480da3a89415801f6cc966806612cc7169bffe7
+tzdata==2026.3 \
+    --hash=sha256:4a1518b8993086a7982523e071643f3c0e5f213e75b21318e78bcabfff9d1415 \
+    --hash=sha256:dc096730c87af6cab1b171c9d532be840741ff5d459015e7f6947bd7d7e54931
     # via
     #   ibis-framework
     #   pandas
-ujson==5.12.0 \
-    --hash=sha256:006428d3813b87477d72d306c40c09f898a41b968e57b15a7d88454ecc42a3fb \
-    --hash=sha256:02f93da7a4115e24f886b04fd56df1ee8741c2ce4ea491b7ab3152f744ad8f8e \
-    --hash=sha256:0727363b05ab05ee737a28f6200dc4078bce6b0508e10bd8aab507995a15df61 \
-    --hash=sha256:085b6ce182cdd6657481c7c4003a417e0655c4f6e58b76f26ee18f0ae21db827 \
-    --hash=sha256:09b4beff9cc91d445d5818632907b85fb06943b61cb346919ce202668bf6794a \
-    --hash=sha256:0a3ae28f0b209be5af50b54ca3e2123a3de3a57d87b75f1e5aa3d7961e041983 \
-    --hash=sha256:0d2e8db5ade3736a163906154ca686203acc7d1d30736cbf577c730d13653d84 \
-    --hash=sha256:0e00cec383eab2406c9e006bd4edb55d284e94bb943fda558326048178d26961 \
-    --hash=sha256:0fe6b8b8968e11dd9b2348bd508f0f57cf49ab3512064b36bc4117328218718e \
-    --hash=sha256:0fe9128e75c6aa6e9ae06c1408d6edd9179a2fef0fe6d9cda3166b887eba521d \
-    --hash=sha256:14b2e1eb528d77bc0f4c5bd1a7ebc05e02b5b41beefb7e8567c9675b8b13bcf4 \
-    --hash=sha256:15d416440148f3e56b9b244fdaf8a09fcf5a72e4944b8e119f5bf60417a2bfc8 \
-    --hash=sha256:15e555c4caca42411270b2ed2b2ebc7b3a42bb04138cef6c956e1f1d49709fe2 \
-    --hash=sha256:16b4fe9c97dc605f5e1887a9e1224287291e35c56cbc379f8aa44b6b7bcfe2bb \
-    --hash=sha256:1b5c6ceb65fecd28a1d20d1eba9dbfa992612b86594e4b6d47bb580d2dd6bcb3 \
-    --hash=sha256:1d072a403d82aef8090c6d4f728e3a727dfdba1ad3b7fa3a052c3ecbd37e73cb \
-    --hash=sha256:2324d9a0502317ffc35d38e153c1b2fa9610ae03775c9d0f8d0cca7b8572b04e \
-    --hash=sha256:2a248750abce1c76fbd11b2e1d88b95401e72819295c3b851ec73399d6849b3d \
-    --hash=sha256:2ea6206043385343aff0b7da65cf73677f6f5e50de8f1c879e557f4298cac36a \
-    --hash=sha256:31348a0ffbfc815ce78daac569d893349d85a0b57e1cd2cdbba50b7f333784da \
-    --hash=sha256:38051f36423f084b909aaadb3b41c9c6a2958e86956ba21a8489636911e87504 \
-    --hash=sha256:3c2f947e55d3c7cfe124dd4521ee481516f3007d13c6ad4bf6aeb722e190eb1b \
-    --hash=sha256:3ed5cb149892141b1e77ef312924a327f2cc718b34247dae346ed66329e1b8be \
-    --hash=sha256:3ff4ede90ed771140caa7e1890de17431763a483c54b3c1f88bd30f0cc1affc0 \
-    --hash=sha256:40aa43a7a3a8d2f05e79900858053d697a88a605e3887be178b43acbcd781161 \
-    --hash=sha256:42d875388fbd091c7ea01edfff260f839ba303038ffb23475ef392012e4d63dd \
-    --hash=sha256:457fabc2700a8e6ddb85bc5a1d30d3345fe0d3ec3ee8161a4e032ec585801dfa \
-    --hash=sha256:460e76a4daff214ae33ab959494962c93918cb44714ea3e3f748b14aa37f8a87 \
-    --hash=sha256:50524f4f6a1c839714dbaff5386a1afb245d2d5ec8213a01fbc99cea7307811e \
-    --hash=sha256:51acc750ec7a2df786cdc868fb16fa04abd6269a01d58cf59bafc57978773d8e \
-    --hash=sha256:55ede2a7a051b3b7e71a394978a098d71b3783e6b904702ff45483fad434ae2d \
-    --hash=sha256:561f89cc82deeae82e37d4a4764184926fb432f740a9691563a391b13f7339a4 \
-    --hash=sha256:56ba3f7abbd6b0bb282a544dc38406d1a188d8bb9164f49fdb9c2fee62cb29da \
-    --hash=sha256:57930ac9519099b852e190d2c04b1fb5d97ea128db33bce77ed874eccb4c7f09 \
-    --hash=sha256:58a11cb49482f1a095a2bd9a1d81dd7c8fb5d2357f959ece85db4e46a825fd00 \
-    --hash=sha256:64df53eef4ac857eb5816a56e2885ccf0d7dff6333c94065c93b39c51063e01d \
-    --hash=sha256:6879aed770557f0961b252648d36f6fdaab41079d37a2296b5649fd1b35608e0 \
-    --hash=sha256:6ad57654570464eb1b040b5c353dee442608e06cff9102b8fcb105565a44c9ed \
-    --hash=sha256:6c0aed6a4439994c9666fb8a5b6c4eac94d4ef6ddc95f9b806a599ef83547e3b \
-    --hash=sha256:76bf3e7406cf23a3e1ca6a23fb1fb9ea82f4f6bd226fe226e09146b0194f85dc \
-    --hash=sha256:7bbf05c38debc90d1a195b11340cc85cb43ab3e753dc47558a3a84a38cbc72da \
-    --hash=sha256:7ddb08b3c2f9213df1f2e3eb2fbea4963d80ec0f8de21f0b59898e34f3b3d96d \
-    --hash=sha256:7e07f6f644d2c44d53b7a320a084eef98063651912c1b9449b5f45fcbdc6ccd2 \
-    --hash=sha256:85833bca01aa5cae326ac759276dc175c5fa3f7b3733b7d543cf27f2df12d1ef \
-    --hash=sha256:8712b61eb1b74a4478cfd1c54f576056199e9f093659334aeb5c4a6b385338e5 \
-    --hash=sha256:871c0e5102e47995b0e37e8df7819a894a6c3da0d097545cd1f9f1f7d7079927 \
-    --hash=sha256:89e302abd3749f6d6699691747969a5d85f7c73081d5ed7e2624c7bd9721a2ab \
-    --hash=sha256:937794042342006f707837f38d721426b11b0774d327a2a45c0bd389eb750a87 \
-    --hash=sha256:93bc91fdadcf046da37a214eaa714574e7e9b1913568e93bb09527b2ceb7f759 \
-    --hash=sha256:94c5f1621cbcab83c03be46441f090b68b9f307b6c7ec44d4e3f6d5997383df4 \
-    --hash=sha256:973b7d7145b1ac553a7466a64afa8b31ec2693d7c7fff6a755059e0a2885dfd2 \
-    --hash=sha256:99cc80facad240b0c2fb5a633044420878aac87a8e7c348b9486450cba93f27c \
-    --hash=sha256:9a5fcbe7b949f2e95c47ea8a80b410fcdf2da61c98553b45a4ee875580418b68 \
-    --hash=sha256:9b3b86ec3e818f3dd3e13a9de628e88a9990f4af68ecb0b12dd3de81227f0a26 \
-    --hash=sha256:9b3cf13facf6f77c283af0e1713e5e8c47a0fe295af81326cb3cb4380212e797 \
-    --hash=sha256:9c5a52987a990eb1bae55f9000994f1afdb0326c154fb089992f839ab3c30688 \
-    --hash=sha256:a2d79c6635ccffcbfc1d5c045874ba36b594589be81d50d43472570bb8de9c57 \
-    --hash=sha256:a6ec5bf6bc361f2f0f9644907a36ce527715b488988a8df534120e5c34eeda94 \
-    --hash=sha256:a7bf9cc97f05048ac8f3e02cd58f0fe62b901453c24345bfde287f4305dcc31c \
-    --hash=sha256:ab9056d94e5db513d9313b34394f3a3b83e6301a581c28ad67773434f3faccab \
-    --hash=sha256:adf28d13a33f9d750fe7a78fb481cac298fa257d8863d8727b2ea4455ea41235 \
-    --hash=sha256:b62cb9a7501e1f5c9ffe190485501349c33e8862dde4377df774e40b8166871f \
-    --hash=sha256:bacbd3c69862478cbe1c7ed4325caedec580d8acf31b8ee1b9a1e02a56295cad \
-    --hash=sha256:bb349dbba57c76eec25e5917e07f35aabaf0a33b9e67fc13d188002500106487 \
-    --hash=sha256:bd03472c36fa3a386a6deb887113b9e3fa40efba8203eb4fe786d3c0ccc724f6 \
-    --hash=sha256:bf85a00ac3b56a1e7a19c5be7b02b5180a0895ac4d3c234d717a55e86960691c \
-    --hash=sha256:ca0c7ce828bb76ab78b3991904b477c2fd0f711d7815c252d1ef28ff9450b052 \
-    --hash=sha256:ccbfd94e59aad4a2566c71912b55f0547ac1680bfac25eb138e6703eb3dd434e \
-    --hash=sha256:d1831c07bd4dce53c4b666fa846c7eba4b7c414f2e641a4585b7f50b72f502dc \
-    --hash=sha256:d22cad98c2a10bbf6aa083a8980db6ed90d4285a841c4de892890c2b28286ef9 \
-    --hash=sha256:d30ad4359413c8821cc7b3707f7ca38aa8bc852ba3b9c5a759ee2d7740157315 \
-    --hash=sha256:e0dd3676ea0837cd70ea1879765e9e9f6be063be0436de9b3ea4b775caf83654 \
-    --hash=sha256:e584d0cdd37cac355aca52ed788d1a2d939d6837e2870d3b70e585db24025a50 \
-    --hash=sha256:e6369ac293d2cc40d52577e4fa3d75a70c1aae2d01fa3580a34a4e6eff9286b9 \
-    --hash=sha256:efae5df7a8cc8bdb1037b0f786b044ce281081441df5418c3a0f0e1f86fe7bb3 \
-    --hash=sha256:f19b3af31d02a2e79c5f9a6deaab0fb3c116456aeb9277d11720ad433de6dfc6 \
-    --hash=sha256:f7a0430d765f9bda043e6aefaba5944d5f21ec43ff4774417d7e296f61917382 \
-    --hash=sha256:fb94245a715b4d6e24689de12772b85329a1f9946cbf6187923a64ecdea39e65
-    # via pymilvus
-urllib3==2.6.3 \
-    --hash=sha256:1b62b6884944a57dbe321509ab94fd4d3b307075e0c2eae991ac71ee15ad38ed \
-    --hash=sha256:bf272323e553dfb2e87d9bfd225ca7b0f467b919d7bbd355436d3fd37cb0acd4
+urllib3==2.7.0 \
+    --hash=sha256:231e0ec3b63ceb14667c67be60f2f2c40a518cb38b03af60abc813da26505f4c \
+    --hash=sha256:9fb4c81ebbb1ce9531cce37674bbc6f1360472bc18ca9a553ede278ef7276897
     # via
     #   botocore
     #   kubernetes
     #   requests
-uvicorn[standard]==0.34.0 \
-    --hash=sha256:023dc038422502fa28a09c7a30bf2b6991512da7dcdb8fd35fe57cfc154126f4 \
-    --hash=sha256:404051050cd7e905de2c9a7e61790943440b3416f49cb409f965d9dcd0fa73e9
+uvicorn[standard]==0.52.0 \
+    --hash=sha256:3d887809810b89ed33501bcf0a9aba469b06ecd608158efce04bd6b48d8c9b08 \
+    --hash=sha256:ca8876ad6c1983f394157c168b39d52f6dd56dabf5602fa0982751cffc2293ae
     # via
     #   feast (pyproject.toml)
     #   fastapi-mcp
     #   mcp
     #   uvicorn-worker
-uvicorn-worker==0.3.0 \
-    --hash=sha256:6baeab7b2162ea6b9612cbe149aa670a76090ad65a267ce8e27316ed13c7de7b \
-    --hash=sha256:ef0fe8aad27b0290a9e602a256b03f5a5da3a9e5f942414ca587b645ec77dd52
+uvicorn-worker==0.4.0 \
+    --hash=sha256:8ee5306070d8f38dce124adce488c3c0b50f20cf0c0222b12c66188da7214493 \
+    --hash=sha256:e2ed952cef976f5e9e429d7269640bbcafbd36c80aa80f1003c8c77a6797abde
     # via feast (pyproject.toml)
 uvloop==0.22.1 \
     --hash=sha256:017bd46f9e7b78e81606329d07141d3da446f8798c6baeec124260e22c262772 \
@@ -2917,394 +2937,430 @@ uvloop==0.22.1 \
     --hash=sha256:ef6f0d4cc8a9fa1f6a910230cd53545d9a14479311e87e3cb225495952eb672c \
     --hash=sha256:fe94b4564e865d968414598eea1a6de60adba0c040ba4ed05ac1300de402cd42
     # via uvicorn
-watchfiles==1.1.1 \
-    --hash=sha256:00485f441d183717038ed2e887a7c868154f216877653121068107b227a2f64c \
-    --hash=sha256:03fa0f5237118a0c5e496185cafa92878568b652a2e9a9382a5151b1a0380a43 \
-    --hash=sha256:04e78dd0b6352db95507fd8cb46f39d185cf8c74e4cf1e4fbad1d3df96faf510 \
-    --hash=sha256:059098c3a429f62fc98e8ec62b982230ef2c8df68c79e826e37b895bc359a9c0 \
-    --hash=sha256:08af70fd77eee58549cd69c25055dc344f918d992ff626068242259f98d598a2 \
-    --hash=sha256:0b495de0bb386df6a12b18335a0285dda90260f51bdb505503c02bcd1ce27a8b \
-    --hash=sha256:130e4876309e8686a5e37dba7d5e9bc77e6ed908266996ca26572437a5271e18 \
-    --hash=sha256:14e0b1fe858430fc0251737ef3824c54027bedb8c37c38114488b8e131cf8219 \
-    --hash=sha256:17ef139237dfced9da49fb7f2232c86ca9421f666d78c264c7ffca6601d154c3 \
-    --hash=sha256:1a0bb430adb19ef49389e1ad368450193a90038b5b752f4ac089ec6942c4dff4 \
-    --hash=sha256:1db5d7ae38ff20153d542460752ff397fcf5c96090c1230803713cf3147a6803 \
-    --hash=sha256:28475ddbde92df1874b6c5c8aaeb24ad5be47a11f87cde5a28ef3835932e3e94 \
-    --hash=sha256:2edc3553362b1c38d9f06242416a5d8e9fe235c204a4072e988ce2e5bb1f69f6 \
-    --hash=sha256:30f7da3fb3f2844259cba4720c3fc7138eb0f7b659c38f3bfa65084c7fc7abce \
-    --hash=sha256:311ff15a0bae3714ffb603e6ba6dbfba4065ab60865d15a6ec544133bdb21099 \
-    --hash=sha256:319b27255aacd9923b8a276bb14d21a5f7ff82564c744235fc5eae58d95422ae \
-    --hash=sha256:35c53bd62a0b885bf653ebf6b700d1bf05debb78ad9292cf2a942b23513dc4c4 \
-    --hash=sha256:36193ed342f5b9842edd3532729a2ad55c4160ffcfa3700e0d54be496b70dd43 \
-    --hash=sha256:39574d6370c4579d7f5d0ad940ce5b20db0e4117444e39b6d8f99db5676c52fd \
-    --hash=sha256:399600947b170270e80134ac854e21b3ccdefa11a9529a3decc1327088180f10 \
-    --hash=sha256:3a476189be23c3686bc2f4321dd501cb329c0a0469e77b7b534ee10129ae6374 \
-    --hash=sha256:3ad9fe1dae4ab4212d8c91e80b832425e24f421703b5a42ef2e4a1e215aff051 \
-    --hash=sha256:3bc570d6c01c206c46deb6e935a260be44f186a2f05179f52f7fcd2be086a94d \
-    --hash=sha256:3dbd8cbadd46984f802f6d479b7e3afa86c42d13e8f0f322d669d79722c8ec34 \
-    --hash=sha256:3e6f39af2eab0118338902798b5aa6664f46ff66bc0280de76fca67a7f262a49 \
-    --hash=sha256:3f53fa183d53a1d7a8852277c92b967ae99c2d4dcee2bfacff8868e6e30b15f7 \
-    --hash=sha256:3f6d37644155fb5beca5378feb8c1708d5783145f2a0f1c4d5a061a210254844 \
-    --hash=sha256:3f7eb7da0eb23aa2ba036d4f616d46906013a68caf61b7fdbe42fc8b25132e77 \
-    --hash=sha256:3fa0b59c92278b5a7800d3ee7733da9d096d4aabcfabb9a928918bd276ef9b9b \
-    --hash=sha256:421e29339983e1bebc281fab40d812742268ad057db4aee8c4d2bce0af43b741 \
-    --hash=sha256:4b943d3668d61cfa528eb949577479d3b077fd25fb83c641235437bc0b5bc60e \
-    --hash=sha256:526e86aced14a65a5b0ec50827c745597c782ff46b571dbfe46192ab9e0b3c33 \
-    --hash=sha256:52e06553899e11e8074503c8e716d574adeeb7e68913115c4b3653c53f9bae42 \
-    --hash=sha256:544364b2b51a9b0c7000a4b4b02f90e9423d97fbbf7e06689236443ebcad81ab \
-    --hash=sha256:5524298e3827105b61951a29c3512deb9578586abf3a7c5da4a8069df247cccc \
-    --hash=sha256:55c7475190662e202c08c6c0f4d9e345a29367438cf8e8037f3155e10a88d5a5 \
-    --hash=sha256:563b116874a9a7ce6f96f87cd0b94f7faf92d08d0021e837796f0a14318ef8da \
-    --hash=sha256:57ca5281a8b5e27593cb7d82c2ac927ad88a96ed406aa446f6344e4328208e9e \
-    --hash=sha256:5c85794a4cfa094714fb9c08d4a218375b2b95b8ed1666e8677c349906246c05 \
-    --hash=sha256:5f3bde70f157f84ece3765b42b4a52c6ac1a50334903c6eaf765362f6ccca88a \
-    --hash=sha256:5f3f58818dc0b07f7d9aa7fe9eb1037aecb9700e63e1f6acfed13e9fef648f5d \
-    --hash=sha256:5fac835b4ab3c6487b5dbad78c4b3724e26bcc468e886f8ba8cc4306f68f6701 \
-    --hash=sha256:620bae625f4cb18427b1bb1a2d9426dc0dd5a5ba74c7c2cdb9de405f7b129863 \
-    --hash=sha256:672b8adf25b1a0d35c96b5888b7b18699d27d4194bac8beeae75be4b7a3fc9b2 \
-    --hash=sha256:6aae418a8b323732fa89721d86f39ec8f092fc2af67f4217a2b07fd3e93c6101 \
-    --hash=sha256:6c3631058c37e4a0ec440bf583bc53cdbd13e5661bb6f465bc1d88ee9a0a4d02 \
-    --hash=sha256:6c9c9262f454d1c4d8aaa7050121eb4f3aea197360553699520767daebf2180b \
-    --hash=sha256:6e43d39a741e972bab5d8100b5cdacf69db64e34eb19b6e9af162bccf63c5cc6 \
-    --hash=sha256:7365b92c2e69ee952902e8f70f3ba6360d0d596d9299d55d7d386df84b6941fb \
-    --hash=sha256:743185e7372b7bc7c389e1badcc606931a827112fbbd37f14c537320fca08620 \
-    --hash=sha256:74472234c8370669850e1c312490f6026d132ca2d396abfad8830b4f1c096957 \
-    --hash=sha256:74d5012b7630714b66be7b7b7a78855ef7ad58e8650c73afc4c076a1f480a8d6 \
-    --hash=sha256:77a13aea58bc2b90173bc69f2a90de8e282648939a00a602e1dc4ee23e26b66d \
-    --hash=sha256:79ff6c6eadf2e3fc0d7786331362e6ef1e51125892c75f1004bd6b52155fb956 \
-    --hash=sha256:831a62658609f0e5c64178211c942ace999517f5770fe9436be4c2faeba0c0ef \
-    --hash=sha256:836398932192dae4146c8f6f737d74baeac8b70ce14831a239bdb1ca882fc261 \
-    --hash=sha256:842178b126593addc05acf6fce960d28bc5fae7afbaa2c6c1b3a7b9460e5be02 \
-    --hash=sha256:8526e8f916bb5b9a0a777c8317c23ce65de259422bba5b31325a6fa6029d33af \
-    --hash=sha256:859e43a1951717cc8de7f4c77674a6d389b106361585951d9e69572823f311d9 \
-    --hash=sha256:88863fbbc1a7312972f1c511f202eb30866370ebb8493aef2812b9ff28156a21 \
-    --hash=sha256:89eef07eee5e9d1fda06e38822ad167a044153457e6fd997f8a858ab7564a336 \
-    --hash=sha256:8c89f9f2f740a6b7dcc753140dd5e1ab9215966f7a3530d0c0705c83b401bd7d \
-    --hash=sha256:8c91ed27800188c2ae96d16e3149f199d62f86c7af5f5f4d2c61a3ed8cd3666c \
-    --hash=sha256:8ca65483439f9c791897f7db49202301deb6e15fe9f8fe2fed555bf986d10c31 \
-    --hash=sha256:8fbe85cb3201c7d380d3d0b90e63d520f15d6afe217165d7f98c9c649654db81 \
-    --hash=sha256:91d4c9a823a8c987cce8fa2690923b069966dabb196dd8d137ea2cede885fde9 \
-    --hash=sha256:9bb9f66367023ae783551042d31b1d7fd422e8289eedd91f26754a66f44d5cff \
-    --hash=sha256:a173cb5c16c4f40ab19cecf48a534c409f7ea983ab8fed0741304a1c0a31b3f2 \
-    --hash=sha256:a36d8efe0f290835fd0f33da35042a1bb5dc0e83cbc092dcf69bce442579e88e \
-    --hash=sha256:a55f3e9e493158d7bfdb60a1165035f1cf7d320914e7b7ea83fe22c6023b58fc \
-    --hash=sha256:a625815d4a2bdca61953dbba5a39d60164451ef34c88d751f6c368c3ea73d404 \
-    --hash=sha256:a916a2932da8f8ab582f242c065f5c81bed3462849ca79ee357dd9551b0e9b01 \
-    --hash=sha256:ac3cc5759570cd02662b15fbcd9d917f7ecd47efe0d6b40474eafd246f91ea18 \
-    --hash=sha256:acb08650863767cbc58bca4813b92df4d6c648459dcaa3d4155681962b2aa2d3 \
-    --hash=sha256:aebfd0861a83e6c3d1110b78ad54704486555246e542be3e2bb94195eabb2606 \
-    --hash=sha256:afaeff7696e0ad9f02cbb8f56365ff4686ab205fcf9c4c5b6fdfaaa16549dd04 \
-    --hash=sha256:b27cf2eb1dda37b2089e3907d8ea92922b673c0c427886d4edc6b94d8dfe5db3 \
-    --hash=sha256:b2cd9e04277e756a2e2d2543d65d1e2166d6fd4c9b183f8808634fda23f17b14 \
-    --hash=sha256:b9c4702f29ca48e023ffd9b7ff6b822acdf47cb1ff44cb490a3f1d5ec8987e9c \
-    --hash=sha256:bbe1ef33d45bc71cf21364df962af171f96ecaeca06bd9e3d0b583efb12aec82 \
-    --hash=sha256:bd404be08018c37350f0d6e34676bd1e2889990117a2b90070b3007f172d0610 \
-    --hash=sha256:bf0a91bfb5574a2f7fc223cf95eeea79abfefa404bf1ea5e339c0c1560ae99a0 \
-    --hash=sha256:bfb5862016acc9b869bb57284e6cb35fdf8e22fe59f7548858e2f971d045f150 \
-    --hash=sha256:bfff9740c69c0e4ed32416f013f3c45e2ae42ccedd1167ef2d805c000b6c71a5 \
-    --hash=sha256:c1f5210f1b8fc91ead1283c6fd89f70e76fb07283ec738056cf34d51e9c1d62c \
-    --hash=sha256:c2047d0b6cea13b3316bdbafbfa0c4228ae593d995030fda39089d36e64fc03a \
-    --hash=sha256:c22c776292a23bfc7237a98f791b9ad3144b02116ff10d820829ce62dff46d0b \
-    --hash=sha256:c755367e51db90e75b19454b680903631d41f9e3607fbd941d296a020c2d752d \
-    --hash=sha256:c882d69f6903ef6092bedfb7be973d9319940d56b8427ab9187d1ecd73438a70 \
-    --hash=sha256:cb467c999c2eff23a6417e58d75e5828716f42ed8289fe6b77a7e5a91036ca70 \
-    --hash=sha256:cdab464fee731e0884c35ae3588514a9bcf718d0e2c82169c1c4a85cc19c3c7f \
-    --hash=sha256:ce19e06cbda693e9e7686358af9cd6f5d61312ab8b00488bc36f5aabbaf77e24 \
-    --hash=sha256:ce70f96a46b894b36eba678f153f052967a0d06d5b5a19b336ab0dbbd029f73e \
-    --hash=sha256:cf57a27fb986c6243d2ee78392c503826056ffe0287e8794503b10fb51b881be \
-    --hash=sha256:d1715143123baeeaeadec0528bb7441103979a1d5f6fd0e1f915383fea7ea6d5 \
-    --hash=sha256:d6ff426a7cb54f310d51bfe83fe9f2bbe40d540c741dc974ebc30e6aa238f52e \
-    --hash=sha256:d7e7067c98040d646982daa1f37a33d3544138ea155536c2e0e63e07ff8a7e0f \
-    --hash=sha256:db476ab59b6765134de1d4fe96a1a9c96ddf091683599be0f26147ea1b2e4b88 \
-    --hash=sha256:dcc5c24523771db3a294c77d94771abcfcb82a0e0ee8efd910c37c59ec1b31bb \
-    --hash=sha256:de6da501c883f58ad50db3a32ad397b09ad29865b5f26f64c24d3e3281685849 \
-    --hash=sha256:e84087b432b6ac94778de547e08611266f1f8ffad28c0ee4c82e028b0fc5966d \
-    --hash=sha256:eef58232d32daf2ac67f42dea51a2c80f0d03379075d44a587051e63cc2e368c \
-    --hash=sha256:f096076119da54a6080e8920cbdaac3dbee667eb91dcc5e5b78840b87415bd44 \
-    --hash=sha256:f0ab1c1af0cb38e3f598244c17919fb1a84d1629cc08355b0074b6d7f53138ac \
-    --hash=sha256:f27db948078f3823a6bb3b465180db8ebecf26dd5dae6f6180bd87383b6b4428 \
-    --hash=sha256:f537afb3276d12814082a2e9b242bdcf416c2e8fd9f799a737990a1dbe906e5b \
-    --hash=sha256:f57b396167a2565a4e8b5e56a5a1c537571733992b226f4f1197d79e94cf0ae5 \
-    --hash=sha256:f8979280bdafff686ba5e4d8f97840f929a87ed9cdf133cbbd42f7766774d2aa \
-    --hash=sha256:f9a2ae5c91cecc9edd47e041a930490c31c3afb1f5e6d71de3dc671bfaca02bf
+watchfiles==1.2.0 \
+    --hash=sha256:01859b11fd9fbca670f4d5da00fbac282cfea9bd67a2125d8b2833a3b5617ea9 \
+    --hash=sha256:01ea8d66f0693b9b60a6541c8d10263091ca9a9060d242f3c1f3143f9aad2c98 \
+    --hash=sha256:027ae72bfdfd254862065d8b3e2a815c6ab9b1853ce41e6648ece84afd34a551 \
+    --hash=sha256:03b14855c6f35539e2d95c442ae9530a75762f1e26567152b9ed05f96534a74d \
+    --hash=sha256:054dc20fd2e3132b4c3883b4a00d72fd6e1f56fdaf89fccd12e8057d74cd74d7 \
+    --hash=sha256:094b9b70103d4e963499bdea001ee3c2697b144cd9ae6218a62c0f89ec9e31db \
+    --hash=sha256:0a105bc2283f67e8fbec74253ec2d94925de92ed72c0393f1206bf326b7b7b69 \
+    --hash=sha256:0a37faaed405c67e28e6be45a1fa4f206ef5a2860f27c237db9fa30704c38242 \
+    --hash=sha256:0c4997d4e4a55f0d02b6cde327322daf3a0400e5df6c6b15948994bf72497925 \
+    --hash=sha256:0cb4d80e212f116474a545c21c912b445f16bb0cef9e6a73a498164223e14e2f \
+    --hash=sha256:0d191c054d0715c3c95c99df9b8dbf6fd096d8c1e021e8f212e1bd8bc444ccb5 \
+    --hash=sha256:0e831a271c035d89789cffc386b6aa1375f39f1cd25eb7ca0997e4970d152fc5 \
+    --hash=sha256:10d86db20695afe7997ac9e1717637d6714a8d0220458c33f3d2061f54cec427 \
+    --hash=sha256:11743adfa510bfffebe97659fb280182b5c9b238708f667e866f308c3430dc19 \
+    --hash=sha256:1bc6195825b7dcd217968bb1f801a60fd4c16e8eeab5bedc7fe917d7d5995ab4 \
+    --hash=sha256:204f299afcbd65918ab78dbc52626b0ae45e9d8cef403fdbf33ecf9e40eac66e \
+    --hash=sha256:20aa0e708b920bde876a4aa82dc7dd6ebea228a63a67cda6632c2fc87b787efa \
+    --hash=sha256:23282a321c8baf9b3a3c4afff673f9fe65eb7fdc2338d765ccad9d3d1916a5ba \
+    --hash=sha256:24b2405c0a46738dd9e1cf7135aa5dbdb9d42d024628651b3b13d5117e99f8df \
+    --hash=sha256:2581a94056e55d7d0a31a823ea92bf73749c489ca2285bfdc0fbe6b2bb49d50c \
+    --hash=sha256:2995c176de7692b86a2e4c58d9ec718f753150a979cb4a754e2b4ffa38e70906 \
+    --hash=sha256:2b37d10b5a63bd4d87e18472d80fa525bd670586fae62e5dd580452764879b65 \
+    --hash=sha256:2cb93af48550faf1cea04c303107c8b75833de7013e57ce27d3b8d21d8d0f58c \
+    --hash=sha256:2d95ddc1eb6914154253d239089900813f6a767e174b8e6a50e7fdacb7e4236c \
+    --hash=sha256:3416ff151bb6b5a8d8d11664974fbef4d9305b9b2957839ab5a270468fd8df30 \
+    --hash=sha256:3651aa7058595e9cfb75d35dd5ada2bf9f48a5b8a0f3562821d3e210c507e077 \
+    --hash=sha256:37a6721cdf3f65dbb13aa9503510ccb4451603ac837e44d265d7992a597e1374 \
+    --hash=sha256:41bc1199f7523b3f82843c88cbb979180c949caef0342cf90968f178e5d49b01 \
+    --hash=sha256:43d818978d06062d9b22c4fab2ebe44cf5213d42dc8e62bda8c2760cfa2eeb33 \
+    --hash=sha256:4429f3b105524a10b72c3a819b091c495d2811d419c1e1e8df773a5a5974f831 \
+    --hash=sha256:4543579a9bdb0c9560039b4ffddbdb39545707659fbc430ce4c10f3f68d557f9 \
+    --hash=sha256:4674d49eb94706dfe666c069fc0a1b646ffcf920473492e209f6d5f60d3f0cc2 \
+    --hash=sha256:4c887eba18b7945ac73067a8b4a66f21cd46c2539b2bc68588f7be6c7eb6d26b \
+    --hash=sha256:4e4ff8e37f99cf1da89e255e07c9c4b37c214038c4283707bdec308cb1b0ea1f \
+    --hash=sha256:4f34e26a19f91f710c08e0183429f0d1d15df734e6bc78c31e77b9ea9c433658 \
+    --hash=sha256:5327989a465505f05cfe06f04fa9d0c2fd5432bb243e10e6f012b1bdca3c8579 \
+    --hash=sha256:53b2290c92e0506d102cd448fbc610d87079553f86caa39d67440856a8b8bba5 \
+    --hash=sha256:56d8641cf834c2836922899105bd3ce3d0dfc69291d52edf0b4d0436829b34c0 \
+    --hash=sha256:57a2d9fa4fb4c2ecae57b13dfff2c7ab53e21a2ba674fe9f05506680fcdcc0d7 \
+    --hash=sha256:63ac26eefbf4af1741247d6fb68b11c49a25b2f7413fbd318a83a12aaa9cf666 \
+    --hash=sha256:6543cf55d170003296d185c0af981f3e1311564907e1f4e08671fc7693a890a5 \
+    --hash=sha256:704fd259e332e01f9b9c178f4bce9e49027e5587cc2600eeeaf8e76e1c846201 \
+    --hash=sha256:71283b39fd17e5408eb123bd37aeecfd9d54c81fc184421943208aadb879d103 \
+    --hash=sha256:71cd71740ed2c15211ebb237ced4e39a1cdf6f80566e5fe95428da1626f4fde6 \
+    --hash=sha256:7571e4464cb6e434958f867f7f730b8ab0b75e3f8e5eac0499168486ab3c33a8 \
+    --hash=sha256:772b80df316480d894a0e3165fdd19cf77f5d17f9a787f94029465ad0e3529d1 \
+    --hash=sha256:77a0feab9af4c021c581f695258c642b3d10c5fd4c676e33a0d8606425d82631 \
+    --hash=sha256:7a2cffd17d27d2ecbb310c2b1d8174f222a5495b1a721894afa88ec11e25b898 \
+    --hash=sha256:7a7ce236284f002a156f70add88efe5c70879cccbb658be0822c54b1306fc09d \
+    --hash=sha256:7ba0480b9a74af058f43b337e937a451e109295c420916d68ad24e3dc02f5e44 \
+    --hash=sha256:8520a4ab0e37f770afc34459c4f8f7019e153f9124dc101c15538365875d1ab2 \
+    --hash=sha256:86bc13c25a8d1fcd70b51d0ce7c9b65e90de5666fcbfd3e34957cc73ee19aeb5 \
+    --hash=sha256:89d8c2394a065ca86f5d2910ff263ae67c127e1376ccc4f9fc35c71db879f80a \
+    --hash=sha256:8c520725602756229f045b032a1ff33d7ef0f7404189d62f6c2438cb6d8ef6a1 \
+    --hash=sha256:8f200104103feb097de4cab8fe4f5dd18a2026934c7dea98c55a2f5fd6d5a33b \
+    --hash=sha256:8f70d8b291ef6e88d19b1f297a6905ddb978888d9272b0d05e6f53309856bcfc \
+    --hash=sha256:8fa585ede612ee9f9e91b18bebf9ba11b9ae29a4e3a0d0cf6fca3e382133f0d5 \
+    --hash=sha256:922c0e019fe68b3ae392965a766b02a71ba1168c932cebc3733cd52c5fe5b377 \
+    --hash=sha256:9342472aff9b093c5acd4f6d8f70ae0937964ab56542502bcf5579782da69ae8 \
+    --hash=sha256:9649193aa27bd9ff2e80ff29bfaa93085496c7a3a377592823cc58b77ee88add \
+    --hash=sha256:9f04b092229ad2c50126dd3c922c8822e51e605993764a33058d4a791ab42281 \
+    --hash=sha256:a0f27f01bee51861392bb6b7c4fdb290b27d1eb194e9e28788d68102a0e898d9 \
+    --hash=sha256:a16ffe19bf5cf9f5edaa1ad1dd830c5a816e8feec430c522302ab55483a4b994 \
+    --hash=sha256:a204794696ffb8f9b10fba6f7cb5216d42f3b2b71860ccac6b6e42f5f10973b0 \
+    --hash=sha256:a711b51aec4370d0dcda5b6c09463206f133a5759341d7744b953a7b62e1100e \
+    --hash=sha256:a88fc94e647bc4eec523f1caa540258eb71d14278b9daf72fa1e2658a98df0f0 \
+    --hash=sha256:ae99b14c5f21e026e0e9d96f40e07d8570ebee6cafd9d8fc318354606daa7a28 \
+    --hash=sha256:b0ef001f8c25ad0fa9529f914c1600647ecd0f542d11c19b7894768c67b6acb7 \
+    --hash=sha256:b141a4891c995a039cd89e9a49e62df1dc8a559a5d1a6e4c7106d16c12777a55 \
+    --hash=sha256:b4e77f6a55f858504069abd35d336a637555c09bca453dde1ee1e5ada8a6a1fb \
+    --hash=sha256:b62f042afde2dde21ec1d2c1a74361e804673df86f51e418a999c9acfe671b07 \
+    --hash=sha256:b718bf356bbc15e559bd8ef41782b573b8ae0e3f177ab244b440568d7ea02cfb \
+    --hash=sha256:b8c8358484d5fa12ef34f05b7f4168eaf1932f408725ff6d023c33ec17bd79d4 \
+    --hash=sha256:b974946a10af379d425e2eef5b62f5c6ebeaccf91d45eaad6f5b27ecd4f91aa0 \
+    --hash=sha256:b9909cc2b48468b575eefa944919e1fe8a36c5849d5c7c168f80a8c1db69398e \
+    --hash=sha256:b9f732dc58b2dbe69e464ccf8fff7a03b0dd0be439da4c0720d3558527d3d6b4 \
+    --hash=sha256:bb68bf4df85abebe5efddc53cf2075520f243a59868d9b3973278b23e76962a9 \
+    --hash=sha256:bb7e52ecf68ba46d22df23467b87cffeb2146908aa523ebfe803019618cfda06 \
+    --hash=sha256:bc13eb17538be00c874699dc0abe4ee2bc8d50bb1166a6b9e175ef3fd7eb8f26 \
+    --hash=sha256:c0db965c5f79aa49fe672d297cf1febc5ad149b658594944f49a54a2b96270a7 \
+    --hash=sha256:c16cb06dd17d43b9d185094268459eac92c9538356f050e55b54e82cf700e1d4 \
+    --hash=sha256:c525543d91961c6955b2636b308569e84a1d1c5f5f2932041ab9ef46422f43e3 \
+    --hash=sha256:c5c19526f4e54a00f2666a6c0e9e40d582c09e865055ea7378bf0009aab857b3 \
+    --hash=sha256:c995fba777f1ea992f090f9236e9284cf7a5d1a0130dd5a3d82c598cacd76838 \
+    --hash=sha256:ca148d73dea36c9763aaa351e4d7a51780ec1584217c45276f4fe8239c768b71 \
+    --hash=sha256:cee9d5efd929efdac5f7e58f72b3376f676b64050a91c5b99a7094c5b2317488 \
+    --hash=sha256:d158cd89df6053823533e06fb1d73c549133bff5f0396170c0e53d9559340717 \
+    --hash=sha256:d20029a60a71a052a24c4db7673bc4de39ab89adbaccbfb5d67987c5d73f424d \
+    --hash=sha256:d413349d565dab74297f2a63e84a097936be69bf8f3b3801f27f380e32040f44 \
+    --hash=sha256:d4a4b147f5dca2a5d325a06a832fb43f345751adfbc63204aec30e0d9ca965a2 \
+    --hash=sha256:d516b3283a758e087841aedb8031549fb41ced08f3db10aa6d2bf32dc042525b \
+    --hash=sha256:d73a585accffa5ae39c17264c36ec3166d2fad7000c780f5ef83b2722afb9dd2 \
+    --hash=sha256:dbd6c97045dad81227c8d040173da044c1de08de64a5ea8b555da4aee1d5fa22 \
+    --hash=sha256:e0618518f282c4ebff60f5e5b1247b6d91bb8b9f4476947563a1e74acc66f3c6 \
+    --hash=sha256:e140ed30ebde76796b686e67c182cff10ea2fbab186fafd1560f74bb5a473a6e \
+    --hash=sha256:e1cfd51e97e13ff3bd047c140764d277fc9b95b7cb5da59e46a47d167adab310 \
+    --hash=sha256:e2ca07fa7d89195ec0865d3d285666286740bfa83d83e5cee204043a31ecc165 \
+    --hash=sha256:e53a384f76b631c3ae5334ce6a52f0baa3a911eb94a4eac7f160079868b716d5 \
+    --hash=sha256:eb283ee99e21ad6443c8cdb06ac5b34b1308c329cbdf03fa02b445363714c799 \
+    --hash=sha256:eb72919d93e3a16fc451d3aa3d4b1698423daca1b382d3d959c9ac51297c12a8 \
+    --hash=sha256:ecb47f183a8025b2aa18b546725c3657e542112ae9c0613a2af79b4fa8d04ad7 \
+    --hash=sha256:f155b3a1b2a5fc89cdc70d47ee5d54e3b75e88efa34982028a35daef9ba00379 \
+    --hash=sha256:f22943b7770483f6ea0721c6b11d022947a98eb0acae14694de034f4d0d38925 \
+    --hash=sha256:f28b2725eb8cce327b9b3ab02415c853011dc55c95832fe90de6bc56f5315f72 \
+    --hash=sha256:f88af53d6ddaf72179ef613ddc905e6f4785f712b49b80b3bef9f3525e6194b4 \
+    --hash=sha256:faea288b6f0ab1902ef08f4ca6de005dccf856c4e0c4f21b8c5fce02d90a1b08 \
+    --hash=sha256:fff610d7bb2256a317bb1e96f0d7862c7aa8076733ee5df0fd41bbe76a24a4f4
     # via uvicorn
 websocket-client==1.9.0 \
     --hash=sha256:9e813624b6eb619999a97dc7958469217c3176312b3a16a4bd1bc7e08a46ec98 \
     --hash=sha256:af248a825037ef591efbf6ed20cc5faa03d3b47b9e5a2230a529eeee1c1fc3ef
     # via kubernetes
-websockets==16.0 \
-    --hash=sha256:0298d07ee155e2e9fda5be8a9042200dd2e3bb0b8a38482156576f863a9d457c \
-    --hash=sha256:04cdd5d2d1dacbad0a7bf36ccbcd3ccd5a30ee188f2560b7a62a30d14107b31a \
-    --hash=sha256:08d7af67b64d29823fed316505a89b86705f2b7981c07848fb5e3ea3020c1abe \
-    --hash=sha256:152284a83a00c59b759697b7f9e9cddf4e3c7861dd0d964b472b70f78f89e80e \
-    --hash=sha256:1637db62fad1dc833276dded54215f2c7fa46912301a24bd94d45d46a011ceec \
-    --hash=sha256:19c4dc84098e523fd63711e563077d39e90ec6702aff4b5d9e344a60cb3c0cb1 \
-    --hash=sha256:1c1b30e4f497b0b354057f3467f56244c603a79c0d1dafce1d16c283c25f6e64 \
-    --hash=sha256:2b9f1e0d69bc60a4a87349d50c09a037a2607918746f07de04df9e43252c77a3 \
-    --hash=sha256:31a52addea25187bde0797a97d6fc3d2f92b6f72a9370792d65a6e84615ac8a8 \
-    --hash=sha256:32da954ffa2814258030e5a57bc73a3635463238e797c7375dc8091327434206 \
-    --hash=sha256:335c23addf3d5e6a8633f9f8eda77efad001671e80b95c491dd0924587ece0b3 \
-    --hash=sha256:3425ac5cf448801335d6fdc7ae1eb22072055417a96cc6b31b3861f455fbc156 \
-    --hash=sha256:349f83cd6c9a415428ee1005cadb5c2c56f4389bc06a9af16103c3bc3dcc8b7d \
-    --hash=sha256:37b31c1623c6605e4c00d466c9d633f9b812ea430c11c8a278774a1fde1acfa9 \
-    --hash=sha256:417b28978cdccab24f46400586d128366313e8a96312e4b9362a4af504f3bbad \
-    --hash=sha256:485c49116d0af10ac698623c513c1cc01c9446c058a4e61e3bf6c19dff7335a2 \
-    --hash=sha256:4a1aba3340a8dca8db6eb5a7986157f52eb9e436b74813764241981ca4888f03 \
-    --hash=sha256:50f23cdd8343b984957e4077839841146f67a3d31ab0d00e6b824e74c5b2f6e8 \
-    --hash=sha256:52a0fec0e6c8d9a784c2c78276a48a2bdf099e4ccc2a4cad53b27718dbfd0230 \
-    --hash=sha256:52ac480f44d32970d66763115edea932f1c5b1312de36df06d6b219f6741eed8 \
-    --hash=sha256:5569417dc80977fc8c2d43a86f78e0a5a22fee17565d78621b6bb264a115d4ea \
-    --hash=sha256:569d01a4e7fba956c5ae4fc988f0d4e187900f5497ce46339c996dbf24f17641 \
-    --hash=sha256:583b7c42688636f930688d712885cf1531326ee05effd982028212ccc13e5957 \
-    --hash=sha256:5a4b4cc550cb665dd8a47f868c8d04c8230f857363ad3c9caf7a0c3bf8c61ca6 \
-    --hash=sha256:5f451484aeb5cafee1ccf789b1b66f535409d038c56966d6101740c1614b86c6 \
-    --hash=sha256:5f6261a5e56e8d5c42a4497b364ea24d94d9563e8fbd44e78ac40879c60179b5 \
-    --hash=sha256:6e5a82b677f8f6f59e8dfc34ec06ca6b5b48bc4fcda346acd093694cc2c24d8f \
-    --hash=sha256:71c989cbf3254fbd5e84d3bff31e4da39c43f884e64f2551d14bb3c186230f00 \
-    --hash=sha256:781caf5e8eee67f663126490c2f96f40906594cb86b408a703630f95550a8c3e \
-    --hash=sha256:7be95cfb0a4dae143eaed2bcba8ac23f4892d8971311f1b06f3c6b78952ee70b \
-    --hash=sha256:7d837379b647c0c4c2355c2499723f82f1635fd2c26510e1f587d89bc2199e72 \
-    --hash=sha256:86890e837d61574c92a97496d590968b23c2ef0aeb8a9bc9421d174cd378ae39 \
-    --hash=sha256:878b336ac47938b474c8f982ac2f7266a540adc3fa4ad74ae96fea9823a02cc9 \
-    --hash=sha256:8b6e209ffee39ff1b6d0fa7bfef6de950c60dfb91b8fcead17da4ee539121a79 \
-    --hash=sha256:8cc451a50f2aee53042ac52d2d053d08bf89bcb31ae799cb4487587661c038a0 \
-    --hash=sha256:8d7f0659570eefb578dacde98e24fb60af35350193e4f56e11190787bee77dac \
-    --hash=sha256:8e1dab317b6e77424356e11e99a432b7cb2f3ec8c5ab4dabbcee6add48f72b35 \
-    --hash=sha256:8ff32bb86522a9e5e31439a58addbb0166f0204d64066fb955265c4e214160f0 \
-    --hash=sha256:95724e638f0f9c350bb1c2b0a7ad0e83d9cc0c9259f3ea94e40d7b02a2179ae5 \
-    --hash=sha256:9b5aca38b67492ef518a8ab76851862488a478602229112c4b0d58d63a7a4d5c \
-    --hash=sha256:a069d734c4a043182729edd3e9f247c3b2a4035415a9172fd0f1b71658a320a8 \
-    --hash=sha256:a0b31e0b424cc6b5a04b8838bbaec1688834b2383256688cf47eb97412531da1 \
-    --hash=sha256:a35539cacc3febb22b8f4d4a99cc79b104226a756aa7400adc722e83b0d03244 \
-    --hash=sha256:a5e18a238a2b2249c9a9235466b90e96ae4795672598a58772dd806edc7ac6d3 \
-    --hash=sha256:a653aea902e0324b52f1613332ddf50b00c06fdaf7e92624fbf8c77c78fa5767 \
-    --hash=sha256:abf050a199613f64c886ea10f38b47770a65154dc37181bfaff70c160f45315a \
-    --hash=sha256:af80d74d4edfa3cb9ed973a0a5ba2b2a549371f8a741e0800cb07becdd20f23d \
-    --hash=sha256:b14dc141ed6d2dde437cddb216004bcac6a1df0935d79656387bd41632ba0bbd \
-    --hash=sha256:b784ca5de850f4ce93ec85d3269d24d4c82f22b7212023c974c401d4980ebc5e \
-    --hash=sha256:bc59589ab64b0022385f429b94697348a6a234e8ce22544e3681b2e9331b5944 \
-    --hash=sha256:c0204dc62a89dc9d50d682412c10b3542d748260d743500a85c13cd1ee4bde82 \
-    --hash=sha256:c0ee0e63f23914732c6d7e0cce24915c48f3f1512ec1d079ed01fc629dab269d \
-    --hash=sha256:caab51a72c51973ca21fa8a18bd8165e1a0183f1ac7066a182ff27107b71e1a4 \
-    --hash=sha256:d6297ce39ce5c2e6feb13c1a996a2ded3b6832155fcfc920265c76f24c7cceb5 \
-    --hash=sha256:daa3b6ff70a9241cf6c7fc9e949d41232d9d7d26fd3522b1ad2b4d62487e9904 \
-    --hash=sha256:df57afc692e517a85e65b72e165356ed1df12386ecb879ad5693be08fac65dde \
-    --hash=sha256:e0334872c0a37b606418ac52f6ab9cfd17317ac26365f7f65e203e2d0d0d359f \
-    --hash=sha256:e6578ed5b6981005df1860a56e3617f14a6c307e6a71b4fff8c48fdc50f3ed2c \
-    --hash=sha256:eaded469f5e5b7294e2bdca0ab06becb6756ea86894a47806456089298813c89 \
-    --hash=sha256:f4a32d1bd841d4bcbffdcb3d2ce50c09c3909fbead375ab28d0181af89fd04da \
-    --hash=sha256:fd3cb4adb94a2a6e2b7c0d8d05cb94e6f1c81a0cf9dc2694fb65c7e8d94c42e4
+websockets==16.1.1 \
+    --hash=sha256:01fbdcbac298efe19360b94bc0039c8f746f0220ba570f327577bfee81059175 \
+    --hash=sha256:024193f8551a2b0eafbdd160911012c4e6c228c28430c84433253299a9e42d6a \
+    --hash=sha256:04fd29a0e2fe9414a95b00e92c67ae51bf900c50c0f8a4b2dafdad621f49ea1d \
+    --hash=sha256:056ae37939ed7e9974f364f5864e76e49182622d8f9751ac1903c0d09b013985 \
+    --hash=sha256:0f62863e8a00a6d33c3d6566ec0b89f23787b747ffe0c3bc71ec0e76b82c94b1 \
+    --hash=sha256:0ffd3031ea8bda8d61762e84220186105ba3b748b3c8da2ae4f7816fac03e573 \
+    --hash=sha256:1214e673c404684b9bf7154f5cf43b45025b1a6160fac3a9e438e9c1a97e22cb \
+    --hash=sha256:125f22dbefaf1554fea66fc83851490edb284ce4f501d37ffed2752f418332d9 \
+    --hash=sha256:130937b167a52af203c8d58e78d67705874e82759862e3b9671a452fec4abc87 \
+    --hash=sha256:1427fb4cf0d72f66333e2cacc3ff5f575bf2d7008166ce991a4a470b21d51a22 \
+    --hash=sha256:195c978b065fa40910582464f99d6b15c8b314c68e0546549a55ed83f4735328 \
+    --hash=sha256:1d27fa8462ad6a1cb36206a3d0640b2333340def181fae11ed7f9adeaa5c0747 \
+    --hash=sha256:1db4de4a0e95673f7545d393c49eeb0c2f18ac1ef93073218c79d5cdb2ee75ab \
+    --hash=sha256:1f79c89b5eb034d1722938a891916582f8f7f503f58ca22518a63c3f2cd18499 \
+    --hash=sha256:23253dd5bcae3f9aaee0a1d30967a8dbd52e5d3cff93a2e5b84df57b77d4750d \
+    --hash=sha256:249116b4a76063d930a46391ad56e135c286e4562a18309029fc2c73f4ed4c62 \
+    --hash=sha256:29dfa8114c4a620c69591c5973860f768eac29d3fd6904f37f34266cb219c512 \
+    --hash=sha256:2a606d9c24035242a3e256e9d5b77ed9cd6bccfcb7cf993e5ca3c0f6f68fb6a7 \
+    --hash=sha256:2a636ff1e7a5c4edf71ef0e79adae7f25dba93b4fcbe3dc958733477ffeb0eaf \
+    --hash=sha256:2bb5d041a8307d2e18782e7ce777f6fdb1e8c2f5d09291484b18c294b789d9aa \
+    --hash=sha256:2e28e602bb13da44fbe518c1781a88e3b9d4c3d48d02c9bad83e546164336f57 \
+    --hash=sha256:30bbe120437b5648a77d3519b7024ea09530e0b5b18d3698c5a0ae536fe0cc2e \
+    --hash=sha256:34420aaa64440ebd51ac72ca8a45ef4626429438c9b02e633ae412ed43f925d3 \
+    --hash=sha256:38565aca3e01ea8734e578fb2118dade0ecb0250533f29e22b8d1a7a196cf4d0 \
+    --hash=sha256:387e8e4aa5df2f90b198fa3cad3478822a89cf905b6a6d6c97dc3664689640cc \
+    --hash=sha256:39f2a024af5c345ffe8fcf1ee18c049c024c94df393bb09b044a6917c77bde43 \
+    --hash=sha256:3df13f73af9b3b38ab1195eb299ecb67a4330c911c97ae04043ff74085728abe \
+    --hash=sha256:414e596c75f74e0994084694189d7dc9229fb278e33064d6784b73ffbba3ca31 \
+    --hash=sha256:41c8e77f17294c0ac18008a7309b99b34ee72247ef10b6dff4c3f8b5ac29896b \
+    --hash=sha256:42290eb6db4ccaca7012656738214f8514082fb6fa40cdeb61bb9a471b52e383 \
+    --hash=sha256:42f599f4d48c7e1a3338fdaac3acd075be3b3cf02d4b274f3bf2767aedd3d217 \
+    --hash=sha256:43e3a9fdd7cbf7ba6040c31fae0faf84ca1474fef777c4e37912f1540f854499 \
+    --hash=sha256:443aefe96b7fdb132e2a70806cca1f2af49bb3f28e47abcd7c2e9dcf4d8fa1b8 \
+    --hash=sha256:46dcaa042cd1de6c59e7d9269fa63ff7572b6df40510600b678f0826b3c7af51 \
+    --hash=sha256:496af849a472b531f758dbd4d61338f5000538cb1a7b3d20d9d32a264517f509 \
+    --hash=sha256:49ae99bdfcae803a885c926bf14f886196e84925395bb3f568fef5c0f0979d7d \
+    --hash=sha256:4b57693728576d84ede0a77987ab16881b783d2cd9f1dc180a8fbbc3f79c4428 \
+    --hash=sha256:4e3b680b1e0a27457e727a0d572fd81dffa87b6dbf8b228ab57da64f7d85aead \
+    --hash=sha256:4e8d01cc3bcae7bbf8167f944aeafefed590fae5693552bba9794a9df68371cc \
+    --hash=sha256:5283810d2646741a0d8da2aa733d6aefa0545809afccb2a5d105a26bc45125f1 \
+    --hash=sha256:53260c8930da5771cec89439bff99c20c8cb03ddb9588b980697355a83cd4bd3 \
+    --hash=sha256:536676848fc5961aca9d20389951f59169508f765637a172403dc5434d722fa0 \
+    --hash=sha256:54509b8e92fee4453e152b7558ddef37ce9705a044922f2095a6105e3f80c96f \
+    --hash=sha256:56cd5fc4f10a9ea8aa0804bddb7b42506cf9e136046f3b4c27de8fec9e2ecba5 \
+    --hash=sha256:5bfd1ac19b1b9986a9c95a82d5e23a391ebb09e12c34d7be6094b86efcc35731 \
+    --hash=sha256:5c31aa7e39ee3e8a358573257f1c0bb5c52430d1b637030dd9c8cc2c282926be \
+    --hash=sha256:5e3b7d601f6f84156b08cc4a5e541c2b50ad7b36cfc302b657a12477c904a5df \
+    --hash=sha256:61922544a0587a13fd3f53e4c0e5e606510c7b0d9d22c8444e5fae22a06b38cb \
+    --hash=sha256:6456ff333092d509127d75a638cb411afae8ff17f092635015d1902efec8a293 \
+    --hash=sha256:69159730a823dde3ea8d08783e8d47ef135a6d7e8d44eb127e32b321c9db8e3e \
+    --hash=sha256:69e52d175a0a7d1e13b4b67ad41c560b7d98e8c6f6126eb0bda496c784faf8c7 \
+    --hash=sha256:6aaface73b9c71974c6497366d8b9628357f6c9749e09c4ea3610176c63f2ae3 \
+    --hash=sha256:6abbd3e82c731c8e531714466acd5d87b5e88ac3243465337ba71d68e23ae7e3 \
+    --hash=sha256:6ff9417c0ada4d0f7d212f928303e5579bdf3ace4c802fa4afabb30995da58c3 \
+    --hash=sha256:7421fad442de870a8cbf2287d1cad7e706ece0dbfeba5e911df132cbdc1cb56a \
+    --hash=sha256:7883388947767080f094950b342b30d35a2a06b849cd967c422fa0db72b40ea9 \
+    --hash=sha256:79eace538c6a97e96d0d03d4f9d314f9677f5ed85a8a984992ffd90b13cb8a56 \
+    --hash=sha256:7b1b19636af86a3c7995d4d028dbe376f39b4bf31541146f9c123582a6c94562 \
+    --hash=sha256:7dfcad78ea1492ee3a9ec765cb7f51bbc17d477107aaf6b22abf7b2558d1c5a0 \
+    --hash=sha256:8087e82f842609734c9b5a1330464f8e94e346ba0e18c832c08bafa4b0d63c15 \
+    --hash=sha256:820fb8450edddae3812fd58cbc08e2bf22812cb248ecb5f06dbb82119a56e869 \
+    --hash=sha256:8483c2096363120eea8b07c06ae7304d520f686665fffd4811fad423930a65d7 \
+    --hash=sha256:84a2cef8deffbd9ab8ee0ea546a2a6a7030c28f44e6cdd4547dbfeb489eb8999 \
+    --hash=sha256:86d7f0f8bdb25d2c632b72527325e4776430fd5bc61b9118de4e2b8ddb5f5b01 \
+    --hash=sha256:8fe0b50da2d84535fb4f7b4bfa951280f97ce3d558a0443b541166d609e67b57 \
+    --hash=sha256:90001d893bc368e302ef168d82130b4e4fdd27b85fa094682df9b667c2d48838 \
+    --hash=sha256:9246a0d063cfcbcc85f2359dd6876d681213f4790832272aa16641b4ed5d64d4 \
+    --hash=sha256:92b820d345f7a3fc7b8163949ee92df910f290c3fc517b3d5301c78065adafe1 \
+    --hash=sha256:952303a7318d4cbe1011400839bb2051c9f84fa0a35923267f5daba34b15d458 \
+    --hash=sha256:97fd3a0e8b53efa41970ac1dff3d8cf0d2884cadeb4caaf95db7ad1526926ee3 \
+    --hash=sha256:9c1c5705e314449e3308872fe084b8571ce078ee4fc55a98a769bdefe5917392 \
+    --hash=sha256:9c9f23004a3d40e89c01a7955d186a6cc83418d93b749701944ce2de3e95a1f3 \
+    --hash=sha256:9f63bcef7f4b02b06b35fc01c93b96c43b5e88e1e8868676caacf493d5a31f3a \
+    --hash=sha256:a0eadbbf2c30f01efa58e1f110eb6fa293261f6b0b1aa38f7f48707107690af9 \
+    --hash=sha256:a28fcbc9b6baf54a2e23f8655f308e4ccc6afdd7266f8fe7954f320dcda0f785 \
+    --hash=sha256:a6a61aff018180c9c50b7b0da33bfd29d378af3497429c95006c589a23a11648 \
+    --hash=sha256:aabe464bfd13bd25f4821faf111da6fefdc389f870265a53105580e45b0a2e49 \
+    --hash=sha256:ab59169ace05dcb49a1d4118f0bde139557adf45091bd85747e36bf5de984dd1 \
+    --hash=sha256:b436f6ec4fc3a6b4237c84d3f83170ed2b40bb584222f0ac47a0c8a5921980c7 \
+    --hash=sha256:b6b9dadbef0cccd9f4c4ee96b08898afa73e26803bbe0f6aeb5bb12b0074206d \
+    --hash=sha256:b852788aa51764e2d8e4cf5493d559326bcae5e38d16ba25ffa322b034df272a \
+    --hash=sha256:bae954c382e013d5ea5b190d2830526bfa45ad121c326da0049b8c769f185db6 \
+    --hash=sha256:bcce07e23e5769375158f5efdcdafa8d5cd014b93c6683865b840ed65b96f231 \
+    --hash=sha256:cc97814dfb786a83b6e2dc2e79351e1b83e6d715647d6887fcabd83026417a00 \
+    --hash=sha256:cd2ca96a082a36964aca83e992f72abeb61b7306c1a6cba4c7d06a7b93750cac \
+    --hash=sha256:cfb70b4eb56cac4da0a83588f3ad50d46beb0690391082f3d4e2d488c70b68ea \
+    --hash=sha256:d0fcf657e9f13ff4b177960ab2200237b12994232dfb6df16f1cfe1d4339f93c \
+    --hash=sha256:d14bfb217eb4701e850f1525c9d29d79c44794cdf1c299ead25f39f8c78dea81 \
+    --hash=sha256:d57685547e0060cc6fd90ee6a28405d6bd395e525545f13c8d7cd99c78afd79f \
+    --hash=sha256:d6bec75c290fe484a8ba4cacdf838501e17c06ecfbbf31eede81a9e431bd7751 \
+    --hash=sha256:d9531d9cbeac99af6f038fb1bc351403531f7d634a2c2e10e2f7c854c6ed5b68 \
+    --hash=sha256:da4ca1a9d72f9030b3146b8d7022719a9f3d478f61efe6f7dd51d243f61c51b2 \
+    --hash=sha256:dab9eb87869da2d6ed3af3f3adf28414baae6ec9d4df355ffc18889132f3436c \
+    --hash=sha256:db234eda965dcce15df96bb9709f587cd87d4d52aaf0e80e2f34ec04c7670c57 \
+    --hash=sha256:dc0fad4933f427acd5b1cec210f3ea6dce7089e1724e4b9ec6ef47c6c04d1b3b \
+    --hash=sha256:dc385593a42e31cd6fb60c19f0ecb015b386603818fc2c6c274fb42bd2bb4165 \
+    --hash=sha256:dcc04fedf83effaeb9cce98abc9469bb1b42ef85f03e01c8c1f4438ef7555737 \
+    --hash=sha256:e047dc87ef7ca50f4d309bf775ad4a71711c58556d75d7bd0604b2317f43e94b \
+    --hash=sha256:e09f753a169951eb4f28c2c774f71069304f66e7277e0f5a2892423599cfa854 \
+    --hash=sha256:ed5bb271084b46530ee2ddc0410537a9961152c5ccba2fc98c5276d992ccba87 \
+    --hash=sha256:f0aa4aad3b1b69ad3fd85a0fd0952ec64331c762bd77ec51cc814170873890b2 \
+    --hash=sha256:f17dbe07eb3ea7f99e4df9b7e0efefe80fbf30d37a8cc4d561a0aed310bc8847 \
+    --hash=sha256:f2769a0344a09e9ccf5b3cce538bc75a51b53eff3275d3896310c8552049195d \
+    --hash=sha256:f55f0b01956a094c8587146d9558c91937e78789c333860ffaf35931a6e5dbc4 \
+    --hash=sha256:f5d497865f05bb222cab7016c6034542e84e5f29f49c6fd3f4939cda7197b5b8 \
+    --hash=sha256:f70541f3104339f59f830522d94ebadb1bf47426287381623443d8bb1cdbf33d \
+    --hash=sha256:fb9a0a6dc3d1b3986cb88091b6899f0396651e0f74e2c9766ab8d6ffc3842e29 \
+    --hash=sha256:fce6c48559c86d1ac3632ccb1bebc7d5442fbe79bd9bb0e40379ee54be2a4051 \
+    --hash=sha256:fd46fff7eb62c24804d234f0051c7a8ea81285ad63e0337d3dcf33ca82aee58a
     # via uvicorn
-wrapt==1.17.3 \
-    --hash=sha256:02b551d101f31694fc785e58e0720ef7d9a10c4e62c1c9358ce6f63f23e30a56 \
-    --hash=sha256:042ec3bb8f319c147b1301f2393bc19dba6e176b7da446853406d041c36c7828 \
-    --hash=sha256:0610b46293c59a3adbae3dee552b648b984176f8562ee0dba099a56cfbe4df1f \
-    --hash=sha256:0b02e424deef65c9f7326d8c19220a2c9040c51dc165cddb732f16198c168396 \
-    --hash=sha256:0b1831115c97f0663cb77aa27d381237e73ad4f721391a9bfb2fe8bc25fa6e77 \
-    --hash=sha256:0ed61b7c2d49cee3c027372df5809a59d60cf1b6c2f81ee980a091f3afed6a2d \
-    --hash=sha256:0f5f51a6466667a5a356e6381d362d259125b57f059103dd9fdc8c0cf1d14139 \
-    --hash=sha256:16ecf15d6af39246fe33e507105d67e4b81d8f8d2c6598ff7e3ca1b8a37213f7 \
-    --hash=sha256:1f0b2f40cf341ee8cc1a97d51ff50dddb9fcc73241b9143ec74b30fc4f44f6cb \
-    --hash=sha256:1f23fa283f51c890eda8e34e4937079114c74b4c81d2b2f1f1d94948f5cc3d7f \
-    --hash=sha256:223db574bb38637e8230eb14b185565023ab624474df94d2af18f1cdb625216f \
-    --hash=sha256:249f88ed15503f6492a71f01442abddd73856a0032ae860de6d75ca62eed8067 \
-    --hash=sha256:24c2ed34dc222ed754247a2702b1e1e89fdbaa4016f324b4b8f1a802d4ffe87f \
-    --hash=sha256:273a736c4645e63ac582c60a56b0acb529ef07f78e08dc6bfadf6a46b19c0da7 \
-    --hash=sha256:281262213373b6d5e4bb4353bc36d1ba4084e6d6b5d242863721ef2bf2c2930b \
-    --hash=sha256:30ce38e66630599e1193798285706903110d4f057aab3168a34b7fdc85569afc \
-    --hash=sha256:33486899acd2d7d3066156b03465b949da3fd41a5da6e394ec49d271baefcf05 \
-    --hash=sha256:343e44b2a8e60e06a7e0d29c1671a0d9951f59174f3709962b5143f60a2a98bd \
-    --hash=sha256:373342dd05b1d07d752cecbec0c41817231f29f3a89aa8b8843f7b95992ed0c7 \
-    --hash=sha256:3af60380ba0b7b5aeb329bc4e402acd25bd877e98b3727b0135cb5c2efdaefe9 \
-    --hash=sha256:3e62d15d3cfa26e3d0788094de7b64efa75f3a53875cdbccdf78547aed547a81 \
-    --hash=sha256:41b1d2bc74c2cac6f9074df52b2efbef2b30bdfe5f40cb78f8ca22963bc62977 \
-    --hash=sha256:423ed5420ad5f5529db9ce89eac09c8a2f97da18eb1c870237e84c5a5c2d60aa \
-    --hash=sha256:46acc57b331e0b3bcb3e1ca3b421d65637915cfcd65eb783cb2f78a511193f9b \
-    --hash=sha256:4da9f45279fff3543c371d5ababc57a0384f70be244de7759c85a7f989cb4ebe \
-    --hash=sha256:507553480670cab08a800b9463bdb881b2edeed77dc677b0a5915e6106e91a58 \
-    --hash=sha256:53e5e39ff71b3fc484df8a522c933ea2b7cdd0d5d15ae82e5b23fde87d44cbd8 \
-    --hash=sha256:54a30837587c6ee3cd1a4d1c2ec5d24e77984d44e2f34547e2323ddb4e22eb77 \
-    --hash=sha256:5531d911795e3f935a9c23eb1c8c03c211661a5060aab167065896bbf62a5f85 \
-    --hash=sha256:55cbbc356c2842f39bcc553cf695932e8b30e30e797f961860afb308e6b1bb7c \
-    --hash=sha256:59923aa12d0157f6b82d686c3fd8e1166fa8cdfb3e17b42ce3b6147ff81528df \
-    --hash=sha256:5a03a38adec8066d5a37bea22f2ba6bbf39fcdefbe2d91419ab864c3fb515454 \
-    --hash=sha256:5a7b3c1ee8265eb4c8f1b7d29943f195c00673f5ab60c192eba2d4a7eae5f46a \
-    --hash=sha256:5d4478d72eb61c36e5b446e375bbc49ed002430d17cdec3cecb36993398e1a9e \
-    --hash=sha256:5ea5eb3c0c071862997d6f3e02af1d055f381b1d25b286b9d6644b79db77657c \
-    --hash=sha256:604d076c55e2fdd4c1c03d06dc1a31b95130010517b5019db15365ec4a405fc6 \
-    --hash=sha256:656873859b3b50eeebe6db8b1455e99d90c26ab058db8e427046dbc35c3140a5 \
-    --hash=sha256:65d1d00fbfb3ea5f20add88bbc0f815150dbbde3b026e6c24759466c8b5a9ef9 \
-    --hash=sha256:6b538e31eca1a7ea4605e44f81a48aa24c4632a277431a6ed3f328835901f4fd \
-    --hash=sha256:6fd1ad24dc235e4ab88cda009e19bf347aabb975e44fd5c2fb22a3f6e4141277 \
-    --hash=sha256:70d86fa5197b8947a2fa70260b48e400bf2ccacdcab97bb7de47e3d1e6312225 \
-    --hash=sha256:7171ae35d2c33d326ac19dd8facb1e82e5fd04ef8c6c0e394d7af55a55051c22 \
-    --hash=sha256:73d496de46cd2cdbdbcce4ae4bcdb4afb6a11234a1df9c085249d55166b95116 \
-    --hash=sha256:7425ac3c54430f5fc5e7b6f41d41e704db073309acfc09305816bc6a0b26bb16 \
-    --hash=sha256:74afa28374a3c3a11b3b5e5fca0ae03bef8450d6aa3ab3a1e2c30e3a75d023dc \
-    --hash=sha256:758895b01d546812d1f42204bd443b8c433c44d090248bf22689df673ccafe00 \
-    --hash=sha256:79573c24a46ce11aab457b472efd8d125e5a51da2d1d24387666cd85f54c05b2 \
-    --hash=sha256:7e18f01b0c3e4a07fe6dfdb00e29049ba17eadbc5e7609a2a3a4af83ab7d710a \
-    --hash=sha256:88547535b787a6c9ce4086917b6e1d291aa8ed914fdd3a838b3539dc95c12804 \
-    --hash=sha256:88bbae4d40d5a46142e70d58bf664a89b6b4befaea7b2ecc14e03cedb8e06c04 \
-    --hash=sha256:8cccf4f81371f257440c88faed6b74f1053eef90807b77e31ca057b2db74edb1 \
-    --hash=sha256:9baa544e6acc91130e926e8c802a17f3b16fbea0fd441b5a60f5cf2cc5c3deba \
-    --hash=sha256:a36692b8491d30a8c75f1dfee65bef119d6f39ea84ee04d9f9311f83c5ad9390 \
-    --hash=sha256:a47681378a0439215912ef542c45a783484d4dd82bac412b71e59cf9c0e1cea0 \
-    --hash=sha256:a7c06742645f914f26c7f1fa47b8bc4c91d222f76ee20116c43d5ef0912bba2d \
-    --hash=sha256:a9a2203361a6e6404f80b99234fe7fb37d1fc73487b5a78dc1aa5b97201e0f22 \
-    --hash=sha256:ab232e7fdb44cdfbf55fc3afa31bcdb0d8980b9b95c38b6405df2acb672af0e0 \
-    --hash=sha256:ad85e269fe54d506b240d2d7b9f5f2057c2aa9a2ea5b32c66f8902f768117ed2 \
-    --hash=sha256:af338aa93554be859173c39c85243970dc6a289fa907402289eeae7543e1ae18 \
-    --hash=sha256:afd964fd43b10c12213574db492cb8f73b2f0826c8df07a68288f8f19af2ebe6 \
-    --hash=sha256:b32888aad8b6e68f83a8fdccbf3165f5469702a7544472bdf41f582970ed3311 \
-    --hash=sha256:c31eebe420a9a5d2887b13000b043ff6ca27c452a9a22fa71f35f118e8d4bf89 \
-    --hash=sha256:caea3e9c79d5f0d2c6d9ab96111601797ea5da8e6d0723f77eabb0d4068d2b2f \
-    --hash=sha256:cf30f6e3c077c8e6a9a7809c94551203c8843e74ba0c960f4a98cd80d4665d39 \
-    --hash=sha256:d40770d7c0fd5cbed9d84b2c3f2e156431a12c9a37dc6284060fb4bec0b7ffd4 \
-    --hash=sha256:d8a210b158a34164de8bb68b0e7780041a903d7b00c87e906fb69928bf7890d5 \
-    --hash=sha256:dc4a8d2b25efb6681ecacad42fca8859f88092d8732b170de6a5dddd80a1c8fa \
-    --hash=sha256:df7d30371a2accfe4013e90445f6388c570f103d61019b6b7c57e0265250072a \
-    --hash=sha256:e01375f275f010fcbf7f643b4279896d04e571889b8a5b3f848423d91bf07050 \
-    --hash=sha256:e1a4120ae5705f673727d3253de3ed0e016f7cd78dc463db1b31e2463e1f3cf6 \
-    --hash=sha256:e228514a06843cae89621384cfe3a80418f3c04aadf8a3b14e46a7be704e4235 \
-    --hash=sha256:e405adefb53a435f01efa7ccdec012c016b5a1d3f35459990afc39b6be4d5056 \
-    --hash=sha256:e6b13af258d6a9ad602d57d889f83b9d5543acd471eee12eb51f5b01f8eb1bc2 \
-    --hash=sha256:e6f40a8aa5a92f150bdb3e1c44b7e98fb7113955b2e5394122fa5532fec4b418 \
-    --hash=sha256:e71d5c6ebac14875668a1e90baf2ea0ef5b7ac7918355850c0908ae82bcb297c \
-    --hash=sha256:ed7c635ae45cfbc1a7371f708727bf74690daedc49b4dba310590ca0bd28aa8a \
-    --hash=sha256:f38e60678850c42461d4202739f9bf1e3a737c7ad283638251e79cc49effb6b6 \
-    --hash=sha256:f66eb08feaa410fe4eebd17f2a2c8e2e46d3476e9f8c783daa8e09e0faa666d0 \
-    --hash=sha256:f9b2601381be482f70e5d1051a5965c25fb3625455a2bf520b5a077b22afb775 \
-    --hash=sha256:fbd3c8319de8e1dc79d346929cd71d523622da527cca14e0c1d257e31c2b8b10 \
-    --hash=sha256:fd341868a4b6714a5962c1af0bd44f7c404ef78720c7de4892901e540417111c
+wrapt==2.3.0 \
+    --hash=sha256:0a45ffae742ce91a16e11cb6c7cd71e7f9994f3cbd283b962ab093f5c6dcf525 \
+    --hash=sha256:0bb2797048db0956348cb3058c33bc4184614f13231389cfbccc16a5d32780a7 \
+    --hash=sha256:0d3fb71e65b001adfc42684522eeccd9c21d8ba679945abc993439567b66e59f \
+    --hash=sha256:0db083387d6e75ec0be8173ecbf0e811cf60bae1cc75a815feb104167ea10d4d \
+    --hash=sha256:10461884b3014fbfc8eb7d09a93c5f246363e6711d9d881f95eb8c27fdef049f \
+    --hash=sha256:1236fa25173ca964c97422470482e9011b9e3c7ed0d75798b40b3da3b0e0e760 \
+    --hash=sha256:141ed6211286a9660d8d6702de598b43f0934b4f0eda16393f100a80f501d945 \
+    --hash=sha256:1598becd30f8f2777d18564064eb4f4dbe1ab0e05a8f09786d0ef505ac782bf3 \
+    --hash=sha256:195b1842b4122fb54e3cd3dd5b2b4aa49302a5a61da901df0481f5c97aedde84 \
+    --hash=sha256:1d6159c9b2fefec02314e1332dbbbfaf960e369dfd26bcf7f8b258b5732065b3 \
+    --hash=sha256:22cc5c0a717bd4da87018ae0bffd4c19c6fb679d3ff357216ba566ab26c76cab \
+    --hash=sha256:242b60c21e30866e6a2fa606c612b47c553fa60c0eaeeeb7797fb842ac0ce609 \
+    --hash=sha256:24da48596326ef8e448cfa837b454f638713d3531262375f00e5a9681682fc07 \
+    --hash=sha256:261f53870cd4fb2bf38f9f972c56c728fd224cb7c65721307de59d9e7e6741ae \
+    --hash=sha256:2935d5454b3f179a29b12cf390ee47246740ba2c3a7545b1b46ba31a5f2a4a0b \
+    --hash=sha256:2e49885a62ec4ee854d1b9e6371fda6afd219917225752abf729a3f36d4df9a5 \
+    --hash=sha256:379f670f45b7bb8993edd9f6fc36c6cc65edb81cffa0b504be34acb0303fff0a \
+    --hash=sha256:3873c3c5ca9f4ef91f693602eca19d1f1e7c410338df82a4ff11d826b5896a8f \
+    --hash=sha256:392158c9a7f2ab1b8699418bfc0fe6f83548788c418b27d7bf2019ad3405cebb \
+    --hash=sha256:39febbee6d77301d31da6996b152ce52452da7c7ef72aba10c2fa976dff9c295 \
+    --hash=sha256:3d1c2c1b808600d2ea808e6360910a60ed5f409a4011655e10f9164ba0a414a6 \
+    --hash=sha256:3da470536bf9645143323dd41b32db55c6f4304ad382094c1a1da8a92061e10d \
+    --hash=sha256:418f54bb09d1762db02c7009b4051149893af3153a87f92d70356703c11eea02 \
+    --hash=sha256:42869085687f0aefd57c0f636c3f9354f8ffb321a8ba9cb52d19beb796e561c5 \
+    --hash=sha256:45c9279b373d15649dfa2c2077cb3408ea1a6d3125afbdab9d6b809a66f68e14 \
+    --hash=sha256:4fa0df3bff4e7ce45759f33fd39335fe2f60477bb9ecf7b8aa41e7d07ee36a23 \
+    --hash=sha256:50f416b74d092bb9f41b424e90dd457f365f7ba4b11de62a23679769a21bd85c \
+    --hash=sha256:51a7a4181c1295774812271fbcd7c909df372bc25579d4ed9eb875caaf0ae86f \
+    --hash=sha256:54ca1d5573f69b5fe1d74f1f65799c68015e82f685efec9fd8cfa40a094c44d0 \
+    --hash=sha256:5ab559e1b2551d23d54db2a0001c6d73bad022a254639561c5f6c382a9d6c2fe \
+    --hash=sha256:5ba1e5e08ddc46130e9682b2c249f2d1dd39bda9106ed4bd401b7519f18f41bd \
+    --hash=sha256:5d221a6e6ddd302b8397433184e96b59f259f50024b854db1c411a881586b6b8 \
+    --hash=sha256:6208f302f110295d64b22a7ac96500c791bf492dce4366e622e4912b077c9687 \
+    --hash=sha256:626b69db2021aa01671ec7bbc9740e558522bd44c18cf2ce69bf3d666a014109 \
+    --hash=sha256:628f3ba8ec793a5b10a6cd8c6c6b7b55eb552abd1f3bd301336acb74c7a82dfe \
+    --hash=sha256:629d73378082c00a8173031f9fb30a3ac6abbc894a5bfdfae71fabc60642d501 \
+    --hash=sha256:646d20d413ffcd1b0a2f700076e2d0252d872dcb7754860a73e45a59ea883614 \
+    --hash=sha256:67bfe2485f50368c3fcd2275fc1fd100e350d601e0058921a7c82678a465aeab \
+    --hash=sha256:681a2d0eefd721998f90642762b8e75c2159ec531b20ad5e437245ea7b06a107 \
+    --hash=sha256:69e477046f2237ef0bc6547544ee73008dc764ca26eff44f09e976d221b34d5d \
+    --hash=sha256:6db604ef0c67bdb2042ecdfd7b7f037cf09733557ca42360d1018285634f7b98 \
+    --hash=sha256:729126e667da34d251b8ebf8a45ef0c5ddadc21542b3d6e1abf4259ece6508df \
+    --hash=sha256:73d0b10b64620a2cf4bc3d31775c4d9527e309a5549e4379e3bf71e8d2dc193e \
+    --hash=sha256:7ebb274aba688b043429eb1500ff8a76ce0cb8ac0812ca3e301f06247b8722b3 \
+    --hash=sha256:8159ec0b0cb7608175eb150de94c19e34f4d47ac655f5ca9baf45df6b688ffd3 \
+    --hash=sha256:816877aa749253149f9ecfd2635d4d948ecfa338e1a0311d187b1acb1bb8a3eb \
+    --hash=sha256:85de890ff968196e92dd1ae73a9fb8970495e7650a457b1c9ef0ac3dd550bce2 \
+    --hash=sha256:8f8a1c6472675956cece9a8f403f43c3594f1681319eed2dd56f60877397c636 \
+    --hash=sha256:9045917809c63fdf7abe3a2ceaed3d670b8ee4500ddd9291192d30aeb34467c5 \
+    --hash=sha256:932dced0a7b2950ed58a3325536a1dcb7b58e7330af54e8552d2e566b5328b99 \
+    --hash=sha256:93513bec052c6cd987f9f580c3df068c8bc4ebae6543736be3ca7ec5959cafcd \
+    --hash=sha256:9790ea25190a4e0fe4cdf4eeb868e9d75f8a024a70a5b6bf9c348a3a2b72e731 \
+    --hash=sha256:9f5d2aec29dfc76c37e23897dee92766a3fd4f3bff3ae7fc9c6b4bf37d8c1360 \
+    --hash=sha256:a65e8db2b4e90c2e7ade931086351c98ef420bf7a94ee08c95ac8a3cbbc43579 \
+    --hash=sha256:a6b5984cd65dd639546f0eb4b8eacf1c31cb2fe9fb5c27bffe240987cdb2cf84 \
+    --hash=sha256:a6e19531ae33c508cea7d84a7edfda01fa86e51b8d1a93a77712c55e6e469152 \
+    --hash=sha256:abc71504669d126d91f89fc0e388c6295d8fbd2439be884f175133fda8aa403c \
+    --hash=sha256:ac870cc97b73bb00ac353329e9559a4bebc47c4c86792ed9b23b58c15b6ad838 \
+    --hash=sha256:ad71df7a04dd3497e9302e81f4a7c91bd401ea0e15a9df9029527900f94bee43 \
+    --hash=sha256:b1e5aa486e269b00ed35e64771c7d0ab8096cfd2643405ca8cd60ebedc099a51 \
+    --hash=sha256:b4fc96b159af0a3e0faa72475a69d66292bea72a5bed1e1aca1bffbddc3cb2b0 \
+    --hash=sha256:b767a9566f165dd14decf8f4194c6bb0ce3a8420cec213824e05a99400c9260a \
+    --hash=sha256:bff9a671bc00709cab5a7f745c592b5671873449db0ee2a569af994f16b29a4d \
+    --hash=sha256:c3b476ae63b4a3b4da681aafcb25ff3542d289fbda8b5da7caf76aaffafafdbb \
+    --hash=sha256:c4bded758ad6f03b965830944a2f0bc5b2eb3767fe5a7310134315d1a6610e98 \
+    --hash=sha256:c8388ba7faf5dbf9ee106bb70d66f257629b1bd98091123e19e8a4553a319199 \
+    --hash=sha256:c8858d8ff9822a081e3cc49ae1b3b22f0f789c14001cdac8f94564010d9c9d66 \
+    --hash=sha256:c88abcf53daef80e01a75c7530e727fa6e2c1888fe83e3dcdba4c96216a1f5c7 \
+    --hash=sha256:cc2cea812e5cb179a796b766747e7d3b21088760d8deb95676d482b8c8e6fa7d \
+    --hash=sha256:cd3a2edf0427013736b8127955cec62608c56e53ea47e82812ea32059cda407f \
+    --hash=sha256:cdc021cb0b62471d6aac7f2bd92f3b4658073775f9ee7fcd325c511129e7bcc8 \
+    --hash=sha256:ce9f398f868d2b3b27aa2ea4de79645ef9077aeeac8dfc2814b0d542c6a2b87f \
+    --hash=sha256:d0077f3d65541925fa83002f967b22ad6550d24813ac64cb905f717194128d9c \
+    --hash=sha256:d0f7284f88f4833705132d06d3b425a43095c2cbd07c58166aac3ab646ba12a4 \
+    --hash=sha256:d2cc64539da63e39ffb9c7ede849b6e8ddaaf7b3876b5cfb04efd85a5f3f4eb6 \
+    --hash=sha256:d8c7ed08477429752b8c44991f40ad7838b18332a160698740a6bfbc10d998a2 \
+    --hash=sha256:df4ce31150bcd5d9f36f816aac3010ab4f4bf8672ac1d3b0ac7d539ec61c7c02 \
+    --hash=sha256:e045ff75d7d94900fc32896ed93c45ce2d2cac28c9dead582ff9a5a49d446e35 \
+    --hash=sha256:e2e692bc0d63f881cf7006730a56bd4e0c2fab5dc318466942805d692b166276 \
+    --hash=sha256:e31734c5077f29f892b2565eee5106d610278151ad49fc6a9d69a647cd5730e2 \
+    --hash=sha256:e3b9eaa742ae7a0aaaaad4ca4b69469d757af2d6e6663ef1dadc47adec0aeb41 \
+    --hash=sha256:e3f3d7ec0a51fbfe00d3aef047641ff2c58b25565b4717fc1f90e050be01cba8 \
+    --hash=sha256:e5301c35cf75655eb33498f2bd6ae8703ca19940e3167dc9cdf740c712a39c60 \
+    --hash=sha256:ea52a0d0f08c584943d5764be0e84efa912c8da23c23e1e285ff2f5641c18fcc \
+    --hash=sha256:ed635a9ca4f3a5a2b900c10c69e823373bc00ebc114b459383596d3487da3570 \
+    --hash=sha256:fb8e2e6704a1e0b1b989546c69e2688371ef4a07fa5f61bde3eb6211186f5ac1 \
+    --hash=sha256:fc648a335d7e01adb3640b25f02fd0ea05886cf04d0af7f4ee902bc7b5e466e8 \
+    --hash=sha256:fc82c2ccc8e234c844f5303d9f2984b346dcdd53e94823ce8420d2c75b4b9023 \
+    --hash=sha256:fd1f2f557dd3491fe75905e578f4db967393d40d1a8f468edc4d40ac7f2d5944 \
+    --hash=sha256:fd85b0aa88efdb189d6ae2f35f4526943a8f091c38599c9c31478241c819e6a1
     # via aiobotocore
-yarl==1.23.0 \
-    --hash=sha256:03214408cfa590df47728b84c679ae4ef00be2428e11630277be0727eba2d7cc \
-    --hash=sha256:041b1a4cefacf65840b4e295c6985f334ba83c30607441ae3cf206a0eed1a2e4 \
-    --hash=sha256:0793e2bd0cf14234983bbb371591e6bea9e876ddf6896cdcc93450996b0b5c85 \
-    --hash=sha256:0e1fdaa14ef51366d7757b45bde294e95f6c8c049194e793eedb8387c86d5993 \
-    --hash=sha256:0e40111274f340d32ebcc0a5668d54d2b552a6cca84c9475859d364b380e3222 \
-    --hash=sha256:115136c4a426f9da976187d238e84139ff6b51a20839aa6e3720cd1026d768de \
-    --hash=sha256:13a563739ae600a631c36ce096615fe307f131344588b0bc0daec108cdb47b25 \
-    --hash=sha256:16c6994ac35c3e74fb0ae93323bf8b9c2a9088d55946109489667c510a7d010e \
-    --hash=sha256:170e26584b060879e29fac213e4228ef063f39128723807a312e5c7fec28eff2 \
-    --hash=sha256:17235362f580149742739cc3828b80e24029d08cbb9c4bda0242c7b5bc610a8e \
-    --hash=sha256:1932b6b8bba8d0160a9d1078aae5838a66039e8832d41d2992daa9a3a08f7860 \
-    --hash=sha256:1b6b572edd95b4fa8df75de10b04bc81acc87c1c7d16bcdd2035b09d30acc957 \
-    --hash=sha256:1c3a3598a832590c5a3ce56ab5576361b5688c12cb1d39429cf5dba30b510760 \
-    --hash=sha256:1c57676bdedc94cd3bc37724cf6f8cd2779f02f6aba48de45feca073e714fe52 \
-    --hash=sha256:1dc702e42d0684f42d6519c8d581e49c96cefaaab16691f03566d30658ee8788 \
-    --hash=sha256:21d1b7305a71a15b4794b5ff22e8eef96ff4a6d7f9657155e5aa419444b28912 \
-    --hash=sha256:23f371bd662cf44a7630d4d113101eafc0cfa7518a2760d20760b26021454719 \
-    --hash=sha256:2569b67d616eab450d262ca7cb9f9e19d2f718c70a8b88712859359d0ab17035 \
-    --hash=sha256:263cd4f47159c09b8b685890af949195b51d1aa82ba451c5847ca9bc6413c220 \
-    --hash=sha256:2803ed8b21ca47a43da80a6fd1ed3019d30061f7061daa35ac54f63933409412 \
-    --hash=sha256:2a6940a074fb3c48356ed0158a3ca5699c955ee4185b4d7d619be3c327143e05 \
-    --hash=sha256:2e27c8841126e017dd2a054a95771569e6070b9ee1b133366d8b31beb5018a41 \
-    --hash=sha256:31c9921eb8bd12633b41ad27686bbb0b1a2a9b8452bfdf221e34f311e9942ed4 \
-    --hash=sha256:34b6cf500e61c90f305094911f9acc9c86da1a05a7a3f5be9f68817043f486e4 \
-    --hash=sha256:3650dc2480f94f7116c364096bc84b1d602f44224ef7d5c7208425915c0475dd \
-    --hash=sha256:389871e65468400d6283c0308e791a640b5ab5c83bcee02a2f51295f95e09748 \
-    --hash=sha256:39004f0ad156da43e86aa71f44e033de68a44e5a31fc53507b36dd253970054a \
-    --hash=sha256:394906945aa8b19fc14a61cf69743a868bb8c465efe85eee687109cc540b98f4 \
-    --hash=sha256:3ceb13c5c858d01321b5d9bb65e4cf37a92169ea470b70fec6f236b2c9dd7e34 \
-    --hash=sha256:411225bae281f114067578891bc75534cfb3d92a3b4dfef7a6ca78ba354e6069 \
-    --hash=sha256:44bb7bef4ea409384e3f8bc36c063d77ea1b8d4a5b2706956c0d6695f07dcc25 \
-    --hash=sha256:4503053d296bc6e4cbd1fad61cf3b6e33b939886c4f249ba7c78b602214fabe2 \
-    --hash=sha256:4764a6a7588561a9aef92f65bda2c4fb58fe7c675c0883862e6df97559de0bfb \
-    --hash=sha256:4966242ec68afc74c122f8459abd597afd7d8a60dc93d695c1334c5fd25f762f \
-    --hash=sha256:4a42e651629dafb64fd5b0286a3580613702b5809ad3f24934ea87595804f2c5 \
-    --hash=sha256:4a59ba56f340334766f3a4442e0efd0af895fae9e2b204741ef885c446b3a1a8 \
-    --hash=sha256:4c41e021bc6d7affb3364dc1e1e5fa9582b470f283748784bd6ea0558f87f42c \
-    --hash=sha256:5023346c4ee7992febc0068e7593de5fa2bf611848c08404b35ebbb76b1b0512 \
-    --hash=sha256:50f9d8d531dfb767c565f348f33dd5139a6c43f5cbdf3f67da40d54241df93f6 \
-    --hash=sha256:51430653db848d258336cfa0244427b17d12db63d42603a55f0d4546f50f25b5 \
-    --hash=sha256:531ef597132086b6cf96faa7c6c1dcd0361dd5f1694e5cc30375907b9b7d3ea9 \
-    --hash=sha256:53ad387048f6f09a8969631e4de3f1bf70c50e93545d64af4f751b2498755072 \
-    --hash=sha256:53b1ea6ca88ebd4420379c330aea57e258408dd0df9af0992e5de2078dc9f5d5 \
-    --hash=sha256:575aa4405a656e61a540f4a80eaa5260f2a38fff7bfdc4b5f611840d76e9e277 \
-    --hash=sha256:578110dd426f0d209d1509244e6d4a3f1a3e9077655d98c5f22583d63252a08a \
-    --hash=sha256:5ec2f42d41ccbd5df0270d7df31618a8ee267bfa50997f5d720ddba86c4a83a6 \
-    --hash=sha256:5ee586fb17ff8f90c91cf73c6108a434b02d69925f44f5f8e0d7f2f260607eae \
-    --hash=sha256:5f10fd85e4b75967468af655228fbfd212bdf66db1c0d135065ce288982eda26 \
-    --hash=sha256:609d3614d78d74ebe35f54953c5bbd2ac647a7ddb9c30a5d877580f5e86b22f2 \
-    --hash=sha256:62694e275c93d54f7ccedcfef57d42761b2aad5234b6be1f3e3026cae4001cd4 \
-    --hash=sha256:63e92247f383c85ab00dd0091e8c3fa331a96e865459f5ee80353c70a4a42d70 \
-    --hash=sha256:682bae25f0a0dd23a056739f23a134db9f52a63e2afd6bfb37ddc76292bbd723 \
-    --hash=sha256:6b41389c19b07c760c7e427a3462e8ab83c4bb087d127f0e854c706ce1b9215c \
-    --hash=sha256:6e87a6e8735b44816e7db0b2fbc9686932df473c826b0d9743148432e10bb9b9 \
-    --hash=sha256:6f0fd84de0c957b2d280143522c4f91a73aada1923caee763e24a2b3fda9f8a5 \
-    --hash=sha256:70efd20be968c76ece7baa8dafe04c5be06abc57f754d6f36f3741f7aa7a208e \
-    --hash=sha256:71d006bee8397a4a89f469b8deb22469fe7508132d3c17fa6ed871e79832691c \
-    --hash=sha256:73309162a6a571d4cbd3b6a1dcc703c7311843ae0d1578df6f09be4e98df38d4 \
-    --hash=sha256:75e3026ab649bf48f9a10c0134512638725b521340293f202a69b567518d94e0 \
-    --hash=sha256:76855800ac56f878847a09ce6dba727c93ca2d89c9e9d63002d26b916810b0a2 \
-    --hash=sha256:7c6b9461a2a8b47c65eef63bb1c76a4f1c119618ffa99ea79bc5bb1e46c5821b \
-    --hash=sha256:803a3c3ce4acc62eaf01eaca1208dcf0783025ef27572c3336502b9c232005e7 \
-    --hash=sha256:80e6d33a3d42a7549b409f199857b4fb54e2103fc44fb87605b6663b7a7ff750 \
-    --hash=sha256:8419ebd326430d1cbb7efb5292330a2cf39114e82df5cc3d83c9a0d5ebeaf2f2 \
-    --hash=sha256:85610b4f27f69984932a7abbe52703688de3724d9f72bceb1cca667deff27474 \
-    --hash=sha256:85e9beda1f591bc73e77ea1c51965c68e98dafd0fec72cdd745f77d727466716 \
-    --hash=sha256:877b0738624280e34c55680d6054a307aa94f7d52fa0e3034a9cc6e790871da7 \
-    --hash=sha256:88f9fb0116fbfcefcab70f85cf4b74a2b6ce5d199c41345296f49d974ddb4123 \
-    --hash=sha256:8c4fe09e0780c6c3bf2b7d4af02ee2394439d11a523bbcf095cf4747c2932007 \
-    --hash=sha256:93a784271881035ab4406a172edb0faecb6e7d00f4b53dc2f55919d6c9688595 \
-    --hash=sha256:94f8575fbdf81749008d980c17796097e645574a3b8c28ee313931068dad14fe \
-    --hash=sha256:95451e6ce06c3e104556d73b559f5da6c34a069b6b62946d3ad66afcd51642ea \
-    --hash=sha256:99c8a9ed30f4164bc4c14b37a90208836cbf50d4ce2a57c71d0f52c7fb4f7598 \
-    --hash=sha256:9a18d6f9359e45722c064c97464ec883eb0e0366d33eda61cb19a244bf222679 \
-    --hash=sha256:9cbf44c5cb4a7633d078788e1b56387e3d3cf2b8139a3be38040b22d6c3221c8 \
-    --hash=sha256:9ee33b875f0b390564c1fb7bc528abf18c8ee6073b201c6ae8524aca778e2d83 \
-    --hash=sha256:a0e317df055958a0c1e79e5d2aa5a5eaa4a6d05a20d4b0c9c3f48918139c9fc6 \
-    --hash=sha256:a2df6afe50dea8ae15fa34c9f824a3ee958d785fd5d089063d960bae1daa0a3f \
-    --hash=sha256:a31de1613658308efdb21ada98cbc86a97c181aa050ba22a808120bb5be3ab94 \
-    --hash=sha256:a3d2bff8f37f8d0f96c7ec554d16945050d54462d6e95414babaa18bfafc7f51 \
-    --hash=sha256:a41bcf68efd19073376eb8cf948b8d9be0af26256403e512bb18f3966f1f9120 \
-    --hash=sha256:a82836cab5f197a0514235aaf7ffccdc886ccdaa2324bc0aafdd4ae898103039 \
-    --hash=sha256:a8d00f29b42f534cc8aa3931cfe773b13b23e561e10d2b26f27a8d309b0e82a1 \
-    --hash=sha256:aafe5dcfda86c8af00386d7781d4c2181b5011b7be3f2add5e99899ea925df05 \
-    --hash=sha256:ab5f043cb8a2d71c981c09c510da013bc79fd661f5c60139f00dd3c3cc4f2ffb \
-    --hash=sha256:ac09d42f48f80c9ee1635b2fcaa819496a44502737660d3c0f2ade7526d29144 \
-    --hash=sha256:aecfed0b41aa72b7881712c65cf764e39ce2ec352324f5e0837c7048d9e6daaa \
-    --hash=sha256:b2c6b50c7b0464165472b56b42d4c76a7b864597007d9c085e8b63e185cf4a7a \
-    --hash=sha256:b35d13d549077713e4414f927cdc388d62e543987c572baee613bf82f11a4b99 \
-    --hash=sha256:b39cb32a6582750b6cc77bfb3c49c0f8760dc18dc96ec9fb55fbb0f04e08b928 \
-    --hash=sha256:b5405bb8f0e783a988172993cfc627e4d9d00432d6bbac65a923041edacf997d \
-    --hash=sha256:baaf55442359053c7d62f6f8413a62adba3205119bcb6f49594894d8be47e5e3 \
-    --hash=sha256:bd654fad46d8d9e823afbb4f87c79160b5a374ed1ff5bde24e542e6ba8f41434 \
-    --hash=sha256:be61f6fff406ca40e3b1d84716fde398fc08bc63dd96d15f3a14230a0973ed86 \
-    --hash=sha256:bf49a3ae946a87083ef3a34c8f677ae4243f5b824bfc4c69672e72b3d6719d46 \
-    --hash=sha256:c4a80f77dc1acaaa61f0934176fccca7096d9b1ff08c8ba9cddf5ae034a24319 \
-    --hash=sha256:c75eb09e8d55bceb4367e83496ff8ef2bc7ea6960efb38e978e8073ea59ecb67 \
-    --hash=sha256:c7f8dc16c498ff06497c015642333219871effba93e4a2e8604a06264aca5c5c \
-    --hash=sha256:c8aa34a5c864db1087d911a0b902d60d203ea3607d91f615acd3f3108ac32169 \
-    --hash=sha256:cbb0fef01f0c6b38cb0f39b1f78fc90b807e0e3c86a7ff3ce74ad77ce5c7880c \
-    --hash=sha256:cde9a2ecd91668bcb7f077c4966d8ceddb60af01b52e6e3e2680e4cf00ad1a59 \
-    --hash=sha256:cff6d44cb13d39db2663a22b22305d10855efa0fa8015ddeacc40bc59b9d8107 \
-    --hash=sha256:d1009abedb49ae95b136a8904a3f71b342f849ffeced2d3747bf29caeda218c4 \
-    --hash=sha256:d38c1e8231722c4ce40d7593f28d92b5fc72f3e9774fe73d7e800ec32299f63a \
-    --hash=sha256:d53834e23c015ee83a99377db6e5e37d8484f333edb03bd15b4bc312cc7254fb \
-    --hash=sha256:d7504f2b476d21653e4d143f44a175f7f751cd41233525312696c76aa3dbb23f \
-    --hash=sha256:dbf507e9ef5688bada447a24d68b4b58dd389ba93b7afc065a2ba892bea54769 \
-    --hash=sha256:dc52310451fc7c629e13c4e061cbe2dd01684d91f2f8ee2821b083c58bd72432 \
-    --hash=sha256:dd00607bffbf30250fe108065f07453ec124dbf223420f57f5e749b04295e090 \
-    --hash=sha256:dda608c88cf709b1d406bdfcd84d8d63cff7c9e577a403c6108ce8ce9dcc8764 \
-    --hash=sha256:debe9c4f41c32990771be5c22b56f810659f9ddf3d63f67abfdcaa2c6c9c5c1d \
-    --hash=sha256:e09fd068c2e169a7070d83d3bde728a4d48de0549f975290be3c108c02e499b4 \
-    --hash=sha256:e0fd068364a6759bc794459f0a735ab151d11304346332489c7972bacbe9e72b \
-    --hash=sha256:e4c53f8347cd4200f0d70a48ad059cabaf24f5adc6ba08622a23423bc7efa10d \
-    --hash=sha256:e5723c01a56c5028c807c701aa66722916d2747ad737a046853f6c46f4875543 \
-    --hash=sha256:e7b0460976dc75cb87ad9cc1f9899a4b97751e7d4e77ab840fc9b6d377b8fd24 \
-    --hash=sha256:e9d9a4d06d3481eab79803beb4d9bd6f6a8e781ec078ac70d7ef2dcc29d1bea5 \
-    --hash=sha256:ead11956716a940c1abc816b7df3fa2b84d06eaed8832ca32f5c5e058c65506b \
-    --hash=sha256:ed5f69ce7be7902e5c70ea19eb72d20abf7d725ab5d49777d696e32d4fc1811d \
-    --hash=sha256:f2af5c81a1f124609d5f33507082fc3f739959d4719b56877ab1ee7e7b3d602b \
-    --hash=sha256:f40e782d49630ad384db66d4d8b73ff4f1b8955dc12e26b09a3e3af064b3b9d6 \
-    --hash=sha256:f514f6474e04179d3d33175ed3f3e31434d3130d42ec153540d5b157deefd735 \
-    --hash=sha256:f69f57305656a4852f2a7203efc661d8c042e6cc67f7acd97d8667fb448a426e \
-    --hash=sha256:fb1e8b8d66c278b21d13b0a7ca22c41dd757a7c209c6b12c313e445c31dd3b28 \
-    --hash=sha256:fb4948814a2a98e3912505f09c9e7493b1506226afb1f881825368d6fb776ee3 \
-    --hash=sha256:fda207c815b253e34f7e1909840fd14299567b1c0eb4908f8c2ce01a41265401 \
-    --hash=sha256:fe8f8f5e70e6dbdfca9882cd9deaac058729bcf323cf7a58660901e55c9c94f6 \
-    --hash=sha256:fffc45637bcd6538de8b85f51e3df3223e4ad89bccbfca0481c08c7fc8b7ed7d
+yarl==1.24.5 \
+    --hash=sha256:0055afc45e864b92729ac7600e2d102c17bef060647e74bca75fa84d66b9ff36 \
+    --hash=sha256:0465ec8cedc2349b97a6b595ace64084a50c6e839eca40aa0626f38b8350e331 \
+    --hash=sha256:0ebfaffe1a16cb72141c8e09f18cc76856dbe58639f393a4f2b26e474b96b871 \
+    --hash=sha256:16a2f5010280020e90f5330257e6944bc33e73593b136cc5a241e6c1dc292498 \
+    --hash=sha256:17f57620f5475b3c69109376cc87e42a7af5db13c9398e4292772a706ff10780 \
+    --hash=sha256:2120b96872df4a117cde97d270bac96aea7cc52205d305cf4611df694a487027 \
+    --hash=sha256:240cbec09667c1fed4c6cd0060b9ec57332427d7441289a2ed8875dc9fb2b224 \
+    --hash=sha256:24e861e9630e0daddcb9191fb187f60f034e17a4426f8101279f0c475cd74144 \
+    --hash=sha256:2729fcfc4f6a596fb0c50f32090400aa9367774ac296a00387e65098c0befa76 \
+    --hash=sha256:2c1fe720934a16ea8e7146175cba2126f87f54912c8c5435e7f7c7a51ef808d3 \
+    --hash=sha256:2cabe6546e41dabe439999a23fcb5246e0c3b595b4315b96ef755252be90caeb \
+    --hash=sha256:2dbe06fc16bc91502bca713704022182e5729861ae00277c3a23354b40929740 \
+    --hash=sha256:3363fcc96e665878946ad7a106b9a13eac0541766a690ef287c0232ac768b6ec \
+    --hash=sha256:377fe3732edbaf78ee74efdf2c9f49f6e99f20e7f9d2649fda3eb4badd77d76e \
+    --hash=sha256:3ac6aff147deb9c09461b2d4bbdf6256831198f5d8a23f5d37138213090b6d8a \
+    --hash=sha256:3f45789ce415a7ec0820dc4f82925f9b5f7732070be1dec1f5f23ec381435a24 \
+    --hash=sha256:4103b77b8a8225e413107d2349b65eb3c1c52627b5cc5c3c4c1c6a798b218950 \
+    --hash=sha256:4377407001ca3c057773f44d8ddd6358fa5f691407c1ba92210bd3cf8d9e4c95 \
+    --hash=sha256:46c2f213e23a04b93a392942d782eb9e413e6ef6bf7c8c53884e599a5c174dcb \
+    --hash=sha256:47e98aab9d8d82ff682e7b0b5dded33bf138a32b817fcf7fa3b27b2d7c412928 \
+    --hash=sha256:4a36f9becdd4c5c52a20c3e9484128b070b1dcfc8944c006f3a528295a359a9c \
+    --hash=sha256:4af7b7e1be0a69bee8210735fe6dcfc38879adfac6d62e789d53ba432d1ffa41 \
+    --hash=sha256:4d97a951a81039050e45f04e96689b58b8243fa5e62aa14fe67cb6075300885e \
+    --hash=sha256:4db9aecb141cb7a5447171b57aa1ed3a8fee06af40b992ffc31206c0b0121550 \
+    --hash=sha256:53e549287ef628fecba270045c9701b0c564563a9b0577d24a4ec75b8ab8040f \
+    --hash=sha256:56b149b22de33b23b0c6077ab9518c6dcb538ad462e1830e68d06591ccf6e38b \
+    --hash=sha256:570fec8fbd22b032733625f03f10b7ff023bc399213db15e72a7acaef28c2f4e \
+    --hash=sha256:5b8ee53be440a0cffc991a27be3057e0530122548dbe7c0892df08822fce5ede \
+    --hash=sha256:5ba4f78df2bcc19f764a4b26a8a4f5049c110090ad5825993aacb052bf8003ad \
+    --hash=sha256:5c55256dee8f4b27bfbf636c8363383c7c8db7890c7cba5217d7bd5f5f21dab6 \
+    --hash=sha256:5c88e5815a49d289e599f3513aa7fde0bc2092ff188f99c940f007f90f53d104 \
+    --hash=sha256:5fede79c6f73ff2c3ef822864cb1ada23196e62756df53bc6231d351a49516a2 \
+    --hash=sha256:65be18ec59496c13908f02a2472751d9ef840b4f3fb5726f129306bf6a2a7bba \
+    --hash=sha256:66410eb6345d467151934b49bfa70fb32f5b35a6140baa40ad97d6436abea2e9 \
+    --hash=sha256:665b0a2c463cc9423dd647e0bfd9f4ccc9b50f768c55304d5e9f80b177c1de12 \
+    --hash=sha256:6b8536851f9f65e7f00c7a1d49ba7f2be0ffe2c11555367fc9f50d9f842410a1 \
+    --hash=sha256:6c95b17fe34ed802f17e205112e6e10db92275c34fee290aa9bdc55a9c724027 \
+    --hash=sha256:6e73e7fe93f17a7b191f52ec9da9dd8c06a8fe735a1ecbd13b97d1c723bff385 \
+    --hash=sha256:6efbccc3d7f75d5b03105172a8dc86d82ba4da86817952529dd93185f4a88be2 \
+    --hash=sha256:709f1efed56c4a145793c046cd4939f9959bcd818979a787b77d8e09c57a0840 \
+    --hash=sha256:79af890482fc94648e8cde4c68620378f7fef60932710fa17a66abc039244da2 \
+    --hash=sha256:7bcbe0fcf850eae67b6b01749815a4f7161c560a844c769ad7b48fcd99f791c4 \
+    --hash=sha256:7c0494a31a1ac5461a226e7947a9c9b78c44e1dc7185164fa7e9651557a5d9bc \
+    --hash=sha256:7ce27823052e2013b597e0c738b13e7e36b8ccb9400df8959417b052ab0fd92c \
+    --hash=sha256:7f72c74aa99359e27a2ee8d6613fefa28b5f76a983c083074dfc2aaa4ab46213 \
+    --hash=sha256:7fa5e51397466ea7e98de493fa2ff1b8193cfef8a7b0f9b4842f92d342df0dba \
+    --hash=sha256:82632daed195dcc8ea664e8556dc9bdbd671960fb3776bd92806ce05792c2448 \
+    --hash=sha256:82f75e05912e84b7a0fe57075d9c59de3cb352b928330f2eb69b2e1f54c3e1f0 \
+    --hash=sha256:841f0852f48fefea3b12c9dfec00704dfa3aef5215d0e3ce564bb3d7cd8d57c6 \
+    --hash=sha256:874019bd513008b009f58657134e5d0c5e030b3559bd0553976837adf52fe966 \
+    --hash=sha256:88f50c94e21a0a7f14042c015b0eba1881af78562e7bf007e0033e624da59750 \
+    --hash=sha256:89a1bbb58e0e3f7a283653d854b1e95d65e5cfd4af224dac5f02629ec1a3e621 \
+    --hash=sha256:8a6987eaad834cb32dd57d9d582225f0054a5d1af706ccfbbdba735af4927e13 \
+    --hash=sha256:8ac73abdc7ab75610f95a8fd994c6457e87752b02a63987e188f937a1fc180f0 \
+    --hash=sha256:8ccf9aca873b767977c73df497a85dbedee4ee086ae9ae49dc461333b9b79f58 \
+    --hash=sha256:90333fd89b43c0d08ac85f3f1447593fc2c66de18c3d6378d7125ea118dc7a54 \
+    --hash=sha256:92ab3e11448f2ff7bf53c5a26eff0edc086898ec8b21fb154b85839ce1d88075 \
+    --hash=sha256:9335a099ad87287c37fe5d1a982ff392fa5efe5d14b40a730b1ec1d6a41382b4 \
+    --hash=sha256:96d30286dd02679e32a39aa8f0b7498fc847fcda46cfc09df5513e82ce252440 \
+    --hash=sha256:9baafc71b04f8f4bb0703b21d6fc9f0c30b346c636a532ff16ec8491a5ea4b1f \
+    --hash=sha256:9d1216a7f6f77836617dba35687c5b78a4170afc3c3f18fc788f785ba26565c4 \
+    --hash=sha256:9d399bdcfb4a0f659b9b3788bbc89babe63d9a6a65aacdf4d4e7065ff2e6316c \
+    --hash=sha256:9e4e16c73d717c5cf27626c524d0a2e261ad20e46932b2670f64ad5dde23e26f \
+    --hash=sha256:9f4d8cf085a4c6a40fb97ea0f46938a8df43c85d31f9d45e2a8867ea9293790d \
+    --hash=sha256:a33700d13d9b7d84fd10947b09ff69fb9a792e519c8cb9764a3ca70baa6c23a7 \
+    --hash=sha256:a3732e66413163e72508da9eff9ce9d2846fde51fae45d3605393d3e6cd303e9 \
+    --hash=sha256:a4582acf7ef76482f6f511ebaf1946dae7f2e85ec4728b81a678c01df63bd723 \
+    --hash=sha256:a61834fb15d81322d872eaafd333838ae7c9cea84067f232656f75965933d047 \
+    --hash=sha256:a7cff474ab7cd149765bb784cf6d78b32e18e20473fb7bda860bce98ab58e9da \
+    --hash=sha256:a8fe66b8f300da93798025a785a5b90b42f3810dc2b72283ff84a41aaaebc293 \
+    --hash=sha256:a929d878fec099030c292803b31e5d5540a7b6a31e6a3cc76cb4685fc2a2f51b \
+    --hash=sha256:ad5d8201d310b031e6cd839d9bac2d4e5a01533ce5d3d5b50b7de1ef3af1de61 \
+    --hash=sha256:af3aefa655adb5869491fa907e652290386800ae99cc50095cba71e2c6aefdca \
+    --hash=sha256:c0ebc836c47a6477e182169c6a476fc691d12b518894bf7dd2572f0d59f1c7ed \
+    --hash=sha256:c687ed078e145f5fd53a14854beff320e1d2ab76df03e2009c98f39a0f68f39a \
+    --hash=sha256:cbb833ccacdb5519eff9b8b71ee618cc2801c878e77e288775d77c3a2ced858a \
+    --hash=sha256:cf139c02f5f23ef6532040a30ff662c00a318c952334f211046b8e60b7f17688 \
+    --hash=sha256:d46b86567dd4e248c6c159fcbcdcce01e0a5c8a7cd2334a0fff759d0fa075b16 \
+    --hash=sha256:d693396e5aea78db03decd60aec9ece16c9b40ba00a587f089615ff4e718a81d \
+    --hash=sha256:d897129df1a22b12aeed2c2c98df0785a2e8e6e0bde87b389491d0025c187077 \
+    --hash=sha256:daba5e594f06114e37db186efd2dd916609071e59daca901a0a2e71f02b142ce \
+    --hash=sha256:dd625535328fd9882374356269227670189adfcc6a2d90284f323c05862eecbd \
+    --hash=sha256:e006d3a974c4ee19512e5f058abedb6eef36a5e553c14812bdeba1758d812e6d \
+    --hash=sha256:e1ae548a9d901adca07899a4147a7c826bbcc06239d3ce9a59f57886a28a4c88 \
+    --hash=sha256:e2935f8c39e3b03e83519292d78f075189978f3f4adc15a78144c7c8e2a1cba5 \
+    --hash=sha256:e42d75862735da90e7fc5a7b23db0c976f737113a54b3c9777a9b665e9cbff75 \
+    --hash=sha256:e7d42c531243450ef0d4d9c172e7ed6ef052640f195629065041b5add4e058d1 \
+    --hash=sha256:e81b83143bee16329c23db3c1b2d82b29892fcbcb849186d2f6e98a5abe9a57f \
+    --hash=sha256:e8ffa78582120024f476a611d7befc123cee59e47e8309d470cf667d806e613b \
+    --hash=sha256:ebb0ec7f17803063d5aeb982f3b1bd2b2f4e4fae6751226cbd6ba1fcfe9e63ff \
+    --hash=sha256:f08c7513ecef5aad65687bfdf6bc601ae9fccd04a42904501f8f7141abad9eb9 \
+    --hash=sha256:f0a658a6d3fafee5c6f63c58f3e785c8c43c93fbc02bf9f2b6663f8185e0971f \
+    --hash=sha256:f0e466ed7511fe9d459a819edbc6c2585c0b6eabde9fa8a8947552468a7a6ef0 \
+    --hash=sha256:f141474e85b7e54998ec5180530a7cda99ab29e282fa50e0756d89981a9b43c5 \
+    --hash=sha256:f4239bbec5a3577ddb49e4b50aeb32d8e5792098262ae2f63723f916a29b1a25 \
+    --hash=sha256:f540c013589084679a6c7fac07096b10159737918174f5dfc5e11bf5bca4dfe6 \
+    --hash=sha256:f9f3e9c8a9ecffa57bef8fb4fa19e5fa4d2d8307cf6bac5b1fca5e5860f4ba00 \
+    --hash=sha256:fa139875ff98ab97da323cfadfaff08900d1ad42f1b5087b0b812a55c5a06373 \
+    --hash=sha256:fcd3b77e2f17bbe4ca56ec7bcb07992647d19d0b9c05d84886dcd6f9eb810afd \
+    --hash=sha256:fd8c81f346b58f45818d09ea11db69a8d5fd34a224b79871f6d44f12cd7977b1 \
+    --hash=sha256:fe7b7bb170daccbba19ad33012d2b15f1e7942296fd4d45fc1b79013da8cc0f2 \
+    --hash=sha256:ff330d3c30db4eb6b01d79e29d2d0b407a7ecad39cfd9ec993ece57396a2ec0d \
+    --hash=sha256:ff405d91509d88e8d44129cd87b18d70acd1f0c1aeabd7bc3c46792b1fe2acba \
+    --hash=sha256:ffcd54362564dc1a30fb74d8b8a6e5a6b11ebd5e27266adc3b7427a21a6c9104
     # via aiohttp
+
+httpx-sse==0.4.0 \
+    --hash=sha256:1e81a3a3070ce322add1d3529ed42eb5f70817f45ed6ec915ab753f961139721 \
+    --hash=sha256:f329af6eae57eaa2bdfd962b42524764af68075ea87370a2de920af5341e318f
+    # via mcp
diff --git a/sdk/python/requirements/py3.12-minimal-sdist-requirements-build.txt b/sdk/python/requirements/py3.12-minimal-sdist-requirements-build.txt
index ae10670be7c..c08740883fb 100644
--- a/sdk/python/requirements/py3.12-minimal-sdist-requirements-build.txt
+++ b/sdk/python/requirements/py3.12-minimal-sdist-requirements-build.txt
@@ -4,95 +4,147 @@
 #
 #    pybuild-deps compile --generate-hashes --output-file=sdk/python/requirements/py3.12-minimal-sdist-requirements-build.txt sdk/python/requirements/py3.12-minimal-sdist-requirements.txt
 #
+ast-serialize==0.6.0 \
+    --hash=sha256:0067b25fce104eaae5b88383de9ab803faeb671831e14ca698b771b356e2600f \
+    --hash=sha256:085de7f62dc9cc247eb01e965a362707d1d90b1d89a82c5bf78301a60a3c417b \
+    --hash=sha256:093cb8bb91b720d8523580498d031791bb1bbaa048599c3d21085d380e11a596 \
+    --hash=sha256:113b58346f9ceb664352032770caca817d4a3c86f611c6088e6ef65ddaa70f0e \
+    --hash=sha256:13b7769970a39983b0adf2f38917b1cd3b8946f76df045756c3d741bc689f089 \
+    --hash=sha256:2d947e45cafc4b09bd7528917fa84c517654a43de173c79785574b7b3068ac24 \
+    --hash=sha256:305802f2ce2a7c4e87835078ea85c58b586ddda8095b92fe2ead9364ae19c80a \
+    --hash=sha256:32ef62ec34cf6be20ad77d4799556638fbdf187f3ae10698dfb20ef9f2c89516 \
+    --hash=sha256:3ae22a366b752ab4496191525b78b097b5b72d531752e3c1dd7e383a8f2c8a1a \
+    --hash=sha256:4d6ef91590258ada18909b9caea344dac4de2013906b035473cd674a43f4b790 \
+    --hash=sha256:4ed29121da8b3fdc291002801a1de0f76248fa07dce89157a5f277842cf6126e \
+    --hash=sha256:5337cb256dcea3df9288205213d1601581536526b8f4da44b6974f1180f3252a \
+    --hash=sha256:577a6c189068686869f5f1ddc38363f3ae1808a4753b577266f9202071a7bb66 \
+    --hash=sha256:6e15ec740436e1a0d62de848641abe5f3a2f89a7f94907d534795ac91bbacf14 \
+    --hash=sha256:6f7a408601bb3edaefb3bc67a4c01f5235e3253653b6a5729a2ee2382b35341c \
+    --hash=sha256:82c312a7844d2fdeb4d5c48bd3d215bf940dafd4704e1a9bcf252a99010a99b1 \
+    --hash=sha256:8670bfa51208a2c0c8d138928e40e998fab158f9200d53bb80c088b5b8eda7b8 \
+    --hash=sha256:897ac47b5637be41c0c07061c8a912fafa967ef1dc73fa115e4bfa70882a093b \
+    --hash=sha256:9f8a8b78b13173de6a9ec22111d9be674874cd5bdccda04f14ae5ebc2bef403a \
+    --hash=sha256:a14191beec7e0c078d2fc1f6edc0aee88bcd4db9f18e1bc9f8052b559c22dddc \
+    --hash=sha256:a4826809eb8597a8cd59fd924b6d7c285b8969a1e0007e2cb652cab62376270f \
+    --hash=sha256:a7520b672827885bafeae7501f684d14d47d17e5f45256f9df547686cca52264 \
+    --hash=sha256:aadd3ffcf4858c9726bf3515f7b199c7eadbe504f96028e4a87172c0da65a8fe \
+    --hash=sha256:b1dac4e09d341c1300ba69cdcbe62867b32a8c75d90db9bf4d083bec3b039f0b \
+    --hash=sha256:c4af9a1386166e40ed01464991806f89038a2d89782576c7774876fa77034e32 \
+    --hash=sha256:c617417f9cbb0cb144f6283c3cbe0d2e0f01beaf9f608f662b21191058a626ec \
+    --hash=sha256:c7b8b8f0c42f752ea00b2b7d7c090b3f80d9c1c5c75cadf16423790a0cc74081 \
+    --hash=sha256:c901adbd750029b9ac4ad3d6aa56853e0ad4875119fbf52b7b8298afc223828b \
+    --hash=sha256:ccd132fe8db56f61fe743b1f644d01b8d65b83248a8da506f3132bda86d6ed5e \
+    --hash=sha256:cd5b91b9e6f2356ace3a556963b0cd783b395fbbb0bb17b4defc283415466e77 \
+    --hash=sha256:cdc4e6f930b9090c2f92c9036ad12ffb8e6e44d4a5ba06f1458a05d60f203f7b \
+    --hash=sha256:dcbed41e9386059fc0261d602445ede0976c2ecec2939688bcbcb9ed0b6f28b7 \
+    --hash=sha256:e61580a69faf47e3689795367ed211f2a10fd741478cc0f36a0f128793360aad \
+    --hash=sha256:f2ff3baffc3a29c1f15bc9098aa0c09763410262d5e6cef42116f7356c184554
+    # via mypy
 calver==2025.3.31 \
     --hash=sha256:07511edf5e7fa75ae97445c8c5921240e0fe62937289a3ebe6963eddd3c691b6 \
     --hash=sha256:255d1a70bba8f97dc1eee3af4240ed35980508da69257feef94c79e5c6545fc7
     # via trove-classifiers
-cffi==2.0.0 \
-    --hash=sha256:00bdf7acc5f795150faa6957054fbbca2439db2f775ce831222b66f192f03beb \
-    --hash=sha256:07b271772c100085dd28b74fa0cd81c8fb1a3ba18b21e03d7c27f3436a10606b \
-    --hash=sha256:087067fa8953339c723661eda6b54bc98c5625757ea62e95eb4898ad5e776e9f \
-    --hash=sha256:0a1527a803f0a659de1af2e1fd700213caba79377e27e4693648c2923da066f9 \
-    --hash=sha256:0cf2d91ecc3fcc0625c2c530fe004f82c110405f101548512cce44322fa8ac44 \
-    --hash=sha256:0f6084a0ea23d05d20c3edcda20c3d006f9b6f3fefeac38f59262e10cef47ee2 \
-    --hash=sha256:12873ca6cb9b0f0d3a0da705d6086fe911591737a59f28b7936bdfed27c0d47c \
-    --hash=sha256:19f705ada2530c1167abacb171925dd886168931e0a7b78f5bffcae5c6b5be75 \
-    --hash=sha256:1cd13c99ce269b3ed80b417dcd591415d3372bcac067009b6e0f59c7d4015e65 \
-    --hash=sha256:1e3a615586f05fc4065a8b22b8152f0c1b00cdbc60596d187c2a74f9e3036e4e \
-    --hash=sha256:1f72fb8906754ac8a2cc3f9f5aaa298070652a0ffae577e0ea9bd480dc3c931a \
-    --hash=sha256:1fc9ea04857caf665289b7a75923f2c6ed559b8298a1b8c49e59f7dd95c8481e \
-    --hash=sha256:203a48d1fb583fc7d78a4c6655692963b860a417c0528492a6bc21f1aaefab25 \
-    --hash=sha256:2081580ebb843f759b9f617314a24ed5738c51d2aee65d31e02f6f7a2b97707a \
-    --hash=sha256:21d1152871b019407d8ac3985f6775c079416c282e431a4da6afe7aefd2bccbe \
-    --hash=sha256:24b6f81f1983e6df8db3adc38562c83f7d4a0c36162885ec7f7b77c7dcbec97b \
-    --hash=sha256:256f80b80ca3853f90c21b23ee78cd008713787b1b1e93eae9f3d6a7134abd91 \
-    --hash=sha256:28a3a209b96630bca57cce802da70c266eb08c6e97e5afd61a75611ee6c64592 \
-    --hash=sha256:2c8f814d84194c9ea681642fd164267891702542f028a15fc97d4674b6206187 \
-    --hash=sha256:2de9a304e27f7596cd03d16f1b7c72219bd944e99cc52b84d0145aefb07cbd3c \
-    --hash=sha256:38100abb9d1b1435bc4cc340bb4489635dc2f0da7456590877030c9b3d40b0c1 \
-    --hash=sha256:3925dd22fa2b7699ed2617149842d2e6adde22b262fcbfada50e3d195e4b3a94 \
-    --hash=sha256:3e17ed538242334bf70832644a32a7aae3d83b57567f9fd60a26257e992b79ba \
-    --hash=sha256:3e837e369566884707ddaf85fc1744b47575005c0a229de3327f8f9a20f4efeb \
-    --hash=sha256:3f4d46d8b35698056ec29bca21546e1551a205058ae1a181d871e278b0b28165 \
-    --hash=sha256:44d1b5909021139fe36001ae048dbdde8214afa20200eda0f64c068cac5d5529 \
-    --hash=sha256:45d5e886156860dc35862657e1494b9bae8dfa63bf56796f2fb56e1679fc0bca \
-    --hash=sha256:4647afc2f90d1ddd33441e5b0e85b16b12ddec4fca55f0d9671fef036ecca27c \
-    --hash=sha256:4671d9dd5ec934cb9a73e7ee9676f9362aba54f7f34910956b84d727b0d73fb6 \
-    --hash=sha256:53f77cbe57044e88bbd5ed26ac1d0514d2acf0591dd6bb02a3ae37f76811b80c \
-    --hash=sha256:5eda85d6d1879e692d546a078b44251cdd08dd1cfb98dfb77b670c97cee49ea0 \
-    --hash=sha256:5fed36fccc0612a53f1d4d9a816b50a36702c28a2aa880cb8a122b3466638743 \
-    --hash=sha256:61d028e90346df14fedc3d1e5441df818d095f3b87d286825dfcbd6459b7ef63 \
-    --hash=sha256:66f011380d0e49ed280c789fbd08ff0d40968ee7b665575489afa95c98196ab5 \
-    --hash=sha256:6824f87845e3396029f3820c206e459ccc91760e8fa24422f8b0c3d1731cbec5 \
-    --hash=sha256:6c6c373cfc5c83a975506110d17457138c8c63016b563cc9ed6e056a82f13ce4 \
-    --hash=sha256:6d02d6655b0e54f54c4ef0b94eb6be0607b70853c45ce98bd278dc7de718be5d \
-    --hash=sha256:6d50360be4546678fc1b79ffe7a66265e28667840010348dd69a314145807a1b \
-    --hash=sha256:730cacb21e1bdff3ce90babf007d0a0917cc3e6492f336c2f0134101e0944f93 \
-    --hash=sha256:737fe7d37e1a1bffe70bd5754ea763a62a066dc5913ca57e957824b72a85e205 \
-    --hash=sha256:74a03b9698e198d47562765773b4a8309919089150a0bb17d829ad7b44b60d27 \
-    --hash=sha256:7553fb2090d71822f02c629afe6042c299edf91ba1bf94951165613553984512 \
-    --hash=sha256:7a66c7204d8869299919db4d5069a82f1561581af12b11b3c9f48c584eb8743d \
-    --hash=sha256:7cc09976e8b56f8cebd752f7113ad07752461f48a58cbba644139015ac24954c \
-    --hash=sha256:81afed14892743bbe14dacb9e36d9e0e504cd204e0b165062c488942b9718037 \
-    --hash=sha256:8941aaadaf67246224cee8c3803777eed332a19d909b47e29c9842ef1e79ac26 \
-    --hash=sha256:89472c9762729b5ae1ad974b777416bfda4ac5642423fa93bd57a09204712322 \
-    --hash=sha256:8ea985900c5c95ce9db1745f7933eeef5d314f0565b27625d9a10ec9881e1bfb \
-    --hash=sha256:8eca2a813c1cb7ad4fb74d368c2ffbbb4789d377ee5bb8df98373c2cc0dee76c \
-    --hash=sha256:92b68146a71df78564e4ef48af17551a5ddd142e5190cdf2c5624d0c3ff5b2e8 \
-    --hash=sha256:9332088d75dc3241c702d852d4671613136d90fa6881da7d770a483fd05248b4 \
-    --hash=sha256:94698a9c5f91f9d138526b48fe26a199609544591f859c870d477351dc7b2414 \
-    --hash=sha256:9a67fc9e8eb39039280526379fb3a70023d77caec1852002b4da7e8b270c4dd9 \
-    --hash=sha256:9de40a7b0323d889cf8d23d1ef214f565ab154443c42737dfe52ff82cf857664 \
-    --hash=sha256:a05d0c237b3349096d3981b727493e22147f934b20f6f125a3eba8f994bec4a9 \
-    --hash=sha256:afb8db5439b81cf9c9d0c80404b60c3cc9c3add93e114dcae767f1477cb53775 \
-    --hash=sha256:b18a3ed7d5b3bd8d9ef7a8cb226502c6bf8308df1525e1cc676c3680e7176739 \
-    --hash=sha256:b1e74d11748e7e98e2f426ab176d4ed720a64412b6a15054378afdb71e0f37dc \
-    --hash=sha256:b21e08af67b8a103c71a250401c78d5e0893beff75e28c53c98f4de42f774062 \
-    --hash=sha256:b4c854ef3adc177950a8dfc81a86f5115d2abd545751a304c5bcf2c2c7283cfe \
-    --hash=sha256:b882b3df248017dba09d6b16defe9b5c407fe32fc7c65a9c69798e6175601be9 \
-    --hash=sha256:baf5215e0ab74c16e2dd324e8ec067ef59e41125d3eade2b863d294fd5035c92 \
-    --hash=sha256:c649e3a33450ec82378822b3dad03cc228b8f5963c0c12fc3b1e0ab940f768a5 \
-    --hash=sha256:c654de545946e0db659b3400168c9ad31b5d29593291482c43e3564effbcee13 \
-    --hash=sha256:c6638687455baf640e37344fe26d37c404db8b80d037c3d29f58fe8d1c3b194d \
-    --hash=sha256:c8d3b5532fc71b7a77c09192b4a5a200ea992702734a2e9279a37f2478236f26 \
-    --hash=sha256:cb527a79772e5ef98fb1d700678fe031e353e765d1ca2d409c92263c6d43e09f \
-    --hash=sha256:cf364028c016c03078a23b503f02058f1814320a56ad535686f90565636a9495 \
-    --hash=sha256:d48a880098c96020b02d5a1f7d9251308510ce8858940e6fa99ece33f610838b \
-    --hash=sha256:d68b6cef7827e8641e8ef16f4494edda8b36104d79773a334beaa1e3521430f6 \
-    --hash=sha256:d9b29c1f0ae438d5ee9acb31cadee00a58c46cc9c0b2f9038c6b0b3470877a8c \
-    --hash=sha256:d9b97165e8aed9272a6bb17c01e3cc5871a594a446ebedc996e2397a1c1ea8ef \
-    --hash=sha256:da68248800ad6320861f129cd9c1bf96ca849a2771a59e0344e88681905916f5 \
-    --hash=sha256:da902562c3e9c550df360bfa53c035b2f241fed6d9aef119048073680ace4a18 \
-    --hash=sha256:dbd5c7a25a7cb98f5ca55d258b103a2054f859a46ae11aaf23134f9cc0d356ad \
-    --hash=sha256:dd4f05f54a52fb558f1ba9f528228066954fee3ebe629fc1660d874d040ae5a3 \
-    --hash=sha256:de8dad4425a6ca6e4e5e297b27b5c824ecc7581910bf9aee86cb6835e6812aa7 \
-    --hash=sha256:e11e82b744887154b182fd3e7e8512418446501191994dbf9c9fc1f32cc8efd5 \
-    --hash=sha256:e6e73b9e02893c764e7e8d5bb5ce277f1a009cd5243f8228f75f842bf937c534 \
-    --hash=sha256:f73b96c41e3b2adedc34a7356e64c8eb96e03a3782b535e043a986276ce12a49 \
-    --hash=sha256:f93fd8e5c8c0a4aa1f424d6173f14a892044054871c771f8566e4008eaa359d2 \
-    --hash=sha256:fc33c5141b55ed366cfaad382df24fe7dcbc686de5be719b207bb248e3053dc5 \
-    --hash=sha256:fc7de24befaeae77ba923797c7c87834c73648a05a4bde34b3b7e5588973a453 \
-    --hash=sha256:fe562eb1a64e67dd297ccc4f5addea2501664954f2692b69a76449ec7913ecbf
+cffi==2.1.0 \
+    --hash=sha256:02cb7ff33ded4f1532476731f89ede53e2e488a8e6205515a82144246ffa7dcc \
+    --hash=sha256:03e9810d18c646077e501f661b682fbf5dee4676048527ca3cffe66faa9960dd \
+    --hash=sha256:0520e1f4c35f44e209cbbb421b67eec42e6a157f59444dfb6058874ff3610e5d \
+    --hash=sha256:0582a58f3051372229ca8e7f5f589f9e5632678208d8636fea3676711fdf7fe5 \
+    --hash=sha256:0611e7ebf90573a535ebdc33ae9da222d037853983e13359f580fab781ca017f \
+    --hash=sha256:0a42c688d19fca6e095a53c6a6e2295a5b050a8b289f109adab02a9e61a25de6 \
+    --hash=sha256:0a96b74cda968eebbad56d973efe5098974f0a9fb323865bf99ea1fd24e3e64c \
+    --hash=sha256:10537b1df4967ca26d21e5072d7d54188354483b91dc75058968d3f0cf13fbda \
+    --hash=sha256:11b3fb55f4f8ad92274ed26705f65d8f91457de71f5380061eb6d125a768fecd \
+    --hash=sha256:15faec4adfff450819f3aee0e2e02c812de6edb88203aa58807955db2003472a \
+    --hash=sha256:164bff1657b2a74f0b6d54e11c9b375bc97b931f2ca9c43fcf875838da1570dd \
+    --hash=sha256:1854b724d00f6654c742097d5387569021be12d3a0f770eae1df8f8acfcc6acd \
+    --hash=sha256:19c54ac121cad98450b4896fa9a43ee0180d57bc4bc911a33db6cab1efab6cd3 \
+    --hash=sha256:1b96bfe2c4bd825681b7d311ad6d9b7280a091f43e8f63da5729638083cd3bfb \
+    --hash=sha256:1e9f50d192a3e525b15a75ab5114e442d83d657b7ec29182a991bc9a88fd3a66 \
+    --hash=sha256:1ff3456eab0d889592d1936d6125bbfbc7ae4d3354a700f8bd80450a66445d4d \
+    --hash=sha256:2282cd5e38aa8accd03e99d1256af8411c84cdbee6a89d841b563fdbd1f3e50f \
+    --hash=sha256:276f20fffd7b396e12516ba8edf9509210ac248cbbc5acbc39cd512f9f59ebe6 \
+    --hash=sha256:2b71d409cccee78310ab5dec549aed052aaea483346e282c7b02362596e01bb0 \
+    --hash=sha256:2e9dabb9abcb7ad15938c7196ad5c1718a4e6d33cc79b4c0209bdb64c4a54a5c \
+    --hash=sha256:30b65779d598c370374fefabf138d456fd6f3216bfa7bedfab1ba82025b0cd93 \
+    --hash=sha256:33eb1ad83ebe8f313e0df035c406227d55a79456704a863fad9842136af5ad7d \
+    --hash=sha256:35aaea0c7ee0e58a5cd8c2fd1a48fdf7ece0d2699b7ecdda08194e9ce5dd9b3d \
+    --hash=sha256:3681e031db29958a7502f5c0c9d6bbc4c36cb20f7b104086fa642d1799631ff8 \
+    --hash=sha256:379de10ce1ba048b1448599d1b37b24caee16309d1ac98d3982fc997f768700b \
+    --hash=sha256:37f525a7e7e50c017fdebe58b787be310ad59357ae43a053943a6e1a6c526001 \
+    --hash=sha256:3b926723c13eba9f81d2ef3820d63aeceec3b2d4639906047bf675cb8a7a500d \
+    --hash=sha256:3d7f118b5adbfdfead90c25822690b02bc8074fba949bb7858bec4ebd55adb43 \
+    --hash=sha256:46b1c8db8f6122420f32d02fffb924c2fe9bc772d228c7c711748fff56aabb2b \
+    --hash=sha256:47ff3a8bfd8cb9da1af7524b965127095055654c177fcfc7578debcb015eecd0 \
+    --hash=sha256:4d433a51f1870e43a13b6732f92aaf540ff77c2015097c78556f75a2d6c030e0 \
+    --hash=sha256:4f26194e3d95e06501b942642855aed4f953d55e95d7d01b7c4483db3ecff458 \
+    --hash=sha256:510aeeeac94811b138077451da1fb18b308a5feab47dd2b603af55804155e1c8 \
+    --hash=sha256:5972433ad71a9e46516584ef60a0fda12d9dc459938d1539c3ddecf9bdc1368d \
+    --hash=sha256:5ecbd0499275d57506d397eebe1981cee87b47fcd9ef5c22cab7ed7644a39a94 \
+    --hash=sha256:6274dcb2d15cef48daa73ed1be5a40d501d74dccd0cd6db364776d12cb6ba022 \
+    --hash=sha256:63960549e4f8dc41e31accb97b975abaecfc44c03e396c093a6436763c2ea7db \
+    --hash=sha256:64c753a0f87a256020004f37a1c8c02c480e725f910f0b2a0f3f07debd1b2479 \
+    --hash=sha256:6af371f3767faeffc6ac1ef57cdfd25844403e9d3f476c5537caee499de96376 \
+    --hash=sha256:6ca4919c6e4f89aa99c42510b42cf54596892c00b3f9077f6bdd1505e24b9c8d \
+    --hash=sha256:6d194185eabd279f1c05ebe3504265ddfc5ad2b58d0714f7db9f01da592e9eb6 \
+    --hash=sha256:702c436735fbe99d59ada02a1f65cfc0d31c0ee8b7290912f8fbc5cd1e4b16c3 \
+    --hash=sha256:716ff8ec22f20b4d988b12884086bcef0fc99737043e503f7a3935a6be99b1ea \
+    --hash=sha256:762f99479dcb369f60ab9017ad4ab97a36a1dd7c1ee5a3b15db0f4b8659120cd \
+    --hash=sha256:7762faa47e8ff7eb80bd261d9a7d8eea2d8baa69de5e95b70c1f338bbe712f02 \
+    --hash=sha256:78474632761faa0fb96f30b1c928c84ebcf68713cbb80d15bab09dfe61640fde \
+    --hash=sha256:799416bae98336e400981ff6e532d67d5c709cfb30afb79865a1315f94b0e224 \
+    --hash=sha256:7d034dcffa09e9a46c93fa3a3be402096cb5354ac6e41ab8e5cc9cd8b642ad76 \
+    --hash=sha256:7d28dff1db6764108bc30788d85d61c876beff416d9a49cb9dd7c5a9f34f5804 \
+    --hash=sha256:7d3538f9c0e50670f4deb93dbb696576e60590369cae2faf7de681e597a8a1f1 \
+    --hash=sha256:7d5980a3433d4b71a5e120f9dd551403d7824e31e2e67124fe2769c404c06913 \
+    --hash=sha256:7ea6b3e2c4250ff1de21c630fe72d0f63eb95c2c32ffbf64a358cf4a8836d714 \
+    --hash=sha256:86cf8755a791f72c85dc287128cc62d4f24d392e3f1e15837245623f4a33cccc \
+    --hash=sha256:88023dfe18799507b73f1dbb0d14326a17465de1bc9c9c7655c22845e9ddc3a2 \
+    --hash=sha256:89095c1968b4ba8285840e131bf2891b09ae137fe2146905acae0354fbce1b5e \
+    --hash=sha256:8d35c139744adb3e727cd51b1a18324bbe44b8bd41bf8322bca4d41289f48eda \
+    --hash=sha256:8e74a6135550c4748af665b1b1118b6aab33b1fc6a16f9aff630af107c3b4512 \
+    --hash=sha256:8f9ec95b8a043d3dfbc74d9abc6f7baf524dd27a8dc160b0a32ff9cdab650c28 \
+    --hash=sha256:90bec57cf82089383bd06a605b3eb8daebf7e5a668520beaf6e327a83a947699 \
+    --hash=sha256:95f2954c2c9473d892eca6e0409f3568b37ab62a8eedb122461f73cc273476e3 \
+    --hash=sha256:961be50688f7fba2fa65f63712d3b9b341a22311f5253460ce933f52f0de1c8c \
+    --hash=sha256:98fff996e983a36d3aa2eca83af40c5821202e7e6f32d13ae94e3d2286f10cfe \
+    --hash=sha256:9b8f0f26ca4e7513c534d351eca551947d053fac438f2a04ac96d882909b0d3a \
+    --hash=sha256:9d72af0cf10a76a600a9690078fe31c63b9588c8e86bf9fd353f713c84b5db0f \
+    --hash=sha256:9d8272c0e483b024e1b9ad029821470ed8ec65631dbd90217469da0e7cd89f1c \
+    --hash=sha256:a016194dbe13d14ee9556e734b772d8d67b947092b268d757fd4290e3ba2dfc2 \
+    --hash=sha256:a5781494d4d400a3f47f8f1da94b324f6e6b440a53387774002890a2a2f4b50f \
+    --hash=sha256:a95b05f9baf29b91171b3a8bd2020b028835243e7b0ff6bb23e2a3c228518b1b \
+    --hash=sha256:aa7a1b53a2a4452ada2d1b5dade9960b2522f1e61293a811a077439e39029565 \
+    --hash=sha256:ac0f1a2d0cfa7eea3f2aaf006ab6e70e8feeb16b75d65b7e5939982ca2f11056 \
+    --hash=sha256:af5e2915d41fe6c961694d7bfdc8562942638200f3ce2765dfb8b745cf997629 \
+    --hash=sha256:b6422532152adf4e59b110cb2808cee7a033800952f5c036b4af047ee43199e7 \
+    --hash=sha256:b65f590ef2a44640f9a05dbb548a429b4ade77913ce683ac8b1480777658a6c0 \
+    --hash=sha256:ba00f661f8ba35d075c937174e27c2c421cec3942fd2e0ea3e66996757c0fdd9 \
+    --hash=sha256:bccbbb5ee76a61f9d99b5bf3846a51d7fca4b6a732fe46f89295610edaf41853 \
+    --hash=sha256:bf01d8c84cbea96b944c73b22182e6c7c432b3475632b8111dbfdc95ddad6e13 \
+    --hash=sha256:bf5c6cf48238b0eb4c086978c492ad1cbc22373fc5b2d7353b3a598ce6db887a \
+    --hash=sha256:c16914df9fb7f500e440e6875fa23ff5e0b31db01fa9c06af98d59a91f0dc2e4 \
+    --hash=sha256:c351efb95e832a853a29361675f33a7ce53de1a109cd73fd47af0712213aa4ce \
+    --hash=sha256:c4165821e131d6d4ca444347c2b694e2311bcfa3fe5a861cc72968f28867beac \
+    --hash=sha256:c5f5df567f6eb216de69be06ce55c8b714090fae02b18a3b40da8163b8c5fa9c \
+    --hash=sha256:c941bb58d5a6e1c3892d86e42927ed6c180302f07e6d395d08c416e594b98b46 \
+    --hash=sha256:c97f080ea627e2863524c5af3836e2270b5f5dfff1f104392b959f8df0c5d384 \
+    --hash=sha256:cb96698e3c7413d906ce83f8ffd245ec1bd94707541f299d0ce4d6b0193e982b \
+    --hash=sha256:cbb7640ce37159548d2147b5b8c241f962143d4c71231431820783f4dc78f210 \
+    --hash=sha256:cdf2448aab5f661c9315308ec8b93f4e8a1a67a3c733f8631067a2b67d5913dc \
+    --hash=sha256:d2117334c3af3bdcb9a88522b844a2bdb5efdc4f71c6c822df55486ae1c3347a \
+    --hash=sha256:d53d10f7da99ae46f7373b9150393e9c5eab9b224909982b43832668de4779f5 \
+    --hash=sha256:d9fafc5aa2e2a39aaf7f8cc0c1f044a9b07fca12e558dca53a3cc5c654ad67a7 \
+    --hash=sha256:db3eb7d46527159a878ec3460e9d40615bc25ba337d477db681aea6e4f05c5d2 \
+    --hash=sha256:dbf7c7a88e2bac086f06d14577332760bdeecc42bdec8ac4077f6260557d9326 \
+    --hash=sha256:df2b82571a1b30f58a87bf4e5a9e78d2b1eff6c6ce8fd3aa3757221f93f0863f \
+    --hash=sha256:df92f2aba50eb4d96718b68ef76f2e57a57b54f2fa62333496d16c6d585a85ca \
+    --hash=sha256:eb4e8997a49aa2c08a3e43c9045d224448b8941d88e7ac163c7d383e560cbf98 \
+    --hash=sha256:efc1cdd798b1aaf39b4610bba7aad28c9bea9b910f25c784ccf9ec1fa719d1f9 \
+    --hash=sha256:f146d154428a2523f9cc7936c02353c2459b8f6cf07d3cd1ee1c0a611109c5d5 \
+    --hash=sha256:f5bce581e6b8c235e566a14768a943b172ada3ed73537bb0c0be1edee312d4e7 \
+    --hash=sha256:f9912624a0c0b834b7520d7769b3644453aabc0a7e1c839da7359f050750e9bc \
+    --hash=sha256:fb62edb5bb52cca65fab91a63afa7561607120d26090a7e8fda6fb9f064726da \
+    --hash=sha256:ff067a8d8d880e7809e4ac88eb009bb848870115317b306666502ccad30b147f
     # via cryptography
 cython==3.0.12 \
     --hash=sha256:0038c9bae46c459669390e53a1ec115f8096b2e4647ae007ff1bf4e6dee92806 \
@@ -165,46 +217,110 @@ cython==3.0.12 \
     #   pyyaml
     #   snowflake-connector-python
     #   sqlalchemy
-cython==3.2.4 \
-    --hash=sha256:02cb0cc0f23b9874ad262d7d2b9560aed9c7e2df07b49b920bda6f2cc9cb505e \
-    --hash=sha256:03893c88299a2c868bb741ba6513357acd104e7c42265809fd58dce1456a36fc \
-    --hash=sha256:14dae483ca2838b287085ff98bc206abd7a597b7bb16939a092f8e84d9062842 \
-    --hash=sha256:1a64a112a34ec719b47c01395647e54fb4cf088a511613f9a3a5196694e8e382 \
-    --hash=sha256:28b1e363b024c4b8dcf52ff68125e635cb9cb4b0ba997d628f25e32543a71103 \
-    --hash=sha256:28e8075087a59756f2d059273184b8b639fe0f16cf17470bd91c39921bc154e0 \
-    --hash=sha256:2b1f12c0e4798293d2754e73cd6f35fa5bbdf072bdc14bc6fc442c059ef2d290 \
-    --hash=sha256:31a90b4a2c47bb6d56baeb926948348ec968e932c1ae2c53239164e3e8880ccf \
-    --hash=sha256:35ab0632186057406ec729374c737c37051d2eacad9d515d94e5a3b3e58a9b02 \
-    --hash=sha256:36bf3f5eb56d5281aafabecbaa6ed288bc11db87547bba4e1e52943ae6961ccf \
-    --hash=sha256:3b6e58f73a69230218d5381817850ce6d0da5bb7e87eb7d528c7027cbba40b06 \
-    --hash=sha256:3b8e62049afef9da931d55de82d8f46c9a147313b69d5ff6af6e9121d545ce7a \
-    --hash=sha256:55b6c44cd30821f0b25220ceba6fe636ede48981d2a41b9bbfe3c7902ce44ea7 \
-    --hash=sha256:55eb425c0baf1c8a46aa4424bc35b709db22f3c8a1de33adb3ecb8a3d54ea42a \
-    --hash=sha256:64d7f71be3dd6d6d4a4c575bb3a4674ea06d1e1e5e4cd1b9882a2bc40ed3c4c9 \
-    --hash=sha256:67922c9de058a0bfb72d2e75222c52d09395614108c68a76d9800f150296ddb3 \
-    --hash=sha256:6d5267f22b6451eb1e2e1b88f6f78a2c9c8733a6ddefd4520d3968d26b824581 \
-    --hash=sha256:72e6c0bbd978e2678b45351395f6825b9b8466095402eae293f4f7a73e9a3e85 \
-    --hash=sha256:732fc93bc33ae4b14f6afaca663b916c2fdd5dcbfad7114e17fb2434eeaea45c \
-    --hash=sha256:767b143704bdd08a563153448955935844e53b852e54afdc552b43902ed1e235 \
-    --hash=sha256:83266c356c13c68ffe658b4905279c993d8a5337bb0160fa90c8a3e297ea9a2e \
-    --hash=sha256:84226ecd313b233da27dc2eb3601b4f222b8209c3a7216d8733b031da1dc64e6 \
-    --hash=sha256:869487ea41d004f8b92171f42271fbfadb1ec03bede3158705d16cd570d6b891 \
-    --hash=sha256:90f43be4eaa6afd58ce20d970bb1657a3627c44e1760630b82aa256ba74b4acb \
-    --hash=sha256:983f9d2bb8a896e16fa68f2b37866ded35fa980195eefe62f764ddc5f9f5ef8e \
-    --hash=sha256:b362819d155fff1482575e804e43e3a8825332d32baa15245f4642022664a3f4 \
-    --hash=sha256:b84d4e3c875915545f77c88dba65ad3741afd2431e5cdee6c9a20cefe6905647 \
-    --hash=sha256:ca2399dc75796b785f74fb85c938254fa10c80272004d573c455f9123eceed86 \
-    --hash=sha256:ca578c9cb872c7ecffbe14815dc4590a003bc13339e90b2633540c7e1a252839 \
-    --hash=sha256:d4b4fd5332ab093131fa6172e8362f16adef3eac3179fd24bbdc392531cb82fa \
-    --hash=sha256:e3b5ac54e95f034bc7fb07313996d27cbf71abc17b229b186c1540942d2dc28e \
-    --hash=sha256:e65e4773021f8dc8532010b4fbebe782c77f9a0817e93886e518c93bd6a44e9d \
-    --hash=sha256:e71efb20048358a6b8ec604a0532961c50c067b5e63e345e2e359fff72feaee8 \
-    --hash=sha256:f136f379a4a54246facd0eb6f1ee15c3837cb314ce87b677582ec014db4c6845 \
-    --hash=sha256:f583cad7a7eed109f0babb5035e92d0c1260598f53add626a8568b57246b62c3 \
-    --hash=sha256:f81eda419b5ada7b197bbc3c5f4494090e3884521ffd75a3876c93fbf66c9ca8 \
-    --hash=sha256:f8d685a70bce39acc1d62ec3916d9b724b5ef665b0ce25ae55e1c85ee09747fc \
-    --hash=sha256:fdfdd753ad7e18e5092b413e9f542e8d28b8a08203126090e1c15f7783b7fe57 \
-    --hash=sha256:ff9af2134c05e3734064808db95b4dd7341a39af06e8945d05ea358e1741aaed
+cython==3.1.1 \
+    --hash=sha256:011cdcbf7725f0cfc1abc55ec83d326e788050711272131daf3cc24a19c34bb2 \
+    --hash=sha256:020089f9c9f10269181f17660a2cada7d4577bd8eea24b7d2b14e6b64b6996be \
+    --hash=sha256:07621e044f332d18139df2ccfcc930151fd323c2f61a58c82f304cffc9eb5280 \
+    --hash=sha256:0de7adff5b42d2556d073e9f321c2faa639a17fb195ec1de130327f60ec209d8 \
+    --hash=sha256:0e3ccec55e2a534a712db14c6617b66f65ad149c014fad518fc3920f6edde770 \
+    --hash=sha256:0f7954b0b4b3302655d3caa6924261de5907a4e129bc22ace52fe9ae0cd5a758 \
+    --hash=sha256:10f0434916994fe213ea7749268b88d77e3ebcbd1b99542cf64bb7d180f45470 \
+    --hash=sha256:12e00b88147b03c148a95365f89dc1c45a0fc52f9c35aa75ff770ef65b615839 \
+    --hash=sha256:141ffd6279411c562f6b707adc56b63e965a4fd7f21db83f5d4fcbd8c50ac546 \
+    --hash=sha256:16d9870654946375b28280371d370d541641d1071da123d0d64d2c7ebba0cc56 \
+    --hash=sha256:23b886a6c8a50b1101ccef2f2f3dc9c699b77633ef5bb5007090226c2ad3f9c2 \
+    --hash=sha256:24c640c0746d984789fe2787a098f06cda456ef2dd78b90164d17884b350839a \
+    --hash=sha256:263cb0e497910fb5e0a361ad1393b6d728b092178afecc56e8a786f3739960c3 \
+    --hash=sha256:268420b92307ae6c5a16e3cf0e2ba1ae3c861650e992893922a0ce08db07cfdb \
+    --hash=sha256:28b174f41718a7041cfbe0f48913020875ff1aaa4793942b2451ac6d2baf3f07 \
+    --hash=sha256:307f216ed319ea07644f2ef9974406c830f01bc8e677e2147e9bfcdf9e3ca8ad \
+    --hash=sha256:3192a61c2a532d3faccdff508bc8427de9530b587888218bfc0226eb33a84e11 \
+    --hash=sha256:3fa4bd840de63509c74867b4b092541720a01db1e07351206011c34e0777dc96 \
+    --hash=sha256:402f86c00b08f875cd0990f0c4dc52eb3e0bc5d630066cdf3c798631976f1937 \
+    --hash=sha256:40f50b07c479eaf33981d81cad274c68cf9fb81dbe79cbf991f59491c88a4705 \
+    --hash=sha256:426d78565eb91d3366569b20e92b8f14bffef5f57b2acd05b60bbb9ce5c056a1 \
+    --hash=sha256:505ccd413669d5132a53834d792c707974248088c4f60c497deb1b416e366397 \
+    --hash=sha256:50ad80e2f438e9127a87c10927e6ac16a987df39c248b19ab2cd31330129be3c \
+    --hash=sha256:54a8934cb3bf13b1f8f6cbdae8e382e25a26e67de08ea6ebfd0a467131b67227 \
+    --hash=sha256:56c6768a6f601f93daab7c2487f9f110548a896a91e00a6e119445ada2575323 \
+    --hash=sha256:64915259276482fa23417b284d1fdc7e3a618ee2f819bb6ea7f974c075633df6 \
+    --hash=sha256:689c1aad373556bd2ab1aa1c2dad8939a2891465a1fbd2cbbdd42b488fb40ec8 \
+    --hash=sha256:6ea77ad1e649cec38f8622ba28dcdfbe7bf519bc132abbcf5df759b3975b5a73 \
+    --hash=sha256:7489559e6c5ecbba49d535c2e03cf77c2594a3190b6aca7da5b508ba1664a89a \
+    --hash=sha256:755a991601b27dd3555310d0f95b19a05e622a80d7b4e7a91fa6f5f3ef3f3b80 \
+    --hash=sha256:7da069ca769903c5dee56c5f7ab47b2b7b91030eee48912630db5f4f3ec5954a \
+    --hash=sha256:7e5cad896af896482240979b996bf4136b0d18dc40c56c72c5641bf0ea085dfb \
+    --hash=sha256:7fff6526bb6f4eea615663117b86de6ede0d17c477b600d3d8302be3502bd3c3 \
+    --hash=sha256:83b2af5c327f7da4f08afc34fddfaf6d24fa0c000b6b70a527c8125e493b6080 \
+    --hash=sha256:873aac4ac0b0fb197557c0ac15458b780b9221daa4a716881cbd1a9016c8459f \
+    --hash=sha256:8aaa29e763adf3496ab9d371e3caed8da5d3ce5ff8fb57433e2a2f2b5036e5c8 \
+    --hash=sha256:953046c190fa9ab9a09a546a909b847cdbb4c1fe34e9bfa4a15b6ee1585a86aa \
+    --hash=sha256:9b61b99205308c96b1162de59bd67ecadcad3d166a4a1f03a3d9e826c39cd375 \
+    --hash=sha256:9d7dc0e4d0cd491fac679a61e9ede348c64ca449f99a284f9a01851aa1dbc7f6 \
+    --hash=sha256:a19188ecd385cdc649e3fec370f38d5fd7f1651aeed0b3fb403180f38fc88e8a \
+    --hash=sha256:a585796939b09b3205b1980e4a55e745c0251e45a5c637afbcac3c6cc9ad6f90 \
+    --hash=sha256:a92f6bd395eadea6eed722a8188d3bdd49db1c9fa3c38710456d6148ab71bad7 \
+    --hash=sha256:ab644415458d782c16ba7252de9cec1e3125371641cafea2e53a8c1cf85dd58d \
+    --hash=sha256:af8f62cc9339b75fe8434325083e6a7cae88c9c21efd74bbb6ba4e3623219469 \
+    --hash=sha256:b181158b5761bdaf40f6854f016ab7ddff64d3db4fca55cb3ca0f73813dd76d6 \
+    --hash=sha256:b194a65a0fd91f305d2d1e7010f44111774a28533e1e44dd2a76e7de81a219b9 \
+    --hash=sha256:b68f1bc80387554eb43f2b62795c173bed9e37201f39dc5084ac437c90a79c9f \
+    --hash=sha256:c360823e1063784efc2335617e0f28573d7a594c5a8a05d85e850a9621cccb1f \
+    --hash=sha256:c5cb6c054daadaf01a88c8f49f3edd9e829c9b76a82cbb4269e3f9878254540b \
+    --hash=sha256:c740a10cd0f50321d048c8ca318eefb4c42b8bffef982dcd89c946d374192702 \
+    --hash=sha256:c8b8be01fd40b3e38a76c60a524f956548a3a7566e5530a833a48a695f3d6c12 \
+    --hash=sha256:cb5661941707bd41ec7a9c273d698113ac50392444f785088e9d9706c6a5937b \
+    --hash=sha256:cd748fab8e4426dbcb2e0fa2979558333934d24365e0de5672fbabfe337d880c \
+    --hash=sha256:cdf53dc4b2a13bd072d6c2c18ac073dbf0f798555bc27ba4f7546a275eb16a0f \
+    --hash=sha256:ce82070ccf92c3599d331b9eaaefd9d4562976fb86a8d6bccf05c4a0b8389f2a \
+    --hash=sha256:d14186bd96783d13b8fd0e5b289f2e137a8a25479638b73a1c7e4a99a8d70753 \
+    --hash=sha256:dee554f0a589377bdaea0eb70e212bf3f35dc6a51a2aa86c9351345e21fd2f07 \
+    --hash=sha256:dfa500fd7ae95ca152a5f8062b870532fa3e27efcef6d00612e1f28b9f72615f \
+    --hash=sha256:dff0e7dd53a0ca35b64cda843253d5cac944db26663dc097b3a1adf2c49514ad \
+    --hash=sha256:e000f0533eedf3d6dfbe30bb3c58a054c58f0a7778390342fa577a0dc47adab3 \
+    --hash=sha256:e851ab66a31794e40df1bc6f649cdc56c998c637f5a1b9410c97a90f6b6cb855 \
+    --hash=sha256:fd689910002adfac8734f237cdea1573e38345f27ed7fd445482813b65a29457
+    # via grpcio
+cython==3.2.9 \
+    --hash=sha256:114b2dee0fa1daa48a59574d848da0ff1b6bdb725a755e9b92fad14962e1ff8d \
+    --hash=sha256:1c2974742433be5c36ae1df1e761ce0063753fc2702316d5a3062b0a4e94a1df \
+    --hash=sha256:23e80bc885c599e72072e18d0746df82d394b73100c1e153cda7359e6e59fe09 \
+    --hash=sha256:2751b7c0cb13135aadcc1cc8fe223be98d458cd1132611d31675e768a5e4a2e9 \
+    --hash=sha256:2b1756ddc3bc0cd4341a515fc420c3e25e13c249f5537159b3fb0bff8d19e55c \
+    --hash=sha256:41637c644d7224d2d3170ee312077c2173693f0d4a0da1c82a0cffa3680a42dc \
+    --hash=sha256:44b7fc417933d65bf31bce00337ff318efa3ea59daed21d10fe842d41e657c08 \
+    --hash=sha256:4b1fd5a9c03f72a18618668a8e90d569442ed742f910e3ad003dcc9348e9598b \
+    --hash=sha256:4b871ad97dd7fb1cbf56f6238c54423febd310afc1d9d9bc70c69c89b7ce57fc \
+    --hash=sha256:522e277c29ebee304e73f3a78307549d09908b0c63098421a12dffc8d779fd74 \
+    --hash=sha256:56d95c0674c25f281c6ae8f1d17bd425d6c2818bb304ff781831bb5d00d04b0b \
+    --hash=sha256:57a6a78d14f7dd7d6062d9bca694e2a8c1c14113b6ceceea076abcd1161fdc5a \
+    --hash=sha256:61d4abbf84f77c8d19361d05d9f51d65d8d95e74f736eae55fa1aed8a1430469 \
+    --hash=sha256:63a42e131112072f912b66734088abc946c6bc42cb7454461a6dfdd2d09d3bae \
+    --hash=sha256:681980fcc82b346ac83bc7d59e68ca1eba74ed9576f5d8584761d0c6c68c45d0 \
+    --hash=sha256:788ea800618d20158166d09f60835aab50922ae1cfe3108c93fa72e173b7002d \
+    --hash=sha256:7c534d782757710e39f3c9582214d7a28a0d68c86e78ee3df1d729cbc270e133 \
+    --hash=sha256:7d41baea51ea00f9237f75af498577827493bca5e9b45bbd4e351543727e589a \
+    --hash=sha256:8c843dd85857cd0d0da055489f448d032866120cfb094ce16205a1ff54d06353 \
+    --hash=sha256:92989da161a7d18a7ad4baebc49289b2b77556d5a94916f90140ba26aecf6892 \
+    --hash=sha256:944dc8747f640b3527649c566a5fc75ee0c15e80642ea2fdae4fe6378e1a9d4a \
+    --hash=sha256:9d3cba9c4770cf76370fead8d2ae71bc474f3ef67ae4119e455d025726bcdc1c \
+    --hash=sha256:a2b0e87f6b80790c929308ca0831d686f7a180feab684fe8cd4a4380bd96aaca \
+    --hash=sha256:a3fc783d12202d1b064b6f125772d85f00e36e62eee6b2e415f56d8fd2d2e7b2 \
+    --hash=sha256:a5cd9c5f138cb052130b40ad3b6976d2180c35348410995812678f4636bd8f94 \
+    --hash=sha256:c6d4a92a87d238231564b5cbf27a8d1e46b7e62040c66b5ff33778a16b22295e \
+    --hash=sha256:cac792b0bde1c86d8f832e513cd061b7e682181cc5a6d843d487e6c8ae9d5fcb \
+    --hash=sha256:ccb0bc6b8437cfcb04459a02bc5ecc58bf161ea11659438945ab5a1392ee39fe \
+    --hash=sha256:d15c4d4ba8a3ad284124384f769465bfba45512aaa4c81caea8a165f79fc042a \
+    --hash=sha256:d249c9022ab13286b17bd66f30609e800c5f95efeecb06168990c7a66cecde6c \
+    --hash=sha256:ddb43637b7749b88644df4319e1c36f767e7fb71a92bb9942558c8de2f1cc5f4 \
+    --hash=sha256:e75ec625d8f8781ced690b7a2f5c2d138067711cf24bb8fb68c872c30c2fefe5 \
+    --hash=sha256:e8ec2d5a7b798c84d6779e7ca5318fd928b8fe9dd021106d714dc2e77cdc7555 \
+    --hash=sha256:e9b6ebc6c74b4318eaa4e51e520dc8b95ebc7b262953c3ecb24131104681f14e \
+    --hash=sha256:e9c39962f749bd40c6e8c5063d498bd3749947888306ffedb99a0cab3a69f995 \
+    --hash=sha256:efd54fe07f808e7e82f6a04f370457ca02e770c948f0e2f83345ccc7ec8bb829 \
+    --hash=sha256:f25b402a6f1eed34af2af57603a9aadcf594dacaced1655e925eb317fba3f337 \
+    --hash=sha256:f2fe4bc1b8fa4130563b94a3614db9ea17e92a455bed00e6a5d03eaff434b33c \
+    --hash=sha256:f815cd3387bd88ca9eeabc357ce4bdf884eef0ab2949db0fbd5e0b69fe5ee422
     # via
     #   pyarrow
     #   uvloop
@@ -244,23 +360,18 @@ flit-core==3.12.0 \
     #   sphinxcontrib-qthelp
     #   sphinxcontrib-serializinghtml
     #   tomli
+    #   truststore
     #   typing-extensions
     #   wheel
-gitdb==4.0.12 \
-    --hash=sha256:5ef71f855d191a3326fcfbc0d5da835f26b13fbcba60c32c21091c349ffdb571 \
-    --hash=sha256:67073e15955400952c6565cc3e707c554a4eea2e428946f7a4c162fab9bd9bcf
-    # via gitpython
-gitpython==3.1.49 \
-    --hash=sha256:024b0422d7f84d15cd794844e029ffebd4c5d42a7eb9b936b458697ef550a02c \
-    --hash=sha256:42f9399c9eb33fc581014bedd76049dfbaf6375aa2a5754575966387280315e1
-    # via pymilvus
 hatch-fancy-pypi-readme==25.1.0 \
     --hash=sha256:9c58ed3dff90d51f43414ce37009ad1d5b0f08ffc9fc216998a06380f01c0045 \
     --hash=sha256:ce0134c40d63d874ac48f48ccc678b8f3b62b8e50e9318520d2bffc752eedaf3
     # via
     #   attrs
     #   httpcore
+    #   httpcore2
     #   httpx
+    #   httpx2
     #   jsonschema
     #   pydantic
 hatch-vcs==0.4.0 \
@@ -280,9 +391,9 @@ hatch-vcs==0.5.0 \
     # via
     #   filelock
     #   platformdirs
-hatchling==1.29.0 \
-    --hash=sha256:50af9343281f34785fab12da82e445ed987a6efb34fd8c2fc0f6e6630dbcc1b0 \
-    --hash=sha256:793c31816d952cee405b83488ce001c719f325d9cda69f1fc4cd750527640ea6
+hatchling==1.31.0 \
+    --hash=sha256:6b48ad4068a482ed7239b3a8215bc55b47aad3345d58dfc94e553c5d2d46211b \
+    --hash=sha256:aac80bec8b6fe35e8480f1c335be8910fa210a0e6f735a139be205dadcacb544
     # via
     #   annotated-types
     #   atpublic
@@ -296,11 +407,15 @@ hatchling==1.29.0 \
     #   hatch-fancy-pypi-readme
     #   hatch-vcs
     #   httpcore
+    #   httpcore2
     #   httpx
+    #   httpx2
     #   ibis-framework
     #   jsonschema
     #   jsonschema-specifications
     #   mcp
+    #   mcp-types
+    #   opentelemetry-api
     #   platformdirs
     #   pyarrow-hotfix
     #   pydantic
@@ -387,97 +502,99 @@ libcst==1.8.6 \
     --hash=sha256:f729c37c9317126da9475bdd06a7208eb52fcbd180a6341648b45a56b4ba708b \
     --hash=sha256:fea5c7fa26556eedf277d4f72779c5ede45ac3018650721edd77fd37ccd4a2d4
     # via pyarrow
-librt==0.9.0 \
-    --hash=sha256:07cf11f769831186eeac424376e6189f20ace4f7263e2134bdb9757340d84d4d \
-    --hash=sha256:0a09c2f5869649101738653a9b7ab70cf045a1105ac66cbb8f4055e61df78f2d \
-    --hash=sha256:0a1be03168b2691ba61927e299b352a6315189199ca18a57b733f86cb3cc8d38 \
-    --hash=sha256:0b73e4266307e51c95e09c0750b7ec383c561d2e97d58e473f6f6a209952fbb8 \
-    --hash=sha256:15cb151e52a044f06e54ac7f7b47adbfc89b5c8e2b63e1175a9d587c43e8942a \
-    --hash=sha256:194fc1a32e1e21fe809d38b5faea66cc65eaa00217c8901fbdb99866938adbdb \
-    --hash=sha256:1bf465d1e5b0a27713862441f6467b5ab76385f4ecf8f1f3a44f8aa3c695b4b6 \
-    --hash=sha256:1c587494461ebd42229d0f1739f3aa34237dd9980623ecf1be8d3bcba79f4499 \
-    --hash=sha256:224b9727eb8bc188bc3bcf29d969dba0cd61b01d9bac80c41575520cc4baabb2 \
-    --hash=sha256:22a904cbdb678f7cb348c90d543d3c52f581663d687992fee47fd566dcbf5285 \
-    --hash=sha256:2b8f5d00b49818f4e2b1667db994488b045835e0ac16fe2f924f3871bd2b8ac5 \
-    --hash=sha256:2c3786f0f4490a5cd87f1ed6cefae833ad6b1060d52044ce0434a2e85893afd0 \
-    --hash=sha256:2d03fa4fd277a7974c1978c92c374c57f44edeee163d147b477b143446ad1bf6 \
-    --hash=sha256:2f8e12706dcb8ff6b3ed57514a19e45c49ad00bcd423e87b2b2e4b5f64578443 \
-    --hash=sha256:3be322a15ee5e70b93b7a59cfd074614f22cc8c9ff18bd27f474e79137ea8d3b \
-    --hash=sha256:3cc2917258e131ae5f958a4d872e07555b51cb7466a43433218061c74ef33745 \
-    --hash=sha256:3f05d145df35dca5056a8bc3838e940efebd893a54b3e19b2dda39ceaa299bcb \
-    --hash=sha256:3fe56e80badb66fdcde06bef81bbaa5bfcf6fbd7aefb86222d9e369c38c6b228 \
-    --hash=sha256:42ff8a962554c350d4a83cf47d9b7b78b0e6ff7943e87df7cdfc97c07f3c016f \
-    --hash=sha256:451daa98463b7695b0a30aa56bf637831ea559e7b8101ac2ef6382e8eb15e29c \
-    --hash=sha256:465814ab157986acb9dfa5ccd7df944be5eefc0d08d31ec6e8d88bc71251d845 \
-    --hash=sha256:4c4d0440a3a8e31d962340c3e1cc3fc9ee7febd34c8d8f770d06adb947779ea5 \
-    --hash=sha256:4e3dda8345307fd7306db0ed0cb109a63a2c85ba780eb9dc2d09b2049a931f9c \
-    --hash=sha256:5093043afb226ecfa1400120d1ebd4442b4f99977783e4f4f7248879009b227f \
-    --hash=sha256:5112c2fb7c2eefefaeaf5c97fec81343ef44ee86a30dcfaa8223822fba6467b4 \
-    --hash=sha256:527b5b820b47a09e09829051452bb0d1dd2122261254e2a6f674d12f1d793d54 \
-    --hash=sha256:54d412e47c21b85865676ed0724e37a89e9593c2eee1e7367adf85bfad56ffb1 \
-    --hash=sha256:56d65b583cf43b8cf4c8fbe1e1da20fa3076cc32a1149a141507af1062718236 \
-    --hash=sha256:5ca8e133d799c948db2ab1afc081c333a825b5540475164726dcbf73537e5c2f \
-    --hash=sha256:603138ee838ee1583f1b960b62d5d0007845c5c423feb68e44648b1359014e27 \
-    --hash=sha256:63c12efcd160e1d14da11af0c46c0217473e1e0d2ae1acbccc83f561ea4c2a7b \
-    --hash=sha256:657f8ba7b9eaaa82759a104137aed2a3ef7bc46ccfd43e0d89b04005b3e0a4cc \
-    --hash=sha256:66b58fed90a545328e80d575467244de3741e088c1af928f0b489ebec3ef3858 \
-    --hash=sha256:6788207daa0c19955d2b668f3294a368d19f67d9b5f274553fd073c1260cbb9f \
-    --hash=sha256:703f4ae36d6240bfe24f542bac784c7e4194ec49c3ba5a994d02891649e2d85b \
-    --hash=sha256:7202bdcac47d3a708271c4304a474a8605a4a9a4a709e954bf2d3241140aa938 \
-    --hash=sha256:756775d25ec8345b837ab52effee3ad2f3b2dfd6bbee3e3f029c517bd5d8f05a \
-    --hash=sha256:78042f6facfd98ecb25e9829c7e37cce23363d9d7c83bc5f72702c5059eb082b \
-    --hash=sha256:789fff71757facc0738e8d89e3b84e4f0251c1c975e85e81b152cdaca927cc2d \
-    --hash=sha256:7bc30ad339f4e1a01d4917d645e522a0bc0030644d8973f6346397c93ba1503f \
-    --hash=sha256:7d429bdd4ac0ab17c8e4a8af0ed2a7440b16eba474909ab357131018fe8c7e71 \
-    --hash=sha256:7d5c8a5929ac325729f6119802070b561f4db793dffc45e9ac750992a4ed4d22 \
-    --hash=sha256:7e6274fd33fc5b2a14d41c9119629d3ff395849d8bcbc80cf637d9e8d2034da8 \
-    --hash=sha256:80b25c7b570a86c03b5da69e665809deb39265476e8e21d96a9328f9762f9990 \
-    --hash=sha256:81107843ed1836874b46b310f9b1816abcb89912af627868522461c3b7333c0f \
-    --hash=sha256:8494cfc61e03542f2d381e71804990b3931175a29b9278fdb4a5459948778dc2 \
-    --hash=sha256:850d6d03177e52700af605fd60db7f37dcb89782049a149674d1a9649c2138fd \
-    --hash=sha256:8c6bc1384d9738781cfd41d09ad7f6e8af13cfea2c75ece6bd6d2566cdea2076 \
-    --hash=sha256:90904fac73c478f4b83f4ed96c99c8208b75e6f9a8a1910548f69a00f1eaa671 \
-    --hash=sha256:90e6d5420fc8a300518d4d2288154ff45005e920425c22cbbfe8330f3f754bd9 \
-    --hash=sha256:928bd06eca2c2bbf4349e5b817f837509b0604342e65a502de1d50a7570afd15 \
-    --hash=sha256:9b3e3bc363f71bda1639a4ee593cb78f7fbfeacc73411ec0d4c92f00730010a4 \
-    --hash=sha256:9edcc35d1cae9fd5320171b1a838c7da8a5c968af31e82ecc3dff30b4be0957f \
-    --hash=sha256:9fcb461fbf70654a52a7cc670e606f04449e2374c199b1825f754e16dacfedd8 \
-    --hash=sha256:a0951822531e7aee6e0dfb556b30d5ee36bbe234faf60c20a16c01be3530869d \
-    --hash=sha256:a361c9434a64d70a7dbb771d1de302c0cc9f13c0bffe1cf7e642152814b35265 \
-    --hash=sha256:a4b25c6c25cac5d0d9d6d6da855195b254e0021e513e0249f0e3b444dc6e0e61 \
-    --hash=sha256:a5af136bfba820d592f86c67affcef9b3ff4d4360ac3255e341e964489b48519 \
-    --hash=sha256:a81eea9b999b985e4bacc650c4312805ea7008fd5e45e1bf221310176a7bcb3a \
-    --hash=sha256:a9c63e04d003bc0fb6a03b348018b9a3002f98268200e22cc80f146beac5dc40 \
-    --hash=sha256:aa95738a68cedd3a6f5492feddc513e2e166b50602958139e47bbdd82da0f5a7 \
-    --hash=sha256:b0a2040f801406b93657a70b72fa12311063a319fee72ce98e1524da7200171f \
-    --hash=sha256:b8bd70d5d816566a580d193326912f4a76ec2d28a97dc4cd4cc831c0af8e330e \
-    --hash=sha256:b8da9f8035bb417770b1e1610526d87ad4fc58a2804dc4d79c53f6d2cf5a6eb9 \
-    --hash=sha256:bc5518873822d2faa8ebdd2c1a4d7c8ef47b01a058495ab7924cb65bdbf5fc9a \
-    --hash=sha256:c0d620e74897f8c2613b3c4e2e9c1e422eb46d2ddd07df540784d44117836af3 \
-    --hash=sha256:c2640e23d2b7c98796f123ffd95cf2022c7777aa8a4a3b98b36c570d37e85eee \
-    --hash=sha256:c81aef782380f0f13ead670aae01825eb653b44b046aa0e5ebbb79f76ed4aa11 \
-    --hash=sha256:d4d16b608a1c43d7e33142099a75cd93af482dadce0bf82421e91cad077157f4 \
-    --hash=sha256:d69fc39e627908f4c03297d5a88d9284b73f4d90b424461e32e8c2485e21c283 \
-    --hash=sha256:d9da80e5b04acce03ced8ba6479a71c2a2edf535c2acc0d09c80d2f80f3bad15 \
-    --hash=sha256:dd2c7e082b0b92e1baa4da28163a808672485617bc855cc22a2fd06978fa9084 \
-    --hash=sha256:de7dac64e3eb832ffc7b840eb8f52f76420cde1b845be51b2a0f6b870890645e \
-    --hash=sha256:e0785c2fb4a81e1aece366aa3e2e039f4a4d7d21aaaded5227d7f3c703427882 \
-    --hash=sha256:e306d956cfa027fe041585f02a1602c32bfa6bb8ebea4899d373383295a6c62f \
-    --hash=sha256:e78fb7419e07d98c2af4b8567b72b3eaf8cb05caad642e9963465569c8b2d87e \
-    --hash=sha256:e9002e98dcb1c0a66723592520decd86238ddcef168b37ff6cfb559200b4b774 \
-    --hash=sha256:e94cbc6ad9a6aeea46d775cbb11f361022f778a9cc8cc90af653d3a594b057ce \
-    --hash=sha256:eea1b54943475f51698f85fa230c65ccac769f1e603b981be060ac5763d90927 \
-    --hash=sha256:f100bfe2acf8a3689af9d0cc660d89f17286c9c795f9f18f7b62dd1a6b247ae6 \
-    --hash=sha256:f162af66a2ed3f7d1d161a82ca584efd15acd9c1cff190a373458c32f7d42118 \
-    --hash=sha256:f24b90b0e0c8cc9491fb1693ae91fe17cb7963153a1946395acdbdd5818429a4 \
-    --hash=sha256:f29b68cd9714531672db62cc54f6e8ff981900f824d13fa0e00749189e13778e \
-    --hash=sha256:f38bc489037eca88d6ebefc9c4d41a4e07c8e8b4de5188a9e6d290273ad7ebb1 \
-    --hash=sha256:f3fd278f5e6bf7c75ccd6d12344eb686cc020712683363b66f46ac79d37c799f \
-    --hash=sha256:f4003f70c56a5addd6aa0897f200dd59afd3bf7bcd5b3cce46dd21f925743bc2 \
-    --hash=sha256:f48c963a76d71b9d7927eb817b543d0dccd52ab6648b99d37bd54f4cd475d856 \
-    --hash=sha256:f819e0c6413e259a17a7c0d49f97f405abadd3c2a316a3b46c6440b7dbbedbb1 \
-    --hash=sha256:fc5758e2b7a56532dc33e3c544d78cbaa9ecf0a0f2a2da2df882c1d6b99a317f \
-    --hash=sha256:fcbdf2a9ca24e87bbebb47f1fe34e531ef06f104f98c9ccfc953a3f3344c567a
+librt==0.13.0 \
+    --hash=sha256:05d96b80b95d3a2721b619f8982b8558848b04875bb4772fd54842b59f61dd97 \
+    --hash=sha256:0763ca2ab66058174f9dee426dc64f5e0a89c24a7df8d3fe3f1836c04e25de4b \
+    --hash=sha256:091b60a4d2174fc1ec5c34cdc0b72efb6224753d76b7da61ebeab7a191aec8bd \
+    --hash=sha256:0b795f5fc70fbbb787ceaf79bb3a0d627bcc33c53de51741755263ec406b775a \
+    --hash=sha256:0d38604854e8d22faadf683ec6c02bb0f886e2ba56ef981a1c36ee275f21ea22 \
+    --hash=sha256:109b84a9edf69ad89dc1f66358659e14a031baca95e3e5b0060bd903ede8efd6 \
+    --hash=sha256:1304368a3e7ffc3e9db986796cc5326fdb5943a3567ecc137cff318e4240c0e7 \
+    --hash=sha256:17221a7569f8f292aa0014226e48aa25b8c2b08da18088cd230953d0ea0f9cd1 \
+    --hash=sha256:1b5a7bbff495baedbd9b916c367d66854008f8f3b575908ded477c499dc60082 \
+    --hash=sha256:1ce61b3746545029d4f5c17d6bd74b676254ad98433086c846ffb5e8fa73f007 \
+    --hash=sha256:1d2a610c14ac0d0750ee0a3ab8548e83155258387891caaca04def4bf7289781 \
+    --hash=sha256:21b7ac084f701a9cdff6139745a6620579d65a9379ac2d9d50a86368b109e63c \
+    --hash=sha256:22034924f5b42d5a56371cf271771bfeaabf235a7a8b6264bef2d20013f786c6 \
+    --hash=sha256:25218d94b1d2cbc0ba1d8a3f9dc9af578d9646e5ed16443a70cde1dfdcce6d71 \
+    --hash=sha256:2608d3b39f9e0b4a66a130d9150c615cba40a5090d25eeeaa225e0e46de8c0ac \
+    --hash=sha256:260c33e92263fa629b4f6d3c51967a1c2158fe6c33237aaa3ebeac586b085259 \
+    --hash=sha256:2e56ea4ee4df77585a6b5c138f6538680886024fa559f5b55bd14b12e98e67b2 \
+    --hash=sha256:2f281549a4c52ac7bb97997f14353f8bd0e53a34ca0dad1c905cfd0b4a58ae99 \
+    --hash=sha256:301067672387902c55f94b51d5022304b36c966ea9fe1f21caab99a9bef487c9 \
+    --hash=sha256:30536798f4504c0fad0885b1d371b0539abb081e4570c9d7c641cb51141b49f0 \
+    --hash=sha256:32c26893cd085c1efe83219e78d866da23fb20a066101b8f68210004361d224c \
+    --hash=sha256:34bc7938b9fdf14fe32a406c19c71faf894c5cee7e7474bd0be2f17200b82d14 \
+    --hash=sha256:34e47058fcc69a313293d6dee94216a4f30c929ae6f2476e58c5ba635aa639d5 \
+    --hash=sha256:3657346f867469e962549435aa05fd15330b1d6a92829f8e27988e194382d005 \
+    --hash=sha256:36b306a623aaad96fe4b378692b54f9c0789fccd833b9851753d5fbf6138cfde \
+    --hash=sha256:371f7ce73026815dafd51c50ce38416e91428b28c4b2ec97cd39271164b0045c \
+    --hash=sha256:375f5af8f99cbaa99dd293af986e3d57caabc9ba81a5d3f021603764854197a1 \
+    --hash=sha256:387e2f1d27e89bffe0d3f520f0da0662c973fd607ca16c1808f8a5085419485e \
+    --hash=sha256:3aaedf52171bee90860704c560bc798fe83b76247df47568e0197e9b13c735a0 \
+    --hash=sha256:3dbb2a31882456cadc7053378e81ad7ed7693db4ac9f98ab5f81ef034aa8ec9f \
+    --hash=sha256:4000d961ff9598ac6ea603c6c836a5ed49bc205ade5fc378b998dfe1e2c36628 \
+    --hash=sha256:40ccd13c252d3fe473ffc8a57be7565abc8b64cf1b108344c859d5164f7f3e0c \
+    --hash=sha256:46c330e82565962c761dbce7941be2cff7db674ee807455a8d0cadc5f9b759b0 \
+    --hash=sha256:4f6db193d2e5e0ed60359b9a5a682cd67205d0d3b1e459a867dd4b5c4e7eaa7a \
+    --hash=sha256:531b2df3e9fe96b1fcf73a6d165921e4656be5f58d631d384ebce344298368db \
+    --hash=sha256:54dab44a847d5ad1acd05c8a83fe518ae685516ecf4d3f7cc6e3df2a66767650 \
+    --hash=sha256:5929da1981a46bcf4b28b1b9499905f0ff58e2419da402a048234e9783acbc4b \
+    --hash=sha256:5f31b0aa13c9b04370d4da6be1ab7779776b3a075cceb6747a39a4be85fe1e40 \
+    --hash=sha256:5fdcf34f86de8fb66d7dc7589f96ba91c4aa46671200d400e6fd6f109a483f18 \
+    --hash=sha256:66c0e7e6b02a155576df2c77ec933a70b72da726e248c494abf690923e624348 \
+    --hash=sha256:66cb1138f384a191a6d75f986064841fcfdc0cea98f7bd9c9ab9b38049917588 \
+    --hash=sha256:68a5faee4bba381cb93b5961f684a514cf0053cb92308ff9c792c2fea0b174c6 \
+    --hash=sha256:6bf6a559ffe4a93bbea6cf31ddf01a7fd9ba342ef51f27beb178e318b74acd61 \
+    --hash=sha256:70d9c62a4cffd9f23396cd5ef93fc5d11b31596b9b7d6306074abe3d5fcf09bd \
+    --hash=sha256:791aa18a373b90da8ac3c44fc77544f33fdf53ae403acdce9b39f1c26b4a3b94 \
+    --hash=sha256:79e44cff71750d299d61a678e49995b0d5935a9cda238c2574daeca3ba536927 \
+    --hash=sha256:7db9a3ff32ef5f7d1703d93831a3316cdf0b537de6a1cc03cc8fdd09b9194e89 \
+    --hash=sha256:860bd1d8ba48456ce08feaf8d343a8aaeb2fa086f2bcaa2a923fa3f7a3ff9aa3 \
+    --hash=sha256:9320d34c3376ae204b2cd176e8d4883a013934e0aef822f1aed9c536490c275d \
+    --hash=sha256:93d24ebb82aa4420b1409c389e7857bc35bd0b668007ac8172427d5c73cc8cc5 \
+    --hash=sha256:94b85d664d777bab6c0d709416cb42938251fda9e221b79e3a2215d85df5f4f9 \
+    --hash=sha256:96bad8725a4f196a798366c25ce075d1f7543a4ec045ffc13e6a7ec095cdab04 \
+    --hash=sha256:9af313c66157a69dc69ea0059a66961692250e0dc95af9c385a48ffb770a0d16 \
+    --hash=sha256:9c5d02b89de5acd0379a51ec44a89476fb03df6145442e1c8ecd6bee2f91b176 \
+    --hash=sha256:9e786428f291dd2d2f1cbfc0e0caa45a2e395fab0ad3e2c9314daa8873414390 \
+    --hash=sha256:9f836c37478f167a81200d8c8b2c920a22224564bed2c23d7aeec760965c367a \
+    --hash=sha256:9fd35e95ab5e45c3901d37110263c7db85a961110f5460588fe37f8c131f88a7 \
+    --hash=sha256:a001519c315d5db40710f2665d32c4791f1d4779fc96a9423fd18d92c8b9ac7b \
+    --hash=sha256:a3762e75fcac8c9e4dacaaf438bffd9003e2ca2c531b756f3c0035deefa674c8 \
+    --hash=sha256:a38fb81d8376dfa2f8963b265fec07637802b0d01e2a127c19c66cb070fb24f5 \
+    --hash=sha256:a3dfe4edf10e8ed7e55b026a8bfc2c2a8704218b659cd4bffdf604fab966dc39 \
+    --hash=sha256:a4517d47b2b8af26975a406fba7d314de9696d864252e0257c6ea90238cfe27f \
+    --hash=sha256:a468951af16155824e88bdd8326ebe5bdb371f3ec0ac04642994b98201d914f3 \
+    --hash=sha256:a6e556d6aba31c93dd97ce661d66614d2429c0a3923f9dc8f0af7e8df10223a4 \
+    --hash=sha256:ac04bcd3328eb91d99dfedf6a60d9c1f15d3434e6f6daf922f0420f7d90b85c7 \
+    --hash=sha256:ae01d8512cc17079e53425635327dbf3f7ff57a42c00dec348bf79791c56444c \
+    --hash=sha256:b15e26cc0fe622d0c67e98bee6ef6bc8f792e20ee3006aa12627a00463d9399f \
+    --hash=sha256:b222493da6e7b6199db9bd79502436cf5a27da3c1f7fa83c7e285444fc93fd03 \
+    --hash=sha256:c3cd253cf32fe4f4662960d6bf7d55cb8be0c31a5d644a4d48aeafebaff3409a \
+    --hash=sha256:c6014e3c80f9c1fe268ef8b0e0ef113bac672cc032f2f93866e7ddad4f3e663d \
+    --hash=sha256:c718e99a0992127af84385378460db624103b559ab260435abcfe77a4e4ed1c1 \
+    --hash=sha256:c7897db4e95e22468bdda33d8e012ceacd0182abf001e6389d763f0def6286b9 \
+    --hash=sha256:cb8a1adce42d8b75485a5d56a9623a50bcab995b6079f1dac59fc44034dd93d9 \
+    --hash=sha256:cc99dfb62b23c9207c33d0be8a2e2af7a42e21e6ea388b380a0c948c7b88953b \
+    --hash=sha256:d4c8d9bd5abce34b2e75edb3bf37ab0f34e49b1f915a40ae8468eb7c85bc5b46 \
+    --hash=sha256:d4cb6fbfdf874340ab5e51450753c0f817b6958a3621125ee695bbc3de866566 \
+    --hash=sha256:d63bae12a8aeb51380be3438e4dc4bd27354d0f8e19166b2f44e3e94d6f552dc \
+    --hash=sha256:d6fb0eaa108814581c4d3bfbd068c3fb6757812a81415008d1bae08267cca360 \
+    --hash=sha256:d9188caac26e47671b52836a5e2a49873a7fc11c673b0c122d22515f98bc14e1 \
+    --hash=sha256:db327e7271e653c32040b85ae6188059c924b57d7e1e29f935523fa017cd4e82 \
+    --hash=sha256:dbdd5b6509d0c2a8fe72cf494c299a61dbd58142a90a4190664ae159e4a7b547 \
+    --hash=sha256:e4f9b472e7d308d94b62c801982065661158c6ed02790d6c7ddb4337cea0f9c1 \
+    --hash=sha256:e54a315caf843c8d77e388cadc56ea9ded569935ee2d2347d7ea94992e5aa6fa \
+    --hash=sha256:f125f5d46b20f89dc5587a55cc416b4ba2a5b2ffda36d048ee120e17598a653a \
+    --hash=sha256:f19e181de5b3a1148bb3420b8c4b0b0ea0fce6950099724ad151d6cea5acc180 \
+    --hash=sha256:f1f9cc4d09a46d9cb3c2063ae100629d3f52a6517c3c08c2f4c9828261883929 \
+    --hash=sha256:f26629539d4893c2957a16c41bb058e1e135c1f150f6a2e25ed047f64cf3f5c6 \
+    --hash=sha256:f2a7253458e34f33543551394ae4fe104b497ec2a65ac266074de64c1df82e37 \
+    --hash=sha256:f40e56b61b41be5f7dec938cfeffd660668cf4b5e72c78e7bd671d66b7bc2c79 \
+    --hash=sha256:f442e3954b1addc759faae22a7c9a3f1e16d7d1db3f484279dc27d62e06968fa \
+    --hash=sha256:fadc63331f4388c3dc90090448f682a7e9feafc11481391c1e94f2f907a3976e \
+    --hash=sha256:fc67741da44c6eaa90e01eafb586bbba9b51eb5b6ed381ee6f5ae72eb3316d21
     # via mypy
 markupsafe==3.0.3 \
     --hash=sha256:0303439a41979d9e74d18ff5e2dd8c43ed6c6001fd40e5bf2e43f7bd9bbc523f \
@@ -570,23 +687,25 @@ markupsafe==3.0.3 \
     --hash=sha256:f9e130248f4462aaa8e2552d547f36ddadbeaa573879158d721bbd33dfe4743a \
     --hash=sha256:fed51ac40f757d41b7c48425901843666a6677e3e8eb0abcff09e4ba6e664f50
     # via jinja2
-maturin==1.13.1 \
-    --hash=sha256:001741c6cff56aa8ea59a0d78ae990c0550d0e3e82b00b683eedb4158a8ef7e6 \
-    --hash=sha256:01c845825c917c07c1d0b2c9032c59c16a7d383d1e649a46481d3e5693c2750f \
-    --hash=sha256:2839024dcd65776abb4759e5bca29941971e095574162a4d335191da4be9ff24 \
-    --hash=sha256:3da18cccf2f683c0977bff9146a0908d6ffce836d600665736ac01679f588cb9 \
-    --hash=sha256:416e4e01cb88b798e606ee43929df897e42c1647b722ef68283816cca99a8742 \
-    --hash=sha256:6b1e5916a253243e8f5f9e847b62bbc98420eec48c9ce2e2e8724c6da89d359b \
-    --hash=sha256:72888e87819ce546d0d2df900e4b385e4ef299077d92ee37b48923a5602dae94 \
-    --hash=sha256:98b5fcf1a186c217830a8295ecc2989c6b1cf50945417adfc15252107b9475b7 \
-    --hash=sha256:9a87ff3b8e4d1c6eac33ebfe8e261e8236516d98d45c0323550621819b5a1a2f \
-    --hash=sha256:a2017d2281203d0c6570240e7d746564d766d756105823b7de68bda6ae722711 \
-    --hash=sha256:c1490584f3c70af45466ee99065b49e6657ebdccac6b10571bb44681309c9396 \
-    --hash=sha256:c6a720b252c99de072922dbe4432ab19662b6f80045b0355fec23bdfccb450da \
-    --hash=sha256:dc91031e0619c1e28730279ef9ee5f106c9b9ec806b013f888676b242f892eb7 \
-    --hash=sha256:f69093ed4a0e6464e52a7fc26d714f859ce15630ec8070743398c6bf41f38a9e
+maturin==1.14.1 \
+    --hash=sha256:15cea8fcb3ba47dd636f50092bb34baea8b04ac777392f23e6bf8a9a61efb894 \
+    --hash=sha256:1a04de0a20188f95c721b5702eed18140bdcccb28c386797093eca3f62f4d4e0 \
+    --hash=sha256:3c9f94640ecc4895e94abaf834a0684430032c865b2748a36c12461fd9252fdd \
+    --hash=sha256:522292398945442cdafa9daeb2271b2340fbde57027b818f923f88eab04174f8 \
+    --hash=sha256:5282dffd4b539d2be245f4e5b1a5ab6bc1033b58f4a4872f5833f9d43c954aa4 \
+    --hash=sha256:994a0c8ba3ad8a92b3a9ee1b02645d200d610216b15cff5102b0fe65e8e08666 \
+    --hash=sha256:9d6577a62cd08e0ceba7a0db06fb098e0c9b1b3429bad747a4f3a18215a1b3df \
+    --hash=sha256:a131d912b5267e640bc96d70f4914e10590aed64082ec9abacba7cea52004224 \
+    --hash=sha256:be18fc568fb76884c0205456336892a75105ec398e6b667cd777c6268bd06d69 \
+    --hash=sha256:be80866363e605d137991b491a741a84cde9ae350183c4c85f49690ca9aaaa65 \
+    --hash=sha256:cd457cd88961156e26379e1155bd287cc0ec1c8b2f1582b0660fb31b87c8842d \
+    --hash=sha256:dfc54ae32e6fcb18302193ab9a30b0b25eefffba994ae13238974805533ef75e \
+    --hash=sha256:f3306078070c1508fd715b9116070cbcaff5959024272a9f1e6f5cb29768b86c \
+    --hash=sha256:ffe5ad71f21d1e6603c4dd75f7fee34adf5ed5ebcebb692886549888ebb329ed
     # via
+    #   ast-serialize
     #   cryptography
+    #   orjson
     #   pydantic-core
     #   rpds-py
     #   watchfiles
@@ -594,9 +713,9 @@ meson-python==0.15.0 \
     --hash=sha256:3ae38253ff02b2e947a05e362a2eaf5a9a09d133c5666b4123399ee5fbf2e591 \
     --hash=sha256:fddb73eecd49e89c1c41c87937cd89c2d0b65a1c63ba28238681d4bd9484d26f
     # via pandas
-meson-python==0.19.0 \
-    --hash=sha256:67b5906c37404396d23c195e12c8825506074460d4a2e7083266b845d14f0298 \
-    --hash=sha256:9959d198aa69b57fcfd354a34518c6f795b781a73ed0656f4d01660160cc2553
+meson-python==0.20.0 \
+    --hash=sha256:6a744cf0c09e76ecbdc58cfa374b48c8902dac1b74479628238634efbf36aec9 \
+    --hash=sha256:6d9726ae6cd37e22f210c74b364b30180a68c20442e97ff09f3c566a414af738
     # via numpy
 meson==1.7.1 \
     --hash=sha256:155780a5be87f6dd7f427ad8bcbf0f2b2c5f62ee5fdacca7caa9de8439a24b89 \
@@ -608,79 +727,51 @@ mypy-extensions==1.1.0 \
     --hash=sha256:1be4cccdb0f2482337c4743e60421de3a356cd97508abadd57d47403e94f5505 \
     --hash=sha256:52e68efc3284861e772bbcd66823fde5ae21fd2fdb51c62a211403730b916558
     # via mypy
-numpy==2.4.4 \
-    --hash=sha256:07077278157d02f65c43b1b26a3886bce886f95d20aabd11f87932750dfb14ed \
-    --hash=sha256:08f2e31ed5e6f04b118e49821397f12767934cfdd12a1ce86a058f91e004ee50 \
-    --hash=sha256:0aec54fd785890ecca25a6003fd9a5aed47ad607bbac5cd64f836ad8666f4959 \
-    --hash=sha256:0d35aea54ad1d420c812bfa0385c71cd7cc5bcf7c65fed95fc2cd02fe8c79827 \
-    --hash=sha256:0d4e437e295f18ec29bc79daf55e8a47a9113df44d66f702f02a293d93a2d6dd \
-    --hash=sha256:0dfd3f9d3adbe2920b68b5cd3d51444e13a10792ec7154cd0a2f6e74d4ab3233 \
-    --hash=sha256:1378871da56ca8943c2ba674530924bb8ca40cd228358a3b5f302ad60cf875fc \
-    --hash=sha256:15716cfef24d3a9762e3acdf87e27f58dc823d1348f765bbea6bef8c639bfa1b \
-    --hash=sha256:19710a9ca9992d7174e9c52f643d4272dcd1558c5f7af7f6f8190f633bd651a7 \
-    --hash=sha256:23cbfd4c17357c81021f21540da84ee282b9c8fba38a03b7b9d09ba6b951421e \
-    --hash=sha256:2483e4584a1cb3092da4470b38866634bafb223cbcd551ee047633fd2584599a \
-    --hash=sha256:27a8d92cd10f1382a67d7cf4db7ce18341b66438bdd9f691d7b0e48d104c2a9d \
-    --hash=sha256:28a650663f7314afc3e6ec620f44f333c386aad9f6fc472030865dc0ebb26ee3 \
-    --hash=sha256:2aa0613a5177c264ff5921051a5719d20095ea586ca88cc802c5c218d1c67d3e \
-    --hash=sha256:2c194dd721e54ecad9ad387c1d35e63dce5c4450c6dc7dd5611283dda239aabb \
-    --hash=sha256:2d19e6e2095506d1736b7d80595e0f252d76b89f5e715c35e06e937679ea7d7a \
-    --hash=sha256:2d390634c5182175533585cc89f3608a4682ccb173cc9bb940b2881c8d6f8fa0 \
-    --hash=sha256:30caa73029a225b2d40d9fae193e008e24b2026b7ee1a867b7ee8d96ca1a448e \
-    --hash=sha256:42c16925aa5a02362f986765f9ebabf20de75cdefdca827d14315c568dcab113 \
-    --hash=sha256:45dbed2ab436a9e826e302fcdcbe9133f9b0006e5af7168afb8963a6520da103 \
-    --hash=sha256:4636de7fd195197b7535f231b5de9e4b36d2c440b6e566d2e4e4746e6af0ca93 \
-    --hash=sha256:4a19d9dba1a76618dd86b164d608566f393f8ec6ac7c44f0cc879011c45e65af \
-    --hash=sha256:4bbc7f303d125971f60ec0aaad5e12c62d0d2c925f0ab1273debd0e4ba37aba5 \
-    --hash=sha256:4d6d57903571f86180eb98f8f0c839fa9ebbfb031356d87f1361be91e433f5b7 \
-    --hash=sha256:4e874c976154687c1f71715b034739b45c7711bec81db01914770373d125e392 \
-    --hash=sha256:51fc224f7ca4d92656d5a5eb315f12eb5fe2c97a66249aa7b5f562528a3be38c \
-    --hash=sha256:58c8b5929fcb8287cbd6f0a3fae19c6e03a5c48402ae792962ac465224a629a4 \
-    --hash=sha256:5a285b3b96f951841799528cd1f4f01cd70e7e0204b4abebac9463eecfcf2a40 \
-    --hash=sha256:5c70f1cc1c4efbe316a572e2d8b9b9cc44e89b95f79ca3331553fbb63716e2bf \
-    --hash=sha256:62d6b0f03b694173f9fcb1fb317f7222fd0b0b103e784c6549f5e53a27718c44 \
-    --hash=sha256:6a246d5914aa1c820c9443ddcee9c02bec3e203b0c080349533fae17727dfd1b \
-    --hash=sha256:6aa3236c78803afbcb255045fbef97a9e25a1f6c9888357d205ddc42f4d6eba5 \
-    --hash=sha256:6bbe4eb67390b0a0265a2c25458f6b90a409d5d069f1041e6aff1e27e3d9a79e \
-    --hash=sha256:715d1c092715954784bc79e1174fc2a90093dc4dc84ea15eb14dad8abdcdeb74 \
-    --hash=sha256:72944b19f2324114e9dc86a159787333b77874143efcf89a5167ef83cfee8af0 \
-    --hash=sha256:81f4a14bee47aec54f883e0cad2d73986640c1590eb9bfaaba7ad17394481e6e \
-    --hash=sha256:846300f379b5b12cc769334464656bc882e0735d27d9726568bc932fdc49d5ec \
-    --hash=sha256:86b6f55f5a352b48d7fbfd2dbc3d5b780b2d79f4d3c121f33eb6efb22e9a2015 \
-    --hash=sha256:874f200b2a981c647340f841730fc3a2b54c9d940566a3c4149099591e2c4c3d \
-    --hash=sha256:8a87ec22c87be071b6bdbd27920b129b94f2fc964358ce38f3822635a3e2e03d \
-    --hash=sha256:8b3b60bb7cba2c8c81837661c488637eee696f59a877788a396d33150c35d842 \
-    --hash=sha256:8e3ed142f2728df44263aaf5fb1f5b0b99f4070c553a0d7f033be65338329150 \
-    --hash=sha256:93e15038125dc1e5345d9b5b68aa7f996ec33b98118d18c6ca0d0b7d6198b7e8 \
-    --hash=sha256:989824e9faf85f96ec9c7761cd8d29c531ad857bfa1daa930cba85baaecf1a9a \
-    --hash=sha256:99d838547ace2c4aace6c4f76e879ddfe02bb58a80c1549928477862b7a6d6ed \
-    --hash=sha256:9b2aec6af35c113b05695ebb5749a787acd63cafc83086a05771d1e1cd1e555f \
-    --hash=sha256:9c585a1790d5436a5374bac930dad6ed244c046ed91b2b2a3634eb2971d21008 \
-    --hash=sha256:a7164afb23be6e37ad90b2f10426149fd75aee07ca55653d2aa41e66c4ef697e \
-    --hash=sha256:ac6b31e35612a26483e20750126d30d0941f949426974cace8e6b5c58a3657b0 \
-    --hash=sha256:ad2e2ef14e0b04e544ea2fa0a36463f847f113d314aa02e5b402fdf910ef309e \
-    --hash=sha256:b268594bccac7d7cf5844c7732e3f20c50921d94e36d7ec9b79e9857694b1b2f \
-    --hash=sha256:b5f0362dc928a6ecd9db58868fca5e48485205e3855957bdedea308f8672ea4a \
-    --hash=sha256:ba1f4fc670ed79f876f70082eff4f9583c15fb9a4b89d6188412de4d18ae2f40 \
-    --hash=sha256:ba203255017337d39f89bdd58417f03c4426f12beed0440cfd933cb15f8669c7 \
-    --hash=sha256:c901b15172510173f5cb310eae652908340f8dede90fff9e3bf6c0d8dfd92f83 \
-    --hash=sha256:c9b39d38a9bd2ae1becd7eac1303d031c5c110ad31f2b319c6e7d98b135c934d \
-    --hash=sha256:d2a8490669bfe99a233298348acc2d824d496dee0e66e31b66a6022c2ad74a5c \
-    --hash=sha256:dddbbd259598d7240b18c9d87c56a9d2fb3b02fe266f49a7c101532e78c1d871 \
-    --hash=sha256:df3775294accfdd75f32c74ae39fcba920c9a378a2fc18a12b6820aa8c1fb502 \
-    --hash=sha256:e44319a2953c738205bf3354537979eaa3998ed673395b964c1176083dd46252 \
-    --hash=sha256:e4a010c27ff6f210ff4c6ef34394cd61470d01014439b192ec22552ee867f2a8 \
-    --hash=sha256:e823b8b6edc81e747526f70f71a9c0a07ac4e7ad13020aa736bb7c9d67196115 \
-    --hash=sha256:e892aff75639bbef0d2a2cfd55535510df26ff92f63c92cd84ef8d4ba5a5557f \
-    --hash=sha256:eea7ac5d2dce4189771cedb559c738a71512768210dc4e4753b107a2048b3d0e \
-    --hash=sha256:ef4059d6e5152fa1a39f888e344c73fdc926e1b2dd58c771d67b0acfbf2aa67d \
-    --hash=sha256:f169b9a863d34f5d11b8698ead99febeaa17a13ca044961aa8e2662a6c7766a0 \
-    --hash=sha256:f2cf083b324a467e1ab358c105f6cad5ea950f50524668a80c486ff1db24e119 \
-    --hash=sha256:f8474c4241bc18b750be2abea9d7a9ec84f46ef861dbacf86a4f6e043401f79e \
-    --hash=sha256:f983334aea213c99992053ede6168500e5f086ce74fbc4acc3f2b00f5762e9db \
-    --hash=sha256:f9e75681b59ddaa5e659898085ae0eaea229d054f2ac0c7e563a62205a700121 \
-    --hash=sha256:fbc356aae7adf9e6336d336b9c8111d390a05df88f1805573ebb0807bd06fd1d \
-    --hash=sha256:fcfe2045fd2e8f3cb0ce9d4ba6dba6333b8fa05bb8a4939c908cd43322d14c7e
+numpy==2.5.1 \
+    --hash=sha256:08d60c810432eb83360958dea0999ac4cfb94531ea8efcbf0b7f277c2068aeb2 \
+    --hash=sha256:09e9bfd8d2cf479c7d174804fb3811c53a8e9f20a37444008606b57d6b7a826d \
+    --hash=sha256:0bfebd8695f9863592fe744be833a258120b14a9f39da255e8aa8fade2c0ddd1 \
+    --hash=sha256:17a25e09640602e10bc8de0e6fa2b3fd68eedd84ba6d7842dc8f32f9ab87bd0b \
+    --hash=sha256:1c6759f538fb912fc46de0a6b1758ccf7b57bc7c7ebebc23974fdac3de8db0cd \
+    --hash=sha256:224ca51130ef7da85bea2191625181cb4f337f9cb64b471f10c1a12aa8b60077 \
+    --hash=sha256:24d0eb82c0541d3415a33425db64ae439dffccd7b4dbcb30e7c35120205c506a \
+    --hash=sha256:2ae0ca40bcb22d6ba59c1dfd5446f49940b0f2d821fde133f10dda11f816b84e \
+    --hash=sha256:2c889b56fe48b1018f764b0eec8df59ab654e9148aa91faa12596043500de277 \
+    --hash=sha256:30b44a6b53a7ae63c54c089a8726e5563ed302716c5b7ccc85afade40b0e7ff6 \
+    --hash=sha256:32985c896d897419ef8da6917872d80b78ad0ea26d85b23245c7366ffde76d75 \
+    --hash=sha256:3935f3b419b244a02732676fa5317a9193cc596a4c0646db07e5b421229ac9f7 \
+    --hash=sha256:4939237038ada79308dda3204ac6462df056b5672b2e25db1149cf873668b3e1 \
+    --hash=sha256:4b4ff1608417eb7a59da7b967bbb798cacfe071d2caf526a24281cd562072ed9 \
+    --hash=sha256:54ad769f17bc2d833b620851989f62054fb9ab93c969d9e1dc3c8e3d56beea21 \
+    --hash=sha256:59fda5e192b570217ec2580c96f00e9a7e12ef6866a900eb089b62c1a32545ca \
+    --hash=sha256:5a4c988b38d261deeeaad9954e3deb091ad905c94e8bb6708654ef1d97f286b0 \
+    --hash=sha256:5a6db61f9aaa57e369905c67d852045d3c4f7126405b29d09b19dec118e9c9cb \
+    --hash=sha256:6165343f81b56ef8f514f396989e529b61d9dc709b99421b07e9f3e698e2287d \
+    --hash=sha256:61ac47e772e6b8ea489e1d2f441a34c5c3ac17327e7ce294cbdf535795ad4e75 \
+    --hash=sha256:6c3fe51bc6a16453d452997053454f309e8e0ed7b42d6b361ce4ac8c32913d74 \
+    --hash=sha256:6eab239876581b2b3c5a242281b6007bbdbcd1c7085d7709bb57c5929b11e6bf \
+    --hash=sha256:78798bd5b9ad744056af8efa90e3b9ddaa53272a0848a483084a1cc0a13b2dc0 \
+    --hash=sha256:7c786fe9a5bbe360022e584c5a34cf6b54265c71bd7ec8ac3d8fec38968071f8 \
+    --hash=sha256:83ce9c80d5b521b0d77ddcbe5447c218d247929b6cc056ca5351342accfff0af \
+    --hash=sha256:9726558e8db4a5bf7929a70ae50f63abda4daf0efe810e3bfbab95976f75fc1a \
+    --hash=sha256:99d5095fa265a0c4152e7bb12759e14381ef5496152f1ce58f44bdf55c44beb4 \
+    --hash=sha256:a33276be12fa045805f477f22482088b66bb758ffbe89a9d21457de863a32e22 \
+    --hash=sha256:a48a113e6afea91f5608793bafa7ef2ad481fefbda87ec5069f483de61cb9fa3 \
+    --hash=sha256:ab451b59c5643c570974c43aef780703ef1d3b4965d2be07afd530615a9358d1 \
+    --hash=sha256:ab84dc6b074fa881cae55bea94cc4f68e285181ba7f32497bf7dee6b1496165b \
+    --hash=sha256:ab87a91b3cc3382b8956095bd8f95e00cf679bb81554339be1a2ba404a1473c1 \
+    --hash=sha256:c12afb53450fa976d4c681c50a7423729a4c51c0465ed9f32b8a9cabbc472373 \
+    --hash=sha256:caf3e317d33d60c37986b452613f4ab51246d0691350c03d0cb4a898627f4a95 \
+    --hash=sha256:dc932a65ded7ce9013d120845a2514dcccb1a67bfc8deb8d37633762951904a6 \
+    --hash=sha256:e68d8dd1e7eba712948f2053a29ec86917bc70ba1358df869d9f06649ef9cf09 \
+    --hash=sha256:e824c2acf8862052246be5a44c15da1777940c60d010dd2aab897824d9c430f9 \
+    --hash=sha256:e8c11c405efc5ff6816d5983c96cdfa215bab3428961243af3ff59b228490438 \
+    --hash=sha256:efd736408cc97c79b9e6917338dfc8f06013b2274f992e96b1d9a81a71e2a2c2 \
+    --hash=sha256:f089d7b00756190aacf1f5d34bdf38c3c430ac82b4f868f8cede73380460fce7 \
+    --hash=sha256:f2479a47f8d5932d1718168a681ad6e536a9df484c83cfcf9de365e164537ace \
+    --hash=sha256:f7119ebff1a9829e9f431a4f9d28e703023bb6b9fe7c8f724467dbfc27c94ab3 \
+    --hash=sha256:f7d60026c0bdb1380e83bfa7a0419c4577ee4b9a08880afcb6dadeb74c649fa2 \
+    --hash=sha256:f7feb014281029e628ba2d5a007407443b06e418b6fe451d1e2adcbc8eba0107
     # via
     #   pandas
     #   pyarrow
@@ -703,9 +794,9 @@ pathspec==1.1.1 \
     #   hatchling
     #   mypy
     #   scikit-build-core
-pdm-backend==2.4.8 \
-    --hash=sha256:502a395859587b4f47ba36aded330aeda410da8d33751a56cb97c8c679276f8f \
-    --hash=sha256:d8ef85d2c4306ee67195412d701fae9983e84ec6574598e26798ae26b7b3c7e0
+pdm-backend==2.4.9 \
+    --hash=sha256:8d1064751dadb0c40b1026b46826a448d85c8228a564985c62fb53d4aba538a1 \
+    --hash=sha256:c41a852ccbf4b567b033db9b2ae78660d7a4ea49307719959ab88a01f0aabb2e
     # via
     #   annotated-doc
     #   fastapi
@@ -718,9 +809,9 @@ pluggy==1.6.0 \
     --hash=sha256:7dcc130b76258d33b90f61b658791dede3486c3e6bfb003ee5c9bfb396dd22f3 \
     --hash=sha256:e920276dd6813095e9377c0bc5566d94c932c33b27a3e3945d8389c374dd4746
     # via hatchling
-poetry-core==2.3.2 \
-    --hash=sha256:20cb71be27b774628da9f384effd9183dfceb53bcef84063248a8672aa47031f \
-    --hash=sha256:23df641b64f87fbb4ce1873c1915a4d4bb1b7d808c596e4307edc073e68d7234
+poetry-core==2.4.1 \
+    --hash=sha256:89dceb6c10e9c6d8650a16183400e3c9ff9ddee13b0a81023b5575334a2b3744 \
+    --hash=sha256:acf06f9537cd2625bdaec926d95d90b557ba15353bc71d27a3a8a441042b5316
     # via
     #   aiohappyeyeballs
     #   dunamai
@@ -739,9 +830,9 @@ pycparser==3.0 \
     --hash=sha256:600f49d217304a5902ac3c37e1281c9fe94e4d0489de643a9504c5cdfdfc6b29 \
     --hash=sha256:b727414169a36b7d524c1c3e31839a521725078d7b2ff038656844266160a992
     # via cffi
-pyproject-metadata==0.11.0 \
-    --hash=sha256:85bbecca8694e2c00f63b492c96921d6c228454057c88e7c352b2077fcaa4096 \
-    --hash=sha256:c72fa49418bb7c5a10f25e050c418009898d1c051721d19f98a6fb6da59a66cf
+pyproject-metadata==0.12.1 \
+    --hash=sha256:8809a4df6fe08279b39a8890669506ed3158e0617855ac9aff098fcbe772ae4c \
+    --hash=sha256:f7162d580a96386a8eb096da06215f981f547d1490f03055ef99e323bc2da427
     # via meson-python
 pyyaml==6.0.3 \
     --hash=sha256:00c4bdeba853cc34e7dd471f16b4114f4162dc03e6b7afcc2128711f0eca823c \
@@ -818,9 +909,9 @@ pyyaml==6.0.3 \
     --hash=sha256:fa160448684b4e94d80416c0fa4aac48967a969efe22931448d853ada8baf926 \
     --hash=sha256:fc09d0aa354569bc501d4e787133afc08552722d3ab34836a80547331bb5d4a0
     # via libcst
-scikit-build-core==0.12.2 \
-    --hash=sha256:562e0bbc9de1a354c87825ccf732080268d6582a0200f648e8c4a2dcb1e3736d \
-    --hash=sha256:6ea4730da400f9a998ec3287bd3ebc1d751fe45ad0a93451bead8618adbc02b1
+scikit-build-core==1.0.3 \
+    --hash=sha256:a4d7a05978ee37975c37743510c8991e2debce7ef83afb0a07c0c576fd4f16e8 \
+    --hash=sha256:ae95427b7d3c14a6cf8bbfd4d901f6138ab64c99e20cbe8ea7d75cd26093f085
     # via
     #   duckdb
     #   patchelf
@@ -831,51 +922,40 @@ semantic-version==2.10.0 \
     --hash=sha256:bdabb6d336998cbb378d4b9db3a4b56a1e3235701dc05ea2690d9a997ed5041c \
     --hash=sha256:de78a3b8e0feda74cabc54aab2da702113e33ac9d9eb9d2389bcf1f58b7d9177
     # via setuptools-rust
-setuptools-git-versioning==3.0.1 \
-    --hash=sha256:737c4d17e848edd46e28764a19dc424d8537fcb2257022e5f4f5c0c8e9b64c80 \
-    --hash=sha256:c8a599bacf163b5d215552b5701faf5480ffc4d65426a5711a010b802e1590eb
+setuptools-git-versioning==3.1.0 \
+    --hash=sha256:3a68f3fd58a2a5e86b0792435cfa9d8e569ab60ee5e4c29228c09da9b637bf18 \
+    --hash=sha256:612dfcf184addac9e1c2216f4f229724b2390e5bf613fb925ae80b84f2529172
     # via toolz
-setuptools-rust==1.12.1 \
-    --hash=sha256:85ae70989d96c9cfeb5ef79cf3bac2d5200bc5564f720a06edceedbdf6664640 \
-    --hash=sha256:b7ebd6a182e7aefa97a072e880530c9b0ec8fcca8617e0bb8ff299c1a064f693
+setuptools-rust==1.13.0 \
+    --hash=sha256:666439c4d90e968bb625bcf87ec0aa02b4f49e599d2f5dc255c633a04e8eca99 \
+    --hash=sha256:f2afcf4baeee689910ce49cfa8aad4e08cce72f417449bcc32891b8664fdc726
     # via
     #   libcst
     #   maturin
-setuptools-scm==10.0.5 \
-    --hash=sha256:bbba8fe754516cdefd017f4456721775e6ef9662bd7887fb52ae26813d4838c3 \
-    --hash=sha256:f611037d8aae618221503b8fa89319f073438252ae3420e01c9ceec249131a0a
+setuptools-scm==10.2.1 \
+    --hash=sha256:4fa7dd82cf8c800df59c9a288c90299b1657ff1ecfc3f5cc00287c5dbf5e27a9 \
+    --hash=sha256:b7c82f4102d389ee57dc66ccdb4f9b4bca3c40ba83b43f1f63d68ccd72db2580
     # via
     #   anyio
+    #   cachetools
     #   dask
     #   duckdb
     #   hatch-vcs
-    #   httpx-sse
     #   libcst
     #   pluggy
     #   pyarrow
     #   pybindgen
-    #   pymilvus
     #   setuptools-rust
     #   sqlglot
     #   tabulate
     #   tenacity
     #   tqdm
     #   typeguard
-    #   ujson
+    #   urllib3
 setuptools-scm==7.1.0 \
     --hash=sha256:6c508345a771aad7d56ebff0e70628bf2b0ec7573762be9960214730de278f27 \
     --hash=sha256:73988b6d848709e2af142aa48c986ea29592bbcfca5375678064708205253d8e
     # via python-dateutil
-setuptools-scm==9.2.2 \
-    --hash=sha256:1c674ab4665686a0887d7e24c03ab25f24201c213e82ea689d2f3e169ef7ef57 \
-    --hash=sha256:30e8f84d2ab1ba7cb0e653429b179395d0c33775d54807fc5f1dd6671801aef7
-    # via
-    #   hatch-vcs
-    #   urllib3
-smmap==5.0.3 \
-    --hash=sha256:4d9debb8b99007ae47165abc08670bd74cb74b5227dda7f643eccc4e9eb5642c \
-    --hash=sha256:c106e05d5a61449cf6ba9a1e650227ecfb141590d2a98412103ff35d89fc7b2f
-    # via gitdb
 tomli==2.4.1 \
     --hash=sha256:01f520d4f53ef97964a240a035ec2a869fe1a37dde002b57ebc4417a27ccd853 \
     --hash=sha256:0d85819802132122da43cb86656f8d1f8c6587d54ae7dcaf30e90533028b49fe \
@@ -925,35 +1005,39 @@ tomli==2.4.1 \
     --hash=sha256:ff18e6a727ee0ab0388507b89d1bc6a22b138d1e2fa56d1ad494586d61d2eae9 \
     --hash=sha256:ff2983983d34813c1aeb0fa89091e76c3a22889ee83ab27c5eeb45100560c049
     # via fastapi-mcp
-tomlkit==0.14.0 \
-    --hash=sha256:592064ed85b40fa213469f81ac584f67a4f2992509a7c3ea2d632208623a3680 \
-    --hash=sha256:cf00efca415dbd57575befb1f6634c4f42d2d87dbba376128adb42c121b87064
+tomlkit==0.15.1 \
+    --hash=sha256:177a05aece5a8ca5266fd3c448abb47b8d352f09d477d3ca8332db4d89b24304 \
+    --hash=sha256:e25bbf38843005246210a12982776f27f99cb9be67160e14434d0c0d21ee1e97
     # via uv-dynamic-versioning
-trove-classifiers==2026.4.28.13 \
-    --hash=sha256:8f4b1eb4e16296b57d612965444f87a83861cc989a0451ac97fe4265ddef03b8 \
-    --hash=sha256:c85bb8a53c3de7330d1699b844ed9fb809a602a09ac15dc79ad6d1a509be0676
+trove-classifiers==2026.6.1.19 \
+    --hash=sha256:ab4c4ec93cc4a4e7815fa759906e05e6bb3f2fbd92ea0f897288c6a43efd15b3 \
+    --hash=sha256:c5132b4b61a829d11cfbd2d72e97f20a45ed6edb95e45c5efdeb5e00836b2745
     # via hatchling
 types-psutil==7.0.0.20250218 \
     --hash=sha256:1447a30c282aafefcf8941ece854e1100eee7b0296a9d9be9977292f0269b121 \
     --hash=sha256:1e642cdafe837b240295b23b1cbd4691d80b08a07d29932143cbbae30eb0db9c
     # via mypy
-types-setuptools==82.0.0.20260408 \
-    --hash=sha256:036c68caf7e672a699f5ebbf914708d40644c14e05298bc49f7272be91cf43d3 \
-    --hash=sha256:ece0a215cdfa6463a65fd6f68bd940f39e455729300ddfe61cab1147ed1d2462
+types-setuptools==83.0.0.20260724 \
+    --hash=sha256:eed1a91e1ed9d8ec9f3e71908e5bb17272e41e0852d37d1485ecd9cd33165e1a \
+    --hash=sha256:fe2801176b667f1e8209f8571b0839ca6c34318d743825aeacf3f29970c8d46f
     # via mypy
-typing-extensions==4.15.0 \
-    --hash=sha256:0cea48d173cc12fa28ecabc3b837ea3cf6f38c6d1136f85cbaaf598984861466 \
-    --hash=sha256:f0fa19c6845758ab08074a0cfa8b7aecb71c999ca73d62883bc25cc018c4e548
+typing-extensions==4.16.0 \
+    --hash=sha256:481caa481374e813c1b176ada14e97f1f67a4539ce9cfeb3f350d78d6370c2e8 \
+    --hash=sha256:dc983d19a509c94dba722ee6abd33940f7c05a89e243c47e907eb4db6f1a43e5
     # via
     #   mypy
     #   setuptools-scm
 uv-dynamic-versioning==0.14.0 \
     --hash=sha256:574fbc07e87ace45c01d55967ad3b864871257b98ff5b8ac87c261227ac8db5b \
     --hash=sha256:e087c346a786e98d41292ac2315180fb700cedfb30565fc973d64ce11a112387
-    # via mcp
-vcs-versioning==1.1.1 \
-    --hash=sha256:b541e2ba79fc6aaa3850f8a7f88af43d97c1c80649c01142ee4146eddbc599e4 \
-    --hash=sha256:fabd75a3cab7dd8ac02fe24a3a9ba936bf258667b5a62ed468c9a1da0f5775bc
+    # via
+    #   httpcore2
+    #   httpx2
+    #   mcp
+    #   mcp-types
+vcs-versioning==2.2.3 \
+    --hash=sha256:4f7873af76f5cc24e701608354f376f5eb70b317d663787ace57a7edd7a27506 \
+    --hash=sha256:c21e284aa98c8269996791a19d6173baf953cf9996ef42ec3ebcbdc151e18b9b
     # via setuptools-scm
 versioneer==0.29 \
     --hash=sha256:0f1a137bb5d6811e96a79bb0486798aeae9b9c6efc24b389659cebb0ee396cb9 \
@@ -966,7 +1050,10 @@ wheel==0.47.0 \
     --hash=sha256:cc72bd1009ba0cf63922e28f94d9d83b920aa2bb28f798a31d0691b02fa3c9b3
     # via
     #   google-crc32c
-    #   httpx-sse
+    #   grpcio
+    #   grpcio-health-checking
+    #   grpcio-reflection
+    #   grpcio-status
     #   libcst
     #   meson
     #   mmh3
@@ -975,13 +1062,13 @@ wheel==0.47.0 \
     #   psycopg-c
     #   psycopg-pool
     #   pycparser
-    #   pymilvus
     #   python-dateutil
     #   setuptools-git-versioning
     #   shellingham
     #   snowflake-connector-python
     #   tzdata
     #   uvloop
+    #   wrapt
 
 # The following packages are considered to be unsafe in a requirements file:
 setuptools==80.10.2 \
@@ -992,6 +1079,7 @@ setuptools==80.10.2 \
     #   aiohttp
     #   aiosignal
     #   anyio
+    #   cachetools
     #   calver
     #   certifi
     #   cffi
@@ -1000,15 +1088,18 @@ setuptools==80.10.2 \
     #   dask
     #   dill
     #   frozenlist
-    #   gitpython
     #   google-api-core
     #   google-cloud-bigquery
     #   google-crc32c
     #   googleapis-common-protos
     #   greenlet
     #   grpc-google-iam-v1
+    #   grpcio
+    #   grpcio-health-checking
+    #   grpcio-reflection
+    #   grpcio-status
     #   gunicorn
-    #   httpx-sse
+    #   httptools
     #   libcst
     #   librt
     #   markupsafe
@@ -1022,17 +1113,14 @@ setuptools==80.10.2 \
     #   pathspec
     #   pluggy
     #   prometheus-client
-    #   propcache
     #   proto-plus
     #   psutil
     #   psycopg
-    #   psycopg-c
     #   psycopg-pool
     #   pyasn1
     #   pyasn1-modules
     #   pycparser
     #   pyjwt
-    #   pymilvus
     #   pymysql
     #   python-dotenv
     #   pyyaml
@@ -1041,6 +1129,7 @@ setuptools==80.10.2 \
     #   setuptools-rust
     #   setuptools-scm
     #   shellingham
+    #   snowballstemmer
     #   snowflake-connector-python
     #   sqlalchemy
     #   sqlglot
@@ -1052,21 +1141,21 @@ setuptools==80.10.2 \
     #   trove-classifiers
     #   typeguard
     #   tzdata
-    #   ujson
     #   uvloop
     #   vcs-versioning
     #   versioneer
     #   websockets
     #   wrapt
     #   yarl
-setuptools==80.9.0 \
-    --hash=sha256:062d34222ad13e0cc312a4c02d73f059e86a4acbfbdea8f8f76b28c99f306922 \
-    --hash=sha256:f36b47402ecde768dbfafc46e8e4207b4360c654f1f3bb84475f0a28628fb19c
-    # via httptools
-setuptools==82.0.1 \
-    --hash=sha256:7d872682c5d01cfde07da7bccc7b65469d3dca203318515ada1de5eda35efbf9 \
-    --hash=sha256:a59e362652f08dcd477c78bb6e7bd9d80a7995bc73ce773050228a348ce2e5bb
+setuptools==80.3.1 \
+    --hash=sha256:31e2c58dbb67c99c289f51c16d899afedae292b978f8051efaf6262d8212f927 \
+    --hash=sha256:ea8e00d7992054c4c592aeb892f6ad51fe1b4d90cc6947cc45c45717c40ec537
+    # via psycopg-c
+setuptools==83.0.0 \
+    --hash=sha256:025bccbbf0fa05b6192bc64ae1e7b16e001fd6d6d4d5de03c97b1c1ade523bef \
+    --hash=sha256:29b23c360f22f414dc7336bb39178cc7bcbf6021ed2733cde173f09dba19abb3
     # via
+    #   propcache
     #   python-dateutil
     #   types-pymysql
     #   types-setuptools
diff --git a/sdk/python/requirements/py3.12-minimal-sdist-requirements.txt b/sdk/python/requirements/py3.12-minimal-sdist-requirements.txt
index c5231d0fd24..5b24a347d92 100644
--- a/sdk/python/requirements/py3.12-minimal-sdist-requirements.txt
+++ b/sdk/python/requirements/py3.12-minimal-sdist-requirements.txt
@@ -1,135 +1,136 @@
 # This file was autogenerated by uv via the following command:
-#    uv pip compile -p 3.12 --no-strip-extras pyproject.toml --extra minimal-sdist-build --no-emit-package milvus-lite --generate-hashes --output-file sdk/python/requirements/py3.12-minimal-sdist-requirements.txt
-aiobotocore==2.23.1 \
-    --hash=sha256:a59f2a78629b97d52f10936b79c73de64e481a8c44a62c1871f088df6c1afc4f \
-    --hash=sha256:d81c54d2eae2406ea9a473fea518fed580cf37bc4fc51ce43ba81546e5305114
+#    uv pip compile -p 3.12 --no-strip-extras pyproject.toml --extra minimal-sdist-build --no-emit-package milvus-lite --no-emit-package pymilvus --no-emit-package faiss-cpu --generate-hashes --output-file sdk/python/requirements/py3.12-minimal-sdist-requirements.txt
+aiobotocore==3.8.0 \
+    --hash=sha256:80a1eb64ea915f3af3c1518669975bae74a17b2f37c14eb0fa2f83b915974670 \
+    --hash=sha256:8bc605132cadfe844a3f334635a0a64fa5e360a4a206e915d99d53db5b6deeba
     # via feast (pyproject.toml)
-aiohappyeyeballs==2.6.1 \
-    --hash=sha256:c3f9d0113123803ccadfdf3f0faa505bc78e6a72d1cc4806cbd719826e943558 \
-    --hash=sha256:f349ba8f4b75cb25c99c5c2d84e997e485204d2902a9597802b0371f09331fb8
+aiohappyeyeballs==2.7.1 \
+    --hash=sha256:065665c041c42a5938ed220bdcd7230f22527fbec085e1853d2402c8a3615d9d \
+    --hash=sha256:9243213661e29250eb41368e5daa826fc017156c3b8a11440826b2e3ed376472
     # via aiohttp
-aiohttp==3.13.5 \
-    --hash=sha256:019a67772e034a0e6b9b17c13d0a8fe56ad9fb150fc724b7f3ffd3724288d9e5 \
-    --hash=sha256:02222e7e233295f40e011c1b00e3b0bd451f22cf853a0304c3595633ee47da4b \
-    --hash=sha256:023ecba036ddd840b0b19bf195bfae970083fd7024ce1ac22e9bba90464620e9 \
-    --hash=sha256:02e048037a6501a5ec1f6fc9736135aec6eb8a004ce48838cb951c515f32c80b \
-    --hash=sha256:0494a01ca9584eea1e5fbd6d748e61ecff218c51b576ee1999c23db7066417d8 \
-    --hash=sha256:0f7a18f258d124cd678c5fe072fe4432a4d5232b0657fca7c1847f599233c83a \
-    --hash=sha256:10a75acfcf794edf9d8db50e5a7ec5fc818b2a8d3f591ce93bc7b1210df016d2 \
-    --hash=sha256:110e448e02c729bcebb18c60b9214a87ba33bac4a9fa5e9a5f139938b56c6cb1 \
-    --hash=sha256:147b4f501d0292077f29d5268c16bb7c864a1f054d7001c4c1812c0421ea1ed0 \
-    --hash=sha256:157826e2fa245d2ef46c83ea8a5faf77ca19355d278d425c29fda0beb3318037 \
-    --hash=sha256:15c933ad7920b7d9a20de151efcd05a6e38302cbf0e10c9b2acb9a42210a2416 \
-    --hash=sha256:178c7b5e62b454c2bc790786e6058c3cc968613b4419251b478c153a4aec32b1 \
-    --hash=sha256:18a2f6c1182c51baa1d28d68fea51513cb2a76612f038853c0ad3c145423d3d9 \
-    --hash=sha256:1efb06900858bb618ff5cee184ae2de5828896c448403d51fb633f09e109be0a \
-    --hash=sha256:20058e23909b9e65f9da62b396b77dfa95965cbe840f8def6e572538b1d32e36 \
-    --hash=sha256:206b7b3ef96e4ce211754f0cd003feb28b7d81f0ad26b8d077a5d5161436067f \
-    --hash=sha256:20ae0ff08b1f2c8788d6fb85afcb798654ae6ba0b747575f8562de738078457b \
-    --hash=sha256:2294172ce08a82fb7c7273485895de1fa1186cc8294cfeb6aef4af42ad261174 \
-    --hash=sha256:241a94f7de7c0c3b616627aaad530fe2cb620084a8b144d3be7b6ecfe95bae3b \
-    --hash=sha256:26d2f8546f1dfa75efa50c3488215a903c0168d253b75fba4210f57ab77a0fb8 \
-    --hash=sha256:2837fb92951564d6339cedae4a7231692aa9f73cbc4fb2e04263b96844e03b4e \
-    --hash=sha256:2994be9f6e51046c4f864598fd9abeb4fba6e88f0b2152422c9666dcd4aea9c6 \
-    --hash=sha256:2d6d44a5b48132053c2f6cd5c8cb14bc67e99a63594e336b0f2af81e94d5530c \
-    --hash=sha256:31cebae8b26f8a615d2b546fee45d5ffb76852ae6450e2a03f42c9102260d6fe \
-    --hash=sha256:327cc432fdf1356fb4fbc6fe833ad4e9f6aacb71a8acaa5f1855e4b25910e4a9 \
-    --hash=sha256:329f292ed14d38a6c4c435e465f48bebb47479fd676a0411936cc371643225cc \
-    --hash=sha256:330f5da04c987f1d5bdb8ae189137c77139f36bd1cb23779ca1a354a4b027800 \
-    --hash=sha256:33add2463dde55c4f2d9635c6ab33ce154e5ecf322bd26d09af95c5f81cfa286 \
-    --hash=sha256:347542f0ea3f95b2a955ee6656461fa1c776e401ac50ebce055a6c38454a0adf \
-    --hash=sha256:39380e12bd1f2fdab4285b6e055ad48efbaed5c836433b142ed4f5b9be71036a \
-    --hash=sha256:3a807cabd5115fb55af198b98178997a5e0e57dead43eb74a93d9c07d6d4a7dc \
-    --hash=sha256:3b13560160d07e047a93f23aaa30718606493036253d5430887514715b67c9d9 \
-    --hash=sha256:3df334e39d4c2f899a914f1dba283c1aadc311790733f705182998c6f7cae665 \
-    --hash=sha256:4bb6bf5811620003614076bdc807ef3b5e38244f9d25ca5fe888eaccea2a9832 \
-    --hash=sha256:4beac52e9fe46d6abf98b0176a88154b742e878fdf209d2248e99fcdf73cd297 \
-    --hash=sha256:4e704c52438f66fdd89588346183d898bb42167cf88f8b7ff1c0f9fc957c348f \
-    --hash=sha256:4eac02d9af4813ee289cd63a361576da36dba57f5a1ab36377bc2600db0cbb73 \
-    --hash=sha256:53fc049ed6390d05423ba33103ded7281fe897cf97878f369a527070bd95795b \
-    --hash=sha256:55b3bdd3292283295774ab585160c4004f4f2f203946997f49aac032c84649e9 \
-    --hash=sha256:57653eac22c6a4c13eb22ecf4d673d64a12f266e72785ab1c8b8e5940d0e8090 \
-    --hash=sha256:60869c7ac4aaabe7110f26499f3e6e5696eae98144735b12a9c3d9eae2b51a49 \
-    --hash=sha256:636bc362f0c5bbc7372bc3ae49737f9e3030dbce469f0f422c8f38079780363d \
-    --hash=sha256:676e5651705ad5d8a70aeb8eb6936c436d8ebbd56e63436cb7dd9bb36d2a9a46 \
-    --hash=sha256:69f571de7500e0557801c0b51f4780482c0ec5fe2ac851af5a92cfce1af1cb83 \
-    --hash=sha256:6a7cbeb06d1070f1d14895eeeed4dac5913b22d7b456f2eb969f11f4b3993796 \
-    --hash=sha256:6cf81fe010b8c17b09495cbd15c1d35afbc8fb405c0c9cf4738e5ae3af1d65be \
-    --hash=sha256:6e27ea05d184afac78aabbac667450c75e54e35f62238d44463131bd3f96753d \
-    --hash=sha256:6f1cbf0c7926d315c3c26c2da41fd2b5d2fe01ac0e157b78caefc51a782196cf \
-    --hash=sha256:6f497a6876aa4b1a102b04996ce4c1170c7040d83faa9387dd921c16e30d5c83 \
-    --hash=sha256:756c3c304d394977519824449600adaf2be0ccee76d206ee339c5e76b70ded25 \
-    --hash=sha256:77dfa48c9f8013271011e51c00f8ada19851f013cde2c48fca1ba5e0caf5bb06 \
-    --hash=sha256:7996023b2ed59489ae4762256c8516df9820f751cf2c5da8ed2fb20ee50abab3 \
-    --hash=sha256:7ab7229b6f9b5c1ba4910d6c41a9eb11f543eadb3f384df1b4c293f4e73d44d6 \
-    --hash=sha256:7becdf835feff2f4f335d7477f121af787e3504b48b449ff737afb35869ba7bb \
-    --hash=sha256:7c35b0bf0b48a70b4cb4fc5d7bed9b932532728e124874355de1a0af8ec4bc88 \
-    --hash=sha256:7c4b6668b2b2b9027f209ddf647f2a4407784b5d88b8be4efcc72036f365baf9 \
-    --hash=sha256:7e5dc4311bd5ac493886c63cbf76ab579dbe4641268e7c74e48e774c74b6f2be \
-    --hash=sha256:888e78eb5ca55a615d285c3c09a7a91b42e9dd6fc699b166ebd5dee87c9ccf14 \
-    --hash=sha256:898703aa2667e3c5ca4c54ca36cd73f58b7a38ef87a5606414799ebce4d3fd3a \
-    --hash=sha256:8b14eb3262fad0dc2f89c1a43b13727e709504972186ff6a99a3ecaa77102b6c \
-    --hash=sha256:8bd3ec6376e68a41f9f95f5ed170e2fcf22d4eb27a1f8cb361d0508f6e0557f3 \
-    --hash=sha256:8cf20a8d6868cb15a73cab329ffc07291ba8c22b1b88176026106ae39aa6df0f \
-    --hash=sha256:8f14c50708bb156b3a3ca7230b3d820199d56a48e3af76fa21c2d6087190fe3d \
-    --hash=sha256:8f546a4dc1e6a5edbb9fd1fd6ad18134550e096a5a43f4ad74acfbd834fc6670 \
-    --hash=sha256:912d4b6af530ddb1338a66229dac3a25ff11d4448be3ec3d6340583995f56031 \
-    --hash=sha256:9277145d36a01653863899c665243871434694bcc3431922c3b35c978061bdb8 \
-    --hash=sha256:95d14ca7abefde230f7639ec136ade282655431fd5db03c343b19dda72dd1643 \
-    --hash=sha256:999802d5fa0389f58decd24b537c54aa63c01c3219ce17d1214cbda3c2b22d2d \
-    --hash=sha256:9a0f4474b6ea6818b41f82172d799e4b3d29e22c2c520ce4357856fced9af2f8 \
-    --hash=sha256:9b16c653d38eb1a611cc898c41e76859ca27f119d25b53c12875fd0474ae31a8 \
-    --hash=sha256:9d98cc980ecc96be6eb4c1994ce35d28d8b1f5e5208a23b421187d1209dbb7d1 \
-    --hash=sha256:9efcc0f11d850cefcafdd9275b9576ad3bfb539bed96807663b32ad99c4d4b88 \
-    --hash=sha256:a2567b72e1ffc3ab25510db43f355b29eeada56c0a622e58dcdb19530eb0a3cb \
-    --hash=sha256:a5029cc80718bbd545123cd8fe5d15025eccaaaace5d0eeec6bd556ad6163d61 \
-    --hash=sha256:a60eaa2d440cd4707696b52e40ed3e2b0f73f65be07fd0ef23b6b539c9c0b0b4 \
-    --hash=sha256:a79a6d399cef33a11b6f004c67bb07741d91f2be01b8d712d52c75711b1e07c7 \
-    --hash=sha256:a84792f8631bf5a94e52d9cc881c0b824ab42717165a5579c760b830d9392ac9 \
-    --hash=sha256:a8a4d3427e8de1312ddf309cc482186466c79895b3a139fed3259fc01dfa9a5b \
-    --hash=sha256:a8aca50daa9493e9e13c0f566201a9006f080e7c50e5e90d0b06f53146a54500 \
-    --hash=sha256:aa6d0d932e0f39c02b80744273cd5c388a2d9bc07760a03164f229c8e02662f6 \
-    --hash=sha256:ab2899f9fa2f9f741896ebb6fa07c4c883bfa5c7f2ddd8cf2aafa86fa981b2d2 \
-    --hash=sha256:af545c2cffdb0967a96b6249e6f5f7b0d92cdfd267f9d5238d5b9ca63e8edb10 \
-    --hash=sha256:b18f31b80d5a33661e08c89e202edabf1986e9b49c42b4504371daeaa11b47c1 \
-    --hash=sha256:b20df693de16f42b2472a9c485e1c948ee55524786a0a34345511afdd22246f3 \
-    --hash=sha256:b38765950832f7d728297689ad78f5f2cf79ff82487131c4d26fe6ceecdc5f8e \
-    --hash=sha256:b6f6cd1560c5fa427e3b6074bb24d2c64e225afbb7165008903bd42e4e33e28a \
-    --hash=sha256:bace460460ed20614fa6bc8cb09966c0b8517b8c58ad8046828c6078d25333b5 \
-    --hash=sha256:bca9ef7517fd7874a1a08970ae88f497bf5c984610caa0bf40bd7e8450852b95 \
-    --hash=sha256:c180f480207a9b2475f2b8d8bd7204e47aec952d084b2a2be58a782ffcf96074 \
-    --hash=sha256:c2b2355dc094e5f7d45a7bb262fe7207aa0460b37a0d87027dcf21b5d890e7d5 \
-    --hash=sha256:c564dd5f09ddc9d8f2c2d0a301cd30a79a2cc1b46dd1a73bef8f0038863d016b \
-    --hash=sha256:c632ce9c0b534fbe25b52c974515ed674937c5b99f549a92127c85f771a78772 \
-    --hash=sha256:c719f65bebcdf6716f10e9eff80d27567f7892d8988c06de12bbbd39307c6e3a \
-    --hash=sha256:c86969d012e51b8e415a8c6ce96f7857d6a87d6207303ab02d5d11ef0cad2274 \
-    --hash=sha256:c974fb66180e58709b6fc402846f13791240d180b74de81d23913abe48e96d94 \
-    --hash=sha256:c9883051c6972f58bfc4ebb2116345ee2aa151178e99c3f2b2bbe2af712abd13 \
-    --hash=sha256:ca9ac61ac6db4eb6c2a0cd1d0f7e1357647b638ccc92f7e9d8d133e71ed3c6ac \
-    --hash=sha256:cb979826071c0986a5f08333a36104153478ce6018c58cba7f9caddaf63d5d67 \
-    --hash=sha256:cd3db5927bf9167d5a6157ddb2f036f6b6b0ad001ac82355d43e97a4bde76d76 \
-    --hash=sha256:d147004fede1b12f6013a6dbb2a26a986a671a03c6ea740ddc76500e5f1c399f \
-    --hash=sha256:d3a4834f221061624b8887090637db9ad4f61752001eae37d56c52fddade2dc8 \
-    --hash=sha256:d9010032a0b9710f58012a1e9c222528763d860ba2ee1422c03473eab47703e7 \
-    --hash=sha256:d97f93fdae594d886c5a866636397e2bcab146fd7a132fd6bb9ce182224452f8 \
-    --hash=sha256:df23d57718f24badef8656c49743e11a89fd6f5358fa8a7b96e728fda2abf7d3 \
-    --hash=sha256:df6104c009713d3a89621096f3e3e88cc323fd269dbd7c20afe18535094320be \
-    --hash=sha256:e5e5f7debc7a57af53fdf5c5009f9391d9f4c12867049d509bf7bb164a6e295b \
-    --hash=sha256:e7d2f8616f0ff60bd332022279011776c3ac0faa0f1b463f7bb12326fbc97a1c \
-    --hash=sha256:e999f0c88a458c836d5fb521814e92ed2172c649200336a6df514987c1488258 \
-    --hash=sha256:eb4639f32fd4a9904ab8fb45bf3383ba71137f3d9d4ba25b3b3f3109977c5b8c \
-    --hash=sha256:ec707059ee75732b1ba130ed5f9580fe10ff75180c812bc267ded039db5128c6 \
-    --hash=sha256:ecc26751323224cf8186efcf7fbcbc30f4e1d8c7970659daf25ad995e4032a56 \
-    --hash=sha256:ee5e86776273de1795947d17bddd6bb19e0365fd2af4289c0d2c5454b6b1d36b \
-    --hash=sha256:f1162a1492032c82f14271e831c8f4b49f2b6078f4f5fc74de2c912fa225d51d \
-    --hash=sha256:f34ecee82858e41dd217734f0c41a532bd066bcaab636ad830f03a30b2a96f2a \
-    --hash=sha256:f85c6f327bf0b8c29da7d93b1cabb6363fb5e4e160a32fa241ed2dce21b73162 \
-    --hash=sha256:f92995dfec9420bb69ae629abf422e516923ba79ba4403bc750d94fb4a6c68c1 \
-    --hash=sha256:fb0540c854ac9c0c5ad495908fdfd3e332d553ec731698c0e29b1877ba0d2ec6 \
-    --hash=sha256:fceedde51fbd67ee2bcc8c0b33d0126cc8b51ef3bbde2f86662bd6d5a6f10ec5 \
-    --hash=sha256:fe6970addfea9e5e081401bcbadf865d2b6da045472f58af08427e108d618540 \
-    --hash=sha256:fee86b7c4bd29bdaf0d53d14739b08a106fdda809ca5fe032a15f52fae5fe254
-    # via aiobotocore
+aiohttp==3.14.3 \
+    --hash=sha256:03cd2bde3d7f085b64e549c985f4bb928cad7e8ecf5323bfca320db548d81b39 \
+    --hash=sha256:041badb8f84396357c4d3ad26de6afd7a32b112f43d3c63045c0c8278cfd2043 \
+    --hash=sha256:0a5ff2dfbb9ce645fa5b8ef3e02c6c0b9cc3f6030ff863d0c51fffc50cb5541b \
+    --hash=sha256:0fdea2281997af69da84c77ffa6f5938a0285f21fb3887c249d67419ca865b3d \
+    --hash=sha256:11fb37ef075669eee52ab1928fbf6e1741fada40409fa309ebde9607a962aebf \
+    --hash=sha256:134ac5ddcf61c6fad984b9a5727d83492ada43d63471db20fb73042c13fca62f \
+    --hash=sha256:152516815ef926786a0b6ae2b8f1fd2e0c71582dee0b435636865316fd4891b7 \
+    --hash=sha256:1576145bdceeb92382d899751e12743a3a5b8e460a841e3e50543859e54864dc \
+    --hash=sha256:16100ad3ab8d649fdfbee87602d9d2dcdca9df0b9eda8a1b5fdc0d41f96da559 \
+    --hash=sha256:16ea7e24c309fb7c0bbd505d149abe4fe4dccfb8db911db7dbec0921bc889a6f \
+    --hash=sha256:18c441d0a8fca6de8d1f546849b9f0ab20d435993e2c5b59562b2fae6be2f929 \
+    --hash=sha256:18cb43369747b2ae007bd2655fb8e63a099c2ff1d207962943636dac989b3147 \
+    --hash=sha256:1b59533861b70a2185c8f4f350f791f39d64358ef6944ce71c5240c9ec0982c9 \
+    --hash=sha256:1c5281acc88b92396f88c7e1e2748f8466689df22b80170e4f51efa712fb47a8 \
+    --hash=sha256:1c5ec8fb1bcc31a8466f74aaf26c345d5c386fa4bd08a3f0eb9c7a4a3fe8b5bf \
+    --hash=sha256:1caa7b0d05f3e3a36f87788c59e970a7ee1cefcfcbb924a9f138c4a6551c9cb7 \
+    --hash=sha256:21c016079415ed3fd676963e9793700a566d85dbbd6bfc564b9b2d209147dcc8 \
+    --hash=sha256:2498f0fe69ead802f9675beca44a7c21c62fdaa4ec5145ea1c3ad6edbee29f85 \
+    --hash=sha256:25bd2708db6bdf6a6630dd37bdcdfcb47c4434d22ac69c64665b802910140b30 \
+    --hash=sha256:270d3dace9ca2f10f0da5d8ebe519b7a310fc6112ed916e32df5866df0888553 \
+    --hash=sha256:2e1161602f45a54de2ce0905243a95f58cb42dcd378402f3697f5e0b21e9d2e7 \
+    --hash=sha256:2e9878ae68e4a5f1c0abe4dd497dbc3d51946f5837b56759e2a02e78fa90ef86 \
+    --hash=sha256:30402d03a7c0ff52bce290b57e564e9079fd9d0cb545c8aba73f86a103162d2e \
+    --hash=sha256:33a2d7c28d33797a2e99923dffa63f83d908a19b6bf26cfe80fa790aa5e1a75a \
+    --hash=sha256:362a3fd481769cac1a824514bcd86fda51c65e8fe6e051099e008fddde6db17c \
+    --hash=sha256:38901a84da3ce22249f6e860bf8f90d141bcab7da090cc398f8bb58c0e44b7da \
+    --hash=sha256:39aded8c7f3b935b54aab1d8d73c70ec0ee2d3ec3b943e0e86611bc150ba47f5 \
+    --hash=sha256:3a26434dafe408229ff3403458ca58de24fb51936504decac49ce6755f77e59d \
+    --hash=sha256:3ae5b3a59436d089b5395d910121a390feed4d00578eb95a0fd1a329fe963100 \
+    --hash=sha256:3d4f72af88ac2474bb5bca640030320e3d38a0163a1d7533500e87be458eef71 \
+    --hash=sha256:3f42e9b78301f11c8f861746175d8b9c1ccef713fcad9eab396e2f6db8ed4a22 \
+    --hash=sha256:42a67efc36300d052fb4508a53e8b6901b9284b599ae63945c377569c5fcc1e1 \
+    --hash=sha256:48d67b87db6279c044760787eb01f6413032c2e6f3ba1cafaa492b1c8e578479 \
+    --hash=sha256:498c6c623134f8e09a3c4e60bcd607a0b4590dd7dbf08dd40851b27cbb520ccb \
+    --hash=sha256:49f7325beb0f85ef4aef5f48f490269575f83e6e2acad00a1d80b807eb027062 \
+    --hash=sha256:4e3ac92d90e92773b2362d506068e9a948192bd553e743c5b2429e28527c8661 \
+    --hash=sha256:530125ee1163c4219af35dc3aa1206e541e7b31b6efc1a3f93b70a136f65d427 \
+    --hash=sha256:5373dc80ad1aa2fb9ad95c83f24eef418bbda3a61375f128e5b0192e4f3f9b32 \
+    --hash=sha256:53e5179d8abb5710f8e83ba207c41c8d1261fcffd4616500e15ca2b7a33be10a \
+    --hash=sha256:53e7b4ce82b54a8bcc71b3b67a5cbd177ca1d7f592cbc92cd38b7349f73482db \
+    --hash=sha256:543906c127fb1d929b95076db19b83fa2d46751006ff1e23b093aa5ac4d8db42 \
+    --hash=sha256:54cfcdee2770dac994417cbb0ee1f3eb0e7cb6b30c79bf44f2c02ff79ec5124a \
+    --hash=sha256:55bdcc472aafe2de4a253045cc128007a64f1e0264fb675791e132ea5edaa3bd \
+    --hash=sha256:56f355e79f71aef2a85c80305cc915f894b170dba76de5fe84f6351939b83c06 \
+    --hash=sha256:5895ef58c4620afe02fa16044f023dc4dafec08158f9d08874a46a7dbc0341b8 \
+    --hash=sha256:5bcb6ff3fdab1258a192679ff1a05d44f59626430aa05cd1a9d2447423599228 \
+    --hash=sha256:5f08ec777f35ee70720233b8b9811d3bb5d728137f30ac91b7457709c3261ac0 \
+    --hash=sha256:614c61d478b83953e261d02bb2df750f17227cd33ef8002945bf5aebbde21919 \
+    --hash=sha256:617105e2c3018ee38d0c8ce5ee3c84f621a6d8b9f723202aacaff28449ca91ee \
+    --hash=sha256:6debfa7312ff9d4c124dc71d72e9a0a4b9e0879e48ba6fcb42bef5c3300289e2 \
+    --hash=sha256:7041d52c3a7fa20c9e8c182b534704abb19502c8bdcbde7ab23bfda6f642394f \
+    --hash=sha256:70c987b27534f9ae1a723f47ae921571d616da21d3208282bf4c52af5164ac43 \
+    --hash=sha256:74ab5b6a9fb13e873e5a90946588baecaf488745e1db1a4a5c433f971f035098 \
+    --hash=sha256:78253b573e6ffab5028924fc98bc281aae05445969982a10864bc360dea2016c \
+    --hash=sha256:7a75aa63cbf9b21cfaf60dc2657e19df2c2867d91707d653fee171ffeedd1371 \
+    --hash=sha256:8800c996b01c2772a783e3e46f3e1abd5823029adca0df54231960de9bfefa5b \
+    --hash=sha256:89176250f686cb9853c0fb7ead90e639e915b84a6f43eedc2a4e7ec21f1037f0 \
+    --hash=sha256:8a5fd34f7f7410d1730d5c2ba873cacb2eed3fede366feb268a70ba22581ed8f \
+    --hash=sha256:8b3b60de05f3dcb6f6a00f818bb2ec781cee4de0645f59ccaf99b1d1823b6100 \
+    --hash=sha256:8f2f1c4c032c7cedd7d8da6f54c97b70266c6570c3108d3fdffee7188bb70529 \
+    --hash=sha256:9491196535a88924a60afd5b5f434b5b203b6cc616250878dbdb223a8f7844bc \
+    --hash=sha256:9aa6e61fdf20105c4144e755bd586008ff450791d67b1c8146fdc15959c4d51c \
+    --hash=sha256:9d9edccfe496b476db5f398d97b865e9a6752bcf8aec4eef8390ce20fb64bb41 \
+    --hash=sha256:9fc7b5bfec6573f3ae844f457fdde5adeb713f8b8e4a81ad64fc207b49383716 \
+    --hash=sha256:a0dc483c00da8b673abbb367eb6f8d8f4bcec30eb58529ea13cb42e7fd2dfa33 \
+    --hash=sha256:a3a8296e7ab5c295f53f1041487cb088e1480775aafbf7fe545d93b770a0f96f \
+    --hash=sha256:a3e22975f905b89a55a488c2a08f2fdb2186175349e917d48985cc468a3d4c6e \
+    --hash=sha256:a4af35c443e0b1a1bd6a8af3f3485d7fda15c142751a00f3ff8090f0b93346fa \
+    --hash=sha256:a94dbaae5ae27bd849c93570669bff91e0510f33a80805738e3de72a7be0447b \
+    --hash=sha256:ac74facc01463f138b0da5580329cfcc82818dea5656e83ddcd11268fc12ff80 \
+    --hash=sha256:ad4c8b7488d745d2ca4838ebd8ae5ba9b56341d30b1da43640e4ce87f9f49646 \
+    --hash=sha256:b014a6ed7cf912e787149fdc529166d3ceabac23f26efeea3158c9aba2354e7e \
+    --hash=sha256:b20032766aedf6261c7a566585a40867d092ac03a0d81592d5370ef9b054f99b \
+    --hash=sha256:b2466434105a4e03113c36ec775cc2ebe6676b62eae326fa670bb607ef788c1c \
+    --hash=sha256:b304db572b4368edd8dda8a2274f73156fe15558fca4a917cb8a09fc47af5963 \
+    --hash=sha256:ba59d59aba08ac02fc03b0c8983ccd5ee39a199d0552ce9e6d2b4845b34d59ae \
+    --hash=sha256:bd52f811e65f6fb634b1047159657c98f52b407f8efec907bcfc09da9a4c0a25 \
+    --hash=sha256:bdd0e2834dce1a26c1bbe26464861e16bbe217042cbff619247c11594472518c \
+    --hash=sha256:c23ec8ee9d5ab2f5421f9c7fffce208435607af27fd46d4a44e031954352838f \
+    --hash=sha256:c39846c3aad97a8530c89d7a3869a8f8e9e3762c6ac0504481e5c80948f7e807 \
+    --hash=sha256:c3c200cf9757edd785051dc699c7ecbec22110dbfcb3fefc7a9f9695eda8ea7a \
+    --hash=sha256:c7d3a97c678d34fc5b59da671ee9cd630096ddc643e7b5a30d54a2a6f3574d3f \
+    --hash=sha256:c8653fd547c93a61aadc612007790f5555cdd18946fa48cf45e26d8ea4ea473d \
+    --hash=sha256:cc7cb243a68167172f48c1fd43cee91ec4b1d40cefd190edd43369d1a6bc9c82 \
+    --hash=sha256:ccd4893707b3e2a13e39c90d43cf80edf2e4d0457935bcc103bf2346214c3f15 \
+    --hash=sha256:cd817772b2fcf2b8c0905795318485f9ec16eae60b29feb7f4c77085311637f0 \
+    --hash=sha256:cda5fd5c95ad7a125a2e8464acc78b98b94c475a3780d6aa0aa157c93f470f4d \
+    --hash=sha256:cef89a58e628c4efcac3275c2d68083f82426dcdc89c1492a6f654f9f7ea6ab9 \
+    --hash=sha256:d1558173930a5a8d3069cee5c92fc91c87c4dbcb099debbb3622053717145a19 \
+    --hash=sha256:d6088ec9894113802bddb3c09e974929aed2c7b3a8c456219b8aab4481f1a239 \
+    --hash=sha256:d6218d92e450824e9b4881f44e8c09f1853b490f9a64130801024a4793b1b3b0 \
+    --hash=sha256:d77640cc618c1d99fc4f8589c0f24a730adfa54eb1e57ef7bf0c8dfb78da898c \
+    --hash=sha256:d7d2deec16eeedf55f2c7cf75b521ea3856a5177e123844f8fd0f114ce252cb5 \
+    --hash=sha256:db332af25642007330fca8be5c4d194caf2bea7a7fc84415aff3497af5dfee6b \
+    --hash=sha256:dd54d0e8717de95939766febac482ac0474d8ac3b048115f9f2b1d23a16e7db4 \
+    --hash=sha256:ddcac3c6b382e81f1dd0499199d4136b877beb4cb5ef770bbbfba56c4b8f55d2 \
+    --hash=sha256:df82f3787c940c94986b34222d59c9e38843fba85139f36e85255a82ad5355a9 \
+    --hash=sha256:dfa68deb2a443bdaa3ea5297b0699c1464f08aef3812b486d1348eee61b07dc0 \
+    --hash=sha256:dff9461ec275f22135650d5ba4b4931a11f3958df7dfbb8db630000d4dee0883 \
+    --hash=sha256:e1e74298bab6ee0d6e749ed4fd1901c7e604bdda32c03d787a2cc71c46d0433d \
+    --hash=sha256:e2667f0bbe7eb6c74eae5e9691441ad186e5845ca3cff63230fc09c4e7514f5d \
+    --hash=sha256:e3be98a7c30b8c25d573dafba7171d66dfb05ee6a9070fc46535464ff97700a6 \
+    --hash=sha256:e568e14940c09955aa51f4e645b6daa18a581c5dcfcd73744dcc86a856e3ced3 \
+    --hash=sha256:e72ee89e28d907a18f46959b4eb0bb06701cc7f8cf4366e00029e2ccfaaf5924 \
+    --hash=sha256:e92eb8acc45eb6a9f4935071a77edf5b85cc6f8dfad5cd99e97653c26593cdde \
+    --hash=sha256:ea05e1f97ceea523942d9b2a7d7c0359d781d683d6b043f5943a602b14da4787 \
+    --hash=sha256:eac645b09bcfdf73df7536331f0678c1086ea250981118ddb5199e17ccef72bb \
+    --hash=sha256:eb0495d778817619273c108784292be161a924b9f5ae5cbbc70a2caa6838250b \
+    --hash=sha256:ebe8e504f058fe91223351cecd2d9d6946c9d241bb0250d898ffbdf584cc72b0 \
+    --hash=sha256:ed099d105449c4f9e84f24af203cd131349d4761d8813fa7e02c32e7128cd910 \
+    --hash=sha256:f0f177d1b195b9e06376cfd7d308d8a1b920909a609d03ac82a8c73bbb16d3b9 \
+    --hash=sha256:f3d2669fe7dec7fc359ecdb5984b29b50d85d5d00f8c1cb61de4f4a24ee42627 \
+    --hash=sha256:f4e05329faa0ea1a404b37de4f034fd2c2defcca06a68dc6745e4e56c88e8a48 \
+    --hash=sha256:f53bcd52f585e1ac3e590d61434eb61f9a88c38df041b4ea126d97144344a77b \
+    --hash=sha256:f55119f7bf25f49ed210f6096090715da24f2943c62102448915fde3c62877ce \
+    --hash=sha256:f631fe87a6f30df5fbe6d79640b25e4cffb38c31c7fb6f10871517b84b0f8c1a \
+    --hash=sha256:f8fb78a83c9e5f741ca3a68cfb455c1f5bb83b4e7249a3848b3cd78d0a8563b0 \
+    --hash=sha256:fa9467a8113aa69d3d7c55a70ef0b7c636010a40993f3df9d9d0d73b3eb7ef24 \
+    --hash=sha256:fd51ebf9d3a00c074df4ede271023f4d2dba289bcc740b88191872716014e3c5
+    # via
+    #   aiobotocore
+    #   kubernetes
 aioitertools==0.13.0 \
     --hash=sha256:0be0292b856f08dfac90e31f4739432f4cb6d7520ab9eb73e143f4f2fa5259be \
     --hash=sha256:620bd241acc0bbb9ec819f1ab215866871b4bbd1f73836a55f799200ee86950c
@@ -142,21 +143,22 @@ alabaster==1.0.0 \
     --hash=sha256:c00dca57bca26fa62a6d7d0a9fcce65f3e026e9bfe33e9c538fd3fbb2144fd9e \
     --hash=sha256:fc6786402dc3fcb2de3cabd5fe455a2db534b371124f1f21de8731783dec828b
     # via sphinx
-annotated-doc==0.0.4 \
-    --hash=sha256:571ac1dc6991c450b25a9c2d84a3705e2ae7a53467b5d111c24fa8baabbed320 \
-    --hash=sha256:fbcda96e87e9c92ad167c2e53839e57503ecfda18804ea28102353485033faa4
+annotated-doc==0.0.5 \
+    --hash=sha256:117bac03a25ede5df5440e855b32d556049ca169ead221505badf432fed4b101 \
+    --hash=sha256:c7e58ce09192557605d8bbd92836d7e1d520ac9580096042c0bfd197efacf1bb
     # via
     #   fastapi
     #   typer
-annotated-types==0.7.0 \
-    --hash=sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53 \
-    --hash=sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89
+annotated-types==0.8.0 \
+    --hash=sha256:13b2beaad985e05e2d6407ee4c4f35590b11f8d693a258a561055cac8f64cab7 \
+    --hash=sha256:f072f4d804ea359e4eaf198b1af7a8b0943881a87f31bb764f8bf219bb9419e0
     # via pydantic
-anyio==4.13.0 \
-    --hash=sha256:08b310f9e24a9594186fd75b4f73f4a4152069e3853f1ed8bfbf58369f4ad708 \
-    --hash=sha256:334b70e641fd2221c1505b3890c69882fe4a2df910cba14d97019b90b24439dc
+anyio==4.14.2 \
+    --hash=sha256:9f505dda5ac9f0c8309b5e8bd445a8c2bf7246f3ce950121e45ea15bc41d1494 \
+    --hash=sha256:cfa139f3ed1a23ee8f88a145ddb5ac7605b8bbfd8592baacd7ce3d8bb4313c7f
     # via
     #   httpx
+    #   httpx2
     #   mcp
     #   sse-starlette
     #   starlette
@@ -165,6 +167,42 @@ asn1crypto==1.5.1 \
     --hash=sha256:13ae38502be632115abf8a24cbe5f4da52e3b5231990aff31123c805306ccb9c \
     --hash=sha256:db4e40728b728508912cbb3d44f19ce188f218e9eba635821bb4b68564f8fd67
     # via snowflake-connector-python
+ast-serialize==0.6.0 \
+    --hash=sha256:0067b25fce104eaae5b88383de9ab803faeb671831e14ca698b771b356e2600f \
+    --hash=sha256:085de7f62dc9cc247eb01e965a362707d1d90b1d89a82c5bf78301a60a3c417b \
+    --hash=sha256:093cb8bb91b720d8523580498d031791bb1bbaa048599c3d21085d380e11a596 \
+    --hash=sha256:113b58346f9ceb664352032770caca817d4a3c86f611c6088e6ef65ddaa70f0e \
+    --hash=sha256:13b7769970a39983b0adf2f38917b1cd3b8946f76df045756c3d741bc689f089 \
+    --hash=sha256:2d947e45cafc4b09bd7528917fa84c517654a43de173c79785574b7b3068ac24 \
+    --hash=sha256:305802f2ce2a7c4e87835078ea85c58b586ddda8095b92fe2ead9364ae19c80a \
+    --hash=sha256:32ef62ec34cf6be20ad77d4799556638fbdf187f3ae10698dfb20ef9f2c89516 \
+    --hash=sha256:3ae22a366b752ab4496191525b78b097b5b72d531752e3c1dd7e383a8f2c8a1a \
+    --hash=sha256:4d6ef91590258ada18909b9caea344dac4de2013906b035473cd674a43f4b790 \
+    --hash=sha256:4ed29121da8b3fdc291002801a1de0f76248fa07dce89157a5f277842cf6126e \
+    --hash=sha256:5337cb256dcea3df9288205213d1601581536526b8f4da44b6974f1180f3252a \
+    --hash=sha256:577a6c189068686869f5f1ddc38363f3ae1808a4753b577266f9202071a7bb66 \
+    --hash=sha256:6e15ec740436e1a0d62de848641abe5f3a2f89a7f94907d534795ac91bbacf14 \
+    --hash=sha256:6f7a408601bb3edaefb3bc67a4c01f5235e3253653b6a5729a2ee2382b35341c \
+    --hash=sha256:82c312a7844d2fdeb4d5c48bd3d215bf940dafd4704e1a9bcf252a99010a99b1 \
+    --hash=sha256:8670bfa51208a2c0c8d138928e40e998fab158f9200d53bb80c088b5b8eda7b8 \
+    --hash=sha256:897ac47b5637be41c0c07061c8a912fafa967ef1dc73fa115e4bfa70882a093b \
+    --hash=sha256:9f8a8b78b13173de6a9ec22111d9be674874cd5bdccda04f14ae5ebc2bef403a \
+    --hash=sha256:a14191beec7e0c078d2fc1f6edc0aee88bcd4db9f18e1bc9f8052b559c22dddc \
+    --hash=sha256:a4826809eb8597a8cd59fd924b6d7c285b8969a1e0007e2cb652cab62376270f \
+    --hash=sha256:a7520b672827885bafeae7501f684d14d47d17e5f45256f9df547686cca52264 \
+    --hash=sha256:aadd3ffcf4858c9726bf3515f7b199c7eadbe504f96028e4a87172c0da65a8fe \
+    --hash=sha256:b1dac4e09d341c1300ba69cdcbe62867b32a8c75d90db9bf4d083bec3b039f0b \
+    --hash=sha256:c4af9a1386166e40ed01464991806f89038a2d89782576c7774876fa77034e32 \
+    --hash=sha256:c617417f9cbb0cb144f6283c3cbe0d2e0f01beaf9f608f662b21191058a626ec \
+    --hash=sha256:c7b8b8f0c42f752ea00b2b7d7c090b3f80d9c1c5c75cadf16423790a0cc74081 \
+    --hash=sha256:c901adbd750029b9ac4ad3d6aa56853e0ad4875119fbf52b7b8298afc223828b \
+    --hash=sha256:ccd132fe8db56f61fe743b1f644d01b8d65b83248a8da506f3132bda86d6ed5e \
+    --hash=sha256:cd5b91b9e6f2356ace3a556963b0cd783b395fbbb0bb17b4defc283415466e77 \
+    --hash=sha256:cdc4e6f930b9090c2f92c9036ad12ffb8e6e44d4a5ba06f1458a05d60f203f7b \
+    --hash=sha256:dcbed41e9386059fc0261d602445ede0976c2ecec2939688bcbcb9ed0b6f28b7 \
+    --hash=sha256:e61580a69faf47e3689795367ed211f2a10fd741478cc0f36a0f128793360aad \
+    --hash=sha256:f2ff3baffc3a29c1f15bc9098aa0c09763410262d5e6cef42116f7356c184554
+    # via mypy
 atpublic==7.0.0 \
     --hash=sha256:466ef10d0c8bbd14fd02a5fbd5a8b6af6a846373d91106d3a07c16d72d96b63e \
     --hash=sha256:6702bd9e7245eb4e8220a3e222afcef7f87412154732271ee7deee4433b72b4b
@@ -173,6 +211,7 @@ attrs==26.1.0 \
     --hash=sha256:c647aa4a12dfbad9333ca4e71fe62ddc36f4e63b2d260a37a8b83d2f043ac309 \
     --hash=sha256:d03ceb89cb322a8fd706d4fb91940737b6642aa36998fe130a9bc96c985eff32
     # via
+    #   feast (pyproject.toml)
     #   aiohttp
     #   jsonschema
     #   referencing
@@ -180,265 +219,248 @@ babel==2.18.0 \
     --hash=sha256:b80b99a14bd085fcacfa15c9165f651fbb3406e66cc603abf11c5750937c992d \
     --hash=sha256:e2b422b277c2b9a9630c1d7903c2a00d0830c409c59ac8cae9081c92f1aeba35
     # via sphinx
-bigtree==1.4.0 \
-    --hash=sha256:d0d99550ae64ce4529f132602ab875c2ab472c96c942f5704f8c72a17450d3ea \
-    --hash=sha256:e5ae2e948168da671d99601c9ed87ab3b48d9d4ea8a98f111e5748e98064c31c
+bigtree==1.5.3 \
+    --hash=sha256:47879c5d80f4e0d50f2c8818d3b80fc58af24b5372608223aac25e5580ac0ed8 \
+    --hash=sha256:81169329ec92dfab7d8df9d61d85d8dea8b8512fbf073fbc95badc21eadcd14f
     # via feast (pyproject.toml)
-boto3==1.38.27 \
-    --hash=sha256:94bd7fdd92d5701b362d4df100d21e28f8307a67ff56b6a8b0398119cf22f859 \
-    --hash=sha256:95f5fe688795303a8a15e8b7e7f255cadab35eae459d00cc281a4fd77252ea80
+boto3==1.43.46 \
+    --hash=sha256:66c0d943b049a46a492ec4ec2ebe73c930b1842c7137bee83aad6d93e95d4d96 \
+    --hash=sha256:69453e2c1bcb9fd9806527ab99950cacfc2826cb0dce9a3a0414d19270c06c3c
     # via
     #   feast (pyproject.toml)
     #   snowflake-connector-python
-botocore==1.38.46 \
-    --hash=sha256:8798e5a418c27cf93195b077153644aea44cb171fcd56edc1ecebaa1e49e226e \
-    --hash=sha256:89ca782ffbf2e8769ca9c89234cfa5ca577f1987d07d913ee3c68c4776b1eb5b
+botocore==1.43.46 \
+    --hash=sha256:59f2e1ac3cdc66d191cae91c0804bc41847ce817dc8147cf43eaada8f76a5533 \
+    --hash=sha256:cb673891e623ae6e6a1bf24d94ef169504f3eb02584adb5d5bee2f6aae819b60
     # via
     #   aiobotocore
     #   boto3
     #   s3transfer
     #   snowflake-connector-python
+cachetools==7.1.6 \
+    --hash=sha256:2c12e255780330af28b91bb7fb96cce4c766f04e38396b9a24510190a5827096 \
+    --hash=sha256:c7a79e7f30ba9943c1cefd08cc36f006aaae086e017af9166f1d59d6170c47e1
+    # via pymilvus
 calver==2025.3.31 \
     --hash=sha256:07511edf5e7fa75ae97445c8c5921240e0fe62937289a3ebe6963eddd3c691b6 \
     --hash=sha256:255d1a70bba8f97dc1eee3af4240ed35980508da69257feef94c79e5c6545fc7
     # via feast (pyproject.toml)
-certifi==2026.4.22 \
-    --hash=sha256:3cb2210c8f88ba2318d29b0388d1023c8492ff72ecdde4ebdaddbb13a31b1c4a \
-    --hash=sha256:8d455352a37b71bf76a79caa83a3d6c25afee4a385d632127b6afb3963f1c580
+certifi==2026.7.22 \
+    --hash=sha256:62f22742b58a1a33014a2b6b706588a8d7e2a88ae7bd1a6ebe8c992928483775 \
+    --hash=sha256:741e2c3b351ddf169a738da9f2c048608ff7f2c5cc02f1ebc6b118bb090d5d55
     # via
     #   httpcore
     #   httpx
     #   kubernetes
     #   requests
     #   snowflake-connector-python
-cffi==2.0.0 \
-    --hash=sha256:00bdf7acc5f795150faa6957054fbbca2439db2f775ce831222b66f192f03beb \
-    --hash=sha256:07b271772c100085dd28b74fa0cd81c8fb1a3ba18b21e03d7c27f3436a10606b \
-    --hash=sha256:087067fa8953339c723661eda6b54bc98c5625757ea62e95eb4898ad5e776e9f \
-    --hash=sha256:0a1527a803f0a659de1af2e1fd700213caba79377e27e4693648c2923da066f9 \
-    --hash=sha256:0cf2d91ecc3fcc0625c2c530fe004f82c110405f101548512cce44322fa8ac44 \
-    --hash=sha256:0f6084a0ea23d05d20c3edcda20c3d006f9b6f3fefeac38f59262e10cef47ee2 \
-    --hash=sha256:12873ca6cb9b0f0d3a0da705d6086fe911591737a59f28b7936bdfed27c0d47c \
-    --hash=sha256:19f705ada2530c1167abacb171925dd886168931e0a7b78f5bffcae5c6b5be75 \
-    --hash=sha256:1cd13c99ce269b3ed80b417dcd591415d3372bcac067009b6e0f59c7d4015e65 \
-    --hash=sha256:1e3a615586f05fc4065a8b22b8152f0c1b00cdbc60596d187c2a74f9e3036e4e \
-    --hash=sha256:1f72fb8906754ac8a2cc3f9f5aaa298070652a0ffae577e0ea9bd480dc3c931a \
-    --hash=sha256:1fc9ea04857caf665289b7a75923f2c6ed559b8298a1b8c49e59f7dd95c8481e \
-    --hash=sha256:203a48d1fb583fc7d78a4c6655692963b860a417c0528492a6bc21f1aaefab25 \
-    --hash=sha256:2081580ebb843f759b9f617314a24ed5738c51d2aee65d31e02f6f7a2b97707a \
-    --hash=sha256:21d1152871b019407d8ac3985f6775c079416c282e431a4da6afe7aefd2bccbe \
-    --hash=sha256:24b6f81f1983e6df8db3adc38562c83f7d4a0c36162885ec7f7b77c7dcbec97b \
-    --hash=sha256:256f80b80ca3853f90c21b23ee78cd008713787b1b1e93eae9f3d6a7134abd91 \
-    --hash=sha256:28a3a209b96630bca57cce802da70c266eb08c6e97e5afd61a75611ee6c64592 \
-    --hash=sha256:2c8f814d84194c9ea681642fd164267891702542f028a15fc97d4674b6206187 \
-    --hash=sha256:2de9a304e27f7596cd03d16f1b7c72219bd944e99cc52b84d0145aefb07cbd3c \
-    --hash=sha256:38100abb9d1b1435bc4cc340bb4489635dc2f0da7456590877030c9b3d40b0c1 \
-    --hash=sha256:3925dd22fa2b7699ed2617149842d2e6adde22b262fcbfada50e3d195e4b3a94 \
-    --hash=sha256:3e17ed538242334bf70832644a32a7aae3d83b57567f9fd60a26257e992b79ba \
-    --hash=sha256:3e837e369566884707ddaf85fc1744b47575005c0a229de3327f8f9a20f4efeb \
-    --hash=sha256:3f4d46d8b35698056ec29bca21546e1551a205058ae1a181d871e278b0b28165 \
-    --hash=sha256:44d1b5909021139fe36001ae048dbdde8214afa20200eda0f64c068cac5d5529 \
-    --hash=sha256:45d5e886156860dc35862657e1494b9bae8dfa63bf56796f2fb56e1679fc0bca \
-    --hash=sha256:4647afc2f90d1ddd33441e5b0e85b16b12ddec4fca55f0d9671fef036ecca27c \
-    --hash=sha256:4671d9dd5ec934cb9a73e7ee9676f9362aba54f7f34910956b84d727b0d73fb6 \
-    --hash=sha256:53f77cbe57044e88bbd5ed26ac1d0514d2acf0591dd6bb02a3ae37f76811b80c \
-    --hash=sha256:5eda85d6d1879e692d546a078b44251cdd08dd1cfb98dfb77b670c97cee49ea0 \
-    --hash=sha256:5fed36fccc0612a53f1d4d9a816b50a36702c28a2aa880cb8a122b3466638743 \
-    --hash=sha256:61d028e90346df14fedc3d1e5441df818d095f3b87d286825dfcbd6459b7ef63 \
-    --hash=sha256:66f011380d0e49ed280c789fbd08ff0d40968ee7b665575489afa95c98196ab5 \
-    --hash=sha256:6824f87845e3396029f3820c206e459ccc91760e8fa24422f8b0c3d1731cbec5 \
-    --hash=sha256:6c6c373cfc5c83a975506110d17457138c8c63016b563cc9ed6e056a82f13ce4 \
-    --hash=sha256:6d02d6655b0e54f54c4ef0b94eb6be0607b70853c45ce98bd278dc7de718be5d \
-    --hash=sha256:6d50360be4546678fc1b79ffe7a66265e28667840010348dd69a314145807a1b \
-    --hash=sha256:730cacb21e1bdff3ce90babf007d0a0917cc3e6492f336c2f0134101e0944f93 \
-    --hash=sha256:737fe7d37e1a1bffe70bd5754ea763a62a066dc5913ca57e957824b72a85e205 \
-    --hash=sha256:74a03b9698e198d47562765773b4a8309919089150a0bb17d829ad7b44b60d27 \
-    --hash=sha256:7553fb2090d71822f02c629afe6042c299edf91ba1bf94951165613553984512 \
-    --hash=sha256:7a66c7204d8869299919db4d5069a82f1561581af12b11b3c9f48c584eb8743d \
-    --hash=sha256:7cc09976e8b56f8cebd752f7113ad07752461f48a58cbba644139015ac24954c \
-    --hash=sha256:81afed14892743bbe14dacb9e36d9e0e504cd204e0b165062c488942b9718037 \
-    --hash=sha256:8941aaadaf67246224cee8c3803777eed332a19d909b47e29c9842ef1e79ac26 \
-    --hash=sha256:89472c9762729b5ae1ad974b777416bfda4ac5642423fa93bd57a09204712322 \
-    --hash=sha256:8ea985900c5c95ce9db1745f7933eeef5d314f0565b27625d9a10ec9881e1bfb \
-    --hash=sha256:8eca2a813c1cb7ad4fb74d368c2ffbbb4789d377ee5bb8df98373c2cc0dee76c \
-    --hash=sha256:92b68146a71df78564e4ef48af17551a5ddd142e5190cdf2c5624d0c3ff5b2e8 \
-    --hash=sha256:9332088d75dc3241c702d852d4671613136d90fa6881da7d770a483fd05248b4 \
-    --hash=sha256:94698a9c5f91f9d138526b48fe26a199609544591f859c870d477351dc7b2414 \
-    --hash=sha256:9a67fc9e8eb39039280526379fb3a70023d77caec1852002b4da7e8b270c4dd9 \
-    --hash=sha256:9de40a7b0323d889cf8d23d1ef214f565ab154443c42737dfe52ff82cf857664 \
-    --hash=sha256:a05d0c237b3349096d3981b727493e22147f934b20f6f125a3eba8f994bec4a9 \
-    --hash=sha256:afb8db5439b81cf9c9d0c80404b60c3cc9c3add93e114dcae767f1477cb53775 \
-    --hash=sha256:b18a3ed7d5b3bd8d9ef7a8cb226502c6bf8308df1525e1cc676c3680e7176739 \
-    --hash=sha256:b1e74d11748e7e98e2f426ab176d4ed720a64412b6a15054378afdb71e0f37dc \
-    --hash=sha256:b21e08af67b8a103c71a250401c78d5e0893beff75e28c53c98f4de42f774062 \
-    --hash=sha256:b4c854ef3adc177950a8dfc81a86f5115d2abd545751a304c5bcf2c2c7283cfe \
-    --hash=sha256:b882b3df248017dba09d6b16defe9b5c407fe32fc7c65a9c69798e6175601be9 \
-    --hash=sha256:baf5215e0ab74c16e2dd324e8ec067ef59e41125d3eade2b863d294fd5035c92 \
-    --hash=sha256:c649e3a33450ec82378822b3dad03cc228b8f5963c0c12fc3b1e0ab940f768a5 \
-    --hash=sha256:c654de545946e0db659b3400168c9ad31b5d29593291482c43e3564effbcee13 \
-    --hash=sha256:c6638687455baf640e37344fe26d37c404db8b80d037c3d29f58fe8d1c3b194d \
-    --hash=sha256:c8d3b5532fc71b7a77c09192b4a5a200ea992702734a2e9279a37f2478236f26 \
-    --hash=sha256:cb527a79772e5ef98fb1d700678fe031e353e765d1ca2d409c92263c6d43e09f \
-    --hash=sha256:cf364028c016c03078a23b503f02058f1814320a56ad535686f90565636a9495 \
-    --hash=sha256:d48a880098c96020b02d5a1f7d9251308510ce8858940e6fa99ece33f610838b \
-    --hash=sha256:d68b6cef7827e8641e8ef16f4494edda8b36104d79773a334beaa1e3521430f6 \
-    --hash=sha256:d9b29c1f0ae438d5ee9acb31cadee00a58c46cc9c0b2f9038c6b0b3470877a8c \
-    --hash=sha256:d9b97165e8aed9272a6bb17c01e3cc5871a594a446ebedc996e2397a1c1ea8ef \
-    --hash=sha256:da68248800ad6320861f129cd9c1bf96ca849a2771a59e0344e88681905916f5 \
-    --hash=sha256:da902562c3e9c550df360bfa53c035b2f241fed6d9aef119048073680ace4a18 \
-    --hash=sha256:dbd5c7a25a7cb98f5ca55d258b103a2054f859a46ae11aaf23134f9cc0d356ad \
-    --hash=sha256:dd4f05f54a52fb558f1ba9f528228066954fee3ebe629fc1660d874d040ae5a3 \
-    --hash=sha256:de8dad4425a6ca6e4e5e297b27b5c824ecc7581910bf9aee86cb6835e6812aa7 \
-    --hash=sha256:e11e82b744887154b182fd3e7e8512418446501191994dbf9c9fc1f32cc8efd5 \
-    --hash=sha256:e6e73b9e02893c764e7e8d5bb5ce277f1a009cd5243f8228f75f842bf937c534 \
-    --hash=sha256:f73b96c41e3b2adedc34a7356e64c8eb96e03a3782b535e043a986276ce12a49 \
-    --hash=sha256:f93fd8e5c8c0a4aa1f424d6173f14a892044054871c771f8566e4008eaa359d2 \
-    --hash=sha256:fc33c5141b55ed366cfaad382df24fe7dcbc686de5be719b207bb248e3053dc5 \
-    --hash=sha256:fc7de24befaeae77ba923797c7c87834c73648a05a4bde34b3b7e5588973a453 \
-    --hash=sha256:fe562eb1a64e67dd297ccc4f5addea2501664954f2692b69a76449ec7913ecbf
+cffi==2.1.0 \
+    --hash=sha256:02cb7ff33ded4f1532476731f89ede53e2e488a8e6205515a82144246ffa7dcc \
+    --hash=sha256:03e9810d18c646077e501f661b682fbf5dee4676048527ca3cffe66faa9960dd \
+    --hash=sha256:0520e1f4c35f44e209cbbb421b67eec42e6a157f59444dfb6058874ff3610e5d \
+    --hash=sha256:0582a58f3051372229ca8e7f5f589f9e5632678208d8636fea3676711fdf7fe5 \
+    --hash=sha256:0611e7ebf90573a535ebdc33ae9da222d037853983e13359f580fab781ca017f \
+    --hash=sha256:0a42c688d19fca6e095a53c6a6e2295a5b050a8b289f109adab02a9e61a25de6 \
+    --hash=sha256:0a96b74cda968eebbad56d973efe5098974f0a9fb323865bf99ea1fd24e3e64c \
+    --hash=sha256:10537b1df4967ca26d21e5072d7d54188354483b91dc75058968d3f0cf13fbda \
+    --hash=sha256:11b3fb55f4f8ad92274ed26705f65d8f91457de71f5380061eb6d125a768fecd \
+    --hash=sha256:15faec4adfff450819f3aee0e2e02c812de6edb88203aa58807955db2003472a \
+    --hash=sha256:164bff1657b2a74f0b6d54e11c9b375bc97b931f2ca9c43fcf875838da1570dd \
+    --hash=sha256:1854b724d00f6654c742097d5387569021be12d3a0f770eae1df8f8acfcc6acd \
+    --hash=sha256:19c54ac121cad98450b4896fa9a43ee0180d57bc4bc911a33db6cab1efab6cd3 \
+    --hash=sha256:1b96bfe2c4bd825681b7d311ad6d9b7280a091f43e8f63da5729638083cd3bfb \
+    --hash=sha256:1e9f50d192a3e525b15a75ab5114e442d83d657b7ec29182a991bc9a88fd3a66 \
+    --hash=sha256:1ff3456eab0d889592d1936d6125bbfbc7ae4d3354a700f8bd80450a66445d4d \
+    --hash=sha256:2282cd5e38aa8accd03e99d1256af8411c84cdbee6a89d841b563fdbd1f3e50f \
+    --hash=sha256:276f20fffd7b396e12516ba8edf9509210ac248cbbc5acbc39cd512f9f59ebe6 \
+    --hash=sha256:2b71d409cccee78310ab5dec549aed052aaea483346e282c7b02362596e01bb0 \
+    --hash=sha256:2e9dabb9abcb7ad15938c7196ad5c1718a4e6d33cc79b4c0209bdb64c4a54a5c \
+    --hash=sha256:30b65779d598c370374fefabf138d456fd6f3216bfa7bedfab1ba82025b0cd93 \
+    --hash=sha256:33eb1ad83ebe8f313e0df035c406227d55a79456704a863fad9842136af5ad7d \
+    --hash=sha256:35aaea0c7ee0e58a5cd8c2fd1a48fdf7ece0d2699b7ecdda08194e9ce5dd9b3d \
+    --hash=sha256:3681e031db29958a7502f5c0c9d6bbc4c36cb20f7b104086fa642d1799631ff8 \
+    --hash=sha256:379de10ce1ba048b1448599d1b37b24caee16309d1ac98d3982fc997f768700b \
+    --hash=sha256:37f525a7e7e50c017fdebe58b787be310ad59357ae43a053943a6e1a6c526001 \
+    --hash=sha256:3b926723c13eba9f81d2ef3820d63aeceec3b2d4639906047bf675cb8a7a500d \
+    --hash=sha256:3d7f118b5adbfdfead90c25822690b02bc8074fba949bb7858bec4ebd55adb43 \
+    --hash=sha256:46b1c8db8f6122420f32d02fffb924c2fe9bc772d228c7c711748fff56aabb2b \
+    --hash=sha256:47ff3a8bfd8cb9da1af7524b965127095055654c177fcfc7578debcb015eecd0 \
+    --hash=sha256:4d433a51f1870e43a13b6732f92aaf540ff77c2015097c78556f75a2d6c030e0 \
+    --hash=sha256:4f26194e3d95e06501b942642855aed4f953d55e95d7d01b7c4483db3ecff458 \
+    --hash=sha256:510aeeeac94811b138077451da1fb18b308a5feab47dd2b603af55804155e1c8 \
+    --hash=sha256:5972433ad71a9e46516584ef60a0fda12d9dc459938d1539c3ddecf9bdc1368d \
+    --hash=sha256:5ecbd0499275d57506d397eebe1981cee87b47fcd9ef5c22cab7ed7644a39a94 \
+    --hash=sha256:6274dcb2d15cef48daa73ed1be5a40d501d74dccd0cd6db364776d12cb6ba022 \
+    --hash=sha256:63960549e4f8dc41e31accb97b975abaecfc44c03e396c093a6436763c2ea7db \
+    --hash=sha256:64c753a0f87a256020004f37a1c8c02c480e725f910f0b2a0f3f07debd1b2479 \
+    --hash=sha256:6af371f3767faeffc6ac1ef57cdfd25844403e9d3f476c5537caee499de96376 \
+    --hash=sha256:6ca4919c6e4f89aa99c42510b42cf54596892c00b3f9077f6bdd1505e24b9c8d \
+    --hash=sha256:6d194185eabd279f1c05ebe3504265ddfc5ad2b58d0714f7db9f01da592e9eb6 \
+    --hash=sha256:702c436735fbe99d59ada02a1f65cfc0d31c0ee8b7290912f8fbc5cd1e4b16c3 \
+    --hash=sha256:716ff8ec22f20b4d988b12884086bcef0fc99737043e503f7a3935a6be99b1ea \
+    --hash=sha256:762f99479dcb369f60ab9017ad4ab97a36a1dd7c1ee5a3b15db0f4b8659120cd \
+    --hash=sha256:7762faa47e8ff7eb80bd261d9a7d8eea2d8baa69de5e95b70c1f338bbe712f02 \
+    --hash=sha256:78474632761faa0fb96f30b1c928c84ebcf68713cbb80d15bab09dfe61640fde \
+    --hash=sha256:799416bae98336e400981ff6e532d67d5c709cfb30afb79865a1315f94b0e224 \
+    --hash=sha256:7d034dcffa09e9a46c93fa3a3be402096cb5354ac6e41ab8e5cc9cd8b642ad76 \
+    --hash=sha256:7d28dff1db6764108bc30788d85d61c876beff416d9a49cb9dd7c5a9f34f5804 \
+    --hash=sha256:7d3538f9c0e50670f4deb93dbb696576e60590369cae2faf7de681e597a8a1f1 \
+    --hash=sha256:7d5980a3433d4b71a5e120f9dd551403d7824e31e2e67124fe2769c404c06913 \
+    --hash=sha256:7ea6b3e2c4250ff1de21c630fe72d0f63eb95c2c32ffbf64a358cf4a8836d714 \
+    --hash=sha256:86cf8755a791f72c85dc287128cc62d4f24d392e3f1e15837245623f4a33cccc \
+    --hash=sha256:88023dfe18799507b73f1dbb0d14326a17465de1bc9c9c7655c22845e9ddc3a2 \
+    --hash=sha256:89095c1968b4ba8285840e131bf2891b09ae137fe2146905acae0354fbce1b5e \
+    --hash=sha256:8d35c139744adb3e727cd51b1a18324bbe44b8bd41bf8322bca4d41289f48eda \
+    --hash=sha256:8e74a6135550c4748af665b1b1118b6aab33b1fc6a16f9aff630af107c3b4512 \
+    --hash=sha256:8f9ec95b8a043d3dfbc74d9abc6f7baf524dd27a8dc160b0a32ff9cdab650c28 \
+    --hash=sha256:90bec57cf82089383bd06a605b3eb8daebf7e5a668520beaf6e327a83a947699 \
+    --hash=sha256:95f2954c2c9473d892eca6e0409f3568b37ab62a8eedb122461f73cc273476e3 \
+    --hash=sha256:961be50688f7fba2fa65f63712d3b9b341a22311f5253460ce933f52f0de1c8c \
+    --hash=sha256:98fff996e983a36d3aa2eca83af40c5821202e7e6f32d13ae94e3d2286f10cfe \
+    --hash=sha256:9b8f0f26ca4e7513c534d351eca551947d053fac438f2a04ac96d882909b0d3a \
+    --hash=sha256:9d72af0cf10a76a600a9690078fe31c63b9588c8e86bf9fd353f713c84b5db0f \
+    --hash=sha256:9d8272c0e483b024e1b9ad029821470ed8ec65631dbd90217469da0e7cd89f1c \
+    --hash=sha256:a016194dbe13d14ee9556e734b772d8d67b947092b268d757fd4290e3ba2dfc2 \
+    --hash=sha256:a5781494d4d400a3f47f8f1da94b324f6e6b440a53387774002890a2a2f4b50f \
+    --hash=sha256:a95b05f9baf29b91171b3a8bd2020b028835243e7b0ff6bb23e2a3c228518b1b \
+    --hash=sha256:aa7a1b53a2a4452ada2d1b5dade9960b2522f1e61293a811a077439e39029565 \
+    --hash=sha256:ac0f1a2d0cfa7eea3f2aaf006ab6e70e8feeb16b75d65b7e5939982ca2f11056 \
+    --hash=sha256:af5e2915d41fe6c961694d7bfdc8562942638200f3ce2765dfb8b745cf997629 \
+    --hash=sha256:b6422532152adf4e59b110cb2808cee7a033800952f5c036b4af047ee43199e7 \
+    --hash=sha256:b65f590ef2a44640f9a05dbb548a429b4ade77913ce683ac8b1480777658a6c0 \
+    --hash=sha256:ba00f661f8ba35d075c937174e27c2c421cec3942fd2e0ea3e66996757c0fdd9 \
+    --hash=sha256:bccbbb5ee76a61f9d99b5bf3846a51d7fca4b6a732fe46f89295610edaf41853 \
+    --hash=sha256:bf01d8c84cbea96b944c73b22182e6c7c432b3475632b8111dbfdc95ddad6e13 \
+    --hash=sha256:bf5c6cf48238b0eb4c086978c492ad1cbc22373fc5b2d7353b3a598ce6db887a \
+    --hash=sha256:c16914df9fb7f500e440e6875fa23ff5e0b31db01fa9c06af98d59a91f0dc2e4 \
+    --hash=sha256:c351efb95e832a853a29361675f33a7ce53de1a109cd73fd47af0712213aa4ce \
+    --hash=sha256:c4165821e131d6d4ca444347c2b694e2311bcfa3fe5a861cc72968f28867beac \
+    --hash=sha256:c5f5df567f6eb216de69be06ce55c8b714090fae02b18a3b40da8163b8c5fa9c \
+    --hash=sha256:c941bb58d5a6e1c3892d86e42927ed6c180302f07e6d395d08c416e594b98b46 \
+    --hash=sha256:c97f080ea627e2863524c5af3836e2270b5f5dfff1f104392b959f8df0c5d384 \
+    --hash=sha256:cb96698e3c7413d906ce83f8ffd245ec1bd94707541f299d0ce4d6b0193e982b \
+    --hash=sha256:cbb7640ce37159548d2147b5b8c241f962143d4c71231431820783f4dc78f210 \
+    --hash=sha256:cdf2448aab5f661c9315308ec8b93f4e8a1a67a3c733f8631067a2b67d5913dc \
+    --hash=sha256:d2117334c3af3bdcb9a88522b844a2bdb5efdc4f71c6c822df55486ae1c3347a \
+    --hash=sha256:d53d10f7da99ae46f7373b9150393e9c5eab9b224909982b43832668de4779f5 \
+    --hash=sha256:d9fafc5aa2e2a39aaf7f8cc0c1f044a9b07fca12e558dca53a3cc5c654ad67a7 \
+    --hash=sha256:db3eb7d46527159a878ec3460e9d40615bc25ba337d477db681aea6e4f05c5d2 \
+    --hash=sha256:dbf7c7a88e2bac086f06d14577332760bdeecc42bdec8ac4077f6260557d9326 \
+    --hash=sha256:df2b82571a1b30f58a87bf4e5a9e78d2b1eff6c6ce8fd3aa3757221f93f0863f \
+    --hash=sha256:df92f2aba50eb4d96718b68ef76f2e57a57b54f2fa62333496d16c6d585a85ca \
+    --hash=sha256:eb4e8997a49aa2c08a3e43c9045d224448b8941d88e7ac163c7d383e560cbf98 \
+    --hash=sha256:efc1cdd798b1aaf39b4610bba7aad28c9bea9b910f25c784ccf9ec1fa719d1f9 \
+    --hash=sha256:f146d154428a2523f9cc7936c02353c2459b8f6cf07d3cd1ee1c0a611109c5d5 \
+    --hash=sha256:f5bce581e6b8c235e566a14768a943b172ada3ed73537bb0c0be1edee312d4e7 \
+    --hash=sha256:f9912624a0c0b834b7520d7769b3644453aabc0a7e1c839da7359f050750e9bc \
+    --hash=sha256:fb62edb5bb52cca65fab91a63afa7561607120d26090a7e8fda6fb9f064726da \
+    --hash=sha256:ff067a8d8d880e7809e4ac88eb009bb848870115317b306666502ccad30b147f
     # via
     #   feast (pyproject.toml)
     #   cryptography
-charset-normalizer==3.4.7 \
-    --hash=sha256:007d05ec7321d12a40227aae9e2bc6dca73f3cb21058999a1df9e193555a9dcc \
-    --hash=sha256:03853ed82eeebbce3c2abfdbc98c96dc205f32a79627688ac9a27370ea61a49c \
-    --hash=sha256:07d9e39b01743c3717745f4c530a6349eadbfa043c7577eef86c502c15df2c67 \
-    --hash=sha256:08e721811161356f97b4059a9ba7bafb23ea5ee2255402c42881c214e173c6b4 \
-    --hash=sha256:0c96c3b819b5c3e9e165495db84d41914d6894d55181d2d108cc1a69bfc9cce0 \
-    --hash=sha256:0ea948db76d31190bf08bd371623927ee1339d5f2a0b4b1b4a4439a65298703c \
-    --hash=sha256:0f7eb884681e3938906ed0434f20c63046eacd0111c4ba96f27b76084cd679f5 \
-    --hash=sha256:12a6fff75f6bc66711b73a2f0addfc4c8c15a20e805146a02d147a318962c444 \
-    --hash=sha256:12d8baf840cc7889b37c7c770f478adea7adce3dcb3944d02ec87508e2dcf153 \
-    --hash=sha256:14265bfe1f09498b9d8ec91e9ec9fa52775edf90fcbde092b25f4a33d444fea9 \
-    --hash=sha256:16d971e29578a5e97d7117866d15889a4a07befe0e87e703ed63cd90cb348c01 \
-    --hash=sha256:177a0ba5f0211d488e295aaf82707237e331c24788d8d76c96c5a41594723217 \
-    --hash=sha256:1a87ca9d5df6fe460483d9a5bbf2b18f620cbed41b432e2bddb686228282d10b \
-    --hash=sha256:1c2a768fdd44ee4a9339a9b0b130049139b8ce3c01d2ce09f67f5a68048d477c \
-    --hash=sha256:1c2aed2e5e41f24ea8ef1590b8e848a79b56f3a5564a65ceec43c9d692dc7d8a \
-    --hash=sha256:1dc8b0ea451d6e69735094606991f32867807881400f808a106ee1d963c46a83 \
-    --hash=sha256:1efde3cae86c8c273f1eb3b287be7d8499420cf2fe7585c41d370d3e790054a5 \
-    --hash=sha256:202389074300232baeb53ae2569a60901f7efadd4245cf3a3bf0617d60b439d7 \
-    --hash=sha256:203104ed3e428044fd943bc4bf45fa73c0730391f9621e37fe39ecf477b128cb \
-    --hash=sha256:2257141f39fe65a3fdf38aeccae4b953e5f3b3324f4ff0daf9f15b8518666a2c \
-    --hash=sha256:298930cec56029e05497a76988377cbd7457ba864beeea92ad7e844fe74cd1f1 \
-    --hash=sha256:2cd4a60d0e2fb04537162c62bbbb4182f53541fe0ede35cdf270a1c1e723cc42 \
-    --hash=sha256:2d6eb928e13016cea4f1f21d1e10c1cebd5a421bc57ddf5b1142ae3f86824fab \
-    --hash=sha256:2fe249cb4651fd12605b7288b24751d8bfd46d35f12a20b1ba33dea122e690df \
-    --hash=sha256:30b8d1d8c52a48c2c5690e152c169b673487a2a58de1ec7393196753063fcd5e \
-    --hash=sha256:320ade88cfb846b8cd6b4ddf5ee9e80ee0c1f52401f2456b84ae1ae6a1a5f207 \
-    --hash=sha256:3534e7dcbdcf757da6b85a0bbf5b6868786d5982dd959b065e65481644817a18 \
-    --hash=sha256:36836d6ff945a00b88ba1e4572d721e60b5b8c98c155d465f56ad19d68f23734 \
-    --hash=sha256:38c0109396c4cfc574d502df99742a45c72c08eff0a36158b6f04000043dbf38 \
-    --hash=sha256:3946fa46a0cf3e4c8cb1cc52f56bb536310d34f25f01ca9b6c16afa767dab110 \
-    --hash=sha256:3bec022aec2c514d9cf199522a802bd007cd588ab17ab2525f20f9c34d067c18 \
-    --hash=sha256:3c9a494bc5ec77d43cea229c4f6db1e4d8fe7e1bbffa8b6f0f0032430ff8ab44 \
-    --hash=sha256:3dce51d0f5e7951f8bb4900c257dad282f49190fdbebecd4ba99bcc41fef404d \
-    --hash=sha256:3dedcc22d73ec993f42055eff4fcfed9318d1eeb9a6606c55892a26964964e48 \
-    --hash=sha256:4042d5c8f957e15221d423ba781e85d553722fc4113f523f2feb7b188cc34c5e \
-    --hash=sha256:481551899c856c704d58119b5025793fa6730adda3571971af568f66d2424bb5 \
-    --hash=sha256:4dc1e73c36828f982bfe79fadf5919923f8a6f4df2860804db9a98c48824ce8d \
-    --hash=sha256:4e5163c14bffd570ef2affbfdd77bba66383890797df43dc8b4cc7d6f500bf53 \
-    --hash=sha256:511ef87c8aec0783e08ac18565a16d435372bc1ac25a91e6ac7f5ef2b0bff790 \
-    --hash=sha256:532bc9bf33a68613fd7d65e4b1c71a6a38d7d42604ecf239c77392e9b4e8998c \
-    --hash=sha256:54523e136b8948060c0fa0bc7b1b50c32c186f2fceee897a495406bb6e311d2b \
-    --hash=sha256:5649fd1c7bade02f320a462fdefd0b4bd3ce036065836d4f42e0de958038e116 \
-    --hash=sha256:56be790f86bfb2c98fb742ce566dfb4816e5a83384616ab59c49e0604d49c51d \
-    --hash=sha256:5b77459df20e08151cd6f8b9ef8ef1f961ef73d85c21a555c7eed5b79410ec10 \
-    --hash=sha256:5ed6ab538499c8644b8a3e18debabcd7ce684f3fa91cf867521a7a0279cab2d6 \
-    --hash=sha256:6178f72c5508bfc5fd446a5905e698c6212932f25bcdd4b47a757a50605a90e2 \
-    --hash=sha256:6370e8686f662e6a3941ee48ed4742317cafbe5707e36406e9df792cdb535776 \
-    --hash=sha256:64f02c6841d7d83f832cd97ccf8eb8a906d06eb95d5276069175c696b024b60a \
-    --hash=sha256:65bcd23054beab4d166035cabbc868a09c1a49d1efe458fe8e4361215df40265 \
-    --hash=sha256:66671f93accb62ed07da56613636f3641f1a12c13046ce91ffc923721f23c008 \
-    --hash=sha256:6696b7688f54f5af4462118f0bfa7c1621eeb87154f77fa04b9295ce7a8f2943 \
-    --hash=sha256:6785f414ae0f3c733c437e0f3929197934f526d19dfaa75e18fdb4f94c6fb374 \
-    --hash=sha256:67f6279d125ca0046a7fd386d01b311c6363844deac3e5b069b514ba3e63c246 \
-    --hash=sha256:6c114670c45346afedc0d947faf3c7f701051d2518b943679c8ff88befe14f8e \
-    --hash=sha256:6e0d51f618228538a3e8f46bd246f87a6cd030565e015803691603f55e12afb5 \
-    --hash=sha256:6ed74185b2db44f41ef35fd1617c5888e59792da9bbc9190d6c7300617182616 \
-    --hash=sha256:708838739abf24b2ceb208d0e22403dd018faeef86ddac04319a62ae884c4f15 \
-    --hash=sha256:715479b9a2802ecac752a3b0efa2b0b60285cf962ee38414211abdfccc233b41 \
-    --hash=sha256:733784b6d6def852c814bce5f318d25da2ee65dd4839a0718641c696e09a2960 \
-    --hash=sha256:750e02e074872a3fad7f233b47734166440af3cdea0add3e95163110816d6752 \
-    --hash=sha256:752a45dc4a6934060b3b0dab47e04edc3326575f82be64bc4fc293914566503e \
-    --hash=sha256:7579e913a5339fb8fa133f6bbcfd8e6749696206cf05acdbdca71a1b436d8e72 \
-    --hash=sha256:7641bb8895e77f921102f72833904dcd9901df5d6d72a2ab8f31d04b7e51e4e7 \
-    --hash=sha256:7804338df6fcc08105c7745f1502ba68d900f45fd770d5bdd5288ddccb8a42d8 \
-    --hash=sha256:80d04837f55fc81da168b98de4f4b797ef007fc8a79ab71c6ec9bc4dd662b15b \
-    --hash=sha256:813c0e0132266c08eb87469a642cb30aaff57c5f426255419572aaeceeaa7bf4 \
-    --hash=sha256:82b271f5137d07749f7bf32f70b17ab6eaabedd297e75dce75081a24f76eb545 \
-    --hash=sha256:84c018e49c3bf790f9c2771c45e9313a08c2c2a6342b162cd650258b57817706 \
-    --hash=sha256:8751d2787c9131302398b11e6c8068053dcb55d5a8964e114b6e196cf16cb366 \
-    --hash=sha256:8778f0c7a52e56f75d12dae53ae320fae900a8b9b4164b981b9c5ce059cd1fcb \
-    --hash=sha256:87fad7d9ba98c86bcb41b2dc8dbb326619be2562af1f8ff50776a39e55721c5a \
-    --hash=sha256:8d828b6667a32a728a1ad1d93957cdf37489c57b97ae6c4de2860fa749b8fc1e \
-    --hash=sha256:8e385e4267ab76874ae30db04c627faaaf0b509e1ccc11a95b3fc3e83f855c00 \
-    --hash=sha256:92a0a01ead5e668468e952e4238cccd7c537364eb7d851ab144ab6627dbbe12f \
-    --hash=sha256:94e1885b270625a9a828c9793b4d52a64445299baa1fea5a173bf1d3dd9a1a5a \
-    --hash=sha256:a180c5e59792af262bf263b21a3c49353f25945d8d9f70628e73de370d55e1e1 \
-    --hash=sha256:a277ab8928b9f299723bc1a2dabb1265911b1a76341f90a510368ca44ad9ab66 \
-    --hash=sha256:a5fe03b42827c13cdccd08e6c0247b6a6d4b5e3cdc53fd1749f5896adcdc2356 \
-    --hash=sha256:a6c5863edfbe888d9eff9c8b8087354e27618d9da76425c119293f11712a6319 \
-    --hash=sha256:a89c23ef8d2c6b27fd200a42aa4ac72786e7c60d40efdc76e6011260b6e949c4 \
-    --hash=sha256:adb2597b428735679446b46c8badf467b4ca5f5056aae4d51a19f9570301b1ad \
-    --hash=sha256:ae196f021b5e7c78e918242d217db021ed2a6ace2bc6ae94c0fc596221c7f58d \
-    --hash=sha256:ae89db9e5f98a11a4bf50407d4363e7b09b31e55bc117b4f7d80aab97ba009e5 \
-    --hash=sha256:aed52fea0513bac0ccde438c188c8a471c4e0f457c2dd20cdbf6ea7a450046c7 \
-    --hash=sha256:aef65cd602a6d0e0ff6f9930fcb1c8fec60dd2cfcb6facaf4bdb0e5873042db0 \
-    --hash=sha256:af21eb4409a119e365397b2adbaca4c9ccab56543a65d5dbd9f920d6ac29f686 \
-    --hash=sha256:b14b2d9dac08e28bb8046a1a0434b1750eb221c8f5b87a68f4fa11a6f97b5e34 \
-    --hash=sha256:bb6d88045545b26da47aa879dd4a89a71d1dce0f0e549b1abcb31dfe4a8eac49 \
-    --hash=sha256:bb8cc7534f51d9a017b93e3e85b260924f909601c3df002bcdb58ddb4dc41a5c \
-    --hash=sha256:bc17a677b21b3502a21f66a8cc64f5bfad4df8a0b8434d661666f8ce90ac3af1 \
-    --hash=sha256:bd6c2a1c7573c64738d716488d2cdd3c00e340e4835707d8fdb8dc1a66ef164e \
-    --hash=sha256:bd9b23791fe793e4968dba0c447e12f78e425c59fc0e3b97f6450f4781f3ee60 \
-    --hash=sha256:c03a41a8784091e67a39648f70c5f97b5b6a37f216896d44d2cdcb82615339a0 \
-    --hash=sha256:c0f081d69a6e58272819b70288d3221a6ee64b98df852631c80f293514d3b274 \
-    --hash=sha256:c35abb8bfff0185efac5878da64c45dafd2b37fb0383add1be155a763c1f083d \
-    --hash=sha256:c36c333c39be2dbca264d7803333c896ab8fa7d4d6f0ab7edb7dfd7aea6e98c0 \
-    --hash=sha256:c45e9440fb78f8ddabcf714b68f936737a121355bf59f3907f4e17721b9d1aae \
-    --hash=sha256:c593052c465475e64bbfe5dbd81680f64a67fdc752c56d7a0ae205dc8aeefe0f \
-    --hash=sha256:cdd68a1fb318e290a2077696b7eb7a21a49163c455979c639bf5a5dcdc46617d \
-    --hash=sha256:ce3412fbe1e31eb81ea42f4169ed94861c56e643189e1e75f0041f3fe7020abe \
-    --hash=sha256:cf1493cd8607bec4d8a7b9b004e699fcf8f9103a9284cc94962cb73d20f9d4a3 \
-    --hash=sha256:cf29836da5119f3c8a8a70667b0ef5fdca3bb12f80fd06487cfa575b3909b393 \
-    --hash=sha256:d4a48e5b3c2a489fae013b7589308a40146ee081f6f509e047e0e096084ceca1 \
-    --hash=sha256:d560742f3c0d62afaccf9f41fe485ed69bd7661a241f86a3ef0f0fb8b1a397af \
-    --hash=sha256:d6038d37043bced98a66e68d3aa2b6a35505dc01328cd65217cefe82f25def44 \
-    --hash=sha256:d61f00a0869d77422d9b2aba989e2d24afa6ffd552af442e0e58de4f35ea6d00 \
-    --hash=sha256:d635aab80466bc95771bb78d5370e74d36d1fe31467b6b29b8b57b2a3cd7d22c \
-    --hash=sha256:dca4bbc466a95ba9c0234ef56d7dd9509f63da22274589ebd4ed7f1f4d4c54e3 \
-    --hash=sha256:dd915403e231e6b1809fe9b6d9fc55cf8fb5e02765ac625d9cd623342a7905d7 \
-    --hash=sha256:e044c39e41b92c845bc815e5ae4230804e8e7bc29e399b0437d64222d92809dd \
-    --hash=sha256:e060d01aec0a910bdccb8be71faf34e7799ce36950f8294c8bf612cba65a2c9e \
-    --hash=sha256:e1421b502d83040e6d7fb2fb18dff63957f720da3d77b2fbd3187ceb63755d7b \
-    --hash=sha256:e17b8d5d6a8c47c85e68ca8379def1303fd360c3e22093a807cd34a71cd082b8 \
-    --hash=sha256:e5f4d355f0a2b1a31bc3edec6795b46324349c9cb25eed068049e4f472fb4259 \
-    --hash=sha256:e712b419df8ba5e42b226c510472b37bd57b38e897d3eca5e8cfd410a29fa859 \
-    --hash=sha256:e74327fb75de8986940def6e8dee4f127cc9752bee7355bb323cc5b2659b6d46 \
-    --hash=sha256:e80c8378d8f3d83cd3164da1ad2df9e37a666cdde7b1cb2298ed0b558064be30 \
-    --hash=sha256:e8ac484bf18ce6975760921bb6148041faa8fef0547200386ea0b52b5d27bf7b \
-    --hash=sha256:eca9705049ad3c7345d574e3510665cb2cf844c2f2dcfe675332677f081cbd46 \
-    --hash=sha256:ed065083d0898c9d5b4bbec7b026fd755ff7454e6e8b73a67f8c744b13986e24 \
-    --hash=sha256:edac0f1ab77644605be2cbba52e6b7f630731fc42b34cb0f634be1a6eface56a \
-    --hash=sha256:effc3f449787117233702311a1b7d8f59cba9ced946ba727bdc329ec69028e24 \
-    --hash=sha256:f22dec1690b584cea26fade98b2435c132c1b5f68e39f5a0b7627cd7ae31f1dc \
-    --hash=sha256:f495a1652cf3fbab2eb0639776dad966c2fb874d79d87ca07f9d5f059b8bd215 \
-    --hash=sha256:f496c9c3cc02230093d8330875c4c3cdfc3b73612a5fd921c65d39cbcef08063 \
-    --hash=sha256:f59099f9b66f0d7145115e6f80dd8b1d847176df89b234a5a6b3f00437aa0832 \
-    --hash=sha256:f59ad4c0e8f6bba240a9bb85504faa1ab438237199d4cce5f622761507b8f6a6 \
-    --hash=sha256:fbccdc05410c9ee21bbf16a35f4c1d16123dcdeb8a1d38f33654fa21d0234f79 \
-    --hash=sha256:fea24543955a6a729c45a73fe90e08c743f0b3334bbf3201e6c4bc1b0c7fa464
+charset-normalizer==3.4.9 \
+    --hash=sha256:0327fcd59a935777d83410750c50600ee9571af2846f71ce40f25b13da1ef380 \
+    --hash=sha256:03d07803992c6c7bbc976327f34b18b6160327fc81cb82c9d504720ac0be3b62 \
+    --hash=sha256:04ce310cb89c15df659582aee80a0603788732a5e017d5bd5c81158106ce249c \
+    --hash=sha256:0d861473f743244d349b50f850d10eb87aeb22bbdcc8e64f79273c94af5a8226 \
+    --hash=sha256:0e94703ec9684807f20cfb5eed95c70f67f2a8f21ad620146d7b5a13677b93e5 \
+    --hash=sha256:0fa1aec2d32bcc03c8fa0f6f1712caad1adc38509f31142112e5c9daf5b9c833 \
+    --hash=sha256:16b65ea0f2465b6fb52aa22de5eca612aa964ddfec00a912e26f4656cbef890b \
+    --hash=sha256:16d10d789dd9bcca1173c95af82c58433122564b7bc39385124be735a35cbe99 \
+    --hash=sha256:19ac87f93086ce37b86e098888555c4b4bc48102279bae3350098c0ed664b501 \
+    --hash=sha256:1d22856ffbe153a602df38e4a5464f0b748a54002e0d69ac6d2ad0a197cc99ec \
+    --hash=sha256:21e764fd1e70b6a3e205a0e46f3051701f98a8cb3fad66eeb80e48bb502f8698 \
+    --hash=sha256:231ddcbb35e2ff8973e1365db41fe0572662893b99a05deb183b68ad4c0c8bd4 \
+    --hash=sha256:253a4a220747e8b5faf57ec320c4f5efb0cef05f647420bf267143ec15dba10a \
+    --hash=sha256:280081916dc341820640489a66e4696049401ef1cf6dd672f672e70ad915aca3 \
+    --hash=sha256:2a441ea71902098ffe78c5abe6c494f44160b4af614ed16c3d9a3b1d17fd8ee2 \
+    --hash=sha256:304b13570067b2547562e308af560b3963857b1fa90bd6afd978130130fe2d6a \
+    --hash=sha256:32286a2c8d167e897177b673176c1e3e00d4057caf5d2b64eef9a3666b03018e \
+    --hash=sha256:33bdcc2a32c0a0e861f60841a512c8acc658c87c2ac59d89e3a46dacf7d866e4 \
+    --hash=sha256:375b83ed0aecfce76c16d198fbc21f3b11b337d68662bea0a995046682a11419 \
+    --hash=sha256:3c09a49d6cde137258beb3d551994a2927fd35ad5cf96aed573f61bbd67c5f84 \
+    --hash=sha256:3d92613ec25e43b05f042302531ec0f00b8445190e43325880cbd6ab7c2581da \
+    --hash=sha256:40a126142a56b2dfc0aacbad1de8310cbf60da7656db0e6b16eebd48e3e93519 \
+    --hash=sha256:416c229f77e5ea25b3dfd4b582f8d73d7e43c22320302b9ab128a2d3a0b38efe \
+    --hash=sha256:432786d3561e69aeeae6c7e8648964ce0ad05736120135601f87ac26b9c83381 \
+    --hash=sha256:43b9e366a31fdd1c87d0eb08f579b4a82b723ea54338f040d6b4e518a026ea29 \
+    --hash=sha256:440eede837960000d74978f0eba527be106b5b9aee0daf779d395276ed0b0614 \
+    --hash=sha256:45b0cc4e3556cd875e09102988d1ab8356c998b596c9fced84547c8138b487a0 \
+    --hash=sha256:476743fe6dfe14a2da12e3ac79125dc84a3b2cf8094369a47a1529b0cd8549fe \
+    --hash=sha256:4773092f8019072343a7447203308b176e10199920eb02d6195e81bbb3274c29 \
+    --hash=sha256:4b3dac63058cc36820b0dd072f89898604e2d39686fe05321729d00d8ac185a0 \
+    --hash=sha256:4d1c96a7a18b9690a4d46df09e3e3382406ae3213727cd1019ebade1c4a81917 \
+    --hash=sha256:51307f5c71007673a2bf8232ad973483d281e74cb99c8c5a990af1eefa6277d9 \
+    --hash=sha256:51447e9aa2684679af07ca5021c3db526e0284347ebf4ffcec1154c3350cfe32 \
+    --hash=sha256:58150c9f9b9a552505912d182ccdf26f6396fb6094816ceebcbb20eecabaed94 \
+    --hash=sha256:5b10cd92fc5c498b35a8635df6d5a100207f88b63a4dc1de7ef9a548e1e2cd63 \
+    --hash=sha256:5e226f6218febc71f6c1fc2fafb91c226f75bdc1d8fb12d66823716e891608fd \
+    --hash=sha256:609b3ba8fcc0fb5ab7af00719d0fb6ad0cb518e48e7712d12fd68f1327951198 \
+    --hash=sha256:60f44ade2cf573dad7a277e6f8ca9a51a21dda572b13bd7d8539bb3cd5dbedde \
+    --hash=sha256:611057cc5d5c0afc743ba8be6bd828c17e0aaa8643f9d0a9b9bb7dea80eb8012 \
+    --hash=sha256:6366a16e1a25018694d6a5d784d09b046edc9eac40ea2b54065c3052672516a1 \
+    --hash=sha256:65a7ff3f705e57d392f7261b6d0550fe137c3019477431f1c355e0db0a7d3e15 \
+    --hash=sha256:673611bbd43f0810bec0b0f028ddeaaa501190339cac411f347ac76917c3ae7b \
+    --hash=sha256:67830fc78e67501f47bb950471b2dcb9b35b140084429318e862895a8e89c993 \
+    --hash=sha256:68ce9f4d6b26d5ccbf7fd4459bf75f74a0a146677ebba80597df60cbdb20e6f4 \
+    --hash=sha256:68e5f26a1ad57ded6d1cfb85331d1c1a195314756471d97758c48498bb4dcdf5 \
+    --hash=sha256:69b157c5d3292bcd443faca052f3096f637f1e074b98212a933c074ae23dc3b8 \
+    --hash=sha256:75286256590a6320cf106a0d28970d3560aad9ee09aa7b34fb40524792436d35 \
+    --hash=sha256:78841cccf1af7b40f6f716338d50c0902dbe88d9f800b3c973b7a9a0a693a642 \
+    --hash=sha256:78fa18e436a1a0e58dbd7e02fc4473f3f32cceb12df9dfca542d075961c307d2 \
+    --hash=sha256:79580094b00d1789d1f93ea55bc43cb2f611910c72235b7657f3482ddcc1b22d \
+    --hash=sha256:7b86a2b16095d250c6f58b3d9b2eee6f4147754344f3dab0922f7c9bf7d226c9 \
+    --hash=sha256:83aed2c10721ddd90f68140685391b50811a880af20654c59af6b6c66c40513c \
+    --hash=sha256:84fd18bcc17526fc2b3c1af7d2b9217d32c9c04448c16ec693b9b4f1985c3d33 \
+    --hash=sha256:871ff67ea1aad4dfd91736464934d56b32dac49f9fbe16cddba36198a7b3a0db \
+    --hash=sha256:898f0e9068ca27d37f8e83a5b962821df851532e6c4a7d615c1c033f9da6eedf \
+    --hash=sha256:8a79d9f4d8001473a30c163556b3c3bfebec837495a412dde78b51672f6134f9 \
+    --hash=sha256:8c041122946b7ba21bb32c45b1aa57b1be35527690aeb3c5c234521085632eee \
+    --hash=sha256:90c44bc373b7687f6948b693cceaea1348ae0975d7474746559494468e3c1d84 \
+    --hash=sha256:9104ed0bd76a429d46f9ec0dbc9b08ad1d2dcdf2b00a5a0daa1c145329b35b44 \
+    --hash=sha256:920079c3f7456fa213e0829ed2073aaa727fd39d889ead5b4f35d0de5460d04f \
+    --hash=sha256:93d59d504b230e83c7a843251681959a0b6a9cd76f6e146ce1b8a80eb8739af9 \
+    --hash=sha256:9b2aff1c7b3884512b9512c3eaadd9bab39fb45042ffaaa1dd08ff2b9f8109d9 \
+    --hash=sha256:9b8e0f3107e2200b76f6054de99016eac3ee6762713587b36baaa7e4bd2ae177 \
+    --hash=sha256:9bb41182d93ea91f60b4bc8fbf4c820c69ef8a12ab2d917f3f1834f1acad07e8 \
+    --hash=sha256:9cdef90ae47919cae358d8ab15797a800ed41da7aba5d72419fb510729e2ed4b \
+    --hash=sha256:a1786910334ed46ab1dd73222f2cd1e05c2c3bb39f6dddb4f8b36fc382058a39 \
+    --hash=sha256:a4cfde78a9f2880208d16a93b795726a3017d5977e08d1e162a7a31322479c41 \
+    --hash=sha256:a4fbdde9dd4a9ce5fd52c2b3a347bb50cc89483ef783f1cb00d408c13f7a96c0 \
+    --hash=sha256:aa99adc8f081b475a12843953db36831eaf83ec33eb46a90629ca6a5de45a616 \
+    --hash=sha256:ac351b3b8014eead140e77e9717e2992c6bbe30b63bc3422422eb84865412e3d \
+    --hash=sha256:ad41ba96094304aa090f5a30cb6e4fb3b3f1c264c523394b4c39bbacc4dc92ba \
+    --hash=sha256:b5314963fce9b0b12743891de876e724997864ee22aa496f903f426c7e2fa5b2 \
+    --hash=sha256:bcf74c1df76758a395bf0af608c04c82257523f55c9868b334f06270d0f2112b \
+    --hash=sha256:bd47ba7fc3ca94896759ea0109775132d3e7ab921fbf54038e1bab2e46c313c9 \
+    --hash=sha256:c0323c9daef75ef2e5083624b4585018a0c9d5e3b40f607eed81a311270b934b \
+    --hash=sha256:c1225416b463483160e4af85d5fc3a9690ccb53fd4b1865a6437825f5ede3209 \
+    --hash=sha256:c1c948747b03be832dceed96ca815cef7360de9aa19d37c730f8e3f6101aca48 \
+    --hash=sha256:c25fe15c70c59eb7c5ce8c06a1f3fa1da0ecc5ea1e7a5922c40fd2fa9b0d5046 \
+    --hash=sha256:cc1b0fff8ead343dae06305f954eb8468ba0ec1a97881f42489d198e4ce3c632 \
+    --hash=sha256:cd6280cf040f233bd7d3407b743b4b4c74f70e8e1c4199cb112a62c941c0772a \
+    --hash=sha256:cd6c3d4b783c556fa00bf540854e42f135e2f256abd29669fcd0da0f2dec79c2 \
+    --hash=sha256:d4d6fcde76f94f5cb9e43e9e9a61f16dacefd228cbbf6f1a09bd9b219a92f1a1 \
+    --hash=sha256:ddf4af30b417d9fe16481e9b81c27ab2a7cde1ff7ba3e85653b02db7d145dc7b \
+    --hash=sha256:df115d4d83168fdf2cae48ef1ff6d1cb4c466364e30861b37121de0f3bf1b990 \
+    --hash=sha256:df7276909358e5635ae203673ab7e509ddd224225a8d6b0790bf13eb2bde1cc5 \
+    --hash=sha256:e4fd89cc178bced6ad29cb3e6dd4aa63fa5017c3524dbd0b25998fb64a87cc8b \
+    --hash=sha256:e9701d0049d92c16703a42771b98d560b95248949f23f8cf7b4eddd201814fb9 \
+    --hash=sha256:ee2f2a527e3c1a6e6411eb4209642e138b544a2d72fe5d0d76daf77b24063534 \
+    --hash=sha256:f7fb7d750cfa0a070d2c24e831fd3481019a60dd317ea2b39acbcebc08b6ed81 \
+    --hash=sha256:f840ed6d8ecba8255df8c42b87fadeda98ddfc6eeec05e2dc66e26d46dd6f58a \
+    --hash=sha256:f86c6358749bd4fda175388691e3ba8c46e24c5347d0afd20f9b7edfc9faf07d \
+    --hash=sha256:fa36ec09ef71d158186bc79e359ff5fdd6e7996fe8ab638f00d6b93139ba4fcf \
+    --hash=sha256:fe2c7201c642b7c308f1675355ad7ff7b66acfe3541625efe5a3ad38f29d6115
     # via
     #   requests
     #   snowflake-connector-python
-click==8.3.3 \
-    --hash=sha256:398329ad4837b2ff7cbe1dd166a4c0f8900c3ca3a218de04466f38f6497f18a2 \
-    --hash=sha256:a2bf429bb3033c89fa4936ffb35d5cb471e3719e1f3c8a7c3fff0b8314305613
+click==8.4.2 \
+    --hash=sha256:9a6cea6e60b17ebe0a44c5cc636d94f09bd66142c1cd7d8b4cd731c4917a15f6 \
+    --hash=sha256:e6f9f66136c816745b9d65817da91d61d957fb16e02e4dcd0552553c5a197b76
     # via
     #   feast (pyproject.toml)
     #   dask
-    #   typer
     #   uvicorn
 cloudpickle==3.1.2 \
     --hash=sha256:7fda9eb655c9c230dab534f1983763de5835249750e85fbcef43aaa30a9a2414 \
@@ -448,56 +470,53 @@ colorama==0.4.6 \
     --hash=sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44 \
     --hash=sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6
     # via feast (pyproject.toml)
-cryptography==47.0.0 \
-    --hash=sha256:0024b87d47ae2399165a6bfb20d24888881eeab83ae2566d62467c5ff0030ce7 \
-    --hash=sha256:07efe86201817e7d3c18781ca9770bc0db04e1e48c994be384e4602bc38f8f27 \
-    --hash=sha256:09f6d7bf6724f8db8b32f11eccf23efc8e759924bc5603800335cf8859a3ddbd \
-    --hash=sha256:11438c7518132d95f354fa01a4aa2f806d172a061a7bed18cf18cbdacdb204d7 \
-    --hash=sha256:11dbb9f50a0f1bb9757b3d8c27c1101780efb8f0bdecfb12439c22a74d64c001 \
-    --hash=sha256:14432c8a9bcb37009784f9594a62fae211a2ae9543e96c92b2a8e4c3cd5cd0c4 \
-    --hash=sha256:1581aef4219f7ca2849d0250edaa3866212fb74bf5667284f46aa92f9e65c1ca \
-    --hash=sha256:160ad728f128972d362e714054f6ba0067cab7fb350c5202a9ae8ae4ce3ef1a0 \
-    --hash=sha256:1a405c08857258c11016777e11c02bacbe7ef596faf259305d282272a3a05cbe \
-    --hash=sha256:1e47422b5557bb82d3fff997e8d92cff4e28b9789576984f08c248d2b3535d93 \
-    --hash=sha256:20fdbe3e38fb67c385d233c89371fa27f9909f6ebca1cecc20c13518dae65475 \
-    --hash=sha256:2207a498b03275d0051589e326b79d4cf59985c99031b05bb292ac52631c37fe \
-    --hash=sha256:256d07c78a04d6b276f5df935a9923275f53bd1522f214447fdf365494e2d515 \
-    --hash=sha256:2b45761c6ec22b7c726d6a829558777e32d0f1c8be7c3f3480f9c912d5ee8a10 \
-    --hash=sha256:2ebd84adf0728c039a3be2700289378e1c164afc6748df1a5ed456767bef9ba7 \
-    --hash=sha256:34b4358b925a5ea3e14384ca781a2c0ef7ac219b57bb9eacc4457078e2b19f92 \
-    --hash=sha256:3fb8fa48075fad7193f2e5496135c6a76ac4b2aa5a38433df0a539296b377829 \
-    --hash=sha256:4e1de79e047e25d6e9f8cea71c86b4a53aced64134f0f003bbcbf3655fd172c8 \
-    --hash=sha256:4f7722c97826770bab8ae92959a2e7b20a5e9e9bf4deae68fd86c3ca457bab52 \
-    --hash=sha256:51c9313e90bd1690ec5a75ed047c27c0b8e6c570029712943d6116ef9a90620b \
-    --hash=sha256:5d0e362ff51041b0c0d219cc7d6924d7b8996f57ce5712bdcef71eb3c65a59cc \
-    --hash=sha256:6651d32eff255423503aa276739da98c30f26c40cbeffcc6048e0d54ef704c0c \
-    --hash=sha256:6eebcaf0df1d21ce1f90605c9b432dd2c4f4ab665ac29a40d5e3fc68f51b5e63 \
-    --hash=sha256:6f29f36582e6151d9686235e586dd35bb67491f024767d10b842e520dc6a07ac \
-    --hash=sha256:7a02675e2fabd0c0fc04c868b8781863cbf1967691543c22f5470500ff840b31 \
-    --hash=sha256:7f1207974a904e005f762869996cf620e9bf79ecb4622f148550bb48e0eb35a7 \
-    --hash=sha256:7f68d6fbc7fbbcfb0939fea72c3b96a9f9a6edfc0e1b1d29778a2066030418b1 \
-    --hash=sha256:7fda2f02c9015db3f42bb8a22324a454516ed10a8c29ca6ece6cdbb5efe2a203 \
-    --hash=sha256:80887c5cbd1774683cb126f0ab4184567f080071d5acf62205acb354b4b753b7 \
-    --hash=sha256:835d2d7f47cdc53b3224e90810fb1d36ca94ea29cc1801fb4c1bc43876735769 \
-    --hash=sha256:8c1a736bbb3288005796c3f7ccb9453360d7fed483b13b9f468aea5171432923 \
-    --hash=sha256:9af828c0d5a65c70ec729cd7495a4bf1a67ecb66417b8f02ff125ab8a6326a74 \
-    --hash=sha256:9c59ab0e0fa3a180a5a9c59f3a5abe3ef90d474bc56d7fadfbe80359491b615b \
-    --hash=sha256:9f8e55fe4e63613a5e1cc5819030f27b97742d720203a087802ce4ce9ceb52bb \
-    --hash=sha256:9fe6b7c64926c765f9dff301f9c1b867febcda5768868ca084e18589113732ab \
-    --hash=sha256:a49a3eb5341b9503fa3000a9a0db033161db90d47285291f53c2a9d2cd1b7f76 \
-    --hash=sha256:a9b761f012a943b7de0e828843c5688d0de94a0578d44d6c85a1bae32f87791f \
-    --hash=sha256:b1c76fca783aa7698eb21eb14f9c4aa09452248ee54a627d125025a43f83e7a7 \
-    --hash=sha256:b9a8943e359b7615db1a3ba587994618e094ff3d6fa5a390c73d079ce18b3973 \
-    --hash=sha256:be12cb6a204f77ed968bcefe68086eb061695b540a3dd05edac507a3111b25f0 \
-    --hash=sha256:cffbba3392df0fa8629bb7f43454ee2925059ee158e23c54620b9063912b86c8 \
-    --hash=sha256:ed67ea4e0cfb5faa5bc7ecb6e2b8838f3807a03758eec239d6c21c8769355310 \
-    --hash=sha256:edd4da498015da5b9f26d38d3bfc2e90257bfa9cbed1f6767c282a0025ae649b \
-    --hash=sha256:ef6b3634087f18d2155b1e8ce264e5345a753da2c5fa9815e7d41315c90f8318 \
-    --hash=sha256:f1557695e5c2b86e204f6ce9470497848634100787935ab7adc5397c54abd7ab \
-    --hash=sha256:f5c15764f261394b22aef6b00252f5195f46f2ca300bec57149474e2538b31f8 \
-    --hash=sha256:f5c3296dab66202f1b18a91fa266be93d6aa0c2806ea3d67762c69f60adc71aa \
-    --hash=sha256:f7db373287273d8af1414cf95dc4118b13ffdc62be521997b0f2b270771fef50 \
-    --hash=sha256:f9a034b642b960767fb343766ae5ba6ad653f2e890ddd82955aef288ffea8736
+cryptography==49.0.0 \
+    --hash=sha256:026ac7423e6fa66872d3bf889be5974507da3944f866f704fa200eadacd00001 \
+    --hash=sha256:07cab27cc7b7e0fd28e5e26bb9eeedde5c135c868b46de4a27845abe94af6122 \
+    --hash=sha256:084ef1af862eb07ec46d25f68689f2102a9fc0e05ce7b80f14f5fe51e4eef0f6 \
+    --hash=sha256:0b82e28ee398a386f0807bba7884d30f25218855690f45115831bcce5d90822c \
+    --hash=sha256:0e959b578856a3924bc0cbb710fc12c387b9412a951389f3ca61704a9e25f325 \
+    --hash=sha256:0f21641cf4b30fca7aee061ced0ec7ad7b073518088b7c9969a297c0ae796c69 \
+    --hash=sha256:196ecd6a36e4e9aa10270393bb98d8df88fccee0bf1e5128b91ae4eb4375896d \
+    --hash=sha256:2400ef9c9e2299a25614eb1dea3db54a69b1349efd043bfac9c67630d136df36 \
+    --hash=sha256:28d8b15e6275f12c8a207dc309dfa957903c927d08d0cc937ee3f63f200693cc \
+    --hash=sha256:2afe9051da7ae7bd5905da5a949280c7d2bb75682e188f650a9d0f2756b834c6 \
+    --hash=sha256:2eda353d8a27bcbcaa4cbed18994a74ab4d19a2ca897db188ea269ab9b71419b \
+    --hash=sha256:32703d93296f5c1f4b53349ad3a250c2cae0fdecd3a3dd5d47e616d8d616af27 \
+    --hash=sha256:33cd0565932807baddb67b96dbee92f2c374b5c89dee09fd74079aeb8c8dba61 \
+    --hash=sha256:35b151772baff2c74cba7fa290ceaff4c3b11c0c881eb93eb5dbc05a7cfbba18 \
+    --hash=sha256:36d1709f992593689b45bda411498d62c6e365f2ca00b84657d4dadd24de16db \
+    --hash=sha256:42b0684e0e40cf26122427802486f6d93aea593612603a94fbf260c7eb1e9c1b \
+    --hash=sha256:4ae387c9cb68ea569ca17e490d66d8142b81c3cc814bf179974b7d146e490bbb \
+    --hash=sha256:53ecee2e23f7169b6117e99fc8a944e5e50f79e69758a83b52a00cb98ab2b2d2 \
+    --hash=sha256:66ec79c3904820572d7e987abdf304281f141d37ad9a489b8e97066e7b9b6459 \
+    --hash=sha256:67e1d20ad9ef3a563c59ef22e7a8a0b8210bd26604369ea4a30a7c66aefe504e \
+    --hash=sha256:6f2debedf9ca60cf1d5bd466475638af5130f89965605cd818484d19987d3a21 \
+    --hash=sha256:6fc361c34fb6aac015ce19435876635e5c6d21db31998b0920f675f131e043b8 \
+    --hash=sha256:73a205dce83953d131a4aa1e0fd917a2fd1c5b1eef251e9d7152efefcbf5caf7 \
+    --hash=sha256:7abcee80084cda3f7691f3eb1ce480d8df49cec637b429aa35986c1de71738aa \
+    --hash=sha256:8c25ceb16df5b9435f3f6a9829204985b0e0cbee3b48aacd432c7d2c850b44d9 \
+    --hash=sha256:966fe0e9c67490071f14c0d2b1cb2dfb3023c5ce39457343931415f08382f2db \
+    --hash=sha256:9e82dcc8e56052715fb18b2429e3bca4823b1629136a2084fc45a9a5cecb9b64 \
+    --hash=sha256:b20133d204d2bb56ba047642199603876c872026ca53e79c35b83772ab2cc505 \
+    --hash=sha256:b39efa323140595abd3ecca8529d321ae50f55f3aa3ba9cc81ea56a6011953d5 \
+    --hash=sha256:b47db11c2c3525083296069b98ac5221907455e989ae0c2e3008bde851921615 \
+    --hash=sha256:b87e65d263b3e5d3bb92a57e2a6638e2f31110fa7aa890c7b2dbba42248d0a3f \
+    --hash=sha256:b970c6da94d5bb18629db453d14f2a1300f6bf59b61e9b82377931ef95504866 \
+    --hash=sha256:be9fcb48a55f023493482827d4f459bd263cc20efde64f204b97c123201850c6 \
+    --hash=sha256:c2bc30226390d60ea19d9f82b19db005fe0452154a23c1c410c12ea801e43561 \
+    --hash=sha256:c83782480a4a9da4d0feb51950131ba32e12e70813848b3343f6e18c28a66838 \
+    --hash=sha256:cbc77da8c523d5abd028635ba850a6966fcee2c82e2bf65a41d1d8afe0f98be9 \
+    --hash=sha256:ccac2bfebc306b862133e3bb71f3f6ee8bb525240089b2d952e4144b3a6d5da7 \
+    --hash=sha256:d0527ce944105f257f605a827d6ebead966c752038b6e8656abb9c5edee6fc68 \
+    --hash=sha256:d8ecde755e2e91bf773fc94e8c9d730cd7f2007004cb492263a794ec3899a1c8 \
+    --hash=sha256:e3fb64c420688e5319ae25113a354015abbd8dffbfbc41781a1ea66fc7622ac3 \
+    --hash=sha256:e5dfc1e64de5677cec922ffa8da89c546d0415bf6efdf081842e5d44c84e1f0e \
+    --hash=sha256:ec5e529fb80935c94fe7b729f9972b50e351a0e6b50aa294fd5cabb109fcc29a \
+    --hash=sha256:f37d847238971164fdbc68ade6f6574aecc9c0af714190e2083429ff68f4ce9d \
+    --hash=sha256:f78ff2c9ed8dc2d036b0f4d640e22522213d047c1b14e61205a7e55c80a494d4 \
+    --hash=sha256:f89660a348f4f78a92366240a61404e337586ef7f5909a2fef59ca88ef505493 \
+    --hash=sha256:fc1e275c2f1d97b1a6450b8b0ea3ebfa6e087a611c2b26cb2404d48588abab7b
     # via
     #   google-auth
     #   pyjwt
@@ -569,13 +588,13 @@ cython==3.0.12 \
     --hash=sha256:feb86122a823937cc06e4c029d80ff69f082ebb0b959ab52a5af6cdd271c5dc3 \
     --hash=sha256:ff5c0b6a65b08117d0534941d404833d516dac422eee88c6b4fd55feb409a5ed
     # via feast (pyproject.toml)
-dask[dataframe]==2026.3.0 \
-    --hash=sha256:be614b9242b0b38288060fb2d7696125946469c98a1c30e174883fd199e0428d \
-    --hash=sha256:f7d96c8274e8a900d217c1ff6ea8d1bbf0b4c2c21e74a409644498d925eb8f85
+dask[dataframe]==2026.7.1 \
+    --hash=sha256:5727484427665f051e86bf87d021a64d6411141cdc8a20bfe3c1ad2968cc06b7 \
+    --hash=sha256:985ffd6c5e9d7979ede515e84ae8d39b647d6aa64f77600f15714ff65f578fe6
     # via feast (pyproject.toml)
-db-dtypes==1.5.1 \
-    --hash=sha256:901099b807c9312bc61a5bddbfb07512884e6c6d5a9edacf24d50bcf303aa5f7 \
-    --hash=sha256:ad71a6645e3c1f06d4d32023940576648f43119822f825f0d22587c6ef8afe15
+db-dtypes==1.7.1 \
+    --hash=sha256:450b94cd010cfa6d4d13cca2593009eba4fbe15516084c332cde1a47bbce0625 \
+    --hash=sha256:75adf3bdf3174a6474ea4162d9a345ea0b3102ec4fd603e69ec26b6e8a99145a
     # via
     #   google-cloud-bigquery
     #   pandas-gbq
@@ -587,50 +606,50 @@ docutils==0.22.4 \
     --hash=sha256:4db53b1fde9abecbb74d91230d32ab626d94f6badfc575d6db9194a49df29968 \
     --hash=sha256:d0013f540772d1420576855455d050a2180186c91c15779301ac2ccb3eeb68de
     # via sphinx
-duckdb==1.5.2 \
-    --hash=sha256:0b291786014df1133f8f18b9df4d004484613146e858d71a21791e0fcca16cf4 \
-    --hash=sha256:2323c1195c10fb2bb982fc0218c730b43d1b92a355d61e68e3c5f3ac9d44c34f \
-    --hash=sha256:2a1de4f4d454b8c97aec546c82003fc834d3422ce4bc6a19902f3462ef293bed \
-    --hash=sha256:35579b8e3a064b5eaf15b0eafc558056a13f79a0a62e34cc4baf57119daecfec \
-    --hash=sha256:376856066c65ccd55fcb3a380bbe33a71ce089fc4623d229ffc6e82251afdb6d \
-    --hash=sha256:411ad438bd4140f189a10e7f515781335962c5d18bd07837dc6d202e3985253d \
-    --hash=sha256:4420b3f47027a7849d0e1815532007f377fa95ee5810b47ea717d35525c12f79 \
-    --hash=sha256:486c862bf7f163c0110b6d85b3e5c031d224a671cca468f12ebb1d3a348f6b39 \
-    --hash=sha256:52a21823f3fbb52f0f0e5425e20b07391ad882464b955879499b5ff0b45a376b \
-    --hash=sha256:5596bbfc31b1b259db69c8d847b42d036ce2c4804f9ccb28f9fc46a16de7bc53 \
-    --hash=sha256:56d38b3c4e0ef2abb58898d0fd423933999ed535c45e75e9d9f72e1d5fed69b8 \
-    --hash=sha256:638da0d5102b6cb6f7d47f83d0600708ac1d3cb46c5e9aaabc845f9ba4d69246 \
-    --hash=sha256:63bf8687feefeed51adf45fa3b062ab8b1b1c350492b7518491b86bae68b1da1 \
-    --hash=sha256:6b0fe75c148000f060aa1a27b293cacc0ea08cc1cad724fbf2143d56070a3785 \
-    --hash=sha256:70631c847ca918ee710ec874241b00cf9d2e5be90762cbb2a0389f17823c08f7 \
-    --hash=sha256:7f69164b048e498b9e9140a24343108a5ae5f17bfb3485185f55fdf9b1aa924d \
-    --hash=sha256:81fc4fbf0b5e25840b39ba2a10b78c6953c0314d5d0434191e7898f34ab1bba3 \
-    --hash=sha256:84b193aca20565dedb3172de15f843c659c3a6c773bf14843a9bd781c850e7db \
-    --hash=sha256:8d599758b4e48bf12e18c9b960cf491d219f0c4972d19a45489c05cc5ab36f83 \
-    --hash=sha256:8dbd7e31e5dc157bfe8803fa7d2652336265c6c19926c5a4a9b40f8222868d08 \
-    --hash=sha256:98c0535cd6d901f61a5ea3c2e26a1fd28482953d794deb183daf568e3aa5dda6 \
-    --hash=sha256:a9cd5e71702d446613750405cde03f66ed268f4c321da071b0472759dad19536 \
-    --hash=sha256:bb42e6ed543902e14eae647850da24103a89f0bc2587dec5601b1c1f213bd2ed \
-    --hash=sha256:be37680ddb380015cb37318e378c53511c45c4f0d8fac5599d22b7d092b9217a \
-    --hash=sha256:c69907354ffee94ba8cf782daf0480dab7557f21ce27fffa6c0ea8f74ed4b8e2 \
-    --hash=sha256:c99ef73a277c8921bc0a1f16dee38d924484251d9cfd20951748c20fcd5ed855 \
-    --hash=sha256:c9f3e0b71b8a50fccfb42794899285d9d318ce2503782b9dd54868e5ecd0ad31 \
-    --hash=sha256:ce0b8141a10d37ecef729c45bc41d334854013f4389f1488bd6035c5579aaac1 \
-    --hash=sha256:ce17670bb392ea1b3650537db02bd720908776b5b95f6d2472d31a7de59d1dc1 \
-    --hash=sha256:d72b8856b1839d35648f38301b058f6232f4d36b463fe4dc8f4d3fdff2df1a2e \
-    --hash=sha256:d9b4f5430bf4f05d4c0dc4c55c75def3a5af4be0343be20fa2bfc577343fbfc9 \
-    --hash=sha256:e6495b00cad16888384119842797c49316a96ae1cb132bb03856d980d95afee1 \
-    --hash=sha256:ea58ff5b0880593a280cf5511734b17711b32ee1f58b47d726e8600848358160 \
-    --hash=sha256:ef461bca07313412dc09961c4a4757a851f56b95ac01c58fac6007632b7b94f2 \
-    --hash=sha256:fc85a5dbcbe6eccac1113c72370d1d3aacfdd49198d63950bdf7d8638a307f00
+duckdb==1.5.5 \
+    --hash=sha256:078e6a60dd8eedde5832f45422ca5c4a6b8c837aeabd8a56ca0b7d933f588053 \
+    --hash=sha256:0c42757cb34722144bd4dfb94b6f336339e7b2468f6813fa7fa9a319ba07bab4 \
+    --hash=sha256:179633a3fc6296c75d57c69c1e239fa9e5cdcb670fd1dbff88a02663f932905c \
+    --hash=sha256:1a925d06c2a4c3b64553d6cc1aced5028d376d4479bed689a7d47e9b1dccd80a \
+    --hash=sha256:1b543841b0ae18a9c982345cfa3987e9c065d3a4b0f067daa473d92d1e65f528 \
+    --hash=sha256:1bdc38922c365c37720149f90d90b1e9823eb82dad6830855b5f87537fa6fc0c \
+    --hash=sha256:2725d2b9ace3a4e75d72fc5a239f6a44b502c580edadb8fb2676db772c5f9282 \
+    --hash=sha256:2e72f9e1a4f90a5c8483ad4d540e495bf0834ba61c360b52499a573d7ed62a3f \
+    --hash=sha256:33db46679b071f108d57139493dee2d37e1f5efcf5c5c039c2969eed11a6c8a7 \
+    --hash=sha256:3b805507f88171b428b21c966c30e9a3d54e30b24528918a44ed0032542bc26f \
+    --hash=sha256:49c963d9469373d7aba8d750d9ea565ab823e94166efed953f184dd9b169b98c \
+    --hash=sha256:4acc72798ba1885a9c17d1242903d2cd502f13b1271c7677f7cab25d8578eceb \
+    --hash=sha256:63e48d4b74b15aeacd688976432a7225163df8c226eddeb8536bba2d4d4ff433 \
+    --hash=sha256:64078acfd16541132ac6e191eb81b2845554444a0305cc1aa581ba107e514aa8 \
+    --hash=sha256:6826504277dba513c0c5d71d828456c94d729c9d2482f94b2e289f90a9167e28 \
+    --hash=sha256:72f33ee57ca7595b23957671a2cc7f7fe2be0ecc2d68f63abedcfcaa3a5c1238 \
+    --hash=sha256:77bbc1e6ba12e1e06f9020117bdf848627ecfdf36f907550e62e008e6109dece \
+    --hash=sha256:7a6d2d11859d82a936ebdcb30ce3d8a1cbb3e990bff05c12abb9b54c44fa7bd1 \
+    --hash=sha256:8c11775cc99a447618d5f1840126db17f2652f3eae05529df4f81f40e2df7151 \
+    --hash=sha256:8e6413dd40facb7b8ab21bd844450cd8f549b29e138635be9cf090ef4d2049e2 \
+    --hash=sha256:9dc826c4b50e64f6c4e4d07a3a9cb075ef70ba3899dc43ec5493dc3d7b04b353 \
+    --hash=sha256:9f4287f97ccf0c1f3d471e7115be2b067cbf99627e2d34bffd462dd64703cddc \
+    --hash=sha256:a17e6a922e42a5c06ed2353fe78c5dff2610f6632d603836f9606ad0bf754079 \
+    --hash=sha256:a736217825461732b5442d05a220f3da2e23a0dae114efbf08c9bf171b53098a \
+    --hash=sha256:b08e19cc856220d8a26fa62abc2264b349aff67255e9373c6a3f607addd56dc6 \
+    --hash=sha256:b9b6f86ed85d4ef5e0211eaebf75d057bd8bb520bba438a95dd0f4e42234bbfe \
+    --hash=sha256:baa9c5702002fabb559ded2a39008f9f421fcbc7237d388b8213eff1e08858de \
+    --hash=sha256:cd98829b67788609017e65c761bd42a5dd0f9129441bed8bda4d6881ccf819f0 \
+    --hash=sha256:d4dd65f8941a604b947e0b9b4b4f7165988e29a23ec0b69b4038520956d9933e \
+    --hash=sha256:ddfbdb096c11d51ee22492397d342c90a82e62c5d09961477895934d0a25372f \
+    --hash=sha256:e238060db5ca59879882a6e9b015e2c65d5c64ddf281ba1d7a9a2033764152cf \
+    --hash=sha256:f0b88535a5d86fdd63dba6ea02ab68c003dfb9e4892b11256ef24c4da208baae \
+    --hash=sha256:f316eae2323d9a851883fdf2dee91c1f9efe251ab33e14a2272f82a913422ed6 \
+    --hash=sha256:fbf0f2d48b43c6c304d00463b463c27ead6c4b01c3c1816b750f728decf71afe \
+    --hash=sha256:feead93c56679b79592d437c62975d39cb67adedffa7592c763baf8160ac7366
     # via ibis-framework
 durationpy==0.10 \
     --hash=sha256:1fa6893409a6e739c9c72334fc65cca1f355dbdd93405d30f726deb5bde42fba \
     --hash=sha256:3b41e1b601234296b4fb368338fdcd3e13e0b4fb5b67345948f4f2bf9868b286
     # via kubernetes
-fastapi==0.136.1 \
-    --hash=sha256:7af665ad7acfa0a3baf8983d393b6b471b9da10ede59c60045f49fbc89a0fa7f \
-    --hash=sha256:a6e9d7eeada96c93a4d69cb03836b44fa34e2854accb7244a1ece36cd4781c3f
+fastapi==0.141.0 \
+    --hash=sha256:5567705c791fa33202dabd1860df1d1650a7b1bf373378198d7b0675c9574618 \
+    --hash=sha256:cae32222bdc8b2805c4d3deb4e024b381ea2a6f2de7febfe3a9a73a9c29c2e5e
     # via
     #   feast (pyproject.toml)
     #   fastapi-mcp
@@ -638,9 +657,9 @@ fastapi-mcp==0.4.0 \
     --hash=sha256:d4a3fe7966af24d44e4b412720561c95eb12bed999a4443a88221834b3b15aec \
     --hash=sha256:d4ca9410996f4c7b8ea0d7b20fdf79878dc359ebf89cbf3b222e0b675a55097d
     # via feast (pyproject.toml)
-filelock==3.29.0 \
-    --hash=sha256:69974355e960702e789734cb4871f884ea6fe50bd8404051a3530bc07809cf90 \
-    --hash=sha256:96f5f6344709aa1572bbf631c640e4ebeeb519e08da902c39a001882f30ac258
+filelock==3.32.0 \
+    --hash=sha256:7be2ad23a14607ccc71808e68fe30848aeace7058ace17852f68e2a68e310402 \
+    --hash=sha256:d396bea984af47333ef05e50eae7eff88c84256de6112aea0ec48a233c064fe3
     # via snowflake-connector-python
 flit-core==3.12.0 \
     --hash=sha256:18f63100d6f94385c6ed57a72073443e1a71a4acb4339491615d0f16d6ff01b2 \
@@ -780,15 +799,15 @@ frozenlist==1.8.0 \
     # via
     #   aiohttp
     #   aiosignal
-fsspec==2024.9.0 \
-    --hash=sha256:4b0afb90c2f21832df142f292649035d80b421f60a9e1c027802e5a0da2b04e8 \
-    --hash=sha256:a0947d552d8a6efa72cc2c730b12c41d043509156966cca4fb157b0f2a0c574b
+fsspec==2026.7.0 \
+    --hash=sha256:b57ddbafedfaef7018c1ecab32aa200a9d7ca26b77965f64e48b70061249d279 \
+    --hash=sha256:c803c40f4cf860b49dea58ee3e1c33cb9c790520e233537e1340049f89b82a88
     # via
     #   feast (pyproject.toml)
     #   dask
-google-api-core[grpc]==2.30.3 \
-    --hash=sha256:a85761ba72c444dad5d611c2220633480b2b6be2521eca69cca2dbb3ffd6bfe8 \
-    --hash=sha256:e601a37f148585319b26db36e219df68c5d07b6382cff2d580e83404e44d641b
+google-api-core[grpc]==2.33.0 \
+    --hash=sha256:3a36bcc3e319783f4c97da41f6f45ea6ffcaa55848e341de16e09cb70243c2bb \
+    --hash=sha256:a2e22a0c1d0f03eafff1858b38cf46f832d5902b0c052235bf0ab8402929fbdc
     # via
     #   feast (pyproject.toml)
     #   google-cloud-bigquery
@@ -798,9 +817,9 @@ google-api-core[grpc]==2.30.3 \
     #   google-cloud-datastore
     #   google-cloud-storage
     #   pandas-gbq
-google-auth==2.50.0 \
-    --hash=sha256:04382175e28b94f49694977f0a792688b59a668def1499e9d8de996dc9ce5b15 \
-    --hash=sha256:f35eafb191195328e8ce10a7883970877e7aeb49c2bfaa54aa0e394316d353d0
+google-auth[pyopenssl]==2.56.2 \
+    --hash=sha256:c8270ea95b2697b74e3d8438ae9c5b898e38b623b915c7b5c5635921e7de68a6 \
+    --hash=sha256:e28f103ca8091fb7012b99c44243d7366c29863713b8e34a220c3322b7a07051
     # via
     #   google-api-core
     #   google-auth-oauthlib
@@ -812,37 +831,37 @@ google-auth==2.50.0 \
     #   google-cloud-storage
     #   pandas-gbq
     #   pydata-google-auth
-google-auth-oauthlib==1.3.1 \
-    --hash=sha256:14c22c7b3dd3d06dbe44264144409039465effdd1eef94f7ce3710e486cc4bfa \
-    --hash=sha256:1a139ef23f1318756805b0e95f655c238bffd29655329a2978218248da4ee7f8
+google-auth-oauthlib==1.4.0 \
+    --hash=sha256:18b5e28880eb8eba9065c436becdc0ee8e4b59117a73a510679c82f70cd363d2 \
+    --hash=sha256:251314f213a9ee46a5ae73988e84fd7cca8bb68e7ecf4bfd45940f9e7f51d070
     # via
     #   pandas-gbq
     #   pydata-google-auth
-google-cloud-bigquery[pandas]==3.41.0 \
-    --hash=sha256:2217e488b47ed576360c9b2cc07d59d883a54b83167c0ef37f915c26b01a06fe \
-    --hash=sha256:2a5b5a737b401cbd824a6e5eac7554100b878668d908e6548836b5d8aaa4dcaa
+google-cloud-bigquery[pandas]==3.42.2 \
+    --hash=sha256:08d4b264e5ee4790f719724c76b538f204b7190999328a2f1a6a95eaab74ca39 \
+    --hash=sha256:41658c19e8ed5b83307011b4e55aca3b1f72052545a22788f1d637984615173f
     # via
     #   feast (pyproject.toml)
     #   pandas-gbq
-google-cloud-bigquery-storage==2.37.0 \
-    --hash=sha256:1e319c27ef60fc31030f6e0b52e5e891e1cdd50551effe8c6f673a4c3c56fcb6 \
-    --hash=sha256:f88ee7f1e49db1e639da3d9a8b79835ca4bc47afbb514fb2adfc0ccb41a7fd97
+google-cloud-bigquery-storage==2.39.0 \
+    --hash=sha256:8c192b6263804f7bdd6f57a17e763ba7f03fa4e53d7ecafca0187e0fd6467d48 \
+    --hash=sha256:d5afd90ad06cf24d9167316cca70ab5b344e880fc13031d7392aa78ee76b8bb6
     # via feast (pyproject.toml)
-google-cloud-bigtable==2.36.0 \
-    --hash=sha256:21b2f41231b7368a550b44d5b493b811b3507fcb23eb26d00005cd3f205f2207 \
-    --hash=sha256:d5987733c2f60c739f93f259d2037858411cc994ac37cdfbccb6bb159f3ca43e
+google-cloud-bigtable==2.41.0 \
+    --hash=sha256:36da0fc730952bfe48ae91dee11015459c9046fa1499d0efb73a61bbb6edbe9b \
+    --hash=sha256:d0c424bae6238eb16ffc0922be79da00d20d23e0750ea46742ffd4542c50fd26
     # via feast (pyproject.toml)
-google-cloud-core==2.5.1 \
-    --hash=sha256:3dc94bdec9d05a31d9f355045ed0f369fbc0d8c665076c734f065d729800f811 \
-    --hash=sha256:ea62cdf502c20e3e14be8a32c05ed02113d7bef454e40ff3fab6fe1ec9f1f4e7
+google-cloud-core==2.6.0 \
+    --hash=sha256:6d63ac8e5eca6d9e4319d0a1e2265fadcd7f1049904378caecfa01cf52dd869e \
+    --hash=sha256:e76149739f90fac1fc6757c09f47eaccb3145b54adbd7759b0f7c4b235f46c83
     # via
     #   google-cloud-bigquery
     #   google-cloud-bigtable
     #   google-cloud-datastore
     #   google-cloud-storage
-google-cloud-datastore==2.24.0 \
-    --hash=sha256:81f1d1c12c2906f59507f72742545ab04c38f62ed70b0542057e3cf04a53aa65 \
-    --hash=sha256:f087c02a6aa4ac68bbf17f0c048ae3ee355856bf09c51439bfba193741387792
+google-cloud-datastore==2.26.0 \
+    --hash=sha256:1ac4882f033fcb90bd75d1171b46400ecd5def23768598843d9c041e0c0b4a6a \
+    --hash=sha256:1bde5694308468da5c932153a6b0331d5b54e1c21de366b6a75ddb0000fd5f4b
     # via feast (pyproject.toml)
 google-cloud-storage==2.19.0 \
     --hash=sha256:aeb971b5c29cf8ab98445082cbfe7b161a1f48ed275822f59ed3f1524ea54fba \
@@ -886,167 +905,186 @@ google-crc32c==1.8.0 \
     #   google-cloud-bigtable
     #   google-cloud-storage
     #   google-resumable-media
-google-resumable-media==2.8.2 \
-    --hash=sha256:82b6d8ccd11765268cdd2a2123f417ec806b8eef3000a9a38dfe3033da5fb220 \
-    --hash=sha256:f3354a182ebd193ae3f42e3ef95e6c9b10f128320de23ac7637236713b1acd70
+google-resumable-media==2.10.0 \
+    --hash=sha256:88152884bee37b2bf36a0ab81ad8c7fd12212c9803dd981d77c1b35b02d34e7c \
+    --hash=sha256:e324bc9d0fdae4c52a08ae90456edc4e71ece858399e1217ac0eb3a51d6bc6ee
     # via
     #   google-cloud-bigquery
     #   google-cloud-storage
-googleapis-common-protos[grpc]==1.74.0 \
-    --hash=sha256:57971e4eeeba6aad1163c1f0fc88543f965bb49129b8bb55b2b7b26ecab084f1 \
-    --hash=sha256:702216f78610bb510e3f12ac3cafd281b7ac45cc5d86e90ad87e4d301a3426b5
+googleapis-common-protos[grpc]==1.75.0 \
+    --hash=sha256:53a062ff3c32552fbd62c11fe23768b78e4ddf0494d5e5fd97d3f4689c75fbbd \
+    --hash=sha256:961ed60399c457ceb0ee8f285a84c870aabc9c6a832b9d37bb281b5bebde43ed
     # via
     #   feast (pyproject.toml)
     #   google-api-core
     #   grpc-google-iam-v1
     #   grpcio-status
-greenlet==3.5.0 \
-    --hash=sha256:0ecec963079cd58cbd14723582384f11f166fd58883c15dcbfb342e0bc9b5846 \
-    --hash=sha256:0ed006e4b86c59de7467eb2601cd1b77b5a7d657d1ee55e30fe30d76451edba4 \
-    --hash=sha256:0ff251e9a0279522e62f6176412869395a64ddf2b5c5f782ff609a8216a4e662 \
-    --hash=sha256:1aa4ce8debcd4ea7fb2e150f3036588c41493d1d52c43538924ae1819003f4ce \
-    --hash=sha256:1bae92a1dd94c5f9d9493c3a212dd874c202442047cf96446412c862feca83a2 \
-    --hash=sha256:1eb67d5adefb5bd2e182d42678a328979a209e4e82eb93575708185d31d1f588 \
-    --hash=sha256:2094acd54b272cb6eae8c03dd87b3fa1820a4cef18d6889c378d503500a1dc13 \
-    --hash=sha256:2628d6c86f6cb0cb45e0c3c54058bbec559f57eaae699447748cb3928150577e \
-    --hash=sha256:29ea813b2e1f45fa9649a17853b2b5465c4072fbcb072e5af6cd3a288216574a \
-    --hash=sha256:362624e6a8e5bca3b8233e45eef33903a100e9539a2b995c364d595dbc4018b3 \
-    --hash=sha256:3a717fbc46d8a354fa675f7c1e813485b6ba3885f9bef0cd56e5ba27d758ff5b \
-    --hash=sha256:3bc59be3945ae9750b9e7d45067d01ae3fe90ea5f9ade99239dabdd6e28a5033 \
-    --hash=sha256:3ec9ea74e7268ace7f9aab1b1a4e730193fc661b39a993cd91c606c32d4a3628 \
-    --hash=sha256:41353ec2ecedf7aa8f682753a41919f8718031a6edac46b8d3dc7ed9e1ceb136 \
-    --hash=sha256:47422135b1d308c14b2c6e758beedb1acd33bb91679f5670edf77bf46244722b \
-    --hash=sha256:4964101b8585c144cbda5532b1aa644255126c08a265dae90c16e7a0e63aaa9d \
-    --hash=sha256:4a448128607be0de65342dc9b31be7f948ef4cc0bc8832069350abefd310a8f2 \
-    --hash=sha256:4b28037cb07768933c54d81bfe47a85f9f402f57d7d69743b991a713b63954eb \
-    --hash=sha256:4d0eadc7e4d9ffb2af4247b606cae307be8e448911e5a0d0b16d72fc3d224cfd \
-    --hash=sha256:54d243512da35485fc7a6bf3c178fdda6327a9d6506fcdd62b1abd1e41b2927b \
-    --hash=sha256:55fa7ea52771be44af0de27d8b80c02cd18c2c3cddde6c847ecebdf72418b6a1 \
-    --hash=sha256:57a43c6079a89713522bc4bcb9f75070ecf5d3dbad7792bfe42239362cbf2a16 \
-    --hash=sha256:58c1c374fe2b3d852f9b6b11a7dff4c85404e51b9a596fd9e89cf904eb09866d \
-    --hash=sha256:5a5ed18de6a0f6cc7087f1563f6bd93fc7df1c19165ca01e9bde5a5dc281d106 \
-    --hash=sha256:5e05ba267789ea87b5a155cf0e810b1ab88bf18e9e8740813945ceb8ee4350ba \
-    --hash=sha256:5ecd83806b0f4c2f53b1018e0005cd82269ea01d42befc0368730028d850ed1c \
-    --hash=sha256:64d6ac45f7271f48e45f67c95b54ef73534c52ec041fcda8edf520c6d811f4bc \
-    --hash=sha256:680bd0e7ad5e8daa8a4aa89f68fd6adc834b8a8036dc256533f7e08f4a4b01f7 \
-    --hash=sha256:6c18dfb59c70f5a94acd271c72e90128c3c776e41e5f07767908c8c1b74ad339 \
-    --hash=sha256:6d874e79afd41a96e11ff4c5d0bc90a80973e476fda1c2c64985667397df432b \
-    --hash=sha256:7022615368890680e67b9965d33f5773aade330d5343bbe25560135aaa849eae \
-    --hash=sha256:703cb211b820dbffbbc55a16bfc6e4583a6e6e990f33a119d2cc8b83211119c8 \
-    --hash=sha256:728a73687e39ae9ca34e4694cbf2f049d3fbc7174639468d0f67200a97d8f9e2 \
-    --hash=sha256:728d9667d8f2f586644b748dbd9bb67e50d6a9381767d1357714ea6825bb3bf5 \
-    --hash=sha256:762612baf1161ccb8437c0161c668a688223cba28e1bf038f4eb47b13e39ccdf \
-    --hash=sha256:7fc391b1566f2907d17aaebe78f8855dc45675159a775fcf9e61f8ee0078e87f \
-    --hash=sha256:804a70b328e706b785c6ef16187051c394a63dd1a906d89be24b6ad77759f13f \
-    --hash=sha256:83ed9f27f1680b50e89f40f6df348a290ea234b249a4003d366663a12eab94f2 \
-    --hash=sha256:884f649de075b84739713d41dd4dfd41e2b910bfb769c4a3ea02ec1da52cd9bb \
-    --hash=sha256:8f1cc966c126639cd152fdaa52624d2655f492faa79e013fea161de3e6dda082 \
-    --hash=sha256:8f52a464e4ed91780bdfbbdd2b97197f3accaa629b98c200f4dffada759f3ae7 \
-    --hash=sha256:9c615f869163e14bb1ced20322d8038fb680b08236521ac3f30cd4c1288785a0 \
-    --hash=sha256:9d280a7f5c331622c69f97eb167f33577ff2d1df282c41cd15907fc0a3ca198c \
-    --hash=sha256:a10a732421ab4fec934783ce3e54763470d0181db6e3468f9103a275c3ed1853 \
-    --hash=sha256:a96fcee45e03fe30a62669fd16ab5c9d3c172660d3085605cb1e2d1280d3c988 \
-    --hash=sha256:a97e4821aa710603f94de0da25f25096454d78ffdace5dc77f3a006bc01abba3 \
-    --hash=sha256:ba8f0bdc2fae6ce915dfd0c16d2d00bca7e4247c1eae4416e06430e522137858 \
-    --hash=sha256:bf2d8a80bec89ab46221ae45c5373d5ba0bd36c19aa8508e85c6cd7e5106cd37 \
-    --hash=sha256:cda05425526240807408156b6960a17a79a0c760b813573b67027823be760977 \
-    --hash=sha256:d419647372241bc68e957bf38d5c1f98852155e4146bd1e4121adea81f4f01e4 \
-    --hash=sha256:d4d9f0624c775f2dfc56ba54d515a8c771044346852a918b405914f6b19d7fd8 \
-    --hash=sha256:d60097128cb0a1cab9ea541186ea13cd7b847b8449a7787c2e2350da0cb82d86 \
-    --hash=sha256:db2910d3c809444e0a20147361f343fe2798e106af8d9d8506f5305302655a9f \
-    --hash=sha256:ddb36c7d6c9c0a65f18c7258634e0c416c6ab59caac8c987b96f80c2ebda0112 \
-    --hash=sha256:ddc090c5c1792b10246a78e8c2163ebbe04cf877f9d785c230a7b27b39ad038e \
-    --hash=sha256:e5ddf316ced87539144621453c3aef229575825fe60c604e62bedc4003f372b2 \
-    --hash=sha256:f35807464c4c58c55f0d31dfa83c541a5615d825c2fe3d2b95360cf7c4e3c0a8 \
-    --hash=sha256:f8c30c2225f40dd76c50790f0eb3b5c7c18431efb299e2782083e1981feed243 \
-    --hash=sha256:fa94cb2288681e3a11645958f1871d48ee9211bd2f66628fdace505927d6e564
+greenlet==3.5.4 \
+    --hash=sha256:0232ae1de90a8e07867bb127d7a6ba2301e859145489f25cda8a6096dabe1d20 \
+    --hash=sha256:07bd44616608d873d06735b63ef1a88191d6ca57c8d291d6559c71bc14c0893c \
+    --hash=sha256:08fc36de8442d5c3e95b044550dbea9bf144d31ec0cc58e36fb241cb6ef6a994 \
+    --hash=sha256:0fa53040b78b578120eecdc0265e3f1051487cc425d11a2b7c761daadf4feaa8 \
+    --hash=sha256:123aa379c962ed5fe90a880327e0c3066124ac64ec99e12a238be9fd8eb3db3d \
+    --hash=sha256:12cda9122e03341f1cb6b8207a19d7a9d375e52f1b4e9243918375f40fd7b4b9 \
+    --hash=sha256:13b980043cb1b3134e81ea469da1250ddcc6bfe6d245bbaa59168d9cdc8f228f \
+    --hash=sha256:178111881dd7a6c946471fda85485ec796e1043c2b939f694b096e2ecf986809 \
+    --hash=sha256:1833637f17d5e7472548a48575c394fe39f1b1890d676d162d86593610f44d8c \
+    --hash=sha256:188e4d142f243051d92a1f5c244a741da02dddc070a0620c842804d7b56d008c \
+    --hash=sha256:1e1a4a684b16c45ba324e60b32a4386a87722bcb815d2a149d2182f9b401ca72 \
+    --hash=sha256:1f17e362d78e37559e0506c5a7d066bdd45073c36a0127a543e8a0df27242ff3 \
+    --hash=sha256:24e61b88cb7e1b1d794b32a10cc346ac779681d6d74ff137a3e0a444d2bf1f02 \
+    --hash=sha256:27d3f00718634d4520a3a150154ac5da36f257869d41321953375b90bfbbc72c \
+    --hash=sha256:2a924f15d17957e252a810acefcb5942f5ca712298e8b6fcaed9a307d357522c \
+    --hash=sha256:2cdaadc3d31445a8f782bde3cd37e49a2c2a9c6da6daf76a3e34c683b271a3c7 \
+    --hash=sha256:2ffbc533e0eaf8e80d8471411646ab88fe58f641d508c0b02b24494479f4d9ec \
+    --hash=sha256:305f69e6c4523d7f6979ed001cff4e5853c063e5da04880296603aa0227e544c \
+    --hash=sha256:32802705c2c1ff25e8237b3bdacf2594fa02be80af8a66703eb7853ea7e68686 \
+    --hash=sha256:3529a8a933582ad19e224792cac7372489526576b75b4c124e8e4f29948f4861 \
+    --hash=sha256:39169a11d87a6a263afda3e9a27d1df16d0f919d40a4837cc73986c9884c0dd8 \
+    --hash=sha256:394de08dad5ffcb1f50c2159d93e398d9d2da3ed437645eaa54771fa720db9f0 \
+    --hash=sha256:3d66250e8b09f182ede05490998c818b5961f7a3640332d44c4927caec7bbfe4 \
+    --hash=sha256:3ef964f56dfcb6f9bbef2a190d9126795eac408716aeae47b5e7c73c32aafca9 \
+    --hash=sha256:41ddab54e4b238f4a6c323f39b4e59e176affd5a94d461a9fb7583dac74240a3 \
+    --hash=sha256:42afdc1ab5f66da8c586c32af9224a74a706b4f0ea0dc3a4188a0860a09c65c9 \
+    --hash=sha256:4ab9f0704bccf6d3b38e0d2130b7b33271cff11453690da074fa280c3aa8e8e7 \
+    --hash=sha256:57aa201b351f7c7c75627c60d29e4d5b97a07d37efeb62b903466fca42c097d7 \
+    --hash=sha256:58023945f421093de5e6fa108c0985a8659d43f49e0216da25099369a121bcbd \
+    --hash=sha256:60149df8f462d1b230038e6590c23c3b4768bb5d6c022b3b6e82532b34b0b8a3 \
+    --hash=sha256:60e0bc961d367df506660e9ac0177a76bc6d81305300704b0977d1634f76efe2 \
+    --hash=sha256:69173331fbc5d64bfac0065d7e22c39cfcd089e9b18d125bdcd5079363b09616 \
+    --hash=sha256:70bdfacdc183dac838b2a0aaff2dd6134a457c52fe68a9c6bbab435483d2b9df \
+    --hash=sha256:73b37afe369021423ea53dd3123e04bffa7e93ac64429b9f50835b2e4fcae7cf \
+    --hash=sha256:77d6ce04fed0d9aeed42e0f37923cc43eba9b027bdd9c34546bb4ccd143d0fe0 \
+    --hash=sha256:791fdfeeb9c6e0c7b10fa151bf110d2a6974866f13dcb5b1c7efae698245893a \
+    --hash=sha256:7c1303791d603080cac6fc3b34df51c3b75b723739c282c8029e48a0d241672f \
+    --hash=sha256:7e8afa5eac028f8140ceafe5ceec66e6aa127ddcb21452d2a564dcd2900b5f22 \
+    --hash=sha256:870d730fec833f5a06906a32596cc099b9161594642a92a520b7a88911c95356 \
+    --hash=sha256:89f3738167bab8c1084b94e23023d41d247117ac149fa0fbcb5bd4cf6262b353 \
+    --hash=sha256:91c26423753b92caf41ab3f98fd547d7374d4d9fc2d85be041886c1579d9255e \
+    --hash=sha256:9667862a2e38ad379f11b845daeda22c8989186def44f06962c9c4c05e556da7 \
+    --hash=sha256:99e8f8c4ebc4fd80aa26c1280ae9ad43a0976e786349703a181cf0bae60413e5 \
+    --hash=sha256:9c53ff01a5c53a40f2c16820ebc56d7c61a77f5fbe009dadd96292d5682f80f8 \
+    --hash=sha256:9f1467de1bb767f75db0aa34c195e3a496d8d1278c796e70c24ce205d3e99cde \
+    --hash=sha256:a2d614cb2372c7101a12ea8b96dd56f81c986d247c5a73db67063f3ed1ca4a52 \
+    --hash=sha256:ac5bf81d79d2c8eeb2ef6359b2e1687a1e9ebf46c2b1f970da9a9255df51d190 \
+    --hash=sha256:adf2244d7f69409925a8f22ed22cc5f93cdfe5c9dc87ff3476be2c2aaae61a05 \
+    --hash=sha256:ae53534b5dec0f4c2ec26f898f538dc8ea1ca3ef2927d597a9439e40a09da937 \
+    --hash=sha256:b3dabe3e2809013052c68bdf0b7fa5f5f2859c43a80803131ad61af9cabd7867 \
+    --hash=sha256:b7a5f095767c4493afcd06067f2bb3b8716e3f3f9e92b99c88e7e99f885b3d4d \
+    --hash=sha256:b7c895310363f310361e0fe2072af85269d2a2a285cd04c0c59e79a5e3670dcf \
+    --hash=sha256:bae2728e1897aa8df8cb1af38cd48b3a743aefe29372de7b8b7a9f532501e69f \
+    --hash=sha256:bd3d1145f603b2db19feb9078c2e6855eb7c67e15580c010ed815cee519b86fd \
+    --hash=sha256:c38c902a0986eba1f6e7ba1ab39ad5195926abde90f3fe080e08212db62176da \
+    --hash=sha256:c3fe76c2cac86b4f7a1e92865ac0a54384deb05c92986287c1a7110d9bd53071 \
+    --hash=sha256:c883d61f2282d72c767a14936641b3efcbde9d82f1080712aaea0b1d3126cb88 \
+    --hash=sha256:c90e930c9c192e5b3ee9fb8bcd920ea3926155e2e3ded39fc697323addecee17 \
+    --hash=sha256:ca5726c0b08ca35ae873557266a78b2c3f3b2b7d7401aa5ff886c2045dd0111c \
+    --hash=sha256:cbd60b5763c6543c1827e48faaf14ea9bfbad245f52b1a4d76a2a2d8884c6c66 \
+    --hash=sha256:cd320d998cbaa032932830448e39abf3c6a12901295e386e8114db926e10cffb \
+    --hash=sha256:cef589bc65fae02d10bca2ac341191c5b33acc2967892ebf4fcbd10eabb7a74c \
+    --hash=sha256:d83ae0e32d14957ab7170785a20f582635c8474deab1bfbb552b17e769a6ce25 \
+    --hash=sha256:d84d993f6e575c950d91a23c1345d18fe1a4310d447bf630849d7809196b52f0 \
+    --hash=sha256:d92df08dd65fede97fc37aad36c2e9dcda3b31c467f8e0c2c096456cb818e927 \
+    --hash=sha256:dc418cf4c873357964d6624445ed09472e50def990c65dd4e76fc3ba8cd9cef6 \
+    --hash=sha256:dfc41ae893d9ceaf22c824f2153a88b30651b20e8758c2cd9ac143f23640563c \
+    --hash=sha256:e849e6e139b9671adeac505f72fc05f4af7fd1921faef40295e214fc3b361b59 \
+    --hash=sha256:e883de250e299654b1f1680f72a1a9f9ba62c9bd1bce84099c90657349a8dfbb \
+    --hash=sha256:e9a5e3406e3ed8125ae1a3b37c12f3434e2b1f0fa053197c5557895b4fb09606 \
+    --hash=sha256:ec5ff0d1878df6af3bf9b638a5a92a7d5693291de77c91bff10fa48519c604ef \
+    --hash=sha256:ecca4d80d55a01ad6b23b33262662956149fbb7b2c6be2910f1705921958cbf3 \
+    --hash=sha256:ed17e5f3420360d5b459de8462efb52060399a5326a613d4cde31cef63ef95da \
+    --hash=sha256:ee032b91fd8ec29ec6c4cea2b8c561b178435134bd0752c7334b94e9c736c132 \
+    --hash=sha256:f00f910f0e7b35416c63b23ad78b769aeccfc1775f712b43c4ee525624a2eef7 \
+    --hash=sha256:f260930bbbbcf9caee661211235a5111c86dfe5832fdf6ae4570da1e0995320f \
+    --hash=sha256:f680e549edb3eaf21eea4e7fe101e15ec180c74b7879ab46adc080f22d4015d2 \
+    --hash=sha256:f88193799d43dbf8c8a806d6405c9c52fe2af40bf75072a606357b33cc336c7f \
+    --hash=sha256:f908898d6fa484ce4b6f447ce70ea99b52c503fee419e53cf74d60a16bc9e667
     # via feast (pyproject.toml)
 grpc-google-iam-v1==0.14.4 \
     --hash=sha256:392b3796947ed6334e61171d9ab06bf7eb357f554e5fc7556ad7aab6d0e17038 \
     --hash=sha256:412facc320fcbd94034b4df3d557662051d4d8adfa86e0ddb4dca70a3f739964
     # via google-cloud-bigtable
-grpcio==1.62.3 \
-    --hash=sha256:059444f0ed5dba73ab7dd0ee7e8e6b606df4130d2b0a9f010f84da4ab9f6c2d8 \
-    --hash=sha256:114f2a865886ff33f85d70670e971fe0e3d252a1209656fefa5470286e3fcc76 \
-    --hash=sha256:13571a5b868dcc308a55d36669a2d17d9dcd6ec8335213f6c49cc68da7305abe \
-    --hash=sha256:1ac0944e9e3ee3e20825226d1e17985e9f88487055c475986cf0922a7d806d8a \
-    --hash=sha256:1de3d04d9a4ec31ebe848ae1fe61e4cbc367fb9495cbf6c54368e60609a998d9 \
-    --hash=sha256:216740723fc5971429550c374a0c039723b9d4dcaf7ba05227b7e0a500b06417 \
-    --hash=sha256:25cd75dc73c5269932413e517be778640402f18cf9a81147e68645bd8af18ab0 \
-    --hash=sha256:325c56ce94d738c31059cf91376f625d3effdff8f85c96660a5fd6395d5a707f \
-    --hash=sha256:3737e5ef0aa0fcdfeaf3b4ecc1a6be78b494549b28aec4b7f61b5dc357f7d8be \
-    --hash=sha256:377babc817e8b4186aed7ed56e832867c513e4e9b6c3503565c344ffdef440d4 \
-    --hash=sha256:3fb7d966a976d762a31346353a19fce4afcffbeda3027dd563bc8cb521fcf799 \
-    --hash=sha256:43670a25b752b7ed960fcec3db50ae5886dc0df897269b3f5119cde9b731745f \
-    --hash=sha256:4439bbd759636e37b66841117a66444b454937e27f0125205d2d117d7827c643 \
-    --hash=sha256:454a6aed4ebd56198d37e1f3be6f1c70838e33dd62d1e2cea12f2bcb08efecc5 \
-    --hash=sha256:4c9c1502c76cadbf2e145061b63af077b08d5677afcef91970d6db87b30e2f8b \
-    --hash=sha256:4dab8b64c438e19c763a6332b55e5efdbecfb7c55ae59a42c38c81ed27955fa5 \
-    --hash=sha256:56757d3e4cf5d4b98a30f2c5456151607261c891fa2298a4554848dcbf83083d \
-    --hash=sha256:57823dc7299c4f258ae9c32fd327d29f729d359c34d7612b36e48ed45b3ab8d0 \
-    --hash=sha256:582bd03e9c3d1bd1162eb51fa0f1a35633d66e73f4f36702d3b8484a8b45eda7 \
-    --hash=sha256:620165df24aae3d5b3e84cb8dd6b98f6ed49aed04126186bbf43061e301d6a21 \
-    --hash=sha256:646c14e9f3356d3f34a65b58b0f8d08daa741ba1d4fcd4966b79407543332154 \
-    --hash=sha256:668211f3699bbee4deaf1d6e6b8df59328bf63f077bf2dc9b8bfa4a17df4a279 \
-    --hash=sha256:6be243f3954b0ca709f56f9cae926c84ac96e1cce19844711e647a1f1db88b99 \
-    --hash=sha256:6da20a1ae010a988bc4ed47850f1122de0a88e18cd2f901fcf56007be1fc6c30 \
-    --hash=sha256:7349cd7445ac65fbe1b744dcab9cc1ec02dae2256941a2e67895926cbf7422b4 \
-    --hash=sha256:74f3fc9b93290e58264844f5bc46df4c58a94c4287a277dbcf75344fc6c37ca4 \
-    --hash=sha256:75a4e9ac7ff185cad529f35934c5d711b88aca48b90c70e195f5657da50ce321 \
-    --hash=sha256:7b33c1807d4ac564a3027d06f21a2220c116ceacaaef614deb96b3341ee58896 \
-    --hash=sha256:807176971c504c598976f5a9ea62363cffbbbb6c7509d9808c2342b020880fa2 \
-    --hash=sha256:80a82fdee14dc27e9299248b7aabd5a8739a1cf6b76c78aa2b848158b44a99d5 \
-    --hash=sha256:81b7c121c4e52a0749bf0759185b8d5cfa48a786cd7d411cdab08269813e0aab \
-    --hash=sha256:8257cc9e55fb0e2149a652d9dc14c023720f9e73c9145776e07c97e0a553922e \
-    --hash=sha256:8a5f00b2508937952d23a1767739e95bbbe1120f8a66d10187d5e971d56bb55c \
-    --hash=sha256:8ae2e7a390b2cdd2a95d3bf3b3385245eeb48a5e853943cb46139666462c2d1a \
-    --hash=sha256:940459d81685549afdfe13a6de102c52ea4cdda093477baa53056884aadf7c48 \
-    --hash=sha256:9c4aae4e683776c319169d87e7891b67b75e3f1c0beeb877902ea148b0585164 \
-    --hash=sha256:9d5f8e0050a179b3bce9189b522dc91008d44f08c757a7c310e0fd06b4d3d147 \
-    --hash=sha256:a1b85d35a7d9638c03321dfe466645b87e23c30df1266f9e04bbb5f44e7579a9 \
-    --hash=sha256:a82410d7620c07cb32624e38f2a106980564dfef9dbe78f5b295cda9ef217c03 \
-    --hash=sha256:abfe64811177e681edc81d9d9d1bd23edc5f599bd9846650864769264ace30cd \
-    --hash=sha256:ac9783d5679c8da612465168c820fd0b916e70ec5496c840bddba0be7f2d124c \
-    --hash=sha256:b033d50bd41e506e3b579775f54a30c16c222e0d88847ac8098d2eca2a7454cc \
-    --hash=sha256:b097347441b86a8c3ad9579abaf5e5f7f82b1d74a898f47360433b2bca0e4536 \
-    --hash=sha256:b708401ede2c4cb8943e8a713988fcfe6cbea105b07cd7fa7c8a9f137c22bddb \
-    --hash=sha256:bd900e666bb68fff49703084be14407cd73b8a5752a7590cea98ec22de24fb5d \
-    --hash=sha256:c118cfc80e2402a5595be36e9245ffd9b0e146f426cc40bdf60015bf183f8373 \
-    --hash=sha256:c175b252d063af388523a397dbe8edbc4319761f5ee892a8a0f5890acc067362 \
-    --hash=sha256:c8bb1a7aa82af6c7713cdf9dcb8f4ea1024ac7ce82bb0a0a82a49aea5237da34 \
-    --hash=sha256:c95a0b76a44c548e6bd8c5f7dbecf89c77e2e16d3965be817b57769c4a30bea2 \
-    --hash=sha256:e202e3f963480ca067a261179b1ac610c0f0272cb4a7942d11b7e2b3fc99c3aa \
-    --hash=sha256:e9ffdb7bc9ccd56ec201aec3eab3432e1e820335b5a16ad2b37e094218dcd7a6 \
-    --hash=sha256:ea7ca66a58421411c6486fa5015fe7704e2816ff0b4ec4fb779ad5e1cbbdabf3 \
-    --hash=sha256:f2ff8ac447765e173842b554b31307b98b3bb1852710903ebb936e7efb7df6e5 \
-    --hash=sha256:f5def814c5a4c90c8fe389c526ab881f4a28b7e239b23ed8e02dd02934dfaa1a
+grpcio==1.83.0 \
+    --hash=sha256:009667eaf3dcd5224c713589cdc98e7ca4ed0ff0b61132c6b276e930eb83a2df \
+    --hash=sha256:10b3fa0475eb572c9a81a6fe37fa16a9c500c0c91cfc148cac15692b7e3c2867 \
+    --hash=sha256:1aa567f8c3f19850ffd5d2858c9a8ea7c80f0db6c01186b71eb31e923ec984f5 \
+    --hash=sha256:1c699bbb20f143c8f2bff219de578aa2dc1f919399d67dc702b038b986ee62df \
+    --hash=sha256:28f6c35ac8fcf10e4594f138e468f194360089dde40d126a7033e863fc479930 \
+    --hash=sha256:2b5e75c34842cd9c1b95285ca395c6a569664b81e3ffa6b714125922942abaaf \
+    --hash=sha256:2bb48cb5e6dd005ca12b89ce4b6ac0b48ff3112c747542ee7986ef611a8ca6d9 \
+    --hash=sha256:32e11c37f5285b0c6fa3042c05fe06903696689749833fc64e67dec71b9bbe33 \
+    --hash=sha256:33898e6a28e4ae598f1577cb1c4fec2a15c033d0ec52b9b45a09610dd045b9da \
+    --hash=sha256:35a5b1c192496b6c25956eebfa963468935612206fd2543ac3ce981e6a5e0f03 \
+    --hash=sha256:3f351629f6ae16ecc0ec3553e586a6763ffd9f6114044286d0cbec3e09241bfa \
+    --hash=sha256:4772402f43517b4824980be4b3b2274a81eec0004a70009473c31b340d43e223 \
+    --hash=sha256:4e3eedfc92b6b9f2960115e7e620cf0cbf80bb7849a51ce3820dc54dfd88b6b9 \
+    --hash=sha256:4fcaa7c45c45b4a89e2867d1f1785d9481a788399d915e341ed2eb49aeef9dd4 \
+    --hash=sha256:5882c1a721b50ce0123ee5e839e1ab059ad72a7ade76cdf2d5bd833b56791acf \
+    --hash=sha256:5f20a988480b0f28207f057f7f7ae1313393c3cef0adcfeae8248f9947eaf881 \
+    --hash=sha256:61007cd08640abc5c54547ee32505474c482cd733a53cb87551ea81faa6350af \
+    --hash=sha256:62003babc444a606dcd1f009cd16391ce23669ae4ad6ec267a873da7937a69f5 \
+    --hash=sha256:6662f3b1e07cc7493d437351860dc867bddc6a93c83ecf33bbfdaf0c217ab2d0 \
+    --hash=sha256:6755ed67cc3e454d51ae9f6e1915b80d3942fa4de956ef48dacd45ab7f40b727 \
+    --hash=sha256:6b6c666a1d5613ff360c9e90f44665e3a88b25a815209ddbc0917eec281931cb \
+    --hash=sha256:6be5c807b717be3dd649446f021301fd7907e376318675d2147823071034112a \
+    --hash=sha256:6e01ecd9d8ef280abe1365138a4dc318f9a5287f4cb1b41d07816f796653f735 \
+    --hash=sha256:6fb8a1dd0c6f0f931e69e9d0dc6d1c406ed2a44fa963414eafba07b7fb685d16 \
+    --hash=sha256:7416952ca770477990257206276999056f8316d79196f2f25942393e58a20b49 \
+    --hash=sha256:74fe6f9e8a35c7dbf32255ee154d15e3e5338a81ed39173d079d594d2e544cd1 \
+    --hash=sha256:7674587248fbbb2ac6e4eecf83a8a0f3d91a928f941de571acfd3a2f007fbc24 \
+    --hash=sha256:7936f2a56cf04f6514705c0fedf400971de01b6aa1719327e4718f410a765e2b \
+    --hash=sha256:7bd82671b39065ba18cd536e9cd45b27ff649053f81ddd2c6a966d595067080f \
+    --hash=sha256:8f6c395e493d20c39b29392ca200e9aaeb78d0bc2f04db0c0a7da7ddc939aa57 \
+    --hash=sha256:8fe04f1050a59f875601eb55d42b4f66946fe89817f967e34db1462ccd07dadf \
+    --hash=sha256:8ff0b8767ddd62704e0d9571c1890af08d84a3a689ebba1807e62519d0b3277f \
+    --hash=sha256:a21cb4eeeba124443f399be2e8b624943cde864dcbe588cb42e5c483a52a906c \
+    --hash=sha256:aa074041231f03959cb097dd5517b0677b8ea49215bae01d5710a7b69dd59969 \
+    --hash=sha256:aeb339838db07600481ef869507279b75326c75eac6d10f7afa62a0da1d2bcdd \
+    --hash=sha256:b0a0be840e51b6b7ee9df9269770faf77bdf4b771053c257c21d12bad607714c \
+    --hash=sha256:bb669918fd88936b15599caff4160a77ab74bdeb25f2231f6e45b61282d6107b \
+    --hash=sha256:bc60215b5cb9fc8ca72942c498b551ac2305bd08f6ef8d4e3f0d21b64fbecd61 \
+    --hash=sha256:c19b454d3d3f28db81f2c7c4dbaee96e7f6fd149721733ffe79d6bc530f17404 \
+    --hash=sha256:c6444666317338e903093c7c756e6cc88eee59f798cb8dd41e87725bf54e1617 \
+    --hash=sha256:c834e86d8fd2f03d7e4db49a027f7c5b89c5b88eed305543a5295bd6fee61e40 \
+    --hash=sha256:cb056f6e171c42639a50460b2929c82241fda51f71cf3dcdd68090fe45095a45 \
+    --hash=sha256:cb2906c61db4f9c64cc360054b5df70eeb81846228e9e56a4944bd415a63dadc \
+    --hash=sha256:d05ff664100d429335b93c91b8b34ddf9e94a112205e7fa06dede309e44a4e4c \
+    --hash=sha256:ee94a4016fdf8699fb1fd8a38652475ff677f1c72074cee44deeeb9a7e95e745 \
+    --hash=sha256:f1c3e5689d4b90987b1d72022bcfe866a9a3dc66197484cf856d96b6150e7f45 \
+    --hash=sha256:f47d62808b4c0a97b78bff88a6d4ca283a2a492b9a04a87d814af95ca3b9c19c \
+    --hash=sha256:f4cee5fc86e84a0cf7ad1574b454c3320e087c07f55b7df5dc0ac6a873fb90c0 \
+    --hash=sha256:f5e822a7e7d03282f6ad225e710493c48b9057a353358344a5f7c42b2b37618d \
+    --hash=sha256:f5f410d7c2903eabb34789dfd6342eef04af1ad459943936b7e09a9f5bd417b9 \
+    --hash=sha256:fba099b716e73512d61b97f71ea3c31a72abb36904036e316bf4dd148ca8dcc8
     # via
     #   feast (pyproject.toml)
     #   google-api-core
     #   google-cloud-bigquery
     #   google-cloud-bigquery-storage
+    #   google-cloud-bigtable
     #   google-cloud-datastore
     #   googleapis-common-protos
     #   grpc-google-iam-v1
     #   grpcio-health-checking
     #   grpcio-reflection
     #   grpcio-status
+    #   milvus-lite
     #   pymilvus
-grpcio-health-checking==1.62.3 \
-    --hash=sha256:5074ba0ce8f0dcfe328408ec5c7551b2a835720ffd9b69dade7fa3e0dc1c7a93 \
-    --hash=sha256:f29da7dd144d73b4465fe48f011a91453e9ff6c8af0d449254cf80021cab3e0d
+grpcio-health-checking==1.83.0 \
+    --hash=sha256:7d8b47a5bfbc699d4aee0fc7a27f5d0265eb23a6a64db5ac2d8b749a0f8a9911 \
+    --hash=sha256:ad6bc4d5a1103ad704d25ccd82def300dfa27996b185cab3e4cceeef2c6867d4
     # via feast (pyproject.toml)
-grpcio-reflection==1.62.3 \
-    --hash=sha256:a48ef37df81a3bada78261fc92ef382f061112f989d1312398b945cc69838b9c \
-    --hash=sha256:cb84682933c400bddf94dd94f928d1c6570f500b6dd255973d4bfb495b82585f
+grpcio-reflection==1.83.0 \
+    --hash=sha256:6a2a30a462ac2c3c6d149734a8fe655fa7617c17fa2cda9949006f3bf07f5b3e \
+    --hash=sha256:9d4151f68f18a85aa5b0eff5d493ad13f9421f96c8d9c01c840b353dc979be93
     # via feast (pyproject.toml)
-grpcio-status==1.62.3 \
-    --hash=sha256:289bdd7b2459794a12cf95dc0cb727bd4a1742c37bd823f760236c937e53a485 \
-    --hash=sha256:f9049b762ba8de6b1086789d8315846e094edac2c50beaf462338b301a8fd4b8
+grpcio-status==1.83.0 \
+    --hash=sha256:837219c6de9afdccb6f6f72b34bc71e151a2011ef04040e3faaca746a57e54ae \
+    --hash=sha256:f6a838a7c5fb84ae98833ec0ef81ed438c26e11e54b2ddb8e92ad328c861de69
     # via google-api-core
-gunicorn==25.3.0 \
-    --hash=sha256:cacea387dab08cd6776501621c295a904fe8e3b7aae9a1a3cbb26f4e7ed54660 \
-    --hash=sha256:f74e1b2f9f76f6cd1ca01198968bd2dd65830edc24b6e8e4d78de8320e2fe889
+gunicorn==26.0.0 \
+    --hash=sha256:40233d26a5f0d1872916188c276e21641155111c2853f0c2cd55260aec0d24fc \
+    --hash=sha256:ca9346f85e3a4aeeb64d491045c16b9a35647abd37ea15efe53080eb8b090baf
     # via
     #   feast (pyproject.toml)
     #   uvicorn-worker
@@ -1055,6 +1093,7 @@ h11==0.16.0 \
     --hash=sha256:63cf8bbe7522de3bf65932fda1d9c2772064ffb3dae62d55932da54b31cb6c86
     # via
     #   httpcore
+    #   httpcore2
     #   uvicorn
 hatch-fancy-pypi-readme==25.1.0 \
     --hash=sha256:9c58ed3dff90d51f43414ce37009ad1d5b0f08ffc9fc216998a06380f01c0045 \
@@ -1064,189 +1103,206 @@ hatch-vcs==0.4.0 \
     --hash=sha256:093810748fe01db0d451fabcf2c1ac2688caefd232d4ede967090b1c1b07d9f7 \
     --hash=sha256:b8a2b6bee54cf6f9fc93762db73890017ae59c9081d1038a41f16235ceaf8b2c
     # via feast (pyproject.toml)
-hatchling==1.29.0 \
-    --hash=sha256:50af9343281f34785fab12da82e445ed987a6efb34fd8c2fc0f6e6630dbcc1b0 \
-    --hash=sha256:793c31816d952cee405b83488ce001c719f325d9cda69f1fc4cd750527640ea6
+hatchling==1.31.0 \
+    --hash=sha256:6b48ad4068a482ed7239b3a8215bc55b47aad3345d58dfc94e553c5d2d46211b \
+    --hash=sha256:aac80bec8b6fe35e8480f1c335be8910fa210a0e6f735a139be205dadcacb544
     # via
     #   feast (pyproject.toml)
     #   hatch-fancy-pypi-readme
     #   hatch-vcs
-hiredis==3.3.1 \
-    --hash=sha256:002fc0201b9af1cc8960e27cdc501ad1f8cdd6dbadb2091c6ddbd4e5ace6cb77 \
-    --hash=sha256:011a9071c3df4885cac7f58a2623feac6c8e2ad30e6ba93c55195af05ce61ff5 \
-    --hash=sha256:01cf82a514bc4fd145b99333c28523e61b7a9ad051a245804323ebf4e7b1c6a6 \
-    --hash=sha256:027ce4fabfeff5af5b9869d5524770877f9061d118bc36b85703ae3faf5aad8e \
-    --hash=sha256:03baa381964b8df356d19ec4e3a6ae656044249a87b0def257fe1e08dbaf6094 \
-    --hash=sha256:042e57de8a2cae91e3e7c0af32960ea2c5107b2f27f68a740295861e68780a8a \
-    --hash=sha256:09d41a3a965f7c261223d516ebda607aee4d8440dd7637f01af9a4c05872f0c4 \
-    --hash=sha256:09f5e510f637f2c72d2a79fb3ad05f7b6211e057e367ca5c4f97bb3d8c9d71f4 \
-    --hash=sha256:0b5ff2f643f4b452b0597b7fe6aa35d398cb31d8806801acfafb1558610ea2aa \
-    --hash=sha256:0caf3fc8af0767794b335753781c3fa35f2a3e975c098edbc8f733d35d6a95e4 \
-    --hash=sha256:0fac4af8515e6cca74fc701169ae4dc9a71a90e9319c9d21006ec9454b43aa2f \
-    --hash=sha256:113e098e4a6b3cc5500e05e7cb1548ba9e83de5fe755941b11f6020a76e6c03a \
-    --hash=sha256:137c14905ea6f2933967200bc7b2a0c8ec9387888b273fd0004f25b994fd0343 \
-    --hash=sha256:156be6a0c736ee145cfe0fb155d0e96cec8d4872cf8b4f76ad6a2ee6ab391d0a \
-    --hash=sha256:17ec8b524055a88b80d76c177dbbbe475a25c17c5bf4b67bdbdbd0629bcae838 \
-    --hash=sha256:1ac7697365dbe45109273b34227fee6826b276ead9a4a007e0877e1d3f0fcf21 \
-    --hash=sha256:1b46e96b50dad03495447860510daebd2c96fd44ed25ba8ccb03e9f89eaa9d34 \
-    --hash=sha256:1ebc307a87b099d0877dbd2bdc0bae427258e7ec67f60a951e89027f8dc2568f \
-    --hash=sha256:1f7bceb03a1b934872ffe3942eaeed7c7e09096e67b53f095b81f39c7a819113 \
-    --hash=sha256:2611bfaaadc5e8d43fb7967f9bbf1110c8beaa83aee2f2d812c76f11cfb56c6a \
-    --hash=sha256:264ee7e9cb6c30dc78da4ecf71d74cf14ca122817c665d838eda8b4384bce1b0 \
-    --hash=sha256:26f899cde0279e4b7d370716ff80320601c2bd93cdf3e774a42bdd44f65b41f8 \
-    --hash=sha256:29fe35e3c6fe03204e75c86514f452591957a1e06b05d86e10d795455b71c355 \
-    --hash=sha256:2afc675b831f7552da41116fffffca4340f387dc03f56d6ec0c7895ab0b59a10 \
-    --hash=sha256:2b6da6e07359107c653a809b3cff2d9ccaeedbafe33c6f16434aef6f53ce4a2b \
-    --hash=sha256:2b96da7e365d6488d2a75266a662cbe3cc14b28c23dd9b0c9aa04b5bc5c20192 \
-    --hash=sha256:2f1c1b2e8f00b71e6214234d313f655a3a27cd4384b054126ce04073c1d47045 \
-    --hash=sha256:304481241e081bc26f0778b2c2b99f9c43917e4e724a016dcc9439b7ab12c726 \
-    --hash=sha256:318f772dd321404075d406825266e574ee0f4751be1831424c2ebd5722609398 \
-    --hash=sha256:3586c8a5f56d34b9dddaaa9e76905f31933cac267251006adf86ec0eef7d0400 \
-    --hash=sha256:3724f0e58c6ff76fd683429945491de71324ab1bc0ad943a8d68cb0932d24075 \
-    --hash=sha256:3fb6573efa15a29c12c0c0f7170b14e7c1347fe4bb39b6a15b779f46015cc929 \
-    --hash=sha256:40ae8a7041fcb328a6bc7202d8c4e6e0d38d434b2e3880b1ee8ed754f17cd836 \
-    --hash=sha256:4106201cd052d9eabe3cb7b5a24b0fe37307792bda4fcb3cf6ddd72f697828e8 \
-    --hash=sha256:439f9a5cc8f9519ce208a24cdebfa0440fef26aa682a40ba2c92acb10a53f5e0 \
-    --hash=sha256:4479e36d263251dba8ab8ea81adf07e7f1163603c7102c5de1e130b83b4fad3b \
-    --hash=sha256:487658e1db83c1ee9fbbac6a43039ea76957767a5987ffb16b590613f9e68297 \
-    --hash=sha256:48ff424f8aa36aacd9fdaa68efeb27d2e8771f293af4305bdb15d92194ca6631 \
-    --hash=sha256:4f7e242eab698ad0be5a4b2ec616fa856569c57455cc67c625fd567726290e5f \
-    --hash=sha256:526db52e5234a9463520e960a509d6c1bd5128d1ab1b569cbf459fe39189e8ab \
-    --hash=sha256:52d5641027d6731bc7b5e7d126a5158a99784a9f8c6de3d97ca89aca4969e9f8 \
-    --hash=sha256:53148a4e21057541b6d8e493b2ea1b500037ddf34433c391970036f3cbce00e3 \
-    --hash=sha256:583de2f16528e66081cbdfe510d8488c2de73039dc00aada7d22bd49d73a4a94 \
-    --hash=sha256:5e55d90b431b0c6b64ae5a624208d4aea318566d31872e595ee723c0f5b9a79f \
-    --hash=sha256:5f316cf2d0558f5027aab19dde7d7e4901c26c21fa95367bc37784e8f547bbf2 \
-    --hash=sha256:60543f3b068b16a86e99ed96b7fdae71cdc1d8abdfe9b3f82032a555e52ece7e \
-    --hash=sha256:62cc62284541bb2a86c898c7d5e8388661cade91c184cb862095ed547e80588f \
-    --hash=sha256:65c05b79cb8366c123357b354a16f9fc3f7187159422f143638d1c26b7240ed4 \
-    --hash=sha256:65f6ac06a9f0c32c254660ec6a9329d81d589e8f5d0a9837a941d5424a6be1ef \
-    --hash=sha256:6d1434d0bcc1b3ef048bae53f26456405c08aeed9827e65b24094f5f3a6793f1 \
-    --hash=sha256:6e2e1024f0a021777740cb7c633a0efb2c4a4bc570f508223a8dcbcf79f99ef9 \
-    --hash=sha256:6ffa7ba2e2da1f806f3181b9730b3e87ba9dbfec884806725d4584055ba3faa6 \
-    --hash=sha256:743b85bd6902856cac457ddd8cd7dd48c89c47d641b6016ff5e4d015bfbd4799 \
-    --hash=sha256:77c5d2bebbc9d06691abb512a31d0f54e1562af0b872891463a67a949b5278ef \
-    --hash=sha256:79cd03e7ff550c17758a7520bf437c156d3d4c8bb74214deeafa69cda49c85a4 \
-    --hash=sha256:80aba5f85d6227faee628ae28d1c3b69c661806a0636548ac56c68782606454f \
-    --hash=sha256:81a1669b6631976b1dc9d3d58ed1ab3333e9f52feb91a2a1fb8241101ac3b665 \
-    --hash=sha256:8597c35c9e82f65fd5897c4a2188c65d7daf10607b102960137b23d261cd957b \
-    --hash=sha256:8650158217b469d8b6087f490929211b0493a9121154c4efaafd1dec9e19319e \
-    --hash=sha256:8887bf0f31e4b550bd988c8863b527b6587d200653e9375cd91eea2b944b7424 \
-    --hash=sha256:8a52b24cd710690c4a7e191c7e300136ad2ecb3c68ffe7e95b598e76de166e5e \
-    --hash=sha256:8e3754ce60e1b11b0afad9a053481ff184d2ee24bea47099107156d1b84a84aa \
-    --hash=sha256:907f7b5501a534030738f0f27459a612d2266fd0507b007bb8f3e6de08167920 \
-    --hash=sha256:90d6b9f2652303aefd2c5a26a5e14cb74a3a63d10faa642c08d790e99442a088 \
-    --hash=sha256:98fd5b39410e9d69e10e90d0330e35650becaa5dd2548f509b9598f1f3c6124d \
-    --hash=sha256:9bfdeff778d3f7ff449ca5922ab773899e7d31e26a576028b06a5e9cf0ed8c34 \
-    --hash=sha256:9ebae74ce2b977c2fcb22d6a10aa0acb730022406977b2bcb6ddd6788f5c414a \
-    --hash=sha256:a110d19881ca78a88583d3b07231e7c6864864f5f1f3491b638863ea45fa8708 \
-    --hash=sha256:a1d190790ee39b8b7adeeb10fc4090dc4859eb4e75ed27bd8108710eef18f358 \
-    --hash=sha256:a2f049c3f3c83e886cd1f53958e2a1ebb369be626bef9e50d8b24d79864f1df6 \
-    --hash=sha256:a3af4e9f277d6b8acd369dc44a723a055752fca9d045094383af39f90a3e3729 \
-    --hash=sha256:a42c7becd4c9ec4ab5769c754eb61112777bdc6e1c1525e2077389e193b5f5aa \
-    --hash=sha256:a58a58cef0d911b1717154179a9ff47852249c536ea5966bde4370b6b20638ff \
-    --hash=sha256:ab1f646ff531d70bfd25f01e60708dfa3d105eb458b7dedd9fe9a443039fd809 \
-    --hash=sha256:ad940dc2db545dc978cb41cb9a683e2ff328f3ef581230b9ca40ff6c3d01d542 \
-    --hash=sha256:afe3c3863f16704fb5d7c2c6ff56aaf9e054f6d269f7b4c9074c5476178d1aba \
-    --hash=sha256:b1e3b9f4bf9a4120510ba77a77b2fb674893cd6795653545152bb11a79eecfcb \
-    --hash=sha256:b2390ad81c03d93ef1d5afd18ffcf5935de827f1a2b96b2c829437968bdabccb \
-    --hash=sha256:b37df4b10cb15dedfc203f69312d8eedd617b941c21df58c13af59496c53ad0f \
-    --hash=sha256:b3df9447f9209f9aa0434ca74050e9509670c1ad99398fe5807abb90e5f3a014 \
-    --hash=sha256:b4fe7f38aa8956fcc1cea270e62601e0e11066aff78e384be70fd283d30293b6 \
-    --hash=sha256:c1d68c6980d4690a4550bd3db6c03146f7be68ef5d08d38bb1fb68b3e9c32fe3 \
-    --hash=sha256:c24c1460486b6b36083252c2db21a814becf8495ccd0e76b7286623e37239b63 \
-    --hash=sha256:c25132902d3eff38781e0d54f27a0942ec849e3c07dbdce83c4d92b7e43c8dce \
-    --hash=sha256:c74bd9926954e7e575f9cd9890f63defd90cd8f812dfbf8e1efb72acc9355456 \
-    --hash=sha256:c8139e9011117822391c5bcfd674c5948fb1e4b8cb9adf6f13d9890859ee3a1a \
-    --hash=sha256:ce334915f5d31048f76a42c607bf26687cf045eb1bc852b7340f09729c6a64fc \
-    --hash=sha256:d14229beaa76e66c3a25f9477d973336441ca820df853679a98796256813316f \
-    --hash=sha256:d42f3a13290f89191568fc113d95a3d2c8759cdd8c3672f021d8b7436f909e75 \
-    --hash=sha256:d8e56e0d1fe607bfff422633f313aec9191c3859ab99d11ff097e3e6e068000c \
-    --hash=sha256:da6f0302360e99d32bc2869772692797ebadd536e1b826d0103c72ba49d38698 \
-    --hash=sha256:db46baf157feefd88724e6a7f145fe996a5990a8604ed9292b45d563360e513b \
-    --hash=sha256:dcea8c3f53674ae68e44b12e853b844a1d315250ca6677b11ec0c06aff85e86c \
-    --hash=sha256:de94b409f49eb6a588ebdd5872e826caec417cd77c17af0fb94f2128427f1a2a \
-    --hash=sha256:e0356561b4a97c83b9ee3de657a41b8d1a1781226853adaf47b550bb988fda6f \
-    --hash=sha256:e0db44cf81e4d7b94f3776b9f89111f74ed6bbdbfd42a22bc4a5ce0644d3e060 \
-    --hash=sha256:e31e92b61d56244047ad600812e16f7587a6172f74810fd919ff993af12b9149 \
-    --hash=sha256:e89dabf436ee79b358fd970dcbed6333a36d91db73f27069ca24a02fb138a404 \
-    --hash=sha256:eddeb9a153795cf6e615f9f3cef66a1d573ff3b6ee16df2b10d1d1c2f2baeaa8 \
-    --hash=sha256:ee11fd431f83d8a5b29d370b9d79a814d3218d30113bdcd44657e9bdf715fc92 \
-    --hash=sha256:ee37fe8cf081b72dea72f96a0ee604f492ec02252eb77dc26ff6eec3f997b580 \
-    --hash=sha256:f19ee7dc1ef8a6497570d91fa4057ba910ad98297a50b8c44ff37589f7c89d17 \
-    --hash=sha256:f2f94355affd51088f57f8674b0e294704c3c7c3d7d3b1545310f5b135d4843b \
-    --hash=sha256:f525734382a47f9828c9d6a1501522c78d5935466d8e2be1a41ba40ca5bb922b \
-    --hash=sha256:f915a34fb742e23d0d61573349aa45d6f74037fde9d58a9f340435eff8d62736
+hiredis==3.4.0 \
+    --hash=sha256:02298551060cbfe17b1acb02e9d066eadd51e37357369736f8fc1f5533875255 \
+    --hash=sha256:03374d663b0e025e4039757ef5fad02e3ff714f7a01e5b34c88de2a9c91359dc \
+    --hash=sha256:04e54fc3bcecf8c7cb2846947b84baf7ce1507caba641bd23590c52fefade865 \
+    --hash=sha256:05384fcfe5851b5af868bf24265c14ab86f38562679f9c6f712895b67a98163c \
+    --hash=sha256:05c852c58fec65d4c9fb861372dd7391d8b2ce96c960ba8714145f8cd85cd0ec \
+    --hash=sha256:06c163607f163a300cba9ef02fd8a234dd644a208bfafe972614f72e5287b9ba \
+    --hash=sha256:0731dd9f2bf4d3417947a3cbbca4dd4d9fa6ad7cecfd4e16439c17a4562d6304 \
+    --hash=sha256:0a68b0e48509e6e66f4c212e53d98f29178addf83b0701a71bf0fce792954419 \
+    --hash=sha256:0a70df45cf167b5af99b9fe3e2044716919e30580a869dfa766f2a6467c0c320 \
+    --hash=sha256:0b82cab9ad7a1574ab273a78942f780c1b1496101eb342b630c46c3e918ca21b \
+    --hash=sha256:0bcb630add6bc9ea136fce691ddff0c46aa91cb860df4ca789fe44127eb7e90d \
+    --hash=sha256:12ea5facb5b08fa23e4c101ec2151f3a3de8ecec412fec58dbde0a6eebca02c7 \
+    --hash=sha256:12eca9aea1450d1a85dc15574a985c227e52abbc2b6466f48ad2aa3b82124701 \
+    --hash=sha256:14524fdc751e3960d78d848872576b5442b40baae3cac14fbab1ba7ac523891f \
+    --hash=sha256:163d8c43e2706d23490532ea0de8736fc1493cfa52f0ee65f85b0f074f2fe017 \
+    --hash=sha256:165e6405b48f9bd66ddb4ad52ce28b0c0041a0308654d7a0cb4357a1939134dc \
+    --hash=sha256:16a3ea8193c5f4ee6e8daafe0126207cef38eec5a923c97047e6985d9bb1b61f \
+    --hash=sha256:18ff3d9b23ebe6c8248c3debca2402ad209d60c48495e7ed76407c2fe54cb9b4 \
+    --hash=sha256:1bfb9ccfb13be63883e5f2e5ff7f6fc87bf256f8243af594257dfbed9dbc3cf0 \
+    --hash=sha256:1c9e141b420dae63ea21303a7e8672282326cae67472768e9a3f6e7f0990bd28 \
+    --hash=sha256:1d8c21fb85f2a3de9328cf5bace84b63da00028e771b92335ff4fdc00121dd5a \
+    --hash=sha256:1fb0a139cd52535f3e5a532816b5c36b3aea95817410fbf28ca4a676026347a5 \
+    --hash=sha256:24751054bb11353016d242d09a4a902ecf8f25e3b56fe396cccb6f056fdda016 \
+    --hash=sha256:258f820cdd6ee6be39ae6a8ea94a76b8856d34113de6604f63bc81327ef06240 \
+    --hash=sha256:282c4310af72afbe18b07d416459f4febeaeb805a067a7df790136e0e550fcb2 \
+    --hash=sha256:2c432cce38190c3c13b6c28d6840ee85db50765ad510134007f1cfb3844dce73 \
+    --hash=sha256:306aae11a52e495aaf0a14e3efcd7b51029e632c74b847bc03159e1e1f6db591 \
+    --hash=sha256:3159c54fe560aa30bf1ab76e65c4c23dc45ad79d7cf4aecc25ec9942f5ea4cea \
+    --hash=sha256:3348ba4e101f3a96c927447ff2edcb3e0026dc6df375ba117485a43edcbb6980 \
+    --hash=sha256:35ab3653569b9867b8d8a3b4c0684a20dc769fe45d4666bedfe9a3391a61b30b \
+    --hash=sha256:3774461209688790734b5db8934400a4456493fc1a172fb5298cc5d72201aceb \
+    --hash=sha256:386b556f48fb0f9f09696b9d37f1cae554123fbd9f091d0ca23087f2aca02887 \
+    --hash=sha256:393d5e7c8c67cdddf7109a8e925d885e788f3f43e5b1043f84390df40c59944b \
+    --hash=sha256:4190bd07dd7879a8a7ddbb2a4f74d402721f3898276e35beb98851b85b5f539c \
+    --hash=sha256:423570ac4d2665c0d55d8707b7859a331e9001da5e437b7b7a23e0acbce770c9 \
+    --hash=sha256:43004b0b48abc628dda1ac3ac4871e1326c126f8cd9f11164d61934d827d7a3b \
+    --hash=sha256:4404c557fd49bcfe24dff41f1209e4221c76d1607df2fb2dfd39474b5b086dcb \
+    --hash=sha256:44660a91e0fbc803c29b337c1a9194c8d7b4cd3a3868d28f747cbec2df165483 \
+    --hash=sha256:452cff764acb30c106d1e33f1bdf03fa9d4a9b0a9c995d722d4d39c998b40582 \
+    --hash=sha256:454236d2a5bd917daf38914ce363e71aeef41240e6800f4799e04ee82689bfd2 \
+    --hash=sha256:45c6c296056641b5df37cedafe7d1553f33bc247e2f81603a4d038b39261879b \
+    --hash=sha256:46e041fc7a83eaa989ef5fe09526bc2353a6ba39b4ce5191684eabefc02e17b0 \
+    --hash=sha256:4863b99b1bf739eaa60961798efc709f657864fbf5a142cb9b99d3e36a37208e \
+    --hash=sha256:4b8f52844cd260d7805eca55c834e3e06b4c0d5b53a4178143b92242c2517c0d \
+    --hash=sha256:4de6869be2b33490569dae0712366bb794b7f5e7a8b674de3e092b3e95712d6d \
+    --hash=sha256:4e5530d7a6c71c1a9c3b850b08bbc8178ffc9556e3aef7f9c808fe9ff91a6f11 \
+    --hash=sha256:4f0e3536eea76c03435d411099d165850bc3c9d873efe62843b995027135a763 \
+    --hash=sha256:53233656e4fecf9f8ec654f1f4c5d445bf1c2957d7f63ffdedbba2682c9d1584 \
+    --hash=sha256:5359caad5b57da0bce11d2880f22617ba3710f0866121a924745447848448034 \
+    --hash=sha256:54b6267918c66d8ba4a3cf519db1235a4bd56d2a0969ca5b2ae3c6b6b7d9ed79 \
+    --hash=sha256:5f1ddfe6429f9adc0a8d705afbcd40530fddeafa919873ffbb11f59eda44dbb9 \
+    --hash=sha256:64cf54c1dad35830bf1d86b343ad3c55aed443af51c5ccead8afd1b547aca196 \
+    --hash=sha256:6774f1fe2723001ca0cd42bf5d8b1235301226273915c581c5c1260d4d114c43 \
+    --hash=sha256:68c81c04e0d8778c01163dd2bc6f0e0236fc7f650c291526f10d4faccd99e5a0 \
+    --hash=sha256:696e0a2118e1df5ccacf8ecf8abe528cf0c4f1f1d867f64c34579bef77778cdb \
+    --hash=sha256:69d0326f20354ce278cbb86f5ae47cb390e22bb94a66877031038af907c42fa5 \
+    --hash=sha256:6c2852eaa26c0a73be4a30118cd5ad6a77c095d224ccb5ac38e40cb865747d22 \
+    --hash=sha256:73dd607b47863633d8070f1eb3bab1b3b097ee747783fe69c0dd0f93ec673d8b \
+    --hash=sha256:74bcfb26189939daba2a0eb4bad05a6a30773bb2461f3d9967b8ced224bd0de9 \
+    --hash=sha256:7b159315df71a009375227384aa4219f98c2342ccd8eb33e3f4b58654f426376 \
+    --hash=sha256:7e7ab4c1c8c4d365b02d9e82cdf25b01a065edf2ededd7b5acb043201ff80203 \
+    --hash=sha256:7f7fc1535f6e1a190089eae46dee25f0c6b72bb221d377be07092803b8208733 \
+    --hash=sha256:7ff29c9f5d3c91fda948c2fde58f457b3244550781d3bc0891b1b9d93c10f47f \
+    --hash=sha256:82860f050aabd08c046f304eb57c105bb3d5a7370f79a4a0b74d2b771767cc13 \
+    --hash=sha256:85a9abf2d16b4cb112f6cc6c32236d763b34d21c69b00c2f81a4ff3016fcc1d6 \
+    --hash=sha256:88396e6a24b80c86f4dc180964d9cc467ba3aa3c886af6532fe077c5a5dc0c3c \
+    --hash=sha256:899d5cea72c9a6c2d9b6e7b223de62c9e9f541f48267cc7135764070548735ce \
+    --hash=sha256:89e95f50ec4d29645ba2da9010e8717861585dc9f3df354a367f43807a6db3c7 \
+    --hash=sha256:8aaaab18314fd25453b5cf59c8cdca4110e419455bcb4c0737d19d4151513e75 \
+    --hash=sha256:8b3f1d03046765c0a83558bf1756811101e3947649c7ca22a71d9dc3c92929d1 \
+    --hash=sha256:8f2c8569460aa456a294d5e9a3579a382b825dc2e283e3cc398323dcfb6a3dee \
+    --hash=sha256:92b570225f6097430615a82543c3eb7974ca354738a6cef38053138f7d983151 \
+    --hash=sha256:94f83352295bf3d332678689ecd4ce190a4d233a20ad2f432724efd3ce03e49a \
+    --hash=sha256:975a8e75a10425442037dd9c7abbaae31941c34328d9f01b1ca42d9db44ac31d \
+    --hash=sha256:98e28c10e43d076f50ce9fa9f4017303d5796c3058b1b651f507c2a7d6ef402c \
+    --hash=sha256:9e88048a66dfffec7a3f578f2a2a0fd907c75b5bd85b3c9184f76f0149ea399f \
+    --hash=sha256:a2f9a9a591b3eaade523f3e778dfcd8684965ee6e954ae25cd2fd6d8c75e881d \
+    --hash=sha256:a315009b441a0105a373a9a780ebb1c6f7d9ead88ac6ea5f2a15791353c6f590 \
+    --hash=sha256:a3796094f616f72976ff51e4dc1a016e753c0f9af5393b2df96920b6bae1e19b \
+    --hash=sha256:a427976ba339da624367613d7eba52a1516e6d5c7f8988dc8fb888fbcf52d8b6 \
+    --hash=sha256:a45822bc8487da8151fe67c788de74b834582b1d510c67b888fcda64bf6ba4bb \
+    --hash=sha256:a7e76904148c229549db7240a4f9963deb8bb328c0c0844fc9f2320aca05b530 \
+    --hash=sha256:afff0876dafad6d3bb446c907da2836954876243f6bb9d5e44915d175e424aa4 \
+    --hash=sha256:b0c29ac4f50fc61a904acfe76e4ce6bc37e16ab5a98089cb411476d466e1bb36 \
+    --hash=sha256:b32afb576705fc5a02440d416ef476ddbcc827a20ff6c4a9d557882bc6b75135 \
+    --hash=sha256:b6228afacadb19a858289319d72797023e2cb048f2f930b68b7fe57eaed5fb6b \
+    --hash=sha256:b98f44bf873731d9ce99e6b3eeb6196bf7b27693ad9f6de0fba986b2b0845127 \
+    --hash=sha256:bb44efa4fa3e3ed7779ad0ade3c08ed5d75ca7a6336893e9a4f2722093b4168a \
+    --hash=sha256:bb8b2dd9c00d80ad2870ffbb51ce9af99fb2194c082d7b09f4125d90e21426f6 \
+    --hash=sha256:bca175f02a2b0150ffe7f5dc8bf49c798f34d2c7024d17ace0ec97a7583560e3 \
+    --hash=sha256:be4a41496a0a48c3abf57ef1bbeb11980060ce9c7a1dd8b92caa028a813a9c59 \
+    --hash=sha256:c2245c46b4ced5f689469e6dcdfc8a0895bf873840a6600f5ea759cdf1b26a8b \
+    --hash=sha256:c8c6337e7ad187e8039d06e4b33ee5148dcd73928819d94087e649eb37316a09 \
+    --hash=sha256:ccc5c660e31d788ca534a20f2ccb7a80b946b960e18ed4e1db950fcac122b405 \
+    --hash=sha256:ccdb63363c82ea9cea2d48126bc8e9241437b8b3b36413e967647a17add59643 \
+    --hash=sha256:cfe23f8dcf2c0f4e03d107ff68a9ee9707f9d76abeddbe59633e5de1564a650c \
+    --hash=sha256:d3a12ae5685e9621a988af07b5af0ad685c7d19d6a7246ac852e35060178cff4 \
+    --hash=sha256:d5c33eb2da5c9ccd281c396e1c618cfe6a91eb841e957f17d2fa520383b3111d \
+    --hash=sha256:d77901d058923a09ed25063ea6fb2842c153bbe75060a46e3949e73ad12ce352 \
+    --hash=sha256:d95b602ab022f3505288ce51feaa48c072a62e57da55d6a7a38ecb8c5ad67d81 \
+    --hash=sha256:da19331354433af6a2c54c21f2d70ba084933c0d7d2c43578ec5c5b446674ad5 \
+    --hash=sha256:db13f8039ad8229f77f0e242be14e53bd67e8f3aadeb16f3af30944287cca092 \
+    --hash=sha256:de3e2297a182253dfa4400883a9a4fb46d44946aed3157ea2da873b93e2525c4 \
+    --hash=sha256:decc176d86127c620b5d280b3fe5f97a788be58ca945971f3852c3bf54f4d5ad \
+    --hash=sha256:e29267ecdd08758926f1a9221af2671d90f475480c40aff409921b1f362f1bd5 \
+    --hash=sha256:e6e8d5fa63ec2a0738d188488e828818cbe4cb4d37c0c706836cf3888d82c53d \
+    --hash=sha256:ed1dba2695f6de009c67d63b39ff978cb43b8a79362f697acedffb7743e50d21 \
+    --hash=sha256:ee6b4beb79a71df67af15a8451366babc2687fcac674d5c6eacec4197e4ce8c1 \
+    --hash=sha256:f3c67f39b112dc35f68d5b59ee111db6121f037d1a60cf3840ecffbb2ec5686b \
+    --hash=sha256:f7c7596fbb2b5202e943180353958e89014e763c7f25877a92f70bbde6cd7f19 \
+    --hash=sha256:ff28eca77a57751488df90b0f385b472fd78e140a4d45097224648a5737acdf5 \
+    --hash=sha256:ff6217da86a63a6a5ea954d9b9ed67916d9d94a566b44aa98e68ae34b40ebbbf
     # via feast (pyproject.toml)
 httpcore==1.0.9 \
     --hash=sha256:2d400746a40668fc9dec9810239072b40b4484b640a8c38fd654a024c7a1bf55 \
     --hash=sha256:6e34463af53fd2ab5d807f399a9b45ea31c3dfa2276f15a2c3f00afff6e176e8
     # via httpx
-httptools==0.7.1 \
-    --hash=sha256:04c6c0e6c5fb0739c5b8a9eb046d298650a0ff38cf42537fc372b28dc7e4472c \
-    --hash=sha256:0d92b10dbf0b3da4823cde6a96d18e6ae358a9daa741c71448975f6a2c339cad \
-    --hash=sha256:0e68b8582f4ea9166be62926077a3334064d422cf08ab87d8b74664f8e9058e1 \
-    --hash=sha256:11d01b0ff1fe02c4c32d60af61a4d613b74fad069e47e06e9067758c01e9ac78 \
-    --hash=sha256:135fbe974b3718eada677229312e97f3b31f8a9c8ffa3ae6f565bf808d5b6bcb \
-    --hash=sha256:2c15f37ef679ab9ecc06bfc4e6e8628c32a8e4b305459de7cf6785acd57e4d03 \
-    --hash=sha256:322d00c2068d125bd570f7bf78b2d367dad02b919d8581d7476d8b75b294e3e6 \
-    --hash=sha256:379b479408b8747f47f3b253326183d7c009a3936518cdb70db58cffd369d9df \
-    --hash=sha256:38e0c83a2ea9746ebbd643bdfb521b9aa4a91703e2cd705c20443405d2fd16a5 \
-    --hash=sha256:3e14f530fefa7499334a79b0cf7e7cd2992870eb893526fb097d51b4f2d0f321 \
-    --hash=sha256:44c8f4347d4b31269c8a9205d8a5ee2df5322b09bbbd30f8f862185bb6b05346 \
-    --hash=sha256:465275d76db4d554918aba40bf1cbebe324670f3dfc979eaffaa5d108e2ed650 \
-    --hash=sha256:474d3b7ab469fefcca3697a10d11a32ee2b9573250206ba1e50d5980910da657 \
-    --hash=sha256:49794f9250188a57fa73c706b46cb21a313edb00d337ca4ce1a011fe3c760b28 \
-    --hash=sha256:5ddbd045cfcb073db2449563dd479057f2c2b681ebc232380e63ef15edc9c023 \
-    --hash=sha256:601b7628de7504077dd3dcb3791c6b8694bbd967148a6d1f01806509254fb1ca \
-    --hash=sha256:654968cb6b6c77e37b832a9be3d3ecabb243bbe7a0b8f65fbc5b6b04c8fcabed \
-    --hash=sha256:69d4f9705c405ae3ee83d6a12283dc9feba8cc6aaec671b412917e644ab4fa66 \
-    --hash=sha256:6babce6cfa2a99545c60bfef8bee0cc0545413cb0018f617c8059a30ad985de3 \
-    --hash=sha256:7347714368fb2b335e9063bc2b96f2f87a9ceffcd9758ac295f8bbcd3ffbc0ca \
-    --hash=sha256:7aea2e3c3953521c3c51106ee11487a910d45586e351202474d45472db7d72d3 \
-    --hash=sha256:7fe6e96090df46b36ccfaf746f03034e5ab723162bc51b0a4cf58305324036f2 \
-    --hash=sha256:84d86c1e5afdc479a6fdabf570be0d3eb791df0ae727e8dbc0259ed1249998d4 \
-    --hash=sha256:a3c3b7366bb6c7b96bd72d0dbe7f7d5eead261361f013be5f6d9590465ea1c70 \
-    --hash=sha256:abd72556974f8e7c74a259655924a717a2365b236c882c3f6f8a45fe94703ac9 \
-    --hash=sha256:ac50afa68945df63ec7a2707c506bd02239272288add34539a2ef527254626a4 \
-    --hash=sha256:aeefa0648362bb97a7d6b5ff770bfb774930a327d7f65f8208394856862de517 \
-    --hash=sha256:b580968316348b474b020edf3988eecd5d6eec4634ee6561e72ae3a2a0e00a8a \
-    --hash=sha256:c08fe65728b8d70b6923ce31e3956f859d5e1e8548e6f22ec520a962c6757270 \
-    --hash=sha256:c8c751014e13d88d2be5f5f14fc8b89612fcfa92a9cc480f2bc1598357a23a05 \
-    --hash=sha256:cad6b591a682dcc6cf1397c3900527f9affef1e55a06c4547264796bbd17cf5e \
-    --hash=sha256:cbf8317bfccf0fed3b5680c559d3459cccf1abe9039bfa159e62e391c7270568 \
-    --hash=sha256:cfabda2a5bb85aa2a904ce06d974a3f30fb36cc63d7feaddec05d2050acede96 \
-    --hash=sha256:d169162803a24425eb5e4d51d79cbf429fd7a491b9e570a55f495ea55b26f0bf \
-    --hash=sha256:d496e2f5245319da9d764296e86c5bb6fcf0cf7a8806d3d000717a889c8c0b7b \
-    --hash=sha256:de987bb4e7ac95b99b805b99e0aae0ad51ae61df4263459d36e07cf4052d8b3a \
-    --hash=sha256:df091cf961a3be783d6aebae963cc9b71e00d57fa6f149025075217bc6a55a7b \
-    --hash=sha256:e99c7b90a29fd82fea9ef57943d501a16f3404d7b9ee81799d41639bdaae412c \
-    --hash=sha256:eb844698d11433d2139bbeeb56499102143beb582bd6c194e3ba69c22f25c274 \
-    --hash=sha256:f084813239e1eb403ddacd06a30de3d3e09a9b76e7894dcda2b22f8a726e9c60 \
-    --hash=sha256:f25bbaf1235e27704f1a7b86cd3304eabc04f569c828101d94a0e605ef7205a5 \
-    --hash=sha256:f65744d7a8bdb4bda5e1fa23e4ba16832860606fcc09d674d56e425e991539ec \
-    --hash=sha256:f72fdbae2dbc6e68b8239defb48e6a5937b12218e6ffc2c7846cc37befa84362
+httpcore2==2.9.1 \
+    --hash=sha256:4d8acbf8b306f48c9d6046591fd5ba4037d1b1b1000d140fc2c3eab1e9a0c0e2 \
+    --hash=sha256:6182472379e855fe4221246a2bb7ecede403bc61c6798062ae1787d051ccde26
+    # via httpx2
+httptools==0.8.0 \
+    --hash=sha256:0770728beb05094c809b98e814edff5fef69d26ad7d21185f2f6d5884a0ba683 \
+    --hash=sha256:0ea897f0c729581ebf72131a438a7932d9b14efef72d75ada966700cac3caaeb \
+    --hash=sha256:159e9ab5f701ccd42e555a12f1ad8ff69702910fc1c996cf2bb66e5fcb7a231b \
+    --hash=sha256:19d1ee275bb59ba2643ba9a3a1e51cc0c788caf2b8df506368e03f56fdd08527 \
+    --hash=sha256:20b4aac66ff65f7db06a375808b78f42a94970aa22e826b3cb2b43eb09174124 \
+    --hash=sha256:2a021c3a8e65cc125390d72f59b968afca3bdcaff25bd67965e0a055a14946ca \
+    --hash=sha256:2c032fa028f46871ec7e1fc59fc15e8023eab3e6bbe6ece786a1611719a5d081 \
+    --hash=sha256:2d689918c15a013c65ef52d9fd495d766893ab831a2c8d89f2ac5940a5df847c \
+    --hash=sha256:384c17174464c8e873398b7af24f0b1f44d992c820328413951a625323155d77 \
+    --hash=sha256:425f83884fd6343828d8c565f046cb72b6d19063f6924093e11bcd8e1548cd09 \
+    --hash=sha256:48774d39cbb70e2b1f71f88852a3087ae1d3a1eb80482bb48c13067ab080c14f \
+    --hash=sha256:52dd695b865fe96d9d2b16b64a895f3f57bf3cb064e8383cd3b5713a069e8085 \
+    --hash=sha256:57278e6fa0424c42a8a3e454828ab4f0aff27b40cddf9679579b98c6dce6a376 \
+    --hash=sha256:5931891fb7b441b8a3853cf1b85c82c903defce084dd5f6771ca46e31bf862c5 \
+    --hash=sha256:5d7fa4ba7292c1139c0526f0b5aad507c6263c948206ea1b1cbca015c8af1b62 \
+    --hash=sha256:5eb911c515b96ee44bbd861e42cbefc488681d450545b1d02127f6136e3a86f5 \
+    --hash=sha256:614ceea8ea606848bece2338ac03b3ce5324bcb4be8dc7d377ed708012fa4db8 \
+    --hash=sha256:6a43c9dd399758ccc0531acb0a3c4a6c299ee893ee9400e9c893b7bdcfae0681 \
+    --hash=sha256:6b2a32f18d97e16e90827d7a819ffa8dbd8cc245fc4e1fa9d1095b54ef4bd999 \
+    --hash=sha256:7685df791fad561384bfb139e77fde27a1ffd93134e016f95a0db424ffbf77b1 \
+    --hash=sha256:7b71e7d7031928c650e1006e6c03e911bf967f7c69c011d37d541c3e7bf55005 \
+    --hash=sha256:880490234c10f70a9830743097e8958d6e4b9f5a0ffc24515023afeef984054d \
+    --hash=sha256:88bdd940f2b5d487b4d032c6afa5489a7dc4694410d43de3c38c4fb3af0dc45d \
+    --hash=sha256:88eead8ec8680a9f146c655bc88445a325bd7921cfd8194c7337e9467282427d \
+    --hash=sha256:9518c406d7b310f05adb1a37f80acabac40504a575d7c0da6d3e365c695ac20d \
+    --hash=sha256:9878eb2785ba5eb70631ad269b37976f73d647955e26c91d490eb8a4edfda4ba \
+    --hash=sha256:9fc1644f415372cec4f8a5be3a64183737398f10dbb1263602a036427fe75247 \
+    --hash=sha256:a1afd7c9fbff0d9f5d489c4ce2768bd09c84a46ddefc7161e6aa82ae35c85745 \
+    --hash=sha256:a1b4c8e7a489a0d750d91894e9a8cdc295838f1924c0ca903ae993456fddec07 \
+    --hash=sha256:a3b7387147361c3fd47a0bde763c5c91b5b4cd4dc9989b8ece84ff436c99843b \
+    --hash=sha256:a6f21e2a3b0067bbe7f67e34cfd16276af556e5e52f4c7503be0cb5f90e905e4 \
+    --hash=sha256:b15fc622b0f869d19207c4089a501d9bcc63ca5e071ffdd2f03f922df882dcb2 \
+    --hash=sha256:b205e5f5523fa039679da0dfe5a10132b2a4abeae6a86fdd1ddc035f7f836557 \
+    --hash=sha256:bbb8caadb2b742d293169d2b458b5c001ef70e3158704aa3d3ef9597624c5d1d \
+    --hash=sha256:bf3b6f807c8541503cecfbb8a8dffb385640d0d96102f3d112aa8740f9b7c826 \
+    --hash=sha256:c08ffe3e79756e0963cbc8fe410139f38a5884874b6f2e17761bef6563fdcd9b \
+    --hash=sha256:c0d726cc107fceb7d45f978483b4b70dd8caa836f5914d3434bb18628eb73813 \
+    --hash=sha256:c4a9f1707e4823d54dfec6c33fa3697d302aed536ed352a7ebb5a061ddb869d0 \
+    --hash=sha256:cd96f29b4bab1d42fa6e3d008711c75e0f79e94e06827330160e3a304227f150 \
+    --hash=sha256:d76ad7b951387e3632c8716a9bb03ac5b45c5f16119aa409db0459520887944e \
+    --hash=sha256:da684f2e1aa2ee9bdcb083f3f3a68c5956750b375bc5df864d3a5f0c42a40b77 \
+    --hash=sha256:de1ed58a974e75d56560acc7e7fed01a454994429456f65209789992e41f2568 \
+    --hash=sha256:de242a49b5d18e0a8776e654e9f6bf6d89f3875a5c35b425a0e7ce940feb3fd6 \
+    --hash=sha256:df31ef5494f406ab6cf827b7e64a22841c6e2d654100e6a116ea15b46d02d5e8 \
+    --hash=sha256:e93c227b595c6926c1acee96891dd9da4be338cfbe82e5cd3bb9d8dd7dc4ac0b \
+    --hash=sha256:eb3028cca2fc0a6d720e52ef61d8ebb62fcbfeb1de56874546d858d3f25a26b7 \
+    --hash=sha256:ed377e64805bdba4943c82717333f8f8603a13b09aff9cead2717c6c817fb168 \
+    --hash=sha256:ef7c3c97f4311c7be57e2986629df89d49cb434dbff78eafcd48c2bff986b15a \
+    --hash=sha256:f256d6ce930c52ca1cb2a960b7da03548c454e7d28b06059ad41bfe789036ce0 \
+    --hash=sha256:fe2a4c95aeba2209434e7b31172da572846cae8ca0bf1e7013e61b99fbbf5e72
     # via uvicorn
 httpx==0.28.1 \
     --hash=sha256:75e98c5f16b0f35b567856f597f06ff2270a374470a5c2392242528e3e3e42fc \
     --hash=sha256:d909fcccc110f8c7faf814ca82a9a4d816bc5a6dbfea25d6591d6985b8ba59ad
-    # via
-    #   fastapi-mcp
-    #   mcp
-httpx-sse==0.4.3 \
-    --hash=sha256:0ac1c9fe3c0afad2e0ebb25a934a59f4c7823b60792691f779fad2c5568830fc \
-    --hash=sha256:9b1ed0127459a66014aec3c56bebd93da3c1bc8bb6618c8082039a44889a755d
+    # via fastapi-mcp
+httpx2==2.9.1 \
+    --hash=sha256:1820fe14a9ab1107bfeff39259987429450b070ec0ff38cc87eb0d8c97fdc71a \
+    --hash=sha256:1932a768737e3666291582833da748cc4e563c337cf96706fccc04fa6e58764a
     # via mcp
 ibis-framework[duckdb]==12.0.0 \
     --hash=sha256:0bbd790f268da9cb87926d5eaad2b827a573927113c4ed3be5095efa89b9e512 \
     --hash=sha256:238624f2c14fdab8382ca2f4f667c3cdb81e29844cd5f8db8a325d0743767c61
     # via feast (pyproject.toml)
-idna==3.13 \
-    --hash=sha256:585ea8fe5d69b9181ec1afba340451fba6ba764af97026f92a91d4eef164a242 \
-    --hash=sha256:892ea0cde124a99ce773decba204c5552b69c3c67ffd5f232eb7696135bc8bb3
+idna==3.18 \
+    --hash=sha256:7f952cbe720b688055e3f87de14f5c3e5fdaa8bc3928985c4077ca689de849a2 \
+    --hash=sha256:ffb385a7e039654cef1ab9ef32c6fafe283c0c0467bba1d9029738ce4a14a848
     # via
     #   anyio
     #   httpx
+    #   httpx2
     #   requests
     #   snowflake-connector-python
     #   yarl
@@ -1270,116 +1326,116 @@ jmespath==1.1.0 \
 jsonschema==4.26.0 \
     --hash=sha256:0c26707e2efad8aa1bfc5b7ce170f3fccc2e4918ff85989ba9ffa9facb2be326 \
     --hash=sha256:d489f15263b8d200f8387e64b4c3a75f06629559fb73deb8fdfb525f2dab50ce
-    # via
-    #   feast (pyproject.toml)
-    #   mcp
+    # via mcp
 jsonschema-specifications==2025.9.1 \
     --hash=sha256:98802fee3a11ee76ecaca44429fda8a41bff98b00a0f2838151b113f210cc6fe \
     --hash=sha256:b540987f239e745613c7a9176f3edb72b832a4ac465cf02712288397832b5e8d
     # via jsonschema
-kubernetes==35.0.0 \
-    --hash=sha256:39e2b33b46e5834ef6c3985ebfe2047ab39135d41de51ce7641a7ca5b372a13d \
-    --hash=sha256:3d00d344944239821458b9efd484d6df9f011da367ecb155dadf9513f05f09ee
+kubernetes==36.0.3 \
+    --hash=sha256:36993ed25ce59b789c9341473a228fcf268504a2fec7c2b2b1531d73072e5ce7 \
+    --hash=sha256:8fde9241c4b298e6374a069dcf728359b4e72c2fb29489a975ba4e1c047cf10f
     # via feast (pyproject.toml)
-librt==0.9.0 \
-    --hash=sha256:07cf11f769831186eeac424376e6189f20ace4f7263e2134bdb9757340d84d4d \
-    --hash=sha256:0a09c2f5869649101738653a9b7ab70cf045a1105ac66cbb8f4055e61df78f2d \
-    --hash=sha256:0a1be03168b2691ba61927e299b352a6315189199ca18a57b733f86cb3cc8d38 \
-    --hash=sha256:0b73e4266307e51c95e09c0750b7ec383c561d2e97d58e473f6f6a209952fbb8 \
-    --hash=sha256:15cb151e52a044f06e54ac7f7b47adbfc89b5c8e2b63e1175a9d587c43e8942a \
-    --hash=sha256:194fc1a32e1e21fe809d38b5faea66cc65eaa00217c8901fbdb99866938adbdb \
-    --hash=sha256:1bf465d1e5b0a27713862441f6467b5ab76385f4ecf8f1f3a44f8aa3c695b4b6 \
-    --hash=sha256:1c587494461ebd42229d0f1739f3aa34237dd9980623ecf1be8d3bcba79f4499 \
-    --hash=sha256:224b9727eb8bc188bc3bcf29d969dba0cd61b01d9bac80c41575520cc4baabb2 \
-    --hash=sha256:22a904cbdb678f7cb348c90d543d3c52f581663d687992fee47fd566dcbf5285 \
-    --hash=sha256:2b8f5d00b49818f4e2b1667db994488b045835e0ac16fe2f924f3871bd2b8ac5 \
-    --hash=sha256:2c3786f0f4490a5cd87f1ed6cefae833ad6b1060d52044ce0434a2e85893afd0 \
-    --hash=sha256:2d03fa4fd277a7974c1978c92c374c57f44edeee163d147b477b143446ad1bf6 \
-    --hash=sha256:2f8e12706dcb8ff6b3ed57514a19e45c49ad00bcd423e87b2b2e4b5f64578443 \
-    --hash=sha256:3be322a15ee5e70b93b7a59cfd074614f22cc8c9ff18bd27f474e79137ea8d3b \
-    --hash=sha256:3cc2917258e131ae5f958a4d872e07555b51cb7466a43433218061c74ef33745 \
-    --hash=sha256:3f05d145df35dca5056a8bc3838e940efebd893a54b3e19b2dda39ceaa299bcb \
-    --hash=sha256:3fe56e80badb66fdcde06bef81bbaa5bfcf6fbd7aefb86222d9e369c38c6b228 \
-    --hash=sha256:42ff8a962554c350d4a83cf47d9b7b78b0e6ff7943e87df7cdfc97c07f3c016f \
-    --hash=sha256:451daa98463b7695b0a30aa56bf637831ea559e7b8101ac2ef6382e8eb15e29c \
-    --hash=sha256:465814ab157986acb9dfa5ccd7df944be5eefc0d08d31ec6e8d88bc71251d845 \
-    --hash=sha256:4c4d0440a3a8e31d962340c3e1cc3fc9ee7febd34c8d8f770d06adb947779ea5 \
-    --hash=sha256:4e3dda8345307fd7306db0ed0cb109a63a2c85ba780eb9dc2d09b2049a931f9c \
-    --hash=sha256:5093043afb226ecfa1400120d1ebd4442b4f99977783e4f4f7248879009b227f \
-    --hash=sha256:5112c2fb7c2eefefaeaf5c97fec81343ef44ee86a30dcfaa8223822fba6467b4 \
-    --hash=sha256:527b5b820b47a09e09829051452bb0d1dd2122261254e2a6f674d12f1d793d54 \
-    --hash=sha256:54d412e47c21b85865676ed0724e37a89e9593c2eee1e7367adf85bfad56ffb1 \
-    --hash=sha256:56d65b583cf43b8cf4c8fbe1e1da20fa3076cc32a1149a141507af1062718236 \
-    --hash=sha256:5ca8e133d799c948db2ab1afc081c333a825b5540475164726dcbf73537e5c2f \
-    --hash=sha256:603138ee838ee1583f1b960b62d5d0007845c5c423feb68e44648b1359014e27 \
-    --hash=sha256:63c12efcd160e1d14da11af0c46c0217473e1e0d2ae1acbccc83f561ea4c2a7b \
-    --hash=sha256:657f8ba7b9eaaa82759a104137aed2a3ef7bc46ccfd43e0d89b04005b3e0a4cc \
-    --hash=sha256:66b58fed90a545328e80d575467244de3741e088c1af928f0b489ebec3ef3858 \
-    --hash=sha256:6788207daa0c19955d2b668f3294a368d19f67d9b5f274553fd073c1260cbb9f \
-    --hash=sha256:703f4ae36d6240bfe24f542bac784c7e4194ec49c3ba5a994d02891649e2d85b \
-    --hash=sha256:7202bdcac47d3a708271c4304a474a8605a4a9a4a709e954bf2d3241140aa938 \
-    --hash=sha256:756775d25ec8345b837ab52effee3ad2f3b2dfd6bbee3e3f029c517bd5d8f05a \
-    --hash=sha256:78042f6facfd98ecb25e9829c7e37cce23363d9d7c83bc5f72702c5059eb082b \
-    --hash=sha256:789fff71757facc0738e8d89e3b84e4f0251c1c975e85e81b152cdaca927cc2d \
-    --hash=sha256:7bc30ad339f4e1a01d4917d645e522a0bc0030644d8973f6346397c93ba1503f \
-    --hash=sha256:7d429bdd4ac0ab17c8e4a8af0ed2a7440b16eba474909ab357131018fe8c7e71 \
-    --hash=sha256:7d5c8a5929ac325729f6119802070b561f4db793dffc45e9ac750992a4ed4d22 \
-    --hash=sha256:7e6274fd33fc5b2a14d41c9119629d3ff395849d8bcbc80cf637d9e8d2034da8 \
-    --hash=sha256:80b25c7b570a86c03b5da69e665809deb39265476e8e21d96a9328f9762f9990 \
-    --hash=sha256:81107843ed1836874b46b310f9b1816abcb89912af627868522461c3b7333c0f \
-    --hash=sha256:8494cfc61e03542f2d381e71804990b3931175a29b9278fdb4a5459948778dc2 \
-    --hash=sha256:850d6d03177e52700af605fd60db7f37dcb89782049a149674d1a9649c2138fd \
-    --hash=sha256:8c6bc1384d9738781cfd41d09ad7f6e8af13cfea2c75ece6bd6d2566cdea2076 \
-    --hash=sha256:90904fac73c478f4b83f4ed96c99c8208b75e6f9a8a1910548f69a00f1eaa671 \
-    --hash=sha256:90e6d5420fc8a300518d4d2288154ff45005e920425c22cbbfe8330f3f754bd9 \
-    --hash=sha256:928bd06eca2c2bbf4349e5b817f837509b0604342e65a502de1d50a7570afd15 \
-    --hash=sha256:9b3e3bc363f71bda1639a4ee593cb78f7fbfeacc73411ec0d4c92f00730010a4 \
-    --hash=sha256:9edcc35d1cae9fd5320171b1a838c7da8a5c968af31e82ecc3dff30b4be0957f \
-    --hash=sha256:9fcb461fbf70654a52a7cc670e606f04449e2374c199b1825f754e16dacfedd8 \
-    --hash=sha256:a0951822531e7aee6e0dfb556b30d5ee36bbe234faf60c20a16c01be3530869d \
-    --hash=sha256:a361c9434a64d70a7dbb771d1de302c0cc9f13c0bffe1cf7e642152814b35265 \
-    --hash=sha256:a4b25c6c25cac5d0d9d6d6da855195b254e0021e513e0249f0e3b444dc6e0e61 \
-    --hash=sha256:a5af136bfba820d592f86c67affcef9b3ff4d4360ac3255e341e964489b48519 \
-    --hash=sha256:a81eea9b999b985e4bacc650c4312805ea7008fd5e45e1bf221310176a7bcb3a \
-    --hash=sha256:a9c63e04d003bc0fb6a03b348018b9a3002f98268200e22cc80f146beac5dc40 \
-    --hash=sha256:aa95738a68cedd3a6f5492feddc513e2e166b50602958139e47bbdd82da0f5a7 \
-    --hash=sha256:b0a2040f801406b93657a70b72fa12311063a319fee72ce98e1524da7200171f \
-    --hash=sha256:b8bd70d5d816566a580d193326912f4a76ec2d28a97dc4cd4cc831c0af8e330e \
-    --hash=sha256:b8da9f8035bb417770b1e1610526d87ad4fc58a2804dc4d79c53f6d2cf5a6eb9 \
-    --hash=sha256:bc5518873822d2faa8ebdd2c1a4d7c8ef47b01a058495ab7924cb65bdbf5fc9a \
-    --hash=sha256:c0d620e74897f8c2613b3c4e2e9c1e422eb46d2ddd07df540784d44117836af3 \
-    --hash=sha256:c2640e23d2b7c98796f123ffd95cf2022c7777aa8a4a3b98b36c570d37e85eee \
-    --hash=sha256:c81aef782380f0f13ead670aae01825eb653b44b046aa0e5ebbb79f76ed4aa11 \
-    --hash=sha256:d4d16b608a1c43d7e33142099a75cd93af482dadce0bf82421e91cad077157f4 \
-    --hash=sha256:d69fc39e627908f4c03297d5a88d9284b73f4d90b424461e32e8c2485e21c283 \
-    --hash=sha256:d9da80e5b04acce03ced8ba6479a71c2a2edf535c2acc0d09c80d2f80f3bad15 \
-    --hash=sha256:dd2c7e082b0b92e1baa4da28163a808672485617bc855cc22a2fd06978fa9084 \
-    --hash=sha256:de7dac64e3eb832ffc7b840eb8f52f76420cde1b845be51b2a0f6b870890645e \
-    --hash=sha256:e0785c2fb4a81e1aece366aa3e2e039f4a4d7d21aaaded5227d7f3c703427882 \
-    --hash=sha256:e306d956cfa027fe041585f02a1602c32bfa6bb8ebea4899d373383295a6c62f \
-    --hash=sha256:e78fb7419e07d98c2af4b8567b72b3eaf8cb05caad642e9963465569c8b2d87e \
-    --hash=sha256:e9002e98dcb1c0a66723592520decd86238ddcef168b37ff6cfb559200b4b774 \
-    --hash=sha256:e94cbc6ad9a6aeea46d775cbb11f361022f778a9cc8cc90af653d3a594b057ce \
-    --hash=sha256:eea1b54943475f51698f85fa230c65ccac769f1e603b981be060ac5763d90927 \
-    --hash=sha256:f100bfe2acf8a3689af9d0cc660d89f17286c9c795f9f18f7b62dd1a6b247ae6 \
-    --hash=sha256:f162af66a2ed3f7d1d161a82ca584efd15acd9c1cff190a373458c32f7d42118 \
-    --hash=sha256:f24b90b0e0c8cc9491fb1693ae91fe17cb7963153a1946395acdbdd5818429a4 \
-    --hash=sha256:f29b68cd9714531672db62cc54f6e8ff981900f824d13fa0e00749189e13778e \
-    --hash=sha256:f38bc489037eca88d6ebefc9c4d41a4e07c8e8b4de5188a9e6d290273ad7ebb1 \
-    --hash=sha256:f3fd278f5e6bf7c75ccd6d12344eb686cc020712683363b66f46ac79d37c799f \
-    --hash=sha256:f4003f70c56a5addd6aa0897f200dd59afd3bf7bcd5b3cce46dd21f925743bc2 \
-    --hash=sha256:f48c963a76d71b9d7927eb817b543d0dccd52ab6648b99d37bd54f4cd475d856 \
-    --hash=sha256:f819e0c6413e259a17a7c0d49f97f405abadd3c2a316a3b46c6440b7dbbedbb1 \
-    --hash=sha256:fc5758e2b7a56532dc33e3c544d78cbaa9ecf0a0f2a2da2df882c1d6b99a317f \
-    --hash=sha256:fcbdf2a9ca24e87bbebb47f1fe34e531ef06f104f98c9ccfc953a3f3344c567a
+librt==0.13.0 \
+    --hash=sha256:05d96b80b95d3a2721b619f8982b8558848b04875bb4772fd54842b59f61dd97 \
+    --hash=sha256:0763ca2ab66058174f9dee426dc64f5e0a89c24a7df8d3fe3f1836c04e25de4b \
+    --hash=sha256:091b60a4d2174fc1ec5c34cdc0b72efb6224753d76b7da61ebeab7a191aec8bd \
+    --hash=sha256:0b795f5fc70fbbb787ceaf79bb3a0d627bcc33c53de51741755263ec406b775a \
+    --hash=sha256:0d38604854e8d22faadf683ec6c02bb0f886e2ba56ef981a1c36ee275f21ea22 \
+    --hash=sha256:109b84a9edf69ad89dc1f66358659e14a031baca95e3e5b0060bd903ede8efd6 \
+    --hash=sha256:1304368a3e7ffc3e9db986796cc5326fdb5943a3567ecc137cff318e4240c0e7 \
+    --hash=sha256:17221a7569f8f292aa0014226e48aa25b8c2b08da18088cd230953d0ea0f9cd1 \
+    --hash=sha256:1b5a7bbff495baedbd9b916c367d66854008f8f3b575908ded477c499dc60082 \
+    --hash=sha256:1ce61b3746545029d4f5c17d6bd74b676254ad98433086c846ffb5e8fa73f007 \
+    --hash=sha256:1d2a610c14ac0d0750ee0a3ab8548e83155258387891caaca04def4bf7289781 \
+    --hash=sha256:21b7ac084f701a9cdff6139745a6620579d65a9379ac2d9d50a86368b109e63c \
+    --hash=sha256:22034924f5b42d5a56371cf271771bfeaabf235a7a8b6264bef2d20013f786c6 \
+    --hash=sha256:25218d94b1d2cbc0ba1d8a3f9dc9af578d9646e5ed16443a70cde1dfdcce6d71 \
+    --hash=sha256:2608d3b39f9e0b4a66a130d9150c615cba40a5090d25eeeaa225e0e46de8c0ac \
+    --hash=sha256:260c33e92263fa629b4f6d3c51967a1c2158fe6c33237aaa3ebeac586b085259 \
+    --hash=sha256:2e56ea4ee4df77585a6b5c138f6538680886024fa559f5b55bd14b12e98e67b2 \
+    --hash=sha256:2f281549a4c52ac7bb97997f14353f8bd0e53a34ca0dad1c905cfd0b4a58ae99 \
+    --hash=sha256:301067672387902c55f94b51d5022304b36c966ea9fe1f21caab99a9bef487c9 \
+    --hash=sha256:30536798f4504c0fad0885b1d371b0539abb081e4570c9d7c641cb51141b49f0 \
+    --hash=sha256:32c26893cd085c1efe83219e78d866da23fb20a066101b8f68210004361d224c \
+    --hash=sha256:34bc7938b9fdf14fe32a406c19c71faf894c5cee7e7474bd0be2f17200b82d14 \
+    --hash=sha256:34e47058fcc69a313293d6dee94216a4f30c929ae6f2476e58c5ba635aa639d5 \
+    --hash=sha256:3657346f867469e962549435aa05fd15330b1d6a92829f8e27988e194382d005 \
+    --hash=sha256:36b306a623aaad96fe4b378692b54f9c0789fccd833b9851753d5fbf6138cfde \
+    --hash=sha256:371f7ce73026815dafd51c50ce38416e91428b28c4b2ec97cd39271164b0045c \
+    --hash=sha256:375f5af8f99cbaa99dd293af986e3d57caabc9ba81a5d3f021603764854197a1 \
+    --hash=sha256:387e2f1d27e89bffe0d3f520f0da0662c973fd607ca16c1808f8a5085419485e \
+    --hash=sha256:3aaedf52171bee90860704c560bc798fe83b76247df47568e0197e9b13c735a0 \
+    --hash=sha256:3dbb2a31882456cadc7053378e81ad7ed7693db4ac9f98ab5f81ef034aa8ec9f \
+    --hash=sha256:4000d961ff9598ac6ea603c6c836a5ed49bc205ade5fc378b998dfe1e2c36628 \
+    --hash=sha256:40ccd13c252d3fe473ffc8a57be7565abc8b64cf1b108344c859d5164f7f3e0c \
+    --hash=sha256:46c330e82565962c761dbce7941be2cff7db674ee807455a8d0cadc5f9b759b0 \
+    --hash=sha256:4f6db193d2e5e0ed60359b9a5a682cd67205d0d3b1e459a867dd4b5c4e7eaa7a \
+    --hash=sha256:531b2df3e9fe96b1fcf73a6d165921e4656be5f58d631d384ebce344298368db \
+    --hash=sha256:54dab44a847d5ad1acd05c8a83fe518ae685516ecf4d3f7cc6e3df2a66767650 \
+    --hash=sha256:5929da1981a46bcf4b28b1b9499905f0ff58e2419da402a048234e9783acbc4b \
+    --hash=sha256:5f31b0aa13c9b04370d4da6be1ab7779776b3a075cceb6747a39a4be85fe1e40 \
+    --hash=sha256:5fdcf34f86de8fb66d7dc7589f96ba91c4aa46671200d400e6fd6f109a483f18 \
+    --hash=sha256:66c0e7e6b02a155576df2c77ec933a70b72da726e248c494abf690923e624348 \
+    --hash=sha256:66cb1138f384a191a6d75f986064841fcfdc0cea98f7bd9c9ab9b38049917588 \
+    --hash=sha256:68a5faee4bba381cb93b5961f684a514cf0053cb92308ff9c792c2fea0b174c6 \
+    --hash=sha256:6bf6a559ffe4a93bbea6cf31ddf01a7fd9ba342ef51f27beb178e318b74acd61 \
+    --hash=sha256:70d9c62a4cffd9f23396cd5ef93fc5d11b31596b9b7d6306074abe3d5fcf09bd \
+    --hash=sha256:791aa18a373b90da8ac3c44fc77544f33fdf53ae403acdce9b39f1c26b4a3b94 \
+    --hash=sha256:79e44cff71750d299d61a678e49995b0d5935a9cda238c2574daeca3ba536927 \
+    --hash=sha256:7db9a3ff32ef5f7d1703d93831a3316cdf0b537de6a1cc03cc8fdd09b9194e89 \
+    --hash=sha256:860bd1d8ba48456ce08feaf8d343a8aaeb2fa086f2bcaa2a923fa3f7a3ff9aa3 \
+    --hash=sha256:9320d34c3376ae204b2cd176e8d4883a013934e0aef822f1aed9c536490c275d \
+    --hash=sha256:93d24ebb82aa4420b1409c389e7857bc35bd0b668007ac8172427d5c73cc8cc5 \
+    --hash=sha256:94b85d664d777bab6c0d709416cb42938251fda9e221b79e3a2215d85df5f4f9 \
+    --hash=sha256:96bad8725a4f196a798366c25ce075d1f7543a4ec045ffc13e6a7ec095cdab04 \
+    --hash=sha256:9af313c66157a69dc69ea0059a66961692250e0dc95af9c385a48ffb770a0d16 \
+    --hash=sha256:9c5d02b89de5acd0379a51ec44a89476fb03df6145442e1c8ecd6bee2f91b176 \
+    --hash=sha256:9e786428f291dd2d2f1cbfc0e0caa45a2e395fab0ad3e2c9314daa8873414390 \
+    --hash=sha256:9f836c37478f167a81200d8c8b2c920a22224564bed2c23d7aeec760965c367a \
+    --hash=sha256:9fd35e95ab5e45c3901d37110263c7db85a961110f5460588fe37f8c131f88a7 \
+    --hash=sha256:a001519c315d5db40710f2665d32c4791f1d4779fc96a9423fd18d92c8b9ac7b \
+    --hash=sha256:a3762e75fcac8c9e4dacaaf438bffd9003e2ca2c531b756f3c0035deefa674c8 \
+    --hash=sha256:a38fb81d8376dfa2f8963b265fec07637802b0d01e2a127c19c66cb070fb24f5 \
+    --hash=sha256:a3dfe4edf10e8ed7e55b026a8bfc2c2a8704218b659cd4bffdf604fab966dc39 \
+    --hash=sha256:a4517d47b2b8af26975a406fba7d314de9696d864252e0257c6ea90238cfe27f \
+    --hash=sha256:a468951af16155824e88bdd8326ebe5bdb371f3ec0ac04642994b98201d914f3 \
+    --hash=sha256:a6e556d6aba31c93dd97ce661d66614d2429c0a3923f9dc8f0af7e8df10223a4 \
+    --hash=sha256:ac04bcd3328eb91d99dfedf6a60d9c1f15d3434e6f6daf922f0420f7d90b85c7 \
+    --hash=sha256:ae01d8512cc17079e53425635327dbf3f7ff57a42c00dec348bf79791c56444c \
+    --hash=sha256:b15e26cc0fe622d0c67e98bee6ef6bc8f792e20ee3006aa12627a00463d9399f \
+    --hash=sha256:b222493da6e7b6199db9bd79502436cf5a27da3c1f7fa83c7e285444fc93fd03 \
+    --hash=sha256:c3cd253cf32fe4f4662960d6bf7d55cb8be0c31a5d644a4d48aeafebaff3409a \
+    --hash=sha256:c6014e3c80f9c1fe268ef8b0e0ef113bac672cc032f2f93866e7ddad4f3e663d \
+    --hash=sha256:c718e99a0992127af84385378460db624103b559ab260435abcfe77a4e4ed1c1 \
+    --hash=sha256:c7897db4e95e22468bdda33d8e012ceacd0182abf001e6389d763f0def6286b9 \
+    --hash=sha256:cb8a1adce42d8b75485a5d56a9623a50bcab995b6079f1dac59fc44034dd93d9 \
+    --hash=sha256:cc99dfb62b23c9207c33d0be8a2e2af7a42e21e6ea388b380a0c948c7b88953b \
+    --hash=sha256:d4c8d9bd5abce34b2e75edb3bf37ab0f34e49b1f915a40ae8468eb7c85bc5b46 \
+    --hash=sha256:d4cb6fbfdf874340ab5e51450753c0f817b6958a3621125ee695bbc3de866566 \
+    --hash=sha256:d63bae12a8aeb51380be3438e4dc4bd27354d0f8e19166b2f44e3e94d6f552dc \
+    --hash=sha256:d6fb0eaa108814581c4d3bfbd068c3fb6757812a81415008d1bae08267cca360 \
+    --hash=sha256:d9188caac26e47671b52836a5e2a49873a7fc11c673b0c122d22515f98bc14e1 \
+    --hash=sha256:db327e7271e653c32040b85ae6188059c924b57d7e1e29f935523fa017cd4e82 \
+    --hash=sha256:dbdd5b6509d0c2a8fe72cf494c299a61dbd58142a90a4190664ae159e4a7b547 \
+    --hash=sha256:e4f9b472e7d308d94b62c801982065661158c6ed02790d6c7ddb4337cea0f9c1 \
+    --hash=sha256:e54a315caf843c8d77e388cadc56ea9ded569935ee2d2347d7ea94992e5aa6fa \
+    --hash=sha256:f125f5d46b20f89dc5587a55cc416b4ba2a5b2ffda36d048ee120e17598a653a \
+    --hash=sha256:f19e181de5b3a1148bb3420b8c4b0b0ea0fce6950099724ad151d6cea5acc180 \
+    --hash=sha256:f1f9cc4d09a46d9cb3c2063ae100629d3f52a6517c3c08c2f4c9828261883929 \
+    --hash=sha256:f26629539d4893c2957a16c41bb058e1e135c1f150f6a2e25ed047f64cf3f5c6 \
+    --hash=sha256:f2a7253458e34f33543551394ae4fe104b497ec2a65ac266074de64c1df82e37 \
+    --hash=sha256:f40e56b61b41be5f7dec938cfeffd660668cf4b5e72c78e7bd671d66b7bc2c79 \
+    --hash=sha256:f442e3954b1addc759faae22a7c9a3f1e16d7d1db3f484279dc27d62e06968fa \
+    --hash=sha256:fadc63331f4388c3dc90090448f682a7e9feafc11481391c1e94f2f907a3976e \
+    --hash=sha256:fc67741da44c6eaa90e01eafb586bbba9b51eb5b6ed381ee6f5ae72eb3316d21
     # via mypy
 locket==1.0.0 \
     --hash=sha256:5c0d4c052a8bbbf750e056a8e65ccd309086f4f0f18a2eac306a8dfa4112a632 \
     --hash=sha256:b6c819a722f7b6bd955b80781788e4a66a55628b858d347536b7e81325a3a5e3
     # via partd
-markdown-it-py==4.0.0 \
-    --hash=sha256:87327c59b172c5011896038353a81343b6754500a08cd7a4973bb48c6d578147 \
-    --hash=sha256:cb0a2b4aa34f932c007117b194e945bd74e0ec24133ceb5bac59009cda1cb9f3
+markdown-it-py==4.2.0 \
+    --hash=sha256:04a21681d6fbb623de53f6f364d352309d4094dd4194040a10fd51833e418d49 \
+    --hash=sha256:9f7ebbcd14fe59494226453aed97c1070d83f8d24b6fc3a3bcf9a38092641c4a
     # via rich
 markupsafe==3.0.3 \
     --hash=sha256:0303439a41979d9e74d18ff5e2dd8c43ed6c6001fd40e5bf2e43f7bd9bbc523f \
@@ -1472,10 +1528,12 @@ markupsafe==3.0.3 \
     --hash=sha256:f9e130248f4462aaa8e2552d547f36ddadbeaa573879158d721bbd33dfe4743a \
     --hash=sha256:fed51ac40f757d41b7c48425901843666a6677e3e8eb0abcff09e4ba6e664f50
     # via jinja2
-mcp==1.27.0 \
-    --hash=sha256:5ce1fa81614958e267b21fb2aa34e0aea8e2c6ede60d52aba45fd47246b4d741 \
-    --hash=sha256:d3dc35a7eec0d458c1da4976a48f982097ddaab87e278c5511d5a4a56e852b83
-    # via fastapi-mcp
+mcp==1.29.0 \
+    --hash=sha256:52d01f334de1868cc3bb2d6604931126a67631f99a6c5d3b82ba47290315ec36 \
+    --hash=sha256:f5a075bb611f23d6f4d080c6a1699fa62772eebc562ba9e66b306ddde1c755f7
+    # via
+    #   feast (pyproject.toml)
+    #   fastapi-mcp
 mdurl==0.1.2 \
     --hash=sha256:84008a41e51615a49fc9966191ff91509e3c40b939176e643fd50a5c2196b8f8 \
     --hash=sha256:bb413d29f5eea38f31dd4754dd7377d4465116fb207585f97bf925588687c1ba
@@ -1750,146 +1808,202 @@ multidict==6.7.1 \
     #   aiobotocore
     #   aiohttp
     #   yarl
-mypy==1.20.2 \
-    --hash=sha256:0c64e5973df366b747646fc98da921f9d6eba9716d57d1db94a83c026a08e0fb \
-    --hash=sha256:0deb80d062b2479f2c87ae568f89845afc71d11bc41b04179e58165fd9f31e98 \
-    --hash=sha256:1e1c12f6d2db3d78b909b5f77513c11eb7f2dd2782b96a3ab6dffc7d44575c99 \
-    --hash=sha256:20175a1c0f49863946ec20b7f63255768058ac4f07d2b9ded6a6b46cfb5a9100 \
-    --hash=sha256:29752dbbf8cc53f89f6ac096d363314333045c257c9c75cbd189ca2de0455744 \
-    --hash=sha256:2a4102b03bb7481d9a91a6da8d174740c9c8c4401024684b9ca3b7cc5e49852f \
-    --hash=sha256:2de3dcea53babc1c3237a19002bc3d228ce1833278f093b8d619e06e7cc79609 \
-    --hash=sha256:34397cdced6b90b836e38182076049fdb41424322e0b0728c946b0939ebdf9f6 \
-    --hash=sha256:4077797a273e56e8843d001e9dfe4ba10e33323d6ade647ff260e5cd97d9758c \
-    --hash=sha256:419413398fe250aae057fd2fe50166b61077083c9b82754c341cf4fd73038f30 \
-    --hash=sha256:4b6481b228d072315b053210b01ac320e1be243dc17f9e5887ef167f23f5fae4 \
-    --hash=sha256:4dbfcf869f6b0517f70cf0030ba6ea1d6645e132337a7d5204a18d8d5636c02b \
-    --hash=sha256:4fef51b01e638974a6e69885687e9bd40c8d1e09a6cd291cca0619625cf1f558 \
-    --hash=sha256:52b176444e2e5054dfcbcb8c75b0b719865c96247b37407184bbfca5c353f2c2 \
-    --hash=sha256:56908d7e08318d39f85b1f0c6cfd47b0cac1a130da677630dac0de3e0623e102 \
-    --hash=sha256:5a65aa591af023864fd08a97da9974e919452cfe19cb146c8a5dc692626445dc \
-    --hash=sha256:688c3312e5dadb573a2c69c82af3a298d43ecf9e6d264e0f95df960b5f6ac19c \
-    --hash=sha256:6e2b469efd811707bc530fd1effef0f5d6eebcb7fe376affae69025da4b979a2 \
-    --hash=sha256:7488448de6007cd5177c6cea0517ac33b4c0f5ee9b5e9f2be51ce75511a85517 \
-    --hash=sha256:785b08db19c9f214dc37d65f7c165d19a30fcecb48abfa30f31b01b5acaabb58 \
-    --hash=sha256:7b0e817b518bff7facd7f85ea05b643ad8bdcce684cf29784987b0a7c8e1f997 \
-    --hash=sha256:803203d2b6ea644982c644895c2f78b28d0e208bba7b27d9b921e0ec5eb207c6 \
-    --hash=sha256:89dce27e142d25ffbc154c1819383b69f2e9234dc4ed4766f42e0e8cb264ab5c \
-    --hash=sha256:913485a03f1bcf5d279409a9d2b9ed565c151f61c09f29991e5faa14033da4c8 \
-    --hash=sha256:97d7b9a485b40f8ca425460e89bf1da2814625b2da627c0dcc6aa46c92631d14 \
-    --hash=sha256:9bcb8aa397ff0093c824182fd76a935a9ba7ad097fcbef80ae89bf6c1731d8ec \
-    --hash=sha256:9d56a78b646f2e3daa865bc70cd5ec5a46c50045801ca8ff17a0c43abc97e3ee \
-    --hash=sha256:a5da6976f20cae27059ea8d0c86e7cef3de720e04c4bb9ee18e3690fdb792066 \
-    --hash=sha256:a94c5a76ab46c5e6257c7972b6c8cff0574201ca7dc05647e33e795d78680563 \
-    --hash=sha256:a95a9248b0c6fd933a442c03c3b113c3b61320086b88e2c444676d3fd1ca3330 \
-    --hash=sha256:baf593f2765fa3a6b1ef95807dbaa3d25b594f6a52adcc506a6b9cb115e1be67 \
-    --hash=sha256:bb9c2fa06887e21d6a3a868762acb82aec34e2c6fd0174064f27c93ede68ad15 \
-    --hash=sha256:bba9ad231e92a3e424b3e56b65aa17704993425bba97e302c832f9466bb85bac \
-    --hash=sha256:c3bae4f855d965b5453784300c12ffc63a548304ac7f99e55d4dc7c898673aa3 \
-    --hash=sha256:c566c3a88b6ece59b3d70f65bedef17304f48eb52ff040a6a18214e1917b3254 \
-    --hash=sha256:cdecf62abcc4292500d7858aeae87a1f8f1150f4c4dd08fb0b336ee79b2a6df3 \
-    --hash=sha256:cf5a4db6dca263010e2c7bff081c89383c72d187ba2cf4c44759aac970e2f0c4 \
-    --hash=sha256:d52ad8d78522da1d308789df651ee5379088e77c76cb1994858d40a426b343b9 \
-    --hash=sha256:e061b58443f1736f8a37c48978d7ab581636d6ab03e3d4f99e3fa90463bb9382 \
-    --hash=sha256:e2877a02380adfcdbc69071a0f74d6e9dbbf593c0dc9d174e1f223ffd5281943 \
-    --hash=sha256:e73c07f23009962885c197ccb9b41356a30cc0e5a1d0c2ea8fd8fb1362d7f924 \
-    --hash=sha256:e8222c26daaafd9e8626dec58ae36029f82585890589576f769a650dd20fd665 \
-    --hash=sha256:edfbfca868cdd6bd8d974a60f8a3682f5565d3f5c99b327640cedd24c4264026 \
-    --hash=sha256:f376e37f9bf2a946872fc5fd1199c99310748e3c26c7a26683f13f8bdb756cbd
+mypy==2.3.0 \
+    --hash=sha256:04e617030eca5221909c8b7d8d7fd1c637948199aa2100b2ad9813feb07e1491 \
+    --hash=sha256:094af99f92638aa92852326188b85a89e50f4a472f44827c03362228482f0762 \
+    --hash=sha256:09abd66d8685e73f8f7d17b847c3e104d9a7b164a8706ea87d6c96a3d45816d5 \
+    --hash=sha256:0b025a93cffb9781d231f232be07a17912f35f10a313c24f301c81e842870654 \
+    --hash=sha256:13b1b16e2fa39f3b2e33fb1c468abc7a69369fa2e886b4b87b5afc81472325cd \
+    --hash=sha256:1c6c6bf687b17f90dbfcad95b960d32eaa0154c00da45f03ab50bf8952e047fe \
+    --hash=sha256:1fa8d916ac3b705af733c4c1e6c9ebe38fd0d52beb15b105c3e8355b55e6ecdc \
+    --hash=sha256:28e1e2af8cd8fff551fd30f2fe4b03fb76764ac8b1ba6c6a1bd00ad32b412db3 \
+    --hash=sha256:2d53fc67b9d28a43c6199077f49fea0f05839e36cf6158500331c9549225e5a5 \
+    --hash=sha256:3419d00717afbc5265b50dd14b1278f29ea4884dd398ab67873489ac093fd329 \
+    --hash=sha256:37fa4de896a84e2dc9200d91e614c22563b43d1a266789d4bbac7b22ebe6192b \
+    --hash=sha256:3961a4a34b05f7c74b0f05aa51fbfe99a2d1e126038df40318d15c8f558b7ef3 \
+    --hash=sha256:3dd0bed92c4bdec57c42505b96416fb9e6a5aa7be84d2809bcd5f2ecec2860d7 \
+    --hash=sha256:3e77244df3843048c3f927182916730e40c124cbaa43905c1fb86cb382aa0805 \
+    --hash=sha256:4359424140d985192c778c1ce2c114a10c1ca58a381ed79cfa70d37df94b299f \
+    --hash=sha256:465965d41cd9a2726694e983e8ce7113259327bec798115d1e1dfa2a52fb666e \
+    --hash=sha256:56c184d2c20ca6b6378d58d1960270a767f41f5e44acbbd27f05effef4f4e1d7 \
+    --hash=sha256:5e91adad1ca81742ac7ef9893959911df867752206b37135185e88dfb3c89494 \
+    --hash=sha256:691fdc37132b1ae628d834f672e74de83462d9fb4aff621835767fb43a8dd373 \
+    --hash=sha256:6b1cdb579446b60432432b2b2403a6201b4b475a004d7f488511c9ba177c9e88 \
+    --hash=sha256:6f99ec626e3c3a2f7c0b22c5b90ddb5dabb1c18729c971e9bdaca1f1766d2cee \
+    --hash=sha256:7247eb2824f996722a949530183394921ca71deb9680052a338cf53cff7925c2 \
+    --hash=sha256:75b0984bb3cbd76bb5c9291a8671f7ae66ca3b51c7584c358fc2e923259f0757 \
+    --hash=sha256:75cbb4b9ef04a0c84a957f07abc4504fbf64b8dcc145675101f2d3a78a4b1d6a \
+    --hash=sha256:7da939dd335cfd2ad788bdfd081c9f4e47634ab995e5a45eb15fd1e5bc052f8b \
+    --hash=sha256:85c5385b93012ffa3b31479ab579aef5415f4f3a32c6cf1ae07a984d2a0ff461 \
+    --hash=sha256:91ad22a52ae2c7e621c2f67c94d5a17f66b3209a4cff5cf8a573579835c69e97 \
+    --hash=sha256:944c665d984157cb96a679dfb7a4a81dd1d36b24b9c284b699514e6e626b82d4 \
+    --hash=sha256:9559ab18a9c9957dfa3004ab57cd4bac5f26a724329a9584e583367f0c2e1117 \
+    --hash=sha256:982e3d53dd23d0a4cef67dd66791fdbede0cf38f9eb617bf47663554c51e1e36 \
+    --hash=sha256:99ac767cc5d3b64c8d0ae226ead10c96694f94e4e7da1668642225dcd4e75aac \
+    --hash=sha256:adebc76aab4f3495a88b41d48aa4aff0c03f2822501da76625afcca5975f19e5 \
+    --hash=sha256:aec15d465d477558fd842757b487849007311cf3897849cdda0e3162ac0ac556 \
+    --hash=sha256:b1942b9314d4c784b8ea1dbab4972603290e5dd5630f06675f13aec97526bc4c \
+    --hash=sha256:b352b7e49f5e6576009e8df730e1ff4f915cb565b851b396d2ffe2f5a6f5da88 \
+    --hash=sha256:b5cd2f027a972a4a5f2278a11fac9747f5f81a53a30b714d74950b6807e55568 \
+    --hash=sha256:be51653d7669d7d7955d613b8d0bb57d5b652eaf71a873ddf65ac87254dd2595 \
+    --hash=sha256:cfca8ee88544090f86b6dcce05ec55d66eb48a762412ac2507810ba4bd793b6f \
+    --hash=sha256:d78fcf900b59cb7e82cb7e3a235e31b462d9333d92285bd1e4952d355b8ffba1 \
+    --hash=sha256:de121747278144fc9ae7caa2e978cf5df12aebc82933182f5b3b86081a30baef \
+    --hash=sha256:de6d2c484742a4d7b0ed6d07b143375624d3b899c5749c7b3c947f56261f48a6 \
+    --hash=sha256:ea317b060ce83e26050f8f9e4d7d6bf44ed7597c8ff9990bccffbb9d1d8522db \
+    --hash=sha256:f1b3a98dfd21058bc759bb3337d5d1f61d0fdf9f3cf9c00f4291790fb5427bff \
+    --hash=sha256:f4ed18f111bfe2d599bca7468e7f9251042c1c2118f762c8de2766a56d773c60 \
+    --hash=sha256:fbc00cee7bdbb9291979ddc9d08034a29dfcda4932628c9bbc28c1edd589df0c
     # via sqlalchemy
 mypy-extensions==1.1.0 \
     --hash=sha256:1be4cccdb0f2482337c4743e60421de3a356cd97508abadd57d47403e94f5505 \
     --hash=sha256:52e68efc3284861e772bbcd66823fde5ae21fd2fdb51c62a211403730b916558
     # via mypy
-numpy==2.4.4 \
-    --hash=sha256:07077278157d02f65c43b1b26a3886bce886f95d20aabd11f87932750dfb14ed \
-    --hash=sha256:08f2e31ed5e6f04b118e49821397f12767934cfdd12a1ce86a058f91e004ee50 \
-    --hash=sha256:0aec54fd785890ecca25a6003fd9a5aed47ad607bbac5cd64f836ad8666f4959 \
-    --hash=sha256:0d35aea54ad1d420c812bfa0385c71cd7cc5bcf7c65fed95fc2cd02fe8c79827 \
-    --hash=sha256:0d4e437e295f18ec29bc79daf55e8a47a9113df44d66f702f02a293d93a2d6dd \
-    --hash=sha256:0dfd3f9d3adbe2920b68b5cd3d51444e13a10792ec7154cd0a2f6e74d4ab3233 \
-    --hash=sha256:1378871da56ca8943c2ba674530924bb8ca40cd228358a3b5f302ad60cf875fc \
-    --hash=sha256:15716cfef24d3a9762e3acdf87e27f58dc823d1348f765bbea6bef8c639bfa1b \
-    --hash=sha256:19710a9ca9992d7174e9c52f643d4272dcd1558c5f7af7f6f8190f633bd651a7 \
-    --hash=sha256:23cbfd4c17357c81021f21540da84ee282b9c8fba38a03b7b9d09ba6b951421e \
-    --hash=sha256:2483e4584a1cb3092da4470b38866634bafb223cbcd551ee047633fd2584599a \
-    --hash=sha256:27a8d92cd10f1382a67d7cf4db7ce18341b66438bdd9f691d7b0e48d104c2a9d \
-    --hash=sha256:28a650663f7314afc3e6ec620f44f333c386aad9f6fc472030865dc0ebb26ee3 \
-    --hash=sha256:2aa0613a5177c264ff5921051a5719d20095ea586ca88cc802c5c218d1c67d3e \
-    --hash=sha256:2c194dd721e54ecad9ad387c1d35e63dce5c4450c6dc7dd5611283dda239aabb \
-    --hash=sha256:2d19e6e2095506d1736b7d80595e0f252d76b89f5e715c35e06e937679ea7d7a \
-    --hash=sha256:2d390634c5182175533585cc89f3608a4682ccb173cc9bb940b2881c8d6f8fa0 \
-    --hash=sha256:30caa73029a225b2d40d9fae193e008e24b2026b7ee1a867b7ee8d96ca1a448e \
-    --hash=sha256:42c16925aa5a02362f986765f9ebabf20de75cdefdca827d14315c568dcab113 \
-    --hash=sha256:45dbed2ab436a9e826e302fcdcbe9133f9b0006e5af7168afb8963a6520da103 \
-    --hash=sha256:4636de7fd195197b7535f231b5de9e4b36d2c440b6e566d2e4e4746e6af0ca93 \
-    --hash=sha256:4a19d9dba1a76618dd86b164d608566f393f8ec6ac7c44f0cc879011c45e65af \
-    --hash=sha256:4bbc7f303d125971f60ec0aaad5e12c62d0d2c925f0ab1273debd0e4ba37aba5 \
-    --hash=sha256:4d6d57903571f86180eb98f8f0c839fa9ebbfb031356d87f1361be91e433f5b7 \
-    --hash=sha256:4e874c976154687c1f71715b034739b45c7711bec81db01914770373d125e392 \
-    --hash=sha256:51fc224f7ca4d92656d5a5eb315f12eb5fe2c97a66249aa7b5f562528a3be38c \
-    --hash=sha256:58c8b5929fcb8287cbd6f0a3fae19c6e03a5c48402ae792962ac465224a629a4 \
-    --hash=sha256:5a285b3b96f951841799528cd1f4f01cd70e7e0204b4abebac9463eecfcf2a40 \
-    --hash=sha256:5c70f1cc1c4efbe316a572e2d8b9b9cc44e89b95f79ca3331553fbb63716e2bf \
-    --hash=sha256:62d6b0f03b694173f9fcb1fb317f7222fd0b0b103e784c6549f5e53a27718c44 \
-    --hash=sha256:6a246d5914aa1c820c9443ddcee9c02bec3e203b0c080349533fae17727dfd1b \
-    --hash=sha256:6aa3236c78803afbcb255045fbef97a9e25a1f6c9888357d205ddc42f4d6eba5 \
-    --hash=sha256:6bbe4eb67390b0a0265a2c25458f6b90a409d5d069f1041e6aff1e27e3d9a79e \
-    --hash=sha256:715d1c092715954784bc79e1174fc2a90093dc4dc84ea15eb14dad8abdcdeb74 \
-    --hash=sha256:72944b19f2324114e9dc86a159787333b77874143efcf89a5167ef83cfee8af0 \
-    --hash=sha256:81f4a14bee47aec54f883e0cad2d73986640c1590eb9bfaaba7ad17394481e6e \
-    --hash=sha256:846300f379b5b12cc769334464656bc882e0735d27d9726568bc932fdc49d5ec \
-    --hash=sha256:86b6f55f5a352b48d7fbfd2dbc3d5b780b2d79f4d3c121f33eb6efb22e9a2015 \
-    --hash=sha256:874f200b2a981c647340f841730fc3a2b54c9d940566a3c4149099591e2c4c3d \
-    --hash=sha256:8a87ec22c87be071b6bdbd27920b129b94f2fc964358ce38f3822635a3e2e03d \
-    --hash=sha256:8b3b60bb7cba2c8c81837661c488637eee696f59a877788a396d33150c35d842 \
-    --hash=sha256:8e3ed142f2728df44263aaf5fb1f5b0b99f4070c553a0d7f033be65338329150 \
-    --hash=sha256:93e15038125dc1e5345d9b5b68aa7f996ec33b98118d18c6ca0d0b7d6198b7e8 \
-    --hash=sha256:989824e9faf85f96ec9c7761cd8d29c531ad857bfa1daa930cba85baaecf1a9a \
-    --hash=sha256:99d838547ace2c4aace6c4f76e879ddfe02bb58a80c1549928477862b7a6d6ed \
-    --hash=sha256:9b2aec6af35c113b05695ebb5749a787acd63cafc83086a05771d1e1cd1e555f \
-    --hash=sha256:9c585a1790d5436a5374bac930dad6ed244c046ed91b2b2a3634eb2971d21008 \
-    --hash=sha256:a7164afb23be6e37ad90b2f10426149fd75aee07ca55653d2aa41e66c4ef697e \
-    --hash=sha256:ac6b31e35612a26483e20750126d30d0941f949426974cace8e6b5c58a3657b0 \
-    --hash=sha256:ad2e2ef14e0b04e544ea2fa0a36463f847f113d314aa02e5b402fdf910ef309e \
-    --hash=sha256:b268594bccac7d7cf5844c7732e3f20c50921d94e36d7ec9b79e9857694b1b2f \
-    --hash=sha256:b5f0362dc928a6ecd9db58868fca5e48485205e3855957bdedea308f8672ea4a \
-    --hash=sha256:ba1f4fc670ed79f876f70082eff4f9583c15fb9a4b89d6188412de4d18ae2f40 \
-    --hash=sha256:ba203255017337d39f89bdd58417f03c4426f12beed0440cfd933cb15f8669c7 \
-    --hash=sha256:c901b15172510173f5cb310eae652908340f8dede90fff9e3bf6c0d8dfd92f83 \
-    --hash=sha256:c9b39d38a9bd2ae1becd7eac1303d031c5c110ad31f2b319c6e7d98b135c934d \
-    --hash=sha256:d2a8490669bfe99a233298348acc2d824d496dee0e66e31b66a6022c2ad74a5c \
-    --hash=sha256:dddbbd259598d7240b18c9d87c56a9d2fb3b02fe266f49a7c101532e78c1d871 \
-    --hash=sha256:df3775294accfdd75f32c74ae39fcba920c9a378a2fc18a12b6820aa8c1fb502 \
-    --hash=sha256:e44319a2953c738205bf3354537979eaa3998ed673395b964c1176083dd46252 \
-    --hash=sha256:e4a010c27ff6f210ff4c6ef34394cd61470d01014439b192ec22552ee867f2a8 \
-    --hash=sha256:e823b8b6edc81e747526f70f71a9c0a07ac4e7ad13020aa736bb7c9d67196115 \
-    --hash=sha256:e892aff75639bbef0d2a2cfd55535510df26ff92f63c92cd84ef8d4ba5a5557f \
-    --hash=sha256:eea7ac5d2dce4189771cedb559c738a71512768210dc4e4753b107a2048b3d0e \
-    --hash=sha256:ef4059d6e5152fa1a39f888e344c73fdc926e1b2dd58c771d67b0acfbf2aa67d \
-    --hash=sha256:f169b9a863d34f5d11b8698ead99febeaa17a13ca044961aa8e2662a6c7766a0 \
-    --hash=sha256:f2cf083b324a467e1ab358c105f6cad5ea950f50524668a80c486ff1db24e119 \
-    --hash=sha256:f8474c4241bc18b750be2abea9d7a9ec84f46ef861dbacf86a4f6e043401f79e \
-    --hash=sha256:f983334aea213c99992053ede6168500e5f086ce74fbc4acc3f2b00f5762e9db \
-    --hash=sha256:f9e75681b59ddaa5e659898085ae0eaea229d054f2ac0c7e563a62205a700121 \
-    --hash=sha256:fbc356aae7adf9e6336d336b9c8111d390a05df88f1805573ebb0807bd06fd1d \
-    --hash=sha256:fcfe2045fd2e8f3cb0ce9d4ba6dba6333b8fa05bb8a4939c908cd43322d14c7e
+numpy==2.5.1 \
+    --hash=sha256:08d60c810432eb83360958dea0999ac4cfb94531ea8efcbf0b7f277c2068aeb2 \
+    --hash=sha256:09e9bfd8d2cf479c7d174804fb3811c53a8e9f20a37444008606b57d6b7a826d \
+    --hash=sha256:0bfebd8695f9863592fe744be833a258120b14a9f39da255e8aa8fade2c0ddd1 \
+    --hash=sha256:17a25e09640602e10bc8de0e6fa2b3fd68eedd84ba6d7842dc8f32f9ab87bd0b \
+    --hash=sha256:1c6759f538fb912fc46de0a6b1758ccf7b57bc7c7ebebc23974fdac3de8db0cd \
+    --hash=sha256:224ca51130ef7da85bea2191625181cb4f337f9cb64b471f10c1a12aa8b60077 \
+    --hash=sha256:24d0eb82c0541d3415a33425db64ae439dffccd7b4dbcb30e7c35120205c506a \
+    --hash=sha256:2ae0ca40bcb22d6ba59c1dfd5446f49940b0f2d821fde133f10dda11f816b84e \
+    --hash=sha256:2c889b56fe48b1018f764b0eec8df59ab654e9148aa91faa12596043500de277 \
+    --hash=sha256:30b44a6b53a7ae63c54c089a8726e5563ed302716c5b7ccc85afade40b0e7ff6 \
+    --hash=sha256:32985c896d897419ef8da6917872d80b78ad0ea26d85b23245c7366ffde76d75 \
+    --hash=sha256:3935f3b419b244a02732676fa5317a9193cc596a4c0646db07e5b421229ac9f7 \
+    --hash=sha256:4939237038ada79308dda3204ac6462df056b5672b2e25db1149cf873668b3e1 \
+    --hash=sha256:4b4ff1608417eb7a59da7b967bbb798cacfe071d2caf526a24281cd562072ed9 \
+    --hash=sha256:54ad769f17bc2d833b620851989f62054fb9ab93c969d9e1dc3c8e3d56beea21 \
+    --hash=sha256:59fda5e192b570217ec2580c96f00e9a7e12ef6866a900eb089b62c1a32545ca \
+    --hash=sha256:5a4c988b38d261deeeaad9954e3deb091ad905c94e8bb6708654ef1d97f286b0 \
+    --hash=sha256:5a6db61f9aaa57e369905c67d852045d3c4f7126405b29d09b19dec118e9c9cb \
+    --hash=sha256:6165343f81b56ef8f514f396989e529b61d9dc709b99421b07e9f3e698e2287d \
+    --hash=sha256:61ac47e772e6b8ea489e1d2f441a34c5c3ac17327e7ce294cbdf535795ad4e75 \
+    --hash=sha256:6c3fe51bc6a16453d452997053454f309e8e0ed7b42d6b361ce4ac8c32913d74 \
+    --hash=sha256:6eab239876581b2b3c5a242281b6007bbdbcd1c7085d7709bb57c5929b11e6bf \
+    --hash=sha256:78798bd5b9ad744056af8efa90e3b9ddaa53272a0848a483084a1cc0a13b2dc0 \
+    --hash=sha256:7c786fe9a5bbe360022e584c5a34cf6b54265c71bd7ec8ac3d8fec38968071f8 \
+    --hash=sha256:83ce9c80d5b521b0d77ddcbe5447c218d247929b6cc056ca5351342accfff0af \
+    --hash=sha256:9726558e8db4a5bf7929a70ae50f63abda4daf0efe810e3bfbab95976f75fc1a \
+    --hash=sha256:99d5095fa265a0c4152e7bb12759e14381ef5496152f1ce58f44bdf55c44beb4 \
+    --hash=sha256:a33276be12fa045805f477f22482088b66bb758ffbe89a9d21457de863a32e22 \
+    --hash=sha256:a48a113e6afea91f5608793bafa7ef2ad481fefbda87ec5069f483de61cb9fa3 \
+    --hash=sha256:ab451b59c5643c570974c43aef780703ef1d3b4965d2be07afd530615a9358d1 \
+    --hash=sha256:ab84dc6b074fa881cae55bea94cc4f68e285181ba7f32497bf7dee6b1496165b \
+    --hash=sha256:ab87a91b3cc3382b8956095bd8f95e00cf679bb81554339be1a2ba404a1473c1 \
+    --hash=sha256:c12afb53450fa976d4c681c50a7423729a4c51c0465ed9f32b8a9cabbc472373 \
+    --hash=sha256:caf3e317d33d60c37986b452613f4ab51246d0691350c03d0cb4a898627f4a95 \
+    --hash=sha256:dc932a65ded7ce9013d120845a2514dcccb1a67bfc8deb8d37633762951904a6 \
+    --hash=sha256:e68d8dd1e7eba712948f2053a29ec86917bc70ba1358df869d9f06649ef9cf09 \
+    --hash=sha256:e824c2acf8862052246be5a44c15da1777940c60d010dd2aab897824d9c430f9 \
+    --hash=sha256:e8c11c405efc5ff6816d5983c96cdfa215bab3428961243af3ff59b228490438 \
+    --hash=sha256:efd736408cc97c79b9e6917338dfc8f06013b2274f992e96b1d9a81a71e2a2c2 \
+    --hash=sha256:f089d7b00756190aacf1f5d34bdf38c3c430ac82b4f868f8cede73380460fce7 \
+    --hash=sha256:f2479a47f8d5932d1718168a681ad6e536a9df484c83cfcf9de365e164537ace \
+    --hash=sha256:f7119ebff1a9829e9f431a4f9d28e703023bb6b9fe7c8f724467dbfc27c94ab3 \
+    --hash=sha256:f7d60026c0bdb1380e83bfa7a0419c4577ee4b9a08880afcb6dadeb74c649fa2 \
+    --hash=sha256:f7feb014281029e628ba2d5a007407443b06e418b6fe451d1e2adcbc8eba0107
     # via
     #   feast (pyproject.toml)
     #   dask
     #   db-dtypes
+    #   faiss-cpu
     #   ibis-framework
+    #   milvus-lite
     #   pandas
     #   pandas-gbq
 oauthlib==3.3.1 \
     --hash=sha256:0f0f8aa759826a193cf66c12ea1af1637f87b9b4622d46e866952bb022e538c9 \
     --hash=sha256:88119c938d2b8fb88561af5f6ee0eec8cc8d552b7bb1f712743136eb7523b7a1
     # via requests-oauthlib
+opentelemetry-api==1.44.0 \
+    --hash=sha256:67647e5e9566edcf421166fdf022b3537f818635daa852b289e34604dc6fb33a \
+    --hash=sha256:94b98c893a91b88657eaac1e3ba89618cdb85be6918196705354f34728b2cdef
+    # via mcp
+orjson==3.11.9 \
+    --hash=sha256:011382e2a60fda9d46f1cdee31068cfc52ffe952b587d683ec0463002802a0f4 \
+    --hash=sha256:03db380e3780fa0015ed776a90f20e8e20bb11dde13b216ce19e5718e3dfba62 \
+    --hash=sha256:051b102c93b4f634e89f3866b07b9a9a98915ada541f4ec30f177067b2694979 \
+    --hash=sha256:08f4d8ebb44925c794e535b2bebc507cebf32209df81de22ae285fb0d8d66de0 \
+    --hash=sha256:0b34789fa0da61cf7bef0546b09c738fb195331e017e477096d129e9105ab03d \
+    --hash=sha256:0e4eed3b200023042814d2fc8a5d2e880f13b52e1ed2485e83da4f3962f7dc1a \
+    --hash=sha256:115ab5f5f4a0f203cc2a5f0fb09aee503a3f771aa08392949ab5ca230c4fbdbd \
+    --hash=sha256:135869ef917b8704ea0a94e01620e0c05021c15c52036e4663baffe75e72f8ce \
+    --hash=sha256:147302878da387104b66bb4a8b0227d1d487e976ce41a8501916161072ed87b1 \
+    --hash=sha256:14ed654580c1ed2bc217352ec82f91b047aef82951aa71c7f64e0dcb03c0e180 \
+    --hash=sha256:16969c9d369c98eb084889c6e4d2d39b77c7eb38ceccf8da2a9fff62ae908980 \
+    --hash=sha256:19b72ed11572a2ee51a67a903afbe5af504f84ed6f529c0fe44b0ab3fb5cc697 \
+    --hash=sha256:231742b4a11dad8d5380a435962c57e91b7c37b79be858f4ef1c0df1a259897e \
+    --hash=sha256:25e4aed0312d292c09f61af25bba34e0b2c88546041472b09088c39a4d828af1 \
+    --hash=sha256:26a473dbb4162108b27901492546f83c76fdcea3d0eadff00ae7a07e18dcce09 \
+    --hash=sha256:277fefe9d76ee17eb14debf399e3533d4d63b5f677a4d3719eb763536af1f4bd \
+    --hash=sha256:2d057a602cdd19a0ad680417527c45b6961a095081c0f46fe0e03e304aac6470 \
+    --hash=sha256:32ef5f4283a3be81913947d19608eacb7c6608026851123790cd9cc8982af34b \
+    --hash=sha256:33d7d766701847dc6729846362dc27895d2f2d2251264f9d10e7cb9878194877 \
+    --hash=sha256:34fd2317602587321faab75ab76c623a0117e80841a6413654f04e47f339a8fb \
+    --hash=sha256:3513550321f8c8c811a7c3297b8a630e82dc08e4c10216d07703c997776236cd \
+    --hash=sha256:380cdce7ba24989af81d0a7013d0aaec5d0e2a21734c0e2681b1bc4f141957fe \
+    --hash=sha256:3a81d52442a7c99b3662333235b3adf96a1715864658b35bb797212be7bddb97 \
+    --hash=sha256:3ebca4179031ee716ed076ffadc29428e900512f6fccee8614c9983157fcf19c \
+    --hash=sha256:48ee05097750de0ff69ed5b7bbcf0732182fd57a24043dcc2a1da780a5ead3a5 \
+    --hash=sha256:4bab1b2d6141fe7b32ae71dac905666ece4f94936efbfb13d55bb7739a3a6021 \
+    --hash=sha256:4d4e98d6f3b8afed8bc8cd9718ec0cdf46661826beefb53fe8eafb37f2bf0362 \
+    --hash=sha256:4d7fde5501b944f83b3e665e1b31343ff6e154b15560a16b7130ea1e594a4206 \
+    --hash=sha256:4da3c38a2083ca4aaf9c2a36776cce3e9328e6647b10d118948f3cfb4913ffe4 \
+    --hash=sha256:4e39364e726a8fff737309aff059ff67d8a8c8d5b677be7bb49a8b3e84b7e218 \
+    --hash=sha256:4fd66214623f1b17501df9f0543bef0b833979ab5b6ded1e1d123222866aa8c9 \
+    --hash=sha256:4fef17e1f8722c11587a6ef18e35902450221da0028e65dbaaa543619e68e48f \
+    --hash=sha256:53b50b0e14084b8f7e29c5ce84c5af0f1160169b30d8a6914231d97d2fe297d4 \
+    --hash=sha256:57ea77fb70a448ce87d18fca050193202a3da5e54598f6501ca5476fb66cfe02 \
+    --hash=sha256:59e403b1cc5a676da8eaf31f6254801b7341b3e29efa85f92b48d272637e77be \
+    --hash=sha256:5b192c6cf397e4455b11523c5cf2b18ed084c1bbd61b6c0926344d2129481972 \
+    --hash=sha256:5f63aaf97afd9f6dec5b1a68e1b8da12bfccb4cb9a9a65c3e0b6c847849e7586 \
+    --hash=sha256:63e0efbc991250c0b3143488fa57d95affcabbfc63c99c48d625dd37779aafe2 \
+    --hash=sha256:6cc7923789694fd58f001cbcac7e47abc13af4d560ebbfcf3b41a8b1a0748124 \
+    --hash=sha256:71e63adb0e1f1ed5d9e168f50a91ceb93ae6420731d222dc7da5c69409aa47aa \
+    --hash=sha256:71f3db16e69b667b132e0f305a833d5497da302d801508cbb051ed9a9819da47 \
+    --hash=sha256:844417969855fc7a41be124aafe83dc424592a7f77cd4501900c67307122b92c \
+    --hash=sha256:8697ab6a080a5c46edaad50e2bc5bd8c7ca5c66442d24104fa44ec74910a8244 \
+    --hash=sha256:87e4d4ab280b0c87424d47695bec2182caf8cfc17879ea78dab76680194abc13 \
+    --hash=sha256:8aff7da9952a5ad1cef8e68017724d96c7b9a66e99e91d6252e1b133d67a7b10 \
+    --hash=sha256:8ecc30f10465fa1e0ce13fd01d9e22c316e5053a719a8d915d4545a09a5ff677 \
+    --hash=sha256:97d0d932803c1b164fde11cb542a9efcb1e0f63b184537cca65887147906ff48 \
+    --hash=sha256:97db4c94a7db398a5bd636273324f0b3fd58b350bbbac8bb380ceb825a9b40f4 \
+    --hash=sha256:9af678d6488357948f1f84c6cd1c1d397c014e1ae2f98ae082a44eb48f602624 \
+    --hash=sha256:9ef6fe90aadef185c7b128859f40beb24720b4ecea95379fc9000931179c3a49 \
+    --hash=sha256:9f78cf8fec5bd627f4082b8dfeac7871b43d7f3274904492a43dab39f18a19a0 \
+    --hash=sha256:a028425d1b440c5d92a6be1e1a020739dfe67ea87d96c6dbe828c1b30041728b \
+    --hash=sha256:a6082706765a95a6680d812e1daf1c0cfe8adec7831b3ff3b625693f3b461b1c \
+    --hash=sha256:a8f5f8bc7ce7d59f08d9f99fa510c06496164a24cb5f3d34537dbd9ca30132e2 \
+    --hash=sha256:aaea64f3f467d22e70eeed68bdccb3bc4f83f650446c4a03c59f2cba28a108db \
+    --hash=sha256:ace6c58523302d3b97b6ac5c38a5298a54b473762b6be82726b4265c41029f92 \
+    --hash=sha256:b3afcf569c15577a9fe64627292daa3e6b3a70f4fb77a5df246a87ec21681b94 \
+    --hash=sha256:b6ef1979adc4bc243523f1a2ba91418030a8e29b0a99cbe7e0e2d6807d4dce6e \
+    --hash=sha256:be4fa4f0af7fa18951f7ab3fc2148e223af211bf03f59e1c6034ec3f97f21d61 \
+    --hash=sha256:c2d3dc759490128c5c1711a53eeaa8ee1d437fd0038ffd2b6008abf46db3f882 \
+    --hash=sha256:c5d001196b89fa9cf0a4ab79766cd835b991a166e4b621ba95089edc50c429ff \
+    --hash=sha256:cce9127885941bd28f080cecf1f1d288336b7e0d812c345b08be88b572796254 \
+    --hash=sha256:cde1a448023ba7d5bb4c01c5afb48894380b5e4956e0627266526587ef4e535f \
+    --hash=sha256:d4087e5c0209a0a8efe4de3303c234b9c44d1174161dcd851e8eea07c7560b32 \
+    --hash=sha256:d8ea516b3726d190e1b4297e6f4e7a8650347ae053868a18163b4dd3641d1fff \
+    --hash=sha256:e30ab17845bb9fa54ccf67fa4f9f5282652d54faa6d17452f47d0f369d038673 \
+    --hash=sha256:e5c9b8f28e726e97d97696c826bc7bea5d71cecd63576dba92924a32c1961291 \
+    --hash=sha256:ea407d4ccf5891d667d045fecae97a7a1e5e87b3b97f97ae1803c2e741130be0 \
+    --hash=sha256:ea5c46eb2d3af39e806b986f4b09d5c2706a1f5afde3cbf7544ce6616127173c \
+    --hash=sha256:eebdbdeef0094e4f5aefa20dcd4eb2368ab5e7a3b4edea27f1e7b2892e009cf9 \
+    --hash=sha256:f01c4818b3fc9b0da8e096722a84318071eaa118df35f6ed2344da0e73a5444f \
+    --hash=sha256:f36b7f32c7c0db4a719f1fc5824db4a9c6f8bd1a354debb91faf26ebf3a4c71e \
+    --hash=sha256:f5d89a2ed90731df3be64bab0aa44f78bff39fdc9d71c291f4a8023aa46425b7 \
+    --hash=sha256:ffe02797b5e9f3a9d8292ddcd289b474ad13e81ad83cd1891a240811f1d2cb81
+    # via pymilvus
 packaging==26.2 \
     --hash=sha256:5fc45236b9446107ff2415ce77c807cee2862cb6fac22b8a73826d0693b0980e \
     --hash=sha256:ff452ff5a3e828ce110190feff1178bb1f2ea2281fa2075aadb987c2fb221661
     # via
     #   dask
     #   db-dtypes
+    #   faiss-cpu
     #   google-cloud-bigquery
     #   gunicorn
     #   hatchling
@@ -1996,163 +2110,160 @@ pathspec==1.1.1 \
     #   hatchling
     #   mypy
     #   scikit-build-core
-platformdirs==4.9.6 \
-    --hash=sha256:3bfa75b0ad0db84096ae777218481852c0ebc6c727b3168c1b9e0118e458cf0a \
-    --hash=sha256:e61adb1d5e5cb3441b4b7710bea7e4c12250ca49439228cc1021c00dcfac0917
+platformdirs==4.11.0 \
+    --hash=sha256:0555d18370482847566ffabcaa53ad7c6c1c29f195989ae1ed634a05f76ea1e0 \
+    --hash=sha256:360ccded2b7fce0af0ff80cc8f5942a1c5d99b0e856033acb030bfc634709e74
     # via snowflake-connector-python
 pluggy==1.6.0 \
     --hash=sha256:7dcc130b76258d33b90f61b658791dede3486c3e6bfb003ee5c9bfb396dd22f3 \
     --hash=sha256:e920276dd6813095e9377c0bc5566d94c932c33b27a3e3945d8389c374dd4746
     # via hatchling
-prometheus-client==0.25.0 \
-    --hash=sha256:5e373b75c31afb3c86f1a52fa1ad470c9aace18082d39ec0d2f918d11cc9ba28 \
-    --hash=sha256:d5aec89e349a6ec230805d0df882f3807f74fd6c1a2fa86864e3c2279059fed1
+prometheus-client==0.24.1 \
+    --hash=sha256:150db128af71a5c2482b36e588fc8a6b95e498750da4b17065947c16070f4055 \
+    --hash=sha256:7e0ced7fbbd40f7b84962d5d2ab6f17ef88a72504dcf7c0b40737b43b2a461f9
     # via feast (pyproject.toml)
-propcache==0.4.1 \
-    --hash=sha256:0002004213ee1f36cfb3f9a42b5066100c44276b9b72b4e1504cddd3d692e86e \
-    --hash=sha256:0013cb6f8dde4b2a2f66903b8ba740bdfe378c943c4377a200551ceb27f379e4 \
-    --hash=sha256:005f08e6a0529984491e37d8dbc3dd86f84bd78a8ceb5fa9a021f4c48d4984be \
-    --hash=sha256:031dce78b9dc099f4c29785d9cf5577a3faf9ebf74ecbd3c856a7b92768c3df3 \
-    --hash=sha256:05674a162469f31358c30bcaa8883cb7829fa3110bf9c0991fe27d7896c42d85 \
-    --hash=sha256:060b16ae65bc098da7f6d25bf359f1f31f688384858204fe5d652979e0015e5b \
-    --hash=sha256:120c964da3fdc75e3731aa392527136d4ad35868cc556fd09bb6d09172d9a367 \
-    --hash=sha256:15932ab57837c3368b024473a525e25d316d8353016e7cc0e5ba9eb343fbb1cf \
-    --hash=sha256:17612831fda0138059cc5546f4d12a2aacfb9e47068c06af35c400ba58ba7393 \
-    --hash=sha256:182b51b421f0501952d938dc0b0eb45246a5b5153c50d42b495ad5fb7517c888 \
-    --hash=sha256:1cdb7988c4e5ac7f6d175a28a9aa0c94cb6f2ebe52756a3c0cda98d2809a9e37 \
-    --hash=sha256:1eb2994229cc8ce7fe9b3db88f5465f5fd8651672840b2e426b88cdb1a30aac8 \
-    --hash=sha256:1f0978529a418ebd1f49dad413a2b68af33f85d5c5ca5c6ca2a3bed375a7ac60 \
-    --hash=sha256:204483131fb222bdaaeeea9f9e6c6ed0cac32731f75dfc1d4a567fc1926477c1 \
-    --hash=sha256:296f4c8ed03ca7476813fe666c9ea97869a8d7aec972618671b33a38a5182ef4 \
-    --hash=sha256:2ad890caa1d928c7c2965b48f3a3815c853180831d0e5503d35cf00c472f4717 \
-    --hash=sha256:2b16ec437a8c8a965ecf95739448dd938b5c7f56e67ea009f4300d8df05f32b7 \
-    --hash=sha256:2bb07ffd7eaad486576430c89f9b215f9e4be68c4866a96e97db9e97fead85dc \
-    --hash=sha256:333ddb9031d2704a301ee3e506dc46b1fe5f294ec198ed6435ad5b6a085facfe \
-    --hash=sha256:357f5bb5c377a82e105e44bd3d52ba22b616f7b9773714bff93573988ef0a5fb \
-    --hash=sha256:35c3277624a080cc6ec6f847cbbbb5b49affa3598c4535a0a4682a697aaa5c75 \
-    --hash=sha256:364426a62660f3f699949ac8c621aad6977be7126c5807ce48c0aeb8e7333ea6 \
-    --hash=sha256:381914df18634f5494334d201e98245c0596067504b9372d8cf93f4bb23e025e \
-    --hash=sha256:3d233076ccf9e450c8b3bc6720af226b898ef5d051a2d145f7d765e6e9f9bcff \
-    --hash=sha256:3d902a36df4e5989763425a8ab9e98cd8ad5c52c823b34ee7ef307fd50582566 \
-    --hash=sha256:3f7124c9d820ba5548d431afb4632301acf965db49e666aa21c305cbe8c6de12 \
-    --hash=sha256:405aac25c6394ef275dee4c709be43745d36674b223ba4eb7144bf4d691b7367 \
-    --hash=sha256:41a89040cb10bd345b3c1a873b2bf36413d48da1def52f268a055f7398514874 \
-    --hash=sha256:43eedf29202c08550aac1d14e0ee619b0430aaef78f85864c1a892294fbc28cf \
-    --hash=sha256:473c61b39e1460d386479b9b2f337da492042447c9b685f28be4f74d3529e566 \
-    --hash=sha256:49a2dc67c154db2c1463013594c458881a069fcf98940e61a0569016a583020a \
-    --hash=sha256:4b536b39c5199b96fc6245eb5fb796c497381d3942f169e44e8e392b29c9ebcc \
-    --hash=sha256:4c3c70630930447f9ef1caac7728c8ad1c56bc5015338b20fed0d08ea2480b3a \
-    --hash=sha256:4d3df5fa7e36b3225954fba85589da77a0fe6a53e3976de39caf04a0db4c36f1 \
-    --hash=sha256:4d7af63f9f93fe593afbf104c21b3b15868efb2c21d07d8732c0c4287e66b6a6 \
-    --hash=sha256:501d20b891688eb8e7aa903021f0b72d5a55db40ffaab27edefd1027caaafa61 \
-    --hash=sha256:521a463429ef54143092c11a77e04056dd00636f72e8c45b70aaa3140d639726 \
-    --hash=sha256:5558992a00dfd54ccbc64a32726a3357ec93825a418a401f5cc67df0ac5d9e49 \
-    --hash=sha256:55c72fd6ea2da4c318e74ffdf93c4fe4e926051133657459131a95c846d16d44 \
-    --hash=sha256:564d9f0d4d9509e1a870c920a89b2fec951b44bf5ba7d537a9e7c1ccec2c18af \
-    --hash=sha256:580e97762b950f993ae618e167e7be9256b8353c2dcd8b99ec100eb50f5286aa \
-    --hash=sha256:5a103c3eb905fcea0ab98be99c3a9a5ab2de60228aa5aceedc614c0281cf6153 \
-    --hash=sha256:5c3310452e0d31390da9035c348633b43d7e7feb2e37be252be6da45abd1abcc \
-    --hash=sha256:5d4e2366a9c7b837555cf02fb9be2e3167d333aff716332ef1b7c3a142ec40c5 \
-    --hash=sha256:5fd37c406dd6dc85aa743e214cef35dc54bbdd1419baac4f6ae5e5b1a2976938 \
-    --hash=sha256:60a8fda9644b7dfd5dece8c61d8a85e271cb958075bfc4e01083c148b61a7caf \
-    --hash=sha256:66c1f011f45a3b33d7bcb22daed4b29c0c9e2224758b6be00686731e1b46f925 \
-    --hash=sha256:671538c2262dadb5ba6395e26c1731e1d52534bfe9ae56d0b5573ce539266aa8 \
-    --hash=sha256:678ae89ebc632c5c204c794f8dab2837c5f159aeb59e6ed0539500400577298c \
-    --hash=sha256:67fad6162281e80e882fb3ec355398cf72864a54069d060321f6cd0ade95fe85 \
-    --hash=sha256:6918ecbd897443087a3b7cd978d56546a812517dcaaca51b49526720571fa93e \
-    --hash=sha256:6f6ff873ed40292cd4969ef5310179afd5db59fdf055897e282485043fc80ad0 \
-    --hash=sha256:6f8b465489f927b0df505cbe26ffbeed4d6d8a2bbc61ce90eb074ff129ef0ab1 \
-    --hash=sha256:71b749281b816793678ae7f3d0d84bd36e694953822eaad408d682efc5ca18e0 \
-    --hash=sha256:74c1fb26515153e482e00177a1ad654721bf9207da8a494a0c05e797ad27b992 \
-    --hash=sha256:7c2d1fa3201efaf55d730400d945b5b3ab6e672e100ba0f9a409d950ab25d7db \
-    --hash=sha256:824e908bce90fb2743bd6b59db36eb4f45cd350a39637c9f73b1c1ea66f5b75f \
-    --hash=sha256:8326e144341460402713f91df60ade3c999d601e7eb5ff8f6f7862d54de0610d \
-    --hash=sha256:8873eb4460fd55333ea49b7d189749ecf6e55bf85080f11b1c4530ed3034cba1 \
-    --hash=sha256:89eb3fa9524f7bec9de6e83cf3faed9d79bffa560672c118a96a171a6f55831e \
-    --hash=sha256:8c9b3cbe4584636d72ff556d9036e0c9317fa27b3ac1f0f558e7e84d1c9c5900 \
-    --hash=sha256:8e57061305815dfc910a3634dcf584f08168a8836e6999983569f51a8544cd89 \
-    --hash=sha256:929d7cbe1f01bb7baffb33dc14eb5691c95831450a26354cd210a8155170c93a \
-    --hash=sha256:92d1935ee1f8d7442da9c0c4fa7ac20d07e94064184811b685f5c4fada64553b \
-    --hash=sha256:948dab269721ae9a87fd16c514a0a2c2a1bdb23a9a61b969b0f9d9ee2968546f \
-    --hash=sha256:981333cb2f4c1896a12f4ab92a9cc8f09ea664e9b7dbdc4eff74627af3a11c0f \
-    --hash=sha256:990f6b3e2a27d683cb7602ed6c86f15ee6b43b1194736f9baaeb93d0016633b1 \
-    --hash=sha256:99d43339c83aaf4d32bda60928231848eee470c6bda8d02599cc4cebe872d183 \
-    --hash=sha256:9a0bd56e5b100aef69bd8562b74b46254e7c8812918d3baa700c8a8009b0af66 \
-    --hash=sha256:9a52009f2adffe195d0b605c25ec929d26b36ef986ba85244891dee3b294df21 \
-    --hash=sha256:9d2b6caef873b4f09e26ea7e33d65f42b944837563a47a94719cc3544319a0db \
-    --hash=sha256:9f302f4783709a78240ebc311b793f123328716a60911d667e0c036bc5dcbded \
-    --hash=sha256:a0ee98db9c5f80785b266eb805016e36058ac72c51a064040f2bc43b61101cdb \
-    --hash=sha256:a129e76735bc792794d5177069691c3217898b9f5cee2b2661471e52ffe13f19 \
-    --hash=sha256:a78372c932c90ee474559c5ddfffd718238e8673c340dc21fe45c5b8b54559a0 \
-    --hash=sha256:a9695397f85973bb40427dedddf70d8dc4a44b22f1650dd4af9eedf443d45165 \
-    --hash=sha256:ab08df6c9a035bee56e31af99be621526bd237bea9f32def431c656b29e41778 \
-    --hash=sha256:ab2943be7c652f09638800905ee1bab2c544e537edb57d527997a24c13dc1455 \
-    --hash=sha256:ab4c29b49d560fe48b696cdcb127dd36e0bc2472548f3bf56cc5cb3da2b2984f \
-    --hash=sha256:af223b406d6d000830c6f65f1e6431783fc3f713ba3e6cc8c024d5ee96170a4b \
-    --hash=sha256:af2a6052aeb6cf17d3e46ee169099044fd8224cbaf75c76a2ef596e8163e2237 \
-    --hash=sha256:bcc9aaa5d80322bc2fb24bb7accb4a30f81e90ab8d6ba187aec0744bc302ad81 \
-    --hash=sha256:c07fda85708bc48578467e85099645167a955ba093be0a2dcba962195676e859 \
-    --hash=sha256:c0d4b719b7da33599dfe3b22d3db1ef789210a0597bc650b7cee9c77c2be8c5c \
-    --hash=sha256:c0ef0aaafc66fbd87842a3fe3902fd889825646bc21149eafe47be6072725835 \
-    --hash=sha256:c2b5e7db5328427c57c8e8831abda175421b709672f6cfc3d630c3b7e2146393 \
-    --hash=sha256:c30b53e7e6bda1d547cabb47c825f3843a0a1a42b0496087bb58d8fedf9f41b5 \
-    --hash=sha256:c80ee5802e3fb9ea37938e7eecc307fb984837091d5fd262bb37238b1ae97641 \
-    --hash=sha256:c9b822a577f560fbd9554812526831712c1436d2c046cedee4c3796d3543b144 \
-    --hash=sha256:cae65ad55793da34db5f54e4029b89d3b9b9490d8abe1b4c7ab5d4b8ec7ebf74 \
-    --hash=sha256:cb2d222e72399fcf5890d1d5cc1060857b9b236adff2792ff48ca2dfd46c81db \
-    --hash=sha256:cbc3b6dfc728105b2a57c06791eb07a94229202ea75c59db644d7d496b698cac \
-    --hash=sha256:cd547953428f7abb73c5ad82cbb32109566204260d98e41e5dfdc682eb7f8403 \
-    --hash=sha256:cfc27c945f422e8b5071b6e93169679e4eb5bf73bbcbf1ba3ae3a83d2f78ebd9 \
-    --hash=sha256:d472aeb4fbf9865e0c6d622d7f4d54a4e101a89715d8904282bb5f9a2f476c3f \
-    --hash=sha256:d62cdfcfd89ccb8de04e0eda998535c406bf5e060ffd56be6c586cbcc05b3311 \
-    --hash=sha256:d82ad62b19645419fe79dd63b3f9253e15b30e955c0170e5cebc350c1844e581 \
-    --hash=sha256:d8f353eb14ee3441ee844ade4277d560cdd68288838673273b978e3d6d2c8f36 \
-    --hash=sha256:daede9cd44e0f8bdd9e6cc9a607fc81feb80fae7a5fc6cecaff0e0bb32e42d00 \
-    --hash=sha256:db65d2af507bbfbdcedb254a11149f894169d90488dd3e7190f7cdcb2d6cd57a \
-    --hash=sha256:dee69d7015dc235f526fe80a9c90d65eb0039103fe565776250881731f06349f \
-    --hash=sha256:e153e9cd40cc8945138822807139367f256f89c6810c2634a4f6902b52d3b4e2 \
-    --hash=sha256:e35b88984e7fa64aacecea39236cee32dd9bd8c55f57ba8a75cf2399553f9bd7 \
-    --hash=sha256:e53f3a38d3510c11953f3e6a33f205c6d1b001129f972805ca9b42fc308bc239 \
-    --hash=sha256:e9b0d8d0845bbc4cfcdcbcdbf5086886bc8157aa963c31c777ceff7846c77757 \
-    --hash=sha256:ec17c65562a827bba85e3872ead335f95405ea1674860d96483a02f5c698fa72 \
-    --hash=sha256:ecef2343af4cc68e05131e45024ba34f6095821988a9d0a02aa7c73fcc448aa9 \
-    --hash=sha256:ed5a841e8bb29a55fb8159ed526b26adc5bdd7e8bd7bf793ce647cb08656cdf4 \
-    --hash=sha256:ee17f18d2498f2673e432faaa71698032b0127ebf23ae5974eeaf806c279df24 \
-    --hash=sha256:f048da1b4f243fc44f205dfd320933a951b8d89e0afd4c7cacc762a8b9165207 \
-    --hash=sha256:f10207adf04d08bec185bae14d9606a1444715bc99180f9331c9c02093e1959e \
-    --hash=sha256:f1d2f90aeec838a52f1c1a32fe9a619fefd5e411721a9117fbf82aea638fe8a1 \
-    --hash=sha256:f48107a8c637e80362555f37ecf49abe20370e557cc4ab374f04ec4423c97c3d \
-    --hash=sha256:f7ee0e597f495cf415bcbd3da3caa3bd7e816b74d0d52b8145954c5e6fd3ff37 \
-    --hash=sha256:f93243fdc5657247533273ac4f86ae106cc6445a0efacb9a1bfe982fcfefd90c \
-    --hash=sha256:f95393b4d66bfae908c3ca8d169d5f79cd65636ae15b5e7a4f6e67af675adb0e \
-    --hash=sha256:fc38cba02d1acba4e2869eef1a57a43dfbd3d49a59bf90dda7444ec2be6a5570 \
-    --hash=sha256:fd0858c20f078a32cf55f7e81473d96dcf3b93fd2ccdb3d40fdf54b8573df3af \
-    --hash=sha256:fd138803047fb4c062b1c1dd95462f5209456bfab55c734458f15d11da288f8f \
-    --hash=sha256:fd2dbc472da1f772a4dae4fa24be938a6c544671a912e30529984dd80400cd88 \
-    --hash=sha256:fd6f30fdcf9ae2a70abd34da54f18da086160e4d7d9251f81f3da0ff84fc5a48 \
-    --hash=sha256:fe49d0a85038f36ba9e3ffafa1103e61170b28e95b16622e11be0a0ea07c6781
+propcache==0.5.2 \
+    --hash=sha256:01c4fc7480cd0598bb4b57022df55b9ca296da7fc5a8760bd8451a7e63a7d427 \
+    --hash=sha256:04dc2390d9edbbaef7461f33322555976ffddf0b650a038649d026358714e6c5 \
+    --hash=sha256:06187263ddad280d05b4d8a8b3bb7d164cbebd469236544a42e6d9b28ac6a4fa \
+    --hash=sha256:0958834041a0166d343b8d2cedcd8bcbaeb4fdbe0cf08320c5379f143c3be6e7 \
+    --hash=sha256:099aaf4b4d1a02265b92a977edf00b5c4f63b3b17ac6de39b0d637c9cac0188a \
+    --hash=sha256:0d2c9bf8528f135dbb805ce027567e09164f7efa51a2be07458a2c0420f292d0 \
+    --hash=sha256:0fd59b5af35f74da48d905dcbad55449ba13be91823cb05a9bd590bbf5b61660 \
+    --hash=sha256:10734b5484ea113152ee25a91dccedf81631791805d2c9ccb054958e51842c94 \
+    --hash=sha256:13fef48778b5a2a756523fdb781326b028ca75e32858b04f2cdd19f394564917 \
+    --hash=sha256:178b4a2cdaac1818e2bf1c5a99b94383fa73ea5382e032a48dec07dc5668dc42 \
+    --hash=sha256:196913dea116aeb5a2ba95af4ddcb7ea85559ae07d8eee8751688310d09168c3 \
+    --hash=sha256:1b31822f4474c4036bae62de9402710051d431a606d6a0f907fec79935a071aa \
+    --hash=sha256:1ca071adabaab6e9219924bbe00af821f1ee7de113a9eca1cdc292de3d120f4d \
+    --hash=sha256:1d1ad32d9d4355e2be65574fd0bfd3677e7066b009cd5b9b2dee8aa6a6393b33 \
+    --hash=sha256:1dbcf7675229b35d31abb6547d8ebc8c27a830ac3f9a794edff6254873ec7c0a \
+    --hash=sha256:2293949b855ce597f2826452d17c2d545fb5622379c4ea6fdf525e9b8e8a2511 \
+    --hash=sha256:26a4dca084132874e639895c3135dfad5eb20bae209f62d1aeb31b03e601c3c0 \
+    --hash=sha256:2800a4a8ead6b28cccd1ec54b59346f0def7922ee1c7598e8499c733cfbb7c84 \
+    --hash=sha256:29cbaac5ea0212663e6845e04b5e188d5a6ae6dd919810ac835bf1d3b42c3f4c \
+    --hash=sha256:29f9309a2e42b0d273be006fdb4be2d6c39a47f6f57d8fb1cf9f81481df81b66 \
+    --hash=sha256:2d7aa89ebca5acc98cba9d1472d976e394782f587bad6661003602a619fd1821 \
+    --hash=sha256:2f22cbbac9e26a8e864c0985ff1268d5d939d53d9d9411a9824279097e03a2cb \
+    --hash=sha256:2f8ea531c794b9d6274acd4e8d2c2ebcac590a4361d27482edd3010b79f1325e \
+    --hash=sha256:3115559b8effafd63b142ea5ed53d63a16ea6469cbc63dce4ee194b42db5d853 \
+    --hash=sha256:32775082acd2d807ee3db715c7770d38767b817870acfa08c29e057f3c4d5b56 \
+    --hash=sha256:3430bb2bfe1331885c427745a751e774ee679fd4344f80b97bf879815fe8fa55 \
+    --hash=sha256:3b199b9b2b3d6a7edf3183ba8a9a137a22b97f7df525feb5ae1eccf026d2a9c6 \
+    --hash=sha256:40314bca9ac559716fe374094fc81c11dcc34b64fd6c585360f5775690505704 \
+    --hash=sha256:44e488ef40dbb452700b2b1f8188934121f6648f52c295055662d2191959ff82 \
+    --hash=sha256:452b5065457eb9991ec5eb38ff41d6cd4c991c9ac7c531c4d5849ae473a9a13f \
+    --hash=sha256:45f11346f884bc47444f6e6647131055844134c3175b629f84952e2b5cd62b64 \
+    --hash=sha256:46088abff4cba581dea21ae0467a480526cb25aa5f3c269e909f800328bc3999 \
+    --hash=sha256:4621064bbf28fa77ff64dd5d94367c04684c67d3a5bf1dff25f0cd0d98a38f3b \
+    --hash=sha256:4bc8ff1feffc6a61c7002ffe84634c41b822e104990ae009f44a0834430070bb \
+    --hash=sha256:4db0ba63d693afd40d249bd93f842b5f144f8fcbb83de05660373bcf30517b1d \
+    --hash=sha256:51f96d685ab16e88cab128cd37a52c5da540809c8b879fa047731bfcb4ad35a4 \
+    --hash=sha256:54adaa85a22078d1e306304a40984dc5be99d599bf3dc0a24dc98f7daeab89ab \
+    --hash=sha256:552ffadf6ad409844bc5919c42a0a83d88314cedddaea0e41e80a8b8fffe881f \
+    --hash=sha256:5538d2c13d93e4698af7e092b57bc7298fd35d1d58e656ae18f23ee0d0378e03 \
+    --hash=sha256:5570dbcc97571c15f68068e529c92715a12f8d54030e272d264b377e22bd17a5 \
+    --hash=sha256:5671d09a36b06d0fd4a3da0fccbcae360e9b1570924171a15e9e0997f0249fba \
+    --hash=sha256:583c19759d9eec1e5b69e2fbef36a7d9c326041be9746cb822d335c8cedc2979 \
+    --hash=sha256:5aaa2b923c1944ac8febd6609cb373540a5563e7cbcb0fd770f75dace2eb817b \
+    --hash=sha256:5dbc581d2814337da56222fab8dc5f161cd798a434e49bac27930aaef798e144 \
+    --hash=sha256:5fcb98e7598b1ee0addab320d90f65b530297a867dbfe9de52ea838077e16e3d \
+    --hash=sha256:6041d31504dc1779d700e1edcfb08eea334b357620b06681a4eabb57a74e574e \
+    --hash=sha256:66ea454f095ddf5b6b14f56c064c0941c4788be11e18d2464cf643bf7203ff67 \
+    --hash=sha256:68ce1c44c7a813a7f71ea04315a8c7b330b63db99d059a797a4651bb6f69f117 \
+    --hash=sha256:6a997d0489e9668a384fcfd5061b857aa5361de73191cac204d04b889cfbbafa \
+    --hash=sha256:6bf3be92233808fcd338eba0fb4d0b59ec5772af4f4ecfcec450d1bfc0f8b5eb \
+    --hash=sha256:6de8bd93ddde9b992cf2b2e0d796d501a19026b5b9fd87356d7d0779531a8d96 \
+    --hash=sha256:6e7b8719005dd1175be4ab1cd25e9b98659a5e0347331506ec6760d2773a7fb5 \
+    --hash=sha256:6f328175a2cde1f0ff2c4ed8ce968b9dcfb55f3a7153f39e2957ed994da13476 \
+    --hash=sha256:72d61e16dd78228b58c5d47be830ff3da7e5f139abdf0aef9d86cde1c5cf2191 \
+    --hash=sha256:74b70780220e2dd89175ca24b81b68b67c83db499ae611e7f2313cb329801c78 \
+    --hash=sha256:79aa3ff0a9b566633b642fa9caf7e21ed1c13d6feca718187873f199e1514078 \
+    --hash=sha256:7afa37062e6650640e932e4cc9297d81f9f42d9944029cc386b8247dea4da837 \
+    --hash=sha256:80168e2ebe4d3ec6599d10ad8f520304ae1cad9b6c5a95372aef1b66b7bfb53a \
+    --hash=sha256:806719138ecd720339a12410fb9614ac9b2b2d3a5fdf8235d56981c36f4039ba \
+    --hash=sha256:8114f28879e0904748e831c3a7774261bd9e75f49be089f389a76f959dcd13fe \
+    --hash=sha256:81e3a30b0bb60caa22033dd0f8a3618d1d67356212514f62c57db75cb0ef410c \
+    --hash=sha256:823581fd5cb08b12a48bfa11fe962a7916766b6170c17b028fbdf762b85eb9bf \
+    --hash=sha256:85341b12b9d55bad0bded24cac341bb34289469e03a11f3f583ea1cc1db0326c \
+    --hash=sha256:857187f381f88c8e2fa2fe56ab94879d011b883d5a2ee5a1b60a8cd2a06846d9 \
+    --hash=sha256:8a90efd5777e996e42d568db9ac740b944d691e565cbfd31b2f7832f9184b2b8 \
+    --hash=sha256:8b73ab70f1a3351fbc71f663b3e645af6dd0329100c353081cf69c37433fc6fe \
+    --hash=sha256:8c7972d8f193740d9175f0998ab38717e6cd322d5935c5b0fef8c0d323fd9031 \
+    --hash=sha256:8e778ebd44ef4f66ed60a0416b06b489687db264a9c0b3620362f26489492913 \
+    --hash=sha256:9282fb1a3bccd038da9f768b927b24a0c753e466c086b7c4f3c6982851eefb2d \
+    --hash=sha256:949c91d1a990cf3b2e8188dfcfb25005e0b834a06c63fa4ef9f360878ce21ecf \
+    --hash=sha256:95f1e3f4760d404b13c9976c0229b2b49a3c8e2c62a9ce92efdd2b11ada75e3f \
+    --hash=sha256:97797ebb098e670a2f92dd66f32897e30d7615b14e7f59711de23e30a9072539 \
+    --hash=sha256:a0e399a2eccb91ed18721f86aa85757727400b6865c89e88934781deb9c8498b \
+    --hash=sha256:a473b3440261e0c60706e732b2ed2f517857344fc21bf48fdfe211e2d98eb285 \
+    --hash=sha256:a4840ab0ae0216d952f4b53dc6d0b992bfc2bedbfe360bdd9b548bc184c08959 \
+    --hash=sha256:a592f5f3da71c8691c788c13cb6734b6d17663d2e1cb8caddf0673d01ef8847d \
+    --hash=sha256:a6ae2198be502c10f09b2516e7b5d019816924bc3183a43ce792a7bd6625e6f4 \
+    --hash=sha256:a6ddc6ac9e25de626c1f129c1b467d7ecd33ce2237d3fd0c4e429feef0a7ee1f \
+    --hash=sha256:acd2c8edba48e31e58a363b8cf4e5c7db3b04b3f9e371f601df30d9b0d244836 \
+    --hash=sha256:b05d643f944a8c3c4bd86d65ffd87bf3264b617f87791940302bc474d2ff5274 \
+    --hash=sha256:b96db7141a592cbc968daf1feea83a118e6ab378af4abbc72b248c895414c22d \
+    --hash=sha256:ba338430e87ceb9c8f0cf754de38a9860560261e56c00376debd628698a7364f \
+    --hash=sha256:ba57fffe4ac99c5d30076161b5866336d97600769bad35cc68f7774b15298a4e \
+    --hash=sha256:be1ddfcbb376e3de5d2e2db1d58d6d67463e6b4f9f040c000de8e300295465fe \
+    --hash=sha256:c0cb9ed24c8964e172768d455a38254c2dd8a552905729ce006cad3d3dda59b1 \
+    --hash=sha256:c60462af8e6dc30c35407c7237ea908d777b22862bbee27bc4699c0d8bcdc45a \
+    --hash=sha256:c66afea89b1e43725731d2004732a046fe6fe955d51f952c3e95a7314a284a39 \
+    --hash=sha256:c6844ba6364fb12f403928a82cfd295ab103a2b315c77c747b2dbe4a41894ea7 \
+    --hash=sha256:c80f4ba3e8f00189165999a742ee526ebeccedf6c3f7beb0c7df821e9772435a \
+    --hash=sha256:cafca7e56c12bb02ae16d283742bef25a61122e9dab2b5b3f2ccbe589ce32164 \
+    --hash=sha256:cc1177027eda740fdb152706bd215a3f124e3eea15afc39f2cb9fe351b50619e \
+    --hash=sha256:cc49723e2f60d6b32a0f0b08a3fd6d13203c07f1cd9566cfce0f12a917c967a2 \
+    --hash=sha256:cc6fc3cc62e8501d3ed62894425040d2728ecddb1ed072737a5c70bd537aa9f0 \
+    --hash=sha256:cd416c1de191973c52ff1a12a57446bfc7642797b282d7caf2162d7d1b8aa9a0 \
+    --hash=sha256:cd645f03898405cabe694fb8bc35241e3a9c332ec85627584fe3de201452b335 \
+    --hash=sha256:cef6cea3922890dd6c9654971001fa797b526c16ab5e1e46c05fd6f877be7568 \
+    --hash=sha256:cfa21e036ce1e1db2be04ba3b85d2df1bb1702fa01932d984c5464c665228ff4 \
+    --hash=sha256:d0326e2e5e1f3163fa306c834e48e8d490e5fae607a097a40c0648109b47ba80 \
+    --hash=sha256:d310c013aad2c72f1c3f2f8dd3279d460a858c551f97aeb8c63e4693cca7b4d2 \
+    --hash=sha256:d447bb0b3054be5818458fbb171208b1d9ff11eba14e18ca18b90cbb45767370 \
+    --hash=sha256:d4dc37dec6c6cdad0b57881a5658fd14fbf53e333b1a86cf86559f190e1d9ec4 \
+    --hash=sha256:d5a81be28596d6559f6131ef33e10200de6e17643b3c74ce03f9eb103be6ae8b \
+    --hash=sha256:d9ee8826a7d47863a08ac44e1a5f611a462eefc3a194b492da242128bec75b42 \
+    --hash=sha256:db2b80ea58eab4f86b2beec3cc8b39e8ff9276ac20e96b7cce43c8ae84cd6b5a \
+    --hash=sha256:decfca4c79dd53ebab484b00cc4b6717d8c369f86e74aa4ca395a64ac651495e \
+    --hash=sha256:dfed59d0a5aeb01e242e66ff0300bc4a265a7c05f612d30016f0b60b1017d757 \
+    --hash=sha256:e00820e192c8dbebcafb383ebbf99030895f09905e7a0eb2e0340a0bcc2bc825 \
+    --hash=sha256:e4294d04a94dcab1b3bccd8b66d962dcad411a1d19414b2a41d1445f1de32ad0 \
+    --hash=sha256:e59bc9e66329185b93dab73f210f1a37f81cb40f321501db8017c9aea15dba27 \
+    --hash=sha256:e5cbfac9f61484f7e9f3597775500cd3ebe8274e9b050c38f9525c77c97520bf \
+    --hash=sha256:f064f8d2b59177878b7615df1735cd8fe3462ed6be8c7b217d17a276489c2b7f \
+    --hash=sha256:f156a3529f38063b6dbaf356e15602a7f95f8055b1295a438433a6386f10463d \
+    --hash=sha256:f19bb891234d72535764d703bfed1153cc34f4214d5bd7150aee1eec9e8f4366 \
+    --hash=sha256:f7467da8a9822bf1a55336f877340c5bcbd3c482afc43a99771169f74a26dedc \
+    --hash=sha256:f78abfa8dfc32376fd1aacf597b2f2fbbe0ea751419aee718af5d4f82537ef8c \
+    --hash=sha256:f7eabc04151c78a9f4d5bbb5f1faf571e4defeb4b585e0fe95b60ff2dbe4d3d7 \
+    --hash=sha256:f814362777a9f841adddb200ecdf8f5cb1e5a3c4b7a86378edbd6ccb26edd702 \
+    --hash=sha256:fc299c129490f55f254cd90be0deca4764e36e9a7c08b4aa588479a3bbed3098 \
+    --hash=sha256:fc76378c62a0f04d0cd82fbb1a2cd2d7e28fcb40d5873f28a6c44e388aaa2751 \
+    --hash=sha256:fc88b26f08d634f7bc819a7852e5214f5802641ab8d9fd5326892292eee1993e \
+    --hash=sha256:fe67a3d11cd9b4efabfa45c3d00ffba2b26811442a73a581a94b67c2b5faccf6
     # via
     #   aiohttp
     #   yarl
-proto-plus==1.27.2 \
-    --hash=sha256:6432f75893d3b9e70b9c412f1d2f03f65b11fb164b793d14ae2ca01821d22718 \
-    --hash=sha256:b2adde53adadf75737c44d3dcb0104fde65250dfc83ad59168b4aa3e574b6a24
+proto-plus==1.28.2 \
+    --hash=sha256:26d843eb99c1e32fdf1d20ff0faae56607f7748fe774acf9ecd5cfe6c6472501 \
+    --hash=sha256:b874236fcac2358f601e4330bcb76cb8b89c851303ccf4078408b3d4774d1c52
     # via
     #   google-api-core
     #   google-cloud-bigquery-storage
     #   google-cloud-bigtable
     #   google-cloud-datastore
-protobuf==6.33.6 \
-    --hash=sha256:0cd27b587afca21b7cfa59a74dcbd48a50f0a6400cfb59391340ad729d91d326 \
-    --hash=sha256:77179e006c476e69bf8e8ce866640091ec42e1beb80b213c3900006ecfba6901 \
-    --hash=sha256:7d29d9b65f8afef196f8334e80d6bc1d5d4adedb449971fefd3723824e6e77d3 \
-    --hash=sha256:9720e6961b251bde64edfdab7d500725a2af5280f3f4c87e57c0208376aa8c3a \
-    --hash=sha256:a6768d25248312c297558af96a9f9c929e8c4cee0659cb07e780731095f38135 \
-    --hash=sha256:bd56799fb262994b2c2faa1799693c95cc2e22c62f56fb43af311cae45d26f0e \
-    --hash=sha256:c96c37eec15086b79762ed265d59ab204dabc53056e3443e702d2681f4b39ce3 \
-    --hash=sha256:e2afbae9b8e1825e3529f88d514754e094278bb95eadc0e199751cdd9a2e82a2 \
-    --hash=sha256:e9db7e292e0ab79dd108d7f1a94fe31601ce1ee3f7b79e0692043423020b0593 \
-    --hash=sha256:f443a394af5ed23672bc6c486be138628fbe5c651ccbc536873d7da23d1868cf
+protobuf==7.35.1 \
+    --hash=sha256:11d6b0ec246892d85215b0a13ca6e0233cf5284b68f0ac02646427f4ff88a799 \
+    --hash=sha256:230a75ddfc2de4806e56696ce9640c1cdfdb6543b7cfce98d42a4c0a0e7bdb87 \
+    --hash=sha256:24f857477359a85c0c235261b8ba905fd51b2562f4a64ca1df5473f29850cbf6 \
+    --hash=sha256:353652e4efd0bca5b5fc2656abf8307ef351f0cf938c9eba09f0e09c20a25c30 \
+    --hash=sha256:4bc97768d8fe4ad6743c8a19403e314511ed9f6d13205b687e52421c023ac1b9 \
+    --hash=sha256:74758715c53d7158fb76caf4f0cfdacc5329a4b1bb994f865d6cf302d413a1c4 \
+    --hash=sha256:b73f9489a4b8b1c9cb1f8ed951c736392592edb24b9d6819f36d2e10b171d5b4 \
+    --hash=sha256:ce115a26fe0c39a2c29973d914d327e516a6455464489fe3cd1e51a1b354f81a
     # via
     #   feast (pyproject.toml)
     #   google-api-core
@@ -2191,83 +2302,77 @@ psutil==7.2.2 \
     # via
     #   feast (pyproject.toml)
     #   pandas-gbq
-psycopg[c, pool]==3.2.5 \
-    --hash=sha256:b782130983e5b3de30b4c529623d3687033b4dafa05bb661fc6bf45837ca5879 \
-    --hash=sha256:f5f750611c67cb200e85b408882f29265c66d1de7f813add4f8125978bfd70e8
+psycopg[c, pool]==3.3.4 \
+    --hash=sha256:b6bbc25ccf05c8fad3b061d9db2ef0909a555171b84b07f29458a447253d679a \
+    --hash=sha256:e21207764952cff81b6b8bdacad9a3939f2793367fdac2987b3aac36a651b5bc
     # via feast (pyproject.toml)
-psycopg-c==3.2.5 \
-    --hash=sha256:57ad4cfd28de278c424aaceb1f2ad5c7910466e315dfe84e403f3c7a0a2ce81b
+psycopg-c==3.3.4 \
+    --hash=sha256:ed8106128b2d04359c185fc9641b4409abfce4d0b6fb1d1ff6800646e27f1a22
     # via psycopg
-psycopg-pool==3.3.0 \
-    --hash=sha256:2e44329155c410b5e8666372db44276a8b1ebd8c90f1c3026ebba40d4bc81063 \
-    --hash=sha256:fa115eb2860bd88fce1717d75611f41490dec6135efb619611142b24da3f6db5
+psycopg-pool==3.3.1 \
+    --hash=sha256:2af5b432941c4c9ad5c87b3fa410aec910ec8f7c122855897983a06c45f2e4b5 \
+    --hash=sha256:b10b10b7a175d5cc1592147dc5b7eec8a9e0834eb3ed2c4a92c858e2f51eb63c
     # via psycopg
-pyarrow==24.0.0 \
-    --hash=sha256:02b001b3ed4723caa44f6cd1af2d5c86aa2cf9971dacc2ffa55b21237713dfba \
-    --hash=sha256:04920d6a71aabd08a0417709efce97d45ea8e6fb733d9ca9ecffb13c67839f68 \
-    --hash=sha256:0b3537c00fb8d384f15ac1e79b6eb6db04a16514c8c1d22e59a9b95c8ba42868 \
-    --hash=sha256:1183baeb14c5f587b1ec52831e665718ce632caab84b7cd6b85fd44f96114495 \
-    --hash=sha256:14e31a3c9e35f1ab6356c6378f6f72830e6d2d5f1791df3774a7b097d18a6a1e \
-    --hash=sha256:1617043b99bd33e5318ae18eb2919af09c71322ef1ca46566cdafc6e6712fb66 \
-    --hash=sha256:1a4e45017efbf115032e4475ee876d525e0e36c742214fbe405332480ecd6275 \
-    --hash=sha256:1b2fe7f9a5566401a0ef2571f197eb92358925c1f0c8dba305d6e43ea0871bb3 \
-    --hash=sha256:1cc9057f0319e26333b357e17f3c2c022f1a83739b48a88b25bfd5fa2dc18838 \
-    --hash=sha256:2392d954fcb920f42d230284b677605e4e2fbb11f2821e823e642abd67fbb491 \
-    --hash=sha256:25ea65d868eb04015cd18e6df2fbe98f07e5bda2abefabcb88fce39a947716f6 \
-    --hash=sha256:295f0a7f2e242dabd513737cf076007dc5b2d59237e3eca37b05c0c6446f3826 \
-    --hash=sha256:2f16197705a230a78270cdd4ea8a1d57e86b2fdcbc34a1f6aebc72e65c986f9a \
-    --hash=sha256:35405aecb474e683fb36af650618fd5340ee5471fc65a21b36076a18bbc6c981 \
-    --hash=sha256:38be1808cdd068605b787e6ca9119b27eb275a0234e50212c3492331680c3b1e \
-    --hash=sha256:3a577bd840ca83f646f0a625dbc571dba7044c43c2d1503afc378b570954345c \
-    --hash=sha256:3b13dedfe76a0ad2d1d859b0811b53827a4e9d93a0bcb05cf59333ab4980cc7e \
-    --hash=sha256:418e48ce50a45a6a6c73c454677203a9c75c966cb1e92ca3370959185f197a05 \
-    --hash=sha256:55a3bc1e3df3b5567b7d27ef551b2283f0c68a5e86f1cd56abc569da4f31335b \
-    --hash=sha256:6165461f55ef6314f026de6638d661188e3455d3ec49834556a0ebbdbace18bb \
-    --hash=sha256:61a3d7eaa97a14768b542f3d284dc6400dd2470d9f080708b13cd46b6ae18136 \
-    --hash=sha256:6233c9ed9ab9d1db47de57d9753256d9dcffbf42db341576099f0fd9f6bf4810 \
-    --hash=sha256:641f795b361874ac9da5294f8f443dfdbee355cf2bd9e3b8d97aaac2306b9b37 \
-    --hash=sha256:644a246325b8c69c595ad1dd4b463eba4b0cdb731370e4a86137d433208d6147 \
-    --hash=sha256:6f066b179d68c413374294bc1735f68475457c933258df594443bb9d88ddc2a0 \
-    --hash=sha256:7986f1fa71cee060ad00758bcc79d3a93bab8559bf978fab9e53472a2e25a17b \
-    --hash=sha256:7c2b98645d576a0b9616892ead22b64a83a5f043c5e2ca15ebcefcb5b70c80cb \
-    --hash=sha256:806f24b4085453c197a5078218d1ee08783ebbba271badd153d1ae22a3ee804f \
-    --hash=sha256:85fe721a14dd823aca09127acbb06c3ca723efbd436c004f16bca601b04dcc83 \
-    --hash=sha256:8adc8e6ce5fccf5dc707046ae4914fd537def529709cc0d285d37a7f9cd442ca \
-    --hash=sha256:9700ebd9a51f5895ce75ff4ac4b3c47a7d4b42bc618be8e713e5d56bacf5f931 \
-    --hash=sha256:9b18371ad2f44044b81a8d23bc2d8a9b6a6226dca775e8e16cfee640473d6c5d \
-    --hash=sha256:a964266397740257f16f7bb2e4f08a0c81454004beab8ff59dd531b73610e9f2 \
-    --hash=sha256:adbbedc55506cbdabb830890444fb856bfb0060c46c6f8026c6c2f2cf86ae795 \
-    --hash=sha256:ae8a1145af31d903fa9bb166824d7abe9b4681a000b0159c9fb99c11bc11ad26 \
-    --hash=sha256:b0e131f880cda8d04e076cee175a46fc0e8bc8b65c99c6c09dff6669335fde74 \
-    --hash=sha256:b196eb3f931862af3fa84c2a253514d859c08e0d8fe020e07be12e75a5a9780c \
-    --hash=sha256:b7d9a514e73bc42711e6a35aaccf3587c520024fe0a25d830a1a8a27c15f4f57 \
-    --hash=sha256:bec9373df11544592b0ba7ec2af0e35059e5f0e7647c6183a854dedd193298f1 \
-    --hash=sha256:c42ab9439498270139cc63e18847a02afe5c8b3ed9c931266533cfe378bd3591 \
-    --hash=sha256:c91d00057f23b8d353039520dc3a6c09d8608164c692e9f59a175a42b2ae0c19 \
-    --hash=sha256:d3e0b61e8efb24ed38898e5cdc5fffa9124be480008d401a1f8071500494ae42 \
-    --hash=sha256:d7027eba1df3b2069e2e8d80f644fa0918b68c46432af3d088ddd390d063ecde \
-    --hash=sha256:d8ddd2768da81d3ee08cfea9b597f4abb4e8e1dc8ae7e204b608d23a0d3ab699 \
-    --hash=sha256:e3268e43984d0b1a185c89b4cfff282a7ead12fc93f56cfd7088bdbcbe727041 \
-    --hash=sha256:e4505fc6583f7b05ab854934896bcac8253b04ac1171a77dfb73efef92076d91 \
-    --hash=sha256:e56a1ffe9bf7b727432b89104cc0849c21582949dd7bdcb34f17b2001a351a76 \
-    --hash=sha256:e6f1278ee4785b6db21229374a1c9e54ec7c549de5d1efc9630b6207de7e170b \
-    --hash=sha256:f7616236ec1bc2b15bfdec22a71ab38851c86f8f05ff64f379e1278cf20c634a \
-    --hash=sha256:fb24ac194bfc5e86839d7dcd52092ee31e5fe6733fe11f5e3b06ef0812b20072
+pyarrow==25.0.0 \
+    --hash=sha256:0222f0071d13313962a88d21bf28b80d355ac39d81bfa6ff3fe00eeaf748e4be \
+    --hash=sha256:0490a7f8b38ffe11cc26526b50c65d111cb54ddac3717cec781806793f1244dc \
+    --hash=sha256:0721332c30fdd453fdd1fc203b2ac1f4c9db5aea28fa38d41f2574c4b068b9ec \
+    --hash=sha256:13240f0d3dc5932ccd0bfa90cd76d835680b9d94a7661c635df4b703d40ce849 \
+    --hash=sha256:149730a3d1f0fb59d663a0b8aa210adfd9c17c27cd94a0d143e60daea8320d4e \
+    --hash=sha256:161649d60a7a46c613a19fd795763ea8a88c36ba997dd99d9bc66e6794ee36e8 \
+    --hash=sha256:18dcc8cc50b5e72eae6fcbfc6c8776c21a007176b27a3cdec5c2f5bcf126708d \
+    --hash=sha256:20887a762dd61dcc530f93a140840ab1f6aa7836b33270e42d627ab3cf11e537 \
+    --hash=sha256:244f98a595f70fa4fd35faa7508c4ae67e14a173397a4b3b49d2b3c360fb0062 \
+    --hash=sha256:26be35b80780d2d21f4bae3d568b1666337c3a89722cc1794c956a77017cb24e \
+    --hash=sha256:2e093efbecb5317372f819228fa4b4e6157eee48d3f0a7b0303705ebf81a7104 \
+    --hash=sha256:2e3b6544e26e393fe2cd530f523e36c1c8d3c345bbbb60cca3fd866be8322517 \
+    --hash=sha256:38a2c887cb3883e241b70201688db34133b6dfadd04f03c8f9213df53770c18e \
+    --hash=sha256:3f356afe61186395c861d5cd63dc21ff7d5fa335012a4668d979257df7fea0f5 \
+    --hash=sha256:447df764beb07c544f0178a5f6b70ef44b9ecf382b3cdfad4c2d7867353c3887 \
+    --hash=sha256:4ec1895a87aa834c3b99b7a1e758747eb8bb57f922b32c0e0fa04afb8d6998b1 \
+    --hash=sha256:58d1ab556b0cea1c93fdb799b24ad58adb2f2a2788dbce782a94f64ae1a5cc9b \
+    --hash=sha256:59516c822d5fd8e544aaa0dfe72f36fed5d4c24ea8390aab1bcd31d7e959c6be \
+    --hash=sha256:5d1dbf24e151042f2fa3c129563f65d66674128868496fb008c4272b16bdf778 \
+    --hash=sha256:5f4bacb60f91dd2fca6c52f1b9a0012cd090e0294f1f781dc1881a247a352f8e \
+    --hash=sha256:5fb2d837960f1df7f679ff9f1a55065e306347d379e0768cebf14781254d6194 \
+    --hash=sha256:6f4812bfbf11ca7d8faf59eb8fff8bf4dd25ce3a38b62baa010cc17a0926d1b2 \
+    --hash=sha256:6f9dbd83e91c239a1f5ee7ce13f108b5f6c0efbe40a4375260d8f08b43ad05e9 \
+    --hash=sha256:72132b9a8a0a1840197794d4dea26080069b6b0981c116bc078762dc9691b21b \
+    --hash=sha256:77c8d1ae46a44b4006e8db1cc977bbcc6ce4873c92f74137d68e45503b97fb18 \
+    --hash=sha256:7d6da02ffc7a3a9bda3b7ded4cc2a27ff73969ab37153f3afd46bbbc1ba4f0f7 \
+    --hash=sha256:8831a3ba52fa7cdb78d368d968b1dcd06171e6dff5461e16d90de91d371e47bc \
+    --hash=sha256:ac5dfeee59f9ceb4d45ba76e83b026c38c24334135bb329d8274baa49cec3c62 \
+    --hash=sha256:add690feafa0953c443cdba9e9e87f5eaa198f1ea2e43a3b146ea83f202262d0 \
+    --hash=sha256:b58726f118c079f9d4ed7e904975d4f15fd69d0741ba511a4e2dcaa4ef16354f \
+    --hash=sha256:b724d127783b4c19f088fcdfc844cbc318809246a30307bcabd5ed02045e890e \
+    --hash=sha256:b72d943ff4e10fec8d48aedb23322d8f6ea8bc2d698b81db37e73730f69e4862 \
+    --hash=sha256:b8af8ceedf0c9c160fd2b63440f2d205b9404db85866c1217bfea601de7cfb50 \
+    --hash=sha256:c70a5fd9a82bd1a702fd482bdc62d38dcb672fb2b449b1d7c0d7d1f4be7b7bfe \
+    --hash=sha256:ce0ca222802087b9a8cb031a6468442cb6b67c290a45a601cac64753d34954d3 \
+    --hash=sha256:d293e9959b29a24c82d936d04ab2b7fd8b8d334030de2e56a99aba94f008ad7a \
+    --hash=sha256:d2d697008b5ec06d75952ef260c2e9a8a0f6ccfce24266c04c9c8ade927cb3b4 \
+    --hash=sha256:dbf9fa5d4bde73b1cc16377dcaaa010f971e6fa7f5083f5d44f34b50bc1d74af \
+    --hash=sha256:e009ef945e498dca2f050ea10d2e9764cb44017254826fc4574fdb8d2530173b \
+    --hash=sha256:e83916bbcf380866b4e14255850b33323ff678dc9758411d0409cdd2523880b0 \
+    --hash=sha256:f0f100dacf2c0f400601664a79d1a907ced4740514bb2b00917341038e2ce76f \
+    --hash=sha256:f57a39dbcb416345401c2e77a4373669b45fd111a1768e6cf267a7a0607ff0ec \
+    --hash=sha256:fa1482b3da10cac2d4db6e26b81da543e237616af2ef6d466018b31ca586496f
     # via
     #   feast (pyproject.toml)
     #   dask
     #   db-dtypes
     #   google-cloud-bigquery
     #   ibis-framework
+    #   milvus-lite
     #   pandas-gbq
     #   snowflake-connector-python
 pyarrow-hotfix==0.7 \
     --hash=sha256:3236f3b5f1260f0e2ac070a55c1a7b339c4bb7267839bd2015e283234e758100 \
     --hash=sha256:59399cd58bdd978b2e42816a4183a55c6472d4e33d183351b6069f11ed42661d
     # via ibis-framework
-pyasn1==0.6.3 \
-    --hash=sha256:697a8ecd6d98891189184ca1fa05d1bb00e2f84b5977c481452050549c8a72cf \
-    --hash=sha256:a80184d120f0864a52a073acc6fc642847d0be408e7c7252f31390c0f4eadcde
+pyasn1==0.6.4 \
+    --hash=sha256:9c447d8431c947fe4c8febc4ed9e760bc29011a5b01e5c74b67025bd9fb8ce81 \
+    --hash=sha256:deda9277cfd454080ec40b207fb6df82206a3a2688735233cdcd8d3d565f088b
     # via pyasn1-modules
 pyasn1-modules==0.4.2 \
     --hash=sha256:29253a9207ce32b64c3ac6600edc75368f98473906e8fd1043bd6b5b1de2c14a \
@@ -2281,143 +2386,142 @@ pycparser==3.0 \
     --hash=sha256:600f49d217304a5902ac3c37e1281c9fe94e4d0489de643a9504c5cdfdfc6b29 \
     --hash=sha256:b727414169a36b7d524c1c3e31839a521725078d7b2ff038656844266160a992
     # via cffi
-pydantic==2.13.3 \
-    --hash=sha256:6db14ac8dfc9a1e57f87ea2c0de670c251240f43cb0c30a5130e9720dc612927 \
-    --hash=sha256:af09e9d1d09f4e7fe37145c1f577e1d61ceb9a41924bf0094a36506285d0a84d
+pydantic==2.13.4 \
+    --hash=sha256:45a282cde31d808236fd7ea9d919b128653c8b38b393d1c4ab335c62924d9aba \
+    --hash=sha256:c40756b57adaa8b1efeeced5c196f3f3b7c435f90e84ea7f443901bec8099ef6
     # via
     #   feast (pyproject.toml)
     #   fastapi
     #   fastapi-mcp
     #   mcp
+    #   mcp-types
     #   pydantic-settings
-pydantic-core==2.46.3 \
-    --hash=sha256:0087084960f209a9a4af50ecd1fb063d9ad3658c07bb81a7a53f452dacbfb2ba \
-    --hash=sha256:031bb17f4885a43773c8c763089499f242aee2ea85cf17154168775dccdecf35 \
-    --hash=sha256:06d5d8820cbbdb4147578c1fe7ffcd5b83f34508cb9f9ab76e807be7db6ff0a4 \
-    --hash=sha256:07bc6d2a28c3adb4f7c6ae46aa4f2d2929af127f587ed44057af50bf1ce0f505 \
-    --hash=sha256:0c9ff69140423eea8ed2d5477df3ba037f671f5e897d206d921bc9fdc39613e7 \
-    --hash=sha256:1105677a6df914b1fb71a81b96c8cce7726857e1717d86001f29be06a25ee6f8 \
-    --hash=sha256:1108da631e602e5b3c38d6d04fe5bb3bfa54349e6918e3ca6cf570b2e2b2f9d4 \
-    --hash=sha256:12bc98de041458b80c86c56b24df1d23832f3e166cbaff011f25d187f5c62c37 \
-    --hash=sha256:13afdd885f3d71280cf286b13b310ee0f7ccfefd1dbbb661514a474b726e2f25 \
-    --hash=sha256:17eaface65d9fc5abb940003020309c1bf7a211f5f608d7870297c367e6f9022 \
-    --hash=sha256:1da3786b8018e60349680720158cc19161cc3b4bdd815beb0a321cd5ce1ad5b1 \
-    --hash=sha256:23cbdb3aaa74dfe0837975dbf69b469753bbde8eacace524519ffdb6b6e89eb7 \
-    --hash=sha256:2798b6ba041b9d70acfb9071a2ea13c8456dd1e6a5555798e41ba7b0790e329c \
-    --hash=sha256:27f9067c3bfadd04c55484b89c0d267981b2f3512850f6f66e1e74204a4e4ce3 \
-    --hash=sha256:28b5f2ef03416facccb1c6ef744c69793175fd27e44ef15669201601cf423acb \
-    --hash=sha256:28e8cf2f52d72ced402a137145923a762cbb5081e48b34312f7a0c8f55928ec3 \
-    --hash=sha256:28ed528c45446062ee66edb1d33df5d88828ae167de76e773a3c7f64bd14e976 \
-    --hash=sha256:2b8e4f2bbdf71415c544b4b1138b8060db7b6611bc927e8064c769f64bed651c \
-    --hash=sha256:2f40e4246676beb31c5ce77c38a55ca4e465c6b38d11ea1bd935420568e0b1ab \
-    --hash=sha256:3481bd1341dc85779ee506bc8e1196a277ace359d89d28588a9468c3ecbe63fa \
-    --hash=sha256:3612edf65c8ea67ac13616c4d23af12faef1ae435a8a93e5934c2a0cbbdd1fd6 \
-    --hash=sha256:367508faa4973b992b271ba1494acaab36eb7e8739d1e47be5035fb1ea225396 \
-    --hash=sha256:3861f1731b90c50a3266316b9044f5c9b405eecb8e299b0a7120596334e4fe9c \
-    --hash=sha256:3d08782c4045f90724b44c95d35ebec0d67edb8a957a2ac81d5a8e4b8a200495 \
-    --hash=sha256:41c178f65b8c29807239d47e6050262eb6bf84eb695e41101e62e38df4a5bc2c \
-    --hash=sha256:4335e87c7afa436a0dfa899e138d57a72f8aad542e2cf19c36fb428461caabd0 \
-    --hash=sha256:4b068543bdb707f5d935dab765d99227aa2545ef2820935f2e5dd801795c7dbd \
-    --hash=sha256:4de88889d7e88d50d40ee5b39d5dac0bcaef9ba91f7e536ac064e6b2834ecccf \
-    --hash=sha256:4e9d76736da5f362fabfeea6a69b13b7f2be405c6d6966f06b2f6bfff7e64531 \
-    --hash=sha256:57697d7c056aca4bbb680200f96563e841a6386ac1129370a0102592f4dddff5 \
-    --hash=sha256:57a973eae4665352a47cf1a99b4ee864620f2fe663a217d7a8da68a1f3a5bfda \
-    --hash=sha256:5ad3c826fe523e4becf4fe39baa44286cff85ef137c729a2c5e269afbfd0905d \
-    --hash=sha256:5c024e08c0ba23e6fd68c771a521e9d6a792f2ebb0fa734296b36394dc30390e \
-    --hash=sha256:5dcbbcf4d22210ced8f837c96db941bdb078f419543472aca5d9a0bb7cddc7df \
-    --hash=sha256:5dfd51cf457482f04ec49491811a2b8fd5b843b64b11eecd2d7a1ee596ea78a6 \
-    --hash=sha256:60e5f66e12c4f5212d08522963380eaaeac5ebd795826cfd19b2dfb0c7a52b9c \
-    --hash=sha256:610eda2e3838f401105e6326ca304f5da1e15393ae25dacae5c5c63f2c275b13 \
-    --hash=sha256:6529d1d128321a58d30afcc97b49e98836542f68dd41b33c2e972bb9e5290536 \
-    --hash=sha256:6645ce7eec4928e29a1e3b3d5c946621d105d3e79f0c9cddf07c2a9770949287 \
-    --hash=sha256:68cc7866ed863db34351294187f9b729964c371ba33e31c26f478471c52e1ed0 \
-    --hash=sha256:68ef2f623dda6d5a9067ac014e406c020c780b2a358930a7e5c1b73702900720 \
-    --hash=sha256:69a868ef3ff206343579021c40faf3b1edc64b1cc508ff243a28b0a514ccb050 \
-    --hash=sha256:6dff8cc884679df229ebc6d8eb2321ea6f8e091bc7d4886d4dc2e0e71452843c \
-    --hash=sha256:6e42d83d1c6b87fa56b521479cff237e626a292f3b31b6345c15a99121b454c1 \
-    --hash=sha256:706d9d0ce9cf4593d07270d8e9f53b161f90c57d315aeec4fb4fd7a8b10240d8 \
-    --hash=sha256:75a519dab6d63c514f3a81053e5266c549679e4aa88f6ec57f2b7b854aceb1b0 \
-    --hash=sha256:77706aeb41df6a76568434701e0917da10692da28cb69d5fb6919ce5fdb07374 \
-    --hash=sha256:79f561438481f28681584b89e2effb22855e2179880314bcddbf5968e935e807 \
-    --hash=sha256:830d1247d77ad23852314f069e9d7ddafeec5f684baf9d7e7065ed46a049c4e6 \
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+    --hash=sha256:c1b3f518abeca3aa13c712fd202306e145abf59a18b094a6bafb2d2bbf59192c \
+    --hash=sha256:c50f2528cf200c5eed56faf3f4e22fcd5f38c157a8b78576e6ba3168ec35f000 \
+    --hash=sha256:c68fcd102d71ea85c5b2dfac3f4f8476eff42a9e078fd5faefff6d145063536b \
+    --hash=sha256:c7a7bd4e39e8e4c12c39cd480356842b6a8a06e41b23a55a5e3e191718838ddf \
+    --hash=sha256:c94f0688e7b8d0a67abf40e57a7eaaecd17cc9586706a31b76c031f63df052b4 \
+    --hash=sha256:cbaf13819775b7f769bf4a1f066cb6df7a28d4480081a589828ef190226881cd \
+    --hash=sha256:cd2213145bcc2ba85884d0ac63d222fece9209678f77b9b4d76f054c561adb28 \
+    --hash=sha256:ce5c1d2a8b27468f433ca974829c44060b8097eedc39933e3c206a90ee49c4a9 \
+    --hash=sha256:d396ec2b979760aaf3218e76c24e65bd0aca24983298653b3a9d7a45f9e47b30 \
+    --hash=sha256:d51026d73fcfd93610abc7b27789c26b313920fcfb20e27462d74a7f8b06e983 \
+    --hash=sha256:d80ee3d731373b24cebbc10d689ca4ee1875caf0d5703a245db18efd4dd37fc1 \
+    --hash=sha256:d995260fdf4e1db774581b4900e0f832abe3c7c84996726bbc161b19c8f29e76 \
+    --hash=sha256:da4b951fe36dc7c3a1ccb4e3cd1747c3542b8c9ceede8fc86cae054e764485f5 \
+    --hash=sha256:daa27d92c36f24388fe3ad306b174781c747627f134452e4f128ea00ce1fe8c4 \
+    --hash=sha256:db06ffe51636ffe9ca531fe9023dd64bdd794be8754cb5df57c5498ae5b518a7 \
+    --hash=sha256:e0d65b8c354be7fb5f720c3caa8bc940bc2d20ce749c8e06135f07f8ed95dd7c \
+    --hash=sha256:e68b7a074f65a2fd746c52a7ce6142ab7006074ac269ace0c25cd8ba171f8066 \
+    --hash=sha256:e739fee756ba1010f8bcccb534252e85a35fe45ae92c295a06059ce58b74ccd3 \
+    --hash=sha256:e846ae7835bf0703ae43f534ab79a867146dadd59dc9ca5c8b53d5c8f7c9ef02 \
+    --hash=sha256:e9c26f834c65f5752f3f06cb08cb86a913ceb7274d0db6e267808a708b46bc89 \
+    --hash=sha256:ea793e075b70290d89d8142074262885d3f7da19634845135751bd6344f73b50 \
+    --hash=sha256:f027324c56cd5406ca49c124b0db10e56c69064fec039acc571c29020cc87c76 \
+    --hash=sha256:f13a646d65d09fbf1bc6b3a9635d30095c8e7e5cc419ff35ecc563c5fd04cd49 \
+    --hash=sha256:f47286a97f0bc9b8859519809077b91b2cefe4ae47fcbf5e466a009c1c5d742b \
+    --hash=sha256:f747929cf940cddb5b3668a390056ddd5ba2e5010615ea2dcf4f9c4f3ab8791d \
+    --hash=sha256:f99626688942fb746e545232e7726926f3be91b5975f8b55327665fafda991c7 \
+    --hash=sha256:f9fa868638bf362d3d138ea55829cefb3d5f4b0d7f142234382a15e2485dbec4 \
+    --hash=sha256:fbdb89b3e1c94a30cc5edfce477c6e6a5dc4d8f84665b455c27582f211a1c72c \
+    --hash=sha256:fc010ab034c8c7452522748bf937df58020d256ccae0874463d1f4d01758af8e \
+    --hash=sha256:fc3e9034a63de20e15e8ade85358bc6efc614008cab72898b4b4952bea0509ff \
+    --hash=sha256:fd8b3d9fd264be37976686c7f65cd52a83f5e84f4bfd2adf9c1d469676bbb6ae
     # via pydantic
-pydantic-settings==2.14.0 \
-    --hash=sha256:24285fd4b0e0c06507dd9fdfd331ee23794305352aaec8fc4eb92d4047aeb67d \
-    --hash=sha256:fc8d5d692eb7092e43c8647c1c35a3ecd00e040fcf02ed86f4cb5458ca62182e
-    # via
-    #   fastapi-mcp
-    #   mcp
+pydantic-settings==2.14.2 \
+    --hash=sha256:a20c97b37910b6550d5ea50fbcc2d4187defe58cd57070b73863d069419c9440 \
+    --hash=sha256:c19dd64b19097f1de80184f0cc7b0272a13ae6e170cbf240a3e27e381ed14a5f
+    # via fastapi-mcp
 pydata-google-auth==1.9.1 \
     --hash=sha256:0a51ce41c601ca0bc69b8795bf58bedff74b4a6a007c9106c7cbcdec00eaced2 \
     --hash=sha256:75ffce5d106e34b717b31844c1639ea505b7d9550dc23b96fb6c20d086b53fa3
@@ -2429,28 +2533,24 @@ pygments==2.20.0 \
     #   feast (pyproject.toml)
     #   rich
     #   sphinx
-pyjwt[crypto]==2.12.1 \
-    --hash=sha256:28ca37c070cad8ba8cd9790cd940535d40274d22f80ab87f3ac6a713e6e8454c \
-    --hash=sha256:c74a7a2adf861c04d002db713dd85f84beb242228e671280bf709d765b03672b
+pyjwt[crypto]==2.13.0 \
+    --hash=sha256:41571c89ca91598c79e8ef18a2d07367d4810fbbd6f637794879baf1b7703423 \
+    --hash=sha256:66adcc2aff09b3f1bbd95fc1e1577df8ac8723c978552fd43304c8a290ac5728
     # via
     #   feast (pyproject.toml)
     #   mcp
     #   snowflake-connector-python
-pymilvus==2.5.18 \
-    --hash=sha256:1b78badcfa8d62db7d0b29193fc0422e4676873ff1c745a9d75c2c885d7a7e32 \
-    --hash=sha256:9e517076068e98dac51c018bc0dfe1f651d936154e2e2d9ad6c7b3dab1164e2d
+pymysql==1.2.0 \
+    --hash=sha256:62169ce6d5510f08e140c5e7990ee884a9764024e4a9a27b2cc11f1099322ae0 \
+    --hash=sha256:6c7b17ca686988104d7426c27895b455cdeea3e9d3ceb1270f0c3704fead8c33
     # via feast (pyproject.toml)
-pymysql==1.1.3 \
-    --hash=sha256:8164ba62c552f6105f3b11753352d0f16b90d1703ba67d81923d5a8a5d1c5289 \
-    --hash=sha256:e70ebf2047a4edf6138cf79c68ad418ef620af65900aa585c5e8bfc95044d43a
-    # via feast (pyproject.toml)
-pyopenssl==26.1.0 \
-    --hash=sha256:115563879b2c8ccb207975705d3e491434d8c9d7c79667c902ecbf5f3bbd2ece \
-    --hash=sha256:737f0a2275c5bc54f3b02137687e1a765931fb3949b9a92a825e4d33b9eec08b
+pyopenssl==26.3.0 \
+    --hash=sha256:46367f8f66b92271e6d218da9c87607e1ef5a0bc5c8dea5bb3db82f395c385a3 \
+    --hash=sha256:589de7fae1c9ea670d18422ed00fc04da787bbde8e1454aea872aa57b49ad341
     # via snowflake-connector-python
-pyproject-metadata==0.11.0 \
-    --hash=sha256:85bbecca8694e2c00f63b492c96921d6c228454057c88e7c352b2077fcaa4096 \
-    --hash=sha256:c72fa49418bb7c5a10f25e050c418009898d1c051721d19f98a6fb6da59a66cf
+pyproject-metadata==0.12.1 \
+    --hash=sha256:8809a4df6fe08279b39a8890669506ed3158e0617855ac9aff098fcbe772ae4c \
+    --hash=sha256:f7162d580a96386a8eb096da06215f981f547d1490f03055ef99e323bc2da427
     # via meson-python
 python-dateutil==2.9.0.post0 \
     --hash=sha256:37dd54208da7e1cd875388217d5e00ebd4179249f90fb72437e91a35459a0ad3 \
@@ -2469,13 +2569,13 @@ python-dotenv==1.2.2 \
     #   pydantic-settings
     #   pymilvus
     #   uvicorn
-python-multipart==0.0.27 \
-    --hash=sha256:6fccfad17a27334bd0193681b369f476eda3409f17381a2d65aa7df3f7275645 \
-    --hash=sha256:9870a6a8c5a20a5bf4f07c017bd1489006ff8836cff097b6933355ee2b49b602
+python-multipart==0.0.32 \
+    --hash=sha256:be54b7f3fa167bb83e4fcd936b887b708f4e57fe75911c02aebf53efaf8d938e \
+    --hash=sha256:ff6d3f776f16878c894e52e107296ffc890e913c611b1a4ec6c44e2821fe2e23
     # via mcp
-pytz==2026.1.post1 \
-    --hash=sha256:3378dde6a0c3d26719182142c56e60c7f9af7e968076f31aae569d72a0358ee1 \
-    --hash=sha256:f2fd16142fda348286a75e1a524be810bb05d444e5a081f37f7affc635035f7a
+pytz==2026.3.post1 \
+    --hash=sha256:2211d3fcf9a797d3405cac96ac7f61d80e6a644f72a3309607282fe8a2010c5d \
+    --hash=sha256:dd95840dd199baea12d9cc096a1d452caa6596a1c1e4b5f3dbd1541855d5e815
     # via
     #   pandas
     #   snowflake-connector-python
@@ -2558,9 +2658,9 @@ pyyaml==6.0.3 \
     #   dask
     #   kubernetes
     #   uvicorn
-redis==7.4.0 \
-    --hash=sha256:64a6ea7bf567ad43c964d2c30d82853f8df927c5c9017766c55a1d1ed95d18ad \
-    --hash=sha256:a9c74a5c893a5ef8455a5adb793a31bb70feb821c86eccb62eebef5a19c429ec
+redis==7.4.1 \
+    --hash=sha256:1a1df5067062cf7cbe677994e391f8ee0840f499d370f1a71266e0dd3aa9308e \
+    --hash=sha256:1fa4647af1c5e93a2c685aa248ee44cce092691146d41390518dabe9a99839b0
     # via feast (pyproject.toml)
 referencing==0.37.0 \
     --hash=sha256:381329a9f99628c9069361716891d34ad94af76e461dcb0335825aecc7692231 \
@@ -2568,9 +2668,9 @@ referencing==0.37.0 \
     # via
     #   jsonschema
     #   jsonschema-specifications
-requests==2.33.1 \
-    --hash=sha256:18817f8c57c6263968bc123d237e3b8b08ac046f5456bd1e307ee8f4250d3517 \
-    --hash=sha256:4e6d1ef462f3626a1f0a0a9c42dd93c63bad33f9f1c1937509b8c5c8718ab56a
+requests==2.34.2 \
+    --hash=sha256:2a0d60c172f83ac6ab31e4554906c0f3b3588d37b5cb939b1c061f4907e278e0 \
+    --hash=sha256:f288924cae4e29463698d6d60bc6a4da69c89185ad1e0bcc4104f584e960b9ed
     # via
     #   feast (pyproject.toml)
     #   fastapi-mcp
@@ -2578,6 +2678,7 @@ requests==2.33.1 \
     #   google-cloud-bigquery
     #   google-cloud-storage
     #   kubernetes
+    #   pymilvus
     #   requests-oauthlib
     #   snowflake-connector-python
     #   sphinx
@@ -2598,132 +2699,133 @@ roman-numerals==4.1.0 \
     --hash=sha256:1af8b147eb1405d5839e78aeb93131690495fe9da5c91856cb33ad55a7f1e5b2 \
     --hash=sha256:647ba99caddc2cc1e55a51e4360689115551bf4476d90e8162cf8c345fe233c7
     # via sphinx
-rpds-py==0.30.0 \
-    --hash=sha256:07ae8a593e1c3c6b82ca3292efbe73c30b61332fd612e05abee07c79359f292f \
-    --hash=sha256:0a59119fc6e3f460315fe9d08149f8102aa322299deaa5cab5b40092345c2136 \
-    --hash=sha256:0c0e95f6819a19965ff420f65578bacb0b00f251fefe2c8b23347c37174271f3 \
-    --hash=sha256:0d08f00679177226c4cb8c5265012eea897c8ca3b93f429e546600c971bcbae7 \
-    --hash=sha256:0ed177ed9bded28f8deb6ab40c183cd1192aa0de40c12f38be4d59cd33cb5c65 \
-    --hash=sha256:12f90dd7557b6bd57f40abe7747e81e0c0b119bef015ea7726e69fe550e394a4 \
-    --hash=sha256:1726859cd0de969f88dc8673bdd954185b9104e05806be64bcd87badbe313169 \
-    --hash=sha256:1ab5b83dbcf55acc8b08fc62b796ef672c457b17dbd7820a11d6c52c06839bdf \
-    --hash=sha256:1b151685b23929ab7beec71080a8889d4d6d9fa9a983d213f07121205d48e2c4 \
-    --hash=sha256:1f3587eb9b17f3789ad50824084fa6f81921bbf9a795826570bda82cb3ed91f2 \
-    --hash=sha256:250fa00e9543ac9b97ac258bd37367ff5256666122c2d0f2bc97577c60a1818c \
-    --hash=sha256:2771c6c15973347f50fece41fc447c054b7ac2ae0502388ce3b6738cd366e3d4 \
-    --hash=sha256:27f4b0e92de5bfbc6f86e43959e6edd1425c33b5e69aab0984a72047f2bcf1e3 \
-    --hash=sha256:2e6ecb5a5bcacf59c3f912155044479af1d0b6681280048b338b28e364aca1f6 \
-    --hash=sha256:32c8528634e1bf7121f3de08fa85b138f4e0dc47657866630611b03967f041d7 \
-    --hash=sha256:33f559f3104504506a44bb666b93a33f5d33133765b0c216a5bf2f1e1503af89 \
-    --hash=sha256:3896fa1be39912cf0757753826bc8bdc8ca331a28a7c4ae46b7a21280b06bb85 \
-    --hash=sha256:389a2d49eded1896c3d48b0136ead37c48e221b391c052fba3f4055c367f60a6 \
-    --hash=sha256:39c02563fc592411c2c61d26b6c5fe1e51eaa44a75aa2c8735ca88b0d9599daa \
-    --hash=sha256:3adbb8179ce342d235c31ab8ec511e66c73faa27a47e076ccc92421add53e2bb \
-    --hash=sha256:3d4a69de7a3e50ffc214ae16d79d8fbb0922972da0356dcf4d0fdca2878559c6 \
-    --hash=sha256:3e62880792319dbeb7eb866547f2e35973289e7d5696c6e295476448f5b63c87 \
-    --hash=sha256:3e8eeb0544f2eb0d2581774be4c3410356eba189529a6b3e36bbbf9696175856 \
-    --hash=sha256:422c3cb9856d80b09d30d2eb255d0754b23e090034e1deb4083f8004bd0761e4 \
-    --hash=sha256:4559c972db3a360808309e06a74628b95eaccbf961c335c8fe0d590cf587456f \
-    --hash=sha256:46e83c697b1f1c72b50e5ee5adb4353eef7406fb3f2043d64c33f20ad1c2fc53 \
-    --hash=sha256:47b0ef6231c58f506ef0b74d44e330405caa8428e770fec25329ed2cb971a229 \
-    --hash=sha256:47e77dc9822d3ad616c3d5759ea5631a75e5809d5a28707744ef79d7a1bcfcad \
-    --hash=sha256:47f236970bccb2233267d89173d3ad2703cd36a0e2a6e92d0560d333871a3d23 \
-    --hash=sha256:47f9a91efc418b54fb8190a6b4aa7813a23fb79c51f4bb84e418f5476c38b8db \
-    --hash=sha256:495aeca4b93d465efde585977365187149e75383ad2684f81519f504f5c13038 \
-    --hash=sha256:4c5f36a861bc4b7da6516dbdf302c55313afa09b81931e8280361a4f6c9a2d27 \
-    --hash=sha256:4cc2206b76b4f576934f0ed374b10d7ca5f457858b157ca52064bdfc26b9fc00 \
-    --hash=sha256:4e7fc54e0900ab35d041b0601431b0a0eb495f0851a0639b6ef90f7741b39a18 \
-    --hash=sha256:51a1234d8febafdfd33a42d97da7a43f5dcb120c1060e352a3fbc0c6d36e2083 \
-    --hash=sha256:55f66022632205940f1827effeff17c4fa7ae1953d2b74a8581baaefb7d16f8c \
-    --hash=sha256:58edca431fb9b29950807e301826586e5bbf24163677732429770a697ffe6738 \
-    --hash=sha256:5965af57d5848192c13534f90f9dd16464f3c37aaf166cc1da1cae1fd5a34898 \
-    --hash=sha256:5ba103fb455be00f3b1c2076c9d4264bfcb037c976167a6047ed82f23153f02e \
-    --hash=sha256:5d4c2aa7c50ad4728a094ebd5eb46c452e9cb7edbfdb18f9e1221f597a73e1e7 \
-    --hash=sha256:61046904275472a76c8c90c9ccee9013d70a6d0f73eecefd38c1ae7c39045a08 \
-    --hash=sha256:613aa4771c99f03346e54c3f038e4cc574ac09a3ddfb0e8878487335e96dead6 \
-    --hash=sha256:626a7433c34566535b6e56a1b39a7b17ba961e97ce3b80ec62e6f1312c025551 \
-    --hash=sha256:669b1805bd639dd2989b281be2cfd951c6121b65e729d9b843e9639ef1fd555e \
-    --hash=sha256:679ae98e00c0e8d68a7fda324e16b90fd5260945b45d3b824c892cec9eea3288 \
-    --hash=sha256:67b02ec25ba7a9e8fa74c63b6ca44cf5707f2fbfadae3ee8e7494297d56aa9df \
-    --hash=sha256:68f19c879420aa08f61203801423f6cd5ac5f0ac4ac82a2368a9fcd6a9a075e0 \
-    --hash=sha256:692bef75a5525db97318e8cd061542b5a79812d711ea03dbc1f6f8dbb0c5f0d2 \
-    --hash=sha256:6abc8880d9d036ecaafe709079969f56e876fcf107f7a8e9920ba6d5a3878d05 \
-    --hash=sha256:6bdfdb946967d816e6adf9a3d8201bfad269c67efe6cefd7093ef959683c8de0 \
-    --hash=sha256:6de2a32a1665b93233cde140ff8b3467bdb9e2af2b91079f0333a0974d12d464 \
-    --hash=sha256:73c67f2db7bc334e518d097c6d1e6fed021bbc9b7d678d6cc433478365d1d5f5 \
-    --hash=sha256:74a3243a411126362712ee1524dfc90c650a503502f135d54d1b352bd01f2404 \
-    --hash=sha256:76fec018282b4ead0364022e3c54b60bf368b9d926877957a8624b58419169b7 \
-    --hash=sha256:7c64d38fb49b6cdeda16ab49e35fe0da2e1e9b34bc38bd78386530f218b37139 \
-    --hash=sha256:7cee9c752c0364588353e627da8a7e808a66873672bcb5f52890c33fd965b394 \
-    --hash=sha256:7e6ecfcb62edfd632e56983964e6884851786443739dbfe3582947e87274f7cb \
-    --hash=sha256:806f36b1b605e2d6a72716f321f20036b9489d29c51c91f4dd29a3e3afb73b15 \
-    --hash=sha256:858738e9c32147f78b3ac24dc0edb6610000e56dc0f700fd5f651d0a0f0eb9ff \
-    --hash=sha256:8d6d1cc13664ec13c1b84241204ff3b12f9bb82464b8ad6e7a5d3486975c2eed \
-    --hash=sha256:9027da1ce107104c50c81383cae773ef5c24d296dd11c99e2629dbd7967a20c6 \
-    --hash=sha256:922e10f31f303c7c920da8981051ff6d8c1a56207dbdf330d9047f6d30b70e5e \
-    --hash=sha256:945dccface01af02675628334f7cf49c2af4c1c904748efc5cf7bbdf0b579f95 \
-    --hash=sha256:946fe926af6e44f3697abbc305ea168c2c31d3e3ef1058cf68f379bf0335a78d \
-    --hash=sha256:95f0802447ac2d10bcc69f6dc28fe95fdf17940367b21d34e34c737870758950 \
-    --hash=sha256:9854cf4f488b3d57b9aaeb105f06d78e5529d3145b1e4a41750167e8c213c6d3 \
-    --hash=sha256:993914b8e560023bc0a8bf742c5f303551992dcb85e247b1e5c7f4a7d145bda5 \
-    --hash=sha256:99b47d6ad9a6da00bec6aabe5a6279ecd3c06a329d4aa4771034a21e335c3a97 \
-    --hash=sha256:9a4e86e34e9ab6b667c27f3211ca48f73dba7cd3d90f8d5b11be56e5dbc3fb4e \
-    --hash=sha256:9cf69cdda1f5968a30a359aba2f7f9aa648a9ce4b580d6826437f2b291cfc86e \
-    --hash=sha256:a090322ca841abd453d43456ac34db46e8b05fd9b3b4ac0c78bcde8b089f959b \
-    --hash=sha256:a1010ed9524c73b94d15919ca4d41d8780980e1765babf85f9a2f90d247153dd \
-    --hash=sha256:a161f20d9a43006833cd7068375a94d035714d73a172b681d8881820600abfad \
-    --hash=sha256:a1d0bc22a7cdc173fedebb73ef81e07faef93692b8c1ad3733b67e31e1b6e1b8 \
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-    --hash=sha256:a4796a717bf12b9da9d3ad002519a86063dcac8988b030e405704ef7d74d2d9d \
-    --hash=sha256:a51033ff701fca756439d641c0ad09a41d9242fa69121c7d8769604a0a629825 \
-    --hash=sha256:a8fa71a2e078c527c3e9dc9fc5a98c9db40bcc8a92b4e8858e36d329f8684b51 \
-    --hash=sha256:ac37f9f516c51e5753f27dfdef11a88330f04de2d564be3991384b2f3535d02e \
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-    --hash=sha256:acd7eb3f4471577b9b5a41baf02a978e8bdeb08b4b355273994f8b87032000a8 \
-    --hash=sha256:ad1fa8db769b76ea911cb4e10f049d80bf518c104f15b3edb2371cc65375c46f \
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-    --hash=sha256:b4dc1a6ff022ff85ecafef7979a2c6eb423430e05f1165d6688234e62ba99a07 \
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-    --hash=sha256:ca28829ae5f5d569bb62a79512c842a03a12576375d5ece7d2cadf8abe96ec28 \
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-    --hash=sha256:d96c2086587c7c30d44f31f42eae4eac89b60dabbac18c7669be3700f13c3ce1 \
-    --hash=sha256:d9a0ca5da0386dee0655b4ccdf46119df60e0f10da268d04fe7cc87886872ba7 \
-    --hash=sha256:da279aa314f00acbb803da1e76fa18666778e8a8f83484fba94526da5de2cba7 \
-    --hash=sha256:dbd936cde57abfee19ab3213cf9c26be06d60750e60a8e4dd85d1ab12c8b1f40 \
-    --hash=sha256:dc4f992dfe1e2bc3ebc7444f6c7051b4bc13cd8e33e43511e8ffd13bf407010d \
-    --hash=sha256:dc824125c72246d924f7f796b4f63c1e9dc810c7d9e2355864b3c3a73d59ade0 \
-    --hash=sha256:dd8ff7cf90014af0c0f787eea34794ebf6415242ee1d6fa91eaba725cc441e84 \
-    --hash=sha256:dea5b552272a944763b34394d04577cf0f9bd013207bc32323b5a89a53cf9c2f \
-    --hash=sha256:dff13836529b921e22f15cb099751209a60009731a68519630a24d61f0b1b30a \
-    --hash=sha256:e0b65193a413ccc930671c55153a03ee57cecb49e6227204b04fae512eb657a7 \
-    --hash=sha256:e5d3e6b26f2c785d65cc25ef1e5267ccbe1b069c5c21b8cc724efee290554419 \
-    --hash=sha256:e7536cd91353c5273434b4e003cbda89034d67e7710eab8761fd918ec6c69cf8 \
-    --hash=sha256:eb0b93f2e5c2189ee831ee43f156ed34e2a89a78a66b98cadad955972548be5a \
-    --hash=sha256:eb2c4071ab598733724c08221091e8d80e89064cd472819285a9ab0f24bcedb9 \
-    --hash=sha256:ec7c4490c672c1a0389d319b3a9cfcd098dcdc4783991553c332a15acf7249be \
-    --hash=sha256:ee454b2a007d57363c2dfd5b6ca4a5d7e2c518938f8ed3b706e37e5d470801ed \
-    --hash=sha256:ee6af14263f25eedc3bb918a3c04245106a42dfd4f5c2285ea6f997b1fc3f89a \
-    --hash=sha256:f14fc5df50a716f7ece6a80b6c78bb35ea2ca47c499e422aa4463455dd96d56d \
-    --hash=sha256:f207f69853edd6f6700b86efb84999651baf3789e78a466431df1331608e5324 \
-    --hash=sha256:f251c812357a3fed308d684a5079ddfb9d933860fc6de89f2b7ab00da481e65f \
-    --hash=sha256:f83424d738204d9770830d35290ff3273fbb02b41f919870479fab14b9d303b2 \
-    --hash=sha256:f8d1736cfb49381ba528cd5baa46f82fdc65c06e843dab24dd70b63d09121b3f \
-    --hash=sha256:fe5fa731a1fa8a0a56b0977413f8cacac1768dad38d16b3a296712709476fbd5
+rpds-py==2026.6.3 \
+    --hash=sha256:0be972be84cfcaf46c8c6edf690ca0f154ac17babf1f6a955a51579b34ad2dc5 \
+    --hash=sha256:127565fead0a10943b282957bd5447804ff3160ad79f2ad2635e6d249e380680 \
+    --hash=sha256:127e08c0642d880cf32ca47ec2a4a77b901f7e2dd1ad9762adb13955d72ffcc9 \
+    --hash=sha256:166cf54d9f44fc6ceb53c7860258dde44a81406646de79f8ed3234fca3b6e538 \
+    --hash=sha256:168c733a7112e071bb7a66460e667edfcff06c017a3c523f7a8a8e08d0140804 \
+    --hash=sha256:1967debc37f64f2c4dc90a7f563aec558b471966e12adcac4e1c4240496b6ebf \
+    --hash=sha256:1cebd1337c242e4ec2293e541f712b2da849b29f48f0c293684b71c0632625d4 \
+    --hash=sha256:1cf01971c4f2c5553b772a542e4aaf191789cd331bc2cd4ff0e6e65ba49e1e97 \
+    --hash=sha256:1e5822dfc2f0d4ab7e745eaa6d85945069329beeccef965af3f3bb26058fcab6 \
+    --hash=sha256:22bffe6042b9bcb0822bcd1955ec00e245daf17b4344e4ed8e9551b976b63e96 \
+    --hash=sha256:23a439f31ccbeff1574e24889128821d1f7917470e830cf6544dced1c662262a \
+    --hash=sha256:24e9c5386e16669b674a69c156c8eeefcb578f3b3397b713b08e6d60f3c7b187 \
+    --hash=sha256:270b293dae9058fc9fcedab50f13cebf46fb8ed1d1d54e0521a9da5d6b211975 \
+    --hash=sha256:29dfa0533a5d4c94d4dfa1b694fcb56c9c63aad8330ffdd816fd225d0a7a162f \
+    --hash=sha256:2a9c6f195058cb45335e8cc3802745c603d716eb96bc9625950c1aac71c0c703 \
+    --hash=sha256:2bfd04c19ddbd6640de0b51894d764bd2758854d5b75bd102d2ef10cb9c293a9 \
+    --hash=sha256:2c54a076ca4d370980ab57bc0e31df57bbe8d41340436a90ef8b1219a3cbb127 \
+    --hash=sha256:2c958bf94822e9290a40aaf2a822d4bc5c88099093e3948ad6c571eca9272e5f \
+    --hash=sha256:2c99f7e8ccb3dd6e3e4bfeac657a7b208c9bac8075f4b078c02d7404c34107fa \
+    --hash=sha256:2f7c26fbc5acd2522b95d4177fe4710ffd8e9b20529e703ffbf8db4d93903f05 \
+    --hash=sha256:30c6dc199b24a5e3e81d50da0f00858c5bbdb2617a750395687f4339c5818171 \
+    --hash=sha256:38a2fea2787428f811719ceb9114cb78964a3138838320c29ac39526c79c16ba \
+    --hash=sha256:3a83ae6c67b7676b9878378547ca8e93ed77a580037bcbcd1d32f739e1e6089c \
+    --hash=sha256:3cfe765c1da0072636ca06628261e0ea05688e160d5c8a03e0217c3854037223 \
+    --hash=sha256:421aba32367055614287a4292b6a17f1939c9452299f7a0209c117e990b646d4 \
+    --hash=sha256:425560c6fa0415f27261727bb20bd097568485e5eb0c121f1949417d1c516885 \
+    --hash=sha256:4470ce197d4090875cf6affbf1f853338387428df97c4fb7b7106317b8214698 \
+    --hash=sha256:4cf2d36a2357e4d07bb5a4f98801265327b48256867816cfd2ceb001e9754a8f \
+    --hash=sha256:4f4bca01b63096f606e095734dd56e74e175f94cfbf24ff3d63281cec61f7bb7 \
+    --hash=sha256:501f9f04a588d6a09179368c57071301445191767c64e4b52a6aa9871f1ef5ed \
+    --hash=sha256:536bceea4fa4acf7e1c61da2b5786304367c816c8895be71b8f537c480b0ea1f \
+    --hash=sha256:538949e262e46caa31ac01bdb3c1e8f642622922cacbabbae6a8445d9dc33eaf \
+    --hash=sha256:539d75de9e0d536c84ff18dfeb805398e58227001ce09231a26a08b9aed1ee0e \
+    --hash=sha256:54f45a148e28767bf343d33a684693c70e451c6f4c0e9904709a723fafbdfc1f \
+    --hash=sha256:55927d532399c2c646100ff7feb48eaa940ad70f42cd68e1328f3ded9f81ca24 \
+    --hash=sha256:58eadac9cd119677b60e1cf8ac4052f35949d71b8a9e5556efccbe82533cf22a \
+    --hash=sha256:5e8d07bddee435a2ff6f1920e18feff28d0bc4533e42f4bf6927fbd073312c41 \
+    --hash=sha256:62698275682bf121181861295c9181e789030a2d516071f5b8f3c23c170cd0fc \
+    --hash=sha256:639c8929aa0afe81be836b04de888460d6bed38b9c54cfc18da8f6bfabf5af5d \
+    --hash=sha256:67e3a721ffc5d8d2210d3671872298c4a84e4b8035cfe42ffd7cde35d772b146 \
+    --hash=sha256:6de4744d05bd1aa1be4ed7ea1189e3979196808008113bbbf899a460966b925e \
+    --hash=sha256:6e84adbcf4bf841aed8116a8264b9f50b4cb3e7bd89b516122e616ac56ca269e \
+    --hash=sha256:7491ee23305ac3eb59e492b6945881f5cd77a6f731061a3f25b77fd40f9e99a4 \
+    --hash=sha256:79486287de1730dbaff3dbd124d0ca4d2ef7f9d29bf2544f1f93c09b5bcbbd12 \
+    --hash=sha256:7b689145a1485c335569bd056464f3243a29af7ed3871c7be31ad624ba239bc7 \
+    --hash=sha256:7f88d653e7b3b779d71ae7454e20dcc9b6bae903f33c269db9f2be41bda3f261 \
+    --hash=sha256:8020133a74bd81b4572dd8e4be028a6b1ebcd70e6726edc3918008c08bee6ee6 \
+    --hash=sha256:808345f53cb952433ca2816f1604ff3515608a81784954f38d4452acfe8e61d5 \
+    --hash=sha256:83e35b57523816c8613fd0776b40cd8bb9f596b37ddd2692eb4a6bb5ab2f8c93 \
+    --hash=sha256:842e7b070435622248c7a2c44ae53fa1440e073cc3023bc919fed570884097a7 \
+    --hash=sha256:847927daf4cffbd4e90e42bc890069897101edd015f956cb8721b3473372edda \
+    --hash=sha256:882076c00c0a608b131187055ddc5ae29f2e7eaf870d6168980420d58528a5c8 \
+    --hash=sha256:8b95977e7211527ab0ba576e286d023389fbeeb32a6b7b771665d333c60e5342 \
+    --hash=sha256:8bb68f03f395eb793220b45c097bd4d8c32944393da0fad8b999efac0868fc8c \
+    --hash=sha256:8c2642a7603ec0b16ed77da4555db3b4b472341904873788327c0b0d7b95f1bb \
+    --hash=sha256:8c3d1e9c15b9d51ca0391e13da1a25a0a4df3c58a37c9dc368e0736cf7f69df0 \
+    --hash=sha256:8c6e5a2f750cc71c3e3b11d71661f21d6f9bc6cebc6564b1466417a1ec03ec77 \
+    --hash=sha256:8d2294a31386bfa251d8c8a39472beee17db67d4f1a6eabea665d35c9a4461c3 \
+    --hash=sha256:8e4320744c1ffdd95a603def63344bfab2d33edeab301c5007e7de9f9f5b3885 \
+    --hash=sha256:8e65860d238379ed982fd9ba690579b5e95af2f4840f99c772816dbe573cb826 \
+    --hash=sha256:8f2e5c5ee828d42cb11760761c0af6507927bec42d0ad5458f97c9203b054617 \
+    --hash=sha256:900a67df3fd1660b035a4761c4ce73c382ea6b35f90f9863c36c6fd8bf8b09bb \
+    --hash=sha256:913ca42ccad3f8cc6e292b587ae8ae49c8c823e5dce51a736252fc7c7cdfa577 \
+    --hash=sha256:9250a9a0a6fd4648b3f868da8d91a4c52b5811a62df58e753d50ae4454a36f80 \
+    --hash=sha256:931908d9fc855d8f74783377822be318edb6dcb19e47169dc038f9a1bf60b06e \
+    --hash=sha256:9826217f048f620d9a712672818bf231442c1b35d96b227a07eabd11b4bb6945 \
+    --hash=sha256:9891e594296ab9dada6551c8e7b387b2721f27a67eecd528412e8906247a7b90 \
+    --hash=sha256:9c1255b302953c86a486b81d330d5ee1d5bd937691ce271b6be0ef0e299eaab7 \
+    --hash=sha256:a0811d33247c3d6128a3001d763f2aa056bb3425204335400ac54f89eec3a0d0 \
+    --hash=sha256:a136d453475ac0fcbda502ef1e6504bd28d6d904700915d278deeab0d00fe140 \
+    --hash=sha256:a214c993455f99a89aaeadc9b21241900037adc9d97203e374d75513c5911822 \
+    --hash=sha256:a3086b538543802f84c843911242db20447de00d8752dd0efc936dbcf02218ba \
+    --hash=sha256:a3450b693fde92133e9f51060568a4c31fcca76d5e53bbd611e689ca446517e9 \
+    --hash=sha256:a550fb4950a06dde3beb4721f5ad4b25bf4513784665b0a8522c792e2bd822a4 \
+    --hash=sha256:a9f4645593036b81bbdb36b9c8e0ea0d1c3fee968c4d59db0344c14087ef143a \
+    --hash=sha256:aca6c1ef08a82bfe327cc156da694660f599923e2e6665b6d81c9c2d0ac9ffc8 \
+    --hash=sha256:acac386b453c2516111b50985d60ce46e7fadb5ea71ae7b25f4c946935bf27cf \
+    --hash=sha256:acc992ab27b15f852c76755eb2ab7dce86585ddadba6fa5946e58556088845b4 \
+    --hash=sha256:ae3d4fe8c0b9213624fdce7279d70e3b148b682ca20719ebd193a23ebfa47324 \
+    --hash=sha256:ae50181a047c871561212bb97f7932a2d45fb53e947bd9b57ebad85b529cbc53 \
+    --hash=sha256:ae6dd8f10bd17aad820876d24caec9efdafd80a318d16c0a48edb5e136902c6b \
+    --hash=sha256:af05d726809bff6b141be124d4c7ce998f9c9c7f30edb1f46c07aa103d540b41 \
+    --hash=sha256:afd70d95892096cdb26f15a00c45907b17817577aa8d1c76b2dcc2788391f9e9 \
+    --hash=sha256:b5c2dc92304aa48a4a60443b548bb12f12e119d4b72f314015e67b9e1be97fca \
+    --hash=sha256:bc0011654b91cc4fb2ae701bec0a0ba1e552c0714247fa7af6c59e0ccfa3a4e1 \
+    --hash=sha256:bcfbcf66006befb9fd2aeaa9e01feaf881b4dc330a02ba07d2322b1c11be7b5d \
+    --hash=sha256:bdbd97738551fca3917c1bd7188bec1920bb520104f28e7e1007f9ceb17b7690 \
+    --hash=sha256:c60924535c75f1566b6eb75b5c31a48a43fef04fa2d0d201acbad8a9969c6107 \
+    --hash=sha256:c7b9a2f8f4d8e90af72571d3d495deebdd7e3c75451f5b41719aee166e940fc2 \
+    --hash=sha256:ca6546b66be9dc4738b1b043d5ebd5488c66c578c5ff0fd0e8065313fe3afb76 \
+    --hash=sha256:ccffae9a092a00deb7efd545fe5e2c33c33b88e7c054337e9a74c179347d0b7d \
+    --hash=sha256:cdc7e35386f3847df728fbcb5e887e2d79c19e2fa1eba9e51b6621d23e3243af \
+    --hash=sha256:d15fde0e6fb0d88a60d221204873743e5d9f0b7d29165e62cd86d0413ad74ba6 \
+    --hash=sha256:d34c20167764fbcf927194d532dd7e0c56772f0a5f943fa5ef9e9afbba8fb9db \
+    --hash=sha256:d483fe17f01ad64b7bf7cc38fcefff1ca9fb83f8c2b2542b68f97ffe0611b369 \
+    --hash=sha256:d7469697dce35be237db177d42e2a2ee26e6dcc5fc052078a6fefabd288c6edd \
+    --hash=sha256:db08f45aecde626498fb3df07bcf6d2ec040af42e859a4f5040d79c200342911 \
+    --hash=sha256:dc319e5a1de4b6913aac94bf6a2f9e847371e0a140a43dd4991db1a09bc2d504 \
+    --hash=sha256:de3eceba0b683bcbb1ab93da016d0270df1f9ae7be716b40214c5dafac6ea45a \
+    --hash=sha256:dfcc8b909769d19db55c7cc9541eb64b9b774b1057ffffb4f1048070475bb9f9 \
+    --hash=sha256:e059c5dde6452b44424bd1834557556c226b57781dee1227af23518459722b13 \
+    --hash=sha256:e4316bf32babbed84e691e352faf967ce2f0f024174a8643c37c94a1080374fc \
+    --hash=sha256:e52655eaf81e32593abedaa4bfe33170c8cfedf3365ed9be6e11e07f148f0278 \
+    --hash=sha256:e55d236be29255554da47abe5c577637db7c24a02b8b46f0ca9524c855801868 \
+    --hash=sha256:ea7bb13b7c9a29791f87a0387ba7d3ad3a6d783d827e4d3f27b40a0ff44495e2 \
+    --hash=sha256:ea964164cc9afa72d4d9b23cc28dafae93693c0a53e0b42acbff15b22c3f9ddd \
+    --hash=sha256:ec829541c45bca16e61c7ae50c20501f213605beb75d1aba91a6ee37fbbb56a4 \
+    --hash=sha256:ecabd69db66de867690f9797f2f8fa27ba501bbc24540cbdbdc649cd15888ba6 \
+    --hash=sha256:ed0c1e5d10cdc7135537988c74a0188da68e2f3c30813ba3744ab1e42e0480f9 \
+    --hash=sha256:f0840b5b17057f7fd918b76183a4b5a0635f43e14eb2ce60dce1d4ee4707ea00 \
+    --hash=sha256:f4d78253f6996be4901669ad25319f842f740eccf4d58e3c7f3dd39e6dde1d8f \
+    --hash=sha256:f56f1695bc5c0871cbc33dc0130fcf503aab0c57dcc5a6700a4f49eba4f2652e \
+    --hash=sha256:f826877d462181e5eb1c26a0026b8d0cab05d99844ecb6d8bf3627a2ca0c0442 \
+    --hash=sha256:f8f23ead891a3b762f35ab3b04623da7056545b48aa60d59957e6789914545da \
+    --hash=sha256:f90938e92afda60266da758ee7d363447f7f0138c9559f9e1811629580582d90 \
+    --hash=sha256:faa679d19a6696fd54259ad321251ad77a13e70e03dd834daa762a44fb6196ef
     # via
     #   jsonschema
     #   referencing
-s3transfer==0.13.1 \
-    --hash=sha256:a981aa7429be23fe6dfc13e80e4020057cbab622b08c0315288758d67cabc724 \
-    --hash=sha256:c3fdba22ba1bd367922f27ec8032d6a1cf5f10c934fb5d68cf60fd5a23d936cf
+s3transfer==0.19.2 \
+    --hash=sha256:ba0309fd86be3c27dbf78cdd813c13c5e1df16e5874b99d2535ebbdfb9892993 \
+    --hash=sha256:d8168eccca828cbb2cd573675333f3bddd254313a9c42494b84c76b539e8ba25
     # via boto3
-scikit-build-core==0.12.2 \
-    --hash=sha256:562e0bbc9de1a354c87825ccf732080268d6582a0200f648e8c4a2dcb1e3736d \
-    --hash=sha256:6ea4730da400f9a998ec3287bd3ebc1d751fe45ad0a93451bead8618adbc02b1
+scikit-build-core==1.0.3 \
+    --hash=sha256:a4d7a05978ee37975c37743510c8991e2debce7ef83afb0a07c0c576fd4f16e8 \
+    --hash=sha256:ae95427b7d3c14a6cf8bbfd4d901f6138ab64c99e20cbe8ea7d75cd26093f085
     # via feast (pyproject.toml)
 setuptools==80.10.2 \
     --hash=sha256:8b0e9d10c784bf7d262c4e5ec5d4ec94127ce206e8738f29a437945fbc219b70 \
@@ -2732,11 +2834,10 @@ setuptools==80.10.2 \
     #   feast (pyproject.toml)
     #   pandas-gbq
     #   pydata-google-auth
-    #   pymilvus
     #   setuptools-scm
-setuptools-scm==10.0.5 \
-    --hash=sha256:bbba8fe754516cdefd017f4456721775e6ef9662bd7887fb52ae26813d4838c3 \
-    --hash=sha256:f611037d8aae618221503b8fa89319f073438252ae3420e01c9ceec249131a0a
+setuptools-scm==10.2.1 \
+    --hash=sha256:4fa7dd82cf8c800df59c9a288c90299b1657ff1ecfc3f5cc00287c5dbf5e27a9 \
+    --hash=sha256:b7c82f4102d389ee57dc66ccdb4f9b4bca3c40ba83b43f1f63d68ccd72db2580
     # via hatch-vcs
 shellingham==1.5.4 \
     --hash=sha256:7ecfff8f2fd72616f7481040475a65b2bf8af90a56c89140852d1120324e8686 \
@@ -2748,36 +2849,37 @@ six==1.17.0 \
     # via
     #   kubernetes
     #   python-dateutil
-snowballstemmer==3.0.1 \
-    --hash=sha256:6cd7b3897da8d6c9ffb968a6781fa6532dce9c3618a4b127d920dab764a19064 \
-    --hash=sha256:6d5eeeec8e9f84d4d56b847692bacf79bc2c8e90c7f80ca4444ff8b6f2e52895
+snowballstemmer==3.1.1 \
+    --hash=sha256:7e207fa178741da09cdee59d3ecec3827ad5f92b1fc5c9ff3755b639f71f5752 \
+    --hash=sha256:e07bbc54a0d798fe6010a12398422e62a8bfbba95c394fd0956ef58cb4d3e260
     # via sphinx
-snowflake-connector-python[pandas]==4.4.0 \
-    --hash=sha256:16fdca775f7ca5ce4a973c07c434f5ab72bef5284e81a5e4ae2fb4d54d28965c \
-    --hash=sha256:19d0c1ed033abae715a71b74c53010b180a5247c6924f851e4f7d0b0d58066c4 \
-    --hash=sha256:2a6f6a514a10c3bb2d4554132f0b639f43d7e9fbb73fa1fae1c8a75333102686 \
-    --hash=sha256:307f41326c702f6976746d2001dacf35adaf567f3f12afb3a5778fbb063c7241 \
-    --hash=sha256:43e1a2f3ac51d24406d4eb0c23a8ceb9d6f5cb4854c941e5e1375d8c481e2844 \
-    --hash=sha256:52efe2d6543a09807283748dd50a36ec01d52b4f342868132f8f9856b9c95a42 \
-    --hash=sha256:56ff04dd9e17edc82128f412aa3776687dc94088f3d6b9144971e169952623cb \
-    --hash=sha256:648f49029d699591af0f253e81c5bf60efc4411c7b0149ef074a59a038210a3b \
-    --hash=sha256:693a1bef97509f09b7e6f42ea6f743d27819413c04fb3dc543b060d029871c56 \
-    --hash=sha256:70d4051e2d9c87258b02672e17e21f5873e0cb49ff9705f6194ccfa25ac0d5fd \
-    --hash=sha256:7c2984663a733d06c979aa6c8c1d7691621ec0d3521ef345d57c869ff2f1c4b2 \
-    --hash=sha256:8304b4818d3e9de552dcfbdd0bca61bae1583e1c9794e242e58fe44bce701604 \
-    --hash=sha256:85a01338d282423611f357cd5392dca2219bbda9a66b44761b11d6ae8ebf1e50 \
-    --hash=sha256:96fdca994c4d9f7780e82fc7b4bd3398d856b43de3bae57d44e242ff435a2431 \
-    --hash=sha256:9b1a28f843c1c0b582db7854789525d0c8aac4ea5c56e31113684e38220d0af9 \
-    --hash=sha256:9fa43d330389df27024757c4f97dabddafbedc74b8bcc189b6a86e8b4d036014 \
-    --hash=sha256:a088f108da4653ad1396ddb63a1c757ad614d0862c38f6f69cc77344bdcfeccb \
-    --hash=sha256:b9f0ac0c00075321e1720d3876e936ee0256f54832e7463c5193a8dfa54913d5 \
-    --hash=sha256:c828248214a49f77b903e05acf887d3ccb9d958b5a979f2ed3663bba1bd0f2b3 \
-    --hash=sha256:d6fd334e4d8df7fcb30e6746e5ade845e82de2942268862aa8bce974ae2b86a2 \
-    --hash=sha256:d8ac1659c8e588b9502f8d3d03c1ded2f274de0da9c09e62fe007cba5b46d6a5 \
-    --hash=sha256:e8e7ce0e8b33aec8b1fc6741eb51dbeb54e2c3a6d282a0d459c355a85f089b08 \
-    --hash=sha256:ea6e4083ebea0a814b46f029d64a2fb0ba6e7732952cd8af4406041708ce0e21 \
-    --hash=sha256:f5d0e90e68a899c13fda5ca842ff77b5759b1674adf2c72702d3c2b53ca9d27b \
-    --hash=sha256:fb628d5ea1999e23bfbaabce4125eb44d56605ca5634b8b1d6092ab22d555598
+snowflake-connector-python[pandas]==4.7.1 \
+    --hash=sha256:051e49157d955e5ba76577345169dd1869288ecef903dab17ec6180e1009b117 \
+    --hash=sha256:052fd457fa79616d074f5b8f2e106f9f2ca36645526e4d0abddf7e3685d1bdb7 \
+    --hash=sha256:0e23a5aaa1e9eaa9ba88b8867247d55c24e40f3be6367e3aa4f8633b37f56317 \
+    --hash=sha256:167ba97d5b615b507fc8234266c8736ea97f91b7324db7a305a28ec3505c0edf \
+    --hash=sha256:171ef3515c44e804dd86ab2b288179037fec40b3f45e1aa28fba095b764f9a6a \
+    --hash=sha256:1ed85264edb186a39e641f1b744a1a1973e10d9d15a96a46a1e78ac67442c7b6 \
+    --hash=sha256:22afd6de9fec8ef2cc23b231af9fc0f352351cd53da0cc11c2495272eff04ccf \
+    --hash=sha256:2b3e53626c600b59c181ce18e2b253487fb7e2b0d30ac0d3cfbd3ddffd13743b \
+    --hash=sha256:4b79e818d83306babff9d0803e697a008e8ada961deff55e3c5da0a9c3505d9a \
+    --hash=sha256:4f2c6f40544739b43f2da262dd67a32d4ac7ca2b09cc6b7181f02b24c60d5754 \
+    --hash=sha256:5011a5eb55dd80fed4198081743f75a8a56412b4623cb9cf61ce2813f600cbd9 \
+    --hash=sha256:571eeeb5f3b034671c125186ecb02a2e54ebee1fad1b3af7f091773dc11f693d \
+    --hash=sha256:5b7b27df86fc13afccabdb525973c0e9a730f8c25f07a4a55f95bc2ad88f8d35 \
+    --hash=sha256:7703f33059daa6e30d824e5d88bd525a7feccd38412b888c6e35cf0847cc34b0 \
+    --hash=sha256:7c67e735d38403109f6bc1a17022a4c950966e1c989f5e2376b9c28c5ece0fb5 \
+    --hash=sha256:81a8f1ae86222e7b8561f41f688462687a435f5afc8aa34ae42f69c0c0f16a57 \
+    --hash=sha256:8a5e2bd3701176521577eea8c5b384178b404bbcd73d634f86b888929c15fb8a \
+    --hash=sha256:92b935a4f73651ea1306b8c3c58003e0e5a72fa3a86453087161296168c31ed3 \
+    --hash=sha256:b03ef22742fee88d387f2ec3969dfb032417a2119bd366414b2c5ac9acb38a45 \
+    --hash=sha256:d5821dc73d305b0804aa415a4fafee018e611cc8cf339de36a5c8c44fb57beaa \
+    --hash=sha256:e582f6ac2c5fa53170ae28303d361ea6cc64e695ba528f1b6ec8529476324327 \
+    --hash=sha256:f2482d1b059fcaa45b7edf8ea97b0f35179ab781fb1ce4716809d83d9f5f4d4c \
+    --hash=sha256:f4e3b1222bc53b56ba4aa88224afe1ad894ee6f7389b2c0105b829d13d559aa7 \
+    --hash=sha256:f5a066d2c1db940740c49bafe1c8983395bc574bc31465263898c9bd050c5c52 \
+    --hash=sha256:fad8e1fb0c49eb1d93dad785ce738dac17473c6826f8cd36ee8d6f9675bceae1 \
+    --hash=sha256:ff5bb51c1c21cbbb5c90b9785cc3df9d649c64db26553668b1a1ea8a461a0d5b
     # via feast (pyproject.toml)
 sortedcontainers==2.4.0 \
     --hash=sha256:25caa5a06cc30b6b83d11423433f65d1f9d76c4c6a0c90e3379eaa43b9bfdb88 \
@@ -2811,83 +2913,79 @@ sphinxcontrib-serializinghtml==2.0.0 \
     --hash=sha256:6e2cb0eef194e10c27ec0023bfeb25badbbb5868244cf5bc5bdc04e4464bf331 \
     --hash=sha256:e9d912827f872c029017a53f0ef2180b327c3f7fd23c87229f7a8e8b70031d4d
     # via sphinx
-sqlalchemy[mypy]==2.0.49 \
-    --hash=sha256:01146546d84185f12721a1d2ce0c6673451a7894d1460b592d378ca4871a0c72 \
-    --hash=sha256:059d7151fff513c53a4638da8778be7fce81a0c4854c7348ebd0c4078ddf28fe \
-    --hash=sha256:0c98c59075b890df8abfcc6ad632879540f5791c68baebacb4f833713b510e75 \
-    --hash=sha256:0f2fa354ba106eafff2c14b0cc51f22801d1e8b2e4149342023bd6f0955de5f5 \
-    --hash=sha256:12b04d1db2663b421fe072d638a138460a51d5a862403295671c4f3987fb9148 \
-    --hash=sha256:22d8798819f86720bc646ab015baff5ea4c971d68121cb36e2ebc2ee43ead2b7 \
-    --hash=sha256:233088b4b99ebcbc5258c755a097aa52fbf90727a03a5a80781c4b9c54347a2e \
-    --hash=sha256:24bd94bb301ec672d8f0623eba9226cc90d775d25a0c92b5f8e4965d7f3a1518 \
-    --hash=sha256:275424295f4256fd301744b8f335cff367825d270f155d522b30c7bf49903ee7 \
-    --hash=sha256:32fe6a41ad97302db2931f05bb91abbcc65b5ce4c675cd44b972428dd2947700 \
-    --hash=sha256:334edbcff10514ad1d66e3a70b339c0a29886394892490119dbb669627b17717 \
-    --hash=sha256:3bb9ec6436a820a4c006aad1ac351f12de2f2dbdaad171692ee457a02429b672 \
-    --hash=sha256:3ddcb27fb39171de36e207600116ac9dfd4ae46f86c82a9bf3934043e80ebb88 \
-    --hash=sha256:42e8804962f9e6f4be2cbaedc0c3718f08f60a16910fa3d86da5a1e3b1bfe60f \
-    --hash=sha256:43d044780732d9e0381ac8d5316f95d7f02ef04d6e4ef6dc82379f09795d993f \
-    --hash=sha256:46796877b47034b559a593d7e4b549aba151dae73f9e78212a3478161c12ab08 \
-    --hash=sha256:46d51518d53edfbe0563662c96954dc8fcace9832332b914375f45a99b77cc9a \
-    --hash=sha256:47604cb2159f8bbd5a1ab48a714557156320f20871ee64d550d8bf2683d980d3 \
-    --hash=sha256:4bbccb45260e4ff1b7db0be80a9025bb1e6698bdb808b83fff0000f7a90b2c0b \
-    --hash=sha256:4d4e5a0ceba319942fa6b585cf82539288a61e314ef006c1209f734551ab9536 \
-    --hash=sha256:55250fe61d6ebfd6934a272ee16ef1244e0f16b7af6cd18ab5b1fc9f08631db0 \
-    --hash=sha256:566df36fd0e901625523a5a1835032f1ebdd7f7886c54584143fa6c668b4df3b \
-    --hash=sha256:57ca426a48eb2c682dae8204cd89ea8ab7031e2675120a47924fabc7caacbc2a \
-    --hash=sha256:5e61abbec255be7b122aa461021daa7c3f310f3e743411a67079f9b3cc91ece3 \
-    --hash=sha256:618a308215b6cececb6240b9abde545e3acdabac7ae3e1d4e666896bf5ba44b4 \
-    --hash=sha256:62557958002b69699bdb7f5137c6714ca1133f045f97b3903964f47db97ea339 \
-    --hash=sha256:6270d717b11c5476b0cbb21eedc8d4dbb7d1a956fd6c15a23e96f197a6193158 \
-    --hash=sha256:685e93e9c8f399b0c96a624799820176312f5ceef958c0f88215af4013d29066 \
-    --hash=sha256:69469ce8ce7a8df4d37620e3163b71238719e1e2e5048d114a1b6ce0fbf8c662 \
-    --hash=sha256:6eb188b84269f357669b62cb576b5b918de10fb7c728a005fa0ebb0b758adce1 \
-    --hash=sha256:74ab4ee7794d7ed1b0c37e7333640e0f0a626fc7b398c07a7aef52f484fddde3 \
-    --hash=sha256:77641d299179c37b89cf2343ca9972c88bb6eef0d5fc504a2f86afd15cd5adf5 \
-    --hash=sha256:7c821c47ecfe05cc32140dcf8dc6fd5d21971c86dbd56eabfe5ba07a64910c01 \
-    --hash=sha256:7d6be30b2a75362325176c036d7fb8d19e8846c77e87683ffaa8177b35135613 \
-    --hash=sha256:7f605a456948c35260e7b2a39f8952a26f077fd25653c37740ed186b90aaa68a \
-    --hash=sha256:83101a6930332b87653886c01d1ee7e294b1fe46a07dd9a2d2b4f91bcc88eec0 \
-    --hash=sha256:88690f4e1f0fbf5339bedbb127e240fec1fd3070e9934c0b7bef83432f779d2f \
-    --hash=sha256:8a97ac839c2c6672c4865e48f3cbad7152cee85f4233fb4ca6291d775b9b954a \
-    --hash=sha256:8d6efc136f44a7e8bc8088507eaabbb8c2b55b3dbb63fe102c690da0ddebe55e \
-    --hash=sha256:8e20e511dc15265fb433571391ba313e10dd8ea7e509d51686a51313b4ac01a2 \
-    --hash=sha256:951d4a210744813be63019f3df343bf233b7432aadf0db54c75802247330d3af \
-    --hash=sha256:9ac7a3e245fd0310fd31495eb61af772e637bdf7d88ee81e7f10a3f271bff014 \
-    --hash=sha256:9b1c058c171b739e7c330760044803099c7fff11511e3ab3573e5327116a9c33 \
-    --hash=sha256:9c04bff9a5335eb95c6ecf1c117576a0aa560def274876fd156cfe5510fccc61 \
-    --hash=sha256:9c4969a86e41454f2858256c39bdfb966a20961e9b58bf8749b65abf447e9a8d \
-    --hash=sha256:9e0400fa22f79acc334d9a6b185dc00a44a8e6578aa7e12d0ddcd8434152b187 \
-    --hash=sha256:a05977bffe9bffd2229f477fa75eabe3192b1b05f408961d1bebff8d1cd4d401 \
-    --hash=sha256:a143af2ea6672f2af3f44ed8f9cd020e9cc34c56f0e8db12019d5d9ecf41cb3b \
-    --hash=sha256:a51d3db74ba489266ef55c7a4534eb0b8db9a326553df481c11e5d7660c8364d \
-    --hash=sha256:b95b2f470c1b2683febd2e7eab1d3f0e078c91dbdd0b00e9c645d07a413bb99f \
-    --hash=sha256:b9870d15ef00e4d0559ae10ee5bc71b654d1f20076dbe8bc7ed19b4c0625ceba \
-    --hash=sha256:c1dc3368794d522f43914e03312202523cc89692f5389c32bea0233924f8d977 \
-    --hash=sha256:c338ec6ec01c0bc8e735c58b9f5d51e75bacb6ff23296658826d7cfdfdb8678a \
-    --hash=sha256:c5070135e1b7409c4161133aa525419b0062088ed77c92b1da95366ec5cbebbe \
-    --hash=sha256:cc992c6ed024c8c3c592c5fc9846a03dd68a425674900c70122c77ea16c5fb0b \
-    --hash=sha256:d15950a57a210e36dd4cec1aac22787e2a4d57ba9318233e2ef8b2daf9ff2d5f \
-    --hash=sha256:d898cc2c76c135ef65517f4ddd7a3512fb41f23087b0650efb3418b8389a3cd1 \
-    --hash=sha256:d99945830a6f3e9638d89a28ed130b1eb24c91255e4f24366fbe699b983f29e4 \
-    --hash=sha256:da9b91bca419dc9b9267ffadde24eae9b1a6bffcd09d0a207e5e3af99a03ce0d \
-    --hash=sha256:df2d441bacf97022e81ad047e1597552eb3f83ca8a8f1a1fdd43cd7fe3898120 \
-    --hash=sha256:e06e617e3d4fd9e51d385dfe45b077a41e9d1b033a7702551e3278ac597dc750 \
-    --hash=sha256:ec44cfa7ef1a728e88ad41674de50f6db8cfdb3e2af84af86e0041aaf02d43d0 \
-    --hash=sha256:fb37f15714ec2652d574f021d479e78cd4eb9d04396dca36568fdfffb3487982
+sqlalchemy[mypy]==2.0.51 \
+    --hash=sha256:0378d055e9e8cd6ce4d8dff683bdd3d7d413533c4ee51d67a2b1e0f9eacc0f23 \
+    --hash=sha256:0592bdadf86ddcabfd72d9ab66ea8a5d8d2cc6be1cc51fa7e66c03868ac5eac1 \
+    --hash=sha256:08a204d8b5638717c26a24df18fcf40af45a6b22e35b70b1d62f0113c2e278e8 \
+    --hash=sha256:0c2c62877097e1a0db401fba5cb4debee33265e5b2a55c4ccb489c02c53b4f72 \
+    --hash=sha256:0e8203d2fbd5c6254692ef0a72c740d75b2f3c7ca345404f4c1a4604813c77c0 \
+    --hash=sha256:0f053118c30e53161857a953e4de667d90e274980dccbe5dd3829bbbeece72a5 \
+    --hash=sha256:0f6bcad487aee1c638d707235682fc96f741de00663619881ab235400d03289e \
+    --hash=sha256:111604e637da87031255ddc26c7d7bc22bc6af6f5d459ccff3af1b4660233a85 \
+    --hash=sha256:1181256e0f16479691b5616d36375dc2620ad8332b25978763c3d206ad3f3f1d \
+    --hash=sha256:159bb6ba32059f57ad7375a8f50d844dd2f19d14954ecf820cd33e20debd46b2 \
+    --hash=sha256:1aa10c0daee6705294d181daadaa793221e1a59ed55000a3fab1d42b088ce4ba \
+    --hash=sha256:1af05726b3d0cdba1c55284bf408fd3b792e690fe2399bfb8304565551cda652 \
+    --hash=sha256:1bed1ee8b01da6088210aa9412023326fb98a599ba502e6118308601dcbef77f \
+    --hash=sha256:1d21ce524ab86c23046e992a5b81cb54c21079c6df6e78b8fc77d77cac70a6b9 \
+    --hash=sha256:1e47b1199c2e832e325eacabc8d32d2487f58c9358f97e9a00f5eb93c5680d84 \
+    --hash=sha256:247acaa29ccef6250dfd6a3eedf8f94ddf23564180a39fe362e32ae9dbdbde46 \
+    --hash=sha256:2a97eaad21c84b4ef8010b11eeba9fe6153eb0b3df3ff8b6abc309df1b978ef7 \
+    --hash=sha256:2cf39aabdf48e87c1c2c2ed6d20d33ffa0733b3071ce9c5f66357947dd009080 \
+    --hash=sha256:2e54ff2dd657f2e3e0fbf2b097db1182f7bfea263eca4353f00065bae2a67c3d \
+    --hash=sha256:39a76529db6305693d8d4affa58ad5b5e2e18edd62daea628b29b97930b3513d \
+    --hash=sha256:4004ada0aafe8ae1991b2cd1d99c6d9146126e123bd6f883c260d974aa012e54 \
+    --hash=sha256:436728ce18a80f6951a1e11cc6112c2ede9faf20766f1a26195a7c441ca12dbd \
+    --hash=sha256:483b11bd46bf35fc14c52faf338b04300c9e6ce554bce9b11be85bfec3bc3195 \
+    --hash=sha256:4a011ea4510683319ce4ed274b56ee05194b39b6da9d09ca7a39388f0fa84dcc \
+    --hash=sha256:581921d849d6e6f994d560389192955e80e2950e18fcdfe2ccea863e01158e6e \
+    --hash=sha256:59cab3686b1bc039dd9cded2f8d0c08a246e84e76bd4ab5b4f18c7cdae293825 \
+    --hash=sha256:6b588fd681ddf0c196b8df1ea49a8913514894b2b8f945a9511b4b48871f99c8 \
+    --hash=sha256:6e46fc36029eff666391e0531e5387b62ce6c4f1d8e50b3fb3099eaca1b42522 \
+    --hash=sha256:6ea306caaae6bd5afd0a46050003c88f6bf33227377a49298c498c3cb88ff491 \
+    --hash=sha256:72ca54c952107ba5cd58854b67a5a6268631289d21651a1235396f3b98b47400 \
+    --hash=sha256:740cf6f35351b1ac3d82369152acf1d51d37e3dcf85d4dc0a22ca01410eabe2a \
+    --hash=sha256:7c2056838b6685b72fdb36c99996cf862753461a62f2e84f4196371d3b2d6a07 \
+    --hash=sha256:7c6b36ed71f41942bdcd2ad2522be46bfce09d5705be5640ecf19bbc7660e4b7 \
+    --hash=sha256:7d78702b26ba1c18b2d0fb2ea940ba7f17a9581b42e8361ff93920ebbee1235a \
+    --hash=sha256:804dccd8a4a6242c4e30ad961e540e18a588f6527202f2d6791b01845d59fdc9 \
+    --hash=sha256:9161cfc9efce70d1715f47d6ff40f79c6778c00d53be4fbc09d70301e4b83ba7 \
+    --hash=sha256:96747bfbadb055466e5b46d572618170046b45ce5a4879167f50d70a5319a499 \
+    --hash=sha256:9f380393be5abeb6815f68fd39271b95127173511b6706b0a630a9995d53f8f5 \
+    --hash=sha256:a42ad6afcbaaa777241e347aa2e29155993045a0d6b7db74da61053ffe875fe0 \
+    --hash=sha256:a5b2ed6d828f1f09bd812861f4f59ca3bc3803f9df871f4555187f0faf018604 \
+    --hash=sha256:a6d26094615306d116dd5e4a51b0304c99dd2356fc569eed6922a80a6bd3b265 \
+    --hash=sha256:aa18ae738b5170e253ad0bb6c4b0f07585081e8a6e50893e4d911d47b39a0904 \
+    --hash=sha256:ad30ae663711786303fbcd46a47516302d201ee49a877cb3fac61f672895110a \
+    --hash=sha256:b21f0e7efc7a5c509e953784e9d1575ebb8b4318960e7e7d7a93bb803626cf64 \
+    --hash=sha256:b3e693d15533a45cd5906f0589f9c35090bef6ef45bf1e8195c424aa0ae06a8d \
+    --hash=sha256:b7f08588854bbb724041d9ae9d980d40040c922382e1d9a2ecb390edc4fd5032 \
+    --hash=sha256:b93ab07b5292dbe7e6b8da89475275e7042744283921344b56105f3eeb0f828b \
+    --hash=sha256:bb024d8b621d0be75f4f44ecc7c950450026e76d66dc8f791bb5331d7fed59d5 \
+    --hash=sha256:bb1f5062f98b0b3290e72b707747fdd7e0f22d6956b236ba7ca7f5c9971d2da2 \
+    --hash=sha256:c45a496d6bc05dec41dcd4c3a2b183723f47473255c159cd80b503c8f246424d \
+    --hash=sha256:c5d98a2709840027f5a347c3af0a7c3d5f6c1ff93af2ca1c54494e23cba8f389 \
+    --hash=sha256:c68568f3facf8f66fa76c60e0ced69b67666ffa9941d1d0a3756fda196049080 \
+    --hash=sha256:c95ef01f53233a305a874a44a63fbfb1d81cd79b49de0f8529b3548cde437e37 \
+    --hash=sha256:ca216e8af5c05e326efc7e28716ac2381a7cf9791749f5ee1849dccdc99c9b00 \
+    --hash=sha256:ca8435d13829b92f4a97362d91975154a4015db3a2634154e1754e9a915e6b86 \
+    --hash=sha256:dc261707bf5739aea8a541593f3cc1d463c2701fb05fbcbba0ce031b69a21260 \
+    --hash=sha256:e5ea1a213be1fcd5e49d9904c3b9939211ded90bc2a64e93f4c01963474285de \
+    --hash=sha256:fa268106c8987639a17a18514cfe0cd9bf17420ab887e1e1bf486da8836135b1
     # via feast (pyproject.toml)
-sqlglot==30.6.0 \
-    --hash=sha256:246d34d39927422a50a3fa155f37b2f6346fba85f1a755b13c941eb32ef93361 \
-    --hash=sha256:e005fc2f47994f90d7d8df341f1cbe937518497b0b7b1507d4c03c4c9dfd2778
+sqlglot==30.14.0 \
+    --hash=sha256:df2ef5d2b8ca814313781f4ff35bf63e58f821ef517eeddbd523c19a61fa9bb9 \
+    --hash=sha256:fc768e24889d63a5e1237dea7ad305e5ffb4356a98b0bed828f89591ebcd3636
     # via ibis-framework
-sse-starlette==3.4.1 \
-    --hash=sha256:6b43cf21f1d574d582a6e1b0cfbde1c94dc86a32a701a7168c99c4475c6bd1d0 \
-    --hash=sha256:f780bebcf6c8997fe514e3bd8e8c648d8284976b391c8bed0bcb1f611632b555
+sse-starlette==3.4.6 \
+    --hash=sha256:56217ab4c9a9f9c5db7b21e08732d3e7c2b807f45231ad23de0551a24c4a41f6 \
+    --hash=sha256:725f8a1bd6d26ae1b2c9610c0ef5065dfdd496f3988d28adcf8c4b49dc25c627
     # via mcp
-starlette==1.0.0 \
-    --hash=sha256:6a4beaf1f81bb472fd19ea9b918b50dc3a77a6f2e190a12954b25e6ed5eea149 \
-    --hash=sha256:d3ec55e0bb321692d275455ddfd3df75fff145d009685eb40dc91fc66b03d38b
+starlette==1.3.1 \
+    --hash=sha256:05d0213193f2fbaae60e2ecb593b4add4262ad4e46536b54abe36f11a71724e0 \
+    --hash=sha256:c7372aae11c3c3f26a42df7bd626cec2f47d03483d261d369516a615a53714c6
     # via
+    #   feast (pyproject.toml)
     #   fastapi
     #   mcp
     #   sse-starlette
@@ -2952,9 +3050,9 @@ tomli==2.4.1 \
     --hash=sha256:ff18e6a727ee0ab0388507b89d1bc6a22b138d1e2fa56d1ad494586d61d2eae9 \
     --hash=sha256:ff2983983d34813c1aeb0fa89091e76c3a22889ee83ab27c5eeb45100560c049
     # via fastapi-mcp
-tomlkit==0.14.0 \
-    --hash=sha256:592064ed85b40fa213469f81ac584f67a4f2992509a7c3ea2d632208623a3680 \
-    --hash=sha256:cf00efca415dbd57575befb1f6634c4f42d2d87dbba376128adb42c121b87064
+tomlkit==0.15.1 \
+    --hash=sha256:177a05aece5a8ca5266fd3c448abb47b8d352f09d477d3ca8332db4d89b24304 \
+    --hash=sha256:e25bbf38843005246210a12982776f27f99cb9be67160e14434d0c0d21ee1e97
     # via snowflake-connector-python
 toolz==1.1.0 \
     --hash=sha256:15ccc861ac51c53696de0a5d6d4607f99c210739caf987b5d2054f3efed429d8 \
@@ -2963,42 +3061,51 @@ toolz==1.1.0 \
     #   dask
     #   ibis-framework
     #   partd
-tqdm==4.67.3 \
-    --hash=sha256:7d825f03f89244ef73f1d4ce193cb1774a8179fd96f31d7e1dcde62092b960bb \
-    --hash=sha256:ee1e4c0e59148062281c49d80b25b67771a127c85fc9676d3be5f243206826bf
-    # via
-    #   feast (pyproject.toml)
-    #   milvus-lite
-trove-classifiers==2026.4.28.13 \
-    --hash=sha256:8f4b1eb4e16296b57d612965444f87a83861cc989a0451ac97fe4265ddef03b8 \
-    --hash=sha256:c85bb8a53c3de7330d1699b844ed9fb809a602a09ac15dc79ad6d1a509be0676
+tqdm==4.70.0 \
+    --hash=sha256:55b0b0dbd97462d06ebee91e4dac24ed4d4702be82b24f07e6c1d27e08cea220 \
+    --hash=sha256:7f585706bfddbdebf89daac705b2dfcc16890130727d3197ca62c732b4310953
+    # via feast (pyproject.toml)
+trove-classifiers==2026.6.1.19 \
+    --hash=sha256:ab4c4ec93cc4a4e7815fa759906e05e6bb3f2fbd92ea0f897288c6a43efd15b3 \
+    --hash=sha256:c5132b4b61a829d11cfbd2d72e97f20a45ed6edb95e45c5efdeb5e00836b2745
     # via hatchling
-typeguard==4.5.1 \
-    --hash=sha256:44d2bf329d49a244110a090b55f5f91aa82d9a9834ebfd30bcc73651e4a8cc40 \
-    --hash=sha256:f6f8ecbbc819c9bc749983cc67c02391e16a9b43b8b27f15dc70ed7c4a007274
+truststore==0.10.4 \
+    --hash=sha256:9d91bd436463ad5e4ee4aba766628dd6cd7010cf3e2461756b3303710eebc301 \
+    --hash=sha256:adaeaecf1cbb5f4de3b1959b42d41f6fab57b2b1666adb59e89cb0b53361d981
+    # via
+    #   httpcore2
+    #   httpx2
+typeguard==4.6.0 \
+    --hash=sha256:79878165bb86f2cf5d41d159a0ff1792a796cf496882d2fe1b1c6c7049b9cdd7 \
+    --hash=sha256:e7414f09111317de3e335de92cd397c5c0ca00b1cc1676de12e1d444a79b3f21
     # via feast (pyproject.toml)
-typer==0.25.1 \
-    --hash=sha256:75caa44ed46a03fb2dab8808753ffacdbfea88495e74c85a28c5eefcf5f39c89 \
-    --hash=sha256:9616eb8853a09ffeabab1698952f33c6f29ffdbceb4eaeecf571880e8d7664cc
+typer==0.27.0 \
+    --hash=sha256:629bd12ea5d13a17148125d9a264f949eb171fb3f120f9b04d85873cab054fa5 \
+    --hash=sha256:6f4b27631e47f077871b7dc30e933ec0131c1390fbe0e387ea5574b5bac9ccf1
     # via fastapi-mcp
 types-psutil==7.0.0.20250218 \
     --hash=sha256:1447a30c282aafefcf8941ece854e1100eee7b0296a9d9be9977292f0269b121 \
     --hash=sha256:1e642cdafe837b240295b23b1cbd4691d80b08a07d29932143cbbae30eb0db9c
     # via feast (pyproject.toml)
-types-pymysql==1.1.0.20260408 \
-    --hash=sha256:b784dc37908479e3767e2d794ab507b3674adb1c686ca3d13fc9e2960dbcb9ec \
-    --hash=sha256:da630647eaaa7a926a3907794f4067f269cd245b2c202c74aa3c6a3bd660a9db
+types-pymysql==1.2.0.20260724 \
+    --hash=sha256:71327a3fea0f680a280445f1b475c2307f68de05c2d3302a79df56af93c574cd \
+    --hash=sha256:8493cf87e8df0a7b4e8c84305bc0aae69d3a8af9c6da7bfbb9a4c5c3f97d4a82
     # via feast (pyproject.toml)
-typing-extensions==4.15.0 \
-    --hash=sha256:0cea48d173cc12fa28ecabc3b837ea3cf6f38c6d1136f85cbaaf598984861466 \
-    --hash=sha256:f0fa19c6845758ab08074a0cfa8b7aecb71c999ca73d62883bc25cc018c4e548
+typing-extensions==4.16.0 \
+    --hash=sha256:481caa481374e813c1b176ada14e97f1f67a4539ce9cfeb3f350d78d6370c2e8 \
+    --hash=sha256:dc983d19a509c94dba722ee6abd33940f7c05a89e243c47e907eb4db6f1a43e5
     # via
+    #   aiohttp
     #   aiosignal
     #   anyio
     #   fastapi
+    #   grpcio
+    #   httpx2
     #   ibis-framework
     #   mcp
+    #   mcp-types
     #   mypy
+    #   opentelemetry-api
     #   psycopg
     #   psycopg-pool
     #   pydantic
@@ -3018,110 +3125,30 @@ typing-inspection==0.4.2 \
     #   mcp
     #   pydantic
     #   pydantic-settings
-tzdata==2026.2 \
-    --hash=sha256:9173fde7d80d9018e02a662e168e5a2d04f87c41ea174b139fbef642eda62d10 \
-    --hash=sha256:bbe9af844f658da81a5f95019480da3a89415801f6cc966806612cc7169bffe7
+tzdata==2026.3 \
+    --hash=sha256:4a1518b8993086a7982523e071643f3c0e5f213e75b21318e78bcabfff9d1415 \
+    --hash=sha256:dc096730c87af6cab1b171c9d532be840741ff5d459015e7f6947bd7d7e54931
     # via
     #   ibis-framework
     #   pandas
-ujson==5.12.0 \
-    --hash=sha256:006428d3813b87477d72d306c40c09f898a41b968e57b15a7d88454ecc42a3fb \
-    --hash=sha256:02f93da7a4115e24f886b04fd56df1ee8741c2ce4ea491b7ab3152f744ad8f8e \
-    --hash=sha256:0727363b05ab05ee737a28f6200dc4078bce6b0508e10bd8aab507995a15df61 \
-    --hash=sha256:085b6ce182cdd6657481c7c4003a417e0655c4f6e58b76f26ee18f0ae21db827 \
-    --hash=sha256:09b4beff9cc91d445d5818632907b85fb06943b61cb346919ce202668bf6794a \
-    --hash=sha256:0a3ae28f0b209be5af50b54ca3e2123a3de3a57d87b75f1e5aa3d7961e041983 \
-    --hash=sha256:0d2e8db5ade3736a163906154ca686203acc7d1d30736cbf577c730d13653d84 \
-    --hash=sha256:0e00cec383eab2406c9e006bd4edb55d284e94bb943fda558326048178d26961 \
-    --hash=sha256:0fe6b8b8968e11dd9b2348bd508f0f57cf49ab3512064b36bc4117328218718e \
-    --hash=sha256:0fe9128e75c6aa6e9ae06c1408d6edd9179a2fef0fe6d9cda3166b887eba521d \
-    --hash=sha256:14b2e1eb528d77bc0f4c5bd1a7ebc05e02b5b41beefb7e8567c9675b8b13bcf4 \
-    --hash=sha256:15d416440148f3e56b9b244fdaf8a09fcf5a72e4944b8e119f5bf60417a2bfc8 \
-    --hash=sha256:15e555c4caca42411270b2ed2b2ebc7b3a42bb04138cef6c956e1f1d49709fe2 \
-    --hash=sha256:16b4fe9c97dc605f5e1887a9e1224287291e35c56cbc379f8aa44b6b7bcfe2bb \
-    --hash=sha256:1b5c6ceb65fecd28a1d20d1eba9dbfa992612b86594e4b6d47bb580d2dd6bcb3 \
-    --hash=sha256:1d072a403d82aef8090c6d4f728e3a727dfdba1ad3b7fa3a052c3ecbd37e73cb \
-    --hash=sha256:2324d9a0502317ffc35d38e153c1b2fa9610ae03775c9d0f8d0cca7b8572b04e \
-    --hash=sha256:2a248750abce1c76fbd11b2e1d88b95401e72819295c3b851ec73399d6849b3d \
-    --hash=sha256:2ea6206043385343aff0b7da65cf73677f6f5e50de8f1c879e557f4298cac36a \
-    --hash=sha256:31348a0ffbfc815ce78daac569d893349d85a0b57e1cd2cdbba50b7f333784da \
-    --hash=sha256:38051f36423f084b909aaadb3b41c9c6a2958e86956ba21a8489636911e87504 \
-    --hash=sha256:3c2f947e55d3c7cfe124dd4521ee481516f3007d13c6ad4bf6aeb722e190eb1b \
-    --hash=sha256:3ed5cb149892141b1e77ef312924a327f2cc718b34247dae346ed66329e1b8be \
-    --hash=sha256:3ff4ede90ed771140caa7e1890de17431763a483c54b3c1f88bd30f0cc1affc0 \
-    --hash=sha256:40aa43a7a3a8d2f05e79900858053d697a88a605e3887be178b43acbcd781161 \
-    --hash=sha256:42d875388fbd091c7ea01edfff260f839ba303038ffb23475ef392012e4d63dd \
-    --hash=sha256:457fabc2700a8e6ddb85bc5a1d30d3345fe0d3ec3ee8161a4e032ec585801dfa \
-    --hash=sha256:460e76a4daff214ae33ab959494962c93918cb44714ea3e3f748b14aa37f8a87 \
-    --hash=sha256:50524f4f6a1c839714dbaff5386a1afb245d2d5ec8213a01fbc99cea7307811e \
-    --hash=sha256:51acc750ec7a2df786cdc868fb16fa04abd6269a01d58cf59bafc57978773d8e \
-    --hash=sha256:55ede2a7a051b3b7e71a394978a098d71b3783e6b904702ff45483fad434ae2d \
-    --hash=sha256:561f89cc82deeae82e37d4a4764184926fb432f740a9691563a391b13f7339a4 \
-    --hash=sha256:56ba3f7abbd6b0bb282a544dc38406d1a188d8bb9164f49fdb9c2fee62cb29da \
-    --hash=sha256:57930ac9519099b852e190d2c04b1fb5d97ea128db33bce77ed874eccb4c7f09 \
-    --hash=sha256:58a11cb49482f1a095a2bd9a1d81dd7c8fb5d2357f959ece85db4e46a825fd00 \
-    --hash=sha256:64df53eef4ac857eb5816a56e2885ccf0d7dff6333c94065c93b39c51063e01d \
-    --hash=sha256:6879aed770557f0961b252648d36f6fdaab41079d37a2296b5649fd1b35608e0 \
-    --hash=sha256:6ad57654570464eb1b040b5c353dee442608e06cff9102b8fcb105565a44c9ed \
-    --hash=sha256:6c0aed6a4439994c9666fb8a5b6c4eac94d4ef6ddc95f9b806a599ef83547e3b \
-    --hash=sha256:76bf3e7406cf23a3e1ca6a23fb1fb9ea82f4f6bd226fe226e09146b0194f85dc \
-    --hash=sha256:7bbf05c38debc90d1a195b11340cc85cb43ab3e753dc47558a3a84a38cbc72da \
-    --hash=sha256:7ddb08b3c2f9213df1f2e3eb2fbea4963d80ec0f8de21f0b59898e34f3b3d96d \
-    --hash=sha256:7e07f6f644d2c44d53b7a320a084eef98063651912c1b9449b5f45fcbdc6ccd2 \
-    --hash=sha256:85833bca01aa5cae326ac759276dc175c5fa3f7b3733b7d543cf27f2df12d1ef \
-    --hash=sha256:8712b61eb1b74a4478cfd1c54f576056199e9f093659334aeb5c4a6b385338e5 \
-    --hash=sha256:871c0e5102e47995b0e37e8df7819a894a6c3da0d097545cd1f9f1f7d7079927 \
-    --hash=sha256:89e302abd3749f6d6699691747969a5d85f7c73081d5ed7e2624c7bd9721a2ab \
-    --hash=sha256:937794042342006f707837f38d721426b11b0774d327a2a45c0bd389eb750a87 \
-    --hash=sha256:93bc91fdadcf046da37a214eaa714574e7e9b1913568e93bb09527b2ceb7f759 \
-    --hash=sha256:94c5f1621cbcab83c03be46441f090b68b9f307b6c7ec44d4e3f6d5997383df4 \
-    --hash=sha256:973b7d7145b1ac553a7466a64afa8b31ec2693d7c7fff6a755059e0a2885dfd2 \
-    --hash=sha256:99cc80facad240b0c2fb5a633044420878aac87a8e7c348b9486450cba93f27c \
-    --hash=sha256:9a5fcbe7b949f2e95c47ea8a80b410fcdf2da61c98553b45a4ee875580418b68 \
-    --hash=sha256:9b3b86ec3e818f3dd3e13a9de628e88a9990f4af68ecb0b12dd3de81227f0a26 \
-    --hash=sha256:9b3cf13facf6f77c283af0e1713e5e8c47a0fe295af81326cb3cb4380212e797 \
-    --hash=sha256:9c5a52987a990eb1bae55f9000994f1afdb0326c154fb089992f839ab3c30688 \
-    --hash=sha256:a2d79c6635ccffcbfc1d5c045874ba36b594589be81d50d43472570bb8de9c57 \
-    --hash=sha256:a6ec5bf6bc361f2f0f9644907a36ce527715b488988a8df534120e5c34eeda94 \
-    --hash=sha256:a7bf9cc97f05048ac8f3e02cd58f0fe62b901453c24345bfde287f4305dcc31c \
-    --hash=sha256:ab9056d94e5db513d9313b34394f3a3b83e6301a581c28ad67773434f3faccab \
-    --hash=sha256:adf28d13a33f9d750fe7a78fb481cac298fa257d8863d8727b2ea4455ea41235 \
-    --hash=sha256:b62cb9a7501e1f5c9ffe190485501349c33e8862dde4377df774e40b8166871f \
-    --hash=sha256:bacbd3c69862478cbe1c7ed4325caedec580d8acf31b8ee1b9a1e02a56295cad \
-    --hash=sha256:bb349dbba57c76eec25e5917e07f35aabaf0a33b9e67fc13d188002500106487 \
-    --hash=sha256:bd03472c36fa3a386a6deb887113b9e3fa40efba8203eb4fe786d3c0ccc724f6 \
-    --hash=sha256:bf85a00ac3b56a1e7a19c5be7b02b5180a0895ac4d3c234d717a55e86960691c \
-    --hash=sha256:ca0c7ce828bb76ab78b3991904b477c2fd0f711d7815c252d1ef28ff9450b052 \
-    --hash=sha256:ccbfd94e59aad4a2566c71912b55f0547ac1680bfac25eb138e6703eb3dd434e \
-    --hash=sha256:d1831c07bd4dce53c4b666fa846c7eba4b7c414f2e641a4585b7f50b72f502dc \
-    --hash=sha256:d22cad98c2a10bbf6aa083a8980db6ed90d4285a841c4de892890c2b28286ef9 \
-    --hash=sha256:d30ad4359413c8821cc7b3707f7ca38aa8bc852ba3b9c5a759ee2d7740157315 \
-    --hash=sha256:e0dd3676ea0837cd70ea1879765e9e9f6be063be0436de9b3ea4b775caf83654 \
-    --hash=sha256:e584d0cdd37cac355aca52ed788d1a2d939d6837e2870d3b70e585db24025a50 \
-    --hash=sha256:e6369ac293d2cc40d52577e4fa3d75a70c1aae2d01fa3580a34a4e6eff9286b9 \
-    --hash=sha256:efae5df7a8cc8bdb1037b0f786b044ce281081441df5418c3a0f0e1f86fe7bb3 \
-    --hash=sha256:f19b3af31d02a2e79c5f9a6deaab0fb3c116456aeb9277d11720ad433de6dfc6 \
-    --hash=sha256:f7a0430d765f9bda043e6aefaba5944d5f21ec43ff4774417d7e296f61917382 \
-    --hash=sha256:fb94245a715b4d6e24689de12772b85329a1f9946cbf6187923a64ecdea39e65
-    # via pymilvus
-urllib3==2.6.3 \
-    --hash=sha256:1b62b6884944a57dbe321509ab94fd4d3b307075e0c2eae991ac71ee15ad38ed \
-    --hash=sha256:bf272323e553dfb2e87d9bfd225ca7b0f467b919d7bbd355436d3fd37cb0acd4
+urllib3==2.7.0 \
+    --hash=sha256:231e0ec3b63ceb14667c67be60f2f2c40a518cb38b03af60abc813da26505f4c \
+    --hash=sha256:9fb4c81ebbb1ce9531cce37674bbc6f1360472bc18ca9a553ede278ef7276897
     # via
     #   botocore
     #   kubernetes
     #   requests
-uvicorn[standard]==0.34.0 \
-    --hash=sha256:023dc038422502fa28a09c7a30bf2b6991512da7dcdb8fd35fe57cfc154126f4 \
-    --hash=sha256:404051050cd7e905de2c9a7e61790943440b3416f49cb409f965d9dcd0fa73e9
+uvicorn[standard]==0.52.0 \
+    --hash=sha256:3d887809810b89ed33501bcf0a9aba469b06ecd608158efce04bd6b48d8c9b08 \
+    --hash=sha256:ca8876ad6c1983f394157c168b39d52f6dd56dabf5602fa0982751cffc2293ae
     # via
     #   feast (pyproject.toml)
     #   fastapi-mcp
     #   mcp
     #   uvicorn-worker
-uvicorn-worker==0.3.0 \
-    --hash=sha256:6baeab7b2162ea6b9612cbe149aa670a76090ad65a267ce8e27316ed13c7de7b \
-    --hash=sha256:ef0fe8aad27b0290a9e602a256b03f5a5da3a9e5f942414ca587b645ec77dd52
+uvicorn-worker==0.4.0 \
+    --hash=sha256:8ee5306070d8f38dce124adce488c3c0b50f20cf0c0222b12c66188da7214493 \
+    --hash=sha256:e2ed952cef976f5e9e429d7269640bbcafbd36c80aa80f1003c8c77a6797abde
     # via feast (pyproject.toml)
 uvloop==0.22.1 \
     --hash=sha256:017bd46f9e7b78e81606329d07141d3da446f8798c6baeec124260e22c262772 \
@@ -3174,401 +3201,439 @@ uvloop==0.22.1 \
     --hash=sha256:ef6f0d4cc8a9fa1f6a910230cd53545d9a14479311e87e3cb225495952eb672c \
     --hash=sha256:fe94b4564e865d968414598eea1a6de60adba0c040ba4ed05ac1300de402cd42
     # via uvicorn
-vcs-versioning==1.1.1 \
-    --hash=sha256:b541e2ba79fc6aaa3850f8a7f88af43d97c1c80649c01142ee4146eddbc599e4 \
-    --hash=sha256:fabd75a3cab7dd8ac02fe24a3a9ba936bf258667b5a62ed468c9a1da0f5775bc
+vcs-versioning==2.2.3 \
+    --hash=sha256:4f7873af76f5cc24e701608354f376f5eb70b317d663787ace57a7edd7a27506 \
+    --hash=sha256:c21e284aa98c8269996791a19d6173baf953cf9996ef42ec3ebcbdc151e18b9b
     # via setuptools-scm
-watchfiles==1.1.1 \
-    --hash=sha256:00485f441d183717038ed2e887a7c868154f216877653121068107b227a2f64c \
-    --hash=sha256:03fa0f5237118a0c5e496185cafa92878568b652a2e9a9382a5151b1a0380a43 \
-    --hash=sha256:04e78dd0b6352db95507fd8cb46f39d185cf8c74e4cf1e4fbad1d3df96faf510 \
-    --hash=sha256:059098c3a429f62fc98e8ec62b982230ef2c8df68c79e826e37b895bc359a9c0 \
-    --hash=sha256:08af70fd77eee58549cd69c25055dc344f918d992ff626068242259f98d598a2 \
-    --hash=sha256:0b495de0bb386df6a12b18335a0285dda90260f51bdb505503c02bcd1ce27a8b \
-    --hash=sha256:130e4876309e8686a5e37dba7d5e9bc77e6ed908266996ca26572437a5271e18 \
-    --hash=sha256:14e0b1fe858430fc0251737ef3824c54027bedb8c37c38114488b8e131cf8219 \
-    --hash=sha256:17ef139237dfced9da49fb7f2232c86ca9421f666d78c264c7ffca6601d154c3 \
-    --hash=sha256:1a0bb430adb19ef49389e1ad368450193a90038b5b752f4ac089ec6942c4dff4 \
-    --hash=sha256:1db5d7ae38ff20153d542460752ff397fcf5c96090c1230803713cf3147a6803 \
-    --hash=sha256:28475ddbde92df1874b6c5c8aaeb24ad5be47a11f87cde5a28ef3835932e3e94 \
-    --hash=sha256:2edc3553362b1c38d9f06242416a5d8e9fe235c204a4072e988ce2e5bb1f69f6 \
-    --hash=sha256:30f7da3fb3f2844259cba4720c3fc7138eb0f7b659c38f3bfa65084c7fc7abce \
-    --hash=sha256:311ff15a0bae3714ffb603e6ba6dbfba4065ab60865d15a6ec544133bdb21099 \
-    --hash=sha256:319b27255aacd9923b8a276bb14d21a5f7ff82564c744235fc5eae58d95422ae \
-    --hash=sha256:35c53bd62a0b885bf653ebf6b700d1bf05debb78ad9292cf2a942b23513dc4c4 \
-    --hash=sha256:36193ed342f5b9842edd3532729a2ad55c4160ffcfa3700e0d54be496b70dd43 \
-    --hash=sha256:39574d6370c4579d7f5d0ad940ce5b20db0e4117444e39b6d8f99db5676c52fd \
-    --hash=sha256:399600947b170270e80134ac854e21b3ccdefa11a9529a3decc1327088180f10 \
-    --hash=sha256:3a476189be23c3686bc2f4321dd501cb329c0a0469e77b7b534ee10129ae6374 \
-    --hash=sha256:3ad9fe1dae4ab4212d8c91e80b832425e24f421703b5a42ef2e4a1e215aff051 \
-    --hash=sha256:3bc570d6c01c206c46deb6e935a260be44f186a2f05179f52f7fcd2be086a94d \
-    --hash=sha256:3dbd8cbadd46984f802f6d479b7e3afa86c42d13e8f0f322d669d79722c8ec34 \
-    --hash=sha256:3e6f39af2eab0118338902798b5aa6664f46ff66bc0280de76fca67a7f262a49 \
-    --hash=sha256:3f53fa183d53a1d7a8852277c92b967ae99c2d4dcee2bfacff8868e6e30b15f7 \
-    --hash=sha256:3f6d37644155fb5beca5378feb8c1708d5783145f2a0f1c4d5a061a210254844 \
-    --hash=sha256:3f7eb7da0eb23aa2ba036d4f616d46906013a68caf61b7fdbe42fc8b25132e77 \
-    --hash=sha256:3fa0b59c92278b5a7800d3ee7733da9d096d4aabcfabb9a928918bd276ef9b9b \
-    --hash=sha256:421e29339983e1bebc281fab40d812742268ad057db4aee8c4d2bce0af43b741 \
-    --hash=sha256:4b943d3668d61cfa528eb949577479d3b077fd25fb83c641235437bc0b5bc60e \
-    --hash=sha256:526e86aced14a65a5b0ec50827c745597c782ff46b571dbfe46192ab9e0b3c33 \
-    --hash=sha256:52e06553899e11e8074503c8e716d574adeeb7e68913115c4b3653c53f9bae42 \
-    --hash=sha256:544364b2b51a9b0c7000a4b4b02f90e9423d97fbbf7e06689236443ebcad81ab \
-    --hash=sha256:5524298e3827105b61951a29c3512deb9578586abf3a7c5da4a8069df247cccc \
-    --hash=sha256:55c7475190662e202c08c6c0f4d9e345a29367438cf8e8037f3155e10a88d5a5 \
-    --hash=sha256:563b116874a9a7ce6f96f87cd0b94f7faf92d08d0021e837796f0a14318ef8da \
-    --hash=sha256:57ca5281a8b5e27593cb7d82c2ac927ad88a96ed406aa446f6344e4328208e9e \
-    --hash=sha256:5c85794a4cfa094714fb9c08d4a218375b2b95b8ed1666e8677c349906246c05 \
-    --hash=sha256:5f3bde70f157f84ece3765b42b4a52c6ac1a50334903c6eaf765362f6ccca88a \
-    --hash=sha256:5f3f58818dc0b07f7d9aa7fe9eb1037aecb9700e63e1f6acfed13e9fef648f5d \
-    --hash=sha256:5fac835b4ab3c6487b5dbad78c4b3724e26bcc468e886f8ba8cc4306f68f6701 \
-    --hash=sha256:620bae625f4cb18427b1bb1a2d9426dc0dd5a5ba74c7c2cdb9de405f7b129863 \
-    --hash=sha256:672b8adf25b1a0d35c96b5888b7b18699d27d4194bac8beeae75be4b7a3fc9b2 \
-    --hash=sha256:6aae418a8b323732fa89721d86f39ec8f092fc2af67f4217a2b07fd3e93c6101 \
-    --hash=sha256:6c3631058c37e4a0ec440bf583bc53cdbd13e5661bb6f465bc1d88ee9a0a4d02 \
-    --hash=sha256:6c9c9262f454d1c4d8aaa7050121eb4f3aea197360553699520767daebf2180b \
-    --hash=sha256:6e43d39a741e972bab5d8100b5cdacf69db64e34eb19b6e9af162bccf63c5cc6 \
-    --hash=sha256:7365b92c2e69ee952902e8f70f3ba6360d0d596d9299d55d7d386df84b6941fb \
-    --hash=sha256:743185e7372b7bc7c389e1badcc606931a827112fbbd37f14c537320fca08620 \
-    --hash=sha256:74472234c8370669850e1c312490f6026d132ca2d396abfad8830b4f1c096957 \
-    --hash=sha256:74d5012b7630714b66be7b7b7a78855ef7ad58e8650c73afc4c076a1f480a8d6 \
-    --hash=sha256:77a13aea58bc2b90173bc69f2a90de8e282648939a00a602e1dc4ee23e26b66d \
-    --hash=sha256:79ff6c6eadf2e3fc0d7786331362e6ef1e51125892c75f1004bd6b52155fb956 \
-    --hash=sha256:831a62658609f0e5c64178211c942ace999517f5770fe9436be4c2faeba0c0ef \
-    --hash=sha256:836398932192dae4146c8f6f737d74baeac8b70ce14831a239bdb1ca882fc261 \
-    --hash=sha256:842178b126593addc05acf6fce960d28bc5fae7afbaa2c6c1b3a7b9460e5be02 \
-    --hash=sha256:8526e8f916bb5b9a0a777c8317c23ce65de259422bba5b31325a6fa6029d33af \
-    --hash=sha256:859e43a1951717cc8de7f4c77674a6d389b106361585951d9e69572823f311d9 \
-    --hash=sha256:88863fbbc1a7312972f1c511f202eb30866370ebb8493aef2812b9ff28156a21 \
-    --hash=sha256:89eef07eee5e9d1fda06e38822ad167a044153457e6fd997f8a858ab7564a336 \
-    --hash=sha256:8c89f9f2f740a6b7dcc753140dd5e1ab9215966f7a3530d0c0705c83b401bd7d \
-    --hash=sha256:8c91ed27800188c2ae96d16e3149f199d62f86c7af5f5f4d2c61a3ed8cd3666c \
-    --hash=sha256:8ca65483439f9c791897f7db49202301deb6e15fe9f8fe2fed555bf986d10c31 \
-    --hash=sha256:8fbe85cb3201c7d380d3d0b90e63d520f15d6afe217165d7f98c9c649654db81 \
-    --hash=sha256:91d4c9a823a8c987cce8fa2690923b069966dabb196dd8d137ea2cede885fde9 \
-    --hash=sha256:9bb9f66367023ae783551042d31b1d7fd422e8289eedd91f26754a66f44d5cff \
-    --hash=sha256:a173cb5c16c4f40ab19cecf48a534c409f7ea983ab8fed0741304a1c0a31b3f2 \
-    --hash=sha256:a36d8efe0f290835fd0f33da35042a1bb5dc0e83cbc092dcf69bce442579e88e \
-    --hash=sha256:a55f3e9e493158d7bfdb60a1165035f1cf7d320914e7b7ea83fe22c6023b58fc \
-    --hash=sha256:a625815d4a2bdca61953dbba5a39d60164451ef34c88d751f6c368c3ea73d404 \
-    --hash=sha256:a916a2932da8f8ab582f242c065f5c81bed3462849ca79ee357dd9551b0e9b01 \
-    --hash=sha256:ac3cc5759570cd02662b15fbcd9d917f7ecd47efe0d6b40474eafd246f91ea18 \
-    --hash=sha256:acb08650863767cbc58bca4813b92df4d6c648459dcaa3d4155681962b2aa2d3 \
-    --hash=sha256:aebfd0861a83e6c3d1110b78ad54704486555246e542be3e2bb94195eabb2606 \
-    --hash=sha256:afaeff7696e0ad9f02cbb8f56365ff4686ab205fcf9c4c5b6fdfaaa16549dd04 \
-    --hash=sha256:b27cf2eb1dda37b2089e3907d8ea92922b673c0c427886d4edc6b94d8dfe5db3 \
-    --hash=sha256:b2cd9e04277e756a2e2d2543d65d1e2166d6fd4c9b183f8808634fda23f17b14 \
-    --hash=sha256:b9c4702f29ca48e023ffd9b7ff6b822acdf47cb1ff44cb490a3f1d5ec8987e9c \
-    --hash=sha256:bbe1ef33d45bc71cf21364df962af171f96ecaeca06bd9e3d0b583efb12aec82 \
-    --hash=sha256:bd404be08018c37350f0d6e34676bd1e2889990117a2b90070b3007f172d0610 \
-    --hash=sha256:bf0a91bfb5574a2f7fc223cf95eeea79abfefa404bf1ea5e339c0c1560ae99a0 \
-    --hash=sha256:bfb5862016acc9b869bb57284e6cb35fdf8e22fe59f7548858e2f971d045f150 \
-    --hash=sha256:bfff9740c69c0e4ed32416f013f3c45e2ae42ccedd1167ef2d805c000b6c71a5 \
-    --hash=sha256:c1f5210f1b8fc91ead1283c6fd89f70e76fb07283ec738056cf34d51e9c1d62c \
-    --hash=sha256:c2047d0b6cea13b3316bdbafbfa0c4228ae593d995030fda39089d36e64fc03a \
-    --hash=sha256:c22c776292a23bfc7237a98f791b9ad3144b02116ff10d820829ce62dff46d0b \
-    --hash=sha256:c755367e51db90e75b19454b680903631d41f9e3607fbd941d296a020c2d752d \
-    --hash=sha256:c882d69f6903ef6092bedfb7be973d9319940d56b8427ab9187d1ecd73438a70 \
-    --hash=sha256:cb467c999c2eff23a6417e58d75e5828716f42ed8289fe6b77a7e5a91036ca70 \
-    --hash=sha256:cdab464fee731e0884c35ae3588514a9bcf718d0e2c82169c1c4a85cc19c3c7f \
-    --hash=sha256:ce19e06cbda693e9e7686358af9cd6f5d61312ab8b00488bc36f5aabbaf77e24 \
-    --hash=sha256:ce70f96a46b894b36eba678f153f052967a0d06d5b5a19b336ab0dbbd029f73e \
-    --hash=sha256:cf57a27fb986c6243d2ee78392c503826056ffe0287e8794503b10fb51b881be \
-    --hash=sha256:d1715143123baeeaeadec0528bb7441103979a1d5f6fd0e1f915383fea7ea6d5 \
-    --hash=sha256:d6ff426a7cb54f310d51bfe83fe9f2bbe40d540c741dc974ebc30e6aa238f52e \
-    --hash=sha256:d7e7067c98040d646982daa1f37a33d3544138ea155536c2e0e63e07ff8a7e0f \
-    --hash=sha256:db476ab59b6765134de1d4fe96a1a9c96ddf091683599be0f26147ea1b2e4b88 \
-    --hash=sha256:dcc5c24523771db3a294c77d94771abcfcb82a0e0ee8efd910c37c59ec1b31bb \
-    --hash=sha256:de6da501c883f58ad50db3a32ad397b09ad29865b5f26f64c24d3e3281685849 \
-    --hash=sha256:e84087b432b6ac94778de547e08611266f1f8ffad28c0ee4c82e028b0fc5966d \
-    --hash=sha256:eef58232d32daf2ac67f42dea51a2c80f0d03379075d44a587051e63cc2e368c \
-    --hash=sha256:f096076119da54a6080e8920cbdaac3dbee667eb91dcc5e5b78840b87415bd44 \
-    --hash=sha256:f0ab1c1af0cb38e3f598244c17919fb1a84d1629cc08355b0074b6d7f53138ac \
-    --hash=sha256:f27db948078f3823a6bb3b465180db8ebecf26dd5dae6f6180bd87383b6b4428 \
-    --hash=sha256:f537afb3276d12814082a2e9b242bdcf416c2e8fd9f799a737990a1dbe906e5b \
-    --hash=sha256:f57b396167a2565a4e8b5e56a5a1c537571733992b226f4f1197d79e94cf0ae5 \
-    --hash=sha256:f8979280bdafff686ba5e4d8f97840f929a87ed9cdf133cbbd42f7766774d2aa \
-    --hash=sha256:f9a2ae5c91cecc9edd47e041a930490c31c3afb1f5e6d71de3dc671bfaca02bf
+watchfiles==1.2.0 \
+    --hash=sha256:01859b11fd9fbca670f4d5da00fbac282cfea9bd67a2125d8b2833a3b5617ea9 \
+    --hash=sha256:01ea8d66f0693b9b60a6541c8d10263091ca9a9060d242f3c1f3143f9aad2c98 \
+    --hash=sha256:027ae72bfdfd254862065d8b3e2a815c6ab9b1853ce41e6648ece84afd34a551 \
+    --hash=sha256:03b14855c6f35539e2d95c442ae9530a75762f1e26567152b9ed05f96534a74d \
+    --hash=sha256:054dc20fd2e3132b4c3883b4a00d72fd6e1f56fdaf89fccd12e8057d74cd74d7 \
+    --hash=sha256:094b9b70103d4e963499bdea001ee3c2697b144cd9ae6218a62c0f89ec9e31db \
+    --hash=sha256:0a105bc2283f67e8fbec74253ec2d94925de92ed72c0393f1206bf326b7b7b69 \
+    --hash=sha256:0a37faaed405c67e28e6be45a1fa4f206ef5a2860f27c237db9fa30704c38242 \
+    --hash=sha256:0c4997d4e4a55f0d02b6cde327322daf3a0400e5df6c6b15948994bf72497925 \
+    --hash=sha256:0cb4d80e212f116474a545c21c912b445f16bb0cef9e6a73a498164223e14e2f \
+    --hash=sha256:0d191c054d0715c3c95c99df9b8dbf6fd096d8c1e021e8f212e1bd8bc444ccb5 \
+    --hash=sha256:0e831a271c035d89789cffc386b6aa1375f39f1cd25eb7ca0997e4970d152fc5 \
+    --hash=sha256:10d86db20695afe7997ac9e1717637d6714a8d0220458c33f3d2061f54cec427 \
+    --hash=sha256:11743adfa510bfffebe97659fb280182b5c9b238708f667e866f308c3430dc19 \
+    --hash=sha256:1bc6195825b7dcd217968bb1f801a60fd4c16e8eeab5bedc7fe917d7d5995ab4 \
+    --hash=sha256:204f299afcbd65918ab78dbc52626b0ae45e9d8cef403fdbf33ecf9e40eac66e \
+    --hash=sha256:20aa0e708b920bde876a4aa82dc7dd6ebea228a63a67cda6632c2fc87b787efa \
+    --hash=sha256:23282a321c8baf9b3a3c4afff673f9fe65eb7fdc2338d765ccad9d3d1916a5ba \
+    --hash=sha256:24b2405c0a46738dd9e1cf7135aa5dbdb9d42d024628651b3b13d5117e99f8df \
+    --hash=sha256:2581a94056e55d7d0a31a823ea92bf73749c489ca2285bfdc0fbe6b2bb49d50c \
+    --hash=sha256:2995c176de7692b86a2e4c58d9ec718f753150a979cb4a754e2b4ffa38e70906 \
+    --hash=sha256:2b37d10b5a63bd4d87e18472d80fa525bd670586fae62e5dd580452764879b65 \
+    --hash=sha256:2cb93af48550faf1cea04c303107c8b75833de7013e57ce27d3b8d21d8d0f58c \
+    --hash=sha256:2d95ddc1eb6914154253d239089900813f6a767e174b8e6a50e7fdacb7e4236c \
+    --hash=sha256:3416ff151bb6b5a8d8d11664974fbef4d9305b9b2957839ab5a270468fd8df30 \
+    --hash=sha256:3651aa7058595e9cfb75d35dd5ada2bf9f48a5b8a0f3562821d3e210c507e077 \
+    --hash=sha256:37a6721cdf3f65dbb13aa9503510ccb4451603ac837e44d265d7992a597e1374 \
+    --hash=sha256:41bc1199f7523b3f82843c88cbb979180c949caef0342cf90968f178e5d49b01 \
+    --hash=sha256:43d818978d06062d9b22c4fab2ebe44cf5213d42dc8e62bda8c2760cfa2eeb33 \
+    --hash=sha256:4429f3b105524a10b72c3a819b091c495d2811d419c1e1e8df773a5a5974f831 \
+    --hash=sha256:4543579a9bdb0c9560039b4ffddbdb39545707659fbc430ce4c10f3f68d557f9 \
+    --hash=sha256:4674d49eb94706dfe666c069fc0a1b646ffcf920473492e209f6d5f60d3f0cc2 \
+    --hash=sha256:4c887eba18b7945ac73067a8b4a66f21cd46c2539b2bc68588f7be6c7eb6d26b \
+    --hash=sha256:4e4ff8e37f99cf1da89e255e07c9c4b37c214038c4283707bdec308cb1b0ea1f \
+    --hash=sha256:4f34e26a19f91f710c08e0183429f0d1d15df734e6bc78c31e77b9ea9c433658 \
+    --hash=sha256:5327989a465505f05cfe06f04fa9d0c2fd5432bb243e10e6f012b1bdca3c8579 \
+    --hash=sha256:53b2290c92e0506d102cd448fbc610d87079553f86caa39d67440856a8b8bba5 \
+    --hash=sha256:56d8641cf834c2836922899105bd3ce3d0dfc69291d52edf0b4d0436829b34c0 \
+    --hash=sha256:57a2d9fa4fb4c2ecae57b13dfff2c7ab53e21a2ba674fe9f05506680fcdcc0d7 \
+    --hash=sha256:63ac26eefbf4af1741247d6fb68b11c49a25b2f7413fbd318a83a12aaa9cf666 \
+    --hash=sha256:6543cf55d170003296d185c0af981f3e1311564907e1f4e08671fc7693a890a5 \
+    --hash=sha256:704fd259e332e01f9b9c178f4bce9e49027e5587cc2600eeeaf8e76e1c846201 \
+    --hash=sha256:71283b39fd17e5408eb123bd37aeecfd9d54c81fc184421943208aadb879d103 \
+    --hash=sha256:71cd71740ed2c15211ebb237ced4e39a1cdf6f80566e5fe95428da1626f4fde6 \
+    --hash=sha256:7571e4464cb6e434958f867f7f730b8ab0b75e3f8e5eac0499168486ab3c33a8 \
+    --hash=sha256:772b80df316480d894a0e3165fdd19cf77f5d17f9a787f94029465ad0e3529d1 \
+    --hash=sha256:77a0feab9af4c021c581f695258c642b3d10c5fd4c676e33a0d8606425d82631 \
+    --hash=sha256:7a2cffd17d27d2ecbb310c2b1d8174f222a5495b1a721894afa88ec11e25b898 \
+    --hash=sha256:7a7ce236284f002a156f70add88efe5c70879cccbb658be0822c54b1306fc09d \
+    --hash=sha256:7ba0480b9a74af058f43b337e937a451e109295c420916d68ad24e3dc02f5e44 \
+    --hash=sha256:8520a4ab0e37f770afc34459c4f8f7019e153f9124dc101c15538365875d1ab2 \
+    --hash=sha256:86bc13c25a8d1fcd70b51d0ce7c9b65e90de5666fcbfd3e34957cc73ee19aeb5 \
+    --hash=sha256:89d8c2394a065ca86f5d2910ff263ae67c127e1376ccc4f9fc35c71db879f80a \
+    --hash=sha256:8c520725602756229f045b032a1ff33d7ef0f7404189d62f6c2438cb6d8ef6a1 \
+    --hash=sha256:8f200104103feb097de4cab8fe4f5dd18a2026934c7dea98c55a2f5fd6d5a33b \
+    --hash=sha256:8f70d8b291ef6e88d19b1f297a6905ddb978888d9272b0d05e6f53309856bcfc \
+    --hash=sha256:8fa585ede612ee9f9e91b18bebf9ba11b9ae29a4e3a0d0cf6fca3e382133f0d5 \
+    --hash=sha256:922c0e019fe68b3ae392965a766b02a71ba1168c932cebc3733cd52c5fe5b377 \
+    --hash=sha256:9342472aff9b093c5acd4f6d8f70ae0937964ab56542502bcf5579782da69ae8 \
+    --hash=sha256:9649193aa27bd9ff2e80ff29bfaa93085496c7a3a377592823cc58b77ee88add \
+    --hash=sha256:9f04b092229ad2c50126dd3c922c8822e51e605993764a33058d4a791ab42281 \
+    --hash=sha256:a0f27f01bee51861392bb6b7c4fdb290b27d1eb194e9e28788d68102a0e898d9 \
+    --hash=sha256:a16ffe19bf5cf9f5edaa1ad1dd830c5a816e8feec430c522302ab55483a4b994 \
+    --hash=sha256:a204794696ffb8f9b10fba6f7cb5216d42f3b2b71860ccac6b6e42f5f10973b0 \
+    --hash=sha256:a711b51aec4370d0dcda5b6c09463206f133a5759341d7744b953a7b62e1100e \
+    --hash=sha256:a88fc94e647bc4eec523f1caa540258eb71d14278b9daf72fa1e2658a98df0f0 \
+    --hash=sha256:ae99b14c5f21e026e0e9d96f40e07d8570ebee6cafd9d8fc318354606daa7a28 \
+    --hash=sha256:b0ef001f8c25ad0fa9529f914c1600647ecd0f542d11c19b7894768c67b6acb7 \
+    --hash=sha256:b141a4891c995a039cd89e9a49e62df1dc8a559a5d1a6e4c7106d16c12777a55 \
+    --hash=sha256:b4e77f6a55f858504069abd35d336a637555c09bca453dde1ee1e5ada8a6a1fb \
+    --hash=sha256:b62f042afde2dde21ec1d2c1a74361e804673df86f51e418a999c9acfe671b07 \
+    --hash=sha256:b718bf356bbc15e559bd8ef41782b573b8ae0e3f177ab244b440568d7ea02cfb \
+    --hash=sha256:b8c8358484d5fa12ef34f05b7f4168eaf1932f408725ff6d023c33ec17bd79d4 \
+    --hash=sha256:b974946a10af379d425e2eef5b62f5c6ebeaccf91d45eaad6f5b27ecd4f91aa0 \
+    --hash=sha256:b9909cc2b48468b575eefa944919e1fe8a36c5849d5c7c168f80a8c1db69398e \
+    --hash=sha256:b9f732dc58b2dbe69e464ccf8fff7a03b0dd0be439da4c0720d3558527d3d6b4 \
+    --hash=sha256:bb68bf4df85abebe5efddc53cf2075520f243a59868d9b3973278b23e76962a9 \
+    --hash=sha256:bb7e52ecf68ba46d22df23467b87cffeb2146908aa523ebfe803019618cfda06 \
+    --hash=sha256:bc13eb17538be00c874699dc0abe4ee2bc8d50bb1166a6b9e175ef3fd7eb8f26 \
+    --hash=sha256:c0db965c5f79aa49fe672d297cf1febc5ad149b658594944f49a54a2b96270a7 \
+    --hash=sha256:c16cb06dd17d43b9d185094268459eac92c9538356f050e55b54e82cf700e1d4 \
+    --hash=sha256:c525543d91961c6955b2636b308569e84a1d1c5f5f2932041ab9ef46422f43e3 \
+    --hash=sha256:c5c19526f4e54a00f2666a6c0e9e40d582c09e865055ea7378bf0009aab857b3 \
+    --hash=sha256:c995fba777f1ea992f090f9236e9284cf7a5d1a0130dd5a3d82c598cacd76838 \
+    --hash=sha256:ca148d73dea36c9763aaa351e4d7a51780ec1584217c45276f4fe8239c768b71 \
+    --hash=sha256:cee9d5efd929efdac5f7e58f72b3376f676b64050a91c5b99a7094c5b2317488 \
+    --hash=sha256:d158cd89df6053823533e06fb1d73c549133bff5f0396170c0e53d9559340717 \
+    --hash=sha256:d20029a60a71a052a24c4db7673bc4de39ab89adbaccbfb5d67987c5d73f424d \
+    --hash=sha256:d413349d565dab74297f2a63e84a097936be69bf8f3b3801f27f380e32040f44 \
+    --hash=sha256:d4a4b147f5dca2a5d325a06a832fb43f345751adfbc63204aec30e0d9ca965a2 \
+    --hash=sha256:d516b3283a758e087841aedb8031549fb41ced08f3db10aa6d2bf32dc042525b \
+    --hash=sha256:d73a585accffa5ae39c17264c36ec3166d2fad7000c780f5ef83b2722afb9dd2 \
+    --hash=sha256:dbd6c97045dad81227c8d040173da044c1de08de64a5ea8b555da4aee1d5fa22 \
+    --hash=sha256:e0618518f282c4ebff60f5e5b1247b6d91bb8b9f4476947563a1e74acc66f3c6 \
+    --hash=sha256:e140ed30ebde76796b686e67c182cff10ea2fbab186fafd1560f74bb5a473a6e \
+    --hash=sha256:e1cfd51e97e13ff3bd047c140764d277fc9b95b7cb5da59e46a47d167adab310 \
+    --hash=sha256:e2ca07fa7d89195ec0865d3d285666286740bfa83d83e5cee204043a31ecc165 \
+    --hash=sha256:e53a384f76b631c3ae5334ce6a52f0baa3a911eb94a4eac7f160079868b716d5 \
+    --hash=sha256:eb283ee99e21ad6443c8cdb06ac5b34b1308c329cbdf03fa02b445363714c799 \
+    --hash=sha256:eb72919d93e3a16fc451d3aa3d4b1698423daca1b382d3d959c9ac51297c12a8 \
+    --hash=sha256:ecb47f183a8025b2aa18b546725c3657e542112ae9c0613a2af79b4fa8d04ad7 \
+    --hash=sha256:f155b3a1b2a5fc89cdc70d47ee5d54e3b75e88efa34982028a35daef9ba00379 \
+    --hash=sha256:f22943b7770483f6ea0721c6b11d022947a98eb0acae14694de034f4d0d38925 \
+    --hash=sha256:f28b2725eb8cce327b9b3ab02415c853011dc55c95832fe90de6bc56f5315f72 \
+    --hash=sha256:f88af53d6ddaf72179ef613ddc905e6f4785f712b49b80b3bef9f3525e6194b4 \
+    --hash=sha256:faea288b6f0ab1902ef08f4ca6de005dccf856c4e0c4f21b8c5fce02d90a1b08 \
+    --hash=sha256:fff610d7bb2256a317bb1e96f0d7862c7aa8076733ee5df0fd41bbe76a24a4f4
     # via uvicorn
 websocket-client==1.9.0 \
     --hash=sha256:9e813624b6eb619999a97dc7958469217c3176312b3a16a4bd1bc7e08a46ec98 \
     --hash=sha256:af248a825037ef591efbf6ed20cc5faa03d3b47b9e5a2230a529eeee1c1fc3ef
     # via kubernetes
-websockets==16.0 \
-    --hash=sha256:0298d07ee155e2e9fda5be8a9042200dd2e3bb0b8a38482156576f863a9d457c \
-    --hash=sha256:04cdd5d2d1dacbad0a7bf36ccbcd3ccd5a30ee188f2560b7a62a30d14107b31a \
-    --hash=sha256:08d7af67b64d29823fed316505a89b86705f2b7981c07848fb5e3ea3020c1abe \
-    --hash=sha256:152284a83a00c59b759697b7f9e9cddf4e3c7861dd0d964b472b70f78f89e80e \
-    --hash=sha256:1637db62fad1dc833276dded54215f2c7fa46912301a24bd94d45d46a011ceec \
-    --hash=sha256:19c4dc84098e523fd63711e563077d39e90ec6702aff4b5d9e344a60cb3c0cb1 \
-    --hash=sha256:1c1b30e4f497b0b354057f3467f56244c603a79c0d1dafce1d16c283c25f6e64 \
-    --hash=sha256:2b9f1e0d69bc60a4a87349d50c09a037a2607918746f07de04df9e43252c77a3 \
-    --hash=sha256:31a52addea25187bde0797a97d6fc3d2f92b6f72a9370792d65a6e84615ac8a8 \
-    --hash=sha256:32da954ffa2814258030e5a57bc73a3635463238e797c7375dc8091327434206 \
-    --hash=sha256:335c23addf3d5e6a8633f9f8eda77efad001671e80b95c491dd0924587ece0b3 \
-    --hash=sha256:3425ac5cf448801335d6fdc7ae1eb22072055417a96cc6b31b3861f455fbc156 \
-    --hash=sha256:349f83cd6c9a415428ee1005cadb5c2c56f4389bc06a9af16103c3bc3dcc8b7d \
-    --hash=sha256:37b31c1623c6605e4c00d466c9d633f9b812ea430c11c8a278774a1fde1acfa9 \
-    --hash=sha256:417b28978cdccab24f46400586d128366313e8a96312e4b9362a4af504f3bbad \
-    --hash=sha256:485c49116d0af10ac698623c513c1cc01c9446c058a4e61e3bf6c19dff7335a2 \
-    --hash=sha256:4a1aba3340a8dca8db6eb5a7986157f52eb9e436b74813764241981ca4888f03 \
-    --hash=sha256:50f23cdd8343b984957e4077839841146f67a3d31ab0d00e6b824e74c5b2f6e8 \
-    --hash=sha256:52a0fec0e6c8d9a784c2c78276a48a2bdf099e4ccc2a4cad53b27718dbfd0230 \
-    --hash=sha256:52ac480f44d32970d66763115edea932f1c5b1312de36df06d6b219f6741eed8 \
-    --hash=sha256:5569417dc80977fc8c2d43a86f78e0a5a22fee17565d78621b6bb264a115d4ea \
-    --hash=sha256:569d01a4e7fba956c5ae4fc988f0d4e187900f5497ce46339c996dbf24f17641 \
-    --hash=sha256:583b7c42688636f930688d712885cf1531326ee05effd982028212ccc13e5957 \
-    --hash=sha256:5a4b4cc550cb665dd8a47f868c8d04c8230f857363ad3c9caf7a0c3bf8c61ca6 \
-    --hash=sha256:5f451484aeb5cafee1ccf789b1b66f535409d038c56966d6101740c1614b86c6 \
-    --hash=sha256:5f6261a5e56e8d5c42a4497b364ea24d94d9563e8fbd44e78ac40879c60179b5 \
-    --hash=sha256:6e5a82b677f8f6f59e8dfc34ec06ca6b5b48bc4fcda346acd093694cc2c24d8f \
-    --hash=sha256:71c989cbf3254fbd5e84d3bff31e4da39c43f884e64f2551d14bb3c186230f00 \
-    --hash=sha256:781caf5e8eee67f663126490c2f96f40906594cb86b408a703630f95550a8c3e \
-    --hash=sha256:7be95cfb0a4dae143eaed2bcba8ac23f4892d8971311f1b06f3c6b78952ee70b \
-    --hash=sha256:7d837379b647c0c4c2355c2499723f82f1635fd2c26510e1f587d89bc2199e72 \
-    --hash=sha256:86890e837d61574c92a97496d590968b23c2ef0aeb8a9bc9421d174cd378ae39 \
-    --hash=sha256:878b336ac47938b474c8f982ac2f7266a540adc3fa4ad74ae96fea9823a02cc9 \
-    --hash=sha256:8b6e209ffee39ff1b6d0fa7bfef6de950c60dfb91b8fcead17da4ee539121a79 \
-    --hash=sha256:8cc451a50f2aee53042ac52d2d053d08bf89bcb31ae799cb4487587661c038a0 \
-    --hash=sha256:8d7f0659570eefb578dacde98e24fb60af35350193e4f56e11190787bee77dac \
-    --hash=sha256:8e1dab317b6e77424356e11e99a432b7cb2f3ec8c5ab4dabbcee6add48f72b35 \
-    --hash=sha256:8ff32bb86522a9e5e31439a58addbb0166f0204d64066fb955265c4e214160f0 \
-    --hash=sha256:95724e638f0f9c350bb1c2b0a7ad0e83d9cc0c9259f3ea94e40d7b02a2179ae5 \
-    --hash=sha256:9b5aca38b67492ef518a8ab76851862488a478602229112c4b0d58d63a7a4d5c \
-    --hash=sha256:a069d734c4a043182729edd3e9f247c3b2a4035415a9172fd0f1b71658a320a8 \
-    --hash=sha256:a0b31e0b424cc6b5a04b8838bbaec1688834b2383256688cf47eb97412531da1 \
-    --hash=sha256:a35539cacc3febb22b8f4d4a99cc79b104226a756aa7400adc722e83b0d03244 \
-    --hash=sha256:a5e18a238a2b2249c9a9235466b90e96ae4795672598a58772dd806edc7ac6d3 \
-    --hash=sha256:a653aea902e0324b52f1613332ddf50b00c06fdaf7e92624fbf8c77c78fa5767 \
-    --hash=sha256:abf050a199613f64c886ea10f38b47770a65154dc37181bfaff70c160f45315a \
-    --hash=sha256:af80d74d4edfa3cb9ed973a0a5ba2b2a549371f8a741e0800cb07becdd20f23d \
-    --hash=sha256:b14dc141ed6d2dde437cddb216004bcac6a1df0935d79656387bd41632ba0bbd \
-    --hash=sha256:b784ca5de850f4ce93ec85d3269d24d4c82f22b7212023c974c401d4980ebc5e \
-    --hash=sha256:bc59589ab64b0022385f429b94697348a6a234e8ce22544e3681b2e9331b5944 \
-    --hash=sha256:c0204dc62a89dc9d50d682412c10b3542d748260d743500a85c13cd1ee4bde82 \
-    --hash=sha256:c0ee0e63f23914732c6d7e0cce24915c48f3f1512ec1d079ed01fc629dab269d \
-    --hash=sha256:caab51a72c51973ca21fa8a18bd8165e1a0183f1ac7066a182ff27107b71e1a4 \
-    --hash=sha256:d6297ce39ce5c2e6feb13c1a996a2ded3b6832155fcfc920265c76f24c7cceb5 \
-    --hash=sha256:daa3b6ff70a9241cf6c7fc9e949d41232d9d7d26fd3522b1ad2b4d62487e9904 \
-    --hash=sha256:df57afc692e517a85e65b72e165356ed1df12386ecb879ad5693be08fac65dde \
-    --hash=sha256:e0334872c0a37b606418ac52f6ab9cfd17317ac26365f7f65e203e2d0d0d359f \
-    --hash=sha256:e6578ed5b6981005df1860a56e3617f14a6c307e6a71b4fff8c48fdc50f3ed2c \
-    --hash=sha256:eaded469f5e5b7294e2bdca0ab06becb6756ea86894a47806456089298813c89 \
-    --hash=sha256:f4a32d1bd841d4bcbffdcb3d2ce50c09c3909fbead375ab28d0181af89fd04da \
-    --hash=sha256:fd3cb4adb94a2a6e2b7c0d8d05cb94e6f1c81a0cf9dc2694fb65c7e8d94c42e4
+websockets==16.1.1 \
+    --hash=sha256:01fbdcbac298efe19360b94bc0039c8f746f0220ba570f327577bfee81059175 \
+    --hash=sha256:024193f8551a2b0eafbdd160911012c4e6c228c28430c84433253299a9e42d6a \
+    --hash=sha256:04fd29a0e2fe9414a95b00e92c67ae51bf900c50c0f8a4b2dafdad621f49ea1d \
+    --hash=sha256:056ae37939ed7e9974f364f5864e76e49182622d8f9751ac1903c0d09b013985 \
+    --hash=sha256:0f62863e8a00a6d33c3d6566ec0b89f23787b747ffe0c3bc71ec0e76b82c94b1 \
+    --hash=sha256:0ffd3031ea8bda8d61762e84220186105ba3b748b3c8da2ae4f7816fac03e573 \
+    --hash=sha256:1214e673c404684b9bf7154f5cf43b45025b1a6160fac3a9e438e9c1a97e22cb \
+    --hash=sha256:125f22dbefaf1554fea66fc83851490edb284ce4f501d37ffed2752f418332d9 \
+    --hash=sha256:130937b167a52af203c8d58e78d67705874e82759862e3b9671a452fec4abc87 \
+    --hash=sha256:1427fb4cf0d72f66333e2cacc3ff5f575bf2d7008166ce991a4a470b21d51a22 \
+    --hash=sha256:195c978b065fa40910582464f99d6b15c8b314c68e0546549a55ed83f4735328 \
+    --hash=sha256:1d27fa8462ad6a1cb36206a3d0640b2333340def181fae11ed7f9adeaa5c0747 \
+    --hash=sha256:1db4de4a0e95673f7545d393c49eeb0c2f18ac1ef93073218c79d5cdb2ee75ab \
+    --hash=sha256:1f79c89b5eb034d1722938a891916582f8f7f503f58ca22518a63c3f2cd18499 \
+    --hash=sha256:23253dd5bcae3f9aaee0a1d30967a8dbd52e5d3cff93a2e5b84df57b77d4750d \
+    --hash=sha256:249116b4a76063d930a46391ad56e135c286e4562a18309029fc2c73f4ed4c62 \
+    --hash=sha256:29dfa8114c4a620c69591c5973860f768eac29d3fd6904f37f34266cb219c512 \
+    --hash=sha256:2a606d9c24035242a3e256e9d5b77ed9cd6bccfcb7cf993e5ca3c0f6f68fb6a7 \
+    --hash=sha256:2a636ff1e7a5c4edf71ef0e79adae7f25dba93b4fcbe3dc958733477ffeb0eaf \
+    --hash=sha256:2bb5d041a8307d2e18782e7ce777f6fdb1e8c2f5d09291484b18c294b789d9aa \
+    --hash=sha256:2e28e602bb13da44fbe518c1781a88e3b9d4c3d48d02c9bad83e546164336f57 \
+    --hash=sha256:30bbe120437b5648a77d3519b7024ea09530e0b5b18d3698c5a0ae536fe0cc2e \
+    --hash=sha256:34420aaa64440ebd51ac72ca8a45ef4626429438c9b02e633ae412ed43f925d3 \
+    --hash=sha256:38565aca3e01ea8734e578fb2118dade0ecb0250533f29e22b8d1a7a196cf4d0 \
+    --hash=sha256:387e8e4aa5df2f90b198fa3cad3478822a89cf905b6a6d6c97dc3664689640cc \
+    --hash=sha256:39f2a024af5c345ffe8fcf1ee18c049c024c94df393bb09b044a6917c77bde43 \
+    --hash=sha256:3df13f73af9b3b38ab1195eb299ecb67a4330c911c97ae04043ff74085728abe \
+    --hash=sha256:414e596c75f74e0994084694189d7dc9229fb278e33064d6784b73ffbba3ca31 \
+    --hash=sha256:41c8e77f17294c0ac18008a7309b99b34ee72247ef10b6dff4c3f8b5ac29896b \
+    --hash=sha256:42290eb6db4ccaca7012656738214f8514082fb6fa40cdeb61bb9a471b52e383 \
+    --hash=sha256:42f599f4d48c7e1a3338fdaac3acd075be3b3cf02d4b274f3bf2767aedd3d217 \
+    --hash=sha256:43e3a9fdd7cbf7ba6040c31fae0faf84ca1474fef777c4e37912f1540f854499 \
+    --hash=sha256:443aefe96b7fdb132e2a70806cca1f2af49bb3f28e47abcd7c2e9dcf4d8fa1b8 \
+    --hash=sha256:46dcaa042cd1de6c59e7d9269fa63ff7572b6df40510600b678f0826b3c7af51 \
+    --hash=sha256:496af849a472b531f758dbd4d61338f5000538cb1a7b3d20d9d32a264517f509 \
+    --hash=sha256:49ae99bdfcae803a885c926bf14f886196e84925395bb3f568fef5c0f0979d7d \
+    --hash=sha256:4b57693728576d84ede0a77987ab16881b783d2cd9f1dc180a8fbbc3f79c4428 \
+    --hash=sha256:4e3b680b1e0a27457e727a0d572fd81dffa87b6dbf8b228ab57da64f7d85aead \
+    --hash=sha256:4e8d01cc3bcae7bbf8167f944aeafefed590fae5693552bba9794a9df68371cc \
+    --hash=sha256:5283810d2646741a0d8da2aa733d6aefa0545809afccb2a5d105a26bc45125f1 \
+    --hash=sha256:53260c8930da5771cec89439bff99c20c8cb03ddb9588b980697355a83cd4bd3 \
+    --hash=sha256:536676848fc5961aca9d20389951f59169508f765637a172403dc5434d722fa0 \
+    --hash=sha256:54509b8e92fee4453e152b7558ddef37ce9705a044922f2095a6105e3f80c96f \
+    --hash=sha256:56cd5fc4f10a9ea8aa0804bddb7b42506cf9e136046f3b4c27de8fec9e2ecba5 \
+    --hash=sha256:5bfd1ac19b1b9986a9c95a82d5e23a391ebb09e12c34d7be6094b86efcc35731 \
+    --hash=sha256:5c31aa7e39ee3e8a358573257f1c0bb5c52430d1b637030dd9c8cc2c282926be \
+    --hash=sha256:5e3b7d601f6f84156b08cc4a5e541c2b50ad7b36cfc302b657a12477c904a5df \
+    --hash=sha256:61922544a0587a13fd3f53e4c0e5e606510c7b0d9d22c8444e5fae22a06b38cb \
+    --hash=sha256:6456ff333092d509127d75a638cb411afae8ff17f092635015d1902efec8a293 \
+    --hash=sha256:69159730a823dde3ea8d08783e8d47ef135a6d7e8d44eb127e32b321c9db8e3e \
+    --hash=sha256:69e52d175a0a7d1e13b4b67ad41c560b7d98e8c6f6126eb0bda496c784faf8c7 \
+    --hash=sha256:6aaface73b9c71974c6497366d8b9628357f6c9749e09c4ea3610176c63f2ae3 \
+    --hash=sha256:6abbd3e82c731c8e531714466acd5d87b5e88ac3243465337ba71d68e23ae7e3 \
+    --hash=sha256:6ff9417c0ada4d0f7d212f928303e5579bdf3ace4c802fa4afabb30995da58c3 \
+    --hash=sha256:7421fad442de870a8cbf2287d1cad7e706ece0dbfeba5e911df132cbdc1cb56a \
+    --hash=sha256:7883388947767080f094950b342b30d35a2a06b849cd967c422fa0db72b40ea9 \
+    --hash=sha256:79eace538c6a97e96d0d03d4f9d314f9677f5ed85a8a984992ffd90b13cb8a56 \
+    --hash=sha256:7b1b19636af86a3c7995d4d028dbe376f39b4bf31541146f9c123582a6c94562 \
+    --hash=sha256:7dfcad78ea1492ee3a9ec765cb7f51bbc17d477107aaf6b22abf7b2558d1c5a0 \
+    --hash=sha256:8087e82f842609734c9b5a1330464f8e94e346ba0e18c832c08bafa4b0d63c15 \
+    --hash=sha256:820fb8450edddae3812fd58cbc08e2bf22812cb248ecb5f06dbb82119a56e869 \
+    --hash=sha256:8483c2096363120eea8b07c06ae7304d520f686665fffd4811fad423930a65d7 \
+    --hash=sha256:84a2cef8deffbd9ab8ee0ea546a2a6a7030c28f44e6cdd4547dbfeb489eb8999 \
+    --hash=sha256:86d7f0f8bdb25d2c632b72527325e4776430fd5bc61b9118de4e2b8ddb5f5b01 \
+    --hash=sha256:8fe0b50da2d84535fb4f7b4bfa951280f97ce3d558a0443b541166d609e67b57 \
+    --hash=sha256:90001d893bc368e302ef168d82130b4e4fdd27b85fa094682df9b667c2d48838 \
+    --hash=sha256:9246a0d063cfcbcc85f2359dd6876d681213f4790832272aa16641b4ed5d64d4 \
+    --hash=sha256:92b820d345f7a3fc7b8163949ee92df910f290c3fc517b3d5301c78065adafe1 \
+    --hash=sha256:952303a7318d4cbe1011400839bb2051c9f84fa0a35923267f5daba34b15d458 \
+    --hash=sha256:97fd3a0e8b53efa41970ac1dff3d8cf0d2884cadeb4caaf95db7ad1526926ee3 \
+    --hash=sha256:9c1c5705e314449e3308872fe084b8571ce078ee4fc55a98a769bdefe5917392 \
+    --hash=sha256:9c9f23004a3d40e89c01a7955d186a6cc83418d93b749701944ce2de3e95a1f3 \
+    --hash=sha256:9f63bcef7f4b02b06b35fc01c93b96c43b5e88e1e8868676caacf493d5a31f3a \
+    --hash=sha256:a0eadbbf2c30f01efa58e1f110eb6fa293261f6b0b1aa38f7f48707107690af9 \
+    --hash=sha256:a28fcbc9b6baf54a2e23f8655f308e4ccc6afdd7266f8fe7954f320dcda0f785 \
+    --hash=sha256:a6a61aff018180c9c50b7b0da33bfd29d378af3497429c95006c589a23a11648 \
+    --hash=sha256:aabe464bfd13bd25f4821faf111da6fefdc389f870265a53105580e45b0a2e49 \
+    --hash=sha256:ab59169ace05dcb49a1d4118f0bde139557adf45091bd85747e36bf5de984dd1 \
+    --hash=sha256:b436f6ec4fc3a6b4237c84d3f83170ed2b40bb584222f0ac47a0c8a5921980c7 \
+    --hash=sha256:b6b9dadbef0cccd9f4c4ee96b08898afa73e26803bbe0f6aeb5bb12b0074206d \
+    --hash=sha256:b852788aa51764e2d8e4cf5493d559326bcae5e38d16ba25ffa322b034df272a \
+    --hash=sha256:bae954c382e013d5ea5b190d2830526bfa45ad121c326da0049b8c769f185db6 \
+    --hash=sha256:bcce07e23e5769375158f5efdcdafa8d5cd014b93c6683865b840ed65b96f231 \
+    --hash=sha256:cc97814dfb786a83b6e2dc2e79351e1b83e6d715647d6887fcabd83026417a00 \
+    --hash=sha256:cd2ca96a082a36964aca83e992f72abeb61b7306c1a6cba4c7d06a7b93750cac \
+    --hash=sha256:cfb70b4eb56cac4da0a83588f3ad50d46beb0690391082f3d4e2d488c70b68ea \
+    --hash=sha256:d0fcf657e9f13ff4b177960ab2200237b12994232dfb6df16f1cfe1d4339f93c \
+    --hash=sha256:d14bfb217eb4701e850f1525c9d29d79c44794cdf1c299ead25f39f8c78dea81 \
+    --hash=sha256:d57685547e0060cc6fd90ee6a28405d6bd395e525545f13c8d7cd99c78afd79f \
+    --hash=sha256:d6bec75c290fe484a8ba4cacdf838501e17c06ecfbbf31eede81a9e431bd7751 \
+    --hash=sha256:d9531d9cbeac99af6f038fb1bc351403531f7d634a2c2e10e2f7c854c6ed5b68 \
+    --hash=sha256:da4ca1a9d72f9030b3146b8d7022719a9f3d478f61efe6f7dd51d243f61c51b2 \
+    --hash=sha256:dab9eb87869da2d6ed3af3f3adf28414baae6ec9d4df355ffc18889132f3436c \
+    --hash=sha256:db234eda965dcce15df96bb9709f587cd87d4d52aaf0e80e2f34ec04c7670c57 \
+    --hash=sha256:dc0fad4933f427acd5b1cec210f3ea6dce7089e1724e4b9ec6ef47c6c04d1b3b \
+    --hash=sha256:dc385593a42e31cd6fb60c19f0ecb015b386603818fc2c6c274fb42bd2bb4165 \
+    --hash=sha256:dcc04fedf83effaeb9cce98abc9469bb1b42ef85f03e01c8c1f4438ef7555737 \
+    --hash=sha256:e047dc87ef7ca50f4d309bf775ad4a71711c58556d75d7bd0604b2317f43e94b \
+    --hash=sha256:e09f753a169951eb4f28c2c774f71069304f66e7277e0f5a2892423599cfa854 \
+    --hash=sha256:ed5bb271084b46530ee2ddc0410537a9961152c5ccba2fc98c5276d992ccba87 \
+    --hash=sha256:f0aa4aad3b1b69ad3fd85a0fd0952ec64331c762bd77ec51cc814170873890b2 \
+    --hash=sha256:f17dbe07eb3ea7f99e4df9b7e0efefe80fbf30d37a8cc4d561a0aed310bc8847 \
+    --hash=sha256:f2769a0344a09e9ccf5b3cce538bc75a51b53eff3275d3896310c8552049195d \
+    --hash=sha256:f55f0b01956a094c8587146d9558c91937e78789c333860ffaf35931a6e5dbc4 \
+    --hash=sha256:f5d497865f05bb222cab7016c6034542e84e5f29f49c6fd3f4939cda7197b5b8 \
+    --hash=sha256:f70541f3104339f59f830522d94ebadb1bf47426287381623443d8bb1cdbf33d \
+    --hash=sha256:fb9a0a6dc3d1b3986cb88091b6899f0396651e0f74e2c9766ab8d6ffc3842e29 \
+    --hash=sha256:fce6c48559c86d1ac3632ccb1bebc7d5442fbe79bd9bb0e40379ee54be2a4051 \
+    --hash=sha256:fd46fff7eb62c24804d234f0051c7a8ea81285ad63e0337d3dcf33ca82aee58a
     # via uvicorn
-wrapt==1.17.3 \
-    --hash=sha256:02b551d101f31694fc785e58e0720ef7d9a10c4e62c1c9358ce6f63f23e30a56 \
-    --hash=sha256:042ec3bb8f319c147b1301f2393bc19dba6e176b7da446853406d041c36c7828 \
-    --hash=sha256:0610b46293c59a3adbae3dee552b648b984176f8562ee0dba099a56cfbe4df1f \
-    --hash=sha256:0b02e424deef65c9f7326d8c19220a2c9040c51dc165cddb732f16198c168396 \
-    --hash=sha256:0b1831115c97f0663cb77aa27d381237e73ad4f721391a9bfb2fe8bc25fa6e77 \
-    --hash=sha256:0ed61b7c2d49cee3c027372df5809a59d60cf1b6c2f81ee980a091f3afed6a2d \
-    --hash=sha256:0f5f51a6466667a5a356e6381d362d259125b57f059103dd9fdc8c0cf1d14139 \
-    --hash=sha256:16ecf15d6af39246fe33e507105d67e4b81d8f8d2c6598ff7e3ca1b8a37213f7 \
-    --hash=sha256:1f0b2f40cf341ee8cc1a97d51ff50dddb9fcc73241b9143ec74b30fc4f44f6cb \
-    --hash=sha256:1f23fa283f51c890eda8e34e4937079114c74b4c81d2b2f1f1d94948f5cc3d7f \
-    --hash=sha256:223db574bb38637e8230eb14b185565023ab624474df94d2af18f1cdb625216f \
-    --hash=sha256:249f88ed15503f6492a71f01442abddd73856a0032ae860de6d75ca62eed8067 \
-    --hash=sha256:24c2ed34dc222ed754247a2702b1e1e89fdbaa4016f324b4b8f1a802d4ffe87f \
-    --hash=sha256:273a736c4645e63ac582c60a56b0acb529ef07f78e08dc6bfadf6a46b19c0da7 \
-    --hash=sha256:281262213373b6d5e4bb4353bc36d1ba4084e6d6b5d242863721ef2bf2c2930b \
-    --hash=sha256:30ce38e66630599e1193798285706903110d4f057aab3168a34b7fdc85569afc \
-    --hash=sha256:33486899acd2d7d3066156b03465b949da3fd41a5da6e394ec49d271baefcf05 \
-    --hash=sha256:343e44b2a8e60e06a7e0d29c1671a0d9951f59174f3709962b5143f60a2a98bd \
-    --hash=sha256:373342dd05b1d07d752cecbec0c41817231f29f3a89aa8b8843f7b95992ed0c7 \
-    --hash=sha256:3af60380ba0b7b5aeb329bc4e402acd25bd877e98b3727b0135cb5c2efdaefe9 \
-    --hash=sha256:3e62d15d3cfa26e3d0788094de7b64efa75f3a53875cdbccdf78547aed547a81 \
-    --hash=sha256:41b1d2bc74c2cac6f9074df52b2efbef2b30bdfe5f40cb78f8ca22963bc62977 \
-    --hash=sha256:423ed5420ad5f5529db9ce89eac09c8a2f97da18eb1c870237e84c5a5c2d60aa \
-    --hash=sha256:46acc57b331e0b3bcb3e1ca3b421d65637915cfcd65eb783cb2f78a511193f9b \
-    --hash=sha256:4da9f45279fff3543c371d5ababc57a0384f70be244de7759c85a7f989cb4ebe \
-    --hash=sha256:507553480670cab08a800b9463bdb881b2edeed77dc677b0a5915e6106e91a58 \
-    --hash=sha256:53e5e39ff71b3fc484df8a522c933ea2b7cdd0d5d15ae82e5b23fde87d44cbd8 \
-    --hash=sha256:54a30837587c6ee3cd1a4d1c2ec5d24e77984d44e2f34547e2323ddb4e22eb77 \
-    --hash=sha256:5531d911795e3f935a9c23eb1c8c03c211661a5060aab167065896bbf62a5f85 \
-    --hash=sha256:55cbbc356c2842f39bcc553cf695932e8b30e30e797f961860afb308e6b1bb7c \
-    --hash=sha256:59923aa12d0157f6b82d686c3fd8e1166fa8cdfb3e17b42ce3b6147ff81528df \
-    --hash=sha256:5a03a38adec8066d5a37bea22f2ba6bbf39fcdefbe2d91419ab864c3fb515454 \
-    --hash=sha256:5a7b3c1ee8265eb4c8f1b7d29943f195c00673f5ab60c192eba2d4a7eae5f46a \
-    --hash=sha256:5d4478d72eb61c36e5b446e375bbc49ed002430d17cdec3cecb36993398e1a9e \
-    --hash=sha256:5ea5eb3c0c071862997d6f3e02af1d055f381b1d25b286b9d6644b79db77657c \
-    --hash=sha256:604d076c55e2fdd4c1c03d06dc1a31b95130010517b5019db15365ec4a405fc6 \
-    --hash=sha256:656873859b3b50eeebe6db8b1455e99d90c26ab058db8e427046dbc35c3140a5 \
-    --hash=sha256:65d1d00fbfb3ea5f20add88bbc0f815150dbbde3b026e6c24759466c8b5a9ef9 \
-    --hash=sha256:6b538e31eca1a7ea4605e44f81a48aa24c4632a277431a6ed3f328835901f4fd \
-    --hash=sha256:6fd1ad24dc235e4ab88cda009e19bf347aabb975e44fd5c2fb22a3f6e4141277 \
-    --hash=sha256:70d86fa5197b8947a2fa70260b48e400bf2ccacdcab97bb7de47e3d1e6312225 \
-    --hash=sha256:7171ae35d2c33d326ac19dd8facb1e82e5fd04ef8c6c0e394d7af55a55051c22 \
-    --hash=sha256:73d496de46cd2cdbdbcce4ae4bcdb4afb6a11234a1df9c085249d55166b95116 \
-    --hash=sha256:7425ac3c54430f5fc5e7b6f41d41e704db073309acfc09305816bc6a0b26bb16 \
-    --hash=sha256:74afa28374a3c3a11b3b5e5fca0ae03bef8450d6aa3ab3a1e2c30e3a75d023dc \
-    --hash=sha256:758895b01d546812d1f42204bd443b8c433c44d090248bf22689df673ccafe00 \
-    --hash=sha256:79573c24a46ce11aab457b472efd8d125e5a51da2d1d24387666cd85f54c05b2 \
-    --hash=sha256:7e18f01b0c3e4a07fe6dfdb00e29049ba17eadbc5e7609a2a3a4af83ab7d710a \
-    --hash=sha256:88547535b787a6c9ce4086917b6e1d291aa8ed914fdd3a838b3539dc95c12804 \
-    --hash=sha256:88bbae4d40d5a46142e70d58bf664a89b6b4befaea7b2ecc14e03cedb8e06c04 \
-    --hash=sha256:8cccf4f81371f257440c88faed6b74f1053eef90807b77e31ca057b2db74edb1 \
-    --hash=sha256:9baa544e6acc91130e926e8c802a17f3b16fbea0fd441b5a60f5cf2cc5c3deba \
-    --hash=sha256:a36692b8491d30a8c75f1dfee65bef119d6f39ea84ee04d9f9311f83c5ad9390 \
-    --hash=sha256:a47681378a0439215912ef542c45a783484d4dd82bac412b71e59cf9c0e1cea0 \
-    --hash=sha256:a7c06742645f914f26c7f1fa47b8bc4c91d222f76ee20116c43d5ef0912bba2d \
-    --hash=sha256:a9a2203361a6e6404f80b99234fe7fb37d1fc73487b5a78dc1aa5b97201e0f22 \
-    --hash=sha256:ab232e7fdb44cdfbf55fc3afa31bcdb0d8980b9b95c38b6405df2acb672af0e0 \
-    --hash=sha256:ad85e269fe54d506b240d2d7b9f5f2057c2aa9a2ea5b32c66f8902f768117ed2 \
-    --hash=sha256:af338aa93554be859173c39c85243970dc6a289fa907402289eeae7543e1ae18 \
-    --hash=sha256:afd964fd43b10c12213574db492cb8f73b2f0826c8df07a68288f8f19af2ebe6 \
-    --hash=sha256:b32888aad8b6e68f83a8fdccbf3165f5469702a7544472bdf41f582970ed3311 \
-    --hash=sha256:c31eebe420a9a5d2887b13000b043ff6ca27c452a9a22fa71f35f118e8d4bf89 \
-    --hash=sha256:caea3e9c79d5f0d2c6d9ab96111601797ea5da8e6d0723f77eabb0d4068d2b2f \
-    --hash=sha256:cf30f6e3c077c8e6a9a7809c94551203c8843e74ba0c960f4a98cd80d4665d39 \
-    --hash=sha256:d40770d7c0fd5cbed9d84b2c3f2e156431a12c9a37dc6284060fb4bec0b7ffd4 \
-    --hash=sha256:d8a210b158a34164de8bb68b0e7780041a903d7b00c87e906fb69928bf7890d5 \
-    --hash=sha256:dc4a8d2b25efb6681ecacad42fca8859f88092d8732b170de6a5dddd80a1c8fa \
-    --hash=sha256:df7d30371a2accfe4013e90445f6388c570f103d61019b6b7c57e0265250072a \
-    --hash=sha256:e01375f275f010fcbf7f643b4279896d04e571889b8a5b3f848423d91bf07050 \
-    --hash=sha256:e1a4120ae5705f673727d3253de3ed0e016f7cd78dc463db1b31e2463e1f3cf6 \
-    --hash=sha256:e228514a06843cae89621384cfe3a80418f3c04aadf8a3b14e46a7be704e4235 \
-    --hash=sha256:e405adefb53a435f01efa7ccdec012c016b5a1d3f35459990afc39b6be4d5056 \
-    --hash=sha256:e6b13af258d6a9ad602d57d889f83b9d5543acd471eee12eb51f5b01f8eb1bc2 \
-    --hash=sha256:e6f40a8aa5a92f150bdb3e1c44b7e98fb7113955b2e5394122fa5532fec4b418 \
-    --hash=sha256:e71d5c6ebac14875668a1e90baf2ea0ef5b7ac7918355850c0908ae82bcb297c \
-    --hash=sha256:ed7c635ae45cfbc1a7371f708727bf74690daedc49b4dba310590ca0bd28aa8a \
-    --hash=sha256:f38e60678850c42461d4202739f9bf1e3a737c7ad283638251e79cc49effb6b6 \
-    --hash=sha256:f66eb08feaa410fe4eebd17f2a2c8e2e46d3476e9f8c783daa8e09e0faa666d0 \
-    --hash=sha256:f9b2601381be482f70e5d1051a5965c25fb3625455a2bf520b5a077b22afb775 \
-    --hash=sha256:fbd3c8319de8e1dc79d346929cd71d523622da527cca14e0c1d257e31c2b8b10 \
-    --hash=sha256:fd341868a4b6714a5962c1af0bd44f7c404ef78720c7de4892901e540417111c
+wrapt==2.3.0 \
+    --hash=sha256:0a45ffae742ce91a16e11cb6c7cd71e7f9994f3cbd283b962ab093f5c6dcf525 \
+    --hash=sha256:0bb2797048db0956348cb3058c33bc4184614f13231389cfbccc16a5d32780a7 \
+    --hash=sha256:0d3fb71e65b001adfc42684522eeccd9c21d8ba679945abc993439567b66e59f \
+    --hash=sha256:0db083387d6e75ec0be8173ecbf0e811cf60bae1cc75a815feb104167ea10d4d \
+    --hash=sha256:10461884b3014fbfc8eb7d09a93c5f246363e6711d9d881f95eb8c27fdef049f \
+    --hash=sha256:1236fa25173ca964c97422470482e9011b9e3c7ed0d75798b40b3da3b0e0e760 \
+    --hash=sha256:141ed6211286a9660d8d6702de598b43f0934b4f0eda16393f100a80f501d945 \
+    --hash=sha256:1598becd30f8f2777d18564064eb4f4dbe1ab0e05a8f09786d0ef505ac782bf3 \
+    --hash=sha256:195b1842b4122fb54e3cd3dd5b2b4aa49302a5a61da901df0481f5c97aedde84 \
+    --hash=sha256:1d6159c9b2fefec02314e1332dbbbfaf960e369dfd26bcf7f8b258b5732065b3 \
+    --hash=sha256:22cc5c0a717bd4da87018ae0bffd4c19c6fb679d3ff357216ba566ab26c76cab \
+    --hash=sha256:242b60c21e30866e6a2fa606c612b47c553fa60c0eaeeeb7797fb842ac0ce609 \
+    --hash=sha256:24da48596326ef8e448cfa837b454f638713d3531262375f00e5a9681682fc07 \
+    --hash=sha256:261f53870cd4fb2bf38f9f972c56c728fd224cb7c65721307de59d9e7e6741ae \
+    --hash=sha256:2935d5454b3f179a29b12cf390ee47246740ba2c3a7545b1b46ba31a5f2a4a0b \
+    --hash=sha256:2e49885a62ec4ee854d1b9e6371fda6afd219917225752abf729a3f36d4df9a5 \
+    --hash=sha256:379f670f45b7bb8993edd9f6fc36c6cc65edb81cffa0b504be34acb0303fff0a \
+    --hash=sha256:3873c3c5ca9f4ef91f693602eca19d1f1e7c410338df82a4ff11d826b5896a8f \
+    --hash=sha256:392158c9a7f2ab1b8699418bfc0fe6f83548788c418b27d7bf2019ad3405cebb \
+    --hash=sha256:39febbee6d77301d31da6996b152ce52452da7c7ef72aba10c2fa976dff9c295 \
+    --hash=sha256:3d1c2c1b808600d2ea808e6360910a60ed5f409a4011655e10f9164ba0a414a6 \
+    --hash=sha256:3da470536bf9645143323dd41b32db55c6f4304ad382094c1a1da8a92061e10d \
+    --hash=sha256:418f54bb09d1762db02c7009b4051149893af3153a87f92d70356703c11eea02 \
+    --hash=sha256:42869085687f0aefd57c0f636c3f9354f8ffb321a8ba9cb52d19beb796e561c5 \
+    --hash=sha256:45c9279b373d15649dfa2c2077cb3408ea1a6d3125afbdab9d6b809a66f68e14 \
+    --hash=sha256:4fa0df3bff4e7ce45759f33fd39335fe2f60477bb9ecf7b8aa41e7d07ee36a23 \
+    --hash=sha256:50f416b74d092bb9f41b424e90dd457f365f7ba4b11de62a23679769a21bd85c \
+    --hash=sha256:51a7a4181c1295774812271fbcd7c909df372bc25579d4ed9eb875caaf0ae86f \
+    --hash=sha256:54ca1d5573f69b5fe1d74f1f65799c68015e82f685efec9fd8cfa40a094c44d0 \
+    --hash=sha256:5ab559e1b2551d23d54db2a0001c6d73bad022a254639561c5f6c382a9d6c2fe \
+    --hash=sha256:5ba1e5e08ddc46130e9682b2c249f2d1dd39bda9106ed4bd401b7519f18f41bd \
+    --hash=sha256:5d221a6e6ddd302b8397433184e96b59f259f50024b854db1c411a881586b6b8 \
+    --hash=sha256:6208f302f110295d64b22a7ac96500c791bf492dce4366e622e4912b077c9687 \
+    --hash=sha256:626b69db2021aa01671ec7bbc9740e558522bd44c18cf2ce69bf3d666a014109 \
+    --hash=sha256:628f3ba8ec793a5b10a6cd8c6c6b7b55eb552abd1f3bd301336acb74c7a82dfe \
+    --hash=sha256:629d73378082c00a8173031f9fb30a3ac6abbc894a5bfdfae71fabc60642d501 \
+    --hash=sha256:646d20d413ffcd1b0a2f700076e2d0252d872dcb7754860a73e45a59ea883614 \
+    --hash=sha256:67bfe2485f50368c3fcd2275fc1fd100e350d601e0058921a7c82678a465aeab \
+    --hash=sha256:681a2d0eefd721998f90642762b8e75c2159ec531b20ad5e437245ea7b06a107 \
+    --hash=sha256:69e477046f2237ef0bc6547544ee73008dc764ca26eff44f09e976d221b34d5d \
+    --hash=sha256:6db604ef0c67bdb2042ecdfd7b7f037cf09733557ca42360d1018285634f7b98 \
+    --hash=sha256:729126e667da34d251b8ebf8a45ef0c5ddadc21542b3d6e1abf4259ece6508df \
+    --hash=sha256:73d0b10b64620a2cf4bc3d31775c4d9527e309a5549e4379e3bf71e8d2dc193e \
+    --hash=sha256:7ebb274aba688b043429eb1500ff8a76ce0cb8ac0812ca3e301f06247b8722b3 \
+    --hash=sha256:8159ec0b0cb7608175eb150de94c19e34f4d47ac655f5ca9baf45df6b688ffd3 \
+    --hash=sha256:816877aa749253149f9ecfd2635d4d948ecfa338e1a0311d187b1acb1bb8a3eb \
+    --hash=sha256:85de890ff968196e92dd1ae73a9fb8970495e7650a457b1c9ef0ac3dd550bce2 \
+    --hash=sha256:8f8a1c6472675956cece9a8f403f43c3594f1681319eed2dd56f60877397c636 \
+    --hash=sha256:9045917809c63fdf7abe3a2ceaed3d670b8ee4500ddd9291192d30aeb34467c5 \
+    --hash=sha256:932dced0a7b2950ed58a3325536a1dcb7b58e7330af54e8552d2e566b5328b99 \
+    --hash=sha256:93513bec052c6cd987f9f580c3df068c8bc4ebae6543736be3ca7ec5959cafcd \
+    --hash=sha256:9790ea25190a4e0fe4cdf4eeb868e9d75f8a024a70a5b6bf9c348a3a2b72e731 \
+    --hash=sha256:9f5d2aec29dfc76c37e23897dee92766a3fd4f3bff3ae7fc9c6b4bf37d8c1360 \
+    --hash=sha256:a65e8db2b4e90c2e7ade931086351c98ef420bf7a94ee08c95ac8a3cbbc43579 \
+    --hash=sha256:a6b5984cd65dd639546f0eb4b8eacf1c31cb2fe9fb5c27bffe240987cdb2cf84 \
+    --hash=sha256:a6e19531ae33c508cea7d84a7edfda01fa86e51b8d1a93a77712c55e6e469152 \
+    --hash=sha256:abc71504669d126d91f89fc0e388c6295d8fbd2439be884f175133fda8aa403c \
+    --hash=sha256:ac870cc97b73bb00ac353329e9559a4bebc47c4c86792ed9b23b58c15b6ad838 \
+    --hash=sha256:ad71df7a04dd3497e9302e81f4a7c91bd401ea0e15a9df9029527900f94bee43 \
+    --hash=sha256:b1e5aa486e269b00ed35e64771c7d0ab8096cfd2643405ca8cd60ebedc099a51 \
+    --hash=sha256:b4fc96b159af0a3e0faa72475a69d66292bea72a5bed1e1aca1bffbddc3cb2b0 \
+    --hash=sha256:b767a9566f165dd14decf8f4194c6bb0ce3a8420cec213824e05a99400c9260a \
+    --hash=sha256:bff9a671bc00709cab5a7f745c592b5671873449db0ee2a569af994f16b29a4d \
+    --hash=sha256:c3b476ae63b4a3b4da681aafcb25ff3542d289fbda8b5da7caf76aaffafafdbb \
+    --hash=sha256:c4bded758ad6f03b965830944a2f0bc5b2eb3767fe5a7310134315d1a6610e98 \
+    --hash=sha256:c8388ba7faf5dbf9ee106bb70d66f257629b1bd98091123e19e8a4553a319199 \
+    --hash=sha256:c8858d8ff9822a081e3cc49ae1b3b22f0f789c14001cdac8f94564010d9c9d66 \
+    --hash=sha256:c88abcf53daef80e01a75c7530e727fa6e2c1888fe83e3dcdba4c96216a1f5c7 \
+    --hash=sha256:cc2cea812e5cb179a796b766747e7d3b21088760d8deb95676d482b8c8e6fa7d \
+    --hash=sha256:cd3a2edf0427013736b8127955cec62608c56e53ea47e82812ea32059cda407f \
+    --hash=sha256:cdc021cb0b62471d6aac7f2bd92f3b4658073775f9ee7fcd325c511129e7bcc8 \
+    --hash=sha256:ce9f398f868d2b3b27aa2ea4de79645ef9077aeeac8dfc2814b0d542c6a2b87f \
+    --hash=sha256:d0077f3d65541925fa83002f967b22ad6550d24813ac64cb905f717194128d9c \
+    --hash=sha256:d0f7284f88f4833705132d06d3b425a43095c2cbd07c58166aac3ab646ba12a4 \
+    --hash=sha256:d2cc64539da63e39ffb9c7ede849b6e8ddaaf7b3876b5cfb04efd85a5f3f4eb6 \
+    --hash=sha256:d8c7ed08477429752b8c44991f40ad7838b18332a160698740a6bfbc10d998a2 \
+    --hash=sha256:df4ce31150bcd5d9f36f816aac3010ab4f4bf8672ac1d3b0ac7d539ec61c7c02 \
+    --hash=sha256:e045ff75d7d94900fc32896ed93c45ce2d2cac28c9dead582ff9a5a49d446e35 \
+    --hash=sha256:e2e692bc0d63f881cf7006730a56bd4e0c2fab5dc318466942805d692b166276 \
+    --hash=sha256:e31734c5077f29f892b2565eee5106d610278151ad49fc6a9d69a647cd5730e2 \
+    --hash=sha256:e3b9eaa742ae7a0aaaaad4ca4b69469d757af2d6e6663ef1dadc47adec0aeb41 \
+    --hash=sha256:e3f3d7ec0a51fbfe00d3aef047641ff2c58b25565b4717fc1f90e050be01cba8 \
+    --hash=sha256:e5301c35cf75655eb33498f2bd6ae8703ca19940e3167dc9cdf740c712a39c60 \
+    --hash=sha256:ea52a0d0f08c584943d5764be0e84efa912c8da23c23e1e285ff2f5641c18fcc \
+    --hash=sha256:ed635a9ca4f3a5a2b900c10c69e823373bc00ebc114b459383596d3487da3570 \
+    --hash=sha256:fb8e2e6704a1e0b1b989546c69e2688371ef4a07fa5f61bde3eb6211186f5ac1 \
+    --hash=sha256:fc648a335d7e01adb3640b25f02fd0ea05886cf04d0af7f4ee902bc7b5e466e8 \
+    --hash=sha256:fc82c2ccc8e234c844f5303d9f2984b346dcdd53e94823ce8420d2c75b4b9023 \
+    --hash=sha256:fd1f2f557dd3491fe75905e578f4db967393d40d1a8f468edc4d40ac7f2d5944 \
+    --hash=sha256:fd85b0aa88efdb189d6ae2f35f4526943a8f091c38599c9c31478241c819e6a1
     # via aiobotocore
-yarl==1.23.0 \
-    --hash=sha256:03214408cfa590df47728b84c679ae4ef00be2428e11630277be0727eba2d7cc \
-    --hash=sha256:041b1a4cefacf65840b4e295c6985f334ba83c30607441ae3cf206a0eed1a2e4 \
-    --hash=sha256:0793e2bd0cf14234983bbb371591e6bea9e876ddf6896cdcc93450996b0b5c85 \
-    --hash=sha256:0e1fdaa14ef51366d7757b45bde294e95f6c8c049194e793eedb8387c86d5993 \
-    --hash=sha256:0e40111274f340d32ebcc0a5668d54d2b552a6cca84c9475859d364b380e3222 \
-    --hash=sha256:115136c4a426f9da976187d238e84139ff6b51a20839aa6e3720cd1026d768de \
-    --hash=sha256:13a563739ae600a631c36ce096615fe307f131344588b0bc0daec108cdb47b25 \
-    --hash=sha256:16c6994ac35c3e74fb0ae93323bf8b9c2a9088d55946109489667c510a7d010e \
-    --hash=sha256:170e26584b060879e29fac213e4228ef063f39128723807a312e5c7fec28eff2 \
-    --hash=sha256:17235362f580149742739cc3828b80e24029d08cbb9c4bda0242c7b5bc610a8e \
-    --hash=sha256:1932b6b8bba8d0160a9d1078aae5838a66039e8832d41d2992daa9a3a08f7860 \
-    --hash=sha256:1b6b572edd95b4fa8df75de10b04bc81acc87c1c7d16bcdd2035b09d30acc957 \
-    --hash=sha256:1c3a3598a832590c5a3ce56ab5576361b5688c12cb1d39429cf5dba30b510760 \
-    --hash=sha256:1c57676bdedc94cd3bc37724cf6f8cd2779f02f6aba48de45feca073e714fe52 \
-    --hash=sha256:1dc702e42d0684f42d6519c8d581e49c96cefaaab16691f03566d30658ee8788 \
-    --hash=sha256:21d1b7305a71a15b4794b5ff22e8eef96ff4a6d7f9657155e5aa419444b28912 \
-    --hash=sha256:23f371bd662cf44a7630d4d113101eafc0cfa7518a2760d20760b26021454719 \
-    --hash=sha256:2569b67d616eab450d262ca7cb9f9e19d2f718c70a8b88712859359d0ab17035 \
-    --hash=sha256:263cd4f47159c09b8b685890af949195b51d1aa82ba451c5847ca9bc6413c220 \
-    --hash=sha256:2803ed8b21ca47a43da80a6fd1ed3019d30061f7061daa35ac54f63933409412 \
-    --hash=sha256:2a6940a074fb3c48356ed0158a3ca5699c955ee4185b4d7d619be3c327143e05 \
-    --hash=sha256:2e27c8841126e017dd2a054a95771569e6070b9ee1b133366d8b31beb5018a41 \
-    --hash=sha256:31c9921eb8bd12633b41ad27686bbb0b1a2a9b8452bfdf221e34f311e9942ed4 \
-    --hash=sha256:34b6cf500e61c90f305094911f9acc9c86da1a05a7a3f5be9f68817043f486e4 \
-    --hash=sha256:3650dc2480f94f7116c364096bc84b1d602f44224ef7d5c7208425915c0475dd \
-    --hash=sha256:389871e65468400d6283c0308e791a640b5ab5c83bcee02a2f51295f95e09748 \
-    --hash=sha256:39004f0ad156da43e86aa71f44e033de68a44e5a31fc53507b36dd253970054a \
-    --hash=sha256:394906945aa8b19fc14a61cf69743a868bb8c465efe85eee687109cc540b98f4 \
-    --hash=sha256:3ceb13c5c858d01321b5d9bb65e4cf37a92169ea470b70fec6f236b2c9dd7e34 \
-    --hash=sha256:411225bae281f114067578891bc75534cfb3d92a3b4dfef7a6ca78ba354e6069 \
-    --hash=sha256:44bb7bef4ea409384e3f8bc36c063d77ea1b8d4a5b2706956c0d6695f07dcc25 \
-    --hash=sha256:4503053d296bc6e4cbd1fad61cf3b6e33b939886c4f249ba7c78b602214fabe2 \
-    --hash=sha256:4764a6a7588561a9aef92f65bda2c4fb58fe7c675c0883862e6df97559de0bfb \
-    --hash=sha256:4966242ec68afc74c122f8459abd597afd7d8a60dc93d695c1334c5fd25f762f \
-    --hash=sha256:4a42e651629dafb64fd5b0286a3580613702b5809ad3f24934ea87595804f2c5 \
-    --hash=sha256:4a59ba56f340334766f3a4442e0efd0af895fae9e2b204741ef885c446b3a1a8 \
-    --hash=sha256:4c41e021bc6d7affb3364dc1e1e5fa9582b470f283748784bd6ea0558f87f42c \
-    --hash=sha256:5023346c4ee7992febc0068e7593de5fa2bf611848c08404b35ebbb76b1b0512 \
-    --hash=sha256:50f9d8d531dfb767c565f348f33dd5139a6c43f5cbdf3f67da40d54241df93f6 \
-    --hash=sha256:51430653db848d258336cfa0244427b17d12db63d42603a55f0d4546f50f25b5 \
-    --hash=sha256:531ef597132086b6cf96faa7c6c1dcd0361dd5f1694e5cc30375907b9b7d3ea9 \
-    --hash=sha256:53ad387048f6f09a8969631e4de3f1bf70c50e93545d64af4f751b2498755072 \
-    --hash=sha256:53b1ea6ca88ebd4420379c330aea57e258408dd0df9af0992e5de2078dc9f5d5 \
-    --hash=sha256:575aa4405a656e61a540f4a80eaa5260f2a38fff7bfdc4b5f611840d76e9e277 \
-    --hash=sha256:578110dd426f0d209d1509244e6d4a3f1a3e9077655d98c5f22583d63252a08a \
-    --hash=sha256:5ec2f42d41ccbd5df0270d7df31618a8ee267bfa50997f5d720ddba86c4a83a6 \
-    --hash=sha256:5ee586fb17ff8f90c91cf73c6108a434b02d69925f44f5f8e0d7f2f260607eae \
-    --hash=sha256:5f10fd85e4b75967468af655228fbfd212bdf66db1c0d135065ce288982eda26 \
-    --hash=sha256:609d3614d78d74ebe35f54953c5bbd2ac647a7ddb9c30a5d877580f5e86b22f2 \
-    --hash=sha256:62694e275c93d54f7ccedcfef57d42761b2aad5234b6be1f3e3026cae4001cd4 \
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+    --hash=sha256:e42d75862735da90e7fc5a7b23db0c976f737113a54b3c9777a9b665e9cbff75 \
+    --hash=sha256:e7d42c531243450ef0d4d9c172e7ed6ef052640f195629065041b5add4e058d1 \
+    --hash=sha256:e81b83143bee16329c23db3c1b2d82b29892fcbcb849186d2f6e98a5abe9a57f \
+    --hash=sha256:e8ffa78582120024f476a611d7befc123cee59e47e8309d470cf667d806e613b \
+    --hash=sha256:ebb0ec7f17803063d5aeb982f3b1bd2b2f4e4fae6751226cbd6ba1fcfe9e63ff \
+    --hash=sha256:f08c7513ecef5aad65687bfdf6bc601ae9fccd04a42904501f8f7141abad9eb9 \
+    --hash=sha256:f0a658a6d3fafee5c6f63c58f3e785c8c43c93fbc02bf9f2b6663f8185e0971f \
+    --hash=sha256:f0e466ed7511fe9d459a819edbc6c2585c0b6eabde9fa8a8947552468a7a6ef0 \
+    --hash=sha256:f141474e85b7e54998ec5180530a7cda99ab29e282fa50e0756d89981a9b43c5 \
+    --hash=sha256:f4239bbec5a3577ddb49e4b50aeb32d8e5792098262ae2f63723f916a29b1a25 \
+    --hash=sha256:f540c013589084679a6c7fac07096b10159737918174f5dfc5e11bf5bca4dfe6 \
+    --hash=sha256:f9f3e9c8a9ecffa57bef8fb4fa19e5fa4d2d8307cf6bac5b1fca5e5860f4ba00 \
+    --hash=sha256:fa139875ff98ab97da323cfadfaff08900d1ad42f1b5087b0b812a55c5a06373 \
+    --hash=sha256:fcd3b77e2f17bbe4ca56ec7bcb07992647d19d0b9c05d84886dcd6f9eb810afd \
+    --hash=sha256:fd8c81f346b58f45818d09ea11db69a8d5fd34a224b79871f6d44f12cd7977b1 \
+    --hash=sha256:fe7b7bb170daccbba19ad33012d2b15f1e7942296fd4d45fc1b79013da8cc0f2 \
+    --hash=sha256:ff330d3c30db4eb6b01d79e29d2d0b407a7ecad39cfd9ec993ece57396a2ec0d \
+    --hash=sha256:ff405d91509d88e8d44129cd87b18d70acd1f0c1aeabd7bc3c46792b1fe2acba \
+    --hash=sha256:ffcd54362564dc1a30fb74d8b8a6e5a6b11ebd5e27266adc3b7427a21a6c9104
     # via aiohttp
 
+httpx-sse==0.4.0 \
+    --hash=sha256:1e81a3a3070ce322add1d3529ed42eb5f70817f45ed6ec915ab753f961139721 \
+    --hash=sha256:f329af6eae57eaa2bdfd962b42524764af68075ea87370a2de920af5341e318f
+    # via mcp
+
 # The following packages were excluded from the output:
 # milvus-lite
+# pymilvus
+# faiss-cpu
diff --git a/sdk/python/requirements/py3.12-requirements.txt b/sdk/python/requirements/py3.12-requirements.txt
index de90b34c05d..3ae800a8f74 100644
--- a/sdk/python/requirements/py3.12-requirements.txt
+++ b/sdk/python/requirements/py3.12-requirements.txt
@@ -1,167 +1,165 @@
 # This file was autogenerated by uv via the following command:
 #    uv pip compile -p 3.12 --no-strip-extras pyproject.toml --generate-hashes --output-file sdk/python/requirements/py3.12-requirements.txt
-annotated-doc==0.0.4 \
-    --hash=sha256:571ac1dc6991c450b25a9c2d84a3705e2ae7a53467b5d111c24fa8baabbed320 \
-    --hash=sha256:fbcda96e87e9c92ad167c2e53839e57503ecfda18804ea28102353485033faa4
+annotated-doc==0.0.5 \
+    --hash=sha256:117bac03a25ede5df5440e855b32d556049ca169ead221505badf432fed4b101 \
+    --hash=sha256:c7e58ce09192557605d8bbd92836d7e1d520ac9580096042c0bfd197efacf1bb
     # via fastapi
-annotated-types==0.7.0 \
-    --hash=sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53 \
-    --hash=sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89
+annotated-types==0.8.0 \
+    --hash=sha256:13b2beaad985e05e2d6407ee4c4f35590b11f8d693a258a561055cac8f64cab7 \
+    --hash=sha256:f072f4d804ea359e4eaf198b1af7a8b0943881a87f31bb764f8bf219bb9419e0
     # via pydantic
-anyio==4.13.0 \
-    --hash=sha256:08b310f9e24a9594186fd75b4f73f4a4152069e3853f1ed8bfbf58369f4ad708 \
-    --hash=sha256:334b70e641fd2221c1505b3890c69882fe4a2df910cba14d97019b90b24439dc
+anyio==4.14.2 \
+    --hash=sha256:9f505dda5ac9f0c8309b5e8bd445a8c2bf7246f3ce950121e45ea15bc41d1494 \
+    --hash=sha256:cfa139f3ed1a23ee8f88a145ddb5ac7605b8bbfd8592baacd7ce3d8bb4313c7f
     # via
     #   starlette
     #   watchfiles
+ast-serialize==0.6.0 \
+    --hash=sha256:0067b25fce104eaae5b88383de9ab803faeb671831e14ca698b771b356e2600f \
+    --hash=sha256:085de7f62dc9cc247eb01e965a362707d1d90b1d89a82c5bf78301a60a3c417b \
+    --hash=sha256:093cb8bb91b720d8523580498d031791bb1bbaa048599c3d21085d380e11a596 \
+    --hash=sha256:113b58346f9ceb664352032770caca817d4a3c86f611c6088e6ef65ddaa70f0e \
+    --hash=sha256:13b7769970a39983b0adf2f38917b1cd3b8946f76df045756c3d741bc689f089 \
+    --hash=sha256:2d947e45cafc4b09bd7528917fa84c517654a43de173c79785574b7b3068ac24 \
+    --hash=sha256:305802f2ce2a7c4e87835078ea85c58b586ddda8095b92fe2ead9364ae19c80a \
+    --hash=sha256:32ef62ec34cf6be20ad77d4799556638fbdf187f3ae10698dfb20ef9f2c89516 \
+    --hash=sha256:3ae22a366b752ab4496191525b78b097b5b72d531752e3c1dd7e383a8f2c8a1a \
+    --hash=sha256:4d6ef91590258ada18909b9caea344dac4de2013906b035473cd674a43f4b790 \
+    --hash=sha256:4ed29121da8b3fdc291002801a1de0f76248fa07dce89157a5f277842cf6126e \
+    --hash=sha256:5337cb256dcea3df9288205213d1601581536526b8f4da44b6974f1180f3252a \
+    --hash=sha256:577a6c189068686869f5f1ddc38363f3ae1808a4753b577266f9202071a7bb66 \
+    --hash=sha256:6e15ec740436e1a0d62de848641abe5f3a2f89a7f94907d534795ac91bbacf14 \
+    --hash=sha256:6f7a408601bb3edaefb3bc67a4c01f5235e3253653b6a5729a2ee2382b35341c \
+    --hash=sha256:82c312a7844d2fdeb4d5c48bd3d215bf940dafd4704e1a9bcf252a99010a99b1 \
+    --hash=sha256:8670bfa51208a2c0c8d138928e40e998fab158f9200d53bb80c088b5b8eda7b8 \
+    --hash=sha256:897ac47b5637be41c0c07061c8a912fafa967ef1dc73fa115e4bfa70882a093b \
+    --hash=sha256:9f8a8b78b13173de6a9ec22111d9be674874cd5bdccda04f14ae5ebc2bef403a \
+    --hash=sha256:a14191beec7e0c078d2fc1f6edc0aee88bcd4db9f18e1bc9f8052b559c22dddc \
+    --hash=sha256:a4826809eb8597a8cd59fd924b6d7c285b8969a1e0007e2cb652cab62376270f \
+    --hash=sha256:a7520b672827885bafeae7501f684d14d47d17e5f45256f9df547686cca52264 \
+    --hash=sha256:aadd3ffcf4858c9726bf3515f7b199c7eadbe504f96028e4a87172c0da65a8fe \
+    --hash=sha256:b1dac4e09d341c1300ba69cdcbe62867b32a8c75d90db9bf4d083bec3b039f0b \
+    --hash=sha256:c4af9a1386166e40ed01464991806f89038a2d89782576c7774876fa77034e32 \
+    --hash=sha256:c617417f9cbb0cb144f6283c3cbe0d2e0f01beaf9f608f662b21191058a626ec \
+    --hash=sha256:c7b8b8f0c42f752ea00b2b7d7c090b3f80d9c1c5c75cadf16423790a0cc74081 \
+    --hash=sha256:c901adbd750029b9ac4ad3d6aa56853e0ad4875119fbf52b7b8298afc223828b \
+    --hash=sha256:ccd132fe8db56f61fe743b1f644d01b8d65b83248a8da506f3132bda86d6ed5e \
+    --hash=sha256:cd5b91b9e6f2356ace3a556963b0cd783b395fbbb0bb17b4defc283415466e77 \
+    --hash=sha256:cdc4e6f930b9090c2f92c9036ad12ffb8e6e44d4a5ba06f1458a05d60f203f7b \
+    --hash=sha256:dcbed41e9386059fc0261d602445ede0976c2ecec2939688bcbcb9ed0b6f28b7 \
+    --hash=sha256:e61580a69faf47e3689795367ed211f2a10fd741478cc0f36a0f128793360aad \
+    --hash=sha256:f2ff3baffc3a29c1f15bc9098aa0c09763410262d5e6cef42116f7356c184554
+    # via mypy
 attrs==26.1.0 \
     --hash=sha256:c647aa4a12dfbad9333ca4e71fe62ddc36f4e63b2d260a37a8b83d2f043ac309 \
     --hash=sha256:d03ceb89cb322a8fd706d4fb91940737b6642aa36998fe130a9bc96c985eff32
-    # via
-    #   jsonschema
-    #   referencing
-bigtree==1.4.0 \
-    --hash=sha256:d0d99550ae64ce4529f132602ab875c2ab472c96c942f5704f8c72a17450d3ea \
-    --hash=sha256:e5ae2e948168da671d99601c9ed87ab3b48d9d4ea8a98f111e5748e98064c31c
     # via feast (pyproject.toml)
-certifi==2026.4.22 \
-    --hash=sha256:3cb2210c8f88ba2318d29b0388d1023c8492ff72ecdde4ebdaddbb13a31b1c4a \
-    --hash=sha256:8d455352a37b71bf76a79caa83a3d6c25afee4a385d632127b6afb3963f1c580
+bigtree==1.5.3 \
+    --hash=sha256:47879c5d80f4e0d50f2c8818d3b80fc58af24b5372608223aac25e5580ac0ed8 \
+    --hash=sha256:81169329ec92dfab7d8df9d61d85d8dea8b8512fbf073fbc95badc21eadcd14f
+    # via feast (pyproject.toml)
+certifi==2026.7.22 \
+    --hash=sha256:62f22742b58a1a33014a2b6b706588a8d7e2a88ae7bd1a6ebe8c992928483775 \
+    --hash=sha256:741e2c3b351ddf169a738da9f2c048608ff7f2c5cc02f1ebc6b118bb090d5d55
     # via requests
-charset-normalizer==3.4.7 \
-    --hash=sha256:007d05ec7321d12a40227aae9e2bc6dca73f3cb21058999a1df9e193555a9dcc \
-    --hash=sha256:03853ed82eeebbce3c2abfdbc98c96dc205f32a79627688ac9a27370ea61a49c \
-    --hash=sha256:07d9e39b01743c3717745f4c530a6349eadbfa043c7577eef86c502c15df2c67 \
-    --hash=sha256:08e721811161356f97b4059a9ba7bafb23ea5ee2255402c42881c214e173c6b4 \
-    --hash=sha256:0c96c3b819b5c3e9e165495db84d41914d6894d55181d2d108cc1a69bfc9cce0 \
-    --hash=sha256:0ea948db76d31190bf08bd371623927ee1339d5f2a0b4b1b4a4439a65298703c \
-    --hash=sha256:0f7eb884681e3938906ed0434f20c63046eacd0111c4ba96f27b76084cd679f5 \
-    --hash=sha256:12a6fff75f6bc66711b73a2f0addfc4c8c15a20e805146a02d147a318962c444 \
-    --hash=sha256:12d8baf840cc7889b37c7c770f478adea7adce3dcb3944d02ec87508e2dcf153 \
-    --hash=sha256:14265bfe1f09498b9d8ec91e9ec9fa52775edf90fcbde092b25f4a33d444fea9 \
-    --hash=sha256:16d971e29578a5e97d7117866d15889a4a07befe0e87e703ed63cd90cb348c01 \
-    --hash=sha256:177a0ba5f0211d488e295aaf82707237e331c24788d8d76c96c5a41594723217 \
-    --hash=sha256:1a87ca9d5df6fe460483d9a5bbf2b18f620cbed41b432e2bddb686228282d10b \
-    --hash=sha256:1c2a768fdd44ee4a9339a9b0b130049139b8ce3c01d2ce09f67f5a68048d477c \
-    --hash=sha256:1c2aed2e5e41f24ea8ef1590b8e848a79b56f3a5564a65ceec43c9d692dc7d8a \
-    --hash=sha256:1dc8b0ea451d6e69735094606991f32867807881400f808a106ee1d963c46a83 \
-    --hash=sha256:1efde3cae86c8c273f1eb3b287be7d8499420cf2fe7585c41d370d3e790054a5 \
-    --hash=sha256:202389074300232baeb53ae2569a60901f7efadd4245cf3a3bf0617d60b439d7 \
-    --hash=sha256:203104ed3e428044fd943bc4bf45fa73c0730391f9621e37fe39ecf477b128cb \
-    --hash=sha256:2257141f39fe65a3fdf38aeccae4b953e5f3b3324f4ff0daf9f15b8518666a2c \
-    --hash=sha256:298930cec56029e05497a76988377cbd7457ba864beeea92ad7e844fe74cd1f1 \
-    --hash=sha256:2cd4a60d0e2fb04537162c62bbbb4182f53541fe0ede35cdf270a1c1e723cc42 \
-    --hash=sha256:2d6eb928e13016cea4f1f21d1e10c1cebd5a421bc57ddf5b1142ae3f86824fab \
-    --hash=sha256:2fe249cb4651fd12605b7288b24751d8bfd46d35f12a20b1ba33dea122e690df \
-    --hash=sha256:30b8d1d8c52a48c2c5690e152c169b673487a2a58de1ec7393196753063fcd5e \
-    --hash=sha256:320ade88cfb846b8cd6b4ddf5ee9e80ee0c1f52401f2456b84ae1ae6a1a5f207 \
-    --hash=sha256:3534e7dcbdcf757da6b85a0bbf5b6868786d5982dd959b065e65481644817a18 \
-    --hash=sha256:36836d6ff945a00b88ba1e4572d721e60b5b8c98c155d465f56ad19d68f23734 \
-    --hash=sha256:38c0109396c4cfc574d502df99742a45c72c08eff0a36158b6f04000043dbf38 \
-    --hash=sha256:3946fa46a0cf3e4c8cb1cc52f56bb536310d34f25f01ca9b6c16afa767dab110 \
-    --hash=sha256:3bec022aec2c514d9cf199522a802bd007cd588ab17ab2525f20f9c34d067c18 \
-    --hash=sha256:3c9a494bc5ec77d43cea229c4f6db1e4d8fe7e1bbffa8b6f0f0032430ff8ab44 \
-    --hash=sha256:3dce51d0f5e7951f8bb4900c257dad282f49190fdbebecd4ba99bcc41fef404d \
-    --hash=sha256:3dedcc22d73ec993f42055eff4fcfed9318d1eeb9a6606c55892a26964964e48 \
-    --hash=sha256:4042d5c8f957e15221d423ba781e85d553722fc4113f523f2feb7b188cc34c5e \
-    --hash=sha256:481551899c856c704d58119b5025793fa6730adda3571971af568f66d2424bb5 \
-    --hash=sha256:4dc1e73c36828f982bfe79fadf5919923f8a6f4df2860804db9a98c48824ce8d \
-    --hash=sha256:4e5163c14bffd570ef2affbfdd77bba66383890797df43dc8b4cc7d6f500bf53 \
-    --hash=sha256:511ef87c8aec0783e08ac18565a16d435372bc1ac25a91e6ac7f5ef2b0bff790 \
-    --hash=sha256:532bc9bf33a68613fd7d65e4b1c71a6a38d7d42604ecf239c77392e9b4e8998c \
-    --hash=sha256:54523e136b8948060c0fa0bc7b1b50c32c186f2fceee897a495406bb6e311d2b \
-    --hash=sha256:5649fd1c7bade02f320a462fdefd0b4bd3ce036065836d4f42e0de958038e116 \
-    --hash=sha256:56be790f86bfb2c98fb742ce566dfb4816e5a83384616ab59c49e0604d49c51d \
-    --hash=sha256:5b77459df20e08151cd6f8b9ef8ef1f961ef73d85c21a555c7eed5b79410ec10 \
-    --hash=sha256:5ed6ab538499c8644b8a3e18debabcd7ce684f3fa91cf867521a7a0279cab2d6 \
-    --hash=sha256:6178f72c5508bfc5fd446a5905e698c6212932f25bcdd4b47a757a50605a90e2 \
-    --hash=sha256:6370e8686f662e6a3941ee48ed4742317cafbe5707e36406e9df792cdb535776 \
-    --hash=sha256:64f02c6841d7d83f832cd97ccf8eb8a906d06eb95d5276069175c696b024b60a \
-    --hash=sha256:65bcd23054beab4d166035cabbc868a09c1a49d1efe458fe8e4361215df40265 \
-    --hash=sha256:66671f93accb62ed07da56613636f3641f1a12c13046ce91ffc923721f23c008 \
-    --hash=sha256:6696b7688f54f5af4462118f0bfa7c1621eeb87154f77fa04b9295ce7a8f2943 \
-    --hash=sha256:6785f414ae0f3c733c437e0f3929197934f526d19dfaa75e18fdb4f94c6fb374 \
-    --hash=sha256:67f6279d125ca0046a7fd386d01b311c6363844deac3e5b069b514ba3e63c246 \
-    --hash=sha256:6c114670c45346afedc0d947faf3c7f701051d2518b943679c8ff88befe14f8e \
-    --hash=sha256:6e0d51f618228538a3e8f46bd246f87a6cd030565e015803691603f55e12afb5 \
-    --hash=sha256:6ed74185b2db44f41ef35fd1617c5888e59792da9bbc9190d6c7300617182616 \
-    --hash=sha256:708838739abf24b2ceb208d0e22403dd018faeef86ddac04319a62ae884c4f15 \
-    --hash=sha256:715479b9a2802ecac752a3b0efa2b0b60285cf962ee38414211abdfccc233b41 \
-    --hash=sha256:733784b6d6def852c814bce5f318d25da2ee65dd4839a0718641c696e09a2960 \
-    --hash=sha256:750e02e074872a3fad7f233b47734166440af3cdea0add3e95163110816d6752 \
-    --hash=sha256:752a45dc4a6934060b3b0dab47e04edc3326575f82be64bc4fc293914566503e \
-    --hash=sha256:7579e913a5339fb8fa133f6bbcfd8e6749696206cf05acdbdca71a1b436d8e72 \
-    --hash=sha256:7641bb8895e77f921102f72833904dcd9901df5d6d72a2ab8f31d04b7e51e4e7 \
-    --hash=sha256:7804338df6fcc08105c7745f1502ba68d900f45fd770d5bdd5288ddccb8a42d8 \
-    --hash=sha256:80d04837f55fc81da168b98de4f4b797ef007fc8a79ab71c6ec9bc4dd662b15b \
-    --hash=sha256:813c0e0132266c08eb87469a642cb30aaff57c5f426255419572aaeceeaa7bf4 \
-    --hash=sha256:82b271f5137d07749f7bf32f70b17ab6eaabedd297e75dce75081a24f76eb545 \
-    --hash=sha256:84c018e49c3bf790f9c2771c45e9313a08c2c2a6342b162cd650258b57817706 \
-    --hash=sha256:8751d2787c9131302398b11e6c8068053dcb55d5a8964e114b6e196cf16cb366 \
-    --hash=sha256:8778f0c7a52e56f75d12dae53ae320fae900a8b9b4164b981b9c5ce059cd1fcb \
-    --hash=sha256:87fad7d9ba98c86bcb41b2dc8dbb326619be2562af1f8ff50776a39e55721c5a \
-    --hash=sha256:8d828b6667a32a728a1ad1d93957cdf37489c57b97ae6c4de2860fa749b8fc1e \
-    --hash=sha256:8e385e4267ab76874ae30db04c627faaaf0b509e1ccc11a95b3fc3e83f855c00 \
-    --hash=sha256:92a0a01ead5e668468e952e4238cccd7c537364eb7d851ab144ab6627dbbe12f \
-    --hash=sha256:94e1885b270625a9a828c9793b4d52a64445299baa1fea5a173bf1d3dd9a1a5a \
-    --hash=sha256:a180c5e59792af262bf263b21a3c49353f25945d8d9f70628e73de370d55e1e1 \
-    --hash=sha256:a277ab8928b9f299723bc1a2dabb1265911b1a76341f90a510368ca44ad9ab66 \
-    --hash=sha256:a5fe03b42827c13cdccd08e6c0247b6a6d4b5e3cdc53fd1749f5896adcdc2356 \
-    --hash=sha256:a6c5863edfbe888d9eff9c8b8087354e27618d9da76425c119293f11712a6319 \
-    --hash=sha256:a89c23ef8d2c6b27fd200a42aa4ac72786e7c60d40efdc76e6011260b6e949c4 \
-    --hash=sha256:adb2597b428735679446b46c8badf467b4ca5f5056aae4d51a19f9570301b1ad \
-    --hash=sha256:ae196f021b5e7c78e918242d217db021ed2a6ace2bc6ae94c0fc596221c7f58d \
-    --hash=sha256:ae89db9e5f98a11a4bf50407d4363e7b09b31e55bc117b4f7d80aab97ba009e5 \
-    --hash=sha256:aed52fea0513bac0ccde438c188c8a471c4e0f457c2dd20cdbf6ea7a450046c7 \
-    --hash=sha256:aef65cd602a6d0e0ff6f9930fcb1c8fec60dd2cfcb6facaf4bdb0e5873042db0 \
-    --hash=sha256:af21eb4409a119e365397b2adbaca4c9ccab56543a65d5dbd9f920d6ac29f686 \
-    --hash=sha256:b14b2d9dac08e28bb8046a1a0434b1750eb221c8f5b87a68f4fa11a6f97b5e34 \
-    --hash=sha256:bb6d88045545b26da47aa879dd4a89a71d1dce0f0e549b1abcb31dfe4a8eac49 \
-    --hash=sha256:bb8cc7534f51d9a017b93e3e85b260924f909601c3df002bcdb58ddb4dc41a5c \
-    --hash=sha256:bc17a677b21b3502a21f66a8cc64f5bfad4df8a0b8434d661666f8ce90ac3af1 \
-    --hash=sha256:bd6c2a1c7573c64738d716488d2cdd3c00e340e4835707d8fdb8dc1a66ef164e \
-    --hash=sha256:bd9b23791fe793e4968dba0c447e12f78e425c59fc0e3b97f6450f4781f3ee60 \
-    --hash=sha256:c03a41a8784091e67a39648f70c5f97b5b6a37f216896d44d2cdcb82615339a0 \
-    --hash=sha256:c0f081d69a6e58272819b70288d3221a6ee64b98df852631c80f293514d3b274 \
-    --hash=sha256:c35abb8bfff0185efac5878da64c45dafd2b37fb0383add1be155a763c1f083d \
-    --hash=sha256:c36c333c39be2dbca264d7803333c896ab8fa7d4d6f0ab7edb7dfd7aea6e98c0 \
-    --hash=sha256:c45e9440fb78f8ddabcf714b68f936737a121355bf59f3907f4e17721b9d1aae \
-    --hash=sha256:c593052c465475e64bbfe5dbd81680f64a67fdc752c56d7a0ae205dc8aeefe0f \
-    --hash=sha256:cdd68a1fb318e290a2077696b7eb7a21a49163c455979c639bf5a5dcdc46617d \
-    --hash=sha256:ce3412fbe1e31eb81ea42f4169ed94861c56e643189e1e75f0041f3fe7020abe \
-    --hash=sha256:cf1493cd8607bec4d8a7b9b004e699fcf8f9103a9284cc94962cb73d20f9d4a3 \
-    --hash=sha256:cf29836da5119f3c8a8a70667b0ef5fdca3bb12f80fd06487cfa575b3909b393 \
-    --hash=sha256:d4a48e5b3c2a489fae013b7589308a40146ee081f6f509e047e0e096084ceca1 \
-    --hash=sha256:d560742f3c0d62afaccf9f41fe485ed69bd7661a241f86a3ef0f0fb8b1a397af \
-    --hash=sha256:d6038d37043bced98a66e68d3aa2b6a35505dc01328cd65217cefe82f25def44 \
-    --hash=sha256:d61f00a0869d77422d9b2aba989e2d24afa6ffd552af442e0e58de4f35ea6d00 \
-    --hash=sha256:d635aab80466bc95771bb78d5370e74d36d1fe31467b6b29b8b57b2a3cd7d22c \
-    --hash=sha256:dca4bbc466a95ba9c0234ef56d7dd9509f63da22274589ebd4ed7f1f4d4c54e3 \
-    --hash=sha256:dd915403e231e6b1809fe9b6d9fc55cf8fb5e02765ac625d9cd623342a7905d7 \
-    --hash=sha256:e044c39e41b92c845bc815e5ae4230804e8e7bc29e399b0437d64222d92809dd \
-    --hash=sha256:e060d01aec0a910bdccb8be71faf34e7799ce36950f8294c8bf612cba65a2c9e \
-    --hash=sha256:e1421b502d83040e6d7fb2fb18dff63957f720da3d77b2fbd3187ceb63755d7b \
-    --hash=sha256:e17b8d5d6a8c47c85e68ca8379def1303fd360c3e22093a807cd34a71cd082b8 \
-    --hash=sha256:e5f4d355f0a2b1a31bc3edec6795b46324349c9cb25eed068049e4f472fb4259 \
-    --hash=sha256:e712b419df8ba5e42b226c510472b37bd57b38e897d3eca5e8cfd410a29fa859 \
-    --hash=sha256:e74327fb75de8986940def6e8dee4f127cc9752bee7355bb323cc5b2659b6d46 \
-    --hash=sha256:e80c8378d8f3d83cd3164da1ad2df9e37a666cdde7b1cb2298ed0b558064be30 \
-    --hash=sha256:e8ac484bf18ce6975760921bb6148041faa8fef0547200386ea0b52b5d27bf7b \
-    --hash=sha256:eca9705049ad3c7345d574e3510665cb2cf844c2f2dcfe675332677f081cbd46 \
-    --hash=sha256:ed065083d0898c9d5b4bbec7b026fd755ff7454e6e8b73a67f8c744b13986e24 \
-    --hash=sha256:edac0f1ab77644605be2cbba52e6b7f630731fc42b34cb0f634be1a6eface56a \
-    --hash=sha256:effc3f449787117233702311a1b7d8f59cba9ced946ba727bdc329ec69028e24 \
-    --hash=sha256:f22dec1690b584cea26fade98b2435c132c1b5f68e39f5a0b7627cd7ae31f1dc \
-    --hash=sha256:f495a1652cf3fbab2eb0639776dad966c2fb874d79d87ca07f9d5f059b8bd215 \
-    --hash=sha256:f496c9c3cc02230093d8330875c4c3cdfc3b73612a5fd921c65d39cbcef08063 \
-    --hash=sha256:f59099f9b66f0d7145115e6f80dd8b1d847176df89b234a5a6b3f00437aa0832 \
-    --hash=sha256:f59ad4c0e8f6bba240a9bb85504faa1ab438237199d4cce5f622761507b8f6a6 \
-    --hash=sha256:fbccdc05410c9ee21bbf16a35f4c1d16123dcdeb8a1d38f33654fa21d0234f79 \
-    --hash=sha256:fea24543955a6a729c45a73fe90e08c743f0b3334bbf3201e6c4bc1b0c7fa464
+charset-normalizer==3.4.9 \
+    --hash=sha256:0327fcd59a935777d83410750c50600ee9571af2846f71ce40f25b13da1ef380 \
+    --hash=sha256:03d07803992c6c7bbc976327f34b18b6160327fc81cb82c9d504720ac0be3b62 \
+    --hash=sha256:04ce310cb89c15df659582aee80a0603788732a5e017d5bd5c81158106ce249c \
+    --hash=sha256:0d861473f743244d349b50f850d10eb87aeb22bbdcc8e64f79273c94af5a8226 \
+    --hash=sha256:0e94703ec9684807f20cfb5eed95c70f67f2a8f21ad620146d7b5a13677b93e5 \
+    --hash=sha256:0fa1aec2d32bcc03c8fa0f6f1712caad1adc38509f31142112e5c9daf5b9c833 \
+    --hash=sha256:16b65ea0f2465b6fb52aa22de5eca612aa964ddfec00a912e26f4656cbef890b \
+    --hash=sha256:16d10d789dd9bcca1173c95af82c58433122564b7bc39385124be735a35cbe99 \
+    --hash=sha256:19ac87f93086ce37b86e098888555c4b4bc48102279bae3350098c0ed664b501 \
+    --hash=sha256:1d22856ffbe153a602df38e4a5464f0b748a54002e0d69ac6d2ad0a197cc99ec \
+    --hash=sha256:21e764fd1e70b6a3e205a0e46f3051701f98a8cb3fad66eeb80e48bb502f8698 \
+    --hash=sha256:231ddcbb35e2ff8973e1365db41fe0572662893b99a05deb183b68ad4c0c8bd4 \
+    --hash=sha256:253a4a220747e8b5faf57ec320c4f5efb0cef05f647420bf267143ec15dba10a \
+    --hash=sha256:280081916dc341820640489a66e4696049401ef1cf6dd672f672e70ad915aca3 \
+    --hash=sha256:2a441ea71902098ffe78c5abe6c494f44160b4af614ed16c3d9a3b1d17fd8ee2 \
+    --hash=sha256:304b13570067b2547562e308af560b3963857b1fa90bd6afd978130130fe2d6a \
+    --hash=sha256:32286a2c8d167e897177b673176c1e3e00d4057caf5d2b64eef9a3666b03018e \
+    --hash=sha256:33bdcc2a32c0a0e861f60841a512c8acc658c87c2ac59d89e3a46dacf7d866e4 \
+    --hash=sha256:375b83ed0aecfce76c16d198fbc21f3b11b337d68662bea0a995046682a11419 \
+    --hash=sha256:3c09a49d6cde137258beb3d551994a2927fd35ad5cf96aed573f61bbd67c5f84 \
+    --hash=sha256:3d92613ec25e43b05f042302531ec0f00b8445190e43325880cbd6ab7c2581da \
+    --hash=sha256:40a126142a56b2dfc0aacbad1de8310cbf60da7656db0e6b16eebd48e3e93519 \
+    --hash=sha256:416c229f77e5ea25b3dfd4b582f8d73d7e43c22320302b9ab128a2d3a0b38efe \
+    --hash=sha256:432786d3561e69aeeae6c7e8648964ce0ad05736120135601f87ac26b9c83381 \
+    --hash=sha256:43b9e366a31fdd1c87d0eb08f579b4a82b723ea54338f040d6b4e518a026ea29 \
+    --hash=sha256:440eede837960000d74978f0eba527be106b5b9aee0daf779d395276ed0b0614 \
+    --hash=sha256:45b0cc4e3556cd875e09102988d1ab8356c998b596c9fced84547c8138b487a0 \
+    --hash=sha256:476743fe6dfe14a2da12e3ac79125dc84a3b2cf8094369a47a1529b0cd8549fe \
+    --hash=sha256:4773092f8019072343a7447203308b176e10199920eb02d6195e81bbb3274c29 \
+    --hash=sha256:4b3dac63058cc36820b0dd072f89898604e2d39686fe05321729d00d8ac185a0 \
+    --hash=sha256:4d1c96a7a18b9690a4d46df09e3e3382406ae3213727cd1019ebade1c4a81917 \
+    --hash=sha256:51307f5c71007673a2bf8232ad973483d281e74cb99c8c5a990af1eefa6277d9 \
+    --hash=sha256:51447e9aa2684679af07ca5021c3db526e0284347ebf4ffcec1154c3350cfe32 \
+    --hash=sha256:58150c9f9b9a552505912d182ccdf26f6396fb6094816ceebcbb20eecabaed94 \
+    --hash=sha256:5b10cd92fc5c498b35a8635df6d5a100207f88b63a4dc1de7ef9a548e1e2cd63 \
+    --hash=sha256:5e226f6218febc71f6c1fc2fafb91c226f75bdc1d8fb12d66823716e891608fd \
+    --hash=sha256:609b3ba8fcc0fb5ab7af00719d0fb6ad0cb518e48e7712d12fd68f1327951198 \
+    --hash=sha256:60f44ade2cf573dad7a277e6f8ca9a51a21dda572b13bd7d8539bb3cd5dbedde \
+    --hash=sha256:611057cc5d5c0afc743ba8be6bd828c17e0aaa8643f9d0a9b9bb7dea80eb8012 \
+    --hash=sha256:6366a16e1a25018694d6a5d784d09b046edc9eac40ea2b54065c3052672516a1 \
+    --hash=sha256:65a7ff3f705e57d392f7261b6d0550fe137c3019477431f1c355e0db0a7d3e15 \
+    --hash=sha256:673611bbd43f0810bec0b0f028ddeaaa501190339cac411f347ac76917c3ae7b \
+    --hash=sha256:67830fc78e67501f47bb950471b2dcb9b35b140084429318e862895a8e89c993 \
+    --hash=sha256:68ce9f4d6b26d5ccbf7fd4459bf75f74a0a146677ebba80597df60cbdb20e6f4 \
+    --hash=sha256:68e5f26a1ad57ded6d1cfb85331d1c1a195314756471d97758c48498bb4dcdf5 \
+    --hash=sha256:69b157c5d3292bcd443faca052f3096f637f1e074b98212a933c074ae23dc3b8 \
+    --hash=sha256:75286256590a6320cf106a0d28970d3560aad9ee09aa7b34fb40524792436d35 \
+    --hash=sha256:78841cccf1af7b40f6f716338d50c0902dbe88d9f800b3c973b7a9a0a693a642 \
+    --hash=sha256:78fa18e436a1a0e58dbd7e02fc4473f3f32cceb12df9dfca542d075961c307d2 \
+    --hash=sha256:79580094b00d1789d1f93ea55bc43cb2f611910c72235b7657f3482ddcc1b22d \
+    --hash=sha256:7b86a2b16095d250c6f58b3d9b2eee6f4147754344f3dab0922f7c9bf7d226c9 \
+    --hash=sha256:83aed2c10721ddd90f68140685391b50811a880af20654c59af6b6c66c40513c \
+    --hash=sha256:84fd18bcc17526fc2b3c1af7d2b9217d32c9c04448c16ec693b9b4f1985c3d33 \
+    --hash=sha256:871ff67ea1aad4dfd91736464934d56b32dac49f9fbe16cddba36198a7b3a0db \
+    --hash=sha256:898f0e9068ca27d37f8e83a5b962821df851532e6c4a7d615c1c033f9da6eedf \
+    --hash=sha256:8a79d9f4d8001473a30c163556b3c3bfebec837495a412dde78b51672f6134f9 \
+    --hash=sha256:8c041122946b7ba21bb32c45b1aa57b1be35527690aeb3c5c234521085632eee \
+    --hash=sha256:90c44bc373b7687f6948b693cceaea1348ae0975d7474746559494468e3c1d84 \
+    --hash=sha256:9104ed0bd76a429d46f9ec0dbc9b08ad1d2dcdf2b00a5a0daa1c145329b35b44 \
+    --hash=sha256:920079c3f7456fa213e0829ed2073aaa727fd39d889ead5b4f35d0de5460d04f \
+    --hash=sha256:93d59d504b230e83c7a843251681959a0b6a9cd76f6e146ce1b8a80eb8739af9 \
+    --hash=sha256:9b2aff1c7b3884512b9512c3eaadd9bab39fb45042ffaaa1dd08ff2b9f8109d9 \
+    --hash=sha256:9b8e0f3107e2200b76f6054de99016eac3ee6762713587b36baaa7e4bd2ae177 \
+    --hash=sha256:9bb41182d93ea91f60b4bc8fbf4c820c69ef8a12ab2d917f3f1834f1acad07e8 \
+    --hash=sha256:9cdef90ae47919cae358d8ab15797a800ed41da7aba5d72419fb510729e2ed4b \
+    --hash=sha256:a1786910334ed46ab1dd73222f2cd1e05c2c3bb39f6dddb4f8b36fc382058a39 \
+    --hash=sha256:a4cfde78a9f2880208d16a93b795726a3017d5977e08d1e162a7a31322479c41 \
+    --hash=sha256:a4fbdde9dd4a9ce5fd52c2b3a347bb50cc89483ef783f1cb00d408c13f7a96c0 \
+    --hash=sha256:aa99adc8f081b475a12843953db36831eaf83ec33eb46a90629ca6a5de45a616 \
+    --hash=sha256:ac351b3b8014eead140e77e9717e2992c6bbe30b63bc3422422eb84865412e3d \
+    --hash=sha256:ad41ba96094304aa090f5a30cb6e4fb3b3f1c264c523394b4c39bbacc4dc92ba \
+    --hash=sha256:b5314963fce9b0b12743891de876e724997864ee22aa496f903f426c7e2fa5b2 \
+    --hash=sha256:bcf74c1df76758a395bf0af608c04c82257523f55c9868b334f06270d0f2112b \
+    --hash=sha256:bd47ba7fc3ca94896759ea0109775132d3e7ab921fbf54038e1bab2e46c313c9 \
+    --hash=sha256:c0323c9daef75ef2e5083624b4585018a0c9d5e3b40f607eed81a311270b934b \
+    --hash=sha256:c1225416b463483160e4af85d5fc3a9690ccb53fd4b1865a6437825f5ede3209 \
+    --hash=sha256:c1c948747b03be832dceed96ca815cef7360de9aa19d37c730f8e3f6101aca48 \
+    --hash=sha256:c25fe15c70c59eb7c5ce8c06a1f3fa1da0ecc5ea1e7a5922c40fd2fa9b0d5046 \
+    --hash=sha256:cc1b0fff8ead343dae06305f954eb8468ba0ec1a97881f42489d198e4ce3c632 \
+    --hash=sha256:cd6280cf040f233bd7d3407b743b4b4c74f70e8e1c4199cb112a62c941c0772a \
+    --hash=sha256:cd6c3d4b783c556fa00bf540854e42f135e2f256abd29669fcd0da0f2dec79c2 \
+    --hash=sha256:d4d6fcde76f94f5cb9e43e9e9a61f16dacefd228cbbf6f1a09bd9b219a92f1a1 \
+    --hash=sha256:ddf4af30b417d9fe16481e9b81c27ab2a7cde1ff7ba3e85653b02db7d145dc7b \
+    --hash=sha256:df115d4d83168fdf2cae48ef1ff6d1cb4c466364e30861b37121de0f3bf1b990 \
+    --hash=sha256:df7276909358e5635ae203673ab7e509ddd224225a8d6b0790bf13eb2bde1cc5 \
+    --hash=sha256:e4fd89cc178bced6ad29cb3e6dd4aa63fa5017c3524dbd0b25998fb64a87cc8b \
+    --hash=sha256:e9701d0049d92c16703a42771b98d560b95248949f23f8cf7b4eddd201814fb9 \
+    --hash=sha256:ee2f2a527e3c1a6e6411eb4209642e138b544a2d72fe5d0d76daf77b24063534 \
+    --hash=sha256:f7fb7d750cfa0a070d2c24e831fd3481019a60dd317ea2b39acbcebc08b6ed81 \
+    --hash=sha256:f840ed6d8ecba8255df8c42b87fadeda98ddfc6eeec05e2dc66e26d46dd6f58a \
+    --hash=sha256:f86c6358749bd4fda175388691e3ba8c46e24c5347d0afd20f9b7edfc9faf07d \
+    --hash=sha256:fa36ec09ef71d158186bc79e359ff5fdd6e7996fe8ab638f00d6b93139ba4fcf \
+    --hash=sha256:fe2c7201c642b7c308f1675355ad7ff7b66acfe3541625efe5a3ad38f29d6115
     # via requests
-click==8.3.3 \
-    --hash=sha256:398329ad4837b2ff7cbe1dd166a4c0f8900c3ca3a218de04466f38f6497f18a2 \
-    --hash=sha256:a2bf429bb3033c89fa4936ffb35d5cb471e3719e1f3c8a7c3fff0b8314305613
+click==8.4.2 \
+    --hash=sha256:9a6cea6e60b17ebe0a44c5cc636d94f09bd66142c1cd7d8b4cd731c4917a15f6 \
+    --hash=sha256:e6f9f66136c816745b9d65817da91d61d957fb16e02e4dcd0552553c5a197b76
     # via
     #   feast (pyproject.toml)
     #   dask
@@ -174,25 +172,25 @@ colorama==0.4.6 \
     --hash=sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44 \
     --hash=sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6
     # via feast (pyproject.toml)
-dask[dataframe]==2026.3.0 \
-    --hash=sha256:be614b9242b0b38288060fb2d7696125946469c98a1c30e174883fd199e0428d \
-    --hash=sha256:f7d96c8274e8a900d217c1ff6ea8d1bbf0b4c2c21e74a409644498d925eb8f85
+dask[dataframe]==2026.7.1 \
+    --hash=sha256:5727484427665f051e86bf87d021a64d6411141cdc8a20bfe3c1ad2968cc06b7 \
+    --hash=sha256:985ffd6c5e9d7979ede515e84ae8d39b647d6aa64f77600f15714ff65f578fe6
     # via feast (pyproject.toml)
 dill==0.3.9 \
     --hash=sha256:468dff3b89520b474c0397703366b7b95eebe6303f108adf9b19da1f702be87a \
     --hash=sha256:81aa267dddf68cbfe8029c42ca9ec6a4ab3b22371d1c450abc54422577b4512c
     # via feast (pyproject.toml)
-fastapi==0.136.1 \
-    --hash=sha256:7af665ad7acfa0a3baf8983d393b6b471b9da10ede59c60045f49fbc89a0fa7f \
-    --hash=sha256:a6e9d7eeada96c93a4d69cb03836b44fa34e2854accb7244a1ece36cd4781c3f
+fastapi==0.141.0 \
+    --hash=sha256:5567705c791fa33202dabd1860df1d1650a7b1bf373378198d7b0675c9574618 \
+    --hash=sha256:cae32222bdc8b2805c4d3deb4e024b381ea2a6f2de7febfe3a9a73a9c29c2e5e
     # via feast (pyproject.toml)
-fsspec==2026.4.0 \
-    --hash=sha256:11ef7bb35dab8a394fde6e608221d5cf3e8499401c249bebaeaad760a1a8dec2 \
-    --hash=sha256:301d8ac70ae90ef3ad05dcf94d6c3754a097f9b5fe4667d2787aa359ec7df7e4
+fsspec==2026.7.0 \
+    --hash=sha256:b57ddbafedfaef7018c1ecab32aa200a9d7ca26b77965f64e48b70061249d279 \
+    --hash=sha256:c803c40f4cf860b49dea58ee3e1c33cb9c790520e233537e1340049f89b82a88
     # via dask
-gunicorn==25.3.0 \
-    --hash=sha256:cacea387dab08cd6776501621c295a904fe8e3b7aae9a1a3cbb26f4e7ed54660 \
-    --hash=sha256:f74e1b2f9f76f6cd1ca01198968bd2dd65830edc24b6e8e4d78de8320e2fe889
+gunicorn==26.0.0 \
+    --hash=sha256:40233d26a5f0d1872916188c276e21641155111c2853f0c2cd55260aec0d24fc \
+    --hash=sha256:ca9346f85e3a4aeeb64d491045c16b9a35647abd37ea15efe53080eb8b090baf
     # via
     #   feast (pyproject.toml)
     #   uvicorn-worker
@@ -200,54 +198,61 @@ h11==0.16.0 \
     --hash=sha256:4e35b956cf45792e4caa5885e69fba00bdbc6ffafbfa020300e549b208ee5ff1 \
     --hash=sha256:63cf8bbe7522de3bf65932fda1d9c2772064ffb3dae62d55932da54b31cb6c86
     # via uvicorn
-httptools==0.7.1 \
-    --hash=sha256:04c6c0e6c5fb0739c5b8a9eb046d298650a0ff38cf42537fc372b28dc7e4472c \
-    --hash=sha256:0d92b10dbf0b3da4823cde6a96d18e6ae358a9daa741c71448975f6a2c339cad \
-    --hash=sha256:0e68b8582f4ea9166be62926077a3334064d422cf08ab87d8b74664f8e9058e1 \
-    --hash=sha256:11d01b0ff1fe02c4c32d60af61a4d613b74fad069e47e06e9067758c01e9ac78 \
-    --hash=sha256:135fbe974b3718eada677229312e97f3b31f8a9c8ffa3ae6f565bf808d5b6bcb \
-    --hash=sha256:2c15f37ef679ab9ecc06bfc4e6e8628c32a8e4b305459de7cf6785acd57e4d03 \
-    --hash=sha256:322d00c2068d125bd570f7bf78b2d367dad02b919d8581d7476d8b75b294e3e6 \
-    --hash=sha256:379b479408b8747f47f3b253326183d7c009a3936518cdb70db58cffd369d9df \
-    --hash=sha256:38e0c83a2ea9746ebbd643bdfb521b9aa4a91703e2cd705c20443405d2fd16a5 \
-    --hash=sha256:3e14f530fefa7499334a79b0cf7e7cd2992870eb893526fb097d51b4f2d0f321 \
-    --hash=sha256:44c8f4347d4b31269c8a9205d8a5ee2df5322b09bbbd30f8f862185bb6b05346 \
-    --hash=sha256:465275d76db4d554918aba40bf1cbebe324670f3dfc979eaffaa5d108e2ed650 \
-    --hash=sha256:474d3b7ab469fefcca3697a10d11a32ee2b9573250206ba1e50d5980910da657 \
-    --hash=sha256:49794f9250188a57fa73c706b46cb21a313edb00d337ca4ce1a011fe3c760b28 \
-    --hash=sha256:5ddbd045cfcb073db2449563dd479057f2c2b681ebc232380e63ef15edc9c023 \
-    --hash=sha256:601b7628de7504077dd3dcb3791c6b8694bbd967148a6d1f01806509254fb1ca \
-    --hash=sha256:654968cb6b6c77e37b832a9be3d3ecabb243bbe7a0b8f65fbc5b6b04c8fcabed \
-    --hash=sha256:69d4f9705c405ae3ee83d6a12283dc9feba8cc6aaec671b412917e644ab4fa66 \
-    --hash=sha256:6babce6cfa2a99545c60bfef8bee0cc0545413cb0018f617c8059a30ad985de3 \
-    --hash=sha256:7347714368fb2b335e9063bc2b96f2f87a9ceffcd9758ac295f8bbcd3ffbc0ca \
-    --hash=sha256:7aea2e3c3953521c3c51106ee11487a910d45586e351202474d45472db7d72d3 \
-    --hash=sha256:7fe6e96090df46b36ccfaf746f03034e5ab723162bc51b0a4cf58305324036f2 \
-    --hash=sha256:84d86c1e5afdc479a6fdabf570be0d3eb791df0ae727e8dbc0259ed1249998d4 \
-    --hash=sha256:a3c3b7366bb6c7b96bd72d0dbe7f7d5eead261361f013be5f6d9590465ea1c70 \
-    --hash=sha256:abd72556974f8e7c74a259655924a717a2365b236c882c3f6f8a45fe94703ac9 \
-    --hash=sha256:ac50afa68945df63ec7a2707c506bd02239272288add34539a2ef527254626a4 \
-    --hash=sha256:aeefa0648362bb97a7d6b5ff770bfb774930a327d7f65f8208394856862de517 \
-    --hash=sha256:b580968316348b474b020edf3988eecd5d6eec4634ee6561e72ae3a2a0e00a8a \
-    --hash=sha256:c08fe65728b8d70b6923ce31e3956f859d5e1e8548e6f22ec520a962c6757270 \
-    --hash=sha256:c8c751014e13d88d2be5f5f14fc8b89612fcfa92a9cc480f2bc1598357a23a05 \
-    --hash=sha256:cad6b591a682dcc6cf1397c3900527f9affef1e55a06c4547264796bbd17cf5e \
-    --hash=sha256:cbf8317bfccf0fed3b5680c559d3459cccf1abe9039bfa159e62e391c7270568 \
-    --hash=sha256:cfabda2a5bb85aa2a904ce06d974a3f30fb36cc63d7feaddec05d2050acede96 \
-    --hash=sha256:d169162803a24425eb5e4d51d79cbf429fd7a491b9e570a55f495ea55b26f0bf \
-    --hash=sha256:d496e2f5245319da9d764296e86c5bb6fcf0cf7a8806d3d000717a889c8c0b7b \
-    --hash=sha256:de987bb4e7ac95b99b805b99e0aae0ad51ae61df4263459d36e07cf4052d8b3a \
-    --hash=sha256:df091cf961a3be783d6aebae963cc9b71e00d57fa6f149025075217bc6a55a7b \
-    --hash=sha256:e99c7b90a29fd82fea9ef57943d501a16f3404d7b9ee81799d41639bdaae412c \
-    --hash=sha256:eb844698d11433d2139bbeeb56499102143beb582bd6c194e3ba69c22f25c274 \
-    --hash=sha256:f084813239e1eb403ddacd06a30de3d3e09a9b76e7894dcda2b22f8a726e9c60 \
-    --hash=sha256:f25bbaf1235e27704f1a7b86cd3304eabc04f569c828101d94a0e605ef7205a5 \
-    --hash=sha256:f65744d7a8bdb4bda5e1fa23e4ba16832860606fcc09d674d56e425e991539ec \
-    --hash=sha256:f72fdbae2dbc6e68b8239defb48e6a5937b12218e6ffc2c7846cc37befa84362
+httptools==0.8.0 \
+    --hash=sha256:0770728beb05094c809b98e814edff5fef69d26ad7d21185f2f6d5884a0ba683 \
+    --hash=sha256:0ea897f0c729581ebf72131a438a7932d9b14efef72d75ada966700cac3caaeb \
+    --hash=sha256:159e9ab5f701ccd42e555a12f1ad8ff69702910fc1c996cf2bb66e5fcb7a231b \
+    --hash=sha256:19d1ee275bb59ba2643ba9a3a1e51cc0c788caf2b8df506368e03f56fdd08527 \
+    --hash=sha256:20b4aac66ff65f7db06a375808b78f42a94970aa22e826b3cb2b43eb09174124 \
+    --hash=sha256:2a021c3a8e65cc125390d72f59b968afca3bdcaff25bd67965e0a055a14946ca \
+    --hash=sha256:2c032fa028f46871ec7e1fc59fc15e8023eab3e6bbe6ece786a1611719a5d081 \
+    --hash=sha256:2d689918c15a013c65ef52d9fd495d766893ab831a2c8d89f2ac5940a5df847c \
+    --hash=sha256:384c17174464c8e873398b7af24f0b1f44d992c820328413951a625323155d77 \
+    --hash=sha256:425f83884fd6343828d8c565f046cb72b6d19063f6924093e11bcd8e1548cd09 \
+    --hash=sha256:48774d39cbb70e2b1f71f88852a3087ae1d3a1eb80482bb48c13067ab080c14f \
+    --hash=sha256:52dd695b865fe96d9d2b16b64a895f3f57bf3cb064e8383cd3b5713a069e8085 \
+    --hash=sha256:57278e6fa0424c42a8a3e454828ab4f0aff27b40cddf9679579b98c6dce6a376 \
+    --hash=sha256:5931891fb7b441b8a3853cf1b85c82c903defce084dd5f6771ca46e31bf862c5 \
+    --hash=sha256:5d7fa4ba7292c1139c0526f0b5aad507c6263c948206ea1b1cbca015c8af1b62 \
+    --hash=sha256:5eb911c515b96ee44bbd861e42cbefc488681d450545b1d02127f6136e3a86f5 \
+    --hash=sha256:614ceea8ea606848bece2338ac03b3ce5324bcb4be8dc7d377ed708012fa4db8 \
+    --hash=sha256:6a43c9dd399758ccc0531acb0a3c4a6c299ee893ee9400e9c893b7bdcfae0681 \
+    --hash=sha256:6b2a32f18d97e16e90827d7a819ffa8dbd8cc245fc4e1fa9d1095b54ef4bd999 \
+    --hash=sha256:7685df791fad561384bfb139e77fde27a1ffd93134e016f95a0db424ffbf77b1 \
+    --hash=sha256:7b71e7d7031928c650e1006e6c03e911bf967f7c69c011d37d541c3e7bf55005 \
+    --hash=sha256:880490234c10f70a9830743097e8958d6e4b9f5a0ffc24515023afeef984054d \
+    --hash=sha256:88bdd940f2b5d487b4d032c6afa5489a7dc4694410d43de3c38c4fb3af0dc45d \
+    --hash=sha256:88eead8ec8680a9f146c655bc88445a325bd7921cfd8194c7337e9467282427d \
+    --hash=sha256:9518c406d7b310f05adb1a37f80acabac40504a575d7c0da6d3e365c695ac20d \
+    --hash=sha256:9878eb2785ba5eb70631ad269b37976f73d647955e26c91d490eb8a4edfda4ba \
+    --hash=sha256:9fc1644f415372cec4f8a5be3a64183737398f10dbb1263602a036427fe75247 \
+    --hash=sha256:a1afd7c9fbff0d9f5d489c4ce2768bd09c84a46ddefc7161e6aa82ae35c85745 \
+    --hash=sha256:a1b4c8e7a489a0d750d91894e9a8cdc295838f1924c0ca903ae993456fddec07 \
+    --hash=sha256:a3b7387147361c3fd47a0bde763c5c91b5b4cd4dc9989b8ece84ff436c99843b \
+    --hash=sha256:a6f21e2a3b0067bbe7f67e34cfd16276af556e5e52f4c7503be0cb5f90e905e4 \
+    --hash=sha256:b15fc622b0f869d19207c4089a501d9bcc63ca5e071ffdd2f03f922df882dcb2 \
+    --hash=sha256:b205e5f5523fa039679da0dfe5a10132b2a4abeae6a86fdd1ddc035f7f836557 \
+    --hash=sha256:bbb8caadb2b742d293169d2b458b5c001ef70e3158704aa3d3ef9597624c5d1d \
+    --hash=sha256:bf3b6f807c8541503cecfbb8a8dffb385640d0d96102f3d112aa8740f9b7c826 \
+    --hash=sha256:c08ffe3e79756e0963cbc8fe410139f38a5884874b6f2e17761bef6563fdcd9b \
+    --hash=sha256:c0d726cc107fceb7d45f978483b4b70dd8caa836f5914d3434bb18628eb73813 \
+    --hash=sha256:c4a9f1707e4823d54dfec6c33fa3697d302aed536ed352a7ebb5a061ddb869d0 \
+    --hash=sha256:cd96f29b4bab1d42fa6e3d008711c75e0f79e94e06827330160e3a304227f150 \
+    --hash=sha256:d76ad7b951387e3632c8716a9bb03ac5b45c5f16119aa409db0459520887944e \
+    --hash=sha256:da684f2e1aa2ee9bdcb083f3f3a68c5956750b375bc5df864d3a5f0c42a40b77 \
+    --hash=sha256:de1ed58a974e75d56560acc7e7fed01a454994429456f65209789992e41f2568 \
+    --hash=sha256:de242a49b5d18e0a8776e654e9f6bf6d89f3875a5c35b425a0e7ce940feb3fd6 \
+    --hash=sha256:df31ef5494f406ab6cf827b7e64a22841c6e2d654100e6a116ea15b46d02d5e8 \
+    --hash=sha256:e93c227b595c6926c1acee96891dd9da4be338cfbe82e5cd3bb9d8dd7dc4ac0b \
+    --hash=sha256:eb3028cca2fc0a6d720e52ef61d8ebb62fcbfeb1de56874546d858d3f25a26b7 \
+    --hash=sha256:ed377e64805bdba4943c82717333f8f8603a13b09aff9cead2717c6c817fb168 \
+    --hash=sha256:ef7c3c97f4311c7be57e2986629df89d49cb434dbff78eafcd48c2bff986b15a \
+    --hash=sha256:f256d6ce930c52ca1cb2a960b7da03548c454e7d28b06059ad41bfe789036ce0 \
+    --hash=sha256:fe2a4c95aeba2209434e7b31172da572846cae8ca0bf1e7013e61b99fbbf5e72
     # via uvicorn
-idna==3.13 \
-    --hash=sha256:585ea8fe5d69b9181ec1afba340451fba6ba764af97026f92a91d4eef164a242 \
-    --hash=sha256:892ea0cde124a99ce773decba204c5552b69c3c67ffd5f232eb7696135bc8bb3
+idna==3.18 \
+    --hash=sha256:7f952cbe720b688055e3f87de14f5c3e5fdaa8bc3928985c4077ca689de849a2 \
+    --hash=sha256:ffb385a7e039654cef1ab9ef32c6fafe283c0c0467bba1d9029738ce4a14a848
     # via
     #   anyio
     #   requests
@@ -255,105 +260,99 @@ jinja2==3.1.6 \
     --hash=sha256:0137fb05990d35f1275a587e9aee6d56da821fc83491a0fb838183be43f66d6d \
     --hash=sha256:85ece4451f492d0c13c5dd7c13a64681a86afae63a5f347908daf103ce6d2f67
     # via feast (pyproject.toml)
-jsonschema==4.26.0 \
-    --hash=sha256:0c26707e2efad8aa1bfc5b7ce170f3fccc2e4918ff85989ba9ffa9facb2be326 \
-    --hash=sha256:d489f15263b8d200f8387e64b4c3a75f06629559fb73deb8fdfb525f2dab50ce
-    # via feast (pyproject.toml)
-jsonschema-specifications==2025.9.1 \
-    --hash=sha256:98802fee3a11ee76ecaca44429fda8a41bff98b00a0f2838151b113f210cc6fe \
-    --hash=sha256:b540987f239e745613c7a9176f3edb72b832a4ac465cf02712288397832b5e8d
-    # via jsonschema
-librt==0.9.0 \
-    --hash=sha256:07cf11f769831186eeac424376e6189f20ace4f7263e2134bdb9757340d84d4d \
-    --hash=sha256:0a09c2f5869649101738653a9b7ab70cf045a1105ac66cbb8f4055e61df78f2d \
-    --hash=sha256:0a1be03168b2691ba61927e299b352a6315189199ca18a57b733f86cb3cc8d38 \
-    --hash=sha256:0b73e4266307e51c95e09c0750b7ec383c561d2e97d58e473f6f6a209952fbb8 \
-    --hash=sha256:15cb151e52a044f06e54ac7f7b47adbfc89b5c8e2b63e1175a9d587c43e8942a \
-    --hash=sha256:194fc1a32e1e21fe809d38b5faea66cc65eaa00217c8901fbdb99866938adbdb \
-    --hash=sha256:1bf465d1e5b0a27713862441f6467b5ab76385f4ecf8f1f3a44f8aa3c695b4b6 \
-    --hash=sha256:1c587494461ebd42229d0f1739f3aa34237dd9980623ecf1be8d3bcba79f4499 \
-    --hash=sha256:224b9727eb8bc188bc3bcf29d969dba0cd61b01d9bac80c41575520cc4baabb2 \
-    --hash=sha256:22a904cbdb678f7cb348c90d543d3c52f581663d687992fee47fd566dcbf5285 \
-    --hash=sha256:2b8f5d00b49818f4e2b1667db994488b045835e0ac16fe2f924f3871bd2b8ac5 \
-    --hash=sha256:2c3786f0f4490a5cd87f1ed6cefae833ad6b1060d52044ce0434a2e85893afd0 \
-    --hash=sha256:2d03fa4fd277a7974c1978c92c374c57f44edeee163d147b477b143446ad1bf6 \
-    --hash=sha256:2f8e12706dcb8ff6b3ed57514a19e45c49ad00bcd423e87b2b2e4b5f64578443 \
-    --hash=sha256:3be322a15ee5e70b93b7a59cfd074614f22cc8c9ff18bd27f474e79137ea8d3b \
-    --hash=sha256:3cc2917258e131ae5f958a4d872e07555b51cb7466a43433218061c74ef33745 \
-    --hash=sha256:3f05d145df35dca5056a8bc3838e940efebd893a54b3e19b2dda39ceaa299bcb \
-    --hash=sha256:3fe56e80badb66fdcde06bef81bbaa5bfcf6fbd7aefb86222d9e369c38c6b228 \
-    --hash=sha256:42ff8a962554c350d4a83cf47d9b7b78b0e6ff7943e87df7cdfc97c07f3c016f \
-    --hash=sha256:451daa98463b7695b0a30aa56bf637831ea559e7b8101ac2ef6382e8eb15e29c \
-    --hash=sha256:465814ab157986acb9dfa5ccd7df944be5eefc0d08d31ec6e8d88bc71251d845 \
-    --hash=sha256:4c4d0440a3a8e31d962340c3e1cc3fc9ee7febd34c8d8f770d06adb947779ea5 \
-    --hash=sha256:4e3dda8345307fd7306db0ed0cb109a63a2c85ba780eb9dc2d09b2049a931f9c \
-    --hash=sha256:5093043afb226ecfa1400120d1ebd4442b4f99977783e4f4f7248879009b227f \
-    --hash=sha256:5112c2fb7c2eefefaeaf5c97fec81343ef44ee86a30dcfaa8223822fba6467b4 \
-    --hash=sha256:527b5b820b47a09e09829051452bb0d1dd2122261254e2a6f674d12f1d793d54 \
-    --hash=sha256:54d412e47c21b85865676ed0724e37a89e9593c2eee1e7367adf85bfad56ffb1 \
-    --hash=sha256:56d65b583cf43b8cf4c8fbe1e1da20fa3076cc32a1149a141507af1062718236 \
-    --hash=sha256:5ca8e133d799c948db2ab1afc081c333a825b5540475164726dcbf73537e5c2f \
-    --hash=sha256:603138ee838ee1583f1b960b62d5d0007845c5c423feb68e44648b1359014e27 \
-    --hash=sha256:63c12efcd160e1d14da11af0c46c0217473e1e0d2ae1acbccc83f561ea4c2a7b \
-    --hash=sha256:657f8ba7b9eaaa82759a104137aed2a3ef7bc46ccfd43e0d89b04005b3e0a4cc \
-    --hash=sha256:66b58fed90a545328e80d575467244de3741e088c1af928f0b489ebec3ef3858 \
-    --hash=sha256:6788207daa0c19955d2b668f3294a368d19f67d9b5f274553fd073c1260cbb9f \
-    --hash=sha256:703f4ae36d6240bfe24f542bac784c7e4194ec49c3ba5a994d02891649e2d85b \
-    --hash=sha256:7202bdcac47d3a708271c4304a474a8605a4a9a4a709e954bf2d3241140aa938 \
-    --hash=sha256:756775d25ec8345b837ab52effee3ad2f3b2dfd6bbee3e3f029c517bd5d8f05a \
-    --hash=sha256:78042f6facfd98ecb25e9829c7e37cce23363d9d7c83bc5f72702c5059eb082b \
-    --hash=sha256:789fff71757facc0738e8d89e3b84e4f0251c1c975e85e81b152cdaca927cc2d \
-    --hash=sha256:7bc30ad339f4e1a01d4917d645e522a0bc0030644d8973f6346397c93ba1503f \
-    --hash=sha256:7d429bdd4ac0ab17c8e4a8af0ed2a7440b16eba474909ab357131018fe8c7e71 \
-    --hash=sha256:7d5c8a5929ac325729f6119802070b561f4db793dffc45e9ac750992a4ed4d22 \
-    --hash=sha256:7e6274fd33fc5b2a14d41c9119629d3ff395849d8bcbc80cf637d9e8d2034da8 \
-    --hash=sha256:80b25c7b570a86c03b5da69e665809deb39265476e8e21d96a9328f9762f9990 \
-    --hash=sha256:81107843ed1836874b46b310f9b1816abcb89912af627868522461c3b7333c0f \
-    --hash=sha256:8494cfc61e03542f2d381e71804990b3931175a29b9278fdb4a5459948778dc2 \
-    --hash=sha256:850d6d03177e52700af605fd60db7f37dcb89782049a149674d1a9649c2138fd \
-    --hash=sha256:8c6bc1384d9738781cfd41d09ad7f6e8af13cfea2c75ece6bd6d2566cdea2076 \
-    --hash=sha256:90904fac73c478f4b83f4ed96c99c8208b75e6f9a8a1910548f69a00f1eaa671 \
-    --hash=sha256:90e6d5420fc8a300518d4d2288154ff45005e920425c22cbbfe8330f3f754bd9 \
-    --hash=sha256:928bd06eca2c2bbf4349e5b817f837509b0604342e65a502de1d50a7570afd15 \
-    --hash=sha256:9b3e3bc363f71bda1639a4ee593cb78f7fbfeacc73411ec0d4c92f00730010a4 \
-    --hash=sha256:9edcc35d1cae9fd5320171b1a838c7da8a5c968af31e82ecc3dff30b4be0957f \
-    --hash=sha256:9fcb461fbf70654a52a7cc670e606f04449e2374c199b1825f754e16dacfedd8 \
-    --hash=sha256:a0951822531e7aee6e0dfb556b30d5ee36bbe234faf60c20a16c01be3530869d \
-    --hash=sha256:a361c9434a64d70a7dbb771d1de302c0cc9f13c0bffe1cf7e642152814b35265 \
-    --hash=sha256:a4b25c6c25cac5d0d9d6d6da855195b254e0021e513e0249f0e3b444dc6e0e61 \
-    --hash=sha256:a5af136bfba820d592f86c67affcef9b3ff4d4360ac3255e341e964489b48519 \
-    --hash=sha256:a81eea9b999b985e4bacc650c4312805ea7008fd5e45e1bf221310176a7bcb3a \
-    --hash=sha256:a9c63e04d003bc0fb6a03b348018b9a3002f98268200e22cc80f146beac5dc40 \
-    --hash=sha256:aa95738a68cedd3a6f5492feddc513e2e166b50602958139e47bbdd82da0f5a7 \
-    --hash=sha256:b0a2040f801406b93657a70b72fa12311063a319fee72ce98e1524da7200171f \
-    --hash=sha256:b8bd70d5d816566a580d193326912f4a76ec2d28a97dc4cd4cc831c0af8e330e \
-    --hash=sha256:b8da9f8035bb417770b1e1610526d87ad4fc58a2804dc4d79c53f6d2cf5a6eb9 \
-    --hash=sha256:bc5518873822d2faa8ebdd2c1a4d7c8ef47b01a058495ab7924cb65bdbf5fc9a \
-    --hash=sha256:c0d620e74897f8c2613b3c4e2e9c1e422eb46d2ddd07df540784d44117836af3 \
-    --hash=sha256:c2640e23d2b7c98796f123ffd95cf2022c7777aa8a4a3b98b36c570d37e85eee \
-    --hash=sha256:c81aef782380f0f13ead670aae01825eb653b44b046aa0e5ebbb79f76ed4aa11 \
-    --hash=sha256:d4d16b608a1c43d7e33142099a75cd93af482dadce0bf82421e91cad077157f4 \
-    --hash=sha256:d69fc39e627908f4c03297d5a88d9284b73f4d90b424461e32e8c2485e21c283 \
-    --hash=sha256:d9da80e5b04acce03ced8ba6479a71c2a2edf535c2acc0d09c80d2f80f3bad15 \
-    --hash=sha256:dd2c7e082b0b92e1baa4da28163a808672485617bc855cc22a2fd06978fa9084 \
-    --hash=sha256:de7dac64e3eb832ffc7b840eb8f52f76420cde1b845be51b2a0f6b870890645e \
-    --hash=sha256:e0785c2fb4a81e1aece366aa3e2e039f4a4d7d21aaaded5227d7f3c703427882 \
-    --hash=sha256:e306d956cfa027fe041585f02a1602c32bfa6bb8ebea4899d373383295a6c62f \
-    --hash=sha256:e78fb7419e07d98c2af4b8567b72b3eaf8cb05caad642e9963465569c8b2d87e \
-    --hash=sha256:e9002e98dcb1c0a66723592520decd86238ddcef168b37ff6cfb559200b4b774 \
-    --hash=sha256:e94cbc6ad9a6aeea46d775cbb11f361022f778a9cc8cc90af653d3a594b057ce \
-    --hash=sha256:eea1b54943475f51698f85fa230c65ccac769f1e603b981be060ac5763d90927 \
-    --hash=sha256:f100bfe2acf8a3689af9d0cc660d89f17286c9c795f9f18f7b62dd1a6b247ae6 \
-    --hash=sha256:f162af66a2ed3f7d1d161a82ca584efd15acd9c1cff190a373458c32f7d42118 \
-    --hash=sha256:f24b90b0e0c8cc9491fb1693ae91fe17cb7963153a1946395acdbdd5818429a4 \
-    --hash=sha256:f29b68cd9714531672db62cc54f6e8ff981900f824d13fa0e00749189e13778e \
-    --hash=sha256:f38bc489037eca88d6ebefc9c4d41a4e07c8e8b4de5188a9e6d290273ad7ebb1 \
-    --hash=sha256:f3fd278f5e6bf7c75ccd6d12344eb686cc020712683363b66f46ac79d37c799f \
-    --hash=sha256:f4003f70c56a5addd6aa0897f200dd59afd3bf7bcd5b3cce46dd21f925743bc2 \
-    --hash=sha256:f48c963a76d71b9d7927eb817b543d0dccd52ab6648b99d37bd54f4cd475d856 \
-    --hash=sha256:f819e0c6413e259a17a7c0d49f97f405abadd3c2a316a3b46c6440b7dbbedbb1 \
-    --hash=sha256:fc5758e2b7a56532dc33e3c544d78cbaa9ecf0a0f2a2da2df882c1d6b99a317f \
-    --hash=sha256:fcbdf2a9ca24e87bbebb47f1fe34e531ef06f104f98c9ccfc953a3f3344c567a
+librt==0.13.0 \
+    --hash=sha256:05d96b80b95d3a2721b619f8982b8558848b04875bb4772fd54842b59f61dd97 \
+    --hash=sha256:0763ca2ab66058174f9dee426dc64f5e0a89c24a7df8d3fe3f1836c04e25de4b \
+    --hash=sha256:091b60a4d2174fc1ec5c34cdc0b72efb6224753d76b7da61ebeab7a191aec8bd \
+    --hash=sha256:0b795f5fc70fbbb787ceaf79bb3a0d627bcc33c53de51741755263ec406b775a \
+    --hash=sha256:0d38604854e8d22faadf683ec6c02bb0f886e2ba56ef981a1c36ee275f21ea22 \
+    --hash=sha256:109b84a9edf69ad89dc1f66358659e14a031baca95e3e5b0060bd903ede8efd6 \
+    --hash=sha256:1304368a3e7ffc3e9db986796cc5326fdb5943a3567ecc137cff318e4240c0e7 \
+    --hash=sha256:17221a7569f8f292aa0014226e48aa25b8c2b08da18088cd230953d0ea0f9cd1 \
+    --hash=sha256:1b5a7bbff495baedbd9b916c367d66854008f8f3b575908ded477c499dc60082 \
+    --hash=sha256:1ce61b3746545029d4f5c17d6bd74b676254ad98433086c846ffb5e8fa73f007 \
+    --hash=sha256:1d2a610c14ac0d0750ee0a3ab8548e83155258387891caaca04def4bf7289781 \
+    --hash=sha256:21b7ac084f701a9cdff6139745a6620579d65a9379ac2d9d50a86368b109e63c \
+    --hash=sha256:22034924f5b42d5a56371cf271771bfeaabf235a7a8b6264bef2d20013f786c6 \
+    --hash=sha256:25218d94b1d2cbc0ba1d8a3f9dc9af578d9646e5ed16443a70cde1dfdcce6d71 \
+    --hash=sha256:2608d3b39f9e0b4a66a130d9150c615cba40a5090d25eeeaa225e0e46de8c0ac \
+    --hash=sha256:260c33e92263fa629b4f6d3c51967a1c2158fe6c33237aaa3ebeac586b085259 \
+    --hash=sha256:2e56ea4ee4df77585a6b5c138f6538680886024fa559f5b55bd14b12e98e67b2 \
+    --hash=sha256:2f281549a4c52ac7bb97997f14353f8bd0e53a34ca0dad1c905cfd0b4a58ae99 \
+    --hash=sha256:301067672387902c55f94b51d5022304b36c966ea9fe1f21caab99a9bef487c9 \
+    --hash=sha256:30536798f4504c0fad0885b1d371b0539abb081e4570c9d7c641cb51141b49f0 \
+    --hash=sha256:32c26893cd085c1efe83219e78d866da23fb20a066101b8f68210004361d224c \
+    --hash=sha256:34bc7938b9fdf14fe32a406c19c71faf894c5cee7e7474bd0be2f17200b82d14 \
+    --hash=sha256:34e47058fcc69a313293d6dee94216a4f30c929ae6f2476e58c5ba635aa639d5 \
+    --hash=sha256:3657346f867469e962549435aa05fd15330b1d6a92829f8e27988e194382d005 \
+    --hash=sha256:36b306a623aaad96fe4b378692b54f9c0789fccd833b9851753d5fbf6138cfde \
+    --hash=sha256:371f7ce73026815dafd51c50ce38416e91428b28c4b2ec97cd39271164b0045c \
+    --hash=sha256:375f5af8f99cbaa99dd293af986e3d57caabc9ba81a5d3f021603764854197a1 \
+    --hash=sha256:387e2f1d27e89bffe0d3f520f0da0662c973fd607ca16c1808f8a5085419485e \
+    --hash=sha256:3aaedf52171bee90860704c560bc798fe83b76247df47568e0197e9b13c735a0 \
+    --hash=sha256:3dbb2a31882456cadc7053378e81ad7ed7693db4ac9f98ab5f81ef034aa8ec9f \
+    --hash=sha256:4000d961ff9598ac6ea603c6c836a5ed49bc205ade5fc378b998dfe1e2c36628 \
+    --hash=sha256:40ccd13c252d3fe473ffc8a57be7565abc8b64cf1b108344c859d5164f7f3e0c \
+    --hash=sha256:46c330e82565962c761dbce7941be2cff7db674ee807455a8d0cadc5f9b759b0 \
+    --hash=sha256:4f6db193d2e5e0ed60359b9a5a682cd67205d0d3b1e459a867dd4b5c4e7eaa7a \
+    --hash=sha256:531b2df3e9fe96b1fcf73a6d165921e4656be5f58d631d384ebce344298368db \
+    --hash=sha256:54dab44a847d5ad1acd05c8a83fe518ae685516ecf4d3f7cc6e3df2a66767650 \
+    --hash=sha256:5929da1981a46bcf4b28b1b9499905f0ff58e2419da402a048234e9783acbc4b \
+    --hash=sha256:5f31b0aa13c9b04370d4da6be1ab7779776b3a075cceb6747a39a4be85fe1e40 \
+    --hash=sha256:5fdcf34f86de8fb66d7dc7589f96ba91c4aa46671200d400e6fd6f109a483f18 \
+    --hash=sha256:66c0e7e6b02a155576df2c77ec933a70b72da726e248c494abf690923e624348 \
+    --hash=sha256:66cb1138f384a191a6d75f986064841fcfdc0cea98f7bd9c9ab9b38049917588 \
+    --hash=sha256:68a5faee4bba381cb93b5961f684a514cf0053cb92308ff9c792c2fea0b174c6 \
+    --hash=sha256:6bf6a559ffe4a93bbea6cf31ddf01a7fd9ba342ef51f27beb178e318b74acd61 \
+    --hash=sha256:70d9c62a4cffd9f23396cd5ef93fc5d11b31596b9b7d6306074abe3d5fcf09bd \
+    --hash=sha256:791aa18a373b90da8ac3c44fc77544f33fdf53ae403acdce9b39f1c26b4a3b94 \
+    --hash=sha256:79e44cff71750d299d61a678e49995b0d5935a9cda238c2574daeca3ba536927 \
+    --hash=sha256:7db9a3ff32ef5f7d1703d93831a3316cdf0b537de6a1cc03cc8fdd09b9194e89 \
+    --hash=sha256:860bd1d8ba48456ce08feaf8d343a8aaeb2fa086f2bcaa2a923fa3f7a3ff9aa3 \
+    --hash=sha256:9320d34c3376ae204b2cd176e8d4883a013934e0aef822f1aed9c536490c275d \
+    --hash=sha256:93d24ebb82aa4420b1409c389e7857bc35bd0b668007ac8172427d5c73cc8cc5 \
+    --hash=sha256:94b85d664d777bab6c0d709416cb42938251fda9e221b79e3a2215d85df5f4f9 \
+    --hash=sha256:96bad8725a4f196a798366c25ce075d1f7543a4ec045ffc13e6a7ec095cdab04 \
+    --hash=sha256:9af313c66157a69dc69ea0059a66961692250e0dc95af9c385a48ffb770a0d16 \
+    --hash=sha256:9c5d02b89de5acd0379a51ec44a89476fb03df6145442e1c8ecd6bee2f91b176 \
+    --hash=sha256:9e786428f291dd2d2f1cbfc0e0caa45a2e395fab0ad3e2c9314daa8873414390 \
+    --hash=sha256:9f836c37478f167a81200d8c8b2c920a22224564bed2c23d7aeec760965c367a \
+    --hash=sha256:9fd35e95ab5e45c3901d37110263c7db85a961110f5460588fe37f8c131f88a7 \
+    --hash=sha256:a001519c315d5db40710f2665d32c4791f1d4779fc96a9423fd18d92c8b9ac7b \
+    --hash=sha256:a3762e75fcac8c9e4dacaaf438bffd9003e2ca2c531b756f3c0035deefa674c8 \
+    --hash=sha256:a38fb81d8376dfa2f8963b265fec07637802b0d01e2a127c19c66cb070fb24f5 \
+    --hash=sha256:a3dfe4edf10e8ed7e55b026a8bfc2c2a8704218b659cd4bffdf604fab966dc39 \
+    --hash=sha256:a4517d47b2b8af26975a406fba7d314de9696d864252e0257c6ea90238cfe27f \
+    --hash=sha256:a468951af16155824e88bdd8326ebe5bdb371f3ec0ac04642994b98201d914f3 \
+    --hash=sha256:a6e556d6aba31c93dd97ce661d66614d2429c0a3923f9dc8f0af7e8df10223a4 \
+    --hash=sha256:ac04bcd3328eb91d99dfedf6a60d9c1f15d3434e6f6daf922f0420f7d90b85c7 \
+    --hash=sha256:ae01d8512cc17079e53425635327dbf3f7ff57a42c00dec348bf79791c56444c \
+    --hash=sha256:b15e26cc0fe622d0c67e98bee6ef6bc8f792e20ee3006aa12627a00463d9399f \
+    --hash=sha256:b222493da6e7b6199db9bd79502436cf5a27da3c1f7fa83c7e285444fc93fd03 \
+    --hash=sha256:c3cd253cf32fe4f4662960d6bf7d55cb8be0c31a5d644a4d48aeafebaff3409a \
+    --hash=sha256:c6014e3c80f9c1fe268ef8b0e0ef113bac672cc032f2f93866e7ddad4f3e663d \
+    --hash=sha256:c718e99a0992127af84385378460db624103b559ab260435abcfe77a4e4ed1c1 \
+    --hash=sha256:c7897db4e95e22468bdda33d8e012ceacd0182abf001e6389d763f0def6286b9 \
+    --hash=sha256:cb8a1adce42d8b75485a5d56a9623a50bcab995b6079f1dac59fc44034dd93d9 \
+    --hash=sha256:cc99dfb62b23c9207c33d0be8a2e2af7a42e21e6ea388b380a0c948c7b88953b \
+    --hash=sha256:d4c8d9bd5abce34b2e75edb3bf37ab0f34e49b1f915a40ae8468eb7c85bc5b46 \
+    --hash=sha256:d4cb6fbfdf874340ab5e51450753c0f817b6958a3621125ee695bbc3de866566 \
+    --hash=sha256:d63bae12a8aeb51380be3438e4dc4bd27354d0f8e19166b2f44e3e94d6f552dc \
+    --hash=sha256:d6fb0eaa108814581c4d3bfbd068c3fb6757812a81415008d1bae08267cca360 \
+    --hash=sha256:d9188caac26e47671b52836a5e2a49873a7fc11c673b0c122d22515f98bc14e1 \
+    --hash=sha256:db327e7271e653c32040b85ae6188059c924b57d7e1e29f935523fa017cd4e82 \
+    --hash=sha256:dbdd5b6509d0c2a8fe72cf494c299a61dbd58142a90a4190664ae159e4a7b547 \
+    --hash=sha256:e4f9b472e7d308d94b62c801982065661158c6ed02790d6c7ddb4337cea0f9c1 \
+    --hash=sha256:e54a315caf843c8d77e388cadc56ea9ded569935ee2d2347d7ea94992e5aa6fa \
+    --hash=sha256:f125f5d46b20f89dc5587a55cc416b4ba2a5b2ffda36d048ee120e17598a653a \
+    --hash=sha256:f19e181de5b3a1148bb3420b8c4b0b0ea0fce6950099724ad151d6cea5acc180 \
+    --hash=sha256:f1f9cc4d09a46d9cb3c2063ae100629d3f52a6517c3c08c2f4c9828261883929 \
+    --hash=sha256:f26629539d4893c2957a16c41bb058e1e135c1f150f6a2e25ed047f64cf3f5c6 \
+    --hash=sha256:f2a7253458e34f33543551394ae4fe104b497ec2a65ac266074de64c1df82e37 \
+    --hash=sha256:f40e56b61b41be5f7dec938cfeffd660668cf4b5e72c78e7bd671d66b7bc2c79 \
+    --hash=sha256:f442e3954b1addc759faae22a7c9a3f1e16d7d1db3f484279dc27d62e06968fa \
+    --hash=sha256:fadc63331f4388c3dc90090448f682a7e9feafc11481391c1e94f2f907a3976e \
+    --hash=sha256:fc67741da44c6eaa90e01eafb586bbba9b51eb5b6ed381ee6f5ae72eb3316d21
     # via mypy
 locket==1.0.0 \
     --hash=sha256:5c0d4c052a8bbbf750e056a8e65ccd309086f4f0f18a2eac306a8dfa4112a632 \
@@ -559,129 +558,102 @@ mmh3==5.2.1 \
     --hash=sha256:fceef7fe67c81e1585198215e42ad3fdba3a25644beda8fbdaf85f4d7b93175a \
     --hash=sha256:fd96476f04db5ceba1cfa0f21228f67c1f7402296f0e73fee3513aa680ad237b
     # via feast (pyproject.toml)
-mypy==1.20.2 \
-    --hash=sha256:0c64e5973df366b747646fc98da921f9d6eba9716d57d1db94a83c026a08e0fb \
-    --hash=sha256:0deb80d062b2479f2c87ae568f89845afc71d11bc41b04179e58165fd9f31e98 \
-    --hash=sha256:1e1c12f6d2db3d78b909b5f77513c11eb7f2dd2782b96a3ab6dffc7d44575c99 \
-    --hash=sha256:20175a1c0f49863946ec20b7f63255768058ac4f07d2b9ded6a6b46cfb5a9100 \
-    --hash=sha256:29752dbbf8cc53f89f6ac096d363314333045c257c9c75cbd189ca2de0455744 \
-    --hash=sha256:2a4102b03bb7481d9a91a6da8d174740c9c8c4401024684b9ca3b7cc5e49852f \
-    --hash=sha256:2de3dcea53babc1c3237a19002bc3d228ce1833278f093b8d619e06e7cc79609 \
-    --hash=sha256:34397cdced6b90b836e38182076049fdb41424322e0b0728c946b0939ebdf9f6 \
-    --hash=sha256:4077797a273e56e8843d001e9dfe4ba10e33323d6ade647ff260e5cd97d9758c \
-    --hash=sha256:419413398fe250aae057fd2fe50166b61077083c9b82754c341cf4fd73038f30 \
-    --hash=sha256:4b6481b228d072315b053210b01ac320e1be243dc17f9e5887ef167f23f5fae4 \
-    --hash=sha256:4dbfcf869f6b0517f70cf0030ba6ea1d6645e132337a7d5204a18d8d5636c02b \
-    --hash=sha256:4fef51b01e638974a6e69885687e9bd40c8d1e09a6cd291cca0619625cf1f558 \
-    --hash=sha256:52b176444e2e5054dfcbcb8c75b0b719865c96247b37407184bbfca5c353f2c2 \
-    --hash=sha256:56908d7e08318d39f85b1f0c6cfd47b0cac1a130da677630dac0de3e0623e102 \
-    --hash=sha256:5a65aa591af023864fd08a97da9974e919452cfe19cb146c8a5dc692626445dc \
-    --hash=sha256:688c3312e5dadb573a2c69c82af3a298d43ecf9e6d264e0f95df960b5f6ac19c \
-    --hash=sha256:6e2b469efd811707bc530fd1effef0f5d6eebcb7fe376affae69025da4b979a2 \
-    --hash=sha256:7488448de6007cd5177c6cea0517ac33b4c0f5ee9b5e9f2be51ce75511a85517 \
-    --hash=sha256:785b08db19c9f214dc37d65f7c165d19a30fcecb48abfa30f31b01b5acaabb58 \
-    --hash=sha256:7b0e817b518bff7facd7f85ea05b643ad8bdcce684cf29784987b0a7c8e1f997 \
-    --hash=sha256:803203d2b6ea644982c644895c2f78b28d0e208bba7b27d9b921e0ec5eb207c6 \
-    --hash=sha256:89dce27e142d25ffbc154c1819383b69f2e9234dc4ed4766f42e0e8cb264ab5c \
-    --hash=sha256:913485a03f1bcf5d279409a9d2b9ed565c151f61c09f29991e5faa14033da4c8 \
-    --hash=sha256:97d7b9a485b40f8ca425460e89bf1da2814625b2da627c0dcc6aa46c92631d14 \
-    --hash=sha256:9bcb8aa397ff0093c824182fd76a935a9ba7ad097fcbef80ae89bf6c1731d8ec \
-    --hash=sha256:9d56a78b646f2e3daa865bc70cd5ec5a46c50045801ca8ff17a0c43abc97e3ee \
-    --hash=sha256:a5da6976f20cae27059ea8d0c86e7cef3de720e04c4bb9ee18e3690fdb792066 \
-    --hash=sha256:a94c5a76ab46c5e6257c7972b6c8cff0574201ca7dc05647e33e795d78680563 \
-    --hash=sha256:a95a9248b0c6fd933a442c03c3b113c3b61320086b88e2c444676d3fd1ca3330 \
-    --hash=sha256:baf593f2765fa3a6b1ef95807dbaa3d25b594f6a52adcc506a6b9cb115e1be67 \
-    --hash=sha256:bb9c2fa06887e21d6a3a868762acb82aec34e2c6fd0174064f27c93ede68ad15 \
-    --hash=sha256:bba9ad231e92a3e424b3e56b65aa17704993425bba97e302c832f9466bb85bac \
-    --hash=sha256:c3bae4f855d965b5453784300c12ffc63a548304ac7f99e55d4dc7c898673aa3 \
-    --hash=sha256:c566c3a88b6ece59b3d70f65bedef17304f48eb52ff040a6a18214e1917b3254 \
-    --hash=sha256:cdecf62abcc4292500d7858aeae87a1f8f1150f4c4dd08fb0b336ee79b2a6df3 \
-    --hash=sha256:cf5a4db6dca263010e2c7bff081c89383c72d187ba2cf4c44759aac970e2f0c4 \
-    --hash=sha256:d52ad8d78522da1d308789df651ee5379088e77c76cb1994858d40a426b343b9 \
-    --hash=sha256:e061b58443f1736f8a37c48978d7ab581636d6ab03e3d4f99e3fa90463bb9382 \
-    --hash=sha256:e2877a02380adfcdbc69071a0f74d6e9dbbf593c0dc9d174e1f223ffd5281943 \
-    --hash=sha256:e73c07f23009962885c197ccb9b41356a30cc0e5a1d0c2ea8fd8fb1362d7f924 \
-    --hash=sha256:e8222c26daaafd9e8626dec58ae36029f82585890589576f769a650dd20fd665 \
-    --hash=sha256:edfbfca868cdd6bd8d974a60f8a3682f5565d3f5c99b327640cedd24c4264026 \
-    --hash=sha256:f376e37f9bf2a946872fc5fd1199c99310748e3c26c7a26683f13f8bdb756cbd
+mypy==2.3.0 \
+    --hash=sha256:04e617030eca5221909c8b7d8d7fd1c637948199aa2100b2ad9813feb07e1491 \
+    --hash=sha256:094af99f92638aa92852326188b85a89e50f4a472f44827c03362228482f0762 \
+    --hash=sha256:09abd66d8685e73f8f7d17b847c3e104d9a7b164a8706ea87d6c96a3d45816d5 \
+    --hash=sha256:0b025a93cffb9781d231f232be07a17912f35f10a313c24f301c81e842870654 \
+    --hash=sha256:13b1b16e2fa39f3b2e33fb1c468abc7a69369fa2e886b4b87b5afc81472325cd \
+    --hash=sha256:1c6c6bf687b17f90dbfcad95b960d32eaa0154c00da45f03ab50bf8952e047fe \
+    --hash=sha256:1fa8d916ac3b705af733c4c1e6c9ebe38fd0d52beb15b105c3e8355b55e6ecdc \
+    --hash=sha256:28e1e2af8cd8fff551fd30f2fe4b03fb76764ac8b1ba6c6a1bd00ad32b412db3 \
+    --hash=sha256:2d53fc67b9d28a43c6199077f49fea0f05839e36cf6158500331c9549225e5a5 \
+    --hash=sha256:3419d00717afbc5265b50dd14b1278f29ea4884dd398ab67873489ac093fd329 \
+    --hash=sha256:37fa4de896a84e2dc9200d91e614c22563b43d1a266789d4bbac7b22ebe6192b \
+    --hash=sha256:3961a4a34b05f7c74b0f05aa51fbfe99a2d1e126038df40318d15c8f558b7ef3 \
+    --hash=sha256:3dd0bed92c4bdec57c42505b96416fb9e6a5aa7be84d2809bcd5f2ecec2860d7 \
+    --hash=sha256:3e77244df3843048c3f927182916730e40c124cbaa43905c1fb86cb382aa0805 \
+    --hash=sha256:4359424140d985192c778c1ce2c114a10c1ca58a381ed79cfa70d37df94b299f \
+    --hash=sha256:465965d41cd9a2726694e983e8ce7113259327bec798115d1e1dfa2a52fb666e \
+    --hash=sha256:56c184d2c20ca6b6378d58d1960270a767f41f5e44acbbd27f05effef4f4e1d7 \
+    --hash=sha256:5e91adad1ca81742ac7ef9893959911df867752206b37135185e88dfb3c89494 \
+    --hash=sha256:691fdc37132b1ae628d834f672e74de83462d9fb4aff621835767fb43a8dd373 \
+    --hash=sha256:6b1cdb579446b60432432b2b2403a6201b4b475a004d7f488511c9ba177c9e88 \
+    --hash=sha256:6f99ec626e3c3a2f7c0b22c5b90ddb5dabb1c18729c971e9bdaca1f1766d2cee \
+    --hash=sha256:7247eb2824f996722a949530183394921ca71deb9680052a338cf53cff7925c2 \
+    --hash=sha256:75b0984bb3cbd76bb5c9291a8671f7ae66ca3b51c7584c358fc2e923259f0757 \
+    --hash=sha256:75cbb4b9ef04a0c84a957f07abc4504fbf64b8dcc145675101f2d3a78a4b1d6a \
+    --hash=sha256:7da939dd335cfd2ad788bdfd081c9f4e47634ab995e5a45eb15fd1e5bc052f8b \
+    --hash=sha256:85c5385b93012ffa3b31479ab579aef5415f4f3a32c6cf1ae07a984d2a0ff461 \
+    --hash=sha256:91ad22a52ae2c7e621c2f67c94d5a17f66b3209a4cff5cf8a573579835c69e97 \
+    --hash=sha256:944c665d984157cb96a679dfb7a4a81dd1d36b24b9c284b699514e6e626b82d4 \
+    --hash=sha256:9559ab18a9c9957dfa3004ab57cd4bac5f26a724329a9584e583367f0c2e1117 \
+    --hash=sha256:982e3d53dd23d0a4cef67dd66791fdbede0cf38f9eb617bf47663554c51e1e36 \
+    --hash=sha256:99ac767cc5d3b64c8d0ae226ead10c96694f94e4e7da1668642225dcd4e75aac \
+    --hash=sha256:adebc76aab4f3495a88b41d48aa4aff0c03f2822501da76625afcca5975f19e5 \
+    --hash=sha256:aec15d465d477558fd842757b487849007311cf3897849cdda0e3162ac0ac556 \
+    --hash=sha256:b1942b9314d4c784b8ea1dbab4972603290e5dd5630f06675f13aec97526bc4c \
+    --hash=sha256:b352b7e49f5e6576009e8df730e1ff4f915cb565b851b396d2ffe2f5a6f5da88 \
+    --hash=sha256:b5cd2f027a972a4a5f2278a11fac9747f5f81a53a30b714d74950b6807e55568 \
+    --hash=sha256:be51653d7669d7d7955d613b8d0bb57d5b652eaf71a873ddf65ac87254dd2595 \
+    --hash=sha256:cfca8ee88544090f86b6dcce05ec55d66eb48a762412ac2507810ba4bd793b6f \
+    --hash=sha256:d78fcf900b59cb7e82cb7e3a235e31b462d9333d92285bd1e4952d355b8ffba1 \
+    --hash=sha256:de121747278144fc9ae7caa2e978cf5df12aebc82933182f5b3b86081a30baef \
+    --hash=sha256:de6d2c484742a4d7b0ed6d07b143375624d3b899c5749c7b3c947f56261f48a6 \
+    --hash=sha256:ea317b060ce83e26050f8f9e4d7d6bf44ed7597c8ff9990bccffbb9d1d8522db \
+    --hash=sha256:f1b3a98dfd21058bc759bb3337d5d1f61d0fdf9f3cf9c00f4291790fb5427bff \
+    --hash=sha256:f4ed18f111bfe2d599bca7468e7f9251042c1c2118f762c8de2766a56d773c60 \
+    --hash=sha256:fbc00cee7bdbb9291979ddc9d08034a29dfcda4932628c9bbc28c1edd589df0c
     # via sqlalchemy
 mypy-extensions==1.1.0 \
     --hash=sha256:1be4cccdb0f2482337c4743e60421de3a356cd97508abadd57d47403e94f5505 \
     --hash=sha256:52e68efc3284861e772bbcd66823fde5ae21fd2fdb51c62a211403730b916558
     # via mypy
-numpy==2.4.4 \
-    --hash=sha256:07077278157d02f65c43b1b26a3886bce886f95d20aabd11f87932750dfb14ed \
-    --hash=sha256:08f2e31ed5e6f04b118e49821397f12767934cfdd12a1ce86a058f91e004ee50 \
-    --hash=sha256:0aec54fd785890ecca25a6003fd9a5aed47ad607bbac5cd64f836ad8666f4959 \
-    --hash=sha256:0d35aea54ad1d420c812bfa0385c71cd7cc5bcf7c65fed95fc2cd02fe8c79827 \
-    --hash=sha256:0d4e437e295f18ec29bc79daf55e8a47a9113df44d66f702f02a293d93a2d6dd \
-    --hash=sha256:0dfd3f9d3adbe2920b68b5cd3d51444e13a10792ec7154cd0a2f6e74d4ab3233 \
-    --hash=sha256:1378871da56ca8943c2ba674530924bb8ca40cd228358a3b5f302ad60cf875fc \
-    --hash=sha256:15716cfef24d3a9762e3acdf87e27f58dc823d1348f765bbea6bef8c639bfa1b \
-    --hash=sha256:19710a9ca9992d7174e9c52f643d4272dcd1558c5f7af7f6f8190f633bd651a7 \
-    --hash=sha256:23cbfd4c17357c81021f21540da84ee282b9c8fba38a03b7b9d09ba6b951421e \
-    --hash=sha256:2483e4584a1cb3092da4470b38866634bafb223cbcd551ee047633fd2584599a \
-    --hash=sha256:27a8d92cd10f1382a67d7cf4db7ce18341b66438bdd9f691d7b0e48d104c2a9d \
-    --hash=sha256:28a650663f7314afc3e6ec620f44f333c386aad9f6fc472030865dc0ebb26ee3 \
-    --hash=sha256:2aa0613a5177c264ff5921051a5719d20095ea586ca88cc802c5c218d1c67d3e \
-    --hash=sha256:2c194dd721e54ecad9ad387c1d35e63dce5c4450c6dc7dd5611283dda239aabb \
-    --hash=sha256:2d19e6e2095506d1736b7d80595e0f252d76b89f5e715c35e06e937679ea7d7a \
-    --hash=sha256:2d390634c5182175533585cc89f3608a4682ccb173cc9bb940b2881c8d6f8fa0 \
-    --hash=sha256:30caa73029a225b2d40d9fae193e008e24b2026b7ee1a867b7ee8d96ca1a448e \
-    --hash=sha256:42c16925aa5a02362f986765f9ebabf20de75cdefdca827d14315c568dcab113 \
-    --hash=sha256:45dbed2ab436a9e826e302fcdcbe9133f9b0006e5af7168afb8963a6520da103 \
-    --hash=sha256:4636de7fd195197b7535f231b5de9e4b36d2c440b6e566d2e4e4746e6af0ca93 \
-    --hash=sha256:4a19d9dba1a76618dd86b164d608566f393f8ec6ac7c44f0cc879011c45e65af \
-    --hash=sha256:4bbc7f303d125971f60ec0aaad5e12c62d0d2c925f0ab1273debd0e4ba37aba5 \
-    --hash=sha256:4d6d57903571f86180eb98f8f0c839fa9ebbfb031356d87f1361be91e433f5b7 \
-    --hash=sha256:4e874c976154687c1f71715b034739b45c7711bec81db01914770373d125e392 \
-    --hash=sha256:51fc224f7ca4d92656d5a5eb315f12eb5fe2c97a66249aa7b5f562528a3be38c \
-    --hash=sha256:58c8b5929fcb8287cbd6f0a3fae19c6e03a5c48402ae792962ac465224a629a4 \
-    --hash=sha256:5a285b3b96f951841799528cd1f4f01cd70e7e0204b4abebac9463eecfcf2a40 \
-    --hash=sha256:5c70f1cc1c4efbe316a572e2d8b9b9cc44e89b95f79ca3331553fbb63716e2bf \
-    --hash=sha256:62d6b0f03b694173f9fcb1fb317f7222fd0b0b103e784c6549f5e53a27718c44 \
-    --hash=sha256:6a246d5914aa1c820c9443ddcee9c02bec3e203b0c080349533fae17727dfd1b \
-    --hash=sha256:6aa3236c78803afbcb255045fbef97a9e25a1f6c9888357d205ddc42f4d6eba5 \
-    --hash=sha256:6bbe4eb67390b0a0265a2c25458f6b90a409d5d069f1041e6aff1e27e3d9a79e \
-    --hash=sha256:715d1c092715954784bc79e1174fc2a90093dc4dc84ea15eb14dad8abdcdeb74 \
-    --hash=sha256:72944b19f2324114e9dc86a159787333b77874143efcf89a5167ef83cfee8af0 \
-    --hash=sha256:81f4a14bee47aec54f883e0cad2d73986640c1590eb9bfaaba7ad17394481e6e \
-    --hash=sha256:846300f379b5b12cc769334464656bc882e0735d27d9726568bc932fdc49d5ec \
-    --hash=sha256:86b6f55f5a352b48d7fbfd2dbc3d5b780b2d79f4d3c121f33eb6efb22e9a2015 \
-    --hash=sha256:874f200b2a981c647340f841730fc3a2b54c9d940566a3c4149099591e2c4c3d \
-    --hash=sha256:8a87ec22c87be071b6bdbd27920b129b94f2fc964358ce38f3822635a3e2e03d \
-    --hash=sha256:8b3b60bb7cba2c8c81837661c488637eee696f59a877788a396d33150c35d842 \
-    --hash=sha256:8e3ed142f2728df44263aaf5fb1f5b0b99f4070c553a0d7f033be65338329150 \
-    --hash=sha256:93e15038125dc1e5345d9b5b68aa7f996ec33b98118d18c6ca0d0b7d6198b7e8 \
-    --hash=sha256:989824e9faf85f96ec9c7761cd8d29c531ad857bfa1daa930cba85baaecf1a9a \
-    --hash=sha256:99d838547ace2c4aace6c4f76e879ddfe02bb58a80c1549928477862b7a6d6ed \
-    --hash=sha256:9b2aec6af35c113b05695ebb5749a787acd63cafc83086a05771d1e1cd1e555f \
-    --hash=sha256:9c585a1790d5436a5374bac930dad6ed244c046ed91b2b2a3634eb2971d21008 \
-    --hash=sha256:a7164afb23be6e37ad90b2f10426149fd75aee07ca55653d2aa41e66c4ef697e \
-    --hash=sha256:ac6b31e35612a26483e20750126d30d0941f949426974cace8e6b5c58a3657b0 \
-    --hash=sha256:ad2e2ef14e0b04e544ea2fa0a36463f847f113d314aa02e5b402fdf910ef309e \
-    --hash=sha256:b268594bccac7d7cf5844c7732e3f20c50921d94e36d7ec9b79e9857694b1b2f \
-    --hash=sha256:b5f0362dc928a6ecd9db58868fca5e48485205e3855957bdedea308f8672ea4a \
-    --hash=sha256:ba1f4fc670ed79f876f70082eff4f9583c15fb9a4b89d6188412de4d18ae2f40 \
-    --hash=sha256:ba203255017337d39f89bdd58417f03c4426f12beed0440cfd933cb15f8669c7 \
-    --hash=sha256:c901b15172510173f5cb310eae652908340f8dede90fff9e3bf6c0d8dfd92f83 \
-    --hash=sha256:c9b39d38a9bd2ae1becd7eac1303d031c5c110ad31f2b319c6e7d98b135c934d \
-    --hash=sha256:d2a8490669bfe99a233298348acc2d824d496dee0e66e31b66a6022c2ad74a5c \
-    --hash=sha256:dddbbd259598d7240b18c9d87c56a9d2fb3b02fe266f49a7c101532e78c1d871 \
-    --hash=sha256:df3775294accfdd75f32c74ae39fcba920c9a378a2fc18a12b6820aa8c1fb502 \
-    --hash=sha256:e44319a2953c738205bf3354537979eaa3998ed673395b964c1176083dd46252 \
-    --hash=sha256:e4a010c27ff6f210ff4c6ef34394cd61470d01014439b192ec22552ee867f2a8 \
-    --hash=sha256:e823b8b6edc81e747526f70f71a9c0a07ac4e7ad13020aa736bb7c9d67196115 \
-    --hash=sha256:e892aff75639bbef0d2a2cfd55535510df26ff92f63c92cd84ef8d4ba5a5557f \
-    --hash=sha256:eea7ac5d2dce4189771cedb559c738a71512768210dc4e4753b107a2048b3d0e \
-    --hash=sha256:ef4059d6e5152fa1a39f888e344c73fdc926e1b2dd58c771d67b0acfbf2aa67d \
-    --hash=sha256:f169b9a863d34f5d11b8698ead99febeaa17a13ca044961aa8e2662a6c7766a0 \
-    --hash=sha256:f2cf083b324a467e1ab358c105f6cad5ea950f50524668a80c486ff1db24e119 \
-    --hash=sha256:f8474c4241bc18b750be2abea9d7a9ec84f46ef861dbacf86a4f6e043401f79e \
-    --hash=sha256:f983334aea213c99992053ede6168500e5f086ce74fbc4acc3f2b00f5762e9db \
-    --hash=sha256:f9e75681b59ddaa5e659898085ae0eaea229d054f2ac0c7e563a62205a700121 \
-    --hash=sha256:fbc356aae7adf9e6336d336b9c8111d390a05df88f1805573ebb0807bd06fd1d \
-    --hash=sha256:fcfe2045fd2e8f3cb0ce9d4ba6dba6333b8fa05bb8a4939c908cd43322d14c7e
+numpy==2.5.1 \
+    --hash=sha256:08d60c810432eb83360958dea0999ac4cfb94531ea8efcbf0b7f277c2068aeb2 \
+    --hash=sha256:09e9bfd8d2cf479c7d174804fb3811c53a8e9f20a37444008606b57d6b7a826d \
+    --hash=sha256:0bfebd8695f9863592fe744be833a258120b14a9f39da255e8aa8fade2c0ddd1 \
+    --hash=sha256:17a25e09640602e10bc8de0e6fa2b3fd68eedd84ba6d7842dc8f32f9ab87bd0b \
+    --hash=sha256:1c6759f538fb912fc46de0a6b1758ccf7b57bc7c7ebebc23974fdac3de8db0cd \
+    --hash=sha256:224ca51130ef7da85bea2191625181cb4f337f9cb64b471f10c1a12aa8b60077 \
+    --hash=sha256:24d0eb82c0541d3415a33425db64ae439dffccd7b4dbcb30e7c35120205c506a \
+    --hash=sha256:2ae0ca40bcb22d6ba59c1dfd5446f49940b0f2d821fde133f10dda11f816b84e \
+    --hash=sha256:2c889b56fe48b1018f764b0eec8df59ab654e9148aa91faa12596043500de277 \
+    --hash=sha256:30b44a6b53a7ae63c54c089a8726e5563ed302716c5b7ccc85afade40b0e7ff6 \
+    --hash=sha256:32985c896d897419ef8da6917872d80b78ad0ea26d85b23245c7366ffde76d75 \
+    --hash=sha256:3935f3b419b244a02732676fa5317a9193cc596a4c0646db07e5b421229ac9f7 \
+    --hash=sha256:4939237038ada79308dda3204ac6462df056b5672b2e25db1149cf873668b3e1 \
+    --hash=sha256:4b4ff1608417eb7a59da7b967bbb798cacfe071d2caf526a24281cd562072ed9 \
+    --hash=sha256:54ad769f17bc2d833b620851989f62054fb9ab93c969d9e1dc3c8e3d56beea21 \
+    --hash=sha256:59fda5e192b570217ec2580c96f00e9a7e12ef6866a900eb089b62c1a32545ca \
+    --hash=sha256:5a4c988b38d261deeeaad9954e3deb091ad905c94e8bb6708654ef1d97f286b0 \
+    --hash=sha256:5a6db61f9aaa57e369905c67d852045d3c4f7126405b29d09b19dec118e9c9cb \
+    --hash=sha256:6165343f81b56ef8f514f396989e529b61d9dc709b99421b07e9f3e698e2287d \
+    --hash=sha256:61ac47e772e6b8ea489e1d2f441a34c5c3ac17327e7ce294cbdf535795ad4e75 \
+    --hash=sha256:6c3fe51bc6a16453d452997053454f309e8e0ed7b42d6b361ce4ac8c32913d74 \
+    --hash=sha256:6eab239876581b2b3c5a242281b6007bbdbcd1c7085d7709bb57c5929b11e6bf \
+    --hash=sha256:78798bd5b9ad744056af8efa90e3b9ddaa53272a0848a483084a1cc0a13b2dc0 \
+    --hash=sha256:7c786fe9a5bbe360022e584c5a34cf6b54265c71bd7ec8ac3d8fec38968071f8 \
+    --hash=sha256:83ce9c80d5b521b0d77ddcbe5447c218d247929b6cc056ca5351342accfff0af \
+    --hash=sha256:9726558e8db4a5bf7929a70ae50f63abda4daf0efe810e3bfbab95976f75fc1a \
+    --hash=sha256:99d5095fa265a0c4152e7bb12759e14381ef5496152f1ce58f44bdf55c44beb4 \
+    --hash=sha256:a33276be12fa045805f477f22482088b66bb758ffbe89a9d21457de863a32e22 \
+    --hash=sha256:a48a113e6afea91f5608793bafa7ef2ad481fefbda87ec5069f483de61cb9fa3 \
+    --hash=sha256:ab451b59c5643c570974c43aef780703ef1d3b4965d2be07afd530615a9358d1 \
+    --hash=sha256:ab84dc6b074fa881cae55bea94cc4f68e285181ba7f32497bf7dee6b1496165b \
+    --hash=sha256:ab87a91b3cc3382b8956095bd8f95e00cf679bb81554339be1a2ba404a1473c1 \
+    --hash=sha256:c12afb53450fa976d4c681c50a7423729a4c51c0465ed9f32b8a9cabbc472373 \
+    --hash=sha256:caf3e317d33d60c37986b452613f4ab51246d0691350c03d0cb4a898627f4a95 \
+    --hash=sha256:dc932a65ded7ce9013d120845a2514dcccb1a67bfc8deb8d37633762951904a6 \
+    --hash=sha256:e68d8dd1e7eba712948f2053a29ec86917bc70ba1358df869d9f06649ef9cf09 \
+    --hash=sha256:e824c2acf8862052246be5a44c15da1777940c60d010dd2aab897824d9c430f9 \
+    --hash=sha256:e8c11c405efc5ff6816d5983c96cdfa215bab3428961243af3ff59b228490438 \
+    --hash=sha256:efd736408cc97c79b9e6917338dfc8f06013b2274f992e96b1d9a81a71e2a2c2 \
+    --hash=sha256:f089d7b00756190aacf1f5d34bdf38c3c430ac82b4f868f8cede73380460fce7 \
+    --hash=sha256:f2479a47f8d5932d1718168a681ad6e536a9df484c83cfcf9de365e164537ace \
+    --hash=sha256:f7119ebff1a9829e9f431a4f9d28e703023bb6b9fe7c8f724467dbfc27c94ab3 \
+    --hash=sha256:f7d60026c0bdb1380e83bfa7a0419c4577ee4b9a08880afcb6dadeb74c649fa2 \
+    --hash=sha256:f7feb014281029e628ba2d5a007407443b06e418b6fe451d1e2adcbc8eba0107
     # via
     #   feast (pyproject.toml)
     #   dask
@@ -759,19 +731,19 @@ pathspec==1.1.1 \
     --hash=sha256:17db5ecd524104a120e173814c90367a96a98d07c45b2e10c2f3919fff91bf5a \
     --hash=sha256:a00ce642f577bf7f473932318056212bc4f8bfdf53128c78bbd5af0b9b20b189
     # via mypy
-prometheus-client==0.25.0 \
-    --hash=sha256:5e373b75c31afb3c86f1a52fa1ad470c9aace18082d39ec0d2f918d11cc9ba28 \
-    --hash=sha256:d5aec89e349a6ec230805d0df882f3807f74fd6c1a2fa86864e3c2279059fed1
+prometheus-client==0.24.1 \
+    --hash=sha256:150db128af71a5c2482b36e588fc8a6b95e498750da4b17065947c16070f4055 \
+    --hash=sha256:7e0ced7fbbd40f7b84962d5d2ab6f17ef88a72504dcf7c0b40737b43b2a461f9
     # via feast (pyproject.toml)
-protobuf==7.34.1 \
-    --hash=sha256:34b84ce27680df7cca9f231043ada0daa55d0c44a2ddfaa58ec1d0d89d8bf60a \
-    --hash=sha256:403b093a6e28a960372b44e5eb081775c9b056e816a8029c61231743d63f881a \
-    --hash=sha256:5185e0e948d07abe94bb76ec9b8416b604cfe5da6f871d67aad30cbf24c3110b \
-    --hash=sha256:8ff40ce8cd688f7265326b38d5a1bed9bfdf5e6723d49961432f83e21d5713e4 \
-    --hash=sha256:9ce42245e704cc5027be797c1db1eb93184d44d1cdd71811fb2d9b25ad541280 \
-    --hash=sha256:bb3812cd53aefea2b028ef42bd780f5b96407247f20c6ef7c679807e9d188f11 \
-    --hash=sha256:d8b2cc79c4d8f62b293ad9b11ec3aebce9af481fa73e64556969f7345ebf9fc7 \
-    --hash=sha256:e97b55646e6ce5cbb0954a8c28cd39a5869b59090dfaa7df4598a7fba869468c
+protobuf==7.35.1 \
+    --hash=sha256:11d6b0ec246892d85215b0a13ca6e0233cf5284b68f0ac02646427f4ff88a799 \
+    --hash=sha256:230a75ddfc2de4806e56696ce9640c1cdfdb6543b7cfce98d42a4c0a0e7bdb87 \
+    --hash=sha256:24f857477359a85c0c235261b8ba905fd51b2562f4a64ca1df5473f29850cbf6 \
+    --hash=sha256:353652e4efd0bca5b5fc2656abf8307ef351f0cf938c9eba09f0e09c20a25c30 \
+    --hash=sha256:4bc97768d8fe4ad6743c8a19403e314511ed9f6d13205b687e52421c023ac1b9 \
+    --hash=sha256:74758715c53d7158fb76caf4f0cfdacc5329a4b1bb994f865d6cf302d413a1c4 \
+    --hash=sha256:b73f9489a4b8b1c9cb1f8ed951c736392592edb24b9d6819f36d2e10b171d5b4 \
+    --hash=sha256:ce115a26fe0c39a2c29973d914d327e516a6455464489fe3cd1e51a1b354f81a
     # via feast (pyproject.toml)
 psutil==7.2.2 \
     --hash=sha256:0746f5f8d406af344fd547f1c8daa5f5c33dbc293bb8d6a16d80b4bb88f59372 \
@@ -796,195 +768,188 @@ psutil==7.2.2 \
     --hash=sha256:eed63d3b4d62449571547b60578c5b2c4bcccc5387148db46e0c2313dad0ee00 \
     --hash=sha256:fd04ef36b4a6d599bbdb225dd1d3f51e00105f6d48a28f006da7f9822f2606d8
     # via feast (pyproject.toml)
-pyarrow==24.0.0 \
-    --hash=sha256:02b001b3ed4723caa44f6cd1af2d5c86aa2cf9971dacc2ffa55b21237713dfba \
-    --hash=sha256:04920d6a71aabd08a0417709efce97d45ea8e6fb733d9ca9ecffb13c67839f68 \
-    --hash=sha256:0b3537c00fb8d384f15ac1e79b6eb6db04a16514c8c1d22e59a9b95c8ba42868 \
-    --hash=sha256:1183baeb14c5f587b1ec52831e665718ce632caab84b7cd6b85fd44f96114495 \
-    --hash=sha256:14e31a3c9e35f1ab6356c6378f6f72830e6d2d5f1791df3774a7b097d18a6a1e \
-    --hash=sha256:1617043b99bd33e5318ae18eb2919af09c71322ef1ca46566cdafc6e6712fb66 \
-    --hash=sha256:1a4e45017efbf115032e4475ee876d525e0e36c742214fbe405332480ecd6275 \
-    --hash=sha256:1b2fe7f9a5566401a0ef2571f197eb92358925c1f0c8dba305d6e43ea0871bb3 \
-    --hash=sha256:1cc9057f0319e26333b357e17f3c2c022f1a83739b48a88b25bfd5fa2dc18838 \
-    --hash=sha256:2392d954fcb920f42d230284b677605e4e2fbb11f2821e823e642abd67fbb491 \
-    --hash=sha256:25ea65d868eb04015cd18e6df2fbe98f07e5bda2abefabcb88fce39a947716f6 \
-    --hash=sha256:295f0a7f2e242dabd513737cf076007dc5b2d59237e3eca37b05c0c6446f3826 \
-    --hash=sha256:2f16197705a230a78270cdd4ea8a1d57e86b2fdcbc34a1f6aebc72e65c986f9a \
-    --hash=sha256:35405aecb474e683fb36af650618fd5340ee5471fc65a21b36076a18bbc6c981 \
-    --hash=sha256:38be1808cdd068605b787e6ca9119b27eb275a0234e50212c3492331680c3b1e \
-    --hash=sha256:3a577bd840ca83f646f0a625dbc571dba7044c43c2d1503afc378b570954345c \
-    --hash=sha256:3b13dedfe76a0ad2d1d859b0811b53827a4e9d93a0bcb05cf59333ab4980cc7e \
-    --hash=sha256:418e48ce50a45a6a6c73c454677203a9c75c966cb1e92ca3370959185f197a05 \
-    --hash=sha256:55a3bc1e3df3b5567b7d27ef551b2283f0c68a5e86f1cd56abc569da4f31335b \
-    --hash=sha256:6165461f55ef6314f026de6638d661188e3455d3ec49834556a0ebbdbace18bb \
-    --hash=sha256:61a3d7eaa97a14768b542f3d284dc6400dd2470d9f080708b13cd46b6ae18136 \
-    --hash=sha256:6233c9ed9ab9d1db47de57d9753256d9dcffbf42db341576099f0fd9f6bf4810 \
-    --hash=sha256:641f795b361874ac9da5294f8f443dfdbee355cf2bd9e3b8d97aaac2306b9b37 \
-    --hash=sha256:644a246325b8c69c595ad1dd4b463eba4b0cdb731370e4a86137d433208d6147 \
-    --hash=sha256:6f066b179d68c413374294bc1735f68475457c933258df594443bb9d88ddc2a0 \
-    --hash=sha256:7986f1fa71cee060ad00758bcc79d3a93bab8559bf978fab9e53472a2e25a17b \
-    --hash=sha256:7c2b98645d576a0b9616892ead22b64a83a5f043c5e2ca15ebcefcb5b70c80cb \
-    --hash=sha256:806f24b4085453c197a5078218d1ee08783ebbba271badd153d1ae22a3ee804f \
-    --hash=sha256:85fe721a14dd823aca09127acbb06c3ca723efbd436c004f16bca601b04dcc83 \
-    --hash=sha256:8adc8e6ce5fccf5dc707046ae4914fd537def529709cc0d285d37a7f9cd442ca \
-    --hash=sha256:9700ebd9a51f5895ce75ff4ac4b3c47a7d4b42bc618be8e713e5d56bacf5f931 \
-    --hash=sha256:9b18371ad2f44044b81a8d23bc2d8a9b6a6226dca775e8e16cfee640473d6c5d \
-    --hash=sha256:a964266397740257f16f7bb2e4f08a0c81454004beab8ff59dd531b73610e9f2 \
-    --hash=sha256:adbbedc55506cbdabb830890444fb856bfb0060c46c6f8026c6c2f2cf86ae795 \
-    --hash=sha256:ae8a1145af31d903fa9bb166824d7abe9b4681a000b0159c9fb99c11bc11ad26 \
-    --hash=sha256:b0e131f880cda8d04e076cee175a46fc0e8bc8b65c99c6c09dff6669335fde74 \
-    --hash=sha256:b196eb3f931862af3fa84c2a253514d859c08e0d8fe020e07be12e75a5a9780c \
-    --hash=sha256:b7d9a514e73bc42711e6a35aaccf3587c520024fe0a25d830a1a8a27c15f4f57 \
-    --hash=sha256:bec9373df11544592b0ba7ec2af0e35059e5f0e7647c6183a854dedd193298f1 \
-    --hash=sha256:c42ab9439498270139cc63e18847a02afe5c8b3ed9c931266533cfe378bd3591 \
-    --hash=sha256:c91d00057f23b8d353039520dc3a6c09d8608164c692e9f59a175a42b2ae0c19 \
-    --hash=sha256:d3e0b61e8efb24ed38898e5cdc5fffa9124be480008d401a1f8071500494ae42 \
-    --hash=sha256:d7027eba1df3b2069e2e8d80f644fa0918b68c46432af3d088ddd390d063ecde \
-    --hash=sha256:d8ddd2768da81d3ee08cfea9b597f4abb4e8e1dc8ae7e204b608d23a0d3ab699 \
-    --hash=sha256:e3268e43984d0b1a185c89b4cfff282a7ead12fc93f56cfd7088bdbcbe727041 \
-    --hash=sha256:e4505fc6583f7b05ab854934896bcac8253b04ac1171a77dfb73efef92076d91 \
-    --hash=sha256:e56a1ffe9bf7b727432b89104cc0849c21582949dd7bdcb34f17b2001a351a76 \
-    --hash=sha256:e6f1278ee4785b6db21229374a1c9e54ec7c549de5d1efc9630b6207de7e170b \
-    --hash=sha256:f7616236ec1bc2b15bfdec22a71ab38851c86f8f05ff64f379e1278cf20c634a \
-    --hash=sha256:fb24ac194bfc5e86839d7dcd52092ee31e5fe6733fe11f5e3b06ef0812b20072
+pyarrow==25.0.0 \
+    --hash=sha256:0222f0071d13313962a88d21bf28b80d355ac39d81bfa6ff3fe00eeaf748e4be \
+    --hash=sha256:0490a7f8b38ffe11cc26526b50c65d111cb54ddac3717cec781806793f1244dc \
+    --hash=sha256:0721332c30fdd453fdd1fc203b2ac1f4c9db5aea28fa38d41f2574c4b068b9ec \
+    --hash=sha256:13240f0d3dc5932ccd0bfa90cd76d835680b9d94a7661c635df4b703d40ce849 \
+    --hash=sha256:149730a3d1f0fb59d663a0b8aa210adfd9c17c27cd94a0d143e60daea8320d4e \
+    --hash=sha256:161649d60a7a46c613a19fd795763ea8a88c36ba997dd99d9bc66e6794ee36e8 \
+    --hash=sha256:18dcc8cc50b5e72eae6fcbfc6c8776c21a007176b27a3cdec5c2f5bcf126708d \
+    --hash=sha256:20887a762dd61dcc530f93a140840ab1f6aa7836b33270e42d627ab3cf11e537 \
+    --hash=sha256:244f98a595f70fa4fd35faa7508c4ae67e14a173397a4b3b49d2b3c360fb0062 \
+    --hash=sha256:26be35b80780d2d21f4bae3d568b1666337c3a89722cc1794c956a77017cb24e \
+    --hash=sha256:2e093efbecb5317372f819228fa4b4e6157eee48d3f0a7b0303705ebf81a7104 \
+    --hash=sha256:2e3b6544e26e393fe2cd530f523e36c1c8d3c345bbbb60cca3fd866be8322517 \
+    --hash=sha256:38a2c887cb3883e241b70201688db34133b6dfadd04f03c8f9213df53770c18e \
+    --hash=sha256:3f356afe61186395c861d5cd63dc21ff7d5fa335012a4668d979257df7fea0f5 \
+    --hash=sha256:447df764beb07c544f0178a5f6b70ef44b9ecf382b3cdfad4c2d7867353c3887 \
+    --hash=sha256:4ec1895a87aa834c3b99b7a1e758747eb8bb57f922b32c0e0fa04afb8d6998b1 \
+    --hash=sha256:58d1ab556b0cea1c93fdb799b24ad58adb2f2a2788dbce782a94f64ae1a5cc9b \
+    --hash=sha256:59516c822d5fd8e544aaa0dfe72f36fed5d4c24ea8390aab1bcd31d7e959c6be \
+    --hash=sha256:5d1dbf24e151042f2fa3c129563f65d66674128868496fb008c4272b16bdf778 \
+    --hash=sha256:5f4bacb60f91dd2fca6c52f1b9a0012cd090e0294f1f781dc1881a247a352f8e \
+    --hash=sha256:5fb2d837960f1df7f679ff9f1a55065e306347d379e0768cebf14781254d6194 \
+    --hash=sha256:6f4812bfbf11ca7d8faf59eb8fff8bf4dd25ce3a38b62baa010cc17a0926d1b2 \
+    --hash=sha256:6f9dbd83e91c239a1f5ee7ce13f108b5f6c0efbe40a4375260d8f08b43ad05e9 \
+    --hash=sha256:72132b9a8a0a1840197794d4dea26080069b6b0981c116bc078762dc9691b21b \
+    --hash=sha256:77c8d1ae46a44b4006e8db1cc977bbcc6ce4873c92f74137d68e45503b97fb18 \
+    --hash=sha256:7d6da02ffc7a3a9bda3b7ded4cc2a27ff73969ab37153f3afd46bbbc1ba4f0f7 \
+    --hash=sha256:8831a3ba52fa7cdb78d368d968b1dcd06171e6dff5461e16d90de91d371e47bc \
+    --hash=sha256:ac5dfeee59f9ceb4d45ba76e83b026c38c24334135bb329d8274baa49cec3c62 \
+    --hash=sha256:add690feafa0953c443cdba9e9e87f5eaa198f1ea2e43a3b146ea83f202262d0 \
+    --hash=sha256:b58726f118c079f9d4ed7e904975d4f15fd69d0741ba511a4e2dcaa4ef16354f \
+    --hash=sha256:b724d127783b4c19f088fcdfc844cbc318809246a30307bcabd5ed02045e890e \
+    --hash=sha256:b72d943ff4e10fec8d48aedb23322d8f6ea8bc2d698b81db37e73730f69e4862 \
+    --hash=sha256:b8af8ceedf0c9c160fd2b63440f2d205b9404db85866c1217bfea601de7cfb50 \
+    --hash=sha256:c70a5fd9a82bd1a702fd482bdc62d38dcb672fb2b449b1d7c0d7d1f4be7b7bfe \
+    --hash=sha256:ce0ca222802087b9a8cb031a6468442cb6b67c290a45a601cac64753d34954d3 \
+    --hash=sha256:d293e9959b29a24c82d936d04ab2b7fd8b8d334030de2e56a99aba94f008ad7a \
+    --hash=sha256:d2d697008b5ec06d75952ef260c2e9a8a0f6ccfce24266c04c9c8ade927cb3b4 \
+    --hash=sha256:dbf9fa5d4bde73b1cc16377dcaaa010f971e6fa7f5083f5d44f34b50bc1d74af \
+    --hash=sha256:e009ef945e498dca2f050ea10d2e9764cb44017254826fc4574fdb8d2530173b \
+    --hash=sha256:e83916bbcf380866b4e14255850b33323ff678dc9758411d0409cdd2523880b0 \
+    --hash=sha256:f0f100dacf2c0f400601664a79d1a907ced4740514bb2b00917341038e2ce76f \
+    --hash=sha256:f57a39dbcb416345401c2e77a4373669b45fd111a1768e6cf267a7a0607ff0ec \
+    --hash=sha256:fa1482b3da10cac2d4db6e26b81da543e237616af2ef6d466018b31ca586496f
     # via
     #   feast (pyproject.toml)
     #   dask
-pydantic==2.13.3 \
-    --hash=sha256:6db14ac8dfc9a1e57f87ea2c0de670c251240f43cb0c30a5130e9720dc612927 \
-    --hash=sha256:af09e9d1d09f4e7fe37145c1f577e1d61ceb9a41924bf0094a36506285d0a84d
+pydantic==2.13.4 \
+    --hash=sha256:45a282cde31d808236fd7ea9d919b128653c8b38b393d1c4ab335c62924d9aba \
+    --hash=sha256:c40756b57adaa8b1efeeced5c196f3f3b7c435f90e84ea7f443901bec8099ef6
     # via
     #   feast (pyproject.toml)
     #   fastapi
-pydantic-core==2.46.3 \
-    --hash=sha256:0087084960f209a9a4af50ecd1fb063d9ad3658c07bb81a7a53f452dacbfb2ba \
-    --hash=sha256:031bb17f4885a43773c8c763089499f242aee2ea85cf17154168775dccdecf35 \
-    --hash=sha256:06d5d8820cbbdb4147578c1fe7ffcd5b83f34508cb9f9ab76e807be7db6ff0a4 \
-    --hash=sha256:07bc6d2a28c3adb4f7c6ae46aa4f2d2929af127f587ed44057af50bf1ce0f505 \
-    --hash=sha256:0c9ff69140423eea8ed2d5477df3ba037f671f5e897d206d921bc9fdc39613e7 \
-    --hash=sha256:1105677a6df914b1fb71a81b96c8cce7726857e1717d86001f29be06a25ee6f8 \
-    --hash=sha256:1108da631e602e5b3c38d6d04fe5bb3bfa54349e6918e3ca6cf570b2e2b2f9d4 \
-    --hash=sha256:12bc98de041458b80c86c56b24df1d23832f3e166cbaff011f25d187f5c62c37 \
-    --hash=sha256:13afdd885f3d71280cf286b13b310ee0f7ccfefd1dbbb661514a474b726e2f25 \
-    --hash=sha256:17eaface65d9fc5abb940003020309c1bf7a211f5f608d7870297c367e6f9022 \
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+    --hash=sha256:7027560ee92211647d0d34e3f7cd6f50da56399d26a9c8ad0da286d3869a53f3 \
+    --hash=sha256:7283d57845ecf5a163403eb0702dfc220cc4fbdd18919cb5ccea4f95ee1cdab4 \
+    --hash=sha256:7a5f930472650a82629163023e630d160863fce524c616f4e5186e5de9d9a49b \
+    --hash=sha256:7bfb192b3f4b9e8a89b6277b6ce787564f62cfd272055f6e685726b111dc7826 \
+    --hash=sha256:811ff8e9c313ab425368bcbb36e5c4ebd7108c2bbf4e4089cfbb0b01eff63fac \
+    --hash=sha256:8233f2947cf85404441fd7e0085f53b10c93e0ee78611099b5c7237e36aacbf7 \
+    --hash=sha256:82cf5301172168103724d49a1444d3378cb20cdee30b116a1bd6031236298a5d \
+    --hash=sha256:8358a950c8909158e3df31538a7e4edc2d7265a7c54b47f0864d9e5bae9dcebf \
+    --hash=sha256:85bb3611ff1802f3ee7fdd7dbff26b56f343fb432d57a4728fdd49b6ef35e2f4 \
+    --hash=sha256:86e1a4418c6cd97d60c95c71164158eaf7324fae7b0923264016baa993eba6fc \
+    --hash=sha256:8b9bab013d1c7a79d3501ff86d0bc9c31bf587db4551677b96bec07df78c6b15 \
+    --hash=sha256:8c5dac79fa1614d1e06ca695109c6105923bd9c7d1d6c918d4e637b7e6b32fd3 \
+    --hash=sha256:8d0820e8192167f80d88d64038e609c31452eeca865b4e1d9950a27a4609b00b \
+    --hash=sha256:8daafc69c93ee8a0204506a3b6b30f586ef54028f52aeeeb5c4cfc5184fd5914 \
+    --hash=sha256:9037063db01f09b09e237c282b6792bd4da634b5402c4e7f0c61effed7701a04 \
+    --hash=sha256:905a0ed8ea6f2d61c1738835f99b699348d7857379083e5fc497fa0c967a407c \
+    --hash=sha256:90884113d8b48f760e9587002789ddd741e76ab9f89518cd1e43b1f1a52ec44b \
+    --hash=sha256:91a06d2e259ecfbd8c901d70c3c507900458498142b3026a296b7de4d1322cc9 \
+    --hash=sha256:926c9541b14b12b1681dca8a0b75feb510b06c6341b70a8e500c2fdcff837cce \
+    --hash=sha256:9401557acd873c3a7f3eb9383edef8ac4968f9510e340f4808d427e75667e7b4 \
+    --hash=sha256:9551187363ffc0de2a00b2e47c25aeaeb1020b69b668762966df15fc5659dd5a \
+    --hash=sha256:962ccbab7b642487b1d8b7df90ef677e03134cf1fd8880bf698649b22a69371f \
+    --hash=sha256:97e7cf2be5c77b7d1a9713a05605d49460d02c6078d38d8bef3cbe323c548424 \
+    --hash=sha256:9aa768456404a8bf48a4406685ac2bec8e72b62c69313734fa3b73cf33b3a894 \
+    --hash=sha256:9bc519fbf2b7578398853d815009ae5e4d4603d12f4e3f91da8c06852d3da3e9 \
+    --hash=sha256:9d56801be94b86a9da183e5f3766e6310752b99ff647e38b09a9500d88e46e76 \
+    --hash=sha256:9f444c499b3eefd3a92e348059471ea0c3a6e303d9c1cec09fa748fd9f895201 \
+    --hash=sha256:9fa8ae11da9e2b3126c6426f147e0fba88d96d65921799bb30c6abd1cb2c97fb \
+    --hash=sha256:a0f62d0a58f4e7da165457e995725421e0064f2255d8eccebc49f41bbc23b109 \
+    --hash=sha256:a396dcc17e5a0b164dbe026896245a4fa9ff402edca1dff0be3d53a517f74de4 \
+    --hash=sha256:aaa2a54443eff1950ba5ddc6b6ccda0d9c84a364276a62f969bdf2a390650848 \
+    --hash=sha256:ad785e92e6dc634c21555edc8bd6b64957ab844541bcb96a1366c202951ae526 \
+    --hash=sha256:af8244b2bef6aaad6d92cda81372de7f8c8d36c9f0c3ea36e827c60e7d9467a0 \
+    --hash=sha256:b078afbc25f3a1436c7a1d2cd3e322497ee99615ba97c563566fdf46aff1ee01 \
+    --hash=sha256:b2f69dec1725e79a012d920df1707de5caf7ed5e08f3be4435e25803efc47458 \
+    --hash=sha256:b8458003118a712e66286df6a707db01c52c0f52f7db8e4a38f0da1d3b94fc4e \
+    --hash=sha256:bb63e0198ca18aad131c089b9204c23079c3afa95487e561f4c522d519e55aba \
+    --hash=sha256:bfec22eab3c8cc2ceec0248aec886624116dc079afa027ecc8ad4a7e62010f8a \
+    --hash=sha256:c1747f85cee84c26985853c6f3d9bd3e75da5212912443fa111c113b9c246f39 \
+    --hash=sha256:c1b3f518abeca3aa13c712fd202306e145abf59a18b094a6bafb2d2bbf59192c \
+    --hash=sha256:c50f2528cf200c5eed56faf3f4e22fcd5f38c157a8b78576e6ba3168ec35f000 \
+    --hash=sha256:c68fcd102d71ea85c5b2dfac3f4f8476eff42a9e078fd5faefff6d145063536b \
+    --hash=sha256:c7a7bd4e39e8e4c12c39cd480356842b6a8a06e41b23a55a5e3e191718838ddf \
+    --hash=sha256:c94f0688e7b8d0a67abf40e57a7eaaecd17cc9586706a31b76c031f63df052b4 \
+    --hash=sha256:cbaf13819775b7f769bf4a1f066cb6df7a28d4480081a589828ef190226881cd \
+    --hash=sha256:cd2213145bcc2ba85884d0ac63d222fece9209678f77b9b4d76f054c561adb28 \
+    --hash=sha256:ce5c1d2a8b27468f433ca974829c44060b8097eedc39933e3c206a90ee49c4a9 \
+    --hash=sha256:d396ec2b979760aaf3218e76c24e65bd0aca24983298653b3a9d7a45f9e47b30 \
+    --hash=sha256:d51026d73fcfd93610abc7b27789c26b313920fcfb20e27462d74a7f8b06e983 \
+    --hash=sha256:d80ee3d731373b24cebbc10d689ca4ee1875caf0d5703a245db18efd4dd37fc1 \
+    --hash=sha256:d995260fdf4e1db774581b4900e0f832abe3c7c84996726bbc161b19c8f29e76 \
+    --hash=sha256:da4b951fe36dc7c3a1ccb4e3cd1747c3542b8c9ceede8fc86cae054e764485f5 \
+    --hash=sha256:daa27d92c36f24388fe3ad306b174781c747627f134452e4f128ea00ce1fe8c4 \
+    --hash=sha256:db06ffe51636ffe9ca531fe9023dd64bdd794be8754cb5df57c5498ae5b518a7 \
+    --hash=sha256:e0d65b8c354be7fb5f720c3caa8bc940bc2d20ce749c8e06135f07f8ed95dd7c \
+    --hash=sha256:e68b7a074f65a2fd746c52a7ce6142ab7006074ac269ace0c25cd8ba171f8066 \
+    --hash=sha256:e739fee756ba1010f8bcccb534252e85a35fe45ae92c295a06059ce58b74ccd3 \
+    --hash=sha256:e846ae7835bf0703ae43f534ab79a867146dadd59dc9ca5c8b53d5c8f7c9ef02 \
+    --hash=sha256:e9c26f834c65f5752f3f06cb08cb86a913ceb7274d0db6e267808a708b46bc89 \
+    --hash=sha256:ea793e075b70290d89d8142074262885d3f7da19634845135751bd6344f73b50 \
+    --hash=sha256:f027324c56cd5406ca49c124b0db10e56c69064fec039acc571c29020cc87c76 \
+    --hash=sha256:f13a646d65d09fbf1bc6b3a9635d30095c8e7e5cc419ff35ecc563c5fd04cd49 \
+    --hash=sha256:f47286a97f0bc9b8859519809077b91b2cefe4ae47fcbf5e466a009c1c5d742b \
+    --hash=sha256:f747929cf940cddb5b3668a390056ddd5ba2e5010615ea2dcf4f9c4f3ab8791d \
+    --hash=sha256:f99626688942fb746e545232e7726926f3be91b5975f8b55327665fafda991c7 \
+    --hash=sha256:f9fa868638bf362d3d138ea55829cefb3d5f4b0d7f142234382a15e2485dbec4 \
+    --hash=sha256:fbdb89b3e1c94a30cc5edfce477c6e6a5dc4d8f84665b455c27582f211a1c72c \
+    --hash=sha256:fc010ab034c8c7452522748bf937df58020d256ccae0874463d1f4d01758af8e \
+    --hash=sha256:fc3e9034a63de20e15e8ade85358bc6efc614008cab72898b4b4952bea0509ff \
+    --hash=sha256:fd8b3d9fd264be37976686c7f65cd52a83f5e84f4bfd2adf9c1d469676bbb6ae
     # via pydantic
 pygments==2.20.0 \
     --hash=sha256:6757cd03768053ff99f3039c1a36d6c0aa0b263438fcab17520b30a303a82b5f \
     --hash=sha256:81a9e26dd42fd28a23a2d169d86d7ac03b46e2f8b59ed4698fb4785f946d0176
     # via feast (pyproject.toml)
-pyjwt==2.12.1 \
-    --hash=sha256:28ca37c070cad8ba8cd9790cd940535d40274d22f80ab87f3ac6a713e6e8454c \
-    --hash=sha256:c74a7a2adf861c04d002db713dd85f84beb242228e671280bf709d765b03672b
+pyjwt==2.13.0 \
+    --hash=sha256:41571c89ca91598c79e8ef18a2d07367d4810fbbd6f637794879baf1b7703423 \
+    --hash=sha256:66adcc2aff09b3f1bbd95fc1e1577df8ac8723c978552fd43304c8a290ac5728
     # via feast (pyproject.toml)
 python-dateutil==2.9.0.post0 \
     --hash=sha256:37dd54208da7e1cd875388217d5e00ebd4179249f90fb72437e91a35459a0ad3 \
@@ -994,9 +959,9 @@ python-dotenv==1.2.2 \
     --hash=sha256:1d8214789a24de455a8b8bd8ae6fe3c6b69a5e3d64aa8a8e5d68e694bbcb285a \
     --hash=sha256:2c371a91fbd7ba082c2c1dc1f8bf89ca22564a087c2c287cd9b662adde799cf3
     # via uvicorn
-pytz==2026.1.post1 \
-    --hash=sha256:3378dde6a0c3d26719182142c56e60c7f9af7e968076f31aae569d72a0358ee1 \
-    --hash=sha256:f2fd16142fda348286a75e1a524be810bb05d444e5a081f37f7affc635035f7a
+pytz==2026.3.post1 \
+    --hash=sha256:2211d3fcf9a797d3405cac96ac7f61d80e6a644f72a3309607282fe8a2010c5d \
+    --hash=sha256:dd95840dd199baea12d9cc096a1d452caa6596a1c1e4b5f3dbd1541855d5e815
     # via pandas
 pyyaml==6.0.3 \
     --hash=sha256:00c4bdeba853cc34e7dd471f16b4114f4162dc03e6b7afcc2128711f0eca823c \
@@ -1076,208 +1041,80 @@ pyyaml==6.0.3 \
     #   feast (pyproject.toml)
     #   dask
     #   uvicorn
-referencing==0.37.0 \
-    --hash=sha256:381329a9f99628c9069361716891d34ad94af76e461dcb0335825aecc7692231 \
-    --hash=sha256:44aefc3142c5b842538163acb373e24cce6632bd54bdb01b21ad5863489f50d8
-    # via
-    #   jsonschema
-    #   jsonschema-specifications
-requests==2.33.1 \
-    --hash=sha256:18817f8c57c6263968bc123d237e3b8b08ac046f5456bd1e307ee8f4250d3517 \
-    --hash=sha256:4e6d1ef462f3626a1f0a0a9c42dd93c63bad33f9f1c1937509b8c5c8718ab56a
+requests==2.34.2 \
+    --hash=sha256:2a0d60c172f83ac6ab31e4554906c0f3b3588d37b5cb939b1c061f4907e278e0 \
+    --hash=sha256:f288924cae4e29463698d6d60bc6a4da69c89185ad1e0bcc4104f584e960b9ed
     # via feast (pyproject.toml)
-rpds-py==0.30.0 \
-    --hash=sha256:07ae8a593e1c3c6b82ca3292efbe73c30b61332fd612e05abee07c79359f292f \
-    --hash=sha256:0a59119fc6e3f460315fe9d08149f8102aa322299deaa5cab5b40092345c2136 \
-    --hash=sha256:0c0e95f6819a19965ff420f65578bacb0b00f251fefe2c8b23347c37174271f3 \
-    --hash=sha256:0d08f00679177226c4cb8c5265012eea897c8ca3b93f429e546600c971bcbae7 \
-    --hash=sha256:0ed177ed9bded28f8deb6ab40c183cd1192aa0de40c12f38be4d59cd33cb5c65 \
-    --hash=sha256:12f90dd7557b6bd57f40abe7747e81e0c0b119bef015ea7726e69fe550e394a4 \
-    --hash=sha256:1726859cd0de969f88dc8673bdd954185b9104e05806be64bcd87badbe313169 \
-    --hash=sha256:1ab5b83dbcf55acc8b08fc62b796ef672c457b17dbd7820a11d6c52c06839bdf \
-    --hash=sha256:1b151685b23929ab7beec71080a8889d4d6d9fa9a983d213f07121205d48e2c4 \
-    --hash=sha256:1f3587eb9b17f3789ad50824084fa6f81921bbf9a795826570bda82cb3ed91f2 \
-    --hash=sha256:250fa00e9543ac9b97ac258bd37367ff5256666122c2d0f2bc97577c60a1818c \
-    --hash=sha256:2771c6c15973347f50fece41fc447c054b7ac2ae0502388ce3b6738cd366e3d4 \
-    --hash=sha256:27f4b0e92de5bfbc6f86e43959e6edd1425c33b5e69aab0984a72047f2bcf1e3 \
-    --hash=sha256:2e6ecb5a5bcacf59c3f912155044479af1d0b6681280048b338b28e364aca1f6 \
-    --hash=sha256:32c8528634e1bf7121f3de08fa85b138f4e0dc47657866630611b03967f041d7 \
-    --hash=sha256:33f559f3104504506a44bb666b93a33f5d33133765b0c216a5bf2f1e1503af89 \
-    --hash=sha256:3896fa1be39912cf0757753826bc8bdc8ca331a28a7c4ae46b7a21280b06bb85 \
-    --hash=sha256:389a2d49eded1896c3d48b0136ead37c48e221b391c052fba3f4055c367f60a6 \
-    --hash=sha256:39c02563fc592411c2c61d26b6c5fe1e51eaa44a75aa2c8735ca88b0d9599daa \
-    --hash=sha256:3adbb8179ce342d235c31ab8ec511e66c73faa27a47e076ccc92421add53e2bb \
-    --hash=sha256:3d4a69de7a3e50ffc214ae16d79d8fbb0922972da0356dcf4d0fdca2878559c6 \
-    --hash=sha256:3e62880792319dbeb7eb866547f2e35973289e7d5696c6e295476448f5b63c87 \
-    --hash=sha256:3e8eeb0544f2eb0d2581774be4c3410356eba189529a6b3e36bbbf9696175856 \
-    --hash=sha256:422c3cb9856d80b09d30d2eb255d0754b23e090034e1deb4083f8004bd0761e4 \
-    --hash=sha256:4559c972db3a360808309e06a74628b95eaccbf961c335c8fe0d590cf587456f \
-    --hash=sha256:46e83c697b1f1c72b50e5ee5adb4353eef7406fb3f2043d64c33f20ad1c2fc53 \
-    --hash=sha256:47b0ef6231c58f506ef0b74d44e330405caa8428e770fec25329ed2cb971a229 \
-    --hash=sha256:47e77dc9822d3ad616c3d5759ea5631a75e5809d5a28707744ef79d7a1bcfcad \
-    --hash=sha256:47f236970bccb2233267d89173d3ad2703cd36a0e2a6e92d0560d333871a3d23 \
-    --hash=sha256:47f9a91efc418b54fb8190a6b4aa7813a23fb79c51f4bb84e418f5476c38b8db \
-    --hash=sha256:495aeca4b93d465efde585977365187149e75383ad2684f81519f504f5c13038 \
-    --hash=sha256:4c5f36a861bc4b7da6516dbdf302c55313afa09b81931e8280361a4f6c9a2d27 \
-    --hash=sha256:4cc2206b76b4f576934f0ed374b10d7ca5f457858b157ca52064bdfc26b9fc00 \
-    --hash=sha256:4e7fc54e0900ab35d041b0601431b0a0eb495f0851a0639b6ef90f7741b39a18 \
-    --hash=sha256:51a1234d8febafdfd33a42d97da7a43f5dcb120c1060e352a3fbc0c6d36e2083 \
-    --hash=sha256:55f66022632205940f1827effeff17c4fa7ae1953d2b74a8581baaefb7d16f8c \
-    --hash=sha256:58edca431fb9b29950807e301826586e5bbf24163677732429770a697ffe6738 \
-    --hash=sha256:5965af57d5848192c13534f90f9dd16464f3c37aaf166cc1da1cae1fd5a34898 \
-    --hash=sha256:5ba103fb455be00f3b1c2076c9d4264bfcb037c976167a6047ed82f23153f02e \
-    --hash=sha256:5d4c2aa7c50ad4728a094ebd5eb46c452e9cb7edbfdb18f9e1221f597a73e1e7 \
-    --hash=sha256:61046904275472a76c8c90c9ccee9013d70a6d0f73eecefd38c1ae7c39045a08 \
-    --hash=sha256:613aa4771c99f03346e54c3f038e4cc574ac09a3ddfb0e8878487335e96dead6 \
-    --hash=sha256:626a7433c34566535b6e56a1b39a7b17ba961e97ce3b80ec62e6f1312c025551 \
-    --hash=sha256:669b1805bd639dd2989b281be2cfd951c6121b65e729d9b843e9639ef1fd555e \
-    --hash=sha256:679ae98e00c0e8d68a7fda324e16b90fd5260945b45d3b824c892cec9eea3288 \
-    --hash=sha256:67b02ec25ba7a9e8fa74c63b6ca44cf5707f2fbfadae3ee8e7494297d56aa9df \
-    --hash=sha256:68f19c879420aa08f61203801423f6cd5ac5f0ac4ac82a2368a9fcd6a9a075e0 \
-    --hash=sha256:692bef75a5525db97318e8cd061542b5a79812d711ea03dbc1f6f8dbb0c5f0d2 \
-    --hash=sha256:6abc8880d9d036ecaafe709079969f56e876fcf107f7a8e9920ba6d5a3878d05 \
-    --hash=sha256:6bdfdb946967d816e6adf9a3d8201bfad269c67efe6cefd7093ef959683c8de0 \
-    --hash=sha256:6de2a32a1665b93233cde140ff8b3467bdb9e2af2b91079f0333a0974d12d464 \
-    --hash=sha256:73c67f2db7bc334e518d097c6d1e6fed021bbc9b7d678d6cc433478365d1d5f5 \
-    --hash=sha256:74a3243a411126362712ee1524dfc90c650a503502f135d54d1b352bd01f2404 \
-    --hash=sha256:76fec018282b4ead0364022e3c54b60bf368b9d926877957a8624b58419169b7 \
-    --hash=sha256:7c64d38fb49b6cdeda16ab49e35fe0da2e1e9b34bc38bd78386530f218b37139 \
-    --hash=sha256:7cee9c752c0364588353e627da8a7e808a66873672bcb5f52890c33fd965b394 \
-    --hash=sha256:7e6ecfcb62edfd632e56983964e6884851786443739dbfe3582947e87274f7cb \
-    --hash=sha256:806f36b1b605e2d6a72716f321f20036b9489d29c51c91f4dd29a3e3afb73b15 \
-    --hash=sha256:858738e9c32147f78b3ac24dc0edb6610000e56dc0f700fd5f651d0a0f0eb9ff \
-    --hash=sha256:8d6d1cc13664ec13c1b84241204ff3b12f9bb82464b8ad6e7a5d3486975c2eed \
-    --hash=sha256:9027da1ce107104c50c81383cae773ef5c24d296dd11c99e2629dbd7967a20c6 \
-    --hash=sha256:922e10f31f303c7c920da8981051ff6d8c1a56207dbdf330d9047f6d30b70e5e \
-    --hash=sha256:945dccface01af02675628334f7cf49c2af4c1c904748efc5cf7bbdf0b579f95 \
-    --hash=sha256:946fe926af6e44f3697abbc305ea168c2c31d3e3ef1058cf68f379bf0335a78d \
-    --hash=sha256:95f0802447ac2d10bcc69f6dc28fe95fdf17940367b21d34e34c737870758950 \
-    --hash=sha256:9854cf4f488b3d57b9aaeb105f06d78e5529d3145b1e4a41750167e8c213c6d3 \
-    --hash=sha256:993914b8e560023bc0a8bf742c5f303551992dcb85e247b1e5c7f4a7d145bda5 \
-    --hash=sha256:99b47d6ad9a6da00bec6aabe5a6279ecd3c06a329d4aa4771034a21e335c3a97 \
-    --hash=sha256:9a4e86e34e9ab6b667c27f3211ca48f73dba7cd3d90f8d5b11be56e5dbc3fb4e \
-    --hash=sha256:9cf69cdda1f5968a30a359aba2f7f9aa648a9ce4b580d6826437f2b291cfc86e \
-    --hash=sha256:a090322ca841abd453d43456ac34db46e8b05fd9b3b4ac0c78bcde8b089f959b \
-    --hash=sha256:a1010ed9524c73b94d15919ca4d41d8780980e1765babf85f9a2f90d247153dd \
-    --hash=sha256:a161f20d9a43006833cd7068375a94d035714d73a172b681d8881820600abfad \
-    --hash=sha256:a1d0bc22a7cdc173fedebb73ef81e07faef93692b8c1ad3733b67e31e1b6e1b8 \
-    --hash=sha256:a2bffea6a4ca9f01b3f8e548302470306689684e61602aa3d141e34da06cf425 \
-    --hash=sha256:a452763cc5198f2f98898eb98f7569649fe5da666c2dc6b5ddb10fde5a574221 \
-    --hash=sha256:a4796a717bf12b9da9d3ad002519a86063dcac8988b030e405704ef7d74d2d9d \
-    --hash=sha256:a51033ff701fca756439d641c0ad09a41d9242fa69121c7d8769604a0a629825 \
-    --hash=sha256:a8fa71a2e078c527c3e9dc9fc5a98c9db40bcc8a92b4e8858e36d329f8684b51 \
-    --hash=sha256:ac37f9f516c51e5753f27dfdef11a88330f04de2d564be3991384b2f3535d02e \
-    --hash=sha256:ac98b175585ecf4c0348fd7b29c3864bda53b805c773cbf7bfdaffc8070c976f \
-    --hash=sha256:acd7eb3f4471577b9b5a41baf02a978e8bdeb08b4b355273994f8b87032000a8 \
-    --hash=sha256:ad1fa8db769b76ea911cb4e10f049d80bf518c104f15b3edb2371cc65375c46f \
-    --hash=sha256:b40fb160a2db369a194cb27943582b38f79fc4887291417685f3ad693c5a1d5d \
-    --hash=sha256:b4dc1a6ff022ff85ecafef7979a2c6eb423430e05f1165d6688234e62ba99a07 \
-    --hash=sha256:ba3af48635eb83d03f6c9735dfb21785303e73d22ad03d489e88adae6eab8877 \
-    --hash=sha256:ba81a9203d07805435eb06f536d95a266c21e5b2dfbf6517748ca40c98d19e31 \
-    --hash=sha256:c2262bdba0ad4fc6fb5545660673925c2d2a5d9e2e0fb603aad545427be0fc58 \
-    --hash=sha256:c77afbd5f5250bf27bf516c7c4a016813eb2d3e116139aed0096940c5982da94 \
-    --hash=sha256:ca28829ae5f5d569bb62a79512c842a03a12576375d5ece7d2cadf8abe96ec28 \
-    --hash=sha256:cdc62c8286ba9bf7f47befdcea13ea0e26bf294bda99758fd90535cbaf408000 \
-    --hash=sha256:d948b135c4693daff7bc2dcfc4ec57237a29bd37e60c2fabf5aff2bbacf3e2f1 \
-    --hash=sha256:d96c2086587c7c30d44f31f42eae4eac89b60dabbac18c7669be3700f13c3ce1 \
-    --hash=sha256:d9a0ca5da0386dee0655b4ccdf46119df60e0f10da268d04fe7cc87886872ba7 \
-    --hash=sha256:da279aa314f00acbb803da1e76fa18666778e8a8f83484fba94526da5de2cba7 \
-    --hash=sha256:dbd936cde57abfee19ab3213cf9c26be06d60750e60a8e4dd85d1ab12c8b1f40 \
-    --hash=sha256:dc4f992dfe1e2bc3ebc7444f6c7051b4bc13cd8e33e43511e8ffd13bf407010d \
-    --hash=sha256:dc824125c72246d924f7f796b4f63c1e9dc810c7d9e2355864b3c3a73d59ade0 \
-    --hash=sha256:dd8ff7cf90014af0c0f787eea34794ebf6415242ee1d6fa91eaba725cc441e84 \
-    --hash=sha256:dea5b552272a944763b34394d04577cf0f9bd013207bc32323b5a89a53cf9c2f \
-    --hash=sha256:dff13836529b921e22f15cb099751209a60009731a68519630a24d61f0b1b30a \
-    --hash=sha256:e0b65193a413ccc930671c55153a03ee57cecb49e6227204b04fae512eb657a7 \
-    --hash=sha256:e5d3e6b26f2c785d65cc25ef1e5267ccbe1b069c5c21b8cc724efee290554419 \
-    --hash=sha256:e7536cd91353c5273434b4e003cbda89034d67e7710eab8761fd918ec6c69cf8 \
-    --hash=sha256:eb0b93f2e5c2189ee831ee43f156ed34e2a89a78a66b98cadad955972548be5a \
-    --hash=sha256:eb2c4071ab598733724c08221091e8d80e89064cd472819285a9ab0f24bcedb9 \
-    --hash=sha256:ec7c4490c672c1a0389d319b3a9cfcd098dcdc4783991553c332a15acf7249be \
-    --hash=sha256:ee454b2a007d57363c2dfd5b6ca4a5d7e2c518938f8ed3b706e37e5d470801ed \
-    --hash=sha256:ee6af14263f25eedc3bb918a3c04245106a42dfd4f5c2285ea6f997b1fc3f89a \
-    --hash=sha256:f14fc5df50a716f7ece6a80b6c78bb35ea2ca47c499e422aa4463455dd96d56d \
-    --hash=sha256:f207f69853edd6f6700b86efb84999651baf3789e78a466431df1331608e5324 \
-    --hash=sha256:f251c812357a3fed308d684a5079ddfb9d933860fc6de89f2b7ab00da481e65f \
-    --hash=sha256:f83424d738204d9770830d35290ff3273fbb02b41f919870479fab14b9d303b2 \
-    --hash=sha256:f8d1736cfb49381ba528cd5baa46f82fdc65c06e843dab24dd70b63d09121b3f \
-    --hash=sha256:fe5fa731a1fa8a0a56b0977413f8cacac1768dad38d16b3a296712709476fbd5
-    # via
-    #   jsonschema
-    #   referencing
 six==1.17.0 \
     --hash=sha256:4721f391ed90541fddacab5acf947aa0d3dc7d27b2e1e8eda2be8970586c3274 \
     --hash=sha256:ff70335d468e7eb6ec65b95b99d3a2836546063f63acc5171de367e834932a81
     # via python-dateutil
-sqlalchemy[mypy]==2.0.49 \
-    --hash=sha256:01146546d84185f12721a1d2ce0c6673451a7894d1460b592d378ca4871a0c72 \
-    --hash=sha256:059d7151fff513c53a4638da8778be7fce81a0c4854c7348ebd0c4078ddf28fe \
-    --hash=sha256:0c98c59075b890df8abfcc6ad632879540f5791c68baebacb4f833713b510e75 \
-    --hash=sha256:0f2fa354ba106eafff2c14b0cc51f22801d1e8b2e4149342023bd6f0955de5f5 \
-    --hash=sha256:12b04d1db2663b421fe072d638a138460a51d5a862403295671c4f3987fb9148 \
-    --hash=sha256:22d8798819f86720bc646ab015baff5ea4c971d68121cb36e2ebc2ee43ead2b7 \
-    --hash=sha256:233088b4b99ebcbc5258c755a097aa52fbf90727a03a5a80781c4b9c54347a2e \
-    --hash=sha256:24bd94bb301ec672d8f0623eba9226cc90d775d25a0c92b5f8e4965d7f3a1518 \
-    --hash=sha256:275424295f4256fd301744b8f335cff367825d270f155d522b30c7bf49903ee7 \
-    --hash=sha256:32fe6a41ad97302db2931f05bb91abbcc65b5ce4c675cd44b972428dd2947700 \
-    --hash=sha256:334edbcff10514ad1d66e3a70b339c0a29886394892490119dbb669627b17717 \
-    --hash=sha256:3bb9ec6436a820a4c006aad1ac351f12de2f2dbdaad171692ee457a02429b672 \
-    --hash=sha256:3ddcb27fb39171de36e207600116ac9dfd4ae46f86c82a9bf3934043e80ebb88 \
-    --hash=sha256:42e8804962f9e6f4be2cbaedc0c3718f08f60a16910fa3d86da5a1e3b1bfe60f \
-    --hash=sha256:43d044780732d9e0381ac8d5316f95d7f02ef04d6e4ef6dc82379f09795d993f \
-    --hash=sha256:46796877b47034b559a593d7e4b549aba151dae73f9e78212a3478161c12ab08 \
-    --hash=sha256:46d51518d53edfbe0563662c96954dc8fcace9832332b914375f45a99b77cc9a \
-    --hash=sha256:47604cb2159f8bbd5a1ab48a714557156320f20871ee64d550d8bf2683d980d3 \
-    --hash=sha256:4bbccb45260e4ff1b7db0be80a9025bb1e6698bdb808b83fff0000f7a90b2c0b \
-    --hash=sha256:4d4e5a0ceba319942fa6b585cf82539288a61e314ef006c1209f734551ab9536 \
-    --hash=sha256:55250fe61d6ebfd6934a272ee16ef1244e0f16b7af6cd18ab5b1fc9f08631db0 \
-    --hash=sha256:566df36fd0e901625523a5a1835032f1ebdd7f7886c54584143fa6c668b4df3b \
-    --hash=sha256:57ca426a48eb2c682dae8204cd89ea8ab7031e2675120a47924fabc7caacbc2a \
-    --hash=sha256:5e61abbec255be7b122aa461021daa7c3f310f3e743411a67079f9b3cc91ece3 \
-    --hash=sha256:618a308215b6cececb6240b9abde545e3acdabac7ae3e1d4e666896bf5ba44b4 \
-    --hash=sha256:62557958002b69699bdb7f5137c6714ca1133f045f97b3903964f47db97ea339 \
-    --hash=sha256:6270d717b11c5476b0cbb21eedc8d4dbb7d1a956fd6c15a23e96f197a6193158 \
-    --hash=sha256:685e93e9c8f399b0c96a624799820176312f5ceef958c0f88215af4013d29066 \
-    --hash=sha256:69469ce8ce7a8df4d37620e3163b71238719e1e2e5048d114a1b6ce0fbf8c662 \
-    --hash=sha256:6eb188b84269f357669b62cb576b5b918de10fb7c728a005fa0ebb0b758adce1 \
-    --hash=sha256:74ab4ee7794d7ed1b0c37e7333640e0f0a626fc7b398c07a7aef52f484fddde3 \
-    --hash=sha256:77641d299179c37b89cf2343ca9972c88bb6eef0d5fc504a2f86afd15cd5adf5 \
-    --hash=sha256:7c821c47ecfe05cc32140dcf8dc6fd5d21971c86dbd56eabfe5ba07a64910c01 \
-    --hash=sha256:7d6be30b2a75362325176c036d7fb8d19e8846c77e87683ffaa8177b35135613 \
-    --hash=sha256:7f605a456948c35260e7b2a39f8952a26f077fd25653c37740ed186b90aaa68a \
-    --hash=sha256:83101a6930332b87653886c01d1ee7e294b1fe46a07dd9a2d2b4f91bcc88eec0 \
-    --hash=sha256:88690f4e1f0fbf5339bedbb127e240fec1fd3070e9934c0b7bef83432f779d2f \
-    --hash=sha256:8a97ac839c2c6672c4865e48f3cbad7152cee85f4233fb4ca6291d775b9b954a \
-    --hash=sha256:8d6efc136f44a7e8bc8088507eaabbb8c2b55b3dbb63fe102c690da0ddebe55e \
-    --hash=sha256:8e20e511dc15265fb433571391ba313e10dd8ea7e509d51686a51313b4ac01a2 \
-    --hash=sha256:951d4a210744813be63019f3df343bf233b7432aadf0db54c75802247330d3af \
-    --hash=sha256:9ac7a3e245fd0310fd31495eb61af772e637bdf7d88ee81e7f10a3f271bff014 \
-    --hash=sha256:9b1c058c171b739e7c330760044803099c7fff11511e3ab3573e5327116a9c33 \
-    --hash=sha256:9c04bff9a5335eb95c6ecf1c117576a0aa560def274876fd156cfe5510fccc61 \
-    --hash=sha256:9c4969a86e41454f2858256c39bdfb966a20961e9b58bf8749b65abf447e9a8d \
-    --hash=sha256:9e0400fa22f79acc334d9a6b185dc00a44a8e6578aa7e12d0ddcd8434152b187 \
-    --hash=sha256:a05977bffe9bffd2229f477fa75eabe3192b1b05f408961d1bebff8d1cd4d401 \
-    --hash=sha256:a143af2ea6672f2af3f44ed8f9cd020e9cc34c56f0e8db12019d5d9ecf41cb3b \
-    --hash=sha256:a51d3db74ba489266ef55c7a4534eb0b8db9a326553df481c11e5d7660c8364d \
-    --hash=sha256:b95b2f470c1b2683febd2e7eab1d3f0e078c91dbdd0b00e9c645d07a413bb99f \
-    --hash=sha256:b9870d15ef00e4d0559ae10ee5bc71b654d1f20076dbe8bc7ed19b4c0625ceba \
-    --hash=sha256:c1dc3368794d522f43914e03312202523cc89692f5389c32bea0233924f8d977 \
-    --hash=sha256:c338ec6ec01c0bc8e735c58b9f5d51e75bacb6ff23296658826d7cfdfdb8678a \
-    --hash=sha256:c5070135e1b7409c4161133aa525419b0062088ed77c92b1da95366ec5cbebbe \
-    --hash=sha256:cc992c6ed024c8c3c592c5fc9846a03dd68a425674900c70122c77ea16c5fb0b \
-    --hash=sha256:d15950a57a210e36dd4cec1aac22787e2a4d57ba9318233e2ef8b2daf9ff2d5f \
-    --hash=sha256:d898cc2c76c135ef65517f4ddd7a3512fb41f23087b0650efb3418b8389a3cd1 \
-    --hash=sha256:d99945830a6f3e9638d89a28ed130b1eb24c91255e4f24366fbe699b983f29e4 \
-    --hash=sha256:da9b91bca419dc9b9267ffadde24eae9b1a6bffcd09d0a207e5e3af99a03ce0d \
-    --hash=sha256:df2d441bacf97022e81ad047e1597552eb3f83ca8a8f1a1fdd43cd7fe3898120 \
-    --hash=sha256:e06e617e3d4fd9e51d385dfe45b077a41e9d1b033a7702551e3278ac597dc750 \
-    --hash=sha256:ec44cfa7ef1a728e88ad41674de50f6db8cfdb3e2af84af86e0041aaf02d43d0 \
-    --hash=sha256:fb37f15714ec2652d574f021d479e78cd4eb9d04396dca36568fdfffb3487982
+sqlalchemy[mypy]==2.0.51 \
+    --hash=sha256:0378d055e9e8cd6ce4d8dff683bdd3d7d413533c4ee51d67a2b1e0f9eacc0f23 \
+    --hash=sha256:0592bdadf86ddcabfd72d9ab66ea8a5d8d2cc6be1cc51fa7e66c03868ac5eac1 \
+    --hash=sha256:08a204d8b5638717c26a24df18fcf40af45a6b22e35b70b1d62f0113c2e278e8 \
+    --hash=sha256:0c2c62877097e1a0db401fba5cb4debee33265e5b2a55c4ccb489c02c53b4f72 \
+    --hash=sha256:0e8203d2fbd5c6254692ef0a72c740d75b2f3c7ca345404f4c1a4604813c77c0 \
+    --hash=sha256:0f053118c30e53161857a953e4de667d90e274980dccbe5dd3829bbbeece72a5 \
+    --hash=sha256:0f6bcad487aee1c638d707235682fc96f741de00663619881ab235400d03289e \
+    --hash=sha256:111604e637da87031255ddc26c7d7bc22bc6af6f5d459ccff3af1b4660233a85 \
+    --hash=sha256:1181256e0f16479691b5616d36375dc2620ad8332b25978763c3d206ad3f3f1d \
+    --hash=sha256:159bb6ba32059f57ad7375a8f50d844dd2f19d14954ecf820cd33e20debd46b2 \
+    --hash=sha256:1aa10c0daee6705294d181daadaa793221e1a59ed55000a3fab1d42b088ce4ba \
+    --hash=sha256:1af05726b3d0cdba1c55284bf408fd3b792e690fe2399bfb8304565551cda652 \
+    --hash=sha256:1bed1ee8b01da6088210aa9412023326fb98a599ba502e6118308601dcbef77f \
+    --hash=sha256:1d21ce524ab86c23046e992a5b81cb54c21079c6df6e78b8fc77d77cac70a6b9 \
+    --hash=sha256:1e47b1199c2e832e325eacabc8d32d2487f58c9358f97e9a00f5eb93c5680d84 \
+    --hash=sha256:247acaa29ccef6250dfd6a3eedf8f94ddf23564180a39fe362e32ae9dbdbde46 \
+    --hash=sha256:2a97eaad21c84b4ef8010b11eeba9fe6153eb0b3df3ff8b6abc309df1b978ef7 \
+    --hash=sha256:2cf39aabdf48e87c1c2c2ed6d20d33ffa0733b3071ce9c5f66357947dd009080 \
+    --hash=sha256:2e54ff2dd657f2e3e0fbf2b097db1182f7bfea263eca4353f00065bae2a67c3d \
+    --hash=sha256:39a76529db6305693d8d4affa58ad5b5e2e18edd62daea628b29b97930b3513d \
+    --hash=sha256:4004ada0aafe8ae1991b2cd1d99c6d9146126e123bd6f883c260d974aa012e54 \
+    --hash=sha256:436728ce18a80f6951a1e11cc6112c2ede9faf20766f1a26195a7c441ca12dbd \
+    --hash=sha256:483b11bd46bf35fc14c52faf338b04300c9e6ce554bce9b11be85bfec3bc3195 \
+    --hash=sha256:4a011ea4510683319ce4ed274b56ee05194b39b6da9d09ca7a39388f0fa84dcc \
+    --hash=sha256:581921d849d6e6f994d560389192955e80e2950e18fcdfe2ccea863e01158e6e \
+    --hash=sha256:59cab3686b1bc039dd9cded2f8d0c08a246e84e76bd4ab5b4f18c7cdae293825 \
+    --hash=sha256:6b588fd681ddf0c196b8df1ea49a8913514894b2b8f945a9511b4b48871f99c8 \
+    --hash=sha256:6e46fc36029eff666391e0531e5387b62ce6c4f1d8e50b3fb3099eaca1b42522 \
+    --hash=sha256:6ea306caaae6bd5afd0a46050003c88f6bf33227377a49298c498c3cb88ff491 \
+    --hash=sha256:72ca54c952107ba5cd58854b67a5a6268631289d21651a1235396f3b98b47400 \
+    --hash=sha256:740cf6f35351b1ac3d82369152acf1d51d37e3dcf85d4dc0a22ca01410eabe2a \
+    --hash=sha256:7c2056838b6685b72fdb36c99996cf862753461a62f2e84f4196371d3b2d6a07 \
+    --hash=sha256:7c6b36ed71f41942bdcd2ad2522be46bfce09d5705be5640ecf19bbc7660e4b7 \
+    --hash=sha256:7d78702b26ba1c18b2d0fb2ea940ba7f17a9581b42e8361ff93920ebbee1235a \
+    --hash=sha256:804dccd8a4a6242c4e30ad961e540e18a588f6527202f2d6791b01845d59fdc9 \
+    --hash=sha256:9161cfc9efce70d1715f47d6ff40f79c6778c00d53be4fbc09d70301e4b83ba7 \
+    --hash=sha256:96747bfbadb055466e5b46d572618170046b45ce5a4879167f50d70a5319a499 \
+    --hash=sha256:9f380393be5abeb6815f68fd39271b95127173511b6706b0a630a9995d53f8f5 \
+    --hash=sha256:a42ad6afcbaaa777241e347aa2e29155993045a0d6b7db74da61053ffe875fe0 \
+    --hash=sha256:a5b2ed6d828f1f09bd812861f4f59ca3bc3803f9df871f4555187f0faf018604 \
+    --hash=sha256:a6d26094615306d116dd5e4a51b0304c99dd2356fc569eed6922a80a6bd3b265 \
+    --hash=sha256:aa18ae738b5170e253ad0bb6c4b0f07585081e8a6e50893e4d911d47b39a0904 \
+    --hash=sha256:ad30ae663711786303fbcd46a47516302d201ee49a877cb3fac61f672895110a \
+    --hash=sha256:b21f0e7efc7a5c509e953784e9d1575ebb8b4318960e7e7d7a93bb803626cf64 \
+    --hash=sha256:b3e693d15533a45cd5906f0589f9c35090bef6ef45bf1e8195c424aa0ae06a8d \
+    --hash=sha256:b7f08588854bbb724041d9ae9d980d40040c922382e1d9a2ecb390edc4fd5032 \
+    --hash=sha256:b93ab07b5292dbe7e6b8da89475275e7042744283921344b56105f3eeb0f828b \
+    --hash=sha256:bb024d8b621d0be75f4f44ecc7c950450026e76d66dc8f791bb5331d7fed59d5 \
+    --hash=sha256:bb1f5062f98b0b3290e72b707747fdd7e0f22d6956b236ba7ca7f5c9971d2da2 \
+    --hash=sha256:c45a496d6bc05dec41dcd4c3a2b183723f47473255c159cd80b503c8f246424d \
+    --hash=sha256:c5d98a2709840027f5a347c3af0a7c3d5f6c1ff93af2ca1c54494e23cba8f389 \
+    --hash=sha256:c68568f3facf8f66fa76c60e0ced69b67666ffa9941d1d0a3756fda196049080 \
+    --hash=sha256:c95ef01f53233a305a874a44a63fbfb1d81cd79b49de0f8529b3548cde437e37 \
+    --hash=sha256:ca216e8af5c05e326efc7e28716ac2381a7cf9791749f5ee1849dccdc99c9b00 \
+    --hash=sha256:ca8435d13829b92f4a97362d91975154a4015db3a2634154e1754e9a915e6b86 \
+    --hash=sha256:dc261707bf5739aea8a541593f3cc1d463c2701fb05fbcbba0ce031b69a21260 \
+    --hash=sha256:e5ea1a213be1fcd5e49d9904c3b9939211ded90bc2a64e93f4c01963474285de \
+    --hash=sha256:fa268106c8987639a17a18514cfe0cd9bf17420ab887e1e1bf486da8836135b1
     # via feast (pyproject.toml)
-starlette==1.0.0 \
-    --hash=sha256:6a4beaf1f81bb472fd19ea9b918b50dc3a77a6f2e190a12954b25e6ed5eea149 \
-    --hash=sha256:d3ec55e0bb321692d275455ddfd3df75fff145d009685eb40dc91fc66b03d38b
-    # via fastapi
+starlette==1.3.1 \
+    --hash=sha256:05d0213193f2fbaae60e2ecb593b4add4262ad4e46536b54abe36f11a71724e0 \
+    --hash=sha256:c7372aae11c3c3f26a42df7bd626cec2f47d03483d261d369516a615a53714c6
+    # via
+    #   feast (pyproject.toml)
+    #   fastapi
 tabulate==0.10.0 \
     --hash=sha256:e2cfde8f79420f6deeffdeda9aaec3b6bc5abce947655d17ac662b126e48a60d \
     --hash=sha256:f0b0622e567335c8fabaaa659f1b33bcb6ddfe2e496071b743aa113f8774f2d3
@@ -1296,24 +1133,23 @@ toolz==1.1.0 \
     # via
     #   dask
     #   partd
-tqdm==4.67.3 \
-    --hash=sha256:7d825f03f89244ef73f1d4ce193cb1774a8179fd96f31d7e1dcde62092b960bb \
-    --hash=sha256:ee1e4c0e59148062281c49d80b25b67771a127c85fc9676d3be5f243206826bf
+tqdm==4.70.0 \
+    --hash=sha256:55b0b0dbd97462d06ebee91e4dac24ed4d4702be82b24f07e6c1d27e08cea220 \
+    --hash=sha256:7f585706bfddbdebf89daac705b2dfcc16890130727d3197ca62c732b4310953
     # via feast (pyproject.toml)
-typeguard==4.5.1 \
-    --hash=sha256:44d2bf329d49a244110a090b55f5f91aa82d9a9834ebfd30bcc73651e4a8cc40 \
-    --hash=sha256:f6f8ecbbc819c9bc749983cc67c02391e16a9b43b8b27f15dc70ed7c4a007274
+typeguard==4.6.0 \
+    --hash=sha256:79878165bb86f2cf5d41d159a0ff1792a796cf496882d2fe1b1c6c7049b9cdd7 \
+    --hash=sha256:e7414f09111317de3e335de92cd397c5c0ca00b1cc1676de12e1d444a79b3f21
     # via feast (pyproject.toml)
-typing-extensions==4.15.0 \
-    --hash=sha256:0cea48d173cc12fa28ecabc3b837ea3cf6f38c6d1136f85cbaaf598984861466 \
-    --hash=sha256:f0fa19c6845758ab08074a0cfa8b7aecb71c999ca73d62883bc25cc018c4e548
+typing-extensions==4.16.0 \
+    --hash=sha256:481caa481374e813c1b176ada14e97f1f67a4539ce9cfeb3f350d78d6370c2e8 \
+    --hash=sha256:dc983d19a509c94dba722ee6abd33940f7c05a89e243c47e907eb4db6f1a43e5
     # via
     #   anyio
     #   fastapi
     #   mypy
     #   pydantic
     #   pydantic-core
-    #   referencing
     #   sqlalchemy
     #   starlette
     #   typeguard
@@ -1324,23 +1160,23 @@ typing-inspection==0.4.2 \
     # via
     #   fastapi
     #   pydantic
-tzdata==2026.2 \
-    --hash=sha256:9173fde7d80d9018e02a662e168e5a2d04f87c41ea174b139fbef642eda62d10 \
-    --hash=sha256:bbe9af844f658da81a5f95019480da3a89415801f6cc966806612cc7169bffe7
+tzdata==2026.3 \
+    --hash=sha256:4a1518b8993086a7982523e071643f3c0e5f213e75b21318e78bcabfff9d1415 \
+    --hash=sha256:dc096730c87af6cab1b171c9d532be840741ff5d459015e7f6947bd7d7e54931
     # via pandas
-urllib3==2.6.3 \
-    --hash=sha256:1b62b6884944a57dbe321509ab94fd4d3b307075e0c2eae991ac71ee15ad38ed \
-    --hash=sha256:bf272323e553dfb2e87d9bfd225ca7b0f467b919d7bbd355436d3fd37cb0acd4
+urllib3==2.7.0 \
+    --hash=sha256:231e0ec3b63ceb14667c67be60f2f2c40a518cb38b03af60abc813da26505f4c \
+    --hash=sha256:9fb4c81ebbb1ce9531cce37674bbc6f1360472bc18ca9a553ede278ef7276897
     # via requests
-uvicorn[standard]==0.34.0 \
-    --hash=sha256:023dc038422502fa28a09c7a30bf2b6991512da7dcdb8fd35fe57cfc154126f4 \
-    --hash=sha256:404051050cd7e905de2c9a7e61790943440b3416f49cb409f965d9dcd0fa73e9
+uvicorn[standard]==0.52.0 \
+    --hash=sha256:3d887809810b89ed33501bcf0a9aba469b06ecd608158efce04bd6b48d8c9b08 \
+    --hash=sha256:ca8876ad6c1983f394157c168b39d52f6dd56dabf5602fa0982751cffc2293ae
     # via
     #   feast (pyproject.toml)
     #   uvicorn-worker
-uvicorn-worker==0.3.0 \
-    --hash=sha256:6baeab7b2162ea6b9612cbe149aa670a76090ad65a267ce8e27316ed13c7de7b \
-    --hash=sha256:ef0fe8aad27b0290a9e602a256b03f5a5da3a9e5f942414ca587b645ec77dd52
+uvicorn-worker==0.4.0 \
+    --hash=sha256:8ee5306070d8f38dce124adce488c3c0b50f20cf0c0222b12c66188da7214493 \
+    --hash=sha256:e2ed952cef976f5e9e429d7269640bbcafbd36c80aa80f1003c8c77a6797abde
     # via feast (pyproject.toml)
 uvloop==0.22.1 \
     --hash=sha256:017bd46f9e7b78e81606329d07141d3da446f8798c6baeec124260e22c262772 \
@@ -1393,177 +1229,223 @@ uvloop==0.22.1 \
     --hash=sha256:ef6f0d4cc8a9fa1f6a910230cd53545d9a14479311e87e3cb225495952eb672c \
     --hash=sha256:fe94b4564e865d968414598eea1a6de60adba0c040ba4ed05ac1300de402cd42
     # via uvicorn
-watchfiles==1.1.1 \
-    --hash=sha256:00485f441d183717038ed2e887a7c868154f216877653121068107b227a2f64c \
-    --hash=sha256:03fa0f5237118a0c5e496185cafa92878568b652a2e9a9382a5151b1a0380a43 \
-    --hash=sha256:04e78dd0b6352db95507fd8cb46f39d185cf8c74e4cf1e4fbad1d3df96faf510 \
-    --hash=sha256:059098c3a429f62fc98e8ec62b982230ef2c8df68c79e826e37b895bc359a9c0 \
-    --hash=sha256:08af70fd77eee58549cd69c25055dc344f918d992ff626068242259f98d598a2 \
-    --hash=sha256:0b495de0bb386df6a12b18335a0285dda90260f51bdb505503c02bcd1ce27a8b \
-    --hash=sha256:130e4876309e8686a5e37dba7d5e9bc77e6ed908266996ca26572437a5271e18 \
-    --hash=sha256:14e0b1fe858430fc0251737ef3824c54027bedb8c37c38114488b8e131cf8219 \
-    --hash=sha256:17ef139237dfced9da49fb7f2232c86ca9421f666d78c264c7ffca6601d154c3 \
-    --hash=sha256:1a0bb430adb19ef49389e1ad368450193a90038b5b752f4ac089ec6942c4dff4 \
-    --hash=sha256:1db5d7ae38ff20153d542460752ff397fcf5c96090c1230803713cf3147a6803 \
-    --hash=sha256:28475ddbde92df1874b6c5c8aaeb24ad5be47a11f87cde5a28ef3835932e3e94 \
-    --hash=sha256:2edc3553362b1c38d9f06242416a5d8e9fe235c204a4072e988ce2e5bb1f69f6 \
-    --hash=sha256:30f7da3fb3f2844259cba4720c3fc7138eb0f7b659c38f3bfa65084c7fc7abce \
-    --hash=sha256:311ff15a0bae3714ffb603e6ba6dbfba4065ab60865d15a6ec544133bdb21099 \
-    --hash=sha256:319b27255aacd9923b8a276bb14d21a5f7ff82564c744235fc5eae58d95422ae \
-    --hash=sha256:35c53bd62a0b885bf653ebf6b700d1bf05debb78ad9292cf2a942b23513dc4c4 \
-    --hash=sha256:36193ed342f5b9842edd3532729a2ad55c4160ffcfa3700e0d54be496b70dd43 \
-    --hash=sha256:39574d6370c4579d7f5d0ad940ce5b20db0e4117444e39b6d8f99db5676c52fd \
-    --hash=sha256:399600947b170270e80134ac854e21b3ccdefa11a9529a3decc1327088180f10 \
-    --hash=sha256:3a476189be23c3686bc2f4321dd501cb329c0a0469e77b7b534ee10129ae6374 \
-    --hash=sha256:3ad9fe1dae4ab4212d8c91e80b832425e24f421703b5a42ef2e4a1e215aff051 \
-    --hash=sha256:3bc570d6c01c206c46deb6e935a260be44f186a2f05179f52f7fcd2be086a94d \
-    --hash=sha256:3dbd8cbadd46984f802f6d479b7e3afa86c42d13e8f0f322d669d79722c8ec34 \
-    --hash=sha256:3e6f39af2eab0118338902798b5aa6664f46ff66bc0280de76fca67a7f262a49 \
-    --hash=sha256:3f53fa183d53a1d7a8852277c92b967ae99c2d4dcee2bfacff8868e6e30b15f7 \
-    --hash=sha256:3f6d37644155fb5beca5378feb8c1708d5783145f2a0f1c4d5a061a210254844 \
-    --hash=sha256:3f7eb7da0eb23aa2ba036d4f616d46906013a68caf61b7fdbe42fc8b25132e77 \
-    --hash=sha256:3fa0b59c92278b5a7800d3ee7733da9d096d4aabcfabb9a928918bd276ef9b9b \
-    --hash=sha256:421e29339983e1bebc281fab40d812742268ad057db4aee8c4d2bce0af43b741 \
-    --hash=sha256:4b943d3668d61cfa528eb949577479d3b077fd25fb83c641235437bc0b5bc60e \
-    --hash=sha256:526e86aced14a65a5b0ec50827c745597c782ff46b571dbfe46192ab9e0b3c33 \
-    --hash=sha256:52e06553899e11e8074503c8e716d574adeeb7e68913115c4b3653c53f9bae42 \
-    --hash=sha256:544364b2b51a9b0c7000a4b4b02f90e9423d97fbbf7e06689236443ebcad81ab \
-    --hash=sha256:5524298e3827105b61951a29c3512deb9578586abf3a7c5da4a8069df247cccc \
-    --hash=sha256:55c7475190662e202c08c6c0f4d9e345a29367438cf8e8037f3155e10a88d5a5 \
-    --hash=sha256:563b116874a9a7ce6f96f87cd0b94f7faf92d08d0021e837796f0a14318ef8da \
-    --hash=sha256:57ca5281a8b5e27593cb7d82c2ac927ad88a96ed406aa446f6344e4328208e9e \
-    --hash=sha256:5c85794a4cfa094714fb9c08d4a218375b2b95b8ed1666e8677c349906246c05 \
-    --hash=sha256:5f3bde70f157f84ece3765b42b4a52c6ac1a50334903c6eaf765362f6ccca88a \
-    --hash=sha256:5f3f58818dc0b07f7d9aa7fe9eb1037aecb9700e63e1f6acfed13e9fef648f5d \
-    --hash=sha256:5fac835b4ab3c6487b5dbad78c4b3724e26bcc468e886f8ba8cc4306f68f6701 \
-    --hash=sha256:620bae625f4cb18427b1bb1a2d9426dc0dd5a5ba74c7c2cdb9de405f7b129863 \
-    --hash=sha256:672b8adf25b1a0d35c96b5888b7b18699d27d4194bac8beeae75be4b7a3fc9b2 \
-    --hash=sha256:6aae418a8b323732fa89721d86f39ec8f092fc2af67f4217a2b07fd3e93c6101 \
-    --hash=sha256:6c3631058c37e4a0ec440bf583bc53cdbd13e5661bb6f465bc1d88ee9a0a4d02 \
-    --hash=sha256:6c9c9262f454d1c4d8aaa7050121eb4f3aea197360553699520767daebf2180b \
-    --hash=sha256:6e43d39a741e972bab5d8100b5cdacf69db64e34eb19b6e9af162bccf63c5cc6 \
-    --hash=sha256:7365b92c2e69ee952902e8f70f3ba6360d0d596d9299d55d7d386df84b6941fb \
-    --hash=sha256:743185e7372b7bc7c389e1badcc606931a827112fbbd37f14c537320fca08620 \
-    --hash=sha256:74472234c8370669850e1c312490f6026d132ca2d396abfad8830b4f1c096957 \
-    --hash=sha256:74d5012b7630714b66be7b7b7a78855ef7ad58e8650c73afc4c076a1f480a8d6 \
-    --hash=sha256:77a13aea58bc2b90173bc69f2a90de8e282648939a00a602e1dc4ee23e26b66d \
-    --hash=sha256:79ff6c6eadf2e3fc0d7786331362e6ef1e51125892c75f1004bd6b52155fb956 \
-    --hash=sha256:831a62658609f0e5c64178211c942ace999517f5770fe9436be4c2faeba0c0ef \
-    --hash=sha256:836398932192dae4146c8f6f737d74baeac8b70ce14831a239bdb1ca882fc261 \
-    --hash=sha256:842178b126593addc05acf6fce960d28bc5fae7afbaa2c6c1b3a7b9460e5be02 \
-    --hash=sha256:8526e8f916bb5b9a0a777c8317c23ce65de259422bba5b31325a6fa6029d33af \
-    --hash=sha256:859e43a1951717cc8de7f4c77674a6d389b106361585951d9e69572823f311d9 \
-    --hash=sha256:88863fbbc1a7312972f1c511f202eb30866370ebb8493aef2812b9ff28156a21 \
-    --hash=sha256:89eef07eee5e9d1fda06e38822ad167a044153457e6fd997f8a858ab7564a336 \
-    --hash=sha256:8c89f9f2f740a6b7dcc753140dd5e1ab9215966f7a3530d0c0705c83b401bd7d \
-    --hash=sha256:8c91ed27800188c2ae96d16e3149f199d62f86c7af5f5f4d2c61a3ed8cd3666c \
-    --hash=sha256:8ca65483439f9c791897f7db49202301deb6e15fe9f8fe2fed555bf986d10c31 \
-    --hash=sha256:8fbe85cb3201c7d380d3d0b90e63d520f15d6afe217165d7f98c9c649654db81 \
-    --hash=sha256:91d4c9a823a8c987cce8fa2690923b069966dabb196dd8d137ea2cede885fde9 \
-    --hash=sha256:9bb9f66367023ae783551042d31b1d7fd422e8289eedd91f26754a66f44d5cff \
-    --hash=sha256:a173cb5c16c4f40ab19cecf48a534c409f7ea983ab8fed0741304a1c0a31b3f2 \
-    --hash=sha256:a36d8efe0f290835fd0f33da35042a1bb5dc0e83cbc092dcf69bce442579e88e \
-    --hash=sha256:a55f3e9e493158d7bfdb60a1165035f1cf7d320914e7b7ea83fe22c6023b58fc \
-    --hash=sha256:a625815d4a2bdca61953dbba5a39d60164451ef34c88d751f6c368c3ea73d404 \
-    --hash=sha256:a916a2932da8f8ab582f242c065f5c81bed3462849ca79ee357dd9551b0e9b01 \
-    --hash=sha256:ac3cc5759570cd02662b15fbcd9d917f7ecd47efe0d6b40474eafd246f91ea18 \
-    --hash=sha256:acb08650863767cbc58bca4813b92df4d6c648459dcaa3d4155681962b2aa2d3 \
-    --hash=sha256:aebfd0861a83e6c3d1110b78ad54704486555246e542be3e2bb94195eabb2606 \
-    --hash=sha256:afaeff7696e0ad9f02cbb8f56365ff4686ab205fcf9c4c5b6fdfaaa16549dd04 \
-    --hash=sha256:b27cf2eb1dda37b2089e3907d8ea92922b673c0c427886d4edc6b94d8dfe5db3 \
-    --hash=sha256:b2cd9e04277e756a2e2d2543d65d1e2166d6fd4c9b183f8808634fda23f17b14 \
-    --hash=sha256:b9c4702f29ca48e023ffd9b7ff6b822acdf47cb1ff44cb490a3f1d5ec8987e9c \
-    --hash=sha256:bbe1ef33d45bc71cf21364df962af171f96ecaeca06bd9e3d0b583efb12aec82 \
-    --hash=sha256:bd404be08018c37350f0d6e34676bd1e2889990117a2b90070b3007f172d0610 \
-    --hash=sha256:bf0a91bfb5574a2f7fc223cf95eeea79abfefa404bf1ea5e339c0c1560ae99a0 \
-    --hash=sha256:bfb5862016acc9b869bb57284e6cb35fdf8e22fe59f7548858e2f971d045f150 \
-    --hash=sha256:bfff9740c69c0e4ed32416f013f3c45e2ae42ccedd1167ef2d805c000b6c71a5 \
-    --hash=sha256:c1f5210f1b8fc91ead1283c6fd89f70e76fb07283ec738056cf34d51e9c1d62c \
-    --hash=sha256:c2047d0b6cea13b3316bdbafbfa0c4228ae593d995030fda39089d36e64fc03a \
-    --hash=sha256:c22c776292a23bfc7237a98f791b9ad3144b02116ff10d820829ce62dff46d0b \
-    --hash=sha256:c755367e51db90e75b19454b680903631d41f9e3607fbd941d296a020c2d752d \
-    --hash=sha256:c882d69f6903ef6092bedfb7be973d9319940d56b8427ab9187d1ecd73438a70 \
-    --hash=sha256:cb467c999c2eff23a6417e58d75e5828716f42ed8289fe6b77a7e5a91036ca70 \
-    --hash=sha256:cdab464fee731e0884c35ae3588514a9bcf718d0e2c82169c1c4a85cc19c3c7f \
-    --hash=sha256:ce19e06cbda693e9e7686358af9cd6f5d61312ab8b00488bc36f5aabbaf77e24 \
-    --hash=sha256:ce70f96a46b894b36eba678f153f052967a0d06d5b5a19b336ab0dbbd029f73e \
-    --hash=sha256:cf57a27fb986c6243d2ee78392c503826056ffe0287e8794503b10fb51b881be \
-    --hash=sha256:d1715143123baeeaeadec0528bb7441103979a1d5f6fd0e1f915383fea7ea6d5 \
-    --hash=sha256:d6ff426a7cb54f310d51bfe83fe9f2bbe40d540c741dc974ebc30e6aa238f52e \
-    --hash=sha256:d7e7067c98040d646982daa1f37a33d3544138ea155536c2e0e63e07ff8a7e0f \
-    --hash=sha256:db476ab59b6765134de1d4fe96a1a9c96ddf091683599be0f26147ea1b2e4b88 \
-    --hash=sha256:dcc5c24523771db3a294c77d94771abcfcb82a0e0ee8efd910c37c59ec1b31bb \
-    --hash=sha256:de6da501c883f58ad50db3a32ad397b09ad29865b5f26f64c24d3e3281685849 \
-    --hash=sha256:e84087b432b6ac94778de547e08611266f1f8ffad28c0ee4c82e028b0fc5966d \
-    --hash=sha256:eef58232d32daf2ac67f42dea51a2c80f0d03379075d44a587051e63cc2e368c \
-    --hash=sha256:f096076119da54a6080e8920cbdaac3dbee667eb91dcc5e5b78840b87415bd44 \
-    --hash=sha256:f0ab1c1af0cb38e3f598244c17919fb1a84d1629cc08355b0074b6d7f53138ac \
-    --hash=sha256:f27db948078f3823a6bb3b465180db8ebecf26dd5dae6f6180bd87383b6b4428 \
-    --hash=sha256:f537afb3276d12814082a2e9b242bdcf416c2e8fd9f799a737990a1dbe906e5b \
-    --hash=sha256:f57b396167a2565a4e8b5e56a5a1c537571733992b226f4f1197d79e94cf0ae5 \
-    --hash=sha256:f8979280bdafff686ba5e4d8f97840f929a87ed9cdf133cbbd42f7766774d2aa \
-    --hash=sha256:f9a2ae5c91cecc9edd47e041a930490c31c3afb1f5e6d71de3dc671bfaca02bf
+watchfiles==1.2.0 \
+    --hash=sha256:01859b11fd9fbca670f4d5da00fbac282cfea9bd67a2125d8b2833a3b5617ea9 \
+    --hash=sha256:01ea8d66f0693b9b60a6541c8d10263091ca9a9060d242f3c1f3143f9aad2c98 \
+    --hash=sha256:027ae72bfdfd254862065d8b3e2a815c6ab9b1853ce41e6648ece84afd34a551 \
+    --hash=sha256:03b14855c6f35539e2d95c442ae9530a75762f1e26567152b9ed05f96534a74d \
+    --hash=sha256:054dc20fd2e3132b4c3883b4a00d72fd6e1f56fdaf89fccd12e8057d74cd74d7 \
+    --hash=sha256:094b9b70103d4e963499bdea001ee3c2697b144cd9ae6218a62c0f89ec9e31db \
+    --hash=sha256:0a105bc2283f67e8fbec74253ec2d94925de92ed72c0393f1206bf326b7b7b69 \
+    --hash=sha256:0a37faaed405c67e28e6be45a1fa4f206ef5a2860f27c237db9fa30704c38242 \
+    --hash=sha256:0c4997d4e4a55f0d02b6cde327322daf3a0400e5df6c6b15948994bf72497925 \
+    --hash=sha256:0cb4d80e212f116474a545c21c912b445f16bb0cef9e6a73a498164223e14e2f \
+    --hash=sha256:0d191c054d0715c3c95c99df9b8dbf6fd096d8c1e021e8f212e1bd8bc444ccb5 \
+    --hash=sha256:0e831a271c035d89789cffc386b6aa1375f39f1cd25eb7ca0997e4970d152fc5 \
+    --hash=sha256:10d86db20695afe7997ac9e1717637d6714a8d0220458c33f3d2061f54cec427 \
+    --hash=sha256:11743adfa510bfffebe97659fb280182b5c9b238708f667e866f308c3430dc19 \
+    --hash=sha256:1bc6195825b7dcd217968bb1f801a60fd4c16e8eeab5bedc7fe917d7d5995ab4 \
+    --hash=sha256:204f299afcbd65918ab78dbc52626b0ae45e9d8cef403fdbf33ecf9e40eac66e \
+    --hash=sha256:20aa0e708b920bde876a4aa82dc7dd6ebea228a63a67cda6632c2fc87b787efa \
+    --hash=sha256:23282a321c8baf9b3a3c4afff673f9fe65eb7fdc2338d765ccad9d3d1916a5ba \
+    --hash=sha256:24b2405c0a46738dd9e1cf7135aa5dbdb9d42d024628651b3b13d5117e99f8df \
+    --hash=sha256:2581a94056e55d7d0a31a823ea92bf73749c489ca2285bfdc0fbe6b2bb49d50c \
+    --hash=sha256:2995c176de7692b86a2e4c58d9ec718f753150a979cb4a754e2b4ffa38e70906 \
+    --hash=sha256:2b37d10b5a63bd4d87e18472d80fa525bd670586fae62e5dd580452764879b65 \
+    --hash=sha256:2cb93af48550faf1cea04c303107c8b75833de7013e57ce27d3b8d21d8d0f58c \
+    --hash=sha256:2d95ddc1eb6914154253d239089900813f6a767e174b8e6a50e7fdacb7e4236c \
+    --hash=sha256:3416ff151bb6b5a8d8d11664974fbef4d9305b9b2957839ab5a270468fd8df30 \
+    --hash=sha256:3651aa7058595e9cfb75d35dd5ada2bf9f48a5b8a0f3562821d3e210c507e077 \
+    --hash=sha256:37a6721cdf3f65dbb13aa9503510ccb4451603ac837e44d265d7992a597e1374 \
+    --hash=sha256:41bc1199f7523b3f82843c88cbb979180c949caef0342cf90968f178e5d49b01 \
+    --hash=sha256:43d818978d06062d9b22c4fab2ebe44cf5213d42dc8e62bda8c2760cfa2eeb33 \
+    --hash=sha256:4429f3b105524a10b72c3a819b091c495d2811d419c1e1e8df773a5a5974f831 \
+    --hash=sha256:4543579a9bdb0c9560039b4ffddbdb39545707659fbc430ce4c10f3f68d557f9 \
+    --hash=sha256:4674d49eb94706dfe666c069fc0a1b646ffcf920473492e209f6d5f60d3f0cc2 \
+    --hash=sha256:4c887eba18b7945ac73067a8b4a66f21cd46c2539b2bc68588f7be6c7eb6d26b \
+    --hash=sha256:4e4ff8e37f99cf1da89e255e07c9c4b37c214038c4283707bdec308cb1b0ea1f \
+    --hash=sha256:4f34e26a19f91f710c08e0183429f0d1d15df734e6bc78c31e77b9ea9c433658 \
+    --hash=sha256:5327989a465505f05cfe06f04fa9d0c2fd5432bb243e10e6f012b1bdca3c8579 \
+    --hash=sha256:53b2290c92e0506d102cd448fbc610d87079553f86caa39d67440856a8b8bba5 \
+    --hash=sha256:56d8641cf834c2836922899105bd3ce3d0dfc69291d52edf0b4d0436829b34c0 \
+    --hash=sha256:57a2d9fa4fb4c2ecae57b13dfff2c7ab53e21a2ba674fe9f05506680fcdcc0d7 \
+    --hash=sha256:63ac26eefbf4af1741247d6fb68b11c49a25b2f7413fbd318a83a12aaa9cf666 \
+    --hash=sha256:6543cf55d170003296d185c0af981f3e1311564907e1f4e08671fc7693a890a5 \
+    --hash=sha256:704fd259e332e01f9b9c178f4bce9e49027e5587cc2600eeeaf8e76e1c846201 \
+    --hash=sha256:71283b39fd17e5408eb123bd37aeecfd9d54c81fc184421943208aadb879d103 \
+    --hash=sha256:71cd71740ed2c15211ebb237ced4e39a1cdf6f80566e5fe95428da1626f4fde6 \
+    --hash=sha256:7571e4464cb6e434958f867f7f730b8ab0b75e3f8e5eac0499168486ab3c33a8 \
+    --hash=sha256:772b80df316480d894a0e3165fdd19cf77f5d17f9a787f94029465ad0e3529d1 \
+    --hash=sha256:77a0feab9af4c021c581f695258c642b3d10c5fd4c676e33a0d8606425d82631 \
+    --hash=sha256:7a2cffd17d27d2ecbb310c2b1d8174f222a5495b1a721894afa88ec11e25b898 \
+    --hash=sha256:7a7ce236284f002a156f70add88efe5c70879cccbb658be0822c54b1306fc09d \
+    --hash=sha256:7ba0480b9a74af058f43b337e937a451e109295c420916d68ad24e3dc02f5e44 \
+    --hash=sha256:8520a4ab0e37f770afc34459c4f8f7019e153f9124dc101c15538365875d1ab2 \
+    --hash=sha256:86bc13c25a8d1fcd70b51d0ce7c9b65e90de5666fcbfd3e34957cc73ee19aeb5 \
+    --hash=sha256:89d8c2394a065ca86f5d2910ff263ae67c127e1376ccc4f9fc35c71db879f80a \
+    --hash=sha256:8c520725602756229f045b032a1ff33d7ef0f7404189d62f6c2438cb6d8ef6a1 \
+    --hash=sha256:8f200104103feb097de4cab8fe4f5dd18a2026934c7dea98c55a2f5fd6d5a33b \
+    --hash=sha256:8f70d8b291ef6e88d19b1f297a6905ddb978888d9272b0d05e6f53309856bcfc \
+    --hash=sha256:8fa585ede612ee9f9e91b18bebf9ba11b9ae29a4e3a0d0cf6fca3e382133f0d5 \
+    --hash=sha256:922c0e019fe68b3ae392965a766b02a71ba1168c932cebc3733cd52c5fe5b377 \
+    --hash=sha256:9342472aff9b093c5acd4f6d8f70ae0937964ab56542502bcf5579782da69ae8 \
+    --hash=sha256:9649193aa27bd9ff2e80ff29bfaa93085496c7a3a377592823cc58b77ee88add \
+    --hash=sha256:9f04b092229ad2c50126dd3c922c8822e51e605993764a33058d4a791ab42281 \
+    --hash=sha256:a0f27f01bee51861392bb6b7c4fdb290b27d1eb194e9e28788d68102a0e898d9 \
+    --hash=sha256:a16ffe19bf5cf9f5edaa1ad1dd830c5a816e8feec430c522302ab55483a4b994 \
+    --hash=sha256:a204794696ffb8f9b10fba6f7cb5216d42f3b2b71860ccac6b6e42f5f10973b0 \
+    --hash=sha256:a711b51aec4370d0dcda5b6c09463206f133a5759341d7744b953a7b62e1100e \
+    --hash=sha256:a88fc94e647bc4eec523f1caa540258eb71d14278b9daf72fa1e2658a98df0f0 \
+    --hash=sha256:ae99b14c5f21e026e0e9d96f40e07d8570ebee6cafd9d8fc318354606daa7a28 \
+    --hash=sha256:b0ef001f8c25ad0fa9529f914c1600647ecd0f542d11c19b7894768c67b6acb7 \
+    --hash=sha256:b141a4891c995a039cd89e9a49e62df1dc8a559a5d1a6e4c7106d16c12777a55 \
+    --hash=sha256:b4e77f6a55f858504069abd35d336a637555c09bca453dde1ee1e5ada8a6a1fb \
+    --hash=sha256:b62f042afde2dde21ec1d2c1a74361e804673df86f51e418a999c9acfe671b07 \
+    --hash=sha256:b718bf356bbc15e559bd8ef41782b573b8ae0e3f177ab244b440568d7ea02cfb \
+    --hash=sha256:b8c8358484d5fa12ef34f05b7f4168eaf1932f408725ff6d023c33ec17bd79d4 \
+    --hash=sha256:b974946a10af379d425e2eef5b62f5c6ebeaccf91d45eaad6f5b27ecd4f91aa0 \
+    --hash=sha256:b9909cc2b48468b575eefa944919e1fe8a36c5849d5c7c168f80a8c1db69398e \
+    --hash=sha256:b9f732dc58b2dbe69e464ccf8fff7a03b0dd0be439da4c0720d3558527d3d6b4 \
+    --hash=sha256:bb68bf4df85abebe5efddc53cf2075520f243a59868d9b3973278b23e76962a9 \
+    --hash=sha256:bb7e52ecf68ba46d22df23467b87cffeb2146908aa523ebfe803019618cfda06 \
+    --hash=sha256:bc13eb17538be00c874699dc0abe4ee2bc8d50bb1166a6b9e175ef3fd7eb8f26 \
+    --hash=sha256:c0db965c5f79aa49fe672d297cf1febc5ad149b658594944f49a54a2b96270a7 \
+    --hash=sha256:c16cb06dd17d43b9d185094268459eac92c9538356f050e55b54e82cf700e1d4 \
+    --hash=sha256:c525543d91961c6955b2636b308569e84a1d1c5f5f2932041ab9ef46422f43e3 \
+    --hash=sha256:c5c19526f4e54a00f2666a6c0e9e40d582c09e865055ea7378bf0009aab857b3 \
+    --hash=sha256:c995fba777f1ea992f090f9236e9284cf7a5d1a0130dd5a3d82c598cacd76838 \
+    --hash=sha256:ca148d73dea36c9763aaa351e4d7a51780ec1584217c45276f4fe8239c768b71 \
+    --hash=sha256:cee9d5efd929efdac5f7e58f72b3376f676b64050a91c5b99a7094c5b2317488 \
+    --hash=sha256:d158cd89df6053823533e06fb1d73c549133bff5f0396170c0e53d9559340717 \
+    --hash=sha256:d20029a60a71a052a24c4db7673bc4de39ab89adbaccbfb5d67987c5d73f424d \
+    --hash=sha256:d413349d565dab74297f2a63e84a097936be69bf8f3b3801f27f380e32040f44 \
+    --hash=sha256:d4a4b147f5dca2a5d325a06a832fb43f345751adfbc63204aec30e0d9ca965a2 \
+    --hash=sha256:d516b3283a758e087841aedb8031549fb41ced08f3db10aa6d2bf32dc042525b \
+    --hash=sha256:d73a585accffa5ae39c17264c36ec3166d2fad7000c780f5ef83b2722afb9dd2 \
+    --hash=sha256:dbd6c97045dad81227c8d040173da044c1de08de64a5ea8b555da4aee1d5fa22 \
+    --hash=sha256:e0618518f282c4ebff60f5e5b1247b6d91bb8b9f4476947563a1e74acc66f3c6 \
+    --hash=sha256:e140ed30ebde76796b686e67c182cff10ea2fbab186fafd1560f74bb5a473a6e \
+    --hash=sha256:e1cfd51e97e13ff3bd047c140764d277fc9b95b7cb5da59e46a47d167adab310 \
+    --hash=sha256:e2ca07fa7d89195ec0865d3d285666286740bfa83d83e5cee204043a31ecc165 \
+    --hash=sha256:e53a384f76b631c3ae5334ce6a52f0baa3a911eb94a4eac7f160079868b716d5 \
+    --hash=sha256:eb283ee99e21ad6443c8cdb06ac5b34b1308c329cbdf03fa02b445363714c799 \
+    --hash=sha256:eb72919d93e3a16fc451d3aa3d4b1698423daca1b382d3d959c9ac51297c12a8 \
+    --hash=sha256:ecb47f183a8025b2aa18b546725c3657e542112ae9c0613a2af79b4fa8d04ad7 \
+    --hash=sha256:f155b3a1b2a5fc89cdc70d47ee5d54e3b75e88efa34982028a35daef9ba00379 \
+    --hash=sha256:f22943b7770483f6ea0721c6b11d022947a98eb0acae14694de034f4d0d38925 \
+    --hash=sha256:f28b2725eb8cce327b9b3ab02415c853011dc55c95832fe90de6bc56f5315f72 \
+    --hash=sha256:f88af53d6ddaf72179ef613ddc905e6f4785f712b49b80b3bef9f3525e6194b4 \
+    --hash=sha256:faea288b6f0ab1902ef08f4ca6de005dccf856c4e0c4f21b8c5fce02d90a1b08 \
+    --hash=sha256:fff610d7bb2256a317bb1e96f0d7862c7aa8076733ee5df0fd41bbe76a24a4f4
     # via uvicorn
-websockets==16.0 \
-    --hash=sha256:0298d07ee155e2e9fda5be8a9042200dd2e3bb0b8a38482156576f863a9d457c \
-    --hash=sha256:04cdd5d2d1dacbad0a7bf36ccbcd3ccd5a30ee188f2560b7a62a30d14107b31a \
-    --hash=sha256:08d7af67b64d29823fed316505a89b86705f2b7981c07848fb5e3ea3020c1abe \
-    --hash=sha256:152284a83a00c59b759697b7f9e9cddf4e3c7861dd0d964b472b70f78f89e80e \
-    --hash=sha256:1637db62fad1dc833276dded54215f2c7fa46912301a24bd94d45d46a011ceec \
-    --hash=sha256:19c4dc84098e523fd63711e563077d39e90ec6702aff4b5d9e344a60cb3c0cb1 \
-    --hash=sha256:1c1b30e4f497b0b354057f3467f56244c603a79c0d1dafce1d16c283c25f6e64 \
-    --hash=sha256:2b9f1e0d69bc60a4a87349d50c09a037a2607918746f07de04df9e43252c77a3 \
-    --hash=sha256:31a52addea25187bde0797a97d6fc3d2f92b6f72a9370792d65a6e84615ac8a8 \
-    --hash=sha256:32da954ffa2814258030e5a57bc73a3635463238e797c7375dc8091327434206 \
-    --hash=sha256:335c23addf3d5e6a8633f9f8eda77efad001671e80b95c491dd0924587ece0b3 \
-    --hash=sha256:3425ac5cf448801335d6fdc7ae1eb22072055417a96cc6b31b3861f455fbc156 \
-    --hash=sha256:349f83cd6c9a415428ee1005cadb5c2c56f4389bc06a9af16103c3bc3dcc8b7d \
-    --hash=sha256:37b31c1623c6605e4c00d466c9d633f9b812ea430c11c8a278774a1fde1acfa9 \
-    --hash=sha256:417b28978cdccab24f46400586d128366313e8a96312e4b9362a4af504f3bbad \
-    --hash=sha256:485c49116d0af10ac698623c513c1cc01c9446c058a4e61e3bf6c19dff7335a2 \
-    --hash=sha256:4a1aba3340a8dca8db6eb5a7986157f52eb9e436b74813764241981ca4888f03 \
-    --hash=sha256:50f23cdd8343b984957e4077839841146f67a3d31ab0d00e6b824e74c5b2f6e8 \
-    --hash=sha256:52a0fec0e6c8d9a784c2c78276a48a2bdf099e4ccc2a4cad53b27718dbfd0230 \
-    --hash=sha256:52ac480f44d32970d66763115edea932f1c5b1312de36df06d6b219f6741eed8 \
-    --hash=sha256:5569417dc80977fc8c2d43a86f78e0a5a22fee17565d78621b6bb264a115d4ea \
-    --hash=sha256:569d01a4e7fba956c5ae4fc988f0d4e187900f5497ce46339c996dbf24f17641 \
-    --hash=sha256:583b7c42688636f930688d712885cf1531326ee05effd982028212ccc13e5957 \
-    --hash=sha256:5a4b4cc550cb665dd8a47f868c8d04c8230f857363ad3c9caf7a0c3bf8c61ca6 \
-    --hash=sha256:5f451484aeb5cafee1ccf789b1b66f535409d038c56966d6101740c1614b86c6 \
-    --hash=sha256:5f6261a5e56e8d5c42a4497b364ea24d94d9563e8fbd44e78ac40879c60179b5 \
-    --hash=sha256:6e5a82b677f8f6f59e8dfc34ec06ca6b5b48bc4fcda346acd093694cc2c24d8f \
-    --hash=sha256:71c989cbf3254fbd5e84d3bff31e4da39c43f884e64f2551d14bb3c186230f00 \
-    --hash=sha256:781caf5e8eee67f663126490c2f96f40906594cb86b408a703630f95550a8c3e \
-    --hash=sha256:7be95cfb0a4dae143eaed2bcba8ac23f4892d8971311f1b06f3c6b78952ee70b \
-    --hash=sha256:7d837379b647c0c4c2355c2499723f82f1635fd2c26510e1f587d89bc2199e72 \
-    --hash=sha256:86890e837d61574c92a97496d590968b23c2ef0aeb8a9bc9421d174cd378ae39 \
-    --hash=sha256:878b336ac47938b474c8f982ac2f7266a540adc3fa4ad74ae96fea9823a02cc9 \
-    --hash=sha256:8b6e209ffee39ff1b6d0fa7bfef6de950c60dfb91b8fcead17da4ee539121a79 \
-    --hash=sha256:8cc451a50f2aee53042ac52d2d053d08bf89bcb31ae799cb4487587661c038a0 \
-    --hash=sha256:8d7f0659570eefb578dacde98e24fb60af35350193e4f56e11190787bee77dac \
-    --hash=sha256:8e1dab317b6e77424356e11e99a432b7cb2f3ec8c5ab4dabbcee6add48f72b35 \
-    --hash=sha256:8ff32bb86522a9e5e31439a58addbb0166f0204d64066fb955265c4e214160f0 \
-    --hash=sha256:95724e638f0f9c350bb1c2b0a7ad0e83d9cc0c9259f3ea94e40d7b02a2179ae5 \
-    --hash=sha256:9b5aca38b67492ef518a8ab76851862488a478602229112c4b0d58d63a7a4d5c \
-    --hash=sha256:a069d734c4a043182729edd3e9f247c3b2a4035415a9172fd0f1b71658a320a8 \
-    --hash=sha256:a0b31e0b424cc6b5a04b8838bbaec1688834b2383256688cf47eb97412531da1 \
-    --hash=sha256:a35539cacc3febb22b8f4d4a99cc79b104226a756aa7400adc722e83b0d03244 \
-    --hash=sha256:a5e18a238a2b2249c9a9235466b90e96ae4795672598a58772dd806edc7ac6d3 \
-    --hash=sha256:a653aea902e0324b52f1613332ddf50b00c06fdaf7e92624fbf8c77c78fa5767 \
-    --hash=sha256:abf050a199613f64c886ea10f38b47770a65154dc37181bfaff70c160f45315a \
-    --hash=sha256:af80d74d4edfa3cb9ed973a0a5ba2b2a549371f8a741e0800cb07becdd20f23d \
-    --hash=sha256:b14dc141ed6d2dde437cddb216004bcac6a1df0935d79656387bd41632ba0bbd \
-    --hash=sha256:b784ca5de850f4ce93ec85d3269d24d4c82f22b7212023c974c401d4980ebc5e \
-    --hash=sha256:bc59589ab64b0022385f429b94697348a6a234e8ce22544e3681b2e9331b5944 \
-    --hash=sha256:c0204dc62a89dc9d50d682412c10b3542d748260d743500a85c13cd1ee4bde82 \
-    --hash=sha256:c0ee0e63f23914732c6d7e0cce24915c48f3f1512ec1d079ed01fc629dab269d \
-    --hash=sha256:caab51a72c51973ca21fa8a18bd8165e1a0183f1ac7066a182ff27107b71e1a4 \
-    --hash=sha256:d6297ce39ce5c2e6feb13c1a996a2ded3b6832155fcfc920265c76f24c7cceb5 \
-    --hash=sha256:daa3b6ff70a9241cf6c7fc9e949d41232d9d7d26fd3522b1ad2b4d62487e9904 \
-    --hash=sha256:df57afc692e517a85e65b72e165356ed1df12386ecb879ad5693be08fac65dde \
-    --hash=sha256:e0334872c0a37b606418ac52f6ab9cfd17317ac26365f7f65e203e2d0d0d359f \
-    --hash=sha256:e6578ed5b6981005df1860a56e3617f14a6c307e6a71b4fff8c48fdc50f3ed2c \
-    --hash=sha256:eaded469f5e5b7294e2bdca0ab06becb6756ea86894a47806456089298813c89 \
-    --hash=sha256:f4a32d1bd841d4bcbffdcb3d2ce50c09c3909fbead375ab28d0181af89fd04da \
-    --hash=sha256:fd3cb4adb94a2a6e2b7c0d8d05cb94e6f1c81a0cf9dc2694fb65c7e8d94c42e4
+websockets==16.1.1 \
+    --hash=sha256:01fbdcbac298efe19360b94bc0039c8f746f0220ba570f327577bfee81059175 \
+    --hash=sha256:024193f8551a2b0eafbdd160911012c4e6c228c28430c84433253299a9e42d6a \
+    --hash=sha256:04fd29a0e2fe9414a95b00e92c67ae51bf900c50c0f8a4b2dafdad621f49ea1d \
+    --hash=sha256:056ae37939ed7e9974f364f5864e76e49182622d8f9751ac1903c0d09b013985 \
+    --hash=sha256:0f62863e8a00a6d33c3d6566ec0b89f23787b747ffe0c3bc71ec0e76b82c94b1 \
+    --hash=sha256:0ffd3031ea8bda8d61762e84220186105ba3b748b3c8da2ae4f7816fac03e573 \
+    --hash=sha256:1214e673c404684b9bf7154f5cf43b45025b1a6160fac3a9e438e9c1a97e22cb \
+    --hash=sha256:125f22dbefaf1554fea66fc83851490edb284ce4f501d37ffed2752f418332d9 \
+    --hash=sha256:130937b167a52af203c8d58e78d67705874e82759862e3b9671a452fec4abc87 \
+    --hash=sha256:1427fb4cf0d72f66333e2cacc3ff5f575bf2d7008166ce991a4a470b21d51a22 \
+    --hash=sha256:195c978b065fa40910582464f99d6b15c8b314c68e0546549a55ed83f4735328 \
+    --hash=sha256:1d27fa8462ad6a1cb36206a3d0640b2333340def181fae11ed7f9adeaa5c0747 \
+    --hash=sha256:1db4de4a0e95673f7545d393c49eeb0c2f18ac1ef93073218c79d5cdb2ee75ab \
+    --hash=sha256:1f79c89b5eb034d1722938a891916582f8f7f503f58ca22518a63c3f2cd18499 \
+    --hash=sha256:23253dd5bcae3f9aaee0a1d30967a8dbd52e5d3cff93a2e5b84df57b77d4750d \
+    --hash=sha256:249116b4a76063d930a46391ad56e135c286e4562a18309029fc2c73f4ed4c62 \
+    --hash=sha256:29dfa8114c4a620c69591c5973860f768eac29d3fd6904f37f34266cb219c512 \
+    --hash=sha256:2a606d9c24035242a3e256e9d5b77ed9cd6bccfcb7cf993e5ca3c0f6f68fb6a7 \
+    --hash=sha256:2a636ff1e7a5c4edf71ef0e79adae7f25dba93b4fcbe3dc958733477ffeb0eaf \
+    --hash=sha256:2bb5d041a8307d2e18782e7ce777f6fdb1e8c2f5d09291484b18c294b789d9aa \
+    --hash=sha256:2e28e602bb13da44fbe518c1781a88e3b9d4c3d48d02c9bad83e546164336f57 \
+    --hash=sha256:30bbe120437b5648a77d3519b7024ea09530e0b5b18d3698c5a0ae536fe0cc2e \
+    --hash=sha256:34420aaa64440ebd51ac72ca8a45ef4626429438c9b02e633ae412ed43f925d3 \
+    --hash=sha256:38565aca3e01ea8734e578fb2118dade0ecb0250533f29e22b8d1a7a196cf4d0 \
+    --hash=sha256:387e8e4aa5df2f90b198fa3cad3478822a89cf905b6a6d6c97dc3664689640cc \
+    --hash=sha256:39f2a024af5c345ffe8fcf1ee18c049c024c94df393bb09b044a6917c77bde43 \
+    --hash=sha256:3df13f73af9b3b38ab1195eb299ecb67a4330c911c97ae04043ff74085728abe \
+    --hash=sha256:414e596c75f74e0994084694189d7dc9229fb278e33064d6784b73ffbba3ca31 \
+    --hash=sha256:41c8e77f17294c0ac18008a7309b99b34ee72247ef10b6dff4c3f8b5ac29896b \
+    --hash=sha256:42290eb6db4ccaca7012656738214f8514082fb6fa40cdeb61bb9a471b52e383 \
+    --hash=sha256:42f599f4d48c7e1a3338fdaac3acd075be3b3cf02d4b274f3bf2767aedd3d217 \
+    --hash=sha256:43e3a9fdd7cbf7ba6040c31fae0faf84ca1474fef777c4e37912f1540f854499 \
+    --hash=sha256:443aefe96b7fdb132e2a70806cca1f2af49bb3f28e47abcd7c2e9dcf4d8fa1b8 \
+    --hash=sha256:46dcaa042cd1de6c59e7d9269fa63ff7572b6df40510600b678f0826b3c7af51 \
+    --hash=sha256:496af849a472b531f758dbd4d61338f5000538cb1a7b3d20d9d32a264517f509 \
+    --hash=sha256:49ae99bdfcae803a885c926bf14f886196e84925395bb3f568fef5c0f0979d7d \
+    --hash=sha256:4b57693728576d84ede0a77987ab16881b783d2cd9f1dc180a8fbbc3f79c4428 \
+    --hash=sha256:4e3b680b1e0a27457e727a0d572fd81dffa87b6dbf8b228ab57da64f7d85aead \
+    --hash=sha256:4e8d01cc3bcae7bbf8167f944aeafefed590fae5693552bba9794a9df68371cc \
+    --hash=sha256:5283810d2646741a0d8da2aa733d6aefa0545809afccb2a5d105a26bc45125f1 \
+    --hash=sha256:53260c8930da5771cec89439bff99c20c8cb03ddb9588b980697355a83cd4bd3 \
+    --hash=sha256:536676848fc5961aca9d20389951f59169508f765637a172403dc5434d722fa0 \
+    --hash=sha256:54509b8e92fee4453e152b7558ddef37ce9705a044922f2095a6105e3f80c96f \
+    --hash=sha256:56cd5fc4f10a9ea8aa0804bddb7b42506cf9e136046f3b4c27de8fec9e2ecba5 \
+    --hash=sha256:5bfd1ac19b1b9986a9c95a82d5e23a391ebb09e12c34d7be6094b86efcc35731 \
+    --hash=sha256:5c31aa7e39ee3e8a358573257f1c0bb5c52430d1b637030dd9c8cc2c282926be \
+    --hash=sha256:5e3b7d601f6f84156b08cc4a5e541c2b50ad7b36cfc302b657a12477c904a5df \
+    --hash=sha256:61922544a0587a13fd3f53e4c0e5e606510c7b0d9d22c8444e5fae22a06b38cb \
+    --hash=sha256:6456ff333092d509127d75a638cb411afae8ff17f092635015d1902efec8a293 \
+    --hash=sha256:69159730a823dde3ea8d08783e8d47ef135a6d7e8d44eb127e32b321c9db8e3e \
+    --hash=sha256:69e52d175a0a7d1e13b4b67ad41c560b7d98e8c6f6126eb0bda496c784faf8c7 \
+    --hash=sha256:6aaface73b9c71974c6497366d8b9628357f6c9749e09c4ea3610176c63f2ae3 \
+    --hash=sha256:6abbd3e82c731c8e531714466acd5d87b5e88ac3243465337ba71d68e23ae7e3 \
+    --hash=sha256:6ff9417c0ada4d0f7d212f928303e5579bdf3ace4c802fa4afabb30995da58c3 \
+    --hash=sha256:7421fad442de870a8cbf2287d1cad7e706ece0dbfeba5e911df132cbdc1cb56a \
+    --hash=sha256:7883388947767080f094950b342b30d35a2a06b849cd967c422fa0db72b40ea9 \
+    --hash=sha256:79eace538c6a97e96d0d03d4f9d314f9677f5ed85a8a984992ffd90b13cb8a56 \
+    --hash=sha256:7b1b19636af86a3c7995d4d028dbe376f39b4bf31541146f9c123582a6c94562 \
+    --hash=sha256:7dfcad78ea1492ee3a9ec765cb7f51bbc17d477107aaf6b22abf7b2558d1c5a0 \
+    --hash=sha256:8087e82f842609734c9b5a1330464f8e94e346ba0e18c832c08bafa4b0d63c15 \
+    --hash=sha256:820fb8450edddae3812fd58cbc08e2bf22812cb248ecb5f06dbb82119a56e869 \
+    --hash=sha256:8483c2096363120eea8b07c06ae7304d520f686665fffd4811fad423930a65d7 \
+    --hash=sha256:84a2cef8deffbd9ab8ee0ea546a2a6a7030c28f44e6cdd4547dbfeb489eb8999 \
+    --hash=sha256:86d7f0f8bdb25d2c632b72527325e4776430fd5bc61b9118de4e2b8ddb5f5b01 \
+    --hash=sha256:8fe0b50da2d84535fb4f7b4bfa951280f97ce3d558a0443b541166d609e67b57 \
+    --hash=sha256:90001d893bc368e302ef168d82130b4e4fdd27b85fa094682df9b667c2d48838 \
+    --hash=sha256:9246a0d063cfcbcc85f2359dd6876d681213f4790832272aa16641b4ed5d64d4 \
+    --hash=sha256:92b820d345f7a3fc7b8163949ee92df910f290c3fc517b3d5301c78065adafe1 \
+    --hash=sha256:952303a7318d4cbe1011400839bb2051c9f84fa0a35923267f5daba34b15d458 \
+    --hash=sha256:97fd3a0e8b53efa41970ac1dff3d8cf0d2884cadeb4caaf95db7ad1526926ee3 \
+    --hash=sha256:9c1c5705e314449e3308872fe084b8571ce078ee4fc55a98a769bdefe5917392 \
+    --hash=sha256:9c9f23004a3d40e89c01a7955d186a6cc83418d93b749701944ce2de3e95a1f3 \
+    --hash=sha256:9f63bcef7f4b02b06b35fc01c93b96c43b5e88e1e8868676caacf493d5a31f3a \
+    --hash=sha256:a0eadbbf2c30f01efa58e1f110eb6fa293261f6b0b1aa38f7f48707107690af9 \
+    --hash=sha256:a28fcbc9b6baf54a2e23f8655f308e4ccc6afdd7266f8fe7954f320dcda0f785 \
+    --hash=sha256:a6a61aff018180c9c50b7b0da33bfd29d378af3497429c95006c589a23a11648 \
+    --hash=sha256:aabe464bfd13bd25f4821faf111da6fefdc389f870265a53105580e45b0a2e49 \
+    --hash=sha256:ab59169ace05dcb49a1d4118f0bde139557adf45091bd85747e36bf5de984dd1 \
+    --hash=sha256:b436f6ec4fc3a6b4237c84d3f83170ed2b40bb584222f0ac47a0c8a5921980c7 \
+    --hash=sha256:b6b9dadbef0cccd9f4c4ee96b08898afa73e26803bbe0f6aeb5bb12b0074206d \
+    --hash=sha256:b852788aa51764e2d8e4cf5493d559326bcae5e38d16ba25ffa322b034df272a \
+    --hash=sha256:bae954c382e013d5ea5b190d2830526bfa45ad121c326da0049b8c769f185db6 \
+    --hash=sha256:bcce07e23e5769375158f5efdcdafa8d5cd014b93c6683865b840ed65b96f231 \
+    --hash=sha256:cc97814dfb786a83b6e2dc2e79351e1b83e6d715647d6887fcabd83026417a00 \
+    --hash=sha256:cd2ca96a082a36964aca83e992f72abeb61b7306c1a6cba4c7d06a7b93750cac \
+    --hash=sha256:cfb70b4eb56cac4da0a83588f3ad50d46beb0690391082f3d4e2d488c70b68ea \
+    --hash=sha256:d0fcf657e9f13ff4b177960ab2200237b12994232dfb6df16f1cfe1d4339f93c \
+    --hash=sha256:d14bfb217eb4701e850f1525c9d29d79c44794cdf1c299ead25f39f8c78dea81 \
+    --hash=sha256:d57685547e0060cc6fd90ee6a28405d6bd395e525545f13c8d7cd99c78afd79f \
+    --hash=sha256:d6bec75c290fe484a8ba4cacdf838501e17c06ecfbbf31eede81a9e431bd7751 \
+    --hash=sha256:d9531d9cbeac99af6f038fb1bc351403531f7d634a2c2e10e2f7c854c6ed5b68 \
+    --hash=sha256:da4ca1a9d72f9030b3146b8d7022719a9f3d478f61efe6f7dd51d243f61c51b2 \
+    --hash=sha256:dab9eb87869da2d6ed3af3f3adf28414baae6ec9d4df355ffc18889132f3436c \
+    --hash=sha256:db234eda965dcce15df96bb9709f587cd87d4d52aaf0e80e2f34ec04c7670c57 \
+    --hash=sha256:dc0fad4933f427acd5b1cec210f3ea6dce7089e1724e4b9ec6ef47c6c04d1b3b \
+    --hash=sha256:dc385593a42e31cd6fb60c19f0ecb015b386603818fc2c6c274fb42bd2bb4165 \
+    --hash=sha256:dcc04fedf83effaeb9cce98abc9469bb1b42ef85f03e01c8c1f4438ef7555737 \
+    --hash=sha256:e047dc87ef7ca50f4d309bf775ad4a71711c58556d75d7bd0604b2317f43e94b \
+    --hash=sha256:e09f753a169951eb4f28c2c774f71069304f66e7277e0f5a2892423599cfa854 \
+    --hash=sha256:ed5bb271084b46530ee2ddc0410537a9961152c5ccba2fc98c5276d992ccba87 \
+    --hash=sha256:f0aa4aad3b1b69ad3fd85a0fd0952ec64331c762bd77ec51cc814170873890b2 \
+    --hash=sha256:f17dbe07eb3ea7f99e4df9b7e0efefe80fbf30d37a8cc4d561a0aed310bc8847 \
+    --hash=sha256:f2769a0344a09e9ccf5b3cce538bc75a51b53eff3275d3896310c8552049195d \
+    --hash=sha256:f55f0b01956a094c8587146d9558c91937e78789c333860ffaf35931a6e5dbc4 \
+    --hash=sha256:f5d497865f05bb222cab7016c6034542e84e5f29f49c6fd3f4939cda7197b5b8 \
+    --hash=sha256:f70541f3104339f59f830522d94ebadb1bf47426287381623443d8bb1cdbf33d \
+    --hash=sha256:fb9a0a6dc3d1b3986cb88091b6899f0396651e0f74e2c9766ab8d6ffc3842e29 \
+    --hash=sha256:fce6c48559c86d1ac3632ccb1bebc7d5442fbe79bd9bb0e40379ee54be2a4051 \
+    --hash=sha256:fd46fff7eb62c24804d234f0051c7a8ea81285ad63e0337d3dcf33ca82aee58a
     # via uvicorn
diff --git a/sdk/python/tests/component/spark/test_nodes.py b/sdk/python/tests/component/spark/test_nodes.py
index c8ed1157d86..5df3c7e0d2d 100644
--- a/sdk/python/tests/component/spark/test_nodes.py
+++ b/sdk/python/tests/component/spark/test_nodes.py
@@ -61,6 +61,24 @@ def strip_extra_spaces(df):
     assert rows[1]["name"] == "John D."
 
 
+def test_spark_transformation_node_caches_resolved_udf():
+    def identity(df):
+        return df
+
+    input_node = MagicMock()
+    input_node.name = "source"
+    node = SparkTransformationNode(
+        "transform",
+        udf=identity,
+        inputs=[input_node],
+        udf_string="",
+    )
+    first = node._resolve_udf()
+    second = node._resolve_udf()
+    assert first is second
+    assert first is identity
+
+
 def test_spark_aggregation_node_executes_correctly(spark_session):
     # Sample input DataFrame
     input_df = spark_session.createDataFrame(
diff --git a/sdk/python/tests/conftest.py b/sdk/python/tests/conftest.py
index 8302e313a2d..83c3a2778e6 100644
--- a/sdk/python/tests/conftest.py
+++ b/sdk/python/tests/conftest.py
@@ -11,6 +11,7 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
+import importlib
 import logging
 import multiprocessing
 import os
@@ -20,7 +21,7 @@
 from multiprocessing import Process
 from sys import platform
 from textwrap import dedent
-from typing import Any, Dict, List, Tuple, no_type_check
+from typing import Any, Dict, List, Optional, Tuple, no_type_check
 from unittest import mock
 
 import pandas as pd
@@ -36,34 +37,90 @@
     create_document_dataset,
     create_image_dataset,
 )
-from tests.universal.feature_repos.integration_test_repo_config import (  # noqa: E402
-    IntegrationTestRepoConfig,
-)
-from tests.universal.feature_repos.repo_configuration import (  # noqa: E402
-    AVAILABLE_OFFLINE_STORES,
-    AVAILABLE_ONLINE_STORES,
-    OFFLINE_STORE_TO_PROVIDER_CONFIG,
-    Environment,
-    TestData,
-    construct_test_environment,
-    construct_universal_feature_views,
-    construct_universal_test_data,
-)
-from tests.universal.feature_repos.universal.data_sources.file import (  # noqa: E402
-    FileDataSourceCreator,
-)
-from tests.universal.feature_repos.universal.entities import (  # noqa: E402
-    customer,
-    driver,
-    location,
-)
-from tests.utils.auth_permissions_util import default_store
 from tests.utils.http_server import check_port_open, free_port  # noqa: E402
-from tests.utils.ssl_certifcates_util import (
-    combine_trust_stores,
-    create_ca_trust_store,
-    generate_self_signed_cert,
-)
+
+IntegrationTestRepoConfig: Any = None
+Environment = Any
+TestData = Any
+AVAILABLE_OFFLINE_STORES: Any = None
+AVAILABLE_ONLINE_STORES: Any = None
+OFFLINE_STORE_TO_PROVIDER_CONFIG: Any = None
+construct_test_environment: Any = None
+construct_universal_feature_views: Any = None
+construct_universal_test_data: Any = None
+FileDataSourceCreator: Any = None
+customer: Any = None
+driver: Any = None
+location: Any = None
+_universal_deps_missing_reason: Optional[str] = None
+
+
+def _load_universal_feature_repo_deps() -> bool:
+    global IntegrationTestRepoConfig
+    global Environment
+    global TestData
+    global AVAILABLE_OFFLINE_STORES
+    global AVAILABLE_ONLINE_STORES
+    global OFFLINE_STORE_TO_PROVIDER_CONFIG
+    global construct_test_environment
+    global construct_universal_feature_views
+    global construct_universal_test_data
+    global FileDataSourceCreator
+    global customer
+    global driver
+    global location
+    global _universal_deps_missing_reason
+
+    if IntegrationTestRepoConfig is not None:
+        return True
+
+    try:
+        integration_config = importlib.import_module(
+            "tests.universal.feature_repos.integration_test_repo_config"
+        )
+        repo_configuration = importlib.import_module(
+            "tests.universal.feature_repos.repo_configuration"
+        )
+        file_data_sources = importlib.import_module(
+            "tests.universal.feature_repos.universal.data_sources.file"
+        )
+        entities = importlib.import_module(
+            "tests.universal.feature_repos.universal.entities"
+        )
+    except ModuleNotFoundError as e:
+        _universal_deps_missing_reason = (
+            f"Optional integration test dependency is not installed: {e.name}"
+        )
+        return False
+
+    IntegrationTestRepoConfig = integration_config.IntegrationTestRepoConfig
+    Environment = repo_configuration.Environment
+    TestData = repo_configuration.TestData
+    AVAILABLE_OFFLINE_STORES = repo_configuration.AVAILABLE_OFFLINE_STORES
+    AVAILABLE_ONLINE_STORES = repo_configuration.AVAILABLE_ONLINE_STORES
+    OFFLINE_STORE_TO_PROVIDER_CONFIG = (
+        repo_configuration.OFFLINE_STORE_TO_PROVIDER_CONFIG
+    )
+    construct_test_environment = repo_configuration.construct_test_environment
+    construct_universal_feature_views = (
+        repo_configuration.construct_universal_feature_views
+    )
+    construct_universal_test_data = repo_configuration.construct_universal_test_data
+    FileDataSourceCreator = file_data_sources.FileDataSourceCreator
+    customer = entities.customer
+    driver = entities.driver
+    location = entities.location
+    _universal_deps_missing_reason = None
+    return True
+
+
+def _skip_missing_universal_feature_repo_deps() -> None:
+    if not _load_universal_feature_repo_deps():
+        pytest.skip(
+            _universal_deps_missing_reason
+            or "Optional integration test dependencies are not installed"
+        )
+
 
 logger = logging.getLogger(__name__)
 
@@ -85,7 +142,7 @@
 
 
 def pytest_configure(config):
-    if platform in ["darwin", "windows"]:
+    if platform == "darwin" or platform.startswith("win"):
         multiprocessing.set_start_method("spawn", force=True)
     else:
         multiprocessing.set_start_method("fork")
@@ -192,6 +249,7 @@ def start_test_local_server(repo_path: str, port: int):
 
 @pytest.fixture
 def environment(request, worker_id):
+    _skip_missing_universal_feature_repo_deps()
     e = construct_test_environment(
         request.param,
         worker_id=worker_id,
@@ -211,6 +269,7 @@ def environment(request, worker_id):
 
 @pytest.fixture
 def vectordb_environment(request, worker_id):
+    _skip_missing_universal_feature_repo_deps()
     e = construct_test_environment(
         request.param,
         worker_id=worker_id,
@@ -251,6 +310,23 @@ def pytest_generate_tests(metafunc: pytest.Metafunc):
     parameter should point to the same Python object (hence, we use _config_cache dict to store those objects).
     """
     if "environment" in metafunc.fixturenames:
+        if not _load_universal_feature_repo_deps():
+            metafunc.parametrize(
+                "environment",
+                [
+                    pytest.param(
+                        None,
+                        marks=pytest.mark.skip(
+                            reason=_universal_deps_missing_reason
+                            or "Optional integration test dependencies are not installed"
+                        ),
+                    )
+                ],
+                indirect=True,
+                ids=["missing_optional_integration_deps"],
+            )
+            return
+
         markers = {m.name: m for m in metafunc.definition.own_markers}
         offline_stores = None
         if "universal_offline_stores" in markers:
@@ -371,6 +447,7 @@ def feature_server_endpoint(environment):
 
 @pytest.fixture
 def universal_data_sources(environment) -> TestData:
+    _skip_missing_universal_feature_repo_deps()
     return construct_universal_test_data(environment)
 
 
@@ -394,6 +471,7 @@ def feature_store_for_online_retrieval(
     Returns a feature store that is ready for online retrieval, along with entity rows and feature
     refs that can be used to query for online features.
     """
+    _skip_missing_universal_feature_repo_deps()
     fs = environment.feature_store
     entities, datasets, data_sources = universal_data_sources
     feature_views = construct_universal_feature_views(data_sources)
@@ -478,6 +556,11 @@ def server_port():
 
 @pytest.fixture
 def feature_store(temp_dir, auth_config, applied_permissions):
+    try:
+        from tests.utils.auth_permissions_util import default_store
+    except ModuleNotFoundError as e:
+        pytest.skip(f"Optional auth test dependency is not installed: {e.name}")
+
     print(f"Creating store at {temp_dir}")
     return default_store(str(temp_dir), auth_config, applied_permissions)
 
@@ -542,6 +625,15 @@ def auth_config(request, is_integration_test):
 
 @pytest.fixture(scope="module")
 def tls_mode(request):
+    try:
+        from tests.utils.ssl_certifcates_util import (
+            combine_trust_stores,
+            create_ca_trust_store,
+            generate_self_signed_cert,
+        )
+    except ModuleNotFoundError as e:
+        pytest.skip(f"Optional TLS test dependency is not installed: {e.name}")
+
     is_tls_mode = request.param[0]
     output_combined_truststore_path = ""
 
diff --git a/sdk/python/tests/foo_provider.py b/sdk/python/tests/foo_provider.py
index 82cfc7fb513..2586db80353 100644
--- a/sdk/python/tests/foo_provider.py
+++ b/sdk/python/tests/foo_provider.py
@@ -19,6 +19,7 @@
 
 from feast import Entity, FeatureService, FeatureView, RepoConfig
 from feast.data_source import DataSource
+from feast.filter_models import ComparisonFilter, CompoundFilter
 from feast.infra.offline_stores.offline_store import RetrievalJob
 from feast.infra.provider import Provider
 from feast.infra.registry.base_registry import BaseRegistry
@@ -171,10 +172,11 @@ def retrieve_online_documents_v2(
         config: RepoConfig,
         table: FeatureView,
         requested_features: List[str],
-        query: Optional[List[float]],
+        embedding: Optional[List[float]],
         top_k: int,
         distance_metric: Optional[str] = None,
         query_string: Optional[str] = None,
+        filters: Optional[Union[ComparisonFilter, CompoundFilter]] = None,
         include_feature_view_version_metadata: bool = False,
     ) -> List[
         Tuple[
diff --git a/sdk/python/tests/unit/cli/test_cli_apply_duplicates.py b/sdk/python/tests/integration/cli/test_cli_apply_duplicates.py
similarity index 99%
rename from sdk/python/tests/unit/cli/test_cli_apply_duplicates.py
rename to sdk/python/tests/integration/cli/test_cli_apply_duplicates.py
index cf5b64dbd20..f29d07a67c1 100644
--- a/sdk/python/tests/unit/cli/test_cli_apply_duplicates.py
+++ b/sdk/python/tests/integration/cli/test_cli_apply_duplicates.py
@@ -2,8 +2,12 @@
 from pathlib import Path
 from textwrap import dedent
 
+import pytest
+
 from tests.utils.cli_repo_creator import CliRunner, get_example_repo
 
+pytestmark = pytest.mark.integration
+
 
 def test_cli_apply_duplicated_featureview_names() -> None:
     run_simple_apply_test(
diff --git a/sdk/python/tests/integration/dbt/test_dbt_integration.py b/sdk/python/tests/integration/dbt/test_dbt_integration.py
index 7231f31427b..09a3cb5e123 100644
--- a/sdk/python/tests/integration/dbt/test_dbt_integration.py
+++ b/sdk/python/tests/integration/dbt/test_dbt_integration.py
@@ -1025,6 +1025,16 @@ def test_codegen_online_false(self, parser):
 class TestDbtCli:
     """Test the `feast dbt import` and `feast dbt list` CLI commands."""
 
+    @staticmethod
+    def _get_cli_output(result) -> str:
+        """Return combined stdout/stderr across Click versions."""
+        stderr = getattr(result, "stderr", "")
+        if not stderr:
+            stderr_bytes = getattr(result, "stderr_bytes", b"")
+            if stderr_bytes:
+                stderr = stderr_bytes.decode("utf-8", errors="replace")
+        return result.output + stderr
+
     def test_dbt_list_command(self, manifest_path):
         from click.testing import CliRunner
 
@@ -1061,6 +1071,27 @@ def test_dbt_list_show_columns(self, manifest_path):
         assert "driver_id" in result.output
         assert "conv_rate" in result.output
 
+    def test_dbt_list_import_error(self, manifest_path, monkeypatch):
+        from click.testing import CliRunner
+
+        from feast.cli.dbt_import import list_command
+        from feast.dbt.parser import DbtManifestParser
+
+        def _raise_import_error(self):  # pragma: no cover - behavior tested via CLI
+            raise ImportError(
+                "dbt-artifacts-parser is required for dbt integration.\n"
+                "Install with: pip install 'feast[dbt]' or pip install dbt-artifacts-parser"
+            )
+
+        monkeypatch.setattr(DbtManifestParser, "parse", _raise_import_error)
+
+        runner = CliRunner()
+        result = runner.invoke(list_command, ["-m", manifest_path])
+        output = self._get_cli_output(result)
+        assert result.exit_code == 1
+        assert "dbt-artifacts-parser is required for dbt integration" in output
+        assert "feast[dbt]" in output
+
     def test_dbt_import_dry_run(self, manifest_path):
         from click.testing import CliRunner
 
@@ -1086,6 +1117,38 @@ def test_dbt_import_dry_run(self, manifest_path):
         assert result.exit_code == 0
         assert "Dry run" in result.output
 
+    def test_dbt_import_import_error(self, manifest_path, monkeypatch):
+        from click.testing import CliRunner
+
+        from feast.cli.dbt_import import import_command
+        from feast.dbt.parser import DbtManifestParser
+
+        def _raise_import_error(self):  # pragma: no cover - behavior tested via CLI
+            raise ImportError(
+                "dbt-artifacts-parser is required for dbt integration.\n"
+                "Install with: pip install 'feast[dbt]' or pip install dbt-artifacts-parser"
+            )
+
+        monkeypatch.setattr(DbtManifestParser, "parse", _raise_import_error)
+
+        runner = CliRunner()
+        result = runner.invoke(
+            import_command,
+            [
+                "-m",
+                manifest_path,
+                "-e",
+                "driver_id",
+                "--dry-run",
+            ],
+            obj={"CHDIR": ".", "FS_YAML_FILE": "feature_store.yaml"},
+            catch_exceptions=False,
+        )
+        output = self._get_cli_output(result)
+        assert result.exit_code == 1
+        assert "dbt-artifacts-parser is required for dbt integration" in output
+        assert "feast[dbt]" in output
+
     def test_dbt_import_output_codegen(self, manifest_path, tmp_path):
         from click.testing import CliRunner
 
diff --git a/sdk/python/tests/integration/doctest/__init__.py b/sdk/python/tests/integration/doctest/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/sdk/python/tests/doctest/test_all.py b/sdk/python/tests/integration/doctest/test_all.py
similarity index 99%
rename from sdk/python/tests/doctest/test_all.py
rename to sdk/python/tests/integration/doctest/test_all.py
index bf9e63be6e2..9620aabf55b 100644
--- a/sdk/python/tests/doctest/test_all.py
+++ b/sdk/python/tests/integration/doctest/test_all.py
@@ -5,9 +5,13 @@
 import traceback
 import unittest
 
+import pytest
+
 import feast
 from feast.utils import _utc_now
 
+pytestmark = pytest.mark.integration
+
 FILES_TO_IGNORE = {"app"}
 
 
diff --git a/sdk/python/tests/integration/local_feast_tests/__init__.py b/sdk/python/tests/integration/local_feast_tests/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/sdk/python/tests/unit/local_feast_tests/test_e2e_local.py b/sdk/python/tests/integration/local_feast_tests/test_e2e_local.py
similarity index 89%
rename from sdk/python/tests/unit/local_feast_tests/test_e2e_local.py
rename to sdk/python/tests/integration/local_feast_tests/test_e2e_local.py
index ef11c8cccfa..878b6336aa0 100644
--- a/sdk/python/tests/unit/local_feast_tests/test_e2e_local.py
+++ b/sdk/python/tests/integration/local_feast_tests/test_e2e_local.py
@@ -18,6 +18,8 @@
 from tests.utils.cli_repo_creator import CliRunner, get_example_repo
 from tests.utils.feature_records import validate_online_features
 
+pytestmark = pytest.mark.integration
+
 
 @pytest.mark.skipif(
     platform.system() == "Darwin" and os.environ.get("CI") == "true",
@@ -43,15 +45,17 @@ def test_e2e_local() -> None:
         driver_df = create_driver_hourly_stats_df(driver_entities, start_date, end_date)
         driver_stats_path = os.path.join(data_dir, "driver_stats.parquet")
         driver_df.to_parquet(path=driver_stats_path, allow_truncated_timestamps=True)
+        driver_stats_path_posix = Path(driver_stats_path).as_posix()
 
         global_df = create_global_daily_stats_df(start_date, end_date)
         global_stats_path = os.path.join(data_dir, "global_stats.parquet")
         global_df.to_parquet(path=global_stats_path, allow_truncated_timestamps=True)
+        global_stats_path_posix = Path(global_stats_path).as_posix()
 
         with runner.local_repo(
             get_example_repo("example_feature_repo_2.py")
-            .replace("%PARQUET_PATH%", driver_stats_path)
-            .replace("%PARQUET_PATH_GLOBAL%", global_stats_path),
+            .replace("%PARQUET_PATH%", driver_stats_path_posix)
+            .replace("%PARQUET_PATH_GLOBAL%", global_stats_path_posix),
             "file",
         ) as store:
             _test_materialize_and_online_retrieval(
@@ -60,8 +64,8 @@ def test_e2e_local() -> None:
 
         with runner.local_repo(
             get_example_repo("example_feature_repo_with_bfvs.py")
-            .replace("%PARQUET_PATH%", driver_stats_path)
-            .replace("%PARQUET_PATH_GLOBAL%", global_stats_path),
+            .replace("%PARQUET_PATH%", driver_stats_path_posix)
+            .replace("%PARQUET_PATH_GLOBAL%", global_stats_path_posix),
             "file",
         ) as store:
             _test_materialize_and_online_retrieval(
@@ -70,8 +74,8 @@ def test_e2e_local() -> None:
 
         with runner.local_repo(
             get_example_repo("example_feature_repo_with_ttl_0.py")
-            .replace("%PARQUET_PATH%", driver_stats_path)
-            .replace("%PARQUET_PATH_GLOBAL%", global_stats_path),
+            .replace("%PARQUET_PATH%", driver_stats_path_posix)
+            .replace("%PARQUET_PATH_GLOBAL%", global_stats_path_posix),
             "file",
         ) as store:
             _test_materialize_and_online_retrieval(
@@ -81,7 +85,7 @@ def test_e2e_local() -> None:
         # Test a failure case when the parquet file doesn't include a join key
         with runner.local_repo(
             get_example_repo("example_feature_repo_with_entity_join_key.py").replace(
-                "%PARQUET_PATH%", driver_stats_path
+                "%PARQUET_PATH%", driver_stats_path_posix
             ),
             "file",
         ) as store:
diff --git a/sdk/python/tests/integration/monitoring/__init__.py b/sdk/python/tests/integration/monitoring/__init__.py
new file mode 100644
index 00000000000..8b137891791
--- /dev/null
+++ b/sdk/python/tests/integration/monitoring/__init__.py
@@ -0,0 +1 @@
+
diff --git a/sdk/python/tests/integration/monitoring/test_monitoring_integration.py b/sdk/python/tests/integration/monitoring/test_monitoring_integration.py
new file mode 100644
index 00000000000..59e045bf0b5
--- /dev/null
+++ b/sdk/python/tests/integration/monitoring/test_monitoring_integration.py
@@ -0,0 +1,1041 @@
+"""Integration tests for the monitoring feature.
+
+Tests cover:
+- Auto-compute (all granularities from source timestamps)
+- Compute baseline (idempotent)
+- Transient compute
+- DQM job lifecycle
+- CLI commands
+- REST API endpoints
+- RBAC enforcement
+- Compute engine dispatch (SQL push-down vs Python fallback)
+- Log source monitoring (feature serving logs)
+"""
+
+from datetime import date, datetime, timezone
+from unittest.mock import MagicMock, patch
+
+import pyarrow as pa
+import pytest
+from click.testing import CliRunner
+
+from feast.monitoring.monitoring_service import VALID_GRANULARITIES, MonitoringService
+from feast.types import PrimitiveFeastType
+
+# ------------------------------------------------------------------ #
+#  Shared helpers
+# ------------------------------------------------------------------ #
+
+
+def _make_feature_field(name, dtype):
+    field = MagicMock()
+    field.name = name
+    field.dtype = dtype
+    return field
+
+
+def _make_feature_view(name, features, entities=None, batch_source=None):
+    fv = MagicMock()
+    fv.name = name
+    fv.features = features
+    fv.entities = entities or []
+    if batch_source is None:
+        batch_source = MagicMock()
+        batch_source.timestamp_field = "event_timestamp"
+        batch_source.created_timestamp_column = ""
+    fv.batch_source = batch_source
+    return fv
+
+
+def _make_feature_service(name, fv_names, logging_config=None, feature_map=None):
+    """Create a mock FeatureService.
+
+    Args:
+        feature_map: optional dict mapping view_name -> list of feature names.
+            Used to build realistic projections with features and name_to_use().
+    """
+    fs = MagicMock()
+    fs.name = name
+    fs.feature_view_projections = [MagicMock(name=n) for n in fv_names]
+    for proj, n in zip(fs.feature_view_projections, fv_names):
+        proj.name = n
+        proj.name_to_use.return_value = n
+        if feature_map and n in feature_map:
+            feats = []
+            for fname in feature_map[n]:
+                f = MagicMock()
+                f.name = fname
+                feats.append(f)
+            proj.features = feats
+        else:
+            proj.features = []
+    fs.logging_config = logging_config
+    return fs
+
+
+def _make_logging_config_with_source(log_table_schema):
+    """Create a mock LoggingConfig whose destination.to_data_source() returns a DataSource."""
+    logging_config = MagicMock()
+    mock_data_source = MagicMock()
+    mock_data_source.timestamp_field = "__log_timestamp"
+    mock_data_source.created_timestamp_column = ""
+    logging_config.destination.to_data_source.return_value = mock_data_source
+    return logging_config, mock_data_source
+
+
+def _make_mock_store(feature_views, feature_services=None):
+    """Create a mock FeatureStore with offline store that uses Python fallback."""
+    store = MagicMock()
+    store.project = "test_project"
+    store.config.project = "test_project"
+    store.config.offline_store = MagicMock()
+
+    store.registry.list_feature_views.return_value = feature_views
+    store.registry.list_entities.return_value = []
+    store.registry.list_feature_services.return_value = feature_services or []
+
+    if feature_views:
+        store.registry.get_feature_view.return_value = feature_views[0]
+
+    if feature_services:
+        store.registry.get_feature_service.return_value = feature_services[0]
+
+    arrow_table = pa.table(
+        {
+            "conv_rate": [0.1, 0.5, 0.9, 0.3, 0.7],
+            "acc_rate": [0.8, 0.6, 0.4, 0.9, 0.2],
+            "city": ["NYC", "LA", "NYC", "SF", "LA"],
+            "event_timestamp": [
+                datetime(2025, 3, 25, tzinfo=timezone.utc),
+                datetime(2025, 3, 26, tzinfo=timezone.utc),
+                datetime(2025, 3, 26, tzinfo=timezone.utc),
+                datetime(2025, 3, 27, tzinfo=timezone.utc),
+                datetime(2025, 3, 27, tzinfo=timezone.utc),
+            ],
+        }
+    )
+
+    mock_retrieval = MagicMock()
+    mock_retrieval.to_arrow.return_value = arrow_table
+
+    provider = MagicMock()
+    provider.offline_store.pull_all_from_table_or_query.return_value = mock_retrieval
+    provider.offline_store.compute_monitoring_metrics.side_effect = NotImplementedError
+    provider.offline_store.get_monitoring_max_timestamp.side_effect = (
+        NotImplementedError
+    )
+
+    job_store = {}
+
+    def _mock_save(config, metric_type, metrics):
+        if metric_type == "job":
+            for m in metrics:
+                job_store[m["job_id"]] = dict(m)
+
+    def _mock_query(config, project, metric_type, filters=None, **kwargs):
+        if metric_type == "job":
+            results = list(job_store.values())
+            if filters:
+                for key, value in filters.items():
+                    if value is not None:
+                        results = [r for r in results if r.get(key) == value]
+            return results
+        return []
+
+    provider.offline_store.ensure_monitoring_tables.return_value = None
+    provider.offline_store.save_monitoring_metrics.side_effect = _mock_save
+    provider.offline_store.query_monitoring_metrics.side_effect = _mock_query
+    provider.offline_store.clear_monitoring_baseline.return_value = None
+
+    store._get_provider.return_value = provider
+
+    return store
+
+
+# ------------------------------------------------------------------ #
+#  Test: Auto-compute
+# ------------------------------------------------------------------ #
+
+
+class TestAutoCompute:
+    def test_auto_compute_all_granularities(self):
+        fv = _make_feature_view(
+            "driver_stats",
+            [_make_feature_field("conv_rate", PrimitiveFeastType.FLOAT64)],
+        )
+        store = _make_mock_store([fv])
+        svc = MonitoringService(store)
+
+        result = svc.auto_compute(project="test_project")
+
+        assert result["status"] == "completed"
+        assert result["computed_feature_views"] == 1
+        assert len(result["granularities"]) == len(VALID_GRANULARITIES)
+        for g in VALID_GRANULARITIES:
+            assert g in result["granularities"]
+
+        provider = store._get_provider.return_value
+        provider.offline_store.save_monitoring_metrics.assert_called()
+
+    def test_auto_compute_specific_view(self):
+        fv = _make_feature_view(
+            "driver_stats",
+            [_make_feature_field("conv_rate", PrimitiveFeastType.FLOAT64)],
+        )
+        store = _make_mock_store([fv])
+        svc = MonitoringService(store)
+
+        result = svc.auto_compute(
+            project="test_project",
+            feature_view_name="driver_stats",
+        )
+
+        assert result["status"] == "completed"
+        assert result["computed_feature_views"] == 1
+
+
+# ------------------------------------------------------------------ #
+#  Test: Compute baseline
+# ------------------------------------------------------------------ #
+
+
+class TestComputeBaseline:
+    def test_compute_baseline_for_new_features(self):
+        fv = _make_feature_view(
+            "driver_stats",
+            [
+                _make_feature_field("conv_rate", PrimitiveFeastType.FLOAT64),
+                _make_feature_field("city", PrimitiveFeastType.STRING),
+            ],
+        )
+        store = _make_mock_store([fv])
+        svc = MonitoringService(store)
+
+        result = svc.compute_baseline(project="test_project")
+
+        assert result["status"] == "completed"
+        assert result["is_baseline"] is True
+        assert result["computed_features"] == 2
+
+        provider = store._get_provider.return_value
+        provider.offline_store.clear_monitoring_baseline.assert_called()
+        provider.offline_store.save_monitoring_metrics.assert_called()
+
+    def test_baseline_idempotent_skips_existing(self):
+        fv = _make_feature_view(
+            "driver_stats",
+            [
+                _make_feature_field("conv_rate", PrimitiveFeastType.FLOAT64),
+                _make_feature_field("acc_rate", PrimitiveFeastType.FLOAT64),
+            ],
+        )
+        store = _make_mock_store([fv])
+
+        # Simulate conv_rate already has baseline via query_monitoring_metrics
+        provider = store._get_provider.return_value
+        existing_baseline = {
+            "project_id": "test_project",
+            "feature_view_name": "driver_stats",
+            "feature_name": "conv_rate",
+            "metric_date": "2025-01-01",
+            "granularity": "daily",
+            "data_source_type": "batch",
+            "computed_at": datetime.now(timezone.utc).isoformat(),
+            "is_baseline": True,
+            "feature_type": "numeric",
+            "row_count": 100,
+            "null_count": 0,
+            "null_rate": 0.0,
+            "mean": 5.0,
+            "stddev": 1.0,
+            "min_val": 0.0,
+            "max_val": 10.0,
+            "p50": 5.0,
+            "p75": 7.5,
+            "p90": 9.0,
+            "p95": 9.5,
+            "p99": 9.9,
+            "histogram": None,
+        }
+
+        original_side_effect = (
+            provider.offline_store.query_monitoring_metrics.side_effect
+        )
+
+        def _query_with_baseline(config, project, metric_type, filters=None, **kwargs):
+            if metric_type == "feature" and filters and filters.get("is_baseline"):
+                return [existing_baseline]
+            if original_side_effect:
+                return original_side_effect(
+                    config, project, metric_type, filters=filters, **kwargs
+                )
+            return []
+
+        provider.offline_store.query_monitoring_metrics.side_effect = (
+            _query_with_baseline
+        )
+
+        svc = MonitoringService(store)
+        result = svc.compute_baseline(project="test_project")
+
+        # Only acc_rate should be computed (conv_rate already has baseline)
+        assert result["computed_features"] == 1
+
+
+# ------------------------------------------------------------------ #
+#  Test: Transient compute
+# ------------------------------------------------------------------ #
+
+
+class TestTransientCompute:
+    def test_transient_returns_metrics_without_saving(self):
+        fv = _make_feature_view(
+            "driver_stats",
+            [
+                _make_feature_field("conv_rate", PrimitiveFeastType.FLOAT64),
+                _make_feature_field("city", PrimitiveFeastType.STRING),
+            ],
+        )
+        store = _make_mock_store([fv])
+        svc = MonitoringService(store)
+
+        result = svc.compute_transient(
+            project="test_project",
+            feature_view_name="driver_stats",
+            start_date=date(2025, 1, 1),
+            end_date=date(2025, 1, 15),
+        )
+
+        assert result["status"] == "completed"
+        assert result["start_date"] == "2025-01-01"
+        assert result["end_date"] == "2025-01-15"
+        assert len(result["metrics"]) == 2
+
+        # Transient should NOT call save
+        provider = store._get_provider.return_value
+        provider.offline_store.save_monitoring_metrics.assert_not_called()
+
+    def test_transient_empty_features(self):
+        fv = _make_feature_view(
+            "fv",
+            [_make_feature_field("ts", PrimitiveFeastType.UNIX_TIMESTAMP)],
+        )
+        store = _make_mock_store([fv])
+        svc = MonitoringService(store)
+
+        result = svc.compute_transient(
+            project="test_project",
+            feature_view_name="fv",
+        )
+        assert result["metrics"] == []
+
+
+# ------------------------------------------------------------------ #
+#  Test: DQM Job Manager
+# ------------------------------------------------------------------ #
+
+
+class TestDQMJobManager:
+    def _make_manager(self):
+        from feast.monitoring.dqm_job_manager import DQMJobManager
+
+        stored = {}
+
+        def mock_save(config, metric_type, metrics):
+            for m in metrics:
+                stored[m["job_id"]] = dict(m)
+
+        def mock_query(config, project, metric_type, filters=None, **kwargs):
+            results = list(stored.values())
+            if filters:
+                for key, value in filters.items():
+                    if value is not None:
+                        results = [r for r in results if r.get(key) == value]
+            return results
+
+        offline_store = MagicMock()
+        offline_store.save_monitoring_metrics.side_effect = mock_save
+        offline_store.query_monitoring_metrics.side_effect = mock_query
+        return DQMJobManager(offline_store, MagicMock())
+
+    def test_submit_and_get_job(self):
+        mgr = self._make_manager()
+        job_id = mgr.submit(
+            project="test_project",
+            job_type="auto_compute",
+            feature_view_name="driver_stats",
+        )
+
+        assert job_id is not None
+        assert len(job_id) == 36  # UUID format
+
+        job = mgr.get_job(job_id)
+        assert job is not None
+        assert job["project_id"] == "test_project"
+        assert job["job_type"] == "auto_compute"
+        assert job["status"] == "pending"
+
+    def test_update_status(self):
+        from feast.monitoring.dqm_job_manager import JOB_STATUS_RUNNING
+
+        mgr = self._make_manager()
+        job_id = mgr.submit(
+            project="test_project",
+            job_type="compute",
+        )
+        mgr.update_status(job_id, JOB_STATUS_RUNNING)
+
+        job = mgr.get_job(job_id)
+        assert job["status"] == JOB_STATUS_RUNNING
+        assert job["started_at"] is not None
+
+
+# ------------------------------------------------------------------ #
+#  Test: CLI
+# ------------------------------------------------------------------ #
+
+
+class TestComputeMetricsCLI:
+    def test_help(self):
+        from feast.cli.monitor import monitor_cmd
+
+        runner = CliRunner()
+        result = runner.invoke(monitor_cmd, ["run", "--help"])
+        assert result.exit_code == 0
+        assert "--granularity" in result.output
+        assert "--set-baseline" in result.output
+        assert "--feature-view" in result.output
+
+    @patch("feast.cli.monitor.create_feature_store")
+    @patch("feast.monitoring.monitoring_service.MonitoringService.auto_compute")
+    def test_run_auto_mode(self, mock_auto, mock_create_store):
+        from feast.cli.monitor import monitor_cmd
+
+        mock_store = MagicMock()
+        mock_store.project = "proj"
+        mock_create_store.return_value = mock_store
+
+        mock_auto.return_value = {
+            "status": "completed",
+            "computed_feature_views": 2,
+            "computed_features": 5,
+            "granularities": list(VALID_GRANULARITIES),
+            "duration_ms": 1200,
+        }
+
+        runner = CliRunner()
+        result = runner.invoke(monitor_cmd, ["run"])
+
+        assert result.exit_code == 0
+        assert "Auto-computing" in result.output
+        assert "Features computed: 5" in result.output
+        mock_auto.assert_called_once()
+
+    @patch("feast.cli.monitor.create_feature_store")
+    @patch("feast.monitoring.monitoring_service.MonitoringService.compute_metrics")
+    def test_run_explicit_granularity(self, mock_compute, mock_create_store):
+        from feast.cli.monitor import monitor_cmd
+
+        mock_store = MagicMock()
+        mock_store.project = "proj"
+        mock_create_store.return_value = mock_store
+
+        mock_compute.return_value = {
+            "status": "completed",
+            "granularity": "weekly",
+            "computed_features": 3,
+            "computed_feature_views": 1,
+            "computed_feature_services": 1,
+            "metric_dates": ["2025-01-01"],
+            "duration_ms": 500,
+        }
+
+        runner = CliRunner()
+        result = runner.invoke(
+            monitor_cmd,
+            [
+                "run",
+                "--granularity",
+                "weekly",
+                "--start-date",
+                "2025-01-01",
+                "--end-date",
+                "2025-01-07",
+            ],
+        )
+
+        assert result.exit_code == 0
+        assert "Granularity: weekly" in result.output
+
+
+# ------------------------------------------------------------------ #
+#  Test: REST API
+# ------------------------------------------------------------------ #
+
+
+class TestRESTEndpoints:
+    @pytest.fixture
+    def app(self):
+        from fastapi import FastAPI
+        from fastapi.testclient import TestClient
+
+        from feast.api.registry.rest.monitoring import get_monitoring_router
+
+        mock_handler = MagicMock()
+
+        fv = _make_feature_view(
+            "driver_stats",
+            [_make_feature_field("conv_rate", PrimitiveFeastType.FLOAT64)],
+        )
+        mock_store = _make_mock_store([fv])
+
+        app = FastAPI()
+        app.include_router(get_monitoring_router(mock_handler, store=mock_store))
+
+        mock_server = MagicMock()
+        mock_server.store = mock_store
+        return TestClient(app), mock_server
+
+    @patch("feast.api.registry.rest.monitoring.assert_permissions")
+    def test_auto_compute_endpoint(self, mock_perms, app):
+        client, _ = app
+
+        response = client.post(
+            "/monitoring/auto_compute",
+            json={"project": "test_project"},
+        )
+
+        assert response.status_code == 200
+        data = response.json()
+        assert data["status"] == "completed"
+        assert "job_id" in data
+
+    @patch("feast.api.registry.rest.monitoring.assert_permissions")
+    def test_transient_compute_endpoint(self, mock_perms, app):
+        client, _ = app
+
+        response = client.post(
+            "/monitoring/compute/transient",
+            json={
+                "project": "test_project",
+                "feature_view_name": "driver_stats",
+                "start_date": "2025-01-05",
+                "end_date": "2025-01-20",
+            },
+        )
+
+        assert response.status_code == 200
+        data = response.json()
+        assert data["status"] == "completed"
+        assert len(data["metrics"]) >= 1
+
+    @patch("feast.api.registry.rest.monitoring.assert_permissions")
+    def test_get_metrics_with_granularity(self, mock_perms, app):
+        client, _ = app
+
+        response = client.get(
+            "/monitoring/metrics/features",
+            params={"project": "test_project", "granularity": "weekly"},
+        )
+
+        assert response.status_code == 200
+
+    @patch("feast.api.registry.rest.monitoring.assert_permissions")
+    def test_get_timeseries(self, mock_perms, app):
+        client, _ = app
+
+        response = client.get(
+            "/monitoring/metrics/timeseries",
+            params={
+                "project": "test_project",
+                "feature_view_name": "driver_stats",
+                "granularity": "daily",
+            },
+        )
+
+        assert response.status_code == 200
+
+
+# ------------------------------------------------------------------ #
+#  Test: RBAC enforcement
+# ------------------------------------------------------------------ #
+
+
+class TestRBACEnforcement:
+    @pytest.fixture
+    def app(self):
+        from fastapi import FastAPI
+        from fastapi.testclient import TestClient
+
+        from feast.api.registry.rest.monitoring import get_monitoring_router
+
+        mock_handler = MagicMock()
+
+        fv = _make_feature_view(
+            "driver_stats",
+            [_make_feature_field("conv_rate", PrimitiveFeastType.FLOAT64)],
+        )
+        mock_store = _make_mock_store([fv])
+
+        app = FastAPI()
+        app.include_router(get_monitoring_router(mock_handler, store=mock_store))
+
+        mock_server = MagicMock()
+        mock_server.store = mock_store
+        return TestClient(app), mock_server
+
+    @patch("feast.api.registry.rest.monitoring.assert_permissions")
+    def test_compute_requires_update(self, mock_perms, app):
+        client, _ = app
+
+        from feast.permissions.action import AuthzedAction
+
+        client.post(
+            "/monitoring/compute",
+            json={
+                "project": "test_project",
+                "feature_view_name": "driver_stats",
+            },
+        )
+
+        mock_perms.assert_called()
+        call_args = mock_perms.call_args
+        assert AuthzedAction.UPDATE in call_args.kwargs.get(
+            "actions", call_args[1].get("actions", [])
+        )
+
+    @patch("feast.api.registry.rest.monitoring.assert_permissions")
+    def test_transient_requires_describe(self, mock_perms, app):
+        client, _ = app
+
+        from feast.permissions.action import AuthzedAction
+
+        client.post(
+            "/monitoring/compute/transient",
+            json={
+                "project": "test_project",
+                "feature_view_name": "driver_stats",
+            },
+        )
+
+        mock_perms.assert_called()
+        call_args = mock_perms.call_args
+        assert AuthzedAction.DESCRIBE in call_args.kwargs.get(
+            "actions", call_args[1].get("actions", [])
+        )
+
+    @patch("feast.api.registry.rest.monitoring.assert_permissions")
+    def test_read_requires_describe(self, mock_perms, app):
+        client, _ = app
+
+        from feast.permissions.action import AuthzedAction
+
+        client.get(
+            "/monitoring/metrics/features",
+            params={"project": "test_project", "feature_view_name": "driver_stats"},
+        )
+
+        mock_perms.assert_called()
+        call_args = mock_perms.call_args
+        assert AuthzedAction.DESCRIBE in call_args.kwargs.get(
+            "actions", call_args[1].get("actions", [])
+        )
+
+
+# ------------------------------------------------------------------ #
+#  Test: SQL push-down dispatch
+# ------------------------------------------------------------------ #
+
+
+class TestComputeEngineDispatch:
+    """Verify that MonitoringService prefers SQL push-down and falls back
+    to Python-based computation when the offline store doesn't support it."""
+
+    def _make_store_with_pushdown(self, pushdown_result):
+        """Create a mock store where the offline store supports push-down."""
+        fv = _make_feature_view(
+            "driver_stats",
+            [
+                _make_feature_field("conv_rate", PrimitiveFeastType.FLOAT64),
+                _make_feature_field("city", PrimitiveFeastType.STRING),
+            ],
+        )
+        store = _make_mock_store([fv])
+        provider = store._get_provider.return_value
+        provider.offline_store.compute_monitoring_metrics.side_effect = None
+        provider.offline_store.compute_monitoring_metrics.return_value = pushdown_result
+        provider.offline_store.get_monitoring_max_timestamp.side_effect = None
+        provider.offline_store.get_monitoring_max_timestamp.return_value = datetime(
+            2025, 3, 27, tzinfo=timezone.utc
+        )
+        return store, fv
+
+    def test_uses_sql_pushdown_when_available(self):
+        """When the offline store supports compute_monitoring_metrics,
+        pull_all_from_table_or_query should NOT be called."""
+        sql_result = [
+            {
+                "feature_name": "conv_rate",
+                "feature_type": "numeric",
+                "row_count": 100,
+                "null_count": 2,
+                "null_rate": 0.02,
+                "mean": 0.5,
+                "stddev": 0.2,
+                "min_val": 0.0,
+                "max_val": 1.0,
+                "p50": 0.5,
+                "p75": 0.75,
+                "p90": 0.9,
+                "p95": 0.95,
+                "p99": 0.99,
+                "histogram": {
+                    "bins": [0.0, 0.5, 1.0],
+                    "counts": [50, 50],
+                    "bin_width": 0.5,
+                },
+            },
+        ]
+        store, _ = self._make_store_with_pushdown(sql_result)
+        svc = MonitoringService(store)
+
+        result = svc.compute_transient(
+            project="test_project",
+            feature_view_name="driver_stats",
+            feature_names=["conv_rate"],
+            start_date=date(2025, 1, 1),
+            end_date=date(2025, 1, 15),
+        )
+
+        assert result["status"] == "completed"
+        assert len(result["metrics"]) == 1
+        assert result["metrics"][0]["mean"] == 0.5
+
+        provider = store._get_provider.return_value
+        provider.offline_store.compute_monitoring_metrics.assert_called_once()
+        provider.offline_store.pull_all_from_table_or_query.assert_not_called()
+
+    def test_falls_back_to_python_when_not_supported(self):
+        """When compute_monitoring_metrics raises NotImplementedError,
+        the service falls back to pulling data + Python compute."""
+        fv = _make_feature_view(
+            "driver_stats",
+            [_make_feature_field("conv_rate", PrimitiveFeastType.FLOAT64)],
+        )
+        store = _make_mock_store([fv])
+
+        svc = MonitoringService(store)
+        result = svc.compute_transient(
+            project="test_project",
+            feature_view_name="driver_stats",
+            start_date=date(2025, 1, 1),
+            end_date=date(2025, 1, 15),
+        )
+
+        assert result["status"] == "completed"
+        assert len(result["metrics"]) == 1
+        assert result["metrics"][0]["feature_name"] == "conv_rate"
+
+        provider = store._get_provider.return_value
+        provider.offline_store.pull_all_from_table_or_query.assert_called()
+
+    def test_auto_compute_uses_pushdown_for_max_timestamp(self):
+        fv = _make_feature_view(
+            "driver_stats",
+            [_make_feature_field("conv_rate", PrimitiveFeastType.FLOAT64)],
+        )
+        store = _make_mock_store([fv])
+        provider = store._get_provider.return_value
+
+        provider.offline_store.get_monitoring_max_timestamp.side_effect = None
+        provider.offline_store.get_monitoring_max_timestamp.return_value = datetime(
+            2025, 3, 27, tzinfo=timezone.utc
+        )
+        provider.offline_store.compute_monitoring_metrics.side_effect = None
+        provider.offline_store.compute_monitoring_metrics.return_value = [
+            {
+                "feature_name": "conv_rate",
+                "feature_type": "numeric",
+                "row_count": 5,
+                "null_count": 0,
+                "null_rate": 0.0,
+                "mean": 0.5,
+                "stddev": 0.2,
+                "min_val": 0.1,
+                "max_val": 0.9,
+                "p50": 0.5,
+                "p75": 0.7,
+                "p90": 0.9,
+                "p95": 0.9,
+                "p99": 0.9,
+                "histogram": None,
+            },
+        ]
+
+        svc = MonitoringService(store)
+        result = svc.auto_compute(project="test_project")
+
+        assert result["status"] == "completed"
+        provider.offline_store.get_monitoring_max_timestamp.assert_called()
+        provider.offline_store.compute_monitoring_metrics.assert_called()
+        provider.offline_store.pull_all_from_table_or_query.assert_not_called()
+
+
+# ------------------------------------------------------------------ #
+#  Test: Native storage dispatch
+# ------------------------------------------------------------------ #
+
+
+class TestNativeStorageDispatch:
+    """Verify that MonitoringService uses OfflineStore for all storage
+    operations (save, query, clear_baseline, ensure_tables)."""
+
+    def test_save_goes_through_offline_store(self):
+        fv = _make_feature_view(
+            "driver_stats",
+            [_make_feature_field("conv_rate", PrimitiveFeastType.FLOAT64)],
+        )
+        store = _make_mock_store([fv])
+        svc = MonitoringService(store)
+
+        svc.compute_metrics(
+            project="test_project",
+            granularity="daily",
+        )
+
+        provider = store._get_provider.return_value
+        provider.offline_store.ensure_monitoring_tables.assert_called()
+        provider.offline_store.save_monitoring_metrics.assert_called()
+
+        save_calls = provider.offline_store.save_monitoring_metrics.call_args_list
+        metric_types_saved = {c[0][1] for c in save_calls}
+        assert "feature" in metric_types_saved
+        assert "feature_view" in metric_types_saved
+
+    def test_query_goes_through_offline_store(self):
+        fv = _make_feature_view(
+            "driver_stats",
+            [_make_feature_field("conv_rate", PrimitiveFeastType.FLOAT64)],
+        )
+        store = _make_mock_store([fv])
+        svc = MonitoringService(store)
+
+        svc.get_feature_metrics(project="test_project", granularity="daily")
+
+        provider = store._get_provider.return_value
+        provider.offline_store.query_monitoring_metrics.assert_called()
+        call_args = provider.offline_store.query_monitoring_metrics.call_args
+        assert call_args[1]["metric_type"] == "feature"
+
+    def test_baseline_clear_goes_through_offline_store(self):
+        fv = _make_feature_view(
+            "driver_stats",
+            [_make_feature_field("conv_rate", PrimitiveFeastType.FLOAT64)],
+        )
+        store = _make_mock_store([fv])
+        svc = MonitoringService(store)
+
+        svc.compute_baseline(project="test_project")
+
+        provider = store._get_provider.return_value
+        provider.offline_store.clear_monitoring_baseline.assert_called()
+
+    def test_transient_does_not_save(self):
+        fv = _make_feature_view(
+            "driver_stats",
+            [_make_feature_field("conv_rate", PrimitiveFeastType.FLOAT64)],
+        )
+        store = _make_mock_store([fv])
+        svc = MonitoringService(store)
+
+        svc.compute_transient(
+            project="test_project",
+            feature_view_name="driver_stats",
+        )
+
+        provider = store._get_provider.return_value
+        provider.offline_store.save_monitoring_metrics.assert_not_called()
+
+
+# ------------------------------------------------------------------ #
+#  Test: Log source monitoring
+# ------------------------------------------------------------------ #
+
+
+class TestLogSourceMonitoring:
+    """Verify that monitoring can compute metrics from feature serving logs."""
+
+    # Realistic log column names follow the {view}__{feature} convention
+    # produced by FeatureServiceLoggingSource.get_schema().
+    _LOG_SCHEMA = pa.schema(
+        [
+            ("driver_id", pa.int64()),
+            ("driver_stats__conv_rate", pa.float64()),
+            ("driver_stats__conv_rate__timestamp", pa.timestamp("us", tz="UTC")),
+            ("driver_stats__conv_rate__status", pa.int32()),
+            ("driver_stats__city", pa.utf8()),
+            ("driver_stats__city__timestamp", pa.timestamp("us", tz="UTC")),
+            ("driver_stats__city__status", pa.int32()),
+            ("__log_timestamp", pa.timestamp("us", tz="UTC")),
+            ("__log_date", pa.date32()),
+            ("__request_id", pa.utf8()),
+        ]
+    )
+
+    def _make_log_store(self):
+        """Create a mock store with a feature service that has logging configured."""
+        fv = _make_feature_view(
+            "driver_stats",
+            [
+                _make_feature_field("conv_rate", PrimitiveFeastType.FLOAT64),
+                _make_feature_field("city", PrimitiveFeastType.STRING),
+            ],
+        )
+
+        logging_config, log_data_source = _make_logging_config_with_source(
+            self._LOG_SCHEMA
+        )
+
+        fs = _make_feature_service(
+            "driver_service",
+            ["driver_stats"],
+            logging_config=logging_config,
+            feature_map={"driver_stats": ["conv_rate", "city"]},
+        )
+        store = _make_mock_store([fv], feature_services=[fs])
+
+        log_arrow_table = pa.table(
+            {
+                "driver_stats__conv_rate": [0.1, 0.5, 0.9, 0.3, 0.7],
+                "driver_stats__city": ["NYC", "LA", "NYC", "SF", "LA"],
+                "__log_timestamp": [
+                    datetime(2025, 3, 25, tzinfo=timezone.utc),
+                    datetime(2025, 3, 26, tzinfo=timezone.utc),
+                    datetime(2025, 3, 26, tzinfo=timezone.utc),
+                    datetime(2025, 3, 27, tzinfo=timezone.utc),
+                    datetime(2025, 3, 27, tzinfo=timezone.utc),
+                ],
+            }
+        )
+
+        mock_log_retrieval = MagicMock()
+        mock_log_retrieval.to_arrow.return_value = log_arrow_table
+
+        provider = store._get_provider.return_value
+        provider.offline_store.pull_all_from_table_or_query.return_value = (
+            mock_log_retrieval
+        )
+
+        entity_col = MagicMock()
+        entity_col.name = "driver_id"
+        fv.entity_columns = [entity_col]
+
+        return store, fs
+
+    def test_compute_log_metrics(self):
+        store, fs = self._make_log_store()
+        svc = MonitoringService(store)
+
+        with patch(
+            "feast.monitoring.monitoring_service.FeatureServiceLoggingSource"
+        ) as mock_cls:
+            mock_instance = MagicMock()
+            mock_instance.get_schema.return_value = self._LOG_SCHEMA
+            mock_cls.return_value = mock_instance
+
+            result = svc.compute_log_metrics(
+                project="test_project",
+                feature_service_name="driver_service",
+                start_date=date(2025, 3, 25),
+                end_date=date(2025, 3, 27),
+                granularity="daily",
+            )
+
+        assert result["status"] == "completed"
+        assert result["data_source_type"] == "log"
+        assert result["computed_features"] == 2
+
+        provider = store._get_provider.return_value
+        provider.offline_store.save_monitoring_metrics.assert_called()
+
+        save_calls = provider.offline_store.save_monitoring_metrics.call_args_list
+        feature_calls = [c for c in save_calls if c[0][1] == "feature"]
+        assert len(feature_calls) >= 1
+        saved_metrics = feature_calls[0][0][2]
+        assert all(m["data_source_type"] == "log" for m in saved_metrics)
+        # Feature names normalized: driver_stats__conv_rate -> conv_rate
+        saved_names = {m["feature_name"] for m in saved_metrics}
+        assert saved_names == {"conv_rate", "city"}
+        # Feature view name is the actual view, not the service
+        assert all(m["feature_view_name"] == "driver_stats" for m in saved_metrics)
+
+        # Feature service aggregate saved to the service table
+        svc_calls = [c for c in save_calls if c[0][1] == "feature_service"]
+        assert len(svc_calls) >= 1
+        svc_metric = svc_calls[0][0][2][0]
+        assert svc_metric["feature_service_name"] == "driver_service"
+        assert svc_metric["data_source_type"] == "log"
+        assert svc_metric["total_features"] == 2
+
+    def test_compute_log_metrics_no_logging_config(self):
+        fv = _make_feature_view(
+            "driver_stats",
+            [_make_feature_field("conv_rate", PrimitiveFeastType.FLOAT64)],
+        )
+        fs = _make_feature_service("no_log_service", ["driver_stats"])
+        fs.logging_config = None
+        store = _make_mock_store([fv], feature_services=[fs])
+        svc = MonitoringService(store)
+
+        result = svc.compute_log_metrics(
+            project="test_project",
+            feature_service_name="no_log_service",
+        )
+
+        assert result["status"] == "skipped"
+        assert "no logging configured" in result["reason"]
+
+    def test_auto_compute_log_metrics(self):
+        store, fs = self._make_log_store()
+        svc = MonitoringService(store)
+
+        with patch(
+            "feast.monitoring.monitoring_service.FeatureServiceLoggingSource"
+        ) as mock_cls:
+            mock_instance = MagicMock()
+            mock_instance.get_schema.return_value = self._LOG_SCHEMA
+            mock_cls.return_value = mock_instance
+
+            result = svc.auto_compute_log_metrics(project="test_project")
+
+        assert result["status"] == "completed"
+        assert result["data_source_type"] == "log"
+        assert result["computed_feature_services"] == 1
+        assert len(result["granularities"]) == len(VALID_GRANULARITIES)
+
+    def test_log_metrics_tagged_differently_from_batch(self):
+        """Log metrics should have data_source_type='log', batch should have 'batch'."""
+        store, fs = self._make_log_store()
+        svc = MonitoringService(store)
+
+        with patch(
+            "feast.monitoring.monitoring_service.FeatureServiceLoggingSource"
+        ) as mock_cls:
+            mock_instance = MagicMock()
+            mock_instance.get_schema.return_value = self._LOG_SCHEMA
+            mock_cls.return_value = mock_instance
+
+            svc.compute_log_metrics(
+                project="test_project",
+                feature_service_name="driver_service",
+                granularity="daily",
+            )
+
+        provider = store._get_provider.return_value
+        save_calls = provider.offline_store.save_monitoring_metrics.call_args_list
+        feature_calls = [c for c in save_calls if c[0][1] == "feature"]
+        for call in feature_calls:
+            for m in call[0][2]:
+                assert m["data_source_type"] == "log"
+                assert m["feature_view_name"] == "driver_stats"
+                assert m["feature_name"] in ("conv_rate", "city")
diff --git a/sdk/python/tests/integration/offline_server/__init__.py b/sdk/python/tests/integration/offline_server/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/sdk/python/tests/integration/offline_server/test_offline_server.py b/sdk/python/tests/integration/offline_server/test_offline_server.py
new file mode 100644
index 00000000000..8069326bb43
--- /dev/null
+++ b/sdk/python/tests/integration/offline_server/test_offline_server.py
@@ -0,0 +1,375 @@
+import os
+import tempfile
+from datetime import datetime, timedelta
+from unittest.mock import patch
+
+import assertpy
+import pandas as pd
+import pyarrow as pa
+import pyarrow.flight as flight
+import pytest
+
+from feast import FeatureStore, FeatureView, FileSource
+from feast.errors import FeatureViewNotFoundException
+from feast.feature_logging import FeatureServiceLoggingSource
+from feast.infra.offline_stores.remote import (
+    RemoteOfflineStore,
+    RemoteOfflineStoreConfig,
+)
+from feast.offline_server import OfflineServer, _init_auth_manager
+from feast.repo_config import RepoConfig
+from feast.torch_wrapper import get_torch
+from tests.utils.cli_repo_creator import CliRunner
+
+pytestmark = pytest.mark.integration
+
+PROJECT_NAME = "test_remote_offline"
+
+
+@pytest.fixture
+def empty_offline_server(environment):
+    store = environment.feature_store
+
+    location = "grpc+tcp://localhost:0"
+    _init_auth_manager(store=store)
+    return OfflineServer(store=store, location=location)
+
+
+@pytest.fixture
+def arrow_client(empty_offline_server):
+    return flight.FlightClient(f"grpc://localhost:{empty_offline_server.port}")
+
+
+def test_offline_server_is_alive(environment, empty_offline_server, arrow_client):
+    server = empty_offline_server
+    client = arrow_client
+
+    assertpy.assert_that(server).is_not_none()
+    assertpy.assert_that(server.port).is_not_equal_to(0)
+
+    actions = list(client.list_actions())
+    flights = list(client.list_flights())
+
+    assertpy.assert_that(actions).is_equal_to(
+        [
+            (
+                "offline_write_batch",
+                "Writes the specified arrow table to the data source underlying the specified feature view.",
+            ),
+            (
+                "write_logged_features",
+                "Writes logged features to a specified destination in the offline store.",
+            ),
+            (
+                "persist",
+                "Synchronously executes the underlying query and persists the result in the same offline store at the "
+                "specified destination.",
+            ),
+        ]
+    )
+    assertpy.assert_that(flights).is_empty()
+
+
+def default_store(temp_dir):
+    runner = CliRunner()
+    result = runner.run(["init", PROJECT_NAME], cwd=temp_dir)
+    repo_path = os.path.join(temp_dir, PROJECT_NAME, "feature_repo")
+    assert result.returncode == 0
+
+    result = runner.run(["--chdir", repo_path, "apply"], cwd=temp_dir)
+    assert result.returncode == 0
+
+    fs = FeatureStore(repo_path=repo_path)
+    return fs
+
+
+def remote_feature_store(offline_server):
+    offline_config = RemoteOfflineStoreConfig(
+        type="remote", host="0.0.0.0", port=offline_server.port
+    )
+
+    registry_path = os.path.join(
+        str(offline_server.store.repo_path),
+        offline_server.store.config.registry.path,
+    )
+    store = FeatureStore(
+        config=RepoConfig(
+            project=PROJECT_NAME,
+            registry=registry_path,
+            provider="local",
+            offline_store=offline_config,
+            entity_key_serialization_version=3,
+            # repo_config =
+        )
+    )
+    return store
+
+
+def test_remote_offline_store_apis():
+    with tempfile.TemporaryDirectory() as temp_dir:
+        store = default_store(str(temp_dir))
+        location = "grpc+tcp://localhost:0"
+
+        _init_auth_manager(store=store)
+        server = OfflineServer(store=store, location=location)
+
+        assertpy.assert_that(server).is_not_none()
+        assertpy.assert_that(server.port).is_not_equal_to(0)
+
+        fs = remote_feature_store(server)
+
+        _test_get_historical_features_returns_data(fs)
+        _test_get_historical_features_to_tensor(fs)
+        _test_get_historical_features_returns_nan(fs)
+        _test_get_historical_features_to_tensor_with_nan(fs)
+        _test_offline_write_batch(str(temp_dir), fs)
+        _test_write_logged_features(str(temp_dir), fs)
+        _test_pull_latest_from_table_or_query(str(temp_dir), fs)
+        _test_pull_all_from_table_or_query(str(temp_dir), fs)
+
+
+def test_remote_offline_store_exception_handling():
+    with tempfile.TemporaryDirectory() as temp_dir:
+        store = default_store(str(temp_dir))
+        location = "grpc+tcp://localhost:0"
+
+        _init_auth_manager(store=store)
+        server = OfflineServer(store=store, location=location)
+
+        assertpy.assert_that(server).is_not_none()
+        assertpy.assert_that(server.port).is_not_equal_to(0)
+
+        fs = remote_feature_store(server)
+        data_file = os.path.join(
+            temp_dir, fs.project, "feature_repo/data/driver_stats.parquet"
+        )
+        data_df = pd.read_parquet(data_file)
+
+        with pytest.raises(
+            FeatureViewNotFoundException,
+            match="Feature view test does not exist in project test_remote_offline",
+        ):
+            RemoteOfflineStore.offline_write_batch(
+                fs.config,
+                FeatureView(name="test", source=FileSource(path="test")),
+                pa.Table.from_pandas(data_df),
+                progress=None,
+            )
+
+
+def _test_get_historical_features_returns_data(fs: FeatureStore):
+    entity_df = pd.DataFrame.from_dict(
+        {
+            "driver_id": [1001, 1002, 1003],
+            "event_timestamp": [
+                datetime(2021, 4, 12, 10, 59, 42),
+                datetime(2021, 4, 12, 8, 12, 10),
+                datetime(2021, 4, 12, 16, 40, 26),
+            ],
+            "label_driver_reported_satisfaction": [1, 5, 3],
+            "val_to_add": [1, 2, 3],
+            "val_to_add_2": [10, 20, 30],
+        }
+    )
+
+    features = [
+        "driver_hourly_stats:conv_rate",
+        "driver_hourly_stats:acc_rate",
+        "driver_hourly_stats:avg_daily_trips",
+        "transformed_conv_rate:conv_rate_plus_val1",
+        "transformed_conv_rate:conv_rate_plus_val2",
+    ]
+
+    training_df = fs.get_historical_features(entity_df, features).to_df()
+
+    assertpy.assert_that(training_df).is_not_none()
+    assertpy.assert_that(len(training_df)).is_equal_to(3)
+
+    for index, driver_id in enumerate(entity_df["driver_id"]):
+        assertpy.assert_that(training_df["driver_id"][index]).is_equal_to(driver_id)
+        for feature in features:
+            column_id = feature.split(":")[1]
+            value = training_df[column_id][index]
+            assertpy.assert_that(value).is_not_nan()
+
+
+def _test_get_historical_features_to_tensor(fs: FeatureStore):
+    entity_df = pd.DataFrame.from_dict(
+        {
+            "driver_id": [1001, 1002, 1003],
+            "event_timestamp": [
+                datetime(2021, 4, 12, 10, 59, 42),
+                datetime(2021, 4, 12, 8, 12, 10),
+                datetime(2021, 4, 12, 16, 40, 26),
+            ],
+            "label_driver_reported_satisfaction": [1, 5, 3],
+            "val_to_add": [1, 2, 3],
+            "val_to_add_2": [10, 20, 30],
+        }
+    )
+
+    features = [
+        "driver_hourly_stats:conv_rate",
+        "driver_hourly_stats:acc_rate",
+        "driver_hourly_stats:avg_daily_trips",
+        "transformed_conv_rate:conv_rate_plus_val1",
+        "transformed_conv_rate:conv_rate_plus_val2",
+    ]
+
+    job = fs.get_historical_features(entity_df, features)
+    tensor_data = job.to_tensor()
+
+    assertpy.assert_that(tensor_data).is_not_none()
+    assertpy.assert_that(tensor_data["driver_id"].shape[0]).is_equal_to(3)
+    torch = get_torch()
+    for key, values in tensor_data.items():
+        if isinstance(values, torch.Tensor):
+            assertpy.assert_that(values.shape[0]).is_equal_to(3)
+            for val in values:
+                val_float = val.item()
+                assertpy.assert_that(val_float).is_instance_of((float, int))
+                assertpy.assert_that(val_float).is_not_nan()
+
+
+def _test_get_historical_features_returns_nan(fs: FeatureStore):
+    entity_df = pd.DataFrame.from_dict(
+        {
+            "driver_id": [1, 2, 3],
+            "event_timestamp": [
+                datetime(2021, 4, 12, 10, 59, 42),
+                datetime(2021, 4, 12, 8, 12, 10),
+                datetime(2021, 4, 12, 16, 40, 26),
+            ],
+            "label_driver_reported_satisfaction": [1, 5, 3],
+            "val_to_add": [1, 2, 3],
+            "val_to_add_2": [10, 20, 30],
+        }
+    )
+
+    features = [
+        "driver_hourly_stats:conv_rate",
+        "driver_hourly_stats:acc_rate",
+        "driver_hourly_stats:avg_daily_trips",
+        "transformed_conv_rate:conv_rate_plus_val1",
+        "transformed_conv_rate:conv_rate_plus_val2",
+    ]
+
+    training_df = fs.get_historical_features(entity_df, features).to_df()
+
+    assertpy.assert_that(training_df).is_not_none()
+    assertpy.assert_that(len(training_df)).is_equal_to(3)
+
+    for index, driver_id in enumerate(entity_df["driver_id"]):
+        assertpy.assert_that(training_df["driver_id"][index]).is_equal_to(driver_id)
+        for feature in features:
+            column_id = feature.split(":")[1]
+            value = training_df[column_id][index]
+            assertpy.assert_that(value).is_nan()
+
+
+def _test_get_historical_features_to_tensor_with_nan(fs: FeatureStore):
+    entity_df = pd.DataFrame.from_dict(
+        {
+            "driver_id": [9991, 9992],  # IDs with no matching features
+            "event_timestamp": [
+                datetime(2021, 4, 12, 10, 59, 42),
+                datetime(2021, 4, 12, 10, 59, 42),
+            ],
+        }
+    )
+    features = ["driver_hourly_stats:conv_rate"]
+    job = fs.get_historical_features(entity_df, features)
+    tensor_data = job.to_tensor()
+    assert "conv_rate" in tensor_data
+    values = tensor_data["conv_rate"]
+    # conv_rate is a float feature, missing values should be NaN
+    torch = get_torch()
+    for val in values:
+        assert isinstance(val, torch.Tensor) or torch.is_tensor(val)
+        assertpy.assert_that(torch.isnan(val).item()).is_true()
+
+
+def _test_offline_write_batch(temp_dir, fs: FeatureStore):
+    data_file = os.path.join(
+        temp_dir, fs.project, "feature_repo/data/driver_stats.parquet"
+    )
+    data_df = pd.read_parquet(data_file)
+    feature_view = fs.get_feature_view("driver_hourly_stats")
+
+    RemoteOfflineStore.offline_write_batch(
+        fs.config, feature_view, pa.Table.from_pandas(data_df), progress=None
+    )
+
+
+def _test_write_logged_features(temp_dir, fs: FeatureStore):
+    data_file = os.path.join(
+        temp_dir, fs.project, "feature_repo/data/driver_stats.parquet"
+    )
+    data_df = pd.read_parquet(data_file)
+    feature_service = fs.get_feature_service("driver_activity_v1")
+
+    RemoteOfflineStore.write_logged_features(
+        config=fs.config,
+        data=pa.Table.from_pandas(data_df),
+        source=FeatureServiceLoggingSource(feature_service, fs.config.project),
+        logging_config=feature_service.logging_config,
+        registry=fs.registry,
+    )
+
+
+def _test_pull_latest_from_table_or_query(temp_dir, fs: FeatureStore):
+    data_source = fs.get_data_source("driver_hourly_stats_source")
+
+    end_date = datetime.now().replace(microsecond=0, second=0, minute=0)
+    start_date = end_date - timedelta(days=15)
+    RemoteOfflineStore.pull_latest_from_table_or_query(
+        config=fs.config,
+        data_source=data_source,
+        join_key_columns=[],
+        feature_name_columns=[],
+        timestamp_field="event_timestamp",
+        created_timestamp_column="created",
+        start_date=start_date,
+        end_date=end_date,
+    ).to_df()
+
+
+def _test_pull_all_from_table_or_query(temp_dir, fs: FeatureStore):
+    data_source = fs.get_data_source("driver_hourly_stats_source")
+
+    end_date = datetime.now().replace(microsecond=0, second=0, minute=0)
+    start_date = end_date - timedelta(days=15)
+    RemoteOfflineStore.pull_all_from_table_or_query(
+        config=fs.config,
+        data_source=data_source,
+        join_key_columns=[],
+        feature_name_columns=[],
+        timestamp_field="event_timestamp",
+        start_date=start_date,
+        end_date=end_date,
+    ).to_df()
+
+
+def test_get_feature_view_by_name_propagates_transient_errors():
+    """Transient registry errors must not be swallowed and misreported as
+    FeatureViewNotFoundException."""
+    with tempfile.TemporaryDirectory() as temp_dir:
+        store = default_store(str(temp_dir))
+        location = "grpc+tcp://localhost:0"
+
+        _init_auth_manager(store=store)
+        server = OfflineServer(store=store, location=location)
+
+        transient_error = ConnectionError("registry temporarily unavailable")
+
+        with patch.object(
+            server.store.registry,
+            "get_feature_view",
+            side_effect=transient_error,
+        ):
+            with pytest.raises(ConnectionError, match="registry temporarily"):
+                server.get_feature_view_by_name(
+                    fv_name="driver_hourly_stats",
+                    name_alias=None,
+                    project=PROJECT_NAME,
+                )
diff --git a/sdk/python/tests/integration/offline_store/test_offline_write.py b/sdk/python/tests/integration/offline_store/test_offline_write.py
index df60e40ed56..6ae8b68147a 100644
--- a/sdk/python/tests/integration/offline_store/test_offline_write.py
+++ b/sdk/python/tests/integration/offline_store/test_offline_write.py
@@ -135,6 +135,8 @@ def test_writing_consecutively_to_offline_store(environment, universal_data_sour
     )
 
     store.apply([driver_entity, driver_stats])
+    # Refresh registry after apply to ensure subsequent reads see the new feature view
+    store.refresh_registry()
     df = store.get_historical_features(
         entity_df=entity_df,
         features=[
diff --git a/sdk/python/tests/integration/offline_store/test_universal_historical_retrieval.py b/sdk/python/tests/integration/offline_store/test_universal_historical_retrieval.py
index af0de479f3e..6a17fc47bbb 100644
--- a/sdk/python/tests/integration/offline_store/test_universal_historical_retrieval.py
+++ b/sdk/python/tests/integration/offline_store/test_universal_historical_retrieval.py
@@ -939,3 +939,100 @@ def test_odfv_projection(environment, universal_data_sources, full_feature_names
     assert unrequested_feature_2 not in actual_df2.columns, (
         f"Unrequested ODFV feature '{unrequested_feature_2}' should NOT be in the result"
     )
+
+
+@pytest.mark.integration
+@pytest.mark.universal_offline_stores
+def test_historical_features_filter_by_created_timestamp(environment):
+    store = environment.feature_store
+
+    now = datetime.now().replace(microsecond=0, second=0, minute=0)
+    tomorrow = now + timedelta(days=1)
+    day_after_tomorrow = now + timedelta(days=2)
+
+    entity_df = pd.DataFrame(
+        data=[
+            {"driver_id": 1001, "event_timestamp": tomorrow},
+            {"driver_id": 1002, "event_timestamp": tomorrow},
+        ]
+    )
+
+    driver_stats_df = pd.DataFrame(
+        data=[
+            # Values that were already created at the entity timestamp
+            {
+                "driver_id": 1001,
+                "avg_daily_trips": 10,
+                "event_timestamp": now,
+                "created": now,
+            },
+            {
+                "driver_id": 1002,
+                "avg_daily_trips": 30,
+                "event_timestamp": now,
+                "created": now,
+            },
+            # Backfilled values for the same event timestamps, created after the entity timestamp
+            {
+                "driver_id": 1001,
+                "avg_daily_trips": 20,
+                "event_timestamp": now,
+                "created": day_after_tomorrow,
+            },
+            {
+                "driver_id": 1002,
+                "avg_daily_trips": 40,
+                "event_timestamp": now,
+                "created": day_after_tomorrow,
+            },
+        ]
+    )
+
+    driver_stats_data_source = environment.data_source_creator.create_data_source(
+        df=driver_stats_df,
+        destination_name=f"test_driver_stats_{int(time.time_ns())}_{random.randint(1000, 9999)}",
+        timestamp_field="event_timestamp",
+        created_timestamp_column="created",
+    )
+
+    driver = Entity(name="driver", join_keys=["driver_id"])
+    driver_fv = FeatureView(
+        name="driver_stats",
+        entities=[driver],
+        schema=[Field(name="avg_daily_trips", dtype=Int32)],
+        source=driver_stats_data_source,
+    )
+
+    store.apply([driver, driver_fv])
+
+    # Default: the backfilled values win the dedup
+    actual_df = store.get_historical_features(
+        entity_df=entity_df,
+        features=["driver_stats:avg_daily_trips"],
+        full_feature_names=False,
+    ).to_df()
+    expected_df = pd.DataFrame(
+        data=[
+            {"driver_id": 1001, "event_timestamp": tomorrow, "avg_daily_trips": 20},
+            {"driver_id": 1002, "event_timestamp": tomorrow, "avg_daily_trips": 40},
+        ]
+    )
+    validate_dataframes(expected_df, actual_df, sort_by=["driver_id"])
+
+    try:
+        job = store.get_historical_features(
+            entity_df=entity_df,
+            features=["driver_stats:avg_daily_trips"],
+            full_feature_names=False,
+            filter_by_created_timestamp=True,
+        )
+    except NotImplementedError:
+        pytest.skip("The offline store does not support filter_by_created_timestamp")
+    actual_df = job.to_df()
+    expected_df = pd.DataFrame(
+        data=[
+            {"driver_id": 1001, "event_timestamp": tomorrow, "avg_daily_trips": 10},
+            {"driver_id": 1002, "event_timestamp": tomorrow, "avg_daily_trips": 30},
+        ]
+    )
+    validate_dataframes(expected_df, actual_df, sort_by=["driver_id"])
diff --git a/sdk/python/tests/integration/online_store/test_hybrid_online_store.py b/sdk/python/tests/integration/online_store/test_hybrid_online_store.py
index 4b9dad05ff8..26f07c54b14 100644
--- a/sdk/python/tests/integration/online_store/test_hybrid_online_store.py
+++ b/sdk/python/tests/integration/online_store/test_hybrid_online_store.py
@@ -12,6 +12,8 @@
 from feast.protos.feast.types.Value_pb2 import Value
 from feast.types import PrimitiveFeastType
 
+pytestmark = pytest.mark.integration
+
 
 @pytest.fixture
 def sample_entity():
diff --git a/sdk/python/tests/integration/online_store/test_mongodb_online_retrieval.py b/sdk/python/tests/integration/online_store/test_mongodb_online_retrieval.py
new file mode 100644
index 00000000000..9c198d9a617
--- /dev/null
+++ b/sdk/python/tests/integration/online_store/test_mongodb_online_retrieval.py
@@ -0,0 +1,165 @@
+"""MongoDB online store integration tests."""
+
+import pytest
+
+from feast.protos.feast.types.EntityKey_pb2 import (
+    EntityKey as EntityKeyProto,
+)
+from feast.protos.feast.types.Value_pb2 import Value as ValueProto
+from feast.utils import _utc_now
+from tests.universal.feature_repos.universal.feature_views import TAGS
+from tests.utils.cli_repo_creator import CliRunner, get_example_repo
+
+pytestmark = pytest.mark.integration
+pytest.importorskip("pymongo")
+
+docker_available = False
+try:
+    import docker
+    from testcontainers.mongodb import MongoDbContainer
+
+    try:
+        client = docker.from_env()
+        client.ping()
+        docker_available = True
+    except Exception:
+        pass
+except ImportError:
+    pass
+
+_requires_docker = pytest.mark.skipif(
+    not docker_available,
+    reason="Docker is not available or not running. Start Docker daemon to run these tests.",
+)
+
+
+@pytest.fixture(scope="module")
+def mongodb_container():
+    container = MongoDbContainer(
+        "mongo:latest",
+        username="test",
+        password="test",  # pragma: allowlist secret
+    ).with_exposed_ports(27017)
+    container.start()
+    yield container
+    container.stop()
+
+
+@pytest.fixture
+def mongodb_connection_string(mongodb_container):
+    exposed_port = mongodb_container.get_exposed_port(27017)
+    return f"mongodb://test:test@localhost:{exposed_port}"  # pragma: allowlist secret
+
+
+@_requires_docker
+def test_mongodb_online_features(mongodb_connection_string):
+    runner = CliRunner()
+    with runner.local_repo(
+        get_example_repo("example_feature_repo_1.py"),
+        offline_store="file",
+        online_store="mongodb",
+        teardown=False,
+    ) as store:
+        store.config.online_store.connection_string = mongodb_connection_string
+
+        driver_locations_fv = store.get_feature_view(name="driver_locations")
+        customer_profile_fv = store.get_feature_view(name="customer_profile")
+        customer_driver_combined_fv = store.get_feature_view(
+            name="customer_driver_combined"
+        )
+
+        provider = store._get_provider()
+
+        driver_key = EntityKeyProto(
+            join_keys=["driver_id"], entity_values=[ValueProto(int64_val=1)]
+        )
+        provider.online_write_batch(
+            config=store.config,
+            table=driver_locations_fv,
+            data=[
+                (
+                    driver_key,
+                    {
+                        "lat": ValueProto(double_val=0.1),
+                        "lon": ValueProto(string_val="1.0"),
+                    },
+                    _utc_now(),
+                    _utc_now(),
+                )
+            ],
+            progress=None,
+        )
+
+        customer_key = EntityKeyProto(
+            join_keys=["customer_id"], entity_values=[ValueProto(string_val="5")]
+        )
+        provider.online_write_batch(
+            config=store.config,
+            table=customer_profile_fv,
+            data=[
+                (
+                    customer_key,
+                    {
+                        "avg_orders_day": ValueProto(float_val=1.0),
+                        "name": ValueProto(string_val="John"),
+                        "age": ValueProto(int64_val=3),
+                    },
+                    _utc_now(),
+                    _utc_now(),
+                )
+            ],
+            progress=None,
+        )
+
+        customer_key = EntityKeyProto(
+            join_keys=["customer_id", "driver_id"],
+            entity_values=[ValueProto(string_val="5"), ValueProto(int64_val=1)],
+        )
+        provider.online_write_batch(
+            config=store.config,
+            table=customer_driver_combined_fv,
+            data=[
+                (
+                    customer_key,
+                    {"trips": ValueProto(int64_val=7)},
+                    _utc_now(),
+                    _utc_now(),
+                )
+            ],
+            progress=None,
+        )
+
+        assert len(store.list_entities()) == 3
+        assert len(store.list_entities(tags=TAGS)) == 2
+
+        result = store.get_online_features(
+            features=[
+                "driver_locations:lon",
+                "customer_profile:avg_orders_day",
+                "customer_profile:name",
+                "customer_driver_combined:trips",
+            ],
+            entity_rows=[
+                {"driver_id": 1, "customer_id": "5"},
+                {"driver_id": 1, "customer_id": 5},
+            ],
+            full_feature_names=False,
+        ).to_dict()
+
+        assert "lon" in result
+        assert "avg_orders_day" in result
+        assert "name" in result
+        assert result["driver_id"] == [1, 1]
+        assert result["customer_id"] == ["5", "5"]
+        assert result["lon"] == ["1.0", "1.0"]
+        assert result["avg_orders_day"] == [1.0, 1.0]
+        assert result["name"] == ["John", "John"]
+        assert result["trips"] == [7, 7]
+
+        result = store.get_online_features(
+            features=["customer_driver_combined:trips"],
+            entity_rows=[{"driver_id": 0, "customer_id": 0}],
+            full_feature_names=False,
+        ).to_dict()
+
+        assert result["trips"] == [None]
diff --git a/sdk/python/tests/integration/online_store/test_scylladb_online_store.py b/sdk/python/tests/integration/online_store/test_scylladb_online_store.py
new file mode 100644
index 00000000000..4c2385d1e50
--- /dev/null
+++ b/sdk/python/tests/integration/online_store/test_scylladb_online_store.py
@@ -0,0 +1,489 @@
+"""Integration tests for ScyllaDBOnlineStore, including vector search.
+
+All tests (regular read/write and vector search) run against a local
+ScyllaDB + Vector Store stack started via ``ScyllaDBOnlineStoreCreator``.
+No external cloud cluster is required.
+
+To run against a ScyllaDB Cloud cluster instead, set:
+
+    SCYLLA_HOSTS="host1,host2"   contact points
+    SCYLLA_KEYSPACE="feast_test" keyspace (default: feast_test)
+    SCYLLA_USERNAME="scylla"     username (optional)
+    SCYLLA_PASSWORD="..."        password (optional)
+    SCYLLA_LOCAL_DC="..."        DC name, e.g. AWS_US_EAST_1 (required)
+"""
+
+import os
+import time
+from datetime import datetime, timedelta, timezone
+from typing import List
+
+import pytest
+
+from feast import Entity, FeatureView, RepoConfig
+from feast.field import Field
+from feast.infra.offline_stores.file_source import FileSource
+from feast.infra.online_stores.scylladb_online_store.scylladb import (
+    ScyllaDBOnlineStore,
+    ScyllaDBOnlineStoreConfig,
+)
+from feast.protos.feast.types.EntityKey_pb2 import EntityKey as EntityKeyProto
+from feast.protos.feast.types.Value_pb2 import FloatList
+from feast.protos.feast.types.Value_pb2 import Value as ValueProto
+from feast.types import Array, Float32, Int64
+from feast.utils import _utc_now
+from feast.value_type import ValueType
+from tests.universal.feature_repos.universal.online_store.scylladb import (
+    ScyllaDBOnlineStoreCreator,
+)
+
+# ---------------------------------------------------------------------------
+# Fixtures
+# ---------------------------------------------------------------------------
+
+
+@pytest.fixture(scope="module")
+def docker_config() -> RepoConfig:
+    """Start a local ScyllaDB container and return a RepoConfig for it."""
+    creator = ScyllaDBOnlineStoreCreator(project_name="integ_test")
+    store_dict = creator.create_online_store()
+    cfg = RepoConfig(
+        project="integ_test",
+        provider="local",
+        online_store=ScyllaDBOnlineStoreConfig(**store_dict),
+        registry="memory://",
+        entity_key_serialization_version=3,
+    )
+    yield cfg
+    creator.teardown()
+
+
+@pytest.fixture(scope="module")
+def cloud_config():
+    """RepoConfig pointing at a ScyllaDB Cloud cluster (skipped if env vars absent)."""
+    if not os.environ.get("SCYLLA_HOSTS") or not os.environ.get("SCYLLA_LOCAL_DC"):
+        pytest.skip("Set SCYLLA_HOSTS and SCYLLA_LOCAL_DC to run vector search tests")
+    hosts = os.environ["SCYLLA_HOSTS"].split(",")
+    cfg = RepoConfig(
+        project="integ_test",
+        provider="local",
+        online_store=ScyllaDBOnlineStoreConfig(
+            hosts=hosts,
+            keyspace=os.environ.get("SCYLLA_KEYSPACE", "feast_test"),
+            username=os.environ.get("SCYLLA_USERNAME"),
+            password=os.environ.get("SCYLLA_PASSWORD"),
+            local_dc=os.environ["SCYLLA_LOCAL_DC"],
+        ),
+        registry="memory://",
+        entity_key_serialization_version=3,
+    )
+    return cfg
+
+
+def _make_entity_key(val: str) -> EntityKeyProto:
+    return EntityKeyProto(
+        join_keys=["item_id"],
+        entity_values=[ValueProto(string_val=val)],
+    )
+
+
+def _make_feature_view(
+    name: str, with_vector: bool = False, ttl: timedelta = None
+) -> FeatureView:
+    source = FileSource(path="dummy.parquet", timestamp_field="event_timestamp")
+    schema: List[Field] = [Field(name="score", dtype=Array(Float32))]
+    if with_vector:
+        schema.append(
+            Field(
+                name="embedding",
+                dtype=Array(Float32),
+                tags={
+                    "vector_index": "true",
+                    "dimensions": "4",
+                    "similarity_function": "COSINE",
+                },
+            )
+        )
+    return FeatureView(
+        name=name,
+        entities=[
+            Entity(name="item_id", join_keys=["item_id"], value_type=ValueType.STRING)
+        ],
+        schema=schema,
+        online=True,
+        source=source,
+        ttl=ttl,
+    )
+
+
+# ---------------------------------------------------------------------------
+# Tests — regular online store (uses Docker via docker_config fixture)
+# ---------------------------------------------------------------------------
+
+
+def test_write_and_read(docker_config):
+    store = ScyllaDBOnlineStore()
+    cfg = docker_config
+    fv = _make_feature_view("test_write_read")
+
+    store.update(cfg, [], [fv], [], [], partial=False)
+    try:
+        ek = _make_entity_key("item_1")
+        store.online_write_batch(
+            cfg,
+            fv,
+            [
+                (
+                    ek,
+                    {"score": ValueProto(float_list_val=FloatList(val=[0.9]))},
+                    _utc_now(),
+                    None,
+                )
+            ],
+            None,
+        )
+        results = store.online_read(cfg, fv, [ek])
+        assert len(results) == 1
+        ts, feats = results[0]
+        assert feats is not None
+        assert "score" in feats
+        assert list(feats["score"].float_list_val.val) == pytest.approx([0.9])
+    finally:
+        store.teardown(cfg, [fv], [])
+
+
+def test_missing_key_returns_none(docker_config):
+    store = ScyllaDBOnlineStore()
+    cfg = docker_config
+    fv = _make_feature_view("test_missing_key")
+
+    store.update(cfg, [], [fv], [], [], partial=False)
+    try:
+        existing = _make_entity_key("present")
+        missing = _make_entity_key("does_not_exist")
+        store.online_write_batch(
+            cfg,
+            fv,
+            [
+                (
+                    existing,
+                    {"score": ValueProto(float_list_val=FloatList(val=[0.5]))},
+                    _utc_now(),
+                    None,
+                )
+            ],
+            None,
+        )
+        results = store.online_read(cfg, fv, [existing, missing])
+        assert len(results) == 2
+        assert results[0][1] is not None
+        assert results[1][1] is None
+    finally:
+        store.teardown(cfg, [fv], [])
+
+
+def test_multiple_features_roundtrip(docker_config):
+    """Multiple features of different types all round-trip with the correct value."""
+    store = ScyllaDBOnlineStore()
+    cfg = docker_config
+    source = FileSource(path="dummy.parquet", timestamp_field="event_timestamp")
+    fv = FeatureView(
+        name="test_multi_features",
+        entities=[
+            Entity(name="item_id", join_keys=["item_id"], value_type=ValueType.STRING)
+        ],
+        schema=[
+            Field(name="score", dtype=Array(Float32)),
+            Field(name="priority", dtype=Int64),
+        ],
+        online=True,
+        source=source,
+    )
+
+    store.update(cfg, [], [fv], [], [], partial=False)
+    try:
+        ek = _make_entity_key("item_mf")
+        store.online_write_batch(
+            cfg,
+            fv,
+            [
+                (
+                    ek,
+                    {
+                        "score": ValueProto(float_list_val=FloatList(val=[0.85, 0.15])),
+                        "priority": ValueProto(int64_val=42),
+                    },
+                    _utc_now(),
+                    None,
+                )
+            ],
+            None,
+        )
+        results = store.online_read(cfg, fv, [ek])
+        assert len(results) == 1
+        ts, feats = results[0]
+        assert feats is not None
+        assert list(feats["score"].float_list_val.val) == pytest.approx([0.85, 0.15])
+        assert feats["priority"].int64_val == 42
+    finally:
+        store.teardown(cfg, [fv], [])
+
+
+def test_multiple_entities(docker_config):
+    """Multiple entity keys can be read in a single online_read call with correct values.
+
+    Mirrors the multi-entity behaviour verified by the universal online store
+    suite (``test_online_retrieval_with_event_timestamps``) which Cassandra runs.
+    """
+    store = ScyllaDBOnlineStore()
+    cfg = docker_config
+    fv = _make_feature_view("test_multi_entities")
+
+    store.update(cfg, [], [fv], [], [], partial=False)
+    try:
+        keys = [_make_entity_key(f"entity_{i}") for i in range(3)]
+        batch = [
+            (
+                ek,
+                {
+                    "score": ValueProto(
+                        float_list_val=FloatList(val=[float(i) * 0.1 + 0.1])
+                    )
+                },
+                _utc_now(),
+                None,
+            )
+            for i, ek in enumerate(keys)
+        ]
+        store.online_write_batch(cfg, fv, batch, None)
+        results = store.online_read(cfg, fv, keys)
+        assert len(results) == 3
+        for i, (ts, feats) in enumerate(results):
+            assert feats is not None, f"Entity {i} returned None features"
+            assert list(feats["score"].float_list_val.val) == pytest.approx(
+                [float(i) * 0.1 + 0.1]
+            )
+    finally:
+        store.teardown(cfg, [fv], [])
+
+
+def test_overwrite_uses_latest_value(docker_config):
+    """Writing the same entity key twice keeps the most-recently-written value."""
+    store = ScyllaDBOnlineStore()
+    cfg = docker_config
+    fv = _make_feature_view("test_overwrite")
+
+    store.update(cfg, [], [fv], [], [], partial=False)
+    try:
+        ek = _make_entity_key("overwrite_item")
+        store.online_write_batch(
+            cfg,
+            fv,
+            [
+                (
+                    ek,
+                    {"score": ValueProto(float_list_val=FloatList(val=[0.1]))},
+                    _utc_now(),
+                    None,
+                )
+            ],
+            None,
+        )
+        store.online_write_batch(
+            cfg,
+            fv,
+            [
+                (
+                    ek,
+                    {"score": ValueProto(float_list_val=FloatList(val=[0.9]))},
+                    _utc_now(),
+                    None,
+                )
+            ],
+            None,
+        )
+        results = store.online_read(cfg, fv, [ek])
+        assert len(results) == 1
+        ts, feats = results[0]
+        assert feats is not None
+        assert list(feats["score"].float_list_val.val) == pytest.approx([0.9])
+    finally:
+        store.teardown(cfg, [fv], [])
+
+
+def test_event_timestamp_returned(docker_config):
+    """The event timestamp written with a row is returned correctly by online_read.
+
+    Mirrors ``test_online_retrieval_with_event_timestamps`` from the universal
+    suite which verifies per-entity timestamps for all online store types.
+    """
+    store = ScyllaDBOnlineStore()
+    cfg = docker_config
+    fv = _make_feature_view("test_event_ts")
+
+    store.update(cfg, [], [fv], [], [], partial=False)
+    try:
+        ek = _make_entity_key("ts_item")
+        # Use a second-boundary timestamp — CQL ``timestamp`` has ms precision.
+        write_ts = datetime(2024, 1, 15, 12, 0, 0, tzinfo=timezone.utc)
+        store.online_write_batch(
+            cfg,
+            fv,
+            [
+                (
+                    ek,
+                    {"score": ValueProto(float_list_val=FloatList(val=[0.5]))},
+                    write_ts,
+                    None,
+                )
+            ],
+            None,
+        )
+        results = store.online_read(cfg, fv, [ek])
+        assert len(results) == 1
+        ts, feats = results[0]
+        assert ts is not None
+        assert isinstance(ts, datetime)
+        # Normalise both to UTC before comparing.
+        ts_utc = ts if ts.tzinfo is not None else ts.replace(tzinfo=timezone.utc)
+        assert ts_utc == write_ts
+    finally:
+        store.teardown(cfg, [fv], [])
+
+
+# ---------------------------------------------------------------------------
+# Tests — vector search (local Docker stack via docker_config)
+# ---------------------------------------------------------------------------
+
+
+def test_vector_search(docker_config):
+    store = ScyllaDBOnlineStore()
+    cfg = docker_config
+    fv = _make_feature_view("test_vector_search", with_vector=True)
+
+    store.update(cfg, [], [fv], [], [], partial=False)
+    try:
+        rows = [
+            ("vec_a", [1.0, 0.0, 0.0, 0.0]),
+            ("vec_b", [0.0, 1.0, 0.0, 0.0]),
+            ("vec_c", [1.0, 0.1, 0.0, 0.0]),  # close to vec_a
+        ]
+        batch = []
+        for item_id, vec in rows:
+            ek = _make_entity_key(item_id)
+            batch.append(
+                (
+                    ek,
+                    {
+                        "score": ValueProto(float_list_val=FloatList(val=[0.5])),
+                        "embedding": ValueProto(float_list_val=FloatList(val=vec)),
+                    },
+                    _utc_now(),
+                    None,
+                )
+            )
+        store.online_write_batch(cfg, fv, batch, None)
+
+        # Wait for the vector index to finish building (up to 60 s).
+        deadline = time.time() + 60
+        results = None
+        while time.time() < deadline:
+            try:
+                results = store.retrieve_online_documents_v2(
+                    cfg,
+                    fv,
+                    requested_features=["score", "embedding"],
+                    embedding=[1.0, 0.0, 0.0, 0.0],
+                    top_k=2,
+                )
+                break  # index is ready
+            except Exception as exc:
+                if "still being constructed" in str(exc) or "missing index" in str(exc):
+                    time.sleep(2)
+                else:
+                    raise
+        else:
+            raise TimeoutError("Vector index was not ready within 60 s")
+
+        assert results is not None
+        assert len(results) == 2
+
+        # Extract entity IDs from the returned entity key protos.
+        # Also verify the shape and types of every field in each result tuple.
+        # The expected embeddings keyed by entity ID for value verification.
+        expected_embeddings = {
+            "vec_a": [1.0, 0.0, 0.0, 0.0],
+            "vec_b": [0.0, 1.0, 0.0, 0.0],
+            "vec_c": [1.0, 0.1, 0.0, 0.0],
+        }
+        returned_ids = []
+        for ts, ek_proto, feats in results:
+            assert isinstance(ts, datetime), f"Expected datetime, got {type(ts)}"
+            assert feats is not None
+            assert "score" in feats
+            assert "embedding" in feats
+            # score field: single-element float list written as 0.5
+            assert list(feats["score"].float_list_val.val) == pytest.approx([0.5])
+            # embedding field: values must match what was written
+            entity_id = ek_proto.entity_values[0].string_val
+            assert list(feats["embedding"].float_list_val.val) == pytest.approx(
+                expected_embeddings[entity_id]
+            )
+            assert ek_proto is not None
+            returned_ids.append(entity_id)
+
+        # Query is [1,0,0,0]; vec_a=[1,0,0,0] (exact match) and
+        # vec_c=[1,0.1,0,0] are the two nearest neighbours by cosine similarity.
+        # vec_b=[0,1,0,0] is orthogonal and must NOT appear in top-2.
+        assert set(returned_ids) == {"vec_a", "vec_c"}, (
+            f"Expected top-2 neighbours to be vec_a and vec_c, got {returned_ids}"
+        )
+        # Exact match must be ranked first.
+        assert returned_ids[0] == "vec_a", (
+            f"Expected vec_a (exact match) to be ranked first, got {returned_ids[0]}"
+        )
+    finally:
+        store.teardown(cfg, [fv], [])
+
+
+def test_ttl_expiry(docker_config):
+    """Rows written with a TTL should be gone after ScyllaDB expires them."""
+    store = ScyllaDBOnlineStore()
+    cfg = docker_config
+    # TTL of 2 seconds, short enough for a test, long enough to write first.
+    fv = _make_feature_view("test_ttl_expiry", ttl=timedelta(seconds=5))
+
+    store.update(cfg, [], [fv], [], [], partial=False)
+    try:
+        ek = _make_entity_key("ttl_item")
+        store.online_write_batch(
+            cfg,
+            fv,
+            [
+                (
+                    ek,
+                    {"score": ValueProto(float_list_val=FloatList(val=[0.7]))},
+                    _utc_now(),
+                    None,
+                )
+            ],
+            None,
+        )
+
+        # Confirm the row is readable immediately after writing.
+        results = store.online_read(cfg, fv, [ek])
+        assert len(results) == 1
+        ts, feats = results[0]
+        assert feats is not None, "Row should be present right after write"
+
+        # Wait for ScyllaDB to expire the row (TTL = 5s, wait 8s to be safe).
+        time.sleep(8)
+
+        results = store.online_read(cfg, fv, [ek])
+        assert len(results) == 1
+        ts_after, feats_after = results[0]
+        assert feats_after is None, (
+            f"Row should have expired and return None, but got features: {feats_after}"
+        )
+    finally:
+        store.teardown(cfg, [fv], [])
diff --git a/sdk/python/tests/integration/online_store/test_universal_online.py b/sdk/python/tests/integration/online_store/test_universal_online.py
index 109eea454c0..41b0e6a635f 100644
--- a/sdk/python/tests/integration/online_store/test_universal_online.py
+++ b/sdk/python/tests/integration/online_store/test_universal_online.py
@@ -1,3 +1,4 @@
+import asyncio
 import os
 import random
 import time
@@ -14,10 +15,11 @@
 
 from feast import FeatureStore
 from feast.entity import Entity
-from feast.errors import FeatureNameCollisionError
+from feast.errors import FeatureNameCollisionError, FeatureViewNotFoundException
 from feast.feature_service import FeatureService
 from feast.feature_view import FeatureView
 from feast.field import Field
+from feast.filter_models import ComparisonFilter, CompoundFilter
 from feast.infra.offline_stores.file_source import FileSource
 from feast.infra.utils.postgres.postgres_config import ConnectionType
 from feast.online_response import TIMESTAMP_POSTFIX
@@ -31,6 +33,7 @@
     ValueType,
 )
 from feast.utils import _utc_now
+from feast.vector_store_utils import feature_view_to_vs_id
 from feast.wait import wait_retry_backoff
 from tests.universal.feature_repos.repo_configuration import (
     Environment,
@@ -1332,3 +1335,305 @@ def test_retrieve_online_documents_v2(environment, fake_document_data):
     assert len(no_match_results["text_field"]) == 0
     assert "text_rank" in no_match_results
     assert len(no_match_results["text_rank"]) == 0
+
+
+def _setup_documents_with_categories(fs):
+    """Shared helper that creates and populates a feature view with embeddings,
+    text, and category fields. Returns (feature_view, entity, dataframe)."""
+    n_rows = 20
+    vector_dim = 2
+    random.seed(42)
+
+    df = pd.DataFrame(
+        {
+            "item_id": list(range(n_rows)),
+            "chunk_id": list(range(n_rows)),
+            "embedding": [list(np.random.random(vector_dim)) for _ in range(n_rows)],
+            "text_field": [
+                f"Document text content {i} with searchable keywords"
+                for i in range(n_rows)
+            ],
+            "category": [f"Category-{i % 5}" for i in range(n_rows)],
+            "event_timestamp": [datetime.now() for _ in range(n_rows)],
+        }
+    )
+
+    data_source = FileSource(
+        path="dummy_path.parquet", timestamp_field="event_timestamp"
+    )
+
+    item_entity = Entity(
+        name="item_id",
+        join_keys=["item_id"],
+        value_type=ValueType.INT64,
+    )
+
+    item_embeddings_fv = FeatureView(
+        name="item_embeddings",
+        entities=[item_entity],
+        schema=[
+            Field(name="embedding", dtype=Array(Float32), vector_index=True),
+            Field(name="text_field", dtype=String),
+            Field(name="category", dtype=String),
+            Field(name="item_id", dtype=Int64),
+            Field(name="chunk_id", dtype=Int64),
+        ],
+        source=data_source,
+    )
+
+    fs.apply([item_embeddings_fv, item_entity])
+    fs.write_to_online_store("item_embeddings", df)
+    return item_embeddings_fv, item_entity, df
+
+
+@pytest.mark.integration
+@pytest.mark.universal_online_stores(only=["pgvector", "elasticsearch"])
+def test_retrieve_online_documents_v2_with_filters(environment, fake_document_data):
+    """Test that metadata filters narrow down vector/text search results."""
+    fs = environment.feature_store
+    fs.config.online_store.vector_enabled = True
+
+    _, _, df = _setup_documents_with_categories(fs)
+    vector_dim = 2
+    query_embedding = list(np.random.random(vector_dim))
+
+    # --- eq filter: only Category-0 rows ---
+    eq_filter = ComparisonFilter(type="eq", key="category", value="Category-0")
+    results = fs.retrieve_online_documents_v2(
+        features=[
+            "item_embeddings:embedding",
+            "item_embeddings:text_field",
+            "item_embeddings:category",
+            "item_embeddings:item_id",
+        ],
+        query=query_embedding,
+        top_k=10,
+        distance_metric="L2",
+        filters=eq_filter,
+    ).to_dict()
+
+    assert len(results["category"]) > 0
+    assert len(results["category"]) <= 4  # 20 rows / 5 categories
+    assert all(c == "Category-0" for c in results["category"])
+
+    # --- ne filter: exclude Category-0 ---
+    ne_filter = ComparisonFilter(type="ne", key="category", value="Category-0")
+    results = fs.retrieve_online_documents_v2(
+        features=[
+            "item_embeddings:embedding",
+            "item_embeddings:text_field",
+            "item_embeddings:category",
+            "item_embeddings:item_id",
+        ],
+        query=query_embedding,
+        top_k=10,
+        distance_metric="L2",
+        filters=ne_filter,
+    ).to_dict()
+
+    assert len(results["category"]) > 0
+    assert all(c != "Category-0" for c in results["category"])
+
+    # --- in filter: Category-0 or Category-1 ---
+    in_filter = ComparisonFilter(
+        type="in", key="category", value=["Category-0", "Category-1"]
+    )
+    results = fs.retrieve_online_documents_v2(
+        features=[
+            "item_embeddings:embedding",
+            "item_embeddings:text_field",
+            "item_embeddings:category",
+            "item_embeddings:item_id",
+        ],
+        query=query_embedding,
+        top_k=10,
+        distance_metric="L2",
+        filters=in_filter,
+    ).to_dict()
+
+    assert len(results["category"]) > 0
+    assert all(c in ("Category-0", "Category-1") for c in results["category"])
+
+    # --- compound AND filter: category == Category-0 AND chunk_id >= 5 ---
+    and_filter = CompoundFilter(
+        type="and",
+        filters=[
+            ComparisonFilter(type="eq", key="category", value="Category-0"),
+            ComparisonFilter(type="gte", key="chunk_id", value=5),
+        ],
+    )
+    results = fs.retrieve_online_documents_v2(
+        features=[
+            "item_embeddings:embedding",
+            "item_embeddings:text_field",
+            "item_embeddings:category",
+            "item_embeddings:chunk_id",
+        ],
+        query=query_embedding,
+        top_k=10,
+        distance_metric="L2",
+        filters=and_filter,
+    ).to_dict()
+
+    assert len(results["category"]) > 0
+    assert all(c == "Category-0" for c in results["category"])
+    assert all(i >= 5 for i in results["chunk_id"])
+
+    # --- text search + filter ---
+    text_filter = ComparisonFilter(type="eq", key="category", value="Category-2")
+    text_results = fs.retrieve_online_documents_v2(
+        features=[
+            "item_embeddings:embedding",
+            "item_embeddings:text_field",
+            "item_embeddings:category",
+            "item_embeddings:item_id",
+        ],
+        query_string="searchable keywords",
+        top_k=10,
+        filters=text_filter,
+    ).to_dict()
+
+    assert len(text_results["category"]) > 0
+    assert all(c == "Category-2" for c in text_results["category"])
+
+    # --- filter with no matches ---
+    empty_filter = ComparisonFilter(
+        type="eq", key="category", value="NonexistentCategory"
+    )
+    empty_results = fs.retrieve_online_documents_v2(
+        features=[
+            "item_embeddings:embedding",
+            "item_embeddings:text_field",
+            "item_embeddings:category",
+            "item_embeddings:item_id",
+        ],
+        query=query_embedding,
+        top_k=10,
+        distance_metric="L2",
+        filters=empty_filter,
+    ).to_dict()
+
+    assert len(empty_results.get("category", [])) == 0
+
+
+@pytest.mark.integration
+@pytest.mark.universal_online_stores(only=["pgvector", "elasticsearch"])
+def test_openai_search(environment, fake_document_data):
+    """Test OpenAI-compatible vector store search returns the correct response shape."""
+    fs = environment.feature_store
+    fs.config.online_store.vector_enabled = True
+
+    fv, _, df = _setup_documents_with_categories(fs)
+    vector_dim = 2
+    vs_id = feature_view_to_vs_id(fs.project, "item_embeddings")
+
+    fake_embedding = list(np.random.random(vector_dim))
+
+    mock_provider = unittest.mock.MagicMock()
+    mock_provider.aembed = unittest.mock.AsyncMock(return_value=[fake_embedding])
+    fs.embedding_provider = mock_provider
+
+    result = asyncio.run(
+        fs.openai_search(
+            vector_store_id="item_embeddings",
+            query="test query",
+            max_num_results=5,
+        )
+    )
+
+    # Validate top-level OpenAI response shape
+    assert result["object"] == "vector_store.search_results.page"
+    assert isinstance(result["search_query"], list)
+    assert result["search_query"] == ["test query"]
+    assert result["has_more"] is False
+    assert result["next_page"] is None
+
+    assert isinstance(result["data"], list)
+    assert len(result["data"]) > 0
+    assert len(result["data"]) <= 5
+
+    seen_file_ids = set()
+    for item_result in result["data"]:
+        assert "file_id" in item_result
+        fid = item_result["file_id"]
+        assert fid.startswith(f"{vs_id}_")
+        seen_file_ids.add(fid)
+        assert "filename" in item_result
+        assert item_result["filename"] == vs_id
+        assert "score" in item_result
+        assert isinstance(item_result["score"], float)
+        assert "attributes" in item_result
+        assert isinstance(item_result["attributes"], dict)
+        assert "item_id" not in item_result["attributes"]
+        assert "content" in item_result
+        assert isinstance(item_result["content"], list)
+        for part in item_result["content"]:
+            assert "type" in part
+            assert part["type"] == "text"
+            assert "text" in part
+    assert len(seen_file_ids) == len(result["data"])
+
+    # --- Test with features_to_retrieve ---
+    result_subset = asyncio.run(
+        fs.openai_search(
+            vector_store_id="item_embeddings",
+            query="test query",
+            max_num_results=5,
+            features_to_retrieve=["text_field", "category"],
+        )
+    )
+
+    assert len(result_subset["data"]) > 0
+    for item_result in result_subset["data"]:
+        attr_keys = set(item_result["attributes"].keys())
+        assert "embedding" not in attr_keys
+
+    # --- Test with list query ---
+    result_list = asyncio.run(
+        fs.openai_search(
+            vector_store_id="item_embeddings",
+            query=["term1", "term2"],
+            max_num_results=5,
+        )
+    )
+
+    assert result_list["search_query"] == ["term1", "term2"]
+
+
+@pytest.mark.integration
+@pytest.mark.universal_online_stores(only=["pgvector", "elasticsearch"])
+def test_openai_search_no_embedding_config(environment, fake_document_data):
+    """Test that openai_search raises ValueError
+    when no embedding provider is set and embedding_model is not configured."""
+    fs = environment.feature_store
+    fs.config.online_store.vector_enabled = True
+    _setup_documents_with_categories(fs)
+    fs.config.embedding_model = None
+    fs._embedding_provider = None
+
+    with pytest.raises(ValueError, match="No embedding provider set"):
+        asyncio.run(
+            fs.openai_search(
+                vector_store_id="item_embeddings",
+                query="test query",
+            )
+        )
+
+
+@pytest.mark.integration
+@pytest.mark.universal_online_stores(only=["pgvector", "elasticsearch"])
+def test_openai_search_not_found(environment, fake_document_data):
+    """Test that openai_search raises FeatureViewNotFoundException
+    for a non-existent feature view."""
+    fs = environment.feature_store
+    mock_provider = unittest.mock.MagicMock()
+    mock_provider.aembed = unittest.mock.AsyncMock(return_value=[[0.0, 0.0]])
+    fs.embedding_provider = mock_provider
+
+    with pytest.raises(FeatureViewNotFoundException):
+        asyncio.run(
+            fs.openai_search(
+                vector_store_id="nonexistent_feature_view",
+                query="test query",
+            )
+        )
diff --git a/sdk/python/tests/integration/permissions/__init__.py b/sdk/python/tests/integration/permissions/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/sdk/python/tests/integration/permissions/auth/__init__.py b/sdk/python/tests/integration/permissions/auth/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/sdk/python/tests/integration/permissions/auth/conftest.py b/sdk/python/tests/integration/permissions/auth/conftest.py
new file mode 100644
index 00000000000..81b4faa7af0
--- /dev/null
+++ b/sdk/python/tests/integration/permissions/auth/conftest.py
@@ -0,0 +1,30 @@
+import pytest
+
+from tests.unit.permissions.auth.server.test_utils import (
+    invalid_list_entities_perm,
+    read_entities_perm,
+    read_fv_perm,
+    read_odfv_perm,
+    read_permissions_perm,
+    read_projects_perm,
+    read_sfv_perm,
+)
+
+
+@pytest.fixture(
+    scope="module",
+    params=[
+        [],
+        [invalid_list_entities_perm],
+        [
+            read_entities_perm,
+            read_permissions_perm,
+            read_fv_perm,
+            read_odfv_perm,
+            read_sfv_perm,
+            read_projects_perm,
+        ],
+    ],
+)
+def applied_permissions(request):
+    return request.param
diff --git a/sdk/python/tests/integration/permissions/auth/server/__init__.py b/sdk/python/tests/integration/permissions/auth/server/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/sdk/python/tests/unit/permissions/auth/server/test_auth_registry_server.py b/sdk/python/tests/integration/permissions/auth/server/test_auth_registry_server.py
similarity index 88%
rename from sdk/python/tests/unit/permissions/auth/server/test_auth_registry_server.py
rename to sdk/python/tests/integration/permissions/auth/server/test_auth_registry_server.py
index e0f75d1d3d8..7a236f590ff 100644
--- a/sdk/python/tests/unit/permissions/auth/server/test_auth_registry_server.py
+++ b/sdk/python/tests/integration/permissions/auth/server/test_auth_registry_server.py
@@ -11,7 +11,9 @@
     FeastPermissionError,
     FeatureViewNotFoundException,
 )
+from feast.permissions.auth.auth_manager import AllowAll, set_auth_manager
 from feast.permissions.permission import Permission
+from feast.permissions.security_manager import no_security_manager
 from feast.registry_server import start_server
 from feast.wait import wait_retry_backoff  # noqa: E402
 from tests.unit.permissions.auth.server import mock_utils
@@ -27,6 +29,8 @@
 from tests.utils.auth_permissions_util import get_remote_registry_store
 from tests.utils.http_server import check_port_open  # noqa: E402
 
+pytestmark = [pytest.mark.integration, pytest.mark.rbac_remote_integration_test]
+
 
 @pytest.fixture
 def start_registry_server(
@@ -71,7 +75,11 @@ def start_registry_server(
     yield server
 
     print("Stopping server")
-    server.stop(grace=None)  # Teardown server
+    try:
+        server.stop(grace=None)  # Teardown server
+    finally:
+        no_security_manager()
+        set_auth_manager(AllowAll())
 
 
 @pytest.mark.parametrize(
@@ -142,11 +150,6 @@ def _test_get_historical_features(client_fs: FeatureStore):
 
 
 def _test_get_entity(client_fs: FeatureStore, permissions: list[Permission]):
-    if _is_auth_enabled(client_fs) and len(permissions) == 0:
-        with pytest.raises(FeastPermissionError):
-            client_fs.get_entity("driver")
-        return
-
     if not _is_auth_enabled(client_fs) or _is_permission_enabled(
         client_fs, permissions, read_entities_perm
     ):
@@ -161,11 +164,6 @@ def _test_get_entity(client_fs: FeatureStore, permissions: list[Permission]):
 
 
 def _test_list_entities(client_fs: FeatureStore, permissions: list[Permission]):
-    if _is_auth_enabled(client_fs) and len(permissions) == 0:
-        with pytest.raises(FeastPermissionError):
-            client_fs.list_entities()
-        return
-
     if _is_auth_enabled(client_fs) and _permissions_exist_in_permission_list(
         [invalid_list_entities_perm], permissions
     ):
@@ -187,8 +185,7 @@ def _test_list_entities(client_fs: FeatureStore, permissions: list[Permission]):
 
 
 def _no_permission_retrieved(permissions: list[Permission]) -> bool:
-    # With security-first approach, no permissions means access should be denied
-    return False
+    return len(permissions) == 0
 
 
 def _test_list_permissions(
@@ -200,10 +197,6 @@ def _test_list_permissions(
         with pytest.raises(Exception):
             client_fs.list_permissions()
         return []
-    elif _is_auth_enabled(client_fs) and len(applied_permissions) == 0:
-        with pytest.raises(FeastPermissionError):
-            client_fs.list_permissions()
-        return []
     else:
         permissions = client_fs.list_permissions()
 
@@ -250,11 +243,6 @@ def _is_auth_enabled(client_fs: FeatureStore) -> bool:
 
 
 def _test_get_fv(client_fs: FeatureStore, permissions: list[Permission]):
-    if _is_auth_enabled(client_fs) and len(permissions) == 0:
-        with pytest.raises(FeastPermissionError):
-            client_fs.get_feature_view("driver_hourly_stats")
-        return
-
     if not _is_auth_enabled(client_fs) or _is_permission_enabled(
         client_fs, permissions, read_fv_perm
     ):
@@ -275,10 +263,6 @@ def _test_list_fvs(client_fs: FeatureStore, permissions: list[Permission]):
         with pytest.raises(Exception):
             client_fs.list_feature_views()
         return []
-    elif _is_auth_enabled(client_fs) and len(permissions) == 0:
-        with pytest.raises(FeastPermissionError):
-            client_fs.list_feature_views()
-        return []
     else:
         fvs = client_fs.list_feature_views()
         for fv in fvs:
@@ -309,15 +293,13 @@ def _is_permission_enabled(
     permissions: list[Permission],
     permission: Permission,
 ):
-    # With security-first approach, if no permissions are defined, access should be denied
     if not _is_auth_enabled(client_fs):
-        return True  # No auth enabled, allow access
+        return True
 
-    # If auth is enabled but no permissions are defined, deny access (security-first)
+    # No permissions defined = full access for authenticated users
     if len(permissions) == 0:
-        return False
+        return True
 
-    # Check if the specific permission exists
     return _permissions_exist_in_permission_list(
         [read_permissions_perm, permission], permissions
     )
diff --git a/sdk/python/tests/integration/registration/test_universal_registry.py b/sdk/python/tests/integration/registration/test_universal_registry.py
index d8322e55636..ead74ca8a2b 100644
--- a/sdk/python/tests/integration/registration/test_universal_registry.py
+++ b/sdk/python/tests/integration/registration/test_universal_registry.py
@@ -16,7 +16,7 @@
 import random
 import string
 import time
-from datetime import timedelta, timezone
+from datetime import datetime, timedelta, timezone
 from tempfile import mkstemp
 from unittest import mock
 
@@ -273,16 +273,18 @@ def mysql_registry_async(mysql_server):
     yield SqlRegistry(registry_config, "project", None)
 
 
-@pytest.fixture(scope="session")
-def sqlite_registry():
+@pytest.fixture(scope="function")
+def sqlite_registry(tmp_path):
     registry_config = SqlRegistryConfig(
         registry_type="sql",
-        path="sqlite://",
+        path=f"sqlite:///{tmp_path / 'registry.db'}",
         cache_ttl_seconds=2,
         cache_mode="sync",
     )
 
-    yield SqlRegistry(registry_config, "project", None)
+    registry = SqlRegistry(registry_config, "project", None)
+    yield registry
+    registry.teardown()
 
 
 @pytest.fixture(scope="function")
@@ -657,6 +659,113 @@ def test_apply_feature_view_success(test_registry: BaseRegistry):
     test_registry.teardown()
 
 
+@pytest.mark.integration
+@pytest.mark.parametrize(
+    "test_registry",
+    [
+        pytest.param(
+            lazy_fixture("mysql_registry"),
+            marks=pytest.mark.xdist_group(name="mysql_registry"),
+        ),
+        pytest.param(
+            lazy_fixture("mysql_registry_async"),
+            marks=pytest.mark.xdist_group(name="mysql_registry"),
+        ),
+    ],
+)
+def test_apply_feature_view_large_proto_roundtrip_mysql(test_registry: BaseRegistry):
+    """Regression for the MySQL BLOB 64 KB truncation bug.
+
+    The SQL registry stores each object as a serialized proto in a binary
+    column. With those columns typed BLOB (64 KB cap) on MySQL/MariaDB, a
+    FeatureView proto larger than 64 KB is silently truncated on write and
+    later fails to deserialize. The LONGBLOB fix must let a >64 KB proto
+    round-trip through a live MySQL connection intact.
+
+    Reads use allow_cache=False (the default) so the assertion exercises the
+    DB column, not the in-memory cache populated at apply time.
+    """
+    batch_source = FileSource(
+        file_format=ParquetFormat(),
+        path="file://feast/*",
+        timestamp_field="ts_col",
+        created_timestamp_column="timestamp",
+    )
+    entity = Entity(name="large_proto_entity", join_keys=["test"])
+    # A ~200 KB tag value pushes the serialized FeatureView proto well past the
+    # 64 KB BLOB cap, so a truncating column would corrupt it.
+    large_value = "x" * (200 * 1024)
+    fv = FeatureView(
+        name="large_proto_feature_view",
+        schema=[Field(name="test", dtype=Int64)],
+        entities=[entity],
+        tags={"big": large_value},
+        source=batch_source,
+        ttl=timedelta(minutes=5),
+    )
+    project = "project"
+
+    test_registry.apply_feature_view(fv, project)
+
+    # Pass allow_cache=False explicitly so this keeps reading the DB column even
+    # if the CachingRegistry default ever changes.
+    read_back = test_registry.get_feature_view(
+        "large_proto_feature_view", project, allow_cache=False
+    )
+    # Equality proves the >64 KB proto round-tripped without truncation.
+    assert read_back.tags["big"] == large_value
+
+    test_registry.delete_feature_view("large_proto_feature_view", project)
+    test_registry.teardown()
+
+
+@pytest.mark.integration
+@pytest.mark.parametrize(
+    "test_registry",
+    [
+        pytest.param(
+            lazy_fixture("mysql_registry"),
+            marks=pytest.mark.xdist_group(name="mysql_registry"),
+        ),
+    ],
+)
+def test_warn_if_narrow_blob_columns_detects_real_blob(test_registry, caplog):
+    """Exercise the startup BLOB diagnostic against a real MySQL schema.
+
+    The unit tests only mock the engine, so the live information_schema query
+    (DATA_TYPE = 'blob' filter + table-name scoping) is otherwise unverified.
+    Narrow a real proto column back to BLOB and assert the diagnostic fires;
+    then widen it to LONGBLOB and assert it stays silent (confirming the filter
+    does not also match LONGBLOB, i.e. no false positive on a migrated registry).
+    """
+    from sqlalchemy import text
+
+    engine = test_registry.write_engine
+
+    try:
+        # Narrow a real proto column back to BLOB NOT NULL to mirror a pre-fix
+        # (legacy) registry schema.
+        with engine.begin() as conn:
+            conn.execute(text("ALTER TABLE entities MODIFY entity_proto BLOB NOT NULL"))
+        with caplog.at_level(logging.ERROR):
+            SqlRegistry._warn_if_narrow_blob_columns(engine)
+        assert "still typed BLOB" in caplog.text
+        assert "entities.entity_proto" in caplog.text
+
+        # Widen back to LONGBLOB and confirm the DATA_TYPE='blob' filter does not
+        # also match LONGBLOB (no false positive on a migrated registry).
+        caplog.clear()
+        with engine.begin() as conn:
+            conn.execute(
+                text("ALTER TABLE entities MODIFY entity_proto LONGBLOB NOT NULL")
+            )
+        with caplog.at_level(logging.ERROR):
+            SqlRegistry._warn_if_narrow_blob_columns(engine)
+        assert "still typed BLOB" not in caplog.text
+    finally:
+        test_registry.teardown()
+
+
 @pytest.mark.integration
 @pytest.mark.parametrize(
     "test_registry",
@@ -823,6 +932,65 @@ def location_features_from_push(inputs: pd.DataFrame) -> pd.DataFrame:
     test_registry.teardown()
 
 
+@pytest.mark.integration
+@pytest.mark.parametrize(
+    "test_registry",
+    [
+        lazy_fixture("local_registry"),
+        lazy_fixture("sqlite_registry"),
+        pytest.param(
+            lazy_fixture("mock_remote_registry"),
+            marks=pytest.mark.rbac_remote_integration_test,
+        ),
+    ],
+)
+def test_list_all_feature_views_updated_since(test_registry: BaseRegistry):
+    """Test that list_all_feature_views correctly filters by updated_since."""
+    batch_source = FileSource(
+        file_format=ParquetFormat(),
+        path="file://feast/*",
+        timestamp_field="ts_col",
+        created_timestamp_column="timestamp",
+    )
+    entity = Entity(name="fs1_driver_1", join_keys=["test"])
+    fv1 = FeatureView(
+        name="test_fv_updated_since_1",
+        schema=[Field(name="test", dtype=Int64)],
+        entities=[entity],
+        source=batch_source,
+        ttl=timedelta(minutes=5),
+    )
+    fv2 = FeatureView(
+        name="test_fv_updated_since_2",
+        schema=[Field(name="test", dtype=Int64)],
+        entities=[entity],
+        source=batch_source,
+        ttl=timedelta(minutes=5),
+    )
+    project = "project"
+    test_registry.apply_entity(entity, project)
+    test_registry.apply_feature_view(fv1, project)
+    test_registry.apply_feature_view(fv2, project)
+
+    # A cutoff in the past should return all feature views
+    past = datetime(2000, 1, 1, tzinfo=timezone.utc)
+    result = test_registry.list_all_feature_views(project, updated_since=past)
+    assert len(result) == 2
+
+    # A cutoff in the future should return nothing
+    future = datetime(2999, 1, 1, tzinfo=timezone.utc)
+    result = test_registry.list_all_feature_views(project, updated_since=future)
+    assert len(result) == 0
+
+    # No filter returns all feature views
+    result = test_registry.list_all_feature_views(project)
+    assert len(result) == 2
+
+    test_registry.delete_feature_view("test_fv_updated_since_1", project)
+    test_registry.delete_feature_view("test_fv_updated_since_2", project)
+    test_registry.teardown()
+
+
 @pytest.mark.integration
 @pytest.mark.parametrize(
     "test_registry",
diff --git a/sdk/python/tests/integration/rest_api/resource/feast_config_credit_scoring.yaml b/sdk/python/tests/integration/rest_api/resource/feast_config_credit_scoring.yaml
index f75fb4c031e..ce8d29b0696 100644
--- a/sdk/python/tests/integration/rest_api/resource/feast_config_credit_scoring.yaml
+++ b/sdk/python/tests/integration/rest_api/resource/feast_config_credit_scoring.yaml
@@ -20,6 +20,8 @@ metadata:
   namespace: test-ns-feast-rest
 spec:
   feastProject: credit_scoring_local
+  authz:
+    noAuth: true
   feastProjectDir:
     git:
       url: https://github.com/feast-dev/feast-credit-score-local-tutorial.git
diff --git a/sdk/python/tests/integration/rest_api/resource/feast_config_driver_ranking.yaml b/sdk/python/tests/integration/rest_api/resource/feast_config_driver_ranking.yaml
index 6341a6e4eed..90cc4e54d85 100644
--- a/sdk/python/tests/integration/rest_api/resource/feast_config_driver_ranking.yaml
+++ b/sdk/python/tests/integration/rest_api/resource/feast_config_driver_ranking.yaml
@@ -5,6 +5,8 @@ metadata:
   namespace: test-ns-feast-rest
 spec:
   feastProject: driver_ranking
+  authz:
+    noAuth: true
   feastProjectDir:
     init:
        template: local
diff --git a/sdk/python/tests/integration/rest_api/resource/feast_config_rhoai.yaml b/sdk/python/tests/integration/rest_api/resource/feast_config_rhoai.yaml
index 247f23acabf..33cefcea519 100644
--- a/sdk/python/tests/integration/rest_api/resource/feast_config_rhoai.yaml
+++ b/sdk/python/tests/integration/rest_api/resource/feast_config_rhoai.yaml
@@ -15,6 +15,8 @@ metadata:
   namespace: NAMESPACE_PLACEHOLDER
 spec:
   feastProject: s3_features
+  authz:
+    noAuth: true
   services:
     onlineStore:
       server:
diff --git a/sdk/python/tests/integration/rest_api/test_registry_rest_api.py b/sdk/python/tests/integration/rest_api/test_registry_rest_api.py
index 5d37d700a64..8b474d6cac4 100644
--- a/sdk/python/tests/integration/rest_api/test_registry_rest_api.py
+++ b/sdk/python/tests/integration/rest_api/test_registry_rest_api.py
@@ -450,7 +450,7 @@ def test_get_registry_lineage(self, feast_rest_client):
         # Validate specific pagination counts (these are test-specific)
         assert data["relationships_pagination"]["totalCount"] == 71
         assert data["relationships_pagination"]["totalPages"] == 1
-        assert data["indirect_relationships_pagination"]["totalCount"] == 154
+        assert data["indirect_relationships_pagination"]["totalCount"] == 149
         assert data["indirect_relationships_pagination"]["totalPages"] == 1
 
     def test_get_lineage_complete(self, feast_rest_client):
diff --git a/sdk/python/tests/integration/test_mcp_feature_server.py b/sdk/python/tests/integration/test_mcp_feature_server.py
index 0e59a71dfae..61f45e37314 100644
--- a/sdk/python/tests/integration/test_mcp_feature_server.py
+++ b/sdk/python/tests/integration/test_mcp_feature_server.py
@@ -9,6 +9,8 @@
 from feast.feature_store import FeatureStore
 from feast.infra.mcp_servers.mcp_config import McpFeatureServerConfig
 
+pytestmark = pytest.mark.integration
+
 
 class TestMCPFeatureServerIntegration(unittest.TestCase):
     """Integration tests for MCP feature server functionality."""
diff --git a/sdk/python/tests/integration/test_mlflow_integration.py b/sdk/python/tests/integration/test_mlflow_integration.py
new file mode 100644
index 00000000000..c09e7d444f2
--- /dev/null
+++ b/sdk/python/tests/integration/test_mlflow_integration.py
@@ -0,0 +1,1116 @@
+# Copyright 2026 The Feast Authors
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     https://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+import json
+import os
+from datetime import datetime, timedelta
+
+import numpy as np
+import pandas as pd
+import pytest
+
+from feast import Entity, FeatureService, FeatureStore, FeatureView, Field, FileSource
+from feast.infra.online_stores.sqlite import SqliteOnlineStoreConfig
+from feast.repo_config import RepoConfig
+from feast.types import Float32, Int64
+
+mlflow = pytest.importorskip("mlflow", reason="mlflow is not installed")
+from mlflow.tracking import MlflowClient  # noqa: E402
+
+import feast.mlflow  # noqa: E402
+from feast.mlflow_integration import (  # noqa: E402
+    FeastMlflowEntityDfError,
+    FeastMlflowModelResolutionError,
+    MlflowConfig,
+)
+from feast.mlflow_integration.config import (  # noqa: E402
+    MLFLOW_TAG_TRUNCATION_LIMIT,
+    resolve_tracking_uri,
+)
+
+# ---------------------------------------------------------------------------
+# Fixtures
+# ---------------------------------------------------------------------------
+
+
+@pytest.fixture(autouse=True)
+def _isolate_mlflow_globals():
+    """Reset module-level mlflow caching between tests."""
+    feast.mlflow._client = None
+    feast.mlflow._registered_store = None
+    yield
+
+
+@pytest.fixture()
+def tracking_uri(tmp_path):
+    uri = f"sqlite:///{tmp_path}/mlflow.db"
+    mlflow.set_tracking_uri(uri)
+    mlflow.set_experiment("test_mlflow")
+    yield uri
+    mlflow.set_tracking_uri("")
+
+
+@pytest.fixture()
+def driver_parquet(tmp_path):
+    data_dir = tmp_path / "data"
+    data_dir.mkdir()
+
+    end = datetime.now().replace(microsecond=0, second=0, minute=0)
+    start = end - timedelta(days=7)
+    timestamps = pd.date_range(start, end, freq="h")
+    driver_ids = [1001, 1002, 1003]
+
+    np.random.seed(42)
+    rows = [
+        {
+            "driver_id": did,
+            "event_timestamp": ts,
+            "created": ts,
+            "conv_rate": float(np.random.uniform(0, 1)),
+            "acc_rate": float(np.random.uniform(0, 1)),
+            "avg_daily_trips": int(np.random.randint(1, 100)),
+        }
+        for ts in timestamps
+        for did in driver_ids
+    ]
+    df = pd.DataFrame(rows)
+    path = str(data_dir / "driver_stats.parquet")
+    df.to_parquet(path)
+    return tmp_path, path
+
+
+@pytest.fixture()
+def feast_objects(driver_parquet):
+    _, parquet_path = driver_parquet
+
+    driver = Entity(name="driver", join_keys=["driver_id"])
+    source = FileSource(
+        name="driver_stats_source",
+        path=parquet_path,
+        timestamp_field="event_timestamp",
+        created_timestamp_column="created",
+    )
+    fv = FeatureView(
+        name="driver_hourly_stats",
+        entities=[driver],
+        ttl=timedelta(days=7),
+        schema=[
+            Field(name="conv_rate", dtype=Float32),
+            Field(name="acc_rate", dtype=Float32),
+            Field(name="avg_daily_trips", dtype=Int64),
+        ],
+        online=True,
+        source=source,
+    )
+    fs = FeatureService(name="driver_activity_v1", features=[fv])
+    return driver, source, fv, fs
+
+
+def _make_store(
+    tmp_path,
+    tracking_uri,
+    *,
+    enabled=True,
+    auto_log=True,
+    auto_log_entity_df=True,
+    entity_df_max_rows=100_000,
+):
+    data_dir = tmp_path / "data"
+    data_dir.mkdir(exist_ok=True)
+
+    config = RepoConfig(
+        project="test_mlflow",
+        provider="local",
+        registry=str(data_dir / "registry.db"),
+        online_store=SqliteOnlineStoreConfig(path=str(data_dir / "online.db")),
+        entity_key_serialization_version=3,
+        mlflow=MlflowConfig(
+            enabled=enabled,
+            tracking_uri=tracking_uri,
+            auto_log=auto_log,
+            auto_log_entity_df=auto_log_entity_df,
+            entity_df_max_rows=entity_df_max_rows,
+        ),
+    )
+    return FeatureStore(config=config)
+
+
+@pytest.fixture()
+def store_enabled(driver_parquet, tracking_uri, feast_objects):
+    tmp_path, _ = driver_parquet
+    store = _make_store(tmp_path, tracking_uri)
+    store.apply(list(feast_objects))
+    store.materialize(
+        start_date=datetime.now() - timedelta(days=7),
+        end_date=datetime.now(),
+    )
+    return store
+
+
+@pytest.fixture()
+def entity_df():
+    np.random.seed(42)
+    n = 50
+    return pd.DataFrame(
+        {
+            "driver_id": np.random.choice([1001, 1002, 1003], n),
+            "event_timestamp": [
+                datetime.now() - timedelta(hours=i % 48) for i in range(n)
+            ],
+            "label": np.random.randint(0, 2, n),
+        }
+    )
+
+
+class TestMlflowConfig:
+    @pytest.mark.integration
+    def test_defaults(self):
+        cfg = MlflowConfig()
+        assert cfg.enabled is False
+        assert cfg.auto_log is True
+        assert cfg.auto_log_entity_df is False
+        assert cfg.entity_df_max_rows == 100_000
+        assert cfg.tracking_uri is None
+
+    @pytest.mark.integration
+    def test_get_tracking_uri_explicit(self):
+        cfg = MlflowConfig(tracking_uri="http://example.com:5000")
+        assert cfg.get_tracking_uri() == "http://example.com:5000"
+
+    @pytest.mark.integration
+    def test_get_tracking_uri_env_fallback(self, monkeypatch):
+        monkeypatch.setenv("MLFLOW_TRACKING_URI", "http://env-uri:5000")
+        cfg = MlflowConfig()
+        assert cfg.get_tracking_uri() == "http://env-uri:5000"
+
+    @pytest.mark.integration
+    def test_get_tracking_uri_none_when_unset(self, monkeypatch):
+        monkeypatch.delenv("MLFLOW_TRACKING_URI", raising=False)
+        cfg = MlflowConfig()
+        assert cfg.get_tracking_uri() is None
+
+    @pytest.mark.integration
+    def test_resolve_tracking_uri_priority(self, monkeypatch):
+        monkeypatch.setenv("MLFLOW_TRACKING_URI", "http://env:5000")
+        assert resolve_tracking_uri("http://explicit:5000") == "http://explicit:5000"
+        assert resolve_tracking_uri(None) == "http://env:5000"
+        monkeypatch.delenv("MLFLOW_TRACKING_URI")
+        assert resolve_tracking_uri(None) is None
+
+
+class TestLogFeatureRetrieval:
+    @pytest.mark.integration
+    def test_logs_all_tags_and_metric(self, store_enabled, tracking_uri):
+        client = MlflowClient(tracking_uri=tracking_uri)
+        refs = [
+            "driver_hourly_stats:conv_rate",
+            "driver_hourly_stats:acc_rate",
+            "transformed:conv_rate_plus_val1",
+        ]
+
+        with mlflow.start_run(run_name="test_tags") as run:
+            result = store_enabled.mlflow.log_feature_retrieval(
+                feature_refs=refs,
+                entity_count=200,
+                duration_seconds=0.1234,
+                retrieval_type="historical",
+                feature_service_name="driver_activity_v1",
+            )
+
+        assert result is True
+        data = client.get_run(run.info.run_id)
+        tags = data.data.tags
+
+        assert tags["feast.project"] == "test_mlflow"
+        assert tags["feast.retrieval_type"] == "historical"
+        assert tags["feast.feature_service"] == "driver_activity_v1"
+        assert tags["feast.entity_count"] == "200"
+        assert tags["feast.feature_count"] == "3"
+        assert "driver_hourly_stats" in tags["feast.feature_views"]
+        assert "transformed" in tags["feast.feature_views"]
+        assert "driver_hourly_stats:conv_rate" in tags["feast.feature_refs"]
+        assert data.data.metrics["feast.job_submission_sec"] == 0.1234
+
+    @pytest.mark.integration
+    def test_noop_without_active_run(self, store_enabled, tracking_uri):
+        result = store_enabled.mlflow.log_feature_retrieval(
+            feature_refs=["fv:feat"],
+            entity_count=1,
+            duration_seconds=0.01,
+        )
+        assert result is False
+
+    @pytest.mark.integration
+    def test_feature_views_sorted_and_deduped(self, store_enabled, tracking_uri):
+        client = MlflowClient(tracking_uri=tracking_uri)
+        refs = ["z_view:f1", "a_view:f2", "z_view:f3", "a_view:f4"]
+
+        with mlflow.start_run() as run:
+            store_enabled.mlflow.log_feature_retrieval(
+                feature_refs=refs,
+                entity_count=1,
+                duration_seconds=0.01,
+            )
+
+        tags = client.get_run(run.info.run_id).data.tags
+        assert tags["feast.feature_views"] == "a_view,z_view"
+
+    @pytest.mark.integration
+    def test_truncation_for_long_refs(self, store_enabled, tracking_uri):
+        client = MlflowClient(tracking_uri=tracking_uri)
+        refs = [f"fv:feature_{i:04d}" for i in range(500)]
+
+        with mlflow.start_run() as run:
+            store_enabled.mlflow.log_feature_retrieval(
+                feature_refs=refs,
+                entity_count=1,
+                duration_seconds=0.01,
+            )
+
+        tags = client.get_run(run.info.run_id).data.tags
+        assert len(tags["feast.feature_refs"]) <= MLFLOW_TAG_TRUNCATION_LIMIT
+        assert tags["feast.feature_refs"].endswith("...")
+
+    @pytest.mark.integration
+    def test_no_feature_service_tag_when_none(self, store_enabled, tracking_uri):
+        client = MlflowClient(tracking_uri=tracking_uri)
+
+        with mlflow.start_run() as run:
+            store_enabled.mlflow.log_feature_retrieval(
+                feature_refs=["fv:f1"],
+                entity_count=1,
+                duration_seconds=0.01,
+                feature_service=None,
+                feature_service_name=None,
+            )
+
+        tags = client.get_run(run.info.run_id).data.tags
+        assert "feast.feature_service" not in tags
+
+
+class TestLogTrainingDataset:
+    @pytest.mark.integration
+    def test_logs_dataset_input(self, store_enabled, tracking_uri):
+        client = MlflowClient(tracking_uri=tracking_uri)
+        df = pd.DataFrame({"a": [1, 2], "b": [3, 4]})
+
+        with mlflow.start_run() as run:
+            result = store_enabled.mlflow.log_training_dataset(
+                df, dataset_name="test_ds"
+            )
+
+        assert result is True
+        run_data = client.get_run(run.info.run_id)
+        assert len(run_data.inputs.dataset_inputs) > 0
+        assert run_data.inputs.dataset_inputs[0].dataset.name == "test_ds"
+
+    @pytest.mark.integration
+    def test_noop_without_active_run(self, store_enabled, tracking_uri):
+        df = pd.DataFrame({"a": [1]})
+        assert store_enabled.mlflow.log_training_dataset(df) is False
+
+
+class TestHistoricalAutoLog:
+    @pytest.mark.integration
+    def test_tags_logged_via_feature_service(
+        self, store_enabled, entity_df, tracking_uri
+    ):
+        client = MlflowClient(tracking_uri=tracking_uri)
+
+        with mlflow.start_run(run_name="hist_fs") as run:
+            store_enabled.get_historical_features(
+                features=store_enabled.get_feature_service("driver_activity_v1"),
+                entity_df=entity_df,
+            ).to_df()
+
+        data = client.get_run(run.info.run_id)
+        tags = data.data.tags
+
+        assert tags["feast.project"] == "test_mlflow"
+        assert tags["feast.retrieval_type"] == "historical"
+        assert tags["feast.feature_service"] == "driver_activity_v1"
+        assert "driver_hourly_stats" in tags["feast.feature_views"]
+        assert tags["feast.entity_count"] == str(len(entity_df))
+        assert int(tags["feast.feature_count"]) >= 3
+        assert data.data.metrics["feast.job_submission_sec"] >= 0
+
+    @pytest.mark.integration
+    def test_tags_logged_via_feature_refs(self, store_enabled, entity_df, tracking_uri):
+        client = MlflowClient(tracking_uri=tracking_uri)
+
+        with mlflow.start_run(run_name="hist_refs") as run:
+            store_enabled.get_historical_features(
+                features=[
+                    "driver_hourly_stats:conv_rate",
+                    "driver_hourly_stats:acc_rate",
+                ],
+                entity_df=entity_df,
+            ).to_df()
+
+        tags = client.get_run(run.info.run_id).data.tags
+        assert tags["feast.retrieval_type"] == "historical"
+        assert tags["feast.feature_count"] == "2"
+        assert "driver_hourly_stats:conv_rate" in tags["feast.feature_refs"]
+
+    @pytest.mark.integration
+    def test_entity_df_artifact_uploaded(self, store_enabled, entity_df, tracking_uri):
+        client = MlflowClient(tracking_uri=tracking_uri)
+
+        with mlflow.start_run(run_name="hist_artifact") as run:
+            store_enabled.get_historical_features(
+                features=store_enabled.get_feature_service("driver_activity_v1"),
+                entity_df=entity_df,
+            ).to_df()
+
+        artifacts = [a.path for a in client.list_artifacts(run.info.run_id)]
+        assert "entity_df.parquet" in artifacts
+
+        tags = client.get_run(run.info.run_id).data.tags
+        assert tags["feast.entity_df_rows"] == str(len(entity_df))
+        assert "driver_id" in tags["feast.entity_df_columns"]
+        assert "event_timestamp" in tags["feast.entity_df_columns"]
+        assert tags["feast.entity_df_type"] == "dataframe"
+
+    @pytest.mark.integration
+    def test_entity_df_skipped_when_exceeds_max_rows(
+        self, driver_parquet, tracking_uri, feast_objects
+    ):
+        tmp_path, _ = driver_parquet
+        store = _make_store(tmp_path, tracking_uri, entity_df_max_rows=5)
+        store.apply(list(feast_objects))
+
+        client = MlflowClient(tracking_uri=tracking_uri)
+        entity_df = pd.DataFrame(
+            {
+                "driver_id": [1001] * 10,
+                "event_timestamp": [
+                    datetime.now() - timedelta(hours=i) for i in range(10)
+                ],
+            }
+        )
+
+        with mlflow.start_run(run_name="hist_skip") as run:
+            store.get_historical_features(
+                features=store.get_feature_service("driver_activity_v1"),
+                entity_df=entity_df,
+            ).to_df()
+
+        artifacts = [a.path for a in client.list_artifacts(run.info.run_id)]
+        assert "entity_df.parquet" not in artifacts
+        tags = client.get_run(run.info.run_id).data.tags
+        assert tags["feast.entity_df_rows"] == "10"
+
+    @pytest.mark.integration
+    def test_no_tags_without_active_run(self, store_enabled, entity_df):
+        result = store_enabled.get_historical_features(
+            features=store_enabled.get_feature_service("driver_activity_v1"),
+            entity_df=entity_df,
+        ).to_df()
+        assert len(result) == len(entity_df)
+
+
+class TestOnlineAutoLog:
+    @pytest.mark.integration
+    def test_tags_logged_for_online_retrieval(self, store_enabled, tracking_uri):
+        client = MlflowClient(tracking_uri=tracking_uri)
+
+        with mlflow.start_run(run_name="online") as run:
+            store_enabled.get_online_features(
+                features=store_enabled.get_feature_service("driver_activity_v1"),
+                entity_rows=[{"driver_id": 1001}, {"driver_id": 1002}],
+            )
+
+        data = client.get_run(run.info.run_id)
+        tags = data.data.tags
+
+        assert tags["feast.retrieval_type"] == "online"
+        assert tags["feast.feature_service"] == "driver_activity_v1"
+        assert tags["feast.entity_count"] == "2"
+        assert int(tags["feast.feature_count"]) >= 3
+        assert data.data.metrics["feast.job_submission_sec"] >= 0
+
+    @pytest.mark.integration
+    def test_entity_count_for_list_input(self, store_enabled, tracking_uri):
+        client = MlflowClient(tracking_uri=tracking_uri)
+
+        with mlflow.start_run(run_name="online_list") as run:
+            store_enabled.get_online_features(
+                features=["driver_hourly_stats:conv_rate"],
+                entity_rows=[
+                    {"driver_id": 1001},
+                    {"driver_id": 1002},
+                    {"driver_id": 1003},
+                ],
+            )
+
+        tags = client.get_run(run.info.run_id).data.tags
+        assert tags["feast.entity_count"] == "3"
+
+
+class TestDisabledIntegration:
+    @pytest.mark.integration
+    def test_disabled_does_not_log(
+        self, driver_parquet, tracking_uri, feast_objects, entity_df
+    ):
+        tmp_path, _ = driver_parquet
+        store = _make_store(tmp_path, tracking_uri, enabled=False)
+        store.apply(list(feast_objects))
+
+        client = MlflowClient(tracking_uri=tracking_uri)
+        with mlflow.start_run(run_name="disabled") as run:
+            store.get_historical_features(
+                features=store.get_feature_service("driver_activity_v1"),
+                entity_df=entity_df,
+            ).to_df()
+
+        tags = client.get_run(run.info.run_id).data.tags
+        assert "feast.project" not in tags
+        assert "feast.feature_service" not in tags
+
+    @pytest.mark.integration
+    def test_auto_log_false_does_not_log(
+        self, driver_parquet, tracking_uri, feast_objects, entity_df
+    ):
+        tmp_path, _ = driver_parquet
+        store = _make_store(tmp_path, tracking_uri, enabled=True, auto_log=False)
+        store.apply(list(feast_objects))
+
+        client = MlflowClient(tracking_uri=tracking_uri)
+        with mlflow.start_run(run_name="no_auto_log") as run:
+            store.get_historical_features(
+                features=store.get_feature_service("driver_activity_v1"),
+                entity_df=entity_df,
+            ).to_df()
+
+        tags = client.get_run(run.info.run_id).data.tags
+        assert "feast.project" not in tags
+
+    @pytest.mark.integration
+    def test_auto_log_entity_df_false_skips_artifact(
+        self, driver_parquet, tracking_uri, feast_objects, entity_df
+    ):
+        tmp_path, _ = driver_parquet
+        store = _make_store(tmp_path, tracking_uri, auto_log_entity_df=False)
+        store.apply(list(feast_objects))
+
+        client = MlflowClient(tracking_uri=tracking_uri)
+        with mlflow.start_run(run_name="no_entity_df") as run:
+            store.get_historical_features(
+                features=store.get_feature_service("driver_activity_v1"),
+                entity_df=entity_df,
+            ).to_df()
+
+        run_data = client.get_run(run.info.run_id).data
+        artifacts = [a.path for a in client.list_artifacts(run.info.run_id)]
+        assert "entity_df.parquet" not in artifacts
+
+        assert "feast.entity_df_rows" in run_data.tags
+        assert run_data.tags["feast.entity_df_type"] == "dataframe"
+        assert run_data.tags["feast.feature_service"] == "driver_activity_v1"
+
+
+class TestEntityDfBuilder:
+    @pytest.mark.integration
+    def test_roundtrip_parquet(self, store_enabled, entity_df, tracking_uri):
+        with mlflow.start_run(run_name="roundtrip") as run:
+            store_enabled.get_historical_features(
+                features=store_enabled.get_feature_service("driver_activity_v1"),
+                entity_df=entity_df,
+            ).to_df()
+
+        recovered = store_enabled.mlflow.get_training_entity_df(
+            run_id=run.info.run_id,
+        )
+
+        assert recovered.shape == entity_df.shape
+        assert set(recovered.columns) == set(entity_df.columns)
+        assert "event_timestamp" in recovered.columns
+
+    @pytest.mark.integration
+    def test_max_rows_limits_output(self, store_enabled, entity_df, tracking_uri):
+        with mlflow.start_run(run_name="max_rows") as run:
+            store_enabled.get_historical_features(
+                features=store_enabled.get_feature_service("driver_activity_v1"),
+                entity_df=entity_df,
+            ).to_df()
+
+        recovered = store_enabled.mlflow.get_training_entity_df(
+            run_id=run.info.run_id,
+            max_rows=5,
+        )
+        assert len(recovered) == 5
+
+    @pytest.mark.integration
+    def test_missing_artifact_raises(self, store_enabled, tracking_uri):
+        with mlflow.start_run(run_name="empty") as run:
+            mlflow.log_param("dummy", "value")
+
+        with pytest.raises(FeastMlflowEntityDfError, match="No entity data found"):
+            store_enabled.mlflow.get_training_entity_df(
+                run_id=run.info.run_id,
+            )
+
+    @pytest.mark.integration
+    def test_nonexistent_run_raises(self, store_enabled, tracking_uri):
+        with pytest.raises(FeastMlflowEntityDfError, match="not found"):
+            store_enabled.mlflow.get_training_entity_df(
+                run_id="0000000000000000deadbeef00000000",
+            )
+
+    @pytest.mark.integration
+    def test_missing_timestamp_column_raises(self, store_enabled, tracking_uri):
+        df = pd.DataFrame({"driver_id": [1001], "value": [0.5]})
+        with mlflow.start_run(run_name="bad_cols") as run:
+            import tempfile
+
+            with tempfile.TemporaryDirectory() as tmp_dir:
+                path = os.path.join(tmp_dir, "entity_df.parquet")
+                df.to_parquet(path, index=False)
+                mlflow.log_artifact(path)
+
+        with pytest.raises(
+            FeastMlflowEntityDfError, match="missing required timestamp"
+        ):
+            store_enabled.mlflow.get_training_entity_df(
+                run_id=run.info.run_id,
+            )
+
+    @pytest.mark.integration
+    def test_custom_timestamp_column(self, store_enabled, tracking_uri):
+        df = pd.DataFrame(
+            {
+                "driver_id": [1001],
+                "ts": [datetime.now()],
+            }
+        )
+        with mlflow.start_run(run_name="custom_ts") as run:
+            import tempfile
+
+            with tempfile.TemporaryDirectory() as tmp_dir:
+                path = os.path.join(tmp_dir, "entity_df.parquet")
+                df.to_parquet(path, index=False)
+                mlflow.log_artifact(path)
+
+        recovered = store_enabled.mlflow.get_training_entity_df(
+            run_id=run.info.run_id,
+            timestamp_column="ts",
+        )
+        assert len(recovered) == 1
+        assert "ts" in recovered.columns
+
+
+class TestModelResolver:
+    def _train_and_register(self, store, entity_df, tracking_uri, model_name):
+        """Train inside an mlflow run, log a model, register it."""
+        from sklearn.linear_model import LogisticRegression
+
+        with mlflow.start_run(run_name=f"train_{model_name}") as run:
+            store.get_historical_features(
+                features=store.get_feature_service("driver_activity_v1"),
+                entity_df=entity_df,
+            ).to_df()
+
+            model = LogisticRegression()
+            model.fit([[0, 0], [1, 1]], [0, 1])
+            mlflow.sklearn.log_model(model, "model")
+
+        mlflow.register_model(f"runs:/{run.info.run_id}/model", model_name)
+        return run.info.run_id
+
+    @pytest.mark.integration
+    def test_resolve_from_run_tags(self, store_enabled, entity_df, tracking_uri):
+        self._train_and_register(
+            store_enabled, entity_df, tracking_uri, "test_resolve_run_tags"
+        )
+
+        fs_name = store_enabled.mlflow.resolve_features(
+            model_uri="models:/test_resolve_run_tags/1",
+        )
+        assert fs_name == "driver_activity_v1"
+
+    @pytest.mark.integration
+    def test_resolve_from_model_version_tag(
+        self, store_enabled, entity_df, tracking_uri, feast_objects
+    ):
+        self._train_and_register(
+            store_enabled, entity_df, tracking_uri, "test_resolve_mv_tag"
+        )
+
+        _, _, fv, _ = feast_objects
+        override_fs = FeatureService(name="overridden_service", features=[fv])
+        store_enabled.apply([override_fs])
+
+        client = MlflowClient(tracking_uri=tracking_uri)
+        client.set_model_version_tag(
+            "test_resolve_mv_tag", "1", "feast.feature_service", "overridden_service"
+        )
+
+        fs_name = store_enabled.mlflow.resolve_features(
+            model_uri="models:/test_resolve_mv_tag/1",
+        )
+        assert fs_name == "overridden_service"
+
+    @pytest.mark.integration
+    def test_model_version_tag_takes_priority_over_run_tag(
+        self, store_enabled, entity_df, tracking_uri, feast_objects
+    ):
+        self._train_and_register(
+            store_enabled, entity_df, tracking_uri, "test_priority"
+        )
+
+        _, _, fv, _ = feast_objects
+        override_fs = FeatureService(name="explicit_override", features=[fv])
+        store_enabled.apply([override_fs])
+
+        client = MlflowClient(tracking_uri=tracking_uri)
+        client.set_model_version_tag(
+            "test_priority", "1", "feast.feature_service", "explicit_override"
+        )
+
+        fs_name = store_enabled.mlflow.resolve_features(
+            model_uri="models:/test_priority/1",
+        )
+        assert fs_name == "explicit_override"
+
+    @pytest.mark.integration
+    def test_validates_feature_service_exists(
+        self, store_enabled, entity_df, tracking_uri
+    ):
+        self._train_and_register(
+            store_enabled, entity_df, tracking_uri, "test_validate_exists"
+        )
+
+        client = MlflowClient(tracking_uri=tracking_uri)
+        client.set_model_version_tag(
+            "test_validate_exists",
+            "1",
+            "feast.feature_service",
+            "nonexistent_service",
+        )
+
+        with pytest.raises(
+            FeastMlflowModelResolutionError, match="not found in the Feast registry"
+        ):
+            store_enabled.mlflow.resolve_features(
+                model_uri="models:/test_validate_exists/1",
+            )
+
+    @pytest.mark.integration
+    def test_invalid_uri_raises(self, store_enabled, tracking_uri):
+        with pytest.raises(FeastMlflowModelResolutionError, match="Invalid model_uri"):
+            store_enabled.mlflow.resolve_features(
+                model_uri="not-a-valid-uri",
+            )
+
+    @pytest.mark.integration
+    def test_nonexistent_model_raises(self, store_enabled, tracking_uri):
+        with pytest.raises(FeastMlflowModelResolutionError, match="Could not resolve"):
+            store_enabled.mlflow.resolve_features(
+                model_uri="models:/does_not_exist/1",
+            )
+
+    @pytest.mark.integration
+    def test_no_feast_tag_anywhere_raises(self, store_enabled, tracking_uri):
+        from sklearn.linear_model import LogisticRegression
+
+        mlflow.set_experiment("test_mlflow")
+        with mlflow.start_run(run_name="no_feast_tags") as run:
+            model = LogisticRegression()
+            model.fit([[0], [1]], [0, 1])
+            mlflow.sklearn.log_model(model, "model")
+
+        mlflow.register_model(f"runs:/{run.info.run_id}/model", "test_no_feast_tag")
+
+        with pytest.raises(
+            FeastMlflowModelResolutionError,
+            match="Could not determine feature service",
+        ):
+            store_enabled.mlflow.resolve_features(
+                model_uri="models:/test_no_feast_tag/1",
+            )
+
+    @pytest.mark.integration
+    def test_feature_mismatch_with_required_features_artifact(
+        self, store_enabled, entity_df, tracking_uri
+    ):
+        from sklearn.linear_model import LogisticRegression
+
+        with mlflow.start_run(run_name="mismatch") as run:
+            store_enabled.get_historical_features(
+                features=store_enabled.get_feature_service("driver_activity_v1"),
+                entity_df=entity_df,
+            ).to_df()
+
+            model = LogisticRegression()
+            model.fit([[0], [1]], [0, 1])
+            mlflow.sklearn.log_model(model, "model")
+
+            import tempfile
+
+            with tempfile.TemporaryDirectory() as tmp_dir:
+                path = os.path.join(tmp_dir, "feast_features.json")
+                with open(path, "w") as f:
+                    json.dump(["driver_hourly_stats:nonexistent_feature"], f)
+                mlflow.log_artifact(path)
+
+        mlflow.register_model(f"runs:/{run.info.run_id}/model", "test_mismatch")
+
+        with pytest.raises(FeastMlflowModelResolutionError, match="Feature mismatch"):
+            store_enabled.mlflow.resolve_features(
+                model_uri="models:/test_mismatch/1",
+            )
+
+
+class TestEndToEnd:
+    @pytest.mark.integration
+    def test_full_lifecycle(self, store_enabled, entity_df, tracking_uri):
+        from sklearn.linear_model import LogisticRegression
+
+        with store_enabled.mlflow.start_run(run_name="e2e_train") as train_run:
+            training_df = store_enabled.get_historical_features(
+                features=store_enabled.get_feature_service("driver_activity_v1"),
+                entity_df=entity_df,
+            ).to_df()
+
+            X = training_df[["conv_rate", "acc_rate", "avg_daily_trips"]].fillna(0)
+            y = entity_df["label"].values[: len(X)]
+            model = LogisticRegression().fit(X, y)
+            store_enabled.mlflow.log_model(model, "model")
+
+        store_enabled.mlflow.register_model(
+            f"runs:/{train_run.info.run_id}/model", "e2e_model"
+        )
+
+        fs_name = store_enabled.mlflow.resolve_features(
+            model_uri="models:/e2e_model/1",
+        )
+        assert fs_name == "driver_activity_v1"
+
+        with store_enabled.mlflow.start_run(run_name="e2e_serve") as serve_run:
+            store_enabled.get_online_features(
+                features=store_enabled.get_feature_service(fs_name),
+                entity_rows=[{"driver_id": 1001}],
+            )
+
+        serve_tags = (
+            MlflowClient(tracking_uri=tracking_uri)
+            .get_run(serve_run.info.run_id)
+            .data.tags
+        )
+        assert serve_tags["feast.retrieval_type"] == "online"
+        assert serve_tags["feast.feature_service"] == "driver_activity_v1"
+
+        recovered_df = store_enabled.mlflow.get_training_entity_df(
+            run_id=train_run.info.run_id,
+        )
+        assert recovered_df.shape == entity_df.shape
+
+        with store_enabled.mlflow.start_run(run_name="e2e_reproduce") as repro_run:
+            store_enabled.get_historical_features(
+                features=store_enabled.get_feature_service(fs_name),
+                entity_df=recovered_df,
+            ).to_df()
+
+        repro_tags = (
+            MlflowClient(tracking_uri=tracking_uri)
+            .get_run(repro_run.info.run_id)
+            .data.tags
+        )
+        assert repro_tags["feast.feature_service"] == "driver_activity_v1"
+        assert repro_tags["feast.entity_count"] == str(len(entity_df))
+
+
+class TestLogApplyTransitionTypes:
+    """Tests for per-object transition type tags via store.mlflow."""
+
+    @pytest.mark.integration
+    def test_transition_tags_created(self, store_enabled, tracking_uri, feast_objects):
+        driver, source, fv, fs = feast_objects
+        transition_types = {
+            fv.name: "CREATE",
+            fs.name: "CREATE",
+            driver.name: "CREATE",
+        }
+        store_enabled.mlflow.log_apply(
+            changed_objects=[fv, fs, driver],
+            transition_types=transition_types,
+        )
+
+        client = MlflowClient(tracking_uri=tracking_uri)
+        exp = client.get_experiment_by_name("test_mlflow-feast-ops")
+        assert exp is not None
+        runs = client.search_runs(experiment_ids=[exp.experiment_id])
+        assert len(runs) == 1
+
+        tags = runs[0].data.tags
+        assert tags["feast.operation"] == "apply"
+        assert tags["feast.feature_views_created"] == fv.name
+        assert tags["feast.feature_services_created"] == fs.name
+        assert tags["feast.entities_created"] == driver.name
+        assert "feast.feature_views_updated" not in tags
+        assert "feast.feature_views_deleted" not in tags
+
+    @pytest.mark.integration
+    def test_transition_tags_mixed(self, store_enabled, tracking_uri, feast_objects):
+        driver, source, fv, fs = feast_objects
+
+        fv2 = FeatureView(
+            name="driver_daily_stats",
+            entities=[driver],
+            ttl=timedelta(days=1),
+            schema=[Field(name="conv_rate", dtype=Float32)],
+            online=True,
+            source=source,
+        )
+
+        transition_types = {
+            fv.name: "UPDATE",
+            fv2.name: "CREATE",
+            fs.name: "DELETE",
+        }
+        store_enabled.mlflow.log_apply(
+            changed_objects=[fv, fv2, fs],
+            transition_types=transition_types,
+        )
+
+        client = MlflowClient(tracking_uri=tracking_uri)
+        exp = client.get_experiment_by_name("test_mlflow-feast-ops")
+        runs = client.search_runs(experiment_ids=[exp.experiment_id])
+        assert len(runs) == 1
+
+        tags = runs[0].data.tags
+        assert fv.name in tags["feast.feature_views_updated"]
+        assert fv2.name in tags["feast.feature_views_created"]
+        assert fs.name in tags["feast.feature_services_deleted"]
+
+    @pytest.mark.integration
+    def test_no_transition_tags_when_none(
+        self, store_enabled, tracking_uri, feast_objects
+    ):
+        _, _, fv, fs = feast_objects
+        store_enabled.mlflow.log_apply(
+            changed_objects=[fv, fs],
+            transition_types=None,
+        )
+
+        client = MlflowClient(tracking_uri=tracking_uri)
+        exp = client.get_experiment_by_name("test_mlflow-feast-ops")
+        runs = client.search_runs(experiment_ids=[exp.experiment_id])
+        assert len(runs) == 1
+
+        tags = runs[0].data.tags
+        assert tags["feast.feature_views_changed"] == fv.name
+        assert "feast.feature_views_created" not in tags
+        assert "feast.feature_views_updated" not in tags
+
+    @pytest.mark.integration
+    def test_backward_compatible_changed_tags_still_present(
+        self, store_enabled, tracking_uri, feast_objects
+    ):
+        """Transition tags are additive — the aggregate *_changed tags still appear."""
+        driver, _, fv, fs = feast_objects
+        transition_types = {
+            fv.name: "CREATE",
+            fs.name: "UPDATE",
+            driver.name: "CREATE",
+        }
+        store_enabled.mlflow.log_apply(
+            changed_objects=[fv, fs, driver],
+            transition_types=transition_types,
+        )
+
+        client = MlflowClient(tracking_uri=tracking_uri)
+        exp = client.get_experiment_by_name("test_mlflow-feast-ops")
+        runs = client.search_runs(experiment_ids=[exp.experiment_id])
+        tags = runs[0].data.tags
+
+        assert tags["feast.feature_views_changed"] == fv.name
+        assert tags["feast.feature_services_changed"] == fs.name
+        assert tags["feast.entities_changed"] == driver.name
+        assert tags["feast.feature_views_created"] == fv.name
+        assert tags["feast.feature_services_updated"] == fs.name
+        assert tags["feast.entities_created"] == driver.name
+
+
+class TestFeastMlflowModuleAPI:
+    """Tests for the ``store.mlflow`` and ``feast.mlflow`` module-level API."""
+
+    @pytest.mark.integration
+    def test_store_mlflow_property(self, store_enabled, tracking_uri):
+        """store.mlflow returns a FeastMlflowClient instance."""
+        assert store_enabled.mlflow is not None
+        assert hasattr(store_enabled.mlflow, "start_run")
+        assert hasattr(store_enabled.mlflow, "log_model")
+        assert hasattr(store_enabled.mlflow, "resolve_features")
+
+    @pytest.mark.integration
+    def test_store_mlflow_none_when_disabled(self, driver_parquet, tracking_uri):
+        tmp_path, _ = driver_parquet
+        store = _make_store(tmp_path, tracking_uri, enabled=False)
+        assert store.mlflow is None
+
+    @pytest.mark.integration
+    def test_auto_registration_via_feature_store(self, store_enabled, tracking_uri):
+        """FeatureStore auto-registers with feast.mlflow — no init() needed."""
+        client = MlflowClient(tracking_uri=tracking_uri)
+
+        with store_enabled.mlflow.start_run(run_name="auto_reg") as run:
+            feast.mlflow.log_params({"lr": "0.01"})
+            feast.mlflow.log_metrics({"acc": 0.95})
+            feast.mlflow.log_metric("loss", 0.05)
+            assert store_enabled.mlflow.active_run_id == run.info.run_id
+
+        data = client.get_run(run.info.run_id)
+        assert data.data.params["lr"] == "0.01"
+        assert data.data.metrics["acc"] == 0.95
+        assert data.data.metrics["loss"] == 0.05
+        assert data.data.tags.get("feast.project") == "test_mlflow"
+
+    @pytest.mark.integration
+    def test_explicit_init_overrides_auto_registration(
+        self, store_enabled, tracking_uri
+    ):
+        feast.mlflow.init(store_enabled)
+        with store_enabled.mlflow.start_run(run_name="explicit_init") as run:
+            feast.mlflow.log_metric("x", 1.0)
+
+        client = MlflowClient(tracking_uri=tracking_uri)
+        data = client.get_run(run.info.run_id)
+        assert data.data.tags.get("feast.project") == "test_mlflow"
+
+    @pytest.mark.integration
+    def test_getattr_delegates_all_methods(self, store_enabled, tracking_uri):
+        """All FeastMlflowClient public methods are accessible via store.mlflow."""
+        for method_name in [
+            "start_run",
+            "log_model",
+            "register_model",
+            "load_model",
+            "resolve_features",
+            "get_training_entity_df",
+            "log_feature_retrieval",
+            "log_training_dataset",
+            "log_apply",
+            "log_materialize",
+        ]:
+            attr = getattr(store_enabled.mlflow, method_name)
+            assert callable(attr), f"{method_name} should be callable"
+
+    @pytest.mark.integration
+    def test_active_run_id_property(self, store_enabled):
+        assert store_enabled.mlflow.active_run_id is None
+        with store_enabled.mlflow.start_run(run_name="prop_test"):
+            assert store_enabled.mlflow.active_run_id is not None
+
+    @pytest.mark.integration
+    def test_mlflow_escape_hatch(self, store_enabled):
+        raw = store_enabled.mlflow.mlflow
+        assert hasattr(raw, "start_run")
+
+    @pytest.mark.integration
+    def test_unknown_attr_raises(self, store_enabled):
+        with pytest.raises(AttributeError):
+            feast.mlflow.nonexistent_method
+
+    @pytest.mark.integration
+    def test_log_model_and_register(self, store_enabled, entity_df, tracking_uri):
+        from sklearn.linear_model import LogisticRegression
+
+        with store_enabled.mlflow.start_run(run_name="mod_train"):
+            store_enabled.get_historical_features(
+                features=store_enabled.get_feature_service("driver_activity_v1"),
+                entity_df=entity_df,
+            ).to_df()
+
+            model = LogisticRegression().fit([[0, 0], [1, 1]], [0, 1])
+            store_enabled.mlflow.log_model(model, "model")
+            train_run_id = store_enabled.mlflow.active_run_id
+
+        mv = store_enabled.mlflow.register_model(
+            f"runs:/{train_run_id}/model", "mod_test_model"
+        )
+        assert mv.version is not None
+
+        client = MlflowClient(tracking_uri=tracking_uri)
+        mv_info = client.get_model_version("mod_test_model", mv.version)
+        assert mv_info.tags.get("feast.feature_service") == "driver_activity_v1"
+
+    @pytest.mark.integration
+    def test_load_model_tags_prediction_run(
+        self, store_enabled, entity_df, tracking_uri
+    ):
+        from sklearn.linear_model import LogisticRegression
+
+        with store_enabled.mlflow.start_run(run_name="mod_train_load"):
+            store_enabled.get_historical_features(
+                features=store_enabled.get_feature_service("driver_activity_v1"),
+                entity_df=entity_df,
+            ).to_df()
+            model = LogisticRegression().fit([[0, 0], [1, 1]], [0, 1])
+            store_enabled.mlflow.log_model(model, "model")
+            train_run_id = store_enabled.mlflow.active_run_id
+
+        store_enabled.mlflow.register_model(
+            f"runs:/{train_run_id}/model", "mod_load_test"
+        )
+
+        with store_enabled.mlflow.start_run(run_name="mod_predict") as pred_run:
+            store_enabled.mlflow.load_model("models:/mod_load_test/1")
+
+        client = MlflowClient(tracking_uri=tracking_uri)
+        tags = client.get_run(pred_run.info.run_id).data.tags
+        assert tags.get("feast.training_run_id") == train_run_id
+        assert tags.get("feast.model_name") == "mod_load_test"
+
+    @pytest.mark.integration
+    def test_resolve_features_and_get_training_entity_df(
+        self, store_enabled, entity_df, tracking_uri
+    ):
+        from sklearn.linear_model import LogisticRegression
+
+        with store_enabled.mlflow.start_run(run_name="mod_resolve"):
+            store_enabled.get_historical_features(
+                features=store_enabled.get_feature_service("driver_activity_v1"),
+                entity_df=entity_df,
+            ).to_df()
+            model = LogisticRegression().fit([[0, 0], [1, 1]], [0, 1])
+            store_enabled.mlflow.log_model(model, "model")
+            train_run_id = store_enabled.mlflow.active_run_id
+
+        store_enabled.mlflow.register_model(
+            f"runs:/{train_run_id}/model", "mod_resolve_model"
+        )
+
+        fs_name = store_enabled.mlflow.resolve_features("models:/mod_resolve_model/1")
+        assert fs_name == "driver_activity_v1"
+
+        recovered = store_enabled.mlflow.get_training_entity_df(train_run_id)
+        assert recovered.shape == entity_df.shape
+
+    @pytest.mark.integration
+    def test_no_active_run_returns_none(self, store_enabled):
+        assert store_enabled.mlflow.active_run_id is None
+
+    @pytest.mark.integration
+    def test_error_when_mlflow_disabled(self, driver_parquet, tracking_uri):
+        """feast.mlflow raises RuntimeError when mlflow is not enabled."""
+        tmp_path, _ = driver_parquet
+        feast.mlflow._client = None
+        feast.mlflow._registered_store = None
+
+        disabled_store = _make_store(tmp_path, tracking_uri, enabled=False)
+        feast.mlflow.init(disabled_store)
+
+        with pytest.raises(RuntimeError, match="not enabled"):
+            feast.mlflow.start_run(run_name="should_fail")
diff --git a/sdk/python/tests/unit/api/test_api_rest_registry.py b/sdk/python/tests/unit/api/test_api_rest_registry.py
index 3e6cb5e7e3d..fe67ff34ebe 100644
--- a/sdk/python/tests/unit/api/test_api_rest_registry.py
+++ b/sdk/python/tests/unit/api/test_api_rest_registry.py
@@ -337,6 +337,34 @@ def test_feature_views_comprehensive_filtering_via_rest(fastapi_test_app):
     assert len(data["featureViews"]) == 0
 
 
+def test_feature_views_updated_since_via_rest(fastapi_test_app):
+    """Test that feature views can be filtered by updated_since timestamp."""
+    # A timestamp in the past should return all feature views
+    response = fastapi_test_app.get(
+        "/feature_views?project=demo_project&updated_since=2000-01-01T00:00:00Z"
+    )
+    assert response.status_code == 200
+    data = response.json()
+    assert "featureViews" in data
+    all_count = len(data["featureViews"])
+    assert all_count > 0
+
+    # A timestamp far in the future should return no feature views
+    response = fastapi_test_app.get(
+        "/feature_views?project=demo_project&updated_since=2999-01-01T00:00:00Z"
+    )
+    assert response.status_code == 200
+    data = response.json()
+    assert "featureViews" in data
+    assert len(data["featureViews"]) == 0
+
+    # Without updated_since returns the same count as the past-timestamp query
+    response = fastapi_test_app.get("/feature_views?project=demo_project")
+    assert response.status_code == 200
+    data = response.json()
+    assert len(data["featureViews"]) == all_count
+
+
 def test_feature_services_via_rest(fastapi_test_app):
     response = fastapi_test_app.get("/feature_services?project=demo_project")
     assert response.status_code == 200
@@ -2002,6 +2030,248 @@ def test_all_endpoints_return_404_for_invalid_objects(fastapi_test_app):
     assert data["error_type"] == "FeastObjectNotFoundException"
 
 
+def test_apply_and_delete_entity_via_rest(fastapi_test_app):
+    """Test POST /entities and DELETE /entities/{name} endpoints."""
+    # Apply a new entity
+    response = fastapi_test_app.post(
+        "/entities",
+        json={
+            "name": "driver_id",
+            "project": "demo_project",
+            "join_key": "driver_id",
+            "value_type": 2,
+            "description": "Driver entity",
+            "owner": "ml-team",
+        },
+    )
+    assert response.status_code == 201
+    data = response.json()
+    assert data["name"] == "driver_id"
+    assert data["status"] == "applied"
+
+    # Verify it exists
+    response = fastapi_test_app.get("/entities/driver_id?project=demo_project")
+    assert response.status_code == 200
+    assert response.json()["spec"]["name"] == "driver_id"
+
+    # Delete it
+    response = fastapi_test_app.delete("/entities/driver_id?project=demo_project")
+    assert response.status_code == 200
+    data = response.json()
+    assert data["name"] == "driver_id"
+    assert data["status"] == "deleted"
+
+    # Verify it's gone
+    response = fastapi_test_app.get("/entities/driver_id?project=demo_project")
+    assert response.status_code == 404
+
+
+def test_apply_and_delete_data_source_via_rest(fastapi_test_app):
+    """Test POST /data_sources and DELETE /data_sources/{name} endpoints."""
+    # Apply a new file data source
+    response = fastapi_test_app.post(
+        "/data_sources",
+        json={
+            "name": "test_file_source",
+            "project": "demo_project",
+            "type": 1,
+            "timestamp_field": "event_timestamp",
+            "description": "Test file source",
+            "file_options": {"uri": "s3://bucket/path/data.parquet"},
+        },
+    )
+    assert response.status_code == 201
+    data = response.json()
+    assert data["name"] == "test_file_source"
+    assert data["status"] == "applied"
+
+    # Verify it exists
+    response = fastapi_test_app.get(
+        "/data_sources/test_file_source?project=demo_project"
+    )
+    assert response.status_code == 200
+    assert response.json()["name"] == "test_file_source"
+
+    # Delete it
+    response = fastapi_test_app.delete(
+        "/data_sources/test_file_source?project=demo_project"
+    )
+    assert response.status_code == 200
+    data = response.json()
+    assert data["name"] == "test_file_source"
+    assert data["status"] == "deleted"
+
+    # Verify it's gone
+    response = fastapi_test_app.get(
+        "/data_sources/test_file_source?project=demo_project"
+    )
+    assert response.status_code == 404
+
+
+def test_apply_and_delete_feature_view_via_rest(fastapi_test_app):
+    """Test POST /feature_views and DELETE /feature_views/{name} endpoints."""
+    # Apply a new feature view (no batch_source: a bare DataSourceProto with only a
+    # name but no type is rejected by the registry's source-type validation)
+    response = fastapi_test_app.post(
+        "/feature_views",
+        json={
+            "name": "driver_stats",
+            "project": "demo_project",
+            "entities": ["user_id"],
+            "features": [
+                {
+                    "name": "trip_count",
+                    "value_type": 2,
+                    "description": "Number of completed trips",
+                },
+                {
+                    "name": "avg_rating",
+                    "value_type": 4,
+                    "description": "Average driver rating",
+                },
+            ],
+            "ttl_seconds": 86400,
+            "online": True,
+            "description": "Driver statistics feature view",
+        },
+    )
+    assert response.status_code == 201
+    data = response.json()
+    assert data["name"] == "driver_stats"
+    assert data["status"] == "applied"
+
+    # Verify it exists
+    response = fastapi_test_app.get("/feature_views/driver_stats?project=demo_project")
+    assert response.status_code == 200
+    spec = response.json()["spec"]
+    assert spec["name"] == "driver_stats"
+    assert spec["features"][0]["description"] == "Number of completed trips"
+    assert spec["features"][1]["description"] == "Average driver rating"
+
+    # Delete it
+    response = fastapi_test_app.delete(
+        "/feature_views/driver_stats?project=demo_project"
+    )
+    assert response.status_code == 200
+    data = response.json()
+    assert data["name"] == "driver_stats"
+    assert data["status"] == "deleted"
+
+    # Verify it's gone
+    response = fastapi_test_app.get("/feature_views/driver_stats?project=demo_project")
+    assert response.status_code == 404
+
+
+def test_apply_and_delete_feature_service_via_rest(fastapi_test_app):
+    """Test POST /feature_services and DELETE /feature_services/{name} endpoints."""
+    response = fastapi_test_app.post(
+        "/feature_views",
+        json={
+            "name": "driver_stats_for_service",
+            "project": "demo_project",
+            "entities": ["user_id"],
+            "features": [
+                {
+                    "name": "trip_count",
+                    "value_type": 2,
+                    "description": "Number of completed trips",
+                },
+            ],
+            "ttl_seconds": 86400,
+            "online": True,
+            "description": "Driver statistics feature view",
+        },
+    )
+    assert response.status_code == 201
+
+    response = fastapi_test_app.post(
+        "/feature_services",
+        json={
+            "name": "driver_activity_v1",
+            "project": "demo_project",
+            "features": [
+                {
+                    "feature_view_name": "driver_stats_for_service",
+                    "feature_names": ["trip_count"],
+                }
+            ],
+            "description": "Driver activity feature service",
+            "owner": "ml-team",
+        },
+    )
+    assert response.status_code == 201
+    data = response.json()
+    assert data["name"] == "driver_activity_v1"
+    assert data["status"] == "applied"
+
+    response = fastapi_test_app.get(
+        "/feature_services/driver_activity_v1?project=demo_project"
+    )
+    assert response.status_code == 200
+    data = response.json()
+    assert data["spec"]["name"] == "driver_activity_v1"
+    projections = data["spec"]["features"]
+    assert len(projections) == 1
+    assert projections[0]["featureViewName"] == "driver_stats_for_service"
+    assert len(projections[0]["featureColumns"]) == 1
+    assert projections[0]["featureColumns"][0]["name"] == "trip_count"
+
+    response = fastapi_test_app.get("/feature_services?project=demo_project")
+    assert response.status_code == 200
+    listed = next(
+        fs
+        for fs in response.json()["featureServices"]
+        if fs["spec"]["name"] == "driver_activity_v1"
+    )
+    listed_projection = listed["spec"]["features"][0]
+    assert listed_projection["featureColumns"][0]["name"] == "trip_count"
+
+    response = fastapi_test_app.post(
+        "/feature_services",
+        json={
+            "name": "driver_activity_all",
+            "project": "demo_project",
+            "features": [
+                {"feature_view_name": "driver_stats_for_service"},
+            ],
+            "description": "All features from the feature view",
+        },
+    )
+    assert response.status_code == 201
+
+    response = fastapi_test_app.get(
+        "/feature_services/driver_activity_all?project=demo_project"
+    )
+    assert response.status_code == 200
+    all_features_projection = response.json()["spec"]["features"][0]
+    assert all_features_projection["featureViewName"] == "driver_stats_for_service"
+    assert len(all_features_projection["featureColumns"]) == 1
+    assert all_features_projection["featureColumns"][0]["name"] == "trip_count"
+
+    response = fastapi_test_app.delete(
+        "/feature_services/driver_activity_all?project=demo_project"
+    )
+    assert response.status_code == 200
+
+    response = fastapi_test_app.delete(
+        "/feature_services/driver_activity_v1?project=demo_project"
+    )
+    assert response.status_code == 200
+    data = response.json()
+    assert data["name"] == "driver_activity_v1"
+    assert data["status"] == "deleted"
+
+    response = fastapi_test_app.get(
+        "/feature_services/driver_activity_v1?project=demo_project"
+    )
+    assert response.status_code == 404
+
+    response = fastapi_test_app.delete(
+        "/feature_views/driver_stats_for_service?project=demo_project"
+    )
+    assert response.status_code == 200
+
+
 def test_metrics_resource_counts_nonexistent_project(fastapi_test_app):
     """Test /metrics/resource_counts with a non-existent project returns empty data."""
     response = fastapi_test_app.get(
@@ -2016,3 +2286,45 @@ def test_metrics_resource_counts_nonexistent_project(fastapi_test_app):
     assert data["featureServices"] == []
     assert data["featureViews"] == []
     assert "registryLastUpdated" in data
+
+
+def test_registry_refresh_via_rest(fastapi_test_app):
+    """POST /registry/refresh invalidates the registry cache and returns 200."""
+    response = fastapi_test_app.post("/registry/refresh")
+    assert response.status_code == 200
+
+
+def test_registry_refresh_via_rest_error():
+    """POST /registry/refresh returns 500 when refresh fails."""
+    from unittest.mock import patch
+
+    from feast.api.registry.rest import register_all_routes
+    from feast.registry_server import RegistryServer
+
+    tmp_dir = tempfile.TemporaryDirectory()
+    registry_path = os.path.join(tmp_dir.name, "registry.db")
+
+    config = {
+        "registry": registry_path,
+        "project": "demo_project",
+        "provider": "local",
+        "offline_store": {"type": "file"},
+        "online_store": {"type": "sqlite", "path": ":memory:"},
+    }
+    from fastapi import FastAPI
+
+    from feast.repo_config import RepoConfig
+
+    store = FeatureStore(config=RepoConfig.model_validate(config))
+    store.apply([])
+
+    app = FastAPI()
+    grpc_handler = RegistryServer(store.registry, store=store)
+    register_all_routes(app, grpc_handler, store=store)
+
+    with patch.object(store, "refresh_registry", side_effect=Exception("db error")):
+        client = TestClient(app, raise_server_exceptions=False)
+        response = client.post("/registry/refresh")
+        assert response.status_code == 500
+
+    tmp_dir.cleanup()
diff --git a/sdk/python/tests/unit/api/test_api_rest_registry_server.py b/sdk/python/tests/unit/api/test_api_rest_registry_server.py
index 2abfa3ac462..c2fe987ab07 100644
--- a/sdk/python/tests/unit/api/test_api_rest_registry_server.py
+++ b/sdk/python/tests/unit/api/test_api_rest_registry_server.py
@@ -1,4 +1,4 @@
-from unittest.mock import MagicMock, patch
+from unittest.mock import MagicMock
 
 import pytest
 
@@ -11,23 +11,36 @@ def mock_store_and_registry():
     mock_registry = MagicMock()
     mock_store = MagicMock(spec=FeatureStore)
     mock_store.registry = mock_registry
-    mock_store.config = MagicMock()
+    mock_store.project = "test_project"
+    mock_config = MagicMock()
+    mock_store.config = mock_config
+    mock_config.auth_config.type = "no_auth"
+    # MagicMock makes nested attrs truthy; keep MCP off unless a test opts in.
+    mock_config.registry.mcp = None
     return mock_store, mock_registry
 
 
-@patch("feast.api.registry.rest.rest_registry_server.RegistryServer")
-@patch("feast.api.registry.rest.rest_registry_server.register_all_routes")
-@patch("feast.api.registry.rest.rest_registry_server.init_security_manager")
-@patch("feast.api.registry.rest.rest_registry_server.init_auth_manager")
-@patch("feast.api.registry.rest.rest_registry_server.get_auth_manager")
+@pytest.mark.xdist_group(name="rest_registry_server")
 def test_rest_registry_server_initializes_correctly(
-    mock_get_auth_manager,
-    mock_init_auth_manager,
-    mock_init_security_manager,
-    mock_register_all_routes,
-    mock_registry_server_cls,
     mock_store_and_registry,
+    mocker,
 ):
+    mock_get_auth_manager = mocker.patch(
+        "feast.api.registry.rest.rest_registry_server.get_auth_manager"
+    )
+    mock_init_auth_manager = mocker.patch(
+        "feast.api.registry.rest.rest_registry_server.init_auth_manager"
+    )
+    mock_init_security_manager = mocker.patch(
+        "feast.api.registry.rest.rest_registry_server.init_security_manager"
+    )
+    mock_register_all_routes = mocker.patch(
+        "feast.api.registry.rest.rest_registry_server.register_all_routes"
+    )
+    mock_registry_server_cls = mocker.patch(
+        "feast.api.registry.rest.rest_registry_server.RegistryServer"
+    )
+
     store, registry = mock_store_and_registry
     mock_grpc_handler = MagicMock()
     mock_registry_server_cls.return_value = mock_grpc_handler
@@ -54,33 +67,12 @@ def test_rest_registry_server_initializes_correctly(
     assert {"BearerAuth": []} in openapi_schema["security"]
 
 
-def test_routes_registered_in_app(mock_store_and_registry):
-    from fastapi.routing import APIRoute
+def test_routes_registered_in_app():
+    from feast.api.registry.rest import register_all_routes
 
-    store, _ = mock_store_and_registry
+    app = MagicMock()
+    grpc_handler = MagicMock()
+    server = MagicMock()
+    register_all_routes(app, grpc_handler, server)
 
-    server = RestRegistryServer(store)
-    route_paths = [
-        route.path for route in server.app.routes if isinstance(route, APIRoute)
-    ]
-    assert "/feature_services" in route_paths
-    assert "/entities" in route_paths
-    assert "/projects" in route_paths
-    assert "/data_sources" in route_paths
-    assert "/saved_datasets" in route_paths
-    assert "/permissions" in route_paths
-    assert "/lineage/registry" in route_paths
-    assert "/lineage/objects/{object_type}/{object_name}" in route_paths
-    assert "/lineage/complete" in route_paths
-    assert "/entities/all" in route_paths
-    assert "/feature_views/all" in route_paths
-    assert "/data_sources/all" in route_paths
-    assert "/feature_services/all" in route_paths
-    assert "/saved_datasets/all" in route_paths
-    assert "/lineage/registry/all" in route_paths
-    assert "/lineage/complete/all" in route_paths
-    assert "/features" in route_paths
-    assert "/features/all" in route_paths
-    assert "/features/{feature_view}/{name}" in route_paths
-    assert "/metrics/resource_counts" in route_paths
-    assert "/metrics/recently_visited" in route_paths
+    assert app.include_router.call_count == 15
diff --git a/sdk/python/tests/unit/dbt/test_parser.py b/sdk/python/tests/unit/dbt/test_parser.py
index 2e15f9863ee..af4a5c3c366 100644
--- a/sdk/python/tests/unit/dbt/test_parser.py
+++ b/sdk/python/tests/unit/dbt/test_parser.py
@@ -172,6 +172,53 @@ def test_parse_manifest_invalid_json(self, tmp_path):
 
         assert "Invalid JSON" in str(exc_info.value)
 
+    def test_parse_retries_with_sanitized_supported_languages(
+        self, tmp_path, monkeypatch
+    ):
+        """Test parser retries after removing unsupported macro languages."""
+        manifest = {
+            "metadata": {
+                "dbt_schema_version": "https://schemas.getdbt.com/dbt/manifest/v12.json",
+                "dbt_version": "1.11.11",
+            },
+            "nodes": {},
+            "macros": {
+                "macro.dbt.materialization_function_default": {
+                    "name": "materialization_function_default",
+                    "supported_languages": ["python", "sql", "javascript"],
+                }
+            },
+        }
+        manifest_path = tmp_path / "manifest.json"
+        manifest_path.write_text(json.dumps(manifest))
+
+        class _ParsedManifest:
+            nodes = {}
+            metadata = None
+
+        call_manifests = []
+
+        def _fake_parse_manifest(*, manifest):
+            call_manifests.append(manifest)
+            if len(call_manifests) == 1:
+                raise Exception("supported_languages Input should be 'python' or 'sql'")
+            return _ParsedManifest()
+
+        monkeypatch.setattr(
+            "dbt_artifacts_parser.parser.parse_manifest", _fake_parse_manifest
+        )
+
+        parser = DbtManifestParser(str(manifest_path))
+        parser.parse()
+
+        assert len(call_manifests) == 2
+        assert call_manifests[0]["macros"][
+            "macro.dbt.materialization_function_default"
+        ]["supported_languages"] == ["python", "sql", "javascript"]
+        assert call_manifests[1]["macros"][
+            "macro.dbt.materialization_function_default"
+        ]["supported_languages"] == ["python", "sql"]
+
     def test_get_all_models(self, sample_manifest):
         """Test getting all models from manifest."""
         parser = DbtManifestParser(str(sample_manifest))
diff --git a/sdk/python/tests/unit/infra/compute_engines/flink/__init__.py b/sdk/python/tests/unit/infra/compute_engines/flink/__init__.py
new file mode 100644
index 00000000000..8b137891791
--- /dev/null
+++ b/sdk/python/tests/unit/infra/compute_engines/flink/__init__.py
@@ -0,0 +1 @@
+
diff --git a/sdk/python/tests/unit/infra/compute_engines/flink/test_flink_compute_engine.py b/sdk/python/tests/unit/infra/compute_engines/flink/test_flink_compute_engine.py
new file mode 100644
index 00000000000..95dea15759d
--- /dev/null
+++ b/sdk/python/tests/unit/infra/compute_engines/flink/test_flink_compute_engine.py
@@ -0,0 +1,1198 @@
+from __future__ import annotations
+
+import re
+import sys
+import types
+from datetime import datetime, timedelta
+from pathlib import Path
+from typing import Any, List, Optional
+from unittest.mock import MagicMock
+
+import pandas as pd
+import pyarrow as pa
+import pytest
+
+from feast import BatchFeatureView, Entity, Field, FileSource
+from feast.aggregation import Aggregation
+from feast.infra.common.materialization_job import (
+    MaterializationJobStatus,
+    MaterializationTask,
+)
+from feast.infra.common.retrieval_task import HistoricalRetrievalTask
+from feast.infra.compute_engines.dag.context import ColumnInfo, ExecutionContext
+from feast.infra.compute_engines.dag.model import DAGFormat
+from feast.infra.compute_engines.dag.node import DAGNode
+from feast.infra.compute_engines.dag.value import DAGValue
+from feast.infra.compute_engines.flink.compute import (
+    FlinkComputeEngine,
+    FlinkComputeEngineConfig,
+)
+from feast.infra.compute_engines.flink.nodes import (
+    ENTITY_ROW_ID,
+    ENTITY_TS_ALIAS,
+    FlinkAggregationNode,
+    FlinkDedupNode,
+    FlinkFilterNode,
+    FlinkJoinNode,
+    FlinkOutputNode,
+    FlinkSourceReadNode,
+    FlinkTransformationNode,
+    FlinkValidationNode,
+    _subtract_flink_intervals,
+)
+from feast.infra.compute_engines.flink.utils import pandas_to_flink_table
+from feast.infra.offline_stores.offline_store import RetrievalJob, RetrievalMetadata
+from feast.on_demand_feature_view import OnDemandFeatureView
+from feast.repo_config import RepoConfig
+from feast.saved_dataset import SavedDatasetStorage
+from feast.types import Float32
+from feast.value_type import ValueType
+
+
+class FakeFlinkTable:
+    def __init__(self, df: pd.DataFrame, fail_on_to_pandas: bool = False) -> None:
+        self._df = df.copy()
+        self.fail_on_to_pandas = fail_on_to_pandas
+
+    def to_pandas(self) -> pd.DataFrame:
+        if self.fail_on_to_pandas:
+            raise AssertionError("FlinkOutputNode should not collect via to_pandas()")
+        return self._df.copy()
+
+    def get_schema(self) -> FakeFlinkSchema:
+        return FakeFlinkSchema(list(self._df.columns))
+
+    def execute(self) -> FakeTableResult:
+        return FakeTableResult(self._df)
+
+
+class FakeTableResult:
+    def __init__(self, df: pd.DataFrame) -> None:
+        self._df = df.copy()
+
+    def collect(self) -> FakeCloseableIterator:
+        return FakeCloseableIterator(self._df)
+
+
+class FakeCloseableIterator:
+    def __init__(self, df: pd.DataFrame) -> None:
+        self._rows = iter(df.itertuples(index=False, name=None))
+        self.closed = False
+
+    def __iter__(self) -> FakeCloseableIterator:
+        return self
+
+    def __next__(self) -> tuple[Any, ...]:
+        return next(self._rows)
+
+    def close(self) -> None:
+        self.closed = True
+
+
+class FakeTableEnvironment:
+    def __init__(self) -> None:
+        self.created_tables: List[pd.DataFrame] = []
+        self.schemas: List[object] = []
+        self.split_nums: List[int] = []
+        self.views: dict[str, object] = {}
+        self.dropped_views: List[str] = []
+        self.queries: List[str] = []
+
+    def from_pandas(
+        self,
+        df: pd.DataFrame,
+        schema: object = None,
+        splits_num: int = 1,
+        split_num: Optional[int] = None,
+    ) -> FakeFlinkTable:
+        self.created_tables.append(df.copy())
+        self.schemas.append(schema)
+        self.split_nums.append(split_num if split_num is not None else splits_num)
+        return FakeFlinkTable(df)
+
+    def create_temporary_view(
+        self, view_path: str, table_or_data_stream: object, *args: object
+    ) -> None:
+        self.views[view_path] = table_or_data_stream
+
+    def drop_temporary_view(self, view_path: str) -> None:
+        self.dropped_views.append(view_path)
+        self.views.pop(view_path, None)
+
+    def sql_query(self, query: str) -> Any:
+        self.queries.append(query)
+        return FakeFlinkTable(self._evaluate_sql(query))
+
+    def _view_df(self, view_name: str) -> pd.DataFrame:
+        table = self.views[view_name]
+        if isinstance(table, FakeFlinkTable):
+            return table.to_pandas()
+        if isinstance(table, FakeNativeFlinkTable):
+            return pd.DataFrame(columns=table.get_schema().get_field_names())
+        raise TypeError(f"Unsupported fake Flink table type: {type(table)}")
+
+    def _evaluate_sql(self, query: str) -> pd.DataFrame:
+        if "ROW_NUMBER() OVER" in query:
+            return self._evaluate_row_number_query(query)
+        if " GROUP BY " in query:
+            return self._evaluate_group_by_query(query)
+        if " JOIN " in query:
+            return self._evaluate_join_query(query)
+        if " WHERE " in query:
+            return self._evaluate_where_query(query)
+        return self._evaluate_select_query(query)
+
+    def _extract_views(self, query: str) -> List[str]:
+        return re.findall(r"(?:FROM|JOIN)\s+`([^`]+)`", query)
+
+    def _evaluate_select_query(self, query: str) -> pd.DataFrame:
+        views = self._extract_views(query)
+        if not views:
+            if "FROM entities" in query:
+                return self._view_df("entities")[["driver_id", "event_timestamp"]]
+            raise ValueError(f"Could not infer source view from query: {query}")
+        source_df = self._view_df(views[-1])
+        select_clause = query.split(" FROM ", 1)[0].removeprefix("SELECT ")
+        if select_clause == "*":
+            return source_df
+        result = pd.DataFrame()
+        for column_expr in select_clause.split(", "):
+            parts = re.findall(r"`([^`]+)`", column_expr)
+            if not parts:
+                continue
+            source_column = parts[0]
+            output_column = parts[-1]
+            result[output_column] = source_df[source_column]
+        return result
+
+    def _evaluate_where_query(self, query: str) -> pd.DataFrame:
+        view_name = self._extract_views(query)[0]
+        df = self._view_df(view_name)
+        if "`event_timestamp` <= `__entity_event_timestamp`" in query:
+            df = df[df["event_timestamp"] <= df[ENTITY_TS_ALIAS]]
+        if "conv_rate > 0.15" in query:
+            df = df[df["conv_rate"] > 0.15]
+        return df.reset_index(drop=True)
+
+    def _evaluate_group_by_query(self, query: str) -> pd.DataFrame:
+        view_name = self._extract_views(query)[0]
+        df = self._view_df(view_name)
+        return (
+            df.groupby("driver_id")
+            .agg(sum_conv_rate=pd.NamedAgg(column="conv_rate", aggfunc="sum"))
+            .reset_index()
+        )
+
+    def _evaluate_row_number_query(self, query: str) -> pd.DataFrame:
+        view_name = self._extract_views(query)[-1]
+        df = self._view_df(view_name)
+        if " - 1 AS " in query:
+            df = df.copy()
+            df[ENTITY_ROW_ID] = range(len(df))
+            if " AS `__entity_event_timestamp`" in query:
+                df = df.rename(columns={"event_timestamp": ENTITY_TS_ALIAS})
+            return df.reset_index(drop=True)
+
+        dedup_keys = [ENTITY_ROW_ID] if ENTITY_ROW_ID in df.columns else ["driver_id"]
+        sort_keys = [
+            column for column in ["event_timestamp", "created"] if column in df
+        ]
+        return (
+            df.sort_values(by=sort_keys, ascending=False)
+            .drop_duplicates(subset=dedup_keys)
+            .reset_index(drop=True)
+        )
+
+    def _evaluate_join_query(self, query: str) -> pd.DataFrame:
+        views = self._extract_views(query)
+        if " AS e LEFT JOIN " in query:
+            entity_df = self._view_df(views[-2])
+            feature_df = self._view_df(views[-1])
+            feature_columns = [
+                column
+                for column in feature_df.columns
+                if column not in entity_df.columns and column != "driver_id"
+            ]
+            return entity_df.merge(
+                feature_df[["driver_id", *feature_columns]],
+                on="driver_id",
+                how="left",
+            )
+
+        joined_df = self._view_df(views[0])
+        for view_name in views[1:]:
+            joined_df = joined_df.merge(
+                self._view_df(view_name), on="driver_id", how="left"
+            )
+        return joined_df
+
+
+class FakeFlinkSchema:
+    def __init__(self, columns: List[str]) -> None:
+        self._columns = columns
+
+    def get_field_names(self) -> List[str]:
+        return list(self._columns)
+
+
+class FakeNativeFlinkTable:
+    def __init__(self, columns: List[str]) -> None:
+        self._columns = columns
+
+    def get_schema(self) -> FakeFlinkSchema:
+        return FakeFlinkSchema(self._columns)
+
+
+class RecordingTableEnvironment(FakeTableEnvironment):
+    def __init__(self) -> None:
+        super().__init__()
+
+    def create_temporary_view(
+        self, view_path: str, table_or_data_stream: object, *args: object
+    ) -> None:
+        self.views[view_path] = table_or_data_stream
+
+    def sql_query(self, query: str) -> FakeNativeFlinkTable:
+        self.queries.append(query)
+        return FakeNativeFlinkTable([])
+
+
+class InputNode(DAGNode):
+    def execute(self, context: ExecutionContext) -> DAGValue:
+        return context.node_outputs[self.name]
+
+
+class FakeRetrievalJob(RetrievalJob):
+    def __init__(self, table: pa.Table) -> None:
+        self._table = table
+
+    def _to_df_internal(self, timeout: Optional[int] = None) -> pd.DataFrame:
+        return self._table.to_pandas()
+
+    def _to_arrow_internal(self, timeout: Optional[int] = None) -> pa.Table:
+        return self._table
+
+    @property
+    def full_feature_names(self) -> bool:
+        return False
+
+    @property
+    def on_demand_feature_views(self) -> List[OnDemandFeatureView]:
+        return []
+
+    @property
+    def metadata(self) -> Optional[RetrievalMetadata]:
+        return None
+
+    def persist(
+        self,
+        storage: SavedDatasetStorage,
+        allow_overwrite: bool = False,
+        timeout: Optional[int] = None,
+    ) -> None:
+        raise NotImplementedError
+
+    def to_remote_storage(self) -> List[str]:
+        raise NotImplementedError
+
+    def to_sql(self) -> str:
+        raise NotImplementedError
+
+
+class FakeFlinkRetrievalJob:
+    def __init__(self, df: pd.DataFrame) -> None:
+        self._table = FakeFlinkTable(df)
+
+    def to_flink_table(self, table_env: object) -> FakeFlinkTable:
+        return self._table
+
+
+def _repo_config(tmp_path: Path, batch_engine: dict[str, object]) -> RepoConfig:
+    return RepoConfig(
+        project="test_project",
+        registry=str(tmp_path / "registry.db"),
+        provider="local",
+        offline_store={"type": "file"},
+        online_store={"type": "sqlite", "path": str(tmp_path / "online.db")},
+        batch_engine=batch_engine,
+    )
+
+
+def _driver() -> Entity:
+    return Entity(name="driver_id", value_type=ValueType.INT64)
+
+
+def _source() -> FileSource:
+    return FileSource(
+        name="driver_stats_source",
+        path="unused.parquet",
+        timestamp_field="event_timestamp",
+        created_timestamp_column="created",
+    )
+
+
+def _feature_view(source: FileSource, **kwargs: Any) -> BatchFeatureView:
+    return BatchFeatureView(
+        name="driver_stats",
+        entities=[_driver()],
+        ttl=timedelta(days=2),
+        schema=[Field(name="conv_rate", dtype=Float32)],
+        source=source,
+        **kwargs,
+    )
+
+
+def _feature_data() -> pd.DataFrame:
+    return pd.DataFrame(
+        {
+            "driver_id": [1, 1, 2],
+            "event_timestamp": [
+                datetime(2024, 1, 1, 9, 0, 0),
+                datetime(2024, 1, 1, 10, 0, 0),
+                datetime(2024, 1, 1, 10, 0, 0),
+            ],
+            "created": [
+                datetime(2024, 1, 1, 9, 1, 0),
+                datetime(2024, 1, 1, 10, 1, 0),
+                datetime(2024, 1, 1, 10, 1, 0),
+            ],
+            "conv_rate": [0.1, 0.2, 0.3],
+        }
+    )
+
+
+def _offline_store(df: pd.DataFrame) -> MagicMock:
+    store = MagicMock()
+    store.pull_all_from_table_or_query.return_value = FakeFlinkRetrievalJob(df)
+    store.pull_latest_from_table_or_query.return_value = FakeFlinkRetrievalJob(df)
+    return store
+
+
+def _registry(entity: Entity) -> MagicMock:
+    registry = MagicMock()
+    registry.get_entity.return_value = entity
+    return registry
+
+
+def _column_info() -> ColumnInfo:
+    return ColumnInfo(
+        join_keys=["driver_id"],
+        feature_cols=["conv_rate"],
+        ts_col="event_timestamp",
+        created_ts_col="created",
+    )
+
+
+def _execution_context(
+    tmp_path: Path, node_outputs: dict[str, DAGValue]
+) -> ExecutionContext:
+    return ExecutionContext(
+        project="test_project",
+        repo_config=_repo_config(tmp_path, {"type": "flink.engine"}),
+        offline_store=MagicMock(),
+        online_store=MagicMock(),
+        entity_defs=[_driver()],
+        node_outputs=node_outputs,
+    )
+
+
+def _flink_value(df: pd.DataFrame) -> DAGValue:
+    return DAGValue(
+        data=FakeFlinkTable(df),
+        format=DAGFormat.FLINK,
+        metadata={"columns": list(df.columns)},
+    )
+
+
+def test_pandas_to_flink_table_builds_typed_schema(
+    monkeypatch: pytest.MonkeyPatch,
+) -> None:
+    class FakeSchemaBuilder:
+        def __init__(self) -> None:
+            self.columns: List[tuple[str, str]] = []
+
+        def column(self, name: str, dtype: str) -> FakeSchemaBuilder:
+            self.columns.append((name, dtype))
+            return self
+
+        def build(self) -> List[tuple[str, str]]:
+            return self.columns
+
+    class FakeSchema:
+        @staticmethod
+        def new_builder() -> FakeSchemaBuilder:
+            return FakeSchemaBuilder()
+
+    class FakeDataTypes:
+        @staticmethod
+        def BOOLEAN() -> str:
+            return "BOOLEAN"
+
+        @staticmethod
+        def TINYINT() -> str:
+            return "TINYINT"
+
+        @staticmethod
+        def SMALLINT() -> str:
+            return "SMALLINT"
+
+        @staticmethod
+        def INT() -> str:
+            return "INT"
+
+        @staticmethod
+        def BIGINT() -> str:
+            return "BIGINT"
+
+        @staticmethod
+        def FLOAT() -> str:
+            return "FLOAT"
+
+        @staticmethod
+        def DOUBLE() -> str:
+            return "DOUBLE"
+
+        @staticmethod
+        def TIMESTAMP(precision: int) -> str:
+            return f"TIMESTAMP({precision})"
+
+        @staticmethod
+        def TIMESTAMP_LTZ(precision: int) -> str:
+            return f"TIMESTAMP_LTZ({precision})"
+
+        @staticmethod
+        def BYTES() -> str:
+            return "BYTES"
+
+        @staticmethod
+        def DATE() -> str:
+            return "DATE"
+
+        @staticmethod
+        def DECIMAL(precision: int, scale: int) -> str:
+            return f"DECIMAL({precision},{scale})"
+
+        @staticmethod
+        def STRING() -> str:
+            return "STRING"
+
+    pyflink_module = types.ModuleType("pyflink")
+    table_module = types.ModuleType("pyflink.table")
+    setattr(table_module, "Schema", FakeSchema)
+    setattr(table_module, "DataTypes", FakeDataTypes)
+    monkeypatch.setitem(sys.modules, "pyflink", pyflink_module)
+    monkeypatch.setitem(sys.modules, "pyflink.table", table_module)
+
+    table_env = FakeTableEnvironment()
+    df = pd.DataFrame(
+        {
+            "driver_id": pd.Series([1, 2], dtype="int64"),
+            "conv_rate": pd.Series([0.1, 0.2], dtype="float64"),
+            "event_timestamp": pd.to_datetime(
+                ["2024-01-01 00:00:00", "2024-01-02 00:00:00"]
+            ),
+            "active": pd.Series([True, False], dtype="bool"),
+        }
+    )
+
+    pandas_to_flink_table(table_env, df, split_num=4)
+
+    assert table_env.schemas[-1] == [
+        ("driver_id", "BIGINT"),
+        ("conv_rate", "DOUBLE"),
+        ("event_timestamp", "TIMESTAMP(3)"),
+        ("active", "BOOLEAN"),
+    ]
+    assert table_env.schemas[-1] != list(df.columns)
+    assert table_env.split_nums == [4]
+
+
+def _native_flink_value(columns: List[str]) -> DAGValue:
+    return DAGValue(
+        data=FakeNativeFlinkTable(columns),
+        format=DAGFormat.FLINK,
+        metadata={"columns": columns},
+    )
+
+
+def test_repo_config_loads_flink_batch_engine_config(tmp_path: Path) -> None:
+    config = _repo_config(
+        tmp_path,
+        {
+            "type": "flink.engine",
+            "execution_mode": "streaming",
+            "parallelism": 3,
+            "table_config": {"pipeline.name": "feast-flink-test"},
+            "pandas_split_num": 2,
+        },
+    )
+
+    assert isinstance(config.batch_engine, FlinkComputeEngineConfig)
+    assert config.batch_engine.execution_mode == "streaming"
+    assert config.batch_engine.parallelism == 3
+    assert config.batch_engine.table_config == {"pipeline.name": "feast-flink-test"}
+    assert config.batch_engine.pandas_split_num == 2
+
+
+def test_flink_source_read_node_converts_arrow_retrieval_jobs(
+    tmp_path: Path,
+) -> None:
+    offline_store = MagicMock()
+    offline_store.pull_all_from_table_or_query.return_value = FakeRetrievalJob(
+        pa.Table.from_pandas(_feature_data())
+    )
+    context = _execution_context(tmp_path, {})
+    context.offline_store = offline_store
+    node = FlinkSourceReadNode(
+        "source",
+        _source(),
+        _column_info(),
+        FakeTableEnvironment(),
+        split_num=1,
+    )
+
+    result = node.execute(context)
+
+    assert result.format == DAGFormat.FLINK
+    assert result.metadata["columns"] == list(_feature_data().columns)
+    assert result.data.to_pandas().equals(_feature_data())
+
+
+def test_flink_historical_retrieval_executes_dag_with_transformation(
+    tmp_path: Path,
+) -> None:
+    entity = _driver()
+    source = _source()
+
+    def double_conv_rate(table: FakeFlinkTable) -> FakeFlinkTable:
+        df = table.to_pandas()
+        df["conv_rate"] = df["conv_rate"] * 2
+        return FakeFlinkTable(df)
+
+    feature_view = _feature_view(
+        source,
+        mode="flink",
+        udf=double_conv_rate,
+        udf_string="double_conv_rate",
+        online=False,
+        offline=False,
+    )
+    config = _repo_config(
+        tmp_path,
+        {"type": "flink.engine", "pandas_split_num": 4},
+    )
+    table_env = FakeTableEnvironment()
+    engine = FlinkComputeEngine(
+        repo_config=config,
+        offline_store=_offline_store(_feature_data()),
+        online_store=MagicMock(),
+        table_environment=table_env,
+    )
+    task = HistoricalRetrievalTask(
+        project=config.project,
+        entity_df=None,
+        feature_view=feature_view,
+        full_feature_name=False,
+        registry=_registry(entity),
+    )
+
+    job = engine.get_historical_features(_registry(entity), task)
+    result = job.to_df().sort_values("driver_id").reset_index(drop=True)
+
+    assert job.error() is None
+    assert result["driver_id"].tolist() == [1, 2]
+    assert result["conv_rate"].tolist() == [0.4, 0.6]
+    assert table_env.dropped_views
+    assert table_env.views == {}
+
+
+def test_flink_historical_retrieval_with_empty_entity_df_returns_empty_result(
+    tmp_path: Path,
+) -> None:
+    entity = _driver()
+    source = _source()
+    feature_view = _feature_view(source, online=False, offline=False)
+    config = _repo_config(tmp_path, {"type": "flink.engine", "pandas_split_num": 4})
+    table_env = FakeTableEnvironment()
+    engine = FlinkComputeEngine(
+        repo_config=config,
+        offline_store=_offline_store(_feature_data()),
+        online_store=MagicMock(),
+        table_environment=table_env,
+    )
+    task = HistoricalRetrievalTask(
+        project=config.project,
+        entity_df=pd.DataFrame(
+            {
+                "driver_id": pd.Series(dtype="int64"),
+                "event_timestamp": pd.Series(dtype="datetime64[ns]"),
+            }
+        ),
+        feature_view=feature_view,
+        full_feature_name=False,
+        registry=_registry(entity),
+    )
+
+    job = engine.get_historical_features(_registry(entity), task)
+    result = job.to_df()
+
+    assert job.error() is None
+    assert result.empty
+    assert "conv_rate" in result.columns
+    assert table_env.created_tables[-1].empty
+
+
+def test_flink_historical_retrieval_is_read_only_and_dedupes_per_entity_row(
+    tmp_path: Path,
+) -> None:
+    entity = _driver()
+    source = _source()
+    feature_view = _feature_view(source, online=True, offline=True)
+    config = _repo_config(tmp_path, {"type": "flink.engine", "pandas_split_num": 4})
+    feature_data = pd.DataFrame(
+        {
+            "driver_id": [1, 1],
+            "event_timestamp": [
+                datetime(2024, 1, 1, 9, 0, 0),
+                datetime(2024, 1, 1, 10, 0, 0),
+            ],
+            "created": [
+                datetime(2024, 1, 1, 9, 1, 0),
+                datetime(2024, 1, 1, 10, 1, 0),
+            ],
+            "conv_rate": [0.1, 0.2],
+        }
+    )
+    offline_store = _offline_store(feature_data)
+    online_store = MagicMock()
+    table_env = FakeTableEnvironment()
+    engine = FlinkComputeEngine(
+        repo_config=config,
+        offline_store=offline_store,
+        online_store=online_store,
+        table_environment=table_env,
+    )
+    task = HistoricalRetrievalTask(
+        project=config.project,
+        entity_df=pd.DataFrame(
+            {
+                "driver_id": [1, 1],
+                "event_timestamp": [
+                    datetime(2024, 1, 1, 9, 30, 0),
+                    datetime(2024, 1, 1, 10, 30, 0),
+                ],
+            }
+        ),
+        feature_view=feature_view,
+        full_feature_name=False,
+        registry=_registry(entity),
+    )
+
+    result = engine.get_historical_features(_registry(entity), task).to_df()
+    result = result.sort_values(ENTITY_TS_ALIAS).reset_index(drop=True)
+
+    assert result["conv_rate"].tolist() == [0.1, 0.2]
+    assert table_env.split_nums == [4]
+    assert ENTITY_ROW_ID not in result.columns
+    online_store.online_write_batch.assert_not_called()
+    offline_store.offline_write_batch.assert_not_called()
+
+
+def test_flink_historical_retrieval_supports_sql_entity_df(tmp_path: Path) -> None:
+    entity = _driver()
+    source = _source()
+    feature_view = _feature_view(source, online=False, offline=False)
+    config = _repo_config(tmp_path, {"type": "flink.engine"})
+    table_env = FakeTableEnvironment()
+    table_env.create_temporary_view(
+        "entities",
+        FakeFlinkTable(
+            pd.DataFrame(
+                {
+                    "driver_id": [1, 1],
+                    "event_timestamp": [
+                        datetime(2024, 1, 1, 9, 30, 0),
+                        datetime(2024, 1, 1, 10, 30, 0),
+                    ],
+                }
+            )
+        ),
+    )
+    engine = FlinkComputeEngine(
+        repo_config=config,
+        offline_store=_offline_store(_feature_data()),
+        online_store=MagicMock(),
+        table_environment=table_env,
+    )
+    task = HistoricalRetrievalTask(
+        project=config.project,
+        entity_df="SELECT driver_id, event_timestamp FROM entities",
+        feature_view=feature_view,
+        full_feature_name=False,
+        registry=_registry(entity),
+    )
+
+    job = engine.get_historical_features(_registry(entity), task)
+    result = job.to_df().sort_values(ENTITY_TS_ALIAS).reset_index(drop=True)
+
+    assert job.error() is None
+    assert result["conv_rate"].tolist() == [0.1, 0.2]
+    assert any(
+        "SELECT driver_id, event_timestamp FROM entities" in query
+        for query in table_env.queries
+    )
+    assert set(table_env.views) == {"entities"}
+
+
+def test_flink_materialize_writes_online_and_offline(tmp_path: Path) -> None:
+    entity = _driver()
+    source = _source()
+    feature_view = _feature_view(source, online=True, offline=True)
+    config = _repo_config(tmp_path, {"type": "flink.engine"})
+    offline_store = _offline_store(_feature_data().head(1))
+    online_store = MagicMock()
+    table_env = FakeTableEnvironment()
+    engine = FlinkComputeEngine(
+        repo_config=config,
+        offline_store=offline_store,
+        online_store=online_store,
+        table_environment=table_env,
+    )
+    task = MaterializationTask(
+        project=config.project,
+        feature_view=feature_view,
+        start_time=datetime(2024, 1, 1),
+        end_time=datetime(2024, 1, 2),
+    )
+
+    jobs = engine.materialize(_registry(entity), task)
+
+    assert len(jobs) == 1
+    assert jobs[0].status() == MaterializationJobStatus.SUCCEEDED
+    assert jobs[0].error() is None
+    online_store.online_write_batch.assert_called_once()
+    offline_store.offline_write_batch.assert_called_once()
+    assert table_env.dropped_views
+    assert table_env.views == {}
+
+
+def test_flink_output_node_streams_batches_without_full_pandas_collect(
+    tmp_path: Path,
+) -> None:
+    source = _source()
+    feature_view = _feature_view(source, online=True, offline=True)
+    input_node = InputNode("input")
+    node = FlinkOutputNode(
+        "output",
+        feature_view,
+        FakeTableEnvironment(),
+        split_num=1,
+        write_output=True,
+        inputs=[input_node],
+    )
+    context = _execution_context(
+        tmp_path,
+        {
+            "input": DAGValue(
+                data=FakeFlinkTable(_feature_data().head(2), fail_on_to_pandas=True),
+                format=DAGFormat.FLINK,
+                metadata={"columns": list(_feature_data().columns)},
+            )
+        },
+    )
+    context.repo_config.materialization_config.online_write_batch_size = 1
+    context.online_store = MagicMock()
+    context.offline_store = MagicMock()
+
+    node.execute(context)
+
+    assert context.online_store.online_write_batch.call_count == 2
+    assert context.offline_store.offline_write_batch.call_count == 2
+
+
+def test_flink_engine_reports_materialization_errors(tmp_path: Path) -> None:
+    entity = _driver()
+    source = _source()
+    feature_view = _feature_view(source, online=False, offline=False)
+    offline_store = MagicMock()
+    offline_store.pull_all_from_table_or_query.side_effect = RuntimeError("boom")
+    config = _repo_config(tmp_path, {"type": "flink.engine"})
+    engine = FlinkComputeEngine(
+        repo_config=config,
+        offline_store=offline_store,
+        online_store=MagicMock(),
+        table_environment=FakeTableEnvironment(),
+    )
+    task = MaterializationTask(
+        project=config.project,
+        feature_view=feature_view,
+        start_time=datetime(2024, 1, 1),
+        end_time=datetime(2024, 1, 2),
+    )
+
+    jobs = engine.materialize(_registry(entity), task)
+
+    assert jobs[0].status() == MaterializationJobStatus.ERROR
+    assert isinstance(jobs[0].error(), RuntimeError)
+
+
+def test_flink_join_node_merges_input_tables(tmp_path: Path) -> None:
+    left = InputNode("left")
+    right = InputNode("right")
+    node = FlinkJoinNode(
+        "join",
+        _column_info(),
+        FakeTableEnvironment(),
+        split_num=1,
+        inputs=[left, right],
+    )
+    context = _execution_context(
+        tmp_path,
+        {
+            "left": _flink_value(
+                pd.DataFrame({"driver_id": [1, 2], "conv_rate": [0.1, 0.2]})
+            ),
+            "right": _flink_value(
+                pd.DataFrame({"driver_id": [1, 2], "acc_rate": [0.3, 0.4]})
+            ),
+        },
+    )
+
+    result = node.execute(context).data.to_pandas().sort_values("driver_id")
+
+    assert result["conv_rate"].tolist() == [0.1, 0.2]
+    assert result["acc_rate"].tolist() == [0.3, 0.4]
+
+
+def test_flink_join_node_uses_native_sql_when_available(tmp_path: Path) -> None:
+    left = InputNode("left")
+    right = InputNode("right")
+    table_env = RecordingTableEnvironment()
+    node = FlinkJoinNode(
+        "join",
+        _column_info(),
+        table_env,
+        split_num=1,
+        inputs=[left, right],
+    )
+    context = _execution_context(
+        tmp_path,
+        {
+            "left": _native_flink_value(["driver_id", "conv_rate"]),
+            "right": _native_flink_value(["driver_id", "acc_rate"]),
+        },
+    )
+
+    result = node.execute(context)
+
+    assert result.format == DAGFormat.FLINK
+    assert result.metadata["columns"] == ["driver_id", "conv_rate", "acc_rate"]
+    assert any("JOIN" in query for query in table_env.queries)
+
+
+def test_flink_filter_node_applies_filter_expression(tmp_path: Path) -> None:
+    input_node = InputNode("input")
+    node = FlinkFilterNode(
+        "filter",
+        _column_info(),
+        FakeTableEnvironment(),
+        split_num=1,
+        filter_expr="conv_rate > 0.15",
+        inputs=[input_node],
+    )
+    context = _execution_context(
+        tmp_path,
+        {
+            "input": _flink_value(
+                pd.DataFrame({"driver_id": [1, 2], "conv_rate": [0.1, 0.2]})
+            )
+        },
+    )
+
+    result = node.execute(context).data.to_pandas()
+
+    assert result["driver_id"].tolist() == [2]
+
+
+def test_flink_filter_node_uses_native_sql_when_available(tmp_path: Path) -> None:
+    input_node = InputNode("input")
+    table_env = RecordingTableEnvironment()
+    node = FlinkFilterNode(
+        "filter",
+        _column_info(),
+        table_env,
+        split_num=1,
+        filter_expr="conv_rate > 0.15",
+        inputs=[input_node],
+    )
+    context = _execution_context(
+        tmp_path,
+        {"input": _native_flink_value(["driver_id", "conv_rate"])},
+    )
+
+    result = node.execute(context)
+
+    assert result.format == DAGFormat.FLINK
+    assert any(
+        "WHERE" in query and "conv_rate > 0.15" in query for query in table_env.queries
+    )
+
+
+def test_flink_filter_node_renders_ttl_as_valid_flink_interval(
+    tmp_path: Path,
+) -> None:
+    input_node = InputNode("input")
+    table_env = RecordingTableEnvironment()
+    node = FlinkFilterNode(
+        "filter",
+        _column_info(),
+        table_env,
+        split_num=1,
+        ttl=timedelta(days=2, hours=3, minutes=4, seconds=5),
+        inputs=[input_node],
+    )
+    context = _execution_context(
+        tmp_path,
+        {
+            "input": _native_flink_value(
+                ["driver_id", "conv_rate", "event_timestamp", ENTITY_TS_ALIAS]
+            )
+        },
+    )
+
+    node.execute(context)
+
+    assert _subtract_flink_intervals(
+        "`__entity_event_timestamp`", timedelta(days=2, hours=3, minutes=4, seconds=5)
+    ) == (
+        "`__entity_event_timestamp` - INTERVAL '2' DAY - INTERVAL '3' HOUR "
+        "- INTERVAL '4' MINUTE - INTERVAL '5' SECOND"
+    )
+    assert any(
+        "`event_timestamp` >= `__entity_event_timestamp` - INTERVAL '2' DAY "
+        "- INTERVAL '3' HOUR - INTERVAL '4' MINUTE - INTERVAL '5' SECOND" in query
+        for query in table_env.queries
+    )
+    assert all("+ INTERVAL" not in query for query in table_env.queries)
+
+
+def test_flink_aggregation_node_groups_features(tmp_path: Path) -> None:
+    input_node = InputNode("input")
+    node = FlinkAggregationNode(
+        "agg",
+        ["driver_id"],
+        aggregations=[Aggregation(column="conv_rate", function="sum")],
+        table_env=FakeTableEnvironment(),
+        split_num=1,
+        inputs=[input_node],
+    )
+    context = _execution_context(
+        tmp_path,
+        {
+            "input": _flink_value(
+                pd.DataFrame({"driver_id": [1, 1, 2], "conv_rate": [0.1, 0.2, 0.3]})
+            )
+        },
+    )
+
+    result = node.execute(context).data.to_pandas().sort_values("driver_id")
+
+    assert result["sum_conv_rate"].tolist() == pytest.approx([0.3, 0.3])
+
+
+def test_flink_aggregation_node_uses_native_sql_when_available(tmp_path: Path) -> None:
+    input_node = InputNode("input")
+    table_env = RecordingTableEnvironment()
+    node = FlinkAggregationNode(
+        "agg",
+        ["driver_id"],
+        aggregations=[Aggregation(column="conv_rate", function="sum")],
+        table_env=table_env,
+        split_num=1,
+        inputs=[input_node],
+    )
+    context = _execution_context(
+        tmp_path,
+        {"input": _native_flink_value(["driver_id", "conv_rate"])},
+    )
+
+    result = node.execute(context)
+
+    assert result.format == DAGFormat.FLINK
+    assert result.metadata["columns"] == ["driver_id", "sum_conv_rate"]
+    assert any("GROUP BY" in query and "SUM" in query for query in table_env.queries)
+
+
+def test_flink_dedup_node_uses_entity_row_id_for_historical_retrieval(
+    tmp_path: Path,
+) -> None:
+    input_node = InputNode("input")
+    node = FlinkDedupNode(
+        "dedup",
+        _column_info(),
+        FakeTableEnvironment(),
+        split_num=1,
+        inputs=[input_node],
+    )
+    context = _execution_context(
+        tmp_path,
+        {
+            "input": _flink_value(
+                pd.DataFrame(
+                    {
+                        ENTITY_ROW_ID: [0, 0, 1],
+                        "driver_id": [1, 1, 1],
+                        "event_timestamp": [
+                            datetime(2024, 1, 1, 9, 0, 0),
+                            datetime(2024, 1, 1, 10, 0, 0),
+                            datetime(2024, 1, 1, 10, 0, 0),
+                        ],
+                        "created": [
+                            datetime(2024, 1, 1, 9, 1, 0),
+                            datetime(2024, 1, 1, 10, 1, 0),
+                            datetime(2024, 1, 1, 10, 1, 0),
+                        ],
+                        "conv_rate": [0.1, 0.2, 0.3],
+                    }
+                )
+            )
+        },
+    )
+
+    result = node.execute(context).data.to_pandas().sort_values(ENTITY_ROW_ID)
+
+    assert result["conv_rate"].tolist() == [0.2, 0.3]
+
+
+def test_flink_dedup_node_uses_native_row_number_when_available(
+    tmp_path: Path,
+) -> None:
+    input_node = InputNode("input")
+    table_env = RecordingTableEnvironment()
+    node = FlinkDedupNode(
+        "dedup",
+        _column_info(),
+        table_env,
+        split_num=1,
+        inputs=[input_node],
+    )
+    context = _execution_context(
+        tmp_path,
+        {
+            "input": _native_flink_value(
+                [ENTITY_ROW_ID, "driver_id", "event_timestamp", "created", "conv_rate"]
+            )
+        },
+    )
+
+    result = node.execute(context)
+
+    assert result.format == DAGFormat.FLINK
+    assert any("ROW_NUMBER() OVER" in query for query in table_env.queries)
+    assert ENTITY_ROW_ID in result.metadata["columns"]
+
+
+def test_flink_transformation_node_keeps_native_flink_table(tmp_path: Path) -> None:
+    input_node = InputNode("input")
+    native_result = FakeNativeFlinkTable(["driver_id", "conv_rate"])
+
+    def native_udf(table: object) -> FakeNativeFlinkTable:
+        return native_result
+
+    node = FlinkTransformationNode(
+        "transform",
+        native_udf,
+        RecordingTableEnvironment(),
+        split_num=1,
+        inputs=[input_node],
+    )
+    context = _execution_context(
+        tmp_path,
+        {"input": _native_flink_value(["driver_id", "conv_rate"])},
+    )
+
+    result = node.execute(context)
+
+    assert result.data is native_result
+    assert result.metadata["columns"] == ["driver_id", "conv_rate"]
+
+
+def test_flink_validation_node_raises_for_missing_columns(tmp_path: Path) -> None:
+    input_node = InputNode("input")
+    node = FlinkValidationNode(
+        "validate",
+        expected_columns={"missing_feature": pa.float32()},
+        json_columns=set(),
+        table_env=FakeTableEnvironment(),
+        split_num=1,
+        inputs=[input_node],
+    )
+    context = _execution_context(
+        tmp_path,
+        {"input": _flink_value(pd.DataFrame({"driver_id": [1]}))},
+    )
+
+    with pytest.raises(ValueError, match="Missing expected columns"):
+        node.execute(context)
+
+
+@pytest.mark.integration
+@pytest.mark.slow
+def test_flink_compute_engine_executes_with_real_pyflink_when_installed(
+    tmp_path: Path,
+) -> None:
+    pyflink_table = pytest.importorskip(
+        "pyflink.table", reason="PyFlink is required for this runtime smoke test"
+    )
+    entity = _driver()
+    source = _source()
+    feature_view = _feature_view(source, online=True, offline=True)
+    config = _repo_config(tmp_path, {"type": "flink.engine"})
+    offline_store = _offline_store(_feature_data())
+    online_store = MagicMock()
+    table_env = pyflink_table.TableEnvironment.create(
+        pyflink_table.EnvironmentSettings.new_instance().in_batch_mode().build()
+    )
+    engine = FlinkComputeEngine(
+        repo_config=config,
+        offline_store=offline_store,
+        online_store=online_store,
+        table_environment=table_env,
+    )
+    task = HistoricalRetrievalTask(
+        project=config.project,
+        entity_df=pd.DataFrame(
+            {
+                "driver_id": [1, 1, 2],
+                "event_timestamp": [
+                    datetime(2024, 1, 1, 9, 30, 0),
+                    datetime(2024, 1, 1, 10, 30, 0),
+                    datetime(2024, 1, 1, 10, 30, 0),
+                ],
+            }
+        ),
+        feature_view=feature_view,
+        full_feature_name=False,
+        registry=_registry(entity),
+    )
+
+    result = engine.get_historical_features(_registry(entity), task).to_df()
+    result = result.sort_values(["driver_id", ENTITY_TS_ALIAS]).reset_index(drop=True)
+
+    assert result["conv_rate"].tolist() == [0.1, 0.2, 0.3]
+    assert ENTITY_ROW_ID not in result.columns
+    online_store.online_write_batch.assert_not_called()
+
+    materialization_task = MaterializationTask(
+        project=config.project,
+        feature_view=feature_view,
+        start_time=datetime(2024, 1, 1),
+        end_time=datetime(2024, 1, 2),
+    )
+
+    jobs = engine.materialize(_registry(entity), materialization_task)
+
+    assert jobs[0].status() == MaterializationJobStatus.SUCCEEDED
+    assert jobs[0].error() is None
+    online_store.online_write_batch.assert_called_once()
+    offline_store.offline_write_batch.assert_called_once()
diff --git a/sdk/python/tests/unit/infra/compute_engines/flink/test_flink_dependencies.py b/sdk/python/tests/unit/infra/compute_engines/flink/test_flink_dependencies.py
new file mode 100644
index 00000000000..c10c654590f
--- /dev/null
+++ b/sdk/python/tests/unit/infra/compute_engines/flink/test_flink_dependencies.py
@@ -0,0 +1,21 @@
+from __future__ import annotations
+
+from pathlib import Path
+
+import toml  # type: ignore[import-untyped]
+
+
+def test_flink_extra_constrains_shared_pyarrow_dependency() -> None:
+    pyproject_path = Path(__file__).resolve().parents[7] / "pyproject.toml"
+    pyproject = toml.loads(pyproject_path.read_text())
+
+    dependencies = pyproject["project"]["dependencies"]
+    flink_dependencies = pyproject["project"]["optional-dependencies"]["flink"]
+
+    assert "pyarrow>=16.1.0" in dependencies
+    assert not any(
+        dependency.startswith("pyarrow") and "extra" in dependency
+        for dependency in dependencies
+    )
+    assert "pyarrow<21.0.0" in flink_dependencies
+    assert "apache-flink>=2.2.1,<3" in flink_dependencies
diff --git a/sdk/python/tests/unit/infra/compute_engines/local/test_nodes.py b/sdk/python/tests/unit/infra/compute_engines/local/test_nodes.py
index 897211b374e..872dd978c9e 100644
--- a/sdk/python/tests/unit/infra/compute_engines/local/test_nodes.py
+++ b/sdk/python/tests/unit/infra/compute_engines/local/test_nodes.py
@@ -186,6 +186,122 @@ def test_local_dedup_node():
     assert set(df_result["entity_id"]) == {1, 2}
 
 
+def test_local_dedup_node_with_field_mapping_on_join_key():
+    """Regression test for materialization failure when a join key has a field mapping.
+
+    The source-read node renames columns via field_mapping (e.g. ``USERID`` -> ``user_id``)
+    before passing the table to downstream nodes. Without mapping ``column_info.join_keys``
+    the dedup node would look up the pre-mapping name and raise ``KeyError(['USERID'])``.
+
+    See https://github.com/feast-dev/feast/issues/5942.
+    """
+    # Simulate a source-read node output: columns already renamed to the mapped names.
+    df = pd.DataFrame(
+        {
+            "user_id": [1, 1, 2],
+            "value": [100, 200, 300],
+            "event_timestamp": [
+                now - timedelta(seconds=1),
+                now,
+                now,
+            ],
+        }
+    )
+
+    context = create_context(
+        node_outputs={"source": ArrowTableValue(pa.Table.from_pandas(df))}
+    )
+
+    node = LocalDedupNode(
+        name="dedup",
+        backend=backend,
+        column_info=ColumnInfo(
+            # The raw join key matches the source column name; field_mapping maps
+            # it to the user-facing name that the source-read node has already
+            # renamed the column to.
+            join_keys=["USERID"],
+            feature_cols=["value"],
+            ts_col="EVENT_TIMESTAMP",
+            created_ts_col=None,
+            field_mapping={"USERID": "user_id", "EVENT_TIMESTAMP": "event_timestamp"},
+        ),
+    )
+    node.add_input(MagicMock())
+    node.inputs[0].name = "source"
+
+    result = node.execute(context)
+
+    df_result = result.data.to_pandas()
+    assert df_result.shape[0] == 2
+    assert set(df_result["user_id"]) == {1, 2}
+
+
+def test_local_join_node_with_field_mapping_on_join_key():
+    """Regression test for materialization failure when a join key has a field mapping.
+
+    The source-read node renames columns via field_mapping (e.g. ``USERID`` -> ``user_id``)
+    before passing the table to downstream nodes. Without mapping ``column_info.join_keys``
+    the join node would call ``backend.join(..., on=["USERID"], ...)`` and raise
+    ``KeyError(['USERID'])`` because the columns have already been renamed.
+
+    See https://github.com/feast-dev/feast/issues/5942.
+    """
+    # Simulate two source-read node outputs: columns already renamed to the mapped names.
+    left_df = pd.DataFrame(
+        {
+            "user_id": [1, 2],
+            "value": [10, 20],
+            "event_timestamp": [now, now],
+        }
+    )
+    right_df = pd.DataFrame(
+        {
+            "user_id": [1, 2],
+            "other_value": [100, 200],
+            "event_timestamp": [now, now],
+        }
+    )
+
+    context = create_context(
+        node_outputs={
+            "left": ArrowTableValue(pa.Table.from_pandas(left_df)),
+            "right": ArrowTableValue(pa.Table.from_pandas(right_df)),
+        }
+    )
+    # Bypass the trailing entity_df join — this test exercises the input-table
+    # join path that consumed the raw (unmapped) join keys before the fix.
+    context.entity_df = None
+
+    join_node = LocalJoinNode(
+        name="join",
+        backend=backend,
+        column_info=ColumnInfo(
+            # Raw join key matches the source column name; field_mapping maps it
+            # to the user-facing name that the source-read node has already
+            # renamed the column to.
+            join_keys=["USERID"],
+            feature_cols=["value", "other_value"],
+            ts_col="EVENT_TIMESTAMP",
+            created_ts_col=None,
+            field_mapping={"USERID": "user_id", "EVENT_TIMESTAMP": "event_timestamp"},
+        ),
+    )
+    left_input = MagicMock()
+    left_input.name = "left"
+    right_input = MagicMock()
+    right_input.name = "right"
+    join_node.add_input(left_input)
+    join_node.add_input(right_input)
+
+    result = join_node.execute(context)
+
+    df_result = result.data.to_pandas()
+    assert df_result.shape[0] == 2
+    assert set(df_result["user_id"]) == {1, 2}
+    assert "value" in df_result.columns
+    assert "other_value" in df_result.columns
+
+
 def test_local_transformation_node():
     context = create_context(
         node_outputs={"source": ArrowTableValue(pa.Table.from_pandas(sample_df))}
diff --git a/sdk/python/tests/unit/infra/compute_engines/snowflake/__init__.py b/sdk/python/tests/unit/infra/compute_engines/snowflake/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/sdk/python/tests/unit/infra/compute_engines/snowflake/test_snowflake_compute_engine.py b/sdk/python/tests/unit/infra/compute_engines/snowflake/test_snowflake_compute_engine.py
new file mode 100644
index 00000000000..f450c124bed
--- /dev/null
+++ b/sdk/python/tests/unit/infra/compute_engines/snowflake/test_snowflake_compute_engine.py
@@ -0,0 +1,117 @@
+"""Regression tests for SnowflakeComputeEngine.update().
+
+See https://github.com/feast-dev/feast/pull/6608#discussion_r3602461959: a
+maintainer pointed out that once materialization UDFs were deployed for a
+project, a `SHOW USER FUNCTIONS` check made `update()` return early on every
+subsequent call, and the SQL template used `CREATE FUNCTION IF NOT EXISTS`.
+Together, this meant a user changing `python_udf_runtime_version` (e.g. after
+Snowflake decommissions a runtime) would never actually get the new runtime
+version deployed -- the stale, already-deployed UDFs were left untouched.
+
+The fix removes the early return and switches the SQL template to
+`CREATE OR REPLACE FUNCTION`, so `update()` always (re)deploys the UDFs using
+the currently configured runtime version.
+"""
+
+import shutil
+import tempfile
+from unittest.mock import MagicMock, patch
+
+from feast.infra.compute_engines.snowflake.snowflake_engine import (
+    SnowflakeComputeEngine,
+    SnowflakeComputeEngineConfig,
+)
+
+MODULE = "feast.infra.compute_engines.snowflake.snowflake_engine"
+
+
+def _make_engine(python_udf_runtime_version: str = "3.10") -> SnowflakeComputeEngine:
+    repo_config = MagicMock()
+    repo_config.offline_store.type = "snowflake.offline"
+    repo_config.batch_engine = SnowflakeComputeEngineConfig(
+        database="FEAST",
+        schema="PUBLIC",
+        python_udf_runtime_version=python_udf_runtime_version,
+    )
+
+    return SnowflakeComputeEngine(
+        repo_config=repo_config,
+        offline_store=MagicMock(),
+        online_store=MagicMock(),
+    )
+
+
+def _run_update(engine: SnowflakeComputeEngine, mock_execute: MagicMock) -> None:
+    mock_conn_cm = MagicMock()
+    mock_conn_cm.__enter__ = MagicMock(return_value=MagicMock())
+    mock_conn_cm.__exit__ = MagicMock(return_value=False)
+
+    def _fake_package_snowpark_zip(project_name):
+        copy_path = tempfile.mkdtemp()
+        return copy_path, f"{copy_path}/feast.zip"
+
+    with (
+        patch(f"{MODULE}.GetSnowflakeConnection", return_value=mock_conn_cm),
+        patch(f"{MODULE}.execute_snowflake_statement", mock_execute),
+        patch(f"{MODULE}.package_snowpark_zip", side_effect=_fake_package_snowpark_zip),
+        patch(f"{MODULE}.shutil.rmtree", side_effect=shutil.rmtree),
+    ):
+        engine.update(
+            project="myproject",
+            views_to_delete=[],
+            views_to_keep=[],
+            entities_to_delete=[],
+            entities_to_keep=[],
+        )
+
+
+def test_update_never_short_circuits_on_existing_functions():
+    """update() must not query `SHOW USER FUNCTIONS` and skip deployment --
+    that early-return path is what caused stale runtime versions to stick
+    around after a config change.
+    """
+    engine = _make_engine()
+    mock_execute = MagicMock()
+
+    _run_update(engine, mock_execute)
+
+    executed_queries = [call.args[1] for call in mock_execute.call_args_list]
+    assert not any("SHOW USER FUNCTIONS" in q for q in executed_queries), (
+        "update() should no longer perform a SHOW USER FUNCTIONS check that "
+        "causes it to skip (re)deploying the UDFs"
+    )
+    assert any("CREATE OR REPLACE FUNCTION" in q for q in executed_queries), (
+        "update() should deploy UDFs using CREATE OR REPLACE FUNCTION so "
+        "redeploys pick up a changed python_udf_runtime_version"
+    )
+
+
+def test_update_redeploys_with_current_runtime_version_on_every_call():
+    """Calling update() twice (simulating two `feast apply` runs, e.g. before
+    and after a user bumps `python_udf_runtime_version`) must deploy the UDFs
+    both times, each time using whatever runtime version is currently
+    configured.
+    """
+    engine = _make_engine(python_udf_runtime_version="3.11")
+    mock_execute = MagicMock()
+
+    _run_update(engine, mock_execute)
+    first_call_count = mock_execute.call_count
+    assert first_call_count > 0
+
+    _run_update(engine, mock_execute)
+    second_call_count = mock_execute.call_count
+    assert second_call_count == 2 * first_call_count, (
+        "the second update() call should re-run the full deployment (no "
+        "early return), just like the first"
+    )
+
+    executed_queries = [call.args[1] for call in mock_execute.call_args_list]
+    create_function_queries = [
+        q for q in executed_queries if "CREATE OR REPLACE FUNCTION" in q
+    ]
+    assert create_function_queries, "expected CREATE OR REPLACE FUNCTION queries"
+    assert all("RUNTIME_VERSION = '3.11'" in q for q in create_function_queries), (
+        "every deployed UDF should use the currently configured "
+        "python_udf_runtime_version ('3.11'), including on redeploy"
+    )
diff --git a/sdk/python/tests/unit/infra/compute_engines/test_spark_application.py b/sdk/python/tests/unit/infra/compute_engines/test_spark_application.py
new file mode 100644
index 00000000000..1a3cdb8c877
--- /dev/null
+++ b/sdk/python/tests/unit/infra/compute_engines/test_spark_application.py
@@ -0,0 +1,512 @@
+from unittest.mock import MagicMock, patch
+
+import pytest
+
+from feast.feature_view import FeatureViewState
+from feast.infra.common.materialization_job import (
+    MaterializationJobStatus,
+)
+from feast.infra.compute_engines.spark_application.config import (
+    SparkApplicationComputeEngineConfig,
+)
+from feast.infra.compute_engines.spark_application.job import (
+    _STATE_MAP,
+    CompletedMaterializationJob,
+    SparkApplicationMaterializationJob,
+)
+
+
+def _make_repo_config(
+    online_store_type="redis",
+    registry_type="sql",
+    registry_path="postgresql://user:pass@host:5432/feast",  # pragma: allowlist secret
+    offline_store_type="spark",
+    spark_conf=None,
+):
+    """Build a mock RepoConfig for testing."""
+    config = MagicMock()
+    config.project = "test"
+    config.online_store = MagicMock()
+    config.online_store.type = online_store_type
+    config.offline_store = MagicMock()
+    config.offline_store.type = offline_store_type
+    config.registry = MagicMock()
+    config.registry.path = registry_path
+    config.registry.registry_type = registry_type
+    config.batch_engine = SparkApplicationComputeEngineConfig(
+        image="quay.io/test/feast-spark:latest",
+        spark_conf=spark_conf,
+    )
+    config.model_dump = MagicMock(
+        return_value={
+            "project": "test",
+            "provider": "local",
+            "batch_engine": {"type": "spark_application"},
+            "offline_store": {
+                "type": offline_store_type,
+                "spark_conf": {"spark.existing": "value"},
+            },
+            "online_store": {"type": online_store_type},
+            "registry": {"registry_type": registry_type, "path": registry_path},
+        }
+    )
+    return config
+
+
+@patch("feast.infra.compute_engines.spark_application.compute.k8s_config")
+@patch("feast.infra.compute_engines.spark_application.compute.client")
+def _make_engine(mock_client, mock_k8s_config, **kwargs):
+    """Create engine with mocked K8s client.
+
+    Pre-seed API clients so later property access does not call real
+    load_config() after this helper's patches have exited.
+    """
+    from feast.infra.compute_engines.spark_application.compute import (
+        SparkApplicationComputeEngine,
+    )
+
+    repo_config = _make_repo_config(**kwargs)
+    engine = SparkApplicationComputeEngine(
+        repo_config=repo_config, offline_store=None, online_store=None
+    )
+    engine._core_v1 = MagicMock()
+    engine._custom_api = MagicMock()
+    return engine
+
+
+# ── Test 1: Config defaults + required field ──
+
+
+def test_config_defaults_and_required_image():
+    c = SparkApplicationComputeEngineConfig(image="quay.io/test:v1")
+    assert c.type == "spark_application"
+    assert c.namespace == "default"
+    assert c.executor_instances == 1
+    assert c.restart_policy == "Never"
+    assert c.max_retries == 3
+
+    with pytest.raises(Exception):
+        SparkApplicationComputeEngineConfig()  # image is required
+
+
+# ── Test 2: EC-3 rejects file-based online stores ──
+
+
+def test_rejects_sqlite_online_store():
+    with pytest.raises(ValueError, match="sqlite"):
+        _make_engine(online_store_type="sqlite")
+
+
+def test_rejects_faiss_online_store():
+    with pytest.raises(ValueError, match="faiss"):
+        _make_engine(online_store_type="faiss")
+
+
+# ── Test 2b: rejects file-based offline stores ──
+
+
+@pytest.mark.parametrize("store_type", ["dask", "file", "duckdb"])
+def test_rejects_file_based_offline_store(store_type):
+    with pytest.raises(ValueError, match=store_type):
+        _make_engine(offline_store_type=store_type)
+
+
+# ── Test 3: EC-2 rejects file-based registries ──
+
+
+def test_rejects_file_registry():
+    with pytest.raises(ValueError, match="file.*registry"):
+        _make_engine(registry_type="file")
+
+
+# ── Test 4: accepts network-accessible registries ──
+
+
+def test_accepts_sql_registry():
+    engine = _make_engine(registry_type="sql")
+    assert engine is not None
+
+
+def test_accepts_snowflake_registry():
+    engine = _make_engine(registry_type="snowflake.registry")
+    assert engine is not None
+
+
+@patch("feast.infra.compute_engines.spark_application.compute.k8s_config")
+@patch("feast.infra.compute_engines.spark_application.compute.client")
+def test_init_does_not_load_kubeconfig(mock_client, mock_k8s_config):
+    """feast apply constructs the engine but never materializes — no kubeconfig needed."""
+    from feast.infra.compute_engines.spark_application.compute import (
+        SparkApplicationComputeEngine,
+    )
+
+    engine = SparkApplicationComputeEngine(
+        repo_config=_make_repo_config(), offline_store=None, online_store=None
+    )
+    mock_k8s_config.load_config.assert_not_called()
+
+    _ = engine.core_v1
+    mock_k8s_config.load_config.assert_called_once()
+    assert engine.custom_api is not None
+    # Second access must not reload
+    _ = engine.custom_api
+    mock_k8s_config.load_config.assert_called_once()
+
+
+# ── Test 5: _build_driver_repo_config — one rewrite (batch_engine only) ──
+
+
+def test_build_driver_repo_config_rewrites():
+    engine = _make_engine(offline_store_type="spark")
+    d = engine._build_driver_repo_config()
+    assert d["batch_engine"]["type"] == "spark.engine"
+    assert d["offline_store"]["type"] == "spark"  # NOT rewritten — respects user intent
+    assert (
+        d["registry"]["registry_type"] == "sql"
+    )  # NOT rewritten — pod uses SQL directly
+
+
+# ── Test 6: _build_driver_repo_config — batch_engine is just type (no spark_conf copy) ──
+
+
+def test_build_driver_repo_config_batch_engine_minimal():
+    engine = _make_engine(spark_conf={"spark.new": "from_engine"})
+    d = engine._build_driver_repo_config()
+    assert d["batch_engine"] == {"type": "spark.engine"}
+    assert d["offline_store"]["spark_conf"]["spark.existing"] == "value"
+
+
+# ── Test 7: CR structure ──
+
+
+def test_cr_structure():
+    engine = _make_engine()
+    cr = engine._build_spark_application_cr("abcd1234")
+    assert cr["apiVersion"] == "sparkoperator.k8s.io/v1beta2"
+    assert cr["kind"] == "SparkApplication"
+    assert cr["spec"]["type"] == "Python"
+    assert cr["spec"]["mode"] == "cluster"
+    assert cr["spec"]["mainApplicationFile"] == "local:///opt/feast/main.py"
+    assert "driver" in cr["spec"]
+    assert "executor" in cr["spec"]
+    assert cr["metadata"]["name"] == "feast-sa-abcd1234"
+
+
+# ── Test 8: CR sparkConf includes driver env passthrough ──
+
+
+def test_cr_driver_env_passthrough():
+    engine = _make_engine()
+    cr = engine._build_spark_application_cr("abcd1234")
+    spark_conf = cr["spec"]["sparkConf"]
+    assert (
+        spark_conf["spark.kubernetes.driverEnv.FEAST_CONFIGMAP_NAME"]
+        == "feast-sa-abcd1234"
+    )
+    assert (
+        spark_conf["spark.kubernetes.driverEnv.FEAST_CONFIGMAP_NAMESPACE"] == "default"
+    )
+
+
+def test_cr_openlineage_job_name_is_stable():
+    """Each SparkApplication CR is unique, but OL job name is per-project."""
+    from feast.openlineage.identity import LineageParentContext
+
+    engine = _make_engine()
+    parent = LineageParentContext(
+        job_namespace="test",
+        job_name="materialize_test",
+        run_id="run-123",
+    )
+    cr_a = engine._build_spark_application_cr("abcd1234", lineage_parent=parent)
+    cr_b = engine._build_spark_application_cr("efgh5678", lineage_parent=parent)
+    conf_a = cr_a["spec"]["sparkConf"]
+    conf_b = cr_b["spec"]["sparkConf"]
+    assert cr_a["metadata"]["name"] == "feast-sa-abcd1234"
+    assert cr_b["metadata"]["name"] == "feast-sa-efgh5678"
+    assert conf_a["spark.app.name"] == "feast-sa-abcd1234"
+    assert conf_b["spark.app.name"] == "feast-sa-efgh5678"
+    assert conf_a["spark.openlineage.appName"] == "spark_compute_test"
+    assert conf_b["spark.openlineage.appName"] == "spark_compute_test"
+    assert conf_a["spark.openlineage.parentJobName"] == "materialize_test"
+    assert conf_a["spark.openlineage.parentRunId"] == "run-123"
+
+
+# ── Test 9: Status mapping covers all 14 states ──
+
+
+def test_state_map_coverage():
+    assert len(_STATE_MAP) == 14
+    assert _STATE_MAP["COMPLETED"] == MaterializationJobStatus.SUCCEEDED
+    assert _STATE_MAP["FAILED"] == MaterializationJobStatus.ERROR
+    assert _STATE_MAP["SUBMISSION_FAILED"] == MaterializationJobStatus.ERROR
+    assert _STATE_MAP["RUNNING"] == MaterializationJobStatus.RUNNING
+    assert _STATE_MAP[""] == MaterializationJobStatus.WAITING
+    assert _STATE_MAP["UNKNOWN"] == MaterializationJobStatus.WAITING
+
+
+# ── Test 10: Cleanup swallows 404 ──
+
+
+@patch("feast.infra.compute_engines.spark_application.compute.k8s_config")
+@patch("feast.infra.compute_engines.spark_application.compute.client")
+def test_cleanup_swallows_404(mock_client, mock_k8s_config):
+    from kubernetes.client.exceptions import ApiException
+
+    from feast.infra.compute_engines.spark_application.compute import (
+        SparkApplicationComputeEngine,
+    )
+
+    repo_config = _make_repo_config()
+    engine = SparkApplicationComputeEngine(
+        repo_config=repo_config, offline_store=None, online_store=None
+    )
+
+    engine.custom_api.delete_namespaced_custom_object.side_effect = ApiException(
+        status=404
+    )
+    engine.core_v1.delete_namespaced_config_map.side_effect = ApiException(status=404)
+
+    engine._cleanup("test-id")
+
+
+# ── Test 11: Timeout sets error on job (does not raise) ──
+
+
+@patch("feast.infra.compute_engines.spark_application.compute.k8s_config")
+@patch("feast.infra.compute_engines.spark_application.compute.client")
+@patch("feast.infra.compute_engines.spark_application.compute.time")
+def test_timeout_sets_error(mock_time, mock_client, mock_k8s_config):
+    from feast.infra.compute_engines.spark_application.compute import (
+        SparkApplicationComputeEngine,
+    )
+
+    repo_config = _make_repo_config()
+    repo_config.batch_engine = SparkApplicationComputeEngineConfig(
+        image="test",
+        job_timeout_seconds=1,
+        poll_interval_seconds=1,
+    )
+    engine = SparkApplicationComputeEngine(
+        repo_config=repo_config, offline_store=None, online_store=None
+    )
+
+    # Calls: start(0), while-check(0), elapsed(0), sleep, while-check(2 > deadline=1) → exit
+    mock_time.monotonic.side_effect = [0, 0, 0, 2]
+    mock_time.sleep = MagicMock()
+
+    mock_job = MagicMock()
+    mock_job.status.return_value = MaterializationJobStatus.RUNNING
+    mock_job._job_id = "test123"
+    mock_job._error = None
+    mock_job.job_id.return_value = "feast-sa-test123"
+
+    engine._wait_for_completion(mock_job)
+    assert mock_job._error is not None
+    assert "did not complete" in str(mock_job._error)
+
+
+# ── Test 12: Job naming < 63 chars ──
+
+
+def test_job_naming_under_63_chars():
+    mock_api = MagicMock()
+    job = SparkApplicationMaterializationJob("abcdef12", "default", mock_api)
+    assert len(job.job_id()) <= 63
+    assert job.job_id() == "feast-sa-abcdef12"
+
+
+# ── Test 13: _build_per_fv_jobs — all succeeded ──
+
+
+def test_build_per_fv_jobs_all_succeeded():
+    engine = _make_engine()
+    mock_registry = MagicMock()
+
+    fv1 = MagicMock()
+    fv1.name = "fv_1"
+    fv1.state = FeatureViewState.AVAILABLE_ONLINE
+    fv2 = MagicMock()
+    fv2.name = "fv_2"
+    fv2.state = FeatureViewState.AVAILABLE_ONLINE
+    mock_registry.get_feature_view.side_effect = [fv1, fv2]
+
+    task1 = MagicMock()
+    task1.feature_view.name = "fv_1"
+    task1.project = "test"
+    task2 = MagicMock()
+    task2.feature_view.name = "fv_2"
+    task2.project = "test"
+
+    mock_job = MagicMock()
+    jobs = engine._build_per_fv_jobs(mock_registry, [task1, task2], "job1", mock_job)
+
+    assert len(jobs) == 2
+    assert all(isinstance(j, CompletedMaterializationJob) for j in jobs)
+    assert all(j.status() == MaterializationJobStatus.SUCCEEDED for j in jobs)
+
+
+# ── Test 14: _build_per_fv_jobs — partial failure (independent jobs) ──
+
+
+def test_build_per_fv_jobs_partial_failure():
+    engine = _make_engine()
+    mock_registry = MagicMock()
+
+    fv_ok = MagicMock()
+    fv_ok.name = "fv_ok"
+    fv_ok.state = FeatureViewState.AVAILABLE_ONLINE
+    fv_fail = MagicMock()
+    fv_fail.name = "fv_fail"
+    fv_fail.state = FeatureViewState.MATERIALIZING
+    mock_registry.get_feature_view.side_effect = [fv_ok, fv_fail]
+
+    task_ok = MagicMock()
+    task_ok.feature_view.name = "fv_ok"
+    task_ok.project = "test"
+    task_fail = MagicMock()
+    task_fail.feature_view.name = "fv_fail"
+    task_fail.project = "test"
+
+    mock_job = MagicMock()
+    jobs = engine._build_per_fv_jobs(
+        mock_registry, [task_ok, task_fail], "job1", mock_job
+    )
+
+    assert len(jobs) == 2
+    assert isinstance(jobs[0], CompletedMaterializationJob)
+    assert jobs[0].status() == MaterializationJobStatus.SUCCEEDED
+    assert jobs[1].status() == MaterializationJobStatus.ERROR
+    assert "fv_fail" in str(jobs[1].error())
+
+
+# ── Test 15: _build_per_fv_jobs — single succeeded task resolves from registry ──
+
+
+def test_build_per_fv_jobs_single_task_succeeded():
+    """Regression for #6673.
+
+    A single successful FV must resolve to a CompletedMaterializationJob from
+    registry state, not to the live polling job. materialize() deletes the CR
+    right after this returns, so a live job would 404 on FeatureStore's follow-up
+    status() check and report a false failure. CompletedMaterializationJob needs
+    no Kubernetes call.
+    """
+    engine = _make_engine()
+    mock_registry = MagicMock()
+    fv = MagicMock()
+    fv.name = "fv_1"
+    fv.state = FeatureViewState.AVAILABLE_ONLINE
+    mock_registry.get_feature_view.return_value = fv
+
+    task = MagicMock()
+    task.feature_view.name = "fv_1"
+    task.project = "test"
+
+    mock_job = MagicMock()
+    mock_job.error.return_value = None
+    mock_job.status.return_value = MaterializationJobStatus.SUCCEEDED
+
+    jobs = engine._build_per_fv_jobs(mock_registry, [task], "job1", mock_job)
+
+    assert len(jobs) == 1
+    assert isinstance(jobs[0], CompletedMaterializationJob)
+    assert jobs[0].status() == MaterializationJobStatus.SUCCEEDED
+    # No live SparkApplication CR is queried (it is about to be deleted).
+    engine.custom_api.get_namespaced_custom_object.assert_not_called()
+
+
+# ── Test 15b: _build_per_fv_jobs — single failed task reports error, no CR query ──
+
+
+def test_build_per_fv_jobs_single_task_failed():
+    """A single unmaterialized FV reports ERROR without querying the (deleted) CR."""
+    engine = _make_engine()
+    mock_registry = MagicMock()
+    fv = MagicMock()
+    fv.name = "fv_1"
+    fv.state = FeatureViewState.MATERIALIZING
+    mock_registry.get_feature_view.return_value = fv
+
+    task = MagicMock()
+    task.feature_view.name = "fv_1"
+    task.project = "test"
+
+    mock_job = MagicMock()
+    mock_job.error.return_value = Exception("fv_1 failed to materialize")
+    mock_job.status.return_value = MaterializationJobStatus.ERROR
+
+    jobs = engine._build_per_fv_jobs(mock_registry, [task], "job1", mock_job)
+
+    assert len(jobs) == 1
+    assert jobs[0] is mock_job
+    assert jobs[0].status() == MaterializationJobStatus.ERROR
+    assert "fv_1" in str(jobs[0].error())
+    engine.custom_api.get_namespaced_custom_object.assert_not_called()
+
+
+# ── Test 16: CompletedMaterializationJob is always SUCCEEDED ──
+
+
+def test_completed_job_status():
+    job = CompletedMaterializationJob("abc123")
+    assert job.status() == MaterializationJobStatus.SUCCEEDED
+    assert job.error() is None
+    assert job.job_id() == "feast-sa-abc123"
+    assert job.should_be_retried() is False
+
+
+# ── Test 17: Env validation — requires value or valueFrom ──
+
+
+def test_env_requires_value_or_valuefrom():
+    with pytest.raises(ValueError, match="'value' or 'valueFrom'"):
+        SparkApplicationComputeEngineConfig(
+            image="test:v1",
+            env=[{"name": "FOO"}],
+        )
+
+
+def test_env_accepts_value():
+    c = SparkApplicationComputeEngineConfig(
+        image="test:v1",
+        env=[{"name": "FOO", "value": "bar"}],
+    )
+    assert len(c.env) == 1
+
+
+def test_env_accepts_valuefrom():
+    c = SparkApplicationComputeEngineConfig(
+        image="test:v1",
+        env=[
+            {"name": "SECRET", "valueFrom": {"secretKeyRef": {"name": "s", "key": "k"}}}
+        ],
+    )
+    assert len(c.env) == 1
+
+
+def test_env_rejects_non_dict():
+    with pytest.raises(Exception, match="dict"):
+        SparkApplicationComputeEngineConfig(
+            image="test:v1",
+            env=["not_a_dict"],
+        )
+
+
+# ── Test 18: Retry — 403 fails fast with RBAC hint ──
+
+
+def test_poll_403_fails_fast_with_hint():
+    from kubernetes.client.exceptions import ApiException
+
+    mock_api = MagicMock()
+    mock_api.get_namespaced_custom_object.side_effect = ApiException(
+        status=403, reason="Forbidden"
+    )
+
+    job = SparkApplicationMaterializationJob("test1", "default", mock_api)
+    status = job.status()
+
+    assert status == MaterializationJobStatus.ERROR
+    assert "Role/RoleBinding" in str(job.error())
+    mock_api.get_namespaced_custom_object.assert_called_once()
diff --git a/sdk/python/tests/unit/infra/feature_servers/test_mcp_server.py b/sdk/python/tests/unit/infra/feature_servers/test_mcp_server.py
index b23372d9eab..6541b102dcb 100644
--- a/sdk/python/tests/unit/infra/feature_servers/test_mcp_server.py
+++ b/sdk/python/tests/unit/infra/feature_servers/test_mcp_server.py
@@ -4,8 +4,139 @@
 
 from pydantic import ValidationError
 
+import feast.api.registry.rest.rest_registry_server  # noqa: F401
 from feast.feature_store import FeatureStore
 from feast.infra.mcp_servers.mcp_config import McpFeatureServerConfig
+from feast.infra.mcp_servers.mcp_server import _resolve_schema_references_safe
+
+
+class TestResolveSchemaReferencesSafe(unittest.TestCase):
+    """Tests for the circular-ref-safe OpenAPI schema resolver."""
+
+    def test_simple_ref_resolution(self):
+        reference_schema = {
+            "components": {
+                "schemas": {
+                    "Pet": {
+                        "type": "object",
+                        "properties": {"name": {"type": "string"}},
+                    }
+                }
+            }
+        }
+        schema_part = {"$ref": "#/components/schemas/Pet"}
+        result = _resolve_schema_references_safe(schema_part, reference_schema)
+        self.assertEqual(result["type"], "object")
+        self.assertNotIn("$ref", result)
+        self.assertIn("name", result["properties"])
+
+    def test_circular_ref_breaks_cycle(self):
+        """Value -> Struct -> Value must not recurse infinitely."""
+        reference_schema = {
+            "components": {
+                "schemas": {
+                    "Value": {
+                        "type": "object",
+                        "properties": {
+                            "struct_value": {"$ref": "#/components/schemas/Struct"},
+                        },
+                    },
+                    "Struct": {
+                        "type": "object",
+                        "properties": {
+                            "fields": {
+                                "type": "object",
+                                "additionalProperties": {
+                                    "$ref": "#/components/schemas/Value"
+                                },
+                            }
+                        },
+                    },
+                }
+            }
+        }
+        schema_part = {"$ref": "#/components/schemas/Value"}
+        result = _resolve_schema_references_safe(schema_part, reference_schema)
+        self.assertEqual(result["type"], "object")
+        self.assertNotIn("$ref", result)
+        # The circular Value ref should be replaced with {"type": "object"}
+        additional = result["properties"]["struct_value"]["properties"]["fields"][
+            "additionalProperties"
+        ]
+        self.assertEqual(additional.get("type"), "object")
+        self.assertNotIn("$ref", additional)
+
+    def test_self_referential_schema(self):
+        """A schema referencing itself (e.g. a tree node)."""
+        reference_schema = {
+            "components": {
+                "schemas": {
+                    "TreeNode": {
+                        "type": "object",
+                        "properties": {
+                            "children": {
+                                "type": "array",
+                                "items": {"$ref": "#/components/schemas/TreeNode"},
+                            }
+                        },
+                    }
+                }
+            }
+        }
+        schema_part = {"$ref": "#/components/schemas/TreeNode"}
+        result = _resolve_schema_references_safe(schema_part, reference_schema)
+        self.assertEqual(result["type"], "object")
+        child_items = result["properties"]["children"]["items"]
+        self.assertEqual(child_items.get("type"), "object")
+        self.assertNotIn("$ref", child_items)
+
+    def test_no_ref_passthrough(self):
+        schema_part = {"type": "string", "description": "a name"}
+        result = _resolve_schema_references_safe(schema_part, {})
+        self.assertEqual(result, schema_part)
+
+    def test_unknown_ref_preserved(self):
+        schema_part = {"$ref": "#/components/schemas/Missing"}
+        reference_schema = {"components": {"schemas": {}}}
+        result = _resolve_schema_references_safe(schema_part, reference_schema)
+        self.assertIn("$ref", result)
+
+    def test_does_not_mutate_input(self):
+        reference_schema = {
+            "components": {
+                "schemas": {
+                    "Foo": {"type": "object"},
+                }
+            }
+        }
+        schema_part = {"$ref": "#/components/schemas/Foo"}
+        original_copy = schema_part.copy()
+        _resolve_schema_references_safe(schema_part, reference_schema)
+        self.assertEqual(schema_part, original_copy)
+
+
+class TestPatchFastapiMcpSchemaResolver(unittest.TestCase):
+    """Tests for the monkey-patch helper."""
+
+    @patch("feast.infra.mcp_servers.mcp_server.MCP_AVAILABLE", True)
+    def test_patch_replaces_function(self):
+        from feast.infra.mcp_servers.mcp_server import (
+            _patch_fastapi_mcp_schema_resolver,
+            _resolve_schema_references_safe,
+        )
+
+        try:
+            import fastapi_mcp.openapi.utils as mcp_utils
+
+            original = mcp_utils.resolve_schema_references
+            _patch_fastapi_mcp_schema_resolver()
+            self.assertIs(
+                mcp_utils.resolve_schema_references,
+                _resolve_schema_references_safe,
+            )
+            mcp_utils.resolve_schema_references = original
+        except ImportError:
+            self.skipTest("fastapi_mcp not installed")
 
 
 class TestMcpFeatureServerConfig(unittest.TestCase):
@@ -258,3 +389,73 @@ def test_add_mcp_support_if_enabled_transport_not_supported_fails(self, mock_add
 
         with self.assertRaises(McpTransportNotSupportedError):
             _add_mcp_support_if_enabled(mock_app, mock_store)
+
+
+class TestRestRegistryServerMCP(unittest.TestCase):
+    """Test MCP integration in RestRegistryServer."""
+
+    @patch("fastapi_mcp.FastApiMCP")
+    @patch("feast.api.registry.rest.rest_registry_server.RegistryServer")
+    @patch("feast.api.registry.rest.rest_registry_server.RestRegistryServer._init_auth")
+    @patch(
+        "feast.api.registry.rest.rest_registry_server.RestRegistryServer._register_routes"
+    )
+    def test_mcp_mounted_when_enabled(
+        self, mock_register, mock_auth, mock_grpc, mock_fast_api_mcp
+    ):
+        """Test that MCP is mounted on RestRegistryServer when registry.mcp.enabled is True."""
+        from feast.api.registry.rest.rest_registry_server import RestRegistryServer
+
+        mock_store = Mock()
+        mock_store.config.registry.mcp = SimpleNamespace(enabled=True)
+        mock_store.config.auth_config.type = "no_auth"
+        mock_store.registry = Mock()
+        mock_store.project = "test_project"
+
+        mock_mcp_instance = Mock(spec_set=["mount_sse", "mount", "mount_http"])
+        mock_fast_api_mcp.return_value = mock_mcp_instance
+
+        server = RestRegistryServer(mock_store)
+
+        mock_fast_api_mcp.assert_called_once_with(server.app, name="feast-registry-mcp")
+        mock_mcp_instance.mount_sse.assert_called_once()
+
+    @patch("feast.api.registry.rest.rest_registry_server.RegistryServer")
+    @patch("feast.api.registry.rest.rest_registry_server.RestRegistryServer._init_auth")
+    @patch(
+        "feast.api.registry.rest.rest_registry_server.RestRegistryServer._register_routes"
+    )
+    def test_mcp_not_mounted_when_disabled(self, mock_register, mock_auth, mock_grpc):
+        """Test that MCP is not mounted when registry.mcp.enabled is False."""
+        from feast.api.registry.rest.rest_registry_server import RestRegistryServer
+
+        mock_store = Mock()
+        mock_store.config.registry.mcp = SimpleNamespace(enabled=False)
+        mock_store.config.auth_config.type = "no_auth"
+        mock_store.registry = Mock()
+        mock_store.project = "test_project"
+
+        with patch("fastapi_mcp.FastApiMCP") as mock_fast_api_mcp:
+            RestRegistryServer(mock_store)
+            mock_fast_api_mcp.assert_not_called()
+
+    @patch("feast.api.registry.rest.rest_registry_server.RegistryServer")
+    @patch("feast.api.registry.rest.rest_registry_server.RestRegistryServer._init_auth")
+    @patch(
+        "feast.api.registry.rest.rest_registry_server.RestRegistryServer._register_routes"
+    )
+    def test_mcp_not_mounted_when_mcp_config_absent(
+        self, mock_register, mock_auth, mock_grpc
+    ):
+        """Test that MCP is not mounted when registry.mcp is None."""
+        from feast.api.registry.rest.rest_registry_server import RestRegistryServer
+
+        mock_store = Mock()
+        mock_store.config.registry.mcp = None
+        mock_store.config.auth_config.type = "no_auth"
+        mock_store.registry = Mock()
+        mock_store.project = "test_project"
+
+        with patch("fastapi_mcp.FastApiMCP") as mock_fast_api_mcp:
+            RestRegistryServer(mock_store)
+            mock_fast_api_mcp.assert_not_called()
diff --git a/sdk/python/tests/unit/infra/offline_stores/contrib/postgres_offline_store/test_postgres.py b/sdk/python/tests/unit/infra/offline_stores/contrib/postgres_offline_store/test_postgres.py
index 0cb0d98eeae..3fb4c84c60c 100644
--- a/sdk/python/tests/unit/infra/offline_stores/contrib/postgres_offline_store/test_postgres.py
+++ b/sdk/python/tests/unit/infra/offline_stores/contrib/postgres_offline_store/test_postgres.py
@@ -194,6 +194,69 @@ def test_pull_all_from_table_or_query(mock_get_conn):
     assert actual_query == expected_query
 
 
+@patch("feast.infra.offline_stores.contrib.postgres_offline_store.postgres._get_conn")
+def test_pull_all_empty_feature_cols_selects_star(mock_get_conn):
+    """Empty feature_name_columns means all source columns (BFV transform modes)."""
+    mock_conn = MagicMock()
+    mock_get_conn.return_value.__enter__.return_value = mock_conn
+
+    test_repo_config = RepoConfig(
+        project="test_project",
+        registry="test_registry",
+        provider="local",
+        offline_store=_mock_offline_store_config(),
+    )
+    test_data_source = PostgreSQLSource(
+        name="test_batch_source",
+        table="offline_store_database_name.offline_store_table_name",
+        timestamp_field="event_timestamp",
+    )
+    retrieval_job = PostgreSQLOfflineStore.pull_all_from_table_or_query(
+        config=test_repo_config,
+        data_source=test_data_source,
+        join_key_columns=["entity_id"],
+        feature_name_columns=[],
+        timestamp_field="event_timestamp",
+        start_date=datetime(2021, 1, 1, tzinfo=timezone.utc),
+        end_date=datetime(2021, 1, 2, tzinfo=timezone.utc),
+    )
+    sql = retrieval_job.to_sql()
+    assert "paftoq_alias.*" in sql
+    assert 'paftoq_alias."entity_id"' not in sql
+
+
+@patch("feast.infra.offline_stores.contrib.postgres_offline_store.postgres._get_conn")
+def test_pull_latest_empty_feature_cols_selects_star(mock_get_conn):
+    mock_conn = MagicMock()
+    mock_get_conn.return_value.__enter__.return_value = mock_conn
+
+    test_repo_config = RepoConfig(
+        project="test_project",
+        registry="test_registry",
+        provider="local",
+        offline_store=_mock_offline_store_config(),
+    )
+    test_data_source = PostgreSQLSource(
+        name="test_batch_source",
+        table="offline_store_database_name.offline_store_table_name",
+        timestamp_field="event_timestamp",
+    )
+    retrieval_job = PostgreSQLOfflineStore.pull_latest_from_table_or_query(
+        config=test_repo_config,
+        data_source=test_data_source,
+        join_key_columns=["entity_id"],
+        feature_name_columns=[],
+        timestamp_field="event_timestamp",
+        created_timestamp_column=None,
+        start_date=datetime(2021, 1, 1, tzinfo=timezone.utc),
+        end_date=datetime(2021, 1, 2, tzinfo=timezone.utc),
+    )
+    sql = retrieval_job.to_sql()
+    assert "DISTINCT ON" in sql
+    assert "a.*" in sql
+    assert 'ORDER BY a."entity_id", a."event_timestamp" DESC' in sql
+
+
 @patch("feast.infra.offline_stores.contrib.postgres_offline_store.postgres._get_conn")
 @patch(
     "feast.infra.offline_stores.contrib.postgres_offline_store.postgres.df_to_postgres_table"
@@ -953,7 +1016,10 @@ def test_cli_date_combinations(self):
         from pathlib import Path
         from textwrap import dedent
 
-        from tests.utils.cli_repo_creator import CliRunner, get_example_repo
+        from click.testing import CliRunner
+
+        from feast.cli.cli import cli
+        from feast.feature_store import FeatureStore
 
         runner = CliRunner()
 
@@ -975,46 +1041,76 @@ def test_cli_date_combinations(self):
             """)
             )
 
-            repo_example = repo_path / "example.py"
-            repo_example.write_text(get_example_repo("example_feature_repo_1.py"))
-
-            result = runner.run(["apply"], cwd=repo_path)
-            assert result.returncode == 0
-
-            # Test 1: Both dates provided - should parse correctly
-            result = runner.run(
-                [
-                    "get-historical-features",
-                    "--features",
-                    "driver_hourly_stats:conv_rate",
-                    "--start-date",
-                    "2023-01-01 00:00:00",
-                    "--end-date",
-                    "2023-01-07 00:00:00",
-                ],
-                cwd=repo_path,
-            )
+            retrieval_job = MagicMock()
+            retrieval_job.to_df.return_value = pd.DataFrame()
+
+            with patch.object(
+                FeatureStore, "get_historical_features", return_value=retrieval_job
+            ) as mock_get_historical_features:
+                # Test 1: Both dates provided - should parse correctly
+                result = runner.invoke(
+                    cli,
+                    [
+                        "--chdir",
+                        str(repo_path),
+                        "get-historical-features",
+                        "--features",
+                        "driver_hourly_stats:conv_rate",
+                        "--start-date",
+                        "2023-01-01 00:00:00",
+                        "--end-date",
+                        "2023-01-07 00:00:00",
+                    ],
+                )
 
-            # Should not fail on date parsing
-            stderr_output = result.stderr.decode()
-            assert "Error parsing" not in stderr_output
-            assert "time data" not in stderr_output  # datetime parsing errors
-
-            # Test 2: Only end date provided - should work (start_date calculated from TTL)
-            result = runner.run(
-                [
-                    "get-historical-features",
-                    "--features",
-                    "driver_hourly_stats:conv_rate",
-                    "--end-date",
-                    "2023-01-07 00:00:00",
-                ],
-                cwd=repo_path,
-            )
+                assert result.exit_code == 0, result.output
+                assert mock_get_historical_features.call_args.kwargs[
+                    "start_date"
+                ] == datetime(2023, 1, 1)
+                assert mock_get_historical_features.call_args.kwargs[
+                    "end_date"
+                ] == datetime(2023, 1, 7)
+
+                # Test 2: Only end date provided - should work (start_date calculated from TTL)
+                result = runner.invoke(
+                    cli,
+                    [
+                        "--chdir",
+                        str(repo_path),
+                        "get-historical-features",
+                        "--features",
+                        "driver_hourly_stats:conv_rate",
+                        "--end-date",
+                        "2023-01-07 00:00:00",
+                    ],
+                )
+
+                assert result.exit_code == 0, result.output
+                assert (
+                    mock_get_historical_features.call_args.kwargs["start_date"] is None
+                )
+                assert mock_get_historical_features.call_args.kwargs[
+                    "end_date"
+                ] == datetime(2023, 1, 7)
+
+                # Test 3: No date or dataframe provided - should fail validation before retrieval.
+                result = runner.invoke(
+                    cli,
+                    [
+                        "--chdir",
+                        str(repo_path),
+                        "get-historical-features",
+                        "--features",
+                        "driver_hourly_stats:conv_rate",
+                    ],
+                )
 
-            # Should not fail on parameter validation
-            stderr_output = result.stderr.decode()
-            assert "must be provided" not in stderr_output
+                assert result.exit_code == 0, result.output
+                assert (
+                    "Either --dataframe or --start-date and/or --end-date must be provided."
+                    in result.output
+                )
+                assert mock_get_historical_features.call_count == 2
 
 
 class TestPostgreSQLSourceQueryStringAlias:
diff --git a/sdk/python/tests/unit/infra/offline_stores/contrib/spark_offline_store/test_spark_bfv_compute_on_read.py b/sdk/python/tests/unit/infra/offline_stores/contrib/spark_offline_store/test_spark_bfv_compute_on_read.py
index 0bcc282ae83..130583a13b1 100644
--- a/sdk/python/tests/unit/infra/offline_stores/contrib/spark_offline_store/test_spark_bfv_compute_on_read.py
+++ b/sdk/python/tests/unit/infra/offline_stores/contrib/spark_offline_store/test_spark_bfv_compute_on_read.py
@@ -52,6 +52,7 @@ def base_query_context():
         min_event_timestamp="2023-01-01T00:00:00",
         max_event_timestamp="2024-01-01T00:00:00",
         date_partition_column=None,
+        timestamp_field_type=None,
     )
 
 
diff --git a/sdk/python/tests/unit/infra/offline_stores/contrib/spark_offline_store/test_spark_persist.py b/sdk/python/tests/unit/infra/offline_stores/contrib/spark_offline_store/test_spark_persist.py
new file mode 100644
index 00000000000..adcb54a1cf7
--- /dev/null
+++ b/sdk/python/tests/unit/infra/offline_stores/contrib/spark_offline_store/test_spark_persist.py
@@ -0,0 +1,260 @@
+"""
+Unit tests for SparkRetrievalJob.persist() and SavedDatasetSparkStorage.from_data_source().
+
+Covers the fix for https://github.com/feast-dev/feast/issues/6261 where:
+1. SavedDatasetStorage.from_data_source() did not support SparkSource
+2. SavedDatasetSparkStorage lacked a from_data_source() method
+3. SparkRetrievalJob.persist() only supported table-based storage, not path-based
+"""
+
+from unittest.mock import MagicMock
+
+import pytest
+
+from feast.infra.offline_stores.contrib.spark_offline_store.spark import (
+    SparkOfflineStoreConfig,
+    SparkRetrievalJob,
+)
+from feast.infra.offline_stores.contrib.spark_offline_store.spark_source import (
+    SavedDatasetSparkStorage,
+    SparkSource,
+)
+from feast.infra.offline_stores.file_source import FileSource
+from feast.infra.online_stores.sqlite import SqliteOnlineStoreConfig
+from feast.repo_config import RepoConfig
+from feast.saved_dataset import SavedDatasetStorage
+from feast.table_format import IcebergFormat
+
+# ---------------------------------------------------------------------------
+# Shared fixtures
+# ---------------------------------------------------------------------------
+
+
+@pytest.fixture()
+def repo_config():
+    return RepoConfig(
+        registry="file:///tmp/registry.db",
+        project="test",
+        provider="local",
+        online_store=SqliteOnlineStoreConfig(type="sqlite"),
+        offline_store=SparkOfflineStoreConfig(type="spark"),
+    )
+
+
+@pytest.fixture()
+def table_spark_source():
+    return SparkSource(
+        name="my_table",
+        table="db.my_table",
+        timestamp_field="event_timestamp",
+    )
+
+
+@pytest.fixture()
+def path_spark_source():
+    return SparkSource(
+        name="my_path_source",
+        path="s3a://bucket/data/features/",
+        file_format="parquet",
+        timestamp_field="event_timestamp",
+    )
+
+
+def _make_spark_retrieval_job(repo_config, remote_warehouse=True):
+    """Build a SparkRetrievalJob with a mocked SparkSession."""
+    mock_spark = MagicMock()
+
+    if remote_warehouse:
+        mock_spark.conf.get.side_effect = lambda key: {
+            "hive.metastore.uris": "thrift://metastore:9083",
+        }.get(key, None)
+    else:
+
+        def _local_conf_get(key):
+            if key == "hive.metastore.uris":
+                raise Exception("not set")
+            if key == "spark.sql.warehouse.dir":
+                return "file:///tmp/spark-warehouse"
+            return None
+
+        mock_spark.conf.get.side_effect = _local_conf_get
+
+    return SparkRetrievalJob(
+        spark_session=mock_spark,
+        query="SELECT 1",
+        full_feature_names=False,
+        config=repo_config,
+    )
+
+
+# ---------------------------------------------------------------------------
+# Group 1: SavedDatasetSparkStorage.from_data_source()
+# ---------------------------------------------------------------------------
+
+
+class TestSavedDatasetSparkStorageFromDataSource:
+    def test_from_data_source_with_table_source(self, table_spark_source):
+        storage = SavedDatasetSparkStorage.from_data_source(table_spark_source)
+
+        assert isinstance(storage, SavedDatasetSparkStorage)
+        assert storage.spark_options.table == "db.my_table"
+        assert storage.spark_options.query is None
+        assert storage.spark_options.path is None
+
+    def test_from_data_source_with_path_source(self, path_spark_source):
+        storage = SavedDatasetSparkStorage.from_data_source(path_spark_source)
+
+        assert isinstance(storage, SavedDatasetSparkStorage)
+        assert storage.spark_options.path == "s3a://bucket/data/features/"
+        assert storage.spark_options.file_format == "parquet"
+        assert storage.spark_options.table is None
+        assert storage.spark_options.query is None
+
+    def test_from_data_source_rejects_non_spark_source(self):
+        file_source = FileSource(
+            path="/tmp/data.parquet",
+            timestamp_field="event_timestamp",
+        )
+        with pytest.raises(AssertionError):
+            SavedDatasetSparkStorage.from_data_source(file_source)
+
+
+# ---------------------------------------------------------------------------
+# Group 2: SavedDatasetStorage.from_data_source() dispatch
+# ---------------------------------------------------------------------------
+
+
+class TestSavedDatasetStorageDispatch:
+    def test_from_data_source_resolves_spark(self, table_spark_source):
+        storage = SavedDatasetStorage.from_data_source(table_spark_source)
+
+        assert isinstance(storage, SavedDatasetSparkStorage)
+        assert storage.spark_options.table == "db.my_table"
+
+    def test_from_data_source_resolves_path_spark(self, path_spark_source):
+        storage = SavedDatasetStorage.from_data_source(path_spark_source)
+
+        assert isinstance(storage, SavedDatasetSparkStorage)
+        assert storage.spark_options.path == "s3a://bucket/data/features/"
+        assert storage.spark_options.file_format == "parquet"
+
+    def test_roundtrip_table_source(self, table_spark_source):
+        storage = SavedDatasetStorage.from_data_source(table_spark_source)
+        roundtripped = storage.to_data_source()
+
+        assert isinstance(roundtripped, SparkSource)
+        assert roundtripped.table == table_spark_source.table
+        assert roundtripped.query == table_spark_source.query
+        assert roundtripped.path == table_spark_source.path
+
+    def test_roundtrip_path_source(self):
+        source = SparkSource(
+            name="my_path_source",
+            table="fallback_name",
+            timestamp_field="event_timestamp",
+        )
+        storage = SavedDatasetStorage.from_data_source(source)
+        roundtripped = storage.to_data_source()
+
+        assert isinstance(roundtripped, SparkSource)
+        assert roundtripped.table == source.table
+
+
+# ---------------------------------------------------------------------------
+# Group 3: SparkRetrievalJob.persist()
+# ---------------------------------------------------------------------------
+
+
+class TestSparkRetrievalJobPersist:
+    def test_persist_with_table_saves_as_table(self, repo_config):
+        job = _make_spark_retrieval_job(repo_config, remote_warehouse=True)
+        storage = SavedDatasetSparkStorage(table="output_table")
+
+        job.persist(storage)
+
+        mock_df = job.spark_session.sql.return_value
+        mock_df.write.saveAsTable.assert_called_once_with("output_table")
+
+    def test_persist_with_table_and_format(self, repo_config):
+        job = _make_spark_retrieval_job(repo_config, remote_warehouse=True)
+        storage = SavedDatasetSparkStorage(table="output_table", file_format="parquet")
+
+        job.persist(storage)
+
+        mock_df = job.spark_session.sql.return_value
+        mock_df.write.format.assert_called_once_with("parquet")
+        mock_df.write.format.return_value.saveAsTable.assert_called_once_with(
+            "output_table"
+        )
+
+    def test_persist_with_path_writes_to_path(self, repo_config):
+        job = _make_spark_retrieval_job(repo_config, remote_warehouse=True)
+        storage = SavedDatasetSparkStorage(
+            path="s3a://bucket/output/", file_format="parquet"
+        )
+
+        job.persist(storage)
+
+        mock_df = job.spark_session.sql.return_value
+        mock_df.write.format.assert_called_once_with("parquet")
+        mock_df.write.format.return_value.mode.assert_called_once_with("error")
+        mock_df.write.format.return_value.mode.return_value.save.assert_called_once_with(
+            "s3a://bucket/output/"
+        )
+
+    def test_persist_with_path_defaults_to_parquet(self, repo_config):
+        """When path is set with table_format but no file_format, persist defaults to parquet."""
+        job = _make_spark_retrieval_job(repo_config, remote_warehouse=True)
+        storage = SavedDatasetSparkStorage(
+            path="s3a://bucket/output/",
+            file_format=None,
+            table_format=IcebergFormat(catalog="test_catalog"),
+        )
+
+        job.persist(storage)
+
+        mock_df = job.spark_session.sql.return_value
+        mock_df.write.format.assert_called_once_with("parquet")
+
+    def test_persist_with_path_allow_overwrite(self, repo_config):
+        job = _make_spark_retrieval_job(repo_config, remote_warehouse=True)
+        storage = SavedDatasetSparkStorage(
+            path="s3a://bucket/output/", file_format="parquet"
+        )
+
+        job.persist(storage, allow_overwrite=True)
+
+        mock_df = job.spark_session.sql.return_value
+        mock_df.write.format.return_value.mode.assert_called_once_with("overwrite")
+
+    def test_persist_with_path_custom_format(self, repo_config):
+        job = _make_spark_retrieval_job(repo_config, remote_warehouse=True)
+        storage = SavedDatasetSparkStorage(
+            path="s3a://bucket/output/", file_format="avro"
+        )
+
+        job.persist(storage)
+
+        mock_df = job.spark_session.sql.return_value
+        mock_df.write.format.assert_called_once_with("avro")
+        mock_df.write.format.return_value.mode.return_value.save.assert_called_once_with(
+            "s3a://bucket/output/"
+        )
+
+    def test_persist_raises_without_table_or_path(self, repo_config):
+        job = _make_spark_retrieval_job(repo_config, remote_warehouse=True)
+        storage = SavedDatasetSparkStorage(query="SELECT * FROM t")
+
+        with pytest.raises(
+            ValueError, match="either 'table' or 'path' must be specified"
+        ):
+            job.persist(storage)
+
+    def test_persist_local_warehouse_creates_temp_view(self, repo_config):
+        job = _make_spark_retrieval_job(repo_config, remote_warehouse=False)
+        storage = SavedDatasetSparkStorage(table="output_table")
+
+        job.persist(storage)
+
+        mock_df = job.spark_session.sql.return_value
+        mock_df.createOrReplaceTempView.assert_called_once_with("output_table")
diff --git a/sdk/python/tests/unit/infra/offline_stores/contrib/spark_offline_store/test_spark_staging_filesystem.py b/sdk/python/tests/unit/infra/offline_stores/contrib/spark_offline_store/test_spark_staging_filesystem.py
new file mode 100644
index 00000000000..5b91646ef7c
--- /dev/null
+++ b/sdk/python/tests/unit/infra/offline_stores/contrib/spark_offline_store/test_spark_staging_filesystem.py
@@ -0,0 +1,134 @@
+"""
+Unit tests for SparkRetrievalJob._resolve_staging_filesystem.
+
+Verifies that the correct PyArrow filesystem and prefix-stripped paths
+are returned for S3, S3A, GCS, file://, and plain local paths.
+"""
+
+from unittest.mock import MagicMock, patch
+
+import pytest
+
+from feast.infra.offline_stores.contrib.spark_offline_store.spark import (
+    SparkRetrievalJob,
+)
+
+
+@pytest.fixture()
+def retrieval_job():
+    """Minimal SparkRetrievalJob with a mock config that has no offline_store region."""
+    job = object.__new__(SparkRetrievalJob)
+    config = MagicMock()
+    config.offline_store.region = None
+    job._config = config
+    return job
+
+
+class TestResolveS3Filesystem:
+    def test_s3_scheme_returns_s3_filesystem(self, retrieval_job):
+        with patch("pyarrow.fs.S3FileSystem") as mock_s3:
+            mock_s3.return_value = MagicMock(name="s3fs")
+            fs, paths = retrieval_job._resolve_staging_filesystem(
+                ["s3://my-bucket/path/a.parquet", "s3://my-bucket/path/b.parquet"]
+            )
+            mock_s3.assert_called_once()
+            assert fs is mock_s3.return_value
+            assert paths == ["my-bucket/path/a.parquet", "my-bucket/path/b.parquet"]
+
+    def test_s3a_scheme_strips_prefix(self, retrieval_job):
+        with patch("pyarrow.fs.S3FileSystem") as mock_s3:
+            mock_s3.return_value = MagicMock(name="s3fs")
+            fs, paths = retrieval_job._resolve_staging_filesystem(
+                ["s3a://bucket/dir/file.parquet"]
+            )
+            assert paths == ["bucket/dir/file.parquet"]
+
+    def test_s3_with_minio_endpoint(self, retrieval_job, monkeypatch):
+        monkeypatch.setenv("AWS_ENDPOINT_URL_S3", "http://minio.local:9000")
+        monkeypatch.setenv("AWS_DEFAULT_REGION", "us-east-1")
+        with patch("pyarrow.fs.S3FileSystem") as mock_s3:
+            mock_s3.return_value = MagicMock(name="s3fs")
+            retrieval_job._resolve_staging_filesystem(["s3://bucket/file.parquet"])
+            call_kwargs = mock_s3.call_args[1]
+            assert call_kwargs["endpoint_override"] == "minio.local:9000"
+            assert call_kwargs["scheme"] == "http"
+
+    def test_s3_with_https_endpoint(self, retrieval_job, monkeypatch):
+        monkeypatch.setenv("AWS_ENDPOINT_URL_S3", "https://s3.custom.corp")
+        with patch("pyarrow.fs.S3FileSystem") as mock_s3:
+            mock_s3.return_value = MagicMock(name="s3fs")
+            retrieval_job._resolve_staging_filesystem(["s3://bucket/file.parquet"])
+            call_kwargs = mock_s3.call_args[1]
+            assert call_kwargs["endpoint_override"] == "s3.custom.corp"
+            assert call_kwargs["scheme"] == "https"
+
+    def test_s3_falls_back_to_aws_s3_endpoint_env(self, retrieval_job, monkeypatch):
+        monkeypatch.delenv("AWS_ENDPOINT_URL_S3", raising=False)
+        monkeypatch.setenv("AWS_S3_ENDPOINT", "http://legacy-minio:9000")
+        with patch("pyarrow.fs.S3FileSystem") as mock_s3:
+            mock_s3.return_value = MagicMock(name="s3fs")
+            retrieval_job._resolve_staging_filesystem(["s3://bucket/file.parquet"])
+            call_kwargs = mock_s3.call_args[1]
+            assert "endpoint_override" in call_kwargs
+
+    def test_s3_no_endpoint_no_override(self, retrieval_job, monkeypatch):
+        monkeypatch.delenv("AWS_ENDPOINT_URL_S3", raising=False)
+        monkeypatch.delenv("AWS_S3_ENDPOINT", raising=False)
+        with patch("pyarrow.fs.S3FileSystem") as mock_s3:
+            mock_s3.return_value = MagicMock(name="s3fs")
+            retrieval_job._resolve_staging_filesystem(["s3://bucket/file.parquet"])
+            call_kwargs = mock_s3.call_args[1]
+            assert "endpoint_override" not in call_kwargs
+            assert "scheme" not in call_kwargs
+
+    def test_s3_region_from_offline_store_config(self, retrieval_job):
+        retrieval_job._config.offline_store.region = "eu-west-1"
+        with patch("pyarrow.fs.S3FileSystem") as mock_s3:
+            mock_s3.return_value = MagicMock(name="s3fs")
+            retrieval_job._resolve_staging_filesystem(["s3://bucket/file.parquet"])
+            call_kwargs = mock_s3.call_args[1]
+            assert call_kwargs["region"] == "eu-west-1"
+
+    def test_s3_region_fallback_to_env(self, retrieval_job, monkeypatch):
+        retrieval_job._config.offline_store.region = None
+        monkeypatch.setenv("AWS_DEFAULT_REGION", "ap-southeast-1")
+        with patch("pyarrow.fs.S3FileSystem") as mock_s3:
+            mock_s3.return_value = MagicMock(name="s3fs")
+            retrieval_job._resolve_staging_filesystem(["s3://bucket/file.parquet"])
+            call_kwargs = mock_s3.call_args[1]
+            assert call_kwargs["region"] == "ap-southeast-1"
+
+
+class TestResolveGCSFilesystem:
+    def test_gs_scheme_returns_gcs_filesystem(self, retrieval_job):
+        with patch("pyarrow.fs.GcsFileSystem") as mock_gcs:
+            mock_gcs.return_value = MagicMock(name="gcsfs")
+            fs, paths = retrieval_job._resolve_staging_filesystem(
+                ["gs://my-bucket/path/a.parquet", "gs://my-bucket/path/b.parquet"]
+            )
+            mock_gcs.assert_called_once()
+            assert fs is mock_gcs.return_value
+            assert paths == ["my-bucket/path/a.parquet", "my-bucket/path/b.parquet"]
+
+
+class TestResolveLocalFilesystem:
+    def test_file_scheme_stripped(self, retrieval_job):
+        fs, paths = retrieval_job._resolve_staging_filesystem(
+            ["file:///tmp/staging/a.parquet"]
+        )
+        assert fs is None
+        assert paths == ["/tmp/staging/a.parquet"]
+
+    def test_plain_local_path_unchanged(self, retrieval_job):
+        fs, paths = retrieval_job._resolve_staging_filesystem(
+            ["/tmp/staging/a.parquet", "/tmp/staging/b.parquet"]
+        )
+        assert fs is None
+        assert paths == ["/tmp/staging/a.parquet", "/tmp/staging/b.parquet"]
+
+    def test_mixed_file_and_plain_paths(self, retrieval_job):
+        fs, paths = retrieval_job._resolve_staging_filesystem(
+            ["file:///tmp/a.parquet", "/tmp/b.parquet"]
+        )
+        assert fs is None
+        assert paths == ["/tmp/a.parquet", "/tmp/b.parquet"]
diff --git a/sdk/python/tests/unit/infra/offline_stores/contrib/trino_offline_store/test_trino_type_map.py b/sdk/python/tests/unit/infra/offline_stores/contrib/trino_offline_store/test_trino_type_map.py
new file mode 100644
index 00000000000..012f80fea2d
--- /dev/null
+++ b/sdk/python/tests/unit/infra/offline_stores/contrib/trino_offline_store/test_trino_type_map.py
@@ -0,0 +1,204 @@
+import pyarrow as pa
+import pytest
+
+from feast import ValueType
+from feast.infra.offline_stores.contrib.trino_offline_store.trino_type_map import (
+    _trino_array_item_type,
+    pa_to_trino_value_type,
+    trino_to_feast_value_type,
+    trino_to_pa_value_type,
+)
+
+
+class TestTrinoArrayItemType:
+    def test_simple_type(self) -> None:
+        assert _trino_array_item_type("array(bigint)") == "bigint"
+
+    def test_parameterized_type(self) -> None:
+        assert _trino_array_item_type("array(varchar(10))") == "varchar(10)"
+
+    def test_parameterized_with_comma(self) -> None:
+        assert _trino_array_item_type("array(decimal(10, 2))") == "decimal(10, 2)"
+
+    def test_nested_array(self) -> None:
+        assert _trino_array_item_type("array(array(varchar))") == "array(varchar)"
+
+    def test_complex_row(self) -> None:
+        assert (
+            _trino_array_item_type("array(row(x bigint, y varchar(10)))")
+            == "row(x bigint, y varchar(10))"
+        )
+
+    def test_not_an_array(self) -> None:
+        assert _trino_array_item_type("varchar") is None
+
+    def test_partial_prefix(self) -> None:
+        assert _trino_array_item_type("array") is None
+        assert _trino_array_item_type("array(") is None
+
+
+class TestTrinoToFeastValueType:
+    def test_simple_types(self) -> None:
+        assert trino_to_feast_value_type("boolean") == ValueType.BOOL
+        assert trino_to_feast_value_type("bigint") == ValueType.INT64
+        assert trino_to_feast_value_type("integer") == ValueType.INT32
+        assert trino_to_feast_value_type("int") == ValueType.INT32
+        assert trino_to_feast_value_type("double") == ValueType.DOUBLE
+        assert trino_to_feast_value_type("real") == ValueType.FLOAT
+        assert trino_to_feast_value_type("date") == ValueType.STRING
+        assert trino_to_feast_value_type("tinyint") == ValueType.INT32
+        assert trino_to_feast_value_type("smallint") == ValueType.INT32
+
+    def test_parameterized_varchar(self) -> None:
+        assert trino_to_feast_value_type("varchar(10)") == ValueType.STRING
+
+    def test_parameterized_char(self) -> None:
+        assert trino_to_feast_value_type("char(10)") == ValueType.STRING
+        assert trino_to_feast_value_type("char") == ValueType.STRING
+
+    def test_timestamp_with_precision(self) -> None:
+        assert trino_to_feast_value_type("timestamp(3)") == ValueType.UNIX_TIMESTAMP
+        assert trino_to_feast_value_type("timestamp") == ValueType.UNIX_TIMESTAMP
+
+    def test_decimal_with_precision(self) -> None:
+        assert trino_to_feast_value_type("decimal(10, 2)") == ValueType.FLOAT
+        assert trino_to_feast_value_type("decimal(38, 2)") == ValueType.DOUBLE
+        assert trino_to_feast_value_type("decimal(32)") == ValueType.FLOAT
+        assert trino_to_feast_value_type("decimal(33)") == ValueType.DOUBLE
+
+    def test_bare_decimal(self) -> None:
+        assert trino_to_feast_value_type("decimal") == ValueType.DOUBLE
+
+    def test_binary_types(self) -> None:
+        assert trino_to_feast_value_type("binary") == ValueType.STRING
+        assert trino_to_feast_value_type("varbinary") == ValueType.STRING
+
+    def test_json(self) -> None:
+        assert trino_to_feast_value_type("json") == ValueType.STRING
+
+    def test_unsupported_type(self) -> None:
+        with pytest.raises(ValueError, match="Trino type not supported"):
+            trino_to_feast_value_type("unknown_type")
+
+
+class TestTrinoToPaValueType:
+    def test_simple_types(self) -> None:
+        assert trino_to_pa_value_type("boolean") == pa.bool_()
+        assert trino_to_pa_value_type("bigint") == pa.int64()
+        assert trino_to_pa_value_type("integer") == pa.int32()
+        assert trino_to_pa_value_type("int") == pa.int32()
+        assert trino_to_pa_value_type("double") == pa.float64()
+        assert trino_to_pa_value_type("real") == pa.float32()
+        assert trino_to_pa_value_type("date") == pa.date32()
+        assert trino_to_pa_value_type("tinyint") == pa.int8()
+        assert trino_to_pa_value_type("smallint") == pa.int16()
+
+    def test_parameterized_varchar(self) -> None:
+        assert trino_to_pa_value_type("varchar(10)") == pa.string()
+
+    def test_parameterized_char(self) -> None:
+        assert trino_to_pa_value_type("char(10)") == pa.string()
+        assert trino_to_pa_value_type("char") == pa.string()
+
+    def test_binary_types(self) -> None:
+        assert trino_to_pa_value_type("binary") == pa.binary()
+        assert trino_to_pa_value_type("varbinary") == pa.binary()
+
+    def test_json(self) -> None:
+        assert trino_to_pa_value_type("json") == pa.string()
+
+    def test_timestamp(self) -> None:
+        assert trino_to_pa_value_type("timestamp") == pa.timestamp("us")
+        assert trino_to_pa_value_type("timestamp(3)") == pa.timestamp("us")
+
+    def test_decimal_bare(self) -> None:
+        assert trino_to_pa_value_type("decimal") == pa.float64()
+
+    def test_decimal_with_precision(self) -> None:
+        assert trino_to_pa_value_type("decimal(10, 2)") == pa.float32()
+        assert trino_to_pa_value_type("decimal(38, 2)") == pa.float64()
+        assert trino_to_pa_value_type("decimal(32)") == pa.float32()
+        assert trino_to_pa_value_type("decimal(33)") == pa.float64()
+
+    def test_array_simple(self) -> None:
+        assert trino_to_pa_value_type("array(bigint)") == pa.list_(pa.int64())
+
+    def test_array_parameterized_varchar(self) -> None:
+        assert trino_to_pa_value_type("array(varchar(10))") == pa.list_(pa.string())
+
+    def test_array_parameterized_decimal(self) -> None:
+        assert trino_to_pa_value_type("array(decimal(10, 2))") == pa.list_(pa.float32())
+
+    def test_array_nested(self) -> None:
+        assert trino_to_pa_value_type("array(array(bigint))") == pa.list_(
+            pa.list_(pa.int64())
+        )
+
+    def test_row_type(self) -> None:
+        assert trino_to_pa_value_type("row(x bigint)") == pa.string()
+        assert trino_to_pa_value_type("row(x bigint, y varchar)") == pa.string()
+
+    def test_map_type(self) -> None:
+        assert trino_to_pa_value_type("map(varchar, bigint)") == pa.string()
+
+    def test_array_of_row(self) -> None:
+        assert trino_to_pa_value_type(
+            "array(row(x bigint, y varchar(10)))"
+        ) == pa.list_(pa.string())
+
+    def test_unsupported_type(self) -> None:
+        with pytest.raises(KeyError):
+            trino_to_pa_value_type("unknown_type")
+
+
+class TestPaToTrinoValueType:
+    def test_simple_types(self) -> None:
+        assert pa_to_trino_value_type(str(pa.bool_())) == "boolean"
+        assert pa_to_trino_value_type(str(pa.int8())) == "tinyint"
+        assert pa_to_trino_value_type(str(pa.int16())) == "smallint"
+        assert pa_to_trino_value_type(str(pa.int32())) == "int"
+        assert pa_to_trino_value_type(str(pa.int64())) == "bigint"
+        assert pa_to_trino_value_type(str(pa.float32())) == "double"
+        assert pa_to_trino_value_type(str(pa.float64())) == "double"
+        assert pa_to_trino_value_type(str(pa.binary())) == "binary"
+
+    def test_string(self) -> None:
+        assert pa_to_trino_value_type(str(pa.string())) == "varchar"
+        assert pa_to_trino_value_type("large_string") == "varchar"
+        assert pa_to_trino_value_type("char") == "varchar"
+
+    def test_varbinary(self) -> None:
+        assert pa_to_trino_value_type("varbinary") == "binary"
+
+    def test_date(self) -> None:
+        assert pa_to_trino_value_type(str(pa.date32())) == "date"
+
+    def test_timestamp(self) -> None:
+        assert pa_to_trino_value_type(str(pa.timestamp("us"))) == "timestamp"
+        assert (
+            pa_to_trino_value_type(str(pa.timestamp("us", tz="UTC")))
+            == "timestamp with time zone"
+        )
+
+    def test_decimal128(self) -> None:
+        assert pa_to_trino_value_type(str(pa.decimal128(10, 2))) == "decimal(10, 2)"
+
+    def test_decimal256(self) -> None:
+        assert pa_to_trino_value_type(str(pa.decimal256(10, 2))) == "decimal(10, 2)"
+
+    def test_list(self) -> None:
+        assert pa_to_trino_value_type(str(pa.list_(pa.int64()))) == "array<bigint>"
+
+    def test_list_of_string(self) -> None:
+        assert pa_to_trino_value_type(str(pa.list_(pa.string()))) == "array<varchar>"
+
+    def test_map_degrades_to_varchar(self) -> None:
+        type_str = str(pa.map_(pa.string(), pa.int64()))
+        assert pa_to_trino_value_type(type_str) == "varchar"
+
+    def test_struct_degrades_to_varchar(self) -> None:
+        type_str = str(pa.struct([("x", pa.int64())]))
+        assert pa_to_trino_value_type(type_str) == "varchar"
+
+    def test_null(self) -> None:
+        assert pa_to_trino_value_type(str(pa.null())) == "null"
diff --git a/sdk/python/tests/unit/infra/offline_stores/test_bigquery.py b/sdk/python/tests/unit/infra/offline_stores/test_bigquery.py
index 969a9679971..132339e1034 100644
--- a/sdk/python/tests/unit/infra/offline_stores/test_bigquery.py
+++ b/sdk/python/tests/unit/infra/offline_stores/test_bigquery.py
@@ -154,6 +154,117 @@ def test_pull_all_from_table_or_query_partition_pruning(mock_get_bigquery_client
     assert "partition_date <= '2021-01-02'" in actual_query
 
 
+@patch("feast.infra.offline_stores.bigquery._get_bigquery_client")
+def test_pull_latest_date_type_timestamp_field(mock_get_bigquery_client):
+    mock_get_bigquery_client.return_value = Mock()
+    test_repo_config = RepoConfig(
+        registry="gs://ml-test/repo/registry.db",
+        project="test",
+        provider="gcp",
+        online_store=SqliteOnlineStoreConfig(type="sqlite"),
+        offline_store=BigQueryOfflineStoreConfig(type="bigquery", dataset="feast"),
+    )
+    test_data_source = BigQuerySource(
+        table="project:dataset.table",
+        timestamp_field="event_date",
+        timestamp_field_type="DATE",
+    )
+    retrieval_job = BigQueryOfflineStore.pull_latest_from_table_or_query(
+        config=test_repo_config,
+        data_source=test_data_source,
+        join_key_columns=["driver_id"],
+        feature_name_columns=["feature1"],
+        timestamp_field="event_date",
+        created_timestamp_column=None,
+        start_date=datetime(2021, 1, 1, tzinfo=timezone.utc),
+        end_date=datetime(2021, 1, 2, tzinfo=timezone.utc),
+    )
+    actual_query = retrieval_job.to_sql()
+    assert (
+        "event_date BETWEEN DATE('2021-01-01') AND DATE('2021-01-02')" in actual_query
+    )
+    assert "TIMESTAMP(" not in actual_query
+
+
+@patch("feast.infra.offline_stores.bigquery._get_bigquery_client")
+def test_pull_all_date_type_timestamp_field(mock_get_bigquery_client):
+    mock_get_bigquery_client.return_value = Mock()
+    test_repo_config = RepoConfig(
+        registry="gs://ml-test/repo/registry.db",
+        project="test",
+        provider="gcp",
+        online_store=SqliteOnlineStoreConfig(type="sqlite"),
+        offline_store=BigQueryOfflineStoreConfig(type="bigquery", dataset="feast"),
+    )
+    test_data_source = BigQuerySource(
+        table="project:dataset.table",
+        timestamp_field="event_date",
+        timestamp_field_type="DATE",
+    )
+    retrieval_job = BigQueryOfflineStore.pull_all_from_table_or_query(
+        config=test_repo_config,
+        data_source=test_data_source,
+        join_key_columns=["driver_id"],
+        feature_name_columns=["feature1"],
+        timestamp_field="event_date",
+        start_date=datetime(2021, 1, 1, tzinfo=timezone.utc),
+        end_date=datetime(2021, 1, 2, tzinfo=timezone.utc),
+    )
+    actual_query = retrieval_job.to_sql()
+    assert (
+        "event_date BETWEEN DATE('2021-01-01') AND DATE('2021-01-02')" in actual_query
+    )
+    assert "TIMESTAMP(" not in actual_query
+
+
+@patch("feast.infra.offline_stores.bigquery._get_bigquery_client")
+def test_pull_latest_date_type_with_partition_column(mock_get_bigquery_client):
+    mock_get_bigquery_client.return_value = Mock()
+    test_repo_config = RepoConfig(
+        registry="gs://ml-test/repo/registry.db",
+        project="test",
+        provider="gcp",
+        online_store=SqliteOnlineStoreConfig(type="sqlite"),
+        offline_store=BigQueryOfflineStoreConfig(type="bigquery", dataset="feast"),
+    )
+    test_data_source = BigQuerySource(
+        table="project:dataset.table",
+        timestamp_field="event_date",
+        timestamp_field_type="DATE",
+        date_partition_column="_PARTITIONDATE",
+    )
+    retrieval_job = BigQueryOfflineStore.pull_latest_from_table_or_query(
+        config=test_repo_config,
+        data_source=test_data_source,
+        join_key_columns=["driver_id"],
+        feature_name_columns=["feature1"],
+        timestamp_field="event_date",
+        created_timestamp_column=None,
+        start_date=datetime(2021, 1, 1, tzinfo=timezone.utc),
+        end_date=datetime(2021, 1, 2, tzinfo=timezone.utc),
+    )
+    actual_query = retrieval_job.to_sql()
+    assert "DATE('2021-01-01')" in actual_query
+    assert "DATE('2021-01-02')" in actual_query
+    assert "_PARTITIONDATE >= '2021-01-01'" in actual_query
+    assert "_PARTITIONDATE <= '2021-01-02'" in actual_query
+
+
+def test_bigquery_source_date_type_proto_roundtrip():
+    source = BigQuerySource(
+        table="project:dataset.table",
+        timestamp_field="event_date",
+        timestamp_field_type="DATE",
+        date_partition_column="_PARTITIONDATE",
+    )
+    proto = source.to_proto()
+    restored = BigQuerySource.from_proto(proto)
+    assert restored.timestamp_field_type == "DATE"
+    assert restored.date_partition_column == "_PARTITIONDATE"
+    assert restored.timestamp_field == "event_date"
+    assert source == restored
+
+
 class TestBigQuerySourceGetTableQueryString:
     def test_table_only(self):
         source = BigQuerySource(
@@ -200,3 +311,64 @@ def test_table_property_unaffected_by_query_priority(self):
             timestamp_field="ts",
         )
         assert source.table == "project.dataset.write_target"
+
+
+class TestOfflineWriteBatch:
+    @patch("feast.infra.offline_stores.bigquery._get_bigquery_client")
+    def test_offline_write_batch_enables_list_inference(self, mock_get_client):
+        """LoadJobConfig must set parquet_options.enable_list_inference = True
+        so that BigQuery correctly interprets PyArrow list columns from parquet.
+        """
+        from unittest.mock import MagicMock
+
+        source = BigQuerySource(
+            name="test",
+            table="project.dataset.table",
+            timestamp_field="ts",
+        )
+        fv = MagicMock()
+        fv.batch_source = source
+
+        pa_schema = pyarrow.schema(
+            [
+                pyarrow.field("entity_id", pyarrow.string()),
+                pyarrow.field("tags", pyarrow.list_(pyarrow.string())),
+                pyarrow.field("ts", pyarrow.timestamp("us", tz="UTC")),
+            ]
+        )
+        pa_table = pyarrow.table(
+            {
+                "entity_id": ["e1"],
+                "tags": [["a", "b"]],
+                "ts": [datetime(2024, 1, 1, tzinfo=timezone.utc)],
+            },
+            schema=pa_schema,
+        )
+
+        mock_client = MagicMock()
+        mock_get_client.return_value = mock_client
+        mock_client.load_table_from_file.return_value = MagicMock()
+
+        config = RepoConfig(
+            registry="gs://test/registry.db",
+            project="test",
+            provider="gcp",
+            offline_store=BigQueryOfflineStoreConfig(project_id="test-project"),
+            online_store=SqliteOnlineStoreConfig(),
+        )
+
+        with patch(
+            "feast.infra.offline_stores.offline_utils.get_pyarrow_schema_from_batch_source",
+            return_value=(pa_schema, pa_table.column_names),
+        ):
+            BigQueryOfflineStore.offline_write_batch(
+                config=config,
+                feature_view=fv,
+                table=pa_table,
+                progress=None,
+            )
+
+        call_kwargs = mock_client.load_table_from_file.call_args
+        job_config = call_kwargs[1]["job_config"]
+        assert job_config.parquet_options is not None
+        assert job_config.parquet_options.enable_list_inference is True
diff --git a/sdk/python/tests/unit/infra/offline_stores/test_bigquery_non_entity_mode.py b/sdk/python/tests/unit/infra/offline_stores/test_bigquery_non_entity_mode.py
new file mode 100644
index 00000000000..6bad310041b
--- /dev/null
+++ b/sdk/python/tests/unit/infra/offline_stores/test_bigquery_non_entity_mode.py
@@ -0,0 +1,758 @@
+"""
+Unit tests for BigQuery offline store non-entity mode (entity_df=None).
+
+Covers:
+- _gather_all_entities helper
+- _bq_create_entity_union_table SQL generation
+- get_historical_features non-entity mode flow
+- Regression: normal entity_df mode still works
+"""
+
+from datetime import datetime, timedelta, timezone
+from unittest.mock import MagicMock, patch
+
+import pytest
+
+from feast.infra.offline_stores.bigquery import (
+    BigQueryOfflineStore,
+    BigQueryOfflineStoreConfig,
+    BigQueryRetrievalJob,
+    _bq_create_entity_union_table,
+)
+from feast.infra.offline_stores.bigquery_source import BigQuerySource
+from feast.infra.offline_stores.offline_utils import (
+    FeatureViewQueryContext,
+    gather_all_entities,
+)
+from feast.infra.online_stores.sqlite import SqliteOnlineStoreConfig
+from feast.repo_config import RepoConfig
+
+# ---------------------------------------------------------------------------
+# Constants
+# ---------------------------------------------------------------------------
+
+START = datetime(2023, 1, 1, tzinfo=timezone.utc)
+END = datetime(2024, 1, 1, tzinfo=timezone.utc)
+TABLE_NAME = "project.dataset.feast_tmp_abc123"
+
+# ---------------------------------------------------------------------------
+# Helpers
+# ---------------------------------------------------------------------------
+
+
+def _make_repo_config(project_id: str = "my-project") -> RepoConfig:
+    return RepoConfig(
+        registry="gs://test/registry.db",
+        project="feast_test",
+        provider="gcp",
+        online_store=SqliteOnlineStoreConfig(type="sqlite"),
+        offline_store=BigQueryOfflineStoreConfig(
+            type="bigquery",
+            project_id=project_id,
+            dataset="feast",
+        ),
+    )
+
+
+def _make_fv_context(
+    name: str,
+    entities: list,
+    timestamp_field: str = "event_timestamp",
+    table_subquery: str = "`project.dataset.table`",
+) -> FeatureViewQueryContext:
+    return FeatureViewQueryContext(
+        name=name,
+        ttl=86400,
+        entities=entities,
+        features=["feature_a"],
+        field_mapping={},
+        timestamp_field=timestamp_field,
+        created_timestamp_column=None,
+        table_subquery=table_subquery,
+        entity_selections=[f"{e} AS {e}" for e in entities],
+        min_event_timestamp="2023-01-01T00:00:00",
+        max_event_timestamp="2024-01-01T00:00:00",
+        date_partition_column=None,
+        timestamp_field_type=None,
+    )
+
+
+def _make_bq_source(table: str = "project.dataset.table") -> BigQuerySource:
+    return BigQuerySource(
+        name="test_source",
+        table=table,
+        timestamp_field="event_timestamp",
+    )
+
+
+def _make_feature_view_mock(
+    name: str, entities: list, table: str = "project.dataset.table"
+) -> MagicMock:
+    fv = MagicMock()
+    fv.name = name
+    fv.batch_source = _make_bq_source(table)
+    fv.entities = entities
+    return fv
+
+
+# ---------------------------------------------------------------------------
+# Tests: _gather_all_entities
+# ---------------------------------------------------------------------------
+
+
+class TestGatherAllEntities:
+    def test_single_feature_view(self):
+        ctx = _make_fv_context("fv1", ["customer_id", "item_id"])
+        assert gather_all_entities([ctx]) == ["customer_id", "item_id"]
+
+    def test_multiple_views_overlapping_entities(self):
+        ctx1 = _make_fv_context("fv1", ["customer_id", "item_id"])
+        ctx2 = _make_fv_context("fv2", ["customer_id", "store_id"])
+        result = gather_all_entities([ctx1, ctx2])
+        # customer_id should appear only once; order is first-seen
+        assert result == ["customer_id", "item_id", "store_id"]
+
+    def test_multiple_views_disjoint_entities(self):
+        ctx1 = _make_fv_context("fv1", ["driver_id"])
+        ctx2 = _make_fv_context("fv2", ["customer_id"])
+        result = gather_all_entities([ctx1, ctx2])
+        assert result == ["driver_id", "customer_id"]
+
+    def test_entityless_feature_view(self):
+        ctx = _make_fv_context("fv1", [])
+        assert gather_all_entities([ctx]) == []
+
+    def test_empty_list(self):
+        assert gather_all_entities([]) == []
+
+    def test_preserves_insertion_order(self):
+        ctx1 = _make_fv_context("fv1", ["z_entity", "a_entity"])
+        ctx2 = _make_fv_context("fv2", ["a_entity", "m_entity"])
+        result = gather_all_entities([ctx1, ctx2])
+        assert result == ["z_entity", "a_entity", "m_entity"]
+
+
+# ---------------------------------------------------------------------------
+# Tests: _bq_create_entity_union_table — SQL generation
+# ---------------------------------------------------------------------------
+
+
+class TestBqCreateEntityUnionTable:
+    def _make_client(self) -> MagicMock:
+        client = MagicMock()
+        client.query.return_value = MagicMock()
+        client.get_table.return_value = MagicMock()
+        return client
+
+    @patch("feast.infra.offline_stores.bigquery.block_until_done")
+    @patch("feast.infra.offline_stores.bigquery._utc_now")
+    def test_single_view_creates_table_with_correct_sql(self, mock_utc_now, mock_block):
+        mock_utc_now.return_value = END
+        client = self._make_client()
+        fv = _make_feature_view_mock("fv1", ["customer_id"])
+        ctx = _make_fv_context(
+            "fv1", ["customer_id"], table_subquery="`project.dataset.orders`"
+        )
+
+        _bq_create_entity_union_table(
+            client=client,
+            table_name=TABLE_NAME,
+            feature_views=[fv],
+            fv_query_contexts=[ctx],
+            start_date=START,
+            end_date=END,
+            all_entities=["customer_id"],
+            event_timestamp_col="entity_ts",
+        )
+
+        sql = client.query.call_args[0][0]
+        assert f"CREATE TABLE `{TABLE_NAME}` AS" in sql
+        assert "SELECT DISTINCT `customer_id`" in sql
+        assert "UNION DISTINCT" not in sql  # single view → no union
+        assert "entity_ts" in sql
+
+    @patch("feast.infra.offline_stores.bigquery.block_until_done")
+    @patch("feast.infra.offline_stores.bigquery._utc_now")
+    def test_entity_column_not_cast_to_string(self, mock_utc_now, mock_block):
+        """INT64 entity columns must NOT be cast to STRING — that breaks the PIT join."""
+        mock_utc_now.return_value = END
+        client = self._make_client()
+        fv = _make_feature_view_mock("fv1", ["user_id"])
+        ctx = _make_fv_context("fv1", ["user_id"])
+
+        _bq_create_entity_union_table(
+            client=client,
+            table_name=TABLE_NAME,
+            feature_views=[fv],
+            fv_query_contexts=[ctx],
+            start_date=START,
+            end_date=END,
+            all_entities=["user_id"],
+            event_timestamp_col="entity_ts",
+        )
+
+        sql = client.query.call_args[0][0]
+        assert "CAST(`user_id` AS STRING)" not in sql
+        assert "`user_id`" in sql
+
+    @patch("feast.infra.offline_stores.bigquery.block_until_done")
+    @patch("feast.infra.offline_stores.bigquery._utc_now")
+    def test_missing_entity_filled_with_null_not_cast_string(
+        self, mock_utc_now, mock_block
+    ):
+        """When a feature view doesn't have an entity column, fill it with NULL."""
+        mock_utc_now.return_value = END
+        client = self._make_client()
+        fv1 = _make_feature_view_mock("fv1", ["customer_id", "item_id"])
+        fv2 = _make_feature_view_mock("fv2", ["customer_id"])
+        ctx1 = _make_fv_context("fv1", ["customer_id", "item_id"])
+        ctx2 = _make_fv_context("fv2", ["customer_id"])
+
+        _bq_create_entity_union_table(
+            client=client,
+            table_name=TABLE_NAME,
+            feature_views=[fv1, fv2],
+            fv_query_contexts=[ctx1, ctx2],
+            start_date=START,
+            end_date=END,
+            all_entities=["customer_id", "item_id"],
+            event_timestamp_col="entity_ts",
+        )
+
+        sql = client.query.call_args[0][0]
+        # fv2 does not have item_id → must appear as NULL for item_id
+        assert "`item_id`" in sql
+        assert "NULL" in sql
+        # fv2's item_id fill must not appear as a regular column reference
+        assert "SELECT DISTINCT `customer_id`" in sql
+
+    @patch("feast.infra.offline_stores.bigquery.block_until_done")
+    @patch("feast.infra.offline_stores.bigquery._utc_now")
+    def test_multiple_views_produce_union_distinct(self, mock_utc_now, mock_block):
+        mock_utc_now.return_value = END
+        client = self._make_client()
+        fv1 = _make_feature_view_mock("fv1", ["driver_id"])
+        fv2 = _make_feature_view_mock("fv2", ["driver_id"])
+        ctx1 = _make_fv_context("fv1", ["driver_id"])
+        ctx2 = _make_fv_context("fv2", ["driver_id"])
+
+        _bq_create_entity_union_table(
+            client=client,
+            table_name=TABLE_NAME,
+            feature_views=[fv1, fv2],
+            fv_query_contexts=[ctx1, ctx2],
+            start_date=START,
+            end_date=END,
+            all_entities=["driver_id"],
+            event_timestamp_col="entity_ts",
+        )
+
+        sql = client.query.call_args[0][0]
+        assert "UNION DISTINCT" in sql
+
+    @patch("feast.infra.offline_stores.bigquery.block_until_done")
+    @patch("feast.infra.offline_stores.bigquery._utc_now")
+    def test_timestamp_filter_uses_start_and_end(self, mock_utc_now, mock_block):
+        mock_utc_now.return_value = END
+        client = self._make_client()
+        fv = _make_feature_view_mock("fv1", ["entity_id"])
+        ctx = _make_fv_context("fv1", ["entity_id"])
+
+        _bq_create_entity_union_table(
+            client=client,
+            table_name=TABLE_NAME,
+            feature_views=[fv],
+            fv_query_contexts=[ctx],
+            start_date=START,
+            end_date=END,
+            all_entities=["entity_id"],
+            event_timestamp_col="entity_ts",
+        )
+
+        sql = client.query.call_args[0][0]
+        assert "2023-01-01T00:00:00" in sql  # start_date
+        assert (
+            "2024-01-01T00:00:00" in sql
+        )  # end_date (appears twice: WHERE + entity_ts value)
+        assert "BETWEEN TIMESTAMP(" in sql
+
+    @patch("feast.infra.offline_stores.bigquery.block_until_done")
+    @patch("feast.infra.offline_stores.bigquery._utc_now")
+    def test_entity_ts_column_set_to_end_date(self, mock_utc_now, mock_block):
+        """The as-of timestamp in the synthetic left table must equal end_date."""
+        mock_utc_now.return_value = END
+        client = self._make_client()
+        fv = _make_feature_view_mock("fv1", ["entity_id"])
+        ctx = _make_fv_context("fv1", ["entity_id"])
+
+        _bq_create_entity_union_table(
+            client=client,
+            table_name=TABLE_NAME,
+            feature_views=[fv],
+            fv_query_contexts=[ctx],
+            start_date=START,
+            end_date=END,
+            all_entities=["entity_id"],
+            event_timestamp_col="entity_ts",
+        )
+
+        sql = client.query.call_args[0][0]
+        assert "TIMESTAMP('2024-01-01T00:00:00') AS `entity_ts`" in sql
+
+    @patch("feast.infra.offline_stores.bigquery.block_until_done")
+    @patch("feast.infra.offline_stores.bigquery._utc_now")
+    def test_sets_table_expiry(self, mock_utc_now, mock_block):
+        mock_utc_now.return_value = datetime(2024, 1, 1, tzinfo=timezone.utc)
+        client = self._make_client()
+        fv = _make_feature_view_mock("fv1", ["entity_id"])
+        ctx = _make_fv_context("fv1", ["entity_id"])
+
+        _bq_create_entity_union_table(
+            client=client,
+            table_name=TABLE_NAME,
+            feature_views=[fv],
+            fv_query_contexts=[ctx],
+            start_date=START,
+            end_date=END,
+            all_entities=["entity_id"],
+            event_timestamp_col="entity_ts",
+        )
+
+        client.update_table.assert_called_once()
+        updated_table = client.update_table.call_args[0][0]
+        # expiry should be 30 minutes after _utc_now()
+        assert updated_table.expires == datetime(
+            2024, 1, 1, tzinfo=timezone.utc
+        ) + timedelta(minutes=30)
+
+
+# ---------------------------------------------------------------------------
+# Tests: get_historical_features — non-entity mode flow
+# ---------------------------------------------------------------------------
+
+
+@pytest.fixture
+def repo_config():
+    return _make_repo_config()
+
+
+@pytest.fixture
+def mock_bq_client():
+    client = MagicMock()
+    client.project = "my-project"
+    client.query.return_value = MagicMock(
+        state="DONE", exception=lambda timeout=None: None
+    )
+    client.get_table.return_value = MagicMock()
+    return client
+
+
+class TestGetHistoricalFeaturesNonEntityMode:
+    @patch("feast.infra.offline_stores.bigquery.block_until_done")
+    @patch("feast.infra.offline_stores.bigquery._utc_now")
+    @patch("feast.infra.offline_stores.bigquery._bq_create_entity_union_table")
+    @patch("feast.infra.offline_stores.bigquery._upload_entity_df")
+    @patch(
+        "feast.infra.offline_stores.bigquery.offline_utils.get_feature_view_query_context"
+    )
+    @patch(
+        "feast.infra.offline_stores.bigquery.offline_utils.build_point_in_time_query"
+    )
+    @patch("feast.infra.offline_stores.bigquery._get_table_reference_for_new_entity")
+    @patch("feast.infra.offline_stores.bigquery._get_bigquery_client")
+    def test_non_entity_mode_calls_union_table_not_upload(
+        self,
+        mock_get_client,
+        mock_get_table_ref,
+        mock_build_pit,
+        mock_get_ctx,
+        mock_upload,
+        mock_union_table,
+        mock_utc_now,
+        mock_block,
+        repo_config,
+        mock_bq_client,
+    ):
+        mock_get_client.return_value = mock_bq_client
+        mock_get_table_ref.return_value = TABLE_NAME
+        mock_build_pit.return_value = "SELECT 1"
+        mock_utc_now.return_value = END
+
+        fv = MagicMock()
+        fv.batch_source = _make_bq_source()
+        fv.ttl = timedelta(days=30)
+
+        ctx = _make_fv_context("fv1", ["customer_id"])
+        mock_get_ctx.return_value = [ctx]
+
+        registry = MagicMock()
+        registry.list_entities.return_value = []
+
+        job = BigQueryOfflineStore.get_historical_features(
+            config=repo_config,
+            feature_views=[fv],
+            feature_refs=["fv1:feature_a"],
+            entity_df=None,
+            registry=registry,
+            project="feast_test",
+            full_feature_names=False,
+            start_date=START,
+            end_date=END,
+        )
+
+        # Trigger query_generator
+        with job._query_generator():
+            pass
+
+        mock_union_table.assert_called_once()
+        mock_upload.assert_not_called()
+
+    @patch("feast.infra.offline_stores.bigquery.block_until_done")
+    @patch("feast.infra.offline_stores.bigquery._utc_now")
+    @patch("feast.infra.offline_stores.bigquery._bq_create_entity_union_table")
+    @patch("feast.infra.offline_stores.bigquery._upload_entity_df")
+    @patch(
+        "feast.infra.offline_stores.bigquery.offline_utils.get_feature_view_query_context"
+    )
+    @patch(
+        "feast.infra.offline_stores.bigquery.offline_utils.build_point_in_time_query"
+    )
+    @patch("feast.infra.offline_stores.bigquery._get_table_reference_for_new_entity")
+    @patch("feast.infra.offline_stores.bigquery._get_bigquery_client")
+    def test_non_entity_mode_uses_entity_ts_as_timestamp_col(
+        self,
+        mock_get_client,
+        mock_get_table_ref,
+        mock_build_pit,
+        mock_get_ctx,
+        mock_upload,
+        mock_union_table,
+        mock_utc_now,
+        mock_block,
+        repo_config,
+        mock_bq_client,
+    ):
+        mock_get_client.return_value = mock_bq_client
+        mock_get_table_ref.return_value = TABLE_NAME
+        mock_build_pit.return_value = "SELECT 1"
+        mock_utc_now.return_value = END
+
+        fv = MagicMock()
+        fv.batch_source = _make_bq_source()
+        fv.ttl = timedelta(days=30)
+
+        ctx = _make_fv_context("fv1", ["customer_id"])
+        mock_get_ctx.return_value = [ctx]
+
+        registry = MagicMock()
+
+        job = BigQueryOfflineStore.get_historical_features(
+            config=repo_config,
+            feature_views=[fv],
+            feature_refs=["fv1:feature_a"],
+            entity_df=None,
+            registry=registry,
+            project="feast_test",
+            start_date=START,
+            end_date=END,
+        )
+
+        with job._query_generator():
+            pass
+
+        build_call_kwargs = mock_build_pit.call_args[1]
+        assert build_call_kwargs["entity_df_event_timestamp_col"] == "entity_ts"
+
+    @patch("feast.infra.offline_stores.bigquery.block_until_done")
+    @patch("feast.infra.offline_stores.bigquery._utc_now")
+    @patch("feast.infra.offline_stores.bigquery._bq_create_entity_union_table")
+    @patch("feast.infra.offline_stores.bigquery._upload_entity_df")
+    @patch(
+        "feast.infra.offline_stores.bigquery.offline_utils.get_feature_view_query_context"
+    )
+    @patch(
+        "feast.infra.offline_stores.bigquery.offline_utils.build_point_in_time_query"
+    )
+    @patch("feast.infra.offline_stores.bigquery._get_table_reference_for_new_entity")
+    @patch("feast.infra.offline_stores.bigquery._get_bigquery_client")
+    def test_non_entity_mode_passes_start_and_end_to_union_table(
+        self,
+        mock_get_client,
+        mock_get_table_ref,
+        mock_build_pit,
+        mock_get_ctx,
+        mock_upload,
+        mock_union_table,
+        mock_utc_now,
+        mock_block,
+        repo_config,
+        mock_bq_client,
+    ):
+        mock_get_client.return_value = mock_bq_client
+        mock_get_table_ref.return_value = TABLE_NAME
+        mock_build_pit.return_value = "SELECT 1"
+        mock_utc_now.return_value = END
+
+        fv = MagicMock()
+        fv.batch_source = _make_bq_source()
+        fv.ttl = timedelta(days=30)
+
+        ctx = _make_fv_context("fv1", ["customer_id"])
+        mock_get_ctx.return_value = [ctx]
+
+        registry = MagicMock()
+
+        job = BigQueryOfflineStore.get_historical_features(
+            config=repo_config,
+            feature_views=[fv],
+            feature_refs=["fv1:feature_a"],
+            entity_df=None,
+            registry=registry,
+            project="feast_test",
+            start_date=START,
+            end_date=END,
+        )
+
+        with job._query_generator():
+            pass
+
+        call_kwargs = mock_union_table.call_args[1]
+        assert call_kwargs["start_date"].replace(tzinfo=timezone.utc) == START
+        assert call_kwargs["end_date"].replace(tzinfo=timezone.utc) == END
+
+    @patch("feast.infra.offline_stores.bigquery.block_until_done")
+    @patch("feast.infra.offline_stores.bigquery._utc_now")
+    @patch("feast.infra.offline_stores.bigquery._bq_create_entity_union_table")
+    @patch(
+        "feast.infra.offline_stores.bigquery.offline_utils.get_feature_view_query_context"
+    )
+    @patch(
+        "feast.infra.offline_stores.bigquery.offline_utils.build_point_in_time_query"
+    )
+    @patch("feast.infra.offline_stores.bigquery._get_table_reference_for_new_entity")
+    @patch("feast.infra.offline_stores.bigquery._get_bigquery_client")
+    def test_non_entity_mode_returns_retrieval_job(
+        self,
+        mock_get_client,
+        mock_get_table_ref,
+        mock_build_pit,
+        mock_get_ctx,
+        mock_union_table,
+        mock_utc_now,
+        mock_block,
+        repo_config,
+        mock_bq_client,
+    ):
+        mock_get_client.return_value = mock_bq_client
+        mock_get_table_ref.return_value = TABLE_NAME
+        mock_build_pit.return_value = "SELECT 1"
+        mock_utc_now.return_value = END
+
+        fv = MagicMock()
+        fv.batch_source = _make_bq_source()
+        fv.ttl = timedelta(days=30)
+
+        ctx = _make_fv_context("fv1", ["customer_id"])
+        mock_get_ctx.return_value = [ctx]
+
+        registry = MagicMock()
+
+        job = BigQueryOfflineStore.get_historical_features(
+            config=repo_config,
+            feature_views=[fv],
+            feature_refs=["fv1:feature_a"],
+            entity_df=None,
+            registry=registry,
+            project="feast_test",
+            start_date=START,
+            end_date=END,
+        )
+
+        assert isinstance(job, BigQueryRetrievalJob)
+
+    @patch("feast.infra.offline_stores.bigquery.block_until_done")
+    @patch("feast.infra.offline_stores.bigquery._utc_now")
+    @patch("feast.infra.offline_stores.bigquery._bq_create_entity_union_table")
+    @patch(
+        "feast.infra.offline_stores.bigquery.offline_utils.get_feature_view_query_context"
+    )
+    @patch(
+        "feast.infra.offline_stores.bigquery.offline_utils.build_point_in_time_query"
+    )
+    @patch("feast.infra.offline_stores.bigquery._get_table_reference_for_new_entity")
+    @patch("feast.infra.offline_stores.bigquery._get_bigquery_client")
+    def test_non_entity_mode_metadata_excludes_timestamp_col_from_keys(
+        self,
+        mock_get_client,
+        mock_get_table_ref,
+        mock_build_pit,
+        mock_get_ctx,
+        mock_union_table,
+        mock_utc_now,
+        mock_block,
+        repo_config,
+        mock_bq_client,
+    ):
+        mock_get_client.return_value = mock_bq_client
+        mock_get_table_ref.return_value = TABLE_NAME
+        mock_build_pit.return_value = "SELECT 1"
+        mock_utc_now.return_value = END
+
+        fv = MagicMock()
+        fv.batch_source = _make_bq_source()
+        fv.ttl = timedelta(days=30)
+
+        ctx = _make_fv_context("fv1", ["customer_id"])
+        mock_get_ctx.return_value = [ctx]
+
+        registry = MagicMock()
+
+        job = BigQueryOfflineStore.get_historical_features(
+            config=repo_config,
+            feature_views=[fv],
+            feature_refs=["fv1:feature_a"],
+            entity_df=None,
+            registry=registry,
+            project="feast_test",
+            start_date=START,
+            end_date=END,
+        )
+
+        # entity_ts (the as-of timestamp) must NOT appear in the returned keys
+        assert "entity_ts" not in job.metadata.keys
+        assert "customer_id" in job.metadata.keys
+
+
+# ---------------------------------------------------------------------------
+# Tests: get_historical_features — entity_df mode regression
+# ---------------------------------------------------------------------------
+
+
+class TestGetHistoricalFeaturesEntityDfMode:
+    @patch("feast.infra.offline_stores.bigquery._bq_create_entity_union_table")
+    @patch("feast.infra.offline_stores.bigquery._upload_entity_df")
+    @patch("feast.infra.offline_stores.bigquery._get_entity_df_event_timestamp_range")
+    @patch("feast.infra.offline_stores.bigquery._get_entity_schema")
+    @patch("feast.infra.offline_stores.bigquery.offline_utils.get_expected_join_keys")
+    @patch(
+        "feast.infra.offline_stores.bigquery.offline_utils.assert_expected_columns_in_entity_df"
+    )
+    @patch(
+        "feast.infra.offline_stores.bigquery.offline_utils.get_feature_view_query_context"
+    )
+    @patch(
+        "feast.infra.offline_stores.bigquery.offline_utils.build_point_in_time_query"
+    )
+    @patch("feast.infra.offline_stores.bigquery._get_table_reference_for_new_entity")
+    @patch("feast.infra.offline_stores.bigquery._get_bigquery_client")
+    def test_entity_df_mode_calls_upload_not_union_table(
+        self,
+        mock_get_client,
+        mock_get_table_ref,
+        mock_build_pit,
+        mock_get_ctx,
+        mock_assert_cols,
+        mock_join_keys,
+        mock_entity_schema,
+        mock_ts_range,
+        mock_upload,
+        mock_union_table,
+    ):
+        import pandas as pd
+
+        mock_bq_client = MagicMock()
+        mock_bq_client.project = "my-project"
+        mock_get_client.return_value = mock_bq_client
+        mock_get_table_ref.return_value = TABLE_NAME
+        mock_build_pit.return_value = "SELECT 1"
+        mock_entity_schema.return_value = {
+            "customer_id": "int64",
+            "event_timestamp": "datetime64[ns, UTC]",
+        }
+        mock_ts_range.return_value = (START, END)
+        mock_get_ctx.return_value = [_make_fv_context("fv1", ["customer_id"])]
+        mock_join_keys.return_value = ["customer_id"]
+
+        entity_df = pd.DataFrame(
+            {"customer_id": [1, 2], "event_timestamp": [START, END]}
+        )
+
+        repo_config = _make_repo_config()
+        fv = MagicMock()
+        fv.batch_source = _make_bq_source()
+
+        job = BigQueryOfflineStore.get_historical_features(
+            config=repo_config,
+            feature_views=[fv],
+            feature_refs=["fv1:feature_a"],
+            entity_df=entity_df,
+            registry=MagicMock(),
+            project="feast_test",
+        )
+
+        with job._query_generator():
+            pass
+
+        mock_upload.assert_called_once()
+        mock_union_table.assert_not_called()
+
+    @patch("feast.infra.offline_stores.bigquery._bq_create_entity_union_table")
+    @patch("feast.infra.offline_stores.bigquery._upload_entity_df")
+    @patch("feast.infra.offline_stores.bigquery._get_entity_df_event_timestamp_range")
+    @patch("feast.infra.offline_stores.bigquery._get_entity_schema")
+    @patch("feast.infra.offline_stores.bigquery.offline_utils.get_expected_join_keys")
+    @patch(
+        "feast.infra.offline_stores.bigquery.offline_utils.assert_expected_columns_in_entity_df"
+    )
+    @patch(
+        "feast.infra.offline_stores.bigquery.offline_utils.get_feature_view_query_context"
+    )
+    @patch(
+        "feast.infra.offline_stores.bigquery.offline_utils.build_point_in_time_query"
+    )
+    @patch("feast.infra.offline_stores.bigquery._get_table_reference_for_new_entity")
+    @patch("feast.infra.offline_stores.bigquery._get_bigquery_client")
+    def test_entity_df_sql_string_mode_works(
+        self,
+        mock_get_client,
+        mock_get_table_ref,
+        mock_build_pit,
+        mock_get_ctx,
+        mock_assert_cols,
+        mock_join_keys,
+        mock_entity_schema,
+        mock_ts_range,
+        mock_upload,
+        mock_union_table,
+    ):
+        mock_bq_client = MagicMock()
+        mock_bq_client.project = "my-project"
+        mock_get_client.return_value = mock_bq_client
+        mock_get_table_ref.return_value = TABLE_NAME
+        mock_build_pit.return_value = "SELECT 1"
+        mock_entity_schema.return_value = {
+            "customer_id": "int64",
+            "event_timestamp": "datetime64[ns, UTC]",
+        }
+        mock_ts_range.return_value = (START, END)
+        mock_get_ctx.return_value = [_make_fv_context("fv1", ["customer_id"])]
+        mock_join_keys.return_value = ["customer_id"]
+
+        repo_config = _make_repo_config()
+        fv = MagicMock()
+        fv.batch_source = _make_bq_source()
+
+        job = BigQueryOfflineStore.get_historical_features(
+            config=repo_config,
+            feature_views=[fv],
+            feature_refs=["fv1:feature_a"],
+            entity_df="SELECT customer_id, event_timestamp FROM `project.dataset.entities`",
+            registry=MagicMock(),
+            project="feast_test",
+        )
+
+        with job._query_generator():
+            pass
+
+        mock_upload.assert_called_once()
+        mock_union_table.assert_not_called()
diff --git a/sdk/python/tests/unit/infra/offline_stores/test_filter_by_created_timestamp.py b/sdk/python/tests/unit/infra/offline_stores/test_filter_by_created_timestamp.py
new file mode 100644
index 00000000000..e5eff80a412
--- /dev/null
+++ b/sdk/python/tests/unit/infra/offline_stores/test_filter_by_created_timestamp.py
@@ -0,0 +1,320 @@
+from datetime import timedelta
+from unittest.mock import MagicMock
+
+import dask.dataframe as dd
+import ibis
+import pandas as pd
+import pytest
+
+from feast.entity import Entity
+from feast.feature_view import FeatureView, Field
+from feast.infra.offline_stores import dask as dask_mod
+from feast.infra.offline_stores import offline_utils
+from feast.infra.offline_stores.bigquery import (
+    MULTIPLE_FEATURE_VIEW_POINT_IN_TIME_JOIN,
+)
+from feast.infra.offline_stores.dask import (
+    DaskOfflineStore,
+    DaskOfflineStoreConfig,
+)
+from feast.infra.offline_stores.file_source import FileSource
+from feast.infra.offline_stores.ibis import point_in_time_join
+from feast.infra.offline_stores.offline_utils import FeatureViewQueryContext
+from feast.repo_config import RepoConfig
+from feast.types import Float32, Int64, ValueType
+
+CREATED_TIMESTAMP_PREDICATE = (
+    "subquery.created_timestamp <= entity_dataframe.entity_timestamp"
+)
+
+
+def _query_context(created_timestamp_column):
+    return FeatureViewQueryContext(
+        name="driver_stats",
+        ttl=86400,
+        entities=["driver_id"],
+        features=["conv_rate"],
+        field_mapping={},
+        timestamp_field="event_timestamp",
+        created_timestamp_column=created_timestamp_column,
+        table_subquery="`project`.`dataset`.`table`",
+        entity_selections=["driver_id AS driver_id"],
+        min_event_timestamp="2025-01-01T00:00:00",
+        max_event_timestamp="2025-01-02T00:00:00",
+        date_partition_column=None,
+        timestamp_field_type=None,
+    )
+
+
+def _render(
+    created_timestamp_column,
+    query_template=MULTIPLE_FEATURE_VIEW_POINT_IN_TIME_JOIN,
+    **kwargs,
+):
+    return offline_utils.build_point_in_time_query(
+        [_query_context(created_timestamp_column)],
+        left_table_query_string="entity_df_table",
+        entity_df_event_timestamp_col="event_timestamp",
+        entity_df_columns={"driver_id": None, "event_timestamp": None}.keys(),
+        query_template=query_template,
+        full_feature_names=False,
+        **kwargs,
+    )
+
+
+def test_filter_by_created_timestamp_adds_created_timestamp_cutoff_to_query():
+    query = _render("created_ts", filter_by_created_timestamp=True)
+    assert CREATED_TIMESTAMP_PREDICATE in query
+
+
+def test_filter_by_created_timestamp_defaults_to_false_and_leaves_query_unchanged():
+    assert CREATED_TIMESTAMP_PREDICATE not in _render("created_ts")
+    assert _render("created_ts") == _render(
+        "created_ts", filter_by_created_timestamp=False
+    )
+
+
+def test_filter_by_created_timestamp_has_no_effect_without_created_timestamp_column():
+    query = _render(None, filter_by_created_timestamp=True)
+    assert CREATED_TIMESTAMP_PREDICATE not in query
+
+
+SQL_TEMPLATE_STORE_MODULES = [
+    "feast.infra.offline_stores.redshift",
+    "feast.infra.offline_stores.contrib.spark_offline_store.spark",
+    "feast.infra.offline_stores.contrib.trino_offline_store.trino",
+    "feast.infra.offline_stores.contrib.athena_offline_store.athena",
+    "feast.infra.offline_stores.contrib.postgres_offline_store.postgres",
+    "feast.infra.offline_stores.contrib.clickhouse_offline_store.clickhouse",
+    "feast.infra.offline_stores.contrib.couchbase_offline_store.couchbase",
+]
+
+
+@pytest.mark.parametrize("module_name", SQL_TEMPLATE_STORE_MODULES)
+def test_all_sql_templates_gate_the_created_timestamp_cutoff(module_name):
+    module = pytest.importorskip(module_name)
+    template = module.MULTIPLE_FEATURE_VIEW_POINT_IN_TIME_JOIN
+
+    with_cutoff = _render(
+        "created_ts", query_template=template, filter_by_created_timestamp=True
+    )
+    assert CREATED_TIMESTAMP_PREDICATE in with_cutoff
+
+    assert CREATED_TIMESTAMP_PREDICATE not in _render(
+        "created_ts", query_template=template
+    )
+    assert CREATED_TIMESTAMP_PREDICATE not in _render(
+        None, query_template=template, filter_by_created_timestamp=True
+    )
+
+
+def test_stores_declare_filter_by_created_timestamp_support():
+    from feast.infra.offline_stores.offline_store import OfflineStore
+
+    class _UnsupportedStore(OfflineStore):
+        pass
+
+    with pytest.raises(NotImplementedError, match="filter_by_created_timestamp"):
+        _UnsupportedStore().ensure_filter_by_created_timestamp_supported()
+
+    assert DaskOfflineStore.supports_filter_by_created_timestamp
+    DaskOfflineStore().ensure_filter_by_created_timestamp_supported()
+
+
+class TestDaskFilterByCreatedTimestamp:
+    def _run(self, filter_by_created_timestamp, monkeypatch, src=None, entity_df=None):
+        if src is None:
+            src = pd.DataFrame(
+                {
+                    "driver_id": [1, 1],
+                    "event_timestamp": pd.to_datetime(
+                        [
+                            "2025-01-01T10:00:00Z",
+                            "2025-01-01T10:00:00Z",  # same event ts, created after the entity ts
+                        ]
+                    ),
+                    "created_ts": pd.to_datetime(
+                        [
+                            "2025-01-01T12:00:00Z",  # created before the entity ts
+                            "2025-01-03T00:00:00Z",  # created after the entity ts
+                        ]
+                    ),
+                    "conv_rate": [0.4, 0.6],
+                }
+            )
+        ddf = dd.from_pandas(src, npartitions=1)
+        monkeypatch.setattr(dask_mod, "_read_datasource", lambda ds, repo_path: ddf)
+
+        repo_config = RepoConfig(
+            project="test_project",
+            registry="test_registry",
+            provider="local",
+            offline_store=DaskOfflineStoreConfig(type="dask"),
+        )
+        fv = FeatureView(
+            name="driver_stats",
+            entities=[
+                Entity(
+                    name="driver_id",
+                    join_keys=["driver_id"],
+                    value_type=ValueType.INT64,
+                )
+            ],
+            schema=[Field(name="conv_rate", dtype=Float32)],
+            source=FileSource(
+                path="dummy.parquet",  # not read in this test
+                timestamp_field="event_timestamp",
+                created_timestamp_column="created_ts",
+            ),
+            ttl=timedelta(days=7),
+        )
+        # Without this the derived join keys are empty and _merge cross joins, which
+        # hides per-entity bugs. apply()/infer_features() sets it in real usage.
+        fv.entity_columns = [Field(name="driver_id", dtype=Int64)]
+        registry = MagicMock()
+        registry.list_on_demand_feature_views.return_value = []
+
+        if entity_df is None:
+            entity_df = pd.DataFrame(
+                {
+                    "driver_id": [1],
+                    "event_timestamp": pd.to_datetime(["2025-01-02T00:00:00Z"]),
+                }
+            )
+
+        job = DaskOfflineStore.get_historical_features(
+            config=repo_config,
+            feature_views=[fv],
+            feature_refs=["driver_stats:conv_rate"],
+            entity_df=entity_df,
+            registry=registry,
+            project="test_project",
+            full_feature_names=False,
+            filter_by_created_timestamp=filter_by_created_timestamp,
+        )
+        return job.to_df()
+
+    def test_default_serves_latest_created_value(self, monkeypatch):
+        df = self._run(False, monkeypatch)
+        assert df["conv_rate"].tolist() == [0.6]
+
+    def test_filter_by_created_timestamp_excludes_values_created_after_entity_timestamp(
+        self, monkeypatch
+    ):
+        df = self._run(True, monkeypatch)
+        assert df["conv_rate"].tolist() == [0.4]
+
+    def test_filter_by_created_timestamp_excludes_rows_with_null_created_timestamp(
+        self, monkeypatch
+    ):
+        src = pd.DataFrame(
+            {
+                "driver_id": [1, 1],
+                "event_timestamp": pd.to_datetime(
+                    ["2025-01-01T10:00:00Z", "2025-01-01T10:00:00Z"]
+                ),
+                "created_ts": pd.to_datetime(["2025-01-01T12:00:00Z", pd.NaT]),
+                "conv_rate": [0.4, 0.6],
+            }
+        )
+        df = self._run(True, monkeypatch, src=src)
+        assert df["conv_rate"].tolist() == [0.4]
+
+    def test_entity_row_is_kept_when_every_candidate_is_future_created(
+        self, monkeypatch
+    ):
+        src = pd.DataFrame(
+            {
+                "driver_id": [1, 1],
+                "event_timestamp": pd.to_datetime(
+                    ["2025-01-01T10:00:00Z", "2025-01-01T11:00:00Z"]
+                ),
+                "created_ts": pd.to_datetime(
+                    ["2025-01-03T00:00:00Z", "2025-01-04T00:00:00Z"]
+                ),
+                "conv_rate": [0.4, 0.6],
+            }
+        )
+        df = self._run(True, monkeypatch, src=src)
+        assert len(df) == 1
+        assert df["driver_id"].tolist() == [1]
+        assert df["conv_rate"].isna().all()
+
+    def test_entity_rows_without_a_valid_version_do_not_borrow_from_others(
+        self, monkeypatch
+    ):
+        src = pd.DataFrame(
+            {
+                "driver_id": [1, 2],
+                "event_timestamp": pd.to_datetime(
+                    ["2025-01-01T10:00:00Z", "2025-01-01T10:00:00Z"]
+                ),
+                "created_ts": pd.to_datetime(
+                    ["2025-01-01T12:00:00Z", "2025-01-03T00:00:00Z"]
+                ),
+                "conv_rate": [0.4, 0.6],
+            }
+        )
+        entity_df = pd.DataFrame(
+            {
+                "driver_id": [1, 2],
+                "event_timestamp": pd.to_datetime(
+                    ["2025-01-02T00:00:00Z", "2025-01-02T00:00:00Z"]
+                ),
+            }
+        )
+        df = self._run(True, monkeypatch, src=src, entity_df=entity_df)
+        by_driver = df.set_index("driver_id")["conv_rate"]
+        assert len(df) == 2
+        assert by_driver.loc[1] == pytest.approx(0.4)
+        assert pd.isna(by_driver.loc[2])
+
+
+class TestIbisFilterByCreatedTimestamp:
+    def _run(self, filter_by_created_timestamp):
+        entity_table = ibis.memtable(
+            pd.DataFrame(
+                {
+                    "driver_id": [1],
+                    "event_timestamp": pd.to_datetime(["2025-01-02T00:00:00Z"]),
+                }
+            )
+        )
+        feature_table = ibis.memtable(
+            pd.DataFrame(
+                {
+                    "driver_id": [1, 1],
+                    "event_timestamp": pd.to_datetime(
+                        ["2025-01-01T10:00:00Z", "2025-01-01T10:00:00Z"]
+                    ),
+                    "created_ts": pd.to_datetime(
+                        ["2025-01-01T12:00:00Z", "2025-01-03T00:00:00Z"]
+                    ),
+                    "conv_rate": [0.4, 0.6],
+                }
+            )
+        )
+        res = point_in_time_join(
+            entity_table=entity_table,
+            feature_tables=[
+                (
+                    feature_table,
+                    "event_timestamp",
+                    "created_ts",
+                    {"driver_id": "driver_id"},
+                    ["conv_rate"],
+                    None,
+                )
+            ],
+            event_timestamp_col="event_timestamp",
+            filter_by_created_timestamp=filter_by_created_timestamp,
+        ).execute()
+        return res
+
+    def test_default_serves_latest_created_value(self):
+        assert self._run(False)["conv_rate"].tolist() == [0.6]
+
+    def test_filter_by_created_timestamp_excludes_values_created_after_entity_timestamp(
+        self,
+    ):
+        assert self._run(True)["conv_rate"].tolist() == [0.4]
diff --git a/sdk/python/tests/unit/infra/online_store/test_cassandra_online_store.py b/sdk/python/tests/unit/infra/online_store/test_cassandra_online_store.py
new file mode 100644
index 00000000000..c37f8592c2a
--- /dev/null
+++ b/sdk/python/tests/unit/infra/online_store/test_cassandra_online_store.py
@@ -0,0 +1,518 @@
+from unittest.mock import MagicMock, patch
+
+import pytest
+
+# Skip the entire module when the optional cassandra-driver is not installed.
+pytest.importorskip("cassandra", reason="cassandra-driver not installed")
+
+from cassandra.cluster import EXEC_PROFILE_DEFAULT  # noqa: E402
+
+from feast.infra.online_stores.cassandra_online_store import (  # noqa: E402
+    cassandra_online_store as _cos,
+)
+from feast.repo_config import RepoConfig  # noqa: E402
+
+CassandraInvalidConfig = _cos.CassandraInvalidConfig
+CassandraOnlineStore = _cos.CassandraOnlineStore
+CassandraOnlineStoreConfig = _cos.CassandraOnlineStoreConfig
+E_CASSANDRA_DC_CONFIG_CONFLICT = _cos.E_CASSANDRA_DC_CONFIG_CONFLICT
+E_CASSANDRA_DC_CONFIG_EMPTY = _cos.E_CASSANDRA_DC_CONFIG_EMPTY
+E_CASSANDRA_DC_DEFAULT_NOT_FOUND = _cos.E_CASSANDRA_DC_DEFAULT_NOT_FOUND
+E_CASSANDRA_DC_ROUTING_INVALID = _cos.E_CASSANDRA_DC_ROUTING_INVALID
+
+
+_DCConfig = CassandraOnlineStoreConfig.CassandraDatacenterConfig
+_LBConfig = CassandraOnlineStoreConfig.CassandraLoadBalancingPolicy
+_RoutingConfig = CassandraOnlineStoreConfig.CassandraRoutingConfig
+
+# Path to patch so tests never open a real Cassandra connection
+_CLUSTER_PATH = (
+    "feast.infra.online_stores.cassandra_online_store.cassandra_online_store.Cluster"
+)
+
+
+#  helpers
+
+
+def _dc(name: str, hosts=None, rf=None, rs=None) -> _DCConfig:
+    return _DCConfig(
+        name=name,
+        hosts=hosts or ["192.168.0.1"],
+        replication_factor=rf,
+        replication_strategy=rs,
+    )
+
+
+def _lb(
+    local_dc: str = "dc1",
+    policy: str = "DCAwareRoundRobinPolicy",
+) -> _LBConfig:
+    return _LBConfig(local_dc=local_dc, load_balancing_policy=policy)
+
+
+def _routing(read_dc=None, write_dc=None) -> _RoutingConfig:
+    return _RoutingConfig(read_dc=read_dc, write_dc=write_dc)
+
+
+def _repo_config(online_store_cfg) -> RepoConfig:
+    return RepoConfig(
+        registry="dummy_registry.db",
+        project="test_project",
+        provider="local",
+        entity_key_serialization_version=3,
+        online_store=online_store_cfg,
+    )
+
+
+# Fixture: mock out the cassandra cluster conn
+
+
+@pytest.fixture
+def mock_cluster():
+    """Yields (MockClusterClass, mock_session) with Cluster fully patched."""
+    with patch(_CLUSTER_PATH) as mock_cls:
+        mock_session = MagicMock()
+        mock_cls.return_value.connect.return_value = mock_session
+        yield mock_cls, mock_session
+
+
+# Section 1 — Config-parsing tests (no DB connection, no mocking needed)
+
+
+class TestCassandraConfigParsing:
+    """Validate that the Pydantic config models parse correctly."""
+
+    def test_single_dc_hosts_config_parses(self):
+        cfg = CassandraOnlineStoreConfig(hosts=["192.168.1.1"], keyspace="ks")
+        assert cfg.hosts == ["192.168.1.1"]
+        assert cfg.keyspace == "ks"
+        assert cfg.datacenters is None
+        assert cfg.routing is None
+
+    def test_datacenters_field_parses_correctly(self):
+        cfg = CassandraOnlineStoreConfig(
+            keyspace="ks",
+            datacenters=[
+                _dc("dc1", ["192.168.1.1"]),
+                _dc("dc2", ["10.0.0.1"]),
+            ],
+        )
+        assert len(cfg.datacenters) == 2
+        assert cfg.datacenters[0].name == "dc1"
+        assert cfg.datacenters[0].hosts == ["192.168.1.1"]
+        assert cfg.datacenters[1].name == "dc2"
+        assert cfg.datacenters[1].hosts == ["10.0.0.1"]
+
+    def test_datacenter_replication_fields_parse(self):
+        cfg = CassandraOnlineStoreConfig(
+            keyspace="ks",
+            datacenters=[
+                _dc(
+                    "dc1",
+                    ["192.168.1.1"],
+                    rf=3,
+                    rs="NetworkTopologyStrategy",
+                ),
+            ],
+        )
+        assert cfg.datacenters[0].replication_factor == 3
+        assert cfg.datacenters[0].replication_strategy == "NetworkTopologyStrategy"
+
+    def test_datacenter_replication_fields_default_to_none(self):
+        cfg = CassandraOnlineStoreConfig(
+            keyspace="ks",
+            datacenters=[_dc("dc1", ["192.168.1.1"])],
+        )
+        assert cfg.datacenters[0].replication_factor is None
+        assert cfg.datacenters[0].replication_strategy is None
+
+    def test_routing_block_parses(self):
+        cfg = CassandraOnlineStoreConfig(
+            keyspace="ks",
+            datacenters=[
+                _dc("dc1", ["192.168.1.1"]),
+                _dc("dc2", ["10.0.0.1"]),
+            ],
+            routing=_routing(read_dc="dc2", write_dc="dc1"),
+        )
+        assert cfg.routing.read_dc == "dc2"
+        assert cfg.routing.write_dc == "dc1"
+
+    def test_routing_fields_default_to_none(self):
+        cfg = CassandraOnlineStoreConfig(
+            keyspace="ks",
+            datacenters=[_dc("dc1", ["192.168.1.1"])],
+            routing=_routing(),
+        )
+        assert cfg.routing.read_dc is None
+        assert cfg.routing.write_dc is None
+
+    def test_astra_db_config_parses(self):
+        cfg = CassandraOnlineStoreConfig(
+            secure_bundle_path="/path/to/bundle.zip",
+            keyspace="ks",
+            username="client_id",
+            password="pw",  # pragma: allowlist secret
+        )
+        assert cfg.secure_bundle_path == "/path/to/bundle.zip"
+        assert cfg.datacenters is None
+
+
+# Section 2 — _get_session: validation errors (Branch B early exits)
+# These should be raised BEFORE any driver connection is made.
+
+
+class TestCassandraMultiDCValidation:
+    """
+    Validation errors that _get_session raises before touching the driver.
+    """
+
+    def test_datacenters_and_hosts_are_mutually_exclusive(self, mock_cluster):
+        store = CassandraOnlineStore()
+        cfg = _repo_config(
+            CassandraOnlineStoreConfig(
+                keyspace="ks",
+                hosts=["192.168.1.1"],
+                datacenters=[_dc("dc1", ["10.0.0.1"])],
+            )
+        )
+        with pytest.raises(
+            CassandraInvalidConfig, match=E_CASSANDRA_DC_CONFIG_CONFLICT
+        ):
+            store._get_session(cfg)
+
+    def test_datacenters_and_secure_bundle_are_mutually_exclusive(self, mock_cluster):
+        store = CassandraOnlineStore()
+        cfg = _repo_config(
+            CassandraOnlineStoreConfig(
+                keyspace="ks",
+                secure_bundle_path="/path/bundle.zip",
+                datacenters=[_dc("dc1", ["10.0.0.1"])],
+            )
+        )
+        with pytest.raises(
+            CassandraInvalidConfig, match=E_CASSANDRA_DC_CONFIG_CONFLICT
+        ):
+            store._get_session(cfg)
+
+    def test_empty_datacenters_list_raises(self, mock_cluster):
+        store = CassandraOnlineStore()
+        cfg = _repo_config(CassandraOnlineStoreConfig(keyspace="ks", datacenters=[]))
+        with pytest.raises(CassandraInvalidConfig, match=E_CASSANDRA_DC_CONFIG_EMPTY):
+            store._get_session(cfg)
+
+    def test_load_balancing_local_dc_not_in_datacenters_raises(self, mock_cluster):
+        store = CassandraOnlineStore()
+        cfg = _repo_config(
+            CassandraOnlineStoreConfig(
+                keyspace="ks",
+                datacenters=[
+                    _dc("dc1", ["192.168.1.1"]),
+                    _dc("dc2", ["10.0.0.1"]),
+                ],
+                load_balancing=_lb(local_dc="dc99"),  # dc99 doesn't exist
+            )
+        )
+        with pytest.raises(
+            CassandraInvalidConfig,
+            match=E_CASSANDRA_DC_DEFAULT_NOT_FOUND,
+        ):
+            store._get_session(cfg)
+
+    def test_routing_read_dc_not_in_datacenters_raises(self, mock_cluster):
+        store = CassandraOnlineStore()
+        cfg = _repo_config(
+            CassandraOnlineStoreConfig(
+                keyspace="ks",
+                datacenters=[
+                    _dc("dc1", ["192.168.1.1"]),
+                    _dc("dc2", ["10.0.0.1"]),
+                ],
+                load_balancing=_lb(local_dc="dc1"),
+                routing=_routing(read_dc="dc99"),  # dc99 doesn't exist
+            )
+        )
+        with pytest.raises(
+            CassandraInvalidConfig, match=E_CASSANDRA_DC_ROUTING_INVALID
+        ):
+            store._get_session(cfg)
+
+    def test_routing_write_dc_not_in_datacenters_raises(self, mock_cluster):
+        store = CassandraOnlineStore()
+        cfg = _repo_config(
+            CassandraOnlineStoreConfig(
+                keyspace="ks",
+                datacenters=[
+                    _dc("dc1", ["192.168.1.1"]),
+                    _dc("dc2", ["10.0.0.1"]),
+                ],
+                load_balancing=_lb(local_dc="dc1"),
+                routing=_routing(write_dc="dc99"),  # dc99 doesn't exist
+            )
+        )
+        with pytest.raises(
+            CassandraInvalidConfig, match=E_CASSANDRA_DC_ROUTING_INVALID
+        ):
+            store._get_session(cfg)
+
+
+# Section 3 — _get_session: successful multi-DC session creation (Branch B)
+
+
+class TestCassandraMultiDCSession:
+    """
+    Happy-path tests for Branch B — one execution profile per datacenter.
+    """
+
+    def test_execution_profiles_created_for_each_dc(self, mock_cluster):
+        mock_cls, mock_session = mock_cluster
+        store = CassandraOnlineStore()
+        cfg = _repo_config(
+            CassandraOnlineStoreConfig(
+                keyspace="ks",
+                datacenters=[
+                    _dc("dc1", ["192.168.1.1"]),
+                    _dc("dc2", ["10.0.0.1"]),
+                ],
+                load_balancing=_lb(local_dc="dc1"),
+            )
+        )
+        store._get_session(cfg)
+
+        profiles = mock_cls.call_args.kwargs["execution_profiles"]
+        assert "dc1" in profiles
+        assert "dc2" in profiles
+        assert EXEC_PROFILE_DEFAULT in profiles
+        assert store._dc_execution_profiles == ["dc1", "dc2"]
+
+    def test_default_dc_from_load_balancing_local_dc(self, mock_cluster):
+        """
+        EXEC_PROFILE_DEFAULT must point to the DC named by
+        load_balancing.local_dc.
+        """
+        mock_cls, mock_session = mock_cluster
+        store = CassandraOnlineStore()
+        cfg = _repo_config(
+            CassandraOnlineStoreConfig(
+                keyspace="ks",
+                datacenters=[
+                    _dc("dc1", ["192.168.1.1"]),
+                    _dc("dc2", ["10.0.0.1"]),
+                ],
+                load_balancing=_lb(local_dc="dc2"),  # dc2 is default
+            )
+        )
+        store._get_session(cfg)
+
+        profiles = mock_cls.call_args.kwargs["execution_profiles"]
+        assert profiles[EXEC_PROFILE_DEFAULT] is profiles["dc2"]
+
+    def test_default_dc_fallback_to_first_entry_when_no_load_balancing(
+        self, mock_cluster
+    ):
+        """
+        When load_balancing is absent, the first datacenter entry is
+        the default.
+        """
+        mock_cls, mock_session = mock_cluster
+        store = CassandraOnlineStore()
+        cfg = _repo_config(
+            CassandraOnlineStoreConfig(
+                keyspace="ks",
+                datacenters=[
+                    _dc("dc1", ["192.168.1.1"]),
+                    _dc("dc2", ["10.0.0.1"]),
+                ],
+                # no load_balancing block
+            )
+        )
+        store._get_session(cfg)
+
+        profiles = mock_cls.call_args.kwargs["execution_profiles"]
+        assert profiles[EXEC_PROFILE_DEFAULT] is profiles["dc1"]
+
+    def test_all_dc_hosts_merged_into_cluster_contact_points(self, mock_cluster):
+        """
+        Cluster() must receive the union of all DC hosts as contact points.
+        """
+        mock_cls, mock_session = mock_cluster
+        store = CassandraOnlineStore()
+        cfg = _repo_config(
+            CassandraOnlineStoreConfig(
+                keyspace="ks",
+                datacenters=[
+                    _dc("dc1", ["192.168.1.1", "192.168.1.2"]),
+                    _dc("dc2", ["10.0.0.1"]),
+                ],
+                load_balancing=_lb(local_dc="dc1"),
+            )
+        )
+        store._get_session(cfg)
+
+        contact_points = mock_cls.call_args.args[0]
+        assert set(contact_points) == {
+            "192.168.1.1",
+            "192.168.1.2",
+            "10.0.0.1",
+        }
+
+    def test_routing_read_dc_sets_read_execution_profile(self, mock_cluster):
+        mock_cls, mock_session = mock_cluster
+        store = CassandraOnlineStore()
+        cfg = _repo_config(
+            CassandraOnlineStoreConfig(
+                keyspace="ks",
+                datacenters=[
+                    _dc("dc1", ["192.168.1.1"]),
+                    _dc("dc2", ["10.0.0.1"]),
+                ],
+                load_balancing=_lb(local_dc="dc1"),
+                routing=_routing(read_dc="dc2"),
+            )
+        )
+        store._get_session(cfg)
+        assert store._read_execution_profile == "dc2"
+
+    def test_routing_write_dc_sets_write_execution_profile(self, mock_cluster):
+        mock_cls, mock_session = mock_cluster
+        store = CassandraOnlineStore()
+        cfg = _repo_config(
+            CassandraOnlineStoreConfig(
+                keyspace="ks",
+                datacenters=[
+                    _dc("dc1", ["192.168.1.1"]),
+                    _dc("dc2", ["10.0.0.1"]),
+                ],
+                load_balancing=_lb(local_dc="dc1"),
+                routing=_routing(write_dc="dc1"),
+            )
+        )
+        store._get_session(cfg)
+        assert store._write_execution_profile == "dc1"
+
+    def test_no_routing_block_uses_default_dc_for_both_ops(self, mock_cluster):
+        """Without a routing block, both read and write use the default DC."""
+        mock_cls, mock_session = mock_cluster
+        store = CassandraOnlineStore()
+        cfg = _repo_config(
+            CassandraOnlineStoreConfig(
+                keyspace="ks",
+                datacenters=[
+                    _dc("dc1", ["192.168.1.1"]),
+                    _dc("dc2", ["10.0.0.1"]),
+                ],
+                load_balancing=_lb(local_dc="dc1"),
+            )
+        )
+        store._get_session(cfg)
+        assert store._read_execution_profile == "dc1"
+        assert store._write_execution_profile == "dc1"
+
+    def test_partial_routing_missing_read_dc_falls_back_to_default(self, mock_cluster):
+        """routing.read_dc omitted → reads use default DC."""
+        mock_cls, mock_session = mock_cluster
+        store = CassandraOnlineStore()
+        cfg = _repo_config(
+            CassandraOnlineStoreConfig(
+                keyspace="ks",
+                datacenters=[
+                    _dc("dc1", ["192.168.1.1"]),
+                    _dc("dc2", ["10.0.0.1"]),
+                ],
+                load_balancing=_lb(local_dc="dc1"),
+                routing=_routing(write_dc="dc2"),  # only write_dc given
+            )
+        )
+        store._get_session(cfg)
+        # read_dc not given → falls back to default_dc "dc1"
+        assert store._read_execution_profile == "dc1"
+        assert store._write_execution_profile == "dc2"
+
+    def test_session_is_cached_and_cluster_created_once(self, mock_cluster):
+        """Calling _get_session twice returns the same session object."""
+        mock_cls, mock_session = mock_cluster
+        store = CassandraOnlineStore()
+        cfg = _repo_config(
+            CassandraOnlineStoreConfig(
+                keyspace="ks",
+                datacenters=[_dc("dc1", ["192.168.1.1"])],
+                load_balancing=_lb(local_dc="dc1"),
+            )
+        )
+        s1 = store._get_session(cfg)
+        s2 = store._get_session(cfg)
+
+        assert s1 is s2
+        assert mock_cls.call_count == 1  # Cluster() instantiated exactly once
+
+    def test_single_dc_in_datacenters_list_works(self, mock_cluster):
+        """A single-entry datacenters list is valid (not an error)."""
+        mock_cls, mock_session = mock_cluster
+        store = CassandraOnlineStore()
+        cfg = _repo_config(
+            CassandraOnlineStoreConfig(
+                keyspace="ks",
+                datacenters=[_dc("dc1", ["192.168.1.1"])],
+                load_balancing=_lb(local_dc="dc1"),
+            )
+        )
+        session = store._get_session(cfg)
+        assert session is mock_session
+
+
+# Section 4 — Backward compatibility: Branch A (single-DC / Astra DB)
+
+
+class TestCassandraSingleDCBackwardCompat:
+    """
+    The original Branch A path must be unaffected by the multi-DC changes.
+    In particular, _read_execution_profile and _write_execution_profile must
+    stay at their class-level EXEC_PROFILE_DEFAULT sentinel in Branch A.
+    """
+
+    def test_branch_a_hosts_creates_session(self, mock_cluster):
+        mock_cls, mock_session = mock_cluster
+        store = CassandraOnlineStore()
+        cfg = _repo_config(
+            CassandraOnlineStoreConfig(hosts=["127.0.0.1"], port=9042, keyspace="ks")
+        )
+        session = store._get_session(cfg)
+
+        assert session is mock_session
+        # Branch A leaves the sentinel defaults untouched
+        assert store._read_execution_profile is EXEC_PROFILE_DEFAULT
+        assert store._write_execution_profile is EXEC_PROFILE_DEFAULT
+
+    def test_branch_a_astra_db_creates_session(self, mock_cluster):
+        mock_cls, mock_session = mock_cluster
+        store = CassandraOnlineStore()
+        cfg = _repo_config(
+            CassandraOnlineStoreConfig(
+                secure_bundle_path="/path/bundle.zip",
+                keyspace="ks",
+                username="client_id",
+                password="pw",  # pragma: allowlist secret
+            )
+        )
+        session = store._get_session(cfg)
+
+        assert session is mock_session
+        assert store._read_execution_profile is EXEC_PROFILE_DEFAULT
+        assert store._write_execution_profile is EXEC_PROFILE_DEFAULT
+
+    def test_branch_a_with_load_balancing_creates_session(self, mock_cluster):
+        mock_cls, mock_session = mock_cluster
+        store = CassandraOnlineStore()
+        cfg = _repo_config(
+            CassandraOnlineStoreConfig(
+                hosts=["127.0.0.1"],
+                keyspace="ks",
+                load_balancing=_lb(local_dc="datacenter1"),
+            )
+        )
+        session = store._get_session(cfg)
+
+        assert session is mock_session
+        # Branch A does not touch execution profile attributes
+        assert store._read_execution_profile is EXEC_PROFILE_DEFAULT
+        assert store._write_execution_profile is EXEC_PROFILE_DEFAULT
diff --git a/sdk/python/tests/unit/infra/online_store/test_dynamodb_online_store.py b/sdk/python/tests/unit/infra/online_store/test_dynamodb_online_store.py
index 7e5558e19d7..da47c34a821 100644
--- a/sdk/python/tests/unit/infra/online_store/test_dynamodb_online_store.py
+++ b/sdk/python/tests/unit/infra/online_store/test_dynamodb_online_store.py
@@ -75,6 +75,7 @@ def test_dynamodb_online_store_config_default():
     assert dynamodb_store_config.read_timeout == 10
     assert dynamodb_store_config.total_max_retry_attempts == 3
     assert dynamodb_store_config.retry_mode == "adaptive"
+    assert dynamodb_store_config.warmup_connections is False
 
 
 def test_dynamodb_online_store_config_custom_params():
@@ -88,12 +89,58 @@ def test_dynamodb_online_store_config_custom_params():
         batch_size=batch_size,
         endpoint_url=endpoint_url,
         table_name_template=table_name_template,
+        warmup_connections=True,
     )
     assert dynamodb_store_config.type == "dynamodb"
     assert dynamodb_store_config.batch_size == batch_size
     assert dynamodb_store_config.endpoint_url == endpoint_url
     assert dynamodb_store_config.region == aws_region
     assert dynamodb_store_config.table_name_template == table_name_template
+    assert dynamodb_store_config.warmup_connections is True
+
+
+@pytest.mark.asyncio
+async def test_dynamodb_online_store_warmup_connections():
+    """Test DynamoDBOnlineStore warmup connections in initialize method."""
+    from unittest.mock import AsyncMock
+
+    online_store = DynamoDBOnlineStore()
+
+    # Mock _get_aiodynamodb_client to return a mock client
+    mock_client = AsyncMock()
+    mock_client.describe_limits = AsyncMock()
+    online_store._get_aiodynamodb_client = AsyncMock(return_value=mock_client)
+
+    # Test case 1: warmup_connections=True
+    config_warmup = RepoConfig(
+        registry=REGISTRY,
+        project=PROJECT,
+        provider=PROVIDER,
+        online_store=DynamoDBOnlineStoreConfig(region=REGION, warmup_connections=True),
+        offline_store=DaskOfflineStoreConfig(),
+        entity_key_serialization_version=3,
+    )
+    await online_store.initialize(config_warmup)
+    mock_client.describe_limits.assert_called_once()
+
+    # Test case 2: warmup_connections=False
+    mock_client.describe_limits.reset_mock()
+    config_no_warmup = RepoConfig(
+        registry=REGISTRY,
+        project=PROJECT,
+        provider=PROVIDER,
+        online_store=DynamoDBOnlineStoreConfig(region=REGION, warmup_connections=False),
+        offline_store=DaskOfflineStoreConfig(),
+        entity_key_serialization_version=3,
+    )
+    await online_store.initialize(config_no_warmup)
+    mock_client.describe_limits.assert_not_called()
+
+    # Test case 3: warmup_connections=True and describe_limits raises an exception (should catch and log warning)
+    mock_client.describe_limits.reset_mock()
+    mock_client.describe_limits.side_effect = Exception("Connection failed")
+    await online_store.initialize(config_warmup)
+    mock_client.describe_limits.assert_called_once()
 
 
 def test_dynamodb_online_store_config_dynamodb_client(dynamodb_online_store):
@@ -1050,3 +1097,240 @@ def tracking_client(*args, **kwargs):
         f"Expected 1 shared client for thread-safety, "
         f"got {len(set(dynamodb_clients))} unique clients"
     )
+
+
+@mock_dynamodb
+def test_dynamodb_online_store_online_read_with_requested_features(
+    repo_config, dynamodb_online_store
+):
+    """Test that requested_features filters returned features."""
+    n_samples = 5
+    db_table_name = f"{TABLE_NAME}_requested_features"
+    create_test_table(PROJECT, db_table_name, REGION)
+    data = create_n_customer_test_samples(n=n_samples)
+    insert_data_test_table(data, PROJECT, db_table_name, REGION)
+
+    entity_keys, features, *rest = zip(*data)
+    returned_items = dynamodb_online_store.online_read(
+        config=repo_config,
+        table=MockFeatureView(name=db_table_name),
+        entity_keys=entity_keys,
+        requested_features=["name", "age"],
+    )
+    assert len(returned_items) == n_samples
+    for _, feat_dict in returned_items:
+        assert feat_dict is not None
+        assert "name" in feat_dict
+        assert "age" in feat_dict
+        assert "avg_orders_day" not in feat_dict
+
+
+@mock_dynamodb
+def test_dynamodb_online_store_online_read_without_requested_features(
+    repo_config, dynamodb_online_store
+):
+    """Test that omitting requested_features returns all features."""
+    n_samples = 5
+    db_table_name = f"{TABLE_NAME}_all_features"
+    create_test_table(PROJECT, db_table_name, REGION)
+    data = create_n_customer_test_samples(n=n_samples)
+    insert_data_test_table(data, PROJECT, db_table_name, REGION)
+
+    entity_keys, features, *rest = zip(*data)
+    returned_items = dynamodb_online_store.online_read(
+        config=repo_config,
+        table=MockFeatureView(name=db_table_name),
+        entity_keys=entity_keys,
+        requested_features=None,
+    )
+    assert len(returned_items) == n_samples
+    for _, feat_dict in returned_items:
+        assert feat_dict is not None
+        assert set(feat_dict.keys()) == {"avg_orders_day", "name", "age"}
+
+
+def test_build_projection_expression():
+    """Test that _build_projection_expression generates correct DynamoDB expressions."""
+    result = DynamoDBOnlineStore._build_projection_expression(["feat_a", "feat_b"])
+    assert result is not None
+    assert "#entity_id" in result["ProjectionExpression"]
+    assert "#event_ts" in result["ProjectionExpression"]
+    assert "#vals.#feat0" in result["ProjectionExpression"]
+    assert "#vals.#feat1" in result["ProjectionExpression"]
+    attr_names = result["ExpressionAttributeNames"]
+    assert attr_names["#vals"] == "values"
+    assert attr_names["#feat0"] == "feat_a"
+    assert attr_names["#feat1"] == "feat_b"
+
+
+def test_build_projection_expression_none():
+    """Test that _build_projection_expression returns None for empty input."""
+    assert DynamoDBOnlineStore._build_projection_expression(None) is None
+    assert DynamoDBOnlineStore._build_projection_expression([]) is None
+
+
+@mock_dynamodb
+def test_dynamodb_online_store_online_read_requested_features_parallel(
+    dynamodb_online_store,
+):
+    """Test that requested_features works across parallel batches."""
+    small_batch_config = RepoConfig(
+        registry=REGISTRY,
+        project=PROJECT,
+        provider=PROVIDER,
+        online_store=DynamoDBOnlineStoreConfig(region=REGION, batch_size=5),
+        offline_store=DaskOfflineStoreConfig(),
+        entity_key_serialization_version=3,
+    )
+    n_samples = 15
+    db_table_name = f"{TABLE_NAME}_requested_parallel"
+    create_test_table(PROJECT, db_table_name, REGION)
+    data = create_n_customer_test_samples(n=n_samples)
+    insert_data_test_table(data, PROJECT, db_table_name, REGION)
+
+    entity_keys, features, *rest = zip(*data)
+    returned_items = dynamodb_online_store.online_read(
+        config=small_batch_config,
+        table=MockFeatureView(name=db_table_name),
+        entity_keys=entity_keys,
+        requested_features=["age"],
+    )
+    assert len(returned_items) == n_samples
+    for _, feat_dict in returned_items:
+        assert feat_dict is not None
+        assert "age" in feat_dict
+        assert "name" not in feat_dict
+        assert "avg_orders_day" not in feat_dict
+
+
+# ---------------------------------------------------------------------------
+# Tests for the diff-based _update_tags (fix for GitHub issue #6418)
+#
+# DynamoDB's TagResource / UntagResource are eventually consistent, so the
+# old approach of "remove all → re-add all" could leave tables tag-less due
+# to the async propagation gap.  The new approach only touches tags that
+# actually need to change.
+# ---------------------------------------------------------------------------
+
+
+def _make_mock_dynamodb_client(
+    current_tags: list[dict[str, str]],
+    table_arn: str = "arn:aws:dynamodb:us-west-2:123456789012:table/test_table",
+):
+    """Helper: create a pure MagicMock DynamoDB client for tag tests.
+    This avoids Moto's authentication issues with DynamoDB tag APIs.
+    """
+    from unittest.mock import MagicMock
+
+    client = MagicMock()
+    # Mock describe_table
+    client.describe_table.return_value = {"Table": {"TableArn": table_arn}}
+    # Mock list_tags_of_resource
+    client.list_tags_of_resource.return_value = {"Tags": current_tags}
+    return client
+
+
+def test_update_tags_no_change_makes_no_api_calls():
+    """Idempotency: calling _update_tags with identical tags must not call
+    untag_resource or tag_resource (avoids unnecessary eventual-consistency exposure).
+    """
+    table_name = f"{TABLE_NAME}_no_change"
+    initial_tags = [{"Key": "env", "Value": "prod"}, {"Key": "team", "Value": "ml"}]
+    client = _make_mock_dynamodb_client(current_tags=initial_tags)
+
+    DynamoDBOnlineStore._update_tags(client, table_name, initial_tags)
+
+    client.untag_resource.assert_not_called()
+    client.tag_resource.assert_not_called()
+
+
+def test_update_tags_adds_new_tags_without_untag():
+    """Adding a new tag key must call tag_resource but NOT untag_resource."""
+    table_name = f"{TABLE_NAME}_add_only"
+    existing = [{"Key": "env", "Value": "prod"}]
+    client = _make_mock_dynamodb_client(current_tags=existing)
+
+    new_tags = [{"Key": "env", "Value": "prod"}, {"Key": "team", "Value": "ml"}]
+    DynamoDBOnlineStore._update_tags(client, table_name, new_tags)
+
+    client.untag_resource.assert_not_called()
+    client.tag_resource.assert_called_once()
+    added = client.tag_resource.call_args[1]["Tags"]
+    assert added == [{"Key": "team", "Value": "ml"}]
+
+
+def test_update_tags_removes_obsolete_tags_only():
+    """Only truly obsolete tag keys (not in new_tags) must be passed to untag_resource."""
+    table_name = f"{TABLE_NAME}_remove_only"
+    existing = [{"Key": "env", "Value": "prod"}, {"Key": "old-key", "Value": "old"}]
+    client = _make_mock_dynamodb_client(current_tags=existing)
+
+    new_tags = [{"Key": "env", "Value": "prod"}]
+    DynamoDBOnlineStore._update_tags(client, table_name, new_tags)
+
+    client.untag_resource.assert_called_once()
+    removed_keys = client.untag_resource.call_args[1]["TagKeys"]
+    assert removed_keys == ["old-key"]
+
+    client.tag_resource.assert_not_called()
+
+
+def test_update_tags_updates_changed_value():
+    """A tag whose value changed must be passed to tag_resource (not untag_resource)."""
+    table_name = f"{TABLE_NAME}_change_value"
+    existing = [{"Key": "env", "Value": "staging"}]
+    client = _make_mock_dynamodb_client(current_tags=existing)
+
+    new_tags = [{"Key": "env", "Value": "prod"}]
+
+    DynamoDBOnlineStore._update_tags(client, table_name, new_tags)
+
+    client.untag_resource.assert_not_called()
+    client.tag_resource.assert_called_once()
+    updated = client.tag_resource.call_args[1]["Tags"]
+    assert updated == [{"Key": "env", "Value": "prod"}]
+
+
+def test_update_tags_full_replace():
+    """Replacing an entire tag set removes old keys and adds new ones correctly."""
+    table_name = f"{TABLE_NAME}_full_replace"
+    existing = [{"Key": "old1", "Value": "v1"}, {"Key": "old2", "Value": "v2"}]
+    client = _make_mock_dynamodb_client(current_tags=existing)
+
+    new_tags = [{"Key": "new1", "Value": "n1"}, {"Key": "new2", "Value": "n2"}]
+
+    DynamoDBOnlineStore._update_tags(client, table_name, new_tags)
+
+    client.untag_resource.assert_called_once()
+    removed = set(client.untag_resource.call_args[1]["TagKeys"])
+    assert removed == {"old1", "old2"}
+
+    client.tag_resource.assert_called_once()
+    added = {t["Key"] for t in client.tag_resource.call_args[1]["Tags"]}
+    assert added == {"new1", "new2"}
+
+
+def test_update_tags_clear_all_tags():
+    """Passing an empty new_tags list removes all existing tags without calling tag_resource."""
+    table_name = f"{TABLE_NAME}_clear_all"
+    existing = [{"Key": "env", "Value": "prod"}]
+    client = _make_mock_dynamodb_client(current_tags=existing)
+
+    DynamoDBOnlineStore._update_tags(client, table_name, [])
+
+    client.untag_resource.assert_called_once()
+    removed = client.untag_resource.call_args[1]["TagKeys"]
+    assert removed == ["env"]
+
+    client.tag_resource.assert_not_called()
+
+
+def test_update_tags_no_existing_tags_no_new_tags():
+    """Both old and new tag sets are empty: no API calls at all."""
+    table_name = f"{TABLE_NAME}_empty_both"
+    client = _make_mock_dynamodb_client(current_tags=[])
+
+    DynamoDBOnlineStore._update_tags(client, table_name, [])
+
+    client.untag_resource.assert_not_called()
+    client.tag_resource.assert_not_called()
diff --git a/sdk/python/tests/unit/infra/online_store/test_dynamodb_plan.py b/sdk/python/tests/unit/infra/online_store/test_dynamodb_plan.py
new file mode 100644
index 00000000000..bb65a2adc5c
--- /dev/null
+++ b/sdk/python/tests/unit/infra/online_store/test_dynamodb_plan.py
@@ -0,0 +1,153 @@
+from datetime import timedelta
+
+from feast.data_format import AvroFormat
+from feast.data_source import KafkaSource
+from feast.feature_view import FeatureView
+from feast.field import Field
+from feast.infra.infra_object import Infra
+from feast.infra.offline_stores.dask import DaskOfflineStoreConfig
+from feast.infra.offline_stores.file_source import FileSource
+from feast.infra.online_stores.dynamodb import (
+    DynamoDBOnlineStore,
+    DynamoDBOnlineStoreConfig,
+    DynamoDBTable,
+)
+from feast.protos.feast.core.Registry_pb2 import Registry as RegistryProto
+from feast.repo_config import RepoConfig
+from feast.stream_feature_view import StreamFeatureView
+from feast.types import String
+
+REGISTRY = "s3://test_registry/registry.db"
+PROJECT = "test_aws"
+PROVIDER = "aws"
+REGION = "us-west-2"
+
+
+def _repo_config() -> RepoConfig:
+    return RepoConfig(
+        registry=REGISTRY,
+        project=PROJECT,
+        provider=PROVIDER,
+        online_store=DynamoDBOnlineStoreConfig(region=REGION),
+        offline_store=DaskOfflineStoreConfig(),
+        entity_key_serialization_version=3,
+    )
+
+
+def _feature_view(name: str) -> FeatureView:
+    return FeatureView(
+        name=name,
+        entities=[],
+        schema=[Field(name="value", dtype=String)],
+        ttl=timedelta(days=1),
+        online=True,
+        source=FileSource(path="dummy.parquet", timestamp_field="event_timestamp"),
+    )
+
+
+def _stream_feature_view(name: str) -> StreamFeatureView:
+    return StreamFeatureView(
+        name=name,
+        entities=[],
+        schema=[Field(name="value", dtype=String)],
+        source=KafkaSource(
+            name="dummy_kafka",
+            timestamp_field="event_timestamp",
+            message_format=AvroFormat(""),
+            kafka_bootstrap_servers="localhost:9092",
+            topic="dummy_topic",
+            batch_source=FileSource(
+                path="dummy.parquet", timestamp_field="event_timestamp"
+            ),
+        ),
+    )
+
+
+class TestDynamoDBOnlineStorePlan:
+    """DynamoDBOnlineStore previously had no plan() override at all, so
+    `feast plan` reported no DynamoDB infrastructure changes. This adds one,
+    following the InfraObject.CustomInfra extension point (see
+    protos/feast/core/InfraObject.proto) used by no other in-tree store yet."""
+
+    def test_plan_returns_one_table_per_feature_view(self):
+        config = _repo_config()
+        registry_proto = RegistryProto()
+        registry_proto.feature_views.append(_feature_view("view_a").to_proto())
+        registry_proto.feature_views.append(_feature_view("view_b").to_proto())
+
+        infra_objects = DynamoDBOnlineStore().plan(config, registry_proto)
+
+        assert sorted(o.name for o in infra_objects) == [
+            f"{PROJECT}.view_a",
+            f"{PROJECT}.view_b",
+        ]
+        assert all(isinstance(o, DynamoDBTable) for o in infra_objects)
+        assert all(o.region == REGION for o in infra_objects)
+
+    def test_plan_includes_stream_feature_views(self):
+        """Regression guard: FeatureView.from_proto() is @typechecked and
+        only accepts a FeatureViewProto, so it can't be applied to
+        stream_feature_views (StreamFeatureViewProto) too -- each list needs
+        its matching class (see the related fix in sqlite.py's plan())."""
+        config = _repo_config()
+        registry_proto = RegistryProto()
+        registry_proto.stream_feature_views.append(
+            _stream_feature_view("driver_dropoffs_stream").to_proto()
+        )
+
+        infra_objects = DynamoDBOnlineStore().plan(config, registry_proto)
+
+        assert [o.name for o in infra_objects] == [f"{PROJECT}.driver_dropoffs_stream"]
+
+    def test_plan_includes_batch_and_stream_feature_views_together(self):
+        config = _repo_config()
+        registry_proto = RegistryProto()
+        registry_proto.feature_views.append(_feature_view("batch_view").to_proto())
+        registry_proto.stream_feature_views.append(
+            _stream_feature_view("driver_dropoffs_stream").to_proto()
+        )
+
+        infra_objects = DynamoDBOnlineStore().plan(config, registry_proto)
+
+        assert sorted(o.name for o in infra_objects) == [
+            f"{PROJECT}.batch_view",
+            f"{PROJECT}.driver_dropoffs_stream",
+        ]
+
+    def test_plan_empty_registry_produces_empty_plan(self):
+        config = _repo_config()
+        registry_proto = RegistryProto()
+
+        assert DynamoDBOnlineStore().plan(config, registry_proto) == []
+
+
+class TestDynamoDBTableProtoRoundTrip:
+    """This is the mechanism `feast plan` relies on: Infra gets serialized to
+    proto and deserialized back via the dotted class_type path, not a
+    hardcoded per-store branch."""
+
+    def test_infra_object_survives_proto_round_trip(self):
+        original = DynamoDBTable(
+            name=f"{PROJECT}.view_a", region=REGION, endpoint_url=None
+        )
+        infra = Infra(infra_objects=[original])
+
+        restored = Infra.from_proto(infra.to_proto())
+
+        assert len(restored.infra_objects) == 1
+        restored_table = restored.infra_objects[0]
+        assert isinstance(restored_table, DynamoDBTable)
+        assert restored_table.name == f"{PROJECT}.view_a"
+        assert restored_table.region == REGION
+
+    def test_round_trip_preserves_endpoint_url(self):
+        original = DynamoDBTable(
+            name=f"{PROJECT}.view_a",
+            region=REGION,
+            endpoint_url="http://localhost:8000",
+        )
+        infra = Infra(infra_objects=[original])
+
+        restored = Infra.from_proto(infra.to_proto())
+
+        assert restored.infra_objects[0].endpoint_url == "http://localhost:8000"
diff --git a/sdk/python/tests/unit/infra/online_store/test_milvus_varchar_max_length.py b/sdk/python/tests/unit/infra/online_store/test_milvus_varchar_max_length.py
new file mode 100644
index 00000000000..32d0d37c7e1
--- /dev/null
+++ b/sdk/python/tests/unit/infra/online_store/test_milvus_varchar_max_length.py
@@ -0,0 +1,66 @@
+"""Unit test for Milvus varchar_max_length configuration."""
+
+from datetime import timedelta
+from unittest.mock import MagicMock, patch
+
+import pytest
+from pydantic import ValidationError
+
+from feast import Entity, FeatureView
+from feast.field import Field
+from feast.infra.online_stores.milvus_online_store.milvus import (
+    MilvusOnlineStore,
+    MilvusOnlineStoreConfig,
+)
+from feast.types import Float32, String
+from feast.value_type import ValueType
+
+
+@patch("feast.infra.online_stores.milvus_online_store.milvus.MilvusClient")
+def test_varchar_max_length(mock_client_cls):
+    # -- config: default and custom values ------------------------------------
+    assert MilvusOnlineStoreConfig().varchar_max_length == 65535
+    assert MilvusOnlineStoreConfig(varchar_max_length=1024).varchar_max_length == 1024
+
+    # -- config: out-of-bounds values raise ValidationError -------------------
+    for bad in (0, -1, 65536):
+        with pytest.raises(ValidationError):
+            MilvusOnlineStoreConfig(varchar_max_length=bad)
+
+    # -- schema: configured value reaches every VARCHAR FieldSchema -----------
+    mock_client = MagicMock()
+    mock_client_cls.return_value = mock_client
+    mock_client.has_collection.return_value = False
+
+    entity = Entity(
+        name="driver_id", join_keys=["driver_id"], value_type=ValueType.INT64
+    )
+    fv = FeatureView(
+        name="driver_stats",
+        entities=[entity],
+        ttl=timedelta(days=1),
+        schema=[
+            Field(name="trips_today", dtype=Float32),
+            Field(name="wiki_summary", dtype=String),
+        ],
+    )
+
+    config = MagicMock()
+    config.project = "test_project"
+    config.entity_key_serialization_version = 2
+    config.registry.enable_online_feature_view_versioning = False
+    config.provider = "local"
+    config.repo_path = None
+    config.online_store = MilvusOnlineStoreConfig(varchar_max_length=4096)
+
+    store = MilvusOnlineStore()
+    store._collections = {}
+    store.client = mock_client
+    store._get_or_create_collection(config, fv)
+
+    schema = mock_client.create_collection.call_args.kwargs["schema"]
+    for field in schema.fields:
+        if hasattr(field, "max_length") and field.max_length is not None:
+            assert field.max_length == 4096, (
+                f"field '{field.name}': got {field.max_length}"
+            )
diff --git a/sdk/python/tests/unit/infra/online_store/test_redis.py b/sdk/python/tests/unit/infra/online_store/test_redis.py
index 68eb28c4c11..f76c692de72 100644
--- a/sdk/python/tests/unit/infra/online_store/test_redis.py
+++ b/sdk/python/tests/unit/infra/online_store/test_redis.py
@@ -1,11 +1,12 @@
 import asyncio
-from datetime import datetime, timezone
+from datetime import datetime, timedelta, timezone
 from unittest.mock import AsyncMock, MagicMock, patch
 
 import pytest
 from google.protobuf.timestamp_pb2 import Timestamp
 
 from feast import Entity, FeatureView, Field, FileSource, RepoConfig
+from feast.infra.online_stores.helpers import _mmh3
 from feast.infra.online_stores.redis import RedisOnlineStore, RedisOnlineStoreConfig
 from feast.protos.feast.types.EntityKey_pb2 import EntityKey as EntityKeyProto
 from feast.protos.feast.types.Value_pb2 import Value as ValueProto
@@ -426,6 +427,145 @@ def test_online_write_batch_with_dedup_uses_two_pipelines(
     pipe.hmget.assert_called_once()
 
 
+def _dedup_config():
+    return RepoConfig(
+        provider="local",
+        project="test",
+        entity_key_serialization_version=3,
+        registry="dummy_registry.db",
+        online_store=RedisOnlineStoreConfig(),  # default: skip_dedup=False
+    )
+
+
+def _single_entity_batch(timestamps_and_values):
+    """Build a write batch for one entity key, one row per (timestamp, value) pair."""
+    entity_key = EntityKeyProto(
+        join_keys=["entity"], entity_values=[ValueProto(int32_val=1)]
+    )
+    return [
+        (entity_key, {"feature_10": ValueProto(int32_val=value)}, timestamp, None)
+        for timestamp, value in timestamps_and_values
+    ]
+
+
+def _written_feature_values(hset_calls, feature_view_name, feature_name):
+    """Extract the serialized feature value from each queued hset call."""
+    f_key = _mmh3(f"{feature_view_name}:{feature_name}")
+    return [call.kwargs["mapping"][f_key] for call in hset_calls]
+
+
+@pytest.mark.parametrize(
+    "order",
+    ["descending", "ascending", "unordered"],
+    ids=["descending", "ascending", "unordered"],
+)
+def test_online_write_batch_keeps_latest_event_time_within_batch(
+    redis_online_store: RedisOnlineStore, feature_view, order
+):
+    """A batch containing several rows for one entity key must leave the value
+    belonging to the latest event timestamp in the store, whatever order the rows
+    arrive in.
+
+    Regression test for #5163: previous timestamps were read once up front, so rows
+    sharing an entity key all compared against the same pre-batch snapshot and could
+    not see each other. Every row passed the staleness guard and the last row queued
+    won, so a reverse-chronological batch stored the *oldest* value.
+    """
+    t1 = datetime(2024, 1, 1, 12, 0, 0, tzinfo=timezone.utc)
+    t2 = t1 + timedelta(seconds=5)
+    t3 = t2 + timedelta(seconds=5)
+
+    rows = {
+        "descending": [(t3, 30), (t2, 20), (t1, 10)],
+        "ascending": [(t1, 10), (t2, 20), (t3, 30)],
+        "unordered": [(t2, 20), (t3, 30), (t1, 10)],
+    }[order]
+    data = _single_entity_batch(rows)
+
+    mock_client = MagicMock()
+    pipe = MagicMock()
+    pipe.__enter__ = MagicMock(return_value=pipe)
+    pipe.__exit__ = MagicMock(return_value=False)
+    # No pre-existing value: one hmget result per row, each holding None.
+    pipe.execute.side_effect = [[[None]] * len(data), []]
+    mock_client.pipeline.return_value = pipe
+
+    with patch.object(redis_online_store, "_get_client", return_value=mock_client):
+        redis_online_store.online_write_batch(
+            _dedup_config(), feature_view, data, progress=None
+        )
+
+    written = _written_feature_values(
+        pipe.hset.call_args_list, feature_view.name, "feature_10"
+    )
+    assert written, "no write was queued for the batch"
+    # Redis applies queued commands in order, so the surviving value is the last one.
+    assert written[-1] == ValueProto(int32_val=30).SerializeToString()
+
+
+def test_online_write_batch_async_keeps_latest_event_time_within_batch(
+    redis_online_store: RedisOnlineStore, feature_view
+):
+    """online_write_batch_async must honour the same intra-batch ordering guarantee
+    as the sync path (#5163)."""
+    t1 = datetime(2024, 1, 1, 12, 0, 0, tzinfo=timezone.utc)
+    t2 = t1 + timedelta(seconds=5)
+    t3 = t2 + timedelta(seconds=5)
+    data = _single_entity_batch([(t3, 30), (t2, 20), (t1, 10)])
+
+    async_pipe = AsyncMock()
+    async_pipe.__aenter__ = AsyncMock(return_value=async_pipe)
+    async_pipe.__aexit__ = AsyncMock(return_value=False)
+    async_pipe.execute = AsyncMock(side_effect=[[[None]] * len(data), []])
+    async_pipe.hset = MagicMock()
+
+    mock_async_client = AsyncMock()
+    mock_async_client.pipeline = MagicMock(return_value=async_pipe)
+
+    async def _run():
+        with patch.object(
+            redis_online_store,
+            "_get_client_async",
+            AsyncMock(return_value=mock_async_client),
+        ):
+            await redis_online_store.online_write_batch_async(
+                _dedup_config(), feature_view, data, progress=None
+            )
+
+    asyncio.run(_run())
+
+    written = _written_feature_values(
+        async_pipe.hset.call_args_list, feature_view.name, "feature_10"
+    )
+    assert written, "no write was queued for the batch"
+    assert written[-1] == ValueProto(int32_val=30).SerializeToString()
+
+
+def test_online_write_batch_still_skips_rows_older_than_stored_value(
+    redis_online_store: RedisOnlineStore, feature_view
+):
+    """The pre-existing staleness guard must keep working: a row older than the value
+    already in Redis is dropped rather than written."""
+    stored_ts = Timestamp()
+    stored_ts.FromDatetime(datetime(2024, 1, 1, 12, 0, 10, tzinfo=timezone.utc))
+    older = datetime(2024, 1, 1, 12, 0, 0, tzinfo=timezone.utc)
+    data = _single_entity_batch([(older, 10)])
+
+    mock_client = MagicMock()
+    pipe = MagicMock()
+    pipe.__enter__ = MagicMock(return_value=pipe)
+    pipe.__exit__ = MagicMock(return_value=False)
+    pipe.execute.side_effect = [[[stored_ts.SerializeToString()]], []]
+    mock_client.pipeline.return_value = pipe
+
+    with patch.object(redis_online_store, "_get_client", return_value=mock_client):
+        redis_online_store.online_write_batch(
+            _dedup_config(), feature_view, data, progress=None
+        )
+
+    pipe.hset.assert_not_called()
+
+
 def test_online_write_batch_async_skip_dedup_single_pipeline(
     redis_online_store: RedisOnlineStore, feature_view
 ):
diff --git a/sdk/python/tests/unit/infra/online_store/test_remote_online_store.py b/sdk/python/tests/unit/infra/online_store/test_remote_online_store.py
index 2b41a630d17..3babb384f6f 100644
--- a/sdk/python/tests/unit/infra/online_store/test_remote_online_store.py
+++ b/sdk/python/tests/unit/infra/online_store/test_remote_online_store.py
@@ -1,3 +1,4 @@
+import inspect
 import json
 from datetime import datetime, timedelta
 from unittest.mock import Mock, patch
@@ -5,10 +6,13 @@
 import pytest
 
 from feast import Entity, FeatureView, Field, FileSource, RepoConfig
+from feast.feature_service import FeatureService
+from feast.infra.online_stores.online_store import OnlineStore
 from feast.infra.online_stores.remote import RemoteOnlineStore, RemoteOnlineStoreConfig
+from feast.online_response import OnlineResponse
 from feast.protos.feast.types.EntityKey_pb2 import EntityKey as EntityKeyProto
 from feast.protos.feast.types.Value_pb2 import Value as ValueProto
-from feast.types import Float32, Int64, String
+from feast.types import Float32, Int64, String, UnixTimestamp
 from feast.value_type import ValueType
 
 
@@ -349,3 +353,429 @@ def test_is_feature_present(self, remote_store):
 
         assert remote_store._is_feature_present(response_json, 0, 0)
         assert not remote_store._is_feature_present(response_json, 0, 1)
+
+
+class TestRemoteOnlineStoreGetOnlineFeatures:
+    """Tests for RemoteOnlineStore.get_online_features to guard against
+    drift from the base OnlineStore class and verify single-request batching."""
+
+    @pytest.fixture
+    def remote_store(self):
+        return RemoteOnlineStore()
+
+    @pytest.fixture
+    def config(self):
+        return RepoConfig(
+            project="test_project",
+            online_store=RemoteOnlineStoreConfig(
+                type="remote", path="http://localhost:6566"
+            ),
+            registry="dummy_registry",
+        )
+
+    @pytest.fixture
+    def server_response_json(self):
+        return {
+            "metadata": {"feature_names": ["user_id", "feature1", "feature2"]},
+            "results": [
+                {"values": [1001, 1002], "statuses": ["PRESENT", "PRESENT"]},
+                {"values": [0.5, 0.6], "statuses": ["PRESENT", "PRESENT"]},
+                {"values": ["a", "b"], "statuses": ["PRESENT", "NOT_FOUND"]},
+            ],
+        }
+
+    # ── Signature compatibility ───────────────────────────────────────
+
+    def test_signature_matches_base_class(self):
+        """RemoteOnlineStore.get_online_features must accept at least the
+        same parameters as OnlineStore.get_online_features so callers
+        never hit a TypeError after an upstream signature change."""
+        base_sig = inspect.signature(OnlineStore.get_online_features)
+        remote_sig = inspect.signature(RemoteOnlineStore.get_online_features)
+
+        base_params = set(base_sig.parameters.keys()) - {"self"}
+        remote_params = set(remote_sig.parameters.keys()) - {"self"}
+
+        missing = base_params - remote_params
+        assert not missing, (
+            f"RemoteOnlineStore.get_online_features is missing parameters "
+            f"that the base class defines: {missing}"
+        )
+
+    def test_return_type_is_online_response(self):
+        """Return annotation must remain OnlineResponse."""
+        hints = inspect.get_annotations(RemoteOnlineStore.get_online_features)
+        assert hints.get("return") is OnlineResponse
+
+    # ── Single HTTP request ───────────────────────────────────────────
+
+    @patch("feast.infra.online_stores.remote.get_remote_online_features")
+    def test_single_http_call_with_feature_list(
+        self, mock_get, remote_store, config, server_response_json
+    ):
+        """Passing a list of features should produce exactly one HTTP call
+        with all features in the request body."""
+        mock_resp = Mock()
+        mock_resp.status_code = 200
+        mock_resp.json.return_value = server_response_json
+        mock_get.return_value = mock_resp
+
+        features = ["fv1:feature1", "fv2:feature2"]
+        entity_rows = [{"user_id": 1001}, {"user_id": 1002}]
+
+        result = remote_store.get_online_features(
+            config=config,
+            features=features,
+            entity_rows=entity_rows,
+            registry=Mock(),
+            project="test_project",
+        )
+
+        mock_get.assert_called_once()
+        req_body = mock_get.call_args[1]["req_body"]
+        assert req_body["features"] == features
+        assert "feature_service" not in req_body
+        assert req_body["entities"] == {"user_id": [1001, 1002]}
+        assert isinstance(result, OnlineResponse)
+
+    @patch("feast.infra.online_stores.remote.get_remote_online_features")
+    def test_single_http_call_with_feature_service(
+        self, mock_get, remote_store, config, server_response_json
+    ):
+        """Passing a FeatureService should send its name, not expand FVs."""
+        mock_resp = Mock()
+        mock_resp.status_code = 200
+        mock_resp.json.return_value = server_response_json
+        mock_get.return_value = mock_resp
+
+        fs = Mock(spec=FeatureService)
+        fs.name = "credit_scoring_v1"
+        entity_rows = [{"user_id": 1001}]
+
+        remote_store.get_online_features(
+            config=config,
+            features=fs,
+            entity_rows=entity_rows,
+            registry=Mock(),
+            project="test_project",
+        )
+
+        mock_get.assert_called_once()
+        req_body = mock_get.call_args[1]["req_body"]
+        assert req_body["feature_service"] == "credit_scoring_v1"
+        assert "features" not in req_body
+
+    # ── Entity row format handling ────────────────────────────────────
+
+    @patch("feast.infra.online_stores.remote.get_remote_online_features")
+    def test_list_of_dicts_entity_rows(
+        self, mock_get, remote_store, config, server_response_json
+    ):
+        """List-of-dicts entity rows should be converted to columnar."""
+        mock_resp = Mock()
+        mock_resp.status_code = 200
+        mock_resp.json.return_value = server_response_json
+        mock_get.return_value = mock_resp
+
+        entity_rows = [{"user_id": 1}, {"user_id": 2}]
+        remote_store.get_online_features(
+            config=config,
+            features=["fv:f1"],
+            entity_rows=entity_rows,
+            registry=Mock(),
+            project="test_project",
+        )
+
+        req_body = mock_get.call_args[1]["req_body"]
+        assert req_body["entities"] == {"user_id": [1, 2]}
+
+    @patch("feast.infra.online_stores.remote.get_remote_online_features")
+    def test_columnar_entity_rows(
+        self, mock_get, remote_store, config, server_response_json
+    ):
+        """Columnar (dict-of-lists) entity rows should be passed through."""
+        mock_resp = Mock()
+        mock_resp.status_code = 200
+        mock_resp.json.return_value = server_response_json
+        mock_get.return_value = mock_resp
+
+        entity_rows = {"user_id": [1, 2]}
+        remote_store.get_online_features(
+            config=config,
+            features=["fv:f1"],
+            entity_rows=entity_rows,
+            registry=Mock(),
+            project="test_project",
+        )
+
+        req_body = mock_get.call_args[1]["req_body"]
+        assert req_body["entities"] == {"user_id": [1, 2]}
+
+    # ── Response parsing ──────────────────────────────────────────────
+
+    def test_build_online_response_present_values(self, remote_store):
+        """_build_online_response_from_json should reconstruct an
+        OnlineResponse with correct feature names and values."""
+        resp_json = {
+            "metadata": {"feature_names": ["user_id", "score"]},
+            "results": [
+                {"values": [101], "statuses": ["PRESENT"]},
+                {"values": [0.95], "statuses": ["PRESENT"]},
+            ],
+        }
+
+        result = remote_store._build_online_response_from_json(resp_json)
+        assert isinstance(result, OnlineResponse)
+        proto = result.proto
+        assert list(proto.metadata.feature_names.val) == ["user_id", "score"]
+        assert len(proto.results) == 2
+
+    def test_build_online_response_null_values(self, remote_store):
+        """Null values in the response should become empty ValueProto."""
+        resp_json = {
+            "metadata": {"feature_names": ["f1"]},
+            "results": [
+                {"values": [None], "statuses": ["NOT_FOUND"]},
+            ],
+        }
+
+        result = remote_store._build_online_response_from_json(resp_json)
+        proto = result.proto
+        assert proto.results[0].values[0] == ValueProto()
+
+    def test_build_online_response_status_mapping(self, remote_store):
+        """All known status strings should map to correct FieldStatus enums."""
+        from feast.protos.feast.serving.ServingService_pb2 import FieldStatus
+
+        resp_json = {
+            "metadata": {"feature_names": ["f1", "f2", "f3", "f4"]},
+            "results": [
+                {"values": [1], "statuses": ["PRESENT"]},
+                {"values": [None], "statuses": ["NOT_FOUND"]},
+                {"values": [None], "statuses": ["NULL_VALUE"]},
+                {"values": [None], "statuses": ["OUTSIDE_MAX_AGE"]},
+            ],
+        }
+
+        result = remote_store._build_online_response_from_json(resp_json)
+        proto = result.proto
+        assert proto.results[0].statuses[0] == FieldStatus.PRESENT
+        assert proto.results[1].statuses[0] == FieldStatus.NOT_FOUND
+        assert proto.results[2].statuses[0] == FieldStatus.NULL_VALUE
+        assert proto.results[3].statuses[0] == FieldStatus.OUTSIDE_MAX_AGE
+
+    # ── Error handling ────────────────────────────────────────────────
+
+    @patch("feast.infra.online_stores.remote.get_remote_online_features")
+    def test_non_200_raises_runtime_error(self, mock_get, remote_store, config):
+        """Non-200 responses from the server should raise RuntimeError."""
+        mock_resp = Mock()
+        mock_resp.status_code = 500
+        mock_resp.text = "Internal Server Error"
+        mock_get.return_value = mock_resp
+
+        with pytest.raises(RuntimeError, match="Failed to get online features"):
+            remote_store.get_online_features(
+                config=config,
+                features=["fv:f1"],
+                entity_rows=[{"user_id": 1}],
+                registry=Mock(),
+                project="test_project",
+            )
+
+    # ── full_feature_names passthrough ────────────────────────────────
+
+    @patch("feast.infra.online_stores.remote.get_remote_online_features")
+    def test_full_feature_names_passed_to_server(
+        self, mock_get, remote_store, config, server_response_json
+    ):
+        """full_feature_names should be forwarded in the request body."""
+        mock_resp = Mock()
+        mock_resp.status_code = 200
+        mock_resp.json.return_value = server_response_json
+        mock_get.return_value = mock_resp
+
+        remote_store.get_online_features(
+            config=config,
+            features=["fv:f1"],
+            entity_rows=[{"user_id": 1}],
+            registry=Mock(),
+            project="test_project",
+            full_feature_names=True,
+        )
+
+        req_body = mock_get.call_args[1]["req_body"]
+        assert req_body["full_feature_names"] is True
+
+    @patch("feast.infra.online_stores.remote.get_remote_online_features")
+    def test_version_metadata_passed_to_server(
+        self, mock_get, remote_store, config, server_response_json
+    ):
+        """include_feature_view_version_metadata must be forwarded to the
+        server so versioned reads work end-to-end."""
+        mock_resp = Mock()
+        mock_resp.status_code = 200
+        mock_resp.json.return_value = server_response_json
+        mock_get.return_value = mock_resp
+
+        remote_store.get_online_features(
+            config=config,
+            features=["fv:f1"],
+            entity_rows=[{"user_id": 1}],
+            registry=Mock(),
+            project="test_project",
+            include_feature_view_version_metadata=True,
+        )
+
+        req_body = mock_get.call_args[1]["req_body"]
+        assert req_body["include_feature_view_version_metadata"] is True
+
+    @patch("feast.infra.online_stores.remote.get_remote_online_features")
+    def test_all_base_class_params_forwarded(
+        self, mock_get, remote_store, config, server_response_json
+    ):
+        """Every parameter that the server's GetOnlineFeaturesRequest
+        accepts must appear in the request body when set."""
+        mock_resp = Mock()
+        mock_resp.status_code = 200
+        mock_resp.json.return_value = server_response_json
+        mock_get.return_value = mock_resp
+
+        remote_store.get_online_features(
+            config=config,
+            features=["fv:f1"],
+            entity_rows=[{"user_id": 1}],
+            registry=Mock(),
+            project="test_project",
+            full_feature_names=True,
+            include_feature_view_version_metadata=True,
+        )
+
+        req_body = mock_get.call_args[1]["req_body"]
+        expected_keys = {
+            "entities",
+            "features",
+            "full_feature_names",
+            "include_feature_view_version_metadata",
+        }
+        assert expected_keys.issubset(req_body.keys()), (
+            f"Missing keys in req_body: {expected_keys - req_body.keys()}"
+        )
+
+
+class TestProtoValueToTransportValue:
+    """Tests for RemoteOnlineStore._proto_value_to_transport_value."""
+
+    def test_unix_timestamp_val_returns_raw_int(self):
+        """UnixTimestamp scalar should return the raw int64 epoch seconds."""
+        proto_val = ValueProto(unix_timestamp_val=1700000000)
+        result = RemoteOnlineStore._proto_value_to_transport_value(proto_val)
+        assert result == 1700000000
+        assert isinstance(result, int)
+
+    def test_unix_timestamp_list_val_returns_int_list(self):
+        """UnixTimestamp list should return a list of int64 epoch seconds."""
+        proto_val = ValueProto()
+        proto_val.unix_timestamp_list_val.val.extend([1700000000, 1700000001])
+        result = RemoteOnlineStore._proto_value_to_transport_value(proto_val)
+        assert result == [1700000000, 1700000001]
+        assert all(isinstance(v, int) for v in result)
+
+    def test_unix_timestamp_set_val_returns_flat_list(self):
+        """UnixTimestamp set should return a list (not a set) of int64
+        epoch seconds, so the value is JSON-serializable."""
+        proto_val = ValueProto()
+        proto_val.unix_timestamp_set_val.val.extend([1700000000, 1700000001])
+        result = RemoteOnlineStore._proto_value_to_transport_value(proto_val)
+        assert result == [1700000000, 1700000001]
+        assert isinstance(result, list)
+
+    def test_unix_timestamp_val_null_sentinel_returns_raw_int(self):
+        """The NULL_TIMESTAMP sentinel should still be passed through as
+        a raw int64 — it is up to the server to interpret it."""
+        proto_val = ValueProto(unix_timestamp_val=-9223372036854775808)
+        result = RemoteOnlineStore._proto_value_to_transport_value(proto_val)
+        assert result == -9223372036854775808
+        assert isinstance(result, int)
+
+    def test_empty_proto_returns_none(self):
+        """A ValueProto with no val set should return None."""
+        proto_val = ValueProto()
+        result = RemoteOnlineStore._proto_value_to_transport_value(proto_val)
+        assert result is None
+
+
+class TestRemoteOnlineStoreWriteBatch:
+    """Tests for RemoteOnlineStore.online_write_batch."""
+
+    @pytest.fixture
+    def remote_store(self):
+        return RemoteOnlineStore()
+
+    @pytest.fixture
+    def config(self):
+        return RepoConfig(
+            project="test_project",
+            online_store=RemoteOnlineStoreConfig(
+                type="remote", path="http://localhost:6566"
+            ),
+            registry="dummy_registry",
+        )
+
+    @pytest.fixture
+    def feature_view(self):
+        entity = Entity(
+            name="user_id", description="User ID", value_type=ValueType.INT64
+        )
+        source = FileSource(path="test.parquet", timestamp_field="event_timestamp")
+        return FeatureView(
+            name="test_feature_view",
+            entities=[entity],
+            ttl=timedelta(days=1),
+            schema=[
+                Field(name="user_id", dtype=Int64),
+                Field(name="feature1", dtype=String),
+                Field(name="feature2", dtype=UnixTimestamp),
+            ],
+            source=source,
+        )
+
+    @patch("feast.infra.online_stores.remote.post_remote_online_write")
+    def test_unix_timestamp_value_serialized_as_int(
+        self, mock_post, remote_store, config, feature_view
+    ):
+        """online_write_batch should send int64 epoch seconds in the
+        DataFrame for UnixTimestamp features."""
+        mock_response = Mock()
+        mock_response.status_code = 200
+        mock_post.return_value = mock_response
+
+        entity_key = EntityKeyProto(
+            join_keys=["user_id"],
+            entity_values=[ValueProto(int64_val=42)],
+        )
+        feature_values = {
+            "feature1": ValueProto(string_val="hello"),
+            "feature2": ValueProto(unix_timestamp_val=1700000000),
+        }
+        event_ts = datetime(2023, 11, 15, 0, 0, 0)
+        created_ts = datetime(2023, 11, 14, 0, 0, 0)
+        data = [(entity_key, feature_values, event_ts, created_ts)]
+
+        remote_store.online_write_batch(
+            config=config, table=feature_view, data=data, progress=None
+        )
+
+        mock_post.assert_called_once()
+        req_body = mock_post.call_args[1]["req_body"]
+        df = req_body["df"]
+
+        # UnixTimestamp feature value must be a raw int, not a datetime
+        assert df["feature2"] == [1700000000]
+        assert isinstance(df["feature2"][0], int)
+
+        # Other feature types should remain unchanged
+        assert df["feature1"] == ["hello"]
+
+        # Event timestamps should be ISO strings as before
+        assert df["event_timestamp"] == ["2023-11-15T00:00:00"]
diff --git a/sdk/python/tests/unit/infra/online_store/test_sqlite_plan.py b/sdk/python/tests/unit/infra/online_store/test_sqlite_plan.py
new file mode 100644
index 00000000000..b01a0650e52
--- /dev/null
+++ b/sdk/python/tests/unit/infra/online_store/test_sqlite_plan.py
@@ -0,0 +1,88 @@
+from datetime import timedelta
+
+from feast.data_format import AvroFormat
+from feast.data_source import KafkaSource
+from feast.feature_view import FeatureView
+from feast.field import Field
+from feast.infra.offline_stores.dask import DaskOfflineStoreConfig
+from feast.infra.offline_stores.file_source import FileSource
+from feast.infra.online_stores.sqlite import SqliteOnlineStore, SqliteOnlineStoreConfig
+from feast.protos.feast.core.Registry_pb2 import Registry as RegistryProto
+from feast.repo_config import RepoConfig
+from feast.stream_feature_view import StreamFeatureView
+from feast.types import String
+
+
+def _repo_config() -> RepoConfig:
+    return RepoConfig(
+        registry="/tmp/unused_registry.db",
+        project="test_project",
+        provider="local",
+        online_store=SqliteOnlineStoreConfig(),
+        offline_store=DaskOfflineStoreConfig(),
+        entity_key_serialization_version=3,
+    )
+
+
+def _feature_view(name: str) -> FeatureView:
+    return FeatureView(
+        name=name,
+        entities=[],
+        schema=[Field(name="value", dtype=String)],
+        ttl=timedelta(days=1),
+        online=True,
+        source=FileSource(path="dummy.parquet", timestamp_field="event_timestamp"),
+    )
+
+
+def _stream_feature_view(name: str) -> StreamFeatureView:
+    return StreamFeatureView(
+        name=name,
+        entities=[],
+        schema=[Field(name="value", dtype=String)],
+        source=KafkaSource(
+            name="dummy_kafka",
+            timestamp_field="event_timestamp",
+            message_format=AvroFormat(""),
+            kafka_bootstrap_servers="localhost:9092",
+            topic="dummy_topic",
+            batch_source=FileSource(
+                path="dummy.parquet", timestamp_field="event_timestamp"
+            ),
+        ),
+    )
+
+
+class TestSqliteOnlineStorePlanWithStreamFeatureViews:
+    """Regression test for a typeguard.TypeCheckError previously raised by
+    plan() when the registry contains a StreamFeatureView: FeatureView.from_proto()
+    was applied uniformly to both feature_views and stream_feature_views, but
+    FeatureView is @typechecked and a StreamFeatureView proto is not a
+    FeatureView proto."""
+
+    def test_plan_succeeds_with_only_stream_feature_views(self):
+        config = _repo_config()
+        registry_proto = RegistryProto()
+        registry_proto.stream_feature_views.append(
+            _stream_feature_view("driver_dropoffs_stream").to_proto()
+        )
+
+        infra_objects = SqliteOnlineStore().plan(config, registry_proto)
+
+        assert len(infra_objects) == 1
+        assert infra_objects[0].name == "test_project_driver_dropoffs_stream"
+
+    def test_plan_succeeds_with_batch_and_stream_feature_views_together(self):
+        config = _repo_config()
+        registry_proto = RegistryProto()
+        registry_proto.feature_views.append(_feature_view("batch_view").to_proto())
+        registry_proto.stream_feature_views.append(
+            _stream_feature_view("driver_dropoffs_stream").to_proto()
+        )
+
+        infra_objects = SqliteOnlineStore().plan(config, registry_proto)
+
+        assert sorted(o.name for o in infra_objects) == [
+            "test_project_batch_view",
+            "test_project_driver_dropoffs_stream",
+        ]
diff --git a/sdk/python/tests/unit/infra/registry/test_registry.py b/sdk/python/tests/unit/infra/registry/test_registry.py
index 51bb7d28e32..219d480d2d0 100644
--- a/sdk/python/tests/unit/infra/registry/test_registry.py
+++ b/sdk/python/tests/unit/infra/registry/test_registry.py
@@ -53,6 +53,9 @@ def _get_saved_dataset(self, *args, **kwargs):
     def _get_stream_feature_view(self, *args, **kwargs):
         pass
 
+    def _get_label_view(self, *args, **kwargs):
+        pass
+
     def _get_validation_reference(self, *args, **kwargs):
         pass
 
@@ -89,6 +92,9 @@ def _list_saved_datasets(self, *args, **kwargs):
     def _list_stream_feature_views(self, *args, **kwargs):
         pass
 
+    def _list_label_views(self, *args, **kwargs):
+        pass
+
     def _list_validation_references(self, *args, **kwargs):
         pass
 
@@ -137,6 +143,9 @@ def delete_feature_service(self, *args, **kwargs):
     def delete_feature_view(self, *args, **kwargs):
         pass
 
+    def delete_label_view(self, *args, **kwargs):
+        pass
+
     def delete_permission(self, *args, **kwargs):
         pass
 
diff --git a/sdk/python/tests/unit/infra/registry/test_registry_server_proto.py b/sdk/python/tests/unit/infra/registry/test_registry_server_proto.py
new file mode 100644
index 00000000000..03b9902ff55
--- /dev/null
+++ b/sdk/python/tests/unit/infra/registry/test_registry_server_proto.py
@@ -0,0 +1,132 @@
+"""Unit tests for the ``RegistryServer.Proto`` RPC (issue #6558).
+
+The RPC must build the ``RegistryProto`` from individually RBAC-filtered list calls
+rather than returning ``proxied_registry.proto()`` directly (which would bypass
+permissions). Under ``NoAuthConfig`` filtering is a no-op, so the full registry is
+returned; with auth enabled only ``DESCRIBE``-permitted objects are included.
+"""
+
+from datetime import datetime, timezone
+from unittest.mock import patch
+
+from google.protobuf.empty_pb2 import Empty
+
+from feast.data_source import DataSource
+from feast.entity import Entity
+from feast.feast_object import FeastObject
+from feast.project import Project
+from feast.protos.feast.core.Registry_pb2 import Registry as RegistryProto
+from feast.registry_server import RegistryServer
+from feast.value_type import ValueType
+
+# The registry's authentic metadata, returned by _FakeRegistry.proto(). Proto() must carry these
+# through rather than stamping "now" (issue #6558 review feedback).
+_REGISTRY_LAST_UPDATED = datetime(2024, 1, 2, 3, 4, 5, tzinfo=timezone.utc)
+_REGISTRY_VERSION_ID = "test-version-id"
+
+
+class _FakeRegistry:
+    """Minimal BaseRegistry stand-in exposing only the list_* calls Proto uses."""
+
+    def __init__(self, projects, entities_by_project, data_sources_by_project):
+        self._projects = projects
+        self._entities = entities_by_project
+        self._data_sources = data_sources_by_project
+
+    def proto(self) -> RegistryProto:
+        # Source of the authentic last_updated / version_id metadata. Proto() reads only these
+        # scalar fields from here (no objects), so RBAC filtering is unaffected.
+        proto = RegistryProto()
+        proto.version_id = _REGISTRY_VERSION_ID
+        proto.last_updated.FromDatetime(_REGISTRY_LAST_UPDATED)
+        return proto
+
+    def list_projects(self, allow_cache: bool = False, tags=None):
+        return self._projects
+
+    def list_entities(self, project: str, allow_cache: bool = False, tags=None):
+        return self._entities.get(project, [])
+
+    def list_data_sources(self, project: str, allow_cache: bool = False, tags=None):
+        return self._data_sources.get(project, [])
+
+    # Every other object type is empty for this fixture.
+    def _empty(self, *args, **kwargs):
+        return []
+
+    list_feature_views = _empty
+    list_stream_feature_views = _empty
+    list_on_demand_feature_views = _empty
+    list_label_views = _empty
+    list_feature_services = _empty
+    list_saved_datasets = _empty
+    list_validation_references = _empty
+    list_permissions = _empty
+
+
+def _entity(name: str) -> Entity:
+    return Entity(name=name, value_type=ValueType.STRING)
+
+
+def _data_source(name: str) -> DataSource:
+    from feast.infra.offline_stores.file_source import FileSource
+
+    return FileSource(name=name, path=f"/tmp/{name}.parquet", timestamp_field="ts")
+
+
+def _build_server() -> tuple[RegistryServer, _FakeRegistry]:
+    registry = _FakeRegistry(
+        projects=[Project(name="proj_a"), Project(name="proj_b")],
+        entities_by_project={
+            "proj_a": [_entity("driver"), _entity("customer")],
+            "proj_b": [_entity("merchant")],
+        },
+        data_sources_by_project={"proj_a": [_data_source("src_a")]},
+    )
+    return RegistryServer(registry), registry  # type: ignore[arg-type]
+
+
+def test_proto_returns_full_registry_when_no_auth():
+    """NoAuthConfig (no security manager) -> every object across all projects."""
+    server, _ = _build_server()
+
+    result = server.Proto(Empty(), context=None)
+
+    assert {p.spec.name for p in result.projects} == {"proj_a", "proj_b"}
+    assert {e.spec.name for e in result.entities} == {"driver", "customer", "merchant"}
+    assert {d.name for d in result.data_sources} == {"src_a"}
+    # last_updated / version_id are carried from the registry's real proto (not stamped "now"),
+    # so cache consumers see the registry's authentic freshness metadata.
+    assert result.version_id == _REGISTRY_VERSION_ID
+    assert result.last_updated.ToDatetime(tzinfo=timezone.utc) == _REGISTRY_LAST_UPDATED
+
+
+def test_proto_filters_by_describe_permission():
+    """With RBAC, only DESCRIBE-permitted objects are included."""
+    server, _ = _build_server()
+
+    # Simulate a security manager that permits everything except the "customer"
+    # entity, regardless of object type (filters by DESCRIBE).
+    def fake_permitted(resources: list[FeastObject], actions):
+        return [r for r in resources if getattr(r, "name", None) != "customer"]
+
+    with patch(
+        "feast.registry_server.permitted_resources", side_effect=fake_permitted
+    ) as mocked:
+        result = server.Proto(Empty(), context=None)
+
+    assert mocked.called
+    # "customer" is filtered out; everything else survives.
+    assert {e.spec.name for e in result.entities} == {"driver", "merchant"}
+    assert {p.spec.name for p in result.projects} == {"proj_a", "proj_b"}
+    assert {d.name for d in result.data_sources} == {"src_a"}
+
+
+def test_proto_empty_registry():
+    """No projects -> empty (but valid) RegistryProto, not an error."""
+    server = RegistryServer(_FakeRegistry([], {}, {}))  # type: ignore[arg-type]
+
+    result = server.Proto(Empty(), context=None)
+
+    assert len(result.projects) == 0
+    assert len(result.entities) == 0
diff --git a/sdk/python/tests/unit/infra/registry/test_remote_registry.py b/sdk/python/tests/unit/infra/registry/test_remote_registry.py
new file mode 100644
index 00000000000..799d28e3050
--- /dev/null
+++ b/sdk/python/tests/unit/infra/registry/test_remote_registry.py
@@ -0,0 +1,113 @@
+# Copyright 2024 The Feast Authors
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     https://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+from datetime import datetime, timedelta, timezone
+from unittest.mock import MagicMock, patch
+
+import pytest
+from google.protobuf.timestamp_pb2 import Timestamp
+
+from feast.infra.offline_stores.file_source import SavedDatasetFileStorage
+from feast.infra.registry.remote import RemoteRegistry
+from feast.protos.feast.registry import RegistryServer_pb2
+from feast.saved_dataset import SavedDataset
+
+
+@pytest.fixture
+def remote_registry():
+    with patch.object(RemoteRegistry, "__init__", return_value=None):
+        registry = RemoteRegistry.__new__(RemoteRegistry)
+        registry.stub = MagicMock()
+        registry.stub.ListAllFeatureViews.return_value = (
+            RegistryServer_pb2.ListAllFeatureViewsResponse(feature_views=[])
+        )
+        yield registry
+
+
+def _captured_updated_since(remote_registry) -> Timestamp:
+    """Return the updated_since Timestamp from the last ListAllFeatureViews call."""
+    call_args = remote_registry.stub.ListAllFeatureViews.call_args
+    request: RegistryServer_pb2.ListAllFeatureViewsRequest = call_args[0][0]
+    return request.updated_since
+
+
+def test_updated_since_utc_aware(remote_registry):
+    """A UTC-aware datetime is encoded to the correct UTC epoch seconds."""
+    dt = datetime(2024, 6, 1, 17, 0, 0, tzinfo=timezone.utc)
+    remote_registry.list_all_feature_views("project", updated_since=dt)
+
+    ts = _captured_updated_since(remote_registry)
+    assert ts.seconds == int(dt.timestamp())
+
+
+def test_updated_since_non_utc_aware(remote_registry):
+    """A non-UTC tz-aware datetime is converted to the correct UTC epoch, not treated as UTC."""
+    est = timezone(timedelta(hours=-5))
+    # 2024-06-01 12:00 EST == 2024-06-01 17:00 UTC
+    dt_est = datetime(2024, 6, 1, 12, 0, 0, tzinfo=est)
+    dt_utc = datetime(2024, 6, 1, 17, 0, 0, tzinfo=timezone.utc)
+
+    remote_registry.list_all_feature_views("project", updated_since=dt_est)
+
+    ts = _captured_updated_since(remote_registry)
+    assert ts.seconds == int(dt_utc.timestamp()), (
+        "Non-UTC datetime must be converted to UTC before encoding, "
+        "not have its tzinfo stripped (which would misinterpret 12:00 EST as 12:00 UTC)"
+    )
+
+
+def test_updated_since_naive_datetime(remote_registry):
+    """A naive datetime is treated as UTC by protobuf's FromDatetime."""
+    dt_naive = datetime(2024, 6, 1, 17, 0, 0)
+    dt_utc = datetime(2024, 6, 1, 17, 0, 0, tzinfo=timezone.utc)
+    remote_registry.list_all_feature_views("project", updated_since=dt_naive)
+
+    ts = _captured_updated_since(remote_registry)
+    assert ts.seconds == int(dt_utc.timestamp())
+
+
+def test_updated_since_none(remote_registry):
+    """When updated_since is None, the field is not set in the request."""
+    remote_registry.list_all_feature_views("project", updated_since=None)
+
+    request: RegistryServer_pb2.ListAllFeatureViewsRequest = (
+        remote_registry.stub.ListAllFeatureViews.call_args[0][0]
+    )
+    assert not request.HasField("updated_since")
+
+
+def test_apply_saved_dataset_calls_apply_saved_dataset_rpc(remote_registry):
+    """apply_saved_dataset() must invoke the ApplySavedDataset RPC, not
+    ApplyFeatureService -- calling the wrong RPC means the server tries to
+    deserialize an ApplySavedDatasetRequest as an ApplyFeatureServiceRequest,
+    which the server cannot handle correctly."""
+    saved_dataset = SavedDataset(
+        name="test_saved_dataset",
+        features=["feature_view:feature"],
+        join_keys=["entity_id"],
+        storage=SavedDatasetFileStorage(path="/tmp/does-not-need-to-exist.parquet"),
+        tags={},
+    )
+
+    remote_registry.apply_saved_dataset(saved_dataset, "project", commit=True)
+
+    remote_registry.stub.ApplySavedDataset.assert_called_once()
+    remote_registry.stub.ApplyFeatureService.assert_not_called()
+
+    request: RegistryServer_pb2.ApplySavedDatasetRequest = (
+        remote_registry.stub.ApplySavedDataset.call_args[0][0]
+    )
+    assert request.saved_dataset.spec.name == "test_saved_dataset"
+    assert request.project == "project"
+    assert request.commit is True
diff --git a/sdk/python/tests/unit/infra/registry/test_remote_registry_mtls.py b/sdk/python/tests/unit/infra/registry/test_remote_registry_mtls.py
new file mode 100644
index 00000000000..e63b3d637df
--- /dev/null
+++ b/sdk/python/tests/unit/infra/registry/test_remote_registry_mtls.py
@@ -0,0 +1,344 @@
+"""
+Tests for mTLS (mutual TLS) support on RemoteRegistry.
+
+Covers two deployment patterns:
+
+1. **Direct connection** — client connects straight to the service.  The
+   server cert's SAN includes the connection target so ``authority`` is
+   optional (gRPC defaults it to the target host).
+
+2. **IAP-tunnel / proxy** — ``gcloud compute start-iap-tunnel`` forwards
+   traffic through ``localhost``.  The server cert's SAN is the real service
+   hostname (not ``localhost``), so the client *must* set ``authority`` to
+   match — otherwise TLS hostname verification fails.
+"""
+
+import tempfile
+from collections.abc import Generator
+from concurrent import futures
+
+import grpc
+import pytest
+from google.protobuf.empty_pb2 import Empty
+
+from feast.protos.feast.core import Project_pb2, Registry_pb2
+from feast.protos.feast.registry import RegistryServer_pb2, RegistryServer_pb2_grpc
+from tests.utils.ssl_certifcates_util import generate_mtls_certs
+
+# The hostname the server cert is issued for.
+# Deliberately *not* localhost — the whole point of the authority override.
+SERVICE_HOSTNAME = "feature-registry.example.com"
+
+
+# ---------------------------------------------------------------------------
+# Minimal gRPC servicer — just enough to prove the channel works
+# ---------------------------------------------------------------------------
+
+
+class _StubRegistryServicer(RegistryServer_pb2_grpc.RegistryServerServicer):
+    """Returns a single dummy project so list_projects() has something to assert on."""
+
+    def ListProjects(
+        self,
+        request: RegistryServer_pb2.ListProjectsRequest,
+        context: grpc.ServicerContext,
+    ) -> RegistryServer_pb2.ListProjectsResponse:
+        spec = Project_pb2.ProjectSpec(
+            name="test_project",
+            description="created by mTLS test",
+        )
+        project = Project_pb2.Project(spec=spec)
+        return RegistryServer_pb2.ListProjectsResponse(projects=[project])
+
+    def Proto(
+        self,
+        request: Empty,
+        context: grpc.ServicerContext,
+    ) -> Registry_pb2.Registry:
+        return Registry_pb2.Registry()
+
+
+# ---------------------------------------------------------------------------
+# Fixtures
+# ---------------------------------------------------------------------------
+
+
+def _generate_certs_and_start_server(
+    tmpdir: str, server_san: str
+) -> tuple[dict[str, str], grpc.Server, int]:
+    """Helper: generate mTLS certs and start a gRPC server requiring client auth."""
+    certs = generate_mtls_certs(tmpdir, server_san=server_san)
+
+    with open(certs["ca_cert"], "rb") as f:
+        ca_cert = f.read()
+    with open(certs["server_key"], "rb") as f:
+        server_key = f.read()
+    with open(certs["server_cert"], "rb") as f:
+        server_cert = f.read()
+
+    server_creds = grpc.ssl_server_credentials(
+        [(server_key, server_cert)],
+        root_certificates=ca_cert,
+        require_client_auth=True,
+    )
+
+    server = grpc.server(futures.ThreadPoolExecutor(max_workers=2))
+    RegistryServer_pb2_grpc.add_RegistryServerServicer_to_server(
+        _StubRegistryServicer(), server
+    )
+    port = server.add_secure_port("localhost:0", server_creds)
+    server.start()
+    return certs, server, port
+
+
+# -- Fixtures for IAP-tunnel tests (SAN ≠ localhost) --
+
+
+@pytest.fixture(scope="module")
+def mtls_certs() -> Generator[tuple[dict[str, str], int], None, None]:
+    """Certs where the server SAN is SERVICE_HOSTNAME (not localhost)."""
+    with tempfile.TemporaryDirectory() as tmpdir:
+        certs, server, port = _generate_certs_and_start_server(tmpdir, SERVICE_HOSTNAME)
+        yield certs, port
+        server.stop(grace=0)
+
+
+@pytest.fixture(scope="module")
+def mtls_server(mtls_certs: tuple[dict[str, str], int]) -> int:
+    return mtls_certs[1]
+
+
+@pytest.fixture(scope="module")
+def mtls_certs_only(mtls_certs: tuple[dict[str, str], int]) -> dict[str, str]:
+    return mtls_certs[0]
+
+
+# -- Fixtures for direct-connection tests (SAN = localhost) --
+
+
+@pytest.fixture(scope="module")
+def direct_mtls() -> Generator[tuple[dict[str, str], int], None, None]:
+    """Certs where the server SAN includes localhost (direct connection)."""
+    with tempfile.TemporaryDirectory() as tmpdir:
+        certs, server, port = _generate_certs_and_start_server(tmpdir, "localhost")
+        yield certs, port
+        server.stop(grace=0)
+
+
+@pytest.fixture(scope="module")
+def direct_server(direct_mtls: tuple[dict[str, str], int]) -> int:
+    return direct_mtls[1]
+
+
+@pytest.fixture(scope="module")
+def direct_certs(direct_mtls: tuple[dict[str, str], int]) -> dict[str, str]:
+    return direct_mtls[0]
+
+
+# ---------------------------------------------------------------------------
+# Tests
+# ---------------------------------------------------------------------------
+
+
+class TestMtlsDirectConnection:
+    """
+    Direct connection to the registry — no proxy or tunnel.
+
+    The server cert's SAN includes ``localhost`` so gRPC's default authority
+    (derived from the connection target) already matches.  The ``authority``
+    field should be optional.
+
+    Config equivalent:
+        registry:
+          registry_type: remote
+          path: feature-registry.example.com:443
+          cert: /etc/tls/internal-client/ca.crt
+          client_cert: /etc/tls/internal-client/tls.crt
+          client_key: /etc/tls/internal-client/tls.key
+    """
+
+    def test_mtls_without_authority(
+        self, direct_server: int, direct_certs: dict[str, str]
+    ) -> None:
+        """authority is not set — gRPC defaults it to 'localhost', which matches the SAN."""
+        from feast.infra.registry.remote import RemoteRegistry, RemoteRegistryConfig
+
+        config = RemoteRegistryConfig(
+            registry_type="remote",
+            path=f"localhost:{direct_server}",
+            cert=direct_certs["ca_cert"],
+            client_cert=direct_certs["client_cert"],
+            client_key=direct_certs["client_key"],
+        )
+        registry = RemoteRegistry(config, project="test", repo_path=None)
+        try:
+            projects = registry.list_projects()
+            assert len(projects) == 1
+            assert projects[0].name == "test_project"
+        finally:
+            registry.close()
+
+    def test_mtls_with_explicit_authority_matching_san(
+        self, direct_server: int, direct_certs: dict[str, str]
+    ) -> None:
+        """authority is explicitly set to the same host — should also work."""
+        from feast.infra.registry.remote import RemoteRegistry, RemoteRegistryConfig
+
+        config = RemoteRegistryConfig(
+            registry_type="remote",
+            path=f"localhost:{direct_server}",
+            cert=direct_certs["ca_cert"],
+            client_cert=direct_certs["client_cert"],
+            client_key=direct_certs["client_key"],
+            authority="localhost",
+        )
+        registry = RemoteRegistry(config, project="test", repo_path=None)
+        try:
+            projects = registry.list_projects()
+            assert len(projects) == 1
+            assert projects[0].name == "test_project"
+        finally:
+            registry.close()
+
+
+class TestMtlsIapTunnel:
+    """
+    Simulates ``gcloud compute start-iap-tunnel`` to a remote registry.
+
+    The server cert's SAN is ``feature-registry.example.com`` — it does NOT
+    include ``localhost``.  The ``authority`` field is mandatory.
+
+    Config equivalent:
+        registry:
+          registry_type: remote
+          path: localhost:8443
+          cert: /etc/tls/internal-client/ca.crt
+          client_cert: /etc/tls/internal-client/tls.crt
+          client_key: /etc/tls/internal-client/tls.key
+          authority: feature-registry.example.com
+    """
+
+    def test_list_projects_via_mtls_with_authority(
+        self, mtls_server: int, mtls_certs_only: dict[str, str]
+    ) -> None:
+        """The primary IAP-tunnel scenario: all four fields set."""
+        from feast.infra.registry.remote import RemoteRegistry, RemoteRegistryConfig
+
+        config = RemoteRegistryConfig(
+            registry_type="remote",
+            path=f"localhost:{mtls_server}",
+            cert=mtls_certs_only["ca_cert"],
+            client_cert=mtls_certs_only["client_cert"],
+            client_key=mtls_certs_only["client_key"],
+            authority=SERVICE_HOSTNAME,
+        )
+        registry = RemoteRegistry(config, project="test", repo_path=None)
+        try:
+            projects = registry.list_projects()
+            assert len(projects) == 1
+            assert projects[0].name == "test_project"
+            assert projects[0].description == "created by mTLS test"
+        finally:
+            registry.close()
+
+    def test_proto_via_mtls_with_authority(
+        self, mtls_server: int, mtls_certs_only: dict[str, str]
+    ) -> None:
+        """Proto() is the simplest RPC — verify the channel works for it too."""
+        from feast.infra.registry.remote import RemoteRegistry, RemoteRegistryConfig
+
+        config = RemoteRegistryConfig(
+            registry_type="remote",
+            path=f"localhost:{mtls_server}",
+            cert=mtls_certs_only["ca_cert"],
+            client_cert=mtls_certs_only["client_cert"],
+            client_key=mtls_certs_only["client_key"],
+            authority=SERVICE_HOSTNAME,
+        )
+        registry = RemoteRegistry(config, project="test", repo_path=None)
+        try:
+            proto = registry.proto()
+            assert proto is not None
+        finally:
+            registry.close()
+
+
+class TestMtlsRejections:
+    """Verify mTLS enforcement — connections fail without proper credentials."""
+
+    def test_rejected_without_client_cert(
+        self, mtls_server: int, mtls_certs_only: dict[str, str]
+    ) -> None:
+        """Server requires mTLS; connecting with only server-TLS must fail."""
+        from feast.infra.registry.remote import RemoteRegistry, RemoteRegistryConfig
+
+        config = RemoteRegistryConfig(
+            registry_type="remote",
+            path=f"localhost:{mtls_server}",
+            cert=mtls_certs_only["ca_cert"],
+            is_tls=True,
+            authority=SERVICE_HOSTNAME,
+        )
+        registry = RemoteRegistry(config, project="test", repo_path=None)
+        try:
+            with pytest.raises(grpc.RpcError):
+                registry.list_projects()
+        finally:
+            registry.close()
+
+    def test_fails_without_authority_when_san_mismatch(
+        self, mtls_server: int, mtls_certs_only: dict[str, str]
+    ) -> None:
+        """
+        Without authority override, the gRPC client checks the server cert SAN
+        against 'localhost' — which doesn't match — so the handshake fails.
+        This proves the authority field is necessary for the IAP-tunnel case.
+        """
+        from feast.infra.registry.remote import RemoteRegistry, RemoteRegistryConfig
+
+        config = RemoteRegistryConfig(
+            registry_type="remote",
+            path=f"localhost:{mtls_server}",
+            cert=mtls_certs_only["ca_cert"],
+            client_cert=mtls_certs_only["client_cert"],
+            client_key=mtls_certs_only["client_key"],
+            # No authority — should fail because SAN is SERVICE_HOSTNAME, not localhost
+        )
+        registry = RemoteRegistry(config, project="test", repo_path=None)
+        try:
+            with pytest.raises(grpc.RpcError):
+                registry.list_projects()
+        finally:
+            registry.close()
+
+
+class TestMtlsConfigValidation:
+    """Config validation catches mismatched cert/key before any I/O."""
+
+    def test_client_cert_without_client_key_raises(self) -> None:
+        from feast.infra.registry.remote import RemoteRegistry, RemoteRegistryConfig
+
+        config = RemoteRegistryConfig(
+            registry_type="remote",
+            path="localhost:0",
+            cert="/dev/null",
+            client_cert="/dev/null",
+        )
+        with pytest.raises(
+            ValueError, match="Both client_cert and client_key must be provided"
+        ):
+            RemoteRegistry(config, project="test", repo_path=None)
+
+    def test_client_key_without_client_cert_raises(self) -> None:
+        from feast.infra.registry.remote import RemoteRegistry, RemoteRegistryConfig
+
+        config = RemoteRegistryConfig(
+            registry_type="remote",
+            path="localhost:0",
+            cert="/dev/null",
+            client_key="/dev/null",
+        )
+        with pytest.raises(
+            ValueError, match="Both client_cert and client_key must be provided"
+        ):
+            RemoteRegistry(config, project="test", repo_path=None)
diff --git a/sdk/python/tests/unit/infra/registry/test_snowflake_registry.py b/sdk/python/tests/unit/infra/registry/test_snowflake_registry.py
index f1935f329b0..59ab2b87c03 100644
--- a/sdk/python/tests/unit/infra/registry/test_snowflake_registry.py
+++ b/sdk/python/tests/unit/infra/registry/test_snowflake_registry.py
@@ -12,14 +12,18 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 
+from datetime import datetime, timedelta, timezone
 from unittest.mock import MagicMock, patch
 
 import pandas as pd
 import pytest
 
+from feast import FeatureView, Field
 from feast.entity import Entity
+from feast.infra.offline_stores.file_source import FileSource
 from feast.infra.registry.snowflake import SnowflakeRegistry, SnowflakeRegistryConfig
 from feast.infra.utils.snowflake.snowflake_utils import GetSnowflakeConnection
+from feast.types import Float32
 
 
 @pytest.fixture
@@ -328,3 +332,127 @@ def test_private_key_kwargs_not_leaked_to_connect(
         assert "private_key_passphrase" not in connect_kwargs
         assert "private_key_content" not in connect_kwargs
         assert connect_kwargs["private_key"] == b"parsed_key_bytes"
+
+
+def _make_feature_view(name: str, entity: Entity, source: FileSource) -> FeatureView:
+    return FeatureView(
+        name=name,
+        entities=[entity],
+        ttl=timedelta(days=1),
+        schema=[Field(name="conv_rate", dtype=Float32)],
+        source=source,
+    )
+
+
+@pytest.fixture
+def mock_snowflake_registry():
+    """Return a SnowflakeRegistry whose Snowflake connection is fully mocked."""
+    config = MagicMock()
+    config.path = "snowflake://account/db/schema"
+    config.registry_type = "snowflake"
+    config.cache_ttl_seconds = 0
+    config.cache_mode = "sync"
+
+    with patch(
+        "feast.infra.registry.snowflake.SnowflakeRegistry.__init__",
+        return_value=None,
+    ):
+        registry = SnowflakeRegistry.__new__(SnowflakeRegistry)
+        registry.registry_config = config
+        registry.registry_path = "db.schema"
+        registry.cache_mode = "sync"
+        # list_all_feature_views also aggregates label views; default to none so the
+        # updated_since tests only need to stub the feature-view list methods they exercise.
+        registry.list_label_views = MagicMock(return_value=[])
+        yield registry
+
+
+def _make_mock_fv(name: str, updated_at: datetime) -> MagicMock:
+    fv = MagicMock()
+    fv.name = name
+    # Snowflake stores timestamps as offset-naive UTC after round-tripping through proto
+    fv.last_updated_timestamp = updated_at.replace(tzinfo=None)
+    fv.tags = {}
+    return fv
+
+
+def test_list_all_feature_views_updated_since_no_cache(mock_snowflake_registry):
+    """updated_since filters Python-side when allow_cache=False."""
+    old_ts = datetime(2020, 1, 1, tzinfo=timezone.utc)
+    new_ts = datetime(2024, 6, 1, tzinfo=timezone.utc)
+
+    old_fv = _make_mock_fv("old_view", old_ts)
+    new_fv = _make_mock_fv("new_view", new_ts)
+
+    mock_snowflake_registry.list_feature_views = MagicMock(
+        return_value=[old_fv, new_fv]
+    )
+    mock_snowflake_registry.list_stream_feature_views = MagicMock(return_value=[])
+    mock_snowflake_registry.list_on_demand_feature_views = MagicMock(return_value=[])
+
+    cutoff = datetime(2023, 1, 1, tzinfo=timezone.utc)
+    result = mock_snowflake_registry.list_all_feature_views(
+        "project", allow_cache=False, updated_since=cutoff
+    )
+    assert [fv.name for fv in result] == ["new_view"]
+
+
+def test_list_all_feature_views_updated_since_no_filter(mock_snowflake_registry):
+    """Without updated_since, all feature views are returned."""
+    ts = datetime(2020, 1, 1, tzinfo=timezone.utc)
+    fv1 = _make_mock_fv("view_a", ts)
+    fv2 = _make_mock_fv("view_b", ts)
+
+    mock_snowflake_registry.list_feature_views = MagicMock(return_value=[fv1, fv2])
+    mock_snowflake_registry.list_stream_feature_views = MagicMock(return_value=[])
+    mock_snowflake_registry.list_on_demand_feature_views = MagicMock(return_value=[])
+
+    result = mock_snowflake_registry.list_all_feature_views(
+        "project", allow_cache=False
+    )
+    assert len(result) == 2
+
+
+def test_list_all_feature_views_updated_since_future_returns_empty(
+    mock_snowflake_registry,
+):
+    """A future cutoff returns no feature views."""
+    ts = datetime(2024, 1, 1, tzinfo=timezone.utc)
+    fv = _make_mock_fv("any_view", ts)
+
+    mock_snowflake_registry.list_feature_views = MagicMock(return_value=[fv])
+    mock_snowflake_registry.list_stream_feature_views = MagicMock(return_value=[])
+    mock_snowflake_registry.list_on_demand_feature_views = MagicMock(return_value=[])
+
+    future = datetime(2999, 1, 1, tzinfo=timezone.utc)
+    result = mock_snowflake_registry.list_all_feature_views(
+        "project", allow_cache=False, updated_since=future
+    )
+    assert result == []
+
+
+def test_list_all_feature_views_updated_since_non_utc_tz(mock_snowflake_registry):
+    """A non-UTC tz-aware cutoff is converted to UTC before comparing against naive-UTC timestamps."""
+    est = timezone(timedelta(hours=-5))
+    # 2023-01-01 00:00 EST == 2023-01-01 05:00 UTC
+    cutoff_est = datetime(2023, 1, 1, 0, 0, 0, tzinfo=est)
+
+    # Feature view updated at 2023-01-01 03:00 UTC — after midnight EST but before 05:00 UTC
+    ts_between = datetime(2023, 1, 1, 3, 0, 0, tzinfo=timezone.utc)
+    # Feature view updated at 2023-01-01 06:00 UTC — after both midnight EST and 05:00 UTC
+    ts_after = datetime(2023, 1, 1, 6, 0, 0, tzinfo=timezone.utc)
+
+    fv_between = _make_mock_fv("view_between", ts_between)
+    fv_after = _make_mock_fv("view_after", ts_after)
+
+    mock_snowflake_registry.list_feature_views = MagicMock(
+        return_value=[fv_between, fv_after]
+    )
+    mock_snowflake_registry.list_stream_feature_views = MagicMock(return_value=[])
+    mock_snowflake_registry.list_on_demand_feature_views = MagicMock(return_value=[])
+
+    result = mock_snowflake_registry.list_all_feature_views(
+        "project", allow_cache=False, updated_since=cutoff_est
+    )
+    # Only view_after is at or after 05:00 UTC; view_between (03:00 UTC) should be excluded
+    assert [fv.name for fv in result] == ["view_after"]
diff --git a/sdk/python/tests/unit/infra/registry/test_sql_registry.py b/sdk/python/tests/unit/infra/registry/test_sql_registry.py
index 5f144adbaf4..77a71d66857 100644
--- a/sdk/python/tests/unit/infra/registry/test_sql_registry.py
+++ b/sdk/python/tests/unit/infra/registry/test_sql_registry.py
@@ -12,9 +12,14 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 
+import logging
+import sys
 import tempfile
-from datetime import timedelta
+import types
+from datetime import datetime, timedelta, timezone
+from unittest.mock import MagicMock
 
+import dill
 import pytest
 
 from feast import Field
@@ -23,7 +28,20 @@
 from feast.errors import ConflictingFeatureViewNames
 from feast.feature_view import FeatureView
 from feast.infra.offline_stores.file_source import FileSource
-from feast.infra.registry.sql import SqlRegistry, SqlRegistryConfig
+from feast.infra.registry.sql import (
+    FeastRegistrySchemaError,
+    ProtoBytes,
+    SqlRegistry,
+    SqlRegistryConfig,
+    feature_views,
+)
+from feast.infra.registry.sql import (
+    metadata as registry_metadata,
+)
+from feast.protos.feast.core.Transformation_pb2 import (
+    FeatureTransformationV2,
+    UserDefinedFunctionV2,
+)
 from feast.stream_feature_view import StreamFeatureView
 from feast.types import Float32
 from feast.value_type import ValueType
@@ -44,6 +62,268 @@ def sqlite_registry():
     registry.teardown()
 
 
+@pytest.fixture
+def shared_sqlite_db_path():
+    """Return a shared SQLite DB path for cross-project tests."""
+    fd, path = tempfile.mkstemp()
+    yield path
+
+
+def test_read_path_normalizes_bare_postgresql_scheme(caplog):
+    """A bare `postgresql://` read_path is rewritten to the psycopg3 driver, the
+    same way `path` is, and logs a migration warning. Without this, read_path
+    silently falls back to psycopg2 while path uses psycopg3."""
+    with caplog.at_level(logging.WARNING):
+        config = SqlRegistryConfig(
+            registry_type="sql",
+            path="postgresql://localhost:5432/db",
+            read_path="postgresql://localhost:5432/replica",
+        )
+    assert config.path == "postgresql+psycopg://localhost:5432/db"
+    assert config.read_path == "postgresql+psycopg://localhost:5432/replica"
+    # The migration warning names the read_path field specifically.
+    assert "`read_path` of the `RegistryConfig`" in caplog.text
+
+
+def test_read_path_normalized_when_registry_type_defaulted():
+    """read_path normalization must still fire when registry_type is left to its
+    default ('sql') rather than passed explicitly — the common real-world config."""
+    config = SqlRegistryConfig(
+        path="postgresql://localhost/db",
+        read_path="postgresql://localhost/replica",
+    )
+    assert config.registry_type == "sql"
+    assert config.read_path == "postgresql+psycopg://localhost/replica"
+
+
+@pytest.mark.parametrize(
+    "read_path",
+    [
+        "postgresql+psycopg2://localhost/replica",  # explicit psycopg2 preserved
+        "postgresql+psycopg://localhost/replica",  # already psycopg3
+        "mysql://localhost/replica",  # non-postgres left untouched
+    ],
+)
+def test_read_path_leaves_explicit_scheme_untouched(read_path):
+    config = SqlRegistryConfig(
+        registry_type="sql",
+        path="sqlite:///unused.db",
+        read_path=read_path,
+    )
+    assert config.read_path == read_path
+
+
+def test_read_path_none_stays_none():
+    config = SqlRegistryConfig(registry_type="sql", path="sqlite:///unused.db")
+    assert config.read_path is None
+
+
+@pytest.mark.parametrize("field_name", ["path", "read_path"])
+def test_postgres_normalization_only_rewrites_leading_scheme(field_name):
+    raw_url = "postgresql://localhost/db?target=postgresql://replica"
+    config_values = {
+        "registry_type": "sql",
+        "path": "sqlite:///unused.db",
+    }
+    config_values[field_name] = raw_url
+
+    config = SqlRegistryConfig(**config_values)
+
+    assert (
+        getattr(config, field_name)
+        == "postgresql+psycopg://localhost/db?target=postgresql://replica"
+    )
+
+
+def test_proto_columns_use_longblob_on_mysql():
+    """On MySQL and MariaDB, serialized-proto columns must compile to LONGBLOB.
+
+    MySQL maps SQLAlchemy's LargeBinary to BLOB, which caps at 64 KB and
+    silently truncates larger protos (e.g. a FeatureView proto), later
+    surfacing as a protobuf DecodeError. The dialect-aware ProtoBytes type
+    must emit LONGBLOB so large protos round-trip intact. MariaDB is checked
+    separately because SQLAlchemy 2.x reports dialect.name == "mariadb", which
+    would miss a "mysql"-only variant.
+
+    NOTE: this asserts only the compiled DDL type. The live >64 KB proto
+    round-trip through a real MySQL/MariaDB connection is covered by
+    test_apply_feature_view_large_proto_roundtrip_mysql in
+    tests/integration/registration/test_universal_registry.py.
+    """
+    from sqlalchemy.dialects import mysql, postgresql, sqlite
+    from sqlalchemy.schema import CreateTable
+
+    # The MariaDB dialect lives at a SQLAlchemy-version-specific path; import it
+    # defensively so the rest of this test still runs on SQLAlchemy 1.4.x (a
+    # version the production code and dependency floor, >=1.4.19, support). The
+    # always-present mysql dialect keeps the LONGBLOB assertion unconditional.
+    try:
+        from sqlalchemy.dialects.mysql.mariadb import MariaDBDialect
+
+        mariadb_dialect = MariaDBDialect()
+    except ImportError:  # pragma: no cover - only on SQLAlchemy builds w/o MariaDB
+        mariadb_dialect = None
+
+    # ProtoBytes columns share the same MetaData as every registry table, so
+    # reach it through an already-imported table instead of a second import.
+    registry_metadata = feature_views.metadata
+
+    # Every column whose name ends in these suffixes stores a (potentially
+    # large) serialized proto or its companion metadata blob.
+    binary_suffixes = ("_proto", "_intervals", "user_metadata")
+
+    checked = 0
+    for table in registry_metadata.tables.values():
+        binary_columns = [
+            c.name for c in table.columns if c.name.endswith(binary_suffixes)
+        ]
+        # Guard against drift between this name-suffix heuristic and the
+        # production type predicate (`column.type is ProtoBytes`) used by the
+        # startup diagnostic: every suffix-matched column must be typed
+        # ProtoBytes, and no ProtoBytes column may be missed by the suffix list.
+        # Catches a proto column accidentally typed as plain LargeBinary.
+        proto_typed_columns = [c.name for c in table.columns if c.type is ProtoBytes]
+        assert set(binary_columns) == set(proto_typed_columns), (
+            f"{table.name}: name-suffix vs ProtoBytes-typed columns disagree — "
+            f"suffix={sorted(binary_columns)} typed={sorted(proto_typed_columns)}"
+        )
+        if not binary_columns:
+            continue
+
+        mysql_ddl = str(CreateTable(table).compile(dialect=mysql.dialect()))
+        sqlite_ddl = str(CreateTable(table).compile(dialect=sqlite.dialect()))
+        postgres_ddl = str(CreateTable(table).compile(dialect=postgresql.dialect()))
+        mariadb_ddl = (
+            str(CreateTable(table).compile(dialect=mariadb_dialect))
+            if mariadb_dialect is not None
+            else None
+        )
+
+        for col_name in binary_columns:
+            # MySQL and MariaDB must use LONGBLOB for the column (not bare BLOB).
+            assert f"{col_name} LONGBLOB" in mysql_ddl, (
+                f"{table.name}.{col_name} should compile to LONGBLOB on MySQL, "
+                f"got:\n{mysql_ddl}"
+            )
+            if mariadb_ddl is not None:
+                assert f"{col_name} LONGBLOB" in mariadb_ddl, (
+                    f"{table.name}.{col_name} should compile to LONGBLOB on "
+                    f"MariaDB, got:\n{mariadb_ddl}"
+                )
+            # Other dialects keep LargeBinary's default mapping: BLOB on SQLite,
+            # BYTEA on PostgreSQL.
+            assert f"{col_name} BLOB" in sqlite_ddl, (
+                f"{table.name}.{col_name} should compile to BLOB on SQLite, "
+                f"got:\n{sqlite_ddl}"
+            )
+            assert f"{col_name} BYTEA" in postgres_ddl, (
+                f"{table.name}.{col_name} should compile to BYTEA on PostgreSQL, "
+                f"got:\n{postgres_ddl}"
+            )
+            checked += 1
+
+    assert checked > 0, "expected at least one serialized-proto column to check"
+
+
+def _mock_mysql_engine(dialect_name, stale_rows):
+    """Build a MagicMock Engine that returns ``stale_rows`` from the BLOB query."""
+    engine = MagicMock()
+    engine.dialect.name = dialect_name
+    conn = MagicMock()
+    engine.connect.return_value.__enter__.return_value = conn
+    conn.execute.return_value.fetchall.return_value = stale_rows
+    return engine
+
+
+@pytest.mark.parametrize("dialect_name", ["mysql", "mariadb"])
+def test_warn_if_narrow_blob_columns_errors_on_stale(caplog, dialect_name):
+    """On MySQL/MariaDB, stale BLOB registry columns log an error at startup."""
+    engine = _mock_mysql_engine(
+        dialect_name,
+        [("feature_views", "feature_view_proto"), ("entities", "entity_proto")],
+    )
+
+    with caplog.at_level(logging.ERROR):
+        SqlRegistry._warn_if_narrow_blob_columns(engine)
+
+    assert "still typed BLOB" in caplog.text
+    assert "feature_views.feature_view_proto" in caplog.text
+    assert "entities.entity_proto" in caplog.text
+    # Reported at ERROR so monitoring that filters below ERROR still catches it.
+    assert any(r.levelno == logging.ERROR for r in caplog.records)
+
+
+@pytest.mark.parametrize("dialect_name", ["mysql", "mariadb"])
+def test_warn_if_narrow_blob_columns_silent_when_migrated(caplog, dialect_name):
+    """A fully-migrated MySQL/MariaDB registry (no BLOB columns) stays silent."""
+    engine = _mock_mysql_engine(dialect_name, [])
+
+    with caplog.at_level(logging.ERROR):
+        SqlRegistry._warn_if_narrow_blob_columns(engine)
+
+    assert "still typed BLOB" not in caplog.text
+
+
+def test_warn_if_narrow_blob_columns_does_not_refuse_to_start(caplog):
+    """Stale columns are reported but must never raise — an upgrade can't break
+    a registry whose protos all fit in 64 KB."""
+    engine = _mock_mysql_engine("mysql", [("feature_views", "feature_view_proto")])
+
+    # Must not raise.
+    SqlRegistry._warn_if_narrow_blob_columns(engine)
+
+
+def test_warn_if_narrow_blob_columns_skips_non_mysql():
+    """Non-MySQL/MariaDB dialects skip the information_schema query entirely."""
+    engine = MagicMock()
+    engine.dialect.name = "sqlite"
+
+    SqlRegistry._warn_if_narrow_blob_columns(engine)
+
+    engine.connect.assert_not_called()
+
+
+def test_init_runs_blob_check_on_read_and_write_engines(tmp_path, monkeypatch):
+    """When read_path differs from path, the BLOB check runs on both engines."""
+    checked_engines = []
+    monkeypatch.setattr(
+        SqlRegistry,
+        "_warn_if_narrow_blob_columns",
+        staticmethod(lambda engine, *args, **kwargs: checked_engines.append(engine)),
+    )
+    # Same sqlite file for both engines so create_all (write) and the cache
+    # refresh (read) both see the registry tables, while remaining two distinct
+    # Engine objects.
+    db_url = f"sqlite:///{tmp_path / 'registry.db'}"
+    config = SqlRegistryConfig(
+        registry_type="sql",
+        path=db_url,
+        read_path=db_url,
+        purge_feast_metadata=False,
+    )
+
+    registry = SqlRegistry(config, "test_project", None)
+    try:
+        assert registry.read_engine is not registry.write_engine
+        assert checked_engines == [registry.write_engine, registry.read_engine]
+    finally:
+        registry.teardown()
+
+
+def test_warn_if_narrow_blob_columns_swallows_query_errors(caplog):
+    """A failing diagnostic query must never propagate out of registry init."""
+    engine = MagicMock()
+    engine.dialect.name = "mysql"
+    engine.connect.return_value.__enter__.side_effect = Exception("connection refused")
+
+    with caplog.at_level(logging.ERROR):
+        # Must not raise even though the query path blows up.
+        SqlRegistry._warn_if_narrow_blob_columns(engine)
+
+    # The failure is demoted to a debug note, never an error/exception.
+    assert "still typed BLOB" not in caplog.text
+
+
 def test_sql_registry(sqlite_registry):
     """
     Test the SQL registry
@@ -105,3 +385,292 @@ def test_feature_view_name_conflict_between_stream_and_batch(sqlite_registry):
 
     with pytest.raises(ConflictingFeatureViewNames):
         sqlite_registry.apply_feature_view(stream_view, "test_project")
+
+
+def _serialize_udf_referencing_module(module_name: str) -> bytes:
+    """Create a dill-serialized UDF that references a fake module.
+
+    The function is defined inside a temporary module so that dill records
+    a dependency on that module. After serialization, the module is removed
+    from sys.modules so that deserializing the bytes will raise
+    ModuleNotFoundError.
+    """
+    mod = types.ModuleType(module_name)
+    mod.__package__ = module_name
+    sys.modules[module_name] = mod
+    exec("def _udf(x): return x", mod.__dict__)
+    udf_bytes = dill.dumps(mod._udf)
+    del sys.modules[module_name]
+    return udf_bytes
+
+
+def test_shared_registry_cross_project_udf_does_not_crash(shared_sqlite_db_path):
+    """Initializing a SqlRegistry must not crash when another project in the
+    same database has a feature view whose UDF references a module that is
+    not installed in the current environment.
+
+    Before the fix, proto() called from_proto() on every feature view across
+    all projects, triggering dill.loads() which raised ModuleNotFoundError.
+    """
+    db_url = f"sqlite:///{shared_sqlite_db_path}"
+    config = SqlRegistryConfig(
+        registry_type="sql", path=db_url, purge_feast_metadata=False
+    )
+
+    registry_a = SqlRegistry(config, "project_a", None)
+
+    entity = Entity(name="driver", join_keys=["driver_id"])
+    registry_a.apply_entity(entity, "project_a")
+
+    file_source = FileSource(
+        path="driver_stats.parquet",
+        timestamp_field="event_timestamp",
+        created_timestamp_column="created",
+    )
+    fv = FeatureView(
+        name="driver_features",
+        entities=[entity],
+        ttl=timedelta(days=1),
+        schema=[Field(name="conv_rate", dtype=Float32)],
+        source=file_source,
+    )
+    registry_a.apply_feature_view(fv, "project_a")
+
+    # Inject a UDF body that references a non-existent module directly into
+    # the DB, simulating a feature view from another project that uses a
+    # module not available in this environment.
+    fake_udf_bytes = _serialize_udf_referencing_module("nonexistent_project_module")
+
+    fv_proto = fv.to_proto()
+    fv_proto.spec.project = "project_a"
+    fv_proto.spec.feature_transformation.CopyFrom(
+        FeatureTransformationV2(
+            user_defined_function=UserDefinedFunctionV2(
+                name="fake_udf",
+                body=fake_udf_bytes,
+                body_text="def _udf(x): return x",
+                mode="python",
+            )
+        )
+    )
+    with registry_a.write_engine.begin() as conn:
+        from sqlalchemy import update
+
+        stmt = (
+            update(feature_views)
+            .where(
+                feature_views.c.feature_view_name == "driver_features",
+                feature_views.c.project_id == "project_a",
+            )
+            .values(feature_view_proto=fv_proto.SerializeToString())
+        )
+        conn.execute(stmt)
+
+    # Creating a new SqlRegistry for project_b against the same DB should
+    # NOT crash even though project_a has a UDF referencing an unavailable
+    # module. proto() should read raw protos without deserializing UDFs.
+    registry_b = SqlRegistry(config, "project_b", None)
+
+    entity_b = Entity(name="customer", join_keys=["customer_id"])
+    registry_b.apply_entity(entity_b, "project_b")
+    retrieved = registry_b.get_entity("customer", "project_b")
+    assert retrieved.name == "customer"
+
+    # Verify project_a's data is still accessible in the cached proto
+    proto = registry_b.proto()
+    project_names = [p.spec.name for p in proto.projects]
+    assert "project_a" in project_names
+    assert "project_b" in project_names
+
+    fv_names = [fv.spec.name for fv in proto.feature_views]
+    assert "driver_features" in fv_names
+
+    registry_a.teardown()
+
+
+def test_list_all_feature_views_updated_since(sqlite_registry):
+    """Test that _list_all_feature_views filters by updated_since at the SQL level."""
+    entity = Entity(
+        name="driver",
+        value_type=ValueType.STRING,
+        join_keys=["driver_id"],
+    )
+    sqlite_registry.apply_entity(entity, "test_project")
+
+    file_source = FileSource(
+        path="driver_stats.parquet",
+        timestamp_field="event_timestamp",
+        created_timestamp_column="created",
+    )
+
+    fv1 = _build_feature_view("driver_activity_1", entity, file_source)
+    fv2 = _build_feature_view("driver_activity_2", entity, file_source)
+    sqlite_registry.apply_feature_view(fv1, "test_project")
+    sqlite_registry.apply_feature_view(fv2, "test_project")
+
+    # Filtering with a past timestamp returns all feature views
+    past = datetime(2000, 1, 1, tzinfo=timezone.utc)
+    result = sqlite_registry.list_all_feature_views("test_project", updated_since=past)
+    assert len(result) == 2
+
+    # Filtering with a future timestamp returns nothing
+    future = datetime(2999, 1, 1, tzinfo=timezone.utc)
+    result = sqlite_registry.list_all_feature_views(
+        "test_project", updated_since=future
+    )
+    assert len(result) == 0
+
+    # No filter returns all feature views
+    result = sqlite_registry.list_all_feature_views("test_project")
+    assert len(result) == 2
+
+
+def test_list_feature_views_updated_since(sqlite_registry):
+    """Test that _list_feature_views respects updated_since via SQL WHERE clause."""
+    entity = Entity(
+        name="rider",
+        value_type=ValueType.STRING,
+        join_keys=["rider_id"],
+    )
+    sqlite_registry.apply_entity(entity, "test_project")
+
+    file_source = FileSource(
+        path="rider_stats.parquet",
+        timestamp_field="event_timestamp",
+        created_timestamp_column="created",
+    )
+
+    fv = _build_feature_view("rider_activity", entity, file_source)
+    sqlite_registry.apply_feature_view(fv, "test_project")
+
+    # A cutoff just before the feature view was applied returns it
+    before = datetime.now(tz=timezone.utc) - timedelta(seconds=60)
+    result = sqlite_registry._list_feature_views(
+        "test_project", tags=None, updated_since=before
+    )
+    assert any(fv.name == "rider_activity" for fv in result)
+
+    # A cutoff in the future returns nothing
+    future = datetime(2999, 1, 1, tzinfo=timezone.utc)
+    result = sqlite_registry._list_feature_views(
+        "test_project", tags=None, updated_since=future
+    )
+    assert len(result) == 0
+
+
+def test_list_feature_views_updated_since_naive_treated_as_utc(sqlite_registry):
+    """A naive updated_since is treated as UTC, not local time, in the SQL filter."""
+    entity = Entity(
+        name="courier",
+        value_type=ValueType.STRING,
+        join_keys=["courier_id"],
+    )
+    sqlite_registry.apply_entity(entity, "test_project")
+
+    file_source = FileSource(
+        path="courier_stats.parquet",
+        timestamp_field="event_timestamp",
+        created_timestamp_column="created",
+    )
+
+    fv = _build_feature_view("courier_activity", entity, file_source)
+    sqlite_registry.apply_feature_view(fv, "test_project")
+
+    # A naive past cutoff (interpreted as UTC) should return the feature view
+    past_naive = datetime(2000, 1, 1)
+    result = sqlite_registry._list_feature_views(
+        "test_project", tags=None, updated_since=past_naive
+    )
+    assert any(fv.name == "courier_activity" for fv in result)
+
+    # The equivalent UTC-aware cutoff must produce the same result
+    past_aware = datetime(2000, 1, 1, tzinfo=timezone.utc)
+    result_aware = sqlite_registry._list_feature_views(
+        "test_project", tags=None, updated_since=past_aware
+    )
+    assert len(result) == len(result_aware)
+
+
+class TestSchemaMode:
+    def test_schema_mode_auto_creates_tables(self, tmp_path):
+        """Default schema_mode='auto' creates tables on init (existing behavior)."""
+        db_file = tmp_path / "auto.db"
+        config = SqlRegistryConfig(
+            registry_type="sql",
+            path=f"sqlite:///{db_file}",
+            schema_mode="auto",
+        )
+        registry = SqlRegistry(config, "test_project", None)
+        from sqlalchemy import create_engine, inspect
+
+        engine = create_engine(f"sqlite:///{db_file}")
+        tables = set(inspect(engine).get_table_names())
+        expected = set(registry_metadata.tables.keys())
+        assert expected.issubset(tables)
+        engine.dispose()
+        registry.teardown()
+
+    def test_schema_mode_verify_raises_when_tables_missing(self, tmp_path):
+        """schema_mode='verify' raises FeastRegistrySchemaError on empty database."""
+        db_file = tmp_path / "verify_empty.db"
+        config = SqlRegistryConfig(
+            registry_type="sql",
+            path=f"sqlite:///{db_file}",
+            schema_mode="verify",
+        )
+        with pytest.raises(FeastRegistrySchemaError, match="missing tables"):
+            SqlRegistry(config, "test_project", None)
+
+    def test_schema_mode_verify_passes_when_tables_exist(self, tmp_path):
+        """schema_mode='verify' succeeds when schema was pre-created."""
+        db_file = tmp_path / "verify_ok.db"
+        db_url = f"sqlite:///{db_file}"
+        from sqlalchemy import create_engine
+
+        engine = create_engine(db_url)
+        registry_metadata.create_all(engine)
+        engine.dispose()
+
+        config = SqlRegistryConfig(
+            registry_type="sql",
+            path=db_url,
+            schema_mode="verify",
+        )
+        registry = SqlRegistry(config, "test_project", None)
+        registry.teardown()
+
+    def test_schema_mode_skip_does_not_run_ddl(self, tmp_path):
+        """schema_mode='skip' calls neither create_all nor _verify_schema."""
+        from unittest.mock import patch
+
+        db_file = tmp_path / "skip.db"
+        db_url = f"sqlite:///{db_file}"
+        from sqlalchemy import create_engine
+
+        engine = create_engine(db_url)
+        registry_metadata.create_all(engine)
+        engine.dispose()
+
+        with (
+            patch.object(registry_metadata, "create_all") as mock_create,
+            patch.object(SqlRegistry, "_verify_schema") as mock_verify,
+        ):
+            config = SqlRegistryConfig(
+                registry_type="sql",
+                path=db_url,
+                schema_mode="skip",
+            )
+            SqlRegistry(config, "test_project", None)
+            mock_create.assert_not_called()
+            mock_verify.assert_not_called()
+
+    def test_schema_mode_invalid_value_rejected(self):
+        """schema_mode only accepts 'auto', 'verify', 'skip'."""
+        from pydantic import ValidationError
+
+        with pytest.raises(ValidationError):
+            SqlRegistryConfig(
+                registry_type="sql",
+                path="sqlite:///dummy.db",
+                schema_mode="bogus",
+            )
diff --git a/sdk/python/tests/unit/infra/registry/test_update_metadata_fields.py b/sdk/python/tests/unit/infra/registry/test_update_metadata_fields.py
new file mode 100644
index 00000000000..60b6ed165cc
--- /dev/null
+++ b/sdk/python/tests/unit/infra/registry/test_update_metadata_fields.py
@@ -0,0 +1,53 @@
+"""Unit tests for Registry._update_metadata_fields TTL handling (issue #6703).
+
+Re-applying a FeatureView with its ttl cleared to ``None`` or
+``timedelta(0)`` (both the documented ways to express "no ttl") used to be
+silently dropped, because the update was gated on ``updated_fv.ttl`` being
+truthy -- and both of those values are falsy.
+
+``_update_metadata_fields`` does not use any instance state, so it is exercised
+directly via the class here rather than standing up a full registry backend.
+"""
+
+from datetime import timedelta
+
+import pytest
+
+from feast.entity import Entity
+from feast.feature_view import FeatureView
+from feast.field import Field
+from feast.infra.offline_stores.file_source import FileSource
+from feast.infra.registry.registry import Registry
+from feast.types import Float32
+
+
+def _feature_view(ttl):
+    return FeatureView(
+        name="fv",
+        entities=[Entity(name="e", join_keys=["e_id"])],
+        schema=[Field(name="f1", dtype=Float32)],
+        source=FileSource(path="file://feast/*", timestamp_field="ts_col"),
+        ttl=ttl,
+    )
+
+
+@pytest.mark.parametrize("cleared_ttl", [None, timedelta(0)])
+def test_update_metadata_fields_clears_ttl(cleared_ttl):
+    existing_proto = _feature_view(timedelta(days=10)).to_proto()
+    # sanity: the existing view starts with a finite ttl
+    assert existing_proto.spec.ttl.ToNanoseconds() != 0
+
+    updated_fv = _feature_view(cleared_ttl)
+    Registry._update_metadata_fields(None, existing_proto, updated_fv)
+
+    # the cleared ttl (None / timedelta(0)) must now be reflected as "no ttl"
+    assert existing_proto.spec.ttl.ToNanoseconds() == 0
+
+
+def test_update_metadata_fields_preserves_finite_ttl():
+    existing_proto = _feature_view(timedelta(days=10)).to_proto()
+
+    updated_fv = _feature_view(timedelta(days=3))
+    Registry._update_metadata_fields(None, existing_proto, updated_fv)
+
+    assert existing_proto.spec.ttl.ToTimedelta() == timedelta(days=3)
diff --git a/sdk/python/tests/unit/infra/scaffolding/test_repo_operations.py b/sdk/python/tests/unit/infra/scaffolding/test_repo_operations.py
index b31aee51c1e..9034f0cbcb5 100644
--- a/sdk/python/tests/unit/infra/scaffolding/test_repo_operations.py
+++ b/sdk/python/tests/unit/infra/scaffolding/test_repo_operations.py
@@ -189,12 +189,13 @@ def test_parse_repo():
 
         repo_contents = parse_repo(repo_path)
 
-        assert len(repo_contents.data_sources) == 3
+        assert len(repo_contents.data_sources) == 5
         assert len(repo_contents.feature_views) == 2
         assert len(repo_contents.on_demand_feature_views) == 2
         assert len(repo_contents.stream_feature_views) == 0
         assert len(repo_contents.entities) == 2
         assert len(repo_contents.feature_services) == 3
+        assert len(repo_contents.label_views) == 1
 
 
 def test_parse_repo_with_future_annotations():
@@ -215,9 +216,10 @@ def test_parse_repo_with_future_annotations():
 
         repo_contents = parse_repo(repo_path)
 
-        assert len(repo_contents.data_sources) == 3
+        assert len(repo_contents.data_sources) == 5
         assert len(repo_contents.feature_views) == 2
         assert len(repo_contents.on_demand_feature_views) == 2
         assert len(repo_contents.stream_feature_views) == 0
         assert len(repo_contents.entities) == 2
         assert len(repo_contents.feature_services) == 3
+        assert len(repo_contents.label_views) == 1
diff --git a/sdk/python/tests/unit/infra/test_dependency_conflicts.py b/sdk/python/tests/unit/infra/test_dependency_conflicts.py
index 8b0b39569e3..4e4634d1bbc 100644
--- a/sdk/python/tests/unit/infra/test_dependency_conflicts.py
+++ b/sdk/python/tests/unit/infra/test_dependency_conflicts.py
@@ -8,11 +8,29 @@
 
 class TestDependencyConflicts:
     def test_install_kserve_with_feast(self):
-        """Test installing KServe in the current environment where Feast is already installed.
-        Ensures no dependency conflict errors occur.
+        """Resolve KServe against the environment Feast is installed in.
+
+        ``--dry-run`` makes pip resolve the full dependency set and report what
+        it would install, without installing anything. Resolution is the part
+        this test cares about: pip exits non-zero when the versions cannot be
+        satisfied together, which is the conflict being guarded against.
+
+        Installing for real would mutate the interpreter running the suite.
+        Feast pins ``psutil==5.9.0`` while KServe requires ``psutil>=5.9.6``, so
+        pip has to uninstall psutil before reinstalling it, and the unit suite
+        runs under ``pytest -n 8`` against a single environment. Any test that
+        imports psutil during that window fails, including every test that
+        shells out to the CLI, since ``feast.metrics`` imports it at module
+        scope. It also left the environment inconsistent for the next run.
         """
-        # Command to install KServe
-        command = [sys.executable, "-m", "pip", "install", "kserve==0.15.2"]
+        command = [
+            sys.executable,
+            "-m",
+            "pip",
+            "install",
+            "--dry-run",
+            "kserve==0.15.2",
+        ]
 
         process = subprocess.Popen(
             command, stdout=subprocess.PIPE, stderr=subprocess.PIPE
@@ -26,7 +44,10 @@ def test_install_kserve_with_feast(self):
         logger.debug(out)
         logger.debug(err)
 
-        # Assertions
-        assert exit_code == 0
-        conflict_occured = "dependency conflicts" in err and "ERROR" not in err
-        assert not conflict_occured, "Dependency conflict detected during installation"
+        # pip reports an unsatisfiable set on stdout and exits non-zero, so the
+        # exit code is the assertion that matters; the message is for the
+        # failure output.
+        assert exit_code == 0, (
+            f"pip could not resolve kserve==0.15.2 against the current "
+            f"environment:\n{out}\n{err}"
+        )
diff --git a/sdk/python/tests/unit/infra/test_key_encoding_utils.py b/sdk/python/tests/unit/infra/test_key_encoding_utils.py
index ba481adf234..604368a7242 100644
--- a/sdk/python/tests/unit/infra/test_key_encoding_utils.py
+++ b/sdk/python/tests/unit/infra/test_key_encoding_utils.py
@@ -236,32 +236,6 @@ def test_optimization_preserves_sorting():
     assert [v.string_val for v in deserialized.entity_values] == expected_sorted_values
 
 
-def test_performance_bounds_single_entity():
-    """Regression test to ensure single entity performance meets minimum bounds."""
-    import time
-
-    entity_key = EntityKeyProto(
-        join_keys=["user_id"], entity_values=[ValueProto(string_val="user123")]
-    )
-
-    # Measure serialization time for 1000 operations
-    start = time.perf_counter()
-    for _ in range(1000):
-        serialize_entity_key(entity_key, entity_key_serialization_version=3)
-    serialize_time = time.perf_counter() - start
-
-    # Measure deserialization time
-    serialized = serialize_entity_key(entity_key, entity_key_serialization_version=3)
-    start = time.perf_counter()
-    for _ in range(1000):
-        deserialize_entity_key(serialized, entity_key_serialization_version=3)
-    deserialize_time = time.perf_counter() - start
-
-    # Performance bounds with generous thresholds to avoid flaky failures on CI runners
-    assert serialize_time < 0.2, f"Serialization too slow: {serialize_time:.4f}s"
-    assert deserialize_time < 0.2, f"Deserialization too slow: {deserialize_time:.4f}s"
-
-
 def test_non_ascii_prefix_compatibility():
     """Critical test: ensure prefix serialization matches full entity key serialization for non-ASCII keys."""
     # Test with non-ASCII characters that have different byte vs character lengths
diff --git a/sdk/python/tests/unit/infra/utils/snowflake/test_snowflake_udfs.py b/sdk/python/tests/unit/infra/utils/snowflake/test_snowflake_udfs.py
new file mode 100644
index 00000000000..5e8046bd83d
--- /dev/null
+++ b/sdk/python/tests/unit/infra/utils/snowflake/test_snowflake_udfs.py
@@ -0,0 +1,182 @@
+import os
+import re
+
+import pytest
+
+DECOMMISSIONED_RUNTIME_VERSION = "3.9"
+
+# Snowflake requires the Python UDF RUNTIME_VERSION to match a Python runtime
+# that Snowflake still supports, and Feast should never request a runtime
+# below the minimum Python version Feast itself supports
+# (see `requires-python` in pyproject.toml).
+MIN_SUPPORTED_RUNTIME_VERSION = "3.10"
+
+# Placeholder substituted into snowflake_python_udfs_creation.sql at deploy time by
+# SnowflakeComputeEngine.update(), using
+# SnowflakeComputeEngineConfig.python_udf_runtime_version. See
+# https://github.com/feast-dev/feast/issues/6606 and the follow-up request to make
+# the runtime version user-configurable on PR #6608.
+RUNTIME_VERSION_PLACEHOLDER = "RUNTIME_VERSION_HOLDER"
+
+
+def _snowpark_dir() -> str:
+    import feast
+
+    return os.path.join(
+        feast.__path__[0],
+        "infra",
+        "utils",
+        "snowflake",
+        "snowpark",
+    )
+
+
+def _render_udf_creation_sql(runtime_version: str) -> str:
+    """Reproduce the substitution SnowflakeComputeEngine.update() performs on
+    snowflake_python_udfs_creation.sql, using a given runtime version, without
+    needing a live Snowflake connection.
+    """
+    sql_path = os.path.join(_snowpark_dir(), "snowflake_python_udfs_creation.sql")
+    with open(sql_path) as f:
+        sql = f.read()
+
+    sql = sql.replace("STAGE_HOLDER", "feast_stage")
+    sql = sql.replace("PROJECT_NAME", "myproject")
+    sql = sql.replace(RUNTIME_VERSION_PLACEHOLDER, runtime_version)
+    return sql
+
+
+def test_udf_creation_sql_template_uses_runtime_version_placeholder():
+    """The CREATE FUNCTION statements Feast executes against Snowflake must not
+    hardcode a specific (and eventually decommissioned) Python runtime version.
+    Instead, the SQL template should carry a placeholder that
+    SnowflakeComputeEngine.update() fills in from the user-configurable
+    `python_udf_runtime_version` setting (see
+    https://github.com/feast-dev/feast/issues/6606).
+    """
+    sql_path = os.path.join(_snowpark_dir(), "snowflake_python_udfs_creation.sql")
+    with open(sql_path) as f:
+        sql = f.read()
+
+    versions = re.findall(r"RUNTIME_VERSION\s*=\s*'([^']+)'", sql)
+    assert versions, (
+        "expected to find RUNTIME_VERSION declarations in the UDF creation SQL"
+    )
+    assert DECOMMISSIONED_RUNTIME_VERSION not in versions, (
+        f"snowflake_python_udfs_creation.sql still requests the decommissioned "
+        f"Snowflake Python runtime {DECOMMISSIONED_RUNTIME_VERSION!r}"
+    )
+    assert all(v == RUNTIME_VERSION_PLACEHOLDER for v in versions), (
+        "expected all RUNTIME_VERSION declarations to use the "
+        f"{RUNTIME_VERSION_PLACEHOLDER!r} placeholder (filled in at deploy time "
+        f"from the configurable python_udf_runtime_version), got "
+        f"{sorted(set(versions))}"
+    )
+
+
+def test_udf_creation_sql_renders_default_runtime_version():
+    """When rendered with the default `python_udf_runtime_version`
+    ("3.10"), the UDF creation SQL should request Feast's default runtime and
+    never the decommissioned 3.9 runtime.
+    """
+    from feast.infra.compute_engines.snowflake.snowflake_engine import (
+        SnowflakeComputeEngineConfig,
+    )
+
+    default_runtime_version = SnowflakeComputeEngineConfig(
+        database="FEAST"
+    ).python_udf_runtime_version
+    assert default_runtime_version == MIN_SUPPORTED_RUNTIME_VERSION
+
+    rendered_sql = _render_udf_creation_sql(default_runtime_version)
+    versions = re.findall(r"RUNTIME_VERSION\s*=\s*'([^']+)'", rendered_sql)
+    assert versions, "expected to find rendered RUNTIME_VERSION declarations"
+    assert DECOMMISSIONED_RUNTIME_VERSION not in versions
+    assert all(v == MIN_SUPPORTED_RUNTIME_VERSION for v in versions)
+
+
+def test_udf_creation_sql_renders_custom_runtime_version():
+    """A custom `python_udf_runtime_version` should flow through to every
+    rendered RUNTIME_VERSION declaration, so users aren't blocked on a Feast
+    release the next time Snowflake decommissions a runtime.
+    """
+    custom_runtime_version = "3.12"
+    rendered_sql = _render_udf_creation_sql(custom_runtime_version)
+
+    versions = re.findall(r"RUNTIME_VERSION\s*=\s*'([^']+)'", rendered_sql)
+    assert versions, "expected to find rendered RUNTIME_VERSION declarations"
+    assert RUNTIME_VERSION_PLACEHOLDER not in versions
+    assert all(v == custom_runtime_version for v in versions), (
+        f"expected all RUNTIME_VERSION declarations to be "
+        f"{custom_runtime_version!r}, got {sorted(set(versions))}"
+    )
+
+
+def test_udf_module_docstrings_do_not_reference_decommissioned_runtime_version():
+    """The reference `CREATE OR REPLACE FUNCTION` docstrings embedded in
+    snowflake_udfs.py document the same UDFs and should stay consistent with
+    the SQL template that is actually executed.
+
+    Note: we read the file as text rather than importing the module, since
+    `snowflake_udfs.py` imports `_snowflake`, which is only available inside
+    Snowflake's own Python UDF runtime.
+    """
+    udfs_path = os.path.join(_snowpark_dir(), "snowflake_udfs.py")
+    with open(udfs_path) as f:
+        source = f.read()
+
+    versions = re.findall(r"RUNTIME_VERSION\s*=\s*'([^']+)'", source)
+    assert versions, (
+        "expected to find RUNTIME_VERSION declarations in snowflake_udfs.py"
+    )
+    assert DECOMMISSIONED_RUNTIME_VERSION not in versions, (
+        f"snowflake_udfs.py docstrings still reference the decommissioned "
+        f"Snowflake Python runtime {DECOMMISSIONED_RUNTIME_VERSION!r}"
+    )
+
+
+def test_python_udf_runtime_version_defaults_to_3_10():
+    """The Snowflake compute engine config should default
+    `python_udf_runtime_version` to "3.10", matching Feast's own minimum
+    supported Python version, without requiring users to set it explicitly.
+    """
+    from feast.infra.compute_engines.snowflake.snowflake_engine import (
+        SnowflakeComputeEngineConfig,
+    )
+
+    config = SnowflakeComputeEngineConfig(database="FEAST")
+    assert config.python_udf_runtime_version == MIN_SUPPORTED_RUNTIME_VERSION
+
+
+def test_python_udf_runtime_version_accepts_custom_value():
+    """Per maintainer feedback on
+    https://github.com/feast-dev/feast/pull/6608 (@ntkathole: "is it possible
+    to make it user configurable?"), users must be able to override the
+    runtime version Feast requests, e.g. once Snowflake decommissions 3.10.
+    """
+    from feast.infra.compute_engines.snowflake.snowflake_engine import (
+        SnowflakeComputeEngineConfig,
+    )
+
+    config = SnowflakeComputeEngineConfig(
+        database="FEAST", python_udf_runtime_version="3.11"
+    )
+    assert config.python_udf_runtime_version == "3.11"
+
+
+@pytest.mark.parametrize("bad_version", ["", "three-ten", "3", "3.x", "3.10.", "v3.10"])
+def test_python_udf_runtime_version_rejects_invalid_values(bad_version):
+    """python_udf_runtime_version should validate that it looks like a Python
+    version string (e.g. "3.10" or "3.11.2"), so misconfiguration is caught
+    early rather than surfacing as an opaque Snowflake SQL compilation error.
+    """
+    from pydantic import ValidationError
+
+    from feast.infra.compute_engines.snowflake.snowflake_engine import (
+        SnowflakeComputeEngineConfig,
+    )
+
+    with pytest.raises(ValidationError):
+        SnowflakeComputeEngineConfig(
+            database="FEAST", python_udf_runtime_version=bad_version
+        )
diff --git a/sdk/python/tests/unit/infra/utils/snowflake/test_snowflake_utils.py b/sdk/python/tests/unit/infra/utils/snowflake/test_snowflake_utils.py
index 14b42c9783b..4bb02076354 100644
--- a/sdk/python/tests/unit/infra/utils/snowflake/test_snowflake_utils.py
+++ b/sdk/python/tests/unit/infra/utils/snowflake/test_snowflake_utils.py
@@ -1,12 +1,13 @@
 import tempfile
 from typing import Optional
-from unittest.mock import MagicMock
+from unittest.mock import MagicMock, patch
 
 import pytest
 from cryptography.hazmat.primitives import serialization
 from cryptography.hazmat.primitives.asymmetric import rsa
 
 from feast.infra.utils.snowflake.snowflake_utils import (
+    GetSnowflakeConnection,
     execute_snowflake_statement,
     parse_private_key_path,
 )
@@ -75,6 +76,64 @@ def test_parse_private_key_path_key_path_encrypted(encrypted_private_key):
         )
 
 
+class _AttrDict(dict):
+    __getattr__ = dict.__getitem__
+
+
+def _make_config(**overrides):
+    defaults = {
+        "type": "snowflake.offline",
+        "account": "test_account",
+        "user": "test_user",
+        "password": "test_password",  # pragma: allowlist secret
+        "role": "test_role",
+        "warehouse": "test_wh",
+        "database": "test_db",
+        "schema_": "test_schema",
+        "config_path": "",
+    }
+    defaults.update(overrides)
+    return _AttrDict(defaults)
+
+
+@patch("feast.infra.utils.snowflake.snowflake_utils.snowflake.connector")
+class TestGetSnowflakeConnectionIdentifierQuoting:
+    @pytest.fixture(autouse=True)
+    def _clear_cache(self):
+        with patch("feast.infra.utils.snowflake.snowflake_utils._cache", {}):
+            yield
+
+    @pytest.mark.parametrize(
+        "config_key,connect_key,value",
+        [
+            ("warehouse", "warehouse", "MY_WH"),
+            ("role", "role", "ANALYST"),
+            ("database", "database", "PROD_DB"),
+            ("schema_", "schema", "PUBLIC"),
+        ],
+    )
+    def test_identifier_passed_without_quoting(
+        self, mock_connector, config_key, connect_key, value
+    ):
+        mock_connector.connect.return_value = MagicMock()
+
+        with GetSnowflakeConnection(_make_config(**{config_key: value})):
+            pass
+
+        kwargs = mock_connector.connect.call_args[1]
+        assert kwargs[connect_key] == value
+
+    def test_schema_key_renamed_from_schema_underscore(self, mock_connector):
+        mock_connector.connect.return_value = MagicMock()
+
+        with GetSnowflakeConnection(_make_config(schema_="analytics")):
+            pass
+
+        kwargs = mock_connector.connect.call_args[1]
+        assert "schema" in kwargs
+        assert "schema_" not in kwargs
+
+
 class TestExecuteSnowflakeStatement:
     def test_empty_query_is_passed_through_to_execute(self):
         mock_conn = MagicMock()
diff --git a/sdk/python/tests/unit/local_feast_tests/test_feature_service.py b/sdk/python/tests/unit/local_feast_tests/test_feature_service.py
index c331f2913de..400d7ae86b2 100644
--- a/sdk/python/tests/unit/local_feast_tests/test_feature_service.py
+++ b/sdk/python/tests/unit/local_feast_tests/test_feature_service.py
@@ -56,15 +56,17 @@ def test_apply_with_fv_inference() -> None:
         driver_df = create_driver_hourly_stats_df(driver_entities, start_date, end_date)
         driver_stats_path = os.path.join(data_dir, "driver_stats.parquet")
         driver_df.to_parquet(path=driver_stats_path, allow_truncated_timestamps=True)
+        driver_stats_path_posix = driver_stats_path.replace("\\", "/")
 
         global_df = create_global_daily_stats_df(start_date, end_date)
         global_stats_path = os.path.join(data_dir, "global_stats.parquet")
         global_df.to_parquet(path=global_stats_path, allow_truncated_timestamps=True)
+        global_stats_path_posix = global_stats_path.replace("\\", "/")
 
         with runner.local_repo(
             get_example_repo("example_feature_repo_with_feature_service_3.py")
-            .replace("%PARQUET_PATH%", driver_stats_path)
-            .replace("%PARQUET_PATH_GLOBAL%", global_stats_path),
+            .replace("%PARQUET_PATH%", driver_stats_path_posix)
+            .replace("%PARQUET_PATH_GLOBAL%", global_stats_path_posix),
             "file",
         ) as store:
             assert len(store.list_feature_services()) == 2
diff --git a/sdk/python/tests/unit/local_feast_tests/test_local_feature_store.py b/sdk/python/tests/unit/local_feast_tests/test_local_feature_store.py
index 9b7660bf692..63f51bcef6e 100644
--- a/sdk/python/tests/unit/local_feast_tests/test_local_feature_store.py
+++ b/sdk/python/tests/unit/local_feast_tests/test_local_feature_store.py
@@ -1,4 +1,4 @@
-from datetime import datetime, timedelta
+from datetime import datetime, timedelta, timezone
 from tempfile import mkstemp
 from unittest.mock import AsyncMock, Mock, patch
 
@@ -11,7 +11,7 @@
 from feast.data_format import AvroFormat, ParquetFormat
 from feast.data_source import KafkaSource
 from feast.entity import Entity
-from feast.errors import ConflictingFeatureViewNames
+from feast.errors import ConflictingFeatureViewNames, FeatureViewNotFoundException
 from feast.feast_object import ALL_RESOURCE_TYPES
 from feast.feature_store import FeatureStore
 from feast.feature_view import DUMMY_ENTITY_ID, DUMMY_ENTITY_NAME, FeatureView
@@ -19,11 +19,13 @@
 from feast.infra.offline_stores.file_source import FileSource
 from feast.infra.online_stores.dynamodb import DynamoDBOnlineStore
 from feast.infra.online_stores.sqlite import SqliteOnlineStoreConfig
+from feast.on_demand_feature_view import OnDemandFeatureView
 from feast.permissions.action import AuthzedAction
 from feast.permissions.permission import Permission
 from feast.permissions.policy import RoleBasedPolicy
 from feast.repo_config import RegistryConfig, RepoConfig
 from feast.stream_feature_view import stream_feature_view
+from feast.transformation.pandas_transformation import PandasTransformation
 from feast.types import Array, Bytes, Float32, Int64, String, ValueType, from_value_type
 from tests.universal.feature_repos.universal.feature_views import TAGS
 from tests.utils.cli_repo_creator import CliRunner, get_example_repo
@@ -441,6 +443,121 @@ def test_apply_permissions(test_feature_store):
     test_feature_store.teardown()
 
 
+def _apply_feature_view_to_delete(test_feature_store, file_source):
+    """Register an entity and a feature view, and return the feature view."""
+    entity = Entity(
+        name="driver_entity", join_keys=["test_key"], value_type=ValueType.INT64
+    )
+    driver_fv = FeatureView(
+        name="driver_fv_to_delete",
+        entities=[entity],
+        schema=[Field(name="test_key", dtype=Int64)],
+        source=file_source,
+    )
+    test_feature_store.apply([entity, driver_fv])
+
+    fvs = test_feature_store.list_batch_feature_views()
+    assert len(fvs) == 1
+    assert fvs[0].name == driver_fv.name
+
+    return driver_fv
+
+
+def _deletion_source_dataframe():
+    """Build the small source frame both deletion tests register against."""
+    now = pd.Timestamp.utcnow().round("ms")
+    return pd.DataFrame(
+        {
+            "test_key": [1, 2, 1, 3, 3],
+            "feature_value": [0.1, 0.2, 0.3, 4.0, 5.0],
+            "ts_1": [
+                now,
+                now - pd.Timedelta(hours=4),
+                now - pd.Timedelta(hours=3),
+                now - pd.Timedelta(hours=2),
+                now - pd.Timedelta(hours=1),
+            ],
+        }
+    )
+
+
+@pytest.mark.parametrize(
+    "test_feature_store",
+    [lazy_fixture("feature_store_with_local_registry")],
+)
+def test_delete_feature_view(test_feature_store):
+    """Test the delete_feature_view lifecycle documented in registry.md.
+
+    Mirrors the end-to-end snippet in docs/getting-started/components/registry.md:
+    list the object, delete it by name, list again to confirm it is gone, and
+    check that fetching it afterwards raises FeatureViewNotFoundException.
+    """
+    assert isinstance(test_feature_store, FeatureStore)
+
+    with prep_file_source(
+        df=_deletion_source_dataframe(), timestamp_field="ts_1"
+    ) as file_source:
+        driver_fv = _apply_feature_view_to_delete(test_feature_store, file_source)
+
+        # Delete the feature view by name
+        test_feature_store.delete_feature_view(driver_fv.name)
+
+        # Verify feature view is deleted
+        assert len(test_feature_store.list_batch_feature_views()) == 0
+
+        # Verify get_feature_view raises FeatureViewNotFoundException
+        with pytest.raises(FeatureViewNotFoundException):
+            test_feature_store.get_feature_view(driver_fv.name)
+
+    test_feature_store.teardown()
+
+
+@pytest.mark.parametrize(
+    "test_feature_store",
+    [lazy_fixture("feature_store_with_local_registry")],
+)
+def test_delete_feature_view_raises_when_missing(test_feature_store):
+    """Deleting a feature view that was never registered raises, as documented."""
+    assert isinstance(test_feature_store, FeatureStore)
+
+    with pytest.raises(FeatureViewNotFoundException):
+        test_feature_store.delete_feature_view("feature_view_that_does_not_exist")
+
+    test_feature_store.teardown()
+
+
+@pytest.mark.parametrize(
+    "test_feature_store",
+    [lazy_fixture("feature_store_with_local_registry")],
+)
+def test_apply_delete_feature_view(test_feature_store):
+    """Test that a feature view can be deleted using objects_to_delete with partial=False.
+
+    This is the `feast apply` path called out in the hint block in registry.md,
+    and is distinct from the delete_feature_view path covered above.
+    """
+    assert isinstance(test_feature_store, FeatureStore)
+
+    with prep_file_source(
+        df=_deletion_source_dataframe(), timestamp_field="ts_1"
+    ) as file_source:
+        driver_fv = _apply_feature_view_to_delete(test_feature_store, file_source)
+
+        # Delete the feature view using objects_to_delete
+        test_feature_store.apply(
+            objects=[], objects_to_delete=[driver_fv], partial=False
+        )
+
+        # Verify feature view is deleted
+        assert len(test_feature_store.list_batch_feature_views()) == 0
+
+        # Verify get_feature_view raises FeatureViewNotFoundException
+        with pytest.raises(FeatureViewNotFoundException):
+            test_feature_store.get_feature_view(driver_fv.name)
+
+    test_feature_store.teardown()
+
+
 @pytest.mark.parametrize(
     "test_feature_store",
     [lazy_fixture("feature_store_with_local_registry")],
@@ -511,6 +628,69 @@ def test_reapply_feature_view(test_feature_store, dataframe_source):
         test_feature_store.teardown()
 
 
+@pytest.mark.parametrize(
+    "test_feature_store",
+    [lazy_fixture("feature_store_with_local_registry")],
+)
+@pytest.mark.parametrize("dataframe_source", [lazy_fixture("simple_dataset_1")])
+def test_materialize_incremental_odfv_entity_name_differs_from_join_key(
+    test_feature_store, dataframe_source
+):
+    """Regression test for https://github.com/feast-dev/feast/issues/5965.
+
+    _materialize_odfv must resolve source feature views' join key *columns*
+    (FeatureView.join_keys), not their entity *names* (FeatureView.entities),
+    when building the entity_df and querying the offline store. Before the
+    fix, this failed whenever an Entity's name differed from its join_keys.
+    """
+    with prep_file_source(df=dataframe_source, timestamp_field="ts_1") as file_source:
+        # Entity name ("id") intentionally differs from its join key
+        # ("id_join_key"), mirroring the exact repro from the issue.
+        e = Entity(name="id", join_keys=["id_join_key"])
+
+        source_fv = FeatureView(
+            name="my_feature_view_1",
+            schema=[Field(name="float_col", dtype=Float32)],
+            entities=[e],
+            source=file_source,
+            ttl=timedelta(days=3650),
+        )
+
+        def transform(features_df: pd.DataFrame) -> pd.DataFrame:
+            out = pd.DataFrame()
+            out["label"] = features_df["float_col"].apply(
+                lambda v: "high" if v >= 1 else "low"
+            )
+            return out
+
+        odfv = OnDemandFeatureView(
+            name="my_odfv",
+            entities=[e],
+            sources=[source_fv],
+            schema=[Field(name="label", dtype=String)],
+            feature_transformation=PandasTransformation(
+                udf=transform, udf_string="transform"
+            ),
+            write_to_online_store=True,
+        )
+
+        test_feature_store.apply([e, source_fv, odfv])
+
+        # Should not raise. Before the fix, this raised
+        # FeastJoinKeysDuringMaterialization because _materialize_odfv
+        # queried the offline store for a column named "id" (the entity
+        # name) instead of "id_join_key" (the actual join key column).
+        test_feature_store.materialize_incremental(end_date=datetime.now(timezone.utc))
+
+        response = test_feature_store.get_online_features(
+            features=["my_odfv:label"],
+            entity_rows=[{"id_join_key": 1}],
+        ).to_dict()
+        assert response["label"][0] is not None
+
+        test_feature_store.teardown()
+
+
 def test_apply_conflicting_feature_view_names(feature_store_with_local_registry):
     """Test applying feature views with non-case-insensitively unique names"""
     driver = Entity(name="driver", join_keys=["driver_id"])
diff --git a/sdk/python/tests/unit/monitoring/__init__.py b/sdk/python/tests/unit/monitoring/__init__.py
new file mode 100644
index 00000000000..8b137891791
--- /dev/null
+++ b/sdk/python/tests/unit/monitoring/__init__.py
@@ -0,0 +1 @@
+
diff --git a/sdk/python/tests/unit/monitoring/test_compute_correctness.py b/sdk/python/tests/unit/monitoring/test_compute_correctness.py
new file mode 100644
index 00000000000..9f9005380df
--- /dev/null
+++ b/sdk/python/tests/unit/monitoring/test_compute_correctness.py
@@ -0,0 +1,1831 @@
+"""
+Compute correctness tests for monitoring metric calculations.
+
+Verifies that each offline store backend's SQL/compute helpers produce
+mathematically correct results for a known golden dataset.
+
+- DuckDB and Dask tests run fully in-memory with zero external dependencies.
+- PostgreSQL tests require a live Postgres instance (skipped if unavailable).
+- Snowflake, BigQuery, Redshift, Spark, Oracle tests require their respective
+  backends (skipped if unavailable).
+"""
+
+import statistics
+from datetime import datetime, timezone
+from typing import Any, Dict
+
+import pyarrow as pa
+import pytest
+
+# ---------------------------------------------------------------------------
+# Golden dataset: known values with hand-computable statistics
+# ---------------------------------------------------------------------------
+
+NUMERIC_VALUES = [1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 9.0, 10.0]
+NUMERIC_WITH_NULLS = [1.0, None, 3.0, None, 5.0, None, 7.0, None, 9.0, None]
+CATEGORICAL_VALUES = ["a", "b", "a", "c", "a", "b", "d", "a", "b", "c"]
+
+ROW_COUNT = len(NUMERIC_VALUES)
+NON_NULL_VALUES = [v for v in NUMERIC_WITH_NULLS if v is not None]
+
+
+def _expected_numeric_stats():
+    """Hand-computed expected values for NUMERIC_VALUES = [1..10]."""
+    vals = NUMERIC_VALUES
+    return {
+        "row_count": 10,
+        "null_count": 0,
+        "null_rate": 0.0,
+        "mean": 5.5,
+        "stddev": statistics.stdev(vals),  # sample stddev ≈ 3.0277
+        "min_val": 1.0,
+        "max_val": 10.0,
+        "p50": 5.5,
+        "p75": 7.75,
+        "p90": 9.1,
+        "p95": 9.55,
+        "p99": 9.91,
+    }
+
+
+def _expected_numeric_with_nulls_stats():
+    """Hand-computed expected values for NUMERIC_WITH_NULLS."""
+    vals = NON_NULL_VALUES  # [1, 3, 5, 7, 9]
+    return {
+        "row_count": 10,
+        "null_count": 5,
+        "null_rate": 0.5,
+        "mean": 5.0,
+        "stddev": statistics.stdev(vals),  # sample stddev ≈ 3.1623
+        "min_val": 1.0,
+        "max_val": 9.0,
+    }
+
+
+def _expected_categorical_stats():
+    """Expected values for CATEGORICAL_VALUES."""
+    return {
+        "row_count": 10,
+        "null_count": 0,
+        "null_rate": 0.0,
+        "unique_count": 4,
+        "top_value": "a",
+        "top_count": 4,
+    }
+
+
+# ---------------------------------------------------------------------------
+# Shared assertions: validate any backend's numeric/categorical result
+# ---------------------------------------------------------------------------
+
+
+def assert_numeric_correctness(
+    result: Dict[str, Any], expected: Dict, label: str, approx_percentiles: bool = False
+):
+    """Assert that a numeric result from any backend matches expected values."""
+    assert result["feature_type"] == "numeric", f"{label}: wrong feature_type"
+    assert result["row_count"] == expected["row_count"], f"{label}: wrong row_count"
+    assert result["null_count"] == expected["null_count"], f"{label}: wrong null_count"
+    assert result["null_rate"] == pytest.approx(expected["null_rate"], abs=1e-6), (
+        f"{label}: wrong null_rate"
+    )
+    assert result["mean"] == pytest.approx(expected["mean"], abs=1e-4), (
+        f"{label}: wrong mean"
+    )
+    assert result["stddev"] == pytest.approx(expected["stddev"], abs=0.05), (
+        f"{label}: wrong stddev"
+    )
+    assert result["min_val"] == pytest.approx(expected["min_val"], abs=1e-6), (
+        f"{label}: wrong min_val"
+    )
+    assert result["max_val"] == pytest.approx(expected["max_val"], abs=1e-6), (
+        f"{label}: wrong max_val"
+    )
+
+    if "p50" in expected and not approx_percentiles:
+        assert result["p50"] == pytest.approx(expected["p50"], abs=0.5), (
+            f"{label}: wrong p50"
+        )
+        assert result["p75"] == pytest.approx(expected["p75"], abs=0.5), (
+            f"{label}: wrong p75"
+        )
+        assert result["p90"] == pytest.approx(expected["p90"], abs=0.5), (
+            f"{label}: wrong p90"
+        )
+
+    # Percentile ordering is always enforced
+    assert result["p50"] <= result["p75"], f"{label}: p50 > p75"
+    assert result["p75"] <= result["p90"], f"{label}: p75 > p90"
+    assert result["p90"] <= result["p95"], f"{label}: p90 > p95"
+    assert result["p95"] <= result["p99"], f"{label}: p95 > p99"
+    assert result["p50"] >= result["min_val"], f"{label}: p50 < min"
+    assert result["p99"] <= result["max_val"], f"{label}: p99 > max"
+
+
+def assert_histogram_correctness(
+    result: Dict[str, Any], label: str, expected_bins: int = 5
+):
+    """Assert that a numeric histogram has consistent structure and totals."""
+    hist = result.get("histogram")
+    assert hist is not None, f"{label}: histogram is None"
+    assert len(hist["counts"]) == expected_bins, f"{label}: wrong number of bins"
+    assert len(hist["bins"]) == expected_bins + 1, f"{label}: wrong number of bin edges"
+    total = sum(hist["counts"])
+    non_null = result["row_count"] - result["null_count"]
+    assert total == non_null, f"{label}: histogram total {total} != non_null {non_null}"
+    assert hist["bins"][0] <= result["min_val"], f"{label}: first bin edge > min_val"
+    assert hist["bins"][-1] >= result["max_val"], f"{label}: last bin edge < max_val"
+
+
+def assert_categorical_correctness(result: Dict[str, Any], expected: Dict, label: str):
+    """Assert that a categorical result from any backend matches expected values."""
+    assert result["feature_type"] == "categorical", f"{label}: wrong feature_type"
+    assert result["row_count"] == expected["row_count"], f"{label}: wrong row_count"
+    assert result["null_count"] == expected["null_count"], f"{label}: wrong null_count"
+    assert result["null_rate"] == pytest.approx(expected["null_rate"], abs=1e-6), (
+        f"{label}: wrong null_rate"
+    )
+
+    hist = result["histogram"]
+    assert hist is not None, f"{label}: histogram is None"
+    assert hist["unique_count"] == expected["unique_count"], (
+        f"{label}: wrong unique_count"
+    )
+
+    top_entry = hist["values"][0]
+    assert top_entry["value"] == expected["top_value"], f"{label}: wrong top value"
+    assert top_entry["count"] == expected["top_count"], f"{label}: wrong top count"
+
+    total = sum(e["count"] for e in hist["values"]) + hist["other_count"]
+    expected_total = expected["row_count"] - expected["null_count"]
+    assert total == expected_total, (
+        f"{label}: categorical total {total} != expected {expected_total}"
+    )
+
+
+# ===================================================================
+# DuckDB compute correctness tests (fully in-memory, no external deps)
+# ===================================================================
+
+
+class TestDuckDBComputeCorrectness:
+    """Test DuckDB SQL helper functions produce correct metric values."""
+
+    @pytest.fixture(autouse=True)
+    def setup_duckdb(self):
+        duckdb = pytest.importorskip("duckdb")
+        self.conn = duckdb.connect()
+
+        self.conn.execute("""
+            CREATE TABLE test_data (
+                event_timestamp TIMESTAMP,
+                numeric_col DOUBLE,
+                numeric_with_nulls DOUBLE,
+                categorical_col VARCHAR
+            )
+        """)
+
+        ts = datetime(2025, 1, 15, 12, 0, 0)
+        for i in range(ROW_COUNT):
+            n_val = NUMERIC_VALUES[i]
+            n_null = NUMERIC_WITH_NULLS[i]
+            c_val = CATEGORICAL_VALUES[i]
+            n_null_sql = f"{n_null}" if n_null is not None else "NULL"
+            self.conn.execute(
+                f"INSERT INTO test_data VALUES "
+                f"(TIMESTAMP '{ts.strftime('%Y-%m-%d %H:%M:%S')}', "
+                f"{n_val}, {n_null_sql}, '{c_val}')"
+            )
+        yield
+        self.conn.close()
+
+    def test_numeric_stats_basic(self):
+        from feast.infra.offline_stores.duckdb import _duckdb_numeric_stats
+
+        results = _duckdb_numeric_stats(
+            self.conn,
+            "test_data",
+            ["numeric_col"],
+            "1=1",
+            histogram_bins=5,
+        )
+
+        assert len(results) == 1
+        result = results[0]
+        expected = _expected_numeric_stats()
+        assert_numeric_correctness(result, expected, "duckdb_numeric")
+        assert_histogram_correctness(result, "duckdb_numeric", expected_bins=5)
+
+    def test_numeric_stats_with_nulls(self):
+        from feast.infra.offline_stores.duckdb import _duckdb_numeric_stats
+
+        results = _duckdb_numeric_stats(
+            self.conn,
+            "test_data",
+            ["numeric_with_nulls"],
+            "1=1",
+            histogram_bins=5,
+        )
+
+        assert len(results) == 1
+        result = results[0]
+        expected = _expected_numeric_with_nulls_stats()
+        assert_numeric_correctness(result, expected, "duckdb_numeric_nulls")
+        assert_histogram_correctness(result, "duckdb_numeric_nulls", expected_bins=5)
+
+    def test_numeric_multiple_features(self):
+        from feast.infra.offline_stores.duckdb import _duckdb_numeric_stats
+
+        results = _duckdb_numeric_stats(
+            self.conn,
+            "test_data",
+            ["numeric_col", "numeric_with_nulls"],
+            "1=1",
+            histogram_bins=5,
+        )
+
+        assert len(results) == 2
+        assert results[0]["feature_name"] == "numeric_col"
+        assert results[1]["feature_name"] == "numeric_with_nulls"
+        assert results[0]["mean"] == pytest.approx(5.5, abs=1e-4)
+        assert results[1]["mean"] == pytest.approx(5.0, abs=1e-4)
+        assert results[0]["null_count"] == 0
+        assert results[1]["null_count"] == 5
+
+    def test_categorical_stats(self):
+        from feast.infra.offline_stores.duckdb import _duckdb_categorical_stats
+
+        result = _duckdb_categorical_stats(
+            self.conn,
+            "test_data",
+            "categorical_col",
+            "1=1",
+            top_n=10,
+        )
+
+        expected = _expected_categorical_stats()
+        assert_categorical_correctness(result, expected, "duckdb_categorical")
+
+    def test_categorical_top_n_truncation(self):
+        from feast.infra.offline_stores.duckdb import _duckdb_categorical_stats
+
+        result = _duckdb_categorical_stats(
+            self.conn,
+            "test_data",
+            "categorical_col",
+            "1=1",
+            top_n=2,
+        )
+
+        assert len(result["histogram"]["values"]) == 2
+        assert result["histogram"]["other_count"] > 0
+        total = (
+            sum(e["count"] for e in result["histogram"]["values"])
+            + result["histogram"]["other_count"]
+        )
+        assert total == 10
+
+    def test_histogram_bin_edges_cover_range(self):
+        from feast.infra.offline_stores.duckdb import _duckdb_numeric_histogram
+
+        hist = _duckdb_numeric_histogram(
+            self.conn,
+            "test_data",
+            "numeric_col",
+            "1=1",
+            bins=5,
+            min_val=1.0,
+            max_val=10.0,
+        )
+
+        assert hist["bins"][0] == pytest.approx(1.0, abs=1e-6)
+        assert hist["bins"][-1] == pytest.approx(10.0, abs=0.1)
+        assert sum(hist["counts"]) == 10
+        assert hist["bin_width"] == pytest.approx(1.8, abs=0.01)
+
+    def test_histogram_single_value(self):
+        from feast.infra.offline_stores.duckdb import _duckdb_numeric_histogram
+
+        self.conn.execute("""
+            CREATE TABLE single_val (event_timestamp TIMESTAMP, v DOUBLE)
+        """)
+        self.conn.execute(
+            "INSERT INTO single_val VALUES (TIMESTAMP '2025-01-15 12:00:00', 42.0)"
+        )
+
+        hist = _duckdb_numeric_histogram(
+            self.conn,
+            "single_val",
+            "v",
+            "1=1",
+            bins=5,
+            min_val=42.0,
+            max_val=42.0,
+        )
+
+        assert hist["counts"] == [1]
+        assert hist["bin_width"] == 0.0
+
+    def test_empty_table(self):
+        from feast.infra.offline_stores.duckdb import _duckdb_numeric_stats
+
+        self.conn.execute("""
+            CREATE TABLE empty_tbl (event_timestamp TIMESTAMP, v DOUBLE)
+        """)
+        results = _duckdb_numeric_stats(
+            self.conn,
+            "empty_tbl",
+            ["v"],
+            "1=1",
+            histogram_bins=5,
+        )
+
+        assert len(results) == 1
+        assert results[0]["row_count"] == 0
+        assert results[0]["mean"] is None
+        assert results[0]["histogram"] is None
+
+    def test_stddev_with_single_row(self):
+        from feast.infra.offline_stores.duckdb import _duckdb_numeric_stats
+
+        self.conn.execute("""
+            CREATE TABLE one_row (event_timestamp TIMESTAMP, v DOUBLE)
+        """)
+        self.conn.execute(
+            "INSERT INTO one_row VALUES (TIMESTAMP '2025-01-15 12:00:00', 7.0)"
+        )
+        results = _duckdb_numeric_stats(
+            self.conn,
+            "one_row",
+            ["v"],
+            "1=1",
+            histogram_bins=5,
+        )
+
+        assert results[0]["mean"] == pytest.approx(7.0)
+        assert results[0]["min_val"] == 7.0
+        assert results[0]["max_val"] == 7.0
+        # STDDEV_SAMP of a single value is NULL
+        assert results[0]["stddev"] is None
+
+    def test_large_dataset_percentiles(self):
+        from feast.infra.offline_stores.duckdb import _duckdb_numeric_stats
+
+        self.conn.execute("""
+            CREATE TABLE large_tbl (event_timestamp TIMESTAMP, v DOUBLE)
+        """)
+        for i in range(1, 1001):
+            self.conn.execute(
+                f"INSERT INTO large_tbl VALUES "
+                f"(TIMESTAMP '2025-01-15 12:00:00', {float(i)})"
+            )
+
+        results = _duckdb_numeric_stats(
+            self.conn,
+            "large_tbl",
+            ["v"],
+            "1=1",
+            histogram_bins=10,
+        )
+
+        r = results[0]
+        assert r["mean"] == pytest.approx(500.5, abs=0.1)
+        assert r["min_val"] == 1.0
+        assert r["max_val"] == 1000.0
+        assert r["p50"] == pytest.approx(500.5, abs=5.0)
+        assert r["p90"] == pytest.approx(900.0, abs=10.0)
+        assert r["p99"] == pytest.approx(990.0, abs=10.0)
+        assert_histogram_correctness(r, "duckdb_large", expected_bins=10)
+
+
+# ===================================================================
+# Dask (PyArrow) compute correctness tests (no external deps)
+# ===================================================================
+
+
+class TestDaskComputeCorrectness:
+    """Test Dask/PyArrow compute helpers produce correct metric values."""
+
+    def test_numeric_stats_basic(self):
+        from feast.infra.offline_stores.dask import _dask_compute_numeric_metrics
+
+        col = pa.chunked_array([pa.array(NUMERIC_VALUES, type=pa.float64())])
+        result = _dask_compute_numeric_metrics(col, histogram_bins=5)
+
+        expected = _expected_numeric_stats()
+        result["feature_name"] = "test"
+        assert_numeric_correctness(result, expected, "dask_numeric")
+        assert_histogram_correctness(result, "dask_numeric", expected_bins=5)
+
+    def test_numeric_stats_with_nulls(self):
+        from feast.infra.offline_stores.dask import _dask_compute_numeric_metrics
+
+        col = pa.chunked_array([pa.array(NUMERIC_WITH_NULLS, type=pa.float64())])
+        result = _dask_compute_numeric_metrics(col, histogram_bins=5)
+        result["feature_name"] = "test"
+
+        expected = _expected_numeric_with_nulls_stats()
+        assert_numeric_correctness(result, expected, "dask_numeric_nulls")
+        assert_histogram_correctness(result, "dask_numeric_nulls", expected_bins=5)
+
+    def test_numeric_all_nulls(self):
+        from feast.infra.offline_stores.dask import _dask_compute_numeric_metrics
+
+        col = pa.chunked_array([pa.array([None, None, None], type=pa.float64())])
+        result = _dask_compute_numeric_metrics(col, histogram_bins=5)
+
+        assert result["row_count"] == 3
+        assert result["null_count"] == 3
+        assert result["mean"] is None
+        assert result["histogram"] is None
+
+    def test_numeric_empty(self):
+        from feast.infra.offline_stores.dask import _dask_compute_numeric_metrics
+
+        col = pa.chunked_array([pa.array([], type=pa.float64())])
+        result = _dask_compute_numeric_metrics(col, histogram_bins=5)
+
+        assert result["row_count"] == 0
+        assert result["mean"] is None
+
+    def test_numeric_single_value(self):
+        from feast.infra.offline_stores.dask import _dask_compute_numeric_metrics
+
+        col = pa.chunked_array([pa.array([42.0], type=pa.float64())])
+        result = _dask_compute_numeric_metrics(col, histogram_bins=5)
+
+        assert result["mean"] == pytest.approx(42.0)
+        assert result["min_val"] == 42.0
+        assert result["max_val"] == 42.0
+        assert result["stddev"] is None  # STDDEV_SAMP of single value
+
+    def test_numeric_large_dataset_percentiles(self):
+        from feast.infra.offline_stores.dask import _dask_compute_numeric_metrics
+
+        vals = list(range(1, 1001))
+        col = pa.chunked_array([pa.array(vals, type=pa.float64())])
+        result = _dask_compute_numeric_metrics(col, histogram_bins=10)
+
+        assert result["mean"] == pytest.approx(500.5, abs=0.1)
+        assert result["p50"] == pytest.approx(500.5, abs=5.0)
+        assert result["p90"] == pytest.approx(900.0, abs=10.0)
+        assert result["p99"] == pytest.approx(990.0, abs=10.0)
+        result["feature_name"] = "test"
+        assert_histogram_correctness(result, "dask_large", expected_bins=10)
+
+    def test_categorical_stats_basic(self):
+        from feast.infra.offline_stores.dask import _dask_compute_categorical_metrics
+
+        col = pa.chunked_array([pa.array(CATEGORICAL_VALUES, type=pa.string())])
+        result = _dask_compute_categorical_metrics(col, top_n=10)
+        result["feature_name"] = "test"
+
+        expected = _expected_categorical_stats()
+        assert_categorical_correctness(result, expected, "dask_categorical")
+
+    def test_categorical_with_nulls(self):
+        from feast.infra.offline_stores.dask import _dask_compute_categorical_metrics
+
+        vals = ["a", None, "b", None, "a", "c"]
+        col = pa.chunked_array([pa.array(vals, type=pa.string())])
+        result = _dask_compute_categorical_metrics(col, top_n=10)
+
+        assert result["row_count"] == 6
+        assert result["null_count"] == 2
+        assert result["null_rate"] == pytest.approx(1 / 3, abs=1e-4)
+        assert result["histogram"]["unique_count"] == 3
+
+    def test_categorical_top_n_truncation(self):
+        from feast.infra.offline_stores.dask import _dask_compute_categorical_metrics
+
+        col = pa.chunked_array([pa.array(CATEGORICAL_VALUES, type=pa.string())])
+        result = _dask_compute_categorical_metrics(col, top_n=2)
+
+        assert len(result["histogram"]["values"]) == 2
+        assert result["histogram"]["other_count"] > 0
+        total = (
+            sum(e["count"] for e in result["histogram"]["values"])
+            + result["histogram"]["other_count"]
+        )
+        assert total == 10
+
+    def test_categorical_all_nulls(self):
+        from feast.infra.offline_stores.dask import _dask_compute_categorical_metrics
+
+        col = pa.chunked_array([pa.array([None, None], type=pa.string())])
+        result = _dask_compute_categorical_metrics(col, top_n=10)
+
+        assert result["null_count"] == 2
+        assert result["histogram"] is None
+
+
+# ===================================================================
+# PostgreSQL compute correctness tests (requires live Postgres)
+# ===================================================================
+
+
+def _pg_available():
+    try:
+        import psycopg  # noqa: F401
+
+        return True
+    except ImportError:
+        return False
+
+
+@pytest.mark.skipif(not _pg_available(), reason="psycopg not installed")
+class TestPostgresComputeCorrectness:
+    """Test PostgreSQL SQL helpers produce correct metric values.
+
+    Requires env vars: FEAST_PG_HOST, FEAST_PG_PORT, FEAST_PG_DB,
+    FEAST_PG_USER, FEAST_PG_PASS (or a local Postgres at localhost:5432).
+    """
+
+    @pytest.fixture(autouse=True)
+    def setup_pg(self):
+        import os
+
+        import psycopg
+
+        host = os.environ.get("FEAST_PG_HOST", "localhost")
+        port = os.environ.get("FEAST_PG_PORT", "5432")
+        db = os.environ.get("FEAST_PG_DB", "feast")
+        user = os.environ.get("FEAST_PG_USER", "feast")
+        password = os.environ.get("FEAST_PG_PASS", "feast")
+
+        try:
+            self.conn = psycopg.connect(
+                f"host={host} port={port} dbname={db} user={user} password={password}",
+                autocommit=True,
+            )
+        except psycopg.OperationalError:
+            pytest.skip("PostgreSQL not reachable")
+
+        self.conn.execute("DROP TABLE IF EXISTS feast_test_monitoring_correctness")
+        self.conn.execute("""
+            CREATE TABLE feast_test_monitoring_correctness (
+                event_timestamp TIMESTAMPTZ,
+                numeric_col DOUBLE PRECISION,
+                numeric_with_nulls DOUBLE PRECISION,
+                categorical_col TEXT
+            )
+        """)
+
+        ts = datetime(2025, 1, 15, 12, 0, 0, tzinfo=timezone.utc)
+        for i in range(ROW_COUNT):
+            n_val = NUMERIC_VALUES[i]
+            n_null = NUMERIC_WITH_NULLS[i]
+            c_val = CATEGORICAL_VALUES[i]
+            self.conn.execute(
+                "INSERT INTO feast_test_monitoring_correctness VALUES (%s, %s, %s, %s)",
+                (ts, n_val, n_null, c_val),
+            )
+        yield
+        self.conn.execute("DROP TABLE IF EXISTS feast_test_monitoring_correctness")
+        self.conn.close()
+
+    def test_numeric_stats(self):
+        from feast.infra.offline_stores.contrib.postgres_offline_store.postgres import (
+            _sql_numeric_stats,
+        )
+
+        results = _sql_numeric_stats(
+            self.conn,
+            "feast_test_monitoring_correctness",
+            ["numeric_col"],
+            "1=1",
+            histogram_bins=5,
+        )
+
+        assert len(results) == 1
+        expected = _expected_numeric_stats()
+        assert_numeric_correctness(results[0], expected, "pg_numeric")
+        assert_histogram_correctness(results[0], "pg_numeric", expected_bins=5)
+
+    def test_numeric_stats_with_nulls(self):
+        from feast.infra.offline_stores.contrib.postgres_offline_store.postgres import (
+            _sql_numeric_stats,
+        )
+
+        results = _sql_numeric_stats(
+            self.conn,
+            "feast_test_monitoring_correctness",
+            ["numeric_with_nulls"],
+            "1=1",
+            histogram_bins=5,
+        )
+
+        expected = _expected_numeric_with_nulls_stats()
+        assert_numeric_correctness(results[0], expected, "pg_numeric_nulls")
+
+    def test_numeric_multiple_features(self):
+        from feast.infra.offline_stores.contrib.postgres_offline_store.postgres import (
+            _sql_numeric_stats,
+        )
+
+        results = _sql_numeric_stats(
+            self.conn,
+            "feast_test_monitoring_correctness",
+            ["numeric_col", "numeric_with_nulls"],
+            "1=1",
+            histogram_bins=5,
+        )
+
+        assert len(results) == 2
+        assert results[0]["mean"] == pytest.approx(5.5, abs=1e-4)
+        assert results[1]["mean"] == pytest.approx(5.0, abs=1e-4)
+
+    def test_categorical_stats(self):
+        from feast.infra.offline_stores.contrib.postgres_offline_store.postgres import (
+            _sql_categorical_stats,
+        )
+
+        result = _sql_categorical_stats(
+            self.conn,
+            "feast_test_monitoring_correctness",
+            "categorical_col",
+            "1=1",
+            top_n=10,
+        )
+
+        expected = _expected_categorical_stats()
+        assert_categorical_correctness(result, expected, "pg_categorical")
+
+
+# ===================================================================
+# Snowflake compute correctness (mocked connection, real parsing)
+# ===================================================================
+
+
+def _snowflake_importable():
+    try:
+        from feast.infra.offline_stores.snowflake import (
+            _snowflake_sql_numeric_stats,  # noqa: F401
+        )
+
+        return True
+    except (ImportError, Exception):
+        return False
+
+
+@pytest.mark.skipif(not _snowflake_importable(), reason="Snowflake deps not installed")
+class TestSnowflakeComputeCorrectness:
+    """Tests Snowflake result parsing with mocked cursor.
+
+    The cursor returns exactly the row format Snowflake would produce.
+    This validates column indexing, opt_float, null_count math, and
+    histogram assembly without needing a live Snowflake account.
+    """
+
+    def _make_mock_cursor(self, fetchone_val=None, fetchall_val=None):
+        from unittest.mock import MagicMock
+
+        cursor = MagicMock()
+        cursor.fetchone.return_value = fetchone_val
+        cursor.fetchall.return_value = fetchall_val or []
+        return cursor
+
+    def test_numeric_stats(self):
+        from unittest.mock import MagicMock, patch
+
+        from feast.infra.offline_stores.snowflake import (
+            _snowflake_sql_numeric_stats,
+        )
+
+        vals = NUMERIC_VALUES
+        mean_v = statistics.mean(vals)
+        stddev_v = statistics.stdev(vals)
+        # row: COUNT(*), then per-feature: nn, avg, stddev, min, max, p50..p99
+        stats_row = (
+            10,
+            10,
+            mean_v,
+            stddev_v,
+            1.0,
+            10.0,
+            5.5,
+            7.75,
+            9.1,
+            9.55,
+            9.91,
+        )
+        stats_cursor = self._make_mock_cursor(fetchone_val=stats_row)
+        hist_row_data = [(1, 2), (2, 2), (3, 2), (4, 2), (5, 2)]
+        hist_cursor = self._make_mock_cursor(fetchall_val=hist_row_data)
+
+        call_count = [0]
+
+        def mock_execute(conn, query):
+            call_count[0] += 1
+            return stats_cursor if call_count[0] == 1 else hist_cursor
+
+        with patch(
+            "feast.infra.offline_stores.snowflake.execute_snowflake_statement",
+            side_effect=mock_execute,
+        ):
+            results = _snowflake_sql_numeric_stats(
+                MagicMock(),
+                "test_table",
+                ["numeric_col"],
+                "1=1",
+                histogram_bins=5,
+            )
+
+        assert len(results) == 1
+        r = results[0]
+        expected = _expected_numeric_stats()
+        assert_numeric_correctness(r, expected, "snowflake_numeric")
+        assert r["histogram"] is not None
+        assert sum(r["histogram"]["counts"]) == 10
+
+    def test_numeric_stats_with_nulls(self):
+        from unittest.mock import MagicMock, patch
+
+        from feast.infra.offline_stores.snowflake import (
+            _snowflake_sql_numeric_stats,
+        )
+
+        vals = NON_NULL_VALUES
+        stats_row = (
+            10,
+            5,
+            statistics.mean(vals),
+            statistics.stdev(vals),
+            1.0,
+            9.0,
+            5.0,
+            7.0,
+            8.6,
+            8.8,
+            8.96,
+        )
+        stats_cursor = self._make_mock_cursor(fetchone_val=stats_row)
+        hist_cursor = self._make_mock_cursor(
+            fetchall_val=[(1, 1), (2, 1), (3, 1), (4, 1), (5, 1)]
+        )
+
+        call_count = [0]
+
+        def mock_execute(conn, query):
+            call_count[0] += 1
+            return stats_cursor if call_count[0] == 1 else hist_cursor
+
+        with patch(
+            "feast.infra.offline_stores.snowflake.execute_snowflake_statement",
+            side_effect=mock_execute,
+        ):
+            results = _snowflake_sql_numeric_stats(
+                MagicMock(),
+                "t",
+                ["col"],
+                "1=1",
+                histogram_bins=5,
+            )
+
+        r = results[0]
+        assert r["null_count"] == 5
+        assert r["null_rate"] == pytest.approx(0.5)
+        assert r["mean"] == pytest.approx(5.0, abs=1e-4)
+
+    def test_categorical_stats(self):
+        from unittest.mock import MagicMock, patch
+
+        from feast.infra.offline_stores.snowflake import (
+            _snowflake_sql_categorical_stats,
+        )
+
+        rows = [
+            (10, 0, 4, "a", 4),
+            (10, 0, 4, "b", 3),
+            (10, 0, 4, "c", 2),
+            (10, 0, 4, "d", 1),
+        ]
+        cursor = self._make_mock_cursor(fetchall_val=rows)
+
+        with patch(
+            "feast.infra.offline_stores.snowflake.execute_snowflake_statement",
+            return_value=cursor,
+        ):
+            result = _snowflake_sql_categorical_stats(
+                MagicMock(),
+                "t",
+                "cat_col",
+                "1=1",
+                top_n=10,
+            )
+
+        expected = _expected_categorical_stats()
+        assert_categorical_correctness(result, expected, "snowflake_categorical")
+
+    def test_empty_result(self):
+        from unittest.mock import MagicMock, patch
+
+        from feast.infra.offline_stores.snowflake import (
+            _snowflake_sql_numeric_stats,
+        )
+
+        cursor = self._make_mock_cursor(fetchone_val=None)
+        with patch(
+            "feast.infra.offline_stores.snowflake.execute_snowflake_statement",
+            return_value=cursor,
+        ):
+            results = _snowflake_sql_numeric_stats(
+                MagicMock(),
+                "t",
+                ["col"],
+                "1=1",
+                histogram_bins=5,
+            )
+
+        assert len(results) == 1
+        assert results[0]["mean"] is None
+        assert results[0]["row_count"] == 0
+
+
+# ===================================================================
+# BigQuery compute correctness (mocked client, real parsing)
+# ===================================================================
+
+
+class TestBigQueryComputeCorrectness:
+    """Tests BigQuery result parsing with mocked client.
+
+    BigQuery results use dict-like row access (row["column_name"]).
+    """
+
+    def _make_mock_bq_row(self, data: dict):
+        """Create an object supporting both dict-key and index access."""
+
+        class BQRow:
+            def __init__(self, d):
+                self._data = d
+                self._keys = list(d.keys())
+
+            def __getitem__(self, key):
+                if isinstance(key, int):
+                    return self._data[self._keys[key]]
+                return self._data[key]
+
+        return BQRow(data)
+
+    def _make_mock_job(self, rows):
+        from unittest.mock import MagicMock
+
+        job = MagicMock()
+        job.result.return_value = None
+        job.__iter__ = lambda self_: iter(rows)
+        return job
+
+    def test_numeric_stats(self):
+        from unittest.mock import MagicMock, patch
+
+        from feast.infra.offline_stores.bigquery import _bq_numeric_stats
+
+        vals = NUMERIC_VALUES
+        row_data = {
+            "_row_count": 10,
+            "c0_nn": 10,
+            "c0_avg": statistics.mean(vals),
+            "c0_stddev": statistics.stdev(vals),
+            "c0_min": 1.0,
+            "c0_max": 10.0,
+            "c0_p50": 5.5,
+            "c0_p75": 7.75,
+            "c0_p90": 9.1,
+            "c0_p95": 9.55,
+            "c0_p99": 9.91,
+        }
+        stats_row = self._make_mock_bq_row(row_data)
+        stats_job = self._make_mock_job([stats_row])
+
+        hist_rows = [
+            self._make_mock_bq_row({"bucket": i + 1, "cnt": 2}) for i in range(5)
+        ]
+        hist_job = self._make_mock_job(hist_rows)
+
+        call_count = [0]
+
+        def mock_query(sql, *args, **kwargs):
+            call_count[0] += 1
+            return stats_job if call_count[0] == 1 else hist_job
+
+        mock_config = MagicMock()
+        mock_config.offline_store.billing_project_id = "proj"
+        mock_config.offline_store.project_id = "proj"
+        mock_config.offline_store.location = "US"
+
+        with patch(
+            "feast.infra.offline_stores.bigquery._get_bigquery_client"
+        ) as mock_client:
+            mock_client.return_value.query = mock_query
+            results = _bq_numeric_stats(
+                mock_config,
+                "test_table",
+                ["numeric_col"],
+                "1=1",
+                histogram_bins=5,
+            )
+
+        assert len(results) == 1
+        r = results[0]
+        expected = _expected_numeric_stats()
+        assert_numeric_correctness(r, expected, "bq_numeric")
+        assert r["histogram"] is not None
+        assert sum(r["histogram"]["counts"]) == 10
+
+    def test_numeric_stats_with_nulls(self):
+        from unittest.mock import MagicMock, patch
+
+        from feast.infra.offline_stores.bigquery import _bq_numeric_stats
+
+        vals = NON_NULL_VALUES
+        row_data = {
+            "_row_count": 10,
+            "c0_nn": 5,
+            "c0_avg": statistics.mean(vals),
+            "c0_stddev": statistics.stdev(vals),
+            "c0_min": 1.0,
+            "c0_max": 9.0,
+            "c0_p50": 5.0,
+            "c0_p75": 7.0,
+            "c0_p90": 8.6,
+            "c0_p95": 8.8,
+            "c0_p99": 8.96,
+        }
+        stats_row = self._make_mock_bq_row(row_data)
+        stats_job = self._make_mock_job([stats_row])
+        hist_job = self._make_mock_job(
+            [self._make_mock_bq_row({"bucket": i + 1, "cnt": 1}) for i in range(5)]
+        )
+
+        call_count = [0]
+
+        def mock_query(sql, *args, **kwargs):
+            call_count[0] += 1
+            return stats_job if call_count[0] == 1 else hist_job
+
+        mock_config = MagicMock()
+        mock_config.offline_store.billing_project_id = "proj"
+        mock_config.offline_store.project_id = "proj"
+        mock_config.offline_store.location = "US"
+
+        with patch(
+            "feast.infra.offline_stores.bigquery._get_bigquery_client"
+        ) as mock_client:
+            mock_client.return_value.query = mock_query
+            results = _bq_numeric_stats(
+                mock_config,
+                "t",
+                ["col"],
+                "1=1",
+                histogram_bins=5,
+            )
+
+        r = results[0]
+        assert r["null_count"] == 5
+        assert r["null_rate"] == pytest.approx(0.5)
+        assert r["mean"] == pytest.approx(5.0, abs=1e-4)
+
+    def test_categorical_stats(self):
+        from unittest.mock import MagicMock, patch
+
+        from feast.infra.offline_stores.bigquery import _bq_categorical_stats
+
+        rows = [
+            self._make_mock_bq_row(
+                {
+                    "row_count": 10,
+                    "null_count": 0,
+                    "unique_count": 4,
+                    "value": "a",
+                    "cnt": 4,
+                }
+            ),
+            self._make_mock_bq_row(
+                {
+                    "row_count": 10,
+                    "null_count": 0,
+                    "unique_count": 4,
+                    "value": "b",
+                    "cnt": 3,
+                }
+            ),
+            self._make_mock_bq_row(
+                {
+                    "row_count": 10,
+                    "null_count": 0,
+                    "unique_count": 4,
+                    "value": "c",
+                    "cnt": 2,
+                }
+            ),
+            self._make_mock_bq_row(
+                {
+                    "row_count": 10,
+                    "null_count": 0,
+                    "unique_count": 4,
+                    "value": "d",
+                    "cnt": 1,
+                }
+            ),
+        ]
+        job = self._make_mock_job(rows)
+
+        mock_config = MagicMock()
+        mock_config.offline_store.billing_project_id = "proj"
+        mock_config.offline_store.project_id = "proj"
+        mock_config.offline_store.location = "US"
+
+        with patch(
+            "feast.infra.offline_stores.bigquery._get_bigquery_client"
+        ) as mock_client:
+            mock_client.return_value.query.return_value = job
+            result = _bq_categorical_stats(
+                mock_config,
+                "t",
+                "cat_col",
+                "1=1",
+                top_n=10,
+            )
+
+        expected = _expected_categorical_stats()
+        assert_categorical_correctness(result, expected, "bq_categorical")
+
+    def test_multiple_features(self):
+        from unittest.mock import MagicMock, patch
+
+        from feast.infra.offline_stores.bigquery import _bq_numeric_stats
+
+        row_data = {
+            "_row_count": 10,
+            "c0_nn": 10,
+            "c0_avg": 5.5,
+            "c0_stddev": 3.03,
+            "c0_min": 1.0,
+            "c0_max": 10.0,
+            "c0_p50": 5.5,
+            "c0_p75": 7.75,
+            "c0_p90": 9.1,
+            "c0_p95": 9.55,
+            "c0_p99": 9.91,
+            "c1_nn": 5,
+            "c1_avg": 5.0,
+            "c1_stddev": 3.16,
+            "c1_min": 1.0,
+            "c1_max": 9.0,
+            "c1_p50": 5.0,
+            "c1_p75": 7.0,
+            "c1_p90": 8.6,
+            "c1_p95": 8.8,
+            "c1_p99": 8.96,
+        }
+        stats_job = self._make_mock_job([self._make_mock_bq_row(row_data)])
+        hist_job = self._make_mock_job(
+            [self._make_mock_bq_row({"bucket": i + 1, "cnt": 2}) for i in range(5)]
+        )
+
+        call_count = [0]
+
+        def mock_query(sql, *args, **kwargs):
+            call_count[0] += 1
+            return stats_job if call_count[0] == 1 else hist_job
+
+        mock_config = MagicMock()
+        mock_config.offline_store.billing_project_id = "p"
+        mock_config.offline_store.project_id = "p"
+        mock_config.offline_store.location = "US"
+
+        with patch(
+            "feast.infra.offline_stores.bigquery._get_bigquery_client"
+        ) as mock_client:
+            mock_client.return_value.query = mock_query
+            results = _bq_numeric_stats(
+                mock_config,
+                "t",
+                ["col_a", "col_b"],
+                "1=1",
+                histogram_bins=5,
+            )
+
+        assert len(results) == 2
+        assert results[0]["mean"] == pytest.approx(5.5, abs=1e-2)
+        assert results[1]["mean"] == pytest.approx(5.0, abs=1e-2)
+        assert results[0]["null_count"] == 0
+        assert results[1]["null_count"] == 5
+
+
+# ===================================================================
+# Redshift compute correctness (mocked Data API, real parsing)
+# ===================================================================
+
+
+class TestRedshiftComputeCorrectness:
+    """Tests Redshift result parsing with mocked _redshift_execute_fetch_rows.
+
+    Redshift Data API returns rows as lists of field dicts, e.g.
+    [{"longValue": 10}, {"doubleValue": 5.5}, ...].
+    """
+
+    def _long(self, v):
+        return {"longValue": v}
+
+    def _double(self, v):
+        return {"doubleValue": v}
+
+    def _string(self, v):
+        return {"stringValue": v}
+
+    def _null(self):
+        return {"isNull": True}
+
+    def test_numeric_stats(self):
+        from unittest.mock import patch
+
+        from feast.infra.offline_stores.redshift import (
+            _redshift_sql_numeric_stats,
+        )
+
+        vals = NUMERIC_VALUES
+        row = [
+            self._long(10),  # COUNT(*)
+            self._long(10),  # COUNT(col)
+            self._double(statistics.mean(vals)),  # AVG
+            self._double(statistics.stdev(vals)),  # STDDEV_SAMP
+            self._double(1.0),  # MIN
+            self._double(10.0),  # MAX
+            self._double(5.5),  # p50
+            self._double(7.75),  # p75
+            self._double(9.1),  # p90
+            self._double(9.55),  # p95
+            self._double(9.91),  # p99
+        ]
+        hist_rows = [[self._long(i + 1), self._long(2)] for i in range(5)]
+
+        call_count = [0]
+
+        def mock_fetch(config, sql):
+            call_count[0] += 1
+            return [row] if call_count[0] == 1 else hist_rows
+
+        with patch(
+            "feast.infra.offline_stores.redshift._redshift_execute_fetch_rows",
+            side_effect=mock_fetch,
+        ):
+            from unittest.mock import MagicMock
+
+            results = _redshift_sql_numeric_stats(
+                MagicMock(),
+                "test_table",
+                ["numeric_col"],
+                "1=1",
+                histogram_bins=5,
+            )
+
+        assert len(results) == 1
+        r = results[0]
+        expected = _expected_numeric_stats()
+        assert_numeric_correctness(r, expected, "redshift_numeric")
+        assert r["histogram"] is not None
+        assert sum(r["histogram"]["counts"]) == 10
+
+    def test_numeric_stats_with_nulls(self):
+        from unittest.mock import MagicMock, patch
+
+        from feast.infra.offline_stores.redshift import (
+            _redshift_sql_numeric_stats,
+        )
+
+        vals = NON_NULL_VALUES
+        row = [
+            self._long(10),
+            self._long(5),
+            self._double(statistics.mean(vals)),
+            self._double(statistics.stdev(vals)),
+            self._double(1.0),
+            self._double(9.0),
+            self._double(5.0),
+            self._double(7.0),
+            self._double(8.6),
+            self._double(8.8),
+            self._double(8.96),
+        ]
+        hist_rows = [[self._long(i + 1), self._long(1)] for i in range(5)]
+
+        call_count = [0]
+
+        def mock_fetch(config, sql):
+            call_count[0] += 1
+            return [row] if call_count[0] == 1 else hist_rows
+
+        with patch(
+            "feast.infra.offline_stores.redshift._redshift_execute_fetch_rows",
+            side_effect=mock_fetch,
+        ):
+            results = _redshift_sql_numeric_stats(
+                MagicMock(),
+                "t",
+                ["col"],
+                "1=1",
+                histogram_bins=5,
+            )
+
+        r = results[0]
+        assert r["null_count"] == 5
+        assert r["null_rate"] == pytest.approx(0.5)
+        assert r["mean"] == pytest.approx(5.0, abs=1e-4)
+
+    def test_categorical_stats(self):
+        from unittest.mock import MagicMock, patch
+
+        from feast.infra.offline_stores.redshift import (
+            _redshift_sql_categorical_stats,
+        )
+
+        rows = [
+            [
+                self._long(10),
+                self._long(0),
+                self._long(4),
+                self._string("a"),
+                self._long(4),
+            ],
+            [
+                self._long(10),
+                self._long(0),
+                self._long(4),
+                self._string("b"),
+                self._long(3),
+            ],
+            [
+                self._long(10),
+                self._long(0),
+                self._long(4),
+                self._string("c"),
+                self._long(2),
+            ],
+            [
+                self._long(10),
+                self._long(0),
+                self._long(4),
+                self._string("d"),
+                self._long(1),
+            ],
+        ]
+
+        with patch(
+            "feast.infra.offline_stores.redshift._redshift_execute_fetch_rows",
+            return_value=rows,
+        ):
+            result = _redshift_sql_categorical_stats(
+                MagicMock(),
+                "t",
+                "cat_col",
+                "1=1",
+                top_n=10,
+            )
+
+        expected = _expected_categorical_stats()
+        assert_categorical_correctness(result, expected, "redshift_categorical")
+
+    def test_empty_result(self):
+        from unittest.mock import MagicMock, patch
+
+        from feast.infra.offline_stores.redshift import (
+            _redshift_sql_numeric_stats,
+        )
+
+        with patch(
+            "feast.infra.offline_stores.redshift._redshift_execute_fetch_rows",
+            return_value=[],
+        ):
+            results = _redshift_sql_numeric_stats(
+                MagicMock(),
+                "t",
+                ["col"],
+                "1=1",
+                histogram_bins=5,
+            )
+
+        assert len(results) == 1
+        assert results[0]["mean"] is None
+        assert results[0]["row_count"] == 0
+
+
+# ===================================================================
+# Spark compute correctness tests (requires SparkSession)
+# ===================================================================
+
+
+def _spark_available():
+    try:
+        from pyspark.sql import SparkSession  # noqa: F401
+
+        return True
+    except ImportError:
+        return False
+
+
+@pytest.mark.skipif(not _spark_available(), reason="PySpark not installed")
+class TestSparkComputeCorrectness:
+    """Test Spark SQL helpers produce correct metric values.
+
+    Uses a local SparkSession — no external cluster required.
+    """
+
+    @pytest.fixture(autouse=True)
+    def setup_spark(self):
+        from pyspark.sql import SparkSession
+        from pyspark.sql.types import (
+            DoubleType,
+            StringType,
+            StructField,
+            StructType,
+            TimestampType,
+        )
+
+        try:
+            self.spark = (
+                SparkSession.builder.master("local[1]")
+                .appName("feast_monitoring_test")
+                .config("spark.ui.enabled", "false")
+                .config("spark.driver.bindAddress", "127.0.0.1")
+                .getOrCreate()
+            )
+        except Exception as e:
+            pytest.skip(f"SparkSession unavailable: {e}")
+
+        schema = StructType(
+            [
+                StructField("event_timestamp", TimestampType(), False),
+                StructField("numeric_col", DoubleType(), True),
+                StructField("numeric_with_nulls", DoubleType(), True),
+                StructField("categorical_col", StringType(), True),
+            ]
+        )
+
+        ts = datetime(2025, 1, 15, 12, 0, 0)
+        rows = [
+            (ts, NUMERIC_VALUES[i], NUMERIC_WITH_NULLS[i], CATEGORICAL_VALUES[i])
+            for i in range(ROW_COUNT)
+        ]
+        df = self.spark.createDataFrame(rows, schema)
+        df.createOrReplaceTempView("feast_test_monitoring")
+
+        yield
+        self.spark.sql("DROP VIEW IF EXISTS feast_test_monitoring")
+
+    def test_numeric_stats(self):
+        from feast.infra.offline_stores.contrib.spark_offline_store.spark import (
+            _spark_sql_numeric_stats,
+        )
+
+        results = _spark_sql_numeric_stats(
+            self.spark,
+            "feast_test_monitoring",
+            ["numeric_col"],
+            "1=1",
+            histogram_bins=5,
+        )
+
+        assert len(results) == 1
+        expected = _expected_numeric_stats()
+        assert_numeric_correctness(
+            results[0],
+            expected,
+            "spark_numeric",
+            approx_percentiles=True,
+        )
+        assert results[0]["histogram"] is not None
+        assert sum(results[0]["histogram"]["counts"]) == 10
+
+    def test_numeric_stats_with_nulls(self):
+        from feast.infra.offline_stores.contrib.spark_offline_store.spark import (
+            _spark_sql_numeric_stats,
+        )
+
+        results = _spark_sql_numeric_stats(
+            self.spark,
+            "feast_test_monitoring",
+            ["numeric_with_nulls"],
+            "1=1",
+            histogram_bins=5,
+        )
+
+        expected = _expected_numeric_with_nulls_stats()
+        assert_numeric_correctness(
+            results[0],
+            expected,
+            "spark_numeric_nulls",
+            approx_percentiles=True,
+        )
+
+    def test_categorical_stats(self):
+        from feast.infra.offline_stores.contrib.spark_offline_store.spark import (
+            _spark_sql_categorical_stats,
+        )
+
+        result = _spark_sql_categorical_stats(
+            self.spark,
+            "feast_test_monitoring",
+            "categorical_col",
+            "1=1",
+            top_n=10,
+        )
+
+        expected = _expected_categorical_stats()
+        assert_categorical_correctness(result, expected, "spark_categorical")
+
+    def test_numeric_multiple_features(self):
+        from feast.infra.offline_stores.contrib.spark_offline_store.spark import (
+            _spark_sql_numeric_stats,
+        )
+
+        results = _spark_sql_numeric_stats(
+            self.spark,
+            "feast_test_monitoring",
+            ["numeric_col", "numeric_with_nulls"],
+            "1=1",
+            histogram_bins=5,
+        )
+
+        assert len(results) == 2
+        assert results[0]["mean"] == pytest.approx(5.5, abs=1e-4)
+        assert results[1]["mean"] == pytest.approx(5.0, abs=1e-4)
+
+    def test_categorical_top_n_truncation(self):
+        from feast.infra.offline_stores.contrib.spark_offline_store.spark import (
+            _spark_sql_categorical_stats,
+        )
+
+        result = _spark_sql_categorical_stats(
+            self.spark,
+            "feast_test_monitoring",
+            "categorical_col",
+            "1=1",
+            top_n=2,
+        )
+
+        assert len(result["histogram"]["values"]) == 2
+        assert result["histogram"]["other_count"] > 0
+        total = (
+            sum(e["count"] for e in result["histogram"]["values"])
+            + result["histogram"]["other_count"]
+        )
+        assert total == 10
+
+
+# ===================================================================
+# Oracle compute correctness (mocked Ibis connection, real parsing)
+# ===================================================================
+
+
+def _oracle_importable():
+    try:
+        from feast.infra.offline_stores.contrib.oracle_offline_store.oracle import (
+            _oracle_numeric_stats,  # noqa: F401
+        )
+
+        return True
+    except ImportError:
+        return False
+
+
+@pytest.mark.skipif(not _oracle_importable(), reason="Oracle deps not installed")
+class TestOracleComputeCorrectness:
+    """Tests Oracle result parsing with mocked Ibis connection.
+
+    _oracle_fetchall returns list of tuples (positional indexing).
+    """
+
+    def test_numeric_stats(self):
+        from unittest.mock import patch
+
+        from feast.infra.offline_stores.contrib.oracle_offline_store.oracle import (
+            _oracle_numeric_stats,
+        )
+
+        vals = NUMERIC_VALUES
+        row = (
+            10,
+            10,
+            statistics.mean(vals),
+            statistics.stdev(vals),
+            1.0,
+            10.0,
+            5.5,
+            7.75,
+            9.1,
+            9.55,
+            9.91,
+        )
+        hist_rows = [(i + 1, 2) for i in range(5)]
+
+        call_count = [0]
+
+        def mock_fetchall(con, sql):
+            call_count[0] += 1
+            return [row] if call_count[0] == 1 else hist_rows
+
+        with patch(
+            "feast.infra.offline_stores.contrib.oracle_offline_store.oracle._oracle_fetchall",
+            side_effect=mock_fetchall,
+        ):
+            results = _oracle_numeric_stats(
+                None,
+                "test_table",
+                ["numeric_col"],
+                "1=1",
+                histogram_bins=5,
+            )
+
+        assert len(results) == 1
+        r = results[0]
+        expected = _expected_numeric_stats()
+        assert_numeric_correctness(r, expected, "oracle_numeric")
+        assert r["histogram"] is not None
+        assert sum(r["histogram"]["counts"]) == 10
+
+    def test_numeric_stats_with_nulls(self):
+        from unittest.mock import patch
+
+        from feast.infra.offline_stores.contrib.oracle_offline_store.oracle import (
+            _oracle_numeric_stats,
+        )
+
+        vals = NON_NULL_VALUES
+        row = (
+            10,
+            5,
+            statistics.mean(vals),
+            statistics.stdev(vals),
+            1.0,
+            9.0,
+            5.0,
+            7.0,
+            8.6,
+            8.8,
+            8.96,
+        )
+        hist_rows = [(i + 1, 1) for i in range(5)]
+
+        call_count = [0]
+
+        def mock_fetchall(con, sql):
+            call_count[0] += 1
+            return [row] if call_count[0] == 1 else hist_rows
+
+        with patch(
+            "feast.infra.offline_stores.contrib.oracle_offline_store.oracle._oracle_fetchall",
+            side_effect=mock_fetchall,
+        ):
+            results = _oracle_numeric_stats(
+                None,
+                "t",
+                ["col"],
+                "1=1",
+                histogram_bins=5,
+            )
+
+        r = results[0]
+        assert r["null_count"] == 5
+        assert r["null_rate"] == pytest.approx(0.5)
+        assert r["mean"] == pytest.approx(5.0, abs=1e-4)
+
+    def test_categorical_stats(self):
+        from unittest.mock import patch
+
+        from feast.infra.offline_stores.contrib.oracle_offline_store.oracle import (
+            _oracle_categorical_stats,
+        )
+
+        rows = [
+            (10, 0, 4, "a", 4),
+            (10, 0, 4, "b", 3),
+            (10, 0, 4, "c", 2),
+            (10, 0, 4, "d", 1),
+        ]
+
+        with patch(
+            "feast.infra.offline_stores.contrib.oracle_offline_store.oracle._oracle_fetchall",
+            return_value=rows,
+        ):
+            result = _oracle_categorical_stats(
+                None,
+                "t",
+                "cat_col",
+                "1=1",
+                top_n=10,
+            )
+
+        expected = _expected_categorical_stats()
+        assert_categorical_correctness(result, expected, "oracle_categorical")
+
+    def test_empty_result(self):
+        from unittest.mock import patch
+
+        from feast.infra.offline_stores.contrib.oracle_offline_store.oracle import (
+            _oracle_numeric_stats,
+        )
+
+        with patch(
+            "feast.infra.offline_stores.contrib.oracle_offline_store.oracle._oracle_fetchall",
+            return_value=[None],
+        ):
+            results = _oracle_numeric_stats(
+                None,
+                "t",
+                ["col"],
+                "1=1",
+                histogram_bins=5,
+            )
+
+        assert len(results) == 1
+        assert results[0]["mean"] is None
+        assert results[0]["row_count"] == 0
+
+    def test_multiple_features(self):
+        from unittest.mock import patch
+
+        from feast.infra.offline_stores.contrib.oracle_offline_store.oracle import (
+            _oracle_numeric_stats,
+        )
+
+        row = (
+            10,
+            # Feature 0: numeric_col
+            10,
+            5.5,
+            3.03,
+            1.0,
+            10.0,
+            5.5,
+            7.75,
+            9.1,
+            9.55,
+            9.91,
+            # Feature 1: numeric_with_nulls
+            5,
+            5.0,
+            3.16,
+            1.0,
+            9.0,
+            5.0,
+            7.0,
+            8.6,
+            8.8,
+            8.96,
+        )
+        hist_rows = [(i + 1, 2) for i in range(5)]
+
+        call_count = [0]
+
+        def mock_fetchall(con, sql):
+            call_count[0] += 1
+            return [row] if call_count[0] == 1 else hist_rows
+
+        with patch(
+            "feast.infra.offline_stores.contrib.oracle_offline_store.oracle._oracle_fetchall",
+            side_effect=mock_fetchall,
+        ):
+            results = _oracle_numeric_stats(
+                None,
+                "t",
+                ["col_a", "col_b"],
+                "1=1",
+                histogram_bins=5,
+            )
+
+        assert len(results) == 2
+        assert results[0]["mean"] == pytest.approx(5.5, abs=1e-2)
+        assert results[1]["mean"] == pytest.approx(5.0, abs=1e-2)
+        assert results[0]["null_count"] == 0
+        assert results[1]["null_count"] == 5
+
+
+# ===================================================================
+# Cross-backend consistency: MetricsCalculator vs DuckDB vs Dask
+# ===================================================================
+
+
+class TestCrossBackendConsistency:
+    """Verify that DuckDB, Dask, and MetricsCalculator produce
+    consistent results for the same dataset."""
+
+    def test_numeric_mean_matches_across_backends(self):
+        duckdb = pytest.importorskip("duckdb")
+        from feast.infra.offline_stores.dask import _dask_compute_numeric_metrics
+        from feast.infra.offline_stores.duckdb import _duckdb_numeric_stats
+        from feast.monitoring.metrics_calculator import MetricsCalculator
+
+        calc = MetricsCalculator(histogram_bins=5, top_n=10)
+        arr = pa.array(NUMERIC_VALUES, type=pa.float64())
+        pyarrow_result = calc.compute_numeric(arr)
+
+        col = pa.chunked_array([arr])
+        dask_result = _dask_compute_numeric_metrics(col, histogram_bins=5)
+
+        conn = duckdb.connect()
+        conn.execute("CREATE TABLE consistency_test (v DOUBLE)")
+        for v in NUMERIC_VALUES:
+            conn.execute(f"INSERT INTO consistency_test VALUES ({v})")
+
+        duckdb_results = _duckdb_numeric_stats(
+            conn,
+            "consistency_test",
+            ["v"],
+            "1=1",
+            histogram_bins=5,
+        )
+        conn.close()
+
+        duckdb_result = duckdb_results[0]
+
+        assert pyarrow_result["mean"] == pytest.approx(dask_result["mean"], abs=1e-6)
+        assert pyarrow_result["mean"] == pytest.approx(duckdb_result["mean"], abs=1e-6)
+        assert dask_result["mean"] == pytest.approx(duckdb_result["mean"], abs=1e-6)
+
+        assert pyarrow_result["stddev"] == pytest.approx(
+            dask_result["stddev"], abs=0.01
+        )
+        assert pyarrow_result["stddev"] == pytest.approx(
+            duckdb_result["stddev"], abs=0.01
+        )
+
+        assert pyarrow_result["min_val"] == dask_result["min_val"]
+        assert pyarrow_result["min_val"] == duckdb_result["min_val"]
+        assert pyarrow_result["max_val"] == dask_result["max_val"]
+        assert pyarrow_result["max_val"] == duckdb_result["max_val"]
+
+    def test_categorical_unique_count_matches(self):
+        duckdb = pytest.importorskip("duckdb")
+        from feast.infra.offline_stores.dask import (
+            _dask_compute_categorical_metrics,
+        )
+        from feast.infra.offline_stores.duckdb import _duckdb_categorical_stats
+        from feast.monitoring.metrics_calculator import MetricsCalculator
+
+        calc = MetricsCalculator(histogram_bins=5, top_n=10)
+        arr = pa.array(CATEGORICAL_VALUES, type=pa.string())
+        pyarrow_result = calc.compute_categorical(arr)
+
+        col = pa.chunked_array([arr])
+        dask_result = _dask_compute_categorical_metrics(col, top_n=10)
+
+        conn = duckdb.connect()
+        conn.execute("CREATE TABLE cat_consistency (v VARCHAR)")
+        for v in CATEGORICAL_VALUES:
+            conn.execute(f"INSERT INTO cat_consistency VALUES ('{v}')")
+
+        duckdb_result = _duckdb_categorical_stats(
+            conn,
+            "cat_consistency",
+            "v",
+            "1=1",
+            top_n=10,
+        )
+        conn.close()
+
+        assert (
+            pyarrow_result["histogram"]["unique_count"]
+            == dask_result["histogram"]["unique_count"]
+            == duckdb_result["histogram"]["unique_count"]
+            == 4
+        )
+
+        pyarrow_top = pyarrow_result["histogram"]["values"][0]
+        dask_top = dask_result["histogram"]["values"][0]
+        duckdb_top = duckdb_result["histogram"]["values"][0]
+        assert pyarrow_top["value"] == dask_top["value"] == duckdb_top["value"] == "a"
+        assert pyarrow_top["count"] == dask_top["count"] == duckdb_top["count"] == 4
+
+    def test_null_rate_matches_across_backends(self):
+        duckdb = pytest.importorskip("duckdb")
+        from feast.infra.offline_stores.dask import _dask_compute_numeric_metrics
+        from feast.infra.offline_stores.duckdb import _duckdb_numeric_stats
+        from feast.monitoring.metrics_calculator import MetricsCalculator
+
+        calc = MetricsCalculator(histogram_bins=5, top_n=10)
+        arr = pa.array(NUMERIC_WITH_NULLS, type=pa.float64())
+        pyarrow_result = calc.compute_numeric(arr)
+
+        col = pa.chunked_array([arr])
+        dask_result = _dask_compute_numeric_metrics(col, histogram_bins=5)
+
+        conn = duckdb.connect()
+        conn.execute("CREATE TABLE null_consistency (v DOUBLE)")
+        for v in NUMERIC_WITH_NULLS:
+            val = f"{v}" if v is not None else "NULL"
+            conn.execute(f"INSERT INTO null_consistency VALUES ({val})")
+
+        duckdb_results = _duckdb_numeric_stats(
+            conn,
+            "null_consistency",
+            ["v"],
+            "1=1",
+            histogram_bins=5,
+        )
+        conn.close()
+
+        assert pyarrow_result["null_rate"] == pytest.approx(0.5, abs=1e-6)
+        assert dask_result["null_rate"] == pytest.approx(0.5, abs=1e-6)
+        assert duckdb_results[0]["null_rate"] == pytest.approx(0.5, abs=1e-6)
diff --git a/sdk/python/tests/unit/monitoring/test_metrics_calculator.py b/sdk/python/tests/unit/monitoring/test_metrics_calculator.py
new file mode 100644
index 00000000000..8124531d765
--- /dev/null
+++ b/sdk/python/tests/unit/monitoring/test_metrics_calculator.py
@@ -0,0 +1,289 @@
+import json
+import math
+
+import pyarrow as pa
+import pytest
+
+from feast.monitoring.metrics_calculator import MetricsCalculator
+from feast.monitoring.monitoring_utils import opt_float
+from feast.types import PrimitiveFeastType
+
+
+def _make_calc(bins=20, top_n=10):
+    return MetricsCalculator(histogram_bins=bins, top_n=top_n)
+
+
+class TestClassifyFeature:
+    @pytest.mark.parametrize(
+        "dtype, expected",
+        [
+            (PrimitiveFeastType.INT32, "numeric"),
+            (PrimitiveFeastType.INT64, "numeric"),
+            (PrimitiveFeastType.FLOAT32, "numeric"),
+            (PrimitiveFeastType.FLOAT64, "numeric"),
+            (PrimitiveFeastType.STRING, "categorical"),
+            (PrimitiveFeastType.BOOL, "categorical"),
+            (PrimitiveFeastType.BYTES, None),
+            (PrimitiveFeastType.UNIX_TIMESTAMP, None),
+        ],
+    )
+    def test_classification(self, dtype, expected):
+        assert MetricsCalculator.classify_feature(dtype) == expected
+
+
+class TestComputeNumeric:
+    def test_basic_stats(self):
+        calc = _make_calc()
+        arr = pa.array([1.0, 2.0, 3.0, 4.0, 5.0])
+        result = calc.compute_numeric(arr)
+
+        assert result["feature_type"] == "numeric"
+        assert result["row_count"] == 5
+        assert result["null_count"] == 0
+        assert result["null_rate"] == 0.0
+        assert result["mean"] == pytest.approx(3.0)
+        assert result["min_val"] == 1.0
+        assert result["max_val"] == 5.0
+        assert result["p50"] is not None
+        assert result["histogram"] is not None
+        assert "bins" in result["histogram"]
+        assert "counts" in result["histogram"]
+
+    def test_with_nulls(self):
+        calc = _make_calc()
+        arr = pa.array([1.0, None, 3.0, None, 5.0])
+        result = calc.compute_numeric(arr)
+
+        assert result["row_count"] == 5
+        assert result["null_count"] == 2
+        assert result["null_rate"] == pytest.approx(0.4)
+        assert result["mean"] == pytest.approx(3.0)
+
+    def test_all_nulls(self):
+        calc = _make_calc()
+        arr = pa.array([None, None, None], type=pa.float64())
+        result = calc.compute_numeric(arr)
+
+        assert result["null_count"] == 3
+        assert result["mean"] is None
+        assert result["histogram"] is None
+
+    def test_empty_array(self):
+        calc = _make_calc()
+        arr = pa.array([], type=pa.float64())
+        result = calc.compute_numeric(arr)
+
+        assert result["row_count"] == 0
+        assert result["null_rate"] == 0.0
+
+    def test_single_value(self):
+        calc = _make_calc()
+        arr = pa.array([42.0])
+        result = calc.compute_numeric(arr)
+
+        assert result["mean"] == 42.0
+        assert result["min_val"] == 42.0
+        assert result["max_val"] == 42.0
+        assert result["stddev"] is None  # STDDEV_SAMP of 1 value is NaN → None
+
+    def test_histogram_bin_count(self):
+        calc = _make_calc(bins=5)
+        arr = pa.array(list(range(100)), type=pa.float64())
+        result = calc.compute_numeric(arr)
+
+        assert len(result["histogram"]["counts"]) == 5
+        assert len(result["histogram"]["bins"]) == 6
+
+    def test_percentiles_order(self):
+        calc = _make_calc()
+        arr = pa.array(list(range(1000)), type=pa.float64())
+        result = calc.compute_numeric(arr)
+
+        assert result["p50"] <= result["p75"]
+        assert result["p75"] <= result["p90"]
+        assert result["p90"] <= result["p95"]
+        assert result["p95"] <= result["p99"]
+
+
+class TestComputeCategorical:
+    def test_basic(self):
+        calc = _make_calc()
+        arr = pa.array(["a", "b", "a", "c", "a", "b"])
+        result = calc.compute_categorical(arr)
+
+        assert result["feature_type"] == "categorical"
+        assert result["row_count"] == 6
+        assert result["null_count"] == 0
+        assert result["histogram"] is not None
+        assert result["histogram"]["unique_count"] == 3
+
+        top_values = {v["value"] for v in result["histogram"]["values"]}
+        assert "a" in top_values
+
+    def test_with_nulls(self):
+        calc = _make_calc()
+        arr = pa.array(["a", None, "b", None])
+        result = calc.compute_categorical(arr)
+
+        assert result["null_count"] == 2
+        assert result["null_rate"] == 0.5
+
+    def test_high_cardinality(self):
+        calc = _make_calc(top_n=3)
+        arr = pa.array([f"val_{i}" for i in range(100)])
+        result = calc.compute_categorical(arr)
+
+        assert len(result["histogram"]["values"]) == 3
+        assert result["histogram"]["unique_count"] == 100
+        assert result["histogram"]["other_count"] == 97
+
+    def test_all_nulls(self):
+        calc = _make_calc()
+        arr = pa.array([None, None], type=pa.string())
+        result = calc.compute_categorical(arr)
+
+        assert result["null_count"] == 2
+        assert result["histogram"] is None
+
+
+class TestComputeAll:
+    def test_mixed_features(self):
+        calc = _make_calc()
+        table = pa.table(
+            {
+                "age": [25, 30, 35, 40],
+                "city": ["NYC", "LA", "NYC", "SF"],
+            }
+        )
+        fields = [("age", "numeric"), ("city", "categorical")]
+        results = calc.compute_all(table, fields)
+
+        assert len(results) == 2
+        assert results[0]["feature_name"] == "age"
+        assert results[0]["feature_type"] == "numeric"
+        assert results[1]["feature_name"] == "city"
+        assert results[1]["feature_type"] == "categorical"
+
+    def test_missing_column_skipped(self):
+        calc = _make_calc()
+        table = pa.table({"age": [25, 30]})
+        fields = [("age", "numeric"), ("missing_col", "numeric")]
+        results = calc.compute_all(table, fields)
+
+        assert len(results) == 1
+        assert results[0]["feature_name"] == "age"
+
+
+class TestNaNSanitization:
+    """Verify that NaN/Inf values never leak into metric results."""
+
+    def test_opt_float_none(self):
+        assert opt_float(None) is None
+
+    def test_opt_float_normal(self):
+        assert opt_float(3.14) == pytest.approx(3.14)
+
+    def test_opt_float_nan(self):
+        assert opt_float(float("nan")) is None
+
+    def test_opt_float_inf(self):
+        assert opt_float(float("inf")) is None
+
+    def test_opt_float_neg_inf(self):
+        assert opt_float(float("-inf")) is None
+
+    def test_opt_float_zero(self):
+        assert opt_float(0) == 0.0
+
+    def test_opt_float_integer(self):
+        assert opt_float(42) == 42.0
+
+    def test_single_value_stddev_is_none_not_nan(self):
+        """pc.stddev(ddof=1) on a single value returns NaN; we must convert to None."""
+        calc = _make_calc()
+        arr = pa.array([7.0])
+        result = calc.compute_numeric(arr)
+
+        assert result["stddev"] is None
+        assert result["mean"] == pytest.approx(7.0)
+
+    def test_two_values_stddev_is_valid(self):
+        calc = _make_calc()
+        arr = pa.array([4.0, 6.0])
+        result = calc.compute_numeric(arr)
+
+        assert result["stddev"] is not None
+        assert result["stddev"] == pytest.approx(math.sqrt(2.0))
+
+    def test_all_numeric_results_json_serializable(self):
+        """Every field in a numeric result must be JSON-serializable (no NaN/Inf)."""
+        calc = _make_calc(bins=5)
+        for test_data in [
+            [42.0],  # single value
+            [1.0, 2.0],  # two values
+            [1.0, None, 3.0],  # with nulls
+            list(range(100)),  # many values
+        ]:
+            arr = pa.array(test_data, type=pa.float64())
+            result = calc.compute_numeric(arr)
+            json.dumps(result)  # raises ValueError if NaN/Inf present
+
+    def test_all_categorical_results_json_serializable(self):
+        calc = _make_calc()
+        for test_data in [
+            ["a", "b", "a"],
+            ["x", None, "y"],
+            [None, None],
+        ]:
+            arr = pa.array(test_data, type=pa.string())
+            result = calc.compute_categorical(arr)
+            json.dumps(result)
+
+    def test_sanitize_floats_cleans_nan(self):
+        from feast.monitoring.monitoring_service import _sanitize_floats
+
+        row = {
+            "feature_name": "test",
+            "mean": float("nan"),
+            "stddev": float("inf"),
+            "null_rate": float("-inf"),
+            "min_val": 1.0,
+            "max_val": 10.0,
+            "p50": 5.0,
+            "p75": None,
+            "row_count": 100,
+        }
+        result = _sanitize_floats(row)
+
+        assert result["mean"] is None
+        assert result["stddev"] is None
+        assert result["null_rate"] is None
+        assert result["min_val"] == 1.0
+        assert result["max_val"] == 10.0
+        assert result["p50"] == 5.0
+        assert result["p75"] is None
+        assert result["row_count"] == 100  # non-float fields untouched
+        assert result["feature_name"] == "test"
+        json.dumps(result)
+
+    def test_sanitize_floats_preserves_valid_values(self):
+        from feast.monitoring.monitoring_service import _sanitize_floats
+
+        row = {
+            "mean": 5.5,
+            "stddev": 2.3,
+            "null_rate": 0.0,
+            "min_val": 0.0,
+            "max_val": 10.0,
+            "p50": 5.0,
+            "p75": 7.5,
+            "p90": 9.0,
+            "p95": 9.5,
+            "p99": 9.9,
+            "avg_null_rate": 0.05,
+            "max_null_rate": 0.1,
+        }
+        result = _sanitize_floats(row)
+
+        for key, val in row.items():
+            assert result[key] == val
diff --git a/sdk/python/tests/unit/online_store/test_aerospike_online_retrieval.py b/sdk/python/tests/unit/online_store/test_aerospike_online_retrieval.py
new file mode 100644
index 00000000000..f44d27bb0d7
--- /dev/null
+++ b/sdk/python/tests/unit/online_store/test_aerospike_online_retrieval.py
@@ -0,0 +1,1684 @@
+"""
+Unit tests for the Aerospike online store.
+
+Most of the tests here are pure Python and run in any environment (they cover
+the timestamp/TTL helpers, the column-oriented proto reshape, and the
+write/read/admin dispatch with a mocked Aerospike client). One end-to-end test
+is marked with ``@_requires_docker`` and is skipped when Docker is unavailable.
+"""
+
+import threading
+import time
+from datetime import datetime, timedelta, timezone
+from types import SimpleNamespace
+from unittest.mock import MagicMock, patch
+
+import pytest
+
+pytest.importorskip("aerospike")
+
+import aerospike  # noqa: E402
+
+from feast import FeatureView, Field, FileSource  # noqa: E402
+from feast.infra.online_stores.aerospike_online_store.aerospike import (  # noqa: E402
+    AerospikeOnlineStore,
+    _datetime_to_epoch_ms,
+    _epoch_ms_to_datetime,
+    _resolve_ttl,
+)
+from feast.protos.feast.types.EntityKey_pb2 import (
+    EntityKey as EntityKeyProto,  # noqa: E402
+)
+from feast.protos.feast.types.Value_pb2 import Value as ValueProto  # noqa: E402
+from feast.repo_config import RepoConfig  # noqa: E402
+from feast.types import Float64, Int64  # noqa: E402
+from feast.utils import _utc_now  # noqa: E402
+from tests.universal.feature_repos.universal.online_store.aerospike import (  # noqa: E402
+    AEROSPIKE_CE_IMAGE,
+)
+from tests.utils.cli_repo_creator import CliRunner, get_example_repo  # noqa: E402
+
+docker_available = False
+try:
+    import docker
+    from testcontainers.core.container import DockerContainer
+    from testcontainers.core.waiting_utils import wait_for_logs
+
+    try:
+        _docker = docker.from_env()
+        _docker.ping()
+        docker_available = True
+    except Exception:
+        pass
+except ImportError:
+    pass
+
+_requires_docker = pytest.mark.skipif(
+    not docker_available,
+    reason="Docker is not available or not running. Start Docker daemon to run these tests.",
+)
+
+
+# ---------------------------------------------------------------------------
+# Shared fixtures / helpers
+# ---------------------------------------------------------------------------
+
+
+def _make_fv(*field_names: str, dtype=Int64) -> FeatureView:
+    """Build a minimal FeatureView for conversion tests."""
+    return FeatureView(
+        name="test_fv",
+        entities=[],
+        schema=[Field(name=n, dtype=dtype) for n in field_names],
+        source=FileSource(path="fake.parquet", timestamp_field="event_timestamp"),
+        ttl=timedelta(days=1),
+    )
+
+
+def _aerospike_repo_config(**online_store_overrides) -> RepoConfig:
+    base = {"type": "aerospike", "namespace": "feast"}
+    base.update(online_store_overrides)
+    return RepoConfig(
+        project="demo",
+        provider="local",
+        registry="/tmp/reg.db",
+        online_store=base,
+        entity_key_serialization_version=3,
+    )
+
+
+def _fake_batch_record(key: tuple, bins):
+    """Mimic aerospike_helpers.batch.records.BatchRecord for a successful read."""
+    return SimpleNamespace(
+        key=key,
+        result=0,
+        record=(key, {"ttl": 0, "gen": 1}, bins) if bins is not None else None,
+        in_doubt=False,
+    )
+
+
+# ---------------------------------------------------------------------------
+# Helpers: timestamp and TTL conversions
+# ---------------------------------------------------------------------------
+
+
+def test_datetime_helpers_round_trip_utc():
+    dt = datetime(2026, 4, 20, 12, 30, 45, 123000, tzinfo=timezone.utc)
+    ms = _datetime_to_epoch_ms(dt)
+    assert _epoch_ms_to_datetime(ms) == dt
+
+
+def test_datetime_helpers_treat_naive_as_utc():
+    dt_naive = datetime(2026, 4, 20, 12, 30, 45, 123000)
+    dt_utc = dt_naive.replace(tzinfo=timezone.utc)
+    assert _datetime_to_epoch_ms(dt_naive) == _datetime_to_epoch_ms(dt_utc)
+
+
+def test_epoch_ms_to_datetime_none_passthrough():
+    assert _epoch_ms_to_datetime(None) is None
+
+
+def test_resolve_ttl_sentinels():
+    assert _resolve_ttl(None) == aerospike.TTL_NAMESPACE_DEFAULT
+    assert _resolve_ttl(0) == aerospike.TTL_NEVER_EXPIRE
+    assert _resolve_ttl(3600) == 3600
+
+
+def test_socket_timeout_ms_propagates_to_read_write_and_batch_policies(monkeypatch):
+    """``socket_timeout_ms`` must apply uniformly to read, write and batch
+    policies — otherwise ``max_retries`` can't fire within the total budget
+    (the first attempt alone consumes the whole deadline)."""
+    captured: dict = {}
+
+    def fake_client(cfg):
+        captured["cfg"] = cfg
+        fake = MagicMock()
+        fake.connect.return_value = fake
+        return fake
+
+    monkeypatch.setattr(aerospike, "client", fake_client)
+
+    config = _aerospike_repo_config(
+        batch_total_timeout_ms=1500,
+        socket_timeout_ms=40,
+        read_timeout_ms=100,
+        write_timeout_ms=200,
+    )
+    store = AerospikeOnlineStore()
+    store._get_client(config)
+
+    policies = captured["cfg"]["policies"]
+    assert policies["read"]["total_timeout"] == 100
+    assert policies["read"]["socket_timeout"] == 40
+    assert policies["write"]["total_timeout"] == 200
+    assert policies["write"]["socket_timeout"] == 40
+    assert policies["batch"]["total_timeout"] == 1500
+    assert policies["batch"]["socket_timeout"] == 40
+
+
+def test_socket_timeout_ms_omitted_when_not_set(monkeypatch):
+    """Unset ``socket_timeout_ms`` must leave the client's default in place,
+    not inject ``None`` into the policy dicts."""
+    captured: dict = {}
+
+    def fake_client(cfg):
+        captured["cfg"] = cfg
+        fake = MagicMock()
+        fake.connect.return_value = fake
+        return fake
+
+    monkeypatch.setattr(aerospike, "client", fake_client)
+
+    store = AerospikeOnlineStore()
+    store._get_client(_aerospike_repo_config())
+
+    policies = captured["cfg"]["policies"]
+    for scope in ("read", "write", "batch"):
+        assert "socket_timeout" not in policies[scope], (
+            f"socket_timeout leaked into {scope} policy with no config override"
+        )
+
+
+# ---------------------------------------------------------------------------
+# _convert_raw_docs_to_proto — same contract as MongoDB's helper
+# ---------------------------------------------------------------------------
+
+
+def test_convert_raw_docs_missing_entity():
+    """Entity key absent from docs -> (None, None)."""
+    fv = _make_fv("score")
+    ts = datetime(2024, 1, 1, tzinfo=timezone.utc)
+    ids = [b"present", b"missing"]
+    docs = {
+        b"present": {
+            "features": {"test_fv": {"score": 42}},
+            "event_timestamps": {"test_fv": ts},
+        }
+    }
+
+    results = AerospikeOnlineStore._convert_raw_docs_to_proto(ids, docs, fv)
+
+    assert len(results) == 2
+    ts_out, feats_out = results[0]
+    assert ts_out == ts
+    assert feats_out["score"].int64_val == 42
+    assert results[1] == (None, None)
+
+
+def test_convert_raw_docs_partial_doc():
+    """Entity exists but one feature key is absent -> empty ValueProto for that feature."""
+    fv = _make_fv("present_feat", "missing_feat")
+    ts = datetime(2024, 1, 1, tzinfo=timezone.utc)
+    ids = [b"entity1"]
+    docs = {
+        b"entity1": {
+            "features": {"test_fv": {"present_feat": 99}},
+            "event_timestamps": {"test_fv": ts},
+        }
+    }
+
+    results = AerospikeOnlineStore._convert_raw_docs_to_proto(ids, docs, fv)
+
+    assert len(results) == 1
+    ts_out, feats_out = results[0]
+    assert ts_out == ts
+    assert feats_out["present_feat"].int64_val == 99
+    assert feats_out["missing_feat"] == ValueProto()
+
+
+def test_convert_raw_docs_entity_exists_but_fv_not_written():
+    """Entity doc exists (written by another FV) but this FV was never written -> (None, None)."""
+    pricing_fv = _make_fv("price")
+    ts = datetime(2024, 1, 1, tzinfo=timezone.utc)
+    ids = [b"driver_1"]
+    docs = {
+        b"driver_1": {
+            "features": {"driver_stats": {"acc_rate": 0.9}},
+            "event_timestamps": {"driver_stats": ts},
+        }
+    }
+
+    results = AerospikeOnlineStore._convert_raw_docs_to_proto(ids, docs, pricing_fv)
+
+    assert len(results) == 1
+    assert results[0] == (None, None)
+
+
+def test_convert_raw_docs_ordering():
+    """Result order matches the ids list regardless of dict insertion order in docs."""
+    fv = _make_fv("score")
+    ts = datetime(2024, 1, 1, tzinfo=timezone.utc)
+
+    ids = [b"entity_z", b"entity_a", b"entity_m"]
+    docs = {
+        b"entity_a": {
+            "features": {"test_fv": {"score": 2}},
+            "event_timestamps": {"test_fv": ts},
+        },
+        b"entity_m": {
+            "features": {"test_fv": {"score": 3}},
+            "event_timestamps": {"test_fv": ts},
+        },
+        b"entity_z": {
+            "features": {"test_fv": {"score": 1}},
+            "event_timestamps": {"test_fv": ts},
+        },
+    }
+
+    results = AerospikeOnlineStore._convert_raw_docs_to_proto(ids, docs, fv)
+
+    assert [row[1]["score"].int64_val for row in results] == [1, 2, 3]
+
+
+# ---------------------------------------------------------------------------
+# Write path: _build_batch_writes + online_write_batch dispatch
+# ---------------------------------------------------------------------------
+
+
+def _entity_key(join_key: str, value: int) -> EntityKeyProto:
+    return EntityKeyProto(
+        join_keys=[join_key], entity_values=[ValueProto(int64_val=value)]
+    )
+
+
+def test_build_batch_writes_produces_three_ops_with_created_ts():
+    config = _aerospike_repo_config(ttl_seconds=3600)
+    fv = SimpleNamespace(name="driver_stats")
+    ts = datetime(2026, 4, 20, 12, 30, 45, tzinfo=timezone.utc)
+    row = (
+        _entity_key("driver_id", 1),
+        {
+            "rating": ValueProto(double_val=4.91),
+            "trips_last_7d": ValueProto(int64_val=132),
+        },
+        ts,
+        ts,
+    )
+
+    batch = AerospikeOnlineStore._build_batch_writes(
+        config, fv, [row], namespace="feast", set_name="demo_latest"
+    )
+
+    assert len(batch.batch_records) == 1
+    bw = batch.batch_records[0]
+    assert bw.key[:2] == ("feast", "demo_latest")
+    # Must be bytearray, not bytes: the Aerospike Python C client rejects
+    # bytes user keys ("Key is invalid") and silently hashes only the first
+    # byte inside batch_operate/batch_read — causing digest collisions.
+    assert isinstance(bw.key[2], bytearray)
+    assert bw.meta == {"ttl": 3600}
+    # No explicit per-record policy: writes rely on the client-level default
+    # (POLICY_KEY_DIGEST), which doesn't persist the serialized entity key
+    # server-side — batch_operate preserves request order so the stored key
+    # has no functional use on the read path.
+    assert bw.policy is None
+    assert len(bw.ops) == 3
+    bin_names = [op["bin"] for op in bw.ops]
+    assert bin_names == ["features", "event_ts", "created_ts"]
+    # Map CDTs must be created with MAP_KEY_ORDERED so key lookups on reads
+    # and the update() background scan stay O(log N).
+    for op in bw.ops:
+        if op["bin"] in ("features", "event_ts"):
+            assert op["map_policy"] == {"map_order": aerospike.MAP_KEY_ORDERED}
+
+
+def test_build_batch_writes_omits_created_ts_when_none():
+    config = _aerospike_repo_config()
+    fv = SimpleNamespace(name="driver_stats")
+    row = (
+        _entity_key("driver_id", 1),
+        {"rating": ValueProto(double_val=4.91)},
+        datetime(2026, 4, 20, tzinfo=timezone.utc),
+        None,
+    )
+
+    batch = AerospikeOnlineStore._build_batch_writes(
+        config, fv, [row], namespace="feast", set_name="demo_latest"
+    )
+
+    ops = batch.batch_records[0].ops
+    assert len(ops) == 2
+    assert {op["bin"] for op in ops} == {"features", "event_ts"}
+
+
+def test_build_batch_writes_ttl_sentinels():
+    config = _aerospike_repo_config(ttl_seconds=0)
+    fv = SimpleNamespace(name="fv")
+    row = (
+        _entity_key("id", 1),
+        {"x": ValueProto(int64_val=1)},
+        datetime(2026, 1, 1, tzinfo=timezone.utc),
+        None,
+    )
+
+    batch = AerospikeOnlineStore._build_batch_writes(
+        config, fv, [row], namespace="feast", set_name="set"
+    )
+    assert batch.batch_records[0].meta == {"ttl": aerospike.TTL_NEVER_EXPIRE}
+
+
+def test_online_write_batch_dispatches_to_client():
+    config = _aerospike_repo_config()
+    fv = SimpleNamespace(name="fv")
+    store = AerospikeOnlineStore()
+    fake_client = MagicMock()
+    store._client = fake_client
+
+    row = (
+        _entity_key("id", 1),
+        {"x": ValueProto(int64_val=1)},
+        datetime(2026, 1, 1, tzinfo=timezone.utc),
+        None,
+    )
+    progress_calls: list[int] = []
+    store.online_write_batch(config, fv, [row], progress=progress_calls.append)
+
+    assert fake_client.batch_write.called
+    assert progress_calls == [1]
+
+
+def test_online_write_batch_empty_short_circuits():
+    config = _aerospike_repo_config()
+    fv = SimpleNamespace(name="fv")
+    store = AerospikeOnlineStore()
+    fake_client = MagicMock()
+    store._client = fake_client
+
+    progress_calls: list[int] = []
+    store.online_write_batch(config, fv, [], progress=progress_calls.append)
+
+    assert not fake_client.batch_write.called
+    assert progress_calls == [0]
+
+
+def test_chunked_splits_without_partial_tail():
+    chunks = list(AerospikeOnlineStore._chunked([1, 2, 3, 4, 5], 2))
+    assert chunks == [[1, 2], [3, 4], [5]]
+
+
+def test_get_client_thread_safe_single_connect(monkeypatch):
+    """Concurrent first callers must share one client, not leak connections."""
+    connect_count = 0
+    connect_lock = threading.Lock()
+
+    def fake_client(cfg):
+        fake = MagicMock()
+
+        def connect():
+            nonlocal connect_count
+            with connect_lock:
+                connect_count += 1
+            time.sleep(0.05)
+            return fake
+
+        fake.connect = connect
+        return fake
+
+    monkeypatch.setattr(aerospike, "client", fake_client)
+    store = AerospikeOnlineStore()
+    config = _aerospike_repo_config()
+    barrier = threading.Barrier(8)
+
+    def worker():
+        barrier.wait()
+        store._get_client(config)
+
+    threads = [threading.Thread(target=worker) for _ in range(8)]
+    for thread in threads:
+        thread.start()
+    for thread in threads:
+        thread.join()
+
+    assert connect_count == 1
+
+
+def test_online_write_batch_chunks_at_batch_max_records():
+    config = _aerospike_repo_config(batch_max_records=100)
+    fv = SimpleNamespace(name="fv")
+    store = AerospikeOnlineStore()
+    fake_client = MagicMock()
+    store._client = fake_client
+
+    ts = datetime(2026, 1, 1, tzinfo=timezone.utc)
+    rows = [
+        (
+            _entity_key("id", i),
+            {"x": ValueProto(int64_val=i)},
+            ts,
+            None,
+        )
+        for i in range(250)
+    ]
+    progress_calls: list[int] = []
+    store.online_write_batch(config, fv, rows, progress=progress_calls.append)
+
+    assert fake_client.batch_write.call_count == 3
+    sizes = [
+        len(call.args[0].batch_records)
+        for call in fake_client.batch_write.call_args_list
+    ]
+    assert sizes == [100, 100, 50]
+    assert progress_calls == [100, 200, 250]
+
+
+# ---------------------------------------------------------------------------
+# Read path: online_read dispatches and converts via batch_operate
+# ---------------------------------------------------------------------------
+
+
+def _read_feature_view() -> SimpleNamespace:
+    """Minimal FV object exposing .name and .features with dtype mappings."""
+    return SimpleNamespace(
+        name="driver_stats",
+        features=[
+            SimpleNamespace(name="rating", dtype=Float64),
+            SimpleNamespace(name="trips_last_7d", dtype=Int64),
+        ],
+    )
+
+
+def test_online_read_happy_path_with_projection_and_ordering():
+    config = _aerospike_repo_config()
+    fv = _read_feature_view()
+    store = AerospikeOnlineStore()
+    ts = datetime(2026, 4, 20, 12, 30, 45, 123000, tzinfo=timezone.utc)
+
+    ek1 = _entity_key("driver_id", 1)
+    ek2 = _entity_key("driver_id", 2)
+    ek3 = _entity_key("driver_id", 3)
+    key1 = store._aerospike_key(config, ek1)
+    key2 = store._aerospike_key(config, ek2)
+    key3 = store._aerospike_key(config, ek3)
+
+    def fake_batch_operate(keys, ops):
+        assert keys == [key1, key2, key3]
+        assert len(ops) == 2
+        assert ops[0]["bin"] == "features"
+        assert ops[1]["bin"] == "event_ts"
+        # Aerospike's batch_operate preserves input order; the middle record
+        # is simulated as missing to verify we still emit (None, None) in
+        # the correct slot.
+        br1 = _fake_batch_record(
+            key1,
+            {
+                "features": {"rating": 4.91, "trips_last_7d": 132},
+                "event_ts": _datetime_to_epoch_ms(ts),
+            },
+        )
+        br2 = _fake_batch_record(key2, None)  # missing record
+        br3 = _fake_batch_record(
+            key3,
+            {
+                "features": {"rating": 3.75, "trips_last_7d": 42},
+                "event_ts": _datetime_to_epoch_ms(ts),
+            },
+        )
+        return SimpleNamespace(batch_records=[br1, br2, br3])
+
+    fake_client = MagicMock()
+    fake_client.batch_operate.side_effect = fake_batch_operate
+    store._client = fake_client
+
+    results = store.online_read(config, fv, [ek1, ek2, ek3])
+
+    assert len(results) == 3
+    ts0, feats0 = results[0]
+    assert ts0 == ts
+    assert abs(feats0["rating"].double_val - 4.91) < 1e-9
+    assert feats0["trips_last_7d"].int64_val == 132
+    assert results[1] == (None, None)
+    ts2, feats2 = results[2]
+    assert ts2 == ts
+    assert abs(feats2["rating"].double_val - 3.75) < 1e-9
+
+
+def test_online_read_empty_keys_returns_empty():
+    store = AerospikeOnlineStore()
+    store._client = MagicMock()
+    fv = _read_feature_view()
+    assert store.online_read(_aerospike_repo_config(), fv, []) == []
+    assert not store._client.batch_operate.called
+
+
+def test_online_read_chunks_at_batch_max_records():
+    config = _aerospike_repo_config(batch_max_records=100)
+    fv = _read_feature_view()
+    store = AerospikeOnlineStore()
+    entity_keys = [_entity_key("driver_id", i) for i in range(250)]
+    ts = datetime(2026, 1, 1, tzinfo=timezone.utc)
+
+    def fake_batch_operate(keys, ops):
+        return SimpleNamespace(
+            batch_records=[
+                _fake_batch_record(
+                    key,
+                    {
+                        "features": {"rating": 4.0, "trips_last_7d": 10},
+                        "event_ts": _datetime_to_epoch_ms(ts),
+                    },
+                )
+                for key in keys
+            ]
+        )
+
+    fake_client = MagicMock()
+    fake_client.batch_operate.side_effect = fake_batch_operate
+    store._client = fake_client
+
+    results = store.online_read(config, fv, entity_keys)
+
+    assert fake_client.batch_operate.call_count == 3
+    sizes = [len(call.args[0]) for call in fake_client.batch_operate.call_args_list]
+    assert sizes == [100, 100, 50]
+    assert len(results) == 250
+    assert all(feats is not None for _, feats in results)
+
+
+def test_online_read_record_exists_but_fv_not_present_returns_none():
+    config = _aerospike_repo_config()
+    fv = _read_feature_view()
+    store = AerospikeOnlineStore()
+    ek = _entity_key("driver_id", 1)
+    key = store._aerospike_key(config, ek)
+
+    def fake_batch_operate(keys, ops):
+        return SimpleNamespace(
+            batch_records=[
+                _fake_batch_record(key, {"features": None, "event_ts": None})
+            ]
+        )
+
+    fake_client = MagicMock()
+    fake_client.batch_operate.side_effect = fake_batch_operate
+    store._client = fake_client
+
+    results = store.online_read(config, fv, [ek])
+    assert results == [(None, None)]
+
+
+def _fake_error_record(key: tuple, result_code: int):
+    """Batch response for an error case — no ``record`` but a non-OK result."""
+    return SimpleNamespace(key=key, result=result_code, record=None, in_doubt=False)
+
+
+def test_online_read_record_not_found_returns_none():
+    """``br.result == 2`` (RECORD_NOT_FOUND) is a genuine miss, not an error."""
+    config = _aerospike_repo_config()
+    fv = _read_feature_view()
+    store = AerospikeOnlineStore()
+    ek = _entity_key("driver_id", 1)
+    key = store._aerospike_key(config, ek)
+
+    fake_client = MagicMock()
+    fake_client.batch_operate.return_value = SimpleNamespace(
+        batch_records=[_fake_error_record(key, result_code=2)]
+    )
+    store._client = fake_client
+
+    assert store.online_read(config, fv, [ek]) == [(None, None)]
+
+
+def test_online_read_op_not_applicable_returns_none():
+    """``br.result == 26`` (OP_NOT_APPLICABLE) happens when the nested FV
+    submap is absent — also a miss under the OnlineStore contract, not an
+    error."""
+    config = _aerospike_repo_config()
+    fv = _read_feature_view()
+    store = AerospikeOnlineStore()
+    ek = _entity_key("driver_id", 1)
+    key = store._aerospike_key(config, ek)
+
+    fake_client = MagicMock()
+    fake_client.batch_operate.return_value = SimpleNamespace(
+        batch_records=[_fake_error_record(key, result_code=26)]
+    )
+    store._client = fake_client
+
+    assert store.online_read(config, fv, [ek]) == [(None, None)]
+
+
+def test_online_read_raises_on_transient_error():
+    """Any other non-OK result (e.g. 9 = TIMEOUT) must be surfaced as an error.
+
+    A silent null-return on a transient timeout is the root-cause class of
+    bug that shows up weeks later as a model-quality regression; pinning
+    this with a test keeps the read path loud on failure.
+    """
+    config = _aerospike_repo_config()
+    fv = _read_feature_view()
+    store = AerospikeOnlineStore()
+    ek = _entity_key("driver_id", 1)
+    key = store._aerospike_key(config, ek)
+
+    fake_client = MagicMock()
+    fake_client.batch_operate.return_value = SimpleNamespace(
+        batch_records=[_fake_error_record(key, result_code=9)]  # TIMEOUT
+    )
+    store._client = fake_client
+
+    with pytest.raises(RuntimeError, match="non-OK status"):
+        store.online_read(config, fv, [ek])
+
+
+def test_online_read_projects_requested_features_server_side():
+    """``requested_features`` must drive a ``map_get_by_key_list`` projection
+    nested into the feature-view submap via ``cdt_ctx``; the unordered
+    ``MAP_RETURN_KEY_VALUE`` response is a flat ``[k1,v1,k2,v2]`` list."""
+    config = _aerospike_repo_config()
+    fv = _read_feature_view()
+    store = AerospikeOnlineStore()
+    ek = _entity_key("driver_id", 1)
+    key = store._aerospike_key(config, ek)
+    ts = datetime(2026, 4, 20, 12, 30, 45, tzinfo=timezone.utc)
+
+    captured_ops: list = []
+
+    def fake_batch_operate(keys, ops):
+        captured_ops.extend(ops)
+        # Projected features come back as a flat [k,v,k,v] list rather than
+        # a dict — the store must normalize this before feeding the row
+        # reshape helper.
+        return SimpleNamespace(
+            batch_records=[
+                _fake_batch_record(
+                    key,
+                    {
+                        "features": ["rating", 4.91],
+                        "event_ts": _datetime_to_epoch_ms(ts),
+                    },
+                )
+            ]
+        )
+
+    fake_client = MagicMock()
+    fake_client.batch_operate.side_effect = fake_batch_operate
+    store._client = fake_client
+
+    results = store.online_read(config, fv, [ek], requested_features=["rating"])
+
+    assert len(results) == 1
+    ts_out, feats = results[0]
+    assert ts_out == ts
+    assert abs(feats["rating"].double_val - 4.91) < 1e-9
+    assert feats["trips_last_7d"] == ValueProto()
+    features_op = captured_ops[0]
+    assert features_op["op"] == aerospike.OP_MAP_GET_BY_KEY_LIST
+    assert features_op["bin"] == "features"
+    assert features_op["val"] == ["rating"]
+    assert features_op["return_type"] == aerospike.MAP_RETURN_KEY_VALUE
+    # The ctx must nest the projection inside the FV's submap so the server
+    # only ships the requested columns over the wire.
+    assert features_op.get("ctx"), "projection op is missing ctx"
+
+
+def test_normalize_projected_features_handles_all_payload_shapes():
+    """The shape of the ``features`` payload depends on which op produced it;
+    the helper must accept all of them."""
+    assert AerospikeOnlineStore._normalize_projected_features(None) is None
+    assert AerospikeOnlineStore._normalize_projected_features([]) == {}
+    assert AerospikeOnlineStore._normalize_projected_features(["a", 1, "b", 2]) == {
+        "a": 1,
+        "b": 2,
+    }
+    assert AerospikeOnlineStore._normalize_projected_features({"a": 1, "b": 2}) == {
+        "a": 1,
+        "b": 2,
+    }
+
+
+def test_online_write_batch_raises_on_per_record_error():
+    """A partial batch failure (one record's result != 0) must raise rather
+    than silently succeed — otherwise downstream sees "model saw stale
+    features" weeks after the fact."""
+    config = _aerospike_repo_config()
+    fv = SimpleNamespace(name="fv")
+    store = AerospikeOnlineStore()
+    fake_client = MagicMock()
+
+    def fake_batch_write(batch):
+        # Simulate a one-partition timeout on the single record.
+        batch.batch_records[0].result = 9  # TIMEOUT
+
+    fake_client.batch_write.side_effect = fake_batch_write
+    store._client = fake_client
+
+    row = (
+        _entity_key("id", 1),
+        {"x": ValueProto(int64_val=1)},
+        datetime(2026, 1, 1, tzinfo=timezone.utc),
+        None,
+    )
+    with pytest.raises(RuntimeError, match="non-OK"):
+        store.online_write_batch(config, fv, [row], progress=None)
+
+
+# ---------------------------------------------------------------------------
+# Admin paths: update / teardown
+# ---------------------------------------------------------------------------
+
+
+def test_update_no_op_when_nothing_to_delete():
+    store = AerospikeOnlineStore()
+    fake_client = MagicMock()
+    store._client = fake_client
+    store.update(_aerospike_repo_config(), [], [], [], [], partial=False)
+    assert not fake_client.scan.called
+
+
+def test_update_single_fv_issues_single_background_scan():
+    store = AerospikeOnlineStore()
+    fake_client = MagicMock()
+    fake_scan = MagicMock()
+    fake_client.scan.return_value = fake_scan
+    store._client = fake_client
+
+    store.update(
+        _aerospike_repo_config(),
+        [SimpleNamespace(name="old_fv")],
+        [],
+        [],
+        [],
+        partial=False,
+    )
+
+    assert fake_client.scan.call_args[0] == ("feast", "demo_latest")
+    ops = fake_scan.add_ops.call_args[0][0]
+    assert len(ops) == 2
+    assert {op["bin"] for op in ops} == {"features", "event_ts"}
+    for op in ops:
+        assert op["key"] == "old_fv"
+        assert op["return_type"] == aerospike.MAP_RETURN_NONE
+    fake_scan.execute_background.assert_called_once()
+
+
+def test_update_multi_fv_coalesces_into_one_scan():
+    store = AerospikeOnlineStore()
+    fake_client = MagicMock()
+    fake_scan = MagicMock()
+    fake_client.scan.return_value = fake_scan
+    store._client = fake_client
+
+    tables = [SimpleNamespace(name=n) for n in ("a", "b", "c")]
+    store.update(_aerospike_repo_config(), tables, [], [], [], partial=False)
+
+    fake_client.scan.assert_called_once()
+    ops = fake_scan.add_ops.call_args[0][0]
+    assert len(ops) == 6
+    assert {op["bin"] for op in ops} == {"features", "event_ts"}
+    assert {op["key"] for op in ops} == {"a", "b", "c"}
+    fake_scan.execute_background.assert_called_once()
+
+
+def test_update_rejects_non_aerospike_config():
+    wrong_config = RepoConfig(
+        project="demo",
+        provider="local",
+        registry="/tmp/reg.db",
+        online_store={"type": "sqlite", "path": "/tmp/online.db"},
+        entity_key_serialization_version=3,
+    )
+    store = AerospikeOnlineStore()
+    with pytest.raises(RuntimeError):
+        store.update(
+            wrong_config,
+            [SimpleNamespace(name="x")],
+            [],
+            [],
+            [],
+            partial=False,
+        )
+
+
+def test_teardown_truncates_and_closes_client():
+    store = AerospikeOnlineStore()
+    fake_client = MagicMock()
+    store._client = fake_client
+    store.teardown(_aerospike_repo_config(), [], [])
+    assert fake_client.truncate.call_args[0] == ("feast", "demo_latest", 0)
+    fake_client.close.assert_called_once()
+    assert store._client is None
+
+
+def test_teardown_rejects_non_aerospike_config():
+    wrong_config = RepoConfig(
+        project="demo",
+        provider="local",
+        registry="/tmp/reg.db",
+        online_store={"type": "sqlite", "path": "/tmp/online.db"},
+        entity_key_serialization_version=3,
+    )
+    store = AerospikeOnlineStore()
+    with pytest.raises(RuntimeError):
+        store.teardown(wrong_config, [], [])
+
+
+# ---------------------------------------------------------------------------
+# Per-feature-view namespace + set overrides
+# ---------------------------------------------------------------------------
+# These let a deployment pin individual feature views to RAM-only / SSD-backed
+# namespaces or isolate one view in its own set without splitting projects.
+# Coverage:
+#   * the ``_namespace_for_fv`` / ``_set_name`` resolvers
+#   * read + write paths actually use the resolved ns/set on the wire
+#   * ``update()`` issues one scan per (ns, set) group
+#   * ``teardown()`` truncates every unique (ns, set) pair
+
+
+def test_set_name_default_when_no_overrides():
+    config = _aerospike_repo_config()
+    store = AerospikeOnlineStore()
+    assert store._set_name(config) == "demo_latest"
+    assert store._set_name(config, "any_fv") == "demo_latest"
+
+
+def test_set_name_resolves_per_fv_override():
+    config = _aerospike_repo_config(
+        set_overrides={"hot_fv": "demo_hot", "cold_fv": "demo_cold"}
+    )
+    store = AerospikeOnlineStore()
+    assert store._set_name(config, "hot_fv") == "demo_hot"
+    assert store._set_name(config, "cold_fv") == "demo_cold"
+    # Unmapped FV still falls back to the project-level default.
+    assert store._set_name(config, "other_fv") == "demo_latest"
+    # Calling without an FV name explicitly asks for the project default.
+    assert store._set_name(config) == "demo_latest"
+
+
+def test_namespace_for_fv_default_when_no_overrides():
+    config = _aerospike_repo_config()
+    store = AerospikeOnlineStore()
+    assert store._namespace_for_fv(config) == "feast"
+    assert store._namespace_for_fv(config, "any_fv") == "feast"
+
+
+def test_namespace_for_fv_resolves_per_fv_override():
+    config = _aerospike_repo_config(
+        namespace_overrides={"hot_fv": "feast_ram", "cold_fv": "feast_ssd"}
+    )
+    store = AerospikeOnlineStore()
+    assert store._namespace_for_fv(config, "hot_fv") == "feast_ram"
+    assert store._namespace_for_fv(config, "cold_fv") == "feast_ssd"
+    assert store._namespace_for_fv(config, "other_fv") == "feast"
+
+
+def test_aerospike_key_honours_overrides_when_fv_passed():
+    """``_aerospike_key`` is the choke point for everything that builds an
+    Aerospike (ns, set, user_key) tuple — it must respect the overrides
+    when an FV name is provided, and stay backwards-compatible without."""
+    config = _aerospike_repo_config(
+        namespace_overrides={"hot_fv": "feast_ram"},
+        set_overrides={"hot_fv": "demo_hot"},
+    )
+    store = AerospikeOnlineStore()
+    ek = _entity_key("driver_id", 1)
+
+    default_ns, default_set, _ = store._aerospike_key(config, ek)
+    assert (default_ns, default_set) == ("feast", "demo_latest")
+
+    hot_ns, hot_set, _ = store._aerospike_key(config, ek, fv_name="hot_fv")
+    assert (hot_ns, hot_set) == ("feast_ram", "demo_hot")
+
+
+def test_online_write_batch_writes_to_per_fv_ns_and_set():
+    """The wire keys produced by online_write_batch must use the FV's
+    resolved ns + set, not the store-level defaults."""
+    config = _aerospike_repo_config(
+        namespace_overrides={"driver_stats": "feast_ram"},
+        set_overrides={"driver_stats": "demo_hot"},
+    )
+    fv = SimpleNamespace(name="driver_stats")
+    store = AerospikeOnlineStore()
+    fake_client = MagicMock()
+    captured: dict = {}
+
+    def fake_batch_write(batch):
+        captured["batch"] = batch
+
+    fake_client.batch_write.side_effect = fake_batch_write
+    store._client = fake_client
+
+    row = (
+        _entity_key("id", 1),
+        {"x": ValueProto(int64_val=1)},
+        datetime(2026, 1, 1, tzinfo=timezone.utc),
+        None,
+    )
+    store.online_write_batch(config, fv, [row], progress=None)
+
+    bw = captured["batch"].batch_records[0]
+    assert bw.key[:2] == ("feast_ram", "demo_hot")
+
+
+def test_online_read_uses_per_fv_ns_and_set():
+    """The ``batch_operate`` keys must use the FV's resolved ns + set."""
+    config = _aerospike_repo_config(
+        namespace_overrides={"driver_stats": "feast_ram"},
+        set_overrides={"driver_stats": "demo_hot"},
+    )
+    fv = _read_feature_view()  # name="driver_stats"
+    store = AerospikeOnlineStore()
+    captured: dict = {}
+
+    def fake_batch_operate(keys, ops):
+        captured["keys"] = keys
+        return SimpleNamespace(batch_records=[_fake_batch_record(keys[0], None)])
+
+    fake_client = MagicMock()
+    fake_client.batch_operate.side_effect = fake_batch_operate
+    store._client = fake_client
+
+    store.online_read(config, fv, [_entity_key("driver_id", 1)])
+    assert len(captured["keys"]) == 1
+    assert captured["keys"][0][:2] == ("feast_ram", "demo_hot")
+
+
+def test_update_groups_dropped_fvs_by_resolved_ns_and_set():
+    """Dropped feature views in different (ns, set) buckets must produce
+    one background scan per bucket — a single combined scan would either
+    miss records or pointlessly scan unrelated namespaces."""
+    config = _aerospike_repo_config(
+        namespace_overrides={"a": "ns_x"},  # b, c land on default ns
+        set_overrides={"b": "set_y"},  # a, c land on default set
+    )
+    store = AerospikeOnlineStore()
+    fake_client = MagicMock()
+
+    fake_scans: list = []
+
+    def make_scan(ns, set_name):
+        s = MagicMock(name=f"scan_{ns}_{set_name}")
+        s._ns = ns
+        s._set = set_name
+        fake_scans.append(s)
+        return s
+
+    fake_client.scan.side_effect = make_scan
+    store._client = fake_client
+
+    tables = [
+        SimpleNamespace(name="a"),  # (ns_x, demo_latest)
+        SimpleNamespace(name="b"),  # (feast,  set_y)
+        SimpleNamespace(name="c"),  # (feast,  demo_latest)
+    ]
+    store.update(config, tables, [], [], [], partial=False)
+
+    targets = {(s._ns, s._set) for s in fake_scans}
+    assert targets == {
+        ("ns_x", "demo_latest"),
+        ("feast", "set_y"),
+        ("feast", "demo_latest"),
+    }
+    # Every group's scan must execute and ship the matching FVs' remove ops.
+    by_target = {(s._ns, s._set): s for s in fake_scans}
+    for tgt, fv_name in [
+        (("ns_x", "demo_latest"), "a"),
+        (("feast", "set_y"), "b"),
+        (("feast", "demo_latest"), "c"),
+    ]:
+        scan = by_target[tgt]
+        ops = scan.add_ops.call_args[0][0]
+        assert {op["bin"] for op in ops} == {"features", "event_ts"}
+        assert all(op["key"] == fv_name for op in ops)
+        scan.execute_background.assert_called_once()
+
+
+def test_update_coalesces_fvs_sharing_a_resolved_target():
+    """Two dropped FVs that resolve to the same (ns, set) must share one
+    scan — the per-FV grouping is "by target", not "by FV name"."""
+    config = _aerospike_repo_config(
+        namespace_overrides={"a": "ns_x", "b": "ns_x"},
+        set_overrides={"a": "set_y", "b": "set_y"},
+    )
+    store = AerospikeOnlineStore()
+    fake_client = MagicMock()
+    fake_scan = MagicMock()
+    fake_client.scan.return_value = fake_scan
+    store._client = fake_client
+
+    store.update(
+        config,
+        [SimpleNamespace(name="a"), SimpleNamespace(name="b")],
+        [],
+        [],
+        [],
+        partial=False,
+    )
+
+    fake_client.scan.assert_called_once_with("ns_x", "set_y")
+    ops = fake_scan.add_ops.call_args[0][0]
+    # 4 ops total: features+event_ts for each of the 2 FVs.
+    assert len(ops) == 4
+    assert {op["key"] for op in ops} == {"a", "b"}
+
+
+def test_teardown_truncates_default_plus_every_overridden_pair():
+    config = _aerospike_repo_config(
+        namespace_overrides={"hot": "feast_ram"},
+        set_overrides={"isolated": "demo_iso"},
+    )
+    store = AerospikeOnlineStore()
+    fake_client = MagicMock()
+    store._client = fake_client
+
+    tables = [
+        SimpleNamespace(name="hot"),  # (feast_ram, demo_latest)
+        SimpleNamespace(name="isolated"),  # (feast,    demo_iso)
+        SimpleNamespace(name="default"),  # (feast,    demo_latest)
+    ]
+    store.teardown(config, tables, [])
+
+    truncated = {tuple(call.args[:2]) for call in fake_client.truncate.call_args_list}
+    assert truncated == {
+        ("feast", "demo_latest"),
+        ("feast_ram", "demo_latest"),
+        ("feast", "demo_iso"),
+    }
+    # cutoff is always 0 ("drop everything regardless of last-update time")
+    for call in fake_client.truncate.call_args_list:
+        assert call.args[2] == 0
+    fake_client.close.assert_called_once()
+
+
+def test_teardown_with_empty_tables_still_clears_default_pair():
+    """A teardown call with an empty tables list (e.g. a bare ``feast
+    teardown`` on a repo whose registry is empty) must still clear the
+    store-default location, otherwise stale data lingers."""
+    config = _aerospike_repo_config(
+        namespace_overrides={"unused": "feast_ram"},
+    )
+    store = AerospikeOnlineStore()
+    fake_client = MagicMock()
+    store._client = fake_client
+
+    store.teardown(config, [], [])
+
+    truncated = {tuple(call.args[:2]) for call in fake_client.truncate.call_args_list}
+    assert truncated == {("feast", "demo_latest")}
+
+
+# ---------------------------------------------------------------------------
+# Prewriting hook
+# ---------------------------------------------------------------------------
+# Hook-target functions must be module-level so the import-string resolver
+# can find them via importlib + getattr. They're referenced by f"{__name__}.X".
+
+
+def _hook_uppercase_string_features(config, table, data):  # noqa: ARG001
+    """Sample hook: uppercase every string ValueProto.string_val on every row."""
+    new_data = []
+    for entity_key, values, ts, created in data:
+        new_values = {}
+        for k, v in values.items():
+            if v.HasField("string_val"):
+                new_values[k] = ValueProto(string_val=v.string_val.upper())
+            else:
+                new_values[k] = v
+        new_data.append((entity_key, new_values, ts, created))
+    return new_data
+
+
+def _hook_drop_all_rows(config, table, data):  # noqa: ARG001
+    """Sample hook that filters every row — exercises the post-hook empty-batch path."""
+    return []
+
+
+def _hook_raises(config, table, data):  # noqa: ARG001
+    raise ValueError("hook intentionally failed")
+
+
+_NOT_A_FUNCTION = 42
+
+
+def test_prewriting_hook_unset_returns_none():
+    config = _aerospike_repo_config()  # no prewriting_hook
+    store = AerospikeOnlineStore()
+    assert store._resolve_prewriting_hook(config) is None
+    # Must clear any previously-cached value so a config swap takes effect.
+    store._prewriting_hook = lambda *a, **kw: None  # type: ignore[assignment]
+    store._prewriting_hook_spec = "stale.spec"
+    store._resolve_prewriting_hook(config)
+    assert store._prewriting_hook is None
+    assert store._prewriting_hook_spec is None
+
+
+def test_prewriting_hook_resolves_and_caches():
+    spec = f"{__name__}._hook_uppercase_string_features"
+    config = _aerospike_repo_config(prewriting_hook=spec)
+    store = AerospikeOnlineStore()
+
+    hook = store._resolve_prewriting_hook(config)
+    assert hook is _hook_uppercase_string_features
+
+    # Second call must hit the cache (no re-import).
+    with patch(
+        "feast.infra.online_stores.aerospike_online_store.aerospike.importlib"
+    ) as m:
+        again = store._resolve_prewriting_hook(config)
+        assert again is hook
+        assert not m.import_module.called
+
+
+def test_prewriting_hook_recompiles_after_spec_change():
+    """If the config is rebound to a new hook string, the resolver must
+    re-resolve instead of returning the cached old callable."""
+    store = AerospikeOnlineStore()
+
+    cfg1 = _aerospike_repo_config(
+        prewriting_hook=f"{__name__}._hook_uppercase_string_features"
+    )
+    assert store._resolve_prewriting_hook(cfg1) is _hook_uppercase_string_features
+
+    cfg2 = _aerospike_repo_config(prewriting_hook=f"{__name__}._hook_drop_all_rows")
+    assert store._resolve_prewriting_hook(cfg2) is _hook_drop_all_rows
+
+
+def test_prewriting_hook_bad_format_raises():
+    config = _aerospike_repo_config(prewriting_hook="no_dot_here")
+    store = AerospikeOnlineStore()
+    with pytest.raises(ValueError, match="fully qualified import path"):
+        store._resolve_prewriting_hook(config)
+
+
+def test_prewriting_hook_missing_module_raises():
+    config = _aerospike_repo_config(prewriting_hook="definitely_not_a_real.module.fn")
+    store = AerospikeOnlineStore()
+    with pytest.raises(ValueError, match="could not import module"):
+        store._resolve_prewriting_hook(config)
+
+
+def test_prewriting_hook_missing_attribute_raises():
+    config = _aerospike_repo_config(prewriting_hook=f"{__name__}._does_not_exist")
+    store = AerospikeOnlineStore()
+    with pytest.raises(ValueError, match="has no attribute"):
+        store._resolve_prewriting_hook(config)
+
+
+def test_prewriting_hook_non_callable_raises():
+    config = _aerospike_repo_config(prewriting_hook=f"{__name__}._NOT_A_FUNCTION")
+    store = AerospikeOnlineStore()
+    with pytest.raises(TypeError, match="non-callable"):
+        store._resolve_prewriting_hook(config)
+
+
+def test_prewriting_hook_transforms_data_before_write():
+    """End-to-end: the hook's output is what lands on the wire, not the
+    caller-supplied data."""
+    config = _aerospike_repo_config(
+        prewriting_hook=f"{__name__}._hook_uppercase_string_features"
+    )
+    fv = SimpleNamespace(name="fv")
+    store = AerospikeOnlineStore()
+    fake_client = MagicMock()
+    captured: dict = {}
+
+    def fake_batch_write(batch):
+        captured["batch"] = batch
+
+    fake_client.batch_write.side_effect = fake_batch_write
+    store._client = fake_client
+
+    row = (
+        _entity_key("id", 1),
+        {"name": ValueProto(string_val="alice")},
+        datetime(2026, 1, 1, tzinfo=timezone.utc),
+        None,
+    )
+    store.online_write_batch(config, fv, [row], progress=None)
+
+    bw = captured["batch"].batch_records[0]
+    map_put_op = next(op for op in bw.ops if op["bin"] == "features")
+    # The hook upper-cases string features. ``map_put_items`` stores its
+    # payload under the ``val`` key (mapping FV name -> feature submap).
+    fv_map = map_put_op["val"]["fv"]
+    assert fv_map == {"name": "ALICE"}
+
+
+def test_prewriting_hook_returning_empty_short_circuits():
+    """A hook that filters every row must skip the wire call and report
+    progress=0 — same shape as the empty-input fast path."""
+    config = _aerospike_repo_config(prewriting_hook=f"{__name__}._hook_drop_all_rows")
+    fv = SimpleNamespace(name="fv")
+    store = AerospikeOnlineStore()
+    fake_client = MagicMock()
+    store._client = fake_client
+
+    progress_calls: list[int] = []
+    row = (
+        _entity_key("id", 1),
+        {"x": ValueProto(int64_val=1)},
+        datetime(2026, 1, 1, tzinfo=timezone.utc),
+        None,
+    )
+    store.online_write_batch(config, fv, [row], progress=progress_calls.append)
+
+    assert not fake_client.batch_write.called
+    assert progress_calls == [0]
+
+
+def test_prewriting_hook_propagates_exceptions():
+    """A raising hook must fail the whole batch — there's no per-row
+    fallback. ``batch_write`` must never be called."""
+    config = _aerospike_repo_config(prewriting_hook=f"{__name__}._hook_raises")
+    fv = SimpleNamespace(name="fv")
+    store = AerospikeOnlineStore()
+    fake_client = MagicMock()
+    store._client = fake_client
+
+    row = (
+        _entity_key("id", 1),
+        {"x": ValueProto(int64_val=1)},
+        datetime(2026, 1, 1, tzinfo=timezone.utc),
+        None,
+    )
+    with pytest.raises(ValueError, match="hook intentionally failed"):
+        store.online_write_batch(config, fv, [row], progress=None)
+    assert not fake_client.batch_write.called
+
+
+def test_prewriting_hook_skipped_for_empty_input():
+    """The hook resolver must not even be invoked when ``data`` is empty —
+    avoids paying the import cost for no-op writes."""
+    config = _aerospike_repo_config(
+        prewriting_hook="should.never.resolve"  # would raise if resolved
+    )
+    fv = SimpleNamespace(name="fv")
+    store = AerospikeOnlineStore()
+    fake_client = MagicMock()
+    store._client = fake_client
+
+    progress_calls: list[int] = []
+    store.online_write_batch(config, fv, [], progress=progress_calls.append)
+    assert not fake_client.batch_write.called
+    assert progress_calls == [0]
+
+
+# ---------------------------------------------------------------------------
+# Async wrappers (run_in_executor)
+# ---------------------------------------------------------------------------
+
+
+async def test_online_write_batch_async_delegates_to_sync():
+    """The async write path must produce identical side-effects to the sync one."""
+    config = _aerospike_repo_config()
+    fv = SimpleNamespace(name="fv")
+    store = AerospikeOnlineStore()
+    fake_client = MagicMock()
+    store._client = fake_client
+
+    row = (
+        _entity_key("id", 1),
+        {"x": ValueProto(int64_val=1)},
+        datetime(2026, 1, 1, tzinfo=timezone.utc),
+        None,
+    )
+    progress_calls: list[int] = []
+    await store.online_write_batch_async(
+        config, fv, [row], progress=progress_calls.append
+    )
+
+    assert fake_client.batch_write.called
+    assert progress_calls == [1]
+
+
+async def test_online_read_async_returns_same_shape_as_sync():
+    config = _aerospike_repo_config()
+    fv = _read_feature_view()
+    store = AerospikeOnlineStore()
+    ts = datetime(2026, 4, 20, tzinfo=timezone.utc)
+    ek = _entity_key("driver_id", 1)
+    key = store._aerospike_key(config, ek)
+
+    def fake_batch_operate(keys, ops):
+        return SimpleNamespace(
+            batch_records=[
+                _fake_batch_record(
+                    key,
+                    {
+                        "features": {"rating": 4.91, "trips_last_7d": 132},
+                        "event_ts": _datetime_to_epoch_ms(ts),
+                    },
+                )
+            ]
+        )
+
+    fake_client = MagicMock()
+    fake_client.batch_operate.side_effect = fake_batch_operate
+    store._client = fake_client
+
+    results = await store.online_read_async(config, fv, [ek])
+    assert len(results) == 1
+    ts_out, feats = results[0]
+    assert ts_out == ts
+    assert feats["trips_last_7d"].int64_val == 132
+
+
+async def test_initialize_pre_warms_client():
+    """initialize() must cause the client to connect without needing a read/write."""
+    config = _aerospike_repo_config()
+    store = AerospikeOnlineStore()
+    assert store._client is None
+
+    sentinel = MagicMock(name="warm_client")
+    store._get_client = MagicMock(return_value=sentinel)  # type: ignore[assignment]
+
+    await store.initialize(config)
+    store._get_client.assert_called_once_with(config)
+
+
+async def test_close_is_noop_without_client():
+    store = AerospikeOnlineStore()
+    assert store._client is None
+    await store.close()  # must not raise
+
+
+async def test_close_releases_client():
+    store = AerospikeOnlineStore()
+    fake_client = MagicMock()
+    store._client = fake_client
+
+    await store.close()
+
+    fake_client.close.assert_called_once()
+    assert store._client is None
+
+
+# ---------------------------------------------------------------------------
+# End-to-end integration test — requires Docker
+# ---------------------------------------------------------------------------
+
+
+@pytest.fixture(scope="module")
+def aerospike_container():
+    """Start a real Aerospike CE container for end-to-end testing."""
+    container = DockerContainer(AEROSPIKE_CE_IMAGE).with_exposed_ports("3000")
+    container.start()
+    wait_for_logs(container=container, predicate="migrations: complete", timeout=60)
+    yield container
+    container.stop()
+
+
+@pytest.fixture
+def aerospike_online_store_config(aerospike_container):
+    port = int(aerospike_container.get_exposed_port("3000"))
+    return {
+        "type": "aerospike",
+        "hosts": [("127.0.0.1", port)],
+        "namespace": "test",  # default namespace shipped in the CE image
+    }
+
+
+@_requires_docker
+def test_aerospike_online_features(aerospike_online_store_config):
+    """Full round-trip: write via the provider, read via the feature store API."""
+    runner = CliRunner()
+    with runner.local_repo(
+        get_example_repo("example_feature_repo_1.py"),
+        offline_store="file",
+        online_store="aerospike",
+        teardown=False,  # container torn down by fixture
+    ) as store:
+        # Patch in the live container's port.
+        store.config.online_store.hosts = aerospike_online_store_config["hosts"]
+        store.config.online_store.namespace = aerospike_online_store_config["namespace"]
+
+        driver_locations_fv = store.get_feature_view(name="driver_locations")
+        customer_profile_fv = store.get_feature_view(name="customer_profile")
+        customer_driver_combined_fv = store.get_feature_view(
+            name="customer_driver_combined"
+        )
+
+        provider = store._get_provider()
+
+        driver_key = EntityKeyProto(
+            join_keys=["driver_id"], entity_values=[ValueProto(int64_val=1)]
+        )
+        provider.online_write_batch(
+            config=store.config,
+            table=driver_locations_fv,
+            data=[
+                (
+                    driver_key,
+                    {
+                        "lat": ValueProto(double_val=0.1),
+                        "lon": ValueProto(string_val="1.0"),
+                    },
+                    _utc_now(),
+                    _utc_now(),
+                )
+            ],
+            progress=None,
+        )
+
+        customer_key = EntityKeyProto(
+            join_keys=["customer_id"], entity_values=[ValueProto(string_val="5")]
+        )
+        provider.online_write_batch(
+            config=store.config,
+            table=customer_profile_fv,
+            data=[
+                (
+                    customer_key,
+                    {
+                        "avg_orders_day": ValueProto(float_val=1.0),
+                        "name": ValueProto(string_val="John"),
+                        "age": ValueProto(int64_val=3),
+                    },
+                    _utc_now(),
+                    _utc_now(),
+                )
+            ],
+            progress=None,
+        )
+
+        combined_key = EntityKeyProto(
+            join_keys=["customer_id", "driver_id"],
+            entity_values=[ValueProto(string_val="5"), ValueProto(int64_val=1)],
+        )
+        provider.online_write_batch(
+            config=store.config,
+            table=customer_driver_combined_fv,
+            data=[
+                (
+                    combined_key,
+                    {"trips": ValueProto(int64_val=7)},
+                    _utc_now(),
+                    _utc_now(),
+                )
+            ],
+            progress=None,
+        )
+
+        result = store.get_online_features(
+            features=[
+                "driver_locations:lon",
+                "customer_profile:avg_orders_day",
+                "customer_profile:name",
+                "customer_driver_combined:trips",
+            ],
+            entity_rows=[
+                {"driver_id": 1, "customer_id": "5"},
+                {"driver_id": 1, "customer_id": 5},
+            ],
+            full_feature_names=False,
+        ).to_dict()
+
+        assert result["driver_id"] == [1, 1]
+        assert result["customer_id"] == ["5", "5"]
+        assert result["lon"] == ["1.0", "1.0"]
+        assert result["avg_orders_day"] == [1.0, 1.0]
+        assert result["name"] == ["John", "John"]
+        assert result["trips"] == [7, 7]
+
+        missing = store.get_online_features(
+            features=["customer_driver_combined:trips"],
+            entity_rows=[{"driver_id": 0, "customer_id": 0}],
+            full_feature_names=False,
+        ).to_dict()
+        assert missing["trips"] == [None]
+
+
+# ---------------------------------------------------------------------------
+# Integration tests that exercise the store directly (no CliRunner/apply).
+# ---------------------------------------------------------------------------
+
+
+def _integration_repo_config(
+    aerospike_online_store_config: dict, collection_suffix: str
+) -> RepoConfig:
+    """Build a RepoConfig targeting the live container with an isolated set name.
+
+    Each test passes a unique ``collection_suffix`` so the module-scoped
+    Aerospike container can host multiple tests without cross-contamination.
+    """
+    return RepoConfig(
+        project="itest",
+        provider="local",
+        registry="/tmp/reg.db",
+        online_store={
+            **aerospike_online_store_config,
+            "collection_suffix": collection_suffix,
+        },
+        entity_key_serialization_version=3,
+    )
+
+
+def _multi_fv_feature_view(name: str) -> SimpleNamespace:
+    """Minimal FV duck-typed for the store: exposes .name and .features."""
+    return SimpleNamespace(
+        name=name,
+        features=[
+            SimpleNamespace(name="value", dtype=Int64),
+        ],
+    )
+
+
+@_requires_docker
+def test_aerospike_cross_fv_map_cdt_upsert(aerospike_online_store_config):
+    """Writing two feature views for the same entity must not clobber each other.
+
+    The store uses Aerospike Map CDT ops (``map_put_items``) rather than a
+    full-record ``put``, so two feature views sharing an entity key live in
+    separate slots of the ``features`` / ``event_ts`` maps. This test
+    exercises that guarantee end to end against a real server.
+    """
+    config = _integration_repo_config(aerospike_online_store_config, "cross_fv")
+    store = AerospikeOnlineStore()
+
+    fv_a = _multi_fv_feature_view("driver_stats")
+    fv_b = _multi_fv_feature_view("driver_geo")
+    ek = _entity_key("driver_id", 101)
+    ts = _utc_now()
+
+    store.online_write_batch(
+        config,
+        fv_a,
+        [(ek, {"value": ValueProto(int64_val=42)}, ts, ts)],
+        progress=None,
+    )
+    # Second write targets the SAME entity key under a different feature
+    # view — it must add a new map entry rather than overwrite fv_a.
+    store.online_write_batch(
+        config,
+        fv_b,
+        [(ek, {"value": ValueProto(int64_val=7)}, ts, ts)],
+        progress=None,
+    )
+
+    results_a = store.online_read(config, fv_a, [ek])
+    results_b = store.online_read(config, fv_b, [ek])
+
+    assert len(results_a) == 1 and len(results_b) == 1
+    _, feats_a = results_a[0]
+    _, feats_b = results_b[0]
+    assert feats_a is not None, "driver_stats was clobbered by the driver_geo write"
+    assert feats_b is not None, "driver_geo write did not produce a readable slot"
+    assert feats_a["value"].int64_val == 42
+    assert feats_b["value"].int64_val == 7
+
+    # Sanity-check the raw record too: both feature views should coexist in
+    # the ``features`` Map CDT under their own names.
+    client = store._get_client(config)
+    _, _, bins = client.get(store._aerospike_key(config, ek))
+    assert set(bins["features"].keys()) == {"driver_stats", "driver_geo"}
+    assert set(bins["event_ts"].keys()) == {"driver_stats", "driver_geo"}
+
+    store.teardown(config, [], [])
+
+
+@_requires_docker
+def test_aerospike_update_strips_dropped_feature_view(aerospike_online_store_config):
+    """``update(tables_to_delete=[...])`` removes a FV's slot from every record.
+
+    The store issues a single background scan that applies
+    ``map_remove_by_key`` to the ``features`` and ``event_ts`` bins for each
+    dropped feature view. We verify:
+
+    * The dropped FV's slot disappears from the record (read returns
+      ``(None, None)``).
+    * The kept FV is untouched (still readable with its original values).
+    * The underlying record itself still exists (background scan strips map
+      entries, not whole records).
+    """
+    config = _integration_repo_config(aerospike_online_store_config, "update")
+    store = AerospikeOnlineStore()
+
+    fv_keep = _multi_fv_feature_view("keep_fv")
+    fv_drop = _multi_fv_feature_view("drop_fv")
+    ek = _entity_key("driver_id", 202)
+    ts = _utc_now()
+
+    store.online_write_batch(
+        config,
+        fv_keep,
+        [(ek, {"value": ValueProto(int64_val=1)}, ts, ts)],
+        progress=None,
+    )
+    store.online_write_batch(
+        config,
+        fv_drop,
+        [(ek, {"value": ValueProto(int64_val=999)}, ts, ts)],
+        progress=None,
+    )
+
+    # Pre-condition: both feature views readable.
+    assert store.online_read(config, fv_keep, [ek])[0][1] is not None
+    assert store.online_read(config, fv_drop, [ek])[0][1] is not None
+
+    store.update(
+        config=config,
+        tables_to_delete=[fv_drop],
+        tables_to_keep=[fv_keep],
+        entities_to_delete=[],
+        entities_to_keep=[],
+        partial=False,
+    )
+
+    # The background scan is asynchronous server-side. Poll up to ~10s for
+    # the drop_fv slot to disappear before failing — this matches how a real
+    # Feast caller would experience the post-apply propagation delay.
+    deadline = time.monotonic() + 10.0
+    drop_result = store.online_read(config, fv_drop, [ek])[0]
+    while drop_result != (None, None) and time.monotonic() < deadline:
+        time.sleep(0.1)
+        drop_result = store.online_read(config, fv_drop, [ek])[0]
+    assert drop_result == (None, None), (
+        f"drop_fv slot was not cleared by background scan within 10s; "
+        f"last result: {drop_result!r}"
+    )
+
+    # keep_fv must still be present with its original value.
+    keep_ts, keep_feats = store.online_read(config, fv_keep, [ek])[0]
+    assert keep_feats is not None, "keep_fv was removed by the scan"
+    assert keep_feats["value"].int64_val == 1
+    assert keep_ts is not None
+
+    # The record itself still exists — only the dropped FV's map entries
+    # were removed. Verify directly via a raw get so we notice if a future
+    # change accidentally escalates to a full-record delete.
+    client = store._get_client(config)
+    _, _, bins = client.get(store._aerospike_key(config, ek))
+    assert "drop_fv" not in bins["features"]
+    assert "drop_fv" not in bins["event_ts"]
+    assert "keep_fv" in bins["features"]
+
+    store.teardown(config, [], [])
diff --git a/sdk/python/tests/unit/online_store/test_mongodb_online_retrieval.py b/sdk/python/tests/unit/online_store/test_mongodb_online_retrieval.py
index 029746cf442..485ab2dce08 100644
--- a/sdk/python/tests/unit/online_store/test_mongodb_online_retrieval.py
+++ b/sdk/python/tests/unit/online_store/test_mongodb_online_retrieval.py
@@ -1,9 +1,6 @@
-"""
-Unit tests for MongoDB online store.
+"""Pure unit tests for MongoDB online store helpers."""
 
-Docker-dependent tests are marked with ``@_requires_docker`` and are skipped when
-Docker is unavailable.  Pure Python tests (no container needed) run in all environments.
-"""
+# ruff: noqa: E402
 
 from datetime import datetime, timedelta, timezone
 
@@ -15,182 +12,8 @@
 from feast.infra.online_stores.mongodb_online_store.mongodb import (  # noqa: E402
     MongoDBOnlineStore,
 )
-from feast.protos.feast.types.EntityKey_pb2 import EntityKey as EntityKeyProto
 from feast.protos.feast.types.Value_pb2 import Value as ValueProto
 from feast.types import Array, Float32, Int64, String
-from feast.utils import _utc_now
-from tests.universal.feature_repos.universal.feature_views import TAGS
-from tests.utils.cli_repo_creator import CliRunner, get_example_repo
-
-# Check if Docker is available
-docker_available = False
-try:
-    import docker
-    from testcontainers.mongodb import MongoDbContainer
-
-    # Try to connect to Docker daemon
-    try:
-        client = docker.from_env()
-        client.ping()
-        docker_available = True
-    except Exception:
-        pass
-except ImportError:
-    pass
-
-# Applied per-test so that pure Python tests still run without Docker.
-_requires_docker = pytest.mark.skipif(
-    not docker_available,
-    reason="Docker is not available or not running. Start Docker daemon to run these tests.",
-)
-
-
-@pytest.fixture(scope="module")
-def mongodb_container():
-    """Start a MongoDB container for testing."""
-    container = MongoDbContainer(
-        "mongo:latest",
-        username="test",
-        password="test",  # pragma: allowlist secret
-    ).with_exposed_ports(27017)
-    container.start()
-    yield container
-    container.stop()
-
-
-@pytest.fixture
-def mongodb_connection_string(mongodb_container):
-    """Get MongoDB connection string from the container."""
-    exposed_port = mongodb_container.get_exposed_port(27017)
-    return f"mongodb://test:test@localhost:{exposed_port}"  # pragma: allowlist secret
-
-
-@_requires_docker
-def test_mongodb_online_features(mongodb_connection_string):
-    """
-    Test reading from MongoDB online store using testcontainers.
-    """
-    runner = CliRunner()
-    with (
-        runner.local_repo(
-            get_example_repo("example_feature_repo_1.py"),
-            offline_store="file",
-            online_store="mongodb",
-            teardown=False,  # Disable CLI teardown since container will be stopped by fixture
-        ) as store
-    ):
-        # Update the connection string to use the test container
-        store.config.online_store.connection_string = mongodb_connection_string
-
-        # Write some data to two tables
-        driver_locations_fv = store.get_feature_view(name="driver_locations")
-        customer_profile_fv = store.get_feature_view(name="customer_profile")
-        customer_driver_combined_fv = store.get_feature_view(
-            name="customer_driver_combined"
-        )
-
-        provider = store._get_provider()
-
-        driver_key = EntityKeyProto(
-            join_keys=["driver_id"], entity_values=[ValueProto(int64_val=1)]
-        )
-        provider.online_write_batch(
-            config=store.config,
-            table=driver_locations_fv,
-            data=[
-                (
-                    driver_key,
-                    {
-                        "lat": ValueProto(double_val=0.1),
-                        "lon": ValueProto(string_val="1.0"),
-                    },
-                    _utc_now(),
-                    _utc_now(),
-                )
-            ],
-            progress=None,
-        )
-
-        customer_key = EntityKeyProto(
-            join_keys=["customer_id"], entity_values=[ValueProto(string_val="5")]
-        )
-        provider.online_write_batch(
-            config=store.config,
-            table=customer_profile_fv,
-            data=[
-                (
-                    customer_key,
-                    {
-                        "avg_orders_day": ValueProto(float_val=1.0),
-                        "name": ValueProto(string_val="John"),
-                        "age": ValueProto(int64_val=3),
-                    },
-                    _utc_now(),
-                    _utc_now(),
-                )
-            ],
-            progress=None,
-        )
-
-        customer_key = EntityKeyProto(
-            join_keys=["customer_id", "driver_id"],
-            entity_values=[ValueProto(string_val="5"), ValueProto(int64_val=1)],
-        )
-        provider.online_write_batch(
-            config=store.config,
-            table=customer_driver_combined_fv,
-            data=[
-                (
-                    customer_key,
-                    {"trips": ValueProto(int64_val=7)},
-                    _utc_now(),
-                    _utc_now(),
-                )
-            ],
-            progress=None,
-        )
-
-        assert len(store.list_entities()) == 3
-        assert len(store.list_entities(tags=TAGS)) == 2
-
-        # Retrieve features using two keys
-        result = store.get_online_features(
-            features=[
-                "driver_locations:lon",
-                "customer_profile:avg_orders_day",
-                "customer_profile:name",
-                "customer_driver_combined:trips",
-            ],
-            entity_rows=[
-                {"driver_id": 1, "customer_id": "5"},
-                {"driver_id": 1, "customer_id": 5},
-            ],
-            full_feature_names=False,
-        ).to_dict()
-
-        assert "lon" in result
-        assert "avg_orders_day" in result
-        assert "name" in result
-        assert result["driver_id"] == [1, 1]
-        assert result["customer_id"] == ["5", "5"]
-        assert result["lon"] == ["1.0", "1.0"]
-        assert result["avg_orders_day"] == [1.0, 1.0]
-        assert result["name"] == ["John", "John"]
-        assert result["trips"] == [7, 7]
-
-        # Ensure features are still in result when keys not found
-        result = store.get_online_features(
-            features=["customer_driver_combined:trips"],
-            entity_rows=[{"driver_id": 0, "customer_id": 0}],
-            full_feature_names=False,
-        ).to_dict()
-
-        assert result["trips"] == [None]
-
-
-# ---------------------------------------------------------------------------
-# Pure Python tests — no Docker required
-# ---------------------------------------------------------------------------
 
 
 def _make_fv(*field_names: str) -> FeatureView:
diff --git a/sdk/python/tests/unit/online_store/test_online_retrieval.py b/sdk/python/tests/unit/online_store/test_online_retrieval.py
index 63dcc8c7e48..96853618c59 100644
--- a/sdk/python/tests/unit/online_store/test_online_retrieval.py
+++ b/sdk/python/tests/unit/online_store/test_online_retrieval.py
@@ -1303,7 +1303,6 @@ def test_milvus_stored_writes_with_explode() -> None:
     )
 
     random.seed(42)
-    vector_length = 10
     runner = CliRunner()
     with runner.local_repo(
         example_repo_py=get_example_repo("example_rag_feature_repo.py"),
@@ -1357,10 +1356,10 @@ def milvus_explode_feature_view(inputs: dict[str, Any]):
                     "Document chunking example.",
                 ],
                 "vector": [
-                    [0.1] * vector_length,
-                    [0.2] * vector_length,
-                    [0.3] * vector_length,
-                    [0.4] * vector_length,
+                    [1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0],
+                    [0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0],
+                    [0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0],
+                    [0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0],
                 ],
             }
             return output
@@ -1428,7 +1427,8 @@ def milvus_explode_feature_view(inputs: dict[str, Any]):
         )
 
         # Test vector search using Milvus
-        query_embedding = [0.1] * vector_length
+        # Query vector closest to doc_2/chunk-1 [0,0,1,0,...] then doc_1/chunk-2 [0,1,0,0,...]
+        query_embedding = [0.0, 0.3, 0.9, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]
 
         # First get Milvus client and search directly
         client = store._provider._online_store.client
diff --git a/sdk/python/tests/unit/openlineage/__init__.py b/sdk/python/tests/unit/openlineage/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/sdk/python/tests/unit/openlineage/test_client.py b/sdk/python/tests/unit/openlineage/test_client.py
new file mode 100644
index 00000000000..a98420144af
--- /dev/null
+++ b/sdk/python/tests/unit/openlineage/test_client.py
@@ -0,0 +1,147 @@
+# Copyright 2026 The Feast Authors
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     https://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+from pathlib import Path
+
+import pytest
+
+# ---------------------------------------------------------------------------
+# Guard: skip entire module if openlineage-python is not installed
+# ---------------------------------------------------------------------------
+ol = pytest.importorskip(
+    "openlineage.client", reason="openlineage-python not installed"
+)
+
+from openlineage.client.transport.console import ConsoleTransport  # noqa: E402
+from openlineage.client.transport.transform import TransformTransport  # noqa: E402
+
+from feast.openlineage.client import FeastOpenLineageClient  # noqa: E402
+from feast.openlineage.config import OpenLineageConfig  # noqa: E402
+
+_TRANSFORM_YML = """\
+transport:
+  type: transform
+  transformer_class: openlineage.client.transport.transform.JobNamespaceReplaceTransformer
+  transformer_properties:
+    new_job_namespace: new_value
+  transport:
+    type: console
+"""
+
+
+def _write_openlineage_yml(tmp_path: Path, content: str = _TRANSFORM_YML) -> str:
+    """Write an openlineage.yml file and return its path."""
+    yml = tmp_path / "openlineage.yml"
+    yml.write_text(content)
+    return str(yml)
+
+
+class TestDefaultConsoleTransport:
+    """When transport_type is None and there is no openlineage.yml,
+    the OpenLineage SDK should fall back to ConsoleTransport."""
+
+    def test_default_config_uses_console_transport(
+        self, tmp_path: Path, monkeypatch: pytest.MonkeyPatch
+    ) -> None:
+        monkeypatch.chdir(tmp_path)
+        monkeypatch.delenv("OPENLINEAGE_CONFIG", raising=False)
+        monkeypatch.delenv("OPENLINEAGE_URL", raising=False)
+        monkeypatch.delenv("OPENLINEAGE_DISABLED", raising=False)
+
+        config = OpenLineageConfig(enabled=True)
+        client = FeastOpenLineageClient(config=config)
+
+        assert client.is_enabled
+        assert isinstance(client._client.transport, ConsoleTransport)
+
+    def test_default_from_dict_uses_console_transport(
+        self, tmp_path: Path, monkeypatch: pytest.MonkeyPatch
+    ) -> None:
+        monkeypatch.chdir(tmp_path)
+        monkeypatch.delenv("OPENLINEAGE_CONFIG", raising=False)
+        monkeypatch.delenv("OPENLINEAGE_URL", raising=False)
+        monkeypatch.delenv("OPENLINEAGE_DISABLED", raising=False)
+
+        config = OpenLineageConfig.from_dict({"enabled": True})
+        client = FeastOpenLineageClient(config=config)
+
+        assert client.is_enabled
+        assert isinstance(client._client.transport, ConsoleTransport)
+
+
+class TestTransformTransportFromYml:
+    def test_transform_yml_is_respected(
+        self, tmp_path: Path, monkeypatch: pytest.MonkeyPatch
+    ) -> None:
+        yml_path = _write_openlineage_yml(tmp_path)
+        monkeypatch.setenv("OPENLINEAGE_CONFIG", yml_path)
+        monkeypatch.delenv("OPENLINEAGE_URL", raising=False)
+        monkeypatch.delenv("OPENLINEAGE_DISABLED", raising=False)
+
+        config = OpenLineageConfig(enabled=True)
+        client = FeastOpenLineageClient(config=config)
+
+        assert client.is_enabled
+        assert isinstance(client._client.transport, TransformTransport)
+        assert isinstance(client._client.transport.transport, ConsoleTransport)
+
+    def test_transform_yml_in_cwd_is_respected(
+        self, tmp_path: Path, monkeypatch: pytest.MonkeyPatch
+    ) -> None:
+        monkeypatch.delenv("OPENLINEAGE_CONFIG", raising=False)
+        monkeypatch.delenv("OPENLINEAGE_URL", raising=False)
+        monkeypatch.delenv("OPENLINEAGE_DISABLED", raising=False)
+
+        _write_openlineage_yml(tmp_path)
+        monkeypatch.chdir(tmp_path)
+
+        config = OpenLineageConfig(enabled=True)
+        client = FeastOpenLineageClient(config=config)
+
+        assert client.is_enabled
+        assert isinstance(client._client.transport, TransformTransport)
+
+
+class TestExplicitConfigOverridesYml:
+    def test_explicit_console_ignores_yml_env(
+        self, tmp_path: Path, monkeypatch: pytest.MonkeyPatch
+    ) -> None:
+        yml_path = _write_openlineage_yml(tmp_path)
+        monkeypatch.setenv("OPENLINEAGE_CONFIG", yml_path)
+        monkeypatch.delenv("OPENLINEAGE_URL", raising=False)
+        monkeypatch.delenv("OPENLINEAGE_DISABLED", raising=False)
+
+        config = OpenLineageConfig(enabled=True, transport_type="console")
+        client = FeastOpenLineageClient(config=config)
+
+        assert client.is_enabled
+        assert isinstance(client._client.transport, ConsoleTransport)
+        assert not isinstance(client._client.transport, TransformTransport)
+
+    def test_explicit_console_ignores_yml_in_cwd(
+        self, tmp_path: Path, monkeypatch: pytest.MonkeyPatch
+    ) -> None:
+        monkeypatch.delenv("OPENLINEAGE_CONFIG", raising=False)
+        monkeypatch.delenv("OPENLINEAGE_URL", raising=False)
+        monkeypatch.delenv("OPENLINEAGE_DISABLED", raising=False)
+
+        _write_openlineage_yml(tmp_path)
+        monkeypatch.chdir(tmp_path)
+
+        config = OpenLineageConfig(enabled=True, transport_type="console")
+        client = FeastOpenLineageClient(config=config)
+
+        assert client.is_enabled
+        assert isinstance(client._client.transport, ConsoleTransport)
+        assert not isinstance(client._client.transport, TransformTransport)
diff --git a/sdk/python/tests/unit/openlineage/test_consumer.py b/sdk/python/tests/unit/openlineage/test_consumer.py
new file mode 100644
index 00000000000..f111917a493
--- /dev/null
+++ b/sdk/python/tests/unit/openlineage/test_consumer.py
@@ -0,0 +1,439 @@
+"""Comprehensive tests for the OpenLineage consumer API endpoints."""
+
+import pytest
+from fastapi import FastAPI
+from fastapi.testclient import TestClient
+from sqlalchemy import create_engine
+from sqlalchemy.pool import StaticPool
+
+from feast.openlineage.config import OpenLineageConfig, OpenLineageConsumerConfig
+from feast.openlineage.consumer import get_consumer_router
+from feast.openlineage.processor import OpenLineageProcessor
+from feast.openlineage.store import OpenLineageStore
+
+
+def _make_run_event(
+    job_ns="test-ns",
+    job_name="test-job",
+    run_id="run-001",
+    event_type="COMPLETE",
+    producer="https://github.com/test/producer",
+    inputs=None,
+    outputs=None,
+):
+    event = {
+        "eventType": event_type,
+        "eventTime": "2026-01-15T10:00:00Z",
+        "producer": producer,
+        "job": {"namespace": job_ns, "name": job_name, "facets": {}},
+        "run": {"runId": run_id, "facets": {}},
+        "inputs": inputs or [],
+        "outputs": outputs or [],
+    }
+    return event
+
+
+@pytest.fixture
+def app_no_key():
+    """App with consumer that has no API key requirement."""
+    engine = create_engine(
+        "sqlite://",
+        echo=False,
+        connect_args={"check_same_thread": False},
+        poolclass=StaticPool,
+    )
+    store = OpenLineageStore(engine=engine)
+    store.initialize()
+    processor = OpenLineageProcessor(store=store)
+    config = OpenLineageConfig(
+        enabled=True,
+        consumer=OpenLineageConsumerConfig(enabled=True, api_key=None),
+    )
+    app = FastAPI()
+    router = get_consumer_router(config, store, processor)
+    app.include_router(router, prefix="/api/v1")
+    return app, store
+
+
+@pytest.fixture
+def app_with_key():
+    """App with consumer that requires API key."""
+    engine = create_engine(
+        "sqlite://",
+        echo=False,
+        connect_args={"check_same_thread": False},
+        poolclass=StaticPool,
+    )
+    store = OpenLineageStore(engine=engine)
+    store.initialize()
+    processor = OpenLineageProcessor(store=store)
+    config = OpenLineageConfig(
+        enabled=True,
+        consumer=OpenLineageConsumerConfig(enabled=True, api_key="secret-key"),
+    )
+    app = FastAPI()
+    router = get_consumer_router(config, store, processor)
+    app.include_router(router, prefix="/api/v1")
+    return app, store
+
+
+@pytest.fixture
+def app_with_rbac():
+    """App with namespace RBAC filtering."""
+    engine = create_engine(
+        "sqlite://",
+        echo=False,
+        connect_args={"check_same_thread": False},
+        poolclass=StaticPool,
+    )
+    store = OpenLineageStore(engine=engine)
+    store.initialize()
+    processor = OpenLineageProcessor(store=store)
+    config = OpenLineageConfig(
+        enabled=True,
+        consumer=OpenLineageConsumerConfig(enabled=True),
+    )
+    app = FastAPI()
+    router = get_consumer_router(
+        config,
+        store,
+        processor,
+        get_allowed_namespaces=lambda: ["allowed-ns"],
+    )
+    app.include_router(router, prefix="/api/v1")
+    return app, store
+
+
+# ── Event Ingestion ──
+
+
+class TestEventIngestion:
+    def test_single_event_returns_201(self, app_no_key):
+        app, _ = app_no_key
+        client = TestClient(app)
+        resp = client.post("/api/v1/lineage", json=_make_run_event())
+        assert resp.status_code == 201
+        assert "event_id" in resp.json()
+
+    def test_array_of_events_returns_200(self, app_no_key):
+        app, _ = app_no_key
+        client = TestClient(app)
+        events = [_make_run_event(run_id=f"r{i}") for i in range(3)]
+        resp = client.post("/api/v1/lineage", json=events)
+        assert resp.status_code == 200
+        assert resp.json()["summary"]["received"] == 3
+        assert resp.json()["summary"]["successful"] == 3
+
+    def test_batch_endpoint(self, app_no_key):
+        app, _ = app_no_key
+        client = TestClient(app)
+        events = [_make_run_event(run_id=f"r{i}") for i in range(2)]
+        resp = client.post("/api/v1/lineage/batch", json=events)
+        assert resp.status_code == 204
+
+    def test_batch_rejects_non_array(self, app_no_key):
+        app, _ = app_no_key
+        client = TestClient(app)
+        resp = client.post("/api/v1/lineage/batch", json={"not": "array"})
+        assert resp.status_code == 400
+
+    def test_api_key_required(self, app_with_key):
+        app, _ = app_with_key
+        client = TestClient(app)
+        resp = client.post("/api/v1/lineage", json=_make_run_event())
+        assert resp.status_code == 401
+
+    def test_api_key_via_header(self, app_with_key):
+        app, _ = app_with_key
+        client = TestClient(app)
+        resp = client.post(
+            "/api/v1/lineage",
+            json=_make_run_event(),
+            headers={"X-API-Key": "secret-key"},
+        )
+        assert resp.status_code == 201
+
+    def test_api_key_via_bearer(self, app_with_key):
+        app, _ = app_with_key
+        client = TestClient(app)
+        resp = client.post(
+            "/api/v1/lineage",
+            json=_make_run_event(),
+            headers={"Authorization": "Bearer secret-key"},
+        )
+        assert resp.status_code == 201
+
+    def test_wrong_api_key_rejected(self, app_with_key):
+        app, _ = app_with_key
+        client = TestClient(app)
+        resp = client.post(
+            "/api/v1/lineage",
+            json=_make_run_event(),
+            headers={"X-API-Key": "wrong-key"},
+        )
+        assert resp.status_code == 401
+
+
+# ── Query Endpoints ──
+
+
+class TestQueryEndpoints:
+    def _ingest(self, client, events):
+        for evt in events:
+            client.post("/api/v1/lineage", json=evt)
+
+    def test_get_events(self, app_no_key):
+        app, _ = app_no_key
+        client = TestClient(app)
+        self._ingest(client, [_make_run_event()])
+        resp = client.get("/api/v1/lineage/openlineage/events")
+        assert resp.status_code == 200
+        assert resp.json()["total"] >= 1
+
+    def test_get_events_filtered(self, app_no_key):
+        app, _ = app_no_key
+        client = TestClient(app)
+        self._ingest(
+            client,
+            [
+                _make_run_event(job_ns="ns-a", job_name="j1", run_id="r1"),
+                _make_run_event(job_ns="ns-b", job_name="j2", run_id="r2"),
+            ],
+        )
+        resp = client.get("/api/v1/lineage/openlineage/events?namespace=ns-a")
+        assert resp.status_code == 200
+        for evt in resp.json()["events"]:
+            assert evt["job_namespace"] == "ns-a"
+
+    def test_get_jobs(self, app_no_key):
+        app, _ = app_no_key
+        client = TestClient(app)
+        self._ingest(client, [_make_run_event()])
+        resp = client.get("/api/v1/lineage/openlineage/jobs")
+        assert resp.status_code == 200
+        assert len(resp.json()["jobs"]) >= 1
+
+    def test_get_datasets(self, app_no_key):
+        app, _ = app_no_key
+        client = TestClient(app)
+        self._ingest(
+            client,
+            [
+                _make_run_event(
+                    inputs=[
+                        {"namespace": "s3://bucket", "name": "input-ds", "facets": {}}
+                    ],
+                    outputs=[
+                        {"namespace": "s3://bucket", "name": "output-ds", "facets": {}}
+                    ],
+                ),
+            ],
+        )
+        resp = client.get("/api/v1/lineage/openlineage/datasets")
+        assert resp.status_code == 200
+        assert len(resp.json()["datasets"]) >= 1
+
+    def test_get_full_graph(self, app_no_key):
+        app, _ = app_no_key
+        client = TestClient(app)
+        self._ingest(
+            client,
+            [
+                _make_run_event(
+                    inputs=[
+                        {"namespace": "s3://bucket", "name": "input-ds", "facets": {}}
+                    ],
+                    outputs=[
+                        {"namespace": "s3://bucket", "name": "output-ds", "facets": {}}
+                    ],
+                ),
+            ],
+        )
+        resp = client.get("/api/v1/lineage/openlineage/graph")
+        assert resp.status_code == 200
+        data = resp.json()
+        assert "nodes" in data
+        assert "edges" in data
+
+    def test_get_graph_by_node(self, app_no_key):
+        app, _ = app_no_key
+        client = TestClient(app)
+        self._ingest(
+            client,
+            [
+                _make_run_event(
+                    inputs=[
+                        {"namespace": "s3://bucket", "name": "input-ds", "facets": {}}
+                    ],
+                ),
+            ],
+        )
+        resp = client.get("/api/v1/lineage/openlineage/graph/job/test-ns/test-job")
+        assert resp.status_code == 200
+
+    def test_get_graph_invalid_node_type(self, app_no_key):
+        app, _ = app_no_key
+        client = TestClient(app)
+        resp = client.get("/api/v1/lineage/openlineage/graph/invalid/ns/name")
+        assert resp.status_code == 400
+
+
+# ── Reset Endpoint ──
+
+
+class TestResetEndpoint:
+    def test_reset_requires_api_key(self, app_with_key):
+        app, _ = app_with_key
+        client = TestClient(app)
+        resp = client.delete("/api/v1/lineage/openlineage/reset")
+        assert resp.status_code == 401
+
+    def test_reset_full_purge(self, app_with_key):
+        app, store = app_with_key
+        client = TestClient(app)
+        client.post(
+            "/api/v1/lineage",
+            json=_make_run_event(),
+            headers={"X-API-Key": "secret-key"},
+        )
+        resp = client.delete(
+            "/api/v1/lineage/openlineage/reset",
+            headers={"X-API-Key": "secret-key"},
+        )
+        assert resp.status_code == 200
+        assert resp.json()["status"] == "success"
+        assert len(store.get_events()) == 0
+
+    def test_reset_by_namespace(self, app_with_key):
+        app, store = app_with_key
+        client = TestClient(app)
+        client.post(
+            "/api/v1/lineage",
+            json=_make_run_event(job_ns="ns-keep", run_id="r1"),
+            headers={"X-API-Key": "secret-key"},
+        )
+        client.post(
+            "/api/v1/lineage",
+            json=_make_run_event(job_ns="ns-delete", run_id="r2"),
+            headers={"X-API-Key": "secret-key"},
+        )
+        resp = client.delete(
+            "/api/v1/lineage/openlineage/reset?namespace=ns-delete",
+            headers={"X-API-Key": "secret-key"},
+        )
+        assert resp.status_code == 200
+        assert len(store.get_events(namespace="ns-delete")) == 0
+        assert len(store.get_events(namespace="ns-keep")) >= 1
+
+    def test_reset_no_key_when_not_required(self, app_no_key):
+        app, _ = app_no_key
+        client = TestClient(app)
+        resp = client.delete("/api/v1/lineage/openlineage/reset")
+        assert resp.status_code == 200
+
+
+# ── Runs Endpoints ──
+
+
+class TestRunsEndpoints:
+    def _seed(self, client):
+        client.post(
+            "/api/v1/lineage",
+            json=_make_run_event(
+                job_ns="ns-a",
+                job_name="j1",
+                run_id="r1",
+                inputs=[{"namespace": "s3://b", "name": "in1", "facets": {}}],
+                outputs=[{"namespace": "s3://b", "name": "out1", "facets": {}}],
+            ),
+        )
+        client.post(
+            "/api/v1/lineage",
+            json=_make_run_event(
+                job_ns="ns-b",
+                job_name="j2",
+                run_id="r2",
+            ),
+        )
+
+    def test_list_runs_unfiltered(self, app_no_key):
+        app, _ = app_no_key
+        client = TestClient(app)
+        self._seed(client)
+        resp = client.get("/api/v1/lineage/openlineage/runs")
+        assert resp.status_code == 200
+        assert resp.json()["total"] >= 2
+
+    def test_list_runs_filtered_by_job(self, app_no_key):
+        app, _ = app_no_key
+        client = TestClient(app)
+        self._seed(client)
+        resp = client.get(
+            "/api/v1/lineage/openlineage/runs?job_namespace=ns-a&job_name=j1"
+        )
+        assert resp.status_code == 200
+        runs = resp.json()["runs"]
+        assert all(r["job_namespace"] == "ns-a" for r in runs)
+
+    def test_run_detail_found(self, app_no_key):
+        app, _ = app_no_key
+        client = TestClient(app)
+        self._seed(client)
+        resp = client.get("/api/v1/lineage/openlineage/runs/r1")
+        assert resp.status_code == 200
+        detail = resp.json()
+        assert detail["run_id"] == "r1"
+        assert len(detail["inputs"]) >= 1
+        assert len(detail["outputs"]) >= 1
+
+    def test_run_detail_not_found(self, app_no_key):
+        app, _ = app_no_key
+        client = TestClient(app)
+        resp = client.get("/api/v1/lineage/openlineage/runs/nonexistent")
+        assert resp.status_code == 404
+
+
+# ── Namespace RBAC ──
+
+
+class TestNamespaceRBAC:
+    def test_events_filtered_by_allowed_namespaces(self, app_with_rbac):
+        app, store = app_with_rbac
+        client = TestClient(app)
+        store.store_event(
+            "e1",
+            {
+                "eventType": "COMPLETE",
+                "eventTime": "2026-01-01T00:00:00Z",
+                "producer": "test",
+                "job": {"namespace": "allowed-ns", "name": "j1"},
+                "run": {"runId": "r1"},
+            },
+        )
+        store.store_event(
+            "e2",
+            {
+                "eventType": "COMPLETE",
+                "eventTime": "2026-01-01T00:00:00Z",
+                "producer": "test",
+                "job": {"namespace": "blocked-ns", "name": "j2"},
+                "run": {"runId": "r2"},
+            },
+        )
+        resp = client.get("/api/v1/lineage/openlineage/events")
+        assert resp.status_code == 200
+        events = resp.json()["events"]
+        namespaces = {e["job_namespace"] for e in events}
+        assert "blocked-ns" not in namespaces
+
+    def test_jobs_filtered_by_allowed_namespaces(self, app_with_rbac):
+        app, store = app_with_rbac
+        client = TestClient(app)
+        store.upsert_job("allowed-ns", "j1", {"facets": {}})
+        store.upsert_job("blocked-ns", "j2", {"facets": {}})
+        resp = client.get("/api/v1/lineage/openlineage/jobs")
+        assert resp.status_code == 200
+        jobs = resp.json()["jobs"]
+        namespaces = {j["job_namespace"] for j in jobs}
+        assert "allowed-ns" in namespaces
+        assert "blocked-ns" not in namespaces
diff --git a/sdk/python/tests/unit/openlineage/test_identity.py b/sdk/python/tests/unit/openlineage/test_identity.py
new file mode 100644
index 00000000000..6f71890873b
--- /dev/null
+++ b/sdk/python/tests/unit/openlineage/test_identity.py
@@ -0,0 +1,53 @@
+"""Tests for feast.openlineage.identity."""
+
+from feast.openlineage.identity import (
+    FeastJobKind,
+    LineageParentContext,
+    materialize_job_name,
+    resolve_namespace,
+    spark_compute_job_name,
+)
+
+
+class TestResolveNamespace:
+    def test_default_feast_uses_project(self):
+        assert resolve_namespace("feast", "my_project") == "my_project"
+        assert resolve_namespace("", "my_project") == "my_project"
+        assert resolve_namespace(None, "my_project") == "my_project"
+
+    def test_matching_namespace_not_doubled(self):
+        assert resolve_namespace("customer_churn", "customer_churn") == "customer_churn"
+
+    def test_prefix_when_distinct(self):
+        assert resolve_namespace("org", "proj") == "org/proj"
+
+    def test_already_suffixed(self):
+        assert resolve_namespace("org/proj", "proj") == "org/proj"
+
+
+class TestJobNames:
+    def test_materialize(self):
+        assert materialize_job_name("p") == "materialize_p"
+
+    def test_spark_compute(self):
+        assert spark_compute_job_name("p") == "spark_compute_p"
+
+
+class TestLineageParentContext:
+    def test_to_spark_conf(self):
+        ctx = LineageParentContext("ns", "materialize_p", "run-1")
+        conf = ctx.to_spark_openlineage_conf()
+        assert conf["spark.openlineage.parentJobNamespace"] == "ns"
+        assert conf["spark.openlineage.parentJobName"] == "materialize_p"
+        assert conf["spark.openlineage.parentRunId"] == "run-1"
+        assert conf["spark.openlineage.rootParentRunId"] == "run-1"
+
+    def test_from_mapping(self):
+        ctx = LineageParentContext.from_mapping(
+            {"jobNamespace": "ns", "jobName": "j", "runId": "r"}
+        )
+        assert ctx == LineageParentContext("ns", "j", "r")
+
+    def test_job_kind_values(self):
+        assert FeastJobKind.DEFINITION.value == "definition"
+        assert FeastJobKind.TRANSFORM.value == "transform"
diff --git a/sdk/python/tests/unit/openlineage/test_processor.py b/sdk/python/tests/unit/openlineage/test_processor.py
new file mode 100644
index 00000000000..c7e3e1a0ac3
--- /dev/null
+++ b/sdk/python/tests/unit/openlineage/test_processor.py
@@ -0,0 +1,694 @@
+"""Comprehensive tests for OpenLineageProcessor."""
+
+import pytest
+from sqlalchemy import create_engine
+
+from feast.openlineage.processor import OpenLineageProcessor
+from feast.openlineage.store import OpenLineageStore
+
+
+@pytest.fixture
+def store():
+    engine = create_engine("sqlite://", echo=False)
+    s = OpenLineageStore(engine=engine)
+    s.initialize()
+    return s
+
+
+@pytest.fixture
+def processor(store):
+    return OpenLineageProcessor(store=store)
+
+
+@pytest.fixture
+def processor_with_mapping(store):
+    return OpenLineageProcessor(
+        store=store,
+        namespace_mapping={"spark-ns": "feast-project"},
+    )
+
+
+def _run_event(
+    job_ns="test-ns",
+    job_name="etl-job",
+    run_id="run-001",
+    event_type="COMPLETE",
+    producer="https://spark.apache.org",
+    inputs=None,
+    outputs=None,
+    job_facets=None,
+    run_facets=None,
+):
+    return {
+        "eventType": event_type,
+        "eventTime": "2026-06-01T12:00:00Z",
+        "producer": producer,
+        "job": {"namespace": job_ns, "name": job_name, "facets": job_facets or {}},
+        "run": {"runId": run_id, "facets": run_facets or {}},
+        "inputs": inputs or [],
+        "outputs": outputs or [],
+    }
+
+
+def _dataset_event(
+    ds_ns="data-ns",
+    ds_name="my-table",
+    producer="https://dbt.com",
+    ds_facets=None,
+):
+    return {
+        "eventTime": "2026-06-01T12:00:00Z",
+        "producer": producer,
+        "dataset": {
+            "namespace": ds_ns,
+            "name": ds_name,
+            "facets": ds_facets or {},
+        },
+    }
+
+
+def _job_event(
+    job_ns="pipeline-ns",
+    job_name="my-pipeline",
+    producer="https://airflow.apache.org",
+    inputs=None,
+    outputs=None,
+    job_facets=None,
+):
+    return {
+        "eventTime": "2026-06-01T12:00:00Z",
+        "producer": producer,
+        "job": {
+            "namespace": job_ns,
+            "name": job_name,
+            "facets": job_facets or {},
+        },
+        "inputs": inputs or [],
+        "outputs": outputs or [],
+    }
+
+
+# ── Event type routing ──
+
+
+class TestEventRouting:
+    def test_run_event_detected(self, processor, store):
+        eid = processor.process_event(_run_event())
+        assert eid
+        assert len(store.get_events()) == 1
+        assert len(store.get_jobs()) == 1
+        assert len(store.get_runs()) == 1
+
+    def test_dataset_event_detected(self, processor, store):
+        eid = processor.process_event(_dataset_event())
+        assert eid
+        assert len(store.get_events()) == 1
+        assert len(store.get_datasets()) == 1
+        assert len(store.get_jobs()) == 0
+
+    def test_job_event_detected(self, processor, store):
+        eid = processor.process_event(_job_event())
+        assert eid
+        assert len(store.get_events()) == 1
+        assert len(store.get_jobs()) == 1
+        assert len(store.get_runs()) == 0
+
+    def test_unknown_event_stored_as_raw(self, processor, store):
+        eid = processor.process_event(
+            {"eventTime": "2026-01-01T00:00:00Z", "producer": "x"}
+        )
+        assert eid
+        assert len(store.get_events()) == 1
+
+    def test_returns_unique_event_ids(self, processor):
+        id1 = processor.process_event(_run_event(run_id="r1"))
+        id2 = processor.process_event(_run_event(run_id="r2"))
+        assert id1 != id2
+
+
+# ── RunEvent processing ──
+
+
+class TestProcessRunEvent:
+    def test_job_created(self, processor, store):
+        processor.process_event(_run_event(job_ns="ns", job_name="j1"))
+        jobs = store.get_jobs()
+        assert len(jobs) == 1
+        assert jobs[0]["job_namespace"] == "ns"
+        assert jobs[0]["job_name"] == "j1"
+
+    def test_run_created(self, processor, store):
+        processor.process_event(_run_event(run_id="r1", event_type="START"))
+        runs = store.get_runs()
+        assert len(runs) == 1
+        assert runs[0]["run_id"] == "r1"
+        assert runs[0]["state"] == "START"
+
+    def test_producer_propagated_to_job(self, processor, store):
+        processor.process_event(_run_event(producer="https://spark.apache.org"))
+        jobs = store.get_jobs()
+        assert jobs[0]["producer"] == "https://spark.apache.org"
+
+    def test_inputs_create_datasets_and_edges(self, processor, store):
+        processor.process_event(
+            _run_event(
+                inputs=[{"namespace": "s3://bucket", "name": "raw-data", "facets": {}}],
+            )
+        )
+        datasets = store.get_datasets()
+        assert any(d["dataset_name"] == "raw-data" for d in datasets)
+
+        edges = store.get_all_lineage_edges()
+        input_edges = [e for e in edges if e["edge_type"] == "input"]
+        assert len(input_edges) == 1
+        assert input_edges[0]["source_name"] == "raw-data"
+        assert input_edges[0]["target_name"] == "etl-job"
+
+    def test_outputs_create_datasets_and_edges(self, processor, store):
+        processor.process_event(
+            _run_event(
+                outputs=[
+                    {"namespace": "s3://bucket", "name": "processed", "facets": {}}
+                ],
+            )
+        )
+        datasets = store.get_datasets()
+        assert any(d["dataset_name"] == "processed" for d in datasets)
+
+        edges = store.get_all_lineage_edges()
+        output_edges = [e for e in edges if e["edge_type"] == "output"]
+        assert len(output_edges) == 1
+        assert output_edges[0]["source_name"] == "etl-job"
+        assert output_edges[0]["target_name"] == "processed"
+
+    def test_run_io_stored(self, processor, store):
+        processor.process_event(
+            _run_event(
+                run_id="r1",
+                inputs=[{"namespace": "ns", "name": "in1", "facets": {}}],
+                outputs=[{"namespace": "ns", "name": "out1", "facets": {}}],
+            )
+        )
+        detail = store.get_run_detail("r1")
+        assert len(detail["inputs"]) == 1
+        assert len(detail["outputs"]) == 1
+
+    def test_run_facets_stored(self, processor, store):
+        processor.process_event(
+            _run_event(
+                run_id="r1",
+                run_facets={"spark.logicalPlan": {"plan": "..."}},
+            )
+        )
+        runs = store.get_runs()
+        import json
+
+        facets = json.loads(runs[0]["facets_json"])
+        assert "spark.logicalPlan" in facets
+
+    def test_input_defaults_namespace_to_job_namespace(self, processor, store):
+        processor.process_event(
+            _run_event(
+                job_ns="my-ns",
+                inputs=[{"name": "table1", "facets": {}}],
+            )
+        )
+        datasets = store.get_datasets()
+        assert datasets[0]["dataset_namespace"] == "my-ns"
+
+
+# ── Dataset-to-dataset transitive edges ──
+
+
+class TestDatasetToDatasetEdges:
+    def test_derived_edges_created(self, processor, store):
+        processor.process_event(
+            _run_event(
+                inputs=[{"namespace": "ns", "name": "raw", "facets": {}}],
+                outputs=[{"namespace": "ns", "name": "clean", "facets": {}}],
+            )
+        )
+        edges = store.get_all_lineage_edges()
+        derived = [e for e in edges if e["edge_type"] == "derived"]
+        assert len(derived) == 1
+        assert derived[0]["source_name"] == "raw"
+        assert derived[0]["target_name"] == "clean"
+
+    def test_multiple_inputs_outputs_create_cross_product(self, processor, store):
+        processor.process_event(
+            _run_event(
+                inputs=[
+                    {"namespace": "ns", "name": "in1", "facets": {}},
+                    {"namespace": "ns", "name": "in2", "facets": {}},
+                ],
+                outputs=[
+                    {"namespace": "ns", "name": "out1", "facets": {}},
+                    {"namespace": "ns", "name": "out2", "facets": {}},
+                ],
+            )
+        )
+        edges = store.get_all_lineage_edges()
+        derived = [e for e in edges if e["edge_type"] == "derived"]
+        assert len(derived) == 4
+
+    def test_no_derived_edge_for_empty_name(self, processor, store):
+        processor.process_event(
+            _run_event(
+                inputs=[{"namespace": "ns", "name": "", "facets": {}}],
+                outputs=[{"namespace": "ns", "name": "out", "facets": {}}],
+            )
+        )
+        edges = store.get_all_lineage_edges()
+        derived = [e for e in edges if e["edge_type"] == "derived"]
+        assert len(derived) == 0
+
+
+# ── DatasetEvent processing ──
+
+
+class TestProcessDatasetEvent:
+    def test_dataset_created(self, processor, store):
+        processor.process_event(_dataset_event(ds_ns="ns", ds_name="tbl"))
+        datasets = store.get_datasets()
+        assert len(datasets) == 1
+        assert datasets[0]["dataset_namespace"] == "ns"
+        assert datasets[0]["dataset_name"] == "tbl"
+
+    def test_producer_set_on_dataset(self, processor, store):
+        processor.process_event(_dataset_event(producer="https://dbt.com"))
+        datasets = store.get_datasets()
+        assert datasets[0]["producer"] == "https://dbt.com"
+
+    def test_facets_extracted(self, processor, store):
+        processor.process_event(
+            _dataset_event(
+                ds_facets={
+                    "documentation": {"description": "Customer table"},
+                    "schema": {"fields": [{"name": "id", "type": "INT"}]},
+                },
+            )
+        )
+        datasets = store.get_datasets()
+        assert datasets[0]["description"] == "Customer table"
+
+
+# ── JobEvent processing ──
+
+
+class TestProcessJobEvent:
+    def test_job_created(self, processor, store):
+        processor.process_event(_job_event(job_ns="ns", job_name="pipeline"))
+        jobs = store.get_jobs()
+        assert len(jobs) == 1
+        assert jobs[0]["job_name"] == "pipeline"
+
+    def test_job_inputs_create_edges(self, processor, store):
+        processor.process_event(
+            _job_event(
+                inputs=[{"namespace": "ns", "name": "src-table", "facets": {}}],
+            )
+        )
+        edges = store.get_all_lineage_edges()
+        assert any(
+            e["edge_type"] == "input" and e["source_name"] == "src-table" for e in edges
+        )
+
+    def test_job_outputs_create_edges(self, processor, store):
+        processor.process_event(
+            _job_event(
+                outputs=[{"namespace": "ns", "name": "dest-table", "facets": {}}],
+            )
+        )
+        edges = store.get_all_lineage_edges()
+        assert any(
+            e["edge_type"] == "output" and e["target_name"] == "dest-table"
+            for e in edges
+        )
+
+
+# ── Symlink processing ──
+
+
+class TestSymlinkProcessing:
+    def test_symlinks_facet_creates_symlinks(self, processor, store):
+        processor.process_event(
+            _run_event(
+                inputs=[
+                    {
+                        "namespace": "spark-ns",
+                        "name": "spark_table",
+                        "facets": {
+                            "symlinks": {
+                                "identifiers": [
+                                    {
+                                        "namespace": "hive-ns",
+                                        "name": "hive_table",
+                                        "type": "TABLE",
+                                    },
+                                ]
+                            }
+                        },
+                    }
+                ],
+            )
+        )
+        aliases = store.get_dataset_aliases("spark-ns", "spark_table")
+        assert len(aliases) == 1
+        assert aliases[0]["namespace"] == "hive-ns"
+        assert aliases[0]["name"] == "hive_table"
+
+    def test_symlinks_create_bidirectional_edges(self, processor, store):
+        processor.process_event(
+            _run_event(
+                inputs=[
+                    {
+                        "namespace": "ns-a",
+                        "name": "ds-a",
+                        "facets": {
+                            "symlinks": {
+                                "identifiers": [
+                                    {
+                                        "namespace": "ns-b",
+                                        "name": "ds-b",
+                                        "type": "TABLE",
+                                    },
+                                ]
+                            }
+                        },
+                    }
+                ],
+            )
+        )
+        edges = store.get_all_lineage_edges()
+        symlink_edges = [e for e in edges if e["edge_type"] == "symlink"]
+        assert len(symlink_edges) == 2
+        directions = {(e["source_name"], e["target_name"]) for e in symlink_edges}
+        assert ("ds-a", "ds-b") in directions
+        assert ("ds-b", "ds-a") in directions
+
+    def test_symlink_to_self_ignored(self, processor, store):
+        processor.process_event(
+            _run_event(
+                inputs=[
+                    {
+                        "namespace": "ns",
+                        "name": "ds",
+                        "facets": {
+                            "symlinks": {
+                                "identifiers": [
+                                    {"namespace": "ns", "name": "ds", "type": "TABLE"},
+                                ]
+                            }
+                        },
+                    }
+                ],
+            )
+        )
+        aliases = store.get_dataset_aliases("ns", "ds")
+        assert len(aliases) == 0
+
+    def test_symlink_linked_dataset_created(self, processor, store):
+        processor.process_event(
+            _run_event(
+                inputs=[
+                    {
+                        "namespace": "ns-a",
+                        "name": "ds-a",
+                        "facets": {
+                            "symlinks": {
+                                "identifiers": [
+                                    {
+                                        "namespace": "ns-b",
+                                        "name": "ds-b",
+                                        "type": "TABLE",
+                                    },
+                                ]
+                            }
+                        },
+                    }
+                ],
+            )
+        )
+        datasets = store.get_datasets()
+        names = {d["dataset_name"] for d in datasets}
+        assert "ds-b" in names
+
+    def test_datasource_uri_links_datasets(self, processor, store):
+        store.upsert_dataset(
+            "existing-ns",
+            "existing-ds",
+            facets={"dataSource": {"uri": "postgres://host/db/table"}},
+        )
+        processor.process_event(
+            _run_event(
+                inputs=[
+                    {
+                        "namespace": "new-ns",
+                        "name": "new-ds",
+                        "facets": {
+                            "dataSource": {"uri": "postgres://host/db/table"},
+                        },
+                    }
+                ],
+            )
+        )
+        aliases = store.get_dataset_aliases("new-ns", "new-ds")
+        assert any(
+            a["namespace"] == "existing-ns" and a["name"] == "existing-ds"
+            for a in aliases
+        )
+
+    def test_datasource_uri_no_match(self, processor, store):
+        processor.process_event(
+            _run_event(
+                inputs=[
+                    {
+                        "namespace": "ns",
+                        "name": "ds",
+                        "facets": {"dataSource": {"uri": "s3://unique/path"}},
+                    }
+                ],
+            )
+        )
+        aliases = store.get_dataset_aliases("ns", "ds")
+        assert len(aliases) == 0
+
+    def test_symlinks_in_dataset_event(self, processor, store):
+        processor.process_event(
+            _dataset_event(
+                ds_ns="ns-a",
+                ds_name="ds-a",
+                ds_facets={
+                    "symlinks": {
+                        "identifiers": [
+                            {"namespace": "ns-b", "name": "ds-b", "type": "TABLE"},
+                        ]
+                    }
+                },
+            )
+        )
+        aliases = store.get_dataset_aliases("ns-a", "ds-a")
+        assert len(aliases) == 1
+
+
+# ── Feast mapping ──
+
+
+class TestFeastMapping:
+    def test_online_store_prefix_mapped(self, processor, store):
+        processor.process_event(
+            _run_event(
+                inputs=[
+                    {
+                        "namespace": "test-ns",
+                        "name": "online_store_driver_fv",
+                        "facets": {},
+                    }
+                ],
+            )
+        )
+        datasets = store.get_datasets()
+        ds = [d for d in datasets if d["dataset_name"] == "online_store_driver_fv"][0]
+        assert ds["feast_object_type"] == "onlineStore"
+        assert ds["feast_object_name"] == "driver_fv"
+
+    def test_request_source_prefix_mapped(self, processor, store):
+        processor.process_event(
+            _run_event(
+                inputs=[
+                    {
+                        "namespace": "test-ns",
+                        "name": "request_source_input",
+                        "facets": {},
+                    }
+                ],
+            )
+        )
+        datasets = store.get_datasets()
+        ds = [d for d in datasets if d["dataset_name"] == "request_source_input"][0]
+        assert ds["feast_object_type"] == "dataSource"
+
+    def test_default_mapping(self, processor, store):
+        processor.process_event(
+            _run_event(
+                inputs=[
+                    {"namespace": "test-ns", "name": "regular_dataset", "facets": {}}
+                ],
+            )
+        )
+        datasets = store.get_datasets()
+        ds = [d for d in datasets if d["dataset_name"] == "regular_dataset"][0]
+        # Unresolvable datasets stay untyped rather than "unknown"
+        assert ds["feast_object_type"] in (None, "unknown")
+
+    def test_facet_mapping_feature_view(self, processor, store):
+        processor.process_event(
+            _run_event(
+                inputs=[
+                    {
+                        "namespace": "test-ns",
+                        "name": "driver_hourly_stats",
+                        "facets": {
+                            "feast_featureView": {"name": "driver_hourly_stats"}
+                        },
+                    }
+                ],
+            )
+        )
+        ds = [
+            d
+            for d in store.get_datasets()
+            if d["dataset_name"] == "driver_hourly_stats"
+        ][0]
+        assert ds["feast_object_type"] == "featureView"
+        assert ds["feast_object_name"] == "driver_hourly_stats"
+
+    def test_facet_mapping_entity(self, processor, store):
+        processor.process_event(
+            _run_event(
+                inputs=[
+                    {
+                        "namespace": "test-ns",
+                        "name": "driver",
+                        "facets": {"feast_entity": {"name": "driver"}},
+                    }
+                ],
+            )
+        )
+        ds = [d for d in store.get_datasets() if d["dataset_name"] == "driver"][0]
+        assert ds["feast_object_type"] == "entity"
+        assert ds["feast_object_name"] == "driver"
+
+    def test_namespace_mapping_applied(self, processor_with_mapping, store):
+        processor_with_mapping.process_event(
+            _run_event(
+                job_ns="spark-ns",
+                inputs=[
+                    {"namespace": "spark-ns", "name": "online_store_fv1", "facets": {}}
+                ],
+            )
+        )
+        datasets = store.get_datasets()
+        ds = [d for d in datasets if d["dataset_name"] == "online_store_fv1"][0]
+        assert ds["feast_project"] == "feast-project"
+
+
+# ── Batch processing ──
+
+
+class TestBatchProcessing:
+    def test_batch_all_succeed(self, processor, store):
+        events = [_run_event(run_id=f"r{i}") for i in range(3)]
+        result = processor.process_batch(events)
+        assert result["received"] == 3
+        assert result["successful"] == 3
+        assert result["failed"] == 0
+        assert len(result["event_ids"]) == 3
+
+    def test_batch_with_failures(self, processor, store):
+        events = [
+            _run_event(run_id="r1"),
+            "not a dict",
+            _run_event(run_id="r2"),
+        ]
+        result = processor.process_batch(events)
+        assert result["received"] == 3
+        assert result["successful"] == 2
+        assert result["failed"] == 1
+
+    def test_batch_empty(self, processor, store):
+        result = processor.process_batch([])
+        assert result["received"] == 0
+        assert result["successful"] == 0
+        assert result["failed"] == 0
+
+
+# ── End-to-end lineage chain ──
+
+
+class TestEndToEndLineage:
+    def test_full_pipeline_lineage(self, processor, store):
+        """Simulate: raw_data -> spark_etl -> clean_data -> dbt_model -> analytics_table"""
+        processor.process_event(
+            _run_event(
+                job_ns="spark",
+                job_name="spark_etl",
+                run_id="r1",
+                producer="https://spark.apache.org",
+                inputs=[{"namespace": "s3", "name": "raw_data", "facets": {}}],
+                outputs=[
+                    {"namespace": "warehouse", "name": "clean_data", "facets": {}}
+                ],
+            )
+        )
+        processor.process_event(
+            _run_event(
+                job_ns="dbt",
+                job_name="dbt_model",
+                run_id="r2",
+                producer="https://getdbt.com",
+                inputs=[{"namespace": "warehouse", "name": "clean_data", "facets": {}}],
+                outputs=[
+                    {"namespace": "warehouse", "name": "analytics_table", "facets": {}}
+                ],
+            )
+        )
+
+        graph = store.get_lineage_graph(
+            "dataset", "s3", "raw_data", direction="downstream", depth=10
+        )
+        names = {n["name"] for n in graph["nodes"]}
+        assert "raw_data" in names
+        assert "spark_etl" in names
+        assert "clean_data" in names
+        assert "dbt_model" in names
+        assert "analytics_table" in names
+
+    def test_upstream_from_output(self, processor, store):
+        """Verify upstream traversal from the final output."""
+        processor.process_event(
+            _run_event(
+                job_ns="ns",
+                job_name="j1",
+                run_id="r1",
+                inputs=[{"namespace": "ns", "name": "a", "facets": {}}],
+                outputs=[{"namespace": "ns", "name": "b", "facets": {}}],
+            )
+        )
+        processor.process_event(
+            _run_event(
+                job_ns="ns",
+                job_name="j2",
+                run_id="r2",
+                inputs=[{"namespace": "ns", "name": "b", "facets": {}}],
+                outputs=[{"namespace": "ns", "name": "c", "facets": {}}],
+            )
+        )
+
+        graph = store.get_lineage_graph(
+            "dataset", "ns", "c", direction="upstream", depth=10
+        )
+        names = {n["name"] for n in graph["nodes"]}
+        assert "a" in names
+        assert "j1" in names
+        assert "c" in names
diff --git a/sdk/python/tests/unit/openlineage/test_store.py b/sdk/python/tests/unit/openlineage/test_store.py
new file mode 100644
index 00000000000..66ffb9cd325
--- /dev/null
+++ b/sdk/python/tests/unit/openlineage/test_store.py
@@ -0,0 +1,688 @@
+"""Comprehensive tests for OpenLineageStore."""
+
+import json
+import time
+
+import pytest
+from sqlalchemy import create_engine, select
+
+from feast.openlineage.models import OL_TABLES
+from feast.openlineage.store import OpenLineageStore
+
+
+@pytest.fixture
+def store():
+    engine = create_engine("sqlite://", echo=False)
+    s = OpenLineageStore(engine=engine)
+    s.initialize()
+    return s
+
+
+def _make_event(
+    event_id="evt-1",
+    event_type="COMPLETE",
+    job_ns="ns-a",
+    job_name="job-1",
+    run_id="run-1",
+    producer="test-producer",
+):
+    return {
+        "eventType": event_type,
+        "eventTime": "2026-01-01T00:00:00Z",
+        "producer": producer,
+        "job": {"namespace": job_ns, "name": job_name},
+        "run": {"runId": run_id},
+    }
+
+
+# ── Initialization ──
+
+
+class TestStoreInitialize:
+    def test_tables_created(self, store):
+        with store.engine.connect() as conn:
+            for tbl in OL_TABLES.values():
+                conn.execute(select(tbl)).fetchall()
+
+    def test_idempotent_reinit(self, store):
+        store.initialize()
+        with store.engine.connect() as conn:
+            conn.execute(select(OL_TABLES["events"])).fetchall()
+
+    def test_requires_engine_or_connection_string(self):
+        with pytest.raises(ValueError):
+            OpenLineageStore()
+
+    def test_connection_string_init(self, tmp_path):
+        db = tmp_path / "test.db"
+        s = OpenLineageStore(connection_string=f"sqlite:///{db}")
+        s.initialize()
+        assert s.engine is not None
+
+
+# ── store_event / get_events ──
+
+
+class TestStoreEvent:
+    def test_insert_and_retrieve(self, store):
+        store.store_event("e1", _make_event(event_id="e1"))
+        events = store.get_events()
+        assert len(events) == 1
+        assert events[0]["event_id"] == "e1"
+        assert events[0]["event_type"] == "COMPLETE"
+
+    def test_event_json_round_trip(self, store):
+        data = _make_event(event_id="e2")
+        store.store_event("e2", data)
+        events = store.get_events()
+        parsed = json.loads(events[0]["event_json"])
+        assert parsed["producer"] == "test-producer"
+
+
+class TestGetEvents:
+    def test_filter_by_namespace(self, store):
+        store.store_event("e1", _make_event(event_id="e1", job_ns="ns-a"))
+        store.store_event("e2", _make_event(event_id="e2", job_ns="ns-b"))
+        events = store.get_events(namespace="ns-a")
+        assert len(events) == 1
+        assert events[0]["job_namespace"] == "ns-a"
+
+    def test_filter_by_job_name(self, store):
+        store.store_event("e1", _make_event(event_id="e1", job_name="j1"))
+        store.store_event("e2", _make_event(event_id="e2", job_name="j2"))
+        events = store.get_events(job_name="j1")
+        assert len(events) == 1
+
+    def test_filter_by_namespaces_list(self, store):
+        store.store_event("e1", _make_event(event_id="e1", job_ns="ns-a"))
+        store.store_event("e2", _make_event(event_id="e2", job_ns="ns-b"))
+        store.store_event("e3", _make_event(event_id="e3", job_ns="ns-c"))
+        events = store.get_events(namespaces=["ns-a", "ns-c"])
+        assert len(events) == 2
+
+    def test_limit_and_offset(self, store):
+        for i in range(5):
+            store.store_event(f"e{i}", _make_event(event_id=f"e{i}"))
+        events = store.get_events(limit=2)
+        assert len(events) == 2
+        events = store.get_events(limit=2, offset=3)
+        assert len(events) == 2
+
+
+# ── upsert_job / get_jobs ──
+
+
+class TestUpsertJob:
+    def test_insert(self, store):
+        store.upsert_job("ns", "j1", {"facets": {}}, producer="spark")
+        jobs = store.get_jobs()
+        assert len(jobs) == 1
+        assert jobs[0]["job_name"] == "j1"
+        assert jobs[0]["producer"] == "spark"
+
+    def test_update_preserves_fields(self, store):
+        store.upsert_job(
+            "ns",
+            "j1",
+            {"facets": {"documentation": {"description": "desc1"}}},
+            producer="spark",
+        )
+        store.upsert_job("ns", "j1", {"facets": {}}, producer="spark-v2")
+        jobs = store.get_jobs()
+        assert len(jobs) == 1
+        assert jobs[0]["description"] == "desc1"
+        assert jobs[0]["producer"] == "spark-v2"
+
+    def test_job_type_extraction(self, store):
+        store.upsert_job(
+            "ns", "j1", {"facets": {"jobType": {"processingType": "BATCH"}}}
+        )
+        jobs = store.get_jobs()
+        assert jobs[0]["job_type"] == "BATCH"
+
+    def test_filter_by_namespaces(self, store):
+        store.upsert_job("ns-a", "j1", {"facets": {}})
+        store.upsert_job("ns-b", "j2", {"facets": {}})
+        jobs = store.get_jobs(namespaces=["ns-a"])
+        assert len(jobs) == 1
+        assert jobs[0]["job_namespace"] == "ns-a"
+
+
+# ── upsert_dataset / get_datasets ──
+
+
+class TestUpsertDataset:
+    def test_insert(self, store):
+        store.upsert_dataset("ns", "ds1", producer="dbt")
+        datasets = store.get_datasets()
+        assert len(datasets) == 1
+        assert datasets[0]["dataset_name"] == "ds1"
+        assert datasets[0]["producer"] == "dbt"
+
+    def test_schema_and_description(self, store):
+        facets = {
+            "schema": {"fields": [{"name": "id", "type": "INT"}]},
+            "documentation": {"description": "my dataset"},
+        }
+        store.upsert_dataset("ns", "ds1", facets=facets)
+        datasets = store.get_datasets()
+        assert datasets[0]["description"] == "my dataset"
+        assert json.loads(datasets[0]["schema_json"])["fields"][0]["name"] == "id"
+
+    def test_feast_mapping(self, store):
+        store.upsert_dataset(
+            "ns",
+            "ds1",
+            feast_mapping={"type": "FeatureView", "name": "fv1", "project": "proj"},
+        )
+        datasets = store.get_datasets()
+        assert datasets[0]["feast_object_type"] == "FeatureView"
+        assert datasets[0]["feast_object_name"] == "fv1"
+        assert datasets[0]["feast_project"] == "proj"
+
+    def test_update(self, store):
+        store.upsert_dataset(
+            "ns", "ds1", facets={"documentation": {"description": "v1"}}
+        )
+        store.upsert_dataset(
+            "ns", "ds1", facets={"documentation": {"description": "v2"}}
+        )
+        datasets = store.get_datasets()
+        assert len(datasets) == 1
+        assert datasets[0]["description"] == "v2"
+
+    def test_filter_by_namespaces(self, store):
+        store.upsert_dataset("ns-a", "ds1")
+        store.upsert_dataset("ns-b", "ds2")
+        datasets = store.get_datasets(namespaces=["ns-b"])
+        assert len(datasets) == 1
+        assert datasets[0]["dataset_namespace"] == "ns-b"
+
+
+# ── upsert_run / get_runs ──
+
+
+class TestUpsertRun:
+    def test_insert_start(self, store):
+        store.upsert_job("ns", "j1", {"facets": {}})
+        store.upsert_run("r1", "ns", "j1", "START")
+        runs = store.get_runs()
+        assert len(runs) == 1
+        assert runs[0]["state"] == "START"
+        assert runs[0]["started_at"] is not None
+        assert runs[0]["ended_at"] is None
+
+    def test_update_to_complete(self, store):
+        store.upsert_job("ns", "j1", {"facets": {}})
+        store.upsert_run("r1", "ns", "j1", "START")
+        store.upsert_run("r1", "ns", "j1", "COMPLETE")
+        runs = store.get_runs()
+        assert runs[0]["state"] == "COMPLETE"
+        assert runs[0]["ended_at"] is not None
+
+    def test_update_to_fail(self, store):
+        store.upsert_job("ns", "j1", {"facets": {}})
+        store.upsert_run("r1", "ns", "j1", "START")
+        store.upsert_run("r1", "ns", "j1", "FAIL")
+        runs = store.get_runs()
+        assert runs[0]["state"] == "FAIL"
+        assert runs[0]["ended_at"] is not None
+
+    def test_latest_run_id_updated_on_job(self, store):
+        store.upsert_job("ns", "j1", {"facets": {}})
+        store.upsert_run("r1", "ns", "j1", "COMPLETE")
+        jobs = store.get_jobs()
+        assert jobs[0]["latest_run_id"] == "r1"
+
+    def test_facets_stored(self, store):
+        store.upsert_job("ns", "j1", {"facets": {}})
+        store.upsert_run("r1", "ns", "j1", "COMPLETE", facets={"key": "val"})
+        runs = store.get_runs()
+        assert json.loads(runs[0]["facets_json"])["key"] == "val"
+
+
+class TestGetRuns:
+    def test_filter_by_job_namespace(self, store):
+        store.upsert_job("ns-a", "j1", {"facets": {}})
+        store.upsert_job("ns-b", "j2", {"facets": {}})
+        store.upsert_run("r1", "ns-a", "j1", "COMPLETE")
+        store.upsert_run("r2", "ns-b", "j2", "COMPLETE")
+        runs = store.get_runs(job_namespace="ns-a")
+        assert len(runs) == 1
+        assert runs[0]["job_namespace"] == "ns-a"
+
+    def test_filter_by_job_name(self, store):
+        store.upsert_job("ns", "j1", {"facets": {}})
+        store.upsert_job("ns", "j2", {"facets": {}})
+        store.upsert_run("r1", "ns", "j1", "COMPLETE")
+        store.upsert_run("r2", "ns", "j2", "COMPLETE")
+        runs = store.get_runs(job_name="j2")
+        assert len(runs) == 1
+        assert runs[0]["job_name"] == "j2"
+
+    def test_limit_and_offset(self, store):
+        store.upsert_job("ns", "j1", {"facets": {}})
+        for i in range(5):
+            store.upsert_run(f"r{i}", "ns", "j1", "COMPLETE")
+        runs = store.get_runs(limit=2)
+        assert len(runs) == 2
+        runs = store.get_runs(limit=10, offset=3)
+        assert len(runs) == 2
+
+    def test_ordering(self, store):
+        store.upsert_job("ns", "j1", {"facets": {}})
+        store.upsert_run("r1", "ns", "j1", "START")
+        time.sleep(0.01)
+        store.upsert_run("r2", "ns", "j1", "COMPLETE")
+        runs = store.get_runs()
+        assert runs[0]["run_id"] == "r2"
+
+
+# ── get_run_detail ──
+
+
+class TestGetRunDetail:
+    def test_returns_run_with_io(self, store):
+        store.upsert_job("ns", "j1", {"facets": {}})
+        store.upsert_run("r1", "ns", "j1", "COMPLETE")
+        store.store_run_io("r1", "ns-ds", "input-ds", "INPUT", {"key": "v"})
+        store.store_run_io("r1", "ns-ds", "output-ds", "OUTPUT")
+
+        detail = store.get_run_detail("r1")
+        assert detail is not None
+        assert detail["run_id"] == "r1"
+        assert len(detail["inputs"]) == 1
+        assert detail["inputs"][0]["name"] == "input-ds"
+        assert detail["inputs"][0]["facets"]["key"] == "v"
+        assert len(detail["outputs"]) == 1
+        assert detail["outputs"][0]["name"] == "output-ds"
+
+    def test_missing_run_returns_none(self, store):
+        assert store.get_run_detail("nonexistent") is None
+
+    def test_run_with_no_io(self, store):
+        store.upsert_job("ns", "j1", {"facets": {}})
+        store.upsert_run("r1", "ns", "j1", "COMPLETE")
+        detail = store.get_run_detail("r1")
+        assert detail is not None
+        assert detail["inputs"] == []
+        assert detail["outputs"] == []
+
+
+# ── store_run_io ──
+
+
+class TestStoreRunIO:
+    def test_insert(self, store):
+        store.store_run_io("r1", "ns", "ds1", "INPUT")
+        tbl = OL_TABLES["run_io"]
+        with store.engine.connect() as conn:
+            rows = conn.execute(select(tbl)).fetchall()
+            assert len(rows) == 1
+
+    def test_dedup(self, store):
+        store.store_run_io("r1", "ns", "ds1", "INPUT")
+        store.store_run_io("r1", "ns", "ds1", "INPUT")
+        tbl = OL_TABLES["run_io"]
+        with store.engine.connect() as conn:
+            rows = conn.execute(select(tbl)).fetchall()
+            assert len(rows) == 1
+
+    def test_input_and_output_separate(self, store):
+        store.store_run_io("r1", "ns", "ds1", "INPUT")
+        store.store_run_io("r1", "ns", "ds1", "OUTPUT")
+        tbl = OL_TABLES["run_io"]
+        with store.engine.connect() as conn:
+            rows = conn.execute(select(tbl)).fetchall()
+            assert len(rows) == 2
+
+
+# ── upsert_lineage_edge / get_all_lineage_edges ──
+
+
+class TestUpsertLineageEdge:
+    def test_insert(self, store):
+        store.upsert_lineage_edge("dataset", "ns", "ds1", "job", "ns", "j1", "consumes")
+        edges = store.get_all_lineage_edges()
+        assert len(edges) == 1
+        assert edges[0]["edge_type"] == "consumes"
+
+    def test_update(self, store):
+        store.upsert_lineage_edge("dataset", "ns", "ds1", "job", "ns", "j1", "consumes")
+        store.upsert_lineage_edge("dataset", "ns", "ds1", "job", "ns", "j1", "produces")
+        edges = store.get_all_lineage_edges()
+        assert len(edges) == 1
+        assert edges[0]["edge_type"] == "produces"
+
+    def test_dedup(self, store):
+        store.upsert_lineage_edge("dataset", "ns", "ds1", "job", "ns", "j1")
+        store.upsert_lineage_edge("dataset", "ns", "ds1", "job", "ns", "j1")
+        edges = store.get_all_lineage_edges()
+        assert len(edges) == 1
+
+
+class TestGetAllLineageEdges:
+    def test_unfiltered(self, store):
+        store.upsert_lineage_edge("dataset", "ns-a", "ds1", "job", "ns-a", "j1")
+        store.upsert_lineage_edge("dataset", "ns-b", "ds2", "job", "ns-b", "j2")
+        edges = store.get_all_lineage_edges()
+        assert len(edges) == 2
+
+    def test_namespace_filtered(self, store):
+        store.upsert_lineage_edge("dataset", "ns-a", "ds1", "job", "ns-a", "j1")
+        store.upsert_lineage_edge("dataset", "ns-b", "ds2", "job", "ns-b", "j2")
+        edges = store.get_all_lineage_edges(namespaces=["ns-a"])
+        assert len(edges) == 1
+        assert edges[0]["source_namespace"] == "ns-a"
+
+
+# ── Lineage graph traversal ──
+
+
+class TestLineageGraph:
+    def _setup_chain(self, store):
+        """ds1 -> j1 -> ds2 -> j2 -> ds3"""
+        store.upsert_lineage_edge("dataset", "ns", "ds1", "job", "ns", "j1")
+        store.upsert_lineage_edge("job", "ns", "j1", "dataset", "ns", "ds2")
+        store.upsert_lineage_edge("dataset", "ns", "ds2", "job", "ns", "j2")
+        store.upsert_lineage_edge("job", "ns", "j2", "dataset", "ns", "ds3")
+
+    def test_downstream(self, store):
+        self._setup_chain(store)
+        graph = store.get_lineage_graph("dataset", "ns", "ds1", direction="downstream")
+        names = {n["name"] for n in graph["nodes"]}
+        assert "ds1" in names
+        assert "j1" in names
+        assert "ds2" in names
+
+    def test_upstream(self, store):
+        self._setup_chain(store)
+        graph = store.get_lineage_graph("dataset", "ns", "ds3", direction="upstream")
+        names = {n["name"] for n in graph["nodes"]}
+        assert "ds3" in names
+        assert "j2" in names
+        assert "ds2" in names
+
+    def test_both(self, store):
+        self._setup_chain(store)
+        graph = store.get_lineage_graph("dataset", "ns", "ds2", direction="both")
+        names = {n["name"] for n in graph["nodes"]}
+        assert "ds1" in names
+        assert "ds3" in names
+
+    def test_depth_limit(self, store):
+        self._setup_chain(store)
+        graph = store.get_lineage_graph(
+            "dataset", "ns", "ds1", depth=1, direction="downstream"
+        )
+        names = {n["name"] for n in graph["nodes"]}
+        assert "ds1" in names
+        assert "j1" in names
+        assert "ds3" not in names
+
+    def test_root_included_when_no_edges(self, store):
+        graph = store.get_lineage_graph("dataset", "ns", "orphan", direction="both")
+        assert len(graph["nodes"]) == 1
+        assert graph["nodes"][0]["name"] == "orphan"
+
+    def test_namespace_rbac_filtering(self, store):
+        store.upsert_lineage_edge("dataset", "ns-a", "ds1", "job", "ns-b", "j1")
+        graph = store.get_lineage_graph(
+            "dataset",
+            "ns-a",
+            "ds1",
+            direction="downstream",
+            allowed_namespaces=["ns-a"],
+        )
+        assert len(graph["edges"]) == 0
+
+
+# ── Symlinks ──
+
+
+class TestSymlinks:
+    def test_upsert_and_retrieve(self, store):
+        store.upsert_dataset_symlink("ns-a", "ds-a", "ns-b", "ds-b", "symlink")
+        aliases = store.get_dataset_aliases("ns-a", "ds-a")
+        assert len(aliases) == 1
+        assert aliases[0]["namespace"] == "ns-b"
+        assert aliases[0]["name"] == "ds-b"
+
+    def test_bidirectional_lookup(self, store):
+        store.upsert_dataset_symlink("ns-a", "ds-a", "ns-b", "ds-b")
+        reverse = store.get_dataset_aliases("ns-b", "ds-b")
+        assert len(reverse) == 1
+        assert reverse[0]["namespace"] == "ns-a"
+
+    def test_get_all_symlinks(self, store):
+        store.upsert_dataset_symlink("ns-a", "ds-a", "ns-b", "ds-b")
+        store.upsert_dataset_symlink("ns-c", "ds-c", "ns-d", "ds-d")
+        all_links = store.get_all_symlinks()
+        assert len(all_links) == 2
+
+    def test_upsert_updates_existing(self, store):
+        store.upsert_dataset_symlink("ns-a", "ds-a", "ns-b", "ds-b", "symlink")
+        store.upsert_dataset_symlink("ns-a", "ds-a", "ns-b", "ds-b", "alias")
+        aliases = store.get_dataset_aliases("ns-a", "ds-a")
+        assert len(aliases) == 1
+        assert aliases[0]["link_type"] == "alias"
+
+
+# ── find_datasets_by_uri ──
+
+
+class TestFindDatasetsByUri:
+    def test_match(self, store):
+        store.upsert_dataset(
+            "ns", "ds1", facets={"dataSource": {"uri": "s3://bucket/path"}}
+        )
+        store.upsert_dataset(
+            "ns", "ds2", facets={"dataSource": {"uri": "other://path"}}
+        )
+        results = store.find_datasets_by_uri("s3://bucket/path")
+        assert len(results) == 1
+        assert results[0]["name"] == "ds1"
+
+    def test_no_match(self, store):
+        store.upsert_dataset(
+            "ns", "ds1", facets={"dataSource": {"uri": "s3://bucket/path"}}
+        )
+        results = store.find_datasets_by_uri("s3://bucket/other")
+        assert len(results) == 0
+
+    def test_no_facets(self, store):
+        store.upsert_dataset("ns", "ds1")
+        results = store.find_datasets_by_uri("s3://bucket/path")
+        assert len(results) == 0
+
+
+# ── purge_all ──
+
+
+class TestPurgeAll:
+    def _populate(self, store):
+        store.store_event("e1", _make_event())
+        store.upsert_job("ns", "j1", {"facets": {}})
+        store.upsert_dataset("ns", "ds1")
+        store.upsert_run("r1", "ns", "j1", "COMPLETE")
+        store.store_run_io("r1", "ns", "ds1", "INPUT")
+        store.upsert_lineage_edge("dataset", "ns", "ds1", "job", "ns", "j1")
+        store.upsert_dataset_symlink("ns", "ds1", "ns2", "ds2")
+
+    def test_purge_all_empties_tables(self, store):
+        self._populate(store)
+        store.purge_all()
+        assert len(store.get_events()) == 0
+        assert len(store.get_jobs()) == 0
+        assert len(store.get_datasets()) == 0
+        assert len(store.get_runs()) == 0
+        assert len(store.get_all_lineage_edges()) == 0
+        assert len(store.get_all_symlinks()) == 0
+
+    def test_purge_all_idempotent(self, store):
+        store.purge_all()
+        store.purge_all()
+
+
+# ── purge_namespace ──
+
+
+class TestPurgeNamespace:
+    def _populate_two_ns(self, store):
+        store.store_event("e1", _make_event(event_id="e1", job_ns="ns-a"))
+        store.store_event("e2", _make_event(event_id="e2", job_ns="ns-b"))
+        store.upsert_job("ns-a", "j1", {"facets": {}})
+        store.upsert_job("ns-b", "j2", {"facets": {}})
+        store.upsert_dataset("ns-a", "ds1")
+        store.upsert_dataset("ns-b", "ds2")
+        store.upsert_run("r1", "ns-a", "j1", "COMPLETE")
+        store.upsert_run("r2", "ns-b", "j2", "COMPLETE")
+        store.store_run_io("r1", "ns-a", "ds1", "INPUT")
+        store.store_run_io("r2", "ns-b", "ds2", "INPUT")
+        store.upsert_lineage_edge("dataset", "ns-a", "ds1", "job", "ns-a", "j1")
+        store.upsert_lineage_edge("dataset", "ns-b", "ds2", "job", "ns-b", "j2")
+        store.upsert_dataset_symlink("ns-a", "ds1", "ns-a", "ds1-alias")
+        store.upsert_dataset_symlink("ns-b", "ds2", "ns-b", "ds2-alias")
+
+    def test_purge_removes_only_target_namespace(self, store):
+        self._populate_two_ns(store)
+        store.purge_namespace("ns-a")
+
+        assert len(store.get_events(namespace="ns-a")) == 0
+        assert len(store.get_events(namespace="ns-b")) == 1
+        assert len(store.get_jobs(namespaces=["ns-a"])) == 0
+        assert len(store.get_jobs(namespaces=["ns-b"])) == 1
+        assert len(store.get_datasets(namespaces=["ns-a"])) == 0
+        assert len(store.get_datasets(namespaces=["ns-b"])) == 1
+        assert len(store.get_runs(job_namespace="ns-a")) == 0
+        assert len(store.get_runs(job_namespace="ns-b")) == 1
+
+    def test_purge_nonexistent_namespace(self, store):
+        self._populate_two_ns(store)
+        store.purge_namespace("ns-nonexistent")
+        assert len(store.get_events()) == 2
+
+
+class TestRetention:
+    """Tests for prune_expired() and get_retention_stats()."""
+
+    def _insert_old_and_new(self, store, old_age_days=60, new_age_days=5):
+        """Insert events/runs at two ages: one old (should be pruned), one new."""
+        old_ms = int((time.time() - old_age_days * 86400) * 1000)
+        new_ms = int((time.time() - new_age_days * 86400) * 1000)
+
+        tbl_ev = OL_TABLES["events"]
+        tbl_runs = OL_TABLES["runs"]
+        tbl_rio = OL_TABLES["run_io"]
+
+        with store.engine.begin() as conn:
+            conn.execute(
+                tbl_ev.insert().values(
+                    event_id="old-evt",
+                    event_type="COMPLETE",
+                    event_time=old_ms,
+                    producer="test",
+                    job_namespace="ns",
+                    job_name="job1",
+                    run_id="old-run",
+                    event_json="{}",
+                    created_at=old_ms,
+                )
+            )
+            conn.execute(
+                tbl_ev.insert().values(
+                    event_id="new-evt",
+                    event_type="COMPLETE",
+                    event_time=new_ms,
+                    producer="test",
+                    job_namespace="ns",
+                    job_name="job1",
+                    run_id="new-run",
+                    event_json="{}",
+                    created_at=new_ms,
+                )
+            )
+            conn.execute(
+                tbl_runs.insert().values(
+                    run_id="old-run",
+                    job_namespace="ns",
+                    job_name="job1",
+                    state="COMPLETE",
+                    updated_at=old_ms,
+                )
+            )
+            conn.execute(
+                tbl_runs.insert().values(
+                    run_id="new-run",
+                    job_namespace="ns",
+                    job_name="job1",
+                    state="COMPLETE",
+                    updated_at=new_ms,
+                )
+            )
+            conn.execute(
+                tbl_rio.insert().values(
+                    run_id="old-run",
+                    dataset_namespace="ns",
+                    dataset_name="ds1",
+                    io_type="INPUT",
+                )
+            )
+            conn.execute(
+                tbl_rio.insert().values(
+                    run_id="new-run",
+                    dataset_namespace="ns",
+                    dataset_name="ds1",
+                    io_type="INPUT",
+                )
+            )
+
+        store.upsert_job("ns", "job1", {"namespace": "ns", "name": "job1"})
+        store.upsert_dataset("ns", "ds1")
+
+    def test_prune_removes_old_keeps_new(self, store):
+        self._insert_old_and_new(store)
+        deleted = store.prune_expired(retention_days=30)
+
+        assert deleted["events"] == 1
+        assert deleted["runs"] == 1
+        assert deleted["run_io"] == 1
+
+        assert len(store.get_events()) == 1
+        assert len(store.get_runs()) == 1
+
+    def test_prune_preserves_graph_tables(self, store):
+        self._insert_old_and_new(store)
+        store.upsert_lineage_edge("dataset", "ns", "ds1", "job", "ns", "job1")
+
+        store.prune_expired(retention_days=30)
+
+        assert len(store.get_jobs(namespaces=["ns"])) == 1
+        assert len(store.get_datasets(namespaces=["ns"])) == 1
+        edges = store.get_all_lineage_edges(namespaces=["ns"])
+        assert len(edges) == 1
+
+    def test_prune_disabled_when_zero(self, store):
+        self._insert_old_and_new(store)
+        deleted = store.prune_expired(retention_days=0)
+
+        assert deleted == {}
+        assert len(store.get_events()) == 2
+
+    def test_prune_noop_when_nothing_expired(self, store):
+        self._insert_old_and_new(store, old_age_days=5, new_age_days=1)
+        deleted = store.prune_expired(retention_days=30)
+
+        assert deleted["events"] == 0
+        assert deleted["runs"] == 0
+        assert len(store.get_events()) == 2
+
+    def test_retention_stats(self, store):
+        self._insert_old_and_new(store)
+        stats = store.get_retention_stats()
+
+        assert stats["events"]["count"] == 2
+        assert stats["runs"]["count"] == 2
+        assert stats["jobs"]["count"] == 1
+        assert stats["datasets"]["count"] == 1
+        assert "oldest_ms" in stats["events"]
diff --git a/sdk/python/tests/unit/openlineage/test_teardown.py b/sdk/python/tests/unit/openlineage/test_teardown.py
new file mode 100644
index 00000000000..c932ecfd0bf
--- /dev/null
+++ b/sdk/python/tests/unit/openlineage/test_teardown.py
@@ -0,0 +1,45 @@
+"""Tests for FeatureStore._teardown_openlineage()."""
+
+from contextvars import ContextVar
+from unittest.mock import MagicMock
+
+import pytest
+
+
+class TestTeardownOpenlineage:
+    def _make_feature_store(self, emitter=None):
+        """Create a mock FeatureStore with a controllable OL emitter."""
+        from feast.feature_store import FeatureStore
+
+        fs = object.__new__(FeatureStore)
+        fs._current_project = ContextVar("current_project", default=None)
+        fs._openlineage_emitter = emitter
+
+        mock_config = MagicMock()
+        mock_config.project = "test_project"
+        mock_config.openlineage = MagicMock(enabled=True)
+        fs.config = mock_config
+        return fs
+
+    def test_calls_emitter_teardown_project(self):
+        """Teardown delegates purge to the emitter."""
+        emitter = MagicMock()
+        fs = self._make_feature_store(emitter=emitter)
+        fs._teardown_openlineage()
+        emitter.teardown_project.assert_called_once_with("test_project")
+
+    def test_no_crash_when_emitter_missing(self):
+        """When OL emitter is absent, teardown should silently succeed."""
+        fs = self._make_feature_store(emitter=None)
+        # Force property path: no emitter init
+        fs._init_openlineage_emitter = MagicMock(return_value=None)  # type: ignore
+        fs._teardown_openlineage()
+
+    def test_exception_is_warning_not_error(self):
+        """If purge fails, it should warn, not raise."""
+        emitter = MagicMock()
+        emitter.teardown_project.side_effect = Exception("DB error")
+        fs = self._make_feature_store(emitter=emitter)
+
+        with pytest.warns(match="Failed to clean up OpenLineage"):
+            fs._teardown_openlineage()
diff --git a/sdk/python/tests/unit/permissions/auth/conftest.py b/sdk/python/tests/unit/permissions/auth/conftest.py
index 1ad5a30fe7d..cf25fc970a0 100644
--- a/sdk/python/tests/unit/permissions/auth/conftest.py
+++ b/sdk/python/tests/unit/permissions/auth/conftest.py
@@ -1,3 +1,6 @@
+from typing import Dict
+from unittest.mock import MagicMock
+
 import pytest
 from kubernetes import client
 
@@ -62,6 +65,22 @@ def oidc_config() -> OidcAuthConfig:
     )
 
 
+@pytest.fixture
+def discovery_data() -> Dict[str, str]:
+    return {
+        "authorization_endpoint": "https://localhost:8080/realms/master/protocol/openid-connect/auth",
+        "token_endpoint": "https://localhost:8080/realms/master/protocol/openid-connect/token",
+        "jwks_uri": "https://localhost:8080/realms/master/protocol/openid-connect/certs",
+    }
+
+
+@pytest.fixture
+def signing_key() -> MagicMock:
+    key = MagicMock()
+    key.key = "a-key"
+    return key
+
+
 @pytest.fixture(
     scope="module",
     params=[
diff --git a/sdk/python/tests/unit/permissions/auth/test_token_parser.py b/sdk/python/tests/unit/permissions/auth/test_token_parser.py
index fdec71e109a..a5056393b60 100644
--- a/sdk/python/tests/unit/permissions/auth/test_token_parser.py
+++ b/sdk/python/tests/unit/permissions/auth/test_token_parser.py
@@ -1,16 +1,21 @@
 import asyncio
 import os
+import ssl
+import time
 from unittest import mock
 from unittest.mock import MagicMock, patch
 
 import assertpy
+import jwt
 import pytest
+from pydantic import ValidationError
 from starlette.authentication import (
     AuthenticationError,
 )
 
 from feast.permissions.auth.kubernetes_token_parser import KubernetesTokenParser
 from feast.permissions.auth.oidc_token_parser import OidcTokenParser
+from feast.permissions.auth_model import OidcAuthConfig
 from feast.permissions.user import User
 
 _CLIENT_ID = "test"
@@ -23,17 +28,16 @@
 @patch("feast.permissions.auth.oidc_token_parser.jwt.decode")
 @patch("feast.permissions.oidc_service.OIDCDiscoveryService._fetch_discovery_data")
 def test_oidc_token_validation_success(
-    mock_discovery_data, mock_jwt, mock_signing_key, mock_oauth2, oidc_config
+    mock_discovery_data,
+    mock_jwt,
+    mock_signing_key,
+    mock_oauth2,
+    oidc_config,
+    discovery_data,
+    signing_key,
 ):
-    signing_key = MagicMock()
-    signing_key.key = "a-key"
     mock_signing_key.return_value = signing_key
-
-    mock_discovery_data.return_value = {
-        "authorization_endpoint": "https://localhost:8080/realms/master/protocol/openid-connect/auth",
-        "token_endpoint": "https://localhost:8080/realms/master/protocol/openid-connect/token",
-        "jwks_uri": "https://localhost:8080/realms/master/protocol/openid-connect/certs",
-    }
+    mock_discovery_data.return_value = discovery_data
 
     user_data = {
         "preferred_username": "my-name",
@@ -67,17 +71,16 @@ def test_oidc_token_validation_success(
 @patch("feast.permissions.auth.oidc_token_parser.jwt.decode")
 @patch("feast.permissions.oidc_service.OIDCDiscoveryService._fetch_discovery_data")
 def test_oidc_token_missing_roles_key_returns_empty(
-    mock_discovery_data, mock_jwt, mock_signing_key, mock_oauth2, oidc_config
+    mock_discovery_data,
+    mock_jwt,
+    mock_signing_key,
+    mock_oauth2,
+    oidc_config,
+    discovery_data,
+    signing_key,
 ):
-    signing_key = MagicMock()
-    signing_key.key = "a-key"
     mock_signing_key.return_value = signing_key
-
-    mock_discovery_data.return_value = {
-        "authorization_endpoint": "https://localhost:8080/realms/master/protocol/openid-connect/auth",
-        "token_endpoint": "https://localhost:8080/realms/master/protocol/openid-connect/token",
-        "jwks_uri": "https://localhost:8080/realms/master/protocol/openid-connect/certs",
-    }
+    mock_discovery_data.return_value = discovery_data
 
     user_data = {
         "preferred_username": "my-name",
@@ -104,17 +107,16 @@ def test_oidc_token_missing_roles_key_returns_empty(
 @patch("feast.permissions.auth.oidc_token_parser.jwt.decode")
 @patch("feast.permissions.oidc_service.OIDCDiscoveryService._fetch_discovery_data")
 def test_oidc_token_extracts_groups(
-    mock_discovery_data, mock_jwt, mock_signing_key, mock_oauth2, oidc_config
+    mock_discovery_data,
+    mock_jwt,
+    mock_signing_key,
+    mock_oauth2,
+    oidc_config,
+    discovery_data,
+    signing_key,
 ):
-    signing_key = MagicMock()
-    signing_key.key = "a-key"
     mock_signing_key.return_value = signing_key
-
-    mock_discovery_data.return_value = {
-        "authorization_endpoint": "https://localhost:8080/realms/master/protocol/openid-connect/auth",
-        "token_endpoint": "https://localhost:8080/realms/master/protocol/openid-connect/token",
-        "jwks_uri": "https://localhost:8080/realms/master/protocol/openid-connect/certs",
-    }
+    mock_discovery_data.return_value = discovery_data
 
     user_data = {
         "preferred_username": "my-name",
@@ -146,17 +148,16 @@ def test_oidc_token_extracts_groups(
 @patch("feast.permissions.auth.oidc_token_parser.jwt.decode")
 @patch("feast.permissions.oidc_service.OIDCDiscoveryService._fetch_discovery_data")
 def test_oidc_token_extracts_groups_and_roles(
-    mock_discovery_data, mock_jwt, mock_signing_key, mock_oauth2, oidc_config
+    mock_discovery_data,
+    mock_jwt,
+    mock_signing_key,
+    mock_oauth2,
+    oidc_config,
+    discovery_data,
+    signing_key,
 ):
-    signing_key = MagicMock()
-    signing_key.key = "a-key"
     mock_signing_key.return_value = signing_key
-
-    mock_discovery_data.return_value = {
-        "authorization_endpoint": "https://localhost:8080/realms/master/protocol/openid-connect/auth",
-        "token_endpoint": "https://localhost:8080/realms/master/protocol/openid-connect/token",
-        "jwks_uri": "https://localhost:8080/realms/master/protocol/openid-connect/certs",
-    }
+    mock_discovery_data.return_value = discovery_data
 
     user_data = {
         "preferred_username": "my-name",
@@ -184,6 +185,212 @@ def test_oidc_token_extracts_groups_and_roles(
         assertpy.assert_that(user.has_matching_group(["banking-admin"])).is_true()
 
 
+@pytest.mark.parametrize(
+    "token_claims, expected_username",
+    [
+        # Human identity claims keep precedence over the application claims.
+        (
+            {
+                "preferred_username": "my-name",
+                "upn": "my-name@example.com",
+                "azp": "my-client-app",
+            },
+            "my-name",
+        ),
+        (
+            {"upn": "my-name@example.com", "azp": "my-client-app"},
+            "my-name@example.com",
+        ),
+        # A human claim still wins when accompanied only by application claims.
+        (
+            {
+                "preferred_username": "my-name",
+                "appid": "my-v1-client-app",
+                "sub": "my-subject",
+            },
+            "my-name",
+        ),
+        ({"upn": "my-name@example.com", "sub": "my-subject"}, "my-name@example.com"),
+        # Entra ID client-credentials (app-only) tokens carry no human claim.
+        (
+            {"azp": "my-client-app", "appid": "my-v1-client-app", "sub": "my-subject"},
+            "my-client-app",
+        ),
+        ({"appid": "my-v1-client-app", "sub": "my-subject"}, "my-v1-client-app"),
+        ({"sub": "my-subject"}, "my-subject"),
+    ],
+)
+@patch(
+    "feast.permissions.auth.oidc_token_parser.OAuth2AuthorizationCodeBearer.__call__"
+)
+@patch("feast.permissions.auth.oidc_token_parser.PyJWKClient.get_signing_key_from_jwt")
+@patch("feast.permissions.auth.oidc_token_parser.jwt.decode")
+@patch("feast.permissions.oidc_service.OIDCDiscoveryService._fetch_discovery_data")
+def test_oidc_token_username_claim_precedence(
+    mock_discovery_data,
+    mock_jwt,
+    mock_signing_key,
+    mock_oauth2,
+    token_claims,
+    expected_username,
+    oidc_config,
+    discovery_data,
+    signing_key,
+):
+    mock_signing_key.return_value = signing_key
+    mock_discovery_data.return_value = discovery_data
+
+    mock_jwt.return_value = token_claims
+
+    access_token = "aaa-bbb-ccc"
+    token_parser = OidcTokenParser(auth_config=oidc_config)
+    user = asyncio.run(
+        token_parser.user_details_from_access_token(access_token=access_token)
+    )
+
+    assertpy.assert_that(user).is_type_of(User)
+    if isinstance(user, User):
+        assertpy.assert_that(user.username).is_equal_to(expected_username)
+
+
+@pytest.mark.parametrize(
+    "token_claims",
+    [
+        # No identity claim at all.
+        {"resource_access": {_CLIENT_ID: {"roles": ["reader"]}}},
+        # Identity claims present but null are skipped, not accepted.
+        {"preferred_username": None, "upn": None, "azp": None, "sub": None},
+        # A non-string identity claim is skipped, not accepted.
+        {"sub": 12345},
+    ],
+)
+@patch(
+    "feast.permissions.auth.oidc_token_parser.OAuth2AuthorizationCodeBearer.__call__"
+)
+@patch("feast.permissions.auth.oidc_token_parser.PyJWKClient.get_signing_key_from_jwt")
+@patch("feast.permissions.auth.oidc_token_parser.jwt.decode")
+@patch("feast.permissions.oidc_service.OIDCDiscoveryService._fetch_discovery_data")
+def test_oidc_token_without_usable_username_claim_fails(
+    mock_discovery_data,
+    mock_jwt,
+    mock_signing_key,
+    mock_oauth2,
+    token_claims,
+    oidc_config,
+    discovery_data,
+    signing_key,
+):
+    mock_signing_key.return_value = signing_key
+    mock_discovery_data.return_value = discovery_data
+
+    mock_jwt.return_value = token_claims
+
+    access_token = "aaa-bbb-ccc"
+    token_parser = OidcTokenParser(auth_config=oidc_config)
+    with pytest.raises(AuthenticationError):
+        asyncio.run(
+            token_parser.user_details_from_access_token(access_token=access_token)
+        )
+
+
+@pytest.mark.parametrize(
+    "token_claims, expected_roles",
+    [
+        # Entra ID app roles arrive in the top-level `roles` claim.
+        ({"roles": ["reader", "writer"]}, ["reader", "writer"]),
+        # Duplicates within the top-level claim are collapsed.
+        ({"roles": ["reader", "reader", "writer"]}, ["reader", "writer"]),
+        # Keycloak's nested claim keeps working on its own.
+        ({"resource_access": {_CLIENT_ID: {"roles": ["reader"]}}}, ["reader"]),
+        # Both shapes present: merged, in order, without duplicates.
+        (
+            {
+                "resource_access": {_CLIENT_ID: {"roles": ["reader", "writer"]}},
+                "roles": ["writer", "admin"],
+            },
+            ["reader", "writer", "admin"],
+        ),
+    ],
+)
+@patch(
+    "feast.permissions.auth.oidc_token_parser.OAuth2AuthorizationCodeBearer.__call__"
+)
+@patch("feast.permissions.auth.oidc_token_parser.PyJWKClient.get_signing_key_from_jwt")
+@patch("feast.permissions.auth.oidc_token_parser.jwt.decode")
+@patch("feast.permissions.oidc_service.OIDCDiscoveryService._fetch_discovery_data")
+def test_oidc_token_merges_top_level_and_resource_access_roles(
+    mock_discovery_data,
+    mock_jwt,
+    mock_signing_key,
+    mock_oauth2,
+    token_claims,
+    expected_roles,
+    oidc_config,
+    discovery_data,
+    signing_key,
+):
+    mock_signing_key.return_value = signing_key
+    mock_discovery_data.return_value = discovery_data
+
+    mock_jwt.return_value = {"preferred_username": "my-name", **token_claims}
+
+    access_token = "aaa-bbb-ccc"
+    token_parser = OidcTokenParser(auth_config=oidc_config)
+    user = asyncio.run(
+        token_parser.user_details_from_access_token(access_token=access_token)
+    )
+
+    assertpy.assert_that(user).is_type_of(User)
+    if isinstance(user, User):
+        assertpy.assert_that(user.roles).is_equal_to(expected_roles)
+
+
+@patch(
+    "feast.permissions.auth.oidc_token_parser.OAuth2AuthorizationCodeBearer.__call__"
+)
+@patch("feast.permissions.auth.oidc_token_parser.PyJWKClient.get_signing_key_from_jwt")
+@patch("feast.permissions.auth.oidc_token_parser.jwt.decode")
+@patch("feast.permissions.oidc_service.OIDCDiscoveryService._fetch_discovery_data")
+def test_oidc_identity_and_roles_come_from_verified_decode(
+    mock_discovery_data,
+    mock_jwt,
+    mock_signing_key,
+    mock_oauth2,
+    oidc_config,
+    discovery_data,
+    signing_key,
+):
+    """Identity and roles must come from the signature-verified decode, not the
+    unverified decode used only for routing."""
+    mock_signing_key.return_value = signing_key
+    mock_discovery_data.return_value = discovery_data
+
+    def decode(token, key=None, *args, **kwargs):
+        if kwargs.get("options", {}).get("verify_signature") is False:
+            # Unverified decode, used only for routing; must not drive identity.
+            return {
+                "preferred_username": "spoofed-user",
+                "resource_access": {_CLIENT_ID: {"roles": ["spoofed-role"]}},
+            }
+        return {
+            "preferred_username": "verified-user",
+            "resource_access": {_CLIENT_ID: {"roles": ["reader"]}},
+        }
+
+    mock_jwt.side_effect = decode
+
+    access_token = "aaa-bbb-ccc"
+    token_parser = OidcTokenParser(auth_config=oidc_config)
+    user = asyncio.run(
+        token_parser.user_details_from_access_token(access_token=access_token)
+    )
+
+    assertpy.assert_that(user).is_type_of(User)
+    if isinstance(user, User):
+        assertpy.assert_that(user.username).is_equal_to("verified-user")
+        assertpy.assert_that(user.roles).is_equal_to(["reader"])
+
+
 @patch(
     "feast.permissions.auth.oidc_token_parser.OAuth2AuthorizationCodeBearer.__call__"
 )
@@ -267,6 +474,376 @@ async def mock_oath2(self, request):
             assertpy.assert_that(user.has_matching_role(["updater"])).is_false()
 
 
+# ---------------------------------------------------------------------------
+# JWKS client lifecycle (one lazy client per parser)
+# ---------------------------------------------------------------------------
+
+
+@patch(
+    "feast.permissions.auth.oidc_token_parser.OAuth2AuthorizationCodeBearer.__call__"
+)
+@patch("feast.permissions.auth.oidc_token_parser.jwt.decode")
+@patch("feast.permissions.auth.oidc_token_parser.PyJWKClient")
+@patch("feast.permissions.oidc_service.OIDCDiscoveryService._fetch_discovery_data")
+def test_oidc_jwks_client_is_lazy_and_reused_per_parser(
+    mock_discovery_data,
+    mock_jwks_client_cls,
+    mock_jwt,
+    mock_oauth2,
+    oidc_config,
+    discovery_data,
+):
+    """One JWKS client per parser: built on the first request (not at
+    construction, which would move a blocking discovery fetch into server
+    startup), reused across requests, and scoped to the parser instance."""
+    mock_discovery_data.return_value = discovery_data
+    mock_jwt.return_value = {"preferred_username": "my-name"}
+
+    token_parser = OidcTokenParser(auth_config=oidc_config)
+    assertpy.assert_that(mock_jwks_client_cls.call_count).is_equal_to(0)
+
+    for _ in range(3):
+        asyncio.run(
+            token_parser.user_details_from_access_token(access_token="aaa-bbb-ccc")
+        )
+    assertpy.assert_that(mock_jwks_client_cls.call_count).is_equal_to(1)
+
+    # A second parser must not see the first parser's client: each parser
+    # verifies against the JWKS of its own configured provider.
+    other_parser = OidcTokenParser(auth_config=oidc_config)
+    asyncio.run(other_parser.user_details_from_access_token(access_token="aaa-bbb-ccc"))
+    assertpy.assert_that(mock_jwks_client_cls.call_count).is_equal_to(2)
+
+
+@pytest.mark.parametrize("verify_ssl", [True, False])
+@patch(
+    "feast.permissions.auth.oidc_token_parser.OAuth2AuthorizationCodeBearer.__call__"
+)
+@patch("feast.permissions.auth.oidc_token_parser.jwt.decode")
+@patch("feast.permissions.auth.oidc_token_parser.PyJWKClient")
+@patch("feast.permissions.oidc_service.OIDCDiscoveryService._fetch_discovery_data")
+def test_oidc_jwks_client_ssl_context_follows_config(
+    mock_discovery_data,
+    mock_jwks_client_cls,
+    mock_jwt,
+    mock_oauth2,
+    verify_ssl,
+    discovery_data,
+):
+    """The client is built with the discovery JWKS URL and an SSL context
+    matching verify_ssl: default configs must keep certificate verification
+    on, and verify_ssl=False must be the only way to turn it off."""
+    mock_discovery_data.return_value = discovery_data
+    mock_jwt.return_value = {"preferred_username": "my-name"}
+
+    token_parser = OidcTokenParser(auth_config=_oidc_config_with(verify_ssl=verify_ssl))
+    asyncio.run(token_parser.user_details_from_access_token(access_token="aaa-bbb-ccc"))
+
+    call = mock_jwks_client_cls.call_args
+    assertpy.assert_that(call.args[0]).is_equal_to(discovery_data["jwks_uri"])
+    ssl_ctx = call.kwargs["ssl_context"]
+    if verify_ssl:
+        assertpy.assert_that(ssl_ctx.verify_mode).is_equal_to(ssl.CERT_REQUIRED)
+        assertpy.assert_that(ssl_ctx.check_hostname).is_true()
+    else:
+        assertpy.assert_that(ssl_ctx.verify_mode).is_equal_to(ssl.CERT_NONE)
+        assertpy.assert_that(ssl_ctx.check_hostname).is_false()
+
+
+@pytest.mark.parametrize(
+    "overrides,expected_lifespan,expected_timeout",
+    [
+        ({}, 300, 10),
+        (
+            {
+                "jwks_cache_lifespan_seconds": 60,
+                "jwks_request_timeout_seconds": 2.5,
+            },
+            60,
+            2.5,
+        ),
+    ],
+)
+@patch(
+    "feast.permissions.auth.oidc_token_parser.OAuth2AuthorizationCodeBearer.__call__"
+)
+@patch("feast.permissions.auth.oidc_token_parser.jwt.decode")
+@patch("feast.permissions.auth.oidc_token_parser.PyJWKClient")
+@patch("feast.permissions.oidc_service.OIDCDiscoveryService._fetch_discovery_data")
+def test_oidc_jwks_client_cache_and_timeout_follow_config(
+    mock_discovery_data,
+    mock_jwks_client_cls,
+    mock_jwt,
+    mock_oauth2,
+    overrides,
+    expected_lifespan,
+    expected_timeout,
+    discovery_data,
+):
+    """The JWK-set cache lifespan and the fetch timeout are operator-tunable:
+    the lifespan bounds how long a revoked key keeps validating, and the
+    timeout bounds how long an unresponsive IdP blocks the serving path."""
+    mock_discovery_data.return_value = discovery_data
+    mock_jwt.return_value = {"preferred_username": "my-name"}
+
+    token_parser = OidcTokenParser(auth_config=_oidc_config_with(**overrides))
+    asyncio.run(token_parser.user_details_from_access_token(access_token="aaa-bbb-ccc"))
+
+    kwargs = mock_jwks_client_cls.call_args.kwargs
+    assertpy.assert_that(kwargs["lifespan"]).is_equal_to(expected_lifespan)
+    assertpy.assert_that(kwargs["timeout"]).is_equal_to(expected_timeout)
+
+
+@pytest.mark.parametrize(
+    "overrides",
+    [
+        {"jwks_cache_lifespan_seconds": 0},
+        {"jwks_cache_lifespan_seconds": -1},
+        {"jwks_request_timeout_seconds": 0},
+        {"jwks_request_timeout_seconds": -1},
+    ],
+)
+def test_oidc_jwks_tunables_reject_non_positive_values(overrides):
+    """A non-positive lifespan would expire the cache immediately, silently
+    restoring a JWKS fetch per request; a non-positive timeout is equally
+    meaningless. Reject both at config load rather than at serving time."""
+    with pytest.raises(ValidationError):
+        _oidc_config_with(**overrides)
+
+
+@patch(
+    "feast.permissions.auth.oidc_token_parser.OAuth2AuthorizationCodeBearer.__call__"
+)
+@patch("feast.permissions.auth.oidc_token_parser.jwt.decode")
+@patch("feast.permissions.auth.oidc_token_parser.PyJWKClient")
+@patch("feast.permissions.oidc_service.OIDCDiscoveryService._fetch_discovery_data")
+def test_oidc_jwks_client_construction_failure_is_retried(
+    mock_discovery_data,
+    mock_jwks_client_cls,
+    mock_jwt,
+    mock_oauth2,
+    oidc_config,
+    discovery_data,
+):
+    """A failed first construction must leave the parser able to retry on
+    the next request: the parser is a process singleton, so caching a failed
+    or half-built client would wedge authentication until restart."""
+    mock_discovery_data.return_value = discovery_data
+    mock_jwt.return_value = {"preferred_username": "my-name"}
+    mock_jwks_client_cls.side_effect = [RuntimeError("IdP unreachable"), MagicMock()]
+
+    token_parser = OidcTokenParser(auth_config=oidc_config)
+    with pytest.raises(RuntimeError):
+        asyncio.run(
+            token_parser.user_details_from_access_token(access_token="aaa-bbb-ccc")
+        )
+
+    user = asyncio.run(
+        token_parser.user_details_from_access_token(access_token="aaa-bbb-ccc")
+    )
+    assertpy.assert_that(user.username).is_equal_to("my-name")
+    assertpy.assert_that(mock_jwks_client_cls.call_count).is_equal_to(2)
+
+
+# ---------------------------------------------------------------------------
+# Optional audience / issuer verification (opt-in via OidcAuthConfig)
+# ---------------------------------------------------------------------------
+
+
+def _oidc_config_with(**overrides) -> OidcAuthConfig:
+    return OidcAuthConfig(
+        auth_discovery_url="https://localhost:8080/realms/master/.well-known/openid-configuration",
+        client_id=_CLIENT_ID,
+        type="oidc",
+        **overrides,
+    )
+
+
+@pytest.fixture(scope="module")
+def rsa_keypair() -> tuple:
+    """A real RSA keypair, so the aud/iss tests exercise the real ``jwt.decode``."""
+    from cryptography.hazmat.primitives import serialization
+    from cryptography.hazmat.primitives.asymmetric import rsa
+
+    private_key = rsa.generate_private_key(public_exponent=65537, key_size=2048)
+    private_pem = private_key.private_bytes(
+        encoding=serialization.Encoding.PEM,
+        format=serialization.PrivateFormat.PKCS8,
+        encryption_algorithm=serialization.NoEncryption(),
+    )
+    public_pem = private_key.public_key().public_bytes(
+        encoding=serialization.Encoding.PEM,
+        format=serialization.PublicFormat.SubjectPublicKeyInfo,
+    )
+    return private_pem, public_pem
+
+
+def _make_token(private_pem: bytes, claims: dict) -> str:
+    now = int(time.time())
+    return jwt.encode(
+        {"iat": now, "exp": now + 300, **claims}, private_pem, algorithm="RS256"
+    )
+
+
+@pytest.mark.parametrize(
+    "audience,issuer",
+    [
+        (None, None),
+        ("api://feast-server", None),
+        (None, "https://idp.example.com/realm"),
+        ("api://feast-server", "https://idp.example.com/realm"),
+    ],
+)
+@patch(
+    "feast.permissions.auth.oidc_token_parser.OAuth2AuthorizationCodeBearer.__call__"
+)
+@patch("feast.permissions.auth.oidc_token_parser.PyJWKClient.get_signing_key_from_jwt")
+@patch("feast.permissions.auth.oidc_token_parser.jwt.decode")
+@patch("feast.permissions.oidc_service.OIDCDiscoveryService._fetch_discovery_data")
+def test_oidc_decode_verification_options_follow_config(
+    mock_discovery_data,
+    mock_jwt,
+    mock_signing_key,
+    mock_oauth2,
+    audience,
+    issuer,
+    discovery_data,
+    signing_key,
+):
+    """The verified decode enables aud/iss checks exactly when the config
+    provides expected values, and stays permissive otherwise."""
+    mock_signing_key.return_value = signing_key
+    mock_discovery_data.return_value = discovery_data
+    mock_jwt.return_value = {"preferred_username": "my-name"}
+
+    token_parser = OidcTokenParser(
+        auth_config=_oidc_config_with(audience=audience, issuer=issuer)
+    )
+    asyncio.run(token_parser.user_details_from_access_token(access_token="aaa-bbb-ccc"))
+
+    verified_calls = [
+        c
+        for c in mock_jwt.call_args_list
+        if c.kwargs.get("options", {}).get("verify_signature") is not False
+    ]
+    assertpy.assert_that(verified_calls).is_length(1)
+    kwargs = verified_calls[0].kwargs
+    assertpy.assert_that(kwargs["options"]["verify_aud"]).is_equal_to(
+        audience is not None
+    )
+    assertpy.assert_that(kwargs["options"]["verify_iss"]).is_equal_to(
+        issuer is not None
+    )
+    assertpy.assert_that(kwargs["audience"]).is_equal_to(
+        audience if audience is not None else "account"
+    )
+    assertpy.assert_that(kwargs["issuer"]).is_equal_to(issuer)
+
+
+@pytest.mark.parametrize(
+    "config_kwargs,claims,should_authenticate",
+    [
+        # Opt-in audience: match accepted, mismatch and missing rejected.
+        ({"audience": "api://feast-server"}, {"aud": "api://feast-server"}, True),
+        ({"audience": "api://feast-server"}, {"aud": "api://another-app"}, False),
+        ({"audience": "api://feast-server"}, {}, False),
+        # Opt-in issuer: match accepted, mismatch rejected.
+        (
+            {"issuer": "https://idp.example.com/expected"},
+            {"iss": "https://idp.example.com/expected"},
+            True,
+        ),
+        (
+            {"issuer": "https://idp.example.com/expected"},
+            {"iss": "https://idp.example.com/other"},
+            False,
+        ),
+        # Default config: neither claim is verified, so a token minted for a
+        # different resource still authenticates (pre-existing behavior).
+        ({}, {"aud": "api://another-app", "iss": "https://idp.example.com/any"}, True),
+    ],
+)
+@patch(
+    "feast.permissions.auth.oidc_token_parser.OAuth2AuthorizationCodeBearer.__call__"
+)
+@patch("feast.permissions.auth.oidc_token_parser.PyJWKClient.get_signing_key_from_jwt")
+@patch("feast.permissions.oidc_service.OIDCDiscoveryService._fetch_discovery_data")
+def test_oidc_audience_issuer_verification_end_to_end(
+    mock_discovery_data,
+    mock_signing_key,
+    mock_oauth2,
+    config_kwargs,
+    claims,
+    should_authenticate,
+    discovery_data,
+    rsa_keypair,
+):
+    """Real RS256-signed tokens through the real ``jwt.decode``: opt-in checks
+    reject mismatched aud/iss and the default stays permissive."""
+    private_pem, public_pem = rsa_keypair
+    mock_discovery_data.return_value = discovery_data
+    key = MagicMock()
+    key.key = public_pem
+    mock_signing_key.return_value = key
+
+    token = _make_token(private_pem, {"preferred_username": "my-name", **claims})
+    token_parser = OidcTokenParser(auth_config=_oidc_config_with(**config_kwargs))
+
+    if should_authenticate:
+        user = asyncio.run(
+            token_parser.user_details_from_access_token(access_token=token)
+        )
+        assertpy.assert_that(user).is_type_of(User)
+        if isinstance(user, User):
+            assertpy.assert_that(user.username).is_equal_to("my-name")
+    else:
+        with pytest.raises(AuthenticationError):
+            asyncio.run(token_parser.user_details_from_access_token(access_token=token))
+
+
+@patch(
+    "feast.permissions.auth.oidc_token_parser.OAuth2AuthorizationCodeBearer.__call__"
+)
+@patch("feast.permissions.auth.oidc_token_parser.PyJWKClient.get_signing_key_from_jwt")
+@patch("feast.permissions.oidc_service.OIDCDiscoveryService._fetch_discovery_data")
+def test_oidc_default_supports_v1_tokens_against_v2_discovery(
+    mock_discovery_data,
+    mock_signing_key,
+    mock_oauth2,
+    discovery_data,
+    rsa_keypair,
+):
+    """Pins the Entra ID v1-token-against-v2-discovery setup: with no expected
+    audience or issuer configured, a v1.0-shaped app-only token (issuer under
+    ``sts.windows.net``, ``api://`` audience, ``appid`` identity) validates
+    against a v2.0-style discovery document, because discovery is used only to
+    source the JWKS signing keys. A future strict-by-default change would
+    break real deployments and must fail here first."""
+    private_pem, public_pem = rsa_keypair
+    mock_discovery_data.return_value = discovery_data
+    key = MagicMock()
+    key.key = public_pem
+    mock_signing_key.return_value = key
+
+    token = _make_token(
+        private_pem,
+        {
+            "iss": "https://sts.windows.net/11111111-2222-3333-4444-555555555555/",
+            "aud": "api://66666666-7777-8888-9999-000000000000",
+            "appid": "client-app-id",
+            "roles": ["reader"],
+        },
+    )
+    token_parser = OidcTokenParser(auth_config=_oidc_config_with())
+
+    user = asyncio.run(token_parser.user_details_from_access_token(access_token=token))
+
+    assertpy.assert_that(user).is_type_of(User)
+    if isinstance(user, User):
+        assertpy.assert_that(user.username).is_equal_to("client-app-id")
+        assertpy.assert_that(user.roles).is_equal_to(["reader"])
+
+
 # TODO RBAC: Move role bindings to a reusable fixture
 @patch("feast.permissions.auth.kubernetes_token_parser.config.load_incluster_config")
 @patch("feast.permissions.auth.kubernetes_token_parser.jwt.decode")
@@ -401,14 +978,10 @@ def test_k8s_inter_server_comm(
 @patch("feast.permissions.auth.oidc_token_parser.jwt.decode")
 @patch("feast.permissions.oidc_service.OIDCDiscoveryService._fetch_discovery_data")
 def test_oidc_parser_handles_sa_token_via_token_review(
-    mock_discovery_data, mock_jwt_decode, oidc_config
+    mock_discovery_data, mock_jwt_decode, oidc_config, discovery_data
 ):
     """When a token contains kubernetes.io claim, _handle_sa_token is called (not the OIDC JWKS path)."""
-    mock_discovery_data.return_value = {
-        "authorization_endpoint": "https://localhost:8080/auth",
-        "token_endpoint": "https://localhost:8080/token",
-        "jwks_uri": "https://localhost:8080/certs",
-    }
+    mock_discovery_data.return_value = discovery_data
 
     mock_jwt_decode.return_value = {
         "kubernetes.io": {"namespace": "feast"},
@@ -447,18 +1020,17 @@ def test_oidc_parser_handles_sa_token_via_token_review(
 @patch("feast.permissions.auth.oidc_token_parser.jwt.decode")
 @patch("feast.permissions.oidc_service.OIDCDiscoveryService._fetch_discovery_data")
 def test_oidc_parser_routes_keycloak_token_normally(
-    mock_discovery_data, mock_jwt_decode, mock_signing_key, mock_oauth2, oidc_config
+    mock_discovery_data,
+    mock_jwt_decode,
+    mock_signing_key,
+    mock_oauth2,
+    oidc_config,
+    discovery_data,
+    signing_key,
 ):
     """When a token does NOT contain kubernetes.io claim, it should follow the OIDC path."""
-    signing_key = MagicMock()
-    signing_key.key = "a-key"
     mock_signing_key.return_value = signing_key
-
-    mock_discovery_data.return_value = {
-        "authorization_endpoint": "https://localhost:8080/auth",
-        "token_endpoint": "https://localhost:8080/token",
-        "jwks_uri": "https://localhost:8080/certs",
-    }
+    mock_discovery_data.return_value = discovery_data
 
     keycloak_payload = {
         "preferred_username": "testuser",
diff --git a/sdk/python/tests/unit/permissions/conftest.py b/sdk/python/tests/unit/permissions/conftest.py
index fceb9f0b197..363d9f0bdbe 100644
--- a/sdk/python/tests/unit/permissions/conftest.py
+++ b/sdk/python/tests/unit/permissions/conftest.py
@@ -1,3 +1,4 @@
+from typing import Iterator
 from unittest.mock import MagicMock, Mock
 
 import pytest
@@ -11,6 +12,7 @@
 from feast.permissions.policy import RoleBasedPolicy
 from feast.permissions.security_manager import (
     SecurityManager,
+    no_security_manager,
     set_security_manager,
 )
 from feast.permissions.user import User
@@ -63,7 +65,7 @@ def users() -> list[User]:
 
 
 @pytest.fixture
-def security_manager() -> SecurityManager:
+def security_manager() -> Iterator[SecurityManager]:
     permissions = []
     permissions.append(
         Permission(
@@ -111,4 +113,9 @@ def security_manager() -> SecurityManager:
     registry.list_permissions = Mock(return_value=permissions)
     sm = SecurityManager(project="any", registry=registry)
     set_security_manager(sm)
-    return sm
+    yield sm
+    # `set_security_manager` populates a module-level singleton that outlives
+    # this fixture. Reset it, or every later test in the same process that
+    # serves a request (e.g. the feature server tests) runs against this mock
+    # security manager and is rejected with 401 Unauthorized.
+    no_security_manager()
diff --git a/sdk/python/tests/permissions/test_groups_namespaces_auth.py b/sdk/python/tests/unit/permissions/test_groups_namespaces_auth.py
similarity index 100%
rename from sdk/python/tests/permissions/test_groups_namespaces_auth.py
rename to sdk/python/tests/unit/permissions/test_groups_namespaces_auth.py
diff --git a/sdk/python/tests/unit/permissions/test_oidc_auth_client.py b/sdk/python/tests/unit/permissions/test_oidc_auth_client.py
index 3d74eb2a55f..80653774ee6 100644
--- a/sdk/python/tests/unit/permissions/test_oidc_auth_client.py
+++ b/sdk/python/tests/unit/permissions/test_oidc_auth_client.py
@@ -1,5 +1,9 @@
-from unittest.mock import patch
+import time
+from unittest.mock import MagicMock, patch
 
+import jwt
+import pytest
+from pydantic import ValidationError
 from requests import Session
 
 from feast.permissions.auth_model import (
@@ -7,6 +11,11 @@
     NoAuthConfig,
     OidcClientAuthConfig,
 )
+from feast.permissions.client import oidc_authentication_client_manager
+from feast.permissions.client.client_auth_token import (
+    get_auth_token,
+    invalidate_auth_token,
+)
 from feast.permissions.client.http_auth_requests_wrapper import (
     AuthenticatedRequestsSession,
     get_http_auth_requests_session,
@@ -21,6 +30,15 @@
 MOCKED_TOKEN_VALUE: str = "dummy_token"
 
 
+@pytest.fixture(autouse=True)
+def clear_idp_token_cache():
+    """The IdP token cache is module-level state; reset it around every test
+    so no test inherits (or leaks) a cached token."""
+    oidc_authentication_client_manager._token_cache.clear()
+    yield
+    oidc_authentication_client_manager._token_cache.clear()
+
+
 def _get_dummy_oidc_auth_type() -> OidcClientAuthConfig:
     oidc_config = OidcClientAuthConfig(
         auth_discovery_url="http://localhost:8080/realms/master/.well-known/openid-configuration",
@@ -61,3 +79,237 @@ def _assert_auth_requests_session(
     assert auth_req_session.headers["Authorization"] == f"Bearer {expected_token}", (
         "Authorization token is incorrect"
     )
+
+
+# ---------------------------------------------------------------------------
+# IdP token reuse (client_secret / ROPG flow)
+# ---------------------------------------------------------------------------
+
+_DISCOVERY = {
+    "token_endpoint": "https://idp.example.com/token",
+    "authorization_endpoint": "https://idp.example.com/auth",
+    "jwks_uri": "https://idp.example.com/jwks",
+}
+
+
+def _jwt_expiring_in(seconds: int, subject: str = "test-subject") -> str:
+    """A JWT expiring *seconds* from now. *subject* distinguishes otherwise
+    identical tokens, so a test can assert which one a caller received."""
+    return jwt.encode(
+        {"exp": int(time.time()) + seconds, "sub": subject},
+        "test-key",
+        algorithm="HS256",
+    )
+
+
+def _token_response(access_token: str, expires_in=None) -> MagicMock:
+    response = MagicMock(status_code=200)
+    body = {"access_token": access_token}
+    if expires_in is not None:
+        body["expires_in"] = expires_in
+    response.json.return_value = body
+    return response
+
+
+@patch("feast.permissions.oidc_service.OIDCDiscoveryService._fetch_discovery_data")
+@patch("feast.permissions.client.oidc_authentication_client_manager.requests.post")
+def test_idp_token_reused_until_expiry(mock_post, mock_discovery):
+    """One token POST (and one discovery fetch) serves many RPCs: the auth
+    interceptors call get_auth_token per outbound request, so without reuse
+    every RPC pays two IdP round trips."""
+    mock_discovery.return_value = _DISCOVERY
+    mock_post.return_value = _token_response(_jwt_expiring_in(3600))
+
+    config = _get_dummy_oidc_auth_type()
+    tokens = {get_auth_token(config) for _ in range(5)}
+
+    assert len(tokens) == 1
+    assert mock_post.call_count == 1
+    assert mock_discovery.call_count == 1
+
+
+@patch("feast.permissions.oidc_service.OIDCDiscoveryService._fetch_discovery_data")
+@patch("feast.permissions.client.oidc_authentication_client_manager.requests.post")
+def test_token_inside_refresh_margin_is_not_reused(mock_post, mock_discovery):
+    """A token whose remaining lifetime is inside the refresh margin must not
+    be cached: a reused token must never expire between header injection and
+    server-side validation."""
+    mock_discovery.return_value = _DISCOVERY
+    mock_post.return_value = _token_response(_jwt_expiring_in(5))
+
+    config = _get_dummy_oidc_auth_type()
+    get_auth_token(config)
+    get_auth_token(config)
+
+    assert mock_post.call_count == 2
+
+
+@patch("feast.permissions.oidc_service.OIDCDiscoveryService._fetch_discovery_data")
+@patch("feast.permissions.client.oidc_authentication_client_manager.requests.post")
+def test_opaque_token_uses_expires_in_fallback(mock_post, mock_discovery):
+    """A non-JWT token is cached when the token endpoint supplies expires_in."""
+    mock_discovery.return_value = _DISCOVERY
+    mock_post.return_value = _token_response("opaque-token", expires_in=3600)
+
+    config = _get_dummy_oidc_auth_type()
+    get_auth_token(config)
+    get_auth_token(config)
+
+    assert mock_post.call_count == 1
+
+
+@patch("feast.permissions.oidc_service.OIDCDiscoveryService._fetch_discovery_data")
+@patch("feast.permissions.client.oidc_authentication_client_manager.requests.post")
+def test_opaque_token_without_expiry_is_not_cached(mock_post, mock_discovery):
+    """With no exp claim and no expires_in, expiry is unknowable, so the
+    per-call behavior is preserved rather than risking a stale token."""
+    mock_discovery.return_value = _DISCOVERY
+    mock_post.return_value = _token_response("opaque-token")
+
+    config = _get_dummy_oidc_auth_type()
+    get_auth_token(config)
+    get_auth_token(config)
+
+    assert mock_post.call_count == 2
+
+
+@patch("feast.permissions.oidc_service.OIDCDiscoveryService._fetch_discovery_data")
+@patch("feast.permissions.client.oidc_authentication_client_manager.requests.post")
+def test_refresh_margin_is_configurable(mock_post, mock_discovery):
+    """token_refresh_margin_seconds tunes how early a token stops being
+    reused: a token 60s from expiry is reusable under the default 30s margin
+    but not under a 120s one."""
+    mock_discovery.return_value = _DISCOVERY
+    mock_post.return_value = _token_response(_jwt_expiring_in(60))
+
+    default_margin = _get_dummy_oidc_auth_type()
+    get_auth_token(default_margin)
+    get_auth_token(default_margin)
+    assert mock_post.call_count == 1
+
+    mock_post.reset_mock()
+    mock_post.return_value = _token_response(_jwt_expiring_in(60))
+
+    wide_margin = _get_dummy_oidc_auth_type()
+    # Distinct credentials give this config its own cache entry, isolating the
+    # two margins without reaching into module state to clear the cache.
+    wide_margin.client_id = "wide_margin_client_id"
+    wide_margin.token_refresh_margin_seconds = 120
+    get_auth_token(wide_margin)
+    get_auth_token(wide_margin)
+    assert mock_post.call_count == 2
+
+
+@pytest.mark.parametrize("margin", [0, -1])
+def test_refresh_margin_rejects_non_positive_values(margin):
+    """A zero or negative margin would let a token be reused right up to (or
+    past) its expiry, so reject it at config load rather than at request time."""
+    with pytest.raises(ValidationError):
+        OidcClientAuthConfig(
+            auth_discovery_url="http://localhost:8080/realms/master/.well-known/openid-configuration",
+            type="oidc",
+            client_id="dummy_client_id",
+            client_secret="client_secret",
+            token_refresh_margin_seconds=margin,
+        )
+
+
+@patch("feast.permissions.oidc_service.OIDCDiscoveryService._fetch_discovery_data")
+@patch("feast.permissions.client.oidc_authentication_client_manager.requests.post")
+def test_distinct_configs_do_not_share_tokens(mock_post, mock_discovery):
+    """The cache is keyed by the token-request identity: two clients with
+    different credentials must never receive each other's tokens."""
+    mock_discovery.return_value = _DISCOVERY
+    token_a = _jwt_expiring_in(3600)
+    token_b = _jwt_expiring_in(7200)
+    mock_post.side_effect = [_token_response(token_a), _token_response(token_b)]
+
+    config_a = _get_dummy_oidc_auth_type()
+    config_b = _get_dummy_oidc_auth_type()
+    config_b.client_id = "another_client_id"
+
+    assert get_auth_token(config_a) == token_a
+    assert get_auth_token(config_b) == token_b
+    assert get_auth_token(config_a) == token_a
+    assert get_auth_token(config_b) == token_b
+    assert mock_post.call_count == 2
+
+
+@patch("feast.permissions.oidc_service.OIDCDiscoveryService._fetch_discovery_data")
+@patch("feast.permissions.client.oidc_authentication_client_manager.requests.post")
+def test_shared_credentials_each_honor_their_own_margin(mock_post, mock_discovery):
+    """Configs sharing IdP credentials but differing in refresh margin share a
+    cache entry, so each must apply its own margin when reading it.
+
+    Regression: the cache once stored ``exp - margin`` while the margin was
+    absent from the cache key, so whichever config wrote the entry imposed its
+    deadline on the other. Here the 30s-margin config caches a token 60s from
+    expiry; the 120s-margin config must refetch rather than reuse it with only
+    60s left. Deliberately does not clear the cache between the two configs —
+    clearing is what hid this.
+    """
+    mock_discovery.return_value = _DISCOVERY
+    narrow_token = _jwt_expiring_in(60, subject="narrow")
+    wide_token = _jwt_expiring_in(60, subject="wide")
+    mock_post.side_effect = [
+        _token_response(narrow_token),
+        _token_response(wide_token),
+    ]
+
+    narrow_margin = _get_dummy_oidc_auth_type()
+    wide_margin = _get_dummy_oidc_auth_type()
+    wide_margin.token_refresh_margin_seconds = 120
+
+    assert get_auth_token(narrow_margin) == narrow_token
+    assert get_auth_token(wide_margin) == wide_token
+    assert mock_post.call_count == 2
+
+    # The reverse direction is safe and must stay cheap: the narrow-margin
+    # config can reuse the entry the wide-margin one just wrote, because 60s
+    # of remaining life clears its 30s margin.
+    assert get_auth_token(narrow_margin) == wide_token
+    assert mock_post.call_count == 2
+
+
+@patch("feast.permissions.oidc_service.OIDCDiscoveryService._fetch_discovery_data")
+@patch("feast.permissions.client.oidc_authentication_client_manager.requests.post")
+def test_invalidate_auth_token_forces_a_refetch(mock_post, mock_discovery):
+    """A token the IdP revokes mid-life still looks valid to the client until
+    its own expiry. Invalidating drops it so the next call refetches, bounding
+    the staleness to the request that was rejected."""
+    mock_discovery.return_value = _DISCOVERY
+    first = _jwt_expiring_in(3600, subject="first")
+    second = _jwt_expiring_in(3600, subject="second")
+    mock_post.side_effect = [_token_response(first), _token_response(second)]
+
+    config = _get_dummy_oidc_auth_type()
+    assert get_auth_token(config) == first
+    assert get_auth_token(config) == first
+    assert mock_post.call_count == 1
+
+    assert invalidate_auth_token(config) is True
+    assert get_auth_token(config) == second
+    assert mock_post.call_count == 2
+
+    # Nothing cached for this config any more, so a second invalidate is a no-op.
+    invalidate_auth_token(config)
+    assert invalidate_auth_token(config) is False
+
+
+@patch("feast.permissions.oidc_service.OIDCDiscoveryService._fetch_discovery_data")
+@patch("feast.permissions.client.oidc_authentication_client_manager.requests.post")
+def test_expired_entries_are_pruned_on_miss(mock_post, mock_discovery):
+    """Entries are keyed by credential identity, so a long-lived process that
+    rotates credentials would otherwise retain every retired identity."""
+    mock_discovery.return_value = _DISCOVERY
+    cache = oidc_authentication_client_manager._token_cache
+    stale_key = ("retired-idp", "retired-client", "secret", None, None)
+    cache[stale_key] = ("stale-token", time.time() - 1)
+    live_key = ("live-idp", "live-client", "secret", None, None)
+    cache[live_key] = ("live-token", time.time() + 3600)
+
+    mock_post.return_value = _token_response(_jwt_expiring_in(3600))
+    get_auth_token(_get_dummy_oidc_auth_type())
+
+    assert stale_key not in cache, "expired entry should be pruned on insert"
+    assert live_key in cache, "unexpired entries must survive the prune"
diff --git a/sdk/python/tests/unit/permissions/test_policy.py b/sdk/python/tests/unit/permissions/test_policy.py
index 4e78282d4f8..beccaa1d577 100644
--- a/sdk/python/tests/unit/permissions/test_policy.py
+++ b/sdk/python/tests/unit/permissions/test_policy.py
@@ -42,3 +42,10 @@ def test_role_based_policy(users, required_roles, username, result):
         assertpy.assert_that(explain).is_equal_to("")
     else:
         assertpy.assert_that(len(explain)).is_greater_than(0)
+
+
+def test_policy_eq_cross_type_returns_false():
+    """A policy compared to a different type returns False, not TypeError."""
+    policy = RoleBasedPolicy(roles=["reader"])
+    assert (policy == "not a policy") is False
+    assert (policy == 42) is False
diff --git a/sdk/python/tests/unit/permissions/test_user.py b/sdk/python/tests/unit/permissions/test_user.py
index cce318cba75..c4660c62553 100644
--- a/sdk/python/tests/unit/permissions/test_user.py
+++ b/sdk/python/tests/unit/permissions/test_user.py
@@ -32,3 +32,16 @@ def test_user_has_matching_role(users, username, roles, result):
     assertpy.assert_that(user.has_matching_role(requested_roles=roles)).is_equal_to(
         result
     )
+
+
+def test_users_have_independent_default_permissions():
+    first_user = User("first")
+    second_user = User("second")
+
+    first_user.roles.append("reader")
+    first_user.groups.append("analytics")
+    first_user.namespaces.append("production")
+
+    assert second_user.roles == []
+    assert second_user.groups == []
+    assert second_user.namespaces == []
diff --git a/sdk/python/tests/unit/test_credentials.py b/sdk/python/tests/unit/test_credentials.py
new file mode 100644
index 00000000000..7e00204bac5
--- /dev/null
+++ b/sdk/python/tests/unit/test_credentials.py
@@ -0,0 +1,358 @@
+import base64
+from unittest.mock import MagicMock, patch
+
+import pytest
+
+from feast.credentials import (
+    ConnectionRef,
+    CredentialProvider,
+    CredentialResolutionError,
+    EnvironmentProvider,
+    KubernetesSecretProvider,
+    VaultProvider,
+    VaultProviderConfig,
+    get_credential_provider,
+    register_credential_provider,
+    resolve_credentials,
+)
+
+# ---------------------------------------------------------------------------
+# ConnectionRef serialization
+# ---------------------------------------------------------------------------
+
+
+class TestConnectionRefTags:
+    def test_minimal_roundtrip(self):
+        ref = ConnectionRef(provider="kubernetes", name="my-secret")
+        tags = ref.to_tags()
+        restored = ConnectionRef.from_tags(tags)
+        assert restored == ref
+
+    def test_full_roundtrip(self):
+        ref = ConnectionRef(
+            provider="vault",
+            name="secret/data/feast/conn",
+            namespace="ml-team",
+            connection_type="snowflake.offline",
+            auth_type="oauth2",
+            params={"account": "xy12345", "warehouse": "COMPUTE_WH"},
+        )
+        tags = ref.to_tags()
+        restored = ConnectionRef.from_tags(tags)
+        assert restored == ref
+
+    def test_from_tags_returns_none_when_no_provider(self):
+        assert ConnectionRef.from_tags({"unrelated": "tag"}) is None
+
+    def test_from_tags_returns_none_when_no_name(self):
+        tags = {"feast.connection-ref.provider": "kubernetes"}
+        assert ConnectionRef.from_tags(tags) is None
+
+    def test_default_auth_type_not_serialized(self):
+        ref = ConnectionRef(provider="env", name="AWS", auth_type="secret")
+        tags = ref.to_tags()
+        assert "feast.connection-ref.auth-type" not in tags
+
+    def test_non_default_auth_type_serialized(self):
+        ref = ConnectionRef(provider="env", name="AWS", auth_type="oauth2")
+        tags = ref.to_tags()
+        assert tags["feast.connection-ref.auth-type"] == "oauth2"
+
+    def test_params_roundtrip(self):
+        ref = ConnectionRef(
+            provider="env",
+            name="PG",
+            params={"host": "localhost", "port": "5432"},
+        )
+        tags = ref.to_tags()
+        assert tags["feast.connection-ref.param.host"] == "localhost"
+        assert tags["feast.connection-ref.param.port"] == "5432"
+        assert ConnectionRef.from_tags(tags) == ref
+
+    def test_mixed_tags_ignored(self):
+        tags = {
+            "feast.connection-ref.provider": "env",
+            "feast.connection-ref.name": "AWS",
+            "team": "ml",
+            "version": "2",
+        }
+        ref = ConnectionRef.from_tags(tags)
+        assert ref == ConnectionRef(provider="env", name="AWS")
+
+    def test_immutable(self):
+        ref = ConnectionRef(provider="env", name="AWS")
+        with pytest.raises(AttributeError):
+            ref.provider = "vault"
+
+
+# ---------------------------------------------------------------------------
+# Provider registry
+# ---------------------------------------------------------------------------
+
+
+class TestProviderRegistry:
+    def test_unknown_provider_raises(self):
+        with pytest.raises(CredentialResolutionError, match="No CredentialProvider"):
+            get_credential_provider("nonexistent-provider-xyz")
+
+    def test_builtin_providers_registered(self):
+        assert get_credential_provider("env") is not None
+        assert get_credential_provider("kubernetes") is not None
+        assert get_credential_provider("vault") is not None
+
+    def test_custom_provider_registration(self):
+        class DummyProvider(CredentialProvider):
+            def provider_type(self):
+                return "dummy-test"
+
+            def resolve(self, ref):
+                return {"key": "value"}
+
+        register_credential_provider(DummyProvider())
+        provider = get_credential_provider("dummy-test")
+        result = provider.resolve(ConnectionRef(provider="dummy-test", name="x"))
+        assert result == {"key": "value"}
+
+
+# ---------------------------------------------------------------------------
+# EnvironmentProvider
+# ---------------------------------------------------------------------------
+
+
+class TestEnvironmentProvider:
+    def test_prefix_filter(self, monkeypatch):
+        monkeypatch.setenv("AWS_ACCESS_KEY_ID", "AKIA...")
+        monkeypatch.setenv("AWS_SECRET_ACCESS_KEY", "secret")
+        monkeypatch.setenv("UNRELATED_VAR", "nope")
+
+        provider = EnvironmentProvider()
+        ref = ConnectionRef(provider="env", name="AWS")
+        result = provider.resolve(ref)
+
+        assert "AWS_ACCESS_KEY_ID" in result
+        assert "AWS_SECRET_ACCESS_KEY" in result
+        assert "UNRELATED_VAR" not in result
+
+    def test_empty_prefix_returns_all(self, monkeypatch):
+        monkeypatch.setenv("TEST_CRED_VAR", "yes")
+        provider = EnvironmentProvider()
+        ref = ConnectionRef(provider="env", name="*")
+        result = provider.resolve(ref)
+        assert "TEST_CRED_VAR" in result
+
+    def test_no_match_returns_empty(self, monkeypatch):
+        provider = EnvironmentProvider()
+        ref = ConnectionRef(provider="env", name="NONEXISTENT_PREFIX_XYZ_")
+        result = provider.resolve(ref)
+        assert result == {}
+
+
+# ---------------------------------------------------------------------------
+# KubernetesSecretProvider
+# ---------------------------------------------------------------------------
+
+
+class TestKubernetesSecretProvider:
+    @patch(
+        "feast.credentials.KubernetesSecretProvider._current_namespace",
+        return_value="default",
+    )
+    def test_resolve_reads_and_decodes_secret(self, _mock_ns):
+        mock_secret = MagicMock()
+        mock_secret.data = {
+            "username": base64.b64encode(b"admin").decode(),
+            "password": base64.b64encode(
+                b"s3cret"
+            ).decode(),  # pragma: allowlist secret
+        }
+
+        with patch("kubernetes.config.load_incluster_config"):
+            with patch("kubernetes.client.CoreV1Api") as mock_api_cls:
+                mock_api_cls.return_value.read_namespaced_secret.return_value = (
+                    mock_secret
+                )
+
+                provider = KubernetesSecretProvider()
+                ref = ConnectionRef(
+                    provider="kubernetes", name="my-secret", namespace="test-ns"
+                )
+                result = provider.resolve(ref)
+
+        assert result == {
+            "username": "admin",
+            "password": "s3cret",  # pragma: allowlist secret
+        }
+        mock_api_cls.return_value.read_namespaced_secret.assert_called_once_with(
+            name="my-secret", namespace="test-ns"
+        )
+
+    @patch(
+        "feast.credentials.KubernetesSecretProvider._current_namespace",
+        return_value="default",
+    )
+    def test_resolve_uses_pod_namespace_when_empty(self, mock_ns):
+        mock_secret = MagicMock()
+        mock_secret.data = {"key": base64.b64encode(b"val").decode()}
+
+        with patch("kubernetes.config.load_incluster_config"):
+            with patch("kubernetes.client.CoreV1Api") as mock_api_cls:
+                mock_api_cls.return_value.read_namespaced_secret.return_value = (
+                    mock_secret
+                )
+
+                provider = KubernetesSecretProvider()
+                ref = ConnectionRef(provider="kubernetes", name="my-secret")
+                provider.resolve(ref)
+
+        mock_api_cls.return_value.read_namespaced_secret.assert_called_once_with(
+            name="my-secret", namespace="default"
+        )
+
+    @patch(
+        "feast.credentials.KubernetesSecretProvider._current_namespace",
+        return_value="default",
+    )
+    def test_resolve_raises_on_api_error(self, _mock_ns):
+        from kubernetes.client.exceptions import ApiException
+
+        with patch("kubernetes.config.load_incluster_config"):
+            with patch("kubernetes.client.CoreV1Api") as mock_api_cls:
+                mock_api_cls.return_value.read_namespaced_secret.side_effect = (
+                    ApiException(status=403, reason="Forbidden")
+                )
+
+                provider = KubernetesSecretProvider()
+                ref = ConnectionRef(
+                    provider="kubernetes", name="forbidden-secret", namespace="ns"
+                )
+                with pytest.raises(CredentialResolutionError, match="Forbidden"):
+                    provider.resolve(ref)
+
+    @patch(
+        "feast.credentials.KubernetesSecretProvider._current_namespace",
+        return_value="default",
+    )
+    def test_resolve_handles_empty_secret_data(self, _mock_ns):
+        mock_secret = MagicMock()
+        mock_secret.data = None
+
+        with patch("kubernetes.config.load_incluster_config"):
+            with patch("kubernetes.client.CoreV1Api") as mock_api_cls:
+                mock_api_cls.return_value.read_namespaced_secret.return_value = (
+                    mock_secret
+                )
+
+                provider = KubernetesSecretProvider()
+                ref = ConnectionRef(
+                    provider="kubernetes", name="empty-secret", namespace="ns"
+                )
+                result = provider.resolve(ref)
+
+        assert result == {}
+
+
+# ---------------------------------------------------------------------------
+# VaultProvider
+# ---------------------------------------------------------------------------
+
+
+try:
+    import hvac  # noqa: F401
+
+    _has_hvac = True
+except ImportError:
+    _has_hvac = False
+
+
+@pytest.mark.skipif(not _has_hvac, reason="hvac not installed")
+class TestVaultProvider:
+    def test_resolve_reads_kv_v2_secret(self):
+        mock_client_instance = MagicMock()
+        mock_client_instance.is_authenticated.return_value = True
+        mock_client_instance.secrets.kv.v2.read_secret_version.return_value = {
+            "data": {
+                "data": {
+                    "api_key": "abc123",  # pragma: allowlist secret
+                    "endpoint": "https://api.example.com",
+                }
+            }
+        }
+
+        with patch("hvac.Client", return_value=mock_client_instance):
+            config = VaultProviderConfig(addr="https://vault:8200", token="s.token")
+            provider = VaultProvider(config=config)
+            ref = ConnectionRef(
+                provider="vault", name="feast/my-conn", namespace="secret"
+            )
+            result = provider.resolve(ref)
+
+        assert result == {
+            "api_key": "abc123",  # pragma: allowlist secret
+            "endpoint": "https://api.example.com",
+        }
+        mock_client_instance.secrets.kv.v2.read_secret_version.assert_called_once_with(
+            path="feast/my-conn", mount_point="secret"
+        )
+
+    def test_resolve_defaults_mount_to_secret(self):
+        mock_client_instance = MagicMock()
+        mock_client_instance.is_authenticated.return_value = True
+        mock_client_instance.secrets.kv.v2.read_secret_version.return_value = {
+            "data": {"data": {"k": "v"}}
+        }
+
+        with patch("hvac.Client", return_value=mock_client_instance):
+            provider = VaultProvider(
+                config=VaultProviderConfig(addr="http://vault", token="t")
+            )
+            ref = ConnectionRef(provider="vault", name="path/to/secret")
+            provider.resolve(ref)
+
+        mock_client_instance.secrets.kv.v2.read_secret_version.assert_called_once_with(
+            path="path/to/secret", mount_point="secret"
+        )
+
+    def test_resolve_raises_when_not_authenticated(self):
+        mock_client_instance = MagicMock()
+        mock_client_instance.is_authenticated.return_value = False
+
+        with patch("hvac.Client", return_value=mock_client_instance):
+            provider = VaultProvider(
+                config=VaultProviderConfig(addr="http://vault", token="bad")
+            )
+            ref = ConnectionRef(provider="vault", name="path")
+            with pytest.raises(CredentialResolutionError, match="not authenticated"):
+                provider.resolve(ref)
+
+    def test_resolve_raises_on_vault_error(self):
+        mock_client_instance = MagicMock()
+        mock_client_instance.is_authenticated.return_value = True
+        mock_client_instance.secrets.kv.v2.read_secret_version.side_effect = Exception(
+            "permission denied"
+        )
+
+        with patch("hvac.Client", return_value=mock_client_instance):
+            provider = VaultProvider(
+                config=VaultProviderConfig(addr="http://vault", token="t")
+            )
+            ref = ConnectionRef(provider="vault", name="forbidden/path")
+            with pytest.raises(CredentialResolutionError, match="permission denied"):
+                provider.resolve(ref)
+
+
+# ---------------------------------------------------------------------------
+# resolve_credentials (end-to-end dispatch)
+# ---------------------------------------------------------------------------
+
+
+class TestResolveCredentials:
+    def test_dispatches_to_correct_provider(self, monkeypatch):
+        monkeypatch.setenv("MYAPP_KEY", "resolved-value")
+        ref = ConnectionRef(provider="env", name="MYAPP_")
+        result = resolve_credentials(ref)
+        assert result["MYAPP_KEY"] == "resolved-value"
+
+    def test_raises_for_unknown_provider(self):
+        ref = ConnectionRef(provider="does-not-exist", name="x")
+        with pytest.raises(CredentialResolutionError):
+            resolve_credentials(ref)
diff --git a/sdk/python/tests/unit/test_data_sources.py b/sdk/python/tests/unit/test_data_sources.py
index e6375fc3a00..e2a928f7bb9 100644
--- a/sdk/python/tests/unit/test_data_sources.py
+++ b/sdk/python/tests/unit/test_data_sources.py
@@ -306,3 +306,30 @@ def test_redshift_fully_qualified_table_name(source_kwargs, expected_name):
     )
 
     assert redshift_source.redshift_options.fully_qualified_table_name == expected_name
+
+
+def test_data_source_eq_cross_type_returns_false():
+    """A DataSource compared to a different type returns ``False``, never ``TypeError``.
+
+    Regression: ``__eq__`` used to ``raise TypeError("Comparisons should only involve
+    <X> class objects.")`` on a cross-type comparison, so changing a feature view's
+    source type and re-``apply()``-ing over an existing registry crashed. Comparing
+    objects of different types must return ``False``, matching ``PushSource.__eq__``.
+    """
+    file_source = FileSource(name="src", path="/tmp/x.parquet", timestamp_field="ts")
+    snowflake_source = SnowflakeSource(
+        name="src", database="D", schema="S", table="T", timestamp_field="ts"
+    )
+
+    # Cross-type comparison is False in both directions, not a raise.
+    assert (file_source == snowflake_source) is False
+    assert (snowflake_source == file_source) is False
+
+    # Comparison against a non-DataSource operand is also False, not a raise.
+    assert (file_source == "not a data source") is False
+    assert (file_source == 42) is False
+
+    # Same-type equality still holds for two independently-built equal instances.
+    assert file_source == FileSource(
+        name="src", path="/tmp/x.parquet", timestamp_field="ts"
+    )
diff --git a/sdk/python/tests/unit/test_demos.py b/sdk/python/tests/unit/test_demos.py
new file mode 100644
index 00000000000..52d61b353a2
--- /dev/null
+++ b/sdk/python/tests/unit/test_demos.py
@@ -0,0 +1,360 @@
+"""Unit tests for feast.demos — demo notebook generation."""
+
+import json
+import pathlib
+import textwrap
+
+import pytest
+
+from feast.demos import (
+    _extract_store_info,
+    _find_feature_store_yamls,
+    _is_operator_client,
+    copy_demo_notebooks,
+)
+
+# ---------------------------------------------------------------------------
+# Helpers
+# ---------------------------------------------------------------------------
+
+_LOCAL_YAML = textwrap.dedent("""\
+    project: local_proj
+    provider: local
+    registry:
+      path: data/registry.db
+      registry_type: file
+    offline_store:
+      type: file
+    online_store:
+      type: sqlite
+      path: data/online_store.db
+    entity_key_serialization_version: 3
+""")
+
+_OPERATOR_YAML = textwrap.dedent("""\
+    project: remote_proj
+    provider: local
+    offline_store:
+      host: feast-offline.svc.cluster.local
+      port: 80
+      type: remote
+    online_store:
+      path: http://feast-online.svc.cluster.local:80
+      type: remote
+    registry:
+      path: feast-registry.svc.cluster.local:80
+      registry_type: remote
+    auth:
+      type: oidc
+    entity_key_serialization_version: 3
+""")
+
+_VECTOR_YAML = textwrap.dedent("""\
+    project: vec_proj
+    provider: local
+    registry:
+      path: data/registry.db
+      registry_type: file
+    offline_store:
+      type: file
+    online_store:
+      type: pgvector
+      vector_enabled: true
+      embedding_dim: 512
+    entity_key_serialization_version: 3
+""")
+
+
+def _write(tmp_path: pathlib.Path, rel: str, content: str) -> pathlib.Path:
+    p = tmp_path / rel
+    p.parent.mkdir(parents=True, exist_ok=True)
+    p.write_text(content)
+    return p
+
+
+def _sections(nb: dict) -> list[str]:
+    """Return the first line of every markdown cell that starts with #."""
+    return [
+        "".join(cell["source"]).splitlines()[0]
+        for cell in nb["cells"]
+        if cell["cell_type"] == "markdown" and "".join(cell["source"]).startswith("#")
+    ]
+
+
+# ---------------------------------------------------------------------------
+# _extract_store_info
+# ---------------------------------------------------------------------------
+
+
+class TestExtractStoreInfo:
+    def test_local_defaults(self):
+        info = _extract_store_info({})
+        assert info["project"] == "my_feast_project"
+        assert info["provider"] == "local"
+        assert info["online_store_type"] == "sqlite"
+        assert info["offline_store_type"] == "file"
+        assert info["registry_type"] == "file"
+        assert info["auth_type"] == "no_auth"
+        assert info["vector_enabled"] is False
+        assert info["embedding_dim"] is None
+
+    def test_operator_client_yaml(self):
+        config = {
+            "project": "sample",
+            "provider": "local",
+            "offline_store": {"type": "remote", "host": "h", "port": 80},
+            "online_store": {"type": "remote", "path": "http://h:80"},
+            "registry": {"registry_type": "remote", "path": "h:80"},
+            "auth": {"type": "oidc"},
+        }
+        info = _extract_store_info(config)
+        assert info["registry_type"] == "remote"
+        assert info["online_store_type"] == "remote"
+        assert info["offline_store_type"] == "remote"
+        assert info["auth_type"] == "oidc"
+
+    def test_registry_type_key_takes_priority_over_type(self):
+        config = {"registry": {"registry_type": "remote", "type": "file"}}
+        info = _extract_store_info(config)
+        assert info["registry_type"] == "remote"
+
+    def test_registry_type_fallback_to_type(self):
+        config = {"registry": {"type": "snowflake"}}
+        info = _extract_store_info(config)
+        assert info["registry_type"] == "snowflake"
+
+    def test_string_registry_path_stays_file(self):
+        info = _extract_store_info({"registry": "data/registry.db"})
+        assert info["registry_type"] == "file"
+
+    def test_vector_enabled(self):
+        config = {
+            "online_store": {
+                "type": "pgvector",
+                "vector_enabled": True,
+                "embedding_dim": 512,
+            }
+        }
+        info = _extract_store_info(config)
+        assert info["vector_enabled"] is True
+        assert info["embedding_dim"] == 512
+
+    def test_online_store_as_string(self):
+        info = _extract_store_info({"online_store": "Redis"})
+        assert info["online_store_type"] == "redis"
+
+    def test_offline_store_as_string(self):
+        info = _extract_store_info({"offline_store": "BigQuery"})
+        assert info["offline_store_type"] == "bigquery"
+
+
+# ---------------------------------------------------------------------------
+# _is_operator_client
+# ---------------------------------------------------------------------------
+
+
+class TestIsOperatorClient:
+    def _info(self, registry="remote", online="remote", offline="remote"):
+        return {
+            "registry_type": registry,
+            "online_store_type": online,
+            "offline_store_type": offline,
+        }
+
+    def test_all_remote_is_operator(self):
+        assert _is_operator_client(self._info()) is True
+
+    def test_local_registry_not_operator(self):
+        assert _is_operator_client(self._info(registry="file")) is False
+
+    def test_local_online_not_operator(self):
+        assert _is_operator_client(self._info(online="sqlite")) is False
+
+    def test_local_offline_not_operator(self):
+        assert _is_operator_client(self._info(offline="file")) is False
+
+
+# ---------------------------------------------------------------------------
+# _find_feature_store_yamls
+# ---------------------------------------------------------------------------
+
+
+class TestFindFeatureStoreYamls:
+    def test_direct(self, tmp_path):
+        _write(tmp_path, "feature_store.yaml", "project: p")
+        found = _find_feature_store_yamls(tmp_path)
+        assert len(found) == 1
+        assert found[0].name == "feature_store.yaml"
+
+    def test_feast_config_root(self, tmp_path):
+        _write(tmp_path, "feast-config/feature_store.yaml", "project: p")
+        found = _find_feature_store_yamls(tmp_path)
+        assert len(found) == 1
+
+    def test_feast_config_multiple_files(self, tmp_path):
+        _write(tmp_path, "feast-config/rag.yaml", "project: rag")
+        _write(tmp_path, "feast-config/rec.yml", "project: rec")
+        found = _find_feature_store_yamls(tmp_path)
+        assert len(found) == 2
+
+    def test_feast_config_any_extension(self, tmp_path):
+        _write(tmp_path, "feast-config/project_a.yaml", "project: a")
+        _write(tmp_path, "feast-config/project_b", "project: b")
+        found = _find_feature_store_yamls(tmp_path)
+        assert len(found) == 2
+
+    def test_feast_config_ignores_directories(self, tmp_path):
+        _write(tmp_path, "feast-config/valid.yaml", "project: p")
+        (tmp_path / "feast-config" / "subdir").mkdir()
+        found = _find_feature_store_yamls(tmp_path)
+        assert len(found) == 1
+
+    def test_multiple_sources(self, tmp_path):
+        _write(tmp_path, "feature_store.yaml", "project: root")
+        _write(tmp_path, "feast-config/a.yaml", "project: a")
+        _write(tmp_path, "feast-config/b", "project: b")
+        found = _find_feature_store_yamls(tmp_path)
+        assert len(found) == 3
+
+    def test_no_yaml_returns_empty(self, tmp_path):
+        assert _find_feature_store_yamls(tmp_path) == []
+
+
+# ---------------------------------------------------------------------------
+# copy_demo_notebooks — file generation
+# ---------------------------------------------------------------------------
+
+
+class TestCopyDemoNotebooks:
+    def test_generates_notebooks(self, tmp_path):
+        _write(tmp_path, "feature_store.yaml", _LOCAL_YAML)
+        out = tmp_path / "out"
+        copy_demo_notebooks(output_dir=str(out), repo_path=str(tmp_path))
+
+        assert (out / "local_proj" / "01_feature_store_overview.ipynb").exists()
+        assert (out / "local_proj" / "02_historical_features_training.ipynb").exists()
+        assert (out / "local_proj" / "03_online_features_serving.ipynb").exists()
+
+    def test_valid_notebook_json(self, tmp_path):
+        _write(tmp_path, "feature_store.yaml", _LOCAL_YAML)
+        out = tmp_path / "out"
+        copy_demo_notebooks(output_dir=str(out), repo_path=str(tmp_path))
+
+        nb = json.loads(
+            (out / "local_proj" / "01_feature_store_overview.ipynb").read_text()
+        )
+        assert nb["nbformat"] == 4
+        assert isinstance(nb["cells"], list)
+
+    def test_raises_if_output_exists(self, tmp_path):
+        _write(tmp_path, "feature_store.yaml", _LOCAL_YAML)
+        out = tmp_path / "out"
+        copy_demo_notebooks(output_dir=str(out), repo_path=str(tmp_path))
+
+        with pytest.raises(FileExistsError):
+            copy_demo_notebooks(output_dir=str(out), repo_path=str(tmp_path))
+
+    def test_overwrite_flag(self, tmp_path):
+        _write(tmp_path, "feature_store.yaml", _LOCAL_YAML)
+        out = tmp_path / "out"
+        copy_demo_notebooks(output_dir=str(out), repo_path=str(tmp_path))
+        copy_demo_notebooks(
+            output_dir=str(out), repo_path=str(tmp_path), overwrite=True
+        )
+
+    def test_no_yaml_returns_without_creating_output(self, tmp_path):
+        out = tmp_path / "out"
+        copy_demo_notebooks(output_dir=str(out), repo_path=str(tmp_path))
+        assert not out.exists()
+
+    def test_multiple_projects(self, tmp_path):
+        _write(
+            tmp_path,
+            "feast-config/proj_a.yaml",
+            "project: proj_a\nprovider: local\n",
+        )
+        _write(
+            tmp_path,
+            "feast-config/proj_b.yaml",
+            "project: proj_b\nprovider: local\n",
+        )
+        out = tmp_path / "out"
+        copy_demo_notebooks(output_dir=str(out), repo_path=str(tmp_path))
+        assert (out / "proj_a").is_dir()
+        assert (out / "proj_b").is_dir()
+
+
+# ---------------------------------------------------------------------------
+# Notebook content — section headings
+# ---------------------------------------------------------------------------
+
+
+class TestNotebookContent:
+    def _notebooks(self, tmp_path, yaml_content):
+        _write(tmp_path, "feature_store.yaml", yaml_content)
+        out = tmp_path / "out"
+        copy_demo_notebooks(output_dir=str(out), repo_path=str(tmp_path))
+        project = _extract_store_info(__import__("yaml").safe_load(yaml_content))[
+            "project"
+        ]
+        return {
+            name: json.loads((out / project / name).read_text())
+            for name in [
+                "01_feature_store_overview.ipynb",
+                "02_historical_features_training.ipynb",
+                "03_online_features_serving.ipynb",
+            ]
+        }
+
+    def test_local_overview_has_apply_section(self, tmp_path):
+        nbs = self._notebooks(tmp_path, _LOCAL_YAML)
+        sections = _sections(nbs["01_feature_store_overview.ipynb"])
+        assert any("Apply Feature Definitions" in s for s in sections)
+
+    def test_remote_overview_has_registry_sync(self, tmp_path):
+        nbs = self._notebooks(tmp_path, _OPERATOR_YAML)
+        sections = _sections(nbs["01_feature_store_overview.ipynb"])
+        assert any("Registry Sync" in s for s in sections)
+
+    def test_historical_no_apply_section(self, tmp_path):
+        nbs = self._notebooks(tmp_path, _LOCAL_YAML)
+        sections = _sections(nbs["02_historical_features_training.ipynb"])
+        assert not any("Apply" in s for s in sections)
+
+    def test_online_no_apply_section(self, tmp_path):
+        nbs = self._notebooks(tmp_path, _LOCAL_YAML)
+        sections = _sections(nbs["03_online_features_serving.ipynb"])
+        assert not any("Apply" in s for s in sections)
+
+    def test_vector_notebook_has_vector_section(self, tmp_path):
+        nbs = self._notebooks(tmp_path, _VECTOR_YAML)
+        sections = _sections(nbs["03_online_features_serving.ipynb"])
+        assert any("Vector" in s for s in sections)
+
+    def test_non_vector_notebook_no_vector_section(self, tmp_path):
+        nbs = self._notebooks(tmp_path, _LOCAL_YAML)
+        sections = _sections(nbs["03_online_features_serving.ipynb"])
+        assert not any("Vector" in s for s in sections)
+
+    def test_auth_section_present_for_oidc(self, tmp_path):
+        nbs = self._notebooks(tmp_path, _OPERATOR_YAML)
+        sections = _sections(nbs["03_online_features_serving.ipynb"])
+        assert any("Authentication" in s for s in sections)
+
+    def test_auth_section_absent_for_no_auth(self, tmp_path):
+        nbs = self._notebooks(tmp_path, _LOCAL_YAML)
+        sections = _sections(nbs["03_online_features_serving.ipynb"])
+        assert not any("Authentication" in s for s in sections)
+
+    def test_path_setup_cell_contains_yaml_path(self, tmp_path):
+        _write(tmp_path, "feature_store.yaml", _LOCAL_YAML)
+        out = tmp_path / "out"
+        copy_demo_notebooks(output_dir=str(out), repo_path=str(tmp_path))
+        nb = json.loads(
+            (out / "local_proj" / "01_feature_store_overview.ipynb").read_text()
+        )
+        code_sources = [
+            "".join(c["source"]) for c in nb["cells"] if c["cell_type"] == "code"
+        ]
+        yaml_path = str((tmp_path / "feature_store.yaml").resolve())
+        assert any(yaml_path in src for src in code_sources)
diff --git a/sdk/python/tests/unit/test_entity.py b/sdk/python/tests/unit/test_entity.py
index b36f363a6ff..f9192309891 100644
--- a/sdk/python/tests/unit/test_entity.py
+++ b/sdk/python/tests/unit/test_entity.py
@@ -88,3 +88,10 @@ def test_entity_with_value_type_no_warning():
         warnings.simplefilter("error")
         entity = Entity(name="my-entity", value_type=ValueType.STRING)
     assert entity.value_type == ValueType.STRING
+
+
+def test_entity_eq_cross_type_returns_false():
+    """Entity compared to a different type returns False, not TypeError."""
+    entity = Entity(name="my-entity", value_type=ValueType.STRING)
+    assert (entity == "not an entity") is False
+    assert (entity == 42) is False
diff --git a/sdk/python/tests/unit/test_eq_cross_type.py b/sdk/python/tests/unit/test_eq_cross_type.py
new file mode 100644
index 00000000000..7a87dd68f10
--- /dev/null
+++ b/sdk/python/tests/unit/test_eq_cross_type.py
@@ -0,0 +1,122 @@
+"""Cross-type ``__eq__`` regression tests (see #6636).
+
+Comparing two Feast registry objects of different types must return ``False``
+instead of raising ``TypeError``. This exercises the shared
+``if not isinstance(other, X): return False`` guard across the importable core
+object model in one place; the per-type tests for ``DataSource``, ``Entity``,
+``LabelView``, and ``RoleBasedPolicy`` live in their own modules.
+
+Most contrib offline sources (athena, couchbase, mssql, oracle, postgres, ray,
+trino) and the optional-dependency transformations are intentionally omitted:
+the unit environment does not install their drivers, so they cannot be imported
+here. Their ``__eq__`` follows the identical, mechanical pattern. SparkSource
+is the exception — its module imports without pyspark, and its ``__eq__``
+accesses spark-only attributes after the shared ``DataSource`` base check, so
+it gets a dedicated cross-subclass test below.
+"""
+
+from datetime import timedelta
+
+import pytest
+
+from feast import Entity, FeatureService, FeatureView, Project
+from feast.aggregation import Aggregation
+from feast.data_format import ParquetFormat, ProtoFormat
+from feast.data_source import KafkaSource, KinesisSource, RequestSource
+from feast.feature import Feature
+from feast.field import Field
+from feast.infra.offline_stores.bigquery_source import BigQuerySource
+from feast.infra.offline_stores.file_source import FileSource
+from feast.infra.offline_stores.redshift_source import RedshiftSource
+from feast.infra.offline_stores.snowflake_source import SnowflakeSource
+from feast.permissions.permission import Permission
+from feast.permissions.policy import (
+    CombinedGroupNamespacePolicy,
+    GroupBasedPolicy,
+    NamespaceBasedPolicy,
+    RoleBasedPolicy,
+)
+from feast.types import Int64
+from feast.value_type import ValueType
+
+
+def _instances():
+    """One instance of each importable type touched by the __eq__ sweep."""
+    return {
+        "Entity": Entity(name="e"),
+        "Feature": Feature(name="f", dtype=ValueType.INT64),
+        "ParquetFormat": ParquetFormat(),
+        "ProtoFormat": ProtoFormat("com.example.Msg"),
+        "Project": Project(name="proj"),
+        "Aggregation": Aggregation(column="c", function="sum"),
+        "Permission": Permission(name="perm"),
+        "RoleBasedPolicy": RoleBasedPolicy(roles=["reader"]),
+        "GroupBasedPolicy": GroupBasedPolicy(groups=["g"]),
+        "NamespaceBasedPolicy": NamespaceBasedPolicy(namespaces=["n"]),
+        "CombinedGroupNamespacePolicy": CombinedGroupNamespacePolicy(
+            groups=["g"], namespaces=["n"]
+        ),
+        "FileSource": FileSource(
+            name="fs", path="/tmp/x.parquet", timestamp_field="ts"
+        ),
+        "BigQuerySource": BigQuerySource(
+            name="bq", table="p.d.t", timestamp_field="ts"
+        ),
+        "RedshiftSource": RedshiftSource(name="rs", table="t", timestamp_field="ts"),
+        "SnowflakeSource": SnowflakeSource(
+            name="sf", database="D", schema="S", table="T", timestamp_field="ts"
+        ),
+        "KafkaSource": KafkaSource(
+            name="ks",
+            kafka_bootstrap_servers="s",
+            message_format=ProtoFormat("cp"),
+            topic="t",
+            timestamp_field="ts",
+        ),
+        "KinesisSource": KinesisSource(
+            name="kn",
+            region="r",
+            record_format=ProtoFormat("cp"),
+            stream_name="s",
+            timestamp_field="ts",
+        ),
+        "RequestSource": RequestSource(
+            name="rq", schema=[Field(name="f", dtype=Int64)]
+        ),
+        "FeatureView": FeatureView(name="fv", ttl=timedelta(days=1)),
+        "FeatureService": FeatureService(name="svc", features=[]),
+    }
+
+
+_CASES = list(_instances().items())
+
+
+@pytest.mark.parametrize("name,obj", _CASES, ids=[n for n, _ in _CASES])
+def test_eq_cross_type_returns_false(name, obj):
+    # A different-typed operand must compare False, never raise (#6636).
+    assert (obj == object()) is False
+    assert (obj == "not a feast object") is False
+    # __ne__ derives from __eq__, so it must be the inverse.
+    assert (obj != object()) is True
+    # The isinstance guard must not break same-object equality.
+    assert (obj == obj) is True
+
+
+def test_spark_source_vs_file_source_eq():
+    # Reported on #6636: swapping a FeatureView's source from FileSource to
+    # SparkSource. The two sources share the base DataSource fields, so
+    # SparkSource.__eq__ used to pass the base check and then raise
+    # AttributeError on FileSource's missing `table`. Both directions must
+    # simply compare False.
+    spark_source = pytest.importorskip(
+        "feast.infra.offline_stores.contrib.spark_offline_store.spark_source"
+    )
+    SparkSource = spark_source.SparkSource
+
+    spark = SparkSource(name="src", table="t", timestamp_field="ts")
+    file = FileSource(name="src", path="/tmp/x.parquet", timestamp_field="ts")
+
+    assert (spark == file) is False
+    assert (file == spark) is False
+    assert (spark == object()) is False
+    assert (spark == SparkSource(name="src", table="t", timestamp_field="ts")) is True
diff --git a/sdk/python/tests/unit/test_feature_resolution_cache.py b/sdk/python/tests/unit/test_feature_resolution_cache.py
new file mode 100644
index 00000000000..46df1c40e7b
--- /dev/null
+++ b/sdk/python/tests/unit/test_feature_resolution_cache.py
@@ -0,0 +1,202 @@
+"""Tests for the feature resolution cache in feast.utils._get_cached_request_context."""
+
+from datetime import datetime, timedelta, timezone
+from unittest.mock import MagicMock, patch
+
+import pytest
+
+import feast.utils as utils
+from feast.protos.feast.types.Value_pb2 import Value as ValueProto
+
+
+@pytest.fixture(autouse=True)
+def _clear_cache():
+    """Reset the module-level cache before each test."""
+    with utils._feature_resolution_cache_lock:
+        utils._feature_resolution_cache.clear()
+        utils._feature_resolution_registry_ts = None
+    yield
+    with utils._feature_resolution_cache_lock:
+        utils._feature_resolution_cache.clear()
+        utils._feature_resolution_registry_ts = None
+
+
+def _make_registry(ts: datetime, ttl_seconds: int = 600, cache_valid: bool = True):
+    reg = MagicMock()
+    reg.cached_registry_proto_created = ts
+    reg.cached_registry_proto_ttl = timedelta(seconds=ttl_seconds)
+    reg.is_cache_valid.return_value = cache_valid
+    return reg
+
+
+def _make_context():
+    """Return a plausible fake context tuple matching _get_online_request_context output."""
+    return (
+        ["fv:feat1"],  # feature_refs
+        [],  # requested_on_demand_feature_views
+        {},  # entity_name_to_join_key_map
+        {},  # entity_type_map
+        {"user_id"},  # join_keys_set
+        [("fv_table", ["feat1"])],  # grouped_refs
+        {"feat1"},  # requested_result_row_names
+        set(),  # needed_request_data
+        False,  # entityless_case
+    )
+
+
+class TestFeatureResolutionCache:
+    @patch("feast.utils._get_online_request_context")
+    def test_second_call_uses_cache(self, mock_ctx):
+        """Identical feature requests within the same registry generation
+        should only call _get_online_request_context once."""
+        mock_ctx.return_value = _make_context()
+        now = datetime.now(tz=timezone.utc)
+        registry = _make_registry(now, ttl_seconds=600)
+        features = ["fv:feat1"]
+
+        utils._get_cached_request_context(registry, "proj", features, False)
+        utils._get_cached_request_context(registry, "proj", features, False)
+
+        mock_ctx.assert_called_once()
+
+    @patch("feast.utils._get_online_request_context")
+    def test_different_features_are_separate_cache_entries(self, mock_ctx):
+        """Different feature lists should be cached independently."""
+        mock_ctx.return_value = _make_context()
+        now = datetime.now(tz=timezone.utc)
+        registry = _make_registry(now, ttl_seconds=600)
+
+        utils._get_cached_request_context(registry, "proj", ["fv:feat1"], False)
+        utils._get_cached_request_context(registry, "proj", ["fv:feat2"], False)
+
+        assert mock_ctx.call_count == 2
+
+    @patch("feast.utils._get_online_request_context")
+    def test_cache_cleared_on_registry_refresh(self, mock_ctx):
+        """When registry.cached_registry_proto_created changes, the cache
+        must be cleared and _get_online_request_context called again."""
+        mock_ctx.return_value = _make_context()
+        t1 = datetime.now(tz=timezone.utc)
+        t2 = t1 + timedelta(seconds=30)
+
+        registry = _make_registry(t1, ttl_seconds=600)
+        utils._get_cached_request_context(registry, "proj", ["fv:feat1"], False)
+        assert mock_ctx.call_count == 1
+
+        registry.cached_registry_proto_created = t2
+        utils._get_cached_request_context(registry, "proj", ["fv:feat1"], False)
+        assert mock_ctx.call_count == 2
+
+    @patch("feast.utils._get_online_request_context")
+    def test_cache_bypassed_when_registry_ttl_expired(self, mock_ctx):
+        """If the registry's own cache has expired (TTL), the feature
+        resolution cache must NOT be used even if the timestamp matches."""
+        mock_ctx.return_value = _make_context()
+        past = datetime.now(tz=timezone.utc) - timedelta(seconds=120)
+        registry = _make_registry(past, ttl_seconds=60, cache_valid=False)
+
+        utils._get_cached_request_context(registry, "proj", ["fv:feat1"], False)
+        utils._get_cached_request_context(registry, "proj", ["fv:feat1"], False)
+
+        assert mock_ctx.call_count == 2
+
+    @patch("feast.utils._get_online_request_context")
+    def test_cache_works_with_infinite_ttl(self, mock_ctx):
+        """TTL of 0 means infinite cache — should cache normally."""
+        mock_ctx.return_value = _make_context()
+        past = datetime.now(tz=timezone.utc) - timedelta(hours=24)
+        registry = _make_registry(past, ttl_seconds=0)
+
+        utils._get_cached_request_context(registry, "proj", ["fv:feat1"], False)
+        utils._get_cached_request_context(registry, "proj", ["fv:feat1"], False)
+
+        mock_ctx.assert_called_once()
+
+    @patch("feast.utils._get_online_request_context")
+    def test_no_cache_without_registry_timestamp(self, mock_ctx):
+        """Registries without cached_registry_proto_created should bypass
+        caching entirely."""
+        mock_ctx.return_value = _make_context()
+        registry = MagicMock(spec=[])
+
+        utils._get_cached_request_context(registry, "proj", ["fv:feat1"], False)
+        utils._get_cached_request_context(registry, "proj", ["fv:feat1"], False)
+
+        assert mock_ctx.call_count == 2
+
+    @patch("feast.utils._get_online_request_context")
+    def test_returned_result_row_names_is_mutable_copy(self, mock_ctx):
+        """requested_result_row_names is stored as frozenset in cache;
+        each call to _prepare_entities_to_read_from_online_store should
+        get a fresh mutable copy so mutations don't leak between requests."""
+        mock_ctx.return_value = _make_context()
+        now = datetime.now(tz=timezone.utc)
+        registry = _make_registry(now, ttl_seconds=600)
+
+        r1 = utils._get_cached_request_context(registry, "proj", ["fv:feat1"], False)
+        r2 = utils._get_cached_request_context(registry, "proj", ["fv:feat1"], False)
+
+        result_row_names_1 = r1[6]
+        result_row_names_2 = r2[6]
+        assert isinstance(result_row_names_1, frozenset)
+        assert result_row_names_1 == result_row_names_2
+
+    @patch("feast.utils._get_online_request_context")
+    def test_grouped_refs_are_copied_per_request(self, mock_ctx):
+        """Downstream mutations must not leak into cached grouped refs."""
+        mock_ctx.return_value = _make_context()
+        registry = _make_registry(datetime.now(tz=timezone.utc))
+        entity_values = {"user_id": [ValueProto(int64_val=1)]}
+
+        first_result = utils._prepare_entities_to_read_from_online_store(
+            registry,
+            "proj",
+            ["fv:feat1"],
+            entity_values,
+            native_entity_values=False,
+        )
+        first_requested_features = first_result[1][0][1]
+        first_requested_features.append("_ts:fv")
+
+        second_result = utils._prepare_entities_to_read_from_online_store(
+            registry,
+            "proj",
+            ["fv:feat1"],
+            entity_values,
+            native_entity_values=False,
+        )
+        second_requested_features = second_result[1][0][1]
+        assert first_requested_features == ["feat1", "_ts:fv"]
+        assert second_requested_features == ["feat1"]
+        assert second_requested_features is not first_requested_features
+        mock_ctx.assert_called_once()
+
+    @patch("feast.utils._get_online_request_context")
+    def test_feature_service_cached_separately(self, mock_ctx):
+        """FeatureService objects should be cached by name."""
+        mock_ctx.return_value = _make_context()
+        now = datetime.now(tz=timezone.utc)
+        registry = _make_registry(now, ttl_seconds=600)
+
+        fs = MagicMock()
+        fs.name = "credit_scoring_v1"
+
+        utils._get_cached_request_context(registry, "proj", fs, False)
+        utils._get_cached_request_context(registry, "proj", fs, False)
+
+        mock_ctx.assert_called_once()
+
+        utils._get_cached_request_context(registry, "proj", ["fv:feat1"], False)
+        assert mock_ctx.call_count == 2
+
+    @patch("feast.utils._get_online_request_context")
+    def test_full_feature_names_flag_is_cache_key(self, mock_ctx):
+        """full_feature_names=True vs False should be different cache entries."""
+        mock_ctx.return_value = _make_context()
+        now = datetime.now(tz=timezone.utc)
+        registry = _make_registry(now, ttl_seconds=600)
+
+        utils._get_cached_request_context(registry, "proj", ["fv:feat1"], False)
+        utils._get_cached_request_context(registry, "proj", ["fv:feat1"], True)
+
+        assert mock_ctx.call_count == 2
diff --git a/sdk/python/tests/unit/test_feature_server.py b/sdk/python/tests/unit/test_feature_server.py
index 0fef1aea463..b9f2afd4a61 100644
--- a/sdk/python/tests/unit/test_feature_server.py
+++ b/sdk/python/tests/unit/test_feature_server.py
@@ -12,10 +12,11 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 import json
+import sys
 import time
 from collections import Counter
 from types import SimpleNamespace
-from unittest.mock import AsyncMock, MagicMock
+from unittest.mock import AsyncMock, MagicMock, patch
 
 import pytest
 from fastapi.testclient import TestClient
@@ -749,3 +750,17 @@ def test_metadata_model_accepts_raw_proto_dict():
     )
     assert full.metadata is not None
     assert full.metadata.feature_names == ["x", "y"]
+
+
+@pytest.mark.skipif(sys.platform == "win32", reason="Gunicorn is not used on Windows")
+def test_gunicorn_post_worker_init_starts_resource_and_freshness_monitoring():
+    from feast.feature_server import _gunicorn_post_worker_init
+
+    mock_store = MagicMock()
+    with (
+        patch("feast.feature_server.feast_metrics") as mock_fm,
+    ):
+        _gunicorn_post_worker_init(mock_store, worker=MagicMock())
+
+    mock_fm.init_worker_monitoring.assert_called_once()
+    mock_fm.init_worker_freshness_monitoring.assert_called_once_with(mock_store)
diff --git a/sdk/python/tests/unit/test_feature_server_utils.py b/sdk/python/tests/unit/test_feature_server_utils.py
new file mode 100644
index 00000000000..85dc38db2ce
--- /dev/null
+++ b/sdk/python/tests/unit/test_feature_server_utils.py
@@ -0,0 +1,694 @@
+# Copyright 2025 The Feast Authors
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     https://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+"""
+Unit tests for feature_server_utils.py
+
+Tests the optimized convert_response_to_dict function to ensure it matches
+the output format of MessageToDict with proto_json.patch() applied.
+
+Related issue: https://github.com/feast-dev/feast/issues/6013
+"""
+
+import base64
+import json
+import time
+
+import pytest
+from google.protobuf.json_format import MessageToDict
+from google.protobuf.timestamp_pb2 import Timestamp
+
+import feast.proto_json as proto_json
+from feast.feature_server_utils import (
+    _STATUS_NAMES,
+    _metadata_to_dict,
+    _timestamp_to_str,
+    _value_to_native,
+    convert_response_to_dict,
+)
+from feast.protos.feast.serving.ServingService_pb2 import (
+    FieldStatus,
+    GetOnlineFeaturesResponse,
+    GetOnlineFeaturesResponseMetadata,
+)
+from feast.protos.feast.types.Value_pb2 import (
+    BoolList,
+    BytesList,
+    DoubleList,
+    FloatList,
+    Int32List,
+    Int64List,
+    Int64Set,
+    Map,
+    RepeatedValue,
+    StringList,
+    StringSet,
+    Value,
+    ZonedTimestamp,
+)
+
+
+class TestValueToNative:
+    """Tests for _value_to_native function (matches proto_json.patch() format)."""
+
+    def test_null_value(self):
+        v = Value()
+        result = _value_to_native(v)
+        assert result is None
+
+    def test_explicit_null_val(self):
+        v = Value(null_val=0)
+        result = _value_to_native(v)
+        assert result is None
+
+    def test_double_val(self):
+        v = Value(double_val=3.14159)
+        result = _value_to_native(v)
+        assert result == 3.14159
+
+    def test_float_val(self):
+        v = Value(float_val=2.5)
+        result = _value_to_native(v)
+        assert result == 2.5
+
+    def test_int64_val(self):
+        v = Value(int64_val=9223372036854775807)
+        result = _value_to_native(v)
+        assert result == 9223372036854775807
+
+    def test_int32_val(self):
+        v = Value(int32_val=42)
+        result = _value_to_native(v)
+        assert result == 42
+
+    def test_string_val(self):
+        v = Value(string_val="hello feast")
+        result = _value_to_native(v)
+        assert result == "hello feast"
+
+    def test_bool_val(self):
+        v = Value(bool_val=True)
+        result = _value_to_native(v)
+        assert result is True
+
+    def test_bytes_val(self):
+        data = b"\x00\x01\x02\x03"
+        v = Value(bytes_val=data)
+        result = _value_to_native(v)
+        assert result == base64.b64encode(data).decode("ascii")
+
+    def test_double_list_val(self):
+        v = Value(double_list_val=DoubleList(val=[1.1, 2.2, 3.3]))
+        result = _value_to_native(v)
+        assert result == [1.1, 2.2, 3.3]
+
+    def test_float_list_val(self):
+        v = Value(float_list_val=FloatList(val=[1.5, 2.5]))
+        result = _value_to_native(v)
+        assert result == [1.5, 2.5]
+
+    def test_int64_list_val(self):
+        v = Value(int64_list_val=Int64List(val=[100, 200, 300]))
+        result = _value_to_native(v)
+        assert result == [100, 200, 300]
+
+    def test_int32_list_val(self):
+        v = Value(int32_list_val=Int32List(val=[1, 2, 3]))
+        result = _value_to_native(v)
+        assert result == [1, 2, 3]
+
+    def test_string_list_val(self):
+        v = Value(string_list_val=StringList(val=["a", "b", "c"]))
+        result = _value_to_native(v)
+        assert result == ["a", "b", "c"]
+
+    def test_bool_list_val(self):
+        v = Value(bool_list_val=BoolList(val=[True, False, True]))
+        result = _value_to_native(v)
+        assert result == [True, False, True]
+
+    def test_unix_timestamp_val(self):
+        v = Value(unix_timestamp_val=1609459200)
+        result = _value_to_native(v)
+        assert result == 1609459200
+
+    def test_bytes_list_val(self):
+        v = Value(bytes_list_val=BytesList(val=[b"\x00\x01", b"\x02\x03"]))
+        result = _value_to_native(v)
+        assert result == [
+            base64.b64encode(b"\x00\x01").decode("ascii"),
+            base64.b64encode(b"\x02\x03").decode("ascii"),
+        ]
+
+    def test_unix_timestamp_list_val(self):
+        v = Value(unix_timestamp_list_val=Int64List(val=[1609459200, 1609545600]))
+        result = _value_to_native(v)
+        assert result == [1609459200, 1609545600]
+
+    def test_string_set_val(self):
+        v = Value(string_set_val=StringSet(val=["x", "y", "z"]))
+        result = _value_to_native(v)
+        assert set(result) == {"x", "y", "z"}
+
+    def test_int64_set_val(self):
+        v = Value(int64_set_val=Int64Set(val=[10, 20, 30]))
+        result = _value_to_native(v)
+        assert set(result) == {10, 20, 30}
+
+    def test_list_val_nested_values(self):
+        inner = RepeatedValue()
+        inner.val.append(Value(int64_val=1))
+        inner.val.append(Value(string_val="a"))
+        inner.val.append(Value())
+        v = Value(list_val=inner)
+        result = _value_to_native(v)
+        assert result == [1, "a", None]
+
+    def test_set_val_nested_values(self):
+        inner = RepeatedValue()
+        inner.val.append(Value(bool_val=True))
+        inner.val.append(Value(double_val=3.14))
+        v = Value(set_val=inner)
+        result = _value_to_native(v)
+        assert result == [True, 3.14]
+
+    def test_map_val(self):
+        m = Map()
+        m.val["key1"].CopyFrom(Value(int64_val=42))
+        m.val["key2"].CopyFrom(Value(string_val="hello"))
+        v = Value(map_val=m)
+        result = _value_to_native(v)
+        assert result == {"key1": 42, "key2": "hello"}
+
+    def test_map_val_nested_null(self):
+        m = Map()
+        m.val["present"].CopyFrom(Value(int32_val=7))
+        m.val["missing"].CopyFrom(Value())
+        v = Value(map_val=m)
+        result = _value_to_native(v)
+        assert result["present"] == 7
+        assert result["missing"] is None
+
+    def test_json_val(self):
+        v = Value(json_val='{"foo": 1}')
+        result = _value_to_native(v)
+        assert result == '{"foo": 1}'
+
+    def test_zoned_timestamp_val(self):
+        # 2026-06-09T16:00:00Z viewed in America/Los_Angeles (= 09:00 -07:00).
+        v = Value(
+            zoned_timestamp_val=ZonedTimestamp(
+                unix_timestamp=1781020800, zone="America/Los_Angeles"
+            )
+        )
+        result = _value_to_native(v)
+        # Rendered as an ISO 8601 string in the stored zone, and JSON-serializable.
+        assert isinstance(result, str)
+        assert result == "2026-06-09T09:00:00-07:00"
+        json.dumps(result)
+
+    def test_zoned_timestamp_val_utc(self):
+        v = Value(
+            zoned_timestamp_val=ZonedTimestamp(unix_timestamp=1781020800, zone="")
+        )
+        result = _value_to_native(v)
+        assert result == "2026-06-09T16:00:00+00:00"
+        json.dumps(result)
+
+
+class TestTimestampToStr:
+    """Tests for _timestamp_to_str function."""
+
+    def test_zero_timestamp(self):
+        ts = Timestamp(seconds=0, nanos=0)
+        result = _timestamp_to_str(ts)
+        assert result == "1970-01-01T00:00:00Z"
+
+    def test_valid_timestamp(self):
+        ts = Timestamp(seconds=1609459200, nanos=0)
+        result = _timestamp_to_str(ts)
+        assert result == "2021-01-01T00:00:00Z"
+
+    def test_timestamp_with_millis(self):
+        ts = Timestamp(seconds=1609459200, nanos=500000000)
+        result = _timestamp_to_str(ts)
+        assert result == "2021-01-01T00:00:00.500Z"
+
+    def test_timestamp_with_micros(self):
+        ts = Timestamp(seconds=1609459200, nanos=123456000)
+        result = _timestamp_to_str(ts)
+        assert result == "2021-01-01T00:00:00.123456Z"
+
+    def test_timestamp_with_nanos(self):
+        ts = Timestamp(seconds=1609459200, nanos=123456789)
+        result = _timestamp_to_str(ts)
+        assert result == "2021-01-01T00:00:00.123456789Z"
+
+    def test_timestamp_high_nanos_no_float_rounding(self):
+        ts = Timestamp(seconds=1609459200, nanos=999999999)
+        result = _timestamp_to_str(ts)
+        assert result == "2021-01-01T00:00:00.999999999Z"
+
+
+class TestMetadataToDict:
+    """Tests for _metadata_to_dict function (matches proto_json.patch() format)."""
+
+    def test_empty_metadata(self):
+        metadata = GetOnlineFeaturesResponseMetadata()
+        result = _metadata_to_dict(metadata)
+        assert result == {}
+
+    def test_metadata_with_feature_names(self):
+        metadata = GetOnlineFeaturesResponseMetadata()
+        metadata.feature_names.val.extend(["feature1", "feature2", "feature3"])
+        result = _metadata_to_dict(metadata)
+        assert result == {"feature_names": ["feature1", "feature2", "feature3"]}
+
+
+class TestConvertResponseToDict:
+    """Tests for the main convert_response_to_dict function."""
+
+    def test_empty_response(self):
+        response = GetOnlineFeaturesResponse()
+        result = convert_response_to_dict(response)
+        assert result == {"results": []}
+
+    def test_single_feature_vector(self):
+        response = GetOnlineFeaturesResponse()
+        fv = response.results.add()
+        fv.values.append(Value(string_val="test"))
+        fv.statuses.append(FieldStatus.PRESENT)
+
+        result = convert_response_to_dict(response)
+
+        assert len(result["results"]) == 1
+        assert result["results"][0]["values"] == ["test"]
+        assert result["results"][0]["statuses"] == ["PRESENT"]
+
+    def test_multiple_feature_vectors(self):
+        response = GetOnlineFeaturesResponse()
+
+        fv1 = response.results.add()
+        fv1.values.append(Value(int64_val=100))
+        fv1.statuses.append(FieldStatus.PRESENT)
+
+        fv2 = response.results.add()
+        fv2.values.append(Value(double_val=3.14))
+        fv2.statuses.append(FieldStatus.NOT_FOUND)
+
+        result = convert_response_to_dict(response)
+
+        assert len(result["results"]) == 2
+        assert result["results"][0]["values"] == [100]
+        assert result["results"][0]["statuses"] == ["PRESENT"]
+        assert result["results"][1]["values"] == [3.14]
+        assert result["results"][1]["statuses"] == ["NOT_FOUND"]
+
+    def test_response_with_metadata(self):
+        response = GetOnlineFeaturesResponse()
+        response.metadata.feature_names.val.extend(["driver_id", "driver_rating"])
+
+        fv = response.results.add()
+        fv.values.append(Value(int64_val=123))
+        fv.statuses.append(FieldStatus.PRESENT)
+
+        result = convert_response_to_dict(response)
+
+        assert "metadata" in result
+        assert result["metadata"]["feature_names"] == ["driver_id", "driver_rating"]
+
+    def test_response_with_timestamps(self):
+        response = GetOnlineFeaturesResponse()
+        fv = response.results.add()
+        fv.values.append(Value(string_val="test"))
+        fv.statuses.append(FieldStatus.PRESENT)
+        ts = fv.event_timestamps.add()
+        ts.seconds = 1609459200
+
+        result = convert_response_to_dict(response)
+
+        assert len(result["results"][0]["event_timestamps"]) == 1
+        assert "2021-01-01" in result["results"][0]["event_timestamps"][0]
+
+    def test_all_status_types(self):
+        response = GetOnlineFeaturesResponse()
+        fv = response.results.add()
+
+        for status in [
+            FieldStatus.INVALID,
+            FieldStatus.PRESENT,
+            FieldStatus.NULL_VALUE,
+            FieldStatus.NOT_FOUND,
+            FieldStatus.OUTSIDE_MAX_AGE,
+        ]:
+            fv.values.append(Value(int32_val=1))
+            fv.statuses.append(status)
+
+        result = convert_response_to_dict(response)
+
+        expected_statuses = [
+            "INVALID",
+            "PRESENT",
+            "NULL_VALUE",
+            "NOT_FOUND",
+            "OUTSIDE_MAX_AGE",
+        ]
+        assert result["results"][0]["statuses"] == expected_statuses
+
+    def test_status_field_included_when_true(self):
+        response = GetOnlineFeaturesResponse()
+        response.status = True
+        result = convert_response_to_dict(response)
+        assert result.get("status") is True
+
+    def test_status_field_omitted_when_false(self):
+        response = GetOnlineFeaturesResponse()
+        result = convert_response_to_dict(response)
+        assert "status" not in result
+
+    def test_null_values_become_none(self):
+        response = GetOnlineFeaturesResponse()
+        fv = response.results.add()
+        fv.values.append(Value())
+        fv.values.append(Value(null_val=0))
+        fv.statuses.extend([FieldStatus.NULL_VALUE, FieldStatus.NULL_VALUE])
+
+        result = convert_response_to_dict(response)
+
+        assert result["results"][0]["values"] == [None, None]
+
+    def test_list_values_are_native_lists(self):
+        response = GetOnlineFeaturesResponse()
+        fv = response.results.add()
+        fv.values.append(Value(int64_list_val=Int64List(val=[1, 2, 3])))
+        fv.values.append(Value(string_list_val=StringList(val=["a", "b"])))
+        fv.statuses.extend([FieldStatus.PRESENT, FieldStatus.PRESENT])
+
+        result = convert_response_to_dict(response)
+
+        assert result["results"][0]["values"] == [[1, 2, 3], ["a", "b"]]
+
+
+class TestConvertResponseToDictConsistency:
+    """Tests ensuring convert_response_to_dict matches MessageToDict with patch."""
+
+    @pytest.fixture(autouse=True)
+    def setup_proto_json_patch(self):
+        proto_json.patch()
+
+    def _build_complex_response(
+        self, num_features: int = 10
+    ) -> GetOnlineFeaturesResponse:
+        response = GetOnlineFeaturesResponse()
+        feature_names = [f"feature_{i}" for i in range(num_features)]
+        response.metadata.feature_names.val.extend(feature_names)
+
+        for i in range(num_features):
+            fv = response.results.add()
+            if i % 4 == 0:
+                fv.values.append(Value(int64_val=i * 100))
+            elif i % 4 == 1:
+                fv.values.append(Value(double_val=i * 0.1))
+            elif i % 4 == 2:
+                fv.values.append(Value(string_val=f"value_{i}"))
+            else:
+                fv.values.append(Value())
+            fv.statuses.append(FieldStatus.PRESENT)
+
+        return response
+
+    def test_values_match_patched_message_to_dict(self):
+        """Ensure value serialization matches proto_json.patch() format."""
+        response = self._build_complex_response(8)
+
+        fast_result = convert_response_to_dict(response)
+        standard_result = MessageToDict(response, preserving_proto_field_name=True)
+
+        assert set(fast_result.keys()) == set(standard_result.keys())
+        assert len(fast_result["results"]) == len(standard_result["results"])
+
+        for i in range(len(fast_result["results"])):
+            fast_values = fast_result["results"][i]["values"]
+            standard_values = standard_result["results"][i]["values"]
+            assert fast_values == standard_values, f"Mismatch at result {i}"
+
+    def test_metadata_matches_patched_format(self):
+        """Ensure metadata format matches proto_json.patch() format."""
+        response = self._build_complex_response(5)
+
+        fast_result = convert_response_to_dict(response)
+        standard_result = MessageToDict(response, preserving_proto_field_name=True)
+
+        if "metadata" in standard_result:
+            assert "metadata" in fast_result
+            assert (
+                fast_result["metadata"]["feature_names"]
+                == standard_result["metadata"]["feature_names"]
+            )
+
+    def test_float_val_precision_matches_message_to_dict(self):
+        """float32 storage causes truncation; both paths must return identical values."""
+        response = GetOnlineFeaturesResponse()
+        fv = response.results.add()
+        # 3.14 is not exactly representable as float32; both implementations
+        # should return the same truncated float64 representation
+        fv.values.append(Value(float_val=3.14))
+        fv.statuses.append(FieldStatus.PRESENT)
+
+        fast_result = convert_response_to_dict(response)
+        standard_result = MessageToDict(response, preserving_proto_field_name=True)
+
+        assert (
+            fast_result["results"][0]["values"]
+            == standard_result["results"][0]["values"]
+        )
+
+    def test_double_val_precision(self):
+        """double_val is returned as a Python float (shortest round-trip form).
+
+        The upstream code passed float_precision=18 to MessageToDict, which forced 18
+        significant digits for doubles. Our implementation returns native Python floats
+        serialized by json.dumps using Python 3.1+ shortest-round-trip representation
+        (~15–17 sig digits). The value is identical when round-tripped through float64;
+        the only difference is how many trailing digits appear in the JSON string.
+        This is an intentional trade-off for speed and is safe for all ML feature values.
+        """
+        import struct
+
+        # Use a value with many significant digits
+        pi = 3.141592653589793
+        response = GetOnlineFeaturesResponse()
+        fv = response.results.add()
+        fv.values.append(Value(double_val=pi))
+        fv.statuses.append(FieldStatus.PRESENT)
+
+        result = convert_response_to_dict(response)
+        value = result["results"][0]["values"][0]
+
+        # Value must round-trip correctly through json.dumps
+        assert value == pi
+        round_tripped = json.loads(json.dumps(value))
+        assert round_tripped == pi
+        # Verify it encodes as the same float64 bit pattern
+        assert struct.pack("d", value) == struct.pack("d", pi)
+
+    def test_set_types_return_flat_list(self):
+        """set types (string_set_val, int64_set_val, etc.) return flat lists.
+
+        Note: proto_json.patch() does not explicitly handle _set_ types — they fall
+        through to the else branch and return the raw proto object, which MessageToDict
+        then serializes as {"val": [...]}. Our implementation normalizes these to flat
+        lists, which is more useful for API consumers and consistent with list types.
+        """
+        response = GetOnlineFeaturesResponse()
+        fv = response.results.add()
+        fv.values.append(Value(string_set_val=StringSet(val=["a", "b", "c"])))
+        fv.statuses.append(FieldStatus.PRESENT)
+
+        result = convert_response_to_dict(response)
+        values = result["results"][0]["values"]
+        assert isinstance(values[0], list), "set type should be a flat list"
+        assert set(values[0]) == {"a", "b", "c"}
+
+    def test_bytes_val_is_base64_encoded(self):
+        """bytes_val is base64-encoded so JSONResponse can serialize it.
+
+        This intentionally differs from proto_json.patch() which returns raw bytes.
+        Raw bytes are not JSON-serializable; base64 is the standard protobuf JSON
+        encoding for bytes fields and is safe for all HTTP clients.
+        """
+        response = GetOnlineFeaturesResponse()
+        fv = response.results.add()
+        data = b"\x00\x01\x02\xff"
+        fv.values.append(Value(bytes_val=data))
+        fv.statuses.append(FieldStatus.PRESENT)
+
+        result = convert_response_to_dict(response)
+        encoded = result["results"][0]["values"][0]
+
+        assert encoded == base64.b64encode(data).decode("ascii")
+        # Must be JSON-serializable
+        assert json.dumps(encoded)
+
+
+class TestJsonSerializability:
+    """Ensure convert_response_to_dict output is always JSON-serializable."""
+
+    def test_complex_types_are_json_serializable(self):
+        """map_val, list_val, set_val must not leave proto objects in the output."""
+        response = GetOnlineFeaturesResponse()
+        fv = response.results.add()
+
+        # map_val
+        m = Map()
+        m.val["k"].CopyFrom(Value(int64_val=1))
+        fv.values.append(Value(map_val=m))
+
+        # list_val (RepeatedValue)
+        inner = RepeatedValue()
+        inner.val.append(Value(string_val="a"))
+        fv.values.append(Value(list_val=inner))
+
+        # int64_set_val
+        fv.values.append(Value(int64_set_val=Int64Set(val=[10, 20])))
+
+        fv.statuses.extend(
+            [FieldStatus.PRESENT, FieldStatus.PRESENT, FieldStatus.PRESENT]
+        )
+
+        result = convert_response_to_dict(response)
+        # must not raise
+        serialized = json.dumps(result)
+        assert serialized  # non-empty
+
+
+class TestProtobufCompatibility:
+    """Regression tests for protobuf >= 7.34.0 compatibility (issue #6435).
+
+    protobuf 7.34.0 removed the float_precision kwarg from MessageToDict.
+    convert_response_to_dict must never call MessageToDict, so it is immune
+    to this breaking change regardless of the installed protobuf version.
+    """
+
+    def test_no_message_to_dict_dependency(self):
+        """convert_response_to_dict must not call MessageToDict internally."""
+        import unittest.mock as mock
+
+        response = GetOnlineFeaturesResponse()
+        fv = response.results.add()
+        fv.values.append(Value(double_val=3.141592653589793))
+        fv.values.append(Value(int64_val=42))
+        fv.values.append(Value(string_val="hello"))
+        fv.statuses.extend(
+            [FieldStatus.PRESENT, FieldStatus.PRESENT, FieldStatus.PRESENT]
+        )
+        response.metadata.feature_names.val.extend(["f1", "f2", "f3"])
+
+        with mock.patch(
+            "google.protobuf.json_format.MessageToDict",
+            side_effect=AssertionError("MessageToDict must not be called"),
+        ):
+            result = convert_response_to_dict(response)
+
+        assert len(result["results"]) == 1
+        assert result["results"][0]["values"] == [3.141592653589793, 42, "hello"]
+        assert result["metadata"]["feature_names"] == ["f1", "f2", "f3"]
+
+    def test_double_precision_without_float_precision_kwarg(self):
+        """Doubles must round-trip without the removed float_precision kwarg."""
+        values = [
+            1e-300,
+            1.7976931348623157e308,
+            2.2250738585072014e-308,
+            0.1 + 0.2,
+        ]
+        response = GetOnlineFeaturesResponse()
+        fv = response.results.add()
+        for v in values:
+            fv.values.append(Value(double_val=v))
+            fv.statuses.append(FieldStatus.PRESENT)
+
+        result = convert_response_to_dict(response)
+        for i, expected in enumerate(values):
+            actual = result["results"][0]["values"][i]
+            assert actual == expected, f"Mismatch at index {i}: {actual} != {expected}"
+            round_tripped = json.loads(json.dumps(actual))
+            assert round_tripped == expected
+
+
+class TestPerformance:
+    """Performance tests to validate the optimization claim."""
+
+    def _build_large_response(
+        self, num_entities: int = 50, num_features: int = 100
+    ) -> GetOnlineFeaturesResponse:
+        response = GetOnlineFeaturesResponse()
+        feature_names = [f"feature_{i}" for i in range(num_features)]
+        response.metadata.feature_names.val.extend(feature_names)
+
+        for i in range(num_features):
+            fv = response.results.add()
+            for j in range(num_entities):
+                if i % 4 == 0:
+                    fv.values.append(Value(int64_val=j * 100 + i))
+                elif i % 4 == 1:
+                    fv.values.append(Value(double_val=j * 0.1 + i))
+                elif i % 4 == 2:
+                    fv.values.append(Value(string_val=f"entity_{j}_feature_{i}"))
+                else:
+                    fv.values.append(Value(bool_val=j % 2 == 0))
+                fv.statuses.append(FieldStatus.PRESENT)
+
+        return response
+
+    @pytest.mark.slow
+    def test_faster_than_message_to_dict(self):
+        """Verify convert_response_to_dict is faster than MessageToDict."""
+        proto_json.patch()
+        response = self._build_large_response(num_entities=50, num_features=100)
+        iterations = 100
+
+        for _ in range(10):
+            convert_response_to_dict(response)
+            MessageToDict(response, preserving_proto_field_name=True)
+
+        start = time.process_time()
+        for _ in range(iterations):
+            convert_response_to_dict(response)
+        fast_time = time.process_time() - start
+
+        start = time.process_time()
+        for _ in range(iterations):
+            MessageToDict(response, preserving_proto_field_name=True)
+        standard_time = time.process_time() - start
+
+        speedup = standard_time / fast_time
+        print(f"\nPerformance: fast={fast_time:.3f}s, standard={standard_time:.3f}s")
+        print(f"Speedup: {speedup:.2f}x")
+
+        assert speedup >= 1.2, f"Expected at least 1.2x speedup, got {speedup:.2f}x"
+
+
+class TestStatusNames:
+    """Tests for the status name mapping."""
+
+    def test_all_status_codes_mapped(self):
+        assert 0 in _STATUS_NAMES  # INVALID
+        assert 1 in _STATUS_NAMES  # PRESENT
+        assert 2 in _STATUS_NAMES  # NULL_VALUE
+        assert 3 in _STATUS_NAMES  # NOT_FOUND
+        assert 4 in _STATUS_NAMES  # OUTSIDE_MAX_AGE
+
+    def test_unknown_status_returns_invalid(self):
+        assert _STATUS_NAMES.get(999, "INVALID") == "INVALID"
diff --git a/sdk/python/tests/unit/test_feature_service.py b/sdk/python/tests/unit/test_feature_service.py
index 4448d2e8ea2..4ecfea99b39 100644
--- a/sdk/python/tests/unit/test_feature_service.py
+++ b/sdk/python/tests/unit/test_feature_service.py
@@ -1,11 +1,171 @@
+from feast.errors import FeastObjectNotFoundException
 from feast.feature_service import FeatureService
 from feast.feature_view import FeatureView
+from feast.feature_view_projection import FeatureViewProjection
 from feast.field import Field
 from feast.infra.offline_stores.file_source import FileSource
-from feast.types import Float32
+from feast.protos.feast.core.Feature_pb2 import FeatureSpecV2
+from feast.protos.feast.core.FeatureViewProjection_pb2 import (
+    FeatureViewProjection as FeatureViewProjectionProto,
+)
+from feast.types import Float32, String
 from tests.utils.test_wrappers import no_warnings
 
 
+class _MockRegistry:
+    def __init__(self, feature_view: FeatureView):
+        self._feature_view = feature_view
+
+    def get_any_feature_view(self, name, project, allow_cache=False):
+        if name != self._feature_view.name:
+            raise FeastObjectNotFoundException(name)
+        return self._feature_view
+
+
+def _build_feature_view():
+    file_source = FileSource(name="my-file-source", path="test.parquet")
+    return FeatureView(
+        name="my-feature-view",
+        entities=[],
+        schema=[
+            Field(name="feature1", dtype=Float32),
+            Field(name="feature2", dtype=String),
+        ],
+        source=file_source,
+    )
+
+
+def test_prepare_for_apply_whole_view():
+    feature_view = _build_feature_view()
+    feature_service = FeatureService.from_proto(
+        FeatureService(
+            name="my-feature-service",
+            features=[],
+        ).to_proto()
+    )
+    feature_service.feature_view_projections = [
+        FeatureViewProjection(
+            name=feature_view.name,
+            name_alias=None,
+            desired_features=[],
+            features=[],
+        )
+    ]
+
+    feature_service.prepare_for_apply(_MockRegistry(feature_view), "test_project")
+
+    assert len(feature_service.feature_view_projections) == 1
+    resolved = feature_service.feature_view_projections[0]
+    assert [feature.name for feature in resolved.features] == [
+        "feature1",
+        "feature2",
+    ]
+    assert resolved.features[0].dtype == Float32
+    assert resolved.features[1].dtype == String
+
+
+def test_prepare_for_apply_feature_subset():
+    feature_view = _build_feature_view()
+    feature_service = FeatureService(
+        name="my-feature-service",
+        features=[],
+    )
+    feature_service.feature_view_projections = [
+        FeatureViewProjection(
+            name=feature_view.name,
+            name_alias=None,
+            desired_features=["feature2"],
+            features=[],
+        )
+    ]
+
+    feature_service.prepare_for_apply(_MockRegistry(feature_view), "test_project")
+
+    resolved = feature_service.feature_view_projections[0]
+    assert len(resolved.features) == 1
+    assert resolved.features[0].name == "feature2"
+    assert resolved.features[0].dtype == String
+
+
+def test_prepare_for_apply_name_only_columns():
+    feature_view = _build_feature_view()
+    projection_proto = FeatureViewProjectionProto(
+        feature_view_name=feature_view.name,
+    )
+    projection_proto.feature_columns.append(FeatureSpecV2(name="feature2"))
+    feature_service = FeatureService.from_proto(
+        FeatureService(name="my-feature-service", features=[]).to_proto()
+    )
+    feature_service.feature_view_projections = [
+        FeatureViewProjection.from_proto(projection_proto)
+    ]
+
+    feature_service.prepare_for_apply(_MockRegistry(feature_view), "test_project")
+
+    resolved = feature_service.feature_view_projections[0]
+    assert len(resolved.features) == 1
+    assert resolved.features[0].name == "feature2"
+    assert resolved.features[0].dtype == String
+
+
+def test_prepare_for_apply_keeps_complete_projection():
+    feature_view = _build_feature_view()
+    feature_service = FeatureService(
+        name="my-feature-service",
+        features=[feature_view[["feature1"]]],
+    )
+    original_projection = feature_service.feature_view_projections[0]
+
+    feature_service.prepare_for_apply(_MockRegistry(feature_view), "test_project")
+
+    assert feature_service.feature_view_projections[0] == original_projection
+
+
+def test_feature_view_projections_have_independent_join_key_maps():
+    first_projection = FeatureViewProjection(
+        name="first",
+        name_alias=None,
+        desired_features=[],
+        features=[],
+    )
+    second_projection = FeatureViewProjection(
+        name="second",
+        name_alias=None,
+        desired_features=[],
+        features=[],
+    )
+
+    first_projection.join_key_map["entity_id"] = "aliased_entity_id"
+
+    assert second_projection.join_key_map == {}
+
+
+def test_build_apply_request():
+    request = FeatureService.build_apply_request(
+        name="my-feature-service",
+        project="test_project",
+        feature_view_refs=[
+            ("feature_view_a", None),
+            ("feature_view_b", ["feature1"]),
+        ],
+        description="test service",
+        tags={"team": "ml"},
+        owner="owner@example.com",
+    )
+
+    spec = request.feature_service.spec
+    assert spec.name == "my-feature-service"
+    assert spec.description == "test service"
+    assert spec.owner == "owner@example.com"
+    assert dict(spec.tags) == {"team": "ml"}
+    assert request.project == "test_project"
+    assert len(spec.features) == 2
+    assert spec.features[0].feature_view_name == "feature_view_a"
+    assert len(spec.features[0].feature_columns) == 0
+    assert spec.features[1].feature_view_name == "feature_view_b"
+    assert [column.name for column in spec.features[1].feature_columns] == ["feature1"]
+
+
 def test_feature_service_with_description():
     feature_service = FeatureService(
         name="my-feature-service", features=[], description="a clear description"
diff --git a/sdk/python/tests/unit/test_feature_view_state.py b/sdk/python/tests/unit/test_feature_view_state.py
new file mode 100644
index 00000000000..3af91b3b469
--- /dev/null
+++ b/sdk/python/tests/unit/test_feature_view_state.py
@@ -0,0 +1,433 @@
+import copy
+from datetime import datetime, timedelta
+from tempfile import mkstemp
+
+import pytest
+
+from feast.data_format import AvroFormat, ParquetFormat
+from feast.data_source import KafkaSource
+from feast.entity import Entity
+from feast.feature_store import FeatureStore
+from feast.feature_view import FeatureView, FeatureViewState
+from feast.field import Field
+from feast.infra.offline_stores.file_source import FileSource
+from feast.infra.online_stores.sqlite import SqliteOnlineStoreConfig
+from feast.on_demand_feature_view import OnDemandFeatureView
+from feast.protos.feast.core.FeatureView_pb2 import FeatureView as FeatureViewProto
+from feast.protos.feast.core.FeatureView_pb2 import (
+    FeatureViewMeta as FeatureViewMetaProto,
+)
+from feast.protos.feast.core.FeatureView_pb2 import (
+    FeatureViewSpec as FeatureViewSpecProto,
+)
+from feast.repo_config import RepoConfig
+from feast.stream_feature_view import StreamFeatureView
+from feast.types import Float32, Int64
+
+# ---------------------------------------------------------------------------
+# Helpers
+# ---------------------------------------------------------------------------
+
+
+def _kafka_source():
+    return KafkaSource(
+        name="kafka",
+        timestamp_field="event_timestamp",
+        kafka_bootstrap_servers="localhost:9092",
+        message_format=AvroFormat(""),
+        topic="topic",
+        batch_source=_batch_source(),
+    )
+
+
+def _batch_source():
+    return FileSource(
+        file_format=ParquetFormat(),
+        path="file://feast/*",
+        timestamp_field="ts_col",
+        created_timestamp_column="timestamp",
+    )
+
+
+def _simple_feature_view(name="test_fv", enabled=True):
+    return FeatureView(
+        name=name,
+        entities=[],
+        schema=[Field(name="f1", dtype=Float32)],
+        source=_batch_source(),
+        ttl=timedelta(days=1),
+        enabled=enabled,
+    )
+
+
+@pytest.fixture
+def local_feature_store():
+    _, registry_path = mkstemp()
+    _, online_store_path = mkstemp()
+    return FeatureStore(
+        config=RepoConfig(
+            registry=registry_path,
+            project="default",
+            provider="local",
+            online_store=SqliteOnlineStoreConfig(path=online_store_path),
+            entity_key_serialization_version=3,
+        )
+    )
+
+
+# ---------------------------------------------------------------------------
+# FeatureViewState enum
+# ---------------------------------------------------------------------------
+
+
+class TestFeatureViewState:
+    def test_state_values(self):
+        assert FeatureViewState.STATE_UNSPECIFIED == 0
+        assert FeatureViewState.CREATED == 1
+        assert FeatureViewState.GENERATED == 2
+        assert FeatureViewState.MATERIALIZING == 3
+        assert FeatureViewState.AVAILABLE_ONLINE == 4
+
+    def test_from_proto_valid(self):
+        assert FeatureViewState.from_proto(0) == FeatureViewState.STATE_UNSPECIFIED
+        assert FeatureViewState.from_proto(4) == FeatureViewState.AVAILABLE_ONLINE
+
+    def test_from_proto_invalid_falls_back(self):
+        assert FeatureViewState.from_proto(999) == FeatureViewState.STATE_UNSPECIFIED
+
+    def test_to_proto_round_trip(self):
+        for state in FeatureViewState:
+            assert FeatureViewState.from_proto(state.to_proto()) == state
+
+    def test_valid_transitions(self):
+        """Verify that valid transitions are accepted."""
+        assert FeatureViewState.STATE_UNSPECIFIED.can_transition_to(
+            FeatureViewState.CREATED
+        )
+        assert FeatureViewState.CREATED.can_transition_to(FeatureViewState.GENERATED)
+        assert FeatureViewState.GENERATED.can_transition_to(
+            FeatureViewState.MATERIALIZING
+        )
+        assert FeatureViewState.MATERIALIZING.can_transition_to(
+            FeatureViewState.AVAILABLE_ONLINE
+        )
+        assert FeatureViewState.MATERIALIZING.can_transition_to(
+            FeatureViewState.GENERATED
+        )
+        assert FeatureViewState.AVAILABLE_ONLINE.can_transition_to(
+            FeatureViewState.MATERIALIZING
+        )
+
+    def test_invalid_transitions(self):
+        """Verify that invalid transitions are rejected."""
+        assert not FeatureViewState.STATE_UNSPECIFIED.can_transition_to(
+            FeatureViewState.AVAILABLE_ONLINE
+        )
+        assert not FeatureViewState.CREATED.can_transition_to(
+            FeatureViewState.MATERIALIZING
+        )
+        assert not FeatureViewState.CREATED.can_transition_to(
+            FeatureViewState.AVAILABLE_ONLINE
+        )
+        assert not FeatureViewState.GENERATED.can_transition_to(
+            FeatureViewState.AVAILABLE_ONLINE
+        )
+        assert not FeatureViewState.AVAILABLE_ONLINE.can_transition_to(
+            FeatureViewState.CREATED
+        )
+
+
+# ---------------------------------------------------------------------------
+# FeatureView enabled / state defaults
+# ---------------------------------------------------------------------------
+
+
+class TestFeatureViewDefaults:
+    def test_default_enabled_is_true(self):
+        fv = _simple_feature_view()
+        assert fv.enabled is True
+
+    def test_default_state_is_unspecified(self):
+        fv = _simple_feature_view()
+        assert fv.state == FeatureViewState.STATE_UNSPECIFIED
+
+    def test_enabled_false(self):
+        fv = _simple_feature_view(enabled=False)
+        assert fv.enabled is False
+
+
+# ---------------------------------------------------------------------------
+# Proto serialization round-trips
+# ---------------------------------------------------------------------------
+
+
+class TestFeatureViewProtoRoundTrip:
+    def test_enabled_true_round_trip(self):
+        fv = _simple_feature_view(enabled=True)
+        proto = fv.to_proto()
+        assert proto.spec.disabled is False
+        restored = FeatureView.from_proto(proto)
+        assert restored.enabled is True
+
+    def test_enabled_false_round_trip(self):
+        fv = _simple_feature_view(enabled=False)
+        proto = fv.to_proto()
+        assert proto.spec.disabled is True
+        restored = FeatureView.from_proto(proto)
+        assert restored.enabled is False
+
+    def test_state_round_trip(self):
+        fv = _simple_feature_view()
+        fv.state = FeatureViewState.AVAILABLE_ONLINE
+        proto = fv.to_proto()
+        assert proto.meta.state == FeatureViewState.AVAILABLE_ONLINE.value
+        restored = FeatureView.from_proto(proto)
+        assert restored.state == FeatureViewState.AVAILABLE_ONLINE
+
+    def test_state_unspecified_not_written_to_proto(self):
+        fv = _simple_feature_view()
+        assert fv.state == FeatureViewState.STATE_UNSPECIFIED
+        proto = fv.to_proto()
+        assert proto.meta.state == 0
+
+    def test_backward_compat_old_proto_without_disabled_field(self):
+        """Old protos without `disabled` field default to False -> enabled=True."""
+        spec = FeatureViewSpecProto()
+        spec.name = "legacy_fv"
+        proto = FeatureViewProto(spec=spec, meta=FeatureViewMetaProto())
+        fv = FeatureView.from_proto(proto)
+        assert fv.enabled is True
+
+    def test_backward_compat_old_proto_without_state_field(self):
+        """Old protos without `state` field default to 0 -> STATE_UNSPECIFIED."""
+        spec = FeatureViewSpecProto()
+        spec.name = "legacy_fv"
+        proto = FeatureViewProto(spec=spec, meta=FeatureViewMetaProto())
+        fv = FeatureView.from_proto(proto)
+        assert fv.state == FeatureViewState.STATE_UNSPECIFIED
+
+    def test_all_states_round_trip(self):
+        for state in FeatureViewState:
+            fv = _simple_feature_view()
+            fv.state = state
+            restored = FeatureView.from_proto(fv.to_proto())
+            assert restored.state == state
+
+
+# ---------------------------------------------------------------------------
+# copy.copy preserves enabled/state
+# ---------------------------------------------------------------------------
+
+
+class TestCopyPreservesState:
+    def test_feature_view_copy(self):
+        fv = _simple_feature_view(enabled=False)
+        fv.state = FeatureViewState.GENERATED
+        copied = copy.copy(fv)
+        assert copied.enabled is False
+        assert copied.state == FeatureViewState.GENERATED
+
+    def test_on_demand_feature_view_copy(self):
+        source_fv = _simple_feature_view()
+        odfv = OnDemandFeatureView(
+            name="test_odfv",
+            sources=[source_fv],
+            schema=[Field(name="out", dtype=Float32)],
+            mode="python",
+            udf=lambda features: {"out": [1.0]},
+            enabled=False,
+        )
+        odfv.state = FeatureViewState.GENERATED
+        copied = copy.copy(odfv)
+        assert copied.enabled is False
+        assert copied.state == FeatureViewState.GENERATED
+
+    def test_stream_feature_view_copy(self):
+        sfv = StreamFeatureView(
+            name="test_sfv",
+            entities=[],
+            schema=[Field(name="f1", dtype=Float32)],
+            source=_kafka_source(),
+            ttl=timedelta(days=1),
+        )
+        sfv.enabled = False
+        sfv.state = FeatureViewState.AVAILABLE_ONLINE
+        copied = copy.copy(sfv)
+        assert copied.enabled is False
+        assert copied.state == FeatureViewState.AVAILABLE_ONLINE
+
+
+# ---------------------------------------------------------------------------
+# OnDemandFeatureView enabled / state
+# ---------------------------------------------------------------------------
+
+
+class TestOnDemandFeatureViewState:
+    def test_default_enabled(self):
+        source_fv = _simple_feature_view()
+        odfv = OnDemandFeatureView(
+            name="test_odfv",
+            sources=[source_fv],
+            schema=[Field(name="out", dtype=Float32)],
+            mode="python",
+            udf=lambda features: {"out": [1.0]},
+        )
+        assert odfv.enabled is True
+        assert odfv.state == FeatureViewState.STATE_UNSPECIFIED
+
+    def test_disabled(self):
+        source_fv = _simple_feature_view()
+        odfv = OnDemandFeatureView(
+            name="test_odfv",
+            sources=[source_fv],
+            schema=[Field(name="out", dtype=Float32)],
+            mode="python",
+            udf=lambda features: {"out": [1.0]},
+            enabled=False,
+        )
+        assert odfv.enabled is False
+
+    def test_proto_disabled_field(self):
+        """Verify the proto disabled field is set correctly without full round-trip."""
+        source_fv = _simple_feature_view()
+        odfv = OnDemandFeatureView(
+            name="test_odfv",
+            sources=[source_fv],
+            schema=[Field(name="out", dtype=Float32)],
+            mode="python",
+            udf=lambda features: {"out": [1.0]},
+            enabled=False,
+        )
+        odfv.state = FeatureViewState.AVAILABLE_ONLINE
+        proto = odfv.to_proto()
+        assert proto.spec.disabled is True
+        assert proto.meta.state == FeatureViewState.AVAILABLE_ONLINE.value
+
+
+# ---------------------------------------------------------------------------
+# StreamFeatureView enabled / state
+# ---------------------------------------------------------------------------
+
+
+class TestStreamFeatureViewState:
+    def test_proto_round_trip(self):
+        sfv = StreamFeatureView(
+            name="test_sfv",
+            entities=[],
+            schema=[Field(name="f1", dtype=Float32)],
+            source=_kafka_source(),
+            ttl=timedelta(days=1),
+        )
+        sfv.enabled = False
+        sfv.state = FeatureViewState.MATERIALIZING
+        proto = sfv.to_proto()
+        assert proto.spec.disabled is True
+        restored = StreamFeatureView.from_proto(proto)
+        assert restored.enabled is False
+        assert restored.state == FeatureViewState.MATERIALIZING
+
+
+# ---------------------------------------------------------------------------
+# Registry apply preserves enabled/state
+# ---------------------------------------------------------------------------
+
+
+class TestRegistryEnabledState:
+    def test_apply_and_retrieve_enabled(self, local_feature_store):
+        store = local_feature_store
+        fv = _simple_feature_view(enabled=True)
+        store.apply([fv])
+        retrieved = store.get_feature_view("test_fv")
+        assert retrieved.enabled is True
+        store.teardown()
+
+    def test_apply_and_retrieve_disabled(self, local_feature_store):
+        store = local_feature_store
+        fv = _simple_feature_view(enabled=False)
+        store.apply([fv])
+        retrieved = store.get_feature_view("test_fv")
+        assert retrieved.enabled is False
+        store.teardown()
+
+    def test_toggle_enabled_via_registry(self, local_feature_store):
+        store = local_feature_store
+        fv = _simple_feature_view(enabled=True)
+        store.apply([fv])
+
+        # Disable it
+        fv.enabled = False
+        store.registry.apply_feature_view(fv, store.project)
+        retrieved = store.get_feature_view("test_fv")
+        assert retrieved.enabled is False
+
+        # Re-enable it
+        fv.enabled = True
+        store.registry.apply_feature_view(fv, store.project)
+        retrieved = store.get_feature_view("test_fv")
+        assert retrieved.enabled is True
+        store.teardown()
+
+    def test_state_persists_through_registry(self, local_feature_store):
+        store = local_feature_store
+        fv = _simple_feature_view()
+        fv.state = FeatureViewState.GENERATED
+        store.apply([fv])
+
+        # State should be updated via registry apply
+        fv.state = FeatureViewState.AVAILABLE_ONLINE
+        store.registry.apply_feature_view(fv, store.project)
+        retrieved = store.get_feature_view("test_fv")
+        assert retrieved.state == FeatureViewState.AVAILABLE_ONLINE
+        store.teardown()
+
+    def test_reapply_does_not_reset_state(self, local_feature_store):
+        """feast apply with a default-state FV must not reset an existing state."""
+        store = local_feature_store
+        fv = _simple_feature_view()
+        store.apply([fv])
+
+        # Simulate materialization having moved state to AVAILABLE_ONLINE
+        fv.state = FeatureViewState.AVAILABLE_ONLINE
+        store.registry.apply_feature_view(fv, store.project)
+        retrieved = store.get_feature_view("test_fv")
+        assert retrieved.state == FeatureViewState.AVAILABLE_ONLINE
+
+        # Re-apply with a fresh FV (default STATE_UNSPECIFIED) — should preserve state
+        fresh_fv = _simple_feature_view()
+        assert fresh_fv.state == FeatureViewState.STATE_UNSPECIFIED
+        store.apply([fresh_fv])
+        retrieved = store.get_feature_view("test_fv")
+        assert retrieved.state == FeatureViewState.AVAILABLE_ONLINE
+        store.teardown()
+
+
+# ---------------------------------------------------------------------------
+# Materialization blocks disabled feature views
+# ---------------------------------------------------------------------------
+
+
+class TestMaterializationDisabledBlocking:
+    def test_materialize_disabled_fv_by_name_raises(self, local_feature_store):
+        store = local_feature_store
+        entity = Entity(name="entity_1", join_keys=["entity_id"])
+        fv = FeatureView(
+            name="test_fv",
+            entities=[entity],
+            schema=[
+                Field(name="f1", dtype=Float32),
+                Field(name="entity_id", dtype=Int64),
+            ],
+            source=_batch_source(),
+            ttl=timedelta(days=1),
+            online=True,
+            enabled=False,
+        )
+        store.apply([entity, fv])
+
+        with pytest.raises(ValueError, match="disabled"):
+            store.materialize(
+                feature_views=["test_fv"],
+                start_date=datetime.utcnow() - timedelta(hours=1),
+                end_date=datetime.utcnow(),
+            )
+        store.teardown()
diff --git a/sdk/python/tests/unit/test_filter_models.py b/sdk/python/tests/unit/test_filter_models.py
new file mode 100644
index 00000000000..d5db20a1330
--- /dev/null
+++ b/sdk/python/tests/unit/test_filter_models.py
@@ -0,0 +1,160 @@
+import pytest
+from pydantic import ValidationError
+
+from feast.filter_models import (
+    ComparisonFilter,
+    CompoundFilter,
+    convert_dict_to_filter,
+)
+
+
+class TestComparisonFilter:
+    @pytest.mark.parametrize("op", ["eq", "ne", "gt", "gte", "lt", "lte", "in", "nin"])
+    def test_valid_operators(self, op):
+        f = ComparisonFilter(type=op, key="field", value="x")
+        assert f.type == op
+        assert f.key == "field"
+
+    def test_rejects_invalid_operator(self):
+        with pytest.raises(ValidationError):
+            ComparisonFilter(type="like", key="field", value="x")
+
+    def test_accepts_string_value(self):
+        f = ComparisonFilter(type="eq", key="city", value="LA")
+        assert f.value == "LA"
+
+    def test_accepts_int_value(self):
+        f = ComparisonFilter(type="gt", key="age", value=25)
+        assert f.value == 25
+
+    def test_accepts_float_value(self):
+        f = ComparisonFilter(type="lte", key="score", value=0.95)
+        assert f.value == 0.95
+
+    def test_accepts_bool_value(self):
+        f = ComparisonFilter(type="eq", key="active", value=True)
+        assert f.value is True
+
+    def test_accepts_list_value(self):
+        f = ComparisonFilter(type="in", key="status", value=["a", "b"])
+        assert f.value == ["a", "b"]
+
+
+class TestCompoundFilter:
+    def test_and_filter(self):
+        f = CompoundFilter(
+            type="and",
+            filters=[
+                ComparisonFilter(type="eq", key="a", value=1),
+                ComparisonFilter(type="gt", key="b", value=2),
+            ],
+        )
+        assert f.type == "and"
+        assert len(f.filters) == 2
+
+    def test_or_filter(self):
+        f = CompoundFilter(
+            type="or",
+            filters=[
+                ComparisonFilter(type="eq", key="a", value=1),
+                ComparisonFilter(type="eq", key="b", value=2),
+            ],
+        )
+        assert f.type == "or"
+        assert len(f.filters) == 2
+
+    def test_rejects_invalid_type(self):
+        with pytest.raises(ValidationError):
+            CompoundFilter(
+                type="xor",
+                filters=[ComparisonFilter(type="eq", key="a", value=1)],
+            )
+
+    def test_nested_compound(self):
+        f = CompoundFilter(
+            type="and",
+            filters=[
+                ComparisonFilter(type="eq", key="x", value=1),
+                CompoundFilter(
+                    type="or",
+                    filters=[
+                        ComparisonFilter(type="gt", key="y", value=5),
+                        ComparisonFilter(type="lt", key="z", value=10),
+                    ],
+                ),
+            ],
+        )
+        assert f.type == "and"
+        assert len(f.filters) == 2
+        inner = f.filters[1]
+        assert isinstance(inner, CompoundFilter)
+        assert inner.type == "or"
+        assert len(inner.filters) == 2
+
+
+class TestConvertDictToFilter:
+    def test_comparison_dict(self):
+        result = convert_dict_to_filter({"type": "eq", "key": "city", "value": "LA"})
+        assert isinstance(result, ComparisonFilter)
+        assert result.type == "eq"
+        assert result.key == "city"
+        assert result.value == "LA"
+
+    def test_compound_dict(self):
+        result = convert_dict_to_filter(
+            {
+                "type": "and",
+                "filters": [
+                    {"type": "eq", "key": "a", "value": 1},
+                    {"type": "gt", "key": "b", "value": 2},
+                ],
+            }
+        )
+        assert isinstance(result, CompoundFilter)
+        assert result.type == "and"
+        assert len(result.filters) == 2
+        assert all(isinstance(f, ComparisonFilter) for f in result.filters)
+
+    def test_nested_compound_dict(self):
+        result = convert_dict_to_filter(
+            {
+                "type": "or",
+                "filters": [
+                    {"type": "eq", "key": "x", "value": "a"},
+                    {
+                        "type": "and",
+                        "filters": [
+                            {"type": "gt", "key": "y", "value": 5},
+                            {"type": "lt", "key": "z", "value": 10},
+                        ],
+                    },
+                ],
+            }
+        )
+        assert isinstance(result, CompoundFilter)
+        assert result.type == "or"
+        inner = result.filters[1]
+        assert isinstance(inner, CompoundFilter)
+        assert inner.type == "and"
+        assert len(inner.filters) == 2
+
+    def test_or_compound_dict(self):
+        result = convert_dict_to_filter(
+            {
+                "type": "or",
+                "filters": [
+                    {"type": "eq", "key": "a", "value": 1},
+                    {"type": "eq", "key": "b", "value": 2},
+                ],
+            }
+        )
+        assert isinstance(result, CompoundFilter)
+        assert result.type == "or"
+
+    def test_in_operator_dict(self):
+        result = convert_dict_to_filter(
+            {"type": "in", "key": "status", "value": ["active", "pending"]}
+        )
+        assert isinstance(result, ComparisonFilter)
+        assert result.type == "in"
+        assert result.value == ["active", "pending"]
diff --git a/sdk/python/tests/unit/test_image_utils.py b/sdk/python/tests/unit/test_image_utils.py
index e635b477ce6..f54077f08cf 100644
--- a/sdk/python/tests/unit/test_image_utils.py
+++ b/sdk/python/tests/unit/test_image_utils.py
@@ -17,10 +17,7 @@
 import pytest
 from PIL import Image
 
-pytest.importorskip("torch")
-pytest.importorskip("timm")
-pytest.importorskip("sklearn")
-
+import feast.image_utils as image_utils
 from feast.image_utils import (
     ImageFeatureExtractor,
     combine_embeddings,
@@ -28,6 +25,36 @@
     validate_image_format,
 )
 
+torch = pytest.importorskip("torch")
+pytest.importorskip("timm")
+pytest.importorskip("sklearn")
+
+
+@pytest.fixture(autouse=True)
+def mock_timm_model(monkeypatch):
+    class DummyModel:
+        def eval(self):
+            return self
+
+        def __call__(self, input_tensor):
+            batch_size = input_tensor.shape[0]
+            return torch.arange(1, 5, dtype=torch.float32).repeat(batch_size, 1)
+
+    def create_model(*_args, **_kwargs):
+        return DummyModel()
+
+    def create_transform(**_config):
+        def transform(_image):
+            return torch.ones((3, 224, 224), dtype=torch.float32)
+
+        return transform
+
+    monkeypatch.setattr(image_utils.timm, "create_model", create_model)
+    monkeypatch.setattr(
+        image_utils, "resolve_data_config", lambda *_args, **_kwargs: {}
+    )
+    monkeypatch.setattr(image_utils, "create_transform", create_transform)
+
 
 class TestImageFeatureExtractor:
     """Test ImageFeatureExtractor functionality."""
diff --git a/sdk/python/tests/unit/test_label_view.py b/sdk/python/tests/unit/test_label_view.py
new file mode 100644
index 00000000000..f08aac72dbb
--- /dev/null
+++ b/sdk/python/tests/unit/test_label_view.py
@@ -0,0 +1,420 @@
+from datetime import timedelta
+
+import pytest
+
+from feast.data_source import PushSource
+from feast.entity import Entity
+from feast.feature_service import FeatureService
+from feast.field import Field
+from feast.infra.offline_stores.file_source import FileSource
+from feast.labeling import ConflictPolicy, LabelView
+from feast.protos.feast.core.LabelView_pb2 import (
+    ConflictResolutionPolicy as ConflictResolutionPolicyProto,
+)
+from feast.protos.feast.core.LabelView_pb2 import LabelView as LabelViewProto
+from feast.types import Float32, String
+from feast.value_type import ValueType
+
+
+def _sample_label_view() -> LabelView:
+    interaction = Entity(
+        name="interaction",
+        join_keys=["interaction_id"],
+        value_type=ValueType.STRING,
+    )
+    label_push = PushSource(
+        name="label_push",
+        batch_source=FileSource(path="labels.parquet", timestamp_field="ts"),
+    )
+    return LabelView(
+        name="interaction_labels",
+        source=label_push,
+        entities=[interaction],
+        schema=[
+            Field(name="interaction_id", dtype=String),
+            Field(name="reward_label", dtype=String),
+            Field(name="safety_score", dtype=Float32),
+            Field(name="labeler", dtype=String),
+        ],
+        labeler_field="labeler",
+        conflict_policy=ConflictPolicy.LAST_WRITE_WINS,
+        reference_feature_view="interaction_history",
+        ttl=timedelta(days=90),
+        online=True,
+        description="Mutable reward labels",
+        tags={"team": "safety"},
+        owner="safety@example.com",
+    )
+
+
+class TestLabelViewCreation:
+    def test_basic_creation(self):
+        lv = _sample_label_view()
+        assert lv.name == "interaction_labels"
+        assert lv.entities == ["interaction"]
+        assert len(lv.features) == 3
+        assert len(lv.entity_columns) == 1
+        assert lv.labeler_field == "labeler"
+        assert lv.conflict_policy == ConflictPolicy.LAST_WRITE_WINS
+        assert lv.reference_feature_view == "interaction_history"
+        assert lv.ttl == timedelta(days=90)
+        assert lv.online is True
+        assert lv.description == "Mutable reward labels"
+        assert lv.tags == {"team": "safety"}
+        assert lv.owner == "safety@example.com"
+
+    def test_default_values(self):
+        entity = Entity(name="item", join_keys=["item_id"], value_type=ValueType.STRING)
+        lv = LabelView(
+            name="minimal_labels",
+            entities=[entity],
+            schema=[
+                Field(name="item_id", dtype=String),
+                Field(name="quality_label", dtype=String),
+            ],
+        )
+        assert lv.labeler_field == "labeler"
+        assert lv.conflict_policy == ConflictPolicy.LAST_WRITE_WINS
+        assert lv.reference_feature_view == ""
+        assert lv.ttl == timedelta(days=0)
+        assert lv.online is True
+
+    def test_conflicting_entity_join_keys_raises(self):
+        e1 = Entity(name="e1", join_keys=["shared_key"])
+        e2 = Entity(name="e2", join_keys=["shared_key"])
+        with pytest.raises(ValueError, match="share a join key"):
+            LabelView(
+                name="bad",
+                entities=[e1, e2],
+                schema=[Field(name="shared_key", dtype=String)],
+            )
+
+    def test_feature_columns_exclude_entity_columns(self):
+        lv = _sample_label_view()
+        feature_names = {f.name for f in lv.features}
+        entity_names = {f.name for f in lv.entity_columns}
+        assert feature_names == {"reward_label", "safety_score", "labeler"}
+        assert entity_names == {"interaction_id"}
+        assert feature_names.isdisjoint(entity_names)
+
+
+class TestLabelViewProtoRoundtrip:
+    def test_to_proto(self):
+        lv = _sample_label_view()
+        proto = lv.to_proto()
+        assert isinstance(proto, LabelViewProto)
+        assert proto.spec.name == "interaction_labels"
+        assert list(proto.spec.entities) == ["interaction"]
+        assert len(proto.spec.features) == 3
+        assert len(proto.spec.entity_columns) == 1
+        assert proto.spec.labeler_field == "labeler"
+        assert (
+            proto.spec.conflict_policy == ConflictResolutionPolicyProto.LAST_WRITE_WINS
+        )
+        assert proto.spec.reference_feature_view == "interaction_history"
+        assert proto.spec.online is True
+        assert proto.spec.description == "Mutable reward labels"
+        assert dict(proto.spec.tags) == {"team": "safety"}
+        assert proto.spec.owner == "safety@example.com"
+
+    def test_from_proto_roundtrip(self):
+        lv = _sample_label_view()
+        proto = lv.to_proto()
+        lv2 = LabelView.from_proto(proto)
+
+        assert lv2.name == lv.name
+        assert lv2.entities == lv.entities
+        assert sorted(f.name for f in lv2.features) == sorted(
+            f.name for f in lv.features
+        )
+        assert sorted(f.name for f in lv2.entity_columns) == sorted(
+            f.name for f in lv.entity_columns
+        )
+        assert lv2.labeler_field == lv.labeler_field
+        assert lv2.conflict_policy == lv.conflict_policy
+        assert lv2.reference_feature_view == lv.reference_feature_view
+        assert lv2.ttl == lv.ttl
+        assert lv2.online == lv.online
+        assert lv2.description == lv.description
+        assert lv2.tags == lv.tags
+        assert lv2.owner == lv.owner
+
+    def test_all_conflict_policies_roundtrip(self):
+        entity = Entity(name="item", join_keys=["item_id"], value_type=ValueType.STRING)
+        for policy in ConflictPolicy:
+            lv = LabelView(
+                name=f"lv_{policy.name}",
+                entities=[entity],
+                schema=[
+                    Field(name="item_id", dtype=String),
+                    Field(name="label", dtype=String),
+                ],
+                conflict_policy=policy,
+            )
+            proto = lv.to_proto()
+            lv2 = LabelView.from_proto(proto)
+            assert lv2.conflict_policy == policy
+
+
+class TestLabelViewCopyAndEquality:
+    def test_copy(self):
+        lv = _sample_label_view()
+        lv_copy = lv.__copy__()
+        assert lv_copy == lv
+        assert lv_copy is not lv
+        assert lv_copy.features is not lv.features
+
+    def test_equality_detects_differences(self):
+        lv1 = _sample_label_view()
+        lv2 = _sample_label_view()
+        assert lv1 == lv2
+
+        lv2_mod = lv2.__copy__()
+        lv2_mod.labeler_field = "annotator"
+        assert lv1 != lv2_mod
+
+    def test_equality_type_check(self):
+        lv = _sample_label_view()
+        # Cross-type comparison returns False, not TypeError.
+        assert (lv == "not a label view") is False
+        assert (lv == 42) is False
+
+    def test_hash_by_name(self):
+        lv1 = _sample_label_view()
+        lv2 = _sample_label_view()
+        assert hash(lv1) == hash(lv2)
+
+
+class TestLabelViewValidation:
+    def test_ensure_valid_raises_on_empty_name(self):
+        entity = Entity(name="e", join_keys=["eid"], value_type=ValueType.STRING)
+        lv = LabelView(
+            name="",
+            entities=[entity],
+            schema=[Field(name="eid", dtype=String)],
+        )
+        with pytest.raises(ValueError, match="needs a name"):
+            lv.ensure_valid()
+
+    def test_ensure_valid_raises_on_no_entities(self):
+        lv = LabelView.__new__(LabelView)
+        lv.name = "test"
+        lv.entities = []
+        lv.features = []
+        lv.entity_columns = []
+        lv.tags = {}
+        with pytest.raises(ValueError, match="no entities"):
+            lv.ensure_valid()
+
+
+class TestLabelViewProtoClass:
+    def test_proto_class_property(self):
+        lv = _sample_label_view()
+        assert lv.proto_class == LabelViewProto
+
+
+class TestLabelViewInFeatureService:
+    def test_label_view_in_feature_service(self):
+        lv = _sample_label_view()
+        fs = FeatureService(
+            name="training_service",
+            features=[lv],
+        )
+        assert len(fs.feature_view_projections) == 1
+        assert fs.feature_view_projections[0].name == "interaction_labels"
+
+
+class TestLabelViewRegistryRoundtrip:
+    """Tests that LabelView can be applied/retrieved from the file-based registry proto."""
+
+    def test_registry_proto_roundtrip(self):
+        from feast.infra.registry.proto_registry_utils import (
+            get_label_view,
+            list_label_views,
+        )
+        from feast.protos.feast.core.Registry_pb2 import Registry as RegistryProto
+
+        lv = _sample_label_view()
+        proto = lv.to_proto()
+        proto.spec.project = "test_project"
+
+        registry = RegistryProto()
+        registry.label_views.append(proto)
+
+        # list
+        views = list_label_views(registry, "test_project", None)
+        assert len(views) == 1
+        assert views[0].name == "interaction_labels"
+        assert views[0].labeler_field == "labeler"
+        assert views[0].conflict_policy == ConflictPolicy.LAST_WRITE_WINS
+
+        # get
+        lv_got = get_label_view(registry, "interaction_labels", "test_project")
+        assert lv_got.name == "interaction_labels"
+
+    def test_registry_proto_get_not_found(self):
+        from feast.errors import FeatureViewNotFoundException
+        from feast.infra.registry.proto_registry_utils import get_label_view
+        from feast.protos.feast.core.Registry_pb2 import Registry as RegistryProto
+
+        registry = RegistryProto()
+        with pytest.raises(FeatureViewNotFoundException):
+            get_label_view(registry, "nonexistent", "test_project")
+
+    def test_list_all_feature_views_includes_label_views(self):
+        from feast.infra.registry.proto_registry_utils import list_all_feature_views
+        from feast.protos.feast.core.Registry_pb2 import Registry as RegistryProto
+
+        lv = _sample_label_view()
+        proto = lv.to_proto()
+        proto.spec.project = "test_project"
+
+        registry = RegistryProto()
+        registry.label_views.append(proto)
+
+        all_views = list_all_feature_views(registry, "test_project", None)
+        assert any(isinstance(v, LabelView) for v in all_views)
+
+    def test_get_any_feature_view_finds_label_view(self):
+        from feast.infra.registry.proto_registry_utils import get_any_feature_view
+        from feast.protos.feast.core.Registry_pb2 import Registry as RegistryProto
+
+        lv = _sample_label_view()
+        proto = lv.to_proto()
+        proto.spec.project = "test_project"
+
+        registry = RegistryProto()
+        registry.label_views.append(proto)
+
+        found = get_any_feature_view(registry, "interaction_labels", "test_project")
+        assert isinstance(found, LabelView)
+        assert found.name == "interaction_labels"
+
+    def test_repo_contents_includes_label_views(self):
+        from feast.repo_contents import RepoContents
+
+        lv = _sample_label_view()
+        rc = RepoContents(
+            projects=[],
+            data_sources=[],
+            feature_views=[],
+            on_demand_feature_views=[],
+            stream_feature_views=[],
+            label_views=[lv],
+            entities=[],
+            feature_services=[],
+            permissions=[],
+        )
+        reg_proto = rc.to_registry_proto()
+        assert len(reg_proto.label_views) == 1
+        assert reg_proto.label_views[0].spec.name == "interaction_labels"
+
+    def test_feast_object_type_label_view(self):
+        from feast.infra.registry.registry import FeastObjectType
+
+        assert FeastObjectType.LABEL_VIEW.value == "label view"
+
+
+class TestLabelViewBatchSourceProperty:
+    """Tests for the batch_source / stream_source compatibility properties."""
+
+    def test_batch_source_from_push_source(self):
+        lv = _sample_label_view()
+        assert lv.batch_source is not None
+        assert isinstance(lv.batch_source, FileSource)
+
+    def test_stream_source_from_push_source(self):
+        lv = _sample_label_view()
+        assert lv.stream_source is not None
+        assert isinstance(lv.stream_source, PushSource)
+
+    def test_batch_source_from_file_source(self):
+        entity = Entity(name="item", join_keys=["item_id"], value_type=ValueType.STRING)
+        fs = FileSource(path="data.parquet", timestamp_field="ts")
+        lv = LabelView(
+            name="file_labels",
+            entities=[entity],
+            schema=[
+                Field(name="item_id", dtype=String),
+                Field(name="label", dtype=String),
+            ],
+            source=fs,
+        )
+        assert lv.batch_source is fs
+        assert lv.stream_source is None
+
+    def test_batch_source_none_when_no_source(self):
+        entity = Entity(name="item", join_keys=["item_id"], value_type=ValueType.STRING)
+        lv = LabelView(
+            name="no_source_labels",
+            entities=[entity],
+            schema=[
+                Field(name="item_id", dtype=String),
+                Field(name="label", dtype=String),
+            ],
+        )
+        assert lv.batch_source is None
+        assert lv.stream_source is None
+
+
+class TestLabelViewFeatureStoreIntegration:
+    """Tests for FeatureStore integration without needing a real store."""
+
+    def test_label_view_in_feature_views_list_includes_type(self):
+        from feast.feature_view import FeatureView as FV
+        from feast.on_demand_feature_view import OnDemandFeatureView as ODFV
+
+        lv = _sample_label_view()
+        assert not isinstance(lv, FV)
+        assert not isinstance(lv, ODFV)
+
+    def test_validate_feature_views_catches_name_conflict(self):
+        from feast.feature_store import _validate_feature_views
+
+        entity = Entity(name="item", join_keys=["item_id"], value_type=ValueType.STRING)
+        lv1 = LabelView(
+            name="my_view",
+            entities=[entity],
+            schema=[
+                Field(name="item_id", dtype=String),
+                Field(name="label", dtype=String),
+            ],
+        )
+        lv2 = LabelView(
+            name="MY_VIEW",
+            entities=[entity],
+            schema=[
+                Field(name="item_id", dtype=String),
+                Field(name="label", dtype=String),
+            ],
+        )
+        from feast.errors import ConflictingFeatureViewNames
+
+        with pytest.raises(ConflictingFeatureViewNames):
+            _validate_feature_views([lv1, lv2])
+
+    def test_materialization_task_accepts_label_view(self):
+        from datetime import datetime
+
+        from feast.infra.common.materialization_job import MaterializationTask
+
+        lv = _sample_label_view()
+        task = MaterializationTask(
+            project="test",
+            feature_view=lv,
+            start_time=datetime(2025, 1, 1),
+            end_time=datetime(2025, 1, 2),
+        )
+        assert task.feature_view.name == "interaction_labels"
+
+
+class TestConflictPolicy:
+    def test_proto_roundtrip(self):
+        for policy in ConflictPolicy:
+            proto_val = policy.to_proto()
+            assert ConflictPolicy.from_proto(proto_val) == policy
+
+    def test_enum_values(self):
+        assert ConflictPolicy.LAST_WRITE_WINS.value == "last_write_wins"
+        assert ConflictPolicy.LABELER_PRIORITY.value == "labeler_priority"
+        assert ConflictPolicy.MAJORITY_VOTE.value == "majority_vote"
diff --git a/sdk/python/tests/unit/test_materialize_version_forwarding.py b/sdk/python/tests/unit/test_materialize_version_forwarding.py
new file mode 100644
index 00000000000..cd7f6b40d61
--- /dev/null
+++ b/sdk/python/tests/unit/test_materialize_version_forwarding.py
@@ -0,0 +1,199 @@
+# Copyright 2026 The Feast Authors
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     https://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+"""Server tests: version is forwarded on materialize sync and async paths."""
+
+from concurrent.futures import Future, ThreadPoolExecutor
+from inspect import signature
+from unittest.mock import AsyncMock, MagicMock, patch
+
+from fastapi.testclient import TestClient
+
+from feast.feature_server import _authorize_materialize_views, get_app
+from feast.feature_store import FeatureStore
+from feast.feature_view import FeatureViewState
+
+
+def _mock_store_for_materialize():
+    fs = MagicMock()
+    fs.project = "test_project"
+    fs.initialize = AsyncMock()
+    fs.close = AsyncMock()
+    fs._validate_materialize_version.return_value = "v2"
+    fv = MagicMock()
+    fv.name = "driver_hourly_stats"
+    fv.state = FeatureViewState.GENERATED
+    fs._get_feature_views_to_materialize.return_value = [fv]
+    fs.registry.get_feature_view.return_value = fv
+    fs.materialize = MagicMock()
+    fs.materialize_incremental = MagicMock()
+    return fs
+
+
+def _run_executor_inline(loop, executor, func, *args):
+    """Make asyncio run_in_executor execute synchronously for tests."""
+    fut: Future = Future()
+    try:
+        fut.set_result(func(*args) if args else func())
+    except Exception as exc:
+        fut.set_exception(exc)
+    return fut
+
+
+def test_run_async_defaults_to_false():
+    for method_name in (
+        "materialize",
+        "materialize_incremental",
+        "_delegate_remote_materialize",
+    ):
+        param = signature(getattr(FeatureStore, method_name)).parameters["run_async"]
+        assert param.default is False, (
+            f"{method_name}.run_async default should be False"
+        )
+
+
+@patch("feast.feature_server.assert_permissions")
+def test_authorize_materialize_views_forwards_version(_mock_perms):
+    fs = _mock_store_for_materialize()
+    names = _authorize_materialize_views(fs, ["driver_hourly_stats"], version="v2")
+    assert names == ["driver_hourly_stats"]
+    fs._validate_materialize_version.assert_called_once_with(
+        "v2", ["driver_hourly_stats"]
+    )
+    fs._get_feature_views_to_materialize.assert_called_once_with(
+        ["driver_hourly_stats"], version="v2"
+    )
+
+
+@patch("feast.feature_server.assert_permissions")
+def test_materialize_sync_forwards_version(_mock_perms):
+    fs = _mock_store_for_materialize()
+    client = TestClient(get_app(fs))
+
+    response = client.post(
+        "/materialize",
+        json={
+            "start_ts": "2021-01-01T00:00:00",
+            "end_ts": "2021-01-02T00:00:00",
+            "feature_views": ["driver_hourly_stats"],
+            "version": "v2",
+        },
+    )
+
+    assert response.status_code == 200
+    fs._validate_materialize_version.assert_called_with("v2", ["driver_hourly_stats"])
+    fs.materialize.assert_called_once()
+    _, kwargs = fs.materialize.call_args
+    assert kwargs.get("version") == "v2"
+    assert fs.materialize.call_args.args[2] == ["driver_hourly_stats"]
+
+
+@patch("feast.feature_server.assert_permissions")
+def test_materialize_incremental_sync_forwards_version(_mock_perms):
+    fs = _mock_store_for_materialize()
+    client = TestClient(get_app(fs))
+
+    response = client.post(
+        "/materialize-incremental",
+        json={
+            "end_ts": "2021-01-02T00:00:00",
+            "feature_views": ["driver_hourly_stats"],
+            "version": "v2",
+        },
+    )
+
+    assert response.status_code == 200
+    fs._validate_materialize_version.assert_called_with("v2", ["driver_hourly_stats"])
+    fs.materialize_incremental.assert_called_once()
+    _, kwargs = fs.materialize_incremental.call_args
+    assert kwargs.get("version") == "v2"
+    assert fs.materialize_incremental.call_args.args[1] == ["driver_hourly_stats"]
+
+
+@patch("feast.feature_server.assert_permissions")
+def test_materialize_async_uses_dedicated_executor(_mock_perms):
+    """Async materialize must not use the shared default pool (executor=None)."""
+    fs = _mock_store_for_materialize()
+    seen: dict = {}
+
+    def capture_executor(loop, executor, func, *args):
+        seen["executor"] = executor
+        return _run_executor_inline(loop, executor, func, *args)
+
+    with patch(
+        "asyncio.BaseEventLoop.run_in_executor",
+        new=capture_executor,
+    ):
+        client = TestClient(get_app(fs))
+        response = client.post(
+            "/materialize?async=true",
+            json={
+                "start_ts": "2021-01-01T00:00:00",
+                "end_ts": "2021-01-02T00:00:00",
+                "feature_views": ["driver_hourly_stats"],
+            },
+        )
+
+    assert response.status_code == 202
+    assert seen.get("executor") is not None
+    assert isinstance(seen["executor"], ThreadPoolExecutor)
+    assert "feast-materialize" in seen["executor"]._thread_name_prefix
+
+
+@patch(
+    "asyncio.BaseEventLoop.run_in_executor",
+    new=_run_executor_inline,
+)
+@patch("feast.feature_server.assert_permissions")
+def test_materialize_async_forwards_version(_mock_perms):
+    fs = _mock_store_for_materialize()
+    client = TestClient(get_app(fs))
+
+    response = client.post(
+        "/materialize?async=true",
+        json={
+            "start_ts": "2021-01-01T00:00:00",
+            "end_ts": "2021-01-02T00:00:00",
+            "feature_views": ["driver_hourly_stats"],
+            "version": "v2",
+        },
+    )
+
+    assert response.status_code == 202
+    fs.materialize.assert_called_once()
+    _, kwargs = fs.materialize.call_args
+    assert kwargs.get("version") == "v2"
+
+
+@patch(
+    "asyncio.BaseEventLoop.run_in_executor",
+    new=_run_executor_inline,
+)
+@patch("feast.feature_server.assert_permissions")
+def test_materialize_incremental_async_forwards_version(_mock_perms):
+    fs = _mock_store_for_materialize()
+    client = TestClient(get_app(fs))
+
+    response = client.post(
+        "/materialize-incremental?async=true",
+        json={
+            "end_ts": "2021-01-02T00:00:00",
+            "feature_views": ["driver_hourly_stats"],
+            "version": "v2",
+        },
+    )
+
+    assert response.status_code == 202
+    fs.materialize_incremental.assert_called_once()
+    _, kwargs = fs.materialize_incremental.call_args
+    assert kwargs.get("version") == "v2"
diff --git a/sdk/python/tests/unit/test_metrics.py b/sdk/python/tests/unit/test_metrics.py
index bffde73dd91..a3a65ebe782 100644
--- a/sdk/python/tests/unit/test_metrics.py
+++ b/sdk/python/tests/unit/test_metrics.py
@@ -18,9 +18,14 @@
 import pytest
 
 from feast.metrics import (
+    emit_offline_audit_log,
+    emit_online_audit_log,
     feature_freshness_seconds,
     materialization_duration_seconds,
     materialization_result_total,
+    offline_store_request_latency_seconds,
+    offline_store_request_total,
+    offline_store_row_count,
     online_features_entity_count,
     online_features_request_count,
     online_features_status_total,
@@ -42,13 +47,11 @@
 )
 
 
-@pytest.fixture(autouse=True)
-def _enable_metrics():
-    """Enable all metric categories for each test, then restore."""
+def _all_enabled_flags():
+    """Return a _MetricsFlags with every category enabled."""
     import feast.metrics as m
 
-    original = m._config
-    m._config = m._MetricsFlags(
+    return m._MetricsFlags(
         enabled=True,
         resource=True,
         request=True,
@@ -56,7 +59,18 @@ def _enable_metrics():
         push=True,
         materialization=True,
         freshness=True,
+        offline_features=True,
+        audit_logging=True,
     )
+
+
+@pytest.fixture(autouse=True)
+def _enable_metrics():
+    """Enable all metric categories for each test, then restore."""
+    import feast.metrics as m
+
+    original = m._config
+    m._config = _all_enabled_flags()
     yield
     m._config = original
 
@@ -330,6 +344,51 @@ def test_only_resource_enabled(self):
         )
 
 
+class TestInitWorkerFreshnessMonitoring:
+    """init_worker_freshness_monitoring mirrors init_worker_monitoring's gating."""
+
+    def test_starts_daemon_thread_when_freshness_enabled(self):
+        import feast.metrics as m
+
+        m._config = m._MetricsFlags(
+            enabled=True,
+            resource=False,
+            request=False,
+            online_features=False,
+            push=False,
+            materialization=False,
+            freshness=True,
+        )
+        mock_store = MagicMock()
+
+        with patch("feast.metrics.threading.Thread") as mock_thread_cls:
+            m.init_worker_freshness_monitoring(mock_store)
+
+        mock_thread_cls.assert_called_once_with(
+            target=m.monitor_freshness, args=(mock_store, 30), daemon=True
+        )
+        mock_thread_cls.return_value.start.assert_called_once()
+
+    def test_does_not_start_thread_when_freshness_disabled(self):
+        import feast.metrics as m
+
+        m._config = m._MetricsFlags(
+            enabled=True,
+            resource=False,
+            request=False,
+            online_features=False,
+            push=False,
+            materialization=False,
+            freshness=False,
+        )
+        mock_store = MagicMock()
+
+        with patch("feast.metrics.threading.Thread") as mock_thread_cls:
+            m.init_worker_freshness_monitoring(mock_store)
+
+        mock_thread_cls.assert_not_called()
+
+
 class TestMetricsYamlConfig:
     """Verify metrics config in feature_store.yaml is respected.
 
@@ -424,6 +483,21 @@ def test_metrics_not_started_when_config_is_none(self):
         mock_fm = self._call_start_server(mock_store, cli_metrics=False)
         mock_fm.start_metrics_server.assert_not_called()
 
+    def test_freshness_monitoring_deferred_same_as_resource_monitoring(self):
+        """start_freshness_monitoring must mirror start_resource_monitoring exactly."""
+        from types import SimpleNamespace
+
+        mock_store = MagicMock()
+        mock_store.config = SimpleNamespace(
+            feature_server=SimpleNamespace(metrics=SimpleNamespace(enabled=True)),
+        )
+
+        mock_fm = self._call_start_server(mock_store, cli_metrics=False)
+        _, kwargs = mock_fm.start_metrics_server.call_args
+        assert (
+            kwargs["start_resource_monitoring"] == kwargs["start_freshness_monitoring"]
+        )
+
 
 class TestTrackOnlineFeaturesEntities:
     def test_increments_request_count(self):
@@ -1081,3 +1155,653 @@ def test_separate_from_read_transform_metric(self):
 
         assert abs(read_delta - 0.01) < 0.001
         assert abs(write_delta - 0.05) < 0.001
+
+
+class TestOfflineStoreMetrics:
+    """Tests for the offline store Prometheus metrics (RED pattern)."""
+
+    def test_request_total_increments_on_success(self):
+        before = offline_store_request_total.labels(
+            method="to_arrow", status="success"
+        )._value.get()
+
+        offline_store_request_total.labels(method="to_arrow", status="success").inc()
+
+        assert (
+            offline_store_request_total.labels(
+                method="to_arrow", status="success"
+            )._value.get()
+            == before + 1
+        )
+
+    def test_request_total_increments_on_error(self):
+        before = offline_store_request_total.labels(
+            method="to_arrow", status="error"
+        )._value.get()
+
+        offline_store_request_total.labels(method="to_arrow", status="error").inc()
+
+        assert (
+            offline_store_request_total.labels(
+                method="to_arrow", status="error"
+            )._value.get()
+            == before + 1
+        )
+
+    def test_latency_histogram_records(self):
+        before_sum = offline_store_request_latency_seconds.labels(
+            method="to_arrow"
+        )._sum.get()
+
+        offline_store_request_latency_seconds.labels(method="to_arrow").observe(2.5)
+
+        after_sum = offline_store_request_latency_seconds.labels(
+            method="to_arrow"
+        )._sum.get()
+        assert pytest.approx(after_sum - before_sum, abs=0.01) == 2.5
+
+    def test_row_count_histogram_records(self):
+        before_sum = offline_store_row_count.labels(method="to_arrow")._sum.get()
+
+        offline_store_row_count.labels(method="to_arrow").observe(1000)
+
+        after_sum = offline_store_row_count.labels(method="to_arrow")._sum.get()
+        assert pytest.approx(after_sum - before_sum, abs=1) == 1000
+
+    def test_different_methods_tracked_independently(self):
+        before_a = offline_store_request_total.labels(
+            method="to_arrow", status="success"
+        )._value.get()
+        before_b = offline_store_request_total.labels(
+            method="other", status="success"
+        )._value.get()
+
+        offline_store_request_total.labels(method="to_arrow", status="success").inc()
+
+        assert (
+            offline_store_request_total.labels(
+                method="to_arrow", status="success"
+            )._value.get()
+            == before_a + 1
+        )
+        assert (
+            offline_store_request_total.labels(
+                method="other", status="success"
+            )._value.get()
+            == before_b
+        )
+
+
+class TestEmitAuditLogs:
+    """Tests for structured JSON audit log emission."""
+
+    def test_emit_online_audit_log_writes_json(self):
+        import json
+        import logging
+
+        _audit_logger = logging.getLogger("feast.audit")
+        with patch.object(_audit_logger, "info") as mock_info:
+            emit_online_audit_log(
+                requestor_id="user@example.com",
+                entity_keys=["driver_id", "customer_id"],
+                entity_count=10,
+                feature_views=["driver_fv", "order_fv"],
+                feature_count=5,
+                status="success",
+                latency_ms=42.0,
+            )
+
+            mock_info.assert_called_once()
+            logged_json = mock_info.call_args[0][0]
+            record = json.loads(logged_json)
+
+        assert record["event"] == "online_feature_request"
+        assert record["requestor_id"] == "user@example.com"
+        assert record["entity_keys"] == ["driver_id", "customer_id"]
+        assert record["entity_count"] == 10
+        assert record["feature_views"] == ["driver_fv", "order_fv"]
+        assert record["feature_count"] == 5
+        assert record["status"] == "success"
+        assert record["latency_ms"] == pytest.approx(42.0)
+        assert "timestamp" in record
+
+    def test_emit_online_audit_log_noop_when_disabled(self):
+        import logging
+
+        import feast.metrics as m
+
+        m._config = m._MetricsFlags(enabled=True, audit_logging=False)
+        _audit_logger = logging.getLogger("feast.audit")
+        with patch.object(_audit_logger, "info") as mock_info:
+            emit_online_audit_log(
+                requestor_id="user@example.com",
+                entity_keys=["driver_id"],
+                entity_count=1,
+                feature_views=["driver_fv"],
+                feature_count=1,
+                status="success",
+                latency_ms=10.0,
+            )
+            mock_info.assert_not_called()
+
+    def test_emit_offline_audit_log_writes_json(self):
+        import json
+        import logging
+
+        _audit_logger = logging.getLogger("feast.audit")
+        with patch.object(_audit_logger, "info") as mock_info:
+            emit_offline_audit_log(
+                method="to_arrow",
+                feature_views=["driver_fv"],
+                feature_count=3,
+                row_count=500,
+                status="success",
+                start_time="2026-04-27T12:00:00+00:00",
+                end_time="2026-04-27T12:00:01+00:00",
+                duration_ms=1230.0,
+            )
+
+            mock_info.assert_called_once()
+            logged_json = mock_info.call_args[0][0]
+            record = json.loads(logged_json)
+
+        assert record["event"] == "offline_feature_retrieval"
+        assert "timestamp" in record
+        assert record["method"] == "to_arrow"
+        assert record["feature_views"] == ["driver_fv"]
+        assert record["feature_count"] == 3
+        assert record["row_count"] == 500
+        assert record["status"] == "success"
+        assert record["duration_ms"] == pytest.approx(1230.0)
+        assert record["start_time"] == "2026-04-27T12:00:00+00:00"
+        assert record["end_time"] == "2026-04-27T12:00:01+00:00"
+
+    def test_emit_offline_audit_log_noop_when_disabled(self):
+        import logging
+
+        import feast.metrics as m
+
+        m._config = m._MetricsFlags(enabled=True, audit_logging=False)
+        _audit_logger = logging.getLogger("feast.audit")
+        with patch.object(_audit_logger, "info") as mock_info:
+            emit_offline_audit_log(
+                method="to_arrow",
+                feature_views=["fv"],
+                feature_count=1,
+                row_count=10,
+                status="success",
+                start_time="t0",
+                end_time="t1",
+                duration_ms=500.0,
+            )
+            mock_info.assert_not_called()
+
+    def test_emit_online_audit_log_with_error_status(self):
+        import json
+        import logging
+
+        _audit_logger = logging.getLogger("feast.audit")
+        with patch.object(_audit_logger, "info") as mock_info:
+            emit_online_audit_log(
+                requestor_id="unknown",
+                entity_keys=[],
+                entity_count=0,
+                feature_views=[],
+                feature_count=0,
+                status="error",
+                latency_ms=1.0,
+            )
+
+            record = json.loads(mock_info.call_args[0][0])
+            assert record["status"] == "error"
+
+
+class TestBuildMetricsFlagsOfflineAndAudit:
+    """Tests for the new offline_features and audit_logging flags."""
+
+    def test_no_config_defaults_for_new_flags(self):
+        from feast.metrics import build_metrics_flags
+
+        flags = build_metrics_flags(None)
+        assert flags.offline_features is True
+        assert flags.audit_logging is False
+
+    def test_explicit_enable(self):
+        from types import SimpleNamespace
+
+        from feast.metrics import build_metrics_flags
+
+        mc = SimpleNamespace(
+            enabled=True,
+            resource=True,
+            request=True,
+            online_features=True,
+            push=True,
+            materialization=True,
+            freshness=True,
+            offline_features=True,
+            audit_logging=True,
+        )
+        flags = build_metrics_flags(mc)
+        assert flags.offline_features is True
+        assert flags.audit_logging is True
+
+    def test_explicit_disable(self):
+        from types import SimpleNamespace
+
+        from feast.metrics import build_metrics_flags
+
+        mc = SimpleNamespace(
+            enabled=True,
+            resource=True,
+            request=True,
+            online_features=True,
+            push=True,
+            materialization=True,
+            freshness=True,
+            offline_features=False,
+            audit_logging=False,
+        )
+        flags = build_metrics_flags(mc)
+        assert flags.offline_features is False
+        assert flags.audit_logging is False
+
+    def test_missing_new_attrs_fall_back_to_defaults(self):
+        from types import SimpleNamespace
+
+        from feast.metrics import build_metrics_flags
+
+        mc = SimpleNamespace(
+            enabled=True,
+            resource=True,
+            request=True,
+            online_features=True,
+            push=True,
+            materialization=True,
+            freshness=True,
+        )
+        flags = build_metrics_flags(mc)
+        assert flags.offline_features is True
+        assert flags.audit_logging is False
+
+
+class TestExtractRetrievalMetadata:
+    """Tests for _extract_retrieval_metadata helper."""
+
+    def test_extracts_feature_views_and_count(self):
+        from feast.infra.offline_stores.offline_store import (
+            RetrievalMetadata,
+            _extract_retrieval_metadata,
+        )
+
+        job = MagicMock()
+        job.metadata = RetrievalMetadata(
+            features=[
+                "driver_fv:conv_rate",
+                "driver_fv:acc_rate",
+                "vehicle_fv:mileage",
+            ],
+            keys=["driver_id"],
+        )
+
+        fv_names, feat_count = _extract_retrieval_metadata(job)
+        assert feat_count == 3
+        assert set(fv_names) == {"driver_fv", "vehicle_fv"}
+
+    def test_returns_empty_when_no_metadata(self):
+        from feast.infra.offline_stores.offline_store import (
+            _extract_retrieval_metadata,
+        )
+
+        job = MagicMock()
+        job.metadata = None
+
+        fv_names, feat_count = _extract_retrieval_metadata(job)
+        assert fv_names == []
+        assert feat_count == 0
+
+    def test_handles_not_implemented_metadata(self):
+        from feast.infra.offline_stores.offline_store import (
+            _extract_retrieval_metadata,
+        )
+
+        job = MagicMock()
+        type(job).metadata = property(
+            lambda self: (_ for _ in ()).throw(NotImplementedError())
+        )
+
+        fv_names, feat_count = _extract_retrieval_metadata(job)
+        assert fv_names == []
+        assert feat_count == 0
+
+
+class TestRetrievalJobToArrowInstrumentation:
+    """Tests for the metrics/audit instrumentation in RetrievalJob.to_arrow()."""
+
+    def _make_job(
+        self, table, on_demand_fvs=None, metadata=None, raise_on_internal=None
+    ):
+        """Create a concrete RetrievalJob subclass for testing."""
+        from feast.infra.offline_stores.offline_store import RetrievalJob
+
+        class _TestJob(RetrievalJob):
+            def __init__(self):
+                self._table = table
+                self._odfvs = on_demand_fvs or []
+                self._metadata = metadata
+                self._raise = raise_on_internal
+
+            def _to_arrow_internal(self, timeout=None):
+                if self._raise:
+                    raise self._raise
+                return self._table
+
+            @property
+            def full_feature_names(self):
+                return False
+
+            @property
+            def on_demand_feature_views(self):
+                return self._odfvs
+
+            @property
+            def metadata(self):
+                return self._metadata
+
+        return _TestJob()
+
+    def test_success_increments_counter_and_records_latency(self):
+        import pyarrow as pa
+
+        table = pa.table({"col": [1, 2, 3]})
+        job = self._make_job(table)
+
+        before_count = offline_store_request_total.labels(
+            method="to_arrow", status="success"
+        )._value.get()
+        before_latency = offline_store_request_latency_seconds.labels(
+            method="to_arrow"
+        )._sum.get()
+
+        result = job.to_arrow()
+
+        assert result.num_rows == 3
+        assert (
+            offline_store_request_total.labels(
+                method="to_arrow", status="success"
+            )._value.get()
+            == before_count + 1
+        )
+        assert (
+            offline_store_request_latency_seconds.labels(method="to_arrow")._sum.get()
+            > before_latency
+        )
+
+    def test_error_increments_error_counter(self):
+        job = self._make_job(None, raise_on_internal=RuntimeError("query failed"))
+
+        before_error = offline_store_request_total.labels(
+            method="to_arrow", status="error"
+        )._value.get()
+
+        with pytest.raises(RuntimeError, match="query failed"):
+            job.to_arrow()
+
+        assert (
+            offline_store_request_total.labels(
+                method="to_arrow", status="error"
+            )._value.get()
+            == before_error + 1
+        )
+
+    def test_row_count_recorded_on_success(self):
+        import pyarrow as pa
+
+        table = pa.table({"a": list(range(500))})
+        job = self._make_job(table)
+
+        before_sum = offline_store_row_count.labels(method="to_arrow")._sum.get()
+
+        job.to_arrow()
+
+        assert (
+            offline_store_row_count.labels(method="to_arrow")._sum.get()
+            >= before_sum + 500
+        )
+
+    def test_row_count_recorded_when_zero(self):
+        """Zero-row result must still record an observation so operators can
+        distinguish 'metric not emitted' from 'query returned 0 rows'."""
+        import pyarrow as pa
+
+        table = pa.table({"a": pa.array([], type=pa.int64())})
+        job = self._make_job(table)
+
+        hist = offline_store_row_count.labels(method="to_arrow")
+        before_bucket = hist._buckets[0].get()
+        before_sum = hist._sum.get()
+        before_count = offline_store_request_total.labels(
+            method="to_arrow", status="success"
+        )._value.get()
+
+        job.to_arrow()
+
+        assert hist._buckets[0].get() == before_bucket + 1
+        assert hist._sum.get() == before_sum  # 0 rows adds 0 to sum
+        assert (
+            offline_store_request_total.labels(
+                method="to_arrow", status="success"
+            )._value.get()
+            == before_count + 1
+        )
+
+    def test_metrics_skipped_when_offline_features_disabled(self):
+        import pyarrow as pa
+
+        import feast.metrics as m
+
+        m._config = m._MetricsFlags(
+            enabled=True, offline_features=False, audit_logging=False
+        )
+
+        table = pa.table({"col": [1, 2]})
+        job = self._make_job(table)
+
+        before_count = offline_store_request_total.labels(
+            method="to_arrow", status="success"
+        )._value.get()
+
+        job.to_arrow()
+
+        assert (
+            offline_store_request_total.labels(
+                method="to_arrow", status="success"
+            )._value.get()
+            == before_count
+        )
+
+    def test_audit_log_emitted_on_success(self):
+        import pyarrow as pa
+
+        from feast.infra.offline_stores.offline_store import RetrievalMetadata
+
+        meta = RetrievalMetadata(
+            features=["driver_fv:conv_rate", "driver_fv:acc_rate"],
+            keys=["driver_id"],
+        )
+        table = pa.table({"col": [1, 2, 3]})
+        job = self._make_job(table, metadata=meta)
+
+        with patch("feast.metrics.emit_offline_audit_log") as mock_audit:
+            job.to_arrow()
+
+            mock_audit.assert_called_once()
+            call_kwargs = mock_audit.call_args[1]
+            assert call_kwargs["method"] == "to_arrow"
+            assert call_kwargs["status"] == "success"
+            assert call_kwargs["row_count"] == 3
+            assert call_kwargs["feature_count"] == 2
+            assert set(call_kwargs["feature_views"]) == {"driver_fv"}
+
+    def test_audit_log_skipped_when_disabled(self):
+        import pyarrow as pa
+
+        import feast.metrics as m
+
+        m._config = m._MetricsFlags(
+            enabled=True, offline_features=True, audit_logging=False
+        )
+
+        table = pa.table({"col": [1]})
+        job = self._make_job(table)
+
+        with patch("feast.metrics.emit_offline_audit_log") as mock_audit:
+            job.to_arrow()
+            mock_audit.assert_not_called()
+
+    def test_instrumentation_failure_does_not_mask_query_error(self):
+        """If metrics code itself throws, the original query error still propagates."""
+        import pyarrow as pa
+
+        table = pa.table({"col": [1]})
+        job = self._make_job(table)
+
+        with patch(
+            "feast.metrics._config",
+            new_callable=lambda: property(
+                lambda self: (_ for _ in ()).throw(RuntimeError("metrics broken"))
+            ),
+        ):
+            result = job.to_arrow()
+            assert result.num_rows == 1
+
+
+class TestParseFeatureInfo:
+    """Tests for _parse_feature_info in feature_server."""
+
+    def test_feature_ref_list(self):
+        from feast.feature_server import _parse_feature_info
+
+        refs = ["driver_fv:conv_rate", "driver_fv:acc_rate", "vehicle_fv:mileage"]
+        fv_names, feat_count = _parse_feature_info(refs)
+        assert feat_count == 3
+        assert set(fv_names) == {"driver_fv", "vehicle_fv"}
+
+    def test_empty_list(self):
+        from feast.feature_server import _parse_feature_info
+
+        fv_names, feat_count = _parse_feature_info([])
+        assert fv_names == []
+        assert feat_count == 0
+
+    def test_feature_service(self):
+        from feast.feature_server import _parse_feature_info
+
+        proj1 = MagicMock()
+        proj1.name = "driver_fv"
+        proj1.features = [MagicMock(), MagicMock()]
+        proj2 = MagicMock()
+        proj2.name = "order_fv"
+        proj2.features = [MagicMock()]
+
+        fs_svc = MagicMock()
+        fs_svc.feature_view_projections = [proj1, proj2]
+
+        from feast.feature_service import FeatureService
+
+        fs_svc.__class__ = FeatureService
+
+        fv_names, feat_count = _parse_feature_info(fs_svc)
+        assert feat_count == 3
+        assert fv_names == ["driver_fv", "order_fv"]
+
+    def test_strips_version_suffix(self):
+        from feast.feature_server import _parse_feature_info
+
+        refs = ["driver_fv@v2:conv_rate"]
+        fv_names, feat_count = _parse_feature_info(refs)
+        assert feat_count == 1
+        assert fv_names == ["driver_fv"]
+
+
+class TestEmitOnlineAudit:
+    """Tests for the _emit_online_audit helper in feature_server."""
+
+    def test_emits_audit_log_with_anonymous_user(self):
+        from feast.feature_server import GetOnlineFeaturesRequest, _emit_online_audit
+
+        request = GetOnlineFeaturesRequest(
+            entities={"driver_id": [1, 2]},
+            features=["driver_fv:conv_rate"],
+        )
+
+        with (
+            patch("feast.feature_server.feast_metrics") as mock_metrics,
+            patch(
+                "feast.permissions.security_manager.get_security_manager",
+                return_value=None,
+            ),
+        ):
+            _emit_online_audit(
+                request=request,
+                features=request.features,
+                entity_count=2,
+                status="success",
+                latency_ms=15.0,
+            )
+
+            mock_metrics.emit_online_audit_log.assert_called_once()
+            kwargs = mock_metrics.emit_online_audit_log.call_args[1]
+            assert kwargs["requestor_id"] == "anonymous"
+            assert kwargs["entity_keys"] == ["driver_id"]
+            assert kwargs["entity_count"] == 2
+            assert kwargs["status"] == "success"
+
+    def test_emits_audit_log_with_authenticated_user(self):
+        from feast.feature_server import GetOnlineFeaturesRequest, _emit_online_audit
+
+        request = GetOnlineFeaturesRequest(
+            entities={"driver_id": [1]},
+            features=["driver_fv:conv_rate"],
+        )
+
+        mock_sm = MagicMock()
+        mock_sm.current_user.username = "jdoe"
+
+        with (
+            patch("feast.feature_server.feast_metrics") as mock_metrics,
+            patch(
+                "feast.permissions.security_manager.get_security_manager",
+                return_value=mock_sm,
+            ),
+        ):
+            _emit_online_audit(
+                request=request,
+                features=request.features,
+                entity_count=1,
+                status="success",
+                latency_ms=10.0,
+            )
+
+            kwargs = mock_metrics.emit_online_audit_log.call_args[1]
+            assert kwargs["requestor_id"] == "jdoe"
+
+    def test_does_not_raise_on_failure(self):
+        from feast.feature_server import GetOnlineFeaturesRequest, _emit_online_audit
+
+        request = GetOnlineFeaturesRequest(
+            entities={"driver_id": [1]},
+            features=["driver_fv:conv_rate"],
+        )
+
+        with patch(
+            "feast.permissions.security_manager.get_security_manager",
+            side_effect=RuntimeError("auth broken"),
+        ):
+            _emit_online_audit(
+                request=request,
+                features=request.features,
+                entity_count=1,
+                status="error",
+                latency_ms=5.0,
+            )
diff --git a/sdk/python/tests/unit/test_offline_server.py b/sdk/python/tests/unit/test_offline_server.py
index efa2aaa6af4..fa1bf85e97e 100644
--- a/sdk/python/tests/unit/test_offline_server.py
+++ b/sdk/python/tests/unit/test_offline_server.py
@@ -1,352 +1,21 @@
 import os
-import tempfile
-from datetime import datetime, timedelta
-from unittest.mock import MagicMock, patch
+import subprocess
+import sys
+import textwrap
+from unittest.mock import MagicMock, mock_open, patch
 
 import assertpy
-import pandas as pd
-import pyarrow as pa
-import pyarrow.flight as flight
-import pytest
-
-from feast import FeatureStore, FeatureView, FileSource
-from feast.errors import FeatureViewNotFoundException
-from feast.feature_logging import FeatureServiceLoggingSource
+
 from feast.infra.offline_stores.remote import (
     RemoteOfflineStore,
     RemoteOfflineStoreConfig,
     _create_retrieval_metadata,
 )
-from feast.offline_server import OfflineServer, _init_auth_manager
-from feast.repo_config import RepoConfig
-from feast.torch_wrapper import get_torch
-from tests.utils.cli_repo_creator import CliRunner
-
-PROJECT_NAME = "test_remote_offline"
-
-
-@pytest.fixture
-def empty_offline_server(environment):
-    store = environment.feature_store
-
-    location = "grpc+tcp://localhost:0"
-    _init_auth_manager(store=store)
-    return OfflineServer(store=store, location=location)
-
-
-@pytest.fixture
-def arrow_client(empty_offline_server):
-    return flight.FlightClient(f"grpc://localhost:{empty_offline_server.port}")
-
-
-def test_offline_server_is_alive(environment, empty_offline_server, arrow_client):
-    server = empty_offline_server
-    client = arrow_client
-
-    assertpy.assert_that(server).is_not_none
-    assertpy.assert_that(server.port).is_not_equal_to(0)
-
-    actions = list(client.list_actions())
-    flights = list(client.list_flights())
-
-    assertpy.assert_that(actions).is_equal_to(
-        [
-            (
-                "offline_write_batch",
-                "Writes the specified arrow table to the data source underlying the specified feature view.",
-            ),
-            (
-                "write_logged_features",
-                "Writes logged features to a specified destination in the offline store.",
-            ),
-            (
-                "persist",
-                "Synchronously executes the underlying query and persists the result in the same offline store at the "
-                "specified destination.",
-            ),
-        ]
-    )
-    assertpy.assert_that(flights).is_empty()
-
-
-def default_store(temp_dir):
-    runner = CliRunner()
-    result = runner.run(["init", PROJECT_NAME], cwd=temp_dir)
-    repo_path = os.path.join(temp_dir, PROJECT_NAME, "feature_repo")
-    assert result.returncode == 0
-
-    result = runner.run(["--chdir", repo_path, "apply"], cwd=temp_dir)
-    assert result.returncode == 0
-
-    fs = FeatureStore(repo_path=repo_path)
-    return fs
-
-
-def remote_feature_store(offline_server):
-    offline_config = RemoteOfflineStoreConfig(
-        type="remote", host="0.0.0.0", port=offline_server.port
-    )
-
-    registry_path = os.path.join(
-        str(offline_server.store.repo_path),
-        offline_server.store.config.registry.path,
-    )
-    store = FeatureStore(
-        config=RepoConfig(
-            project=PROJECT_NAME,
-            registry=registry_path,
-            provider="local",
-            offline_store=offline_config,
-            entity_key_serialization_version=3,
-            # repo_config =
-        )
-    )
-    return store
-
-
-def test_remote_offline_store_apis():
-    with tempfile.TemporaryDirectory() as temp_dir:
-        store = default_store(str(temp_dir))
-        location = "grpc+tcp://localhost:0"
-
-        _init_auth_manager(store=store)
-        server = OfflineServer(store=store, location=location)
-
-        assertpy.assert_that(server).is_not_none
-        assertpy.assert_that(server.port).is_not_equal_to(0)
-
-        fs = remote_feature_store(server)
-
-        _test_get_historical_features_returns_data(fs)
-        _test_get_historical_features_to_tensor(fs)
-        _test_get_historical_features_returns_nan(fs)
-        _test_get_historical_features_to_tensor_with_nan(fs)
-        _test_offline_write_batch(str(temp_dir), fs)
-        _test_write_logged_features(str(temp_dir), fs)
-        _test_pull_latest_from_table_or_query(str(temp_dir), fs)
-        _test_pull_all_from_table_or_query(str(temp_dir), fs)
-
-
-def test_remote_offline_store_exception_handling():
-    with tempfile.TemporaryDirectory() as temp_dir:
-        store = default_store(str(temp_dir))
-        location = "grpc+tcp://localhost:0"
-
-        _init_auth_manager(store=store)
-        server = OfflineServer(store=store, location=location)
-
-        assertpy.assert_that(server).is_not_none
-        assertpy.assert_that(server.port).is_not_equal_to(0)
-
-        fs = remote_feature_store(server)
-        data_file = os.path.join(
-            temp_dir, fs.project, "feature_repo/data/driver_stats.parquet"
-        )
-        data_df = pd.read_parquet(data_file)
-
-        with pytest.raises(
-            FeatureViewNotFoundException,
-            match="Feature view test does not exist in project test_remote_offline",
-        ):
-            RemoteOfflineStore.offline_write_batch(
-                fs.config,
-                FeatureView(name="test", source=FileSource(path="test")),
-                pa.Table.from_pandas(data_df),
-                progress=None,
-            )
-
-
-def _test_get_historical_features_returns_data(fs: FeatureStore):
-    entity_df = pd.DataFrame.from_dict(
-        {
-            "driver_id": [1001, 1002, 1003],
-            "event_timestamp": [
-                datetime(2021, 4, 12, 10, 59, 42),
-                datetime(2021, 4, 12, 8, 12, 10),
-                datetime(2021, 4, 12, 16, 40, 26),
-            ],
-            "label_driver_reported_satisfaction": [1, 5, 3],
-            "val_to_add": [1, 2, 3],
-            "val_to_add_2": [10, 20, 30],
-        }
-    )
-
-    features = [
-        "driver_hourly_stats:conv_rate",
-        "driver_hourly_stats:acc_rate",
-        "driver_hourly_stats:avg_daily_trips",
-        "transformed_conv_rate:conv_rate_plus_val1",
-        "transformed_conv_rate:conv_rate_plus_val2",
-    ]
-
-    training_df = fs.get_historical_features(entity_df, features).to_df()
-
-    assertpy.assert_that(training_df).is_not_none()
-    assertpy.assert_that(len(training_df)).is_equal_to(3)
-
-    for index, driver_id in enumerate(entity_df["driver_id"]):
-        assertpy.assert_that(training_df["driver_id"][index]).is_equal_to(driver_id)
-        for feature in features:
-            column_id = feature.split(":")[1]
-            value = training_df[column_id][index]
-            assertpy.assert_that(value).is_not_nan()
-
-
-def _test_get_historical_features_to_tensor(fs: FeatureStore):
-    entity_df = pd.DataFrame.from_dict(
-        {
-            "driver_id": [1001, 1002, 1003],
-            "event_timestamp": [
-                datetime(2021, 4, 12, 10, 59, 42),
-                datetime(2021, 4, 12, 8, 12, 10),
-                datetime(2021, 4, 12, 16, 40, 26),
-            ],
-            "label_driver_reported_satisfaction": [1, 5, 3],
-            "val_to_add": [1, 2, 3],
-            "val_to_add_2": [10, 20, 30],
-        }
-    )
-
-    features = [
-        "driver_hourly_stats:conv_rate",
-        "driver_hourly_stats:acc_rate",
-        "driver_hourly_stats:avg_daily_trips",
-        "transformed_conv_rate:conv_rate_plus_val1",
-        "transformed_conv_rate:conv_rate_plus_val2",
-    ]
-
-    job = fs.get_historical_features(entity_df, features)
-    tensor_data = job.to_tensor()
-
-    assertpy.assert_that(tensor_data).is_not_none()
-    assertpy.assert_that(tensor_data["driver_id"].shape[0]).is_equal_to(3)
-    torch = get_torch()
-    for key, values in tensor_data.items():
-        if isinstance(values, torch.Tensor):
-            assertpy.assert_that(values.shape[0]).is_equal_to(3)
-            for val in values:
-                val_float = val.item()
-                assertpy.assert_that(val_float).is_instance_of((float, int))
-                assertpy.assert_that(val_float).is_not_nan()
-
-
-def _test_get_historical_features_returns_nan(fs: FeatureStore):
-    entity_df = pd.DataFrame.from_dict(
-        {
-            "driver_id": [1, 2, 3],
-            "event_timestamp": [
-                datetime(2021, 4, 12, 10, 59, 42),
-                datetime(2021, 4, 12, 8, 12, 10),
-                datetime(2021, 4, 12, 16, 40, 26),
-            ],
-            "label_driver_reported_satisfaction": [1, 5, 3],
-            "val_to_add": [1, 2, 3],
-            "val_to_add_2": [10, 20, 30],
-        }
-    )
-
-    features = [
-        "driver_hourly_stats:conv_rate",
-        "driver_hourly_stats:acc_rate",
-        "driver_hourly_stats:avg_daily_trips",
-        "transformed_conv_rate:conv_rate_plus_val1",
-        "transformed_conv_rate:conv_rate_plus_val2",
-    ]
-
-    training_df = fs.get_historical_features(entity_df, features).to_df()
-
-    assertpy.assert_that(training_df).is_not_none()
-    assertpy.assert_that(len(training_df)).is_equal_to(3)
-
-    for index, driver_id in enumerate(entity_df["driver_id"]):
-        assertpy.assert_that(training_df["driver_id"][index]).is_equal_to(driver_id)
-        for feature in features:
-            column_id = feature.split(":")[1]
-            value = training_df[column_id][index]
-            assertpy.assert_that(value).is_nan()
-
-
-def _test_get_historical_features_to_tensor_with_nan(fs: FeatureStore):
-    entity_df = pd.DataFrame.from_dict(
-        {
-            "driver_id": [9991, 9992],  # IDs with no matching features
-            "event_timestamp": [
-                datetime(2021, 4, 12, 10, 59, 42),
-                datetime(2021, 4, 12, 10, 59, 42),
-            ],
-        }
-    )
-    features = ["driver_hourly_stats:conv_rate"]
-    job = fs.get_historical_features(entity_df, features)
-    tensor_data = job.to_tensor()
-    assert "conv_rate" in tensor_data
-    values = tensor_data["conv_rate"]
-    # conv_rate is a float feature, missing values should be NaN
-    torch = get_torch()
-    for val in values:
-        assert isinstance(val, torch.Tensor) or torch.is_tensor(val)
-        assertpy.assert_that(torch.isnan(val).item()).is_true()
-
-
-def _test_offline_write_batch(temp_dir, fs: FeatureStore):
-    data_file = os.path.join(
-        temp_dir, fs.project, "feature_repo/data/driver_stats.parquet"
-    )
-    data_df = pd.read_parquet(data_file)
-    feature_view = fs.get_feature_view("driver_hourly_stats")
-
-    RemoteOfflineStore.offline_write_batch(
-        fs.config, feature_view, pa.Table.from_pandas(data_df), progress=None
-    )
-
-
-def _test_write_logged_features(temp_dir, fs: FeatureStore):
-    data_file = os.path.join(
-        temp_dir, fs.project, "feature_repo/data/driver_stats.parquet"
-    )
-    data_df = pd.read_parquet(data_file)
-    feature_service = fs.get_feature_service("driver_activity_v1")
-
-    RemoteOfflineStore.write_logged_features(
-        config=fs.config,
-        data=pa.Table.from_pandas(data_df),
-        source=FeatureServiceLoggingSource(feature_service, fs.config.project),
-        logging_config=feature_service.logging_config,
-        registry=fs.registry,
-    )
-
-
-def _test_pull_latest_from_table_or_query(temp_dir, fs: FeatureStore):
-    data_source = fs.get_data_source("driver_hourly_stats_source")
-
-    end_date = datetime.now().replace(microsecond=0, second=0, minute=0)
-    start_date = end_date - timedelta(days=15)
-    RemoteOfflineStore.pull_latest_from_table_or_query(
-        config=fs.config,
-        data_source=data_source,
-        join_key_columns=[],
-        feature_name_columns=[],
-        timestamp_field="event_timestamp",
-        created_timestamp_column="created",
-        start_date=start_date,
-        end_date=end_date,
-    ).to_df()
-
-
-def _test_pull_all_from_table_or_query(temp_dir, fs: FeatureStore):
-    data_source = fs.get_data_source("driver_hourly_stats_source")
-
-    end_date = datetime.now().replace(microsecond=0, second=0, minute=0)
-    start_date = end_date - timedelta(days=15)
-    RemoteOfflineStore.pull_all_from_table_or_query(
-        config=fs.config,
-        data_source=data_source,
-        join_key_columns=[],
-        feature_name_columns=[],
-        timestamp_field="event_timestamp",
-        start_date=start_date,
-        end_date=end_date,
-    ).to_df()
+from feast.offline_server import (
+    OfflineServer,
+    _configure_grpc_fips,
+    _is_fips_enabled,
+)
 
 
 def test_create_retrieval_metadata_with_sql_string():
@@ -364,8 +33,7 @@ def test_create_retrieval_metadata_with_sql_string():
 
 
 def test_remote_offline_store_sql_entity_df_routing():
-    """RemoteOfflineStore.get_historical_features must move a SQL string into
-    api_parameters['entity_df_sql'] and pass entity_df=None to RemoteRetrievalJob."""
+    """RemoteOfflineStore.get_historical_features moves SQL into api_parameters."""
     sql = "SELECT driver_id, event_timestamp FROM driver_stats"
 
     mock_client = MagicMock()
@@ -394,8 +62,7 @@ def test_remote_offline_store_sql_entity_df_routing():
 
 
 def test_offline_server_get_historical_features_passes_sql_to_store():
-    """OfflineServer.get_historical_features must forward entity_df_sql from the
-    command dict as a SQL string to the backing offline store."""
+    """OfflineServer forwards entity_df_sql to the backing offline store."""
     sql = "SELECT driver_id, event_timestamp FROM driver_stats"
 
     mock_job = MagicMock()
@@ -422,7 +89,6 @@ def test_offline_server_get_historical_features_passes_sql_to_store():
         "entity_df_sql": sql,
     }
 
-    # Call the real method with the mock server as self
     result = OfflineServer.get_historical_features(server, command, key=None)
 
     assertpy.assert_that(result).is_equal_to(mock_job)
@@ -430,26 +96,99 @@ def test_offline_server_get_historical_features_passes_sql_to_store():
     assertpy.assert_that(kwargs["entity_df"]).is_equal_to(sql)
 
 
-def test_get_feature_view_by_name_propagates_transient_errors():
-    """Transient registry errors must not be swallowed and misreported as
-    FeatureViewNotFoundException."""
-    with tempfile.TemporaryDirectory() as temp_dir:
-        store = default_store(str(temp_dir))
-        location = "grpc+tcp://localhost:0"
-
-        _init_auth_manager(store=store)
-        server = OfflineServer(store=store, location=location)
-
-        transient_error = ConnectionError("registry temporarily unavailable")
-
-        with patch.object(
-            server.store.registry,
-            "get_feature_view",
-            side_effect=transient_error,
-        ):
-            with pytest.raises(ConnectionError, match="registry temporarily"):
-                server.get_feature_view_by_name(
-                    fv_name="driver_hourly_stats",
-                    name_alias=None,
-                    project=PROJECT_NAME,
+def test_is_fips_enabled_returns_true():
+    with patch("builtins.open", mock_open(read_data="1\n")):
+        assert _is_fips_enabled() is True
+
+
+def test_is_fips_enabled_returns_false():
+    with patch("builtins.open", mock_open(read_data="0\n")):
+        assert _is_fips_enabled() is False
+
+
+def test_is_fips_enabled_missing_file():
+    with patch("builtins.open", side_effect=FileNotFoundError):
+        assert _is_fips_enabled() is False
+
+
+def test_configure_grpc_fips_sets_cipher_suites():
+    with (
+        patch("feast.offline_server._is_fips_enabled", return_value=True),
+        patch.dict(os.environ, {}, clear=False),
+    ):
+        os.environ.pop("GRPC_SSL_CIPHER_SUITES", None)
+        _configure_grpc_fips()
+        assert "GRPC_SSL_CIPHER_SUITES" in os.environ
+        assert "AES128-GCM-SHA256" in os.environ["GRPC_SSL_CIPHER_SUITES"]
+        del os.environ["GRPC_SSL_CIPHER_SUITES"]
+
+
+def test_configure_grpc_fips_respects_existing_env():
+    with (
+        patch("feast.offline_server._is_fips_enabled", return_value=True),
+        patch.dict(os.environ, {"GRPC_SSL_CIPHER_SUITES": "custom"}, clear=False),
+    ):
+        _configure_grpc_fips()
+        assert os.environ["GRPC_SSL_CIPHER_SUITES"] == "custom"
+
+
+def test_configure_grpc_fips_noop_without_fips():
+    with (
+        patch("feast.offline_server._is_fips_enabled", return_value=False),
+        patch.dict(os.environ, {}, clear=False),
+    ):
+        os.environ.pop("GRPC_SSL_CIPHER_SUITES", None)
+        _configure_grpc_fips()
+        assert "GRPC_SSL_CIPHER_SUITES" not in os.environ
+
+
+def test_module_level_fips_sets_env_before_pyarrow_import():
+    """GRPC_SSL_CIPHER_SUITES must be set at module load time,
+    before pyarrow.flight (which bundles gRPC) is imported.
+
+    Uses a subprocess so pyarrow.flight is not already cached in
+    sys.modules, which lets us verify the true import ordering.
+    """
+    script = textwrap.dedent("""\
+        import io, os, sys
+
+        # Intercept only /proc/sys/crypto/fips_enabled to simulate FIPS
+        _real_open = open
+        def _fips_open(file, *args, **kwargs):
+            if str(file) == "/proc/sys/crypto/fips_enabled":
+                return io.StringIO("1\\n")
+            return _real_open(file, *args, **kwargs)
+
+        import builtins
+        builtins.open = _fips_open
+
+        # Track import order to verify env var is set before pyarrow.flight
+        original_import = builtins.__import__
+        def tracking_import(name, *args, **kwargs):
+            if name == "pyarrow.flight":
+                assert "GRPC_SSL_CIPHER_SUITES" in os.environ, (
+                    "GRPC_SSL_CIPHER_SUITES not set before pyarrow.flight import"
                 )
+            return original_import(name, *args, **kwargs)
+
+        builtins.__import__ = tracking_import
+        try:
+            import feast.offline_server
+            assert "GRPC_SSL_CIPHER_SUITES" in os.environ
+            assert "AES128-GCM-SHA256" in os.environ["GRPC_SSL_CIPHER_SUITES"]
+        finally:
+            builtins.__import__ = original_import
+            builtins.open = _real_open
+    """)
+    env = os.environ.copy()
+    env.pop("GRPC_SSL_CIPHER_SUITES", None)
+    result = subprocess.run(
+        [sys.executable, "-c", script],
+        capture_output=True,
+        text=True,
+        env=env,
+        timeout=60,
+    )
+    assert result.returncode == 0, (
+        f"Subprocess failed:\nstdout: {result.stdout}\nstderr: {result.stderr}"
+    )
diff --git a/sdk/python/tests/unit/test_on_demand_pandas_transformation.py b/sdk/python/tests/unit/test_on_demand_pandas_transformation.py
index c5ab657becc..d11fed82dfd 100644
--- a/sdk/python/tests/unit/test_on_demand_pandas_transformation.py
+++ b/sdk/python/tests/unit/test_on_demand_pandas_transformation.py
@@ -341,3 +341,259 @@ def pandas_view(inputs: pd.DataFrame) -> pd.DataFrame:
             ),
         ):
             store.apply([request_source, pandas_view])
+
+
+def test_odfv_udf_does_not_receive_undeclared_source_columns():
+    """#6158: a pandas ODFV's UDF should only see its own source columns, not
+    features from another feature view that was requested too."""
+    with tempfile.TemporaryDirectory() as data_dir:
+        store = FeatureStore(
+            config=RepoConfig(
+                project="test_odfv_source_isolation",
+                registry=os.path.join(data_dir, "registry.db"),
+                provider="local",
+                entity_key_serialization_version=3,
+                online_store=SqliteOnlineStoreConfig(
+                    path=os.path.join(data_dir, "online.db")
+                ),
+            )
+        )
+
+        end_date = datetime.now().replace(microsecond=0, second=0, minute=0)
+        start_date = end_date - timedelta(days=15)
+        driver_df = create_driver_hourly_stats_df([1001], start_date, end_date)
+        driver_stats_path = os.path.join(data_dir, "driver_stats.parquet")
+        driver_df.to_parquet(path=driver_stats_path, allow_truncated_timestamps=True)
+
+        driver = Entity(name="driver", join_keys=["driver_id"])
+        source = FileSource(
+            name="driver_hourly_stats_source",
+            path=driver_stats_path,
+            timestamp_field="event_timestamp",
+            created_timestamp_column="created",
+        )
+
+        # Two feature views from the same source. The ODFV declares only fv_declared.
+        fv_declared = FeatureView(
+            name="fv_declared",
+            entities=[driver],
+            ttl=timedelta(days=0),
+            schema=[Field(name="conv_rate", dtype=Float32)],
+            online=True,
+            source=source,
+        )
+        fv_undeclared = FeatureView(
+            name="fv_undeclared",
+            entities=[driver],
+            ttl=timedelta(days=0),
+            schema=[Field(name="avg_daily_trips", dtype=Int64)],
+            online=True,
+            source=source,
+        )
+
+        @on_demand_feature_view(
+            sources=[fv_declared],
+            schema=[
+                Field(name="saw_undeclared", dtype=Bool),
+                Field(name="saw_declared", dtype=Bool),
+                Field(name="saw_join_key", dtype=Bool),
+            ],
+            mode="pandas",
+        )
+        def guard_view(inputs: pd.DataFrame) -> pd.DataFrame:
+            out = pd.DataFrame()
+            n = range(len(inputs))
+            out["saw_undeclared"] = ["avg_daily_trips" in inputs.columns for _ in n]
+            out["saw_declared"] = ["conv_rate" in inputs.columns for _ in n]
+            out["saw_join_key"] = ["driver_id" in inputs.columns for _ in n]
+            return out
+
+        store.apply([driver, source, fv_declared, fv_undeclared, guard_view])
+        store.write_to_online_store(feature_view_name="fv_declared", df=driver_df)
+        store.write_to_online_store(feature_view_name="fv_undeclared", df=driver_df)
+
+        response = store.get_online_features(
+            entity_rows=[{"driver_id": 1001}],
+            features=[
+                "fv_declared:conv_rate",
+                "fv_undeclared:avg_daily_trips",
+                "guard_view:saw_undeclared",
+                "guard_view:saw_declared",
+                "guard_view:saw_join_key",
+            ],
+        ).to_dict()
+
+        # the other FV's column should be hidden; ours and the join key should not
+        assert response["saw_undeclared"] == [False]
+        assert response["saw_declared"] == [True]
+        assert response["saw_join_key"] == [True]
+
+
+def _two_fv_store(data_dir):
+    store = FeatureStore(
+        config=RepoConfig(
+            project="test_odfv_source_isolation",
+            registry=os.path.join(data_dir, "registry.db"),
+            provider="local",
+            entity_key_serialization_version=3,
+            online_store=SqliteOnlineStoreConfig(
+                path=os.path.join(data_dir, "online.db")
+            ),
+        )
+    )
+    end_date = datetime.now().replace(microsecond=0, second=0, minute=0)
+    start_date = end_date - timedelta(days=15)
+    driver_df = create_driver_hourly_stats_df([1001], start_date, end_date)
+    path = os.path.join(data_dir, "driver_stats.parquet")
+    driver_df.to_parquet(path=path, allow_truncated_timestamps=True)
+    driver = Entity(name="driver", join_keys=["driver_id"])
+    src = FileSource(
+        name="driver_hourly_stats_source",
+        path=path,
+        timestamp_field="event_timestamp",
+        created_timestamp_column="created",
+    )
+    fv1 = FeatureView(
+        name="fv1",
+        entities=[driver],
+        ttl=timedelta(days=0),
+        schema=[Field(name="conv_rate", dtype=Float32)],
+        online=True,
+        source=src,
+    )
+    fv2 = FeatureView(
+        name="fv2",
+        entities=[driver],
+        ttl=timedelta(days=0),
+        schema=[Field(name="avg_daily_trips", dtype=Int64)],
+        online=True,
+        source=src,
+    )
+    return store, driver, src, fv1, fv2, driver_df
+
+
+def test_odfv_python_mode_does_not_receive_undeclared_source_columns():
+    """Same as above but for python mode, where the UDF gets a dict (#6158)."""
+    with tempfile.TemporaryDirectory() as data_dir:
+        store, driver, src, fv1, fv2, driver_df = _two_fv_store(data_dir)
+
+        @on_demand_feature_view(
+            sources=[fv1],
+            schema=[
+                Field(name="saw_undeclared", dtype=Bool),
+                Field(name="saw_declared", dtype=Bool),
+            ],
+            mode="python",
+        )
+        def guard_py(inputs: dict) -> dict:
+            return {
+                "saw_undeclared": ["avg_daily_trips" in inputs],
+                "saw_declared": ["conv_rate" in inputs],
+            }
+
+        store.apply([driver, src, fv1, fv2, guard_py])
+        store.write_to_online_store(feature_view_name="fv1", df=driver_df)
+        store.write_to_online_store(feature_view_name="fv2", df=driver_df)
+
+        response = store.get_online_features(
+            entity_rows=[{"driver_id": 1001}],
+            features=[
+                "fv1:conv_rate",
+                "fv2:avg_daily_trips",
+                "guard_py:saw_undeclared",
+                "guard_py:saw_declared",
+            ],
+        ).to_dict()
+
+        assert response["saw_undeclared"] == [False]
+        assert response["saw_declared"] == [True]
+
+
+def test_odfv_does_not_see_other_requested_odfv_source_columns():
+    """#6158: one ODFV's UDF should not see another ODFV's source column, even
+    when that feature view is only in the response as the other ODFV's input."""
+    with tempfile.TemporaryDirectory() as data_dir:
+        store, driver, src, fv1, fv2, driver_df = _two_fv_store(data_dir)
+
+        @on_demand_feature_view(
+            sources=[fv1],
+            schema=[Field(name="a_saw_fv2", dtype=Bool)],
+            mode="pandas",
+        )
+        def odfv_a(inputs: pd.DataFrame) -> pd.DataFrame:
+            out = pd.DataFrame()
+            out["a_saw_fv2"] = [
+                "avg_daily_trips" in inputs.columns for _ in range(len(inputs))
+            ]
+            return out
+
+        @on_demand_feature_view(
+            sources=[fv2],
+            schema=[Field(name="b_out", dtype=Int64)],
+            mode="pandas",
+        )
+        def odfv_b(inputs: pd.DataFrame) -> pd.DataFrame:
+            out = pd.DataFrame()
+            out["b_out"] = list(inputs["avg_daily_trips"])
+            return out
+
+        store.apply([driver, src, fv1, fv2, odfv_a, odfv_b])
+        store.write_to_online_store(feature_view_name="fv1", df=driver_df)
+        store.write_to_online_store(feature_view_name="fv2", df=driver_df)
+
+        # ask for just the two ODFVs - fv2 is only here as odfv_b's input
+        response = store.get_online_features(
+            entity_rows=[{"driver_id": 1001}],
+            features=["odfv_a:a_saw_fv2", "odfv_b:b_out"],
+        ).to_dict()
+
+        # odfv_a shouldn't see fv2's column; odfv_b still uses it fine
+        assert response["a_saw_fv2"] == [False]
+        assert response["b_out"] is not None
+
+
+def test_odfv_udf_receives_aliased_declared_source_columns():
+    """A declared source referenced under an alias (``with_name``) must still reach
+    the UDF. The isolation filter keys columns by ``projection.name``, which is what
+    the retrieval path emits regardless of the alias, so the aliased source's feature
+    is retained (not dropped) while an unrelated feature view stays hidden (#6158)."""
+    with tempfile.TemporaryDirectory() as data_dir:
+        store, driver, src, fv1, fv2, driver_df = _two_fv_store(data_dir)
+
+        # ODFV declares fv1 *under an alias*; fv2 is requested but undeclared.
+        aliased_source = fv1.with_name("aliased_fv1")
+        assert aliased_source.projection.name == "fv1"
+        assert aliased_source.projection.name_to_use() == "aliased_fv1"
+
+        @on_demand_feature_view(
+            sources=[aliased_source],
+            schema=[
+                Field(name="saw_declared", dtype=Bool),
+                Field(name="saw_undeclared", dtype=Bool),
+            ],
+            mode="pandas",
+        )
+        def aliased_guard(inputs: pd.DataFrame) -> pd.DataFrame:
+            out = pd.DataFrame()
+            n = range(len(inputs))
+            out["saw_declared"] = ["conv_rate" in inputs.columns for _ in n]
+            out["saw_undeclared"] = ["avg_daily_trips" in inputs.columns for _ in n]
+            return out
+
+        store.apply([driver, src, fv1, fv2, aliased_guard])
+        store.write_to_online_store(feature_view_name="fv1", df=driver_df)
+        store.write_to_online_store(feature_view_name="fv2", df=driver_df)
+
+        response = store.get_online_features(
+            entity_rows=[{"driver_id": 1001}],
+            features=[
+                "fv1:conv_rate",
+                "fv2:avg_daily_trips",
+                "aliased_guard:saw_declared",
+                "aliased_guard:saw_undeclared",
+            ],
+        ).to_dict()
+
+        # the aliased-but-declared source must survive; the unrelated FV stays hidden
+        assert response["saw_declared"] == [True]
+        assert response["saw_undeclared"] == [False]
diff --git a/sdk/python/tests/unit/test_precomputed_feature_vectors.py b/sdk/python/tests/unit/test_precomputed_feature_vectors.py
new file mode 100644
index 00000000000..80b0b83f53f
--- /dev/null
+++ b/sdk/python/tests/unit/test_precomputed_feature_vectors.py
@@ -0,0 +1,933 @@
+"""Tests for pre-computed feature vectors (issue #6185)."""
+
+from datetime import datetime, timedelta, timezone
+from unittest.mock import MagicMock
+
+import pytest
+from google.protobuf.timestamp_pb2 import Timestamp
+
+from feast.feature_service import FeatureService
+from feast.feature_view import FeatureView
+from feast.field import Field
+from feast.infra.offline_stores.file_source import FileSource
+from feast.on_demand_feature_view import OnDemandFeatureView
+from feast.protos.feast.core.PrecomputedFeatureVector_pb2 import (
+    FeatureViewTimestamp,
+    PrecomputedFeatureVector,
+)
+from feast.protos.feast.serving.ServingService_pb2 import (
+    FieldStatus,
+    GetOnlineFeaturesResponse,
+)
+from feast.protos.feast.types.Value_pb2 import Value as ValueProto
+from feast.types import Float32, Int64
+
+
+def _make_file_source(name="src"):
+    return FileSource(name=name, path="test.parquet")
+
+
+def _make_fv(name, features, source=None, ttl=None):
+    return FeatureView(
+        name=name,
+        entities=[],
+        schema=features,
+        source=source or _make_file_source(f"{name}_src"),
+        ttl=ttl or timedelta(0),
+    )
+
+
+def _make_timestamp(dt=None):
+    ts = Timestamp()
+    ts.FromDatetime(dt or datetime.now(tz=timezone.utc))
+    return ts
+
+
+def _make_vector(feature_names, values, fv_timestamps=None, precomputed_at=None):
+    return PrecomputedFeatureVector(
+        feature_names=feature_names,
+        values=values,
+        fv_timestamps=fv_timestamps or [],
+        precomputed_at=precomputed_at or _make_timestamp(),
+    )
+
+
+# ═══════════════════════════════════════════════════════════════════════════════
+# Proto round-trip
+# ═══════════════════════════════════════════════════════════════════════════════
+
+
+class TestPrecomputedFeatureVectorProto:
+    def test_serialize_deserialize(self):
+        now = _make_timestamp()
+        fv_ts = FeatureViewTimestamp(feature_view_name="driver_fv", event_timestamp=now)
+        vector = _make_vector(
+            feature_names=["driver_fv__trips", "driver_fv__rating"],
+            values=[ValueProto(int64_val=100), ValueProto(float_val=4.5)],
+            fv_timestamps=[fv_ts],
+            precomputed_at=now,
+        )
+
+        blob = vector.SerializeToString()
+        parsed = PrecomputedFeatureVector()
+        parsed.ParseFromString(blob)
+
+        assert list(parsed.feature_names) == ["driver_fv__trips", "driver_fv__rating"]
+        assert parsed.values[0].int64_val == 100
+        assert parsed.values[1].float_val == pytest.approx(4.5)
+        assert parsed.fv_timestamps[0].feature_view_name == "driver_fv"
+
+    def test_empty_vector(self):
+        vector = PrecomputedFeatureVector()
+        blob = vector.SerializeToString()
+        parsed = PrecomputedFeatureVector()
+        parsed.ParseFromString(blob)
+        assert list(parsed.feature_names) == []
+        assert list(parsed.values) == []
+
+    def test_multiple_fv_timestamps(self):
+        ts1 = _make_timestamp(datetime(2025, 1, 1, tzinfo=timezone.utc))
+        ts2 = _make_timestamp(datetime(2025, 6, 1, tzinfo=timezone.utc))
+
+        vector = _make_vector(
+            feature_names=["fv1__a", "fv2__b"],
+            values=[ValueProto(float_val=1.0), ValueProto(float_val=2.0)],
+            fv_timestamps=[
+                FeatureViewTimestamp(feature_view_name="fv1", event_timestamp=ts1),
+                FeatureViewTimestamp(feature_view_name="fv2", event_timestamp=ts2),
+            ],
+        )
+        blob = vector.SerializeToString()
+        parsed = PrecomputedFeatureVector()
+        parsed.ParseFromString(blob)
+
+        assert len(parsed.fv_timestamps) == 2
+        assert parsed.fv_timestamps[0].feature_view_name == "fv1"
+        assert parsed.fv_timestamps[1].feature_view_name == "fv2"
+        assert parsed.fv_timestamps[0].event_timestamp.seconds == ts1.seconds
+        assert parsed.fv_timestamps[1].event_timestamp.seconds == ts2.seconds
+
+    def test_null_values_preserved(self):
+        vector = _make_vector(
+            feature_names=["fv1__a", "fv1__b"],
+            values=[ValueProto(float_val=1.0), ValueProto()],
+        )
+        blob = vector.SerializeToString()
+        parsed = PrecomputedFeatureVector()
+        parsed.ParseFromString(blob)
+
+        assert parsed.values[0].float_val == pytest.approx(1.0)
+        assert not parsed.values[1].HasField("val")
+
+    def test_large_vector(self):
+        n = 100
+        names = [f"fv__feat_{i}" for i in range(n)]
+        vals = [ValueProto(float_val=float(i)) for i in range(n)]
+        vector = _make_vector(feature_names=names, values=vals)
+        blob = vector.SerializeToString()
+        parsed = PrecomputedFeatureVector()
+        parsed.ParseFromString(blob)
+
+        assert len(parsed.feature_names) == n
+        assert len(parsed.values) == n
+        assert parsed.values[99].float_val == pytest.approx(99.0)
+
+
+# ═══════════════════════════════════════════════════════════════════════════════
+# FeatureService precompute_online flag
+# ═══════════════════════════════════════════════════════════════════════════════
+
+
+class TestFeatureServicePrecomputeOnline:
+    def test_default_is_false(self):
+        fs = FeatureService(name="svc", features=[])
+        assert fs.precompute_online is False
+
+    def test_set_true(self):
+        fs = FeatureService(name="svc", features=[], precompute_online=True)
+        assert fs.precompute_online is True
+
+    def test_to_proto_roundtrip_true(self):
+        fv = _make_fv("fv1", [Field(name="f1", dtype=Float32)])
+        fs = FeatureService(name="svc", features=[fv], precompute_online=True)
+        proto = fs.to_proto()
+        assert proto.spec.precompute_online is True
+        restored = FeatureService.from_proto(proto)
+        assert restored.precompute_online is True
+
+    def test_to_proto_roundtrip_false(self):
+        fs = FeatureService(name="svc", features=[], precompute_online=False)
+        proto = fs.to_proto()
+        assert proto.spec.precompute_online is False
+        restored = FeatureService.from_proto(proto)
+        assert restored.precompute_online is False
+
+    def test_equality_includes_precompute(self):
+        fv = _make_fv("fv1", [Field(name="f1", dtype=Float32)])
+        fs1 = FeatureService(name="svc", features=[fv], precompute_online=True)
+        fs2 = FeatureService(name="svc", features=[fv], precompute_online=False)
+        assert fs1 != fs2
+
+    def test_equality_same_precompute(self):
+        fv = _make_fv("fv1", [Field(name="f1", dtype=Float32)])
+        fs1 = FeatureService(name="svc", features=[fv], precompute_online=True)
+        fs2 = FeatureService(name="svc", features=[fv], precompute_online=True)
+        assert fs1 == fs2
+
+    def test_proto_preserves_other_fields(self):
+        fv = _make_fv("fv1", [Field(name="f1", dtype=Float32)])
+        fs = FeatureService(
+            name="svc",
+            features=[fv],
+            precompute_online=True,
+            description="test desc",
+            owner="owner@test.com",
+            tags={"env": "prod"},
+        )
+        proto = fs.to_proto()
+        restored = FeatureService.from_proto(proto)
+
+        assert restored.precompute_online is True
+        assert restored.description == "test desc"
+        assert restored.owner == "owner@test.com"
+        assert restored.tags == {"env": "prod"}
+
+
+# ═══════════════════════════════════════════════════════════════════════════════
+# Validation
+# ═══════════════════════════════════════════════════════════════════════════════
+
+
+class TestFeatureServiceValidation:
+    def test_validate_passes_without_precompute(self):
+        fs = FeatureService(name="svc", features=[], precompute_online=False)
+        fs.validate()
+
+    def test_validate_passes_precompute_regular_fv(self):
+        fv = _make_fv("fv1", [Field(name="f1", dtype=Float32)])
+        fs = FeatureService(name="svc", features=[fv], precompute_online=True)
+        fs.validate()
+
+    def test_validate_rejects_odfv_without_write_to_online(self):
+        fv = _make_fv("fv1", [Field(name="f1", dtype=Float32)])
+
+        odfv = MagicMock(spec=OnDemandFeatureView)
+        odfv.name = "odfv1"
+        odfv.write_to_online_store = False
+
+        fs = FeatureService(name="svc", features=[fv], precompute_online=True)
+        fs._features = [fv, odfv]
+
+        with pytest.raises(ValueError, match="write_to_online_store=False"):
+            fs.validate()
+
+    def test_validate_passes_odfv_with_write_to_online(self):
+        fv = _make_fv("fv1", [Field(name="f1", dtype=Float32)])
+
+        odfv = MagicMock(spec=OnDemandFeatureView)
+        odfv.name = "odfv1"
+        odfv.write_to_online_store = True
+
+        fs = FeatureService(name="svc", features=[fv], precompute_online=True)
+        fs._features = [fv, odfv]
+
+        fs.validate()
+
+    def test_validate_rejects_multiple_odfvs_without_write(self):
+        odfv1 = MagicMock(spec=OnDemandFeatureView)
+        odfv1.name = "odfv1"
+        odfv1.write_to_online_store = False
+
+        odfv2 = MagicMock(spec=OnDemandFeatureView)
+        odfv2.name = "odfv2"
+        odfv2.write_to_online_store = False
+
+        fs = FeatureService(name="svc", features=[], precompute_online=True)
+        fs._features = [odfv1, odfv2]
+
+        with pytest.raises(ValueError, match="odfv1"):
+            fs.validate()
+
+    def test_validate_error_message_includes_service_and_odfv_name(self):
+        odfv = MagicMock(spec=OnDemandFeatureView)
+        odfv.name = "my_transform"
+        odfv.write_to_online_store = False
+
+        fs = FeatureService(name="my_service", features=[], precompute_online=True)
+        fs._features = [odfv]
+
+        with pytest.raises(ValueError) as exc_info:
+            fs.validate()
+
+        assert "my_service" in str(exc_info.value)
+        assert "my_transform" in str(exc_info.value)
+
+
+# ═══════════════════════════════════════════════════════════════════════════════
+# Schema mismatch detection (fast path fallback)
+# ═══════════════════════════════════════════════════════════════════════════════
+
+
+class TestSchemaMismatchFallback:
+    def _fast_path(self, blobs, expected_names, grouped_refs=None, num_rows=None):
+        from feast.infra.online_stores.online_store import OnlineStore
+
+        response = GetOnlineFeaturesResponse(results=[])
+        result = OnlineStore._try_precomputed_fast_path(
+            blobs=blobs,
+            expected_feature_names=expected_names,
+            online_features_response=response,
+            full_feature_names=True,
+            num_rows=num_rows or len(blobs),
+            grouped_refs=grouped_refs or [],
+            registry=MagicMock(),
+            project="test",
+        )
+        return result, response
+
+    def test_mismatch_returns_false(self):
+        vector = _make_vector(
+            feature_names=["fv1__f1", "fv1__f2"],
+            values=[ValueProto(float_val=1.0), ValueProto(float_val=2.0)],
+        )
+        ok, _ = self._fast_path([vector.SerializeToString()], ["fv1__f1", "fv1__f3"])
+        assert ok is False
+
+    def test_none_blob_returns_false(self):
+        ok, _ = self._fast_path([None], ["fv1__f1"])
+        assert ok is False
+
+    def test_matching_schema_returns_true(self):
+        vector = _make_vector(
+            feature_names=["fv1__f1"],
+            values=[ValueProto(float_val=42.0)],
+        )
+        ok, response = self._fast_path([vector.SerializeToString()], ["fv1__f1"])
+        assert ok is True
+        assert len(response.results) == 1
+        assert response.results[0].values[0].float_val == pytest.approx(42.0)
+
+    def test_extra_feature_in_expected_returns_false(self):
+        vector = _make_vector(
+            feature_names=["fv1__f1"],
+            values=[ValueProto(float_val=1.0)],
+        )
+        ok, _ = self._fast_path([vector.SerializeToString()], ["fv1__f1", "fv1__f2"])
+        assert ok is False
+
+    def test_fewer_features_in_expected_returns_false(self):
+        vector = _make_vector(
+            feature_names=["fv1__f1", "fv1__f2"],
+            values=[ValueProto(float_val=1.0), ValueProto(float_val=2.0)],
+        )
+        ok, _ = self._fast_path([vector.SerializeToString()], ["fv1__f1"])
+        assert ok is False
+
+    def test_reordered_features_succeeds_with_correct_values(self):
+        vector = _make_vector(
+            feature_names=["fv1__f1", "fv1__f2"],
+            values=[ValueProto(float_val=1.0), ValueProto(float_val=2.0)],
+        )
+        ok, response = self._fast_path(
+            [vector.SerializeToString()], ["fv1__f2", "fv1__f1"]
+        )
+        assert ok is True
+        assert response.results[0].values[0].float_val == pytest.approx(2.0)
+        assert response.results[1].values[0].float_val == pytest.approx(1.0)
+
+    def test_all_none_blobs_returns_false(self):
+        ok, _ = self._fast_path([None, None, None], ["fv1__f1"], num_rows=3)
+        assert ok is False
+
+    def test_mixed_none_and_valid_returns_false(self):
+        vector = _make_vector(
+            feature_names=["fv1__f1"],
+            values=[ValueProto(float_val=1.0)],
+        )
+        ok, _ = self._fast_path(
+            [vector.SerializeToString(), None], ["fv1__f1"], num_rows=2
+        )
+        assert ok is False
+
+    def test_schema_mismatch_in_second_entity_returns_false(self):
+        vec1 = _make_vector(
+            feature_names=["fv1__f1"], values=[ValueProto(float_val=1.0)]
+        )
+        vec2 = _make_vector(
+            feature_names=["fv1__f_WRONG"], values=[ValueProto(float_val=2.0)]
+        )
+        ok, _ = self._fast_path(
+            [vec1.SerializeToString(), vec2.SerializeToString()],
+            ["fv1__f1"],
+            num_rows=2,
+        )
+        assert ok is False
+
+
+# ═══════════════════════════════════════════════════════════════════════════════
+# Fast path: multi-entity response building
+# ═══════════════════════════════════════════════════════════════════════════════
+
+
+class TestFastPathMultiEntity:
+    def _fast_path(self, blobs, expected_names, grouped_refs=None, num_rows=None):
+        from feast.infra.online_stores.online_store import OnlineStore
+
+        response = GetOnlineFeaturesResponse(results=[])
+        result = OnlineStore._try_precomputed_fast_path(
+            blobs=blobs,
+            expected_feature_names=expected_names,
+            online_features_response=response,
+            full_feature_names=True,
+            num_rows=num_rows or len(blobs),
+            grouped_refs=grouped_refs or [],
+            registry=MagicMock(),
+            project="test",
+        )
+        return result, response
+
+    def test_multiple_entities_all_present(self):
+        vec1 = _make_vector(
+            feature_names=["fv1__a", "fv1__b"],
+            values=[ValueProto(float_val=1.0), ValueProto(float_val=10.0)],
+        )
+        vec2 = _make_vector(
+            feature_names=["fv1__a", "fv1__b"],
+            values=[ValueProto(float_val=2.0), ValueProto(float_val=20.0)],
+        )
+        vec3 = _make_vector(
+            feature_names=["fv1__a", "fv1__b"],
+            values=[ValueProto(float_val=3.0), ValueProto(float_val=30.0)],
+        )
+
+        ok, response = self._fast_path(
+            [
+                vec1.SerializeToString(),
+                vec2.SerializeToString(),
+                vec3.SerializeToString(),
+            ],
+            ["fv1__a", "fv1__b"],
+            num_rows=3,
+        )
+        assert ok is True
+        assert len(response.results) == 2
+
+        a_values = [v.float_val for v in response.results[0].values]
+        b_values = [v.float_val for v in response.results[1].values]
+
+        assert a_values == pytest.approx([1.0, 2.0, 3.0])
+        assert b_values == pytest.approx([10.0, 20.0, 30.0])
+
+    def test_statuses_are_present(self):
+        vec = _make_vector(
+            feature_names=["fv1__a"],
+            values=[ValueProto(float_val=1.0)],
+        )
+        ok, response = self._fast_path(
+            [vec.SerializeToString()], ["fv1__a"], num_rows=1
+        )
+        assert ok is True
+        assert response.results[0].statuses[0] == FieldStatus.PRESENT
+
+    def test_feature_names_in_metadata(self):
+        vec = _make_vector(
+            feature_names=["fv1__x", "fv2__y"],
+            values=[ValueProto(float_val=1.0), ValueProto(float_val=2.0)],
+        )
+        ok, response = self._fast_path([vec.SerializeToString()], ["fv1__x", "fv2__y"])
+        assert ok is True
+        assert list(response.metadata.feature_names.val) == ["fv1__x", "fv2__y"]
+
+
+# ═══════════════════════════════════════════════════════════════════════════════
+# TTL enforcement in fast path
+# ═══════════════════════════════════════════════════════════════════════════════
+
+
+class TestFastPathTTLEnforcement:
+    def _fast_path_with_ttl(self, fv_event_dt, fv_ttl_seconds, fv_name="fv1"):
+        from feast.infra.online_stores.online_store import OnlineStore
+
+        event_ts = _make_timestamp(fv_event_dt)
+        fv_ts = FeatureViewTimestamp(
+            feature_view_name=fv_name, event_timestamp=event_ts
+        )
+        vector = _make_vector(
+            feature_names=[f"{fv_name}__f1"],
+            values=[ValueProto(float_val=1.0)],
+            fv_timestamps=[fv_ts],
+        )
+
+        fv = _make_fv(
+            fv_name,
+            [Field(name="f1", dtype=Float32)],
+            ttl=timedelta(seconds=fv_ttl_seconds),
+        )
+        grouped_refs = [(fv, ["f1"])]
+
+        response = GetOnlineFeaturesResponse(results=[])
+        ok = OnlineStore._try_precomputed_fast_path(
+            blobs=[vector.SerializeToString()],
+            expected_feature_names=[f"{fv_name}__f1"],
+            online_features_response=response,
+            full_feature_names=True,
+            num_rows=1,
+            grouped_refs=grouped_refs,
+            registry=MagicMock(),
+            project="test",
+        )
+        return ok, response
+
+    def test_fresh_data_is_present(self):
+        now = datetime.now(tz=timezone.utc)
+        ok, response = self._fast_path_with_ttl(now, fv_ttl_seconds=3600)
+        assert ok is True
+        assert response.results[0].statuses[0] == FieldStatus.PRESENT
+
+    def test_expired_data_is_outside_max_age(self):
+        old = datetime.now(tz=timezone.utc) - timedelta(hours=2)
+        ok, response = self._fast_path_with_ttl(old, fv_ttl_seconds=3600)
+        assert ok is True
+        assert response.results[0].statuses[0] == FieldStatus.OUTSIDE_MAX_AGE
+
+    def test_zero_ttl_means_no_expiry(self):
+        old = datetime.now(tz=timezone.utc) - timedelta(days=365)
+        fv = _make_fv(
+            "fv1",
+            [Field(name="f1", dtype=Float32)],
+            ttl=timedelta(0),
+        )
+
+        event_ts = _make_timestamp(old)
+        fv_ts = FeatureViewTimestamp(feature_view_name="fv1", event_timestamp=event_ts)
+        vector = _make_vector(
+            feature_names=["fv1__f1"],
+            values=[ValueProto(float_val=1.0)],
+            fv_timestamps=[fv_ts],
+        )
+
+        from feast.infra.online_stores.online_store import OnlineStore
+
+        response = GetOnlineFeaturesResponse(results=[])
+        ok = OnlineStore._try_precomputed_fast_path(
+            blobs=[vector.SerializeToString()],
+            expected_feature_names=["fv1__f1"],
+            online_features_response=response,
+            full_feature_names=True,
+            num_rows=1,
+            grouped_refs=[(fv, ["f1"])],
+            registry=MagicMock(),
+            project="test",
+        )
+        assert ok is True
+        assert response.results[0].statuses[0] == FieldStatus.PRESENT
+
+    def test_mixed_ttl_some_expired_some_fresh(self):
+        from feast.infra.online_stores.online_store import OnlineStore
+
+        now = datetime.now(tz=timezone.utc)
+        fresh_ts = _make_timestamp(now)
+        stale_ts = _make_timestamp(now - timedelta(hours=5))
+
+        vector = _make_vector(
+            feature_names=["fv1__f1", "fv2__f2"],
+            values=[ValueProto(float_val=1.0), ValueProto(float_val=2.0)],
+            fv_timestamps=[
+                FeatureViewTimestamp(feature_view_name="fv1", event_timestamp=fresh_ts),
+                FeatureViewTimestamp(feature_view_name="fv2", event_timestamp=stale_ts),
+            ],
+        )
+
+        fv1 = _make_fv("fv1", [Field(name="f1", dtype=Float32)], ttl=timedelta(hours=1))
+        fv2 = _make_fv("fv2", [Field(name="f2", dtype=Float32)], ttl=timedelta(hours=1))
+
+        response = GetOnlineFeaturesResponse(results=[])
+        ok = OnlineStore._try_precomputed_fast_path(
+            blobs=[vector.SerializeToString()],
+            expected_feature_names=["fv1__f1", "fv2__f2"],
+            online_features_response=response,
+            full_feature_names=True,
+            num_rows=1,
+            grouped_refs=[(fv1, ["f1"]), (fv2, ["f2"])],
+            registry=MagicMock(),
+            project="test",
+        )
+        assert ok is True
+        assert response.results[0].statuses[0] == FieldStatus.PRESENT
+        assert response.results[1].statuses[0] == FieldStatus.OUTSIDE_MAX_AGE
+
+
+# ═══════════════════════════════════════════════════════════════════════════════
+# Expected feature names computation
+# ═══════════════════════════════════════════════════════════════════════════════
+
+
+class TestComputeExpectedFeatureNames:
+    def _compute(self, grouped_refs, full_feature_names):
+        from feast.infra.online_stores.online_store import OnlineStore
+
+        return OnlineStore._compute_expected_feature_names(
+            grouped_refs, full_feature_names
+        )
+
+    def test_full_feature_names(self):
+        fv = _make_fv("driver_fv", [Field(name="trips", dtype=Int64)])
+        assert self._compute([(fv, ["trips"])], True) == ["driver_fv__trips"]
+
+    def test_short_feature_names(self):
+        fv = _make_fv("driver_fv", [Field(name="trips", dtype=Int64)])
+        assert self._compute([(fv, ["trips"])], False) == ["trips"]
+
+    def test_skips_ts_keys(self):
+        fv = _make_fv("driver_fv", [Field(name="trips", dtype=Int64)])
+        result = self._compute([(fv, ["trips", "_ts:driver_fv"])], True)
+        assert result == ["driver_fv__trips"]
+
+    def test_multiple_fvs(self):
+        fv1 = _make_fv("fv1", [Field(name="a", dtype=Float32)])
+        fv2 = _make_fv("fv2", [Field(name="b", dtype=Float32)])
+        result = self._compute([(fv1, ["a"]), (fv2, ["b"])], True)
+        assert result == ["fv1__a", "fv2__b"]
+
+    def test_multiple_features_per_fv(self):
+        fv = _make_fv(
+            "fv1",
+            [
+                Field(name="a", dtype=Float32),
+                Field(name="b", dtype=Float32),
+                Field(name="c", dtype=Float32),
+            ],
+        )
+        result = self._compute([(fv, ["a", "b", "c"])], True)
+        assert result == ["fv1__a", "fv1__b", "fv1__c"]
+
+    def test_empty_grouped_refs(self):
+        assert self._compute([], True) == []
+
+    def test_only_ts_keys(self):
+        fv = _make_fv("fv1", [Field(name="a", dtype=Float32)])
+        result = self._compute([(fv, ["_ts:fv1"])], True)
+        assert result == []
+
+
+# ═══════════════════════════════════════════════════════════════════════════════
+# OnlineStore base class default implementations
+# ═══════════════════════════════════════════════════════════════════════════════
+
+
+class TestOnlineStoreBaseDefaults:
+    def _make_dummy_store(self, online_read_fn=None, online_write_batch_fn=None):
+        from feast.infra.online_stores.online_store import OnlineStore
+
+        class DummyStore(OnlineStore):
+            def __init__(self):
+                self.written = []
+
+            def online_write_batch(self, config, table, data, progress):
+                self.written.append((table.name, data))
+                if online_write_batch_fn:
+                    online_write_batch_fn(config, table, data, progress)
+
+            def online_read(self, config, table, entity_keys, requested_features=None):
+                if online_read_fn:
+                    return online_read_fn(
+                        config, table, entity_keys, requested_features
+                    )
+                raise RuntimeError("not implemented")
+
+            def update(self, *args, **kwargs):
+                pass
+
+            def teardown(self, *args, **kwargs):
+                pass
+
+        return DummyStore()
+
+    def test_read_precomputed_returns_none_on_exception(self):
+        store = self._make_dummy_store()
+        config = MagicMock()
+        entity_keys = [MagicMock(), MagicMock()]
+
+        result = store.read_precomputed_vectors(
+            config, "my_service", "project", entity_keys
+        )
+        assert result == [None, None]
+
+    def test_read_precomputed_returns_none_for_missing_entities(self):
+        def online_read_fn(config, table, entity_keys, requested_features):
+            return [(None, None) for _ in entity_keys]
+
+        store = self._make_dummy_store(online_read_fn=online_read_fn)
+        result = store.read_precomputed_vectors(
+            MagicMock(), "svc", "proj", [MagicMock()]
+        )
+        assert result == [None]
+
+    def test_read_precomputed_returns_bytes_for_present_entities(self):
+        test_bytes = b"test_vector_data"
+
+        def online_read_fn(config, table, entity_keys, requested_features):
+            return [
+                (
+                    datetime.now(tz=timezone.utc),
+                    {"vector": ValueProto(bytes_val=test_bytes)},
+                )
+                for _ in entity_keys
+            ]
+
+        store = self._make_dummy_store(online_read_fn=online_read_fn)
+        result = store.read_precomputed_vectors(
+            MagicMock(), "svc", "proj", [MagicMock()]
+        )
+        assert result == [test_bytes]
+
+    def test_write_precomputed_delegates_to_online_write_batch(self):
+        store = self._make_dummy_store()
+        entity_key = MagicMock()
+        vector_bytes = b"blob_data"
+
+        store.write_precomputed_vector(
+            MagicMock(), "my_svc", "proj", entity_key, vector_bytes
+        )
+        assert len(store.written) == 1
+        table_name, data = store.written[0]
+        assert table_name == "__precomputed__my_svc"
+        assert len(data) == 1
+        assert data[0][1]["vector"].bytes_val == vector_bytes
+
+    def test_write_then_read_roundtrip(self):
+        stored = {}
+
+        def online_write_fn(config, table, data, progress):
+            for ek, vals, ts, _ in data:
+                stored[id(ek)] = (ts, vals)
+
+        def online_read_fn(config, table, entity_keys, requested_features):
+            results = []
+            for ek in entity_keys:
+                if id(ek) in stored:
+                    ts, vals = stored[id(ek)]
+                    results.append((ts, vals))
+                else:
+                    results.append((None, None))
+            return results
+
+        store = self._make_dummy_store(
+            online_read_fn=online_read_fn,
+            online_write_batch_fn=online_write_fn,
+        )
+
+        entity_key = MagicMock()
+        vector_bytes = b"test_roundtrip"
+
+        store.write_precomputed_vector(
+            MagicMock(), "svc", "proj", entity_key, vector_bytes
+        )
+        result = store.read_precomputed_vectors(
+            MagicMock(), "svc", "proj", [entity_key]
+        )
+        assert result == [vector_bytes]
+
+    def test_read_returns_none_for_non_bytes_val(self):
+        def online_read_fn(config, table, entity_keys, requested_features):
+            return [
+                (
+                    datetime.now(tz=timezone.utc),
+                    {"vector": ValueProto(string_val="not bytes")},
+                )
+                for _ in entity_keys
+            ]
+
+        store = self._make_dummy_store(online_read_fn=online_read_fn)
+        result = store.read_precomputed_vectors(
+            MagicMock(), "svc", "proj", [MagicMock()]
+        )
+        assert result == [None]
+
+    def test_read_returns_none_when_no_vector_key(self):
+        def online_read_fn(config, table, entity_keys, requested_features):
+            return [
+                (
+                    datetime.now(tz=timezone.utc),
+                    {"other_field": ValueProto(float_val=1.0)},
+                )
+                for _ in entity_keys
+            ]
+
+        store = self._make_dummy_store(online_read_fn=online_read_fn)
+        result = store.read_precomputed_vectors(
+            MagicMock(), "svc", "proj", [MagicMock()]
+        )
+        assert result == [None]
+
+
+# ═══════════════════════════════════════════════════════════════════════════════
+# Materialization hook: _precompute_affected_services
+# ═══════════════════════════════════════════════════════════════════════════════
+
+
+class TestPrecomputeAffectedServices:
+    def _make_mock_store(self, services):
+        store = MagicMock()
+        store.registry.list_feature_services.return_value = services
+        store.project = "test_project"
+        store._precompute_affected_services = lambda fv_names: type(
+            store
+        )._precompute_affected_services(store, fv_names)
+
+        from feast.feature_store import FeatureStore
+
+        store._precompute_affected_services = (
+            FeatureStore._precompute_affected_services.__get__(store)
+        )
+        return store
+
+    def test_triggers_precompute_for_matching_service(self):
+        proj = MagicMock()
+        proj.name = "fv1"
+        svc = MagicMock()
+        svc.precompute_online = True
+        svc.feature_view_projections = [proj]
+        svc.name = "my_service"
+
+        store = self._make_mock_store([svc])
+        store._precompute_affected_services(["fv1"])
+        store.precompute_feature_service.assert_called_once_with("my_service")
+
+    def test_skips_non_precompute_services(self):
+        svc = MagicMock()
+        svc.precompute_online = False
+        svc.name = "svc"
+
+        store = self._make_mock_store([svc])
+        store._precompute_affected_services(["fv1"])
+        store.precompute_feature_service.assert_not_called()
+
+    def test_skips_when_no_fvs_match(self):
+        proj = MagicMock()
+        proj.name = "fv_other"
+        svc = MagicMock()
+        svc.precompute_online = True
+        svc.feature_view_projections = [proj]
+        svc.name = "svc"
+
+        store = self._make_mock_store([svc])
+        store._precompute_affected_services(["fv1"])
+        store.precompute_feature_service.assert_not_called()
+
+    def test_handles_registry_exception_gracefully(self):
+        store = MagicMock()
+        store.registry.list_feature_services.side_effect = RuntimeError("oops")
+        store.project = "test"
+
+        from feast.feature_store import FeatureStore
+
+        FeatureStore._precompute_affected_services(store, ["fv1"])
+
+    def test_handles_precompute_exception_gracefully(self):
+        proj = MagicMock()
+        proj.name = "fv1"
+        svc = MagicMock()
+        svc.precompute_online = True
+        svc.feature_view_projections = [proj]
+        svc.name = "svc"
+
+        store = self._make_mock_store([svc])
+        store.precompute_feature_service.side_effect = RuntimeError("fail")
+
+        store._precompute_affected_services(["fv1"])
+
+    def test_multiple_services_all_triggered(self):
+        proj1 = MagicMock()
+        proj1.name = "fv1"
+        svc1 = MagicMock()
+        svc1.precompute_online = True
+        svc1.feature_view_projections = [proj1]
+        svc1.name = "svc1"
+
+        proj2 = MagicMock()
+        proj2.name = "fv1"
+        svc2 = MagicMock()
+        svc2.precompute_online = True
+        svc2.feature_view_projections = [proj2]
+        svc2.name = "svc2"
+
+        store = self._make_mock_store([svc1, svc2])
+        store._precompute_affected_services(["fv1"])
+
+        assert store.precompute_feature_service.call_count == 2
+
+
+# ═══════════════════════════════════════════════════════════════════════════════
+# Push hook: _precompute_for_push
+# ═══════════════════════════════════════════════════════════════════════════════
+
+
+class TestPrecomputeForPush:
+    def _make_mock_store(self, services):
+        store = MagicMock()
+        store.registry.list_feature_services.return_value = services
+        store.project = "test_project"
+
+        from feast.feature_store import FeatureStore
+
+        store._precompute_for_push = FeatureStore._precompute_for_push.__get__(store)
+        return store
+
+    def test_triggers_for_matching_fv(self):
+        proj = MagicMock()
+        proj.name = "pushed_fv"
+        svc = MagicMock()
+        svc.precompute_online = True
+        svc.feature_view_projections = [proj]
+        svc.name = "svc"
+
+        store = self._make_mock_store([svc])
+        store._precompute_for_push("pushed_fv", MagicMock())
+        store.precompute_feature_service.assert_called_once_with("svc")
+
+    def test_skips_non_matching_fv(self):
+        proj = MagicMock()
+        proj.name = "other_fv"
+        svc = MagicMock()
+        svc.precompute_online = True
+        svc.feature_view_projections = [proj]
+        svc.name = "svc"
+
+        store = self._make_mock_store([svc])
+        store._precompute_for_push("pushed_fv", MagicMock())
+        store.precompute_feature_service.assert_not_called()
+
+    def test_skips_non_precompute_service(self):
+        proj = MagicMock()
+        proj.name = "pushed_fv"
+        svc = MagicMock()
+        svc.precompute_online = False
+        svc.feature_view_projections = [proj]
+        svc.name = "svc"
+
+        store = self._make_mock_store([svc])
+        store._precompute_for_push("pushed_fv", MagicMock())
+        store.precompute_feature_service.assert_not_called()
+
+    def test_handles_exception_gracefully(self):
+        proj = MagicMock()
+        proj.name = "fv"
+        svc = MagicMock()
+        svc.precompute_online = True
+        svc.feature_view_projections = [proj]
+        svc.name = "svc"
+
+        store = self._make_mock_store([svc])
+        store.precompute_feature_service.side_effect = RuntimeError("fail")
+
+        store._precompute_for_push("fv", MagicMock())
+
+    def test_handles_registry_exception_gracefully(self):
+        store = MagicMock()
+        store.registry.list_feature_services.side_effect = RuntimeError("oops")
+        store.project = "test"
+
+        from feast.feature_store import FeatureStore
+
+        FeatureStore._precompute_for_push(store, "fv", MagicMock())
diff --git a/sdk/python/tests/unit/test_registry_server_commit_refresh.py b/sdk/python/tests/unit/test_registry_server_commit_refresh.py
new file mode 100644
index 00000000000..3c591a2b9de
--- /dev/null
+++ b/sdk/python/tests/unit/test_registry_server_commit_refresh.py
@@ -0,0 +1,276 @@
+from unittest.mock import Mock
+
+import pytest
+from google.protobuf.empty_pb2 import Empty
+
+from feast.errors import FeastPermissionError, ProjectObjectNotFoundException
+from feast.infra.infra_object import Infra
+from feast.permissions.permission import AuthzedAction, Permission
+from feast.permissions.policy import RoleBasedPolicy
+from feast.permissions.security_manager import (
+    SecurityManager,
+    no_security_manager,
+    set_security_manager,
+)
+from feast.permissions.user import User
+from feast.project import Project
+from feast.protos.feast.registry import RegistryServer_pb2
+from feast.registry_server import RegistryServer
+
+
+@pytest.fixture
+def project_permissions():
+    return [
+        Permission(
+            name="project_updater",
+            types=Project,
+            name_patterns="team-a.*",
+            policy=RoleBasedPolicy(roles=["team-a"]),
+            actions=[AuthzedAction.DESCRIBE, AuthzedAction.UPDATE],
+        ),
+        Permission(
+            name="project_creator",
+            types=Project,
+            name_patterns="team-a.*",
+            policy=RoleBasedPolicy(roles=["team-a"]),
+            actions=[AuthzedAction.CREATE],
+        ),
+        Permission(
+            name="project_a_create_only",
+            types=Project,
+            name_patterns="team-a.*",
+            policy=RoleBasedPolicy(roles=["team-a-creator"]),
+            actions=[AuthzedAction.CREATE],
+        ),
+        Permission(
+            name="project_b_updater",
+            types=Project,
+            name_patterns="team-b.*",
+            policy=RoleBasedPolicy(roles=["team-b"]),
+            actions=[AuthzedAction.DESCRIBE, AuthzedAction.UPDATE],
+        ),
+    ]
+
+
+@pytest.fixture
+def auth_security_manager(project_permissions):
+    registry = Mock()
+    registry.list_permissions = Mock(return_value=project_permissions)
+    sm = SecurityManager(project="any", registry=registry)
+    set_security_manager(sm)
+    yield sm
+    no_security_manager()
+
+
+def _server_with_projects(*project_names: str) -> tuple[RegistryServer, Mock]:
+    registry = Mock()
+    projects = [Project(name=name) for name in project_names]
+    registry.list_projects = Mock(return_value=projects)
+
+    def get_project(name: str, allow_cache: bool = False):
+        for project in projects:
+            if project.name == name:
+                return project
+        raise ProjectObjectNotFoundException(name=name)
+
+    registry.get_project = Mock(side_effect=get_project)
+    registry.refresh = Mock()
+    registry.commit = Mock()
+    registry.get_infra = Mock(return_value=Infra())
+    registry.update_infra = Mock()
+    return RegistryServer(registry=registry), registry
+
+
+def test_refresh_allows_missing_project_without_auth():
+    no_security_manager()
+    server, registry = _server_with_projects("existing")
+
+    response = server.Refresh(
+        RegistryServer_pb2.RefreshRequest(project="brand-new"), None
+    )
+
+    assert response == Empty()
+    registry.refresh.assert_called_once_with("brand-new")
+
+
+def test_refresh_allows_missing_project_with_create_permission(auth_security_manager):
+    auth_security_manager.set_current_user(User("alice", ["team-a"]))
+    server, registry = _server_with_projects("team-b-project")
+
+    response = server.Refresh(
+        RegistryServer_pb2.RefreshRequest(project="team-a-new"), None
+    )
+
+    assert response == Empty()
+    registry.refresh.assert_called_once_with("team-a-new")
+
+
+def test_refresh_denies_missing_project_without_create_permission(
+    auth_security_manager,
+):
+    auth_security_manager.set_current_user(User("bob", ["team-b"]))
+    server, _ = _server_with_projects("team-b-project")
+
+    with pytest.raises(FeastPermissionError):
+        server.Refresh(RegistryServer_pb2.RefreshRequest(project="team-a-new"), None)
+
+
+def test_refresh_requires_update_for_existing_project(auth_security_manager):
+    auth_security_manager.set_current_user(User("alice", ["team-a"]))
+    server, registry = _server_with_projects("team-a-project", "team-b-project")
+
+    response = server.Refresh(
+        RegistryServer_pb2.RefreshRequest(project="team-a-project"), None
+    )
+    assert response == Empty()
+    registry.refresh.assert_called_once_with("team-a-project")
+
+    with pytest.raises(FeastPermissionError):
+        server.Refresh(
+            RegistryServer_pb2.RefreshRequest(project="team-b-project"), None
+        )
+
+
+def test_commit_allows_when_caller_can_update_one_shared_project(auth_security_manager):
+    auth_security_manager.set_current_user(User("alice", ["team-a"]))
+    server, registry = _server_with_projects("team-a-project", "team-b-project")
+
+    response = server.Commit(Empty(), None)
+
+    assert response == Empty()
+    registry.commit.assert_called_once()
+
+
+def test_commit_denies_when_caller_cannot_create_or_update_any_project(
+    auth_security_manager,
+):
+    auth_security_manager.set_current_user(User("nobody", ["other"]))
+    server, _ = _server_with_projects("team-a-project", "team-b-project")
+
+    with pytest.raises(FeastPermissionError):
+        server.Commit(Empty(), None)
+
+
+def test_commit_allows_without_auth():
+    no_security_manager()
+    server, registry = _server_with_projects("a", "b")
+
+    response = server.Commit(Empty(), None)
+
+    assert response == Empty()
+    registry.commit.assert_called_once()
+
+
+def test_commit_allows_empty_registry_with_auth(auth_security_manager):
+    # No projects yet — same as old behavior (empty permission loop).
+    auth_security_manager.set_current_user(User("nobody", ["other"]))
+    server, registry = _server_with_projects()
+
+    response = server.Commit(Empty(), None)
+
+    assert response == Empty()
+    registry.commit.assert_called_once()
+
+
+def test_refresh_existing_project_without_auth():
+    no_security_manager()
+    server, registry = _server_with_projects("existing")
+
+    response = server.Refresh(
+        RegistryServer_pb2.RefreshRequest(project="existing"), None
+    )
+
+    assert response == Empty()
+    registry.refresh.assert_called_once_with("existing")
+
+
+def test_commit_allows_with_only_create_permission_on_new_project(
+    auth_security_manager,
+):
+    # After ApplyProject(commit=False), project exists in cache but caller may
+    # only have CREATE (not UPDATE) for that first apply transaction.
+    auth_security_manager.set_current_user(User("creator", ["team-a-creator"]))
+    server, registry = _server_with_projects("team-a-new")
+
+    response = server.Commit(Empty(), None)
+
+    assert response == Empty()
+    registry.commit.assert_called_once()
+
+
+def test_get_infra_allows_missing_project_without_auth():
+    no_security_manager()
+    server, registry = _server_with_projects("existing")
+
+    response = server.GetInfra(
+        RegistryServer_pb2.GetInfraRequest(project="brand-new", allow_cache=True),
+        None,
+    )
+
+    assert response == Infra().to_proto()
+    registry.get_infra.assert_called_once_with(project="brand-new", allow_cache=True)
+
+
+def test_get_infra_allows_missing_project_with_create_permission(auth_security_manager):
+    auth_security_manager.set_current_user(User("creator", ["team-a-creator"]))
+    server, registry = _server_with_projects("team-b-project")
+
+    response = server.GetInfra(
+        RegistryServer_pb2.GetInfraRequest(project="team-a-new", allow_cache=True),
+        None,
+    )
+
+    assert response == Infra().to_proto()
+    registry.get_infra.assert_called_once_with(project="team-a-new", allow_cache=True)
+
+
+def test_get_infra_denies_missing_project_without_create_permission(
+    auth_security_manager,
+):
+    auth_security_manager.set_current_user(User("bob", ["team-b"]))
+    server, _ = _server_with_projects("team-b-project")
+
+    with pytest.raises(FeastPermissionError):
+        server.GetInfra(
+            RegistryServer_pb2.GetInfraRequest(project="team-a-new", allow_cache=True),
+            None,
+        )
+
+
+def test_get_infra_requires_describe_for_existing_project(auth_security_manager):
+    auth_security_manager.set_current_user(User("alice", ["team-a"]))
+    server, registry = _server_with_projects("team-a-project", "team-b-project")
+
+    response = server.GetInfra(
+        RegistryServer_pb2.GetInfraRequest(project="team-a-project", allow_cache=True),
+        None,
+    )
+    assert response == Infra().to_proto()
+    registry.get_infra.assert_called_once_with(
+        project="team-a-project", allow_cache=True
+    )
+
+    with pytest.raises(FeastPermissionError):
+        server.GetInfra(
+            RegistryServer_pb2.GetInfraRequest(
+                project="team-b-project", allow_cache=True
+            ),
+            None,
+        )
+
+
+def test_update_infra_allows_missing_project_with_create_permission(
+    auth_security_manager,
+):
+    auth_security_manager.set_current_user(User("creator", ["team-a-creator"]))
+    server, registry = _server_with_projects("team-b-project")
+
+    response = server.UpdateInfra(
+        RegistryServer_pb2.UpdateInfraRequest(
+            infra=Infra().to_proto(), project="team-a-new", commit=True
+        ),
+        None,
+    )
+
+    assert response == Empty()
+    registry.update_infra.assert_called_once()
diff --git a/sdk/python/tests/unit/test_type_map.py b/sdk/python/tests/unit/test_type_map.py
index bdaea63a607..5dfb0c52437 100644
--- a/sdk/python/tests/unit/test_type_map.py
+++ b/sdk/python/tests/unit/test_type_map.py
@@ -14,6 +14,7 @@
     arrow_to_pg_type,
     feast_value_type_to_pa,
     feast_value_type_to_python_type,
+    pa_to_athena_value_type,
     pa_to_feast_value_type,
     pa_to_redshift_value_type,
     pg_type_to_feast_value_type,
@@ -87,6 +88,9 @@ def test_python_values_to_proto_values_bool(values):
         (np.array([None]), ValueType.BYTES_LIST, None),
         (np.array([None]), ValueType.STRING_LIST, None),
         (np.array([None]), ValueType.UNIX_TIMESTAMP_LIST, None),
+        ([np.array([], dtype=np.int32)], ValueType.INT32_LIST, []),
+        ([np.array([], dtype=np.float32)], ValueType.FLOAT_LIST, []),
+        ([np.array([], dtype=np.bool_)], ValueType.BOOL_LIST, []),
         ([b"[1,2,3]"], ValueType.INT64_LIST, [1, 2, 3]),
         ([b"[1,2,3]"], ValueType.INT32_LIST, [1, 2, 3]),
         ([b"[1.5,2.5,3.5]"], ValueType.FLOAT_LIST, [1.5, 2.5, 3.5]),
@@ -528,6 +532,25 @@ def test_arrow_to_pg_type_map(self):
         assert arrow_to_pg_type("map<string, string>") == "jsonb"
         assert arrow_to_pg_type("map<string, int64>") == "jsonb"
 
+    def test_pa_to_athena_value_type_unsigned_ints_widen(self):
+        """Unsigned Arrow ints must widen to a signed Athena type that can
+        hold their full range. Athena has no unsigned integer types, so
+        mapping every uintN to tinyint (signed -128..127) overflows for any
+        value above 127 in the generated CREATE TABLE DDL. Each uintN must map
+        to the next-larger signed type, matching arrow_to_pg_type's widening.
+        """
+        assert pa_to_athena_value_type(pyarrow.uint8()) == "smallint"
+        assert pa_to_athena_value_type(pyarrow.uint16()) == "int"
+        assert pa_to_athena_value_type(pyarrow.uint32()) == "bigint"
+        assert pa_to_athena_value_type(pyarrow.uint64()) == "bigint"
+
+    def test_pa_to_athena_value_type_signed_ints_unchanged(self):
+        """Signed Arrow ints keep their same-width Athena type (no regression)."""
+        assert pa_to_athena_value_type(pyarrow.int8()) == "tinyint"
+        assert pa_to_athena_value_type(pyarrow.int16()) == "smallint"
+        assert pa_to_athena_value_type(pyarrow.int32()) == "int"
+        assert pa_to_athena_value_type(pyarrow.int64()) == "bigint"
+
     def test_pg_type_to_feast_value_type_json(self):
         """Test that Postgres json/jsonb types convert to ValueType.MAP."""
         assert pg_type_to_feast_value_type("json") == ValueType.MAP
@@ -538,6 +561,11 @@ def test_pg_type_to_feast_value_type_json_array(self):
         assert pg_type_to_feast_value_type("json[]") == ValueType.MAP_LIST
         assert pg_type_to_feast_value_type("jsonb[]") == ValueType.MAP_LIST
 
+    def test_pg_type_to_feast_value_type_real(self):
+        """Postgres real is single-precision (float4), so it maps to FLOAT, not DOUBLE."""
+        assert pg_type_to_feast_value_type("real") == ValueType.FLOAT
+        assert pg_type_to_feast_value_type("real[]") == ValueType.FLOAT_LIST
+
     def test_snowflake_variant_to_map(self):
         """Test that Snowflake VARIANT/OBJECT types convert to ValueType.MAP."""
         assert snowflake_type_to_feast_value_type("VARIANT") == ValueType.MAP
@@ -2065,3 +2093,250 @@ def test_proto_field_name_in_map(self):
         from feast.type_map import PROTO_VALUE_TO_VALUE_TYPE_MAP
 
         assert PROTO_VALUE_TO_VALUE_TYPE_MAP["scalar_map_val"] == ValueType.SCALAR_MAP
+
+
+class TestArrowArrayStringListMaterialization:
+    """Regression tests for Array(String) columns from Arrow/Athena materialization.
+
+    Arrow/Athena deserializes Array(String) feature columns as numpy.ndarray with
+    object dtype. Two bugs were triggered:
+
+    1. ValueError: "The truth value of an empty array is ambiguous"
+       — when an empty ndarray reached the scalar null-check `elif not pd.isnull(value)`.
+
+    2. TypeError: "bad argument type for built-in operation"
+       — when proto_type(val=<ndarray>) was called; protobuf rejects ndarrays.
+
+    Both are fixed by _sanitize_list_value, which converts ndarrays to plain Python
+    lists and replaces None elements with a type-appropriate zero/empty default
+    (see _LIST_NONE_DEFAULTS).
+    """
+
+    def test_sanitize_list_value_ndarray(self):
+        """ndarray is converted to a plain Python list."""
+        from feast.type_map import _sanitize_list_value
+
+        arr = np.array(["foo", "bar"], dtype=object)
+        result = _sanitize_list_value(arr, ValueType.STRING_LIST)
+        assert result == ["foo", "bar"]
+        assert isinstance(result, list)
+
+    def test_sanitize_list_value_empty_ndarray(self):
+        """Empty ndarray is converted to an empty Python list."""
+        from feast.type_map import _sanitize_list_value
+
+        arr = np.array([], dtype=object)
+        result = _sanitize_list_value(arr, ValueType.STRING_LIST)
+        assert result == []
+
+    def test_sanitize_list_value_ndarray_with_none(self):
+        """None elements inside a STRING_LIST ndarray are replaced with empty string."""
+        from feast.type_map import _sanitize_list_value
+
+        arr = np.array(["foo", None, "baz"], dtype=object)
+        result = _sanitize_list_value(arr, ValueType.STRING_LIST)
+        assert result == ["foo", "", "baz"]
+
+    def test_sanitize_list_value_plain_list(self):
+        """Plain Python lists without None pass through unchanged."""
+        from feast.type_map import _sanitize_list_value
+
+        lst = ["foo", "bar"]
+        result = _sanitize_list_value(lst, ValueType.STRING_LIST)
+        assert result == ["foo", "bar"]
+
+    def test_sanitize_list_value_plain_list_with_none(self):
+        """None elements in a STRING_LIST plain list are replaced with empty string."""
+        from feast.type_map import _sanitize_list_value
+
+        lst = ["foo", None]
+        result = _sanitize_list_value(lst, ValueType.STRING_LIST)
+        assert result == ["foo", ""]
+
+    def test_sanitize_list_value_numeric_none_replaced(self):
+        """None elements in numeric lists are replaced with a type-appropriate default."""
+        from feast.type_map import _sanitize_list_value
+
+        assert _sanitize_list_value([1, None, 2], ValueType.INT32_LIST) == [1, 0, 2]
+        assert _sanitize_list_value([1, None, 2], ValueType.INT64_LIST) == [1, 0, 2]
+        assert _sanitize_list_value([1.0, None, 2.0], ValueType.FLOAT_LIST) == [
+            1.0,
+            0.0,
+            2.0,
+        ]
+        assert _sanitize_list_value([1.0, None, 2.0], ValueType.DOUBLE_LIST) == [
+            1.0,
+            0.0,
+            2.0,
+        ]
+        assert _sanitize_list_value([True, None, False], ValueType.BOOL_LIST) == [
+            True,
+            False,
+            False,
+        ]
+
+    def test_sanitize_list_value_bytes_none_replaced(self):
+        """None elements in BYTES_LIST are replaced with b''."""
+        from feast.type_map import _sanitize_list_value
+
+        result = _sanitize_list_value([b"x", None], ValueType.BYTES_LIST)
+        assert result == [b"x", b""]
+
+    def test_sanitize_list_value_scalar_passthrough(self):
+        """Non-list, non-ndarray values are returned unchanged."""
+        from feast.type_map import _sanitize_list_value
+
+        assert _sanitize_list_value("hello", ValueType.STRING_LIST) == "hello"
+        assert _sanitize_list_value(42, ValueType.INT32_LIST) == 42
+
+    def test_string_list_from_ndarray(self):
+        """STRING_LIST column with ndarray values materializes without TypeError."""
+        values = [
+            np.array(["foo", "bar"], dtype=object),
+            np.array(["baz"], dtype=object),
+        ]
+        protos = python_values_to_proto_values(values, ValueType.STRING_LIST)
+        assert len(protos) == 2
+        assert list(protos[0].string_list_val.val) == ["foo", "bar"]
+        assert list(protos[1].string_list_val.val) == ["baz"]
+
+    def test_string_list_from_empty_ndarray(self):
+        """Empty ndarray in a STRING_LIST column must not raise ValueError."""
+        values = [
+            np.array([], dtype=object),
+            np.array(["foo"], dtype=object),
+        ]
+        protos = python_values_to_proto_values(values, ValueType.STRING_LIST)
+        assert list(protos[0].string_list_val.val) == []
+        assert list(protos[1].string_list_val.val) == ["foo"]
+
+    def test_string_list_from_ndarray_with_none_elements(self):
+        """None elements inside an ndarray must not cause TypeError in protobuf."""
+        values = [
+            np.array(["foo", None, "baz"], dtype=object),
+        ]
+        protos = python_values_to_proto_values(values, ValueType.STRING_LIST)
+        # None is replaced with empty string
+        assert list(protos[0].string_list_val.val) == ["foo", "", "baz"]
+
+    def test_string_list_null_row_produces_empty_proto(self):
+        """A None row (missing user) produces an empty ProtoValue."""
+        from feast.protos.feast.types.Value_pb2 import Value as ProtoValue
+
+        values = [
+            None,
+            np.array(["foo"], dtype=object),
+        ]
+        protos = python_values_to_proto_values(values, ValueType.STRING_LIST)
+        assert protos[0] == ProtoValue()
+        assert list(protos[1].string_list_val.val) == ["foo"]
+
+    def test_mixed_batch_simulating_athena_chunk(self):
+        """Simulate a real Athena chunk: mix of ndarray, empty ndarray, and None rows.
+
+        This is the exact scenario that triggered the TypeError during
+        string_list_features materialization.
+        """
+        from feast.protos.feast.types.Value_pb2 import Value as ProtoValue
+
+        # tags / labels column from Athena
+        values = [
+            np.array(["foo", "bar"], dtype=object),  # normal entity
+            np.array([], dtype=object),  # entity with no values set
+            None,  # missing entity (NULL row)
+            np.array(["baz"], dtype=object),  # normal entity
+            np.array(["qux", None], dtype=object),  # entity with partial null
+        ]
+        protos = python_values_to_proto_values(values, ValueType.STRING_LIST)
+
+        assert list(protos[0].string_list_val.val) == ["foo", "bar"]
+        assert list(protos[1].string_list_val.val) == []
+        assert protos[2] == ProtoValue()
+        assert list(protos[3].string_list_val.val) == ["baz"]
+        assert list(protos[4].string_list_val.val) == ["qux", ""]
+
+
+class TestZonedTimestamp:
+    def test_round_trip_preserves_zone(self):
+        from datetime import datetime
+        from zoneinfo import ZoneInfo
+
+        dt = datetime(2026, 6, 17, 9, 0, 0, tzinfo=ZoneInfo("America/Los_Angeles"))
+        protos = python_values_to_proto_values([dt], ValueType.ZONED_TIMESTAMP)
+        assert protos[0].WhichOneof("val") == "zoned_timestamp_val"
+        assert protos[0].zoned_timestamp_val.zone == "America/Los_Angeles"
+
+        converted = feast_value_type_to_python_type(protos[0])
+        # Same instant AND same wall-clock zone (unlike UNIX_TIMESTAMP, which is UTC).
+        assert converted == dt
+        assert str(converted.tzinfo) == "America/Los_Angeles"
+        assert converted.hour == 9
+
+    def test_distinct_zones_same_instant_are_not_collapsed(self):
+        from datetime import datetime, timezone
+        from zoneinfo import ZoneInfo
+
+        la = datetime(2026, 6, 17, 9, 0, 0, tzinfo=ZoneInfo("America/Los_Angeles"))
+        utc = datetime(2026, 6, 17, 16, 0, 0, tzinfo=timezone.utc)  # same instant
+        protos = python_values_to_proto_values([la, utc], ValueType.ZONED_TIMESTAMP)
+        # Same epoch, different zone preserved.
+        assert (
+            protos[0].zoned_timestamp_val.unix_timestamp
+            == protos[1].zoned_timestamp_val.unix_timestamp
+        )
+        assert protos[0].zoned_timestamp_val.zone == "America/Los_Angeles"
+        assert protos[1].zoned_timestamp_val.zone == "UTC"
+
+    def test_naive_datetime_treated_as_utc(self):
+        from datetime import datetime, timezone
+
+        dt = datetime(2026, 6, 17, 12, 0, 0)  # naive
+        protos = python_values_to_proto_values([dt], ValueType.ZONED_TIMESTAMP)
+        assert protos[0].zoned_timestamp_val.zone == ""
+        converted = feast_value_type_to_python_type(protos[0])
+        assert converted == dt.replace(tzinfo=timezone.utc)
+
+    def test_null_values(self):
+        protos = python_values_to_proto_values([None], ValueType.ZONED_TIMESTAMP)
+        assert protos[0] == ProtoValue()
+        assert feast_value_type_to_python_type(protos[0]) is None
+
+    def test_value_type_round_trips_to_feast_type(self):
+        from feast.types import ZonedTimestamp, from_value_type
+
+        assert from_value_type(ValueType.ZONED_TIMESTAMP) == ZonedTimestamp
+        assert ZonedTimestamp.to_value_type() == ValueType.ZONED_TIMESTAMP
+
+    def test_fixed_offset_zone_round_trips(self):
+        from datetime import datetime, timedelta, timezone
+
+        # A fixed-offset tzinfo has no IANA key, so _zone_name stores it as an
+        # offset string. Decode must preserve the offset rather than dropping to UTC.
+        offset = timezone(timedelta(hours=-7))
+        dt = datetime(2026, 6, 17, 9, 0, 0, tzinfo=offset)
+        protos = python_values_to_proto_values([dt], ValueType.ZONED_TIMESTAMP)
+
+        converted = feast_value_type_to_python_type(protos[0])
+        # Same instant AND same wall-clock offset preserved.
+        assert converted == dt
+        assert converted.utcoffset() == timedelta(hours=-7)
+        assert converted.hour == 9
+
+    def test_str_to_value_type_resolves_zoned_timestamp(self):
+        from feast.type_map import _convert_value_type_str_to_value_type
+
+        # Must not silently fall back to STRING.
+        assert (
+            _convert_value_type_str_to_value_type("ZONED_TIMESTAMP")
+            == ValueType.ZONED_TIMESTAMP
+        )
+
+    def test_not_supported_as_collection_base_type(self):
+        # ZonedTimestamp has no ZONED_TIMESTAMP_LIST/_SET ValueType, so it must be
+        # rejected as an Array/Set base type rather than KeyError-ing later.
+        from feast.types import Array, Set, ZonedTimestamp
+
+        with pytest.raises(ValueError):
+            Array(ZonedTimestamp)
+        with pytest.raises(ValueError):
+            Set(ZonedTimestamp)
diff --git a/sdk/python/tests/unit/test_ui_server.py b/sdk/python/tests/unit/test_ui_server.py
index 36389f7b860..8bf01ac5f24 100644
--- a/sdk/python/tests/unit/test_ui_server.py
+++ b/sdk/python/tests/unit/test_ui_server.py
@@ -15,7 +15,6 @@
 EXPECTED_SUCCESS_STATUS = 200
 EXPECTED_ERROR_STATUS = 503
 TEST_PROJECT_NAME = "test_project"
-REGISTRY_TTL_SECS = 60
 
 
 def _create_mock_ui_files(temp_dir):
@@ -23,12 +22,10 @@ def _create_mock_ui_files(temp_dir):
     ui_dir = os.path.join(temp_dir, "ui", "build")
     os.makedirs(ui_dir, exist_ok=True)
 
-    # Create projects-list.json file
     projects_file = os.path.join(ui_dir, "projects-list.json")
     with open(projects_file, "w") as f:
         json.dump({"projects": []}, f)
 
-    # Create index.html file
     index_file = os.path.join(ui_dir, "index.html")
     with open(index_file, "w") as f:
         f.write("<html><body>Test UI</body></html>")
@@ -36,20 +33,13 @@ def _create_mock_ui_files(temp_dir):
 
 @contextlib.contextmanager
 def _setup_importlib_mocks(temp_dir):
-    """Helper function to setup importlib resource mocks.
-
-    This function mocks the importlib_resources functionality used by the UI server
-    to serve static files. It creates a proper context manager that returns the
-    temporary directory path when used with importlib_resources.as_file().
-    """
+    """Helper function to setup importlib resource mocks."""
     mock_path = Path(temp_dir)
 
-    # Create a proper context manager mock
     mock_context_manager = MagicMock()
     mock_context_manager.__enter__.return_value = mock_path
     mock_context_manager.__exit__.return_value = None
 
-    # Mock the files() method to return a mock that supports division
     mock_file_ref = MagicMock()
     mock_file_ref.__truediv__.return_value = MagicMock()
 
@@ -63,104 +53,65 @@ def _setup_importlib_mocks(temp_dir):
         yield mock_files, mock_as_file
 
 
+def _make_project_mock(name, description=""):
+    """Create a mock project object with the given name and description."""
+    proj = MagicMock()
+    proj.name = name
+    proj.description = description
+    return proj
+
+
 @pytest.fixture
 def mock_feature_store():
     """Fixture for creating a mock feature store"""
     mock_store = MagicMock()
-    mock_store.refresh_registry = MagicMock()
     return mock_store
 
 
 @pytest.fixture
 def ui_app_with_registry(mock_feature_store):
-    """Fixture for UI app with valid registry data.
-
-    Creates a UI app instance with a properly configured feature store
-    that has valid registry data available for testing endpoints that
-    require registry access.
-    """
+    """Fixture for UI app with valid registry data."""
     mock_registry = MagicMock()
-    mock_proto = MagicMock()
-    mock_proto.SerializeToString.return_value = b"mock_proto_data"
-    mock_registry.proto.return_value = mock_proto
+    mock_registry.list_projects.return_value = []
     mock_feature_store.registry = mock_registry
 
     with tempfile.TemporaryDirectory() as temp_dir:
         _create_mock_ui_files(temp_dir)
 
         with _setup_importlib_mocks(temp_dir):
-            app = get_app(mock_feature_store, TEST_PROJECT_NAME, REGISTRY_TTL_SECS)
+            app = get_app(mock_feature_store, TEST_PROJECT_NAME)
             yield app
 
 
 @pytest.fixture
 def ui_app_without_registry(mock_feature_store):
-    """Fixture for UI app with None registry data.
-
-    Creates a UI app instance with a feature store that has no registry
-    data available, used for testing error conditions and service
-    unavailable responses.
-    """
+    """Fixture for UI app where registry raises on list_projects."""
     mock_registry = MagicMock()
-    mock_registry.proto.return_value = None
+    mock_registry.list_projects.side_effect = Exception("registry unavailable")
     mock_feature_store.registry = mock_registry
 
     with tempfile.TemporaryDirectory() as temp_dir:
         _create_mock_ui_files(temp_dir)
 
         with _setup_importlib_mocks(temp_dir):
-            app = get_app(mock_feature_store, TEST_PROJECT_NAME, REGISTRY_TTL_SECS)
+            app = get_app(mock_feature_store, TEST_PROJECT_NAME)
             yield app
 
 
 def test_ui_server_health_endpoint(ui_app_with_registry):
-    """Test the UI server health endpoint returns 200 when registry is available.
-
-    This test verifies that the /health endpoint correctly returns HTTP 200
-    when the feature store registry is properly initialized and contains data.
-    """
+    """Health endpoint returns 200 when registry is available."""
     client = TestClient(ui_app_with_registry)
     response = client.get("/health")
     assertpy.assert_that(response.status_code).is_equal_to(EXPECTED_SUCCESS_STATUS)
 
 
-def test_ui_server_health_endpoint_with_none_registry(ui_app_without_registry):
-    """Test the UI server health endpoint returns 503 when registry is None.
-
-    This test verifies that the /health endpoint correctly returns HTTP 503
-    (Service Unavailable) when the feature store registry is not available
-    or contains no data.
-    """
+def test_ui_server_health_endpoint_with_unavailable_registry(ui_app_without_registry):
+    """Health endpoint returns 503 when registry is unavailable."""
     client = TestClient(ui_app_without_registry)
     response = client.get("/health")
     assertpy.assert_that(response.status_code).is_equal_to(EXPECTED_ERROR_STATUS)
 
 
-def test_registry_endpoint_with_valid_data(ui_app_with_registry):
-    """Test the registry endpoint returns valid data with correct content type.
-
-    This test verifies that the /registry endpoint correctly returns HTTP 200
-    with the proper content-type header when registry data is available.
-    """
-    client = TestClient(ui_app_with_registry)
-    response = client.get("/registry")
-    assertpy.assert_that(response.status_code).is_equal_to(EXPECTED_SUCCESS_STATUS)
-    assertpy.assert_that(response.headers["content-type"]).is_equal_to(
-        "application/octet-stream"
-    )
-
-
-def test_registry_endpoint_with_none_data(ui_app_without_registry):
-    """Test the registry endpoint returns 503 when registry data is None.
-
-    This test verifies that the /registry endpoint correctly returns HTTP 503
-    (Service Unavailable) when no registry data is available.
-    """
-    client = TestClient(ui_app_without_registry)
-    response = client.get("/registry")
-    assertpy.assert_that(response.status_code).is_equal_to(EXPECTED_ERROR_STATUS)
-
-
 @pytest.mark.parametrize(
     "registry_available,expected_status",
     [(True, EXPECTED_SUCCESS_STATUS), (False, EXPECTED_ERROR_STATUS)],
@@ -168,42 +119,197 @@ def test_registry_endpoint_with_none_data(ui_app_without_registry):
 def test_health_endpoint_status(
     registry_available, expected_status, mock_feature_store
 ):
-    """Test the health endpoint returns correct status based on registry availability.
-
-    This parametrized test verifies that the /health endpoint returns the
-    appropriate HTTP status code based on whether registry data is available.
-    """
+    """Health endpoint returns correct status based on registry availability."""
+    mock_registry = MagicMock()
     if registry_available:
-        mock_registry = MagicMock()
-        mock_proto = MagicMock()
-        mock_proto.SerializeToString.return_value = b"mock_proto_data"
-        mock_registry.proto.return_value = mock_proto
-        mock_feature_store.registry = mock_registry
+        mock_registry.list_projects.return_value = []
     else:
-        mock_registry = MagicMock()
-        mock_registry.proto.return_value = None
-        mock_feature_store.registry = mock_registry
+        mock_registry.list_projects.side_effect = Exception("unavailable")
+    mock_feature_store.registry = mock_registry
 
     with tempfile.TemporaryDirectory() as temp_dir:
         _create_mock_ui_files(temp_dir)
 
         with _setup_importlib_mocks(temp_dir):
-            app = get_app(mock_feature_store, TEST_PROJECT_NAME, REGISTRY_TTL_SECS)
+            app = get_app(mock_feature_store, TEST_PROJECT_NAME)
             client = TestClient(app)
             response = client.get("/health")
             assertpy.assert_that(response.status_code).is_equal_to(expected_status)
 
 
 def test_catch_all_route(ui_app_with_registry):
-    """Test the catch-all route for React router paths.
-
-    This test reveals a bug in the original UI server code where ui_dir
-    is not in scope for the catch_all function. The ui_dir variable is defined
-    inside the importlib_resources context manager but used outside of it.
-    This causes a NameError when the route is accessed.
-    """
+    """Test the catch-all route for React router paths."""
     client = TestClient(ui_app_with_registry)
 
-    # The route will fail due to the scope issue with ui_dir
-    with pytest.raises(Exception):  # Expecting NameError or FileNotFoundError
+    with pytest.raises(Exception):
         client.get("/p/some/react/path")
+
+
+# ---------- projects-list.json tests ----------
+
+
+def _read_projects_list(app):
+    """Fetch the projects-list.json from the dynamic endpoint."""
+    client = TestClient(app)
+    resp = client.get("/projects-list.json")
+    assertpy.assert_that(resp.status_code).is_equal_to(EXPECTED_SUCCESS_STATUS)
+    return resp.json()
+
+
+def test_projects_list_registry_path(mock_feature_store):
+    """projects-list.json uses /api/v1 as registryPath."""
+    mock_registry = MagicMock()
+    mock_registry.list_projects.return_value = []
+    mock_feature_store.registry = mock_registry
+
+    with tempfile.TemporaryDirectory() as temp_dir:
+        _create_mock_ui_files(temp_dir)
+
+        with _setup_importlib_mocks(temp_dir):
+            app = get_app(mock_feature_store, TEST_PROJECT_NAME)
+
+        data = _read_projects_list(app)
+        assertpy.assert_that(data["projects"][0]["registryPath"]).is_equal_to("/api/v1")
+
+
+def test_projects_list_with_root_path(mock_feature_store):
+    """root_path prefix is included in registryPath."""
+    mock_registry = MagicMock()
+    mock_registry.list_projects.return_value = []
+    mock_feature_store.registry = mock_registry
+
+    with tempfile.TemporaryDirectory() as temp_dir:
+        _create_mock_ui_files(temp_dir)
+
+        with _setup_importlib_mocks(temp_dir):
+            app = get_app(
+                mock_feature_store,
+                TEST_PROJECT_NAME,
+                root_path="/feast",
+            )
+
+        data = _read_projects_list(app)
+        assertpy.assert_that(data["projects"][0]["registryPath"]).is_equal_to(
+            "/feast/api/v1"
+        )
+
+
+def test_projects_list_multiple_projects(mock_feature_store):
+    """Multiple projects get an 'All Projects' entry prepended."""
+    mock_registry = MagicMock()
+    mock_registry.list_projects.return_value = [
+        _make_project_mock("project_alpha", "Alpha project"),
+        _make_project_mock("project_beta", "Beta project"),
+    ]
+    mock_feature_store.registry = mock_registry
+
+    with tempfile.TemporaryDirectory() as temp_dir:
+        _create_mock_ui_files(temp_dir)
+
+        with _setup_importlib_mocks(temp_dir):
+            app = get_app(mock_feature_store, TEST_PROJECT_NAME)
+
+        data = _read_projects_list(app)
+        assertpy.assert_that(len(data["projects"])).is_equal_to(3)
+        assertpy.assert_that(data["projects"][0]["id"]).is_equal_to("all")
+        assertpy.assert_that(data["projects"][1]["id"]).is_equal_to("project_alpha")
+        assertpy.assert_that(data["projects"][2]["id"]).is_equal_to("project_beta")
+
+
+def test_projects_list_fallback_on_empty(mock_feature_store):
+    """When list_projects returns empty, fallback project is used."""
+    mock_registry = MagicMock()
+    mock_registry.list_projects.return_value = []
+    mock_feature_store.registry = mock_registry
+
+    with tempfile.TemporaryDirectory() as temp_dir:
+        _create_mock_ui_files(temp_dir)
+
+        with _setup_importlib_mocks(temp_dir):
+            app = get_app(mock_feature_store, TEST_PROJECT_NAME)
+
+        data = _read_projects_list(app)
+        assertpy.assert_that(len(data["projects"])).is_equal_to(1)
+        assertpy.assert_that(data["projects"][0]["id"]).is_equal_to(TEST_PROJECT_NAME)
+
+
+def test_projects_list_fallback_on_exception(mock_feature_store):
+    """When list_projects raises, fallback project is used."""
+    mock_registry = MagicMock()
+    mock_registry.list_projects.side_effect = Exception("not implemented")
+    mock_feature_store.registry = mock_registry
+
+    with tempfile.TemporaryDirectory() as temp_dir:
+        _create_mock_ui_files(temp_dir)
+
+        with _setup_importlib_mocks(temp_dir):
+            app = get_app(mock_feature_store, TEST_PROJECT_NAME)
+
+        data = _read_projects_list(app)
+        assertpy.assert_that(len(data["projects"])).is_equal_to(1)
+        assertpy.assert_that(data["projects"][0]["id"]).is_equal_to(TEST_PROJECT_NAME)
+
+
+def test_projects_list_dynamic_refresh(mock_feature_store):
+    """New projects appear without restarting the server."""
+    mock_registry = MagicMock()
+    mock_registry.list_projects.return_value = [
+        _make_project_mock("picked_elk"),
+    ]
+    mock_feature_store.registry = mock_registry
+
+    with tempfile.TemporaryDirectory() as temp_dir:
+        _create_mock_ui_files(temp_dir)
+
+        with _setup_importlib_mocks(temp_dir):
+            app = get_app(mock_feature_store, TEST_PROJECT_NAME)
+
+        client = TestClient(app)
+
+        data = client.get("/projects-list.json").json()
+        assertpy.assert_that(len(data["projects"])).is_equal_to(1)
+        assertpy.assert_that(data["projects"][0]["id"]).is_equal_to("picked_elk")
+
+        mock_registry.list_projects.return_value = [
+            _make_project_mock("picked_elk"),
+            _make_project_mock("picked_elk2"),
+        ]
+
+        data = client.get("/projects-list.json").json()
+        assertpy.assert_that(len(data["projects"])).is_equal_to(3)
+        assertpy.assert_that(data["projects"][0]["id"]).is_equal_to("all")
+        assertpy.assert_that(data["projects"][1]["id"]).is_equal_to("picked_elk")
+        assertpy.assert_that(data["projects"][2]["id"]).is_equal_to("picked_elk2")
+
+
+def test_registry_refresh_endpoint(mock_feature_store):
+    """POST /api/v1/registry/refresh calls store.refresh_registry()."""
+    mock_feature_store.refresh_registry = MagicMock()
+
+    with tempfile.TemporaryDirectory() as temp_dir:
+        _create_mock_ui_files(temp_dir)
+
+        with _setup_importlib_mocks(temp_dir):
+            app = get_app(mock_feature_store, TEST_PROJECT_NAME)
+
+        client = TestClient(app)
+        resp = client.post("/api/v1/registry/refresh")
+        assertpy.assert_that(resp.status_code).is_equal_to(EXPECTED_SUCCESS_STATUS)
+        mock_feature_store.refresh_registry.assert_called_once()
+
+
+def test_registry_refresh_endpoint_error(mock_feature_store):
+    """POST /api/v1/registry/refresh returns 500 when refresh_registry raises."""
+    mock_feature_store.refresh_registry = MagicMock(
+        side_effect=Exception("registry unreachable")
+    )
+
+    with tempfile.TemporaryDirectory() as temp_dir:
+        _create_mock_ui_files(temp_dir)
+
+        with _setup_importlib_mocks(temp_dir):
+            app = get_app(mock_feature_store, TEST_PROJECT_NAME)
+
+        client = TestClient(app, raise_server_exceptions=False)
+        resp = client.post("/api/v1/registry/refresh")
+        assertpy.assert_that(resp.status_code).is_equal_to(500)
diff --git a/sdk/python/tests/unit/test_unit_feature_store.py b/sdk/python/tests/unit/test_unit_feature_store.py
index 3bad0ec6c59..0d3df24c5ac 100644
--- a/sdk/python/tests/unit/test_unit_feature_store.py
+++ b/sdk/python/tests/unit/test_unit_feature_store.py
@@ -1,9 +1,12 @@
 from dataclasses import dataclass
 from typing import Dict, List
+from unittest.mock import MagicMock, patch
 
+import pandas as pd
 import pytest
 
 from feast import utils
+from feast.feature_store import FeatureStore
 from feast.protos.feast.types.Value_pb2 import Value
 
 
@@ -129,3 +132,52 @@ def test_get_unique_entities_missing_all_join_keys_error():
         in error_message
     )
     assert "Provided join_key_values: ['entity_3']" in error_message
+
+
+def test_write_to_offline_store_resolves_feature_view_with_single_lookup():
+    """``write_to_offline_store`` must resolve the feature view with a single
+    registry lookup via ``get_any_feature_view`` rather than the legacy
+    per-type try/except chain.
+
+    The old chain called ``get_stream_feature_view`` first, so the common plain
+    ``FeatureView`` always paid a guaranteed-miss lookup before the one that
+    could succeed. On a ``RemoteRegistry`` each miss is a wasted gRPC round-trip
+    on this per-batch write path (#6671).
+    """
+    store = FeatureStore.__new__(FeatureStore)
+
+    feature_view = MagicMock()
+    feature_view.name = "driver_hourly_stats"
+    feature_view.batch_source = MagicMock()
+
+    registry = MagicMock()
+    registry.get_any_feature_view.return_value = feature_view
+    store._registry = registry
+
+    current_project = MagicMock()
+    current_project.get.return_value = "test_project"
+    store._current_project = current_project
+    store.config = MagicMock()
+
+    provider = MagicMock()
+    provider.get_table_column_names_and_types_from_data_source.return_value = [
+        ("driver_id", "INT64"),
+    ]
+
+    df = pd.DataFrame({"driver_id": [1, 2, 3]})
+
+    with patch.object(FeatureStore, "_get_provider", return_value=provider):
+        store.write_to_offline_store("driver_hourly_stats", df, reorder_columns=False)
+
+    # A single unified lookup, with the default allow_registry_cache=True
+    # forwarded as allow_cache.
+    registry.get_any_feature_view.assert_called_once_with(
+        "driver_hourly_stats", "test_project", allow_cache=True
+    )
+    # None of the legacy per-type getters are used, so there is no
+    # guaranteed-miss lookup before the real one.
+    registry.get_stream_feature_view.assert_not_called()
+    registry.get_feature_view.assert_not_called()
+    registry.get_label_view.assert_not_called()
+
+    provider.ingest_df_to_offline_store.assert_called_once()
diff --git a/sdk/python/tests/unit/test_utils.py b/sdk/python/tests/unit/test_utils.py
index 7eebf46461a..7c83eb6ec8a 100644
--- a/sdk/python/tests/unit/test_utils.py
+++ b/sdk/python/tests/unit/test_utils.py
@@ -266,3 +266,177 @@ def test_large_scale_correctness(self):
                 assert ts.seconds == expected_ts
             for status in fv.statuses:
                 assert status == FieldStatus.PRESENT
+
+
+class TestGetFeatureViewsToUseSharedSource:
+    def _build_store(self, data_dir):
+        import os
+        from datetime import timedelta
+
+        import pandas as pd
+
+        from feast import Entity, FeatureStore, FeatureView, Field, FileSource
+        from feast.infra.online_stores.sqlite import SqliteOnlineStoreConfig
+        from feast.on_demand_feature_view import on_demand_feature_view
+        from feast.repo_config import RepoConfig
+        from feast.types import Float64
+
+        driver = Entity(name="driver", join_keys=["driver_id"])
+
+        df = pd.DataFrame(
+            {
+                "driver_id": [1001, 1002],
+                "event_timestamp": [
+                    datetime(2024, 1, 1, 10, 0, 0, tzinfo=timezone.utc),
+                    datetime(2024, 1, 1, 11, 0, 0, tzinfo=timezone.utc),
+                ],
+                "created": [
+                    datetime(2024, 1, 1, 10, 0, 0, tzinfo=timezone.utc),
+                    datetime(2024, 1, 1, 11, 0, 0, tzinfo=timezone.utc),
+                ],
+                "a": [1.0, 2.0],
+                "b": [10.0, 20.0],
+            }
+        )
+        src_path = os.path.join(data_dir, "src.parquet")
+        df.to_parquet(path=src_path, allow_truncated_timestamps=True)
+
+        src = FileSource(
+            name="src_source",
+            path=src_path,
+            timestamp_field="event_timestamp",
+            created_timestamp_column="created",
+        )
+
+        src_fv = FeatureView(
+            name="src_fv",
+            entities=[driver],
+            ttl=timedelta(days=0),
+            schema=[
+                Field(name="a", dtype=Float64),
+                Field(name="b", dtype=Float64),
+            ],
+            online=True,
+            source=src,
+        )
+
+        @on_demand_feature_view(
+            sources=[src_fv[["a"]]],
+            schema=[Field(name="a_out", dtype=Float64)],
+            mode="pandas",
+        )
+        def odfv_a(inputs):
+            return pd.DataFrame({"a_out": inputs["a"] + 1})
+
+        @on_demand_feature_view(
+            sources=[src_fv[["b"]]],
+            schema=[Field(name="b_out", dtype=Float64)],
+            mode="pandas",
+        )
+        def odfv_b(inputs):
+            return pd.DataFrame({"b_out": inputs["b"] + 100})
+
+        store = FeatureStore(
+            config=RepoConfig(
+                project="test_shared_source",
+                registry=os.path.join(data_dir, "registry.db"),
+                provider="local",
+                entity_key_serialization_version=3,
+                online_store=SqliteOnlineStoreConfig(
+                    path=os.path.join(data_dir, "online.db")
+                ),
+            )
+        )
+        store.apply([driver, src, src_fv, odfv_a, odfv_b])
+        return store
+
+    def test_shared_source_projections_are_merged(self):
+        import tempfile
+
+        from feast.utils import _get_feature_views_to_use
+
+        with tempfile.TemporaryDirectory(ignore_cleanup_errors=True) as data_dir:
+            store = self._build_store(data_dir)
+
+            fvs, odfvs = _get_feature_views_to_use(
+                store.registry,
+                store.project,
+                ["odfv_a:a_out", "odfv_b:b_out"],
+            )
+
+            src_entries = [fv for fv in fvs if fv.projection.name_to_use() == "src_fv"]
+            assert len(src_entries) == 1
+            projected = sorted(
+                feature.name for feature in src_entries[0].projection.features
+            )
+            assert projected == ["a", "b"]
+            assert {odfv.name for odfv in odfvs} == {"odfv_a", "odfv_b"}
+
+    def test_regular_fv_and_odfv_source_are_merged(self):
+        # Regression: a regular FeatureView requested alongside an ODFV that
+        # sources it must resolve to a single, merged src_fv entry. Previously
+        # the regular FV was appended but not indexed in fvs_by_projection_key,
+        # so the ODFV source appended a second partial src_fv projection and a
+        # later lookup raised "KeyError: Feature a not found in projection
+        # src_fv".
+        import tempfile
+
+        from feast.utils import _get_feature_views_to_use
+
+        with tempfile.TemporaryDirectory(ignore_cleanup_errors=True) as data_dir:
+            store = self._build_store(data_dir)
+
+            fvs, odfvs = _get_feature_views_to_use(
+                store.registry,
+                store.project,
+                ["src_fv:a", "odfv_b:b_out"],
+            )
+
+            src_entries = [fv for fv in fvs if fv.projection.name_to_use() == "src_fv"]
+            assert len(src_entries) == 1
+            projected = sorted(
+                feature.name for feature in src_entries[0].projection.features
+            )
+            assert projected == ["a", "b"]
+            assert {odfv.name for odfv in odfvs} == {"odfv_b"}
+
+    def test_regular_fv_and_odfv_source_merge_order_independent(self):
+        import tempfile
+
+        from feast.utils import _get_feature_views_to_use
+
+        with tempfile.TemporaryDirectory(ignore_cleanup_errors=True) as data_dir:
+            store = self._build_store(data_dir)
+
+            fvs, _ = _get_feature_views_to_use(
+                store.registry,
+                store.project,
+                ["odfv_b:b_out", "src_fv:a"],
+            )
+
+            src_entries = [fv for fv in fvs if fv.projection.name_to_use() == "src_fv"]
+            assert len(src_entries) == 1
+            projected = sorted(
+                feature.name for feature in src_entries[0].projection.features
+            )
+            assert projected == ["a", "b"]
+
+    def test_shared_source_ref_order_independent(self):
+        import tempfile
+
+        from feast.utils import _get_feature_views_to_use
+
+        with tempfile.TemporaryDirectory(ignore_cleanup_errors=True) as data_dir:
+            store = self._build_store(data_dir)
+
+            fvs, _ = _get_feature_views_to_use(
+                store.registry,
+                store.project,
+                ["odfv_b:b_out", "odfv_a:a_out"],
+            )
+            src_entries = [fv for fv in fvs if fv.projection.name_to_use() == "src_fv"]
+            assert len(src_entries) == 1
+            projected = sorted(
+                feature.name for feature in src_entries[0].projection.features
+            )
+            assert projected == ["a", "b"]
diff --git a/sdk/python/tests/unit/test_vector_store_utils.py b/sdk/python/tests/unit/test_vector_store_utils.py
new file mode 100644
index 00000000000..135519ba8f1
--- /dev/null
+++ b/sdk/python/tests/unit/test_vector_store_utils.py
@@ -0,0 +1,123 @@
+import unittest.mock
+from datetime import datetime, timezone
+
+import pytest
+
+from feast.errors import FeatureViewNotFoundException
+from feast.feature_view import FeatureView
+from feast.field import Field
+from feast.infra.offline_stores.file_source import FileSource
+from feast.types import Array, Float32, String
+from feast.vector_store_utils import (
+    VectorStoreRegistry,
+    build_vector_store_object,
+    feature_view_to_vs_id,
+)
+
+_DUMMY_SOURCE = FileSource(path="dummy.parquet", timestamp_field="ts")
+
+
+def _make_fv(name: str, vector_index: bool = True) -> FeatureView:
+    schema = [
+        Field(name="embedding", dtype=Array(Float32), vector_index=vector_index),
+        Field(name="text", dtype=String),
+    ]
+    fv = FeatureView(name=name, schema=schema, source=_DUMMY_SOURCE)
+    fv.created_timestamp = datetime(2025, 1, 1, tzinfo=timezone.utc)
+    return fv
+
+
+class TestFeatureViewToVsId:
+    def test_deterministic(self):
+        id1 = feature_view_to_vs_id("proj", "fv_name")
+        id2 = feature_view_to_vs_id("proj", "fv_name")
+        assert id1 == id2
+
+    def test_format(self):
+        vs_id = feature_view_to_vs_id("proj", "fv_name")
+        assert vs_id.startswith("vs_")
+        assert len(vs_id) == 27  # "vs_" + 24 hex chars
+
+    def test_different_projects_produce_different_ids(self):
+        id_a = feature_view_to_vs_id("project_a", "embeddings")
+        id_b = feature_view_to_vs_id("project_b", "embeddings")
+        assert id_a != id_b
+
+    def test_different_fv_names_produce_different_ids(self):
+        id_a = feature_view_to_vs_id("proj", "fv_one")
+        id_b = feature_view_to_vs_id("proj", "fv_two")
+        assert id_a != id_b
+
+
+class TestBuildVectorStoreObject:
+    def test_shape(self):
+        fv = _make_fv("my_embeddings")
+        obj = build_vector_store_object("proj", fv)
+        assert obj["object"] == "vector_store"
+        assert obj["name"] == "my_embeddings"
+        assert obj["status"] == "completed"
+        assert obj["id"] == feature_view_to_vs_id("proj", "my_embeddings")
+        assert isinstance(obj["created_at"], int)
+        assert obj["created_at"] > 0
+
+    def test_no_created_timestamp(self):
+        fv = _make_fv("fv")
+        fv.created_timestamp = None
+        obj = build_vector_store_object("proj", fv)
+        assert obj["created_at"] == 0
+
+
+class TestVectorStoreRegistry:
+    def _mock_store(self, feature_views: list, project: str = "test_project"):
+        store = unittest.mock.MagicMock()
+        store.project = project
+        store.list_feature_views.return_value = feature_views
+        return store
+
+    def test_resolve_found(self):
+        fv = _make_fv("products")
+        store = self._mock_store([fv])
+        registry = VectorStoreRegistry(store)
+        vs_id = feature_view_to_vs_id("test_project", "products")
+        assert registry.resolve(vs_id).name == "products"
+
+    def test_resolve_not_found(self):
+        store = self._mock_store([_make_fv("products")])
+        registry = VectorStoreRegistry(store)
+        with pytest.raises(FeatureViewNotFoundException):
+            registry.resolve("vs_does_not_exist_000000")
+
+    def test_list_filters_non_vector_fvs(self):
+        vec_fv = _make_fv("vec_fv", vector_index=True)
+        plain_fv = _make_fv("plain_fv", vector_index=False)
+        store = self._mock_store([vec_fv, plain_fv])
+        registry = VectorStoreRegistry(store)
+        stores = registry.list_vector_stores()
+        names = [s["name"] for s in stores]
+        assert "vec_fv" in names
+        assert "plain_fv" not in names
+
+    def test_get_vector_store_found(self):
+        fv = _make_fv("embeddings")
+        store = self._mock_store([fv])
+        registry = VectorStoreRegistry(store)
+        vs_id = feature_view_to_vs_id("test_project", "embeddings")
+        obj = registry.get_vector_store(vs_id)
+        assert obj is not None
+        assert obj["name"] == "embeddings"
+
+    def test_get_vector_store_not_found(self):
+        store = self._mock_store([_make_fv("embeddings")])
+        registry = VectorStoreRegistry(store)
+        assert registry.get_vector_store("vs_bogus_id_000000000000") is None
+
+    def test_refresh_picks_up_new_fvs(self):
+        fv1 = _make_fv("fv1")
+        store = self._mock_store([fv1])
+        registry = VectorStoreRegistry(store)
+        assert len(registry.list_vector_stores()) == 1
+
+        fv2 = _make_fv("fv2")
+        store.list_feature_views.return_value = [fv1, fv2]
+        registry.refresh()
+        assert len(registry.list_vector_stores()) == 2
diff --git a/sdk/python/tests/unit/transformation/test_factory.py b/sdk/python/tests/unit/transformation/test_factory.py
index 4484af0ae23..64c0e282239 100644
--- a/sdk/python/tests/unit/transformation/test_factory.py
+++ b/sdk/python/tests/unit/transformation/test_factory.py
@@ -17,6 +17,7 @@ def test_all_expected_types_registered(self):
             "sql",
             "spark_sql",
             "spark",
+            "flink",
             "ray",
         }
         assert set(TRANSFORMATION_CLASS_FOR_TYPE.keys()) == expected_types
@@ -69,6 +70,19 @@ def test_sql_type_resolves(self, mock_import):
             "SQLTransformation",
         )
 
+    @patch("feast.transformation.factory.import_class")
+    def test_flink_type_resolves(self, mock_import):
+        mock_cls = MagicMock()
+        mock_import.return_value = mock_cls
+
+        get_transformation_class_from_type("flink")
+
+        mock_import.assert_called_once_with(
+            "feast.transformation.flink_transformation",
+            "FlinkTransformation",
+            "FlinkTransformation",
+        )
+
     def test_invalid_type_raises_value_error(self):
         with pytest.raises(ValueError, match="Invalid transformation type"):
             get_transformation_class_from_type("nonexistent")
diff --git a/sdk/python/tests/unit/transformation/test_mode.py b/sdk/python/tests/unit/transformation/test_mode.py
index d37fc97e28d..3b35edcba0f 100644
--- a/sdk/python/tests/unit/transformation/test_mode.py
+++ b/sdk/python/tests/unit/transformation/test_mode.py
@@ -3,7 +3,16 @@
 
 class TestTransformationMode:
     def test_all_modes_defined(self):
-        expected = {"PYTHON", "PANDAS", "SPARK_SQL", "SPARK", "RAY", "SQL", "SUBSTRAIT"}
+        expected = {
+            "PYTHON",
+            "PANDAS",
+            "SPARK_SQL",
+            "SPARK",
+            "FLINK",
+            "RAY",
+            "SQL",
+            "SUBSTRAIT",
+        }
         actual = {m.name for m in TransformationMode}
         assert actual == expected
 
@@ -12,6 +21,7 @@ def test_mode_values(self):
         assert TransformationMode.PANDAS.value == "pandas"
         assert TransformationMode.SPARK_SQL.value == "spark_sql"
         assert TransformationMode.SPARK.value == "spark"
+        assert TransformationMode.FLINK.value == "flink"
         assert TransformationMode.RAY.value == "ray"
         assert TransformationMode.SQL.value == "sql"
         assert TransformationMode.SUBSTRAIT.value == "substrait"
diff --git a/sdk/python/tests/unit/transformation/test_pandas_transformation.py b/sdk/python/tests/unit/transformation/test_pandas_transformation.py
index d20204ceb93..f2f587422f0 100644
--- a/sdk/python/tests/unit/transformation/test_pandas_transformation.py
+++ b/sdk/python/tests/unit/transformation/test_pandas_transformation.py
@@ -1,6 +1,8 @@
 import pandas as pd
 
 from feast.transformation.pandas_transformation import PandasTransformation
+from feast.transformation.python_transformation import PythonTransformation
+from feast.transformation.udf_rehydrate import resolve_udf
 
 
 def pandas_udf(features_df: pd.DataFrame) -> pd.DataFrame:
@@ -16,3 +18,42 @@ def test_init_pandas_transformation():
     transformed_df = transformation.transform(features_df)
     assert transformed_df["output1"].values[0] == 1
     assert transformed_df["output2"].values[1] == 3
+
+
+_UDF_SOURCE = """def pandas_udf(features_df):
+    df = __import__("pandas").DataFrame()
+    df["output1"] = features_df["feature1"]
+    df["output2"] = features_df["feature2"]
+    return df
+"""
+
+
+def test_pandas_transformation_eq_uses_udf_string_not_bytecode():
+    """Repo vs source-rehydrated callables must compare equal when source matches."""
+    rehydrated = resolve_udf(udf_string=_UDF_SOURCE, preferred_name="pandas_udf")
+    assert pandas_udf.__code__.co_code != rehydrated.__code__.co_code
+
+    left = PandasTransformation(udf=pandas_udf, udf_string=_UDF_SOURCE)
+    right = PandasTransformation(udf=rehydrated, udf_string=_UDF_SOURCE)
+    assert left == right
+
+    different = PandasTransformation(udf=rehydrated, udf_string=_UDF_SOURCE + "\n")
+    assert left != different
+
+
+def test_python_transformation_eq_uses_udf_string_not_bytecode():
+    rehydrated = resolve_udf(udf_string=_UDF_SOURCE, preferred_name="pandas_udf")
+    left = PythonTransformation(udf=pandas_udf, udf_string=_UDF_SOURCE)
+    right = PythonTransformation(udf=rehydrated, udf_string=_UDF_SOURCE)
+    assert left == right
+    assert left != PythonTransformation(udf=rehydrated, udf_string="other")
+
+
+def test_ray_transformation_eq_uses_udf_string_not_bytecode():
+    from feast.transformation.ray_transformation import RayTransformation
+
+    rehydrated = resolve_udf(udf_string=_UDF_SOURCE, preferred_name="pandas_udf")
+    left = RayTransformation(udf=pandas_udf, udf_string=_UDF_SOURCE)
+    right = RayTransformation(udf=rehydrated, udf_string=_UDF_SOURCE)
+    assert left == right
+    assert left != RayTransformation(udf=rehydrated, udf_string="other")
diff --git a/sdk/python/tests/unit/transformation/test_udf_rehydrate.py b/sdk/python/tests/unit/transformation/test_udf_rehydrate.py
new file mode 100644
index 00000000000..def9ba4c401
--- /dev/null
+++ b/sdk/python/tests/unit/transformation/test_udf_rehydrate.py
@@ -0,0 +1,94 @@
+import time
+
+import dill
+import pandas as pd
+
+from feast.transformation.udf_rehydrate import (
+    _strip_leading_decorators,
+    rehydrate_udf_from_source,
+    resolve_udf,
+)
+
+
+def _sample_udf(df: pd.DataFrame) -> pd.DataFrame:
+    out = pd.DataFrame()
+    out["doubled"] = df["x"] * 2
+    return out
+
+
+_SAMPLE_SRC = """
+def _sample_udf(df):
+    import pandas as pd
+    out = pd.DataFrame()
+    out["doubled"] = df["x"] * 2
+    return out
+"""
+
+
+def test_rehydrate_udf_from_source_prefers_named_function():
+    fn = rehydrate_udf_from_source(_SAMPLE_SRC, preferred_name="_sample_udf")
+    assert fn is not None
+    result = fn(pd.DataFrame({"x": [1, 2]}))
+    assert list(result["doubled"]) == [2, 4]
+
+
+def test_resolve_udf_prefers_source_over_garbage_dill_body():
+    # Garbage dill body would fail dill.loads; source must win.
+    udf = resolve_udf(
+        udf_string=_SAMPLE_SRC,
+        body=b"not-valid-dill",
+        preferred_name="_sample_udf",
+    )
+    result = udf(pd.DataFrame({"x": [3]}))
+    assert result["doubled"].iloc[0] == 6
+
+
+def test_resolve_udf_falls_back_to_dill_when_source_empty():
+    body = dill.dumps(_sample_udf, recurse=True)
+    udf = resolve_udf(udf_string="", body=body)
+    result = udf(pd.DataFrame({"x": [4]}))
+    assert result["doubled"].iloc[0] == 8
+
+
+def test_rehydrate_strips_on_demand_decorator():
+    src = """@on_demand_feature_view(
+    sources=[feature_view_1],
+    schema=[Field(name="metric_sum", dtype=Float64)],
+)
+def metric_sum_odfv(inputs):
+    import pandas as pd
+    df = pd.DataFrame()
+    df["metric_sum"] = inputs["metric_a"] + inputs["metric_b"]
+    return df
+"""
+    fn = rehydrate_udf_from_source(src, preferred_name="metric_sum_odfv")
+    assert fn is not None
+    result = fn(pd.DataFrame({"metric_a": [1.0], "metric_b": [2.0]}))
+    assert result["metric_sum"].iloc[0] == 3.0
+
+
+def test_strip_leading_decorators_multiline_and_bare():
+    src = """@decorator
+@foo(
+    a=1,
+    b="x(y)",
+)
+def bar():
+    return 1
+"""
+    stripped = _strip_leading_decorators(src)
+    assert stripped.lstrip().startswith("def bar")
+    assert "@" not in stripped.split("def", 1)[0]
+
+
+def test_strip_leading_decorators_adversarial_at_spam_is_linear():
+    # CodeQL concern: nested regex on many '@' / newlines. Must stay O(n).
+    spam = "@\n" * 20_000
+    started = time.perf_counter()
+    stripped = _strip_leading_decorators(spam)
+    elapsed = time.perf_counter() - started
+    assert elapsed < 1.0
+    # No def — strip may consume all decorators; result should not hang and
+    # rehydrate should fail closed so dill fallback can run.
+    assert rehydrate_udf_from_source(spam) is None
+    assert isinstance(stripped, str)
diff --git a/sdk/python/tests/universal/feature_repos/universal/online_store/aerospike.py b/sdk/python/tests/universal/feature_repos/universal/online_store/aerospike.py
new file mode 100644
index 00000000000..de28ad15163
--- /dev/null
+++ b/sdk/python/tests/universal/feature_repos/universal/online_store/aerospike.py
@@ -0,0 +1,58 @@
+#
+#  Copyright 2019 The Feast Authors
+#
+#  Licensed under the Apache License, Version 2.0 (the "License");
+#  you may not use this file except in compliance with the License.
+#  You may obtain a copy of the License at
+#
+#      https://www.apache.org/licenses/LICENSE-2.0
+#
+#  Unless required by applicable law or agreed to in writing, software
+#  distributed under the License is distributed on an "AS IS" BASIS,
+#  WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+#  See the License for the specific language governing permissions and
+#  limitations under the License.
+#
+
+from typing import Any, Dict
+
+from testcontainers.core.container import DockerContainer
+from testcontainers.core.waiting_utils import wait_for_logs
+
+from tests.universal.feature_repos.universal.online_store_creator import (
+    OnlineStoreCreator,
+)
+
+# Aerospike Community Edition — pin a known-good server image so CI stays
+# deterministic; bump when Feast's Aerospike server baseline moves.
+AEROSPIKE_CE_IMAGE = "aerospike/aerospike-server:8.0.0.10_1"
+
+# The Aerospike server prints this line once the default "test" namespace has
+# finished starting up and the service is accepting client connections.
+_READY_LOG_MARKER = "migrations: complete"
+
+
+class AerospikeOnlineStoreCreator(OnlineStoreCreator):
+    """Spin up a single-node Aerospike CE cluster for universal online-store tests.
+
+    The CE image ships a pre-configured namespace called ``test``, which we
+    reuse as the Feast namespace (avoiding the need to mount a custom
+    ``aerospike.conf``).
+    """
+
+    def __init__(self, project_name: str, **kwargs):
+        super().__init__(project_name)
+        self.container = DockerContainer(AEROSPIKE_CE_IMAGE).with_exposed_ports("3000")
+
+    def create_online_store(self) -> Dict[str, Any]:
+        self.container.start()
+        wait_for_logs(container=self.container, predicate=_READY_LOG_MARKER, timeout=60)
+        exposed_port = int(self.container.get_exposed_port("3000"))
+        return {
+            "type": "aerospike",
+            "hosts": [("127.0.0.1", exposed_port)],
+            "namespace": "test",
+        }
+
+    def teardown(self):
+        self.container.stop()
diff --git a/sdk/python/tests/universal/feature_repos/universal/online_store/postgres.py b/sdk/python/tests/universal/feature_repos/universal/online_store/postgres.py
index 0141232f12f..1a2289cef84 100644
--- a/sdk/python/tests/universal/feature_repos/universal/online_store/postgres.py
+++ b/sdk/python/tests/universal/feature_repos/universal/online_store/postgres.py
@@ -73,6 +73,7 @@ def create_online_store(self) -> Dict[str, Any]:
             "password": "test!@#$%",
             "database": "test",
             "vector_enabled": True,
+            "enable_openai_compatible_store": True,
             "port": self.container.get_exposed_port(5432),
             "sslmode": "disable",
         }
diff --git a/sdk/python/tests/universal/feature_repos/universal/online_store/scylladb.py b/sdk/python/tests/universal/feature_repos/universal/online_store/scylladb.py
new file mode 100644
index 00000000000..59f6ae97549
--- /dev/null
+++ b/sdk/python/tests/universal/feature_repos/universal/online_store/scylladb.py
@@ -0,0 +1,83 @@
+import time
+from typing import Dict
+
+from testcontainers.core.container import DockerContainer
+from testcontainers.core.network import Network
+from testcontainers.core.waiting_utils import wait_for_logs
+
+from tests.universal.feature_repos.universal.online_store_creator import (
+    OnlineStoreCreator,
+)
+
+_SCYLLA_IMAGE = "scylladb/scylla:2026.1.4"
+_VECTOR_STORE_IMAGE = "scylladb/vector-store:1.7.0"
+
+
+class ScyllaDBOnlineStoreCreator(OnlineStoreCreator):
+    """
+    Starts a ScyllaDB + Vector Store stack for integration tests.
+
+    Two containers share a Docker network:
+    - scylladb/scylla:2026.1.4     — CQL data node (exposes port 9042)
+    - scylladb/vector-store:1.7.0  — ANN indexing service (port 6080)
+
+    Both regular read/write and vector search tests run against this stack
+    with no external cloud dependency.
+    """
+
+    def __init__(self, project_name: str, **kwargs):
+        super().__init__(project_name)
+        self.network = Network()
+        self.scylla = (
+            DockerContainer(_SCYLLA_IMAGE)
+            .with_network(self.network)
+            .with_network_aliases("scylla")
+            .with_command(
+                "--smp 1 --memory 1G --overprovisioned 1 "
+                "--vector-store-primary-uri http://vector-store:6080 "
+                "--broadcast-rpc-address 127.0.0.1"
+            )
+            .with_exposed_ports("9042")
+        )
+        self.vector_store = (
+            DockerContainer(_VECTOR_STORE_IMAGE)
+            .with_network(self.network)
+            .with_network_aliases("vector-store")
+            .with_env("VECTOR_STORE_URI", "0.0.0.0:6080")
+            .with_env("VECTOR_STORE_SCYLLADB_URI", "scylla:9042")
+        )
+
+    def create_online_store(self) -> Dict[str, object]:
+        self.network.create()
+        self.scylla.start()
+        wait_for_logs(
+            container=self.scylla,
+            predicate="Starting listening for CQL clients",
+            timeout=120,
+        )
+        time.sleep(5)  # allow CQL port to be fully ready
+        self.vector_store.start()
+        wait_for_logs(
+            container=self.vector_store,
+            predicate="6080",
+            timeout=60,
+        )
+        keyspace = "feast_keyspace"
+        self.scylla.exec(
+            f'cqlsh -e "CREATE KEYSPACE IF NOT EXISTS \\"{keyspace}\\"'
+            " WITH replication = {'class': 'NetworkTopologyStrategy', 'datacenter1': 1}"
+            " AND tablets = {'enabled': true};\""
+        )
+        exposed_port = int(self.scylla.get_exposed_port("9042"))
+        return {
+            "type": "scylladb",
+            "hosts": ["127.0.0.1"],
+            "port": exposed_port,
+            "keyspace": keyspace,
+            "local_dc": "datacenter1",
+        }
+
+    def teardown(self):
+        self.vector_store.stop()
+        self.scylla.stop()
+        self.network.remove()
diff --git a/sdk/python/tests/utils/cli_repo_creator.py b/sdk/python/tests/utils/cli_repo_creator.py
index 25c3fdd1198..e39ab992c73 100644
--- a/sdk/python/tests/utils/cli_repo_creator.py
+++ b/sdk/python/tests/utils/cli_repo_creator.py
@@ -19,6 +19,7 @@
 that can push the cumulative test time past the pytest global timeout budget.
 """
 
+import os
 import random
 import string
 import subprocess
@@ -53,25 +54,52 @@ class CliRunner:
     modules from the feature repo, and it is hard to clean up that state otherwise.
     """
 
-    def run(self, args: List[str], cwd: Path) -> subprocess.CompletedProcess:
+    def _subprocess_env(self) -> dict[str, str]:
+        env = os.environ.copy()
+        parent_paths = [path for path in sys.path if path]
+        existing_pythonpath = env.get("PYTHONPATH")
+        if existing_pythonpath:
+            parent_paths.append(existing_pythonpath)
+        env["PYTHONPATH"] = os.pathsep.join(parent_paths)
+        return env
+
+    def run(
+        self, args: List[str], cwd: Path, attempts: int = 2
+    ) -> subprocess.CompletedProcess:
         # Apply a conservative timeout to prevent CI hangs from Dask atexit-handler
         # stalls or other subprocess blockages.
         timeout = 120
 
-        try:
-            return subprocess.run(
-                [sys.executable, cli.__file__] + args,
-                cwd=cwd,
-                capture_output=True,
-                timeout=timeout,
-            )
-        except subprocess.TimeoutExpired:
-            return subprocess.CompletedProcess(
-                args=[sys.executable, cli.__file__] + args,
-                returncode=-1,
-                stdout=b"",
-                stderr=f"Command timed out after {timeout}s: {args}".encode(),
-            )
+        # Commands routed through here (e.g. `apply`) do not materialize, so they
+        # cannot trigger the Dask atexit hang described in the module docstring. A
+        # timeout is therefore almost always transient slowness — a cold child
+        # interpreter importing Feast (pandas/pyarrow/...) on a loaded CI runner,
+        # which has been observed to exceed the timeout on the slower macOS
+        # runners. Retry once so a single slow cold start does not flake the test:
+        # the retry runs with warm OS/page caches and typically finishes quickly,
+        # while a genuine repeated stall still fails once attempts are exhausted.
+        full_args = [sys.executable, cli.__file__] + args
+        result = None
+        for attempt in range(1, attempts + 1):
+            try:
+                return subprocess.run(
+                    full_args,
+                    cwd=cwd,
+                    capture_output=True,
+                    timeout=timeout,
+                    env=self._subprocess_env(),
+                )
+            except subprocess.TimeoutExpired:
+                result = subprocess.CompletedProcess(
+                    args=full_args,
+                    returncode=-1,
+                    stdout=b"",
+                    stderr=(
+                        f"Command timed out after {timeout}s "
+                        f"(attempt {attempt}/{attempts}): {args}"
+                    ).encode(),
+                )
+        return result
 
     def run_with_output(self, args: List[str], cwd: Path) -> Tuple[int, bytes]:
         is_teardown = "teardown" in args
@@ -87,6 +115,7 @@ def run_with_output(self, args: List[str], cwd: Path) -> Tuple[int, bytes]:
             cwd=cwd,
             stdout=subprocess.PIPE,
             stderr=subprocess.STDOUT,
+            env=self._subprocess_env(),
         )
         try:
             stdout, _ = proc.communicate(timeout=timeout)
@@ -130,15 +159,18 @@ def local_repo(
             repo_path = Path(repo_dir_name)
             data_path = Path(data_dir_name)
 
+            registry_path_yaml = str(data_path / "registry.db")
+            online_store_path_yaml = str(data_path / "online_store.db")
+
             repo_config = repo_path / "feature_store.yaml"
             if online_store == "sqlite":
                 yaml_config = dedent(
                     f"""
                 project: {project_id}
-                registry: {data_path / "registry.db"}
+                registry: {registry_path_yaml}
                 provider: local
                 online_store:
-                    path: {data_path / "online_store.db"}
+                    path: {online_store_path_yaml}
                 offline_store:
                     type: {offline_store}
                 entity_key_serialization_version: 3
@@ -148,10 +180,10 @@ def local_repo(
                 yaml_config = dedent(
                     f"""
                 project: {project_id}
-                registry: {data_path / "registry.db"}
+                registry: {registry_path_yaml}
                 provider: local
                 online_store:
-                    path: {data_path / "online_store.db"}
+                    path: {online_store_path_yaml}
                     type: milvus
                     vector_enabled: true
                     embedding_dim: 10
@@ -164,7 +196,7 @@ def local_repo(
                 yaml_config = dedent(
                     f"""
                 project: {project_id}
-                registry: {data_path / "registry.db"}
+                registry: {registry_path_yaml}
                 provider: local
                 online_store:
                     type: {online_store}
diff --git a/sdk/python/tests/utils/rag_test_utils.py b/sdk/python/tests/utils/rag_test_utils.py
index e3aac2546bd..675fa28b4a5 100644
--- a/sdk/python/tests/utils/rag_test_utils.py
+++ b/sdk/python/tests/utils/rag_test_utils.py
@@ -92,7 +92,9 @@ def run_side_effect(cmd, *args, **kwargs):
         with runner.local_repo(
             get_example_repo("example_feature_repo_1.py"),
             offline_store="file",
-            online_store="milvus",
+            # The vector store tests below use MockVectorStore and only need the
+            # feature view registered; avoid Milvus Lite index setup flakiness.
+            online_store="sqlite",
             apply=False,
             teardown=True,
         ) as store:
diff --git a/sdk/python/tests/utils/ssl_certifcates_util.py b/sdk/python/tests/utils/ssl_certifcates_util.py
index 53b9df3973c..4525e0249c9 100644
--- a/sdk/python/tests/utils/ssl_certifcates_util.py
+++ b/sdk/python/tests/utils/ssl_certifcates_util.py
@@ -15,6 +15,97 @@
 logger = logging.getLogger(__name__)
 
 
+def generate_mtls_certs(
+    output_dir: str,
+    server_san: str = "feature-registry.example.com",
+) -> dict[str, str]:
+    """
+    Generate a CA, server, and client certificate chain for mTLS testing.
+
+    The server cert's SAN is set to ``server_san`` (no ``localhost``), so a
+    gRPC client connecting to ``localhost`` must set the ``authority`` channel
+    option to ``server_san`` — exactly the IAP-tunnel pattern.
+
+    Returns a dict with keys: ca_cert, server_key, server_cert,
+    client_key, client_cert.
+    """
+    os.makedirs(output_dir, exist_ok=True)
+    paths = {
+        "ca_cert": os.path.join(output_dir, "ca.crt"),
+        "server_key": os.path.join(output_dir, "server.key"),
+        "server_cert": os.path.join(output_dir, "server.crt"),
+        "client_key": os.path.join(output_dir, "client.key"),
+        "client_cert": os.path.join(output_dir, "client.crt"),
+    }
+
+    # --- CA (self-signed) ---
+    ca_key = rsa.generate_private_key(public_exponent=65537, key_size=2048)
+    ca_name = x509.Name([x509.NameAttribute(NameOID.COMMON_NAME, "TestCA")])
+    ca_cert = (
+        x509.CertificateBuilder()
+        .subject_name(ca_name)
+        .issuer_name(ca_name)
+        .public_key(ca_key.public_key())
+        .serial_number(x509.random_serial_number())
+        .not_valid_before(datetime.utcnow())
+        .not_valid_after(datetime.utcnow() + timedelta(days=1))
+        .add_extension(x509.BasicConstraints(ca=True, path_length=None), critical=True)
+        .sign(ca_key, hashes.SHA256())
+    )
+    with open(paths["ca_cert"], "wb") as f:
+        f.write(ca_cert.public_bytes(serialization.Encoding.PEM))
+
+    def _issue_cert(
+        cn: str,
+        key_path: str,
+        cert_path: str,
+        san: x509.SubjectAlternativeName | None = None,
+    ):
+        key = rsa.generate_private_key(public_exponent=65537, key_size=2048)
+        subject = x509.Name([x509.NameAttribute(NameOID.COMMON_NAME, cn)])
+        builder = (
+            x509.CertificateBuilder()
+            .subject_name(subject)
+            .issuer_name(ca_cert.subject)
+            .public_key(key.public_key())
+            .serial_number(x509.random_serial_number())
+            .not_valid_before(datetime.utcnow())
+            .not_valid_after(datetime.utcnow() + timedelta(days=1))
+        )
+        if san is not None:
+            builder = builder.add_extension(san, critical=False)
+        cert = builder.sign(ca_key, hashes.SHA256())
+
+        with open(key_path, "wb") as f:
+            f.write(
+                key.private_bytes(
+                    serialization.Encoding.PEM,
+                    serialization.PrivateFormat.TraditionalOpenSSL,
+                    serialization.NoEncryption(),
+                )
+            )
+        with open(cert_path, "wb") as f:
+            f.write(cert.public_bytes(serialization.Encoding.PEM))
+
+    # --- Server cert ---
+    _issue_cert(
+        cn=server_san,
+        key_path=paths["server_key"],
+        cert_path=paths["server_cert"],
+        san=x509.SubjectAlternativeName([x509.DNSName(server_san)]),
+    )
+
+    # --- Client cert (no SAN needed) ---
+    _issue_cert(
+        cn="TestClient",
+        key_path=paths["client_key"],
+        cert_path=paths["client_cert"],
+    )
+
+    logger.info(f"mTLS certificates generated in {output_dir}")
+    return paths
+
+
 def generate_self_signed_cert(
     cert_path="cert.pem", key_path="key.pem", common_name="localhost"
 ):
diff --git a/skills/feast-architecture/SKILL.md b/skills/feast-architecture/SKILL.md
index a2132983d61..5a6049d237b 100644
--- a/skills/feast-architecture/SKILL.md
+++ b/skills/feast-architecture/SKILL.md
@@ -87,6 +87,11 @@ registry.apply_feature_view(feature_view, project)
 # → registry_store.update_registry_proto(proto)
 ```
 
+**How the SQL backend works:**
+- Per-object tables, each storing that object's serialized proto in a binary column.
+- **Binary proto columns must use `ProtoBytes`, not `LargeBinary` directly** (defined at the top of `infra/registry/sql.py`). `ProtoBytes` emits `LONGBLOB` on MySQL and MariaDB and falls back to `LargeBinary`'s default on every other dialect (`BLOB` on SQLite, `BYTEA` on PostgreSQL). Plain `LargeBinary` maps to MySQL `BLOB` (64 KB cap), which silently truncates large protos (e.g. a `FeatureView`) and later fails to deserialize. Any new serialized-proto/blob-metadata column reintroduces that bug if it uses `LargeBinary`.
+- All tables are declared on the module-level `metadata` object in `sql.py` (the source of truth). `metadata.create_all` only creates missing tables — it never widens existing columns, so schema changes to existing registries require a manual migration (see `docs/reference/registries/sql.md`). On MySQL/MariaDB, `SqlRegistry._warn_if_narrow_blob_columns` logs an error at startup for any registry proto column still typed as the narrow `BLOB` — a new column is covered automatically as long as it's typed `ProtoBytes` (the diagnostic selects columns by `column.type is ProtoBytes`); a column typed as plain `LargeBinary` would be silently missed.
+
 **Supporting files:**
 - `infra/registry/base_registry.py` — abstract interface
 - `infra/registry/proto_registry_utils.py` — proto serialization helpers
diff --git a/skills/feast-testing/SKILL.md b/skills/feast-testing/SKILL.md
index 5d778a9a33e..2704ff3feb2 100644
--- a/skills/feast-testing/SKILL.md
+++ b/skills/feast-testing/SKILL.md
@@ -129,6 +129,28 @@ def test_apply_feature_view(tmp_path):
     assert stored.name == "driver_id"
 ```
 
+### Pattern: SQL registry — dialect DDL and startup-check tests
+
+See `sdk/python/tests/unit/infra/registry/test_sql_registry.py`.
+
+- **Assert dialect-specific DDL without a live DB**: compile a table for a target dialect and check the emitted column type. Useful for column-type rules like `ProtoBytes` → `LONGBLOB` on MySQL/MariaDB.
+  ```python
+  from sqlalchemy.dialects import mysql
+  from sqlalchemy.schema import CreateTable
+  ddl = str(CreateTable(feature_views).compile(dialect=mysql.dialect()))
+  assert "feature_view_proto LONGBLOB" in ddl
+  ```
+- **Unit-test a startup diagnostic with a mock engine**: stub `engine.dialect.name` and the `engine.connect()` context manager so no DB is needed.
+  ```python
+  engine = MagicMock()
+  engine.dialect.name = "mysql"
+  engine.connect.return_value.__enter__.return_value.execute.return_value.fetchall.return_value = [
+      ("feature_views", "feature_view_proto"),
+  ]
+  SqlRegistry._warn_if_narrow_blob_columns(engine)
+  ```
+- **Live round-trip behavior** (e.g. a >64 KB proto surviving the column) belongs in an integration test against the `mysql_registry` fixture in `tests/integration/registration/test_universal_registry.py` (DDL-compile tests can't catch runtime truncation).
+
 ### Pattern: testing FeatureStore end-to-end (unit level)
 
 ```python
diff --git a/skills/references/configuration.md b/skills/references/configuration.md
index 9a1720984b1..7a63b8429bd 100644
--- a/skills/references/configuration.md
+++ b/skills/references/configuration.md
@@ -258,7 +258,7 @@ materialization:
 ```yaml
 openlineage:
   enabled: true
-  transport_type: http  # http, console, file, kafka
+  transport_type: http  # http, console, file, kafka (omit to use OpenLineage SDK defaults)
   transport_url: http://marquez:5000
   transport_endpoint: api/v1/lineage
   namespace: feast
diff --git a/skills/references/feature-definitions.md b/skills/references/feature-definitions.md
index dc6764e94c7..d9040e089c0 100644
--- a/skills/references/feature-definitions.md
+++ b/skills/references/feature-definitions.md
@@ -42,7 +42,7 @@ customer = Entity(name="customer_id", join_keys=["customer_id"])
 
 ### Type System
 
-**Scalar types** (from `feast.types`): `Float32`, `Float64`, `Int32`, `Int64`, `String`, `Bool`, `Bytes`, `UnixTimestamp`
+**Scalar types** (from `feast.types`): `Float32`, `Float64`, `Int32`, `Int64`, `String`, `Bool`, `Bytes`, `UnixTimestamp`, `ZonedTimestamp`
 
 **Collection types**: `Array(T)` where T is a scalar type (e.g., `Array(Float32)` for embeddings)
 
diff --git a/ui/.prettierignore b/ui/.prettierignore
index d2fa6a8b18e..14a40bc5836 100644
--- a/ui/.prettierignore
+++ b/ui/.prettierignore
@@ -1,3 +1,4 @@
 *.css
 *.md
 dist/
+build/
diff --git a/ui/jest.config.js b/ui/jest.config.js
index e7d01f6994a..d8ef66218b3 100644
--- a/ui/jest.config.js
+++ b/ui/jest.config.js
@@ -1,4 +1,11 @@
-const transformNodeModules = ["@elastic/eui", "uuid", "msw", "until-async"];
+const transformNodeModules = [
+  "@elastic/eui",
+  "uuid",
+  "msw",
+  "until-async",
+  "chroma-js",
+  "keycloak-js",
+];
 
 module.exports = {
   roots: ["<rootDir>/src"],
@@ -30,7 +37,7 @@ module.exports = {
   moduleNameMapper: {
     "^react-native$": "react-native-web",
     "^.+\\.module\\.(css|sass|scss)$": "identity-obj-proxy",
-    "chroma-js": "<rootDir>/node_modules/chroma-js/dist/chroma.min.cjs",
+    "^chroma-js$": "<rootDir>/node_modules/chroma-js/dist/chroma.min.cjs",
     "^reactflow/dist/style\\.css$": "identity-obj-proxy",
   },
   moduleFileExtensions: [
diff --git a/ui/package-lock.json b/ui/package-lock.json
index 1c6ce720e02..c6ba3dd2299 100644
--- a/ui/package-lock.json
+++ b/ui/package-lock.json
@@ -1,12 +1,12 @@
 {
   "name": "@feast-dev/feast-ui",
-  "version": "0.57.0",
+  "version": "0.64.0",
   "lockfileVersion": 3,
   "requires": true,
   "packages": {
     "": {
       "name": "@feast-dev/feast-ui",
-      "version": "0.57.0",
+      "version": "0.64.0",
       "license": "Apache-2.0",
       "dependencies": {
         "@elastic/datemath": "^5.0.3",
@@ -18,6 +18,7 @@
         "@types/styled-components": "^5.1.34",
         "dagre": "^0.8.5",
         "inter-ui": "^3.19.3",
+        "keycloak-js": "^26.2.4",
         "long": "^5.2.3",
         "moment": "^2.29.1",
         "protobufjs": "^7.1.1",
@@ -163,7 +164,6 @@
       "integrity": "sha512-e7jT4DxYvIDLk1ZHmU/m/mB19rex9sv0c2ftBtjSBv+kVM/902eh0fINUzD7UwLLNR+jU585GxUJ8/EBfAM5fw==",
       "dev": true,
       "license": "MIT",
-      "peer": true,
       "dependencies": {
         "@babel/code-frame": "^7.27.1",
         "@babel/generator": "^7.28.5",
@@ -860,7 +860,6 @@
       "integrity": "sha512-p9OkPbZ5G7UT1MofwYFigGebnrzGJacoBSQM0/6bi/PUMVE+qlWDD/OalvQKbwgQzU6dl0xAv6r4X7Jme0RYxA==",
       "dev": true,
       "license": "MIT",
-      "peer": true,
       "dependencies": {
         "@babel/helper-plugin-utils": "^7.27.1"
       },
@@ -1802,7 +1801,6 @@
       "integrity": "sha512-2KH4LWGSrJIkVf5tSiBFYuXDAoWRq2MMwgivCf+93dd0GQi8RXLjKA/0EvRnVV5G0hrHczsquXuD01L8s6dmBw==",
       "dev": true,
       "license": "MIT",
-      "peer": true,
       "dependencies": {
         "@babel/helper-annotate-as-pure": "^7.27.1",
         "@babel/helper-module-imports": "^7.27.1",
@@ -2753,7 +2751,6 @@
       "resolved": "https://registry.npmjs.org/@emotion/css/-/css-11.13.5.tgz",
       "integrity": "sha512-wQdD0Xhkn3Qy2VNcIzbLP9MR8TafI0MJb7BEAXKp+w4+XqErksWR4OXomuDzPsN4InLdGhVe6EYcn2ZIUCpB8w==",
       "license": "MIT",
-      "peer": true,
       "dependencies": {
         "@emotion/babel-plugin": "^11.13.5",
         "@emotion/cache": "^11.13.5",
@@ -2794,7 +2791,6 @@
       "resolved": "https://registry.npmjs.org/@emotion/react/-/react-11.14.0.tgz",
       "integrity": "sha512-O000MLDBDdk/EohJPFUqvnp4qnHeYkVP5B0xEG0D/L7cOKP9kefu2DXn8dj74cQfsEzUqh+sr1RzFqiL1o+PpA==",
       "license": "MIT",
-      "peer": true,
       "dependencies": {
         "@babel/runtime": "^7.18.3",
         "@emotion/babel-plugin": "^11.13.5",
@@ -4725,7 +4721,6 @@
       "integrity": "sha512-8QqtOQT5ACVlmsvKOJNEaWmRPmcojMOzCz4Hs2BGG/toAp/K38LcsMRyLp349glq5AzJbCEeimEoxaX6v/fLrA==",
       "dev": true,
       "license": "MIT",
-      "peer": true,
       "dependencies": {
         "@babel/core": "^7.21.3",
         "@svgr/babel-preset": "8.1.0",
@@ -4834,7 +4829,6 @@
       "integrity": "sha512-o4PXJQidqJl82ckFaXUeoAW+XysPLauYI43Abki5hABd853iMhitooc6znOnczgbTYmEP6U6/y1ZyKAIsvMKGg==",
       "dev": true,
       "license": "MIT",
-      "peer": true,
       "dependencies": {
         "@babel/code-frame": "^7.10.4",
         "@babel/runtime": "^7.12.5",
@@ -5524,7 +5518,6 @@
       "integrity": "sha512-promo4eFwuiW+TfGxhi+0x3czqTYJkG8qB17ZUJiVF10Xm7NLVRSLUsfRTU/6h1e24VvRnXCx+hG7li58lkzog==",
       "dev": true,
       "license": "MIT",
-      "peer": true,
       "dependencies": {
         "@types/linkify-it": "^5",
         "@types/mdurl": "^2"
@@ -5632,7 +5625,6 @@
       "resolved": "https://registry.npmjs.org/@types/react/-/react-18.3.27.tgz",
       "integrity": "sha512-cisd7gxkzjBKU2GgdYrTdtQx1SORymWyaAFhaxQPK9bYO9ot3Y5OikQRvY0VYQtvwjeQnizCINJAenh/V7MK2w==",
       "license": "MIT",
-      "peer": true,
       "dependencies": {
         "@types/prop-types": "*",
         "csstype": "^3.2.2"
@@ -5643,7 +5635,6 @@
       "resolved": "https://registry.npmjs.org/@types/react-dom/-/react-dom-18.3.7.tgz",
       "integrity": "sha512-MEe3UeoENYVFXzoXEWsvcpg6ZvlrFNlOQ7EOsvhI3CfAXwzPfO8Qwuxd40nepsYKqyyVQnTdEfv68q91yLcKrQ==",
       "license": "MIT",
-      "peer": true,
       "peerDependencies": {
         "@types/react": "^18.0.0"
       }
@@ -5833,7 +5824,6 @@
       "integrity": "sha512-TiZzBSJja/LbhNPvk6yc0JrX9XqhQ0hdh6M2svYfsHGejaKFIAGd9MQ+ERIMzLGlN/kZoYIgdxFV0PuljTKXag==",
       "dev": true,
       "license": "MIT",
-      "peer": true,
       "dependencies": {
         "@eslint-community/regexpp": "^4.4.0",
         "@typescript-eslint/scope-manager": "5.62.0",
@@ -5889,7 +5879,6 @@
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       "dev": true,
       "license": "BSD-2-Clause",
-      "peer": true,
       "dependencies": {
         "@typescript-eslint/scope-manager": "5.62.0",
         "@typescript-eslint/types": "5.62.0",
@@ -6289,7 +6278,6 @@
       "integrity": "sha512-NZyJarBfL7nWwIq+FDL6Zp/yHEhePMNnnJ0y3qfieCrmNvYct8uvtiV41UvlSe6apAfk0fY1FbWx+NwfmpvtTg==",
       "dev": true,
       "license": "MIT",
-      "peer": true,
       "bin": {
         "acorn": "bin/acorn"
       },
@@ -6387,7 +6375,6 @@
       "integrity": "sha512-j3fVLgvTo527anyYyJOGTYJbG+vnnQYvE0m5mmkc1TK+nxAppkCLMIL0aZ4dblVCNoGShhm+kzE4ZUykBoMg4g==",
       "dev": true,
       "license": "MIT",
-      "peer": true,
       "dependencies": {
         "fast-deep-equal": "^3.1.1",
         "fast-json-stable-stringify": "^2.0.0",
@@ -7398,7 +7385,6 @@
         }
       ],
       "license": "MIT",
-      "peer": true,
       "dependencies": {
         "baseline-browser-mapping": "^2.8.25",
         "caniuse-lite": "^1.0.30001754",
@@ -8677,7 +8663,6 @@
       "resolved": "https://registry.npmjs.org/d3-selection/-/d3-selection-3.0.0.tgz",
       "integrity": "sha512-fmTRWbNMmsmWq6xJV8D19U/gw/bwrHfNXxrIN+HfZgnzqTHp9jOmKMhsTUjXOJnZOdZY9Q28y4yebKzqDKlxlQ==",
       "license": "ISC",
-      "peer": true,
       "engines": {
         "node": ">=12"
       }
@@ -9612,7 +9597,6 @@
       "deprecated": "This version is no longer supported. Please see https://eslint.org/version-support for other options.",
       "dev": true,
       "license": "MIT",
-      "peer": true,
       "dependencies": {
         "@eslint-community/eslint-utils": "^4.2.0",
         "@eslint-community/regexpp": "^4.6.1",
@@ -12242,7 +12226,6 @@
       "integrity": "sha512-bc4NBHqOqSfRW7POMkHd51LvClaeMXpm8dx0e8oE2GORbq5aRK7Bxl4FyzVLdGtLmvLKL7BTDBG5ACQm4HWjTA==",
       "devOptional": true,
       "license": "MIT",
-      "peer": true,
       "funding": {
         "type": "opencollective",
         "url": "https://opencollective.com/immer"
@@ -13208,7 +13191,6 @@
       "integrity": "sha512-NIy3oAFp9shda19hy4HK0HRTWKtPJmGdnvywu01nOqNC2vZg+Z+fvJDxpMQA88eb2I9EcafcdjYgsDthnYTvGw==",
       "dev": true,
       "license": "MIT",
-      "peer": true,
       "dependencies": {
         "@jest/core": "^29.7.0",
         "@jest/types": "^29.6.3",
@@ -15157,6 +15139,15 @@
         "node": ">=4.0"
       }
     },
+    "node_modules/keycloak-js": {
+      "version": "26.2.4",
+      "resolved": "https://registry.npmjs.org/keycloak-js/-/keycloak-js-26.2.4.tgz",
+      "integrity": "sha512-PnXpR3ubETGOt0B/Qt2lxmPbkZr5bc3vlQsOqDoTPPQsZRp7JjhTKxlJ187uWh8qJhvBab6Gsjb06a8ayOPfuw==",
+      "license": "Apache-2.0",
+      "workspaces": [
+        "test"
+      ]
+    },
     "node_modules/keyv": {
       "version": "4.5.4",
       "resolved": "https://registry.npmjs.org/keyv/-/keyv-4.5.4.tgz",
@@ -15825,7 +15816,6 @@
       "resolved": "https://registry.npmjs.org/moment/-/moment-2.30.1.tgz",
       "integrity": "sha512-uEmtNhbDOrWPFS+hdjFCBfy9f2YoyzRpwcl+DqpC6taX21FzsTLQVbMV/W7PzNSX6x/bhC1zA3c2UQ5NzH6how==",
       "license": "MIT",
-      "peer": true,
       "engines": {
         "node": "*"
       }
@@ -16735,7 +16725,6 @@
         }
       ],
       "license": "MIT",
-      "peer": true,
       "dependencies": {
         "nanoid": "^3.3.11",
         "picocolors": "^1.1.1",
@@ -17885,7 +17874,6 @@
       "integrity": "sha512-Q8qQfPiZ+THO/3ZrOrO0cJJKfpYCagtMUkXbnEfmgUjwXg6z/WBeOyS9APBBPCTSiDV+s4SwQGu8yFsiMRIudg==",
       "dev": true,
       "license": "MIT",
-      "peer": true,
       "dependencies": {
         "cssesc": "^3.0.0",
         "util-deprecate": "^1.0.2"
@@ -18162,7 +18150,6 @@
       "integrity": "sha512-CvexbZtbov6jW2eXAvLukXjXUW1TzFaivC46BpWc/3BpcCysb5Vffu+B3XHMm8lVEuy2Mm4XGex8hBSg1yapPg==",
       "hasInstallScript": true,
       "license": "BSD-3-Clause",
-      "peer": true,
       "dependencies": {
         "@protobufjs/aspromise": "^1.1.2",
         "@protobufjs/base64": "^1.1.2",
@@ -18556,7 +18543,6 @@
       "resolved": "https://registry.npmjs.org/react/-/react-18.3.1.tgz",
       "integrity": "sha512-wS+hAgJShR0KhEvPJArfuPVN1+Hz1t0Y6n5jLrGQbkb4urgPE/0Rve+1kMB1v/oWgHgm4WIcV+i7F2pTVj+2iQ==",
       "license": "MIT",
-      "peer": true,
       "dependencies": {
         "loose-envify": "^1.1.0"
       },
@@ -18791,7 +18777,6 @@
       "resolved": "https://registry.npmjs.org/react-dom/-/react-dom-18.3.1.tgz",
       "integrity": "sha512-5m4nQKp+rZRb09LNH59GM4BxTh9251/ylbKIbpe7TpGxfJ+9kv6BLkLBXIjjspbgbnIBNqlI23tRnTWT0snUIw==",
       "license": "MIT",
-      "peer": true,
       "dependencies": {
         "loose-envify": "^1.1.0",
         "scheduler": "^0.23.2"
@@ -18977,7 +18962,6 @@
       "integrity": "sha512-F27qZr8uUqwhWZboondsPx8tnC3Ct3SxZA3V5WyEvujRyyNv0VYPhoBg1gZ8/MV5tubQp76Trw8lTv9hzRBa+A==",
       "dev": true,
       "license": "MIT",
-      "peer": true,
       "engines": {
         "node": ">=0.10.0"
       }
@@ -19049,7 +19033,6 @@
       "resolved": "https://registry.npmjs.org/react-router-dom/-/react-router-dom-6.30.2.tgz",
       "integrity": "sha512-l2OwHn3UUnEVUqc6/1VMmR1cvZryZ3j3NzapC2eUXO1dB0sYp5mvwdjiXhpUbRb21eFow3qSxpP8Yv6oAU824Q==",
       "license": "MIT",
-      "peer": true,
       "dependencies": {
         "@remix-run/router": "1.23.1",
         "react-router": "6.30.2"
@@ -19225,7 +19208,6 @@
       "resolved": "https://registry.npmjs.org/redux/-/redux-4.2.1.tgz",
       "integrity": "sha512-LAUYz4lc+Do8/g7aeRa8JkyDErK6ekstQaqWQrNRW//MY1TvCEpMtpTWvlQ+FPbWCx+Xixu/6SHt5N0HR+SB4w==",
       "license": "MIT",
-      "peer": true,
       "dependencies": {
         "@babel/runtime": "^7.9.2"
       }
@@ -19685,7 +19667,6 @@
       "integrity": "sha512-fS6iqSPZDs3dr/y7Od6y5nha8dW1YnbgtsyotCVvoFGKbERG++CVRFv1meyGDE1SNItQA8BrnCw7ScdAhRJ3XQ==",
       "dev": true,
       "license": "MIT",
-      "peer": true,
       "bin": {
         "rollup": "dist/bin/rollup"
       },
@@ -20207,7 +20188,6 @@
       "integrity": "sha512-B/gBuNg5SiMTrPkC+A2+cW0RszwxYmn6VYxB/inlBStS5nx6xHIt/ehKRhIMhqusl7a8LjQoZnjCs5vhwxOQ1g==",
       "dev": true,
       "license": "MIT",
-      "peer": true,
       "dependencies": {
         "fast-deep-equal": "^3.1.3",
         "fast-uri": "^3.0.1",
@@ -21874,7 +21854,6 @@
       "integrity": "sha512-Ne+eE4r0/iWnpAxD852z3A+N0Bt5RN//NjJwRd2VFHEmrywxf5vsZlh4R6lixl6B+wz/8d+maTSAkN1FIkI3LQ==",
       "dev": true,
       "license": "(MIT OR CC0-1.0)",
-      "peer": true,
       "engines": {
         "node": ">=10"
       },
@@ -21989,7 +21968,6 @@
       "resolved": "https://registry.npmjs.org/typescript/-/typescript-5.7.3.tgz",
       "integrity": "sha512-84MVSjMEHP+FQRPy3pX9sTVV/INIex71s9TL2Gm5FG/WG1SqXeKyZ0k7/blY/4FdOzI12CBy1vGc4og/eus0fw==",
       "license": "Apache-2.0",
-      "peer": true,
       "bin": {
         "tsc": "bin/tsc",
         "tsserver": "bin/tsserver"
@@ -22591,7 +22569,6 @@
       "integrity": "sha512-HU1JOuV1OavsZ+mfigY0j8d1TgQgbZ6M+J75zDkpEAwYeXjWSqrGJtgnPblJjd/mAyTNQ7ygw0MiKOn6etz8yw==",
       "dev": true,
       "license": "MIT",
-      "peer": true,
       "dependencies": {
         "@types/eslint-scope": "^3.7.7",
         "@types/estree": "^1.0.8",
@@ -22672,7 +22649,6 @@
       "integrity": "sha512-0XavAZbNJ5sDrCbkpWL8mia0o5WPOd2YGtxrEiZkBK9FjLppIUK2TgxK6qGD2P3hUXTJNNPVibrerKcx5WkR1g==",
       "dev": true,
       "license": "MIT",
-      "peer": true,
       "dependencies": {
         "@types/bonjour": "^3.5.9",
         "@types/connect-history-api-fallback": "^1.3.5",
@@ -23114,7 +23090,6 @@
       "integrity": "sha512-B/gBuNg5SiMTrPkC+A2+cW0RszwxYmn6VYxB/inlBStS5nx6xHIt/ehKRhIMhqusl7a8LjQoZnjCs5vhwxOQ1g==",
       "dev": true,
       "license": "MIT",
-      "peer": true,
       "dependencies": {
         "fast-deep-equal": "^3.1.3",
         "fast-uri": "^3.0.1",
diff --git a/ui/package.json b/ui/package.json
index 354334df406..f024cb22548 100644
--- a/ui/package.json
+++ b/ui/package.json
@@ -1,6 +1,6 @@
 {
   "name": "@feast-dev/feast-ui",
-  "version": "0.63.0",
+  "version": "0.65.0",
   "private": false,
   "files": [
     "dist"
@@ -32,6 +32,7 @@
     "@types/styled-components": "^5.1.34",
     "dagre": "^0.8.5",
     "inter-ui": "^3.19.3",
+    "keycloak-js": "^26.2.4",
     "long": "^5.2.3",
     "moment": "^2.29.1",
     "protobufjs": "^7.1.1",
diff --git a/ui/src/FeastUISansProviders.test.tsx b/ui/src/FeastUISansProviders.test.tsx
index cf4a01621de..af4eca68eca 100644
--- a/ui/src/FeastUISansProviders.test.tsx
+++ b/ui/src/FeastUISansProviders.test.tsx
@@ -10,33 +10,17 @@ import {
 import userEvent from "@testing-library/user-event";
 
 import FeastUISansProviders from "./FeastUISansProviders";
-import {
-  projectsListWithDefaultProject,
-  creditHistoryRegistry,
-  creditHistoryRegistryDB,
-} from "./mocks/handlers";
+import { allRestHandlers } from "./mocks/handlers";
 
 import { readFileSync } from "fs";
 import { feast } from "./protos";
 import path from "path";
 
 // declare which API requests to mock
-const server = setupServer(
-  projectsListWithDefaultProject,
-  creditHistoryRegistry,
-  creditHistoryRegistryDB,
-);
+const server = setupServer(...allRestHandlers);
 const registry = readFileSync(path.resolve(__dirname, "../public/registry.db"));
 const parsedRegistry = feast.core.Registry.decode(registry);
 
-console.log("Registry Feature Views:", parsedRegistry.featureViews?.length);
-if (parsedRegistry.featureViews && parsedRegistry.featureViews.length > 0) {
-  console.log(
-    "First Feature View Name:",
-    parsedRegistry.featureViews[0].spec?.name,
-  );
-}
-
 // establish API mocking before all tests
 beforeAll(() => server.listen());
 // reset any request handlers that are declared as a part of our tests
@@ -64,14 +48,12 @@ test("full app rendering", async () => {
   // Explore Panel Should Appear
   expect(screen.getByText(/Explore this Project/i)).toBeInTheDocument();
 
-  const projectNameRegExp = new RegExp(
-    parsedRegistry.projects[0].spec?.name!,
-    "i",
-  );
-
   // It should load the default project, which is credit_scoring_aws
+  // The heading shows the display name from projects-list.json
   await waitFor(() => {
-    expect(screen.getByText(projectNameRegExp)).toBeInTheDocument();
+    expect(
+      screen.getByRole("heading", { name: /Credit Score Project/i }),
+    ).toBeInTheDocument();
   });
 });
 
@@ -83,27 +65,27 @@ test("routes are reachable", async () => {
   // Wait for content to load
   await screen.findByText(/Explore this Project/i);
 
-  const mainRoutesNames = [
-    "Data Sources",
-    "Entities",
-    "Feature Views",
-    "Feature Services",
-    "Datasets",
+  const mainRoutes = [
+    { link: "Data Sources", heading: "Data Sources" },
+    { link: "Entities", heading: "Entities" },
+    { link: "Feature Views", heading: "Feature Views" },
+    { link: "Feature Services", heading: "Feature Services" },
+    { link: "Datasets", heading: "Data Catalog" },
   ];
 
-  for (const routeName of mainRoutesNames) {
+  for (const { link, heading } of mainRoutes) {
     // Main heading shouldn't start with the route name
     expect(
-      screen.queryByRole("heading", { name: routeName, level: 1 }),
+      screen.queryByRole("heading", { name: heading, level: 1 }),
     ).toBeNull();
 
-    const routeRegExp = new RegExp(routeName, "i");
+    const routeRegExp = new RegExp(link, "i");
 
     await user.click(screen.getByRole("link", { name: routeRegExp }));
 
     // Should land on a page with the heading
     screen.getByRole("heading", {
-      name: routeName,
+      name: heading,
       level: 1,
     });
   }
diff --git a/ui/src/FeastUISansProviders.tsx b/ui/src/FeastUISansProviders.tsx
index 9a2207e22dd..60a02aa1d56 100644
--- a/ui/src/FeastUISansProviders.tsx
+++ b/ui/src/FeastUISansProviders.tsx
@@ -22,14 +22,21 @@ import FeatureServiceInstance from "./pages/feature-services/FeatureServiceInsta
 import DataSourceInstance from "./pages/data-sources/DataSourceInstance";
 import RootProjectSelectionPage from "./pages/RootProjectSelectionPage";
 import DatasetInstance from "./pages/saved-data-sets/DatasetInstance";
-import DocumentLabelingPage from "./pages/document-labeling/DocumentLabelingPage";
+import LabelViewIndex from "./pages/label-views/Index";
+import LabelViewInstance from "./pages/label-views/LabelViewInstance";
 import PermissionsIndex from "./pages/permissions/Index";
 import LineageIndex from "./pages/lineage/Index";
 import NoProjectGuard from "./components/NoProjectGuard";
+import MonitoringIndex from "./pages/monitoring/Index";
+import FeatureMetricsDetail from "./pages/monitoring/FeatureMetricsDetail";
+import ComputeEngineIndex from "./pages/compute-engines/Index";
 
 import TabsRegistryContext, {
   FeastTabsRegistryInterface,
 } from "./custom-tabs/TabsRegistryContext";
+import MonitoringContext, {
+  MonitoringConfig,
+} from "./contexts/MonitoringContext";
 import CurlGeneratorTab from "./pages/feature-views/CurlGeneratorTab";
 import FeatureFlagsContext, {
   FeatureFlags,
@@ -38,11 +45,16 @@ import {
   ProjectListContext,
   ProjectsListContextInterface,
 } from "./contexts/ProjectListContext";
+import DataModeContext from "./contexts/DataModeContext";
+import type { DataModeConfig, FetchOptions } from "./contexts/DataModeContext";
+import { AuthProvider, useAuth } from "./contexts/AuthContext";
 
 interface FeastUIConfigs {
   tabsRegistry?: FeastTabsRegistryInterface;
   featureFlags?: FeatureFlags;
   projectListPromise?: Promise<any>;
+  fetchOptions?: FetchOptions;
+  monitoringConfig?: MonitoringConfig;
 }
 
 const defaultProjectListPromise = (basename: string) => {
@@ -67,19 +79,23 @@ const FeastUISansProviders = ({
       ? {
           projectsListPromise: feastUIConfigs?.projectListPromise,
           isCustom: true,
+          basename,
         }
       : {
           projectsListPromise: defaultProjectListPromise(basename),
           isCustom: false,
+          basename,
         };
 
   return (
     <ThemeProvider>
-      <FeastUISansProvidersInner
-        basename={basename}
-        projectListContext={projectListContext}
-        feastUIConfigs={feastUIConfigs}
-      />
+      <AuthProvider>
+        <FeastUISansProvidersInner
+          basename={basename}
+          projectListContext={projectListContext}
+          feastUIConfigs={feastUIConfigs}
+        />
+      </AuthProvider>
     </ThemeProvider>
   );
 };
@@ -94,96 +110,160 @@ const FeastUISansProvidersInner = ({
   feastUIConfigs?: FeastUIConfigs;
 }) => {
   const { colorMode } = useTheme();
+  const { isInitializing } = useAuth();
+
+  const dataModeConfig: DataModeConfig = {
+    fetchOptions: feastUIConfigs?.fetchOptions,
+  };
+
+  const monitoringConfig: MonitoringConfig =
+    feastUIConfigs?.monitoringConfig || {
+      apiBaseUrl: "/api/v1",
+      enabled: true,
+    };
+
+  if (isInitializing) {
+    return (
+      <EuiProvider colorMode={colorMode}>
+        <div
+          style={{
+            display: "flex",
+            justifyContent: "center",
+            alignItems: "center",
+            height: "100vh",
+            flexDirection: "column",
+            gap: 16,
+          }}
+        >
+          <div className="euiLoadingSpinner euiLoadingSpinner--large" />
+          <p style={{ color: "#69707D" }}>Connecting to identity provider...</p>
+        </div>
+      </EuiProvider>
+    );
+  }
 
   return (
     <EuiProvider colorMode={colorMode}>
       <EuiErrorBoundary>
-        <TabsRegistryContext.Provider
-          value={{
-            RegularFeatureViewCustomTabs: [
-              {
-                label: "CURL Generator",
-                path: "curl-generator",
-                Component: CurlGeneratorTab,
-              },
-              ...(feastUIConfigs?.tabsRegistry?.RegularFeatureViewCustomTabs ||
-                []),
-            ],
-            OnDemandFeatureViewCustomTabs:
-              feastUIConfigs?.tabsRegistry?.OnDemandFeatureViewCustomTabs || [],
-            StreamFeatureViewCustomTabs:
-              feastUIConfigs?.tabsRegistry?.StreamFeatureViewCustomTabs || [],
-            FeatureServiceCustomTabs:
-              feastUIConfigs?.tabsRegistry?.FeatureServiceCustomTabs || [],
-            FeatureCustomTabs:
-              feastUIConfigs?.tabsRegistry?.FeatureCustomTabs || [],
-            DataSourceCustomTabs:
-              feastUIConfigs?.tabsRegistry?.DataSourceCustomTabs || [],
-            EntityCustomTabs:
-              feastUIConfigs?.tabsRegistry?.EntityCustomTabs || [],
-            DatasetCustomTabs:
-              feastUIConfigs?.tabsRegistry?.DatasetCustomTabs || [],
-          }}
-        >
-          <FeatureFlagsContext.Provider
-            value={feastUIConfigs?.featureFlags || {}}
+        <DataModeContext.Provider value={dataModeConfig}>
+          <TabsRegistryContext.Provider
+            value={{
+              RegularFeatureViewCustomTabs: [
+                {
+                  label: "CURL Generator",
+                  path: "curl-generator",
+                  Component: CurlGeneratorTab,
+                },
+                ...(feastUIConfigs?.tabsRegistry
+                  ?.RegularFeatureViewCustomTabs || []),
+              ],
+              OnDemandFeatureViewCustomTabs:
+                feastUIConfigs?.tabsRegistry?.OnDemandFeatureViewCustomTabs ||
+                [],
+              StreamFeatureViewCustomTabs:
+                feastUIConfigs?.tabsRegistry?.StreamFeatureViewCustomTabs || [],
+              FeatureServiceCustomTabs:
+                feastUIConfigs?.tabsRegistry?.FeatureServiceCustomTabs || [],
+              FeatureCustomTabs:
+                feastUIConfigs?.tabsRegistry?.FeatureCustomTabs || [],
+              DataSourceCustomTabs:
+                feastUIConfigs?.tabsRegistry?.DataSourceCustomTabs || [],
+              EntityCustomTabs:
+                feastUIConfigs?.tabsRegistry?.EntityCustomTabs || [],
+              DatasetCustomTabs:
+                feastUIConfigs?.tabsRegistry?.DatasetCustomTabs || [],
+            }}
           >
-            <ProjectListContext.Provider value={projectListContext}>
-              <Routes>
-                <Route path="/" element={<Layout />}>
-                  <Route index element={<RootProjectSelectionPage />} />
-                  <Route path="/p/:projectName/*" element={<NoProjectGuard />}>
-                    <Route index element={<ProjectOverviewPage />} />
-                    <Route path="data-source/" element={<DatasourceIndex />} />
-                    <Route
-                      path="data-source/:dataSourceName/*"
-                      element={<DataSourceInstance />}
-                    />
-                    <Route path="features/" element={<FeatureListPage />} />
-                    <Route
-                      path="feature-view/"
-                      element={<FeatureViewIndex />}
-                    />
-                    <Route
-                      path="feature-view/:featureViewName/*"
-                      element={<FeatureViewInstance />}
-                    ></Route>
-                    <Route
-                      path="feature-view/:FeatureViewName/feature/:FeatureName/*"
-                      element={<FeatureInstance />}
-                    />
-                    <Route
-                      path="feature-service/"
-                      element={<FeatureServiceIndex />}
-                    />
-                    <Route
-                      path="feature-service/:featureServiceName/*"
-                      element={<FeatureServiceInstance />}
-                    />
-                    <Route path="entity/" element={<EntityIndex />} />
-                    <Route
-                      path="entity/:entityName/*"
-                      element={<EntityInstance />}
-                    />
-
-                    <Route path="data-set/" element={<DatasetIndex />} />
-                    <Route
-                      path="data-set/:datasetName/*"
-                      element={<DatasetInstance />}
-                    />
-                    <Route
-                      path="data-labeling/"
-                      element={<DocumentLabelingPage />}
-                    />
-                    <Route path="permissions/" element={<PermissionsIndex />} />
-                    <Route path="lineage/" element={<LineageIndex />} />
-                  </Route>
-                </Route>
-                <Route path="*" element={<NoMatch />} />
-              </Routes>
-            </ProjectListContext.Provider>
-          </FeatureFlagsContext.Provider>
-        </TabsRegistryContext.Provider>
+            <FeatureFlagsContext.Provider
+              value={feastUIConfigs?.featureFlags || {}}
+            >
+              <MonitoringContext.Provider value={monitoringConfig}>
+                <ProjectListContext.Provider value={projectListContext}>
+                  <Routes>
+                    <Route path="/" element={<Layout />}>
+                      <Route index element={<RootProjectSelectionPage />} />
+                      <Route
+                        path="/p/:projectName/*"
+                        element={<NoProjectGuard />}
+                      >
+                        <Route index element={<ProjectOverviewPage />} />
+                        <Route
+                          path="data-source/"
+                          element={<DatasourceIndex />}
+                        />
+                        <Route
+                          path="data-source/:dataSourceName/*"
+                          element={<DataSourceInstance />}
+                        />
+                        <Route path="features/" element={<FeatureListPage />} />
+                        <Route
+                          path="feature-view/"
+                          element={<FeatureViewIndex />}
+                        />
+                        <Route
+                          path="feature-view/:featureViewName/*"
+                          element={<FeatureViewInstance />}
+                        ></Route>
+                        <Route
+                          path="feature-view/:FeatureViewName/feature/:FeatureName/*"
+                          element={<FeatureInstance />}
+                        />
+                        <Route
+                          path="feature-service/"
+                          element={<FeatureServiceIndex />}
+                        />
+                        <Route
+                          path="feature-service/:featureServiceName/*"
+                          element={<FeatureServiceInstance />}
+                        />
+                        <Route path="entity/" element={<EntityIndex />} />
+                        <Route
+                          path="entity/:entityName/*"
+                          element={<EntityInstance />}
+                        />
+                        <Route
+                          path="label-view/"
+                          element={<LabelViewIndex />}
+                        />
+                        <Route
+                          path="label-view/:labelViewName/*"
+                          element={<LabelViewInstance />}
+                        />
+                        <Route
+                          path="label-view/:FeatureViewName/label/:FeatureName/*"
+                          element={<FeatureInstance />}
+                        />
+                        <Route path="data-set/" element={<DatasetIndex />} />
+                        <Route
+                          path="data-set/:datasetName/*"
+                          element={<DatasetInstance />}
+                        />
+                        <Route
+                          path="permissions/"
+                          element={<PermissionsIndex />}
+                        />
+                        <Route path="lineage/" element={<LineageIndex />} />
+                        <Route
+                          path="monitoring/"
+                          element={<MonitoringIndex />}
+                        />
+                        <Route
+                          path="monitoring/feature/:featureViewName/:featureName"
+                          element={<FeatureMetricsDetail />}
+                        />
+                        <Route
+                          path="compute-engine/*"
+                          element={<ComputeEngineIndex />}
+                        />
+                      </Route>
+                    </Route>
+                    <Route path="*" element={<NoMatch />} />
+                  </Routes>
+                </ProjectListContext.Provider>
+              </MonitoringContext.Provider>
+            </FeatureFlagsContext.Provider>
+          </TabsRegistryContext.Provider>
+        </DataModeContext.Provider>
       </EuiErrorBoundary>
     </EuiProvider>
   );
diff --git a/ui/src/components/DataSourceFormModal.tsx b/ui/src/components/DataSourceFormModal.tsx
new file mode 100644
index 00000000000..e3c838a349b
--- /dev/null
+++ b/ui/src/components/DataSourceFormModal.tsx
@@ -0,0 +1,1745 @@
+import React, { useState } from "react";
+import {
+  EuiFormRow,
+  EuiFieldText,
+  EuiSelect,
+  EuiSpacer,
+  EuiHorizontalRule,
+  EuiText,
+  EuiCallOut,
+  EuiFlexGroup,
+  EuiFlexItem,
+  EuiPanel,
+  EuiTextArea,
+  EuiTitle,
+} from "@elastic/eui";
+import { feast } from "../protos";
+import FormModal from "./forms/FormModal";
+import TagsEditor, { TagEntry } from "./forms/TagsEditor";
+import { DATA_SOURCE_TYPES } from "../pages/data-sources/DataSourceCatalog";
+
+const SOURCE_TYPE_OPTIONS = [
+  {
+    value: String(feast.core.DataSource.SourceType.BATCH_FILE),
+    text: "File (Parquet / CSV)",
+  },
+  {
+    value: String(feast.core.DataSource.SourceType.BATCH_BIGQUERY),
+    text: "BigQuery",
+  },
+  {
+    value: String(feast.core.DataSource.SourceType.BATCH_SNOWFLAKE),
+    text: "Snowflake",
+  },
+  {
+    value: String(feast.core.DataSource.SourceType.BATCH_REDSHIFT),
+    text: "Redshift",
+  },
+  {
+    value: String(feast.core.DataSource.SourceType.BATCH_SPARK),
+    text: "Spark",
+  },
+  {
+    value: String(feast.core.DataSource.SourceType.BATCH_TRINO),
+    text: "Trino",
+  },
+  {
+    value: String(feast.core.DataSource.SourceType.BATCH_ATHENA),
+    text: "AWS Athena",
+  },
+  {
+    value: String(feast.core.DataSource.SourceType.BATCH_ICEBERG),
+    text: "Iceberg / Unity Catalog",
+  },
+  {
+    value: String(feast.core.DataSource.SourceType.STREAM_KAFKA),
+    text: "Kafka",
+  },
+  {
+    value: String(feast.core.DataSource.SourceType.STREAM_KINESIS),
+    text: "AWS Kinesis",
+  },
+  {
+    value: String(feast.core.DataSource.SourceType.REQUEST_SOURCE),
+    text: "Request Source",
+  },
+  {
+    value: String(feast.core.DataSource.SourceType.PUSH_SOURCE),
+    text: "Push Source",
+  },
+  {
+    value: String(feast.core.DataSource.SourceType.CUSTOM_SOURCE),
+    text: "Custom Source",
+  },
+  { value: "RAY_SOURCE", text: "Ray" },
+  { value: "POSTGRES_SOURCE", text: "PostgreSQL" },
+  { value: "MONGODB_SOURCE", text: "MongoDB" },
+  { value: "CLICKHOUSE_SOURCE", text: "ClickHouse" },
+  { value: "MSSQL_SOURCE", text: "SQL Server" },
+  { value: "ORACLE_SOURCE", text: "Oracle" },
+  { value: "COUCHBASE_SOURCE", text: "Couchbase" },
+];
+
+interface DataSourceFormData {
+  name: string;
+  description: string;
+  owner: string;
+  sourceType: string;
+  timestampField: string;
+  createdTimestampColumn: string;
+  tags: TagEntry[];
+  // File source
+  fileUri: string;
+  fileFormat: string;
+  fileS3EndpointOverride: string;
+  // BigQuery
+  bigqueryTable: string;
+  bigqueryQuery: string;
+  bigqueryDatePartitionColumn: string;
+  // Snowflake
+  snowflakeTable: string;
+  snowflakeDatabase: string;
+  snowflakeSchema: string;
+  snowflakeQuery: string;
+  snowflakeWarehouse: string;
+  // Redshift
+  redshiftTable: string;
+  redshiftDatabase: string;
+  redshiftSchema: string;
+  redshiftQuery: string;
+  // Kafka
+  kafkaBootstrapServers: string;
+  kafkaTopic: string;
+  kafkaMessageFormat: string;
+  kafkaWatermarkDelay: string;
+  // Spark
+  sparkTable: string;
+  sparkPath: string;
+  sparkQuery: string;
+  sparkFileFormat: string;
+  sparkTableFormat: string;
+  sparkTableFormatCatalog: string;
+  sparkTableFormatNamespace: string;
+  sparkTableFormatProperties: string;
+  sparkDatePartitionColumn: string;
+  sparkDatePartitionFormat: string;
+  // Kinesis
+  kinesisRegion: string;
+  kinesisStreamName: string;
+  kinesisRecordFormat: string;
+  // Trino
+  trinoTable: string;
+  trinoQuery: string;
+  // Athena
+  athenaTable: string;
+  athenaQuery: string;
+  athenaDatabase: string;
+  athenaDataSource: string;
+  athenaDatePartitionColumn: string;
+  // Custom
+  customSourceClassName: string;
+  customSourceConfig: string;
+  // Iceberg / Unity Catalog
+  icebergCatalogType: string;
+  icebergEndpoint: string;
+  icebergWarehouse: string;
+  icebergNamespace: string;
+  icebergTable: string;
+  icebergTokenEnvVar: string;
+  icebergCredentialVending: string;
+  icebergCatalogProperties: string;
+  // Ray
+  rayReaderType: string;
+  rayPath: string;
+  rayReaderOptions: string;
+  // Postgres
+  postgresTable: string;
+  postgresQuery: string;
+  // MongoDB
+  mongodbCollection: string;
+  // ClickHouse
+  clickhouseTable: string;
+  clickhouseQuery: string;
+  // MSSQL
+  mssqlTable: string;
+  mssqlConnectionStr: string;
+  mssqlDatePartitionColumn: string;
+  // Oracle
+  oracleTable: string;
+  oracleConnectionStr: string;
+  oracleDatePartitionColumn: string;
+  // Couchbase
+  couchbaseDatabase: string;
+  couchbaseScope: string;
+  couchbaseCollection: string;
+  couchbaseQuery: string;
+}
+
+interface DataSourceFormModalProps {
+  onClose: () => void;
+  onSubmit: (data: DataSourceFormData) => void;
+  initialData?: DataSourceFormData;
+  isEdit?: boolean;
+  isSubmitting?: boolean;
+  submitError?: string | null;
+}
+
+const EMPTY_FORM: DataSourceFormData = {
+  name: "",
+  description: "",
+  owner: "",
+  sourceType: String(feast.core.DataSource.SourceType.BATCH_FILE),
+  timestampField: "",
+  createdTimestampColumn: "",
+  tags: [],
+  fileUri: "",
+  fileFormat: "parquet",
+  fileS3EndpointOverride: "",
+  bigqueryTable: "",
+  bigqueryQuery: "",
+  bigqueryDatePartitionColumn: "",
+  snowflakeTable: "",
+  snowflakeDatabase: "",
+  snowflakeSchema: "",
+  snowflakeQuery: "",
+  snowflakeWarehouse: "",
+  redshiftTable: "",
+  redshiftDatabase: "",
+  redshiftSchema: "",
+  redshiftQuery: "",
+  kafkaBootstrapServers: "",
+  kafkaTopic: "",
+  kafkaMessageFormat: "json",
+  kafkaWatermarkDelay: "",
+  sparkTable: "",
+  sparkPath: "",
+  sparkQuery: "",
+  sparkFileFormat: "parquet",
+  sparkTableFormat: "",
+  sparkTableFormatCatalog: "",
+  sparkTableFormatNamespace: "",
+  sparkTableFormatProperties: "",
+  sparkDatePartitionColumn: "",
+  sparkDatePartitionFormat: "%Y-%m-%d",
+  kinesisRegion: "",
+  kinesisStreamName: "",
+  kinesisRecordFormat: "json",
+  trinoTable: "",
+  trinoQuery: "",
+  athenaTable: "",
+  athenaQuery: "",
+  athenaDatabase: "",
+  athenaDataSource: "",
+  athenaDatePartitionColumn: "",
+  customSourceClassName: "",
+  customSourceConfig: "",
+  icebergCatalogType: "rest",
+  icebergEndpoint: "",
+  icebergWarehouse: "",
+  icebergNamespace: "",
+  icebergTable: "",
+  icebergTokenEnvVar: "",
+  icebergCredentialVending: "true",
+  icebergCatalogProperties: "",
+  rayReaderType: "parquet",
+  rayPath: "",
+  rayReaderOptions: "",
+  postgresTable: "",
+  postgresQuery: "",
+  mongodbCollection: "",
+  clickhouseTable: "",
+  clickhouseQuery: "",
+  mssqlTable: "",
+  mssqlConnectionStr: "",
+  mssqlDatePartitionColumn: "",
+  oracleTable: "",
+  oracleConnectionStr: "",
+  oracleDatePartitionColumn: "",
+  couchbaseDatabase: "",
+  couchbaseScope: "",
+  couchbaseCollection: "",
+  couchbaseQuery: "",
+};
+
+const BATCH_SOURCE_TYPES = new Set([
+  String(feast.core.DataSource.SourceType.BATCH_FILE),
+  String(feast.core.DataSource.SourceType.BATCH_BIGQUERY),
+  String(feast.core.DataSource.SourceType.BATCH_SNOWFLAKE),
+  String(feast.core.DataSource.SourceType.BATCH_REDSHIFT),
+  String(feast.core.DataSource.SourceType.BATCH_SPARK),
+  String(feast.core.DataSource.SourceType.BATCH_TRINO),
+  String(feast.core.DataSource.SourceType.BATCH_ATHENA),
+  String(feast.core.DataSource.SourceType.BATCH_ICEBERG),
+  "RAY_SOURCE",
+  "POSTGRES_SOURCE",
+  "MONGODB_SOURCE",
+  "CLICKHOUSE_SOURCE",
+  "MSSQL_SOURCE",
+  "ORACLE_SOURCE",
+  "COUCHBASE_SOURCE",
+]);
+
+const RAY_READER_OPTIONS = [
+  { value: "parquet", text: "Parquet" },
+  { value: "csv", text: "CSV" },
+  { value: "json", text: "JSON" },
+  { value: "text", text: "Text" },
+  { value: "images", text: "Images" },
+  { value: "binary_files", text: "Binary Files" },
+  { value: "tfrecords", text: "TFRecords" },
+  { value: "webdataset", text: "WebDataset" },
+  { value: "huggingface", text: "HuggingFace" },
+  { value: "mongo", text: "MongoDB (via Ray)" },
+  { value: "sql", text: "SQL (via Ray)" },
+];
+
+const DataSourceFormModal: React.FC<DataSourceFormModalProps> = ({
+  onClose,
+  onSubmit,
+  initialData,
+  isEdit = false,
+  isSubmitting = false,
+  submitError,
+}) => {
+  const [formData, setFormData] = useState<DataSourceFormData>(
+    initialData || EMPTY_FORM,
+  );
+  const [errors, setErrors] = useState<Record<string, string>>({});
+  const [submitted, setSubmitted] = useState(false);
+
+  const isBatchSource = BATCH_SOURCE_TYPES.has(formData.sourceType);
+  const isPreselected = !!initialData?.sourceType;
+
+  const catalogEntry = DATA_SOURCE_TYPES.find(
+    (ds) => ds.sourceType === formData.sourceType,
+  );
+
+  const validate = (): boolean => {
+    const newErrors: Record<string, string> = {};
+    const st = formData.sourceType;
+
+    if (!formData.name.trim()) {
+      newErrors.name = "Data source name is required.";
+    } else if (!/^[a-zA-Z_][a-zA-Z0-9_]*$/.test(formData.name)) {
+      newErrors.name =
+        "Must start with a letter or underscore, and contain only letters, numbers, and underscores.";
+    }
+
+    if (st === String(feast.core.DataSource.SourceType.BATCH_FILE)) {
+      if (!formData.fileUri.trim()) {
+        newErrors.fileUri = "File URI is required.";
+      } else if (
+        !/^(s3|gs|gcs|hdfs|abfs|file):\/\/\S+$/.test(formData.fileUri.trim())
+      ) {
+        newErrors.fileUri =
+          "Must be a valid URI (e.g. s3://bucket/path, gs://bucket/path, file:///local/path).";
+      }
+    } else if (st === String(feast.core.DataSource.SourceType.BATCH_BIGQUERY)) {
+      if (!formData.bigqueryTable.trim() && !formData.bigqueryQuery.trim()) {
+        newErrors.bigqueryTable =
+          "Either a table reference or a query is required.";
+      }
+    } else if (
+      st === String(feast.core.DataSource.SourceType.BATCH_SNOWFLAKE)
+    ) {
+      if (!formData.snowflakeTable.trim() && !formData.snowflakeQuery.trim()) {
+        newErrors.snowflakeTable =
+          "Either a table or a query is required for Snowflake.";
+      }
+      if (!formData.snowflakeDatabase.trim()) {
+        newErrors.snowflakeDatabase = "Database is required for Snowflake.";
+      }
+    } else if (st === String(feast.core.DataSource.SourceType.BATCH_REDSHIFT)) {
+      if (!formData.redshiftTable.trim() && !formData.redshiftQuery.trim()) {
+        newErrors.redshiftTable =
+          "Either a table or a query is required for Redshift.";
+      }
+      if (!formData.redshiftDatabase.trim()) {
+        newErrors.redshiftDatabase = "Database is required for Redshift.";
+      }
+    } else if (st === String(feast.core.DataSource.SourceType.BATCH_SPARK)) {
+      if (
+        !formData.sparkTable.trim() &&
+        !formData.sparkPath.trim() &&
+        !formData.sparkQuery.trim()
+      ) {
+        newErrors.sparkTable =
+          "Either a table, path, or query is required for Spark.";
+      } else if (
+        formData.sparkPath.trim() &&
+        !formData.sparkTableFormat &&
+        !formData.sparkFileFormat
+      ) {
+        newErrors.sparkFileFormat =
+          "File format is required when using a path without table format.";
+      }
+    } else if (st === String(feast.core.DataSource.SourceType.BATCH_TRINO)) {
+      if (!formData.trinoTable.trim() && !formData.trinoQuery.trim()) {
+        newErrors.trinoTable =
+          "Either a table reference or a query is required for Trino.";
+      }
+    } else if (st === String(feast.core.DataSource.SourceType.BATCH_ATHENA)) {
+      if (!formData.athenaTable.trim() && !formData.athenaQuery.trim()) {
+        newErrors.athenaTable =
+          "Either a table reference or a query is required for Athena.";
+      }
+      if (!formData.athenaDatabase.trim()) {
+        newErrors.athenaDatabase = "Database is required for Athena.";
+      }
+    } else if (st === String(feast.core.DataSource.SourceType.BATCH_ICEBERG)) {
+      if (!formData.icebergWarehouse.trim()) {
+        newErrors.icebergWarehouse = "Warehouse is required.";
+      }
+      if (!formData.icebergNamespace.trim()) {
+        newErrors.icebergNamespace = "Namespace is required.";
+      }
+      if (!formData.icebergTable.trim()) {
+        newErrors.icebergTable = "Table name is required.";
+      }
+    } else if (st === String(feast.core.DataSource.SourceType.STREAM_KAFKA)) {
+      if (!formData.kafkaBootstrapServers.trim()) {
+        newErrors.kafkaBootstrapServers = "Bootstrap servers are required.";
+      } else if (
+        !/^[\w.-]+:\d+(,[\w.-]+:\d+)*$/.test(
+          formData.kafkaBootstrapServers.trim(),
+        )
+      ) {
+        newErrors.kafkaBootstrapServers =
+          "Must be in host:port format (e.g. localhost:9092).";
+      }
+      if (!formData.kafkaTopic.trim()) {
+        newErrors.kafkaTopic = "Topic is required.";
+      }
+    } else if (st === String(feast.core.DataSource.SourceType.STREAM_KINESIS)) {
+      if (!formData.kinesisRegion.trim()) {
+        newErrors.kinesisRegion = "AWS region is required.";
+      }
+      if (!formData.kinesisStreamName.trim()) {
+        newErrors.kinesisStreamName = "Stream name is required.";
+      }
+    } else if (st === String(feast.core.DataSource.SourceType.CUSTOM_SOURCE)) {
+      if (!formData.customSourceClassName.trim()) {
+        newErrors.customSourceClassName = "Class name is required.";
+      }
+    } else if (st === "RAY_SOURCE") {
+      if (
+        !formData.rayPath.trim() &&
+        !["huggingface", "mongo", "sql"].includes(formData.rayReaderType)
+      ) {
+        newErrors.rayPath = "Path is required for this reader type.";
+      }
+    } else if (st === "POSTGRES_SOURCE") {
+      if (!formData.postgresTable.trim() && !formData.postgresQuery.trim()) {
+        newErrors.postgresTable = "Either a table or query is required.";
+      }
+    } else if (st === "CLICKHOUSE_SOURCE") {
+      if (
+        !formData.clickhouseTable.trim() &&
+        !formData.clickhouseQuery.trim()
+      ) {
+        newErrors.clickhouseTable = "Either a table or query is required.";
+      }
+    } else if (st === "MSSQL_SOURCE") {
+      if (!formData.mssqlTable.trim()) {
+        newErrors.mssqlTable = "Table reference is required.";
+      }
+    } else if (st === "ORACLE_SOURCE") {
+      if (!formData.oracleTable.trim()) {
+        newErrors.oracleTable = "Table reference is required.";
+      }
+    } else if (st === "COUCHBASE_SOURCE") {
+      if (
+        !formData.couchbaseCollection.trim() &&
+        !formData.couchbaseQuery.trim()
+      ) {
+        newErrors.couchbaseCollection =
+          "Either a collection or query is required.";
+      }
+    }
+
+    if (isBatchSource && !formData.timestampField.trim()) {
+      newErrors.timestampField =
+        "Timestamp field is required for batch sources.";
+    } else if (
+      formData.timestampField.trim() &&
+      !/^[a-zA-Z_][a-zA-Z0-9_]*$/.test(formData.timestampField.trim())
+    ) {
+      newErrors.timestampField =
+        "Must be a valid column name (letters, numbers, underscores).";
+    }
+
+    const tagKeys = formData.tags.map((t) => t.key).filter((k) => k.trim());
+    if (new Set(tagKeys).size !== tagKeys.length) {
+      newErrors.tags = "Tag keys must be unique.";
+    }
+
+    setErrors(newErrors);
+    return Object.keys(newErrors).length === 0;
+  };
+
+  const handleSubmit = () => {
+    setSubmitted(true);
+    if (validate()) {
+      const cleanedData = {
+        ...formData,
+        tags: formData.tags.filter((t) => t.key.trim()),
+      };
+      onSubmit(cleanedData);
+    }
+  };
+
+  const updateField = <K extends keyof DataSourceFormData>(
+    field: K,
+    value: DataSourceFormData[K],
+  ) => {
+    setFormData((prev) => ({ ...prev, [field]: value }));
+    if (submitted) {
+      setErrors((prev) => {
+        const next = { ...prev };
+        delete next[field];
+        return next;
+      });
+    }
+  };
+
+  const renderFileSourceFields = () => (
+    <>
+      <EuiFormRow
+        label="File Path / URI"
+        isInvalid={!!errors.fileUri}
+        error={errors.fileUri}
+        helpText="Path to the data file accessible by the Feast server (e.g. s3://bucket/path/data.parquet, gs://bucket/data.csv, file:///mnt/data/features.parquet)."
+      >
+        <EuiFieldText
+          value={formData.fileUri}
+          onChange={(e) => updateField("fileUri", e.target.value)}
+          isInvalid={!!errors.fileUri}
+          placeholder="s3://bucket/path/to/data.parquet"
+        />
+      </EuiFormRow>
+      <EuiFlexGroup gutterSize="m">
+        <EuiFlexItem>
+          <EuiFormRow label="File Format" helpText="Format of the data file.">
+            <EuiSelect
+              options={[
+                { value: "parquet", text: "Parquet" },
+                { value: "csv", text: "CSV" },
+                { value: "json", text: "JSON" },
+                { value: "avro", text: "Avro" },
+                { value: "delta", text: "Delta" },
+              ]}
+              value={formData.fileFormat}
+              onChange={(e) => updateField("fileFormat", e.target.value)}
+            />
+          </EuiFormRow>
+        </EuiFlexItem>
+        <EuiFlexItem>
+          <EuiFormRow
+            label="S3 Endpoint Override (optional)"
+            helpText="Custom S3-compatible endpoint (e.g. MinIO)."
+          >
+            <EuiFieldText
+              value={formData.fileS3EndpointOverride}
+              onChange={(e) =>
+                updateField("fileS3EndpointOverride", e.target.value)
+              }
+              placeholder="http://minio:9000"
+            />
+          </EuiFormRow>
+        </EuiFlexItem>
+      </EuiFlexGroup>
+    </>
+  );
+
+  const renderSourceTypeHeader = () => {
+    if (!isPreselected || !catalogEntry) return null;
+
+    const IconComponent = catalogEntry.icon;
+    return (
+      <EuiPanel
+        color="subdued"
+        paddingSize="m"
+        hasBorder={false}
+        style={{ borderLeft: `4px solid ${catalogEntry.color}` }}
+      >
+        <EuiFlexGroup alignItems="center" gutterSize="m" responsive={false}>
+          <EuiFlexItem grow={false}>
+            <div
+              style={{
+                width: 36,
+                height: 36,
+                display: "flex",
+                alignItems: "center",
+                justifyContent: "center",
+              }}
+            >
+              <IconComponent width={28} height={28} />
+            </div>
+          </EuiFlexItem>
+          <EuiFlexItem>
+            <EuiText size="s">
+              <strong>{catalogEntry.name}</strong>
+            </EuiText>
+            <EuiText size="xs" color="subdued">
+              {catalogEntry.description}
+            </EuiText>
+          </EuiFlexItem>
+        </EuiFlexGroup>
+      </EuiPanel>
+    );
+  };
+
+  const renderSourceTypeFields = () => {
+    const st = formData.sourceType;
+
+    if (st === String(feast.core.DataSource.SourceType.BATCH_FILE)) {
+      return renderFileSourceFields();
+    }
+
+    if (st === String(feast.core.DataSource.SourceType.BATCH_BIGQUERY)) {
+      return (
+        <>
+          <EuiFormRow
+            label="Table"
+            isInvalid={!!errors.bigqueryTable}
+            error={errors.bigqueryTable}
+            helpText="Full table reference: project:dataset.table"
+          >
+            <EuiFieldText
+              value={formData.bigqueryTable}
+              onChange={(e) => updateField("bigqueryTable", e.target.value)}
+              isInvalid={!!errors.bigqueryTable}
+              placeholder="project:dataset.table"
+            />
+          </EuiFormRow>
+          <EuiFormRow
+            label="Query (optional)"
+            helpText="SQL query as an alternative to a fixed table."
+          >
+            <EuiTextArea
+              value={formData.bigqueryQuery}
+              onChange={(e) => updateField("bigqueryQuery", e.target.value)}
+              placeholder="SELECT * FROM `project.dataset.table` WHERE ..."
+              rows={3}
+            />
+          </EuiFormRow>
+          <EuiFormRow
+            label="Date Partition Column (optional)"
+            helpText="BigQuery partition column for efficient date-based queries."
+          >
+            <EuiFieldText
+              value={formData.bigqueryDatePartitionColumn}
+              onChange={(e) =>
+                updateField("bigqueryDatePartitionColumn", e.target.value)
+              }
+              placeholder="date_partition"
+            />
+          </EuiFormRow>
+        </>
+      );
+    }
+
+    if (st === String(feast.core.DataSource.SourceType.BATCH_SNOWFLAKE)) {
+      return (
+        <>
+          <EuiFlexGroup gutterSize="m">
+            <EuiFlexItem>
+              <EuiFormRow
+                label="Database"
+                isInvalid={!!errors.snowflakeDatabase}
+                error={errors.snowflakeDatabase}
+              >
+                <EuiFieldText
+                  value={formData.snowflakeDatabase}
+                  onChange={(e) =>
+                    updateField("snowflakeDatabase", e.target.value)
+                  }
+                  isInvalid={!!errors.snowflakeDatabase}
+                  placeholder="MY_DATABASE"
+                />
+              </EuiFormRow>
+            </EuiFlexItem>
+            <EuiFlexItem>
+              <EuiFormRow label="Schema">
+                <EuiFieldText
+                  value={formData.snowflakeSchema}
+                  onChange={(e) =>
+                    updateField("snowflakeSchema", e.target.value)
+                  }
+                  placeholder="PUBLIC"
+                />
+              </EuiFormRow>
+            </EuiFlexItem>
+          </EuiFlexGroup>
+          <EuiFlexGroup gutterSize="m">
+            <EuiFlexItem>
+              <EuiFormRow
+                label="Table"
+                isInvalid={!!errors.snowflakeTable}
+                error={errors.snowflakeTable}
+                helpText="Provide either a table or a query."
+              >
+                <EuiFieldText
+                  value={formData.snowflakeTable}
+                  onChange={(e) =>
+                    updateField("snowflakeTable", e.target.value)
+                  }
+                  isInvalid={!!errors.snowflakeTable}
+                  placeholder="MY_TABLE"
+                />
+              </EuiFormRow>
+            </EuiFlexItem>
+            <EuiFlexItem>
+              <EuiFormRow
+                label="Warehouse (optional)"
+                helpText="Snowflake compute warehouse."
+              >
+                <EuiFieldText
+                  value={formData.snowflakeWarehouse}
+                  onChange={(e) =>
+                    updateField("snowflakeWarehouse", e.target.value)
+                  }
+                  placeholder="COMPUTE_WH"
+                />
+              </EuiFormRow>
+            </EuiFlexItem>
+          </EuiFlexGroup>
+          <EuiFormRow
+            label="Query (optional)"
+            helpText="SQL query as an alternative to a fixed table."
+          >
+            <EuiTextArea
+              value={formData.snowflakeQuery}
+              onChange={(e) => updateField("snowflakeQuery", e.target.value)}
+              placeholder="SELECT * FROM MY_TABLE WHERE ..."
+              rows={3}
+            />
+          </EuiFormRow>
+        </>
+      );
+    }
+
+    if (st === String(feast.core.DataSource.SourceType.BATCH_REDSHIFT)) {
+      return (
+        <>
+          <EuiFlexGroup gutterSize="m">
+            <EuiFlexItem>
+              <EuiFormRow
+                label="Database"
+                isInvalid={!!errors.redshiftDatabase}
+                error={errors.redshiftDatabase}
+              >
+                <EuiFieldText
+                  value={formData.redshiftDatabase}
+                  onChange={(e) =>
+                    updateField("redshiftDatabase", e.target.value)
+                  }
+                  isInvalid={!!errors.redshiftDatabase}
+                  placeholder="my_database"
+                />
+              </EuiFormRow>
+            </EuiFlexItem>
+            <EuiFlexItem>
+              <EuiFormRow label="Schema">
+                <EuiFieldText
+                  value={formData.redshiftSchema}
+                  onChange={(e) =>
+                    updateField("redshiftSchema", e.target.value)
+                  }
+                  placeholder="public"
+                />
+              </EuiFormRow>
+            </EuiFlexItem>
+          </EuiFlexGroup>
+          <EuiFormRow
+            label="Table"
+            isInvalid={!!errors.redshiftTable}
+            error={errors.redshiftTable}
+            helpText="Provide either a table or a query."
+          >
+            <EuiFieldText
+              value={formData.redshiftTable}
+              onChange={(e) => updateField("redshiftTable", e.target.value)}
+              isInvalid={!!errors.redshiftTable}
+              placeholder="my_table"
+            />
+          </EuiFormRow>
+          <EuiFormRow
+            label="Query (optional)"
+            helpText="SQL query as an alternative to a fixed table."
+          >
+            <EuiTextArea
+              value={formData.redshiftQuery}
+              onChange={(e) => updateField("redshiftQuery", e.target.value)}
+              placeholder="SELECT * FROM my_table WHERE ..."
+              rows={3}
+            />
+          </EuiFormRow>
+        </>
+      );
+    }
+
+    if (st === String(feast.core.DataSource.SourceType.STREAM_KAFKA)) {
+      return (
+        <>
+          <EuiFormRow
+            label="Bootstrap Servers"
+            isInvalid={!!errors.kafkaBootstrapServers}
+            error={errors.kafkaBootstrapServers}
+            helpText="Comma-separated host:port pairs."
+          >
+            <EuiFieldText
+              value={formData.kafkaBootstrapServers}
+              onChange={(e) =>
+                updateField("kafkaBootstrapServers", e.target.value)
+              }
+              isInvalid={!!errors.kafkaBootstrapServers}
+              placeholder="broker1:9092,broker2:9092"
+            />
+          </EuiFormRow>
+          <EuiFlexGroup gutterSize="m">
+            <EuiFlexItem>
+              <EuiFormRow
+                label="Topic"
+                isInvalid={!!errors.kafkaTopic}
+                error={errors.kafkaTopic}
+              >
+                <EuiFieldText
+                  value={formData.kafkaTopic}
+                  onChange={(e) => updateField("kafkaTopic", e.target.value)}
+                  isInvalid={!!errors.kafkaTopic}
+                  placeholder="my-feature-topic"
+                />
+              </EuiFormRow>
+            </EuiFlexItem>
+            <EuiFlexItem>
+              <EuiFormRow
+                label="Message Format"
+                helpText="Serialization format of Kafka messages."
+              >
+                <EuiSelect
+                  options={[
+                    { value: "json", text: "JSON" },
+                    { value: "avro", text: "Avro" },
+                    { value: "proto", text: "Protobuf" },
+                  ]}
+                  value={formData.kafkaMessageFormat}
+                  onChange={(e) =>
+                    updateField("kafkaMessageFormat", e.target.value)
+                  }
+                />
+              </EuiFormRow>
+            </EuiFlexItem>
+          </EuiFlexGroup>
+          <EuiFormRow
+            label="Watermark Delay Threshold (optional)"
+            helpText="Allowed lateness for late-arriving events (e.g. 30 seconds)."
+          >
+            <EuiFieldText
+              value={formData.kafkaWatermarkDelay}
+              onChange={(e) =>
+                updateField("kafkaWatermarkDelay", e.target.value)
+              }
+              placeholder="30 seconds"
+            />
+          </EuiFormRow>
+        </>
+      );
+    }
+
+    if (st === String(feast.core.DataSource.SourceType.BATCH_SPARK)) {
+      return (
+        <>
+          <EuiFormRow
+            label="Table"
+            isInvalid={!!errors.sparkTable}
+            error={errors.sparkTable}
+            helpText="Spark catalog table (catalog.database.table). Provide table, path, or query."
+          >
+            <EuiFieldText
+              value={formData.sparkTable}
+              onChange={(e) => updateField("sparkTable", e.target.value)}
+              isInvalid={!!errors.sparkTable}
+              placeholder="catalog.database.table"
+            />
+          </EuiFormRow>
+          <EuiFormRow
+            label="Path (optional)"
+            helpText="Direct path to data files."
+          >
+            <EuiFieldText
+              value={formData.sparkPath}
+              onChange={(e) => updateField("sparkPath", e.target.value)}
+              placeholder="s3://bucket/path/ or abfss://container@account/path/"
+            />
+          </EuiFormRow>
+          <EuiFormRow
+            label="Query (optional)"
+            helpText="SQL query as an alternative to table/path."
+          >
+            <EuiTextArea
+              value={formData.sparkQuery}
+              onChange={(e) => updateField("sparkQuery", e.target.value)}
+              placeholder="SELECT * FROM catalog.db.table WHERE ..."
+              rows={3}
+            />
+          </EuiFormRow>
+          <EuiFlexGroup gutterSize="m">
+            <EuiFlexItem>
+              <EuiFormRow
+                label="File Format (optional)"
+                helpText="Required when using path without table format."
+              >
+                <EuiSelect
+                  options={[
+                    { value: "", text: "— None —" },
+                    { value: "parquet", text: "Parquet" },
+                    { value: "csv", text: "CSV" },
+                    { value: "json", text: "JSON" },
+                    { value: "avro", text: "Avro" },
+                  ]}
+                  value={formData.sparkFileFormat}
+                  onChange={(e) =>
+                    updateField("sparkFileFormat", e.target.value)
+                  }
+                />
+              </EuiFormRow>
+            </EuiFlexItem>
+            <EuiFlexItem>
+              <EuiFormRow
+                label="Table Format (optional)"
+                helpText="Advanced table format for path-based reads."
+              >
+                <EuiSelect
+                  options={[
+                    { value: "", text: "— None —" },
+                    { value: "iceberg", text: "Iceberg" },
+                    { value: "delta", text: "Delta Lake" },
+                    { value: "hudi", text: "Hudi" },
+                  ]}
+                  value={formData.sparkTableFormat}
+                  onChange={(e) =>
+                    updateField("sparkTableFormat", e.target.value)
+                  }
+                />
+              </EuiFormRow>
+            </EuiFlexItem>
+          </EuiFlexGroup>
+          {formData.sparkTableFormat && (
+            <>
+              <EuiFlexGroup gutterSize="m">
+                <EuiFlexItem>
+                  <EuiFormRow
+                    label="Catalog Name (optional)"
+                    helpText="Table format catalog name."
+                  >
+                    <EuiFieldText
+                      value={formData.sparkTableFormatCatalog}
+                      onChange={(e) =>
+                        updateField("sparkTableFormatCatalog", e.target.value)
+                      }
+                      placeholder="my_catalog"
+                    />
+                  </EuiFormRow>
+                </EuiFlexItem>
+                <EuiFlexItem>
+                  <EuiFormRow
+                    label="Namespace (optional)"
+                    helpText="Table format namespace/database."
+                  >
+                    <EuiFieldText
+                      value={formData.sparkTableFormatNamespace}
+                      onChange={(e) =>
+                        updateField("sparkTableFormatNamespace", e.target.value)
+                      }
+                      placeholder="my_db"
+                    />
+                  </EuiFormRow>
+                </EuiFlexItem>
+              </EuiFlexGroup>
+              <EuiFormRow
+                label="Table Format Properties (JSON, optional)"
+                helpText="Additional catalog/format properties."
+              >
+                <EuiTextArea
+                  value={formData.sparkTableFormatProperties}
+                  onChange={(e) =>
+                    updateField("sparkTableFormatProperties", e.target.value)
+                  }
+                  placeholder='{"warehouse": "s3://bucket/warehouse"}'
+                  rows={2}
+                />
+              </EuiFormRow>
+            </>
+          )}
+          <EuiFlexGroup gutterSize="m">
+            <EuiFlexItem>
+              <EuiFormRow
+                label="Date Partition Column (optional)"
+                helpText="Column used for date-based partitioning."
+              >
+                <EuiFieldText
+                  value={formData.sparkDatePartitionColumn}
+                  onChange={(e) =>
+                    updateField("sparkDatePartitionColumn", e.target.value)
+                  }
+                  placeholder="date_partition"
+                />
+              </EuiFormRow>
+            </EuiFlexItem>
+            <EuiFlexItem>
+              <EuiFormRow
+                label="Partition Format (optional)"
+                helpText="Date format for partition column."
+              >
+                <EuiFieldText
+                  value={formData.sparkDatePartitionFormat}
+                  onChange={(e) =>
+                    updateField("sparkDatePartitionFormat", e.target.value)
+                  }
+                  placeholder="%Y-%m-%d"
+                />
+              </EuiFormRow>
+            </EuiFlexItem>
+          </EuiFlexGroup>
+        </>
+      );
+    }
+
+    if (st === String(feast.core.DataSource.SourceType.BATCH_TRINO)) {
+      return (
+        <>
+          <EuiFormRow
+            label="Table"
+            isInvalid={!!errors.trinoTable}
+            error={errors.trinoTable}
+            helpText="Trino catalog table (catalog.schema.table). Provide either table or query."
+          >
+            <EuiFieldText
+              value={formData.trinoTable}
+              onChange={(e) => updateField("trinoTable", e.target.value)}
+              isInvalid={!!errors.trinoTable}
+              placeholder="catalog.schema.table"
+            />
+          </EuiFormRow>
+          <EuiFormRow label="Query (optional)">
+            <EuiTextArea
+              value={formData.trinoQuery}
+              onChange={(e) => updateField("trinoQuery", e.target.value)}
+              placeholder="SELECT * FROM catalog.schema.table"
+              rows={3}
+            />
+          </EuiFormRow>
+        </>
+      );
+    }
+
+    if (st === String(feast.core.DataSource.SourceType.BATCH_ATHENA)) {
+      return (
+        <>
+          <EuiFlexGroup gutterSize="m">
+            <EuiFlexItem>
+              <EuiFormRow
+                label="Database"
+                isInvalid={!!errors.athenaDatabase}
+                error={errors.athenaDatabase}
+              >
+                <EuiFieldText
+                  value={formData.athenaDatabase}
+                  onChange={(e) =>
+                    updateField("athenaDatabase", e.target.value)
+                  }
+                  isInvalid={!!errors.athenaDatabase}
+                  placeholder="my_database"
+                />
+              </EuiFormRow>
+            </EuiFlexItem>
+            <EuiFlexItem>
+              <EuiFormRow label="Data Source" helpText="Athena catalog name.">
+                <EuiFieldText
+                  value={formData.athenaDataSource}
+                  onChange={(e) =>
+                    updateField("athenaDataSource", e.target.value)
+                  }
+                  placeholder="AwsDataCatalog"
+                />
+              </EuiFormRow>
+            </EuiFlexItem>
+          </EuiFlexGroup>
+          <EuiFormRow
+            label="Table"
+            isInvalid={!!errors.athenaTable}
+            error={errors.athenaTable}
+            helpText="Provide either a table name or a query."
+          >
+            <EuiFieldText
+              value={formData.athenaTable}
+              onChange={(e) => updateField("athenaTable", e.target.value)}
+              isInvalid={!!errors.athenaTable}
+              placeholder="my_table"
+            />
+          </EuiFormRow>
+          <EuiFormRow label="Query (optional)">
+            <EuiTextArea
+              value={formData.athenaQuery}
+              onChange={(e) => updateField("athenaQuery", e.target.value)}
+              placeholder="SELECT * FROM my_table"
+              rows={3}
+            />
+          </EuiFormRow>
+          <EuiFormRow
+            label="Date Partition Column (optional)"
+            helpText="Column used for date-based partitioning."
+          >
+            <EuiFieldText
+              value={formData.athenaDatePartitionColumn}
+              onChange={(e) =>
+                updateField("athenaDatePartitionColumn", e.target.value)
+              }
+              placeholder="date_partition"
+            />
+          </EuiFormRow>
+        </>
+      );
+    }
+
+    if (st === String(feast.core.DataSource.SourceType.BATCH_ICEBERG)) {
+      return (
+        <>
+          <EuiFormRow
+            label="Catalog Type"
+            helpText="Iceberg catalog backend to use."
+          >
+            <EuiSelect
+              options={[
+                {
+                  value: "rest",
+                  text: "REST (Unity Catalog, Polaris, Nessie)",
+                },
+                { value: "hive", text: "Hive Metastore" },
+                { value: "glue", text: "AWS Glue" },
+                { value: "sql", text: "SQL (JDBC)" },
+                { value: "dynamodb", text: "DynamoDB" },
+              ]}
+              value={formData.icebergCatalogType}
+              onChange={(e) =>
+                updateField("icebergCatalogType", e.target.value)
+              }
+            />
+          </EuiFormRow>
+          <EuiFormRow
+            label="Endpoint"
+            helpText="Catalog endpoint URL (required for REST catalogs)."
+          >
+            <EuiFieldText
+              value={formData.icebergEndpoint}
+              onChange={(e) => updateField("icebergEndpoint", e.target.value)}
+              placeholder="http://localhost:8080/api/2.1/unity-catalog/iceberg"
+            />
+          </EuiFormRow>
+          <EuiFlexGroup gutterSize="m">
+            <EuiFlexItem>
+              <EuiFormRow
+                label="Warehouse"
+                isInvalid={!!errors.icebergWarehouse}
+                error={errors.icebergWarehouse}
+              >
+                <EuiFieldText
+                  value={formData.icebergWarehouse}
+                  onChange={(e) =>
+                    updateField("icebergWarehouse", e.target.value)
+                  }
+                  isInvalid={!!errors.icebergWarehouse}
+                  placeholder="unity"
+                />
+              </EuiFormRow>
+            </EuiFlexItem>
+            <EuiFlexItem>
+              <EuiFormRow
+                label="Namespace"
+                isInvalid={!!errors.icebergNamespace}
+                error={errors.icebergNamespace}
+              >
+                <EuiFieldText
+                  value={formData.icebergNamespace}
+                  onChange={(e) =>
+                    updateField("icebergNamespace", e.target.value)
+                  }
+                  isInvalid={!!errors.icebergNamespace}
+                  placeholder="default"
+                />
+              </EuiFormRow>
+            </EuiFlexItem>
+          </EuiFlexGroup>
+          <EuiFormRow
+            label="Table"
+            isInvalid={!!errors.icebergTable}
+            error={errors.icebergTable}
+          >
+            <EuiFieldText
+              value={formData.icebergTable}
+              onChange={(e) => updateField("icebergTable", e.target.value)}
+              isInvalid={!!errors.icebergTable}
+              placeholder="driver_stats"
+            />
+          </EuiFormRow>
+          <EuiFormRow
+            label="Token Env Variable (optional)"
+            helpText="Name of environment variable holding the auth token."
+          >
+            <EuiFieldText
+              value={formData.icebergTokenEnvVar}
+              onChange={(e) =>
+                updateField("icebergTokenEnvVar", e.target.value)
+              }
+              placeholder="DATABRICKS_TOKEN"
+            />
+          </EuiFormRow>
+          <EuiFormRow
+            label="Catalog Properties (JSON, optional)"
+            helpText="Additional catalog-specific configuration passed to PyIceberg."
+          >
+            <EuiTextArea
+              value={formData.icebergCatalogProperties}
+              onChange={(e) =>
+                updateField("icebergCatalogProperties", e.target.value)
+              }
+              placeholder='{"s3.region": "us-east-1"}'
+              rows={3}
+            />
+          </EuiFormRow>
+        </>
+      );
+    }
+
+    if (st === String(feast.core.DataSource.SourceType.STREAM_KINESIS)) {
+      return (
+        <>
+          <EuiFlexGroup gutterSize="m">
+            <EuiFlexItem>
+              <EuiFormRow
+                label="AWS Region"
+                isInvalid={!!errors.kinesisRegion}
+                error={errors.kinesisRegion}
+              >
+                <EuiFieldText
+                  value={formData.kinesisRegion}
+                  onChange={(e) => updateField("kinesisRegion", e.target.value)}
+                  isInvalid={!!errors.kinesisRegion}
+                  placeholder="us-east-1"
+                />
+              </EuiFormRow>
+            </EuiFlexItem>
+            <EuiFlexItem>
+              <EuiFormRow
+                label="Record Format"
+                helpText="Serialization format of stream records."
+              >
+                <EuiSelect
+                  options={[
+                    { value: "json", text: "JSON" },
+                    { value: "avro", text: "Avro" },
+                    { value: "proto", text: "Protobuf" },
+                  ]}
+                  value={formData.kinesisRecordFormat}
+                  onChange={(e) =>
+                    updateField("kinesisRecordFormat", e.target.value)
+                  }
+                />
+              </EuiFormRow>
+            </EuiFlexItem>
+          </EuiFlexGroup>
+          <EuiFormRow
+            label="Stream Name"
+            isInvalid={!!errors.kinesisStreamName}
+            error={errors.kinesisStreamName}
+          >
+            <EuiFieldText
+              value={formData.kinesisStreamName}
+              onChange={(e) => updateField("kinesisStreamName", e.target.value)}
+              isInvalid={!!errors.kinesisStreamName}
+              placeholder="my-feature-stream"
+            />
+          </EuiFormRow>
+        </>
+      );
+    }
+
+    if (st === String(feast.core.DataSource.SourceType.CUSTOM_SOURCE)) {
+      return (
+        <>
+          <EuiFormRow
+            label="Data Source Class"
+            isInvalid={!!errors.customSourceClassName}
+            error={errors.customSourceClassName}
+            helpText="Fully qualified Python class name."
+          >
+            <EuiFieldText
+              value={formData.customSourceClassName}
+              onChange={(e) =>
+                updateField("customSourceClassName", e.target.value)
+              }
+              isInvalid={!!errors.customSourceClassName}
+              placeholder="mymodule.MyCustomDataSource"
+            />
+          </EuiFormRow>
+          <EuiFormRow label="Configuration (JSON, optional)">
+            <EuiTextArea
+              value={formData.customSourceConfig}
+              onChange={(e) =>
+                updateField("customSourceConfig", e.target.value)
+              }
+              placeholder='{"key": "value"}'
+              rows={3}
+            />
+          </EuiFormRow>
+        </>
+      );
+    }
+
+    if (st === "RAY_SOURCE") {
+      return (
+        <>
+          <EuiFormRow
+            label="Reader Type"
+            helpText="Ray Data reader to use for loading data."
+          >
+            <EuiSelect
+              options={RAY_READER_OPTIONS}
+              value={formData.rayReaderType}
+              onChange={(e) => updateField("rayReaderType", e.target.value)}
+            />
+          </EuiFormRow>
+          <EuiFormRow
+            label="Path"
+            isInvalid={!!errors.rayPath}
+            error={errors.rayPath}
+            helpText="File path or directory for file-based readers (s3://, gs://, local)."
+          >
+            <EuiFieldText
+              value={formData.rayPath}
+              onChange={(e) => updateField("rayPath", e.target.value)}
+              isInvalid={!!errors.rayPath}
+              placeholder="s3://bucket/images/"
+            />
+          </EuiFormRow>
+          <EuiFormRow
+            label="Reader Options (JSON, optional)"
+            helpText='e.g. {"dataset_name": "org/dataset", "split": "train"} for HuggingFace'
+          >
+            <EuiTextArea
+              value={formData.rayReaderOptions}
+              onChange={(e) => updateField("rayReaderOptions", e.target.value)}
+              placeholder='{"dataset_name": "org/name", "split": "train"}'
+              rows={3}
+            />
+          </EuiFormRow>
+        </>
+      );
+    }
+
+    if (st === "POSTGRES_SOURCE") {
+      return (
+        <>
+          <EuiFormRow
+            label="Table"
+            isInvalid={!!errors.postgresTable}
+            error={errors.postgresTable}
+            helpText="Table name. Provide either table or query."
+          >
+            <EuiFieldText
+              value={formData.postgresTable}
+              onChange={(e) => updateField("postgresTable", e.target.value)}
+              isInvalid={!!errors.postgresTable}
+              placeholder="public.my_features"
+            />
+          </EuiFormRow>
+          <EuiFormRow label="Query (optional)">
+            <EuiTextArea
+              value={formData.postgresQuery}
+              onChange={(e) => updateField("postgresQuery", e.target.value)}
+              placeholder="SELECT * FROM my_features WHERE ..."
+              rows={3}
+            />
+          </EuiFormRow>
+        </>
+      );
+    }
+
+    if (st === "MONGODB_SOURCE") {
+      return (
+        <EuiFormRow
+          label="Collection"
+          isInvalid={!!errors.mongodbCollection}
+          error={errors.mongodbCollection}
+          helpText="MongoDB collection name. Connection details are configured in feature_store.yaml."
+        >
+          <EuiFieldText
+            value={formData.mongodbCollection}
+            onChange={(e) => updateField("mongodbCollection", e.target.value)}
+            isInvalid={!!errors.mongodbCollection}
+            placeholder="features_collection"
+          />
+        </EuiFormRow>
+      );
+    }
+
+    if (st === "CLICKHOUSE_SOURCE") {
+      return (
+        <>
+          <EuiFormRow
+            label="Table"
+            isInvalid={!!errors.clickhouseTable}
+            error={errors.clickhouseTable}
+            helpText="ClickHouse table name. Provide either table or query."
+          >
+            <EuiFieldText
+              value={formData.clickhouseTable}
+              onChange={(e) => updateField("clickhouseTable", e.target.value)}
+              isInvalid={!!errors.clickhouseTable}
+              placeholder="default.my_features"
+            />
+          </EuiFormRow>
+          <EuiFormRow label="Query (optional)">
+            <EuiTextArea
+              value={formData.clickhouseQuery}
+              onChange={(e) => updateField("clickhouseQuery", e.target.value)}
+              placeholder="SELECT * FROM default.my_features"
+              rows={3}
+            />
+          </EuiFormRow>
+        </>
+      );
+    }
+
+    if (st === "MSSQL_SOURCE") {
+      return (
+        <>
+          <EuiFormRow
+            label="Table"
+            isInvalid={!!errors.mssqlTable}
+            error={errors.mssqlTable}
+          >
+            <EuiFieldText
+              value={formData.mssqlTable}
+              onChange={(e) => updateField("mssqlTable", e.target.value)}
+              isInvalid={!!errors.mssqlTable}
+              placeholder="dbo.my_features"
+            />
+          </EuiFormRow>
+          <EuiFormRow
+            label="Connection String (optional)"
+            helpText="ODBC-style connection string. Can also be set in feature_store.yaml."
+          >
+            <EuiFieldText
+              value={formData.mssqlConnectionStr}
+              onChange={(e) =>
+                updateField("mssqlConnectionStr", e.target.value)
+              }
+              placeholder="mssql+pyodbc://user:pass@host/db" // pragma: allowlist secret
+            />
+          </EuiFormRow>
+          <EuiFormRow
+            label="Date Partition Column (optional)"
+            helpText="Column used for date-based partitioning."
+          >
+            <EuiFieldText
+              value={formData.mssqlDatePartitionColumn}
+              onChange={(e) =>
+                updateField("mssqlDatePartitionColumn", e.target.value)
+              }
+              placeholder="date_partition"
+            />
+          </EuiFormRow>
+        </>
+      );
+    }
+
+    if (st === "ORACLE_SOURCE") {
+      return (
+        <>
+          <EuiFormRow
+            label="Table"
+            isInvalid={!!errors.oracleTable}
+            error={errors.oracleTable}
+          >
+            <EuiFieldText
+              value={formData.oracleTable}
+              onChange={(e) => updateField("oracleTable", e.target.value)}
+              isInvalid={!!errors.oracleTable}
+              placeholder="SCHEMA.MY_FEATURES"
+            />
+          </EuiFormRow>
+          <EuiFormRow
+            label="Connection String (optional)"
+            helpText="Oracle connection string. Can also be set in feature_store.yaml."
+          >
+            <EuiFieldText
+              value={formData.oracleConnectionStr}
+              onChange={(e) =>
+                updateField("oracleConnectionStr", e.target.value)
+              }
+              placeholder="oracle+cx_oracle://user:pass@host:1521/service" // pragma: allowlist secret
+            />
+          </EuiFormRow>
+          <EuiFormRow
+            label="Date Partition Column (optional)"
+            helpText="Column used for date-based partitioning."
+          >
+            <EuiFieldText
+              value={formData.oracleDatePartitionColumn}
+              onChange={(e) =>
+                updateField("oracleDatePartitionColumn", e.target.value)
+              }
+              placeholder="date_partition"
+            />
+          </EuiFormRow>
+        </>
+      );
+    }
+
+    if (st === "COUCHBASE_SOURCE") {
+      return (
+        <>
+          <EuiFlexGroup gutterSize="m">
+            <EuiFlexItem>
+              <EuiFormRow label="Database">
+                <EuiFieldText
+                  value={formData.couchbaseDatabase}
+                  onChange={(e) =>
+                    updateField("couchbaseDatabase", e.target.value)
+                  }
+                  placeholder="Default"
+                />
+              </EuiFormRow>
+            </EuiFlexItem>
+            <EuiFlexItem>
+              <EuiFormRow label="Scope">
+                <EuiFieldText
+                  value={formData.couchbaseScope}
+                  onChange={(e) =>
+                    updateField("couchbaseScope", e.target.value)
+                  }
+                  placeholder="Default"
+                />
+              </EuiFormRow>
+            </EuiFlexItem>
+          </EuiFlexGroup>
+          <EuiFormRow
+            label="Collection"
+            isInvalid={!!errors.couchbaseCollection}
+            error={errors.couchbaseCollection}
+            helpText="Provide either a collection or a SQL++ query."
+          >
+            <EuiFieldText
+              value={formData.couchbaseCollection}
+              onChange={(e) =>
+                updateField("couchbaseCollection", e.target.value)
+              }
+              isInvalid={!!errors.couchbaseCollection}
+              placeholder="my_collection"
+            />
+          </EuiFormRow>
+          <EuiFormRow
+            label="Query (optional)"
+            helpText="SQL++ query as an alternative."
+          >
+            <EuiTextArea
+              value={formData.couchbaseQuery}
+              onChange={(e) => updateField("couchbaseQuery", e.target.value)}
+              placeholder="SELECT * FROM `collection`"
+              rows={3}
+            />
+          </EuiFormRow>
+        </>
+      );
+    }
+
+    if (
+      st === String(feast.core.DataSource.SourceType.REQUEST_SOURCE) ||
+      st === String(feast.core.DataSource.SourceType.PUSH_SOURCE)
+    ) {
+      return (
+        <EuiPanel color="subdued" paddingSize="m">
+          <EuiText size="s" color="subdued">
+            No connection configuration needed. This source type receives data
+            at request time or via push ingestion.
+          </EuiText>
+        </EuiPanel>
+      );
+    }
+
+    return null;
+  };
+
+  const sourceTypeName =
+    SOURCE_TYPE_OPTIONS.find((o) => o.value === formData.sourceType)?.text ||
+    "Data Source";
+
+  return (
+    <FormModal
+      title={
+        isEdit
+          ? `Edit ${sourceTypeName}`
+          : isPreselected
+            ? `New ${sourceTypeName} Connection`
+            : "Create Data Source"
+      }
+      submitLabel={isEdit ? "Update" : "Create Connection"}
+      onClose={onClose}
+      onSubmit={handleSubmit}
+      width={720}
+      isSubmitting={isSubmitting}
+    >
+      {submitError && (
+        <>
+          <EuiCallOut
+            title="Unable to save data source"
+            color="danger"
+            iconType="alert"
+            size="s"
+          >
+            <p>{submitError}</p>
+          </EuiCallOut>
+          <EuiSpacer size="m" />
+        </>
+      )}
+
+      {isPreselected && renderSourceTypeHeader()}
+      {isPreselected && <EuiSpacer size="m" />}
+
+      {/* Section: Identity */}
+      <EuiTitle size="xxs">
+        <h4>Identity</h4>
+      </EuiTitle>
+      <EuiSpacer size="s" />
+
+      <EuiFlexGroup gutterSize="m">
+        <EuiFlexItem>
+          <EuiFormRow
+            label="Name"
+            isInvalid={!!errors.name}
+            error={errors.name}
+            helpText="Unique identifier for this data source."
+          >
+            <EuiFieldText
+              value={formData.name}
+              onChange={(e) => updateField("name", e.target.value)}
+              isInvalid={!!errors.name}
+              disabled={isEdit}
+              placeholder="e.g. customer_transactions"
+            />
+          </EuiFormRow>
+        </EuiFlexItem>
+        <EuiFlexItem>
+          <EuiFormRow label="Owner (optional)">
+            <EuiFieldText
+              value={formData.owner}
+              onChange={(e) => updateField("owner", e.target.value)}
+              placeholder="team@company.com"
+            />
+          </EuiFormRow>
+        </EuiFlexItem>
+      </EuiFlexGroup>
+
+      <EuiFormRow label="Description (optional)">
+        <EuiFieldText
+          value={formData.description}
+          onChange={(e) => updateField("description", e.target.value)}
+          placeholder="Brief description of this data source..."
+        />
+      </EuiFormRow>
+
+      {!isPreselected && (
+        <>
+          <EuiSpacer size="m" />
+          <EuiFormRow label="Source Type">
+            <EuiSelect
+              options={SOURCE_TYPE_OPTIONS}
+              value={formData.sourceType}
+              onChange={(e) => {
+                updateField("sourceType", e.target.value);
+                setErrors({});
+              }}
+              disabled={isEdit}
+            />
+          </EuiFormRow>
+        </>
+      )}
+
+      <EuiSpacer size="m" />
+      <EuiHorizontalRule margin="s" />
+
+      {/* Section: Connection */}
+      <EuiTitle size="xxs">
+        <h4>Connection Details</h4>
+      </EuiTitle>
+      <EuiSpacer size="s" />
+
+      {renderSourceTypeFields()}
+
+      {/* Section: Timestamp (for batch sources) */}
+      {isBatchSource && (
+        <>
+          <EuiSpacer size="m" />
+          <EuiHorizontalRule margin="s" />
+          <EuiTitle size="xxs">
+            <h4>Time Configuration</h4>
+          </EuiTitle>
+          <EuiSpacer size="s" />
+
+          <EuiFlexGroup gutterSize="m">
+            <EuiFlexItem>
+              <EuiFormRow
+                label="Timestamp Field"
+                isInvalid={!!errors.timestampField}
+                error={errors.timestampField}
+                helpText="Event timestamp column for point-in-time joins."
+              >
+                <EuiFieldText
+                  value={formData.timestampField}
+                  onChange={(e) =>
+                    updateField("timestampField", e.target.value)
+                  }
+                  isInvalid={!!errors.timestampField}
+                  placeholder="event_timestamp"
+                />
+              </EuiFormRow>
+            </EuiFlexItem>
+            <EuiFlexItem>
+              <EuiFormRow
+                label="Created Timestamp (optional)"
+                helpText="Used for deduplication."
+              >
+                <EuiFieldText
+                  value={formData.createdTimestampColumn}
+                  onChange={(e) =>
+                    updateField("createdTimestampColumn", e.target.value)
+                  }
+                  placeholder="created_at"
+                />
+              </EuiFormRow>
+            </EuiFlexItem>
+          </EuiFlexGroup>
+        </>
+      )}
+
+      {/* Section: Tags */}
+      <EuiSpacer size="m" />
+      <EuiHorizontalRule margin="s" />
+      <EuiTitle size="xxs">
+        <h4>Tags (optional)</h4>
+      </EuiTitle>
+      <EuiSpacer size="s" />
+
+      <TagsEditor
+        tags={formData.tags}
+        onChange={(tags) => updateField("tags", tags)}
+        error={errors.tags}
+      />
+    </FormModal>
+  );
+};
+
+export default DataSourceFormModal;
+export type { DataSourceFormData };
diff --git a/ui/src/components/EntityFormModal.tsx b/ui/src/components/EntityFormModal.tsx
new file mode 100644
index 00000000000..0b64c71d668
--- /dev/null
+++ b/ui/src/components/EntityFormModal.tsx
@@ -0,0 +1,260 @@
+import React, { useState, useEffect } from "react";
+import {
+  EuiSpacer,
+  EuiFlexGroup,
+  EuiFlexItem,
+  EuiFieldText,
+  EuiButtonEmpty,
+  EuiButtonIcon,
+  EuiText,
+  EuiHorizontalRule,
+  EuiCallOut,
+} from "@elastic/eui";
+import { feast } from "../protos";
+import FormModal from "./forms/FormModal";
+import TagsEditor, { TagEntry } from "./forms/TagsEditor";
+import NameDescriptionOwnerFields from "./forms/NameDescriptionOwnerFields";
+import ValueTypeSelect from "./forms/ValueTypeSelect";
+
+interface EntityFormData {
+  name: string;
+  description: string;
+  joinKeys: string[];
+  valueType: string;
+  tags: TagEntry[];
+}
+
+interface EntityFormModalProps {
+  onClose: () => void;
+  onSubmit: (data: EntityFormData) => void;
+  initialData?: EntityFormData;
+  isEdit?: boolean;
+  isSubmitting?: boolean;
+  submitError?: string | null;
+}
+
+const EMPTY_FORM: EntityFormData = {
+  name: "",
+  description: "",
+  joinKeys: [""],
+  valueType: String(feast.types.ValueType.Enum.STRING),
+  tags: [],
+};
+
+const EntityFormModal: React.FC<EntityFormModalProps> = ({
+  onClose,
+  onSubmit,
+  initialData,
+  isEdit = false,
+  isSubmitting = false,
+  submitError,
+}) => {
+  const [formData, setFormData] = useState<EntityFormData>(
+    initialData || EMPTY_FORM,
+  );
+  const [errors, setErrors] = useState<Record<string, string>>({});
+  const [submitted, setSubmitted] = useState(false);
+
+  useEffect(() => {
+    if (initialData) {
+      setFormData(initialData);
+    }
+  }, [initialData]);
+
+  const validate = (): boolean => {
+    const newErrors: Record<string, string> = {};
+
+    if (!formData.name.trim()) {
+      newErrors.name = "Entity name is required.";
+    } else if (!/^[a-zA-Z_][a-zA-Z0-9_]*$/.test(formData.name)) {
+      newErrors.name =
+        "Must start with a letter or underscore, and contain only letters, numbers, and underscores.";
+    }
+
+    const nonEmptyKeys = formData.joinKeys.filter((k) => k.trim());
+    if (nonEmptyKeys.length === 0) {
+      newErrors.joinKeys = "At least one join key is required.";
+    } else {
+      if (new Set(nonEmptyKeys).size !== nonEmptyKeys.length) {
+        newErrors.joinKeys = "Join keys must be unique.";
+      }
+      const invalidKey = nonEmptyKeys.find(
+        (k) => !/^[a-zA-Z_][a-zA-Z0-9_]*$/.test(k),
+      );
+      if (invalidKey) {
+        newErrors.joinKeys = `Invalid join key "${invalidKey}". Use only letters, numbers, and underscores.`;
+      }
+    }
+
+    const tagKeys = formData.tags.map((t) => t.key).filter((k) => k.trim());
+    if (new Set(tagKeys).size !== tagKeys.length) {
+      newErrors.tags = "Tag keys must be unique.";
+    }
+
+    setErrors(newErrors);
+    return Object.keys(newErrors).length === 0;
+  };
+
+  const handleSubmit = () => {
+    setSubmitted(true);
+    if (validate()) {
+      const cleanedData = {
+        ...formData,
+        joinKeys: formData.joinKeys.filter((k) => k.trim()),
+        tags: formData.tags.filter((t) => t.key.trim()),
+      };
+      onSubmit(cleanedData);
+    }
+  };
+
+  const updateField = <K extends keyof EntityFormData>(
+    field: K,
+    value: EntityFormData[K],
+  ) => {
+    setFormData((prev) => ({ ...prev, [field]: value }));
+    if (submitted) {
+      setErrors((prev) => {
+        const next = { ...prev };
+        delete next[field];
+        return next;
+      });
+    }
+  };
+
+  const addJoinKey = () => {
+    updateField("joinKeys", [...formData.joinKeys, ""]);
+  };
+
+  const removeJoinKey = (index: number) => {
+    if (formData.joinKeys.length <= 1) return;
+    updateField(
+      "joinKeys",
+      formData.joinKeys.filter((_, i) => i !== index),
+    );
+  };
+
+  const updateJoinKey = (index: number, value: string) => {
+    const updated = [...formData.joinKeys];
+    updated[index] = value;
+    updateField("joinKeys", updated);
+  };
+
+  return (
+    <FormModal
+      title={isEdit ? "Edit Entity" : "Create Entity"}
+      submitLabel={isEdit ? "Update Entity" : "Create Entity"}
+      onClose={onClose}
+      onSubmit={handleSubmit}
+      isSubmitting={isSubmitting}
+    >
+      {submitError && (
+        <>
+          <EuiCallOut
+            title={
+              isEdit ? "Unable to update entity" : "Unable to create entity"
+            }
+            color="danger"
+            iconType="alert"
+            size="s"
+          >
+            <p>{submitError}</p>
+          </EuiCallOut>
+          <EuiSpacer size="m" />
+        </>
+      )}
+
+      <NameDescriptionOwnerFields
+        name={formData.name}
+        description={formData.description}
+        onChangeName={(v) => updateField("name", v)}
+        onChangeDescription={(v) => updateField("description", v)}
+        nameDisabled={isEdit}
+        nameError={errors.name}
+        nameHelpText="A unique identifier for this entity (e.g. customer_id)."
+        namePlaceholder="e.g. customer_id"
+        descriptionPlaceholder="Describe what this entity represents..."
+      />
+
+      <EuiSpacer size="m" />
+      <EuiHorizontalRule margin="s" />
+
+      <EuiFlexGroup alignItems="center" justifyContent="spaceBetween">
+        <EuiFlexItem grow={false}>
+          <EuiText size="s">
+            <h4>Join Keys</h4>
+          </EuiText>
+        </EuiFlexItem>
+        <EuiFlexItem grow={false}>
+          <EuiButtonEmpty
+            size="s"
+            iconType="plus"
+            onClick={addJoinKey}
+            flush="right"
+          >
+            Add join key
+          </EuiButtonEmpty>
+        </EuiFlexItem>
+      </EuiFlexGroup>
+
+      <EuiText size="xs" color="subdued">
+        Column name(s) used to join this entity in data sources.
+      </EuiText>
+
+      {errors.joinKeys && (
+        <>
+          <EuiSpacer size="s" />
+          <EuiCallOut title={errors.joinKeys} color="danger" size="s" />
+        </>
+      )}
+
+      {formData.joinKeys.map((key, index) => (
+        <EuiFlexGroup
+          key={index}
+          gutterSize="s"
+          alignItems="center"
+          style={{ marginTop: 4 }}
+        >
+          <EuiFlexItem>
+            <EuiFieldText
+              value={key}
+              onChange={(e) => updateJoinKey(index, e.target.value)}
+              placeholder={
+                index === 0 ? "e.g. customer_id" : "e.g. timestamp_field"
+              }
+              compressed
+              isInvalid={!!errors.joinKeys && !key.trim()}
+            />
+          </EuiFlexItem>
+          <EuiFlexItem grow={false}>
+            <EuiButtonIcon
+              iconType="trash"
+              color="danger"
+              aria-label="Remove join key"
+              onClick={() => removeJoinKey(index)}
+              disabled={formData.joinKeys.length <= 1}
+            />
+          </EuiFlexItem>
+        </EuiFlexGroup>
+      ))}
+
+      <EuiSpacer size="m" />
+
+      <ValueTypeSelect
+        value={formData.valueType}
+        onChange={(v) => updateField("valueType", v)}
+        helpText="Data type of the join key."
+      />
+
+      <EuiSpacer size="m" />
+
+      <TagsEditor
+        tags={formData.tags}
+        onChange={(tags) => updateField("tags", tags)}
+        error={errors.tags}
+      />
+    </FormModal>
+  );
+};
+
+export default EntityFormModal;
+export type { EntityFormData, TagEntry };
diff --git a/ui/src/components/ExplorePanel.tsx b/ui/src/components/ExplorePanel.tsx
index 3527c245b16..f66e1093f58 100644
--- a/ui/src/components/ExplorePanel.tsx
+++ b/ui/src/components/ExplorePanel.tsx
@@ -15,10 +15,13 @@ import { useNavigate } from "react-router-dom";
 import useFCOExploreSuggestions from "../hooks/useFCOExploreSuggestions";
 
 const ExplorePanel = () => {
-  const { isLoading, isSuccess, data } = useFCOExploreSuggestions();
+  const { isLoading, isSuccess, isPermissionDenied, data } =
+    useFCOExploreSuggestions();
 
   const navigate = useNavigate();
 
+  if (isPermissionDenied) return null;
+
   return (
     <EuiPanel>
       <EuiTitle size="xs">
diff --git a/ui/src/components/FeatureServiceFormModal.tsx b/ui/src/components/FeatureServiceFormModal.tsx
new file mode 100644
index 00000000000..1f210bdb402
--- /dev/null
+++ b/ui/src/components/FeatureServiceFormModal.tsx
@@ -0,0 +1,380 @@
+import React, { useState, useEffect, useMemo } from "react";
+import {
+  EuiSpacer,
+  EuiFlexGroup,
+  EuiFlexItem,
+  EuiText,
+  EuiHorizontalRule,
+  EuiCallOut,
+  EuiButtonEmpty,
+  EuiButtonIcon,
+  EuiFormRow,
+  EuiComboBox,
+  EuiComboBoxOptionOption,
+} from "@elastic/eui";
+import { useParams } from "react-router-dom";
+import FormModal from "./forms/FormModal";
+import TagsEditor, { TagEntry } from "./forms/TagsEditor";
+import NameDescriptionOwnerFields from "./forms/NameDescriptionOwnerFields";
+import useResourceQuery, {
+  featureViewListPath,
+  restFeatureViewsToMergedList,
+} from "../queries/useResourceQuery";
+
+interface FeatureViewProjectionEntry {
+  featureViewName: string;
+  featureNames: string[];
+}
+
+interface FeatureServiceFormData {
+  name: string;
+  description: string;
+  owner: string;
+  projections: FeatureViewProjectionEntry[];
+  tags: TagEntry[];
+}
+
+interface FeatureServiceFormModalProps {
+  onClose: () => void;
+  onSubmit: (data: FeatureServiceFormData) => void;
+  initialData?: FeatureServiceFormData;
+  isEdit?: boolean;
+  isSubmitting?: boolean;
+  submitError?: string | null;
+}
+
+const EMPTY_PROJECTION: FeatureViewProjectionEntry = {
+  featureViewName: "",
+  featureNames: [],
+};
+
+const EMPTY_FORM: FeatureServiceFormData = {
+  name: "",
+  description: "",
+  owner: "",
+  projections: [{ ...EMPTY_PROJECTION }],
+  tags: [],
+};
+
+const FeatureServiceFormModal: React.FC<FeatureServiceFormModalProps> = ({
+  onClose,
+  onSubmit,
+  initialData,
+  isEdit = false,
+  isSubmitting = false,
+  submitError,
+}) => {
+  const [formData, setFormData] = useState<FeatureServiceFormData>(
+    initialData || EMPTY_FORM,
+  );
+  const [errors, setErrors] = useState<Record<string, string>>({});
+  const [submitted, setSubmitted] = useState(false);
+
+  const { projectName } = useParams();
+
+  const featureViewsQuery = useResourceQuery<any[]>({
+    resourceType: "feature-views-list-fs-form",
+    project: projectName,
+    restPath: featureViewListPath(projectName),
+    restSelect: restFeatureViewsToMergedList,
+  });
+
+  const featureViews = useMemo(
+    () => featureViewsQuery.data || [],
+    [featureViewsQuery.data],
+  );
+
+  const featureViewOptions: EuiComboBoxOptionOption<string>[] = useMemo(
+    () =>
+      featureViews.map((fv) => ({
+        label: fv.name,
+        value: fv.name,
+      })),
+    [featureViews],
+  );
+
+  const featureNamesByView = useMemo(() => {
+    const map: Record<string, string[]> = {};
+    featureViews.forEach((fv) => {
+      const features = fv.object?.spec?.features || [];
+      map[fv.name] = features
+        .map((feature: any) => feature?.name || "")
+        .filter(Boolean);
+    });
+    return map;
+  }, [featureViews]);
+
+  useEffect(() => {
+    if (initialData) {
+      setFormData(initialData);
+    }
+  }, [initialData]);
+
+  const validate = (): boolean => {
+    const newErrors: Record<string, string> = {};
+
+    if (!formData.name.trim()) {
+      newErrors.name = "Feature service name is required.";
+    } else if (!/^[a-zA-Z_][a-zA-Z0-9_]*$/.test(formData.name)) {
+      newErrors.name =
+        "Must start with a letter or underscore, and contain only letters, numbers, and underscores.";
+    }
+
+    const validProjections = formData.projections.filter((projection) =>
+      projection.featureViewName.trim(),
+    );
+    if (validProjections.length === 0) {
+      newErrors.projections = "Select at least one feature view.";
+    }
+
+    const viewNames = validProjections.map(
+      (projection) => projection.featureViewName,
+    );
+    if (new Set(viewNames).size !== viewNames.length) {
+      newErrors.projections = "Each feature view can only be selected once.";
+    }
+
+    const tagKeys = formData.tags
+      .map((tag) => tag.key)
+      .filter((key) => key.trim());
+    if (new Set(tagKeys).size !== tagKeys.length) {
+      newErrors.tags = "Tag keys must be unique.";
+    }
+
+    setErrors(newErrors);
+    return Object.keys(newErrors).length === 0;
+  };
+
+  const handleSubmit = () => {
+    setSubmitted(true);
+    if (validate()) {
+      onSubmit({
+        ...formData,
+        projections: formData.projections.filter((projection) =>
+          projection.featureViewName.trim(),
+        ),
+        tags: formData.tags.filter((tag) => tag.key.trim()),
+      });
+    }
+  };
+
+  const updateField = <K extends keyof FeatureServiceFormData>(
+    field: K,
+    value: FeatureServiceFormData[K],
+  ) => {
+    setFormData((prev) => ({ ...prev, [field]: value }));
+    if (submitted) {
+      setErrors((prev) => {
+        const next = { ...prev };
+        delete next[field];
+        return next;
+      });
+    }
+  };
+
+  const addProjection = () => {
+    updateField("projections", [
+      ...formData.projections,
+      { ...EMPTY_PROJECTION },
+    ]);
+  };
+
+  const removeProjection = (index: number) => {
+    if (formData.projections.length <= 1) {
+      return;
+    }
+    updateField(
+      "projections",
+      formData.projections.filter(
+        (_, projectionIndex) => projectionIndex !== index,
+      ),
+    );
+  };
+
+  const updateProjection = (
+    index: number,
+    field: keyof FeatureViewProjectionEntry,
+    value: string | string[],
+  ) => {
+    const updated = [...formData.projections];
+    updated[index] = {
+      ...updated[index],
+      [field]: value,
+      ...(field === "featureViewName" ? { featureNames: [] } : {}),
+    };
+    updateField("projections", updated);
+  };
+
+  return (
+    <FormModal
+      title={isEdit ? "Edit Feature Service" : "Create Feature Service"}
+      submitLabel={isEdit ? "Update Feature Service" : "Create Feature Service"}
+      onClose={onClose}
+      onSubmit={handleSubmit}
+      isSubmitting={isSubmitting}
+    >
+      {submitError && (
+        <>
+          <EuiCallOut
+            title={
+              isEdit
+                ? "Unable to update feature service"
+                : "Unable to create feature service"
+            }
+            color="danger"
+            iconType="alert"
+            size="s"
+          >
+            <p>{submitError}</p>
+          </EuiCallOut>
+          <EuiSpacer size="m" />
+        </>
+      )}
+
+      <NameDescriptionOwnerFields
+        name={formData.name}
+        description={formData.description}
+        owner={formData.owner}
+        onChangeName={(value) => updateField("name", value)}
+        onChangeDescription={(value) => updateField("description", value)}
+        onChangeOwner={(value) => updateField("owner", value)}
+        nameDisabled={isEdit}
+        nameError={errors.name}
+        nameHelpText="A unique identifier for this feature service."
+        namePlaceholder="e.g. customer_activity_v1"
+        descriptionPlaceholder="Describe what this feature service is used for..."
+      />
+
+      <EuiSpacer size="m" />
+      <EuiHorizontalRule margin="s" />
+
+      <EuiFlexGroup alignItems="center" justifyContent="spaceBetween">
+        <EuiFlexItem grow={false}>
+          <EuiText size="s">
+            <h4>Feature views</h4>
+          </EuiText>
+        </EuiFlexItem>
+        <EuiFlexItem grow={false}>
+          <EuiButtonEmpty
+            size="s"
+            iconType="plus"
+            onClick={addProjection}
+            flush="right"
+          >
+            Add feature view
+          </EuiButtonEmpty>
+        </EuiFlexItem>
+      </EuiFlexGroup>
+
+      <EuiText size="xs" color="subdued">
+        Select one or more feature views to include in this service. Leave
+        feature selection empty to include all features from a view.
+      </EuiText>
+
+      {errors.projections && (
+        <>
+          <EuiSpacer size="s" />
+          <EuiCallOut title={errors.projections} color="danger" size="s" />
+        </>
+      )}
+
+      {formData.projections.map((projection, index) => {
+        const availableFeatures =
+          featureNamesByView[projection.featureViewName] || [];
+        const selectedFeatureOptions = projection.featureNames.map(
+          (featureName) => ({
+            label: featureName,
+            value: featureName,
+          }),
+        );
+        const featureOptions = availableFeatures.map((featureName) => ({
+          label: featureName,
+          value: featureName,
+        }));
+
+        return (
+          <React.Fragment key={`projection-${index}`}>
+            <EuiSpacer size="m" />
+            <EuiFlexGroup alignItems="flexStart" gutterSize="s">
+              <EuiFlexItem>
+                <EuiFormRow label="Feature view">
+                  <EuiComboBox
+                    singleSelection={{ asPlainText: true }}
+                    options={featureViewOptions}
+                    selectedOptions={
+                      projection.featureViewName
+                        ? [
+                            {
+                              label: projection.featureViewName,
+                              value: projection.featureViewName,
+                            },
+                          ]
+                        : []
+                    }
+                    onChange={(selected) =>
+                      updateProjection(
+                        index,
+                        "featureViewName",
+                        selected.length > 0 ? selected[0].value || "" : "",
+                      )
+                    }
+                    placeholder="Select a feature view"
+                    isLoading={featureViewsQuery.isLoading}
+                    compressed
+                  />
+                </EuiFormRow>
+              </EuiFlexItem>
+              <EuiFlexItem>
+                <EuiFormRow
+                  label="Features (optional)"
+                  helpText="Leave empty to include all features from the view."
+                >
+                  <EuiComboBox
+                    options={featureOptions}
+                    selectedOptions={selectedFeatureOptions}
+                    onChange={(selected) =>
+                      updateProjection(
+                        index,
+                        "featureNames",
+                        selected.map((option) => option.value || option.label),
+                      )
+                    }
+                    placeholder={
+                      projection.featureViewName
+                        ? "All features"
+                        : "Select a feature view first"
+                    }
+                    isDisabled={!projection.featureViewName}
+                    compressed
+                  />
+                </EuiFormRow>
+              </EuiFlexItem>
+              <EuiFlexItem grow={false}>
+                <EuiFormRow hasEmptyLabelSpace>
+                  <EuiButtonIcon
+                    iconType="trash"
+                    color="danger"
+                    aria-label="Remove feature view"
+                    onClick={() => removeProjection(index)}
+                    disabled={formData.projections.length <= 1}
+                  />
+                </EuiFormRow>
+              </EuiFlexItem>
+            </EuiFlexGroup>
+          </React.Fragment>
+        );
+      })}
+
+      <EuiSpacer size="m" />
+
+      <TagsEditor
+        tags={formData.tags}
+        onChange={(tags) => updateField("tags", tags)}
+        error={errors.tags}
+      />
+    </FormModal>
+  );
+};
+
+export default FeatureServiceFormModal;
+export type { FeatureServiceFormData, FeatureViewProjectionEntry };
diff --git a/ui/src/components/FeatureViewFormModal.tsx b/ui/src/components/FeatureViewFormModal.tsx
new file mode 100644
index 00000000000..b39f09e192e
--- /dev/null
+++ b/ui/src/components/FeatureViewFormModal.tsx
@@ -0,0 +1,572 @@
+import React, { useState, useEffect } from "react";
+import {
+  EuiFormRow,
+  EuiFieldText,
+  EuiFieldNumber,
+  EuiSelect,
+  EuiSwitch,
+  EuiComboBox,
+  EuiComboBoxOptionOption,
+  EuiSpacer,
+  EuiCallOut,
+  EuiButtonEmpty,
+} from "@elastic/eui";
+import { useParams } from "react-router-dom";
+import FormModal from "./forms/FormModal";
+import TagsEditor, { TagEntry } from "./forms/TagsEditor";
+import NameDescriptionOwnerFields from "./forms/NameDescriptionOwnerFields";
+import FeatureFieldEditor, {
+  FeatureFieldEntry,
+} from "./forms/FeatureFieldEditor";
+import EntityFormModal, { EntityFormData } from "./EntityFormModal";
+import DataSourceFormModal, { DataSourceFormData } from "./DataSourceFormModal";
+import { useApplyEntity } from "../queries/mutations/useEntityMutations";
+import { useApplyDataSource } from "../queries/mutations/useDataSourceMutations";
+import { feast } from "../protos";
+import useResourceQuery, {
+  entityListPath,
+  dataSourceListPath,
+} from "../queries/useResourceQuery";
+
+const TTL_UNIT_OPTIONS = [
+  { value: "seconds", text: "Seconds" },
+  { value: "minutes", text: "Minutes" },
+  { value: "hours", text: "Hours" },
+  { value: "days", text: "Days" },
+];
+
+const TTL_UNITS: Record<string, number> = {
+  seconds: 1,
+  minutes: 60,
+  hours: 3600,
+  days: 86400,
+};
+
+interface FeatureViewFormData {
+  name: string;
+  description: string;
+  owner: string;
+  entities: string[];
+  features: FeatureFieldEntry[];
+  batchSource: string;
+  ttlValue: number;
+  ttlUnit: string;
+  online: boolean;
+  tags: TagEntry[];
+}
+
+interface FeatureViewFormModalProps {
+  onClose: () => void;
+  onSubmit: (data: FeatureViewFormData) => void;
+  initialData?: FeatureViewFormData;
+  isEdit?: boolean;
+  isSubmitting?: boolean;
+  submitError?: string | null;
+}
+
+const EMPTY_FORM: FeatureViewFormData = {
+  name: "",
+  description: "",
+  owner: "",
+  entities: [],
+  features: [],
+  batchSource: "",
+  ttlValue: 0,
+  ttlUnit: "seconds",
+  online: true,
+  tags: [],
+};
+
+const FeatureViewFormModal: React.FC<FeatureViewFormModalProps> = ({
+  onClose,
+  onSubmit,
+  initialData,
+  isEdit = false,
+  isSubmitting = false,
+  submitError,
+}) => {
+  const [formData, setFormData] = useState<FeatureViewFormData>(
+    initialData || EMPTY_FORM,
+  );
+  const [errors, setErrors] = useState<Record<string, string>>({});
+  const [submitted, setSubmitted] = useState(false);
+  const [showEntityForm, setShowEntityForm] = useState(false);
+  const [showDataSourceForm, setShowDataSourceForm] = useState(false);
+
+  const { projectName } = useParams();
+
+  const entitiesQuery = useResourceQuery<any[]>({
+    resourceType: "entities-list",
+    project: projectName,
+    restPath: entityListPath(projectName),
+    restSelect: (d) => d.entities,
+  });
+
+  const dataSourcesQuery = useResourceQuery<any[]>({
+    resourceType: "data-sources-list",
+    project: projectName,
+    restPath: dataSourceListPath(projectName),
+    restSelect: (d) => d.dataSources,
+  });
+
+  const applyEntity = useApplyEntity();
+  const applyDataSource = useApplyDataSource();
+
+  // REST API returns objects with spec.name; fall back to top-level name
+  const entities: any[] = entitiesQuery.data || [];
+  const dataSources: any[] = dataSourcesQuery.data || [];
+
+  const entityOptions: EuiComboBoxOptionOption<string>[] = entities
+    .map((e: any) => e?.spec?.name || e?.name || "")
+    .filter(Boolean)
+    .map((name: string) => ({ label: name }));
+
+  const dataSourceOptions = dataSources
+    .map((ds: any) => ds?.spec?.name || ds?.name || "")
+    .filter(Boolean)
+    .map((name: string) => ({ value: name, text: name }));
+
+  const hasNoEntities = entitiesQuery.isSuccess && entities.length === 0;
+  const hasNoDataSources =
+    dataSourcesQuery.isSuccess && dataSources.length === 0;
+
+  useEffect(() => {
+    if (initialData) {
+      setFormData(initialData);
+    }
+  }, [initialData]);
+
+  const validate = (): boolean => {
+    const newErrors: Record<string, string> = {};
+
+    if (!formData.name.trim()) {
+      newErrors.name = "Feature view name is required.";
+    } else if (!/^[a-zA-Z_][a-zA-Z0-9_]*$/.test(formData.name)) {
+      newErrors.name =
+        "Must start with a letter or underscore, and contain only letters, numbers, and underscores.";
+    }
+
+    if (formData.features.length === 0) {
+      newErrors.features = "At least one feature is required.";
+    } else {
+      const hasEmptyName = formData.features.some((f) => !f.name.trim());
+      if (hasEmptyName) {
+        newErrors.features = "All features must have a name.";
+      } else {
+        const featureNames = formData.features.map((f) => f.name.trim());
+        if (new Set(featureNames).size !== featureNames.length) {
+          newErrors.features = "Feature names must be unique.";
+        }
+        const invalidName = featureNames.find(
+          (n) => !/^[a-zA-Z_][a-zA-Z0-9_]*$/.test(n),
+        );
+        if (invalidName) {
+          newErrors.features = `Invalid feature name "${invalidName}". Use only letters, numbers, and underscores.`;
+        }
+      }
+    }
+
+    if (!formData.batchSource.trim()) {
+      newErrors.batchSource = "A batch source is required.";
+    }
+
+    if (formData.ttlValue < 0) {
+      newErrors.ttlValue = "TTL must be 0 (never expire) or a positive number.";
+    }
+
+    const tagKeys = formData.tags.map((t) => t.key).filter((k) => k.trim());
+    if (new Set(tagKeys).size !== tagKeys.length) {
+      newErrors.tags = "Tag keys must be unique.";
+    }
+
+    setErrors(newErrors);
+    return Object.keys(newErrors).length === 0;
+  };
+
+  const handleSubmit = () => {
+    setSubmitted(true);
+    if (validate()) {
+      const cleanedData = {
+        ...formData,
+        tags: formData.tags.filter((t) => t.key.trim()),
+      };
+      onSubmit(cleanedData);
+    }
+  };
+
+  const updateField = <K extends keyof FeatureViewFormData>(
+    field: K,
+    value: FeatureViewFormData[K],
+  ) => {
+    setFormData((prev) => ({ ...prev, [field]: value }));
+    if (submitted) {
+      setErrors((prev) => {
+        const next = { ...prev };
+        delete next[field];
+        return next;
+      });
+    }
+  };
+
+  const handleInlineEntityCreate = (entityData: EntityFormData) => {
+    const payload = {
+      name: entityData.name,
+      project: projectName || "",
+      join_key: entityData.joinKeys[0] || entityData.name,
+      value_type: parseInt(entityData.valueType, 10),
+      description: entityData.description,
+      tags: Object.fromEntries(
+        entityData.tags
+          .filter((t) => t.key.trim())
+          .map((t) => [t.key, t.value]),
+      ),
+    };
+    applyEntity.mutate(payload, {
+      onSuccess: () => {
+        setShowEntityForm(false);
+        updateField("entities", [...formData.entities, entityData.name]);
+      },
+    });
+  };
+
+  const handleInlineDataSourceCreate = (dsData: DataSourceFormData) => {
+    const payload: Record<string, any> = {
+      name: dsData.name,
+      project: projectName || "",
+      type: parseInt(dsData.sourceType, 10),
+      timestamp_field: dsData.timestampField,
+      created_timestamp_column: dsData.createdTimestampColumn,
+      description: dsData.description,
+      owner: dsData.owner,
+      tags: Object.fromEntries(
+        dsData.tags.filter((t) => t.key.trim()).map((t) => [t.key, t.value]),
+      ),
+    };
+
+    const st = dsData.sourceType;
+    if (st === String(feast.core.DataSource.SourceType.BATCH_FILE)) {
+      payload.file_options = {
+        uri: dsData.fileUri,
+        file_format: dsData.fileFormat || "parquet",
+        s3_endpoint_override: dsData.fileS3EndpointOverride || "",
+      };
+    } else if (st === String(feast.core.DataSource.SourceType.BATCH_BIGQUERY)) {
+      payload.bigquery_options = {
+        table: dsData.bigqueryTable,
+        query: dsData.bigqueryQuery,
+      };
+      if (dsData.bigqueryDatePartitionColumn) {
+        payload.date_partition_column = dsData.bigqueryDatePartitionColumn;
+      }
+    } else if (
+      st === String(feast.core.DataSource.SourceType.BATCH_SNOWFLAKE)
+    ) {
+      payload.snowflake_options = {
+        table: dsData.snowflakeTable,
+        database: dsData.snowflakeDatabase,
+        schema_: dsData.snowflakeSchema,
+        query: dsData.snowflakeQuery || "",
+        warehouse: dsData.snowflakeWarehouse || "",
+      };
+    } else if (st === String(feast.core.DataSource.SourceType.BATCH_REDSHIFT)) {
+      payload.redshift_options = {
+        table: dsData.redshiftTable,
+        database: dsData.redshiftDatabase,
+        schema_: dsData.redshiftSchema,
+        query: dsData.redshiftQuery || "",
+      };
+    } else if (st === String(feast.core.DataSource.SourceType.STREAM_KAFKA)) {
+      payload.kafka_options = {
+        kafka_bootstrap_servers: dsData.kafkaBootstrapServers,
+        topic: dsData.kafkaTopic,
+        message_format: dsData.kafkaMessageFormat || "json",
+        watermark_delay_threshold: dsData.kafkaWatermarkDelay || "",
+      };
+    } else if (st === String(feast.core.DataSource.SourceType.BATCH_SPARK)) {
+      payload.spark_options = {
+        table: dsData.sparkTable,
+        path: dsData.sparkPath,
+        query: dsData.sparkQuery || "",
+        file_format: dsData.sparkFileFormat || "",
+        table_format: dsData.sparkTableFormat || "",
+        table_format_catalog: dsData.sparkTableFormatCatalog || "",
+        table_format_namespace: dsData.sparkTableFormatNamespace || "",
+        table_format_properties: dsData.sparkTableFormatProperties || "",
+        date_partition_column: dsData.sparkDatePartitionColumn || "",
+        date_partition_column_format: dsData.sparkDatePartitionFormat || "",
+      };
+    } else if (st === String(feast.core.DataSource.SourceType.BATCH_TRINO)) {
+      payload.trino_options = {
+        table: dsData.trinoTable,
+        query: dsData.trinoQuery,
+      };
+    } else if (st === String(feast.core.DataSource.SourceType.BATCH_ATHENA)) {
+      payload.athena_options = {
+        table: dsData.athenaTable,
+        query: dsData.athenaQuery,
+        database: dsData.athenaDatabase,
+        data_source: dsData.athenaDataSource,
+      };
+      if (dsData.athenaDatePartitionColumn) {
+        payload.date_partition_column = dsData.athenaDatePartitionColumn;
+      }
+    } else if (st === String(feast.core.DataSource.SourceType.BATCH_ICEBERG)) {
+      const catalogProps = dsData.icebergCatalogProperties?.trim()
+        ? JSON.parse(dsData.icebergCatalogProperties)
+        : {};
+      payload.custom_options = {
+        configuration: JSON.stringify({
+          catalog_type: dsData.icebergCatalogType || "rest",
+          endpoint: dsData.icebergEndpoint,
+          warehouse: dsData.icebergWarehouse,
+          namespace: dsData.icebergNamespace,
+          table: dsData.icebergTable,
+          token_env_var: dsData.icebergTokenEnvVar || null,
+          credential_vending: dsData.icebergCredentialVending !== "false",
+          catalog_properties: catalogProps,
+        }),
+      };
+      payload.data_source_class_type =
+        "feast.infra.data_sources.contrib.iceberg_catalog.iceberg_source.IcebergSource";
+    } else if (st === String(feast.core.DataSource.SourceType.STREAM_KINESIS)) {
+      payload.kinesis_options = {
+        region: dsData.kinesisRegion,
+        stream_name: dsData.kinesisStreamName,
+        record_format: dsData.kinesisRecordFormat || "json",
+      };
+    } else if (st === String(feast.core.DataSource.SourceType.CUSTOM_SOURCE)) {
+      payload.custom_options = {
+        class_name: dsData.customSourceClassName,
+        config: dsData.customSourceConfig,
+      };
+    }
+
+    applyDataSource.mutate(payload as any, {
+      onSuccess: () => {
+        setShowDataSourceForm(false);
+        updateField("batchSource", dsData.name);
+      },
+    });
+  };
+
+  const selectedEntityOptions = formData.entities.map((e) => ({ label: e }));
+
+  return (
+    <>
+      <FormModal
+        title={isEdit ? "Edit Feature View" : "Create Feature View"}
+        submitLabel={isEdit ? "Update Feature View" : "Create Feature View"}
+        onClose={onClose}
+        onSubmit={handleSubmit}
+        width={750}
+        isSubmitting={isSubmitting}
+      >
+        {submitError && (
+          <>
+            <EuiCallOut
+              title={
+                isEdit
+                  ? "Unable to update feature view"
+                  : "Unable to create feature view"
+              }
+              color="danger"
+              iconType="alert"
+              size="s"
+            >
+              <p>{submitError}</p>
+            </EuiCallOut>
+            <EuiSpacer size="m" />
+          </>
+        )}
+
+        <NameDescriptionOwnerFields
+          name={formData.name}
+          description={formData.description}
+          owner={formData.owner}
+          onChangeName={(v) => updateField("name", v)}
+          onChangeDescription={(v) => updateField("description", v)}
+          onChangeOwner={(v) => updateField("owner", v)}
+          nameDisabled={isEdit}
+          nameError={errors.name}
+          nameHelpText="A unique name for this feature view."
+          namePlaceholder="e.g. customer_features"
+          descriptionPlaceholder="Describe what this feature view provides..."
+        />
+
+        {hasNoEntities && (
+          <>
+            <EuiSpacer size="s" />
+            <EuiCallOut
+              title="No entities found in this project."
+              color="warning"
+              iconType="alert"
+              size="s"
+            >
+              <p>
+                Feature views typically reference entities. You can create one
+                now.
+              </p>
+              <EuiButtonEmpty
+                size="s"
+                iconType="plus"
+                onClick={() => setShowEntityForm(true)}
+              >
+                Create Entity
+              </EuiButtonEmpty>
+            </EuiCallOut>
+            <EuiSpacer size="s" />
+          </>
+        )}
+
+        <EuiFormRow
+          label="Entities"
+          helpText="Entities that this feature view is associated with."
+        >
+          <EuiComboBox
+            placeholder={
+              entitiesQuery.isLoading
+                ? "Loading entities..."
+                : entityOptions.length === 0
+                  ? "No entities available — create one above"
+                  : "Select entities"
+            }
+            options={entityOptions}
+            selectedOptions={selectedEntityOptions}
+            onChange={(selected) =>
+              updateField(
+                "entities",
+                selected.map((s) => s.label),
+              )
+            }
+            isClearable
+            isLoading={entitiesQuery.isLoading}
+          />
+        </EuiFormRow>
+
+        {hasNoDataSources && (
+          <>
+            <EuiSpacer size="s" />
+            <EuiCallOut
+              title="No data sources found in this project."
+              color="warning"
+              iconType="alert"
+              size="s"
+            >
+              <p>
+                A batch source is required. You can create a data source now.
+              </p>
+              <EuiButtonEmpty
+                size="s"
+                iconType="plus"
+                onClick={() => setShowDataSourceForm(true)}
+              >
+                Create Data Source
+              </EuiButtonEmpty>
+            </EuiCallOut>
+            <EuiSpacer size="s" />
+          </>
+        )}
+
+        <EuiFormRow
+          label="Batch Source"
+          isInvalid={!!errors.batchSource}
+          error={errors.batchSource}
+          helpText="The data source providing batch/offline features."
+        >
+          {dataSourceOptions.length > 0 ? (
+            <EuiSelect
+              options={[
+                { value: "", text: "-- Select a data source --" },
+                ...dataSourceOptions,
+              ]}
+              value={formData.batchSource}
+              onChange={(e) => updateField("batchSource", e.target.value)}
+              isInvalid={!!errors.batchSource}
+              isLoading={dataSourcesQuery.isLoading}
+            />
+          ) : (
+            <EuiFieldText
+              value={formData.batchSource}
+              onChange={(e) => updateField("batchSource", e.target.value)}
+              isInvalid={!!errors.batchSource}
+              placeholder={
+                dataSourcesQuery.isLoading
+                  ? "Loading data sources..."
+                  : "Enter data source name"
+              }
+            />
+          )}
+        </EuiFormRow>
+
+        <EuiSpacer size="m" />
+
+        <FeatureFieldEditor
+          features={formData.features}
+          onChange={(features) => updateField("features", features)}
+          error={errors.features}
+        />
+
+        <EuiSpacer size="m" />
+
+        <EuiFormRow
+          label="TTL (Time to Live)"
+          isInvalid={!!errors.ttlValue}
+          error={errors.ttlValue}
+          helpText="How long features remain valid after their event timestamp. Set to 0 for no expiry."
+        >
+          <div style={{ display: "flex", gap: 8 }}>
+            <EuiFieldNumber
+              value={formData.ttlValue}
+              onChange={(e) =>
+                updateField("ttlValue", parseInt(e.target.value) || 0)
+              }
+              min={0}
+              isInvalid={!!errors.ttlValue}
+              style={{ width: 120 }}
+            />
+            <EuiSelect
+              options={TTL_UNIT_OPTIONS}
+              value={formData.ttlUnit}
+              onChange={(e) => updateField("ttlUnit", e.target.value)}
+              style={{ width: 140 }}
+            />
+          </div>
+        </EuiFormRow>
+
+        <EuiFormRow label="Online serving">
+          <EuiSwitch
+            label="Serve features online"
+            checked={formData.online}
+            onChange={(e) => updateField("online", e.target.checked)}
+          />
+        </EuiFormRow>
+
+        <EuiSpacer size="m" />
+
+        <TagsEditor
+          tags={formData.tags}
+          onChange={(tags) => updateField("tags", tags)}
+          error={errors.tags}
+        />
+      </FormModal>
+
+      {showEntityForm && (
+        <EntityFormModal
+          onClose={() => setShowEntityForm(false)}
+          onSubmit={handleInlineEntityCreate}
+        />
+      )}
+
+      {showDataSourceForm && (
+        <DataSourceFormModal
+          onClose={() => setShowDataSourceForm(false)}
+          onSubmit={handleInlineDataSourceCreate}
+        />
+      )}
+    </>
+  );
+};
+
+export default FeatureViewFormModal;
+export type { FeatureViewFormData };
+export { TTL_UNITS };
diff --git a/ui/src/components/FeaturesInServiceDisplay.tsx b/ui/src/components/FeaturesInServiceDisplay.tsx
index 14731caa0b8..6d772b78f34 100644
--- a/ui/src/components/FeaturesInServiceDisplay.tsx
+++ b/ui/src/components/FeaturesInServiceDisplay.tsx
@@ -12,39 +12,53 @@ interface IFeatureColumnInService {
   featureViewName: string;
   name: string;
   valueType: feast.types.ValueType.Enum;
+  viewType?: string;
 }
 
 const FeaturesInServiceList = ({ featureViews }: FeatureViewsListInterace) => {
   const { projectName } = useParams();
-  const items: IFeatureColumnInService[] = featureViews.flatMap((featureView) =>
-    featureView.featureColumns!.map((featureColumn) => ({
-      featureViewName: featureView.featureViewName!,
-      name: featureColumn.name!,
-      valueType: featureColumn.valueType!,
-    })),
+
+  const items: IFeatureColumnInService[] = featureViews.flatMap(
+    (featureView: any) =>
+      (featureView.featureColumns || []).map((featureColumn: any) => ({
+        featureViewName: featureView.featureViewName!,
+        name: featureColumn.name!,
+        valueType: featureColumn.valueType!,
+        viewType: featureView.viewType || "featureView",
+      })),
   );
 
+  const isLabelMode = items.length > 0 && items[0].viewType === "labelView";
+
   const columns = [
     {
-      name: "Feature View",
+      name: isLabelMode ? "Label View" : "Feature View",
       field: "featureViewName",
-      render: (name: string) => {
-        return (
-          <EuiCustomLink to={`/p/${projectName}/feature-view/${name}`}>
-            {name}
-          </EuiCustomLink>
-        );
+      render: (name: string, item: IFeatureColumnInService) => {
+        const isLabelView = item.viewType === "labelView";
+        const path = isLabelView
+          ? `/p/${projectName}/label-view/${name}`
+          : `/p/${projectName}/feature-view/${name}`;
+        return <EuiCustomLink to={path}>{name}</EuiCustomLink>;
       },
     },
     {
-      name: "Feature Column",
+      name: isLabelMode ? "Label" : "Feature",
       field: "name",
+      render: (name: string, item: IFeatureColumnInService) => {
+        const isLabelView = item.viewType === "labelView";
+        const path = isLabelView
+          ? `/p/${projectName}/label-view/${item.featureViewName}/label/${name}`
+          : `/p/${projectName}/feature-view/${item.featureViewName}/feature/${name}`;
+        return <EuiCustomLink to={path}>{name}</EuiCustomLink>;
+      },
     },
     {
       name: "Value Type",
       field: "valueType",
-      render: (valueType: feast.types.ValueType.Enum) => {
-        return feast.types.ValueType.Enum[valueType];
+      render: (valueType: feast.types.ValueType.Enum | string) => {
+        if (typeof valueType === "string") return valueType;
+        return feast.types.ValueType.Enum[valueType] || String(valueType);
       },
     },
   ];
diff --git a/ui/src/components/FeaturesListDisplay.tsx b/ui/src/components/FeaturesListDisplay.tsx
index 61f57b478d6..51bc62e8e2b 100644
--- a/ui/src/components/FeaturesListDisplay.tsx
+++ b/ui/src/components/FeaturesListDisplay.tsx
@@ -30,8 +30,9 @@ const FeaturesList = ({
     {
       name: "Value Type",
       field: "valueType",
-      render: (valueType: feast.types.ValueType.Enum) => {
-        return feast.types.ValueType.Enum[valueType];
+      render: (valueType: feast.types.ValueType.Enum | string) => {
+        if (typeof valueType === "string") return valueType;
+        return feast.types.ValueType.Enum[valueType] || String(valueType || "");
       },
     },
   ];
diff --git a/ui/src/components/LineageEventsList.tsx b/ui/src/components/LineageEventsList.tsx
new file mode 100644
index 00000000000..d997e15a667
--- /dev/null
+++ b/ui/src/components/LineageEventsList.tsx
@@ -0,0 +1,238 @@
+import React, { useState } from "react";
+import {
+  EuiPanel,
+  EuiTitle,
+  EuiSpacer,
+  EuiBasicTable,
+  EuiLoadingSpinner,
+  EuiEmptyPrompt,
+  EuiBadge,
+  EuiFieldSearch,
+  EuiSelect,
+  EuiFormRow,
+  EuiFlexGroup,
+  EuiFlexItem,
+  EuiFlyout,
+  EuiFlyoutHeader,
+  EuiFlyoutBody,
+  EuiCodeBlock,
+  EuiButtonEmpty,
+} from "@elastic/eui";
+import type { OpenLineageEvent } from "../queries/useLoadOpenLineageGraph";
+import {
+  useLoadOpenLineageEvents,
+  useLoadNamespaces,
+} from "../queries/useLoadOpenLineageGraph";
+
+const eventTypeColor = (eventType: string) => {
+  switch (eventType) {
+    case "START":
+      return "primary";
+    case "COMPLETE":
+      return "success";
+    case "FAIL":
+      return "danger";
+    case "ABORT":
+      return "warning";
+    case "DATASET":
+      return "accent";
+    case "JOB":
+      return "hollow";
+    default:
+      return "default";
+  }
+};
+
+const formatTimestamp = (ts: number) => {
+  if (!ts) return "-";
+  const date = new Date(ts);
+  return date.toLocaleString();
+};
+
+const LineageEventsList: React.FC = () => {
+  const [namespace, setNamespace] = useState("");
+  const [jobFilter, setJobFilter] = useState("");
+  const [selectedEvent, setSelectedEvent] = useState<OpenLineageEvent | null>(
+    null,
+  );
+
+  const { data: nsData } = useLoadNamespaces();
+  const namespaces = nsData?.namespaces || [];
+
+  const { data, isLoading, isError } = useLoadOpenLineageEvents(
+    namespace || undefined,
+    jobFilter || undefined,
+    100,
+  );
+
+  const columns = [
+    {
+      field: "event_type",
+      name: "Type",
+      width: "100px",
+      render: (val: string) => (
+        <EuiBadge color={eventTypeColor(val)}>{val}</EuiBadge>
+      ),
+    },
+    {
+      field: "event_time",
+      name: "Event Time",
+      width: "200px",
+      render: (val: number) => formatTimestamp(val),
+    },
+    {
+      field: "job_namespace",
+      name: "Namespace",
+      width: "200px",
+    },
+    {
+      field: "job_name",
+      name: "Job / Dataset",
+      width: "250px",
+    },
+    {
+      field: "run_id",
+      name: "Run ID",
+      width: "150px",
+      render: (val: string) => (val ? val.substring(0, 8) + "..." : "-"),
+    },
+    {
+      field: "producer",
+      name: "Producer",
+      width: "150px",
+    },
+    {
+      name: "Actions",
+      width: "80px",
+      render: (event: OpenLineageEvent) => (
+        <EuiButtonEmpty
+          size="xs"
+          iconType="inspect"
+          onClick={() => setSelectedEvent(event)}
+        >
+          View
+        </EuiButtonEmpty>
+      ),
+    },
+  ];
+
+  if (isLoading) {
+    return (
+      <EuiPanel>
+        <div style={{ display: "flex", justifyContent: "center", padding: 50 }}>
+          <EuiLoadingSpinner size="xl" />
+        </div>
+      </EuiPanel>
+    );
+  }
+
+  if (isError) {
+    return (
+      <EuiPanel>
+        <EuiEmptyPrompt
+          iconType="alert"
+          title={<h2>Events Unavailable</h2>}
+          body={
+            <p>
+              Could not load OpenLineage events. The consumer may not be
+              enabled.
+            </p>
+          }
+        />
+      </EuiPanel>
+    );
+  }
+
+  const events = data?.events || [];
+
+  return (
+    <EuiPanel>
+      <EuiTitle size="s">
+        <h2>OpenLineage Events ({events.length})</h2>
+      </EuiTitle>
+      <EuiSpacer size="m" />
+
+      <EuiFlexGroup gutterSize="m">
+        <EuiFlexItem grow={false} style={{ width: 250 }}>
+          <EuiFormRow label="Namespace">
+            <EuiSelect
+              options={[
+                { value: "", text: "All namespaces" },
+                ...namespaces.map((ns) => ({ value: ns, text: ns })),
+              ]}
+              value={namespace}
+              onChange={(e) => setNamespace(e.target.value)}
+              aria-label="Filter by namespace"
+            />
+          </EuiFormRow>
+        </EuiFlexItem>
+        <EuiFlexItem grow={false} style={{ width: 250 }}>
+          <EuiFieldSearch
+            placeholder="Filter by job name..."
+            value={jobFilter}
+            onChange={(e) => setJobFilter(e.target.value)}
+            aria-label="Filter by job name"
+          />
+        </EuiFlexItem>
+      </EuiFlexGroup>
+
+      <EuiSpacer size="m" />
+
+      {events.length === 0 ? (
+        <EuiEmptyPrompt
+          iconType="branch"
+          title={<h2>No Events</h2>}
+          body={<p>No OpenLineage events match the current filters.</p>}
+        />
+      ) : (
+        <EuiBasicTable items={events} columns={columns} tableLayout="fixed" />
+      )}
+
+      {selectedEvent && (
+        <EuiFlyout
+          ownFocus
+          onClose={() => setSelectedEvent(null)}
+          size="m"
+          aria-labelledby="eventDetailTitle"
+        >
+          <EuiFlyoutHeader hasBorder>
+            <EuiTitle size="s">
+              <h2 id="eventDetailTitle">
+                Event: {selectedEvent.event_type} - {selectedEvent.job_name}
+              </h2>
+            </EuiTitle>
+          </EuiFlyoutHeader>
+          <EuiFlyoutBody>
+            <EuiSpacer size="m" />
+            <EuiTitle size="xs">
+              <h3>Event Details</h3>
+            </EuiTitle>
+            <EuiSpacer size="s" />
+            <div>
+              <strong>Event ID:</strong> {selectedEvent.event_id}
+            </div>
+            <div>
+              <strong>Time:</strong> {formatTimestamp(selectedEvent.event_time)}
+            </div>
+            <div>
+              <strong>Run ID:</strong> {selectedEvent.run_id || "-"}
+            </div>
+            <div>
+              <strong>Producer:</strong> {selectedEvent.producer || "-"}
+            </div>
+            <EuiSpacer size="l" />
+            <EuiTitle size="xs">
+              <h3>Raw Event JSON</h3>
+            </EuiTitle>
+            <EuiSpacer size="s" />
+            <EuiCodeBlock language="json" isCopyable paddingSize="m">
+              {JSON.stringify(JSON.parse(selectedEvent.event_json), null, 2)}
+            </EuiCodeBlock>
+          </EuiFlyoutBody>
+        </EuiFlyout>
+      )}
+    </EuiPanel>
+  );
+};
+
+export default LineageEventsList;
diff --git a/ui/src/components/LineageJobsList.tsx b/ui/src/components/LineageJobsList.tsx
new file mode 100644
index 00000000000..e420e11c08b
--- /dev/null
+++ b/ui/src/components/LineageJobsList.tsx
@@ -0,0 +1,363 @@
+import React, { useMemo, useState } from "react";
+import {
+  EuiPanel,
+  EuiTitle,
+  EuiSpacer,
+  EuiBasicTable,
+  EuiLoadingSpinner,
+  EuiEmptyPrompt,
+  EuiBadge,
+  EuiFieldSearch,
+  EuiFlexGroup,
+  EuiFlexItem,
+  EuiFlyout,
+  EuiFlyoutHeader,
+  EuiFlyoutBody,
+  EuiDescriptionList,
+  EuiHorizontalRule,
+} from "@elastic/eui";
+import type { OpenLineageJob } from "../queries/useLoadOpenLineageGraph";
+import { useLoadOpenLineageJobs } from "../queries/useLoadOpenLineageGraph";
+import { useRunDetail, useRunHistory } from "../queries/useLoadRunHistory";
+import type { RunSummary } from "../queries/useLoadRunHistory";
+
+const formatTimestamp = (ts: number | null | undefined) => {
+  if (!ts) return "—";
+  return new Date(ts).toLocaleString();
+};
+
+const formatDuration = (start: number | null, end: number | null): string => {
+  if (!start || !end) return "—";
+  const ms = end - start;
+  if (ms < 1000) return `${ms}ms`;
+  const s = Math.floor(ms / 1000);
+  if (s < 60) return `${s}s`;
+  const m = Math.floor(s / 60);
+  return `${m}m ${s % 60}s`;
+};
+
+const stateColor = (state: string) => {
+  switch ((state || "").toUpperCase()) {
+    case "COMPLETE":
+      return "success";
+    case "FAIL":
+      return "danger";
+    case "RUNNING":
+    case "START":
+      return "primary";
+    case "ABORT":
+      return "warning";
+    default:
+      return "default";
+  }
+};
+
+const JobRunHistory: React.FC<{ job: OpenLineageJob }> = ({ job }) => {
+  const { data, isLoading } = useRunHistory(job.job_namespace, job.job_name);
+  const [selectedRunId, setSelectedRunId] = useState<string | undefined>();
+  const { data: runDetail, isLoading: detailLoading } =
+    useRunDetail(selectedRunId);
+
+  const runs = data?.runs || [];
+
+  if (isLoading) {
+    return <EuiLoadingSpinner size="m" />;
+  }
+
+  if (runs.length === 0) {
+    return <p>No runs recorded for this job yet.</p>;
+  }
+
+  return (
+    <>
+      <EuiTitle size="xs">
+        <h3>Run History ({runs.length})</h3>
+      </EuiTitle>
+      <EuiSpacer size="s" />
+      <EuiBasicTable
+        items={runs}
+        rowProps={(run: RunSummary) => ({
+          onClick: () => setSelectedRunId(run.run_id),
+          style: {
+            cursor: "pointer",
+            background:
+              selectedRunId === run.run_id
+                ? "rgba(0, 119, 204, 0.08)"
+                : undefined,
+          },
+        })}
+        columns={[
+          {
+            field: "run_id",
+            name: "Run",
+            truncateText: true,
+            render: (id: string) => (
+              <span style={{ fontFamily: "monospace", fontSize: 12 }}>
+                {id.slice(0, 8)}…
+              </span>
+            ),
+          },
+          {
+            field: "state",
+            name: "Status",
+            width: "120px",
+            render: (state: string) => (
+              <EuiBadge color={stateColor(state)}>{state}</EuiBadge>
+            ),
+          },
+          {
+            field: "started_at",
+            name: "Started",
+            render: (ts: number | null) => formatTimestamp(ts),
+          },
+          {
+            name: "Duration",
+            render: (run: RunSummary) =>
+              formatDuration(run.started_at, run.ended_at),
+          },
+        ]}
+      />
+      {selectedRunId && (
+        <>
+          <EuiSpacer />
+          <EuiTitle size="xs">
+            <h3>Run Detail</h3>
+          </EuiTitle>
+          <EuiSpacer size="s" />
+          {detailLoading && <EuiLoadingSpinner size="s" />}
+          {!detailLoading && runDetail && (
+            <>
+              <EuiDescriptionList
+                type="column"
+                listItems={[
+                  { title: "Run ID", description: runDetail.run_id },
+                  {
+                    title: "State",
+                    description: (
+                      <EuiBadge color={stateColor(runDetail.state)}>
+                        {runDetail.state}
+                      </EuiBadge>
+                    ),
+                  },
+                  {
+                    title: "Started",
+                    description: formatTimestamp(runDetail.started_at),
+                  },
+                  {
+                    title: "Ended",
+                    description: formatTimestamp(runDetail.ended_at),
+                  },
+                ]}
+              />
+              <EuiSpacer size="m" />
+              <div style={{ fontSize: 13 }}>
+                <strong>Inputs</strong>
+                {(runDetail.inputs || []).length === 0 ? (
+                  <p style={{ color: "#888" }}>None</p>
+                ) : (
+                  <ul>
+                    {runDetail.inputs.map((io) => (
+                      <li key={`in-${io.namespace}:${io.name}`}>
+                        <code>{io.name}</code>
+                      </li>
+                    ))}
+                  </ul>
+                )}
+                <strong>Outputs</strong>
+                {(runDetail.outputs || []).length === 0 ? (
+                  <p style={{ color: "#888" }}>None</p>
+                ) : (
+                  <ul>
+                    {runDetail.outputs.map((io) => (
+                      <li key={`out-${io.namespace}:${io.name}`}>
+                        <code>{io.name}</code>
+                      </li>
+                    ))}
+                  </ul>
+                )}
+              </div>
+            </>
+          )}
+        </>
+      )}
+    </>
+  );
+};
+
+const LineageJobsList: React.FC = () => {
+  const [search, setSearch] = useState("");
+  const [selectedJob, setSelectedJob] = useState<OpenLineageJob | null>(null);
+  const { data, isLoading, isError } = useLoadOpenLineageJobs();
+
+  const jobs = useMemo(() => {
+    const all = (data?.jobs || []).filter(
+      // Spark OL often emits a bootstrap START with job name "unknown"
+      // before spark.app.name is resolved — hide those stub jobs.
+      (j) => (j.job_name || "").toLowerCase() !== "unknown",
+    );
+    const q = search.trim().toLowerCase();
+    if (!q) return all;
+    return all.filter(
+      (j) =>
+        j.job_name.toLowerCase().includes(q) ||
+        j.job_namespace.toLowerCase().includes(q) ||
+        (j.producer || "").toLowerCase().includes(q) ||
+        (j.job_type || "").toLowerCase().includes(q),
+    );
+  }, [data, search]);
+
+  if (isLoading) {
+    return (
+      <EuiPanel>
+        <div style={{ display: "flex", justifyContent: "center", padding: 50 }}>
+          <EuiLoadingSpinner size="xl" />
+        </div>
+      </EuiPanel>
+    );
+  }
+
+  if (isError) {
+    return (
+      <EuiPanel>
+        <EuiEmptyPrompt
+          iconType="alert"
+          title={<h2>Failed to load jobs</h2>}
+          body={<p>Could not fetch OpenLineage jobs from the consumer.</p>}
+        />
+      </EuiPanel>
+    );
+  }
+
+  if (!data?.jobs?.length) {
+    return (
+      <EuiPanel>
+        <EuiEmptyPrompt
+          iconType="compute"
+          title={<h2>No Jobs Yet</h2>}
+          body={
+            <p>
+              Jobs appear here when OpenLineage producers (Feast materialize,
+              Spark, Airflow, etc.) emit events to this consumer.
+            </p>
+          }
+        />
+      </EuiPanel>
+    );
+  }
+
+  return (
+    <>
+      <EuiPanel>
+        <EuiFlexGroup justifyContent="spaceBetween" alignItems="center">
+          <EuiFlexItem grow={false}>
+            <EuiTitle size="s">
+              <h2>Jobs ({jobs.length})</h2>
+            </EuiTitle>
+            <p style={{ margin: "4px 0 0", fontSize: 13, color: "#69707D" }}>
+              Catalog of all OpenLineage jobs. Runtime transforms (materialize,
+              Spark) also appear on the Lineage graph; apply/definition jobs
+              (e.g. feature_service_*) are listed here only.
+            </p>
+          </EuiFlexItem>
+          <EuiFlexItem grow={false} style={{ minWidth: 280 }}>
+            <EuiFieldSearch
+              placeholder="Search jobs…"
+              value={search}
+              onChange={(e) => setSearch(e.target.value)}
+              isClearable
+              aria-label="Search jobs"
+            />
+          </EuiFlexItem>
+        </EuiFlexGroup>
+        <EuiSpacer size="m" />
+        <EuiBasicTable
+          items={jobs}
+          rowProps={(job: OpenLineageJob) => ({
+            onClick: () => setSelectedJob(job),
+            style: { cursor: "pointer" },
+          })}
+          columns={[
+            {
+              field: "job_name",
+              name: "Job",
+              truncateText: true,
+            },
+            {
+              field: "job_namespace",
+              name: "Namespace",
+              truncateText: true,
+              width: "220px",
+            },
+            {
+              field: "job_type",
+              name: "Type",
+              width: "120px",
+              render: (val?: string | null) => val || "—",
+            },
+            {
+              field: "producer",
+              name: "Producer",
+              width: "140px",
+              render: (val?: string | null) =>
+                val ? <EuiBadge>{val}</EuiBadge> : "—",
+            },
+            {
+              field: "updated_at",
+              name: "Last Seen",
+              width: "200px",
+              render: (ts: number) => formatTimestamp(ts),
+            },
+          ]}
+        />
+      </EuiPanel>
+
+      {selectedJob && (
+        <EuiFlyout
+          size="m"
+          onClose={() => setSelectedJob(null)}
+          aria-labelledby="job-flyout-title"
+        >
+          <EuiFlyoutHeader hasBorder>
+            <EuiTitle size="m">
+              <h2 id="job-flyout-title">{selectedJob.job_name}</h2>
+            </EuiTitle>
+          </EuiFlyoutHeader>
+          <EuiFlyoutBody>
+            <EuiDescriptionList
+              type="column"
+              listItems={[
+                { title: "Namespace", description: selectedJob.job_namespace },
+                {
+                  title: "Type",
+                  description: selectedJob.job_type || "—",
+                },
+                {
+                  title: "Producer",
+                  description: selectedJob.producer || "—",
+                },
+                {
+                  title: "Last Seen",
+                  description: formatTimestamp(selectedJob.updated_at),
+                },
+                {
+                  title: "Latest Run",
+                  description: selectedJob.latest_run_id || "—",
+                },
+              ]}
+            />
+            {selectedJob.description && (
+              <>
+                <EuiSpacer />
+                <p>{selectedJob.description}</p>
+              </>
+            )}
+            <EuiHorizontalRule />
+            <JobRunHistory job={selectedJob} />
+          </EuiFlyoutBody>
+        </EuiFlyout>
+      )}
+    </>
+  );
+};
+
+export default LineageJobsList;
diff --git a/ui/src/components/ObjectsCountStats.tsx b/ui/src/components/ObjectsCountStats.tsx
index bf1dd2dc9dd..e2aed99b5fd 100644
--- a/ui/src/components/ObjectsCountStats.tsx
+++ b/ui/src/components/ObjectsCountStats.tsx
@@ -1,94 +1,134 @@
-import React, { useContext } from "react";
+import React from "react";
 import {
   EuiFlexGroup,
   EuiFlexItem,
   EuiStat,
   EuiHorizontalRule,
-  EuiTitle,
   EuiSpacer,
 } from "@elastic/eui";
-import useLoadRegistry from "../queries/useLoadRegistry";
 import { useNavigate, useParams } from "react-router-dom";
-import RegistryPathContext from "../contexts/RegistryPathContext";
+import useResourceQuery, {
+  entityListPath,
+  featureViewListPath,
+  featureServiceListPath,
+  dataSourceListPath,
+  labelViewListPath,
+  featuresListPath,
+  restFeatureViewsToMergedList,
+  restLabelViewsFromResponse,
+} from "../queries/useResourceQuery";
+import type { genericFVType } from "../parsers/mergedFVTypes";
 
-const useLoadObjectStats = () => {
-  const registryUrl = useContext(RegistryPathContext);
-  const query = useLoadRegistry(registryUrl);
+const statStyle = { cursor: "pointer" };
+
+const ObjectsCountStats = () => {
+  const { projectName } = useParams();
+  const navigate = useNavigate();
+
+  const fsQuery = useResourceQuery<any[]>({
+    resourceType: "stats-fs",
+    project: projectName,
+    restPath: featureServiceListPath(projectName),
+    restSelect: (d) => d.featureServices,
+  });
+
+  const fvQuery = useResourceQuery<genericFVType[]>({
+    resourceType: "stats-fvs",
+    project: projectName,
+    restPath: featureViewListPath(projectName),
+    restSelect: restFeatureViewsToMergedList,
+  });
+
+  const entQuery = useResourceQuery<any[]>({
+    resourceType: "stats-ent",
+    project: projectName,
+    restPath: entityListPath(projectName),
+    restSelect: (d) => d.entities,
+  });
 
-  const data =
-    query.isSuccess && query.data
-      ? {
-          featureServices: query.data.objects.featureServices?.length || 0,
-          featureViews: query.data.mergedFVList.length,
-          entities: query.data.objects.entities?.length || 0,
-          dataSources: query.data.objects.dataSources?.length || 0,
-        }
-      : undefined;
+  const dsQuery = useResourceQuery<any[]>({
+    resourceType: "stats-ds",
+    project: projectName,
+    restPath: dataSourceListPath(projectName),
+    restSelect: (d) => d.dataSources,
+  });
 
-  return {
-    ...query,
-    data,
+  const featQuery = useResourceQuery<any[]>({
+    resourceType: "stats-feat",
+    project: projectName,
+    restPath: featuresListPath(projectName),
+    restSelect: (d) => d.features || [],
+  });
+
+  const lvQuery = useResourceQuery<any[]>({
+    resourceType: "stats-lv",
+    project: projectName,
+    restPath: labelViewListPath(projectName),
+    restSelect: restLabelViewsFromResponse,
+  });
+
+  const settled = (q: { isSuccess: boolean; isError: boolean }) =>
+    q.isSuccess || q.isError;
+  const allSettled =
+    settled(fsQuery) &&
+    settled(fvQuery) &&
+    settled(entQuery) &&
+    settled(dsQuery) &&
+    settled(featQuery) &&
+    settled(lvQuery);
+
+  const stat = (
+    q: { data?: any[]; isPermissionDenied: boolean },
+    label: string,
+    path: string,
+  ) => {
+    if (q.isPermissionDenied) return null;
+    return (
+      <EuiFlexItem>
+        <EuiStat
+          style={statStyle}
+          onClick={() => navigate(`/p/${projectName}/${path}`)}
+          description={`${label}→`}
+          title={q.data?.length || 0}
+          reverse
+        />
+      </EuiFlexItem>
+    );
   };
-};
 
-const statStyle = { cursor: "pointer" };
+  const hasLabelViews =
+    !lvQuery.isPermissionDenied && (lvQuery.data?.length || 0) > 0;
 
-const ObjectsCountStats = () => {
-  const { isLoading, isSuccess, isError, data } = useLoadObjectStats();
-  const { projectName } = useParams();
+  const queries = [fsQuery, fvQuery, featQuery, entQuery, dsQuery, lvQuery];
+  const hasAnyAccessible = queries.some((q) => !q.isPermissionDenied);
 
-  const navigate = useNavigate();
+  if (allSettled && !hasAnyAccessible) return null;
 
   return (
     <React.Fragment>
       <EuiSpacer size="l" />
       <EuiHorizontalRule margin="xs" />
-      {isLoading && <p>Loading</p>}
-      {isError && <p>There was an error in loading registry information.</p>}
-      {isSuccess && data && (
+      {!allSettled && <p>Loading</p>}
+      {allSettled && (
         <React.Fragment>
-          <EuiTitle size="xs">
-            <h3>Registered in this Feast project are &hellip;</h3>
-          </EuiTitle>
-          <EuiSpacer size="s" />
           <EuiFlexGroup>
-            <EuiFlexItem>
-              <EuiStat
-                style={statStyle}
-                onClick={() => navigate(`/p/${projectName}/feature-service`)}
-                description="Feature Services→"
-                title={data.featureServices}
-                reverse
-              />
-            </EuiFlexItem>
-            <EuiFlexItem>
-              <EuiStat
-                style={statStyle}
-                description="Feature Views→"
-                onClick={() => navigate(`/p/${projectName}/feature-view`)}
-                title={data.featureViews}
-                reverse
-              />
-            </EuiFlexItem>
-            <EuiFlexItem>
-              <EuiStat
-                style={statStyle}
-                description="Entities→"
-                onClick={() => navigate(`/p/${projectName}/entity`)}
-                title={data.entities}
-                reverse
-              />
-            </EuiFlexItem>
-            <EuiFlexItem>
-              <EuiStat
-                style={statStyle}
-                description="Data Sources→"
-                onClick={() => navigate(`/p/${projectName}/data-source`)}
-                title={data.dataSources}
-                reverse
-              />
-            </EuiFlexItem>
+            {stat(fsQuery, "Feature Services", "feature-service")}
+            {stat(fvQuery, "Feature Views", "feature-view")}
+            {stat(featQuery, "Features", "features")}
+            {stat(entQuery, "Entities", "entity")}
+            {stat(dsQuery, "Data Sources", "data-source")}
           </EuiFlexGroup>
+          {hasLabelViews && (
+            <React.Fragment>
+              <EuiSpacer size="m" />
+              <EuiFlexGroup>
+                {stat(lvQuery, "Label Views", "label-view")}
+                <EuiFlexItem />
+                <EuiFlexItem />
+                <EuiFlexItem />
+              </EuiFlexGroup>
+            </React.Fragment>
+          )}
         </React.Fragment>
       )}
     </React.Fragment>
diff --git a/ui/src/components/OpenLineageGraph.tsx b/ui/src/components/OpenLineageGraph.tsx
new file mode 100644
index 00000000000..343540c40e2
--- /dev/null
+++ b/ui/src/components/OpenLineageGraph.tsx
@@ -0,0 +1,1882 @@
+import React, {
+  useCallback,
+  useEffect,
+  useMemo,
+  useRef,
+  useState,
+} from "react";
+import {
+  ReactFlow,
+  Node,
+  Edge,
+  Controls,
+  Background,
+  useNodesState,
+  useEdgesState,
+  ConnectionLineType,
+  MarkerType,
+  Handle,
+  Position,
+} from "reactflow";
+
+import "reactflow/dist/style.css";
+import dagre from "dagre";
+import {
+  EuiPanel,
+  EuiTitle,
+  EuiSpacer,
+  EuiLoadingSpinner,
+  EuiToolTip,
+  EuiEmptyPrompt,
+  EuiFlexGroup,
+  EuiFlexItem,
+  EuiFormRow,
+  EuiSelect,
+  EuiBadge,
+} from "@elastic/eui";
+import { useTheme } from "../contexts/ThemeContext";
+import type {
+  OpenLineageGraphData,
+  OpenLineageNode,
+} from "../queries/useLoadOpenLineageGraph";
+import { useRunHistory, useRunDetail } from "../queries/useLoadRunHistory";
+import type { RunSummary } from "../queries/useLoadRunHistory";
+
+const nodeWidth = 280;
+const nodeHeight = 65;
+
+// ── Producer-based colors (generated dynamically) ──
+
+/**
+ * Label for producer badges / filters.
+ * User-configured names are shown as-is. Long OpenLineage producer URLs
+ * (e.g. …/integration/spark) are shortened to the last path segment so the
+ * UI stays readable.
+ */
+const displayProducer = (producer?: string | null): string => {
+  if (!producer) return "unknown";
+  const trimmed = producer.trim();
+  try {
+    const url = new URL(trimmed);
+    const segments = url.pathname.split("/").filter(Boolean);
+    if (segments.length > 0) {
+      return segments[segments.length - 1];
+    }
+  } catch {
+    // not a URL — keep configured value unchanged
+  }
+  return trimmed;
+};
+
+const hashString = (str: string): number => {
+  let hash = 0;
+  for (let i = 0; i < str.length; i++) {
+    hash = str.charCodeAt(i) + ((hash << 5) - hash);
+  }
+  return Math.abs(hash);
+};
+
+const generateProducerColor = (
+  producer: string,
+): { main: string; light: string } => {
+  if (producer === "unknown") return { main: "#888888", light: "#f0f0f0" };
+  const hue = hashString(producer) % 360;
+  const main = `hsl(${hue}, 70%, 45%)`;
+  const light = `hsl(${hue}, 60%, 94%)`;
+  return { main, light };
+};
+
+const producerColorCache: Record<string, { main: string; light: string }> = {};
+
+const getProducerColors = (producer?: string | null) => {
+  const key = displayProducer(producer);
+  if (!producerColorCache[key]) {
+    producerColorCache[key] = generateProducerColor(key);
+  }
+  return producerColorCache[key];
+};
+
+const getNodeIcon = (type: string) => {
+  return type === "job" ? "\u2699" : "\u2B21";
+};
+
+const nodeKey = (type: string, ns: string, name: string) =>
+  `${type}:${ns}:${name}`;
+
+/**
+ * Runtime transform jobs appear as pills on the Lineage graph.
+ * Prefer server-provided job_type (from feast_jobKind facet). Fall back to
+ * known Feast emit conventions for events emitted before jobKind existed.
+ */
+const isRuntimeTransformJob = (
+  name: string,
+  producer?: string | null,
+  jobType?: string | null,
+): boolean => {
+  const kind = (jobType || "").toLowerCase();
+  if (kind === "transform") return true;
+  if (kind === "definition") return false;
+
+  const n = (name || "").toLowerCase();
+  if (
+    n.startsWith("feature_service_") ||
+    n.startsWith("feast_feature_views_") ||
+    n.startsWith("feast_feature_services_")
+  ) {
+    return false;
+  }
+  if (n.startsWith("materialize_")) return true;
+  if (n.startsWith("spark_compute_")) return true;
+  if (n.startsWith("stream_")) return true;
+  if (n.startsWith("on_demand_feature_view_")) return true;
+  const p = (producer || "").toLowerCase();
+  if (p.includes("/integration/spark")) return true;
+  return false;
+};
+
+/**
+ * Lineage graph: datasets + runtime transform jobs (materialize, Spark, …).
+ * Definition relationships (source→FV, FV→FeatureService) stay as derived
+ * dataset edges. Derived shortcuts are omitted only when a *transform* job
+ * already connects the same pair.
+ */
+const buildLineageGraphSlice = (
+  olData: OpenLineageGraphData,
+): { nodes: OpenLineageNode[]; edges: OpenLineageGraphData["edges"] } => {
+  const makeId = (type: string, ns: string, name: string) =>
+    nodeKey(type, ns, name);
+
+  const jobById = new Map(
+    olData.nodes
+      .filter((n) => n.type === "job")
+      .map((n) => [makeId(n.type, n.namespace, n.name), n]),
+  );
+
+  const ioEdges = olData.edges.filter(
+    (e) => e.edge_type === "input" || e.edge_type === "output",
+  );
+  const parentEdges = olData.edges.filter((e) => e.edge_type === "parent");
+  const symlinkEdges = olData.edges.filter((e) => e.edge_type === "symlink");
+  const derivedEdges = olData.edges.filter((e) => e.edge_type === "derived");
+
+  const isTransformJobId = (id: string) => {
+    const job = jobById.get(id);
+    if (!job) return false;
+    return isRuntimeTransformJob(job.name, job.producer, job.job_type);
+  };
+
+  const jobsOnPath = new Set<string>();
+  for (const e of ioEdges) {
+    if (e.source_type === "job") {
+      const id = makeId(e.source_type, e.source_namespace, e.source_name);
+      if (isTransformJobId(id)) jobsOnPath.add(id);
+    }
+    if (e.target_type === "job") {
+      const id = makeId(e.target_type, e.target_namespace, e.target_name);
+      if (isTransformJobId(id)) jobsOnPath.add(id);
+    }
+  }
+
+  // Pull in parent/child compute jobs (e.g. materialize → Spark)
+  let grew = true;
+  while (grew) {
+    grew = false;
+    for (const e of parentEdges) {
+      const src = makeId(e.source_type, e.source_namespace, e.source_name);
+      const tgt = makeId(e.target_type, e.target_namespace, e.target_name);
+      if (
+        jobsOnPath.has(src) &&
+        !jobsOnPath.has(tgt) &&
+        isTransformJobId(tgt)
+      ) {
+        jobsOnPath.add(tgt);
+        grew = true;
+      }
+      if (
+        jobsOnPath.has(tgt) &&
+        !jobsOnPath.has(src) &&
+        isTransformJobId(src)
+      ) {
+        jobsOnPath.add(src);
+        grew = true;
+      }
+    }
+  }
+
+  const nodes = olData.nodes.filter(
+    (n) =>
+      n.type === "dataset" ||
+      (n.type === "job" && jobsOnPath.has(makeId(n.type, n.namespace, n.name))),
+  );
+  const nodeIds = new Set(
+    nodes.map((n) => makeId(n.type, n.namespace, n.name)),
+  );
+
+  // Only transform-job I/O suppresses derived dataset shortcuts
+  const mediatedPairs = new Set<string>();
+  const jobInputs = new Map<string, Set<string>>();
+  const jobOutputs = new Map<string, Set<string>>();
+  for (const e of ioEdges) {
+    if (e.edge_type === "input" && e.target_type === "job") {
+      const jid = makeId(e.target_type, e.target_namespace, e.target_name);
+      if (!jobsOnPath.has(jid)) continue;
+      const did = makeId(e.source_type, e.source_namespace, e.source_name);
+      if (!jobInputs.has(jid)) jobInputs.set(jid, new Set());
+      jobInputs.get(jid)!.add(did);
+    }
+    if (e.edge_type === "output" && e.source_type === "job") {
+      const jid = makeId(e.source_type, e.source_namespace, e.source_name);
+      if (!jobsOnPath.has(jid)) continue;
+      const did = makeId(e.target_type, e.target_namespace, e.target_name);
+      if (!jobOutputs.has(jid)) jobOutputs.set(jid, new Set());
+      jobOutputs.get(jid)!.add(did);
+    }
+  }
+  for (const jid of Array.from(jobInputs.keys())) {
+    const inputs = jobInputs.get(jid)!;
+    const outputs = jobOutputs.get(jid);
+    if (!outputs) continue;
+    Array.from(inputs).forEach((inn) => {
+      Array.from(outputs).forEach((out) => {
+        mediatedPairs.add(`${inn}=>${out}`);
+      });
+    });
+  }
+
+  const keepEdge = (e: OpenLineageGraphData["edges"][number]) => {
+    const src = makeId(e.source_type, e.source_namespace, e.source_name);
+    const tgt = makeId(e.target_type, e.target_namespace, e.target_name);
+    if (!nodeIds.has(src) || !nodeIds.has(tgt)) return false;
+    if (e.edge_type === "derived") {
+      return !mediatedPairs.has(`${src}=>${tgt}`);
+    }
+    // Drop I/O edges for definition jobs (those jobs are not on the graph)
+    if (e.edge_type === "input" || e.edge_type === "output") {
+      if (e.source_type === "job" && !jobsOnPath.has(src)) return false;
+      if (e.target_type === "job" && !jobsOnPath.has(tgt)) return false;
+    }
+    return (
+      e.edge_type === "input" ||
+      e.edge_type === "output" ||
+      e.edge_type === "parent" ||
+      e.edge_type === "symlink"
+    );
+  };
+
+  const edges = [
+    ...ioEdges,
+    ...parentEdges,
+    ...symlinkEdges,
+    ...derivedEdges,
+  ].filter(keepEdge);
+
+  return { nodes, edges };
+};
+
+// ── Custom Node ──
+
+interface LineageNodeData {
+  label: string;
+  type: string;
+  producer?: string;
+  namespace?: string;
+  nodeRef?: OpenLineageNode;
+  onNodeClick?: (node: OpenLineageNode) => void;
+}
+
+const LineageCustomNode = ({ data }: { data: LineageNodeData }) => {
+  const [isHovered, setIsHovered] = useState(false);
+  const colors = getProducerColors(data.producer);
+  const icon = getNodeIcon(data.type);
+  const producerLabel = displayProducer(data.producer);
+  const isJob = data.type === "job";
+
+  const nodeRef = data.nodeRef;
+  const feastObjType = nodeRef?.feast_object_type;
+  const feastDsFacet = nodeRef?.facets?.feast_dataSource;
+  const subtitle = isJob
+    ? "click for runs"
+    : feastObjType === "dataSource" && feastDsFacet?.source_type
+      ? feastDsFacet.source_type
+      : feastObjType && feastObjType !== "unknown"
+        ? feastObjType
+        : undefined;
+
+  const handleClick = () => {
+    if (data.onNodeClick && data.nodeRef) {
+      data.onNodeClick(data.nodeRef);
+    }
+  };
+
+  return (
+    <div
+      style={{
+        background: colors.light,
+        borderRadius: isJob ? 20 : 8,
+        width: nodeWidth,
+        height: nodeHeight,
+        border: isJob
+          ? `2px dashed ${colors.main}`
+          : `2px solid ${colors.main}`,
+        display: "flex",
+        alignItems: "stretch",
+        position: "relative",
+        overflow: "hidden",
+        cursor: "pointer",
+        boxShadow: isHovered ? `0 0 8px ${colors.main}` : "none",
+        transition: "box-shadow 0.2s ease-in-out",
+      }}
+      onMouseEnter={() => setIsHovered(true)}
+      onMouseLeave={() => setIsHovered(false)}
+      onClick={handleClick}
+    >
+      <div
+        style={{
+          position: "absolute",
+          top: 0,
+          right: 0,
+          backgroundColor: colors.main,
+          color: "white",
+          padding: "1px 6px",
+          fontSize: "10px",
+          borderBottomLeftRadius: "4px",
+          zIndex: 5,
+        }}
+      >
+        {isJob ? "transform" : producerLabel}
+      </div>
+
+      {data.namespace && isHovered && (
+        <EuiToolTip position="bottom" content={`Namespace: ${data.namespace}`}>
+          <div
+            style={{
+              position: "absolute",
+              bottom: 2,
+              left: 44,
+              fontSize: 10,
+              color: "#888",
+            }}
+          >
+            {data.namespace}
+          </div>
+        </EuiToolTip>
+      )}
+
+      <Handle
+        type="target"
+        position={Position.Left}
+        id="target"
+        style={{ background: "#999", width: 10, height: 10 }}
+      />
+      <div
+        style={{
+          backgroundColor: colors.main,
+          width: "40px",
+          display: "flex",
+          alignItems: "center",
+          justifyContent: "center",
+          borderRight: `1px solid ${colors.main}`,
+        }}
+      >
+        <div style={{ color: "#ffffff", fontSize: "20px" }}>{icon}</div>
+      </div>
+      <div
+        style={{
+          flex: 1,
+          display: "flex",
+          flexDirection: "column",
+          alignItems: "center",
+          justifyContent: "center",
+          padding: "0 10px",
+          fontSize: "14px",
+          fontWeight: "500",
+          color: "#333333",
+        }}
+      >
+        <div
+          style={{
+            overflow: "hidden",
+            textOverflow: "ellipsis",
+            whiteSpace: "nowrap",
+            maxWidth: "100%",
+          }}
+        >
+          {data.label}
+        </div>
+        {subtitle && (
+          <div style={{ fontSize: 10, color: "#666", fontWeight: 400 }}>
+            {subtitle}
+          </div>
+        )}
+      </div>
+      <Handle
+        type="source"
+        position={Position.Right}
+        id="source"
+        style={{ background: "#999", width: 10, height: 10 }}
+      />
+    </div>
+  );
+};
+
+const lineageNodeTypes = { lineageCustom: LineageCustomNode };
+
+// ── Dagre layout ──
+
+/**
+ * Derive a rank key from a ReactFlow node's data so that nodes of the
+ * same semantic type are placed on the same horizontal column (LR) or
+ * vertical row (TB).
+ *
+ * Priority: feast_object_type > OL type (job / dataset).
+ * The returned key is used to group nodes into dagre rank-groups.
+ */
+const rankKeyForNode = (node: Node): string => {
+  const ref = (node.data as LineageNodeData | undefined)?.nodeRef;
+  const feastType = ref?.feast_object_type;
+  if (feastType && feastType !== "unknown") return `feast:${feastType}`;
+  const olType = (node.data as LineageNodeData | undefined)?.type;
+  return olType === "job" ? "ol:job" : "ol:dataset";
+};
+
+/**
+ * Ordered rank tiers – earlier entries are placed further left (LR) or
+ * further up (TB).  Keys not listed here are appended automatically so
+ * external / unknown types still get a stable position.
+ */
+const RANK_ORDER: string[] = [
+  "feast:dataSource",
+  "feast:entity",
+  "ol:dataset",
+  "feast:featureView",
+  "feast:onDemandFeatureView",
+  "feast:streamFeatureView",
+  "ol:job",
+  "feast:featureService",
+  "feast:savedDataset",
+  "feast:onlineStore",
+];
+
+const layoutGraph = (nodes: Node[], edges: Edge[], direction = "LR") => {
+  const dagreGraph = new dagre.graphlib.Graph();
+  dagreGraph.setDefaultEdgeLabel(() => ({}));
+  dagreGraph.setGraph({
+    rankdir: direction,
+    nodesep: 80,
+    ranksep: 120,
+    marginx: 50,
+    marginy: 50,
+  });
+
+  // Group nodes by rank key so we can assign same-rank constraints.
+  const rankGroups = new Map<string, string[]>();
+  nodes.forEach((node) => {
+    const key = rankKeyForNode(node);
+    if (!rankGroups.has(key)) rankGroups.set(key, []);
+    rankGroups.get(key)!.push(node.id);
+    dagreGraph.setNode(node.id, { width: nodeWidth, height: nodeHeight });
+  });
+
+  edges.forEach((edge) => {
+    if (dagreGraph.hasNode(edge.source) && dagreGraph.hasNode(edge.target)) {
+      dagreGraph.setEdge(edge.source, edge.target);
+    }
+  });
+
+  // Assign explicit rank to each group via invisible chain edges so dagre
+  // aligns every node of the same type on the same column.
+  // We pick one representative node per group and chain them in the
+  // canonical order, then mark all other nodes in a group as same-rank
+  // by adding zero-weight edges to the representative.
+  const orderedKeys = [...RANK_ORDER];
+  Array.from(rankGroups.keys()).forEach((key) => {
+    if (!orderedKeys.includes(key)) orderedKeys.push(key);
+  });
+  const activeKeys = orderedKeys.filter((k) => rankGroups.has(k));
+
+  // Chain representatives to enforce ordering between groups
+  for (let i = 0; i < activeKeys.length - 1; i++) {
+    const repA = rankGroups.get(activeKeys[i])![0];
+    const repB = rankGroups.get(activeKeys[i + 1])![0];
+    dagreGraph.setEdge(repA, repB, {
+      minlen: 1,
+      weight: 0,
+      style: "invis",
+      _rank_edge: true,
+    });
+  }
+
+  // Pull same-group nodes to the same rank as their representative
+  Array.from(rankGroups.values()).forEach((ids) => {
+    if (ids.length <= 1) return;
+    const rep = ids[0];
+    for (let i = 1; i < ids.length; i++) {
+      dagreGraph.setEdge(rep, ids[i], {
+        minlen: 0,
+        weight: 2,
+        style: "invis",
+        _rank_edge: true,
+      });
+      dagreGraph.setEdge(ids[i], rep, {
+        minlen: 0,
+        weight: 2,
+        style: "invis",
+        _rank_edge: true,
+      });
+    }
+  });
+
+  dagre.layout(dagreGraph);
+
+  // Collect the invisible rank-edge ids so we can strip them from output
+  const rankEdgeSet = new Set<string>();
+  dagreGraph.edges().forEach((e) => {
+    const label = dagreGraph.edge(e);
+    if (label?._rank_edge) rankEdgeSet.add(`${e.v}->${e.w}`);
+  });
+
+  return {
+    nodes: nodes.map((node) => {
+      const pos = dagreGraph.node(node.id);
+      return {
+        ...node,
+        position: {
+          x: (pos?.x ?? 0) - nodeWidth / 2,
+          y: (pos?.y ?? 0) - nodeHeight / 2,
+        },
+        sourcePosition: direction === "TB" ? Position.Bottom : Position.Right,
+        targetPosition: direction === "TB" ? Position.Top : Position.Left,
+      };
+    }),
+    edges,
+  };
+};
+
+// ── Legend ──
+
+const ProducerLegend: React.FC<{ producers: string[] }> = ({ producers }) => {
+  const { colorMode } = useTheme();
+  const isDarkMode = colorMode === "dark";
+  const bg = isDarkMode ? "#1D1E24" : "white";
+  const border = isDarkMode ? "#343741" : "#ddd";
+  const text = isDarkMode ? "#DFE5EF" : "#333";
+
+  const items = producers.map((p) => ({
+    key: p,
+    label: p.charAt(0).toUpperCase() + p.slice(1),
+    color: getProducerColors(p).main,
+  }));
+
+  return (
+    <div
+      style={{
+        position: "absolute",
+        left: 10,
+        top: 10,
+        background: bg,
+        border: `1px solid ${border}`,
+        borderRadius: 5,
+        padding: 10,
+        zIndex: 10,
+        boxShadow: isDarkMode
+          ? "0 2px 5px rgba(0,0,0,0.3)"
+          : "0 2px 5px rgba(0,0,0,0.1)",
+      }}
+    >
+      <div
+        style={{ fontSize: 14, fontWeight: 600, marginBottom: 5, color: text }}
+      >
+        Producers
+      </div>
+      {items.map((item) => (
+        <div
+          key={item.key}
+          style={{
+            display: "flex",
+            alignItems: "center",
+            marginBottom: 5,
+          }}
+        >
+          <div
+            style={{
+              width: 16,
+              height: 16,
+              backgroundColor: item.color,
+              borderRadius: 3,
+              marginRight: 8,
+            }}
+          />
+          <div style={{ fontSize: 12, color: text }}>{item.label}</div>
+        </div>
+      ))}
+    </div>
+  );
+};
+
+// ── Run History helpers ──
+
+const formatTimestamp = (ts: number | null): string => {
+  if (!ts) return "—";
+  return new Date(ts).toLocaleString();
+};
+
+const formatDuration = (start: number | null, end: number | null): string => {
+  if (!start || !end) return "—";
+  const ms = end - start;
+  if (ms < 1000) return `${ms}ms`;
+  const s = Math.floor(ms / 1000);
+  if (s < 60) return `${s}s`;
+  const m = Math.floor(s / 60);
+  return `${m}m ${s % 60}s`;
+};
+
+const stateColor = (state: string): string => {
+  switch (state.toUpperCase()) {
+    case "COMPLETE":
+      return "#00BFB3";
+    case "FAIL":
+      return "#FF6666";
+    case "RUNNING":
+    case "START":
+      return "#6092C0";
+    case "ABORT":
+      return "#D36086";
+    default:
+      return "#98A2B3";
+  }
+};
+
+const RunHistorySection: React.FC<{
+  jobNamespace: string;
+  jobName: string;
+  isDarkMode: boolean;
+}> = ({ jobNamespace, jobName, isDarkMode }) => {
+  const { data, isLoading } = useRunHistory(jobNamespace, jobName);
+  const [selectedRunId, setSelectedRunId] = useState<string | undefined>();
+  const { data: runDetail, isLoading: detailLoading } =
+    useRunDetail(selectedRunId);
+
+  const runs = data?.runs || [];
+
+  if (isLoading) {
+    return (
+      <div style={{ marginTop: 14 }}>
+        <div style={{ fontWeight: 600, marginBottom: 4 }}>Run History</div>
+        <EuiLoadingSpinner size="s" />
+      </div>
+    );
+  }
+
+  if (runs.length === 0) return null;
+
+  return (
+    <div style={{ marginTop: 14 }}>
+      <div style={{ fontWeight: 600, marginBottom: 4 }}>
+        Run History ({runs.length})
+      </div>
+      <table
+        style={{
+          width: "100%",
+          fontSize: 11,
+          borderCollapse: "collapse",
+        }}
+      >
+        <thead>
+          <tr
+            style={{
+              borderBottom: `1px solid ${isDarkMode ? "#343741" : "#ddd"}`,
+            }}
+          >
+            <th style={{ textAlign: "left", padding: "4px 0" }}>Run</th>
+            <th style={{ textAlign: "left", padding: "4px 0" }}>Status</th>
+            <th style={{ textAlign: "left", padding: "4px 0" }}>Started</th>
+            <th style={{ textAlign: "left", padding: "4px 0" }}>Duration</th>
+          </tr>
+        </thead>
+        <tbody>
+          {runs.map((run: RunSummary) => (
+            <tr
+              key={run.run_id}
+              style={{
+                borderBottom: `1px solid ${isDarkMode ? "#2a2b30" : "#eee"}`,
+                cursor: "pointer",
+                background:
+                  selectedRunId === run.run_id
+                    ? isDarkMode
+                      ? "#2a2b30"
+                      : "#f0f4ff"
+                    : "transparent",
+              }}
+              onClick={() =>
+                setSelectedRunId(
+                  selectedRunId === run.run_id ? undefined : run.run_id,
+                )
+              }
+            >
+              <td
+                style={{
+                  padding: "3px 0",
+                  fontFamily: "monospace",
+                  fontSize: 10,
+                }}
+                title={run.run_id}
+              >
+                {run.run_id.substring(0, 8)}…
+              </td>
+              <td style={{ padding: "3px 0" }}>
+                <EuiBadge color={stateColor(run.state)}>{run.state}</EuiBadge>
+              </td>
+              <td style={{ padding: "3px 0", fontSize: 10 }}>
+                {formatTimestamp(run.started_at)}
+              </td>
+              <td style={{ padding: "3px 0", fontSize: 10 }}>
+                {formatDuration(run.started_at, run.ended_at)}
+              </td>
+            </tr>
+          ))}
+        </tbody>
+      </table>
+
+      {selectedRunId && (
+        <div
+          style={{
+            marginTop: 8,
+            padding: 8,
+            background: isDarkMode ? "#25262b" : "#f7f8fc",
+            borderRadius: 4,
+            fontSize: 11,
+          }}
+        >
+          {detailLoading ? (
+            <EuiLoadingSpinner size="s" />
+          ) : runDetail ? (
+            <>
+              <div style={{ fontWeight: 600, marginBottom: 4 }}>
+                Run {runDetail.run_id.substring(0, 8)}… I/O
+              </div>
+              {runDetail.inputs.length > 0 && (
+                <div style={{ marginBottom: 4 }}>
+                  <div style={{ color: "#888", marginBottom: 2 }}>Inputs:</div>
+                  {runDetail.inputs.map((io) => (
+                    <div
+                      key={`${io.namespace}:${io.name}`}
+                      style={{ fontFamily: "monospace", paddingLeft: 8 }}
+                    >
+                      {io.name}
+                    </div>
+                  ))}
+                </div>
+              )}
+              {runDetail.outputs.length > 0 && (
+                <div>
+                  <div style={{ color: "#888", marginBottom: 2 }}>Outputs:</div>
+                  {runDetail.outputs.map((io) => (
+                    <div
+                      key={`${io.namespace}:${io.name}`}
+                      style={{ fontFamily: "monospace", paddingLeft: 8 }}
+                    >
+                      {io.name}
+                    </div>
+                  ))}
+                </div>
+              )}
+              {runDetail.inputs.length === 0 &&
+                runDetail.outputs.length === 0 && (
+                  <div style={{ color: "#888" }}>
+                    No I/O recorded for this run
+                  </div>
+                )}
+            </>
+          ) : (
+            <div style={{ color: "#888" }}>Run details not available</div>
+          )}
+        </div>
+      )}
+    </div>
+  );
+};
+
+// ── Node Detail Panel ──
+
+const NodeDetailPanel: React.FC<{
+  node: OpenLineageNode;
+  onClose: () => void;
+}> = ({ node, onClose }) => {
+  const { colorMode } = useTheme();
+  const isDarkMode = colorMode === "dark";
+  const colors = getProducerColors(node.producer);
+
+  const schema = node.schema;
+  const fields = schema?.fields || [];
+  const facets = node.facets || {};
+
+  const featureViews: string[] =
+    facets.feast_featureService?.feature_views || [];
+  const dqMetrics = facets.dataQualityMetrics;
+  const sqlFacet = facets.sql;
+  const dataSource = facets.dataSource;
+  const feastDataSource = facets.feast_dataSource;
+  const ownership = facets.ownership;
+  const onlineStore = facets.feast_onlineStore;
+  const savedDataset = facets.feast_savedDataset;
+
+  const tags: string[] = [];
+  if (facets.feast_featureView?.tags) {
+    Object.entries(facets.feast_featureView.tags).forEach(([k, v]) =>
+      tags.push(`${k}:${v}`),
+    );
+  }
+  if (facets.feast_entity?.tags) {
+    Object.entries(facets.feast_entity.tags).forEach(([k, v]) =>
+      tags.push(`${k}:${v}`),
+    );
+  }
+  if (feastDataSource?.tags) {
+    Object.entries(feastDataSource.tags).forEach(([k, v]) =>
+      tags.push(`${k}:${v}`),
+    );
+  }
+  if (savedDataset?.tags) {
+    Object.entries(savedDataset.tags).forEach(([k, v]) =>
+      tags.push(`${k}:${v}`),
+    );
+  }
+
+  const features: string[] =
+    facets.feast_featureView?.features || savedDataset?.features || [];
+  const entities: string[] = facets.feast_featureView?.entities || [];
+  const fvDescription =
+    node.description ||
+    facets.documentation?.description ||
+    facets.feast_featureView?.description ||
+    facets.feast_featureService?.description ||
+    facets.feast_entity?.description ||
+    feastDataSource?.description ||
+    savedDataset?.description;
+
+  const knownFacetKeys = new Set([
+    "schema",
+    "documentation",
+    "feast_featureView",
+    "feast_featureService",
+    "feast_entity",
+    "feast_dataSource",
+    "feast_savedDataset",
+    "feast_onlineStore",
+    "dataQualityMetrics",
+    "sql",
+    "dataSource",
+    "ownership",
+    "symlinks",
+    "jobType",
+  ]);
+  const otherFacets = Object.keys(facets).filter((k) => !knownFacetKeys.has(k));
+
+  return (
+    <div
+      style={{
+        width: 340,
+        borderLeft: `3px solid ${colors.main}`,
+        background: isDarkMode ? "#1D1E24" : "#fff",
+        padding: 16,
+        overflowY: "auto",
+        fontSize: 13,
+        color: isDarkMode ? "#DFE5EF" : "#333",
+      }}
+    >
+      <div
+        style={{
+          display: "flex",
+          justifyContent: "space-between",
+          alignItems: "flex-start",
+          marginBottom: 12,
+        }}
+      >
+        <div style={{ flex: 1 }}>
+          <div
+            style={{ fontSize: 11, color: "#999", textTransform: "uppercase" }}
+          >
+            {node.type}
+          </div>
+          <div
+            style={{ fontSize: 16, fontWeight: 600, wordBreak: "break-word" }}
+          >
+            {node.name}
+          </div>
+        </div>
+        <button
+          onClick={onClose}
+          style={{
+            background: "none",
+            border: "none",
+            fontSize: 18,
+            cursor: "pointer",
+            color: isDarkMode ? "#DFE5EF" : "#333",
+            padding: "0 4px",
+          }}
+        >
+          ×
+        </button>
+      </div>
+
+      <EuiBadge color={colors.main}>{displayProducer(node.producer)}</EuiBadge>
+      {node.job_type && (
+        <EuiBadge color="hollow" style={{ marginLeft: 4 }}>
+          {node.job_type}
+        </EuiBadge>
+      )}
+      {node.source_type && (
+        <EuiBadge color="hollow" style={{ marginLeft: 4 }}>
+          {node.source_type}
+        </EuiBadge>
+      )}
+
+      <div style={{ marginTop: 12, fontSize: 12, color: "#888" }}>
+        {node.namespace}
+      </div>
+
+      {fvDescription && (
+        <div style={{ marginTop: 14 }}>
+          <div style={{ fontWeight: 600, marginBottom: 4 }}>Description</div>
+          <div style={{ color: isDarkMode ? "#bbb" : "#555" }}>
+            {fvDescription}
+          </div>
+        </div>
+      )}
+
+      {tags.length > 0 && (
+        <div style={{ marginTop: 14 }}>
+          <div style={{ fontWeight: 600, marginBottom: 4 }}>Tags</div>
+          <div style={{ display: "flex", flexWrap: "wrap", gap: 4 }}>
+            {tags.map((t) => (
+              <EuiBadge key={t} color="default">
+                {t}
+              </EuiBadge>
+            ))}
+          </div>
+        </div>
+      )}
+
+      {entities.length > 0 && (
+        <div style={{ marginTop: 14 }}>
+          <div style={{ fontWeight: 600, marginBottom: 4 }}>Entities</div>
+          {entities.map((e) => (
+            <div key={e} style={{ padding: "2px 0", fontFamily: "monospace" }}>
+              {e}
+            </div>
+          ))}
+        </div>
+      )}
+
+      {features.length > 0 && (
+        <div style={{ marginTop: 14 }}>
+          <div style={{ fontWeight: 600, marginBottom: 4 }}>Features</div>
+          {features.map((f) => (
+            <div key={f} style={{ padding: "2px 0", fontFamily: "monospace" }}>
+              {f}
+            </div>
+          ))}
+        </div>
+      )}
+
+      {featureViews.length > 0 && (
+        <div style={{ marginTop: 14 }}>
+          <div style={{ fontWeight: 600, marginBottom: 4 }}>Feature Views</div>
+          {featureViews.map((fv) => (
+            <div key={fv} style={{ padding: "2px 0", fontFamily: "monospace" }}>
+              {fv}
+            </div>
+          ))}
+        </div>
+      )}
+
+      {fields.length > 0 && (
+        <div style={{ marginTop: 14 }}>
+          <div style={{ fontWeight: 600, marginBottom: 4 }}>
+            Schema ({fields.length} fields)
+          </div>
+          <table
+            style={{
+              width: "100%",
+              fontSize: 12,
+              borderCollapse: "collapse",
+            }}
+          >
+            <thead>
+              <tr
+                style={{
+                  borderBottom: `1px solid ${isDarkMode ? "#343741" : "#ddd"}`,
+                }}
+              >
+                <th style={{ textAlign: "left", padding: "4px 0" }}>Field</th>
+                <th style={{ textAlign: "left", padding: "4px 0" }}>Type</th>
+              </tr>
+            </thead>
+            <tbody>
+              {fields.map((f: any) => (
+                <tr
+                  key={f.name}
+                  style={{
+                    borderBottom: `1px solid ${isDarkMode ? "#2a2b30" : "#eee"}`,
+                  }}
+                >
+                  <td
+                    style={{
+                      padding: "3px 0",
+                      fontFamily: "monospace",
+                    }}
+                  >
+                    {f.name}
+                  </td>
+                  <td
+                    style={{
+                      padding: "3px 0",
+                      color: isDarkMode ? "#98A2B3" : "#777",
+                    }}
+                  >
+                    {f.type || "—"}
+                  </td>
+                </tr>
+              ))}
+            </tbody>
+          </table>
+        </div>
+      )}
+
+      {node.feast_object_type && node.feast_object_type !== "unknown" && (
+        <div style={{ marginTop: 14 }}>
+          <div style={{ fontWeight: 600, marginBottom: 4 }}>Feast Mapping</div>
+          <div>
+            <span style={{ color: "#888" }}>Type:</span>{" "}
+            {node.feast_object_type}
+          </div>
+          {node.feast_object_name && (
+            <div>
+              <span style={{ color: "#888" }}>
+                {node.feast_object_type === "onlineStore"
+                  ? "Feature View:"
+                  : "Name:"}
+              </span>{" "}
+              {node.feast_object_name}
+            </div>
+          )}
+          {node.feast_project && (
+            <div>
+              <span style={{ color: "#888" }}>Project:</span>{" "}
+              {node.feast_project}
+            </div>
+          )}
+        </div>
+      )}
+
+      {onlineStore && (
+        <div style={{ marginTop: 14 }}>
+          <div style={{ fontWeight: 600, marginBottom: 4 }}>Online Store</div>
+          {onlineStore.store_type && (
+            <div>
+              <span style={{ color: "#888" }}>Backend:</span>{" "}
+              {onlineStore.store_type}
+            </div>
+          )}
+          {onlineStore.feature_view && (
+            <div>
+              <span style={{ color: "#888" }}>Feature View:</span>{" "}
+              {onlineStore.feature_view}
+            </div>
+          )}
+        </div>
+      )}
+
+      {(dataSource || feastDataSource) && (
+        <div style={{ marginTop: 14 }}>
+          <div style={{ fontWeight: 600, marginBottom: 4 }}>Data Source</div>
+          {(feastDataSource?.name || dataSource?.name) && (
+            <div>
+              <span style={{ color: "#888" }}>Name:</span>{" "}
+              {feastDataSource?.name || dataSource?.name}
+            </div>
+          )}
+          {feastDataSource?.source_type && (
+            <div>
+              <span style={{ color: "#888" }}>Type:</span>{" "}
+              {feastDataSource.source_type}
+            </div>
+          )}
+          {feastDataSource?.timestamp_field && (
+            <div>
+              <span style={{ color: "#888" }}>Timestamp Field:</span>{" "}
+              <code>{feastDataSource.timestamp_field}</code>
+            </div>
+          )}
+          {feastDataSource?.created_timestamp_field && (
+            <div>
+              <span style={{ color: "#888" }}>Created Timestamp:</span>{" "}
+              <code>{feastDataSource.created_timestamp_field}</code>
+            </div>
+          )}
+          {feastDataSource?.path && (
+            <div>
+              <span style={{ color: "#888" }}>Path:</span>{" "}
+              <span
+                style={{
+                  fontFamily: "monospace",
+                  fontSize: 11,
+                  wordBreak: "break-all",
+                }}
+              >
+                {feastDataSource.path}
+              </span>
+            </div>
+          )}
+          {feastDataSource?.table && (
+            <div>
+              <span style={{ color: "#888" }}>Table:</span>{" "}
+              <code>{feastDataSource.table}</code>
+            </div>
+          )}
+          {feastDataSource?.query && (
+            <div>
+              <span style={{ color: "#888" }}>Query:</span>{" "}
+              <pre
+                style={{
+                  background: isDarkMode ? "#25262b" : "#f5f5f5",
+                  padding: 6,
+                  borderRadius: 4,
+                  fontSize: 11,
+                  overflowX: "auto",
+                  maxHeight: 80,
+                  margin: "4px 0 0",
+                }}
+              >
+                {feastDataSource.query}
+              </pre>
+            </div>
+          )}
+          {dataSource?.uri && (
+            <div>
+              <span style={{ color: "#888" }}>URI:</span>{" "}
+              <span
+                style={{
+                  fontFamily: "monospace",
+                  fontSize: 11,
+                  wordBreak: "break-all",
+                }}
+              >
+                {dataSource.uri}
+              </span>
+            </div>
+          )}
+          {feastDataSource?.field_mapping &&
+            Object.keys(feastDataSource.field_mapping).length > 0 && (
+              <div style={{ marginTop: 6 }}>
+                <span style={{ color: "#888" }}>Field Mapping:</span>
+                <table
+                  style={{
+                    width: "100%",
+                    fontSize: 11,
+                    borderCollapse: "collapse",
+                    marginTop: 4,
+                  }}
+                >
+                  <thead>
+                    <tr
+                      style={{
+                        borderBottom: `1px solid ${isDarkMode ? "#343741" : "#ddd"}`,
+                      }}
+                    >
+                      <th style={{ textAlign: "left", padding: "2px 0" }}>
+                        Source
+                      </th>
+                      <th style={{ textAlign: "left", padding: "2px 0" }}>
+                        Feature
+                      </th>
+                    </tr>
+                  </thead>
+                  <tbody>
+                    {Object.entries(feastDataSource.field_mapping).map(
+                      ([src, dst]) => (
+                        <tr
+                          key={src}
+                          style={{
+                            borderBottom: `1px solid ${isDarkMode ? "#2a2b30" : "#eee"}`,
+                          }}
+                        >
+                          <td
+                            style={{
+                              padding: "2px 0",
+                              fontFamily: "monospace",
+                            }}
+                          >
+                            {src}
+                          </td>
+                          <td
+                            style={{
+                              padding: "2px 0",
+                              fontFamily: "monospace",
+                            }}
+                          >
+                            {String(dst)}
+                          </td>
+                        </tr>
+                      ),
+                    )}
+                  </tbody>
+                </table>
+              </div>
+            )}
+        </div>
+      )}
+
+      {savedDataset && (
+        <div style={{ marginTop: 14 }}>
+          <div style={{ fontWeight: 600, marginBottom: 4 }}>Saved Dataset</div>
+          {savedDataset.feature_service_name && (
+            <div>
+              <span style={{ color: "#888" }}>Feature Service:</span>{" "}
+              {savedDataset.feature_service_name}
+            </div>
+          )}
+          {savedDataset.join_keys?.length > 0 && (
+            <div>
+              <span style={{ color: "#888" }}>Join Keys:</span>{" "}
+              <code>{savedDataset.join_keys.join(", ")}</code>
+            </div>
+          )}
+        </div>
+      )}
+
+      {ownership && ownership.owners && (
+        <div style={{ marginTop: 14 }}>
+          <div style={{ fontWeight: 600, marginBottom: 4 }}>Owners</div>
+          {ownership.owners.map((o: any, i: number) => (
+            <div key={i}>
+              {o.name || o.owner}
+              {o.type ? ` (${o.type})` : ""}
+            </div>
+          ))}
+        </div>
+      )}
+
+      {sqlFacet && sqlFacet.query && (
+        <div style={{ marginTop: 14 }}>
+          <div style={{ fontWeight: 600, marginBottom: 4 }}>SQL</div>
+          <pre
+            style={{
+              background: isDarkMode ? "#25262b" : "#f5f5f5",
+              padding: 8,
+              borderRadius: 4,
+              fontSize: 11,
+              overflowX: "auto",
+              maxHeight: 120,
+              whiteSpace: "pre-wrap",
+              wordBreak: "break-all",
+            }}
+          >
+            {sqlFacet.query}
+          </pre>
+        </div>
+      )}
+
+      {dqMetrics && (
+        <div style={{ marginTop: 14 }}>
+          <div style={{ fontWeight: 600, marginBottom: 4 }}>Data Quality</div>
+          {dqMetrics.rowCount != null && (
+            <div>
+              <span style={{ color: "#888" }}>Row count:</span>{" "}
+              {dqMetrics.rowCount.toLocaleString()}
+            </div>
+          )}
+          {dqMetrics.columnMetrics &&
+            Object.entries(dqMetrics.columnMetrics).map(
+              ([col, metrics]: [string, any]) => (
+                <div key={col} style={{ marginTop: 4 }}>
+                  <span style={{ fontFamily: "monospace" }}>{col}</span>
+                  <span style={{ color: "#888", fontSize: 11, marginLeft: 6 }}>
+                    {metrics.nullCount != null && `nulls: ${metrics.nullCount}`}
+                    {metrics.distinctCount != null &&
+                      ` distinct: ${metrics.distinctCount}`}
+                    {metrics.min != null && ` min: ${metrics.min}`}
+                    {metrics.max != null && ` max: ${metrics.max}`}
+                  </span>
+                </div>
+              ),
+            )}
+        </div>
+      )}
+
+      {otherFacets.length > 0 && (
+        <div style={{ marginTop: 14 }}>
+          <div style={{ fontWeight: 600, marginBottom: 4 }}>Other Facets</div>
+          {otherFacets.map((key) => (
+            <div key={key} style={{ marginTop: 4 }}>
+              <EuiBadge color="hollow">{key}</EuiBadge>
+            </div>
+          ))}
+        </div>
+      )}
+
+      {node.type === "job" && (
+        <>
+          <div
+            style={{
+              marginTop: 14,
+              padding: "8px 10px",
+              background: isDarkMode ? "#2a2b30" : "#f4f6f8",
+              borderRadius: 6,
+              fontSize: 12,
+              color: isDarkMode ? "#bbb" : "#555",
+            }}
+          >
+            Materialization / compute run. Select a run below for inputs,
+            outputs, and status. (FeatureService membership is not a transform —
+            that stays as dataset links.)
+          </div>
+          <RunHistorySection
+            jobNamespace={node.namespace}
+            jobName={node.name}
+            isDarkMode={isDarkMode}
+          />
+        </>
+      )}
+    </div>
+  );
+};
+
+// ── Main LineageGraph component ──
+
+interface LineageGraphProps {
+  olData?: OpenLineageGraphData;
+  olLoading: boolean;
+  olError: boolean;
+  feastOnlyCheckbox?: React.ReactNode;
+  /**
+   * lineage — datasets + runtime transforms (materialize, Spark); default
+   * objects — datasets only
+   * all — every consumer node/edge
+   */
+  viewMode?: "lineage" | "objects" | "all";
+}
+
+const LineageGraph: React.FC<LineageGraphProps> = ({
+  olData,
+  olLoading,
+  olError,
+  feastOnlyCheckbox,
+  viewMode = "lineage",
+}) => {
+  const [nodes, setNodes, onNodesChange] = useNodesState([]);
+  const [edges, setEdges, onEdgesChange] = useEdgesState([]);
+
+  const [filterType, setFilterType] = useState("");
+  const [filterFeastType, setFilterFeastType] = useState("");
+  const [filterProducer, setFilterProducer] = useState("");
+  const [filterObject, setFilterObject] = useState("");
+  const [selectedNode, setSelectedNode] = useState<OpenLineageNode | null>(
+    null,
+  );
+  const [hoveredNodeId, setHoveredNodeId] = useState<string | null>(null);
+  const edgesRef = useRef<Edge[]>([]);
+
+  const connectedIds = useMemo(() => {
+    if (!hoveredNodeId) return null;
+    const ids = new Set<string>([hoveredNodeId]);
+    const allEdges = edgesRef.current;
+
+    // Walk upstream (target → source)
+    const upQueue = [hoveredNodeId];
+    while (upQueue.length > 0) {
+      const cur = upQueue.shift()!;
+      for (const e of allEdges) {
+        if (e.target === cur && !ids.has(e.source)) {
+          ids.add(e.source);
+          upQueue.push(e.source);
+        }
+      }
+    }
+
+    // Walk downstream (source → target)
+    const downQueue = [hoveredNodeId];
+    while (downQueue.length > 0) {
+      const cur = downQueue.shift()!;
+      for (const e of allEdges) {
+        if (e.source === cur && !ids.has(e.target)) {
+          ids.add(e.target);
+          downQueue.push(e.target);
+        }
+      }
+    }
+
+    return ids;
+  }, [hoveredNodeId]);
+
+  const onNodeMouseEnter = useCallback(
+    (_: React.MouseEvent, node: Node) => setHoveredNodeId(node.id),
+    [],
+  );
+  const onNodeMouseLeave = useCallback(() => setHoveredNodeId(null), []);
+
+  const objectsOnly = viewMode === "objects";
+  const showTypeFilter = viewMode !== "objects";
+
+  const { baseNodes, baseEdges } = useMemo(() => {
+    if (!olData) return { baseNodes: [] as OpenLineageNode[], baseEdges: [] };
+    if (viewMode === "all") {
+      return { baseNodes: olData.nodes, baseEdges: olData.edges };
+    }
+    if (viewMode === "objects") {
+      return {
+        baseNodes: olData.nodes.filter((n) => n.type === "dataset"),
+        baseEdges: olData.edges.filter(
+          (e) =>
+            e.source_type === "dataset" &&
+            e.target_type === "dataset" &&
+            e.edge_type !== "parent",
+        ),
+      };
+    }
+    const slice = buildLineageGraphSlice(olData);
+    return { baseNodes: slice.nodes, baseEdges: slice.edges };
+  }, [olData, viewMode]);
+
+  const producers = useMemo(() => {
+    const set = new Set<string>();
+    for (const n of baseNodes) {
+      set.add(displayProducer(n.producer));
+    }
+    return Array.from(set).sort();
+  }, [baseNodes]);
+
+  const feastObjectTypes = useMemo(() => {
+    const set = new Set<string>();
+    for (const n of baseNodes) {
+      if (n.feast_object_type && n.feast_object_type !== "unknown") {
+        set.add(n.feast_object_type);
+      }
+    }
+    return Array.from(set).sort();
+  }, [baseNodes]);
+
+  const feastTypeLabels: Record<string, string> = {
+    dataSource: "Data Source",
+    featureView: "Feature View",
+    featureService: "Feature Service",
+    entity: "Entity",
+    onDemandFeatureView: "On-Demand Feature View",
+    streamFeatureView: "Stream Feature View",
+    savedDataset: "Saved Dataset",
+    onlineStore: "Online Store",
+  };
+
+  const objectOptions = useMemo(() => {
+    return baseNodes
+      .filter((n) => {
+        if (filterType && n.type !== filterType) return false;
+        if (filterFeastType && n.feast_object_type !== filterFeastType)
+          return false;
+        if (filterProducer && displayProducer(n.producer) !== filterProducer)
+          return false;
+        return true;
+      })
+      .map((n) => n.name)
+      .filter((v, i, a) => a.indexOf(v) === i)
+      .sort();
+  }, [baseNodes, filterType, filterFeastType, filterProducer]);
+
+  useEffect(() => {
+    setFilterObject("");
+  }, [filterType, filterFeastType, filterProducer]);
+
+  useEffect(() => {
+    if (objectsOnly && filterType === "job") {
+      setFilterType("");
+    }
+  }, [objectsOnly, filterType]);
+
+  useEffect(() => {
+    if (!olData) return;
+
+    let filteredNodes = baseNodes;
+    if (filterType) {
+      filteredNodes = filteredNodes.filter((n) => n.type === filterType);
+    }
+    if (filterFeastType) {
+      filteredNodes = filteredNodes.filter(
+        (n) => n.feast_object_type === filterFeastType,
+      );
+    }
+    if (filterProducer) {
+      filteredNodes = filteredNodes.filter(
+        (n) => displayProducer(n.producer) === filterProducer,
+      );
+    }
+
+    const makeId = (type: string, ns: string, name: string) =>
+      `${type}:${ns}:${name}`;
+
+    if (filterObject) {
+      const focusIds = new Set(
+        filteredNodes
+          .filter((n) => n.name === filterObject)
+          .map((n) => makeId(n.type, n.namespace, n.name)),
+      );
+
+      const visibleIds = new Set(focusIds);
+
+      // Walk upstream: follow edges where target matches current → add source
+      const upQueue = Array.from(focusIds);
+      while (upQueue.length > 0) {
+        const current = upQueue.shift()!;
+        for (const e of baseEdges) {
+          const srcId = makeId(
+            e.source_type,
+            e.source_namespace,
+            e.source_name,
+          );
+          const tgtId = makeId(
+            e.target_type,
+            e.target_namespace,
+            e.target_name,
+          );
+          if (tgtId === current && !visibleIds.has(srcId)) {
+            visibleIds.add(srcId);
+            upQueue.push(srcId);
+          }
+        }
+      }
+
+      // Walk downstream: follow edges where source matches current → add target
+      const downQueue = Array.from(focusIds);
+      while (downQueue.length > 0) {
+        const current = downQueue.shift()!;
+        for (const e of baseEdges) {
+          const srcId = makeId(
+            e.source_type,
+            e.source_namespace,
+            e.source_name,
+          );
+          const tgtId = makeId(
+            e.target_type,
+            e.target_namespace,
+            e.target_name,
+          );
+          if (srcId === current && !visibleIds.has(tgtId)) {
+            visibleIds.add(tgtId);
+            downQueue.push(tgtId);
+          }
+        }
+      }
+
+      filteredNodes = baseNodes.filter((n) =>
+        visibleIds.has(makeId(n.type, n.namespace, n.name)),
+      );
+    }
+
+    const filteredNodeIds = new Set(
+      filteredNodes.map((n) => makeId(n.type, n.namespace, n.name)),
+    );
+
+    const flowNodes: Node[] = filteredNodes.map((n) => ({
+      id: makeId(n.type, n.namespace, n.name),
+      type: "lineageCustom",
+      data: {
+        label: n.name,
+        type: n.type,
+        producer: n.producer,
+        namespace: n.namespace,
+        nodeRef: n,
+        onNodeClick: setSelectedNode,
+      } as LineageNodeData,
+      position: { x: 0, y: 0 },
+    }));
+
+    const flowEdges: Edge[] = baseEdges
+      .filter((e) => {
+        const srcId = makeId(e.source_type, e.source_namespace, e.source_name);
+        const tgtId = makeId(e.target_type, e.target_namespace, e.target_name);
+        return filteredNodeIds.has(srcId) && filteredNodeIds.has(tgtId);
+      })
+      .map((e, i) => {
+        const edgeType = e.edge_type || "";
+        const isSymlink = edgeType === "symlink";
+        const isParent = edgeType === "parent";
+        const isDerived = edgeType === "derived";
+        const color = isSymlink
+          ? "#999999"
+          : isParent
+            ? "#7a7a7a"
+            : isDerived
+              ? "#3366cc"
+              : "#e67300";
+        return {
+          id: `ol-edge-${i}`,
+          source: makeId(e.source_type, e.source_namespace, e.source_name),
+          sourceHandle: "source",
+          target: makeId(e.target_type, e.target_namespace, e.target_name),
+          targetHandle: "target",
+          animated: !isSymlink && !isParent,
+          label: isParent ? "runs on" : undefined,
+          labelStyle: isParent ? { fontSize: 10, fill: "#666" } : undefined,
+          style: {
+            strokeWidth: isSymlink || isParent ? 1.5 : 2,
+            stroke: color,
+            strokeDasharray: isSymlink
+              ? "3 3"
+              : isParent
+                ? "2 4"
+                : isDerived
+                  ? "5 3"
+                  : "none",
+          },
+          type: "smoothstep",
+          markerEnd: {
+            type: MarkerType.ArrowClosed,
+            width: 16,
+            height: 16,
+            color,
+          },
+        };
+      });
+
+    const { nodes: ln, edges: le } = layoutGraph(flowNodes, flowEdges);
+    edgesRef.current = le;
+    setNodes(ln);
+    setEdges(le);
+  }, [
+    olData,
+    baseNodes,
+    baseEdges,
+    filterType,
+    filterFeastType,
+    filterProducer,
+    filterObject,
+    setNodes,
+    setEdges,
+  ]);
+
+  // Apply hover-dim: fade unrelated nodes and edges
+  const styledNodes = useMemo(() => {
+    if (!connectedIds) return nodes;
+    return nodes.map((n) => ({
+      ...n,
+      style: {
+        ...n.style,
+        opacity: connectedIds.has(n.id) ? 1 : 0.15,
+        transition: "opacity 0.2s",
+      },
+    }));
+  }, [nodes, connectedIds]);
+
+  const styledEdges = useMemo(() => {
+    if (!connectedIds) return edges;
+    return edges.map((e) => ({
+      ...e,
+      style: {
+        ...e.style,
+        opacity:
+          connectedIds.has(e.source) && connectedIds.has(e.target) ? 1 : 0.08,
+        transition: "opacity 0.2s",
+      },
+    }));
+  }, [edges, connectedIds]);
+
+  if (olLoading) {
+    return (
+      <EuiPanel>
+        <div style={{ display: "flex", justifyContent: "center", padding: 50 }}>
+          <EuiLoadingSpinner size="xl" />
+        </div>
+      </EuiPanel>
+    );
+  }
+
+  if (olError || !olData) {
+    return (
+      <EuiPanel>
+        <EuiEmptyPrompt
+          iconType="alert"
+          title={<h2>OpenLineage Data Unavailable</h2>}
+          body={
+            <p>
+              The OpenLineage consumer is not enabled or no events have been
+              received yet. Enable the consumer in your{" "}
+              <code>feature_store.yaml</code> configuration.
+            </p>
+          }
+        />
+      </EuiPanel>
+    );
+  }
+
+  if (baseNodes.length === 0) {
+    return (
+      <EuiPanel>
+        {feastOnlyCheckbox && (
+          <div
+            style={{
+              display: "flex",
+              justifyContent: "flex-end",
+              marginBottom: 12,
+            }}
+          >
+            {feastOnlyCheckbox}
+          </div>
+        )}
+        <EuiEmptyPrompt
+          iconType="branch"
+          title={
+            <h2>{objectsOnly ? "No Dataset Lineage" : "No Lineage Yet"}</h2>
+          }
+          body={
+            <p>
+              {objectsOnly
+                ? "No dataset lineage edges have been recorded yet. Materialize features or emit OpenLineage events that include datasets."
+                : "No OpenLineage events yet. Apply features and run materialization so datasets, jobs, and runs appear here. Toggle 'Feast Only Lineage' above to view registry-based lineage."}
+            </p>
+          }
+        />
+      </EuiPanel>
+    );
+  }
+
+  const title =
+    viewMode === "objects"
+      ? "Dataset Lineage"
+      : viewMode === "lineage"
+        ? "Lineage"
+        : "OpenLineage Graph";
+
+  return (
+    <EuiPanel>
+      <div
+        style={{
+          display: "flex",
+          justifyContent: "space-between",
+          alignItems: "flex-start",
+          gap: 16,
+        }}
+      >
+        <div>
+          <EuiTitle size="s">
+            <h2>{title}</h2>
+          </EuiTitle>
+          {viewMode === "lineage" && (
+            <p
+              style={{
+                margin: "6px 0 0",
+                fontSize: 13,
+                color: "#69707D",
+                maxWidth: 640,
+              }}
+            >
+              Datasets link by definition (source → feature view → feature
+              service). Runtime transforms — materialize and compute engines
+              like Spark — appear as dashed pills; click them for run history.
+            </p>
+          )}
+        </div>
+        {feastOnlyCheckbox && (
+          <div style={{ display: "flex", gap: "20px", flexShrink: 0 }}>
+            {feastOnlyCheckbox}
+          </div>
+        )}
+      </div>
+      <EuiSpacer size="m" />
+      <EuiFlexGroup style={{ marginBottom: 16 }} wrap>
+        {showTypeFilter && (
+          <EuiFlexItem grow={false} style={{ width: 160 }}>
+            <EuiFormRow label="OL type">
+              <EuiSelect
+                options={[
+                  { value: "", text: "All" },
+                  { value: "job", text: "Job" },
+                  { value: "dataset", text: "Dataset" },
+                ]}
+                value={filterType}
+                onChange={(e) => setFilterType(e.target.value)}
+                aria-label="Filter by OL type"
+              />
+            </EuiFormRow>
+          </EuiFlexItem>
+        )}
+        {feastObjectTypes.length > 0 && (
+          <EuiFlexItem grow={false} style={{ width: 200 }}>
+            <EuiFormRow label="Feast type">
+              <EuiSelect
+                options={[
+                  { value: "", text: "All" },
+                  ...feastObjectTypes.map((t) => ({
+                    value: t,
+                    text: feastTypeLabels[t] || t,
+                  })),
+                ]}
+                value={filterFeastType}
+                onChange={(e) => setFilterFeastType(e.target.value)}
+                aria-label="Filter by Feast type"
+              />
+            </EuiFormRow>
+          </EuiFlexItem>
+        )}
+        <EuiFlexItem grow={false} style={{ width: 200 }}>
+          <EuiFormRow label="Producer">
+            <EuiSelect
+              options={[
+                { value: "", text: "All" },
+                ...producers.map((p) => ({
+                  value: p,
+                  text: p.charAt(0).toUpperCase() + p.slice(1),
+                })),
+              ]}
+              value={filterProducer}
+              onChange={(e) => setFilterProducer(e.target.value)}
+              aria-label="Filter by producer"
+            />
+          </EuiFormRow>
+        </EuiFlexItem>
+        <EuiFlexItem grow={false} style={{ width: 280 }}>
+          <EuiFormRow label="Focus on">
+            <EuiSelect
+              options={[
+                { value: "", text: "All" },
+                ...objectOptions.map((name) => ({ value: name, text: name })),
+              ]}
+              value={filterObject}
+              onChange={(e) => setFilterObject(e.target.value)}
+              aria-label="Focus on object"
+            />
+          </EuiFormRow>
+        </EuiFlexItem>
+      </EuiFlexGroup>
+      <div style={{ display: "flex", height: 600, border: "1px solid #ddd" }}>
+        <div style={{ flex: 1, position: "relative" }}>
+          <ReactFlow
+            nodes={styledNodes}
+            edges={styledEdges}
+            onNodesChange={onNodesChange}
+            onEdgesChange={onEdgesChange}
+            nodeTypes={lineageNodeTypes}
+            connectionLineType={ConnectionLineType.SmoothStep}
+            fitView
+            minZoom={0.1}
+            maxZoom={8}
+            onNodeMouseEnter={onNodeMouseEnter}
+            onNodeMouseLeave={onNodeMouseLeave}
+            onPaneClick={() => setSelectedNode(null)}
+          >
+            <Background color="#f0f0f0" gap={16} />
+            <Controls />
+            <ProducerLegend producers={producers} />
+          </ReactFlow>
+        </div>
+        {selectedNode && (
+          <NodeDetailPanel
+            node={selectedNode}
+            onClose={() => setSelectedNode(null)}
+          />
+        )}
+      </div>
+    </EuiPanel>
+  );
+};
+
+export { LineageGraph };
+export default LineageGraph;
diff --git a/ui/src/components/PermissionFormModal.tsx b/ui/src/components/PermissionFormModal.tsx
new file mode 100644
index 00000000000..4498cd3f08b
--- /dev/null
+++ b/ui/src/components/PermissionFormModal.tsx
@@ -0,0 +1,581 @@
+import React, { useState } from "react";
+import {
+  EuiFormRow,
+  EuiFieldText,
+  EuiSpacer,
+  EuiCallOut,
+  EuiCheckboxGroup,
+  EuiRadioGroup,
+  EuiTitle,
+  EuiHorizontalRule,
+  EuiText,
+  EuiFlexGroup,
+  EuiFlexItem,
+  EuiButtonEmpty,
+  EuiFieldText as EuiField,
+  EuiButtonIcon,
+  EuiToolTip,
+  EuiPanel,
+} from "@elastic/eui";
+import FormModal from "./forms/FormModal";
+import TagsEditor, { TagEntry } from "./forms/TagsEditor";
+
+const RESOURCE_TYPES = [
+  { id: "FEATURE_VIEW", label: "Feature View" },
+  { id: "ON_DEMAND_FEATURE_VIEW", label: "On-Demand Feature View" },
+  { id: "BATCH_FEATURE_VIEW", label: "Batch Feature View" },
+  { id: "STREAM_FEATURE_VIEW", label: "Stream Feature View" },
+  { id: "ENTITY", label: "Entity" },
+  { id: "FEATURE_SERVICE", label: "Feature Service" },
+  { id: "DATA_SOURCE", label: "Data Source" },
+  { id: "VALIDATION_REFERENCE", label: "Validation Reference" },
+  { id: "SAVED_DATASET", label: "Saved Dataset" },
+  { id: "PERMISSION", label: "Permission" },
+  { id: "PROJECT", label: "Project" },
+  { id: "LABEL_VIEW", label: "Label View" },
+];
+
+const ACTIONS = [
+  { id: "CREATE", label: "Create" },
+  { id: "DESCRIBE", label: "Describe" },
+  { id: "UPDATE", label: "Update" },
+  { id: "DELETE", label: "Delete" },
+  { id: "READ_ONLINE", label: "Read Online" },
+  { id: "READ_OFFLINE", label: "Read Offline" },
+  { id: "WRITE_ONLINE", label: "Write Online" },
+  { id: "WRITE_OFFLINE", label: "Write Offline" },
+];
+
+const ACTION_PRESETS = [
+  {
+    id: "all",
+    label: "All Actions",
+    actions: ACTIONS.map((a) => a.id),
+  },
+  {
+    id: "crud",
+    label: "CRUD Only",
+    actions: ["CREATE", "DESCRIBE", "UPDATE", "DELETE"],
+  },
+  {
+    id: "read",
+    label: "Read Only",
+    actions: ["DESCRIBE", "READ_ONLINE", "READ_OFFLINE"],
+  },
+  {
+    id: "write",
+    label: "Write Only",
+    actions: ["WRITE_ONLINE", "WRITE_OFFLINE"],
+  },
+];
+
+type PolicyType = "role_based" | "group_based" | "namespace_based" | "combined";
+
+const POLICY_TYPE_OPTIONS = [
+  { id: "role_based", label: "Role-based" },
+  { id: "group_based", label: "Group-based" },
+  { id: "namespace_based", label: "Namespace-based" },
+  { id: "combined", label: "Combined (Groups + Namespaces)" },
+];
+
+interface PermissionFormData {
+  name: string;
+  types: string[];
+  namePatterns: string[];
+  actions: string[];
+  policyType: PolicyType;
+  roles: string[];
+  groups: string[];
+  namespaces: string[];
+  tags: TagEntry[];
+  requiredTags: TagEntry[];
+}
+
+interface PermissionFormModalProps {
+  onClose: () => void;
+  onSubmit: (data: PermissionFormData) => void;
+  initialData?: PermissionFormData;
+  isEdit?: boolean;
+  isSubmitting?: boolean;
+  submitError?: string | null;
+}
+
+const EMPTY_FORM: PermissionFormData = {
+  name: "",
+  types: [],
+  namePatterns: [],
+  actions: [],
+  policyType: "role_based",
+  roles: [],
+  groups: [],
+  namespaces: [],
+  tags: [],
+  requiredTags: [],
+};
+
+const StringListEditor: React.FC<{
+  items: string[];
+  onChange: (items: string[]) => void;
+  placeholder: string;
+  addLabel: string;
+}> = ({ items, onChange, placeholder, addLabel }) => {
+  return (
+    <>
+      {items.map((item, index) => (
+        <EuiFlexGroup
+          key={index}
+          gutterSize="s"
+          alignItems="center"
+          style={{ marginTop: 4 }}
+        >
+          <EuiFlexItem>
+            <EuiField
+              placeholder={placeholder}
+              value={item}
+              onChange={(e) => {
+                const updated = [...items];
+                updated[index] = e.target.value;
+                onChange(updated);
+              }}
+              compressed
+            />
+          </EuiFlexItem>
+          <EuiFlexItem grow={false}>
+            <EuiButtonIcon
+              iconType="trash"
+              color="danger"
+              aria-label={`Remove ${placeholder.toLowerCase()}`}
+              onClick={() => onChange(items.filter((_, i) => i !== index))}
+            />
+          </EuiFlexItem>
+        </EuiFlexGroup>
+      ))}
+      <EuiSpacer size="xs" />
+      <EuiButtonEmpty
+        size="s"
+        iconType="plus"
+        onClick={() => onChange([...items, ""])}
+        flush="left"
+      >
+        {addLabel}
+      </EuiButtonEmpty>
+    </>
+  );
+};
+
+const PermissionFormModal: React.FC<PermissionFormModalProps> = ({
+  onClose,
+  onSubmit,
+  initialData,
+  isEdit = false,
+  isSubmitting = false,
+  submitError,
+}) => {
+  const [formData, setFormData] = useState<PermissionFormData>(
+    initialData || EMPTY_FORM,
+  );
+  const [errors, setErrors] = useState<Record<string, string>>({});
+
+  const validate = (): boolean => {
+    const newErrors: Record<string, string> = {};
+
+    if (!formData.name.trim()) {
+      newErrors.name = "Permission name is required.";
+    } else if (!/^[a-zA-Z_][a-zA-Z0-9_-]*$/.test(formData.name)) {
+      newErrors.name =
+        "Must start with a letter or underscore, and contain only letters, numbers, underscores, and hyphens.";
+    }
+
+    if (formData.types.length === 0) {
+      newErrors.types = "Select at least one resource type.";
+    }
+
+    if (formData.actions.length === 0) {
+      newErrors.actions = "Select at least one action.";
+    }
+
+    if (formData.policyType === "role_based") {
+      const nonEmpty = formData.roles.filter((r) => r.trim());
+      if (nonEmpty.length === 0) {
+        newErrors.policy = "Add at least one role.";
+      }
+    } else if (formData.policyType === "group_based") {
+      const nonEmpty = formData.groups.filter((g) => g.trim());
+      if (nonEmpty.length === 0) {
+        newErrors.policy = "Add at least one group.";
+      }
+    } else if (formData.policyType === "namespace_based") {
+      const nonEmpty = formData.namespaces.filter((n) => n.trim());
+      if (nonEmpty.length === 0) {
+        newErrors.policy = "Add at least one namespace.";
+      }
+    } else if (formData.policyType === "combined") {
+      const hasGroups = formData.groups.filter((g) => g.trim()).length > 0;
+      const hasNamespaces =
+        formData.namespaces.filter((n) => n.trim()).length > 0;
+      if (!hasGroups && !hasNamespaces) {
+        newErrors.policy = "Add at least one group or namespace.";
+      }
+    }
+
+    setErrors(newErrors);
+    return Object.keys(newErrors).length === 0;
+  };
+
+  const handleSubmit = () => {
+    if (validate()) {
+      onSubmit(formData);
+    }
+  };
+
+  const selectedTypesMap: Record<string, boolean> = {};
+  formData.types.forEach((t) => {
+    selectedTypesMap[t] = true;
+  });
+
+  const selectedActionsMap: Record<string, boolean> = {};
+  formData.actions.forEach((a) => {
+    selectedActionsMap[a] = true;
+  });
+
+  const handleTypeToggle = (id: string) => {
+    setFormData((prev) => ({
+      ...prev,
+      types: prev.types.includes(id)
+        ? prev.types.filter((t) => t !== id)
+        : [...prev.types, id],
+    }));
+  };
+
+  const handleActionToggle = (id: string) => {
+    setFormData((prev) => ({
+      ...prev,
+      actions: prev.actions.includes(id)
+        ? prev.actions.filter((a) => a !== id)
+        : [...prev.actions, id],
+    }));
+  };
+
+  const applyActionPreset = (presetActions: string[]) => {
+    setFormData((prev) => ({ ...prev, actions: [...presetActions] }));
+  };
+
+  const selectAllTypes = () => {
+    setFormData((prev) => ({
+      ...prev,
+      types: RESOURCE_TYPES.map((t) => t.id),
+    }));
+  };
+
+  const clearAllTypes = () => {
+    setFormData((prev) => ({ ...prev, types: [] }));
+  };
+
+  return (
+    <FormModal
+      title={isEdit ? "Edit Permission" : "Create Permission"}
+      submitLabel={isEdit ? "Update" : "Create Permission"}
+      onClose={onClose}
+      onSubmit={handleSubmit}
+      isSubmitting={isSubmitting}
+      width={700}
+    >
+      {submitError && (
+        <>
+          <EuiCallOut title={submitError} color="danger" size="s" />
+          <EuiSpacer size="m" />
+        </>
+      )}
+
+      {/* Section 1: Identity */}
+      <EuiTitle size="xxs">
+        <h3>Identity</h3>
+      </EuiTitle>
+      <EuiSpacer size="s" />
+
+      <EuiFormRow
+        label="Permission Name"
+        isInvalid={!!errors.name}
+        error={errors.name}
+        helpText="A unique name to identify this permission rule."
+      >
+        <EuiFieldText
+          value={formData.name}
+          onChange={(e) =>
+            setFormData((prev) => ({ ...prev, name: e.target.value }))
+          }
+          isInvalid={!!errors.name}
+          disabled={isEdit}
+          placeholder="e.g. data-team-read-access"
+        />
+      </EuiFormRow>
+
+      <EuiHorizontalRule margin="m" />
+
+      {/* Section 2: Resource Scope */}
+      <EuiTitle size="xxs">
+        <h3>Resource Scope</h3>
+      </EuiTitle>
+      <EuiText size="xs" color="subdued">
+        <p>Define which resources this permission applies to.</p>
+      </EuiText>
+      <EuiSpacer size="s" />
+
+      <EuiFormRow
+        label="Resource Types"
+        isInvalid={!!errors.types}
+        error={errors.types}
+      >
+        <>
+          <EuiFlexGroup gutterSize="s" style={{ marginBottom: 8 }}>
+            <EuiFlexItem grow={false}>
+              <EuiButtonEmpty size="xs" onClick={selectAllTypes}>
+                Select All
+              </EuiButtonEmpty>
+            </EuiFlexItem>
+            <EuiFlexItem grow={false}>
+              <EuiButtonEmpty size="xs" onClick={clearAllTypes}>
+                Clear All
+              </EuiButtonEmpty>
+            </EuiFlexItem>
+          </EuiFlexGroup>
+          <EuiPanel paddingSize="s" hasBorder>
+            <EuiCheckboxGroup
+              options={RESOURCE_TYPES}
+              idToSelectedMap={selectedTypesMap}
+              onChange={handleTypeToggle}
+              compressed
+            />
+          </EuiPanel>
+        </>
+      </EuiFormRow>
+
+      <EuiSpacer size="m" />
+
+      <EuiFormRow
+        label={
+          <EuiToolTip content="Regex patterns to match specific resource names. Leave empty to match all resources of the selected types.">
+            <span>
+              Name Patterns{" "}
+              <EuiText size="xs" color="subdued" component="span">
+                (optional)
+              </EuiText>
+            </span>
+          </EuiToolTip>
+        }
+      >
+        <StringListEditor
+          items={formData.namePatterns}
+          onChange={(namePatterns) =>
+            setFormData((prev) => ({ ...prev, namePatterns }))
+          }
+          placeholder="e.g. driver_.*"
+          addLabel="Add name pattern"
+        />
+      </EuiFormRow>
+
+      <EuiSpacer size="s" />
+      <EuiFormRow
+        label={
+          <EuiToolTip content="Tags that a resource must have for this permission to apply.">
+            <span>
+              Required Tags{" "}
+              <EuiText size="xs" color="subdued" component="span">
+                (optional)
+              </EuiText>
+            </span>
+          </EuiToolTip>
+        }
+      >
+        <TagsEditor
+          tags={formData.requiredTags}
+          onChange={(requiredTags) =>
+            setFormData((prev) => ({ ...prev, requiredTags }))
+          }
+        />
+      </EuiFormRow>
+
+      <EuiHorizontalRule margin="m" />
+
+      {/* Section 3: Actions */}
+      <EuiTitle size="xxs">
+        <h3>Allowed Actions</h3>
+      </EuiTitle>
+      <EuiText size="xs" color="subdued">
+        <p>Which operations are permitted on matching resources.</p>
+      </EuiText>
+      <EuiSpacer size="s" />
+
+      <EuiFormRow isInvalid={!!errors.actions} error={errors.actions}>
+        <>
+          <EuiFlexGroup gutterSize="s" style={{ marginBottom: 8 }} wrap>
+            {ACTION_PRESETS.map((preset) => (
+              <EuiFlexItem grow={false} key={preset.id}>
+                <EuiButtonEmpty
+                  size="xs"
+                  onClick={() => applyActionPreset(preset.actions)}
+                  color={
+                    JSON.stringify([...formData.actions].sort()) ===
+                    JSON.stringify([...preset.actions].sort())
+                      ? "primary"
+                      : "text"
+                  }
+                >
+                  {preset.label}
+                </EuiButtonEmpty>
+              </EuiFlexItem>
+            ))}
+          </EuiFlexGroup>
+          <EuiPanel paddingSize="s" hasBorder>
+            <EuiCheckboxGroup
+              options={ACTIONS}
+              idToSelectedMap={selectedActionsMap}
+              onChange={handleActionToggle}
+              compressed
+            />
+          </EuiPanel>
+        </>
+      </EuiFormRow>
+
+      <EuiHorizontalRule margin="m" />
+
+      {/* Section 4: Policy */}
+      <EuiTitle size="xxs">
+        <h3>Access Policy</h3>
+      </EuiTitle>
+      <EuiText size="xs" color="subdued">
+        <p>
+          Define who is authorized. A user must match at least one entry in the
+          policy to be granted access.
+        </p>
+      </EuiText>
+      <EuiSpacer size="s" />
+
+      <EuiFormRow label="Policy Type">
+        <EuiRadioGroup
+          options={POLICY_TYPE_OPTIONS}
+          idSelected={formData.policyType}
+          onChange={(id) =>
+            setFormData((prev) => ({
+              ...prev,
+              policyType: id as PolicyType,
+            }))
+          }
+          compressed
+        />
+      </EuiFormRow>
+
+      <EuiSpacer size="s" />
+
+      {errors.policy && (
+        <>
+          <EuiCallOut title={errors.policy} color="danger" size="s" />
+          <EuiSpacer size="s" />
+        </>
+      )}
+
+      {(formData.policyType === "role_based" ||
+        formData.policyType === "combined") && (
+        <EuiFormRow
+          label={formData.policyType === "combined" ? "Groups" : undefined}
+        >
+          <>
+            {formData.policyType === "role_based" && (
+              <EuiText size="xs" color="subdued">
+                <p>User must have at least one of these roles.</p>
+              </EuiText>
+            )}
+            {formData.policyType === "role_based" && (
+              <StringListEditor
+                items={formData.roles}
+                onChange={(roles) =>
+                  setFormData((prev) => ({ ...prev, roles }))
+                }
+                placeholder="e.g. admin, data-engineer"
+                addLabel="Add role"
+              />
+            )}
+          </>
+        </EuiFormRow>
+      )}
+
+      {(formData.policyType === "group_based" ||
+        formData.policyType === "combined") && (
+        <EuiFormRow
+          label={formData.policyType === "combined" ? "Groups" : undefined}
+        >
+          <>
+            {formData.policyType === "group_based" && (
+              <EuiText size="xs" color="subdued">
+                <p>User must belong to at least one of these groups.</p>
+              </EuiText>
+            )}
+            <StringListEditor
+              items={formData.groups}
+              onChange={(groups) =>
+                setFormData((prev) => ({ ...prev, groups }))
+              }
+              placeholder="e.g. ml-team, platform-team"
+              addLabel="Add group"
+            />
+          </>
+        </EuiFormRow>
+      )}
+
+      {(formData.policyType === "namespace_based" ||
+        formData.policyType === "combined") && (
+        <EuiFormRow
+          label={formData.policyType === "combined" ? "Namespaces" : undefined}
+        >
+          <>
+            {formData.policyType === "namespace_based" && (
+              <EuiText size="xs" color="subdued">
+                <p>User must be in at least one of these namespaces.</p>
+              </EuiText>
+            )}
+            <StringListEditor
+              items={formData.namespaces}
+              onChange={(namespaces) =>
+                setFormData((prev) => ({ ...prev, namespaces }))
+              }
+              placeholder="e.g. production, staging"
+              addLabel="Add namespace"
+            />
+          </>
+        </EuiFormRow>
+      )}
+
+      {formData.policyType === "combined" && (
+        <>
+          <EuiSpacer size="s" />
+          <EuiText size="xs" color="subdued">
+            <p>
+              User must match at least one group <strong>or</strong> one
+              namespace.
+            </p>
+          </EuiText>
+        </>
+      )}
+
+      <EuiHorizontalRule margin="m" />
+
+      {/* Section 5: Tags */}
+      <EuiTitle size="xxs">
+        <h3>
+          Metadata Tags{" "}
+          <EuiText size="xs" color="subdued" component="span">
+            (optional)
+          </EuiText>
+        </h3>
+      </EuiTitle>
+      <EuiSpacer size="s" />
+      <TagsEditor
+        tags={formData.tags}
+        onChange={(tags) => setFormData((prev) => ({ ...prev, tags }))}
+      />
+    </FormModal>
+  );
+};
+
+export default PermissionFormModal;
+export type { PermissionFormData };
diff --git a/ui/src/components/PermissionsDisplay.tsx b/ui/src/components/PermissionsDisplay.tsx
index 47af120a1cd..dd9fe58c336 100644
--- a/ui/src/components/PermissionsDisplay.tsx
+++ b/ui/src/components/PermissionsDisplay.tsx
@@ -3,18 +3,66 @@ import {
   EuiBadge,
   EuiFlexGroup,
   EuiFlexItem,
-  EuiPanel,
   EuiText,
-  EuiTitle,
-  EuiHorizontalRule,
   EuiToolTip,
+  EuiPanel,
+  EuiSpacer,
+  EuiHorizontalRule,
 } from "@elastic/eui";
-import { formatPermissions } from "../utils/permissionUtils";
 
 interface PermissionsDisplayProps {
   permissions: any[] | undefined;
 }
 
+const ACTION_NAMES = [
+  "CREATE",
+  "DESCRIBE",
+  "UPDATE",
+  "DELETE",
+  "READ_ONLINE",
+  "READ_OFFLINE",
+  "WRITE_ONLINE",
+  "WRITE_OFFLINE",
+];
+
+const getActionColor = (action: string) => {
+  if (action.startsWith("READ")) return "success";
+  if (action.startsWith("WRITE")) return "warning";
+  if (action === "CREATE") return "primary";
+  if (action === "UPDATE") return "accent";
+  if (action === "DELETE") return "danger";
+  if (action === "DESCRIBE") return "hollow";
+  return "default";
+};
+
+const getPolicyLabel = (policy: any): string => {
+  if (!policy) return "Allow All";
+  if (policy.roleBasedPolicy?.roles) {
+    return `Roles: ${policy.roleBasedPolicy.roles.join(", ")}`;
+  }
+  if (policy.groupBasedPolicy?.groups) {
+    return `Groups: ${policy.groupBasedPolicy.groups.join(", ")}`;
+  }
+  if (policy.namespaceBasedPolicy?.namespaces) {
+    return `Namespaces: ${policy.namespaceBasedPolicy.namespaces.join(", ")}`;
+  }
+  if (policy.combinedGroupNamespacePolicy) {
+    const parts = [];
+    if (policy.combinedGroupNamespacePolicy.groups?.length) {
+      parts.push(
+        `Groups: ${policy.combinedGroupNamespacePolicy.groups.join(", ")}`,
+      );
+    }
+    if (policy.combinedGroupNamespacePolicy.namespaces?.length) {
+      parts.push(
+        `Namespaces: ${policy.combinedGroupNamespacePolicy.namespaces.join(", ")}`,
+      );
+    }
+    return parts.join(" | ") || "Allow All";
+  }
+  return "Allow All";
+};
+
 const PermissionsDisplay: React.FC<PermissionsDisplayProps> = ({
   permissions,
 }) => {
@@ -26,78 +74,65 @@ const PermissionsDisplay: React.FC<PermissionsDisplayProps> = ({
     );
   }
 
-  const getActionColor = (action: string) => {
-    if (action.startsWith("READ")) return "success";
-    if (action.startsWith("WRITE")) return "warning";
-    if (action === "CREATE") return "primary";
-    if (action === "UPDATE") return "accent";
-    if (action === "DELETE") return "danger";
-    return "default";
-  };
-
   return (
     <React.Fragment>
       {permissions.map((permission, index) => {
-        const actions = permission.spec?.actions?.map((a: number) => {
-          const actionNames = [
-            "CREATE",
-            "DESCRIBE",
-            "UPDATE",
-            "DELETE",
-            "READ_ONLINE",
-            "READ_OFFLINE",
-            "WRITE_ONLINE",
-            "WRITE_OFFLINE",
-          ];
-          return actionNames[a] || `Unknown (${a})`;
-        });
+        const actions = (permission.spec?.actions || []).map(
+          (a: number) => ACTION_NAMES[a] || `Unknown (${a})`,
+        );
+        const policy = permission.spec?.policy;
+        const policyLabel = getPolicyLabel(policy);
+        const namePatterns =
+          permission.spec?.namePatterns || permission.spec?.name_patterns || [];
+        const requiredTags =
+          permission.spec?.requiredTags || permission.spec?.required_tags || {};
 
         return (
-          <div key={index} style={{ marginBottom: "8px" }}>
-            <EuiToolTip
-              position="top"
-              content={
-                <div>
-                  <p>
-                    <strong>Name:</strong> {permission.spec?.name}
-                  </p>
-                  <p>
-                    <strong>Policy:</strong>{" "}
-                    {permission.spec?.policy?.roles
-                      ? `Roles: ${permission.spec.policy.roles.join(", ")}`
-                      : "No policy defined"}
-                  </p>
-                  {permission.spec?.name_patterns && (
-                    <p>
-                      <strong>Name Patterns:</strong>{" "}
-                      {Array.isArray(permission.spec.name_patterns)
-                        ? permission.spec.name_patterns.join(", ")
-                        : permission.spec.name_patterns}
-                    </p>
-                  )}
-                  {permission.spec?.required_tags && (
-                    <p>
-                      <strong>Required Tags:</strong>{" "}
-                      {Object.entries(permission.spec.required_tags)
-                        .map(([key, value]) => `${key}: ${value}`)
-                        .join(", ")}
-                    </p>
-                  )}
-                </div>
-              }
-            >
+          <React.Fragment key={index}>
+            {index > 0 && <EuiHorizontalRule margin="s" />}
+            <EuiPanel paddingSize="s" hasBorder={false} hasShadow={false}>
               <EuiText>
                 <h4>{permission.spec?.name}</h4>
               </EuiText>
-            </EuiToolTip>
-            <EuiFlexGroup wrap responsive={false} gutterSize="xs">
-              {actions.map((action: string, actionIndex: number) => (
-                <EuiFlexItem grow={false} key={actionIndex}>
-                  <EuiBadge color={getActionColor(action)}>{action}</EuiBadge>
-                </EuiFlexItem>
-              ))}
-            </EuiFlexGroup>
-          </div>
+              <EuiSpacer size="xs" />
+              <EuiFlexGroup wrap responsive={false} gutterSize="xs">
+                {actions.map((action: string, actionIndex: number) => (
+                  <EuiFlexItem grow={false} key={actionIndex}>
+                    <EuiBadge color={getActionColor(action)}>{action}</EuiBadge>
+                  </EuiFlexItem>
+                ))}
+              </EuiFlexGroup>
+              <EuiSpacer size="xs" />
+              <EuiToolTip
+                position="bottom"
+                content={
+                  <div>
+                    <p>
+                      <strong>Policy:</strong> {policyLabel}
+                    </p>
+                    {namePatterns.length > 0 && (
+                      <p>
+                        <strong>Name Patterns:</strong>{" "}
+                        {namePatterns.join(", ")}
+                      </p>
+                    )}
+                    {Object.keys(requiredTags).length > 0 && (
+                      <p>
+                        <strong>Required Tags:</strong>{" "}
+                        {Object.entries(requiredTags)
+                          .map(([key, value]) => `${key}: ${value}`)
+                          .join(", ")}
+                      </p>
+                    )}
+                  </div>
+                }
+              >
+                <EuiText size="xs" color="subdued">
+                  {policyLabel}
+                </EuiText>
+              </EuiToolTip>
+            </EuiPanel>
+          </React.Fragment>
         );
       })}
     </React.Fragment>
diff --git a/ui/src/components/ProjectSelector.test.tsx b/ui/src/components/ProjectSelector.test.tsx
index 40d89cde93c..d311e7ef980 100644
--- a/ui/src/components/ProjectSelector.test.tsx
+++ b/ui/src/components/ProjectSelector.test.tsx
@@ -5,18 +5,10 @@ import userEvent from "@testing-library/user-event";
 
 import FeastUISansProviders from "../FeastUISansProviders";
 
-import {
-  projectsListWithDefaultProject,
-  creditHistoryRegistry,
-  creditHistoryRegistryDB,
-} from "../mocks/handlers";
+import { allRestHandlers } from "../mocks/handlers";
 
 // declare which API requests to mock
-const server = setupServer(
-  projectsListWithDefaultProject,
-  creditHistoryRegistry,
-  creditHistoryRegistryDB,
-);
+const server = setupServer(...allRestHandlers);
 
 // establish API mocking before all tests
 beforeAll(() => server.listen());
@@ -48,12 +40,12 @@ test("in a full App render, it shows the right initial project", async () => {
 
   // Wait for Project Data from Registry to Load
   await screen.findAllByRole("heading", {
-    name: /Project: credit_scoring_aws/i,
+    name: /Project: Credit Score Project/i,
   });
 
   // Before User Event: Heading is the credit scoring project
   screen.getByRole("heading", {
-    name: /credit_scoring_aws/i,
+    name: /Credit Score Project/i,
   });
 
   // Do the select option user event
@@ -78,6 +70,6 @@ test("in a full App render, it shows the right initial project", async () => {
   // ... and the new heading should appear
   // meaning we successfully navigated
   await screen.findByRole("heading", {
-    name: /Project: credit_scoring_aws/i,
+    name: /Project: Credit Score Project/i,
   });
 });
diff --git a/ui/src/components/RegistrySearch.tsx b/ui/src/components/RegistrySearch.tsx
index 46d72966713..ed3b987240e 100644
--- a/ui/src/components/RegistrySearch.tsx
+++ b/ui/src/components/RegistrySearch.tsx
@@ -3,6 +3,7 @@ import React, {
   useRef,
   forwardRef,
   useImperativeHandle,
+  useCallback,
 } from "react";
 import {
   EuiText,
@@ -17,8 +18,6 @@ import {
 } from "@elastic/eui";
 import EuiCustomLink from "./EuiCustomLink";
 
-import { css } from "@emotion/react";
-
 const searchResultsStyles = {
   searchResults: {
     marginTop: "8px",
@@ -68,11 +67,11 @@ const RegistrySearch = forwardRef<RegistrySearchRef, RegistrySearchProps>(
     const [searchText, setSearchText] = useState("");
     const inputRef = useRef<HTMLInputElement | null>(null);
 
-    const focusSearchInput = () => {
+    const focusSearchInput = useCallback(() => {
       if (inputRef.current) {
         inputRef.current.focus();
       }
-    };
+    }, []);
 
     useImperativeHandle(
       ref,
diff --git a/ui/src/components/RegistryVisualization.tsx b/ui/src/components/RegistryVisualization.tsx
index d3479078618..34e93539b9c 100644
--- a/ui/src/components/RegistryVisualization.tsx
+++ b/ui/src/components/RegistryVisualization.tsx
@@ -1,4 +1,10 @@
-import React, { useEffect, useState } from "react";
+import React, {
+  useCallback,
+  useEffect,
+  useMemo,
+  useRef,
+  useState,
+} from "react";
 import { useNavigate, useParams } from "react-router-dom";
 import {
   ReactFlow,
@@ -25,6 +31,7 @@ import {
 } from "@elastic/eui";
 import { FEAST_FCO_TYPES } from "../parsers/types";
 import { EntityRelation } from "../parsers/parseEntityRelationships";
+import { MlflowRunData } from "../queries/useLoadMlflowRuns";
 import { feast } from "../protos";
 import { useTheme } from "../contexts/ThemeContext";
 import {
@@ -79,6 +86,18 @@ const getNodeColor = (type: FEAST_FCO_TYPES) => {
       return "#ff8000"; // Orange
     case FEAST_FCO_TYPES.dataSource:
       return "#cc0000"; // Red
+    case FEAST_FCO_TYPES.labelView:
+      return "#e6570e"; // Deep orange for label views
+    case FEAST_FCO_TYPES.savedDataset:
+      return "#8B5CF6"; // Purple for saved datasets
+    case FEAST_FCO_TYPES.mlflowRun:
+      return "#0194e2"; // MLflow brand blue
+    case FEAST_FCO_TYPES.mlflowModel:
+      return "#7b2d8e"; // Purple
+    case FEAST_FCO_TYPES.openlineageJob:
+      return "#e67300"; // Deep orange for OL jobs
+    case FEAST_FCO_TYPES.openlineageDataset:
+      return "#3366cc"; // Steel blue for OL datasets
     default:
       return "#666666"; // Gray
   }
@@ -94,6 +113,18 @@ const getLightNodeColor = (type: FEAST_FCO_TYPES) => {
       return "#fff2e6"; // Light orange
     case FEAST_FCO_TYPES.dataSource:
       return "#ffe6e6"; // Light red
+    case FEAST_FCO_TYPES.labelView:
+      return "#fde8dc"; // Light deep orange
+    case FEAST_FCO_TYPES.savedDataset:
+      return "#EDE9FE"; // Light purple
+    case FEAST_FCO_TYPES.mlflowRun:
+      return "#e6f6fd"; // Light MLflow blue
+    case FEAST_FCO_TYPES.mlflowModel:
+      return "#f3e6f9"; // Light purple
+    case FEAST_FCO_TYPES.openlineageJob:
+      return "#fff0e0"; // Light deep orange
+    case FEAST_FCO_TYPES.openlineageDataset:
+      return "#e0ecff"; // Light steel blue
     default:
       return "#f0f0f0"; // Light gray
   }
@@ -109,6 +140,18 @@ const getNodeIcon = (type: FEAST_FCO_TYPES) => {
       return "▲"; // Triangle for entity
     case FEAST_FCO_TYPES.dataSource:
       return "◆"; // Diamond for data source
+    case FEAST_FCO_TYPES.labelView:
+      return "◉"; // Bullseye for label view
+    case FEAST_FCO_TYPES.savedDataset:
+      return "⬟"; // Pentagon for saved dataset
+    case FEAST_FCO_TYPES.mlflowRun:
+      return "⬡"; // Hexagon for MLflow run
+    case FEAST_FCO_TYPES.mlflowModel:
+      return "⬢"; // Filled hexagon for registered model
+    case FEAST_FCO_TYPES.openlineageJob:
+      return "⚙"; // Gear for OL job
+    case FEAST_FCO_TYPES.openlineageDataset:
+      return "⬡"; // Hexagon for OL dataset
     default:
       return "●"; // Default circle
   }
@@ -125,6 +168,14 @@ const CustomNode = ({ data }: { data: NodeData }) => {
   const hasVersion = data.versionNumber != null && data.versionNumber > 1;
 
   const handleClick = () => {
+    if (
+      (data.type === FEAST_FCO_TYPES.mlflowRun ||
+        data.type === FEAST_FCO_TYPES.mlflowModel) &&
+      data.metadata?.mlflow_url
+    ) {
+      window.open(data.metadata.mlflow_url, "_blank", "noopener,noreferrer");
+      return;
+    }
     let path;
     switch (data.type) {
       case FEAST_FCO_TYPES.dataSource:
@@ -139,6 +190,12 @@ const CustomNode = ({ data }: { data: NodeData }) => {
       case FEAST_FCO_TYPES.featureService:
         path = `/p/${projectName}/feature-service/${data.label}`;
         break;
+      case FEAST_FCO_TYPES.labelView:
+        path = `/p/${projectName}/label-view/${data.label}`;
+        break;
+      case FEAST_FCO_TYPES.savedDataset:
+        path = `/p/${projectName}/data-set/${data.label}`;
+        break;
       default:
         return;
     }
@@ -183,7 +240,10 @@ const CustomNode = ({ data }: { data: NodeData }) => {
             zIndex: 5,
           }}
         >
-          View Details
+          {data.type === FEAST_FCO_TYPES.mlflowRun ||
+          data.type === FEAST_FCO_TYPES.mlflowModel
+            ? "Open in MLflow ↗"
+            : "View Details"}
         </div>
       )}
 
@@ -398,6 +458,12 @@ const getLayoutedElements = (
     [FEAST_FCO_TYPES.entity]: [],
     [FEAST_FCO_TYPES.featureView]: [],
     [FEAST_FCO_TYPES.featureService]: [],
+    [FEAST_FCO_TYPES.labelView]: [],
+    [FEAST_FCO_TYPES.savedDataset]: [],
+    [FEAST_FCO_TYPES.mlflowRun]: [],
+    [FEAST_FCO_TYPES.mlflowModel]: [],
+    [FEAST_FCO_TYPES.openlineageJob]: [],
+    [FEAST_FCO_TYPES.openlineageDataset]: [],
   };
 
   isolatedNodes.forEach((node) => {
@@ -452,8 +518,12 @@ const Legend = () => {
   const types = [
     { type: FEAST_FCO_TYPES.featureService, label: "Feature Service" },
     { type: FEAST_FCO_TYPES.featureView, label: "Feature View" },
+    { type: FEAST_FCO_TYPES.labelView, label: "Label View" },
     { type: FEAST_FCO_TYPES.entity, label: "Entity" },
     { type: FEAST_FCO_TYPES.dataSource, label: "Data Source" },
+    { type: FEAST_FCO_TYPES.savedDataset, label: "Saved Dataset" },
+    { type: FEAST_FCO_TYPES.mlflowRun, label: "MLflow Run" },
+    { type: FEAST_FCO_TYPES.mlflowModel, label: "Registered Model" },
   ];
 
   const isDarkMode = colorMode === "dark";
@@ -535,6 +605,7 @@ const registryToFlow = (
   relationships: EntityRelation[],
   permissions?: any[],
   versionHistory?: feast.core.IFeatureViewVersionRecord[],
+  mlflowRuns?: MlflowRunData[],
 ) => {
   const nodes: Node[] = [];
   const edges: Edge[] = [];
@@ -616,7 +687,7 @@ const registryToFlow = (
   objects.onDemandFeatureViews?.forEach((odfv) => {
     const odfvName = odfv.spec?.name;
     nodes.push({
-      id: `odfv-${odfvName}`,
+      id: `fv-${odfvName}`,
       type: "custom",
       data: {
         label: odfvName,
@@ -639,7 +710,7 @@ const registryToFlow = (
   objects.streamFeatureViews?.forEach((sfv) => {
     const sfvName = sfv.spec?.name;
     nodes.push({
-      id: `sfv-${sfvName}`,
+      id: `fv-${sfvName}`,
       type: "custom",
       data: {
         label: sfvName,
@@ -679,6 +750,46 @@ const registryToFlow = (
     });
   });
 
+  objects.labelViews?.forEach((lv: any) => {
+    const lvName = lv.spec?.name;
+    nodes.push({
+      id: `lv-${lvName}`,
+      type: "custom",
+      data: {
+        label: lvName,
+        type: FEAST_FCO_TYPES.labelView,
+        metadata: lv,
+        permissions: permissions
+          ? getEntityPermissions(permissions, FEAST_FCO_TYPES.labelView, lvName)
+          : [],
+        versionNumber: lv.meta?.currentVersionNumber ?? undefined,
+        versionInfo: lvName ? versionInfoMap.get(lvName) : undefined,
+      },
+      position: { x: 0, y: 0 },
+    });
+  });
+
+  (objects as any).savedDatasets?.forEach((sd: any) => {
+    const sdName = sd.spec?.name;
+    nodes.push({
+      id: `sd-${sdName}`,
+      type: "custom",
+      data: {
+        label: sdName,
+        type: FEAST_FCO_TYPES.savedDataset,
+        metadata: sd,
+        permissions: permissions
+          ? getEntityPermissions(
+              permissions,
+              FEAST_FCO_TYPES.savedDataset,
+              sdName,
+            )
+          : [],
+      },
+      position: { x: 0, y: 0 },
+    });
+  });
+
   const dataSources = new Set<string>();
 
   objects.featureViews?.forEach((fv) => {
@@ -696,6 +807,28 @@ const registryToFlow = (
     }
   });
 
+  objects.onDemandFeatureViews?.forEach((odfv: any) => {
+    if (odfv.spec?.sources) {
+      Object.values(odfv.spec.sources).forEach((input: any) => {
+        if (input.requestDataSource?.name) {
+          dataSources.add(input.requestDataSource.name);
+        }
+      });
+    }
+  });
+
+  (objects as any).labelViews?.forEach((lv: any) => {
+    if (lv.spec?.source?.name) {
+      dataSources.add(lv.spec.source.name);
+    }
+    if (lv.spec?.source?.batchSource?.name) {
+      dataSources.add(lv.spec.source.batchSource.name);
+    }
+    if (lv.spec?.batchSource?.name) {
+      dataSources.add(lv.spec.batchSource.name);
+    }
+  });
+
   Array.from(dataSources).forEach((dsName) => {
     nodes.push({
       id: `ds-${dsName}`,
@@ -743,6 +876,101 @@ const registryToFlow = (
     });
   });
 
+  if (mlflowRuns && mlflowRuns.length > 0) {
+    mlflowRuns.forEach((run) => {
+      const runLabel = run.run_name || run.run_id.substring(0, 8);
+      nodes.push({
+        id: `mlflow-${run.run_id}`,
+        type: "custom",
+        data: {
+          label: runLabel,
+          type: FEAST_FCO_TYPES.mlflowRun,
+          metadata: {
+            mlflow_url: run.mlflow_url,
+            retrieval_type: run.retrieval_type,
+            status: run.status,
+            run_id: run.run_id,
+          },
+        },
+        position: { x: 0, y: 0 },
+      });
+
+      if (run.feature_service) {
+        const fsNodeId = `fs-${run.feature_service}`;
+        const fsNodeExists = nodes.some((n) => n.id === fsNodeId);
+        if (fsNodeExists) {
+          edges.push({
+            id: `edge-mlflow-${run.run_id}`,
+            source: fsNodeId,
+            sourceHandle: "source",
+            target: `mlflow-${run.run_id}`,
+            targetHandle: "target",
+            animated: true,
+            style: {
+              strokeWidth: 3,
+              stroke: "#0194e2",
+              strokeDasharray: "10 5",
+              animation: "dataflow 2s linear infinite",
+            },
+            type: "smoothstep",
+            markerEnd: {
+              type: MarkerType.ArrowClosed,
+              width: 20,
+              height: 20,
+              color: "#0194e2",
+            },
+          });
+        }
+      }
+
+      if (run.registered_models && run.registered_models.length > 0) {
+        run.registered_models.forEach((model) => {
+          const modelNodeId = `model-${model.model_name}-v${model.version}`;
+          const modelExists = nodes.some((n) => n.id === modelNodeId);
+          if (!modelExists) {
+            nodes.push({
+              id: modelNodeId,
+              type: "custom",
+              data: {
+                label: `${model.model_name} v${model.version}`,
+                type: FEAST_FCO_TYPES.mlflowModel,
+                metadata: {
+                  mlflow_url: model.mlflow_url,
+                  model_name: model.model_name,
+                  version: model.version,
+                  stage: model.stage,
+                },
+              },
+              position: { x: 0, y: 0 },
+            });
+          }
+
+          edges.push({
+            id: `edge-model-${run.run_id}-${model.model_name}-v${model.version}`,
+            source: `mlflow-${run.run_id}`,
+            sourceHandle: "source",
+            target: modelNodeId,
+            targetHandle: "target",
+            animated: true,
+            style: {
+              strokeWidth: 3,
+              stroke: "#7b2d8e",
+              strokeDasharray: "10 5",
+              animation: "dataflow 2s linear infinite",
+            },
+            type: "smoothstep",
+            markerEnd: {
+              type: MarkerType.ArrowClosed,
+              width: 20,
+              height: 20,
+              color: "#7b2d8e",
+            },
+          });
+        });
+      }
+    });
+  }
+
   return { nodes, edges };
 };
 
@@ -756,6 +984,18 @@ const getNodePrefix = (type: FEAST_FCO_TYPES) => {
       return "entity";
     case FEAST_FCO_TYPES.dataSource:
       return "ds";
+    case FEAST_FCO_TYPES.labelView:
+      return "lv";
+    case FEAST_FCO_TYPES.savedDataset:
+      return "sd";
+    case FEAST_FCO_TYPES.mlflowRun:
+      return "mlflow";
+    case FEAST_FCO_TYPES.mlflowModel:
+      return "model";
+    case FEAST_FCO_TYPES.openlineageJob:
+      return "ol-job";
+    case FEAST_FCO_TYPES.openlineageDataset:
+      return "ol-ds";
     default:
       return "unknown";
   }
@@ -766,7 +1006,10 @@ interface RegistryVisualizationProps {
   relationships: EntityRelation[];
   indirectRelationships: EntityRelation[];
   filterNode?: { type: FEAST_FCO_TYPES; name: string };
-  permissions?: any[]; // Add permissions field
+  permissions?: any[];
+  mlflowRuns?: MlflowRunData[];
+  extraCheckboxes?: React.ReactNode;
+  filterControls?: React.ReactNode;
 }
 
 const RegistryVisualization: React.FC<RegistryVisualizationProps> = ({
@@ -775,6 +1018,9 @@ const RegistryVisualization: React.FC<RegistryVisualizationProps> = ({
   indirectRelationships,
   filterNode,
   permissions,
+  mlflowRuns,
+  extraCheckboxes,
+  filterControls,
 }) => {
   const [nodes, setNodes, onNodesChange] = useNodesState([]);
   const [edges, setEdges, onEdgesChange] = useEdgesState([]);
@@ -784,6 +1030,47 @@ const RegistryVisualization: React.FC<RegistryVisualizationProps> = ({
   const [showIsolatedNodes, setShowIsolatedNodes] = useState(false);
   const direction = "LR";
 
+  const [hoveredNodeId, setHoveredNodeId] = useState<string | null>(null);
+  const edgesRef = useRef<Edge[]>([]);
+
+  const connectedIds = useMemo(() => {
+    if (!hoveredNodeId) return null;
+    const ids = new Set<string>([hoveredNodeId]);
+    const allEdges = edgesRef.current;
+
+    // Walk upstream (target → source)
+    const upQueue = [hoveredNodeId];
+    while (upQueue.length > 0) {
+      const cur = upQueue.shift()!;
+      for (const e of allEdges) {
+        if (e.target === cur && !ids.has(e.source)) {
+          ids.add(e.source);
+          upQueue.push(e.source);
+        }
+      }
+    }
+
+    // Walk downstream (source → target)
+    const downQueue = [hoveredNodeId];
+    while (downQueue.length > 0) {
+      const cur = downQueue.shift()!;
+      for (const e of allEdges) {
+        if (e.source === cur && !ids.has(e.target)) {
+          ids.add(e.target);
+          downQueue.push(e.target);
+        }
+      }
+    }
+
+    return ids;
+  }, [hoveredNodeId]);
+
+  const onNodeMouseEnter = useCallback(
+    (_: React.MouseEvent, node: Node) => setHoveredNodeId(node.id),
+    [],
+  );
+  const onNodeMouseLeave = useCallback(() => setHoveredNodeId(null), []);
+
   useEffect(() => {
     if (registryData && relationships) {
       setLoading(true);
@@ -851,6 +1138,7 @@ const RegistryVisualization: React.FC<RegistryVisualizationProps> = ({
         validRelationships,
         permissions,
         versionRecords as feast.core.IFeatureViewVersionRecord[] | undefined,
+        mlflowRuns,
       );
 
       const { nodes: layoutedNodes, edges: layoutedEdges } =
@@ -861,6 +1149,7 @@ const RegistryVisualization: React.FC<RegistryVisualizationProps> = ({
           showIsolatedNodes,
         );
 
+      edgesRef.current = layoutedEdges;
       setNodes(layoutedNodes);
       setEdges(layoutedEdges);
       setLoading(false);
@@ -873,10 +1162,36 @@ const RegistryVisualization: React.FC<RegistryVisualizationProps> = ({
     showIsolatedNodes,
     filterNode,
     permissions,
+    mlflowRuns,
     setNodes,
     setEdges,
   ]);
 
+  const styledNodes = useMemo(() => {
+    if (!connectedIds) return nodes;
+    return nodes.map((n) => ({
+      ...n,
+      style: {
+        ...n.style,
+        opacity: connectedIds.has(n.id) ? 1 : 0.15,
+        transition: "opacity 0.2s",
+      },
+    }));
+  }, [nodes, connectedIds]);
+
+  const styledEdges = useMemo(() => {
+    if (!connectedIds) return edges;
+    return edges.map((e) => ({
+      ...e,
+      style: {
+        ...e.style,
+        opacity:
+          connectedIds.has(e.source) && connectedIds.has(e.target) ? 1 : 0.08,
+        transition: "opacity 0.2s",
+      },
+    }));
+  }, [edges, connectedIds]);
+
   return (
     <EuiPanel>
       <style>{edgeAnimationStyle}</style>
@@ -890,7 +1205,15 @@ const RegistryVisualization: React.FC<RegistryVisualizationProps> = ({
         <EuiTitle size="s">
           <h2>Lineage</h2>
         </EuiTitle>
-        <div style={{ display: "flex", gap: "20px" }}>
+        <div
+          style={{
+            display: "flex",
+            gap: "20px",
+            alignItems: "center",
+            fontSize: 13,
+          }}
+        >
+          {extraCheckboxes}
           <label>
             <input
               type="checkbox"
@@ -910,6 +1233,7 @@ const RegistryVisualization: React.FC<RegistryVisualizationProps> = ({
         </div>
       </div>
       <EuiSpacer size="m" />
+      {filterControls}
 
       {loading ? (
         <div style={{ display: "flex", justifyContent: "center", padding: 50 }}>
@@ -918,8 +1242,8 @@ const RegistryVisualization: React.FC<RegistryVisualizationProps> = ({
       ) : (
         <div style={{ height: 600, border: "1px solid #ddd" }}>
           <ReactFlow
-            nodes={nodes}
-            edges={edges}
+            nodes={styledNodes}
+            edges={styledEdges}
             onNodesChange={onNodesChange}
             onEdgesChange={onEdgesChange}
             nodeTypes={nodeTypes}
@@ -927,6 +1251,8 @@ const RegistryVisualization: React.FC<RegistryVisualizationProps> = ({
             fitView
             minZoom={0.1}
             maxZoom={8}
+            onNodeMouseEnter={onNodeMouseEnter}
+            onNodeMouseLeave={onNodeMouseLeave}
           >
             <Background color="#f0f0f0" gap={16} />
             <Controls />
diff --git a/ui/src/components/RegistryVisualizationTab.tsx b/ui/src/components/RegistryVisualizationTab.tsx
index ebc77604322..f710746d6c2 100644
--- a/ui/src/components/RegistryVisualizationTab.tsx
+++ b/ui/src/components/RegistryVisualizationTab.tsx
@@ -10,18 +10,26 @@ import {
   EuiFlexItem,
 } from "@elastic/eui";
 import useLoadRegistry from "../queries/useLoadRegistry";
+import useLoadMlflowRuns from "../queries/useLoadMlflowRuns";
 import RegistryPathContext from "../contexts/RegistryPathContext";
 import RegistryVisualization from "./RegistryVisualization";
 import { FEAST_FCO_TYPES } from "../parsers/types";
 import { filterPermissionsByAction } from "../utils/permissionUtils";
 
-const RegistryVisualizationTab = () => {
+interface RegistryVisualizationTabProps {
+  feastOnlyCheckbox?: React.ReactNode;
+}
+
+const RegistryVisualizationTab: React.FC<RegistryVisualizationTabProps> = ({
+  feastOnlyCheckbox,
+}) => {
   const registryUrl = useContext(RegistryPathContext);
   const { projectName } = useParams();
   const { isLoading, isSuccess, isError, data } = useLoadRegistry(
     registryUrl,
     projectName,
   );
+  const { data: mlflowData } = useLoadMlflowRuns();
   const [selectedObjectType, setSelectedObjectType] = useState("");
   const [selectedObjectName, setSelectedObjectName] = useState("");
   const [selectedPermissionAction, setSelectedPermissionAction] = useState("");
@@ -40,6 +48,13 @@ const RegistryVisualizationTab = () => {
           if (sfv.spec?.streamSource?.name)
             dataSources.add(sfv.spec.streamSource.name);
         });
+        objects.labelViews?.forEach((lv: any) => {
+          if (lv.spec?.source?.name) dataSources.add(lv.spec.source.name);
+          if (lv.spec?.source?.batchSource?.name)
+            dataSources.add(lv.spec.source.batchSource.name);
+          if (lv.spec?.batchSource?.name)
+            dataSources.add(lv.spec.batchSource.name);
+        });
         return Array.from(dataSources);
       case "entity":
         return objects.entities?.map((entity: any) => entity.spec?.name) || [];
@@ -52,8 +67,12 @@ const RegistryVisualizationTab = () => {
           ...(objects.streamFeatureViews?.map((sfv: any) => sfv.spec?.name) ||
             []),
         ];
+      case "labelView":
+        return objects.labelViews?.map((lv: any) => lv.spec?.name) || [];
       case "featureService":
         return objects.featureServices?.map((fs: any) => fs.spec?.name) || [];
+      case "savedDataset":
+        return objects.savedDatasets?.map((sd: any) => sd.spec?.name) || [];
       default:
         return [];
     }
@@ -82,66 +101,6 @@ const RegistryVisualizationTab = () => {
       {isSuccess && data && (
         <>
           <EuiSpacer size="l" />
-          <EuiFlexGroup style={{ marginBottom: 16 }}>
-            <EuiFlexItem grow={false} style={{ width: 200 }}>
-              <EuiFormRow label="Filter by type">
-                <EuiSelect
-                  options={[
-                    { value: "", text: "All" },
-                    { value: "dataSource", text: "Data Source" },
-                    { value: "entity", text: "Entity" },
-                    { value: "featureView", text: "Feature View" },
-                    { value: "featureService", text: "Feature Service" },
-                  ]}
-                  value={selectedObjectType}
-                  onChange={(e) => {
-                    setSelectedObjectType(e.target.value);
-                    setSelectedObjectName(""); // Reset name when type changes
-                  }}
-                  aria-label="Select object type"
-                />
-              </EuiFormRow>
-            </EuiFlexItem>
-            <EuiFlexItem grow={false} style={{ width: 300 }}>
-              <EuiFormRow label="Select object">
-                <EuiSelect
-                  options={[
-                    { value: "", text: "All" },
-                    ...getObjectOptions(data.objects, selectedObjectType).map(
-                      (name: string) => ({
-                        value: name,
-                        text: name,
-                      }),
-                    ),
-                  ]}
-                  value={selectedObjectName}
-                  onChange={(e) => setSelectedObjectName(e.target.value)}
-                  aria-label="Select object"
-                  disabled={selectedObjectType === ""}
-                />
-              </EuiFormRow>
-            </EuiFlexItem>
-            <EuiFlexItem grow={false} style={{ width: 300 }}>
-              <EuiFormRow label="Filter by permissions">
-                <EuiSelect
-                  options={[
-                    { value: "", text: "All" },
-                    { value: "CREATE", text: "CREATE" },
-                    { value: "DESCRIBE", text: "DESCRIBE" },
-                    { value: "UPDATE", text: "UPDATE" },
-                    { value: "DELETE", text: "DELETE" },
-                    { value: "READ_ONLINE", text: "READ_ONLINE" },
-                    { value: "READ_OFFLINE", text: "READ_OFFLINE" },
-                    { value: "WRITE_ONLINE", text: "WRITE_ONLINE" },
-                    { value: "WRITE_OFFLINE", text: "WRITE_OFFLINE" },
-                  ]}
-                  value={selectedPermissionAction}
-                  onChange={(e) => setSelectedPermissionAction(e.target.value)}
-                  aria-label="Filter by permissions"
-                />
-              </EuiFormRow>
-            </EuiFlexItem>
-          </EuiFlexGroup>
           <RegistryVisualization
             registryData={data.objects}
             relationships={data.relationships}
@@ -162,6 +121,78 @@ const RegistryVisualizationTab = () => {
                   }
                 : undefined
             }
+            mlflowRuns={mlflowData?.runs?.length ? mlflowData.runs : undefined}
+            extraCheckboxes={feastOnlyCheckbox}
+            filterControls={
+              <EuiFlexGroup style={{ marginBottom: 16 }}>
+                <EuiFlexItem grow={false} style={{ width: 200 }}>
+                  <EuiFormRow label="Filter by type">
+                    <EuiSelect
+                      options={[
+                        { value: "", text: "All" },
+                        { value: "dataSource", text: "Data Source" },
+                        { value: "entity", text: "Entity" },
+                        { value: "featureView", text: "Feature View" },
+                        { value: "labelView", text: "Label View" },
+                        { value: "featureService", text: "Feature Service" },
+                        { value: "savedDataset", text: "Saved Dataset" },
+                        ...(mlflowData?.runs?.length
+                          ? [{ value: "mlflowRun", text: "MLflow Run" }]
+                          : []),
+                      ]}
+                      value={selectedObjectType}
+                      onChange={(e) => {
+                        setSelectedObjectType(e.target.value);
+                        setSelectedObjectName("");
+                      }}
+                      aria-label="Select object type"
+                    />
+                  </EuiFormRow>
+                </EuiFlexItem>
+                <EuiFlexItem grow={false} style={{ width: 300 }}>
+                  <EuiFormRow label="Select object">
+                    <EuiSelect
+                      options={[
+                        { value: "", text: "All" },
+                        ...getObjectOptions(
+                          data.objects,
+                          selectedObjectType,
+                        ).map((name: string) => ({
+                          value: name,
+                          text: name,
+                        })),
+                      ]}
+                      value={selectedObjectName}
+                      onChange={(e) => setSelectedObjectName(e.target.value)}
+                      aria-label="Select object"
+                      disabled={selectedObjectType === ""}
+                    />
+                  </EuiFormRow>
+                </EuiFlexItem>
+                <EuiFlexItem grow={false} style={{ width: 300 }}>
+                  <EuiFormRow label="Filter by permissions">
+                    <EuiSelect
+                      options={[
+                        { value: "", text: "All" },
+                        { value: "CREATE", text: "CREATE" },
+                        { value: "DESCRIBE", text: "DESCRIBE" },
+                        { value: "UPDATE", text: "UPDATE" },
+                        { value: "DELETE", text: "DELETE" },
+                        { value: "READ_ONLINE", text: "READ_ONLINE" },
+                        { value: "READ_OFFLINE", text: "READ_OFFLINE" },
+                        { value: "WRITE_ONLINE", text: "WRITE_ONLINE" },
+                        { value: "WRITE_OFFLINE", text: "WRITE_OFFLINE" },
+                      ]}
+                      value={selectedPermissionAction}
+                      onChange={(e) =>
+                        setSelectedPermissionAction(e.target.value)
+                      }
+                      aria-label="Filter by permissions"
+                    />
+                  </EuiFormRow>
+                </EuiFlexItem>
+              </EuiFlexGroup>
+            }
           />
         </>
       )}
diff --git a/ui/src/components/forms/FeatureFieldEditor.tsx b/ui/src/components/forms/FeatureFieldEditor.tsx
new file mode 100644
index 00000000000..be8b4f9f210
--- /dev/null
+++ b/ui/src/components/forms/FeatureFieldEditor.tsx
@@ -0,0 +1,163 @@
+import React from "react";
+import {
+  EuiFlexGroup,
+  EuiFlexItem,
+  EuiFieldText,
+  EuiSelect,
+  EuiButtonEmpty,
+  EuiButtonIcon,
+  EuiText,
+  EuiHorizontalRule,
+  EuiSpacer,
+  EuiCallOut,
+} from "@elastic/eui";
+import { VALUE_TYPE_OPTIONS } from "./ValueTypeSelect";
+import { feast } from "../../protos";
+
+interface FeatureFieldEntry {
+  name: string;
+  valueType: string;
+  description: string;
+}
+
+interface FeatureFieldEditorProps {
+  features: FeatureFieldEntry[];
+  onChange: (features: FeatureFieldEntry[]) => void;
+  error?: string;
+}
+
+const EMPTY_FEATURE: FeatureFieldEntry = {
+  name: "",
+  valueType: String(feast.types.ValueType.Enum.INT64),
+  description: "",
+};
+
+const FeatureFieldEditor: React.FC<FeatureFieldEditorProps> = ({
+  features,
+  onChange,
+  error,
+}) => {
+  const addFeature = () => {
+    onChange([...features, { ...EMPTY_FEATURE }]);
+  };
+
+  const removeFeature = (index: number) => {
+    onChange(features.filter((_, i) => i !== index));
+  };
+
+  const updateFeature = (
+    index: number,
+    field: keyof FeatureFieldEntry,
+    val: string,
+  ) => {
+    const updated = [...features];
+    updated[index] = { ...updated[index], [field]: val };
+    onChange(updated);
+  };
+
+  return (
+    <>
+      <EuiHorizontalRule margin="s" />
+      <EuiFlexGroup alignItems="center" justifyContent="spaceBetween">
+        <EuiFlexItem grow={false}>
+          <EuiText size="s">
+            <h4>Features</h4>
+          </EuiText>
+        </EuiFlexItem>
+        <EuiFlexItem grow={false}>
+          <EuiButtonEmpty
+            size="s"
+            iconType="plus"
+            onClick={addFeature}
+            flush="right"
+          >
+            Add feature
+          </EuiButtonEmpty>
+        </EuiFlexItem>
+      </EuiFlexGroup>
+
+      {error && (
+        <>
+          <EuiSpacer size="s" />
+          <EuiCallOut title={error} color="danger" size="s" />
+        </>
+      )}
+
+      {features.length > 0 && (
+        <EuiFlexGroup gutterSize="s" style={{ marginTop: 4 }}>
+          <EuiFlexItem grow={3}>
+            <EuiText size="xs" color="subdued">
+              Name
+            </EuiText>
+          </EuiFlexItem>
+          <EuiFlexItem grow={2}>
+            <EuiText size="xs" color="subdued">
+              Type
+            </EuiText>
+          </EuiFlexItem>
+          <EuiFlexItem grow={3}>
+            <EuiText size="xs" color="subdued">
+              Description
+            </EuiText>
+          </EuiFlexItem>
+          <EuiFlexItem grow={false} style={{ width: 32 }} />
+        </EuiFlexGroup>
+      )}
+
+      {features.map((feature, index) => (
+        <EuiFlexGroup
+          key={index}
+          gutterSize="s"
+          alignItems="center"
+          style={{ marginTop: 4 }}
+        >
+          <EuiFlexItem grow={3}>
+            <EuiFieldText
+              placeholder="feature_name"
+              value={feature.name}
+              onChange={(e) => updateFeature(index, "name", e.target.value)}
+              compressed
+            />
+          </EuiFlexItem>
+          <EuiFlexItem grow={2}>
+            <EuiSelect
+              options={VALUE_TYPE_OPTIONS}
+              value={feature.valueType}
+              onChange={(e) =>
+                updateFeature(index, "valueType", e.target.value)
+              }
+              compressed
+            />
+          </EuiFlexItem>
+          <EuiFlexItem grow={3}>
+            <EuiFieldText
+              placeholder="Optional description"
+              value={feature.description}
+              onChange={(e) =>
+                updateFeature(index, "description", e.target.value)
+              }
+              compressed
+            />
+          </EuiFlexItem>
+          <EuiFlexItem grow={false}>
+            <EuiButtonIcon
+              iconType="trash"
+              color="danger"
+              aria-label="Remove feature"
+              onClick={() => removeFeature(index)}
+            />
+          </EuiFlexItem>
+        </EuiFlexGroup>
+      ))}
+
+      {features.length === 0 && (
+        <EuiText size="xs" color="subdued">
+          No features added yet. Click "Add feature" above.
+        </EuiText>
+      )}
+    </>
+  );
+};
+
+export default FeatureFieldEditor;
+export type { FeatureFieldEntry };
diff --git a/ui/src/components/forms/FormModal.tsx b/ui/src/components/forms/FormModal.tsx
new file mode 100644
index 00000000000..b205f9f35a2
--- /dev/null
+++ b/ui/src/components/forms/FormModal.tsx
@@ -0,0 +1,54 @@
+import React from "react";
+import {
+  EuiModal,
+  EuiModalHeader,
+  EuiModalHeaderTitle,
+  EuiModalBody,
+  EuiModalFooter,
+  EuiButton,
+  EuiButtonEmpty,
+  EuiForm,
+} from "@elastic/eui";
+
+interface FormModalProps {
+  title: string;
+  submitLabel: string;
+  onClose: () => void;
+  onSubmit: () => void;
+  children: React.ReactNode;
+  width?: number;
+  isSubmitting?: boolean;
+}
+
+const FormModal: React.FC<FormModalProps> = ({
+  title,
+  submitLabel,
+  onClose,
+  onSubmit,
+  children,
+  width = 600,
+  isSubmitting = false,
+}) => {
+  return (
+    <EuiModal onClose={onClose} style={{ width }}>
+      <EuiModalHeader>
+        <EuiModalHeaderTitle>{title}</EuiModalHeaderTitle>
+      </EuiModalHeader>
+
+      <EuiModalBody>
+        <EuiForm component="form">{children}</EuiForm>
+      </EuiModalBody>
+
+      <EuiModalFooter>
+        <EuiButtonEmpty onClick={onClose} disabled={isSubmitting}>
+          Cancel
+        </EuiButtonEmpty>
+        <EuiButton fill onClick={onSubmit} isLoading={isSubmitting}>
+          {submitLabel}
+        </EuiButton>
+      </EuiModalFooter>
+    </EuiModal>
+  );
+};
+
+export default FormModal;
diff --git a/ui/src/components/forms/NameDescriptionOwnerFields.tsx b/ui/src/components/forms/NameDescriptionOwnerFields.tsx
new file mode 100644
index 00000000000..46d21c369ba
--- /dev/null
+++ b/ui/src/components/forms/NameDescriptionOwnerFields.tsx
@@ -0,0 +1,70 @@
+import React from "react";
+import { EuiFormRow, EuiFieldText, EuiTextArea } from "@elastic/eui";
+
+interface NameDescriptionOwnerFieldsProps {
+  name: string;
+  description: string;
+  owner?: string;
+  onChangeName: (value: string) => void;
+  onChangeDescription: (value: string) => void;
+  onChangeOwner?: (value: string) => void;
+  nameDisabled?: boolean;
+  nameError?: string;
+  nameHelpText?: string;
+  namePlaceholder?: string;
+  descriptionPlaceholder?: string;
+}
+
+const NameDescriptionOwnerFields: React.FC<NameDescriptionOwnerFieldsProps> = ({
+  name,
+  description,
+  owner,
+  onChangeName,
+  onChangeDescription,
+  onChangeOwner,
+  nameDisabled = false,
+  nameError,
+  nameHelpText,
+  namePlaceholder = "e.g. my_resource",
+  descriptionPlaceholder = "Describe this resource...",
+}) => {
+  return (
+    <>
+      <EuiFormRow
+        label="Name"
+        isInvalid={!!nameError}
+        error={nameError}
+        helpText={nameDisabled ? undefined : nameHelpText}
+      >
+        <EuiFieldText
+          value={name}
+          onChange={(e) => onChangeName(e.target.value)}
+          isInvalid={!!nameError}
+          disabled={nameDisabled}
+          placeholder={namePlaceholder}
+        />
+      </EuiFormRow>
+
+      <EuiFormRow label="Description" helpText="Optional description.">
+        <EuiTextArea
+          value={description}
+          onChange={(e) => onChangeDescription(e.target.value)}
+          placeholder={descriptionPlaceholder}
+          rows={2}
+        />
+      </EuiFormRow>
+
+      {onChangeOwner !== undefined && (
+        <EuiFormRow label="Owner" helpText="Optional owner identifier.">
+          <EuiFieldText
+            value={owner || ""}
+            onChange={(e) => onChangeOwner(e.target.value)}
+            placeholder="e.g. team-ml-platform"
+          />
+        </EuiFormRow>
+      )}
+    </>
+  );
+};
+
+export default NameDescriptionOwnerFields;
diff --git a/ui/src/components/forms/TagsEditor.tsx b/ui/src/components/forms/TagsEditor.tsx
new file mode 100644
index 00000000000..73ea5df9c82
--- /dev/null
+++ b/ui/src/components/forms/TagsEditor.tsx
@@ -0,0 +1,112 @@
+import React from "react";
+import {
+  EuiFlexGroup,
+  EuiFlexItem,
+  EuiFieldText,
+  EuiButtonEmpty,
+  EuiButtonIcon,
+  EuiText,
+  EuiHorizontalRule,
+  EuiSpacer,
+  EuiCallOut,
+} from "@elastic/eui";
+
+interface TagEntry {
+  key: string;
+  value: string;
+}
+
+interface TagsEditorProps {
+  tags: TagEntry[];
+  onChange: (tags: TagEntry[]) => void;
+  error?: string;
+}
+
+const TagsEditor: React.FC<TagsEditorProps> = ({ tags, onChange, error }) => {
+  const addTag = () => {
+    onChange([...tags, { key: "", value: "" }]);
+  };
+
+  const removeTag = (index: number) => {
+    onChange(tags.filter((_, i) => i !== index));
+  };
+
+  const updateTag = (index: number, field: "key" | "value", val: string) => {
+    const updated = [...tags];
+    updated[index] = { ...updated[index], [field]: val };
+    onChange(updated);
+  };
+
+  return (
+    <>
+      <EuiHorizontalRule margin="s" />
+      <EuiFlexGroup alignItems="center" justifyContent="spaceBetween">
+        <EuiFlexItem grow={false}>
+          <EuiText size="s">
+            <h4>Labels</h4>
+          </EuiText>
+        </EuiFlexItem>
+        <EuiFlexItem grow={false}>
+          <EuiButtonEmpty
+            size="s"
+            iconType="plus"
+            onClick={addTag}
+            flush="right"
+          >
+            Add label
+          </EuiButtonEmpty>
+        </EuiFlexItem>
+      </EuiFlexGroup>
+
+      {error && (
+        <>
+          <EuiSpacer size="s" />
+          <EuiCallOut title={error} color="danger" size="s" />
+        </>
+      )}
+
+      {tags.map((tag, index) => (
+        <EuiFlexGroup
+          key={index}
+          gutterSize="s"
+          alignItems="center"
+          style={{ marginTop: 4 }}
+        >
+          <EuiFlexItem>
+            <EuiFieldText
+              placeholder="Key"
+              value={tag.key}
+              onChange={(e) => updateTag(index, "key", e.target.value)}
+              compressed
+            />
+          </EuiFlexItem>
+          <EuiFlexItem>
+            <EuiFieldText
+              placeholder="Value"
+              value={tag.value}
+              onChange={(e) => updateTag(index, "value", e.target.value)}
+              compressed
+            />
+          </EuiFlexItem>
+          <EuiFlexItem grow={false}>
+            <EuiButtonIcon
+              iconType="trash"
+              color="danger"
+              aria-label="Remove label"
+              onClick={() => removeTag(index)}
+            />
+          </EuiFlexItem>
+        </EuiFlexGroup>
+      ))}
+
+      {tags.length === 0 && (
+        <EuiText size="xs" color="subdued">
+          No labels added yet.
+        </EuiText>
+      )}
+    </>
+  );
+};
+
+export default TagsEditor;
+export type { TagEntry };
diff --git a/ui/src/components/forms/ValueTypeSelect.tsx b/ui/src/components/forms/ValueTypeSelect.tsx
new file mode 100644
index 00000000000..2718b7c027e
--- /dev/null
+++ b/ui/src/components/forms/ValueTypeSelect.tsx
@@ -0,0 +1,47 @@
+import React from "react";
+import { EuiFormRow, EuiSelect } from "@elastic/eui";
+import { feast } from "../../protos";
+
+const VALUE_TYPE_OPTIONS = [
+  { value: String(feast.types.ValueType.Enum.STRING), text: "STRING" },
+  { value: String(feast.types.ValueType.Enum.INT32), text: "INT32" },
+  { value: String(feast.types.ValueType.Enum.INT64), text: "INT64" },
+  { value: String(feast.types.ValueType.Enum.FLOAT), text: "FLOAT" },
+  { value: String(feast.types.ValueType.Enum.DOUBLE), text: "DOUBLE" },
+  { value: String(feast.types.ValueType.Enum.BOOL), text: "BOOL" },
+  { value: String(feast.types.ValueType.Enum.BYTES), text: "BYTES" },
+  {
+    value: String(feast.types.ValueType.Enum.UNIX_TIMESTAMP),
+    text: "UNIX_TIMESTAMP",
+  },
+];
+
+interface ValueTypeSelectProps {
+  value: string;
+  onChange: (value: string) => void;
+  label?: string;
+  helpText?: string;
+  compressed?: boolean;
+}
+
+const ValueTypeSelect: React.FC<ValueTypeSelectProps> = ({
+  value,
+  onChange,
+  label = "Value Type",
+  helpText,
+  compressed = false,
+}) => {
+  return (
+    <EuiFormRow label={label} helpText={helpText}>
+      <EuiSelect
+        options={VALUE_TYPE_OPTIONS}
+        value={value}
+        onChange={(e) => onChange(e.target.value)}
+        compressed={compressed}
+      />
+    </EuiFormRow>
+  );
+};
+
+export default ValueTypeSelect;
+export { VALUE_TYPE_OPTIONS };
diff --git a/ui/src/contexts/AuthContext.tsx b/ui/src/contexts/AuthContext.tsx
new file mode 100644
index 00000000000..6003ff761d0
--- /dev/null
+++ b/ui/src/contexts/AuthContext.tsx
@@ -0,0 +1,245 @@
+import React, {
+  createContext,
+  useContext,
+  useState,
+  useCallback,
+  useEffect,
+  useRef,
+} from "react";
+// @ts-ignore -- keycloak-js types use "exports" field; bundler resolves the JS fine
+import Keycloak from "keycloak-js";
+
+interface AuthUser {
+  username: string;
+  roles: string[];
+  groups: string[];
+  email?: string;
+}
+
+interface AuthContextValue {
+  user: AuthUser | null;
+  isAuthenticated: boolean;
+  isAuthEnabled: boolean;
+  isInitializing: boolean;
+  logout: () => void;
+  keycloak: Keycloak | null;
+}
+
+const AuthContext = createContext<AuthContextValue>({
+  user: null,
+  isAuthenticated: false,
+  isAuthEnabled: false,
+  isInitializing: true,
+  logout: () => {},
+  keycloak: null,
+});
+
+interface ServerAuthConfig {
+  auth_type: string;
+  url?: string;
+  realm?: string;
+  client_id?: string;
+  auth_discovery_url?: string;
+}
+
+function readServerAuthConfig(): ServerAuthConfig | null {
+  // Injected by the Feast UI server (feast ui) into index.html from feature_store.yaml
+  const el = document.getElementById("feast-auth-config");
+  if (el) {
+    try {
+      return JSON.parse(el.textContent || "{}");
+    } catch {
+      /* fall through */
+    }
+  }
+
+  // Dev mode fallback: fetch from /api/auth-config (served by setupProxy or REST server)
+  return null;
+}
+
+function extractUser(kc: Keycloak): AuthUser {
+  const parsed = kc.tokenParsed as any;
+  const clientRoles: string[] =
+    parsed?.resource_access?.[kc.clientId!]?.roles || [];
+  const realmRoles: string[] = parsed?.realm_access?.roles || [];
+  const combined = [...clientRoles, ...realmRoles];
+
+  return {
+    username: parsed?.preferred_username || "unknown",
+    roles: combined.filter((v, i) => combined.indexOf(v) === i),
+    groups: parsed?.groups || [],
+    email: parsed?.email,
+  };
+}
+
+const TOKEN_REFRESH_INTERVAL = 30_000;
+const MIN_VALIDITY_SECS = 60;
+
+const AuthProvider: React.FC<{ children: React.ReactNode }> = ({
+  children,
+}) => {
+  const [kc, setKc] = useState<Keycloak | null>(null);
+  const [user, setUser] = useState<AuthUser | null>(null);
+  const [isInitializing, setIsInitializing] = useState(true);
+  const [isAuthEnabled, setIsAuthEnabled] = useState(false);
+  const initStarted = useRef(false);
+
+  const syncUser = useCallback((keycloak: Keycloak) => {
+    if (keycloak.authenticated) {
+      setUser(extractUser(keycloak));
+    }
+  }, []);
+
+  const doRefresh = useCallback(
+    (keycloak: Keycloak) => {
+      keycloak
+        .updateToken(MIN_VALIDITY_SECS)
+        .then((refreshed: boolean) => {
+          if (refreshed) {
+            syncUser(keycloak);
+          }
+        })
+        .catch(() => {
+          console.warn("Token refresh failed — redirecting to login");
+          keycloak.login();
+        });
+    },
+    [syncUser],
+  );
+
+  useEffect(() => {
+    if (initStarted.current) return;
+    initStarted.current = true;
+
+    const initAuth = async () => {
+      const config = readServerAuthConfig();
+
+      if (!config || config.auth_type !== "oidc") {
+        // Auth is disabled — skip Keycloak, render the app immediately
+        setIsAuthEnabled(false);
+        setIsInitializing(false);
+        return;
+      }
+
+      setIsAuthEnabled(true);
+
+      const keycloak = new Keycloak({
+        url: config.url || "http://localhost:8080",
+        realm: config.realm || "feast",
+        clientId: config.client_id || "feast-ui",
+      });
+
+      keycloak.onTokenExpired = () => {
+        console.info("Access token expired — attempting refresh");
+        doRefresh(keycloak);
+      };
+
+      keycloak.onAuthRefreshSuccess = () => {
+        syncUser(keycloak);
+      };
+
+      keycloak.onAuthRefreshError = () => {
+        console.warn("Auth refresh error — redirecting to login");
+        keycloak.login();
+      };
+
+      try {
+        const authenticated = await keycloak.init({
+          onLoad: "login-required",
+          checkLoginIframe: false,
+          pkceMethod: "S256",
+        });
+
+        setKc(keycloak);
+        if (authenticated) {
+          syncUser(keycloak);
+        }
+      } catch (err) {
+        console.error("Keycloak init failed:", err);
+      }
+
+      setIsInitializing(false);
+    };
+
+    initAuth();
+  }, [doRefresh, syncUser]);
+
+  // Proactive token refresh
+  useEffect(() => {
+    if (!kc?.authenticated) return;
+    const id = setInterval(() => doRefresh(kc), TOKEN_REFRESH_INTERVAL);
+    return () => clearInterval(id);
+  }, [kc, doRefresh]);
+
+  // Global fetch interceptor: inject auth header on /api/ calls, handle 401
+  useEffect(() => {
+    if (!kc) return;
+
+    const originalFetch = window.fetch;
+    window.fetch = async (input: RequestInfo | URL, init?: RequestInit) => {
+      const url =
+        typeof input === "string"
+          ? input
+          : input instanceof Request
+            ? input.url
+            : input.toString();
+
+      const isApiCall = url.includes("/api/");
+
+      if (isApiCall && kc.authenticated && kc.token) {
+        const mergedHeaders = new Headers(init?.headers);
+        if (!mergedHeaders.has("Authorization")) {
+          mergedHeaders.set("Authorization", `Bearer ${kc.token}`);
+        }
+        init = { ...init, headers: mergedHeaders };
+      }
+
+      let response = await originalFetch(input, init);
+
+      if (response.status === 401 && isApiCall) {
+        console.warn("API returned 401 — attempting token refresh and retry");
+        try {
+          await kc.updateToken(5);
+          syncUser(kc);
+          const retryHeaders = new Headers(init?.headers);
+          retryHeaders.set("Authorization", `Bearer ${kc.token}`);
+          response = await originalFetch(input, {
+            ...init,
+            headers: retryHeaders,
+          });
+        } catch {
+          kc.login();
+        }
+      }
+
+      return response;
+    };
+
+    return () => {
+      window.fetch = originalFetch;
+    };
+  }, [kc, syncUser]);
+
+  const logout = useCallback(() => {
+    if (kc) {
+      kc.logout({ redirectUri: window.location.origin });
+    }
+  }, [kc]);
+
+  const value: AuthContextValue = {
+    user,
+    isAuthenticated: !!kc?.authenticated,
+    isAuthEnabled,
+    isInitializing,
+    logout,
+    keycloak: kc,
+  };
+
+  return <AuthContext.Provider value={value}>{children}</AuthContext.Provider>;
+};
+
+const useAuth = () => useContext(AuthContext);
+
+export default AuthContext;
+export { AuthProvider, useAuth };
+export type { AuthUser };
diff --git a/ui/src/contexts/DataModeContext.tsx b/ui/src/contexts/DataModeContext.tsx
new file mode 100644
index 00000000000..c8ef4ea0bab
--- /dev/null
+++ b/ui/src/contexts/DataModeContext.tsx
@@ -0,0 +1,20 @@
+import React, { useContext } from "react";
+
+interface FetchOptions {
+  headers?: Record<string, string>;
+  credentials?: RequestCredentials;
+}
+
+interface DataModeConfig {
+  fetchOptions?: FetchOptions;
+}
+
+const defaultConfig: DataModeConfig = {};
+
+const DataModeContext = React.createContext<DataModeConfig>(defaultConfig);
+
+const useDataMode = () => useContext(DataModeContext);
+
+export default DataModeContext;
+export { useDataMode };
+export type { DataModeConfig, FetchOptions };
diff --git a/ui/src/contexts/MonitoringContext.ts b/ui/src/contexts/MonitoringContext.ts
new file mode 100644
index 00000000000..f701cbcd5bf
--- /dev/null
+++ b/ui/src/contexts/MonitoringContext.ts
@@ -0,0 +1,14 @@
+import React from "react";
+
+interface MonitoringConfig {
+  apiBaseUrl: string;
+  enabled: boolean;
+}
+
+const MonitoringContext = React.createContext<MonitoringConfig>({
+  apiBaseUrl: "/api/v1",
+  enabled: false,
+});
+
+export default MonitoringContext;
+export type { MonitoringConfig };
diff --git a/ui/src/contexts/ProjectListContext.ts b/ui/src/contexts/ProjectListContext.ts
index c42b22f6611..c0c24840efb 100644
--- a/ui/src/contexts/ProjectListContext.ts
+++ b/ui/src/contexts/ProjectListContext.ts
@@ -13,12 +13,14 @@ const ProjectEntrySchema = z.object({
 const ProjectsListSchema = z.object({
   default: z.string().optional(),
   projects: z.array(ProjectEntrySchema),
+  mode: z.string().optional(),
 });
 
 type ProjectsListType = z.infer<typeof ProjectsListSchema>;
 interface ProjectsListContextInterface {
   projectsListPromise: Promise<any>;
   isCustom: boolean;
+  basename?: string;
 }
 
 const ProjectListContext = React.createContext<
diff --git a/ui/src/contexts/RegistryRefreshContext.ts b/ui/src/contexts/RegistryRefreshContext.ts
new file mode 100644
index 00000000000..12be5977d88
--- /dev/null
+++ b/ui/src/contexts/RegistryRefreshContext.ts
@@ -0,0 +1,22 @@
+import React, { useContext } from "react";
+
+interface RegistryRefreshContextInterface {
+  refreshing: boolean;
+  handleRefresh: () => Promise<void>;
+}
+
+const RegistryRefreshContext = React.createContext<
+  RegistryRefreshContextInterface | undefined
+>(undefined);
+
+const useRegistryRefreshContext = () => {
+  const ctx = useContext(RegistryRefreshContext);
+  if (!ctx) {
+    throw new Error(
+      "useRegistryRefreshContext must be used within RegistryRefreshContext.Provider",
+    );
+  }
+  return ctx;
+};
+
+export { RegistryRefreshContext, useRegistryRefreshContext };
diff --git a/ui/src/custom-tabs/TabsRegistryContext.tsx b/ui/src/custom-tabs/TabsRegistryContext.tsx
index 38c9ccea486..4152edd832d 100644
--- a/ui/src/custom-tabs/TabsRegistryContext.tsx
+++ b/ui/src/custom-tabs/TabsRegistryContext.tsx
@@ -16,7 +16,6 @@ import FeatureCustomTabLoadingWrapper from "../utils/custom-tabs/FeatureCustomTa
 import DataSourceCustomTabLoadingWrapper from "../utils/custom-tabs/DataSourceCustomTabLoadingWrapper";
 import EntityCustomTabLoadingWrapper from "../utils/custom-tabs/EntityCustomTabLoadingWrapper";
 import DatasetCustomTabLoadingWrapper from "../utils/custom-tabs/DatasetCustomTabLoadingWrapper";
-import CurlGeneratorTab from "../pages/feature-views/CurlGeneratorTab";
 
 import {
   RegularFeatureViewCustomTabRegistrationInterface,
diff --git a/ui/src/graphics/ComputeEngineIcon.tsx b/ui/src/graphics/ComputeEngineIcon.tsx
new file mode 100644
index 00000000000..82873776ccf
--- /dev/null
+++ b/ui/src/graphics/ComputeEngineIcon.tsx
@@ -0,0 +1,41 @@
+import React from "react";
+
+const ComputeEngineIcon = (props: React.SVGProps<SVGSVGElement>) => {
+  return (
+    <svg {...props} viewBox="0 0 32 32" fill="none">
+      <path
+        d="M4 8C4 6.89543 4.89543 6 6 6H26C27.1046 6 28 6.89543 28 8V12C28 13.1046 27.1046 14 26 14H6C4.89543 14 4 13.1046 4 12V8Z"
+        fill="#0569EA"
+      />
+      <circle cx="8" cy="10" r="1.5" fill="white" />
+      <circle cx="12" cy="10" r="1.5" fill="white" />
+      <rect
+        x="16"
+        y="9"
+        width="8"
+        height="2"
+        rx="1"
+        fill="white"
+        opacity="0.6"
+      />
+      <path
+        d="M4 20C4 18.8954 4.89543 18 6 18H26C27.1046 18 28 18.8954 28 20V24C28 25.1046 27.1046 26 26 26H6C4.89543 26 4 25.1046 4 24V20Z"
+        fill="#0569EA"
+        opacity="0.6"
+      />
+      <circle cx="8" cy="22" r="1.5" fill="white" />
+      <circle cx="12" cy="22" r="1.5" fill="white" />
+      <rect
+        x="16"
+        y="21"
+        width="8"
+        height="2"
+        rx="1"
+        fill="white"
+        opacity="0.6"
+      />
+    </svg>
+  );
+};
+
+export { ComputeEngineIcon };
diff --git a/ui/src/graphics/JobsIcon.tsx b/ui/src/graphics/JobsIcon.tsx
new file mode 100644
index 00000000000..35f4c80af7c
--- /dev/null
+++ b/ui/src/graphics/JobsIcon.tsx
@@ -0,0 +1,18 @@
+import React from "react";
+
+const JobsIcon = (props: React.SVGProps<SVGSVGElement>) => {
+  return (
+    <svg {...props} viewBox="0 0 32 32" fill="none">
+      <path
+        d="M16 4C9.37258 4 4 9.37258 4 16C4 22.6274 9.37258 28 16 28C22.6274 28 28 22.6274 28 16C28 9.37258 22.6274 4 16 4ZM16 6.5C21.2467 6.5 25.5 10.7533 25.5 16C25.5 21.2467 21.2467 25.5 16 25.5C10.7533 25.5 6.5 21.2467 6.5 16C6.5 10.7533 10.7533 6.5 16 6.5Z"
+        fill="#0569EA"
+      />
+      <path
+        d="M15 10V16.414L19.293 20.707L20.707 19.293L17 15.586V10H15Z"
+        fill="#0569EA"
+      />
+    </svg>
+  );
+};
+
+export { JobsIcon };
diff --git a/ui/src/graphics/LabelViewIcon.tsx b/ui/src/graphics/LabelViewIcon.tsx
new file mode 100644
index 00000000000..d154e8731a1
--- /dev/null
+++ b/ui/src/graphics/LabelViewIcon.tsx
@@ -0,0 +1,28 @@
+import React from "react";
+
+const LabelViewIcon = (props: React.SVGProps<SVGSVGElement>) => {
+  return (
+    <svg
+      {...props}
+      viewBox="0 0 32 32"
+      fill="none"
+      xmlns="http://www.w3.org/2000/svg"
+    >
+      <path
+        d="M4 7C4 5.34315 5.34315 4 7 4H17.5858C18.1162 4 18.6249 4.21071 19 4.58579L27.4142 13C27.7893 13.3751 28 13.8838 28 14.4142V25C28 26.6569 26.6569 28 25 28H7C5.34315 28 4 26.6569 4 25V7Z"
+        stroke="#0569EA"
+        strokeWidth="2.5"
+        fill="none"
+      />
+      <circle cx="10" cy="10" r="2" fill="#0569EA" />
+      <path
+        d="M10 17H22M10 21H18"
+        stroke="#0569EA"
+        strokeWidth="2"
+        strokeLinecap="round"
+      />
+    </svg>
+  );
+};
+
+export { LabelViewIcon };
diff --git a/ui/src/graphics/data-source-icons.tsx b/ui/src/graphics/data-source-icons.tsx
new file mode 100644
index 00000000000..813c714a560
--- /dev/null
+++ b/ui/src/graphics/data-source-icons.tsx
@@ -0,0 +1,377 @@
+import React from "react";
+
+export const BigQueryIcon = (props: React.SVGProps<SVGSVGElement>) => (
+  <svg {...props} viewBox="0 0 64 64" fill="none">
+    <path
+      d="M14.5 51.5l-2.3-2.3c-5.7-5.7-8.2-14-6.7-21.8 1.5-7.7 6.7-14.2 13.9-17.3 7.1-3.1 15.3-2.5 21.9 1.7l-2.5 3.3c-5.4-3.5-12.2-3.9-18-1.4-5.9 2.5-10.2 7.9-11.4 14.2-1.3 6.4.8 13.2 5.5 17.9l-0.4 5.7z"
+      fill="#4285F4"
+    />
+    <path
+      d="M51.5 49.7L45.8 50l0.3-5.6c4.7-4.7 6.8-11.5 5.5-17.9-1.3-6.4-5.5-11.7-11.4-14.2l1.1-3.7c7.2 3.1 12.4 9.6 13.9 17.3 1.5 7.8-1 16.1-6.7 21.8l3 2z"
+      fill="#4285F4"
+    />
+    <path
+      d="M32 22c5.5 0 10 4.5 10 10s-4.5 10-10 10-10-4.5-10-10 4.5-10 10-10zm0 4c-3.3 0-6 2.7-6 6s2.7 6 6 6 6-2.7 6-6-2.7-6-6-6z"
+      fill="#4285F4"
+    />
+    <path d="M32 34h12v4H32z" fill="#4285F4" />
+  </svg>
+);
+
+export const SnowflakeIcon = (props: React.SVGProps<SVGSVGElement>) => (
+  <svg {...props} viewBox="0 0 64 64" fill="none">
+    <path
+      d="M32 4v56M11.1 20l41.8 24M11.1 44l41.8-24"
+      stroke="#29B5E8"
+      strokeWidth="4"
+      strokeLinecap="round"
+    />
+    <path
+      d="M32 4l-5 5M32 4l5 5M32 60l-5-5M32 60l5-5M11.1 20l1.5 6.5M11.1 20l6.5-1.5M52.9 44l-1.5-6.5M52.9 44l-6.5 1.5M11.1 44l1.5-6.5M11.1 44l6.5 1.5M52.9 20l-1.5 6.5M52.9 20l-6.5-1.5"
+      stroke="#29B5E8"
+      strokeWidth="3"
+      strokeLinecap="round"
+    />
+  </svg>
+);
+
+export const RedshiftIcon = (props: React.SVGProps<SVGSVGElement>) => (
+  <svg {...props} viewBox="0 0 64 64" fill="none">
+    <path d="M32 8L12 20v24l20 12 20-12V20L32 8z" fill="#205B97" />
+    <path d="M32 8L12 20l20 12 20-12L32 8z" fill="#5294CF" />
+    <path d="M32 32v24l20-12V20L32 32z" fill="#2E73B8" />
+    <path d="M32 32L12 20v24l20 12V32z" fill="#205B97" />
+  </svg>
+);
+
+export const KafkaIcon = (props: React.SVGProps<SVGSVGElement>) => (
+  <svg {...props} viewBox="0 0 64 64" fill="none">
+    <circle cx="32" cy="20" r="6" fill="#231F20" />
+    <circle cx="20" cy="38" r="5" fill="#231F20" />
+    <circle cx="44" cy="38" r="5" fill="#231F20" />
+    <circle cx="32" cy="50" r="4" fill="#231F20" />
+    <circle cx="18" cy="26" r="4" fill="#231F20" />
+    <circle cx="46" cy="26" r="4" fill="#231F20" />
+    <line x1="32" y1="26" x2="32" y2="46" stroke="#231F20" strokeWidth="2" />
+    <line x1="27" y1="22" x2="22" y2="26" stroke="#231F20" strokeWidth="2" />
+    <line x1="37" y1="22" x2="42" y2="26" stroke="#231F20" strokeWidth="2" />
+    <line x1="20" y1="30" x2="21" y2="33" stroke="#231F20" strokeWidth="2" />
+    <line x1="44" y1="30" x2="43" y2="33" stroke="#231F20" strokeWidth="2" />
+    <line x1="24" y1="40" x2="28" y2="48" stroke="#231F20" strokeWidth="2" />
+    <line x1="40" y1="40" x2="36" y2="48" stroke="#231F20" strokeWidth="2" />
+  </svg>
+);
+
+export const SparkIcon = (props: React.SVGProps<SVGSVGElement>) => (
+  <svg {...props} viewBox="0 0 64 64" fill="none">
+    <path
+      d="M32 6c-2 8-8 14-14 18 6 2 12 8 14 16 2-8 8-14 14-16-6-4-12-10-14-18z"
+      fill="#E25A1C"
+    />
+    <path
+      d="M18 36c-1.5 5-5 9-9 12 4 1.5 8 5.5 9 10 1.5-5 5-9 9-10-4-3-7.5-7-9-12z"
+      fill="#E25A1C"
+      opacity="0.7"
+    />
+    <path
+      d="M46 36c-1 4-4 7-7 9 3 1 6 4.5 7 8 1-4 4-7 7-8-3-2-6-5-7-9z"
+      fill="#E25A1C"
+      opacity="0.5"
+    />
+  </svg>
+);
+
+export const FileIcon = (props: React.SVGProps<SVGSVGElement>) => (
+  <svg {...props} viewBox="0 0 64 64" fill="none">
+    <path
+      d="M16 8h22l12 12v36a2 2 0 01-2 2H16a2 2 0 01-2-2V10a2 2 0 012-2z"
+      fill="#4CAF50"
+      opacity="0.9"
+    />
+    <path d="M38 8l12 12H40a2 2 0 01-2-2V8z" fill="#388E3C" />
+    <rect
+      x="20"
+      y="28"
+      width="24"
+      height="2"
+      rx="1"
+      fill="white"
+      opacity="0.7"
+    />
+    <rect
+      x="20"
+      y="34"
+      width="20"
+      height="2"
+      rx="1"
+      fill="white"
+      opacity="0.7"
+    />
+    <rect
+      x="20"
+      y="40"
+      width="22"
+      height="2"
+      rx="1"
+      fill="white"
+      opacity="0.7"
+    />
+    <rect
+      x="20"
+      y="46"
+      width="16"
+      height="2"
+      rx="1"
+      fill="white"
+      opacity="0.7"
+    />
+  </svg>
+);
+
+export const RequestSourceIcon = (props: React.SVGProps<SVGSVGElement>) => (
+  <svg {...props} viewBox="0 0 64 64" fill="none">
+    <rect
+      x="10"
+      y="14"
+      width="44"
+      height="36"
+      rx="4"
+      fill="#7B61FF"
+      opacity="0.9"
+    />
+    <path d="M20 28l6 4-6 4V28z" fill="white" />
+    <rect
+      x="30"
+      y="30"
+      width="14"
+      height="4"
+      rx="2"
+      fill="white"
+      opacity="0.7"
+    />
+    <rect
+      x="14"
+      y="18"
+      width="8"
+      height="3"
+      rx="1.5"
+      fill="white"
+      opacity="0.5"
+    />
+    <circle cx="48" cy="19.5" r="2" fill="#4CAF50" />
+  </svg>
+);
+
+export const PushSourceIcon = (props: React.SVGProps<SVGSVGElement>) => (
+  <svg {...props} viewBox="0 0 64 64" fill="none">
+    <rect
+      x="14"
+      y="16"
+      width="36"
+      height="32"
+      rx="3"
+      fill="#FF6B35"
+      opacity="0.9"
+    />
+    <path
+      d="M32 24v16M26 34l6 6 6-6"
+      stroke="white"
+      strokeWidth="3"
+      strokeLinecap="round"
+      strokeLinejoin="round"
+    />
+    <rect x="22" y="12" width="20" height="4" rx="2" fill="#FF6B35" />
+  </svg>
+);
+
+export const KinesisIcon = (props: React.SVGProps<SVGSVGElement>) => (
+  <svg {...props} viewBox="0 0 64 64" fill="none">
+    <path d="M16 12h6l10 20-10 20h-6l10-20L16 12z" fill="#FF9900" />
+    <path
+      d="M28 12h6l10 20-10 20h-6l10-20L28 12z"
+      fill="#FF9900"
+      opacity="0.7"
+    />
+    <path
+      d="M40 12h6l10 20-10 20h-6l10-20L40 12z"
+      fill="#FF9900"
+      opacity="0.5"
+    />
+  </svg>
+);
+
+export const TrinoIcon = (props: React.SVGProps<SVGSVGElement>) => (
+  <svg {...props} viewBox="0 0 64 64" fill="none">
+    <circle cx="32" cy="32" r="22" fill="#DD00A1" opacity="0.1" />
+    <path
+      d="M32 10c-12.15 0-22 9.85-22 22s9.85 22 22 22 22-9.85 22-22-9.85-22-22-22zm0 4c9.94 0 18 8.06 18 18s-8.06 18-18 18-18-8.06-18-18 8.06-18 18-18z"
+      fill="#DD00A1"
+    />
+    <path d="M26 26h4v12h-4zM34 22h4v16h-4z" fill="#DD00A1" />
+    <circle cx="28" cy="22" r="2.5" fill="#DD00A1" />
+    <circle cx="36" cy="42" r="2.5" fill="#DD00A1" />
+  </svg>
+);
+
+export const AthenaIcon = (props: React.SVGProps<SVGSVGElement>) => (
+  <svg {...props} viewBox="0 0 64 64" fill="none">
+    <path
+      d="M32 8L14 56h6l4-12h16l4 12h6L32 8zm0 12l6 20H26l6-20z"
+      fill="#8C4FFF"
+    />
+    <rect
+      x="20"
+      y="48"
+      width="24"
+      height="3"
+      rx="1.5"
+      fill="#8C4FFF"
+      opacity="0.5"
+    />
+  </svg>
+);
+
+export const CustomSourceIcon = (props: React.SVGProps<SVGSVGElement>) => (
+  <svg {...props} viewBox="0 0 64 64" fill="none">
+    <rect
+      x="12"
+      y="12"
+      width="40"
+      height="40"
+      rx="6"
+      fill="#607D8B"
+      opacity="0.15"
+    />
+    <path
+      d="M24 28l-6 4 6 4M40 28l6 4-6 4M35 22l-6 20"
+      stroke="#607D8B"
+      strokeWidth="3"
+      strokeLinecap="round"
+      strokeLinejoin="round"
+    />
+  </svg>
+);
+
+export const RayIcon = (props: React.SVGProps<SVGSVGElement>) => (
+  <svg {...props} viewBox="0 0 64 64" fill="none">
+    <circle cx="32" cy="32" r="20" fill="#00A2E8" opacity="0.12" />
+    <path
+      d="M32 12v40M12 32h40M18 18l28 28M46 18L18 46"
+      stroke="#00A2E8"
+      strokeWidth="3"
+      strokeLinecap="round"
+    />
+    <circle cx="32" cy="32" r="5" fill="#00A2E8" />
+  </svg>
+);
+
+export const PostgresIcon = (props: React.SVGProps<SVGSVGElement>) => (
+  <svg {...props} viewBox="0 0 64 64" fill="none">
+    <path
+      d="M32 8C20 8 14 14 14 22c0 6 4 10 4 14v8c0 6 6 12 14 12s14-6 14-12v-8c0-4 4-8 4-14 0-8-6-14-18-14z"
+      fill="#336791"
+      opacity="0.9"
+    />
+    <ellipse cx="32" cy="22" rx="12" ry="8" fill="#336791" />
+    <ellipse cx="32" cy="22" rx="10" ry="6" fill="white" opacity="0.3" />
+    <path
+      d="M26 30v12c0 4 3 7 6 7s6-3 6-7V30"
+      stroke="white"
+      strokeWidth="2"
+      opacity="0.5"
+    />
+  </svg>
+);
+
+export const MongoDBIcon = (props: React.SVGProps<SVGSVGElement>) => (
+  <svg {...props} viewBox="0 0 64 64" fill="none">
+    <path
+      d="M32 6c-1.5 8-4 14-4 22 0 10 2 18 4 30 2-12 4-20 4-30 0-8-2.5-14-4-22z"
+      fill="#00ED64"
+    />
+    <path
+      d="M32 6c-6 10-16 16-16 28 0 10 8 18 16 24"
+      fill="#00684A"
+      opacity="0.6"
+    />
+    <path
+      d="M32 6c6 10 16 16 16 28 0 10-8 18-16 24"
+      fill="#00ED64"
+      opacity="0.6"
+    />
+  </svg>
+);
+
+export const SqlServerIcon = (props: React.SVGProps<SVGSVGElement>) => (
+  <svg {...props} viewBox="0 0 64 64" fill="none">
+    <rect
+      x="12"
+      y="16"
+      width="40"
+      height="32"
+      rx="4"
+      fill="#CC2927"
+      opacity="0.9"
+    />
+    <path d="M20 28h8v2h-8zM20 34h12v2H20z" fill="white" opacity="0.7" />
+    <ellipse cx="42" cy="26" rx="6" ry="4" fill="white" opacity="0.5" />
+    <path
+      d="M36 26v12c0 2 3 4 6 4s6-2 6-4V26"
+      stroke="white"
+      strokeWidth="1.5"
+      opacity="0.5"
+    />
+  </svg>
+);
+
+export const OracleIcon = (props: React.SVGProps<SVGSVGElement>) => (
+  <svg {...props} viewBox="0 0 64 64" fill="none">
+    <rect
+      x="10"
+      y="20"
+      width="44"
+      height="24"
+      rx="12"
+      fill="#F80000"
+      opacity="0.9"
+    />
+    <rect
+      x="16"
+      y="26"
+      width="32"
+      height="12"
+      rx="6"
+      fill="white"
+      opacity="0.3"
+    />
+    <text
+      x="32"
+      y="36"
+      textAnchor="middle"
+      fill="white"
+      fontSize="10"
+      fontWeight="bold"
+    >
+      ORA
+    </text>
+  </svg>
+);
+
+export const CouchbaseIcon = (props: React.SVGProps<SVGSVGElement>) => (
+  <svg {...props} viewBox="0 0 64 64" fill="none">
+    <circle cx="32" cy="32" r="22" fill="#EA2328" opacity="0.15" />
+    <circle cx="32" cy="32" r="16" fill="#EA2328" opacity="0.3" />
+    <circle cx="32" cy="32" r="8" fill="#EA2328" />
+    <path d="M32 24v16M24 32h16" stroke="white" strokeWidth="2" />
+  </svg>
+);
+
+export const ClickHouseIcon = (props: React.SVGProps<SVGSVGElement>) => (
+  <svg {...props} viewBox="0 0 64 64" fill="none">
+    <rect x="14" y="12" width="6" height="40" fill="#FFCC00" />
+    <rect x="22" y="12" width="6" height="40" fill="#FFCC00" />
+    <rect x="30" y="12" width="6" height="40" fill="#FFCC00" />
+    <rect x="38" y="12" width="6" height="40" fill="#FFCC00" />
+    <rect x="46" y="20" width="6" height="24" rx="3" fill="#FFCC00" />
+  </svg>
+);
diff --git a/ui/src/hooks/useFCOExploreSuggestions.ts b/ui/src/hooks/useFCOExploreSuggestions.ts
index 43a0e1bea3f..838d6738265 100644
--- a/ui/src/hooks/useFCOExploreSuggestions.ts
+++ b/ui/src/hooks/useFCOExploreSuggestions.ts
@@ -22,6 +22,12 @@ const FCO_TO_URL_NAME_MAP: Record<FEAST_FCO_TYPES, string> = {
   entity: "/entity",
   featureView: "/feature-view",
   featureService: "/feature-service",
+  labelView: "/label-view",
+  savedDataset: "/data-set",
+  mlflowRun: "/mlflow-run",
+  mlflowModel: "/mlflow-model",
+  openlineageJob: "/lineage",
+  openlineageDataset: "/lineage",
 };
 
 const createSearchLink = (
diff --git a/ui/src/hooks/useRegistryRefresh.ts b/ui/src/hooks/useRegistryRefresh.ts
new file mode 100644
index 00000000000..cb684cf5636
--- /dev/null
+++ b/ui/src/hooks/useRegistryRefresh.ts
@@ -0,0 +1,80 @@
+import { useCallback, useContext, useState } from "react";
+import { useQueryClient } from "react-query";
+import {
+  ProjectListContext,
+  ProjectsListSchema,
+} from "../contexts/ProjectListContext";
+import { useDataMode } from "../contexts/DataModeContext";
+
+interface Toast {
+  id: string;
+  title: string;
+  color: "success" | "danger";
+  iconType: string;
+}
+
+const useRegistryRefresh = () => {
+  const [refreshing, setRefreshing] = useState(false);
+  const [toasts, setToasts] = useState<Toast[]>([]);
+  const queryClient = useQueryClient();
+  const projectListCtx = useContext(ProjectListContext);
+  const basename = projectListCtx?.basename || "";
+  const { fetchOptions } = useDataMode();
+
+  const removeToast = useCallback((removedToast: { id: string }) => {
+    setToasts((prev) => prev.filter((t) => t.id !== removedToast.id));
+  }, []);
+
+  const handleRefresh = useCallback(async () => {
+    setRefreshing(true);
+    try {
+      const refreshRes = await fetch(`${basename}/api/v1/registry/refresh`, {
+        method: "POST",
+        headers: { ...fetchOptions?.headers },
+        credentials: fetchOptions?.credentials,
+      });
+      if (!refreshRes.ok) {
+        throw new Error(`Registry refresh failed (${refreshRes.status})`);
+      }
+      const res = await fetch(`${basename}/projects-list.json`, {
+        headers: {
+          "Content-Type": "application/json",
+          ...fetchOptions?.headers,
+        },
+        credentials: fetchOptions?.credentials,
+      });
+      if (!res.ok) {
+        throw new Error(`Failed to fetch project list (${res.status})`);
+      }
+      const json = await res.json();
+      const parsed = ProjectsListSchema.parse(json);
+      queryClient.setQueryData("feast-projects-list", parsed);
+      await queryClient.invalidateQueries("registry-rest-bulk");
+      setToasts((prev) => [
+        ...prev,
+        {
+          id: String(Date.now()),
+          title: "Refresh successful",
+          color: "success" as const,
+          iconType: "check",
+        },
+      ]);
+    } catch {
+      setToasts((prev) => [
+        ...prev,
+        {
+          id: String(Date.now()),
+          title: "Refresh failed",
+          color: "danger" as const,
+          iconType: "alert",
+        },
+      ]);
+    } finally {
+      setRefreshing(false);
+    }
+  }, [basename, queryClient, fetchOptions]);
+
+  return { refreshing, toasts, handleRefresh, removeToast };
+};
+
+export default useRegistryRefresh;
diff --git a/ui/src/hooks/useTagsAggregation.ts b/ui/src/hooks/useTagsAggregation.ts
index 5d36fd54285..9ad0d78d6f5 100644
--- a/ui/src/hooks/useTagsAggregation.ts
+++ b/ui/src/hooks/useTagsAggregation.ts
@@ -1,13 +1,13 @@
-import { useContext, useMemo } from "react";
-import RegistryPathContext from "../contexts/RegistryPathContext";
-import useLoadRegistry from "../queries/useLoadRegistry";
-import { feast } from "../protos";
+import { useMemo } from "react";
+import { useParams } from "react-router-dom";
+import useResourceQuery, {
+  featureViewListPath,
+  featureServiceListPath,
+} from "../queries/useResourceQuery";
 
-// Usage of generic type parameter T
-// https://stackoverflow.com/questions/53203409/how-to-tell-typescript-that-im-returning-an-array-of-arrays-of-the-input-type
 const buildTagCollection = <T>(
   array: T[],
-  recordExtractor: (unknownFCO: T) => Record<string, string> | undefined, // Assumes that tags are always a Record<string, string>
+  recordExtractor: (unknownFCO: T) => Record<string, string> | undefined,
 ): Record<string, Record<string, T[]>> => {
   const tagCollection = array.reduce(
     (memo: Record<string, Record<string, T[]>>, fco: T) => {
@@ -38,17 +38,17 @@ const buildTagCollection = <T>(
 };
 
 const useFeatureViewTagsAggregation = () => {
-  const registryUrl = useContext(RegistryPathContext);
-  const query = useLoadRegistry(registryUrl);
+  const { projectName } = useParams();
+  const query = useResourceQuery<any[]>({
+    resourceType: "tags-fvs",
+    project: projectName,
+    restPath: featureViewListPath(projectName),
+    restSelect: (d) => d.featureViews,
+  });
 
   const data = useMemo(() => {
-    return query.data && query.data.objects && query.data.objects.featureViews
-      ? buildTagCollection<feast.core.IFeatureView>(
-          query.data.objects.featureViews!,
-          (fv) => {
-            return fv.spec?.tags!;
-          },
-        )
+    return query.data
+      ? buildTagCollection<any>(query.data, (fv) => fv.spec?.tags)
       : undefined;
   }, [query.data]);
 
@@ -59,19 +59,17 @@ const useFeatureViewTagsAggregation = () => {
 };
 
 const useFeatureServiceTagsAggregation = () => {
-  const registryUrl = useContext(RegistryPathContext);
-  const query = useLoadRegistry(registryUrl);
+  const { projectName } = useParams();
+  const query = useResourceQuery<any[]>({
+    resourceType: "tags-fss",
+    project: projectName,
+    restPath: featureServiceListPath(projectName),
+    restSelect: (d) => d.featureServices,
+  });
 
   const data = useMemo(() => {
-    return query.data &&
-      query.data.objects &&
-      query.data.objects.featureServices
-      ? buildTagCollection<feast.core.IFeatureService>(
-          query.data.objects.featureServices,
-          (fs) => {
-            return fs.spec?.tags!;
-          },
-        )
+    return query.data
+      ? buildTagCollection<any>(query.data, (fs) => fs.spec?.tags)
       : undefined;
   }, [query.data]);
 
diff --git a/ui/src/mocks/handlers.ts b/ui/src/mocks/handlers.ts
index 1c32bb2cf87..d9fb8a031b7 100644
--- a/ui/src/mocks/handlers.ts
+++ b/ui/src/mocks/handlers.ts
@@ -1,10 +1,48 @@
 import { http, HttpResponse } from "msw";
 import { readFileSync } from "fs";
 import path from "path";
+import { feast } from "../protos";
 
-const registry = readFileSync(
+const registryBuf = readFileSync(
   path.resolve(__dirname, "../../public/registry.db"),
 );
+const parsedRegistry = feast.core.Registry.decode(registryBuf);
+
+const toJSON = (obj: any) => (obj && obj.toJSON ? obj.toJSON() : obj);
+
+const entitiesJSON = (parsedRegistry.entities || []).map(toJSON);
+const featureViewsJSON = (parsedRegistry.featureViews || []).map((fv) => ({
+  ...toJSON(fv),
+  type: "featureView",
+}));
+const onDemandFVsJSON = (parsedRegistry.onDemandFeatureViews || []).map(
+  (fv) => ({
+    ...toJSON(fv),
+    type: "onDemandFeatureView",
+  }),
+);
+const streamFVsJSON = (parsedRegistry.streamFeatureViews || []).map((fv) => ({
+  ...toJSON(fv),
+  type: "streamFeatureView",
+}));
+const allFeatureViewsJSON = [
+  ...featureViewsJSON,
+  ...onDemandFVsJSON,
+  ...streamFVsJSON,
+];
+const featureServicesJSON = (parsedRegistry.featureServices || []).map(toJSON);
+const dataSourcesJSON = (parsedRegistry.dataSources || []).map(toJSON);
+const savedDatasetsJSON = (parsedRegistry.savedDatasets || []).map(toJSON);
+const projectsJSON = (parsedRegistry.projects || []).map(toJSON);
+
+const allFeatures = featureViewsJSON.flatMap((fv: any) =>
+  (fv?.spec?.features || []).map((f: any) => ({
+    name: f.name,
+    featureViewName: fv.spec?.name,
+    valueType: f.valueType,
+    project: fv.spec?.project,
+  })),
+);
 
 const projectsListWithDefaultProject = http.get("/projects-list.json", () =>
   HttpResponse.json({
@@ -14,22 +52,266 @@ const projectsListWithDefaultProject = http.get("/projects-list.json", () =>
         name: "Credit Score Project",
         description: "Project for credit scoring team and associated models.",
         id: "credit_scoring_aws",
-        registryPath: "/registry.db", // Changed to match what the test expects
+        registryPath: "/api/v1",
       },
     ],
   }),
 );
 
-const creditHistoryRegistryPB = http.get("/registry.pb", () => {
-  return HttpResponse.arrayBuffer(registry.buffer);
-});
+// REST API list endpoints
+const restEntities = http.get("/api/v1/entities", () =>
+  HttpResponse.json({
+    entities: entitiesJSON,
+    pagination: {},
+    relationships: {},
+  }),
+);
+
+const restFeatureViews = http.get("/api/v1/feature_views", () =>
+  HttpResponse.json({
+    featureViews: allFeatureViewsJSON,
+    pagination: {},
+    relationships: {},
+  }),
+);
+
+const restFeatureServices = http.get("/api/v1/feature_services", () =>
+  HttpResponse.json({
+    featureServices: featureServicesJSON,
+    pagination: {},
+    relationships: {},
+  }),
+);
+
+const restDataSources = http.get("/api/v1/data_sources", () =>
+  HttpResponse.json({
+    dataSources: dataSourcesJSON,
+    pagination: {},
+    relationships: {},
+  }),
+);
+
+const restSavedDatasets = http.get("/api/v1/saved_datasets", () =>
+  HttpResponse.json({
+    savedDatasets: savedDatasetsJSON,
+    pagination: {},
+  }),
+);
+
+const restProjects = http.get("/api/v1/projects", () =>
+  HttpResponse.json({
+    projects: projectsJSON,
+    pagination: {},
+  }),
+);
+
+const restFeatures = http.get("/api/v1/features", () =>
+  HttpResponse.json({
+    features: allFeatures,
+    pagination: {},
+  }),
+);
 
-const creditHistoryRegistryDB = http.get("/registry.db", () => {
-  return HttpResponse.arrayBuffer(registry.buffer);
+const restPermissions = http.get("/api/v1/permissions", () =>
+  HttpResponse.json({
+    permissions: [],
+    pagination: {},
+  }),
+);
+
+// Detail endpoints
+const restFeatureViewDetail = http.get(
+  "/api/v1/feature_views/:name",
+  ({ params }) => {
+    const name = params.name as string;
+    const fv = allFeatureViewsJSON.find((f: any) => f.spec?.name === name);
+    if (!fv) return HttpResponse.json({ detail: "Not found" }, { status: 404 });
+    return HttpResponse.json(fv);
+  },
+);
+
+const restEntityDetail = http.get("/api/v1/entities/:name", ({ params }) => {
+  const name = params.name as string;
+  const entity = entitiesJSON.find((e: any) => e.spec?.name === name);
+  if (!entity)
+    return HttpResponse.json({ detail: "Not found" }, { status: 404 });
+  return HttpResponse.json(entity);
 });
 
-export {
+const restFeatureServiceDetail = http.get(
+  "/api/v1/feature_services/:name",
+  ({ params }) => {
+    const name = params.name as string;
+    const fs = featureServicesJSON.find((f: any) => f.spec?.name === name);
+    if (!fs) return HttpResponse.json({ detail: "Not found" }, { status: 404 });
+    return HttpResponse.json(fs);
+  },
+);
+
+const restDataSourceDetail = http.get(
+  "/api/v1/data_sources/:name",
+  ({ params }) => {
+    const name = params.name as string;
+    const ds = dataSourcesJSON.find((d: any) => d.name === name);
+    if (!ds) return HttpResponse.json({ detail: "Not found" }, { status: 404 });
+    return HttpResponse.json(ds);
+  },
+);
+
+const restFeatureDetail = http.get(
+  "/api/v1/features/:fvName/:featureName",
+  ({ params }) => {
+    const fvName = params.fvName as string;
+    const featureName = params.featureName as string;
+    const fv = allFeatureViewsJSON.find((f: any) => f.spec?.name === fvName);
+    if (!fv) return HttpResponse.json({ detail: "Not found" }, { status: 404 });
+    const feature = (fv as any).spec?.features?.find(
+      (f: any) => f.name === featureName,
+    );
+    if (!feature)
+      return HttpResponse.json({ detail: "Not found" }, { status: 404 });
+    return HttpResponse.json({
+      featureViewName: fvName,
+      featureName,
+      feature,
+      featureView: fv,
+    });
+  },
+);
+
+// "all" endpoints (for global search / all-projects view)
+const restEntitiesAll = http.get("/api/v1/entities/all", () =>
+  HttpResponse.json({
+    entities: entitiesJSON.map((e: any) => ({
+      ...e,
+      project: e.spec?.project,
+    })),
+    pagination: {},
+    relationships: {},
+  }),
+);
+
+const restFeatureViewsAll = http.get("/api/v1/feature_views/all", () =>
+  HttpResponse.json({
+    featureViews: allFeatureViewsJSON.map((fv: any) => ({
+      ...fv,
+      project: fv.spec?.project,
+    })),
+    pagination: {},
+    relationships: {},
+  }),
+);
+
+const restFeatureServicesAll = http.get("/api/v1/feature_services/all", () =>
+  HttpResponse.json({
+    featureServices: featureServicesJSON.map((fs: any) => ({
+      ...fs,
+      project: fs.spec?.project,
+    })),
+    pagination: {},
+    relationships: {},
+  }),
+);
+
+const restDataSourcesAll = http.get("/api/v1/data_sources/all", () =>
+  HttpResponse.json({
+    dataSources: dataSourcesJSON.map((ds: any) => ({
+      ...ds,
+      project: ds.project,
+    })),
+    pagination: {},
+    relationships: {},
+  }),
+);
+
+const restSavedDatasetsAll = http.get("/api/v1/saved_datasets/all", () =>
+  HttpResponse.json({
+    savedDatasets: savedDatasetsJSON,
+    pagination: {},
+  }),
+);
+
+const restFeaturesAll = http.get("/api/v1/features/all", () =>
+  HttpResponse.json({
+    features: allFeatures,
+    pagination: {},
+  }),
+);
+
+const restSavedDatasetDetail = http.get(
+  "/api/v1/saved_datasets/:name",
+  ({ params }) => {
+    const name = params.name as string;
+    const sd = savedDatasetsJSON.find((d: any) => d.spec?.name === name);
+    if (!sd) return HttpResponse.json({ detail: "Not found" }, { status: 404 });
+    return HttpResponse.json(sd);
+  },
+);
+
+const restLabelViews = http.get("/api/v1/label_views", () =>
+  HttpResponse.json({
+    featureViews: [],
+    pagination: {},
+    relationships: {},
+  }),
+);
+
+const restLabelViewsAll = http.get("/api/v1/label_views/all", () =>
+  HttpResponse.json({
+    featureViews: [],
+    pagination: {},
+    relationships: {},
+  }),
+);
+
+const restLabels = http.get("/api/v1/labels", () =>
+  HttpResponse.json({
+    labels: [],
+    pagination: {},
+  }),
+);
+
+const restLabelsAll = http.get("/api/v1/labels/all", () =>
+  HttpResponse.json({
+    labels: [],
+    pagination: {},
+  }),
+);
+
+const restMetrics = http.get("/api/v1/metrics/:type", () =>
+  HttpResponse.json({}),
+);
+
+const allRestHandlers = [
   projectsListWithDefaultProject,
-  creditHistoryRegistryPB as creditHistoryRegistry,
-  creditHistoryRegistryDB,
-};
+  // "all" endpoints must come before parameterized detail routes
+  restEntitiesAll,
+  restFeatureViewsAll,
+  restFeatureServicesAll,
+  restDataSourcesAll,
+  restSavedDatasetsAll,
+  restFeaturesAll,
+  restLabelViewsAll,
+  restLabelsAll,
+  // List endpoints
+  restEntities,
+  restFeatureViews,
+  restFeatureServices,
+  restDataSources,
+  restSavedDatasets,
+  restProjects,
+  restFeatures,
+  restLabelViews,
+  restLabels,
+  restPermissions,
+  // Detail endpoints
+  restFeatureViewDetail,
+  restEntityDetail,
+  restFeatureServiceDetail,
+  restDataSourceDetail,
+  restSavedDatasetDetail,
+  restFeatureDetail,
+  restMetrics,
+];
+
+export { projectsListWithDefaultProject, allRestHandlers };
diff --git a/ui/src/pages/Layout.tsx b/ui/src/pages/Layout.tsx
index 0e3341b8820..a951b9a2649 100644
--- a/ui/src/pages/Layout.tsx
+++ b/ui/src/pages/Layout.tsx
@@ -1,6 +1,7 @@
 import React, { useState, useRef, useEffect } from "react";
 
 import {
+  EuiGlobalToastList,
   EuiPage,
   EuiPageSidebar,
   EuiPageBody,
@@ -9,6 +10,13 @@ import {
   EuiSpacer,
   EuiFlexGroup,
   EuiFlexItem,
+  EuiAvatar,
+  EuiText,
+  EuiBadge,
+  EuiToolTip,
+  EuiPopover,
+  EuiButtonEmpty,
+  EuiIcon,
 } from "@elastic/eui";
 import { Outlet } from "react-router-dom";
 
@@ -26,14 +34,18 @@ import RegistrySearch, {
 } from "../components/RegistrySearch";
 import GlobalSearchShortcut from "../components/GlobalSearchShortcut";
 import CommandPalette from "../components/CommandPalette";
+import { useAuth } from "../contexts/AuthContext";
+import { RegistryRefreshContext } from "../contexts/RegistryRefreshContext";
+import useRegistryRefresh from "../hooks/useRegistryRefresh";
 
 const Layout = () => {
-  // Registry Path Context has to be inside Layout
-  // because it has to be under routes
-  // in order to use useParams
   let { projectName } = useParams();
   const [isCommandPaletteOpen, setIsCommandPaletteOpen] = useState(false);
+  const [isUserMenuOpen, setIsUserMenuOpen] = useState(false);
   const searchRef = useRef<RegistrySearchRef>(null);
+  const { user, logout, isAuthEnabled } = useAuth();
+  const { refreshing, toasts, handleRefresh, removeToast } =
+    useRegistryRefresh();
 
   const { data: projectsData } = useLoadProjectsList();
 
@@ -54,47 +66,6 @@ const Layout = () => {
   // Load unfiltered data for global search (across all projects)
   const { data: globalData } = useLoadRegistry(globalRegistryPath);
 
-  // Categories for page-level search (filtered to current project)
-  const categories = data
-    ? [
-        {
-          name: "Data Sources",
-          data: data.objects.dataSources || [],
-          getLink: (item: any) => `/p/${projectName}/data-source/${item.name}`,
-        },
-        {
-          name: "Entities",
-          data: data.objects.entities || [],
-          getLink: (item: any) => `/p/${projectName}/entity/${item.name}`,
-        },
-        {
-          name: "Features",
-          data: data.allFeatures || [],
-          getLink: (item: any) => {
-            const featureView = item?.featureView;
-            return featureView
-              ? `/p/${projectName}/feature-view/${featureView}/feature/${item.name}`
-              : "#";
-          },
-        },
-        {
-          name: "Feature Views",
-          data: data.mergedFVList || [],
-          getLink: (item: any) => `/p/${projectName}/feature-view/${item.name}`,
-        },
-        {
-          name: "Feature Services",
-          data: data.objects.featureServices || [],
-          getLink: (item: any) => {
-            const serviceName = item?.name || item?.spec?.name;
-            return serviceName
-              ? `/p/${projectName}/feature-service/${serviceName}`
-              : "#";
-          },
-        },
-      ]
-    : [];
-
   // Helper function to extract project ID from an item
   const getProjectId = (item: any): string => {
     // Try different possible locations for the project field
@@ -151,6 +122,18 @@ const Layout = () => {
             return `/p/${project}/feature-view/${item.name}`;
           },
         },
+        {
+          name: "Label Views",
+          data: (globalData.objects.labelViews || []).map((item: any) => ({
+            ...item,
+            projectId: getProjectId(item),
+          })),
+          getLink: (item: any) => {
+            const lvName = item?.name || item?.spec?.name;
+            const project = item?.projectId || getProjectId(item);
+            return `/p/${project}/label-view/${lvName}`;
+          },
+        },
         {
           name: "Feature Services",
           data: (globalData.objects.featureServices || []).map((item: any) => ({
@@ -188,52 +171,52 @@ const Layout = () => {
   }, []);
 
   return (
-    <RegistryPathContext.Provider value={registryPath}>
-      <GlobalSearchShortcut onOpen={handleSearchOpen} />
-      <CommandPalette
-        isOpen={isCommandPaletteOpen}
-        onClose={() => setIsCommandPaletteOpen(false)}
-        categories={globalCategories}
-      />
-      <EuiPage paddingSize="none" style={{ background: "transparent" }}>
-        <EuiPageSidebar
-          paddingSize="l"
-          sticky={{ offset: 0 }}
-          role={"navigation"}
-          aria-label={"Top Level"}
-        >
-          <FeastWordMark />
-          <EuiSpacer size="s" />
-          <ProjectSelector />
-          {registryPath && (
-            <React.Fragment>
-              <EuiHorizontalRule margin="s" />
-              <Sidebar />
-              <EuiSpacer size="l" />
-              <EuiHorizontalRule margin="s" />
+    <RegistryRefreshContext.Provider value={{ refreshing, handleRefresh }}>
+      <RegistryPathContext.Provider value={registryPath}>
+        <GlobalSearchShortcut onOpen={handleSearchOpen} />
+        <CommandPalette
+          isOpen={isCommandPaletteOpen}
+          onClose={() => setIsCommandPaletteOpen(false)}
+          categories={globalCategories}
+        />
+        <EuiPage paddingSize="none" style={{ background: "transparent" }}>
+          <EuiPageSidebar
+            paddingSize="l"
+            sticky={{ offset: 0 }}
+            role={"navigation"}
+            aria-label={"Top Level"}
+          >
+            <FeastWordMark />
+            <EuiSpacer size="s" />
+            <ProjectSelector />
+            {registryPath && (
+              <React.Fragment>
+                <EuiHorizontalRule margin="s" />
+                <Sidebar />
+                <EuiSpacer size="l" />
+                <EuiHorizontalRule margin="s" />
+                <div
+                  style={{
+                    display: "flex",
+                    justifyContent: "flex-start",
+                    alignItems: "center",
+                  }}
+                >
+                  <ThemeToggle />
+                </div>
+              </React.Fragment>
+            )}
+          </EuiPageSidebar>
+
+          <EuiPageBody>
+            <EuiErrorBoundary>
               <div
                 style={{
                   display: "flex",
-                  justifyContent: "flex-start",
-                  alignItems: "center",
+                  flexDirection: "column",
+                  height: "100vh",
                 }}
               >
-                <ThemeToggle />
-              </div>
-            </React.Fragment>
-          )}
-        </EuiPageSidebar>
-
-        <EuiPageBody>
-          <EuiErrorBoundary>
-            <div
-              style={{
-                display: "flex",
-                flexDirection: "column",
-                height: "100vh",
-              }}
-            >
-              {data && (
                 <div
                   style={{
                     position: "sticky",
@@ -242,38 +225,196 @@ const Layout = () => {
                     backgroundColor: "var(--euiPageBackgroundColor)",
                     borderBottom: "1px solid #D3DAE6",
                     boxShadow: "0px 1px 5px rgba(0, 0, 0, 0.05)",
-                    padding: "16px",
+                    padding: "12px 16px",
                     width: "100%",
                   }}
                 >
-                  <EuiFlexGroup justifyContent="center">
-                    <EuiFlexItem
-                      grow={false}
-                      style={{ width: "600px", maxWidth: "90%" }}
-                    >
-                      <RegistrySearch
-                        ref={searchRef}
-                        categories={globalCategories}
-                      />
-                    </EuiFlexItem>
+                  <EuiFlexGroup alignItems="center" gutterSize="m">
+                    {data && (
+                      <EuiFlexItem>
+                        <div
+                          style={{
+                            maxWidth: 600,
+                            margin: "0 auto",
+                            width: "100%",
+                          }}
+                        >
+                          <RegistrySearch
+                            ref={searchRef}
+                            categories={globalCategories}
+                          />
+                        </div>
+                      </EuiFlexItem>
+                    )}
+                    {!data && <EuiFlexItem />}
+
+                    {projectName && (
+                      <EuiFlexItem grow={false}>
+                        <EuiButtonEmpty
+                          iconType="refresh"
+                          onClick={handleRefresh}
+                          isLoading={refreshing}
+                          isDisabled={refreshing}
+                          size="s"
+                        >
+                          Refresh
+                        </EuiButtonEmpty>
+                      </EuiFlexItem>
+                    )}
+
+                    {isAuthEnabled && user && (
+                      <EuiFlexItem grow={false}>
+                        <EuiPopover
+                          button={
+                            <button
+                              onClick={() => setIsUserMenuOpen((v) => !v)}
+                              style={{
+                                display: "flex",
+                                alignItems: "center",
+                                gap: 8,
+                                background: "none",
+                                border: "none",
+                                cursor: "pointer",
+                                padding: "4px 8px",
+                                borderRadius: 6,
+                              }}
+                              aria-label="User menu"
+                            >
+                              <EuiAvatar
+                                name={user.username}
+                                size="s"
+                                color="#0061a6"
+                              />
+                              <EuiText size="xs">
+                                <strong>{user.username}</strong>
+                              </EuiText>
+                              <EuiIcon type="arrowDown" size="s" />
+                            </button>
+                          }
+                          isOpen={isUserMenuOpen}
+                          closePopover={() => setIsUserMenuOpen(false)}
+                          anchorPosition="downRight"
+                          panelPaddingSize="m"
+                        >
+                          <div style={{ minWidth: 220 }}>
+                            <EuiFlexGroup
+                              gutterSize="s"
+                              alignItems="center"
+                              responsive={false}
+                            >
+                              <EuiFlexItem grow={false}>
+                                <EuiAvatar
+                                  name={user.username}
+                                  size="m"
+                                  color="#0061a6"
+                                />
+                              </EuiFlexItem>
+                              <EuiFlexItem>
+                                <EuiText size="s">
+                                  <strong>{user.username}</strong>
+                                </EuiText>
+                                {user.email && (
+                                  <EuiText size="xs" color="subdued">
+                                    {user.email}
+                                  </EuiText>
+                                )}
+                              </EuiFlexItem>
+                            </EuiFlexGroup>
+
+                            {user.roles.length > 0 && (
+                              <>
+                                <EuiHorizontalRule margin="s" />
+                                <EuiText size="xs" color="subdued">
+                                  <strong>Roles</strong>
+                                </EuiText>
+                                <EuiSpacer size="xs" />
+                                <div
+                                  style={{
+                                    display: "flex",
+                                    flexWrap: "wrap",
+                                    gap: 4,
+                                  }}
+                                >
+                                  {user.roles
+                                    .filter(
+                                      (r) =>
+                                        ![
+                                          "default-roles-feast",
+                                          "offline_access",
+                                          "uma_authorization",
+                                        ].includes(r),
+                                    )
+                                    .map((role) => (
+                                      <EuiToolTip content={role} key={role}>
+                                        <EuiBadge color="hollow">
+                                          {role}
+                                        </EuiBadge>
+                                      </EuiToolTip>
+                                    ))}
+                                </div>
+                              </>
+                            )}
+
+                            {user.groups.length > 0 && (
+                              <>
+                                <EuiSpacer size="s" />
+                                <EuiText size="xs" color="subdued">
+                                  <strong>Groups</strong>
+                                </EuiText>
+                                <EuiSpacer size="xs" />
+                                <div
+                                  style={{
+                                    display: "flex",
+                                    flexWrap: "wrap",
+                                    gap: 4,
+                                  }}
+                                >
+                                  {user.groups.map((group) => (
+                                    <EuiBadge color="default" key={group}>
+                                      {group}
+                                    </EuiBadge>
+                                  ))}
+                                </div>
+                              </>
+                            )}
+
+                            <EuiHorizontalRule margin="s" />
+                            <EuiButtonEmpty
+                              size="s"
+                              iconType="exit"
+                              onClick={logout}
+                              color="danger"
+                              flush="left"
+                            >
+                              Sign out
+                            </EuiButtonEmpty>
+                          </div>
+                        </EuiPopover>
+                      </EuiFlexItem>
+                    )}
                   </EuiFlexGroup>
                 </div>
-              )}
-              <div
-                style={{
-                  flexGrow: 1,
-                  overflow: "auto",
-                  padding: "16px",
-                  height: "calc(100vh - 70px)",
-                }}
-              >
-                <Outlet />
+                <div
+                  style={{
+                    flexGrow: 1,
+                    overflow: "auto",
+                    padding: "16px",
+                    height: "calc(100vh - 70px)",
+                  }}
+                >
+                  <Outlet />
+                </div>
               </div>
-            </div>
-          </EuiErrorBoundary>
-        </EuiPageBody>
-      </EuiPage>
-    </RegistryPathContext.Provider>
+            </EuiErrorBoundary>
+          </EuiPageBody>
+        </EuiPage>
+        <EuiGlobalToastList
+          toasts={toasts}
+          dismissToast={removeToast}
+          toastLifeTimeMs={3000}
+        />
+      </RegistryPathContext.Provider>
+    </RegistryRefreshContext.Provider>
   );
 };
 
diff --git a/ui/src/pages/ProjectOverviewPage.tsx b/ui/src/pages/ProjectOverviewPage.tsx
index 839fbcc5d89..017c32d56e7 100644
--- a/ui/src/pages/ProjectOverviewPage.tsx
+++ b/ui/src/pages/ProjectOverviewPage.tsx
@@ -1,4 +1,4 @@
-import React, { useContext } from "react";
+import React from "react";
 import {
   EuiPageTemplate,
   EuiText,
@@ -7,8 +7,6 @@ import {
   EuiTitle,
   EuiSpacer,
   EuiSkeletonText,
-  EuiEmptyPrompt,
-  EuiFieldSearch,
   EuiPanel,
   EuiStat,
   EuiCard,
@@ -17,54 +15,107 @@ import {
 import { useDocumentTitle } from "../hooks/useDocumentTitle";
 import ObjectsCountStats from "../components/ObjectsCountStats";
 import ExplorePanel from "../components/ExplorePanel";
-import useLoadRegistry from "../queries/useLoadRegistry";
-import RegistryPathContext from "../contexts/RegistryPathContext";
-import RegistryVisualizationTab from "../components/RegistryVisualizationTab";
-import RegistrySearch from "../components/RegistrySearch";
+import useResourceQuery, {
+  restFeatureViewsToMergedList,
+  restLabelViewsFromResponse,
+} from "../queries/useResourceQuery";
 import { useParams, useNavigate } from "react-router-dom";
 import { useLoadProjectsList } from "../contexts/ProjectListContext";
+import type { genericFVType } from "../parsers/mergedFVTypes";
+
+const getItemProject = (item: any): string =>
+  item?.project || item?.spec?.project || "";
 
 // Component for "All Projects" view
 const AllProjectsDashboard = () => {
-  const registryUrl = useContext(RegistryPathContext);
   const navigate = useNavigate();
   const { data: projectsData } = useLoadProjectsList();
-  const { data: registryData } = useLoadRegistry(registryUrl);
 
-  if (!registryData) {
+  const fvQuery = useResourceQuery<genericFVType[]>({
+    resourceType: "all-proj-fvs",
+    restPath: "/feature_views/all?limit=100&include_relationships=true",
+    restSelect: restFeatureViewsToMergedList,
+  });
+
+  const entQuery = useResourceQuery<any[]>({
+    resourceType: "all-proj-entities",
+    restPath: "/entities/all?limit=100",
+    restSelect: (d) => d.entities,
+  });
+
+  const dsQuery = useResourceQuery<any[]>({
+    resourceType: "all-proj-ds",
+    restPath: "/data_sources/all?limit=100",
+    restSelect: (d) => d.dataSources,
+  });
+
+  const fsQuery = useResourceQuery<any[]>({
+    resourceType: "all-proj-fs",
+    restPath: "/feature_services/all?limit=100",
+    restSelect: (d) => d.featureServices,
+  });
+
+  const featQuery = useResourceQuery<any[]>({
+    resourceType: "all-proj-features",
+    restPath: "/features/all?limit=100",
+    restSelect: (d) => d.features,
+  });
+
+  const lvQuery = useResourceQuery<any[]>({
+    resourceType: "all-proj-lvs",
+    restPath: "/label_views/all?limit=100&include_relationships=true",
+    restSelect: restLabelViewsFromResponse,
+  });
+
+  const settled = (q: { isSuccess: boolean; isError: boolean }) =>
+    q.isSuccess || q.isError;
+  const allSettled =
+    settled(fvQuery) &&
+    settled(entQuery) &&
+    settled(dsQuery) &&
+    settled(fsQuery) &&
+    settled(featQuery) &&
+    settled(lvQuery);
+
+  if (!allSettled) {
     return <EuiSkeletonText lines={10} />;
   }
 
-  // Calculate total counts across all projects
+  const allFVs = fvQuery.data || [];
+  const allEntities = entQuery.data || [];
+  const allDS = dsQuery.data || [];
+  const allFS = fsQuery.data || [];
+  const allFeatures = featQuery.data || [];
+  const allLabelViews = lvQuery.data || [];
+
   const totalCounts = {
-    featureViews: registryData.objects.featureViews?.length || 0,
-    entities: registryData.objects.entities?.length || 0,
-    dataSources: registryData.objects.dataSources?.length || 0,
-    featureServices: registryData.objects.featureServices?.length || 0,
-    features: registryData.allFeatures?.length || 0,
+    featureViews: fvQuery.isPermissionDenied ? null : allFVs.length,
+    entities: entQuery.isPermissionDenied ? null : allEntities.length,
+    dataSources: dsQuery.isPermissionDenied ? null : allDS.length,
+    featureServices: fsQuery.isPermissionDenied ? null : allFS.length,
+    features: featQuery.isPermissionDenied ? null : allFeatures.length,
+    labelViews: lvQuery.isPermissionDenied ? null : allLabelViews.length,
   };
 
-  // Get projects from registry and count their objects
   const projects = projectsData?.projects.filter((p) => p.id !== "all") || [];
   const projectStats = projects.map((project) => {
-    const projectFVs =
-      registryData.objects.featureViews?.filter(
-        (fv: any) => fv?.spec?.project === project.id,
-      ) || [];
-    const projectEntities =
-      registryData.objects.entities?.filter(
-        (e: any) => e?.spec?.project === project.id,
-      ) || [];
-    const projectFeatures =
-      registryData.allFeatures?.filter((f: any) => f?.project === project.id) ||
-      [];
+    const matchesProject = (item: any) => getItemProject(item) === project.id;
 
     return {
       ...project,
       counts: {
-        featureViews: projectFVs.length,
-        entities: projectEntities.length,
-        features: projectFeatures.length,
+        featureViews: fvQuery.isPermissionDenied
+          ? null
+          : allFVs.filter((fv: any) => matchesProject(fv.object || fv)).length,
+        entities: entQuery.isPermissionDenied
+          ? null
+          : allEntities.filter(matchesProject).length,
+        features: featQuery.isPermissionDenied
+          ? null
+          : allFeatures.filter(matchesProject).length,
+        labelViews: lvQuery.isPermissionDenied
+          ? null
+          : allLabelViews.filter(matchesProject).length,
       },
     };
   });
@@ -92,47 +143,76 @@ const AllProjectsDashboard = () => {
           </EuiTitle>
           <EuiSpacer size="m" />
           <EuiFlexGroup>
-            <EuiFlexItem>
-              <EuiStat
-                title={totalCounts.featureViews.toString()}
-                description="Feature Views"
-                titleSize="m"
-                textAlign="center"
-              />
-            </EuiFlexItem>
-            <EuiFlexItem>
-              <EuiStat
-                title={totalCounts.entities.toString()}
-                description="Entities"
-                titleSize="m"
-                textAlign="center"
-              />
-            </EuiFlexItem>
-            <EuiFlexItem>
-              <EuiStat
-                title={totalCounts.features.toString()}
-                description="Features"
-                titleSize="m"
-                textAlign="center"
-              />
-            </EuiFlexItem>
-            <EuiFlexItem>
-              <EuiStat
-                title={totalCounts.featureServices.toString()}
-                description="Feature Services"
-                titleSize="m"
-                textAlign="center"
-              />
-            </EuiFlexItem>
-            <EuiFlexItem>
-              <EuiStat
-                title={totalCounts.dataSources.toString()}
-                description="Data Sources"
-                titleSize="m"
-                textAlign="center"
-              />
-            </EuiFlexItem>
+            {totalCounts.featureViews != null && (
+              <EuiFlexItem>
+                <EuiStat
+                  title={totalCounts.featureViews.toString()}
+                  description="Feature Views"
+                  titleSize="m"
+                  textAlign="center"
+                />
+              </EuiFlexItem>
+            )}
+            {totalCounts.entities != null && (
+              <EuiFlexItem>
+                <EuiStat
+                  title={totalCounts.entities.toString()}
+                  description="Entities"
+                  titleSize="m"
+                  textAlign="center"
+                />
+              </EuiFlexItem>
+            )}
+            {totalCounts.features != null && (
+              <EuiFlexItem>
+                <EuiStat
+                  title={totalCounts.features.toString()}
+                  description="Features"
+                  titleSize="m"
+                  textAlign="center"
+                />
+              </EuiFlexItem>
+            )}
+            {totalCounts.featureServices != null && (
+              <EuiFlexItem>
+                <EuiStat
+                  title={totalCounts.featureServices.toString()}
+                  description="Feature Services"
+                  titleSize="m"
+                  textAlign="center"
+                />
+              </EuiFlexItem>
+            )}
+            {totalCounts.dataSources != null && (
+              <EuiFlexItem>
+                <EuiStat
+                  title={totalCounts.dataSources.toString()}
+                  description="Data Sources"
+                  titleSize="m"
+                  textAlign="center"
+                />
+              </EuiFlexItem>
+            )}
           </EuiFlexGroup>
+          {totalCounts.labelViews != null && totalCounts.labelViews > 0 && (
+            <React.Fragment>
+              <EuiSpacer size="m" />
+              <EuiFlexGroup>
+                <EuiFlexItem>
+                  <EuiStat
+                    title={totalCounts.labelViews.toString()}
+                    description="Label Views"
+                    titleSize="m"
+                    textAlign="center"
+                  />
+                </EuiFlexItem>
+                <EuiFlexItem />
+                <EuiFlexItem />
+                <EuiFlexItem />
+                <EuiFlexItem />
+              </EuiFlexGroup>
+            </React.Fragment>
+          )}
         </EuiPanel>
 
         <EuiSpacer size="l" />
@@ -156,33 +236,53 @@ const AllProjectsDashboard = () => {
               >
                 <EuiSpacer size="s" />
                 <EuiFlexGroup justifyContent="spaceAround" gutterSize="s">
-                  <EuiFlexItem grow={false}>
-                    <EuiText size="s" textAlign="center">
-                      <strong>{project.counts.featureViews}</strong>
-                      <br />
-                      <span style={{ fontSize: "0.85em", color: "#69707D" }}>
-                        Feature Views
-                      </span>
-                    </EuiText>
-                  </EuiFlexItem>
-                  <EuiFlexItem grow={false}>
-                    <EuiText size="s" textAlign="center">
-                      <strong>{project.counts.entities}</strong>
-                      <br />
-                      <span style={{ fontSize: "0.85em", color: "#69707D" }}>
-                        Entities
-                      </span>
-                    </EuiText>
-                  </EuiFlexItem>
-                  <EuiFlexItem grow={false}>
-                    <EuiText size="s" textAlign="center">
-                      <strong>{project.counts.features}</strong>
-                      <br />
-                      <span style={{ fontSize: "0.85em", color: "#69707D" }}>
-                        Features
-                      </span>
-                    </EuiText>
-                  </EuiFlexItem>
+                  {project.counts.featureViews != null && (
+                    <EuiFlexItem grow={false}>
+                      <EuiText size="s" textAlign="center">
+                        <strong>{project.counts.featureViews}</strong>
+                        <br />
+                        <span style={{ fontSize: "0.85em", color: "#69707D" }}>
+                          Feature Views
+                        </span>
+                      </EuiText>
+                    </EuiFlexItem>
+                  )}
+                  {project.counts.entities != null && (
+                    <EuiFlexItem grow={false}>
+                      <EuiText size="s" textAlign="center">
+                        <strong>{project.counts.entities}</strong>
+                        <br />
+                        <span style={{ fontSize: "0.85em", color: "#69707D" }}>
+                          Entities
+                        </span>
+                      </EuiText>
+                    </EuiFlexItem>
+                  )}
+                  {project.counts.features != null && (
+                    <EuiFlexItem grow={false}>
+                      <EuiText size="s" textAlign="center">
+                        <strong>{project.counts.features}</strong>
+                        <br />
+                        <span style={{ fontSize: "0.85em", color: "#69707D" }}>
+                          Features
+                        </span>
+                      </EuiText>
+                    </EuiFlexItem>
+                  )}
+                  {project.counts.labelViews != null &&
+                    project.counts.labelViews > 0 && (
+                      <EuiFlexItem grow={false}>
+                        <EuiText size="s" textAlign="center">
+                          <strong>{project.counts.labelViews}</strong>
+                          <br />
+                          <span
+                            style={{ fontSize: "0.85em", color: "#69707D" }}
+                          >
+                            Label Views
+                          </span>
+                        </EuiText>
+                      </EuiFlexItem>
+                    )}
                 </EuiFlexGroup>
               </EuiCard>
             </EuiFlexItem>
@@ -195,112 +295,59 @@ const AllProjectsDashboard = () => {
 
 const ProjectOverviewPage = () => {
   useDocumentTitle("Feast Home");
-  const registryUrl = useContext(RegistryPathContext);
   const { projectName } = useParams<{ projectName: string }>();
-  const { isLoading, isSuccess, isError, data } = useLoadRegistry(
-    registryUrl,
-    projectName,
-  );
+  const { data: projectsData } = useLoadProjectsList();
 
   // Show aggregated dashboard for "All Projects" view
   if (projectName === "all") {
     return <AllProjectsDashboard />;
   }
 
-  const categories = [
-    {
-      name: "Data Sources",
-      data: data?.objects.dataSources || [],
-      getLink: (item: any) => `/p/${projectName}/data-source/${item.name}`,
-    },
-    {
-      name: "Entities",
-      data: data?.objects.entities || [],
-      getLink: (item: any) => `/p/${projectName}/entity/${item.name}`,
-    },
-    {
-      name: "Features",
-      data: data?.allFeatures || [],
-      getLink: (item: any) => {
-        const featureView = item?.featureView;
-        return featureView
-          ? `/p/${projectName}/feature-view/${featureView}/feature/${item.name}`
-          : "#";
-      },
-    },
-    {
-      name: "Feature Views",
-      data: data?.mergedFVList || [],
-      getLink: (item: any) => `/p/${projectName}/feature-view/${item.name}`,
-    },
-    {
-      name: "Feature Services",
-      data: data?.objects.featureServices || [],
-      getLink: (item: any) => {
-        const serviceName = item?.name || item?.spec?.name;
-        return serviceName
-          ? `/p/${projectName}/feature-service/${serviceName}`
-          : "#";
-      },
-    },
-  ];
+  const currentProject = projectsData?.projects.find(
+    (p) => p.id === projectName,
+  );
 
   return (
     <EuiPageTemplate panelled>
       <EuiPageTemplate.Section>
         <EuiTitle size="l">
           <h1>
-            {isLoading && <EuiSkeletonText lines={1} />}
-            {isSuccess && data?.project && `Project: ${data.project}`}
+            {currentProject
+              ? `Project: ${currentProject.name}`
+              : projectName
+                ? `Project: ${projectName}`
+                : ""}
           </h1>
         </EuiTitle>
         <EuiSpacer />
 
         <EuiFlexGroup>
           <EuiFlexItem grow={2}>
-            {isLoading && <EuiSkeletonText lines={4} />}
-            {isError && (
-              <EuiEmptyPrompt
-                iconType="alert"
-                color="danger"
-                title={<h2>Error Loading Project Configs</h2>}
-                body={
-                  <p>
-                    There was an error loading the Project Configurations.
-                    Please check that <code>feature_store.yaml</code> file is
-                    available and well-formed.
-                  </p>
-                }
-              />
+            {currentProject?.description ? (
+              <EuiText>
+                <pre>{currentProject.description}</pre>
+              </EuiText>
+            ) : (
+              <EuiText>
+                <p>
+                  Welcome to your new Feast project. In this UI, you can see
+                  Data Sources, Entities, Features, Feature Views, and Feature
+                  Services registered in Feast.
+                </p>
+                <p>
+                  It looks like this project already has some objects
+                  registered. If you are new to this project, we suggest
+                  starting by exploring the Feature Services, as they represent
+                  the collection of Feature Views serving a particular model.
+                </p>
+                <p>
+                  <strong>Note</strong>: We encourage you to replace this
+                  welcome message with more suitable content for your team. You
+                  can do so by specifying a <code>project_description</code> in
+                  your <code>feature_store.yaml</code> file.
+                </p>
+              </EuiText>
             )}
-            {isSuccess &&
-              (data?.description ? (
-                <EuiText>
-                  <pre>{data.description}</pre>
-                </EuiText>
-              ) : (
-                <EuiText>
-                  <p>
-                    Welcome to your new Feast project. In this UI, you can see
-                    Data Sources, Entities, Features, Feature Views, and Feature
-                    Services registered in Feast.
-                  </p>
-                  <p>
-                    It looks like this project already has some objects
-                    registered. If you are new to this project, we suggest
-                    starting by exploring the Feature Services, as they
-                    represent the collection of Feature Views serving a
-                    particular model.
-                  </p>
-                  <p>
-                    <strong>Note</strong>: We encourage you to replace this
-                    welcome message with more suitable content for your team.
-                    You can do so by specifying a{" "}
-                    <code>project_description</code> in your{" "}
-                    <code>feature_store.yaml</code> file.
-                  </p>
-                </EuiText>
-              ))}
             <ObjectsCountStats />
           </EuiFlexItem>
           <EuiFlexItem grow={1}>
diff --git a/ui/src/pages/RootProjectSelectionPage.tsx b/ui/src/pages/RootProjectSelectionPage.tsx
index fb488e714bc..6740e266f2a 100644
--- a/ui/src/pages/RootProjectSelectionPage.tsx
+++ b/ui/src/pages/RootProjectSelectionPage.tsx
@@ -1,7 +1,9 @@
 import React, { useEffect } from "react";
 import {
+  EuiButtonEmpty,
   EuiCard,
   EuiFlexGrid,
+  EuiFlexGroup,
   EuiFlexItem,
   EuiIcon,
   EuiSkeletonText,
@@ -13,10 +15,12 @@ import {
 import { useLoadProjectsList } from "../contexts/ProjectListContext";
 import { useNavigate } from "react-router-dom";
 import FeastIconBlue from "../graphics/FeastIconBlue";
+import { useRegistryRefreshContext } from "../contexts/RegistryRefreshContext";
 
 const RootProjectSelectionPage = () => {
   const { isLoading, isSuccess, data } = useLoadProjectsList();
   const navigate = useNavigate();
+  const { refreshing, handleRefresh } = useRegistryRefreshContext();
 
   useEffect(() => {
     if (data && data.default) {
@@ -48,12 +52,27 @@ const RootProjectSelectionPage = () => {
   return (
     <EuiPageTemplate panelled>
       <EuiPageTemplate.Section>
-        <EuiTitle size="s">
-          <h1>Welcome to Feast</h1>
-        </EuiTitle>
-        <EuiText>
-          <p>Select one of the projects.</p>
-        </EuiText>
+        <EuiFlexGroup alignItems="center" justifyContent="spaceBetween">
+          <EuiFlexItem>
+            <EuiTitle size="s">
+              <h1>Welcome to Feast</h1>
+            </EuiTitle>
+            <EuiText>
+              <p>Select one of the projects.</p>
+            </EuiText>
+          </EuiFlexItem>
+          <EuiFlexItem grow={false}>
+            <EuiButtonEmpty
+              iconType="refresh"
+              onClick={handleRefresh}
+              isLoading={refreshing}
+              isDisabled={refreshing}
+              size="s"
+            >
+              Refresh
+            </EuiButtonEmpty>
+          </EuiFlexItem>
+        </EuiFlexGroup>
         <EuiHorizontalRule margin="m" />
         {isLoading && <EuiSkeletonText lines={1} />}
         {isSuccess && data?.projects && (
diff --git a/ui/src/pages/Sidebar.tsx b/ui/src/pages/Sidebar.tsx
index 55c8ec805c9..1054b3d8e3c 100644
--- a/ui/src/pages/Sidebar.tsx
+++ b/ui/src/pages/Sidebar.tsx
@@ -1,10 +1,19 @@
-import React, { useContext, useState } from "react";
+import React, { useState } from "react";
 
 import { EuiIcon, EuiSideNav, htmlIdGenerator } from "@elastic/eui";
 import { Link, useParams } from "react-router-dom";
 import { useMatchSubpath } from "../hooks/useMatchSubpath";
-import useLoadRegistry from "../queries/useLoadRegistry";
-import RegistryPathContext from "../contexts/RegistryPathContext";
+import useResourceQuery, {
+  entityListPath,
+  featureViewListPath,
+  featureServiceListPath,
+  dataSourceListPath,
+  savedDatasetListPath,
+  featuresListPath,
+  labelViewListPath,
+  restFeatureViewsToMergedList,
+  restLabelViewsFromResponse,
+} from "../queries/useResourceQuery";
 
 import { DataSourceIcon } from "../graphics/DataSourceIcon";
 import { EntityIcon } from "../graphics/EntityIcon";
@@ -14,11 +23,67 @@ import { DatasetIcon } from "../graphics/DatasetIcon";
 import { FeatureIcon } from "../graphics/FeatureIcon";
 import { HomeIcon } from "../graphics/HomeIcon";
 import { PermissionsIcon } from "../graphics/PermissionsIcon";
+import { LabelViewIcon } from "../graphics/LabelViewIcon";
+import { ComputeEngineIcon } from "../graphics/ComputeEngineIcon";
+import type { genericFVType } from "../parsers/mergedFVTypes";
 
 const SideNav = () => {
-  const registryUrl = useContext(RegistryPathContext);
   const { projectName } = useParams();
-  const { isSuccess, data } = useLoadRegistry(registryUrl, projectName);
+
+  const { isSuccess: dsSuccess, data: dataSources } = useResourceQuery<any[]>({
+    resourceType: "sidebar-ds",
+    project: projectName,
+    restPath: dataSourceListPath(projectName),
+    restSelect: (d) => d.dataSources,
+  });
+
+  const { isSuccess: entSuccess, data: entities } = useResourceQuery<any[]>({
+    resourceType: "sidebar-entities",
+    project: projectName,
+    restPath: entityListPath(projectName),
+    restSelect: (d) => d.entities,
+  });
+
+  const { isSuccess: fvSuccess, data: featureViews } = useResourceQuery<
+    genericFVType[]
+  >({
+    resourceType: "sidebar-fvs",
+    project: projectName,
+    restPath: featureViewListPath(projectName),
+    restSelect: restFeatureViewsToMergedList,
+  });
+
+  const { isSuccess: featSuccess, data: features } = useResourceQuery<any[]>({
+    resourceType: "sidebar-features",
+    project: projectName,
+    restPath: featuresListPath(projectName),
+    restSelect: (d) => d.features,
+  });
+
+  const { isSuccess: fsSuccess, data: featureServices } = useResourceQuery<
+    any[]
+  >({
+    resourceType: "sidebar-fs",
+    project: projectName,
+    restPath: featureServiceListPath(projectName),
+    restSelect: (d) => d.featureServices,
+  });
+
+  const { isSuccess: sdSuccess, data: savedDatasets } = useResourceQuery<any[]>(
+    {
+      resourceType: "sidebar-sd",
+      project: projectName,
+      restPath: savedDatasetListPath(projectName),
+      restSelect: (d) => d.savedDatasets,
+    },
+  );
+
+  const { isSuccess: lvSuccess, data: labelViews } = useResourceQuery<any[]>({
+    resourceType: "sidebar-lvs",
+    project: projectName,
+    restPath: labelViewListPath(projectName),
+    restSelect: restLabelViewsFromResponse,
+  });
 
   const [isSideNavOpenOnMobile, setisSideNavOpenOnMobile] = useState(false);
 
@@ -26,43 +91,16 @@ const SideNav = () => {
     setisSideNavOpenOnMobile(!isSideNavOpenOnMobile);
   };
 
-  const dataSourcesLabel = `Data Sources ${
-    isSuccess && data?.objects.dataSources
-      ? `(${data?.objects.dataSources?.length})`
-      : ""
-  }`;
-
-  const entitiesLabel = `Entities ${
-    isSuccess && data?.objects.entities
-      ? `(${data?.objects.entities?.length})`
-      : ""
-  }`;
-
-  const featureViewsLabel = `Feature Views ${
-    isSuccess && data?.mergedFVList && data?.mergedFVList.length > 0
-      ? `(${data?.mergedFVList.length})`
-      : ""
-  }`;
-
-  const featureListLabel = `Features ${
-    isSuccess && data?.allFeatures && data?.allFeatures.length > 0
-      ? `(${data?.allFeatures.length})`
-      : ""
-  }`;
-
-  const featureServicesLabel = `Feature Services ${
-    isSuccess && data?.objects.featureServices
-      ? `(${data?.objects.featureServices?.length})`
-      : ""
-  }`;
-
-  const savedDatasetsLabel = `Datasets ${
-    isSuccess && data?.objects.savedDatasets
-      ? `(${data?.objects.savedDatasets?.length})`
-      : ""
-  }`;
+  const dataSourcesLabel = `Data Sources ${dsSuccess && dataSources ? `(${dataSources.length})` : ""}`;
+  const entitiesLabel = `Entities ${entSuccess && entities ? `(${entities.length})` : ""}`;
+  const featureViewsLabel = `Feature Views ${fvSuccess && featureViews && featureViews.length > 0 ? `(${featureViews.length})` : ""}`;
+  const featureListLabel = `Features ${featSuccess && features && features.length > 0 ? `(${features.length})` : ""}`;
+  const featureServicesLabel = `Feature Services ${fsSuccess && featureServices ? `(${featureServices.length})` : ""}`;
+  const savedDatasetsLabel = `Datasets ${sdSuccess && savedDatasets ? `(${savedDatasets.length})` : ""}`;
+  const labelViewsLabel = `Label Views ${lvSuccess && labelViews && labelViews.length > 0 ? `(${labelViews.length})` : ""}`;
 
   const baseUrl = `/p/${projectName}`;
+  const monitoringSelected = useMatchSubpath(`${baseUrl}/monitoring`);
 
   const sideNav: React.ComponentProps<typeof EuiSideNav>["items"] = [
     {
@@ -124,6 +162,15 @@ const SideNav = () => {
           ),
           isSelected: useMatchSubpath(`${baseUrl}/feature-service`),
         },
+        {
+          name: labelViewsLabel,
+          id: htmlIdGenerator("labelViews")(),
+          icon: <EuiIcon type={LabelViewIcon} />,
+          renderItem: (props) => (
+            <Link {...props} to={`${baseUrl}/label-view`} />
+          ),
+          isSelected: useMatchSubpath(`${baseUrl}/label-view`),
+        },
         {
           name: savedDatasetsLabel,
           id: htmlIdGenerator("savedDatasets")(),
@@ -131,15 +178,6 @@ const SideNav = () => {
           renderItem: (props) => <Link {...props} to={`${baseUrl}/data-set`} />,
           isSelected: useMatchSubpath(`${baseUrl}/data-set`),
         },
-        {
-          name: "Data Labeling",
-          id: htmlIdGenerator("dataLabeling")(),
-          icon: <EuiIcon type="documentEdit" color="#006BB4" />,
-          renderItem: (props) => (
-            <Link {...props} to={`${baseUrl}/data-labeling`} />
-          ),
-          isSelected: useMatchSubpath(`${baseUrl}/data-labeling`),
-        },
         {
           name: "Permissions",
           id: htmlIdGenerator("permissions")(),
@@ -149,6 +187,24 @@ const SideNav = () => {
           ),
           isSelected: useMatchSubpath(`${baseUrl}/permissions`),
         },
+        {
+          name: "Monitoring",
+          id: htmlIdGenerator("monitoring")(),
+          icon: <EuiIcon type="monitoringApp" />,
+          renderItem: (props: any) => (
+            <Link {...props} to={`${baseUrl}/monitoring`} />
+          ),
+          isSelected: monitoringSelected,
+        },
+        {
+          name: "Compute & Jobs",
+          id: htmlIdGenerator("computeEngine")(),
+          icon: <EuiIcon type={ComputeEngineIcon} />,
+          renderItem: (props: any) => (
+            <Link {...props} to={`${baseUrl}/compute-engine`} />
+          ),
+          isSelected: useMatchSubpath(`${baseUrl}/compute-engine`),
+        },
       ],
     },
   ];
diff --git a/ui/src/pages/compute-engines/Index.tsx b/ui/src/pages/compute-engines/Index.tsx
new file mode 100644
index 00000000000..f03d4e2269f
--- /dev/null
+++ b/ui/src/pages/compute-engines/Index.tsx
@@ -0,0 +1,548 @@
+import React, { useMemo, useState } from "react";
+import { Route, Routes, useNavigate, useParams } from "react-router-dom";
+
+import {
+  EuiPageTemplate,
+  EuiLoadingSpinner,
+  EuiFlexGroup,
+  EuiFlexItem,
+  EuiStat,
+  EuiSpacer,
+  EuiPanel,
+  EuiHorizontalRule,
+  EuiTitle,
+  EuiText,
+  EuiBadge,
+  EuiBasicTable,
+  EuiDescriptionList,
+  EuiDescriptionListTitle,
+  EuiDescriptionListDescription,
+  EuiHealth,
+  EuiFilterGroup,
+  EuiFilterButton,
+  EuiCallOut,
+} from "@elastic/eui";
+
+import { ComputeEngineIcon } from "../../graphics/ComputeEngineIcon";
+import { useMatchExact, useMatchSubpath } from "../../hooks/useMatchSubpath";
+import { useDocumentTitle } from "../../hooks/useDocumentTitle";
+import {
+  useLoadComputeEngine,
+  FeatureViewEngineInfo,
+} from "../../queries/useLoadComputeEngine";
+import EuiCustomLink from "../../components/EuiCustomLink";
+
+interface MaterializationJobRow {
+  id: string;
+  featureView: string;
+  status: "SUCCEEDED" | "RUNNING" | "ERROR" | "WAITING";
+  rangeStart: string;
+  rangeEnd: string;
+  sortKey: number;
+}
+
+function formatRange(iso: string | undefined): string {
+  if (!iso) return "—";
+  try {
+    return new Date(iso).toLocaleString();
+  } catch {
+    return iso;
+  }
+}
+
+function buildJobsFromFeatureViews(
+  featureViewInfos: FeatureViewEngineInfo[],
+): MaterializationJobRow[] {
+  const jobs: MaterializationJobRow[] = [];
+
+  featureViewInfos.forEach((fv) => {
+    if (fv.materializationIntervals && fv.materializationIntervals.length > 0) {
+      fv.materializationIntervals.forEach((interval, idx) => {
+        const startTime =
+          (interval as any).startTime || (interval as any).start_time;
+        const endTime = (interval as any).endTime || (interval as any).end_time;
+
+        const sortMs = endTime
+          ? new Date(endTime).getTime()
+          : startTime
+            ? new Date(startTime).getTime()
+            : 0;
+
+        jobs.push({
+          id: `${fv.name}-${idx}`,
+          featureView: fv.name,
+          status: "SUCCEEDED",
+          rangeStart: formatRange(startTime),
+          rangeEnd: formatRange(endTime),
+          sortKey: sortMs,
+        });
+      });
+    }
+  });
+
+  return jobs.sort((a, b) => {
+    try {
+      return b.sortKey - a.sortKey;
+    } catch {
+      return 0;
+    }
+  });
+}
+
+const statusColorMap: Record<string, string> = {
+  SUCCEEDED: "success",
+  RUNNING: "primary",
+  ERROR: "danger",
+  WAITING: "subdued",
+};
+
+const OverviewTab = ({
+  engineInfo,
+  featureViewInfos,
+  projectName,
+}: {
+  engineInfo: any;
+  featureViewInfos: FeatureViewEngineInfo[];
+  projectName: string | undefined;
+}) => {
+  const materializedCount = featureViewInfos.filter(
+    (fv) => fv.lastMaterialized,
+  ).length;
+  const overrideCount = featureViewInfos.filter((fv) => fv.hasOverride).length;
+
+  const fvColumns = [
+    {
+      name: "Feature View",
+      field: "name",
+      sortable: true,
+      render: (name: string) => (
+        <EuiCustomLink to={`/p/${projectName}/feature-view/${name}`}>
+          {name}
+        </EuiCustomLink>
+      ),
+    },
+    {
+      name: "Type",
+      field: "type",
+      sortable: true,
+      render: (type: string) => <EuiBadge color="hollow">{type}</EuiBadge>,
+    },
+    {
+      name: "Online",
+      field: "online",
+      render: (online: boolean) => (
+        <EuiHealth color={online ? "success" : "subdued"}>
+          {online ? "Yes" : "No"}
+        </EuiHealth>
+      ),
+    },
+    {
+      name: "Last Materialized",
+      field: "lastMaterialized",
+      render: (val: string | undefined) => {
+        if (!val)
+          return (
+            <EuiText size="s" color="subdued">
+              Never
+            </EuiText>
+          );
+        try {
+          return new Date(val).toLocaleString();
+        } catch {
+          return val;
+        }
+      },
+    },
+    {
+      name: "Engine Override",
+      field: "hasOverride",
+      render: (hasOverride: boolean, item: any) => {
+        if (!hasOverride) {
+          return (
+            <EuiText size="s" color="subdued">
+              None
+            </EuiText>
+          );
+        }
+        const keys = item.overrides ? Object.keys(item.overrides) : [];
+        return (
+          <EuiBadge color="primary">
+            {keys.length > 0 ? keys.join(", ") : "Custom"}
+          </EuiBadge>
+        );
+      },
+    },
+  ];
+
+  return (
+    <React.Fragment>
+      <EuiFlexGroup>
+        <EuiFlexItem>
+          <EuiStat
+            title={engineInfo?.engineType || "local"}
+            description="Engine Type"
+            titleSize="s"
+          />
+        </EuiFlexItem>
+        <EuiFlexItem>
+          <EuiStat
+            title={String(featureViewInfos.length)}
+            description="Feature Views"
+            titleSize="s"
+            titleColor="primary"
+          />
+        </EuiFlexItem>
+        <EuiFlexItem>
+          <EuiStat
+            title={String(materializedCount)}
+            description="Materialized"
+            titleSize="s"
+            titleColor="success"
+          />
+        </EuiFlexItem>
+        <EuiFlexItem>
+          <EuiStat
+            title={String(overrideCount)}
+            description="With Overrides"
+            titleSize="s"
+          />
+        </EuiFlexItem>
+      </EuiFlexGroup>
+
+      <EuiSpacer size="l" />
+
+      <EuiPanel hasBorder={true} hasShadow={false}>
+        <EuiTitle size="xs">
+          <h3>Engine Configuration</h3>
+        </EuiTitle>
+        <EuiHorizontalRule margin="xs" />
+        <EuiDescriptionList>
+          <EuiDescriptionListTitle>Type</EuiDescriptionListTitle>
+          <EuiDescriptionListDescription>
+            <EuiBadge color="primary">
+              {engineInfo?.engineType || "local"}
+            </EuiBadge>
+          </EuiDescriptionListDescription>
+
+          <EuiDescriptionListTitle>Class</EuiDescriptionListTitle>
+          <EuiDescriptionListDescription>
+            {engineInfo?.engineClass || "LocalComputeEngine"}
+          </EuiDescriptionListDescription>
+        </EuiDescriptionList>
+
+        {engineInfo?.config &&
+          Object.entries(engineInfo.config).filter(
+            ([key, value]) => key !== "type" && value != null && value !== "",
+          ).length > 0 && (
+            <>
+              <EuiSpacer size="m" />
+              <EuiTitle size="xxs">
+                <h4>Parameters</h4>
+              </EuiTitle>
+              <EuiHorizontalRule margin="xs" />
+              <EuiDescriptionList>
+                {Object.entries(engineInfo.config)
+                  .filter(
+                    ([key, value]) =>
+                      key !== "type" && value != null && value !== "",
+                  )
+                  .map(([key, value]) => (
+                    <React.Fragment key={key}>
+                      <EuiDescriptionListTitle>{key}</EuiDescriptionListTitle>
+                      <EuiDescriptionListDescription>
+                        {typeof value === "object"
+                          ? JSON.stringify(value, null, 2)
+                          : String(value)}
+                      </EuiDescriptionListDescription>
+                    </React.Fragment>
+                  ))}
+              </EuiDescriptionList>
+            </>
+          )}
+      </EuiPanel>
+
+      <EuiSpacer size="l" />
+
+      <EuiTitle size="xs">
+        <h3>Feature Views Using This Engine</h3>
+      </EuiTitle>
+      <EuiSpacer size="s" />
+      {featureViewInfos.length > 0 ? (
+        <EuiBasicTable
+          columns={fvColumns}
+          items={featureViewInfos}
+          rowProps={(item: any) => ({
+            "data-test-subj": `row-${item.name}`,
+          })}
+        />
+      ) : (
+        <EuiText size="s" color="subdued">
+          No feature views found in this project.
+        </EuiText>
+      )}
+    </React.Fragment>
+  );
+};
+
+const JobsTab = ({
+  engineInfo,
+  featureViewInfos,
+  projectName,
+}: {
+  engineInfo: any;
+  featureViewInfos: FeatureViewEngineInfo[];
+  projectName: string | undefined;
+}) => {
+  const [statusFilter, setStatusFilter] = useState<string | null>(null);
+
+  const jobs = useMemo(
+    () => buildJobsFromFeatureViews(featureViewInfos),
+    [featureViewInfos],
+  );
+
+  const filteredJobs = statusFilter
+    ? jobs.filter((j) => j.status === statusFilter)
+    : jobs;
+
+  const succeededCount = jobs.filter((j) => j.status === "SUCCEEDED").length;
+  const failedCount = jobs.filter((j) => j.status === "ERROR").length;
+  const runningCount = jobs.filter((j) => j.status === "RUNNING").length;
+
+  const columns = [
+    {
+      name: "Job ID",
+      field: "id",
+      sortable: true,
+      render: (id: string) => (
+        <EuiText size="xs">
+          <code>{id}</code>
+        </EuiText>
+      ),
+    },
+    {
+      name: "Feature View",
+      field: "featureView",
+      sortable: true,
+      render: (name: string) => (
+        <EuiCustomLink to={`/p/${projectName}/feature-view/${name}`}>
+          {name}
+        </EuiCustomLink>
+      ),
+    },
+    {
+      name: "Engine",
+      field: "id",
+      render: () => (
+        <EuiBadge color="hollow">{engineInfo?.engineType || "local"}</EuiBadge>
+      ),
+    },
+    {
+      name: "Status",
+      field: "status",
+      sortable: true,
+      render: (status: string) => (
+        <EuiHealth color={statusColorMap[status] || "subdued"}>
+          {status}
+        </EuiHealth>
+      ),
+    },
+    {
+      name: "Range Start",
+      field: "rangeStart",
+      sortable: true,
+    },
+    {
+      name: "Range End",
+      field: "rangeEnd",
+    },
+  ];
+
+  return (
+    <React.Fragment>
+      <EuiFlexGroup>
+        <EuiFlexItem>
+          <EuiStat
+            title={String(jobs.length)}
+            description="Total Jobs"
+            titleSize="s"
+          />
+        </EuiFlexItem>
+        <EuiFlexItem>
+          <EuiStat
+            title={String(succeededCount)}
+            description="Succeeded"
+            titleSize="s"
+            titleColor="success"
+          />
+        </EuiFlexItem>
+        <EuiFlexItem>
+          <EuiStat
+            title={String(runningCount)}
+            description="Running"
+            titleSize="s"
+            titleColor="primary"
+          />
+        </EuiFlexItem>
+        <EuiFlexItem>
+          <EuiStat
+            title={String(failedCount)}
+            description="Failed"
+            titleSize="s"
+            titleColor="danger"
+          />
+        </EuiFlexItem>
+      </EuiFlexGroup>
+
+      <EuiSpacer size="l" />
+
+      <EuiFlexGroup alignItems="center">
+        <EuiFlexItem grow={false}>
+          <EuiTitle size="xxs">
+            <h4>Filter by Status</h4>
+          </EuiTitle>
+        </EuiFlexItem>
+        <EuiFlexItem grow={false}>
+          <EuiFilterGroup>
+            <EuiFilterButton
+              hasActiveFilters={statusFilter === null}
+              onClick={() => setStatusFilter(null)}
+            >
+              All
+            </EuiFilterButton>
+            <EuiFilterButton
+              hasActiveFilters={statusFilter === "SUCCEEDED"}
+              onClick={() =>
+                setStatusFilter(
+                  statusFilter === "SUCCEEDED" ? null : "SUCCEEDED",
+                )
+              }
+              numFilters={succeededCount}
+            >
+              Succeeded
+            </EuiFilterButton>
+            <EuiFilterButton
+              hasActiveFilters={statusFilter === "RUNNING"}
+              onClick={() =>
+                setStatusFilter(statusFilter === "RUNNING" ? null : "RUNNING")
+              }
+              numFilters={runningCount}
+            >
+              Running
+            </EuiFilterButton>
+            <EuiFilterButton
+              hasActiveFilters={statusFilter === "ERROR"}
+              onClick={() =>
+                setStatusFilter(statusFilter === "ERROR" ? null : "ERROR")
+              }
+              numFilters={failedCount}
+            >
+              Failed
+            </EuiFilterButton>
+          </EuiFilterGroup>
+        </EuiFlexItem>
+      </EuiFlexGroup>
+
+      <EuiSpacer size="m" />
+
+      {filteredJobs.length > 0 ? (
+        <EuiBasicTable
+          columns={columns}
+          items={filteredJobs}
+          rowProps={(item: MaterializationJobRow) => ({
+            "data-test-subj": `row-${item.id}`,
+          })}
+        />
+      ) : (
+        <EuiText size="s" color="subdued">
+          {jobs.length === 0
+            ? "No materialization jobs found. Run 'feast materialize' to create jobs."
+            : "No jobs match the selected filter."}
+        </EuiText>
+      )}
+    </React.Fragment>
+  );
+};
+
+const Index = () => {
+  const { projectName } = useParams();
+  const navigate = useNavigate();
+
+  const {
+    isLoading,
+    isSuccess,
+    isError,
+    isPermissionDenied,
+    engineInfo,
+    featureViewInfos,
+  } = useLoadComputeEngine(projectName);
+
+  useDocumentTitle(`Compute & Jobs | Feast`);
+
+  return (
+    <EuiPageTemplate panelled>
+      <EuiPageTemplate.Header
+        restrictWidth
+        iconType={ComputeEngineIcon}
+        pageTitle="Compute & Jobs"
+        description={
+          projectName !== "all"
+            ? "Compute engine configuration and jobs history"
+            : "Compute engines and jobs across all projects"
+        }
+        tabs={[
+          {
+            label: "Overview",
+            isSelected: useMatchExact(""),
+            onClick: () => navigate(""),
+          },
+          {
+            label: "Jobs",
+            isSelected: useMatchSubpath("jobs"),
+            onClick: () => navigate("jobs"),
+          },
+        ]}
+      />
+      <EuiPageTemplate.Section>
+        {isLoading && (
+          <p>
+            <EuiLoadingSpinner size="m" /> Loading
+          </p>
+        )}
+        {isPermissionDenied && (
+          <EuiCallOut title="Permission denied" color="warning" iconType="lock">
+            <p>You do not have permission to view compute engines.</p>
+          </EuiCallOut>
+        )}
+        {isError && !isPermissionDenied && (
+          <p>We encountered an error while loading.</p>
+        )}
+        {isSuccess && (
+          <Routes>
+            <Route
+              path="/"
+              element={
+                <OverviewTab
+                  engineInfo={engineInfo}
+                  featureViewInfos={featureViewInfos}
+                  projectName={projectName}
+                />
+              }
+            />
+            <Route
+              path="jobs"
+              element={
+                <JobsTab
+                  engineInfo={engineInfo}
+                  featureViewInfos={featureViewInfos}
+                  projectName={projectName}
+                />
+              }
+            />
+          </Routes>
+        )}
+      </EuiPageTemplate.Section>
+    </EuiPageTemplate>
+  );
+};
+
+export default Index;
diff --git a/ui/src/pages/data-sources/DataSourceCatalog.tsx b/ui/src/pages/data-sources/DataSourceCatalog.tsx
new file mode 100644
index 00000000000..61653b6cc0e
--- /dev/null
+++ b/ui/src/pages/data-sources/DataSourceCatalog.tsx
@@ -0,0 +1,379 @@
+import React, { useState } from "react";
+import {
+  EuiFlexGroup,
+  EuiFlexItem,
+  EuiPanel,
+  EuiText,
+  EuiTitle,
+  EuiSpacer,
+  EuiButton,
+  EuiBadge,
+} from "@elastic/eui";
+import { feast } from "../../protos";
+import {
+  BigQueryIcon,
+  SnowflakeIcon,
+  RedshiftIcon,
+  KafkaIcon,
+  SparkIcon,
+  FileIcon,
+  RequestSourceIcon,
+  PushSourceIcon,
+  KinesisIcon,
+  TrinoIcon,
+  AthenaIcon,
+  CustomSourceIcon,
+  RayIcon,
+  PostgresIcon,
+  MongoDBIcon,
+  SqlServerIcon,
+  OracleIcon,
+  CouchbaseIcon,
+  ClickHouseIcon,
+} from "../../graphics/data-source-icons";
+
+interface DataSourceTypeInfo {
+  id: string;
+  sourceType: string;
+  name: string;
+  description: string;
+  icon: React.FC<React.SVGProps<SVGSVGElement>>;
+  category: "batch" | "stream" | "on-demand";
+  color: string;
+  contrib?: boolean;
+}
+
+const DATA_SOURCE_TYPES: DataSourceTypeInfo[] = [
+  {
+    id: "bigquery",
+    sourceType: String(feast.core.DataSource.SourceType.BATCH_BIGQUERY),
+    name: "BigQuery",
+    description:
+      "Google Cloud's serverless data warehouse. Ideal for large-scale analytics and ML feature computation.",
+    icon: BigQueryIcon,
+    category: "batch",
+    color: "#4285F4",
+  },
+  {
+    id: "snowflake",
+    sourceType: String(feast.core.DataSource.SourceType.BATCH_SNOWFLAKE),
+    name: "Snowflake",
+    description:
+      "Cloud-native data platform with elastic scaling. Connect to your Snowflake tables for feature engineering.",
+    icon: SnowflakeIcon,
+    category: "batch",
+    color: "#29B5E8",
+  },
+  {
+    id: "redshift",
+    sourceType: String(feast.core.DataSource.SourceType.BATCH_REDSHIFT),
+    name: "Redshift",
+    description:
+      "AWS fully managed data warehouse. Pull features from your Redshift clusters with fast parallel queries.",
+    icon: RedshiftIcon,
+    category: "batch",
+    color: "#205B97",
+  },
+  {
+    id: "spark",
+    sourceType: String(feast.core.DataSource.SourceType.BATCH_SPARK),
+    name: "Spark",
+    description:
+      "Apache Spark data source for distributed processing. Access tables via Spark catalog or direct file paths.",
+    icon: SparkIcon,
+    category: "batch",
+    color: "#E25A1C",
+  },
+  {
+    id: "file",
+    sourceType: String(feast.core.DataSource.SourceType.BATCH_FILE),
+    name: "File (Parquet / CSV)",
+    description:
+      "Read features from Parquet or CSV files stored in S3, GCS, HDFS, or local filesystem.",
+    icon: FileIcon,
+    category: "batch",
+    color: "#4CAF50",
+  },
+  {
+    id: "trino",
+    sourceType: String(feast.core.DataSource.SourceType.BATCH_TRINO),
+    name: "Trino",
+    description:
+      "Distributed SQL query engine for big data analytics. Query data across heterogeneous sources via Trino catalog.",
+    icon: TrinoIcon,
+    category: "batch",
+    color: "#DD00A1",
+  },
+  {
+    id: "athena",
+    sourceType: String(feast.core.DataSource.SourceType.BATCH_ATHENA),
+    name: "AWS Athena",
+    description:
+      "Serverless interactive query service on AWS. Run SQL queries directly against data in S3 without infrastructure.",
+    icon: AthenaIcon,
+    category: "batch",
+    color: "#8C4FFF",
+  },
+  {
+    id: "iceberg",
+    sourceType: String(feast.core.DataSource.SourceType.BATCH_ICEBERG),
+    name: "Iceberg / Unity Catalog",
+    description:
+      "Apache Iceberg REST Catalog source. Connect to Unity Catalog or any Iceberg REST-compatible catalog for governed feature data.",
+    icon: CustomSourceIcon,
+    category: "batch",
+    color: "#3B82F6",
+  },
+  {
+    id: "kafka",
+    sourceType: String(feast.core.DataSource.SourceType.STREAM_KAFKA),
+    name: "Kafka",
+    description:
+      "Real-time event streaming platform. Ingest features from Kafka topics for low-latency serving.",
+    icon: KafkaIcon,
+    category: "stream",
+    color: "#231F20",
+  },
+  {
+    id: "kinesis",
+    sourceType: String(feast.core.DataSource.SourceType.STREAM_KINESIS),
+    name: "AWS Kinesis",
+    description:
+      "Managed real-time data streaming on AWS. Capture and process streaming data at scale for real-time features.",
+    icon: KinesisIcon,
+    category: "stream",
+    color: "#FF9900",
+  },
+  {
+    id: "request-source",
+    sourceType: String(feast.core.DataSource.SourceType.REQUEST_SOURCE),
+    name: "Request Source",
+    description:
+      "Features provided at request time by the caller. No external storage needed — values come from the client.",
+    icon: RequestSourceIcon,
+    category: "on-demand",
+    color: "#7B61FF",
+  },
+  {
+    id: "push-source",
+    sourceType: String(feast.core.DataSource.SourceType.PUSH_SOURCE),
+    name: "Push Source",
+    description:
+      "Push-based ingestion source. Clients push feature values directly to the online/offline store.",
+    icon: PushSourceIcon,
+    category: "on-demand",
+    color: "#FF6B35",
+  },
+  {
+    id: "ray",
+    sourceType: "RAY_SOURCE",
+    name: "Ray",
+    description:
+      "Multi-format data source powered by Ray. Read images, HuggingFace datasets, Parquet, CSV, MongoDB, and more via Ray Data.",
+    icon: RayIcon,
+    category: "batch",
+    color: "#00A2E8",
+    contrib: true,
+  },
+  {
+    id: "postgres",
+    sourceType: "POSTGRES_SOURCE",
+    name: "PostgreSQL",
+    description:
+      "Open-source relational database. Query feature data from PostgreSQL tables with full SQL support.",
+    icon: PostgresIcon,
+    category: "batch",
+    color: "#336791",
+    contrib: true,
+  },
+  {
+    id: "mongodb",
+    sourceType: "MONGODB_SOURCE",
+    name: "MongoDB",
+    description:
+      "Document-oriented NoSQL database. Access feature data stored in MongoDB collections.",
+    icon: MongoDBIcon,
+    category: "batch",
+    color: "#00684A",
+    contrib: true,
+  },
+  {
+    id: "clickhouse",
+    sourceType: "CLICKHOUSE_SOURCE",
+    name: "ClickHouse",
+    description:
+      "Column-oriented OLAP database for real-time analytics. High-performance queries for feature retrieval.",
+    icon: ClickHouseIcon,
+    category: "batch",
+    color: "#FFCC00",
+    contrib: true,
+  },
+  {
+    id: "mssql",
+    sourceType: "MSSQL_SOURCE",
+    name: "SQL Server",
+    description:
+      "Microsoft SQL Server data source. Connect to MSSQL databases for enterprise feature data.",
+    icon: SqlServerIcon,
+    category: "batch",
+    color: "#CC2927",
+    contrib: true,
+  },
+  {
+    id: "oracle",
+    sourceType: "ORACLE_SOURCE",
+    name: "Oracle",
+    description:
+      "Oracle Database data source. Pull features from Oracle tables and views for enterprise workloads.",
+    icon: OracleIcon,
+    category: "batch",
+    color: "#F80000",
+    contrib: true,
+  },
+  {
+    id: "couchbase",
+    sourceType: "COUCHBASE_SOURCE",
+    name: "Couchbase",
+    description:
+      "Couchbase Columnar analytics source. Run SQL++ queries across distributed data in Couchbase.",
+    icon: CouchbaseIcon,
+    category: "batch",
+    color: "#EA2328",
+    contrib: true,
+  },
+  {
+    id: "custom-source",
+    sourceType: String(feast.core.DataSource.SourceType.CUSTOM_SOURCE),
+    name: "Custom Source",
+    description:
+      "Plugin-based data source for custom integrations. Extend Feast with your own data source implementation.",
+    icon: CustomSourceIcon,
+    category: "batch",
+    color: "#607D8B",
+  },
+];
+
+const CATEGORY_LABELS: Record<string, { label: string; color: string }> = {
+  batch: { label: "Batch", color: "primary" },
+  stream: { label: "Streaming", color: "accent" },
+  "on-demand": { label: "On-Demand", color: "warning" },
+};
+
+interface DataSourceCatalogProps {
+  onSelectType: (sourceType: string) => void;
+}
+
+const SourceCard: React.FC<{
+  dsType: DataSourceTypeInfo;
+  isHovered: boolean;
+  onHover: (id: string | null) => void;
+  onSelect: (sourceType: string) => void;
+}> = ({ dsType, isHovered, onHover, onSelect }) => {
+  const categoryInfo = CATEGORY_LABELS[dsType.category];
+
+  return (
+    <EuiFlexItem grow={false} style={{ width: 320, minWidth: 280 }}>
+      <EuiPanel
+        hasBorder
+        hasShadow={isHovered}
+        paddingSize="l"
+        onMouseEnter={() => onHover(dsType.id)}
+        onMouseLeave={() => onHover(null)}
+        style={{
+          height: "100%",
+          display: "flex",
+          flexDirection: "column",
+          transition: "all 0.2s ease",
+          transform: isHovered ? "translateY(-2px)" : "none",
+          borderTop: `3px solid ${dsType.color}`,
+          cursor: "pointer",
+        }}
+        onClick={() => onSelect(dsType.sourceType)}
+      >
+        <EuiFlexGroup alignItems="center" gutterSize="m" responsive={false}>
+          <EuiFlexItem grow={false}>
+            <div
+              style={{
+                width: 48,
+                height: 48,
+                display: "flex",
+                alignItems: "center",
+                justifyContent: "center",
+                borderRadius: 8,
+                backgroundColor: `${dsType.color}10`,
+              }}
+            >
+              <dsType.icon width={32} height={32} />
+            </div>
+          </EuiFlexItem>
+          <EuiFlexItem>
+            <EuiTitle size="xs">
+              <h3 style={{ margin: 0 }}>{dsType.name}</h3>
+            </EuiTitle>
+          </EuiFlexItem>
+          <EuiFlexItem grow={false}>
+            <EuiBadge color={categoryInfo.color as any}>
+              {categoryInfo.label}
+            </EuiBadge>
+          </EuiFlexItem>
+        </EuiFlexGroup>
+
+        <EuiSpacer size="m" />
+
+        <EuiText size="s" color="subdued" style={{ flex: 1 }}>
+          <p style={{ margin: 0 }}>{dsType.description}</p>
+        </EuiText>
+
+        <EuiSpacer size="m" />
+
+        <EuiButton
+          fullWidth
+          color="primary"
+          fill={isHovered}
+          onClick={(e: React.MouseEvent) => {
+            e.stopPropagation();
+            onSelect(dsType.sourceType);
+          }}
+          iconType="plusInCircle"
+          size="s"
+        >
+          Create Connection
+        </EuiButton>
+      </EuiPanel>
+    </EuiFlexItem>
+  );
+};
+
+const DataSourceCatalog: React.FC<DataSourceCatalogProps> = ({
+  onSelectType,
+}) => {
+  const [hoveredId, setHoveredId] = useState<string | null>(null);
+
+  return (
+    <div>
+      <EuiText>
+        <p style={{ color: "#69707D", maxWidth: 640 }}>
+          Choose a data source type to create a new connection. Each type has
+          its own configuration tailored to the underlying storage system.
+        </p>
+      </EuiText>
+      <EuiSpacer size="l" />
+
+      <EuiFlexGroup wrap responsive gutterSize="l">
+        {DATA_SOURCE_TYPES.map((dsType) => (
+          <SourceCard
+            key={dsType.id}
+            dsType={dsType}
+            isHovered={hoveredId === dsType.id}
+            onHover={setHoveredId}
+            onSelect={onSelectType}
+          />
+        ))}
+      </EuiFlexGroup>
+    </div>
+  );
+};
+
+export default DataSourceCatalog;
+export { DATA_SOURCE_TYPES };
+export type { DataSourceTypeInfo };
diff --git a/ui/src/pages/data-sources/DataSourceInstance.tsx b/ui/src/pages/data-sources/DataSourceInstance.tsx
index 1ed2cfa5eab..574da82114e 100644
--- a/ui/src/pages/data-sources/DataSourceInstance.tsx
+++ b/ui/src/pages/data-sources/DataSourceInstance.tsx
@@ -1,21 +1,343 @@
-import React from "react";
+import React, { useState } from "react";
 import { Route, Routes, useNavigate, useParams } from "react-router-dom";
-import { EuiPageTemplate } from "@elastic/eui";
+import {
+  EuiPageTemplate,
+  EuiButton,
+  EuiButtonEmpty,
+  EuiConfirmModal,
+} from "@elastic/eui";
 
 import { DataSourceIcon } from "../../graphics/DataSourceIcon";
 import { useMatchExact } from "../../hooks/useMatchSubpath";
 import { useDocumentTitle } from "../../hooks/useDocumentTitle";
 import DataSourceRawData from "./DataSourceRawData";
 import DataSourceOverviewTab from "./DataSourceOverviewTab";
+import DataSourceFormModal, {
+  DataSourceFormData,
+} from "../../components/DataSourceFormModal";
+import {
+  useApplyDataSource,
+  useDeleteDataSource,
+} from "../../queries/mutations/useDataSourceMutations";
+import useLoadDataSource from "./useLoadDataSource";
+import { feast } from "../../protos";
 
 import {
   useDataSourceCustomTabs,
   useDataSourceCustomTabRoutes,
 } from "../../custom-tabs/TabsRegistryContext";
 
+const buildEditFormData = (ds: any): DataSourceFormData => {
+  const spec = ds.spec || ds;
+  const tags = spec.tags
+    ? Object.entries(spec.tags).map(([key, value]) => ({
+        key,
+        value: value as string,
+      }))
+    : [];
+
+  return {
+    name: spec.name || ds.name || "",
+    description: spec.description || ds.description || "",
+    owner: spec.owner || ds.owner || "",
+    sourceType: String(spec.type ?? ds.type ?? 0),
+    timestampField: spec.timestampField || ds.timestampField || "",
+    createdTimestampColumn:
+      spec.createdTimestampColumn || ds.createdTimestampColumn || "",
+    tags,
+    // File
+    fileUri: spec.fileOptions?.uri || ds.fileOptions?.uri || "",
+    fileFormat:
+      spec.fileOptions?.fileFormat || ds.fileOptions?.fileFormat || "parquet",
+    fileS3EndpointOverride:
+      spec.fileOptions?.s3EndpointOverride ||
+      ds.fileOptions?.s3EndpointOverride ||
+      "",
+    // BigQuery
+    bigqueryTable:
+      spec.bigqueryOptions?.table || ds.bigqueryOptions?.table || "",
+    bigqueryQuery:
+      spec.bigqueryOptions?.query || ds.bigqueryOptions?.query || "",
+    bigqueryDatePartitionColumn:
+      spec.datePartitionColumn || ds.datePartitionColumn || "",
+    // Snowflake
+    snowflakeTable:
+      spec.snowflakeOptions?.table || ds.snowflakeOptions?.table || "",
+    snowflakeDatabase:
+      spec.snowflakeOptions?.database || ds.snowflakeOptions?.database || "",
+    snowflakeSchema:
+      spec.snowflakeOptions?.schema || ds.snowflakeOptions?.schema || "",
+    snowflakeQuery:
+      spec.snowflakeOptions?.query || ds.snowflakeOptions?.query || "",
+    snowflakeWarehouse:
+      spec.snowflakeOptions?.warehouse || ds.snowflakeOptions?.warehouse || "",
+    // Redshift
+    redshiftTable:
+      spec.redshiftOptions?.table || ds.redshiftOptions?.table || "",
+    redshiftDatabase:
+      spec.redshiftOptions?.database || ds.redshiftOptions?.database || "",
+    redshiftSchema:
+      spec.redshiftOptions?.schema || ds.redshiftOptions?.schema || "",
+    redshiftQuery:
+      spec.redshiftOptions?.query || ds.redshiftOptions?.query || "",
+    // Kafka
+    kafkaBootstrapServers:
+      spec.kafkaOptions?.kafkaBootstrapServers ||
+      ds.kafkaOptions?.kafkaBootstrapServers ||
+      "",
+    kafkaTopic: spec.kafkaOptions?.topic || ds.kafkaOptions?.topic || "",
+    kafkaMessageFormat:
+      spec.kafkaOptions?.messageFormat ||
+      ds.kafkaOptions?.messageFormat ||
+      "json",
+    kafkaWatermarkDelay:
+      spec.kafkaOptions?.watermarkDelayThreshold ||
+      ds.kafkaOptions?.watermarkDelayThreshold ||
+      "",
+    // Spark
+    sparkTable: spec.sparkOptions?.table || ds.sparkOptions?.table || "",
+    sparkPath: spec.sparkOptions?.path || ds.sparkOptions?.path || "",
+    sparkQuery: spec.sparkOptions?.query || ds.sparkOptions?.query || "",
+    sparkFileFormat:
+      spec.sparkOptions?.fileFormat || ds.sparkOptions?.fileFormat || "",
+    sparkTableFormat:
+      spec.sparkOptions?.tableFormat?.formatType ||
+      ds.sparkOptions?.tableFormat?.formatType ||
+      "",
+    sparkTableFormatCatalog:
+      spec.sparkOptions?.tableFormat?.catalog ||
+      ds.sparkOptions?.tableFormat?.catalog ||
+      "",
+    sparkTableFormatNamespace:
+      spec.sparkOptions?.tableFormat?.namespace ||
+      ds.sparkOptions?.tableFormat?.namespace ||
+      "",
+    sparkTableFormatProperties: (() => {
+      const props =
+        spec.sparkOptions?.tableFormat?.properties ||
+        ds.sparkOptions?.tableFormat?.properties;
+      return props ? JSON.stringify(props) : "";
+    })(),
+    sparkDatePartitionColumn:
+      spec.sparkOptions?.datePartitionColumn ||
+      ds.sparkOptions?.datePartitionColumn ||
+      spec.datePartitionColumn ||
+      ds.datePartitionColumn ||
+      "",
+    sparkDatePartitionFormat:
+      spec.sparkOptions?.datePartitionColumnFormat ||
+      ds.sparkOptions?.datePartitionColumnFormat ||
+      "%Y-%m-%d",
+    // Kinesis
+    kinesisRegion:
+      spec.kinesisOptions?.region || ds.kinesisOptions?.region || "",
+    kinesisStreamName:
+      spec.kinesisOptions?.streamName || ds.kinesisOptions?.streamName || "",
+    kinesisRecordFormat:
+      spec.kinesisOptions?.recordFormat ||
+      ds.kinesisOptions?.recordFormat ||
+      "json",
+    // Trino
+    trinoTable: spec.trinoOptions?.table || ds.trinoOptions?.table || "",
+    trinoQuery: spec.trinoOptions?.query || ds.trinoOptions?.query || "",
+    // Athena
+    athenaTable: spec.athenaOptions?.table || ds.athenaOptions?.table || "",
+    athenaQuery: spec.athenaOptions?.query || ds.athenaOptions?.query || "",
+    athenaDatabase:
+      spec.athenaOptions?.database || ds.athenaOptions?.database || "",
+    athenaDataSource:
+      spec.athenaOptions?.dataSource || ds.athenaOptions?.dataSource || "",
+    athenaDatePartitionColumn:
+      spec.datePartitionColumn || ds.datePartitionColumn || "",
+    // Custom
+    customSourceClassName:
+      spec.customOptions?.className || ds.customOptions?.className || "",
+    customSourceConfig:
+      spec.customOptions?.config || ds.customOptions?.config || "",
+    // Iceberg
+    ...(() => {
+      const configStr =
+        spec.customOptions?.configuration ||
+        ds.customOptions?.configuration ||
+        "";
+      if (
+        String(spec.type ?? ds.type ?? 0) ===
+          String(feast.core.DataSource.SourceType.BATCH_ICEBERG) &&
+        configStr
+      ) {
+        try {
+          const cfg = JSON.parse(configStr);
+          return {
+            icebergCatalogType: cfg.catalog_type || "rest",
+            icebergEndpoint: cfg.endpoint || "",
+            icebergWarehouse: cfg.warehouse || "",
+            icebergNamespace: cfg.namespace || "",
+            icebergTable: cfg.table || "",
+            icebergTokenEnvVar: cfg.token_env_var || "",
+            icebergCredentialVending: String(cfg.credential_vending ?? true),
+            icebergCatalogProperties: cfg.catalog_properties
+              ? JSON.stringify(cfg.catalog_properties)
+              : "",
+          };
+        } catch {
+          /* ignore parse errors */
+        }
+      }
+      return {
+        icebergCatalogType: "rest",
+        icebergEndpoint: "",
+        icebergWarehouse: "",
+        icebergNamespace: "",
+        icebergTable: "",
+        icebergTokenEnvVar: "",
+        icebergCredentialVending: "true",
+        icebergCatalogProperties: "",
+      };
+    })(),
+    // Ray
+    rayReaderType: "",
+    rayPath: "",
+    rayReaderOptions: "",
+    // Postgres
+    postgresTable: "",
+    postgresQuery: "",
+    // MongoDB
+    mongodbCollection: "",
+    // ClickHouse
+    clickhouseTable: "",
+    clickhouseQuery: "",
+    // MSSQL
+    mssqlTable: "",
+    mssqlConnectionStr: "",
+    mssqlDatePartitionColumn: "",
+    // Oracle
+    oracleTable: "",
+    oracleConnectionStr: "",
+    oracleDatePartitionColumn: "",
+    // Couchbase
+    couchbaseDatabase: "",
+    couchbaseScope: "",
+    couchbaseCollection: "",
+    couchbaseQuery: "",
+  };
+};
+
+const formDataToPayload = (formData: DataSourceFormData, project: string) => {
+  const payload: Record<string, any> = {
+    name: formData.name,
+    project,
+    type: parseInt(formData.sourceType, 10),
+    timestamp_field: formData.timestampField,
+    created_timestamp_column: formData.createdTimestampColumn,
+    description: formData.description,
+    owner: formData.owner,
+    tags: Object.fromEntries(
+      formData.tags.filter((t) => t.key.trim()).map((t) => [t.key, t.value]),
+    ),
+  };
+
+  const st = formData.sourceType;
+  if (st === String(feast.core.DataSource.SourceType.BATCH_FILE)) {
+    payload.file_options = {
+      uri: formData.fileUri,
+      file_format: formData.fileFormat || "parquet",
+      s3_endpoint_override: formData.fileS3EndpointOverride || "",
+    };
+  } else if (st === String(feast.core.DataSource.SourceType.BATCH_BIGQUERY)) {
+    payload.bigquery_options = {
+      table: formData.bigqueryTable,
+      query: formData.bigqueryQuery,
+    };
+    if (formData.bigqueryDatePartitionColumn) {
+      payload.date_partition_column = formData.bigqueryDatePartitionColumn;
+    }
+  } else if (st === String(feast.core.DataSource.SourceType.BATCH_SNOWFLAKE)) {
+    payload.snowflake_options = {
+      table: formData.snowflakeTable,
+      database: formData.snowflakeDatabase,
+      schema_: formData.snowflakeSchema,
+      query: formData.snowflakeQuery || "",
+      warehouse: formData.snowflakeWarehouse || "",
+    };
+  } else if (st === String(feast.core.DataSource.SourceType.BATCH_REDSHIFT)) {
+    payload.redshift_options = {
+      table: formData.redshiftTable,
+      database: formData.redshiftDatabase,
+      schema_: formData.redshiftSchema,
+      query: formData.redshiftQuery || "",
+    };
+  } else if (st === String(feast.core.DataSource.SourceType.STREAM_KAFKA)) {
+    payload.kafka_options = {
+      kafka_bootstrap_servers: formData.kafkaBootstrapServers,
+      topic: formData.kafkaTopic,
+      message_format: formData.kafkaMessageFormat || "json",
+      watermark_delay_threshold: formData.kafkaWatermarkDelay || "",
+    };
+  } else if (st === String(feast.core.DataSource.SourceType.BATCH_SPARK)) {
+    payload.spark_options = {
+      table: formData.sparkTable,
+      path: formData.sparkPath,
+      query: formData.sparkQuery || "",
+      file_format: formData.sparkFileFormat || "",
+      table_format: formData.sparkTableFormat || "",
+      table_format_catalog: formData.sparkTableFormatCatalog || "",
+      table_format_namespace: formData.sparkTableFormatNamespace || "",
+      table_format_properties: formData.sparkTableFormatProperties || "",
+      date_partition_column: formData.sparkDatePartitionColumn || "",
+      date_partition_column_format: formData.sparkDatePartitionFormat || "",
+    };
+  } else if (st === String(feast.core.DataSource.SourceType.BATCH_TRINO)) {
+    payload.trino_options = {
+      table: formData.trinoTable,
+      query: formData.trinoQuery,
+    };
+  } else if (st === String(feast.core.DataSource.SourceType.BATCH_ATHENA)) {
+    payload.athena_options = {
+      table: formData.athenaTable,
+      query: formData.athenaQuery,
+      database: formData.athenaDatabase,
+      data_source: formData.athenaDataSource,
+    };
+    if (formData.athenaDatePartitionColumn) {
+      payload.date_partition_column = formData.athenaDatePartitionColumn;
+    }
+  } else if (st === String(feast.core.DataSource.SourceType.BATCH_ICEBERG)) {
+    const catalogProps = formData.icebergCatalogProperties.trim()
+      ? JSON.parse(formData.icebergCatalogProperties)
+      : {};
+    payload.custom_options = {
+      configuration: JSON.stringify({
+        catalog_type: formData.icebergCatalogType || "rest",
+        endpoint: formData.icebergEndpoint,
+        warehouse: formData.icebergWarehouse,
+        namespace: formData.icebergNamespace,
+        table: formData.icebergTable,
+        token_env_var: formData.icebergTokenEnvVar || null,
+        credential_vending: formData.icebergCredentialVending !== "false",
+        catalog_properties: catalogProps,
+      }),
+    };
+    payload.data_source_class_type =
+      "feast.infra.data_sources.contrib.iceberg_catalog.iceberg_source.IcebergSource";
+  } else if (st === String(feast.core.DataSource.SourceType.STREAM_KINESIS)) {
+    payload.kinesis_options = {
+      region: formData.kinesisRegion,
+      stream_name: formData.kinesisStreamName,
+      record_format: formData.kinesisRecordFormat || "json",
+    };
+  } else if (st === String(feast.core.DataSource.SourceType.CUSTOM_SOURCE)) {
+    payload.custom_options = {
+      class_name: formData.customSourceClassName,
+      config: formData.customSourceConfig,
+    };
+  }
+
+  return payload;
+};
+
 const DataSourceInstance = () => {
   const navigate = useNavigate();
-  let { dataSourceName } = useParams();
+  let { dataSourceName, projectName } = useParams();
 
   useDocumentTitle(`${dataSourceName} | Data Source | Feast`);
 
@@ -34,12 +356,66 @@ const DataSourceInstance = () => {
 
   const CustomTabRoutes = useDataSourceCustomTabRoutes();
 
+  const { data } = useLoadDataSource(dataSourceName || "");
+  const applyDataSource = useApplyDataSource();
+  const deleteDataSource = useDeleteDataSource();
+
+  const [showDeleteConfirm, setShowDeleteConfirm] = useState(false);
+  const [isEditModalOpen, setIsEditModalOpen] = useState(false);
+  const [editError, setEditError] = useState<string | null>(null);
+
+  const handleDelete = () => {
+    deleteDataSource.mutate(
+      { name: dataSourceName || "", project: projectName || "" },
+      {
+        onSuccess: () => {
+          navigate(`/p/${projectName}/data-source`);
+        },
+      },
+    );
+  };
+
+  const handleEditSubmit = (formData: DataSourceFormData) => {
+    const payload = formDataToPayload(formData, projectName || "");
+    applyDataSource.mutate(payload as any, {
+      onSuccess: () => {
+        setIsEditModalOpen(false);
+        setEditError(null);
+      },
+      onError: (err: unknown) => {
+        const message =
+          err instanceof Error ? err.message : "An unexpected error occurred.";
+        setEditError(message);
+      },
+    });
+  };
+
   return (
     <EuiPageTemplate panelled>
       <EuiPageTemplate.Header
         restrictWidth
         iconType={DataSourceIcon}
         pageTitle={`Data Source: ${dataSourceName}`}
+        rightSideItems={[
+          <EuiButton
+            key="edit"
+            iconType="pencil"
+            onClick={() => {
+              setEditError(null);
+              setIsEditModalOpen(true);
+            }}
+          >
+            Edit
+          </EuiButton>,
+          <EuiButtonEmpty
+            key="delete"
+            color="danger"
+            iconType="trash"
+            onClick={() => setShowDeleteConfirm(true)}
+          >
+            Delete
+          </EuiButtonEmpty>,
+        ]}
         tabs={tabs}
       />
       <EuiPageTemplate.Section>
@@ -49,6 +425,37 @@ const DataSourceInstance = () => {
           {CustomTabRoutes}
         </Routes>
       </EuiPageTemplate.Section>
+
+      {showDeleteConfirm && (
+        <EuiConfirmModal
+          title={`Delete "${dataSourceName}"?`}
+          onCancel={() => setShowDeleteConfirm(false)}
+          onConfirm={handleDelete}
+          cancelButtonText="Cancel"
+          confirmButtonText="Delete"
+          buttonColor="danger"
+          isLoading={deleteDataSource.isLoading}
+        >
+          <p>
+            This will permanently remove the data source. This action cannot be
+            undone.
+          </p>
+        </EuiConfirmModal>
+      )}
+
+      {isEditModalOpen && data && (
+        <DataSourceFormModal
+          onClose={() => {
+            setIsEditModalOpen(false);
+            setEditError(null);
+          }}
+          onSubmit={handleEditSubmit}
+          initialData={buildEditFormData(data)}
+          isEdit
+          isSubmitting={applyDataSource.isLoading}
+          submitError={editError}
+        />
+      )}
     </EuiPageTemplate>
   );
 };
diff --git a/ui/src/pages/data-sources/DataSourceOverviewTab.tsx b/ui/src/pages/data-sources/DataSourceOverviewTab.tsx
index d702034a558..831e90b91d1 100644
--- a/ui/src/pages/data-sources/DataSourceOverviewTab.tsx
+++ b/ui/src/pages/data-sources/DataSourceOverviewTab.tsx
@@ -13,29 +13,34 @@ import {
   EuiDescriptionListDescription,
   EuiSpacer,
 } from "@elastic/eui";
-import React, { useContext } from "react";
+import React from "react";
 import { useParams } from "react-router-dom";
-import PermissionsDisplay from "../../components/PermissionsDisplay";
-import RegistryPathContext from "../../contexts/RegistryPathContext";
-import { FEAST_FCO_TYPES } from "../../parsers/types";
-import { feast } from "../../protos";
-import useLoadRegistry from "../../queries/useLoadRegistry";
-import { getEntityPermissions } from "../../utils/permissionUtils";
 import BatchSourcePropertiesView from "./BatchSourcePropertiesView";
 import FeatureViewEdgesList from "../entities/FeatureViewEdgesList";
 import RequestDataSourceSchemaTable from "./RequestDataSourceSchemaTable";
 import useLoadDataSource from "./useLoadDataSource";
+import { feast } from "../../protos";
 
 const DataSourceOverviewTab = () => {
-  let { dataSourceName, projectName } = useParams();
-  const registryUrl = useContext(RegistryPathContext);
-  const registryQuery = useLoadRegistry(registryUrl, projectName);
+  const { dataSourceName } = useParams();
 
   const dsName = dataSourceName === undefined ? "" : dataSourceName;
   const { isLoading, isSuccess, isError, data, consumingFeatureViews } =
     useLoadDataSource(dsName);
   const isEmpty = data === undefined;
 
+  const viewTypesForDs: Record<string, string> | undefined =
+    consumingFeatureViews && consumingFeatureViews.length > 0
+      ? consumingFeatureViews.reduce((acc: Record<string, string>, f: any) => {
+          acc[f.target.name] =
+            f.target.type === "labelView" ? "labelView" : "featureView";
+          return acc;
+        }, {})
+      : undefined;
+
+  const spec = data?.spec || data;
+  const sourceType = spec?.type;
+
   return (
     <React.Fragment>
       {isLoading && (
@@ -56,16 +61,82 @@ const DataSourceOverviewTab = () => {
                       <h2>Properties</h2>
                     </EuiTitle>
                     <EuiHorizontalRule margin="xs" />
-                    {data.fileOptions || data.bigqueryOptions ? (
-                      <BatchSourcePropertiesView batchSource={data} />
-                    ) : data.type ? (
+                    {spec?.fileOptions || spec?.bigqueryOptions ? (
+                      <BatchSourcePropertiesView batchSource={spec} />
+                    ) : String(sourceType) ===
+                      String(feast.core.DataSource.SourceType.BATCH_ICEBERG) ? (
+                      (() => {
+                        let cfg: any = {};
+                        try {
+                          cfg = JSON.parse(
+                            spec?.customOptions?.configuration || "{}",
+                          );
+                        } catch {
+                          /* ignore */
+                        }
+                        return (
+                          <EuiDescriptionList>
+                            <EuiDescriptionListTitle>
+                              Source Type
+                            </EuiDescriptionListTitle>
+                            <EuiDescriptionListDescription>
+                              Iceberg / Unity Catalog
+                            </EuiDescriptionListDescription>
+                            <EuiDescriptionListTitle>
+                              Catalog Type
+                            </EuiDescriptionListTitle>
+                            <EuiDescriptionListDescription>
+                              {cfg.catalog_type || "rest"}
+                            </EuiDescriptionListDescription>
+                            {cfg.endpoint && (
+                              <>
+                                <EuiDescriptionListTitle>
+                                  Endpoint
+                                </EuiDescriptionListTitle>
+                                <EuiDescriptionListDescription>
+                                  {cfg.endpoint}
+                                </EuiDescriptionListDescription>
+                              </>
+                            )}
+                            <EuiDescriptionListTitle>
+                              Warehouse
+                            </EuiDescriptionListTitle>
+                            <EuiDescriptionListDescription>
+                              {cfg.warehouse || "—"}
+                            </EuiDescriptionListDescription>
+                            <EuiDescriptionListTitle>
+                              Namespace
+                            </EuiDescriptionListTitle>
+                            <EuiDescriptionListDescription>
+                              {cfg.namespace || "—"}
+                            </EuiDescriptionListDescription>
+                            <EuiDescriptionListTitle>
+                              Table
+                            </EuiDescriptionListTitle>
+                            <EuiDescriptionListDescription>
+                              {cfg.table || "—"}
+                            </EuiDescriptionListDescription>
+                            {cfg.token_env_var && (
+                              <>
+                                <EuiDescriptionListTitle>
+                                  Token Env Variable
+                                </EuiDescriptionListTitle>
+                                <EuiDescriptionListDescription>
+                                  {cfg.token_env_var}
+                                </EuiDescriptionListDescription>
+                              </>
+                            )}
+                          </EuiDescriptionList>
+                        );
+                      })()
+                    ) : sourceType ? (
                       <React.Fragment>
                         <EuiDescriptionList>
                           <EuiDescriptionListTitle>
                             Source Type
                           </EuiDescriptionListTitle>
                           <EuiDescriptionListDescription>
-                            {feast.core.DataSource.SourceType[data.type]}
+                            {sourceType}
                           </EuiDescriptionListDescription>
                         </EuiDescriptionList>
                       </React.Fragment>
@@ -78,7 +149,7 @@ const DataSourceOverviewTab = () => {
               <EuiSpacer size="m" />
               <EuiFlexGroup>
                 <EuiFlexItem>
-                  {data.requestDataOptions ? (
+                  {spec?.requestDataOptions ? (
                     <EuiPanel hasBorder={true}>
                       <EuiTitle size="xs">
                         <h2>Request Source Schema</h2>
@@ -86,7 +157,7 @@ const DataSourceOverviewTab = () => {
                       <EuiHorizontalRule margin="xs"></EuiHorizontalRule>
                       <RequestDataSourceSchemaTable
                         fields={
-                          data?.requestDataOptions?.schema!.map((obj) => {
+                          data?.requestDataOptions?.schema!.map((obj: any) => {
                             return {
                               fieldName: obj.name!,
                               valueType: obj.valueType!,
@@ -104,37 +175,18 @@ const DataSourceOverviewTab = () => {
             <EuiFlexItem>
               <EuiPanel hasBorder={true}>
                 <EuiTitle size="xs">
-                  <h2>Consuming Feature Views</h2>
+                  <h2>Consuming Views</h2>
                 </EuiTitle>
                 <EuiHorizontalRule margin="xs"></EuiHorizontalRule>
                 {consumingFeatureViews && consumingFeatureViews.length > 0 ? (
                   <FeatureViewEdgesList
-                    fvNames={consumingFeatureViews.map((f) => {
+                    fvNames={consumingFeatureViews.map((f: any) => {
                       return f.target.name;
                     })}
+                    viewTypes={viewTypesForDs}
                   />
                 ) : (
-                  <EuiText>No consuming feature views</EuiText>
-                )}
-              </EuiPanel>
-              <EuiSpacer size="m" />
-              <EuiPanel hasBorder={true}>
-                <EuiTitle size="xs">
-                  <h2>Permissions</h2>
-                </EuiTitle>
-                <EuiHorizontalRule margin="xs"></EuiHorizontalRule>
-                {registryQuery.data?.permissions ? (
-                  <PermissionsDisplay
-                    permissions={getEntityPermissions(
-                      registryQuery.data.permissions,
-                      FEAST_FCO_TYPES.dataSource,
-                      dsName,
-                    )}
-                  />
-                ) : (
-                  <EuiText>
-                    No permissions defined for this data source.
-                  </EuiText>
+                  <EuiText>No consuming views</EuiText>
                 )}
               </EuiPanel>
             </EuiFlexItem>
diff --git a/ui/src/pages/data-sources/DataSourcesListingTable.tsx b/ui/src/pages/data-sources/DataSourcesListingTable.tsx
index c314a4dfb94..c08060dd0e4 100644
--- a/ui/src/pages/data-sources/DataSourcesListingTable.tsx
+++ b/ui/src/pages/data-sources/DataSourcesListingTable.tsx
@@ -32,8 +32,11 @@ const DatasourcesListingTable = ({
       name: "Type",
       field: "type",
       sortable: true,
-      render: (valueType: feast.core.DataSource.SourceType) => {
-        return feast.core.DataSource.SourceType[valueType];
+      render: (valueType: feast.core.DataSource.SourceType | string) => {
+        if (typeof valueType === "string") {
+          return valueType;
+        }
+        return feast.core.DataSource.SourceType[valueType] || String(valueType);
       },
     },
   ];
diff --git a/ui/src/pages/data-sources/Index.tsx b/ui/src/pages/data-sources/Index.tsx
index 96aef712aec..c8422d3943a 100644
--- a/ui/src/pages/data-sources/Index.tsx
+++ b/ui/src/pages/data-sources/Index.tsx
@@ -1,4 +1,4 @@
-import React, { useContext } from "react";
+import React, { useMemo, useState } from "react";
 import { useParams } from "react-router-dom";
 
 import {
@@ -9,52 +9,175 @@ import {
   EuiTitle,
   EuiFieldSearch,
   EuiSpacer,
+  EuiButton,
+  EuiCallOut,
 } from "@elastic/eui";
 
-import useLoadRegistry from "../../queries/useLoadRegistry";
 import DatasourcesListingTable from "./DataSourcesListingTable";
+import DataSourceCatalog from "./DataSourceCatalog";
 import { useDocumentTitle } from "../../hooks/useDocumentTitle";
-import RegistryPathContext from "../../contexts/RegistryPathContext";
-import DataSourceIndexEmptyState from "./DataSourceIndexEmptyState";
 import { DataSourceIcon } from "../../graphics/DataSourceIcon";
 import { useSearchQuery } from "../../hooks/useSearchInputWithTags";
 import { feast } from "../../protos";
 import ExportButton from "../../components/ExportButton";
+import DataSourceFormModal, {
+  DataSourceFormData,
+} from "../../components/DataSourceFormModal";
+import { useApplyDataSource } from "../../queries/mutations/useDataSourceMutations";
+import useResourceQuery, {
+  dataSourceListPath,
+} from "../../queries/useResourceQuery";
 
 const useLoadDatasources = () => {
-  const registryUrl = useContext(RegistryPathContext);
   const { projectName } = useParams();
-  const registryQuery = useLoadRegistry(registryUrl, projectName);
-
-  const data =
-    registryQuery.data === undefined
-      ? undefined
-      : registryQuery.data.objects.dataSources;
-
-  return {
-    ...registryQuery,
-    data,
-  };
+  return useResourceQuery<any[]>({
+    resourceType: "data-sources-list",
+    project: projectName,
+    restPath: dataSourceListPath(projectName),
+    restSelect: (d) => d.dataSources,
+  });
 };
 
-const filterFn = (data: feast.core.IDataSource[], searchTokens: string[]) => {
-  let filteredByTags = data;
-
+const filterFn = (data: any[], searchTokens: string[]) => {
   if (searchTokens.length) {
-    return filteredByTags.filter((entry) => {
+    return data.filter((entry) => {
+      const name = entry.name || entry.spec?.name || "";
       return searchTokens.find((token) => {
-        return (
-          token.length >= 3 && entry.name && entry.name.indexOf(token) >= 0
-        );
+        return token.length >= 3 && name.indexOf(token) >= 0;
       });
     });
   }
 
-  return filteredByTags;
+  return data;
+};
+
+const formDataToPayload = (formData: DataSourceFormData, project: string) => {
+  const payload: Record<string, any> = {
+    name: formData.name,
+    project,
+    type: parseInt(formData.sourceType, 10),
+    timestamp_field: formData.timestampField,
+    created_timestamp_column: formData.createdTimestampColumn,
+    description: formData.description,
+    owner: formData.owner,
+    tags: Object.fromEntries(
+      formData.tags.filter((t) => t.key.trim()).map((t) => [t.key, t.value]),
+    ),
+  };
+
+  const st = formData.sourceType;
+  if (st === String(feast.core.DataSource.SourceType.BATCH_FILE)) {
+    payload.file_options = {
+      uri: formData.fileUri,
+      file_format: formData.fileFormat || "parquet",
+      s3_endpoint_override: formData.fileS3EndpointOverride || "",
+    };
+  } else if (st === String(feast.core.DataSource.SourceType.BATCH_BIGQUERY)) {
+    payload.bigquery_options = {
+      table: formData.bigqueryTable,
+      query: formData.bigqueryQuery,
+    };
+    if (formData.bigqueryDatePartitionColumn) {
+      payload.date_partition_column = formData.bigqueryDatePartitionColumn;
+    }
+  } else if (st === String(feast.core.DataSource.SourceType.BATCH_SNOWFLAKE)) {
+    payload.snowflake_options = {
+      table: formData.snowflakeTable,
+      database: formData.snowflakeDatabase,
+      schema_: formData.snowflakeSchema,
+      query: formData.snowflakeQuery || "",
+      warehouse: formData.snowflakeWarehouse || "",
+    };
+  } else if (st === String(feast.core.DataSource.SourceType.BATCH_REDSHIFT)) {
+    payload.redshift_options = {
+      table: formData.redshiftTable,
+      database: formData.redshiftDatabase,
+      schema_: formData.redshiftSchema,
+      query: formData.redshiftQuery || "",
+    };
+  } else if (st === String(feast.core.DataSource.SourceType.STREAM_KAFKA)) {
+    payload.kafka_options = {
+      kafka_bootstrap_servers: formData.kafkaBootstrapServers,
+      topic: formData.kafkaTopic,
+      message_format: formData.kafkaMessageFormat || "json",
+      watermark_delay_threshold: formData.kafkaWatermarkDelay || "",
+    };
+  } else if (st === String(feast.core.DataSource.SourceType.BATCH_SPARK)) {
+    payload.spark_options = {
+      table: formData.sparkTable,
+      path: formData.sparkPath,
+      query: formData.sparkQuery || "",
+      file_format: formData.sparkFileFormat || "",
+      table_format: formData.sparkTableFormat || "",
+      table_format_catalog: formData.sparkTableFormatCatalog || "",
+      table_format_namespace: formData.sparkTableFormatNamespace || "",
+      table_format_properties: formData.sparkTableFormatProperties || "",
+      date_partition_column: formData.sparkDatePartitionColumn || "",
+      date_partition_column_format: formData.sparkDatePartitionFormat || "",
+    };
+  } else if (st === String(feast.core.DataSource.SourceType.BATCH_TRINO)) {
+    payload.trino_options = {
+      table: formData.trinoTable,
+      query: formData.trinoQuery,
+    };
+  } else if (st === String(feast.core.DataSource.SourceType.BATCH_ATHENA)) {
+    payload.athena_options = {
+      table: formData.athenaTable,
+      query: formData.athenaQuery,
+      database: formData.athenaDatabase,
+      data_source: formData.athenaDataSource,
+    };
+    if (formData.athenaDatePartitionColumn) {
+      payload.date_partition_column = formData.athenaDatePartitionColumn;
+    }
+  } else if (st === String(feast.core.DataSource.SourceType.BATCH_ICEBERG)) {
+    const catalogProps = formData.icebergCatalogProperties.trim()
+      ? JSON.parse(formData.icebergCatalogProperties)
+      : {};
+    payload.custom_options = {
+      configuration: JSON.stringify({
+        catalog_type: formData.icebergCatalogType || "rest",
+        endpoint: formData.icebergEndpoint,
+        warehouse: formData.icebergWarehouse,
+        namespace: formData.icebergNamespace,
+        table: formData.icebergTable,
+        token_env_var: formData.icebergTokenEnvVar || null,
+        credential_vending: formData.icebergCredentialVending !== "false",
+        catalog_properties: catalogProps,
+      }),
+    };
+    payload.data_source_class_type =
+      "feast.infra.data_sources.contrib.iceberg_catalog.iceberg_source.IcebergSource";
+  } else if (st === String(feast.core.DataSource.SourceType.STREAM_KINESIS)) {
+    payload.kinesis_options = {
+      region: formData.kinesisRegion,
+      stream_name: formData.kinesisStreamName,
+      record_format: formData.kinesisRecordFormat || "json",
+    };
+  } else if (st === String(feast.core.DataSource.SourceType.CUSTOM_SOURCE)) {
+    payload.custom_options = {
+      class_name: formData.customSourceClassName,
+      config: formData.customSourceConfig,
+    };
+  }
+
+  return payload;
 };
 
 const Index = () => {
-  const { isLoading, isSuccess, isError, data } = useLoadDatasources();
+  const { projectName } = useParams();
+  const { isLoading, isSuccess, isError, isPermissionDenied, data } =
+    useLoadDatasources();
+  const isAllProjects = projectName === "all";
+
+  const [showCatalog, setShowCatalog] = useState(false);
+  const [isModalOpen, setIsModalOpen] = useState(false);
+  const [preselectedSourceType, setPreselectedSourceType] = useState<
+    string | null
+  >(null);
+  const [successMessage, setSuccessMessage] = useState<string | null>(null);
+  const [errorMessage, setErrorMessage] = useState<string | null>(null);
+  const applyDataSource = useApplyDataSource();
 
   useDocumentTitle(`Data Sources | Feast`);
 
@@ -62,6 +185,115 @@ const Index = () => {
 
   const filterResult = data ? filterFn(data, searchTokens) : data;
 
+  const hasExistingSources = isSuccess && data && data.length > 0;
+  const isEmpty = isSuccess && (!data || data.length === 0);
+
+  const modalInitialData = useMemo(() => {
+    if (!preselectedSourceType) return undefined;
+    return {
+      name: "",
+      description: "",
+      owner: "",
+      sourceType: preselectedSourceType,
+      timestampField: "",
+      createdTimestampColumn: "",
+      tags: [] as { key: string; value: string }[],
+      fileUri: "",
+      fileFormat: "parquet",
+      fileS3EndpointOverride: "",
+      bigqueryTable: "",
+      bigqueryQuery: "",
+      bigqueryDatePartitionColumn: "",
+      snowflakeTable: "",
+      snowflakeDatabase: "",
+      snowflakeSchema: "",
+      snowflakeQuery: "",
+      snowflakeWarehouse: "",
+      redshiftTable: "",
+      redshiftDatabase: "",
+      redshiftSchema: "",
+      redshiftQuery: "",
+      kafkaBootstrapServers: "",
+      kafkaTopic: "",
+      kafkaMessageFormat: "json",
+      kafkaWatermarkDelay: "",
+      sparkTable: "",
+      sparkPath: "",
+      sparkQuery: "",
+      sparkFileFormat: "parquet",
+      sparkTableFormat: "",
+      sparkTableFormatCatalog: "",
+      sparkTableFormatNamespace: "",
+      sparkTableFormatProperties: "",
+      sparkDatePartitionColumn: "",
+      sparkDatePartitionFormat: "%Y-%m-%d",
+      kinesisRegion: "",
+      kinesisStreamName: "",
+      kinesisRecordFormat: "json",
+      trinoTable: "",
+      trinoQuery: "",
+      athenaTable: "",
+      athenaQuery: "",
+      athenaDatabase: "",
+      athenaDataSource: "",
+      athenaDatePartitionColumn: "",
+      customSourceClassName: "",
+      customSourceConfig: "",
+      icebergCatalogType: "rest",
+      icebergEndpoint: "",
+      icebergWarehouse: "",
+      icebergNamespace: "",
+      icebergTable: "",
+      icebergTokenEnvVar: "",
+      icebergCredentialVending: "true",
+      icebergCatalogProperties: "",
+      rayReaderType: "parquet",
+      rayPath: "",
+      rayReaderOptions: "",
+      postgresTable: "",
+      postgresQuery: "",
+      mongodbCollection: "",
+      clickhouseTable: "",
+      clickhouseQuery: "",
+      mssqlTable: "",
+      mssqlConnectionStr: "",
+      mssqlDatePartitionColumn: "",
+      oracleTable: "",
+      oracleConnectionStr: "",
+      oracleDatePartitionColumn: "",
+      couchbaseDatabase: "",
+      couchbaseScope: "",
+      couchbaseCollection: "",
+      couchbaseQuery: "",
+    };
+  }, [preselectedSourceType]);
+
+  const handleSelectType = (sourceType: string) => {
+    setPreselectedSourceType(sourceType);
+    setIsModalOpen(true);
+  };
+
+  const handleCreateSubmit = (formData: DataSourceFormData) => {
+    const payload = formDataToPayload(formData, projectName || "");
+    applyDataSource.mutate(payload as any, {
+      onSuccess: () => {
+        setIsModalOpen(false);
+        setPreselectedSourceType(null);
+        setShowCatalog(false);
+        setErrorMessage(null);
+        setSuccessMessage(
+          `Data source "${formData.name}" created successfully.`,
+        );
+        setTimeout(() => setSuccessMessage(null), 5000);
+      },
+      onError: (err: unknown) => {
+        const message =
+          err instanceof Error ? err.message : "An unexpected error occurred.";
+        setErrorMessage(message);
+      },
+    });
+  };
+
   return (
     <EuiPageTemplate panelled>
       <EuiPageTemplate.Header
@@ -69,42 +301,143 @@ const Index = () => {
         iconType={DataSourceIcon}
         pageTitle="Data Sources"
         rightSideItems={[
+          ...(isAllProjects || showCatalog
+            ? []
+            : [
+                <EuiButton
+                  fill
+                  iconType="plus"
+                  onClick={() => setShowCatalog(true)}
+                  key="create"
+                >
+                  Create Data Source
+                </EuiButton>,
+              ]),
           <ExportButton
             data={filterResult ?? []}
             fileName="data_sources"
             formats={["json"]}
+            key="export"
           />,
         ]}
       />
       <EuiPageTemplate.Section>
-        {isLoading && (
-          <p>
-            <EuiLoadingSpinner size="m" /> Loading
-          </p>
+        {successMessage && (
+          <>
+            <EuiCallOut
+              title={successMessage}
+              color="success"
+              iconType="check"
+              size="s"
+            />
+            <EuiSpacer size="m" />
+          </>
         )}
-        {isError && <p>We encountered an error while loading.</p>}
-        {isSuccess && !data && <DataSourceIndexEmptyState />}
-        {isSuccess && data && data.length > 0 && filterResult && (
-          <React.Fragment>
-            <EuiFlexGroup>
-              <EuiFlexItem grow={2}>
-                <EuiTitle size="xs">
-                  <h2>Search</h2>
+        {errorMessage && !isModalOpen && (
+          <>
+            <EuiCallOut
+              title={errorMessage}
+              color="danger"
+              iconType="alert"
+              size="s"
+            />
+            <EuiSpacer size="m" />
+          </>
+        )}
+
+        {showCatalog && !isAllProjects && (
+          <>
+            <EuiFlexGroup alignItems="center" justifyContent="spaceBetween">
+              <EuiFlexItem grow={false}>
+                <EuiTitle size="s">
+                  <h2>Select a Data Source Type</h2>
                 </EuiTitle>
-                <EuiFieldSearch
-                  value={searchString}
-                  fullWidth={true}
-                  onChange={(e) => {
-                    setSearchString(e.target.value);
-                  }}
-                />
               </EuiFlexItem>
+              {hasExistingSources && (
+                <EuiFlexItem grow={false}>
+                  <EuiButton
+                    onClick={() => setShowCatalog(false)}
+                    iconType="arrowLeft"
+                    size="s"
+                  >
+                    Back to Data Sources
+                  </EuiButton>
+                </EuiFlexItem>
+              )}
             </EuiFlexGroup>
             <EuiSpacer size="m" />
-            <DatasourcesListingTable dataSources={filterResult} />
-          </React.Fragment>
+            <DataSourceCatalog onSelectType={handleSelectType} />
+          </>
+        )}
+
+        {!showCatalog && (
+          <>
+            {isLoading && (
+              <p>
+                <EuiLoadingSpinner size="m" /> Loading
+              </p>
+            )}
+            {isPermissionDenied && (
+              <EuiCallOut
+                title="Permission denied"
+                color="warning"
+                iconType="lock"
+              >
+                <p>You do not have permission to view data sources.</p>
+              </EuiCallOut>
+            )}
+            {isError && !isPermissionDenied && (
+              <p>We encountered an error while loading.</p>
+            )}
+            {isEmpty && !isAllProjects && (
+              <>
+                <EuiTitle size="s">
+                  <h2>No data sources yet — create your first connection</h2>
+                </EuiTitle>
+                <EuiSpacer size="l" />
+                <DataSourceCatalog onSelectType={handleSelectType} />
+              </>
+            )}
+            {isEmpty && isAllProjects && (
+              <p>No data sources found across projects.</p>
+            )}
+            {hasExistingSources && filterResult && (
+              <React.Fragment>
+                <EuiFlexGroup>
+                  <EuiFlexItem grow={2}>
+                    <EuiTitle size="xs">
+                      <h2>Search</h2>
+                    </EuiTitle>
+                    <EuiFieldSearch
+                      value={searchString}
+                      fullWidth={true}
+                      onChange={(e) => {
+                        setSearchString(e.target.value);
+                      }}
+                    />
+                  </EuiFlexItem>
+                </EuiFlexGroup>
+                <EuiSpacer size="m" />
+                <DatasourcesListingTable dataSources={filterResult} />
+              </React.Fragment>
+            )}
+          </>
         )}
       </EuiPageTemplate.Section>
+
+      {isModalOpen && (
+        <DataSourceFormModal
+          onClose={() => {
+            setIsModalOpen(false);
+            setPreselectedSourceType(null);
+            setErrorMessage(null);
+          }}
+          onSubmit={handleCreateSubmit}
+          isSubmitting={applyDataSource.isLoading}
+          submitError={errorMessage}
+          initialData={modalInitialData}
+        />
+      )}
     </EuiPageTemplate>
   );
 };
diff --git a/ui/src/pages/data-sources/RequestDataSourceSchemaTable.tsx b/ui/src/pages/data-sources/RequestDataSourceSchemaTable.tsx
index a55aeac0280..f671042dd85 100644
--- a/ui/src/pages/data-sources/RequestDataSourceSchemaTable.tsx
+++ b/ui/src/pages/data-sources/RequestDataSourceSchemaTable.tsx
@@ -20,8 +20,9 @@ const RequestDataSourceSchemaTable = ({ fields }: RequestDataSourceSchema) => {
     {
       name: "Value Type",
       field: "valueType",
-      render: (valueType: feast.types.ValueType.Enum) => {
-        return feast.types.ValueType.Enum[valueType];
+      render: (valueType: feast.types.ValueType.Enum | string) => {
+        if (typeof valueType === "string") return valueType;
+        return feast.types.ValueType.Enum[valueType] || String(valueType || "");
       },
     },
   ];
diff --git a/ui/src/pages/data-sources/useLoadDataSource.ts b/ui/src/pages/data-sources/useLoadDataSource.ts
index 43f697fca03..c099e78f917 100644
--- a/ui/src/pages/data-sources/useLoadDataSource.ts
+++ b/ui/src/pages/data-sources/useLoadDataSource.ts
@@ -1,35 +1,35 @@
-import { useContext } from "react";
 import { useParams } from "react-router-dom";
-import RegistryPathContext from "../../contexts/RegistryPathContext";
-import { FEAST_FCO_TYPES } from "../../parsers/types";
-import useLoadRegistry from "../../queries/useLoadRegistry";
+import useResourceQuery, {
+  dataSourceDetailPath,
+} from "../../queries/useResourceQuery";
 
 const useLoadDataSource = (dataSourceName: string) => {
-  const registryUrl = useContext(RegistryPathContext);
   const { projectName } = useParams();
-  const registryQuery = useLoadRegistry(registryUrl, projectName);
 
-  const data =
-    registryQuery.data === undefined
-      ? undefined
-      : registryQuery.data.objects.dataSources?.find(
-          (ds) => ds.name === dataSourceName,
-        );
+  const dsQuery = useResourceQuery<any>({
+    resourceType: `data-source:${dataSourceName}`,
+    project: projectName,
+    restPath: dataSourceDetailPath(dataSourceName, projectName || ""),
+    restSelect: (d) => ({
+      dataSource: d,
+      relationships: d?.relationships || [],
+    }),
+    enabled: !!dataSourceName,
+  });
 
-  const consumingFeatureViews =
-    registryQuery.data === undefined
-      ? undefined
-      : registryQuery.data.relationships.filter((relationship) => {
-          return (
-            relationship.source.type === FEAST_FCO_TYPES.dataSource &&
-            relationship.source.name === data?.name &&
-            relationship.target.type === FEAST_FCO_TYPES.featureView
-          );
-        });
+  const dataSource = dsQuery.data?.dataSource;
+  const relationships = dsQuery.data?.relationships || [];
+
+  const consumingFeatureViews = relationships.filter(
+    (rel: any) =>
+      rel?.source?.type === "dataSource" &&
+      (rel?.target?.type === "featureView" ||
+        rel?.target?.type === "labelView"),
+  );
 
   return {
-    ...registryQuery,
-    data,
+    ...dsQuery,
+    data: dataSource,
     consumingFeatureViews,
   };
 };
diff --git a/ui/src/pages/document-labeling/ClassificationTab.tsx b/ui/src/pages/document-labeling/ClassificationTab.tsx
deleted file mode 100644
index 302b03cd9fa..00000000000
--- a/ui/src/pages/document-labeling/ClassificationTab.tsx
+++ /dev/null
@@ -1,310 +0,0 @@
-import React, { useState } from "react";
-import {
-  EuiPageSection,
-  EuiCallOut,
-  EuiSpacer,
-  EuiFlexGroup,
-  EuiFlexItem,
-  EuiFormRow,
-  EuiFieldText,
-  EuiButton,
-  EuiPanel,
-  EuiTitle,
-  EuiText,
-  EuiTable,
-  EuiTableHeader,
-  EuiTableHeaderCell,
-  EuiTableBody,
-  EuiTableRow,
-  EuiTableRowCell,
-  EuiSelect,
-  EuiLoadingSpinner,
-} from "@elastic/eui";
-
-interface ClassificationData {
-  id: number;
-  text: string;
-  currentClass: string;
-  originalClass?: string;
-}
-
-const ClassificationTab = () => {
-  const [csvPath, setCsvPath] = useState("./src/sample-data.csv");
-  const [isLoading, setIsLoading] = useState(false);
-  const [data, setData] = useState<ClassificationData[]>([]);
-  const [error, setError] = useState<string | null>(null);
-  const [availableClasses] = useState(["positive", "negative", "neutral"]);
-
-  const loadCsvData = async () => {
-    if (!csvPath) return;
-
-    setIsLoading(true);
-    setError(null);
-
-    try {
-      if (csvPath === "./src/sample-data.csv") {
-        const sampleData: ClassificationData[] = [
-          {
-            id: 1,
-            text: "This product is amazing! I love the quality and design.",
-            currentClass: "positive",
-            originalClass: "positive",
-          },
-          {
-            id: 2,
-            text: "The service was terrible and the food was cold.",
-            currentClass: "negative",
-            originalClass: "negative",
-          },
-          {
-            id: 3,
-            text: "It's an okay product, nothing special but does the job.",
-            currentClass: "neutral",
-            originalClass: "neutral",
-          },
-          {
-            id: 4,
-            text: "Excellent customer support and fast delivery!",
-            currentClass: "positive",
-            originalClass: "positive",
-          },
-          {
-            id: 5,
-            text: "I'm not sure how I feel about this purchase.",
-            currentClass: "neutral",
-            originalClass: "positive",
-          },
-        ];
-
-        setData(sampleData);
-      } else {
-        throw new Error(
-          "CSV file not found. Please use the sample data path: ./src/sample-data.csv",
-        );
-      }
-    } catch (err) {
-      setError(
-        err instanceof Error
-          ? err.message
-          : "An error occurred while loading the CSV data",
-      );
-    } finally {
-      setIsLoading(false);
-    }
-  };
-
-  const handleClassChange = (id: number, newClass: string) => {
-    setData(
-      data.map((item) =>
-        item.id === id ? { ...item, currentClass: newClass } : item,
-      ),
-    );
-  };
-
-  const getChangedItems = () => {
-    return data.filter((item) => item.currentClass !== item.originalClass);
-  };
-
-  const resetChanges = () => {
-    setData(
-      data.map((item) => ({ ...item, currentClass: item.originalClass || "" })),
-    );
-  };
-
-  const saveChanges = () => {
-    const changedItems = getChangedItems();
-    console.log("Saving classification changes:", changedItems);
-    alert(`Saved ${changedItems.length} classification changes!`);
-  };
-
-  const columns = [
-    {
-      field: "id",
-      name: "ID",
-      width: "60px",
-    },
-    {
-      field: "text",
-      name: "Text",
-      width: "60%",
-    },
-    {
-      field: "originalClass",
-      name: "Original Class",
-      width: "15%",
-    },
-    {
-      field: "currentClass",
-      name: "Current Class",
-      width: "20%",
-    },
-  ];
-
-  return (
-    <EuiPageSection>
-      <EuiCallOut
-        title="Classify sample data"
-        color="primary"
-        iconType="iInCircle"
-      >
-        <p>
-          Load a CSV file containing text samples and edit their classification
-          labels. This helps improve your classification models by providing
-          corrected training data.
-        </p>
-      </EuiCallOut>
-
-      <EuiSpacer size="l" />
-
-      <EuiFlexGroup>
-        <EuiFlexItem>
-          <EuiFormRow label="CSV file path">
-            <EuiFieldText
-              placeholder="./src/your-data.csv"
-              value={csvPath}
-              onChange={(e) => setCsvPath(e.target.value)}
-            />
-          </EuiFormRow>
-        </EuiFlexItem>
-        <EuiFlexItem grow={false}>
-          <EuiFormRow hasEmptyLabelSpace>
-            <EuiButton
-              fill
-              onClick={loadCsvData}
-              disabled={!csvPath}
-              isLoading={isLoading}
-            >
-              Load CSV Data
-            </EuiButton>
-          </EuiFormRow>
-        </EuiFlexItem>
-      </EuiFlexGroup>
-
-      <EuiSpacer size="l" />
-
-      {isLoading && (
-        <EuiFlexGroup alignItems="center" gutterSize="s">
-          <EuiFlexItem grow={false}>
-            <EuiLoadingSpinner size="m" />
-          </EuiFlexItem>
-          <EuiFlexItem>
-            <EuiText>Loading CSV data...</EuiText>
-          </EuiFlexItem>
-        </EuiFlexGroup>
-      )}
-
-      {error && (
-        <EuiCallOut
-          title="Error loading CSV data"
-          color="danger"
-          iconType="alert"
-        >
-          <p>{error}</p>
-        </EuiCallOut>
-      )}
-
-      {data.length > 0 && (
-        <>
-          <EuiFlexGroup alignItems="center" justifyContent="spaceBetween">
-            <EuiFlexItem grow={false}>
-              <EuiTitle size="s">
-                <h3>Classification Data ({data.length} samples)</h3>
-              </EuiTitle>
-            </EuiFlexItem>
-            <EuiFlexItem grow={false}>
-              <EuiFlexGroup gutterSize="s">
-                <EuiFlexItem grow={false}>
-                  <EuiButton
-                    color="warning"
-                    onClick={resetChanges}
-                    disabled={getChangedItems().length === 0}
-                  >
-                    Reset Changes
-                  </EuiButton>
-                </EuiFlexItem>
-                <EuiFlexItem grow={false}>
-                  <EuiButton
-                    fill
-                    onClick={saveChanges}
-                    disabled={getChangedItems().length === 0}
-                  >
-                    Save Changes ({getChangedItems().length})
-                  </EuiButton>
-                </EuiFlexItem>
-              </EuiFlexGroup>
-            </EuiFlexItem>
-          </EuiFlexGroup>
-
-          <EuiSpacer size="m" />
-
-          <EuiPanel paddingSize="none">
-            <EuiTable>
-              <EuiTableHeader>
-                {columns.map((column, index) => (
-                  <EuiTableHeaderCell key={index} width={column.width}>
-                    {column.name}
-                  </EuiTableHeaderCell>
-                ))}
-              </EuiTableHeader>
-              <EuiTableBody>
-                {data.map((item) => (
-                  <EuiTableRow key={item.id}>
-                    <EuiTableRowCell>{item.id}</EuiTableRowCell>
-                    <EuiTableRowCell>
-                      <EuiText size="s">{item.text}</EuiText>
-                    </EuiTableRowCell>
-                    <EuiTableRowCell>
-                      <EuiText
-                        size="s"
-                        color={
-                          item.originalClass === "positive"
-                            ? "success"
-                            : item.originalClass === "negative"
-                              ? "danger"
-                              : "default"
-                        }
-                      >
-                        {item.originalClass}
-                      </EuiText>
-                    </EuiTableRowCell>
-                    <EuiTableRowCell>
-                      <EuiSelect
-                        options={availableClasses.map((cls) => ({
-                          value: cls,
-                          text: cls,
-                        }))}
-                        value={item.currentClass}
-                        onChange={(e) =>
-                          handleClassChange(item.id, e.target.value)
-                        }
-                        compressed
-                      />
-                    </EuiTableRowCell>
-                  </EuiTableRow>
-                ))}
-              </EuiTableBody>
-            </EuiTable>
-          </EuiPanel>
-
-          {getChangedItems().length > 0 && (
-            <>
-              <EuiSpacer size="l" />
-              <EuiCallOut
-                title={`${getChangedItems().length} items have been modified`}
-                color="warning"
-                iconType="alert"
-              >
-                <p>
-                  You have unsaved changes. Click "Save Changes" to persist your
-                  modifications.
-                </p>
-              </EuiCallOut>
-            </>
-          )}
-        </>
-      )}
-    </EuiPageSection>
-  );
-};
-
-export default ClassificationTab;
diff --git a/ui/src/pages/document-labeling/DocumentLabelingPage.tsx b/ui/src/pages/document-labeling/DocumentLabelingPage.tsx
deleted file mode 100644
index 5563d6328c1..00000000000
--- a/ui/src/pages/document-labeling/DocumentLabelingPage.tsx
+++ /dev/null
@@ -1,66 +0,0 @@
-import React, { useState } from "react";
-import {
-  EuiPage,
-  EuiPageBody,
-  EuiPageSection,
-  EuiPageHeader,
-  EuiTitle,
-  EuiSpacer,
-  EuiTabs,
-  EuiTab,
-} from "@elastic/eui";
-import RagTab from "./RagTab";
-import ClassificationTab from "./ClassificationTab";
-
-const DocumentLabelingPage = () => {
-  const [selectedTab, setSelectedTab] = useState("rag");
-
-  const tabs = [
-    {
-      id: "rag",
-      name: "RAG",
-      content: <RagTab />,
-    },
-    {
-      id: "classification",
-      name: "Classification",
-      content: <ClassificationTab />,
-    },
-  ];
-
-  const selectedTabContent = tabs.find(
-    (tab) => tab.id === selectedTab,
-  )?.content;
-
-  return (
-    <EuiPage>
-      <EuiPageBody>
-        <EuiPageHeader>
-          <EuiTitle size="l">
-            <h1>Data Labeling</h1>
-          </EuiTitle>
-        </EuiPageHeader>
-
-        <EuiPageSection>
-          <EuiTabs>
-            {tabs.map((tab) => (
-              <EuiTab
-                key={tab.id}
-                onClick={() => setSelectedTab(tab.id)}
-                isSelected={tab.id === selectedTab}
-              >
-                {tab.name}
-              </EuiTab>
-            ))}
-          </EuiTabs>
-
-          <EuiSpacer size="l" />
-
-          {selectedTabContent}
-        </EuiPageSection>
-      </EuiPageBody>
-    </EuiPage>
-  );
-};
-
-export default DocumentLabelingPage;
diff --git a/ui/src/pages/document-labeling/RagTab.tsx b/ui/src/pages/document-labeling/RagTab.tsx
deleted file mode 100644
index ae5fd22aea7..00000000000
--- a/ui/src/pages/document-labeling/RagTab.tsx
+++ /dev/null
@@ -1,615 +0,0 @@
-import React, { useState } from "react";
-import {
-  EuiPageSection,
-  EuiCallOut,
-  EuiSpacer,
-  EuiFlexGroup,
-  EuiFlexItem,
-  EuiFormRow,
-  EuiFieldText,
-  EuiButton,
-  EuiPanel,
-  EuiTitle,
-  EuiText,
-  EuiLoadingSpinner,
-  EuiButtonGroup,
-  EuiCode,
-  EuiTextArea,
-} from "@elastic/eui";
-import { useTheme } from "../../contexts/ThemeContext";
-
-interface DocumentContent {
-  content: string;
-  file_path: string;
-}
-
-interface TextSelection {
-  text: string;
-  start: number;
-  end: number;
-}
-
-interface DocumentLabel {
-  text: string;
-  start: number;
-  end: number;
-  label: string;
-  timestamp: number;
-  groundTruthLabel: string;
-}
-
-const RagTab = () => {
-  const { colorMode } = useTheme();
-  const [filePath, setFilePath] = useState("./src/test-document.txt");
-  const [selectedText, setSelectedText] = useState<TextSelection | null>(null);
-  const [labelingMode, setLabelingMode] = useState("relevant");
-  const [labels, setLabels] = useState<DocumentLabel[]>([]);
-  const [isLoading, setIsLoading] = useState(false);
-  const [documentContent, setDocumentContent] =
-    useState<DocumentContent | null>(null);
-  const [error, setError] = useState<string | null>(null);
-  const [prompt, setPrompt] = useState("");
-  const [query, setQuery] = useState("");
-  const [groundTruthLabel, setGroundTruthLabel] = useState("");
-  const [isSaving, setIsSaving] = useState(false);
-  const [hasUnsavedChanges, setHasUnsavedChanges] = useState(false);
-
-  const loadDocument = async () => {
-    if (!filePath) return;
-
-    setIsLoading(true);
-    setError(null);
-
-    try {
-      if (filePath === "./src/test-document.txt") {
-        const testContent = `This is a sample document for testing the data labeling functionality in Feast UI.
-
-The document contains multiple paragraphs and sections that can be used to test the text highlighting and labeling features.
-
-This paragraph discusses machine learning and artificial intelligence concepts. It covers topics like neural networks, deep learning, and natural language processing. Users should be able to select and label relevant portions of this text for RAG retrieval systems.
-
-Another section focuses on data engineering and ETL pipelines. This content explains how to process large datasets and build scalable data infrastructure. The labeling system should allow users to mark this as relevant or irrelevant for their specific use cases.
-
-The final paragraph contains information about feature stores and real-time machine learning systems. This text can be used to test the highlighting functionality and ensure that labels are properly stored and displayed in the user interface.`;
-
-        setDocumentContent({
-          content: testContent,
-          file_path: filePath,
-        });
-
-        loadSavedLabels();
-      } else {
-        throw new Error(
-          "Document not found. Please use the test document path: ./src/test-document.txt",
-        );
-      }
-    } catch (err) {
-      setError(
-        err instanceof Error
-          ? err.message
-          : "An error occurred while loading the document",
-      );
-    } finally {
-      setIsLoading(false);
-    }
-  };
-
-  const handleTextSelection = () => {
-    const selection = window.getSelection();
-    if (selection && selection.toString().trim() && documentContent) {
-      const selectedTextContent = selection.toString().trim();
-      const range = selection.getRangeAt(0);
-
-      const textContent = documentContent.content;
-
-      let startIndex = -1;
-      let endIndex = -1;
-
-      const rangeText = range.toString();
-      if (rangeText) {
-        startIndex = textContent.indexOf(rangeText);
-        if (startIndex !== -1) {
-          endIndex = startIndex + rangeText.length;
-        }
-      }
-
-      if (startIndex !== -1 && endIndex !== -1) {
-        setSelectedText({
-          text: selectedTextContent,
-          start: startIndex,
-          end: endIndex,
-        });
-      }
-    }
-  };
-
-  const handleLabelSelection = () => {
-    if (selectedText) {
-      const newLabel: DocumentLabel = {
-        text: selectedText.text,
-        start: selectedText.start,
-        end: selectedText.end,
-        label: labelingMode,
-        timestamp: Date.now(),
-        groundTruthLabel: groundTruthLabel,
-      };
-
-      setLabels([...labels, newLabel]);
-      setSelectedText(null);
-      setHasUnsavedChanges(true);
-
-      const selection = window.getSelection();
-      if (selection) {
-        selection.removeAllRanges();
-      }
-    }
-  };
-
-  const handleRemoveLabel = (index: number) => {
-    setLabels(labels.filter((_: DocumentLabel, i: number) => i !== index));
-    setHasUnsavedChanges(true);
-  };
-
-  const saveLabels = () => {
-    setIsSaving(true);
-
-    setTimeout(() => {
-      try {
-        const saveData = {
-          filePath: filePath,
-          prompt: prompt,
-          query: query,
-          groundTruthLabel: groundTruthLabel,
-          labels: labels,
-          timestamp: new Date().toISOString(),
-        };
-
-        const pathParts = filePath.split("/");
-        const filename = pathParts[pathParts.length - 1];
-        const nameWithoutExt = filename.replace(/\.[^/.]+$/, "");
-        const downloadFilename = `${nameWithoutExt}-labels.json`;
-
-        const jsonString = JSON.stringify(saveData, null, 2);
-        const blob = new Blob([jsonString], { type: "application/json" });
-        const url = URL.createObjectURL(blob);
-
-        const link = document.createElement("a");
-        link.href = url;
-        link.download = downloadFilename;
-        link.style.display = "none";
-
-        document.body.appendChild(link);
-        link.click();
-        document.body.removeChild(link);
-        URL.revokeObjectURL(url);
-
-        setHasUnsavedChanges(false);
-        alert(
-          `Successfully saved ${labels.length} labels. File downloaded as ${downloadFilename}`,
-        );
-      } catch (error) {
-        console.error("Error saving labels:", error);
-        alert("Error saving labels. Please try again.");
-      } finally {
-        setIsSaving(false);
-      }
-    }, 100);
-  };
-
-  const loadSavedLabels = () => {
-    try {
-      const savedData = JSON.parse(localStorage.getItem("ragLabels") || "[]");
-      const fileData = savedData.find(
-        (item: any) => item.filePath === filePath,
-      );
-
-      if (fileData) {
-        setPrompt(fileData.prompt || "");
-        setQuery(fileData.query || "");
-        setGroundTruthLabel(fileData.groundTruthLabel || "");
-        setLabels(fileData.labels || []);
-        setHasUnsavedChanges(false);
-      }
-    } catch (error) {
-      console.error("Error loading saved labels:", error);
-    }
-  };
-
-  const renderDocumentWithHighlights = (
-    content: string,
-  ): (string | React.ReactElement)[] => {
-    const allHighlights = [...labels];
-
-    if (selectedText) {
-      allHighlights.push({
-        text: selectedText.text,
-        start: selectedText.start,
-        end: selectedText.end,
-        label: "temp-selection",
-        timestamp: 0,
-        groundTruthLabel: "",
-      });
-    }
-
-    if (allHighlights.length === 0) {
-      return [content];
-    }
-
-    const sortedHighlights = [...allHighlights].sort(
-      (a, b) => a.start - b.start,
-    );
-    const result: (string | React.ReactElement)[] = [];
-    let lastIndex = 0;
-
-    sortedHighlights.forEach((highlight, index) => {
-      result.push(content.slice(lastIndex, highlight.start));
-
-      let highlightColor, borderColor;
-
-      if (highlight.label === "temp-selection") {
-        if (colorMode === "dark") {
-          highlightColor = "#1a4d66";
-          borderColor = "#2d6b8a";
-        } else {
-          highlightColor = "#add8e6";
-          borderColor = "#87ceeb";
-        }
-      } else if (highlight.label === "irrelevant") {
-        if (colorMode === "dark") {
-          highlightColor = "#4d1a1a";
-          borderColor = "#6b2d2d";
-        } else {
-          highlightColor = "#f8d7da";
-          borderColor = "#f5c6cb";
-        }
-      } else {
-        if (colorMode === "dark") {
-          highlightColor = "#1a4d1a";
-          borderColor = "#2d6b2d";
-        } else {
-          highlightColor = "#d4edda";
-          borderColor = "#c3e6cb";
-        }
-      }
-
-      result.push(
-        <span
-          key={`highlight-${index}`}
-          style={{
-            backgroundColor: highlightColor,
-            padding: "2px 4px",
-            borderRadius: "3px",
-            border: `1px solid ${borderColor}`,
-          }}
-          title={
-            highlight.label === "temp-selection"
-              ? "Selected text"
-              : `Chunk: ${highlight.label}${highlight.groundTruthLabel ? `, Ground Truth: ${highlight.groundTruthLabel}` : ""}`
-          }
-        >
-          {highlight.text}
-        </span>,
-      );
-
-      lastIndex = highlight.end;
-    });
-
-    result.push(content.slice(lastIndex));
-    return result;
-  };
-
-  const labelingOptions = [
-    {
-      id: "relevant",
-      label: "Relevant",
-    },
-    {
-      id: "irrelevant",
-      label: "Irrelevant",
-    },
-  ];
-
-  return (
-    <EuiPageSection>
-      <EuiCallOut
-        title="Label document chunks for RAG"
-        color="primary"
-        iconType="iInCircle"
-      >
-        <p>
-          Load a document and highlight text chunks to label them for chunk
-          extraction/retrieval. Add prompt and query context, then provide
-          ground truth labels for generation evaluation.
-        </p>
-      </EuiCallOut>
-
-      <EuiSpacer size="l" />
-
-      <EuiFlexGroup>
-        <EuiFlexItem>
-          <EuiFormRow label="Document file path">
-            <EuiFieldText
-              placeholder="./src/your-document.txt"
-              value={filePath}
-              onChange={(e) => setFilePath(e.target.value)}
-            />
-          </EuiFormRow>
-        </EuiFlexItem>
-        <EuiFlexItem grow={false}>
-          <EuiFormRow hasEmptyLabelSpace>
-            <EuiButton
-              fill
-              onClick={loadDocument}
-              disabled={!filePath}
-              isLoading={isLoading}
-            >
-              Load Document
-            </EuiButton>
-          </EuiFormRow>
-        </EuiFlexItem>
-      </EuiFlexGroup>
-
-      <EuiSpacer size="l" />
-
-      {isLoading && (
-        <EuiFlexGroup alignItems="center" gutterSize="s">
-          <EuiFlexItem grow={false}>
-            <EuiLoadingSpinner size="m" />
-          </EuiFlexItem>
-          <EuiFlexItem>
-            <EuiText>Loading document...</EuiText>
-          </EuiFlexItem>
-        </EuiFlexGroup>
-      )}
-
-      {error && (
-        <EuiCallOut
-          title="Error loading document"
-          color="danger"
-          iconType="alert"
-        >
-          <p>{error}</p>
-        </EuiCallOut>
-      )}
-
-      {documentContent && (
-        <>
-          <EuiPanel paddingSize="l">
-            <EuiTitle size="s">
-              <h3>RAG Context</h3>
-            </EuiTitle>
-            <EuiSpacer size="m" />
-            <EuiFlexGroup>
-              <EuiFlexItem>
-                <EuiFormRow
-                  label="Prompt"
-                  helpText="System context for the RAG system"
-                >
-                  <EuiTextArea
-                    placeholder="Enter system prompt..."
-                    value={prompt}
-                    onChange={(e) => {
-                      setPrompt(e.target.value);
-                      setHasUnsavedChanges(true);
-                    }}
-                    rows={3}
-                  />
-                </EuiFormRow>
-              </EuiFlexItem>
-              <EuiFlexItem>
-                <EuiFormRow
-                  label="Query"
-                  helpText="User query for retrieval testing"
-                >
-                  <EuiTextArea
-                    placeholder="Enter user query..."
-                    value={query}
-                    onChange={(e) => {
-                      setQuery(e.target.value);
-                      setHasUnsavedChanges(true);
-                    }}
-                    rows={3}
-                  />
-                </EuiFormRow>
-              </EuiFlexItem>
-            </EuiFlexGroup>
-          </EuiPanel>
-
-          <EuiSpacer size="l" />
-
-          <EuiTitle size="m">
-            <h2>Step 1: Label for Chunk Extraction</h2>
-          </EuiTitle>
-          <EuiSpacer size="m" />
-
-          <EuiFlexGroup>
-            <EuiFlexItem>
-              <EuiFormRow label="Chunk extraction label">
-                <EuiButtonGroup
-                  legend="Choose chunk extraction label"
-                  options={labelingOptions}
-                  idSelected={labelingMode}
-                  onChange={(id) => setLabelingMode(id)}
-                  buttonSize="s"
-                />
-              </EuiFormRow>
-            </EuiFlexItem>
-            <EuiFlexItem grow={false}>
-              <EuiFormRow hasEmptyLabelSpace>
-                <EuiButton
-                  fill
-                  onClick={handleLabelSelection}
-                  disabled={!selectedText}
-                >
-                  Label Selected Text
-                </EuiButton>
-              </EuiFormRow>
-            </EuiFlexItem>
-          </EuiFlexGroup>
-
-          <EuiSpacer size="l" />
-
-          {selectedText && (
-            <EuiCallOut
-              title="Text selected for labeling"
-              color="primary"
-              size="s"
-            >
-              <EuiCode>{selectedText.text}</EuiCode>
-            </EuiCallOut>
-          )}
-
-          <EuiSpacer size="m" />
-
-          <EuiPanel paddingSize="l">
-            <EuiTitle size="s">
-              <h3>Document Content</h3>
-            </EuiTitle>
-            <EuiSpacer size="m" />
-            <EuiText>
-              <div
-                style={{
-                  whiteSpace: "pre-wrap",
-                  lineHeight: "1.6",
-                  userSelect: "text",
-                  cursor: "text",
-                }}
-                onMouseUp={handleTextSelection}
-              >
-                {renderDocumentWithHighlights(documentContent.content)}
-              </div>
-            </EuiText>
-          </EuiPanel>
-
-          <EuiSpacer size="l" />
-
-          <EuiTitle size="m">
-            <h2>Step 2: Label for Generation</h2>
-          </EuiTitle>
-          <EuiSpacer size="m" />
-
-          <EuiFormRow
-            label="Ground Truth Label"
-            helpText="Text for generation evaluation"
-          >
-            <EuiTextArea
-              placeholder="Enter ground truth label for generation evaluation..."
-              value={groundTruthLabel}
-              onChange={(e) => {
-                setGroundTruthLabel(e.target.value);
-                setHasUnsavedChanges(true);
-              }}
-              rows={3}
-            />
-          </EuiFormRow>
-
-          <EuiSpacer size="m" />
-
-          <EuiFlexGroup justifyContent="flexEnd">
-            <EuiFlexItem grow={false}>
-              <EuiButton
-                fill
-                color="success"
-                onClick={saveLabels}
-                disabled={
-                  labels.length === 0 && !groundTruthLabel && !prompt && !query
-                }
-                isLoading={isSaving}
-                iconType="save"
-              >
-                Save Labels
-              </EuiButton>
-            </EuiFlexItem>
-          </EuiFlexGroup>
-
-          <EuiSpacer size="m" />
-
-          {(labels.length > 0 || groundTruthLabel || prompt || query) && (
-            <>
-              <EuiCallOut
-                title="Ready to save"
-                color="success"
-                iconType="check"
-                size="s"
-              >
-                <p>
-                  Click "Save Labels" to download your labeled data as a JSON
-                  file.
-                </p>
-              </EuiCallOut>
-              <EuiSpacer size="m" />
-            </>
-          )}
-
-          <EuiSpacer size="m" />
-
-          {hasUnsavedChanges && (
-            <>
-              <EuiCallOut
-                title="Unsaved changes"
-                color="warning"
-                iconType="alert"
-                size="s"
-              >
-                <p>
-                  You have unsaved changes. Click "Save Labels" to persist your
-                  work.
-                </p>
-              </EuiCallOut>
-              <EuiSpacer size="m" />
-            </>
-          )}
-
-          {labels.length > 0 && (
-            <>
-              <EuiSpacer size="l" />
-              <EuiPanel paddingSize="l">
-                <EuiTitle size="s">
-                  <h3>Extracted Chunk Labels ({labels.length})</h3>
-                </EuiTitle>
-                <EuiSpacer size="m" />
-                {labels.map((label, index) => (
-                  <EuiFlexGroup key={index} alignItems="center" gutterSize="s">
-                    <EuiFlexItem grow={false}>
-                      <EuiCode
-                        color={
-                          label.label === "relevant" ? "success" : "danger"
-                        }
-                      >
-                        Chunk: {label.label}
-                      </EuiCode>
-                    </EuiFlexItem>
-                    {label.groundTruthLabel && (
-                      <EuiFlexItem grow={false}>
-                        <EuiCode color="primary">
-                          GT: {label.groundTruthLabel}
-                        </EuiCode>
-                      </EuiFlexItem>
-                    )}
-                    <EuiFlexItem>
-                      <EuiText size="s">
-                        "{label.text.substring(0, 80)}
-                        {label.text.length > 80 ? "..." : ""}"
-                      </EuiText>
-                    </EuiFlexItem>
-                    <EuiFlexItem grow={false}>
-                      <EuiButton
-                        size="s"
-                        color="danger"
-                        onClick={() => handleRemoveLabel(index)}
-                      >
-                        Remove
-                      </EuiButton>
-                    </EuiFlexItem>
-                  </EuiFlexGroup>
-                ))}
-              </EuiPanel>
-            </>
-          )}
-        </>
-      )}
-    </EuiPageSection>
-  );
-};
-
-export default RagTab;
diff --git a/ui/src/pages/document-labeling/index.ts b/ui/src/pages/document-labeling/index.ts
deleted file mode 100644
index f3f4012b362..00000000000
--- a/ui/src/pages/document-labeling/index.ts
+++ /dev/null
@@ -1 +0,0 @@
-export { default } from "./DocumentLabelingPage";
diff --git a/ui/src/pages/entities/EntitiesListingTable.tsx b/ui/src/pages/entities/EntitiesListingTable.tsx
index 51ffb7c8609..625ec7d5fbb 100644
--- a/ui/src/pages/entities/EntitiesListingTable.tsx
+++ b/ui/src/pages/entities/EntitiesListingTable.tsx
@@ -20,7 +20,8 @@ const EntitiesListingTable = ({ entities }: EntitiesListingTableProps) => {
       sortable: true,
       render: (name: string, item: feast.core.IEntity) => {
         // For "All Projects" view, link to the specific project
-        const itemProject = item?.spec?.project || projectName;
+        const itemProject =
+          item?.spec?.project || (item as any)?.project || projectName;
         return (
           <EuiCustomLink to={`/p/${itemProject}/entity/${name}`}>
             {name}
@@ -28,12 +29,19 @@ const EntitiesListingTable = ({ entities }: EntitiesListingTableProps) => {
         );
       },
     },
+    {
+      name: "Join Key",
+      field: "spec.joinKey",
+      sortable: true,
+    },
     {
       name: "Type",
       field: "spec.valueType",
       sortable: true,
-      render: (valueType: feast.types.ValueType.Enum) => {
-        return feast.types.ValueType.Enum[valueType];
+      render: (valueType: feast.types.ValueType.Enum | string | undefined) => {
+        if (!valueType) return "—";
+        if (typeof valueType === "string") return valueType;
+        return feast.types.ValueType.Enum[valueType] || String(valueType);
       },
     },
     {
@@ -52,7 +60,7 @@ const EntitiesListingTable = ({ entities }: EntitiesListingTableProps) => {
   if (projectName === "all") {
     columns.splice(1, 0, {
       name: "Project",
-      field: "spec.project",
+      field: "project",
       sortable: true,
       render: (project: string) => {
         return <span>{project || "Unknown"}</span>;
diff --git a/ui/src/pages/entities/EntityInstance.tsx b/ui/src/pages/entities/EntityInstance.tsx
index e3be0ef167f..4807568ce2c 100644
--- a/ui/src/pages/entities/EntityInstance.tsx
+++ b/ui/src/pages/entities/EntityInstance.tsx
@@ -1,31 +1,128 @@
-import React from "react";
+import React, { useState } from "react";
 import { Route, Routes, useNavigate, useParams } from "react-router-dom";
-import { EuiPageTemplate } from "@elastic/eui";
+import {
+  EuiPageTemplate,
+  EuiButton,
+  EuiButtonEmpty,
+  EuiConfirmModal,
+} from "@elastic/eui";
 
 import { EntityIcon } from "../../graphics/EntityIcon";
 import { useMatchExact } from "../../hooks/useMatchSubpath";
 import EntityOverviewTab from "./EntityOverviewTab";
 import { useDocumentTitle } from "../../hooks/useDocumentTitle";
+import EntityFormModal, {
+  EntityFormData,
+} from "../../components/EntityFormModal";
+import {
+  useApplyEntity,
+  useDeleteEntity,
+} from "../../queries/mutations/useEntityMutations";
+import useLoadEntity from "./useLoadEntity";
 import {
   useEntityCustomTabs,
   useEntityCustomTabRoutes,
 } from "../../custom-tabs/TabsRegistryContext";
+import { feast } from "../../protos";
+
+const buildEditFormData = (entity: feast.core.IEntity): EntityFormData => {
+  const tags = entity.spec?.tags
+    ? Object.entries(entity.spec.tags).map(([key, value]) => ({
+        key,
+        value: String(value),
+      }))
+    : [];
+
+  const joinKeys = entity.spec?.joinKey ? [entity.spec.joinKey] : [""];
+
+  return {
+    name: entity.spec?.name || "",
+    description: entity.spec?.description || "",
+    joinKeys,
+    valueType: String(entity.spec?.valueType ?? 0),
+    tags,
+  };
+};
 
 const EntityInstance = () => {
   const navigate = useNavigate();
-  let { entityName } = useParams();
+  let { entityName, projectName } = useParams();
 
   const { customNavigationTabs } = useEntityCustomTabs(navigate);
   const CustomTabRoutes = useEntityCustomTabRoutes();
 
   useDocumentTitle(`${entityName} | Entity | Feast`);
 
+  const { data } = useLoadEntity(entityName || "");
+  const applyEntity = useApplyEntity();
+  const deleteEntity = useDeleteEntity();
+
+  const [showDeleteConfirm, setShowDeleteConfirm] = useState(false);
+  const [isEditModalOpen, setIsEditModalOpen] = useState(false);
+  const [editError, setEditError] = useState<string | null>(null);
+
+  const handleDelete = () => {
+    deleteEntity.mutate(
+      { name: entityName || "", project: projectName || "" },
+      {
+        onSuccess: () => {
+          navigate(`/p/${projectName}/entity`);
+        },
+      },
+    );
+  };
+
+  const handleEditSubmit = (formData: EntityFormData) => {
+    const payload = {
+      name: formData.name,
+      project: projectName || "",
+      join_key: formData.joinKeys[0] || formData.name,
+      value_type: parseInt(formData.valueType, 10),
+      description: formData.description,
+      tags: Object.fromEntries(
+        formData.tags.filter((t) => t.key.trim()).map((t) => [t.key, t.value]),
+      ),
+      owner: "",
+    };
+    applyEntity.mutate(payload, {
+      onSuccess: () => {
+        setIsEditModalOpen(false);
+        setEditError(null);
+      },
+      onError: (err: unknown) => {
+        const message =
+          err instanceof Error ? err.message : "An unexpected error occurred.";
+        setEditError(message);
+      },
+    });
+  };
+
   return (
     <EuiPageTemplate panelled>
       <EuiPageTemplate.Header
         restrictWidth
         iconType={EntityIcon}
         pageTitle={`Entity: ${entityName}`}
+        rightSideItems={[
+          <EuiButton
+            key="edit"
+            iconType="pencil"
+            onClick={() => {
+              setEditError(null);
+              setIsEditModalOpen(true);
+            }}
+          >
+            Edit
+          </EuiButton>,
+          <EuiButtonEmpty
+            key="delete"
+            color="danger"
+            iconType="trash"
+            onClick={() => setShowDeleteConfirm(true)}
+          >
+            Delete
+          </EuiButtonEmpty>,
+        ]}
         tabs={[
           {
             label: "Overview",
@@ -43,6 +140,37 @@ const EntityInstance = () => {
           {CustomTabRoutes}
         </Routes>
       </EuiPageTemplate.Section>
+
+      {showDeleteConfirm && (
+        <EuiConfirmModal
+          title={`Delete "${entityName}"?`}
+          onCancel={() => setShowDeleteConfirm(false)}
+          onConfirm={handleDelete}
+          cancelButtonText="Cancel"
+          confirmButtonText="Delete"
+          buttonColor="danger"
+          isLoading={deleteEntity.isLoading}
+        >
+          <p>
+            This will permanently remove the entity. This action cannot be
+            undone.
+          </p>
+        </EuiConfirmModal>
+      )}
+
+      {isEditModalOpen && data && (
+        <EntityFormModal
+          onClose={() => {
+            setIsEditModalOpen(false);
+            setEditError(null);
+          }}
+          onSubmit={handleEditSubmit}
+          initialData={buildEditFormData(data)}
+          isEdit
+          isSubmitting={applyEntity.isLoading}
+          submitError={editError}
+        />
+      )}
     </EuiPageTemplate>
   );
 };
diff --git a/ui/src/pages/entities/EntityOverviewTab.tsx b/ui/src/pages/entities/EntityOverviewTab.tsx
index 8a20688d140..c590eeb3b8e 100644
--- a/ui/src/pages/entities/EntityOverviewTab.tsx
+++ b/ui/src/pages/entities/EntityOverviewTab.tsx
@@ -19,7 +19,7 @@ import PermissionsDisplay from "../../components/PermissionsDisplay";
 import TagsDisplay from "../../components/TagsDisplay";
 import RegistryPathContext from "../../contexts/RegistryPathContext";
 import { FEAST_FCO_TYPES } from "../../parsers/types";
-import { feast } from "../../protos";
+
 import useLoadRegistry from "../../queries/useLoadRegistry";
 import { getEntityPermissions } from "../../utils/permissionUtils";
 import { toDate } from "../../utils/timestamp";
@@ -40,6 +40,15 @@ const EntityOverviewTab = () => {
   const fvEdgesSuccess = fvEdges.isSuccess;
   const fvEdgesData = fvEdges.data;
 
+  const viewTypesForEntity: Record<string, string> | undefined =
+    fvEdgesSuccess && fvEdgesData && fvEdgesData[eName]
+      ? fvEdgesData[eName].reduce((acc: Record<string, string>, r) => {
+          acc[r.target.name] =
+            r.target.type === "labelView" ? "labelView" : "featureView";
+          return acc;
+        }, {})
+      : undefined;
+
   return (
     <React.Fragment>
       {isLoading && (
@@ -64,14 +73,22 @@ const EntityOverviewTab = () => {
                     {data?.spec?.joinKey}
                   </EuiDescriptionListDescription>
 
-                  <EuiDescriptionListTitle>Description</EuiDescriptionListTitle>
-                  <EuiDescriptionListDescription>
-                    {data?.spec?.description}
-                  </EuiDescriptionListDescription>
+                  {data?.spec?.valueType && (
+                    <>
+                      <EuiDescriptionListTitle>
+                        Value Type
+                      </EuiDescriptionListTitle>
+                      <EuiDescriptionListDescription>
+                        {typeof data.spec.valueType === "string"
+                          ? data.spec.valueType
+                          : String(data.spec.valueType)}
+                      </EuiDescriptionListDescription>
+                    </>
+                  )}
 
-                  <EuiDescriptionListTitle>Value Type</EuiDescriptionListTitle>
+                  <EuiDescriptionListTitle>Description</EuiDescriptionListTitle>
                   <EuiDescriptionListDescription>
-                    {feast.types.ValueType.Enum[data?.spec?.valueType!]}
+                    {data?.spec?.description || "—"}
                   </EuiDescriptionListDescription>
                 </EuiDescriptionList>
               </EuiPanel>
@@ -109,7 +126,7 @@ const EntityOverviewTab = () => {
             <EuiFlexItem>
               <EuiPanel hasBorder={true}>
                 <EuiTitle size="xs">
-                  <h3>Feature Views</h3>
+                  <h3>Consuming Views</h3>
                 </EuiTitle>
                 <EuiHorizontalRule margin="xs" />
                 {fvEdgesSuccess && fvEdgesData ? (
@@ -118,13 +135,14 @@ const EntityOverviewTab = () => {
                       fvNames={fvEdgesData[eName].map((r) => {
                         return r.target.name;
                       })}
+                      viewTypes={viewTypesForEntity}
                     />
                   ) : (
-                    <EuiText>No feature views have this entity</EuiText>
+                    <EuiText>No views consume this entity</EuiText>
                   )
                 ) : (
                   <EuiText>
-                    Error loading feature views that have this entity.
+                    Error loading views that consume this entity.
                   </EuiText>
                 )}
               </EuiPanel>
diff --git a/ui/src/pages/entities/FeatureViewEdgesList.tsx b/ui/src/pages/entities/FeatureViewEdgesList.tsx
index eca599c852a..79f8eb89251 100644
--- a/ui/src/pages/entities/FeatureViewEdgesList.tsx
+++ b/ui/src/pages/entities/FeatureViewEdgesList.tsx
@@ -1,5 +1,5 @@
 import React from "react";
-import { EuiBasicTable, EuiLoadingSpinner } from "@elastic/eui";
+import { EuiBasicTable, EuiBadge, EuiLoadingSpinner } from "@elastic/eui";
 import EuiCustomLink from "../../components/EuiCustomLink";
 import { useParams } from "react-router-dom";
 import useLoadRelationshipData from "../../queries/useLoadRelationshipsData";
@@ -8,6 +8,7 @@ import { FEAST_FCO_TYPES } from "../../parsers/types";
 
 interface FeatureViewEdgesListInterace {
   fvNames: string[];
+  viewTypes?: Record<string, string>;
 }
 
 const whereFSconsumesThisFv = (fvName: string) => {
@@ -42,7 +43,10 @@ const useGetFSConsumersOfFV = (fvList: string[]) => {
   };
 };
 
-const FeatureViewEdgesList = ({ fvNames }: FeatureViewEdgesListInterace) => {
+const FeatureViewEdgesList = ({
+  fvNames,
+  viewTypes,
+}: FeatureViewEdgesListInterace) => {
   const { projectName } = useParams();
 
   const { isLoading, data } = useGetFSConsumersOfFV(fvNames);
@@ -52,10 +56,20 @@ const FeatureViewEdgesList = ({ fvNames }: FeatureViewEdgesListInterace) => {
       name: "Name",
       field: "",
       render: ({ name }: { name: string }) => {
+        const isLabelView = viewTypes?.[name] === "labelView";
+        const path = isLabelView
+          ? `/p/${projectName}/label-view/${name}`
+          : `/p/${projectName}/feature-view/${name}`;
         return (
-          <EuiCustomLink to={`/p/${projectName}/feature-view/${name}`}>
-            {name}
-          </EuiCustomLink>
+          <React.Fragment>
+            <EuiCustomLink to={path}>{name}</EuiCustomLink>
+            {isLabelView && (
+              <>
+                {" "}
+                <EuiBadge color="#e6570e">label view</EuiBadge>
+              </>
+            )}
+          </React.Fragment>
         );
       },
     },
diff --git a/ui/src/pages/entities/Index.tsx b/ui/src/pages/entities/Index.tsx
index 070c53d38fa..57a2584b071 100644
--- a/ui/src/pages/entities/Index.tsx
+++ b/ui/src/pages/entities/Index.tsx
@@ -1,38 +1,83 @@
-import React, { useContext } from "react";
+import React, { useState } from "react";
 import { useParams } from "react-router-dom";
 
-import { EuiPageTemplate, EuiLoadingSpinner } from "@elastic/eui";
+import {
+  EuiPageTemplate,
+  EuiLoadingSpinner,
+  EuiButton,
+  EuiCallOut,
+  EuiSpacer,
+} from "@elastic/eui";
 
 import { EntityIcon } from "../../graphics/EntityIcon";
 
-import useLoadRegistry from "../../queries/useLoadRegistry";
 import EntitiesListingTable from "./EntitiesListingTable";
 import { useDocumentTitle } from "../../hooks/useDocumentTitle";
-import RegistryPathContext from "../../contexts/RegistryPathContext";
 import EntityIndexEmptyState from "./EntityIndexEmptyState";
 import ExportButton from "../../components/ExportButton";
+import EntityFormModal, {
+  EntityFormData,
+} from "../../components/EntityFormModal";
+import { useApplyEntity } from "../../queries/mutations/useEntityMutations";
+import useResourceQuery, {
+  entityListPath,
+} from "../../queries/useResourceQuery";
 
 const useLoadEntities = () => {
-  const registryUrl = useContext(RegistryPathContext);
   const { projectName } = useParams();
-  const registryQuery = useLoadRegistry(registryUrl, projectName);
-
-  const data =
-    registryQuery.data === undefined
-      ? undefined
-      : registryQuery.data.objects.entities;
-
-  return {
-    ...registryQuery,
-    data,
-  };
+  return useResourceQuery<any[]>({
+    resourceType: "entities-list",
+    project: projectName,
+    restPath: entityListPath(projectName),
+    restSelect: (d) => d.entities,
+  });
 };
 
+const formDataToPayload = (formData: EntityFormData, project: string) => ({
+  name: formData.name,
+  project,
+  join_key: formData.joinKeys[0] || formData.name,
+  value_type: parseInt(formData.valueType, 10),
+  description: formData.description,
+  tags: Object.fromEntries(
+    formData.tags.filter((t) => t.key.trim()).map((t) => [t.key, t.value]),
+  ),
+  owner: "",
+});
+
 const Index = () => {
-  const { isLoading, isSuccess, isError, data } = useLoadEntities();
+  const { projectName } = useParams();
+  const { isLoading, isSuccess, isError, isPermissionDenied, data } =
+    useLoadEntities();
+  const isAllProjects = projectName === "all";
+
+  const [isModalOpen, setIsModalOpen] = useState(false);
+  const [successMessage, setSuccessMessage] = useState<string | null>(null);
+  const [submitErrorMessage, setSubmitErrorMessage] = useState<string | null>(
+    null,
+  );
+  const applyEntity = useApplyEntity();
 
   useDocumentTitle(`Entities | Feast`);
 
+  const handleCreateSubmit = (formData: EntityFormData) => {
+    setSubmitErrorMessage(null);
+    const payload = formDataToPayload(formData, projectName || "");
+    applyEntity.mutate(payload, {
+      onSuccess: () => {
+        setIsModalOpen(false);
+        setSubmitErrorMessage(null);
+        setSuccessMessage(`Entity "${formData.name}" created successfully.`);
+        setTimeout(() => setSuccessMessage(null), 5000);
+      },
+      onError: (err: unknown) => {
+        const message =
+          err instanceof Error ? err.message : "An unexpected error occurred.";
+        setSubmitErrorMessage(message);
+      },
+    });
+  };
+
   return (
     <EuiPageTemplate panelled>
       <EuiPageTemplate.Header
@@ -40,23 +85,66 @@ const Index = () => {
         iconType={EntityIcon}
         pageTitle="Entities"
         rightSideItems={[
+          ...(isAllProjects
+            ? []
+            : [
+                <EuiButton
+                  fill
+                  iconType="plus"
+                  onClick={() => setIsModalOpen(true)}
+                  key="create"
+                >
+                  Create Entity
+                </EuiButton>,
+              ]),
           <ExportButton
             data={data ?? []}
             fileName="entities"
             formats={["json"]}
+            key="export"
           />,
         ]}
       />
       <EuiPageTemplate.Section>
+        {successMessage && (
+          <>
+            <EuiCallOut
+              title={successMessage}
+              color="success"
+              iconType="check"
+              size="s"
+            />
+            <EuiSpacer size="m" />
+          </>
+        )}
         {isLoading && (
           <p>
             <EuiLoadingSpinner size="m" /> Loading
           </p>
         )}
-        {isError && <p>We encountered an error while loading.</p>}
+        {isPermissionDenied && (
+          <EuiCallOut title="Permission denied" color="warning" iconType="lock">
+            <p>You do not have permission to view entities.</p>
+          </EuiCallOut>
+        )}
+        {isError && !isPermissionDenied && (
+          <p>We encountered an error while loading.</p>
+        )}
         {isSuccess && !data && <EntityIndexEmptyState />}
         {isSuccess && data && <EntitiesListingTable entities={data} />}
       </EuiPageTemplate.Section>
+
+      {isModalOpen && (
+        <EntityFormModal
+          onClose={() => {
+            setIsModalOpen(false);
+            setSubmitErrorMessage(null);
+          }}
+          onSubmit={handleCreateSubmit}
+          isSubmitting={applyEntity.isLoading}
+          submitError={submitErrorMessage}
+        />
+      )}
     </EuiPageTemplate>
   );
 };
diff --git a/ui/src/pages/entities/useLoadEntity.ts b/ui/src/pages/entities/useLoadEntity.ts
index fdb4a7968f1..cf20c33bd8f 100644
--- a/ui/src/pages/entities/useLoadEntity.ts
+++ b/ui/src/pages/entities/useLoadEntity.ts
@@ -1,24 +1,18 @@
-import { useContext } from "react";
 import { useParams } from "react-router-dom";
-import RegistryPathContext from "../../contexts/RegistryPathContext";
-import useLoadRegistry from "../../queries/useLoadRegistry";
+import useResourceQuery, {
+  entityDetailPath,
+} from "../../queries/useResourceQuery";
 
 const useLoadEntity = (entityName: string) => {
-  const registryUrl = useContext(RegistryPathContext);
   const { projectName } = useParams();
-  const registryQuery = useLoadRegistry(registryUrl, projectName);
 
-  const data =
-    registryQuery.data === undefined
-      ? undefined
-      : registryQuery.data.objects.entities?.find(
-          (fv) => fv?.spec?.name === entityName,
-        );
-
-  return {
-    ...registryQuery,
-    data,
-  };
+  return useResourceQuery<any>({
+    resourceType: `entity:${entityName}`,
+    project: projectName,
+    restPath: entityDetailPath(entityName, projectName || ""),
+    restSelect: (d) => d,
+    enabled: !!entityName,
+  });
 };
 
 export default useLoadEntity;
diff --git a/ui/src/pages/feature-services/FeatureServiceIndexEmptyState.tsx b/ui/src/pages/feature-services/FeatureServiceIndexEmptyState.tsx
index a8080d0a68b..e2905f1fd02 100644
--- a/ui/src/pages/feature-services/FeatureServiceIndexEmptyState.tsx
+++ b/ui/src/pages/feature-services/FeatureServiceIndexEmptyState.tsx
@@ -2,28 +2,41 @@ import React from "react";
 import { EuiEmptyPrompt, EuiTitle, EuiLink, EuiButton } from "@elastic/eui";
 import FeastIconBlue from "../../graphics/FeastIconBlue";
 
-const FeatureServiceIndexEmptyState = () => {
+interface FeatureServiceIndexEmptyStateProps {
+  onCreate?: () => void;
+}
+
+const FeatureServiceIndexEmptyState: React.FC<
+  FeatureServiceIndexEmptyStateProps
+> = ({ onCreate }) => {
   return (
     <EuiEmptyPrompt
       iconType={FeastIconBlue}
       title={<h2>There are no feature services</h2>}
       body={
         <p>
-          This project does not have any Feature Services. Learn more about
-          creating Feature Services in Feast Docs.
+          Feature services group related features from one or more feature views
+          for training or online serving. Create your first feature service to
+          get started.
         </p>
       }
       actions={
-        <EuiButton
-          onClick={() => {
-            window.open(
-              "https://docs.feast.dev/getting-started/concepts/feature-retrieval#feature-services",
-              "_blank",
-            );
-          }}
-        >
-          Open Feature Services Docs
-        </EuiButton>
+        onCreate ? (
+          <EuiButton fill iconType="plus" onClick={onCreate}>
+            Create Feature Service
+          </EuiButton>
+        ) : (
+          <EuiButton
+            onClick={() => {
+              window.open(
+                "https://docs.feast.dev/getting-started/concepts/feature-retrieval#feature-services",
+                "_blank",
+              );
+            }}
+          >
+            Open Feature Services Docs
+          </EuiButton>
+        )
       }
       footer={
         <>
diff --git a/ui/src/pages/feature-services/FeatureServiceInstance.tsx b/ui/src/pages/feature-services/FeatureServiceInstance.tsx
index b88d2f4bdbf..4c16b383e94 100644
--- a/ui/src/pages/feature-services/FeatureServiceInstance.tsx
+++ b/ui/src/pages/feature-services/FeatureServiceInstance.tsx
@@ -1,11 +1,24 @@
-import React from "react";
+import React, { useState } from "react";
 import { Route, Routes, useNavigate, useParams } from "react-router-dom";
-import { EuiPageTemplate } from "@elastic/eui";
+import {
+  EuiPageTemplate,
+  EuiButton,
+  EuiButtonEmpty,
+  EuiConfirmModal,
+} from "@elastic/eui";
 
 import { FeatureServiceIcon } from "../../graphics/FeatureServiceIcon";
 import { useMatchExact } from "../../hooks/useMatchSubpath";
 import FeatureServiceOverviewTab from "./FeatureServiceOverviewTab";
 import { useDocumentTitle } from "../../hooks/useDocumentTitle";
+import FeatureServiceFormModal, {
+  FeatureServiceFormData,
+} from "../../components/FeatureServiceFormModal";
+import {
+  useApplyFeatureService,
+  useDeleteFeatureService,
+} from "../../queries/mutations/useFeatureServiceMutations";
+import useLoadFeatureService from "./useLoadFeatureService";
 
 import {
   useFeatureServiceCustomTabs,
@@ -14,19 +27,107 @@ import {
 
 const FeatureServiceInstance = () => {
   const navigate = useNavigate();
-  let { featureServiceName } = useParams();
+  let { featureServiceName, projectName } = useParams();
 
   useDocumentTitle(`${featureServiceName} | Feature Service | Feast`);
 
   const { customNavigationTabs } = useFeatureServiceCustomTabs(navigate);
   const CustomTabRoutes = useFeatureServiceCustomTabRoutes();
 
+  const { data } = useLoadFeatureService(featureServiceName || "");
+  const deleteFeatureService = useDeleteFeatureService();
+  const applyFeatureService = useApplyFeatureService();
+
+  const [showDeleteConfirm, setShowDeleteConfirm] = useState(false);
+  const [isEditModalOpen, setIsEditModalOpen] = useState(false);
+  const [editError, setEditError] = useState<string | null>(null);
+
+  const handleDelete = () => {
+    deleteFeatureService.mutate(
+      { name: featureServiceName || "", project: projectName || "" },
+      {
+        onSuccess: () => {
+          navigate(`/p/${projectName}/feature-service`);
+        },
+      },
+    );
+  };
+
+  const buildInitialEditData = (): FeatureServiceFormData | undefined => {
+    if (!data?.spec) return undefined;
+    const spec = data.spec;
+    return {
+      name: spec.name || featureServiceName || "",
+      description: spec.description || "",
+      owner: spec.owner || "",
+      projections: (spec.features || []).map((proj: any) => ({
+        featureViewName: proj.featureViewName || "",
+        featureNames: (proj.featureColumns || [])
+          .map((col: any) => col.name)
+          .filter(Boolean),
+      })),
+      tags: Object.entries(spec.tags || {}).map(([key, value]) => ({
+        key,
+        value: value as string,
+      })),
+    };
+  };
+
+  const handleEditSubmit = (formData: FeatureServiceFormData) => {
+    const payload = {
+      name: formData.name,
+      project: projectName || "",
+      features: formData.projections.map((projection) => ({
+        feature_view_name: projection.featureViewName,
+        feature_names: projection.featureNames,
+      })),
+      description: formData.description,
+      owner: formData.owner,
+      tags: Object.fromEntries(
+        formData.tags
+          .filter((tag) => tag.key.trim())
+          .map((tag) => [tag.key, tag.value]),
+      ),
+    };
+    applyFeatureService.mutate(payload, {
+      onSuccess: () => {
+        setIsEditModalOpen(false);
+        setEditError(null);
+      },
+      onError: (err: unknown) => {
+        const message =
+          err instanceof Error ? err.message : "An unexpected error occurred.";
+        setEditError(message);
+      },
+    });
+  };
+
   return (
     <EuiPageTemplate panelled>
       <EuiPageTemplate.Header
         restrictWidth
         iconType={FeatureServiceIcon}
         pageTitle={`Feature Service: ${featureServiceName}`}
+        rightSideItems={[
+          <EuiButton
+            key="edit"
+            iconType="pencil"
+            onClick={() => {
+              setEditError(null);
+              setIsEditModalOpen(true);
+            }}
+          >
+            Edit
+          </EuiButton>,
+          <EuiButtonEmpty
+            key="delete"
+            color="danger"
+            iconType="trash"
+            onClick={() => setShowDeleteConfirm(true)}
+          >
+            Delete
+          </EuiButtonEmpty>,
+        ]}
         tabs={[
           {
             label: "Overview",
@@ -44,6 +145,37 @@ const FeatureServiceInstance = () => {
           {CustomTabRoutes}
         </Routes>
       </EuiPageTemplate.Section>
+
+      {showDeleteConfirm && (
+        <EuiConfirmModal
+          title={`Delete "${featureServiceName}"?`}
+          onCancel={() => setShowDeleteConfirm(false)}
+          onConfirm={handleDelete}
+          cancelButtonText="Cancel"
+          confirmButtonText="Delete"
+          buttonColor="danger"
+          isLoading={deleteFeatureService.isLoading}
+        >
+          <p>
+            This will permanently remove the feature service. This action cannot
+            be undone.
+          </p>
+        </EuiConfirmModal>
+      )}
+
+      {isEditModalOpen && (
+        <FeatureServiceFormModal
+          onClose={() => {
+            setIsEditModalOpen(false);
+            setEditError(null);
+          }}
+          onSubmit={handleEditSubmit}
+          initialData={buildInitialEditData()}
+          isEdit={true}
+          isSubmitting={applyFeatureService.isLoading}
+          submitError={editError}
+        />
+      )}
     </EuiPageTemplate>
   );
 };
diff --git a/ui/src/pages/feature-services/FeatureServiceListingTable.tsx b/ui/src/pages/feature-services/FeatureServiceListingTable.tsx
index acc68b6e619..c26b976e197 100644
--- a/ui/src/pages/feature-services/FeatureServiceListingTable.tsx
+++ b/ui/src/pages/feature-services/FeatureServiceListingTable.tsx
@@ -29,8 +29,8 @@ const FeatureServiceListingTable = ({
       name: "Name",
       field: "spec.name",
       render: (name: string, item: feast.core.IFeatureService) => {
-        // For "All Projects" view, link to the specific project
-        const itemProject = item?.spec?.project || projectName;
+        const itemProject =
+          item?.spec?.project || (item as any)?.project || projectName;
         return (
           <EuiCustomLink to={`/p/${itemProject}/feature-service/${name}`}>
             {name}
@@ -41,10 +41,12 @@ const FeatureServiceListingTable = ({
     {
       name: "# of Features",
       field: "spec.features",
-      render: (featureViews: feast.core.IFeatureViewProjection[]) => {
-        var numFeatures = 0;
-        featureViews.forEach((featureView) => {
-          numFeatures += featureView.featureColumns!.length;
+      render: (
+        featureViews: feast.core.IFeatureViewProjection[] | undefined,
+      ) => {
+        let numFeatures = 0;
+        (featureViews || []).forEach((featureView) => {
+          numFeatures += (featureView.featureColumns || []).length;
         });
         return numFeatures;
       },
@@ -58,11 +60,10 @@ const FeatureServiceListingTable = ({
     },
   ];
 
-  // Add Project column when viewing all projects
   if (projectName === "all") {
     columns.splice(1, 0, {
       name: "Project",
-      field: "spec.project",
+      field: "project",
       sortable: true,
       render: (project: string) => {
         return project || "Unknown";
diff --git a/ui/src/pages/feature-services/FeatureServiceOverviewTab.tsx b/ui/src/pages/feature-services/FeatureServiceOverviewTab.tsx
index be922e41261..f1ac3c5e349 100644
--- a/ui/src/pages/feature-services/FeatureServiceOverviewTab.tsx
+++ b/ui/src/pages/feature-services/FeatureServiceOverviewTab.tsx
@@ -34,11 +34,19 @@ const FeatureServiceOverviewTab = () => {
   const isEmpty = data === undefined;
 
   let numFeatures = 0;
-  let numFeatureViews = 0;
+  let numLabels = 0;
+  const featureProjections: any[] = [];
+  const labelProjections: any[] = [];
   if (data) {
-    data?.spec?.features?.forEach((featureView) => {
-      numFeatureViews += 1;
-      numFeatures += featureView?.featureColumns!.length;
+    data?.spec?.features?.forEach((featureView: any) => {
+      const columnCount = (featureView?.featureColumns || []).length;
+      if (featureView.viewType === "labelView") {
+        numLabels += columnCount;
+        labelProjections.push(featureView);
+      } else {
+        numFeatures += columnCount;
+        featureProjections.push(featureView);
+      }
     });
   }
 
@@ -57,7 +65,7 @@ const FeatureServiceOverviewTab = () => {
         <EuiFlexGroup direction="column">
           <EuiFlexGroup alignItems="center">
             <EuiFlexItem grow={false}>
-              <EuiStat title={`${numFeatures}`} description="Total Features" />
+              <EuiStat title={`${numFeatures}`} description="Features" />
             </EuiFlexItem>
             <EuiFlexItem>
               <EuiTextAlign textAlign="center">
@@ -66,7 +74,7 @@ const FeatureServiceOverviewTab = () => {
             </EuiFlexItem>
             <EuiFlexItem>
               <EuiStat
-                title={`${numFeatureViews}`}
+                title={`${featureProjections.length}`}
                 description="Feature Views"
               />
             </EuiFlexItem>
@@ -90,14 +98,43 @@ const FeatureServiceOverviewTab = () => {
                   <h2>Features</h2>
                 </EuiTitle>
                 <EuiHorizontalRule margin="xs" />
-                {data?.spec?.features ? (
-                  <FeaturesInServiceList featureViews={data?.spec?.features} />
+                {featureProjections.length > 0 ? (
+                  <FeaturesInServiceList featureViews={featureProjections} />
                 ) : (
                   <EuiText>
                     No features specified for this feature service.
                   </EuiText>
                 )}
               </EuiPanel>
+              {labelProjections.length > 0 && (
+                <React.Fragment>
+                  <EuiSpacer size="l" />
+                  <EuiFlexGroup alignItems="center">
+                    <EuiFlexItem grow={false}>
+                      <EuiStat title={`${numLabels}`} description="Labels" />
+                    </EuiFlexItem>
+                    <EuiFlexItem>
+                      <EuiTextAlign textAlign="center">
+                        <p>from</p>
+                      </EuiTextAlign>
+                    </EuiFlexItem>
+                    <EuiFlexItem>
+                      <EuiStat
+                        title={`${labelProjections.length}`}
+                        description="Label Views"
+                      />
+                    </EuiFlexItem>
+                  </EuiFlexGroup>
+                  <EuiSpacer size="m" />
+                  <EuiPanel hasBorder={true}>
+                    <EuiTitle size="xs">
+                      <h2>Labels</h2>
+                    </EuiTitle>
+                    <EuiHorizontalRule margin="xs" />
+                    <FeaturesInServiceList featureViews={labelProjections} />
+                  </EuiPanel>
+                </React.Fragment>
+              )}
             </EuiFlexItem>
             <EuiFlexItem grow={1}>
               <EuiPanel hasBorder={true} grow={false}>
@@ -153,16 +190,28 @@ const FeatureServiceOverviewTab = () => {
               <EuiSpacer size="m" />
               <EuiPanel hasBorder={true}>
                 <EuiTitle size="xs">
-                  <h3>All Feature Views</h3>
+                  <h3>All Views</h3>
                 </EuiTitle>
                 <EuiHorizontalRule margin="xs" />
                 {data?.spec?.features?.length! > 0 ? (
                   <FeatureViewEdgesList
                     fvNames={
-                      data?.spec?.features?.map((f) => {
+                      data?.spec?.features?.map((f: any) => {
                         return f.featureViewName!;
                       })!
                     }
+                    viewTypes={
+                      data?.spec?.features?.reduce(
+                        (acc: Record<string, string>, f: any) => {
+                          if (f.featureViewName) {
+                            acc[f.featureViewName] =
+                              f.viewType || "featureView";
+                          }
+                          return acc;
+                        },
+                        {},
+                      ) || {}
+                    }
                   />
                 ) : (
                   <EuiText>No feature views in this feature service</EuiText>
diff --git a/ui/src/pages/feature-services/Index.tsx b/ui/src/pages/feature-services/Index.tsx
index 260a9b821dc..b50b6066a24 100644
--- a/ui/src/pages/feature-services/Index.tsx
+++ b/ui/src/pages/feature-services/Index.tsx
@@ -1,19 +1,20 @@
-import React, { useContext } from "react";
+import React, { useState } from "react";
 import { useParams } from "react-router-dom";
 
 import {
   EuiPageTemplate,
   EuiLoadingSpinner,
-  EuiTitle,
   EuiSpacer,
+  EuiTitle,
+  EuiFieldSearch,
   EuiFlexGroup,
   EuiFlexItem,
-  EuiFieldSearch,
+  EuiButton,
+  EuiCallOut,
 } from "@elastic/eui";
 
 import { FeatureServiceIcon } from "../../graphics/FeatureServiceIcon";
 
-import useLoadRegistry from "../../queries/useLoadRegistry";
 import FeatureServiceListingTable from "./FeatureServiceListingTable";
 import {
   useSearchQuery,
@@ -22,27 +23,29 @@ import {
   tagTokenGroupsType,
 } from "../../hooks/useSearchInputWithTags";
 import { useDocumentTitle } from "../../hooks/useDocumentTitle";
-import RegistryPathContext from "../../contexts/RegistryPathContext";
 import FeatureServiceIndexEmptyState from "./FeatureServiceIndexEmptyState";
 import TagSearch from "../../components/TagSearch";
 import ExportButton from "../../components/ExportButton";
+import FeatureServiceFormModal, {
+  FeatureServiceFormData,
+} from "../../components/FeatureServiceFormModal";
+import { useApplyFeatureService } from "../../queries/mutations/useFeatureServiceMutations";
 import { useFeatureServiceTagsAggregation } from "../../hooks/useTagsAggregation";
 import { feast } from "../../protos";
+import useResourceQuery, {
+  featureServiceListPath,
+  featureViewListPath,
+  restFeatureViewsToMergedList,
+} from "../../queries/useResourceQuery";
 
 const useLoadFeatureServices = () => {
-  const registryUrl = useContext(RegistryPathContext);
   const { projectName } = useParams();
-  const registryQuery = useLoadRegistry(registryUrl, projectName);
-
-  const data =
-    registryQuery.data === undefined
-      ? undefined
-      : registryQuery.data.objects.featureServices;
-
-  return {
-    ...registryQuery,
-    data,
-  };
+  return useResourceQuery<any[]>({
+    resourceType: "feature-services-list",
+    project: projectName,
+    restPath: featureServiceListPath(projectName),
+    restSelect: (d) => d.featureServices,
+  });
 };
 
 const shouldIncludeFSsGivenTokenGroups = (
@@ -54,7 +57,7 @@ const shouldIncludeFSsGivenTokenGroups = (
 
     if (entryTagValue) {
       return values.every((value) => {
-        return value.length > 0 ? entryTagValue.indexOf(value) >= 0 : true; // Don't filter if the string is empty
+        return value.length > 0 ? entryTagValue.indexOf(value) >= 0 : true;
       });
     } else {
       return false;
@@ -88,10 +91,46 @@ const filterFn = (
   return filteredByTags;
 };
 
+const formDataToPayload = (
+  formData: FeatureServiceFormData,
+  project: string,
+) => ({
+  name: formData.name,
+  project,
+  features: formData.projections.map((projection) => ({
+    feature_view_name: projection.featureViewName,
+    feature_names: projection.featureNames,
+  })),
+  description: formData.description,
+  owner: formData.owner,
+  tags: Object.fromEntries(
+    formData.tags
+      .filter((tag) => tag.key.trim())
+      .map((tag) => [tag.key, tag.value]),
+  ),
+});
+
 const Index = () => {
-  const { isLoading, isSuccess, isError, data } = useLoadFeatureServices();
+  const { projectName } = useParams();
+  const { isLoading, isSuccess, isError, isPermissionDenied, data } =
+    useLoadFeatureServices();
+  const isAllProjects = projectName === "all";
   const tagAggregationQuery = useFeatureServiceTagsAggregation();
 
+  const featureViewsQuery = useResourceQuery<any[]>({
+    resourceType: "feature-views-list-fs-prereq",
+    project: projectName,
+    restPath: featureViewListPath(projectName),
+    restSelect: restFeatureViewsToMergedList,
+    enabled: !isAllProjects,
+  });
+
+  const [isModalOpen, setIsModalOpen] = useState(false);
+  const [successMessage, setSuccessMessage] = useState<string | null>(null);
+  const [errorMessage, setErrorMessage] = useState<string | null>(null);
+  const [prereqWarning, setPrereqWarning] = useState<string | null>(null);
+  const applyFeatureService = useApplyFeatureService();
+
   useDocumentTitle(`Feature Services | Feast`);
 
   const { searchString, searchTokens, setSearchString } = useSearchQuery();
@@ -112,6 +151,40 @@ const Index = () => {
     ? filterFn(data, { tagTokenGroups, searchTokens })
     : data;
 
+  const handleCreateClick = () => {
+    const featureViews = featureViewsQuery.data || [];
+    if (featureViews.length === 0) {
+      setPrereqWarning(
+        "Feature services require at least one feature view. Create a feature view first, or proceed and add views later.",
+      );
+    } else {
+      setPrereqWarning(null);
+    }
+    setIsModalOpen(true);
+  };
+
+  const handleCreateSubmit = (formData: FeatureServiceFormData) => {
+    const payload = formDataToPayload(formData, projectName || "");
+    applyFeatureService.mutate(payload, {
+      onSuccess: () => {
+        setIsModalOpen(false);
+        setErrorMessage(null);
+        setPrereqWarning(null);
+        setSuccessMessage(
+          `Feature service "${formData.name}" created successfully.`,
+        );
+        setTimeout(() => setSuccessMessage(null), 5000);
+      },
+      onError: (err: unknown) => {
+        const message =
+          err instanceof Error ? err.message : "An unexpected error occurred.";
+        setErrorMessage(message);
+      },
+    });
+  };
+
+  const showEmptyState = isSuccess && (!data || data.length === 0);
+
   return (
     <EuiPageTemplate panelled>
       <EuiPageTemplate.Header
@@ -119,22 +192,68 @@ const Index = () => {
         iconType={FeatureServiceIcon}
         pageTitle="Feature Services"
         rightSideItems={[
+          ...(isAllProjects
+            ? []
+            : [
+                <EuiButton
+                  fill
+                  iconType="plus"
+                  onClick={handleCreateClick}
+                  key="create"
+                >
+                  Create Feature Service
+                </EuiButton>,
+              ]),
           <ExportButton
             data={filterResult ?? []}
             fileName="feature_services"
             formats={["json"]}
+            key="export"
           />,
         ]}
       />
       <EuiPageTemplate.Section>
+        {successMessage && (
+          <>
+            <EuiCallOut
+              title={successMessage}
+              color="success"
+              iconType="check"
+              size="s"
+            />
+            <EuiSpacer size="m" />
+          </>
+        )}
+        {prereqWarning && !isModalOpen && (
+          <>
+            <EuiCallOut
+              title={prereqWarning}
+              color="warning"
+              iconType="alert"
+              size="s"
+            />
+            <EuiSpacer size="m" />
+          </>
+        )}
         {isLoading && (
           <p>
             <EuiLoadingSpinner size="m" /> Loading
           </p>
         )}
-        {isError && <p>We encountered an error while loading.</p>}
-        {isSuccess && !data && <FeatureServiceIndexEmptyState />}
-        {isSuccess && filterResult && (
+        {isPermissionDenied && (
+          <EuiCallOut title="Permission denied" color="warning" iconType="lock">
+            <p>You do not have permission to view feature services.</p>
+          </EuiCallOut>
+        )}
+        {isError && !isPermissionDenied && (
+          <p>We encountered an error while loading.</p>
+        )}
+        {showEmptyState && (
+          <FeatureServiceIndexEmptyState
+            onCreate={isAllProjects ? undefined : handleCreateClick}
+          />
+        )}
+        {isSuccess && filterResult && filterResult.length > 0 && (
           <React.Fragment>
             <EuiFlexGroup>
               <EuiFlexItem grow={2}>
@@ -169,6 +288,18 @@ const Index = () => {
           </React.Fragment>
         )}
       </EuiPageTemplate.Section>
+
+      {isModalOpen && (
+        <FeatureServiceFormModal
+          onClose={() => {
+            setIsModalOpen(false);
+            setErrorMessage(null);
+          }}
+          onSubmit={handleCreateSubmit}
+          isSubmitting={applyFeatureService.isLoading}
+          submitError={errorMessage}
+        />
+      )}
     </EuiPageTemplate>
   );
 };
diff --git a/ui/src/pages/feature-services/useLoadFeatureService.ts b/ui/src/pages/feature-services/useLoadFeatureService.ts
index 004ab35b927..81fff2e931d 100644
--- a/ui/src/pages/feature-services/useLoadFeatureService.ts
+++ b/ui/src/pages/feature-services/useLoadFeatureService.ts
@@ -1,53 +1,50 @@
-import { FEAST_FCO_TYPES } from "../../parsers/types";
-import { useContext } from "react";
 import { useParams } from "react-router-dom";
-import RegistryPathContext from "../../contexts/RegistryPathContext";
-
-import useLoadRegistry from "../../queries/useLoadRegistry";
 import { EntityReference } from "../../parsers/parseEntityRelationships";
+import useResourceQuery, {
+  featureServiceDetailPath,
+} from "../../queries/useResourceQuery";
 
 const useLoadFeatureService = (featureServiceName: string) => {
-  const registryUrl = useContext(RegistryPathContext);
   const { projectName } = useParams();
-  const registryQuery = useLoadRegistry(registryUrl, projectName);
 
-  const data =
-    registryQuery.data === undefined
-      ? undefined
-      : registryQuery.data.objects.featureServices?.find(
-          (fs) => fs?.spec?.name === featureServiceName,
-        );
+  const fsQuery = useResourceQuery<any>({
+    resourceType: `feature-service:${featureServiceName}`,
+    project: projectName,
+    restPath: featureServiceDetailPath(featureServiceName, projectName || ""),
+    restSelect: (d) => ({
+      featureService: d,
+      indirectRelationships: d?.relationships || [],
+      permissions: d?.permissions || [],
+    }),
+    enabled: !!featureServiceName,
+  });
+
+  const featureService = fsQuery.data?.featureService;
+  const indirectRelationships = fsQuery.data?.indirectRelationships || [];
+  const permissions = fsQuery.data?.permissions || [];
 
-  let entities =
-    data === undefined
+  let entities: EntityReference[] | undefined =
+    featureService === undefined
       ? undefined
-      : registryQuery.data?.indirectRelationships
-          .filter((relationship) => {
-            return (
-              relationship.target.type === FEAST_FCO_TYPES.featureService &&
-              relationship.target.name === data?.spec?.name &&
-              relationship.source.type === FEAST_FCO_TYPES.entity
-            );
-          })
-          .map((relationship) => {
-            return relationship.source;
-          });
-  // Deduplicate on name of entity
+      : indirectRelationships
+          .filter(
+            (rel: any) =>
+              rel?.target?.type === "featureService" &&
+              rel?.source?.type === "entity",
+          )
+          .map((rel: any) => rel.source);
+
   if (entities) {
-    let entityToName: { [key: string]: EntityReference } = {};
-    for (let entity of entities) {
+    const entityToName: { [key: string]: EntityReference } = {};
+    for (const entity of entities) {
       entityToName[entity.name] = entity;
     }
     entities = Object.values(entityToName);
   }
+
   return {
-    ...registryQuery,
-    data: data
-      ? {
-          ...data,
-          permissions: registryQuery.data?.permissions,
-        }
-      : undefined,
+    ...fsQuery,
+    data: featureService ? { ...featureService, permissions } : undefined,
     entities,
   };
 };
diff --git a/ui/src/pages/feature-views/FeatureViewListingTable.tsx b/ui/src/pages/feature-views/FeatureViewListingTable.tsx
index 7537f8122c9..9fd6f8f8fd7 100644
--- a/ui/src/pages/feature-views/FeatureViewListingTable.tsx
+++ b/ui/src/pages/feature-views/FeatureViewListingTable.tsx
@@ -31,7 +31,10 @@ const FeatureViewListingTable = ({
       sortable: true,
       render: (name: string, item: genericFVType) => {
         // For "All Projects" view, link to the specific project
-        const itemProject = item.object?.spec?.project || projectName;
+        const itemProject =
+          item.object?.spec?.project ||
+          (item.object as any)?.project ||
+          projectName;
         return (
           <EuiCustomLink to={`/p/${itemProject}/feature-view/${name}`}>
             {name}{" "}
@@ -63,7 +66,13 @@ const FeatureViewListingTable = ({
     columns.splice(1, 0, {
       name: "Project",
       render: (item: genericFVType) => {
-        return <span>{item.object?.spec?.project || "Unknown"}</span>;
+        return (
+          <span>
+            {item.object?.spec?.project ||
+              (item.object as any)?.project ||
+              "Unknown"}
+          </span>
+        );
       },
     });
   }
diff --git a/ui/src/pages/feature-views/FeatureViewUsagePanel.tsx b/ui/src/pages/feature-views/FeatureViewUsagePanel.tsx
new file mode 100644
index 00000000000..71eaebedd02
--- /dev/null
+++ b/ui/src/pages/feature-views/FeatureViewUsagePanel.tsx
@@ -0,0 +1,130 @@
+import React from "react";
+import {
+  EuiBadge,
+  EuiBasicTable,
+  EuiFlexGroup,
+  EuiFlexItem,
+  EuiHorizontalRule,
+  EuiLoadingSpinner,
+  EuiPanel,
+  EuiText,
+  EuiTitle,
+  EuiToolTip,
+} from "@elastic/eui";
+import useLoadFeatureUsage, {
+  FeatureUsageEntry,
+} from "../../queries/useLoadFeatureUsage";
+
+interface FeatureViewUsagePanelProps {
+  featureViewName: string;
+}
+
+const formatTimestamp = (ts: number | null): string => {
+  if (ts == null) return "Never";
+  const date = new Date(ts);
+  return date.toLocaleString();
+};
+
+const formatRelativeTime = (ts: number | null): string => {
+  if (ts == null) return "";
+  const now = Date.now();
+  const diffMs = now - ts;
+  const diffMin = Math.floor(diffMs / 60000);
+  if (diffMin < 1) return "just now";
+  if (diffMin < 60) return `${diffMin}m ago`;
+  const diffHr = Math.floor(diffMin / 60);
+  if (diffHr < 24) return `${diffHr}h ago`;
+  const diffDays = Math.floor(diffHr / 24);
+  return `${diffDays}d ago`;
+};
+
+const FeatureViewUsagePanel = ({
+  featureViewName,
+}: FeatureViewUsagePanelProps) => {
+  const { data, isLoading, isError } = useLoadFeatureUsage();
+
+  if (isLoading) {
+    return (
+      <EuiPanel hasBorder={true}>
+        <EuiTitle size="xs">
+          <h3>MLflow Usage</h3>
+        </EuiTitle>
+        <EuiHorizontalRule margin="xs" />
+        <EuiFlexGroup justifyContent="center">
+          <EuiFlexItem grow={false}>
+            <EuiLoadingSpinner size="m" />
+          </EuiFlexItem>
+        </EuiFlexGroup>
+      </EuiPanel>
+    );
+  }
+
+  if (isError || !data || !data.mlflow_enabled) {
+    return null;
+  }
+
+  const usage: FeatureUsageEntry | undefined =
+    data.feature_usage?.[featureViewName];
+
+  if (!usage || usage.run_count === 0) {
+    return (
+      <EuiPanel hasBorder={true}>
+        <EuiTitle size="xs">
+          <h3>MLflow Usage</h3>
+        </EuiTitle>
+        <EuiHorizontalRule margin="xs" />
+        <EuiText size="s" color="subdued">
+          No MLflow training runs have used this feature view.
+        </EuiText>
+      </EuiPanel>
+    );
+  }
+
+  const modelItems = usage.models.map((name) => ({ name }));
+
+  const modelColumns = [
+    {
+      name: "Registered Model",
+      field: "name",
+      render: (name: string) => <EuiBadge color="hollow">{name}</EuiBadge>,
+    },
+  ];
+
+  return (
+    <EuiPanel hasBorder={true}>
+      <EuiTitle size="xs">
+        <h3>MLflow Usage</h3>
+      </EuiTitle>
+      <EuiHorizontalRule margin="xs" />
+      <EuiFlexGroup gutterSize="l">
+        <EuiFlexItem grow={false}>
+          <EuiText size="s">
+            <strong>Training runs:</strong> {usage.run_count}
+          </EuiText>
+        </EuiFlexItem>
+        <EuiFlexItem grow={false}>
+          <EuiToolTip position="top" content={formatTimestamp(usage.last_used)}>
+            <EuiText size="s">
+              <strong>Last used:</strong> {formatRelativeTime(usage.last_used)}
+            </EuiText>
+          </EuiToolTip>
+        </EuiFlexItem>
+      </EuiFlexGroup>
+      {modelItems.length > 0 && (
+        <>
+          <EuiHorizontalRule margin="s" />
+          <EuiText size="xs" color="subdued">
+            <strong>Registered models using this feature view:</strong>
+          </EuiText>
+          <EuiBasicTable
+            columns={modelColumns}
+            items={modelItems}
+            compressed={true}
+          />
+        </>
+      )}
+    </EuiPanel>
+  );
+};
+
+export default FeatureViewUsagePanel;
diff --git a/ui/src/pages/feature-views/FeatureViewVersionsTab.tsx b/ui/src/pages/feature-views/FeatureViewVersionsTab.tsx
index 1e5e44d6804..f388d247da4 100644
--- a/ui/src/pages/feature-views/FeatureViewVersionsTab.tsx
+++ b/ui/src/pages/feature-views/FeatureViewVersionsTab.tsx
@@ -6,7 +6,6 @@ import {
   EuiTitle,
   EuiHorizontalRule,
   EuiCodeBlock,
-  EuiSpacer,
   EuiFlexGroup,
   EuiFlexItem,
   EuiBadge,
@@ -63,6 +62,11 @@ const decodeVersionProto = (
       result.features = sfv.spec?.features || [];
       result.entities = sfv.spec?.entities || [];
       result.description = sfv.spec?.description || "";
+    } else if (record.featureViewType === "label_view") {
+      const lv = feast.core.LabelView.decode(bytes);
+      result.features = lv.spec?.features || [];
+      result.entities = lv.spec?.entities || [];
+      result.description = lv.spec?.description || "";
     } else {
       const fv = feast.core.FeatureView.decode(bytes);
       result.features = fv.spec?.features || [];
@@ -114,8 +118,10 @@ const VersionDetail = ({ decoded }: { decoded: DecodedVersion }) => {
                   {
                     field: "valueType",
                     name: "Value Type",
-                    render: (vt: feast.types.ValueType.Enum) =>
-                      feast.types.ValueType.Enum[vt],
+                    render: (vt: feast.types.ValueType.Enum | string) =>
+                      typeof vt === "string"
+                        ? vt
+                        : feast.types.ValueType.Enum[vt] || String(vt || ""),
                   },
                 ]}
               />
@@ -154,19 +160,25 @@ const FeatureViewVersionsTab = ({
   const registryQuery = useLoadRegistry(registryUrl, projectName);
   const [expandedRows, setExpandedRows] = useState<Record<number, boolean>>({});
 
-  const records =
-    registryQuery.data?.objects?.featureViewVersionHistory?.records?.filter(
-      (r: feast.core.IFeatureViewVersionRecord) =>
-        r.featureViewName === featureViewName,
-    ) || [];
+  const records = useMemo(
+    () =>
+      registryQuery.data?.objects?.featureViewVersionHistory?.records?.filter(
+        (r: feast.core.IFeatureViewVersionRecord) =>
+          r.featureViewName === featureViewName,
+      ) || [],
+    [
+      registryQuery.data?.objects?.featureViewVersionHistory?.records,
+      featureViewName,
+    ],
+  );
 
-  const decodedVersions = useMemo(
+  const decodedVersions: DecodedVersion[] = useMemo(
     () => records.map(decodeVersionProto),
     [records],
   );
 
   if (records.length === 0) {
-    return <EuiText>No version history for this feature view.</EuiText>;
+    return <EuiText>No version history available.</EuiText>;
   }
 
   const toggleRow = (versionNumber: number) => {
diff --git a/ui/src/pages/feature-views/Index.tsx b/ui/src/pages/feature-views/Index.tsx
index b1c28895370..879aa717574 100644
--- a/ui/src/pages/feature-views/Index.tsx
+++ b/ui/src/pages/feature-views/Index.tsx
@@ -1,4 +1,4 @@
-import React, { useContext } from "react";
+import React, { useState } from "react";
 import { useParams } from "react-router-dom";
 
 import {
@@ -9,11 +9,12 @@ import {
   EuiFieldSearch,
   EuiFlexGroup,
   EuiFlexItem,
+  EuiButton,
+  EuiCallOut,
 } from "@elastic/eui";
 
 import { FeatureViewIcon } from "../../graphics/FeatureViewIcon";
 
-import useLoadRegistry from "../../queries/useLoadRegistry";
 import FeatureViewListingTable from "./FeatureViewListingTable";
 import {
   filterInputInterface,
@@ -22,26 +23,29 @@ import {
 } from "../../hooks/useSearchInputWithTags";
 import { genericFVType, regularFVInterface } from "../../parsers/mergedFVTypes";
 import { useDocumentTitle } from "../../hooks/useDocumentTitle";
-import RegistryPathContext from "../../contexts/RegistryPathContext";
 import FeatureViewIndexEmptyState from "./FeatureViewIndexEmptyState";
 import { useFeatureViewTagsAggregation } from "../../hooks/useTagsAggregation";
 import TagSearch from "../../components/TagSearch";
 import ExportButton from "../../components/ExportButton";
+import FeatureViewFormModal, {
+  FeatureViewFormData,
+} from "../../components/FeatureViewFormModal";
+import { useApplyFeatureView } from "../../queries/mutations/useFeatureViewMutations";
+import useResourceQuery, {
+  featureViewListPath,
+  restFeatureViewsToMergedList,
+  entityListPath,
+  dataSourceListPath,
+} from "../../queries/useResourceQuery";
 
 const useLoadFeatureViews = () => {
-  const registryUrl = useContext(RegistryPathContext);
   const { projectName } = useParams();
-  const registryQuery = useLoadRegistry(registryUrl, projectName);
-
-  const data =
-    registryQuery.data === undefined
-      ? undefined
-      : registryQuery.data.mergedFVList;
-
-  return {
-    ...registryQuery,
-    data,
-  };
+  return useResourceQuery<genericFVType[]>({
+    resourceType: "feature-views-list",
+    project: projectName,
+    restPath: featureViewListPath(projectName),
+    restSelect: restFeatureViewsToMergedList,
+  });
 };
 
 const shouldIncludeFVsGivenTokenGroups = (
@@ -49,13 +53,12 @@ const shouldIncludeFVsGivenTokenGroups = (
   tagTokenGroups: Record<string, string[]>,
 ) => {
   return Object.entries(tagTokenGroups).every(([key, values]) => {
-    const entryTagValue = entry?.object?.spec!.tags
-      ? entry.object.spec.tags[key]
-      : undefined;
+    const tags = entry?.object?.spec?.tags;
+    const entryTagValue = tags ? (tags as any)[key] : undefined;
 
     if (entryTagValue) {
       return values.every((value) => {
-        return value.length > 0 ? entryTagValue.indexOf(value) >= 0 : true; // Don't filter if the string is empty
+        return value.length > 0 ? entryTagValue.indexOf(value) >= 0 : true;
       });
     } else {
       return false;
@@ -74,7 +77,7 @@ const filterFn = (data: genericFVType[], filterInput: filterInputInterface) => {
           filterInput.tagTokenGroups,
         );
       } else {
-        return false; // ODFVs don't have tags yet
+        return false;
       }
     });
   }
@@ -90,9 +93,73 @@ const filterFn = (data: genericFVType[], filterInput: filterInputInterface) => {
   return filteredByTags;
 };
 
+const TTL_UNITS: Record<string, number> = {
+  days: 86400,
+  hours: 3600,
+  minutes: 60,
+  seconds: 1,
+};
+
+const formDataToPayload = (formData: FeatureViewFormData, project: string) => ({
+  name: formData.name,
+  project,
+  entities: formData.entities,
+  features: formData.features.map((f) => ({
+    name: f.name,
+    value_type: parseInt(f.valueType, 10),
+    description: f.description,
+  })),
+  batch_source: formData.batchSource,
+  ttl_seconds: formData.ttlValue * (TTL_UNITS[formData.ttlUnit] || 1),
+  online: formData.online,
+  description: formData.description,
+  owner: formData.owner,
+  tags: Object.fromEntries(
+    formData.tags.filter((t) => t.key.trim()).map((t) => [t.key, t.value]),
+  ),
+});
+
 const Index = () => {
-  const { isLoading, isSuccess, isError, data } = useLoadFeatureViews();
+  const { projectName } = useParams();
+  const { isLoading, isSuccess, isError, isPermissionDenied, data } =
+    useLoadFeatureViews();
+  const isAllProjects = projectName === "all";
+
+  const entitiesQuery = useResourceQuery<any[]>({
+    resourceType: "entities-list-fv-prereq",
+    project: projectName,
+    restPath: entityListPath(projectName),
+    restSelect: (d) => d.entities,
+  });
+  const dataSourcesQuery = useResourceQuery<any[]>({
+    resourceType: "data-sources-list-fv-prereq",
+    project: projectName,
+    restPath: dataSourceListPath(projectName),
+    restSelect: (d) => d.dataSources,
+  });
+
   const tagAggregationQuery = useFeatureViewTagsAggregation();
+  const [isModalOpen, setIsModalOpen] = useState(false);
+  const [successMessage, setSuccessMessage] = useState<string | null>(null);
+  const [errorMessage, setErrorMessage] = useState<string | null>(null);
+  const [prereqWarning, setPrereqWarning] = useState<string | null>(null);
+  const applyFeatureView = useApplyFeatureView();
+
+  const handleCreateClick = () => {
+    const missingDeps: string[] = [];
+    const entities = entitiesQuery.data || [];
+    const dataSources = dataSourcesQuery.data || [];
+
+    if (entities.length === 0) missingDeps.push("entities");
+    if (dataSources.length === 0) missingDeps.push("data sources");
+
+    if (missingDeps.length > 0) {
+      setPrereqWarning(
+        `Feature views require at least one entity and one data source. Missing: ${missingDeps.join(" and ")}. You can still proceed — the form will let you create them inline.`,
+      );
+    }
+    setIsModalOpen(true);
+  };
 
   useDocumentTitle(`Feature Views | Feast`);
 
@@ -114,6 +181,27 @@ const Index = () => {
     ? filterFn(data, { tagTokenGroups, searchTokens })
     : data;
 
+  const handleCreateSubmit = (formData: FeatureViewFormData) => {
+    const payload = formDataToPayload(formData, projectName || "");
+    applyFeatureView.mutate(payload, {
+      onSuccess: () => {
+        setIsModalOpen(false);
+        setErrorMessage(null);
+        setPrereqWarning(null);
+        setSuccessMessage(
+          `Feature view "${formData.name}" created successfully.`,
+        );
+        setTimeout(() => setSuccessMessage(null), 5000);
+      },
+      onError: (err: unknown) => {
+        // Error shown inside the modal via submitError prop
+        const message =
+          err instanceof Error ? err.message : "An unexpected error occurred.";
+        setErrorMessage(message);
+      },
+    });
+  };
+
   return (
     <EuiPageTemplate panelled>
       <EuiPageTemplate.Header
@@ -121,20 +209,75 @@ const Index = () => {
         iconType={FeatureViewIcon}
         pageTitle="Feature Views"
         rightSideItems={[
+          ...(isAllProjects
+            ? []
+            : [
+                <EuiButton
+                  fill
+                  iconType="plus"
+                  onClick={handleCreateClick}
+                  key="create"
+                >
+                  Create Feature View
+                </EuiButton>,
+              ]),
           <ExportButton
             data={filterResult ?? []}
             fileName="feature_views"
             formats={["json"]}
+            key="export"
           />,
         ]}
       />
       <EuiPageTemplate.Section>
+        {prereqWarning && (
+          <>
+            <EuiCallOut
+              title="Missing prerequisites"
+              color="warning"
+              iconType="alert"
+              size="s"
+            >
+              <p>{prereqWarning}</p>
+            </EuiCallOut>
+            <EuiSpacer size="m" />
+          </>
+        )}
+        {successMessage && (
+          <>
+            <EuiCallOut
+              title={successMessage}
+              color="success"
+              iconType="check"
+              size="s"
+            />
+            <EuiSpacer size="m" />
+          </>
+        )}
+        {errorMessage && (
+          <>
+            <EuiCallOut
+              title={errorMessage}
+              color="danger"
+              iconType="alert"
+              size="s"
+            />
+            <EuiSpacer size="m" />
+          </>
+        )}
         {isLoading && (
           <p>
             <EuiLoadingSpinner size="m" /> Loading
           </p>
         )}
-        {isError && <p>We encountered an error while loading.</p>}
+        {isPermissionDenied && (
+          <EuiCallOut title="Permission denied" color="warning" iconType="lock">
+            <p>You do not have permission to view feature views.</p>
+          </EuiCallOut>
+        )}
+        {isError && !isPermissionDenied && (
+          <p>We encountered an error while loading.</p>
+        )}
         {isSuccess && data?.length === 0 && <FeatureViewIndexEmptyState />}
         {isSuccess && data && data.length > 0 && filterResult && (
           <React.Fragment>
@@ -171,6 +314,19 @@ const Index = () => {
           </React.Fragment>
         )}
       </EuiPageTemplate.Section>
+
+      {isModalOpen && (
+        <FeatureViewFormModal
+          onClose={() => {
+            setIsModalOpen(false);
+            setPrereqWarning(null);
+            setErrorMessage(null);
+          }}
+          onSubmit={handleCreateSubmit}
+          isSubmitting={applyFeatureView.isLoading}
+          submitError={errorMessage}
+        />
+      )}
     </EuiPageTemplate>
   );
 };
diff --git a/ui/src/pages/feature-views/RegularFeatureViewInstance.tsx b/ui/src/pages/feature-views/RegularFeatureViewInstance.tsx
index a3c831b315f..b800a861481 100644
--- a/ui/src/pages/feature-views/RegularFeatureViewInstance.tsx
+++ b/ui/src/pages/feature-views/RegularFeatureViewInstance.tsx
@@ -1,6 +1,12 @@
-import React, { useContext } from "react";
-import { Route, Routes, useNavigate } from "react-router-dom";
-import { EuiBadge, EuiPageTemplate } from "@elastic/eui";
+import React, { useContext, useState } from "react";
+import { Route, Routes, useNavigate, useParams } from "react-router-dom";
+import {
+  EuiBadge,
+  EuiButton,
+  EuiButtonEmpty,
+  EuiConfirmModal,
+  EuiPageTemplate,
+} from "@elastic/eui";
 
 import { FeatureViewIcon } from "../../graphics/FeatureViewIcon";
 
@@ -8,6 +14,13 @@ import { useMatchExact, useMatchSubpath } from "../../hooks/useMatchSubpath";
 import RegularFeatureViewOverviewTab from "./RegularFeatureViewOverviewTab";
 import FeatureViewLineageTab from "./FeatureViewLineageTab";
 import FeatureViewVersionsTab from "./FeatureViewVersionsTab";
+import FeatureViewFormModal, {
+  FeatureViewFormData,
+} from "../../components/FeatureViewFormModal";
+import {
+  useApplyFeatureView,
+  useDeleteFeatureView,
+} from "../../queries/mutations/useFeatureViewMutations";
 
 import {
   useRegularFeatureViewCustomTabs,
@@ -21,12 +34,69 @@ interface RegularFeatureInstanceProps {
   permissions?: any[];
 }
 
+const buildEditFormData = (
+  fv: feast.core.IFeatureView,
+): FeatureViewFormData => {
+  const tags = fv.spec?.tags
+    ? Object.entries(fv.spec.tags).map(([key, value]) => ({ key, value }))
+    : [];
+
+  const features = (fv.spec?.features || []).map((f) => ({
+    name: f.name || "",
+    valueType: String(f.valueType ?? 0),
+    description: f.description || "",
+  }));
+
+  let ttlValue = 0;
+  let ttlUnit = "seconds";
+  if (fv.spec?.ttl?.seconds) {
+    const secs =
+      typeof fv.spec.ttl.seconds === "number"
+        ? fv.spec.ttl.seconds
+        : ((fv.spec.ttl.seconds as any).toNumber?.() ?? 0);
+    if (secs > 0 && secs % 86400 === 0) {
+      ttlValue = secs / 86400;
+      ttlUnit = "days";
+    } else if (secs > 0 && secs % 3600 === 0) {
+      ttlValue = secs / 3600;
+      ttlUnit = "hours";
+    } else if (secs > 0 && secs % 60 === 0) {
+      ttlValue = secs / 60;
+      ttlUnit = "minutes";
+    } else {
+      ttlValue = secs;
+      ttlUnit = "seconds";
+    }
+  }
+
+  return {
+    name: fv.spec?.name || "",
+    description: fv.spec?.description || "",
+    owner: fv.spec?.owner || "",
+    entities: fv.spec?.entities || [],
+    features,
+    batchSource: fv.spec?.batchSource?.name || "",
+    ttlValue,
+    ttlUnit,
+    online: fv.spec?.online ?? true,
+    tags,
+  };
+};
+
+const TTL_UNITS: Record<string, number> = {
+  days: 86400,
+  hours: 3600,
+  minutes: 60,
+  seconds: 1,
+};
+
 const RegularFeatureInstance = ({
   data,
   permissions,
 }: RegularFeatureInstanceProps) => {
   const { enabledFeatureStatistics } = useContext(FeatureFlagsContext);
   const navigate = useNavigate();
+  const { projectName } = useParams();
 
   const { customNavigationTabs } = useRegularFeatureViewCustomTabs(navigate);
   let tabs = [
@@ -70,6 +140,56 @@ const RegularFeatureInstance = ({
 
   const TabRoutes = useRegularFeatureViewCustomTabRoutes();
 
+  const applyFeatureView = useApplyFeatureView();
+  const deleteFeatureView = useDeleteFeatureView();
+
+  const [showDeleteConfirm, setShowDeleteConfirm] = useState(false);
+  const [isEditModalOpen, setIsEditModalOpen] = useState(false);
+  const [editError, setEditError] = useState<string | null>(null);
+
+  const handleDelete = () => {
+    deleteFeatureView.mutate(
+      { name: data?.spec?.name || "", project: projectName || "" },
+      {
+        onSuccess: () => {
+          navigate(`/p/${projectName}/feature-view`);
+        },
+      },
+    );
+  };
+
+  const handleEditSubmit = (formData: FeatureViewFormData) => {
+    const payload = {
+      name: formData.name,
+      project: projectName || "",
+      entities: formData.entities,
+      features: formData.features.map((f) => ({
+        name: f.name,
+        value_type: parseInt(f.valueType, 10),
+        description: f.description,
+      })),
+      batch_source: formData.batchSource,
+      ttl_seconds: formData.ttlValue * (TTL_UNITS[formData.ttlUnit] || 1),
+      online: formData.online,
+      description: formData.description,
+      owner: formData.owner,
+      tags: Object.fromEntries(
+        formData.tags.filter((t) => t.key.trim()).map((t) => [t.key, t.value]),
+      ),
+    };
+    applyFeatureView.mutate(payload, {
+      onSuccess: () => {
+        setIsEditModalOpen(false);
+        setEditError(null);
+      },
+      onError: (err: unknown) => {
+        const message =
+          err instanceof Error ? err.message : "An unexpected error occurred.";
+        setEditError(message);
+      },
+    });
+  };
+
   return (
     <EuiPageTemplate panelled>
       <EuiPageTemplate.Header
@@ -86,6 +206,26 @@ const RegularFeatureInstance = ({
               )}
           </>
         }
+        rightSideItems={[
+          <EuiButton
+            key="edit"
+            iconType="pencil"
+            onClick={() => {
+              setEditError(null);
+              setIsEditModalOpen(true);
+            }}
+          >
+            Edit
+          </EuiButton>,
+          <EuiButtonEmpty
+            key="delete"
+            color="danger"
+            iconType="trash"
+            onClick={() => setShowDeleteConfirm(true)}
+          >
+            Delete
+          </EuiButtonEmpty>,
+        ]}
         tabs={tabs}
       />
       <EuiPageTemplate.Section>
@@ -112,6 +252,37 @@ const RegularFeatureInstance = ({
           {TabRoutes}
         </Routes>
       </EuiPageTemplate.Section>
+
+      {showDeleteConfirm && (
+        <EuiConfirmModal
+          title={`Delete "${data?.spec?.name}"?`}
+          onCancel={() => setShowDeleteConfirm(false)}
+          onConfirm={handleDelete}
+          cancelButtonText="Cancel"
+          confirmButtonText="Delete"
+          buttonColor="danger"
+          isLoading={deleteFeatureView.isLoading}
+        >
+          <p>
+            This will permanently remove the feature view. This action cannot be
+            undone.
+          </p>
+        </EuiConfirmModal>
+      )}
+
+      {isEditModalOpen && data && (
+        <FeatureViewFormModal
+          onClose={() => {
+            setIsEditModalOpen(false);
+            setEditError(null);
+          }}
+          onSubmit={handleEditSubmit}
+          initialData={buildEditFormData(data)}
+          isEdit
+          isSubmitting={applyFeatureView.isLoading}
+          submitError={editError}
+        />
+      )}
     </EuiPageTemplate>
   );
 };
diff --git a/ui/src/pages/feature-views/RegularFeatureViewOverviewTab.tsx b/ui/src/pages/feature-views/RegularFeatureViewOverviewTab.tsx
index e766e4fd0ab..e58e690c04e 100644
--- a/ui/src/pages/feature-views/RegularFeatureViewOverviewTab.tsx
+++ b/ui/src/pages/feature-views/RegularFeatureViewOverviewTab.tsx
@@ -8,6 +8,7 @@ import {
   EuiStat,
   EuiText,
   EuiTitle,
+  EuiToolTip,
 } from "@elastic/eui";
 import React from "react";
 
@@ -19,9 +20,11 @@ import { encodeSearchQueryString } from "../../hooks/encodeSearchQueryString";
 import { EntityRelation } from "../../parsers/parseEntityRelationships";
 import { FEAST_FCO_TYPES } from "../../parsers/types";
 import useLoadRelationshipData from "../../queries/useLoadRelationshipsData";
+import useLoadFeatureUsage from "../../queries/useLoadFeatureUsage";
 import { getEntityPermissions } from "../../utils/permissionUtils";
 import BatchSourcePropertiesView from "../data-sources/BatchSourcePropertiesView";
 import ConsumingFeatureServicesList from "./ConsumingFeatureServicesList";
+import FeatureViewUsagePanel from "./FeatureViewUsagePanel";
 import { feast } from "../../protos";
 import { toDate } from "../../utils/timestamp";
 
@@ -51,6 +54,7 @@ const RegularFeatureViewOverviewTab = ({
   const fvName = featureViewName === undefined ? "" : featureViewName;
 
   const relationshipQuery = useLoadRelationshipData();
+  const { data: usageData } = useLoadFeatureUsage();
 
   const fsNames = relationshipQuery.data
     ? relationshipQuery.data.filter(whereFSconsumesThisFv(fvName)).map((fs) => {
@@ -59,12 +63,43 @@ const RegularFeatureViewOverviewTab = ({
     : [];
   const numOfFs = fsNames.length;
 
+  const fvUsage = usageData?.feature_usage?.[fvName];
+  const runCount = fvUsage?.run_count ?? 0;
+  const lastUsed = fvUsage?.last_used ?? null;
+  const lastUsedLabel =
+    lastUsed != null ? new Date(lastUsed).toLocaleDateString() : "N/A";
+
   return (
     <React.Fragment>
       <EuiFlexGroup>
         <EuiFlexItem>
           <EuiStat title={`${numOfFs}`} description="Consuming Services" />
         </EuiFlexItem>
+        {usageData?.mlflow_enabled && (
+          <>
+            <EuiFlexItem>
+              <EuiStat
+                title={`${runCount}`}
+                description="MLflow Training Runs"
+              />
+            </EuiFlexItem>
+            <EuiFlexItem>
+              <EuiToolTip
+                position="top"
+                content={
+                  lastUsed != null
+                    ? new Date(lastUsed).toLocaleString()
+                    : "No usage recorded"
+                }
+              >
+                <EuiStat
+                  title={lastUsedLabel}
+                  description="Last Used in MLflow"
+                />
+              </EuiToolTip>
+            </EuiFlexItem>
+          </>
+        )}
       </EuiFlexGroup>
       <EuiSpacer size="l" />
       <EuiFlexGroup>
@@ -128,6 +163,10 @@ const RegularFeatureViewOverviewTab = ({
             )}
           </EuiPanel>
           <EuiSpacer size="m" />
+          {usageData?.mlflow_enabled && (
+            <FeatureViewUsagePanel featureViewName={fvName} />
+          )}
+          <EuiSpacer size="m" />
           <EuiPanel hasBorder={true} grow={false}>
             <EuiTitle size="xs">
               <h3>Tags</h3>
diff --git a/ui/src/pages/feature-views/components/FeatureViewProjectionDisplayPanel.tsx b/ui/src/pages/feature-views/components/FeatureViewProjectionDisplayPanel.tsx
index 1e31df47d69..4abb5d02f75 100644
--- a/ui/src/pages/feature-views/components/FeatureViewProjectionDisplayPanel.tsx
+++ b/ui/src/pages/feature-views/components/FeatureViewProjectionDisplayPanel.tsx
@@ -1,9 +1,9 @@
 import React from "react";
 import {
+  EuiBadge,
   EuiBasicTable,
   EuiPanel,
   EuiSpacer,
-  EuiText,
   EuiTitle,
 } from "@elastic/eui";
 import { useParams } from "react-router-dom";
@@ -17,6 +17,8 @@ const FeatureViewProjectionDisplayPanel = (
   featureViewProjection: RequestDataDisplayPanelProps,
 ) => {
   const { projectName } = useParams();
+  const isLabelView = (featureViewProjection as any).viewType === "labelView";
+  const viewPath = isLabelView ? "label-view" : "feature-view";
 
   const columns = [
     {
@@ -27,20 +29,21 @@ const FeatureViewProjectionDisplayPanel = (
       name: "Type",
       field: "valueType",
       render: (valueType: any) => {
-        return feast.types.ValueType.Enum[valueType];
+        if (typeof valueType === "string") return valueType;
+        return feast.types.ValueType.Enum[valueType] || String(valueType || "");
       },
     },
   ];
 
   return (
     <EuiPanel hasBorder={true}>
-      <EuiText size="xs">
-        <span>Feature View</span>
-      </EuiText>
+      <EuiBadge color={isLabelView ? "#e6570e" : "hollow"}>
+        {isLabelView ? "label view" : "feature view"}
+      </EuiBadge>
       <EuiSpacer size="xs" />
       <EuiTitle size="s">
         <EuiCustomLink
-          to={`/p/${projectName}/feature-view/${featureViewProjection.featureViewName}`}
+          to={`/p/${projectName}/${viewPath}/${featureViewProjection.featureViewName}`}
         >
           {featureViewProjection?.featureViewName}
         </EuiCustomLink>
@@ -48,7 +51,7 @@ const FeatureViewProjectionDisplayPanel = (
       <EuiSpacer size="s" />
       <EuiBasicTable
         columns={columns}
-        items={featureViewProjection?.featureColumns!}
+        items={featureViewProjection?.featureColumns || []}
       />
     </EuiPanel>
   );
diff --git a/ui/src/pages/feature-views/useLoadFeatureView.ts b/ui/src/pages/feature-views/useLoadFeatureView.ts
index 08e8646f60f..5f88aab0a7d 100644
--- a/ui/src/pages/feature-views/useLoadFeatureView.ts
+++ b/ui/src/pages/feature-views/useLoadFeatureView.ts
@@ -1,71 +1,56 @@
-import { useContext } from "react";
-import RegistryPathContext from "../../contexts/RegistryPathContext";
-import useLoadRegistry from "../../queries/useLoadRegistry";
+import { useParams } from "react-router-dom";
+import useResourceQuery, {
+  featureViewDetailPath,
+  restFeatureViewDetailToGeneric,
+} from "../../queries/useResourceQuery";
+import type { genericFVType } from "../../parsers/mergedFVTypes";
 
 const useLoadFeatureView = (featureViewName: string) => {
-  const registryUrl = useContext(RegistryPathContext);
-  const registryQuery = useLoadRegistry(registryUrl);
-
-  const data =
-    registryQuery.data === undefined
-      ? undefined
-      : registryQuery.data.mergedFVMap[featureViewName];
-
-  return {
-    ...registryQuery,
-    data,
-  };
+  const { projectName } = useParams();
+
+  return useResourceQuery<genericFVType>({
+    resourceType: `feature-view:${featureViewName}`,
+    project: projectName,
+    restPath: featureViewDetailPath(featureViewName, projectName || ""),
+    restSelect: restFeatureViewDetailToGeneric,
+    enabled: !!featureViewName,
+  });
 };
 
 const useLoadRegularFeatureView = (featureViewName: string) => {
-  const registryUrl = useContext(RegistryPathContext);
-  const registryQuery = useLoadRegistry(registryUrl);
-
-  const data =
-    registryQuery.data === undefined
-      ? undefined
-      : registryQuery.data.objects.featureViews?.find((fv) => {
-          return fv?.spec?.name === featureViewName;
-        });
-
-  return {
-    ...registryQuery,
-    data,
-  };
+  const { projectName } = useParams();
+
+  return useResourceQuery<any>({
+    resourceType: `regular-fv:${featureViewName}`,
+    project: projectName,
+    restPath: featureViewDetailPath(featureViewName, projectName || ""),
+    restSelect: (d) => (d?.type === "featureView" ? d : undefined),
+    enabled: !!featureViewName,
+  });
 };
 
 const useLoadOnDemandFeatureView = (featureViewName: string) => {
-  const registryUrl = useContext(RegistryPathContext);
-  const registryQuery = useLoadRegistry(registryUrl);
-
-  const data =
-    registryQuery.data === undefined
-      ? undefined
-      : registryQuery.data.objects.onDemandFeatureViews?.find((fv) => {
-          return fv?.spec?.name === featureViewName;
-        });
-
-  return {
-    ...registryQuery,
-    data,
-  };
+  const { projectName } = useParams();
+
+  return useResourceQuery<any>({
+    resourceType: `odfv:${featureViewName}`,
+    project: projectName,
+    restPath: featureViewDetailPath(featureViewName, projectName || ""),
+    restSelect: (d) => (d?.type === "onDemandFeatureView" ? d : undefined),
+    enabled: !!featureViewName,
+  });
 };
 
 const useLoadStreamFeatureView = (featureViewName: string) => {
-  const registryUrl = useContext(RegistryPathContext);
-  const registryQuery = useLoadRegistry(registryUrl);
-
-  const data =
-    registryQuery.data === undefined
-      ? undefined
-      : registryQuery.data.objects.streamFeatureViews?.find((fv) => {
-          return fv.spec?.name === featureViewName;
-        });
-
-  return {
-    ...registryQuery,
-    data,
-  };
+  const { projectName } = useParams();
+
+  return useResourceQuery<any>({
+    resourceType: `sfv:${featureViewName}`,
+    project: projectName,
+    restPath: featureViewDetailPath(featureViewName, projectName || ""),
+    restSelect: (d) => (d?.type === "streamFeatureView" ? d : undefined),
+    enabled: !!featureViewName,
+  });
 };
 
 export default useLoadFeatureView;
diff --git a/ui/src/pages/features/FeatureInstance.tsx b/ui/src/pages/features/FeatureInstance.tsx
index fe81c6e619f..aa73db7c8c1 100644
--- a/ui/src/pages/features/FeatureInstance.tsx
+++ b/ui/src/pages/features/FeatureInstance.tsx
@@ -3,8 +3,9 @@ import { Route, Routes, useNavigate, useParams } from "react-router-dom";
 import { EuiPageTemplate } from "@elastic/eui";
 
 import { FeatureIcon } from "../../graphics/FeatureIcon";
-import { useMatchExact } from "../../hooks/useMatchSubpath";
+import { useMatchExact, useMatchSubpath } from "../../hooks/useMatchSubpath";
 import FeatureOverviewTab from "./FeatureOverviewTab";
+import FeatureMonitoringTab from "./FeatureMonitoringTab";
 import { useDocumentTitle } from "../../hooks/useDocumentTitle";
 import {
   useFeatureCustomTabs,
@@ -34,12 +35,20 @@ const FeatureInstance = () => {
               navigate("");
             },
           },
+          {
+            label: "Monitoring",
+            isSelected: useMatchSubpath("monitoring"),
+            onClick: () => {
+              navigate("monitoring");
+            },
+          },
           ...customNavigationTabs,
         ]}
       />
       <EuiPageTemplate.Section>
         <Routes>
           <Route path="/" element={<FeatureOverviewTab />} />
+          <Route path="/monitoring" element={<FeatureMonitoringTab />} />
           {CustomTabRoutes}
         </Routes>
       </EuiPageTemplate.Section>
diff --git a/ui/src/pages/features/FeatureListPage.tsx b/ui/src/pages/features/FeatureListPage.tsx
index 36087f98bc0..d03ed0ec508 100644
--- a/ui/src/pages/features/FeatureListPage.tsx
+++ b/ui/src/pages/features/FeatureListPage.tsx
@@ -1,4 +1,4 @@
-import React, { useState, useContext } from "react";
+import React, { useState } from "react";
 import {
   EuiBasicTable,
   EuiTableFieldDataColumnType,
@@ -15,13 +15,19 @@ import {
   EuiFlexGroup,
   EuiFlexItem,
   EuiFormRow,
+  EuiBadge,
+  EuiCallOut,
 } from "@elastic/eui";
 import EuiCustomLink from "../../components/EuiCustomLink";
 import ExportButton from "../../components/ExportButton";
 import { useParams } from "react-router-dom";
-import useLoadRegistry from "../../queries/useLoadRegistry";
-import RegistryPathContext from "../../contexts/RegistryPathContext";
+import useLoadFeatureModels, {
+  FeatureModelInfo,
+} from "../../queries/useLoadFeatureModels";
 import { FeatureIcon } from "../../graphics/FeatureIcon";
+import useResourceQuery, {
+  featuresListPath,
+} from "../../queries/useResourceQuery";
 import { FEAST_FCO_TYPES } from "../../parsers/types";
 import {
   getEntityPermissions,
@@ -35,6 +41,7 @@ interface Feature {
   type: string;
   project?: string;
   permissions?: any[];
+  models?: FeatureModelInfo[];
 }
 
 type FeatureColumn =
@@ -43,11 +50,24 @@ type FeatureColumn =
 
 const FeatureListPage = () => {
   const { projectName } = useParams();
-  const registryUrl = useContext(RegistryPathContext);
-  const { data, isLoading, isError } = useLoadRegistry(
-    registryUrl,
-    projectName,
-  );
+  const {
+    data: features,
+    isLoading,
+    isError,
+    isPermissionDenied,
+  } = useResourceQuery<any[]>({
+    resourceType: "features-list",
+    project: projectName,
+    restPath: featuresListPath(projectName),
+    restSelect: (d) => d.features,
+  });
+  const { data: permissions } = useResourceQuery<any[]>({
+    resourceType: "permissions",
+    project: projectName,
+    restPath: `/permissions?project=${encodeURIComponent(projectName || "")}`,
+    restSelect: (d) => d.permissions,
+  });
+  const { data: featureModelsData } = useLoadFeatureModels();
   const [searchText, setSearchText] = useState("");
   const [selectedPermissionAction, setSelectedPermissionAction] = useState("");
 
@@ -57,27 +77,24 @@ const FeatureListPage = () => {
   const [pageIndex, setPageIndex] = useState(0);
   const [pageSize, setPageSize] = useState(100);
 
-  const featuresWithPermissions: Feature[] = (data?.allFeatures || []).map(
-    (feature) => {
-      return {
-        ...feature,
-        permissions: getEntityPermissions(
-          selectedPermissionAction
-            ? filterPermissionsByAction(
-                data?.permissions,
-                selectedPermissionAction,
-              )
-            : data?.permissions,
-          FEAST_FCO_TYPES.featureView,
-          feature.featureView,
-        ),
-      };
-    },
-  );
+  const featuresWithPermissions: Feature[] = (features || []).map((feature) => {
+    const featureRef = `${feature.featureView}:${feature.name}`;
+    return {
+      ...feature,
+      models: featureModelsData?.feature_models?.[featureRef] || [],
+      permissions: getEntityPermissions(
+        selectedPermissionAction
+          ? filterPermissionsByAction(permissions, selectedPermissionAction)
+          : permissions,
+        FEAST_FCO_TYPES.featureView,
+        feature.featureView,
+      ),
+    };
+  });
 
-  const features: Feature[] = featuresWithPermissions;
+  const enrichedFeatures: Feature[] = featuresWithPermissions;
 
-  const filteredFeatures = features.filter((feature) =>
+  const filteredFeatures = enrichedFeatures.filter((feature) =>
     feature.name.toLowerCase().includes(searchText.toLowerCase()),
   );
 
@@ -100,7 +117,6 @@ const FeatureListPage = () => {
       field: "name",
       sortable: true,
       render: (name: string, feature: Feature) => {
-        // For "All Projects" view, link to the specific project
         const itemProject = feature.project || projectName;
         return (
           <EuiCustomLink
@@ -116,7 +132,6 @@ const FeatureListPage = () => {
       field: "featureView",
       sortable: true,
       render: (featureView: string, feature: Feature) => {
-        // For "All Projects" view, link to the specific project
         const itemProject = feature.project || projectName;
         return (
           <EuiCustomLink to={`/p/${itemProject}/feature-view/${featureView}`}>
@@ -126,6 +141,47 @@ const FeatureListPage = () => {
       },
     },
     { name: "Type", field: "type", sortable: true },
+    {
+      name: "Models",
+      field: "models",
+      sortable: false,
+      render: (models: FeatureModelInfo[]) => {
+        if (!models || models.length === 0) {
+          return (
+            <EuiText size="xs" color="subdued">
+              --
+            </EuiText>
+          );
+        }
+        if (models.length === 1) {
+          return (
+            <EuiBadge
+              color="hollow"
+              href={models[0].mlflow_url}
+              target="_blank"
+            >
+              {models[0].model_name} v{models[0].version}
+            </EuiBadge>
+          );
+        }
+        return (
+          <EuiToolTip
+            position="top"
+            content={
+              <div>
+                {models.map((m) => (
+                  <div key={`${m.model_name}_v${m.version}`}>
+                    {m.model_name} v{m.version}
+                  </div>
+                ))}
+              </div>
+            }
+          >
+            <EuiBadge color="hollow">{models.length} models</EuiBadge>
+          </EuiToolTip>
+        );
+      },
+    },
     {
       name: "Permissions",
       field: "permissions",
@@ -203,6 +259,10 @@ const FeatureListPage = () => {
       <EuiPageTemplate.Section>
         {isLoading ? (
           <p>Loading...</p>
+        ) : isPermissionDenied ? (
+          <EuiCallOut title="Permission denied" color="warning" iconType="lock">
+            <p>You do not have permission to view features.</p>
+          </EuiCallOut>
         ) : isError ? (
           <p>We encountered an error while loading.</p>
         ) : (
diff --git a/ui/src/pages/features/FeatureMonitoringTab.tsx b/ui/src/pages/features/FeatureMonitoringTab.tsx
new file mode 100644
index 00000000000..bc8e2c2cf9f
--- /dev/null
+++ b/ui/src/pages/features/FeatureMonitoringTab.tsx
@@ -0,0 +1,113 @@
+import React from "react";
+import { useParams } from "react-router-dom";
+import {
+  EuiFlexGroup,
+  EuiFlexItem,
+  EuiSpacer,
+  EuiSkeletonText,
+  EuiEmptyPrompt,
+  EuiButton,
+} from "@elastic/eui";
+import {
+  useFeatureMetrics,
+  useBaselineMetrics,
+} from "../../queries/useMonitoringApi";
+import type {
+  NumericHistogram,
+  CategoricalHistogram,
+} from "../../queries/useMonitoringApi";
+import {
+  NumericHistogramChart,
+  CategoricalHistogramChart,
+} from "../monitoring/components/HistogramChart";
+import StatsPanel from "../monitoring/components/StatsPanel";
+
+const FeatureMonitoringTab = () => {
+  const { projectName, FeatureViewName, FeatureName } = useParams();
+
+  const {
+    data: metrics,
+    isLoading,
+    isError,
+  } = useFeatureMetrics({
+    project: projectName || "",
+    feature_view_name: FeatureViewName,
+    feature_name: FeatureName,
+  });
+
+  const { data: baselineMetrics } = useBaselineMetrics(
+    projectName || "",
+    FeatureViewName,
+    FeatureName,
+  );
+
+  if (isLoading) {
+    return <EuiSkeletonText lines={6} />;
+  }
+
+  const latestMetric = (() => {
+    if (!metrics || metrics.length === 0) return null;
+    const withData = metrics.filter((m) => m.row_count > 0);
+    const candidates = withData.length > 0 ? withData : metrics;
+    return candidates.reduce((a, b) => (a.metric_date > b.metric_date ? a : b));
+  })();
+
+  const baselineMetric =
+    baselineMetrics && baselineMetrics.length > 0 ? baselineMetrics[0] : null;
+
+  if (isError || !latestMetric) {
+    return (
+      <EuiEmptyPrompt
+        iconType="monitoringApp"
+        title={<h3>No Monitoring Data</h3>}
+        body={
+          <p>
+            No monitoring metrics available for this feature. Run a monitoring
+            compute job to generate data quality metrics.
+          </p>
+        }
+        actions={
+          <EuiButton size="s" href={`/p/${projectName}/monitoring`}>
+            Go to Monitoring
+          </EuiButton>
+        }
+      />
+    );
+  }
+
+  const isNumeric = latestMetric.feature_type === "numeric";
+
+  return (
+    <>
+      <EuiFlexGroup gutterSize="l">
+        <EuiFlexItem grow={2}>
+          {isNumeric && latestMetric.histogram && (
+            <NumericHistogramChart
+              histogram={latestMetric.histogram as NumericHistogram}
+              baseline={baselineMetric?.histogram as NumericHistogram | null}
+              title="Distribution"
+            />
+          )}
+          {!isNumeric && latestMetric.histogram && (
+            <CategoricalHistogramChart
+              histogram={latestMetric.histogram as CategoricalHistogram}
+              title="Category Distribution"
+            />
+          )}
+          {!latestMetric.histogram && (
+            <EuiEmptyPrompt
+              title={<h3>No Histogram</h3>}
+              body={<p>Histogram data is not available.</p>}
+            />
+          )}
+        </EuiFlexItem>
+        <EuiFlexItem grow={1}>
+          <StatsPanel metric={latestMetric} baseline={baselineMetric} />
+        </EuiFlexItem>
+      </EuiFlexGroup>
+      <EuiSpacer />
+    </>
+  );
+};
+
+export default FeatureMonitoringTab;
diff --git a/ui/src/pages/features/FeatureOverviewTab.tsx b/ui/src/pages/features/FeatureOverviewTab.tsx
index 6b613abc589..d895f52c585 100644
--- a/ui/src/pages/features/FeatureOverviewTab.tsx
+++ b/ui/src/pages/features/FeatureOverviewTab.tsx
@@ -1,4 +1,5 @@
 import {
+  EuiBadge,
   EuiFlexGroup,
   EuiHorizontalRule,
   EuiLoadingSpinner,
@@ -63,7 +64,9 @@ const FeatureOverviewTab = () => {
 
                   <EuiDescriptionListTitle>Value Type</EuiDescriptionListTitle>
                   <EuiDescriptionListDescription>
-                    {feast.types.ValueType.Enum[featureData?.valueType!]}
+                    {featureData?.valueType
+                      ? feast.types.ValueType.Enum[featureData.valueType]
+                      : featureData?.type || data?.type || "—"}
                   </EuiDescriptionListDescription>
 
                   <EuiDescriptionListTitle>Description</EuiDescriptionListTitle>
@@ -71,13 +74,21 @@ const FeatureOverviewTab = () => {
                     {featureData?.description}
                   </EuiDescriptionListDescription>
 
-                  <EuiDescriptionListTitle>FeatureView</EuiDescriptionListTitle>
+                  <EuiDescriptionListTitle>
+                    {data?.kind === "label" ? "Label View" : "Feature View"}
+                  </EuiDescriptionListTitle>
                   <EuiDescriptionListDescription>
                     <EuiCustomLink
-                      to={`/p/${projectName}/feature-view/${FeatureViewName}`}
+                      to={`/p/${projectName}/${data?.kind === "label" ? "label-view" : "feature-view"}/${FeatureViewName}`}
                     >
                       {FeatureViewName}
                     </EuiCustomLink>
+                    {data?.kind === "label" && (
+                      <>
+                        {" "}
+                        <EuiBadge color="#e6570e">label view</EuiBadge>
+                      </>
+                    )}
                   </EuiDescriptionListDescription>
                 </EuiDescriptionList>
               </EuiPanel>
diff --git a/ui/src/pages/features/useLoadFeature.ts b/ui/src/pages/features/useLoadFeature.ts
index 54bf31e996f..be322a9c8aa 100644
--- a/ui/src/pages/features/useLoadFeature.ts
+++ b/ui/src/pages/features/useLoadFeature.ts
@@ -1,27 +1,32 @@
-import { useContext } from "react";
-import RegistryPathContext from "../../contexts/RegistryPathContext";
-import useLoadRegistry from "../../queries/useLoadRegistry";
+import { useParams } from "react-router-dom";
+import useResourceQuery, {
+  featureDetailPath,
+} from "../../queries/useResourceQuery";
 
 const useLoadFeature = (featureViewName: string, featureName: string) => {
-  const registryUrl = useContext(RegistryPathContext);
-  const registryQuery = useLoadRegistry(registryUrl);
+  const { projectName } = useParams();
 
-  const data =
-    registryQuery.data === undefined
-      ? undefined
-      : registryQuery.data.objects.featureViews?.find((fv) => {
-          return fv?.spec?.name === featureViewName;
-        });
+  const fvQuery = useResourceQuery<any>({
+    resourceType: `feature:${featureViewName}:${featureName}`,
+    project: projectName,
+    restPath: featureDetailPath(
+      featureViewName,
+      featureName,
+      projectName || "",
+    ),
+    restSelect: (d) => d,
+    enabled: !!featureViewName && !!featureName,
+  });
 
   const featureData =
-    data === undefined
+    fvQuery.data === undefined
       ? undefined
-      : data?.spec?.features?.find((f) => {
-          return f.name === featureName;
-        });
+      : fvQuery.data?.spec?.features?.find(
+          (f: any) => f.name === featureName,
+        ) || fvQuery.data;
 
   return {
-    ...registryQuery,
+    ...fvQuery,
     featureData,
   };
 };
diff --git a/ui/src/pages/label-views/ActiveLearningTab.tsx b/ui/src/pages/label-views/ActiveLearningTab.tsx
new file mode 100644
index 00000000000..e880c2aaa55
--- /dev/null
+++ b/ui/src/pages/label-views/ActiveLearningTab.tsx
@@ -0,0 +1,739 @@
+import React, { useContext, useState, useMemo, useCallback } from "react";
+import { useParams } from "react-router-dom";
+import {
+  EuiPanel,
+  EuiTitle,
+  EuiForm,
+  EuiFormRow,
+  EuiFieldText,
+  EuiButton,
+  EuiSpacer,
+  EuiCallOut,
+  EuiText,
+  EuiLoadingSpinner,
+  EuiFlexGroup,
+  EuiFlexItem,
+  EuiStat,
+  EuiBadge,
+  EuiBasicTable,
+  EuiBasicTableColumn,
+  EuiCodeBlock,
+  EuiIcon,
+  EuiEmptyPrompt,
+  EuiFieldNumber,
+  EuiSuperSelect,
+  EuiFieldSearch,
+  EuiTablePagination,
+  EuiModal,
+  EuiModalHeader,
+  EuiModalHeaderTitle,
+  EuiModalBody,
+  EuiModalFooter,
+  EuiOverlayMask,
+  EuiGlobalToastList,
+} from "@elastic/eui";
+import RegistryPathContext from "../../contexts/RegistryPathContext";
+import useLoadLabelView from "./useLoadLabelView";
+import useLoadRegistry from "../../queries/useLoadRegistry";
+import useAnnotationConfig from "./useAnnotationConfig";
+
+interface CandidateData {
+  unlabeled_entities: Record<string, any>[];
+  total_labeled: number;
+  total_unlabeled: number;
+  entity_names: string[];
+  feature_names: string[];
+  label_view: string;
+  reference_feature_view: string | null;
+}
+
+const PAGE_SIZE_OPTIONS = [10, 25, 50, 100];
+
+const ActiveLearningTab = () => {
+  const { labelViewName } = useParams();
+  const registryUrl = useContext(RegistryPathContext);
+  const name = labelViewName || "";
+  const { isLoading, data } = useLoadLabelView(name);
+  const { data: registryData } = useLoadRegistry(registryUrl);
+  const { data: annotationConfig } = useAnnotationConfig(name);
+
+  const [refFV, setRefFV] = useState("");
+  const [limit, setLimit] = useState(50);
+  const [candidates, setCandidates] = useState<CandidateData | null>(null);
+  const [loading, setLoading] = useState(false);
+  const [error, setError] = useState<string | null>(null);
+  const [selectedItems, setSelectedItems] = useState<Record<string, any>[]>([]);
+  const [labelValues, setLabelValues] = useState<Record<string, string>>({});
+  const [submitting, setSubmitting] = useState(false);
+  const [submitSuccess, setSubmitSuccess] = useState<string | null>(null);
+  const [isModalOpen, setIsModalOpen] = useState(false);
+  const [searchQuery, setSearchQuery] = useState("");
+  const [pageIndex, setPageIndex] = useState(0);
+  const [pageSize, setPageSize] = useState(25);
+  const [toasts, setToasts] = useState<
+    Array<{
+      id: string;
+      title: string;
+      color: "success" | "danger";
+      iconType: string;
+    }>
+  >([]);
+
+  const removeToast = useCallback((removedToast: { id: string }) => {
+    setToasts((prev) => prev.filter((t) => t.id !== removedToast.id));
+  }, []);
+
+  const spec = data?.object?.spec || data?.spec || {};
+  const labelFields: { name: string; valueType?: string }[] =
+    spec.features || [];
+  const labelerField: string | null =
+    spec.labelerField || spec.labeler_field || null;
+  const configLabelValues = annotationConfig?.label_values || {};
+  const configLabelWidgets = annotationConfig?.label_widgets || {};
+
+  const featureViewOptions = (registryData?.objects?.featureViews || [])
+    .filter((fv: any) => {
+      const fvName = fv.spec?.name || fv.name || "";
+      return fvName !== name;
+    })
+    .map((fv: any) => ({
+      value: fv.spec?.name || fv.name || "",
+      inputDisplay: fv.spec?.name || fv.name || "Unknown",
+      dropdownDisplay: (
+        <span>
+          <strong>{fv.spec?.name || fv.name}</strong>
+          {fv.spec?.description && (
+            <EuiText size="xs" color="subdued">
+              <p style={{ margin: 0 }}>{fv.spec.description}</p>
+            </EuiText>
+          )}
+        </span>
+      ),
+    }));
+
+  const fetchCandidates = async () => {
+    setLoading(true);
+    setError(null);
+    try {
+      const baseUrl = registryUrl?.replace(/\/$/, "") || "/api/v1";
+      const response = await fetch(`${baseUrl}/active-learning/candidates`, {
+        method: "POST",
+        headers: { "Content-Type": "application/json" },
+        body: JSON.stringify({
+          feature_view: name,
+          reference_feature_view: refFV || undefined,
+          limit: limit,
+        }),
+      });
+      const result = await response.json();
+      if (!response.ok) {
+        const detail = result.detail;
+        setError(
+          typeof detail === "string"
+            ? detail
+            : Array.isArray(detail)
+              ? detail.map((d: any) => d.msg || JSON.stringify(d)).join("; ")
+              : "Failed to fetch candidates",
+        );
+      } else {
+        setCandidates(result);
+      }
+    } catch (e: any) {
+      setError(e.message || "Network error");
+    } finally {
+      setLoading(false);
+    }
+  };
+
+  const entityColumns: EuiBasicTableColumn<Record<string, any>>[] = candidates
+    ? Object.keys(candidates.unlabeled_entities[0] || {}).map((key) => ({
+        field: key,
+        name: key,
+        sortable: true,
+      }))
+    : [];
+
+  const filteredCandidates = useMemo(() => {
+    if (!candidates) return [];
+    if (!searchQuery.trim()) return candidates.unlabeled_entities;
+    const query = searchQuery.toLowerCase();
+    return candidates.unlabeled_entities.filter((row) =>
+      Object.values(row).some(
+        (val) => val != null && String(val).toLowerCase().includes(query),
+      ),
+    );
+  }, [candidates, searchQuery]);
+
+  const paginatedCandidates = useMemo(() => {
+    const start = pageIndex * pageSize;
+    return filteredCandidates.slice(start, start + pageSize);
+  }, [filteredCandidates, pageIndex, pageSize]);
+
+  const handleSubmitLabels = async () => {
+    if (selectedItems.length === 0) return;
+    setSubmitting(true);
+    setSubmitSuccess(null);
+    setError(null);
+
+    try {
+      const baseUrl = registryUrl?.replace(/\/$/, "") || "/api/v1";
+      const pushSourceName =
+        spec.source?.pushSourceName ||
+        spec.source?.name ||
+        `${name}_push_source`;
+
+      const rows = selectedItems.map((entity) => {
+        const row: Record<string, any> = { ...entity, ...labelValues };
+        row["event_timestamp"] = new Date().toISOString();
+        return row;
+      });
+
+      const columnar: Record<string, any[]> = {};
+      if (rows.length > 0) {
+        for (const key of Object.keys(rows[0])) {
+          columnar[key] = rows.map((r) => r[key]);
+        }
+      }
+
+      const response = await fetch(`${baseUrl}/push`, {
+        method: "POST",
+        headers: { "Content-Type": "application/json" },
+        body: JSON.stringify({
+          push_source_name: pushSourceName,
+          df: columnar,
+          to: "online_and_offline",
+        }),
+      });
+
+      if (response.ok) {
+        const msg = `Successfully labeled ${selectedItems.length} record${selectedItems.length !== 1 ? "s" : ""}`;
+        setSubmitSuccess(msg);
+        setToasts((prev) => [
+          ...prev,
+          {
+            id: String(Date.now()),
+            title: msg,
+            color: "success",
+            iconType: "check",
+          },
+        ]);
+        setSelectedItems([]);
+        setLabelValues({});
+        fetchCandidates();
+      } else {
+        const errData = await response.json().catch(() => null);
+        const detail = errData?.detail;
+        setError(
+          typeof detail === "string"
+            ? detail
+            : Array.isArray(detail)
+              ? detail.map((d: any) => d.msg || JSON.stringify(d)).join("; ")
+              : `Label submission failed (${response.status})`,
+        );
+      }
+    } catch (e: any) {
+      setError(e.message || "Network error during label submission");
+    } finally {
+      setSubmitting(false);
+    }
+  };
+
+  if (isLoading) {
+    return (
+      <p>
+        <EuiLoadingSpinner size="m" /> Loading...
+      </p>
+    );
+  }
+
+  const exportJSON = () => {
+    if (!candidates) return;
+    const blob = new Blob(
+      [JSON.stringify(candidates.unlabeled_entities, null, 2)],
+      { type: "application/json" },
+    );
+    const url = URL.createObjectURL(blob);
+    const a = document.createElement("a");
+    a.href = url;
+    a.download = `${name}_unlabeled_candidates.json`;
+    a.click();
+    URL.revokeObjectURL(url);
+  };
+
+  const argillaPushCode = candidates
+    ? `import argilla as rg
+import requests
+
+# Fetch unlabeled candidates from Feast
+response = requests.post(
+    "${window.location.origin}/api/v1/active-learning/candidates",
+    json={
+        "feature_view": "${name}",
+        ${refFV ? `"reference_feature_view": "${refFV}",` : ""}
+        "limit": ${limit},
+    },
+)
+candidates = response.json()["unlabeled_entities"]
+
+# Create Argilla records for annotation
+records = []
+for entity in candidates:
+    records.append(
+        rg.Record(
+            fields={"text": f"Review entity: {entity}"},
+            metadata=entity,
+            suggestions=[],  # Add model predictions here for pre-labeling
+        )
+    )
+
+# Push to Argilla dataset for human annotation
+dataset = rg.Dataset(name="${name}_annotation", settings=your_settings)
+dataset.records.log(records)
+print(f"Pushed {len(records)} candidates for annotation")`
+    : "";
+
+  return (
+    <React.Fragment>
+      <EuiCallOut
+        title="Active Learning Candidates"
+        color="primary"
+        iconType="training"
+      >
+        <EuiText size="s">
+          Find records that exist in your feature views but have NOT been
+          labeled yet. Label them directly here in the Feast UI, or export
+          candidates to your annotation tool (Argilla, Label Studio) for
+          targeted human review.
+        </EuiText>
+      </EuiCallOut>
+
+      <EuiSpacer size="l" />
+
+      <EuiPanel>
+        <EuiTitle size="xs">
+          <h3>Find Unlabeled Records</h3>
+        </EuiTitle>
+        <EuiSpacer size="m" />
+
+        <EuiForm>
+          <EuiFormRow
+            label="Reference Feature View"
+            helpText="A Feature View that holds your full set of records (e.g. user_profile). Used to find which records don't have labels yet."
+          >
+            {featureViewOptions.length > 0 ? (
+              <EuiSuperSelect
+                options={featureViewOptions}
+                valueOfSelected={refFV}
+                onChange={(value) => setRefFV(value)}
+                placeholder="Select a feature view..."
+                hasDividers
+              />
+            ) : (
+              <EuiFieldText
+                placeholder="e.g. user_profile or loan_features"
+                value={refFV}
+                onChange={(e) => setRefFV(e.target.value)}
+              />
+            )}
+          </EuiFormRow>
+
+          <EuiFormRow label="Max candidates">
+            <EuiFieldNumber
+              min={1}
+              max={1000}
+              value={limit}
+              onChange={(e) => setLimit(parseInt(e.target.value) || 50)}
+            />
+          </EuiFormRow>
+
+          <EuiSpacer size="m" />
+
+          <EuiButton
+            fill
+            onClick={fetchCandidates}
+            isLoading={loading}
+            iconType="search"
+          >
+            Find Unlabeled Records
+          </EuiButton>
+        </EuiForm>
+      </EuiPanel>
+
+      {error && !isModalOpen && (
+        <React.Fragment>
+          <EuiSpacer size="m" />
+          <EuiCallOut title="Error" color="danger" iconType="alert">
+            {error}
+          </EuiCallOut>
+        </React.Fragment>
+      )}
+
+      {candidates && (
+        <React.Fragment>
+          <EuiSpacer size="l" />
+
+          <EuiFlexGroup>
+            <EuiFlexItem>
+              <EuiPanel>
+                <EuiStat
+                  title={candidates.total_labeled.toString()}
+                  description="Already Labeled Records"
+                  titleColor="success"
+                />
+              </EuiPanel>
+            </EuiFlexItem>
+            <EuiFlexItem>
+              <EuiPanel>
+                <EuiStat
+                  title={candidates.total_unlabeled.toString()}
+                  description="Unlabeled Records"
+                  titleColor="danger"
+                />
+              </EuiPanel>
+            </EuiFlexItem>
+            <EuiFlexItem>
+              <EuiPanel>
+                <EuiStat
+                  title={
+                    candidates.total_labeled + candidates.total_unlabeled > 0
+                      ? `${(
+                          (candidates.total_labeled /
+                            (candidates.total_labeled +
+                              candidates.total_unlabeled)) *
+                          100
+                        ).toFixed(1)}%`
+                      : "N/A"
+                  }
+                  description="Label Coverage"
+                  titleColor="primary"
+                />
+              </EuiPanel>
+            </EuiFlexItem>
+          </EuiFlexGroup>
+
+          <EuiSpacer size="l" />
+
+          {candidates.unlabeled_entities.length > 0 ? (
+            <React.Fragment>
+              <EuiPanel>
+                <EuiFlexGroup alignItems="center">
+                  <EuiFlexItem>
+                    <EuiTitle size="xs">
+                      <h3>
+                        Unlabeled Records{" "}
+                        <EuiBadge color="danger">
+                          {candidates.unlabeled_entities.length}
+                        </EuiBadge>
+                        {selectedItems.length > 0 && (
+                          <>
+                            {" "}
+                            <EuiBadge color="primary">
+                              {selectedItems.length} selected
+                            </EuiBadge>
+                          </>
+                        )}
+                      </h3>
+                    </EuiTitle>
+                  </EuiFlexItem>
+                  <EuiFlexItem grow={false}>
+                    <EuiFlexGroup gutterSize="s">
+                      {selectedItems.length > 0 && (
+                        <EuiFlexItem grow={false}>
+                          <EuiButton
+                            size="s"
+                            fill
+                            color="success"
+                            onClick={() => setIsModalOpen(true)}
+                            iconType="tag"
+                          >
+                            Label Selected ({selectedItems.length})
+                          </EuiButton>
+                        </EuiFlexItem>
+                      )}
+                      <EuiFlexItem grow={false}>
+                        <EuiButton
+                          size="s"
+                          onClick={exportJSON}
+                          iconType="exportAction"
+                        >
+                          Export JSON
+                        </EuiButton>
+                      </EuiFlexItem>
+                    </EuiFlexGroup>
+                  </EuiFlexItem>
+                </EuiFlexGroup>
+                <EuiSpacer size="s" />
+                <EuiText size="xs" color="subdued">
+                  Select records below, then click &quot;Label Selected&quot; to
+                  assign labels.
+                </EuiText>
+                <EuiSpacer size="s" />
+                <EuiFieldSearch
+                  placeholder="Search candidates..."
+                  value={searchQuery}
+                  onChange={(e) => {
+                    setSearchQuery(e.target.value);
+                    setPageIndex(0);
+                  }}
+                  isClearable
+                  fullWidth
+                />
+                <EuiSpacer size="m" />
+                <EuiBasicTable
+                  items={paginatedCandidates}
+                  columns={entityColumns}
+                  tableLayout="auto"
+                  itemId={(item: Record<string, any>) =>
+                    Object.values(item).join("_")
+                  }
+                  selection={{
+                    onSelectionChange: (items: Record<string, any>[]) =>
+                      setSelectedItems(items),
+                    selectable: () => true,
+                    selectableMessage: () => "Select to label",
+                  }}
+                />
+                {filteredCandidates.length > pageSize && (
+                  <>
+                    <EuiSpacer size="m" />
+                    <EuiTablePagination
+                      pageCount={Math.ceil(
+                        filteredCandidates.length / pageSize,
+                      )}
+                      activePage={pageIndex}
+                      onChangePage={(page) => setPageIndex(page)}
+                      itemsPerPage={pageSize}
+                      onChangeItemsPerPage={(size) => {
+                        setPageSize(size);
+                        setPageIndex(0);
+                      }}
+                      itemsPerPageOptions={PAGE_SIZE_OPTIONS}
+                    />
+                  </>
+                )}
+              </EuiPanel>
+
+              {submitSuccess && (
+                <React.Fragment>
+                  <EuiSpacer size="m" />
+                  <EuiCallOut
+                    title={submitSuccess}
+                    color="success"
+                    iconType="check"
+                  />
+                </React.Fragment>
+              )}
+
+              {isModalOpen && (
+                <EuiOverlayMask>
+                  <EuiModal
+                    onClose={() => setIsModalOpen(false)}
+                    maxWidth={500}
+                  >
+                    <EuiModalHeader>
+                      <EuiModalHeaderTitle>
+                        <EuiIcon type="tag" /> Label {selectedItems.length}{" "}
+                        Record
+                        {selectedItems.length !== 1 ? "s" : ""}
+                      </EuiModalHeaderTitle>
+                    </EuiModalHeader>
+                    <EuiModalBody>
+                      <EuiText size="s" color="subdued">
+                        Assign label values to all {selectedItems.length}{" "}
+                        selected records. Labels will be pushed via{" "}
+                        <code>FeatureStore.push()</code>.
+                      </EuiText>
+                      <EuiSpacer size="m" />
+                      <EuiForm>
+                        {labelFields
+                          .filter((f) => f.name !== labelerField)
+                          .map((field) => {
+                            const widget = configLabelWidgets[field.name];
+                            const values = configLabelValues[field.name];
+                            let input;
+
+                            if (
+                              widget === "binary" &&
+                              values &&
+                              values.length === 2
+                            ) {
+                              input = (
+                                <EuiSuperSelect
+                                  options={[
+                                    { value: "", inputDisplay: "— select —" },
+                                    ...values.map((v: string) => ({
+                                      value: v,
+                                      inputDisplay:
+                                        v === "1"
+                                          ? "Yes (1)"
+                                          : v === "0"
+                                            ? "No (0)"
+                                            : v,
+                                    })),
+                                  ]}
+                                  valueOfSelected={
+                                    labelValues[field.name] || ""
+                                  }
+                                  onChange={(val) =>
+                                    setLabelValues((prev) => ({
+                                      ...prev,
+                                      [field.name]: val,
+                                    }))
+                                  }
+                                />
+                              );
+                            } else if (values && values.length > 0) {
+                              input = (
+                                <EuiSuperSelect
+                                  options={[
+                                    { value: "", inputDisplay: "— select —" },
+                                    ...values.map((v: string) => ({
+                                      value: v,
+                                      inputDisplay: v,
+                                    })),
+                                  ]}
+                                  valueOfSelected={
+                                    labelValues[field.name] || ""
+                                  }
+                                  onChange={(val) =>
+                                    setLabelValues((prev) => ({
+                                      ...prev,
+                                      [field.name]: val,
+                                    }))
+                                  }
+                                />
+                              );
+                            } else if (widget === "number") {
+                              input = (
+                                <EuiFieldNumber
+                                  placeholder={`Enter ${field.name}`}
+                                  value={labelValues[field.name] || ""}
+                                  onChange={(e) =>
+                                    setLabelValues((prev) => ({
+                                      ...prev,
+                                      [field.name]: e.target.value,
+                                    }))
+                                  }
+                                />
+                              );
+                            } else {
+                              input = (
+                                <EuiFieldText
+                                  placeholder={`Enter ${field.name}`}
+                                  value={labelValues[field.name] || ""}
+                                  onChange={(e) =>
+                                    setLabelValues((prev) => ({
+                                      ...prev,
+                                      [field.name]: e.target.value,
+                                    }))
+                                  }
+                                />
+                              );
+                            }
+
+                            return (
+                              <EuiFormRow key={field.name} label={field.name}>
+                                {input}
+                              </EuiFormRow>
+                            );
+                          })}
+                        {labelerField && (
+                          <EuiFormRow label={`${labelerField} (your identity)`}>
+                            <EuiFieldText
+                              placeholder="e.g. your_name"
+                              value={labelValues[labelerField] || ""}
+                              onChange={(e) =>
+                                setLabelValues((prev) => ({
+                                  ...prev,
+                                  [labelerField]: e.target.value,
+                                }))
+                              }
+                            />
+                          </EuiFormRow>
+                        )}
+                      </EuiForm>
+                      {error && (
+                        <React.Fragment>
+                          <EuiSpacer size="m" />
+                          <EuiCallOut
+                            title="Submission Error"
+                            color="danger"
+                            iconType="alert"
+                            size="s"
+                          >
+                            {error}
+                          </EuiCallOut>
+                        </React.Fragment>
+                      )}
+                    </EuiModalBody>
+                    <EuiModalFooter>
+                      <EuiButton
+                        color="text"
+                        onClick={() => {
+                          setIsModalOpen(false);
+                          setLabelValues({});
+                        }}
+                      >
+                        Cancel
+                      </EuiButton>
+                      <EuiButton
+                        fill
+                        color="success"
+                        onClick={async () => {
+                          await handleSubmitLabels();
+                          if (!error) {
+                            setIsModalOpen(false);
+                          }
+                        }}
+                        isLoading={submitting}
+                        iconType="check"
+                      >
+                        Submit Labels
+                      </EuiButton>
+                    </EuiModalFooter>
+                  </EuiModal>
+                </EuiOverlayMask>
+              )}
+            </React.Fragment>
+          ) : (
+            <EuiEmptyPrompt
+              iconType="check"
+              title={<h3>All records are labeled!</h3>}
+              body="No unlabeled records found in the reference feature view."
+            />
+          )}
+
+          <EuiSpacer size="l" />
+
+          <EuiPanel color="subdued">
+            <EuiTitle size="xxs">
+              <h4>Push Candidates to Argilla</h4>
+            </EuiTitle>
+            <EuiSpacer size="s" />
+            <EuiText size="xs" color="subdued">
+              Use this script to push unlabeled candidates to Argilla for
+              annotation:
+            </EuiText>
+            <EuiSpacer size="s" />
+            <EuiCodeBlock language="python" paddingSize="s" isCopyable>
+              {argillaPushCode}
+            </EuiCodeBlock>
+          </EuiPanel>
+        </React.Fragment>
+      )}
+
+      <div
+        className="toast-top-right"
+        style={{ position: "fixed", top: 16, right: 16, zIndex: 9999 }}
+      >
+        <EuiGlobalToastList
+          toasts={toasts}
+          dismissToast={removeToast}
+          toastLifeTimeMs={5000}
+        />
+      </div>
+    </React.Fragment>
+  );
+};
+
+export default ActiveLearningTab;
diff --git a/ui/src/pages/label-views/AnnotateTab.tsx b/ui/src/pages/label-views/AnnotateTab.tsx
new file mode 100644
index 00000000000..f378e2dfcb7
--- /dev/null
+++ b/ui/src/pages/label-views/AnnotateTab.tsx
@@ -0,0 +1,149 @@
+import React, { useState } from "react";
+import { useParams } from "react-router-dom";
+import {
+  EuiButtonGroup,
+  EuiSpacer,
+  EuiPanel,
+  EuiText,
+  EuiLoadingSpinner,
+  EuiCallOut,
+  EuiBadge,
+  EuiFlexGroup,
+  EuiFlexItem,
+} from "@elastic/eui";
+import ActiveLearningTab from "./ActiveLearningTab";
+import RagLabelingMethod from "./RagLabelingMethod";
+import ClassificationMethod from "./ClassificationMethod";
+import EntityFormMethod from "./EntityFormMethod";
+import useAnnotationConfig from "./useAnnotationConfig";
+
+const PROFILE_DESCRIPTIONS: Record<string, string> = {
+  "document-span":
+    "Load documents, highlight text spans, and label them for RAG retrieval or citation evaluation.",
+  "review-edit":
+    "Review and edit existing label records in a table view. Supports inline editing and batch push.",
+  "entity-form":
+    "Fill label fields per entity using a structured form. One record at a time.",
+  "active-learning":
+    "Surface unlabeled entities from a reference feature view and label them.",
+};
+
+const AnnotateTab = () => {
+  const { labelViewName } = useParams();
+  const {
+    data: config,
+    isLoading,
+    isError,
+  } = useAnnotationConfig(labelViewName || "");
+
+  const detectedProfile = config?.profile || "table";
+
+  const availableMethods = React.useMemo(() => {
+    const methods: { id: string; label: string }[] = [];
+
+    if (detectedProfile === "document-span") {
+      methods.push({ id: "document-span", label: "Document Span" });
+      methods.push({ id: "review-edit", label: "Review & Edit" });
+      return methods;
+    }
+
+    if (detectedProfile === "entity-form") {
+      methods.push({ id: "entity-form", label: "Entity Form" });
+      methods.push({ id: "review-edit", label: "Review & Edit" });
+      methods.push({ id: "active-learning", label: "Active Learning" });
+      return methods;
+    }
+
+    if (detectedProfile === "active-learning") {
+      methods.push({ id: "active-learning", label: "Active Learning" });
+      methods.push({ id: "entity-form", label: "Entity Form" });
+      methods.push({ id: "review-edit", label: "Review & Edit" });
+      return methods;
+    }
+
+    methods.push({ id: "review-edit", label: "Review & Edit" });
+    methods.push({ id: "active-learning", label: "Active Learning" });
+    methods.push({ id: "entity-form", label: "Entity Form" });
+    return methods;
+  }, [detectedProfile]);
+
+  const [selectedMethod, setSelectedMethod] = useState<string | null>(null);
+  const activeMethod =
+    selectedMethod || availableMethods[0]?.id || "review-edit";
+
+  if (isLoading) {
+    return (
+      <EuiFlexGroup alignItems="center" gutterSize="s">
+        <EuiFlexItem grow={false}>
+          <EuiLoadingSpinner size="m" />
+        </EuiFlexItem>
+        <EuiFlexItem>
+          <EuiText>Loading labeling configuration...</EuiText>
+        </EuiFlexItem>
+      </EuiFlexGroup>
+    );
+  }
+
+  if (isError || !config) {
+    return (
+      <EuiCallOut
+        title="Could not load labeling config"
+        color="warning"
+        iconType="alert"
+      >
+        <p>
+          Falling back to Review &amp; Edit view. Define{" "}
+          <code>feast.io/labeling-method</code> in your LabelView tags to
+          configure the labeling experience.
+        </p>
+      </EuiCallOut>
+    );
+  }
+
+  return (
+    <React.Fragment>
+      <EuiPanel paddingSize="s" hasBorder={false} color="transparent">
+        <EuiFlexGroup alignItems="center" gutterSize="m">
+          <EuiFlexItem grow={false}>
+            <EuiText size="xs" color="subdued">
+              <strong>Labeling Method</strong>
+            </EuiText>
+          </EuiFlexItem>
+          <EuiFlexItem grow={false}>
+            <EuiBadge color="hollow">profile: {detectedProfile}</EuiBadge>
+          </EuiFlexItem>
+        </EuiFlexGroup>
+        <EuiSpacer size="s" />
+        <EuiButtonGroup
+          legend="Select labeling method"
+          options={availableMethods}
+          idSelected={activeMethod}
+          onChange={(id) => setSelectedMethod(id)}
+          buttonSize="m"
+          isFullWidth={false}
+        />
+        {PROFILE_DESCRIPTIONS[activeMethod] && (
+          <>
+            <EuiSpacer size="s" />
+            <EuiText size="xs" color="subdued">
+              {PROFILE_DESCRIPTIONS[activeMethod]}
+            </EuiText>
+          </>
+        )}
+      </EuiPanel>
+
+      <EuiSpacer size="l" />
+
+      {activeMethod === "active-learning" && <ActiveLearningTab />}
+      {activeMethod === "document-span" && (
+        <RagLabelingMethod annotationConfig={config} />
+      )}
+      {activeMethod === "review-edit" && <ClassificationMethod />}
+      {activeMethod === "entity-form" && (
+        <EntityFormMethod annotationConfig={config} />
+      )}
+    </React.Fragment>
+  );
+};
+
+export default AnnotateTab;
diff --git a/ui/src/pages/label-views/BatchUploadTab.tsx b/ui/src/pages/label-views/BatchUploadTab.tsx
new file mode 100644
index 00000000000..6f3930c5d92
--- /dev/null
+++ b/ui/src/pages/label-views/BatchUploadTab.tsx
@@ -0,0 +1,332 @@
+import React, { useContext, useState } from "react";
+import { useParams } from "react-router-dom";
+import {
+  EuiPanel,
+  EuiTitle,
+  EuiForm,
+  EuiFormRow,
+  EuiButton,
+  EuiSpacer,
+  EuiCallOut,
+  EuiText,
+  EuiLoadingSpinner,
+  EuiFlexGroup,
+  EuiFlexItem,
+  EuiBadge,
+  EuiSelect,
+  EuiFilePicker,
+  EuiBasicTable,
+  EuiBasicTableColumn,
+  EuiCodeBlock,
+} from "@elastic/eui";
+import RegistryPathContext from "../../contexts/RegistryPathContext";
+import useLoadLabelView from "./useLoadLabelView";
+
+const BatchUploadTab = () => {
+  const { labelViewName } = useParams();
+  const registryUrl = useContext(RegistryPathContext);
+  const name = labelViewName || "";
+  const { isLoading, data } = useLoadLabelView(name);
+
+  const [fileData, setFileData] = useState<any[] | null>(null);
+  const [fileName, setFileName] = useState<string>("");
+  const [pushTarget, setPushTarget] = useState("online");
+  const [uploading, setUploading] = useState(false);
+  const [result, setResult] = useState<any>(null);
+  const [error, setError] = useState<string | null>(null);
+  const [parseError, setParseError] = useState<string | null>(null);
+
+  if (isLoading) {
+    return (
+      <p>
+        <EuiLoadingSpinner size="m" /> Loading...
+      </p>
+    );
+  }
+
+  const spec = data?.object?.spec || data?.spec || {};
+  const pushSourceName =
+    spec.streamSource?.pushOptions?.pushSourceName ||
+    spec.batchSource?.name?.replace("_batch", "_push_source") ||
+    `${name}_push_source`;
+
+  const features = data?.features || spec.features || [];
+  const entities = spec.entityColumns?.length
+    ? spec.entityColumns.map((ec: { name: string }) => ec.name)
+    : spec.entities || [];
+
+  const handleFileChange = (files: FileList | null) => {
+    if (!files || files.length === 0) {
+      setFileData(null);
+      setFileName("");
+      setParseError(null);
+      return;
+    }
+
+    const file = files[0];
+    setFileName(file.name);
+    setParseError(null);
+
+    const reader = new FileReader();
+    reader.onload = (e) => {
+      try {
+        const text = e.target?.result as string;
+        if (file.name.endsWith(".json")) {
+          const parsed = JSON.parse(text);
+          const rows = Array.isArray(parsed)
+            ? parsed
+            : parsed.data || parsed.records || [parsed];
+          setFileData(rows);
+        } else if (file.name.endsWith(".csv")) {
+          const lines = text.trim().split("\n");
+          if (lines.length < 2) {
+            setParseError(
+              "CSV must have at least a header row and one data row",
+            );
+            return;
+          }
+          const headers = lines[0]
+            .split(",")
+            .map((h) => h.trim().replace(/"/g, ""));
+          const rows = [];
+          for (let i = 1; i < lines.length; i++) {
+            const values = lines[i]
+              .split(",")
+              .map((v) => v.trim().replace(/"/g, ""));
+            const row: Record<string, any> = {};
+            headers.forEach((h, idx) => {
+              const val = values[idx] || "";
+              const numVal = Number(val);
+              row[h] = val === "" ? null : isNaN(numVal) ? val : numVal;
+            });
+            rows.push(row);
+          }
+          setFileData(rows);
+        } else {
+          setParseError("Unsupported file format. Use .csv or .json");
+        }
+      } catch (e: any) {
+        setParseError(`Failed to parse file: ${e.message}`);
+        setFileData(null);
+      }
+    };
+    reader.readAsText(file);
+  };
+
+  const handleUpload = async () => {
+    if (!fileData || fileData.length === 0) return;
+
+    setUploading(true);
+    setError(null);
+    setResult(null);
+
+    try {
+      const baseUrl = registryUrl?.replace(/\/$/, "") || "/api/v1";
+
+      const dataWithTimestamp = fileData.map((row) => ({
+        ...row,
+        event_timestamp: row.event_timestamp || new Date().toISOString(),
+      }));
+
+      const response = await fetch(`${baseUrl}/batch-push`, {
+        method: "POST",
+        headers: { "Content-Type": "application/json" },
+        body: JSON.stringify({
+          push_source_name: pushSourceName,
+          data: dataWithTimestamp,
+          to: pushTarget,
+        }),
+      });
+
+      const res = await response.json();
+      if (!response.ok) {
+        const detail = res.detail;
+        setError(
+          typeof detail === "string"
+            ? detail
+            : Array.isArray(detail)
+              ? detail.map((d: any) => d.msg || JSON.stringify(d)).join("; ")
+              : "Upload failed",
+        );
+      } else {
+        setResult(res);
+      }
+    } catch (e: any) {
+      setError(e.message || "Network error");
+    } finally {
+      setUploading(false);
+    }
+  };
+
+  const previewColumns: EuiBasicTableColumn<any>[] = fileData
+    ? Object.keys(fileData[0] || {}).map((col) => ({
+        field: col,
+        name: col,
+        truncateText: true,
+        width: "120px",
+      }))
+    : [];
+
+  const csvTemplate = [
+    entities.join(",") +
+      "," +
+      features.map((f: any) => f.name || f).join(",") +
+      ",event_timestamp",
+    entities.map(() => "<value>").join(",") +
+      "," +
+      features.map(() => "<value>").join(",") +
+      ",2026-01-01T00:00:00Z",
+  ].join("\n");
+
+  return (
+    <React.Fragment>
+      <EuiCallOut
+        title="Batch Label Upload"
+        color="primary"
+        iconType="importAction"
+      >
+        <EuiText size="s">
+          Upload a CSV or JSON file to push labels in bulk. Useful for
+          correcting labels, importing from external systems, or backfilling
+          historical labels.
+        </EuiText>
+      </EuiCallOut>
+
+      <EuiSpacer size="l" />
+
+      <EuiPanel>
+        <EuiTitle size="xs">
+          <h3>Upload File</h3>
+        </EuiTitle>
+        <EuiSpacer size="m" />
+
+        <EuiForm>
+          <EuiFormRow
+            label="CSV or JSON file"
+            helpText="CSV: header row + data rows. JSON: array of objects."
+          >
+            <EuiFilePicker
+              accept=".csv,.json"
+              onChange={handleFileChange}
+              display="large"
+              initialPromptText="Drop a .csv or .json file here"
+            />
+          </EuiFormRow>
+
+          {parseError && (
+            <React.Fragment>
+              <EuiSpacer size="s" />
+              <EuiCallOut
+                title="Parse Error"
+                color="danger"
+                iconType="alert"
+                size="s"
+              >
+                {parseError}
+              </EuiCallOut>
+            </React.Fragment>
+          )}
+
+          <EuiFormRow label="Push target">
+            <EuiSelect
+              options={[
+                { value: "online", text: "Online store only" },
+                { value: "online_and_offline", text: "Online + Offline" },
+                { value: "offline", text: "Offline store only" },
+              ]}
+              value={pushTarget}
+              onChange={(e) => setPushTarget(e.target.value)}
+            />
+          </EuiFormRow>
+
+          <EuiSpacer size="m" />
+
+          <EuiButton
+            fill
+            onClick={handleUpload}
+            isLoading={uploading}
+            disabled={!fileData || fileData.length === 0}
+            iconType="importAction"
+          >
+            Push {fileData ? `${fileData.length} rows` : "Labels"}
+          </EuiButton>
+        </EuiForm>
+      </EuiPanel>
+
+      {/* Preview */}
+      {fileData && fileData.length > 0 && (
+        <React.Fragment>
+          <EuiSpacer size="m" />
+          <EuiPanel>
+            <EuiFlexGroup alignItems="center">
+              <EuiFlexItem>
+                <EuiTitle size="xxs">
+                  <h4>
+                    Preview{" "}
+                    <EuiBadge color="primary">{fileData.length} rows</EuiBadge>{" "}
+                    <EuiBadge color="hollow">{fileName}</EuiBadge>
+                  </h4>
+                </EuiTitle>
+              </EuiFlexItem>
+            </EuiFlexGroup>
+            <EuiSpacer size="s" />
+            <EuiBasicTable
+              items={fileData.slice(0, 10)}
+              columns={previewColumns}
+              tableLayout="auto"
+            />
+            {fileData.length > 10 && (
+              <EuiText size="xs" color="subdued">
+                Showing first 10 of {fileData.length} rows
+              </EuiText>
+            )}
+          </EuiPanel>
+        </React.Fragment>
+      )}
+
+      {error && (
+        <React.Fragment>
+          <EuiSpacer size="m" />
+          <EuiCallOut title="Upload Error" color="danger" iconType="alert">
+            {error}
+          </EuiCallOut>
+        </React.Fragment>
+      )}
+
+      {result && (
+        <React.Fragment>
+          <EuiSpacer size="m" />
+          <EuiCallOut
+            title="Upload Successful"
+            color="success"
+            iconType="check"
+          >
+            <EuiText size="s">
+              Pushed <strong>{result.rows_pushed}</strong> rows to{" "}
+              <strong>{pushTarget}</strong> store.
+            </EuiText>
+          </EuiCallOut>
+        </React.Fragment>
+      )}
+
+      <EuiSpacer size="l" />
+
+      {/* Template */}
+      <EuiPanel color="subdued">
+        <EuiTitle size="xxs">
+          <h4>CSV Template</h4>
+        </EuiTitle>
+        <EuiSpacer size="s" />
+        <EuiText size="xs" color="subdued">
+          Expected columns for this LabelView:
+        </EuiText>
+        <EuiSpacer size="s" />
+        <EuiCodeBlock language="csv" paddingSize="s" isCopyable>
+          {csvTemplate}
+        </EuiCodeBlock>
+      </EuiPanel>
+    </React.Fragment>
+  );
+};
+
+export default BatchUploadTab;
diff --git a/ui/src/pages/label-views/ClassificationMethod.tsx b/ui/src/pages/label-views/ClassificationMethod.tsx
new file mode 100644
index 00000000000..9d4366f2e00
--- /dev/null
+++ b/ui/src/pages/label-views/ClassificationMethod.tsx
@@ -0,0 +1,465 @@
+import React, {
+  useState,
+  useContext,
+  useEffect,
+  useCallback,
+  useMemo,
+} from "react";
+import { useParams } from "react-router-dom";
+import {
+  EuiCallOut,
+  EuiSpacer,
+  EuiFlexGroup,
+  EuiFlexItem,
+  EuiButton,
+  EuiPanel,
+  EuiText,
+  EuiLoadingSpinner,
+  EuiBasicTable,
+  EuiBasicTableColumn,
+  EuiSelect,
+  EuiBadge,
+  EuiFieldSearch,
+  EuiTablePagination,
+} from "@elastic/eui";
+import RegistryPathContext from "../../contexts/RegistryPathContext";
+import useLoadLabelView from "./useLoadLabelView";
+import useAnnotationConfig from "./useAnnotationConfig";
+
+interface LabelRow {
+  _id: string;
+  [key: string]: any;
+}
+
+const PAGE_SIZE_OPTIONS = [10, 25, 50];
+
+const ClassificationMethod = () => {
+  const { labelViewName } = useParams();
+  const registryUrl = useContext(RegistryPathContext);
+  const { data } = useLoadLabelView(labelViewName || "");
+  const { data: annotationConfig } = useAnnotationConfig(labelViewName || "");
+
+  const [rows, setRows] = useState<LabelRow[]>([]);
+  const [originalRows, setOriginalRows] = useState<LabelRow[]>([]);
+  const [isLoading, setIsLoading] = useState(false);
+  const [error, setError] = useState<string | null>(null);
+  const [isSaving, setIsSaving] = useState(false);
+  const [pushSuccess, setPushSuccess] = useState<string | null>(null);
+  const [searchQuery, setSearchQuery] = useState("");
+  const [pageIndex, setPageIndex] = useState(0);
+  const [pageSize, setPageSize] = useState(25);
+
+  const spec = data?.object?.spec || data?.spec || {};
+  const labelFields: { name: string; valueType?: string }[] = useMemo(
+    () => spec.features || [],
+    [spec.features],
+  );
+  const entities: string[] = useMemo(
+    () =>
+      spec.entityColumns?.length
+        ? spec.entityColumns.map((ec: { name: string }) => ec.name)
+        : spec.entities || [],
+    [spec.entityColumns, spec.entities],
+  );
+
+  const configuredValues = annotationConfig?.label_values || {};
+  const fieldRoles = annotationConfig?.field_roles || {};
+  const labelWidgets = annotationConfig?.label_widgets || {};
+
+  const fetchLabels = useCallback(async () => {
+    setIsLoading(true);
+    setError(null);
+    try {
+      const baseUrl = registryUrl?.replace(/\/$/, "") || "/api/v1";
+      const response = await fetch(`${baseUrl}/list-labels`, {
+        method: "POST",
+        headers: { "Content-Type": "application/json" },
+        body: JSON.stringify({
+          feature_view: labelViewName || "",
+          limit: 200,
+        }),
+      });
+      if (!response.ok) {
+        throw new Error(`Failed to fetch labels (${response.status})`);
+      }
+      const result = await response.json();
+      const labelData: Record<string, any>[] = result.labels || [];
+      const mapped = labelData.map((row, idx) => ({
+        ...row,
+        _id: `row_${idx}_${Object.values(row).join("_")}`,
+      }));
+      setRows(mapped);
+      setOriginalRows(JSON.parse(JSON.stringify(mapped)));
+    } catch (e: any) {
+      setError(e.message || "Failed to load labels");
+    } finally {
+      setIsLoading(false);
+    }
+  }, [labelViewName, registryUrl]);
+
+  useEffect(() => {
+    if (labelViewName) {
+      fetchLabels();
+    }
+  }, [labelViewName, fetchLabels]);
+
+  const handleFieldChange = (rowId: string, field: string, value: string) => {
+    setRows((prev) =>
+      prev.map((row) => (row._id === rowId ? { ...row, [field]: value } : row)),
+    );
+  };
+
+  const getChangedRows = () => {
+    return rows.filter((row) => {
+      const original = originalRows.find((o) => o._id === row._id);
+      if (!original) return false;
+      return labelFields.some((f) => row[f.name] !== original[f.name]);
+    });
+  };
+
+  const resetChanges = () => {
+    setRows(JSON.parse(JSON.stringify(originalRows)));
+  };
+
+  const saveToLabelView = async () => {
+    const changed = getChangedRows();
+    if (changed.length === 0) return;
+
+    setIsSaving(true);
+    setError(null);
+    setPushSuccess(null);
+
+    try {
+      const baseUrl = registryUrl?.replace(/\/$/, "") || "/api/v1";
+      const pushSourceName =
+        spec.source?.pushSourceName ||
+        spec.source?.name ||
+        `${labelViewName}_push_source`;
+
+      const pushRows = changed.map((row) => {
+        const pushRow: Record<string, any> = {};
+        entities.forEach((e) => {
+          pushRow[e] = row[e];
+        });
+        labelFields.forEach((f) => {
+          pushRow[f.name] = row[f.name];
+        });
+        pushRow["event_timestamp"] = new Date().toISOString();
+        return pushRow;
+      });
+
+      const columnar: Record<string, any[]> = {};
+      if (pushRows.length > 0) {
+        for (const key of Object.keys(pushRows[0])) {
+          columnar[key] = pushRows.map((r) => r[key]);
+        }
+      }
+
+      const response = await fetch(`${baseUrl}/push`, {
+        method: "POST",
+        headers: { "Content-Type": "application/json" },
+        body: JSON.stringify({
+          push_source_name: pushSourceName,
+          df: columnar,
+          to: "online_and_offline",
+        }),
+      });
+
+      if (response.ok) {
+        setPushSuccess(
+          `Successfully pushed ${changed.length} updated labels to ${labelViewName}`,
+        );
+        setOriginalRows(JSON.parse(JSON.stringify(rows)));
+      } else {
+        const errData = await response.json().catch(() => null);
+        setError(errData?.detail || `Push failed (${response.status})`);
+      }
+    } catch (e: any) {
+      setError(e.message || "Network error");
+    } finally {
+      setIsSaving(false);
+    }
+  };
+
+  const exportJSON = () => {
+    const exportData = rows.map((row) => {
+      const { _id, ...rest } = row;
+      return rest;
+    });
+    const blob = new Blob([JSON.stringify(exportData, null, 2)], {
+      type: "application/json",
+    });
+    const url = URL.createObjectURL(blob);
+    const a = document.createElement("a");
+    a.href = url;
+    a.download = `${labelViewName}_labels.json`;
+    a.click();
+    URL.revokeObjectURL(url);
+  };
+
+  const filteredRows = useMemo(() => {
+    if (!searchQuery.trim()) return rows;
+    const q = searchQuery.toLowerCase();
+    return rows.filter((row) =>
+      Object.entries(row)
+        .filter(([key]) => key !== "_id")
+        .some(
+          ([, val]) => val != null && String(val).toLowerCase().includes(q),
+        ),
+    );
+  }, [rows, searchQuery]);
+
+  const paginatedRows = useMemo(() => {
+    const start = pageIndex * pageSize;
+    return filteredRows.slice(start, start + pageSize);
+  }, [filteredRows, pageIndex, pageSize]);
+
+  const uniqueValuesForField = useMemo(() => {
+    const result: Record<string, string[]> = {};
+    labelFields.forEach((field) => {
+      const values = new Set<string>();
+      rows.forEach((row) => {
+        if (row[field.name] != null && String(row[field.name]).trim() !== "") {
+          values.add(String(row[field.name]));
+        }
+      });
+      result[field.name] = Array.from(values).sort();
+    });
+    return result;
+  }, [rows, labelFields]);
+
+  const metadataFields = ["event_timestamp", "labeler"];
+
+  const entityColumns: EuiBasicTableColumn<LabelRow>[] = entities.map(
+    (ent) => ({
+      field: ent,
+      name: ent,
+      sortable: true,
+      truncateText: true,
+    }),
+  );
+
+  const labelColumns: EuiBasicTableColumn<LabelRow>[] = labelFields
+    .filter((field) => !metadataFields.includes(field.name))
+    .map((field) => {
+      const configVals = configuredValues[field.name];
+      const role = fieldRoles[field.name];
+      const widget = labelWidgets[field.name];
+
+      return {
+        field: field.name,
+        name: field.name,
+        render: (value: any, row: LabelRow) => {
+          if (widget === "binary" && configVals && configVals.length === 2) {
+            return (
+              <EuiSelect
+                compressed
+                options={[
+                  { value: "", text: "— select —" },
+                  ...configVals.map((o: string) => ({
+                    value: o,
+                    text: o === "1" ? "Yes (1)" : o === "0" ? "No (0)" : o,
+                  })),
+                ]}
+                value={value != null ? String(value) : ""}
+                onChange={(e) =>
+                  handleFieldChange(row._id, field.name, e.target.value)
+                }
+              />
+            );
+          }
+          const dropdownOptions =
+            configVals || uniqueValuesForField[field.name] || [];
+          if (
+            (role === "label" || dropdownOptions.length > 0) &&
+            dropdownOptions.length <= 30
+          ) {
+            return (
+              <EuiSelect
+                compressed
+                options={[
+                  { value: "", text: "— select —" },
+                  ...dropdownOptions.map((o: string) => ({
+                    value: o,
+                    text: o,
+                  })),
+                ]}
+                value={value != null ? String(value) : ""}
+                onChange={(e) =>
+                  handleFieldChange(row._id, field.name, e.target.value)
+                }
+              />
+            );
+          }
+          return <span>{value != null ? String(value) : ""}</span>;
+        },
+      };
+    });
+
+  const metadataColumns: EuiBasicTableColumn<LabelRow>[] = labelFields
+    .filter((field) => metadataFields.includes(field.name))
+    .map((field) => ({
+      field: field.name,
+      name: field.name,
+      sortable: true,
+      truncateText: true,
+    }));
+
+  const columns = [...entityColumns, ...labelColumns, ...metadataColumns];
+
+  const changedCount = getChangedRows().length;
+
+  if (isLoading) {
+    return (
+      <EuiFlexGroup alignItems="center" gutterSize="s">
+        <EuiFlexItem grow={false}>
+          <EuiLoadingSpinner size="m" />
+        </EuiFlexItem>
+        <EuiFlexItem>
+          <EuiText>Loading labels from {labelViewName}...</EuiText>
+        </EuiFlexItem>
+      </EuiFlexGroup>
+    );
+  }
+
+  return (
+    <React.Fragment>
+      <EuiCallOut
+        title="Review & Edit labels"
+        color="primary"
+        iconType="tableDensityNormal"
+        size="s"
+      >
+        <p>
+          Review and correct existing labels in the table below. Changes are
+          pushed to <strong>{labelViewName}</strong> via its PushSource and
+          governed by the configured conflict policy.
+        </p>
+      </EuiCallOut>
+
+      {error && (
+        <>
+          <EuiSpacer size="m" />
+          <EuiCallOut title="Error" color="danger" iconType="alert">
+            <p>{error}</p>
+          </EuiCallOut>
+        </>
+      )}
+
+      {pushSuccess && (
+        <>
+          <EuiSpacer size="m" />
+          <EuiCallOut title={pushSuccess} color="success" iconType="check" />
+        </>
+      )}
+
+      <EuiSpacer size="l" />
+
+      {rows.length === 0 ? (
+        <EuiPanel>
+          <EuiText textAlign="center" color="subdued">
+            <p>
+              No labels found. Use Entity Form or Active Learning to add labels
+              first, then review them here.
+            </p>
+          </EuiText>
+        </EuiPanel>
+      ) : (
+        <>
+          <EuiFlexGroup alignItems="center" justifyContent="spaceBetween">
+            <EuiFlexItem>
+              <EuiFieldSearch
+                placeholder="Search labels..."
+                value={searchQuery}
+                onChange={(e) => {
+                  setSearchQuery(e.target.value);
+                  setPageIndex(0);
+                }}
+                isClearable
+              />
+            </EuiFlexItem>
+            <EuiFlexItem grow={false}>
+              <EuiFlexGroup gutterSize="s">
+                {changedCount > 0 && (
+                  <EuiFlexItem grow={false}>
+                    <EuiBadge color="warning">{changedCount} changed</EuiBadge>
+                  </EuiFlexItem>
+                )}
+                <EuiFlexItem grow={false}>
+                  <EuiButton
+                    size="s"
+                    onClick={exportJSON}
+                    iconType="exportAction"
+                  >
+                    Export JSON
+                  </EuiButton>
+                </EuiFlexItem>
+                <EuiFlexItem grow={false}>
+                  <EuiButton
+                    size="s"
+                    color="warning"
+                    onClick={resetChanges}
+                    disabled={changedCount === 0}
+                  >
+                    Reset
+                  </EuiButton>
+                </EuiFlexItem>
+                <EuiFlexItem grow={false}>
+                  <EuiButton
+                    size="s"
+                    fill
+                    color="success"
+                    onClick={saveToLabelView}
+                    isLoading={isSaving}
+                    disabled={changedCount === 0}
+                    iconType="push"
+                  >
+                    Save ({changedCount})
+                  </EuiButton>
+                </EuiFlexItem>
+              </EuiFlexGroup>
+            </EuiFlexItem>
+          </EuiFlexGroup>
+
+          <EuiSpacer size="m" />
+
+          <EuiPanel paddingSize="none">
+            <EuiBasicTable
+              items={paginatedRows}
+              columns={columns}
+              tableLayout="auto"
+              rowProps={(row: LabelRow) => {
+                const original = originalRows.find((o) => o._id === row._id);
+                const isChanged =
+                  original &&
+                  labelFields.some((f) => row[f.name] !== original[f.name]);
+                return isChanged
+                  ? { style: { backgroundColor: "rgba(255, 200, 0, 0.05)" } }
+                  : {};
+              }}
+            />
+          </EuiPanel>
+
+          {filteredRows.length > pageSize && (
+            <>
+              <EuiSpacer size="m" />
+              <EuiTablePagination
+                pageCount={Math.ceil(filteredRows.length / pageSize)}
+                activePage={pageIndex}
+                onChangePage={(page) => setPageIndex(page)}
+                itemsPerPage={pageSize}
+                onChangeItemsPerPage={(size) => {
+                  setPageSize(size);
+                  setPageIndex(0);
+                }}
+                itemsPerPageOptions={PAGE_SIZE_OPTIONS}
+              />
+            </>
+          )}
+        </>
+      )}
+    </React.Fragment>
+  );
+};
+
+export default ClassificationMethod;
diff --git a/ui/src/pages/label-views/EntityFormMethod.tsx b/ui/src/pages/label-views/EntityFormMethod.tsx
new file mode 100644
index 00000000000..025f08b277c
--- /dev/null
+++ b/ui/src/pages/label-views/EntityFormMethod.tsx
@@ -0,0 +1,484 @@
+import React, { useState, useContext, useEffect, useMemo } from "react";
+import { useParams } from "react-router-dom";
+import {
+  EuiCallOut,
+  EuiSpacer,
+  EuiFlexGroup,
+  EuiFlexItem,
+  EuiButton,
+  EuiPanel,
+  EuiTitle,
+  EuiText,
+  EuiFormRow,
+  EuiFieldText,
+  EuiFieldNumber,
+  EuiSelect,
+  EuiTextArea,
+  EuiButtonGroup,
+  EuiBadge,
+  EuiIcon,
+  EuiEmptyPrompt,
+  EuiForm,
+} from "@elastic/eui";
+import RegistryPathContext from "../../contexts/RegistryPathContext";
+import useLoadLabelView from "./useLoadLabelView";
+import { AnnotationConfig } from "./useAnnotationConfig";
+
+interface EntityFormMethodProps {
+  annotationConfig: AnnotationConfig;
+}
+
+const EntityFormMethod = ({ annotationConfig }: EntityFormMethodProps) => {
+  const { labelViewName } = useParams();
+  const registryUrl = useContext(RegistryPathContext);
+  const { data } = useLoadLabelView(labelViewName || "");
+
+  const spec = data?.object?.spec || data?.spec || {};
+  const entities: string[] = useMemo(
+    () =>
+      spec.entityColumns?.length
+        ? spec.entityColumns.map((ec: { name: string }) => ec.name)
+        : spec.entities || [],
+    [spec.entityColumns, spec.entities],
+  );
+  const labelFields: { name: string; valueType?: string }[] = useMemo(
+    () => spec.features || [],
+    [spec.features],
+  );
+
+  const fieldRoles = annotationConfig.field_roles;
+  const labelValues = annotationConfig.label_values;
+  const labelWidgets = annotationConfig.label_widgets;
+  const labelerField = annotationConfig.labeler_field || "labeler";
+
+  const [entityValues, setEntityValues] = useState<Record<string, string>>({});
+  const [fieldInputs, setFieldInputs] = useState<Record<string, string>>({});
+  const [isSaving, setIsSaving] = useState(false);
+  const [error, setError] = useState<string | null>(null);
+  const [pushSuccess, setPushSuccess] = useState<string | null>(null);
+  const [labelCount, setLabelCount] = useState(0);
+
+  const editableFields = useMemo(
+    () =>
+      labelFields.filter(
+        (f) => f.name !== labelerField && f.name !== "event_timestamp",
+      ),
+    [labelFields, labelerField],
+  );
+
+  useEffect(() => {
+    const defaults: Record<string, string> = {};
+    editableFields.forEach((f) => {
+      const vals = labelValues[f.name];
+      if (vals && vals.length > 0) {
+        defaults[f.name] = "";
+      } else {
+        defaults[f.name] = "";
+      }
+    });
+    setFieldInputs(defaults);
+  }, [editableFields, labelValues]);
+
+  const resetForm = () => {
+    const defaults: Record<string, string> = {};
+    editableFields.forEach((f) => {
+      defaults[f.name] = "";
+    });
+    setFieldInputs(defaults);
+    setError(null);
+    setPushSuccess(null);
+  };
+
+  const isFormValid = useMemo(() => {
+    const hasEntity = entities.every(
+      (e) => entityValues[e] && entityValues[e].trim() !== "",
+    );
+    const hasAtLeastOneLabel = editableFields.some(
+      (f) =>
+        fieldRoles[f.name] === "label" &&
+        fieldInputs[f.name] &&
+        fieldInputs[f.name].trim() !== "",
+    );
+    return hasEntity && hasAtLeastOneLabel;
+  }, [entities, entityValues, editableFields, fieldInputs, fieldRoles]);
+
+  const submitLabel = async () => {
+    if (!isFormValid) return;
+
+    setIsSaving(true);
+    setError(null);
+    setPushSuccess(null);
+
+    try {
+      const baseUrl = registryUrl?.replace(/\/$/, "") || "/api/v1";
+      const pushSourceName =
+        annotationConfig.push_source_name ||
+        spec.source?.pushSourceName ||
+        spec.source?.name ||
+        `${labelViewName}_push_source`;
+
+      const pushRow: Record<string, any> = {};
+      entities.forEach((e) => {
+        pushRow[e] = entityValues[e];
+      });
+      editableFields.forEach((f) => {
+        if (fieldInputs[f.name] && fieldInputs[f.name].trim() !== "") {
+          const widget = labelWidgets[f.name];
+          if (widget === "number" || widget === "binary") {
+            pushRow[f.name] = Number(fieldInputs[f.name]);
+          } else {
+            pushRow[f.name] = fieldInputs[f.name];
+          }
+        }
+      });
+      pushRow[labelerField] = fieldInputs[labelerField] || "human_reviewer";
+      pushRow["event_timestamp"] = new Date().toISOString();
+
+      const columnar: Record<string, any[]> = {};
+      for (const key of Object.keys(pushRow)) {
+        columnar[key] = [pushRow[key]];
+      }
+
+      const response = await fetch(`${baseUrl}/push`, {
+        method: "POST",
+        headers: { "Content-Type": "application/json" },
+        body: JSON.stringify({
+          push_source_name: pushSourceName,
+          df: columnar,
+          to: "online_and_offline",
+        }),
+      });
+
+      if (response.ok) {
+        setLabelCount((c) => c + 1);
+        setPushSuccess(
+          `Label pushed for ${entities.map((e) => `${e}=${entityValues[e]}`).join(", ")}`,
+        );
+        resetForm();
+      } else {
+        const errData = await response.json().catch(() => null);
+        setError(errData?.detail || `Push failed (${response.status})`);
+      }
+    } catch (e: any) {
+      setError(e.message || "Network error");
+    } finally {
+      setIsSaving(false);
+    }
+  };
+
+  const renderFieldInput = (field: { name: string; valueType?: string }) => {
+    const widget = labelWidgets[field.name];
+    const values = labelValues[field.name];
+    const role = fieldRoles[field.name];
+    const currentValue = fieldInputs[field.name] || "";
+
+    if (widget === "binary" && values && values.length === 2) {
+      const options = values.map((v) => ({
+        id: v,
+        label: v === "1" ? "Yes" : v === "0" ? "No" : v,
+      }));
+      return (
+        <EuiButtonGroup
+          legend={`Select ${field.name}`}
+          options={options}
+          idSelected={currentValue}
+          onChange={(id) =>
+            setFieldInputs((prev) => ({ ...prev, [field.name]: id }))
+          }
+          buttonSize="m"
+        />
+      );
+    }
+
+    if (
+      widget === "enum" ||
+      (values && values.length > 0 && values.length <= 30)
+    ) {
+      return (
+        <EuiSelect
+          options={[
+            { value: "", text: `— select ${field.name} —` },
+            ...(values || []).map((v) => ({ value: v, text: v })),
+          ]}
+          value={currentValue}
+          onChange={(e) =>
+            setFieldInputs((prev) => ({
+              ...prev,
+              [field.name]: e.target.value,
+            }))
+          }
+        />
+      );
+    }
+
+    if (widget === "number") {
+      return (
+        <EuiFieldNumber
+          value={currentValue}
+          onChange={(e) =>
+            setFieldInputs((prev) => ({
+              ...prev,
+              [field.name]: e.target.value,
+            }))
+          }
+          placeholder={`Enter ${field.name}`}
+        />
+      );
+    }
+
+    if (widget === "text" || role === "metadata") {
+      return (
+        <EuiTextArea
+          value={currentValue}
+          onChange={(e) =>
+            setFieldInputs((prev) => ({
+              ...prev,
+              [field.name]: e.target.value,
+            }))
+          }
+          placeholder={`Enter ${field.name}`}
+          rows={2}
+          compressed
+        />
+      );
+    }
+
+    return (
+      <EuiFieldText
+        value={currentValue}
+        onChange={(e) =>
+          setFieldInputs((prev) => ({
+            ...prev,
+            [field.name]: e.target.value,
+          }))
+        }
+        placeholder={`Enter ${field.name}`}
+      />
+    );
+  };
+
+  if (!labelViewName) {
+    return (
+      <EuiEmptyPrompt
+        iconType="editorStrike"
+        title={<h3>No label view selected</h3>}
+      />
+    );
+  }
+
+  return (
+    <React.Fragment>
+      <EuiCallOut
+        title="Entity annotation form"
+        color="primary"
+        iconType="documentEdit"
+        size="s"
+      >
+        <p>
+          Fill in the entity identifier and label values below. Each submission
+          pushes one label record to <strong>{labelViewName}</strong>.
+        </p>
+      </EuiCallOut>
+
+      {error && (
+        <>
+          <EuiSpacer size="m" />
+          <EuiCallOut title="Error" color="danger" iconType="alert">
+            <p>{error}</p>
+          </EuiCallOut>
+        </>
+      )}
+
+      {pushSuccess && (
+        <>
+          <EuiSpacer size="m" />
+          <EuiCallOut title={pushSuccess} color="success" iconType="check" />
+        </>
+      )}
+
+      <EuiSpacer size="l" />
+
+      <EuiFlexGroup gutterSize="l">
+        <EuiFlexItem grow={3}>
+          <EuiPanel hasBorder paddingSize="l">
+            <EuiForm component="form">
+              <EuiTitle size="xs">
+                <h4>
+                  <EuiIcon type="user" /> Entity
+                </h4>
+              </EuiTitle>
+              <EuiSpacer size="m" />
+
+              {entities.map((entity) => (
+                <EuiFormRow key={entity} label={entity} fullWidth>
+                  <EuiFieldText
+                    fullWidth
+                    value={entityValues[entity] || ""}
+                    onChange={(e) =>
+                      setEntityValues((prev) => ({
+                        ...prev,
+                        [entity]: e.target.value,
+                      }))
+                    }
+                    placeholder={`Enter ${entity} value`}
+                  />
+                </EuiFormRow>
+              ))}
+
+              <EuiSpacer size="l" />
+              <EuiTitle size="xs">
+                <h4>
+                  <EuiIcon type="tag" /> Labels
+                </h4>
+              </EuiTitle>
+              <EuiSpacer size="m" />
+
+              {editableFields
+                .filter((f) => fieldRoles[f.name] === "label")
+                .map((field) => (
+                  <EuiFormRow
+                    key={field.name}
+                    label={field.name}
+                    fullWidth
+                    helpText={
+                      field.valueType ? `Type: ${field.valueType}` : undefined
+                    }
+                  >
+                    {renderFieldInput(field)}
+                  </EuiFormRow>
+                ))}
+
+              {editableFields.filter(
+                (f) =>
+                  fieldRoles[f.name] !== "label" &&
+                  fieldRoles[f.name] !== undefined,
+              ).length > 0 && (
+                <>
+                  <EuiSpacer size="l" />
+                  <EuiTitle size="xs">
+                    <h4>
+                      <EuiIcon type="annotation" /> Additional Fields
+                    </h4>
+                  </EuiTitle>
+                  <EuiSpacer size="m" />
+                  {editableFields
+                    .filter(
+                      (f) =>
+                        fieldRoles[f.name] !== "label" &&
+                        fieldRoles[f.name] !== undefined,
+                    )
+                    .map((field) => (
+                      <EuiFormRow key={field.name} label={field.name} fullWidth>
+                        {renderFieldInput(field)}
+                      </EuiFormRow>
+                    ))}
+                </>
+              )}
+
+              {editableFields.filter((f) => !fieldRoles[f.name]).length > 0 && (
+                <>
+                  <EuiSpacer size="l" />
+                  {editableFields
+                    .filter((f) => !fieldRoles[f.name])
+                    .map((field) => (
+                      <EuiFormRow key={field.name} label={field.name} fullWidth>
+                        {renderFieldInput(field)}
+                      </EuiFormRow>
+                    ))}
+                </>
+              )}
+
+              <EuiSpacer size="l" />
+
+              <EuiFormRow label="Labeler identity" fullWidth>
+                <EuiFieldText
+                  fullWidth
+                  value={fieldInputs[labelerField] || ""}
+                  onChange={(e) =>
+                    setFieldInputs((prev) => ({
+                      ...prev,
+                      [labelerField]: e.target.value,
+                    }))
+                  }
+                  placeholder="your_name or reviewer_id"
+                />
+              </EuiFormRow>
+
+              <EuiSpacer size="l" />
+
+              <EuiFlexGroup gutterSize="m">
+                <EuiFlexItem grow={false}>
+                  <EuiButton
+                    fill
+                    color="success"
+                    onClick={submitLabel}
+                    isLoading={isSaving}
+                    disabled={!isFormValid}
+                    iconType="push"
+                  >
+                    Submit Label
+                  </EuiButton>
+                </EuiFlexItem>
+                <EuiFlexItem grow={false}>
+                  <EuiButton color="text" onClick={resetForm}>
+                    Clear
+                  </EuiButton>
+                </EuiFlexItem>
+              </EuiFlexGroup>
+            </EuiForm>
+          </EuiPanel>
+        </EuiFlexItem>
+
+        <EuiFlexItem grow={1}>
+          <EuiPanel hasBorder paddingSize="m" color="subdued">
+            <EuiTitle size="xxs">
+              <h4>Session</h4>
+            </EuiTitle>
+            <EuiSpacer size="s" />
+            <EuiText size="s">
+              <p>
+                <strong>Labels submitted:</strong>{" "}
+                <EuiBadge color="success">{labelCount}</EuiBadge>
+              </p>
+              <p>
+                <strong>Conflict policy:</strong>{" "}
+                <EuiBadge color="hollow">
+                  {spec.conflictPolicy || "LAST_WRITE_WINS"}
+                </EuiBadge>
+              </p>
+              <p>
+                <strong>Labeler field:</strong> {labelerField}
+              </p>
+            </EuiText>
+            <EuiSpacer size="m" />
+            <EuiTitle size="xxs">
+              <h4>Schema</h4>
+            </EuiTitle>
+            <EuiSpacer size="s" />
+            <EuiText size="xs">
+              {entities.map((e) => (
+                <p key={e}>
+                  <EuiBadge color="hollow">entity</EuiBadge> {e}
+                </p>
+              ))}
+              {editableFields.map((f) => (
+                <p key={f.name}>
+                  <EuiBadge
+                    color={
+                      fieldRoles[f.name] === "label" ? "primary" : "default"
+                    }
+                  >
+                    {fieldRoles[f.name] || "field"}
+                  </EuiBadge>{" "}
+                  {f.name}
+                </p>
+              ))}
+            </EuiText>
+          </EuiPanel>
+        </EuiFlexItem>
+      </EuiFlexGroup>
+    </React.Fragment>
+  );
+};
+
+export default EntityFormMethod;
diff --git a/ui/src/pages/label-views/Index.tsx b/ui/src/pages/label-views/Index.tsx
new file mode 100644
index 00000000000..ae8fe324f7d
--- /dev/null
+++ b/ui/src/pages/label-views/Index.tsx
@@ -0,0 +1,208 @@
+import React from "react";
+import { useParams } from "react-router-dom";
+
+import {
+  EuiPageTemplate,
+  EuiLoadingSpinner,
+  EuiBasicTable,
+  EuiBasicTableColumn,
+  EuiBadge,
+  EuiEmptyPrompt,
+  EuiTitle,
+  EuiLink,
+  EuiCallOut,
+} from "@elastic/eui";
+
+import { LabelViewIcon } from "../../graphics/LabelViewIcon";
+import { useDocumentTitle } from "../../hooks/useDocumentTitle";
+import useResourceQuery, {
+  labelViewListPath,
+  restLabelViewsFromResponse,
+} from "../../queries/useResourceQuery";
+
+const useLoadLabelViews = () => {
+  const { projectName } = useParams();
+  return useResourceQuery<any[]>({
+    resourceType: "label-views-list",
+    project: projectName,
+    restPath: labelViewListPath(projectName),
+    restSelect: restLabelViewsFromResponse,
+  });
+};
+
+interface LabelViewRow {
+  name: string;
+  entities: string[];
+  conflictPolicy: string;
+  annotationProfile: string;
+  labelerField: string;
+  online: boolean;
+  description: string;
+}
+
+const LabelViewsListingTable = ({ labelViews }: { labelViews: any[] }) => {
+  const { projectName } = useParams();
+
+  const rows: LabelViewRow[] = labelViews.map((lv: any) => {
+    const spec = lv.spec || {};
+    const tags = spec.tags || {};
+    return {
+      name: spec.name || "Unknown",
+      entities: spec.entityColumns?.length
+        ? spec.entityColumns.map((ec: { name: string }) => ec.name)
+        : spec.entities || [],
+      conflictPolicy: spec.conflictPolicy || "LAST_WRITE_WINS",
+      annotationProfile: tags["feast.io/labeling-method"] || "table",
+      labelerField: spec.labelerField || "labeler",
+      online: spec.online !== false,
+      description: spec.description || "",
+    };
+  });
+
+  const columns: EuiBasicTableColumn<LabelViewRow>[] = [
+    {
+      field: "name",
+      name: "Name",
+      sortable: true,
+      render: (name: string) => (
+        <EuiLink href={`/p/${projectName}/label-view/${name}`}>{name}</EuiLink>
+      ),
+    },
+    {
+      field: "entities",
+      name: "Entities",
+      render: (entities: string[]) =>
+        entities.length > 0
+          ? entities.map((e, i) => (
+              <React.Fragment key={e}>
+                {i > 0 && ", "}
+                <EuiLink href={`/p/${projectName}/entity/${e}`}>{e}</EuiLink>
+              </React.Fragment>
+            ))
+          : "-",
+    },
+    {
+      field: "conflictPolicy",
+      name: "Conflict Policy",
+      render: (policy: string) => {
+        const color =
+          policy === "LAST_WRITE_WINS"
+            ? "default"
+            : policy === "MAJORITY_VOTE"
+              ? "primary"
+              : "accent";
+        return <EuiBadge color={color}>{policy}</EuiBadge>;
+      },
+    },
+    {
+      field: "annotationProfile",
+      name: "Labeling Method",
+      render: (profile: string) => {
+        const color =
+          profile === "document-span"
+            ? "warning"
+            : profile === "entity-form"
+              ? "success"
+              : profile === "active-learning"
+                ? "accent"
+                : "hollow";
+        return <EuiBadge color={color}>{profile}</EuiBadge>;
+      },
+    },
+    {
+      field: "labelerField",
+      name: "Labeler Field",
+    },
+    {
+      field: "online",
+      name: "Online",
+      render: (online: boolean) => (
+        <EuiBadge color={online ? "success" : "default"}>
+          {online ? "Yes" : "No"}
+        </EuiBadge>
+      ),
+    },
+    {
+      field: "description",
+      name: "Description",
+      render: (desc: string) => (
+        <span
+          style={{
+            display: "block",
+            maxWidth: 300,
+            wordWrap: "break-word",
+            whiteSpace: "normal",
+          }}
+        >
+          {desc || "-"}
+        </span>
+      ),
+    },
+  ];
+
+  return (
+    <EuiBasicTable<LabelViewRow>
+      items={rows}
+      columns={columns}
+      tableLayout="auto"
+    />
+  );
+};
+
+const LabelViewIndexEmptyState = () => (
+  <EuiEmptyPrompt
+    iconType={LabelViewIcon}
+    title={
+      <EuiTitle size="s">
+        <h2>No Label Views</h2>
+      </EuiTitle>
+    }
+    body={
+      <p>
+        Label views manage mutable labels and annotations for agent
+        interactions, safety monitoring, and RLHF pipelines. Define a LabelView
+        in your feature repository to get started.
+      </p>
+    }
+  />
+);
+
+const Index = () => {
+  const { isLoading, isSuccess, isError, isPermissionDenied, data } =
+    useLoadLabelViews();
+
+  useDocumentTitle(`Label Views | Feast`);
+
+  return (
+    <EuiPageTemplate panelled>
+      <EuiPageTemplate.Header
+        restrictWidth
+        iconType={LabelViewIcon}
+        pageTitle="Label Views"
+      />
+      <EuiPageTemplate.Section>
+        {isLoading && (
+          <p>
+            <EuiLoadingSpinner size="m" /> Loading
+          </p>
+        )}
+        {isPermissionDenied && (
+          <EuiCallOut title="Permission denied" color="warning" iconType="lock">
+            <p>You do not have permission to view label views.</p>
+          </EuiCallOut>
+        )}
+        {isError && !isPermissionDenied && (
+          <p>We encountered an error while loading.</p>
+        )}
+        {isSuccess && (!data || data.length === 0) && (
+          <LabelViewIndexEmptyState />
+        )}
+        {isSuccess && data && data.length > 0 && (
+          <LabelViewsListingTable labelViews={data} />
+        )}
+      </EuiPageTemplate.Section>
+    </EuiPageTemplate>
+  );
+};
+
+export default Index;
diff --git a/ui/src/pages/label-views/IntegrationsTab.tsx b/ui/src/pages/label-views/IntegrationsTab.tsx
new file mode 100644
index 00000000000..feca543bd10
--- /dev/null
+++ b/ui/src/pages/label-views/IntegrationsTab.tsx
@@ -0,0 +1,288 @@
+import React, { useContext, useEffect, useState } from "react";
+import { useParams } from "react-router-dom";
+import {
+  EuiPanel,
+  EuiTitle,
+  EuiText,
+  EuiLoadingSpinner,
+  EuiCallOut,
+  EuiCodeBlock,
+  EuiSpacer,
+  EuiFlexGroup,
+  EuiFlexItem,
+  EuiBadge,
+  EuiIcon,
+} from "@elastic/eui";
+import RegistryPathContext from "../../contexts/RegistryPathContext";
+import useLoadLabelView from "./useLoadLabelView";
+
+const IntegrationsTab = () => {
+  const { labelViewName } = useParams();
+  const registryUrl = useContext(RegistryPathContext);
+  const name = labelViewName || "";
+  const { isLoading, isSuccess, data } = useLoadLabelView(name);
+
+  const [webhookConfig, setWebhookConfig] = useState<any>(null);
+  const [configLoading, setConfigLoading] = useState(true);
+
+  useEffect(() => {
+    if (isSuccess && data) {
+      const baseUrl = registryUrl?.replace(/\/$/, "") || "/api/v1";
+      fetch(`${baseUrl}/webhook/config/${name}`)
+        .then((r) => r.json())
+        .then((d) => {
+          setWebhookConfig(d);
+          setConfigLoading(false);
+        })
+        .catch(() => setConfigLoading(false));
+    }
+  }, [isSuccess, data, name, registryUrl]);
+
+  if (isLoading || configLoading) {
+    return (
+      <p>
+        <EuiLoadingSpinner size="m" /> Loading integration config...
+      </p>
+    );
+  }
+
+  if (!webhookConfig) {
+    return (
+      <EuiCallOut title="Failed to load config" color="danger" iconType="alert">
+        Could not fetch webhook configuration.
+      </EuiCallOut>
+    );
+  }
+
+  const webhookPayload = JSON.stringify(webhookConfig.payload_example, null, 2);
+  const baseUrl = window.location.origin;
+  const webhookFullUrl = `${baseUrl}${webhookConfig.webhook_url}`;
+  const batchFullUrl = `${baseUrl}${webhookConfig.batch_url}`;
+
+  const argillaPython = `import argilla as rg
+import requests
+from datetime import datetime, timezone
+
+# After annotation is complete, export and push to Feast LabelView
+dataset = rg.load("your_dataset_name")
+submitted = dataset.records(status="submitted").to_list(flatten=True)
+
+records = []
+for record in submitted:
+    records.append({
+        ${webhookConfig.entity_fields.map((e: string) => `"${e}": record.metadata["${e}"],`).join("\n        ")}
+        ${webhookConfig.label_fields.map((f: string) => `"${f}": record.responses["${f}"],`).join("\n        ")}
+        ${webhookConfig.labeler_field ? `"${webhookConfig.labeler_field}": record.user_id,` : ""}
+        "event_timestamp": datetime.now(timezone.utc).isoformat(),
+    })
+
+response = requests.post(
+    "${webhookFullUrl}",
+    json={
+        "push_source_name": "${webhookConfig.push_source_name}",
+        "records": records,
+    },
+)
+print(f"Pushed {len(records)} labels: {response.json()}")`;
+
+  const labelStudioPython = `import requests
+from datetime import datetime, timezone
+from label_studio_sdk import Client
+
+ls = Client(url="http://localhost:8080", api_key="YOUR_KEY")
+project = ls.get_project(PROJECT_ID)
+
+# Export completed annotations
+tasks = project.get_labeled_tasks()
+
+records = []
+for task in tasks:
+    annotation = task["annotations"][0]["result"][0]
+    records.append({
+        ${webhookConfig.entity_fields.map((e: string) => `"${e}": task["data"]["${e}"],`).join("\n        ")}
+        ${webhookConfig.label_fields.map((f: string) => `"${f}": annotation["value"].get("${f}", ""),`).join("\n        ")}
+        ${webhookConfig.labeler_field ? `"${webhookConfig.labeler_field}": str(task["annotations"][0]["completed_by"]),` : ""}
+        "event_timestamp": datetime.now(timezone.utc).isoformat(),
+    })
+
+response = requests.post(
+    "${webhookFullUrl}",
+    json={
+        "push_source_name": "${webhookConfig.push_source_name}",
+        "records": records,
+    },
+)
+print(f"Pushed {len(records)} labels: {response.json()}")`;
+
+  const curlExample = `curl -X POST "${webhookFullUrl}" \\
+  -H "Content-Type: application/json" \\
+  -d '${webhookPayload}'`;
+
+  return (
+    <React.Fragment>
+      <EuiCallOut
+        title="External Annotation Tool Integration"
+        color="primary"
+        iconType="link"
+      >
+        <EuiText size="s">
+          Connect Argilla, Label Studio, or any annotation tool to push labels
+          into this LabelView via webhook or batch API.
+        </EuiText>
+      </EuiCallOut>
+
+      <EuiSpacer size="l" />
+
+      {/* Webhook Configuration */}
+      <EuiPanel>
+        <EuiFlexGroup alignItems="center" gutterSize="s">
+          <EuiFlexItem grow={false}>
+            <EuiIcon type="bolt" size="l" color="success" />
+          </EuiFlexItem>
+          <EuiFlexItem>
+            <EuiTitle size="xs">
+              <h3>Webhook Endpoint</h3>
+            </EuiTitle>
+          </EuiFlexItem>
+          <EuiFlexItem grow={false}>
+            <EuiBadge color="success">POST</EuiBadge>
+          </EuiFlexItem>
+        </EuiFlexGroup>
+        <EuiSpacer size="s" />
+        <EuiText size="s" color="subdued">
+          Real-time label ingestion from annotation tools. Automatically adds
+          timestamps if not provided.
+        </EuiText>
+        <EuiSpacer size="m" />
+        <EuiFlexGroup>
+          <EuiFlexItem>
+            <strong>URL:</strong>
+            <EuiCodeBlock language="text" paddingSize="s" isCopyable>
+              {webhookFullUrl}
+            </EuiCodeBlock>
+          </EuiFlexItem>
+        </EuiFlexGroup>
+        <EuiSpacer size="s" />
+        <EuiFlexGroup gutterSize="s" wrap>
+          <EuiFlexItem grow={false}>
+            <strong>Required fields:</strong>
+          </EuiFlexItem>
+          {webhookConfig.entity_fields.map((f: string) => (
+            <EuiFlexItem grow={false} key={f}>
+              <EuiBadge color="warning">{f} (entity)</EuiBadge>
+            </EuiFlexItem>
+          ))}
+          {webhookConfig.label_fields.map((f: string) => (
+            <EuiFlexItem grow={false} key={f}>
+              <EuiBadge color="primary">{f} (label)</EuiBadge>
+            </EuiFlexItem>
+          ))}
+          {webhookConfig.labeler_field && (
+            <EuiFlexItem grow={false}>
+              <EuiBadge color="accent">
+                {webhookConfig.labeler_field} (labeler)
+              </EuiBadge>
+            </EuiFlexItem>
+          )}
+        </EuiFlexGroup>
+        <EuiSpacer size="m" />
+        <EuiTitle size="xxs">
+          <h4>Example payload:</h4>
+        </EuiTitle>
+        <EuiCodeBlock language="json" paddingSize="s" isCopyable>
+          {webhookPayload}
+        </EuiCodeBlock>
+      </EuiPanel>
+
+      <EuiSpacer size="l" />
+
+      {/* Batch Push */}
+      <EuiPanel>
+        <EuiFlexGroup alignItems="center" gutterSize="s">
+          <EuiFlexItem grow={false}>
+            <EuiIcon type="importAction" size="l" color="primary" />
+          </EuiFlexItem>
+          <EuiFlexItem>
+            <EuiTitle size="xs">
+              <h3>Batch Push Endpoint</h3>
+            </EuiTitle>
+          </EuiFlexItem>
+          <EuiFlexItem grow={false}>
+            <EuiBadge color="primary">POST</EuiBadge>
+          </EuiFlexItem>
+        </EuiFlexGroup>
+        <EuiSpacer size="s" />
+        <EuiText size="s" color="subdued">
+          Upload bulk labels from CSV/parquet exports. Same schema as webhook.
+        </EuiText>
+        <EuiSpacer size="m" />
+        <EuiCodeBlock language="text" paddingSize="s" isCopyable>
+          {batchFullUrl}
+        </EuiCodeBlock>
+      </EuiPanel>
+
+      <EuiSpacer size="l" />
+
+      {/* cURL Example */}
+      <EuiPanel>
+        <EuiTitle size="xs">
+          <h3>cURL Example</h3>
+        </EuiTitle>
+        <EuiSpacer size="s" />
+        <EuiCodeBlock language="bash" paddingSize="s" isCopyable>
+          {curlExample}
+        </EuiCodeBlock>
+      </EuiPanel>
+
+      <EuiSpacer size="l" />
+
+      {/* Argilla Integration */}
+      <EuiPanel>
+        <EuiFlexGroup alignItems="center" gutterSize="s">
+          <EuiFlexItem grow={false}>
+            <EuiIcon type="logoElastic" size="l" />
+          </EuiFlexItem>
+          <EuiFlexItem>
+            <EuiTitle size="xs">
+              <h3>Argilla Integration</h3>
+            </EuiTitle>
+          </EuiFlexItem>
+        </EuiFlexGroup>
+        <EuiSpacer size="s" />
+        <EuiText size="s" color="subdued">
+          Export annotated records from Argilla and push to this LabelView.
+        </EuiText>
+        <EuiSpacer size="m" />
+        <EuiCodeBlock language="python" paddingSize="s" isCopyable>
+          {argillaPython}
+        </EuiCodeBlock>
+      </EuiPanel>
+
+      <EuiSpacer size="l" />
+
+      {/* Label Studio Integration */}
+      <EuiPanel>
+        <EuiFlexGroup alignItems="center" gutterSize="s">
+          <EuiFlexItem grow={false}>
+            <EuiIcon type="tag" size="l" />
+          </EuiFlexItem>
+          <EuiFlexItem>
+            <EuiTitle size="xs">
+              <h3>Label Studio Integration</h3>
+            </EuiTitle>
+          </EuiFlexItem>
+        </EuiFlexGroup>
+        <EuiSpacer size="s" />
+        <EuiText size="s" color="subdued">
+          Export completed annotations from Label Studio and ingest via webhook.
+        </EuiText>
+        <EuiSpacer size="m" />
+        <EuiCodeBlock language="python" paddingSize="s" isCopyable>
+          {labelStudioPython}
+        </EuiCodeBlock>
+      </EuiPanel>
+    </React.Fragment>
+  );
+};
+
+export default IntegrationsTab;
diff --git a/ui/src/pages/label-views/LabelBrowseTab.tsx b/ui/src/pages/label-views/LabelBrowseTab.tsx
new file mode 100644
index 00000000000..7ed1b51a8b1
--- /dev/null
+++ b/ui/src/pages/label-views/LabelBrowseTab.tsx
@@ -0,0 +1,385 @@
+import React, { useContext, useState, useEffect, useMemo } from "react";
+import { useParams } from "react-router-dom";
+import {
+  EuiPanel,
+  EuiTitle,
+  EuiHorizontalRule,
+  EuiFieldSearch,
+  EuiButton,
+  EuiSpacer,
+  EuiCallOut,
+  EuiText,
+  EuiLoadingSpinner,
+  EuiBasicTable,
+  EuiBasicTableColumn,
+  EuiBadge,
+  EuiFlexGroup,
+  EuiFlexItem,
+  EuiTablePagination,
+  EuiEmptyPrompt,
+} from "@elastic/eui";
+import RegistryPathContext from "../../contexts/RegistryPathContext";
+import useLoadLabelView from "./useLoadLabelView";
+
+interface LabelRow {
+  [key: string]: any;
+}
+
+const PAGE_SIZE_OPTIONS = [10, 25, 50, 100];
+
+const LabelBrowseTab = () => {
+  const { labelViewName } = useParams();
+  const registryUrl = useContext(RegistryPathContext);
+  const name = labelViewName || "";
+  const { isLoading, isSuccess, data } = useLoadLabelView(name);
+
+  const [allLabels, setAllLabels] = useState<LabelRow[] | null>(null);
+  const [allEntityNames, setAllEntityNames] = useState<string[]>([]);
+  const [totalEntities, setTotalEntities] = useState<number>(0);
+  const [loadingAll, setLoadingAll] = useState(false);
+  const [error, setError] = useState<string | null>(null);
+  const [searchQuery, setSearchQuery] = useState("");
+  const [pageIndex, setPageIndex] = useState(0);
+  const [pageSize, setPageSize] = useState(25);
+  const initialLoadDone = React.useRef(false);
+
+  useEffect(() => {
+    if (isSuccess && data && !initialLoadDone.current) {
+      initialLoadDone.current = true;
+      loadLabels();
+    }
+    // eslint-disable-next-line react-hooks/exhaustive-deps
+  }, [isSuccess, data, name, registryUrl]);
+
+  const loadLabels = async () => {
+    setLoadingAll(true);
+    setError(null);
+    try {
+      const baseUrl = registryUrl?.replace(/\/$/, "") || "/api/v1";
+      const response = await fetch(`${baseUrl}/list-labels`, {
+        method: "POST",
+        headers: { "Content-Type": "application/json" },
+        body: JSON.stringify({ feature_view: name, limit: 1000 }),
+      });
+      if (response.ok) {
+        const respData = await response.json();
+        setAllLabels(respData.labels || []);
+        setAllEntityNames(respData.entity_names || []);
+        setTotalEntities(respData.total_entities || 0);
+      } else {
+        const errData = await response.json().catch(() => null);
+        setError(
+          errData?.detail || `Failed to load labels (${response.status})`,
+        );
+      }
+    } catch (err: any) {
+      setError(err.message || "Network error.");
+    } finally {
+      setLoadingAll(false);
+    }
+  };
+
+  const spec = data?.spec || data?.object?.spec || {};
+  const entities: string[] = spec.entityColumns?.length
+    ? spec.entityColumns.map((ec: { name: string }) => ec.name)
+    : spec.entities || [];
+  const features: any[] = useMemo(() => spec.features || [], [spec.features]);
+  const conflictPolicy =
+    spec.conflictPolicy || spec.conflict_policy || "LAST_WRITE_WINS";
+  const policyLabel =
+    typeof conflictPolicy === "number"
+      ? ["LAST_WRITE_WINS", "LABELER_PRIORITY", "MAJORITY_VOTE"][
+          conflictPolicy
+        ] || "LAST_WRITE_WINS"
+      : String(conflictPolicy).replace("CONFLICT_POLICY_", "");
+  const labelerField: string =
+    spec.labelerField || spec.labeler_field || "labeler";
+
+  const entityCols = allEntityNames.length > 0 ? allEntityNames : entities;
+
+  const filteredLabels = useMemo(() => {
+    if (!allLabels) return [];
+    if (!searchQuery.trim()) return allLabels;
+
+    const query = searchQuery.toLowerCase();
+    return allLabels.filter((row) =>
+      Object.values(row).some(
+        (val) => val != null && String(val).toLowerCase().includes(query),
+      ),
+    );
+  }, [allLabels, searchQuery]);
+
+  const paginatedLabels = useMemo(() => {
+    const start = pageIndex * pageSize;
+    return filteredLabels.slice(start, start + pageSize);
+  }, [filteredLabels, pageIndex, pageSize]);
+
+  const columns: EuiBasicTableColumn<LabelRow>[] = useMemo(() => {
+    const cols: EuiBasicTableColumn<LabelRow>[] = [];
+
+    for (const entity of entityCols) {
+      cols.push({
+        field: entity,
+        name: entity,
+        sortable: true,
+        render: (value: any) => (
+          <EuiBadge color="hollow">
+            {value != null ? String(value) : "\u2014"}
+          </EuiBadge>
+        ),
+      });
+    }
+
+    for (const feature of features) {
+      cols.push({
+        field: feature.name,
+        name: feature.name,
+        sortable: true,
+        render: (value: any) => {
+          if (value === null || value === undefined) {
+            return (
+              <EuiText size="xs" color="subdued">
+                <em>&mdash;</em>
+              </EuiText>
+            );
+          }
+          return <strong>{String(value)}</strong>;
+        },
+      });
+    }
+
+    cols.push({
+      field: "_event_ts",
+      name: "Last Updated",
+      sortable: true,
+      render: (value: any) =>
+        value ? new Date(value * 1000).toLocaleString() : "\u2014",
+    });
+
+    return cols;
+  }, [entityCols, features]);
+
+  if (isLoading) {
+    return (
+      <p>
+        <EuiLoadingSpinner size="m" /> Loading schema...
+      </p>
+    );
+  }
+
+  if (!isSuccess || !data) {
+    return <p>Unable to load label view schema.</p>;
+  }
+
+  return (
+    <React.Fragment>
+      <EuiPanel hasBorder paddingSize="m">
+        <EuiFlexGroup gutterSize="l" responsive={false}>
+          <EuiFlexItem grow={2}>
+            <EuiTitle size="xxs">
+              <h4>Schema</h4>
+            </EuiTitle>
+            <EuiSpacer size="xs" />
+            <EuiBasicTable
+              items={[
+                ...entities.map((e) => ({
+                  name: e,
+                  type: "ENTITY",
+                  role: "entity",
+                })),
+                ...features.map((f: any) => ({
+                  name: f.name,
+                  type: f.valueType || "STRING",
+                  role: f.name === labelerField ? "labeler" : "label",
+                })),
+              ]}
+              columns={[
+                { field: "name", name: "Field", width: "40%" },
+                { field: "type", name: "Type", width: "30%" },
+                {
+                  field: "role",
+                  name: "Role",
+                  width: "30%",
+                  render: (role: string) => (
+                    <EuiBadge
+                      color={
+                        role === "entity"
+                          ? "hollow"
+                          : role === "labeler"
+                            ? "accent"
+                            : "primary"
+                      }
+                    >
+                      {role}
+                    </EuiBadge>
+                  ),
+                },
+              ]}
+              tableLayout="fixed"
+              compressed
+            />
+          </EuiFlexItem>
+          <EuiFlexItem grow={1}>
+            <EuiTitle size="xxs">
+              <h4>Properties</h4>
+            </EuiTitle>
+            <EuiSpacer size="xs" />
+            <EuiFlexGroup direction="column" gutterSize="s">
+              <EuiFlexItem grow={false}>
+                <EuiText size="xs" color="subdued">
+                  Conflict Policy
+                </EuiText>
+                <div>
+                  <EuiBadge
+                    color={
+                      policyLabel === "LAST_WRITE_WINS"
+                        ? "default"
+                        : policyLabel === "MAJORITY_VOTE"
+                          ? "primary"
+                          : "accent"
+                    }
+                  >
+                    {policyLabel}
+                  </EuiBadge>
+                </div>
+              </EuiFlexItem>
+              <EuiFlexItem grow={false}>
+                <EuiText size="xs" color="subdued">
+                  Labeler Field
+                </EuiText>
+                <EuiText size="s">
+                  <strong>{labelerField}</strong>
+                </EuiText>
+              </EuiFlexItem>
+            </EuiFlexGroup>
+          </EuiFlexItem>
+        </EuiFlexGroup>
+      </EuiPanel>
+
+      <EuiSpacer size="m" />
+
+      <EuiPanel hasBorder>
+        <EuiFlexGroup alignItems="center" justifyContent="spaceBetween">
+          <EuiFlexItem>
+            <EuiTitle size="xs">
+              <h3>
+                Label Records{" "}
+                {allLabels && (
+                  <EuiBadge color="primary">{totalEntities} total</EuiBadge>
+                )}
+                {searchQuery &&
+                  filteredLabels.length !== (allLabels || []).length && (
+                    <>
+                      {" "}
+                      <EuiBadge color="accent">
+                        {filteredLabels.length} matching
+                      </EuiBadge>
+                    </>
+                  )}
+              </h3>
+            </EuiTitle>
+          </EuiFlexItem>
+          <EuiFlexItem grow={false}>
+            <EuiButton
+              size="s"
+              onClick={loadLabels}
+              isLoading={loadingAll}
+              iconType="refresh"
+            >
+              Refresh
+            </EuiButton>
+          </EuiFlexItem>
+        </EuiFlexGroup>
+
+        <EuiHorizontalRule margin="xs" />
+
+        <EuiText size="xs" color="subdued">
+          <p>
+            All label records in the online store, resolved by conflict policy.
+            Use the search bar to filter by any field value.
+          </p>
+        </EuiText>
+
+        <EuiSpacer size="m" />
+
+        <EuiFieldSearch
+          placeholder="Search by entity key, label value, or any field..."
+          value={searchQuery}
+          onChange={(e) => {
+            setSearchQuery(e.target.value);
+            setPageIndex(0);
+          }}
+          isClearable
+          fullWidth
+        />
+
+        <EuiSpacer size="m" />
+
+        {allLabels === null && loadingAll && (
+          <EuiFlexGroup alignItems="center" gutterSize="s">
+            <EuiFlexItem grow={false}>
+              <EuiLoadingSpinner size="m" />
+            </EuiFlexItem>
+            <EuiFlexItem>Loading label records...</EuiFlexItem>
+          </EuiFlexGroup>
+        )}
+
+        {allLabels !== null && allLabels.length === 0 && (
+          <EuiEmptyPrompt
+            iconType="database"
+            title={<h3>No labels submitted yet</h3>}
+            body="No labels have been pushed to the online store for this label view."
+          />
+        )}
+
+        {allLabels !== null &&
+          allLabels.length > 0 &&
+          filteredLabels.length === 0 && (
+            <EuiEmptyPrompt
+              iconType="search"
+              title={<h3>No matching records</h3>}
+              body={
+                <p>
+                  No records match &quot;<strong>{searchQuery}</strong>&quot;.
+                  Try a different search term.
+                </p>
+              }
+            />
+          )}
+
+        {filteredLabels.length > 0 && (
+          <>
+            <EuiBasicTable<LabelRow>
+              items={paginatedLabels}
+              columns={columns}
+              tableLayout="auto"
+            />
+            <EuiSpacer size="m" />
+            <EuiTablePagination
+              pageCount={Math.ceil(filteredLabels.length / pageSize)}
+              activePage={pageIndex}
+              onChangePage={(page) => setPageIndex(page)}
+              itemsPerPage={pageSize}
+              onChangeItemsPerPage={(size) => {
+                setPageSize(size);
+                setPageIndex(0);
+              }}
+              itemsPerPageOptions={PAGE_SIZE_OPTIONS}
+            />
+          </>
+        )}
+      </EuiPanel>
+
+      {error && (
+        <>
+          <EuiSpacer size="m" />
+          <EuiCallOut title="Error" color="danger" iconType="alert">
+            {error}
+          </EuiCallOut>
+        </>
+      )}
+    </React.Fragment>
+  );
+};
+
+export default LabelBrowseTab;
diff --git a/ui/src/pages/label-views/LabelViewInstance.tsx b/ui/src/pages/label-views/LabelViewInstance.tsx
new file mode 100644
index 00000000000..8ef720ed278
--- /dev/null
+++ b/ui/src/pages/label-views/LabelViewInstance.tsx
@@ -0,0 +1,152 @@
+import React, { useState } from "react";
+import { Route, Routes, useNavigate, useParams } from "react-router-dom";
+import {
+  EuiPageTemplate,
+  EuiPopover,
+  EuiContextMenu,
+  EuiButton,
+} from "@elastic/eui";
+
+import { LabelViewIcon } from "../../graphics/LabelViewIcon";
+import { useMatchExact, useMatchSubpath } from "../../hooks/useMatchSubpath";
+import LabelBrowseTab from "./LabelBrowseTab";
+import QualityDashboardTab from "./QualityDashboardTab";
+import AnnotateTab from "./AnnotateTab";
+import TrainingExportTab from "./TrainingExportTab";
+import IntegrationsTab from "./IntegrationsTab";
+import BatchUploadTab from "./BatchUploadTab";
+import LabelViewLineageTab from "./LabelViewLineageTab";
+import FeatureViewVersionsTab from "../feature-views/FeatureViewVersionsTab";
+import { useDocumentTitle } from "../../hooks/useDocumentTitle";
+
+const LabelViewInstance = () => {
+  const navigate = useNavigate();
+  const { labelViewName } = useParams();
+  const [isMoreOpen, setIsMoreOpen] = useState(false);
+
+  useDocumentTitle(`${labelViewName} | Label View | Feast`);
+
+  const moreMenuItems = [
+    {
+      id: "more-panel",
+      items: [
+        {
+          name: "Export",
+          icon: "exportAction",
+          onClick: () => {
+            setIsMoreOpen(false);
+            navigate("export");
+          },
+        },
+        {
+          name: "Upload",
+          icon: "importAction",
+          onClick: () => {
+            setIsMoreOpen(false);
+            navigate("upload");
+          },
+        },
+        {
+          name: "Versions",
+          icon: "copyClipboard",
+          onClick: () => {
+            setIsMoreOpen(false);
+            navigate("versions");
+          },
+        },
+        {
+          name: "Lineage",
+          icon: "graphApp",
+          onClick: () => {
+            setIsMoreOpen(false);
+            navigate("lineage");
+          },
+        },
+        {
+          name: "Integrations",
+          icon: "gear",
+          onClick: () => {
+            setIsMoreOpen(false);
+            navigate("integrations");
+          },
+        },
+      ],
+    },
+  ];
+
+  return (
+    <EuiPageTemplate panelled>
+      <EuiPageTemplate.Header
+        restrictWidth
+        iconType={LabelViewIcon}
+        pageTitle={labelViewName}
+        rightSideItems={[
+          <EuiPopover
+            key="more-menu"
+            button={
+              <EuiButton
+                size="s"
+                iconType="arrowDown"
+                iconSide="right"
+                onClick={() => setIsMoreOpen(!isMoreOpen)}
+              >
+                More
+              </EuiButton>
+            }
+            isOpen={isMoreOpen}
+            closePopover={() => setIsMoreOpen(false)}
+            panelPaddingSize="none"
+            anchorPosition="downRight"
+          >
+            <EuiContextMenu
+              initialPanelId="more-panel"
+              panels={moreMenuItems}
+            />
+          </EuiPopover>,
+        ]}
+        tabs={[
+          {
+            label: "Labels",
+            isSelected: useMatchExact(""),
+            onClick: () => {
+              navigate("");
+            },
+          },
+          {
+            label: "Quality",
+            isSelected: useMatchSubpath("quality"),
+            onClick: () => {
+              navigate("quality");
+            },
+          },
+          {
+            label: "Label Data",
+            isSelected: useMatchSubpath("annotate"),
+            onClick: () => {
+              navigate("annotate");
+            },
+          },
+        ]}
+      />
+      <EuiPageTemplate.Section>
+        <Routes>
+          <Route path="/" element={<LabelBrowseTab />} />
+          <Route path="/quality" element={<QualityDashboardTab />} />
+          <Route path="/annotate" element={<AnnotateTab />} />
+          <Route path="/export" element={<TrainingExportTab />} />
+          <Route path="/upload" element={<BatchUploadTab />} />
+          <Route
+            path="/versions"
+            element={
+              <FeatureViewVersionsTab featureViewName={labelViewName || ""} />
+            }
+          />
+          <Route path="/lineage" element={<LabelViewLineageTab />} />
+          <Route path="/integrations" element={<IntegrationsTab />} />
+        </Routes>
+      </EuiPageTemplate.Section>
+    </EuiPageTemplate>
+  );
+};
+
+export default LabelViewInstance;
diff --git a/ui/src/pages/label-views/LabelViewLineageTab.tsx b/ui/src/pages/label-views/LabelViewLineageTab.tsx
new file mode 100644
index 00000000000..0da3d92dab8
--- /dev/null
+++ b/ui/src/pages/label-views/LabelViewLineageTab.tsx
@@ -0,0 +1,93 @@
+import React, { useContext, useState } from "react";
+import { useParams } from "react-router-dom";
+import {
+  EuiEmptyPrompt,
+  EuiLoadingSpinner,
+  EuiSpacer,
+  EuiSelect,
+  EuiFormRow,
+  EuiFlexGroup,
+  EuiFlexItem,
+} from "@elastic/eui";
+import useLoadRegistry from "../../queries/useLoadRegistry";
+import RegistryPathContext from "../../contexts/RegistryPathContext";
+import RegistryVisualization from "../../components/RegistryVisualization";
+import { FEAST_FCO_TYPES } from "../../parsers/types";
+import { filterPermissionsByAction } from "../../utils/permissionUtils";
+
+const LabelViewLineageTab = () => {
+  const registryUrl = useContext(RegistryPathContext);
+  const { labelViewName, projectName } = useParams();
+  const {
+    isLoading,
+    isSuccess,
+    isError,
+    data: registryData,
+  } = useLoadRegistry(registryUrl, projectName);
+  const [selectedPermissionAction, setSelectedPermissionAction] = useState("");
+
+  const filterNode = {
+    type: FEAST_FCO_TYPES.labelView,
+    name: labelViewName || "",
+  };
+
+  return (
+    <>
+      {isLoading && (
+        <div style={{ display: "flex", justifyContent: "center", padding: 25 }}>
+          <EuiLoadingSpinner size="xl" />
+        </div>
+      )}
+      {isError && (
+        <EuiEmptyPrompt
+          iconType="alert"
+          title={<h2>Error loading lineage</h2>}
+          body={<p>Could not load lineage data for this label view.</p>}
+        />
+      )}
+      {isSuccess && registryData && (
+        <>
+          <EuiFlexGroup>
+            <EuiFlexItem grow={false} style={{ width: 250 }}>
+              <EuiFormRow label="Filter by permission">
+                <EuiSelect
+                  options={[
+                    { value: "", text: "All" },
+                    { value: "CREATE", text: "CREATE" },
+                    { value: "DESCRIBE", text: "DESCRIBE" },
+                    { value: "UPDATE", text: "UPDATE" },
+                    { value: "DELETE", text: "DELETE" },
+                    { value: "READ_ONLINE", text: "READ_ONLINE" },
+                    { value: "READ_OFFLINE", text: "READ_OFFLINE" },
+                    { value: "WRITE_ONLINE", text: "WRITE_ONLINE" },
+                    { value: "WRITE_OFFLINE", text: "WRITE_OFFLINE" },
+                  ]}
+                  value={selectedPermissionAction}
+                  onChange={(e) => setSelectedPermissionAction(e.target.value)}
+                  aria-label="Filter by permissions"
+                />
+              </EuiFormRow>
+            </EuiFlexItem>
+          </EuiFlexGroup>
+          <EuiSpacer size="m" />
+          <RegistryVisualization
+            registryData={registryData.objects}
+            relationships={registryData.relationships}
+            indirectRelationships={registryData.indirectRelationships}
+            permissions={
+              selectedPermissionAction
+                ? filterPermissionsByAction(
+                    registryData.permissions,
+                    selectedPermissionAction,
+                  )
+                : registryData.permissions
+            }
+            filterNode={filterNode}
+          />
+        </>
+      )}
+    </>
+  );
+};
+
+export default LabelViewLineageTab;
diff --git a/ui/src/pages/label-views/LabelViewOverviewTab.tsx b/ui/src/pages/label-views/LabelViewOverviewTab.tsx
new file mode 100644
index 00000000000..bbe65071c39
--- /dev/null
+++ b/ui/src/pages/label-views/LabelViewOverviewTab.tsx
@@ -0,0 +1,340 @@
+import React from "react";
+import { useParams } from "react-router-dom";
+import {
+  EuiFlexGroup,
+  EuiFlexItem,
+  EuiPanel,
+  EuiTitle,
+  EuiHorizontalRule,
+  EuiDescriptionList,
+  EuiDescriptionListTitle,
+  EuiDescriptionListDescription,
+  EuiText,
+  EuiSpacer,
+  EuiBadge,
+  EuiLoadingSpinner,
+  EuiBasicTable,
+  EuiBasicTableColumn,
+  EuiCallOut,
+  EuiLink,
+  EuiCode,
+} from "@elastic/eui";
+
+import useLoadLabelView from "./useLoadLabelView";
+import useAnnotationConfig from "./useAnnotationConfig";
+
+const CONFLICT_POLICY_MAP: Record<string, string> = {
+  "0": "LAST_WRITE_WINS",
+  "1": "LABELER_PRIORITY",
+  "2": "MAJORITY_VOTE",
+  LAST_WRITE_WINS: "LAST_WRITE_WINS",
+  LABELER_PRIORITY: "LABELER_PRIORITY",
+  MAJORITY_VOTE: "MAJORITY_VOTE",
+};
+
+interface SchemaField {
+  name: string;
+  valueType: string;
+}
+
+const PROFILE_COLORS: Record<string, string> = {
+  "document-span": "primary",
+  table: "default",
+  "entity-form": "accent",
+  "active-learning": "success",
+};
+
+interface FieldRoleRow {
+  field: string;
+  role: string;
+  values?: string;
+  widget?: string;
+}
+
+const LabelViewOverviewTab = () => {
+  const { labelViewName, projectName } = useParams();
+  const name = labelViewName || "";
+  const { isLoading, isSuccess, isError, data } = useLoadLabelView(name);
+  const { data: annotationConfig } = useAnnotationConfig(name);
+
+  if (isLoading) {
+    return (
+      <p>
+        <EuiLoadingSpinner size="m" /> Loading
+      </p>
+    );
+  }
+  if (isError) {
+    return <p>Error loading label view: {name}</p>;
+  }
+  if (!isSuccess || !data) {
+    return <p>No label view found with name: {name}</p>;
+  }
+
+  const spec = data.spec || {};
+  const meta = data.meta || {};
+  const conflictPolicy =
+    CONFLICT_POLICY_MAP[spec.conflictPolicy] ||
+    spec.conflictPolicy ||
+    "LAST_WRITE_WINS";
+  const labelerField = spec.labelerField || "labeler";
+  const entities: string[] = spec.entityColumns?.length
+    ? spec.entityColumns.map((ec: { name: string }) => ec.name)
+    : spec.entities || [];
+  const features: any[] = spec.features || [];
+
+  const schemaColumns: EuiBasicTableColumn<SchemaField>[] = [
+    { field: "name", name: "Field Name", sortable: true },
+    { field: "valueType", name: "Value Type" },
+  ];
+
+  const schemaRows: SchemaField[] = features.map((f: any) => ({
+    name: f.name || "Unknown",
+    valueType: f.valueType != null ? String(f.valueType) : "Unknown",
+  }));
+
+  return (
+    <React.Fragment>
+      <EuiCallOut title="Label View" color="success" iconType="check" size="s">
+        <p>
+          <strong>conflict_policy</strong> is enforced for offline store reads
+          (training data, Browse, Quality). The offline store always retains
+          full write history. The online store uses last-write-wins for serving.
+        </p>
+      </EuiCallOut>
+      <EuiSpacer size="m" />
+      <EuiFlexGroup>
+        <EuiFlexItem>
+          <EuiPanel hasBorder>
+            <EuiTitle size="xs">
+              <h3>Properties</h3>
+            </EuiTitle>
+            <EuiHorizontalRule margin="xs" />
+            <EuiDescriptionList>
+              <EuiDescriptionListTitle>Conflict Policy</EuiDescriptionListTitle>
+              <EuiDescriptionListDescription>
+                <EuiBadge
+                  color={
+                    conflictPolicy === "LAST_WRITE_WINS"
+                      ? "default"
+                      : conflictPolicy === "MAJORITY_VOTE"
+                        ? "primary"
+                        : "accent"
+                  }
+                >
+                  {conflictPolicy}
+                </EuiBadge>
+              </EuiDescriptionListDescription>
+
+              <EuiDescriptionListTitle>Labeler Field</EuiDescriptionListTitle>
+              <EuiDescriptionListDescription>
+                {labelerField}
+              </EuiDescriptionListDescription>
+
+              <EuiDescriptionListTitle>Entities</EuiDescriptionListTitle>
+              <EuiDescriptionListDescription>
+                {entities.length > 0
+                  ? entities.map((ent: string, i: number) => (
+                      <React.Fragment key={ent}>
+                        {i > 0 && ", "}
+                        <EuiLink href={`/p/${projectName}/entity/${ent}`}>
+                          {ent}
+                        </EuiLink>
+                      </React.Fragment>
+                    ))
+                  : "-"}
+              </EuiDescriptionListDescription>
+
+              {spec.description && (
+                <>
+                  <EuiDescriptionListTitle>Description</EuiDescriptionListTitle>
+                  <EuiDescriptionListDescription>
+                    {spec.description}
+                  </EuiDescriptionListDescription>
+                </>
+              )}
+            </EuiDescriptionList>
+          </EuiPanel>
+          <EuiSpacer size="m" />
+          <EuiPanel hasBorder>
+            <EuiTitle size="xs">
+              <h3>Metadata</h3>
+            </EuiTitle>
+            <EuiHorizontalRule margin="xs" />
+            <EuiDescriptionList>
+              <EuiDescriptionListTitle>Created</EuiDescriptionListTitle>
+              <EuiDescriptionListDescription>
+                {meta.createdTimestamp
+                  ? new Date(
+                      typeof meta.createdTimestamp === "string"
+                        ? meta.createdTimestamp
+                        : Number(meta.createdTimestamp.seconds) * 1000,
+                    ).toLocaleDateString("en-CA")
+                  : "N/A"}
+              </EuiDescriptionListDescription>
+
+              <EuiDescriptionListTitle>Last Updated</EuiDescriptionListTitle>
+              <EuiDescriptionListDescription>
+                {meta.lastUpdatedTimestamp
+                  ? new Date(
+                      typeof meta.lastUpdatedTimestamp === "string"
+                        ? meta.lastUpdatedTimestamp
+                        : Number(meta.lastUpdatedTimestamp.seconds) * 1000,
+                    ).toLocaleDateString("en-CA")
+                  : "N/A"}
+              </EuiDescriptionListDescription>
+            </EuiDescriptionList>
+          </EuiPanel>
+          {annotationConfig && (
+            <>
+              <EuiSpacer size="m" />
+              <EuiPanel hasBorder>
+                <EuiTitle size="xs">
+                  <h3>Labeling Method</h3>
+                </EuiTitle>
+                <EuiHorizontalRule margin="xs" />
+                <EuiDescriptionList>
+                  <EuiDescriptionListTitle>Profile</EuiDescriptionListTitle>
+                  <EuiDescriptionListDescription>
+                    <EuiBadge
+                      color={
+                        PROFILE_COLORS[annotationConfig.profile] || "default"
+                      }
+                    >
+                      {annotationConfig.profile}
+                    </EuiBadge>
+                  </EuiDescriptionListDescription>
+
+                  <EuiDescriptionListTitle>Push Source</EuiDescriptionListTitle>
+                  <EuiDescriptionListDescription>
+                    <EuiCode transparentBackground>
+                      {annotationConfig.push_source_name || "N/A"}
+                    </EuiCode>
+                  </EuiDescriptionListDescription>
+                </EuiDescriptionList>
+
+                {Object.keys(annotationConfig.field_roles).length > 0 && (
+                  <>
+                    <EuiSpacer size="s" />
+                    <EuiText size="xs" color="subdued">
+                      <strong>Field Roles</strong>
+                    </EuiText>
+                    <EuiSpacer size="xs" />
+                    <EuiBasicTable<FieldRoleRow>
+                      items={Object.entries(annotationConfig.field_roles).map(
+                        ([field, role]) => ({
+                          field,
+                          role,
+                          values:
+                            annotationConfig.label_values[field]?.join(", "),
+                          widget: annotationConfig.label_widgets[field],
+                        }),
+                      )}
+                      columns={[
+                        { field: "field", name: "Field", width: "30%" },
+                        {
+                          field: "role",
+                          name: "Role",
+                          width: "25%",
+                          render: (role: string) => (
+                            <EuiBadge
+                              color={
+                                role === "label"
+                                  ? "primary"
+                                  : role === "content_ref"
+                                    ? "success"
+                                    : role === "content"
+                                      ? "success"
+                                      : "hollow"
+                              }
+                            >
+                              {role}
+                            </EuiBadge>
+                          ),
+                        },
+                        {
+                          field: "values",
+                          name: "Values",
+                          render: (v: string) => v || "\u2014",
+                        },
+                        {
+                          field: "widget",
+                          name: "Widget",
+                          render: (w: string) => w || "\u2014",
+                        },
+                      ]}
+                      tableLayout="auto"
+                      compressed
+                    />
+                  </>
+                )}
+              </EuiPanel>
+            </>
+          )}
+        </EuiFlexItem>
+        <EuiFlexItem>
+          <EuiPanel hasBorder>
+            <EuiTitle size="xs">
+              <h3>Labels</h3>
+            </EuiTitle>
+            <EuiHorizontalRule margin="xs" />
+            {schemaRows.length > 0 ? (
+              <EuiBasicTable<SchemaField>
+                items={schemaRows}
+                columns={[
+                  {
+                    field: "name",
+                    name: "Label Name",
+                    sortable: true,
+                    render: (labelName: string) => (
+                      <EuiLink
+                        href={`/p/${projectName}/label-view/${name}/label/${labelName}`}
+                      >
+                        {labelName}
+                      </EuiLink>
+                    ),
+                  },
+                  { field: "valueType", name: "Value Type" },
+                ]}
+                tableLayout="auto"
+              />
+            ) : (
+              <EuiText>No labels defined.</EuiText>
+            )}
+          </EuiPanel>
+          <EuiSpacer size="m" />
+          {spec.source && (
+            <EuiPanel hasBorder>
+              <EuiTitle size="xs">
+                <h3>Data Source</h3>
+              </EuiTitle>
+              <EuiHorizontalRule margin="xs" />
+              <EuiDescriptionList>
+                <EuiDescriptionListTitle>Source Type</EuiDescriptionListTitle>
+                <EuiDescriptionListDescription>
+                  {spec.source.type || "PushSource"}
+                </EuiDescriptionListDescription>
+                {spec.source.name && (
+                  <>
+                    <EuiDescriptionListTitle>
+                      Source Name
+                    </EuiDescriptionListTitle>
+                    <EuiDescriptionListDescription>
+                      <EuiLink
+                        href={`/p/${projectName}/data-source/${spec.source.name}`}
+                      >
+                        {spec.source.name}
+                      </EuiLink>
+                    </EuiDescriptionListDescription>
+                  </>
+                )}
+              </EuiDescriptionList>
+            </EuiPanel>
+          )}
+        </EuiFlexItem>
+      </EuiFlexGroup>
+    </React.Fragment>
+  );
+};
+
+export default LabelViewOverviewTab;
diff --git a/ui/src/pages/label-views/QualityDashboardTab.tsx b/ui/src/pages/label-views/QualityDashboardTab.tsx
new file mode 100644
index 00000000000..7d0a8a0f3f4
--- /dev/null
+++ b/ui/src/pages/label-views/QualityDashboardTab.tsx
@@ -0,0 +1,406 @@
+import React, { useContext, useEffect, useState } from "react";
+import { useParams } from "react-router-dom";
+import {
+  EuiPanel,
+  EuiTitle,
+  EuiHorizontalRule,
+  EuiText,
+  EuiLoadingSpinner,
+  EuiCallOut,
+  EuiSpacer,
+  EuiFlexGroup,
+  EuiFlexItem,
+  EuiStat,
+  EuiBadge,
+  EuiBasicTable,
+  EuiBasicTableColumn,
+  EuiProgress,
+  EuiButton,
+} from "@elastic/eui";
+import RegistryPathContext from "../../contexts/RegistryPathContext";
+import useLoadLabelView from "./useLoadLabelView";
+
+interface QualityData {
+  total_entities: number;
+  feature_names: string[];
+  distributions: Record<string, Record<string, number>>;
+  coverage_pct: Record<string, number>;
+  null_counts: Record<string, number>;
+  labeler_stats: Record<string, number>;
+  staleness_seconds: number | null;
+  oldest_label_ts: string | null;
+  newest_label_ts: string | null;
+  labeler_field: string | null;
+}
+
+const formatStaleness = (seconds: number | null): string => {
+  if (seconds === null) return "N/A";
+  if (seconds < 60) return `${Math.round(seconds)}s ago`;
+  if (seconds < 3600) return `${Math.round(seconds / 60)}m ago`;
+  if (seconds < 86400) return `${Math.round(seconds / 3600)}h ago`;
+  return `${Math.round(seconds / 86400)}d ago`;
+};
+
+const getStalenessColor = (seconds: number | null): string => {
+  if (seconds === null) return "subdued";
+  if (seconds < 3600) return "success";
+  if (seconds < 86400) return "warning";
+  return "danger";
+};
+
+const DistributionBar = ({
+  distribution,
+  label,
+}: {
+  distribution: Record<string, number>;
+  label: string;
+}) => {
+  const entries = Object.entries(distribution).sort((a, b) => b[1] - a[1]);
+  const total = entries.reduce((acc, [, count]) => acc + count, 0);
+  const colors = [
+    "#0569EA",
+    "#00BFB3",
+    "#F5A623",
+    "#BD271E",
+    "#6092C0",
+    "#D36086",
+    "#9170B8",
+    "#CA8EAE",
+  ];
+
+  if (entries.length === 0) {
+    return (
+      <EuiText size="xs" color="subdued">
+        No data
+      </EuiText>
+    );
+  }
+
+  return (
+    <div>
+      <EuiText size="xs">
+        <strong>{label}</strong> ({total} values, {entries.length} unique)
+      </EuiText>
+      <EuiSpacer size="xs" />
+      <div
+        style={{
+          display: "flex",
+          height: "24px",
+          borderRadius: "4px",
+          overflow: "hidden",
+          width: "100%",
+        }}
+      >
+        {entries.slice(0, 8).map(([val, count], idx) => (
+          <div
+            key={val}
+            style={{
+              width: `${(count / total) * 100}%`,
+              backgroundColor: colors[idx % colors.length],
+              minWidth: "2px",
+            }}
+            title={`${val}: ${count} (${((count / total) * 100).toFixed(1)}%)`}
+          />
+        ))}
+      </div>
+      <EuiSpacer size="xs" />
+      <EuiFlexGroup gutterSize="xs" wrap responsive={false}>
+        {entries.slice(0, 6).map(([val, count], idx) => (
+          <EuiFlexItem grow={false} key={val}>
+            <EuiBadge
+              color={colors[idx % colors.length]}
+              style={{ fontSize: "10px" }}
+            >
+              {val.length > 12 ? val.slice(0, 12) + "\u2026" : val}: {count}
+            </EuiBadge>
+          </EuiFlexItem>
+        ))}
+        {entries.length > 6 && (
+          <EuiFlexItem grow={false}>
+            <EuiBadge color="hollow">+{entries.length - 6} more</EuiBadge>
+          </EuiFlexItem>
+        )}
+      </EuiFlexGroup>
+    </div>
+  );
+};
+
+const QualityDashboardTab = () => {
+  const { labelViewName } = useParams();
+  const registryUrl = useContext(RegistryPathContext);
+  const name = labelViewName || "";
+  const { isLoading: lvLoading, isSuccess } = useLoadLabelView(name);
+
+  const [quality, setQuality] = useState<QualityData | null>(null);
+  const [loading, setLoading] = useState(false);
+  const [error, setError] = useState<string | null>(null);
+
+  const fetchQuality = async () => {
+    setLoading(true);
+    setError(null);
+    try {
+      const baseUrl = registryUrl?.replace(/\/$/, "") || "/api/v1";
+      const response = await fetch(`${baseUrl}/label-quality`, {
+        method: "POST",
+        headers: { "Content-Type": "application/json" },
+        body: JSON.stringify({ feature_view: name, limit: 500 }),
+      });
+      const result = await response.json();
+      if (!response.ok) {
+        const detail = result.detail;
+        setError(
+          typeof detail === "string"
+            ? detail
+            : Array.isArray(detail)
+              ? detail.map((d: any) => d.msg || JSON.stringify(d)).join("; ")
+              : "Failed to load quality metrics",
+        );
+      } else {
+        setQuality(result);
+      }
+    } catch (e: any) {
+      setError(e.message || "Network error");
+    } finally {
+      setLoading(false);
+    }
+  };
+
+  useEffect(() => {
+    if (isSuccess) {
+      fetchQuality();
+    }
+    // eslint-disable-next-line react-hooks/exhaustive-deps
+  }, [isSuccess, name]);
+
+  if (lvLoading) {
+    return (
+      <p>
+        <EuiLoadingSpinner size="m" /> Loading...
+      </p>
+    );
+  }
+
+  if (loading) {
+    return (
+      <EuiPanel>
+        <EuiFlexGroup alignItems="center" gutterSize="s">
+          <EuiFlexItem grow={false}>
+            <EuiLoadingSpinner size="m" />
+          </EuiFlexItem>
+          <EuiFlexItem>Computing label quality metrics...</EuiFlexItem>
+        </EuiFlexGroup>
+      </EuiPanel>
+    );
+  }
+
+  if (error) {
+    return (
+      <EuiCallOut title="Quality Metrics Error" color="danger" iconType="alert">
+        {error}
+      </EuiCallOut>
+    );
+  }
+
+  if (!quality) return null;
+
+  const labelerColumns: EuiBasicTableColumn<{ name: string; count: number }>[] =
+    [
+      { field: "name", name: "Labeler", sortable: true },
+      {
+        field: "count",
+        name: "Labels Submitted",
+        sortable: true,
+        render: (count: number) => <EuiBadge color="primary">{count}</EuiBadge>,
+      },
+      {
+        field: "count",
+        name: "Share",
+        render: (count: number) => {
+          const total = Object.values(quality.labeler_stats).reduce(
+            (a, b) => a + b,
+            0,
+          );
+          return `${((count / total) * 100).toFixed(1)}%`;
+        },
+      },
+    ];
+
+  const labelerData = Object.entries(quality.labeler_stats)
+    .map(([name, count]) => ({ name, count }))
+    .sort((a, b) => b.count - a.count);
+
+  return (
+    <React.Fragment>
+      {/* Time Range + Refresh at top */}
+      <EuiPanel color="subdued">
+        <EuiFlexGroup alignItems="center">
+          <EuiFlexItem>
+            <EuiFlexGroup gutterSize="l" responsive={false}>
+              <EuiFlexItem grow={false}>
+                <EuiText size="s">
+                  <strong>Oldest label:</strong>{" "}
+                  {quality.oldest_label_ts
+                    ? new Date(quality.oldest_label_ts).toLocaleString()
+                    : "N/A"}
+                </EuiText>
+              </EuiFlexItem>
+              <EuiFlexItem grow={false}>
+                <EuiText size="s">
+                  <strong>Newest label:</strong>{" "}
+                  {quality.newest_label_ts
+                    ? new Date(quality.newest_label_ts).toLocaleString()
+                    : "N/A"}
+                </EuiText>
+              </EuiFlexItem>
+            </EuiFlexGroup>
+          </EuiFlexItem>
+          <EuiFlexItem grow={false}>
+            <EuiButton size="s" onClick={fetchQuality} iconType="refresh">
+              Refresh Metrics
+            </EuiButton>
+          </EuiFlexItem>
+        </EuiFlexGroup>
+      </EuiPanel>
+
+      <EuiSpacer size="l" />
+
+      {/* Summary Stats */}
+      <EuiFlexGroup>
+        <EuiFlexItem>
+          <EuiPanel>
+            <EuiStat
+              title={quality.total_entities.toLocaleString()}
+              description="Total Records Labeled"
+              titleColor="primary"
+              titleSize="l"
+            />
+          </EuiPanel>
+        </EuiFlexItem>
+        <EuiFlexItem>
+          <EuiPanel>
+            <EuiStat
+              title={Object.keys(quality.labeler_stats).length.toString()}
+              description="Active Labelers"
+              titleColor="accent"
+              titleSize="l"
+            />
+          </EuiPanel>
+        </EuiFlexItem>
+        <EuiFlexItem>
+          <EuiPanel>
+            <EuiStat
+              title={formatStaleness(quality.staleness_seconds)}
+              description="Last Label"
+              titleColor={getStalenessColor(quality.staleness_seconds)}
+              titleSize="l"
+            />
+          </EuiPanel>
+        </EuiFlexItem>
+        <EuiFlexItem>
+          <EuiPanel>
+            <EuiStat
+              title={quality.feature_names.length.toString()}
+              description="Label Fields"
+              titleColor="subdued"
+              titleSize="l"
+            />
+          </EuiPanel>
+        </EuiFlexItem>
+      </EuiFlexGroup>
+
+      <EuiSpacer size="l" />
+
+      {/* Coverage */}
+      <EuiPanel>
+        <EuiTitle size="xs">
+          <h3>Field Coverage</h3>
+        </EuiTitle>
+        <EuiText size="xs" color="subdued">
+          Percentage of records with non-null values for each label field
+        </EuiText>
+        <EuiSpacer size="m" />
+        {quality.feature_names.map((fn) => (
+          <React.Fragment key={fn}>
+            <EuiFlexGroup alignItems="center" gutterSize="s">
+              <EuiFlexItem grow={false} style={{ width: "150px" }}>
+                <EuiText size="s">
+                  <strong>{fn}</strong>
+                </EuiText>
+              </EuiFlexItem>
+              <EuiFlexItem>
+                <EuiProgress
+                  value={quality.coverage_pct[fn] || 0}
+                  max={100}
+                  size="l"
+                  color={
+                    (quality.coverage_pct[fn] || 0) > 80
+                      ? "success"
+                      : (quality.coverage_pct[fn] || 0) > 50
+                        ? "warning"
+                        : "danger"
+                  }
+                  label={`${(quality.coverage_pct[fn] || 0).toFixed(1)}%`}
+                />
+              </EuiFlexItem>
+              <EuiFlexItem grow={false}>
+                <EuiBadge color="hollow">
+                  {quality.null_counts[fn] || 0} nulls
+                </EuiBadge>
+              </EuiFlexItem>
+            </EuiFlexGroup>
+            <EuiSpacer size="s" />
+          </React.Fragment>
+        ))}
+      </EuiPanel>
+
+      <EuiSpacer size="l" />
+
+      {/* Distributions */}
+      <EuiPanel>
+        <EuiTitle size="xs">
+          <h3>Value Distributions</h3>
+        </EuiTitle>
+        <EuiText size="xs" color="subdued">
+          Distribution of label values across all records
+        </EuiText>
+        <EuiSpacer size="m" />
+        {quality.feature_names.map((fn) => (
+          <React.Fragment key={fn}>
+            <DistributionBar
+              distribution={quality.distributions[fn] || {}}
+              label={fn}
+            />
+            <EuiSpacer size="m" />
+            <EuiHorizontalRule margin="s" />
+          </React.Fragment>
+        ))}
+      </EuiPanel>
+
+      <EuiSpacer size="l" />
+
+      {/* Per-Labeler Stats */}
+      {labelerData.length > 0 && (
+        <EuiPanel>
+          <EuiFlexGroup alignItems="center">
+            <EuiFlexItem>
+              <EuiTitle size="xs">
+                <h3>Per-Labeler Statistics</h3>
+              </EuiTitle>
+            </EuiFlexItem>
+            {quality.labeler_field && (
+              <EuiFlexItem grow={false}>
+                <EuiBadge color="accent">
+                  Tracked via: {quality.labeler_field}
+                </EuiBadge>
+              </EuiFlexItem>
+            )}
+          </EuiFlexGroup>
+          <EuiSpacer size="m" />
+          <EuiBasicTable items={labelerData} columns={labelerColumns} />
+        </EuiPanel>
+      )}
+    </React.Fragment>
+  );
+};
+
+export default QualityDashboardTab;
diff --git a/ui/src/pages/label-views/RagLabelingMethod.tsx b/ui/src/pages/label-views/RagLabelingMethod.tsx
new file mode 100644
index 00000000000..84ad696a149
--- /dev/null
+++ b/ui/src/pages/label-views/RagLabelingMethod.tsx
@@ -0,0 +1,899 @@
+import React, { useState, useContext, useMemo } from "react";
+import { useParams } from "react-router-dom";
+import {
+  EuiCallOut,
+  EuiSpacer,
+  EuiFlexGroup,
+  EuiFlexItem,
+  EuiFormRow,
+  EuiFieldText,
+  EuiButton,
+  EuiPanel,
+  EuiTitle,
+  EuiText,
+  EuiLoadingSpinner,
+  EuiButtonGroup,
+  EuiCode,
+  EuiTextArea,
+  EuiModal,
+  EuiModalHeader,
+  EuiModalHeaderTitle,
+  EuiModalBody,
+  EuiModalFooter,
+  EuiOverlayMask,
+  EuiForm,
+  EuiIcon,
+  EuiBasicTable,
+  EuiBasicTableColumn,
+  EuiBadge,
+  EuiDescriptionList,
+  EuiDescriptionListTitle,
+  EuiDescriptionListDescription,
+} from "@elastic/eui";
+import { useTheme } from "../../contexts/ThemeContext";
+import RegistryPathContext from "../../contexts/RegistryPathContext";
+import type { AnnotationConfig } from "./useAnnotationConfig";
+
+interface TextSelection {
+  text: string;
+  start: number;
+  end: number;
+}
+
+interface DocumentLabel {
+  text: string;
+  start: number;
+  end: number;
+  label: string;
+  timestamp: number;
+}
+
+interface RagLabelingMethodProps {
+  annotationConfig: AnnotationConfig;
+}
+
+const RagLabelingMethod = ({ annotationConfig }: RagLabelingMethodProps) => {
+  const { labelViewName } = useParams();
+  const { colorMode } = useTheme();
+  const registryUrl = useContext(RegistryPathContext);
+
+  const fieldRoles = annotationConfig.field_roles;
+  const labelValues = annotationConfig.label_values;
+  const labelWidgets = annotationConfig.label_widgets;
+
+  const contentRefField = useMemo(
+    () =>
+      Object.entries(fieldRoles).find(
+        ([, role]) => role === "content_ref",
+      )?.[0] || null,
+    [fieldRoles],
+  );
+  const contentField = useMemo(
+    () =>
+      Object.entries(fieldRoles).find(([, role]) => role === "content")?.[0] ||
+      null,
+    [fieldRoles],
+  );
+  const spanStartField = useMemo(
+    () =>
+      Object.entries(fieldRoles).find(
+        ([, role]) => role === "span_start",
+      )?.[0] || null,
+    [fieldRoles],
+  );
+  const spanEndField = useMemo(
+    () =>
+      Object.entries(fieldRoles).find(([, role]) => role === "span_end")?.[0] ||
+      null,
+    [fieldRoles],
+  );
+
+  const labelFieldEntries = useMemo(
+    () => Object.entries(fieldRoles).filter(([, role]) => role === "label"),
+    [fieldRoles],
+  );
+  const primaryLabelField = labelFieldEntries[0]?.[0] || null;
+  const secondaryLabelFields = labelFieldEntries.slice(1).map(([name]) => name);
+
+  const primaryLabelOptions = useMemo(() => {
+    if (!primaryLabelField)
+      return [
+        { id: "relevant", label: "Relevant" },
+        { id: "irrelevant", label: "Irrelevant" },
+      ];
+    const values = labelValues[primaryLabelField];
+    if (values && values.length > 0) {
+      return values.map((v) => ({
+        id: v,
+        label: v.charAt(0).toUpperCase() + v.slice(1),
+      }));
+    }
+    return [
+      { id: "relevant", label: "Relevant" },
+      { id: "irrelevant", label: "Irrelevant" },
+    ];
+  }, [primaryLabelField, labelValues]);
+
+  const [filePath, setFilePath] = useState("");
+  const [selectedText, setSelectedText] = useState<TextSelection | null>(null);
+  const [labelingMode, setLabelingMode] = useState(
+    primaryLabelOptions[0]?.id || "relevant",
+  );
+  const [labels, setLabels] = useState<DocumentLabel[]>([]);
+  const [isLoading, setIsLoading] = useState(false);
+  const [documentContent, setDocumentContent] = useState<string | null>(null);
+  const [error, setError] = useState<string | null>(null);
+  const [groundTruthLabel, setGroundTruthLabel] = useState("");
+  const [isSaving, setIsSaving] = useState(false);
+  const [pushSuccess, setPushSuccess] = useState<string | null>(null);
+  const [isModalOpen, setIsModalOpen] = useState(false);
+  const [extraFieldValues, setExtraFieldValues] = useState<
+    Record<string, string>
+  >({});
+
+  const loadDocument = async () => {
+    if (!filePath) return;
+    setIsLoading(true);
+    setError(null);
+
+    try {
+      const baseUrl = registryUrl?.replace(/\/$/, "") || "/api/v1";
+      const response = await fetch(
+        `${baseUrl}/document-content?path=${encodeURIComponent(filePath)}`,
+      );
+      if (response.ok) {
+        const result = await response.json();
+        setDocumentContent(result.content);
+      } else {
+        setDocumentContent(
+          `This is a sample document for testing RAG labeling in Feast UI.
+
+The document contains multiple paragraphs that can be used to test text highlighting and labeling.
+
+This paragraph discusses machine learning and artificial intelligence concepts. It covers topics like neural networks, deep learning, and natural language processing. Users should be able to select and label relevant portions of this text for RAG retrieval systems.
+
+Another section focuses on data engineering and ETL pipelines. This content explains how to process large datasets and build scalable data infrastructure.
+
+The final paragraph contains information about feature stores and real-time machine learning systems.`,
+        );
+      }
+    } catch {
+      setDocumentContent(
+        `This is a sample document for testing RAG labeling in Feast UI.
+
+The document contains multiple paragraphs that can be used to test text highlighting and labeling.
+
+This paragraph discusses machine learning and artificial intelligence concepts. It covers topics like neural networks, deep learning, and natural language processing.
+
+Another section focuses on data engineering and ETL pipelines. This content explains how to process large datasets and build scalable data infrastructure.
+
+The final paragraph contains information about feature stores and real-time machine learning systems.`,
+      );
+    } finally {
+      setIsLoading(false);
+    }
+  };
+
+  const handleTextSelection = () => {
+    const selection = window.getSelection();
+    if (selection && selection.toString().trim() && documentContent) {
+      const selectedTextContent = selection.toString().trim();
+      const range = selection.getRangeAt(0);
+      const rangeText = range.toString();
+      if (rangeText) {
+        const startIndex = documentContent.indexOf(rangeText);
+        if (startIndex !== -1) {
+          setSelectedText({
+            text: selectedTextContent,
+            start: startIndex,
+            end: startIndex + rangeText.length,
+          });
+        }
+      }
+    }
+  };
+
+  const handleLabelSelection = () => {
+    if (selectedText) {
+      const newLabel: DocumentLabel = {
+        text: selectedText.text,
+        start: selectedText.start,
+        end: selectedText.end,
+        label: labelingMode,
+        timestamp: Date.now(),
+      };
+      setLabels([...labels, newLabel]);
+      setSelectedText(null);
+      const selection = window.getSelection();
+      if (selection) selection.removeAllRanges();
+    }
+  };
+
+  const handleRemoveLabel = (index: number) => {
+    setLabels(labels.filter((_: DocumentLabel, i: number) => i !== index));
+  };
+
+  const generateChunkId = (docName: string, start: number, end: number) => {
+    const raw = `${docName}:${start}:${end}`;
+    let hash = 0;
+    for (let i = 0; i < raw.length; i++) {
+      const char = raw.charCodeAt(i);
+      hash = (hash << 5) - hash + char;
+      hash |= 0;
+    }
+    return `chunk_${Math.abs(hash).toString(36)}`;
+  };
+
+  const openSubmitModal = () => {
+    const defaults: Record<string, string> = {};
+    if (annotationConfig.labeler_field) {
+      defaults[annotationConfig.labeler_field] = "rag_labeling_ui";
+    }
+    setExtraFieldValues(defaults);
+    setIsModalOpen(true);
+  };
+
+  const buildPushRows = () => {
+    const docName = filePath || "document";
+    const entityField = annotationConfig.entities[0] || "entity_id";
+    const labelerField = annotationConfig.labeler_field;
+
+    return labels.map((label) => {
+      const row: Record<string, any> = {};
+
+      row[entityField] = generateChunkId(docName, label.start, label.end);
+
+      if (annotationConfig.entities.length > 1) {
+        for (let i = 1; i < annotationConfig.entities.length; i++) {
+          const ent = annotationConfig.entities[i];
+          if (extraFieldValues[ent]) {
+            row[ent] = extraFieldValues[ent];
+          }
+        }
+      }
+
+      if (contentRefField) row[contentRefField] = filePath;
+      if (contentField) row[contentField] = label.text;
+      if (spanStartField) row[spanStartField] = label.start;
+      if (spanEndField) row[spanEndField] = label.end;
+      if (primaryLabelField) row[primaryLabelField] = label.label;
+
+      for (const secField of secondaryLabelFields) {
+        const widget = labelWidgets[secField];
+        if (widget === "text" && groundTruthLabel) {
+          row[secField] = groundTruthLabel;
+        } else if (extraFieldValues[secField]) {
+          row[secField] = extraFieldValues[secField];
+        }
+      }
+
+      if (labelerField) {
+        row[labelerField] = extraFieldValues[labelerField] || "rag_labeling_ui";
+      }
+
+      row["event_timestamp"] = new Date().toISOString();
+      return row;
+    });
+  };
+
+  const saveToLabelView = async () => {
+    if (labels.length === 0) return;
+    setIsSaving(true);
+    setError(null);
+    setPushSuccess(null);
+
+    try {
+      const baseUrl = registryUrl?.replace(/\/$/, "") || "/api/v1";
+      const pushSourceName =
+        annotationConfig.push_source_name || `${labelViewName}_push_source`;
+      const rows = buildPushRows();
+
+      const columnar: Record<string, any[]> = {};
+      if (rows.length > 0) {
+        for (const key of Object.keys(rows[0])) {
+          columnar[key] = rows.map((r) => r[key]);
+        }
+      }
+
+      const response = await fetch(`${baseUrl}/push`, {
+        method: "POST",
+        headers: { "Content-Type": "application/json" },
+        body: JSON.stringify({
+          push_source_name: pushSourceName,
+          df: columnar,
+          to: "online_and_offline",
+        }),
+      });
+
+      if (response.ok) {
+        setPushSuccess(
+          `Pushed ${labels.length} span labels to ${labelViewName}`,
+        );
+        setLabels([]);
+        setIsModalOpen(false);
+      } else {
+        const errData = await response.json().catch(() => null);
+        setError(
+          typeof errData?.detail === "string"
+            ? errData.detail
+            : `Push failed (${response.status})`,
+        );
+      }
+    } catch (e: any) {
+      setError(e.message || "Network error");
+    } finally {
+      setIsSaving(false);
+    }
+  };
+
+  const exportJSON = () => {
+    const rows = buildPushRows();
+    const saveData = {
+      labelView: labelViewName,
+      profile: annotationConfig.profile,
+      filePath,
+      groundTruthLabel,
+      rows,
+      timestamp: new Date().toISOString(),
+    };
+    const blob = new Blob([JSON.stringify(saveData, null, 2)], {
+      type: "application/json",
+    });
+    const url = URL.createObjectURL(blob);
+    const a = document.createElement("a");
+    a.href = url;
+    a.download = `${labelViewName}_rag_labels.json`;
+    a.click();
+    URL.revokeObjectURL(url);
+  };
+
+  const renderDocumentWithHighlights = (
+    content: string,
+  ): (string | React.ReactElement)[] => {
+    const allHighlights = [...labels];
+    if (selectedText) {
+      allHighlights.push({
+        text: selectedText.text,
+        start: selectedText.start,
+        end: selectedText.end,
+        label: "temp-selection",
+        timestamp: 0,
+      });
+    }
+    if (allHighlights.length === 0) return [content];
+
+    const sortedHighlights = [...allHighlights].sort(
+      (a, b) => a.start - b.start,
+    );
+    const result: (string | React.ReactElement)[] = [];
+    let lastIndex = 0;
+
+    const positiveValues = new Set(
+      primaryLabelOptions.length > 0
+        ? [primaryLabelOptions[0].id]
+        : ["relevant"],
+    );
+
+    sortedHighlights.forEach((highlight, index) => {
+      result.push(content.slice(lastIndex, highlight.start));
+      let highlightColor: string;
+      let borderColor: string;
+
+      if (highlight.label === "temp-selection") {
+        highlightColor = colorMode === "dark" ? "#1a4d66" : "#add8e6";
+        borderColor = colorMode === "dark" ? "#2d6b8a" : "#87ceeb";
+      } else if (!positiveValues.has(highlight.label)) {
+        highlightColor = colorMode === "dark" ? "#4d1a1a" : "#f8d7da";
+        borderColor = colorMode === "dark" ? "#6b2d2d" : "#f5c6cb";
+      } else {
+        highlightColor = colorMode === "dark" ? "#1a4d1a" : "#d4edda";
+        borderColor = colorMode === "dark" ? "#2d6b2d" : "#c3e6cb";
+      }
+
+      result.push(
+        <span
+          key={`highlight-${index}`}
+          style={{
+            backgroundColor: highlightColor,
+            padding: "2px 4px",
+            borderRadius: "3px",
+            border: `1px solid ${borderColor}`,
+          }}
+          title={
+            highlight.label === "temp-selection"
+              ? "Selected text"
+              : `${primaryLabelField || "label"}: ${highlight.label}`
+          }
+        >
+          {highlight.text}
+        </span>,
+      );
+      lastIndex = highlight.end;
+    });
+
+    result.push(content.slice(lastIndex));
+    return result;
+  };
+
+  const chunkColumns: EuiBasicTableColumn<DocumentLabel>[] = [
+    {
+      field: "label",
+      name: primaryLabelField || "Label",
+      width: "120px",
+      render: (value: string) => {
+        const isPositive =
+          primaryLabelOptions.length > 0 && value === primaryLabelOptions[0].id;
+        return (
+          <EuiBadge color={isPositive ? "success" : "danger"}>{value}</EuiBadge>
+        );
+      },
+    },
+    {
+      field: "text",
+      name: "Span Text",
+      truncateText: true,
+      render: (value: string) =>
+        value.substring(0, 100) + (value.length > 100 ? "..." : ""),
+    },
+    {
+      name: "Offsets",
+      width: "100px",
+      render: (item: DocumentLabel) => (
+        <EuiCode transparentBackground>
+          {item.start}–{item.end}
+        </EuiCode>
+      ),
+    },
+  ];
+
+  const unmappedFeatures = annotationConfig.features.filter((f) => {
+    if (f === annotationConfig.labeler_field) return false;
+    if (fieldRoles[f]) return false;
+    return true;
+  });
+
+  return (
+    <React.Fragment>
+      <EuiCallOut
+        title="Label document spans"
+        color="primary"
+        iconType="iInCircle"
+        size="s"
+      >
+        <p>
+          Load a document, highlight text spans, and label them. Span positions
+          and labels are auto-mapped to your schema fields and pushed to{" "}
+          <strong>{labelViewName}</strong> via its PushSource.
+        </p>
+      </EuiCallOut>
+
+      <EuiSpacer size="s" />
+
+      <EuiPanel paddingSize="s" color="subdued">
+        <EuiTitle size="xxs">
+          <h4>Field Mapping</h4>
+        </EuiTitle>
+        <EuiSpacer size="xs" />
+        <EuiDescriptionList compressed type="column" style={{ maxWidth: 500 }}>
+          {contentRefField && (
+            <>
+              <EuiDescriptionListTitle>Document path</EuiDescriptionListTitle>
+              <EuiDescriptionListDescription>
+                <EuiCode transparentBackground>{contentRefField}</EuiCode>
+              </EuiDescriptionListDescription>
+            </>
+          )}
+          {contentField && (
+            <>
+              <EuiDescriptionListTitle>Span text</EuiDescriptionListTitle>
+              <EuiDescriptionListDescription>
+                <EuiCode transparentBackground>{contentField}</EuiCode>
+              </EuiDescriptionListDescription>
+            </>
+          )}
+          {spanStartField && spanEndField && (
+            <>
+              <EuiDescriptionListTitle>Offsets</EuiDescriptionListTitle>
+              <EuiDescriptionListDescription>
+                <EuiCode transparentBackground>{spanStartField}</EuiCode>,{" "}
+                <EuiCode transparentBackground>{spanEndField}</EuiCode>
+              </EuiDescriptionListDescription>
+            </>
+          )}
+          {primaryLabelField && (
+            <>
+              <EuiDescriptionListTitle>Primary label</EuiDescriptionListTitle>
+              <EuiDescriptionListDescription>
+                <EuiCode transparentBackground>{primaryLabelField}</EuiCode>
+                {" → "}
+                {primaryLabelOptions.map((o) => o.id).join(", ")}
+              </EuiDescriptionListDescription>
+            </>
+          )}
+          {secondaryLabelFields.map((f) => (
+            <React.Fragment key={f}>
+              <EuiDescriptionListTitle>{f}</EuiDescriptionListTitle>
+              <EuiDescriptionListDescription>
+                <EuiBadge color="hollow">{labelWidgets[f] || "text"}</EuiBadge>
+              </EuiDescriptionListDescription>
+            </React.Fragment>
+          ))}
+        </EuiDescriptionList>
+      </EuiPanel>
+
+      <EuiSpacer size="l" />
+
+      <EuiFlexGroup>
+        <EuiFlexItem>
+          <EuiFormRow label="Document file path">
+            <EuiFieldText
+              placeholder="./path/to/document.txt"
+              value={filePath}
+              onChange={(e) => setFilePath(e.target.value)}
+            />
+          </EuiFormRow>
+        </EuiFlexItem>
+        <EuiFlexItem grow={false}>
+          <EuiFormRow hasEmptyLabelSpace>
+            <EuiButton
+              fill
+              onClick={loadDocument}
+              disabled={!filePath}
+              isLoading={isLoading}
+            >
+              Load Document
+            </EuiButton>
+          </EuiFormRow>
+        </EuiFlexItem>
+      </EuiFlexGroup>
+
+      {isLoading && (
+        <>
+          <EuiSpacer size="m" />
+          <EuiFlexGroup alignItems="center" gutterSize="s">
+            <EuiFlexItem grow={false}>
+              <EuiLoadingSpinner size="m" />
+            </EuiFlexItem>
+            <EuiFlexItem>
+              <EuiText>Loading document...</EuiText>
+            </EuiFlexItem>
+          </EuiFlexGroup>
+        </>
+      )}
+
+      {error && (
+        <>
+          <EuiSpacer size="m" />
+          <EuiCallOut title="Error" color="danger" iconType="alert">
+            <p>{error}</p>
+          </EuiCallOut>
+        </>
+      )}
+
+      {pushSuccess && (
+        <>
+          <EuiSpacer size="m" />
+          <EuiCallOut title={pushSuccess} color="success" iconType="check" />
+        </>
+      )}
+
+      {documentContent && (
+        <>
+          <EuiSpacer size="l" />
+
+          <EuiFlexGroup alignItems="center">
+            <EuiFlexItem>
+              <EuiFormRow
+                label={
+                  primaryLabelField
+                    ? `Span label (${primaryLabelField})`
+                    : "Span label"
+                }
+              >
+                <EuiButtonGroup
+                  legend="Choose span label"
+                  options={primaryLabelOptions}
+                  idSelected={labelingMode}
+                  onChange={(id) => setLabelingMode(id)}
+                  buttonSize="s"
+                />
+              </EuiFormRow>
+            </EuiFlexItem>
+            <EuiFlexItem grow={false}>
+              <EuiFormRow hasEmptyLabelSpace>
+                <EuiButton
+                  fill
+                  onClick={handleLabelSelection}
+                  disabled={!selectedText}
+                >
+                  Label Selected Text
+                </EuiButton>
+              </EuiFormRow>
+            </EuiFlexItem>
+          </EuiFlexGroup>
+
+          {selectedText && (
+            <>
+              <EuiSpacer size="s" />
+              <EuiCallOut
+                title="Text selected"
+                color="primary"
+                size="s"
+                iconType="quote"
+              >
+                <EuiCode>{selectedText.text.substring(0, 120)}</EuiCode>
+              </EuiCallOut>
+            </>
+          )}
+
+          <EuiSpacer size="m" />
+
+          <EuiPanel paddingSize="l">
+            <EuiTitle size="s">
+              <h3>Document Content</h3>
+            </EuiTitle>
+            <EuiSpacer size="m" />
+            <EuiText>
+              <div
+                style={{
+                  whiteSpace: "pre-wrap",
+                  lineHeight: "1.6",
+                  userSelect: "text",
+                  cursor: "text",
+                }}
+                onMouseUp={handleTextSelection}
+              >
+                {renderDocumentWithHighlights(documentContent)}
+              </div>
+            </EuiText>
+          </EuiPanel>
+
+          {secondaryLabelFields.length > 0 && (
+            <>
+              <EuiSpacer size="l" />
+              {secondaryLabelFields.map((f) => {
+                const widget = labelWidgets[f] || "text";
+                if (widget === "text") {
+                  return (
+                    <EuiFormRow
+                      key={f}
+                      label={f}
+                      helpText={`Secondary label field (${widget})`}
+                    >
+                      <EuiTextArea
+                        placeholder={`Enter ${f}...`}
+                        value={
+                          f === secondaryLabelFields[0]
+                            ? groundTruthLabel
+                            : extraFieldValues[f] || ""
+                        }
+                        onChange={(e) => {
+                          if (f === secondaryLabelFields[0]) {
+                            setGroundTruthLabel(e.target.value);
+                          } else {
+                            setExtraFieldValues((prev) => ({
+                              ...prev,
+                              [f]: e.target.value,
+                            }));
+                          }
+                        }}
+                        rows={3}
+                      />
+                    </EuiFormRow>
+                  );
+                }
+                return null;
+              })}
+            </>
+          )}
+
+          <EuiSpacer size="m" />
+
+          <EuiFlexGroup justifyContent="flexEnd" gutterSize="s">
+            <EuiFlexItem grow={false}>
+              <EuiButton
+                onClick={exportJSON}
+                iconType="exportAction"
+                disabled={labels.length === 0}
+              >
+                Export JSON
+              </EuiButton>
+            </EuiFlexItem>
+            <EuiFlexItem grow={false}>
+              <EuiButton
+                fill
+                color="success"
+                onClick={openSubmitModal}
+                iconType="push"
+                disabled={labels.length === 0}
+              >
+                Save to LabelView ({labels.length})
+              </EuiButton>
+            </EuiFlexItem>
+          </EuiFlexGroup>
+
+          {labels.length > 0 && (
+            <>
+              <EuiSpacer size="l" />
+              <EuiPanel paddingSize="l">
+                <EuiTitle size="s">
+                  <h3>Labeled Spans ({labels.length})</h3>
+                </EuiTitle>
+                <EuiSpacer size="m" />
+                {labels.map((label, index) => (
+                  <EuiFlexGroup
+                    key={index}
+                    alignItems="center"
+                    gutterSize="s"
+                    style={{ marginBottom: 4 }}
+                  >
+                    <EuiFlexItem grow={false}>
+                      <EuiBadge
+                        color={
+                          label.label === primaryLabelOptions[0]?.id
+                            ? "success"
+                            : "danger"
+                        }
+                      >
+                        {label.label}
+                      </EuiBadge>
+                    </EuiFlexItem>
+                    <EuiFlexItem grow={false}>
+                      <EuiCode transparentBackground>
+                        {label.start}–{label.end}
+                      </EuiCode>
+                    </EuiFlexItem>
+                    <EuiFlexItem>
+                      <EuiText size="s">
+                        &quot;{label.text.substring(0, 80)}
+                        {label.text.length > 80 ? "..." : ""}&quot;
+                      </EuiText>
+                    </EuiFlexItem>
+                    <EuiFlexItem grow={false}>
+                      <EuiButton
+                        size="s"
+                        color="danger"
+                        onClick={() => handleRemoveLabel(index)}
+                      >
+                        Remove
+                      </EuiButton>
+                    </EuiFlexItem>
+                  </EuiFlexGroup>
+                ))}
+              </EuiPanel>
+            </>
+          )}
+        </>
+      )}
+
+      {isModalOpen && (
+        <EuiOverlayMask>
+          <EuiModal onClose={() => setIsModalOpen(false)} maxWidth={600}>
+            <EuiModalHeader>
+              <EuiModalHeaderTitle>
+                <EuiIcon type="push" /> Push {labels.length} Span
+                {labels.length !== 1 ? "s" : ""} to {labelViewName}
+              </EuiModalHeaderTitle>
+            </EuiModalHeader>
+            <EuiModalBody>
+              <EuiText size="s" color="subdued">
+                <p>
+                  Each span will be pushed as a row. Entity key (
+                  <strong>{annotationConfig.entities[0] || "entity_id"}</strong>
+                  ) is auto-generated from document path + span offsets. Fields
+                  are mapped from the annotation profile.
+                </p>
+              </EuiText>
+              <EuiSpacer size="m" />
+
+              <EuiPanel color="subdued" paddingSize="s">
+                <EuiTitle size="xxs">
+                  <h4>Spans to push:</h4>
+                </EuiTitle>
+                <EuiSpacer size="xs" />
+                <EuiBasicTable
+                  items={labels}
+                  columns={chunkColumns}
+                  tableLayout="auto"
+                  compressed
+                />
+              </EuiPanel>
+
+              <EuiSpacer size="l" />
+              <EuiTitle size="xs">
+                <h4>Additional Fields</h4>
+              </EuiTitle>
+              <EuiSpacer size="s" />
+              <EuiForm>
+                <EuiFormRow
+                  label={annotationConfig.labeler_field || "labeler"}
+                  helpText="Your identity as the labeler"
+                >
+                  <EuiFieldText
+                    placeholder="Enter labeler ID"
+                    value={
+                      extraFieldValues[annotationConfig.labeler_field] || ""
+                    }
+                    onChange={(e) =>
+                      setExtraFieldValues((prev) => ({
+                        ...prev,
+                        [annotationConfig.labeler_field]: e.target.value,
+                      }))
+                    }
+                  />
+                </EuiFormRow>
+
+                {annotationConfig.entities.length > 1 &&
+                  annotationConfig.entities.slice(1).map((ent) => (
+                    <EuiFormRow key={ent} label={ent}>
+                      <EuiFieldText
+                        placeholder={`Enter ${ent}`}
+                        value={extraFieldValues[ent] || ""}
+                        onChange={(e) =>
+                          setExtraFieldValues((prev) => ({
+                            ...prev,
+                            [ent]: e.target.value,
+                          }))
+                        }
+                      />
+                    </EuiFormRow>
+                  ))}
+
+                {unmappedFeatures.map((f) => (
+                  <EuiFormRow key={f} label={f}>
+                    <EuiFieldText
+                      placeholder={`Enter ${f}`}
+                      value={extraFieldValues[f] || ""}
+                      onChange={(e) =>
+                        setExtraFieldValues((prev) => ({
+                          ...prev,
+                          [f]: e.target.value,
+                        }))
+                      }
+                    />
+                  </EuiFormRow>
+                ))}
+              </EuiForm>
+
+              {error && (
+                <>
+                  <EuiSpacer size="m" />
+                  <EuiCallOut
+                    title="Push Error"
+                    color="danger"
+                    iconType="alert"
+                    size="s"
+                  >
+                    {error}
+                  </EuiCallOut>
+                </>
+              )}
+            </EuiModalBody>
+            <EuiModalFooter>
+              <EuiButton
+                color="text"
+                onClick={() => {
+                  setIsModalOpen(false);
+                  setError(null);
+                }}
+              >
+                Cancel
+              </EuiButton>
+              <EuiButton
+                fill
+                color="success"
+                onClick={saveToLabelView}
+                isLoading={isSaving}
+                iconType="check"
+              >
+                Push Labels
+              </EuiButton>
+            </EuiModalFooter>
+          </EuiModal>
+        </EuiOverlayMask>
+      )}
+    </React.Fragment>
+  );
+};
+
+export default RagLabelingMethod;
diff --git a/ui/src/pages/label-views/TrainingExportTab.tsx b/ui/src/pages/label-views/TrainingExportTab.tsx
new file mode 100644
index 00000000000..7a19741c182
--- /dev/null
+++ b/ui/src/pages/label-views/TrainingExportTab.tsx
@@ -0,0 +1,421 @@
+import React, { useContext, useState } from "react";
+import { useParams } from "react-router-dom";
+import {
+  EuiPanel,
+  EuiTitle,
+  EuiForm,
+  EuiFormRow,
+  EuiFieldText,
+  EuiButton,
+  EuiSpacer,
+  EuiCallOut,
+  EuiText,
+  EuiLoadingSpinner,
+  EuiFlexGroup,
+  EuiFlexItem,
+  EuiBasicTable,
+  EuiBasicTableColumn,
+  EuiBadge,
+  EuiDatePicker,
+  EuiSuperSelect,
+} from "@elastic/eui";
+import RegistryPathContext from "../../contexts/RegistryPathContext";
+import useLoadLabelView from "./useLoadLabelView";
+import useLoadRegistry from "../../queries/useLoadRegistry";
+import moment from "moment";
+
+const TrainingExportTab = () => {
+  const { labelViewName } = useParams();
+  const registryUrl = useContext(RegistryPathContext);
+  const name = labelViewName || "";
+  const { isLoading, data } = useLoadLabelView(name);
+  const { data: registryData } = useLoadRegistry(registryUrl);
+
+  const [featureService, setFeatureService] = useState("");
+  const [entityColumn, setEntityColumn] = useState("");
+  const [entityValues, setEntityValues] = useState("");
+  const [startDate, setStartDate] = useState<moment.Moment | null>(
+    moment().subtract(30, "days"),
+  );
+  const [endDate, setEndDate] = useState<moment.Moment | null>(moment());
+  const [exporting, setExporting] = useState(false);
+  const [exportResult, setExportResult] = useState<any>(null);
+  const [error, setError] = useState<string | null>(null);
+
+  if (isLoading) {
+    return (
+      <p>
+        <EuiLoadingSpinner size="m" /> Loading...
+      </p>
+    );
+  }
+
+  const spec = data?.object?.spec || data?.spec || {};
+  const entities: string[] = spec.entityColumns?.length
+    ? spec.entityColumns.map((ec: { name: string }) => ec.name)
+    : spec.entities || [];
+
+  const allFeatureServices = registryData?.objects?.featureServices || [];
+  const relevantFeatureServices = allFeatureServices.filter((fs: any) => {
+    const projections = [
+      ...(fs.spec?.features || []),
+      ...(fs.spec?.featureViewProjections || []),
+    ];
+    return projections.some(
+      (proj: any) =>
+        proj.featureViewName === name ||
+        proj.name === name ||
+        proj.featureViewProjection?.featureViewName === name,
+    );
+  });
+  const servicesToShow =
+    relevantFeatureServices.length > 0
+      ? relevantFeatureServices
+      : allFeatureServices;
+
+  const featureServiceOptions = servicesToShow.map((fs: any) => ({
+    value: fs.spec?.name || fs.name || "",
+    inputDisplay: fs.spec?.name || fs.name || "Unknown",
+    dropdownDisplay: (
+      <span>
+        <strong>{fs.spec?.name || fs.name}</strong>
+        {fs.spec?.description && (
+          <EuiText size="xs" color="subdued">
+            <p style={{ margin: 0 }}>{fs.spec.description}</p>
+          </EuiText>
+        )}
+      </span>
+    ),
+  }));
+
+  const entityColumnOptions = entities.map((e: string) => ({
+    value: e,
+    inputDisplay: e,
+  }));
+
+  const handleExport = async () => {
+    setExporting(true);
+    setError(null);
+    setExportResult(null);
+
+    try {
+      const baseUrl = registryUrl?.replace(/\/$/, "") || "/api/v1";
+      const entityKey =
+        entityColumn || (entities.length > 0 ? entities[0] : "entity_id");
+      const values = entityValues
+        .split(",")
+        .map((v: string) => v.trim())
+        .filter((v: string) => v.length > 0);
+
+      if (values.length === 0) {
+        setError("Please provide at least one entity value");
+        setExporting(false);
+        return;
+      }
+
+      const serviceName = featureService || `${name}_service`;
+      const entityDf: Record<string, any[]> = {
+        [entityKey]: values,
+      };
+
+      const response = await fetch(`${baseUrl}/training-dataset/export`, {
+        method: "POST",
+        headers: { "Content-Type": "application/json" },
+        body: JSON.stringify({
+          feature_service: serviceName,
+          entity_df: entityDf,
+          start_date: startDate?.toISOString() || null,
+          end_date: endDate?.toISOString() || null,
+        }),
+      });
+
+      const result = await response.json();
+      if (!response.ok) {
+        const detail = result.detail;
+        setError(
+          typeof detail === "string"
+            ? detail
+            : Array.isArray(detail)
+              ? detail.map((d: any) => d.msg || JSON.stringify(d)).join("; ")
+              : "Export failed",
+        );
+      } else {
+        setExportResult(result);
+      }
+    } catch (e: any) {
+      setError(e.message || "Network error");
+    } finally {
+      setExporting(false);
+    }
+  };
+
+  const downloadCSV = () => {
+    if (!exportResult?.data) return;
+    const cols = exportResult.columns;
+    const csvRows = [cols.join(",")];
+    for (const row of exportResult.data) {
+      csvRows.push(
+        cols
+          .map((c: string) => {
+            const val = row[c];
+            if (val === null || val === undefined) return "";
+            const str = String(val);
+            return str.includes(",") ? `"${str}"` : str;
+          })
+          .join(","),
+      );
+    }
+    const blob = new Blob([csvRows.join("\n")], { type: "text/csv" });
+    const url = URL.createObjectURL(blob);
+    const a = document.createElement("a");
+    a.href = url;
+    a.download = `${exportResult.feature_service}_training_data.csv`;
+    a.click();
+    URL.revokeObjectURL(url);
+  };
+
+  const downloadJSON = () => {
+    if (!exportResult?.data) return;
+    const blob = new Blob([JSON.stringify(exportResult.data, null, 2)], {
+      type: "application/json",
+    });
+    const url = URL.createObjectURL(blob);
+    const a = document.createElement("a");
+    a.href = url;
+    a.download = `${exportResult.feature_service}_training_data.json`;
+    a.click();
+    URL.revokeObjectURL(url);
+  };
+
+  const columns: EuiBasicTableColumn<any>[] = exportResult
+    ? exportResult.columns.map((col: string) => ({
+        field: col,
+        name: col,
+        truncateText: true,
+        render: (val: any) =>
+          val === null || val === undefined ? (
+            <EuiBadge color="hollow">null</EuiBadge>
+          ) : (
+            String(val)
+          ),
+      }))
+    : [];
+
+  return (
+    <React.Fragment>
+      <EuiCallOut
+        title="Generate Training Dataset"
+        color="primary"
+        iconType="exportAction"
+      >
+        <EuiText size="s">
+          Create a point-in-time correct training dataset by joining features
+          with labels via <code>get_historical_features</code>. Export as CSV or
+          JSON for model training.
+        </EuiText>
+      </EuiCallOut>
+
+      <EuiSpacer size="l" />
+
+      <EuiPanel>
+        <EuiTitle size="xs">
+          <h3>Export Configuration</h3>
+        </EuiTitle>
+        <EuiSpacer size="m" />
+
+        <EuiForm>
+          <EuiFormRow
+            label="Feature Service"
+            helpText="A Feature Service bundles multiple Feature Views (features + labels) into a single training dataset via point-in-time joins"
+          >
+            <EuiSuperSelect
+              options={featureServiceOptions}
+              valueOfSelected={featureService}
+              onChange={(value) => setFeatureService(value)}
+              placeholder="Select a feature service..."
+              hasDividers
+            />
+          </EuiFormRow>
+
+          <EuiFormRow
+            label="Entity Column"
+            helpText="The entity join key for the training dataset"
+          >
+            {entityColumnOptions.length > 0 ? (
+              <EuiSuperSelect
+                options={entityColumnOptions}
+                valueOfSelected={entityColumn || entities[0] || ""}
+                onChange={(value) => setEntityColumn(value)}
+              />
+            ) : (
+              <EuiFieldText
+                placeholder="entity_id"
+                value={entityColumn}
+                onChange={(e) => setEntityColumn(e.target.value)}
+              />
+            )}
+          </EuiFormRow>
+
+          <EuiFormRow
+            label="Entity Values"
+            helpText="Comma-separated entity IDs to include in training set"
+          >
+            <EuiFieldText
+              placeholder="user_1, user_2, user_3"
+              value={entityValues}
+              onChange={(e) => setEntityValues(e.target.value)}
+            />
+          </EuiFormRow>
+
+          <EuiFlexGroup>
+            <EuiFlexItem>
+              <EuiFormRow label="Start Date">
+                <EuiDatePicker
+                  selected={startDate}
+                  onChange={setStartDate}
+                  dateFormat="YYYY-MM-DD"
+                />
+              </EuiFormRow>
+            </EuiFlexItem>
+            <EuiFlexItem>
+              <EuiFormRow label="End Date">
+                <EuiDatePicker
+                  selected={endDate}
+                  onChange={setEndDate}
+                  dateFormat="YYYY-MM-DD"
+                />
+              </EuiFormRow>
+            </EuiFlexItem>
+          </EuiFlexGroup>
+
+          <EuiSpacer size="m" />
+
+          <EuiButton
+            fill
+            onClick={handleExport}
+            isLoading={exporting}
+            iconType="exportAction"
+          >
+            Generate Training Dataset
+          </EuiButton>
+        </EuiForm>
+      </EuiPanel>
+
+      {error && (
+        <React.Fragment>
+          <EuiSpacer size="m" />
+          <EuiCallOut title="Export Error" color="danger" iconType="alert">
+            {error}
+          </EuiCallOut>
+        </React.Fragment>
+      )}
+
+      {exportResult && (
+        <React.Fragment>
+          <EuiSpacer size="l" />
+          <EuiPanel>
+            <EuiFlexGroup alignItems="center">
+              <EuiFlexItem>
+                <EuiTitle size="xs">
+                  <h3>
+                    Training Dataset{" "}
+                    <EuiBadge color="success">
+                      {exportResult.row_count} rows
+                    </EuiBadge>
+                  </h3>
+                </EuiTitle>
+              </EuiFlexItem>
+              <EuiFlexItem grow={false}>
+                <EuiFlexGroup gutterSize="s">
+                  <EuiFlexItem>
+                    <EuiButton
+                      size="s"
+                      onClick={downloadCSV}
+                      iconType="exportAction"
+                    >
+                      Download CSV
+                    </EuiButton>
+                  </EuiFlexItem>
+                  <EuiFlexItem>
+                    <EuiButton
+                      size="s"
+                      onClick={downloadJSON}
+                      iconType="document"
+                    >
+                      Download JSON
+                    </EuiButton>
+                  </EuiFlexItem>
+                </EuiFlexGroup>
+              </EuiFlexItem>
+            </EuiFlexGroup>
+            <EuiSpacer size="m" />
+            <EuiText size="xs" color="subdued">
+              Feature service: <strong>{exportResult.feature_service}</strong> |
+              Columns: {exportResult.columns.length} | Point-in-time correct
+            </EuiText>
+            <EuiSpacer size="m" />
+            <EuiBasicTable
+              items={exportResult.data.slice(0, 50)}
+              columns={columns}
+              tableLayout="auto"
+            />
+            {exportResult.data.length > 50 && (
+              <EuiText size="xs" color="subdued">
+                Showing first 50 of {exportResult.data.length} rows. Download
+                for full dataset.
+              </EuiText>
+            )}
+          </EuiPanel>
+        </React.Fragment>
+      )}
+
+      <EuiSpacer size="l" />
+
+      <EuiPanel color="subdued">
+        <EuiTitle size="xxs">
+          <h4>SDK Equivalent</h4>
+        </EuiTitle>
+        <EuiSpacer size="s" />
+        <EuiText size="xs" color="subdued">
+          This UI action is equivalent to the following Python SDK call:
+        </EuiText>
+        <EuiSpacer size="s" />
+        <pre
+          style={{
+            fontSize: "12px",
+            padding: "8px",
+            background: "#1a1a2e",
+            color: "#e0e0e0",
+            borderRadius: "4px",
+            overflow: "auto",
+          }}
+        >
+          {`from feast import FeatureStore
+import pandas as pd
+
+store = FeatureStore(".")
+entity_df = pd.DataFrame({
+    "${entityColumn || entities[0] || "entity_id"}": [${
+      entityValues
+        ? entityValues
+            .split(",")
+            .map((v) => `"${v.trim()}"`)
+            .join(", ")
+        : '"user_1", "user_2"'
+    }],
+    "event_timestamp": pd.Timestamp("${endDate?.toISOString() || "now"}"),
+})
+
+training_df = store.get_historical_features(
+    entity_df=entity_df,
+    features=store.get_feature_service("${featureService || "your_service"}"),
+).to_df()
+
+training_df.to_parquet("training_data.parquet")`}
+        </pre>
+      </EuiPanel>
+    </React.Fragment>
+  );
+};
+
+export default TrainingExportTab;
diff --git a/ui/src/pages/label-views/useAnnotationConfig.ts b/ui/src/pages/label-views/useAnnotationConfig.ts
new file mode 100644
index 00000000000..558fd3067e8
--- /dev/null
+++ b/ui/src/pages/label-views/useAnnotationConfig.ts
@@ -0,0 +1,41 @@
+import { useContext } from "react";
+import { useQuery } from "react-query";
+import RegistryPathContext from "../../contexts/RegistryPathContext";
+
+export interface AnnotationConfig {
+  label_view: string;
+  profile: string;
+  field_roles: Record<string, string>;
+  label_values: Record<string, string[]>;
+  label_widgets: Record<string, string>;
+  entities: string[];
+  features: string[];
+  labeler_field: string;
+  push_source_name: string | null;
+}
+
+const useAnnotationConfig = (labelViewName: string) => {
+  const registryUrl = useContext(RegistryPathContext);
+  const baseUrl = registryUrl?.replace(/\/$/, "") || "/api/v1";
+
+  return useQuery<AnnotationConfig>(
+    ["annotation-config", labelViewName, registryUrl],
+    async () => {
+      const response = await fetch(
+        `${baseUrl}/annotation-config/${encodeURIComponent(labelViewName)}`,
+      );
+      if (!response.ok) {
+        throw new Error(
+          `Failed to load annotation config (${response.status})`,
+        );
+      }
+      return response.json();
+    },
+    {
+      enabled: !!labelViewName && !!registryUrl,
+      staleTime: 60_000,
+    },
+  );
+};
+
+export default useAnnotationConfig;
diff --git a/ui/src/pages/label-views/useLoadLabelView.ts b/ui/src/pages/label-views/useLoadLabelView.ts
new file mode 100644
index 00000000000..8ddb44cd22c
--- /dev/null
+++ b/ui/src/pages/label-views/useLoadLabelView.ts
@@ -0,0 +1,18 @@
+import { useParams } from "react-router-dom";
+import useResourceQuery, {
+  labelViewDetailPath,
+} from "../../queries/useResourceQuery";
+
+const useLoadLabelView = (labelViewName: string) => {
+  const { projectName } = useParams();
+
+  return useResourceQuery<any>({
+    resourceType: `label-view:${labelViewName}`,
+    project: projectName,
+    restPath: labelViewDetailPath(labelViewName, projectName || ""),
+    restSelect: (d) => d,
+    enabled: !!labelViewName,
+  });
+};
+
+export default useLoadLabelView;
diff --git a/ui/src/pages/lineage/Index.tsx b/ui/src/pages/lineage/Index.tsx
index a3a9ca19296..fc9f53f2d8d 100644
--- a/ui/src/pages/lineage/Index.tsx
+++ b/ui/src/pages/lineage/Index.tsx
@@ -1,18 +1,38 @@
-import React, { useContext } from "react";
+import React, { useContext, useState } from "react";
 import {
   EuiPageTemplate,
   EuiTitle,
   EuiSpacer,
   EuiSkeletonText,
   EuiEmptyPrompt,
+  EuiButtonGroup,
+  EuiFlexGroup,
+  EuiFlexItem,
+  EuiSelect,
+  EuiFormRow,
 } from "@elastic/eui";
 
 import { useDocumentTitle } from "../../hooks/useDocumentTitle";
 import useLoadRegistry from "../../queries/useLoadRegistry";
 import RegistryPathContext from "../../contexts/RegistryPathContext";
 import RegistryVisualizationTab from "../../components/RegistryVisualizationTab";
+import { LineageGraph } from "../../components/OpenLineageGraph";
+import LineageEventsList from "../../components/LineageEventsList";
+import LineageJobsList from "../../components/LineageJobsList";
+import {
+  useLoadOpenLineageGraph,
+  useLoadNamespaces,
+} from "../../queries/useLoadOpenLineageGraph";
 import { useParams } from "react-router-dom";
 
+type ActiveTab = "lineage" | "jobs" | "events";
+
+const tabButtons = [
+  { id: "lineage", label: "Lineage" },
+  { id: "jobs", label: "Jobs" },
+  { id: "events", label: "Events" },
+];
+
 const LineagePage = () => {
   useDocumentTitle("Feast Lineage");
   const registryUrl = useContext(RegistryPathContext);
@@ -22,7 +42,28 @@ const LineagePage = () => {
     projectName,
   );
 
-  // Show message for "All Projects" view
+  const [activeTab, setActiveTab] = useState<ActiveTab>("lineage");
+  const [registryOnly, setRegistryOnly] = useState<boolean | null>(null);
+  const [selectedNamespace, setSelectedNamespace] = useState("");
+
+  const { data: nsData } = useLoadNamespaces();
+  const namespaces = nsData?.namespaces || [];
+
+  const olGraphQuery = useLoadOpenLineageGraph({
+    namespace: selectedNamespace || undefined,
+  });
+
+  const olConsumerAvailable =
+    !olGraphQuery.isError && olGraphQuery.data !== undefined;
+
+  const olHasData =
+    olConsumerAvailable &&
+    olGraphQuery.data != null &&
+    (olGraphQuery.data.nodes?.length ?? 0) > 0;
+
+  const effectiveRegistryOnly =
+    registryOnly !== null ? registryOnly : !olHasData;
+
   if (projectName === "all") {
     return (
       <EuiPageTemplate panelled>
@@ -81,7 +122,95 @@ const LineagePage = () => {
           />
         )}
 
-        {isSuccess && <RegistryVisualizationTab />}
+        {isSuccess && (
+          <>
+            {olConsumerAvailable ? (
+              <>
+                <EuiFlexGroup
+                  alignItems="flexEnd"
+                  gutterSize="l"
+                  responsive={false}
+                >
+                  <EuiFlexItem grow={false}>
+                    <EuiButtonGroup
+                      legend="Select lineage tab"
+                      options={tabButtons}
+                      idSelected={activeTab}
+                      onChange={(id) => setActiveTab(id as ActiveTab)}
+                      buttonSize="m"
+                      isFullWidth={false}
+                    />
+                  </EuiFlexItem>
+                  {namespaces.length > 1 && (
+                    <EuiFlexItem grow={false} style={{ width: 240 }}>
+                      <EuiFormRow label="Namespace">
+                        <EuiSelect
+                          options={[
+                            { value: "", text: "All namespaces" },
+                            ...namespaces.map((ns) => ({
+                              value: ns,
+                              text: ns,
+                            })),
+                          ]}
+                          value={selectedNamespace}
+                          onChange={(e) => setSelectedNamespace(e.target.value)}
+                          aria-label="Filter by namespace"
+                        />
+                      </EuiFormRow>
+                    </EuiFlexItem>
+                  )}
+                </EuiFlexGroup>
+                <EuiSpacer size="l" />
+
+                {activeTab === "lineage" && (
+                  <>
+                    {effectiveRegistryOnly ? (
+                      <RegistryVisualizationTab
+                        feastOnlyCheckbox={
+                          <label>
+                            <input
+                              type="checkbox"
+                              checked={effectiveRegistryOnly}
+                              onChange={(e) =>
+                                setRegistryOnly(e.target.checked)
+                              }
+                            />
+                            {" Feast Only Lineage"}
+                          </label>
+                        }
+                      />
+                    ) : (
+                      <LineageGraph
+                        viewMode="lineage"
+                        olData={olGraphQuery.data}
+                        olLoading={olGraphQuery.isLoading}
+                        olError={olGraphQuery.isError}
+                        feastOnlyCheckbox={
+                          <label>
+                            <input
+                              type="checkbox"
+                              checked={effectiveRegistryOnly}
+                              onChange={(e) =>
+                                setRegistryOnly(e.target.checked)
+                              }
+                            />
+                            {" Feast Only Lineage"}
+                          </label>
+                        }
+                      />
+                    )}
+                  </>
+                )}
+
+                {activeTab === "jobs" && <LineageJobsList />}
+
+                {activeTab === "events" && <LineageEventsList />}
+              </>
+            ) : (
+              <RegistryVisualizationTab />
+            )}
+          </>
+        )}
       </EuiPageTemplate.Section>
     </EuiPageTemplate>
   );
diff --git a/ui/src/pages/monitoring/FeatureMetricsDetail.tsx b/ui/src/pages/monitoring/FeatureMetricsDetail.tsx
new file mode 100644
index 00000000000..51f690ffa55
--- /dev/null
+++ b/ui/src/pages/monitoring/FeatureMetricsDetail.tsx
@@ -0,0 +1,259 @@
+import React, { useState, useMemo } from "react";
+import { useParams, useNavigate } from "react-router-dom";
+import {
+  EuiPageTemplate,
+  EuiFlexGroup,
+  EuiFlexItem,
+  EuiSpacer,
+  EuiSkeletonText,
+  EuiEmptyPrompt,
+  EuiButton,
+  EuiBreadcrumbs,
+  EuiSuperSelect,
+  EuiFormRow,
+} from "@elastic/eui";
+import { FeatureIcon } from "../../graphics/FeatureIcon";
+import {
+  useFeatureMetrics,
+  useBaselineMetrics,
+} from "../../queries/useMonitoringApi";
+import type {
+  NumericHistogram,
+  CategoricalHistogram,
+} from "../../queries/useMonitoringApi";
+import {
+  NumericHistogramChart,
+  CategoricalHistogramChart,
+} from "./components/HistogramChart";
+import StatsPanel from "./components/StatsPanel";
+import TimeSeriesAnalysis from "./components/TimeSeriesAnalysis";
+import { useDocumentTitle } from "../../hooks/useDocumentTitle";
+
+const BASELINE_KEY = "__baseline__";
+
+const GRANULARITY_LABELS: Record<string, string> = {
+  daily: "Daily",
+  weekly: "Weekly",
+  biweekly: "Biweekly",
+  monthly: "Monthly",
+  quarterly: "Quarterly",
+  [BASELINE_KEY]: "Baseline",
+};
+
+const FeatureMetricsDetail = () => {
+  const { projectName, featureViewName, featureName } = useParams();
+  const navigate = useNavigate();
+  const [selectedGranularity, setSelectedGranularity] = useState("");
+
+  useDocumentTitle(`${featureName} Monitoring | ${featureViewName} | Feast`);
+
+  const {
+    data: metrics,
+    isLoading,
+    isError,
+  } = useFeatureMetrics({
+    project: projectName || "",
+    feature_view_name: featureViewName,
+    feature_name: featureName,
+  });
+
+  const { data: baselineMetrics } = useBaselineMetrics(
+    projectName || "",
+    featureViewName,
+    featureName,
+  );
+
+  const baselineMetric =
+    baselineMetrics && baselineMetrics.length > 0 ? baselineMetrics[0] : null;
+
+  const availableGranularities = useMemo(() => {
+    const granularities = new Set<string>();
+    if (metrics) {
+      for (const m of metrics) {
+        if (m.row_count > 0) granularities.add(m.granularity);
+      }
+    }
+    return Array.from(granularities).sort();
+  }, [metrics]);
+
+  const granularityOptions = useMemo(() => {
+    const options = availableGranularities.map((g) => ({
+      value: g,
+      inputDisplay: GRANULARITY_LABELS[g] || g,
+      dropdownDisplay: GRANULARITY_LABELS[g] || g,
+    }));
+    if (baselineMetric) {
+      options.push({
+        value: BASELINE_KEY,
+        inputDisplay: "Baseline",
+        dropdownDisplay: "Baseline (all data)",
+      });
+    }
+    return options;
+  }, [availableGranularities, baselineMetric]);
+
+  const effectiveGranularity =
+    selectedGranularity || availableGranularities[0] || "";
+
+  const activeMetric = useMemo(() => {
+    if (effectiveGranularity === BASELINE_KEY && baselineMetric) {
+      return baselineMetric;
+    }
+    if (!metrics || metrics.length === 0) return null;
+    const matching = metrics.filter(
+      (m) => m.granularity === effectiveGranularity && m.row_count > 0,
+    );
+    if (matching.length === 0) {
+      const withData = metrics.filter((m) => m.row_count > 0);
+      const candidates = withData.length > 0 ? withData : metrics;
+      return candidates.reduce((a, b) =>
+        a.metric_date > b.metric_date ? a : b,
+      );
+    }
+    return matching.reduce((a, b) => (a.metric_date > b.metric_date ? a : b));
+  }, [metrics, effectiveGranularity, baselineMetric]);
+
+  const breadcrumbs = [
+    {
+      text: "Monitoring",
+      onClick: () => navigate(`/p/${projectName}/monitoring`),
+    },
+    {
+      text: featureViewName || "",
+    },
+    {
+      text: featureName || "",
+    },
+  ];
+
+  if (isLoading) {
+    return (
+      <EuiPageTemplate panelled>
+        <EuiPageTemplate.Section>
+          <EuiSkeletonText lines={8} />
+        </EuiPageTemplate.Section>
+      </EuiPageTemplate>
+    );
+  }
+
+  if (isError || !activeMetric) {
+    return (
+      <EuiPageTemplate panelled>
+        <EuiPageTemplate.Section>
+          <EuiBreadcrumbs breadcrumbs={breadcrumbs} />
+          <EuiSpacer />
+          <EuiEmptyPrompt
+            iconType="alert"
+            title={<h2>No Metrics Available</h2>}
+            body={
+              <p>
+                No monitoring metrics found for feature{" "}
+                <strong>{featureName}</strong> in feature view{" "}
+                <strong>{featureViewName}</strong>. Run a monitoring compute job
+                first.
+              </p>
+            }
+            actions={
+              <EuiButton
+                onClick={() => navigate(`/p/${projectName}/monitoring`)}
+              >
+                Back to Monitoring
+              </EuiButton>
+            }
+          />
+        </EuiPageTemplate.Section>
+      </EuiPageTemplate>
+    );
+  }
+
+  const isNumeric = activeMetric.feature_type === "numeric";
+
+  return (
+    <EuiPageTemplate panelled>
+      <EuiPageTemplate.Header
+        restrictWidth
+        iconType={FeatureIcon}
+        pageTitle={`${featureName}`}
+        description={`Monitoring metrics for ${featureViewName} / ${featureName}`}
+        rightSideItems={[
+          <EuiButton
+            key="back"
+            size="s"
+            onClick={() => navigate(`/p/${projectName}/monitoring`)}
+          >
+            Back to Monitoring
+          </EuiButton>,
+        ]}
+      />
+      <EuiPageTemplate.Section>
+        <EuiBreadcrumbs breadcrumbs={breadcrumbs} />
+        <EuiSpacer />
+
+        {granularityOptions.length > 0 && (
+          <>
+            <EuiFlexGroup alignItems="flexEnd">
+              <EuiFlexItem grow={false} style={{ minWidth: 200 }}>
+                <EuiFormRow label="View" display="columnCompressed">
+                  <EuiSuperSelect
+                    options={granularityOptions}
+                    valueOfSelected={effectiveGranularity}
+                    onChange={(val) => setSelectedGranularity(val)}
+                    compressed
+                  />
+                </EuiFormRow>
+              </EuiFlexItem>
+            </EuiFlexGroup>
+            <EuiSpacer size="m" />
+          </>
+        )}
+
+        <EuiFlexGroup gutterSize="l">
+          <EuiFlexItem grow={2}>
+            {isNumeric && activeMetric.histogram && (
+              <NumericHistogramChart
+                histogram={activeMetric.histogram as NumericHistogram}
+                title={
+                  effectiveGranularity === BASELINE_KEY
+                    ? "Baseline Distribution"
+                    : "Distribution"
+                }
+              />
+            )}
+            {!isNumeric && activeMetric.histogram && (
+              <CategoricalHistogramChart
+                histogram={activeMetric.histogram as CategoricalHistogram}
+                title={
+                  effectiveGranularity === BASELINE_KEY
+                    ? "Baseline Category Distribution"
+                    : "Category Distribution"
+                }
+              />
+            )}
+            {!activeMetric.histogram && (
+              <EuiEmptyPrompt
+                title={<h3>No Histogram Data</h3>}
+                body={<p>Histogram data is not available for this metric.</p>}
+              />
+            )}
+          </EuiFlexItem>
+
+          <EuiFlexItem grow={1}>
+            <StatsPanel metric={activeMetric} />
+          </EuiFlexItem>
+        </EuiFlexGroup>
+
+        {metrics && metrics.length > 1 && (
+          <>
+            <EuiSpacer size="xl" />
+            <TimeSeriesAnalysis
+              metrics={metrics}
+              featureType={activeMetric.feature_type}
+            />
+          </>
+        )}
+      </EuiPageTemplate.Section>
+    </EuiPageTemplate>
+  );
+};
+
+export default FeatureMetricsDetail;
diff --git a/ui/src/pages/monitoring/FeatureMetricsTable.tsx b/ui/src/pages/monitoring/FeatureMetricsTable.tsx
new file mode 100644
index 00000000000..5b998c98aee
--- /dev/null
+++ b/ui/src/pages/monitoring/FeatureMetricsTable.tsx
@@ -0,0 +1,426 @@
+import React, { useState, useMemo, useEffect } from "react";
+import {
+  EuiBasicTable,
+  EuiBasicTableColumn,
+  EuiBadge,
+  EuiButtonIcon,
+  EuiDescriptionList,
+  EuiFlexGroup,
+  EuiFlexItem,
+  EuiHealth,
+  EuiLink,
+  EuiPopover,
+  EuiProgress,
+  EuiTitle,
+  EuiToolTip,
+  Criteria,
+} from "@elastic/eui";
+import type {
+  FeatureMetric,
+  NumericHistogram,
+  CategoricalHistogram,
+} from "../../queries/useMonitoringApi";
+
+const healthColor = (nullRate: number): string => {
+  if (nullRate >= 0.5) return "danger";
+  if (nullRate >= 0.1) return "warning";
+  return "success";
+};
+
+const healthLabel = (nullRate: number): string => {
+  if (nullRate >= 0.5) return "High null rate";
+  if (nullRate >= 0.1) return "Moderate null rate";
+  return "Healthy";
+};
+
+const formatNum = (val: number | null, decimals = 2): string => {
+  if (val === null || val === undefined) return "—";
+  if (Number.isInteger(val)) return val.toLocaleString();
+  return val.toFixed(decimals);
+};
+
+const formatFreshness = (computedAt: string | null): string => {
+  if (!computedAt) return "—";
+  const diff = Date.now() - new Date(computedAt).getTime();
+  const mins = Math.floor(diff / 60_000);
+  if (mins < 1) return "just now";
+  if (mins < 60) return `${mins}m ago`;
+  const hrs = Math.floor(mins / 60);
+  if (hrs < 24) return `${hrs}h ago`;
+  const days = Math.floor(hrs / 24);
+  if (days < 30) return `${days}d ago`;
+  return `${Math.floor(days / 30)}mo ago`;
+};
+
+const freshnessColor = (computedAt: string | null): string => {
+  if (!computedAt) return "subdued";
+  const hrs = (Date.now() - new Date(computedAt).getTime()) / 3_600_000;
+  if (hrs < 24) return "success";
+  if (hrs < 72) return "warning";
+  return "danger";
+};
+
+const MiniHistogram = ({ metric }: { metric: FeatureMetric }) => {
+  if (!metric.histogram) return <span style={{ color: "#98A2B3" }}>—</span>;
+
+  const width = 120;
+  const height = 28;
+
+  if (metric.feature_type === "numeric") {
+    const hist = metric.histogram as NumericHistogram;
+    const maxCount = Math.max(...hist.counts, 1);
+    const barW = Math.max(Math.floor(width / hist.counts.length) - 1, 2);
+
+    return (
+      <EuiToolTip content="Click feature name for full distribution">
+        <svg width={width} height={height} style={{ display: "block" }}>
+          {hist.counts.map((count, i) => {
+            const h = (count / maxCount) * (height - 2);
+            return (
+              <rect
+                key={i}
+                x={i * (barW + 1)}
+                y={height - h}
+                width={barW}
+                height={Math.max(h, 1)}
+                fill="#006BB4"
+                opacity={0.8}
+                rx={1}
+              />
+            );
+          })}
+        </svg>
+      </EuiToolTip>
+    );
+  }
+
+  const hist = metric.histogram as CategoricalHistogram;
+  const maxCount = Math.max(...hist.values.map((v) => v.count), 1);
+  const barW = Math.max(
+    Math.floor(width / Math.min(hist.values.length, 10)) - 1,
+    6,
+  );
+
+  return (
+    <EuiToolTip content="Click feature name for full distribution">
+      <svg width={width} height={height} style={{ display: "block" }}>
+        {hist.values.slice(0, 10).map((v, i) => {
+          const h = (v.count / maxCount) * (height - 2);
+          return (
+            <rect
+              key={i}
+              x={i * (barW + 1)}
+              y={height - h}
+              width={barW}
+              height={Math.max(h, 1)}
+              fill="#E7664C"
+              opacity={0.8}
+              rx={1}
+            />
+          );
+        })}
+      </svg>
+    </EuiToolTip>
+  );
+};
+
+interface FeatureMetricsTableProps {
+  metrics: FeatureMetric[];
+  isLoading: boolean;
+  onFeatureClick: (fvName: string, featureName: string) => void;
+}
+
+const PAGE_SIZE_OPTIONS = [10, 20, 50];
+
+const FeatureMetricsTable = ({
+  metrics,
+  isLoading,
+  onFeatureClick,
+}: FeatureMetricsTableProps) => {
+  const [sortField, setSortField] =
+    useState<keyof FeatureMetric>("feature_view_name");
+  const [sortDirection, setSortDirection] = useState<"asc" | "desc">("asc");
+  const [pageIndex, setPageIndex] = useState(0);
+  const [pageSize, setPageSize] = useState(20);
+
+  useEffect(() => {
+    setPageIndex(0);
+  }, [metrics]);
+
+  const latestMetrics = useMemo(() => {
+    const byKey = new Map<string, FeatureMetric>();
+    for (const m of metrics) {
+      const key = `${m.feature_view_name}::${m.feature_name}`;
+      const existing = byKey.get(key);
+      if (!existing) {
+        byKey.set(key, m);
+      } else {
+        const preferNew =
+          m.row_count > 0 && existing.row_count === 0
+            ? true
+            : existing.row_count > 0 && m.row_count === 0
+              ? false
+              : m.metric_date > existing.metric_date;
+        if (preferNew) byKey.set(key, m);
+      }
+    }
+    return Array.from(byKey.values());
+  }, [metrics]);
+
+  const sortedItems = useMemo(() => {
+    return [...latestMetrics].sort((a, b) => {
+      const aVal = a[sortField];
+      const bVal = b[sortField];
+      if (aVal == null && bVal == null) return 0;
+      if (aVal == null) return 1;
+      if (bVal == null) return -1;
+      if (aVal < bVal) return sortDirection === "asc" ? -1 : 1;
+      if (aVal > bVal) return sortDirection === "asc" ? 1 : -1;
+      return 0;
+    });
+  }, [latestMetrics, sortField, sortDirection]);
+
+  const pageOfItems = useMemo(() => {
+    const start = pageIndex * pageSize;
+    return sortedItems.slice(start, start + pageSize);
+  }, [sortedItems, pageIndex, pageSize]);
+
+  const pagination = useMemo(
+    () => ({
+      pageIndex,
+      pageSize,
+      totalItemCount: sortedItems.length,
+      pageSizeOptions: PAGE_SIZE_OPTIONS,
+    }),
+    [pageIndex, pageSize, sortedItems.length],
+  );
+
+  const onTableChange = ({ sort, page }: Criteria<FeatureMetric>) => {
+    if (sort) {
+      setSortField(sort.field as keyof FeatureMetric);
+      setSortDirection(sort.direction);
+    }
+    if (page) {
+      setPageIndex(page.index);
+      setPageSize(page.size);
+    }
+  };
+
+  const [isLegendOpen, setIsLegendOpen] = useState(false);
+
+  const columnLegend = [
+    {
+      title: "Feature",
+      description:
+        "Name of the individual feature. Click to view full distribution and detailed statistics.",
+    },
+    {
+      title: "Feature View",
+      description:
+        "The feature view this feature belongs to — a logical grouping of related features sharing the same data source.",
+    },
+    {
+      title: "Type",
+      description:
+        "Data type: numeric (continuous/discrete numbers) or categorical (strings/labels).",
+    },
+    {
+      title: "Distribution",
+      description:
+        "Compact histogram showing the value distribution. Blue bars = numeric, orange bars = categorical.",
+    },
+    {
+      title: "Rows",
+      description:
+        "Total number of rows (data points) observed for this feature in the computed time window.",
+    },
+    {
+      title: "Null Rate",
+      description:
+        "Percentage of rows with missing (null) values. Shown as a progress bar colored by severity.",
+    },
+    {
+      title: "Health",
+      description:
+        "Data quality indicator based on null rate: Healthy (< 10%), Moderate (10–49%), High (>= 50%).",
+    },
+    {
+      title: "Mean",
+      description:
+        "Arithmetic mean of the feature values. Only shown for numeric features.",
+    },
+    {
+      title: "Std Dev",
+      description:
+        "Standard deviation — measures how spread out the values are from the mean. Only for numeric features.",
+    },
+    {
+      title: "Freshness",
+      description:
+        "Recency of the underlying data. Green (< 24h old), Yellow (24–72h), Red (> 72h). Hover for the data date.",
+    },
+    {
+      title: "Source",
+      description:
+        "Data source type used for metric computation (e.g. batch, stream).",
+    },
+  ];
+
+  const columns: EuiBasicTableColumn<FeatureMetric>[] = [
+    {
+      field: "feature_name",
+      name: "Feature",
+      sortable: true,
+      render: (name: string, item: FeatureMetric) => (
+        <EuiLink onClick={() => onFeatureClick(item.feature_view_name, name)}>
+          {name}
+        </EuiLink>
+      ),
+    },
+    {
+      field: "feature_view_name",
+      name: "Feature View",
+      sortable: true,
+    },
+    {
+      field: "feature_type",
+      name: "Type",
+      sortable: true,
+      width: "100px",
+      render: (type: string) => (
+        <EuiBadge color={type === "numeric" ? "primary" : "accent"}>
+          {type}
+        </EuiBadge>
+      ),
+    },
+    {
+      name: "Distribution",
+      width: "140px",
+      render: (item: FeatureMetric) => <MiniHistogram metric={item} />,
+    },
+    {
+      field: "row_count",
+      name: "Rows",
+      sortable: true,
+      width: "90px",
+      render: (val: number) => formatNum(val, 0),
+    },
+    {
+      field: "null_rate",
+      name: "Null Rate",
+      sortable: true,
+      width: "150px",
+      render: (val: number) => (
+        <div style={{ display: "flex", alignItems: "center", gap: 8 }}>
+          <EuiProgress
+            value={val * 100}
+            max={100}
+            color={healthColor(val) as any}
+            size="m"
+            style={{ width: 60 }}
+          />
+          <span>{(val * 100).toFixed(1)}%</span>
+        </div>
+      ),
+    },
+    {
+      field: "null_rate",
+      name: "Health",
+      width: "130px",
+      render: (val: number) => (
+        <EuiHealth color={healthColor(val)}>{healthLabel(val)}</EuiHealth>
+      ),
+    },
+    {
+      field: "mean",
+      name: "Mean",
+      sortable: true,
+      width: "100px",
+      render: (val: number | null) => formatNum(val),
+    },
+    {
+      field: "stddev",
+      name: "Std Dev",
+      sortable: true,
+      width: "100px",
+      render: (val: number | null) => formatNum(val),
+    },
+    {
+      field: "metric_date",
+      name: "Freshness",
+      sortable: true,
+      width: "110px",
+      render: (val: string) => (
+        <EuiToolTip content={val ? `Data from: ${val}` : "Unknown"}>
+          <EuiHealth color={freshnessColor(val)}>
+            {formatFreshness(val)}
+          </EuiHealth>
+        </EuiToolTip>
+      ),
+    },
+    {
+      field: "data_source_type",
+      name: "Source",
+      width: "80px",
+      render: (val: string) => <EuiBadge color="hollow">{val}</EuiBadge>,
+    },
+  ];
+
+  return (
+    <>
+      <EuiFlexGroup justifyContent="flexEnd" gutterSize="none">
+        <EuiFlexItem grow={false}>
+          <EuiPopover
+            button={
+              <EuiButtonIcon
+                iconType="questionInCircle"
+                aria-label="Column legend"
+                color="text"
+                onClick={() => setIsLegendOpen(!isLegendOpen)}
+              />
+            }
+            isOpen={isLegendOpen}
+            closePopover={() => setIsLegendOpen(false)}
+            anchorPosition="downRight"
+            panelPaddingSize="m"
+            panelStyle={{ maxWidth: 420 }}
+          >
+            <EuiTitle size="xxs">
+              <h4>Column Legend</h4>
+            </EuiTitle>
+            <EuiDescriptionList
+              type="column"
+              compressed
+              listItems={columnLegend}
+              style={{ marginTop: 8 }}
+              titleProps={{ style: { fontWeight: 600, width: 100 } }}
+            />
+          </EuiPopover>
+        </EuiFlexItem>
+      </EuiFlexGroup>
+      <EuiBasicTable
+        items={pageOfItems}
+        columns={columns}
+        loading={isLoading}
+        pagination={pagination}
+        sorting={{
+          sort: {
+            field: sortField,
+            direction: sortDirection,
+          },
+        }}
+        onChange={onTableChange}
+        rowProps={(item: FeatureMetric) => ({
+          "data-test-subj": `row-${item.feature_name}`,
+        })}
+        noItemsMessage={
+          isLoading
+            ? "Loading metrics..."
+            : "No metrics found. Run a monitoring compute job to generate metrics."
+        }
+      />
+    </>
+  );
+};
+
+export default FeatureMetricsTable;
diff --git a/ui/src/pages/monitoring/FeatureServiceMetricsPanel.tsx b/ui/src/pages/monitoring/FeatureServiceMetricsPanel.tsx
new file mode 100644
index 00000000000..536c5d56c6c
--- /dev/null
+++ b/ui/src/pages/monitoring/FeatureServiceMetricsPanel.tsx
@@ -0,0 +1,225 @@
+import React, { useState, useMemo } from "react";
+import {
+  EuiPanel,
+  EuiTitle,
+  EuiSpacer,
+  EuiFlexGroup,
+  EuiFlexItem,
+  EuiStat,
+  EuiBasicTable,
+  EuiBasicTableColumn,
+  EuiProgress,
+  EuiBadge,
+  EuiSkeletonText,
+  Criteria,
+} from "@elastic/eui";
+import type { FeatureServiceMetric } from "../../queries/useMonitoringApi";
+
+const healthColor = (nullRate: number): string => {
+  if (nullRate >= 0.5) return "danger";
+  if (nullRate >= 0.1) return "warning";
+  return "success";
+};
+
+interface FeatureServiceMetricsPanelProps {
+  metrics: FeatureServiceMetric[];
+  isLoading: boolean;
+}
+
+const FeatureServiceMetricsPanel = ({
+  metrics,
+  isLoading,
+}: FeatureServiceMetricsPanelProps) => {
+  if (isLoading) {
+    return (
+      <EuiPanel hasBorder>
+        <EuiTitle size="xs">
+          <h3>Feature Service Metrics</h3>
+        </EuiTitle>
+        <EuiSpacer size="m" />
+        <EuiSkeletonText lines={4} />
+      </EuiPanel>
+    );
+  }
+
+  const latestByFS = new Map<string, FeatureServiceMetric>();
+  for (const m of metrics) {
+    const existing = latestByFS.get(m.feature_service_name);
+    if (!existing || m.metric_date > existing.metric_date) {
+      latestByFS.set(m.feature_service_name, m);
+    }
+  }
+  const latestMetrics = Array.from(latestByFS.values());
+
+  const totalViews = latestMetrics.reduce(
+    (sum, m) => sum + (m.total_feature_views || 0),
+    0,
+  );
+  const totalFeatures = latestMetrics.reduce(
+    (sum, m) => sum + (m.total_features || 0),
+    0,
+  );
+  const avgNullRate =
+    latestMetrics.length > 0
+      ? latestMetrics.reduce((sum, m) => sum + (m.avg_null_rate || 0), 0) /
+        latestMetrics.length
+      : 0;
+
+  const columns: EuiBasicTableColumn<FeatureServiceMetric>[] = [
+    {
+      field: "feature_service_name",
+      name: "Feature Service",
+      sortable: true,
+    },
+    {
+      field: "total_feature_views",
+      name: "Feature Views",
+      sortable: true,
+      width: "110px",
+    },
+    {
+      field: "total_features",
+      name: "Features",
+      sortable: true,
+      width: "80px",
+    },
+    {
+      field: "avg_null_rate",
+      name: "Avg Null Rate",
+      sortable: true,
+      render: (val: number) => (
+        <div style={{ display: "flex", alignItems: "center", gap: 8 }}>
+          <EuiProgress
+            value={(val || 0) * 100}
+            max={100}
+            color={healthColor(val || 0) as any}
+            size="s"
+            style={{ width: 50 }}
+          />
+          <span>{((val || 0) * 100).toFixed(1)}%</span>
+        </div>
+      ),
+    },
+    {
+      field: "max_null_rate",
+      name: "Max Null Rate",
+      sortable: true,
+      width: "110px",
+      render: (val: number) => `${((val || 0) * 100).toFixed(1)}%`,
+    },
+    {
+      field: "metric_date",
+      name: "Date",
+      sortable: true,
+      width: "110px",
+    },
+    {
+      field: "data_source_type",
+      name: "Source",
+      width: "80px",
+      render: (val: string) => <EuiBadge color="hollow">{val}</EuiBadge>,
+    },
+  ];
+
+  return (
+    <EuiPanel hasBorder>
+      <EuiTitle size="xs">
+        <h3>Feature Service Metrics</h3>
+      </EuiTitle>
+      <p style={{ color: "#69707D", fontSize: 13, marginTop: 4 }}>
+        Aggregated data quality metrics across feature services.
+      </p>
+      <EuiSpacer size="m" />
+
+      <EuiFlexGroup>
+        <EuiFlexItem>
+          <EuiStat
+            title={latestMetrics.length.toString()}
+            description="Services"
+            titleSize="s"
+            textAlign="center"
+          />
+        </EuiFlexItem>
+        <EuiFlexItem>
+          <EuiStat
+            title={totalViews.toString()}
+            description="Feature Views"
+            titleSize="s"
+            textAlign="center"
+          />
+        </EuiFlexItem>
+        <EuiFlexItem>
+          <EuiStat
+            title={totalFeatures.toString()}
+            description="Features"
+            titleSize="s"
+            textAlign="center"
+          />
+        </EuiFlexItem>
+        <EuiFlexItem>
+          <EuiStat
+            title={`${(avgNullRate * 100).toFixed(1)}%`}
+            description="Avg Null Rate"
+            titleSize="s"
+            titleColor={healthColor(avgNullRate)}
+            textAlign="center"
+          />
+        </EuiFlexItem>
+      </EuiFlexGroup>
+
+      <EuiSpacer size="m" />
+
+      {latestMetrics.length > 0 && (
+        <SortableFSTable items={latestMetrics} columns={columns} />
+      )}
+    </EuiPanel>
+  );
+};
+
+const SortableFSTable = ({
+  items,
+  columns,
+}: {
+  items: FeatureServiceMetric[];
+  columns: EuiBasicTableColumn<FeatureServiceMetric>[];
+}) => {
+  const [sortField, setSortField] = useState<string>("feature_service_name");
+  const [sortDirection, setSortDirection] = useState<"asc" | "desc">("asc");
+
+  const sortedItems = useMemo(() => {
+    return [...items].sort((a, b) => {
+      const aVal = (a as any)[sortField];
+      const bVal = (b as any)[sortField];
+      if (aVal == null && bVal == null) return 0;
+      if (aVal == null) return 1;
+      if (bVal == null) return -1;
+      if (aVal < bVal) return sortDirection === "asc" ? -1 : 1;
+      if (aVal > bVal) return sortDirection === "asc" ? 1 : -1;
+      return 0;
+    });
+  }, [items, sortField, sortDirection]);
+
+  const onTableChange = ({ sort }: Criteria<FeatureServiceMetric>) => {
+    if (sort) {
+      setSortField(sort.field as string);
+      setSortDirection(sort.direction);
+    }
+  };
+
+  return (
+    <EuiBasicTable
+      items={sortedItems}
+      columns={columns}
+      sorting={{
+        sort: {
+          field: sortField as keyof FeatureServiceMetric,
+          direction: sortDirection,
+        },
+      }}
+      onChange={onTableChange}
+      compressed
+    />
+  );
+};
+
+export default FeatureServiceMetricsPanel;
diff --git a/ui/src/pages/monitoring/FeatureViewMetricsPanel.tsx b/ui/src/pages/monitoring/FeatureViewMetricsPanel.tsx
new file mode 100644
index 00000000000..a0dcc78a8ab
--- /dev/null
+++ b/ui/src/pages/monitoring/FeatureViewMetricsPanel.tsx
@@ -0,0 +1,241 @@
+import React, { useState, useMemo } from "react";
+import {
+  EuiPanel,
+  EuiTitle,
+  EuiSpacer,
+  EuiFlexGroup,
+  EuiFlexItem,
+  EuiStat,
+  EuiBasicTable,
+  EuiBasicTableColumn,
+  EuiProgress,
+  EuiBadge,
+  EuiSkeletonText,
+  Criteria,
+} from "@elastic/eui";
+import type { FeatureViewMetric } from "../../queries/useMonitoringApi";
+
+const healthColor = (nullRate: number): string => {
+  if (nullRate >= 0.5) return "danger";
+  if (nullRate >= 0.1) return "warning";
+  return "success";
+};
+
+interface FeatureViewMetricsPanelProps {
+  metrics: FeatureViewMetric[];
+  isLoading: boolean;
+  title: string;
+  description?: string;
+}
+
+const FeatureViewMetricsPanel = ({
+  metrics,
+  isLoading,
+  title,
+  description,
+}: FeatureViewMetricsPanelProps) => {
+  if (isLoading) {
+    return (
+      <EuiPanel hasBorder>
+        <EuiTitle size="xs">
+          <h3>{title}</h3>
+        </EuiTitle>
+        <EuiSpacer size="m" />
+        <EuiSkeletonText lines={4} />
+      </EuiPanel>
+    );
+  }
+
+  const latestByFV = new Map<string, FeatureViewMetric>();
+  for (const m of metrics) {
+    const existing = latestByFV.get(m.feature_view_name);
+    if (!existing || m.metric_date > existing.metric_date) {
+      latestByFV.set(m.feature_view_name, m);
+    }
+  }
+  const latestMetrics = Array.from(latestByFV.values());
+
+  const totalRows = latestMetrics.reduce(
+    (sum, m) => sum + (m.total_row_count || 0),
+    0,
+  );
+  const totalFeatures = latestMetrics.reduce(
+    (sum, m) => sum + (m.total_features || 0),
+    0,
+  );
+  const avgNullRate =
+    latestMetrics.length > 0
+      ? latestMetrics.reduce((sum, m) => sum + (m.avg_null_rate || 0), 0) /
+        latestMetrics.length
+      : 0;
+  const healthyViews = latestMetrics.filter(
+    (m) => m.avg_null_rate < 0.1,
+  ).length;
+
+  const columns: EuiBasicTableColumn<FeatureViewMetric>[] = [
+    {
+      field: "feature_view_name",
+      name: "Feature View",
+      sortable: true,
+    },
+    {
+      field: "total_row_count",
+      name: "Total Rows",
+      sortable: true,
+      render: (val: number) => (val || 0).toLocaleString(),
+    },
+    {
+      field: "total_features",
+      name: "Features",
+      sortable: true,
+      width: "80px",
+    },
+    {
+      field: "features_with_nulls",
+      name: "With Nulls",
+      sortable: true,
+      width: "90px",
+    },
+    {
+      field: "avg_null_rate",
+      name: "Avg Null Rate",
+      sortable: true,
+      render: (val: number) => (
+        <div style={{ display: "flex", alignItems: "center", gap: 8 }}>
+          <EuiProgress
+            value={(val || 0) * 100}
+            max={100}
+            color={healthColor(val || 0) as any}
+            size="s"
+            style={{ width: 50 }}
+          />
+          <span>{((val || 0) * 100).toFixed(1)}%</span>
+        </div>
+      ),
+    },
+    {
+      field: "max_null_rate",
+      name: "Max Null Rate",
+      sortable: true,
+      width: "110px",
+      render: (val: number) => `${((val || 0) * 100).toFixed(1)}%`,
+    },
+    {
+      field: "metric_date",
+      name: "Date",
+      sortable: true,
+      width: "110px",
+    },
+    {
+      field: "data_source_type",
+      name: "Source",
+      width: "80px",
+      render: (val: string) => <EuiBadge color="hollow">{val}</EuiBadge>,
+    },
+  ];
+
+  return (
+    <EuiPanel hasBorder>
+      <EuiTitle size="xs">
+        <h3>{title}</h3>
+      </EuiTitle>
+      {description && (
+        <p style={{ color: "#69707D", fontSize: 13, marginTop: 4 }}>
+          {description}
+        </p>
+      )}
+      <EuiSpacer size="m" />
+
+      <EuiFlexGroup>
+        <EuiFlexItem>
+          <EuiStat
+            title={totalRows.toLocaleString()}
+            description="Total Rows"
+            titleSize="s"
+            textAlign="center"
+          />
+        </EuiFlexItem>
+        <EuiFlexItem>
+          <EuiStat
+            title={totalFeatures.toString()}
+            description="Total Features"
+            titleSize="s"
+            textAlign="center"
+          />
+        </EuiFlexItem>
+        <EuiFlexItem>
+          <EuiStat
+            title={`${(avgNullRate * 100).toFixed(1)}%`}
+            description="Avg Null Rate"
+            titleSize="s"
+            titleColor={healthColor(avgNullRate)}
+            textAlign="center"
+          />
+        </EuiFlexItem>
+        <EuiFlexItem>
+          <EuiStat
+            title={`${healthyViews}/${latestMetrics.length}`}
+            description="Healthy Views"
+            titleSize="s"
+            titleColor="success"
+            textAlign="center"
+          />
+        </EuiFlexItem>
+      </EuiFlexGroup>
+
+      <EuiSpacer size="m" />
+
+      {latestMetrics.length > 0 && (
+        <SortableTable items={latestMetrics} columns={columns} />
+      )}
+    </EuiPanel>
+  );
+};
+
+const SortableTable = ({
+  items,
+  columns,
+}: {
+  items: FeatureViewMetric[];
+  columns: EuiBasicTableColumn<FeatureViewMetric>[];
+}) => {
+  const [sortField, setSortField] = useState<string>("feature_view_name");
+  const [sortDirection, setSortDirection] = useState<"asc" | "desc">("asc");
+
+  const sortedItems = useMemo(() => {
+    return [...items].sort((a, b) => {
+      const aVal = (a as any)[sortField];
+      const bVal = (b as any)[sortField];
+      if (aVal == null && bVal == null) return 0;
+      if (aVal == null) return 1;
+      if (bVal == null) return -1;
+      if (aVal < bVal) return sortDirection === "asc" ? -1 : 1;
+      if (aVal > bVal) return sortDirection === "asc" ? 1 : -1;
+      return 0;
+    });
+  }, [items, sortField, sortDirection]);
+
+  const onTableChange = ({ sort }: Criteria<FeatureViewMetric>) => {
+    if (sort) {
+      setSortField(sort.field as string);
+      setSortDirection(sort.direction);
+    }
+  };
+
+  return (
+    <EuiBasicTable
+      items={sortedItems}
+      columns={columns}
+      sorting={{
+        sort: {
+          field: sortField as keyof FeatureViewMetric,
+          direction: sortDirection,
+        },
+      }}
+      onChange={onTableChange}
+      compressed
+    />
+  );
+};
+
+export default FeatureViewMetricsPanel;
diff --git a/ui/src/pages/monitoring/Index.tsx b/ui/src/pages/monitoring/Index.tsx
new file mode 100644
index 00000000000..c3576d07c3d
--- /dev/null
+++ b/ui/src/pages/monitoring/Index.tsx
@@ -0,0 +1,327 @@
+import React, { useState, useContext, useMemo } from "react";
+import { useParams, useNavigate } from "react-router-dom";
+import {
+  EuiPageTemplate,
+  EuiSpacer,
+  EuiTabbedContent,
+  EuiTabbedContentTab,
+  EuiEmptyPrompt,
+  EuiButton,
+  EuiCallOut,
+} from "@elastic/eui";
+
+import { useDocumentTitle } from "../../hooks/useDocumentTitle";
+import useLoadRegistry from "../../queries/useLoadRegistry";
+import RegistryPathContext from "../../contexts/RegistryPathContext";
+import {
+  isServiceUnavailable,
+  useFeatureMetrics,
+  useFeatureViewMetrics,
+  useFeatureServiceMetrics,
+  useComputeMetrics,
+} from "../../queries/useMonitoringApi";
+import FeatureMetricsTable from "./FeatureMetricsTable";
+import FeatureViewMetricsPanel from "./FeatureViewMetricsPanel";
+import FeatureServiceMetricsPanel from "./FeatureServiceMetricsPanel";
+import MetricsFilters from "./components/MetricsFilters";
+
+const MonitoringIndex = () => {
+  useDocumentTitle("Monitoring | Feast");
+
+  const { projectName } = useParams();
+  const navigate = useNavigate();
+  const registryUrl = useContext(RegistryPathContext);
+  const { data: registryData } = useLoadRegistry(registryUrl, projectName);
+
+  const [selectedFV, setSelectedFV] = useState("");
+  const [granularity, setGranularity] = useState("daily");
+  const [dataSourceType, setDataSourceType] = useState("");
+  const [startDate, setStartDate] = useState("");
+  const [endDate, setEndDate] = useState("");
+
+  const isBaseline = granularity === "baseline";
+
+  const handleGranularityChange = (g: string) => {
+    setGranularity(g);
+    if (g === "baseline") {
+      setStartDate("");
+      setEndDate("");
+    }
+  };
+
+  const filters = useMemo(
+    () => ({
+      project: projectName || "",
+      feature_view_name: selectedFV || undefined,
+      granularity: isBaseline ? undefined : granularity || undefined,
+      data_source_type: dataSourceType || undefined,
+      start_date: isBaseline ? undefined : startDate || undefined,
+      end_date: isBaseline ? undefined : endDate || undefined,
+      is_baseline: isBaseline || undefined,
+    }),
+    [
+      projectName,
+      selectedFV,
+      granularity,
+      isBaseline,
+      dataSourceType,
+      startDate,
+      endDate,
+    ],
+  );
+
+  const featureQuery = useFeatureMetrics(filters);
+  const fvQuery = useFeatureViewMetrics(filters);
+  const fsQuery = useFeatureServiceMetrics({
+    project: projectName || "",
+    granularity: isBaseline ? undefined : granularity || undefined,
+    data_source_type: dataSourceType || undefined,
+    start_date: startDate || undefined,
+    end_date: endDate || undefined,
+    is_baseline: isBaseline || undefined,
+  });
+  const computeMutation = useComputeMetrics();
+
+  const featureViews = useMemo(() => {
+    if (!registryData?.mergedFVList) return [];
+    return registryData.mergedFVList.map((fv: any) => fv.name as string);
+  }, [registryData]);
+
+  const handleFeatureClick = (fvName: string, featureName: string) => {
+    navigate(`/p/${projectName}/monitoring/feature/${fvName}/${featureName}`);
+  };
+
+  const uniqueFeatureCount = useMemo(() => {
+    if (!featureQuery.data) return 0;
+    const seen = new Set<string>();
+    for (const m of featureQuery.data) {
+      seen.add(`${m.feature_view_name}::${m.feature_name}`);
+    }
+    return seen.size;
+  }, [featureQuery.data]);
+
+  const handleRefresh = () => {
+    featureQuery.refetch();
+    fvQuery.refetch();
+    fsQuery.refetch();
+  };
+
+  const handleCompute = () => {
+    computeMutation.mutate({
+      project: projectName || "",
+      feature_view_name: selectedFV || undefined,
+    });
+  };
+
+  const allFailed = featureQuery.isError && fvQuery.isError && fsQuery.isError;
+  const monitoringNotEnabled =
+    allFailed &&
+    isServiceUnavailable(featureQuery.error) &&
+    isServiceUnavailable(fvQuery.error) &&
+    isServiceUnavailable(fsQuery.error);
+  const hasError = allFailed && !monitoringNotEnabled;
+  const hasData =
+    (featureQuery.data && featureQuery.data.length > 0) ||
+    (fvQuery.data && fvQuery.data.length > 0);
+
+  const tabs: EuiTabbedContentTab[] = [
+    {
+      id: "features",
+      name: `Features${uniqueFeatureCount > 0 ? ` (${uniqueFeatureCount})` : ""}`,
+      content: (
+        <>
+          <EuiSpacer size="m" />
+          <FeatureMetricsTable
+            metrics={featureQuery.data || []}
+            isLoading={featureQuery.isLoading}
+            onFeatureClick={handleFeatureClick}
+          />
+        </>
+      ),
+    },
+    {
+      id: "feature-views",
+      name: "Feature Views",
+      content: (
+        <>
+          <EuiSpacer size="m" />
+          <FeatureViewMetricsPanel
+            metrics={fvQuery.data || []}
+            isLoading={fvQuery.isLoading}
+            title="Feature View Data Quality"
+            description="Aggregated data quality metrics per feature view — tracks null rates, row counts, and feature health."
+          />
+        </>
+      ),
+    },
+    {
+      id: "feature-services",
+      name: "Feature Services",
+      content: (
+        <>
+          <EuiSpacer size="m" />
+          <FeatureServiceMetricsPanel
+            metrics={fsQuery.data || []}
+            isLoading={fsQuery.isLoading}
+          />
+        </>
+      ),
+    },
+  ];
+
+  if (monitoringNotEnabled) {
+    return (
+      <EuiPageTemplate panelled>
+        <EuiPageTemplate.Header
+          restrictWidth
+          iconType="monitoringApp"
+          pageTitle="Monitoring"
+          description="Feature quality and data health metrics for your feature store."
+        />
+        <EuiPageTemplate.Section>
+          <EuiEmptyPrompt
+            iconType="alert"
+            color="subdued"
+            title={<h2>Monitoring Is Not Enabled</h2>}
+            body={
+              <>
+                <p>
+                  Data quality monitoring is not configured for this Feast
+                  deployment.
+                </p>
+                <p>
+                  To enable monitoring, add the following to your{" "}
+                  <code>feature_store.yaml</code>:
+                </p>
+                <pre style={{ textAlign: "left", display: "inline-block" }}>
+                  {`data_quality_monitoring:
+  auto_baseline: true`}
+                </pre>
+                <p>Then restart the Feast registry server.</p>
+              </>
+            }
+          />
+        </EuiPageTemplate.Section>
+      </EuiPageTemplate>
+    );
+  }
+
+  return (
+    <EuiPageTemplate panelled>
+      <EuiPageTemplate.Header
+        restrictWidth
+        iconType="monitoringApp"
+        pageTitle="Monitoring"
+        description="Feature quality and data health metrics for your feature store."
+        rightSideItems={[
+          <EuiButton
+            key="compute"
+            fill
+            size="s"
+            iconType="playFilled"
+            onClick={handleCompute}
+            isLoading={computeMutation.isLoading}
+          >
+            Compute Metrics
+          </EuiButton>,
+        ]}
+      />
+      <EuiPageTemplate.Section>
+        {hasError && (
+          <>
+            <EuiCallOut
+              title="Monitoring service unavailable"
+              color="warning"
+              iconType="alert"
+            >
+              <p>
+                Could not connect to the monitoring API. Make sure the Feast
+                registry server is running with monitoring enabled.
+              </p>
+            </EuiCallOut>
+            <EuiSpacer />
+          </>
+        )}
+
+        <MetricsFilters
+          featureViews={featureViews}
+          selectedFeatureView={selectedFV}
+          onFeatureViewChange={setSelectedFV}
+          granularity={granularity}
+          onGranularityChange={handleGranularityChange}
+          dataSourceType={dataSourceType}
+          onDataSourceTypeChange={setDataSourceType}
+          startDate={startDate}
+          onStartDateChange={setStartDate}
+          endDate={endDate}
+          onEndDateChange={setEndDate}
+          onRefresh={handleRefresh}
+          isLoading={featureQuery.isLoading}
+          datesDisabled={isBaseline}
+        />
+
+        <EuiSpacer />
+
+        {!hasData && !featureQuery.isLoading && !hasError && (
+          <EuiEmptyPrompt
+            iconType="monitoringApp"
+            title={<h2>No Metrics Yet</h2>}
+            body={
+              <p>
+                No monitoring data has been computed for this project. Click
+                &quot;Compute Metrics&quot; to run data quality analysis on your
+                feature views, or use the CLI:{" "}
+                <code>feast monitor run --data-source batch</code>
+              </p>
+            }
+            actions={
+              <EuiButton
+                fill
+                iconType="playFilled"
+                onClick={handleCompute}
+                isLoading={computeMutation.isLoading}
+              >
+                Compute Metrics
+              </EuiButton>
+            }
+          />
+        )}
+
+        {(hasData || featureQuery.isLoading) && (
+          <EuiTabbedContent tabs={tabs} initialSelectedTab={tabs[0]} />
+        )}
+
+        {computeMutation.isSuccess && (
+          <>
+            <EuiSpacer />
+            <EuiCallOut
+              title="Metrics computed successfully"
+              color="success"
+              iconType="check"
+            >
+              <p>
+                Data quality metrics have been computed. The table above has
+                been refreshed.
+              </p>
+            </EuiCallOut>
+          </>
+        )}
+
+        {computeMutation.isError && (
+          <>
+            <EuiSpacer />
+            <EuiCallOut
+              title="Failed to compute metrics"
+              color="danger"
+              iconType="alert"
+            >
+              <p>{(computeMutation.error as Error)?.message}</p>
+            </EuiCallOut>
+          </>
+        )}
+      </EuiPageTemplate.Section>
+    </EuiPageTemplate>
+  );
+};
+
+export default MonitoringIndex;
diff --git a/ui/src/pages/monitoring/components/HistogramChart.tsx b/ui/src/pages/monitoring/components/HistogramChart.tsx
new file mode 100644
index 00000000000..a716b025021
--- /dev/null
+++ b/ui/src/pages/monitoring/components/HistogramChart.tsx
@@ -0,0 +1,435 @@
+import React, { useState } from "react";
+import {
+  EuiPanel,
+  EuiTitle,
+  EuiSpacer,
+  EuiText,
+  EuiModal,
+  EuiModalHeader,
+  EuiModalHeaderTitle,
+  EuiModalBody,
+  EuiButtonIcon,
+  EuiFlexGroup,
+  EuiFlexItem,
+  EuiToolTip,
+} from "@elastic/eui";
+import type {
+  NumericHistogram,
+  CategoricalHistogram,
+} from "../../../queries/useMonitoringApi";
+
+const BAR_COLOR = "#006BB4";
+const BAR_COLOR_BASELINE = "#BD271E55";
+
+interface ChartDimensions {
+  chartHeight: number;
+  axisHeight: number;
+  leftPad: number;
+  barGap: number;
+  minBarWidth: number;
+  targetBarsWidth: number;
+  fontSize: number;
+  xTickCount: number;
+}
+
+const COMPACT: ChartDimensions = {
+  chartHeight: 160,
+  axisHeight: 28,
+  leftPad: 54,
+  barGap: 2,
+  minBarWidth: 6,
+  targetBarsWidth: 460,
+  fontSize: 10,
+  xTickCount: 2,
+};
+
+const EXPANDED: ChartDimensions = {
+  chartHeight: 400,
+  axisHeight: 48,
+  leftPad: 72,
+  barGap: 3,
+  minBarWidth: 12,
+  targetBarsWidth: 800,
+  fontSize: 12,
+  xTickCount: 6,
+};
+
+const formatNumber = (val: number, compact: boolean): string => {
+  if (val === 0) return "0";
+  const abs = Math.abs(val);
+  if (compact && abs >= 1_000_000) return (val / 1_000_000).toFixed(1) + "M";
+  if (compact && abs >= 1_000) return (val / 1_000).toFixed(1) + "K";
+  if (abs >= 1)
+    return val.toLocaleString(undefined, { maximumFractionDigits: 1 });
+  if (abs >= 0.01) return val.toFixed(2);
+  return val.toExponential(1);
+};
+
+const renderNumericSvg = (
+  histogram: NumericHistogram,
+  baseline: NumericHistogram | null | undefined,
+  dim: ChartDimensions,
+) => {
+  const maxCount = Math.max(
+    ...histogram.counts,
+    ...(baseline ? baseline.counts : []),
+    1,
+  );
+  const numBars = histogram.counts.length;
+  const barWidth = Math.max(
+    Math.floor(dim.targetBarsWidth / numBars) - dim.barGap,
+    dim.minBarWidth,
+  );
+  const barsWidth = (barWidth + dim.barGap) * numBars;
+  const svgWidth = dim.leftPad + barsWidth + 24;
+  const isCompact = dim === COMPACT;
+
+  const yTickFractions = [0, 0.25, 0.5, 0.75, 1];
+  const yTicks = yTickFractions.map((f) => ({
+    label: formatNumber(Math.round(maxCount * f), isCompact),
+    y: dim.chartHeight - f * dim.chartHeight,
+  }));
+
+  const xTickStep = Math.max(1, Math.floor(numBars / dim.xTickCount));
+  const xTicks: { label: string; x: number }[] = [];
+  for (let i = 0; i < numBars; i += xTickStep) {
+    xTicks.push({
+      label: formatNumber(histogram.bins[i], isCompact),
+      x: dim.leftPad + i * (barWidth + dim.barGap) + barWidth / 2,
+    });
+  }
+  if (numBars > 0) {
+    const lastBin = histogram.bins[histogram.bins.length - 1];
+    xTicks.push({
+      label: formatNumber(lastBin, isCompact),
+      x: dim.leftPad + (numBars - 1) * (barWidth + dim.barGap) + barWidth / 2,
+    });
+  }
+
+  return (
+    <svg
+      width={Math.max(svgWidth, 280)}
+      height={dim.chartHeight + dim.axisHeight}
+      role="img"
+      aria-label="Histogram"
+    >
+      {yTicks.map((t, i) => (
+        <g key={i}>
+          <line
+            x1={dim.leftPad}
+            y1={t.y}
+            x2={dim.leftPad + barsWidth}
+            y2={t.y}
+            stroke="#EDF0F5"
+            strokeWidth={1}
+          />
+          <text
+            x={dim.leftPad - 6}
+            y={t.y + 4}
+            fontSize={dim.fontSize}
+            fill="#98A2B3"
+            textAnchor="end"
+          >
+            {t.label}
+          </text>
+        </g>
+      ))}
+      {histogram.counts.map((count, i) => {
+        const height = (count / maxCount) * dim.chartHeight;
+        const x = dim.leftPad + i * (barWidth + dim.barGap);
+        const binStart = histogram.bins[i];
+        const binEnd =
+          i < histogram.bins.length - 1
+            ? histogram.bins[i + 1]
+            : binStart + histogram.bin_width;
+        const baselineHeight =
+          baseline && baseline.counts[i]
+            ? (baseline.counts[i] / maxCount) * dim.chartHeight
+            : 0;
+
+        return (
+          <g key={i}>
+            {baselineHeight > 0 && (
+              <rect
+                x={x}
+                y={dim.chartHeight - baselineHeight}
+                width={barWidth}
+                height={baselineHeight}
+                fill={BAR_COLOR_BASELINE}
+                rx={1}
+              />
+            )}
+            <rect
+              x={x}
+              y={dim.chartHeight - height}
+              width={barWidth}
+              height={Math.max(height, 1)}
+              fill={BAR_COLOR}
+              rx={1}
+              opacity={0.85}
+            >
+              <title>{`${formatNumber(binStart, false)} – ${formatNumber(binEnd, false)}: ${count.toLocaleString()}`}</title>
+            </rect>
+          </g>
+        );
+      })}
+      <line
+        x1={dim.leftPad}
+        y1={dim.chartHeight}
+        x2={dim.leftPad + barsWidth}
+        y2={dim.chartHeight}
+        stroke="#D3DAE6"
+        strokeWidth={1}
+      />
+      {xTicks.map((t, i) => (
+        <text
+          key={i}
+          x={t.x}
+          y={dim.chartHeight + dim.fontSize + 6}
+          fontSize={dim.fontSize}
+          fill="#69707D"
+          textAnchor="middle"
+        >
+          {t.label}
+        </text>
+      ))}
+    </svg>
+  );
+};
+
+const NumericHistogramChart = ({
+  histogram,
+  baseline,
+  title,
+}: {
+  histogram: NumericHistogram;
+  baseline?: NumericHistogram | null;
+  title?: string;
+}) => {
+  const [expanded, setExpanded] = useState(false);
+
+  return (
+    <>
+      <EuiPanel hasBorder>
+        <EuiFlexGroup
+          justifyContent="spaceBetween"
+          alignItems="center"
+          gutterSize="none"
+        >
+          <EuiFlexItem grow={false}>
+            {title && (
+              <EuiTitle size="xxs">
+                <h4>{title}</h4>
+              </EuiTitle>
+            )}
+          </EuiFlexItem>
+          <EuiFlexItem grow={false}>
+            <EuiToolTip content="Expand histogram">
+              <EuiButtonIcon
+                iconType="expand"
+                aria-label="Expand histogram"
+                size="s"
+                color="text"
+                onClick={() => setExpanded(true)}
+              />
+            </EuiToolTip>
+          </EuiFlexItem>
+        </EuiFlexGroup>
+        {title && <EuiSpacer size="s" />}
+        <div style={{ overflowX: "auto" }}>
+          {renderNumericSvg(histogram, baseline, COMPACT)}
+        </div>
+        {baseline && (
+          <EuiText size="xs" color="subdued">
+            <span
+              style={{
+                display: "inline-block",
+                width: 10,
+                height: 10,
+                backgroundColor: BAR_COLOR_BASELINE,
+                marginRight: 4,
+              }}
+            />
+            Baseline
+          </EuiText>
+        )}
+      </EuiPanel>
+
+      {expanded && (
+        <EuiModal onClose={() => setExpanded(false)} maxWidth={960}>
+          <EuiModalHeader>
+            <EuiModalHeaderTitle>{title || "Histogram"}</EuiModalHeaderTitle>
+          </EuiModalHeader>
+          <EuiModalBody>
+            <div style={{ overflowX: "auto" }}>
+              {renderNumericSvg(histogram, baseline, EXPANDED)}
+            </div>
+            {baseline && (
+              <>
+                <EuiSpacer size="s" />
+                <EuiText size="xs" color="subdued">
+                  <span
+                    style={{
+                      display: "inline-block",
+                      width: 10,
+                      height: 10,
+                      backgroundColor: BAR_COLOR_BASELINE,
+                      marginRight: 4,
+                    }}
+                  />
+                  Baseline
+                </EuiText>
+              </>
+            )}
+          </EuiModalBody>
+        </EuiModal>
+      )}
+    </>
+  );
+};
+
+const LABEL_WIDTH = 60;
+const BAR_MAX_WIDTH = 320;
+const COUNT_PAD = 80;
+
+const LABEL_WIDTH_EXP = 120;
+const BAR_MAX_WIDTH_EXP = 560;
+const COUNT_PAD_EXP = 100;
+
+const renderCategoricalSvg = (
+  histogram: CategoricalHistogram,
+  isExpanded: boolean,
+) => {
+  const labelW = isExpanded ? LABEL_WIDTH_EXP : LABEL_WIDTH;
+  const barMax = isExpanded ? BAR_MAX_WIDTH_EXP : BAR_MAX_WIDTH;
+  const countPad = isExpanded ? COUNT_PAD_EXP : COUNT_PAD;
+  const totalW = labelW + barMax + countPad;
+  const truncLen = isExpanded ? 20 : 8;
+  const fontSize = isExpanded ? 13 : 12;
+  const barHeight = isExpanded ? 30 : 24;
+  const rowHeight = barHeight + 6;
+
+  const maxCount = Math.max(...histogram.values.map((v) => v.count), 1);
+  const chartHeight = histogram.values.length * rowHeight;
+
+  return (
+    <svg
+      width={totalW}
+      height={chartHeight}
+      role="img"
+      aria-label="Category chart"
+    >
+      {histogram.values.map((v, i) => {
+        const width = (v.count / maxCount) * barMax;
+        const y = i * rowHeight;
+        return (
+          <g key={v.value}>
+            <text
+              x={labelW - 8}
+              y={y + barHeight / 2 + 4}
+              fontSize={fontSize}
+              fill="#343741"
+              textAnchor="end"
+            >
+              {v.value.length > truncLen
+                ? v.value.slice(0, truncLen) + "…"
+                : v.value}
+            </text>
+            <rect
+              x={labelW}
+              y={y + 2}
+              width={Math.max(width, 2)}
+              height={barHeight - 4}
+              fill={BAR_COLOR}
+              rx={2}
+              opacity={0.85}
+            >
+              <title>{`${v.value}: ${v.count.toLocaleString()}`}</title>
+            </rect>
+            <text
+              x={labelW + width + 6}
+              y={y + barHeight / 2 + 4}
+              fontSize={fontSize - 1}
+              fill="#69707D"
+            >
+              {v.count.toLocaleString()}
+            </text>
+          </g>
+        );
+      })}
+    </svg>
+  );
+};
+
+const CategoricalHistogramChart = ({
+  histogram,
+  title,
+}: {
+  histogram: CategoricalHistogram;
+  title?: string;
+}) => {
+  const [expanded, setExpanded] = useState(false);
+
+  return (
+    <>
+      <EuiPanel hasBorder>
+        <EuiFlexGroup
+          justifyContent="spaceBetween"
+          alignItems="center"
+          gutterSize="none"
+        >
+          <EuiFlexItem grow={false}>
+            {title && (
+              <EuiTitle size="xxs">
+                <h4>{title}</h4>
+              </EuiTitle>
+            )}
+          </EuiFlexItem>
+          <EuiFlexItem grow={false}>
+            <EuiToolTip content="Expand chart">
+              <EuiButtonIcon
+                iconType="expand"
+                aria-label="Expand chart"
+                size="s"
+                color="text"
+                onClick={() => setExpanded(true)}
+              />
+            </EuiToolTip>
+          </EuiFlexItem>
+        </EuiFlexGroup>
+        {title && <EuiSpacer size="s" />}
+        <div style={{ overflowX: "auto" }}>
+          {renderCategoricalSvg(histogram, false)}
+        </div>
+        <EuiText size="xs" color="subdued">
+          {histogram.unique_count} unique values
+          {histogram.other_count > 0 &&
+            ` (${histogram.other_count.toLocaleString()} in other categories)`}
+        </EuiText>
+      </EuiPanel>
+
+      {expanded && (
+        <EuiModal onClose={() => setExpanded(false)} maxWidth={960}>
+          <EuiModalHeader>
+            <EuiModalHeaderTitle>
+              {title || "Category Distribution"}
+            </EuiModalHeaderTitle>
+          </EuiModalHeader>
+          <EuiModalBody>
+            <div style={{ overflowX: "auto" }}>
+              {renderCategoricalSvg(histogram, true)}
+            </div>
+            <EuiSpacer size="s" />
+            <EuiText size="xs" color="subdued">
+              {histogram.unique_count} unique values
+              {histogram.other_count > 0 &&
+                ` (${histogram.other_count.toLocaleString()} in other categories)`}
+            </EuiText>
+          </EuiModalBody>
+        </EuiModal>
+      )}
+    </>
+  );
+};
+
+export { NumericHistogramChart, CategoricalHistogramChart };
diff --git a/ui/src/pages/monitoring/components/MetricsFilters.tsx b/ui/src/pages/monitoring/components/MetricsFilters.tsx
new file mode 100644
index 00000000000..977044d495a
--- /dev/null
+++ b/ui/src/pages/monitoring/components/MetricsFilters.tsx
@@ -0,0 +1,138 @@
+import React from "react";
+import {
+  EuiFlexGroup,
+  EuiFlexItem,
+  EuiSelect,
+  EuiFieldText,
+  EuiFormRow,
+  EuiButton,
+} from "@elastic/eui";
+
+interface MetricsFiltersProps {
+  featureViews: string[];
+  selectedFeatureView: string;
+  onFeatureViewChange: (fv: string) => void;
+  granularity: string;
+  onGranularityChange: (g: string) => void;
+  dataSourceType: string;
+  onDataSourceTypeChange: (ds: string) => void;
+  startDate: string;
+  onStartDateChange: (d: string) => void;
+  endDate: string;
+  onEndDateChange: (d: string) => void;
+  onRefresh: () => void;
+  isLoading?: boolean;
+  datesDisabled?: boolean;
+}
+
+const GRANULARITY_OPTIONS = [
+  { value: "baseline", text: "Baseline" },
+  { value: "daily", text: "Daily" },
+  { value: "weekly", text: "Weekly" },
+  { value: "biweekly", text: "Biweekly" },
+  { value: "monthly", text: "Monthly" },
+  { value: "quarterly", text: "Quarterly" },
+];
+
+const DATA_SOURCE_OPTIONS = [
+  { value: "", text: "All Sources" },
+  { value: "batch", text: "Batch" },
+  { value: "log", text: "Log" },
+];
+
+const MetricsFilters = ({
+  featureViews,
+  selectedFeatureView,
+  onFeatureViewChange,
+  granularity,
+  onGranularityChange,
+  dataSourceType,
+  onDataSourceTypeChange,
+  startDate,
+  onStartDateChange,
+  endDate,
+  onEndDateChange,
+  onRefresh,
+  isLoading,
+  datesDisabled,
+}: MetricsFiltersProps) => {
+  const fvOptions = [
+    { value: "", text: "All Feature Views" },
+    ...featureViews.map((fv) => ({ value: fv, text: fv })),
+  ];
+
+  return (
+    <EuiFlexGroup gutterSize="m" alignItems="flexEnd" wrap>
+      <EuiFlexItem grow={2}>
+        <EuiFormRow label="Feature View">
+          <EuiSelect
+            options={fvOptions}
+            value={selectedFeatureView}
+            onChange={(e) => onFeatureViewChange(e.target.value)}
+            compressed
+          />
+        </EuiFormRow>
+      </EuiFlexItem>
+      <EuiFlexItem grow={1}>
+        <EuiFormRow label="Granularity">
+          <EuiSelect
+            options={GRANULARITY_OPTIONS}
+            value={granularity}
+            onChange={(e) => onGranularityChange(e.target.value)}
+            compressed
+          />
+        </EuiFormRow>
+      </EuiFlexItem>
+      <EuiFlexItem grow={1}>
+        <EuiFormRow label="Source">
+          <EuiSelect
+            options={DATA_SOURCE_OPTIONS}
+            value={dataSourceType}
+            onChange={(e) => onDataSourceTypeChange(e.target.value)}
+            compressed
+          />
+        </EuiFormRow>
+      </EuiFlexItem>
+      <EuiFlexItem grow={1}>
+        <EuiFormRow
+          label="Start Date"
+          helpText={datesDisabled ? "N/A for baseline" : undefined}
+        >
+          <EuiFieldText
+            type="date"
+            value={startDate}
+            onChange={(e) => onStartDateChange(e.target.value)}
+            compressed
+            disabled={datesDisabled}
+          />
+        </EuiFormRow>
+      </EuiFlexItem>
+      <EuiFlexItem grow={1}>
+        <EuiFormRow
+          label="End Date"
+          helpText={datesDisabled ? "N/A for baseline" : undefined}
+        >
+          <EuiFieldText
+            type="date"
+            value={endDate}
+            onChange={(e) => onEndDateChange(e.target.value)}
+            compressed
+            disabled={datesDisabled}
+          />
+        </EuiFormRow>
+      </EuiFlexItem>
+      <EuiFlexItem grow={false}>
+        <EuiButton
+          size="s"
+          iconType="refresh"
+          onClick={onRefresh}
+          isLoading={isLoading}
+        >
+          Refresh
+        </EuiButton>
+      </EuiFlexItem>
+    </EuiFlexGroup>
+  );
+};
+
+export default MetricsFilters;
diff --git a/ui/src/pages/monitoring/components/StatsPanel.tsx b/ui/src/pages/monitoring/components/StatsPanel.tsx
new file mode 100644
index 00000000000..070b99373e7
--- /dev/null
+++ b/ui/src/pages/monitoring/components/StatsPanel.tsx
@@ -0,0 +1,130 @@
+import React from "react";
+import {
+  EuiPanel,
+  EuiTitle,
+  EuiSpacer,
+  EuiDescriptionList,
+  EuiDescriptionListTitle,
+  EuiDescriptionListDescription,
+  EuiFlexGroup,
+  EuiFlexItem,
+  EuiBadge,
+} from "@elastic/eui";
+import type { FeatureMetric } from "../../../queries/useMonitoringApi";
+
+const formatNumber = (val: number | null, decimals = 4): string => {
+  if (val === null || val === undefined) return "—";
+  if (Number.isInteger(val)) return val.toLocaleString();
+  return val.toFixed(decimals);
+};
+
+const formatPercent = (val: number | null): string => {
+  if (val === null || val === undefined) return "—";
+  return `${(val * 100).toFixed(2)}%`;
+};
+
+const StatsPanel = ({
+  metric,
+  baseline,
+}: {
+  metric: FeatureMetric;
+  baseline?: FeatureMetric | null;
+}) => {
+  const isNumeric = metric.feature_type === "numeric";
+
+  return (
+    <EuiPanel hasBorder>
+      <EuiFlexGroup justifyContent="spaceBetween" alignItems="center">
+        <EuiFlexItem grow={false}>
+          <EuiTitle size="xxs">
+            <h4>Statistics</h4>
+          </EuiTitle>
+        </EuiFlexItem>
+        <EuiFlexItem grow={false}>
+          <EuiBadge color={isNumeric ? "primary" : "accent"}>
+            {metric.feature_type}
+          </EuiBadge>
+        </EuiFlexItem>
+      </EuiFlexGroup>
+      <EuiSpacer size="s" />
+      <EuiDescriptionList compressed>
+        <EuiDescriptionListTitle>Row Count</EuiDescriptionListTitle>
+        <EuiDescriptionListDescription>
+          {formatNumber(metric.row_count, 0)}
+          {baseline && (
+            <span style={{ color: "#69707D", marginLeft: 8 }}>
+              (baseline: {formatNumber(baseline.row_count, 0)})
+            </span>
+          )}
+        </EuiDescriptionListDescription>
+
+        <EuiDescriptionListTitle>Null Rate</EuiDescriptionListTitle>
+        <EuiDescriptionListDescription>
+          <span
+            style={{
+              color: metric.null_rate > 0.1 ? "#BD271E" : "inherit",
+              fontWeight: metric.null_rate > 0.1 ? 600 : 400,
+            }}
+          >
+            {formatPercent(metric.null_rate)}
+          </span>
+          {baseline && (
+            <span style={{ color: "#69707D", marginLeft: 8 }}>
+              (baseline: {formatPercent(baseline.null_rate)})
+            </span>
+          )}
+        </EuiDescriptionListDescription>
+
+        {isNumeric && (
+          <>
+            <EuiDescriptionListTitle>Mean</EuiDescriptionListTitle>
+            <EuiDescriptionListDescription>
+              {formatNumber(metric.mean)}
+              {baseline && (
+                <span style={{ color: "#69707D", marginLeft: 8 }}>
+                  (baseline: {formatNumber(baseline.mean)})
+                </span>
+              )}
+            </EuiDescriptionListDescription>
+
+            <EuiDescriptionListTitle>Std Dev</EuiDescriptionListTitle>
+            <EuiDescriptionListDescription>
+              {formatNumber(metric.stddev)}
+            </EuiDescriptionListDescription>
+
+            <EuiDescriptionListTitle>Min / Max</EuiDescriptionListTitle>
+            <EuiDescriptionListDescription>
+              {formatNumber(metric.min_val)} / {formatNumber(metric.max_val)}
+            </EuiDescriptionListDescription>
+
+            <EuiDescriptionListTitle>Percentiles</EuiDescriptionListTitle>
+            <EuiDescriptionListDescription>
+              P50: {formatNumber(metric.p50)} | P75: {formatNumber(metric.p75)}{" "}
+              | P90: {formatNumber(metric.p90)} | P95:{" "}
+              {formatNumber(metric.p95)} | P99: {formatNumber(metric.p99)}
+            </EuiDescriptionListDescription>
+          </>
+        )}
+
+        <EuiDescriptionListTitle>Data Source</EuiDescriptionListTitle>
+        <EuiDescriptionListDescription>
+          {metric.data_source_type}
+        </EuiDescriptionListDescription>
+
+        <EuiDescriptionListTitle>Granularity</EuiDescriptionListTitle>
+        <EuiDescriptionListDescription>
+          {metric.granularity}
+        </EuiDescriptionListDescription>
+
+        <EuiDescriptionListTitle>Computed At</EuiDescriptionListTitle>
+        <EuiDescriptionListDescription>
+          {metric.computed_at
+            ? new Date(metric.computed_at).toLocaleString()
+            : "—"}
+        </EuiDescriptionListDescription>
+      </EuiDescriptionList>
+    </EuiPanel>
+  );
+};
+
+export default StatsPanel;
diff --git a/ui/src/pages/monitoring/components/TimeSeriesAnalysis.tsx b/ui/src/pages/monitoring/components/TimeSeriesAnalysis.tsx
new file mode 100644
index 00000000000..23acd0be434
--- /dev/null
+++ b/ui/src/pages/monitoring/components/TimeSeriesAnalysis.tsx
@@ -0,0 +1,651 @@
+import React, { useState, useMemo } from "react";
+import {
+  EuiPanel,
+  EuiTitle,
+  EuiSpacer,
+  EuiFlexGroup,
+  EuiFlexItem,
+  EuiSuperSelect,
+} from "@elastic/eui";
+import type {
+  FeatureMetric,
+  CategoricalHistogram,
+} from "../../../queries/useMonitoringApi";
+
+const COLORS = [
+  "#006BB4",
+  "#54B399",
+  "#E7664C",
+  "#9170B8",
+  "#D36086",
+  "#6092C0",
+  "#D6BF57",
+  "#B9A888",
+];
+
+const RANGE_OPTIONS = [
+  { value: "24h", inputDisplay: "Last 24 hours" },
+  { value: "7d", inputDisplay: "Last 7 days" },
+  { value: "30d", inputDisplay: "Last 30 days" },
+  { value: "90d", inputDisplay: "Last 90 days" },
+  { value: "all", inputDisplay: "All time" },
+];
+
+const rangeToMs: Record<string, number> = {
+  "24h": 24 * 3600_000,
+  "7d": 7 * 86400_000,
+  "30d": 30 * 86400_000,
+  "90d": 90 * 86400_000,
+  all: Infinity,
+};
+
+interface ChartDims {
+  width: number;
+  height: number;
+  padLeft: number;
+  padRight: number;
+  padTop: number;
+  padBottom: number;
+}
+
+const DIMS: ChartDims = {
+  width: 860,
+  height: 220,
+  padLeft: 60,
+  padRight: 20,
+  padTop: 10,
+  padBottom: 30,
+};
+
+const formatDate = (d: string): string => {
+  const dt = new Date(d);
+  const mm = String(dt.getMonth() + 1).padStart(2, "0");
+  const dd = String(dt.getDate()).padStart(2, "0");
+  const hh = String(dt.getHours()).padStart(2, "0");
+  const mi = String(dt.getMinutes()).padStart(2, "0");
+  return `${mm}-${dd} ${hh}:${mi}`;
+};
+
+const formatAxisVal = (v: number): string => {
+  if (v === 0) return "0";
+  const abs = Math.abs(v);
+  if (abs >= 1_000_000) return (v / 1_000_000).toFixed(1) + "M";
+  if (abs >= 1_000) return (v / 1_000).toFixed(1) + "K";
+  if (abs >= 1) return v.toFixed(1);
+  return (v * 100).toFixed(1) + "%";
+};
+
+const niceYTicks = (min: number, max: number, count = 5): number[] => {
+  if (max === min) return [min];
+  const step = (max - min) / (count - 1);
+  return Array.from({ length: count }, (_, i) => min + step * i);
+};
+
+interface LineSeriesData {
+  label: string;
+  color: string;
+  dashArray?: string;
+  points: { x: number; y: number; date: string; value: number }[];
+}
+
+const renderMultiLineChart = (
+  series: LineSeriesData[],
+  dims: ChartDims,
+  yLabel: string,
+  yFormatter: (v: number) => string = formatAxisVal,
+) => {
+  const allPoints = series.flatMap((s) => s.points);
+  if (allPoints.length === 0) return null;
+
+  const xMin = Math.min(...allPoints.map((p) => p.x));
+  const xMax = Math.max(...allPoints.map((p) => p.x));
+  const yMin = Math.min(...allPoints.map((p) => p.value), 0);
+  const yMax = Math.max(...allPoints.map((p) => p.value), 0.01);
+
+  const plotW = dims.width - dims.padLeft - dims.padRight;
+  const plotH = dims.height - dims.padTop - dims.padBottom;
+
+  const scaleX = (x: number) =>
+    xMax === xMin
+      ? dims.padLeft + plotW / 2
+      : dims.padLeft + ((x - xMin) / (xMax - xMin)) * plotW;
+  const scaleY = (v: number) =>
+    dims.padTop + plotH - ((v - yMin) / (yMax - yMin || 1)) * plotH;
+
+  const yTicks = niceYTicks(yMin, yMax);
+  const xDates = allPoints
+    .map((p) => ({ x: p.x, date: p.date }))
+    .filter((v, i, arr) => arr.findIndex((a) => a.date === v.date) === i)
+    .sort((a, b) => a.x - b.x);
+
+  const maxXLabels = Math.floor(plotW / 80);
+  const xStep = Math.max(1, Math.ceil(xDates.length / maxXLabels));
+  const xLabels = xDates.filter((_, i) => i % xStep === 0);
+
+  return (
+    <svg width={dims.width} height={dims.height} style={{ display: "block" }}>
+      {/* Y axis grid + labels */}
+      {yTicks.map((v, i) => {
+        const y = scaleY(v);
+        return (
+          <g key={`y-${i}`}>
+            <line
+              x1={dims.padLeft}
+              y1={y}
+              x2={dims.width - dims.padRight}
+              y2={y}
+              stroke="#E0E5EE"
+              strokeDasharray="3,3"
+            />
+            <text
+              x={dims.padLeft - 6}
+              y={y + 4}
+              textAnchor="end"
+              fontSize={10}
+              fill="#69707D"
+            >
+              {yFormatter(v)}
+            </text>
+          </g>
+        );
+      })}
+
+      {/* Y axis label */}
+      <text
+        x={14}
+        y={dims.padTop + plotH / 2}
+        textAnchor="middle"
+        fontSize={11}
+        fill="#E7664C"
+        fontWeight={600}
+        transform={`rotate(-90, 14, ${dims.padTop + plotH / 2})`}
+      >
+        {yLabel}
+      </text>
+
+      {/* X axis labels */}
+      {xLabels.map((xl, i) => (
+        <text
+          key={`x-${i}`}
+          x={scaleX(xl.x)}
+          y={dims.height - 4}
+          textAnchor="middle"
+          fontSize={10}
+          fill="#69707D"
+        >
+          {formatDate(xl.date)}
+        </text>
+      ))}
+
+      {/* Lines */}
+      {series.map((s, si) => {
+        if (s.points.length === 0) return null;
+        const sorted = [...s.points].sort((a, b) => a.x - b.x);
+        const pathD = sorted
+          .map(
+            (p, i) =>
+              `${i === 0 ? "M" : "L"} ${scaleX(p.x)} ${scaleY(p.value)}`,
+          )
+          .join(" ");
+        return (
+          <g key={si}>
+            <path
+              d={pathD}
+              fill="none"
+              stroke={s.color}
+              strokeWidth={2}
+              strokeDasharray={s.dashArray}
+            />
+            {sorted.map((p, i) => (
+              <circle
+                key={i}
+                cx={scaleX(p.x)}
+                cy={scaleY(p.value)}
+                r={s.dashArray ? 4 : 3}
+                fill={s.color}
+                stroke={s.dashArray ? "#fff" : undefined}
+                strokeWidth={s.dashArray ? 1 : undefined}
+              />
+            ))}
+          </g>
+        );
+      })}
+    </svg>
+  );
+};
+
+const renderAreaChart = (
+  points: { x: number; value: number; date: string }[],
+  dims: ChartDims,
+  yLabel: string,
+  lineColor: string,
+  fillColor: string,
+) => {
+  if (points.length === 0) return null;
+
+  const sorted = [...points].sort((a, b) => a.x - b.x);
+  const xMin = Math.min(...sorted.map((p) => p.x));
+  const xMax = Math.max(...sorted.map((p) => p.x));
+  const yMin = 0;
+  const yMax = Math.max(...sorted.map((p) => p.value), 0.01);
+
+  const plotW = dims.width - dims.padLeft - dims.padRight;
+  const plotH = dims.height - dims.padTop - dims.padBottom;
+
+  const scaleX = (x: number) =>
+    xMax === xMin
+      ? dims.padLeft + plotW / 2
+      : dims.padLeft + ((x - xMin) / (xMax - xMin)) * plotW;
+  const scaleY = (v: number) =>
+    dims.padTop + plotH - ((v - yMin) / (yMax - yMin || 1)) * plotH;
+
+  const yTicks = niceYTicks(yMin, yMax);
+  const baseline = scaleY(0);
+
+  const areaPath =
+    `M ${scaleX(sorted[0].x)} ${baseline} ` +
+    sorted.map((p) => `L ${scaleX(p.x)} ${scaleY(p.value)}`).join(" ") +
+    ` L ${scaleX(sorted[sorted.length - 1].x)} ${baseline} Z`;
+
+  const linePath = sorted
+    .map((p, i) => `${i === 0 ? "M" : "L"} ${scaleX(p.x)} ${scaleY(p.value)}`)
+    .join(" ");
+
+  const maxXLabels = Math.floor(plotW / 80);
+  const xStep = Math.max(1, Math.ceil(sorted.length / maxXLabels));
+  const xLabels = sorted.filter((_, i) => i % xStep === 0);
+
+  return (
+    <svg width={dims.width} height={dims.height} style={{ display: "block" }}>
+      {yTicks.map((v, i) => {
+        const y = scaleY(v);
+        return (
+          <g key={`y-${i}`}>
+            <line
+              x1={dims.padLeft}
+              y1={y}
+              x2={dims.width - dims.padRight}
+              y2={y}
+              stroke="#E0E5EE"
+              strokeDasharray="3,3"
+            />
+            <text
+              x={dims.padLeft - 6}
+              y={y + 4}
+              textAnchor="end"
+              fontSize={10}
+              fill="#69707D"
+            >
+              {(v * 100).toFixed(0)}%
+            </text>
+          </g>
+        );
+      })}
+
+      <text
+        x={14}
+        y={dims.padTop + plotH / 2}
+        textAnchor="middle"
+        fontSize={11}
+        fill="#E7664C"
+        fontWeight={600}
+        transform={`rotate(-90, 14, ${dims.padTop + plotH / 2})`}
+      >
+        {yLabel}
+      </text>
+
+      {xLabels.map((xl, i) => (
+        <text
+          key={`x-${i}`}
+          x={scaleX(xl.x)}
+          y={dims.height - 4}
+          textAnchor="middle"
+          fontSize={10}
+          fill="#69707D"
+        >
+          {formatDate(xl.date)}
+        </text>
+      ))}
+
+      <path d={areaPath} fill={fillColor} />
+      <path d={linePath} fill="none" stroke={lineColor} strokeWidth={2} />
+    </svg>
+  );
+};
+
+const Legend = ({
+  items,
+}: {
+  items: { label: string; color: string; dashed?: boolean }[];
+}) => (
+  <div
+    style={{
+      display: "flex",
+      flexWrap: "wrap",
+      gap: 16,
+      justifyContent: "center",
+      marginTop: 8,
+    }}
+  >
+    {items.map((item, i) => (
+      <div key={i} style={{ display: "flex", alignItems: "center", gap: 4 }}>
+        {item.dashed ? (
+          <svg width={16} height={12}>
+            <line
+              x1={0}
+              y1={6}
+              x2={16}
+              y2={6}
+              stroke={item.color}
+              strokeWidth={2}
+              strokeDasharray="4,2"
+            />
+          </svg>
+        ) : (
+          <div
+            style={{
+              width: 12,
+              height: 12,
+              backgroundColor: item.color,
+              borderRadius: 2,
+            }}
+          />
+        )}
+        <span style={{ fontSize: 12, color: "#343741" }}>{item.label}</span>
+      </div>
+    ))}
+  </div>
+);
+
+interface TimeSeriesAnalysisProps {
+  metrics: FeatureMetric[];
+  featureType: string;
+}
+
+const TimeSeriesAnalysis = ({
+  metrics,
+  featureType,
+}: TimeSeriesAnalysisProps) => {
+  const [range, setRange] = useState("all");
+
+  const filteredMetrics = useMemo(() => {
+    if (range === "all") return metrics;
+    const cutoff = Date.now() - rangeToMs[range];
+    return metrics.filter((m) => new Date(m.metric_date).getTime() >= cutoff);
+  }, [metrics, range]);
+
+  const sorted = useMemo(
+    () =>
+      [...filteredMetrics]
+        .filter((m) => m.row_count > 0)
+        .sort((a, b) => a.metric_date.localeCompare(b.metric_date)),
+    [filteredMetrics],
+  );
+
+  const toX = (m: FeatureMetric) => new Date(m.metric_date).getTime();
+  const isNumeric = featureType === "numeric";
+  const hasData = sorted.length >= 1;
+
+  return (
+    <EuiPanel hasBorder>
+      <EuiFlexGroup justifyContent="spaceBetween" alignItems="center">
+        <EuiFlexItem grow={false}>
+          <EuiTitle size="xs">
+            <h3>Time-Series Analysis</h3>
+          </EuiTitle>
+          <p style={{ color: "#69707D", fontSize: 12, marginTop: 2 }}>
+            Historical trends for central aggregates and quality signals.
+          </p>
+        </EuiFlexItem>
+        <EuiFlexItem grow={false} style={{ minWidth: 160 }}>
+          <EuiSuperSelect
+            options={RANGE_OPTIONS}
+            valueOfSelected={range}
+            onChange={setRange}
+            compressed
+          />
+        </EuiFlexItem>
+      </EuiFlexGroup>
+
+      <EuiSpacer size="m" />
+
+      {!hasData ? (
+        <p
+          style={{
+            color: "#69707D",
+            fontSize: 13,
+            textAlign: "center",
+            padding: 24,
+          }}
+        >
+          No data points available for the selected time range. Try a wider
+          range.
+        </p>
+      ) : isNumeric ? (
+        <NumericTimeSeries metrics={sorted} toX={toX} />
+      ) : (
+        <CategoricalTimeSeries metrics={sorted} toX={toX} />
+      )}
+    </EuiPanel>
+  );
+};
+
+const NumericTimeSeries = ({
+  metrics,
+  toX,
+}: {
+  metrics: FeatureMetric[];
+  toX: (m: FeatureMetric) => number;
+}) => {
+  const driftSeries: LineSeriesData[] = useMemo(() => {
+    const build = (
+      label: string,
+      color: string,
+      accessor: (m: FeatureMetric) => number | null,
+      dashArray?: string,
+    ): LineSeriesData => ({
+      label,
+      color,
+      dashArray,
+      points: metrics
+        .filter((m) => accessor(m) !== null)
+        .map((m) => ({
+          x: toX(m),
+          y: 0,
+          value: accessor(m)!,
+          date: m.metric_date,
+        })),
+    });
+    return [
+      build("Mean", COLORS[0], (m) => m.mean, "6,3"),
+      build("P50", COLORS[1], (m) => m.p50),
+      build("P95", COLORS[2], (m) => m.p95),
+    ];
+  }, [metrics, toX]);
+
+  const nullPoints = useMemo(
+    () =>
+      metrics.map((m) => ({
+        x: toX(m),
+        value: m.null_rate,
+        date: m.metric_date,
+      })),
+    [metrics, toX],
+  );
+
+  return (
+    <>
+      <h4 style={{ fontSize: 14, fontWeight: 600, marginBottom: 4 }}>
+        Aggregate Metrics Drift (Mean/P50/P95)
+      </h4>
+      <div style={{ overflowX: "auto" }}>
+        {renderMultiLineChart(driftSeries, DIMS, "Metric Value")}
+      </div>
+      <Legend
+        items={[
+          { label: "Mean", color: COLORS[0], dashed: true },
+          { label: "P50", color: COLORS[1] },
+          { label: "P95", color: COLORS[2] },
+        ]}
+      />
+
+      <EuiSpacer size="l" />
+
+      <h4 style={{ fontSize: 14, fontWeight: 600, marginBottom: 4 }}>
+        Null Rate Evolution (%)
+      </h4>
+      <div style={{ overflowX: "auto" }}>
+        {renderAreaChart(
+          nullPoints,
+          { ...DIMS, height: 160 },
+          "Percentage (%)",
+          "#BD271E",
+          "rgba(189, 39, 30, 0.15)",
+        )}
+      </div>
+    </>
+  );
+};
+
+const CategoricalTimeSeries = ({
+  metrics,
+  toX,
+}: {
+  metrics: FeatureMetric[];
+  toX: (m: FeatureMetric) => number;
+}) => {
+  const { cardinalitySeries, shareSeries, topCategories } = useMemo(() => {
+    const catCounts = new Map<string, number>();
+    for (const m of metrics) {
+      const hist = m.histogram as CategoricalHistogram | null;
+      if (!hist) continue;
+      for (const v of hist.values) {
+        catCounts.set(v.value, (catCounts.get(v.value) || 0) + v.count);
+      }
+    }
+    const topCats = Array.from(catCounts.entries())
+      .sort((a, b) => b[1] - a[1])
+      .slice(0, 5)
+      .map(([v]) => v);
+
+    const cardSeries: LineSeriesData[] = [
+      {
+        label: "Cardinality",
+        color: COLORS[0],
+        points: metrics
+          .filter((m) => m.histogram)
+          .map((m) => ({
+            x: toX(m),
+            y: 0,
+            value: (m.histogram as CategoricalHistogram).unique_count || 0,
+            date: m.metric_date,
+          })),
+      },
+      ...topCats.map((cat, i) => ({
+        label: cat,
+        color: COLORS[(i + 1) % COLORS.length],
+        points: metrics
+          .filter((m) => m.histogram)
+          .map((m) => {
+            const hist = m.histogram as CategoricalHistogram;
+            const entry = hist.values.find((v) => v.value === cat);
+            return {
+              x: toX(m),
+              y: 0,
+              value: entry?.count || 0,
+              date: m.metric_date,
+            };
+          }),
+      })),
+    ];
+
+    const shrSeries: LineSeriesData[] = topCats.map((cat, i) => ({
+      label: cat,
+      color: COLORS[(i + 1) % COLORS.length],
+      points: metrics
+        .filter((m) => m.histogram && m.row_count > 0)
+        .map((m) => {
+          const hist = m.histogram as CategoricalHistogram;
+          const entry = hist.values.find((v) => v.value === cat);
+          return {
+            x: toX(m),
+            y: 0,
+            value: ((entry?.count || 0) / m.row_count) * 100,
+            date: m.metric_date,
+          };
+        }),
+    }));
+
+    return {
+      cardinalitySeries: cardSeries,
+      shareSeries: shrSeries,
+      topCategories: topCats,
+    };
+  }, [metrics, toX]);
+
+  const nullPoints = useMemo(
+    () =>
+      metrics.map((m) => ({
+        x: toX(m),
+        value: m.null_rate,
+        date: m.metric_date,
+      })),
+    [metrics, toX],
+  );
+
+  const shareYFormatter = (v: number) => `${v.toFixed(0)}%`;
+
+  return (
+    <>
+      <h4 style={{ fontSize: 14, fontWeight: 600, marginBottom: 4 }}>
+        Cardinality over time
+      </h4>
+      <div style={{ overflowX: "auto" }}>
+        {renderMultiLineChart(cardinalitySeries, DIMS, "Count")}
+      </div>
+      <Legend
+        items={cardinalitySeries.map((s) => ({
+          label: s.label,
+          color: s.color,
+        }))}
+      />
+
+      <EuiSpacer size="l" />
+
+      <h4 style={{ fontSize: 14, fontWeight: 600, marginBottom: 4 }}>
+        Top category share over time (%)
+      </h4>
+      <div style={{ overflowX: "auto" }}>
+        {renderMultiLineChart(
+          shareSeries,
+          DIMS,
+          "Percentage (%)",
+          shareYFormatter,
+        )}
+      </div>
+      <Legend
+        items={topCategories.map((cat, i) => ({
+          label: cat,
+          color: COLORS[(i + 1) % COLORS.length],
+        }))}
+      />
+
+      <EuiSpacer size="l" />
+
+      <h4 style={{ fontSize: 14, fontWeight: 600, marginBottom: 4 }}>
+        Null Rate Evolution (%)
+      </h4>
+      <div style={{ overflowX: "auto" }}>
+        {renderAreaChart(
+          nullPoints,
+          { ...DIMS, height: 160 },
+          "Percentage (%)",
+          "#BD271E",
+          "rgba(189, 39, 30, 0.15)",
+        )}
+      </div>
+    </>
+  );
+};
+
+export default TimeSeriesAnalysis;
diff --git a/ui/src/pages/permissions/Index.tsx b/ui/src/pages/permissions/Index.tsx
index 76dde026e90..6ef6dea9bd7 100644
--- a/ui/src/pages/permissions/Index.tsx
+++ b/ui/src/pages/permissions/Index.tsx
@@ -1,96 +1,561 @@
-import React from "react";
+import React, { useState, useMemo } from "react";
 import {
   EuiPageTemplate,
-  EuiTitle,
   EuiSpacer,
-  EuiPanel,
+  EuiLoadingSpinner,
   EuiFlexGroup,
   EuiFlexItem,
+  EuiButton,
+  EuiCallOut,
+  EuiFieldSearch,
+  EuiTitle,
+  EuiBasicTable,
+  EuiBadge,
+  EuiButtonIcon,
+  EuiConfirmModal,
   EuiText,
-  EuiLoadingSpinner,
-  EuiHorizontalRule,
+  EuiToolTip,
   EuiSelect,
   EuiFormRow,
+  EuiEmptyPrompt,
 } from "@elastic/eui";
-import { useContext, useState } from "react";
 import { useParams } from "react-router-dom";
-import RegistryPathContext from "../../contexts/RegistryPathContext";
-import useLoadRegistry from "../../queries/useLoadRegistry";
-import PermissionsDisplay from "../../components/PermissionsDisplay";
-import { filterPermissionsByAction } from "../../utils/permissionUtils";
+import { PermissionsIcon } from "../../graphics/PermissionsIcon";
+import PermissionFormModal, {
+  PermissionFormData,
+} from "../../components/PermissionFormModal";
+import {
+  useApplyPermission,
+  useDeletePermission,
+  ApplyPermissionPayload,
+} from "../../queries/mutations/usePermissionMutations";
+import useResourceQuery, {
+  permissionListPath,
+} from "../../queries/useResourceQuery";
+
+const ACTION_NAMES = [
+  "CREATE",
+  "DESCRIBE",
+  "UPDATE",
+  "DELETE",
+  "READ_ONLINE",
+  "READ_OFFLINE",
+  "WRITE_ONLINE",
+  "WRITE_OFFLINE",
+];
+
+const TYPE_DISPLAY_NAMES: Record<string, string> = {
+  FEATURE_VIEW: "Feature View",
+  ON_DEMAND_FEATURE_VIEW: "On-Demand Feature View",
+  BATCH_FEATURE_VIEW: "Batch Feature View",
+  STREAM_FEATURE_VIEW: "Stream Feature View",
+  ENTITY: "Entity",
+  FEATURE_SERVICE: "Feature Service",
+  DATA_SOURCE: "Data Source",
+  VALIDATION_REFERENCE: "Validation Reference",
+  SAVED_DATASET: "Saved Dataset",
+  PERMISSION: "Permission",
+  PROJECT: "Project",
+  LABEL_VIEW: "Label View",
+};
+
+const resolveType = (t: string | number): string => {
+  if (typeof t === "string") return t;
+  const numericMap: Record<number, string> = {
+    0: "FEATURE_VIEW",
+    1: "ON_DEMAND_FEATURE_VIEW",
+    2: "BATCH_FEATURE_VIEW",
+    3: "STREAM_FEATURE_VIEW",
+    4: "ENTITY",
+    5: "FEATURE_SERVICE",
+    6: "DATA_SOURCE",
+    7: "VALIDATION_REFERENCE",
+    8: "SAVED_DATASET",
+    9: "PERMISSION",
+    10: "PROJECT",
+    11: "LABEL_VIEW",
+  };
+  return numericMap[t] || `Type ${t}`;
+};
+
+const resolveAction = (a: string | number): string => {
+  if (typeof a === "string") return a;
+  return ACTION_NAMES[a] || `Action ${a}`;
+};
+
+const getActionColor = (action: string) => {
+  if (action.startsWith("READ")) return "success";
+  if (action.startsWith("WRITE")) return "warning";
+  if (action === "CREATE") return "primary";
+  if (action === "UPDATE") return "accent";
+  if (action === "DELETE") return "danger";
+  if (action === "DESCRIBE") return "hollow";
+  return "default";
+};
+
+const getPolicyDescription = (policy: any): string => {
+  if (!policy) return "Allow All";
+  if (policy.roleBasedPolicy?.roles) {
+    return `Roles: ${policy.roleBasedPolicy.roles.join(", ")}`;
+  }
+  if (policy.groupBasedPolicy?.groups) {
+    return `Groups: ${policy.groupBasedPolicy.groups.join(", ")}`;
+  }
+  if (policy.namespaceBasedPolicy?.namespaces) {
+    return `Namespaces: ${policy.namespaceBasedPolicy.namespaces.join(", ")}`;
+  }
+  if (policy.combinedGroupNamespacePolicy) {
+    const parts = [];
+    if (policy.combinedGroupNamespacePolicy.groups?.length) {
+      parts.push(
+        `Groups: ${policy.combinedGroupNamespacePolicy.groups.join(", ")}`,
+      );
+    }
+    if (policy.combinedGroupNamespacePolicy.namespaces?.length) {
+      parts.push(
+        `Namespaces: ${policy.combinedGroupNamespacePolicy.namespaces.join(", ")}`,
+      );
+    }
+    return parts.join(" | ");
+  }
+  return "Allow All";
+};
+
+const getPolicyType = (
+  policy: any,
+): "role_based" | "group_based" | "namespace_based" | "combined" => {
+  if (!policy) return "role_based";
+  if (policy.roleBasedPolicy) return "role_based";
+  if (policy.groupBasedPolicy) return "group_based";
+  if (policy.namespaceBasedPolicy) return "namespace_based";
+  if (policy.combinedGroupNamespacePolicy) return "combined";
+  return "role_based";
+};
+
+const permissionToFormData = (permission: any): PermissionFormData => {
+  const spec = permission.spec || permission;
+  const policy = spec.policy;
+
+  const rawTypes: string[] = (spec.types || []).map(resolveType);
+  const rawActions: string[] = (spec.actions || []).map(resolveAction);
+
+  return {
+    name: spec.name || "",
+    types: Array.from(new Set(rawTypes)),
+    namePatterns: spec.namePatterns || spec.name_patterns || [],
+    actions: Array.from(new Set(rawActions)),
+    policyType: getPolicyType(policy),
+    roles: policy?.roleBasedPolicy?.roles || [],
+    groups:
+      policy?.groupBasedPolicy?.groups ||
+      policy?.combinedGroupNamespacePolicy?.groups ||
+      [],
+    namespaces:
+      policy?.namespaceBasedPolicy?.namespaces ||
+      policy?.combinedGroupNamespacePolicy?.namespaces ||
+      [],
+    tags: Object.entries(spec.tags || {}).map(([key, value]) => ({
+      key,
+      value: value as string,
+    })),
+    requiredTags: Object.entries(
+      spec.requiredTags || spec.required_tags || {},
+    ).map(([key, value]) => ({
+      key,
+      value: value as string,
+    })),
+  };
+};
+
+const formDataToPayload = (
+  formData: PermissionFormData,
+  project: string,
+): ApplyPermissionPayload => {
+  const policy: ApplyPermissionPayload["policy"] = {};
+
+  if (formData.policyType === "role_based") {
+    policy.role_based_policy = {
+      roles: formData.roles.filter((r) => r.trim()),
+    };
+  } else if (formData.policyType === "group_based") {
+    policy.group_based_policy = {
+      groups: formData.groups.filter((g) => g.trim()),
+    };
+  } else if (formData.policyType === "namespace_based") {
+    policy.namespace_based_policy = {
+      namespaces: formData.namespaces.filter((n) => n.trim()),
+    };
+  } else if (formData.policyType === "combined") {
+    policy.combined_group_namespace_policy = {
+      groups: formData.groups.filter((g) => g.trim()),
+      namespaces: formData.namespaces.filter((n) => n.trim()),
+    };
+  }
+
+  return {
+    name: formData.name,
+    project,
+    types: formData.types,
+    name_patterns: formData.namePatterns.filter((p) => p.trim()),
+    actions: formData.actions,
+    policy,
+    tags: Object.fromEntries(
+      formData.tags.filter((t) => t.key.trim()).map((t) => [t.key, t.value]),
+    ),
+    required_tags: Object.fromEntries(
+      formData.requiredTags
+        .filter((t) => t.key.trim())
+        .map((t) => [t.key, t.value]),
+    ),
+  };
+};
+
+const useLoadPermissions = () => {
+  const { projectName } = useParams();
+  return useResourceQuery<any[]>({
+    resourceType: "permissions-list",
+    project: projectName,
+    restPath: permissionListPath(projectName),
+    restSelect: (d) => d.permissions,
+  });
+};
 
 const PermissionsIndex = () => {
-  const registryUrl = useContext(RegistryPathContext);
   const { projectName } = useParams();
-  const { isLoading, isSuccess, isError, data } = useLoadRegistry(
-    registryUrl,
-    projectName,
-  );
-  const [selectedPermissionAction, setSelectedPermissionAction] = useState("");
+  const { isLoading, isSuccess, isError, isPermissionDenied, data } =
+    useLoadPermissions();
+
+  const [isModalOpen, setIsModalOpen] = useState(false);
+  const [editingPermission, setEditingPermission] = useState<any | null>(null);
+  const [deleteTarget, setDeleteTarget] = useState<any | null>(null);
+  const [successMessage, setSuccessMessage] = useState<string | null>(null);
+  const [errorMessage, setErrorMessage] = useState<string | null>(null);
+  const [searchString, setSearchString] = useState("");
+  const [actionFilter, setActionFilter] = useState("");
+
+  const applyPermission = useApplyPermission();
+  const deletePermissionMutation = useDeletePermission();
+
+  const permissions = useMemo(() => {
+    if (!data) return [];
+    let filtered = data;
+
+    if (searchString.trim()) {
+      const lower = searchString.toLowerCase();
+      filtered = filtered.filter((p) =>
+        (p.spec?.name || "").toLowerCase().includes(lower),
+      );
+    }
+
+    if (actionFilter) {
+      filtered = filtered.filter((p) => {
+        const actions = (p.spec?.actions || []).map(resolveAction);
+        return actions.includes(actionFilter);
+      });
+    }
+
+    return filtered;
+  }, [data, searchString, actionFilter]);
+
+  const handleCreate = () => {
+    setEditingPermission(null);
+    setIsModalOpen(true);
+  };
+
+  const handleEdit = (permission: any) => {
+    setEditingPermission(permission);
+    setIsModalOpen(true);
+  };
+
+  const handleDelete = (permission: any) => {
+    setDeleteTarget(permission);
+  };
+
+  const confirmDelete = () => {
+    if (!deleteTarget) return;
+    const name = deleteTarget.spec?.name || deleteTarget.name;
+    deletePermissionMutation.mutate(
+      { name, project: projectName || "" },
+      {
+        onSuccess: () => {
+          setDeleteTarget(null);
+          setErrorMessage(null);
+          setSuccessMessage(`Permission "${name}" deleted successfully.`);
+          setTimeout(() => setSuccessMessage(null), 5000);
+        },
+        onError: (err: unknown) => {
+          setDeleteTarget(null);
+          const message =
+            err instanceof Error
+              ? err.message
+              : "An unexpected error occurred.";
+          setErrorMessage(message);
+          setTimeout(() => setErrorMessage(null), 5000);
+        },
+      },
+    );
+  };
+
+  const handleFormSubmit = (formData: PermissionFormData) => {
+    const payload = formDataToPayload(formData, projectName || "");
+    applyPermission.mutate(payload, {
+      onSuccess: () => {
+        setIsModalOpen(false);
+        setEditingPermission(null);
+        setErrorMessage(null);
+        const verb = editingPermission ? "updated" : "created";
+        setSuccessMessage(
+          `Permission "${formData.name}" ${verb} successfully.`,
+        );
+        setTimeout(() => setSuccessMessage(null), 5000);
+      },
+      onError: (err: unknown) => {
+        const message =
+          err instanceof Error ? err.message : "An unexpected error occurred.";
+        setErrorMessage(message);
+      },
+    });
+  };
+
+  const columns = [
+    {
+      field: "spec.name",
+      name: "Name",
+      sortable: true,
+      render: (_: string, item: any) => (
+        <strong>{item.spec?.name || "—"}</strong>
+      ),
+    },
+    {
+      field: "spec.types",
+      name: "Resource Types",
+      render: (_: any, item: any) => {
+        const rawTypes: string[] = (item.spec?.types || []).map(resolveType);
+        const types = Array.from(new Set(rawTypes));
+        if (types.length === 0) return <EuiText size="xs">All</EuiText>;
+        const display = (t: string) => TYPE_DISPLAY_NAMES[t] || t;
+        if (types.length > 3) {
+          return (
+            <EuiToolTip content={types.map(display).join(", ")}>
+              <EuiText size="xs">
+                {types.slice(0, 3).map(display).join(", ")} +{types.length - 3}{" "}
+                more
+              </EuiText>
+            </EuiToolTip>
+          );
+        }
+        return <EuiText size="xs">{types.map(display).join(", ")}</EuiText>;
+      },
+    },
+    {
+      field: "spec.actions",
+      name: "Actions",
+      render: (_: any, item: any) => {
+        const rawActions: string[] = (item.spec?.actions || []).map(
+          resolveAction,
+        );
+        const actions = Array.from(new Set(rawActions));
+        return (
+          <EuiFlexGroup wrap responsive={false} gutterSize="xs">
+            {actions.map((action: string, i: number) => (
+              <EuiFlexItem grow={false} key={i}>
+                <EuiBadge color={getActionColor(action)}>{action}</EuiBadge>
+              </EuiFlexItem>
+            ))}
+          </EuiFlexGroup>
+        );
+      },
+    },
+    {
+      field: "spec.policy",
+      name: "Policy",
+      render: (_: any, item: any) => {
+        const desc = getPolicyDescription(item.spec?.policy);
+        return (
+          <EuiToolTip content={desc}>
+            <EuiText size="xs">
+              {desc.length > 40 ? desc.substring(0, 40) + "..." : desc}
+            </EuiText>
+          </EuiToolTip>
+        );
+      },
+    },
+    {
+      name: "Actions",
+      width: "100px",
+      render: (item: any) => (
+        <EuiFlexGroup gutterSize="xs" responsive={false}>
+          <EuiFlexItem grow={false}>
+            <EuiToolTip content="Edit">
+              <EuiButtonIcon
+                iconType="pencil"
+                aria-label="Edit permission"
+                onClick={() => handleEdit(item)}
+                color="primary"
+              />
+            </EuiToolTip>
+          </EuiFlexItem>
+          <EuiFlexItem grow={false}>
+            <EuiToolTip content="Delete">
+              <EuiButtonIcon
+                iconType="trash"
+                aria-label="Delete permission"
+                onClick={() => handleDelete(item)}
+                color="danger"
+              />
+            </EuiToolTip>
+          </EuiFlexItem>
+        </EuiFlexGroup>
+      ),
+    },
+  ];
+
+  const hasPermissions = isSuccess && data && data.length > 0;
+  const isEmpty = isSuccess && (!data || data.length === 0);
 
   return (
-    <EuiPageTemplate restrictWidth>
+    <EuiPageTemplate panelled>
       <EuiPageTemplate.Header
+        restrictWidth
+        iconType={PermissionsIcon}
         pageTitle="Permissions"
-        description="View and manage permissions for Feast resources"
+        description="Create and manage access control rules for Feast resources"
+        rightSideItems={[
+          <EuiButton fill iconType="plus" onClick={handleCreate} key="create">
+            Create Permission
+          </EuiButton>,
+        ]}
       />
       <EuiPageTemplate.Section>
+        {successMessage && (
+          <>
+            <EuiCallOut
+              title={successMessage}
+              color="success"
+              iconType="check"
+              size="s"
+            />
+            <EuiSpacer size="m" />
+          </>
+        )}
+        {errorMessage && !isModalOpen && (
+          <>
+            <EuiCallOut
+              title={errorMessage}
+              color="danger"
+              iconType="alert"
+              size="s"
+            />
+            <EuiSpacer size="m" />
+          </>
+        )}
+
         {isLoading && (
-          <React.Fragment>
+          <p>
             <EuiLoadingSpinner size="m" /> Loading
-          </React.Fragment>
+          </p>
+        )}
+        {isPermissionDenied && (
+          <EuiCallOut title="Permission denied" color="warning" iconType="lock">
+            <p>You do not have permission to view permissions.</p>
+          </EuiCallOut>
+        )}
+        {isError && !isPermissionDenied && <p>Error loading permissions.</p>}
+
+        {isEmpty && (
+          <EuiEmptyPrompt
+            iconType="lock"
+            title={<h2>No permissions yet</h2>}
+            body={
+              <p>
+                Permissions let you control who can perform specific actions on
+                your Feast resources. Create your first permission to get
+                started.
+              </p>
+            }
+            actions={
+              <EuiButton fill iconType="plus" onClick={handleCreate}>
+                Create Permission
+              </EuiButton>
+            }
+          />
         )}
-        {isError && <p>Error loading permissions</p>}
-        {isSuccess && data && (
-          <React.Fragment>
-            <EuiFlexGroup>
-              <EuiFlexItem grow={false} style={{ width: 300 }}>
+
+        {hasPermissions && (
+          <>
+            <EuiFlexGroup gutterSize="m">
+              <EuiFlexItem grow={3}>
+                <EuiTitle size="xs">
+                  <h2>Search</h2>
+                </EuiTitle>
+                <EuiFieldSearch
+                  value={searchString}
+                  fullWidth
+                  placeholder="Filter by name..."
+                  onChange={(e) => setSearchString(e.target.value)}
+                />
+              </EuiFlexItem>
+              <EuiFlexItem grow={1}>
                 <EuiFormRow label="Filter by action">
                   <EuiSelect
                     options={[
-                      { value: "", text: "All" },
-                      { value: "CREATE", text: "CREATE" },
-                      { value: "DESCRIBE", text: "DESCRIBE" },
-                      { value: "UPDATE", text: "UPDATE" },
-                      { value: "DELETE", text: "DELETE" },
-                      { value: "READ_ONLINE", text: "READ_ONLINE" },
-                      { value: "READ_OFFLINE", text: "READ_OFFLINE" },
-                      { value: "WRITE_ONLINE", text: "WRITE_ONLINE" },
-                      { value: "WRITE_OFFLINE", text: "WRITE_OFFLINE" },
+                      { value: "", text: "All Actions" },
+                      ...ACTION_NAMES.map((a) => ({ value: a, text: a })),
                     ]}
-                    value={selectedPermissionAction}
-                    onChange={(e) =>
-                      setSelectedPermissionAction(e.target.value)
-                    }
-                    aria-label="Filter by action"
+                    value={actionFilter}
+                    onChange={(e) => setActionFilter(e.target.value)}
                   />
                 </EuiFormRow>
               </EuiFlexItem>
             </EuiFlexGroup>
             <EuiSpacer size="m" />
-            <EuiPanel hasBorder={true}>
-              <EuiTitle size="s">
-                <h2>Permissions</h2>
-              </EuiTitle>
-              <EuiHorizontalRule margin="xs" />
-              {data.permissions && data.permissions.length > 0 ? (
-                <PermissionsDisplay
-                  permissions={
-                    selectedPermissionAction
-                      ? filterPermissionsByAction(
-                          data.permissions,
-                          selectedPermissionAction,
-                        )
-                      : data.permissions
-                  }
-                />
-              ) : (
-                <EuiText>No permissions defined in this project.</EuiText>
-              )}
-            </EuiPanel>
-          </React.Fragment>
+            <EuiBasicTable
+              items={permissions}
+              columns={columns}
+              rowHeader="spec.name"
+            />
+          </>
         )}
       </EuiPageTemplate.Section>
+
+      {isModalOpen && (
+        <PermissionFormModal
+          onClose={() => {
+            setIsModalOpen(false);
+            setEditingPermission(null);
+            setErrorMessage(null);
+          }}
+          onSubmit={handleFormSubmit}
+          isEdit={!!editingPermission}
+          initialData={
+            editingPermission
+              ? permissionToFormData(editingPermission)
+              : undefined
+          }
+          isSubmitting={applyPermission.isLoading}
+          submitError={errorMessage}
+        />
+      )}
+
+      {deleteTarget && (
+        <EuiConfirmModal
+          title="Delete permission"
+          onCancel={() => setDeleteTarget(null)}
+          onConfirm={confirmDelete}
+          cancelButtonText="Cancel"
+          confirmButtonText="Delete"
+          buttonColor="danger"
+          isLoading={deletePermissionMutation.isLoading}
+        >
+          <p>
+            Are you sure you want to delete the permission{" "}
+            <strong>
+              &quot;{deleteTarget.spec?.name || deleteTarget.name}&quot;
+            </strong>
+            ? This action cannot be undone.
+          </p>
+        </EuiConfirmModal>
+      )}
     </EuiPageTemplate>
   );
 };
diff --git a/ui/src/pages/saved-data-sets/AddToCatalogModal.tsx b/ui/src/pages/saved-data-sets/AddToCatalogModal.tsx
new file mode 100644
index 00000000000..7f9d80a6bd8
--- /dev/null
+++ b/ui/src/pages/saved-data-sets/AddToCatalogModal.tsx
@@ -0,0 +1,69 @@
+import React, { useState } from "react";
+import {
+  EuiModal,
+  EuiModalHeader,
+  EuiModalHeaderTitle,
+  EuiModalBody,
+  EuiTabbedContent,
+  EuiTabbedContentTab,
+  EuiIcon,
+} from "@elastic/eui";
+import RegisterDatasetModal from "./RegisterDatasetModal";
+import type { RegisterDatasetPayload } from "./RegisterDatasetModal";
+import CreateDatasetForm from "./CreateDatasetForm";
+
+interface AddToCatalogModalProps {
+  onClose: () => void;
+  onLinkSubmit: (data: RegisterDatasetPayload) => Promise<void>;
+  isLinkSubmitting: boolean;
+  linkError?: string | null;
+}
+
+const AddToCatalogModal = ({
+  onClose,
+  onLinkSubmit,
+  isLinkSubmitting,
+  linkError,
+}: AddToCatalogModalProps) => {
+  const [selectedTab, setSelectedTab] = useState<string>("link");
+
+  const tabs: EuiTabbedContentTab[] = [
+    {
+      id: "link",
+      name: "Link Existing",
+      prepend: <EuiIcon type="link" size="s" />,
+      content: (
+        <RegisterDatasetModal
+          onClose={onClose}
+          onSubmit={onLinkSubmit}
+          isSubmitting={isLinkSubmitting}
+          error={linkError}
+          embedded
+        />
+      ),
+    },
+    {
+      id: "create",
+      name: "Create Dataset",
+      prepend: <EuiIcon type="plusInCircle" size="s" />,
+      content: <CreateDatasetForm onClose={onClose} />,
+    },
+  ];
+
+  return (
+    <EuiModal onClose={onClose} style={{ width: 780, maxWidth: "90vw" }}>
+      <EuiModalHeader>
+        <EuiModalHeaderTitle>Add to Catalog</EuiModalHeaderTitle>
+      </EuiModalHeader>
+      <EuiModalBody>
+        <EuiTabbedContent
+          tabs={tabs}
+          selectedTab={tabs.find((t) => t.id === selectedTab)}
+          onTabClick={(tab) => setSelectedTab(tab.id)}
+        />
+      </EuiModalBody>
+    </EuiModal>
+  );
+};
+
+export default AddToCatalogModal;
diff --git a/ui/src/pages/saved-data-sets/CreateDatasetForm.tsx b/ui/src/pages/saved-data-sets/CreateDatasetForm.tsx
new file mode 100644
index 00000000000..88a9d3e0201
--- /dev/null
+++ b/ui/src/pages/saved-data-sets/CreateDatasetForm.tsx
@@ -0,0 +1,725 @@
+import React, { useState, useMemo, useCallback, useContext } from "react";
+import {
+  EuiSpacer,
+  EuiFormRow,
+  EuiFieldText,
+  EuiRadioGroup,
+  EuiComboBox,
+  EuiComboBoxOptionOption,
+  EuiButton,
+  EuiButtonEmpty,
+  EuiFlexGroup,
+  EuiFlexItem,
+  EuiText,
+  EuiCallOut,
+  EuiPanel,
+  EuiTitle,
+  EuiHorizontalRule,
+  EuiSuperSelect,
+  EuiSuperSelectOption,
+  EuiDatePicker,
+  EuiDatePickerRange,
+  EuiTextArea,
+} from "@elastic/eui";
+import { useParams } from "react-router-dom";
+import { useMutation, useQueryClient } from "react-query";
+import moment, { Moment } from "moment";
+import useResourceQuery, {
+  featureServiceListPath,
+  featureViewListPath,
+  dataSourceListPath,
+} from "../../queries/useResourceQuery";
+import RegistryPathContext from "../../contexts/RegistryPathContext";
+import { useDataMode } from "../../contexts/DataModeContext";
+import { restPost } from "../../queries/restApiClient";
+import TagsEditor, { TagEntry } from "../../components/forms/TagsEditor";
+import JobStatusPanel from "./JobStatusPanel";
+
+interface CreateDatasetFormProps {
+  onClose: () => void;
+}
+
+const FEATURE_MODE_OPTIONS = [
+  { id: "service", label: "Use a Feature Service" },
+  { id: "individual", label: "Select individual features" },
+];
+
+const ENTITY_SOURCE_OPTIONS = [
+  { id: "inline", label: "Define entity keys and time range manually" },
+  { id: "reference", label: "Reference an existing data source path" },
+];
+
+const STORAGE_TYPES = [
+  {
+    value: "file",
+    label: "File (Parquet)",
+    placeholder: "s3://bucket/path/output.parquet",
+  },
+  {
+    value: "bigquery",
+    label: "BigQuery",
+    placeholder: "project.dataset.table",
+  },
+  {
+    value: "snowflake",
+    label: "Snowflake",
+    placeholder: "database.schema.table",
+  },
+  { value: "redshift", label: "Redshift", placeholder: "schema.table" },
+  { value: "spark", label: "Spark", placeholder: "s3://bucket/path/" },
+  { value: "trino", label: "Trino", placeholder: "catalog.schema.table" },
+  { value: "athena", label: "Athena", placeholder: "database.table" },
+  {
+    value: "postgres",
+    label: "PostgreSQL",
+    placeholder: "schema.table_name",
+  },
+  {
+    value: "clickhouse",
+    label: "ClickHouse",
+    placeholder: "database.table_name",
+  },
+  {
+    value: "couchbase",
+    label: "Couchbase Columnar",
+    placeholder: "database.scope.collection",
+  },
+];
+
+const CreateDatasetForm = ({ onClose }: CreateDatasetFormProps) => {
+  const { projectName } = useParams();
+  const registryUrl = useContext(RegistryPathContext);
+  const { fetchOptions } = useDataMode();
+  const queryClient = useQueryClient();
+
+  // Step 1: Feature selection
+  const [featureMode, setFeatureMode] = useState("service");
+  const [selectedService, setSelectedService] = useState<
+    EuiComboBoxOptionOption[]
+  >([]);
+  const [selectedFeatures, setSelectedFeatures] = useState<
+    EuiComboBoxOptionOption[]
+  >([]);
+
+  // Step 2: Entity source
+  const [entitySourceType, setEntitySourceType] = useState("inline");
+
+  // Inline mode state
+  const [entityKeys, setEntityKeys] = useState<EuiComboBoxOptionOption[]>([]);
+  const [entityValues, setEntityValues] = useState("");
+  const [startDate, setStartDate] = useState<Moment | null>(
+    moment().subtract(30, "days"),
+  );
+  const [endDate, setEndDate] = useState<Moment | null>(moment());
+  const [extraColumns, setExtraColumns] = useState("");
+
+  // Reference mode state
+  const [entitySourcePath, setEntitySourcePath] = useState("");
+
+  // Step 3: Storage & metadata
+  const [datasetName, setDatasetName] = useState("");
+  const [namespace, setNamespace] = useState("");
+  const [collection, setCollection] = useState("");
+  const [description, setDescription] = useState("");
+  const [storageType, setStorageType] = useState("file");
+  const [storagePath, setStoragePath] = useState("");
+  const [storageFileFormat, setStorageFileFormat] = useState("parquet");
+  const [tags, setTags] = useState<TagEntry[]>([]);
+  const [allowOverwrite] = useState(false);
+
+  // Job tracking
+  const [jobId, setJobId] = useState<string | null>(null);
+  const [submitError, setSubmitError] = useState<string | null>(null);
+
+  // Fetch data for suggestions
+  const { data: featureServicesRaw } = useResourceQuery<any[]>({
+    resourceType: "create-dataset-fs",
+    project: projectName,
+    restPath: featureServiceListPath(projectName),
+    restSelect: (d) => d.featureServices || [],
+  });
+
+  const { data: featureViewsRaw } = useResourceQuery<any[]>({
+    resourceType: "create-dataset-fv",
+    project: projectName,
+    restPath: featureViewListPath(projectName),
+    restSelect: (d) => d.featureViews || [],
+  });
+
+  const { data: dataSourcesRaw } = useResourceQuery<any[]>({
+    resourceType: "create-dataset-ds",
+    project: projectName,
+    restPath: dataSourceListPath(projectName),
+    restSelect: (d) => d.dataSources || [],
+  });
+
+  const featureServiceOptions: EuiComboBoxOptionOption[] = useMemo(
+    () =>
+      (featureServicesRaw || []).map((fs: any) => ({
+        label: fs.spec?.name || fs.name || "",
+      })),
+    [featureServicesRaw],
+  );
+
+  const featureOptions: EuiComboBoxOptionOption[] = useMemo(
+    () =>
+      (featureViewsRaw || [])
+        .filter((fv: any) => fv.type !== "labelView")
+        .flatMap((fv: any) => {
+          const fvName = fv.spec?.name || "";
+          const features = fv.spec?.features || [];
+          return features.map((f: any) => ({
+            label: `${fvName}:${f.name || f}`,
+          }));
+        }),
+    [featureViewsRaw],
+  );
+
+  // Extract entity/join key options from feature views
+  const joinKeyOptions: EuiComboBoxOptionOption[] = useMemo(() => {
+    const seen = new Set<string>();
+    (featureViewsRaw || []).forEach((fv: any) => {
+      const entities = fv.spec?.entities || [];
+      entities.forEach((e: string) => {
+        if (e && !seen.has(e)) seen.add(e);
+      });
+    });
+    return Array.from(seen).map((k) => ({ label: k }));
+  }, [featureViewsRaw]);
+
+  // Filter storage types based on configured data sources
+  const storageOptions: EuiSuperSelectOption<string>[] = useMemo(() => {
+    if (!dataSourcesRaw || dataSourcesRaw.length === 0) {
+      return STORAGE_TYPES.map((st) => ({
+        value: st.value,
+        inputDisplay: st.label,
+        dropdownDisplay: <strong>{st.label}</strong>,
+      }));
+    }
+
+    const detectedTypes = new Set<string>();
+    for (const ds of dataSourcesRaw) {
+      const spec = ds.spec || ds;
+      if (spec.fileOptions || ds.fileOptions) detectedTypes.add("file");
+      if (spec.bigqueryOptions || ds.bigqueryOptions)
+        detectedTypes.add("bigquery");
+      if (spec.snowflakeOptions || ds.snowflakeOptions)
+        detectedTypes.add("snowflake");
+      if (spec.redshiftOptions || ds.redshiftOptions)
+        detectedTypes.add("redshift");
+      if (spec.sparkOptions || ds.sparkOptions) detectedTypes.add("spark");
+      if (spec.trinoOptions || ds.trinoOptions) detectedTypes.add("trino");
+      if (spec.athenaOptions || ds.athenaOptions) detectedTypes.add("athena");
+      const dsType = spec.type || ds.type;
+      if (dsType === 1) detectedTypes.add("file");
+      if (dsType === 2) detectedTypes.add("bigquery");
+      if (dsType === 3) detectedTypes.add("redshift");
+      if (dsType === 5) detectedTypes.add("snowflake");
+      if (dsType === 7) detectedTypes.add("spark");
+      if (dsType === 8) detectedTypes.add("trino");
+      if (dsType === 9) detectedTypes.add("athena");
+      const classType =
+        spec.dataSourceClassType || ds.dataSourceClassType || "";
+      if (classType.includes("postgres")) detectedTypes.add("postgres");
+      if (classType.includes("clickhouse")) detectedTypes.add("clickhouse");
+      if (classType.includes("couchbase")) detectedTypes.add("couchbase");
+    }
+
+    // Always include file as a fallback
+    detectedTypes.add("file");
+
+    const filtered = STORAGE_TYPES.filter((st) => detectedTypes.has(st.value));
+    return filtered.map((st) => ({
+      value: st.value,
+      inputDisplay: st.label,
+      dropdownDisplay: <strong>{st.label}</strong>,
+    }));
+  }, [dataSourcesRaw]);
+
+  // Extract available data source paths for the reference entity source option
+  const dataSourcePathOptions: EuiComboBoxOptionOption[] = useMemo(() => {
+    if (!dataSourcesRaw) return [];
+    const paths: EuiComboBoxOptionOption[] = [];
+    for (const ds of dataSourcesRaw) {
+      const spec = ds.spec || ds;
+      const name = spec.name || ds.name || "";
+      const fileOpts = spec.fileOptions || ds.fileOptions;
+      const bqOpts = spec.bigqueryOptions || ds.bigqueryOptions;
+      const sfOpts = spec.snowflakeOptions || ds.snowflakeOptions;
+      const rsOpts = spec.redshiftOptions || ds.redshiftOptions;
+      const sparkOpts = spec.sparkOptions || ds.sparkOptions;
+      const trinoOpts = spec.trinoOptions || ds.trinoOptions;
+      const athenaOpts = spec.athenaOptions || ds.athenaOptions;
+
+      let path = "";
+      if (fileOpts?.uri) path = fileOpts.uri;
+      else if (fileOpts?.path) path = fileOpts.path;
+      else if (bqOpts?.table) path = bqOpts.table;
+      else if (sfOpts?.table) path = sfOpts.table;
+      else if (rsOpts?.table) path = rsOpts.table;
+      else if (sparkOpts?.path) path = sparkOpts.path;
+      else if (sparkOpts?.table) path = sparkOpts.table;
+      else if (trinoOpts?.table) path = trinoOpts.table;
+      else if (athenaOpts?.table) path = athenaOpts.table;
+
+      if (path) {
+        paths.push({ label: path, key: name });
+      }
+    }
+    return paths;
+  }, [dataSourcesRaw]);
+
+  const currentStorageType =
+    STORAGE_TYPES.find((s) => s.value === storageType) || STORAGE_TYPES[0];
+
+  // Submit create job
+  const createMutation = useMutation(
+    async () => {
+      const payload: any = {
+        name: datasetName.trim(),
+        project: projectName || "",
+        storage_type: storageType,
+        storage_path: storagePath.trim(),
+        storage_file_format:
+          storageType === "spark" ? storageFileFormat : undefined,
+        entity_source_type: entitySourceType,
+        allow_overwrite: allowOverwrite,
+        tags: tags.reduce(
+          (acc, t) => {
+            if (t.key.trim() && t.value.trim())
+              acc[t.key.trim()] = t.value.trim();
+            return acc;
+          },
+          {} as Record<string, string>,
+        ),
+      };
+
+      if (namespace.trim()) payload.namespace = namespace.trim();
+      if (collection.trim()) payload.collection = collection.trim();
+      if (description.trim()) payload.description = description.trim();
+
+      if (featureMode === "service" && selectedService.length > 0) {
+        payload.feature_service_name = selectedService[0].label;
+      } else if (featureMode === "individual" && selectedFeatures.length > 0) {
+        payload.features = selectedFeatures.map((f) => f.label);
+      }
+
+      if (entitySourceType === "inline") {
+        payload.entity_keys = entityKeys.map((k) => k.label);
+        payload.entity_values = entityValues.trim();
+        if (startDate) payload.start_date = startDate.toISOString();
+        if (endDate) payload.end_date = endDate.toISOString();
+      } else if (entitySourceType === "reference") {
+        payload.entity_source_path = entitySourcePath.trim();
+      }
+
+      // Extra columns apply to all entity source methods
+      if (extraColumns.trim()) {
+        payload.extra_columns = extraColumns.trim();
+      }
+
+      return restPost(
+        registryUrl,
+        "/saved_datasets/create",
+        payload,
+        fetchOptions,
+      );
+    },
+    {
+      onSuccess: (data: any) => {
+        setJobId(data.job_id);
+        setSubmitError(null);
+      },
+      onError: (err: Error) => {
+        setSubmitError(err.message);
+      },
+    },
+  );
+
+  const handleJobComplete = useCallback(() => {
+    queryClient.invalidateQueries(["rest", "saved-datasets-list"]);
+  }, [queryClient]);
+
+  // Validation
+  const canProceedStep0 =
+    featureMode === "service"
+      ? selectedService.length > 0
+      : selectedFeatures.length > 0;
+
+  const canProceedStep1 = (() => {
+    if (entitySourceType === "inline") {
+      return entityKeys.length > 0 && entityValues.trim().length > 0;
+    }
+    return entitySourcePath.trim().length > 0;
+  })();
+
+  const canSubmit =
+    datasetName.trim().length > 0 &&
+    storagePath.trim().length > 0 &&
+    /^[a-zA-Z_][a-zA-Z0-9_-]*$/.test(datasetName.trim());
+
+  const handleRetry = useCallback(() => {
+    setJobId(null);
+    setSubmitError(null);
+  }, []);
+
+  if (jobId) {
+    return (
+      <div style={{ paddingTop: 16 }}>
+        <JobStatusPanel
+          jobId={jobId}
+          datasetName={datasetName}
+          onComplete={handleJobComplete}
+          onClose={onClose}
+          onRetry={handleRetry}
+        />
+      </div>
+    );
+  }
+
+  return (
+    <div style={{ paddingTop: 16 }}>
+      {submitError && (
+        <>
+          <EuiCallOut
+            title="Failed to create dataset"
+            color="danger"
+            iconType="alert"
+            size="s"
+          >
+            <p>{submitError}</p>
+          </EuiCallOut>
+          <EuiSpacer size="m" />
+        </>
+      )}
+
+      <EuiPanel color="subdued" paddingSize="s" hasBorder={false}>
+        <EuiText size="xs" color="subdued">
+          Create a new dataset by running a feature retrieval job. Feast will
+          execute get_historical_features, persist the results to your chosen
+          storage, and register the dataset in the catalog.
+        </EuiText>
+      </EuiPanel>
+      <EuiSpacer size="m" />
+
+      {/* Step 1: Feature Selection */}
+      <EuiTitle size="xxs">
+        <h4>Step 1: Define Features</h4>
+      </EuiTitle>
+      <EuiSpacer size="s" />
+
+      <EuiRadioGroup
+        options={FEATURE_MODE_OPTIONS}
+        idSelected={featureMode}
+        onChange={(id) => setFeatureMode(id)}
+      />
+      <EuiSpacer size="m" />
+
+      {featureMode === "service" ? (
+        <EuiFormRow
+          label="Feature Service"
+          helpText="Select a pre-defined feature bundle."
+        >
+          <EuiComboBox
+            singleSelection={{ asPlainText: true }}
+            options={featureServiceOptions}
+            selectedOptions={selectedService}
+            onChange={setSelectedService}
+            placeholder="Select a feature service..."
+            isClearable
+            fullWidth
+          />
+        </EuiFormRow>
+      ) : (
+        <EuiFormRow
+          label="Features"
+          helpText="Select individual features (feature_view:feature_name)."
+        >
+          <EuiComboBox
+            options={featureOptions}
+            selectedOptions={selectedFeatures}
+            onChange={setSelectedFeatures}
+            onCreateOption={(val) =>
+              setSelectedFeatures([...selectedFeatures, { label: val }])
+            }
+            placeholder="Search or type features..."
+            isClearable
+            fullWidth
+          />
+        </EuiFormRow>
+      )}
+
+      <EuiSpacer size="m" />
+      <EuiHorizontalRule margin="s" />
+
+      {/* Step 2: Entity Source */}
+      <EuiTitle size="xxs">
+        <h4>Step 2: Entity Source</h4>
+      </EuiTitle>
+      <EuiSpacer size="s" />
+
+      <EuiRadioGroup
+        options={ENTITY_SOURCE_OPTIONS}
+        idSelected={entitySourceType}
+        onChange={(id) => setEntitySourceType(id)}
+      />
+      <EuiSpacer size="m" />
+
+      {entitySourceType === "inline" && (
+        <>
+          <EuiFormRow
+            label="Entity Keys (Join Keys)"
+            helpText="Select which entity keys to include. These are the columns used to join features."
+          >
+            <EuiComboBox
+              options={joinKeyOptions}
+              selectedOptions={entityKeys}
+              onChange={setEntityKeys}
+              onCreateOption={(val) =>
+                setEntityKeys([...entityKeys, { label: val }])
+              }
+              placeholder="Select or type entity keys (e.g. driver_id, customer_id)..."
+              isClearable
+              fullWidth
+            />
+          </EuiFormRow>
+
+          <EuiFormRow
+            label="Entity Values"
+            helpText="Comma-separated values for the entity key(s). For multiple keys, use one row per entity (CSV format: key1_val,key2_val)."
+          >
+            <EuiTextArea
+              value={entityValues}
+              onChange={(e) => setEntityValues(e.target.value)}
+              placeholder={
+                "1001, 1002, 1003, 1004\nor for multiple keys:\n1001,A\n1002,B\n1003,C"
+              }
+              rows={4}
+              fullWidth
+            />
+          </EuiFormRow>
+
+          <EuiFormRow
+            label="Time Range (optional)"
+            helpText="Timestamps for point-in-time feature lookup. If omitted, current time is used for all entities."
+          >
+            <EuiDatePickerRange
+              startDateControl={
+                <EuiDatePicker
+                  selected={startDate}
+                  onChange={setStartDate}
+                  startDate={startDate}
+                  endDate={endDate}
+                  showTimeSelect
+                  placeholder="Start date"
+                />
+              }
+              endDateControl={
+                <EuiDatePicker
+                  selected={endDate}
+                  onChange={setEndDate}
+                  startDate={startDate}
+                  endDate={endDate}
+                  showTimeSelect
+                  placeholder="End date"
+                />
+              }
+              fullWidth
+            />
+          </EuiFormRow>
+        </>
+      )}
+
+      {entitySourceType === "reference" && (
+        <EuiFormRow
+          label="Data Source Path"
+          helpText="Select from configured data sources or type a custom path. Must contain entity keys and event_timestamp."
+        >
+          <EuiComboBox
+            singleSelection={{ asPlainText: true }}
+            options={dataSourcePathOptions}
+            selectedOptions={
+              entitySourcePath ? [{ label: entitySourcePath }] : []
+            }
+            onChange={(selected) =>
+              setEntitySourcePath(selected.length > 0 ? selected[0].label : "")
+            }
+            onCreateOption={(val) => setEntitySourcePath(val)}
+            placeholder="Select a data source or type a path..."
+            isClearable
+            fullWidth
+          />
+        </EuiFormRow>
+      )}
+
+      <EuiSpacer size="m" />
+      <EuiFormRow
+        label="Additional Input Columns (optional)"
+        helpText="Some on-demand features require extra input values (e.g. request-time data). Format: column_name=value (one per line). Applied to all entity rows."
+      >
+        <EuiTextArea
+          value={extraColumns}
+          onChange={(e) => setExtraColumns(e.target.value)}
+          placeholder={"val_to_add=10\ndiscount_pct=0.15"}
+          rows={2}
+          fullWidth
+        />
+      </EuiFormRow>
+
+      <EuiSpacer size="m" />
+      <EuiHorizontalRule margin="s" />
+
+      {/* Step 3: Storage Destination & Metadata */}
+      <EuiTitle size="xxs">
+        <h4>Step 3: Output Destination</h4>
+      </EuiTitle>
+      <EuiSpacer size="s" />
+
+      <EuiFormRow
+        label="Dataset Name"
+        helpText="Unique name for this dataset in the catalog."
+        isInvalid={
+          datasetName.length > 0 &&
+          !/^[a-zA-Z_][a-zA-Z0-9_-]*$/.test(datasetName)
+        }
+        error="Must start with letter/underscore, contain only letters, numbers, underscores, hyphens."
+      >
+        <EuiFieldText
+          value={datasetName}
+          onChange={(e) => setDatasetName(e.target.value)}
+          placeholder="e.g. driver_training_2024_q1"
+          fullWidth
+        />
+      </EuiFormRow>
+
+      <EuiFormRow
+        label="Description (optional)"
+        helpText="Brief description of this dataset."
+      >
+        <EuiFieldText
+          value={description}
+          onChange={(e) => setDescription(e.target.value)}
+          placeholder="e.g. Training data for driver fraud model"
+          fullWidth
+        />
+      </EuiFormRow>
+
+      <EuiFlexGroup gutterSize="m">
+        <EuiFlexItem>
+          <EuiFormRow
+            label="Namespace (optional)"
+            helpText="Top-level grouping (e.g. fraud, underwriting)."
+          >
+            <EuiFieldText
+              value={namespace}
+              onChange={(e) => setNamespace(e.target.value)}
+              placeholder="e.g. fraud"
+            />
+          </EuiFormRow>
+        </EuiFlexItem>
+        <EuiFlexItem>
+          <EuiFormRow
+            label="Collection (optional)"
+            helpText="Sub-grouping within namespace (e.g. raw, curated)."
+          >
+            <EuiFieldText
+              value={collection}
+              onChange={(e) => setCollection(e.target.value)}
+              placeholder="e.g. training"
+            />
+          </EuiFormRow>
+        </EuiFlexItem>
+      </EuiFlexGroup>
+
+      <EuiSpacer size="m" />
+
+      <EuiFlexGroup gutterSize="m">
+        <EuiFlexItem grow={1}>
+          <EuiFormRow label="Storage Type">
+            <EuiSuperSelect
+              options={storageOptions}
+              valueOfSelected={storageType}
+              onChange={setStorageType}
+              fullWidth
+            />
+          </EuiFormRow>
+        </EuiFlexItem>
+        <EuiFlexItem grow={2}>
+          <EuiFormRow
+            label="Output Path"
+            helpText="Where to write the generated dataset."
+          >
+            <EuiFieldText
+              value={storagePath}
+              onChange={(e) => setStoragePath(e.target.value)}
+              placeholder={currentStorageType.placeholder}
+              fullWidth
+            />
+          </EuiFormRow>
+        </EuiFlexItem>
+      </EuiFlexGroup>
+
+      {storageType === "spark" && (
+        <>
+          <EuiSpacer size="s" />
+          <EuiFormRow
+            label="File Format"
+            helpText="Required for Spark path-based storage. Specifies the output file format."
+          >
+            <EuiSuperSelect
+              options={[
+                {
+                  value: "parquet",
+                  inputDisplay: "Parquet",
+                  dropdownDisplay: <strong>Parquet</strong>,
+                },
+                {
+                  value: "avro",
+                  inputDisplay: "Avro",
+                  dropdownDisplay: <strong>Avro</strong>,
+                },
+                {
+                  value: "csv",
+                  inputDisplay: "CSV",
+                  dropdownDisplay: <strong>CSV</strong>,
+                },
+                {
+                  value: "json",
+                  inputDisplay: "JSON",
+                  dropdownDisplay: <strong>JSON</strong>,
+                },
+              ]}
+              valueOfSelected={storageFileFormat}
+              onChange={setStorageFileFormat}
+              fullWidth
+            />
+          </EuiFormRow>
+        </>
+      )}
+
+      <EuiSpacer size="m" />
+      <TagsEditor tags={tags} onChange={setTags} />
+
+      {/* Actions */}
+      <EuiSpacer size="l" />
+      <EuiFlexGroup justifyContent="flexEnd" gutterSize="s">
+        <EuiFlexItem grow={false}>
+          <EuiButtonEmpty onClick={onClose}>Cancel</EuiButtonEmpty>
+        </EuiFlexItem>
+        <EuiFlexItem grow={false}>
+          <EuiButton
+            fill
+            onClick={() => createMutation.mutate()}
+            isLoading={createMutation.isLoading}
+            disabled={!canProceedStep0 || !canProceedStep1 || !canSubmit}
+            iconType="playFilled"
+          >
+            Create Dataset
+          </EuiButton>
+        </EuiFlexItem>
+      </EuiFlexGroup>
+    </div>
+  );
+};
+
+export default CreateDatasetForm;
diff --git a/ui/src/pages/saved-data-sets/DatasetCatalogBrowser.tsx b/ui/src/pages/saved-data-sets/DatasetCatalogBrowser.tsx
new file mode 100644
index 00000000000..bcb2bd844a5
--- /dev/null
+++ b/ui/src/pages/saved-data-sets/DatasetCatalogBrowser.tsx
@@ -0,0 +1,846 @@
+import React, { useCallback, useMemo, useState } from "react";
+import {
+  EuiFlexGroup,
+  EuiFlexItem,
+  EuiPanel,
+  EuiTitle,
+  EuiText,
+  EuiBadge,
+  EuiSpacer,
+  EuiIcon,
+  EuiBreadcrumbs,
+  EuiEmptyPrompt,
+  EuiTreeView,
+  EuiToolTip,
+  EuiButtonIcon,
+  EuiCopy,
+} from "@elastic/eui";
+import type { Node as EuiTreeNode } from "@elastic/eui/src/components/tree_view/tree_view";
+import { useNavigate, useParams } from "react-router-dom";
+
+/* ────────────────────────── types ────────────────────────── */
+
+interface BrowsePath {
+  namespace?: string;
+  collection?: string;
+}
+
+interface DatasetCatalogBrowserProps {
+  datasets: any[];
+  onDelete?: (name: string) => void;
+}
+
+/* ──────────────────── hierarchy builder ──────────────────── */
+
+function buildHierarchy(datasets: any[]) {
+  const tree: Record<string, Record<string, any[]>> = {};
+  for (const ds of datasets) {
+    const ns = ds.spec?.namespace || "";
+    const col = ds.spec?.collection || "";
+    if (!tree[ns]) tree[ns] = {};
+    if (!tree[ns][col]) tree[ns][col] = [];
+    tree[ns][col].push(ds);
+  }
+  return tree;
+}
+
+/* ──────────────────── colors ──────────────────── */
+
+const NS_COLOR = "#0077CC";
+const COL_COLOR = "#8B5CF6";
+
+const STORAGE_TYPE_CONFIG: Record<
+  string,
+  { label: string; color: string; icon: string }
+> = {
+  file: { label: "File", color: "#4CAF50", icon: "document" },
+  bigquery: { label: "BigQuery", color: "#4285F4", icon: "storage" },
+  snowflake: { label: "Snowflake", color: "#29B5E8", icon: "snowflake" },
+  redshift: { label: "Redshift", color: "#205B97", icon: "compute" },
+  spark: { label: "Spark", color: "#E25A1C", icon: "bolt" },
+  trino: { label: "Trino", color: "#DD00A1", icon: "database" },
+  athena: { label: "Athena", color: "#8C4FFF", icon: "database" },
+  custom: { label: "Custom", color: "#607D8B", icon: "gear" },
+  unknown: { label: "Storage", color: "#98A2B3", icon: "database" },
+};
+
+function detectStorageType(dataset: any): string {
+  const storage = dataset?.spec?.storage;
+  if (!storage) return "unknown";
+  if (storage.fileStorage) return "file";
+  if (storage.bigqueryStorage) return "bigquery";
+  if (storage.snowflakeStorage) return "snowflake";
+  if (storage.redshiftStorage) return "redshift";
+  if (storage.sparkStorage) return "spark";
+  if (storage.trinoStorage) return "trino";
+  if (storage.athenaStorage) return "athena";
+  if (storage.customStorage) return "custom";
+  return "unknown";
+}
+
+function extractStoragePath(dataset: any): string | undefined {
+  const storage = dataset?.spec?.storage;
+  if (!storage) return undefined;
+  if (storage.fileStorage?.uri) return storage.fileStorage.uri;
+  if (storage.bigqueryStorage?.table) return storage.bigqueryStorage.table;
+  if (storage.snowflakeStorage?.table) return storage.snowflakeStorage.table;
+  if (storage.redshiftStorage?.table) return storage.redshiftStorage.table;
+  if (storage.sparkStorage?.path) return storage.sparkStorage.path;
+  if (storage.sparkStorage?.table) return storage.sparkStorage.table;
+  if (storage.trinoStorage?.table) return storage.trinoStorage.table;
+  if (storage.athenaStorage?.table) return storage.athenaStorage.table;
+  if (storage.customStorage?.configuration)
+    return storage.customStorage.configuration;
+  return undefined;
+}
+
+function truncatePath(path: string, maxLen: number = 42): string {
+  if (path.length <= maxLen) return path;
+  return `${path.slice(0, 18)}...${path.slice(-20)}`;
+}
+
+function getRelativeTime(date: Date): string {
+  const diffMs = Date.now() - date.getTime();
+  const diffDays = Math.floor(diffMs / 86400000);
+  if (diffDays === 0) return "Today";
+  if (diffDays === 1) return "Yesterday";
+  if (diffDays < 7) return `${diffDays}d ago`;
+  if (diffDays < 30) return `${Math.floor(diffDays / 7)}w ago`;
+  if (diffDays < 365) return `${Math.floor(diffDays / 30)}mo ago`;
+  return `${Math.floor(diffDays / 365)}y ago`;
+}
+
+/* ──────────────────── tile: dataset card ──────────────────── */
+
+const DatasetCard: React.FC<{
+  dataset: any;
+  onNavigate: () => void;
+  onDelete?: (name: string) => void;
+}> = ({ dataset, onNavigate, onDelete }) => {
+  const [isHovered, setIsHovered] = useState(false);
+  const spec = dataset.spec || {};
+  const meta = dataset.meta || {};
+  const name = spec.name || "unknown";
+  const features = spec.features || [];
+  const joinKeys = spec.joinKeys || spec.join_keys || [];
+  const tags = spec.tags || {};
+  const description = spec.description || "";
+  const featureServiceName =
+    spec.featureServiceName || spec.feature_service_name;
+  const createdTimestamp = meta.createdTimestamp || meta.created_timestamp;
+  const storagePath = extractStoragePath(dataset);
+  const storageType = detectStorageType(dataset);
+  const storageInfo =
+    STORAGE_TYPE_CONFIG[storageType] || STORAGE_TYPE_CONFIG.unknown;
+
+  const formattedDate = createdTimestamp
+    ? new Date(createdTimestamp).toLocaleDateString("en-US", {
+        month: "short",
+        day: "numeric",
+        year: "numeric",
+      })
+    : null;
+  const relativeTime = createdTimestamp
+    ? getRelativeTime(new Date(createdTimestamp))
+    : null;
+
+  const codeSnippet = `dataset = store.get_saved_dataset("${name}")\ndf = dataset.to_df()`;
+
+  return (
+    <EuiFlexItem grow={false} style={{ width: 360, minWidth: 300 }}>
+      <EuiPanel
+        hasBorder
+        hasShadow={isHovered}
+        paddingSize="l"
+        onMouseEnter={() => setIsHovered(true)}
+        onMouseLeave={() => setIsHovered(false)}
+        onClick={onNavigate}
+        style={{
+          height: "100%",
+          display: "flex",
+          flexDirection: "column",
+          transition: "all 0.2s ease",
+          transform: isHovered ? "translateY(-2px)" : "none",
+          borderTop: `3px solid ${storageInfo.color}`,
+          cursor: "pointer",
+        }}
+      >
+        {/* Header */}
+        <EuiFlexGroup
+          justifyContent="spaceBetween"
+          alignItems="center"
+          responsive={false}
+          gutterSize="s"
+        >
+          <EuiFlexItem grow={false} style={{ minWidth: 0 }}>
+            <EuiTitle size="xs">
+              <h3
+                style={{
+                  overflow: "hidden",
+                  textOverflow: "ellipsis",
+                  whiteSpace: "nowrap",
+                  margin: 0,
+                }}
+              >
+                {name}
+              </h3>
+            </EuiTitle>
+          </EuiFlexItem>
+          <EuiFlexItem grow={false}>
+            <EuiBadge color={storageInfo.color} iconType={storageInfo.icon}>
+              {storageInfo.label}
+            </EuiBadge>
+          </EuiFlexItem>
+        </EuiFlexGroup>
+
+        {/* Description */}
+        {description && (
+          <EuiText size="xs" color="subdued" style={{ marginTop: 4 }}>
+            <p style={{ margin: 0, lineHeight: 1.4 }}>{description}</p>
+          </EuiText>
+        )}
+
+        <EuiSpacer size="m" />
+
+        {/* Storage path */}
+        {storagePath && (
+          <EuiToolTip content={storagePath} position="bottom">
+            <EuiText size="xs" color="subdued">
+              <EuiIcon type="folderOpen" size="s" />{" "}
+              <code style={{ fontSize: "11px" }}>
+                {truncatePath(storagePath)}
+              </code>
+            </EuiText>
+          </EuiToolTip>
+        )}
+
+        <EuiSpacer size="m" />
+
+        {/* Metrics */}
+        <EuiFlexGroup gutterSize="l" responsive={false} wrap>
+          <EuiFlexItem grow={false}>
+            <EuiText size="xs" color="subdued">
+              Features
+            </EuiText>
+            <EuiText size="s">
+              <strong>{features.length}</strong>
+            </EuiText>
+          </EuiFlexItem>
+          <EuiFlexItem grow={false}>
+            <EuiText size="xs" color="subdued">
+              Retrieval Keys
+            </EuiText>
+            <EuiText size="s">
+              <strong>{joinKeys.length}</strong>
+            </EuiText>
+          </EuiFlexItem>
+          {featureServiceName && (
+            <EuiFlexItem grow={false}>
+              <EuiText size="xs" color="subdued">
+                Service
+              </EuiText>
+              <EuiText size="s">
+                <strong>{featureServiceName}</strong>
+              </EuiText>
+            </EuiFlexItem>
+          )}
+        </EuiFlexGroup>
+
+        <div style={{ flex: 1 }} />
+        <EuiSpacer size="m" />
+
+        {/* Tags */}
+        {Object.keys(tags).length > 0 && (
+          <>
+            <EuiFlexGroup gutterSize="xs" wrap responsive={false}>
+              {Object.entries(tags)
+                .slice(0, 3)
+                .map(([key, value]) => (
+                  <EuiFlexItem grow={false} key={key}>
+                    <EuiBadge color="hollow">
+                      {key}: {value as string}
+                    </EuiBadge>
+                  </EuiFlexItem>
+                ))}
+              {Object.keys(tags).length > 3 && (
+                <EuiFlexItem grow={false}>
+                  <EuiBadge color="hollow">
+                    +{Object.keys(tags).length - 3} more
+                  </EuiBadge>
+                </EuiFlexItem>
+              )}
+            </EuiFlexGroup>
+            <EuiSpacer size="s" />
+          </>
+        )}
+
+        {/* Footer */}
+        <EuiFlexGroup
+          justifyContent="spaceBetween"
+          alignItems="center"
+          responsive={false}
+        >
+          <EuiFlexItem grow={false}>
+            {formattedDate && (
+              <EuiToolTip content={formattedDate}>
+                <EuiText size="xs" color="subdued">
+                  <EuiIcon type="clock" size="s" /> {relativeTime}
+                </EuiText>
+              </EuiToolTip>
+            )}
+          </EuiFlexItem>
+          <EuiFlexItem grow={false}>
+            <EuiFlexGroup
+              gutterSize="xs"
+              alignItems="center"
+              responsive={false}
+            >
+              <EuiFlexItem grow={false}>
+                <EuiCopy textToCopy={codeSnippet}>
+                  {(copy) => (
+                    <EuiToolTip content="Copy Python load code">
+                      <EuiButtonIcon
+                        iconType="copyClipboard"
+                        aria-label="Copy load code"
+                        size="s"
+                        onClick={(e: React.MouseEvent) => {
+                          e.stopPropagation();
+                          copy();
+                        }}
+                      />
+                    </EuiToolTip>
+                  )}
+                </EuiCopy>
+              </EuiFlexItem>
+              {onDelete && (
+                <EuiFlexItem grow={false}>
+                  <EuiToolTip content="Delete dataset">
+                    <EuiButtonIcon
+                      iconType="trash"
+                      color="danger"
+                      size="s"
+                      aria-label="Delete dataset"
+                      onClick={(e: React.MouseEvent) => {
+                        e.stopPropagation();
+                        onDelete(name);
+                      }}
+                    />
+                  </EuiToolTip>
+                </EuiFlexItem>
+              )}
+            </EuiFlexGroup>
+          </EuiFlexItem>
+        </EuiFlexGroup>
+      </EuiPanel>
+    </EuiFlexItem>
+  );
+};
+
+/* ──────────────────── tile: folder card (same width as dataset) ──────────────────── */
+
+const FolderCard: React.FC<{
+  name: string;
+  type: "namespace" | "collection";
+  datasetCount: number;
+  collectionCount?: number;
+  onClick: () => void;
+}> = ({ name, type, datasetCount, collectionCount, onClick }) => {
+  const [isHovered, setIsHovered] = useState(false);
+  const color = type === "namespace" ? NS_COLOR : COL_COLOR;
+
+  return (
+    <EuiFlexItem grow={false} style={{ width: 360, minWidth: 300 }}>
+      <EuiPanel
+        hasBorder
+        hasShadow={isHovered}
+        paddingSize="l"
+        onMouseEnter={() => setIsHovered(true)}
+        onMouseLeave={() => setIsHovered(false)}
+        onClick={onClick}
+        style={{
+          cursor: "pointer",
+          transition: "all 0.2s ease",
+          transform: isHovered ? "translateY(-2px)" : "none",
+          borderTop: `3px solid ${color}`,
+          display: "flex",
+          flexDirection: "column",
+        }}
+      >
+        <EuiFlexGroup gutterSize="m" alignItems="center" responsive={false}>
+          <EuiFlexItem grow={false}>
+            <EuiIcon
+              type={type === "namespace" ? "folderClosed" : "folderOpen"}
+              size="xxl"
+              color={color}
+            />
+          </EuiFlexItem>
+          <EuiFlexItem>
+            <EuiTitle size="xs">
+              <h3 style={{ margin: 0, wordBreak: "break-word" }}>{name}</h3>
+            </EuiTitle>
+          </EuiFlexItem>
+        </EuiFlexGroup>
+
+        <EuiSpacer size="m" />
+
+        <EuiFlexGroup gutterSize="l" responsive={false} wrap>
+          {type === "namespace" &&
+            collectionCount !== undefined &&
+            collectionCount > 0 && (
+              <EuiFlexItem grow={false}>
+                <EuiText size="xs" color="subdued">
+                  Collections
+                </EuiText>
+                <EuiText size="s">
+                  <strong>{collectionCount}</strong>
+                </EuiText>
+              </EuiFlexItem>
+            )}
+          <EuiFlexItem grow={false}>
+            <EuiText size="xs" color="subdued">
+              Datasets
+            </EuiText>
+            <EuiText size="s">
+              <strong>{datasetCount}</strong>
+            </EuiText>
+          </EuiFlexItem>
+        </EuiFlexGroup>
+      </EuiPanel>
+    </EuiFlexItem>
+  );
+};
+
+/* ──────────────────── tree styles ──────────────────── */
+
+const TREE_CSS = `
+  .catalogTree .euiTreeView__node {
+    margin-bottom: 1px;
+  }
+  .catalogTree .euiTreeView__node--expanded > .euiTreeView__nodeInner {
+    background: rgba(0, 119, 204, 0.05);
+    border-radius: 4px;
+  }
+  .catalogTree .euiTreeView__nodeInner {
+    padding: 4px 6px;
+    border-radius: 4px;
+    transition: background 0.15s ease;
+  }
+  .catalogTree .euiTreeView__nodeInner:hover {
+    background: rgba(0, 119, 204, 0.08);
+  }
+  .catalogTree .euiTreeView__nodeInner--withArrow .euiTreeView__nodeInner__arrow {
+    margin-right: 2px;
+  }
+  .catalogTree .euiTreeView__nodeLabel {
+    font-size: 13px;
+  }
+`;
+
+/* ──────────────────── main component ──────────────────── */
+
+const DatasetCatalogBrowser: React.FC<DatasetCatalogBrowserProps> = ({
+  datasets,
+  onDelete,
+}) => {
+  const { projectName } = useParams();
+  const navigate = useNavigate();
+  const [browsePath, setBrowsePath] = useState<BrowsePath>({});
+  const [showTree, setShowTree] = useState(true);
+
+  const hierarchy = useMemo(() => buildHierarchy(datasets), [datasets]);
+
+  const namespaceList = useMemo(() => {
+    const entries: Array<{
+      name: string;
+      collections: string[];
+      totalDatasets: number;
+    }> = [];
+    for (const [ns, cols] of Object.entries(hierarchy)) {
+      if (ns === "") continue;
+      const colNames = Object.keys(cols)
+        .filter((c) => c !== "")
+        .sort();
+      const total = Object.values(cols).reduce((s, a) => s + a.length, 0);
+      entries.push({ name: ns, collections: colNames, totalDatasets: total });
+    }
+    entries.sort((a, b) => a.name.localeCompare(b.name));
+    return entries;
+  }, [hierarchy]);
+
+  const rootDatasets = useMemo(() => {
+    const cols = hierarchy[""];
+    if (!cols) return [];
+    const all: any[] = [];
+    for (const arr of Object.values(cols)) all.push(...arr);
+    return all;
+  }, [hierarchy]);
+
+  const goToDataset = useCallback(
+    (dataset: any) => {
+      const p = dataset.project || dataset.spec?.project || projectName;
+      const n = dataset.spec?.name || dataset.name;
+      navigate(`/p/${p}/data-set/${n}`);
+    },
+    [navigate, projectName],
+  );
+
+  /* ── tree sidebar (EuiTreeView) ── */
+
+  // Clickable label for parent nodes — onClick navigates, stopPropagation prevents toggle
+  const navLabel = useCallback(
+    (
+      text: string,
+      onClick: () => void,
+      isActive: boolean,
+      activeColor?: string,
+    ) => (
+      <span
+        onClick={(e) => {
+          e.stopPropagation();
+          onClick();
+        }}
+        style={{
+          cursor: "pointer",
+          fontWeight: isActive ? 600 : 400,
+          color: isActive ? activeColor || NS_COLOR : undefined,
+        }}
+      >
+        {text}
+      </span>
+    ),
+    [],
+  );
+
+  const treeItems: EuiTreeNode[] = useMemo(() => {
+    const isRootSelected = browsePath.namespace === undefined;
+    const items: EuiTreeNode[] = [
+      {
+        id: "_root",
+        label: navLabel(
+          "All Datasets",
+          () => setBrowsePath({}),
+          isRootSelected,
+        ),
+        icon: <EuiIcon type="layers" size="s" />,
+        isExpanded: true,
+      },
+    ];
+
+    for (const ns of namespaceList) {
+      const nsData = hierarchy[ns.name] || {};
+      const nsChildren: EuiTreeNode[] = [];
+      const nsSelected =
+        browsePath.namespace === ns.name && !browsePath.collection;
+
+      // Collection sub-folders
+      for (const col of ns.collections) {
+        const colDatasets = nsData[col] || [];
+        const colSelected =
+          browsePath.namespace === ns.name && browsePath.collection === col;
+
+        const dsLeaves: EuiTreeNode[] = colDatasets.map((ds: any) => ({
+          id: `ds:${ns.name}/${col}/${ds.spec?.name || ds.name}`,
+          label: ds.spec?.name || ds.name || "unknown",
+          icon: <EuiIcon type="document" size="s" />,
+          callback: () => {
+            goToDataset(ds);
+            return `ds:${ns.name}/${col}/${ds.spec?.name}`;
+          },
+        }));
+
+        nsChildren.push({
+          id: `col:${ns.name}/${col}`,
+          label: navLabel(
+            `${col} (${colDatasets.length})`,
+            () => setBrowsePath({ namespace: ns.name, collection: col }),
+            colSelected,
+            COL_COLOR,
+          ),
+          icon: <EuiIcon type="folderClosed" size="s" color={COL_COLOR} />,
+          iconWhenExpanded: (
+            <EuiIcon type="folderOpen" size="s" color={COL_COLOR} />
+          ),
+          children: dsLeaves.length > 0 ? dsLeaves : undefined,
+        });
+      }
+
+      // Direct datasets under namespace (no collection)
+      const directDatasets = nsData[""] || [];
+      for (const ds of directDatasets) {
+        nsChildren.push({
+          id: `ds:${ns.name}/_/${ds.spec?.name || ds.name}`,
+          label: ds.spec?.name || ds.name || "unknown",
+          icon: <EuiIcon type="document" size="s" />,
+          callback: () => {
+            goToDataset(ds);
+            return `ds:${ns.name}/_/${ds.spec?.name}`;
+          },
+        });
+      }
+
+      items.push({
+        id: `ns:${ns.name}`,
+        label: navLabel(
+          `${ns.name} (${ns.totalDatasets})`,
+          () => setBrowsePath({ namespace: ns.name }),
+          nsSelected,
+          NS_COLOR,
+        ),
+        icon: <EuiIcon type="folderClosed" size="s" color={NS_COLOR} />,
+        iconWhenExpanded: (
+          <EuiIcon type="folderOpen" size="s" color={NS_COLOR} />
+        ),
+        children: nsChildren.length > 0 ? nsChildren : undefined,
+      });
+    }
+
+    // Ungrouped datasets
+    if (rootDatasets.length > 0) {
+      const ungroupedLeaves: EuiTreeNode[] = rootDatasets.map((ds: any) => ({
+        id: `ds:_ungrouped/${ds.spec?.name || ds.name}`,
+        label: ds.spec?.name || ds.name || "unknown",
+        icon: <EuiIcon type="document" size="s" />,
+        callback: () => {
+          goToDataset(ds);
+          return `ds:_ungrouped/${ds.spec?.name}`;
+        },
+      }));
+
+      items.push({
+        id: "_ungrouped",
+        label: navLabel(
+          `Ungrouped (${rootDatasets.length})`,
+          () => setBrowsePath({}),
+          false,
+          "#98A2B3",
+        ),
+        icon: <EuiIcon type="folderOpen" size="s" color="#98A2B3" />,
+        children: ungroupedLeaves,
+      });
+    }
+
+    return items;
+  }, [
+    namespaceList,
+    rootDatasets,
+    hierarchy,
+    browsePath,
+    goToDataset,
+    navLabel,
+  ]);
+
+  /* ── breadcrumbs ── */
+  const breadcrumbs = useMemo(() => {
+    const crumbs: Array<{ text: string; onClick?: () => void }> = [
+      {
+        text: "All Datasets",
+        onClick:
+          browsePath.namespace !== undefined
+            ? () => setBrowsePath({})
+            : undefined,
+      },
+    ];
+    if (browsePath.namespace) {
+      crumbs.push({
+        text: browsePath.namespace,
+        onClick: browsePath.collection
+          ? () => setBrowsePath({ namespace: browsePath.namespace })
+          : undefined,
+      });
+      if (browsePath.collection) {
+        crumbs.push({ text: browsePath.collection });
+      }
+    }
+    return crumbs;
+  }, [browsePath]);
+
+  /* ── content ── */
+  const renderContent = () => {
+    // ─── Root level: namespace folders + datasets mixed in one grid ───
+    if (browsePath.namespace === undefined) {
+      if (namespaceList.length === 0 && rootDatasets.length === 0) {
+        return (
+          <EuiEmptyPrompt
+            iconType="folderClosed"
+            title={<h3>No datasets yet</h3>}
+            body={
+              <p>
+                Add datasets and organize them into namespaces and collections.
+              </p>
+            }
+          />
+        );
+      }
+
+      return (
+        <EuiFlexGroup wrap responsive gutterSize="l">
+          {namespaceList.map((ns) => (
+            <FolderCard
+              key={ns.name}
+              name={ns.name}
+              type="namespace"
+              datasetCount={ns.totalDatasets}
+              collectionCount={ns.collections.length}
+              onClick={() => setBrowsePath({ namespace: ns.name })}
+            />
+          ))}
+          {rootDatasets.map((d: any) => (
+            <DatasetCard
+              key={d.spec?.name}
+              dataset={d}
+              onNavigate={() => goToDataset(d)}
+              onDelete={onDelete}
+            />
+          ))}
+        </EuiFlexGroup>
+      );
+    }
+
+    // ─── Namespace level: collection folders + direct datasets mixed ───
+    if (browsePath.namespace && !browsePath.collection) {
+      const ns = browsePath.namespace;
+      const cols = hierarchy[ns] || {};
+      const colNames = Object.keys(cols)
+        .filter((c) => c !== "")
+        .sort();
+      const directDs = cols[""] || [];
+
+      return (
+        <EuiFlexGroup wrap responsive gutterSize="l">
+          {colNames.map((col) => (
+            <FolderCard
+              key={col}
+              name={col}
+              type="collection"
+              datasetCount={(cols[col] || []).length}
+              onClick={() => setBrowsePath({ namespace: ns, collection: col })}
+            />
+          ))}
+          {directDs.map((d: any) => (
+            <DatasetCard
+              key={d.spec?.name}
+              dataset={d}
+              onNavigate={() => goToDataset(d)}
+              onDelete={onDelete}
+            />
+          ))}
+          {colNames.length === 0 && directDs.length === 0 && (
+            <EuiFlexItem>
+              <EuiText size="s" color="subdued" textAlign="center">
+                This namespace is empty.
+              </EuiText>
+            </EuiFlexItem>
+          )}
+        </EuiFlexGroup>
+      );
+    }
+
+    // ─── Collection level: datasets only ───
+    if (browsePath.namespace && browsePath.collection) {
+      const dsList =
+        hierarchy[browsePath.namespace]?.[browsePath.collection] || [];
+
+      return (
+        <EuiFlexGroup wrap responsive gutterSize="l">
+          {dsList.map((d: any) => (
+            <DatasetCard
+              key={d.spec?.name}
+              dataset={d}
+              onNavigate={() => goToDataset(d)}
+              onDelete={onDelete}
+            />
+          ))}
+          {dsList.length === 0 && (
+            <EuiFlexItem>
+              <EuiText size="s" color="subdued" textAlign="center">
+                No datasets in this collection.
+              </EuiText>
+            </EuiFlexItem>
+          )}
+        </EuiFlexGroup>
+      );
+    }
+
+    return null;
+  };
+
+  /* ──────────────────── render ──────────────────── */
+
+  const hasTree = namespaceList.length > 0;
+
+  return (
+    <div style={{ display: "flex", gap: 0 }}>
+      {/* Tree sidebar */}
+      {hasTree && (
+        <div
+          style={{
+            width: showTree ? 230 : 40,
+            minWidth: showTree ? 200 : 40,
+            flexShrink: 0,
+            borderRight: "1px solid #D3DAE6",
+            paddingRight: showTree ? 12 : 0,
+            marginRight: 16,
+          }}
+        >
+          {showTree ? (
+            <>
+              <div
+                style={{
+                  display: "flex",
+                  alignItems: "center",
+                  justifyContent: "space-between",
+                }}
+              >
+                <EuiText size="xs" color="subdued">
+                  <strong
+                    style={{ textTransform: "uppercase", letterSpacing: 0.5 }}
+                  >
+                    Catalog
+                  </strong>
+                </EuiText>
+                <EuiToolTip content="Hide catalog tree">
+                  <EuiButtonIcon
+                    iconType="menuLeft"
+                    aria-label="Hide catalog tree"
+                    size="s"
+                    color="text"
+                    onClick={() => setShowTree(false)}
+                  />
+                </EuiToolTip>
+              </div>
+              <EuiSpacer size="xs" />
+              <div className="catalogTree">
+                <style>{TREE_CSS}</style>
+                <EuiTreeView
+                  items={treeItems}
+                  display="default"
+                  showExpansionArrows
+                  aria-label="Dataset catalog tree"
+                />
+              </div>
+            </>
+          ) : (
+            <EuiToolTip content="Show catalog tree" position="right">
+              <EuiButtonIcon
+                iconType="menuRight"
+                aria-label="Show catalog tree"
+                size="s"
+                color="text"
+                onClick={() => setShowTree(true)}
+              />
+            </EuiToolTip>
+          )}
+        </div>
+      )}
+
+      {/* Content */}
+      <div style={{ flex: 1, minWidth: 0 }}>
+        <EuiBreadcrumbs breadcrumbs={breadcrumbs} truncate={false} max={5} />
+        <EuiSpacer size="s" />
+        {renderContent()}
+      </div>
+    </div>
+  );
+};
+
+export default DatasetCatalogBrowser;
diff --git a/ui/src/pages/saved-data-sets/DatasetInstance.tsx b/ui/src/pages/saved-data-sets/DatasetInstance.tsx
index 0f7e3ab8984..2856af5f342 100644
--- a/ui/src/pages/saved-data-sets/DatasetInstance.tsx
+++ b/ui/src/pages/saved-data-sets/DatasetInstance.tsx
@@ -1,33 +1,116 @@
-import React from "react";
+import React, { useState, useContext, useCallback } from "react";
 import { Route, Routes, useNavigate, useParams } from "react-router-dom";
-import { EuiPageTemplate } from "@elastic/eui";
+import {
+  EuiPageTemplate,
+  EuiButton,
+  EuiButtonEmpty,
+  EuiConfirmModal,
+  EuiCallOut,
+  EuiSpacer,
+} from "@elastic/eui";
+import { useMutation, useQueryClient } from "react-query";
 
 import { DatasetIcon } from "../../graphics/DatasetIcon";
-
 import { useMatchExact, useMatchSubpath } from "../../hooks/useMatchSubpath";
 import DatasetOverviewTab from "./DatasetOverviewTab";
+import DatasetUsageTab from "./DatasetUsageTab";
+import DatasetSampleTab from "./DatasetSampleTab";
+import EditDatasetModal from "./EditDatasetModal";
 import { useDocumentTitle } from "../../hooks/useDocumentTitle";
-import DatasetExpectationsTab from "./DatasetExpectationsTab";
 import {
   useDatasetCustomTabs,
   useDataSourceCustomTabRoutes,
 } from "../../custom-tabs/TabsRegistryContext";
+import RegistryPathContext from "../../contexts/RegistryPathContext";
+import { useDataMode } from "../../contexts/DataModeContext";
+import { restPost, restDelete } from "../../queries/restApiClient";
+import useLoadDataset from "./useLoadDataset";
 
 const DatasetInstance = () => {
   const navigate = useNavigate();
-  let { datasetName } = useParams();
+  const { datasetName, projectName } = useParams();
 
-  useDocumentTitle(`${datasetName} | Saved Datasets | Feast`);
+  useDocumentTitle(`${datasetName} | Datasets | Feast`);
 
   const { customNavigationTabs } = useDatasetCustomTabs(navigate);
   const CustomTabRoutes = useDataSourceCustomTabRoutes();
 
+  const registryUrl = useContext(RegistryPathContext);
+  const { fetchOptions } = useDataMode();
+  const queryClient = useQueryClient();
+
+  const { data: datasetData } = useLoadDataset(datasetName || "");
+
+  const [showDeleteConfirm, setShowDeleteConfirm] = useState(false);
+  const [showEditModal, setShowEditModal] = useState(false);
+  const [editError, setEditError] = useState<string | null>(null);
+
+  const deleteMutation = useMutation(
+    () =>
+      restDelete(
+        registryUrl,
+        `/saved_datasets/${encodeURIComponent(datasetName || "")}?project=${encodeURIComponent(projectName || "")}`,
+        fetchOptions,
+      ),
+    {
+      onSuccess: () => {
+        queryClient.invalidateQueries(["rest", "saved-datasets-list"]);
+        navigate(`/p/${projectName}/data-set`);
+      },
+    },
+  );
+
+  const editMutation = useMutation(
+    (payload: any) =>
+      restPost(registryUrl, "/saved_datasets", payload, fetchOptions),
+    {
+      onSuccess: () => {
+        setShowEditModal(false);
+        setEditError(null);
+        queryClient.invalidateQueries(["rest", `saved-dataset:${datasetName}`]);
+        queryClient.invalidateQueries(["rest", "saved-datasets-list"]);
+      },
+      onError: (err: Error) => {
+        setEditError(err.message);
+      },
+    },
+  );
+
+  const handleEditSubmit = useCallback(
+    async (payload: any) => {
+      payload.project = projectName || "";
+      await editMutation.mutateAsync(payload);
+    },
+    [projectName, editMutation],
+  );
+
   return (
     <EuiPageTemplate panelled>
       <EuiPageTemplate.Header
         restrictWidth
         iconType={DatasetIcon}
-        pageTitle={`Entity: ${datasetName}`}
+        pageTitle={`${datasetName}`}
+        description="Saved dataset"
+        rightSideItems={[
+          <EuiButton
+            key="edit"
+            iconType="pencil"
+            onClick={() => {
+              setEditError(null);
+              setShowEditModal(true);
+            }}
+          >
+            Edit
+          </EuiButton>,
+          <EuiButtonEmpty
+            key="delete"
+            iconType="trash"
+            color="danger"
+            onClick={() => setShowDeleteConfirm(true)}
+          >
+            Delete
+          </EuiButtonEmpty>,
+        ]}
         tabs={[
           {
             label: "Overview",
@@ -37,22 +120,72 @@ const DatasetInstance = () => {
             },
           },
           {
-            label: "Expectations",
-            isSelected: useMatchSubpath("expectations"),
+            label: "Preview Data",
+            isSelected: useMatchSubpath("sample"),
             onClick: () => {
-              navigate("expectations");
+              navigate("sample");
+            },
+          },
+          {
+            label: "Usage",
+            isSelected: useMatchSubpath("usage"),
+            onClick: () => {
+              navigate("usage");
             },
           },
           ...customNavigationTabs,
         ]}
       />
       <EuiPageTemplate.Section>
+        {deleteMutation.isError && (
+          <>
+            <EuiCallOut
+              title="Failed to delete dataset"
+              color="danger"
+              iconType="alert"
+            >
+              <p>{(deleteMutation.error as Error)?.message}</p>
+            </EuiCallOut>
+            <EuiSpacer />
+          </>
+        )}
         <Routes>
           <Route path="/" element={<DatasetOverviewTab />} />
-          <Route path="/expectations" element={<DatasetExpectationsTab />} />
+          <Route path="/sample" element={<DatasetSampleTab />} />
+          <Route path="/usage" element={<DatasetUsageTab />} />
           {CustomTabRoutes}
         </Routes>
       </EuiPageTemplate.Section>
+
+      {showDeleteConfirm && (
+        <EuiConfirmModal
+          title="Delete dataset"
+          onCancel={() => setShowDeleteConfirm(false)}
+          onConfirm={() => deleteMutation.mutate()}
+          cancelButtonText="Cancel"
+          confirmButtonText="Delete"
+          buttonColor="danger"
+          isLoading={deleteMutation.isLoading}
+        >
+          <p>
+            Are you sure you want to delete <strong>{datasetName}</strong>?
+          </p>
+          <p>
+            This removes the dataset metadata from the registry. The underlying
+            data at the storage location will not be deleted.
+          </p>
+        </EuiConfirmModal>
+      )}
+
+      {showEditModal && datasetData && (
+        <EditDatasetModal
+          dataset={datasetData}
+          onClose={() => setShowEditModal(false)}
+          onSubmit={handleEditSubmit}
+          isSubmitting={editMutation.isLoading}
+          error={editError}
+        />
+      )}
     </EuiPageTemplate>
   );
 };
diff --git a/ui/src/pages/saved-data-sets/DatasetOverviewTab.tsx b/ui/src/pages/saved-data-sets/DatasetOverviewTab.tsx
index 9ee7dd1aa42..65e3cc2732b 100644
--- a/ui/src/pages/saved-data-sets/DatasetOverviewTab.tsx
+++ b/ui/src/pages/saved-data-sets/DatasetOverviewTab.tsx
@@ -1,3 +1,4 @@
+import React from "react";
 import {
   EuiFlexGroup,
   EuiHorizontalRule,
@@ -9,16 +10,54 @@ import {
   EuiDescriptionList,
   EuiDescriptionListTitle,
   EuiDescriptionListDescription,
+  EuiBadge,
+  EuiText,
+  EuiCallOut,
 } from "@elastic/eui";
-import React from "react";
 import { useParams } from "react-router-dom";
+import EuiCustomLink from "../../components/EuiCustomLink";
 import DatasetFeaturesTable from "./DatasetFeaturesTable";
 import DatasetJoinKeysTable from "./DatasetJoinKeysTable";
 import useLoadDataset from "./useLoadDataset";
-import { toDate } from "../../utils/timestamp";
 
-const EntityOverviewTab = () => {
-  let { datasetName } = useParams();
+function extractStorageInfo(data: any): { type: string; path: string } {
+  const storage = data?.spec?.storage;
+  if (!storage) return { type: "Unknown", path: "—" };
+  if (storage.fileStorage?.uri)
+    return { type: "File", path: storage.fileStorage.uri };
+  if (storage.bigqueryStorage?.table)
+    return { type: "BigQuery", path: storage.bigqueryStorage.table };
+  if (storage.snowflakeStorage?.table)
+    return { type: "Snowflake", path: storage.snowflakeStorage.table };
+  if (storage.redshiftStorage?.table)
+    return { type: "Redshift", path: storage.redshiftStorage.table };
+  if (storage.sparkStorage?.path)
+    return { type: "Spark", path: storage.sparkStorage.path };
+  if (storage.sparkStorage?.table)
+    return { type: "Spark", path: storage.sparkStorage.table };
+  if (storage.trinoStorage?.table)
+    return { type: "Trino", path: storage.trinoStorage.table };
+  if (storage.athenaStorage?.table)
+    return { type: "Athena", path: storage.athenaStorage.table };
+  if (storage.customStorage?.configuration)
+    return { type: "Custom", path: storage.customStorage.configuration };
+  return { type: "Unknown", path: "—" };
+}
+
+function formatTimestamp(ts: any): string {
+  if (!ts) return "—";
+  try {
+    return new Date(ts).toLocaleString("en-US", {
+      dateStyle: "medium",
+      timeStyle: "short",
+    });
+  } catch {
+    return "—";
+  }
+}
+
+const DatasetOverviewTab = () => {
+  const { datasetName, projectName } = useParams();
 
   if (!datasetName) {
     throw new Error(
@@ -26,87 +65,226 @@ const EntityOverviewTab = () => {
     );
   }
 
-  const { isLoading, isSuccess, isError, data } = useLoadDataset(datasetName);
-  const isEmpty = data === undefined;
+  const { isLoading, isError, data } = useLoadDataset(datasetName);
+
+  if (isLoading) {
+    return (
+      <EuiFlexGroup justifyContent="center" alignItems="center">
+        <EuiFlexItem grow={false}>
+          <EuiLoadingSpinner size="l" />
+        </EuiFlexItem>
+        <EuiFlexItem grow={false}>
+          <EuiText>Loading dataset details...</EuiText>
+        </EuiFlexItem>
+      </EuiFlexGroup>
+    );
+  }
+
+  if (isError || !data) {
+    return (
+      <EuiCallOut title="Dataset not found" color="warning" iconType="alert">
+        <p>
+          Could not load dataset <strong>{datasetName}</strong>. It may have
+          been deleted or the registry may be unavailable.
+        </p>
+      </EuiCallOut>
+    );
+  }
+
+  const storageInfo = extractStorageInfo(data);
+  const features = data.spec?.features || [];
+  const joinKeys = data.spec?.joinKeys || data.spec?.join_keys || [];
+  const tags = data.spec?.tags || {};
+  const featureServiceName =
+    data.spec?.featureServiceName || data.spec?.feature_service_name;
+  const namespace = data.spec?.namespace || "";
+  const collection = data.spec?.collection || "";
+  const description = data.spec?.description || "";
+  const dataSources: string[] = data.spec?.dataSources || [];
+  const createdTs = data.meta?.createdTimestamp || data.meta?.created_timestamp;
+  const minEventTs =
+    data.meta?.minEventTimestamp || data.meta?.min_event_timestamp;
+  const maxEventTs =
+    data.meta?.maxEventTimestamp || data.meta?.max_event_timestamp;
+
+  // Determine provenance: if min/max event timestamps exist, the dataset
+  // was likely created via SDK (persist), otherwise it was linked manually.
+  const provenance = minEventTs
+    ? "Created (feature retrieval)"
+    : "Linked (existing data)";
 
   return (
-    <React.Fragment>
-      {isLoading && (
-        <React.Fragment>
-          <EuiLoadingSpinner size="m" /> Loading
-        </React.Fragment>
-      )}
-      {isEmpty && <p>No dataset with name: {datasetName}</p>}
-      {isError && <p>Error loading dataset: {datasetName}</p>}
-      {isSuccess && data && (
-        <React.Fragment>
-          <EuiFlexGroup>
-            <EuiFlexItem grow={2}>
-              <EuiPanel hasBorder={true}>
-                <EuiTitle size="xs">
-                  <h2>Features</h2>
-                </EuiTitle>
-                <EuiHorizontalRule margin="xs" />
-                <DatasetFeaturesTable
-                  features={
-                    data.spec?.features!.map((joinedName: string) => {
-                      const [featureViewName, featureName] =
-                        joinedName.split(":");
-
-                      return {
-                        featureViewName,
-                        featureName,
-                      };
-                    })!
-                  }
-                />
-              </EuiPanel>
-              <EuiSpacer size="m" />
-              <EuiPanel hasBorder={true}>
-                <EuiTitle size="xs">
-                  <h2>Join Keys</h2>
-                </EuiTitle>
-                <EuiHorizontalRule margin="xs" />
-                <DatasetJoinKeysTable
-                  joinKeys={
-                    data?.spec?.joinKeys!.map((joinKey) => {
-                      return { name: joinKey };
-                    })!
-                  }
-                />
-              </EuiPanel>
-            </EuiFlexItem>
-            <EuiFlexItem grow={1}>
-              <EuiPanel hasBorder={true} grow={false}>
-                <EuiTitle size="xs">
-                  <h3>Properties</h3>
-                </EuiTitle>
-                <EuiHorizontalRule margin="xs" />
-                <EuiDescriptionList>
-                  <EuiDescriptionListTitle>
-                    Source Feature Service
-                  </EuiDescriptionListTitle>
-                  <EuiDescriptionListDescription>
-                    {data?.spec?.featureServiceName!}
-                  </EuiDescriptionListDescription>
-                </EuiDescriptionList>
-              </EuiPanel>
-              <EuiSpacer size="m" />
-              <EuiPanel hasBorder={true} grow={false}>
-                <EuiDescriptionList>
-                  <EuiDescriptionListTitle>Created</EuiDescriptionListTitle>
-                  <EuiDescriptionListDescription>
-                    {toDate(data?.meta?.createdTimestamp!).toLocaleDateString(
-                      "en-CA",
-                    )}
-                  </EuiDescriptionListDescription>
-                </EuiDescriptionList>
-              </EuiPanel>
-            </EuiFlexItem>
-          </EuiFlexGroup>
-        </React.Fragment>
-      )}
-    </React.Fragment>
+    <EuiFlexGroup gutterSize="l">
+      {/* Left: Schema */}
+      <EuiFlexItem grow={2}>
+        <EuiPanel hasBorder>
+          <EuiTitle size="xs">
+            <h2>Features ({features.length})</h2>
+          </EuiTitle>
+          <EuiHorizontalRule margin="xs" />
+          {features.length > 0 ? (
+            <DatasetFeaturesTable
+              features={features.map((joinedName: string) => {
+                const parts = joinedName.split(":");
+                return {
+                  featureViewName: parts.length > 1 ? parts[0] : "—",
+                  featureName: parts.length > 1 ? parts[1] : joinedName,
+                };
+              })}
+            />
+          ) : (
+            <EuiText size="s" color="subdued">
+              No features defined
+            </EuiText>
+          )}
+        </EuiPanel>
+
+        <EuiSpacer size="m" />
+
+        <EuiPanel hasBorder>
+          <EuiTitle size="xs">
+            <h2>Retrieval Keys ({joinKeys.length})</h2>
+          </EuiTitle>
+          <EuiHorizontalRule margin="xs" />
+          {joinKeys.length > 0 ? (
+            <DatasetJoinKeysTable
+              joinKeys={joinKeys.map((joinKey: any) => ({ name: joinKey }))}
+            />
+          ) : (
+            <EuiText size="s" color="subdued">
+              No retrieval keys defined
+            </EuiText>
+          )}
+        </EuiPanel>
+      </EuiFlexItem>
+
+      {/* Right: Properties */}
+      <EuiFlexItem grow={1}>
+        <EuiPanel hasBorder grow={false}>
+          <EuiTitle size="xs">
+            <h3>Properties</h3>
+          </EuiTitle>
+          <EuiHorizontalRule margin="xs" />
+          <EuiDescriptionList compressed>
+            <EuiDescriptionListTitle>Origin</EuiDescriptionListTitle>
+            <EuiDescriptionListDescription>
+              <EuiBadge color={minEventTs ? "success" : "default"}>
+                {provenance}
+              </EuiBadge>
+            </EuiDescriptionListDescription>
+
+            {description && (
+              <>
+                <EuiDescriptionListTitle>Description</EuiDescriptionListTitle>
+                <EuiDescriptionListDescription>
+                  {description}
+                </EuiDescriptionListDescription>
+              </>
+            )}
+
+            {namespace && (
+              <>
+                <EuiDescriptionListTitle>Namespace</EuiDescriptionListTitle>
+                <EuiDescriptionListDescription>
+                  <EuiBadge color="primary">{namespace}</EuiBadge>
+                </EuiDescriptionListDescription>
+              </>
+            )}
+
+            {collection && (
+              <>
+                <EuiDescriptionListTitle>Collection</EuiDescriptionListTitle>
+                <EuiDescriptionListDescription>
+                  <EuiBadge color="accent">{collection}</EuiBadge>
+                </EuiDescriptionListDescription>
+              </>
+            )}
+
+            <EuiDescriptionListTitle>Storage Type</EuiDescriptionListTitle>
+            <EuiDescriptionListDescription>
+              <EuiBadge color="hollow">{storageInfo.type}</EuiBadge>
+            </EuiDescriptionListDescription>
+
+            <EuiDescriptionListTitle>Storage Path</EuiDescriptionListTitle>
+            <EuiDescriptionListDescription>
+              <EuiText size="xs">
+                <code>{storageInfo.path}</code>
+              </EuiText>
+            </EuiDescriptionListDescription>
+
+            {dataSources.length > 0 && (
+              <>
+                <EuiDescriptionListTitle>
+                  Data Source{dataSources.length > 1 ? "s" : ""}
+                </EuiDescriptionListTitle>
+                <EuiDescriptionListDescription>
+                  {dataSources.map((dsName, idx) => (
+                    <span key={dsName}>
+                      {idx > 0 && ", "}
+                      <EuiCustomLink
+                        to={`/p/${projectName}/data-source/${dsName}`}
+                      >
+                        {dsName}
+                      </EuiCustomLink>
+                    </span>
+                  ))}
+                </EuiDescriptionListDescription>
+              </>
+            )}
+
+            {featureServiceName && (
+              <>
+                <EuiDescriptionListTitle>
+                  Feature Service
+                </EuiDescriptionListTitle>
+                <EuiDescriptionListDescription>
+                  {featureServiceName}
+                </EuiDescriptionListDescription>
+              </>
+            )}
+
+            <EuiDescriptionListTitle>Created</EuiDescriptionListTitle>
+            <EuiDescriptionListDescription>
+              {formatTimestamp(createdTs)}
+            </EuiDescriptionListDescription>
+
+            {minEventTs && (
+              <>
+                <EuiDescriptionListTitle>
+                  Event Time Range
+                </EuiDescriptionListTitle>
+                <EuiDescriptionListDescription>
+                  {formatTimestamp(minEventTs)} → {formatTimestamp(maxEventTs)}
+                </EuiDescriptionListDescription>
+              </>
+            )}
+          </EuiDescriptionList>
+        </EuiPanel>
+
+        {Object.keys(tags).length > 0 && (
+          <>
+            <EuiSpacer size="m" />
+            <EuiPanel hasBorder grow={false}>
+              <EuiTitle size="xs">
+                <h3>Tags</h3>
+              </EuiTitle>
+              <EuiHorizontalRule margin="xs" />
+              <EuiDescriptionList compressed>
+                {Object.entries(tags).map(([key, value]) => (
+                  <React.Fragment key={key}>
+                    <EuiDescriptionListTitle>{key}</EuiDescriptionListTitle>
+                    <EuiDescriptionListDescription>
+                      {value as string}
+                    </EuiDescriptionListDescription>
+                  </React.Fragment>
+                ))}
+              </EuiDescriptionList>
+            </EuiPanel>
+          </>
+        )}
+      </EuiFlexItem>
+    </EuiFlexGroup>
   );
 };
-export default EntityOverviewTab;
+
+export default DatasetOverviewTab;
diff --git a/ui/src/pages/saved-data-sets/DatasetSampleTab.tsx b/ui/src/pages/saved-data-sets/DatasetSampleTab.tsx
new file mode 100644
index 00000000000..66f41ea131d
--- /dev/null
+++ b/ui/src/pages/saved-data-sets/DatasetSampleTab.tsx
@@ -0,0 +1,190 @@
+import React, { useState, useContext, useCallback } from "react";
+import {
+  EuiFlexGroup,
+  EuiFlexItem,
+  EuiLoadingSpinner,
+  EuiText,
+  EuiCallOut,
+  EuiButton,
+  EuiSpacer,
+  EuiPanel,
+  EuiBasicTable,
+  EuiBasicTableColumn,
+  EuiFieldNumber,
+  EuiFormRow,
+  EuiBadge,
+  EuiTitle,
+} from "@elastic/eui";
+import { useParams } from "react-router-dom";
+import RegistryPathContext from "../../contexts/RegistryPathContext";
+import { useDataMode } from "../../contexts/DataModeContext";
+
+const DatasetSampleTab = () => {
+  const { datasetName, projectName } = useParams();
+  const registryUrl = useContext(RegistryPathContext);
+  const { fetchOptions } = useDataMode();
+
+  const [loading, setLoading] = useState(false);
+  const [error, setError] = useState<string | null>(null);
+  const [sampleData, setSampleData] = useState<{
+    columns: string[];
+    rows: Record<string, any>[];
+    total_rows: number;
+    sample_size: number;
+  } | null>(null);
+  const [limit, setLimit] = useState(10);
+
+  const fetchSample = useCallback(async () => {
+    setLoading(true);
+    setError(null);
+
+    try {
+      const response = await fetch(
+        `${registryUrl}/saved_datasets/data/${encodeURIComponent(datasetName || "")}?project=${encodeURIComponent(projectName || "")}&limit=${limit}`,
+        { method: "GET", ...fetchOptions },
+      );
+
+      if (!response.ok) {
+        const err = await response
+          .json()
+          .catch(() => ({ detail: "Failed to load sample" }));
+        throw new Error(err.detail || `Request failed: ${response.status}`);
+      }
+
+      const data = await response.json();
+      setSampleData(data);
+    } catch (err: any) {
+      setError(err.message || "Failed to load dataset sample.");
+    } finally {
+      setLoading(false);
+    }
+  }, [registryUrl, datasetName, projectName, limit, fetchOptions]);
+
+  const columns: EuiBasicTableColumn<Record<string, any>>[] = sampleData
+    ? sampleData.columns.map((col) => ({
+        field: col,
+        name: col,
+        sortable: true,
+        truncateText: true,
+        render: (value: any) => {
+          if (value === null || value === undefined || value === "") {
+            return (
+              <EuiText size="xs" color="subdued">
+                null
+              </EuiText>
+            );
+          }
+          return String(value);
+        },
+      }))
+    : [];
+
+  return (
+    <>
+      <EuiPanel hasBorder>
+        <EuiFlexGroup alignItems="flexEnd" gutterSize="m">
+          <EuiFlexItem grow={false}>
+            <EuiFormRow label="Rows to preview" display="columnCompressed">
+              <EuiFieldNumber
+                value={limit}
+                onChange={(e) => setLimit(parseInt(e.target.value) || 10)}
+                min={1}
+                max={100}
+                compressed
+                style={{ width: 80 }}
+              />
+            </EuiFormRow>
+          </EuiFlexItem>
+          <EuiFlexItem grow={false}>
+            <EuiButton
+              onClick={fetchSample}
+              isLoading={loading}
+              iconType="inspect"
+              size="s"
+            >
+              Load Preview
+            </EuiButton>
+          </EuiFlexItem>
+          {sampleData && (
+            <EuiFlexItem grow={false}>
+              <EuiBadge color="hollow">
+                {sampleData.sample_size} of {sampleData.total_rows} rows
+              </EuiBadge>
+            </EuiFlexItem>
+          )}
+        </EuiFlexGroup>
+      </EuiPanel>
+
+      <EuiSpacer size="m" />
+
+      {error && (
+        <>
+          <EuiCallOut
+            title="Failed to load preview"
+            color="danger"
+            iconType="alert"
+            size="s"
+          >
+            <p>{error}</p>
+          </EuiCallOut>
+          <EuiSpacer size="m" />
+        </>
+      )}
+
+      {loading && (
+        <EuiFlexGroup justifyContent="center" alignItems="center">
+          <EuiFlexItem grow={false}>
+            <EuiLoadingSpinner size="l" />
+          </EuiFlexItem>
+          <EuiFlexItem grow={false}>
+            <EuiText>Reading dataset...</EuiText>
+          </EuiFlexItem>
+        </EuiFlexGroup>
+      )}
+
+      {!loading && !sampleData && !error && (
+        <EuiPanel color="subdued" paddingSize="l" hasBorder={false}>
+          <EuiFlexGroup
+            justifyContent="center"
+            alignItems="center"
+            direction="column"
+          >
+            <EuiFlexItem>
+              <EuiTitle size="xs">
+                <h3>Preview dataset contents</h3>
+              </EuiTitle>
+            </EuiFlexItem>
+            <EuiFlexItem>
+              <EuiText size="s" color="subdued" textAlign="center">
+                Click "Load Preview" to read and display actual rows from the
+                dataset's storage location. This executes a read query against
+                the configured offline store.
+              </EuiText>
+            </EuiFlexItem>
+          </EuiFlexGroup>
+        </EuiPanel>
+      )}
+
+      {sampleData && sampleData.rows.length > 0 && (
+        <EuiBasicTable
+          items={sampleData.rows}
+          columns={columns}
+          tableLayout="auto"
+        />
+      )}
+
+      {sampleData && sampleData.rows.length === 0 && (
+        <EuiCallOut
+          title="Dataset is empty"
+          color="warning"
+          iconType="alert"
+          size="s"
+        >
+          <p>No rows found in this dataset's storage location.</p>
+        </EuiCallOut>
+      )}
+    </>
+  );
+};
+
+export default DatasetSampleTab;
diff --git a/ui/src/pages/saved-data-sets/DatasetUsageTab.tsx b/ui/src/pages/saved-data-sets/DatasetUsageTab.tsx
new file mode 100644
index 00000000000..01a9778213e
--- /dev/null
+++ b/ui/src/pages/saved-data-sets/DatasetUsageTab.tsx
@@ -0,0 +1,253 @@
+import React from "react";
+import {
+  EuiPanel,
+  EuiTitle,
+  EuiText,
+  EuiSpacer,
+  EuiCodeBlock,
+  EuiFlexGroup,
+  EuiFlexItem,
+  EuiCallOut,
+  EuiLoadingSpinner,
+  EuiIcon,
+} from "@elastic/eui";
+import { useParams } from "react-router-dom";
+import useLoadDataset from "./useLoadDataset";
+
+const DatasetUsageTab = () => {
+  const { datasetName } = useParams();
+
+  if (!datasetName) {
+    throw new Error("Unable to get dataset name.");
+  }
+
+  const { isLoading, isSuccess, data } = useLoadDataset(datasetName);
+
+  if (isLoading) {
+    return <EuiLoadingSpinner size="l" />;
+  }
+
+  if (!isSuccess || !data) {
+    return (
+      <EuiCallOut title="Dataset not found" color="warning" iconType="alert">
+        <p>Could not load dataset details.</p>
+      </EuiCallOut>
+    );
+  }
+
+  const name = data.spec?.name || datasetName;
+
+  const loadCode = `from feast import FeatureStore
+
+store = FeatureStore(repo_path=".")
+
+# Load the saved dataset
+dataset = store.get_saved_dataset("${name}")
+
+# Convert to pandas DataFrame
+df = dataset.to_df()
+print(f"Loaded {len(df)} rows, {len(df.columns)} columns")
+print(df.head())`;
+
+  const loadArrowCode = `# Load as PyArrow Table (more efficient for large datasets)
+dataset = store.get_saved_dataset("${name}")
+table = dataset.to_arrow()
+print(f"Schema: {table.schema}")
+print(f"Rows: {table.num_rows}")`;
+
+  const torchCode = `import torch
+from torch.utils.data import TensorDataset, DataLoader
+
+dataset = store.get_saved_dataset("${name}")
+df = dataset.to_df()
+
+# Select your feature columns and target
+feature_cols = df.select_dtypes(include=["number"]).columns.tolist()
+X = torch.tensor(df[feature_cols].values, dtype=torch.float32)
+
+# Create DataLoader
+torch_dataset = TensorDataset(X)
+loader = DataLoader(torch_dataset, batch_size=32, shuffle=True)
+
+for batch in loader:
+    # Your training loop here
+    pass`;
+
+  const registerCode = `from feast import FeatureStore
+from feast.infra.offline_stores.file_source import SavedDatasetFileStorage
+
+store = FeatureStore(repo_path=".")
+
+# Create from a historical retrieval job
+entity_df = ...  # Your entity DataFrame with timestamps
+job = store.get_historical_features(
+    entity_df=entity_df,
+    features=[
+        "feature_view:feature_1",
+        "feature_view:feature_2",
+    ],
+)
+
+# Persist and register
+dataset = store.create_saved_dataset(
+    from_=job,
+    name="${name}",
+    storage=SavedDatasetFileStorage(path="data/${name}.parquet"),
+    tags={"team": "ml", "version": "1"},
+)`;
+
+  const validationCode = `from feast.dqm.profilers.ge_profiler import GEProfiler
+
+dataset = store.get_saved_dataset("${name}")
+
+# Create a validation reference
+profiler = GEProfiler()
+ref = dataset.as_reference(name="${name}_ref", profiler=profiler)
+
+# Apply the reference to the registry
+store.apply(ref)
+
+# Later: validate logged features against this reference
+store.validate_logged_features(
+    source=feature_service,
+    start=start_time,
+    end=end_time,
+    reference=ref,
+)`;
+
+  return (
+    <EuiFlexGroup direction="column" gutterSize="l">
+      {/* Load Dataset */}
+      <EuiFlexItem>
+        <EuiPanel hasBorder>
+          <EuiFlexGroup alignItems="center" gutterSize="s" responsive={false}>
+            <EuiFlexItem grow={false}>
+              <EuiIcon type="download" color="primary" />
+            </EuiFlexItem>
+            <EuiFlexItem>
+              <EuiTitle size="xs">
+                <h3>Load Dataset</h3>
+              </EuiTitle>
+            </EuiFlexItem>
+          </EuiFlexGroup>
+          <EuiText size="s" color="subdued">
+            <p>
+              Retrieve this dataset as a pandas DataFrame or PyArrow Table for
+              analysis or training.
+            </p>
+          </EuiText>
+          <EuiSpacer size="s" />
+          <EuiCodeBlock
+            language="python"
+            isCopyable
+            paddingSize="m"
+            fontSize="s"
+          >
+            {loadCode}
+          </EuiCodeBlock>
+          <EuiSpacer size="m" />
+          <EuiCodeBlock
+            language="python"
+            isCopyable
+            paddingSize="m"
+            fontSize="s"
+          >
+            {loadArrowCode}
+          </EuiCodeBlock>
+        </EuiPanel>
+      </EuiFlexItem>
+
+      {/* Training Integration */}
+      <EuiFlexItem>
+        <EuiPanel hasBorder>
+          <EuiFlexGroup alignItems="center" gutterSize="s" responsive={false}>
+            <EuiFlexItem grow={false}>
+              <EuiIcon type="compute" color="primary" />
+            </EuiFlexItem>
+            <EuiFlexItem>
+              <EuiTitle size="xs">
+                <h3>Use for Training (PyTorch)</h3>
+              </EuiTitle>
+            </EuiFlexItem>
+          </EuiFlexGroup>
+          <EuiText size="s" color="subdued">
+            <p>Convert the dataset into PyTorch tensors for model training.</p>
+          </EuiText>
+          <EuiSpacer size="s" />
+          <EuiCodeBlock
+            language="python"
+            isCopyable
+            paddingSize="m"
+            fontSize="s"
+          >
+            {torchCode}
+          </EuiCodeBlock>
+        </EuiPanel>
+      </EuiFlexItem>
+
+      {/* Register via SDK */}
+      <EuiFlexItem>
+        <EuiPanel hasBorder>
+          <EuiFlexGroup alignItems="center" gutterSize="s" responsive={false}>
+            <EuiFlexItem grow={false}>
+              <EuiIcon type="plusInCircle" color="primary" />
+            </EuiFlexItem>
+            <EuiFlexItem>
+              <EuiTitle size="xs">
+                <h3>Register via SDK</h3>
+              </EuiTitle>
+            </EuiFlexItem>
+          </EuiFlexGroup>
+          <EuiText size="s" color="subdued">
+            <p>
+              Create this dataset programmatically from a historical feature
+              retrieval job.
+            </p>
+          </EuiText>
+          <EuiSpacer size="s" />
+          <EuiCodeBlock
+            language="python"
+            isCopyable
+            paddingSize="m"
+            fontSize="s"
+          >
+            {registerCode}
+          </EuiCodeBlock>
+        </EuiPanel>
+      </EuiFlexItem>
+
+      {/* Validation */}
+      <EuiFlexItem>
+        <EuiPanel hasBorder>
+          <EuiFlexGroup alignItems="center" gutterSize="s" responsive={false}>
+            <EuiFlexItem grow={false}>
+              <EuiIcon type="check" color="primary" />
+            </EuiFlexItem>
+            <EuiFlexItem>
+              <EuiTitle size="xs">
+                <h3>Data Validation</h3>
+              </EuiTitle>
+            </EuiFlexItem>
+          </EuiFlexGroup>
+          <EuiText size="s" color="subdued">
+            <p>
+              Use this dataset as a reference for validating feature quality and
+              detecting drift.
+            </p>
+          </EuiText>
+          <EuiSpacer size="s" />
+          <EuiCodeBlock
+            language="python"
+            isCopyable
+            paddingSize="m"
+            fontSize="s"
+          >
+            {validationCode}
+          </EuiCodeBlock>
+        </EuiPanel>
+      </EuiFlexItem>
+    </EuiFlexGroup>
+  );
+};
+
+export default DatasetUsageTab;
diff --git a/ui/src/pages/saved-data-sets/DatasetsCardGrid.tsx b/ui/src/pages/saved-data-sets/DatasetsCardGrid.tsx
new file mode 100644
index 00000000000..d5c69082978
--- /dev/null
+++ b/ui/src/pages/saved-data-sets/DatasetsCardGrid.tsx
@@ -0,0 +1,396 @@
+import React, { useState } from "react";
+import {
+  EuiFlexGroup,
+  EuiFlexItem,
+  EuiPanel,
+  EuiTitle,
+  EuiText,
+  EuiBadge,
+  EuiSpacer,
+  EuiButtonIcon,
+  EuiToolTip,
+  EuiIcon,
+  EuiCopy,
+  EuiLink,
+} from "@elastic/eui";
+import { useNavigate, useParams } from "react-router-dom";
+
+const STORAGE_TYPE_CONFIG: Record<
+  string,
+  { label: string; color: string; icon: string }
+> = {
+  file: { label: "File", color: "#4CAF50", icon: "document" },
+  bigquery: { label: "BigQuery", color: "#4285F4", icon: "storage" },
+  snowflake: { label: "Snowflake", color: "#29B5E8", icon: "snowflake" },
+  redshift: { label: "Redshift", color: "#205B97", icon: "compute" },
+  spark: { label: "Spark", color: "#E25A1C", icon: "bolt" },
+  trino: { label: "Trino", color: "#DD00A1", icon: "database" },
+  athena: { label: "Athena", color: "#8C4FFF", icon: "database" },
+  custom: { label: "Custom", color: "#607D8B", icon: "gear" },
+  unknown: { label: "Storage", color: "#98A2B3", icon: "database" },
+};
+
+function detectStorageType(dataset: any): string {
+  const storage = dataset?.spec?.storage;
+  if (!storage) return "unknown";
+  if (storage.fileStorage) return "file";
+  if (storage.bigqueryStorage) return "bigquery";
+  if (storage.snowflakeStorage) return "snowflake";
+  if (storage.redshiftStorage) return "redshift";
+  if (storage.sparkStorage) return "spark";
+  if (storage.trinoStorage) return "trino";
+  if (storage.athenaStorage) return "athena";
+  if (storage.customStorage) return "custom";
+  return "unknown";
+}
+
+function extractStoragePath(dataset: any): string | undefined {
+  const storage = dataset?.spec?.storage;
+  if (!storage) return undefined;
+  if (storage.fileStorage?.uri) return storage.fileStorage.uri;
+  if (storage.bigqueryStorage?.table) return storage.bigqueryStorage.table;
+  if (storage.snowflakeStorage?.table) return storage.snowflakeStorage.table;
+  if (storage.redshiftStorage?.table) return storage.redshiftStorage.table;
+  if (storage.sparkStorage?.path) return storage.sparkStorage.path;
+  if (storage.sparkStorage?.table) return storage.sparkStorage.table;
+  if (storage.trinoStorage?.table) return storage.trinoStorage.table;
+  if (storage.athenaStorage?.table) return storage.athenaStorage.table;
+  if (storage.customStorage?.configuration)
+    return storage.customStorage.configuration;
+  return undefined;
+}
+
+function truncatePath(path: string, maxLen: number = 42): string {
+  if (path.length <= maxLen) return path;
+  const start = path.slice(0, 18);
+  const end = path.slice(-20);
+  return `${start}...${end}`;
+}
+
+function getRelativeTime(date: Date): string {
+  const now = new Date();
+  const diffMs = now.getTime() - date.getTime();
+  const diffDays = Math.floor(diffMs / (1000 * 60 * 60 * 24));
+
+  if (diffDays === 0) return "Today";
+  if (diffDays === 1) return "Yesterday";
+  if (diffDays < 7) return `${diffDays}d ago`;
+  if (diffDays < 30) return `${Math.floor(diffDays / 7)}w ago`;
+  if (diffDays < 365) return `${Math.floor(diffDays / 30)}mo ago`;
+  return `${Math.floor(diffDays / 365)}y ago`;
+}
+
+interface DatasetCardProps {
+  dataset: any;
+  isHovered: boolean;
+  onHover: (name: string | null) => void;
+  onDelete?: (name: string) => void;
+}
+
+const DatasetCard: React.FC<DatasetCardProps> = ({
+  dataset,
+  isHovered,
+  onHover,
+  onDelete,
+}) => {
+  const { projectName } = useParams();
+  const navigate = useNavigate();
+  const spec = dataset.spec || dataset;
+  const meta = dataset.meta || {};
+  const name = spec.name || "unknown";
+  const datasetProject = dataset.project || spec.project || projectName;
+  const features = spec.features || [];
+  const joinKeys = spec.joinKeys || spec.join_keys || [];
+  const tags = spec.tags || {};
+  const featureServiceName =
+    spec.featureServiceName || spec.feature_service_name;
+  const namespace = spec.namespace || "";
+  const collection = spec.collection || "";
+  const description = spec.description || "";
+  const createdTimestamp = meta.createdTimestamp || meta.created_timestamp;
+  const storagePath = extractStoragePath(dataset);
+  const storageType = detectStorageType(dataset);
+  const storageInfo =
+    STORAGE_TYPE_CONFIG[storageType] || STORAGE_TYPE_CONFIG.unknown;
+
+  const formattedDate = createdTimestamp
+    ? new Date(createdTimestamp).toLocaleDateString("en-US", {
+        month: "short",
+        day: "numeric",
+        year: "numeric",
+      })
+    : null;
+  const relativeTime = createdTimestamp
+    ? getRelativeTime(new Date(createdTimestamp))
+    : null;
+
+  const codeSnippet = `dataset = store.get_saved_dataset("${name}")\ndf = dataset.to_df()`;
+
+  return (
+    <EuiFlexItem grow={false} style={{ width: 360, minWidth: 300 }}>
+      <EuiPanel
+        hasBorder
+        hasShadow={isHovered}
+        paddingSize="l"
+        onMouseEnter={() => onHover(name)}
+        onMouseLeave={() => onHover(null)}
+        onClick={() => navigate(`/p/${datasetProject}/data-set/${name}`)}
+        style={{
+          height: "100%",
+          display: "flex",
+          flexDirection: "column",
+          transition: "all 0.2s ease",
+          transform: isHovered ? "translateY(-2px)" : "none",
+          borderTop: `3px solid ${storageInfo.color}`,
+          cursor: "pointer",
+        }}
+      >
+        {/* Header: Name + Storage badge */}
+        <EuiFlexGroup
+          justifyContent="spaceBetween"
+          alignItems="center"
+          responsive={false}
+          gutterSize="s"
+        >
+          <EuiFlexItem grow={false} style={{ minWidth: 0 }}>
+            <EuiTitle size="xs">
+              <h3
+                style={{
+                  overflow: "hidden",
+                  textOverflow: "ellipsis",
+                  whiteSpace: "nowrap",
+                  margin: 0,
+                }}
+              >
+                {name}
+              </h3>
+            </EuiTitle>
+          </EuiFlexItem>
+          <EuiFlexItem grow={false}>
+            <EuiBadge color={storageInfo.color} iconType={storageInfo.icon}>
+              {storageInfo.label}
+            </EuiBadge>
+          </EuiFlexItem>
+        </EuiFlexGroup>
+
+        {/* Description */}
+        {description && (
+          <EuiText size="xs" color="subdued" style={{ marginTop: 4 }}>
+            <p style={{ margin: 0, lineHeight: 1.4 }}>{description}</p>
+          </EuiText>
+        )}
+
+        {/* Namespace / Collection badges */}
+        {(namespace || collection) && (
+          <>
+            <EuiSpacer size="s" />
+            <EuiFlexGroup gutterSize="xs" responsive={false} wrap>
+              {namespace && (
+                <EuiFlexItem grow={false}>
+                  <EuiBadge color="primary">{namespace}</EuiBadge>
+                </EuiFlexItem>
+              )}
+              {collection && (
+                <EuiFlexItem grow={false}>
+                  <EuiBadge color="accent">{collection}</EuiBadge>
+                </EuiFlexItem>
+              )}
+            </EuiFlexGroup>
+          </>
+        )}
+
+        <EuiSpacer size="m" />
+
+        {/* Storage path */}
+        {storagePath && (
+          <EuiToolTip content={storagePath} position="bottom">
+            <EuiText size="xs" color="subdued">
+              <EuiIcon type="folderOpen" size="s" />{" "}
+              <code style={{ fontSize: "11px" }}>
+                {truncatePath(storagePath)}
+              </code>
+            </EuiText>
+          </EuiToolTip>
+        )}
+
+        <EuiSpacer size="m" />
+
+        {/* Metrics */}
+        <EuiFlexGroup gutterSize="l" responsive={false} wrap>
+          <EuiFlexItem grow={false}>
+            <EuiText size="xs" color="subdued">
+              Features
+            </EuiText>
+            <EuiText size="s">
+              <strong>{features.length}</strong>
+            </EuiText>
+          </EuiFlexItem>
+          <EuiFlexItem grow={false}>
+            <EuiText size="xs" color="subdued">
+              Retrieval Keys
+            </EuiText>
+            <EuiText size="s">
+              <strong>{joinKeys.length}</strong>
+            </EuiText>
+          </EuiFlexItem>
+          {featureServiceName && (
+            <EuiFlexItem grow={false}>
+              <EuiText size="xs" color="subdued">
+                Service
+              </EuiText>
+              <EuiText size="s">
+                <strong>{featureServiceName}</strong>
+              </EuiText>
+            </EuiFlexItem>
+          )}
+          {spec.dataSources && spec.dataSources.length > 0 && (
+            <EuiFlexItem grow={false}>
+              <EuiText size="xs" color="subdued">
+                Source
+              </EuiText>
+              <EuiText size="s">
+                {spec.dataSources.map((dsName: string, idx: number) => (
+                  <span key={dsName}>
+                    {idx > 0 && ", "}
+                    <EuiLink
+                      onClick={(e: React.MouseEvent) => {
+                        e.stopPropagation();
+                        navigate(`/p/${datasetProject}/data-source/${dsName}`);
+                      }}
+                    >
+                      <strong>{dsName}</strong>
+                    </EuiLink>
+                  </span>
+                ))}
+              </EuiText>
+            </EuiFlexItem>
+          )}
+        </EuiFlexGroup>
+
+        {/* Spacer to push footer */}
+        <div style={{ flex: 1 }} />
+
+        <EuiSpacer size="m" />
+
+        {/* Tags row */}
+        {Object.keys(tags).length > 0 && (
+          <>
+            <EuiFlexGroup gutterSize="xs" wrap responsive={false}>
+              {Object.entries(tags)
+                .slice(0, 3)
+                .map(([key, value]) => (
+                  <EuiFlexItem grow={false} key={key}>
+                    <EuiBadge color="hollow">
+                      {key}: {value as string}
+                    </EuiBadge>
+                  </EuiFlexItem>
+                ))}
+              {Object.keys(tags).length > 3 && (
+                <EuiFlexItem grow={false}>
+                  <EuiBadge color="hollow">
+                    +{Object.keys(tags).length - 3} more
+                  </EuiBadge>
+                </EuiFlexItem>
+              )}
+            </EuiFlexGroup>
+            <EuiSpacer size="s" />
+          </>
+        )}
+
+        {/* Footer: Timestamp + actions */}
+        <EuiFlexGroup
+          justifyContent="spaceBetween"
+          alignItems="center"
+          responsive={false}
+        >
+          <EuiFlexItem grow={false}>
+            {formattedDate && (
+              <EuiToolTip content={formattedDate}>
+                <EuiText size="xs" color="subdued">
+                  <EuiIcon type="clock" size="s" /> {relativeTime}
+                </EuiText>
+              </EuiToolTip>
+            )}
+          </EuiFlexItem>
+          <EuiFlexItem grow={false}>
+            <EuiFlexGroup
+              gutterSize="xs"
+              alignItems="center"
+              responsive={false}
+            >
+              <EuiFlexItem grow={false}>
+                <EuiCopy textToCopy={codeSnippet}>
+                  {(copy) => (
+                    <EuiToolTip content="Copy Python load code">
+                      <EuiButtonIcon
+                        iconType="copyClipboard"
+                        aria-label="Copy load code"
+                        size="s"
+                        onClick={(e: React.MouseEvent) => {
+                          e.stopPropagation();
+                          copy();
+                        }}
+                      />
+                    </EuiToolTip>
+                  )}
+                </EuiCopy>
+              </EuiFlexItem>
+              {onDelete && (
+                <EuiFlexItem grow={false}>
+                  <EuiToolTip content="Delete dataset">
+                    <EuiButtonIcon
+                      iconType="trash"
+                      color="danger"
+                      size="s"
+                      aria-label="Delete dataset"
+                      onClick={(e: React.MouseEvent) => {
+                        e.stopPropagation();
+                        onDelete(name);
+                      }}
+                    />
+                  </EuiToolTip>
+                </EuiFlexItem>
+              )}
+            </EuiFlexGroup>
+          </EuiFlexItem>
+        </EuiFlexGroup>
+      </EuiPanel>
+    </EuiFlexItem>
+  );
+};
+
+interface DatasetsCardGridProps {
+  datasets: any[];
+  onDelete?: (name: string) => void;
+}
+
+const DatasetsCardGrid = ({ datasets, onDelete }: DatasetsCardGridProps) => {
+  const [hoveredId, setHoveredId] = useState<string | null>(null);
+
+  if (datasets.length === 0) {
+    return (
+      <EuiText textAlign="center" color="subdued">
+        <p>No datasets match your search.</p>
+      </EuiText>
+    );
+  }
+
+  return (
+    <EuiFlexGroup wrap responsive gutterSize="l">
+      {datasets.map((dataset: any) => {
+        const name = dataset.spec?.name || dataset.name || "unknown";
+        return (
+          <DatasetCard
+            key={name}
+            dataset={dataset}
+            isHovered={hoveredId === name}
+            onHover={setHoveredId}
+            onDelete={onDelete}
+          />
+        );
+      })}
+    </EuiFlexGroup>
+  );
+};
+
+export default DatasetsCardGrid;
diff --git a/ui/src/pages/saved-data-sets/DatasetsIndexEmptyState.tsx b/ui/src/pages/saved-data-sets/DatasetsIndexEmptyState.tsx
index 9f1a34be2a5..a8f039bc28f 100644
--- a/ui/src/pages/saved-data-sets/DatasetsIndexEmptyState.tsx
+++ b/ui/src/pages/saved-data-sets/DatasetsIndexEmptyState.tsx
@@ -1,29 +1,54 @@
 import React from "react";
-import { EuiEmptyPrompt, EuiTitle, EuiLink, EuiButton } from "@elastic/eui";
+import {
+  EuiEmptyPrompt,
+  EuiTitle,
+  EuiLink,
+  EuiButton,
+  EuiFlexGroup,
+  EuiFlexItem,
+} from "@elastic/eui";
 import FeastIconBlue from "../../graphics/FeastIconBlue";
 
-const DatasetsIndexEmptyState = () => {
+interface DatasetsIndexEmptyStateProps {
+  onRegister?: () => void;
+}
+
+const DatasetsIndexEmptyState = ({
+  onRegister,
+}: DatasetsIndexEmptyStateProps) => {
   return (
     <EuiEmptyPrompt
       iconType={FeastIconBlue}
-      title={<h2>There are no saved datasets</h2>}
+      title={<h2>Your Data Catalog is empty</h2>}
       body={
         <p>
-          You currently do not have any saved datasets. Learn more about
-          creating saved datasets in Feast Docs.
+          The Data Catalog lets you create, link, share, and reuse curated
+          feature datasets for model training and validation. Link an existing
+          data artifact or create a new one by running a feature retrieval job.
         </p>
       }
       actions={
-        <EuiButton
-          onClick={() => {
-            window.open(
-              "https://docs.feast.dev/getting-started/concepts/dataset#creating-saved-dataset-from-historical-retrieval",
-              "_blank",
-            );
-          }}
-        >
-          Open Dataset Docs
-        </EuiButton>
+        <EuiFlexGroup gutterSize="s" justifyContent="center">
+          {onRegister && (
+            <EuiFlexItem grow={false}>
+              <EuiButton fill iconType="plus" onClick={onRegister}>
+                Add to Catalog
+              </EuiButton>
+            </EuiFlexItem>
+          )}
+          <EuiFlexItem grow={false}>
+            <EuiButton
+              onClick={() => {
+                window.open(
+                  "https://docs.feast.dev/getting-started/concepts/dataset#creating-saved-dataset-from-historical-retrieval",
+                  "_blank",
+                );
+              }}
+            >
+              Open Dataset Docs
+            </EuiButton>
+          </EuiFlexItem>
+        </EuiFlexGroup>
       }
       footer={
         <>
diff --git a/ui/src/pages/saved-data-sets/DatasetsListingTable.tsx b/ui/src/pages/saved-data-sets/DatasetsListingTable.tsx
index 7b73e9cd6dc..0ce44b35dc0 100644
--- a/ui/src/pages/saved-data-sets/DatasetsListingTable.tsx
+++ b/ui/src/pages/saved-data-sets/DatasetsListingTable.tsx
@@ -1,12 +1,24 @@
 import React from "react";
-import { EuiBasicTable } from "@elastic/eui";
+import { EuiBasicTable, EuiBadge } from "@elastic/eui";
 import EuiCustomLink from "../../components/EuiCustomLink";
 import { useParams } from "react-router-dom";
-import { feast } from "../../protos";
-import { toDate } from "../../utils/timestamp";
 
 interface DatasetsListingTableProps {
-  datasets: feast.core.ISavedDataset[];
+  datasets: any[];
+}
+
+function detectStorageType(dataset: any): string {
+  const storage = dataset?.spec?.storage;
+  if (!storage) return "—";
+  if (storage.fileStorage) return "File";
+  if (storage.bigqueryStorage) return "BigQuery";
+  if (storage.snowflakeStorage) return "Snowflake";
+  if (storage.redshiftStorage) return "Redshift";
+  if (storage.sparkStorage) return "Spark";
+  if (storage.trinoStorage) return "Trino";
+  if (storage.athenaStorage) return "Athena";
+  if (storage.customStorage) return "Custom";
+  return "—";
 }
 
 const DatasetsListingTable = ({ datasets }: DatasetsListingTableProps) => {
@@ -17,27 +29,116 @@ const DatasetsListingTable = ({ datasets }: DatasetsListingTableProps) => {
       name: "Name",
       field: "spec.name",
       sortable: true,
-      render: (name: string) => {
+      render: (name: string, item: any) => {
+        const itemProject = item.project || item.spec?.project || projectName;
         return (
-          <EuiCustomLink to={`/p/${projectName}/data-set/${name}`}>
-            {name}
+          <EuiCustomLink to={`/p/${itemProject}/data-set/${name}`}>
+            <strong>{name}</strong>
           </EuiCustomLink>
         );
       },
     },
     {
-      name: "Source Feature Service",
-      field: "spec.featureService",
+      name: "Namespace",
+      render: (item: any) => {
+        const ns = item.spec?.namespace;
+        return ns ? (
+          <EuiBadge color="primary">{ns}</EuiBadge>
+        ) : (
+          <span style={{ color: "#98A2B3" }}>—</span>
+        );
+      },
+      width: "140px",
+    },
+    {
+      name: "Collection",
+      render: (item: any) => {
+        const col = item.spec?.collection;
+        return col ? (
+          <EuiBadge color="accent">{col}</EuiBadge>
+        ) : (
+          <span style={{ color: "#98A2B3" }}>—</span>
+        );
+      },
+      width: "140px",
+    },
+    {
+      name: "Description",
+      render: (item: any) => {
+        const desc = item.spec?.description;
+        return desc ? (
+          <span style={{ fontSize: 13 }}>
+            {desc.length > 50 ? desc.slice(0, 50) + "…" : desc}
+          </span>
+        ) : (
+          <span style={{ color: "#98A2B3" }}>—</span>
+        );
+      },
+      width: "200px",
+    },
+    {
+      name: "Features",
+      render: (item: any) => (item.spec?.features || []).length,
+      width: "90px",
+    },
+    {
+      name: "Retrieval Keys",
+      render: (item: any) =>
+        (item.spec?.joinKeys || item.spec?.join_keys || []).length,
+      width: "90px",
+    },
+    {
+      name: "Storage",
+      render: (item: any) => (
+        <EuiBadge color="hollow">{detectStorageType(item)}</EuiBadge>
+      ),
+      width: "120px",
+    },
+    {
+      name: "Data Source",
+      render: (item: any) => {
+        const dsList: string[] = item.spec?.dataSources || [];
+        if (dsList.length === 0) return "—";
+        const itemProject = item.project || item.spec?.project || projectName;
+        return (
+          <>
+            {dsList.map((dsName, idx) => (
+              <span key={dsName}>
+                {idx > 0 && ", "}
+                <EuiCustomLink to={`/p/${itemProject}/data-source/${dsName}`}>
+                  {dsName}
+                </EuiCustomLink>
+              </span>
+            ))}
+          </>
+        );
+      },
+    },
+    {
+      name: "Feature Service",
+      render: (item: any) =>
+        item.spec?.featureServiceName || item.spec?.feature_service_name || "—",
     },
     {
       name: "Created",
-      render: (item: feast.core.ISavedDataset) => {
-        return toDate(item?.meta?.createdTimestamp!).toLocaleString("en-CA")!;
+      render: (item: any) => {
+        const ts = item.meta?.createdTimestamp || item.meta?.created_timestamp;
+        if (!ts) return "—";
+        try {
+          return new Date(ts).toLocaleDateString("en-US", {
+            month: "short",
+            day: "numeric",
+            year: "numeric",
+          });
+        } catch {
+          return "—";
+        }
       },
+      width: "140px",
     },
   ];
 
-  const getRowProps = (item: feast.core.ISavedDataset) => {
+  const getRowProps = (item: any) => {
     return {
       "data-test-subj": `row-${item.spec?.name}`,
     };
diff --git a/ui/src/pages/saved-data-sets/EditDatasetModal.tsx b/ui/src/pages/saved-data-sets/EditDatasetModal.tsx
new file mode 100644
index 00000000000..507827e6dd0
--- /dev/null
+++ b/ui/src/pages/saved-data-sets/EditDatasetModal.tsx
@@ -0,0 +1,708 @@
+import React, { useState, useMemo } from "react";
+import {
+  EuiFormRow,
+  EuiFieldText,
+  EuiSpacer,
+  EuiHorizontalRule,
+  EuiText,
+  EuiCallOut,
+  EuiFlexGroup,
+  EuiFlexItem,
+  EuiPanel,
+  EuiTitle,
+  EuiComboBox,
+  EuiComboBoxOptionOption,
+  EuiCheckbox,
+  EuiSuperSelect,
+  EuiSuperSelectOption,
+} from "@elastic/eui";
+import { useParams } from "react-router-dom";
+import FormModal from "../../components/forms/FormModal";
+import TagsEditor, { TagEntry } from "../../components/forms/TagsEditor";
+import useResourceQuery, {
+  featureServiceListPath,
+  featureViewListPath,
+  dataSourceListPath,
+} from "../../queries/useResourceQuery";
+
+interface EditDatasetModalProps {
+  dataset: any;
+  onClose: () => void;
+  onSubmit: (data: any) => Promise<void>;
+  isSubmitting: boolean;
+  error?: string | null;
+}
+
+interface StorageTypeDef {
+  value: string;
+  label: string;
+  description: string;
+  placeholder: string;
+  helpText: string;
+  sourceTypeMatch: string[];
+}
+
+const ALL_STORAGE_TYPES: StorageTypeDef[] = [
+  {
+    value: "file",
+    label: "File (Parquet / CSV)",
+    description: "Local or remote file path (S3, GCS, HDFS)",
+    placeholder: "s3://my-bucket/datasets/training_v1.parquet",
+    helpText: "Path to the data file accessible by the Feast server.",
+    sourceTypeMatch: ["BATCH_FILE"],
+  },
+  {
+    value: "bigquery",
+    label: "BigQuery",
+    description: "Google BigQuery table reference",
+    placeholder: "project_id.dataset.table_name",
+    helpText: "Full BigQuery table reference: project:dataset.table",
+    sourceTypeMatch: ["BATCH_BIGQUERY"],
+  },
+  {
+    value: "snowflake",
+    label: "Snowflake",
+    description: "Snowflake table reference",
+    placeholder: "database.schema.table_name",
+    helpText: "Snowflake table: database.schema.table",
+    sourceTypeMatch: ["BATCH_SNOWFLAKE"],
+  },
+  {
+    value: "redshift",
+    label: "Redshift",
+    description: "Amazon Redshift table reference",
+    placeholder: "schema.table_name",
+    helpText: "Redshift table: schema.table",
+    sourceTypeMatch: ["BATCH_REDSHIFT"],
+  },
+  {
+    value: "spark",
+    label: "Spark",
+    description: "Apache Spark table or path",
+    placeholder: "s3://bucket/path/ or catalog.database.table",
+    helpText: "Spark path or catalog table reference.",
+    sourceTypeMatch: ["BATCH_SPARK"],
+  },
+  {
+    value: "trino",
+    label: "Trino",
+    description: "Trino table reference",
+    placeholder: "catalog.schema.table",
+    helpText: "Trino table: catalog.schema.table",
+    sourceTypeMatch: ["BATCH_TRINO"],
+  },
+  {
+    value: "athena",
+    label: "AWS Athena",
+    description: "AWS Athena table reference",
+    placeholder: "database.table_name",
+    helpText: "Athena table reference.",
+    sourceTypeMatch: ["BATCH_ATHENA"],
+  },
+  {
+    value: "postgres",
+    label: "PostgreSQL",
+    description: "PostgreSQL table reference",
+    placeholder: "schema.table_name",
+    helpText:
+      "PostgreSQL table reference. Data is read via the PostgreSQL offline store.",
+    sourceTypeMatch: ["CUSTOM_SOURCE"],
+  },
+  {
+    value: "clickhouse",
+    label: "ClickHouse",
+    description: "ClickHouse table reference",
+    placeholder: "database.table_name",
+    helpText:
+      "ClickHouse table reference. Data is read via the ClickHouse offline store.",
+    sourceTypeMatch: ["CUSTOM_SOURCE"],
+  },
+  {
+    value: "couchbase",
+    label: "Couchbase Columnar",
+    description: "Couchbase Columnar collection reference",
+    placeholder: "database.scope.collection",
+    helpText:
+      "Couchbase Columnar reference in format: database.scope.collection",
+    sourceTypeMatch: ["CUSTOM_SOURCE"],
+  },
+  {
+    value: "custom",
+    label: "Custom",
+    description: "Custom storage configuration",
+    placeholder: '{"class": "my.CustomStorage", "config": {}}',
+    helpText: "Serialized configuration for a custom storage implementation.",
+    sourceTypeMatch: ["CUSTOM_SOURCE"],
+  },
+];
+
+function detectDataSourceTypes(dataSources: any[]): Set<string> {
+  const types = new Set<string>();
+  for (const ds of dataSources) {
+    const dsType = ds.spec?.type || ds.type;
+    if (dsType != null) {
+      const typeName = dataSourceTypeToName(dsType);
+      if (typeName) types.add(typeName);
+    }
+    if (ds.spec?.fileOptions || ds.fileOptions) types.add("BATCH_FILE");
+    if (ds.spec?.bigqueryOptions || ds.bigqueryOptions)
+      types.add("BATCH_BIGQUERY");
+    if (ds.spec?.snowflakeOptions || ds.snowflakeOptions)
+      types.add("BATCH_SNOWFLAKE");
+    if (ds.spec?.redshiftOptions || ds.redshiftOptions)
+      types.add("BATCH_REDSHIFT");
+    if (ds.spec?.sparkOptions || ds.sparkOptions) types.add("BATCH_SPARK");
+    if (ds.spec?.trinoOptions || ds.trinoOptions) types.add("BATCH_TRINO");
+    if (ds.spec?.athenaOptions || ds.athenaOptions) types.add("BATCH_ATHENA");
+    if (ds.spec?.customOptions || ds.customOptions) types.add("CUSTOM_SOURCE");
+    const classType =
+      ds.spec?.dataSourceClassType || ds.dataSourceClassType || "";
+    if (classType.includes("postgres")) types.add("CUSTOM_SOURCE");
+    if (classType.includes("clickhouse")) types.add("CUSTOM_SOURCE");
+    if (classType.includes("couchbase")) types.add("CUSTOM_SOURCE");
+  }
+  return types;
+}
+
+function dataSourceTypeToName(typeNum: number | string): string | null {
+  const map: Record<string, string> = {
+    "1": "BATCH_FILE",
+    "2": "BATCH_BIGQUERY",
+    "3": "BATCH_REDSHIFT",
+    "5": "BATCH_SNOWFLAKE",
+    "7": "BATCH_SPARK",
+    "8": "BATCH_TRINO",
+    "9": "BATCH_ATHENA",
+    "6": "STREAM_KAFKA",
+    "10": "STREAM_KINESIS",
+    "4": "REQUEST_SOURCE",
+    "12": "PUSH_SOURCE",
+    "11": "CUSTOM_SOURCE",
+  };
+  return map[String(typeNum)] || null;
+}
+
+function detectStorageType(dataset: any): string {
+  const storage = dataset?.spec?.storage;
+  if (!storage) return "file";
+  if (storage.fileStorage) return "file";
+  if (storage.bigqueryStorage) return "bigquery";
+  if (storage.snowflakeStorage) return "snowflake";
+  if (storage.redshiftStorage) return "redshift";
+  if (storage.sparkStorage) return "spark";
+  if (storage.trinoStorage) return "trino";
+  if (storage.athenaStorage) return "athena";
+  if (storage.customStorage) {
+    try {
+      const config = storage.customStorage.configuration || "";
+      const parsed = typeof config === "string" ? JSON.parse(config) : config;
+      if (parsed.database && parsed.scope && parsed.collection)
+        return "couchbase";
+      if (parsed.table) {
+        const classType =
+          dataset?.spec?.dataSourceClassType ||
+          dataset?.dataSourceClassType ||
+          "";
+        if (classType.includes("postgres")) return "postgres";
+        if (classType.includes("clickhouse")) return "clickhouse";
+      }
+    } catch {
+      // fall through
+    }
+    return "custom";
+  }
+  return "file";
+}
+
+function extractStoragePath(dataset: any): string {
+  const storage = dataset?.spec?.storage;
+  if (!storage) return "";
+  if (storage.fileStorage?.uri) return storage.fileStorage.uri;
+  if (storage.bigqueryStorage?.table) return storage.bigqueryStorage.table;
+  if (storage.snowflakeStorage?.table) return storage.snowflakeStorage.table;
+  if (storage.redshiftStorage?.table) return storage.redshiftStorage.table;
+  if (storage.sparkStorage?.path) return storage.sparkStorage.path;
+  if (storage.sparkStorage?.table) return storage.sparkStorage.table;
+  if (storage.trinoStorage?.table) return storage.trinoStorage.table;
+  if (storage.athenaStorage?.table) return storage.athenaStorage.table;
+  if (storage.customStorage?.configuration)
+    return storage.customStorage.configuration;
+  return "";
+}
+
+function extractStorageFileFormat(dataset: any): string {
+  const storage = dataset?.spec?.storage;
+  if (storage?.sparkStorage?.fileFormat) return storage.sparkStorage.fileFormat;
+  if (storage?.sparkStorage?.file_format)
+    return storage.sparkStorage.file_format;
+  return "parquet";
+}
+
+const EditDatasetModal = ({
+  dataset,
+  onClose,
+  onSubmit,
+  isSubmitting,
+  error,
+}: EditDatasetModalProps) => {
+  const { projectName } = useParams();
+  const spec = dataset?.spec || {};
+  const datasetName = spec.name || "";
+
+  // Load data sources to filter storage type options
+  const { data: dataSourcesRaw } = useResourceQuery<any[]>({
+    resourceType: "edit-modal-ds",
+    project: projectName,
+    restPath: dataSourceListPath(projectName),
+    restSelect: (d) => d.dataSources || [],
+  });
+
+  // Load feature services for dropdown
+  const { data: featureServicesRaw } = useResourceQuery<any[]>({
+    resourceType: "edit-modal-fs",
+    project: projectName,
+    restPath: featureServiceListPath(projectName),
+    restSelect: (d) => d.featureServices || [],
+  });
+
+  // Load feature views for features/join key suggestions
+  const { data: featureViewsRaw } = useResourceQuery<any[]>({
+    resourceType: "edit-modal-fv",
+    project: projectName,
+    restPath: featureViewListPath(projectName),
+    restSelect: (d) => d.featureViews || [],
+  });
+
+  // Derive available storage types from project's data sources
+  const availableStorageOptions: EuiSuperSelectOption<string>[] =
+    useMemo(() => {
+      const currentType = detectStorageType(dataset);
+
+      if (!dataSourcesRaw || dataSourcesRaw.length === 0) {
+        return ALL_STORAGE_TYPES.map((st) => ({
+          value: st.value,
+          inputDisplay: st.label,
+          dropdownDisplay: (
+            <>
+              <strong>{st.label}</strong>
+              <EuiText size="xs" color="subdued">
+                <p>{st.description}</p>
+              </EuiText>
+            </>
+          ),
+        }));
+      }
+
+      const detectedTypes = detectDataSourceTypes(dataSourcesRaw);
+
+      let matched = ALL_STORAGE_TYPES.filter((st) =>
+        st.sourceTypeMatch.some((match) => detectedTypes.has(match)),
+      );
+
+      // Always include File as a fallback
+      if (!matched.some((st) => st.value === "file")) {
+        matched = [ALL_STORAGE_TYPES[0], ...matched];
+      }
+
+      // Always include the dataset's current storage type so it's visible
+      if (!matched.some((st) => st.value === currentType)) {
+        const currentDef = ALL_STORAGE_TYPES.find(
+          (st) => st.value === currentType,
+        );
+        if (currentDef) matched = [currentDef, ...matched];
+      }
+
+      return matched.map((st) => ({
+        value: st.value,
+        inputDisplay: st.label,
+        dropdownDisplay: (
+          <>
+            <strong>{st.label}</strong>
+            <EuiText size="xs" color="subdued">
+              <p>{st.description}</p>
+            </EuiText>
+          </>
+        ),
+      }));
+    }, [dataSourcesRaw, dataset]);
+
+  // Build feature suggestions from loaded feature views
+  const featureOptions: EuiComboBoxOptionOption[] = useMemo(
+    () =>
+      (featureViewsRaw || [])
+        .filter((fv: any) => fv.type !== "labelView")
+        .flatMap((fv: any) => {
+          const fvName = fv.spec?.name || "";
+          const features = fv.spec?.features || [];
+          return features.map((f: any) => ({
+            label: `${fvName}:${f.name || f}`,
+          }));
+        }),
+    [featureViewsRaw],
+  );
+
+  // Build join key suggestions from feature views' entities
+  const joinKeyOptions: EuiComboBoxOptionOption[] = useMemo(() => {
+    const seen = new Set<string>();
+    (featureViewsRaw || []).forEach((fv: any) => {
+      const entities = fv.spec?.entities || [];
+      entities.forEach((e: string) => {
+        if (!seen.has(e)) seen.add(e);
+      });
+    });
+    return Array.from(seen).map((k) => ({ label: k }));
+  }, [featureViewsRaw]);
+
+  // Build feature service options for dropdown
+  const featureServiceOptions: EuiComboBoxOptionOption[] = useMemo(
+    () =>
+      (featureServicesRaw || []).map((fs: any) => ({
+        label: fs.spec?.name || fs.name || "",
+      })),
+    [featureServicesRaw],
+  );
+
+  // Form state
+  const [storagePath, setStoragePath] = useState(extractStoragePath(dataset));
+  const [storageType, setStorageType] = useState(detectStorageType(dataset));
+  const [namespace, setNamespace] = useState(spec.namespace || "");
+  const [collection, setCollection] = useState(spec.collection || "");
+  const [description, setDescription] = useState(spec.description || "");
+  const [storageFileFormat, setStorageFileFormat] = useState(
+    extractStorageFileFormat(dataset),
+  );
+  const [featuresInput, setFeaturesInput] = useState<EuiComboBoxOptionOption[]>(
+    (spec.features || []).map((f: string) => ({ label: f })),
+  );
+  const [joinKeysInput, setJoinKeysInput] = useState<EuiComboBoxOptionOption[]>(
+    (spec.joinKeys || spec.join_keys || []).map((k: string) => ({ label: k })),
+  );
+  const [tags, setTags] = useState<TagEntry[]>(
+    Object.entries(spec.tags || {}).map(([key, value]) => ({
+      key,
+      value: value as string,
+    })),
+  );
+  const [featureServiceName, setFeatureServiceName] = useState(
+    spec.featureServiceName || spec.feature_service_name || "",
+  );
+  const [fullFeatureNames, setFullFeatureNames] = useState(
+    spec.fullFeatureNames || spec.full_feature_names || false,
+  );
+  const [errors, setErrors] = useState<Record<string, string>>({});
+  const [submitted, setSubmitted] = useState(false);
+
+  // Get current storage type config
+  const currentStorageConfig =
+    ALL_STORAGE_TYPES.find((st) => st.value === storageType) ||
+    ALL_STORAGE_TYPES[0];
+
+  const validate = (): boolean => {
+    const newErrors: Record<string, string> = {};
+
+    if (!storagePath.trim()) {
+      newErrors.storagePath = "Storage path is required.";
+    }
+
+    const tagKeys = tags.map((t) => t.key).filter((k) => k.trim());
+    if (new Set(tagKeys).size !== tagKeys.length) {
+      newErrors.tags = "Tag keys must be unique.";
+    }
+
+    setErrors(newErrors);
+    return Object.keys(newErrors).length === 0;
+  };
+
+  const handleSubmit = async () => {
+    setSubmitted(true);
+    if (!validate()) return;
+
+    const tagsObj: Record<string, string> = {};
+    tags.forEach(({ key, value }) => {
+      if (key.trim() && value.trim()) tagsObj[key.trim()] = value.trim();
+    });
+
+    const payload = {
+      name: datasetName,
+      project: "",
+      features: featuresInput.map((o) => o.label),
+      join_keys: joinKeysInput.map((o) => o.label),
+      storage_path: storagePath.trim(),
+      storage_type: storageType,
+      storage_file_format:
+        storageType === "spark" ? storageFileFormat : undefined,
+      tags: tagsObj,
+      full_feature_names: fullFeatureNames,
+      feature_service_name: featureServiceName || undefined,
+      namespace: namespace.trim() || undefined,
+      collection: collection.trim() || undefined,
+      description: description.trim() || undefined,
+      allow_override: true,
+    };
+    await onSubmit(payload);
+  };
+
+  const clearFieldError = (field: string) => {
+    if (submitted) {
+      setErrors((prev) => {
+        const next = { ...prev };
+        delete next[field];
+        return next;
+      });
+    }
+  };
+
+  return (
+    <FormModal
+      title={`Edit Dataset: ${datasetName}`}
+      submitLabel="Save Changes"
+      onClose={onClose}
+      onSubmit={handleSubmit}
+      width={720}
+      isSubmitting={isSubmitting}
+    >
+      {error && (
+        <>
+          <EuiCallOut
+            title="Update failed"
+            color="danger"
+            iconType="alert"
+            size="s"
+          >
+            <p>{error}</p>
+          </EuiCallOut>
+          <EuiSpacer size="m" />
+        </>
+      )}
+
+      {/* Identity (read-only name) */}
+      <EuiTitle size="xxs">
+        <h4>Identity</h4>
+      </EuiTitle>
+      <EuiSpacer size="s" />
+
+      <EuiFlexGroup gutterSize="m">
+        <EuiFlexItem>
+          <EuiFormRow
+            label="Dataset Name"
+            helpText="Name cannot be changed after creation."
+          >
+            <EuiFieldText value={datasetName} disabled />
+          </EuiFormRow>
+        </EuiFlexItem>
+        <EuiFlexItem>
+          <EuiFormRow
+            label="Description"
+            helpText="Brief description of this dataset."
+          >
+            <EuiFieldText
+              value={description}
+              onChange={(e) => setDescription(e.target.value)}
+              placeholder="e.g. Training data for driver fraud model"
+            />
+          </EuiFormRow>
+        </EuiFlexItem>
+      </EuiFlexGroup>
+      <EuiFlexGroup gutterSize="m">
+        <EuiFlexItem>
+          <EuiFormRow
+            label="Feature Service (optional)"
+            helpText="Associate with a feature service for lineage."
+          >
+            <EuiComboBox
+              singleSelection={{ asPlainText: true }}
+              options={featureServiceOptions}
+              selectedOptions={
+                featureServiceName ? [{ label: featureServiceName }] : []
+              }
+              onChange={(selected) =>
+                setFeatureServiceName(
+                  selected.length > 0 ? selected[0].label : "",
+                )
+              }
+              onCreateOption={(val) => setFeatureServiceName(val)}
+              placeholder="Select or type..."
+              isClearable
+            />
+          </EuiFormRow>
+        </EuiFlexItem>
+      </EuiFlexGroup>
+
+      <EuiSpacer size="m" />
+
+      {/* Organization */}
+      <EuiTitle size="xxs">
+        <h4>Organization (optional)</h4>
+      </EuiTitle>
+      <EuiSpacer size="s" />
+
+      <EuiFlexGroup gutterSize="m">
+        <EuiFlexItem>
+          <EuiFormRow
+            label="Namespace"
+            helpText="Top-level grouping (e.g. fraud, underwriting, analytics)."
+          >
+            <EuiFieldText
+              value={namespace}
+              onChange={(e) => setNamespace(e.target.value)}
+              placeholder="e.g. fraud"
+            />
+          </EuiFormRow>
+        </EuiFlexItem>
+        <EuiFlexItem>
+          <EuiFormRow
+            label="Collection"
+            helpText="Sub-grouping within the namespace (e.g. raw, curated, training)."
+          >
+            <EuiFieldText
+              value={collection}
+              onChange={(e) => setCollection(e.target.value)}
+              placeholder="e.g. training"
+            />
+          </EuiFormRow>
+        </EuiFlexItem>
+      </EuiFlexGroup>
+
+      <EuiSpacer size="m" />
+      <EuiHorizontalRule margin="s" />
+
+      {/* Storage */}
+      <EuiTitle size="xxs">
+        <h4>Storage Location</h4>
+      </EuiTitle>
+      <EuiSpacer size="s" />
+
+      <EuiPanel color="subdued" paddingSize="s" hasBorder={false}>
+        <EuiText size="xs" color="subdued">
+          Only storage types matching your project's configured data sources are
+          shown.
+        </EuiText>
+      </EuiPanel>
+      <EuiSpacer size="m" />
+
+      <EuiFormRow label="Storage Type">
+        <EuiSuperSelect
+          options={availableStorageOptions}
+          valueOfSelected={storageType}
+          onChange={(value) => setStorageType(value)}
+          fullWidth
+        />
+      </EuiFormRow>
+
+      <EuiFormRow
+        label="Path / Table Reference"
+        isInvalid={!!errors.storagePath}
+        error={errors.storagePath}
+        helpText={currentStorageConfig.helpText}
+      >
+        <EuiFieldText
+          value={storagePath}
+          onChange={(e) => {
+            setStoragePath(e.target.value);
+            clearFieldError("storagePath");
+          }}
+          isInvalid={!!errors.storagePath}
+          placeholder={currentStorageConfig.placeholder}
+          icon={storageType === "file" ? "document" : "storage"}
+          fullWidth
+        />
+      </EuiFormRow>
+
+      {storageType === "spark" && (
+        <EuiFormRow
+          label="File Format"
+          helpText="Required for Spark path-based storage. Specifies the data file format."
+        >
+          <EuiSuperSelect
+            options={[
+              {
+                value: "parquet",
+                inputDisplay: "Parquet",
+                dropdownDisplay: <strong>Parquet</strong>,
+              },
+              {
+                value: "avro",
+                inputDisplay: "Avro",
+                dropdownDisplay: <strong>Avro</strong>,
+              },
+              {
+                value: "csv",
+                inputDisplay: "CSV",
+                dropdownDisplay: <strong>CSV</strong>,
+              },
+              {
+                value: "json",
+                inputDisplay: "JSON",
+                dropdownDisplay: <strong>JSON</strong>,
+              },
+            ]}
+            valueOfSelected={storageFileFormat}
+            onChange={setStorageFileFormat}
+            fullWidth
+          />
+        </EuiFormRow>
+      )}
+
+      <EuiSpacer size="m" />
+      <EuiHorizontalRule margin="s" />
+
+      {/* Schema */}
+      <EuiTitle size="xxs">
+        <h4>Schema</h4>
+      </EuiTitle>
+      <EuiSpacer size="s" />
+
+      <EuiFormRow
+        label="Features"
+        helpText="Select from existing features or type custom ones (feature_view:feature_name)."
+      >
+        <EuiComboBox
+          options={featureOptions}
+          selectedOptions={featuresInput}
+          onCreateOption={(val) => {
+            setFeaturesInput([...featuresInput, { label: val }]);
+          }}
+          onChange={(selected) => setFeaturesInput(selected)}
+          placeholder="Search or type features..."
+          isClearable
+          fullWidth
+        />
+      </EuiFormRow>
+
+      <EuiFormRow
+        label="Join Keys"
+        helpText="Entity columns used to join this dataset with other data."
+      >
+        <EuiComboBox
+          options={joinKeyOptions}
+          selectedOptions={joinKeysInput}
+          onCreateOption={(val) => {
+            setJoinKeysInput([...joinKeysInput, { label: val }]);
+          }}
+          onChange={(selected) => setJoinKeysInput(selected)}
+          placeholder="Search or type join keys..."
+          isClearable
+          fullWidth
+        />
+      </EuiFormRow>
+
+      <EuiSpacer size="s" />
+      <EuiCheckbox
+        id="edit-full-feature-names-checkbox"
+        label="Use full feature names (feature_view__feature_name format)"
+        checked={fullFeatureNames}
+        onChange={(e) => setFullFeatureNames(e.target.checked)}
+      />
+
+      {/* Tags */}
+      <EuiSpacer size="m" />
+      <TagsEditor
+        tags={tags}
+        onChange={(newTags) => setTags(newTags)}
+        error={errors.tags}
+      />
+    </FormModal>
+  );
+};
+
+export default EditDatasetModal;
diff --git a/ui/src/pages/saved-data-sets/Index.tsx b/ui/src/pages/saved-data-sets/Index.tsx
index c6cc81f4146..1c587d83883 100644
--- a/ui/src/pages/saved-data-sets/Index.tsx
+++ b/ui/src/pages/saved-data-sets/Index.tsx
@@ -1,52 +1,623 @@
-import React, { useContext } from "react";
-
-import { EuiPageTemplate, EuiLoadingSpinner } from "@elastic/eui";
+import React, {
+  useState,
+  useContext,
+  useCallback,
+  useMemo,
+  useEffect,
+} from "react";
+import { useParams } from "react-router-dom";
+import {
+  EuiPageTemplate,
+  EuiLoadingSpinner,
+  EuiButton,
+  EuiSpacer,
+  EuiConfirmModal,
+  EuiCallOut,
+  EuiFlexGroup,
+  EuiFlexItem,
+  EuiFieldSearch,
+  EuiPanel,
+  EuiSelect,
+  EuiText,
+  EuiButtonGroup,
+  EuiBadge,
+  EuiAccordion,
+  EuiIcon,
+  EuiToolTip,
+} from "@elastic/eui";
+import { useMutation, useQuery, useQueryClient } from "react-query";
 
 import { DatasetIcon } from "../../graphics/DatasetIcon";
-
-import useLoadRegistry from "../../queries/useLoadRegistry";
 import { useDocumentTitle } from "../../hooks/useDocumentTitle";
-import RegistryPathContext from "../../contexts/RegistryPathContext";
+import DatasetsCardGrid from "./DatasetsCardGrid";
 import DatasetsListingTable from "./DatasetsListingTable";
+import DatasetCatalogBrowser from "./DatasetCatalogBrowser";
 import DatasetsIndexEmptyState from "./DatasetsIndexEmptyState";
+import AddToCatalogModal from "./AddToCatalogModal";
+import type { RegisterDatasetPayload } from "./RegisterDatasetModal";
+import ExportButton from "../../components/ExportButton";
+import useResourceQuery, {
+  savedDatasetListPath,
+} from "../../queries/useResourceQuery";
+import RegistryPathContext from "../../contexts/RegistryPathContext";
+import { useDataMode } from "../../contexts/DataModeContext";
+import { restPost, restDelete } from "../../queries/restApiClient";
 
 const useLoadSavedDataSets = () => {
-  const registryUrl = useContext(RegistryPathContext);
-  const registryQuery = useLoadRegistry(registryUrl);
+  const { projectName } = useParams();
+  return useResourceQuery<any[]>({
+    resourceType: "saved-datasets-list",
+    project: projectName,
+    restPath: savedDatasetListPath(projectName),
+    restSelect: (d) => d.savedDatasets,
+  });
+};
 
-  const data =
-    registryQuery.data === undefined
-      ? undefined
-      : registryQuery.data.objects.savedDatasets;
+const SORT_OPTIONS = [
+  { value: "name_asc", text: "Name (A → Z)" },
+  { value: "name_desc", text: "Name (Z → A)" },
+  { value: "created_desc", text: "Newest first" },
+  { value: "created_asc", text: "Oldest first" },
+  { value: "features_desc", text: "Most features" },
+];
 
-  return {
-    ...registryQuery,
-    data,
-  };
-};
+const VIEW_TOGGLE_BUTTONS = [
+  { id: "catalog", label: "Catalog", iconType: "folderClosed" },
+  { id: "cards", label: "Cards", iconType: "grid" },
+  { id: "table", label: "Table", iconType: "list" },
+];
+
+function getDatasetSortValue(dataset: any, key: string): any {
+  const spec = dataset.spec || dataset;
+  const meta = dataset.meta || {};
+  if (key === "name") return (spec.name || "").toLowerCase();
+  if (key === "created")
+    return meta.createdTimestamp || meta.created_timestamp || "";
+  if (key === "features") return (spec.features || []).length;
+  return "";
+}
 
 const Index = () => {
-  const { isLoading, isSuccess, isError, data } = useLoadSavedDataSets();
+  const { projectName } = useParams();
+  const { isLoading, isSuccess, isError, isPermissionDenied, data } =
+    useLoadSavedDataSets();
+  const [showRegisterModal, setShowRegisterModal] = useState(false);
+  const [deleteTarget, setDeleteTarget] = useState<string | null>(null);
+  const [searchQuery, setSearchQuery] = useState("");
+  const [sortBy, setSortBy] = useState("created_desc");
+  const [viewMode, setViewMode] = useState("catalog");
+  const [namespaceFilter, setNamespaceFilter] = useState("all");
+  const [submitError, setSubmitError] = useState<string | null>(null);
+  const [successMessage, setSuccessMessage] = useState<string | null>(null);
+
+  const registryUrl = useContext(RegistryPathContext);
+  const { fetchOptions } = useDataMode();
+  const queryClient = useQueryClient();
+
+  useDocumentTitle(`Data Catalog | Feast`);
+
+  const registerMutation = useMutation(
+    (payload: RegisterDatasetPayload) =>
+      restPost(registryUrl, "/saved_datasets", payload, fetchOptions),
+    {
+      onSuccess: (_: any, variables: RegisterDatasetPayload) => {
+        setShowRegisterModal(false);
+        setSubmitError(null);
+        setSuccessMessage(
+          `Dataset "${variables.name}" registered successfully.`,
+        );
+        setTimeout(() => setSuccessMessage(null), 5000);
+        queryClient.invalidateQueries(["rest", "saved-datasets-list"]);
+      },
+      onError: (err: Error) => {
+        setSubmitError(err.message);
+      },
+    },
+  );
+
+  const deleteMutation = useMutation(
+    (name: string) =>
+      restDelete(
+        registryUrl,
+        `/saved_datasets/${encodeURIComponent(name)}?project=${encodeURIComponent(projectName || "")}`,
+        fetchOptions,
+      ),
+    {
+      onSuccess: () => {
+        setDeleteTarget(null);
+        queryClient.invalidateQueries(["rest", "saved-datasets-list"]);
+      },
+    },
+  );
+
+  // Poll active jobs
+  const { data: jobsData } = useQuery(
+    ["dataset-jobs", projectName],
+    async () => {
+      const response = await fetch(
+        `${registryUrl}/saved_datasets/jobs?project=${encodeURIComponent(projectName || "")}`,
+        fetchOptions,
+      );
+      if (!response.ok) return { jobs: [] };
+      return response.json();
+    },
+    {
+      enabled: !!registryUrl,
+      refetchInterval: 5000,
+      staleTime: 3000,
+    },
+  );
+
+  const activeJobs = useMemo(
+    () =>
+      (jobsData?.jobs || []).filter(
+        (j: any) => j.status === "pending" || j.status === "running",
+      ),
+    [jobsData],
+  );
+
+  const recentJobs = useMemo(
+    () => (jobsData?.jobs || []).slice(0, 10),
+    [jobsData],
+  );
+
+  // Toast for completed jobs
+  useEffect(() => {
+    const completedJobs = (jobsData?.jobs || []).filter(
+      (j: any) => j.status === "completed",
+    );
+    if (completedJobs.length > 0) {
+      const latest = completedJobs[0];
+      if (latest.completed_at) {
+        const completedTime = new Date(latest.completed_at).getTime();
+        const now = Date.now();
+        if (now - completedTime < 10000) {
+          setSuccessMessage(
+            `Dataset "${latest.dataset_name}" created successfully.`,
+          );
+          setTimeout(() => setSuccessMessage(null), 5000);
+          queryClient.invalidateQueries(["rest", "saved-datasets-list"]);
+        }
+      }
+    }
+  }, [jobsData, queryClient]);
+
+  const handleRegisterSubmit = useCallback(
+    async (payload: RegisterDatasetPayload) => {
+      payload.project = projectName || "";
+      await registerMutation.mutateAsync(payload);
+    },
+    [projectName, registerMutation],
+  );
+
+  const handleDeleteConfirm = useCallback(() => {
+    if (deleteTarget) {
+      deleteMutation.mutate(deleteTarget);
+    }
+  }, [deleteTarget, deleteMutation]);
+
+  // Compute summary stats
+  const stats = useMemo(() => {
+    if (!data)
+      return {
+        total: 0,
+        totalFeatures: 0,
+        storageTypes: new Set<string>(),
+        namespaces: [] as string[],
+      };
+    const totalFeatures = data.reduce(
+      (acc: number, ds: any) => acc + (ds.spec?.features?.length || 0),
+      0,
+    );
+    const storageTypes = new Set<string>();
+    const namespacesSet = new Set<string>();
+    data.forEach((ds: any) => {
+      const storage = ds.spec?.storage;
+      if (storage?.fileStorage) storageTypes.add("File");
+      else if (storage?.bigqueryStorage) storageTypes.add("BigQuery");
+      else if (storage?.snowflakeStorage) storageTypes.add("Snowflake");
+      else if (storage?.redshiftStorage) storageTypes.add("Redshift");
+      else if (storage?.sparkStorage) storageTypes.add("Spark");
+      else if (storage?.trinoStorage) storageTypes.add("Trino");
+      else if (storage?.athenaStorage) storageTypes.add("Athena");
+      else if (storage?.customStorage) storageTypes.add("Custom");
+      const ns = ds.spec?.namespace;
+      if (ns) namespacesSet.add(ns);
+    });
+    const namespaces = Array.from(namespacesSet).sort();
+    return { total: data.length, totalFeatures, storageTypes, namespaces };
+  }, [data]);
+
+  // Filter and sort
+  const processedData = useMemo(() => {
+    if (!data) return [];
+    let filtered = data;
+
+    // Namespace filter
+    if (namespaceFilter !== "all") {
+      if (namespaceFilter === "_none") {
+        filtered = filtered.filter((ds: any) => !ds.spec?.namespace);
+      } else {
+        filtered = filtered.filter(
+          (ds: any) => ds.spec?.namespace === namespaceFilter,
+        );
+      }
+    }
+
+    if (searchQuery.trim()) {
+      const q = searchQuery.toLowerCase();
+      filtered = filtered.filter((ds: any) => {
+        const name = (ds.spec?.name || "").toLowerCase();
+        const tags = JSON.stringify(ds.spec?.tags || {}).toLowerCase();
+        const features = (ds.spec?.features || []).join(" ").toLowerCase();
+        const service = (
+          ds.spec?.featureServiceName ||
+          ds.spec?.feature_service_name ||
+          ""
+        ).toLowerCase();
+        const ns = (ds.spec?.namespace || "").toLowerCase();
+        const col = (ds.spec?.collection || "").toLowerCase();
+        const desc = (ds.spec?.description || "").toLowerCase();
+        return (
+          name.includes(q) ||
+          tags.includes(q) ||
+          features.includes(q) ||
+          service.includes(q) ||
+          ns.includes(q) ||
+          col.includes(q) ||
+          desc.includes(q)
+        );
+      });
+    }
 
-  useDocumentTitle(`Saved Datasets | Feast`);
+    const [key, order] = sortBy.split("_");
+    filtered = [...filtered].sort((a, b) => {
+      const aVal = getDatasetSortValue(a, key);
+      const bVal = getDatasetSortValue(b, key);
+      if (typeof aVal === "number" && typeof bVal === "number") {
+        return order === "asc" ? aVal - bVal : bVal - aVal;
+      }
+      const cmp = String(aVal).localeCompare(String(bVal));
+      return order === "asc" ? cmp : -cmp;
+    });
+
+    return filtered;
+  }, [data, searchQuery, sortBy, namespaceFilter]);
+
+  const hasData = data && data.length > 0;
 
   return (
     <EuiPageTemplate panelled>
       <EuiPageTemplate.Header
         restrictWidth
         iconType={DatasetIcon}
-        pageTitle="Datasets"
+        pageTitle="Data Catalog"
+        rightSideItems={[
+          <EuiFlexGroup
+            key="actions"
+            gutterSize="s"
+            alignItems="center"
+            responsive={false}
+          >
+            {activeJobs.length > 0 && (
+              <EuiFlexItem grow={false}>
+                <EuiToolTip content={`${activeJobs.length} job(s) running`}>
+                  <EuiBadge color="primary" iconType="clock">
+                    {activeJobs.length} active
+                  </EuiBadge>
+                </EuiToolTip>
+              </EuiFlexItem>
+            )}
+            <EuiFlexItem grow={false}>
+              <EuiButton
+                fill
+                iconType="plus"
+                onClick={() => {
+                  setSubmitError(null);
+                  setShowRegisterModal(true);
+                }}
+              >
+                Add to Catalog
+              </EuiButton>
+            </EuiFlexItem>
+          </EuiFlexGroup>,
+          <ExportButton
+            data={processedData ?? []}
+            fileName="datasets"
+            formats={["json"]}
+            key="export"
+          />,
+        ]}
       />
       <EuiPageTemplate.Section>
+        {/* Success toast */}
+        {successMessage && (
+          <>
+            <EuiCallOut
+              title={successMessage}
+              color="success"
+              iconType="check"
+              size="s"
+            />
+            <EuiSpacer size="m" />
+          </>
+        )}
+
+        {/* Active Jobs Panel */}
+        {recentJobs.length > 0 && (
+          <>
+            <EuiAccordion
+              id="dataset-jobs-accordion"
+              buttonContent={
+                <EuiFlexGroup
+                  gutterSize="s"
+                  alignItems="center"
+                  responsive={false}
+                >
+                  <EuiFlexItem grow={false}>
+                    <EuiIcon type="timeline" />
+                  </EuiFlexItem>
+                  <EuiFlexItem grow={false}>
+                    <EuiText size="xs">
+                      <strong>Recent Activity</strong>
+                      {activeJobs.length > 0 && (
+                        <EuiBadge color="primary" style={{ marginLeft: 8 }}>
+                          {activeJobs.length} running
+                        </EuiBadge>
+                      )}
+                    </EuiText>
+                  </EuiFlexItem>
+                </EuiFlexGroup>
+              }
+              paddingSize="s"
+              initialIsOpen={activeJobs.length > 0}
+            >
+              <EuiPanel color="subdued" paddingSize="s">
+                {recentJobs.map((job: any) => (
+                  <EuiFlexGroup
+                    key={job.job_id}
+                    gutterSize="s"
+                    alignItems="center"
+                    responsive={false}
+                    style={{ padding: "4px 0" }}
+                  >
+                    <EuiFlexItem grow={false}>
+                      {job.status === "running" || job.status === "pending" ? (
+                        <EuiLoadingSpinner size="s" />
+                      ) : job.status === "completed" ? (
+                        <EuiIcon type="check" color="success" />
+                      ) : (
+                        <EuiIcon type="alert" color="danger" />
+                      )}
+                    </EuiFlexItem>
+                    <EuiFlexItem>
+                      <EuiText size="xs">
+                        <strong>{job.dataset_name}</strong>
+                      </EuiText>
+                    </EuiFlexItem>
+                    <EuiFlexItem grow={false}>
+                      <EuiBadge
+                        color={
+                          job.status === "completed"
+                            ? "success"
+                            : job.status === "failed"
+                              ? "danger"
+                              : "primary"
+                        }
+                      >
+                        {job.status}
+                      </EuiBadge>
+                    </EuiFlexItem>
+                  </EuiFlexGroup>
+                ))}
+              </EuiPanel>
+            </EuiAccordion>
+            <EuiSpacer size="m" />
+          </>
+        )}
+
+        {/* Delete error */}
+        {deleteMutation.isError && (
+          <>
+            <EuiCallOut
+              title="Failed to delete dataset"
+              color="danger"
+              iconType="alert"
+              size="s"
+            >
+              <p>{(deleteMutation.error as Error)?.message}</p>
+            </EuiCallOut>
+            <EuiSpacer size="m" />
+          </>
+        )}
+
         {isLoading && (
-          <p>
-            <EuiLoadingSpinner size="m" /> Loading
-          </p>
+          <EuiFlexGroup justifyContent="center" alignItems="center">
+            <EuiFlexItem grow={false}>
+              <EuiLoadingSpinner size="l" />
+            </EuiFlexItem>
+            <EuiFlexItem grow={false}>
+              <EuiText>Loading datasets...</EuiText>
+            </EuiFlexItem>
+          </EuiFlexGroup>
+        )}
+
+        {isPermissionDenied && (
+          <EuiCallOut title="Permission denied" color="warning" iconType="lock">
+            <p>You do not have permission to view saved datasets.</p>
+          </EuiCallOut>
+        )}
+        {isError && !isPermissionDenied && (
+          <EuiCallOut
+            title="Failed to load datasets"
+            color="danger"
+            iconType="alert"
+          >
+            <p>
+              We encountered an error while loading datasets. Please check that
+              the registry server is running.
+            </p>
+          </EuiCallOut>
+        )}
+
+        {isSuccess && hasData && (
+          <>
+            {/* View mode toggle — always visible */}
+            <EuiFlexGroup
+              justifyContent="spaceBetween"
+              alignItems="center"
+              gutterSize="m"
+            >
+              <EuiFlexItem grow={false}>
+                <EuiFlexGroup gutterSize="l" responsive={false}>
+                  <EuiFlexItem grow={false}>
+                    <EuiText size="xs" color="subdued">
+                      <strong>{stats.total}</strong> datasets
+                      {stats.namespaces.length > 0 && (
+                        <>
+                          {" "}
+                          across <strong>{stats.namespaces.length}</strong>{" "}
+                          namespaces
+                        </>
+                      )}
+                    </EuiText>
+                  </EuiFlexItem>
+                </EuiFlexGroup>
+              </EuiFlexItem>
+              <EuiFlexItem grow={false}>
+                <EuiButtonGroup
+                  legend="View mode"
+                  options={VIEW_TOGGLE_BUTTONS}
+                  idSelected={viewMode}
+                  onChange={(id) => setViewMode(id)}
+                  isIconOnly
+                  buttonSize="compressed"
+                />
+              </EuiFlexItem>
+            </EuiFlexGroup>
+
+            <EuiSpacer size="m" />
+
+            {/* Search + Namespace Filter + Sort — shared toolbar */}
+            <EuiFlexGroup alignItems="center" gutterSize="m">
+              <EuiFlexItem>
+                <EuiFieldSearch
+                  placeholder="Search by name, description, namespace, collection, features, tags..."
+                  value={searchQuery}
+                  onChange={(e) => setSearchQuery(e.target.value)}
+                  isClearable
+                  fullWidth
+                />
+              </EuiFlexItem>
+              {stats.namespaces.length > 0 && (
+                <EuiFlexItem grow={false} style={{ width: 200 }}>
+                  <EuiSelect
+                    options={[
+                      { value: "all", text: "All namespaces" },
+                      { value: "_none", text: "(No namespace)" },
+                      ...stats.namespaces.map((ns: string) => ({
+                        value: ns,
+                        text: ns,
+                      })),
+                    ]}
+                    value={namespaceFilter}
+                    onChange={(e) => setNamespaceFilter(e.target.value)}
+                    compressed
+                    prepend="Namespace"
+                  />
+                </EuiFlexItem>
+              )}
+              <EuiFlexItem grow={false} style={{ width: 180 }}>
+                <EuiSelect
+                  options={SORT_OPTIONS}
+                  value={sortBy}
+                  onChange={(e) => setSortBy(e.target.value)}
+                  compressed
+                  prepend="Sort"
+                />
+              </EuiFlexItem>
+            </EuiFlexGroup>
+
+            <EuiSpacer size="m" />
+
+            {/* Results count when filtering */}
+            {(searchQuery.trim() || namespaceFilter !== "all") && (
+              <>
+                <EuiText size="xs" color="subdued">
+                  Showing {processedData.length} of {data.length} datasets
+                  {namespaceFilter !== "all" && namespaceFilter !== "_none" && (
+                    <>
+                      {" "}
+                      in namespace <strong>{namespaceFilter}</strong>
+                    </>
+                  )}
+                  {namespaceFilter === "_none" && <> with no namespace</>}
+                </EuiText>
+                <EuiSpacer size="s" />
+              </>
+            )}
+
+            {/* Catalog (hierarchical) view */}
+            {viewMode === "catalog" && (
+              <DatasetCatalogBrowser
+                datasets={processedData}
+                onDelete={(name) => setDeleteTarget(name)}
+              />
+            )}
+
+            {/* Flat views (cards / table) */}
+            {viewMode === "cards" && (
+              <DatasetsCardGrid
+                datasets={processedData}
+                onDelete={(name) => setDeleteTarget(name)}
+              />
+            )}
+            {viewMode === "table" && (
+              <DatasetsListingTable datasets={processedData} />
+            )}
+          </>
+        )}
+
+        {isSuccess && !hasData && (
+          <DatasetsIndexEmptyState
+            onRegister={() => {
+              setSubmitError(null);
+              setShowRegisterModal(true);
+            }}
+          />
         )}
-        {isError && <p>We encountered an error while loading.</p>}
-        {isSuccess && data && <DatasetsListingTable datasets={data} />}
-        {isSuccess && !data && <DatasetsIndexEmptyState />}
       </EuiPageTemplate.Section>
+
+      {showRegisterModal && (
+        <AddToCatalogModal
+          onClose={() => setShowRegisterModal(false)}
+          onLinkSubmit={handleRegisterSubmit}
+          isLinkSubmitting={registerMutation.isLoading}
+          linkError={submitError}
+        />
+      )}
+
+      {deleteTarget && (
+        <EuiConfirmModal
+          title="Delete dataset"
+          onCancel={() => setDeleteTarget(null)}
+          onConfirm={handleDeleteConfirm}
+          cancelButtonText="Cancel"
+          confirmButtonText="Delete"
+          buttonColor="danger"
+          isLoading={deleteMutation.isLoading}
+        >
+          <p>
+            Are you sure you want to delete <strong>{deleteTarget}</strong>?
+          </p>
+          <p>
+            <EuiText size="s" color="subdued">
+              This removes the dataset metadata from the registry. The
+              underlying data at the storage location will not be deleted.
+            </EuiText>
+          </p>
+        </EuiConfirmModal>
+      )}
     </EuiPageTemplate>
   );
 };
diff --git a/ui/src/pages/saved-data-sets/JobStatusPanel.tsx b/ui/src/pages/saved-data-sets/JobStatusPanel.tsx
new file mode 100644
index 00000000000..bf6ed49fe06
--- /dev/null
+++ b/ui/src/pages/saved-data-sets/JobStatusPanel.tsx
@@ -0,0 +1,208 @@
+import React, { useEffect, useState, useContext, useCallback } from "react";
+import {
+  EuiPanel,
+  EuiFlexGroup,
+  EuiFlexItem,
+  EuiLoadingSpinner,
+  EuiText,
+  EuiCallOut,
+  EuiButton,
+  EuiButtonEmpty,
+  EuiSpacer,
+  EuiProgress,
+} from "@elastic/eui";
+import { useNavigate, useParams } from "react-router-dom";
+import RegistryPathContext from "../../contexts/RegistryPathContext";
+import { useDataMode } from "../../contexts/DataModeContext";
+
+interface JobStatusPanelProps {
+  jobId: string;
+  datasetName: string;
+  onComplete?: () => void;
+  onClose: () => void;
+  onRetry?: () => void;
+}
+
+interface JobStatus {
+  job_id: string;
+  status: "pending" | "running" | "completed" | "failed";
+  dataset_name?: string;
+  error?: string;
+  created_at?: string;
+  completed_at?: string;
+}
+
+const JobStatusPanel = ({
+  jobId,
+  datasetName,
+  onComplete,
+  onClose,
+  onRetry,
+}: JobStatusPanelProps) => {
+  const { projectName } = useParams();
+  const registryUrl = useContext(RegistryPathContext);
+  const { fetchOptions } = useDataMode();
+  const navigate = useNavigate();
+
+  const [status, setStatus] = useState<JobStatus>({
+    job_id: jobId,
+    status: "pending",
+    dataset_name: datasetName,
+  });
+  const [pollError, setPollError] = useState<string | null>(null);
+
+  const pollStatus = useCallback(async () => {
+    try {
+      const response = await fetch(
+        `${registryUrl}/saved_datasets/jobs/${encodeURIComponent(jobId)}`,
+        { method: "GET", ...fetchOptions },
+      );
+      if (!response.ok) {
+        const err = await response
+          .json()
+          .catch(() => ({ detail: "Unknown error" }));
+        throw new Error(
+          err.detail || `Status check failed: ${response.status}`,
+        );
+      }
+      const data: JobStatus = await response.json();
+      setStatus(data);
+
+      if (data.status === "completed" && onComplete) {
+        onComplete();
+      }
+    } catch (err: any) {
+      setPollError(err.message);
+    }
+  }, [jobId, registryUrl, fetchOptions, onComplete]);
+
+  useEffect(() => {
+    const interval = setInterval(() => {
+      if (status.status === "pending" || status.status === "running") {
+        pollStatus();
+      }
+    }, 3000);
+
+    pollStatus();
+
+    return () => clearInterval(interval);
+  }, [pollStatus, status.status]);
+
+  const isRunning = status.status === "pending" || status.status === "running";
+  const isCompleted = status.status === "completed";
+  const isFailed = status.status === "failed";
+
+  return (
+    <EuiPanel paddingSize="l" hasBorder>
+      {isRunning && (
+        <>
+          <EuiFlexGroup alignItems="center" gutterSize="m">
+            <EuiFlexItem grow={false}>
+              <EuiLoadingSpinner size="l" />
+            </EuiFlexItem>
+            <EuiFlexItem>
+              <EuiText>
+                <h4>Creating dataset: {datasetName}</h4>
+                <p>
+                  <EuiText size="s" color="subdued">
+                    Running feature retrieval and persisting results...
+                  </EuiText>
+                </p>
+              </EuiText>
+            </EuiFlexItem>
+          </EuiFlexGroup>
+          <EuiSpacer size="m" />
+          <EuiProgress size="xs" color="primary" />
+          <EuiSpacer size="m" />
+          <EuiText size="xs" color="subdued">
+            Job ID: {jobId} | Status: {status.status}
+          </EuiText>
+          <EuiSpacer size="m" />
+          <EuiButtonEmpty onClick={onClose} size="s">
+            Close (job continues in background)
+          </EuiButtonEmpty>
+        </>
+      )}
+
+      {isCompleted && (
+        <>
+          <EuiCallOut
+            title="Dataset created successfully!"
+            color="success"
+            iconType="check"
+          >
+            <p>
+              <strong>{datasetName}</strong> has been created and registered in
+              the catalog.
+            </p>
+          </EuiCallOut>
+          <EuiSpacer size="m" />
+          <EuiFlexGroup gutterSize="s">
+            <EuiFlexItem grow={false}>
+              <EuiButton
+                fill
+                iconType="eye"
+                onClick={() => {
+                  onClose();
+                  navigate(`/p/${projectName}/data-set/${datasetName}`);
+                }}
+              >
+                View Dataset
+              </EuiButton>
+            </EuiFlexItem>
+            <EuiFlexItem grow={false}>
+              <EuiButtonEmpty onClick={onClose}>Close</EuiButtonEmpty>
+            </EuiFlexItem>
+          </EuiFlexGroup>
+        </>
+      )}
+
+      {isFailed && (
+        <>
+          <EuiCallOut
+            title="Dataset creation failed"
+            color="danger"
+            iconType="alert"
+          >
+            <p>
+              {status.error ||
+                "An unknown error occurred during dataset creation."}
+            </p>
+          </EuiCallOut>
+          <EuiSpacer size="m" />
+          <EuiText size="xs" color="subdued">
+            Job ID: {jobId}
+          </EuiText>
+          <EuiSpacer size="m" />
+          <EuiFlexGroup gutterSize="s">
+            {onRetry && (
+              <EuiFlexItem grow={false}>
+                <EuiButton onClick={onRetry} iconType="arrowLeft">
+                  Back to Form
+                </EuiButton>
+              </EuiFlexItem>
+            )}
+            <EuiFlexItem grow={false}>
+              <EuiButtonEmpty onClick={onClose}>Close</EuiButtonEmpty>
+            </EuiFlexItem>
+          </EuiFlexGroup>
+        </>
+      )}
+
+      {pollError && (
+        <>
+          <EuiSpacer size="s" />
+          <EuiCallOut
+            title="Error checking job status"
+            color="warning"
+            size="s"
+          >
+            <p>{pollError}</p>
+          </EuiCallOut>
+        </>
+      )}
+    </EuiPanel>
+  );
+};
+
+export default JobStatusPanel;
diff --git a/ui/src/pages/saved-data-sets/RegisterDatasetModal.tsx b/ui/src/pages/saved-data-sets/RegisterDatasetModal.tsx
new file mode 100644
index 00000000000..e7543ddadf1
--- /dev/null
+++ b/ui/src/pages/saved-data-sets/RegisterDatasetModal.tsx
@@ -0,0 +1,702 @@
+import React, { useState, useMemo } from "react";
+import {
+  EuiFormRow,
+  EuiFieldText,
+  EuiSpacer,
+  EuiHorizontalRule,
+  EuiText,
+  EuiCallOut,
+  EuiFlexGroup,
+  EuiFlexItem,
+  EuiPanel,
+  EuiTitle,
+  EuiComboBox,
+  EuiComboBoxOptionOption,
+  EuiCheckbox,
+  EuiSuperSelect,
+  EuiSuperSelectOption,
+  EuiButton,
+  EuiButtonEmpty,
+} from "@elastic/eui";
+import { useParams } from "react-router-dom";
+import FormModal from "../../components/forms/FormModal";
+import TagsEditor, { TagEntry } from "../../components/forms/TagsEditor";
+import useResourceQuery, {
+  featureServiceListPath,
+  featureViewListPath,
+  dataSourceListPath,
+} from "../../queries/useResourceQuery";
+
+export interface RegisterDatasetPayload {
+  name: string;
+  project: string;
+  features: string[];
+  join_keys: string[];
+  storage_path: string;
+  storage_type: string;
+  storage_file_format?: string;
+  tags: Record<string, string>;
+  full_feature_names: boolean;
+  feature_service_name?: string;
+  namespace?: string;
+  collection?: string;
+  description?: string;
+}
+
+interface RegisterDatasetModalProps {
+  onClose: () => void;
+  onSubmit: (data: RegisterDatasetPayload) => Promise<void>;
+  isSubmitting: boolean;
+  error?: string | null;
+  embedded?: boolean;
+}
+
+interface StorageTypeDefinition {
+  value: string;
+  label: string;
+  description: string;
+  placeholder: string;
+  helpText: string;
+  sourceTypeMatch: string[];
+}
+
+const ALL_STORAGE_TYPES: StorageTypeDefinition[] = [
+  {
+    value: "file",
+    label: "File (Parquet / CSV)",
+    description: "Local or remote file path (S3, GCS, HDFS)",
+    placeholder: "s3://my-bucket/datasets/training_v1.parquet",
+    helpText:
+      "Path to the data file accessible by the Feast server (e.g. s3://bucket/path/data.parquet, gs://bucket/data.csv).",
+    sourceTypeMatch: ["BATCH_FILE"],
+  },
+  {
+    value: "bigquery",
+    label: "BigQuery",
+    description: "Google BigQuery table reference",
+    placeholder: "project_id.dataset.table_name",
+    helpText: "Full BigQuery table reference: project:dataset.table",
+    sourceTypeMatch: ["BATCH_BIGQUERY"],
+  },
+  {
+    value: "snowflake",
+    label: "Snowflake",
+    description: "Snowflake table reference",
+    placeholder: "database.schema.table_name",
+    helpText: "Snowflake table: database.schema.table",
+    sourceTypeMatch: ["BATCH_SNOWFLAKE"],
+  },
+  {
+    value: "redshift",
+    label: "Redshift",
+    description: "Amazon Redshift table reference",
+    placeholder: "schema.table_name",
+    helpText: "Redshift table: schema.table",
+    sourceTypeMatch: ["BATCH_REDSHIFT"],
+  },
+  {
+    value: "spark",
+    label: "Spark",
+    description: "Apache Spark table or path",
+    placeholder: "s3://bucket/path/ or catalog.database.table",
+    helpText:
+      "Spark path or catalog table reference (the data will be read via Spark).",
+    sourceTypeMatch: ["BATCH_SPARK"],
+  },
+  {
+    value: "trino",
+    label: "Trino",
+    description: "Trino table reference",
+    placeholder: "catalog.schema.table",
+    helpText: "Trino table: catalog.schema.table",
+    sourceTypeMatch: ["BATCH_TRINO"],
+  },
+  {
+    value: "athena",
+    label: "AWS Athena",
+    description: "AWS Athena table reference",
+    placeholder: "database.table_name",
+    helpText: "Athena table reference. Data is queried via Athena.",
+    sourceTypeMatch: ["BATCH_ATHENA"],
+  },
+  {
+    value: "postgres",
+    label: "PostgreSQL",
+    description: "PostgreSQL table reference",
+    placeholder: "schema.table_name",
+    helpText:
+      "PostgreSQL table reference. Data is read via the PostgreSQL offline store.",
+    sourceTypeMatch: ["CUSTOM_SOURCE"],
+  },
+  {
+    value: "clickhouse",
+    label: "ClickHouse",
+    description: "ClickHouse table reference",
+    placeholder: "database.table_name",
+    helpText:
+      "ClickHouse table reference. Data is read via the ClickHouse offline store.",
+    sourceTypeMatch: ["CUSTOM_SOURCE"],
+  },
+  {
+    value: "couchbase",
+    label: "Couchbase Columnar",
+    description: "Couchbase Columnar collection reference",
+    placeholder: "database.scope.collection",
+    helpText:
+      "Couchbase Columnar reference in format: database.scope.collection",
+    sourceTypeMatch: ["CUSTOM_SOURCE"],
+  },
+  {
+    value: "custom",
+    label: "Custom",
+    description: "Custom storage configuration",
+    placeholder: '{"class": "my.CustomStorage", "config": {}}',
+    helpText: "Serialized configuration for a custom storage implementation.",
+    sourceTypeMatch: ["CUSTOM_SOURCE"],
+  },
+];
+
+function detectDataSourceTypes(dataSources: any[]): Set<string> {
+  const types = new Set<string>();
+  for (const ds of dataSources) {
+    const dsType = ds.spec?.type || ds.type;
+    if (dsType != null) {
+      const typeName = dataSourceTypeToName(dsType);
+      if (typeName) types.add(typeName);
+    }
+    if (ds.spec?.fileOptions || ds.fileOptions) types.add("BATCH_FILE");
+    if (ds.spec?.bigqueryOptions || ds.bigqueryOptions)
+      types.add("BATCH_BIGQUERY");
+    if (ds.spec?.snowflakeOptions || ds.snowflakeOptions)
+      types.add("BATCH_SNOWFLAKE");
+    if (ds.spec?.redshiftOptions || ds.redshiftOptions)
+      types.add("BATCH_REDSHIFT");
+    if (ds.spec?.sparkOptions || ds.sparkOptions) types.add("BATCH_SPARK");
+    if (ds.spec?.trinoOptions || ds.trinoOptions) types.add("BATCH_TRINO");
+    if (ds.spec?.athenaOptions || ds.athenaOptions) types.add("BATCH_ATHENA");
+    if (ds.spec?.customOptions || ds.customOptions) types.add("CUSTOM_SOURCE");
+    const classType =
+      ds.spec?.dataSourceClassType || ds.dataSourceClassType || "";
+    if (classType.includes("postgres")) types.add("CUSTOM_SOURCE");
+    if (classType.includes("clickhouse")) types.add("CUSTOM_SOURCE");
+    if (classType.includes("couchbase")) types.add("CUSTOM_SOURCE");
+  }
+  return types;
+}
+
+function dataSourceTypeToName(typeNum: number | string): string | null {
+  const map: Record<string, string> = {
+    "1": "BATCH_FILE",
+    "2": "BATCH_BIGQUERY",
+    "3": "BATCH_REDSHIFT",
+    "5": "BATCH_SNOWFLAKE",
+    "7": "BATCH_SPARK",
+    "8": "BATCH_TRINO",
+    "9": "BATCH_ATHENA",
+    "6": "STREAM_KAFKA",
+    "10": "STREAM_KINESIS",
+    "4": "REQUEST_SOURCE",
+    "12": "PUSH_SOURCE",
+    "11": "CUSTOM_SOURCE",
+  };
+  return map[String(typeNum)] || null;
+}
+
+const RegisterDatasetModal = ({
+  onClose,
+  onSubmit,
+  isSubmitting,
+  error,
+  embedded = false,
+}: RegisterDatasetModalProps) => {
+  const { projectName } = useParams();
+
+  const { data: featureServicesRaw } = useResourceQuery<any[]>({
+    resourceType: "register-modal-fs",
+    project: projectName,
+    restPath: featureServiceListPath(projectName),
+    restSelect: (d) => d.featureServices || [],
+  });
+
+  const { data: featureViewsRaw } = useResourceQuery<any[]>({
+    resourceType: "register-modal-fv",
+    project: projectName,
+    restPath: featureViewListPath(projectName),
+    restSelect: (d) => d.featureViews || [],
+  });
+
+  const { data: dataSourcesRaw } = useResourceQuery<any[]>({
+    resourceType: "register-modal-ds",
+    project: projectName,
+    restPath: dataSourceListPath(projectName),
+    restSelect: (d) => d.dataSources || [],
+  });
+
+  // Derive available storage types from project's data sources
+  const availableStorageOptions: EuiSuperSelectOption<string>[] =
+    useMemo(() => {
+      if (!dataSourcesRaw || dataSourcesRaw.length === 0) {
+        // Fallback: show all storage types if no data sources loaded yet
+        return ALL_STORAGE_TYPES.map((st) => ({
+          value: st.value,
+          inputDisplay: st.label,
+          dropdownDisplay: (
+            <>
+              <strong>{st.label}</strong>
+              <EuiText size="xs" color="subdued">
+                <p>{st.description}</p>
+              </EuiText>
+            </>
+          ),
+        }));
+      }
+
+      const detectedTypes = detectDataSourceTypes(dataSourcesRaw);
+
+      const matched = ALL_STORAGE_TYPES.filter((st) =>
+        st.sourceTypeMatch.some((match) => detectedTypes.has(match)),
+      );
+
+      // Always include File as a fallback (datasets can be stored as standalone files)
+      const hasFile = matched.some((st) => st.value === "file");
+      const result = hasFile ? matched : [ALL_STORAGE_TYPES[0], ...matched];
+
+      return result.map((st) => ({
+        value: st.value,
+        inputDisplay: st.label,
+        dropdownDisplay: (
+          <>
+            <strong>{st.label}</strong>
+            <EuiText size="xs" color="subdued">
+              <p>{st.description}</p>
+            </EuiText>
+          </>
+        ),
+      }));
+    }, [dataSourcesRaw]);
+
+  // Form state
+  const [name, setName] = useState("");
+  const [namespace, setNamespace] = useState("");
+  const [collection, setCollection] = useState("");
+  const [description, setDescription] = useState("");
+  const [storagePath, setStoragePath] = useState("");
+  const [storageType, setStorageType] = useState("file");
+  const [storageFileFormat, setStorageFileFormat] = useState("parquet");
+  const [featuresInput, setFeaturesInput] = useState<EuiComboBoxOptionOption[]>(
+    [],
+  );
+  const [joinKeysInput, setJoinKeysInput] = useState<EuiComboBoxOptionOption[]>(
+    [],
+  );
+  const [tags, setTags] = useState<TagEntry[]>([]);
+  const [featureServiceName, setFeatureServiceName] = useState("");
+  const [fullFeatureNames, setFullFeatureNames] = useState(false);
+  const [errors, setErrors] = useState<Record<string, string>>({});
+  const [submitted, setSubmitted] = useState(false);
+
+  // Get current storage type config
+  const currentStorageConfig =
+    ALL_STORAGE_TYPES.find((st) => st.value === storageType) ||
+    ALL_STORAGE_TYPES[0];
+
+  // Build suggestions from live data
+  const featureOptions: EuiComboBoxOptionOption[] = (featureViewsRaw || [])
+    .filter((fv: any) => fv.type !== "labelView")
+    .flatMap((fv: any) => {
+      const fvName = fv.spec?.name || "";
+      const features = fv.spec?.features || [];
+      return features.map((f: any) => ({
+        label: `${fvName}:${f.name || f}`,
+      }));
+    });
+
+  const joinKeyOptions: EuiComboBoxOptionOption[] = (() => {
+    const seen = new Set<string>();
+    (featureViewsRaw || []).forEach((fv: any) => {
+      const entities = fv.spec?.entities || [];
+      entities.forEach((e: string) => {
+        if (!seen.has(e)) seen.add(e);
+      });
+    });
+    return Array.from(seen).map((k) => ({ label: k }));
+  })();
+
+  const featureServiceOptions: EuiComboBoxOptionOption[] = (
+    featureServicesRaw || []
+  ).map((fs: any) => ({
+    label: fs.spec?.name || fs.name || "",
+  }));
+
+  const validate = (): boolean => {
+    const newErrors: Record<string, string> = {};
+
+    if (!name.trim()) {
+      newErrors.name = "Dataset name is required.";
+    } else if (!/^[a-zA-Z_][a-zA-Z0-9_-]*$/.test(name.trim())) {
+      newErrors.name =
+        "Must start with a letter or underscore, and contain only letters, numbers, underscores, and hyphens.";
+    }
+
+    if (!storagePath.trim()) {
+      newErrors.storagePath =
+        "Storage path is required. Provide a file path or table reference.";
+    } else if (storageType === "file") {
+      if (
+        !/^(s3|gs|gcs|hdfs|abfs|file):\/\/\S+$/.test(storagePath.trim()) &&
+        !storagePath.trim().startsWith("/")
+      ) {
+        newErrors.storagePath =
+          "Should be a valid URI (s3://, gs://, hdfs://, file://) or absolute path.";
+      }
+    }
+
+    const tagKeys = tags.map((t) => t.key).filter((k) => k.trim());
+    if (new Set(tagKeys).size !== tagKeys.length) {
+      newErrors.tags = "Tag keys must be unique.";
+    }
+
+    setErrors(newErrors);
+    return Object.keys(newErrors).length === 0;
+  };
+
+  const handleSubmit = async () => {
+    setSubmitted(true);
+    if (!validate()) return;
+
+    const tagsObj: Record<string, string> = {};
+    tags.forEach(({ key, value }) => {
+      if (key.trim() && value.trim()) tagsObj[key.trim()] = value.trim();
+    });
+
+    const payload: RegisterDatasetPayload = {
+      name: name.trim(),
+      project: projectName || "",
+      features: featuresInput.map((o) => o.label),
+      join_keys: joinKeysInput.map((o) => o.label),
+      storage_path: storagePath.trim(),
+      storage_type: storageType,
+      storage_file_format:
+        storageType === "spark" ? storageFileFormat : undefined,
+      tags: tagsObj,
+      full_feature_names: fullFeatureNames,
+      feature_service_name: featureServiceName || undefined,
+      namespace: namespace.trim() || undefined,
+      collection: collection.trim() || undefined,
+      description: description.trim() || undefined,
+    };
+    await onSubmit(payload);
+  };
+
+  const clearFieldError = (field: string) => {
+    if (submitted) {
+      setErrors((prev) => {
+        const next = { ...prev };
+        delete next[field];
+        return next;
+      });
+    }
+  };
+
+  const formContent = (
+    <>
+      {error && (
+        <>
+          <EuiCallOut
+            title="Registration failed"
+            color="danger"
+            iconType="alert"
+            size="s"
+          >
+            <p>{error}</p>
+          </EuiCallOut>
+          <EuiSpacer size="m" />
+        </>
+      )}
+
+      {/* Section: Identity */}
+      <EuiTitle size="xxs">
+        <h4>Identity</h4>
+      </EuiTitle>
+      <EuiSpacer size="s" />
+
+      <EuiFlexGroup gutterSize="m">
+        <EuiFlexItem>
+          <EuiFormRow
+            label="Dataset Name"
+            isInvalid={!!errors.name}
+            error={errors.name}
+            helpText="Unique identifier for this dataset within the project."
+          >
+            <EuiFieldText
+              value={name}
+              onChange={(e) => {
+                setName(e.target.value);
+                clearFieldError("name");
+              }}
+              isInvalid={!!errors.name}
+              placeholder="e.g. driver_training_v1"
+              autoFocus
+            />
+          </EuiFormRow>
+        </EuiFlexItem>
+        <EuiFlexItem>
+          <EuiFormRow
+            label="Description"
+            helpText="Brief description of this dataset."
+          >
+            <EuiFieldText
+              value={description}
+              onChange={(e) => setDescription(e.target.value)}
+              placeholder="e.g. Training data for driver fraud model"
+            />
+          </EuiFormRow>
+        </EuiFlexItem>
+        <EuiFlexItem>
+          <EuiFormRow
+            label="Feature Service (optional)"
+            helpText="Associate with a feature service for lineage."
+          >
+            <EuiComboBox
+              singleSelection={{ asPlainText: true }}
+              options={featureServiceOptions}
+              selectedOptions={
+                featureServiceName ? [{ label: featureServiceName }] : []
+              }
+              onChange={(selected) =>
+                setFeatureServiceName(
+                  selected.length > 0 ? selected[0].label : "",
+                )
+              }
+              onCreateOption={(val) => setFeatureServiceName(val)}
+              placeholder="Select or type..."
+              isClearable
+            />
+          </EuiFormRow>
+        </EuiFlexItem>
+      </EuiFlexGroup>
+
+      <EuiSpacer size="m" />
+
+      {/* Section: Organization */}
+      <EuiTitle size="xxs">
+        <h4>Organization (optional)</h4>
+      </EuiTitle>
+      <EuiSpacer size="s" />
+
+      <EuiPanel color="subdued" paddingSize="s" hasBorder={false}>
+        <EuiText size="xs" color="subdued">
+          Group datasets into namespaces and collections for hierarchical
+          organization. Leave empty to keep the dataset at the top level.
+        </EuiText>
+      </EuiPanel>
+      <EuiSpacer size="s" />
+
+      <EuiFlexGroup gutterSize="m">
+        <EuiFlexItem>
+          <EuiFormRow
+            label="Namespace"
+            helpText="Top-level grouping (e.g. fraud, underwriting, analytics)."
+          >
+            <EuiFieldText
+              value={namespace}
+              onChange={(e) => setNamespace(e.target.value)}
+              placeholder="e.g. fraud"
+            />
+          </EuiFormRow>
+        </EuiFlexItem>
+        <EuiFlexItem>
+          <EuiFormRow
+            label="Collection"
+            helpText="Sub-grouping within the namespace (e.g. raw, curated, training)."
+          >
+            <EuiFieldText
+              value={collection}
+              onChange={(e) => setCollection(e.target.value)}
+              placeholder="e.g. training"
+            />
+          </EuiFormRow>
+        </EuiFlexItem>
+      </EuiFlexGroup>
+
+      <EuiSpacer size="m" />
+      <EuiHorizontalRule margin="s" />
+
+      {/* Section: Storage */}
+      <EuiTitle size="xxs">
+        <h4>Storage Location</h4>
+      </EuiTitle>
+      <EuiSpacer size="s" />
+
+      <EuiPanel color="subdued" paddingSize="s" hasBorder={false}>
+        <EuiText size="xs" color="subdued">
+          Point to where the dataset data already exists. Only storage types
+          matching your project's configured data sources are shown.
+        </EuiText>
+      </EuiPanel>
+      <EuiSpacer size="m" />
+
+      <EuiFormRow label="Storage Type">
+        <EuiSuperSelect
+          options={availableStorageOptions}
+          valueOfSelected={storageType}
+          onChange={(value) => setStorageType(value)}
+          fullWidth
+        />
+      </EuiFormRow>
+
+      <EuiFormRow
+        label="Path / Table Reference"
+        isInvalid={!!errors.storagePath}
+        error={errors.storagePath}
+        helpText={currentStorageConfig.helpText}
+      >
+        <EuiFieldText
+          value={storagePath}
+          onChange={(e) => {
+            setStoragePath(e.target.value);
+            clearFieldError("storagePath");
+          }}
+          isInvalid={!!errors.storagePath}
+          placeholder={currentStorageConfig.placeholder}
+          icon={storageType === "file" ? "document" : "storage"}
+          fullWidth
+        />
+      </EuiFormRow>
+
+      {storageType === "spark" && (
+        <EuiFormRow
+          label="File Format"
+          helpText="Required for Spark path-based storage. Specifies the data file format."
+        >
+          <EuiSuperSelect
+            options={[
+              {
+                value: "parquet",
+                inputDisplay: "Parquet",
+                dropdownDisplay: <strong>Parquet</strong>,
+              },
+              {
+                value: "avro",
+                inputDisplay: "Avro",
+                dropdownDisplay: <strong>Avro</strong>,
+              },
+              {
+                value: "csv",
+                inputDisplay: "CSV",
+                dropdownDisplay: <strong>CSV</strong>,
+              },
+              {
+                value: "json",
+                inputDisplay: "JSON",
+                dropdownDisplay: <strong>JSON</strong>,
+              },
+            ]}
+            valueOfSelected={storageFileFormat}
+            onChange={setStorageFileFormat}
+            fullWidth
+          />
+        </EuiFormRow>
+      )}
+
+      <EuiSpacer size="m" />
+      <EuiHorizontalRule margin="s" />
+
+      {/* Section: Schema */}
+      <EuiTitle size="xxs">
+        <h4>Schema</h4>
+      </EuiTitle>
+      <EuiSpacer size="s" />
+
+      <EuiFormRow
+        label="Features"
+        helpText="Select from existing features or type custom ones (feature_view:feature_name)."
+      >
+        <EuiComboBox
+          options={featureOptions}
+          selectedOptions={featuresInput}
+          onCreateOption={(val) => {
+            setFeaturesInput([...featuresInput, { label: val }]);
+          }}
+          onChange={(selected) => setFeaturesInput(selected)}
+          placeholder="Search or type features..."
+          isClearable
+          fullWidth
+        />
+      </EuiFormRow>
+
+      <EuiFormRow
+        label="Join Keys"
+        helpText="Entity columns used to join this dataset with other data."
+      >
+        <EuiComboBox
+          options={joinKeyOptions}
+          selectedOptions={joinKeysInput}
+          onCreateOption={(val) => {
+            setJoinKeysInput([...joinKeysInput, { label: val }]);
+          }}
+          onChange={(selected) => setJoinKeysInput(selected)}
+          placeholder="Search or type join keys..."
+          isClearable
+          fullWidth
+        />
+      </EuiFormRow>
+
+      <EuiSpacer size="s" />
+      <EuiCheckbox
+        id="full-feature-names-checkbox"
+        label="Use full feature names (feature_view__feature_name format)"
+        checked={fullFeatureNames}
+        onChange={(e) => setFullFeatureNames(e.target.checked)}
+      />
+
+      {/* Section: Tags */}
+      <EuiSpacer size="m" />
+      <TagsEditor
+        tags={tags}
+        onChange={(newTags) => setTags(newTags)}
+        error={errors.tags}
+      />
+    </>
+  );
+
+  if (embedded) {
+    return (
+      <div style={{ paddingTop: 16 }}>
+        {formContent}
+        <EuiSpacer size="l" />
+        <EuiFlexGroup justifyContent="flexEnd" gutterSize="s">
+          <EuiFlexItem grow={false}>
+            <EuiButtonEmpty onClick={onClose}>Cancel</EuiButtonEmpty>
+          </EuiFlexItem>
+          <EuiFlexItem grow={false}>
+            <EuiButton
+              fill
+              onClick={handleSubmit}
+              isLoading={isSubmitting}
+              iconType="link"
+            >
+              Link Existing Dataset
+            </EuiButton>
+          </EuiFlexItem>
+        </EuiFlexGroup>
+      </div>
+    );
+  }
+
+  return (
+    <FormModal
+      title="Register Dataset"
+      submitLabel="Register Dataset"
+      onClose={onClose}
+      onSubmit={handleSubmit}
+      width={720}
+      isSubmitting={isSubmitting}
+    >
+      {formContent}
+    </FormModal>
+  );
+};
+
+export default RegisterDatasetModal;
+export type { RegisterDatasetModalProps };
diff --git a/ui/src/pages/saved-data-sets/useLoadDataset.ts b/ui/src/pages/saved-data-sets/useLoadDataset.ts
index 40f8a8ebd48..c560f7f9eb6 100644
--- a/ui/src/pages/saved-data-sets/useLoadDataset.ts
+++ b/ui/src/pages/saved-data-sets/useLoadDataset.ts
@@ -1,22 +1,18 @@
-import { useContext } from "react";
-import RegistryPathContext from "../../contexts/RegistryPathContext";
-import useLoadRegistry from "../../queries/useLoadRegistry";
+import { useParams } from "react-router-dom";
+import useResourceQuery, {
+  savedDatasetDetailPath,
+} from "../../queries/useResourceQuery";
 
-const useLoadEntity = (entityName: string) => {
-  const registryUrl = useContext(RegistryPathContext);
-  const registryQuery = useLoadRegistry(registryUrl);
+const useLoadDataset = (datasetName: string) => {
+  const { projectName } = useParams();
 
-  const data =
-    registryQuery.data === undefined
-      ? undefined
-      : registryQuery.data.objects.savedDatasets?.find(
-          (fv) => fv.spec?.name === entityName,
-        );
-
-  return {
-    ...registryQuery,
-    data,
-  };
+  return useResourceQuery<any>({
+    resourceType: `saved-dataset:${datasetName}`,
+    project: projectName,
+    restPath: savedDatasetDetailPath(datasetName, projectName || ""),
+    restSelect: (d) => d,
+    enabled: !!datasetName,
+  });
 };
 
-export default useLoadEntity;
+export default useLoadDataset;
diff --git a/ui/src/parsers/mergedFVTypes.ts b/ui/src/parsers/mergedFVTypes.ts
index 1c6b759be1e..0c65dea54f6 100644
--- a/ui/src/parsers/mergedFVTypes.ts
+++ b/ui/src/parsers/mergedFVTypes.ts
@@ -4,6 +4,7 @@ enum FEAST_FV_TYPES {
   regular = "regular",
   ondemand = "ondemand",
   stream = "stream",
+  label = "label",
 }
 
 interface regularFVInterface {
@@ -27,7 +28,18 @@ interface SFVInterface {
   object: feast.core.IStreamFeatureView;
 }
 
-type genericFVType = regularFVInterface | ODFVInterface | SFVInterface;
+interface LabelViewInterface {
+  name: string;
+  type: FEAST_FV_TYPES.label;
+  features: feast.core.IFeatureSpecV2[];
+  object: any;
+}
+
+type genericFVType =
+  | regularFVInterface
+  | ODFVInterface
+  | SFVInterface
+  | LabelViewInterface;
 
 const mergedFVTypes = (objects: feast.core.Registry) => {
   const mergedFVMap: Record<string, genericFVType> = {};
@@ -75,4 +87,10 @@ const mergedFVTypes = (objects: feast.core.Registry) => {
 
 export default mergedFVTypes;
 export { FEAST_FV_TYPES };
-export type { genericFVType, regularFVInterface, ODFVInterface, SFVInterface };
+export type {
+  genericFVType,
+  regularFVInterface,
+  ODFVInterface,
+  SFVInterface,
+  LabelViewInterface,
+};
diff --git a/ui/src/parsers/parseEntityRelationships.ts b/ui/src/parsers/parseEntityRelationships.ts
index 579374e30ff..6156b67d895 100644
--- a/ui/src/parsers/parseEntityRelationships.ts
+++ b/ui/src/parsers/parseEntityRelationships.ts
@@ -11,15 +11,80 @@ interface EntityRelation {
   target: EntityReference;
 }
 
+/**
+ * Extract physical location identifiers (URIs, tables, paths) from a
+ * SavedDatasetStorage JSON object (protobuf-JSON camelCase format).
+ */
+const extractStorageIdentifiers = (storage: any): Set<string> => {
+  const ids = new Set<string>();
+  if (!storage) return ids;
+  if (storage.fileStorage?.uri) ids.add(storage.fileStorage.uri);
+  if (storage.bigqueryStorage?.table) ids.add(storage.bigqueryStorage.table);
+  if (storage.redshiftStorage?.table) ids.add(storage.redshiftStorage.table);
+  if (storage.snowflakeStorage?.table) ids.add(storage.snowflakeStorage.table);
+  if (storage.sparkStorage?.path) ids.add(storage.sparkStorage.path);
+  if (storage.sparkStorage?.table) ids.add(storage.sparkStorage.table);
+  if (storage.trinoStorage?.table) ids.add(storage.trinoStorage.table);
+  if (storage.athenaStorage?.table) ids.add(storage.athenaStorage.table);
+  return ids;
+};
+
+/**
+ * Extract physical location identifiers from a DataSource JSON object.
+ */
+const extractDataSourceIdentifiers = (ds: any): Set<string> => {
+  const ids = new Set<string>();
+  if (!ds) return ids;
+  if (ds.fileOptions?.uri) ids.add(ds.fileOptions.uri);
+  if (ds.bigqueryOptions?.table) ids.add(ds.bigqueryOptions.table);
+  if (ds.redshiftOptions?.table) ids.add(ds.redshiftOptions.table);
+  if (ds.snowflakeOptions?.table) ids.add(ds.snowflakeOptions.table);
+  if (ds.sparkOptions?.path) ids.add(ds.sparkOptions.path);
+  if (ds.sparkOptions?.table) ids.add(ds.sparkOptions.table);
+  if (ds.trinoOptions?.table) ids.add(ds.trinoOptions.table);
+  if (ds.athenaOptions?.table) ids.add(ds.athenaOptions.table);
+  // Embedded batch source
+  if (ds.batchSource) {
+    extractDataSourceIdentifiers(ds.batchSource).forEach((id) => ids.add(id));
+  }
+  return ids;
+};
+
+/**
+ * Build a reverse index from physical location identifier → DataSource name.
+ */
+const buildDataSourceLocationIndex = (
+  dataSources: any[],
+): Map<string, string> => {
+  const index = new Map<string, string>();
+  dataSources?.forEach((ds: any) => {
+    const name = ds.spec?.name || ds.name;
+    if (!name) return;
+    extractDataSourceIdentifiers(ds.spec || ds).forEach((id) => {
+      index.set(id, name);
+    });
+  });
+  return index;
+};
+
 const parseEntityRelationships = (objects: feast.core.Registry) => {
   const links: EntityRelation[] = [];
 
+  const labelViewNames = new Set(
+    ((objects as any).labelViews || []).map((lv: any) => lv.spec?.name),
+  );
+
   objects.featureServices?.forEach((fs) => {
-    fs.spec?.features!.forEach((feature) => {
+    fs.spec?.features!.forEach((feature: any) => {
+      const viewName = feature?.featureViewName!;
+      const isLabelView =
+        feature?.viewType === "labelView" || labelViewNames.has(viewName);
       links.push({
         source: {
-          type: FEAST_FCO_TYPES["featureView"],
-          name: feature?.featureViewName!,
+          type: isLabelView
+            ? FEAST_FCO_TYPES["labelView"]
+            : FEAST_FCO_TYPES["featureView"],
+          name: viewName,
         },
         target: {
           type: FEAST_FCO_TYPES["featureService"],
@@ -71,7 +136,7 @@ const parseEntityRelationships = (objects: feast.core.Registry) => {
       });
     });
 
-    // Data source relationships
+    // Source relationships — upstream feature views and request sources
     Object.values(fv.spec?.sources!).forEach(
       (input: { [key: string]: any }) => {
         if (input.requestDataSource) {
@@ -86,17 +151,10 @@ const parseEntityRelationships = (objects: feast.core.Registry) => {
             },
           });
         } else if (input.featureViewProjection?.featureViewName) {
-          const source_fv = objects.featureViews?.find(
-            (el) =>
-              el.spec?.name === input.featureViewProjection.featureViewName,
-          );
-          if (!source_fv) {
-            return;
-          }
           links.push({
             source: {
-              type: FEAST_FCO_TYPES["dataSource"],
-              name: source_fv.spec?.batchSource?.name || "",
+              type: FEAST_FCO_TYPES["featureView"],
+              name: input.featureViewProjection.featureViewName,
             },
             target: {
               type: FEAST_FCO_TYPES["featureView"],
@@ -134,6 +192,125 @@ const parseEntityRelationships = (objects: feast.core.Registry) => {
     });
   });
 
+  (objects as any).labelViews?.forEach((lv: any) => {
+    lv.spec?.entities?.forEach((ent: string) => {
+      links.push({
+        source: {
+          type: FEAST_FCO_TYPES["entity"],
+          name: ent,
+        },
+        target: {
+          type: FEAST_FCO_TYPES["labelView"],
+          name: lv.spec?.name!,
+        },
+      });
+    });
+
+    if (lv.spec?.source?.name) {
+      links.push({
+        source: {
+          type: FEAST_FCO_TYPES["dataSource"],
+          name: lv.spec.source.name,
+        },
+        target: {
+          type: FEAST_FCO_TYPES["labelView"],
+          name: lv.spec?.name!,
+        },
+      });
+    }
+    if (lv.spec?.source?.batchSource?.name) {
+      links.push({
+        source: {
+          type: FEAST_FCO_TYPES["dataSource"],
+          name: lv.spec.source.batchSource.name,
+        },
+        target: {
+          type: FEAST_FCO_TYPES["labelView"],
+          name: lv.spec?.name!,
+        },
+      });
+    }
+    if (lv.spec?.batchSource?.name) {
+      links.push({
+        source: {
+          type: FEAST_FCO_TYPES["dataSource"],
+          name: lv.spec.batchSource.name,
+        },
+        target: {
+          type: FEAST_FCO_TYPES["labelView"],
+          name: lv.spec?.name!,
+        },
+      });
+    }
+  });
+
+  // Build data source location index for storage-based matching
+  const allDataSources = [
+    ...((objects as any).dataSources || []),
+    ...(objects.featureViews || [])
+      .map((fv: any) => fv.spec?.batchSource)
+      .filter(Boolean),
+    ...(objects.streamFeatureViews || [])
+      .flatMap((sfv: any) => [sfv.spec?.batchSource, sfv.spec?.streamSource])
+      .filter(Boolean),
+  ];
+  const dsLocationIndex = buildDataSourceLocationIndex(allDataSources);
+
+  (objects as any).savedDatasets?.forEach((sd: any) => {
+    if (sd.spec?.featureServiceName) {
+      links.push({
+        source: {
+          type: FEAST_FCO_TYPES["featureService"],
+          name: sd.spec.featureServiceName,
+        },
+        target: {
+          type: FEAST_FCO_TYPES["savedDataset"],
+          name: sd.spec?.name!,
+        },
+      });
+    }
+
+    // FeatureView -> SavedDataset (derived from feature refs "view:feat")
+    const seenViews = new Set<string>();
+    sd.spec?.features?.forEach((featRef: string) => {
+      const parts = featRef.split(":");
+      const viewName = parts.length >= 2 ? parts[0] : featRef;
+      if (viewName && !seenViews.has(viewName)) {
+        seenViews.add(viewName);
+        links.push({
+          source: {
+            type: FEAST_FCO_TYPES["featureView"],
+            name: viewName,
+          },
+          target: {
+            type: FEAST_FCO_TYPES["savedDataset"],
+            name: sd.spec?.name!,
+          },
+        });
+      }
+    });
+
+    // DataSource -> SavedDataset (matched by storage location)
+    const storageIds = extractStorageIdentifiers(sd.spec?.storage);
+    const matchedDsNames = new Set<string>();
+    storageIds.forEach((locId) => {
+      const dsName = dsLocationIndex.get(locId);
+      if (dsName && !matchedDsNames.has(dsName)) {
+        matchedDsNames.add(dsName);
+        links.push({
+          source: {
+            type: FEAST_FCO_TYPES["dataSource"],
+            name: dsName,
+          },
+          target: {
+            type: FEAST_FCO_TYPES["savedDataset"],
+            name: sd.spec?.name!,
+          },
+        });
+      }
+    });
+  });
+
   return links;
 };
 
diff --git a/ui/src/parsers/types.ts b/ui/src/parsers/types.ts
index 1e515f23f34..de6a6be9e99 100644
--- a/ui/src/parsers/types.ts
+++ b/ui/src/parsers/types.ts
@@ -3,6 +3,12 @@ enum FEAST_FCO_TYPES {
   entity = "entity",
   featureView = "featureView",
   featureService = "featureService",
+  labelView = "labelView",
+  savedDataset = "savedDataset",
+  mlflowRun = "mlflowRun",
+  mlflowModel = "mlflowModel",
+  openlineageJob = "openlineageJob",
+  openlineageDataset = "openlineageDataset",
 }
 
 export { FEAST_FCO_TYPES };
diff --git a/ui/src/queries/mutations/useDataSourceMutations.ts b/ui/src/queries/mutations/useDataSourceMutations.ts
new file mode 100644
index 00000000000..a59313bf7a7
--- /dev/null
+++ b/ui/src/queries/mutations/useDataSourceMutations.ts
@@ -0,0 +1,105 @@
+import { useMutation, useQueryClient } from "react-query";
+
+interface ApplyDataSourcePayload {
+  name: string;
+  project: string;
+  type?: number;
+  timestamp_field?: string;
+  created_timestamp_column?: string;
+  description?: string;
+  tags?: Record<string, string>;
+  owner?: string;
+  file_options?: { uri: string };
+  bigquery_options?: { table: string; query: string };
+  snowflake_options?: { table: string; database: string; schema_: string };
+  redshift_options?: { table: string; database: string; schema_: string };
+  kafka_options?: { kafka_bootstrap_servers: string; topic: string };
+  spark_options?: { table: string; path: string };
+  custom_options?: {
+    configuration?: string;
+    class_name?: string;
+    config?: string;
+  };
+  data_source_class_type?: string;
+}
+
+interface DeleteDataSourcePayload {
+  name: string;
+  project: string;
+}
+
+interface MutationResult {
+  name: string;
+  project: string;
+  status: string;
+}
+
+const API_BASE = "/api/v1";
+
+const applyDataSource = async (
+  payload: ApplyDataSourcePayload,
+): Promise<MutationResult> => {
+  const response = await fetch(`${API_BASE}/data_sources`, {
+    method: "POST",
+    headers: { "Content-Type": "application/json" },
+    body: JSON.stringify(payload),
+  });
+
+  if (!response.ok) {
+    const error = await response
+      .json()
+      .catch(() => ({ detail: response.statusText }));
+    throw new Error(
+      error.detail || `Failed to apply data source: ${response.status}`,
+    );
+  }
+
+  return response.json();
+};
+
+const deleteDataSource = async (
+  payload: DeleteDataSourcePayload,
+): Promise<MutationResult> => {
+  const response = await fetch(
+    `${API_BASE}/data_sources/${encodeURIComponent(payload.name)}?project=${encodeURIComponent(payload.project)}`,
+    { method: "DELETE" },
+  );
+
+  if (!response.ok) {
+    const error = await response
+      .json()
+      .catch(() => ({ detail: response.statusText }));
+    throw new Error(
+      error.detail || `Failed to delete data source: ${response.status}`,
+    );
+  }
+
+  return response.json();
+};
+
+const useApplyDataSource = () => {
+  const queryClient = useQueryClient();
+
+  return useMutation(applyDataSource, {
+    onSuccess: () => {
+      queryClient.invalidateQueries(["rest"]);
+      queryClient.invalidateQueries(["data-sources-rest"]);
+      queryClient.invalidateQueries(["data-source-rest"]);
+    },
+  });
+};
+
+const useDeleteDataSource = () => {
+  const queryClient = useQueryClient();
+
+  return useMutation(deleteDataSource, {
+    onSuccess: () => {
+      queryClient.invalidateQueries(["rest"]);
+      queryClient.invalidateQueries(["data-sources-rest"]);
+      queryClient.invalidateQueries(["data-source-rest"]);
+    },
+  });
+};
+
+export { useApplyDataSource, useDeleteDataSource };
+export type { ApplyDataSourcePayload, DeleteDataSourcePayload };
diff --git a/ui/src/queries/mutations/useEntityMutations.ts b/ui/src/queries/mutations/useEntityMutations.ts
new file mode 100644
index 00000000000..659c367558e
--- /dev/null
+++ b/ui/src/queries/mutations/useEntityMutations.ts
@@ -0,0 +1,92 @@
+import { useMutation, useQueryClient } from "react-query";
+
+interface ApplyEntityPayload {
+  name: string;
+  project: string;
+  join_key?: string;
+  value_type?: number;
+  description?: string;
+  tags?: Record<string, string>;
+  owner?: string;
+}
+
+interface DeleteEntityPayload {
+  name: string;
+  project: string;
+}
+
+interface MutationResult {
+  name: string;
+  project: string;
+  status: string;
+}
+
+const API_BASE = "/api/v1";
+
+const applyEntity = async (
+  payload: ApplyEntityPayload,
+): Promise<MutationResult> => {
+  const response = await fetch(`${API_BASE}/entities`, {
+    method: "POST",
+    headers: { "Content-Type": "application/json" },
+    body: JSON.stringify(payload),
+  });
+
+  if (!response.ok) {
+    const error = await response
+      .json()
+      .catch(() => ({ detail: response.statusText }));
+    throw new Error(
+      error.detail || `Failed to apply entity: ${response.status}`,
+    );
+  }
+
+  return response.json();
+};
+
+const deleteEntity = async (
+  payload: DeleteEntityPayload,
+): Promise<MutationResult> => {
+  const response = await fetch(
+    `${API_BASE}/entities/${encodeURIComponent(payload.name)}?project=${encodeURIComponent(payload.project)}`,
+    { method: "DELETE" },
+  );
+
+  if (!response.ok) {
+    const error = await response
+      .json()
+      .catch(() => ({ detail: response.statusText }));
+    throw new Error(
+      error.detail || `Failed to delete entity: ${response.status}`,
+    );
+  }
+
+  return response.json();
+};
+
+const useApplyEntity = () => {
+  const queryClient = useQueryClient();
+
+  return useMutation(applyEntity, {
+    onSuccess: () => {
+      queryClient.invalidateQueries(["rest"]);
+      queryClient.invalidateQueries(["entities-rest"]);
+      queryClient.invalidateQueries(["entity-rest"]);
+    },
+  });
+};
+
+const useDeleteEntity = () => {
+  const queryClient = useQueryClient();
+
+  return useMutation(deleteEntity, {
+    onSuccess: () => {
+      queryClient.invalidateQueries(["rest"]);
+      queryClient.invalidateQueries(["entities-rest"]);
+      queryClient.invalidateQueries(["entity-rest"]);
+    },
+  });
+};
+
+export { useApplyEntity, useDeleteEntity };
+export type { ApplyEntityPayload, DeleteEntityPayload };
diff --git a/ui/src/queries/mutations/useFeatureServiceMutations.ts b/ui/src/queries/mutations/useFeatureServiceMutations.ts
new file mode 100644
index 00000000000..85bd3f4fd44
--- /dev/null
+++ b/ui/src/queries/mutations/useFeatureServiceMutations.ts
@@ -0,0 +1,100 @@
+import { useMutation, useQueryClient } from "react-query";
+
+interface FeatureViewProjectionPayload {
+  feature_view_name: string;
+  feature_names?: string[];
+}
+
+interface ApplyFeatureServicePayload {
+  name: string;
+  project: string;
+  features: FeatureViewProjectionPayload[];
+  description?: string;
+  tags?: Record<string, string>;
+  owner?: string;
+}
+
+interface DeleteFeatureServicePayload {
+  name: string;
+  project: string;
+}
+
+interface MutationResult {
+  name: string;
+  project: string;
+  status: string;
+}
+
+const API_BASE = "/api/v1";
+
+const applyFeatureService = async (
+  payload: ApplyFeatureServicePayload,
+): Promise<MutationResult> => {
+  const response = await fetch(`${API_BASE}/feature_services`, {
+    method: "POST",
+    headers: { "Content-Type": "application/json" },
+    body: JSON.stringify(payload),
+  });
+
+  if (!response.ok) {
+    const error = await response
+      .json()
+      .catch(() => ({ detail: response.statusText }));
+    throw new Error(
+      error.detail || `Failed to apply feature service: ${response.status}`,
+    );
+  }
+
+  return response.json();
+};
+
+const deleteFeatureService = async (
+  payload: DeleteFeatureServicePayload,
+): Promise<MutationResult> => {
+  const response = await fetch(
+    `${API_BASE}/feature_services/${encodeURIComponent(payload.name)}?project=${encodeURIComponent(payload.project)}`,
+    { method: "DELETE" },
+  );
+
+  if (!response.ok) {
+    const error = await response
+      .json()
+      .catch(() => ({ detail: response.statusText }));
+    throw new Error(
+      error.detail || `Failed to delete feature service: ${response.status}`,
+    );
+  }
+
+  return response.json();
+};
+
+const useApplyFeatureService = () => {
+  const queryClient = useQueryClient();
+
+  return useMutation(applyFeatureService, {
+    onSuccess: () => {
+      queryClient.invalidateQueries(["rest"]);
+      queryClient.invalidateQueries(["feature-services-rest"]);
+      queryClient.invalidateQueries(["feature-service-rest"]);
+    },
+  });
+};
+
+const useDeleteFeatureService = () => {
+  const queryClient = useQueryClient();
+
+  return useMutation(deleteFeatureService, {
+    onSuccess: () => {
+      queryClient.invalidateQueries(["rest"]);
+      queryClient.invalidateQueries(["feature-services-rest"]);
+      queryClient.invalidateQueries(["feature-service-rest"]);
+    },
+  });
+};
+
+export { useApplyFeatureService, useDeleteFeatureService };
+export type {
+  ApplyFeatureServicePayload,
+  DeleteFeatureServicePayload,
+  FeatureViewProjectionPayload,
+};
diff --git a/ui/src/queries/mutations/useFeatureViewMutations.ts b/ui/src/queries/mutations/useFeatureViewMutations.ts
new file mode 100644
index 00000000000..6ca31208093
--- /dev/null
+++ b/ui/src/queries/mutations/useFeatureViewMutations.ts
@@ -0,0 +1,101 @@
+import { useMutation, useQueryClient } from "react-query";
+
+interface FeaturePayload {
+  name: string;
+  value_type: number;
+  description?: string;
+}
+
+interface ApplyFeatureViewPayload {
+  name: string;
+  project: string;
+  entities?: string[];
+  features?: FeaturePayload[];
+  batch_source?: string;
+  ttl_seconds?: number;
+  online?: boolean;
+  description?: string;
+  tags?: Record<string, string>;
+  owner?: string;
+}
+
+interface DeleteFeatureViewPayload {
+  name: string;
+  project: string;
+}
+
+interface MutationResult {
+  name: string;
+  project: string;
+  status: string;
+}
+
+const API_BASE = "/api/v1";
+
+const applyFeatureView = async (
+  payload: ApplyFeatureViewPayload,
+): Promise<MutationResult> => {
+  const response = await fetch(`${API_BASE}/feature_views`, {
+    method: "POST",
+    headers: { "Content-Type": "application/json" },
+    body: JSON.stringify(payload),
+  });
+
+  if (!response.ok) {
+    const error = await response
+      .json()
+      .catch(() => ({ detail: response.statusText }));
+    throw new Error(
+      error.detail || `Failed to apply feature view: ${response.status}`,
+    );
+  }
+
+  return response.json();
+};
+
+const deleteFeatureView = async (
+  payload: DeleteFeatureViewPayload,
+): Promise<MutationResult> => {
+  const response = await fetch(
+    `${API_BASE}/feature_views/${encodeURIComponent(payload.name)}?project=${encodeURIComponent(payload.project)}`,
+    { method: "DELETE" },
+  );
+
+  if (!response.ok) {
+    const error = await response
+      .json()
+      .catch(() => ({ detail: response.statusText }));
+    throw new Error(
+      error.detail || `Failed to delete feature view: ${response.status}`,
+    );
+  }
+
+  return response.json();
+};
+
+const useApplyFeatureView = () => {
+  const queryClient = useQueryClient();
+
+  return useMutation(applyFeatureView, {
+    onSuccess: () => {
+      queryClient.invalidateQueries(["rest"]);
+      queryClient.invalidateQueries(["feature-views-rest"]);
+      queryClient.invalidateQueries(["feature-view-rest"]);
+    },
+  });
+};
+
+const useDeleteFeatureView = () => {
+  const queryClient = useQueryClient();
+
+  return useMutation(deleteFeatureView, {
+    onSuccess: () => {
+      queryClient.invalidateQueries(["rest"]);
+      queryClient.invalidateQueries(["feature-views-rest"]);
+      queryClient.invalidateQueries(["feature-view-rest"]);
+    },
+  });
+};
+
+export { useApplyFeatureView, useDeleteFeatureView };
+export type { ApplyFeatureViewPayload, DeleteFeatureViewPayload };
diff --git a/ui/src/queries/mutations/usePermissionMutations.ts b/ui/src/queries/mutations/usePermissionMutations.ts
new file mode 100644
index 00000000000..aa3961c8ff9
--- /dev/null
+++ b/ui/src/queries/mutations/usePermissionMutations.ts
@@ -0,0 +1,74 @@
+import { useMutation, useQueryClient } from "react-query";
+import { restPost, restDelete } from "../restApiClient";
+
+interface PolicyPayload {
+  role_based_policy?: { roles: string[] };
+  group_based_policy?: { groups: string[] };
+  namespace_based_policy?: { namespaces: string[] };
+  combined_group_namespace_policy?: {
+    groups: string[];
+    namespaces: string[];
+  };
+}
+
+interface ApplyPermissionPayload {
+  name: string;
+  project: string;
+  types: string[];
+  name_patterns: string[];
+  actions: string[];
+  policy: PolicyPayload;
+  tags?: Record<string, string>;
+  required_tags?: Record<string, string>;
+}
+
+interface DeletePermissionPayload {
+  name: string;
+  project: string;
+}
+
+interface MutationResult {
+  name: string;
+  project: string;
+  status: string;
+}
+
+const API_BASE = "/api/v1";
+
+const useApplyPermission = () => {
+  const queryClient = useQueryClient();
+
+  return useMutation(
+    (payload: ApplyPermissionPayload) =>
+      restPost<MutationResult>(API_BASE, "/permissions", payload),
+    {
+      onSuccess: () => {
+        queryClient.invalidateQueries(["rest"]);
+        queryClient.invalidateQueries(["permissions-rest"]);
+        queryClient.invalidateQueries(["registry-rest-bulk"]);
+      },
+    },
+  );
+};
+
+const useDeletePermission = () => {
+  const queryClient = useQueryClient();
+
+  return useMutation(
+    (payload: DeletePermissionPayload) =>
+      restDelete<MutationResult>(
+        API_BASE,
+        `/permissions/${encodeURIComponent(payload.name)}?project=${encodeURIComponent(payload.project)}`,
+      ),
+    {
+      onSuccess: () => {
+        queryClient.invalidateQueries(["rest"]);
+        queryClient.invalidateQueries(["permissions-rest"]);
+        queryClient.invalidateQueries(["registry-rest-bulk"]);
+      },
+    },
+  );
+};
+
+export { useApplyPermission, useDeletePermission };
+export type { ApplyPermissionPayload, DeletePermissionPayload, PolicyPayload };
diff --git a/ui/src/queries/restApi.ts b/ui/src/queries/restApi.ts
new file mode 100644
index 00000000000..f3734962a00
--- /dev/null
+++ b/ui/src/queries/restApi.ts
@@ -0,0 +1,19 @@
+const API_BASE = "/api/v1";
+
+export async function fetchApi<T>(
+  path: string,
+  params?: Record<string, string>,
+): Promise<T> {
+  const url = new URL(`${API_BASE}${path}`, window.location.origin);
+  if (params) {
+    Object.entries(params).forEach(([k, v]) => url.searchParams.set(k, v));
+  }
+  const res = await fetch(url.toString(), {
+    headers: { "Content-Type": "application/json" },
+  });
+  if (!res.ok) {
+    const body = await res.json().catch(() => ({ detail: res.statusText }));
+    throw new Error(body.detail || `API error: ${res.status}`);
+  }
+  return res.json();
+}
diff --git a/ui/src/queries/restApiClient.ts b/ui/src/queries/restApiClient.ts
new file mode 100644
index 00000000000..c253020eed9
--- /dev/null
+++ b/ui/src/queries/restApiClient.ts
@@ -0,0 +1,93 @@
+import type { FetchOptions } from "../contexts/DataModeContext";
+
+class RestApiError extends Error {
+  status: number;
+  constructor(message: string, status: number) {
+    super(message);
+    this.name = "RestApiError";
+    this.status = status;
+  }
+}
+
+const restFetch = async <T>(
+  baseUrl: string,
+  path: string,
+  fetchOptions?: FetchOptions,
+): Promise<T> => {
+  const url = `${baseUrl}${path}`;
+  const headers: Record<string, string> = {
+    Accept: "application/json",
+    ...fetchOptions?.headers,
+  };
+
+  const res = await fetch(url, {
+    method: "GET",
+    headers,
+    credentials: fetchOptions?.credentials,
+  });
+
+  if (!res.ok) {
+    throw new RestApiError(
+      `REST API error: ${res.status} ${res.statusText}`,
+      res.status,
+    );
+  }
+
+  return res.json();
+};
+
+const restPost = async <T>(
+  baseUrl: string,
+  path: string,
+  body: unknown,
+  fetchOptions?: FetchOptions,
+): Promise<T> => {
+  const url = `${baseUrl}${path}`;
+  const headers: Record<string, string> = {
+    Accept: "application/json",
+    "Content-Type": "application/json",
+    ...fetchOptions?.headers,
+  };
+
+  const res = await fetch(url, {
+    method: "POST",
+    headers,
+    credentials: fetchOptions?.credentials,
+    body: JSON.stringify(body),
+  });
+
+  if (!res.ok) {
+    const text = await res.text().catch(() => res.statusText);
+    throw new RestApiError(`REST API error: ${res.status} ${text}`, res.status);
+  }
+
+  return res.json();
+};
+
+const restDelete = async <T>(
+  baseUrl: string,
+  path: string,
+  fetchOptions?: FetchOptions,
+): Promise<T> => {
+  const url = `${baseUrl}${path}`;
+  const headers: Record<string, string> = {
+    Accept: "application/json",
+    ...fetchOptions?.headers,
+  };
+
+  const res = await fetch(url, {
+    method: "DELETE",
+    headers,
+    credentials: fetchOptions?.credentials,
+  });
+
+  if (!res.ok) {
+    const text = await res.text().catch(() => res.statusText);
+    throw new RestApiError(`REST API error: ${res.status} ${text}`, res.status);
+  }
+
+  return res.json();
+};
+
+export default restFetch;
+export { RestApiError, restPost, restDelete };
diff --git a/ui/src/queries/useLoadComputeEngine.ts b/ui/src/queries/useLoadComputeEngine.ts
new file mode 100644
index 00000000000..dc9dfae73bd
--- /dev/null
+++ b/ui/src/queries/useLoadComputeEngine.ts
@@ -0,0 +1,121 @@
+import { useContext } from "react";
+import { useQuery } from "react-query";
+import RegistryPathContext from "../contexts/RegistryPathContext";
+import { useDataMode } from "../contexts/DataModeContext";
+import restFetch, { RestApiError } from "./restApiClient";
+
+export interface ComputeEngineConfig {
+  type: string;
+  [key: string]: any;
+}
+
+export interface ComputeEngineInfo {
+  engineType: string;
+  engineClass: string;
+  config: ComputeEngineConfig;
+  featureViewCount: number;
+}
+
+export interface FeatureViewEngineInfo {
+  name: string;
+  type: string;
+  online: boolean;
+  lastMaterialized?: string;
+  hasOverride: boolean;
+  overrides?: Record<string, any>;
+  materializationIntervals: Array<{
+    startTime?: string;
+    endTime?: string;
+    start_time?: string;
+    end_time?: string;
+  }>;
+}
+
+const ENGINE_TYPE_TO_CLASS: Record<string, string> = {
+  local: "LocalComputeEngine",
+  "spark.engine": "SparkComputeEngine",
+  "ray.engine": "RayComputeEngine",
+  "flink.engine": "FlinkComputeEngine",
+  "snowflake.engine": "SnowflakeComputeEngine",
+  lambda: "LambdaComputeEngine",
+  k8s: "KubernetesComputeEngine",
+};
+
+function extractFeatureViewInfos(featureViews: any[]): FeatureViewEngineInfo[] {
+  return featureViews.map((fv: any) => ({
+    name: fv.name,
+    type: fv.type || "Batch",
+    online: fv.online ?? true,
+    lastMaterialized: fv.lastMaterialized,
+    hasOverride: fv.hasOverride ?? false,
+    overrides: fv.overrides,
+    materializationIntervals: fv.materializationIntervals || [],
+  }));
+}
+
+export function useLoadComputeEngine(projectName?: string) {
+  const registryUrl = useContext(RegistryPathContext);
+  const { fetchOptions } = useDataMode();
+
+  const enginePath =
+    projectName && projectName !== "all"
+      ? `/compute_engines?project=${encodeURIComponent(projectName)}`
+      : "/compute_engines/all?limit=100";
+
+  const engineQuery = useQuery<any, Error>(
+    ["rest", "compute-engine", registryUrl, projectName || "all"],
+    () => restFetch<any>(registryUrl, enginePath, fetchOptions),
+    {
+      enabled: !!registryUrl,
+      staleTime: 30_000,
+      retry: (failureCount, error) => {
+        if (error instanceof RestApiError && error.status === 403) return false;
+        return failureCount < 3;
+      },
+    },
+  );
+
+  const isPermissionDenied =
+    engineQuery.isError &&
+    engineQuery.error instanceof RestApiError &&
+    engineQuery.error.status === 403;
+
+  let engineInfo: ComputeEngineInfo | null = null;
+  let featureViewInfos: FeatureViewEngineInfo[] = [];
+
+  if (engineQuery.isSuccess && engineQuery.data) {
+    const engine = engineQuery.data.engine || engineQuery.data.engines?.[0];
+    if (engine) {
+      engineInfo = {
+        engineType: engine.engineType || "local",
+        engineClass:
+          engine.engineClass ||
+          ENGINE_TYPE_TO_CLASS[engine.engineType] ||
+          "LocalComputeEngine",
+        config: engine.config || { type: engine.engineType || "local" },
+        featureViewCount: engine.featureViewCount || 0,
+      };
+    }
+
+    const rawFvs = engineQuery.data.featureViews || [];
+    featureViewInfos = extractFeatureViewInfos(rawFvs);
+  }
+
+  if (!engineInfo) {
+    engineInfo = {
+      engineType: "local",
+      engineClass: "LocalComputeEngine",
+      config: { type: "local" },
+      featureViewCount: featureViewInfos.length,
+    };
+  }
+
+  return {
+    isLoading: engineQuery.isLoading,
+    isSuccess: engineQuery.isSuccess,
+    isError: engineQuery.isError,
+    isPermissionDenied,
+    engineInfo,
+    featureViewInfos,
+  };
+}
diff --git a/ui/src/queries/useLoadDataSourcesREST.ts b/ui/src/queries/useLoadDataSourcesREST.ts
new file mode 100644
index 00000000000..5d3890cc503
--- /dev/null
+++ b/ui/src/queries/useLoadDataSourcesREST.ts
@@ -0,0 +1,41 @@
+import { useQuery } from "react-query";
+import { fetchApi } from "./restApi";
+
+interface DataSourceListResponse {
+  dataSources: any[];
+  pagination: Record<string, any>;
+  relationships?: Record<string, any[]>;
+}
+
+const useLoadDataSourcesREST = (project: string) => {
+  return useQuery(
+    ["data-sources-rest", project],
+    () =>
+      fetchApi<DataSourceListResponse>("/data_sources", {
+        project,
+        allow_cache: "false",
+      }),
+    {
+      enabled: !!project,
+      staleTime: 30000,
+    },
+  );
+};
+
+const useLoadDataSourceREST = (name: string, project: string) => {
+  return useQuery(
+    ["data-source-rest", name, project],
+    () =>
+      fetchApi<any>(`/data_sources/${encodeURIComponent(name)}`, {
+        project,
+        include_relationships: "true",
+        allow_cache: "false",
+      }),
+    {
+      enabled: !!name && !!project,
+      staleTime: 30000,
+    },
+  );
+};
+
+export { useLoadDataSourcesREST, useLoadDataSourceREST };
diff --git a/ui/src/queries/useLoadEntitiesREST.ts b/ui/src/queries/useLoadEntitiesREST.ts
new file mode 100644
index 00000000000..7127de656ee
--- /dev/null
+++ b/ui/src/queries/useLoadEntitiesREST.ts
@@ -0,0 +1,41 @@
+import { useQuery } from "react-query";
+import { fetchApi } from "./restApi";
+
+interface EntityListResponse {
+  entities: any[];
+  pagination: Record<string, any>;
+  relationships?: Record<string, any[]>;
+}
+
+const useLoadEntitiesREST = (project: string) => {
+  return useQuery(
+    ["entities-rest", project],
+    () =>
+      fetchApi<EntityListResponse>("/entities", {
+        project,
+        allow_cache: "false",
+      }),
+    {
+      enabled: !!project,
+      staleTime: 30000,
+    },
+  );
+};
+
+const useLoadEntityREST = (name: string, project: string) => {
+  return useQuery(
+    ["entity-rest", name, project],
+    () =>
+      fetchApi<any>(`/entities/${encodeURIComponent(name)}`, {
+        project,
+        include_relationships: "true",
+        allow_cache: "false",
+      }),
+    {
+      enabled: !!name && !!project,
+      staleTime: 30000,
+    },
+  );
+};
+
+export { useLoadEntitiesREST, useLoadEntityREST };
diff --git a/ui/src/queries/useLoadFeatureModels.ts b/ui/src/queries/useLoadFeatureModels.ts
new file mode 100644
index 00000000000..dc6f97843d0
--- /dev/null
+++ b/ui/src/queries/useLoadFeatureModels.ts
@@ -0,0 +1,37 @@
+import { useQuery } from "react-query";
+
+export interface FeatureModelInfo {
+  model_name: string;
+  version: string;
+  stage: string;
+  mlflow_url: string;
+}
+
+interface FeatureModelsResponse {
+  feature_models: Record<string, FeatureModelInfo[]>;
+  error?: string;
+}
+
+const useLoadFeatureModels = () => {
+  return useQuery<FeatureModelsResponse>(
+    "feature-models",
+    () => {
+      return fetch("/api/mlflow-feature-models")
+        .then((res) => {
+          if (!res.ok) {
+            return { feature_models: {} };
+          }
+          return res.json();
+        })
+        .catch(() => {
+          return { feature_models: {} };
+        });
+    },
+    {
+      staleTime: 60000,
+      retry: false,
+    },
+  );
+};
+
+export default useLoadFeatureModels;
diff --git a/ui/src/queries/useLoadFeatureUsage.ts b/ui/src/queries/useLoadFeatureUsage.ts
new file mode 100644
index 00000000000..c797abe88ce
--- /dev/null
+++ b/ui/src/queries/useLoadFeatureUsage.ts
@@ -0,0 +1,35 @@
+import { useQuery } from "react-query";
+
+interface FeatureUsageEntry {
+  run_count: number;
+  last_used: number | null;
+  models: string[];
+}
+
+interface FeatureUsageResponse {
+  feature_usage: Record<string, FeatureUsageEntry>;
+  mlflow_enabled?: boolean;
+  error?: string;
+}
+
+const fetchFeatureUsage = async (): Promise<FeatureUsageResponse> => {
+  const response = await fetch("/api/mlflow-feature-usage");
+  if (!response.ok) {
+    throw new Error(`Failed to fetch feature usage: ${response.statusText}`);
+  }
+  return response.json();
+};
+
+const useLoadFeatureUsage = () => {
+  return useQuery<FeatureUsageResponse>(
+    "mlflowFeatureUsage",
+    fetchFeatureUsage,
+    {
+      staleTime: 5 * 60 * 1000,
+      refetchOnWindowFocus: false,
+    },
+  );
+};
+
+export default useLoadFeatureUsage;
+export type { FeatureUsageEntry, FeatureUsageResponse };
diff --git a/ui/src/queries/useLoadFeatureViewsREST.ts b/ui/src/queries/useLoadFeatureViewsREST.ts
new file mode 100644
index 00000000000..0b67b960e11
--- /dev/null
+++ b/ui/src/queries/useLoadFeatureViewsREST.ts
@@ -0,0 +1,41 @@
+import { useQuery } from "react-query";
+import { fetchApi } from "./restApi";
+
+interface FeatureViewListResponse {
+  featureViews: any[];
+  pagination: Record<string, any>;
+  relationships?: Record<string, any[]>;
+}
+
+const useLoadFeatureViewsREST = (project: string) => {
+  return useQuery(
+    ["feature-views-rest", project],
+    () =>
+      fetchApi<FeatureViewListResponse>("/feature_views", {
+        project,
+        allow_cache: "false",
+      }),
+    {
+      enabled: !!project,
+      staleTime: 30000,
+    },
+  );
+};
+
+const useLoadFeatureViewREST = (name: string, project: string) => {
+  return useQuery(
+    ["feature-view-rest", name, project],
+    () =>
+      fetchApi<any>(`/feature_views/${encodeURIComponent(name)}`, {
+        project,
+        include_relationships: "true",
+        allow_cache: "false",
+      }),
+    {
+      enabled: !!name && !!project,
+      staleTime: 30000,
+    },
+  );
+};
+
+export { useLoadFeatureViewsREST, useLoadFeatureViewREST };
diff --git a/ui/src/queries/useLoadMlflowRuns.ts b/ui/src/queries/useLoadMlflowRuns.ts
new file mode 100644
index 00000000000..041fd41137d
--- /dev/null
+++ b/ui/src/queries/useLoadMlflowRuns.ts
@@ -0,0 +1,52 @@
+import { useQuery } from "react-query";
+
+export interface RegisteredModelInfo {
+  model_name: string;
+  version: string;
+  stage: string;
+  mlflow_url: string;
+}
+
+export interface MlflowRunData {
+  run_id: string;
+  run_name: string;
+  status: string;
+  start_time: number;
+  feature_service: string | null;
+  feature_views: string[];
+  feature_refs: string[];
+  retrieval_type: string | null;
+  entity_count: string | null;
+  mlflow_url: string;
+  registered_models: RegisteredModelInfo[];
+}
+
+interface MlflowRunsResponse {
+  runs: MlflowRunData[];
+  mlflow_uri: string | null;
+  error?: string;
+}
+
+const useLoadMlflowRuns = () => {
+  return useQuery<MlflowRunsResponse>(
+    "mlflow-runs",
+    () => {
+      return fetch("/api/mlflow-runs")
+        .then((res) => {
+          if (!res.ok) {
+            return { runs: [], mlflow_uri: null };
+          }
+          return res.json();
+        })
+        .catch(() => {
+          return { runs: [], mlflow_uri: null };
+        });
+    },
+    {
+      staleTime: 30000,
+      retry: false,
+    },
+  );
+};
+
+export default useLoadMlflowRuns;
diff --git a/ui/src/queries/useLoadOpenLineageGraph.ts b/ui/src/queries/useLoadOpenLineageGraph.ts
new file mode 100644
index 00000000000..ec6350e8763
--- /dev/null
+++ b/ui/src/queries/useLoadOpenLineageGraph.ts
@@ -0,0 +1,186 @@
+import { useContext } from "react";
+import { useQuery } from "react-query";
+import RegistryPathContext from "../contexts/RegistryPathContext";
+import { useDataMode } from "../contexts/DataModeContext";
+import restFetch from "./restApiClient";
+
+export interface OpenLineageNode {
+  type: string;
+  namespace: string;
+  name: string;
+  producer?: string;
+  feast_object_type?: string;
+  feast_object_name?: string;
+  feast_project?: string;
+  schema?: any;
+  description?: string;
+  job_type?: string;
+  source_type?: string;
+  facets?: Record<string, any>;
+}
+
+export interface OpenLineageEdge {
+  source_type: string;
+  source_namespace: string;
+  source_name: string;
+  target_type: string;
+  target_namespace: string;
+  target_name: string;
+  edge_type?: string;
+  updated_at?: number;
+}
+
+export interface OpenLineageSymlink {
+  dataset_namespace: string;
+  dataset_name: string;
+  linked_namespace: string;
+  linked_name: string;
+  link_type: string;
+}
+
+export interface OpenLineageGraphData {
+  nodes: OpenLineageNode[];
+  edges: OpenLineageEdge[];
+  symlinks?: OpenLineageSymlink[];
+  total_nodes?: number;
+}
+
+export interface OpenLineageEvent {
+  event_id: string;
+  event_type: string;
+  event_time: number;
+  producer?: string;
+  job_namespace: string;
+  job_name: string;
+  run_id?: string;
+  event_json: string;
+  created_at: number;
+}
+
+export interface RegistryRelationship {
+  source: { type: string; name: string };
+  target: { type: string; name: string };
+  type: string;
+  project?: string;
+}
+
+export interface RegistryLineageData {
+  relationships: RegistryRelationship[];
+  indirect_relationships: RegistryRelationship[];
+}
+
+const useLoadOpenLineageGraph = (options?: {
+  namespace?: string;
+  limit?: number;
+  offset?: number;
+}) => {
+  const registryUrl = useContext(RegistryPathContext);
+  const { fetchOptions } = useDataMode();
+
+  const params = new URLSearchParams();
+  if (options?.namespace) params.set("namespace", options.namespace);
+  if (options?.limit) params.set("limit", options.limit.toString());
+  if (options?.offset) params.set("offset", options.offset.toString());
+  const qs = params.toString();
+  const path = qs
+    ? `/lineage/openlineage/graph?${qs}`
+    : "/lineage/openlineage/graph";
+
+  return useQuery<OpenLineageGraphData>(
+    ["openlineage-graph", options?.namespace, options?.limit, options?.offset],
+    () => restFetch<OpenLineageGraphData>(registryUrl, path, fetchOptions),
+    { enabled: !!registryUrl },
+  );
+};
+
+const useLoadNamespaces = () => {
+  const registryUrl = useContext(RegistryPathContext);
+  const { fetchOptions } = useDataMode();
+
+  return useQuery<{ namespaces: string[] }>(
+    ["openlineage-namespaces"],
+    () =>
+      restFetch<{ namespaces: string[] }>(
+        registryUrl,
+        "/lineage/openlineage/namespaces",
+        fetchOptions,
+      ),
+    { enabled: !!registryUrl },
+  );
+};
+
+const useLoadOpenLineageEvents = (
+  namespace?: string,
+  jobName?: string,
+  limit: number = 100,
+) => {
+  const registryUrl = useContext(RegistryPathContext);
+  const { fetchOptions } = useDataMode();
+
+  const params = new URLSearchParams();
+  if (namespace) params.set("namespace", namespace);
+  if (jobName) params.set("job_name", jobName);
+  params.set("limit", limit.toString());
+
+  return useQuery<{ events: OpenLineageEvent[]; total: number }>(
+    ["openlineage-events", namespace, jobName, limit],
+    () =>
+      restFetch(
+        registryUrl,
+        `/lineage/openlineage/events?${params.toString()}`,
+        fetchOptions,
+      ),
+    { enabled: !!registryUrl },
+  );
+};
+
+const useLoadRegistryLineage = (project?: string) => {
+  const registryUrl = useContext(RegistryPathContext);
+  const { fetchOptions } = useDataMode();
+
+  return useQuery<RegistryLineageData>(
+    ["registry-lineage", project],
+    () =>
+      restFetch<RegistryLineageData>(
+        registryUrl,
+        `/lineage/registry?project=${project}`,
+        fetchOptions,
+      ),
+    { enabled: !!registryUrl && !!project },
+  );
+};
+
+export interface OpenLineageJob {
+  job_namespace: string;
+  job_name: string;
+  job_type?: string | null;
+  producer?: string | null;
+  description?: string | null;
+  latest_run_id?: string | null;
+  updated_at: number;
+  facets_json?: string | null;
+}
+
+const useLoadOpenLineageJobs = () => {
+  const registryUrl = useContext(RegistryPathContext);
+  const { fetchOptions } = useDataMode();
+
+  return useQuery<{ jobs: OpenLineageJob[] }>(
+    ["openlineage-jobs"],
+    () =>
+      restFetch<{ jobs: OpenLineageJob[] }>(
+        registryUrl,
+        "/lineage/openlineage/jobs",
+        fetchOptions,
+      ),
+    { enabled: !!registryUrl },
+  );
+};
+
+export {
+  useLoadOpenLineageGraph,
+  useLoadOpenLineageEvents,
+  useLoadOpenLineageJobs,
+  useLoadRegistryLineage,
+  useLoadNamespaces,
+};
diff --git a/ui/src/queries/useLoadRegistry.ts b/ui/src/queries/useLoadRegistry.ts
index e3f5ac87a1d..9e7cf2db2d5 100644
--- a/ui/src/queries/useLoadRegistry.ts
+++ b/ui/src/queries/useLoadRegistry.ts
@@ -4,18 +4,20 @@ import parseEntityRelationships, {
   EntityRelation,
 } from "../parsers/parseEntityRelationships";
 import parseIndirectRelationships from "../parsers/parseIndirectRelationships";
-import { feast } from "../protos";
+import { useDataMode } from "../contexts/DataModeContext";
+import restFetch from "./restApiClient";
+import type { FetchOptions } from "../contexts/DataModeContext";
 
 interface FeatureStoreAllData {
   project: string;
   description?: string;
-  objects: feast.core.Registry;
+  objects: any;
   relationships: EntityRelation[];
   mergedFVMap: Record<string, genericFVType>;
   mergedFVList: genericFVType[];
   indirectRelationships: EntityRelation[];
   allFeatures: Feature[];
-  permissions?: any[]; // Add permissions field
+  permissions?: any[];
 }
 
 interface Feature {
@@ -25,251 +27,224 @@ interface Feature {
   project?: string;
 }
 
-const useLoadRegistry = (url: string, projectName?: string) => {
-  return useQuery(
-    `registry:${url}:${projectName || "all"}`,
-    () => {
-      return fetch(url, {
-        headers: {
-          "Content-Type": "application/json",
-        },
-      })
-        .then((res) => {
-          const contentType = res.headers.get("content-type");
-          if (contentType && contentType.includes("application/json")) {
-            return res.json();
-          } else {
-            return res.arrayBuffer();
-          }
-        })
-        .then<FeatureStoreAllData>((data) => {
-          let objects;
-
-          if (data instanceof ArrayBuffer) {
-            objects = feast.core.Registry.decode(new Uint8Array(data));
-          } else {
-            objects = data;
-          }
-          // const objects = FeastRegistrySchema.parse(json);
-
-          if (!objects.featureViews) {
-            objects.featureViews = [];
-          }
-
-          // Filter objects by project if projectName is provided
-          // Skip filtering if projectName is "all" (All Projects view)
-          // Only filter if we detect that the registry contains multiple projects
-          if (projectName && projectName !== "all") {
-            // Check if the registry actually has multiple projects
-            const projectsInRegistry = new Set();
-            objects.featureViews?.forEach((fv: any) => {
-              if (fv?.spec?.project) projectsInRegistry.add(fv.spec.project);
-            });
-            objects.entities?.forEach((entity: any) => {
-              if (entity?.spec?.project)
-                projectsInRegistry.add(entity.spec.project);
-            });
-
-            // Only apply filtering if there are actually multiple projects in the registry
-            // OR if the projectName matches one of the projects in the registry
-            const shouldFilter =
-              projectsInRegistry.size > 1 ||
-              projectsInRegistry.has(projectName);
-
-            if (shouldFilter && projectsInRegistry.has(projectName)) {
-              if (objects.featureViews) {
-                objects.featureViews = objects.featureViews.filter(
-                  (fv: any) => fv?.spec?.project === projectName,
-                );
-              }
-              if (objects.entities) {
-                objects.entities = objects.entities.filter(
-                  (entity: any) => entity?.spec?.project === projectName,
-                );
-              }
-              if (objects.dataSources) {
-                objects.dataSources = objects.dataSources.filter(
-                  (ds: any) => ds?.project === projectName,
-                );
-              }
-              if (objects.featureServices) {
-                objects.featureServices = objects.featureServices.filter(
-                  (fs: any) => fs?.spec?.project === projectName,
-                );
-              }
-              if (objects.onDemandFeatureViews) {
-                objects.onDemandFeatureViews =
-                  objects.onDemandFeatureViews.filter(
-                    (odfv: any) => odfv?.spec?.project === projectName,
-                  );
-              }
-              if (objects.streamFeatureViews) {
-                objects.streamFeatureViews = objects.streamFeatureViews.filter(
-                  (sfv: any) => sfv?.spec?.project === projectName,
-                );
-              }
-              if (objects.savedDatasets) {
-                objects.savedDatasets = objects.savedDatasets.filter(
-                  (sd: any) => sd?.spec?.project === projectName,
-                );
-              }
-              if (objects.validationReferences) {
-                objects.validationReferences =
-                  objects.validationReferences.filter(
-                    (vr: any) => vr?.project === projectName,
-                  );
-              }
-              if (objects.permissions) {
-                objects.permissions = objects.permissions.filter(
-                  (perm: any) =>
-                    perm?.spec?.project === projectName || !perm?.spec?.project,
-                );
-              }
-            }
-          }
-
-          if (
-            process.env.NODE_ENV === "test" &&
-            objects.featureViews.length === 0
-          ) {
-            try {
-              const fs = require("fs");
-              const path = require("path");
-              const { feast } = require("../protos");
-
-              const registry = fs.readFileSync(
-                path.resolve(__dirname, "../../public/registry.db"),
-              );
-              const parsedRegistry = feast.core.Registry.decode(registry);
-
-              if (
-                parsedRegistry.featureViews &&
-                parsedRegistry.featureViews.length > 0
-              ) {
-                objects.featureViews = parsedRegistry.featureViews;
-              }
-            } catch (e) {
-              console.error("Error loading test registry:", e);
-            }
-          }
-
-          const { mergedFVMap, mergedFVList } = mergedFVTypes(objects);
-
-          const relationships = parseEntityRelationships(objects);
+// ---------------------------------------------------------------------------
+// Shared post-processing (used by the bulk REST fetch)
+// ---------------------------------------------------------------------------
+
+const assembleFeatureStoreData = (
+  objects: any,
+  projectName?: string,
+): FeatureStoreAllData => {
+  const { mergedFVMap, mergedFVList } = mergedFVTypes(objects);
+  const relationships = parseEntityRelationships(objects);
+  const indirectRelationships = parseIndirectRelationships(
+    relationships,
+    objects,
+  );
 
-          // Only contains Entity -> FS or DS -> FS relationships
-          const indirectRelationships = parseIndirectRelationships(
-            relationships,
-            objects,
-          );
+  const allFeatures: Feature[] =
+    objects.featureViews?.flatMap(
+      (fv: any) =>
+        fv?.spec?.features?.map((feature: any) => ({
+          name: feature.name ?? "Unknown",
+          featureView: fv?.spec?.name || "Unknown FeatureView",
+          type:
+            feature.valueType != null
+              ? typeof feature.valueType === "number"
+                ? String(feature.valueType)
+                : feature.valueType
+              : "Unknown Type",
+          project: fv?.spec?.project || fv?.project,
+        })) || [],
+    ) || [];
+
+  let resolvedProjectName: string =
+    projectName === "all"
+      ? "All Projects"
+      : projectName ||
+        (objects.projects &&
+        objects.projects.length > 0 &&
+        objects.projects[0].spec &&
+        objects.projects[0].spec.name
+          ? objects.projects[0].spec.name
+          : objects.project
+            ? objects.project
+            : "default");
+
+  let projectDescription: string | undefined;
+  if (projectName === "all") {
+    projectDescription = "View data across all projects";
+  } else if (objects.projects && objects.projects.length > 0) {
+    const currentProject = objects.projects.find(
+      (p: any) => p?.spec?.name === resolvedProjectName,
+    );
+    if (currentProject?.spec) {
+      projectDescription = currentProject.spec.description;
+    }
+  }
+
+  return {
+    project: resolvedProjectName,
+    description: projectDescription,
+    objects,
+    mergedFVMap,
+    mergedFVList,
+    relationships,
+    indirectRelationships,
+    allFeatures,
+    permissions: objects.permissions || [],
+  };
+};
 
-          // console.log({
-          //   objects,
-          //   mergedFVMap,
-          //   mergedFVList,
-          //   relationships,
-          //   indirectRelationships,
-          // });
-          const allFeatures: Feature[] =
-            objects.featureViews?.flatMap(
-              (fv: any) =>
-                fv?.spec?.features?.map((feature: any) => ({
-                  name: feature.name ?? "Unknown",
-                  featureView: fv?.spec?.name || "Unknown FeatureView",
-                  type:
-                    feature.valueType != null
-                      ? feast.types.ValueType.Enum[feature.valueType]
-                      : "Unknown Type",
-                  project: fv?.spec?.project, // Include project from parent feature view
-                })) || [],
-            ) || [];
+// ---------------------------------------------------------------------------
+// REST fetch strategy
+// ---------------------------------------------------------------------------
+
+const permissionSafeFetch = async <T>(
+  apiBaseUrl: string,
+  path: string,
+  fallback: T,
+  fetchOptions?: FetchOptions,
+): Promise<T> => {
+  try {
+    return await restFetch<T>(apiBaseUrl, path, fetchOptions);
+  } catch (err: any) {
+    if (err?.status === 403 || err?.status === 401) {
+      return fallback;
+    }
+    throw err;
+  }
+};
 
-          // Use the provided projectName parameter if available, otherwise try to determine from registry
-          let resolvedProjectName: string =
-            projectName === "all"
-              ? "All Projects"
-              : projectName ||
-                (process.env.NODE_ENV === "test"
-                  ? "credit_scoring_aws"
-                  : objects.projects &&
-                      objects.projects.length > 0 &&
-                      objects.projects[0].spec &&
-                      objects.projects[0].spec.name
-                    ? objects.projects[0].spec.name
-                    : objects.project
-                      ? objects.project
-                      : "credit_scoring_aws");
+const fetchREST = async (
+  apiBaseUrl: string,
+  projectName?: string,
+  fetchOptions?: FetchOptions,
+): Promise<FeatureStoreAllData> => {
+  const projectParam =
+    projectName && projectName !== "all"
+      ? `?project=${encodeURIComponent(projectName)}`
+      : "";
+  const useAllEndpoint = !projectParam;
+
+  const emptyList = (key: string) => ({ [key]: [] });
+
+  const [
+    entitiesResp,
+    featureViewsResp,
+    labelViewsResp,
+    featureServicesResp,
+    dataSourcesResp,
+    savedDatasetsResp,
+    projectsResp,
+  ] = await Promise.all([
+    permissionSafeFetch<any>(
+      apiBaseUrl,
+      useAllEndpoint
+        ? "/entities/all?include_relationships=true"
+        : `/entities${projectParam}&include_relationships=true`,
+      emptyList("entities"),
+      fetchOptions,
+    ),
+    permissionSafeFetch<any>(
+      apiBaseUrl,
+      useAllEndpoint
+        ? "/feature_views/all?include_relationships=true"
+        : `/feature_views${projectParam}&include_relationships=true`,
+      emptyList("featureViews"),
+      fetchOptions,
+    ),
+    permissionSafeFetch<any>(
+      apiBaseUrl,
+      useAllEndpoint
+        ? "/label_views/all?include_relationships=true"
+        : `/label_views${projectParam}&include_relationships=true`,
+      emptyList("featureViews"),
+      fetchOptions,
+    ),
+    permissionSafeFetch<any>(
+      apiBaseUrl,
+      useAllEndpoint
+        ? "/feature_services/all?include_relationships=true"
+        : `/feature_services${projectParam}&include_relationships=true`,
+      emptyList("featureServices"),
+      fetchOptions,
+    ),
+    permissionSafeFetch<any>(
+      apiBaseUrl,
+      useAllEndpoint
+        ? "/data_sources/all?include_relationships=true"
+        : `/data_sources${projectParam}&include_relationships=true`,
+      emptyList("dataSources"),
+      fetchOptions,
+    ),
+    permissionSafeFetch<any>(
+      apiBaseUrl,
+      useAllEndpoint
+        ? "/saved_datasets/all?include_relationships=true"
+        : `/saved_datasets${projectParam}&include_relationships=true`,
+      emptyList("savedDatasets"),
+      fetchOptions,
+    ),
+    permissionSafeFetch<any>(
+      apiBaseUrl,
+      "/projects",
+      emptyList("projects"),
+      fetchOptions,
+    ),
+  ]);
+
+  const entities = entitiesResp.entities || [];
+  const allFeatureViews = featureViewsResp.featureViews || [];
+  const labelViews: any[] = labelViewsResp.featureViews || [];
+  const featureServices = featureServicesResp.featureServices || [];
+  const dataSources = dataSourcesResp.dataSources || [];
+  const savedDatasets = savedDatasetsResp.savedDatasets || [];
+  const projects = projectsResp.projects || [];
+
+  const featureViews: any[] = [];
+  const onDemandFeatureViews: any[] = [];
+  const streamFeatureViews: any[] = [];
+
+  for (const fv of allFeatureViews) {
+    const fvType = fv.type;
+    if (fvType === "onDemandFeatureView") {
+      onDemandFeatureViews.push(fv);
+    } else if (fvType === "streamFeatureView") {
+      streamFeatureViews.push(fv);
+    } else {
+      featureViews.push(fv);
+    }
+  }
+
+  const objects: any = {
+    entities,
+    featureViews,
+    onDemandFeatureViews,
+    streamFeatureViews,
+    labelViews,
+    featureServices,
+    dataSources,
+    savedDatasets,
+    projects,
+  };
+
+  return assembleFeatureStoreData(objects, projectName);
+};
 
-          let projectDescription = undefined;
+// ---------------------------------------------------------------------------
+// Public hook
+// ---------------------------------------------------------------------------
 
-          // Find project description from the projects array
-          if (projectName === "all") {
-            projectDescription = "View data across all projects";
-          } else if (objects.projects && objects.projects.length > 0) {
-            const currentProject = objects.projects.find(
-              (p: any) => p?.spec?.name === resolvedProjectName,
-            );
-            if (currentProject?.spec) {
-              projectDescription = currentProject.spec.description;
-            }
-          }
+const useLoadRegistry = (url: string, projectName?: string) => {
+  const { fetchOptions } = useDataMode();
 
-          return {
-            project: resolvedProjectName,
-            description: projectDescription,
-            objects,
-            mergedFVMap,
-            mergedFVList,
-            relationships,
-            indirectRelationships,
-            allFeatures,
-            permissions:
-              objects.permissions && objects.permissions.length > 0
-                ? objects.permissions
-                : [
-                    {
-                      spec: {
-                        name: "zipcode-features-reader",
-                        types: [2], // FeatureView
-                        name_patterns: ["zipcode_features"],
-                        policy: { roles: ["analyst", "data_scientist"] },
-                        actions: [1, 4, 5], // DESCRIBE, READ_ONLINE, READ_OFFLINE
-                      },
-                    },
-                    {
-                      spec: {
-                        name: "zipcode-source-writer",
-                        types: [7], // FileSource
-                        name_patterns: ["zipcode"],
-                        policy: { roles: ["admin", "data_engineer"] },
-                        actions: [0, 2, 7], // CREATE, UPDATE, WRITE_OFFLINE
-                      },
-                    },
-                    {
-                      spec: {
-                        name: "credit-score-v1-reader",
-                        types: [6], // FeatureService
-                        name_patterns: ["credit_score_v1"],
-                        policy: { roles: ["model_user", "data_scientist"] },
-                        actions: [1, 4], // DESCRIBE, READ_ONLINE
-                      },
-                    },
-                    {
-                      spec: {
-                        name: "risky-features-reader",
-                        types: [2, 6], // FeatureView, FeatureService
-                        name_patterns: [],
-                        required_tags: { stage: "prod" },
-                        policy: { roles: ["trusted_analyst"] },
-                        actions: [5], // READ_OFFLINE
-                      },
-                    },
-                  ],
-          };
-        });
-    },
+  return useQuery(
+    ["registry-rest-bulk", url, projectName || "all"],
+    () => fetchREST(url, projectName, fetchOptions),
     {
-      staleTime: Infinity, // Given that we are reading from a registry dump, this seems reasonable for now.
+      staleTime: 30_000,
+      enabled: !!url,
     },
   );
 };
diff --git a/ui/src/queries/useLoadRunHistory.ts b/ui/src/queries/useLoadRunHistory.ts
new file mode 100644
index 00000000000..eddc82a1be9
--- /dev/null
+++ b/ui/src/queries/useLoadRunHistory.ts
@@ -0,0 +1,66 @@
+import { useContext } from "react";
+import { useQuery } from "react-query";
+import RegistryPathContext from "../contexts/RegistryPathContext";
+import { useDataMode } from "../contexts/DataModeContext";
+import restFetch from "./restApiClient";
+
+export interface RunSummary {
+  run_id: string;
+  job_namespace: string;
+  job_name: string;
+  state: string;
+  started_at: number | null;
+  ended_at: number | null;
+  updated_at: number;
+}
+
+export interface RunIOEntry {
+  namespace: string;
+  name: string;
+  facets?: Record<string, any> | null;
+}
+
+export interface RunDetail extends RunSummary {
+  inputs: RunIOEntry[];
+  outputs: RunIOEntry[];
+  facets?: Record<string, any> | null;
+}
+
+const useRunHistory = (jobNamespace?: string, jobName?: string) => {
+  const registryUrl = useContext(RegistryPathContext);
+  const { fetchOptions } = useDataMode();
+
+  const params = new URLSearchParams();
+  if (jobNamespace) params.set("job_namespace", jobNamespace);
+  if (jobName) params.set("job_name", jobName);
+  params.set("limit", "50");
+
+  return useQuery<{ runs: RunSummary[]; total: number }>(
+    ["openlineage-runs", jobNamespace, jobName],
+    () =>
+      restFetch(
+        registryUrl,
+        `/lineage/openlineage/runs?${params.toString()}`,
+        fetchOptions,
+      ),
+    { enabled: !!registryUrl && !!jobNamespace && !!jobName },
+  );
+};
+
+const useRunDetail = (runId?: string) => {
+  const registryUrl = useContext(RegistryPathContext);
+  const { fetchOptions } = useDataMode();
+
+  return useQuery<RunDetail>(
+    ["openlineage-run-detail", runId],
+    () =>
+      restFetch<RunDetail>(
+        registryUrl,
+        `/lineage/openlineage/runs/${runId}`,
+        fetchOptions,
+      ),
+    { enabled: !!registryUrl && !!runId },
+  );
+};
+
+export { useRunHistory, useRunDetail };
diff --git a/ui/src/queries/useMonitoringApi.ts b/ui/src/queries/useMonitoringApi.ts
new file mode 100644
index 00000000000..73a9b16e3fd
--- /dev/null
+++ b/ui/src/queries/useMonitoringApi.ts
@@ -0,0 +1,318 @@
+import { useContext } from "react";
+import { useQuery, useMutation, useQueryClient } from "react-query";
+import MonitoringContext from "../contexts/MonitoringContext";
+import { useDataMode } from "../contexts/DataModeContext";
+import type { FetchOptions } from "../contexts/DataModeContext";
+
+interface FeatureMetric {
+  project_id: string;
+  feature_view_name: string;
+  feature_name: string;
+  metric_date: string;
+  granularity: string;
+  data_source_type: string;
+  computed_at: string;
+  is_baseline: boolean;
+  feature_type: string;
+  row_count: number;
+  null_count: number;
+  null_rate: number;
+  mean: number | null;
+  stddev: number | null;
+  min_val: number | null;
+  max_val: number | null;
+  p50: number | null;
+  p75: number | null;
+  p90: number | null;
+  p95: number | null;
+  p99: number | null;
+  histogram: NumericHistogram | CategoricalHistogram | null;
+}
+
+interface NumericHistogram {
+  bins: number[];
+  counts: number[];
+  bin_width: number;
+}
+
+interface CategoricalHistogram {
+  values: { value: string; count: number }[];
+  other_count: number;
+  unique_count: number;
+}
+
+interface FeatureViewMetric {
+  project_id: string;
+  feature_view_name: string;
+  metric_date: string;
+  granularity: string;
+  data_source_type: string;
+  computed_at: string;
+  is_baseline: boolean;
+  total_row_count: number;
+  total_features: number;
+  features_with_nulls: number;
+  avg_null_rate: number;
+  max_null_rate: number;
+}
+
+interface FeatureServiceMetric {
+  project_id: string;
+  feature_service_name: string;
+  metric_date: string;
+  granularity: string;
+  data_source_type: string;
+  computed_at: string;
+  is_baseline: boolean;
+  total_feature_views: number;
+  total_features: number;
+  avg_null_rate: number;
+  max_null_rate: number;
+}
+
+interface MonitoringFilters {
+  project: string;
+  feature_view_name?: string;
+  feature_name?: string;
+  feature_service_name?: string;
+  granularity?: string;
+  data_source_type?: string;
+  start_date?: string;
+  end_date?: string;
+  is_baseline?: boolean;
+}
+
+const toQueryParams = (
+  filters: MonitoringFilters,
+): Record<string, string | undefined> => {
+  return {
+    project: filters.project,
+    feature_view_name: filters.feature_view_name,
+    feature_name: filters.feature_name,
+    feature_service_name: filters.feature_service_name,
+    granularity: filters.granularity,
+    data_source_type: filters.data_source_type,
+    start_date: filters.start_date,
+    end_date: filters.end_date,
+    is_baseline: filters.is_baseline ? "true" : undefined,
+  };
+};
+
+const buildQueryString = (params: Record<string, string | undefined>) => {
+  const entries = Object.entries(params).filter(
+    ([, v]) => v !== undefined && v !== "",
+  );
+  if (entries.length === 0) return "";
+  return (
+    "?" + entries.map(([k, v]) => `${k}=${encodeURIComponent(v!)}`).join("&")
+  );
+};
+
+class MonitoringApiError extends Error {
+  status: number;
+  constructor(status: number, message: string) {
+    super(message);
+    this.status = status;
+  }
+}
+
+const fetchMonitoring = async <T>(
+  baseUrl: string,
+  path: string,
+  params: Record<string, string | undefined>,
+  fetchOptions?: FetchOptions,
+): Promise<T> => {
+  const qs = buildQueryString(params);
+  const res = await fetch(`${baseUrl}${path}${qs}`, {
+    method: "GET",
+    headers: {
+      Accept: "application/json",
+      ...fetchOptions?.headers,
+    },
+    credentials: fetchOptions?.credentials,
+  });
+  if (!res.ok) {
+    throw new MonitoringApiError(
+      res.status,
+      `Failed to fetch ${path}: ${res.status} ${res.statusText}`,
+    );
+  }
+  const text = await res.text();
+  const sanitized = text
+    .replace(/:\s*NaN/g, ": null")
+    .replace(/:\s*Infinity/g, ": null")
+    .replace(/:\s*-Infinity/g, ": null");
+  return JSON.parse(sanitized);
+};
+
+const isServiceUnavailable = (error: unknown): boolean =>
+  error instanceof MonitoringApiError && error.status === 503;
+
+const STALE_TIME = 30_000;
+
+const useFeatureMetrics = (filters: MonitoringFilters) => {
+  const { apiBaseUrl } = useContext(MonitoringContext);
+  const { fetchOptions } = useDataMode();
+  const path = filters.is_baseline
+    ? "/monitoring/metrics/baseline"
+    : "/monitoring/metrics/features";
+  return useQuery<FeatureMetric[]>(
+    ["monitoring-features", filters],
+    () =>
+      fetchMonitoring<FeatureMetric[]>(
+        apiBaseUrl,
+        path,
+        toQueryParams(filters),
+        fetchOptions,
+      ),
+    { staleTime: STALE_TIME, retry: 1 },
+  );
+};
+
+const aggregateToFeatureViewMetrics = (
+  features: FeatureMetric[],
+): FeatureViewMetric[] => {
+  const grouped = new Map<string, FeatureMetric[]>();
+  for (const f of features) {
+    const key = f.feature_view_name;
+    if (!grouped.has(key)) grouped.set(key, []);
+    grouped.get(key)!.push(f);
+  }
+  return Array.from(grouped.entries()).map(([fvName, feats]) => {
+    const nullRates = feats.map((f) => f.null_rate ?? 0);
+    const maxRowCount = Math.max(...feats.map((f) => f.row_count ?? 0));
+    return {
+      project_id: feats[0].project_id,
+      feature_view_name: fvName,
+      metric_date: feats[0].metric_date,
+      granularity: feats[0].granularity,
+      data_source_type: feats[0].data_source_type,
+      computed_at: feats[0].computed_at,
+      is_baseline: feats[0].is_baseline,
+      total_row_count: maxRowCount,
+      total_features: feats.length,
+      features_with_nulls: feats.filter((f) => (f.null_count ?? 0) > 0).length,
+      avg_null_rate:
+        nullRates.length > 0
+          ? nullRates.reduce((a, b) => a + b, 0) / nullRates.length
+          : 0,
+      max_null_rate: nullRates.length > 0 ? Math.max(...nullRates) : 0,
+    };
+  });
+};
+
+const useFeatureViewMetrics = (filters: MonitoringFilters) => {
+  const { apiBaseUrl } = useContext(MonitoringContext);
+  const { fetchOptions } = useDataMode();
+  const isBaseline = !!filters.is_baseline;
+  return useQuery<FeatureViewMetric[]>(
+    ["monitoring-feature-views", filters],
+    async () => {
+      if (isBaseline) {
+        const features = await fetchMonitoring<FeatureMetric[]>(
+          apiBaseUrl,
+          "/monitoring/metrics/baseline",
+          toQueryParams(filters),
+          fetchOptions,
+        );
+        return aggregateToFeatureViewMetrics(features);
+      }
+      return fetchMonitoring<FeatureViewMetric[]>(
+        apiBaseUrl,
+        "/monitoring/metrics/feature_views",
+        toQueryParams(filters),
+        fetchOptions,
+      );
+    },
+    { staleTime: STALE_TIME, retry: 1 },
+  );
+};
+
+const useFeatureServiceMetrics = (filters: MonitoringFilters) => {
+  const { apiBaseUrl } = useContext(MonitoringContext);
+  const { fetchOptions } = useDataMode();
+  return useQuery<FeatureServiceMetric[]>(
+    ["monitoring-feature-services", filters],
+    () =>
+      fetchMonitoring<FeatureServiceMetric[]>(
+        apiBaseUrl,
+        "/monitoring/metrics/feature_services",
+        toQueryParams(filters),
+        fetchOptions,
+      ),
+    { staleTime: STALE_TIME, retry: 1 },
+  );
+};
+
+const useBaselineMetrics = (
+  project: string,
+  featureViewName?: string,
+  featureName?: string,
+  dataSourceType?: string,
+) => {
+  const { apiBaseUrl } = useContext(MonitoringContext);
+  const { fetchOptions } = useDataMode();
+  return useQuery<FeatureMetric[]>(
+    ["monitoring-baseline", project, featureViewName, featureName],
+    () =>
+      fetchMonitoring<FeatureMetric[]>(
+        apiBaseUrl,
+        "/monitoring/metrics/baseline",
+        {
+          project,
+          feature_view_name: featureViewName,
+          feature_name: featureName,
+          data_source_type: dataSourceType,
+        },
+        fetchOptions,
+      ),
+    { staleTime: STALE_TIME, retry: 1 },
+  );
+};
+
+const useComputeMetrics = () => {
+  const { apiBaseUrl } = useContext(MonitoringContext);
+  const { fetchOptions } = useDataMode();
+  const queryClient = useQueryClient();
+  return useMutation(
+    async (body: { project: string; feature_view_name?: string }) => {
+      const res = await fetch(`${apiBaseUrl}/monitoring/auto_compute`, {
+        method: "POST",
+        headers: {
+          "Content-Type": "application/json",
+          ...fetchOptions?.headers,
+        },
+        credentials: fetchOptions?.credentials,
+        body: JSON.stringify(body),
+      });
+      if (!res.ok) {
+        throw new Error(`Failed to trigger compute: ${res.status}`);
+      }
+      return res.json();
+    },
+    {
+      onSuccess: () => {
+        queryClient.invalidateQueries("monitoring-features");
+        queryClient.invalidateQueries("monitoring-feature-views");
+        queryClient.invalidateQueries("monitoring-feature-services");
+      },
+    },
+  );
+};
+
+export {
+  isServiceUnavailable,
+  useFeatureMetrics,
+  useFeatureViewMetrics,
+  useFeatureServiceMetrics,
+  useBaselineMetrics,
+  useComputeMetrics,
+};
+export type {
+  FeatureMetric,
+  FeatureViewMetric,
+  FeatureServiceMetric,
+  NumericHistogram,
+  CategoricalHistogram,
+  MonitoringFilters,
+};
diff --git a/ui/src/queries/useResourceQuery.ts b/ui/src/queries/useResourceQuery.ts
new file mode 100644
index 00000000000..b099d04fc4d
--- /dev/null
+++ b/ui/src/queries/useResourceQuery.ts
@@ -0,0 +1,242 @@
+import { useContext } from "react";
+import { useQuery } from "react-query";
+import RegistryPathContext from "../contexts/RegistryPathContext";
+import { useDataMode } from "../contexts/DataModeContext";
+import restFetch from "./restApiClient";
+import { RestApiError } from "./restApiClient";
+import { FEAST_FV_TYPES, genericFVType } from "../parsers/mergedFVTypes";
+
+interface ResourceQueryOptions<T> {
+  resourceType: string;
+  project?: string;
+  restPath: string;
+  restSelect?: (data: any) => T | undefined;
+  enabled?: boolean;
+}
+
+/**
+ * Generic hook for fetching a specific resource slice via REST API.
+ *
+ * Each caller fires its own lightweight endpoint request, and react-query
+ * deduplicates identical keys automatically.
+ */
+function useResourceQuery<T>({
+  resourceType,
+  project,
+  restPath,
+  restSelect,
+  enabled = true,
+}: ResourceQueryOptions<T>) {
+  const registryUrl = useContext(RegistryPathContext);
+  const { fetchOptions } = useDataMode();
+
+  const query = useQuery<any, Error, T | undefined>(
+    ["rest", resourceType, registryUrl, project || "all"],
+    () => restFetch<any>(registryUrl, restPath, fetchOptions),
+    {
+      enabled: !!registryUrl && enabled,
+      staleTime: 30_000,
+      select: restSelect,
+      retry: (failureCount, error) => {
+        if (error instanceof RestApiError && error.status === 403) return false;
+        return failureCount < 3;
+      },
+    },
+  );
+
+  const isPermissionDenied =
+    query.isError &&
+    query.error instanceof RestApiError &&
+    query.error.status === 403;
+
+  return { ...query, isPermissionDenied };
+}
+
+// ---------------------------------------------------------------------------
+// REST endpoint path builders
+// ---------------------------------------------------------------------------
+
+function entityListPath(project?: string): string {
+  if (project && project !== "all") {
+    return `/entities?project=${encodeURIComponent(project)}&include_relationships=true`;
+  }
+  return "/entities/all?limit=100&include_relationships=true";
+}
+
+function entityDetailPath(name: string, project: string): string {
+  return `/entities/${encodeURIComponent(name)}?project=${encodeURIComponent(project)}&include_relationships=true`;
+}
+
+function featureViewListPath(project?: string): string {
+  if (project && project !== "all") {
+    return `/feature_views?project=${encodeURIComponent(project)}&include_relationships=true`;
+  }
+  return "/feature_views/all?limit=100&include_relationships=true";
+}
+
+function featureViewDetailPath(name: string, project: string): string {
+  return `/feature_views/${encodeURIComponent(name)}?project=${encodeURIComponent(project)}&include_relationships=true`;
+}
+
+function featureServiceListPath(project?: string): string {
+  if (project && project !== "all") {
+    return `/feature_services?project=${encodeURIComponent(project)}&include_relationships=true`;
+  }
+  return "/feature_services/all?limit=100&include_relationships=true";
+}
+
+function featureServiceDetailPath(name: string, project: string): string {
+  return `/feature_services/${encodeURIComponent(name)}?project=${encodeURIComponent(project)}&include_relationships=true`;
+}
+
+function dataSourceListPath(project?: string): string {
+  if (project && project !== "all") {
+    return `/data_sources?project=${encodeURIComponent(project)}&include_relationships=true`;
+  }
+  return "/data_sources/all?limit=100&include_relationships=true";
+}
+
+function dataSourceDetailPath(name: string, project: string): string {
+  return `/data_sources/${encodeURIComponent(name)}?project=${encodeURIComponent(project)}&include_relationships=true`;
+}
+
+function savedDatasetListPath(project?: string): string {
+  if (project && project !== "all") {
+    return `/saved_datasets?project=${encodeURIComponent(project)}`;
+  }
+  return "/saved_datasets/all?limit=100";
+}
+
+function savedDatasetDetailPath(name: string, project: string): string {
+  return `/saved_datasets/${encodeURIComponent(name)}?project=${encodeURIComponent(project)}`;
+}
+
+function labelViewListPath(project?: string): string {
+  if (project && project !== "all") {
+    return `/label_views?project=${encodeURIComponent(project)}&include_relationships=true`;
+  }
+  return "/label_views/all?limit=100&include_relationships=true";
+}
+
+function labelViewDetailPath(name: string, project: string): string {
+  return `/label_views/${encodeURIComponent(name)}?project=${encodeURIComponent(project)}&include_relationships=true`;
+}
+
+function permissionListPath(project?: string): string {
+  if (project && project !== "all") {
+    return `/permissions?project=${encodeURIComponent(project)}`;
+  }
+  return `/permissions?project=default`;
+}
+
+function featuresListPath(project?: string): string {
+  if (project && project !== "all") {
+    return `/features?project=${encodeURIComponent(project)}`;
+  }
+  return "/features/all?limit=100";
+}
+
+function featureDetailPath(
+  featureViewName: string,
+  featureName: string,
+  project: string,
+): string {
+  return `/features/${encodeURIComponent(featureViewName)}/${encodeURIComponent(featureName)}?project=${encodeURIComponent(project)}`;
+}
+
+// ---------------------------------------------------------------------------
+// REST response → mergedFVList converter
+// ---------------------------------------------------------------------------
+
+function restFeatureViewsToMergedList(resp: any): genericFVType[] {
+  const featureViews = resp?.featureViews || [];
+  return featureViews
+    .filter((fv: any) => fv.type !== "labelView")
+    .map((fv: any) => {
+      const fvType = fv.type;
+      if (fvType === "onDemandFeatureView") {
+        return {
+          name: fv.spec?.name,
+          type: FEAST_FV_TYPES.ondemand,
+          features: fv.spec?.features || [],
+          object: fv,
+        };
+      }
+      if (fvType === "streamFeatureView") {
+        return {
+          name: fv.spec?.name,
+          type: FEAST_FV_TYPES.stream,
+          features: fv.spec?.features || [],
+          object: fv,
+        };
+      }
+      return {
+        name: fv.spec?.name,
+        type: FEAST_FV_TYPES.regular,
+        features: fv.spec?.features || [],
+        object: fv,
+      };
+    });
+}
+
+function restLabelViewsFromResponse(resp: any): any[] {
+  const featureViews = resp?.featureViews || [];
+  return featureViews.filter((fv: any) => fv.type === "labelView");
+}
+
+function restFeatureViewDetailToGeneric(resp: any): genericFVType | undefined {
+  if (!resp || !resp.spec) return undefined;
+  const fvType = resp.type;
+  if (fvType === "onDemandFeatureView") {
+    return {
+      name: resp.spec.name,
+      type: FEAST_FV_TYPES.ondemand,
+      features: resp.spec.features || [],
+      object: resp,
+    };
+  }
+  if (fvType === "streamFeatureView") {
+    return {
+      name: resp.spec.name,
+      type: FEAST_FV_TYPES.stream,
+      features: resp.spec.features || [],
+      object: resp,
+    };
+  }
+  if (fvType === "labelView") {
+    return {
+      name: resp.spec.name,
+      type: FEAST_FV_TYPES.label,
+      features: resp.spec.features || [],
+      object: resp,
+    };
+  }
+  return {
+    name: resp.spec.name,
+    type: FEAST_FV_TYPES.regular,
+    features: resp.spec.features || [],
+    object: resp,
+  };
+}
+
+export default useResourceQuery;
+export {
+  entityListPath,
+  entityDetailPath,
+  featureViewListPath,
+  featureViewDetailPath,
+  featureServiceListPath,
+  featureServiceDetailPath,
+  dataSourceListPath,
+  dataSourceDetailPath,
+  savedDatasetListPath,
+  savedDatasetDetailPath,
+  labelViewListPath,
+  labelViewDetailPath,
+  permissionListPath,
+  featuresListPath,
+  featureDetailPath,
+  restFeatureViewsToMergedList,
+  restFeatureViewDetailToGeneric,
+  restLabelViewsFromResponse,
+};
diff --git a/ui/src/setupProxy.js b/ui/src/setupProxy.js
new file mode 100644
index 00000000000..94762f63557
--- /dev/null
+++ b/ui/src/setupProxy.js
@@ -0,0 +1,332 @@
+const fs = require("fs");
+const path = require("path");
+const express = require("express");
+const { feast } = require("./protos");
+
+const registryBuf = fs.readFileSync(
+  path.resolve(__dirname, "../public/registry.db"),
+);
+const parsedRegistry = feast.core.Registry.decode(registryBuf);
+const projectsList = JSON.parse(
+  fs.readFileSync(path.resolve(__dirname, "../public/projects-list.json")),
+);
+
+const toJSON = (obj) => (obj && obj.toJSON ? obj.toJSON() : obj);
+
+const withType = (type) => (fv) => ({
+  ...toJSON(fv),
+  type,
+});
+
+const state = {
+  entities: (parsedRegistry.entities || []).map(toJSON),
+  featureViews: (parsedRegistry.featureViews || []).map(
+    withType("featureView"),
+  ),
+  onDemandFeatureViews: (parsedRegistry.onDemandFeatureViews || []).map(
+    withType("onDemandFeatureView"),
+  ),
+  streamFeatureViews: (parsedRegistry.streamFeatureViews || []).map(
+    withType("streamFeatureView"),
+  ),
+  featureServices: (parsedRegistry.featureServices || []).map(toJSON),
+  dataSources: (parsedRegistry.dataSources || []).map(toJSON),
+  savedDatasets: (parsedRegistry.savedDatasets || []).map(toJSON),
+  projects: (parsedRegistry.projects || []).map(toJSON),
+};
+
+const allFeatureViews = () => [
+  ...state.featureViews,
+  ...state.onDemandFeatureViews,
+  ...state.streamFeatureViews,
+];
+
+const objectProject = (obj) => obj?.spec?.project || obj?.project;
+
+const filterByProject = (items, project) => {
+  if (!project || project === "all") return items;
+  return items.filter((item) => objectProject(item) === project);
+};
+
+const allFeatures = (project) =>
+  filterByProject(allFeatureViews(), project).flatMap((fv) =>
+    (fv?.spec?.features || []).map((feature) => ({
+      name: feature.name,
+      featureViewName: fv.spec?.name,
+      valueType: feature.valueType,
+      project: fv.spec?.project,
+    })),
+  );
+
+const responseList = (res, key, items) => {
+  res.json({
+    [key]: items,
+    pagination: {},
+    relationships: {},
+  });
+};
+
+const findByName = (items, name) =>
+  items.find((item) => item?.spec?.name === name || item?.name === name);
+
+const entityPayloadToResource = (payload) => ({
+  spec: {
+    name: payload.name,
+    joinKey: payload.join_key || payload.name,
+    valueType: payload.value_type,
+    description: payload.description || "",
+    tags: payload.tags || {},
+    owner: payload.owner || "",
+    project: payload.project,
+  },
+  meta: {},
+});
+
+const dataSourcePayloadToResource = (payload) => ({
+  name: payload.name,
+  type: payload.type,
+  timestampField: payload.timestamp_field,
+  fieldMapping: payload.field_mapping || {},
+  description: payload.description || "",
+  tags: payload.tags || {},
+  owner: payload.owner || "",
+  project: payload.project,
+  fileOptions: payload.file_options,
+  bigqueryOptions: payload.bigquery_options,
+  snowflakeOptions: payload.snowflake_options,
+  redshiftOptions: payload.redshift_options,
+  kafkaOptions: payload.kafka_options,
+  sparkOptions: payload.spark_options,
+});
+
+const featureViewPayloadToResource = (payload) => ({
+  spec: {
+    name: payload.name,
+    description: payload.description || "",
+    owner: payload.owner || "",
+    entities: payload.entities || [],
+    features: payload.features || [],
+    ttl: payload.ttl,
+    online: payload.online,
+    tags: payload.tags || {},
+    project: payload.project,
+    batchSource: payload.batch_source
+      ? { name: payload.batch_source }
+      : undefined,
+  },
+  meta: {},
+  type: "featureView",
+});
+
+module.exports = function setupProxy(app) {
+  app.use("/api/v1", express.json());
+
+  app.get("/projects-list.json", (_req, res) => {
+    res.json({
+      ...projectsList,
+      projects: projectsList.projects.map((project) =>
+        project.id === "credit_scoring_aws"
+          ? { ...project, registryPath: "/api/v1" }
+          : project,
+      ),
+    });
+  });
+
+  app.get("/api/v1/entities/all", (_req, res) =>
+    responseList(res, "entities", state.entities),
+  );
+  app.get("/api/v1/feature_views/all", (_req, res) =>
+    responseList(res, "featureViews", allFeatureViews()),
+  );
+  app.get("/api/v1/feature_services/all", (_req, res) =>
+    responseList(res, "featureServices", state.featureServices),
+  );
+  app.get("/api/v1/data_sources/all", (_req, res) =>
+    responseList(res, "dataSources", state.dataSources),
+  );
+  app.get("/api/v1/saved_datasets/all", (_req, res) =>
+    responseList(res, "savedDatasets", state.savedDatasets),
+  );
+  app.get("/api/v1/features/all", (_req, res) =>
+    responseList(res, "features", allFeatures()),
+  );
+  app.get("/api/v1/label_views/all", (_req, res) =>
+    responseList(res, "featureViews", []),
+  );
+
+  app.get("/api/v1/entities", (req, res) =>
+    responseList(
+      res,
+      "entities",
+      filterByProject(state.entities, req.query.project),
+    ),
+  );
+  app.get("/api/v1/feature_views", (req, res) =>
+    responseList(
+      res,
+      "featureViews",
+      filterByProject(allFeatureViews(), req.query.project),
+    ),
+  );
+  app.get("/api/v1/feature_services", (req, res) =>
+    responseList(
+      res,
+      "featureServices",
+      filterByProject(state.featureServices, req.query.project),
+    ),
+  );
+  app.get("/api/v1/data_sources", (req, res) =>
+    responseList(
+      res,
+      "dataSources",
+      filterByProject(state.dataSources, req.query.project),
+    ),
+  );
+  app.get("/api/v1/saved_datasets", (req, res) =>
+    responseList(
+      res,
+      "savedDatasets",
+      filterByProject(state.savedDatasets, req.query.project),
+    ),
+  );
+  app.get("/api/v1/features", (req, res) =>
+    responseList(res, "features", allFeatures(req.query.project)),
+  );
+  app.get("/api/v1/label_views", (_req, res) =>
+    responseList(res, "featureViews", []),
+  );
+  app.get("/api/v1/labels", (_req, res) => responseList(res, "labels", []));
+  app.get("/api/v1/projects", (_req, res) =>
+    responseList(res, "projects", state.projects),
+  );
+  app.get("/api/v1/permissions", (_req, res) =>
+    responseList(res, "permissions", []),
+  );
+  app.get("/api/v1/metrics/:type", (_req, res) => res.json({}));
+
+  app.get("/api/v1/entities/:name", (req, res) => {
+    const entity = findByName(state.entities, req.params.name);
+    if (!entity) return res.status(404).json({ detail: "Not found" });
+    return res.json(entity);
+  });
+  app.get("/api/v1/feature_views/:name", (req, res) => {
+    const featureView = findByName(allFeatureViews(), req.params.name);
+    if (!featureView) return res.status(404).json({ detail: "Not found" });
+    return res.json(featureView);
+  });
+  app.get("/api/v1/feature_services/:name", (req, res) => {
+    const featureService = findByName(state.featureServices, req.params.name);
+    if (!featureService) return res.status(404).json({ detail: "Not found" });
+    return res.json(featureService);
+  });
+  app.get("/api/v1/data_sources/:name", (req, res) => {
+    const dataSource = findByName(state.dataSources, req.params.name);
+    if (!dataSource) return res.status(404).json({ detail: "Not found" });
+    return res.json(dataSource);
+  });
+  app.get("/api/v1/saved_datasets/:name", (req, res) => {
+    const savedDataset = findByName(state.savedDatasets, req.params.name);
+    if (!savedDataset) return res.status(404).json({ detail: "Not found" });
+    return res.json(savedDataset);
+  });
+  app.get("/api/v1/features/:fvName/:featureName", (req, res) => {
+    const featureView = findByName(allFeatureViews(), req.params.fvName);
+    const feature = featureView?.spec?.features?.find(
+      (f) => f.name === req.params.featureName,
+    );
+    if (!feature) return res.status(404).json({ detail: "Not found" });
+    return res.json({
+      featureViewName: req.params.fvName,
+      featureName: req.params.featureName,
+      feature,
+      featureView,
+    });
+  });
+
+  app.post("/api/v1/entities", (req, res) => {
+    const body = req.body || {};
+    const existingIndex = state.entities.findIndex(
+      (entity) => entity?.spec?.name === body.name,
+    );
+    const entity = entityPayloadToResource(body);
+    if (existingIndex >= 0) {
+      state.entities[existingIndex] = entity;
+    } else {
+      state.entities.push(entity);
+    }
+    res.json({
+      name: body.name,
+      project: body.project,
+      status: "applied",
+    });
+  });
+
+  app.post("/api/v1/data_sources", (req, res) => {
+    const body = req.body || {};
+    const existingIndex = state.dataSources.findIndex(
+      (dataSource) => dataSource?.name === body.name,
+    );
+    const dataSource = dataSourcePayloadToResource(body);
+    if (existingIndex >= 0) {
+      state.dataSources[existingIndex] = dataSource;
+    } else {
+      state.dataSources.push(dataSource);
+    }
+    res.json({
+      name: body.name,
+      project: body.project,
+      status: "applied",
+    });
+  });
+
+  app.post("/api/v1/feature_views", (req, res) => {
+    const body = req.body || {};
+    const existingIndex = state.featureViews.findIndex(
+      (featureView) => featureView?.spec?.name === body.name,
+    );
+    const featureView = featureViewPayloadToResource(body);
+    if (existingIndex >= 0) {
+      state.featureViews[existingIndex] = featureView;
+    } else {
+      state.featureViews.push(featureView);
+    }
+    res.json({
+      name: body.name,
+      project: body.project,
+      status: "applied",
+    });
+  });
+
+  app.delete("/api/v1/entities/:name", (req, res) => {
+    state.entities = state.entities.filter(
+      (entity) => entity?.spec?.name !== req.params.name,
+    );
+    res.json({
+      name: req.params.name,
+      project: req.query.project,
+      status: "deleted",
+    });
+  });
+
+  app.delete("/api/v1/data_sources/:name", (req, res) => {
+    state.dataSources = state.dataSources.filter(
+      (dataSource) => dataSource?.name !== req.params.name,
+    );
+    res.json({
+      name: req.params.name,
+      project: req.query.project,
+      status: "deleted",
+    });
+  });
+
+  app.delete("/api/v1/feature_views/:name", (req, res) => {
+    state.featureViews = state.featureViews.filter(
+      (featureView) => featureView?.spec?.name !== req.params.name,
+    );
+    res.json({
+      name: req.params.name,
+      project: req.query.project,
+      status: "deleted",
+    });
+  });
+};
diff --git a/ui/src/utils/permissionUtils.ts b/ui/src/utils/permissionUtils.ts
index 9caa162ec1c..2f1f8e06628 100644
--- a/ui/src/utils/permissionUtils.ts
+++ b/ui/src/utils/permissionUtils.ts
@@ -1,5 +1,15 @@
 import { FEAST_FCO_TYPES } from "../parsers/types";
-import { feast } from "../protos";
+
+/**
+ * Test if a regex pattern is potentially vulnerable to catastrophic backtracking.
+ * Rejects patterns with nested quantifiers like (a+)+ or (a*)*
+ */
+const isSafePattern = (pattern: string): boolean => {
+  if (pattern.length > 1000) return false;
+  // Reject nested quantifiers: a quantifier applied to a group containing a quantifier
+  if (/(\([^)]*[+*][^)]*\))[+*{]/.test(pattern)) return false;
+  return true;
+};
 
 /**
  * Get permissions for a specific entity
@@ -43,6 +53,9 @@ export const getEntityPermissions = (
       matchesName = true; // If no name patterns, matches all names
     } else {
       matchesName = permission.spec?.name_patterns?.some((pattern: string) => {
+        if (!pattern || !isSafePattern(pattern)) {
+          return pattern === entityName;
+        }
         try {
           const regex = new RegExp(pattern);
           return regex.test(entityName);
diff --git a/ui/src/utils/timestamp.ts b/ui/src/utils/timestamp.ts
index 390195f467b..5c85bc0de65 100644
--- a/ui/src/utils/timestamp.ts
+++ b/ui/src/utils/timestamp.ts
@@ -1,13 +1,20 @@
 import Long from "long";
 import { google } from "../protos";
 
-export function toDate(ts: google.protobuf.ITimestamp) {
-  var seconds: number;
-  if (ts.seconds instanceof Long) {
-    seconds = ts.seconds.low;
-  } else {
-    seconds = ts.seconds!;
+export function toDate(ts: google.protobuf.ITimestamp | string | any): Date {
+  if (typeof ts === "string") {
+    return new Date(ts);
   }
 
-  return new Date(seconds * 1000);
+  if (ts && ts.seconds != null) {
+    var seconds: number;
+    if (ts.seconds instanceof Long) {
+      seconds = ts.seconds.low;
+    } else {
+      seconds = ts.seconds;
+    }
+    return new Date(seconds * 1000);
+  }
+
+  return new Date(NaN);
 }
diff --git a/ui/yarn.lock b/ui/yarn.lock
index e0fa4f12a72..cb5589a81f9 100644
--- a/ui/yarn.lock
+++ b/ui/yarn.lock
@@ -4,12 +4,12 @@
 
 "@adobe/css-tools@^4.4.0":
   version "4.4.4"
-  resolved "https://registry.yarnpkg.com/@adobe/css-tools/-/css-tools-4.4.4.tgz#2856c55443d3d461693f32d2b96fb6ea92e1ffa9"
+  resolved "https://registry.npmjs.org/@adobe/css-tools/-/css-tools-4.4.4.tgz"
   integrity sha512-Elp+iwUx5rN5+Y8xLt5/GRoG20WGoDCQ/1Fb+1LiGtvwbDavuSk0jhD/eZdckHAuzcDzccnkv+rEjyWfRx18gg==
 
 "@apideck/better-ajv-errors@^0.3.1":
   version "0.3.6"
-  resolved "https://registry.yarnpkg.com/@apideck/better-ajv-errors/-/better-ajv-errors-0.3.6.tgz#957d4c28e886a64a8141f7522783be65733ff097"
+  resolved "https://registry.npmjs.org/@apideck/better-ajv-errors/-/better-ajv-errors-0.3.6.tgz"
   integrity sha512-P+ZygBLZtkp0qqOAJJVX4oX/sFo5JR3eBWwwuqHHhK0GIgQOKWrAfiAaWX0aArHkRWHMuggFEgAZNxVPwPZYaA==
   dependencies:
     json-schema "^0.4.0"
@@ -18,7 +18,7 @@
 
 "@babel/code-frame@^7.0.0", "@babel/code-frame@^7.10.4", "@babel/code-frame@^7.12.13", "@babel/code-frame@^7.16.0", "@babel/code-frame@^7.27.1", "@babel/code-frame@^7.8.3":
   version "7.27.1"
-  resolved "https://registry.yarnpkg.com/@babel/code-frame/-/code-frame-7.27.1.tgz#200f715e66d52a23b221a9435534a91cc13ad5be"
+  resolved "https://registry.npmjs.org/@babel/code-frame/-/code-frame-7.27.1.tgz"
   integrity sha512-cjQ7ZlQ0Mv3b47hABuTevyTuYN4i+loJKGeV9flcCgIK37cCXRh+L1bd3iBHlynerhQ7BhCkn2BPbQUL+rGqFg==
   dependencies:
     "@babel/helper-validator-identifier" "^7.27.1"
@@ -27,12 +27,12 @@
 
 "@babel/compat-data@^7.27.2", "@babel/compat-data@^7.27.7", "@babel/compat-data@^7.28.5":
   version "7.28.5"
-  resolved "https://registry.yarnpkg.com/@babel/compat-data/-/compat-data-7.28.5.tgz#a8a4962e1567121ac0b3b487f52107443b455c7f"
+  resolved "https://registry.npmjs.org/@babel/compat-data/-/compat-data-7.28.5.tgz"
   integrity sha512-6uFXyCayocRbqhZOB+6XcuZbkMNimwfVGFji8CTZnCzOHVGvDqzvitu1re2AU5LROliz7eQPhB8CpAMvnx9EjA==
 
 "@babel/core@^7.1.0", "@babel/core@^7.11.1", "@babel/core@^7.11.6", "@babel/core@^7.12.3", "@babel/core@^7.16.0", "@babel/core@^7.21.3", "@babel/core@^7.23.9", "@babel/core@^7.25.8":
   version "7.28.5"
-  resolved "https://registry.yarnpkg.com/@babel/core/-/core-7.28.5.tgz#4c81b35e51e1b734f510c99b07dfbc7bbbb48f7e"
+  resolved "https://registry.npmjs.org/@babel/core/-/core-7.28.5.tgz"
   integrity sha512-e7jT4DxYvIDLk1ZHmU/m/mB19rex9sv0c2ftBtjSBv+kVM/902eh0fINUzD7UwLLNR+jU585GxUJ8/EBfAM5fw==
   dependencies:
     "@babel/code-frame" "^7.27.1"
@@ -53,7 +53,7 @@
 
 "@babel/eslint-parser@^7.16.3":
   version "7.28.5"
-  resolved "https://registry.yarnpkg.com/@babel/eslint-parser/-/eslint-parser-7.28.5.tgz#0b8883a4a1c2cbed7b3cd9d7765d80e8f480b9ae"
+  resolved "https://registry.npmjs.org/@babel/eslint-parser/-/eslint-parser-7.28.5.tgz"
   integrity sha512-fcdRcWahONYo+JRnJg1/AekOacGvKx12Gu0qXJXFi2WBqQA1i7+O5PaxRB7kxE/Op94dExnCiiar6T09pvdHpA==
   dependencies:
     "@nicolo-ribaudo/eslint-scope-5-internals" "5.1.1-v1"
@@ -62,7 +62,7 @@
 
 "@babel/generator@^7.28.5", "@babel/generator@^7.7.2":
   version "7.28.5"
-  resolved "https://registry.yarnpkg.com/@babel/generator/-/generator-7.28.5.tgz#712722d5e50f44d07bc7ac9fe84438742dd61298"
+  resolved "https://registry.npmjs.org/@babel/generator/-/generator-7.28.5.tgz"
   integrity sha512-3EwLFhZ38J4VyIP6WNtt2kUdW9dokXA9Cr4IVIFHuCpZ3H8/YFOl5JjZHisrn1fATPBmKKqXzDFvh9fUwHz6CQ==
   dependencies:
     "@babel/parser" "^7.28.5"
@@ -73,14 +73,14 @@
 
 "@babel/helper-annotate-as-pure@^7.18.6", "@babel/helper-annotate-as-pure@^7.27.1", "@babel/helper-annotate-as-pure@^7.27.3":
   version "7.27.3"
-  resolved "https://registry.yarnpkg.com/@babel/helper-annotate-as-pure/-/helper-annotate-as-pure-7.27.3.tgz#f31fd86b915fc4daf1f3ac6976c59be7084ed9c5"
+  resolved "https://registry.npmjs.org/@babel/helper-annotate-as-pure/-/helper-annotate-as-pure-7.27.3.tgz"
   integrity sha512-fXSwMQqitTGeHLBC08Eq5yXz2m37E4pJX1qAU1+2cNedz/ifv/bVXft90VeSav5nFO61EcNgwr0aJxbyPaWBPg==
   dependencies:
     "@babel/types" "^7.27.3"
 
 "@babel/helper-compilation-targets@^7.27.1", "@babel/helper-compilation-targets@^7.27.2":
   version "7.27.2"
-  resolved "https://registry.yarnpkg.com/@babel/helper-compilation-targets/-/helper-compilation-targets-7.27.2.tgz#46a0f6efab808d51d29ce96858dd10ce8732733d"
+  resolved "https://registry.npmjs.org/@babel/helper-compilation-targets/-/helper-compilation-targets-7.27.2.tgz"
   integrity sha512-2+1thGUUWWjLTYTHZWK1n8Yga0ijBz1XAhUXcKy81rd5g6yh7hGqMp45v7cadSbEHc9G3OTv45SyneRN3ps4DQ==
   dependencies:
     "@babel/compat-data" "^7.27.2"
@@ -91,7 +91,7 @@
 
 "@babel/helper-create-class-features-plugin@^7.18.6", "@babel/helper-create-class-features-plugin@^7.21.0", "@babel/helper-create-class-features-plugin@^7.27.1", "@babel/helper-create-class-features-plugin@^7.28.3", "@babel/helper-create-class-features-plugin@^7.28.5":
   version "7.28.5"
-  resolved "https://registry.yarnpkg.com/@babel/helper-create-class-features-plugin/-/helper-create-class-features-plugin-7.28.5.tgz#472d0c28028850968979ad89f173594a6995da46"
+  resolved "https://registry.npmjs.org/@babel/helper-create-class-features-plugin/-/helper-create-class-features-plugin-7.28.5.tgz"
   integrity sha512-q3WC4JfdODypvxArsJQROfupPBq9+lMwjKq7C33GhbFYJsufD0yd/ziwD+hJucLeWsnFPWZjsU2DNFqBPE7jwQ==
   dependencies:
     "@babel/helper-annotate-as-pure" "^7.27.3"
@@ -104,7 +104,7 @@
 
 "@babel/helper-create-regexp-features-plugin@^7.18.6", "@babel/helper-create-regexp-features-plugin@^7.27.1":
   version "7.28.5"
-  resolved "https://registry.yarnpkg.com/@babel/helper-create-regexp-features-plugin/-/helper-create-regexp-features-plugin-7.28.5.tgz#7c1ddd64b2065c7f78034b25b43346a7e19ed997"
+  resolved "https://registry.npmjs.org/@babel/helper-create-regexp-features-plugin/-/helper-create-regexp-features-plugin-7.28.5.tgz"
   integrity sha512-N1EhvLtHzOvj7QQOUCCS3NrPJP8c5W6ZXCHDn7Yialuy1iu4r5EmIYkXlKNqT99Ciw+W0mDqWoR6HWMZlFP3hw==
   dependencies:
     "@babel/helper-annotate-as-pure" "^7.27.3"
@@ -113,7 +113,7 @@
 
 "@babel/helper-define-polyfill-provider@^0.6.5":
   version "0.6.5"
-  resolved "https://registry.yarnpkg.com/@babel/helper-define-polyfill-provider/-/helper-define-polyfill-provider-0.6.5.tgz#742ccf1cb003c07b48859fc9fa2c1bbe40e5f753"
+  resolved "https://registry.npmjs.org/@babel/helper-define-polyfill-provider/-/helper-define-polyfill-provider-0.6.5.tgz"
   integrity sha512-uJnGFcPsWQK8fvjgGP5LZUZZsYGIoPeRjSF5PGwrelYgq7Q15/Ft9NGFp1zglwgIv//W0uG4BevRuSJRyylZPg==
   dependencies:
     "@babel/helper-compilation-targets" "^7.27.2"
@@ -124,12 +124,12 @@
 
 "@babel/helper-globals@^7.28.0":
   version "7.28.0"
-  resolved "https://registry.yarnpkg.com/@babel/helper-globals/-/helper-globals-7.28.0.tgz#b9430df2aa4e17bc28665eadeae8aa1d985e6674"
+  resolved "https://registry.npmjs.org/@babel/helper-globals/-/helper-globals-7.28.0.tgz"
   integrity sha512-+W6cISkXFa1jXsDEdYA8HeevQT/FULhxzR99pxphltZcVaugps53THCeiWA8SguxxpSp3gKPiuYfSWopkLQ4hw==
 
 "@babel/helper-member-expression-to-functions@^7.27.1", "@babel/helper-member-expression-to-functions@^7.28.5":
   version "7.28.5"
-  resolved "https://registry.yarnpkg.com/@babel/helper-member-expression-to-functions/-/helper-member-expression-to-functions-7.28.5.tgz#f3e07a10be37ed7a63461c63e6929575945a6150"
+  resolved "https://registry.npmjs.org/@babel/helper-member-expression-to-functions/-/helper-member-expression-to-functions-7.28.5.tgz"
   integrity sha512-cwM7SBRZcPCLgl8a7cY0soT1SptSzAlMH39vwiRpOQkJlh53r5hdHwLSCZpQdVLT39sZt+CRpNwYG4Y2v77atg==
   dependencies:
     "@babel/traverse" "^7.28.5"
@@ -137,7 +137,7 @@
 
 "@babel/helper-module-imports@^7.10.4", "@babel/helper-module-imports@^7.16.7", "@babel/helper-module-imports@^7.27.1":
   version "7.27.1"
-  resolved "https://registry.yarnpkg.com/@babel/helper-module-imports/-/helper-module-imports-7.27.1.tgz#7ef769a323e2655e126673bb6d2d6913bbead204"
+  resolved "https://registry.npmjs.org/@babel/helper-module-imports/-/helper-module-imports-7.27.1.tgz"
   integrity sha512-0gSFWUPNXNopqtIPQvlD5WgXYI5GY2kP2cCvoT8kczjbfcfuIljTbcWrulD1CIPIX2gt1wghbDy08yE1p+/r3w==
   dependencies:
     "@babel/traverse" "^7.27.1"
@@ -145,7 +145,7 @@
 
 "@babel/helper-module-transforms@^7.27.1", "@babel/helper-module-transforms@^7.28.3":
   version "7.28.3"
-  resolved "https://registry.yarnpkg.com/@babel/helper-module-transforms/-/helper-module-transforms-7.28.3.tgz#a2b37d3da3b2344fe085dab234426f2b9a2fa5f6"
+  resolved "https://registry.npmjs.org/@babel/helper-module-transforms/-/helper-module-transforms-7.28.3.tgz"
   integrity sha512-gytXUbs8k2sXS9PnQptz5o0QnpLL51SwASIORY6XaBKF88nsOT0Zw9szLqlSGQDP/4TljBAD5y98p2U1fqkdsw==
   dependencies:
     "@babel/helper-module-imports" "^7.27.1"
@@ -154,19 +154,19 @@
 
 "@babel/helper-optimise-call-expression@^7.27.1":
   version "7.27.1"
-  resolved "https://registry.yarnpkg.com/@babel/helper-optimise-call-expression/-/helper-optimise-call-expression-7.27.1.tgz#c65221b61a643f3e62705e5dd2b5f115e35f9200"
+  resolved "https://registry.npmjs.org/@babel/helper-optimise-call-expression/-/helper-optimise-call-expression-7.27.1.tgz"
   integrity sha512-URMGH08NzYFhubNSGJrpUEphGKQwMQYBySzat5cAByY1/YgIRkULnIy3tAMeszlL/so2HbeilYloUmSpd7GdVw==
   dependencies:
     "@babel/types" "^7.27.1"
 
 "@babel/helper-plugin-utils@^7.0.0", "@babel/helper-plugin-utils@^7.10.4", "@babel/helper-plugin-utils@^7.12.13", "@babel/helper-plugin-utils@^7.14.5", "@babel/helper-plugin-utils@^7.18.6", "@babel/helper-plugin-utils@^7.20.2", "@babel/helper-plugin-utils@^7.27.1", "@babel/helper-plugin-utils@^7.8.0":
   version "7.27.1"
-  resolved "https://registry.yarnpkg.com/@babel/helper-plugin-utils/-/helper-plugin-utils-7.27.1.tgz#ddb2f876534ff8013e6c2b299bf4d39b3c51d44c"
+  resolved "https://registry.npmjs.org/@babel/helper-plugin-utils/-/helper-plugin-utils-7.27.1.tgz"
   integrity sha512-1gn1Up5YXka3YYAHGKpbideQ5Yjf1tDa9qYcgysz+cNCXukyLl6DjPXhD3VRwSb8c0J9tA4b2+rHEZtc6R0tlw==
 
 "@babel/helper-remap-async-to-generator@^7.27.1":
   version "7.27.1"
-  resolved "https://registry.yarnpkg.com/@babel/helper-remap-async-to-generator/-/helper-remap-async-to-generator-7.27.1.tgz#4601d5c7ce2eb2aea58328d43725523fcd362ce6"
+  resolved "https://registry.npmjs.org/@babel/helper-remap-async-to-generator/-/helper-remap-async-to-generator-7.27.1.tgz"
   integrity sha512-7fiA521aVw8lSPeI4ZOD3vRFkoqkJcS+z4hFo82bFSH/2tNd6eJ5qCVMS5OzDmZh/kaHQeBaeyxK6wljcPtveA==
   dependencies:
     "@babel/helper-annotate-as-pure" "^7.27.1"
@@ -175,7 +175,7 @@
 
 "@babel/helper-replace-supers@^7.27.1":
   version "7.27.1"
-  resolved "https://registry.yarnpkg.com/@babel/helper-replace-supers/-/helper-replace-supers-7.27.1.tgz#b1ed2d634ce3bdb730e4b52de30f8cccfd692bc0"
+  resolved "https://registry.npmjs.org/@babel/helper-replace-supers/-/helper-replace-supers-7.27.1.tgz"
   integrity sha512-7EHz6qDZc8RYS5ElPoShMheWvEgERonFCs7IAonWLLUTXW59DP14bCZt89/GKyreYn8g3S83m21FelHKbeDCKA==
   dependencies:
     "@babel/helper-member-expression-to-functions" "^7.27.1"
@@ -184,7 +184,7 @@
 
 "@babel/helper-skip-transparent-expression-wrappers@^7.20.0", "@babel/helper-skip-transparent-expression-wrappers@^7.27.1":
   version "7.27.1"
-  resolved "https://registry.yarnpkg.com/@babel/helper-skip-transparent-expression-wrappers/-/helper-skip-transparent-expression-wrappers-7.27.1.tgz#62bb91b3abba8c7f1fec0252d9dbea11b3ee7a56"
+  resolved "https://registry.npmjs.org/@babel/helper-skip-transparent-expression-wrappers/-/helper-skip-transparent-expression-wrappers-7.27.1.tgz"
   integrity sha512-Tub4ZKEXqbPjXgWLl2+3JpQAYBJ8+ikpQ2Ocj/q/r0LwE3UhENh7EUabyHjz2kCEsrRY83ew2DQdHluuiDQFzg==
   dependencies:
     "@babel/traverse" "^7.27.1"
@@ -192,22 +192,22 @@
 
 "@babel/helper-string-parser@^7.27.1":
   version "7.27.1"
-  resolved "https://registry.yarnpkg.com/@babel/helper-string-parser/-/helper-string-parser-7.27.1.tgz#54da796097ab19ce67ed9f88b47bb2ec49367687"
+  resolved "https://registry.npmjs.org/@babel/helper-string-parser/-/helper-string-parser-7.27.1.tgz"
   integrity sha512-qMlSxKbpRlAridDExk92nSobyDdpPijUq2DW6oDnUqd0iOGxmQjyqhMIihI9+zv4LPyZdRje2cavWPbCbWm3eA==
 
 "@babel/helper-validator-identifier@^7.27.1", "@babel/helper-validator-identifier@^7.28.5":
   version "7.28.5"
-  resolved "https://registry.yarnpkg.com/@babel/helper-validator-identifier/-/helper-validator-identifier-7.28.5.tgz#010b6938fab7cb7df74aa2bbc06aa503b8fe5fb4"
+  resolved "https://registry.npmjs.org/@babel/helper-validator-identifier/-/helper-validator-identifier-7.28.5.tgz"
   integrity sha512-qSs4ifwzKJSV39ucNjsvc6WVHs6b7S03sOh2OcHF9UHfVPqWWALUsNUVzhSBiItjRZoLHx7nIarVjqKVusUZ1Q==
 
 "@babel/helper-validator-option@^7.27.1":
   version "7.27.1"
-  resolved "https://registry.yarnpkg.com/@babel/helper-validator-option/-/helper-validator-option-7.27.1.tgz#fa52f5b1e7db1ab049445b421c4471303897702f"
+  resolved "https://registry.npmjs.org/@babel/helper-validator-option/-/helper-validator-option-7.27.1.tgz"
   integrity sha512-YvjJow9FxbhFFKDSuFnVCe2WxXk1zWc22fFePVNEaWJEu8IrZVlda6N0uHwzZrUM1il7NC9Mlp4MaJYbYd9JSg==
 
 "@babel/helper-wrap-function@^7.27.1":
   version "7.28.3"
-  resolved "https://registry.yarnpkg.com/@babel/helper-wrap-function/-/helper-wrap-function-7.28.3.tgz#fe4872092bc1438ffd0ce579e6f699609f9d0a7a"
+  resolved "https://registry.npmjs.org/@babel/helper-wrap-function/-/helper-wrap-function-7.28.3.tgz"
   integrity sha512-zdf983tNfLZFletc0RRXYrHrucBEg95NIFMkn6K9dbeMYnsgHaSBGcQqdsCSStG2PYwRre0Qc2NNSCXbG+xc6g==
   dependencies:
     "@babel/template" "^7.27.2"
@@ -216,7 +216,7 @@
 
 "@babel/helpers@^7.28.4":
   version "7.28.4"
-  resolved "https://registry.yarnpkg.com/@babel/helpers/-/helpers-7.28.4.tgz#fe07274742e95bdf7cf1443593eeb8926ab63827"
+  resolved "https://registry.npmjs.org/@babel/helpers/-/helpers-7.28.4.tgz"
   integrity sha512-HFN59MmQXGHVyYadKLVumYsA9dBFun/ldYxipEjzA4196jpLZd8UjEEBLkbEkvfYreDqJhZxYAWFPtrfhNpj4w==
   dependencies:
     "@babel/template" "^7.27.2"
@@ -224,14 +224,14 @@
 
 "@babel/parser@^7.1.0", "@babel/parser@^7.14.7", "@babel/parser@^7.20.15", "@babel/parser@^7.20.7", "@babel/parser@^7.23.9", "@babel/parser@^7.27.2", "@babel/parser@^7.28.5":
   version "7.28.5"
-  resolved "https://registry.yarnpkg.com/@babel/parser/-/parser-7.28.5.tgz#0b0225ee90362f030efd644e8034c99468893b08"
+  resolved "https://registry.npmjs.org/@babel/parser/-/parser-7.28.5.tgz"
   integrity sha512-KKBU1VGYR7ORr3At5HAtUQ+TV3SzRCXmA/8OdDZiLDBIZxVyzXuztPjfLd3BV1PRAQGCMWWSHYhL0F8d5uHBDQ==
   dependencies:
     "@babel/types" "^7.28.5"
 
 "@babel/plugin-bugfix-firefox-class-in-computed-class-key@^7.28.5":
   version "7.28.5"
-  resolved "https://registry.yarnpkg.com/@babel/plugin-bugfix-firefox-class-in-computed-class-key/-/plugin-bugfix-firefox-class-in-computed-class-key-7.28.5.tgz#fbde57974707bbfa0376d34d425ff4fa6c732421"
+  resolved "https://registry.npmjs.org/@babel/plugin-bugfix-firefox-class-in-computed-class-key/-/plugin-bugfix-firefox-class-in-computed-class-key-7.28.5.tgz"
   integrity sha512-87GDMS3tsmMSi/3bWOte1UblL+YUTFMV8SZPZ2eSEL17s74Cw/l63rR6NmGVKMYW2GYi85nE+/d6Hw5N0bEk2Q==
   dependencies:
     "@babel/helper-plugin-utils" "^7.27.1"
@@ -239,21 +239,21 @@
 
 "@babel/plugin-bugfix-safari-class-field-initializer-scope@^7.27.1":
   version "7.27.1"
-  resolved "https://registry.yarnpkg.com/@babel/plugin-bugfix-safari-class-field-initializer-scope/-/plugin-bugfix-safari-class-field-initializer-scope-7.27.1.tgz#43f70a6d7efd52370eefbdf55ae03d91b293856d"
+  resolved "https://registry.npmjs.org/@babel/plugin-bugfix-safari-class-field-initializer-scope/-/plugin-bugfix-safari-class-field-initializer-scope-7.27.1.tgz"
   integrity sha512-qNeq3bCKnGgLkEXUuFry6dPlGfCdQNZbn7yUAPCInwAJHMU7THJfrBSozkcWq5sNM6RcF3S8XyQL2A52KNR9IA==
   dependencies:
     "@babel/helper-plugin-utils" "^7.27.1"
 
 "@babel/plugin-bugfix-safari-id-destructuring-collision-in-function-expression@^7.27.1":
   version "7.27.1"
-  resolved "https://registry.yarnpkg.com/@babel/plugin-bugfix-safari-id-destructuring-collision-in-function-expression/-/plugin-bugfix-safari-id-destructuring-collision-in-function-expression-7.27.1.tgz#beb623bd573b8b6f3047bd04c32506adc3e58a72"
+  resolved "https://registry.npmjs.org/@babel/plugin-bugfix-safari-id-destructuring-collision-in-function-expression/-/plugin-bugfix-safari-id-destructuring-collision-in-function-expression-7.27.1.tgz"
   integrity sha512-g4L7OYun04N1WyqMNjldFwlfPCLVkgB54A/YCXICZYBsvJJE3kByKv9c9+R/nAfmIfjl2rKYLNyMHboYbZaWaA==
   dependencies:
     "@babel/helper-plugin-utils" "^7.27.1"
 
 "@babel/plugin-bugfix-v8-spread-parameters-in-optional-chaining@^7.27.1":
   version "7.27.1"
-  resolved "https://registry.yarnpkg.com/@babel/plugin-bugfix-v8-spread-parameters-in-optional-chaining/-/plugin-bugfix-v8-spread-parameters-in-optional-chaining-7.27.1.tgz#e134a5479eb2ba9c02714e8c1ebf1ec9076124fd"
+  resolved "https://registry.npmjs.org/@babel/plugin-bugfix-v8-spread-parameters-in-optional-chaining/-/plugin-bugfix-v8-spread-parameters-in-optional-chaining-7.27.1.tgz"
   integrity sha512-oO02gcONcD5O1iTLi/6frMJBIwWEHceWGSGqrpCmEL8nogiS6J9PBlE48CaK20/Jx1LuRml9aDftLgdjXT8+Cw==
   dependencies:
     "@babel/helper-plugin-utils" "^7.27.1"
@@ -262,7 +262,7 @@
 
 "@babel/plugin-bugfix-v8-static-class-fields-redefine-readonly@^7.28.3":
   version "7.28.3"
-  resolved "https://registry.yarnpkg.com/@babel/plugin-bugfix-v8-static-class-fields-redefine-readonly/-/plugin-bugfix-v8-static-class-fields-redefine-readonly-7.28.3.tgz#373f6e2de0016f73caf8f27004f61d167743742a"
+  resolved "https://registry.npmjs.org/@babel/plugin-bugfix-v8-static-class-fields-redefine-readonly/-/plugin-bugfix-v8-static-class-fields-redefine-readonly-7.28.3.tgz"
   integrity sha512-b6YTX108evsvE4YgWyQ921ZAFFQm3Bn+CA3+ZXlNVnPhx+UfsVURoPjfGAPCjBgrqo30yX/C2nZGX96DxvR9Iw==
   dependencies:
     "@babel/helper-plugin-utils" "^7.27.1"
@@ -270,7 +270,7 @@
 
 "@babel/plugin-proposal-class-properties@^7.16.0":
   version "7.18.6"
-  resolved "https://registry.yarnpkg.com/@babel/plugin-proposal-class-properties/-/plugin-proposal-class-properties-7.18.6.tgz#b110f59741895f7ec21a6fff696ec46265c446a3"
+  resolved "https://registry.npmjs.org/@babel/plugin-proposal-class-properties/-/plugin-proposal-class-properties-7.18.6.tgz"
   integrity sha512-cumfXOF0+nzZrrN8Rf0t7M+tF6sZc7vhQwYQck9q1/5w2OExlD+b4v4RpMJFaV1Z7WcDRgO6FqvxqxGlwo+RHQ==
   dependencies:
     "@babel/helper-create-class-features-plugin" "^7.18.6"
@@ -278,7 +278,7 @@
 
 "@babel/plugin-proposal-decorators@^7.16.4":
   version "7.28.0"
-  resolved "https://registry.yarnpkg.com/@babel/plugin-proposal-decorators/-/plugin-proposal-decorators-7.28.0.tgz#419c8acc31088e05a774344c021800f7ddc39bf0"
+  resolved "https://registry.npmjs.org/@babel/plugin-proposal-decorators/-/plugin-proposal-decorators-7.28.0.tgz"
   integrity sha512-zOiZqvANjWDUaUS9xMxbMcK/Zccztbe/6ikvUXaG9nsPH3w6qh5UaPGAnirI/WhIbZ8m3OHU0ReyPrknG+ZKeg==
   dependencies:
     "@babel/helper-create-class-features-plugin" "^7.27.1"
@@ -287,7 +287,7 @@
 
 "@babel/plugin-proposal-nullish-coalescing-operator@^7.16.0":
   version "7.18.6"
-  resolved "https://registry.yarnpkg.com/@babel/plugin-proposal-nullish-coalescing-operator/-/plugin-proposal-nullish-coalescing-operator-7.18.6.tgz#fdd940a99a740e577d6c753ab6fbb43fdb9467e1"
+  resolved "https://registry.npmjs.org/@babel/plugin-proposal-nullish-coalescing-operator/-/plugin-proposal-nullish-coalescing-operator-7.18.6.tgz"
   integrity sha512-wQxQzxYeJqHcfppzBDnm1yAY0jSRkUXR2z8RePZYrKwMKgMlE8+Z6LUno+bd6LvbGh8Gltvy74+9pIYkr+XkKA==
   dependencies:
     "@babel/helper-plugin-utils" "^7.18.6"
@@ -295,7 +295,7 @@
 
 "@babel/plugin-proposal-numeric-separator@^7.16.0":
   version "7.18.6"
-  resolved "https://registry.yarnpkg.com/@babel/plugin-proposal-numeric-separator/-/plugin-proposal-numeric-separator-7.18.6.tgz#899b14fbafe87f053d2c5ff05b36029c62e13c75"
+  resolved "https://registry.npmjs.org/@babel/plugin-proposal-numeric-separator/-/plugin-proposal-numeric-separator-7.18.6.tgz"
   integrity sha512-ozlZFogPqoLm8WBr5Z8UckIoE4YQ5KESVcNudyXOR8uqIkliTEgJ3RoketfG6pmzLdeZF0H/wjE9/cCEitBl7Q==
   dependencies:
     "@babel/helper-plugin-utils" "^7.18.6"
@@ -303,7 +303,7 @@
 
 "@babel/plugin-proposal-optional-chaining@^7.16.0":
   version "7.21.0"
-  resolved "https://registry.yarnpkg.com/@babel/plugin-proposal-optional-chaining/-/plugin-proposal-optional-chaining-7.21.0.tgz#886f5c8978deb7d30f678b2e24346b287234d3ea"
+  resolved "https://registry.npmjs.org/@babel/plugin-proposal-optional-chaining/-/plugin-proposal-optional-chaining-7.21.0.tgz"
   integrity sha512-p4zeefM72gpmEe2fkUr/OnOXpWEf8nAgk7ZYVqqfFiyIG7oFfVZcCrU64hWn5xp4tQ9LkV4bTIa5rD0KANpKNA==
   dependencies:
     "@babel/helper-plugin-utils" "^7.20.2"
@@ -312,7 +312,7 @@
 
 "@babel/plugin-proposal-private-methods@^7.16.0":
   version "7.18.6"
-  resolved "https://registry.yarnpkg.com/@babel/plugin-proposal-private-methods/-/plugin-proposal-private-methods-7.18.6.tgz#5209de7d213457548a98436fa2882f52f4be6bea"
+  resolved "https://registry.npmjs.org/@babel/plugin-proposal-private-methods/-/plugin-proposal-private-methods-7.18.6.tgz"
   integrity sha512-nutsvktDItsNn4rpGItSNV2sz1XwS+nfU0Rg8aCx3W3NOKVzdMjJRu0O5OkgDp3ZGICSTbgRpxZoWsxoKRvbeA==
   dependencies:
     "@babel/helper-create-class-features-plugin" "^7.18.6"
@@ -320,12 +320,12 @@
 
 "@babel/plugin-proposal-private-property-in-object@7.21.0-placeholder-for-preset-env.2":
   version "7.21.0-placeholder-for-preset-env.2"
-  resolved "https://registry.yarnpkg.com/@babel/plugin-proposal-private-property-in-object/-/plugin-proposal-private-property-in-object-7.21.0-placeholder-for-preset-env.2.tgz#7844f9289546efa9febac2de4cfe358a050bd703"
+  resolved "https://registry.npmjs.org/@babel/plugin-proposal-private-property-in-object/-/plugin-proposal-private-property-in-object-7.21.0-placeholder-for-preset-env.2.tgz"
   integrity sha512-SOSkfJDddaM7mak6cPEpswyTRnuRltl429hMraQEglW+OkovnCzsiszTmsrlY//qLFjCpQDFRvjdm2wA5pPm9w==
 
 "@babel/plugin-proposal-private-property-in-object@^7.16.7", "@babel/plugin-proposal-private-property-in-object@^7.21.11":
   version "7.21.11"
-  resolved "https://registry.yarnpkg.com/@babel/plugin-proposal-private-property-in-object/-/plugin-proposal-private-property-in-object-7.21.11.tgz#69d597086b6760c4126525cfa154f34631ff272c"
+  resolved "https://registry.npmjs.org/@babel/plugin-proposal-private-property-in-object/-/plugin-proposal-private-property-in-object-7.21.11.tgz"
   integrity sha512-0QZ8qP/3RLDVBwBFoWAwCtgcDZJVwA5LUJRZU8x2YFfKNuFq161wK3cuGrALu5yiPu+vzwTAg/sMWVNeWeNyaw==
   dependencies:
     "@babel/helper-annotate-as-pure" "^7.18.6"
@@ -335,147 +335,147 @@
 
 "@babel/plugin-syntax-async-generators@^7.8.4":
   version "7.8.4"
-  resolved "https://registry.yarnpkg.com/@babel/plugin-syntax-async-generators/-/plugin-syntax-async-generators-7.8.4.tgz#a983fb1aeb2ec3f6ed042a210f640e90e786fe0d"
+  resolved "https://registry.npmjs.org/@babel/plugin-syntax-async-generators/-/plugin-syntax-async-generators-7.8.4.tgz"
   integrity sha512-tycmZxkGfZaxhMRbXlPXuVFpdWlXpir2W4AMhSJgRKzk/eDlIXOhb2LHWoLpDF7TEHylV5zNhykX6KAgHJmTNw==
   dependencies:
     "@babel/helper-plugin-utils" "^7.8.0"
 
 "@babel/plugin-syntax-bigint@^7.8.3":
   version "7.8.3"
-  resolved "https://registry.yarnpkg.com/@babel/plugin-syntax-bigint/-/plugin-syntax-bigint-7.8.3.tgz#4c9a6f669f5d0cdf1b90a1671e9a146be5300cea"
+  resolved "https://registry.npmjs.org/@babel/plugin-syntax-bigint/-/plugin-syntax-bigint-7.8.3.tgz"
   integrity sha512-wnTnFlG+YxQm3vDxpGE57Pj0srRU4sHE/mDkt1qv2YJJSeUAec2ma4WLUnUPeKjyrfntVwe/N6dCXpU+zL3Npg==
   dependencies:
     "@babel/helper-plugin-utils" "^7.8.0"
 
 "@babel/plugin-syntax-class-properties@^7.12.13":
   version "7.12.13"
-  resolved "https://registry.yarnpkg.com/@babel/plugin-syntax-class-properties/-/plugin-syntax-class-properties-7.12.13.tgz#b5c987274c4a3a82b89714796931a6b53544ae10"
+  resolved "https://registry.npmjs.org/@babel/plugin-syntax-class-properties/-/plugin-syntax-class-properties-7.12.13.tgz"
   integrity sha512-fm4idjKla0YahUNgFNLCB0qySdsoPiZP3iQE3rky0mBUtMZ23yDJ9SJdg6dXTSDnulOVqiF3Hgr9nbXvXTQZYA==
   dependencies:
     "@babel/helper-plugin-utils" "^7.12.13"
 
 "@babel/plugin-syntax-class-static-block@^7.14.5":
   version "7.14.5"
-  resolved "https://registry.yarnpkg.com/@babel/plugin-syntax-class-static-block/-/plugin-syntax-class-static-block-7.14.5.tgz#195df89b146b4b78b3bf897fd7a257c84659d406"
+  resolved "https://registry.npmjs.org/@babel/plugin-syntax-class-static-block/-/plugin-syntax-class-static-block-7.14.5.tgz"
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   dependencies:
     "@babel/helper-plugin-utils" "^7.14.5"
 
 "@babel/plugin-syntax-decorators@^7.27.1":
   version "7.27.1"
-  resolved "https://registry.yarnpkg.com/@babel/plugin-syntax-decorators/-/plugin-syntax-decorators-7.27.1.tgz#ee7dd9590aeebc05f9d4c8c0560007b05979a63d"
+  resolved "https://registry.npmjs.org/@babel/plugin-syntax-decorators/-/plugin-syntax-decorators-7.27.1.tgz"
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   dependencies:
     "@babel/helper-plugin-utils" "^7.27.1"
 
 "@babel/plugin-syntax-flow@^7.27.1":
   version "7.27.1"
-  resolved "https://registry.yarnpkg.com/@babel/plugin-syntax-flow/-/plugin-syntax-flow-7.27.1.tgz#6c83cf0d7d635b716827284b7ecd5aead9237662"
+  resolved "https://registry.npmjs.org/@babel/plugin-syntax-flow/-/plugin-syntax-flow-7.27.1.tgz"
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   dependencies:
     "@babel/helper-plugin-utils" "^7.27.1"
 
 "@babel/plugin-syntax-import-assertions@^7.27.1":
   version "7.27.1"
-  resolved "https://registry.yarnpkg.com/@babel/plugin-syntax-import-assertions/-/plugin-syntax-import-assertions-7.27.1.tgz#88894aefd2b03b5ee6ad1562a7c8e1587496aecd"
+  resolved "https://registry.npmjs.org/@babel/plugin-syntax-import-assertions/-/plugin-syntax-import-assertions-7.27.1.tgz"
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   dependencies:
     "@babel/helper-plugin-utils" "^7.27.1"
 
 "@babel/plugin-syntax-import-attributes@^7.24.7", "@babel/plugin-syntax-import-attributes@^7.27.1":
   version "7.27.1"
-  resolved "https://registry.yarnpkg.com/@babel/plugin-syntax-import-attributes/-/plugin-syntax-import-attributes-7.27.1.tgz#34c017d54496f9b11b61474e7ea3dfd5563ffe07"
+  resolved "https://registry.npmjs.org/@babel/plugin-syntax-import-attributes/-/plugin-syntax-import-attributes-7.27.1.tgz"
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   dependencies:
     "@babel/helper-plugin-utils" "^7.27.1"
 
 "@babel/plugin-syntax-import-meta@^7.10.4":
   version "7.10.4"
-  resolved "https://registry.yarnpkg.com/@babel/plugin-syntax-import-meta/-/plugin-syntax-import-meta-7.10.4.tgz#ee601348c370fa334d2207be158777496521fd51"
+  resolved "https://registry.npmjs.org/@babel/plugin-syntax-import-meta/-/plugin-syntax-import-meta-7.10.4.tgz"
   integrity sha512-Yqfm+XDx0+Prh3VSeEQCPU81yC+JWZ2pDPFSS4ZdpfZhp4MkFMaDC1UqseovEKwSUpnIL7+vK+Clp7bfh0iD7g==
   dependencies:
     "@babel/helper-plugin-utils" "^7.10.4"
 
 "@babel/plugin-syntax-json-strings@^7.8.3":
   version "7.8.3"
-  resolved "https://registry.yarnpkg.com/@babel/plugin-syntax-json-strings/-/plugin-syntax-json-strings-7.8.3.tgz#01ca21b668cd8218c9e640cb6dd88c5412b2c96a"
+  resolved "https://registry.npmjs.org/@babel/plugin-syntax-json-strings/-/plugin-syntax-json-strings-7.8.3.tgz"
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   dependencies:
     "@babel/helper-plugin-utils" "^7.8.0"
 
 "@babel/plugin-syntax-jsx@^7.27.1", "@babel/plugin-syntax-jsx@^7.7.2":
   version "7.27.1"
-  resolved "https://registry.yarnpkg.com/@babel/plugin-syntax-jsx/-/plugin-syntax-jsx-7.27.1.tgz#2f9beb5eff30fa507c5532d107daac7b888fa34c"
+  resolved "https://registry.npmjs.org/@babel/plugin-syntax-jsx/-/plugin-syntax-jsx-7.27.1.tgz"
   integrity sha512-y8YTNIeKoyhGd9O0Jiyzyyqk8gdjnumGTQPsz0xOZOQ2RmkVJeZ1vmmfIvFEKqucBG6axJGBZDE/7iI5suUI/w==
   dependencies:
     "@babel/helper-plugin-utils" "^7.27.1"
 
 "@babel/plugin-syntax-logical-assignment-operators@^7.10.4":
   version "7.10.4"
-  resolved "https://registry.yarnpkg.com/@babel/plugin-syntax-logical-assignment-operators/-/plugin-syntax-logical-assignment-operators-7.10.4.tgz#ca91ef46303530448b906652bac2e9fe9941f699"
+  resolved "https://registry.npmjs.org/@babel/plugin-syntax-logical-assignment-operators/-/plugin-syntax-logical-assignment-operators-7.10.4.tgz"
   integrity sha512-d8waShlpFDinQ5MtvGU9xDAOzKH47+FFoney2baFIoMr952hKOLp1HR7VszoZvOsV/4+RRszNY7D17ba0te0ig==
   dependencies:
     "@babel/helper-plugin-utils" "^7.10.4"
 
 "@babel/plugin-syntax-nullish-coalescing-operator@^7.8.3":
   version "7.8.3"
-  resolved "https://registry.yarnpkg.com/@babel/plugin-syntax-nullish-coalescing-operator/-/plugin-syntax-nullish-coalescing-operator-7.8.3.tgz#167ed70368886081f74b5c36c65a88c03b66d1a9"
+  resolved "https://registry.npmjs.org/@babel/plugin-syntax-nullish-coalescing-operator/-/plugin-syntax-nullish-coalescing-operator-7.8.3.tgz"
   integrity sha512-aSff4zPII1u2QD7y+F8oDsz19ew4IGEJg9SVW+bqwpwtfFleiQDMdzA/R+UlWDzfnHFCxxleFT0PMIrR36XLNQ==
   dependencies:
     "@babel/helper-plugin-utils" "^7.8.0"
 
 "@babel/plugin-syntax-numeric-separator@^7.10.4":
   version "7.10.4"
-  resolved "https://registry.yarnpkg.com/@babel/plugin-syntax-numeric-separator/-/plugin-syntax-numeric-separator-7.10.4.tgz#b9b070b3e33570cd9fd07ba7fa91c0dd37b9af97"
+  resolved "https://registry.npmjs.org/@babel/plugin-syntax-numeric-separator/-/plugin-syntax-numeric-separator-7.10.4.tgz"
   integrity sha512-9H6YdfkcK/uOnY/K7/aA2xpzaAgkQn37yzWUMRK7OaPOqOpGS1+n0H5hxT9AUw9EsSjPW8SVyMJwYRtWs3X3ug==
   dependencies:
     "@babel/helper-plugin-utils" "^7.10.4"
 
 "@babel/plugin-syntax-object-rest-spread@^7.8.3":
   version "7.8.3"
-  resolved "https://registry.yarnpkg.com/@babel/plugin-syntax-object-rest-spread/-/plugin-syntax-object-rest-spread-7.8.3.tgz#60e225edcbd98a640332a2e72dd3e66f1af55871"
+  resolved "https://registry.npmjs.org/@babel/plugin-syntax-object-rest-spread/-/plugin-syntax-object-rest-spread-7.8.3.tgz"
   integrity sha512-XoqMijGZb9y3y2XskN+P1wUGiVwWZ5JmoDRwx5+3GmEplNyVM2s2Dg8ILFQm8rWM48orGy5YpI5Bl8U1y7ydlA==
   dependencies:
     "@babel/helper-plugin-utils" "^7.8.0"
 
 "@babel/plugin-syntax-optional-catch-binding@^7.8.3":
   version "7.8.3"
-  resolved "https://registry.yarnpkg.com/@babel/plugin-syntax-optional-catch-binding/-/plugin-syntax-optional-catch-binding-7.8.3.tgz#6111a265bcfb020eb9efd0fdfd7d26402b9ed6c1"
+  resolved "https://registry.npmjs.org/@babel/plugin-syntax-optional-catch-binding/-/plugin-syntax-optional-catch-binding-7.8.3.tgz"
   integrity sha512-6VPD0Pc1lpTqw0aKoeRTMiB+kWhAoT24PA+ksWSBrFtl5SIRVpZlwN3NNPQjehA2E/91FV3RjLWoVTglWcSV3Q==
   dependencies:
     "@babel/helper-plugin-utils" "^7.8.0"
 
 "@babel/plugin-syntax-optional-chaining@^7.8.3":
   version "7.8.3"
-  resolved "https://registry.yarnpkg.com/@babel/plugin-syntax-optional-chaining/-/plugin-syntax-optional-chaining-7.8.3.tgz#4f69c2ab95167e0180cd5336613f8c5788f7d48a"
+  resolved "https://registry.npmjs.org/@babel/plugin-syntax-optional-chaining/-/plugin-syntax-optional-chaining-7.8.3.tgz"
   integrity sha512-KoK9ErH1MBlCPxV0VANkXW2/dw4vlbGDrFgz8bmUsBGYkFRcbRwMh6cIJubdPrkxRwuGdtCk0v/wPTKbQgBjkg==
   dependencies:
     "@babel/helper-plugin-utils" "^7.8.0"
 
 "@babel/plugin-syntax-private-property-in-object@^7.14.5":
   version "7.14.5"
-  resolved "https://registry.yarnpkg.com/@babel/plugin-syntax-private-property-in-object/-/plugin-syntax-private-property-in-object-7.14.5.tgz#0dc6671ec0ea22b6e94a1114f857970cd39de1ad"
+  resolved "https://registry.npmjs.org/@babel/plugin-syntax-private-property-in-object/-/plugin-syntax-private-property-in-object-7.14.5.tgz"
   integrity sha512-0wVnp9dxJ72ZUJDV27ZfbSj6iHLoytYZmh3rFcxNnvsJF3ktkzLDZPy/mA17HGsaQT3/DQsWYX1f1QGWkCoVUg==
   dependencies:
     "@babel/helper-plugin-utils" "^7.14.5"
 
 "@babel/plugin-syntax-top-level-await@^7.14.5":
   version "7.14.5"
-  resolved "https://registry.yarnpkg.com/@babel/plugin-syntax-top-level-await/-/plugin-syntax-top-level-await-7.14.5.tgz#c1cfdadc35a646240001f06138247b741c34d94c"
+  resolved "https://registry.npmjs.org/@babel/plugin-syntax-top-level-await/-/plugin-syntax-top-level-await-7.14.5.tgz"
   integrity sha512-hx++upLv5U1rgYfwe1xBQUhRmU41NEvpUvrp8jkrSCdvGSnM5/qdRMtylJ6PG5OFkBaHkbTAKTnd3/YyESRHFw==
   dependencies:
     "@babel/helper-plugin-utils" "^7.14.5"
 
 "@babel/plugin-syntax-typescript@^7.27.1", "@babel/plugin-syntax-typescript@^7.7.2":
   version "7.27.1"
-  resolved "https://registry.yarnpkg.com/@babel/plugin-syntax-typescript/-/plugin-syntax-typescript-7.27.1.tgz#5147d29066a793450f220c63fa3a9431b7e6dd18"
+  resolved "https://registry.npmjs.org/@babel/plugin-syntax-typescript/-/plugin-syntax-typescript-7.27.1.tgz"
   integrity sha512-xfYCBMxveHrRMnAWl1ZlPXOZjzkN82THFvLhQhFXFt81Z5HnN+EtUkZhv/zcKpmT3fzmWZB0ywiBrbC3vogbwQ==
   dependencies:
     "@babel/helper-plugin-utils" "^7.27.1"
 
 "@babel/plugin-syntax-unicode-sets-regex@^7.18.6":
   version "7.18.6"
-  resolved "https://registry.yarnpkg.com/@babel/plugin-syntax-unicode-sets-regex/-/plugin-syntax-unicode-sets-regex-7.18.6.tgz#d49a3b3e6b52e5be6740022317580234a6a47357"
+  resolved "https://registry.npmjs.org/@babel/plugin-syntax-unicode-sets-regex/-/plugin-syntax-unicode-sets-regex-7.18.6.tgz"
   integrity sha512-727YkEAPwSIQTv5im8QHz3upqp92JTWhidIC81Tdx4VJYIte/VndKf1qKrfnnhPLiPghStWfvC/iFaMCQu7Nqg==
   dependencies:
     "@babel/helper-create-regexp-features-plugin" "^7.18.6"
@@ -483,14 +483,14 @@
 
 "@babel/plugin-transform-arrow-functions@^7.27.1":
   version "7.27.1"
-  resolved "https://registry.yarnpkg.com/@babel/plugin-transform-arrow-functions/-/plugin-transform-arrow-functions-7.27.1.tgz#6e2061067ba3ab0266d834a9f94811196f2aba9a"
+  resolved "https://registry.npmjs.org/@babel/plugin-transform-arrow-functions/-/plugin-transform-arrow-functions-7.27.1.tgz"
   integrity sha512-8Z4TGic6xW70FKThA5HYEKKyBpOOsucTOD1DjU3fZxDg+K3zBJcXMFnt/4yQiZnf5+MiOMSXQ9PaEK/Ilh1DeA==
   dependencies:
     "@babel/helper-plugin-utils" "^7.27.1"
 
 "@babel/plugin-transform-async-generator-functions@^7.28.0":
   version "7.28.0"
-  resolved "https://registry.yarnpkg.com/@babel/plugin-transform-async-generator-functions/-/plugin-transform-async-generator-functions-7.28.0.tgz#1276e6c7285ab2cd1eccb0bc7356b7a69ff842c2"
+  resolved "https://registry.npmjs.org/@babel/plugin-transform-async-generator-functions/-/plugin-transform-async-generator-functions-7.28.0.tgz"
   integrity sha512-BEOdvX4+M765icNPZeidyADIvQ1m1gmunXufXxvRESy/jNNyfovIqUyE7MVgGBjWktCoJlzvFA1To2O4ymIO3Q==
   dependencies:
     "@babel/helper-plugin-utils" "^7.27.1"
@@ -499,7 +499,7 @@
 
 "@babel/plugin-transform-async-to-generator@^7.27.1":
   version "7.27.1"
-  resolved "https://registry.yarnpkg.com/@babel/plugin-transform-async-to-generator/-/plugin-transform-async-to-generator-7.27.1.tgz#9a93893b9379b39466c74474f55af03de78c66e7"
+  resolved "https://registry.npmjs.org/@babel/plugin-transform-async-to-generator/-/plugin-transform-async-to-generator-7.27.1.tgz"
   integrity sha512-NREkZsZVJS4xmTr8qzE5y8AfIPqsdQfRuUiLRTEzb7Qii8iFWCyDKaUV2c0rCuh4ljDZ98ALHP/PetiBV2nddA==
   dependencies:
     "@babel/helper-module-imports" "^7.27.1"
@@ -508,21 +508,21 @@
 
 "@babel/plugin-transform-block-scoped-functions@^7.27.1":
   version "7.27.1"
-  resolved "https://registry.yarnpkg.com/@babel/plugin-transform-block-scoped-functions/-/plugin-transform-block-scoped-functions-7.27.1.tgz#558a9d6e24cf72802dd3b62a4b51e0d62c0f57f9"
+  resolved "https://registry.npmjs.org/@babel/plugin-transform-block-scoped-functions/-/plugin-transform-block-scoped-functions-7.27.1.tgz"
   integrity sha512-cnqkuOtZLapWYZUYM5rVIdv1nXYuFVIltZ6ZJ7nIj585QsjKM5dhL2Fu/lICXZ1OyIAFc7Qy+bvDAtTXqGrlhg==
   dependencies:
     "@babel/helper-plugin-utils" "^7.27.1"
 
 "@babel/plugin-transform-block-scoping@^7.28.5":
   version "7.28.5"
-  resolved "https://registry.yarnpkg.com/@babel/plugin-transform-block-scoping/-/plugin-transform-block-scoping-7.28.5.tgz#e0d3af63bd8c80de2e567e690a54e84d85eb16f6"
+  resolved "https://registry.npmjs.org/@babel/plugin-transform-block-scoping/-/plugin-transform-block-scoping-7.28.5.tgz"
   integrity sha512-45DmULpySVvmq9Pj3X9B+62Xe+DJGov27QravQJU1LLcapR6/10i+gYVAucGGJpHBp5mYxIMK4nDAT/QDLr47g==
   dependencies:
     "@babel/helper-plugin-utils" "^7.27.1"
 
 "@babel/plugin-transform-class-properties@^7.27.1":
   version "7.27.1"
-  resolved "https://registry.yarnpkg.com/@babel/plugin-transform-class-properties/-/plugin-transform-class-properties-7.27.1.tgz#dd40a6a370dfd49d32362ae206ddaf2bb082a925"
+  resolved "https://registry.npmjs.org/@babel/plugin-transform-class-properties/-/plugin-transform-class-properties-7.27.1.tgz"
   integrity sha512-D0VcalChDMtuRvJIu3U/fwWjf8ZMykz5iZsg77Nuj821vCKI3zCyRLwRdWbsuJ/uRwZhZ002QtCqIkwC/ZkvbA==
   dependencies:
     "@babel/helper-create-class-features-plugin" "^7.27.1"
@@ -530,7 +530,7 @@
 
 "@babel/plugin-transform-class-static-block@^7.28.3":
   version "7.28.3"
-  resolved "https://registry.yarnpkg.com/@babel/plugin-transform-class-static-block/-/plugin-transform-class-static-block-7.28.3.tgz#d1b8e69b54c9993bc558203e1f49bfc979bfd852"
+  resolved "https://registry.npmjs.org/@babel/plugin-transform-class-static-block/-/plugin-transform-class-static-block-7.28.3.tgz"
   integrity sha512-LtPXlBbRoc4Njl/oh1CeD/3jC+atytbnf/UqLoqTDcEYGUPj022+rvfkbDYieUrSj3CaV4yHDByPE+T2HwfsJg==
   dependencies:
     "@babel/helper-create-class-features-plugin" "^7.28.3"
@@ -538,7 +538,7 @@
 
 "@babel/plugin-transform-classes@^7.28.4":
   version "7.28.4"
-  resolved "https://registry.yarnpkg.com/@babel/plugin-transform-classes/-/plugin-transform-classes-7.28.4.tgz#75d66175486788c56728a73424d67cbc7473495c"
+  resolved "https://registry.npmjs.org/@babel/plugin-transform-classes/-/plugin-transform-classes-7.28.4.tgz"
   integrity sha512-cFOlhIYPBv/iBoc+KS3M6et2XPtbT2HiCRfBXWtfpc9OAyostldxIf9YAYB6ypURBBbx+Qv6nyrLzASfJe+hBA==
   dependencies:
     "@babel/helper-annotate-as-pure" "^7.27.3"
@@ -550,7 +550,7 @@
 
 "@babel/plugin-transform-computed-properties@^7.27.1":
   version "7.27.1"
-  resolved "https://registry.yarnpkg.com/@babel/plugin-transform-computed-properties/-/plugin-transform-computed-properties-7.27.1.tgz#81662e78bf5e734a97982c2b7f0a793288ef3caa"
+  resolved "https://registry.npmjs.org/@babel/plugin-transform-computed-properties/-/plugin-transform-computed-properties-7.27.1.tgz"
   integrity sha512-lj9PGWvMTVksbWiDT2tW68zGS/cyo4AkZ/QTp0sQT0mjPopCmrSkzxeXkznjqBxzDI6TclZhOJbBmbBLjuOZUw==
   dependencies:
     "@babel/helper-plugin-utils" "^7.27.1"
@@ -558,7 +558,7 @@
 
 "@babel/plugin-transform-destructuring@^7.28.0", "@babel/plugin-transform-destructuring@^7.28.5":
   version "7.28.5"
-  resolved "https://registry.yarnpkg.com/@babel/plugin-transform-destructuring/-/plugin-transform-destructuring-7.28.5.tgz#b8402764df96179a2070bb7b501a1586cf8ad7a7"
+  resolved "https://registry.npmjs.org/@babel/plugin-transform-destructuring/-/plugin-transform-destructuring-7.28.5.tgz"
   integrity sha512-Kl9Bc6D0zTUcFUvkNuQh4eGXPKKNDOJQXVyyM4ZAQPMveniJdxi8XMJwLo+xSoW3MIq81bD33lcUe9kZpl0MCw==
   dependencies:
     "@babel/helper-plugin-utils" "^7.27.1"
@@ -566,7 +566,7 @@
 
 "@babel/plugin-transform-dotall-regex@^7.27.1":
   version "7.27.1"
-  resolved "https://registry.yarnpkg.com/@babel/plugin-transform-dotall-regex/-/plugin-transform-dotall-regex-7.27.1.tgz#aa6821de864c528b1fecf286f0a174e38e826f4d"
+  resolved "https://registry.npmjs.org/@babel/plugin-transform-dotall-regex/-/plugin-transform-dotall-regex-7.27.1.tgz"
   integrity sha512-gEbkDVGRvjj7+T1ivxrfgygpT7GUd4vmODtYpbs0gZATdkX8/iSnOtZSxiZnsgm1YjTgjI6VKBGSJJevkrclzw==
   dependencies:
     "@babel/helper-create-regexp-features-plugin" "^7.27.1"
@@ -574,14 +574,14 @@
 
 "@babel/plugin-transform-duplicate-keys@^7.27.1":
   version "7.27.1"
-  resolved "https://registry.yarnpkg.com/@babel/plugin-transform-duplicate-keys/-/plugin-transform-duplicate-keys-7.27.1.tgz#f1fbf628ece18e12e7b32b175940e68358f546d1"
+  resolved "https://registry.npmjs.org/@babel/plugin-transform-duplicate-keys/-/plugin-transform-duplicate-keys-7.27.1.tgz"
   integrity sha512-MTyJk98sHvSs+cvZ4nOauwTTG1JeonDjSGvGGUNHreGQns+Mpt6WX/dVzWBHgg+dYZhkC4X+zTDfkTU+Vy9y7Q==
   dependencies:
     "@babel/helper-plugin-utils" "^7.27.1"
 
 "@babel/plugin-transform-duplicate-named-capturing-groups-regex@^7.27.1":
   version "7.27.1"
-  resolved "https://registry.yarnpkg.com/@babel/plugin-transform-duplicate-named-capturing-groups-regex/-/plugin-transform-duplicate-named-capturing-groups-regex-7.27.1.tgz#5043854ca620a94149372e69030ff8cb6a9eb0ec"
+  resolved "https://registry.npmjs.org/@babel/plugin-transform-duplicate-named-capturing-groups-regex/-/plugin-transform-duplicate-named-capturing-groups-regex-7.27.1.tgz"
   integrity sha512-hkGcueTEzuhB30B3eJCbCYeCaaEQOmQR0AdvzpD4LoN0GXMWzzGSuRrxR2xTnCrvNbVwK9N6/jQ92GSLfiZWoQ==
   dependencies:
     "@babel/helper-create-regexp-features-plugin" "^7.27.1"
@@ -589,14 +589,14 @@
 
 "@babel/plugin-transform-dynamic-import@^7.27.1":
   version "7.27.1"
-  resolved "https://registry.yarnpkg.com/@babel/plugin-transform-dynamic-import/-/plugin-transform-dynamic-import-7.27.1.tgz#4c78f35552ac0e06aa1f6e3c573d67695e8af5a4"
+  resolved "https://registry.npmjs.org/@babel/plugin-transform-dynamic-import/-/plugin-transform-dynamic-import-7.27.1.tgz"
   integrity sha512-MHzkWQcEmjzzVW9j2q8LGjwGWpG2mjwaaB0BNQwst3FIjqsg8Ct/mIZlvSPJvfi9y2AC8mi/ktxbFVL9pZ1I4A==
   dependencies:
     "@babel/helper-plugin-utils" "^7.27.1"
 
 "@babel/plugin-transform-explicit-resource-management@^7.28.0":
   version "7.28.0"
-  resolved "https://registry.yarnpkg.com/@babel/plugin-transform-explicit-resource-management/-/plugin-transform-explicit-resource-management-7.28.0.tgz#45be6211b778dbf4b9d54c4e8a2b42fa72e09a1a"
+  resolved "https://registry.npmjs.org/@babel/plugin-transform-explicit-resource-management/-/plugin-transform-explicit-resource-management-7.28.0.tgz"
   integrity sha512-K8nhUcn3f6iB+P3gwCv/no7OdzOZQcKchW6N389V6PD8NUWKZHzndOd9sPDVbMoBsbmjMqlB4L9fm+fEFNVlwQ==
   dependencies:
     "@babel/helper-plugin-utils" "^7.27.1"
@@ -604,21 +604,21 @@
 
 "@babel/plugin-transform-exponentiation-operator@^7.28.5":
   version "7.28.5"
-  resolved "https://registry.yarnpkg.com/@babel/plugin-transform-exponentiation-operator/-/plugin-transform-exponentiation-operator-7.28.5.tgz#7cc90a8170e83532676cfa505278e147056e94fe"
+  resolved "https://registry.npmjs.org/@babel/plugin-transform-exponentiation-operator/-/plugin-transform-exponentiation-operator-7.28.5.tgz"
   integrity sha512-D4WIMaFtwa2NizOp+dnoFjRez/ClKiC2BqqImwKd1X28nqBtZEyCYJ2ozQrrzlxAFrcrjxo39S6khe9RNDlGzw==
   dependencies:
     "@babel/helper-plugin-utils" "^7.27.1"
 
 "@babel/plugin-transform-export-namespace-from@^7.27.1":
   version "7.27.1"
-  resolved "https://registry.yarnpkg.com/@babel/plugin-transform-export-namespace-from/-/plugin-transform-export-namespace-from-7.27.1.tgz#71ca69d3471edd6daa711cf4dfc3400415df9c23"
+  resolved "https://registry.npmjs.org/@babel/plugin-transform-export-namespace-from/-/plugin-transform-export-namespace-from-7.27.1.tgz"
   integrity sha512-tQvHWSZ3/jH2xuq/vZDy0jNn+ZdXJeM8gHvX4lnJmsc3+50yPlWdZXIc5ay+umX+2/tJIqHqiEqcJvxlmIvRvQ==
   dependencies:
     "@babel/helper-plugin-utils" "^7.27.1"
 
 "@babel/plugin-transform-flow-strip-types@^7.16.0":
   version "7.27.1"
-  resolved "https://registry.yarnpkg.com/@babel/plugin-transform-flow-strip-types/-/plugin-transform-flow-strip-types-7.27.1.tgz#5def3e1e7730f008d683144fb79b724f92c5cdf9"
+  resolved "https://registry.npmjs.org/@babel/plugin-transform-flow-strip-types/-/plugin-transform-flow-strip-types-7.27.1.tgz"
   integrity sha512-G5eDKsu50udECw7DL2AcsysXiQyB7Nfg521t2OAJ4tbfTJ27doHLeF/vlI1NZGlLdbb/v+ibvtL1YBQqYOwJGg==
   dependencies:
     "@babel/helper-plugin-utils" "^7.27.1"
@@ -626,7 +626,7 @@
 
 "@babel/plugin-transform-for-of@^7.27.1":
   version "7.27.1"
-  resolved "https://registry.yarnpkg.com/@babel/plugin-transform-for-of/-/plugin-transform-for-of-7.27.1.tgz#bc24f7080e9ff721b63a70ac7b2564ca15b6c40a"
+  resolved "https://registry.npmjs.org/@babel/plugin-transform-for-of/-/plugin-transform-for-of-7.27.1.tgz"
   integrity sha512-BfbWFFEJFQzLCQ5N8VocnCtA8J1CLkNTe2Ms2wocj75dd6VpiqS5Z5quTYcUoo4Yq+DN0rtikODccuv7RU81sw==
   dependencies:
     "@babel/helper-plugin-utils" "^7.27.1"
@@ -634,7 +634,7 @@
 
 "@babel/plugin-transform-function-name@^7.27.1":
   version "7.27.1"
-  resolved "https://registry.yarnpkg.com/@babel/plugin-transform-function-name/-/plugin-transform-function-name-7.27.1.tgz#4d0bf307720e4dce6d7c30fcb1fd6ca77bdeb3a7"
+  resolved "https://registry.npmjs.org/@babel/plugin-transform-function-name/-/plugin-transform-function-name-7.27.1.tgz"
   integrity sha512-1bQeydJF9Nr1eBCMMbC+hdwmRlsv5XYOMu03YSWFwNs0HsAmtSxxF1fyuYPqemVldVyFmlCU7w8UE14LupUSZQ==
   dependencies:
     "@babel/helper-compilation-targets" "^7.27.1"
@@ -643,35 +643,35 @@
 
 "@babel/plugin-transform-json-strings@^7.27.1":
   version "7.27.1"
-  resolved "https://registry.yarnpkg.com/@babel/plugin-transform-json-strings/-/plugin-transform-json-strings-7.27.1.tgz#a2e0ce6ef256376bd527f290da023983527a4f4c"
+  resolved "https://registry.npmjs.org/@babel/plugin-transform-json-strings/-/plugin-transform-json-strings-7.27.1.tgz"
   integrity sha512-6WVLVJiTjqcQauBhn1LkICsR2H+zm62I3h9faTDKt1qP4jn2o72tSvqMwtGFKGTpojce0gJs+76eZ2uCHRZh0Q==
   dependencies:
     "@babel/helper-plugin-utils" "^7.27.1"
 
 "@babel/plugin-transform-literals@^7.27.1":
   version "7.27.1"
-  resolved "https://registry.yarnpkg.com/@babel/plugin-transform-literals/-/plugin-transform-literals-7.27.1.tgz#baaefa4d10a1d4206f9dcdda50d7d5827bb70b24"
+  resolved "https://registry.npmjs.org/@babel/plugin-transform-literals/-/plugin-transform-literals-7.27.1.tgz"
   integrity sha512-0HCFSepIpLTkLcsi86GG3mTUzxV5jpmbv97hTETW3yzrAij8aqlD36toB1D0daVFJM8NK6GvKO0gslVQmm+zZA==
   dependencies:
     "@babel/helper-plugin-utils" "^7.27.1"
 
 "@babel/plugin-transform-logical-assignment-operators@^7.28.5":
   version "7.28.5"
-  resolved "https://registry.yarnpkg.com/@babel/plugin-transform-logical-assignment-operators/-/plugin-transform-logical-assignment-operators-7.28.5.tgz#d028fd6db8c081dee4abebc812c2325e24a85b0e"
+  resolved "https://registry.npmjs.org/@babel/plugin-transform-logical-assignment-operators/-/plugin-transform-logical-assignment-operators-7.28.5.tgz"
   integrity sha512-axUuqnUTBuXyHGcJEVVh9pORaN6wC5bYfE7FGzPiaWa3syib9m7g+/IT/4VgCOe2Upef43PHzeAvcrVek6QuuA==
   dependencies:
     "@babel/helper-plugin-utils" "^7.27.1"
 
 "@babel/plugin-transform-member-expression-literals@^7.27.1":
   version "7.27.1"
-  resolved "https://registry.yarnpkg.com/@babel/plugin-transform-member-expression-literals/-/plugin-transform-member-expression-literals-7.27.1.tgz#37b88ba594d852418e99536f5612f795f23aeaf9"
+  resolved "https://registry.npmjs.org/@babel/plugin-transform-member-expression-literals/-/plugin-transform-member-expression-literals-7.27.1.tgz"
   integrity sha512-hqoBX4dcZ1I33jCSWcXrP+1Ku7kdqXf1oeah7ooKOIiAdKQ+uqftgCFNOSzA5AMS2XIHEYeGFg4cKRCdpxzVOQ==
   dependencies:
     "@babel/helper-plugin-utils" "^7.27.1"
 
 "@babel/plugin-transform-modules-amd@^7.27.1":
   version "7.27.1"
-  resolved "https://registry.yarnpkg.com/@babel/plugin-transform-modules-amd/-/plugin-transform-modules-amd-7.27.1.tgz#a4145f9d87c2291fe2d05f994b65dba4e3e7196f"
+  resolved "https://registry.npmjs.org/@babel/plugin-transform-modules-amd/-/plugin-transform-modules-amd-7.27.1.tgz"
   integrity sha512-iCsytMg/N9/oFq6n+gFTvUYDZQOMK5kEdeYxmxt91fcJGycfxVP9CnrxoliM0oumFERba2i8ZtwRUCMhvP1LnA==
   dependencies:
     "@babel/helper-module-transforms" "^7.27.1"
@@ -679,7 +679,7 @@
 
 "@babel/plugin-transform-modules-commonjs@^7.27.1":
   version "7.27.1"
-  resolved "https://registry.yarnpkg.com/@babel/plugin-transform-modules-commonjs/-/plugin-transform-modules-commonjs-7.27.1.tgz#8e44ed37c2787ecc23bdc367f49977476614e832"
+  resolved "https://registry.npmjs.org/@babel/plugin-transform-modules-commonjs/-/plugin-transform-modules-commonjs-7.27.1.tgz"
   integrity sha512-OJguuwlTYlN0gBZFRPqwOGNWssZjfIUdS7HMYtN8c1KmwpwHFBwTeFZrg9XZa+DFTitWOW5iTAG7tyCUPsCCyw==
   dependencies:
     "@babel/helper-module-transforms" "^7.27.1"
@@ -687,7 +687,7 @@
 
 "@babel/plugin-transform-modules-systemjs@^7.28.5":
   version "7.28.5"
-  resolved "https://registry.yarnpkg.com/@babel/plugin-transform-modules-systemjs/-/plugin-transform-modules-systemjs-7.28.5.tgz#7439e592a92d7670dfcb95d0cbc04bd3e64801d2"
+  resolved "https://registry.npmjs.org/@babel/plugin-transform-modules-systemjs/-/plugin-transform-modules-systemjs-7.28.5.tgz"
   integrity sha512-vn5Jma98LCOeBy/KpeQhXcV2WZgaRUtjwQmjoBuLNlOmkg0fB5pdvYVeWRYI69wWKwK2cD1QbMiUQnoujWvrew==
   dependencies:
     "@babel/helper-module-transforms" "^7.28.3"
@@ -697,7 +697,7 @@
 
 "@babel/plugin-transform-modules-umd@^7.27.1":
   version "7.27.1"
-  resolved "https://registry.yarnpkg.com/@babel/plugin-transform-modules-umd/-/plugin-transform-modules-umd-7.27.1.tgz#63f2cf4f6dc15debc12f694e44714863d34cd334"
+  resolved "https://registry.npmjs.org/@babel/plugin-transform-modules-umd/-/plugin-transform-modules-umd-7.27.1.tgz"
   integrity sha512-iQBE/xC5BV1OxJbp6WG7jq9IWiD+xxlZhLrdwpPkTX3ydmXdvoCpyfJN7acaIBZaOqTfr76pgzqBJflNbeRK+w==
   dependencies:
     "@babel/helper-module-transforms" "^7.27.1"
@@ -705,7 +705,7 @@
 
 "@babel/plugin-transform-named-capturing-groups-regex@^7.27.1":
   version "7.27.1"
-  resolved "https://registry.yarnpkg.com/@babel/plugin-transform-named-capturing-groups-regex/-/plugin-transform-named-capturing-groups-regex-7.27.1.tgz#f32b8f7818d8fc0cc46ee20a8ef75f071af976e1"
+  resolved "https://registry.npmjs.org/@babel/plugin-transform-named-capturing-groups-regex/-/plugin-transform-named-capturing-groups-regex-7.27.1.tgz"
   integrity sha512-SstR5JYy8ddZvD6MhV0tM/j16Qds4mIpJTOd1Yu9J9pJjH93bxHECF7pgtc28XvkzTD6Pxcm/0Z73Hvk7kb3Ng==
   dependencies:
     "@babel/helper-create-regexp-features-plugin" "^7.27.1"
@@ -713,28 +713,28 @@
 
 "@babel/plugin-transform-new-target@^7.27.1":
   version "7.27.1"
-  resolved "https://registry.yarnpkg.com/@babel/plugin-transform-new-target/-/plugin-transform-new-target-7.27.1.tgz#259c43939728cad1706ac17351b7e6a7bea1abeb"
+  resolved "https://registry.npmjs.org/@babel/plugin-transform-new-target/-/plugin-transform-new-target-7.27.1.tgz"
   integrity sha512-f6PiYeqXQ05lYq3TIfIDu/MtliKUbNwkGApPUvyo6+tc7uaR4cPjPe7DFPr15Uyycg2lZU6btZ575CuQoYh7MQ==
   dependencies:
     "@babel/helper-plugin-utils" "^7.27.1"
 
 "@babel/plugin-transform-nullish-coalescing-operator@^7.27.1":
   version "7.27.1"
-  resolved "https://registry.yarnpkg.com/@babel/plugin-transform-nullish-coalescing-operator/-/plugin-transform-nullish-coalescing-operator-7.27.1.tgz#4f9d3153bf6782d73dd42785a9d22d03197bc91d"
+  resolved "https://registry.npmjs.org/@babel/plugin-transform-nullish-coalescing-operator/-/plugin-transform-nullish-coalescing-operator-7.27.1.tgz"
   integrity sha512-aGZh6xMo6q9vq1JGcw58lZ1Z0+i0xB2x0XaauNIUXd6O1xXc3RwoWEBlsTQrY4KQ9Jf0s5rgD6SiNkaUdJegTA==
   dependencies:
     "@babel/helper-plugin-utils" "^7.27.1"
 
 "@babel/plugin-transform-numeric-separator@^7.27.1":
   version "7.27.1"
-  resolved "https://registry.yarnpkg.com/@babel/plugin-transform-numeric-separator/-/plugin-transform-numeric-separator-7.27.1.tgz#614e0b15cc800e5997dadd9bd6ea524ed6c819c6"
+  resolved "https://registry.npmjs.org/@babel/plugin-transform-numeric-separator/-/plugin-transform-numeric-separator-7.27.1.tgz"
   integrity sha512-fdPKAcujuvEChxDBJ5c+0BTaS6revLV7CJL08e4m3de8qJfNIuCc2nc7XJYOjBoTMJeqSmwXJ0ypE14RCjLwaw==
   dependencies:
     "@babel/helper-plugin-utils" "^7.27.1"
 
 "@babel/plugin-transform-object-rest-spread@^7.28.4":
   version "7.28.4"
-  resolved "https://registry.yarnpkg.com/@babel/plugin-transform-object-rest-spread/-/plugin-transform-object-rest-spread-7.28.4.tgz#9ee1ceca80b3e6c4bac9247b2149e36958f7f98d"
+  resolved "https://registry.npmjs.org/@babel/plugin-transform-object-rest-spread/-/plugin-transform-object-rest-spread-7.28.4.tgz"
   integrity sha512-373KA2HQzKhQCYiRVIRr+3MjpCObqzDlyrM6u4I201wL8Mp2wHf7uB8GhDwis03k2ti8Zr65Zyyqs1xOxUF/Ew==
   dependencies:
     "@babel/helper-compilation-targets" "^7.27.2"
@@ -745,7 +745,7 @@
 
 "@babel/plugin-transform-object-super@^7.27.1":
   version "7.27.1"
-  resolved "https://registry.yarnpkg.com/@babel/plugin-transform-object-super/-/plugin-transform-object-super-7.27.1.tgz#1c932cd27bf3874c43a5cac4f43ebf970c9871b5"
+  resolved "https://registry.npmjs.org/@babel/plugin-transform-object-super/-/plugin-transform-object-super-7.27.1.tgz"
   integrity sha512-SFy8S9plRPbIcxlJ8A6mT/CxFdJx/c04JEctz4jf8YZaVS2px34j7NXRrlGlHkN/M2gnpL37ZpGRGVFLd3l8Ng==
   dependencies:
     "@babel/helper-plugin-utils" "^7.27.1"
@@ -753,14 +753,14 @@
 
 "@babel/plugin-transform-optional-catch-binding@^7.27.1":
   version "7.27.1"
-  resolved "https://registry.yarnpkg.com/@babel/plugin-transform-optional-catch-binding/-/plugin-transform-optional-catch-binding-7.27.1.tgz#84c7341ebde35ccd36b137e9e45866825072a30c"
+  resolved "https://registry.npmjs.org/@babel/plugin-transform-optional-catch-binding/-/plugin-transform-optional-catch-binding-7.27.1.tgz"
   integrity sha512-txEAEKzYrHEX4xSZN4kJ+OfKXFVSWKB2ZxM9dpcE3wT7smwkNmXo5ORRlVzMVdJbD+Q8ILTgSD7959uj+3Dm3Q==
   dependencies:
     "@babel/helper-plugin-utils" "^7.27.1"
 
 "@babel/plugin-transform-optional-chaining@^7.27.1", "@babel/plugin-transform-optional-chaining@^7.28.5":
   version "7.28.5"
-  resolved "https://registry.yarnpkg.com/@babel/plugin-transform-optional-chaining/-/plugin-transform-optional-chaining-7.28.5.tgz#8238c785f9d5c1c515a90bf196efb50d075a4b26"
+  resolved "https://registry.npmjs.org/@babel/plugin-transform-optional-chaining/-/plugin-transform-optional-chaining-7.28.5.tgz"
   integrity sha512-N6fut9IZlPnjPwgiQkXNhb+cT8wQKFlJNqcZkWlcTqkcqx6/kU4ynGmLFoa4LViBSirn05YAwk+sQBbPfxtYzQ==
   dependencies:
     "@babel/helper-plugin-utils" "^7.27.1"
@@ -768,14 +768,14 @@
 
 "@babel/plugin-transform-parameters@^7.27.7":
   version "7.27.7"
-  resolved "https://registry.yarnpkg.com/@babel/plugin-transform-parameters/-/plugin-transform-parameters-7.27.7.tgz#1fd2febb7c74e7d21cf3b05f7aebc907940af53a"
+  resolved "https://registry.npmjs.org/@babel/plugin-transform-parameters/-/plugin-transform-parameters-7.27.7.tgz"
   integrity sha512-qBkYTYCb76RRxUM6CcZA5KRu8K4SM8ajzVeUgVdMVO9NN9uI/GaVmBg/WKJJGnNokV9SY8FxNOVWGXzqzUidBg==
   dependencies:
     "@babel/helper-plugin-utils" "^7.27.1"
 
 "@babel/plugin-transform-private-methods@^7.27.1":
   version "7.27.1"
-  resolved "https://registry.yarnpkg.com/@babel/plugin-transform-private-methods/-/plugin-transform-private-methods-7.27.1.tgz#fdacbab1c5ed81ec70dfdbb8b213d65da148b6af"
+  resolved "https://registry.npmjs.org/@babel/plugin-transform-private-methods/-/plugin-transform-private-methods-7.27.1.tgz"
   integrity sha512-10FVt+X55AjRAYI9BrdISN9/AQWHqldOeZDUoLyif1Kn05a56xVBXb8ZouL8pZ9jem8QpXaOt8TS7RHUIS+GPA==
   dependencies:
     "@babel/helper-create-class-features-plugin" "^7.27.1"
@@ -783,7 +783,7 @@
 
 "@babel/plugin-transform-private-property-in-object@^7.27.1":
   version "7.27.1"
-  resolved "https://registry.yarnpkg.com/@babel/plugin-transform-private-property-in-object/-/plugin-transform-private-property-in-object-7.27.1.tgz#4dbbef283b5b2f01a21e81e299f76e35f900fb11"
+  resolved "https://registry.npmjs.org/@babel/plugin-transform-private-property-in-object/-/plugin-transform-private-property-in-object-7.27.1.tgz"
   integrity sha512-5J+IhqTi1XPa0DXF83jYOaARrX+41gOewWbkPyjMNRDqgOCqdffGh8L3f/Ek5utaEBZExjSAzcyjmV9SSAWObQ==
   dependencies:
     "@babel/helper-annotate-as-pure" "^7.27.1"
@@ -792,35 +792,35 @@
 
 "@babel/plugin-transform-property-literals@^7.27.1":
   version "7.27.1"
-  resolved "https://registry.yarnpkg.com/@babel/plugin-transform-property-literals/-/plugin-transform-property-literals-7.27.1.tgz#07eafd618800591e88073a0af1b940d9a42c6424"
+  resolved "https://registry.npmjs.org/@babel/plugin-transform-property-literals/-/plugin-transform-property-literals-7.27.1.tgz"
   integrity sha512-oThy3BCuCha8kDZ8ZkgOg2exvPYUlprMukKQXI1r1pJ47NCvxfkEy8vK+r/hT9nF0Aa4H1WUPZZjHTFtAhGfmQ==
   dependencies:
     "@babel/helper-plugin-utils" "^7.27.1"
 
 "@babel/plugin-transform-react-constant-elements@^7.21.3":
   version "7.27.1"
-  resolved "https://registry.yarnpkg.com/@babel/plugin-transform-react-constant-elements/-/plugin-transform-react-constant-elements-7.27.1.tgz#6c6b50424e749a6e48afd14cf7b92f98cb9383f9"
+  resolved "https://registry.npmjs.org/@babel/plugin-transform-react-constant-elements/-/plugin-transform-react-constant-elements-7.27.1.tgz"
   integrity sha512-edoidOjl/ZxvYo4lSBOQGDSyToYVkTAwyVoa2tkuYTSmjrB1+uAedoL5iROVLXkxH+vRgA7uP4tMg2pUJpZ3Ug==
   dependencies:
     "@babel/helper-plugin-utils" "^7.27.1"
 
 "@babel/plugin-transform-react-display-name@^7.16.0", "@babel/plugin-transform-react-display-name@^7.28.0":
   version "7.28.0"
-  resolved "https://registry.yarnpkg.com/@babel/plugin-transform-react-display-name/-/plugin-transform-react-display-name-7.28.0.tgz#6f20a7295fea7df42eb42fed8f896813f5b934de"
+  resolved "https://registry.npmjs.org/@babel/plugin-transform-react-display-name/-/plugin-transform-react-display-name-7.28.0.tgz"
   integrity sha512-D6Eujc2zMxKjfa4Zxl4GHMsmhKKZ9VpcqIchJLvwTxad9zWIYulwYItBovpDOoNLISpcZSXoDJ5gaGbQUDqViA==
   dependencies:
     "@babel/helper-plugin-utils" "^7.27.1"
 
 "@babel/plugin-transform-react-jsx-development@^7.27.1":
   version "7.27.1"
-  resolved "https://registry.yarnpkg.com/@babel/plugin-transform-react-jsx-development/-/plugin-transform-react-jsx-development-7.27.1.tgz#47ff95940e20a3a70e68ad3d4fcb657b647f6c98"
+  resolved "https://registry.npmjs.org/@babel/plugin-transform-react-jsx-development/-/plugin-transform-react-jsx-development-7.27.1.tgz"
   integrity sha512-ykDdF5yI4f1WrAolLqeF3hmYU12j9ntLQl/AOG1HAS21jxyg1Q0/J/tpREuYLfatGdGmXp/3yS0ZA76kOlVq9Q==
   dependencies:
     "@babel/plugin-transform-react-jsx" "^7.27.1"
 
 "@babel/plugin-transform-react-jsx@^7.27.1":
   version "7.27.1"
-  resolved "https://registry.yarnpkg.com/@babel/plugin-transform-react-jsx/-/plugin-transform-react-jsx-7.27.1.tgz#1023bc94b78b0a2d68c82b5e96aed573bcfb9db0"
+  resolved "https://registry.npmjs.org/@babel/plugin-transform-react-jsx/-/plugin-transform-react-jsx-7.27.1.tgz"
   integrity sha512-2KH4LWGSrJIkVf5tSiBFYuXDAoWRq2MMwgivCf+93dd0GQi8RXLjKA/0EvRnVV5G0hrHczsquXuD01L8s6dmBw==
   dependencies:
     "@babel/helper-annotate-as-pure" "^7.27.1"
@@ -831,7 +831,7 @@
 
 "@babel/plugin-transform-react-pure-annotations@^7.27.1":
   version "7.27.1"
-  resolved "https://registry.yarnpkg.com/@babel/plugin-transform-react-pure-annotations/-/plugin-transform-react-pure-annotations-7.27.1.tgz#339f1ce355eae242e0649f232b1c68907c02e879"
+  resolved "https://registry.npmjs.org/@babel/plugin-transform-react-pure-annotations/-/plugin-transform-react-pure-annotations-7.27.1.tgz"
   integrity sha512-JfuinvDOsD9FVMTHpzA/pBLisxpv1aSf+OIV8lgH3MuWrks19R27e6a6DipIg4aX1Zm9Wpb04p8wljfKrVSnPA==
   dependencies:
     "@babel/helper-annotate-as-pure" "^7.27.1"
@@ -839,14 +839,14 @@
 
 "@babel/plugin-transform-regenerator@^7.28.4":
   version "7.28.4"
-  resolved "https://registry.yarnpkg.com/@babel/plugin-transform-regenerator/-/plugin-transform-regenerator-7.28.4.tgz#9d3fa3bebb48ddd0091ce5729139cd99c67cea51"
+  resolved "https://registry.npmjs.org/@babel/plugin-transform-regenerator/-/plugin-transform-regenerator-7.28.4.tgz"
   integrity sha512-+ZEdQlBoRg9m2NnzvEeLgtvBMO4tkFBw5SQIUgLICgTrumLoU7lr+Oghi6km2PFj+dbUt2u1oby2w3BDO9YQnA==
   dependencies:
     "@babel/helper-plugin-utils" "^7.27.1"
 
 "@babel/plugin-transform-regexp-modifiers@^7.27.1":
   version "7.27.1"
-  resolved "https://registry.yarnpkg.com/@babel/plugin-transform-regexp-modifiers/-/plugin-transform-regexp-modifiers-7.27.1.tgz#df9ba5577c974e3f1449888b70b76169998a6d09"
+  resolved "https://registry.npmjs.org/@babel/plugin-transform-regexp-modifiers/-/plugin-transform-regexp-modifiers-7.27.1.tgz"
   integrity sha512-TtEciroaiODtXvLZv4rmfMhkCv8jx3wgKpL68PuiPh2M4fvz5jhsA7697N1gMvkvr/JTF13DrFYyEbY9U7cVPA==
   dependencies:
     "@babel/helper-create-regexp-features-plugin" "^7.27.1"
@@ -854,14 +854,14 @@
 
 "@babel/plugin-transform-reserved-words@^7.27.1":
   version "7.27.1"
-  resolved "https://registry.yarnpkg.com/@babel/plugin-transform-reserved-words/-/plugin-transform-reserved-words-7.27.1.tgz#40fba4878ccbd1c56605a4479a3a891ac0274bb4"
+  resolved "https://registry.npmjs.org/@babel/plugin-transform-reserved-words/-/plugin-transform-reserved-words-7.27.1.tgz"
   integrity sha512-V2ABPHIJX4kC7HegLkYoDpfg9PVmuWy/i6vUM5eGK22bx4YVFD3M5F0QQnWQoDs6AGsUWTVOopBiMFQgHaSkVw==
   dependencies:
     "@babel/helper-plugin-utils" "^7.27.1"
 
 "@babel/plugin-transform-runtime@^7.16.4":
   version "7.28.5"
-  resolved "https://registry.yarnpkg.com/@babel/plugin-transform-runtime/-/plugin-transform-runtime-7.28.5.tgz#ae3e21fbefe2831ebac04dfa6b463691696afe17"
+  resolved "https://registry.npmjs.org/@babel/plugin-transform-runtime/-/plugin-transform-runtime-7.28.5.tgz"
   integrity sha512-20NUVgOrinudkIBzQ2bNxP08YpKprUkRTiRSd2/Z5GOdPImJGkoN4Z7IQe1T5AdyKI1i5L6RBmluqdSzvaq9/w==
   dependencies:
     "@babel/helper-module-imports" "^7.27.1"
@@ -873,14 +873,14 @@
 
 "@babel/plugin-transform-shorthand-properties@^7.27.1":
   version "7.27.1"
-  resolved "https://registry.yarnpkg.com/@babel/plugin-transform-shorthand-properties/-/plugin-transform-shorthand-properties-7.27.1.tgz#532abdacdec87bfee1e0ef8e2fcdee543fe32b90"
+  resolved "https://registry.npmjs.org/@babel/plugin-transform-shorthand-properties/-/plugin-transform-shorthand-properties-7.27.1.tgz"
   integrity sha512-N/wH1vcn4oYawbJ13Y/FxcQrWk63jhfNa7jef0ih7PHSIHX2LB7GWE1rkPrOnka9kwMxb6hMl19p7lidA+EHmQ==
   dependencies:
     "@babel/helper-plugin-utils" "^7.27.1"
 
 "@babel/plugin-transform-spread@^7.27.1":
   version "7.27.1"
-  resolved "https://registry.yarnpkg.com/@babel/plugin-transform-spread/-/plugin-transform-spread-7.27.1.tgz#1a264d5fc12750918f50e3fe3e24e437178abb08"
+  resolved "https://registry.npmjs.org/@babel/plugin-transform-spread/-/plugin-transform-spread-7.27.1.tgz"
   integrity sha512-kpb3HUqaILBJcRFVhFUs6Trdd4mkrzcGXss+6/mxUd273PfbWqSDHRzMT2234gIg2QYfAjvXLSquP1xECSg09Q==
   dependencies:
     "@babel/helper-plugin-utils" "^7.27.1"
@@ -888,28 +888,28 @@
 
 "@babel/plugin-transform-sticky-regex@^7.27.1":
   version "7.27.1"
-  resolved "https://registry.yarnpkg.com/@babel/plugin-transform-sticky-regex/-/plugin-transform-sticky-regex-7.27.1.tgz#18984935d9d2296843a491d78a014939f7dcd280"
+  resolved "https://registry.npmjs.org/@babel/plugin-transform-sticky-regex/-/plugin-transform-sticky-regex-7.27.1.tgz"
   integrity sha512-lhInBO5bi/Kowe2/aLdBAawijx+q1pQzicSgnkB6dUPc1+RC8QmJHKf2OjvU+NZWitguJHEaEmbV6VWEouT58g==
   dependencies:
     "@babel/helper-plugin-utils" "^7.27.1"
 
 "@babel/plugin-transform-template-literals@^7.27.1":
   version "7.27.1"
-  resolved "https://registry.yarnpkg.com/@babel/plugin-transform-template-literals/-/plugin-transform-template-literals-7.27.1.tgz#1a0eb35d8bb3e6efc06c9fd40eb0bcef548328b8"
+  resolved "https://registry.npmjs.org/@babel/plugin-transform-template-literals/-/plugin-transform-template-literals-7.27.1.tgz"
   integrity sha512-fBJKiV7F2DxZUkg5EtHKXQdbsbURW3DZKQUWphDum0uRP6eHGGa/He9mc0mypL680pb+e/lDIthRohlv8NCHkg==
   dependencies:
     "@babel/helper-plugin-utils" "^7.27.1"
 
 "@babel/plugin-transform-typeof-symbol@^7.27.1":
   version "7.27.1"
-  resolved "https://registry.yarnpkg.com/@babel/plugin-transform-typeof-symbol/-/plugin-transform-typeof-symbol-7.27.1.tgz#70e966bb492e03509cf37eafa6dcc3051f844369"
+  resolved "https://registry.npmjs.org/@babel/plugin-transform-typeof-symbol/-/plugin-transform-typeof-symbol-7.27.1.tgz"
   integrity sha512-RiSILC+nRJM7FY5srIyc4/fGIwUhyDuuBSdWn4y6yT6gm652DpCHZjIipgn6B7MQ1ITOUnAKWixEUjQRIBIcLw==
   dependencies:
     "@babel/helper-plugin-utils" "^7.27.1"
 
 "@babel/plugin-transform-typescript@^7.28.5":
   version "7.28.5"
-  resolved "https://registry.yarnpkg.com/@babel/plugin-transform-typescript/-/plugin-transform-typescript-7.28.5.tgz#441c5f9a4a1315039516c6c612fc66d5f4594e72"
+  resolved "https://registry.npmjs.org/@babel/plugin-transform-typescript/-/plugin-transform-typescript-7.28.5.tgz"
   integrity sha512-x2Qa+v/CuEoX7Dr31iAfr0IhInrVOWZU/2vJMJ00FOR/2nM0BcBEclpaf9sWCDc+v5e9dMrhSH8/atq/kX7+bA==
   dependencies:
     "@babel/helper-annotate-as-pure" "^7.27.3"
@@ -920,14 +920,14 @@
 
 "@babel/plugin-transform-unicode-escapes@^7.27.1":
   version "7.27.1"
-  resolved "https://registry.yarnpkg.com/@babel/plugin-transform-unicode-escapes/-/plugin-transform-unicode-escapes-7.27.1.tgz#3e3143f8438aef842de28816ece58780190cf806"
+  resolved "https://registry.npmjs.org/@babel/plugin-transform-unicode-escapes/-/plugin-transform-unicode-escapes-7.27.1.tgz"
   integrity sha512-Ysg4v6AmF26k9vpfFuTZg8HRfVWzsh1kVfowA23y9j/Gu6dOuahdUVhkLqpObp3JIv27MLSii6noRnuKN8H0Mg==
   dependencies:
     "@babel/helper-plugin-utils" "^7.27.1"
 
 "@babel/plugin-transform-unicode-property-regex@^7.27.1":
   version "7.27.1"
-  resolved "https://registry.yarnpkg.com/@babel/plugin-transform-unicode-property-regex/-/plugin-transform-unicode-property-regex-7.27.1.tgz#bdfe2d3170c78c5691a3c3be934c8c0087525956"
+  resolved "https://registry.npmjs.org/@babel/plugin-transform-unicode-property-regex/-/plugin-transform-unicode-property-regex-7.27.1.tgz"
   integrity sha512-uW20S39PnaTImxp39O5qFlHLS9LJEmANjMG7SxIhap8rCHqu0Ik+tLEPX5DKmHn6CsWQ7j3lix2tFOa5YtL12Q==
   dependencies:
     "@babel/helper-create-regexp-features-plugin" "^7.27.1"
@@ -935,7 +935,7 @@
 
 "@babel/plugin-transform-unicode-regex@^7.27.1":
   version "7.27.1"
-  resolved "https://registry.yarnpkg.com/@babel/plugin-transform-unicode-regex/-/plugin-transform-unicode-regex-7.27.1.tgz#25948f5c395db15f609028e370667ed8bae9af97"
+  resolved "https://registry.npmjs.org/@babel/plugin-transform-unicode-regex/-/plugin-transform-unicode-regex-7.27.1.tgz"
   integrity sha512-xvINq24TRojDuyt6JGtHmkVkrfVV3FPT16uytxImLeBZqW3/H52yN+kM1MGuyPkIQxrzKwPHs5U/MP3qKyzkGw==
   dependencies:
     "@babel/helper-create-regexp-features-plugin" "^7.27.1"
@@ -943,7 +943,7 @@
 
 "@babel/plugin-transform-unicode-sets-regex@^7.27.1":
   version "7.27.1"
-  resolved "https://registry.yarnpkg.com/@babel/plugin-transform-unicode-sets-regex/-/plugin-transform-unicode-sets-regex-7.27.1.tgz#6ab706d10f801b5c72da8bb2548561fa04193cd1"
+  resolved "https://registry.npmjs.org/@babel/plugin-transform-unicode-sets-regex/-/plugin-transform-unicode-sets-regex-7.27.1.tgz"
   integrity sha512-EtkOujbc4cgvb0mlpQefi4NTPBzhSIevblFevACNLUspmrALgmEBdL/XfnyyITfd8fKBZrZys92zOWcik7j9Tw==
   dependencies:
     "@babel/helper-create-regexp-features-plugin" "^7.27.1"
@@ -951,7 +951,7 @@
 
 "@babel/preset-env@^7.11.0", "@babel/preset-env@^7.16.4", "@babel/preset-env@^7.20.2", "@babel/preset-env@^7.25.8":
   version "7.28.5"
-  resolved "https://registry.yarnpkg.com/@babel/preset-env/-/preset-env-7.28.5.tgz#82dd159d1563f219a1ce94324b3071eb89e280b0"
+  resolved "https://registry.npmjs.org/@babel/preset-env/-/preset-env-7.28.5.tgz"
   integrity sha512-S36mOoi1Sb6Fz98fBfE+UZSpYw5mJm0NUHtIKrOuNcqeFauy1J6dIvXm2KRVKobOSaGq4t/hBXdN4HGU3wL9Wg==
   dependencies:
     "@babel/compat-data" "^7.28.5"
@@ -1027,7 +1027,7 @@
 
 "@babel/preset-modules@0.1.6-no-external-plugins":
   version "0.1.6-no-external-plugins"
-  resolved "https://registry.yarnpkg.com/@babel/preset-modules/-/preset-modules-0.1.6-no-external-plugins.tgz#ccb88a2c49c817236861fee7826080573b8a923a"
+  resolved "https://registry.npmjs.org/@babel/preset-modules/-/preset-modules-0.1.6-no-external-plugins.tgz"
   integrity sha512-HrcgcIESLm9aIR842yhJ5RWan/gebQUJ6E/E5+rf0y9o6oj7w0Br+sWuL6kEQ/o/AdfvR1Je9jG18/gnpwjEyA==
   dependencies:
     "@babel/helper-plugin-utils" "^7.0.0"
@@ -1036,7 +1036,7 @@
 
 "@babel/preset-react@^7.16.0", "@babel/preset-react@^7.18.6", "@babel/preset-react@^7.25.7":
   version "7.28.5"
-  resolved "https://registry.yarnpkg.com/@babel/preset-react/-/preset-react-7.28.5.tgz#6fcc0400fa79698433d653092c3919bb4b0878d9"
+  resolved "https://registry.npmjs.org/@babel/preset-react/-/preset-react-7.28.5.tgz"
   integrity sha512-Z3J8vhRq7CeLjdC58jLv4lnZ5RKFUJWqH5emvxmv9Hv3BD1T9R/Im713R4MTKwvFaV74ejZ3sM01LyEKk4ugNQ==
   dependencies:
     "@babel/helper-plugin-utils" "^7.27.1"
@@ -1048,7 +1048,7 @@
 
 "@babel/preset-typescript@^7.16.0", "@babel/preset-typescript@^7.21.0":
   version "7.28.5"
-  resolved "https://registry.yarnpkg.com/@babel/preset-typescript/-/preset-typescript-7.28.5.tgz#540359efa3028236958466342967522fd8f2a60c"
+  resolved "https://registry.npmjs.org/@babel/preset-typescript/-/preset-typescript-7.28.5.tgz"
   integrity sha512-+bQy5WOI2V6LJZpPVxY+yp66XdZ2yifu0Mc1aP5CQKgjn4QM5IN2i5fAZ4xKop47pr8rpVhiAeu+nDQa12C8+g==
   dependencies:
     "@babel/helper-plugin-utils" "^7.27.1"
@@ -1059,12 +1059,12 @@
 
 "@babel/runtime@^7.0.0", "@babel/runtime@^7.10.4", "@babel/runtime@^7.11.2", "@babel/runtime@^7.12.1", "@babel/runtime@^7.12.13", "@babel/runtime@^7.12.5", "@babel/runtime@^7.16.3", "@babel/runtime@^7.18.3", "@babel/runtime@^7.23.8", "@babel/runtime@^7.24.1", "@babel/runtime@^7.3.1", "@babel/runtime@^7.5.5", "@babel/runtime@^7.6.2", "@babel/runtime@^7.7.2", "@babel/runtime@^7.9.2":
   version "7.28.4"
-  resolved "https://registry.yarnpkg.com/@babel/runtime/-/runtime-7.28.4.tgz#a70226016fabe25c5783b2f22d3e1c9bc5ca3326"
+  resolved "https://registry.npmjs.org/@babel/runtime/-/runtime-7.28.4.tgz"
   integrity sha512-Q/N6JNWvIvPnLDvjlE1OUBLPQHH6l3CltCEsHIujp45zQUSSh8K+gHnaEX45yAT1nyngnINhvWtzN+Nb9D8RAQ==
 
 "@babel/template@^7.27.1", "@babel/template@^7.27.2", "@babel/template@^7.3.3":
   version "7.27.2"
-  resolved "https://registry.yarnpkg.com/@babel/template/-/template-7.27.2.tgz#fa78ceed3c4e7b63ebf6cb39e5852fca45f6809d"
+  resolved "https://registry.npmjs.org/@babel/template/-/template-7.27.2.tgz"
   integrity sha512-LPDZ85aEJyYSd18/DkjNh4/y1ntkE5KwUHWTiqgRxruuZL2F1yuHligVHLvcHY2vMHXttKFpJn6LwfI7cw7ODw==
   dependencies:
     "@babel/code-frame" "^7.27.1"
@@ -1073,7 +1073,7 @@
 
 "@babel/traverse@^7.27.1", "@babel/traverse@^7.28.0", "@babel/traverse@^7.28.3", "@babel/traverse@^7.28.4", "@babel/traverse@^7.28.5":
   version "7.28.5"
-  resolved "https://registry.yarnpkg.com/@babel/traverse/-/traverse-7.28.5.tgz#450cab9135d21a7a2ca9d2d35aa05c20e68c360b"
+  resolved "https://registry.npmjs.org/@babel/traverse/-/traverse-7.28.5.tgz"
   integrity sha512-TCCj4t55U90khlYkVV/0TfkJkAkUg3jZFA3Neb7unZT8CPok7iiRfaX0F+WnqWqt7OxhOn0uBKXCw4lbL8W0aQ==
   dependencies:
     "@babel/code-frame" "^7.27.1"
@@ -1086,7 +1086,7 @@
 
 "@babel/types@^7.0.0", "@babel/types@^7.20.7", "@babel/types@^7.21.3", "@babel/types@^7.27.1", "@babel/types@^7.27.3", "@babel/types@^7.28.2", "@babel/types@^7.28.4", "@babel/types@^7.28.5", "@babel/types@^7.3.3", "@babel/types@^7.4.4":
   version "7.28.5"
-  resolved "https://registry.yarnpkg.com/@babel/types/-/types-7.28.5.tgz#10fc405f60897c35f07e85493c932c7b5ca0592b"
+  resolved "https://registry.npmjs.org/@babel/types/-/types-7.28.5.tgz"
   integrity sha512-qQ5m48eI/MFLQ5PxQj4PFaprjyCTLI37ElWMmNs0K8Lk3dVeOdNpB3ks8jc7yM5CDmVC73eMVk/trk3fgmrUpA==
   dependencies:
     "@babel/helper-string-parser" "^7.27.1"
@@ -1094,22 +1094,22 @@
 
 "@base2/pretty-print-object@1.0.1":
   version "1.0.1"
-  resolved "https://registry.yarnpkg.com/@base2/pretty-print-object/-/pretty-print-object-1.0.1.tgz#371ba8be66d556812dc7fb169ebc3c08378f69d4"
+  resolved "https://registry.npmjs.org/@base2/pretty-print-object/-/pretty-print-object-1.0.1.tgz"
   integrity sha512-4iri8i1AqYHJE2DstZYkyEprg6Pq6sKx3xn5FpySk9sNhH7qN2LLlHJCfDTZRILNwQNPD7mATWM0TBui7uC1pA==
 
 "@bcoe/v8-coverage@^0.2.3":
   version "0.2.3"
-  resolved "https://registry.yarnpkg.com/@bcoe/v8-coverage/-/v8-coverage-0.2.3.tgz#75a2e8b51cb758a7553d6804a5932d7aace75c39"
+  resolved "https://registry.npmjs.org/@bcoe/v8-coverage/-/v8-coverage-0.2.3.tgz"
   integrity sha512-0hYQ8SB4Db5zvZB4axdMHGwEaQjkZzFjQiN9LVYvIFB2nSUHW9tYpxWriPrWDASIxiaXax83REcLxuSdnGPZtw==
 
 "@csstools/normalize.css@*":
   version "12.1.1"
-  resolved "https://registry.yarnpkg.com/@csstools/normalize.css/-/normalize.css-12.1.1.tgz#f0ad221b7280f3fc814689786fd9ee092776ef8f"
+  resolved "https://registry.npmjs.org/@csstools/normalize.css/-/normalize.css-12.1.1.tgz"
   integrity sha512-YAYeJ+Xqh7fUou1d1j9XHl44BmsuThiTr4iNrgCQ3J27IbhXsxXDGZ1cXv8Qvs99d4rBbLiSKy3+WZiet32PcQ==
 
 "@csstools/postcss-cascade-layers@^1.1.1":
   version "1.1.1"
-  resolved "https://registry.yarnpkg.com/@csstools/postcss-cascade-layers/-/postcss-cascade-layers-1.1.1.tgz#8a997edf97d34071dd2e37ea6022447dd9e795ad"
+  resolved "https://registry.npmjs.org/@csstools/postcss-cascade-layers/-/postcss-cascade-layers-1.1.1.tgz"
   integrity sha512-+KdYrpKC5TgomQr2DlZF4lDEpHcoxnj5IGddYYfBWJAKfj1JtuHUIqMa+E1pJJ+z3kvDViWMqyqPlG4Ja7amQA==
   dependencies:
     "@csstools/selector-specificity" "^2.0.2"
@@ -1117,7 +1117,7 @@
 
 "@csstools/postcss-color-function@^1.1.1":
   version "1.1.1"
-  resolved "https://registry.yarnpkg.com/@csstools/postcss-color-function/-/postcss-color-function-1.1.1.tgz#2bd36ab34f82d0497cfacdc9b18d34b5e6f64b6b"
+  resolved "https://registry.npmjs.org/@csstools/postcss-color-function/-/postcss-color-function-1.1.1.tgz"
   integrity sha512-Bc0f62WmHdtRDjf5f3e2STwRAl89N2CLb+9iAwzrv4L2hncrbDwnQD9PCq0gtAt7pOI2leIV08HIBUd4jxD8cw==
   dependencies:
     "@csstools/postcss-progressive-custom-properties" "^1.1.0"
@@ -1125,21 +1125,21 @@
 
 "@csstools/postcss-font-format-keywords@^1.0.1":
   version "1.0.1"
-  resolved "https://registry.yarnpkg.com/@csstools/postcss-font-format-keywords/-/postcss-font-format-keywords-1.0.1.tgz#677b34e9e88ae997a67283311657973150e8b16a"
+  resolved "https://registry.npmjs.org/@csstools/postcss-font-format-keywords/-/postcss-font-format-keywords-1.0.1.tgz"
   integrity sha512-ZgrlzuUAjXIOc2JueK0X5sZDjCtgimVp/O5CEqTcs5ShWBa6smhWYbS0x5cVc/+rycTDbjjzoP0KTDnUneZGOg==
   dependencies:
     postcss-value-parser "^4.2.0"
 
 "@csstools/postcss-hwb-function@^1.0.2":
   version "1.0.2"
-  resolved "https://registry.yarnpkg.com/@csstools/postcss-hwb-function/-/postcss-hwb-function-1.0.2.tgz#ab54a9fce0ac102c754854769962f2422ae8aa8b"
+  resolved "https://registry.npmjs.org/@csstools/postcss-hwb-function/-/postcss-hwb-function-1.0.2.tgz"
   integrity sha512-YHdEru4o3Rsbjmu6vHy4UKOXZD+Rn2zmkAmLRfPet6+Jz4Ojw8cbWxe1n42VaXQhD3CQUXXTooIy8OkVbUcL+w==
   dependencies:
     postcss-value-parser "^4.2.0"
 
 "@csstools/postcss-ic-unit@^1.0.1":
   version "1.0.1"
-  resolved "https://registry.yarnpkg.com/@csstools/postcss-ic-unit/-/postcss-ic-unit-1.0.1.tgz#28237d812a124d1a16a5acc5c3832b040b303e58"
+  resolved "https://registry.npmjs.org/@csstools/postcss-ic-unit/-/postcss-ic-unit-1.0.1.tgz"
   integrity sha512-Ot1rcwRAaRHNKC9tAqoqNZhjdYBzKk1POgWfhN4uCOE47ebGcLRqXjKkApVDpjifL6u2/55ekkpnFcp+s/OZUw==
   dependencies:
     "@csstools/postcss-progressive-custom-properties" "^1.1.0"
@@ -1147,7 +1147,7 @@
 
 "@csstools/postcss-is-pseudo-class@^2.0.7":
   version "2.0.7"
-  resolved "https://registry.yarnpkg.com/@csstools/postcss-is-pseudo-class/-/postcss-is-pseudo-class-2.0.7.tgz#846ae6c0d5a1eaa878fce352c544f9c295509cd1"
+  resolved "https://registry.npmjs.org/@csstools/postcss-is-pseudo-class/-/postcss-is-pseudo-class-2.0.7.tgz"
   integrity sha512-7JPeVVZHd+jxYdULl87lvjgvWldYu+Bc62s9vD/ED6/QTGjy0jy0US/f6BG53sVMTBJ1lzKZFpYmofBN9eaRiA==
   dependencies:
     "@csstools/selector-specificity" "^2.0.0"
@@ -1155,21 +1155,21 @@
 
 "@csstools/postcss-nested-calc@^1.0.0":
   version "1.0.0"
-  resolved "https://registry.yarnpkg.com/@csstools/postcss-nested-calc/-/postcss-nested-calc-1.0.0.tgz#d7e9d1d0d3d15cf5ac891b16028af2a1044d0c26"
+  resolved "https://registry.npmjs.org/@csstools/postcss-nested-calc/-/postcss-nested-calc-1.0.0.tgz"
   integrity sha512-JCsQsw1wjYwv1bJmgjKSoZNvf7R6+wuHDAbi5f/7MbFhl2d/+v+TvBTU4BJH3G1X1H87dHl0mh6TfYogbT/dJQ==
   dependencies:
     postcss-value-parser "^4.2.0"
 
 "@csstools/postcss-normalize-display-values@^1.0.1":
   version "1.0.1"
-  resolved "https://registry.yarnpkg.com/@csstools/postcss-normalize-display-values/-/postcss-normalize-display-values-1.0.1.tgz#15da54a36e867b3ac5163ee12c1d7f82d4d612c3"
+  resolved "https://registry.npmjs.org/@csstools/postcss-normalize-display-values/-/postcss-normalize-display-values-1.0.1.tgz"
   integrity sha512-jcOanIbv55OFKQ3sYeFD/T0Ti7AMXc9nM1hZWu8m/2722gOTxFg7xYu4RDLJLeZmPUVQlGzo4jhzvTUq3x4ZUw==
   dependencies:
     postcss-value-parser "^4.2.0"
 
 "@csstools/postcss-oklab-function@^1.1.1":
   version "1.1.1"
-  resolved "https://registry.yarnpkg.com/@csstools/postcss-oklab-function/-/postcss-oklab-function-1.1.1.tgz#88cee0fbc8d6df27079ebd2fa016ee261eecf844"
+  resolved "https://registry.npmjs.org/@csstools/postcss-oklab-function/-/postcss-oklab-function-1.1.1.tgz"
   integrity sha512-nJpJgsdA3dA9y5pgyb/UfEzE7W5Ka7u0CX0/HIMVBNWzWemdcTH3XwANECU6anWv/ao4vVNLTMxhiPNZsTK6iA==
   dependencies:
     "@csstools/postcss-progressive-custom-properties" "^1.1.0"
@@ -1177,57 +1177,57 @@
 
 "@csstools/postcss-progressive-custom-properties@^1.1.0", "@csstools/postcss-progressive-custom-properties@^1.3.0":
   version "1.3.0"
-  resolved "https://registry.yarnpkg.com/@csstools/postcss-progressive-custom-properties/-/postcss-progressive-custom-properties-1.3.0.tgz#542292558384361776b45c85226b9a3a34f276fa"
+  resolved "https://registry.npmjs.org/@csstools/postcss-progressive-custom-properties/-/postcss-progressive-custom-properties-1.3.0.tgz"
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   dependencies:
     postcss-value-parser "^4.2.0"
 
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   version "1.0.1"
-  resolved "https://registry.yarnpkg.com/@csstools/postcss-stepped-value-functions/-/postcss-stepped-value-functions-1.0.1.tgz#f8772c3681cc2befed695e2b0b1d68e22f08c4f4"
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   dependencies:
     postcss-value-parser "^4.2.0"
 
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   version "1.0.0"
-  resolved "https://registry.yarnpkg.com/@csstools/postcss-text-decoration-shorthand/-/postcss-text-decoration-shorthand-1.0.0.tgz#ea96cfbc87d921eca914d3ad29340d9bcc4c953f"
+  resolved "https://registry.npmjs.org/@csstools/postcss-text-decoration-shorthand/-/postcss-text-decoration-shorthand-1.0.0.tgz"
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   dependencies:
     postcss-value-parser "^4.2.0"
 
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   version "1.0.2"
-  resolved "https://registry.yarnpkg.com/@csstools/postcss-trigonometric-functions/-/postcss-trigonometric-functions-1.0.2.tgz#94d3e4774c36d35dcdc88ce091336cb770d32756"
+  resolved "https://registry.npmjs.org/@csstools/postcss-trigonometric-functions/-/postcss-trigonometric-functions-1.0.2.tgz"
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   dependencies:
     postcss-value-parser "^4.2.0"
 
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   version "1.0.2"
-  resolved "https://registry.yarnpkg.com/@csstools/postcss-unset-value/-/postcss-unset-value-1.0.2.tgz#c99bb70e2cdc7312948d1eb41df2412330b81f77"
+  resolved "https://registry.npmjs.org/@csstools/postcss-unset-value/-/postcss-unset-value-1.0.2.tgz"
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   version "2.2.0"
-  resolved "https://registry.yarnpkg.com/@csstools/selector-specificity/-/selector-specificity-2.2.0.tgz#2cbcf822bf3764c9658c4d2e568bd0c0cb748016"
+  resolved "https://registry.npmjs.org/@csstools/selector-specificity/-/selector-specificity-2.2.0.tgz"
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 "@elastic/datemath@^5.0.3":
   version "5.0.3"
-  resolved "https://registry.yarnpkg.com/@elastic/datemath/-/datemath-5.0.3.tgz#7baccdab672b9a3ecb7fe8387580670936b58573"
+  resolved "https://registry.npmjs.org/@elastic/datemath/-/datemath-5.0.3.tgz"
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   dependencies:
     tslib "^1.9.3"
 
 "@elastic/eui-theme-borealis@1.0.0":
   version "1.0.0"
-  resolved "https://registry.yarnpkg.com/@elastic/eui-theme-borealis/-/eui-theme-borealis-1.0.0.tgz#f85679d2d72dfc43a620241cbf4161d4e4e81841"
+  resolved "https://registry.npmjs.org/@elastic/eui-theme-borealis/-/eui-theme-borealis-1.0.0.tgz"
   integrity sha512-Zf3ZX5siUhF+TNOdP0FZ3PNEpVmfe3DDXFm5biAKFlGp4e5yrR1FKPYOzkOdJtPWlOoNaedawnALXNVjp1UH8w==
 
 "@elastic/eui@^95.12.0":
   version "95.12.0"
-  resolved "https://registry.yarnpkg.com/@elastic/eui/-/eui-95.12.0.tgz#862f2be8b72248a62b40704b9e62f2f5d7d43853"
+  resolved "https://registry.npmjs.org/@elastic/eui/-/eui-95.12.0.tgz"
   integrity sha512-SW4ru97FY2VitSqyCgURrM5OMk1W+Ww12b6S+VZN5ex50aNT296DfED/ByidlYaAoVihqjZuoB3HlQBBXydFpA==
   dependencies:
     "@hello-pangea/dnd" "^16.6.0"
@@ -1266,7 +1266,7 @@
 
 "@emotion/babel-plugin@^11.13.5":
   version "11.13.5"
-  resolved "https://registry.yarnpkg.com/@emotion/babel-plugin/-/babel-plugin-11.13.5.tgz#eab8d65dbded74e0ecfd28dc218e75607c4e7bc0"
+  resolved "https://registry.npmjs.org/@emotion/babel-plugin/-/babel-plugin-11.13.5.tgz"
   integrity sha512-pxHCpT2ex+0q+HH91/zsdHkw/lXd468DIN2zvfvLtPKLLMo6gQj7oLObq8PhkrxOZb/gGCq03S3Z7PDhS8pduQ==
   dependencies:
     "@babel/helper-module-imports" "^7.16.7"
@@ -1283,7 +1283,7 @@
 
 "@emotion/cache@^11.13.5", "@emotion/cache@^11.14.0":
   version "11.14.0"
-  resolved "https://registry.yarnpkg.com/@emotion/cache/-/cache-11.14.0.tgz#ee44b26986eeb93c8be82bb92f1f7a9b21b2ed76"
+  resolved "https://registry.npmjs.org/@emotion/cache/-/cache-11.14.0.tgz"
   integrity sha512-L/B1lc/TViYk4DcpGxtAVbx0ZyiKM5ktoIyafGkH6zg/tj+mA+NE//aPYKG0k8kCHSHVJrpLpcAlOBEXQ3SavA==
   dependencies:
     "@emotion/memoize" "^0.9.0"
@@ -1294,7 +1294,7 @@
 
 "@emotion/css@^11.13.0":
   version "11.13.5"
-  resolved "https://registry.yarnpkg.com/@emotion/css/-/css-11.13.5.tgz#db2d3be6780293640c082848e728a50544b9dfa4"
+  resolved "https://registry.npmjs.org/@emotion/css/-/css-11.13.5.tgz"
   integrity sha512-wQdD0Xhkn3Qy2VNcIzbLP9MR8TafI0MJb7BEAXKp+w4+XqErksWR4OXomuDzPsN4InLdGhVe6EYcn2ZIUCpB8w==
   dependencies:
     "@emotion/babel-plugin" "^11.13.5"
@@ -1305,29 +1305,29 @@
 
 "@emotion/hash@^0.9.2":
   version "0.9.2"
-  resolved "https://registry.yarnpkg.com/@emotion/hash/-/hash-0.9.2.tgz#ff9221b9f58b4dfe61e619a7788734bd63f6898b"
+  resolved "https://registry.npmjs.org/@emotion/hash/-/hash-0.9.2.tgz"
   integrity sha512-MyqliTZGuOm3+5ZRSaaBGP3USLw6+EGykkwZns2EPC5g8jJ4z9OrdZY9apkl3+UP9+sdz76YYkwCKP5gh8iY3g==
 
 "@emotion/is-prop-valid@1.2.2":
   version "1.2.2"
-  resolved "https://registry.yarnpkg.com/@emotion/is-prop-valid/-/is-prop-valid-1.2.2.tgz#d4175076679c6a26faa92b03bb786f9e52612337"
+  resolved "https://registry.npmjs.org/@emotion/is-prop-valid/-/is-prop-valid-1.2.2.tgz"
   integrity sha512-uNsoYd37AFmaCdXlg6EYD1KaPOaRWRByMCYzbKUX4+hhMfrxdVSelShywL4JVaAeM/eHUOSprYBQls+/neX3pw==
   dependencies:
     "@emotion/memoize" "^0.8.1"
 
 "@emotion/memoize@^0.8.1":
   version "0.8.1"
-  resolved "https://registry.yarnpkg.com/@emotion/memoize/-/memoize-0.8.1.tgz#c1ddb040429c6d21d38cc945fe75c818cfb68e17"
+  resolved "https://registry.npmjs.org/@emotion/memoize/-/memoize-0.8.1.tgz"
   integrity sha512-W2P2c/VRW1/1tLox0mVUalvnWXxavmv/Oum2aPsRcoDJuob75FC3Y8FbpfLwUegRcxINtGUMPq0tFCvYNTBXNA==
 
 "@emotion/memoize@^0.9.0":
   version "0.9.0"
-  resolved "https://registry.yarnpkg.com/@emotion/memoize/-/memoize-0.9.0.tgz#745969d649977776b43fc7648c556aaa462b4102"
+  resolved "https://registry.npmjs.org/@emotion/memoize/-/memoize-0.9.0.tgz"
   integrity sha512-30FAj7/EoJ5mwVPOWhAyCX+FPfMDrVecJAM+Iw9NRoSl4BBAQeqj4cApHHUXOVvIPgLVDsCFoz/hGD+5QQD1GQ==
 
 "@emotion/react@^11.13.3":
   version "11.14.0"
-  resolved "https://registry.yarnpkg.com/@emotion/react/-/react-11.14.0.tgz#cfaae35ebc67dd9ef4ea2e9acc6cd29e157dd05d"
+  resolved "https://registry.npmjs.org/@emotion/react/-/react-11.14.0.tgz"
   integrity sha512-O000MLDBDdk/EohJPFUqvnp4qnHeYkVP5B0xEG0D/L7cOKP9kefu2DXn8dj74cQfsEzUqh+sr1RzFqiL1o+PpA==
   dependencies:
     "@babel/runtime" "^7.18.3"
@@ -1341,7 +1341,7 @@
 
 "@emotion/serialize@^1.3.3":
   version "1.3.3"
-  resolved "https://registry.yarnpkg.com/@emotion/serialize/-/serialize-1.3.3.tgz#d291531005f17d704d0463a032fe679f376509e8"
+  resolved "https://registry.npmjs.org/@emotion/serialize/-/serialize-1.3.3.tgz"
   integrity sha512-EISGqt7sSNWHGI76hC7x1CksiXPahbxEOrC5RjmFRJTqLyEK9/9hZvBbiYn70dw4wuwMKiEMCUlR6ZXTSWQqxA==
   dependencies:
     "@emotion/hash" "^0.9.2"
@@ -1352,49 +1352,49 @@
 
 "@emotion/sheet@^1.4.0":
   version "1.4.0"
-  resolved "https://registry.yarnpkg.com/@emotion/sheet/-/sheet-1.4.0.tgz#c9299c34d248bc26e82563735f78953d2efca83c"
+  resolved "https://registry.npmjs.org/@emotion/sheet/-/sheet-1.4.0.tgz"
   integrity sha512-fTBW9/8r2w3dXWYM4HCB1Rdp8NLibOw2+XELH5m5+AkWiL/KqYX6dc0kKYlaYyKjrQ6ds33MCdMPEwgs2z1rqg==
 
 "@emotion/unitless@0.8.1":
   version "0.8.1"
-  resolved "https://registry.yarnpkg.com/@emotion/unitless/-/unitless-0.8.1.tgz#182b5a4704ef8ad91bde93f7a860a88fd92c79a3"
+  resolved "https://registry.npmjs.org/@emotion/unitless/-/unitless-0.8.1.tgz"
   integrity sha512-KOEGMu6dmJZtpadb476IsZBclKvILjopjUii3V+7MnXIQCYh8W3NgNcgwo21n9LXZX6EDIKvqfjYxXebDwxKmQ==
 
 "@emotion/unitless@^0.10.0":
   version "0.10.0"
-  resolved "https://registry.yarnpkg.com/@emotion/unitless/-/unitless-0.10.0.tgz#2af2f7c7e5150f497bdabd848ce7b218a27cf745"
+  resolved "https://registry.npmjs.org/@emotion/unitless/-/unitless-0.10.0.tgz"
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 "@emotion/use-insertion-effect-with-fallbacks@^1.2.0":
   version "1.2.0"
-  resolved "https://registry.yarnpkg.com/@emotion/use-insertion-effect-with-fallbacks/-/use-insertion-effect-with-fallbacks-1.2.0.tgz#8a8cb77b590e09affb960f4ff1e9a89e532738bf"
+  resolved "https://registry.npmjs.org/@emotion/use-insertion-effect-with-fallbacks/-/use-insertion-effect-with-fallbacks-1.2.0.tgz"
   integrity sha512-yJMtVdH59sxi/aVJBpk9FQq+OR8ll5GT8oWd57UpeaKEVGab41JWaCFA7FRLoMLloOZF/c/wsPoe+bfGmRKgDg==
 
 "@emotion/utils@^1.4.2":
   version "1.4.2"
-  resolved "https://registry.yarnpkg.com/@emotion/utils/-/utils-1.4.2.tgz#6df6c45881fcb1c412d6688a311a98b7f59c1b52"
+  resolved "https://registry.npmjs.org/@emotion/utils/-/utils-1.4.2.tgz"
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 "@emotion/weak-memoize@^0.4.0":
   version "0.4.0"
-  resolved "https://registry.yarnpkg.com/@emotion/weak-memoize/-/weak-memoize-0.4.0.tgz#5e13fac887f08c44f76b0ccaf3370eb00fec9bb6"
+  resolved "https://registry.npmjs.org/@emotion/weak-memoize/-/weak-memoize-0.4.0.tgz"
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 "@eslint-community/eslint-utils@^4.2.0":
   version "4.9.0"
-  resolved "https://registry.yarnpkg.com/@eslint-community/eslint-utils/-/eslint-utils-4.9.0.tgz#7308df158e064f0dd8b8fdb58aa14fa2a7f913b3"
+  resolved "https://registry.npmjs.org/@eslint-community/eslint-utils/-/eslint-utils-4.9.0.tgz"
   integrity sha512-ayVFHdtZ+hsq1t2Dy24wCmGXGe4q9Gu3smhLYALJrr473ZH27MsnSL+LKUlimp4BWJqMDMLmPpx/Q9R3OAlL4g==
   dependencies:
     eslint-visitor-keys "^3.4.3"
 
 "@eslint-community/regexpp@^4.4.0", "@eslint-community/regexpp@^4.6.1":
   version "4.12.2"
-  resolved "https://registry.yarnpkg.com/@eslint-community/regexpp/-/regexpp-4.12.2.tgz#bccdf615bcf7b6e8db830ec0b8d21c9a25de597b"
+  resolved "https://registry.npmjs.org/@eslint-community/regexpp/-/regexpp-4.12.2.tgz"
   integrity sha512-EriSTlt5OC9/7SXkRSCAhfSxxoSUgBm33OH+IkwbdpgoqsSsUg7y3uh+IICI/Qg4BBWr3U2i39RpmycbxMq4ew==
 
 "@eslint/eslintrc@^2.1.4":
   version "2.1.4"
-  resolved "https://registry.yarnpkg.com/@eslint/eslintrc/-/eslintrc-2.1.4.tgz#388a269f0f25c1b6adc317b5a2c55714894c70ad"
+  resolved "https://registry.npmjs.org/@eslint/eslintrc/-/eslintrc-2.1.4.tgz"
   integrity sha512-269Z39MS6wVJtsoUl10L60WdkhJVdPG24Q4eZTH3nnF6lpvSShEK3wQjDX9JRWAUPvPh7COouPpU9IrqaZFvtQ==
   dependencies:
     ajv "^6.12.4"
@@ -1409,12 +1409,12 @@
 
 "@eslint/js@8.57.1":
   version "8.57.1"
-  resolved "https://registry.yarnpkg.com/@eslint/js/-/js-8.57.1.tgz#de633db3ec2ef6a3c89e2f19038063e8a122e2c2"
+  resolved "https://registry.npmjs.org/@eslint/js/-/js-8.57.1.tgz"
   integrity sha512-d9zaMRSTIKDLhctzH12MtXvJKSSUhaHcjV+2Z+GK+EEY7XKpP5yR4x+N3TAcHTcu963nIr+TMcCb4DBCYX1z6Q==
 
 "@happy-dom/jest-environment@^16.7.3":
   version "16.8.1"
-  resolved "https://registry.yarnpkg.com/@happy-dom/jest-environment/-/jest-environment-16.8.1.tgz#c2c49923d7aec45123361d7756615884fddb4756"
+  resolved "https://registry.npmjs.org/@happy-dom/jest-environment/-/jest-environment-16.8.1.tgz"
   integrity sha512-TNzYvCYyNySVM+an4fM5l4FIiRtBFiu7m5eyiXtIDWHkS3WLGvJ9yrRkzHtSEqDA7YOYdTIsEn5SQNQ7LCNn0Q==
   dependencies:
     "@jest/environment" "^29.4.0"
@@ -1426,7 +1426,7 @@
 
 "@hello-pangea/dnd@^16.6.0":
   version "16.6.0"
-  resolved "https://registry.yarnpkg.com/@hello-pangea/dnd/-/dnd-16.6.0.tgz#7509639c7bd13f55e537b65a9dcfcd54e7c99ac7"
+  resolved "https://registry.npmjs.org/@hello-pangea/dnd/-/dnd-16.6.0.tgz"
   integrity sha512-vfZ4GydqbtUPXSLfAvKvXQ6xwRzIjUSjVU0Sx+70VOhc2xx6CdmJXJ8YhH70RpbTUGjxctslQTHul9sIOxCfFQ==
   dependencies:
     "@babel/runtime" "^7.24.1"
@@ -1439,7 +1439,7 @@
 
 "@humanwhocodes/config-array@^0.13.0":
   version "0.13.0"
-  resolved "https://registry.yarnpkg.com/@humanwhocodes/config-array/-/config-array-0.13.0.tgz#fb907624df3256d04b9aa2df50d7aa97ec648748"
+  resolved "https://registry.npmjs.org/@humanwhocodes/config-array/-/config-array-0.13.0.tgz"
   integrity sha512-DZLEEqFWQFiyK6h5YIeynKx7JlvCYWL0cImfSRXZ9l4Sg2efkFGTuFf6vzXjK1cq6IYkU+Eg/JizXw+TD2vRNw==
   dependencies:
     "@humanwhocodes/object-schema" "^2.0.3"
@@ -1448,22 +1448,22 @@
 
 "@humanwhocodes/module-importer@^1.0.1":
   version "1.0.1"
-  resolved "https://registry.yarnpkg.com/@humanwhocodes/module-importer/-/module-importer-1.0.1.tgz#af5b2691a22b44be847b0ca81641c5fb6ad0172c"
+  resolved "https://registry.npmjs.org/@humanwhocodes/module-importer/-/module-importer-1.0.1.tgz"
   integrity sha512-bxveV4V8v5Yb4ncFTT3rPSgZBOpCkjfK0y4oVVVJwIuDVBRMDXrPyXRL988i5ap9m9bnyEEjWfm5WkBmtffLfA==
 
 "@humanwhocodes/object-schema@^2.0.3":
   version "2.0.3"
-  resolved "https://registry.yarnpkg.com/@humanwhocodes/object-schema/-/object-schema-2.0.3.tgz#4a2868d75d6d6963e423bcf90b7fd1be343409d3"
+  resolved "https://registry.npmjs.org/@humanwhocodes/object-schema/-/object-schema-2.0.3.tgz"
   integrity sha512-93zYdMES/c1D69yZiKDBj0V24vqNzB/koF26KPaagAfd3P/4gUlh3Dys5ogAK+Exi9QyzlD8x/08Zt7wIKcDcA==
 
 "@inquirer/ansi@^1.0.2":
   version "1.0.2"
-  resolved "https://registry.yarnpkg.com/@inquirer/ansi/-/ansi-1.0.2.tgz#674a4c4d81ad460695cb2a1fc69d78cd187f337e"
+  resolved "https://registry.npmjs.org/@inquirer/ansi/-/ansi-1.0.2.tgz"
   integrity sha512-S8qNSZiYzFd0wAcyG5AXCvUHC5Sr7xpZ9wZ2py9XR88jUz8wooStVx5M6dRzczbBWjic9NP7+rY0Xi7qqK/aMQ==
 
 "@inquirer/confirm@^5.0.0":
   version "5.1.21"
-  resolved "https://registry.yarnpkg.com/@inquirer/confirm/-/confirm-5.1.21.tgz#610c4acd7797d94890a6e2dde2c98eb1e891dd12"
+  resolved "https://registry.npmjs.org/@inquirer/confirm/-/confirm-5.1.21.tgz"
   integrity sha512-KR8edRkIsUayMXV+o3Gv+q4jlhENF9nMYUZs9PA2HzrXeHI8M5uDag70U7RJn9yyiMZSbtF5/UexBtAVtZGSbQ==
   dependencies:
     "@inquirer/core" "^10.3.2"
@@ -1471,7 +1471,7 @@
 
 "@inquirer/core@^10.3.2":
   version "10.3.2"
-  resolved "https://registry.yarnpkg.com/@inquirer/core/-/core-10.3.2.tgz#535979ff3ff4fe1e7cc4f83e2320504c743b7e20"
+  resolved "https://registry.npmjs.org/@inquirer/core/-/core-10.3.2.tgz"
   integrity sha512-43RTuEbfP8MbKzedNqBrlhhNKVwoK//vUFNW3Q3vZ88BLcrs4kYpGg+B2mm5p2K/HfygoCxuKwJJiv8PbGmE0A==
   dependencies:
     "@inquirer/ansi" "^1.0.2"
@@ -1485,29 +1485,29 @@
 
 "@inquirer/figures@^1.0.15":
   version "1.0.15"
-  resolved "https://registry.yarnpkg.com/@inquirer/figures/-/figures-1.0.15.tgz#dbb49ed80df11df74268023b496ac5d9acd22b3a"
+  resolved "https://registry.npmjs.org/@inquirer/figures/-/figures-1.0.15.tgz"
   integrity sha512-t2IEY+unGHOzAaVM5Xx6DEWKeXlDDcNPeDyUpsRc6CUhBfU3VQOEl+Vssh7VNp1dR8MdUJBWhuObjXCsVpjN5g==
 
 "@inquirer/type@^3.0.10":
   version "3.0.10"
-  resolved "https://registry.yarnpkg.com/@inquirer/type/-/type-3.0.10.tgz#11ed564ec78432a200ea2601a212d24af8150d50"
+  resolved "https://registry.npmjs.org/@inquirer/type/-/type-3.0.10.tgz"
   integrity sha512-BvziSRxfz5Ov8ch0z/n3oijRSEcEsHnhggm4xFZe93DHcUCTlutlq9Ox4SVENAfcRD22UQq7T/atg9Wr3k09eA==
 
 "@isaacs/balanced-match@^4.0.1":
   version "4.0.1"
-  resolved "https://registry.yarnpkg.com/@isaacs/balanced-match/-/balanced-match-4.0.1.tgz#3081dadbc3460661b751e7591d7faea5df39dd29"
+  resolved "https://registry.npmjs.org/@isaacs/balanced-match/-/balanced-match-4.0.1.tgz"
   integrity sha512-yzMTt9lEb8Gv7zRioUilSglI0c0smZ9k5D65677DLWLtWJaXIS3CqcGyUFByYKlnUj6TkjLVs54fBl6+TiGQDQ==
 
 "@isaacs/brace-expansion@^5.0.0":
   version "5.0.0"
-  resolved "https://registry.yarnpkg.com/@isaacs/brace-expansion/-/brace-expansion-5.0.0.tgz#4b3dabab7d8e75a429414a96bd67bf4c1d13e0f3"
+  resolved "https://registry.npmjs.org/@isaacs/brace-expansion/-/brace-expansion-5.0.0.tgz"
   integrity sha512-ZT55BDLV0yv0RBm2czMiZ+SqCGO7AvmOM3G/w2xhVPH+te0aKgFjmBvGlL1dH+ql2tgGO3MVrbb3jCKyvpgnxA==
   dependencies:
     "@isaacs/balanced-match" "^4.0.1"
 
 "@istanbuljs/load-nyc-config@^1.0.0":
   version "1.1.0"
-  resolved "https://registry.yarnpkg.com/@istanbuljs/load-nyc-config/-/load-nyc-config-1.1.0.tgz#fd3db1d59ecf7cf121e80650bb86712f9b55eced"
+  resolved "https://registry.npmjs.org/@istanbuljs/load-nyc-config/-/load-nyc-config-1.1.0.tgz"
   integrity sha512-VjeHSlIzpv/NyD3N0YuHfXOPDIixcA1q2ZV98wsMqcYlPmv2n3Yb2lYP9XMElnaFVXg5A7YLTeLu6V84uQDjmQ==
   dependencies:
     camelcase "^5.3.1"
@@ -1518,12 +1518,12 @@
 
 "@istanbuljs/schema@^0.1.2", "@istanbuljs/schema@^0.1.3":
   version "0.1.3"
-  resolved "https://registry.yarnpkg.com/@istanbuljs/schema/-/schema-0.1.3.tgz#e45e384e4b8ec16bce2fd903af78450f6bf7ec98"
+  resolved "https://registry.npmjs.org/@istanbuljs/schema/-/schema-0.1.3.tgz"
   integrity sha512-ZXRY4jNvVgSVQ8DL3LTcakaAtXwTVUxE81hslsyD2AtoXW/wVob10HkOJ1X/pAlcI7D+2YoZKg5do8G/w6RYgA==
 
 "@jest/console@^29.7.0":
   version "29.7.0"
-  resolved "https://registry.yarnpkg.com/@jest/console/-/console-29.7.0.tgz#cd4822dbdb84529265c5a2bdb529a3c9cc950ffc"
+  resolved "https://registry.npmjs.org/@jest/console/-/console-29.7.0.tgz"
   integrity sha512-5Ni4CU7XHQi32IJ398EEP4RrB8eV09sXP2ROqD4bksHrnTree52PsxvX8tpL8LvTZ3pFzXyPbNQReSN41CAhOg==
   dependencies:
     "@jest/types" "^29.6.3"
@@ -1535,7 +1535,7 @@
 
 "@jest/core@^29.7.0":
   version "29.7.0"
-  resolved "https://registry.yarnpkg.com/@jest/core/-/core-29.7.0.tgz#b6cccc239f30ff36609658c5a5e2291757ce448f"
+  resolved "https://registry.npmjs.org/@jest/core/-/core-29.7.0.tgz"
   integrity sha512-n7aeXWKMnGtDA48y8TLWJPJmLmmZ642Ceo78cYWEpiD7FzDgmNDV/GCVRorPABdXLJZ/9wzzgZAlHjXjxDHGsg==
   dependencies:
     "@jest/console" "^29.7.0"
@@ -1569,7 +1569,7 @@
 
 "@jest/environment@^29.4.0", "@jest/environment@^29.7.0":
   version "29.7.0"
-  resolved "https://registry.yarnpkg.com/@jest/environment/-/environment-29.7.0.tgz#24d61f54ff1f786f3cd4073b4b94416383baf2a7"
+  resolved "https://registry.npmjs.org/@jest/environment/-/environment-29.7.0.tgz"
   integrity sha512-aQIfHDq33ExsN4jP1NWGXhxgQ/wixs60gDiKO+XVMd8Mn0NWPWgc34ZQDTb2jKaUWQ7MuwoitXAsN2XVXNMpAw==
   dependencies:
     "@jest/fake-timers" "^29.7.0"
@@ -1579,14 +1579,14 @@
 
 "@jest/expect-utils@^29.7.0":
   version "29.7.0"
-  resolved "https://registry.yarnpkg.com/@jest/expect-utils/-/expect-utils-29.7.0.tgz#023efe5d26a8a70f21677d0a1afc0f0a44e3a1c6"
+  resolved "https://registry.npmjs.org/@jest/expect-utils/-/expect-utils-29.7.0.tgz"
   integrity sha512-GlsNBWiFQFCVi9QVSx7f5AgMeLxe9YCCs5PuP2O2LdjDAA8Jh9eX7lA1Jq/xdXw3Wb3hyvlFNfZIfcRetSzYcA==
   dependencies:
     jest-get-type "^29.6.3"
 
 "@jest/expect@^29.7.0":
   version "29.7.0"
-  resolved "https://registry.yarnpkg.com/@jest/expect/-/expect-29.7.0.tgz#76a3edb0cb753b70dfbfe23283510d3d45432bf2"
+  resolved "https://registry.npmjs.org/@jest/expect/-/expect-29.7.0.tgz"
   integrity sha512-8uMeAMycttpva3P1lBHB8VciS9V0XAr3GymPpipdyQXbBcuhkLQOSe8E/p92RyAdToS6ZD1tFkX+CkhoECE0dQ==
   dependencies:
     expect "^29.7.0"
@@ -1594,7 +1594,7 @@
 
 "@jest/fake-timers@^29.4.0", "@jest/fake-timers@^29.7.0":
   version "29.7.0"
-  resolved "https://registry.yarnpkg.com/@jest/fake-timers/-/fake-timers-29.7.0.tgz#fd91bf1fffb16d7d0d24a426ab1a47a49881a565"
+  resolved "https://registry.npmjs.org/@jest/fake-timers/-/fake-timers-29.7.0.tgz"
   integrity sha512-q4DH1Ha4TTFPdxLsqDXK1d3+ioSL7yL5oCMJZgDYm6i+6CygW5E5xVr/D1HdsGxjt1ZWSfUAs9OxSB/BNelWrQ==
   dependencies:
     "@jest/types" "^29.6.3"
@@ -1606,7 +1606,7 @@
 
 "@jest/globals@^29.7.0":
   version "29.7.0"
-  resolved "https://registry.yarnpkg.com/@jest/globals/-/globals-29.7.0.tgz#8d9290f9ec47ff772607fa864ca1d5a2efae1d4d"
+  resolved "https://registry.npmjs.org/@jest/globals/-/globals-29.7.0.tgz"
   integrity sha512-mpiz3dutLbkW2MNFubUGUEVLkTGiqW6yLVTA+JbP6fI6J5iL9Y0Nlg8k95pcF8ctKwCS7WVxteBs29hhfAotzQ==
   dependencies:
     "@jest/environment" "^29.7.0"
@@ -1616,7 +1616,7 @@
 
 "@jest/reporters@^29.7.0":
   version "29.7.0"
-  resolved "https://registry.yarnpkg.com/@jest/reporters/-/reporters-29.7.0.tgz#04b262ecb3b8faa83b0b3d321623972393e8f4c7"
+  resolved "https://registry.npmjs.org/@jest/reporters/-/reporters-29.7.0.tgz"
   integrity sha512-DApq0KJbJOEzAFYjHADNNxAE3KbhxQB1y5Kplb5Waqw6zVbuWatSnMjE5gs8FUgEPmNsnZA3NCWl9NG0ia04Pg==
   dependencies:
     "@bcoe/v8-coverage" "^0.2.3"
@@ -1646,14 +1646,14 @@
 
 "@jest/schemas@^29.6.3":
   version "29.6.3"
-  resolved "https://registry.yarnpkg.com/@jest/schemas/-/schemas-29.6.3.tgz#430b5ce8a4e0044a7e3819663305a7b3091c8e03"
+  resolved "https://registry.npmjs.org/@jest/schemas/-/schemas-29.6.3.tgz"
   integrity sha512-mo5j5X+jIZmJQveBKeS/clAueipV7KgiX1vMgCxam1RNYiqE1w62n0/tJJnHtjW8ZHcQco5gY85jA3mi0L+nSA==
   dependencies:
     "@sinclair/typebox" "^0.27.8"
 
 "@jest/source-map@^29.6.3":
   version "29.6.3"
-  resolved "https://registry.yarnpkg.com/@jest/source-map/-/source-map-29.6.3.tgz#d90ba772095cf37a34a5eb9413f1b562a08554c4"
+  resolved "https://registry.npmjs.org/@jest/source-map/-/source-map-29.6.3.tgz"
   integrity sha512-MHjT95QuipcPrpLM+8JMSzFx6eHp5Bm+4XeFDJlwsvVBjmKNiIAvasGK2fxz2WbGRlnvqehFbh07MMa7n3YJnw==
   dependencies:
     "@jridgewell/trace-mapping" "^0.3.18"
@@ -1662,7 +1662,7 @@
 
 "@jest/test-result@^29.7.0":
   version "29.7.0"
-  resolved "https://registry.yarnpkg.com/@jest/test-result/-/test-result-29.7.0.tgz#8db9a80aa1a097bb2262572686734baed9b1657c"
+  resolved "https://registry.npmjs.org/@jest/test-result/-/test-result-29.7.0.tgz"
   integrity sha512-Fdx+tv6x1zlkJPcWXmMDAG2HBnaR9XPSd5aDWQVsfrZmLVT3lU1cwyxLgRmXR9yrq4NBoEm9BMsfgFzTQAbJYA==
   dependencies:
     "@jest/console" "^29.7.0"
@@ -1672,7 +1672,7 @@
 
 "@jest/test-sequencer@^29.7.0":
   version "29.7.0"
-  resolved "https://registry.yarnpkg.com/@jest/test-sequencer/-/test-sequencer-29.7.0.tgz#6cef977ce1d39834a3aea887a1726628a6f072ce"
+  resolved "https://registry.npmjs.org/@jest/test-sequencer/-/test-sequencer-29.7.0.tgz"
   integrity sha512-GQwJ5WZVrKnOJuiYiAF52UNUJXgTZx1NHjFSEB0qEMmSZKAkdMoIzw/Cj6x6NF4AvV23AUqDpFzQkN/eYCYTxw==
   dependencies:
     "@jest/test-result" "^29.7.0"
@@ -1682,7 +1682,7 @@
 
 "@jest/transform@^27.5.1":
   version "27.5.1"
-  resolved "https://registry.yarnpkg.com/@jest/transform/-/transform-27.5.1.tgz#6c3501dcc00c4c08915f292a600ece5ecfe1f409"
+  resolved "https://registry.npmjs.org/@jest/transform/-/transform-27.5.1.tgz"
   integrity sha512-ipON6WtYgl/1329g5AIJVbUuEh0wZVbdpGwC99Jw4LwuoBNS95MVphU6zOeD9pDkon+LLbFL7lOQRapbB8SCHw==
   dependencies:
     "@babel/core" "^7.1.0"
@@ -1703,7 +1703,7 @@
 
 "@jest/transform@^29.7.0":
   version "29.7.0"
-  resolved "https://registry.yarnpkg.com/@jest/transform/-/transform-29.7.0.tgz#df2dd9c346c7d7768b8a06639994640c642e284c"
+  resolved "https://registry.npmjs.org/@jest/transform/-/transform-29.7.0.tgz"
   integrity sha512-ok/BTPFzFKVMwO5eOHRrvnBVHdRy9IrsrW1GpMaQ9MCnilNLXQKmAX8s1YXDFaai9xJpac2ySzV0YeRRECr2Vw==
   dependencies:
     "@babel/core" "^7.11.6"
@@ -1724,7 +1724,7 @@
 
 "@jest/types@^27.5.1":
   version "27.5.1"
-  resolved "https://registry.yarnpkg.com/@jest/types/-/types-27.5.1.tgz#3c79ec4a8ba61c170bf937bcf9e98a9df175ec80"
+  resolved "https://registry.npmjs.org/@jest/types/-/types-27.5.1.tgz"
   integrity sha512-Cx46iJ9QpwQTjIdq5VJu2QTMMs3QlEjI0x1QbBP5W1+nMzyc2XmimiRR/CbX9TO0cPTeUlxWMOu8mslYsJ8DEw==
   dependencies:
     "@types/istanbul-lib-coverage" "^2.0.0"
@@ -1735,7 +1735,7 @@
 
 "@jest/types@^29.4.0", "@jest/types@^29.6.3":
   version "29.6.3"
-  resolved "https://registry.yarnpkg.com/@jest/types/-/types-29.6.3.tgz#1131f8cf634e7e84c5e77bab12f052af585fba59"
+  resolved "https://registry.npmjs.org/@jest/types/-/types-29.6.3.tgz"
   integrity sha512-u3UPsIilWKOM3F9CXtrG8LEJmNxwoCQC/XVj4IKYXvvpx7QIi/Kg1LI5uDmDpKlac62NUtX7eLjRh+jVZcLOzw==
   dependencies:
     "@jest/schemas" "^29.6.3"
@@ -1747,7 +1747,7 @@
 
 "@jridgewell/gen-mapping@^0.3.12", "@jridgewell/gen-mapping@^0.3.5":
   version "0.3.13"
-  resolved "https://registry.yarnpkg.com/@jridgewell/gen-mapping/-/gen-mapping-0.3.13.tgz#6342a19f44347518c93e43b1ac69deb3c4656a1f"
+  resolved "https://registry.npmjs.org/@jridgewell/gen-mapping/-/gen-mapping-0.3.13.tgz"
   integrity sha512-2kkt/7niJ6MgEPxF0bYdQ6etZaA+fQvDcLKckhy1yIQOzaoKjBBjSj63/aLVjYE3qhRt5dvM+uUyfCg6UKCBbA==
   dependencies:
     "@jridgewell/sourcemap-codec" "^1.5.0"
@@ -1755,7 +1755,7 @@
 
 "@jridgewell/remapping@^2.3.5":
   version "2.3.5"
-  resolved "https://registry.yarnpkg.com/@jridgewell/remapping/-/remapping-2.3.5.tgz#375c476d1972947851ba1e15ae8f123047445aa1"
+  resolved "https://registry.npmjs.org/@jridgewell/remapping/-/remapping-2.3.5.tgz"
   integrity sha512-LI9u/+laYG4Ds1TDKSJW2YPrIlcVYOwi2fUC6xB43lueCjgxV4lffOCZCtYFiH6TNOX+tQKXx97T4IKHbhyHEQ==
   dependencies:
     "@jridgewell/gen-mapping" "^0.3.5"
@@ -1763,12 +1763,12 @@
 
 "@jridgewell/resolve-uri@^3.1.0":
   version "3.1.2"
-  resolved "https://registry.yarnpkg.com/@jridgewell/resolve-uri/-/resolve-uri-3.1.2.tgz#7a0ee601f60f99a20c7c7c5ff0c80388c1189bd6"
+  resolved "https://registry.npmjs.org/@jridgewell/resolve-uri/-/resolve-uri-3.1.2.tgz"
   integrity sha512-bRISgCIjP20/tbWSPWMEi54QVPRZExkuD9lJL+UIxUKtwVJA8wW1Trb1jMs1RFXo1CBTNZ/5hpC9QvmKWdopKw==
 
 "@jridgewell/source-map@^0.3.3":
   version "0.3.11"
-  resolved "https://registry.yarnpkg.com/@jridgewell/source-map/-/source-map-0.3.11.tgz#b21835cbd36db656b857c2ad02ebd413cc13a9ba"
+  resolved "https://registry.npmjs.org/@jridgewell/source-map/-/source-map-0.3.11.tgz"
   integrity sha512-ZMp1V8ZFcPG5dIWnQLr3NSI1MiCU7UETdS/A0G8V/XWHvJv3ZsFqutJn1Y5RPmAPX6F3BiE397OqveU/9NCuIA==
   dependencies:
     "@jridgewell/gen-mapping" "^0.3.5"
@@ -1776,12 +1776,12 @@
 
 "@jridgewell/sourcemap-codec@^1.4.14", "@jridgewell/sourcemap-codec@^1.5.0":
   version "1.5.5"
-  resolved "https://registry.yarnpkg.com/@jridgewell/sourcemap-codec/-/sourcemap-codec-1.5.5.tgz#6912b00d2c631c0d15ce1a7ab57cd657f2a8f8ba"
+  resolved "https://registry.npmjs.org/@jridgewell/sourcemap-codec/-/sourcemap-codec-1.5.5.tgz"
   integrity sha512-cYQ9310grqxueWbl+WuIUIaiUaDcj7WOq5fVhEljNVgRfOUhY9fy2zTvfoqWsnebh8Sl70VScFbICvJnLKB0Og==
 
 "@jridgewell/trace-mapping@^0.3.12", "@jridgewell/trace-mapping@^0.3.18", "@jridgewell/trace-mapping@^0.3.24", "@jridgewell/trace-mapping@^0.3.25", "@jridgewell/trace-mapping@^0.3.28":
   version "0.3.31"
-  resolved "https://registry.yarnpkg.com/@jridgewell/trace-mapping/-/trace-mapping-0.3.31.tgz#db15d6781c931f3a251a3dac39501c98a6082fd0"
+  resolved "https://registry.npmjs.org/@jridgewell/trace-mapping/-/trace-mapping-0.3.31.tgz"
   integrity sha512-zzNR+SdQSDJzc8joaeP8QQoCQr8NuYx2dIIytl1QeBEZHJ9uW6hebsrYgbz8hJwUQao3TWCMtmfV8Nu1twOLAw==
   dependencies:
     "@jridgewell/resolve-uri" "^3.1.0"
@@ -1789,26 +1789,26 @@
 
 "@jsdoc/salty@^0.2.1":
   version "0.2.9"
-  resolved "https://registry.yarnpkg.com/@jsdoc/salty/-/salty-0.2.9.tgz#4d8c147f7ca011532681ce86352a77a0178f1dec"
+  resolved "https://registry.npmjs.org/@jsdoc/salty/-/salty-0.2.9.tgz"
   integrity sha512-yYxMVH7Dqw6nO0d5NIV8OQWnitU8k6vXH8NtgqAfIa/IUqRMxRv/NUJJ08VEKbAakwxlgBl5PJdrU0dMPStsnw==
   dependencies:
     lodash "^4.17.21"
 
 "@leichtgewicht/ip-codec@^2.0.1":
   version "2.0.5"
-  resolved "https://registry.yarnpkg.com/@leichtgewicht/ip-codec/-/ip-codec-2.0.5.tgz#4fc56c15c580b9adb7dc3c333a134e540b44bfb1"
+  resolved "https://registry.npmjs.org/@leichtgewicht/ip-codec/-/ip-codec-2.0.5.tgz"
   integrity sha512-Vo+PSpZG2/fmgmiNzYK9qWRh8h/CHrwD0mo1h1DzL4yzHNSfWYujGTYsWGreD000gcgmZ7K4Ys6Tx9TxtsKdDw==
 
 "@mapbox/hast-util-table-cell-style@^0.2.0":
   version "0.2.1"
-  resolved "https://registry.yarnpkg.com/@mapbox/hast-util-table-cell-style/-/hast-util-table-cell-style-0.2.1.tgz#b8e92afdd38b668cf0762400de980073d2ade101"
+  resolved "https://registry.npmjs.org/@mapbox/hast-util-table-cell-style/-/hast-util-table-cell-style-0.2.1.tgz"
   integrity sha512-LyQz4XJIdCdY/+temIhD/Ed0x/p4GAOUycpFSEK2Ads1CPKZy6b7V/2ROEtQiLLQ8soIs0xe/QAoR6kwpyW/yw==
   dependencies:
     unist-util-visit "^1.4.1"
 
 "@mswjs/interceptors@^0.40.0":
   version "0.40.0"
-  resolved "https://registry.yarnpkg.com/@mswjs/interceptors/-/interceptors-0.40.0.tgz#1b45f215ba8c2983ed133763ca03af92896083d6"
+  resolved "https://registry.npmjs.org/@mswjs/interceptors/-/interceptors-0.40.0.tgz"
   integrity sha512-EFd6cVbHsgLa6wa4RljGj6Wk75qoHxUSyc5asLyyPSyuhIcdS2Q3Phw6ImS1q+CkALthJRShiYfKANcQMuMqsQ==
   dependencies:
     "@open-draft/deferred-promise" "^2.2.0"
@@ -1820,14 +1820,14 @@
 
 "@nicolo-ribaudo/eslint-scope-5-internals@5.1.1-v1":
   version "5.1.1-v1"
-  resolved "https://registry.yarnpkg.com/@nicolo-ribaudo/eslint-scope-5-internals/-/eslint-scope-5-internals-5.1.1-v1.tgz#dbf733a965ca47b1973177dc0bb6c889edcfb129"
+  resolved "https://registry.npmjs.org/@nicolo-ribaudo/eslint-scope-5-internals/-/eslint-scope-5-internals-5.1.1-v1.tgz"
   integrity sha512-54/JRvkLIzzDWshCWfuhadfrfZVPiElY8Fcgmg1HroEly/EDSszzhBAsarCux+D/kOslTRquNzuyGSmUSTTHGg==
   dependencies:
     eslint-scope "5.1.1"
 
 "@nodelib/fs.scandir@2.1.5":
   version "2.1.5"
-  resolved "https://registry.yarnpkg.com/@nodelib/fs.scandir/-/fs.scandir-2.1.5.tgz#7619c2eb21b25483f6d167548b4cfd5a7488c3d5"
+  resolved "https://registry.npmjs.org/@nodelib/fs.scandir/-/fs.scandir-2.1.5.tgz"
   integrity sha512-vq24Bq3ym5HEQm2NKCr3yXDwjc7vTsEThRDnkp2DK9p1uqLR+DHurm/NOTo0KG7HYHU7eppKZj3MyqYuMBf62g==
   dependencies:
     "@nodelib/fs.stat" "2.0.5"
@@ -1835,12 +1835,12 @@
 
 "@nodelib/fs.stat@2.0.5", "@nodelib/fs.stat@^2.0.2":
   version "2.0.5"
-  resolved "https://registry.yarnpkg.com/@nodelib/fs.stat/-/fs.stat-2.0.5.tgz#5bd262af94e9d25bd1e71b05deed44876a222e8b"
+  resolved "https://registry.npmjs.org/@nodelib/fs.stat/-/fs.stat-2.0.5.tgz"
   integrity sha512-RkhPPp2zrqDAQA/2jNhnztcPAlv64XdhIp7a7454A5ovI7Bukxgt7MX7udwAu3zg1DcpPU0rz3VV1SeaqvY4+A==
 
 "@nodelib/fs.walk@^1.2.3", "@nodelib/fs.walk@^1.2.8":
   version "1.2.8"
-  resolved "https://registry.yarnpkg.com/@nodelib/fs.walk/-/fs.walk-1.2.8.tgz#e95737e8bb6746ddedf69c556953494f196fe69a"
+  resolved "https://registry.npmjs.org/@nodelib/fs.walk/-/fs.walk-1.2.8.tgz"
   integrity sha512-oGB+UxlgWcgQkgwo8GcEGwemoTFt3FIO9ababBmaGwXIoBKZ+GTy0pP185beGg7Llih/NSHSV2XAs1lnznocSg==
   dependencies:
     "@nodelib/fs.scandir" "2.1.5"
@@ -1848,12 +1848,12 @@
 
 "@open-draft/deferred-promise@^2.2.0":
   version "2.2.0"
-  resolved "https://registry.yarnpkg.com/@open-draft/deferred-promise/-/deferred-promise-2.2.0.tgz#4a822d10f6f0e316be4d67b4d4f8c9a124b073bd"
+  resolved "https://registry.npmjs.org/@open-draft/deferred-promise/-/deferred-promise-2.2.0.tgz"
   integrity sha512-CecwLWx3rhxVQF6V4bAgPS5t+So2sTbPgAzafKkVizyi7tlwpcFpdFqq+wqF2OwNBmqFuu6tOyouTuxgpMfzmA==
 
 "@open-draft/logger@^0.3.0":
   version "0.3.0"
-  resolved "https://registry.yarnpkg.com/@open-draft/logger/-/logger-0.3.0.tgz#2b3ab1242b360aa0adb28b85f5d7da1c133a0954"
+  resolved "https://registry.npmjs.org/@open-draft/logger/-/logger-0.3.0.tgz"
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   dependencies:
     is-node-process "^1.2.0"
@@ -1861,12 +1861,12 @@
 
 "@open-draft/until@^2.0.0":
   version "2.1.0"
-  resolved "https://registry.yarnpkg.com/@open-draft/until/-/until-2.1.0.tgz#0acf32f470af2ceaf47f095cdecd40d68666efda"
+  resolved "https://registry.npmjs.org/@open-draft/until/-/until-2.1.0.tgz"
   integrity sha512-U69T3ItWHvLwGg5eJ0n3I62nWuE6ilHlmz7zM0npLBRvPRd7e6NYmg54vvRtP5mZG7kZqZCFVdsTWo7BPtBujg==
 
 "@pmmmwh/react-refresh-webpack-plugin@^0.5.3":
   version "0.5.17"
-  resolved "https://registry.yarnpkg.com/@pmmmwh/react-refresh-webpack-plugin/-/react-refresh-webpack-plugin-0.5.17.tgz#8c2f34ca8651df74895422046e11ce5a120e7930"
+  resolved "https://registry.npmjs.org/@pmmmwh/react-refresh-webpack-plugin/-/react-refresh-webpack-plugin-0.5.17.tgz"
   integrity sha512-tXDyE1/jzFsHXjhRZQ3hMl0IVhYe5qula43LDWIhVfjp9G/nT5OQY5AORVOrkEGAUltBJOfOWeETbmhm6kHhuQ==
   dependencies:
     ansi-html "^0.0.9"
@@ -1879,27 +1879,27 @@
 
 "@protobufjs/aspromise@^1.1.1", "@protobufjs/aspromise@^1.1.2":
   version "1.1.2"
-  resolved "https://registry.yarnpkg.com/@protobufjs/aspromise/-/aspromise-1.1.2.tgz#9b8b0cc663d669a7d8f6f5d0893a14d348f30fbf"
+  resolved "https://registry.npmjs.org/@protobufjs/aspromise/-/aspromise-1.1.2.tgz"
   integrity sha512-j+gKExEuLmKwvz3OgROXtrJ2UG2x8Ch2YZUxahh+s1F2HZ+wAceUNLkvy6zKCPVRkU++ZWQrdxsUeQXmcg4uoQ==
 
 "@protobufjs/base64@^1.1.2":
   version "1.1.2"
-  resolved "https://registry.yarnpkg.com/@protobufjs/base64/-/base64-1.1.2.tgz#4c85730e59b9a1f1f349047dbf24296034bb2735"
+  resolved "https://registry.npmjs.org/@protobufjs/base64/-/base64-1.1.2.tgz"
   integrity sha512-AZkcAA5vnN/v4PDqKyMR5lx7hZttPDgClv83E//FMNhR2TMcLUhfRUBHCmSl0oi9zMgDDqRUJkSxO3wm85+XLg==
 
 "@protobufjs/codegen@^2.0.4":
   version "2.0.4"
-  resolved "https://registry.yarnpkg.com/@protobufjs/codegen/-/codegen-2.0.4.tgz#7ef37f0d010fb028ad1ad59722e506d9262815cb"
+  resolved "https://registry.npmjs.org/@protobufjs/codegen/-/codegen-2.0.4.tgz"
   integrity sha512-YyFaikqM5sH0ziFZCN3xDC7zeGaB/d0IUb9CATugHWbd1FRFwWwt4ld4OYMPWu5a3Xe01mGAULCdqhMlPl29Jg==
 
 "@protobufjs/eventemitter@^1.1.0":
   version "1.1.0"
-  resolved "https://registry.yarnpkg.com/@protobufjs/eventemitter/-/eventemitter-1.1.0.tgz#355cbc98bafad5978f9ed095f397621f1d066b70"
+  resolved "https://registry.npmjs.org/@protobufjs/eventemitter/-/eventemitter-1.1.0.tgz"
   integrity sha512-j9ednRT81vYJ9OfVuXG6ERSTdEL1xVsNgqpkxMsbIabzSo3goCjDIveeGv5d03om39ML71RdmrGNjG5SReBP/Q==
 
 "@protobufjs/fetch@^1.1.0":
   version "1.1.0"
-  resolved "https://registry.yarnpkg.com/@protobufjs/fetch/-/fetch-1.1.0.tgz#ba99fb598614af65700c1619ff06d454b0d84c45"
+  resolved "https://registry.npmjs.org/@protobufjs/fetch/-/fetch-1.1.0.tgz"
   integrity sha512-lljVXpqXebpsijW71PZaCYeIcE5on1w5DlQy5WH6GLbFryLUrBD4932W/E2BSpfRJWseIL4v/KPgBFxDOIdKpQ==
   dependencies:
     "@protobufjs/aspromise" "^1.1.1"
@@ -1907,32 +1907,32 @@
 
 "@protobufjs/float@^1.0.2":
   version "1.0.2"
-  resolved "https://registry.yarnpkg.com/@protobufjs/float/-/float-1.0.2.tgz#5e9e1abdcb73fc0a7cb8b291df78c8cbd97b87d1"
+  resolved "https://registry.npmjs.org/@protobufjs/float/-/float-1.0.2.tgz"
   integrity sha512-Ddb+kVXlXst9d+R9PfTIxh1EdNkgoRe5tOX6t01f1lYWOvJnSPDBlG241QLzcyPdoNTsblLUdujGSE4RzrTZGQ==
 
 "@protobufjs/inquire@^1.1.0":
   version "1.1.0"
-  resolved "https://registry.yarnpkg.com/@protobufjs/inquire/-/inquire-1.1.0.tgz#ff200e3e7cf2429e2dcafc1140828e8cc638f089"
+  resolved "https://registry.npmjs.org/@protobufjs/inquire/-/inquire-1.1.0.tgz"
   integrity sha512-kdSefcPdruJiFMVSbn801t4vFK7KB/5gd2fYvrxhuJYg8ILrmn9SKSX2tZdV6V+ksulWqS7aXjBcRXl3wHoD9Q==
 
 "@protobufjs/path@^1.1.2":
   version "1.1.2"
-  resolved "https://registry.yarnpkg.com/@protobufjs/path/-/path-1.1.2.tgz#6cc2b20c5c9ad6ad0dccfd21ca7673d8d7fbf68d"
+  resolved "https://registry.npmjs.org/@protobufjs/path/-/path-1.1.2.tgz"
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 "@protobufjs/pool@^1.1.0":
   version "1.1.0"
-  resolved "https://registry.yarnpkg.com/@protobufjs/pool/-/pool-1.1.0.tgz#09fd15f2d6d3abfa9b65bc366506d6ad7846ff54"
+  resolved "https://registry.npmjs.org/@protobufjs/pool/-/pool-1.1.0.tgz"
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 "@protobufjs/utf8@^1.1.0":
   version "1.1.0"
-  resolved "https://registry.yarnpkg.com/@protobufjs/utf8/-/utf8-1.1.0.tgz#a777360b5b39a1a2e5106f8e858f2fd2d060c570"
+  resolved "https://registry.npmjs.org/@protobufjs/utf8/-/utf8-1.1.0.tgz"
   integrity sha512-Vvn3zZrhQZkkBE8LSuW3em98c0FwgO4nxzv6OdSxPKJIEKY2bGbHn+mhGIPerzI4twdxaP8/0+06HBpwf345Lw==
 
 "@reactflow/background@11.3.14":
   version "11.3.14"
-  resolved "https://registry.yarnpkg.com/@reactflow/background/-/background-11.3.14.tgz#778ca30174f3de77fc321459ab3789e66e71a699"
+  resolved "https://registry.npmjs.org/@reactflow/background/-/background-11.3.14.tgz"
   integrity sha512-Gewd7blEVT5Lh6jqrvOgd4G6Qk17eGKQfsDXgyRSqM+CTwDqRldG2LsWN4sNeno6sbqVIC2fZ+rAUBFA9ZEUDA==
   dependencies:
     "@reactflow/core" "11.11.4"
@@ -1941,7 +1941,7 @@
 
 "@reactflow/controls@11.2.14":
   version "11.2.14"
-  resolved "https://registry.yarnpkg.com/@reactflow/controls/-/controls-11.2.14.tgz#508ed2c40d23341b3b0919dd11e76fd49cf850c7"
+  resolved "https://registry.npmjs.org/@reactflow/controls/-/controls-11.2.14.tgz"
   integrity sha512-MiJp5VldFD7FrqaBNIrQ85dxChrG6ivuZ+dcFhPQUwOK3HfYgX2RHdBua+gx+40p5Vw5It3dVNp/my4Z3jF0dw==
   dependencies:
     "@reactflow/core" "11.11.4"
@@ -1950,7 +1950,7 @@
 
 "@reactflow/core@11.11.4":
   version "11.11.4"
-  resolved "https://registry.yarnpkg.com/@reactflow/core/-/core-11.11.4.tgz#89bd86d1862aa1416f3f49926cede7e8c2aab6a7"
+  resolved "https://registry.npmjs.org/@reactflow/core/-/core-11.11.4.tgz"
   integrity sha512-H4vODklsjAq3AMq6Np4LE12i1I4Ta9PrDHuBR9GmL8uzTt2l2jh4CiQbEMpvMDcp7xi4be0hgXj+Ysodde/i7Q==
   dependencies:
     "@types/d3" "^7.4.0"
@@ -1965,7 +1965,7 @@
 
 "@reactflow/minimap@11.7.14":
   version "11.7.14"
-  resolved "https://registry.yarnpkg.com/@reactflow/minimap/-/minimap-11.7.14.tgz#298d7a63cb1da06b2518c99744f716560c88ca73"
+  resolved "https://registry.npmjs.org/@reactflow/minimap/-/minimap-11.7.14.tgz"
   integrity sha512-mpwLKKrEAofgFJdkhwR5UQ1JYWlcAAL/ZU/bctBkuNTT1yqV+y0buoNVImsRehVYhJwffSWeSHaBR5/GJjlCSQ==
   dependencies:
     "@reactflow/core" "11.11.4"
@@ -1978,7 +1978,7 @@
 
 "@reactflow/node-resizer@2.2.14":
   version "2.2.14"
-  resolved "https://registry.yarnpkg.com/@reactflow/node-resizer/-/node-resizer-2.2.14.tgz#1810c0ce51aeb936f179466a6660d1e02c7a77a8"
+  resolved "https://registry.npmjs.org/@reactflow/node-resizer/-/node-resizer-2.2.14.tgz"
   integrity sha512-fwqnks83jUlYr6OHcdFEedumWKChTHRGw/kbCxj0oqBd+ekfs+SIp4ddyNU0pdx96JIm5iNFS0oNrmEiJbbSaA==
   dependencies:
     "@reactflow/core" "11.11.4"
@@ -1989,7 +1989,7 @@
 
 "@reactflow/node-toolbar@1.3.14":
   version "1.3.14"
-  resolved "https://registry.yarnpkg.com/@reactflow/node-toolbar/-/node-toolbar-1.3.14.tgz#c6ffc76f82acacdce654f2160dc9852162d6e7c9"
+  resolved "https://registry.npmjs.org/@reactflow/node-toolbar/-/node-toolbar-1.3.14.tgz"
   integrity sha512-rbynXQnH/xFNu4P9H+hVqlEUafDCkEoCy0Dg9mG22Sg+rY/0ck6KkrAQrYrTgXusd+cEJOMK0uOOFCK2/5rSGQ==
   dependencies:
     "@reactflow/core" "11.11.4"
@@ -1998,12 +1998,12 @@
 
 "@remix-run/router@1.23.1":
   version "1.23.1"
-  resolved "https://registry.yarnpkg.com/@remix-run/router/-/router-1.23.1.tgz#0ce8857b024e24fc427585316383ad9d295b3a7f"
+  resolved "https://registry.npmjs.org/@remix-run/router/-/router-1.23.1.tgz"
   integrity sha512-vDbaOzF7yT2Qs4vO6XV1MHcJv+3dgR1sT+l3B8xxOVhUC336prMvqrvsLL/9Dnw2xr6Qhz4J0dmS0llNAbnUmQ==
 
 "@rollup/plugin-babel@^5.2.0", "@rollup/plugin-babel@^5.3.1":
   version "5.3.1"
-  resolved "https://registry.yarnpkg.com/@rollup/plugin-babel/-/plugin-babel-5.3.1.tgz#04bc0608f4aa4b2e4b1aebf284344d0f68fda283"
+  resolved "https://registry.npmjs.org/@rollup/plugin-babel/-/plugin-babel-5.3.1.tgz"
   integrity sha512-WFfdLWU/xVWKeRQnKmIAQULUI7Il0gZnBIH/ZFO069wYIfPu+8zrfp/KMW0atmELoRDq8FbiP3VCss9MhCut7Q==
   dependencies:
     "@babel/helper-module-imports" "^7.10.4"
@@ -2011,7 +2011,7 @@
 
 "@rollup/plugin-commonjs@^21.0.2":
   version "21.1.0"
-  resolved "https://registry.yarnpkg.com/@rollup/plugin-commonjs/-/plugin-commonjs-21.1.0.tgz#45576d7b47609af2db87f55a6d4b46e44fc3a553"
+  resolved "https://registry.npmjs.org/@rollup/plugin-commonjs/-/plugin-commonjs-21.1.0.tgz"
   integrity sha512-6ZtHx3VHIp2ReNNDxHjuUml6ur+WcQ28N1yHgCQwsbNkQg2suhxGMDQGJOn/KuDxKtd1xuZP5xSTwBA4GQ8hbA==
   dependencies:
     "@rollup/pluginutils" "^3.1.0"
@@ -2024,14 +2024,14 @@
 
 "@rollup/plugin-json@^4.1.0":
   version "4.1.0"
-  resolved "https://registry.yarnpkg.com/@rollup/plugin-json/-/plugin-json-4.1.0.tgz#54e09867ae6963c593844d8bd7a9c718294496f3"
+  resolved "https://registry.npmjs.org/@rollup/plugin-json/-/plugin-json-4.1.0.tgz"
   integrity sha512-yfLbTdNS6amI/2OpmbiBoW12vngr5NW2jCJVZSBEz+H5KfUJZ2M7sDjk0U6GOOdCWFVScShte29o9NezJ53TPw==
   dependencies:
     "@rollup/pluginutils" "^3.0.8"
 
 "@rollup/plugin-node-resolve@^11.2.1":
   version "11.2.1"
-  resolved "https://registry.yarnpkg.com/@rollup/plugin-node-resolve/-/plugin-node-resolve-11.2.1.tgz#82aa59397a29cd4e13248b106e6a4a1880362a60"
+  resolved "https://registry.npmjs.org/@rollup/plugin-node-resolve/-/plugin-node-resolve-11.2.1.tgz"
   integrity sha512-yc2n43jcqVyGE2sqV5/YCmocy9ArjVAP/BeXyTtADTBBX6V0e5UMqwO8CdQ0kzjb6zu5P1qMzsScCMRvE9OlVg==
   dependencies:
     "@rollup/pluginutils" "^3.1.0"
@@ -2043,7 +2043,7 @@
 
 "@rollup/plugin-node-resolve@^13.1.3":
   version "13.3.0"
-  resolved "https://registry.yarnpkg.com/@rollup/plugin-node-resolve/-/plugin-node-resolve-13.3.0.tgz#da1c5c5ce8316cef96a2f823d111c1e4e498801c"
+  resolved "https://registry.npmjs.org/@rollup/plugin-node-resolve/-/plugin-node-resolve-13.3.0.tgz"
   integrity sha512-Lus8rbUo1eEcnS4yTFKLZrVumLPY+YayBdWXgFSHYhTT2iJbMhoaaBL3xl5NCdeRytErGr8tZ0L71BMRmnlwSw==
   dependencies:
     "@rollup/pluginutils" "^3.1.0"
@@ -2055,7 +2055,7 @@
 
 "@rollup/plugin-replace@^2.4.1":
   version "2.4.2"
-  resolved "https://registry.yarnpkg.com/@rollup/plugin-replace/-/plugin-replace-2.4.2.tgz#a2d539314fbc77c244858faa523012825068510a"
+  resolved "https://registry.npmjs.org/@rollup/plugin-replace/-/plugin-replace-2.4.2.tgz"
   integrity sha512-IGcu+cydlUMZ5En85jxHH4qj2hta/11BHq95iHEyb2sbgiN0eCdzvUcHw5gt9pBL5lTi4JDYJ1acCoMGpTvEZg==
   dependencies:
     "@rollup/pluginutils" "^3.1.0"
@@ -2063,7 +2063,7 @@
 
 "@rollup/plugin-typescript@^8.3.1":
   version "8.5.0"
-  resolved "https://registry.yarnpkg.com/@rollup/plugin-typescript/-/plugin-typescript-8.5.0.tgz#7ea11599a15b0a30fa7ea69ce3b791d41b862515"
+  resolved "https://registry.npmjs.org/@rollup/plugin-typescript/-/plugin-typescript-8.5.0.tgz"
   integrity sha512-wMv1/scv0m/rXx21wD2IsBbJFba8wGF3ErJIr6IKRfRj49S85Lszbxb4DCo8iILpluTjk2GAAu9CoZt4G3ppgQ==
   dependencies:
     "@rollup/pluginutils" "^3.1.0"
@@ -2071,7 +2071,7 @@
 
 "@rollup/pluginutils@^3.0.8", "@rollup/pluginutils@^3.1.0":
   version "3.1.0"
-  resolved "https://registry.yarnpkg.com/@rollup/pluginutils/-/pluginutils-3.1.0.tgz#706b4524ee6dc8b103b3c995533e5ad680c02b9b"
+  resolved "https://registry.npmjs.org/@rollup/pluginutils/-/pluginutils-3.1.0.tgz"
   integrity sha512-GksZ6pr6TpIjHm8h9lSQ8pi8BE9VeubNT0OMJ3B5uZJ8pz73NPiqOtCog/x2/QzM1ENChPKxMDhiQuRHsqc+lg==
   dependencies:
     "@types/estree" "0.0.39"
@@ -2080,7 +2080,7 @@
 
 "@rollup/pluginutils@^5.1.3":
   version "5.3.0"
-  resolved "https://registry.yarnpkg.com/@rollup/pluginutils/-/pluginutils-5.3.0.tgz#57ba1b0cbda8e7a3c597a4853c807b156e21a7b4"
+  resolved "https://registry.npmjs.org/@rollup/pluginutils/-/pluginutils-5.3.0.tgz"
   integrity sha512-5EdhGZtnu3V88ces7s53hhfK5KSASnJZv8Lulpc04cWO3REESroJXg73DFsOmgbU2BhwV0E20bu2IDZb3VKW4Q==
   dependencies:
     "@types/estree" "^1.0.0"
@@ -2089,36 +2089,36 @@
 
 "@rtsao/scc@^1.1.0":
   version "1.1.0"
-  resolved "https://registry.yarnpkg.com/@rtsao/scc/-/scc-1.1.0.tgz#927dd2fae9bc3361403ac2c7a00c32ddce9ad7e8"
+  resolved "https://registry.npmjs.org/@rtsao/scc/-/scc-1.1.0.tgz"
   integrity sha512-zt6OdqaDoOnJ1ZYsCYGt9YmWzDXl4vQdKTyJev62gFhRGKdx7mcT54V9KIjg+d2wi9EXsPvAPKe7i7WjfVWB8g==
 
 "@rushstack/eslint-patch@^1.1.0":
   version "1.15.0"
-  resolved "https://registry.yarnpkg.com/@rushstack/eslint-patch/-/eslint-patch-1.15.0.tgz#8184bcb37791e6d3c3c13a9bfbe4af263f66665f"
+  resolved "https://registry.npmjs.org/@rushstack/eslint-patch/-/eslint-patch-1.15.0.tgz"
   integrity sha512-ojSshQPKwVvSMR8yT2L/QtUkV5SXi/IfDiJ4/8d6UbTPjiHVmxZzUAzGD8Tzks1b9+qQkZa0isUOvYObedITaw==
 
 "@sinclair/typebox@^0.27.8":
   version "0.27.8"
-  resolved "https://registry.yarnpkg.com/@sinclair/typebox/-/typebox-0.27.8.tgz#6667fac16c436b5434a387a34dedb013198f6e6e"
+  resolved "https://registry.npmjs.org/@sinclair/typebox/-/typebox-0.27.8.tgz"
   integrity sha512-+Fj43pSMwJs4KRrH/938Uf+uAELIgVBmQzg/q1YG10djyfA3TnrU8N8XzqCh/okZdszqBQTZf96idMfE5lnwTA==
 
 "@sinonjs/commons@^3.0.0":
   version "3.0.1"
-  resolved "https://registry.yarnpkg.com/@sinonjs/commons/-/commons-3.0.1.tgz#1029357e44ca901a615585f6d27738dbc89084cd"
+  resolved "https://registry.npmjs.org/@sinonjs/commons/-/commons-3.0.1.tgz"
   integrity sha512-K3mCHKQ9sVh8o1C9cxkwxaOmXoAMlDxC1mYyHrjqOWEcBjYr76t96zL2zlj5dUGZ3HSw240X1qgH3Mjf1yJWpQ==
   dependencies:
     type-detect "4.0.8"
 
 "@sinonjs/fake-timers@^10.0.2":
   version "10.3.0"
-  resolved "https://registry.yarnpkg.com/@sinonjs/fake-timers/-/fake-timers-10.3.0.tgz#55fdff1ecab9f354019129daf4df0dd4d923ea66"
+  resolved "https://registry.npmjs.org/@sinonjs/fake-timers/-/fake-timers-10.3.0.tgz"
   integrity sha512-V4BG07kuYSUkTCSBHG8G8TNhM+F19jXFWnQtzj+we8DrkpSBCee9Z3Ms8yiGer/dlmhe35/Xdgyo3/0rQKg7YA==
   dependencies:
     "@sinonjs/commons" "^3.0.0"
 
 "@surma/rollup-plugin-off-main-thread@^2.2.3":
   version "2.2.3"
-  resolved "https://registry.yarnpkg.com/@surma/rollup-plugin-off-main-thread/-/rollup-plugin-off-main-thread-2.2.3.tgz#ee34985952ca21558ab0d952f00298ad2190c053"
+  resolved "https://registry.npmjs.org/@surma/rollup-plugin-off-main-thread/-/rollup-plugin-off-main-thread-2.2.3.tgz"
   integrity sha512-lR8q/9W7hZpMWweNiAKU7NQerBnzQQLvi8qnTDU/fxItPhtZVMbPV3lbCwjhIlNBe9Bbr5V+KHshvWmVSG9cxQ==
   dependencies:
     ejs "^3.1.6"
@@ -2128,47 +2128,47 @@
 
 "@svgr/babel-plugin-add-jsx-attribute@8.0.0":
   version "8.0.0"
-  resolved "https://registry.yarnpkg.com/@svgr/babel-plugin-add-jsx-attribute/-/babel-plugin-add-jsx-attribute-8.0.0.tgz#4001f5d5dd87fa13303e36ee106e3ff3a7eb8b22"
+  resolved "https://registry.npmjs.org/@svgr/babel-plugin-add-jsx-attribute/-/babel-plugin-add-jsx-attribute-8.0.0.tgz"
   integrity sha512-b9MIk7yhdS1pMCZM8VeNfUlSKVRhsHZNMl5O9SfaX0l0t5wjdgu4IDzGB8bpnGBBOjGST3rRFVsaaEtI4W6f7g==
 
 "@svgr/babel-plugin-remove-jsx-attribute@8.0.0":
   version "8.0.0"
-  resolved "https://registry.yarnpkg.com/@svgr/babel-plugin-remove-jsx-attribute/-/babel-plugin-remove-jsx-attribute-8.0.0.tgz#69177f7937233caca3a1afb051906698f2f59186"
+  resolved "https://registry.npmjs.org/@svgr/babel-plugin-remove-jsx-attribute/-/babel-plugin-remove-jsx-attribute-8.0.0.tgz"
   integrity sha512-BcCkm/STipKvbCl6b7QFrMh/vx00vIP63k2eM66MfHJzPr6O2U0jYEViXkHJWqXqQYjdeA9cuCl5KWmlwjDvbA==
 
 "@svgr/babel-plugin-remove-jsx-empty-expression@8.0.0":
   version "8.0.0"
-  resolved "https://registry.yarnpkg.com/@svgr/babel-plugin-remove-jsx-empty-expression/-/babel-plugin-remove-jsx-empty-expression-8.0.0.tgz#c2c48104cfd7dcd557f373b70a56e9e3bdae1d44"
+  resolved "https://registry.npmjs.org/@svgr/babel-plugin-remove-jsx-empty-expression/-/babel-plugin-remove-jsx-empty-expression-8.0.0.tgz"
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   version "8.0.0"
-  resolved "https://registry.yarnpkg.com/@svgr/babel-plugin-replace-jsx-attribute-value/-/babel-plugin-replace-jsx-attribute-value-8.0.0.tgz#8fbb6b2e91fa26ac5d4aa25c6b6e4f20f9c0ae27"
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   version "8.0.0"
-  resolved "https://registry.yarnpkg.com/@svgr/babel-plugin-svg-dynamic-title/-/babel-plugin-svg-dynamic-title-8.0.0.tgz#1d5ba1d281363fc0f2f29a60d6d936f9bbc657b0"
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   version "8.0.0"
-  resolved "https://registry.yarnpkg.com/@svgr/babel-plugin-svg-em-dimensions/-/babel-plugin-svg-em-dimensions-8.0.0.tgz#35e08df300ea8b1d41cb8f62309c241b0369e501"
+  resolved "https://registry.npmjs.org/@svgr/babel-plugin-svg-em-dimensions/-/babel-plugin-svg-em-dimensions-8.0.0.tgz"
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 "@svgr/babel-plugin-transform-react-native-svg@8.1.0":
   version "8.1.0"
-  resolved "https://registry.yarnpkg.com/@svgr/babel-plugin-transform-react-native-svg/-/babel-plugin-transform-react-native-svg-8.1.0.tgz#90a8b63998b688b284f255c6a5248abd5b28d754"
+  resolved "https://registry.npmjs.org/@svgr/babel-plugin-transform-react-native-svg/-/babel-plugin-transform-react-native-svg-8.1.0.tgz"
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 "@svgr/babel-plugin-transform-svg-component@8.0.0":
   version "8.0.0"
-  resolved "https://registry.yarnpkg.com/@svgr/babel-plugin-transform-svg-component/-/babel-plugin-transform-svg-component-8.0.0.tgz#013b4bfca88779711f0ed2739f3f7efcefcf4f7e"
+  resolved "https://registry.npmjs.org/@svgr/babel-plugin-transform-svg-component/-/babel-plugin-transform-svg-component-8.0.0.tgz"
   integrity sha512-DFx8xa3cZXTdb/k3kfPeaixecQLgKh5NVBMwD0AQxOzcZawK4oo1Jh9LbrcACUivsCA7TLG8eeWgrDXjTMhRmw==
 
 "@svgr/babel-preset@8.1.0":
   version "8.1.0"
-  resolved "https://registry.yarnpkg.com/@svgr/babel-preset/-/babel-preset-8.1.0.tgz#0e87119aecdf1c424840b9d4565b7137cabf9ece"
+  resolved "https://registry.npmjs.org/@svgr/babel-preset/-/babel-preset-8.1.0.tgz"
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   dependencies:
     "@svgr/babel-plugin-add-jsx-attribute" "8.0.0"
@@ -2182,7 +2182,7 @@
 
 "@svgr/core@8.1.0":
   version "8.1.0"
-  resolved "https://registry.yarnpkg.com/@svgr/core/-/core-8.1.0.tgz#41146f9b40b1a10beaf5cc4f361a16a3c1885e88"
+  resolved "https://registry.npmjs.org/@svgr/core/-/core-8.1.0.tgz"
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   dependencies:
     "@babel/core" "^7.21.3"
@@ -2193,7 +2193,7 @@
 
 "@svgr/hast-util-to-babel-ast@8.0.0":
   version "8.0.0"
-  resolved "https://registry.yarnpkg.com/@svgr/hast-util-to-babel-ast/-/hast-util-to-babel-ast-8.0.0.tgz#6952fd9ce0f470e1aded293b792a2705faf4ffd4"
+  resolved "https://registry.npmjs.org/@svgr/hast-util-to-babel-ast/-/hast-util-to-babel-ast-8.0.0.tgz"
   integrity sha512-EbDKwO9GpfWP4jN9sGdYwPBU0kdomaPIL2Eu4YwmgP+sJeXT+L7bMwJUBnhzfH8Q2qMBqZ4fJwpCyYsAN3mt2Q==
   dependencies:
     "@babel/types" "^7.21.3"
@@ -2201,7 +2201,7 @@
 
 "@svgr/plugin-jsx@8.1.0":
   version "8.1.0"
-  resolved "https://registry.yarnpkg.com/@svgr/plugin-jsx/-/plugin-jsx-8.1.0.tgz#96969f04a24b58b174ee4cd974c60475acbd6928"
+  resolved "https://registry.npmjs.org/@svgr/plugin-jsx/-/plugin-jsx-8.1.0.tgz"
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   dependencies:
     "@babel/core" "^7.21.3"
@@ -2211,7 +2211,7 @@
 
 "@svgr/plugin-svgo@8.1.0":
   version "8.1.0"
-  resolved "https://registry.yarnpkg.com/@svgr/plugin-svgo/-/plugin-svgo-8.1.0.tgz#b115b7b967b564f89ac58feae89b88c3decd0f00"
+  resolved "https://registry.npmjs.org/@svgr/plugin-svgo/-/plugin-svgo-8.1.0.tgz"
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   dependencies:
     cosmiconfig "^8.1.3"
@@ -2220,7 +2220,7 @@
 
 "@svgr/webpack@^8.1.0":
   version "8.1.0"
-  resolved "https://registry.yarnpkg.com/@svgr/webpack/-/webpack-8.1.0.tgz#16f1b5346f102f89fda6ec7338b96a701d8be0c2"
+  resolved "https://registry.npmjs.org/@svgr/webpack/-/webpack-8.1.0.tgz"
   integrity sha512-LnhVjMWyMQV9ZmeEy26maJk+8HTIbd59cH4F2MJ439k9DqejRisfFNGAPvRYlKETuh9LrImlS8aKsBgKjMA8WA==
   dependencies:
     "@babel/core" "^7.21.3"
@@ -2234,7 +2234,7 @@
 
 "@testing-library/dom@^10.4.0":
   version "10.4.1"
-  resolved "https://registry.yarnpkg.com/@testing-library/dom/-/dom-10.4.1.tgz#d444f8a889e9a46e9a3b4f3b88e0fcb3efb6cf95"
+  resolved "https://registry.npmjs.org/@testing-library/dom/-/dom-10.4.1.tgz"
   integrity sha512-o4PXJQidqJl82ckFaXUeoAW+XysPLauYI43Abki5hABd853iMhitooc6znOnczgbTYmEP6U6/y1ZyKAIsvMKGg==
   dependencies:
     "@babel/code-frame" "^7.10.4"
@@ -2248,7 +2248,7 @@
 
 "@testing-library/jest-dom@^6.5.0":
   version "6.9.1"
-  resolved "https://registry.yarnpkg.com/@testing-library/jest-dom/-/jest-dom-6.9.1.tgz#7613a04e146dd2976d24ddf019730d57a89d56c2"
+  resolved "https://registry.npmjs.org/@testing-library/jest-dom/-/jest-dom-6.9.1.tgz"
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   dependencies:
     "@adobe/css-tools" "^4.4.0"
@@ -2260,34 +2260,34 @@
 
 "@testing-library/react@^16.0.1":
   version "16.3.0"
-  resolved "https://registry.yarnpkg.com/@testing-library/react/-/react-16.3.0.tgz#3a85bb9bdebf180cd76dba16454e242564d598a6"
+  resolved "https://registry.npmjs.org/@testing-library/react/-/react-16.3.0.tgz"
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   dependencies:
     "@babel/runtime" "^7.12.5"
 
 "@testing-library/user-event@^14.5.2":
   version "14.6.1"
-  resolved "https://registry.yarnpkg.com/@testing-library/user-event/-/user-event-14.6.1.tgz#13e09a32d7a8b7060fe38304788ebf4197cd2149"
+  resolved "https://registry.npmjs.org/@testing-library/user-event/-/user-event-14.6.1.tgz"
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 "@tootallnate/once@2":
   version "2.0.0"
-  resolved "https://registry.yarnpkg.com/@tootallnate/once/-/once-2.0.0.tgz#f544a148d3ab35801c1f633a7441fd87c2e484bf"
+  resolved "https://registry.npmjs.org/@tootallnate/once/-/once-2.0.0.tgz"
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 "@trysound/sax@0.2.0":
   version "0.2.0"
-  resolved "https://registry.yarnpkg.com/@trysound/sax/-/sax-0.2.0.tgz#cccaab758af56761eb7bf37af6f03f326dd798ad"
+  resolved "https://registry.npmjs.org/@trysound/sax/-/sax-0.2.0.tgz"
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 "@types/aria-query@^5.0.1":
   version "5.0.4"
-  resolved "https://registry.yarnpkg.com/@types/aria-query/-/aria-query-5.0.4.tgz#1a31c3d378850d2778dabb6374d036dcba4ba708"
+  resolved "https://registry.npmjs.org/@types/aria-query/-/aria-query-5.0.4.tgz"
   integrity sha512-rfT93uj5s0PRL7EzccGMs3brplhcrghnDoV26NqKhCAS1hVo+WdNsPvE/yb6ilfr5hi2MEk6d5EWJTKdxg8jVw==
 
 "@types/babel__core@^7.0.0", "@types/babel__core@^7.1.14":
   version "7.20.5"
-  resolved "https://registry.yarnpkg.com/@types/babel__core/-/babel__core-7.20.5.tgz#3df15f27ba85319caa07ba08d0721889bb39c017"
+  resolved "https://registry.npmjs.org/@types/babel__core/-/babel__core-7.20.5.tgz"
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   dependencies:
     "@babel/parser" "^7.20.7"
@@ -2298,14 +2298,14 @@
 
 "@types/babel__generator@*":
   version "7.27.0"
-  resolved "https://registry.yarnpkg.com/@types/babel__generator/-/babel__generator-7.27.0.tgz#b5819294c51179957afaec341442f9341e4108a9"
+  resolved "https://registry.npmjs.org/@types/babel__generator/-/babel__generator-7.27.0.tgz"
   integrity sha512-ufFd2Xi92OAVPYsy+P4n7/U7e68fex0+Ee8gSG9KX7eo084CWiQ4sdxktvdl0bOPupXtVJPY19zk6EwWqUQ8lg==
   dependencies:
     "@babel/types" "^7.0.0"
 
 "@types/babel__template@*":
   version "7.4.4"
-  resolved "https://registry.yarnpkg.com/@types/babel__template/-/babel__template-7.4.4.tgz#5672513701c1b2199bc6dad636a9d7491586766f"
+  resolved "https://registry.npmjs.org/@types/babel__template/-/babel__template-7.4.4.tgz"
   integrity sha512-h/NUaSyG5EyxBIp8YRxo4RMe2/qQgvyowRwVMzhYhBCONbW8PUsg4lkFMrhgZhUe5z3L3MiLDuvyJ/CaPa2A8A==
   dependencies:
     "@babel/parser" "^7.1.0"
@@ -2313,14 +2313,14 @@
 
 "@types/babel__traverse@*", "@types/babel__traverse@^7.0.6":
   version "7.28.0"
-  resolved "https://registry.yarnpkg.com/@types/babel__traverse/-/babel__traverse-7.28.0.tgz#07d713d6cce0d265c9849db0cbe62d3f61f36f74"
+  resolved "https://registry.npmjs.org/@types/babel__traverse/-/babel__traverse-7.28.0.tgz"
   integrity sha512-8PvcXf70gTDZBgt9ptxJ8elBeBjcLOAcOtoO/mPJjtji1+CdGbHgm77om1GrsPxsiE+uXIpNSK64UYaIwQXd4Q==
   dependencies:
     "@babel/types" "^7.28.2"
 
 "@types/body-parser@*":
   version "1.19.6"
-  resolved "https://registry.yarnpkg.com/@types/body-parser/-/body-parser-1.19.6.tgz#1859bebb8fd7dac9918a45d54c1971ab8b5af474"
+  resolved "https://registry.npmjs.org/@types/body-parser/-/body-parser-1.19.6.tgz"
   integrity sha512-HLFeCYgz89uk22N5Qg3dvGvsv46B8GLvKKo1zKG4NybA8U2DiEO3w9lqGg29t/tfLRJpJ6iQxnVw4OnB7MoM9g==
   dependencies:
     "@types/connect" "*"
@@ -2328,14 +2328,14 @@
 
 "@types/bonjour@^3.5.9":
   version "3.5.13"
-  resolved "https://registry.yarnpkg.com/@types/bonjour/-/bonjour-3.5.13.tgz#adf90ce1a105e81dd1f9c61fdc5afda1bfb92956"
+  resolved "https://registry.npmjs.org/@types/bonjour/-/bonjour-3.5.13.tgz"
   integrity sha512-z9fJ5Im06zvUL548KvYNecEVlA7cVDkGUi6kZusb04mpyEFKCIZJvloCcmpmLaIahDpOQGHaHmG6imtPMmPXGQ==
   dependencies:
     "@types/node" "*"
 
 "@types/connect-history-api-fallback@^1.3.5":
   version "1.5.4"
-  resolved "https://registry.yarnpkg.com/@types/connect-history-api-fallback/-/connect-history-api-fallback-1.5.4.tgz#7de71645a103056b48ac3ce07b3520b819c1d5b3"
+  resolved "https://registry.npmjs.org/@types/connect-history-api-fallback/-/connect-history-api-fallback-1.5.4.tgz"
   integrity sha512-n6Cr2xS1h4uAulPRdlw6Jl6s1oG8KrVilPN2yUITEs+K48EzMJJ3W1xy8K5eWuFvjp3R74AOIGSmp2UfBJ8HFw==
   dependencies:
     "@types/express-serve-static-core" "*"
@@ -2343,43 +2343,43 @@
 
 "@types/connect@*":
   version "3.4.38"
-  resolved "https://registry.yarnpkg.com/@types/connect/-/connect-3.4.38.tgz#5ba7f3bc4fbbdeaff8dded952e5ff2cc53f8d858"
+  resolved "https://registry.npmjs.org/@types/connect/-/connect-3.4.38.tgz"
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   dependencies:
     "@types/node" "*"
 
 "@types/d3-array@*":
   version "3.2.2"
-  resolved "https://registry.yarnpkg.com/@types/d3-array/-/d3-array-3.2.2.tgz#e02151464d02d4a1b44646d0fcdb93faf88fde8c"
+  resolved "https://registry.npmjs.org/@types/d3-array/-/d3-array-3.2.2.tgz"
   integrity sha512-hOLWVbm7uRza0BYXpIIW5pxfrKe0W+D5lrFiAEYR+pb6w3N2SwSMaJbXdUfSEv+dT4MfHBLtn5js0LAWaO6otw==
 
 "@types/d3-axis@*":
   version "3.0.6"
-  resolved "https://registry.yarnpkg.com/@types/d3-axis/-/d3-axis-3.0.6.tgz#e760e5765b8188b1defa32bc8bb6062f81e4c795"
+  resolved "https://registry.npmjs.org/@types/d3-axis/-/d3-axis-3.0.6.tgz"
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   dependencies:
     "@types/d3-selection" "*"
 
 "@types/d3-brush@*":
   version "3.0.6"
-  resolved "https://registry.yarnpkg.com/@types/d3-brush/-/d3-brush-3.0.6.tgz#c2f4362b045d472e1b186cdbec329ba52bdaee6c"
+  resolved "https://registry.npmjs.org/@types/d3-brush/-/d3-brush-3.0.6.tgz"
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   dependencies:
     "@types/d3-selection" "*"
 
 "@types/d3-chord@*":
   version "3.0.6"
-  resolved "https://registry.yarnpkg.com/@types/d3-chord/-/d3-chord-3.0.6.tgz#1706ca40cf7ea59a0add8f4456efff8f8775793d"
+  resolved "https://registry.npmjs.org/@types/d3-chord/-/d3-chord-3.0.6.tgz"
   integrity sha512-LFYWWd8nwfwEmTZG9PfQxd17HbNPksHBiJHaKuY1XeqscXacsS2tyoo6OdRsjf+NQYeB6XrNL3a25E3gH69lcg==
 
 "@types/d3-color@*":
   version "3.1.3"
-  resolved "https://registry.yarnpkg.com/@types/d3-color/-/d3-color-3.1.3.tgz#368c961a18de721da8200e80bf3943fb53136af2"
+  resolved "https://registry.npmjs.org/@types/d3-color/-/d3-color-3.1.3.tgz"
   integrity sha512-iO90scth9WAbmgv7ogoq57O9YpKmFBbmoEoCHDB2xMBY0+/KVrqAaCDyCE16dUspeOvIxFFRI+0sEtqDqy2b4A==
 
 "@types/d3-contour@*":
   version "3.0.6"
-  resolved "https://registry.yarnpkg.com/@types/d3-contour/-/d3-contour-3.0.6.tgz#9ada3fa9c4d00e3a5093fed0356c7ab929604231"
+  resolved "https://registry.npmjs.org/@types/d3-contour/-/d3-contour-3.0.6.tgz"
   integrity sha512-BjzLgXGnCWjUSYGfH1cpdo41/hgdWETu4YxpezoztawmqsvCeep+8QGfiY6YbDvfgHz/DkjeIkkZVJavB4a3rg==
   dependencies:
     "@types/d3-array" "*"
@@ -2387,136 +2387,136 @@
 
 "@types/d3-delaunay@*":
   version "6.0.4"
-  resolved "https://registry.yarnpkg.com/@types/d3-delaunay/-/d3-delaunay-6.0.4.tgz#185c1a80cc807fdda2a3fe960f7c11c4a27952e1"
+  resolved "https://registry.npmjs.org/@types/d3-delaunay/-/d3-delaunay-6.0.4.tgz"
   integrity sha512-ZMaSKu4THYCU6sV64Lhg6qjf1orxBthaC161plr5KuPHo3CNm8DTHiLw/5Eq2b6TsNP0W0iJrUOFscY6Q450Hw==
 
 "@types/d3-dispatch@*":
   version "3.0.7"
-  resolved "https://registry.yarnpkg.com/@types/d3-dispatch/-/d3-dispatch-3.0.7.tgz#ef004d8a128046cfce434d17182f834e44ef95b2"
+  resolved "https://registry.npmjs.org/@types/d3-dispatch/-/d3-dispatch-3.0.7.tgz"
   integrity sha512-5o9OIAdKkhN1QItV2oqaE5KMIiXAvDWBDPrD85e58Qlz1c1kI/J0NcqbEG88CoTwJrYe7ntUCVfeUl2UJKbWgA==
 
 "@types/d3-drag@*", "@types/d3-drag@^3.0.1":
   version "3.0.7"
-  resolved "https://registry.yarnpkg.com/@types/d3-drag/-/d3-drag-3.0.7.tgz#b13aba8b2442b4068c9a9e6d1d82f8bcea77fc02"
+  resolved "https://registry.npmjs.org/@types/d3-drag/-/d3-drag-3.0.7.tgz"
   integrity sha512-HE3jVKlzU9AaMazNufooRJ5ZpWmLIoc90A37WU2JMmeq28w1FQqCZswHZ3xR+SuxYftzHq6WU6KJHvqxKzTxxQ==
   dependencies:
     "@types/d3-selection" "*"
 
 "@types/d3-dsv@*":
   version "3.0.7"
-  resolved "https://registry.yarnpkg.com/@types/d3-dsv/-/d3-dsv-3.0.7.tgz#0a351f996dc99b37f4fa58b492c2d1c04e3dac17"
+  resolved "https://registry.npmjs.org/@types/d3-dsv/-/d3-dsv-3.0.7.tgz"
   integrity sha512-n6QBF9/+XASqcKK6waudgL0pf/S5XHPPI8APyMLLUHd8NqouBGLsU8MgtO7NINGtPBtk9Kko/W4ea0oAspwh9g==
 
 "@types/d3-ease@*":
   version "3.0.2"
-  resolved "https://registry.yarnpkg.com/@types/d3-ease/-/d3-ease-3.0.2.tgz#e28db1bfbfa617076f7770dd1d9a48eaa3b6c51b"
+  resolved "https://registry.npmjs.org/@types/d3-ease/-/d3-ease-3.0.2.tgz"
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 "@types/d3-fetch@*":
   version "3.0.7"
-  resolved "https://registry.yarnpkg.com/@types/d3-fetch/-/d3-fetch-3.0.7.tgz#c04a2b4f23181aa376f30af0283dbc7b3b569980"
+  resolved "https://registry.npmjs.org/@types/d3-fetch/-/d3-fetch-3.0.7.tgz"
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   dependencies:
     "@types/d3-dsv" "*"
 
 "@types/d3-force@*":
   version "3.0.10"
-  resolved "https://registry.yarnpkg.com/@types/d3-force/-/d3-force-3.0.10.tgz#6dc8fc6e1f35704f3b057090beeeb7ac674bff1a"
+  resolved "https://registry.npmjs.org/@types/d3-force/-/d3-force-3.0.10.tgz"
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 "@types/d3-format@*":
   version "3.0.4"
-  resolved "https://registry.yarnpkg.com/@types/d3-format/-/d3-format-3.0.4.tgz#b1e4465644ddb3fdf3a263febb240a6cd616de90"
+  resolved "https://registry.npmjs.org/@types/d3-format/-/d3-format-3.0.4.tgz"
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 "@types/d3-geo@*":
   version "3.1.0"
-  resolved "https://registry.yarnpkg.com/@types/d3-geo/-/d3-geo-3.1.0.tgz#b9e56a079449174f0a2c8684a9a4df3f60522440"
+  resolved "https://registry.npmjs.org/@types/d3-geo/-/d3-geo-3.1.0.tgz"
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   dependencies:
     "@types/geojson" "*"
 
 "@types/d3-hierarchy@*":
   version "3.1.7"
-  resolved "https://registry.yarnpkg.com/@types/d3-hierarchy/-/d3-hierarchy-3.1.7.tgz#6023fb3b2d463229f2d680f9ac4b47466f71f17b"
+  resolved "https://registry.npmjs.org/@types/d3-hierarchy/-/d3-hierarchy-3.1.7.tgz"
   integrity sha512-tJFtNoYBtRtkNysX1Xq4sxtjK8YgoWUNpIiUee0/jHGRwqvzYxkq0hGVbbOGSz+JgFxxRu4K8nb3YpG3CMARtg==
 
 "@types/d3-interpolate@*":
   version "3.0.4"
-  resolved "https://registry.yarnpkg.com/@types/d3-interpolate/-/d3-interpolate-3.0.4.tgz#412b90e84870285f2ff8a846c6eb60344f12a41c"
+  resolved "https://registry.npmjs.org/@types/d3-interpolate/-/d3-interpolate-3.0.4.tgz"
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   dependencies:
     "@types/d3-color" "*"
 
 "@types/d3-path@*":
   version "3.1.1"
-  resolved "https://registry.yarnpkg.com/@types/d3-path/-/d3-path-3.1.1.tgz#f632b380c3aca1dba8e34aa049bcd6a4af23df8a"
+  resolved "https://registry.npmjs.org/@types/d3-path/-/d3-path-3.1.1.tgz"
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 "@types/d3-polygon@*":
   version "3.0.2"
-  resolved "https://registry.yarnpkg.com/@types/d3-polygon/-/d3-polygon-3.0.2.tgz#dfae54a6d35d19e76ac9565bcb32a8e54693189c"
+  resolved "https://registry.npmjs.org/@types/d3-polygon/-/d3-polygon-3.0.2.tgz"
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 "@types/d3-quadtree@*":
   version "3.0.6"
-  resolved "https://registry.yarnpkg.com/@types/d3-quadtree/-/d3-quadtree-3.0.6.tgz#d4740b0fe35b1c58b66e1488f4e7ed02952f570f"
+  resolved "https://registry.npmjs.org/@types/d3-quadtree/-/d3-quadtree-3.0.6.tgz"
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 "@types/d3-random@*":
   version "3.0.3"
-  resolved "https://registry.yarnpkg.com/@types/d3-random/-/d3-random-3.0.3.tgz#ed995c71ecb15e0cd31e22d9d5d23942e3300cfb"
+  resolved "https://registry.npmjs.org/@types/d3-random/-/d3-random-3.0.3.tgz"
   integrity sha512-Imagg1vJ3y76Y2ea0871wpabqp613+8/r0mCLEBfdtqC7xMSfj9idOnmBYyMoULfHePJyxMAw3nWhJxzc+LFwQ==
 
 "@types/d3-scale-chromatic@*":
   version "3.1.0"
-  resolved "https://registry.yarnpkg.com/@types/d3-scale-chromatic/-/d3-scale-chromatic-3.1.0.tgz#dc6d4f9a98376f18ea50bad6c39537f1b5463c39"
+  resolved "https://registry.npmjs.org/@types/d3-scale-chromatic/-/d3-scale-chromatic-3.1.0.tgz"
   integrity sha512-iWMJgwkK7yTRmWqRB5plb1kadXyQ5Sj8V/zYlFGMUBbIPKQScw+Dku9cAAMgJG+z5GYDoMjWGLVOvjghDEFnKQ==
 
 "@types/d3-scale@*":
   version "4.0.9"
-  resolved "https://registry.yarnpkg.com/@types/d3-scale/-/d3-scale-4.0.9.tgz#57a2f707242e6fe1de81ad7bfcccaaf606179afb"
+  resolved "https://registry.npmjs.org/@types/d3-scale/-/d3-scale-4.0.9.tgz"
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   dependencies:
     "@types/d3-time" "*"
 
 "@types/d3-selection@*", "@types/d3-selection@^3.0.3":
   version "3.0.11"
-  resolved "https://registry.yarnpkg.com/@types/d3-selection/-/d3-selection-3.0.11.tgz#bd7a45fc0a8c3167a631675e61bc2ca2b058d4a3"
+  resolved "https://registry.npmjs.org/@types/d3-selection/-/d3-selection-3.0.11.tgz"
   integrity sha512-bhAXu23DJWsrI45xafYpkQ4NtcKMwWnAC/vKrd2l+nxMFuvOT3XMYTIj2opv8vq8AO5Yh7Qac/nSeP/3zjTK0w==
 
 "@types/d3-shape@*":
   version "3.1.7"
-  resolved "https://registry.yarnpkg.com/@types/d3-shape/-/d3-shape-3.1.7.tgz#2b7b423dc2dfe69c8c93596e673e37443348c555"
+  resolved "https://registry.npmjs.org/@types/d3-shape/-/d3-shape-3.1.7.tgz"
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   dependencies:
     "@types/d3-path" "*"
 
 "@types/d3-time-format@*":
   version "4.0.3"
-  resolved "https://registry.yarnpkg.com/@types/d3-time-format/-/d3-time-format-4.0.3.tgz#d6bc1e6b6a7db69cccfbbdd4c34b70632d9e9db2"
+  resolved "https://registry.npmjs.org/@types/d3-time-format/-/d3-time-format-4.0.3.tgz"
   integrity sha512-5xg9rC+wWL8kdDj153qZcsJ0FWiFt0J5RB6LYUNZjwSnesfblqrI/bJ1wBdJ8OQfncgbJG5+2F+qfqnqyzYxyg==
 
 "@types/d3-time@*":
   version "3.0.4"
-  resolved "https://registry.yarnpkg.com/@types/d3-time/-/d3-time-3.0.4.tgz#8472feecd639691450dd8000eb33edd444e1323f"
+  resolved "https://registry.npmjs.org/@types/d3-time/-/d3-time-3.0.4.tgz"
   integrity sha512-yuzZug1nkAAaBlBBikKZTgzCeA+k1uy4ZFwWANOfKw5z5LRhV0gNA7gNkKm7HoK+HRN0wX3EkxGk0fpbWhmB7g==
 
 "@types/d3-timer@*":
   version "3.0.2"
-  resolved "https://registry.yarnpkg.com/@types/d3-timer/-/d3-timer-3.0.2.tgz#70bbda77dc23aa727413e22e214afa3f0e852f70"
+  resolved "https://registry.npmjs.org/@types/d3-timer/-/d3-timer-3.0.2.tgz"
   integrity sha512-Ps3T8E8dZDam6fUyNiMkekK3XUsaUEik+idO9/YjPtfj2qruF8tFBXS7XhtE4iIXBLxhmLjP3SXpLhVf21I9Lw==
 
 "@types/d3-transition@*":
   version "3.0.9"
-  resolved "https://registry.yarnpkg.com/@types/d3-transition/-/d3-transition-3.0.9.tgz#1136bc57e9ddb3c390dccc9b5ff3b7d2b8d94706"
+  resolved "https://registry.npmjs.org/@types/d3-transition/-/d3-transition-3.0.9.tgz"
   integrity sha512-uZS5shfxzO3rGlu0cC3bjmMFKsXv+SmZZcgp0KD22ts4uGXp5EVYGzu/0YdwZeKmddhcAccYtREJKkPfXkZuCg==
   dependencies:
     "@types/d3-selection" "*"
 
 "@types/d3-zoom@*", "@types/d3-zoom@^3.0.1":
   version "3.0.8"
-  resolved "https://registry.yarnpkg.com/@types/d3-zoom/-/d3-zoom-3.0.8.tgz#dccb32d1c56b1e1c6e0f1180d994896f038bc40b"
+  resolved "https://registry.npmjs.org/@types/d3-zoom/-/d3-zoom-3.0.8.tgz"
   integrity sha512-iqMC4/YlFCSlO8+2Ii1GGGliCAY4XdeG748w5vQUbevlbDu0zSjH/+jojorQVBK/se0j6DUFNPBGSqD3YWYnDw==
   dependencies:
     "@types/d3-interpolate" "*"
@@ -2524,7 +2524,7 @@
 
 "@types/d3@^7.4.0":
   version "7.4.3"
-  resolved "https://registry.yarnpkg.com/@types/d3/-/d3-7.4.3.tgz#d4550a85d08f4978faf0a4c36b848c61eaac07e2"
+  resolved "https://registry.npmjs.org/@types/d3/-/d3-7.4.3.tgz"
   integrity sha512-lZXZ9ckh5R8uiFVt8ogUNf+pIrK4EsWrx2Np75WvF/eTpJ0FMHNhjXk8CKEx/+gpHbNQyJWehbFaTvqmHWB3ww==
   dependencies:
     "@types/d3-array" "*"
@@ -2560,46 +2560,38 @@
 
 "@types/dagre@^0.7.52":
   version "0.7.53"
-  resolved "https://registry.yarnpkg.com/@types/dagre/-/dagre-0.7.53.tgz#4dab441bf31b6fb08af0b3e2a3f5ab0c0217a701"
+  resolved "https://registry.npmjs.org/@types/dagre/-/dagre-0.7.53.tgz"
   integrity sha512-f4gkWqzPZvYmKhOsDnhq/R8mO4UMcKdxZo+i5SCkOU1wvGeHJeUXGIHeE9pnwGyPMDof1Vx5ZQo4nxpeg2TTVQ==
 
 "@types/eslint-scope@^3.7.7":
   version "3.7.7"
-  resolved "https://registry.yarnpkg.com/@types/eslint-scope/-/eslint-scope-3.7.7.tgz#3108bd5f18b0cdb277c867b3dd449c9ed7079ac5"
+  resolved "https://registry.npmjs.org/@types/eslint-scope/-/eslint-scope-3.7.7.tgz"
   integrity sha512-MzMFlSLBqNF2gcHWO0G1vP/YQyfvrxZ0bF+u7mzUdZ1/xK4A4sru+nraZz5i3iEIk1l1uyicaDVTB4QbbEkAYg==
   dependencies:
     "@types/eslint" "*"
     "@types/estree" "*"
 
-"@types/eslint@*":
-  version "9.6.1"
-  resolved "https://registry.yarnpkg.com/@types/eslint/-/eslint-9.6.1.tgz#d5795ad732ce81715f27f75da913004a56751584"
-  integrity sha512-FXx2pKgId/WyYo2jXw63kk7/+TY7u7AziEJxJAnSFzHlqTAS3Ync6SvgYAN/k4/PQpnnVuzoMuVnByKK2qp0ag==
-  dependencies:
-    "@types/estree" "*"
-    "@types/json-schema" "*"
-
-"@types/eslint@^7.29.0 || ^8.4.1":
+"@types/eslint@*", "@types/eslint@^7.29.0 || ^8.4.1":
   version "8.56.12"
-  resolved "https://registry.yarnpkg.com/@types/eslint/-/eslint-8.56.12.tgz#1657c814ffeba4d2f84c0d4ba0f44ca7ea1ca53a"
+  resolved "https://registry.npmjs.org/@types/eslint/-/eslint-8.56.12.tgz"
   integrity sha512-03ruubjWyOHlmljCVoxSuNDdmfZDzsrrz0P2LeJsOXr+ZwFQ+0yQIwNCwt/GYhV7Z31fgtXJTAEs+FYlEL851g==
   dependencies:
     "@types/estree" "*"
     "@types/json-schema" "*"
 
-"@types/estree@*", "@types/estree@^1.0.0", "@types/estree@^1.0.8":
-  version "1.0.8"
-  resolved "https://registry.yarnpkg.com/@types/estree/-/estree-1.0.8.tgz#958b91c991b1867ced318bedea0e215ee050726e"
-  integrity sha512-dWHzHa2WqEXI/O1E9OjrocMTKJl2mSrEolh1Iomrv6U+JuNwaHXsXx9bLu5gG7BUWFIN0skIQJQ/L1rIex4X6w==
-
-"@types/estree@0.0.39":
+"@types/estree@*", "@types/estree@0.0.39":
   version "0.0.39"
-  resolved "https://registry.yarnpkg.com/@types/estree/-/estree-0.0.39.tgz#e177e699ee1b8c22d23174caaa7422644389509f"
+  resolved "https://registry.npmjs.org/@types/estree/-/estree-0.0.39.tgz"
   integrity sha512-EYNwp3bU+98cpU4lAWYYL7Zz+2gryWH1qbdDTidVd6hkiR6weksdbMadyXKXNPEkQFhXM+hVO9ZygomHXp+AIw==
 
-"@types/express-serve-static-core@*", "@types/express-serve-static-core@^5.0.0":
+"@types/estree@^1.0.0", "@types/estree@^1.0.8":
+  version "1.0.8"
+  resolved "https://registry.npmjs.org/@types/estree/-/estree-1.0.8.tgz"
+  integrity sha512-dWHzHa2WqEXI/O1E9OjrocMTKJl2mSrEolh1Iomrv6U+JuNwaHXsXx9bLu5gG7BUWFIN0skIQJQ/L1rIex4X6w==
+
+"@types/express-serve-static-core@*":
   version "5.1.0"
-  resolved "https://registry.yarnpkg.com/@types/express-serve-static-core/-/express-serve-static-core-5.1.0.tgz#74f47555b3d804b54cb7030e6f9aa0c7485cfc5b"
+  resolved "https://registry.npmjs.org/@types/express-serve-static-core/-/express-serve-static-core-5.1.0.tgz"
   integrity sha512-jnHMsrd0Mwa9Cf4IdOzbz543y4XJepXrbia2T4b6+spXC2We3t1y6K44D3mR8XMFSXMCf3/l7rCgddfx7UNVBA==
   dependencies:
     "@types/node" "*"
@@ -2609,7 +2601,7 @@
 
 "@types/express-serve-static-core@^4.17.33":
   version "4.19.7"
-  resolved "https://registry.yarnpkg.com/@types/express-serve-static-core/-/express-serve-static-core-4.19.7.tgz#f1d306dcc03b1aafbfb6b4fe684cce8a31cffc10"
+  resolved "https://registry.npmjs.org/@types/express-serve-static-core/-/express-serve-static-core-4.19.7.tgz"
   integrity sha512-FvPtiIf1LfhzsaIXhv/PHan/2FeQBbtBDtfX2QfvPxdUelMDEckK08SM6nqo1MIZY3RUlfA+HV8+hFUSio78qg==
   dependencies:
     "@types/node" "*"
@@ -2617,18 +2609,9 @@
     "@types/range-parser" "*"
     "@types/send" "*"
 
-"@types/express@*":
-  version "5.0.5"
-  resolved "https://registry.yarnpkg.com/@types/express/-/express-5.0.5.tgz#3ba069177caa34ab96585ca23b3984d752300cdc"
-  integrity sha512-LuIQOcb6UmnF7C1PCFmEU1u2hmiHL43fgFQX67sN3H4Z+0Yk0Neo++mFsBjhOAuLzvlQeqAAkeDOZrJs9rzumQ==
-  dependencies:
-    "@types/body-parser" "*"
-    "@types/express-serve-static-core" "^5.0.0"
-    "@types/serve-static" "^1"
-
-"@types/express@^4.17.13":
+"@types/express@*", "@types/express@^4.17.13":
   version "4.17.25"
-  resolved "https://registry.yarnpkg.com/@types/express/-/express-4.17.25.tgz#070c8c73a6fee6936d65c195dbbfb7da5026649b"
+  resolved "https://registry.npmjs.org/@types/express/-/express-4.17.25.tgz"
   integrity sha512-dVd04UKsfpINUnK0yBoYHDF3xu7xVH4BuDotC/xGuycx4CgbP48X/KF/586bcObxT0HENHXEU8Nqtu6NR+eKhw==
   dependencies:
     "@types/body-parser" "*"
@@ -2638,19 +2621,19 @@
 
 "@types/fs-extra@^8.0.1":
   version "8.1.5"
-  resolved "https://registry.yarnpkg.com/@types/fs-extra/-/fs-extra-8.1.5.tgz#33aae2962d3b3ec9219b5aca2555ee00274f5927"
+  resolved "https://registry.npmjs.org/@types/fs-extra/-/fs-extra-8.1.5.tgz"
   integrity sha512-0dzKcwO+S8s2kuF5Z9oUWatQJj5Uq/iqphEtE3GQJVRRYm/tD1LglU2UnXi2A8jLq5umkGouOXOR9y0n613ZwQ==
   dependencies:
     "@types/node" "*"
 
 "@types/geojson@*":
   version "7946.0.16"
-  resolved "https://registry.yarnpkg.com/@types/geojson/-/geojson-7946.0.16.tgz#8ebe53d69efada7044454e3305c19017d97ced2a"
+  resolved "https://registry.npmjs.org/@types/geojson/-/geojson-7946.0.16.tgz"
   integrity sha512-6C8nqWur3j98U6+lXDfTUWIfgvZU+EumvpHKcYjujKH7woYyLj2sUmff0tRhrqM7BohUw7Pz3ZB1jj2gW9Fvmg==
 
 "@types/glob@^7.1.1":
   version "7.2.0"
-  resolved "https://registry.yarnpkg.com/@types/glob/-/glob-7.2.0.tgz#bc1b5bf3aa92f25bd5dd39f35c57361bdce5b2eb"
+  resolved "https://registry.npmjs.org/@types/glob/-/glob-7.2.0.tgz"
   integrity sha512-ZUxbzKl0IfJILTS6t7ip5fQQM/J3TJYubDm3nMbgubNNYS62eXeUpoLUC8/7fJNiFYHTrGPQn7hspDUzIHX3UA==
   dependencies:
     "@types/minimatch" "*"
@@ -2658,64 +2641,64 @@
 
 "@types/graceful-fs@^4.1.2", "@types/graceful-fs@^4.1.3":
   version "4.1.9"
-  resolved "https://registry.yarnpkg.com/@types/graceful-fs/-/graceful-fs-4.1.9.tgz#2a06bc0f68a20ab37b3e36aa238be6abdf49e8b4"
+  resolved "https://registry.npmjs.org/@types/graceful-fs/-/graceful-fs-4.1.9.tgz"
   integrity sha512-olP3sd1qOEe5dXTSaFvQG+02VdRXcdytWLAZsAq1PecU8uqQAhkrnbli7DagjtXKW/Bl7YJbUsa8MPcuc8LHEQ==
   dependencies:
     "@types/node" "*"
 
 "@types/hast@^2.0.0":
   version "2.3.10"
-  resolved "https://registry.yarnpkg.com/@types/hast/-/hast-2.3.10.tgz#5c9d9e0b304bbb8879b857225c5ebab2d81d7643"
+  resolved "https://registry.npmjs.org/@types/hast/-/hast-2.3.10.tgz"
   integrity sha512-McWspRw8xx8J9HurkVBfYj0xKoE25tOFlHGdx4MJ5xORQrMGZNqJhVQWaIbm6Oyla5kYOXtDiopzKRJzEOkwJw==
   dependencies:
     "@types/unist" "^2"
 
 "@types/hoist-non-react-statics@*", "@types/hoist-non-react-statics@^3.3.1":
   version "3.3.7"
-  resolved "https://registry.yarnpkg.com/@types/hoist-non-react-statics/-/hoist-non-react-statics-3.3.7.tgz#306e3a3a73828522efa1341159da4846e7573a6c"
+  resolved "https://registry.npmjs.org/@types/hoist-non-react-statics/-/hoist-non-react-statics-3.3.7.tgz"
   integrity sha512-PQTyIulDkIDro8P+IHbKCsw7U2xxBYflVzW/FgWdCAePD9xGSidgA76/GeJ6lBKoblyhf9pBY763gbrN+1dI8g==
   dependencies:
     hoist-non-react-statics "^3.3.0"
 
 "@types/html-minifier-terser@^6.0.0":
   version "6.1.0"
-  resolved "https://registry.yarnpkg.com/@types/html-minifier-terser/-/html-minifier-terser-6.1.0.tgz#4fc33a00c1d0c16987b1a20cf92d20614c55ac35"
+  resolved "https://registry.npmjs.org/@types/html-minifier-terser/-/html-minifier-terser-6.1.0.tgz"
   integrity sha512-oh/6byDPnL1zeNXFrDXFLyZjkr1MsBG667IM792caf1L2UPOOMf65NFzjUH/ltyfwjAGfs1rsX1eftK0jC/KIg==
 
 "@types/http-errors@*":
   version "2.0.5"
-  resolved "https://registry.yarnpkg.com/@types/http-errors/-/http-errors-2.0.5.tgz#5b749ab2b16ba113423feb1a64a95dcd30398472"
+  resolved "https://registry.npmjs.org/@types/http-errors/-/http-errors-2.0.5.tgz"
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 "@types/http-proxy@^1.17.8":
   version "1.17.17"
-  resolved "https://registry.yarnpkg.com/@types/http-proxy/-/http-proxy-1.17.17.tgz#d9e2c4571fe3507343cb210cd41790375e59a533"
+  resolved "https://registry.npmjs.org/@types/http-proxy/-/http-proxy-1.17.17.tgz"
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   dependencies:
     "@types/node" "*"
 
 "@types/istanbul-lib-coverage@*", "@types/istanbul-lib-coverage@^2.0.0", "@types/istanbul-lib-coverage@^2.0.1":
   version "2.0.6"
-  resolved "https://registry.yarnpkg.com/@types/istanbul-lib-coverage/-/istanbul-lib-coverage-2.0.6.tgz#7739c232a1fee9b4d3ce8985f314c0c6d33549d7"
+  resolved "https://registry.npmjs.org/@types/istanbul-lib-coverage/-/istanbul-lib-coverage-2.0.6.tgz"
   integrity sha512-2QF/t/auWm0lsy8XtKVPG19v3sSOQlJe/YHZgfjb/KBBHOGSV+J2q/S671rcq9uTBrLAXmZpqJiaQbMT+zNU1w==
 
 "@types/istanbul-lib-report@*":
   version "3.0.3"
-  resolved "https://registry.yarnpkg.com/@types/istanbul-lib-report/-/istanbul-lib-report-3.0.3.tgz#53047614ae72e19fc0401d872de3ae2b4ce350bf"
+  resolved "https://registry.npmjs.org/@types/istanbul-lib-report/-/istanbul-lib-report-3.0.3.tgz"
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   dependencies:
     "@types/istanbul-lib-coverage" "*"
 
 "@types/istanbul-reports@^3.0.0":
   version "3.0.4"
-  resolved "https://registry.yarnpkg.com/@types/istanbul-reports/-/istanbul-reports-3.0.4.tgz#0f03e3d2f670fbdac586e34b433783070cc16f54"
+  resolved "https://registry.npmjs.org/@types/istanbul-reports/-/istanbul-reports-3.0.4.tgz"
   integrity sha512-pk2B1NWalF9toCRu6gjBzR69syFjP4Od8WRAX+0mmf9lAjCRicLOWc+ZrxZHx/0XRjotgkF9t6iaMJ+aXcOdZQ==
   dependencies:
     "@types/istanbul-lib-report" "*"
 
 "@types/jest@^27.0.1":
   version "27.5.2"
-  resolved "https://registry.yarnpkg.com/@types/jest/-/jest-27.5.2.tgz#ec49d29d926500ffb9fd22b84262e862049c026c"
+  resolved "https://registry.npmjs.org/@types/jest/-/jest-27.5.2.tgz"
   integrity sha512-mpT8LJJ4CMeeahobofYWIjFo0xonRS/HfxnVEPMPFSQdGUt1uHCnoPT7Zhb+sjDU2wz0oKV0OLUR0WzrHNgfeA==
   dependencies:
     jest-matcher-utils "^27.0.0"
@@ -2723,7 +2706,7 @@
 
 "@types/jsdom@^20.0.0":
   version "20.0.1"
-  resolved "https://registry.yarnpkg.com/@types/jsdom/-/jsdom-20.0.1.tgz#07c14bc19bd2f918c1929541cdaacae894744808"
+  resolved "https://registry.npmjs.org/@types/jsdom/-/jsdom-20.0.1.tgz"
   integrity sha512-d0r18sZPmMQr1eG35u12FZfhIXNrnsPU/g5wvRKCUf/tOGilKKwYMYGqh33BNR6ba+2gkHw1EUiHoN3mn7E5IQ==
   dependencies:
     "@types/node" "*"
@@ -2732,27 +2715,27 @@
 
 "@types/json-schema@*", "@types/json-schema@^7.0.15", "@types/json-schema@^7.0.4", "@types/json-schema@^7.0.5", "@types/json-schema@^7.0.8", "@types/json-schema@^7.0.9":
   version "7.0.15"
-  resolved "https://registry.yarnpkg.com/@types/json-schema/-/json-schema-7.0.15.tgz#596a1747233694d50f6ad8a7869fcb6f56cf5841"
+  resolved "https://registry.npmjs.org/@types/json-schema/-/json-schema-7.0.15.tgz"
   integrity sha512-5+fP8P8MFNC+AyZCDxrB2pkZFPGzqQWUzpSeuuVLvm8VMcorNYavBqoFcxK8bQz4Qsbn4oUEEem4wDLfcysGHA==
 
 "@types/json5@^0.0.29":
   version "0.0.29"
-  resolved "https://registry.yarnpkg.com/@types/json5/-/json5-0.0.29.tgz#ee28707ae94e11d2b827bcbe5270bcea7f3e71ee"
+  resolved "https://registry.npmjs.org/@types/json5/-/json5-0.0.29.tgz"
   integrity sha512-dRLjCWHYg4oaA77cxO64oO+7JwCwnIzkZPdrrC71jQmQtlhM556pwKo5bUzqvZndkVbeFLIIi+9TC40JNF5hNQ==
 
 "@types/linkify-it@^5":
   version "5.0.0"
-  resolved "https://registry.yarnpkg.com/@types/linkify-it/-/linkify-it-5.0.0.tgz#21413001973106cda1c3a9b91eedd4ccd5469d76"
+  resolved "https://registry.npmjs.org/@types/linkify-it/-/linkify-it-5.0.0.tgz"
   integrity sha512-sVDA58zAw4eWAffKOaQH5/5j3XeayukzDk+ewSsnv3p4yJEZHCCzMDiZM8e0OUrRvmpGZ85jf4yDHkHsgBNr9Q==
 
 "@types/lodash@^4.14.202":
   version "4.17.20"
-  resolved "https://registry.yarnpkg.com/@types/lodash/-/lodash-4.17.20.tgz#1ca77361d7363432d29f5e55950d9ec1e1c6ea93"
+  resolved "https://registry.npmjs.org/@types/lodash/-/lodash-4.17.20.tgz"
   integrity sha512-H3MHACvFUEiujabxhaI/ImO6gUrd8oOurg7LQtS7mbwIXA/cUqWrvBsaeJ23aZEPk1TAYkurjfMbSELfoCXlGA==
 
 "@types/markdown-it@^14.1.1":
   version "14.1.2"
-  resolved "https://registry.yarnpkg.com/@types/markdown-it/-/markdown-it-14.1.2.tgz#57f2532a0800067d9b934f3521429a2e8bfb4c61"
+  resolved "https://registry.npmjs.org/@types/markdown-it/-/markdown-it-14.1.2.tgz"
   integrity sha512-promo4eFwuiW+TfGxhi+0x3czqTYJkG8qB17ZUJiVF10Xm7NLVRSLUsfRTU/6h1e24VvRnXCx+hG7li58lkzog==
   dependencies:
     "@types/linkify-it" "^5"
@@ -2760,106 +2743,92 @@
 
 "@types/mdast@^3.0.0":
   version "3.0.15"
-  resolved "https://registry.yarnpkg.com/@types/mdast/-/mdast-3.0.15.tgz#49c524a263f30ffa28b71ae282f813ed000ab9f5"
+  resolved "https://registry.npmjs.org/@types/mdast/-/mdast-3.0.15.tgz"
   integrity sha512-LnwD+mUEfxWMa1QpDraczIn6k0Ee3SMicuYSSzS6ZYl2gKS09EClnJYGd8Du6rfc5r/GZEk5o1mRb8TaTj03sQ==
   dependencies:
     "@types/unist" "^2"
 
 "@types/mdurl@^2":
   version "2.0.0"
-  resolved "https://registry.yarnpkg.com/@types/mdurl/-/mdurl-2.0.0.tgz#d43878b5b20222682163ae6f897b20447233bdfd"
+  resolved "https://registry.npmjs.org/@types/mdurl/-/mdurl-2.0.0.tgz"
   integrity sha512-RGdgjQUZba5p6QEFAVx2OGb8rQDL/cPRG7GiedRzMcJ1tYnUANBncjbSB1NRGwbvjcPeikRABz2nshyPk1bhWg==
 
 "@types/mime@^1":
   version "1.3.5"
-  resolved "https://registry.yarnpkg.com/@types/mime/-/mime-1.3.5.tgz#1ef302e01cf7d2b5a0fa526790c9123bf1d06690"
+  resolved "https://registry.npmjs.org/@types/mime/-/mime-1.3.5.tgz"
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 "@types/minimatch@*", "@types/minimatch@^6.0.0":
   version "6.0.0"
-  resolved "https://registry.yarnpkg.com/@types/minimatch/-/minimatch-6.0.0.tgz#4d207b1cc941367bdcd195a3a781a7e4fc3b1e03"
+  resolved "https://registry.npmjs.org/@types/minimatch/-/minimatch-6.0.0.tgz"
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   dependencies:
     minimatch "*"
 
 "@types/node-forge@^1.3.0":
   version "1.3.14"
-  resolved "https://registry.yarnpkg.com/@types/node-forge/-/node-forge-1.3.14.tgz#006c2616ccd65550560c2757d8472eb6d3ecea0b"
+  resolved "https://registry.npmjs.org/@types/node-forge/-/node-forge-1.3.14.tgz"
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   dependencies:
     "@types/node" "*"
 
-"@types/node@*", "@types/node@>=13.7.0":
-  version "24.10.1"
-  resolved "https://registry.yarnpkg.com/@types/node/-/node-24.10.1.tgz#91e92182c93db8bd6224fca031e2370cef9a8f01"
-  integrity sha512-GNWcUTRBgIRJD5zj+Tq0fKOJ5XZajIiBroOF0yvj2bSU1WvNdYS/dn9UxwsujGW4JX06dnHyjV2y9rRaybH0iQ==
-  dependencies:
-    undici-types "~7.16.0"
-
-"@types/node@^22.12.0":
+"@types/node@*", "@types/node@>=13.7.0", "@types/node@^22.12.0":
   version "22.19.1"
-  resolved "https://registry.yarnpkg.com/@types/node/-/node-22.19.1.tgz#1188f1ddc9f46b4cc3aec76749050b4e1f459b7b"
+  resolved "https://registry.npmjs.org/@types/node/-/node-22.19.1.tgz"
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   dependencies:
     undici-types "~6.21.0"
 
 "@types/numeral@^2.0.5":
   version "2.0.5"
-  resolved "https://registry.yarnpkg.com/@types/numeral/-/numeral-2.0.5.tgz#388e5c4ff4b0e1787f130753cbbe83d3ba770858"
+  resolved "https://registry.npmjs.org/@types/numeral/-/numeral-2.0.5.tgz"
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 "@types/parse-json@^4.0.0":
   version "4.0.2"
-  resolved "https://registry.yarnpkg.com/@types/parse-json/-/parse-json-4.0.2.tgz#5950e50960793055845e956c427fc2b0d70c5239"
+  resolved "https://registry.npmjs.org/@types/parse-json/-/parse-json-4.0.2.tgz"
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 "@types/parse5@^5.0.0":
   version "5.0.3"
-  resolved "https://registry.yarnpkg.com/@types/parse5/-/parse5-5.0.3.tgz#e7b5aebbac150f8b5fdd4a46e7f0bd8e65e19109"
+  resolved "https://registry.npmjs.org/@types/parse5/-/parse5-5.0.3.tgz"
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 "@types/prismjs@*":
   version "1.26.5"
-  resolved "https://registry.yarnpkg.com/@types/prismjs/-/prismjs-1.26.5.tgz#72499abbb4c4ec9982446509d2f14fb8483869d6"
+  resolved "https://registry.npmjs.org/@types/prismjs/-/prismjs-1.26.5.tgz"
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 "@types/prop-types@*":
   version "15.7.15"
-  resolved "https://registry.yarnpkg.com/@types/prop-types/-/prop-types-15.7.15.tgz#e6e5a86d602beaca71ce5163fadf5f95d70931c7"
+  resolved "https://registry.npmjs.org/@types/prop-types/-/prop-types-15.7.15.tgz"
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 "@types/qs@*":
   version "6.14.0"
-  resolved "https://registry.yarnpkg.com/@types/qs/-/qs-6.14.0.tgz#d8b60cecf62f2db0fb68e5e006077b9178b85de5"
+  resolved "https://registry.npmjs.org/@types/qs/-/qs-6.14.0.tgz"
   integrity sha512-eOunJqu0K1923aExK6y8p6fsihYEn/BYuQ4g0CxAAgFc4b/ZLN4CrsRZ55srTdqoiLzU2B2evC+apEIxprEzkQ==
 
 "@types/range-parser@*":
   version "1.2.7"
-  resolved "https://registry.yarnpkg.com/@types/range-parser/-/range-parser-1.2.7.tgz#50ae4353eaaddc04044279812f52c8c65857dbcb"
+  resolved "https://registry.npmjs.org/@types/range-parser/-/range-parser-1.2.7.tgz"
   integrity sha512-hKormJbkJqzQGhziax5PItDUTMAM9uE2XXQmM37dyd4hVM+5aVl7oVxMVUiVQn2oCQFN/LKCZdvSM0pFRqbSmQ==
 
 "@types/react-dom@^18.3.0":
   version "18.3.7"
-  resolved "https://registry.yarnpkg.com/@types/react-dom/-/react-dom-18.3.7.tgz#b89ddf2cd83b4feafcc4e2ea41afdfb95a0d194f"
+  resolved "https://registry.npmjs.org/@types/react-dom/-/react-dom-18.3.7.tgz"
   integrity sha512-MEe3UeoENYVFXzoXEWsvcpg6ZvlrFNlOQ7EOsvhI3CfAXwzPfO8Qwuxd40nepsYKqyyVQnTdEfv68q91yLcKrQ==
 
 "@types/react-window@^1.8.8":
   version "1.8.8"
-  resolved "https://registry.yarnpkg.com/@types/react-window/-/react-window-1.8.8.tgz#c20645414d142364fbe735818e1c1e0a145696e3"
+  resolved "https://registry.npmjs.org/@types/react-window/-/react-window-1.8.8.tgz"
   integrity sha512-8Ls660bHR1AUA2kuRvVG9D/4XpRC6wjAaPT9dil7Ckc76eP9TKWZwwmgfq8Q1LANX3QNDnoU4Zp48A3w+zK69Q==
   dependencies:
     "@types/react" "*"
 
-"@types/react@*":
-  version "19.2.6"
-  resolved "https://registry.yarnpkg.com/@types/react/-/react-19.2.6.tgz#d27db1ff45012d53980f5589fda925278e1249ca"
-  integrity sha512-p/jUvulfgU7oKtj6Xpk8cA2Y1xKTtICGpJYeJXz2YVO2UcvjQgeRMLDGfDeqeRW2Ta+0QNFwcc8X3GH8SxZz6w==
-  dependencies:
-    csstype "^3.2.2"
-
-"@types/react@^18.3.11":
+"@types/react@*", "@types/react@^18.3.11":
   version "18.3.27"
-  resolved "https://registry.yarnpkg.com/@types/react/-/react-18.3.27.tgz#74a3b590ea183983dc65a474dc17553ae1415c34"
+  resolved "https://registry.npmjs.org/@types/react/-/react-18.3.27.tgz"
   integrity sha512-cisd7gxkzjBKU2GgdYrTdtQx1SORymWyaAFhaxQPK9bYO9ot3Y5OikQRvY0VYQtvwjeQnizCINJAenh/V7MK2w==
   dependencies:
     "@types/prop-types" "*"
@@ -2867,38 +2836,38 @@
 
 "@types/refractor@^3.4.0":
   version "3.4.1"
-  resolved "https://registry.yarnpkg.com/@types/refractor/-/refractor-3.4.1.tgz#8b109804f77b3da8fad543d3f575fef1ece8835a"
+  resolved "https://registry.npmjs.org/@types/refractor/-/refractor-3.4.1.tgz"
   integrity sha512-wYuorIiCTSuvRT9srwt+taF6mH/ww+SyN2psM0sjef2qW+sS8GmshgDGTEDgWB1sTVGgYVE6EK7dBA2MxQxibg==
   dependencies:
     "@types/prismjs" "*"
 
 "@types/resolve@1.17.1":
   version "1.17.1"
-  resolved "https://registry.yarnpkg.com/@types/resolve/-/resolve-1.17.1.tgz#3afd6ad8967c77e4376c598a82ddd58f46ec45d6"
+  resolved "https://registry.npmjs.org/@types/resolve/-/resolve-1.17.1.tgz"
   integrity sha512-yy7HuzQhj0dhGpD8RLXSZWEkLsV9ibvxvi6EiJ3bkqLAO1RGo0WbkWQiwpRlSFymTJRz0d3k5LM3kkx8ArDbLw==
   dependencies:
     "@types/node" "*"
 
 "@types/retry@0.12.0":
   version "0.12.0"
-  resolved "https://registry.yarnpkg.com/@types/retry/-/retry-0.12.0.tgz#2b35eccfcee7d38cd72ad99232fbd58bffb3c84d"
+  resolved "https://registry.npmjs.org/@types/retry/-/retry-0.12.0.tgz"
   integrity sha512-wWKOClTTiizcZhXnPY4wikVAwmdYHp8q6DmC+EJUzAMsycb7HB32Kh9RN4+0gExjmPmZSAQjgURXIGATPegAvA==
 
 "@types/semver@^7.3.12":
   version "7.7.1"
-  resolved "https://registry.yarnpkg.com/@types/semver/-/semver-7.7.1.tgz#3ce3af1a5524ef327d2da9e4fd8b6d95c8d70528"
+  resolved "https://registry.npmjs.org/@types/semver/-/semver-7.7.1.tgz"
   integrity sha512-FmgJfu+MOcQ370SD0ev7EI8TlCAfKYU+B4m5T3yXc1CiRN94g/SZPtsCkk506aUDtlMnFZvasDwHHUcZUEaYuA==
 
 "@types/send@*":
   version "1.2.1"
-  resolved "https://registry.yarnpkg.com/@types/send/-/send-1.2.1.tgz#6a784e45543c18c774c049bff6d3dbaf045c9c74"
+  resolved "https://registry.npmjs.org/@types/send/-/send-1.2.1.tgz"
   integrity sha512-arsCikDvlU99zl1g69TcAB3mzZPpxgw0UQnaHeC1Nwb015xp8bknZv5rIfri9xTOcMuaVgvabfIRA7PSZVuZIQ==
   dependencies:
     "@types/node" "*"
 
 "@types/send@<1":
   version "0.17.6"
-  resolved "https://registry.yarnpkg.com/@types/send/-/send-0.17.6.tgz#aeb5385be62ff58a52cd5459daa509ae91651d25"
+  resolved "https://registry.npmjs.org/@types/send/-/send-0.17.6.tgz"
   integrity sha512-Uqt8rPBE8SY0RK8JB1EzVOIZ32uqy8HwdxCnoCOsYrvnswqmFZ/k+9Ikidlk/ImhsdvBsloHbAlewb2IEBV/Og==
   dependencies:
     "@types/mime" "^1"
@@ -2906,14 +2875,14 @@
 
 "@types/serve-index@^1.9.1":
   version "1.9.4"
-  resolved "https://registry.yarnpkg.com/@types/serve-index/-/serve-index-1.9.4.tgz#e6ae13d5053cb06ed36392110b4f9a49ac4ec898"
+  resolved "https://registry.npmjs.org/@types/serve-index/-/serve-index-1.9.4.tgz"
   integrity sha512-qLpGZ/c2fhSs5gnYsQxtDEq3Oy8SXPClIXkW5ghvAvsNuVSA8k+gCONcUCS/UjLEYvYps+e8uBtfgXgvhwfNug==
   dependencies:
     "@types/express" "*"
 
 "@types/serve-static@^1", "@types/serve-static@^1.13.10":
   version "1.15.10"
-  resolved "https://registry.yarnpkg.com/@types/serve-static/-/serve-static-1.15.10.tgz#768169145a778f8f5dfcb6360aead414a3994fee"
+  resolved "https://registry.npmjs.org/@types/serve-static/-/serve-static-1.15.10.tgz"
   integrity sha512-tRs1dB+g8Itk72rlSI2ZrW6vZg0YrLI81iQSTkMmOqnqCaNr/8Ek4VwWcN5vZgCYWbg/JJSGBlUaYGAOP73qBw==
   dependencies:
     "@types/http-errors" "*"
@@ -2922,24 +2891,24 @@
 
 "@types/sockjs@^0.3.33":
   version "0.3.36"
-  resolved "https://registry.yarnpkg.com/@types/sockjs/-/sockjs-0.3.36.tgz#ce322cf07bcc119d4cbf7f88954f3a3bd0f67535"
+  resolved "https://registry.npmjs.org/@types/sockjs/-/sockjs-0.3.36.tgz"
   integrity sha512-MK9V6NzAS1+Ud7JV9lJLFqW85VbC9dq3LmwZCuBe4wBDgKC0Kj/jd8Xl+nSviU+Qc3+m7umHHyHg//2KSa0a0Q==
   dependencies:
     "@types/node" "*"
 
 "@types/stack-utils@^2.0.0":
   version "2.0.3"
-  resolved "https://registry.yarnpkg.com/@types/stack-utils/-/stack-utils-2.0.3.tgz#6209321eb2c1712a7e7466422b8cb1fc0d9dd5d8"
+  resolved "https://registry.npmjs.org/@types/stack-utils/-/stack-utils-2.0.3.tgz"
   integrity sha512-9aEbYZ3TbYMznPdcdr3SmIrLXwC/AKZXQeCf9Pgao5CKb8CyHuEX5jzWPTkvregvhRJHcpRO6BFoGW9ycaOkYw==
 
 "@types/statuses@^2.0.4":
   version "2.0.6"
-  resolved "https://registry.yarnpkg.com/@types/statuses/-/statuses-2.0.6.tgz#66748315cc9a96d63403baa8671b2c124f8633aa"
+  resolved "https://registry.npmjs.org/@types/statuses/-/statuses-2.0.6.tgz"
   integrity sha512-xMAgYwceFhRA2zY+XbEA7mxYbA093wdiW8Vu6gZPGWy9cmOyU9XesH1tNcEWsKFd5Vzrqx5T3D38PWx1FIIXkA==
 
 "@types/styled-components@^5.1.34":
   version "5.1.36"
-  resolved "https://registry.yarnpkg.com/@types/styled-components/-/styled-components-5.1.36.tgz#d63db8ad9005afc82f173012036c4c101dc93d57"
+  resolved "https://registry.npmjs.org/@types/styled-components/-/styled-components-5.1.36.tgz"
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   dependencies:
     "@types/hoist-non-react-statics" "*"
@@ -2948,58 +2917,58 @@
 
 "@types/stylis@4.2.5":
   version "4.2.5"
-  resolved "https://registry.yarnpkg.com/@types/stylis/-/stylis-4.2.5.tgz#1daa6456f40959d06157698a653a9ab0a70281df"
+  resolved "https://registry.npmjs.org/@types/stylis/-/stylis-4.2.5.tgz"
   integrity sha512-1Xve+NMN7FWjY14vLoY5tL3BVEQ/n42YLwaqJIPYhotZ9uBHt87VceMwWQpzmdEt2TNXIorIFG+YeCUUW7RInw==
 
 "@types/tough-cookie@*":
   version "4.0.5"
-  resolved "https://registry.yarnpkg.com/@types/tough-cookie/-/tough-cookie-4.0.5.tgz#cb6e2a691b70cb177c6e3ae9c1d2e8b2ea8cd304"
+  resolved "https://registry.npmjs.org/@types/tough-cookie/-/tough-cookie-4.0.5.tgz"
   integrity sha512-/Ad8+nIOV7Rl++6f1BdKxFSMgmoqEoYbHRpPcx3JEfv8VRsQe9Z4mCXeJBzxs7mbHY/XOZZuXlRNfhpVPbs6ZA==
 
 "@types/trusted-types@^2.0.2":
   version "2.0.7"
-  resolved "https://registry.yarnpkg.com/@types/trusted-types/-/trusted-types-2.0.7.tgz#baccb07a970b91707df3a3e8ba6896c57ead2d11"
+  resolved "https://registry.npmjs.org/@types/trusted-types/-/trusted-types-2.0.7.tgz"
   integrity sha512-ScaPdn1dQczgbl0QFTeTOmVHFULt394XJgOQNoyVhZ6r2vLnMLJfBPd53SB52T/3G36VI1/g2MZaX0cwDuXsfw==
 
 "@types/unist@^2", "@types/unist@^2.0.0", "@types/unist@^2.0.2", "@types/unist@^2.0.3":
   version "2.0.11"
-  resolved "https://registry.yarnpkg.com/@types/unist/-/unist-2.0.11.tgz#11af57b127e32487774841f7a4e54eab166d03c4"
+  resolved "https://registry.npmjs.org/@types/unist/-/unist-2.0.11.tgz"
   integrity sha512-CmBKiL6NNo/OqgmMn95Fk9Whlp2mtvIv+KNpQKN2F4SjvrEesubTRWGYSg+BnWZOnlCaSTU1sMpsBOzgbYhnsA==
 
 "@types/use-sync-external-store@^0.0.3":
   version "0.0.3"
-  resolved "https://registry.yarnpkg.com/@types/use-sync-external-store/-/use-sync-external-store-0.0.3.tgz#b6725d5f4af24ace33b36fafd295136e75509f43"
+  resolved "https://registry.npmjs.org/@types/use-sync-external-store/-/use-sync-external-store-0.0.3.tgz"
   integrity sha512-EwmlvuaxPNej9+T4v5AuBPJa2x2UOJVdjCtDHgcDqitUeOtjnJKJ+apYjVcAoBEMjKW1VVFGZLUb5+qqa09XFA==
 
 "@types/ws@^8.5.5":
   version "8.18.1"
-  resolved "https://registry.yarnpkg.com/@types/ws/-/ws-8.18.1.tgz#48464e4bf2ddfd17db13d845467f6070ffea4aa9"
+  resolved "https://registry.npmjs.org/@types/ws/-/ws-8.18.1.tgz"
   integrity sha512-ThVF6DCVhA8kUGy+aazFQ4kXQ7E1Ty7A3ypFOe0IcJV8O/M511G99AW24irKrW56Wt44yG9+ij8FaqoBGkuBXg==
   dependencies:
     "@types/node" "*"
 
 "@types/yargs-parser@*":
   version "21.0.3"
-  resolved "https://registry.yarnpkg.com/@types/yargs-parser/-/yargs-parser-21.0.3.tgz#815e30b786d2e8f0dcd85fd5bcf5e1a04d008f15"
+  resolved "https://registry.npmjs.org/@types/yargs-parser/-/yargs-parser-21.0.3.tgz"
   integrity sha512-I4q9QU9MQv4oEOz4tAHJtNz1cwuLxn2F3xcc2iV5WdqLPpUnj30aUuxt1mAxYTG+oe8CZMV/+6rU4S4gRDzqtQ==
 
 "@types/yargs@^16.0.0":
   version "16.0.11"
-  resolved "https://registry.yarnpkg.com/@types/yargs/-/yargs-16.0.11.tgz#de958fb62e77fc383fa6cd8066eabdd13da88f04"
+  resolved "https://registry.npmjs.org/@types/yargs/-/yargs-16.0.11.tgz"
   integrity sha512-sbtvk8wDN+JvEdabmZExoW/HNr1cB7D/j4LT08rMiuikfA7m/JNJg7ATQcgzs34zHnoScDkY0ZRSl29Fkmk36g==
   dependencies:
     "@types/yargs-parser" "*"
 
 "@types/yargs@^17.0.8":
   version "17.0.35"
-  resolved "https://registry.yarnpkg.com/@types/yargs/-/yargs-17.0.35.tgz#07013e46aa4d7d7d50a49e15604c1c5340d4eb24"
+  resolved "https://registry.npmjs.org/@types/yargs/-/yargs-17.0.35.tgz"
   integrity sha512-qUHkeCyQFxMXg79wQfTtfndEC+N9ZZg76HJftDJp+qH2tV7Gj4OJi7l+PiWwJ+pWtW8GwSmqsDj/oymhrTWXjg==
   dependencies:
     "@types/yargs-parser" "*"
 
 "@typescript-eslint/eslint-plugin@^5.5.0":
   version "5.62.0"
-  resolved "https://registry.yarnpkg.com/@typescript-eslint/eslint-plugin/-/eslint-plugin-5.62.0.tgz#aeef0328d172b9e37d9bab6dbc13b87ed88977db"
+  resolved "https://registry.npmjs.org/@typescript-eslint/eslint-plugin/-/eslint-plugin-5.62.0.tgz"
   integrity sha512-TiZzBSJja/LbhNPvk6yc0JrX9XqhQ0hdh6M2svYfsHGejaKFIAGd9MQ+ERIMzLGlN/kZoYIgdxFV0PuljTKXag==
   dependencies:
     "@eslint-community/regexpp" "^4.4.0"
@@ -3015,14 +2984,14 @@
 
 "@typescript-eslint/experimental-utils@^5.0.0":
   version "5.62.0"
-  resolved "https://registry.yarnpkg.com/@typescript-eslint/experimental-utils/-/experimental-utils-5.62.0.tgz#14559bf73383a308026b427a4a6129bae2146741"
+  resolved "https://registry.npmjs.org/@typescript-eslint/experimental-utils/-/experimental-utils-5.62.0.tgz"
   integrity sha512-RTXpeB3eMkpoclG3ZHft6vG/Z30azNHuqY6wKPBHlVMZFuEvrtlEDe8gMqDb+SO+9hjC/pLekeSCryf9vMZlCw==
   dependencies:
     "@typescript-eslint/utils" "5.62.0"
 
 "@typescript-eslint/parser@^5.5.0":
   version "5.62.0"
-  resolved "https://registry.yarnpkg.com/@typescript-eslint/parser/-/parser-5.62.0.tgz#1b63d082d849a2fcae8a569248fbe2ee1b8a56c7"
+  resolved "https://registry.npmjs.org/@typescript-eslint/parser/-/parser-5.62.0.tgz"
   integrity sha512-VlJEV0fOQ7BExOsHYAGrgbEiZoi8D+Bl2+f6V2RrXerRSylnp+ZBHmPvaIa8cz0Ajx7WO7Z5RqfgYg7ED1nRhA==
   dependencies:
     "@typescript-eslint/scope-manager" "5.62.0"
@@ -3032,7 +3001,7 @@
 
 "@typescript-eslint/scope-manager@5.62.0":
   version "5.62.0"
-  resolved "https://registry.yarnpkg.com/@typescript-eslint/scope-manager/-/scope-manager-5.62.0.tgz#d9457ccc6a0b8d6b37d0eb252a23022478c5460c"
+  resolved "https://registry.npmjs.org/@typescript-eslint/scope-manager/-/scope-manager-5.62.0.tgz"
   integrity sha512-VXuvVvZeQCQb5Zgf4HAxc04q5j+WrNAtNh9OwCsCgpKqESMTu3tF/jhZ3xG6T4NZwWl65Bg8KuS2uEvhSfLl0w==
   dependencies:
     "@typescript-eslint/types" "5.62.0"
@@ -3040,7 +3009,7 @@
 
 "@typescript-eslint/type-utils@5.62.0":
   version "5.62.0"
-  resolved "https://registry.yarnpkg.com/@typescript-eslint/type-utils/-/type-utils-5.62.0.tgz#286f0389c41681376cdad96b309cedd17d70346a"
+  resolved "https://registry.npmjs.org/@typescript-eslint/type-utils/-/type-utils-5.62.0.tgz"
   integrity sha512-xsSQreu+VnfbqQpW5vnCJdq1Z3Q0U31qiWmRhr98ONQmcp/yhiPJFPq8MXiJVLiksmOKSjIldZzkebzHuCGzew==
   dependencies:
     "@typescript-eslint/typescript-estree" "5.62.0"
@@ -3050,12 +3019,12 @@
 
 "@typescript-eslint/types@5.62.0":
   version "5.62.0"
-  resolved "https://registry.yarnpkg.com/@typescript-eslint/types/-/types-5.62.0.tgz#258607e60effa309f067608931c3df6fed41fd2f"
+  resolved "https://registry.npmjs.org/@typescript-eslint/types/-/types-5.62.0.tgz"
   integrity sha512-87NVngcbVXUahrRTqIK27gD2t5Cu1yuCXxbLcFtCzZGlfyVWWh8mLHkoxzjsB6DDNnvdL+fW8MiwPEJyGJQDgQ==
 
 "@typescript-eslint/typescript-estree@5.62.0":
   version "5.62.0"
-  resolved "https://registry.yarnpkg.com/@typescript-eslint/typescript-estree/-/typescript-estree-5.62.0.tgz#7d17794b77fabcac615d6a48fb143330d962eb9b"
+  resolved "https://registry.npmjs.org/@typescript-eslint/typescript-estree/-/typescript-estree-5.62.0.tgz"
   integrity sha512-CmcQ6uY7b9y694lKdRB8FEel7JbU/40iSAPomu++SjLMntB+2Leay2LO6i8VnJk58MtE9/nQSFIH6jpyRWyYzA==
   dependencies:
     "@typescript-eslint/types" "5.62.0"
@@ -3068,7 +3037,7 @@
 
 "@typescript-eslint/utils@5.62.0", "@typescript-eslint/utils@^5.58.0":
   version "5.62.0"
-  resolved "https://registry.yarnpkg.com/@typescript-eslint/utils/-/utils-5.62.0.tgz#141e809c71636e4a75daa39faed2fb5f4b10df86"
+  resolved "https://registry.npmjs.org/@typescript-eslint/utils/-/utils-5.62.0.tgz"
   integrity sha512-n8oxjeb5aIbPFEtmQxQYOLI0i9n5ySBEY/ZEHHZqKQSFnxio1rv6dthascc9dLuwrL0RC5mPCxB7vnAVGAYWAQ==
   dependencies:
     "@eslint-community/eslint-utils" "^4.2.0"
@@ -3082,7 +3051,7 @@
 
 "@typescript-eslint/visitor-keys@5.62.0":
   version "5.62.0"
-  resolved "https://registry.yarnpkg.com/@typescript-eslint/visitor-keys/-/visitor-keys-5.62.0.tgz#2174011917ce582875954ffe2f6912d5931e353e"
+  resolved "https://registry.npmjs.org/@typescript-eslint/visitor-keys/-/visitor-keys-5.62.0.tgz"
   integrity sha512-07ny+LHRzQXepkGg6w0mFY41fVUNBrL2Roj/++7V1txKugfjm/Ci/qSND03r2RhlJhJYMcTn9AhhSSqQp0Ysyw==
   dependencies:
     "@typescript-eslint/types" "5.62.0"
@@ -3090,12 +3059,12 @@
 
 "@ungap/structured-clone@^1.2.0":
   version "1.3.0"
-  resolved "https://registry.yarnpkg.com/@ungap/structured-clone/-/structured-clone-1.3.0.tgz#d06bbb384ebcf6c505fde1c3d0ed4ddffe0aaff8"
+  resolved "https://registry.npmjs.org/@ungap/structured-clone/-/structured-clone-1.3.0.tgz"
   integrity sha512-WmoN8qaIAo7WTYWbAZuG8PYEhn5fkz7dZrqTBZ7dtt//lL2Gwms1IcnQ5yHqjDfX8Ft5j4YzDM23f87zBfDe9g==
 
 "@webassemblyjs/ast@1.14.1", "@webassemblyjs/ast@^1.14.1":
   version "1.14.1"
-  resolved "https://registry.yarnpkg.com/@webassemblyjs/ast/-/ast-1.14.1.tgz#a9f6a07f2b03c95c8d38c4536a1fdfb521ff55b6"
+  resolved "https://registry.npmjs.org/@webassemblyjs/ast/-/ast-1.14.1.tgz"
   integrity sha512-nuBEDgQfm1ccRp/8bCQrx1frohyufl4JlbMMZ4P1wpeOfDhF6FQkxZJ1b/e+PLwr6X1Nhw6OLme5usuBWYBvuQ==
   dependencies:
     "@webassemblyjs/helper-numbers" "1.13.2"
@@ -3103,22 +3072,22 @@
 
 "@webassemblyjs/floating-point-hex-parser@1.13.2":
   version "1.13.2"
-  resolved "https://registry.yarnpkg.com/@webassemblyjs/floating-point-hex-parser/-/floating-point-hex-parser-1.13.2.tgz#fcca1eeddb1cc4e7b6eed4fc7956d6813b21b9fb"
+  resolved "https://registry.npmjs.org/@webassemblyjs/floating-point-hex-parser/-/floating-point-hex-parser-1.13.2.tgz"
   integrity sha512-6oXyTOzbKxGH4steLbLNOu71Oj+C8Lg34n6CqRvqfS2O71BxY6ByfMDRhBytzknj9yGUPVJ1qIKhRlAwO1AovA==
 
 "@webassemblyjs/helper-api-error@1.13.2":
   version "1.13.2"
-  resolved "https://registry.yarnpkg.com/@webassemblyjs/helper-api-error/-/helper-api-error-1.13.2.tgz#e0a16152248bc38daee76dd7e21f15c5ef3ab1e7"
+  resolved "https://registry.npmjs.org/@webassemblyjs/helper-api-error/-/helper-api-error-1.13.2.tgz"
   integrity sha512-U56GMYxy4ZQCbDZd6JuvvNV/WFildOjsaWD3Tzzvmw/mas3cXzRJPMjP83JqEsgSbyrmaGjBfDtV7KDXV9UzFQ==
 
 "@webassemblyjs/helper-buffer@1.14.1":
   version "1.14.1"
-  resolved "https://registry.yarnpkg.com/@webassemblyjs/helper-buffer/-/helper-buffer-1.14.1.tgz#822a9bc603166531f7d5df84e67b5bf99b72b96b"
+  resolved "https://registry.npmjs.org/@webassemblyjs/helper-buffer/-/helper-buffer-1.14.1.tgz"
   integrity sha512-jyH7wtcHiKssDtFPRB+iQdxlDf96m0E39yb0k5uJVhFGleZFoNw1c4aeIcVUPPbXUVJ94wwnMOAqUHyzoEPVMA==
 
 "@webassemblyjs/helper-numbers@1.13.2":
   version "1.13.2"
-  resolved "https://registry.yarnpkg.com/@webassemblyjs/helper-numbers/-/helper-numbers-1.13.2.tgz#dbd932548e7119f4b8a7877fd5a8d20e63490b2d"
+  resolved "https://registry.npmjs.org/@webassemblyjs/helper-numbers/-/helper-numbers-1.13.2.tgz"
   integrity sha512-FE8aCmS5Q6eQYcV3gI35O4J789wlQA+7JrqTTpJqn5emA4U2hvwJmvFRC0HODS+3Ye6WioDklgd6scJ3+PLnEA==
   dependencies:
     "@webassemblyjs/floating-point-hex-parser" "1.13.2"
@@ -3127,12 +3096,12 @@
 
 "@webassemblyjs/helper-wasm-bytecode@1.13.2":
   version "1.13.2"
-  resolved "https://registry.yarnpkg.com/@webassemblyjs/helper-wasm-bytecode/-/helper-wasm-bytecode-1.13.2.tgz#e556108758f448aae84c850e593ce18a0eb31e0b"
+  resolved "https://registry.npmjs.org/@webassemblyjs/helper-wasm-bytecode/-/helper-wasm-bytecode-1.13.2.tgz"
   integrity sha512-3QbLKy93F0EAIXLh0ogEVR6rOubA9AoZ+WRYhNbFyuB70j3dRdwH9g+qXhLAO0kiYGlg3TxDV+I4rQTr/YNXkA==
 
 "@webassemblyjs/helper-wasm-section@1.14.1":
   version "1.14.1"
-  resolved "https://registry.yarnpkg.com/@webassemblyjs/helper-wasm-section/-/helper-wasm-section-1.14.1.tgz#9629dda9c4430eab54b591053d6dc6f3ba050348"
+  resolved "https://registry.npmjs.org/@webassemblyjs/helper-wasm-section/-/helper-wasm-section-1.14.1.tgz"
   integrity sha512-ds5mXEqTJ6oxRoqjhWDU83OgzAYjwsCV8Lo/N+oRsNDmx/ZDpqalmrtgOMkHwxsG0iI//3BwWAErYRHtgn0dZw==
   dependencies:
     "@webassemblyjs/ast" "1.14.1"
@@ -3142,26 +3111,26 @@
 
 "@webassemblyjs/ieee754@1.13.2":
   version "1.13.2"
-  resolved "https://registry.yarnpkg.com/@webassemblyjs/ieee754/-/ieee754-1.13.2.tgz#1c5eaace1d606ada2c7fd7045ea9356c59ee0dba"
+  resolved "https://registry.npmjs.org/@webassemblyjs/ieee754/-/ieee754-1.13.2.tgz"
   integrity sha512-4LtOzh58S/5lX4ITKxnAK2USuNEvpdVV9AlgGQb8rJDHaLeHciwG4zlGr0j/SNWlr7x3vO1lDEsuePvtcDNCkw==
   dependencies:
     "@xtuc/ieee754" "^1.2.0"
 
 "@webassemblyjs/leb128@1.13.2":
   version "1.13.2"
-  resolved "https://registry.yarnpkg.com/@webassemblyjs/leb128/-/leb128-1.13.2.tgz#57c5c3deb0105d02ce25fa3fd74f4ebc9fd0bbb0"
+  resolved "https://registry.npmjs.org/@webassemblyjs/leb128/-/leb128-1.13.2.tgz"
   integrity sha512-Lde1oNoIdzVzdkNEAWZ1dZ5orIbff80YPdHx20mrHwHrVNNTjNr8E3xz9BdpcGqRQbAEa+fkrCb+fRFTl/6sQw==
   dependencies:
     "@xtuc/long" "4.2.2"
 
 "@webassemblyjs/utf8@1.13.2":
   version "1.13.2"
-  resolved "https://registry.yarnpkg.com/@webassemblyjs/utf8/-/utf8-1.13.2.tgz#917a20e93f71ad5602966c2d685ae0c6c21f60f1"
+  resolved "https://registry.npmjs.org/@webassemblyjs/utf8/-/utf8-1.13.2.tgz"
   integrity sha512-3NQWGjKTASY1xV5m7Hr0iPeXD9+RDobLll3T9d2AO+g3my8xy5peVyjSag4I50mR1bBSN/Ct12lo+R9tJk0NZQ==
 
 "@webassemblyjs/wasm-edit@^1.14.1":
   version "1.14.1"
-  resolved "https://registry.yarnpkg.com/@webassemblyjs/wasm-edit/-/wasm-edit-1.14.1.tgz#ac6689f502219b59198ddec42dcd496b1004d597"
+  resolved "https://registry.npmjs.org/@webassemblyjs/wasm-edit/-/wasm-edit-1.14.1.tgz"
   integrity sha512-RNJUIQH/J8iA/1NzlE4N7KtyZNHi3w7at7hDjvRNm5rcUXa00z1vRz3glZoULfJ5mpvYhLybmVcwcjGrC1pRrQ==
   dependencies:
     "@webassemblyjs/ast" "1.14.1"
@@ -3175,7 +3144,7 @@
 
 "@webassemblyjs/wasm-gen@1.14.1":
   version "1.14.1"
-  resolved "https://registry.yarnpkg.com/@webassemblyjs/wasm-gen/-/wasm-gen-1.14.1.tgz#991e7f0c090cb0bb62bbac882076e3d219da9570"
+  resolved "https://registry.npmjs.org/@webassemblyjs/wasm-gen/-/wasm-gen-1.14.1.tgz"
   integrity sha512-AmomSIjP8ZbfGQhumkNvgC33AY7qtMCXnN6bL2u2Js4gVCg8fp735aEiMSBbDR7UQIj90n4wKAFUSEd0QN2Ukg==
   dependencies:
     "@webassemblyjs/ast" "1.14.1"
@@ -3186,7 +3155,7 @@
 
 "@webassemblyjs/wasm-opt@1.14.1":
   version "1.14.1"
-  resolved "https://registry.yarnpkg.com/@webassemblyjs/wasm-opt/-/wasm-opt-1.14.1.tgz#e6f71ed7ccae46781c206017d3c14c50efa8106b"
+  resolved "https://registry.npmjs.org/@webassemblyjs/wasm-opt/-/wasm-opt-1.14.1.tgz"
   integrity sha512-PTcKLUNvBqnY2U6E5bdOQcSM+oVP/PmrDY9NzowJjislEjwP/C4an2303MCVS2Mg9d3AJpIGdUFIQQWbPds0Sw==
   dependencies:
     "@webassemblyjs/ast" "1.14.1"
@@ -3196,7 +3165,7 @@
 
 "@webassemblyjs/wasm-parser@1.14.1", "@webassemblyjs/wasm-parser@^1.14.1":
   version "1.14.1"
-  resolved "https://registry.yarnpkg.com/@webassemblyjs/wasm-parser/-/wasm-parser-1.14.1.tgz#b3e13f1893605ca78b52c68e54cf6a865f90b9fb"
+  resolved "https://registry.npmjs.org/@webassemblyjs/wasm-parser/-/wasm-parser-1.14.1.tgz"
   integrity sha512-JLBl+KZ0R5qB7mCnud/yyX08jWFw5MsoalJ1pQ4EdFlgj9VdXKGuENGsiCIjegI1W7p91rUlcB/LB5yRJKNTcQ==
   dependencies:
     "@webassemblyjs/ast" "1.14.1"
@@ -3208,7 +3177,7 @@
 
 "@webassemblyjs/wast-printer@1.14.1":
   version "1.14.1"
-  resolved "https://registry.yarnpkg.com/@webassemblyjs/wast-printer/-/wast-printer-1.14.1.tgz#3bb3e9638a8ae5fdaf9610e7a06b4d9f9aa6fe07"
+  resolved "https://registry.npmjs.org/@webassemblyjs/wast-printer/-/wast-printer-1.14.1.tgz"
   integrity sha512-kPSSXE6De1XOR820C90RIo2ogvZG+c3KiHzqUoO/F34Y2shGzesfqv7o57xrxovZJH/MetF5UjroJ/R/3isoiw==
   dependencies:
     "@webassemblyjs/ast" "1.14.1"
@@ -3216,22 +3185,22 @@
 
 "@xtuc/ieee754@^1.2.0":
   version "1.2.0"
-  resolved "https://registry.yarnpkg.com/@xtuc/ieee754/-/ieee754-1.2.0.tgz#eef014a3145ae477a1cbc00cd1e552336dceb790"
+  resolved "https://registry.npmjs.org/@xtuc/ieee754/-/ieee754-1.2.0.tgz"
   integrity sha512-DX8nKgqcGwsc0eJSqYt5lwP4DH5FlHnmuWWBRy7X0NcaGR0ZtuyeESgMwTYVEtxmsNGY+qit4QYT/MIYTOTPeA==
 
 "@xtuc/long@4.2.2":
   version "4.2.2"
-  resolved "https://registry.yarnpkg.com/@xtuc/long/-/long-4.2.2.tgz#d291c6a4e97989b5c61d9acf396ae4fe133a718d"
+  resolved "https://registry.npmjs.org/@xtuc/long/-/long-4.2.2.tgz"
   integrity sha512-NuHqBY1PB/D8xU6s/thBgOAiAP7HOYDQ32+BFZILJ8ivkUkAHQnWfn6WhL79Owj1qmUnoN/YPhktdIoucipkAQ==
 
 abab@^2.0.5, abab@^2.0.6:
   version "2.0.6"
-  resolved "https://registry.yarnpkg.com/abab/-/abab-2.0.6.tgz#41b80f2c871d19686216b82309231cfd3cb3d291"
+  resolved "https://registry.npmjs.org/abab/-/abab-2.0.6.tgz"
   integrity sha512-j2afSsaIENvHZN2B8GOpF566vZ5WVk5opAiMTvWgaQT8DkbOqsTfvNAvHoRGU2zzP8cPoqys+xHTRDWW8L+/BA==
 
 accepts@~1.3.4, accepts@~1.3.8:
   version "1.3.8"
-  resolved "https://registry.yarnpkg.com/accepts/-/accepts-1.3.8.tgz#0bf0be125b67014adcb0b0921e62db7bffe16b2e"
+  resolved "https://registry.npmjs.org/accepts/-/accepts-1.3.8.tgz"
   integrity sha512-PYAthTa2m2VKxuvSD3DPC/Gy+U+sOA1LAuT8mkmRuvw+NACSaeXEQ+NHcVF7rONl6qcaxV3Uuemwawk+7+SJLw==
   dependencies:
     mime-types "~2.1.34"
@@ -3239,7 +3208,7 @@ accepts@~1.3.4, accepts@~1.3.8:
 
 acorn-globals@^7.0.0:
   version "7.0.1"
-  resolved "https://registry.yarnpkg.com/acorn-globals/-/acorn-globals-7.0.1.tgz#0dbf05c44fa7c94332914c02066d5beff62c40c3"
+  resolved "https://registry.npmjs.org/acorn-globals/-/acorn-globals-7.0.1.tgz"
   integrity sha512-umOSDSDrfHbTNPuNpC2NSnnA3LUrqpevPb4T9jRx4MagXNS0rs+gwiTcAvqCRmsD6utzsrzNt+ebm00SNWiC3Q==
   dependencies:
     acorn "^8.1.0"
@@ -3247,34 +3216,34 @@ acorn-globals@^7.0.0:
 
 acorn-import-phases@^1.0.3:
   version "1.0.4"
-  resolved "https://registry.yarnpkg.com/acorn-import-phases/-/acorn-import-phases-1.0.4.tgz#16eb850ba99a056cb7cbfe872ffb8972e18c8bd7"
+  resolved "https://registry.npmjs.org/acorn-import-phases/-/acorn-import-phases-1.0.4.tgz"
   integrity sha512-wKmbr/DDiIXzEOiWrTTUcDm24kQ2vGfZQvM2fwg2vXqR5uW6aapr7ObPtj1th32b9u90/Pf4AItvdTh42fBmVQ==
 
 acorn-jsx@^5.3.2:
   version "5.3.2"
-  resolved "https://registry.yarnpkg.com/acorn-jsx/-/acorn-jsx-5.3.2.tgz#7ed5bb55908b3b2f1bc55c6af1653bada7f07937"
+  resolved "https://registry.npmjs.org/acorn-jsx/-/acorn-jsx-5.3.2.tgz"
   integrity sha512-rq9s+JNhf0IChjtDXxllJ7g41oZk5SlXtp0LHwyA5cejwn7vKmKp4pPri6YEePv2PU65sAsegbXtIinmDFDXgQ==
 
 acorn-walk@^8.0.2:
   version "8.3.4"
-  resolved "https://registry.yarnpkg.com/acorn-walk/-/acorn-walk-8.3.4.tgz#794dd169c3977edf4ba4ea47583587c5866236b7"
+  resolved "https://registry.npmjs.org/acorn-walk/-/acorn-walk-8.3.4.tgz"
   integrity sha512-ueEepnujpqee2o5aIYnvHU6C0A42MNdsIDeqy5BydrkuC5R1ZuUFnm27EeFJGoEHJQgn3uleRvmTXaJgfXbt4g==
   dependencies:
     acorn "^8.11.0"
 
 acorn@^8.1.0, acorn@^8.11.0, acorn@^8.15.0, acorn@^8.8.1, acorn@^8.9.0:
   version "8.15.0"
-  resolved "https://registry.yarnpkg.com/acorn/-/acorn-8.15.0.tgz#a360898bc415edaac46c8241f6383975b930b816"
+  resolved "https://registry.npmjs.org/acorn/-/acorn-8.15.0.tgz"
   integrity sha512-NZyJarBfL7nWwIq+FDL6Zp/yHEhePMNnnJ0y3qfieCrmNvYct8uvtiV41UvlSe6apAfk0fY1FbWx+NwfmpvtTg==
 
 address@^1.0.1, address@^1.1.2:
   version "1.2.2"
-  resolved "https://registry.yarnpkg.com/address/-/address-1.2.2.tgz#2b5248dac5485a6390532c6a517fda2e3faac89e"
+  resolved "https://registry.npmjs.org/address/-/address-1.2.2.tgz"
   integrity sha512-4B/qKCfeE/ODUaAUpSwfzazo5x29WD4r3vXiWsB7I2mSDAihwEqKO+g8GELZUQSSAo5e1XTYh3ZVfLyxBc12nA==
 
 adjust-sourcemap-loader@^4.0.0:
   version "4.0.0"
-  resolved "https://registry.yarnpkg.com/adjust-sourcemap-loader/-/adjust-sourcemap-loader-4.0.0.tgz#fc4a0fd080f7d10471f30a7320f25560ade28c99"
+  resolved "https://registry.npmjs.org/adjust-sourcemap-loader/-/adjust-sourcemap-loader-4.0.0.tgz"
   integrity sha512-OXwN5b9pCUXNQHJpwwD2qP40byEmSgzj8B4ydSN0uMNYWiFmJ6x6KwUllMmfk8Rwu/HJDFR7U8ubsWBoN0Xp0A==
   dependencies:
     loader-utils "^2.0.0"
@@ -3282,33 +3251,33 @@ adjust-sourcemap-loader@^4.0.0:
 
 agent-base@6:
   version "6.0.2"
-  resolved "https://registry.yarnpkg.com/agent-base/-/agent-base-6.0.2.tgz#49fff58577cfee3f37176feab4c22e00f86d7f77"
+  resolved "https://registry.npmjs.org/agent-base/-/agent-base-6.0.2.tgz"
   integrity sha512-RZNwNclF7+MS/8bDg70amg32dyeZGZxiDuQmZxKLAlQjr3jGyLx+4Kkk58UO7D2QdgFIQCovuSuZESne6RG6XQ==
   dependencies:
     debug "4"
 
 ajv-formats@^2.1.1:
   version "2.1.1"
-  resolved "https://registry.yarnpkg.com/ajv-formats/-/ajv-formats-2.1.1.tgz#6e669400659eb74973bbf2e33327180a0996b520"
+  resolved "https://registry.npmjs.org/ajv-formats/-/ajv-formats-2.1.1.tgz"
   integrity sha512-Wx0Kx52hxE7C18hkMEggYlEifqWZtYaRgouJor+WMdPnQyEK13vgEWyVNup7SoeeoLMsr4kf5h6dOW11I15MUA==
   dependencies:
     ajv "^8.0.0"
 
 ajv-keywords@^3.4.1, ajv-keywords@^3.5.2:
   version "3.5.2"
-  resolved "https://registry.yarnpkg.com/ajv-keywords/-/ajv-keywords-3.5.2.tgz#31f29da5ab6e00d1c2d329acf7b5929614d5014d"
+  resolved "https://registry.npmjs.org/ajv-keywords/-/ajv-keywords-3.5.2.tgz"
   integrity sha512-5p6WTN0DdTGVQk6VjcEju19IgaHudalcfabD7yhDGeA6bcQnmL+CpveLJq/3hvfwd1aof6L386Ougkx6RfyMIQ==
 
 ajv-keywords@^5.1.0:
   version "5.1.0"
-  resolved "https://registry.yarnpkg.com/ajv-keywords/-/ajv-keywords-5.1.0.tgz#69d4d385a4733cdbeab44964a1170a88f87f0e16"
+  resolved "https://registry.npmjs.org/ajv-keywords/-/ajv-keywords-5.1.0.tgz"
   integrity sha512-YCS/JNFAUyr5vAuhk1DWm1CBxRHW9LbJ2ozWeemrIqpbsqKjHVxYPyi5GC0rjZIT5JxJ3virVTS8wk4i/Z+krw==
   dependencies:
     fast-deep-equal "^3.1.3"
 
 ajv@^6.12.2, ajv@^6.12.4, ajv@^6.12.5:
   version "6.12.6"
-  resolved "https://registry.yarnpkg.com/ajv/-/ajv-6.12.6.tgz#baf5a62e802b07d977034586f8c3baf5adf26df4"
+  resolved "https://registry.npmjs.org/ajv/-/ajv-6.12.6.tgz"
   integrity sha512-j3fVLgvTo527anyYyJOGTYJbG+vnnQYvE0m5mmkc1TK+nxAppkCLMIL0aZ4dblVCNoGShhm+kzE4ZUykBoMg4g==
   dependencies:
     fast-deep-equal "^3.1.1"
@@ -3318,7 +3287,7 @@ ajv@^6.12.2, ajv@^6.12.4, ajv@^6.12.5:
 
 ajv@^8.0.0, ajv@^8.6.0, ajv@^8.9.0:
   version "8.17.1"
-  resolved "https://registry.yarnpkg.com/ajv/-/ajv-8.17.1.tgz#37d9a5c776af6bc92d7f4f9510eba4c0a60d11a6"
+  resolved "https://registry.npmjs.org/ajv/-/ajv-8.17.1.tgz"
   integrity sha512-B/gBuNg5SiMTrPkC+A2+cW0RszwxYmn6VYxB/inlBStS5nx6xHIt/ehKRhIMhqusl7a8LjQoZnjCs5vhwxOQ1g==
   dependencies:
     fast-deep-equal "^3.1.3"
@@ -3328,51 +3297,51 @@ ajv@^8.0.0, ajv@^8.6.0, ajv@^8.9.0:
 
 ansi-escapes@^4.2.1:
   version "4.3.2"
-  resolved "https://registry.yarnpkg.com/ansi-escapes/-/ansi-escapes-4.3.2.tgz#6b2291d1db7d98b6521d5f1efa42d0f3a9feb65e"
+  resolved "https://registry.npmjs.org/ansi-escapes/-/ansi-escapes-4.3.2.tgz"
   integrity sha512-gKXj5ALrKWQLsYG9jlTRmR/xKluxHV+Z9QEwNIgCfM1/uwPMCuzVVnh5mwTd+OuBZcwSIMbqssNWRm1lE51QaQ==
   dependencies:
     type-fest "^0.21.3"
 
 ansi-escapes@^6.0.0:
   version "6.2.1"
-  resolved "https://registry.yarnpkg.com/ansi-escapes/-/ansi-escapes-6.2.1.tgz#76c54ce9b081dad39acec4b5d53377913825fb0f"
+  resolved "https://registry.npmjs.org/ansi-escapes/-/ansi-escapes-6.2.1.tgz"
   integrity sha512-4nJ3yixlEthEJ9Rk4vPcdBRkZvQZlYyu8j4/Mqz5sgIkddmEnH2Yj2ZrnP9S3tQOvSNRUIgVNF/1yPpRAGNRig==
 
 ansi-html-community@^0.0.8:
   version "0.0.8"
-  resolved "https://registry.yarnpkg.com/ansi-html-community/-/ansi-html-community-0.0.8.tgz#69fbc4d6ccbe383f9736934ae34c3f8290f1bf41"
+  resolved "https://registry.npmjs.org/ansi-html-community/-/ansi-html-community-0.0.8.tgz"
   integrity sha512-1APHAyr3+PCamwNw3bXCPp4HFLONZt/yIH0sZp0/469KWNTEy+qN5jQ3GVX6DMZ1UXAi34yVwtTeaG/HpBuuzw==
 
 ansi-html@^0.0.9:
   version "0.0.9"
-  resolved "https://registry.yarnpkg.com/ansi-html/-/ansi-html-0.0.9.tgz#6512d02342ae2cc68131952644a129cb734cd3f0"
+  resolved "https://registry.npmjs.org/ansi-html/-/ansi-html-0.0.9.tgz"
   integrity sha512-ozbS3LuenHVxNRh/wdnN16QapUHzauqSomAl1jwwJRRsGwFwtj644lIhxfWu0Fy0acCij2+AEgHvjscq3dlVXg==
 
 ansi-regex@^5.0.1:
   version "5.0.1"
-  resolved "https://registry.yarnpkg.com/ansi-regex/-/ansi-regex-5.0.1.tgz#082cb2c89c9fe8659a311a53bd6a4dc5301db304"
+  resolved "https://registry.npmjs.org/ansi-regex/-/ansi-regex-5.0.1.tgz"
   integrity sha512-quJQXlTSUGL2LH9SUXo8VwsY4soanhgo6LNSm84E1LBcE8s3O0wpdiRzyR9z/ZZJMlMWv37qOOb9pdJlMUEKFQ==
 
 ansi-regex@^6.0.1:
   version "6.2.2"
-  resolved "https://registry.yarnpkg.com/ansi-regex/-/ansi-regex-6.2.2.tgz#60216eea464d864597ce2832000738a0589650c1"
+  resolved "https://registry.npmjs.org/ansi-regex/-/ansi-regex-6.2.2.tgz"
   integrity sha512-Bq3SmSpyFHaWjPk8If9yc6svM8c56dB5BAtW4Qbw5jHTwwXXcTLoRMkpDJp6VL0XzlWaCHTXrkFURMYmD0sLqg==
 
 ansi-styles@^4.0.0, ansi-styles@^4.1.0:
   version "4.3.0"
-  resolved "https://registry.yarnpkg.com/ansi-styles/-/ansi-styles-4.3.0.tgz#edd803628ae71c04c85ae7a0906edad34b648937"
+  resolved "https://registry.npmjs.org/ansi-styles/-/ansi-styles-4.3.0.tgz"
   integrity sha512-zbB9rCJAT1rbjiVDb2hqKFHNYLxgtk8NURxZ3IZwD3F6NtxbXZQCnnSi1Lkx+IDohdPlFp222wVALIheZJQSEg==
   dependencies:
     color-convert "^2.0.1"
 
 ansi-styles@^5.0.0:
   version "5.2.0"
-  resolved "https://registry.yarnpkg.com/ansi-styles/-/ansi-styles-5.2.0.tgz#07449690ad45777d1924ac2abb2fc8895dba836b"
+  resolved "https://registry.npmjs.org/ansi-styles/-/ansi-styles-5.2.0.tgz"
   integrity sha512-Cxwpt2SfTzTtXcfOlzGEee8O+c+MmUgGrNiBcXnuWxuFJHe6a5Hz7qwhwe5OgaSYI0IJvkLqWX1ASG+cJOkEiA==
 
 anymatch@^3.0.3, anymatch@~3.1.2:
   version "3.1.3"
-  resolved "https://registry.yarnpkg.com/anymatch/-/anymatch-3.1.3.tgz#790c58b19ba1720a84205b57c618d5ad8524973e"
+  resolved "https://registry.npmjs.org/anymatch/-/anymatch-3.1.3.tgz"
   integrity sha512-KMReFUr0B4t+D+OBkjR3KYqvocp2XaSzO55UcB6mgQMd3KbcE+mWTyvVV7D/zsdEbNnV6acZUutkiHQXvTr1Rw==
   dependencies:
     normalize-path "^3.0.0"
@@ -3380,38 +3349,38 @@ anymatch@^3.0.3, anymatch@~3.1.2:
 
 argparse@^1.0.7:
   version "1.0.10"
-  resolved "https://registry.yarnpkg.com/argparse/-/argparse-1.0.10.tgz#bcd6791ea5ae09725e17e5ad988134cd40b3d911"
+  resolved "https://registry.npmjs.org/argparse/-/argparse-1.0.10.tgz"
   integrity sha512-o5Roy6tNG4SL/FOkCAN6RzjiakZS25RLYFrcMttJqbdd8BWrnA+fGz57iN5Pb06pvBGvl5gQ0B48dJlslXvoTg==
   dependencies:
     sprintf-js "~1.0.2"
 
 argparse@^2.0.1:
   version "2.0.1"
-  resolved "https://registry.yarnpkg.com/argparse/-/argparse-2.0.1.tgz#246f50f3ca78a3240f6c997e8a9bd1eac49e4b38"
+  resolved "https://registry.npmjs.org/argparse/-/argparse-2.0.1.tgz"
   integrity sha512-8+9WqebbFzpX9OR+Wa6O29asIogeRMzcGtAINdpMHHyAg10f05aSFVBbcEqGf/PXw1EjAZ+q2/bEBg3DvurK3Q==
 
 aria-hidden@^1.2.5:
   version "1.2.6"
-  resolved "https://registry.yarnpkg.com/aria-hidden/-/aria-hidden-1.2.6.tgz#73051c9b088114c795b1ea414e9c0fff874ffc1a"
+  resolved "https://registry.npmjs.org/aria-hidden/-/aria-hidden-1.2.6.tgz"
   integrity sha512-ik3ZgC9dY/lYVVM++OISsaYDeg1tb0VtP5uL3ouh1koGOaUMDPpbFIei4JkFimWUFPn90sbMNMXQAIVOlnYKJA==
   dependencies:
     tslib "^2.0.0"
 
-aria-query@5.3.0:
+aria-query@5.3.0, aria-query@^5.0.0:
   version "5.3.0"
-  resolved "https://registry.yarnpkg.com/aria-query/-/aria-query-5.3.0.tgz#650c569e41ad90b51b3d7df5e5eed1c7549c103e"
+  resolved "https://registry.npmjs.org/aria-query/-/aria-query-5.3.0.tgz"
   integrity sha512-b0P0sZPKtyu8HkeRAfCq0IfURZK+SuwMjY1UXGBU27wpAiTwQAIlq56IbIO+ytk/JjS1fMR14ee5WBBfKi5J6A==
   dependencies:
     dequal "^2.0.3"
 
-aria-query@^5.0.0, aria-query@^5.3.2:
+aria-query@^5.3.2:
   version "5.3.2"
-  resolved "https://registry.yarnpkg.com/aria-query/-/aria-query-5.3.2.tgz#93f81a43480e33a338f19163a3d10a50c01dcd59"
+  resolved "https://registry.npmjs.org/aria-query/-/aria-query-5.3.2.tgz"
   integrity sha512-COROpnaoap1E2F000S62r6A60uHZnmlvomhfyT2DlTcrY1OrBKn2UhH7qn5wTC9zMvD0AY7csdPSNwKP+7WiQw==
 
 array-buffer-byte-length@^1.0.1, array-buffer-byte-length@^1.0.2:
   version "1.0.2"
-  resolved "https://registry.yarnpkg.com/array-buffer-byte-length/-/array-buffer-byte-length-1.0.2.tgz#384d12a37295aec3769ab022ad323a18a51ccf8b"
+  resolved "https://registry.npmjs.org/array-buffer-byte-length/-/array-buffer-byte-length-1.0.2.tgz"
   integrity sha512-LHE+8BuR7RYGDKvnrmcuSq3tDcKv9OFEXQt/HpbZhY7V6h0zlUXutnAD82GiFx9rdieCMjkvtcsPqBwgUl1Iiw==
   dependencies:
     call-bound "^1.0.3"
@@ -3419,12 +3388,12 @@ array-buffer-byte-length@^1.0.1, array-buffer-byte-length@^1.0.2:
 
 array-flatten@1.1.1:
   version "1.1.1"
-  resolved "https://registry.yarnpkg.com/array-flatten/-/array-flatten-1.1.1.tgz#9a5f699051b1e7073328f2a008968b64ea2955d2"
+  resolved "https://registry.npmjs.org/array-flatten/-/array-flatten-1.1.1.tgz"
   integrity sha512-PCVAQswWemu6UdxsDFFX/+gVeYqKAod3D3UVm91jHwynguOwAvYPhx8nNlM++NqRcK6CxxpUafjmhIdKiHibqg==
 
 array-includes@^3.1.6, array-includes@^3.1.8, array-includes@^3.1.9:
   version "3.1.9"
-  resolved "https://registry.yarnpkg.com/array-includes/-/array-includes-3.1.9.tgz#1f0ccaa08e90cdbc3eb433210f903ad0f17c3f3a"
+  resolved "https://registry.npmjs.org/array-includes/-/array-includes-3.1.9.tgz"
   integrity sha512-FmeCCAenzH0KH381SPT5FZmiA/TmpndpcaShhfgEN9eCVjnFBqq3l1xrI42y8+PPLI6hypzou4GXw00WHmPBLQ==
   dependencies:
     call-bind "^1.0.8"
@@ -3438,12 +3407,12 @@ array-includes@^3.1.6, array-includes@^3.1.8, array-includes@^3.1.9:
 
 array-union@^2.1.0:
   version "2.1.0"
-  resolved "https://registry.yarnpkg.com/array-union/-/array-union-2.1.0.tgz#b798420adbeb1de828d84acd8a2e23d3efe85e8d"
+  resolved "https://registry.npmjs.org/array-union/-/array-union-2.1.0.tgz"
   integrity sha512-HGyxoOTYUyCM6stUe6EJgnd4EoewAI7zMdfqO+kGjnlZmBDz/cR5pf8r/cR4Wq60sL/p0IkcjUEEPwS3GFrIyw==
 
 array.prototype.findlast@^1.2.5:
   version "1.2.5"
-  resolved "https://registry.yarnpkg.com/array.prototype.findlast/-/array.prototype.findlast-1.2.5.tgz#3e4fbcb30a15a7f5bf64cf2faae22d139c2e4904"
+  resolved "https://registry.npmjs.org/array.prototype.findlast/-/array.prototype.findlast-1.2.5.tgz"
   integrity sha512-CVvd6FHg1Z3POpBLxO6E6zr+rSKEQ9L6rZHAaY7lLfhKsWYUBBOuMs0e9o24oopj6H+geRCX0YJ+TJLBK2eHyQ==
   dependencies:
     call-bind "^1.0.7"
@@ -3455,7 +3424,7 @@ array.prototype.findlast@^1.2.5:
 
 array.prototype.findlastindex@^1.2.6:
   version "1.2.6"
-  resolved "https://registry.yarnpkg.com/array.prototype.findlastindex/-/array.prototype.findlastindex-1.2.6.tgz#cfa1065c81dcb64e34557c9b81d012f6a421c564"
+  resolved "https://registry.npmjs.org/array.prototype.findlastindex/-/array.prototype.findlastindex-1.2.6.tgz"
   integrity sha512-F/TKATkzseUExPlfvmwQKGITM3DGTK+vkAsCZoDc5daVygbJBnjEUCbgkAvVFsgfXfX4YIqZ/27G3k3tdXrTxQ==
   dependencies:
     call-bind "^1.0.8"
@@ -3468,7 +3437,7 @@ array.prototype.findlastindex@^1.2.6:
 
 array.prototype.flat@^1.3.1, array.prototype.flat@^1.3.3:
   version "1.3.3"
-  resolved "https://registry.yarnpkg.com/array.prototype.flat/-/array.prototype.flat-1.3.3.tgz#534aaf9e6e8dd79fb6b9a9917f839ef1ec63afe5"
+  resolved "https://registry.npmjs.org/array.prototype.flat/-/array.prototype.flat-1.3.3.tgz"
   integrity sha512-rwG/ja1neyLqCuGZ5YYrznA62D4mZXg0i1cIskIUKSiqF3Cje9/wXAls9B9s1Wa2fomMsIv8czB8jZcPmxCXFg==
   dependencies:
     call-bind "^1.0.8"
@@ -3478,7 +3447,7 @@ array.prototype.flat@^1.3.1, array.prototype.flat@^1.3.3:
 
 array.prototype.flatmap@^1.3.2, array.prototype.flatmap@^1.3.3:
   version "1.3.3"
-  resolved "https://registry.yarnpkg.com/array.prototype.flatmap/-/array.prototype.flatmap-1.3.3.tgz#712cc792ae70370ae40586264629e33aab5dd38b"
+  resolved "https://registry.npmjs.org/array.prototype.flatmap/-/array.prototype.flatmap-1.3.3.tgz"
   integrity sha512-Y7Wt51eKJSyi80hFrJCePGGNo5ktJCslFuboqJsbf57CCPcm5zztluPlc4/aD8sWsKvlwatezpV4U1efk8kpjg==
   dependencies:
     call-bind "^1.0.8"
@@ -3488,7 +3457,7 @@ array.prototype.flatmap@^1.3.2, array.prototype.flatmap@^1.3.3:
 
 array.prototype.tosorted@^1.1.4:
   version "1.1.4"
-  resolved "https://registry.yarnpkg.com/array.prototype.tosorted/-/array.prototype.tosorted-1.1.4.tgz#fe954678ff53034e717ea3352a03f0b0b86f7ffc"
+  resolved "https://registry.npmjs.org/array.prototype.tosorted/-/array.prototype.tosorted-1.1.4.tgz"
   integrity sha512-p6Fx8B7b7ZhL/gmUsAy0D15WhvDccw3mnGNbZpi3pmeJdxtWsj2jEaI4Y6oo3XiHfzuSgPwKc04MYt6KgvC/wA==
   dependencies:
     call-bind "^1.0.7"
@@ -3499,7 +3468,7 @@ array.prototype.tosorted@^1.1.4:
 
 arraybuffer.prototype.slice@^1.0.4:
   version "1.0.4"
-  resolved "https://registry.yarnpkg.com/arraybuffer.prototype.slice/-/arraybuffer.prototype.slice-1.0.4.tgz#9d760d84dbdd06d0cbf92c8849615a1a7ab3183c"
+  resolved "https://registry.npmjs.org/arraybuffer.prototype.slice/-/arraybuffer.prototype.slice-1.0.4.tgz"
   integrity sha512-BNoCY6SXXPQ7gF2opIP4GBE+Xw7U+pHMYKuzjgCN3GwiaIR09UUeKfheyIry77QtrCBlC0KK0q5/TER/tYh3PQ==
   dependencies:
     array-buffer-byte-length "^1.0.1"
@@ -3512,42 +3481,42 @@ arraybuffer.prototype.slice@^1.0.4:
 
 asap@~2.0.6:
   version "2.0.6"
-  resolved "https://registry.yarnpkg.com/asap/-/asap-2.0.6.tgz#e50347611d7e690943208bbdafebcbc2fb866d46"
+  resolved "https://registry.npmjs.org/asap/-/asap-2.0.6.tgz"
   integrity sha512-BSHWgDSAiKs50o2Re8ppvp3seVHXSRM44cdSsT9FfNEUUZLOGWVCsiWaRPWM1Znn+mqZ1OfVZ3z3DWEzSp7hRA==
 
 ast-types-flow@^0.0.8:
   version "0.0.8"
-  resolved "https://registry.yarnpkg.com/ast-types-flow/-/ast-types-flow-0.0.8.tgz#0a85e1c92695769ac13a428bb653e7538bea27d6"
+  resolved "https://registry.npmjs.org/ast-types-flow/-/ast-types-flow-0.0.8.tgz"
   integrity sha512-OH/2E5Fg20h2aPrbe+QL8JZQFko0YZaF+j4mnQ7BGhfavO7OpSLa8a0y9sBwomHdSbkhTS8TQNayBfnW5DwbvQ==
 
 async-function@^1.0.0:
   version "1.0.0"
-  resolved "https://registry.yarnpkg.com/async-function/-/async-function-1.0.0.tgz#509c9fca60eaf85034c6829838188e4e4c8ffb2b"
+  resolved "https://registry.npmjs.org/async-function/-/async-function-1.0.0.tgz"
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 async@^3.2.6:
   version "3.2.6"
-  resolved "https://registry.yarnpkg.com/async/-/async-3.2.6.tgz#1b0728e14929d51b85b449b7f06e27c1145e38ce"
+  resolved "https://registry.npmjs.org/async/-/async-3.2.6.tgz"
   integrity sha512-htCUDlxyyCLMgaM3xXg0C0LW2xqfuQ6p05pCEIsXuyQ+a1koYKTuBMzRNwmybfLgvJDMd0r1LTn4+E0Ti6C2AA==
 
 asynckit@^0.4.0:
   version "0.4.0"
-  resolved "https://registry.yarnpkg.com/asynckit/-/asynckit-0.4.0.tgz#c79ed97f7f34cb8f2ba1bc9790bcc366474b4b79"
+  resolved "https://registry.npmjs.org/asynckit/-/asynckit-0.4.0.tgz"
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 at-least-node@^1.0.0:
   version "1.0.0"
-  resolved "https://registry.yarnpkg.com/at-least-node/-/at-least-node-1.0.0.tgz#602cd4b46e844ad4effc92a8011a3c46e0238dc2"
+  resolved "https://registry.npmjs.org/at-least-node/-/at-least-node-1.0.0.tgz"
   integrity sha512-+q/t7Ekv1EDY2l6Gda6LLiX14rU9TV20Wa3ofeQmwPFZbOMo9DXrLbOjFaaclkXKWidIaopwAObQDqwWtGUjqg==
 
 attr-accept@^2.2.2:
   version "2.2.5"
-  resolved "https://registry.yarnpkg.com/attr-accept/-/attr-accept-2.2.5.tgz#d7061d958e6d4f97bf8665c68b75851a0713ab5e"
+  resolved "https://registry.npmjs.org/attr-accept/-/attr-accept-2.2.5.tgz"
   integrity sha512-0bDNnY/u6pPwHDMoF0FieU354oBi0a8rD9FcsLwzcGWbc8KS8KPIi7y+s13OlVY+gMWc/9xEMUgNE6Qm8ZllYQ==
 
 autoprefixer@^10.4.13:
   version "10.4.22"
-  resolved "https://registry.yarnpkg.com/autoprefixer/-/autoprefixer-10.4.22.tgz#90b27ab55ec0cf0684210d1f056f7d65dac55f16"
+  resolved "https://registry.npmjs.org/autoprefixer/-/autoprefixer-10.4.22.tgz"
   integrity sha512-ARe0v/t9gO28Bznv6GgqARmVqcWOV3mfgUPn9becPHMiD3o9BwlRgaeccZnwTpZ7Zwqrm+c1sUSsMxIzQzc8Xg==
   dependencies:
     browserslist "^4.27.0"
@@ -3559,24 +3528,24 @@ autoprefixer@^10.4.13:
 
 available-typed-arrays@^1.0.7:
   version "1.0.7"
-  resolved "https://registry.yarnpkg.com/available-typed-arrays/-/available-typed-arrays-1.0.7.tgz#a5cc375d6a03c2efc87a553f3e0b1522def14846"
+  resolved "https://registry.npmjs.org/available-typed-arrays/-/available-typed-arrays-1.0.7.tgz"
   integrity sha512-wvUjBtSGN7+7SjNpq/9M2Tg350UZD3q62IFZLbRAR1bSMlCo1ZaeW+BJ+D090e4hIIZLBcTDWe4Mh4jvUDajzQ==
   dependencies:
     possible-typed-array-names "^1.0.0"
 
 axe-core@^4.10.0:
   version "4.11.0"
-  resolved "https://registry.yarnpkg.com/axe-core/-/axe-core-4.11.0.tgz#16f74d6482e343ff263d4f4503829e9ee91a86b6"
+  resolved "https://registry.npmjs.org/axe-core/-/axe-core-4.11.0.tgz"
   integrity sha512-ilYanEU8vxxBexpJd8cWM4ElSQq4QctCLKih0TSfjIfCQTeyH/6zVrmIJfLPrKTKJRbiG+cfnZbQIjAlJmF1jQ==
 
 axobject-query@^4.1.0:
   version "4.1.0"
-  resolved "https://registry.yarnpkg.com/axobject-query/-/axobject-query-4.1.0.tgz#28768c76d0e3cff21bc62a9e2d0b6ac30042a1ee"
+  resolved "https://registry.npmjs.org/axobject-query/-/axobject-query-4.1.0.tgz"
   integrity sha512-qIj0G9wZbMGNLjLmg1PT6v2mE9AH2zlnADJD/2tC6E00hgmhUOfEB6greHPAfLRSufHqROIUTkw6E+M3lH0PTQ==
 
 babel-jest@^27.4.2:
   version "27.5.1"
-  resolved "https://registry.yarnpkg.com/babel-jest/-/babel-jest-27.5.1.tgz#a1bf8d61928edfefd21da27eb86a695bfd691444"
+  resolved "https://registry.npmjs.org/babel-jest/-/babel-jest-27.5.1.tgz"
   integrity sha512-cdQ5dXjGRd0IBRATiQ4mZGlGlRE8kJpjPOixdNRdT+m3UcNqmYWN6rK6nvtXYfY3D76cb8s/O1Ss8ea24PIwcg==
   dependencies:
     "@jest/transform" "^27.5.1"
@@ -3590,7 +3559,7 @@ babel-jest@^27.4.2:
 
 babel-jest@^29.7.0:
   version "29.7.0"
-  resolved "https://registry.yarnpkg.com/babel-jest/-/babel-jest-29.7.0.tgz#f4369919225b684c56085998ac63dbd05be020d5"
+  resolved "https://registry.npmjs.org/babel-jest/-/babel-jest-29.7.0.tgz"
   integrity sha512-BrvGY3xZSwEcCzKvKsCi2GgHqDqsYkOP4/by5xCgIwGXQxIEh+8ew3gmrE1y7XRR6LHZIj6yLYnUi/mm2KXKBg==
   dependencies:
     "@jest/transform" "^29.7.0"
@@ -3603,7 +3572,7 @@ babel-jest@^29.7.0:
 
 babel-loader@^8.2.3:
   version "8.4.1"
-  resolved "https://registry.yarnpkg.com/babel-loader/-/babel-loader-8.4.1.tgz#6ccb75c66e62c3b144e1c5f2eaec5b8f6c08c675"
+  resolved "https://registry.npmjs.org/babel-loader/-/babel-loader-8.4.1.tgz"
   integrity sha512-nXzRChX+Z1GoE6yWavBQg6jDslyFF3SDjl2paADuoQtQW10JqShJt62R6eJQ5m/pjJFDT8xgKIWSP85OY8eXeA==
   dependencies:
     find-cache-dir "^3.3.1"
@@ -3613,7 +3582,7 @@ babel-loader@^8.2.3:
 
 babel-plugin-istanbul@^6.1.1:
   version "6.1.1"
-  resolved "https://registry.yarnpkg.com/babel-plugin-istanbul/-/babel-plugin-istanbul-6.1.1.tgz#fa88ec59232fd9b4e36dbbc540a8ec9a9b47da73"
+  resolved "https://registry.npmjs.org/babel-plugin-istanbul/-/babel-plugin-istanbul-6.1.1.tgz"
   integrity sha512-Y1IQok9821cC9onCx5otgFfRm7Lm+I+wwxOx738M/WLPZ9Q42m4IG5W0FNX8WLL2gYMZo3JkuXIH2DOpWM+qwA==
   dependencies:
     "@babel/helper-plugin-utils" "^7.0.0"
@@ -3624,7 +3593,7 @@ babel-plugin-istanbul@^6.1.1:
 
 babel-plugin-jest-hoist@^27.5.1:
   version "27.5.1"
-  resolved "https://registry.yarnpkg.com/babel-plugin-jest-hoist/-/babel-plugin-jest-hoist-27.5.1.tgz#9be98ecf28c331eb9f5df9c72d6f89deb8181c2e"
+  resolved "https://registry.npmjs.org/babel-plugin-jest-hoist/-/babel-plugin-jest-hoist-27.5.1.tgz"
   integrity sha512-50wCwD5EMNW4aRpOwtqzyZHIewTYNxLA4nhB+09d8BIssfNfzBRhkBIHiaPv1Si226TQSvp8gxAJm2iY2qs2hQ==
   dependencies:
     "@babel/template" "^7.3.3"
@@ -3634,7 +3603,7 @@ babel-plugin-jest-hoist@^27.5.1:
 
 babel-plugin-jest-hoist@^29.6.3:
   version "29.6.3"
-  resolved "https://registry.yarnpkg.com/babel-plugin-jest-hoist/-/babel-plugin-jest-hoist-29.6.3.tgz#aadbe943464182a8922c3c927c3067ff40d24626"
+  resolved "https://registry.npmjs.org/babel-plugin-jest-hoist/-/babel-plugin-jest-hoist-29.6.3.tgz"
   integrity sha512-ESAc/RJvGTFEzRwOTT4+lNDk/GNHMkKbNzsvT0qKRfDyyYTskxB5rnU2njIDYVxXCBHHEI1c0YwHob3WaYujOg==
   dependencies:
     "@babel/template" "^7.3.3"
@@ -3644,7 +3613,7 @@ babel-plugin-jest-hoist@^29.6.3:
 
 babel-plugin-macros@^3.1.0:
   version "3.1.0"
-  resolved "https://registry.yarnpkg.com/babel-plugin-macros/-/babel-plugin-macros-3.1.0.tgz#9ef6dc74deb934b4db344dc973ee851d148c50c1"
+  resolved "https://registry.npmjs.org/babel-plugin-macros/-/babel-plugin-macros-3.1.0.tgz"
   integrity sha512-Cg7TFGpIr01vOQNODXOOaGz2NpCU5gl8x1qJFbb6hbZxR7XrcE2vtbAsTAbJ7/xwJtUuJEw8K8Zr/AE0LHlesg==
   dependencies:
     "@babel/runtime" "^7.12.5"
@@ -3653,12 +3622,12 @@ babel-plugin-macros@^3.1.0:
 
 babel-plugin-named-asset-import@^0.3.8:
   version "0.3.8"
-  resolved "https://registry.yarnpkg.com/babel-plugin-named-asset-import/-/babel-plugin-named-asset-import-0.3.8.tgz#6b7fa43c59229685368683c28bc9734f24524cc2"
+  resolved "https://registry.npmjs.org/babel-plugin-named-asset-import/-/babel-plugin-named-asset-import-0.3.8.tgz"
   integrity sha512-WXiAc++qo7XcJ1ZnTYGtLxmBCVbddAml3CEXgWaBzNzLNoxtQ8AiGEFDMOhot9XjTCQbvP5E77Fj9Gk924f00Q==
 
 babel-plugin-polyfill-corejs2@^0.4.14:
   version "0.4.14"
-  resolved "https://registry.yarnpkg.com/babel-plugin-polyfill-corejs2/-/babel-plugin-polyfill-corejs2-0.4.14.tgz#8101b82b769c568835611542488d463395c2ef8f"
+  resolved "https://registry.npmjs.org/babel-plugin-polyfill-corejs2/-/babel-plugin-polyfill-corejs2-0.4.14.tgz"
   integrity sha512-Co2Y9wX854ts6U8gAAPXfn0GmAyctHuK8n0Yhfjd6t30g7yvKjspvvOo9yG+z52PZRgFErt7Ka2pYnXCjLKEpg==
   dependencies:
     "@babel/compat-data" "^7.27.7"
@@ -3667,7 +3636,7 @@ babel-plugin-polyfill-corejs2@^0.4.14:
 
 babel-plugin-polyfill-corejs3@^0.13.0:
   version "0.13.0"
-  resolved "https://registry.yarnpkg.com/babel-plugin-polyfill-corejs3/-/babel-plugin-polyfill-corejs3-0.13.0.tgz#bb7f6aeef7addff17f7602a08a6d19a128c30164"
+  resolved "https://registry.npmjs.org/babel-plugin-polyfill-corejs3/-/babel-plugin-polyfill-corejs3-0.13.0.tgz"
   integrity sha512-U+GNwMdSFgzVmfhNm8GJUX88AadB3uo9KpJqS3FaqNIPKgySuvMb+bHPsOmmuWyIcuqZj/pzt1RUIUZns4y2+A==
   dependencies:
     "@babel/helper-define-polyfill-provider" "^0.6.5"
@@ -3675,19 +3644,19 @@ babel-plugin-polyfill-corejs3@^0.13.0:
 
 babel-plugin-polyfill-regenerator@^0.6.5:
   version "0.6.5"
-  resolved "https://registry.yarnpkg.com/babel-plugin-polyfill-regenerator/-/babel-plugin-polyfill-regenerator-0.6.5.tgz#32752e38ab6f6767b92650347bf26a31b16ae8c5"
+  resolved "https://registry.npmjs.org/babel-plugin-polyfill-regenerator/-/babel-plugin-polyfill-regenerator-0.6.5.tgz"
   integrity sha512-ISqQ2frbiNU9vIJkzg7dlPpznPZ4jOiUQ1uSmB0fEHeowtN3COYRsXr/xexn64NpU13P06jc/L5TgiJXOgrbEg==
   dependencies:
     "@babel/helper-define-polyfill-provider" "^0.6.5"
 
 babel-plugin-transform-react-remove-prop-types@^0.4.24:
   version "0.4.24"
-  resolved "https://registry.yarnpkg.com/babel-plugin-transform-react-remove-prop-types/-/babel-plugin-transform-react-remove-prop-types-0.4.24.tgz#f2edaf9b4c6a5fbe5c1d678bfb531078c1555f3a"
+  resolved "https://registry.npmjs.org/babel-plugin-transform-react-remove-prop-types/-/babel-plugin-transform-react-remove-prop-types-0.4.24.tgz"
   integrity sha512-eqj0hVcJUR57/Ug2zE1Yswsw4LhuqqHhD+8v120T1cl3kjg76QwtyBrdIk4WVwK+lAhBJVYCd/v+4nc4y+8JsA==
 
 babel-preset-current-node-syntax@^1.0.0:
   version "1.2.0"
-  resolved "https://registry.yarnpkg.com/babel-preset-current-node-syntax/-/babel-preset-current-node-syntax-1.2.0.tgz#20730d6cdc7dda5d89401cab10ac6a32067acde6"
+  resolved "https://registry.npmjs.org/babel-preset-current-node-syntax/-/babel-preset-current-node-syntax-1.2.0.tgz"
   integrity sha512-E/VlAEzRrsLEb2+dv8yp3bo4scof3l9nR4lrld+Iy5NyVqgVYUJnDAmunkhPMisRI32Qc4iRiz425d8vM++2fg==
   dependencies:
     "@babel/plugin-syntax-async-generators" "^7.8.4"
@@ -3708,7 +3677,7 @@ babel-preset-current-node-syntax@^1.0.0:
 
 babel-preset-jest@^27.5.1:
   version "27.5.1"
-  resolved "https://registry.yarnpkg.com/babel-preset-jest/-/babel-preset-jest-27.5.1.tgz#91f10f58034cb7989cb4f962b69fa6eef6a6bc81"
+  resolved "https://registry.npmjs.org/babel-preset-jest/-/babel-preset-jest-27.5.1.tgz"
   integrity sha512-Nptf2FzlPCWYuJg41HBqXVT8ym6bXOevuCTbhxlUpjwtysGaIWFvDEjp4y+G7fl13FgOdjs7P/DmErqH7da0Ag==
   dependencies:
     babel-plugin-jest-hoist "^27.5.1"
@@ -3716,7 +3685,7 @@ babel-preset-jest@^27.5.1:
 
 babel-preset-jest@^29.6.3:
   version "29.6.3"
-  resolved "https://registry.yarnpkg.com/babel-preset-jest/-/babel-preset-jest-29.6.3.tgz#fa05fa510e7d493896d7b0dd2033601c840f171c"
+  resolved "https://registry.npmjs.org/babel-preset-jest/-/babel-preset-jest-29.6.3.tgz"
   integrity sha512-0B3bhxR6snWXJZtR/RliHTDPRgn1sNHOR0yVtq/IiQFyuOVjFS+wuio/R4gSNkyYmKmJB4wGZv2NZanmKmTnNA==
   dependencies:
     babel-plugin-jest-hoist "^29.6.3"
@@ -3724,7 +3693,7 @@ babel-preset-jest@^29.6.3:
 
 babel-preset-react-app@^10.0.1:
   version "10.1.0"
-  resolved "https://registry.yarnpkg.com/babel-preset-react-app/-/babel-preset-react-app-10.1.0.tgz#e367f223f6c27878e6cc28471d0d506a9ab9f96c"
+  resolved "https://registry.npmjs.org/babel-preset-react-app/-/babel-preset-react-app-10.1.0.tgz"
   integrity sha512-f9B1xMdnkCIqe+2dHrJsoQFRz7reChaAHE/65SdaykPklQqhme2WaC08oD3is77x9ff98/9EazAKFDZv5rFEQg==
   dependencies:
     "@babel/core" "^7.16.0"
@@ -3747,27 +3716,27 @@ babel-preset-react-app@^10.0.1:
 
 bail@^1.0.0:
   version "1.0.5"
-  resolved "https://registry.yarnpkg.com/bail/-/bail-1.0.5.tgz#b6fa133404a392cbc1f8c4bf63f5953351e7a776"
+  resolved "https://registry.npmjs.org/bail/-/bail-1.0.5.tgz"
   integrity sha512-xFbRxM1tahm08yHBP16MMjVUAvDaBMD38zsM9EMAUN61omwLmKlOpB/Zku5QkjZ8TZ4vn53pj+t518cH0S03RQ==
 
 balanced-match@^1.0.0:
   version "1.0.2"
-  resolved "https://registry.yarnpkg.com/balanced-match/-/balanced-match-1.0.2.tgz#e83e3a7e3f300b34cb9d87f615fa0cbf357690ee"
+  resolved "https://registry.npmjs.org/balanced-match/-/balanced-match-1.0.2.tgz"
   integrity sha512-3oSeUO0TMV67hN1AmbXsK4yaqU7tjiHlbxRDZOpH0KW9+CeX4bRAaX0Anxt0tx2MrpRpWwQaPwIlISEJhYU5Pw==
 
 baseline-browser-mapping@^2.8.25:
   version "2.8.29"
-  resolved "https://registry.yarnpkg.com/baseline-browser-mapping/-/baseline-browser-mapping-2.8.29.tgz#d8800b71399c783cb1bf2068c2bcc3b6cfd7892c"
+  resolved "https://registry.npmjs.org/baseline-browser-mapping/-/baseline-browser-mapping-2.8.29.tgz"
   integrity sha512-sXdt2elaVnhpDNRDz+1BDx1JQoJRuNk7oVlAlbGiFkLikHCAQiccexF/9e91zVi6RCgqspl04aP+6Cnl9zRLrA==
 
 batch@0.6.1:
   version "0.6.1"
-  resolved "https://registry.yarnpkg.com/batch/-/batch-0.6.1.tgz#dc34314f4e679318093fc760272525f94bf25c16"
+  resolved "https://registry.npmjs.org/batch/-/batch-0.6.1.tgz"
   integrity sha512-x+VAiMRL6UPkx+kudNvxTl6hB2XNNCG2r+7wixVfIYwu/2HKRXimwQyaumLjMveWvT2Hkd/cAJw+QBMfJ/EKVw==
 
 bfj@^7.0.2:
   version "7.1.0"
-  resolved "https://registry.yarnpkg.com/bfj/-/bfj-7.1.0.tgz#c5177d522103f9040e1b12980fe8c38cf41d3f8b"
+  resolved "https://registry.npmjs.org/bfj/-/bfj-7.1.0.tgz"
   integrity sha512-I6MMLkn+anzNdCUp9hMRyui1HaNEUCco50lxbvNS4+EyXg8lN3nJ48PjPWtbH8UVS9CuMoaKE9U2V3l29DaRQw==
   dependencies:
     bluebird "^3.7.2"
@@ -3778,27 +3747,27 @@ bfj@^7.0.2:
 
 big-integer@^1.6.16:
   version "1.6.52"
-  resolved "https://registry.yarnpkg.com/big-integer/-/big-integer-1.6.52.tgz#60a887f3047614a8e1bffe5d7173490a97dc8c85"
+  resolved "https://registry.npmjs.org/big-integer/-/big-integer-1.6.52.tgz"
   integrity sha512-QxD8cf2eVqJOOz63z6JIN9BzvVs/dlySa5HGSBH5xtR8dPteIRQnBxxKqkNTiT6jbDTF6jAfrd4oMcND9RGbQg==
 
 big.js@^5.2.2:
   version "5.2.2"
-  resolved "https://registry.yarnpkg.com/big.js/-/big.js-5.2.2.tgz#65f0af382f578bcdc742bd9c281e9cb2d7768328"
+  resolved "https://registry.npmjs.org/big.js/-/big.js-5.2.2.tgz"
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 binary-extensions@^2.0.0:
   version "2.3.0"
-  resolved "https://registry.yarnpkg.com/binary-extensions/-/binary-extensions-2.3.0.tgz#f6e14a97858d327252200242d4ccfe522c445522"
+  resolved "https://registry.npmjs.org/binary-extensions/-/binary-extensions-2.3.0.tgz"
   integrity sha512-Ceh+7ox5qe7LJuLHoY0feh3pHuUDHAcRUeyL2VYghZwfpkNIy/+8Ocg0a3UuSoYzavmylwuLWQOf3hl0jjMMIw==
 
 bluebird@^3.7.2:
   version "3.7.2"
-  resolved "https://registry.yarnpkg.com/bluebird/-/bluebird-3.7.2.tgz#9f229c15be272454ffa973ace0dbee79a1b0c36f"
+  resolved "https://registry.npmjs.org/bluebird/-/bluebird-3.7.2.tgz"
   integrity sha512-XpNj6GDQzdfW+r2Wnn7xiSAd7TM3jzkxGXBGTtWKuSXv1xUV+azxAm8jdWZN06QTQk+2N2XB9jRDkvbmQmcRtg==
 
 body-parser@1.20.3:
   version "1.20.3"
-  resolved "https://registry.yarnpkg.com/body-parser/-/body-parser-1.20.3.tgz#1953431221c6fb5cd63c4b36d53fab0928e548c6"
+  resolved "https://registry.npmjs.org/body-parser/-/body-parser-1.20.3.tgz"
   integrity sha512-7rAxByjUMqQ3/bHJy7D6OGXvx/MMc4IqBn/X0fcM1QUcAItpZrBEYhWGem+tzXH90c+G01ypMcYJBO9Y30203g==
   dependencies:
     bytes "3.1.2"
@@ -3816,7 +3785,7 @@ body-parser@1.20.3:
 
 bonjour-service@^1.0.11:
   version "1.3.0"
-  resolved "https://registry.yarnpkg.com/bonjour-service/-/bonjour-service-1.3.0.tgz#80d867430b5a0da64e82a8047fc1e355bdb71722"
+  resolved "https://registry.npmjs.org/bonjour-service/-/bonjour-service-1.3.0.tgz"
   integrity sha512-3YuAUiSkWykd+2Azjgyxei8OWf8thdn8AITIog2M4UICzoqfjlqr64WIjEXZllf/W6vK1goqleSR6brGomxQqA==
   dependencies:
     fast-deep-equal "^3.1.3"
@@ -3824,12 +3793,12 @@ bonjour-service@^1.0.11:
 
 boolbase@^1.0.0:
   version "1.0.0"
-  resolved "https://registry.yarnpkg.com/boolbase/-/boolbase-1.0.0.tgz#68dff5fbe60c51eb37725ea9e3ed310dcc1e776e"
+  resolved "https://registry.npmjs.org/boolbase/-/boolbase-1.0.0.tgz"
   integrity sha512-JZOSA7Mo9sNGB8+UjSgzdLtokWAky1zbztM3WRLCbZ70/3cTANmQmOdR7y2g+J0e2WXywy1yS468tY+IruqEww==
 
 brace-expansion@^1.1.7:
   version "1.1.12"
-  resolved "https://registry.yarnpkg.com/brace-expansion/-/brace-expansion-1.1.12.tgz#ab9b454466e5a8cc3a187beaad580412a9c5b843"
+  resolved "https://registry.npmjs.org/brace-expansion/-/brace-expansion-1.1.12.tgz"
   integrity sha512-9T9UjW3r0UW5c1Q7GTwllptXwhvYmEzFhzMfZ9H7FQWt+uZePjZPjBP/W1ZEyZ1twGWom5/56TF4lPcqjnDHcg==
   dependencies:
     balanced-match "^1.0.0"
@@ -3837,21 +3806,21 @@ brace-expansion@^1.1.7:
 
 brace-expansion@^2.0.1:
   version "2.0.2"
-  resolved "https://registry.yarnpkg.com/brace-expansion/-/brace-expansion-2.0.2.tgz#54fc53237a613d854c7bd37463aad17df87214e7"
+  resolved "https://registry.npmjs.org/brace-expansion/-/brace-expansion-2.0.2.tgz"
   integrity sha512-Jt0vHyM+jmUBqojB7E1NIYadt0vI0Qxjxd2TErW94wDz+E2LAm5vKMXXwg6ZZBTHPuUlDgQHKXvjGBdfcF1ZDQ==
   dependencies:
     balanced-match "^1.0.0"
 
 braces@^3.0.3, braces@~3.0.2:
   version "3.0.3"
-  resolved "https://registry.yarnpkg.com/braces/-/braces-3.0.3.tgz#490332f40919452272d55a8480adc0c441358789"
+  resolved "https://registry.npmjs.org/braces/-/braces-3.0.3.tgz"
   integrity sha512-yQbXgO/OSZVD2IsiLlro+7Hf6Q18EJrKSEsdoMzKePKXct3gvD8oLcOQdIzGupr5Fj+EDe8gO/lxc1BzfMpxvA==
   dependencies:
     fill-range "^7.1.1"
 
 broadcast-channel@^3.4.1:
   version "3.7.0"
-  resolved "https://registry.yarnpkg.com/broadcast-channel/-/broadcast-channel-3.7.0.tgz#2dfa5c7b4289547ac3f6705f9c00af8723889937"
+  resolved "https://registry.npmjs.org/broadcast-channel/-/broadcast-channel-3.7.0.tgz"
   integrity sha512-cIAKJXAxGJceNZGTZSBzMxzyOn72cVgPnKx4dc6LRjQgbaJUQqhy5rzL3zbMxkMWsGKkv2hSFkPRMEXfoMZ2Mg==
   dependencies:
     "@babel/runtime" "^7.7.2"
@@ -3865,7 +3834,7 @@ broadcast-channel@^3.4.1:
 
 browserslist@^4.0.0, browserslist@^4.18.1, browserslist@^4.21.4, browserslist@^4.24.0, browserslist@^4.26.3, browserslist@^4.27.0, browserslist@^4.28.0:
   version "4.28.0"
-  resolved "https://registry.yarnpkg.com/browserslist/-/browserslist-4.28.0.tgz#9cefece0a386a17a3cd3d22ebf67b9deca1b5929"
+  resolved "https://registry.npmjs.org/browserslist/-/browserslist-4.28.0.tgz"
   integrity sha512-tbydkR/CxfMwelN0vwdP/pLkDwyAASZ+VfWm4EOwlB6SWhx1sYnWLqo8N5j0rAzPfzfRaxt0mM/4wPU/Su84RQ==
   dependencies:
     baseline-browser-mapping "^2.8.25"
@@ -3876,29 +3845,29 @@ browserslist@^4.0.0, browserslist@^4.18.1, browserslist@^4.21.4, browserslist@^4
 
 bser@2.1.1:
   version "2.1.1"
-  resolved "https://registry.yarnpkg.com/bser/-/bser-2.1.1.tgz#e6787da20ece9d07998533cfd9de6f5c38f4bc05"
+  resolved "https://registry.npmjs.org/bser/-/bser-2.1.1.tgz"
   integrity sha512-gQxTNE/GAfIIrmHLUE3oJyp5FO6HRBfhjnw4/wMmA63ZGDJnWBmgY/lyQBpnDUkGmAhbSe39tx2d/iTOAfglwQ==
   dependencies:
     node-int64 "^0.4.0"
 
 buffer-from@^1.0.0:
   version "1.1.2"
-  resolved "https://registry.yarnpkg.com/buffer-from/-/buffer-from-1.1.2.tgz#2b146a6fd72e80b4f55d255f35ed59a3a9a41bd5"
+  resolved "https://registry.npmjs.org/buffer-from/-/buffer-from-1.1.2.tgz"
   integrity sha512-E+XQCRwSbaaiChtv6k6Dwgc+bx+Bs6vuKJHHl5kox/BaKbhiXzqQOwK4cO22yElGp2OCmjwVhT3HmxgyPGnJfQ==
 
 builtin-modules@^3.1.0, builtin-modules@^3.3.0:
   version "3.3.0"
-  resolved "https://registry.yarnpkg.com/builtin-modules/-/builtin-modules-3.3.0.tgz#cae62812b89801e9656336e46223e030386be7b6"
+  resolved "https://registry.npmjs.org/builtin-modules/-/builtin-modules-3.3.0.tgz"
   integrity sha512-zhaCDicdLuWN5UbN5IMnFqNMhNfo919sH85y2/ea+5Yg9TsTkeZxpL+JLbp6cgYFS4sRLp3YV4S6yDuqVWHYOw==
 
 bytes@3.1.2:
   version "3.1.2"
-  resolved "https://registry.yarnpkg.com/bytes/-/bytes-3.1.2.tgz#8b0beeb98605adf1b128fa4386403c009e0221a5"
+  resolved "https://registry.npmjs.org/bytes/-/bytes-3.1.2.tgz"
   integrity sha512-/Nf7TyzTx6S3yRJObOAV7956r8cr2+Oj8AC5dt8wSP3BQAoeX58NoHyCU8P8zGkNXStjTSi6fzO6F0pBdcYbEg==
 
 call-bind-apply-helpers@^1.0.0, call-bind-apply-helpers@^1.0.1, call-bind-apply-helpers@^1.0.2:
   version "1.0.2"
-  resolved "https://registry.yarnpkg.com/call-bind-apply-helpers/-/call-bind-apply-helpers-1.0.2.tgz#4b5428c222be985d79c3d82657479dbe0b59b2d6"
+  resolved "https://registry.npmjs.org/call-bind-apply-helpers/-/call-bind-apply-helpers-1.0.2.tgz"
   integrity sha512-Sp1ablJ0ivDkSzjcaJdxEunN5/XvksFJ2sMBFfq6x0ryhQV/2b/KwFe21cMpmHtPOSij8K99/wSfoEuTObmuMQ==
   dependencies:
     es-errors "^1.3.0"
@@ -3906,7 +3875,7 @@ call-bind-apply-helpers@^1.0.0, call-bind-apply-helpers@^1.0.1, call-bind-apply-
 
 call-bind@^1.0.7, call-bind@^1.0.8:
   version "1.0.8"
-  resolved "https://registry.yarnpkg.com/call-bind/-/call-bind-1.0.8.tgz#0736a9660f537e3388826f440d5ec45f744eaa4c"
+  resolved "https://registry.npmjs.org/call-bind/-/call-bind-1.0.8.tgz"
   integrity sha512-oKlSFMcMwpUg2ednkhQ454wfWiU/ul3CkJe/PEHcTKuiX6RpbehUiFMXu13HalGZxfUwCQzZG747YXBn1im9ww==
   dependencies:
     call-bind-apply-helpers "^1.0.0"
@@ -3916,7 +3885,7 @@ call-bind@^1.0.7, call-bind@^1.0.8:
 
 call-bound@^1.0.2, call-bound@^1.0.3, call-bound@^1.0.4:
   version "1.0.4"
-  resolved "https://registry.yarnpkg.com/call-bound/-/call-bound-1.0.4.tgz#238de935d2a2a692928c538c7ccfa91067fd062a"
+  resolved "https://registry.npmjs.org/call-bound/-/call-bound-1.0.4.tgz"
   integrity sha512-+ys997U96po4Kx/ABpBCqhA9EuxJaQWDQg7295H4hBphv3IZg0boBKuwYpt4YXp6MZ5AmZQnU/tyMTlRpaSejg==
   dependencies:
     call-bind-apply-helpers "^1.0.2"
@@ -3924,12 +3893,12 @@ call-bound@^1.0.2, call-bound@^1.0.3, call-bound@^1.0.4:
 
 callsites@^3.0.0:
   version "3.1.0"
-  resolved "https://registry.yarnpkg.com/callsites/-/callsites-3.1.0.tgz#b3630abd8943432f54b3f0519238e33cd7df2f73"
+  resolved "https://registry.npmjs.org/callsites/-/callsites-3.1.0.tgz"
   integrity sha512-P8BjAsXvZS+VIDUI11hHCQEv74YT67YUi5JJFNWIqL235sBmjX4+qx9Muvls5ivyNENctx46xQLQ3aTuE7ssaQ==
 
 camel-case@^4.1.2:
   version "4.1.2"
-  resolved "https://registry.yarnpkg.com/camel-case/-/camel-case-4.1.2.tgz#9728072a954f805228225a6deea6b38461e1bd5a"
+  resolved "https://registry.npmjs.org/camel-case/-/camel-case-4.1.2.tgz"
   integrity sha512-gxGWBrTT1JuMx6R+o5PTXMmUnhnVzLQ9SNutD4YqKtI6ap897t3tKECYla6gCWEkplXnlNybEkZg9GEGxKFCgw==
   dependencies:
     pascal-case "^3.1.2"
@@ -3937,22 +3906,22 @@ camel-case@^4.1.2:
 
 camelcase@^5.3.1:
   version "5.3.1"
-  resolved "https://registry.yarnpkg.com/camelcase/-/camelcase-5.3.1.tgz#e3c9b31569e106811df242f715725a1f4c494320"
+  resolved "https://registry.npmjs.org/camelcase/-/camelcase-5.3.1.tgz"
   integrity sha512-L28STB170nwWS63UjtlEOE3dldQApaJXZkOI1uMFfzf3rRuPegHaHesyee+YxQ+W6SvRDQV6UrdOdRiR153wJg==
 
 camelcase@^6.2.0, camelcase@^6.2.1:
   version "6.3.0"
-  resolved "https://registry.yarnpkg.com/camelcase/-/camelcase-6.3.0.tgz#5685b95eb209ac9c0c177467778c9c84df58ba9a"
+  resolved "https://registry.npmjs.org/camelcase/-/camelcase-6.3.0.tgz"
   integrity sha512-Gmy6FhYlCY7uOElZUSbxo2UCDH8owEk996gkbrpsgGtrJLM3J7jGxl9Ic7Qwwj4ivOE5AWZWRMecDdF7hqGjFA==
 
 camelize@^1.0.0:
   version "1.0.1"
-  resolved "https://registry.yarnpkg.com/camelize/-/camelize-1.0.1.tgz#89b7e16884056331a35d6b5ad064332c91daa6c3"
+  resolved "https://registry.npmjs.org/camelize/-/camelize-1.0.1.tgz"
   integrity sha512-dU+Tx2fsypxTgtLoE36npi3UqcjSSMNYfkqgmoEhtZrraP5VWq0K7FkWVTYa8eMPtnU/G2txVsfdCJTn9uzpuQ==
 
 caniuse-api@^3.0.0:
   version "3.0.0"
-  resolved "https://registry.yarnpkg.com/caniuse-api/-/caniuse-api-3.0.0.tgz#5e4d90e2274961d46291997df599e3ed008ee4c0"
+  resolved "https://registry.npmjs.org/caniuse-api/-/caniuse-api-3.0.0.tgz"
   integrity sha512-bsTwuIg/BZZK/vreVTYYbSWoe2F+71P7K5QGEX+pT250DZbfU1MQ5prOKpPR+LL6uWKK3KMwMCAS74QB3Um1uw==
   dependencies:
     browserslist "^4.0.0"
@@ -3962,29 +3931,29 @@ caniuse-api@^3.0.0:
 
 caniuse-lite@^1.0.0, caniuse-lite@^1.0.30001754:
   version "1.0.30001756"
-  resolved "https://registry.yarnpkg.com/caniuse-lite/-/caniuse-lite-1.0.30001756.tgz#fe80104631102f88e58cad8aa203a2c3e5ec9ebd"
+  resolved "https://registry.npmjs.org/caniuse-lite/-/caniuse-lite-1.0.30001756.tgz"
   integrity sha512-4HnCNKbMLkLdhJz3TToeVWHSnfJvPaq6vu/eRP0Ahub/07n484XHhBF5AJoSGHdVrS8tKFauUQz8Bp9P7LVx7A==
 
 case-sensitive-paths-webpack-plugin@^2.4.0:
   version "2.4.0"
-  resolved "https://registry.yarnpkg.com/case-sensitive-paths-webpack-plugin/-/case-sensitive-paths-webpack-plugin-2.4.0.tgz#db64066c6422eed2e08cc14b986ca43796dbc6d4"
+  resolved "https://registry.npmjs.org/case-sensitive-paths-webpack-plugin/-/case-sensitive-paths-webpack-plugin-2.4.0.tgz"
   integrity sha512-roIFONhcxog0JSSWbvVAh3OocukmSgpqOH6YpMkCvav/ySIV3JKg4Dc8vYtQjYi/UxpNE36r/9v+VqTQqgkYmw==
 
 catharsis@^0.9.0:
   version "0.9.0"
-  resolved "https://registry.yarnpkg.com/catharsis/-/catharsis-0.9.0.tgz#40382a168be0e6da308c277d3a2b3eb40c7d2121"
+  resolved "https://registry.npmjs.org/catharsis/-/catharsis-0.9.0.tgz"
   integrity sha512-prMTQVpcns/tzFgFVkVp6ak6RykZyWb3gu8ckUpd6YkTlacOd3DXGJjIpD4Q6zJirizvaiAjSSHlOsA+6sNh2A==
   dependencies:
     lodash "^4.17.15"
 
 ccount@^1.0.0:
   version "1.1.0"
-  resolved "https://registry.yarnpkg.com/ccount/-/ccount-1.1.0.tgz#246687debb6014735131be8abab2d93898f8d043"
+  resolved "https://registry.npmjs.org/ccount/-/ccount-1.1.0.tgz"
   integrity sha512-vlNK021QdI7PNeiUh/lKkC/mNHHfV0m/Ad5JoI0TYtlBnJAslM/JIkm/tGC88bkLIwO6OQ5uV6ztS6kVAtCDlg==
 
 chalk@^4.0.0, chalk@^4.1.0, chalk@^4.1.2:
   version "4.1.2"
-  resolved "https://registry.yarnpkg.com/chalk/-/chalk-4.1.2.tgz#aac4e2b7734a740867aeb16bf02aad556a1e7a01"
+  resolved "https://registry.npmjs.org/chalk/-/chalk-4.1.2.tgz"
   integrity sha512-oKnbhFyRIXpUuez8iBMmyEa4nbj4IOQyuhc/wy9kY7/WVPcwIO9VA668Pu8RkO7+0G76SLROeyw9CpQ061i4mA==
   dependencies:
     ansi-styles "^4.1.0"
@@ -3992,47 +3961,47 @@ chalk@^4.0.0, chalk@^4.1.0, chalk@^4.1.2:
 
 chalk@^5.2.0:
   version "5.6.2"
-  resolved "https://registry.yarnpkg.com/chalk/-/chalk-5.6.2.tgz#b1238b6e23ea337af71c7f8a295db5af0c158aea"
+  resolved "https://registry.npmjs.org/chalk/-/chalk-5.6.2.tgz"
   integrity sha512-7NzBL0rN6fMUW+f7A6Io4h40qQlG+xGmtMxfbnH/K7TAtt8JQWVQK+6g0UXKMeVJoyV5EkkNsErQ8pVD3bLHbA==
 
 char-regex@^1.0.2:
   version "1.0.2"
-  resolved "https://registry.yarnpkg.com/char-regex/-/char-regex-1.0.2.tgz#d744358226217f981ed58f479b1d6bcc29545dcf"
+  resolved "https://registry.npmjs.org/char-regex/-/char-regex-1.0.2.tgz"
   integrity sha512-kWWXztvZ5SBQV+eRgKFeh8q5sLuZY2+8WUIzlxWVTg+oGwY14qylx1KbKzHd8P6ZYkAg0xyIDU9JMHhyJMZ1jw==
 
 char-regex@^2.0.0:
   version "2.0.2"
-  resolved "https://registry.yarnpkg.com/char-regex/-/char-regex-2.0.2.tgz#81385bb071af4df774bff8721d0ca15ef29ea0bb"
+  resolved "https://registry.npmjs.org/char-regex/-/char-regex-2.0.2.tgz"
   integrity sha512-cbGOjAptfM2LVmWhwRFHEKTPkLwNddVmuqYZQt895yXwAsWsXObCG+YN4DGQ/JBtT4GP1a1lPPdio2z413LmTg==
 
 character-entities-html4@^1.0.0:
   version "1.1.4"
-  resolved "https://registry.yarnpkg.com/character-entities-html4/-/character-entities-html4-1.1.4.tgz#0e64b0a3753ddbf1fdc044c5fd01d0199a02e125"
+  resolved "https://registry.npmjs.org/character-entities-html4/-/character-entities-html4-1.1.4.tgz"
   integrity sha512-HRcDxZuZqMx3/a+qrzxdBKBPUpxWEq9xw2OPZ3a/174ihfrQKVsFhqtthBInFy1zZ9GgZyFXOatNujm8M+El3g==
 
 character-entities-legacy@^1.0.0:
   version "1.1.4"
-  resolved "https://registry.yarnpkg.com/character-entities-legacy/-/character-entities-legacy-1.1.4.tgz#94bc1845dce70a5bb9d2ecc748725661293d8fc1"
+  resolved "https://registry.npmjs.org/character-entities-legacy/-/character-entities-legacy-1.1.4.tgz"
   integrity sha512-3Xnr+7ZFS1uxeiUDvV02wQ+QDbc55o97tIV5zHScSPJpcLm/r0DFPcoY3tYRp+VZukxuMeKgXYmsXQHO05zQeA==
 
 character-entities@^1.0.0:
   version "1.2.4"
-  resolved "https://registry.yarnpkg.com/character-entities/-/character-entities-1.2.4.tgz#e12c3939b7eaf4e5b15e7ad4c5e28e1d48c5b16b"
+  resolved "https://registry.npmjs.org/character-entities/-/character-entities-1.2.4.tgz"
   integrity sha512-iBMyeEHxfVnIakwOuDXpVkc54HijNgCyQB2w0VfGQThle6NXn50zU6V/u+LDhxHcDUPojn6Kpga3PTAD8W1bQw==
 
 character-reference-invalid@^1.0.0:
   version "1.1.4"
-  resolved "https://registry.yarnpkg.com/character-reference-invalid/-/character-reference-invalid-1.1.4.tgz#083329cda0eae272ab3dbbf37e9a382c13af1560"
+  resolved "https://registry.npmjs.org/character-reference-invalid/-/character-reference-invalid-1.1.4.tgz"
   integrity sha512-mKKUkUbhPpQlCOfIuZkvSEgktjPFIsZKRRbC6KWVEMvlzblj3i3asQv5ODsrwt0N3pHAEvjP8KTQPHkp0+6jOg==
 
 check-types@^11.2.3:
   version "11.2.3"
-  resolved "https://registry.yarnpkg.com/check-types/-/check-types-11.2.3.tgz#1ffdf68faae4e941fce252840b1787b8edc93b71"
+  resolved "https://registry.npmjs.org/check-types/-/check-types-11.2.3.tgz"
   integrity sha512-+67P1GkJRaxQD6PKK0Et9DhwQB+vGg3PM5+aavopCpZT1lj9jeqfvpgTLAWErNj8qApkkmXlu/Ug74kmhagkXg==
 
 chokidar@^3.4.2, chokidar@^3.5.3:
   version "3.6.0"
-  resolved "https://registry.yarnpkg.com/chokidar/-/chokidar-3.6.0.tgz#197c6cc669ef2a8dc5e7b4d97ee4e092c3eb0d5b"
+  resolved "https://registry.npmjs.org/chokidar/-/chokidar-3.6.0.tgz"
   integrity sha512-7VT13fmjotKpGipCW9JEQAusEPE+Ei8nl6/g4FBAmIm0GOOLMua9NDDo/DWp0ZAxCr3cPq5ZpBqmPAQgDda2Pw==
   dependencies:
     anymatch "~3.1.2"
@@ -4047,49 +4016,49 @@ chokidar@^3.4.2, chokidar@^3.5.3:
 
 chroma-js@^2.4.2:
   version "2.6.0"
-  resolved "https://registry.yarnpkg.com/chroma-js/-/chroma-js-2.6.0.tgz#578743dd359698a75067a19fa5571dec54d0b70b"
+  resolved "https://registry.npmjs.org/chroma-js/-/chroma-js-2.6.0.tgz"
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 chrome-trace-event@^1.0.2:
   version "1.0.4"
-  resolved "https://registry.yarnpkg.com/chrome-trace-event/-/chrome-trace-event-1.0.4.tgz#05bffd7ff928465093314708c93bdfa9bd1f0f5b"
+  resolved "https://registry.npmjs.org/chrome-trace-event/-/chrome-trace-event-1.0.4.tgz"
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 ci-info@^3.2.0:
   version "3.9.0"
-  resolved "https://registry.yarnpkg.com/ci-info/-/ci-info-3.9.0.tgz#4279a62028a7b1f262f3473fc9605f5e218c59b4"
+  resolved "https://registry.npmjs.org/ci-info/-/ci-info-3.9.0.tgz"
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 cjs-module-lexer@^1.0.0:
   version "1.4.3"
-  resolved "https://registry.yarnpkg.com/cjs-module-lexer/-/cjs-module-lexer-1.4.3.tgz#0f79731eb8cfe1ec72acd4066efac9d61991b00d"
+  resolved "https://registry.npmjs.org/cjs-module-lexer/-/cjs-module-lexer-1.4.3.tgz"
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 classcat@^5.0.3, classcat@^5.0.4:
   version "5.0.5"
-  resolved "https://registry.yarnpkg.com/classcat/-/classcat-5.0.5.tgz#8c209f359a93ac302404a10161b501eba9c09c77"
+  resolved "https://registry.npmjs.org/classcat/-/classcat-5.0.5.tgz"
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 classnames@^2.5.1:
   version "2.5.1"
-  resolved "https://registry.yarnpkg.com/classnames/-/classnames-2.5.1.tgz#ba774c614be0f016da105c858e7159eae8e7687b"
+  resolved "https://registry.npmjs.org/classnames/-/classnames-2.5.1.tgz"
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 clean-css@^5.2.2:
   version "5.3.3"
-  resolved "https://registry.yarnpkg.com/clean-css/-/clean-css-5.3.3.tgz#b330653cd3bd6b75009cc25c714cae7b93351ccd"
+  resolved "https://registry.npmjs.org/clean-css/-/clean-css-5.3.3.tgz"
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   dependencies:
     source-map "~0.6.0"
 
 cli-width@^4.1.0:
   version "4.1.0"
-  resolved "https://registry.yarnpkg.com/cli-width/-/cli-width-4.1.0.tgz#42daac41d3c254ef38ad8ac037672130173691c5"
+  resolved "https://registry.npmjs.org/cli-width/-/cli-width-4.1.0.tgz"
   integrity sha512-ouuZd4/dm2Sw5Gmqy6bGyNNNe1qt9RpmxveLSO7KcgsTnU7RXfsw+/bukWGo1abgBiMAic068rclZsO4IWmmxQ==
 
 cliui@^8.0.1:
   version "8.0.1"
-  resolved "https://registry.yarnpkg.com/cliui/-/cliui-8.0.1.tgz#0c04b075db02cbfe60dc8e6cf2f5486b1a3608aa"
+  resolved "https://registry.npmjs.org/cliui/-/cliui-8.0.1.tgz"
   integrity sha512-BSeNnyus75C4//NQ9gQt1/csTXyo/8Sb+afLAkzAptFuMsod9HFokGNudZpi/oQV73hnVK+sR+5PVRMd+Dr7YQ==
   dependencies:
     string-width "^4.2.0"
@@ -4098,93 +4067,93 @@ cliui@^8.0.1:
 
 co@^4.6.0:
   version "4.6.0"
-  resolved "https://registry.yarnpkg.com/co/-/co-4.6.0.tgz#6ea6bdf3d853ae54ccb8e47bfa0bf3f9031fb184"
+  resolved "https://registry.npmjs.org/co/-/co-4.6.0.tgz"
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 collapse-white-space@^1.0.2:
   version "1.0.6"
-  resolved "https://registry.yarnpkg.com/collapse-white-space/-/collapse-white-space-1.0.6.tgz#e63629c0016665792060dbbeb79c42239d2c5287"
+  resolved "https://registry.npmjs.org/collapse-white-space/-/collapse-white-space-1.0.6.tgz"
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 collect-v8-coverage@^1.0.0:
   version "1.0.3"
-  resolved "https://registry.yarnpkg.com/collect-v8-coverage/-/collect-v8-coverage-1.0.3.tgz#cc1f01eb8d02298cbc9a437c74c70ab4e5210b80"
+  resolved "https://registry.npmjs.org/collect-v8-coverage/-/collect-v8-coverage-1.0.3.tgz"
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 color-convert@^2.0.1:
   version "2.0.1"
-  resolved "https://registry.yarnpkg.com/color-convert/-/color-convert-2.0.1.tgz#72d3a68d598c9bdb3af2ad1e84f21d896abd4de3"
+  resolved "https://registry.npmjs.org/color-convert/-/color-convert-2.0.1.tgz"
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   dependencies:
     color-name "~1.1.4"
 
 color-name@~1.1.4:
   version "1.1.4"
-  resolved "https://registry.yarnpkg.com/color-name/-/color-name-1.1.4.tgz#c2a09a87acbde69543de6f63fa3995c826c536a2"
+  resolved "https://registry.npmjs.org/color-name/-/color-name-1.1.4.tgz"
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 colord@^2.9.1:
   version "2.9.3"
-  resolved "https://registry.yarnpkg.com/colord/-/colord-2.9.3.tgz#4f8ce919de456f1d5c1c368c307fe20f3e59fb43"
+  resolved "https://registry.npmjs.org/colord/-/colord-2.9.3.tgz"
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 colorette@^1.1.0:
   version "1.4.0"
-  resolved "https://registry.yarnpkg.com/colorette/-/colorette-1.4.0.tgz#5190fbb87276259a86ad700bff2c6d6faa3fca40"
+  resolved "https://registry.npmjs.org/colorette/-/colorette-1.4.0.tgz"
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 colorette@^2.0.10:
   version "2.0.20"
-  resolved "https://registry.yarnpkg.com/colorette/-/colorette-2.0.20.tgz#9eb793e6833067f7235902fcd3b09917a000a95a"
+  resolved "https://registry.npmjs.org/colorette/-/colorette-2.0.20.tgz"
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 combined-stream@^1.0.8:
   version "1.0.8"
-  resolved "https://registry.yarnpkg.com/combined-stream/-/combined-stream-1.0.8.tgz#c3d45a8b34fd730631a110a8a2520682b31d5a7f"
+  resolved "https://registry.npmjs.org/combined-stream/-/combined-stream-1.0.8.tgz"
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   dependencies:
     delayed-stream "~1.0.0"
 
 comma-separated-tokens@^1.0.0:
   version "1.0.8"
-  resolved "https://registry.yarnpkg.com/comma-separated-tokens/-/comma-separated-tokens-1.0.8.tgz#632b80b6117867a158f1080ad498b2fbe7e3f5ea"
+  resolved "https://registry.npmjs.org/comma-separated-tokens/-/comma-separated-tokens-1.0.8.tgz"
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 commander@^2.20.0:
   version "2.20.3"
-  resolved "https://registry.yarnpkg.com/commander/-/commander-2.20.3.tgz#fd485e84c03eb4881c20722ba48035e8531aeb33"
+  resolved "https://registry.npmjs.org/commander/-/commander-2.20.3.tgz"
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 commander@^7.2.0:
   version "7.2.0"
-  resolved "https://registry.yarnpkg.com/commander/-/commander-7.2.0.tgz#a36cb57d0b501ce108e4d20559a150a391d97ab7"
+  resolved "https://registry.npmjs.org/commander/-/commander-7.2.0.tgz"
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 commander@^8.3.0:
   version "8.3.0"
-  resolved "https://registry.yarnpkg.com/commander/-/commander-8.3.0.tgz#4837ea1b2da67b9c616a67afbb0fafee567bca66"
+  resolved "https://registry.npmjs.org/commander/-/commander-8.3.0.tgz"
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 common-tags@^1.8.0:
   version "1.8.2"
-  resolved "https://registry.yarnpkg.com/common-tags/-/common-tags-1.8.2.tgz#94ebb3c076d26032745fd54face7f688ef5ac9c6"
+  resolved "https://registry.npmjs.org/common-tags/-/common-tags-1.8.2.tgz"
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 commondir@^1.0.1:
   version "1.0.1"
-  resolved "https://registry.yarnpkg.com/commondir/-/commondir-1.0.1.tgz#ddd800da0c66127393cca5950ea968a3aaf1253b"
+  resolved "https://registry.npmjs.org/commondir/-/commondir-1.0.1.tgz"
   integrity sha512-W9pAhw0ja1Edb5GVdIF1mjZw/ASI0AlShXM83UUGe2DVr5TdAPEA1OA8m/g8zWp9x6On7gqufY+FatDbC3MDQg==
 
 compressible@~2.0.18:
   version "2.0.18"
-  resolved "https://registry.yarnpkg.com/compressible/-/compressible-2.0.18.tgz#af53cca6b070d4c3c0750fbd77286a6d7cc46fba"
+  resolved "https://registry.npmjs.org/compressible/-/compressible-2.0.18.tgz"
   integrity sha512-AF3r7P5dWxL8MxyITRMlORQNaOA2IkAFaTr4k7BUumjPtRpGDTZpl0Pb1XCO6JeDCBdp126Cgs9sMxqSjgYyRg==
   dependencies:
     mime-db ">= 1.43.0 < 2"
 
 compression@^1.7.4:
   version "1.8.1"
-  resolved "https://registry.yarnpkg.com/compression/-/compression-1.8.1.tgz#4a45d909ac16509195a9a28bd91094889c180d79"
+  resolved "https://registry.npmjs.org/compression/-/compression-1.8.1.tgz"
   integrity sha512-9mAqGPHLakhCLeNyxPkK4xVo746zQ/czLH1Ky+vkitMnWfWZps8r0qXuwhwizagCRttsL4lfG4pIOvaWLpAP0w==
   dependencies:
     bytes "3.1.2"
@@ -4197,81 +4166,81 @@ compression@^1.7.4:
 
 concat-map@0.0.1:
   version "0.0.1"
-  resolved "https://registry.yarnpkg.com/concat-map/-/concat-map-0.0.1.tgz#d8a96bd77fd68df7793a73036a3ba0d5405d477b"
+  resolved "https://registry.npmjs.org/concat-map/-/concat-map-0.0.1.tgz"
   integrity sha512-/Srv4dswyQNBfohGpz9o6Yb3Gz3SrUDqBH5rTuhGR7ahtlbYKnVxw2bCFMRljaA7EXHaXZ8wsHdodFvbkhKmqg==
 
 confusing-browser-globals@^1.0.11:
   version "1.0.11"
-  resolved "https://registry.yarnpkg.com/confusing-browser-globals/-/confusing-browser-globals-1.0.11.tgz#ae40e9b57cdd3915408a2805ebd3a5585608dc81"
+  resolved "https://registry.npmjs.org/confusing-browser-globals/-/confusing-browser-globals-1.0.11.tgz"
   integrity sha512-JsPKdmh8ZkmnHxDk55FZ1TqVLvEQTvoByJZRN9jzI0UjxK/QgAmsphz7PGtqgPieQZ/CQcHWXCR7ATDNhGe+YA==
 
 connect-history-api-fallback@^2.0.0:
   version "2.0.0"
-  resolved "https://registry.yarnpkg.com/connect-history-api-fallback/-/connect-history-api-fallback-2.0.0.tgz#647264845251a0daf25b97ce87834cace0f5f1c8"
+  resolved "https://registry.npmjs.org/connect-history-api-fallback/-/connect-history-api-fallback-2.0.0.tgz"
   integrity sha512-U73+6lQFmfiNPrYbXqr6kZ1i1wiRqXnp2nhMsINseWXO8lDau0LGEffJ8kQi4EjLZympVgRdvqjAgiZ1tgzDDA==
 
 content-disposition@0.5.4:
   version "0.5.4"
-  resolved "https://registry.yarnpkg.com/content-disposition/-/content-disposition-0.5.4.tgz#8b82b4efac82512a02bb0b1dcec9d2c5e8eb5bfe"
+  resolved "https://registry.npmjs.org/content-disposition/-/content-disposition-0.5.4.tgz"
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   dependencies:
     safe-buffer "5.2.1"
 
 content-type@~1.0.4, content-type@~1.0.5:
   version "1.0.5"
-  resolved "https://registry.yarnpkg.com/content-type/-/content-type-1.0.5.tgz#8b773162656d1d1086784c8f23a54ce6d73d7918"
+  resolved "https://registry.npmjs.org/content-type/-/content-type-1.0.5.tgz"
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 convert-source-map@^1.4.0, convert-source-map@^1.5.0, convert-source-map@^1.7.0:
   version "1.9.0"
-  resolved "https://registry.yarnpkg.com/convert-source-map/-/convert-source-map-1.9.0.tgz#7faae62353fb4213366d0ca98358d22e8368b05f"
+  resolved "https://registry.npmjs.org/convert-source-map/-/convert-source-map-1.9.0.tgz"
   integrity sha512-ASFBup0Mz1uyiIjANan1jzLQami9z1PoYSZCiiYW2FczPbenXc45FZdBZLzOT+r6+iciuEModtmCti+hjaAk0A==
 
 convert-source-map@^2.0.0:
   version "2.0.0"
-  resolved "https://registry.yarnpkg.com/convert-source-map/-/convert-source-map-2.0.0.tgz#4b560f649fc4e918dd0ab75cf4961e8bc882d82a"
+  resolved "https://registry.npmjs.org/convert-source-map/-/convert-source-map-2.0.0.tgz"
   integrity sha512-Kvp459HrV2FEJ1CAsi1Ku+MY3kasH19TFykTz2xWmMeq6bk2NU3XXvfJ+Q61m0xktWwt+1HSYf3JZsTms3aRJg==
 
 cookie-signature@1.0.6:
   version "1.0.6"
-  resolved "https://registry.yarnpkg.com/cookie-signature/-/cookie-signature-1.0.6.tgz#e303a882b342cc3ee8ca513a79999734dab3ae2c"
+  resolved "https://registry.npmjs.org/cookie-signature/-/cookie-signature-1.0.6.tgz"
   integrity sha512-QADzlaHc8icV8I7vbaJXJwod9HWYp8uCqf1xa4OfNu1T7JVxQIrUgOWtHdNDtPiywmFbiS12VjotIXLrKM3orQ==
 
 cookie@0.7.1:
   version "0.7.1"
-  resolved "https://registry.yarnpkg.com/cookie/-/cookie-0.7.1.tgz#2f73c42142d5d5cf71310a74fc4ae61670e5dbc9"
+  resolved "https://registry.npmjs.org/cookie/-/cookie-0.7.1.tgz"
   integrity sha512-6DnInpx7SJ2AK3+CTUE/ZM0vWTUboZCegxhC2xiIydHR9jNuTAASBrfEpHhiGOZw/nX51bHt6YQl8jsGo4y/0w==
 
 cookie@^1.0.2:
   version "1.0.2"
-  resolved "https://registry.yarnpkg.com/cookie/-/cookie-1.0.2.tgz#27360701532116bd3f1f9416929d176afe1e4610"
+  resolved "https://registry.npmjs.org/cookie/-/cookie-1.0.2.tgz"
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 core-js-compat@^3.43.0:
   version "3.47.0"
-  resolved "https://registry.yarnpkg.com/core-js-compat/-/core-js-compat-3.47.0.tgz#698224bbdbb6f2e3f39decdda4147b161e3772a3"
+  resolved "https://registry.npmjs.org/core-js-compat/-/core-js-compat-3.47.0.tgz"
   integrity sha512-IGfuznZ/n7Kp9+nypamBhvwdwLsW6KC8IOaURw2doAK5e98AG3acVLdh0woOnEqCfUtS+Vu882JE4k/DAm3ItQ==
   dependencies:
     browserslist "^4.28.0"
 
 core-js-pure@^3.23.3:
   version "3.47.0"
-  resolved "https://registry.yarnpkg.com/core-js-pure/-/core-js-pure-3.47.0.tgz#1104df8a3b6eb9189fcc559b5a65b90f66e7e887"
+  resolved "https://registry.npmjs.org/core-js-pure/-/core-js-pure-3.47.0.tgz"
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 core-js@^3.19.2:
   version "3.47.0"
-  resolved "https://registry.yarnpkg.com/core-js/-/core-js-3.47.0.tgz#436ef07650e191afeb84c24481b298bd60eb4a17"
+  resolved "https://registry.npmjs.org/core-js/-/core-js-3.47.0.tgz"
   integrity sha512-c3Q2VVkGAUyupsjRnaNX6u8Dq2vAdzm9iuPj5FW0fRxzlxgq9Q39MDq10IvmQSpLgHQNyQzQmOo6bgGHmH3NNg==
 
 core-util-is@~1.0.0:
   version "1.0.3"
-  resolved "https://registry.yarnpkg.com/core-util-is/-/core-util-is-1.0.3.tgz#a6042d3634c2b27e9328f837b965fac83808db85"
+  resolved "https://registry.npmjs.org/core-util-is/-/core-util-is-1.0.3.tgz"
   integrity sha512-ZQBvi1DcpJ4GDqanjucZ2Hj3wEO5pZDS89BWbkcrvdxksJorwUDDZamX9ldFkp9aw2lmBDLgkObEA4DWNJ9FYQ==
 
 cosmiconfig@^6.0.0:
   version "6.0.0"
-  resolved "https://registry.yarnpkg.com/cosmiconfig/-/cosmiconfig-6.0.0.tgz#da4fee853c52f6b1e6935f41c1a2fc50bd4a9982"
+  resolved "https://registry.npmjs.org/cosmiconfig/-/cosmiconfig-6.0.0.tgz"
   integrity sha512-xb3ZL6+L8b9JLLCx3ZdoZy4+2ECphCMo2PwqgP1tlfVq6M6YReyzBJtvWWtbDSpNr9hn96pkCiZqUcFEc+54Qg==
   dependencies:
     "@types/parse-json" "^4.0.0"
@@ -4282,7 +4251,7 @@ cosmiconfig@^6.0.0:
 
 cosmiconfig@^7.0.0:
   version "7.1.0"
-  resolved "https://registry.yarnpkg.com/cosmiconfig/-/cosmiconfig-7.1.0.tgz#1443b9afa596b670082ea46cbd8f6a62b84635f6"
+  resolved "https://registry.npmjs.org/cosmiconfig/-/cosmiconfig-7.1.0.tgz"
   integrity sha512-AdmX6xUzdNASswsFtmwSt7Vj8po9IuqXm0UXz7QKPuEUmPB4XyjGfaAr2PSuELMwkRMVH1EpIkX5bTZGRB3eCA==
   dependencies:
     "@types/parse-json" "^4.0.0"
@@ -4293,7 +4262,7 @@ cosmiconfig@^7.0.0:
 
 cosmiconfig@^8.1.3:
   version "8.3.6"
-  resolved "https://registry.yarnpkg.com/cosmiconfig/-/cosmiconfig-8.3.6.tgz#060a2b871d66dba6c8538ea1118ba1ac16f5fae3"
+  resolved "https://registry.npmjs.org/cosmiconfig/-/cosmiconfig-8.3.6.tgz"
   integrity sha512-kcZ6+W5QzcJ3P1Mt+83OUv/oHFqZHIx8DuxG6eZ5RGMERoLqp4BuGjhHLYGK+Kf5XVkQvqBSmAy/nGWN3qDgEA==
   dependencies:
     import-fresh "^3.3.0"
@@ -4303,7 +4272,7 @@ cosmiconfig@^8.1.3:
 
 create-jest@^29.7.0:
   version "29.7.0"
-  resolved "https://registry.yarnpkg.com/create-jest/-/create-jest-29.7.0.tgz#a355c5b3cb1e1af02ba177fe7afd7feee49a5320"
+  resolved "https://registry.npmjs.org/create-jest/-/create-jest-29.7.0.tgz"
   integrity sha512-Adz2bdH0Vq3F53KEMJOoftQFutWCukm6J24wbPWRO4k1kMY7gS7ds/uoJkNuV8wDCtWWnuwGcJwpWcih+zEW1Q==
   dependencies:
     "@jest/types" "^29.6.3"
@@ -4316,7 +4285,7 @@ create-jest@^29.7.0:
 
 cross-spawn@^7.0.2, cross-spawn@^7.0.3:
   version "7.0.6"
-  resolved "https://registry.yarnpkg.com/cross-spawn/-/cross-spawn-7.0.6.tgz#8a58fe78f00dcd70c370451759dfbfaf03e8ee9f"
+  resolved "https://registry.npmjs.org/cross-spawn/-/cross-spawn-7.0.6.tgz"
   integrity sha512-uV2QOWP2nWzsy2aMp8aRibhi9dlzF5Hgh5SHaB9OiTGEyDTiJJyx0uy51QXdyWbtAHNua4XJzUKca3OzKUd3vA==
   dependencies:
     path-key "^3.1.0"
@@ -4325,43 +4294,43 @@ cross-spawn@^7.0.2, cross-spawn@^7.0.3:
 
 crypto-random-string@^2.0.0:
   version "2.0.0"
-  resolved "https://registry.yarnpkg.com/crypto-random-string/-/crypto-random-string-2.0.0.tgz#ef2a7a966ec11083388369baa02ebead229b30d5"
+  resolved "https://registry.npmjs.org/crypto-random-string/-/crypto-random-string-2.0.0.tgz"
   integrity sha512-v1plID3y9r/lPhviJ1wrXpLeyUIGAZ2SHNYTEapm7/8A9nLPoyvVp3RK/EPFqn5kEznyWgYZNsRtYYIWbuG8KA==
 
 css-blank-pseudo@^3.0.3:
   version "3.0.3"
-  resolved "https://registry.yarnpkg.com/css-blank-pseudo/-/css-blank-pseudo-3.0.3.tgz#36523b01c12a25d812df343a32c322d2a2324561"
+  resolved "https://registry.npmjs.org/css-blank-pseudo/-/css-blank-pseudo-3.0.3.tgz"
   integrity sha512-VS90XWtsHGqoM0t4KpH053c4ehxZ2E6HtGI7x68YFV0pTo/QmkV/YFA+NnlvK8guxZVNWGQhVNJGC39Q8XF4OQ==
   dependencies:
     postcss-selector-parser "^6.0.9"
 
 css-box-model@^1.2.1:
   version "1.2.1"
-  resolved "https://registry.yarnpkg.com/css-box-model/-/css-box-model-1.2.1.tgz#59951d3b81fd6b2074a62d49444415b0d2b4d7c1"
+  resolved "https://registry.npmjs.org/css-box-model/-/css-box-model-1.2.1.tgz"
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   dependencies:
     tiny-invariant "^1.0.6"
 
 css-color-keywords@^1.0.0:
   version "1.0.0"
-  resolved "https://registry.yarnpkg.com/css-color-keywords/-/css-color-keywords-1.0.0.tgz#fea2616dc676b2962686b3af8dbdbe180b244e05"
+  resolved "https://registry.npmjs.org/css-color-keywords/-/css-color-keywords-1.0.0.tgz"
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 css-declaration-sorter@^6.3.1:
   version "6.4.1"
-  resolved "https://registry.yarnpkg.com/css-declaration-sorter/-/css-declaration-sorter-6.4.1.tgz#28beac7c20bad7f1775be3a7129d7eae409a3a71"
+  resolved "https://registry.npmjs.org/css-declaration-sorter/-/css-declaration-sorter-6.4.1.tgz"
   integrity sha512-rtdthzxKuyq6IzqX6jEcIzQF/YqccluefyCYheovBOLhFT/drQA9zj/UbRAa9J7C0o6EG6u3E6g+vKkay7/k3g==
 
 css-has-pseudo@^3.0.4:
   version "3.0.4"
-  resolved "https://registry.yarnpkg.com/css-has-pseudo/-/css-has-pseudo-3.0.4.tgz#57f6be91ca242d5c9020ee3e51bbb5b89fc7af73"
+  resolved "https://registry.npmjs.org/css-has-pseudo/-/css-has-pseudo-3.0.4.tgz"
   integrity sha512-Vse0xpR1K9MNlp2j5w1pgWIJtm1a8qS0JwS9goFYcImjlHEmywP9VUF05aGBXzGpDJF86QXk4L0ypBmwPhGArw==
   dependencies:
     postcss-selector-parser "^6.0.9"
 
 css-loader@^6.5.1:
   version "6.11.0"
-  resolved "https://registry.yarnpkg.com/css-loader/-/css-loader-6.11.0.tgz#33bae3bf6363d0a7c2cf9031c96c744ff54d85ba"
+  resolved "https://registry.npmjs.org/css-loader/-/css-loader-6.11.0.tgz"
   integrity sha512-CTJ+AEQJjq5NzLga5pE39qdiSV56F8ywCIsqNIRF0r7BDgWsN25aazToqAFg7ZrtA/U016xudB3ffgweORxX7g==
   dependencies:
     icss-utils "^5.1.0"
@@ -4375,7 +4344,7 @@ css-loader@^6.5.1:
 
 css-minimizer-webpack-plugin@^3.2.0:
   version "3.4.1"
-  resolved "https://registry.yarnpkg.com/css-minimizer-webpack-plugin/-/css-minimizer-webpack-plugin-3.4.1.tgz#ab78f781ced9181992fe7b6e4f3422e76429878f"
+  resolved "https://registry.npmjs.org/css-minimizer-webpack-plugin/-/css-minimizer-webpack-plugin-3.4.1.tgz"
   integrity sha512-1u6D71zeIfgngN2XNRJefc/hY7Ybsxd74Jm4qngIXyUEk7fss3VUzuHxLAq/R8NAba4QU9OUSaMZlbpRc7bM4Q==
   dependencies:
     cssnano "^5.0.6"
@@ -4387,12 +4356,12 @@ css-minimizer-webpack-plugin@^3.2.0:
 
 css-prefers-color-scheme@^6.0.3:
   version "6.0.3"
-  resolved "https://registry.yarnpkg.com/css-prefers-color-scheme/-/css-prefers-color-scheme-6.0.3.tgz#ca8a22e5992c10a5b9d315155e7caee625903349"
+  resolved "https://registry.npmjs.org/css-prefers-color-scheme/-/css-prefers-color-scheme-6.0.3.tgz"
   integrity sha512-4BqMbZksRkJQx2zAjrokiGMd07RqOa2IxIrrN10lyBe9xhn9DEvjUK79J6jkeiv9D9hQFXKb6g1jwU62jziJZA==
 
 css-select@^4.1.3:
   version "4.3.0"
-  resolved "https://registry.yarnpkg.com/css-select/-/css-select-4.3.0.tgz#db7129b2846662fd8628cfc496abb2b59e41529b"
+  resolved "https://registry.npmjs.org/css-select/-/css-select-4.3.0.tgz"
   integrity sha512-wPpOYtnsVontu2mODhA19JrqWxNsfdatRKd64kmpRbQgh1KtItko5sTnEpPdpSaJszTOhEMlF/RPz28qj4HqhQ==
   dependencies:
     boolbase "^1.0.0"
@@ -4403,7 +4372,7 @@ css-select@^4.1.3:
 
 css-select@^5.1.0:
   version "5.2.2"
-  resolved "https://registry.yarnpkg.com/css-select/-/css-select-5.2.2.tgz#01b6e8d163637bb2dd6c982ca4ed65863682786e"
+  resolved "https://registry.npmjs.org/css-select/-/css-select-5.2.2.tgz"
   integrity sha512-TizTzUddG/xYLA3NXodFM0fSbNizXjOKhqiQQwvhlspadZokn1KDy0NZFS0wuEubIYAV5/c1/lAr0TaaFXEXzw==
   dependencies:
     boolbase "^1.0.0"
@@ -4414,7 +4383,7 @@ css-select@^5.1.0:
 
 css-to-react-native@3.2.0:
   version "3.2.0"
-  resolved "https://registry.yarnpkg.com/css-to-react-native/-/css-to-react-native-3.2.0.tgz#cdd8099f71024e149e4f6fe17a7d46ecd55f1e32"
+  resolved "https://registry.npmjs.org/css-to-react-native/-/css-to-react-native-3.2.0.tgz"
   integrity sha512-e8RKaLXMOFii+02mOlqwjbD00KSEKqblnpO9e++1aXS1fPQOpS1YoqdVHBqPjHNoxeF2mimzVqawm2KCbEdtHQ==
   dependencies:
     camelize "^1.0.0"
@@ -4423,7 +4392,7 @@ css-to-react-native@3.2.0:
 
 css-tree@^1.1.2, css-tree@^1.1.3:
   version "1.1.3"
-  resolved "https://registry.yarnpkg.com/css-tree/-/css-tree-1.1.3.tgz#eb4870fb6fd7707327ec95c2ff2ab09b5e8db91d"
+  resolved "https://registry.npmjs.org/css-tree/-/css-tree-1.1.3.tgz"
   integrity sha512-tRpdppF7TRazZrjJ6v3stzv93qxRcSsFmW6cX0Zm2NVKpxE1WV1HblnghVv9TreireHkqI/VDEsfolRF1p6y7Q==
   dependencies:
     mdn-data "2.0.14"
@@ -4431,7 +4400,7 @@ css-tree@^1.1.2, css-tree@^1.1.3:
 
 css-tree@^2.3.1:
   version "2.3.1"
-  resolved "https://registry.yarnpkg.com/css-tree/-/css-tree-2.3.1.tgz#10264ce1e5442e8572fc82fbe490644ff54b5c20"
+  resolved "https://registry.npmjs.org/css-tree/-/css-tree-2.3.1.tgz"
   integrity sha512-6Fv1DV/TYw//QF5IzQdqsNDjx/wc8TrMBZsqjL9eW01tWb7R7k/mq+/VXfJCl7SoD5emsJop9cOByJZfs8hYIw==
   dependencies:
     mdn-data "2.0.30"
@@ -4439,7 +4408,7 @@ css-tree@^2.3.1:
 
 css-tree@~2.2.0:
   version "2.2.1"
-  resolved "https://registry.yarnpkg.com/css-tree/-/css-tree-2.2.1.tgz#36115d382d60afd271e377f9c5f67d02bd48c032"
+  resolved "https://registry.npmjs.org/css-tree/-/css-tree-2.2.1.tgz"
   integrity sha512-OA0mILzGc1kCOCSJerOeqDxDQ4HOh+G8NbOJFOTgOCzpw7fCBubk0fEyxp8AgOL/jvLgYA/uV0cMbe43ElF1JA==
   dependencies:
     mdn-data "2.0.28"
@@ -4447,27 +4416,27 @@ css-tree@~2.2.0:
 
 css-what@^6.0.1, css-what@^6.1.0:
   version "6.2.2"
-  resolved "https://registry.yarnpkg.com/css-what/-/css-what-6.2.2.tgz#cdcc8f9b6977719fdfbd1de7aec24abf756b9dea"
+  resolved "https://registry.npmjs.org/css-what/-/css-what-6.2.2.tgz"
   integrity sha512-u/O3vwbptzhMs3L1fQE82ZSLHQQfto5gyZzwteVIEyeaY5Fc7R4dapF/BvRoSYFeqfBk4m0V1Vafq5Pjv25wvA==
 
 css.escape@^1.5.1:
   version "1.5.1"
-  resolved "https://registry.yarnpkg.com/css.escape/-/css.escape-1.5.1.tgz#42e27d4fa04ae32f931a4b4d4191fa9cddee97cb"
+  resolved "https://registry.npmjs.org/css.escape/-/css.escape-1.5.1.tgz"
   integrity sha512-YUifsXXuknHlUsmlgyY0PKzgPOr7/FjCePfHNt0jxm83wHZi44VDMQ7/fGNkjY3/jV1MC+1CmZbaHzugyeRtpg==
 
 cssdb@^7.1.0:
   version "7.11.2"
-  resolved "https://registry.yarnpkg.com/cssdb/-/cssdb-7.11.2.tgz#127a2f5b946ee653361a5af5333ea85a39df5ae5"
+  resolved "https://registry.npmjs.org/cssdb/-/cssdb-7.11.2.tgz"
   integrity sha512-lhQ32TFkc1X4eTefGfYPvgovRSzIMofHkigfH8nWtyRL4XJLsRhJFreRvEgKzept7x1rjBuy3J/MurXLaFxW/A==
 
 cssesc@^3.0.0:
   version "3.0.0"
-  resolved "https://registry.yarnpkg.com/cssesc/-/cssesc-3.0.0.tgz#37741919903b868565e1c09ea747445cd18983ee"
+  resolved "https://registry.npmjs.org/cssesc/-/cssesc-3.0.0.tgz"
   integrity sha512-/Tb/JcjK111nNScGob5MNtsntNM1aCNUDipB/TkwZFhyDrrE47SOx/18wF2bbjgc3ZzCSKW1T5nt5EbFoAz/Vg==
 
 cssnano-preset-default@^5.2.14:
   version "5.2.14"
-  resolved "https://registry.yarnpkg.com/cssnano-preset-default/-/cssnano-preset-default-5.2.14.tgz#309def4f7b7e16d71ab2438052093330d9ab45d8"
+  resolved "https://registry.npmjs.org/cssnano-preset-default/-/cssnano-preset-default-5.2.14.tgz"
   integrity sha512-t0SFesj/ZV2OTylqQVOrFgEh5uanxbO6ZAdeCrNsUQ6fVuXwYTxJPNAGvGTxHbD68ldIJNec7PyYZDBrfDQ+6A==
   dependencies:
     css-declaration-sorter "^6.3.1"
@@ -4502,12 +4471,12 @@ cssnano-preset-default@^5.2.14:
 
 cssnano-utils@^3.1.0:
   version "3.1.0"
-  resolved "https://registry.yarnpkg.com/cssnano-utils/-/cssnano-utils-3.1.0.tgz#95684d08c91511edfc70d2636338ca37ef3a6861"
+  resolved "https://registry.npmjs.org/cssnano-utils/-/cssnano-utils-3.1.0.tgz"
   integrity sha512-JQNR19/YZhz4psLX/rQ9M83e3z2Wf/HdJbryzte4a3NSuafyp9w/I4U+hx5C2S9g41qlstH7DEWnZaaj83OuEA==
 
 cssnano@^5.0.6:
   version "5.1.15"
-  resolved "https://registry.yarnpkg.com/cssnano/-/cssnano-5.1.15.tgz#ded66b5480d5127fcb44dac12ea5a983755136bf"
+  resolved "https://registry.npmjs.org/cssnano/-/cssnano-5.1.15.tgz"
   integrity sha512-j+BKgDcLDQA+eDifLx0EO4XSA56b7uut3BQFH+wbSaSTuGLuiyTa/wbRYthUXX8LC9mLg+WWKe8h+qJuwTAbHw==
   dependencies:
     cssnano-preset-default "^5.2.14"
@@ -4516,58 +4485,58 @@ cssnano@^5.0.6:
 
 csso@^4.2.0:
   version "4.2.0"
-  resolved "https://registry.yarnpkg.com/csso/-/csso-4.2.0.tgz#ea3a561346e8dc9f546d6febedd50187cf389529"
+  resolved "https://registry.npmjs.org/csso/-/csso-4.2.0.tgz"
   integrity sha512-wvlcdIbf6pwKEk7vHj8/Bkc0B4ylXZruLvOgs9doS5eOsOpuodOV2zJChSpkp+pRpYQLQMeF04nr3Z68Sta9jA==
   dependencies:
     css-tree "^1.1.2"
 
 csso@^5.0.5:
   version "5.0.5"
-  resolved "https://registry.yarnpkg.com/csso/-/csso-5.0.5.tgz#f9b7fe6cc6ac0b7d90781bb16d5e9874303e2ca6"
+  resolved "https://registry.npmjs.org/csso/-/csso-5.0.5.tgz"
   integrity sha512-0LrrStPOdJj+SPCCrGhzryycLjwcgUSHBtxNA8aIDxf0GLsRh1cKYhB00Gd1lDOS4yGH69+SNn13+TWbVHETFQ==
   dependencies:
     css-tree "~2.2.0"
 
 cssom@^0.5.0:
   version "0.5.0"
-  resolved "https://registry.yarnpkg.com/cssom/-/cssom-0.5.0.tgz#d254fa92cd8b6fbd83811b9fbaed34663cc17c36"
+  resolved "https://registry.npmjs.org/cssom/-/cssom-0.5.0.tgz"
   integrity sha512-iKuQcq+NdHqlAcwUY0o/HL69XQrUaQdMjmStJ8JFmUaiiQErlhrmuigkg/CU4E2J0IyUKUrMAgl36TvN67MqTw==
 
 cssom@~0.3.6:
   version "0.3.8"
-  resolved "https://registry.yarnpkg.com/cssom/-/cssom-0.3.8.tgz#9f1276f5b2b463f2114d3f2c75250af8c1a36f4a"
+  resolved "https://registry.npmjs.org/cssom/-/cssom-0.3.8.tgz"
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 cssstyle@^2.3.0:
   version "2.3.0"
-  resolved "https://registry.yarnpkg.com/cssstyle/-/cssstyle-2.3.0.tgz#ff665a0ddbdc31864b09647f34163443d90b0852"
+  resolved "https://registry.npmjs.org/cssstyle/-/cssstyle-2.3.0.tgz"
   integrity sha512-AZL67abkUzIuvcHqk7c09cezpGNcxUxU4Ioi/05xHk4DQeTkWmGYftIE6ctU6AEt+Gn4n1lDStOtj7FKycP71A==
   dependencies:
     cssom "~0.3.6"
 
 csstype@3.1.3:
   version "3.1.3"
-  resolved "https://registry.yarnpkg.com/csstype/-/csstype-3.1.3.tgz#d80ff294d114fb0e6ac500fbf85b60137d7eff81"
+  resolved "https://registry.npmjs.org/csstype/-/csstype-3.1.3.tgz"
   integrity sha512-M1uQkMl8rQK/szD0LNhtqxIPLpimGm8sOBwU7lLnCpSbTyY3yeU1Vc7l4KT5zT4s/yOxHH5O7tIuuLOCnLADRw==
 
 csstype@^3.0.2, csstype@^3.2.2:
   version "3.2.3"
-  resolved "https://registry.yarnpkg.com/csstype/-/csstype-3.2.3.tgz#ec48c0f3e993e50648c86da559e2610995cf989a"
+  resolved "https://registry.npmjs.org/csstype/-/csstype-3.2.3.tgz"
   integrity sha512-z1HGKcYy2xA8AGQfwrn0PAy+PB7X/GSj3UVJW9qKyn43xWa+gl5nXmU4qqLMRzWVLFC8KusUX8T/0kCiOYpAIQ==
 
 "d3-color@1 - 3":
   version "3.1.0"
-  resolved "https://registry.yarnpkg.com/d3-color/-/d3-color-3.1.0.tgz#395b2833dfac71507f12ac2f7af23bf819de24e2"
+  resolved "https://registry.npmjs.org/d3-color/-/d3-color-3.1.0.tgz"
   integrity sha512-zg/chbXyeBtMQ1LbD/WSoW2DpC3I0mpmPdW+ynRTj/x2DAWYrIY7qeZIHidozwV24m4iavr15lNwIwLxRmOxhA==
 
 "d3-dispatch@1 - 3":
   version "3.0.1"
-  resolved "https://registry.yarnpkg.com/d3-dispatch/-/d3-dispatch-3.0.1.tgz#5fc75284e9c2375c36c839411a0cf550cbfc4d5e"
+  resolved "https://registry.npmjs.org/d3-dispatch/-/d3-dispatch-3.0.1.tgz"
   integrity sha512-rzUyPU/S7rwUflMyLc1ETDeBj0NRuHKKAcvukozwhshr6g6c5d8zh4c2gQjY2bZ0dXeGLWc1PF174P2tVvKhfg==
 
 "d3-drag@2 - 3", d3-drag@^3.0.0:
   version "3.0.0"
-  resolved "https://registry.yarnpkg.com/d3-drag/-/d3-drag-3.0.0.tgz#994aae9cd23c719f53b5e10e3a0a6108c69607ba"
+  resolved "https://registry.npmjs.org/d3-drag/-/d3-drag-3.0.0.tgz"
   integrity sha512-pWbUJLdETVA8lQNJecMxoXfH6x+mO2UQo8rSmZ+QqxcbyA3hfeprFgIT//HW2nlHChWeIIMwS2Fq+gEARkhTkg==
   dependencies:
     d3-dispatch "1 - 3"
@@ -4575,29 +4544,29 @@ csstype@^3.0.2, csstype@^3.2.2:
 
 "d3-ease@1 - 3":
   version "3.0.1"
-  resolved "https://registry.yarnpkg.com/d3-ease/-/d3-ease-3.0.1.tgz#9658ac38a2140d59d346160f1f6c30fda0bd12f4"
+  resolved "https://registry.npmjs.org/d3-ease/-/d3-ease-3.0.1.tgz"
   integrity sha512-wR/XK3D3XcLIZwpbvQwQ5fK+8Ykds1ip7A2Txe0yxncXSdq1L9skcG7blcedkOX+ZcgxGAmLX1FrRGbADwzi0w==
 
 "d3-interpolate@1 - 3":
   version "3.0.1"
-  resolved "https://registry.yarnpkg.com/d3-interpolate/-/d3-interpolate-3.0.1.tgz#3c47aa5b32c5b3dfb56ef3fd4342078a632b400d"
+  resolved "https://registry.npmjs.org/d3-interpolate/-/d3-interpolate-3.0.1.tgz"
   integrity sha512-3bYs1rOD33uo8aqJfKP3JWPAibgw8Zm2+L9vBKEHJ2Rg+viTR7o5Mmv5mZcieN+FRYaAOWX5SJATX6k1PWz72g==
   dependencies:
     d3-color "1 - 3"
 
 "d3-selection@2 - 3", d3-selection@3, d3-selection@^3.0.0:
   version "3.0.0"
-  resolved "https://registry.yarnpkg.com/d3-selection/-/d3-selection-3.0.0.tgz#c25338207efa72cc5b9bd1458a1a41901f1e1b31"
+  resolved "https://registry.npmjs.org/d3-selection/-/d3-selection-3.0.0.tgz"
   integrity sha512-fmTRWbNMmsmWq6xJV8D19U/gw/bwrHfNXxrIN+HfZgnzqTHp9jOmKMhsTUjXOJnZOdZY9Q28y4yebKzqDKlxlQ==
 
 "d3-timer@1 - 3":
   version "3.0.1"
-  resolved "https://registry.yarnpkg.com/d3-timer/-/d3-timer-3.0.1.tgz#6284d2a2708285b1abb7e201eda4380af35e63b0"
+  resolved "https://registry.npmjs.org/d3-timer/-/d3-timer-3.0.1.tgz"
   integrity sha512-ndfJ/JxxMd3nw31uyKoY2naivF+r29V+Lc0svZxe1JvvIRmi8hUsrMvdOwgS1o6uBHmiz91geQ0ylPP0aj1VUA==
 
 "d3-transition@2 - 3":
   version "3.0.1"
-  resolved "https://registry.yarnpkg.com/d3-transition/-/d3-transition-3.0.1.tgz#6869fdde1448868077fdd5989200cb61b2a1645f"
+  resolved "https://registry.npmjs.org/d3-transition/-/d3-transition-3.0.1.tgz"
   integrity sha512-ApKvfjsSR6tg06xrL434C0WydLr7JewBB3V+/39RMHsaXTOG0zmt/OAXeng5M5LBm0ojmxJrpomQVZ1aPvBL4w==
   dependencies:
     d3-color "1 - 3"
@@ -4608,7 +4577,7 @@ csstype@^3.0.2, csstype@^3.2.2:
 
 d3-zoom@^3.0.0:
   version "3.0.0"
-  resolved "https://registry.yarnpkg.com/d3-zoom/-/d3-zoom-3.0.0.tgz#d13f4165c73217ffeaa54295cd6969b3e7aee8f3"
+  resolved "https://registry.npmjs.org/d3-zoom/-/d3-zoom-3.0.0.tgz"
   integrity sha512-b8AmV3kfQaqWAuacbPuNbL6vahnOJflOhexLzMMNLga62+/nh0JzvJ0aO/5a5MVgUFGS7Hu1P9P03o3fJkDCyw==
   dependencies:
     d3-dispatch "1 - 3"
@@ -4619,7 +4588,7 @@ d3-zoom@^3.0.0:
 
 dagre@^0.8.5:
   version "0.8.5"
-  resolved "https://registry.yarnpkg.com/dagre/-/dagre-0.8.5.tgz#ba30b0055dac12b6c1fcc247817442777d06afee"
+  resolved "https://registry.npmjs.org/dagre/-/dagre-0.8.5.tgz"
   integrity sha512-/aTqmnRta7x7MCCpExk7HQL2O4owCT2h8NT//9I1OQ9vt29Pa0BzSAkR5lwFUcQ7491yVi/3CXU9jQ5o0Mn2Sw==
   dependencies:
     graphlib "^2.1.8"
@@ -4627,12 +4596,12 @@ dagre@^0.8.5:
 
 damerau-levenshtein@^1.0.8:
   version "1.0.8"
-  resolved "https://registry.yarnpkg.com/damerau-levenshtein/-/damerau-levenshtein-1.0.8.tgz#b43d286ccbd36bc5b2f7ed41caf2d0aba1f8a6e7"
+  resolved "https://registry.npmjs.org/damerau-levenshtein/-/damerau-levenshtein-1.0.8.tgz"
   integrity sha512-sdQSFB7+llfUcQHUQO3+B8ERRj0Oa4w9POWMI/puGtuf7gFywGmkaLCElnudfTiKZV+NvHqL0ifzdrI8Ro7ESA==
 
 data-urls@^3.0.2:
   version "3.0.2"
-  resolved "https://registry.yarnpkg.com/data-urls/-/data-urls-3.0.2.tgz#9cf24a477ae22bcef5cd5f6f0bfbc1d2d3be9143"
+  resolved "https://registry.npmjs.org/data-urls/-/data-urls-3.0.2.tgz"
   integrity sha512-Jy/tj3ldjZJo63sVAvg6LHt2mHvl4V6AgRAmNDtLdm7faqtsx+aJG42rsyCo9JCoRVKwPFzKlIPx3DIibwSIaQ==
   dependencies:
     abab "^2.0.6"
@@ -4641,7 +4610,7 @@ data-urls@^3.0.2:
 
 data-view-buffer@^1.0.2:
   version "1.0.2"
-  resolved "https://registry.yarnpkg.com/data-view-buffer/-/data-view-buffer-1.0.2.tgz#211a03ba95ecaf7798a8c7198d79536211f88570"
+  resolved "https://registry.npmjs.org/data-view-buffer/-/data-view-buffer-1.0.2.tgz"
   integrity sha512-EmKO5V3OLXh1rtK2wgXRansaK1/mtVdTUEiEI0W8RkvgT05kfxaH29PliLnpLP73yYO6142Q72QNa8Wx/A5CqQ==
   dependencies:
     call-bound "^1.0.3"
@@ -4650,7 +4619,7 @@ data-view-buffer@^1.0.2:
 
 data-view-byte-length@^1.0.2:
   version "1.0.2"
-  resolved "https://registry.yarnpkg.com/data-view-byte-length/-/data-view-byte-length-1.0.2.tgz#9e80f7ca52453ce3e93d25a35318767ea7704735"
+  resolved "https://registry.npmjs.org/data-view-byte-length/-/data-view-byte-length-1.0.2.tgz"
   integrity sha512-tuhGbE6CfTM9+5ANGf+oQb72Ky/0+s3xKUpHvShfiz2RxMFgFPjsXuRLBVMtvMs15awe45SRb83D6wH4ew6wlQ==
   dependencies:
     call-bound "^1.0.3"
@@ -4659,7 +4628,7 @@ data-view-byte-length@^1.0.2:
 
 data-view-byte-offset@^1.0.1:
   version "1.0.1"
-  resolved "https://registry.yarnpkg.com/data-view-byte-offset/-/data-view-byte-offset-1.0.1.tgz#068307f9b71ab76dbbe10291389e020856606191"
+  resolved "https://registry.npmjs.org/data-view-byte-offset/-/data-view-byte-offset-1.0.1.tgz"
   integrity sha512-BS8PfmtDGnrgYdOonGZQdLZslWIeCGFP9tpan0hi1Co2Zr2NKADsvGYA8XxuG/4UWgJ6Cjtv+YJnB6MM69QGlQ==
   dependencies:
     call-bound "^1.0.2"
@@ -4668,60 +4637,60 @@ data-view-byte-offset@^1.0.1:
 
 debug@2.6.9, debug@^2.6.0:
   version "2.6.9"
-  resolved "https://registry.yarnpkg.com/debug/-/debug-2.6.9.tgz#5d128515df134ff327e90a4c93f4e077a536341f"
+  resolved "https://registry.npmjs.org/debug/-/debug-2.6.9.tgz"
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   dependencies:
     ms "2.0.0"
 
 debug@4, debug@^4.1.0, debug@^4.1.1, debug@^4.3.1, debug@^4.3.2, debug@^4.3.4, debug@^4.4.1:
   version "4.4.3"
-  resolved "https://registry.yarnpkg.com/debug/-/debug-4.4.3.tgz#c6ae432d9bd9662582fce08709b038c58e9e3d6a"
+  resolved "https://registry.npmjs.org/debug/-/debug-4.4.3.tgz"
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   dependencies:
     ms "^2.1.3"
 
 debug@^3.2.7:
   version "3.2.7"
-  resolved "https://registry.yarnpkg.com/debug/-/debug-3.2.7.tgz#72580b7e9145fb39b6676f9c5e5fb100b934179a"
+  resolved "https://registry.npmjs.org/debug/-/debug-3.2.7.tgz"
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   dependencies:
     ms "^2.1.1"
 
 decimal.js@^10.4.2:
   version "10.6.0"
-  resolved "https://registry.yarnpkg.com/decimal.js/-/decimal.js-10.6.0.tgz#e649a43e3ab953a72192ff5983865e509f37ed9a"
+  resolved "https://registry.npmjs.org/decimal.js/-/decimal.js-10.6.0.tgz"
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 decode-uri-component@^0.2.2:
   version "0.2.2"
-  resolved "https://registry.yarnpkg.com/decode-uri-component/-/decode-uri-component-0.2.2.tgz#e69dbe25d37941171dd540e024c444cd5188e1e9"
+  resolved "https://registry.npmjs.org/decode-uri-component/-/decode-uri-component-0.2.2.tgz"
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 dedent@^1.0.0:
   version "1.7.0"
-  resolved "https://registry.yarnpkg.com/dedent/-/dedent-1.7.0.tgz#c1f9445335f0175a96587be245a282ff451446ca"
+  resolved "https://registry.npmjs.org/dedent/-/dedent-1.7.0.tgz"
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 deep-is@^0.1.3, deep-is@~0.1.3:
   version "0.1.4"
-  resolved "https://registry.yarnpkg.com/deep-is/-/deep-is-0.1.4.tgz#a6f2dce612fadd2ef1f519b73551f17e85199831"
+  resolved "https://registry.npmjs.org/deep-is/-/deep-is-0.1.4.tgz"
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 deepmerge@^4.2.2, deepmerge@^4.3.1:
   version "4.3.1"
-  resolved "https://registry.yarnpkg.com/deepmerge/-/deepmerge-4.3.1.tgz#44b5f2147cd3b00d4b56137685966f26fd25dd4a"
+  resolved "https://registry.npmjs.org/deepmerge/-/deepmerge-4.3.1.tgz"
   integrity sha512-3sUqbMEc77XqpdNO7FRyRog+eW3ph+GYCbj+rK+uYyRMuwsVy0rMiVtPn+QJlKFvWP/1PYpapqYn0Me2knFn+A==
 
 default-gateway@^6.0.3:
   version "6.0.3"
-  resolved "https://registry.yarnpkg.com/default-gateway/-/default-gateway-6.0.3.tgz#819494c888053bdb743edbf343d6cdf7f2943a71"
+  resolved "https://registry.npmjs.org/default-gateway/-/default-gateway-6.0.3.tgz"
   integrity sha512-fwSOJsbbNzZ/CUFpqFBqYfYNLj1NbMPm8MMCIzHjC83iSJRBEGmDUxU+WP661BaBQImeC2yHwXtz+P/O9o+XEg==
   dependencies:
     execa "^5.0.0"
 
 define-data-property@^1.0.1, define-data-property@^1.1.4:
   version "1.1.4"
-  resolved "https://registry.yarnpkg.com/define-data-property/-/define-data-property-1.1.4.tgz#894dc141bb7d3060ae4366f6a0107e68fbe48c5e"
+  resolved "https://registry.npmjs.org/define-data-property/-/define-data-property-1.1.4.tgz"
   integrity sha512-rBMvIzlpA8v6E+SJZoo++HAYqsLrkg7MSfIinMPFhmkorw7X+dOXVJQs+QT69zGkzMyfDnIMN2Wid1+NbL3T+A==
   dependencies:
     es-define-property "^1.0.0"
@@ -4730,12 +4699,12 @@ define-data-property@^1.0.1, define-data-property@^1.1.4:
 
 define-lazy-prop@^2.0.0:
   version "2.0.0"
-  resolved "https://registry.yarnpkg.com/define-lazy-prop/-/define-lazy-prop-2.0.0.tgz#3f7ae421129bcaaac9bc74905c98a0009ec9ee7f"
+  resolved "https://registry.npmjs.org/define-lazy-prop/-/define-lazy-prop-2.0.0.tgz"
   integrity sha512-Ds09qNh8yw3khSjiJjiUInaGX9xlqZDY7JVryGxdxV7NPeuqQfplOpQ66yJFZut3jLa5zOwkXw1g9EI2uKh4Og==
 
 define-properties@^1.1.3, define-properties@^1.2.1:
   version "1.2.1"
-  resolved "https://registry.yarnpkg.com/define-properties/-/define-properties-1.2.1.tgz#10781cc616eb951a80a034bafcaa7377f6af2b6c"
+  resolved "https://registry.npmjs.org/define-properties/-/define-properties-1.2.1.tgz"
   integrity sha512-8QmQKqEASLd5nx0U1B1okLElbUuuttJ/AnYmRXbbbGDWh6uS208EjD4Xqq/I9wK7u0v6O08XhTWnt5XtEbR6Dg==
   dependencies:
     define-data-property "^1.0.1"
@@ -4744,47 +4713,47 @@ define-properties@^1.1.3, define-properties@^1.2.1:
 
 delayed-stream@~1.0.0:
   version "1.0.0"
-  resolved "https://registry.yarnpkg.com/delayed-stream/-/delayed-stream-1.0.0.tgz#df3ae199acadfb7d440aaae0b29e2272b24ec619"
+  resolved "https://registry.npmjs.org/delayed-stream/-/delayed-stream-1.0.0.tgz"
   integrity sha512-ZySD7Nf91aLB0RxL4KGrKHBXl7Eds1DAmEdcoVawXnLD7SDhpNgtuII2aAkg7a7QS41jxPSZ17p4VdGnMHk3MQ==
 
 depd@2.0.0:
   version "2.0.0"
-  resolved "https://registry.yarnpkg.com/depd/-/depd-2.0.0.tgz#b696163cc757560d09cf22cc8fad1571b79e76df"
+  resolved "https://registry.npmjs.org/depd/-/depd-2.0.0.tgz"
   integrity sha512-g7nH6P6dyDioJogAAGprGpCtVImJhpPk/roCzdb3fIh61/s/nPsfR6onyMwkCAR/OlC3yBC0lESvUoQEAssIrw==
 
 depd@~1.1.2:
   version "1.1.2"
-  resolved "https://registry.yarnpkg.com/depd/-/depd-1.1.2.tgz#9bcd52e14c097763e749b274c4346ed2e560b5a9"
+  resolved "https://registry.npmjs.org/depd/-/depd-1.1.2.tgz"
   integrity sha512-7emPTl6Dpo6JRXOXjLRxck+FlLRX5847cLKEn00PLAgc3g2hTZZgr+e4c2v6QpSmLeFP3n5yUo7ft6avBK/5jQ==
 
 dequal@^2.0.3:
   version "2.0.3"
-  resolved "https://registry.yarnpkg.com/dequal/-/dequal-2.0.3.tgz#2644214f1997d39ed0ee0ece72335490a7ac67be"
+  resolved "https://registry.npmjs.org/dequal/-/dequal-2.0.3.tgz"
   integrity sha512-0je+qPKHEMohvfRTCEo3CrPG6cAzAYgmzKyxRiYSSDkS6eGJdyVJm7WaYA5ECaAD9wLB2T4EEeymA5aFVcYXCA==
 
 destroy@1.2.0:
   version "1.2.0"
-  resolved "https://registry.yarnpkg.com/destroy/-/destroy-1.2.0.tgz#4803735509ad8be552934c67df614f94e66fa015"
+  resolved "https://registry.npmjs.org/destroy/-/destroy-1.2.0.tgz"
   integrity sha512-2sJGJTaXIIaR1w4iJSNoN0hnMY7Gpc/n8D4qSCJw8QqFWXf7cuAgnEHxBpweaVcPevC2l3KpjYCx3NypQQgaJg==
 
 detect-newline@^3.0.0:
   version "3.1.0"
-  resolved "https://registry.yarnpkg.com/detect-newline/-/detect-newline-3.1.0.tgz#576f5dfc63ae1a192ff192d8ad3af6308991b651"
+  resolved "https://registry.npmjs.org/detect-newline/-/detect-newline-3.1.0.tgz"
   integrity sha512-TLz+x/vEXm/Y7P7wn1EJFNLxYpUD4TgMosxY6fAVJUnJMbupHBOncxyWUG9OpTaH9EBD7uFI5LfEgmMOc54DsA==
 
 detect-node-es@^1.1.0:
   version "1.1.0"
-  resolved "https://registry.yarnpkg.com/detect-node-es/-/detect-node-es-1.1.0.tgz#163acdf643330caa0b4cd7c21e7ee7755d6fa493"
+  resolved "https://registry.npmjs.org/detect-node-es/-/detect-node-es-1.1.0.tgz"
   integrity sha512-ypdmJU/TbBby2Dxibuv7ZLW3Bs1QEmM7nHjEANfohJLvE0XVujisn1qPJcZxg+qDucsr+bP6fLD1rPS3AhJ7EQ==
 
 detect-node@^2.0.4, detect-node@^2.1.0:
   version "2.1.0"
-  resolved "https://registry.yarnpkg.com/detect-node/-/detect-node-2.1.0.tgz#c9c70775a49c3d03bc2c06d9a73be550f978f8b1"
+  resolved "https://registry.npmjs.org/detect-node/-/detect-node-2.1.0.tgz"
   integrity sha512-T0NIuQpnTvFDATNuHN5roPwSBG83rFsuO+MXXH9/3N1eFbn4wcPjttvjMLEPWJ0RGUYgQE7cGgS3tNxbqCGM7g==
 
 detect-port-alt@^1.1.6:
   version "1.1.6"
-  resolved "https://registry.yarnpkg.com/detect-port-alt/-/detect-port-alt-1.1.6.tgz#24707deabe932d4a3cf621302027c2b266568275"
+  resolved "https://registry.npmjs.org/detect-port-alt/-/detect-port-alt-1.1.6.tgz"
   integrity sha512-5tQykt+LqfJFBEYaDITx7S7cR7mJ/zQmLXZ2qt5w04ainYZw6tBf9dBunMjVeVOdYVRUzUOE4HkY5J7+uttb5Q==
   dependencies:
     address "^1.0.1"
@@ -4792,62 +4761,62 @@ detect-port-alt@^1.1.6:
 
 diff-sequences@^27.5.1:
   version "27.5.1"
-  resolved "https://registry.yarnpkg.com/diff-sequences/-/diff-sequences-27.5.1.tgz#eaecc0d327fd68c8d9672a1e64ab8dccb2ef5327"
+  resolved "https://registry.npmjs.org/diff-sequences/-/diff-sequences-27.5.1.tgz"
   integrity sha512-k1gCAXAsNgLwEL+Y8Wvl+M6oEFj5bgazfZULpS5CneoPPXRaCCW7dm+q21Ky2VEE5X+VeRDBVg1Pcvvsr4TtNQ==
 
 diff-sequences@^29.6.3:
   version "29.6.3"
-  resolved "https://registry.yarnpkg.com/diff-sequences/-/diff-sequences-29.6.3.tgz#4deaf894d11407c51efc8418012f9e70b84ea921"
+  resolved "https://registry.npmjs.org/diff-sequences/-/diff-sequences-29.6.3.tgz"
   integrity sha512-EjePK1srD3P08o2j4f0ExnylqRs5B9tJjcp9t1krH2qRi8CCdsYfwe9JgSLurFBWwq4uOlipzfk5fHNvwFKr8Q==
 
 dir-glob@^3.0.1:
   version "3.0.1"
-  resolved "https://registry.yarnpkg.com/dir-glob/-/dir-glob-3.0.1.tgz#56dbf73d992a4a93ba1584f4534063fd2e41717f"
+  resolved "https://registry.npmjs.org/dir-glob/-/dir-glob-3.0.1.tgz"
   integrity sha512-WkrWp9GR4KXfKGYzOLmTuGVi1UWFfws377n9cc55/tb6DuqyF6pcQ5AbiHEshaDpY9v6oaSr2XCDidGmMwdzIA==
   dependencies:
     path-type "^4.0.0"
 
 dns-packet@^5.2.2:
   version "5.6.1"
-  resolved "https://registry.yarnpkg.com/dns-packet/-/dns-packet-5.6.1.tgz#ae888ad425a9d1478a0674256ab866de1012cf2f"
+  resolved "https://registry.npmjs.org/dns-packet/-/dns-packet-5.6.1.tgz"
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   dependencies:
     "@leichtgewicht/ip-codec" "^2.0.1"
 
 doctrine@^2.1.0:
   version "2.1.0"
-  resolved "https://registry.yarnpkg.com/doctrine/-/doctrine-2.1.0.tgz#5cd01fc101621b42c4cd7f5d1a66243716d3f39d"
+  resolved "https://registry.npmjs.org/doctrine/-/doctrine-2.1.0.tgz"
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   dependencies:
     esutils "^2.0.2"
 
 doctrine@^3.0.0:
   version "3.0.0"
-  resolved "https://registry.yarnpkg.com/doctrine/-/doctrine-3.0.0.tgz#addebead72a6574db783639dc87a121773973961"
+  resolved "https://registry.npmjs.org/doctrine/-/doctrine-3.0.0.tgz"
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   dependencies:
     esutils "^2.0.2"
 
 dom-accessibility-api@^0.5.9:
   version "0.5.16"
-  resolved "https://registry.yarnpkg.com/dom-accessibility-api/-/dom-accessibility-api-0.5.16.tgz#5a7429e6066eb3664d911e33fb0e45de8eb08453"
+  resolved "https://registry.npmjs.org/dom-accessibility-api/-/dom-accessibility-api-0.5.16.tgz"
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 dom-accessibility-api@^0.6.3:
   version "0.6.3"
-  resolved "https://registry.yarnpkg.com/dom-accessibility-api/-/dom-accessibility-api-0.6.3.tgz#993e925cc1d73f2c662e7d75dd5a5445259a8fd8"
+  resolved "https://registry.npmjs.org/dom-accessibility-api/-/dom-accessibility-api-0.6.3.tgz"
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 dom-converter@^0.2.0:
   version "0.2.0"
-  resolved "https://registry.yarnpkg.com/dom-converter/-/dom-converter-0.2.0.tgz#6721a9daee2e293682955b6afe416771627bb768"
+  resolved "https://registry.npmjs.org/dom-converter/-/dom-converter-0.2.0.tgz"
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   dependencies:
     utila "~0.4"
 
 dom-serializer@^1.0.1:
   version "1.4.1"
-  resolved "https://registry.yarnpkg.com/dom-serializer/-/dom-serializer-1.4.1.tgz#de5d41b1aea290215dc45a6dae8adcf1d32e2d30"
+  resolved "https://registry.npmjs.org/dom-serializer/-/dom-serializer-1.4.1.tgz"
   integrity sha512-VHwB3KfrcOOkelEG2ZOfxqLZdfkil8PtJi4P8N2MMXucZq2yLp75ClViUlOVwyoHEDjYU433Aq+5zWP61+RGag==
   dependencies:
     domelementtype "^2.0.1"
@@ -4856,7 +4825,7 @@ dom-serializer@^1.0.1:
 
 dom-serializer@^2.0.0:
   version "2.0.0"
-  resolved "https://registry.yarnpkg.com/dom-serializer/-/dom-serializer-2.0.0.tgz#e41b802e1eedf9f6cae183ce5e622d789d7d8e53"
+  resolved "https://registry.npmjs.org/dom-serializer/-/dom-serializer-2.0.0.tgz"
   integrity sha512-wIkAryiqt/nV5EQKqQpo3SToSOV9J0DnbJqwK7Wv/Trc92zIAYZ4FlMu+JPFW1DfGFt81ZTCGgDEabffXeLyJg==
   dependencies:
     domelementtype "^2.3.0"
@@ -4865,33 +4834,33 @@ dom-serializer@^2.0.0:
 
 domelementtype@^2.0.1, domelementtype@^2.2.0, domelementtype@^2.3.0:
   version "2.3.0"
-  resolved "https://registry.yarnpkg.com/domelementtype/-/domelementtype-2.3.0.tgz#5c45e8e869952626331d7aab326d01daf65d589d"
+  resolved "https://registry.npmjs.org/domelementtype/-/domelementtype-2.3.0.tgz"
   integrity sha512-OLETBj6w0OsagBwdXnPdN0cnMfF9opN69co+7ZrbfPGrdpPVNBUj02spi6B1N7wChLQiPn4CSH/zJvXw56gmHw==
 
 domexception@^4.0.0:
   version "4.0.0"
-  resolved "https://registry.yarnpkg.com/domexception/-/domexception-4.0.0.tgz#4ad1be56ccadc86fc76d033353999a8037d03673"
+  resolved "https://registry.npmjs.org/domexception/-/domexception-4.0.0.tgz"
   integrity sha512-A2is4PLG+eeSfoTMA95/s4pvAoSo2mKtiM5jlHkAVewmiO8ISFTFKZjH7UAM1Atli/OT/7JHOrJRJiMKUZKYBw==
   dependencies:
     webidl-conversions "^7.0.0"
 
 domhandler@^4.0.0, domhandler@^4.2.0, domhandler@^4.3.1:
   version "4.3.1"
-  resolved "https://registry.yarnpkg.com/domhandler/-/domhandler-4.3.1.tgz#8d792033416f59d68bc03a5aa7b018c1ca89279c"
+  resolved "https://registry.npmjs.org/domhandler/-/domhandler-4.3.1.tgz"
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   dependencies:
     domelementtype "^2.2.0"
 
 domhandler@^5.0.2, domhandler@^5.0.3:
   version "5.0.3"
-  resolved "https://registry.yarnpkg.com/domhandler/-/domhandler-5.0.3.tgz#cc385f7f751f1d1fc650c21374804254538c7d31"
+  resolved "https://registry.npmjs.org/domhandler/-/domhandler-5.0.3.tgz"
   integrity sha512-cgwlv/1iFQiFnU96XXgROh8xTeetsnJiDsTc7TYCLFd9+/WNkIqPTxiM/8pSd8VIrhXGTf1Ny1q1hquVqDJB5w==
   dependencies:
     domelementtype "^2.3.0"
 
 domutils@^2.5.2, domutils@^2.8.0:
   version "2.8.0"
-  resolved "https://registry.yarnpkg.com/domutils/-/domutils-2.8.0.tgz#4437def5db6e2d1f5d6ee859bd95ca7d02048135"
+  resolved "https://registry.npmjs.org/domutils/-/domutils-2.8.0.tgz"
   integrity sha512-w96Cjofp72M5IIhpjgobBimYEfoPjx1Vx0BSX9P30WBdZW2WIKU0T1Bd0kz2eNZ9ikjKgHbEyKx8BB6H1L3h3A==
   dependencies:
     dom-serializer "^1.0.1"
@@ -4900,7 +4869,7 @@ domutils@^2.5.2, domutils@^2.8.0:
 
 domutils@^3.0.1:
   version "3.2.2"
-  resolved "https://registry.yarnpkg.com/domutils/-/domutils-3.2.2.tgz#edbfe2b668b0c1d97c24baf0f1062b132221bc78"
+  resolved "https://registry.npmjs.org/domutils/-/domutils-3.2.2.tgz"
   integrity sha512-6kZKyUajlDuqlHKVX1w7gyslj9MPIXzIFiz/rGu35uC1wMi+kMhQwGhl4lt9unC9Vb9INnY9Z3/ZA3+FhASLaw==
   dependencies:
     dom-serializer "^2.0.0"
@@ -4909,7 +4878,7 @@ domutils@^3.0.1:
 
 dot-case@^3.0.4:
   version "3.0.4"
-  resolved "https://registry.yarnpkg.com/dot-case/-/dot-case-3.0.4.tgz#9b2b670d00a431667a8a75ba29cd1b98809ce751"
+  resolved "https://registry.npmjs.org/dot-case/-/dot-case-3.0.4.tgz"
   integrity sha512-Kv5nKlh6yRrdrGvxeJ2e5y2eRUpkUosIW4A2AS38zwSz27zu7ufDwQPi5Jhs3XAlGNetl3bmnGhQsMtkKJnj3w==
   dependencies:
     no-case "^3.0.4"
@@ -4917,17 +4886,17 @@ dot-case@^3.0.4:
 
 dotenv-expand@^5.1.0:
   version "5.1.0"
-  resolved "https://registry.yarnpkg.com/dotenv-expand/-/dotenv-expand-5.1.0.tgz#3fbaf020bfd794884072ea26b1e9791d45a629f0"
+  resolved "https://registry.npmjs.org/dotenv-expand/-/dotenv-expand-5.1.0.tgz"
   integrity sha512-YXQl1DSa4/PQyRfgrv6aoNjhasp/p4qs9FjJ4q4cQk+8m4r6k4ZSiEyytKG8f8W9gi8WsQtIObNmKd+tMzNTmA==
 
 dotenv@^10.0.0:
   version "10.0.0"
-  resolved "https://registry.yarnpkg.com/dotenv/-/dotenv-10.0.0.tgz#3d4227b8fb95f81096cdd2b66653fb2c7085ba81"
+  resolved "https://registry.npmjs.org/dotenv/-/dotenv-10.0.0.tgz"
   integrity sha512-rlBi9d8jpv9Sf1klPjNfFAuWDjKLwTIJJ/VxtoTwIR6hnZxcEOQCZg2oIL3MWBYw5GpUDKOEnND7LXTbIpQ03Q==
 
 dunder-proto@^1.0.0, dunder-proto@^1.0.1:
   version "1.0.1"
-  resolved "https://registry.yarnpkg.com/dunder-proto/-/dunder-proto-1.0.1.tgz#d7ae667e1dc83482f8b70fd0f6eefc50da30f58a"
+  resolved "https://registry.npmjs.org/dunder-proto/-/dunder-proto-1.0.1.tgz"
   integrity sha512-KIN/nDJBQRcXw0MLVhZE9iQHmG68qAVIBg9CqmUYjmQIhgij9U5MFvrqkUL5FbtyyzZuOeOt0zdeRe4UY7ct+A==
   dependencies:
     call-bind-apply-helpers "^1.0.1"
@@ -4936,64 +4905,64 @@ dunder-proto@^1.0.0, dunder-proto@^1.0.1:
 
 duplexer@^0.1.2:
   version "0.1.2"
-  resolved "https://registry.yarnpkg.com/duplexer/-/duplexer-0.1.2.tgz#3abe43aef3835f8ae077d136ddce0f276b0400e6"
+  resolved "https://registry.npmjs.org/duplexer/-/duplexer-0.1.2.tgz"
   integrity sha512-jtD6YG370ZCIi/9GTaJKQxWTZD045+4R4hTk/x1UyoqadyJ9x9CgSi1RlVDQF8U2sxLLSnFkCaMihqljHIWgMg==
 
 ee-first@1.1.1:
   version "1.1.1"
-  resolved "https://registry.yarnpkg.com/ee-first/-/ee-first-1.1.1.tgz#590c61156b0ae2f4f0255732a158b266bc56b21d"
+  resolved "https://registry.npmjs.org/ee-first/-/ee-first-1.1.1.tgz"
   integrity sha512-WMwm9LhRUo+WUaRN+vRuETqG89IgZphVSNkdFgeb6sS/E4OrDIN7t48CAewSHXc6C8lefD8KKfr5vY61brQlow==
 
 ejs@^3.1.6:
   version "3.1.10"
-  resolved "https://registry.yarnpkg.com/ejs/-/ejs-3.1.10.tgz#69ab8358b14e896f80cc39e62087b88500c3ac3b"
+  resolved "https://registry.npmjs.org/ejs/-/ejs-3.1.10.tgz"
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   dependencies:
     jake "^10.8.5"
 
 electron-to-chromium@^1.5.249:
   version "1.5.258"
-  resolved "https://registry.yarnpkg.com/electron-to-chromium/-/electron-to-chromium-1.5.258.tgz#094b0280928b1bf967b202e4be5b335aa4754b69"
+  resolved "https://registry.npmjs.org/electron-to-chromium/-/electron-to-chromium-1.5.258.tgz"
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 emittery@^0.13.1:
   version "0.13.1"
-  resolved "https://registry.yarnpkg.com/emittery/-/emittery-0.13.1.tgz#c04b8c3457490e0847ae51fced3af52d338e3dad"
+  resolved "https://registry.npmjs.org/emittery/-/emittery-0.13.1.tgz"
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 emoji-regex@^8.0.0:
   version "8.0.0"
-  resolved "https://registry.yarnpkg.com/emoji-regex/-/emoji-regex-8.0.0.tgz#e818fd69ce5ccfcb404594f842963bf53164cc37"
+  resolved "https://registry.npmjs.org/emoji-regex/-/emoji-regex-8.0.0.tgz"
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 emoji-regex@^9.2.2:
   version "9.2.2"
-  resolved "https://registry.yarnpkg.com/emoji-regex/-/emoji-regex-9.2.2.tgz#840c8803b0d8047f4ff0cf963176b32d4ef3ed72"
+  resolved "https://registry.npmjs.org/emoji-regex/-/emoji-regex-9.2.2.tgz"
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 emojis-list@^3.0.0:
   version "3.0.0"
-  resolved "https://registry.yarnpkg.com/emojis-list/-/emojis-list-3.0.0.tgz#5570662046ad29e2e916e71aae260abdff4f6a78"
+  resolved "https://registry.npmjs.org/emojis-list/-/emojis-list-3.0.0.tgz"
   integrity sha512-/kyM18EfinwXZbno9FyUGeFh87KC8HRQBQGildHZbEuRyWFOmv1U10o9BBp8XVZDVNNuQKyIGIu5ZYAAXJ0V2Q==
 
 emoticon@^3.2.0:
   version "3.2.0"
-  resolved "https://registry.yarnpkg.com/emoticon/-/emoticon-3.2.0.tgz#c008ca7d7620fac742fe1bf4af8ff8fed154ae7f"
+  resolved "https://registry.npmjs.org/emoticon/-/emoticon-3.2.0.tgz"
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 encodeurl@~1.0.2:
   version "1.0.2"
-  resolved "https://registry.yarnpkg.com/encodeurl/-/encodeurl-1.0.2.tgz#ad3ff4c86ec2d029322f5a02c3a9a606c95b3f59"
+  resolved "https://registry.npmjs.org/encodeurl/-/encodeurl-1.0.2.tgz"
   integrity sha512-TPJXq8JqFaVYm2CWmPvnP2Iyo4ZSM7/QKcSmuMLDObfpH5fi7RUGmd/rTDf+rut/saiDiQEeVTNgAmJEdAOx0w==
 
 encodeurl@~2.0.0:
   version "2.0.0"
-  resolved "https://registry.yarnpkg.com/encodeurl/-/encodeurl-2.0.0.tgz#7b8ea898077d7e409d3ac45474ea38eaf0857a58"
+  resolved "https://registry.npmjs.org/encodeurl/-/encodeurl-2.0.0.tgz"
   integrity sha512-Q0n9HRi4m6JuGIV1eFlmvJB7ZEVxu93IrMyiMsGC0lrMJMWzRgx6WGquyfQgZVb31vhGgXnfmPNNXmxnOkRBrg==
 
 enhanced-resolve@^5.17.3:
   version "5.18.3"
-  resolved "https://registry.yarnpkg.com/enhanced-resolve/-/enhanced-resolve-5.18.3.tgz#9b5f4c5c076b8787c78fe540392ce76a88855b44"
+  resolved "https://registry.npmjs.org/enhanced-resolve/-/enhanced-resolve-5.18.3.tgz"
   integrity sha512-d4lC8xfavMeBjzGr2vECC3fsGXziXZQyJxD868h2M/mBI3PwAuODxAkLkq5HYuvrPYcUtiLzsTo8U3PgX3Ocww==
   dependencies:
     graceful-fs "^4.2.4"
@@ -5001,36 +4970,36 @@ enhanced-resolve@^5.17.3:
 
 entities@^2.0.0:
   version "2.2.0"
-  resolved "https://registry.yarnpkg.com/entities/-/entities-2.2.0.tgz#098dc90ebb83d8dffa089d55256b351d34c4da55"
+  resolved "https://registry.npmjs.org/entities/-/entities-2.2.0.tgz"
   integrity sha512-p92if5Nz619I0w+akJrLZH0MX0Pb5DX39XOwQTtXSdQQOaYH03S1uIQp4mhOZtAXrxq4ViO67YTiLBo2638o9A==
 
 entities@^4.2.0, entities@^4.4.0:
   version "4.5.0"
-  resolved "https://registry.yarnpkg.com/entities/-/entities-4.5.0.tgz#5d268ea5e7113ec74c4d033b79ea5a35a488fb48"
+  resolved "https://registry.npmjs.org/entities/-/entities-4.5.0.tgz"
   integrity sha512-V0hjH4dGPh9Ao5p0MoRY6BVqtwCjhz6vI5LT8AJ55H+4g9/4vbHx1I54fS0XuclLhDHArPQCiMjDxjaL8fPxhw==
 
 entities@^6.0.0:
   version "6.0.1"
-  resolved "https://registry.yarnpkg.com/entities/-/entities-6.0.1.tgz#c28c34a43379ca7f61d074130b2f5f7020a30694"
+  resolved "https://registry.npmjs.org/entities/-/entities-6.0.1.tgz"
   integrity sha512-aN97NXWF6AWBTahfVOIrB/NShkzi5H7F9r1s9mD3cDj4Ko5f2qhhVoYMibXF7GlLveb/D2ioWay8lxI97Ven3g==
 
 error-ex@^1.3.1:
   version "1.3.4"
-  resolved "https://registry.yarnpkg.com/error-ex/-/error-ex-1.3.4.tgz#b3a8d8bb6f92eecc1629e3e27d3c8607a8a32414"
+  resolved "https://registry.npmjs.org/error-ex/-/error-ex-1.3.4.tgz"
   integrity sha512-sqQamAnR14VgCr1A618A3sGrygcpK+HEbenA/HiEAkkUwcZIIB/tgWqHFxWgOyDh4nB4JCRimh79dR5Ywc9MDQ==
   dependencies:
     is-arrayish "^0.2.1"
 
 error-stack-parser@^2.0.6:
   version "2.1.4"
-  resolved "https://registry.yarnpkg.com/error-stack-parser/-/error-stack-parser-2.1.4.tgz#229cb01cdbfa84440bfa91876285b94680188286"
+  resolved "https://registry.npmjs.org/error-stack-parser/-/error-stack-parser-2.1.4.tgz"
   integrity sha512-Sk5V6wVazPhq5MhpO+AUxJn5x7XSXGl1R93Vn7i+zS15KDVxQijejNCrz8340/2bgLBjR9GtEG8ZVKONDjcqGQ==
   dependencies:
     stackframe "^1.3.4"
 
 es-abstract@^1.17.5, es-abstract@^1.23.2, es-abstract@^1.23.3, es-abstract@^1.23.5, es-abstract@^1.23.6, es-abstract@^1.23.9, es-abstract@^1.24.0:
   version "1.24.0"
-  resolved "https://registry.yarnpkg.com/es-abstract/-/es-abstract-1.24.0.tgz#c44732d2beb0acc1ed60df840869e3106e7af328"
+  resolved "https://registry.npmjs.org/es-abstract/-/es-abstract-1.24.0.tgz"
   integrity sha512-WSzPgsdLtTcQwm4CROfS5ju2Wa1QQcVeT37jFjYzdFz1r9ahadC8B8/a4qxJxM+09F18iumCdRmlr96ZYkQvEg==
   dependencies:
     array-buffer-byte-length "^1.0.2"
@@ -5090,17 +5059,17 @@ es-abstract@^1.17.5, es-abstract@^1.23.2, es-abstract@^1.23.3, es-abstract@^1.23
 
 es-define-property@^1.0.0, es-define-property@^1.0.1:
   version "1.0.1"
-  resolved "https://registry.yarnpkg.com/es-define-property/-/es-define-property-1.0.1.tgz#983eb2f9a6724e9303f61addf011c72e09e0b0fa"
+  resolved "https://registry.npmjs.org/es-define-property/-/es-define-property-1.0.1.tgz"
   integrity sha512-e3nRfgfUZ4rNGL232gUgX06QNyyez04KdjFrF+LTRoOXmrOgFKDg4BCdsjW8EnT69eqdYGmRpJwiPVYNrCaW3g==
 
 es-errors@^1.3.0:
   version "1.3.0"
-  resolved "https://registry.yarnpkg.com/es-errors/-/es-errors-1.3.0.tgz#05f75a25dab98e4fb1dcd5e1472c0546d5057c8f"
+  resolved "https://registry.npmjs.org/es-errors/-/es-errors-1.3.0.tgz"
   integrity sha512-Zf5H2Kxt2xjTvbJvP2ZWLEICxA6j+hAmMzIlypy4xcBg1vKVnx89Wy0GbS+kf5cwCVFFzdCFh2XSCFNULS6csw==
 
 es-iterator-helpers@^1.2.1:
   version "1.2.1"
-  resolved "https://registry.yarnpkg.com/es-iterator-helpers/-/es-iterator-helpers-1.2.1.tgz#d1dd0f58129054c0ad922e6a9a1e65eef435fe75"
+  resolved "https://registry.npmjs.org/es-iterator-helpers/-/es-iterator-helpers-1.2.1.tgz"
   integrity sha512-uDn+FE1yrDzyC0pCo961B2IHbdM8y/ACZsKD4dG6WqrjV53BADjwa7D+1aom2rsNVfLyDgU/eigvlJGJ08OQ4w==
   dependencies:
     call-bind "^1.0.8"
@@ -5122,19 +5091,19 @@ es-iterator-helpers@^1.2.1:
 
 es-module-lexer@^1.2.1:
   version "1.7.0"
-  resolved "https://registry.yarnpkg.com/es-module-lexer/-/es-module-lexer-1.7.0.tgz#9159601561880a85f2734560a9099b2c31e5372a"
+  resolved "https://registry.npmjs.org/es-module-lexer/-/es-module-lexer-1.7.0.tgz"
   integrity sha512-jEQoCwk8hyb2AZziIOLhDqpm5+2ww5uIE6lkO/6jcOCusfk6LhMHpXXfBLXTZ7Ydyt0j4VoUQv6uGNYbdW+kBA==
 
 es-object-atoms@^1.0.0, es-object-atoms@^1.1.1:
   version "1.1.1"
-  resolved "https://registry.yarnpkg.com/es-object-atoms/-/es-object-atoms-1.1.1.tgz#1c4f2c4837327597ce69d2ca190a7fdd172338c1"
+  resolved "https://registry.npmjs.org/es-object-atoms/-/es-object-atoms-1.1.1.tgz"
   integrity sha512-FGgH2h8zKNim9ljj7dankFPcICIK9Cp5bm+c2gQSYePhpaG5+esrLODihIorn+Pe6FGJzWhXQotPv73jTaldXA==
   dependencies:
     es-errors "^1.3.0"
 
 es-set-tostringtag@^2.0.3, es-set-tostringtag@^2.1.0:
   version "2.1.0"
-  resolved "https://registry.yarnpkg.com/es-set-tostringtag/-/es-set-tostringtag-2.1.0.tgz#f31dbbe0c183b00a6d26eb6325c810c0fd18bd4d"
+  resolved "https://registry.npmjs.org/es-set-tostringtag/-/es-set-tostringtag-2.1.0.tgz"
   integrity sha512-j6vWzfrGVfyXxge+O0x5sh6cvxAog0a/4Rdd2K36zCMV5eJ+/+tOAngRO8cODMNWbVRdVlmGZQL2YS3yR8bIUA==
   dependencies:
     es-errors "^1.3.0"
@@ -5144,14 +5113,14 @@ es-set-tostringtag@^2.0.3, es-set-tostringtag@^2.1.0:
 
 es-shim-unscopables@^1.0.2, es-shim-unscopables@^1.1.0:
   version "1.1.0"
-  resolved "https://registry.yarnpkg.com/es-shim-unscopables/-/es-shim-unscopables-1.1.0.tgz#438df35520dac5d105f3943d927549ea3b00f4b5"
+  resolved "https://registry.npmjs.org/es-shim-unscopables/-/es-shim-unscopables-1.1.0.tgz"
   integrity sha512-d9T8ucsEhh8Bi1woXCf+TIKDIROLG5WCkxg8geBCbvk22kzwC5G2OnXVMO6FUsvQlgUUXQ2itephWDLqDzbeCw==
   dependencies:
     hasown "^2.0.2"
 
 es-to-primitive@^1.3.0:
   version "1.3.0"
-  resolved "https://registry.yarnpkg.com/es-to-primitive/-/es-to-primitive-1.3.0.tgz#96c89c82cc49fd8794a24835ba3e1ff87f214e18"
+  resolved "https://registry.npmjs.org/es-to-primitive/-/es-to-primitive-1.3.0.tgz"
   integrity sha512-w+5mJ3GuFL+NjVtJlvydShqE1eN3h3PbI7/5LAsYJP/2qtuMXjfL2LpHSRqo4b4eSF5K/DH1JXKUAHSB2UW50g==
   dependencies:
     is-callable "^1.2.7"
@@ -5160,27 +5129,27 @@ es-to-primitive@^1.3.0:
 
 escalade@^3.1.1, escalade@^3.2.0:
   version "3.2.0"
-  resolved "https://registry.yarnpkg.com/escalade/-/escalade-3.2.0.tgz#011a3f69856ba189dffa7dc8fcce99d2a87903e5"
+  resolved "https://registry.npmjs.org/escalade/-/escalade-3.2.0.tgz"
   integrity sha512-WUj2qlxaQtO4g6Pq5c29GTcWGDyd8itL8zTlipgECz3JesAiiOKotd8JU6otB3PACgG6xkJUyVhboMS+bje/jA==
 
 escape-html@~1.0.3:
   version "1.0.3"
-  resolved "https://registry.yarnpkg.com/escape-html/-/escape-html-1.0.3.tgz#0258eae4d3d0c0974de1c169188ef0051d1d1988"
+  resolved "https://registry.npmjs.org/escape-html/-/escape-html-1.0.3.tgz"
   integrity sha512-NiSupZ4OeuGwr68lGIeym/ksIZMJodUGOSCZ/FSnTxcrekbvqrgdUxlJOMpijaKZVjAJrWrGs/6Jy8OMuyj9ow==
 
 escape-string-regexp@^2.0.0:
   version "2.0.0"
-  resolved "https://registry.yarnpkg.com/escape-string-regexp/-/escape-string-regexp-2.0.0.tgz#a30304e99daa32e23b2fd20f51babd07cffca344"
+  resolved "https://registry.npmjs.org/escape-string-regexp/-/escape-string-regexp-2.0.0.tgz"
   integrity sha512-UpzcLCXolUWcNu5HtVMHYdXJjArjsF9C0aNnquZYY4uW/Vu0miy5YoWvbV345HauVvcAUnpRuhMMcqTcGOY2+w==
 
 escape-string-regexp@^4.0.0:
   version "4.0.0"
-  resolved "https://registry.yarnpkg.com/escape-string-regexp/-/escape-string-regexp-4.0.0.tgz#14ba83a5d373e3d311e5afca29cf5bfad965bf34"
+  resolved "https://registry.npmjs.org/escape-string-regexp/-/escape-string-regexp-4.0.0.tgz"
   integrity sha512-TtpcNJ3XAzx3Gq8sWRzJaVajRs0uVxA2YAkdb1jm2YkPz4G6egUFAyA3n5vtEIZefPk5Wa4UXbKuS5fKkJWdgA==
 
 escodegen@^1.13.0, escodegen@^1.8.1:
   version "1.14.3"
-  resolved "https://registry.yarnpkg.com/escodegen/-/escodegen-1.14.3.tgz#4e7b81fba61581dc97582ed78cab7f0e8d63f503"
+  resolved "https://registry.npmjs.org/escodegen/-/escodegen-1.14.3.tgz"
   integrity sha512-qFcX0XJkdg+PB3xjZZG/wKSuT1PnQWx57+TVSjIMmILd2yC/6ByYElPwJnslDsuWuSAp4AwJGumarAAmJch5Kw==
   dependencies:
     esprima "^4.0.1"
@@ -5192,7 +5161,7 @@ escodegen@^1.13.0, escodegen@^1.8.1:
 
 escodegen@^2.0.0:
   version "2.1.0"
-  resolved "https://registry.yarnpkg.com/escodegen/-/escodegen-2.1.0.tgz#ba93bbb7a43986d29d6041f99f5262da773e2e17"
+  resolved "https://registry.npmjs.org/escodegen/-/escodegen-2.1.0.tgz"
   integrity sha512-2NlIDTwUWJN0mRPQOdtQBzbUHvdGY2P1VXSyU83Q3xKxM7WHX2Ql8dKq782Q9TgQUNOLEzEYu9bzLNj1q88I5w==
   dependencies:
     esprima "^4.0.1"
@@ -5203,7 +5172,7 @@ escodegen@^2.0.0:
 
 eslint-config-react-app@^7.0.1:
   version "7.0.1"
-  resolved "https://registry.yarnpkg.com/eslint-config-react-app/-/eslint-config-react-app-7.0.1.tgz#73ba3929978001c5c86274c017ea57eb5fa644b4"
+  resolved "https://registry.npmjs.org/eslint-config-react-app/-/eslint-config-react-app-7.0.1.tgz"
   integrity sha512-K6rNzvkIeHaTd8m/QEh1Zko0KI7BACWkkneSs6s9cKZC/J27X3eZR6Upt1jkmZ/4FK+XUOPPxMEN7+lbUXfSlA==
   dependencies:
     "@babel/core" "^7.16.0"
@@ -5223,7 +5192,7 @@ eslint-config-react-app@^7.0.1:
 
 eslint-import-resolver-node@^0.3.9:
   version "0.3.9"
-  resolved "https://registry.yarnpkg.com/eslint-import-resolver-node/-/eslint-import-resolver-node-0.3.9.tgz#d4eaac52b8a2e7c3cd1903eb00f7e053356118ac"
+  resolved "https://registry.npmjs.org/eslint-import-resolver-node/-/eslint-import-resolver-node-0.3.9.tgz"
   integrity sha512-WFj2isz22JahUv+B788TlO3N6zL3nNJGU8CcZbPZvVEkBPaJdCV4vy5wyghty5ROFbCRnm132v8BScu5/1BQ8g==
   dependencies:
     debug "^3.2.7"
@@ -5232,14 +5201,14 @@ eslint-import-resolver-node@^0.3.9:
 
 eslint-module-utils@^2.12.1:
   version "2.12.1"
-  resolved "https://registry.yarnpkg.com/eslint-module-utils/-/eslint-module-utils-2.12.1.tgz#f76d3220bfb83c057651359295ab5854eaad75ff"
+  resolved "https://registry.npmjs.org/eslint-module-utils/-/eslint-module-utils-2.12.1.tgz"
   integrity sha512-L8jSWTze7K2mTg0vos/RuLRS5soomksDPoJLXIslC7c8Wmut3bx7CPpJijDcBZtxQ5lrbUdM+s0OlNbz0DCDNw==
   dependencies:
     debug "^3.2.7"
 
 eslint-plugin-flowtype@^8.0.3:
   version "8.0.3"
-  resolved "https://registry.yarnpkg.com/eslint-plugin-flowtype/-/eslint-plugin-flowtype-8.0.3.tgz#e1557e37118f24734aa3122e7536a038d34a4912"
+  resolved "https://registry.npmjs.org/eslint-plugin-flowtype/-/eslint-plugin-flowtype-8.0.3.tgz"
   integrity sha512-dX8l6qUL6O+fYPtpNRideCFSpmWOUVx5QcaGLVqe/vlDiBSe4vYljDWDETwnyFzpl7By/WVIu6rcrniCgH9BqQ==
   dependencies:
     lodash "^4.17.21"
@@ -5247,7 +5216,7 @@ eslint-plugin-flowtype@^8.0.3:
 
 eslint-plugin-import@^2.25.3:
   version "2.32.0"
-  resolved "https://registry.yarnpkg.com/eslint-plugin-import/-/eslint-plugin-import-2.32.0.tgz#602b55faa6e4caeaa5e970c198b5c00a37708980"
+  resolved "https://registry.npmjs.org/eslint-plugin-import/-/eslint-plugin-import-2.32.0.tgz"
   integrity sha512-whOE1HFo/qJDyX4SnXzP4N6zOWn79WhnCUY/iDR0mPfQZO8wcYE4JClzI2oZrhBnnMUCBCHZhO6VQyoBU95mZA==
   dependencies:
     "@rtsao/scc" "^1.1.0"
@@ -5272,14 +5241,14 @@ eslint-plugin-import@^2.25.3:
 
 eslint-plugin-jest@^25.3.0:
   version "25.7.0"
-  resolved "https://registry.yarnpkg.com/eslint-plugin-jest/-/eslint-plugin-jest-25.7.0.tgz#ff4ac97520b53a96187bad9c9814e7d00de09a6a"
+  resolved "https://registry.npmjs.org/eslint-plugin-jest/-/eslint-plugin-jest-25.7.0.tgz"
   integrity sha512-PWLUEXeeF7C9QGKqvdSbzLOiLTx+bno7/HC9eefePfEb257QFHg7ye3dh80AZVkaa/RQsBB1Q/ORQvg2X7F0NQ==
   dependencies:
     "@typescript-eslint/experimental-utils" "^5.0.0"
 
 eslint-plugin-jsx-a11y@^6.5.1:
   version "6.10.2"
-  resolved "https://registry.yarnpkg.com/eslint-plugin-jsx-a11y/-/eslint-plugin-jsx-a11y-6.10.2.tgz#d2812bb23bf1ab4665f1718ea442e8372e638483"
+  resolved "https://registry.npmjs.org/eslint-plugin-jsx-a11y/-/eslint-plugin-jsx-a11y-6.10.2.tgz"
   integrity sha512-scB3nz4WmG75pV8+3eRUQOHZlNSUhFNq37xnpgRkCCELU3XMvXAxLk1eqWWyE22Ki4Q01Fnsw9BA3cJHDPgn2Q==
   dependencies:
     aria-query "^5.3.2"
@@ -5300,12 +5269,12 @@ eslint-plugin-jsx-a11y@^6.5.1:
 
 eslint-plugin-react-hooks@^4.3.0:
   version "4.6.2"
-  resolved "https://registry.yarnpkg.com/eslint-plugin-react-hooks/-/eslint-plugin-react-hooks-4.6.2.tgz#c829eb06c0e6f484b3fbb85a97e57784f328c596"
+  resolved "https://registry.npmjs.org/eslint-plugin-react-hooks/-/eslint-plugin-react-hooks-4.6.2.tgz"
   integrity sha512-QzliNJq4GinDBcD8gPB5v0wh6g8q3SUi6EFF0x8N/BL9PoVs0atuGc47ozMRyOWAKdwaZ5OnbOEa3WR+dSGKuQ==
 
 eslint-plugin-react@^7.27.1:
   version "7.37.5"
-  resolved "https://registry.yarnpkg.com/eslint-plugin-react/-/eslint-plugin-react-7.37.5.tgz#2975511472bdda1b272b34d779335c9b0e877065"
+  resolved "https://registry.npmjs.org/eslint-plugin-react/-/eslint-plugin-react-7.37.5.tgz"
   integrity sha512-Qteup0SqU15kdocexFNAJMvCJEfa2xUKNV4CC1xsVMrIIqEy3SQ/rqyxCWNzfrd3/ldy6HMlD2e0JDVpDg2qIA==
   dependencies:
     array-includes "^3.1.8"
@@ -5329,14 +5298,14 @@ eslint-plugin-react@^7.27.1:
 
 eslint-plugin-testing-library@^5.0.1:
   version "5.11.1"
-  resolved "https://registry.yarnpkg.com/eslint-plugin-testing-library/-/eslint-plugin-testing-library-5.11.1.tgz#5b46cdae96d4a78918711c0b4792f90088e62d20"
+  resolved "https://registry.npmjs.org/eslint-plugin-testing-library/-/eslint-plugin-testing-library-5.11.1.tgz"
   integrity sha512-5eX9e1Kc2PqVRed3taaLnAAqPZGEX75C+M/rXzUAI3wIg/ZxzUm1OVAwfe/O+vE+6YXOLetSe9g5GKD2ecXipw==
   dependencies:
     "@typescript-eslint/utils" "^5.58.0"
 
 eslint-scope@5.1.1, eslint-scope@^5.1.1:
   version "5.1.1"
-  resolved "https://registry.yarnpkg.com/eslint-scope/-/eslint-scope-5.1.1.tgz#e786e59a66cb92b3f6c1fb0d508aab174848f48c"
+  resolved "https://registry.npmjs.org/eslint-scope/-/eslint-scope-5.1.1.tgz"
   integrity sha512-2NxwbF/hZ0KpepYN0cNbo+FN6XoK7GaHlQhgx/hIZl6Va0bF45RQOOwhLIy8lQDbuCiadSLCBnH2CFYquit5bw==
   dependencies:
     esrecurse "^4.3.0"
@@ -5344,7 +5313,7 @@ eslint-scope@5.1.1, eslint-scope@^5.1.1:
 
 eslint-scope@^7.2.2:
   version "7.2.2"
-  resolved "https://registry.yarnpkg.com/eslint-scope/-/eslint-scope-7.2.2.tgz#deb4f92563390f32006894af62a22dba1c46423f"
+  resolved "https://registry.npmjs.org/eslint-scope/-/eslint-scope-7.2.2.tgz"
   integrity sha512-dOt21O7lTMhDM+X9mB4GX+DZrZtCUJPL/wlcTqxyrx5IvO0IYtILdtrQGQp+8n5S0gwSVmOf9NQrjMOgfQZlIg==
   dependencies:
     esrecurse "^4.3.0"
@@ -5352,17 +5321,17 @@ eslint-scope@^7.2.2:
 
 eslint-visitor-keys@^2.1.0:
   version "2.1.0"
-  resolved "https://registry.yarnpkg.com/eslint-visitor-keys/-/eslint-visitor-keys-2.1.0.tgz#f65328259305927392c938ed44eb0a5c9b2bd303"
+  resolved "https://registry.npmjs.org/eslint-visitor-keys/-/eslint-visitor-keys-2.1.0.tgz"
   integrity sha512-0rSmRBzXgDzIsD6mGdJgevzgezI534Cer5L/vyMX0kHzT/jiB43jRhd9YUlMGYLQy2zprNmoT8qasCGtY+QaKw==
 
 eslint-visitor-keys@^3.3.0, eslint-visitor-keys@^3.4.1, eslint-visitor-keys@^3.4.3:
   version "3.4.3"
-  resolved "https://registry.yarnpkg.com/eslint-visitor-keys/-/eslint-visitor-keys-3.4.3.tgz#0cd72fe8550e3c2eae156a96a4dddcd1c8ac5800"
+  resolved "https://registry.npmjs.org/eslint-visitor-keys/-/eslint-visitor-keys-3.4.3.tgz"
   integrity sha512-wpc+LXeiyiisxPlEkUzU6svyS1frIO3Mgxj1fdy7Pm8Ygzguax2N3Fa/D/ag1WqbOprdI+uY6wMUl8/a2G+iag==
 
 eslint-webpack-plugin@^3.1.1:
   version "3.2.0"
-  resolved "https://registry.yarnpkg.com/eslint-webpack-plugin/-/eslint-webpack-plugin-3.2.0.tgz#1978cdb9edc461e4b0195a20da950cf57988347c"
+  resolved "https://registry.npmjs.org/eslint-webpack-plugin/-/eslint-webpack-plugin-3.2.0.tgz"
   integrity sha512-avrKcGncpPbPSUHX6B3stNGzkKFto3eL+DKM4+VyMrVnhPc3vRczVlCq3uhuFOdRvDHTVXuzwk1ZKUrqDQHQ9w==
   dependencies:
     "@types/eslint" "^7.29.0 || ^8.4.1"
@@ -5373,7 +5342,7 @@ eslint-webpack-plugin@^3.1.1:
 
 eslint@^8.3.0:
   version "8.57.1"
-  resolved "https://registry.yarnpkg.com/eslint/-/eslint-8.57.1.tgz#7df109654aba7e3bbe5c8eae533c5e461d3c6ca9"
+  resolved "https://registry.npmjs.org/eslint/-/eslint-8.57.1.tgz"
   integrity sha512-ypowyDxpVSYpkXr9WPv2PAZCtNip1Mv5KTW0SCurXv/9iOpcrH9PaqUElksqEB6pChqHGDRCFTyrZlGhnLNGiA==
   dependencies:
     "@eslint-community/eslint-utils" "^4.2.0"
@@ -5417,7 +5386,7 @@ eslint@^8.3.0:
 
 espree@^9.0.0, espree@^9.6.0, espree@^9.6.1:
   version "9.6.1"
-  resolved "https://registry.yarnpkg.com/espree/-/espree-9.6.1.tgz#a2a17b8e434690a5432f2f8018ce71d331a48c6f"
+  resolved "https://registry.npmjs.org/espree/-/espree-9.6.1.tgz"
   integrity sha512-oruZaFkjorTpF32kDSI5/75ViwGeZginGGy2NoOSg3Q9bnwlnmDm4HLnkl0RE3n+njDXR037aY1+x58Z/zFdwQ==
   dependencies:
     acorn "^8.9.0"
@@ -5426,76 +5395,76 @@ espree@^9.0.0, espree@^9.6.0, espree@^9.6.1:
 
 esprima@1.2.2:
   version "1.2.2"
-  resolved "https://registry.yarnpkg.com/esprima/-/esprima-1.2.2.tgz#76a0fd66fcfe154fd292667dc264019750b1657b"
+  resolved "https://registry.npmjs.org/esprima/-/esprima-1.2.2.tgz"
   integrity sha512-+JpPZam9w5DuJ3Q67SqsMGtiHKENSMRVoxvArfJZK01/BfLEObtZ6orJa/MtoGNR/rfMgp5837T41PAmTwAv/A==
 
 esprima@^4.0.0, esprima@^4.0.1:
   version "4.0.1"
-  resolved "https://registry.yarnpkg.com/esprima/-/esprima-4.0.1.tgz#13b04cdb3e6c5d19df91ab6987a8695619b0aa71"
+  resolved "https://registry.npmjs.org/esprima/-/esprima-4.0.1.tgz"
   integrity sha512-eGuFFw7Upda+g4p+QHvnW0RyTX/SVeJBDM/gCtMARO0cLuT2HcEKnTPvhjV6aGeqrCB/sbNop0Kszm0jsaWU4A==
 
 esquery@^1.4.2:
   version "1.6.0"
-  resolved "https://registry.yarnpkg.com/esquery/-/esquery-1.6.0.tgz#91419234f804d852a82dceec3e16cdc22cf9dae7"
+  resolved "https://registry.npmjs.org/esquery/-/esquery-1.6.0.tgz"
   integrity sha512-ca9pw9fomFcKPvFLXhBKUK90ZvGibiGOvRJNbjljY7s7uq/5YO4BOzcYtJqExdx99rF6aAcnRxHmcUHcz6sQsg==
   dependencies:
     estraverse "^5.1.0"
 
 esrecurse@^4.3.0:
   version "4.3.0"
-  resolved "https://registry.yarnpkg.com/esrecurse/-/esrecurse-4.3.0.tgz#7ad7964d679abb28bee72cec63758b1c5d2c9921"
+  resolved "https://registry.npmjs.org/esrecurse/-/esrecurse-4.3.0.tgz"
   integrity sha512-KmfKL3b6G+RXvP8N1vr3Tq1kL/oCFgn2NYXEtqP8/L3pKapUA4G8cFVaoF3SU323CD4XypR/ffioHmkti6/Tag==
   dependencies:
     estraverse "^5.2.0"
 
 estraverse@^4.1.1, estraverse@^4.2.0:
   version "4.3.0"
-  resolved "https://registry.yarnpkg.com/estraverse/-/estraverse-4.3.0.tgz#398ad3f3c5a24948be7725e83d11a7de28cdbd1d"
+  resolved "https://registry.npmjs.org/estraverse/-/estraverse-4.3.0.tgz"
   integrity sha512-39nnKffWz8xN1BU/2c79n9nB9HDzo0niYUqx6xyqUnyoAnQyyWpOTdZEeiCch8BBu515t4wp9ZmgVfVhn9EBpw==
 
 estraverse@^5.1.0, estraverse@^5.2.0, estraverse@^5.3.0:
   version "5.3.0"
-  resolved "https://registry.yarnpkg.com/estraverse/-/estraverse-5.3.0.tgz#2eea5290702f26ab8fe5370370ff86c965d21123"
+  resolved "https://registry.npmjs.org/estraverse/-/estraverse-5.3.0.tgz"
   integrity sha512-MMdARuVEQziNTeJD8DgMqmhwR11BRQ/cBP+pLtYdSTnf3MIO8fFeiINEbX36ZdNlfU/7A9f3gUw49B3oQsvwBA==
 
 estree-walker@^0.2.1:
   version "0.2.1"
-  resolved "https://registry.yarnpkg.com/estree-walker/-/estree-walker-0.2.1.tgz#bdafe8095383d8414d5dc2ecf4c9173b6db9412e"
+  resolved "https://registry.npmjs.org/estree-walker/-/estree-walker-0.2.1.tgz"
   integrity sha512-6/I1dwNKk0N9iGOU3ydzAAurz4NPo/ttxZNCqgIVbWFvWyzWBSNonRrJ5CpjDuyBfmM7ENN7WCzUi9aT/UPXXQ==
 
 estree-walker@^1.0.1:
   version "1.0.1"
-  resolved "https://registry.yarnpkg.com/estree-walker/-/estree-walker-1.0.1.tgz#31bc5d612c96b704106b477e6dd5d8aa138cb700"
+  resolved "https://registry.npmjs.org/estree-walker/-/estree-walker-1.0.1.tgz"
   integrity sha512-1fMXF3YP4pZZVozF8j/ZLfvnR8NSIljt56UhbZ5PeeDmmGHpgpdwQt7ITlGvYaQukCvuBRMLEiKiYC+oeIg4cg==
 
 estree-walker@^2.0.1, estree-walker@^2.0.2:
   version "2.0.2"
-  resolved "https://registry.yarnpkg.com/estree-walker/-/estree-walker-2.0.2.tgz#52f010178c2a4c117a7757cfe942adb7d2da4cac"
+  resolved "https://registry.npmjs.org/estree-walker/-/estree-walker-2.0.2.tgz"
   integrity sha512-Rfkk/Mp/DL7JVje3u18FxFujQlTNR2q6QfMSMB7AvCBx91NGj/ba3kCfza0f6dVDbw7YlRf/nDrn7pQrCCyQ/w==
 
 esutils@^2.0.2:
   version "2.0.3"
-  resolved "https://registry.yarnpkg.com/esutils/-/esutils-2.0.3.tgz#74d2eb4de0b8da1293711910d50775b9b710ef64"
+  resolved "https://registry.npmjs.org/esutils/-/esutils-2.0.3.tgz"
   integrity sha512-kVscqXk4OCp68SZ0dkgEKVi6/8ij300KBWTJq32P/dYeWTSwK41WyTxalN1eRmA5Z9UU/LX9D7FWSmV9SAYx6g==
 
 etag@~1.8.1:
   version "1.8.1"
-  resolved "https://registry.yarnpkg.com/etag/-/etag-1.8.1.tgz#41ae2eeb65efa62268aebfea83ac7d79299b0887"
+  resolved "https://registry.npmjs.org/etag/-/etag-1.8.1.tgz"
   integrity sha512-aIL5Fx7mawVa300al2BnEE4iNvo1qETxLrPI/o05L7z6go7fCw1J6EQmbK4FmJ2AS7kgVF/KEZWufBfdClMcPg==
 
 eventemitter3@^4.0.0:
   version "4.0.7"
-  resolved "https://registry.yarnpkg.com/eventemitter3/-/eventemitter3-4.0.7.tgz#2de9b68f6528d5644ef5c59526a1b4a07306169f"
+  resolved "https://registry.npmjs.org/eventemitter3/-/eventemitter3-4.0.7.tgz"
   integrity sha512-8guHBZCwKnFhYdHr2ysuRWErTwhoN2X8XELRlrRwpmfeY2jjuUN4taQMsULKUVo1K4DvZl+0pgfyoysHxvmvEw==
 
 events@^3.2.0:
   version "3.3.0"
-  resolved "https://registry.yarnpkg.com/events/-/events-3.3.0.tgz#31a95ad0a924e2d2c419a813aeb2c4e878ea7400"
+  resolved "https://registry.npmjs.org/events/-/events-3.3.0.tgz"
   integrity sha512-mQw+2fkQbALzQ7V0MY0IqdnXNOeTtP4r0lN9z7AAawCXgqea7bDii20AYrIBrFd/Hx0M2Ocz6S111CaFkUcb0Q==
 
 execa@^5.0.0:
   version "5.1.1"
-  resolved "https://registry.yarnpkg.com/execa/-/execa-5.1.1.tgz#f80ad9cbf4298f7bd1d4c9555c21e93741c411dd"
+  resolved "https://registry.npmjs.org/execa/-/execa-5.1.1.tgz"
   integrity sha512-8uSpZZocAZRBAPIEINJj3Lo9HyGitllczc27Eh5YYojjMFMn8yHMDMaUHE2Jqfq05D/wucwI4JGURyXt1vchyg==
   dependencies:
     cross-spawn "^7.0.3"
@@ -5510,12 +5479,12 @@ execa@^5.0.0:
 
 exit@^0.1.2:
   version "0.1.2"
-  resolved "https://registry.yarnpkg.com/exit/-/exit-0.1.2.tgz#0632638f8d877cc82107d30a0fff1a17cba1cd0c"
+  resolved "https://registry.npmjs.org/exit/-/exit-0.1.2.tgz"
   integrity sha512-Zk/eNKV2zbjpKzrsQ+n1G6poVbErQxJ0LBOJXaKZ1EViLzH+hrLu9cdXI4zw9dBQJslwBEpbQ2P1oS7nDxs6jQ==
 
 expect@^29.7.0:
   version "29.7.0"
-  resolved "https://registry.yarnpkg.com/expect/-/expect-29.7.0.tgz#578874590dcb3214514084c08115d8aee61e11bc"
+  resolved "https://registry.npmjs.org/expect/-/expect-29.7.0.tgz"
   integrity sha512-2Zks0hf1VLFYI1kbh0I5jP3KHHyCHpkfyHBzsSXRFgl/Bg9mWYfMW8oD+PdMPlEwy5HNsR9JutYy6pMeOh61nw==
   dependencies:
     "@jest/expect-utils" "^29.7.0"
@@ -5526,7 +5495,7 @@ expect@^29.7.0:
 
 express@^4.17.3:
   version "4.21.2"
-  resolved "https://registry.yarnpkg.com/express/-/express-4.21.2.tgz#cf250e48362174ead6cea4a566abef0162c1ec32"
+  resolved "https://registry.npmjs.org/express/-/express-4.21.2.tgz"
   integrity sha512-28HqgMZAmih1Czt9ny7qr6ek2qddF4FclbMzwhCREB6OFfH+rXAnuNCwo1/wFvrtbgsQDb4kSbX9de9lFbrXnA==
   dependencies:
     accepts "~1.3.8"
@@ -5563,17 +5532,17 @@ express@^4.17.3:
 
 extend@^3.0.0:
   version "3.0.2"
-  resolved "https://registry.yarnpkg.com/extend/-/extend-3.0.2.tgz#f8b1136b4071fbd8eb140aff858b1019ec2915fa"
+  resolved "https://registry.npmjs.org/extend/-/extend-3.0.2.tgz"
   integrity sha512-fjquC59cD7CyW6urNXK0FBufkZcoiGG80wTuPujX590cB5Ttln20E2UB4S/WARVqhXffZl2LNgS+gQdPIIim/g==
 
 fast-deep-equal@^3.1.1, fast-deep-equal@^3.1.3:
   version "3.1.3"
-  resolved "https://registry.yarnpkg.com/fast-deep-equal/-/fast-deep-equal-3.1.3.tgz#3a7d56b559d6cbc3eb512325244e619a65c6c525"
+  resolved "https://registry.npmjs.org/fast-deep-equal/-/fast-deep-equal-3.1.3.tgz"
   integrity sha512-f3qQ9oQy9j2AhBe/H9VC91wLmKBCCU/gDOnKNAYG5hswO7BLKj09Hc5HYNz9cGI++xlpDCIgDaitVs03ATR84Q==
 
 fast-glob@^3.0.3, fast-glob@^3.2.9:
   version "3.3.3"
-  resolved "https://registry.yarnpkg.com/fast-glob/-/fast-glob-3.3.3.tgz#d06d585ce8dba90a16b0505c543c3ccfb3aeb818"
+  resolved "https://registry.npmjs.org/fast-glob/-/fast-glob-3.3.3.tgz"
   integrity sha512-7MptL8U0cqcFdzIzwOTHoilX9x5BrNqye7Z/LuC7kCMRio1EMSyqRK3BEAUD7sXRq4iT4AzTVuZdhgQ2TCvYLg==
   dependencies:
     "@nodelib/fs.stat" "^2.0.2"
@@ -5584,57 +5553,57 @@ fast-glob@^3.0.3, fast-glob@^3.2.9:
 
 fast-json-stable-stringify@^2.0.0, fast-json-stable-stringify@^2.1.0:
   version "2.1.0"
-  resolved "https://registry.yarnpkg.com/fast-json-stable-stringify/-/fast-json-stable-stringify-2.1.0.tgz#874bf69c6f404c2b5d99c481341399fd55892633"
+  resolved "https://registry.npmjs.org/fast-json-stable-stringify/-/fast-json-stable-stringify-2.1.0.tgz"
   integrity sha512-lhd/wF+Lk98HZoTCtlVraHtfh5XYijIjalXck7saUtuanSDyLMxnHhSXEDJqHxD7msR8D0uCmqlkwjCV8xvwHw==
 
 fast-levenshtein@^2.0.6, fast-levenshtein@~2.0.6:
   version "2.0.6"
-  resolved "https://registry.yarnpkg.com/fast-levenshtein/-/fast-levenshtein-2.0.6.tgz#3d8a5c66883a16a30ca8643e851f19baa7797917"
+  resolved "https://registry.npmjs.org/fast-levenshtein/-/fast-levenshtein-2.0.6.tgz"
   integrity sha512-DCXu6Ifhqcks7TZKY3Hxp3y6qphY5SJZmrWMDrKcERSOXWQdMhU9Ig/PYrzyw/ul9jOIyh0N4M0tbC5hodg8dw==
 
 fast-uri@^3.0.1:
   version "3.1.0"
-  resolved "https://registry.yarnpkg.com/fast-uri/-/fast-uri-3.1.0.tgz#66eecff6c764c0df9b762e62ca7edcfb53b4edfa"
+  resolved "https://registry.npmjs.org/fast-uri/-/fast-uri-3.1.0.tgz"
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 fastq@^1.6.0:
   version "1.19.1"
-  resolved "https://registry.yarnpkg.com/fastq/-/fastq-1.19.1.tgz#d50eaba803c8846a883c16492821ebcd2cda55f5"
+  resolved "https://registry.npmjs.org/fastq/-/fastq-1.19.1.tgz"
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   dependencies:
     reusify "^1.0.4"
 
 fault@^1.0.0:
   version "1.0.4"
-  resolved "https://registry.yarnpkg.com/fault/-/fault-1.0.4.tgz#eafcfc0a6d214fc94601e170df29954a4f842f13"
+  resolved "https://registry.npmjs.org/fault/-/fault-1.0.4.tgz"
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   dependencies:
     format "^0.2.0"
 
 faye-websocket@^0.11.3:
   version "0.11.4"
-  resolved "https://registry.yarnpkg.com/faye-websocket/-/faye-websocket-0.11.4.tgz#7f0d9275cfdd86a1c963dc8b65fcc451edcbb1da"
+  resolved "https://registry.npmjs.org/faye-websocket/-/faye-websocket-0.11.4.tgz"
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   dependencies:
     websocket-driver ">=0.5.1"
 
 fb-watchman@^2.0.0:
   version "2.0.2"
-  resolved "https://registry.yarnpkg.com/fb-watchman/-/fb-watchman-2.0.2.tgz#e9524ee6b5c77e9e5001af0f85f3adbb8623255c"
+  resolved "https://registry.npmjs.org/fb-watchman/-/fb-watchman-2.0.2.tgz"
   integrity sha512-p5161BqbuCaSnB8jIbzQHOlpgsPmK5rJVDfDKO91Axs5NC1uu3HRQm6wt9cd9/+GtQQIO53JdGXXoyDpTAsgYA==
   dependencies:
     bser "2.1.1"
 
 file-entry-cache@^6.0.1:
   version "6.0.1"
-  resolved "https://registry.yarnpkg.com/file-entry-cache/-/file-entry-cache-6.0.1.tgz#211b2dd9659cb0394b073e7323ac3c933d522027"
+  resolved "https://registry.npmjs.org/file-entry-cache/-/file-entry-cache-6.0.1.tgz"
   integrity sha512-7Gps/XWymbLk2QLYK4NzpMOrYjMhdIxXuIvy2QBsLE6ljuodKvdkWs/cpyJJ3CVIVpH0Oi1Hvg1ovbMzLdFBBg==
   dependencies:
     flat-cache "^3.0.4"
 
 file-loader@^6.2.0:
   version "6.2.0"
-  resolved "https://registry.yarnpkg.com/file-loader/-/file-loader-6.2.0.tgz#baef7cf8e1840df325e4390b4484879480eebe4d"
+  resolved "https://registry.npmjs.org/file-loader/-/file-loader-6.2.0.tgz"
   integrity sha512-qo3glqyTa61Ytg4u73GultjHGjdRyig3tG6lPtyX/jOEJvHif9uB0/OCI2Kif6ctF3caQTW2G5gym21oAsI4pw==
   dependencies:
     loader-utils "^2.0.0"
@@ -5642,38 +5611,38 @@ file-loader@^6.2.0:
 
 file-selector@^0.4.0:
   version "0.4.0"
-  resolved "https://registry.yarnpkg.com/file-selector/-/file-selector-0.4.0.tgz#59ec4f27aa5baf0841e9c6385c8386bef4d18b17"
+  resolved "https://registry.npmjs.org/file-selector/-/file-selector-0.4.0.tgz"
   integrity sha512-iACCiXeMYOvZqlF1kTiYINzgepRBymz1wwjiuup9u9nayhb6g4fSwiyJ/6adli+EPwrWtpgQAh2PoS7HukEGEg==
   dependencies:
     tslib "^2.0.3"
 
 filelist@^1.0.4:
   version "1.0.4"
-  resolved "https://registry.yarnpkg.com/filelist/-/filelist-1.0.4.tgz#f78978a1e944775ff9e62e744424f215e58352b5"
+  resolved "https://registry.npmjs.org/filelist/-/filelist-1.0.4.tgz"
   integrity sha512-w1cEuf3S+DrLCQL7ET6kz+gmlJdbq9J7yXCSjK/OZCPA+qEN1WyF4ZAf0YYJa4/shHJra2t/d/r8SV4Ji+x+8Q==
   dependencies:
     minimatch "^5.0.1"
 
 filesize@^8.0.6:
   version "8.0.7"
-  resolved "https://registry.yarnpkg.com/filesize/-/filesize-8.0.7.tgz#695e70d80f4e47012c132d57a059e80c6b580bd8"
+  resolved "https://registry.npmjs.org/filesize/-/filesize-8.0.7.tgz"
   integrity sha512-pjmC+bkIF8XI7fWaH8KxHcZL3DPybs1roSKP4rKDvy20tAWwIObE4+JIseG2byfGKhud5ZnM4YSGKBz7Sh0ndQ==
 
 fill-range@^7.1.1:
   version "7.1.1"
-  resolved "https://registry.yarnpkg.com/fill-range/-/fill-range-7.1.1.tgz#44265d3cac07e3ea7dc247516380643754a05292"
+  resolved "https://registry.npmjs.org/fill-range/-/fill-range-7.1.1.tgz"
   integrity sha512-YsGpe3WHLK8ZYi4tWDg2Jy3ebRz2rXowDxnld4bkQB00cc/1Zw9AWnC0i9ztDJitivtQvaI9KaLyKrc+hBW0yg==
   dependencies:
     to-regex-range "^5.0.1"
 
 filter-obj@^1.1.0:
   version "1.1.0"
-  resolved "https://registry.yarnpkg.com/filter-obj/-/filter-obj-1.1.0.tgz#9b311112bc6c6127a16e016c6c5d7f19e0805c5b"
+  resolved "https://registry.npmjs.org/filter-obj/-/filter-obj-1.1.0.tgz"
   integrity sha512-8rXg1ZnX7xzy2NGDVkBVaAy+lSlPNwad13BtgSlLuxfIslyt5Vg64U7tFcCt4WS1R0hvtnQybT/IyCkGZ3DpXQ==
 
 finalhandler@1.3.1:
   version "1.3.1"
-  resolved "https://registry.yarnpkg.com/finalhandler/-/finalhandler-1.3.1.tgz#0c575f1d1d324ddd1da35ad7ece3df7d19088019"
+  resolved "https://registry.npmjs.org/finalhandler/-/finalhandler-1.3.1.tgz"
   integrity sha512-6BN9trH7bp3qvnrRyzsBz+g3lZxTNZTbVO2EV1CS0WIcDbawYVdYvGflME/9QP0h0pYlCDBCTjYa9nZzMDpyxQ==
   dependencies:
     debug "2.6.9"
@@ -5686,7 +5655,7 @@ finalhandler@1.3.1:
 
 find-cache-dir@^3.3.1:
   version "3.3.2"
-  resolved "https://registry.yarnpkg.com/find-cache-dir/-/find-cache-dir-3.3.2.tgz#b30c5b6eff0730731aea9bbd9dbecbd80256d64b"
+  resolved "https://registry.npmjs.org/find-cache-dir/-/find-cache-dir-3.3.2.tgz"
   integrity sha512-wXZV5emFEjrridIgED11OoUKLxiYjAcqot/NJdAkOhlJ+vGzwhOAfcG5OX1jP+S0PcjEn8bdMJv+g2jwQ3Onig==
   dependencies:
     commondir "^1.0.1"
@@ -5695,19 +5664,19 @@ find-cache-dir@^3.3.1:
 
 find-root@^1.1.0:
   version "1.1.0"
-  resolved "https://registry.yarnpkg.com/find-root/-/find-root-1.1.0.tgz#abcfc8ba76f708c42a97b3d685b7e9450bfb9ce4"
+  resolved "https://registry.npmjs.org/find-root/-/find-root-1.1.0.tgz"
   integrity sha512-NKfW6bec6GfKc0SGx1e07QZY9PE99u0Bft/0rzSD5k3sO/vwkVUpDUKVm5Gpp5Ue3YfShPFTX2070tDs5kB9Ng==
 
 find-up@^3.0.0:
   version "3.0.0"
-  resolved "https://registry.yarnpkg.com/find-up/-/find-up-3.0.0.tgz#49169f1d7993430646da61ecc5ae355c21c97b73"
+  resolved "https://registry.npmjs.org/find-up/-/find-up-3.0.0.tgz"
   integrity sha512-1yD6RmLI1XBfxugvORwlck6f75tYL+iR0jqwsOrOxMZyGYqUuDhJ0l4AXdO1iX/FTs9cBAMEk1gWSEx1kSbylg==
   dependencies:
     locate-path "^3.0.0"
 
 find-up@^4.0.0, find-up@^4.1.0:
   version "4.1.0"
-  resolved "https://registry.yarnpkg.com/find-up/-/find-up-4.1.0.tgz#97afe7d6cdc0bc5928584b7c8d7b16e8a9aa5d19"
+  resolved "https://registry.npmjs.org/find-up/-/find-up-4.1.0.tgz"
   integrity sha512-PpOwAdQ/YlXQ2vj8a3h8IipDuYRi3wceVQQGYWxNINccq40Anw7BlsEXCMbt1Zt+OLA6Fq9suIpIWD0OsnISlw==
   dependencies:
     locate-path "^5.0.0"
@@ -5715,7 +5684,7 @@ find-up@^4.0.0, find-up@^4.1.0:
 
 find-up@^5.0.0:
   version "5.0.0"
-  resolved "https://registry.yarnpkg.com/find-up/-/find-up-5.0.0.tgz#4c92819ecb7083561e4f4a240a86be5198f536fc"
+  resolved "https://registry.npmjs.org/find-up/-/find-up-5.0.0.tgz"
   integrity sha512-78/PXT1wlLLDgTzDs7sjq9hzz0vXD+zn+7wypEe4fXQxCmdmqfGsEPQxmiCSQI3ajFV91bVSsvNtrJRiW6nGng==
   dependencies:
     locate-path "^6.0.0"
@@ -5723,7 +5692,7 @@ find-up@^5.0.0:
 
 flat-cache@^3.0.4:
   version "3.2.0"
-  resolved "https://registry.yarnpkg.com/flat-cache/-/flat-cache-3.2.0.tgz#2c0c2d5040c99b1632771a9d105725c0115363ee"
+  resolved "https://registry.npmjs.org/flat-cache/-/flat-cache-3.2.0.tgz"
   integrity sha512-CYcENa+FtcUKLmhhqyctpclsq7QF38pKjZHsGNiSQF5r4FtoKDWabFDl3hzaEQMvT1LHEysw5twgLvpYYb4vbw==
   dependencies:
     flatted "^3.2.9"
@@ -5732,31 +5701,31 @@ flat-cache@^3.0.4:
 
 flatted@^3.2.9:
   version "3.3.3"
-  resolved "https://registry.yarnpkg.com/flatted/-/flatted-3.3.3.tgz#67c8fad95454a7c7abebf74bb78ee74a44023358"
+  resolved "https://registry.npmjs.org/flatted/-/flatted-3.3.3.tgz"
   integrity sha512-GX+ysw4PBCz0PzosHDepZGANEuFCMLrnRTiEy9McGjmkCQYwRq4A/X786G/fjM/+OjsWSU1ZrY5qyARZmO/uwg==
 
 focus-lock@^1.3.6:
   version "1.3.6"
-  resolved "https://registry.yarnpkg.com/focus-lock/-/focus-lock-1.3.6.tgz#955eec1e10591d56f679258edb94aedb11d691cd"
+  resolved "https://registry.npmjs.org/focus-lock/-/focus-lock-1.3.6.tgz"
   integrity sha512-Ik/6OCk9RQQ0T5Xw+hKNLWrjSMtv51dD4GRmJjbD5a58TIEpI5a5iXagKVl3Z5UuyslMCA8Xwnu76jQob62Yhg==
   dependencies:
     tslib "^2.0.3"
 
 follow-redirects@^1.0.0:
   version "1.15.11"
-  resolved "https://registry.yarnpkg.com/follow-redirects/-/follow-redirects-1.15.11.tgz#777d73d72a92f8ec4d2e410eb47352a56b8e8340"
+  resolved "https://registry.npmjs.org/follow-redirects/-/follow-redirects-1.15.11.tgz"
   integrity sha512-deG2P0JfjrTxl50XGCDyfI97ZGVCxIpfKYmfyrQ54n5FO/0gfIES8C/Psl6kWVDolizcaaxZJnTS0QSMxvnsBQ==
 
 for-each@^0.3.3, for-each@^0.3.5:
   version "0.3.5"
-  resolved "https://registry.yarnpkg.com/for-each/-/for-each-0.3.5.tgz#d650688027826920feeb0af747ee7b9421a41d47"
+  resolved "https://registry.npmjs.org/for-each/-/for-each-0.3.5.tgz"
   integrity sha512-dKx12eRCVIzqCxFGplyFKJMPvLEWgmNtUrpTiJIR5u97zEhRG8ySrtboPHZXx7daLxQVrl643cTzbab2tkQjxg==
   dependencies:
     is-callable "^1.2.7"
 
 fork-ts-checker-webpack-plugin@^6.5.0:
   version "6.5.3"
-  resolved "https://registry.yarnpkg.com/fork-ts-checker-webpack-plugin/-/fork-ts-checker-webpack-plugin-6.5.3.tgz#eda2eff6e22476a2688d10661688c47f611b37f3"
+  resolved "https://registry.npmjs.org/fork-ts-checker-webpack-plugin/-/fork-ts-checker-webpack-plugin-6.5.3.tgz"
   integrity sha512-SbH/l9ikmMWycd5puHJKTkZJKddF4iRLyW3DeZ08HTI7NGyLS38MXd/KGgeWumQO7YNQbW2u/NtPT2YowbPaGQ==
   dependencies:
     "@babel/code-frame" "^7.8.3"
@@ -5775,7 +5744,7 @@ fork-ts-checker-webpack-plugin@^6.5.0:
 
 form-data@^4.0.0:
   version "4.0.5"
-  resolved "https://registry.yarnpkg.com/form-data/-/form-data-4.0.5.tgz#b49e48858045ff4cbf6b03e1805cebcad3679053"
+  resolved "https://registry.npmjs.org/form-data/-/form-data-4.0.5.tgz"
   integrity sha512-8RipRLol37bNs2bhoV67fiTEvdTrbMUYcFTiy3+wuuOnUog2QBHCZWXDRijWQfAkhBj2Uf5UnVaiWwA5vdd82w==
   dependencies:
     asynckit "^0.4.0"
@@ -5786,27 +5755,27 @@ form-data@^4.0.0:
 
 format@^0.2.0:
   version "0.2.2"
-  resolved "https://registry.yarnpkg.com/format/-/format-0.2.2.tgz#d6170107e9efdc4ed30c9dc39016df942b5cb58b"
+  resolved "https://registry.npmjs.org/format/-/format-0.2.2.tgz"
   integrity sha512-wzsgA6WOq+09wrU1tsJ09udeR/YZRaeArL9e1wPbFg3GG2yDnC2ldKpxs4xunpFF9DgqCqOIra3bc1HWrJ37Ww==
 
 forwarded@0.2.0:
   version "0.2.0"
-  resolved "https://registry.yarnpkg.com/forwarded/-/forwarded-0.2.0.tgz#2269936428aad4c15c7ebe9779a84bf0b2a81811"
+  resolved "https://registry.npmjs.org/forwarded/-/forwarded-0.2.0.tgz"
   integrity sha512-buRG0fpBtRHSTCOASe6hD258tEubFoRLb4ZNA6NxMVHNw2gOcwHo9wyablzMzOA5z9xA9L1KNjk/Nt6MT9aYow==
 
 fraction.js@^5.3.4:
   version "5.3.4"
-  resolved "https://registry.yarnpkg.com/fraction.js/-/fraction.js-5.3.4.tgz#8c0fcc6a9908262df4ed197427bdeef563e0699a"
+  resolved "https://registry.npmjs.org/fraction.js/-/fraction.js-5.3.4.tgz"
   integrity sha512-1X1NTtiJphryn/uLQz3whtY6jK3fTqoE3ohKs0tT+Ujr1W59oopxmoEh7Lu5p6vBaPbgoM0bzveAW4Qi5RyWDQ==
 
 fresh@0.5.2:
   version "0.5.2"
-  resolved "https://registry.yarnpkg.com/fresh/-/fresh-0.5.2.tgz#3d8cadd90d976569fa835ab1f8e4b23a105605a7"
+  resolved "https://registry.npmjs.org/fresh/-/fresh-0.5.2.tgz"
   integrity sha512-zJ2mQYM18rEFOudeV4GShTGIQ7RbzA7ozbU9I/XBpm7kqgMywgmylMwXHxZJmkVoYkna9d2pVXVXPdYTP9ej8Q==
 
 fs-extra@^10.0.0:
   version "10.1.0"
-  resolved "https://registry.yarnpkg.com/fs-extra/-/fs-extra-10.1.0.tgz#02873cfbc4084dde127eaa5f9905eef2325d1abf"
+  resolved "https://registry.npmjs.org/fs-extra/-/fs-extra-10.1.0.tgz"
   integrity sha512-oRXApq54ETRj4eMiFzGnHWGy+zo5raudjuxN0b8H7s/RU2oW0Wvsx9O0ACRN/kRq9E8Vu/ReskGB5o3ji+FzHQ==
   dependencies:
     graceful-fs "^4.2.0"
@@ -5815,7 +5784,7 @@ fs-extra@^10.0.0:
 
 fs-extra@^8.1.0:
   version "8.1.0"
-  resolved "https://registry.yarnpkg.com/fs-extra/-/fs-extra-8.1.0.tgz#49d43c45a88cd9677668cb7be1b46efdb8d2e1c0"
+  resolved "https://registry.npmjs.org/fs-extra/-/fs-extra-8.1.0.tgz"
   integrity sha512-yhlQgA6mnOJUKOsRUFsgJdQCvkKhcz8tlZG5HBQfReYZy46OwLcY+Zia0mtdHsOo9y/hP+CxMN0TU9QxoOtG4g==
   dependencies:
     graceful-fs "^4.2.0"
@@ -5824,7 +5793,7 @@ fs-extra@^8.1.0:
 
 fs-extra@^9.0.0, fs-extra@^9.0.1:
   version "9.1.0"
-  resolved "https://registry.yarnpkg.com/fs-extra/-/fs-extra-9.1.0.tgz#5954460c764a8da2094ba3554bf839e6b9a7c86d"
+  resolved "https://registry.npmjs.org/fs-extra/-/fs-extra-9.1.0.tgz"
   integrity sha512-hcg3ZmepS30/7BSFqRvoo3DOMQu7IjqxO5nCDt+zM9XWjb33Wg7ziNT+Qvqbuc3+gWpzO02JubVyk2G4Zvo1OQ==
   dependencies:
     at-least-node "^1.0.0"
@@ -5834,27 +5803,27 @@ fs-extra@^9.0.0, fs-extra@^9.0.1:
 
 fs-monkey@^1.0.4:
   version "1.1.0"
-  resolved "https://registry.yarnpkg.com/fs-monkey/-/fs-monkey-1.1.0.tgz#632aa15a20e71828ed56b24303363fb1414e5997"
+  resolved "https://registry.npmjs.org/fs-monkey/-/fs-monkey-1.1.0.tgz"
   integrity sha512-QMUezzXWII9EV5aTFXW1UBVUO77wYPpjqIF8/AviUCThNeSYZykpoTixUeaNNBwmCev0AMDWMAni+f8Hxb1IFw==
 
 fs.realpath@^1.0.0:
   version "1.0.0"
-  resolved "https://registry.yarnpkg.com/fs.realpath/-/fs.realpath-1.0.0.tgz#1504ad2523158caa40db4a2787cb01411994ea4f"
+  resolved "https://registry.npmjs.org/fs.realpath/-/fs.realpath-1.0.0.tgz"
   integrity sha512-OO0pH2lK6a0hZnAdau5ItzHPI6pUlvI7jMVnxUQRtw4owF2wk8lOSabtGDCTP4Ggrg2MbGnWO9X8K1t4+fGMDw==
 
 fsevents@^2.3.2, fsevents@~2.3.2:
   version "2.3.3"
-  resolved "https://registry.yarnpkg.com/fsevents/-/fsevents-2.3.3.tgz#cac6407785d03675a2a5e1a5305c697b347d90d6"
+  resolved "https://registry.npmjs.org/fsevents/-/fsevents-2.3.3.tgz"
   integrity sha512-5xoDfX+fL7faATnagmWPpbFtwh/R77WmMMqqHGS65C3vvB0YHrgF+B1YmZ3441tMj5n63k0212XNoJwzlhffQw==
 
 function-bind@^1.1.2:
   version "1.1.2"
-  resolved "https://registry.yarnpkg.com/function-bind/-/function-bind-1.1.2.tgz#2c02d864d97f3ea6c8830c464cbd11ab6eab7a1c"
+  resolved "https://registry.npmjs.org/function-bind/-/function-bind-1.1.2.tgz"
   integrity sha512-7XHNxH7qX9xG5mIwxkhumTox/MIRNcOgDrxWsMt2pAr23WHp6MrRlN7FBSFpCpr+oVO0F744iUgR82nJMfG2SA==
 
 function.prototype.name@^1.1.6, function.prototype.name@^1.1.8:
   version "1.1.8"
-  resolved "https://registry.yarnpkg.com/function.prototype.name/-/function.prototype.name-1.1.8.tgz#e68e1df7b259a5c949eeef95cdbde53edffabb78"
+  resolved "https://registry.npmjs.org/function.prototype.name/-/function.prototype.name-1.1.8.tgz"
   integrity sha512-e5iwyodOHhbMr/yNrc7fDYG4qlbIvI5gajyzPnb5TCwyhjApznQh1BMFou9b30SevY43gCJKXycoCBjMbsuW0Q==
   dependencies:
     call-bind "^1.0.8"
@@ -5866,27 +5835,27 @@ function.prototype.name@^1.1.6, function.prototype.name@^1.1.8:
 
 functions-have-names@^1.2.3:
   version "1.2.3"
-  resolved "https://registry.yarnpkg.com/functions-have-names/-/functions-have-names-1.2.3.tgz#0404fe4ee2ba2f607f0e0ec3c80bae994133b834"
+  resolved "https://registry.npmjs.org/functions-have-names/-/functions-have-names-1.2.3.tgz"
   integrity sha512-xckBUXyTIqT97tq2x2AMb+g163b5JFysYk0x4qxNFwbfQkmNZoiRHb6sPzI9/QV33WeuvVYBUIiD4NzNIyqaRQ==
 
 generator-function@^2.0.0:
   version "2.0.1"
-  resolved "https://registry.yarnpkg.com/generator-function/-/generator-function-2.0.1.tgz#0e75dd410d1243687a0ba2e951b94eedb8f737a2"
+  resolved "https://registry.npmjs.org/generator-function/-/generator-function-2.0.1.tgz"
   integrity sha512-SFdFmIJi+ybC0vjlHN0ZGVGHc3lgE0DxPAT0djjVg+kjOnSqclqmj0KQ7ykTOLP6YxoqOvuAODGdcHJn+43q3g==
 
 gensync@^1.0.0-beta.2:
   version "1.0.0-beta.2"
-  resolved "https://registry.yarnpkg.com/gensync/-/gensync-1.0.0-beta.2.tgz#32a6ee76c3d7f52d46b2b1ae5d93fea8580a25e0"
+  resolved "https://registry.npmjs.org/gensync/-/gensync-1.0.0-beta.2.tgz"
   integrity sha512-3hN7NaskYvMDLQY55gnW3NQ+mesEAepTqlg+VEbj7zzqEMBVNhzcGYYeqFo/TlYz6eQiFcp1HcsCZO+nGgS8zg==
 
 get-caller-file@^2.0.5:
   version "2.0.5"
-  resolved "https://registry.yarnpkg.com/get-caller-file/-/get-caller-file-2.0.5.tgz#4f94412a82db32f36e3b0b9741f8a97feb031f7e"
+  resolved "https://registry.npmjs.org/get-caller-file/-/get-caller-file-2.0.5.tgz"
   integrity sha512-DyFP3BM/3YHTQOCUL/w0OZHR0lpKeGrxotcHWcqNEdnltqFwXVfhEBQ94eIo34AfQpo0rGki4cyIiftY06h2Fg==
 
 get-intrinsic@^1.2.4, get-intrinsic@^1.2.5, get-intrinsic@^1.2.6, get-intrinsic@^1.2.7, get-intrinsic@^1.3.0:
   version "1.3.0"
-  resolved "https://registry.yarnpkg.com/get-intrinsic/-/get-intrinsic-1.3.0.tgz#743f0e3b6964a93a5491ed1bffaae054d7f98d01"
+  resolved "https://registry.npmjs.org/get-intrinsic/-/get-intrinsic-1.3.0.tgz"
   integrity sha512-9fSjSaos/fRIVIp+xSJlE6lfwhES7LNtKaCBIamHsjr2na1BiABJPo0mOjjz8GJDURarmCPGqaiVg5mfjb98CQ==
   dependencies:
     call-bind-apply-helpers "^1.0.2"
@@ -5902,22 +5871,22 @@ get-intrinsic@^1.2.4, get-intrinsic@^1.2.5, get-intrinsic@^1.2.6, get-intrinsic@
 
 get-nonce@^1.0.0:
   version "1.0.1"
-  resolved "https://registry.yarnpkg.com/get-nonce/-/get-nonce-1.0.1.tgz#fdf3f0278073820d2ce9426c18f07481b1e0cdf3"
+  resolved "https://registry.npmjs.org/get-nonce/-/get-nonce-1.0.1.tgz"
   integrity sha512-FJhYRoDaiatfEkUK8HKlicmu/3SGFD51q3itKDGoSTysQJBnfOcxU5GxnhE1E6soB76MbT0MBtnKJuXyAx+96Q==
 
 get-own-enumerable-property-symbols@^3.0.0:
   version "3.0.2"
-  resolved "https://registry.yarnpkg.com/get-own-enumerable-property-symbols/-/get-own-enumerable-property-symbols-3.0.2.tgz#b5fde77f22cbe35f390b4e089922c50bce6ef664"
+  resolved "https://registry.npmjs.org/get-own-enumerable-property-symbols/-/get-own-enumerable-property-symbols-3.0.2.tgz"
   integrity sha512-I0UBV/XOz1XkIJHEUDMZAbzCThU/H8DxmSfmdGcKPnVhu2VfFqr34jr9777IyaTYvxjedWhqVIilEDsCdP5G6g==
 
 get-package-type@^0.1.0:
   version "0.1.0"
-  resolved "https://registry.yarnpkg.com/get-package-type/-/get-package-type-0.1.0.tgz#8de2d803cff44df3bc6c456e6668b36c3926e11a"
+  resolved "https://registry.npmjs.org/get-package-type/-/get-package-type-0.1.0.tgz"
   integrity sha512-pjzuKtY64GYfWizNAJ0fr9VqttZkNiK2iS430LtIHzjBEr6bX8Am2zm4sW4Ro5wjWW5cAlRL1qAMTcXbjNAO2Q==
 
 get-proto@^1.0.0, get-proto@^1.0.1:
   version "1.0.1"
-  resolved "https://registry.yarnpkg.com/get-proto/-/get-proto-1.0.1.tgz#150b3f2743869ef3e851ec0c49d15b1d14d00ee1"
+  resolved "https://registry.npmjs.org/get-proto/-/get-proto-1.0.1.tgz"
   integrity sha512-sTSfBjoXBp89JvIKIefqw7U2CCebsc74kiY6awiGogKtoSGbgjYE/G/+l9sF3MWFPNc9IcoOC4ODfKHfxFmp0g==
   dependencies:
     dunder-proto "^1.0.1"
@@ -5925,12 +5894,12 @@ get-proto@^1.0.0, get-proto@^1.0.1:
 
 get-stream@^6.0.0:
   version "6.0.1"
-  resolved "https://registry.yarnpkg.com/get-stream/-/get-stream-6.0.1.tgz#a262d8eef67aced57c2852ad6167526a43cbf7b7"
+  resolved "https://registry.npmjs.org/get-stream/-/get-stream-6.0.1.tgz"
   integrity sha512-ts6Wi+2j3jQjqi70w5AlN8DFnkSwC+MqmxEzdEALB2qXZYV3X/b1CTfgPLGJNMeAWxdPfU8FO1ms3NUfaHCPYg==
 
 get-symbol-description@^1.1.0:
   version "1.1.0"
-  resolved "https://registry.yarnpkg.com/get-symbol-description/-/get-symbol-description-1.1.0.tgz#7bdd54e0befe8ffc9f3b4e203220d9f1e881b6ee"
+  resolved "https://registry.npmjs.org/get-symbol-description/-/get-symbol-description-1.1.0.tgz"
   integrity sha512-w9UMqWwJxHNOvoNzSJ2oPF5wvYcvP7jUvYzhp67yEhTi17ZDBBC1z9pTdGuzjD+EFIqLSYRweZjqfiPzQ06Ebg==
   dependencies:
     call-bound "^1.0.3"
@@ -5939,26 +5908,26 @@ get-symbol-description@^1.1.0:
 
 glob-parent@^5.1.2, glob-parent@~5.1.2:
   version "5.1.2"
-  resolved "https://registry.yarnpkg.com/glob-parent/-/glob-parent-5.1.2.tgz#869832c58034fe68a4093c17dc15e8340d8401c4"
+  resolved "https://registry.npmjs.org/glob-parent/-/glob-parent-5.1.2.tgz"
   integrity sha512-AOIgSQCepiJYwP3ARnGx+5VnTu2HBYdzbGP45eLw1vr3zB3vZLeyed1sC9hnbcOc9/SrMyM5RPQrkGz4aS9Zow==
   dependencies:
     is-glob "^4.0.1"
 
 glob-parent@^6.0.2:
   version "6.0.2"
-  resolved "https://registry.yarnpkg.com/glob-parent/-/glob-parent-6.0.2.tgz#6d237d99083950c79290f24c7642a3de9a28f9e3"
+  resolved "https://registry.npmjs.org/glob-parent/-/glob-parent-6.0.2.tgz"
   integrity sha512-XxwI8EOhVQgWp6iDL+3b0r86f4d6AX6zSU55HfB4ydCEuXLXc5FcYeOu+nnGftS4TEju/11rt4KJPTMgbfmv4A==
   dependencies:
     is-glob "^4.0.3"
 
 glob-to-regexp@^0.4.1:
   version "0.4.1"
-  resolved "https://registry.yarnpkg.com/glob-to-regexp/-/glob-to-regexp-0.4.1.tgz#c75297087c851b9a578bd217dd59a92f59fe546e"
+  resolved "https://registry.npmjs.org/glob-to-regexp/-/glob-to-regexp-0.4.1.tgz"
   integrity sha512-lkX1HJXwyMcprw/5YUZc2s7DrpAiHB21/V+E1rHUrVNokkvB6bqMzT0VfV6/86ZNabt1k14YOIaT7nDvOX3Iiw==
 
 glob@^7.1.3, glob@^7.1.4, glob@^7.1.6:
   version "7.2.3"
-  resolved "https://registry.yarnpkg.com/glob/-/glob-7.2.3.tgz#b8df0fb802bbfa8e89bd1d938b4e16578ed44f2b"
+  resolved "https://registry.npmjs.org/glob/-/glob-7.2.3.tgz"
   integrity sha512-nFR0zLpU2YCaRxwoCJvL6UvCH2JFyFVIvwTLsIf21AuHlMskA1hhTdk+LlYJtOlYt9v6dvszD2BGRqBL+iQK9Q==
   dependencies:
     fs.realpath "^1.0.0"
@@ -5970,7 +5939,7 @@ glob@^7.1.3, glob@^7.1.4, glob@^7.1.6:
 
 glob@^8.0.0:
   version "8.1.0"
-  resolved "https://registry.yarnpkg.com/glob/-/glob-8.1.0.tgz#d388f656593ef708ee3e34640fdfb99a9fd1c33e"
+  resolved "https://registry.npmjs.org/glob/-/glob-8.1.0.tgz"
   integrity sha512-r8hpEjiQEYlF2QU0df3dS+nxxSIreXQS1qRhMJM0Q5NDdR386C7jb7Hwwod8Fgiuex+k0GFjgft18yvxm5XoCQ==
   dependencies:
     fs.realpath "^1.0.0"
@@ -5981,14 +5950,14 @@ glob@^8.0.0:
 
 global-modules@^2.0.0:
   version "2.0.0"
-  resolved "https://registry.yarnpkg.com/global-modules/-/global-modules-2.0.0.tgz#997605ad2345f27f51539bea26574421215c7780"
+  resolved "https://registry.npmjs.org/global-modules/-/global-modules-2.0.0.tgz"
   integrity sha512-NGbfmJBp9x8IxyJSd1P+otYK8vonoJactOogrVfFRIAEY1ukil8RSKDz2Yo7wh1oihl51l/r6W4epkeKJHqL8A==
   dependencies:
     global-prefix "^3.0.0"
 
 global-prefix@^3.0.0:
   version "3.0.0"
-  resolved "https://registry.yarnpkg.com/global-prefix/-/global-prefix-3.0.0.tgz#fc85f73064df69f50421f47f883fe5b913ba9b97"
+  resolved "https://registry.npmjs.org/global-prefix/-/global-prefix-3.0.0.tgz"
   integrity sha512-awConJSVCHVGND6x3tmMaKcQvwXLhjdkmomy2W+Goaui8YPgYgXJZewhg3fWC+DlfqqQuWg8AwqjGTD2nAPVWg==
   dependencies:
     ini "^1.3.5"
@@ -5997,14 +5966,14 @@ global-prefix@^3.0.0:
 
 globals@^13.19.0:
   version "13.24.0"
-  resolved "https://registry.yarnpkg.com/globals/-/globals-13.24.0.tgz#8432a19d78ce0c1e833949c36adb345400bb1171"
+  resolved "https://registry.npmjs.org/globals/-/globals-13.24.0.tgz"
   integrity sha512-AhO5QUcj8llrbG09iWhPU2B204J1xnPeL8kQmVorSsy+Sjj1sk8gIyh6cUocGmH4L0UuhAJy+hJMRA4mgA4mFQ==
   dependencies:
     type-fest "^0.20.2"
 
 globalthis@^1.0.4:
   version "1.0.4"
-  resolved "https://registry.yarnpkg.com/globalthis/-/globalthis-1.0.4.tgz#7430ed3a975d97bfb59bcce41f5cabbafa651236"
+  resolved "https://registry.npmjs.org/globalthis/-/globalthis-1.0.4.tgz"
   integrity sha512-DpLKbNU4WylpxJykQujfCcwYWiV/Jhm50Goo0wrVILAv5jOr9d+H+UR3PhSCD2rCCEIg0uc+G+muBTwD54JhDQ==
   dependencies:
     define-properties "^1.2.1"
@@ -6012,7 +5981,7 @@ globalthis@^1.0.4:
 
 globby@10.0.1:
   version "10.0.1"
-  resolved "https://registry.yarnpkg.com/globby/-/globby-10.0.1.tgz#4782c34cb75dd683351335c5829cc3420e606b22"
+  resolved "https://registry.npmjs.org/globby/-/globby-10.0.1.tgz"
   integrity sha512-sSs4inE1FB2YQiymcmTv6NWENryABjUNPeWhOvmn4SjtKybglsyPZxFB3U1/+L1bYi0rNZDqCLlHyLYDl1Pq5A==
   dependencies:
     "@types/glob" "^7.1.1"
@@ -6026,7 +5995,7 @@ globby@10.0.1:
 
 globby@^11.0.4, globby@^11.1.0:
   version "11.1.0"
-  resolved "https://registry.yarnpkg.com/globby/-/globby-11.1.0.tgz#bd4be98bb042f83d796f7e3811991fbe82a0d34b"
+  resolved "https://registry.npmjs.org/globby/-/globby-11.1.0.tgz"
   integrity sha512-jhIXaOzy1sb8IyocaruWSn1TjmnBVs8Ayhcy83rmxNJ8q2uWKCAj3CnJY+KpGSXCueAPc0i05kVvVKtP1t9S3g==
   dependencies:
     array-union "^2.1.0"
@@ -6038,46 +6007,46 @@ globby@^11.0.4, globby@^11.1.0:
 
 gopd@^1.0.1, gopd@^1.2.0:
   version "1.2.0"
-  resolved "https://registry.yarnpkg.com/gopd/-/gopd-1.2.0.tgz#89f56b8217bdbc8802bd299df6d7f1081d7e51a1"
+  resolved "https://registry.npmjs.org/gopd/-/gopd-1.2.0.tgz"
   integrity sha512-ZUKRh6/kUFoAiTAtTYPZJ3hw9wNxx+BIBOijnlG9PnrJsCcSjs1wyyD6vJpaYtgnzDrKYRSqf3OO6Rfa93xsRg==
 
 graceful-fs@^4.1.2, graceful-fs@^4.1.6, graceful-fs@^4.1.9, graceful-fs@^4.2.0, graceful-fs@^4.2.11, graceful-fs@^4.2.4, graceful-fs@^4.2.6, graceful-fs@^4.2.9:
   version "4.2.11"
-  resolved "https://registry.yarnpkg.com/graceful-fs/-/graceful-fs-4.2.11.tgz#4183e4e8bf08bb6e05bbb2f7d2e0c8f712ca40e3"
+  resolved "https://registry.npmjs.org/graceful-fs/-/graceful-fs-4.2.11.tgz"
   integrity sha512-RbJ5/jmFcNNCcDV5o9eTnBLJ/HszWV0P73bc+Ff4nS/rJj+YaS6IGyiOL0VoBYX+l1Wrl3k63h/KrH+nhJ0XvQ==
 
 graphemer@^1.4.0:
   version "1.4.0"
-  resolved "https://registry.yarnpkg.com/graphemer/-/graphemer-1.4.0.tgz#fb2f1d55e0e3a1849aeffc90c4fa0dd53a0e66c6"
+  resolved "https://registry.npmjs.org/graphemer/-/graphemer-1.4.0.tgz"
   integrity sha512-EtKwoO6kxCL9WO5xipiHTZlSzBm7WLT627TqC/uVRd0HKmq8NXyebnNYxDoBi7wt8eTWrUrKXCOVaFq9x1kgag==
 
 graphlib@^2.1.8:
   version "2.1.8"
-  resolved "https://registry.yarnpkg.com/graphlib/-/graphlib-2.1.8.tgz#5761d414737870084c92ec7b5dbcb0592c9d35da"
+  resolved "https://registry.npmjs.org/graphlib/-/graphlib-2.1.8.tgz"
   integrity sha512-jcLLfkpoVGmH7/InMC/1hIvOPSUh38oJtGhvrOFGzioE1DZ+0YW16RgmOJhHiuWTvGiJQ9Z1Ik43JvkRPRvE+A==
   dependencies:
     lodash "^4.17.15"
 
 graphql@^16.8.1:
   version "16.12.0"
-  resolved "https://registry.yarnpkg.com/graphql/-/graphql-16.12.0.tgz#28cc2462435b1ac3fdc6976d030cef83a0c13ac7"
+  resolved "https://registry.npmjs.org/graphql/-/graphql-16.12.0.tgz"
   integrity sha512-DKKrynuQRne0PNpEbzuEdHlYOMksHSUI8Zc9Unei5gTsMNA2/vMpoMz/yKba50pejK56qj98qM0SjYxAKi13gQ==
 
 gzip-size@^6.0.0:
   version "6.0.0"
-  resolved "https://registry.yarnpkg.com/gzip-size/-/gzip-size-6.0.0.tgz#065367fd50c239c0671cbcbad5be3e2eeb10e462"
+  resolved "https://registry.npmjs.org/gzip-size/-/gzip-size-6.0.0.tgz"
   integrity sha512-ax7ZYomf6jqPTQ4+XCpUGyXKHk5WweS+e05MBO4/y3WJ5RkmPXNKvX+bx1behVILVwr6JSQvZAku021CHPXG3Q==
   dependencies:
     duplexer "^0.1.2"
 
 handle-thing@^2.0.0:
   version "2.0.1"
-  resolved "https://registry.yarnpkg.com/handle-thing/-/handle-thing-2.0.1.tgz#857f79ce359580c340d43081cc648970d0bb234e"
+  resolved "https://registry.npmjs.org/handle-thing/-/handle-thing-2.0.1.tgz"
   integrity sha512-9Qn4yBxelxoh2Ow62nP+Ka/kMnOXRi8BXnRaUwezLNhqelnN49xKz4F/dPP8OYLxLxq6JDtZb2i9XznUQbNPTg==
 
 happy-dom@^16.8.1:
   version "16.8.1"
-  resolved "https://registry.yarnpkg.com/happy-dom/-/happy-dom-16.8.1.tgz#43d7e998fd36aa6062acbdfa88262ef0bc0a105e"
+  resolved "https://registry.npmjs.org/happy-dom/-/happy-dom-16.8.1.tgz"
   integrity sha512-n0QrmT9lD81rbpKsyhnlz3DgnMZlaOkJPpgi746doA+HvaMC79bdWkwjrNnGJRvDrWTI8iOcJiVTJ5CdT/AZRw==
   dependencies:
     webidl-conversions "^7.0.0"
@@ -6085,55 +6054,55 @@ happy-dom@^16.8.1:
 
 harmony-reflect@^1.4.6:
   version "1.6.2"
-  resolved "https://registry.yarnpkg.com/harmony-reflect/-/harmony-reflect-1.6.2.tgz#31ecbd32e648a34d030d86adb67d4d47547fe710"
+  resolved "https://registry.npmjs.org/harmony-reflect/-/harmony-reflect-1.6.2.tgz"
   integrity sha512-HIp/n38R9kQjDEziXyDTuW3vvoxxyxjxFzXLrBr18uB47GnSt+G9D29fqrpM5ZkspMcPICud3XsBJQ4Y2URg8g==
 
 has-bigints@^1.0.2:
   version "1.1.0"
-  resolved "https://registry.yarnpkg.com/has-bigints/-/has-bigints-1.1.0.tgz#28607e965ac967e03cd2a2c70a2636a1edad49fe"
+  resolved "https://registry.npmjs.org/has-bigints/-/has-bigints-1.1.0.tgz"
   integrity sha512-R3pbpkcIqv2Pm3dUwgjclDRVmWpTJW2DcMzcIhEXEx1oh/CEMObMm3KLmRJOdvhM7o4uQBnwr8pzRK2sJWIqfg==
 
 has-flag@^4.0.0:
   version "4.0.0"
-  resolved "https://registry.yarnpkg.com/has-flag/-/has-flag-4.0.0.tgz#944771fd9c81c81265c4d6941860da06bb59479b"
+  resolved "https://registry.npmjs.org/has-flag/-/has-flag-4.0.0.tgz"
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 has-property-descriptors@^1.0.0, has-property-descriptors@^1.0.2:
   version "1.0.2"
-  resolved "https://registry.yarnpkg.com/has-property-descriptors/-/has-property-descriptors-1.0.2.tgz#963ed7d071dc7bf5f084c5bfbe0d1b6222586854"
+  resolved "https://registry.npmjs.org/has-property-descriptors/-/has-property-descriptors-1.0.2.tgz"
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   dependencies:
     es-define-property "^1.0.0"
 
 has-proto@^1.2.0:
   version "1.2.0"
-  resolved "https://registry.yarnpkg.com/has-proto/-/has-proto-1.2.0.tgz#5de5a6eabd95fdffd9818b43055e8065e39fe9d5"
+  resolved "https://registry.npmjs.org/has-proto/-/has-proto-1.2.0.tgz"
   integrity sha512-KIL7eQPfHQRC8+XluaIw7BHUwwqL19bQn4hzNgdr+1wXoU0KKj6rufu47lhY7KbJR2C6T6+PfyN0Ea7wkSS+qQ==
   dependencies:
     dunder-proto "^1.0.0"
 
 has-symbols@^1.0.3, has-symbols@^1.1.0:
   version "1.1.0"
-  resolved "https://registry.yarnpkg.com/has-symbols/-/has-symbols-1.1.0.tgz#fc9c6a783a084951d0b971fe1018de813707a338"
+  resolved "https://registry.npmjs.org/has-symbols/-/has-symbols-1.1.0.tgz"
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 has-tostringtag@^1.0.2:
   version "1.0.2"
-  resolved "https://registry.yarnpkg.com/has-tostringtag/-/has-tostringtag-1.0.2.tgz#2cdc42d40bef2e5b4eeab7c01a73c54ce7ab5abc"
+  resolved "https://registry.npmjs.org/has-tostringtag/-/has-tostringtag-1.0.2.tgz"
   integrity sha512-NqADB8VjPFLM2V0VvHUewwwsw0ZWBaIdgo+ieHtK3hasLz4qeCRjYcqfB6AQrBggRKppKF8L52/VqdVsO47Dlw==
   dependencies:
     has-symbols "^1.0.3"
 
 hasown@^2.0.2:
   version "2.0.2"
-  resolved "https://registry.yarnpkg.com/hasown/-/hasown-2.0.2.tgz#003eaf91be7adc372e84ec59dc37252cedb80003"
+  resolved "https://registry.npmjs.org/hasown/-/hasown-2.0.2.tgz"
   integrity sha512-0hJU9SCPvmMzIBdZFqNPXWa6dqh7WdH0cII9y+CyS8rG3nL48Bclra9HmKhVVUHyPWNH5Y7xDwAB7bfgSjkUMQ==
   dependencies:
     function-bind "^1.1.2"
 
 hast-to-hyperscript@^9.0.0:
   version "9.0.1"
-  resolved "https://registry.yarnpkg.com/hast-to-hyperscript/-/hast-to-hyperscript-9.0.1.tgz#9b67fd188e4c81e8ad66f803855334173920218d"
+  resolved "https://registry.npmjs.org/hast-to-hyperscript/-/hast-to-hyperscript-9.0.1.tgz"
   integrity sha512-zQgLKqF+O2F72S1aa4y2ivxzSlko3MAvxkwG8ehGmNiqd98BIN3JM1rAJPmplEyLmGLO2QZYJtIneOSZ2YbJuA==
   dependencies:
     "@types/unist" "^2.0.3"
@@ -6146,7 +6115,7 @@ hast-to-hyperscript@^9.0.0:
 
 hast-util-from-parse5@^6.0.0:
   version "6.0.1"
-  resolved "https://registry.yarnpkg.com/hast-util-from-parse5/-/hast-util-from-parse5-6.0.1.tgz#554e34abdeea25ac76f5bd950a1f0180e0b3bc2a"
+  resolved "https://registry.npmjs.org/hast-util-from-parse5/-/hast-util-from-parse5-6.0.1.tgz"
   integrity sha512-jeJUWiN5pSxW12Rh01smtVkZgZr33wBokLzKLwinYOUfSzm1Nl/c3GUGebDyOKjdsRgMvoVbV0VpAcpjF4NrJA==
   dependencies:
     "@types/parse5" "^5.0.0"
@@ -6158,17 +6127,17 @@ hast-util-from-parse5@^6.0.0:
 
 hast-util-is-element@^1.0.0:
   version "1.1.0"
-  resolved "https://registry.yarnpkg.com/hast-util-is-element/-/hast-util-is-element-1.1.0.tgz#3b3ed5159a2707c6137b48637fbfe068e175a425"
+  resolved "https://registry.npmjs.org/hast-util-is-element/-/hast-util-is-element-1.1.0.tgz"
   integrity sha512-oUmNua0bFbdrD/ELDSSEadRVtWZOf3iF6Lbv81naqsIV99RnSCieTbWuWCY8BAeEfKJTKl0gRdokv+dELutHGQ==
 
 hast-util-parse-selector@^2.0.0:
   version "2.2.5"
-  resolved "https://registry.yarnpkg.com/hast-util-parse-selector/-/hast-util-parse-selector-2.2.5.tgz#d57c23f4da16ae3c63b3b6ca4616683313499c3a"
+  resolved "https://registry.npmjs.org/hast-util-parse-selector/-/hast-util-parse-selector-2.2.5.tgz"
   integrity sha512-7j6mrk/qqkSehsM92wQjdIgWM2/BW61u/53G6xmC8i1OmEdKLHbk419QKQUjz6LglWsfqoiHmyMRkP1BGjecNQ==
 
 hast-util-raw@^6.1.0:
   version "6.1.0"
-  resolved "https://registry.yarnpkg.com/hast-util-raw/-/hast-util-raw-6.1.0.tgz#e16a3c2642f65cc7c480c165400a40d604ab75d0"
+  resolved "https://registry.npmjs.org/hast-util-raw/-/hast-util-raw-6.1.0.tgz"
   integrity sha512-5FoZLDHBpka20OlZZ4I/+RBw5piVQ8iI1doEvffQhx5CbCyTtP8UCq8Tw6NmTAMtXgsQxmhW7Ly8OdFre5/YMQ==
   dependencies:
     "@types/hast" "^2.0.0"
@@ -6185,7 +6154,7 @@ hast-util-raw@^6.1.0:
 
 hast-util-to-html@^7.1.1:
   version "7.1.3"
-  resolved "https://registry.yarnpkg.com/hast-util-to-html/-/hast-util-to-html-7.1.3.tgz#9f339ca9bea71246e565fc79ff7dbfe98bb50f5e"
+  resolved "https://registry.npmjs.org/hast-util-to-html/-/hast-util-to-html-7.1.3.tgz"
   integrity sha512-yk2+1p3EJTEE9ZEUkgHsUSVhIpCsL/bvT8E5GzmWc+N1Po5gBw+0F8bo7dpxXR0nu0bQVxVZGX2lBGF21CmeDw==
   dependencies:
     ccount "^1.0.0"
@@ -6201,7 +6170,7 @@ hast-util-to-html@^7.1.1:
 
 hast-util-to-parse5@^6.0.0:
   version "6.0.0"
-  resolved "https://registry.yarnpkg.com/hast-util-to-parse5/-/hast-util-to-parse5-6.0.0.tgz#1ec44650b631d72952066cea9b1445df699f8479"
+  resolved "https://registry.npmjs.org/hast-util-to-parse5/-/hast-util-to-parse5-6.0.0.tgz"
   integrity sha512-Lu5m6Lgm/fWuz8eWnrKezHtVY83JeRGaNQ2kn9aJgqaxvVkFCZQBEhgodZUDUvoodgyROHDb3r5IxAEdl6suJQ==
   dependencies:
     hast-to-hyperscript "^9.0.0"
@@ -6212,12 +6181,12 @@ hast-util-to-parse5@^6.0.0:
 
 hast-util-whitespace@^1.0.0:
   version "1.0.4"
-  resolved "https://registry.yarnpkg.com/hast-util-whitespace/-/hast-util-whitespace-1.0.4.tgz#e4fe77c4a9ae1cb2e6c25e02df0043d0164f6e41"
+  resolved "https://registry.npmjs.org/hast-util-whitespace/-/hast-util-whitespace-1.0.4.tgz"
   integrity sha512-I5GTdSfhYfAPNztx2xJRQpG8cuDSNt599/7YUn7Gx/WxNMsG+a835k97TDkFgk123cwjfwINaZknkKkphx/f2A==
 
 hastscript@^6.0.0:
   version "6.0.0"
-  resolved "https://registry.yarnpkg.com/hastscript/-/hastscript-6.0.0.tgz#e8768d7eac56c3fdeac8a92830d58e811e5bf640"
+  resolved "https://registry.npmjs.org/hastscript/-/hastscript-6.0.0.tgz"
   integrity sha512-nDM6bvd7lIqDUiYEiu5Sl/+6ReP0BMk/2f4U/Rooccxkj0P5nm+acM5PrGJ/t5I8qPGiqZSE6hVAwZEdZIvP4w==
   dependencies:
     "@types/hast" "^2.0.0"
@@ -6228,39 +6197,39 @@ hastscript@^6.0.0:
 
 he@^1.2.0:
   version "1.2.0"
-  resolved "https://registry.yarnpkg.com/he/-/he-1.2.0.tgz#84ae65fa7eafb165fddb61566ae14baf05664f0f"
+  resolved "https://registry.npmjs.org/he/-/he-1.2.0.tgz"
   integrity sha512-F/1DnUGPopORZi0ni+CvrCgHQ5FyEAHRLSApuYWMmrbSwoN2Mn/7k+Gl38gJnR7yyDZk6WLXwiGod1JOWNDKGw==
 
 headers-polyfill@^4.0.2:
   version "4.0.3"
-  resolved "https://registry.yarnpkg.com/headers-polyfill/-/headers-polyfill-4.0.3.tgz#922a0155de30ecc1f785bcf04be77844ca95ad07"
+  resolved "https://registry.npmjs.org/headers-polyfill/-/headers-polyfill-4.0.3.tgz"
   integrity sha512-IScLbePpkvO846sIwOtOTDjutRMWdXdJmXdMvk6gCBHxFO8d+QKOQedyZSxFTTFYRSmlgSTDtXqqq4pcenBXLQ==
 
 highlight.js@^10.4.1, highlight.js@~10.7.0:
   version "10.7.3"
-  resolved "https://registry.yarnpkg.com/highlight.js/-/highlight.js-10.7.3.tgz#697272e3991356e40c3cac566a74eef681756531"
+  resolved "https://registry.npmjs.org/highlight.js/-/highlight.js-10.7.3.tgz"
   integrity sha512-tzcUFauisWKNHaRkN4Wjl/ZA07gENAjFl3J/c480dprkGTg5EQstgaNFqBfUqCq54kZRIEcreTsAgF/m2quD7A==
 
 highlightjs-vue@^1.0.0:
   version "1.0.0"
-  resolved "https://registry.yarnpkg.com/highlightjs-vue/-/highlightjs-vue-1.0.0.tgz#fdfe97fbea6354e70ee44e3a955875e114db086d"
+  resolved "https://registry.npmjs.org/highlightjs-vue/-/highlightjs-vue-1.0.0.tgz"
   integrity sha512-PDEfEF102G23vHmPhLyPboFCD+BkMGu+GuJe2d9/eH4FsCwvgBpnc9n0pGE+ffKdph38s6foEZiEjdgHdzp+IA==
 
 hoist-non-react-statics@^3.3.0, hoist-non-react-statics@^3.3.1, hoist-non-react-statics@^3.3.2:
   version "3.3.2"
-  resolved "https://registry.yarnpkg.com/hoist-non-react-statics/-/hoist-non-react-statics-3.3.2.tgz#ece0acaf71d62c2969c2ec59feff42a4b1a85b45"
+  resolved "https://registry.npmjs.org/hoist-non-react-statics/-/hoist-non-react-statics-3.3.2.tgz"
   integrity sha512-/gGivxi8JPKWNm/W0jSmzcMPpfpPLc3dY/6GxhX2hQ9iGj3aDfklV4ET7NjKpSinLpJ5vafa9iiGIEZg10SfBw==
   dependencies:
     react-is "^16.7.0"
 
 hoopy@^0.1.4:
   version "0.1.4"
-  resolved "https://registry.yarnpkg.com/hoopy/-/hoopy-0.1.4.tgz#609207d661100033a9a9402ad3dea677381c1b1d"
+  resolved "https://registry.npmjs.org/hoopy/-/hoopy-0.1.4.tgz"
   integrity sha512-HRcs+2mr52W0K+x8RzcLzuPPmVIKMSv97RGHy0Ea9y/mpcaK+xTrjICA04KAHi4GRzxliNqNJEFYWHghy3rSfQ==
 
 hpack.js@^2.1.6:
   version "2.1.6"
-  resolved "https://registry.yarnpkg.com/hpack.js/-/hpack.js-2.1.6.tgz#87774c0949e513f42e84575b3c45681fade2a0b2"
+  resolved "https://registry.npmjs.org/hpack.js/-/hpack.js-2.1.6.tgz"
   integrity sha512-zJxVehUdMGIKsRaNt7apO2Gqp0BdqW5yaiGHXXmbpvxgBYVZnAql+BJb4RO5ad2MgpbZKn5G6nMnegrH1FcNYQ==
   dependencies:
     inherits "^2.0.1"
@@ -6270,24 +6239,24 @@ hpack.js@^2.1.6:
 
 html-encoding-sniffer@^3.0.0:
   version "3.0.0"
-  resolved "https://registry.yarnpkg.com/html-encoding-sniffer/-/html-encoding-sniffer-3.0.0.tgz#2cb1a8cf0db52414776e5b2a7a04d5dd98158de9"
+  resolved "https://registry.npmjs.org/html-encoding-sniffer/-/html-encoding-sniffer-3.0.0.tgz"
   integrity sha512-oWv4T4yJ52iKrufjnyZPkrN0CH3QnrUqdB6In1g5Fe1mia8GmF36gnfNySxoZtxD5+NmYw1EElVXiBk93UeskA==
   dependencies:
     whatwg-encoding "^2.0.0"
 
 html-entities@^2.1.0, html-entities@^2.3.2:
   version "2.6.0"
-  resolved "https://registry.yarnpkg.com/html-entities/-/html-entities-2.6.0.tgz#7c64f1ea3b36818ccae3d3fb48b6974208e984f8"
+  resolved "https://registry.npmjs.org/html-entities/-/html-entities-2.6.0.tgz"
   integrity sha512-kig+rMn/QOVRvr7c86gQ8lWXq+Hkv6CbAH1hLu+RG338StTpE8Z0b44SDVaqVu7HGKf27frdmUYEs9hTUX/cLQ==
 
 html-escaper@^2.0.0:
   version "2.0.2"
-  resolved "https://registry.yarnpkg.com/html-escaper/-/html-escaper-2.0.2.tgz#dfd60027da36a36dfcbe236262c00a5822681453"
+  resolved "https://registry.npmjs.org/html-escaper/-/html-escaper-2.0.2.tgz"
   integrity sha512-H2iMtd0I4Mt5eYiapRdIDjp+XzelXQ0tFE4JS7YFwFevXXMmOp9myNrUvCg0D6ws8iqkRPBfKHgbwig1SmlLfg==
 
 html-minifier-terser@^6.0.2:
   version "6.1.0"
-  resolved "https://registry.yarnpkg.com/html-minifier-terser/-/html-minifier-terser-6.1.0.tgz#bfc818934cc07918f6b3669f5774ecdfd48f32ab"
+  resolved "https://registry.npmjs.org/html-minifier-terser/-/html-minifier-terser-6.1.0.tgz"
   integrity sha512-YXxSlJBZTP7RS3tWnQw74ooKa6L9b9i9QYXY21eUEvhZ3u9XLfv6OnFsQq6RxkhHygsaUMvYsZRV5rU/OVNZxw==
   dependencies:
     camel-case "^4.1.2"
@@ -6300,12 +6269,12 @@ html-minifier-terser@^6.0.2:
 
 html-void-elements@^1.0.0:
   version "1.0.5"
-  resolved "https://registry.yarnpkg.com/html-void-elements/-/html-void-elements-1.0.5.tgz#ce9159494e86d95e45795b166c2021c2cfca4483"
+  resolved "https://registry.npmjs.org/html-void-elements/-/html-void-elements-1.0.5.tgz"
   integrity sha512-uE/TxKuyNIcx44cIWnjr/rfIATDH7ZaOMmstu0CwhFG1Dunhlp4OC6/NMbhiwoq5BpW0ubi303qnEk/PZj614w==
 
 html-webpack-plugin@^5.5.0:
   version "5.6.5"
-  resolved "https://registry.yarnpkg.com/html-webpack-plugin/-/html-webpack-plugin-5.6.5.tgz#d57defb83cabbf29bf56b2d4bf10b67b650066be"
+  resolved "https://registry.npmjs.org/html-webpack-plugin/-/html-webpack-plugin-5.6.5.tgz"
   integrity sha512-4xynFbKNNk+WlzXeQQ+6YYsH2g7mpfPszQZUi3ovKlj+pDmngQ7vRXjrrmGROabmKwyQkcgcX5hqfOwHbFmK5g==
   dependencies:
     "@types/html-minifier-terser" "^6.0.0"
@@ -6316,7 +6285,7 @@ html-webpack-plugin@^5.5.0:
 
 htmlparser2@^6.1.0:
   version "6.1.0"
-  resolved "https://registry.yarnpkg.com/htmlparser2/-/htmlparser2-6.1.0.tgz#c4d762b6c3371a05dbe65e94ae43a9f845fb8fb7"
+  resolved "https://registry.npmjs.org/htmlparser2/-/htmlparser2-6.1.0.tgz"
   integrity sha512-gyyPk6rgonLFEDGoeRgQNaEUvdJ4ktTmmUh/h2t7s+M8oPpIPxgNACWa+6ESR57kXstwqPiCut0V8NRpcwgU7A==
   dependencies:
     domelementtype "^2.0.1"
@@ -6326,12 +6295,12 @@ htmlparser2@^6.1.0:
 
 http-deceiver@^1.2.7:
   version "1.2.7"
-  resolved "https://registry.yarnpkg.com/http-deceiver/-/http-deceiver-1.2.7.tgz#fa7168944ab9a519d337cb0bec7284dc3e723d87"
+  resolved "https://registry.npmjs.org/http-deceiver/-/http-deceiver-1.2.7.tgz"
   integrity sha512-LmpOGxTfbpgtGVxJrj5k7asXHCgNZp5nLfp+hWc8QQRqtb7fUy6kRY3BO1h9ddF6yIPYUARgxGOwB42DnxIaNw==
 
 http-errors@2.0.0:
   version "2.0.0"
-  resolved "https://registry.yarnpkg.com/http-errors/-/http-errors-2.0.0.tgz#b7774a1486ef73cf7667ac9ae0858c012c57b9d3"
+  resolved "https://registry.npmjs.org/http-errors/-/http-errors-2.0.0.tgz"
   integrity sha512-FtwrG/euBzaEjYeRqOgly7G0qviiXoJWnvEH2Z1plBdXgbyjv34pHTSb9zoeHMyDy33+DWy5Wt9Wo+TURtOYSQ==
   dependencies:
     depd "2.0.0"
@@ -6342,7 +6311,7 @@ http-errors@2.0.0:
 
 http-errors@~1.6.2:
   version "1.6.3"
-  resolved "https://registry.yarnpkg.com/http-errors/-/http-errors-1.6.3.tgz#8b55680bb4be283a0b5bf4ea2e38580be1d9320d"
+  resolved "https://registry.npmjs.org/http-errors/-/http-errors-1.6.3.tgz"
   integrity sha512-lks+lVC8dgGyh97jxvxeYTWQFvh4uw4yC12gVl63Cg30sjPX4wuGcdkICVXDAESr6OJGjqGA8Iz5mkeN6zlD7A==
   dependencies:
     depd "~1.1.2"
@@ -6352,12 +6321,12 @@ http-errors@~1.6.2:
 
 http-parser-js@>=0.5.1:
   version "0.5.10"
-  resolved "https://registry.yarnpkg.com/http-parser-js/-/http-parser-js-0.5.10.tgz#b3277bd6d7ed5588e20ea73bf724fcbe44609075"
+  resolved "https://registry.npmjs.org/http-parser-js/-/http-parser-js-0.5.10.tgz"
   integrity sha512-Pysuw9XpUq5dVc/2SMHpuTY01RFl8fttgcyunjL7eEMhGM3cI4eOmiCycJDVCo/7O7ClfQD3SaI6ftDzqOXYMA==
 
 http-proxy-agent@^5.0.0:
   version "5.0.0"
-  resolved "https://registry.yarnpkg.com/http-proxy-agent/-/http-proxy-agent-5.0.0.tgz#5129800203520d434f142bc78ff3c170800f2b43"
+  resolved "https://registry.npmjs.org/http-proxy-agent/-/http-proxy-agent-5.0.0.tgz"
   integrity sha512-n2hY8YdoRE1i7r6M0w9DIw5GgZN0G25P8zLCRQ8rjXtTU3vsNFBI/vWK/UIeE6g5MUUz6avwAPXmL6Fy9D/90w==
   dependencies:
     "@tootallnate/once" "2"
@@ -6366,7 +6335,7 @@ http-proxy-agent@^5.0.0:
 
 http-proxy-middleware@^2.0.3:
   version "2.0.9"
-  resolved "https://registry.yarnpkg.com/http-proxy-middleware/-/http-proxy-middleware-2.0.9.tgz#e9e63d68afaa4eee3d147f39149ab84c0c2815ef"
+  resolved "https://registry.npmjs.org/http-proxy-middleware/-/http-proxy-middleware-2.0.9.tgz"
   integrity sha512-c1IyJYLYppU574+YI7R4QyX2ystMtVXZwIdzazUIPIJsHuWNd+mho2j+bKoHftndicGj9yh+xjd+l0yj7VeT1Q==
   dependencies:
     "@types/http-proxy" "^1.17.8"
@@ -6377,7 +6346,7 @@ http-proxy-middleware@^2.0.3:
 
 http-proxy@^1.18.1:
   version "1.18.1"
-  resolved "https://registry.yarnpkg.com/http-proxy/-/http-proxy-1.18.1.tgz#401541f0534884bbf95260334e72f88ee3976549"
+  resolved "https://registry.npmjs.org/http-proxy/-/http-proxy-1.18.1.tgz"
   integrity sha512-7mz/721AbnJwIVbnaSv1Cz3Am0ZLT/UBwkC92VlxhXv/k/BBQfM2fXElQNC27BVGr0uwUpplYPQM9LnaBMR5NQ==
   dependencies:
     eventemitter3 "^4.0.0"
@@ -6386,7 +6355,7 @@ http-proxy@^1.18.1:
 
 https-proxy-agent@^5.0.1:
   version "5.0.1"
-  resolved "https://registry.yarnpkg.com/https-proxy-agent/-/https-proxy-agent-5.0.1.tgz#c59ef224a04fe8b754f3db0063a25ea30d0005d6"
+  resolved "https://registry.npmjs.org/https-proxy-agent/-/https-proxy-agent-5.0.1.tgz"
   integrity sha512-dFcAjpTQFgoLMzC2VwU+C/CbS7uRL0lWmxDITmqm7C+7F0Odmj6s9l6alZc6AELXhrnggM2CeWSXHGOdX2YtwA==
   dependencies:
     agent-base "6"
@@ -6394,53 +6363,53 @@ https-proxy-agent@^5.0.1:
 
 human-signals@^2.1.0:
   version "2.1.0"
-  resolved "https://registry.yarnpkg.com/human-signals/-/human-signals-2.1.0.tgz#dc91fcba42e4d06e4abaed33b3e7a3c02f514ea0"
+  resolved "https://registry.npmjs.org/human-signals/-/human-signals-2.1.0.tgz"
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 iconv-lite@0.4.24:
   version "0.4.24"
-  resolved "https://registry.yarnpkg.com/iconv-lite/-/iconv-lite-0.4.24.tgz#2022b4b25fbddc21d2f524974a474aafe733908b"
+  resolved "https://registry.npmjs.org/iconv-lite/-/iconv-lite-0.4.24.tgz"
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   dependencies:
     safer-buffer ">= 2.1.2 < 3"
 
 iconv-lite@0.6.3, iconv-lite@^0.6.3:
   version "0.6.3"
-  resolved "https://registry.yarnpkg.com/iconv-lite/-/iconv-lite-0.6.3.tgz#a52f80bf38da1952eb5c681790719871a1a72501"
+  resolved "https://registry.npmjs.org/iconv-lite/-/iconv-lite-0.6.3.tgz"
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   dependencies:
     safer-buffer ">= 2.1.2 < 3.0.0"
 
 icss-utils@^5.0.0, icss-utils@^5.1.0:
   version "5.1.0"
-  resolved "https://registry.yarnpkg.com/icss-utils/-/icss-utils-5.1.0.tgz#c6be6858abd013d768e98366ae47e25d5887b1ae"
+  resolved "https://registry.npmjs.org/icss-utils/-/icss-utils-5.1.0.tgz"
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 idb@^7.0.1:
   version "7.1.1"
-  resolved "https://registry.yarnpkg.com/idb/-/idb-7.1.1.tgz#d910ded866d32c7ced9befc5bfdf36f572ced72b"
+  resolved "https://registry.npmjs.org/idb/-/idb-7.1.1.tgz"
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 identity-obj-proxy@^3.0.0:
   version "3.0.0"
-  resolved "https://registry.yarnpkg.com/identity-obj-proxy/-/identity-obj-proxy-3.0.0.tgz#94d2bda96084453ef36fbc5aaec37e0f79f1fc14"
+  resolved "https://registry.npmjs.org/identity-obj-proxy/-/identity-obj-proxy-3.0.0.tgz"
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   dependencies:
     harmony-reflect "^1.4.6"
 
 ignore@^5.1.1, ignore@^5.2.0:
   version "5.3.2"
-  resolved "https://registry.yarnpkg.com/ignore/-/ignore-5.3.2.tgz#3cd40e729f3643fd87cb04e50bf0eb722bc596f5"
+  resolved "https://registry.npmjs.org/ignore/-/ignore-5.3.2.tgz"
   integrity sha512-hsBTNUqQTDwkWtcdYI2i06Y/nUBEsNEDJKjWdigLvegy8kDuJAS8uRlpkkcQpyEXL0Z/pjDy5HBmMjRCJ2gq+g==
 
 immer@^9.0.7:
   version "9.0.21"
-  resolved "https://registry.yarnpkg.com/immer/-/immer-9.0.21.tgz#1e025ea31a40f24fb064f1fef23e931496330176"
+  resolved "https://registry.npmjs.org/immer/-/immer-9.0.21.tgz"
   integrity sha512-bc4NBHqOqSfRW7POMkHd51LvClaeMXpm8dx0e8oE2GORbq5aRK7Bxl4FyzVLdGtLmvLKL7BTDBG5ACQm4HWjTA==
 
 import-fresh@^3.1.0, import-fresh@^3.2.1, import-fresh@^3.3.0:
   version "3.3.1"
-  resolved "https://registry.yarnpkg.com/import-fresh/-/import-fresh-3.3.1.tgz#9cecb56503c0ada1f2741dbbd6546e4b13b57ccf"
+  resolved "https://registry.npmjs.org/import-fresh/-/import-fresh-3.3.1.tgz"
   integrity sha512-TR3KfrTZTYLPB6jUjfx6MF9WcWrHL9su5TObK4ZkYgBdWKPOFoSoQIdEuTuR82pmtxH2spWG9h6etwfr1pLBqQ==
   dependencies:
     parent-module "^1.0.0"
@@ -6448,7 +6417,7 @@ import-fresh@^3.1.0, import-fresh@^3.2.1, import-fresh@^3.3.0:
 
 import-local@^3.0.2:
   version "3.2.0"
-  resolved "https://registry.yarnpkg.com/import-local/-/import-local-3.2.0.tgz#c3d5c745798c02a6f8b897726aba5100186ee260"
+  resolved "https://registry.npmjs.org/import-local/-/import-local-3.2.0.tgz"
   integrity sha512-2SPlun1JUPWoM6t3F0dw0FkCF/jWY8kttcY4f599GLTSjh2OCuuhdTkJQsEcZzBqbXZGKMK2OqW1oZsjtf/gQA==
   dependencies:
     pkg-dir "^4.2.0"
@@ -6456,17 +6425,17 @@ import-local@^3.0.2:
 
 imurmurhash@^0.1.4:
   version "0.1.4"
-  resolved "https://registry.yarnpkg.com/imurmurhash/-/imurmurhash-0.1.4.tgz#9218b9b2b928a238b13dc4fb6b6d576f231453ea"
+  resolved "https://registry.npmjs.org/imurmurhash/-/imurmurhash-0.1.4.tgz"
   integrity sha512-JmXMZ6wuvDmLiHEml9ykzqO6lwFbof0GG4IkcGaENdCRDDmMVnny7s5HsIgHCbaq0w2MyPhDqkhTUgS2LU2PHA==
 
 indent-string@^4.0.0:
   version "4.0.0"
-  resolved "https://registry.yarnpkg.com/indent-string/-/indent-string-4.0.0.tgz#624f8f4497d619b2d9768531d58f4122854d7251"
+  resolved "https://registry.npmjs.org/indent-string/-/indent-string-4.0.0.tgz"
   integrity sha512-EdDDZu4A2OyIK7Lr/2zG+w5jmbuk1DVBnEwREQvBzspBJkCEbRa8GxU1lghYcaGJCnRWibjDXlq779X1/y5xwg==
 
 inflight@^1.0.4:
   version "1.0.6"
-  resolved "https://registry.yarnpkg.com/inflight/-/inflight-1.0.6.tgz#49bd6331d7d02d0c09bc910a1075ba8165b56df9"
+  resolved "https://registry.npmjs.org/inflight/-/inflight-1.0.6.tgz"
   integrity sha512-k92I/b08q4wvFscXCLvqfsHCrjrF7yiXsQuIVvVE7N82W3+aqpzuUdBbfhWcy/FZR3/4IgflMgKLOsvPDrGCJA==
   dependencies:
     once "^1.3.0"
@@ -6474,32 +6443,32 @@ inflight@^1.0.4:
 
 inherits@2, inherits@2.0.4, inherits@^2.0.0, inherits@^2.0.1, inherits@^2.0.3, inherits@~2.0.3:
   version "2.0.4"
-  resolved "https://registry.yarnpkg.com/inherits/-/inherits-2.0.4.tgz#0fa2c64f932917c3433a0ded55363aae37416b7c"
+  resolved "https://registry.npmjs.org/inherits/-/inherits-2.0.4.tgz"
   integrity sha512-k/vGaX4/Yla3WzyMCvTQOXYeIHvqOKtnqBduzTHpzpQZzAskKMhZ2K+EnBiSM9zGSoIFeMpXKxa4dYeZIQqewQ==
 
 inherits@2.0.3:
   version "2.0.3"
-  resolved "https://registry.yarnpkg.com/inherits/-/inherits-2.0.3.tgz#633c2c83e3da42a502f52466022480f4208261de"
+  resolved "https://registry.npmjs.org/inherits/-/inherits-2.0.3.tgz"
   integrity sha512-x00IRNXNy63jwGkJmzPigoySHbaqpNuzKbBOmzK+g2OdZpQ9w+sxCN+VSB3ja7IAge2OP2qpfxTjeNcyjmW1uw==
 
 ini@^1.3.5:
   version "1.3.8"
-  resolved "https://registry.yarnpkg.com/ini/-/ini-1.3.8.tgz#a29da425b48806f34767a4efce397269af28432c"
+  resolved "https://registry.npmjs.org/ini/-/ini-1.3.8.tgz"
   integrity sha512-JV/yugV2uzW5iMRSiZAyDtQd+nxtUnjeLt0acNdw98kKLrvuRVyB80tsREOE7yvGVgalhZ6RNXCmEHkUKBKxew==
 
 inline-style-parser@0.1.1:
   version "0.1.1"
-  resolved "https://registry.yarnpkg.com/inline-style-parser/-/inline-style-parser-0.1.1.tgz#ec8a3b429274e9c0a1f1c4ffa9453a7fef72cea1"
+  resolved "https://registry.npmjs.org/inline-style-parser/-/inline-style-parser-0.1.1.tgz"
   integrity sha512-7NXolsK4CAS5+xvdj5OMMbI962hU/wvwoxk+LWR9Ek9bVtyuuYScDN6eS0rUm6TxApFpw7CX1o4uJzcd4AyD3Q==
 
 inter-ui@^3.19.3:
   version "3.19.3"
-  resolved "https://registry.yarnpkg.com/inter-ui/-/inter-ui-3.19.3.tgz#cf4b4b6d30de8d5463e2462588654b325206488c"
+  resolved "https://registry.npmjs.org/inter-ui/-/inter-ui-3.19.3.tgz"
   integrity sha512-5FG9fjuYOXocIfjzcCBhICL5cpvwEetseL3FU6tP3d6Bn7g8wODhB+I9RNGRTizCT7CUG4GOK54OPxqq3msQgg==
 
 internal-slot@^1.1.0:
   version "1.1.0"
-  resolved "https://registry.yarnpkg.com/internal-slot/-/internal-slot-1.1.0.tgz#1eac91762947d2f7056bc838d93e13b2e9604961"
+  resolved "https://registry.npmjs.org/internal-slot/-/internal-slot-1.1.0.tgz"
   integrity sha512-4gd7VpWNQNB4UKKCFFVcp1AVv+FMOgs9NKzjHKusc8jTMhd5eL1NqQqOpE0KzMds804/yHlglp3uxgluOqAPLw==
   dependencies:
     es-errors "^1.3.0"
@@ -6508,22 +6477,22 @@ internal-slot@^1.1.0:
 
 ipaddr.js@1.9.1:
   version "1.9.1"
-  resolved "https://registry.yarnpkg.com/ipaddr.js/-/ipaddr.js-1.9.1.tgz#bff38543eeb8984825079ff3a2a8e6cbd46781b3"
+  resolved "https://registry.npmjs.org/ipaddr.js/-/ipaddr.js-1.9.1.tgz"
   integrity sha512-0KI/607xoxSToH7GjN1FfSbLoU0+btTicjsQSWQlh/hZykN8KpmMf7uYwPW3R+akZ6R/w18ZlXSHBYXiYUPO3g==
 
 ipaddr.js@^2.0.1:
   version "2.2.0"
-  resolved "https://registry.yarnpkg.com/ipaddr.js/-/ipaddr.js-2.2.0.tgz#d33fa7bac284f4de7af949638c9d68157c6b92e8"
+  resolved "https://registry.npmjs.org/ipaddr.js/-/ipaddr.js-2.2.0.tgz"
   integrity sha512-Ag3wB2o37wslZS19hZqorUnrnzSkpOVy+IiiDEiTqNubEYpYuHWIf6K4psgN2ZWKExS4xhVCrRVfb/wfW8fWJA==
 
 is-alphabetical@^1.0.0:
   version "1.0.4"
-  resolved "https://registry.yarnpkg.com/is-alphabetical/-/is-alphabetical-1.0.4.tgz#9e7d6b94916be22153745d184c298cbf986a686d"
+  resolved "https://registry.npmjs.org/is-alphabetical/-/is-alphabetical-1.0.4.tgz"
   integrity sha512-DwzsA04LQ10FHTZuL0/grVDk4rFoVH1pjAToYwBrHSxcrBIGQuXrQMtD5U1b0U2XVgKZCTLLP8u2Qxqhy3l2Vg==
 
 is-alphanumerical@^1.0.0:
   version "1.0.4"
-  resolved "https://registry.yarnpkg.com/is-alphanumerical/-/is-alphanumerical-1.0.4.tgz#7eb9a2431f855f6b1ef1a78e326df515696c4dbf"
+  resolved "https://registry.npmjs.org/is-alphanumerical/-/is-alphanumerical-1.0.4.tgz"
   integrity sha512-UzoZUr+XfVz3t3v4KyGEniVL9BDRoQtY7tOyrRybkVNjDFWyo1yhXNGrrBTQxp3ib9BLAWs7k2YKBQsFRkZG9A==
   dependencies:
     is-alphabetical "^1.0.0"
@@ -6531,7 +6500,7 @@ is-alphanumerical@^1.0.0:
 
 is-array-buffer@^3.0.4, is-array-buffer@^3.0.5:
   version "3.0.5"
-  resolved "https://registry.yarnpkg.com/is-array-buffer/-/is-array-buffer-3.0.5.tgz#65742e1e687bd2cc666253068fd8707fe4d44280"
+  resolved "https://registry.npmjs.org/is-array-buffer/-/is-array-buffer-3.0.5.tgz"
   integrity sha512-DDfANUiiG2wC1qawP66qlTugJeL5HyzMpfr8lLK+jMQirGzNod0B12cFB/9q838Ru27sBwfw78/rdoU7RERz6A==
   dependencies:
     call-bind "^1.0.8"
@@ -6540,12 +6509,12 @@ is-array-buffer@^3.0.4, is-array-buffer@^3.0.5:
 
 is-arrayish@^0.2.1:
   version "0.2.1"
-  resolved "https://registry.yarnpkg.com/is-arrayish/-/is-arrayish-0.2.1.tgz#77c99840527aa8ecb1a8ba697b80645a7a926a9d"
+  resolved "https://registry.npmjs.org/is-arrayish/-/is-arrayish-0.2.1.tgz"
   integrity sha512-zz06S8t0ozoDXMG+ube26zeCTNXcKIPJZJi8hBrF4idCLms4CG9QtK7qBl1boi5ODzFpjswb5JPmHCbMpjaYzg==
 
 is-async-function@^2.0.0:
   version "2.1.1"
-  resolved "https://registry.yarnpkg.com/is-async-function/-/is-async-function-2.1.1.tgz#3e69018c8e04e73b738793d020bfe884b9fd3523"
+  resolved "https://registry.npmjs.org/is-async-function/-/is-async-function-2.1.1.tgz"
   integrity sha512-9dgM/cZBnNvjzaMYHVoxxfPj2QXt22Ev7SuuPrs+xav0ukGB0S6d4ydZdEiM48kLx5kDV+QBPrpVnFyefL8kkQ==
   dependencies:
     async-function "^1.0.0"
@@ -6556,21 +6525,21 @@ is-async-function@^2.0.0:
 
 is-bigint@^1.1.0:
   version "1.1.0"
-  resolved "https://registry.yarnpkg.com/is-bigint/-/is-bigint-1.1.0.tgz#dda7a3445df57a42583db4228682eba7c4170672"
+  resolved "https://registry.npmjs.org/is-bigint/-/is-bigint-1.1.0.tgz"
   integrity sha512-n4ZT37wG78iz03xPRKJrHTdZbe3IicyucEtdRsV5yglwc3GyUfbAfpSeD0FJ41NbUNSt5wbhqfp1fS+BgnvDFQ==
   dependencies:
     has-bigints "^1.0.2"
 
 is-binary-path@~2.1.0:
   version "2.1.0"
-  resolved "https://registry.yarnpkg.com/is-binary-path/-/is-binary-path-2.1.0.tgz#ea1f7f3b80f064236e83470f86c09c254fb45b09"
+  resolved "https://registry.npmjs.org/is-binary-path/-/is-binary-path-2.1.0.tgz"
   integrity sha512-ZMERYes6pDydyuGidse7OsHxtbI7WVeUEozgR/g7rd0xUimYNlvZRE/K2MgZTjWy725IfelLeVcEM97mmtRGXw==
   dependencies:
     binary-extensions "^2.0.0"
 
 is-boolean-object@^1.2.1:
   version "1.2.2"
-  resolved "https://registry.yarnpkg.com/is-boolean-object/-/is-boolean-object-1.2.2.tgz#7067f47709809a393c71ff5bb3e135d8a9215d9e"
+  resolved "https://registry.npmjs.org/is-boolean-object/-/is-boolean-object-1.2.2.tgz"
   integrity sha512-wa56o2/ElJMYqjCjGkXri7it5FbebW5usLw/nPmCMs5DeZ7eziSYZhSmPRn0txqeW4LnAmQQU7FgqLpsEFKM4A==
   dependencies:
     call-bound "^1.0.3"
@@ -6578,31 +6547,31 @@ is-boolean-object@^1.2.1:
 
 is-buffer@^2.0.0:
   version "2.0.5"
-  resolved "https://registry.yarnpkg.com/is-buffer/-/is-buffer-2.0.5.tgz#ebc252e400d22ff8d77fa09888821a24a658c191"
+  resolved "https://registry.npmjs.org/is-buffer/-/is-buffer-2.0.5.tgz"
   integrity sha512-i2R6zNFDwgEHJyQUtJEk0XFi1i0dPFn/oqjK3/vPCcDeJvW5NQ83V8QbicfF1SupOaB0h8ntgBC2YiE7dfyctQ==
 
 is-builtin-module@^3.1.0:
   version "3.2.1"
-  resolved "https://registry.yarnpkg.com/is-builtin-module/-/is-builtin-module-3.2.1.tgz#f03271717d8654cfcaf07ab0463faa3571581169"
+  resolved "https://registry.npmjs.org/is-builtin-module/-/is-builtin-module-3.2.1.tgz"
   integrity sha512-BSLE3HnV2syZ0FK0iMA/yUGplUeMmNz4AW5fnTunbCIqZi4vG3WjJT9FHMy5D69xmAYBHXQhJdALdpwVxV501A==
   dependencies:
     builtin-modules "^3.3.0"
 
 is-callable@^1.2.7:
   version "1.2.7"
-  resolved "https://registry.yarnpkg.com/is-callable/-/is-callable-1.2.7.tgz#3bc2a85ea742d9e36205dcacdd72ca1fdc51b055"
+  resolved "https://registry.npmjs.org/is-callable/-/is-callable-1.2.7.tgz"
   integrity sha512-1BC0BVFhS/p0qtw6enp8e+8OD0UrK0oFLztSjNzhcKA3WDuJxxAPXzPuPtKkjEY9UUoEWlX/8fgKeu2S8i9JTA==
 
 is-core-module@^2.13.0, is-core-module@^2.16.1:
   version "2.16.1"
-  resolved "https://registry.yarnpkg.com/is-core-module/-/is-core-module-2.16.1.tgz#2a98801a849f43e2add644fbb6bc6229b19a4ef4"
+  resolved "https://registry.npmjs.org/is-core-module/-/is-core-module-2.16.1.tgz"
   integrity sha512-UfoeMA6fIJ8wTYFEUjelnaGI67v6+N7qXJEvQuIGa99l4xsCruSYOVSQ0uPANn4dAzm8lkYPaKLrrijLq7x23w==
   dependencies:
     hasown "^2.0.2"
 
 is-data-view@^1.0.1, is-data-view@^1.0.2:
   version "1.0.2"
-  resolved "https://registry.yarnpkg.com/is-data-view/-/is-data-view-1.0.2.tgz#bae0a41b9688986c2188dda6657e56b8f9e63b8e"
+  resolved "https://registry.npmjs.org/is-data-view/-/is-data-view-1.0.2.tgz"
   integrity sha512-RKtWF8pGmS87i2D6gqQu/l7EYRlVdfzemCJN/P3UOs//x1QE7mfhvzHIApBTRf7axvT6DMGwSwBXYCT0nfB9xw==
   dependencies:
     call-bound "^1.0.2"
@@ -6611,7 +6580,7 @@ is-data-view@^1.0.1, is-data-view@^1.0.2:
 
 is-date-object@^1.0.5, is-date-object@^1.1.0:
   version "1.1.0"
-  resolved "https://registry.yarnpkg.com/is-date-object/-/is-date-object-1.1.0.tgz#ad85541996fc7aa8b2729701d27b7319f95d82f7"
+  resolved "https://registry.npmjs.org/is-date-object/-/is-date-object-1.1.0.tgz"
   integrity sha512-PwwhEakHVKTdRNVOw+/Gyh0+MzlCl4R6qKvkhuvLtPMggI1WAHt9sOwZxQLSGpUaDnrdyDsomoRgNnCfKNSXXg==
   dependencies:
     call-bound "^1.0.2"
@@ -6619,39 +6588,39 @@ is-date-object@^1.0.5, is-date-object@^1.1.0:
 
 is-decimal@^1.0.0:
   version "1.0.4"
-  resolved "https://registry.yarnpkg.com/is-decimal/-/is-decimal-1.0.4.tgz#65a3a5958a1c5b63a706e1b333d7cd9f630d3fa5"
+  resolved "https://registry.npmjs.org/is-decimal/-/is-decimal-1.0.4.tgz"
   integrity sha512-RGdriMmQQvZ2aqaQq3awNA6dCGtKpiDFcOzrTWrDAT2MiWrKQVPmxLGHl7Y2nNu6led0kEyoX0enY0qXYsv9zw==
 
 is-docker@^2.0.0, is-docker@^2.1.1:
   version "2.2.1"
-  resolved "https://registry.yarnpkg.com/is-docker/-/is-docker-2.2.1.tgz#33eeabe23cfe86f14bde4408a02c0cfb853acdaa"
+  resolved "https://registry.npmjs.org/is-docker/-/is-docker-2.2.1.tgz"
   integrity sha512-F+i2BKsFrH66iaUFc0woD8sLy8getkwTwtOBjvs56Cx4CgJDeKQeqfz8wAYiSb8JOprWhHH5p77PbmYCvvUuXQ==
 
 is-extglob@^2.1.1:
   version "2.1.1"
-  resolved "https://registry.yarnpkg.com/is-extglob/-/is-extglob-2.1.1.tgz#a88c02535791f02ed37c76a1b9ea9773c833f8c2"
+  resolved "https://registry.npmjs.org/is-extglob/-/is-extglob-2.1.1.tgz"
   integrity sha512-SbKbANkN603Vi4jEZv49LeVJMn4yGwsbzZworEoyEiutsN3nJYdbO36zfhGJ6QEDpOZIFkDtnq5JRxmvl3jsoQ==
 
 is-finalizationregistry@^1.1.0:
   version "1.1.1"
-  resolved "https://registry.yarnpkg.com/is-finalizationregistry/-/is-finalizationregistry-1.1.1.tgz#eefdcdc6c94ddd0674d9c85887bf93f944a97c90"
+  resolved "https://registry.npmjs.org/is-finalizationregistry/-/is-finalizationregistry-1.1.1.tgz"
   integrity sha512-1pC6N8qWJbWoPtEjgcL2xyhQOP491EQjeUo3qTKcmV8YSDDJrOepfG8pcC7h/QgnQHYSv0mJ3Z/ZWxmatVrysg==
   dependencies:
     call-bound "^1.0.3"
 
 is-fullwidth-code-point@^3.0.0:
   version "3.0.0"
-  resolved "https://registry.yarnpkg.com/is-fullwidth-code-point/-/is-fullwidth-code-point-3.0.0.tgz#f116f8064fe90b3f7844a38997c0b75051269f1d"
+  resolved "https://registry.npmjs.org/is-fullwidth-code-point/-/is-fullwidth-code-point-3.0.0.tgz"
   integrity sha512-zymm5+u+sCsSWyD9qNaejV3DFvhCKclKdizYaJUuHA83RLjb7nSuGnddCHGv0hk+KY7BMAlsWeK4Ueg6EV6XQg==
 
 is-generator-fn@^2.0.0:
   version "2.1.0"
-  resolved "https://registry.yarnpkg.com/is-generator-fn/-/is-generator-fn-2.1.0.tgz#7d140adc389aaf3011a8f2a2a4cfa6faadffb118"
+  resolved "https://registry.npmjs.org/is-generator-fn/-/is-generator-fn-2.1.0.tgz"
   integrity sha512-cTIB4yPYL/Grw0EaSzASzg6bBy9gqCofvWN8okThAYIxKJZC+udlRAmGbM0XLeniEJSs8uEgHPGuHSe1XsOLSQ==
 
 is-generator-function@^1.0.10:
   version "1.1.2"
-  resolved "https://registry.yarnpkg.com/is-generator-function/-/is-generator-function-1.1.2.tgz#ae3b61e3d5ea4e4839b90bad22b02335051a17d5"
+  resolved "https://registry.npmjs.org/is-generator-function/-/is-generator-function-1.1.2.tgz"
   integrity sha512-upqt1SkGkODW9tsGNG5mtXTXtECizwtS2kA161M+gJPc1xdb/Ax629af6YrTwcOeQHbewrPNlE5Dx7kzvXTizA==
   dependencies:
     call-bound "^1.0.4"
@@ -6662,39 +6631,39 @@ is-generator-function@^1.0.10:
 
 is-glob@^4.0.0, is-glob@^4.0.1, is-glob@^4.0.3, is-glob@~4.0.1:
   version "4.0.3"
-  resolved "https://registry.yarnpkg.com/is-glob/-/is-glob-4.0.3.tgz#64f61e42cbbb2eec2071a9dac0b28ba1e65d5084"
+  resolved "https://registry.npmjs.org/is-glob/-/is-glob-4.0.3.tgz"
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   dependencies:
     is-extglob "^2.1.1"
 
 is-hexadecimal@^1.0.0:
   version "1.0.4"
-  resolved "https://registry.yarnpkg.com/is-hexadecimal/-/is-hexadecimal-1.0.4.tgz#cc35c97588da4bd49a8eedd6bc4082d44dcb23a7"
+  resolved "https://registry.npmjs.org/is-hexadecimal/-/is-hexadecimal-1.0.4.tgz"
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 is-map@^2.0.3:
   version "2.0.3"
-  resolved "https://registry.yarnpkg.com/is-map/-/is-map-2.0.3.tgz#ede96b7fe1e270b3c4465e3a465658764926d62e"
+  resolved "https://registry.npmjs.org/is-map/-/is-map-2.0.3.tgz"
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 is-module@^1.0.0:
   version "1.0.0"
-  resolved "https://registry.yarnpkg.com/is-module/-/is-module-1.0.0.tgz#3258fb69f78c14d5b815d664336b4cffb6441591"
+  resolved "https://registry.npmjs.org/is-module/-/is-module-1.0.0.tgz"
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 is-negative-zero@^2.0.3:
   version "2.0.3"
-  resolved "https://registry.yarnpkg.com/is-negative-zero/-/is-negative-zero-2.0.3.tgz#ced903a027aca6381b777a5743069d7376a49747"
+  resolved "https://registry.npmjs.org/is-negative-zero/-/is-negative-zero-2.0.3.tgz"
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 is-node-process@^1.2.0:
   version "1.2.0"
-  resolved "https://registry.yarnpkg.com/is-node-process/-/is-node-process-1.2.0.tgz#ea02a1b90ddb3934a19aea414e88edef7e11d134"
+  resolved "https://registry.npmjs.org/is-node-process/-/is-node-process-1.2.0.tgz"
   integrity sha512-Vg4o6/fqPxIjtxgUH5QLJhwZ7gW5diGCVlXpuUfELC62CuxM1iHcRe51f2W1FDy04Ai4KJkagKjx3XaqyfRKXw==
 
 is-number-object@^1.1.1:
   version "1.1.1"
-  resolved "https://registry.yarnpkg.com/is-number-object/-/is-number-object-1.1.1.tgz#144b21e95a1bc148205dcc2814a9134ec41b2541"
+  resolved "https://registry.npmjs.org/is-number-object/-/is-number-object-1.1.1.tgz"
   integrity sha512-lZhclumE1G6VYD8VHe35wFaIif+CTy5SJIi5+3y4psDgWu4wPDoBhF8NxUOinEc7pHgiTsT6MaBb92rKhhD+Xw==
   dependencies:
     call-bound "^1.0.3"
@@ -6702,54 +6671,54 @@ is-number-object@^1.1.1:
 
 is-number@^7.0.0:
   version "7.0.0"
-  resolved "https://registry.yarnpkg.com/is-number/-/is-number-7.0.0.tgz#7535345b896734d5f80c4d06c50955527a14f12b"
+  resolved "https://registry.npmjs.org/is-number/-/is-number-7.0.0.tgz"
   integrity sha512-41Cifkg6e8TylSpdtTpeLVMqvSBEVzTttHvERD741+pnZ8ANv0004MRL43QKPDlK9cGvNp6NZWZUBlbGXYxxng==
 
 is-obj@^1.0.1:
   version "1.0.1"
-  resolved "https://registry.yarnpkg.com/is-obj/-/is-obj-1.0.1.tgz#3e4729ac1f5fde025cd7d83a896dab9f4f67db0f"
+  resolved "https://registry.npmjs.org/is-obj/-/is-obj-1.0.1.tgz"
   integrity sha512-l4RyHgRqGN4Y3+9JHVrNqO+tN0rV5My76uW5/nuO4K1b6vw5G8d/cmFjP9tRfEsdhZNt0IFdZuK/c2Vr4Nb+Qg==
 
 is-path-inside@^3.0.3:
   version "3.0.3"
-  resolved "https://registry.yarnpkg.com/is-path-inside/-/is-path-inside-3.0.3.tgz#d231362e53a07ff2b0e0ea7fed049161ffd16283"
+  resolved "https://registry.npmjs.org/is-path-inside/-/is-path-inside-3.0.3.tgz"
   integrity sha512-Fd4gABb+ycGAmKou8eMftCupSir5lRxqf4aD/vd0cD2qc4HL07OjCeuHMr8Ro4CoMaeCKDB0/ECBOVWjTwUvPQ==
 
 is-plain-obj@^2.0.0:
   version "2.1.0"
-  resolved "https://registry.yarnpkg.com/is-plain-obj/-/is-plain-obj-2.1.0.tgz#45e42e37fccf1f40da8e5f76ee21515840c09287"
+  resolved "https://registry.npmjs.org/is-plain-obj/-/is-plain-obj-2.1.0.tgz"
   integrity sha512-YWnfyRwxL/+SsrWYfOpUtz5b3YD+nyfkHvjbcanzk8zgyO4ASD67uVMRt8k5bM4lLMDnXfriRhOpemw+NfT1eA==
 
 is-plain-obj@^3.0.0:
   version "3.0.0"
-  resolved "https://registry.yarnpkg.com/is-plain-obj/-/is-plain-obj-3.0.0.tgz#af6f2ea14ac5a646183a5bbdb5baabbc156ad9d7"
+  resolved "https://registry.npmjs.org/is-plain-obj/-/is-plain-obj-3.0.0.tgz"
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 is-plain-object@5.0.0:
   version "5.0.0"
-  resolved "https://registry.yarnpkg.com/is-plain-object/-/is-plain-object-5.0.0.tgz#4427f50ab3429e9025ea7d52e9043a9ef4159344"
+  resolved "https://registry.npmjs.org/is-plain-object/-/is-plain-object-5.0.0.tgz"
   integrity sha512-VRSzKkbMm5jMDoKLbltAkFQ5Qr7VDiTFGXxYFXXowVj387GeGNOCsOH6Msy00SGZ3Fp84b1Naa1psqgcCIEP5Q==
 
 is-plain-object@^3.0.0:
   version "3.0.1"
-  resolved "https://registry.yarnpkg.com/is-plain-object/-/is-plain-object-3.0.1.tgz#662d92d24c0aa4302407b0d45d21f2251c85f85b"
+  resolved "https://registry.npmjs.org/is-plain-object/-/is-plain-object-3.0.1.tgz"
   integrity sha512-Xnpx182SBMrr/aBik8y+GuR4U1L9FqMSojwDQwPMmxyC6bvEqly9UBCxhauBF5vNh2gwWJNX6oDV7O+OM4z34g==
 
 is-potential-custom-element-name@^1.0.1:
   version "1.0.1"
-  resolved "https://registry.yarnpkg.com/is-potential-custom-element-name/-/is-potential-custom-element-name-1.0.1.tgz#171ed6f19e3ac554394edf78caa05784a45bebb5"
+  resolved "https://registry.npmjs.org/is-potential-custom-element-name/-/is-potential-custom-element-name-1.0.1.tgz"
   integrity sha512-bCYeRA2rVibKZd+s2625gGnGF/t7DSqDs4dP7CrLA1m7jKWz6pps0LpYLJN8Q64HtmPKJ1hrN3nzPNKFEKOUiQ==
 
 is-reference@^1.2.1:
   version "1.2.1"
-  resolved "https://registry.yarnpkg.com/is-reference/-/is-reference-1.2.1.tgz#8b2dac0b371f4bc994fdeaba9eb542d03002d0b7"
+  resolved "https://registry.npmjs.org/is-reference/-/is-reference-1.2.1.tgz"
   integrity sha512-U82MsXXiFIrjCK4otLT+o2NA2Cd2g5MLoOVXUZjIOhLurrRxpEXzI8O0KZHr3IjLvlAH1kTPYSuqer5T9ZVBKQ==
   dependencies:
     "@types/estree" "*"
 
 is-regex@^1.2.1:
   version "1.2.1"
-  resolved "https://registry.yarnpkg.com/is-regex/-/is-regex-1.2.1.tgz#76d70a3ed10ef9be48eb577887d74205bf0cad22"
+  resolved "https://registry.npmjs.org/is-regex/-/is-regex-1.2.1.tgz"
   integrity sha512-MjYsKHO5O7mCsmRGxWcLWheFqN9DJ/2TmngvjKXihe6efViPqc274+Fx/4fYj/r03+ESvBdTXK0V6tA3rgez1g==
   dependencies:
     call-bound "^1.0.2"
@@ -6759,34 +6728,34 @@ is-regex@^1.2.1:
 
 is-regexp@^1.0.0:
   version "1.0.0"
-  resolved "https://registry.yarnpkg.com/is-regexp/-/is-regexp-1.0.0.tgz#fd2d883545c46bac5a633e7b9a09e87fa2cb5069"
+  resolved "https://registry.npmjs.org/is-regexp/-/is-regexp-1.0.0.tgz"
   integrity sha512-7zjFAPO4/gwyQAAgRRmqeEeyIICSdmCqa3tsVHMdBzaXXRiqopZL4Cyghg/XulGWrtABTpbnYYzzIRffLkP4oA==
 
 is-root@^2.1.0:
   version "2.1.0"
-  resolved "https://registry.yarnpkg.com/is-root/-/is-root-2.1.0.tgz#809e18129cf1129644302a4f8544035d51984a9c"
+  resolved "https://registry.npmjs.org/is-root/-/is-root-2.1.0.tgz"
   integrity sha512-AGOriNp96vNBd3HtU+RzFEc75FfR5ymiYv8E553I71SCeXBiMsVDUtdio1OEFvrPyLIQ9tVR5RxXIFe5PUFjMg==
 
 is-set@^2.0.3:
   version "2.0.3"
-  resolved "https://registry.yarnpkg.com/is-set/-/is-set-2.0.3.tgz#8ab209ea424608141372ded6e0cb200ef1d9d01d"
+  resolved "https://registry.npmjs.org/is-set/-/is-set-2.0.3.tgz"
   integrity sha512-iPAjerrse27/ygGLxw+EBR9agv9Y6uLeYVJMu+QNCoouJ1/1ri0mGrcWpfCqFZuzzx3WjtwxG098X+n4OuRkPg==
 
 is-shared-array-buffer@^1.0.4:
   version "1.0.4"
-  resolved "https://registry.yarnpkg.com/is-shared-array-buffer/-/is-shared-array-buffer-1.0.4.tgz#9b67844bd9b7f246ba0708c3a93e34269c774f6f"
+  resolved "https://registry.npmjs.org/is-shared-array-buffer/-/is-shared-array-buffer-1.0.4.tgz"
   integrity sha512-ISWac8drv4ZGfwKl5slpHG9OwPNty4jOWPRIhBpxOoD+hqITiwuipOQ2bNthAzwA3B4fIjO4Nln74N0S9byq8A==
   dependencies:
     call-bound "^1.0.3"
 
 is-stream@^2.0.0:
   version "2.0.1"
-  resolved "https://registry.yarnpkg.com/is-stream/-/is-stream-2.0.1.tgz#fac1e3d53b97ad5a9d0ae9cef2389f5810a5c077"
+  resolved "https://registry.npmjs.org/is-stream/-/is-stream-2.0.1.tgz"
   integrity sha512-hFoiJiTl63nn+kstHGBtewWSKnQLpyb155KHheA1l39uvtO9nWIop1p3udqPcUd/xbF1VLMO4n7OI6p7RbngDg==
 
 is-string@^1.1.1:
   version "1.1.1"
-  resolved "https://registry.yarnpkg.com/is-string/-/is-string-1.1.1.tgz#92ea3f3d5c5b6e039ca8677e5ac8d07ea773cbb9"
+  resolved "https://registry.npmjs.org/is-string/-/is-string-1.1.1.tgz"
   integrity sha512-BtEeSsoaQjlSPBemMQIrY1MY0uM6vnS1g5fmufYOtnxLGUZM2178PKbhsk7Ffv58IX+ZtcvoGwccYsh0PglkAA==
   dependencies:
     call-bound "^1.0.3"
@@ -6794,7 +6763,7 @@ is-string@^1.1.1:
 
 is-symbol@^1.0.4, is-symbol@^1.1.1:
   version "1.1.1"
-  resolved "https://registry.yarnpkg.com/is-symbol/-/is-symbol-1.1.1.tgz#f47761279f532e2b05a7024a7506dbbedacd0634"
+  resolved "https://registry.npmjs.org/is-symbol/-/is-symbol-1.1.1.tgz"
   integrity sha512-9gGx6GTtCQM73BgmHQXfDmLtfjjTUDSyoxTCbp5WtoixAhfgsDirWIcVQ/IHpvI5Vgd5i/J5F7B9cN/WlVbC/w==
   dependencies:
     call-bound "^1.0.2"
@@ -6803,31 +6772,31 @@ is-symbol@^1.0.4, is-symbol@^1.1.1:
 
 is-typed-array@^1.1.13, is-typed-array@^1.1.14, is-typed-array@^1.1.15:
   version "1.1.15"
-  resolved "https://registry.yarnpkg.com/is-typed-array/-/is-typed-array-1.1.15.tgz#4bfb4a45b61cee83a5a46fba778e4e8d59c0ce0b"
+  resolved "https://registry.npmjs.org/is-typed-array/-/is-typed-array-1.1.15.tgz"
   integrity sha512-p3EcsicXjit7SaskXHs1hA91QxgTw46Fv6EFKKGS5DRFLD8yKnohjF3hxoju94b/OcMZoQukzpPpBE9uLVKzgQ==
   dependencies:
     which-typed-array "^1.1.16"
 
 is-typedarray@^1.0.0:
   version "1.0.0"
-  resolved "https://registry.yarnpkg.com/is-typedarray/-/is-typedarray-1.0.0.tgz#e479c80858df0c1b11ddda6940f96011fcda4a9a"
+  resolved "https://registry.npmjs.org/is-typedarray/-/is-typedarray-1.0.0.tgz"
   integrity sha512-cyA56iCMHAh5CdzjJIa4aohJyeO1YbwLi3Jc35MmRU6poroFjIGZzUzupGiRPOjgHg9TLu43xbpwXk523fMxKA==
 
 is-weakmap@^2.0.2:
   version "2.0.2"
-  resolved "https://registry.yarnpkg.com/is-weakmap/-/is-weakmap-2.0.2.tgz#bf72615d649dfe5f699079c54b83e47d1ae19cfd"
+  resolved "https://registry.npmjs.org/is-weakmap/-/is-weakmap-2.0.2.tgz"
   integrity sha512-K5pXYOm9wqY1RgjpL3YTkF39tni1XajUIkawTLUo9EZEVUFga5gSQJF8nNS7ZwJQ02y+1YCNYcMh+HIf1ZqE+w==
 
 is-weakref@^1.0.2, is-weakref@^1.1.1:
   version "1.1.1"
-  resolved "https://registry.yarnpkg.com/is-weakref/-/is-weakref-1.1.1.tgz#eea430182be8d64174bd96bffbc46f21bf3f9293"
+  resolved "https://registry.npmjs.org/is-weakref/-/is-weakref-1.1.1.tgz"
   integrity sha512-6i9mGWSlqzNMEqpCp93KwRS1uUOodk2OJ6b+sq7ZPDSy2WuI5NFIxp/254TytR8ftefexkWn5xNiHUNpPOfSew==
   dependencies:
     call-bound "^1.0.3"
 
 is-weakset@^2.0.3:
   version "2.0.4"
-  resolved "https://registry.yarnpkg.com/is-weakset/-/is-weakset-2.0.4.tgz#c9f5deb0bc1906c6d6f1027f284ddf459249daca"
+  resolved "https://registry.npmjs.org/is-weakset/-/is-weakset-2.0.4.tgz"
   integrity sha512-mfcwb6IzQyOKTs84CQMrOwW4gQcaTOAWJ0zzJCl2WSPDrWk/OzDaImWFH3djXhb24g4eudZfLRozAvPGw4d9hQ==
   dependencies:
     call-bound "^1.0.3"
@@ -6835,44 +6804,44 @@ is-weakset@^2.0.3:
 
 is-whitespace-character@^1.0.0:
   version "1.0.4"
-  resolved "https://registry.yarnpkg.com/is-whitespace-character/-/is-whitespace-character-1.0.4.tgz#0858edd94a95594c7c9dd0b5c174ec6e45ee4aa7"
+  resolved "https://registry.npmjs.org/is-whitespace-character/-/is-whitespace-character-1.0.4.tgz"
   integrity sha512-SDweEzfIZM0SJV0EUga669UTKlmL0Pq8Lno0QDQsPnvECB3IM2aP0gdx5TrU0A01MAPfViaZiI2V1QMZLaKK5w==
 
 is-word-character@^1.0.0:
   version "1.0.4"
-  resolved "https://registry.yarnpkg.com/is-word-character/-/is-word-character-1.0.4.tgz#ce0e73216f98599060592f62ff31354ddbeb0230"
+  resolved "https://registry.npmjs.org/is-word-character/-/is-word-character-1.0.4.tgz"
   integrity sha512-5SMO8RVennx3nZrqtKwCGyyetPE9VDba5ugvKLaD4KopPG5kR4mQ7tNt/r7feL5yt5h3lpuBbIUmCOG2eSzXHA==
 
 is-wsl@^2.2.0:
   version "2.2.0"
-  resolved "https://registry.yarnpkg.com/is-wsl/-/is-wsl-2.2.0.tgz#74a4c76e77ca9fd3f932f290c17ea326cd157271"
+  resolved "https://registry.npmjs.org/is-wsl/-/is-wsl-2.2.0.tgz"
   integrity sha512-fKzAra0rGJUUBwGBgNkHZuToZcn+TtXHpeCgmkMJMMYx1sQDYaCSyjJBSCa2nH1DGm7s3n1oBnohoVTBaN7Lww==
   dependencies:
     is-docker "^2.0.0"
 
 isarray@^2.0.5:
   version "2.0.5"
-  resolved "https://registry.yarnpkg.com/isarray/-/isarray-2.0.5.tgz#8af1e4c1221244cc62459faf38940d4e644a5723"
+  resolved "https://registry.npmjs.org/isarray/-/isarray-2.0.5.tgz"
   integrity sha512-xHjhDr3cNBK0BzdUJSPXZntQUx/mwMS5Rw4A7lPJ90XGAO6ISP/ePDNuo0vhqOZU+UD5JoodwCAAoZQd3FeAKw==
 
 isarray@~1.0.0:
   version "1.0.0"
-  resolved "https://registry.yarnpkg.com/isarray/-/isarray-1.0.0.tgz#bb935d48582cba168c06834957a54a3e07124f11"
+  resolved "https://registry.npmjs.org/isarray/-/isarray-1.0.0.tgz"
   integrity sha512-VLghIWNM6ELQzo7zwmcg0NmTVyWKYjvIeM83yjp0wRDTmUnrM678fQbcKBo6n2CJEF0szoG//ytg+TKla89ALQ==
 
 isexe@^2.0.0:
   version "2.0.0"
-  resolved "https://registry.yarnpkg.com/isexe/-/isexe-2.0.0.tgz#e8fbf374dc556ff8947a10dcb0572d633f2cfa10"
+  resolved "https://registry.npmjs.org/isexe/-/isexe-2.0.0.tgz"
   integrity sha512-RHxMLp9lnKHGHRng9QFhRCMbYAcVpn69smSGcq3f36xjgVVWThj4qqLbTLlq7Ssj8B+fIQ1EuCEGI2lKsyQeIw==
 
 istanbul-lib-coverage@^3.0.0, istanbul-lib-coverage@^3.2.0:
   version "3.2.2"
-  resolved "https://registry.yarnpkg.com/istanbul-lib-coverage/-/istanbul-lib-coverage-3.2.2.tgz#2d166c4b0644d43a39f04bf6c2edd1e585f31756"
+  resolved "https://registry.npmjs.org/istanbul-lib-coverage/-/istanbul-lib-coverage-3.2.2.tgz"
   integrity sha512-O8dpsF+r0WV/8MNRKfnmrtCWhuKjxrq2w+jpzBL5UZKTi2LeVWnWOmWRxFlesJONmc+wLAGvKQZEOanko0LFTg==
 
 istanbul-lib-instrument@^5.0.4:
   version "5.2.1"
-  resolved "https://registry.yarnpkg.com/istanbul-lib-instrument/-/istanbul-lib-instrument-5.2.1.tgz#d10c8885c2125574e1c231cacadf955675e1ce3d"
+  resolved "https://registry.npmjs.org/istanbul-lib-instrument/-/istanbul-lib-instrument-5.2.1.tgz"
   integrity sha512-pzqtp31nLv/XFOzXGuvhCb8qhjmTVo5vjVk19XE4CRlSWz0KoeJ3bw9XsA7nOp9YBf4qHjwBxkDzKcME/J29Yg==
   dependencies:
     "@babel/core" "^7.12.3"
@@ -6883,7 +6852,7 @@ istanbul-lib-instrument@^5.0.4:
 
 istanbul-lib-instrument@^6.0.0:
   version "6.0.3"
-  resolved "https://registry.yarnpkg.com/istanbul-lib-instrument/-/istanbul-lib-instrument-6.0.3.tgz#fa15401df6c15874bcb2105f773325d78c666765"
+  resolved "https://registry.npmjs.org/istanbul-lib-instrument/-/istanbul-lib-instrument-6.0.3.tgz"
   integrity sha512-Vtgk7L/R2JHyyGW07spoFlB8/lpjiOLTjMdms6AFMraYt3BaJauod/NGrfnVG/y4Ix1JEuMRPDPEj2ua+zz1/Q==
   dependencies:
     "@babel/core" "^7.23.9"
@@ -6894,7 +6863,7 @@ istanbul-lib-instrument@^6.0.0:
 
 istanbul-lib-report@^3.0.0:
   version "3.0.1"
-  resolved "https://registry.yarnpkg.com/istanbul-lib-report/-/istanbul-lib-report-3.0.1.tgz#908305bac9a5bd175ac6a74489eafd0fc2445a7d"
+  resolved "https://registry.npmjs.org/istanbul-lib-report/-/istanbul-lib-report-3.0.1.tgz"
   integrity sha512-GCfE1mtsHGOELCU8e/Z7YWzpmybrx/+dSTfLrvY8qRmaY6zXTKWn6WQIjaAFw069icm6GVMNkgu0NzI4iPZUNw==
   dependencies:
     istanbul-lib-coverage "^3.0.0"
@@ -6903,7 +6872,7 @@ istanbul-lib-report@^3.0.0:
 
 istanbul-lib-source-maps@^4.0.0:
   version "4.0.1"
-  resolved "https://registry.yarnpkg.com/istanbul-lib-source-maps/-/istanbul-lib-source-maps-4.0.1.tgz#895f3a709fcfba34c6de5a42939022f3e4358551"
+  resolved "https://registry.npmjs.org/istanbul-lib-source-maps/-/istanbul-lib-source-maps-4.0.1.tgz"
   integrity sha512-n3s8EwkdFIJCG3BPKBYvskgXGoy88ARzvegkitk60NxRdwltLOTaH7CUiMRXvwYorl0Q712iEjcWB+fK/MrWVw==
   dependencies:
     debug "^4.1.1"
@@ -6912,7 +6881,7 @@ istanbul-lib-source-maps@^4.0.0:
 
 istanbul-reports@^3.1.3:
   version "3.2.0"
-  resolved "https://registry.yarnpkg.com/istanbul-reports/-/istanbul-reports-3.2.0.tgz#cb4535162b5784aa623cee21a7252cf2c807ac93"
+  resolved "https://registry.npmjs.org/istanbul-reports/-/istanbul-reports-3.2.0.tgz"
   integrity sha512-HGYWWS/ehqTV3xN10i23tkPkpH46MLCIMFNCaaKNavAXTF1RkqxawEPtnjnGZ6XKSInBKkiOA5BKS+aZiY3AvA==
   dependencies:
     html-escaper "^2.0.0"
@@ -6920,7 +6889,7 @@ istanbul-reports@^3.1.3:
 
 iterator.prototype@^1.1.4:
   version "1.1.5"
-  resolved "https://registry.yarnpkg.com/iterator.prototype/-/iterator.prototype-1.1.5.tgz#12c959a29de32de0aa3bbbb801f4d777066dae39"
+  resolved "https://registry.npmjs.org/iterator.prototype/-/iterator.prototype-1.1.5.tgz"
   integrity sha512-H0dkQoCa3b2VEeKQBOxFph+JAbcrQdE7KC0UkqwpLmv2EC4P41QXP+rqo9wYodACiG5/WM5s9oDApTU8utwj9g==
   dependencies:
     define-data-property "^1.1.4"
@@ -6932,7 +6901,7 @@ iterator.prototype@^1.1.4:
 
 jake@^10.8.5:
   version "10.9.4"
-  resolved "https://registry.yarnpkg.com/jake/-/jake-10.9.4.tgz#d626da108c63d5cfb00ab5c25fadc7e0084af8e6"
+  resolved "https://registry.npmjs.org/jake/-/jake-10.9.4.tgz"
   integrity sha512-wpHYzhxiVQL+IV05BLE2Xn34zW1S223hvjtqk0+gsPrwd/8JNLXJgZZM/iPFsYc1xyphF+6M6EvdE5E9MBGkDA==
   dependencies:
     async "^3.2.6"
@@ -6941,7 +6910,7 @@ jake@^10.8.5:
 
 jest-changed-files@^29.7.0:
   version "29.7.0"
-  resolved "https://registry.yarnpkg.com/jest-changed-files/-/jest-changed-files-29.7.0.tgz#1c06d07e77c78e1585d020424dedc10d6e17ac3a"
+  resolved "https://registry.npmjs.org/jest-changed-files/-/jest-changed-files-29.7.0.tgz"
   integrity sha512-fEArFiwf1BpQ+4bXSprcDc3/x4HSzL4al2tozwVpDFpsxALjLYdyiIK4e5Vz66GQJIbXJ82+35PtysofptNX2w==
   dependencies:
     execa "^5.0.0"
@@ -6950,7 +6919,7 @@ jest-changed-files@^29.7.0:
 
 jest-circus@^29.7.0:
   version "29.7.0"
-  resolved "https://registry.yarnpkg.com/jest-circus/-/jest-circus-29.7.0.tgz#b6817a45fcc835d8b16d5962d0c026473ee3668a"
+  resolved "https://registry.npmjs.org/jest-circus/-/jest-circus-29.7.0.tgz"
   integrity sha512-3E1nCMgipcTkCocFwM90XXQab9bS+GMsjdpmPrlelaxwD93Ad8iVEjX/vvHPdLPnFf+L40u+5+iutRdA1N9myw==
   dependencies:
     "@jest/environment" "^29.7.0"
@@ -6976,7 +6945,7 @@ jest-circus@^29.7.0:
 
 jest-cli@^29.7.0:
   version "29.7.0"
-  resolved "https://registry.yarnpkg.com/jest-cli/-/jest-cli-29.7.0.tgz#5592c940798e0cae677eec169264f2d839a37995"
+  resolved "https://registry.npmjs.org/jest-cli/-/jest-cli-29.7.0.tgz"
   integrity sha512-OVVobw2IubN/GSYsxETi+gOe7Ka59EFMR/twOU3Jb2GnKKeMGJB5SGUUrEz3SFVmJASUdZUzy83sLNNQ2gZslg==
   dependencies:
     "@jest/core" "^29.7.0"
@@ -6993,7 +6962,7 @@ jest-cli@^29.7.0:
 
 jest-config@^29.7.0:
   version "29.7.0"
-  resolved "https://registry.yarnpkg.com/jest-config/-/jest-config-29.7.0.tgz#bcbda8806dbcc01b1e316a46bb74085a84b0245f"
+  resolved "https://registry.npmjs.org/jest-config/-/jest-config-29.7.0.tgz"
   integrity sha512-uXbpfeQ7R6TZBqI3/TxCU4q4ttk3u0PJeC+E0zbfSoSjq6bJ7buBPxzQPL0ifrkY4DNu4JUdk0ImlBUYi840eQ==
   dependencies:
     "@babel/core" "^7.11.6"
@@ -7021,7 +6990,7 @@ jest-config@^29.7.0:
 
 jest-diff@^27.5.1:
   version "27.5.1"
-  resolved "https://registry.yarnpkg.com/jest-diff/-/jest-diff-27.5.1.tgz#a07f5011ac9e6643cf8a95a462b7b1ecf6680def"
+  resolved "https://registry.npmjs.org/jest-diff/-/jest-diff-27.5.1.tgz"
   integrity sha512-m0NvkX55LDt9T4mctTEgnZk3fmEg3NRYutvMPWM/0iPnkFj2wIeF45O1718cMSOFO1vINkqmxqD8vE37uTEbqw==
   dependencies:
     chalk "^4.0.0"
@@ -7031,7 +7000,7 @@ jest-diff@^27.5.1:
 
 jest-diff@^29.7.0:
   version "29.7.0"
-  resolved "https://registry.yarnpkg.com/jest-diff/-/jest-diff-29.7.0.tgz#017934a66ebb7ecf6f205e84699be10afd70458a"
+  resolved "https://registry.npmjs.org/jest-diff/-/jest-diff-29.7.0.tgz"
   integrity sha512-LMIgiIrhigmPrs03JHpxUh2yISK3vLFPkAodPeo0+BuF7wA2FoQbkEg1u8gBYBThncu7e1oEDUfIXVuTqLRUjw==
   dependencies:
     chalk "^4.0.0"
@@ -7041,14 +7010,14 @@ jest-diff@^29.7.0:
 
 jest-docblock@^29.7.0:
   version "29.7.0"
-  resolved "https://registry.yarnpkg.com/jest-docblock/-/jest-docblock-29.7.0.tgz#8fddb6adc3cdc955c93e2a87f61cfd350d5d119a"
+  resolved "https://registry.npmjs.org/jest-docblock/-/jest-docblock-29.7.0.tgz"
   integrity sha512-q617Auw3A612guyaFgsbFeYpNP5t2aoUNLwBUbc/0kD1R4t9ixDbyFTHd1nok4epoVFpr7PmeWHrhvuV3XaJ4g==
   dependencies:
     detect-newline "^3.0.0"
 
 jest-each@^29.7.0:
   version "29.7.0"
-  resolved "https://registry.yarnpkg.com/jest-each/-/jest-each-29.7.0.tgz#162a9b3f2328bdd991beaabffbb74745e56577d1"
+  resolved "https://registry.npmjs.org/jest-each/-/jest-each-29.7.0.tgz"
   integrity sha512-gns+Er14+ZrEoC5fhOfYCY1LOHHr0TI+rQUHZS8Ttw2l7gl+80eHc/gFf2Ktkw0+SIACDTeWvpFcv3B04VembQ==
   dependencies:
     "@jest/types" "^29.6.3"
@@ -7059,7 +7028,7 @@ jest-each@^29.7.0:
 
 jest-environment-jsdom@^29.7.0:
   version "29.7.0"
-  resolved "https://registry.yarnpkg.com/jest-environment-jsdom/-/jest-environment-jsdom-29.7.0.tgz#d206fa3551933c3fd519e5dfdb58a0f5139a837f"
+  resolved "https://registry.npmjs.org/jest-environment-jsdom/-/jest-environment-jsdom-29.7.0.tgz"
   integrity sha512-k9iQbsf9OyOfdzWH8HDmrRT0gSIcX+FLNW7IQq94tFX0gynPwqDTW0Ho6iMVNjGz/nb+l/vW3dWM2bbLLpkbXA==
   dependencies:
     "@jest/environment" "^29.7.0"
@@ -7073,7 +7042,7 @@ jest-environment-jsdom@^29.7.0:
 
 jest-environment-node@^29.7.0:
   version "29.7.0"
-  resolved "https://registry.yarnpkg.com/jest-environment-node/-/jest-environment-node-29.7.0.tgz#0b93e111dda8ec120bc8300e6d1fb9576e164376"
+  resolved "https://registry.npmjs.org/jest-environment-node/-/jest-environment-node-29.7.0.tgz"
   integrity sha512-DOSwCRqXirTOyheM+4d5YZOrWcdu0LNZ87ewUoywbcb2XR4wKgqiG8vNeYwhjFMbEkfju7wx2GYH0P2gevGvFw==
   dependencies:
     "@jest/environment" "^29.7.0"
@@ -7085,17 +7054,17 @@ jest-environment-node@^29.7.0:
 
 jest-get-type@^27.5.1:
   version "27.5.1"
-  resolved "https://registry.yarnpkg.com/jest-get-type/-/jest-get-type-27.5.1.tgz#3cd613c507b0f7ace013df407a1c1cd578bcb4f1"
+  resolved "https://registry.npmjs.org/jest-get-type/-/jest-get-type-27.5.1.tgz"
   integrity sha512-2KY95ksYSaK7DMBWQn6dQz3kqAf3BB64y2udeG+hv4KfSOb9qwcYQstTJc1KCbsix+wLZWZYN8t7nwX3GOBLRw==
 
 jest-get-type@^29.6.3:
   version "29.6.3"
-  resolved "https://registry.yarnpkg.com/jest-get-type/-/jest-get-type-29.6.3.tgz#36f499fdcea197c1045a127319c0481723908fd1"
+  resolved "https://registry.npmjs.org/jest-get-type/-/jest-get-type-29.6.3.tgz"
   integrity sha512-zrteXnqYxfQh7l5FHyL38jL39di8H8rHoecLH3JNxH3BwOrBsNeabdap5e0I23lD4HHI8W5VFBZqG4Eaq5LNcw==
 
 jest-haste-map@^27.5.1:
   version "27.5.1"
-  resolved "https://registry.yarnpkg.com/jest-haste-map/-/jest-haste-map-27.5.1.tgz#9fd8bd7e7b4fa502d9c6164c5640512b4e811e7f"
+  resolved "https://registry.npmjs.org/jest-haste-map/-/jest-haste-map-27.5.1.tgz"
   integrity sha512-7GgkZ4Fw4NFbMSDSpZwXeBiIbx+t/46nJ2QitkOjvwPYyZmqttu2TDSimMHP1EkPOi4xUZAN1doE5Vd25H4Jng==
   dependencies:
     "@jest/types" "^27.5.1"
@@ -7115,7 +7084,7 @@ jest-haste-map@^27.5.1:
 
 jest-haste-map@^29.7.0:
   version "29.7.0"
-  resolved "https://registry.yarnpkg.com/jest-haste-map/-/jest-haste-map-29.7.0.tgz#3c2396524482f5a0506376e6c858c3bbcc17b104"
+  resolved "https://registry.npmjs.org/jest-haste-map/-/jest-haste-map-29.7.0.tgz"
   integrity sha512-fP8u2pyfqx0K1rGn1R9pyE0/KTn+G7PxktWidOBTqFPLYX0b9ksaMFkhK5vrS3DVun09pckLdlx90QthlW7AmA==
   dependencies:
     "@jest/types" "^29.6.3"
@@ -7134,7 +7103,7 @@ jest-haste-map@^29.7.0:
 
 jest-leak-detector@^29.7.0:
   version "29.7.0"
-  resolved "https://registry.yarnpkg.com/jest-leak-detector/-/jest-leak-detector-29.7.0.tgz#5b7ec0dadfdfec0ca383dc9aa016d36b5ea4c728"
+  resolved "https://registry.npmjs.org/jest-leak-detector/-/jest-leak-detector-29.7.0.tgz"
   integrity sha512-kYA8IJcSYtST2BY9I+SMC32nDpBT3J2NvWJx8+JCuCdl/CR1I4EKUJROiP8XtCcxqgTTBGJNdbB1A8XRKbTetw==
   dependencies:
     jest-get-type "^29.6.3"
@@ -7142,7 +7111,7 @@ jest-leak-detector@^29.7.0:
 
 jest-matcher-utils@^27.0.0:
   version "27.5.1"
-  resolved "https://registry.yarnpkg.com/jest-matcher-utils/-/jest-matcher-utils-27.5.1.tgz#9c0cdbda8245bc22d2331729d1091308b40cf8ab"
+  resolved "https://registry.npmjs.org/jest-matcher-utils/-/jest-matcher-utils-27.5.1.tgz"
   integrity sha512-z2uTx/T6LBaCoNWNFWwChLBKYxTMcGBRjAt+2SbP929/Fflb9aa5LGma654Rz8z9HLxsrUaYzxE9T/EFIL/PAw==
   dependencies:
     chalk "^4.0.0"
@@ -7152,7 +7121,7 @@ jest-matcher-utils@^27.0.0:
 
 jest-matcher-utils@^29.7.0:
   version "29.7.0"
-  resolved "https://registry.yarnpkg.com/jest-matcher-utils/-/jest-matcher-utils-29.7.0.tgz#ae8fec79ff249fd592ce80e3ee474e83a6c44f12"
+  resolved "https://registry.npmjs.org/jest-matcher-utils/-/jest-matcher-utils-29.7.0.tgz"
   integrity sha512-sBkD+Xi9DtcChsI3L3u0+N0opgPYnCRPtGcQYrgXmR+hmt/fYfWAL0xRXYU8eWOdfuLgBe0YCW3AFtnRLagq/g==
   dependencies:
     chalk "^4.0.0"
@@ -7162,7 +7131,7 @@ jest-matcher-utils@^29.7.0:
 
 jest-message-util@^29.7.0:
   version "29.7.0"
-  resolved "https://registry.yarnpkg.com/jest-message-util/-/jest-message-util-29.7.0.tgz#8bc392e204e95dfe7564abbe72a404e28e51f7f3"
+  resolved "https://registry.npmjs.org/jest-message-util/-/jest-message-util-29.7.0.tgz"
   integrity sha512-GBEV4GRADeP+qtB2+6u61stea8mGcOT4mCtrYISZwfu9/ISHFJ/5zOMXYbpBE9RsS5+Gb63DW4FgmnKJ79Kf6w==
   dependencies:
     "@babel/code-frame" "^7.12.13"
@@ -7177,7 +7146,7 @@ jest-message-util@^29.7.0:
 
 jest-mock@^29.4.0, jest-mock@^29.7.0:
   version "29.7.0"
-  resolved "https://registry.yarnpkg.com/jest-mock/-/jest-mock-29.7.0.tgz#4e836cf60e99c6fcfabe9f99d017f3fdd50a6347"
+  resolved "https://registry.npmjs.org/jest-mock/-/jest-mock-29.7.0.tgz"
   integrity sha512-ITOMZn+UkYS4ZFh83xYAOzWStloNzJFO2s8DWrE4lhtGD+AorgnbkiKERe4wQVBydIGPx059g6riW5Btp6Llnw==
   dependencies:
     "@jest/types" "^29.6.3"
@@ -7186,22 +7155,22 @@ jest-mock@^29.4.0, jest-mock@^29.7.0:
 
 jest-pnp-resolver@^1.2.2:
   version "1.2.3"
-  resolved "https://registry.yarnpkg.com/jest-pnp-resolver/-/jest-pnp-resolver-1.2.3.tgz#930b1546164d4ad5937d5540e711d4d38d4cad2e"
+  resolved "https://registry.npmjs.org/jest-pnp-resolver/-/jest-pnp-resolver-1.2.3.tgz"
   integrity sha512-+3NpwQEnRoIBtx4fyhblQDPgJI0H1IEIkX7ShLUjPGA7TtUTvI1oiKi3SR4oBR0hQhQR80l4WAe5RrXBwWMA8w==
 
 jest-regex-util@^27.5.1:
   version "27.5.1"
-  resolved "https://registry.yarnpkg.com/jest-regex-util/-/jest-regex-util-27.5.1.tgz#4da143f7e9fd1e542d4aa69617b38e4a78365b95"
+  resolved "https://registry.npmjs.org/jest-regex-util/-/jest-regex-util-27.5.1.tgz"
   integrity sha512-4bfKq2zie+x16okqDXjXn9ql2B0dScQu+vcwe4TvFVhkVyuWLqpZrZtXxLLWoXYgn0E87I6r6GRYHF7wFZBUvg==
 
 jest-regex-util@^29.0.0, jest-regex-util@^29.6.3:
   version "29.6.3"
-  resolved "https://registry.yarnpkg.com/jest-regex-util/-/jest-regex-util-29.6.3.tgz#4a556d9c776af68e1c5f48194f4d0327d24e8a52"
+  resolved "https://registry.npmjs.org/jest-regex-util/-/jest-regex-util-29.6.3.tgz"
   integrity sha512-KJJBsRCyyLNWCNBOvZyRDnAIfUiRJ8v+hOBQYGn8gDyF3UegwiP4gwRR3/SDa42g1YbVycTidUF3rKjyLFDWbg==
 
 jest-resolve-dependencies@^29.7.0:
   version "29.7.0"
-  resolved "https://registry.yarnpkg.com/jest-resolve-dependencies/-/jest-resolve-dependencies-29.7.0.tgz#1b04f2c095f37fc776ff40803dc92921b1e88428"
+  resolved "https://registry.npmjs.org/jest-resolve-dependencies/-/jest-resolve-dependencies-29.7.0.tgz"
   integrity sha512-un0zD/6qxJ+S0et7WxeI3H5XSe9lTBBR7bOHCHXkKR6luG5mwDDlIzVQ0V5cZCuoTgEdcdwzTghYkTWfubi+nA==
   dependencies:
     jest-regex-util "^29.6.3"
@@ -7209,7 +7178,7 @@ jest-resolve-dependencies@^29.7.0:
 
 jest-resolve@^29.7.0:
   version "29.7.0"
-  resolved "https://registry.yarnpkg.com/jest-resolve/-/jest-resolve-29.7.0.tgz#64d6a8992dd26f635ab0c01e5eef4399c6bcbc30"
+  resolved "https://registry.npmjs.org/jest-resolve/-/jest-resolve-29.7.0.tgz"
   integrity sha512-IOVhZSrg+UvVAshDSDtHyFCCBUl/Q3AAJv8iZ6ZjnZ74xzvwuzLXid9IIIPgTnY62SJjfuupMKZsZQRsCvxEgA==
   dependencies:
     chalk "^4.0.0"
@@ -7224,7 +7193,7 @@ jest-resolve@^29.7.0:
 
 jest-runner@^29.7.0:
   version "29.7.0"
-  resolved "https://registry.yarnpkg.com/jest-runner/-/jest-runner-29.7.0.tgz#809af072d408a53dcfd2e849a4c976d3132f718e"
+  resolved "https://registry.npmjs.org/jest-runner/-/jest-runner-29.7.0.tgz"
   integrity sha512-fsc4N6cPCAahybGBfTRcq5wFR6fpLznMg47sY5aDpsoejOcVYFb07AHuSnR0liMcPTgBsA3ZJL6kFOjPdoNipQ==
   dependencies:
     "@jest/console" "^29.7.0"
@@ -7251,7 +7220,7 @@ jest-runner@^29.7.0:
 
 jest-runtime@^29.7.0:
   version "29.7.0"
-  resolved "https://registry.yarnpkg.com/jest-runtime/-/jest-runtime-29.7.0.tgz#efecb3141cf7d3767a3a0cc8f7c9990587d3d817"
+  resolved "https://registry.npmjs.org/jest-runtime/-/jest-runtime-29.7.0.tgz"
   integrity sha512-gUnLjgwdGqW7B4LvOIkbKs9WGbn+QLqRQQ9juC6HndeDiezIwhDP+mhMwHWCEcfQ5RUXa6OPnFF8BJh5xegwwQ==
   dependencies:
     "@jest/environment" "^29.7.0"
@@ -7279,7 +7248,7 @@ jest-runtime@^29.7.0:
 
 jest-serializer@^27.5.1:
   version "27.5.1"
-  resolved "https://registry.yarnpkg.com/jest-serializer/-/jest-serializer-27.5.1.tgz#81438410a30ea66fd57ff730835123dea1fb1f64"
+  resolved "https://registry.npmjs.org/jest-serializer/-/jest-serializer-27.5.1.tgz"
   integrity sha512-jZCyo6iIxO1aqUxpuBlwTDMkzOAJS4a3eYz3YzgxxVQFwLeSA7Jfq5cbqCY+JLvTDrWirgusI/0KwxKMgrdf7w==
   dependencies:
     "@types/node" "*"
@@ -7287,7 +7256,7 @@ jest-serializer@^27.5.1:
 
 jest-snapshot@^29.7.0:
   version "29.7.0"
-  resolved "https://registry.yarnpkg.com/jest-snapshot/-/jest-snapshot-29.7.0.tgz#c2c574c3f51865da1bb329036778a69bf88a6be5"
+  resolved "https://registry.npmjs.org/jest-snapshot/-/jest-snapshot-29.7.0.tgz"
   integrity sha512-Rm0BMWtxBcioHr1/OX5YCP8Uov4riHvKPknOGs804Zg9JGZgmIBkbtlxJC/7Z4msKYVbIJtfU+tKb8xlYNfdkw==
   dependencies:
     "@babel/core" "^7.11.6"
@@ -7313,7 +7282,7 @@ jest-snapshot@^29.7.0:
 
 jest-util@^27.5.1:
   version "27.5.1"
-  resolved "https://registry.yarnpkg.com/jest-util/-/jest-util-27.5.1.tgz#3ba9771e8e31a0b85da48fe0b0891fb86c01c2f9"
+  resolved "https://registry.npmjs.org/jest-util/-/jest-util-27.5.1.tgz"
   integrity sha512-Kv2o/8jNvX1MQ0KGtw480E/w4fBCDOnH6+6DmeKi6LZUIlKA5kwY0YNdlzaWTiVgxqAqik11QyxDOKk543aKXw==
   dependencies:
     "@jest/types" "^27.5.1"
@@ -7325,7 +7294,7 @@ jest-util@^27.5.1:
 
 jest-util@^29.4.0, jest-util@^29.7.0:
   version "29.7.0"
-  resolved "https://registry.yarnpkg.com/jest-util/-/jest-util-29.7.0.tgz#23c2b62bfb22be82b44de98055802ff3710fc0bc"
+  resolved "https://registry.npmjs.org/jest-util/-/jest-util-29.7.0.tgz"
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   dependencies:
     "@jest/types" "^29.6.3"
@@ -7337,7 +7306,7 @@ jest-util@^29.4.0, jest-util@^29.7.0:
 
 jest-validate@^29.7.0:
   version "29.7.0"
-  resolved "https://registry.yarnpkg.com/jest-validate/-/jest-validate-29.7.0.tgz#7bf705511c64da591d46b15fce41400d52147d9c"
+  resolved "https://registry.npmjs.org/jest-validate/-/jest-validate-29.7.0.tgz"
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   dependencies:
     "@jest/types" "^29.6.3"
@@ -7349,7 +7318,7 @@ jest-validate@^29.7.0:
 
 jest-watch-typeahead@^2.2.2:
   version "2.2.2"
-  resolved "https://registry.yarnpkg.com/jest-watch-typeahead/-/jest-watch-typeahead-2.2.2.tgz#5516d3cd006485caa5cfc9bd1de40f1f8b136abf"
+  resolved "https://registry.npmjs.org/jest-watch-typeahead/-/jest-watch-typeahead-2.2.2.tgz"
   integrity sha512-+QgOFW4o5Xlgd6jGS5X37i08tuuXNW8X0CV9WNFi+3n8ExCIP+E1melYhvYLjv5fE6D0yyzk74vsSO8I6GqtvQ==
   dependencies:
     ansi-escapes "^6.0.0"
@@ -7362,7 +7331,7 @@ jest-watch-typeahead@^2.2.2:
 
 jest-watcher@^29.0.0, jest-watcher@^29.7.0:
   version "29.7.0"
-  resolved "https://registry.yarnpkg.com/jest-watcher/-/jest-watcher-29.7.0.tgz#7810d30d619c3a62093223ce6bb359ca1b28a2f2"
+  resolved "https://registry.npmjs.org/jest-watcher/-/jest-watcher-29.7.0.tgz"
   integrity sha512-49Fg7WXkU3Vl2h6LbLtMQ/HyB6rXSIX7SqvBLQmssRBGN9I0PNvPmAmCWSOY6SOvrjhI/F7/bGAv9RtnsPA03g==
   dependencies:
     "@jest/test-result" "^29.7.0"
@@ -7376,7 +7345,7 @@ jest-watcher@^29.0.0, jest-watcher@^29.7.0:
 
 jest-worker@^26.2.1:
   version "26.6.2"
-  resolved "https://registry.yarnpkg.com/jest-worker/-/jest-worker-26.6.2.tgz#7f72cbc4d643c365e27b9fd775f9d0eaa9c7a8ed"
+  resolved "https://registry.npmjs.org/jest-worker/-/jest-worker-26.6.2.tgz"
   integrity sha512-KWYVV1c4i+jbMpaBC+U++4Va0cp8OisU185o73T1vo99hqi7w8tSJfUXYswwqqrjzwxa6KpRK54WhPvwf5w6PQ==
   dependencies:
     "@types/node" "*"
@@ -7385,7 +7354,7 @@ jest-worker@^26.2.1:
 
 jest-worker@^27.0.2, jest-worker@^27.4.5, jest-worker@^27.5.1:
   version "27.5.1"
-  resolved "https://registry.yarnpkg.com/jest-worker/-/jest-worker-27.5.1.tgz#8d146f0900e8973b106b6f73cc1e9a8cb86f8db0"
+  resolved "https://registry.npmjs.org/jest-worker/-/jest-worker-27.5.1.tgz"
   integrity sha512-7vuh85V5cdDofPyxn58nrPjBktZo0u9x1g8WtjQol+jZDaE+fhN+cIvTj11GndBnMnyfrUOG1sZQxCdjKh+DKg==
   dependencies:
     "@types/node" "*"
@@ -7394,7 +7363,7 @@ jest-worker@^27.0.2, jest-worker@^27.4.5, jest-worker@^27.5.1:
 
 jest-worker@^28.0.2:
   version "28.1.3"
-  resolved "https://registry.yarnpkg.com/jest-worker/-/jest-worker-28.1.3.tgz#7e3c4ce3fa23d1bb6accb169e7f396f98ed4bb98"
+  resolved "https://registry.npmjs.org/jest-worker/-/jest-worker-28.1.3.tgz"
   integrity sha512-CqRA220YV/6jCo8VWvAt1KKx6eek1VIHMPeLEbpcfSfkEeWyBNppynM/o6q+Wmw+sOhos2ml34wZbSX3G13//g==
   dependencies:
     "@types/node" "*"
@@ -7403,7 +7372,7 @@ jest-worker@^28.0.2:
 
 jest-worker@^29.7.0:
   version "29.7.0"
-  resolved "https://registry.yarnpkg.com/jest-worker/-/jest-worker-29.7.0.tgz#acad073acbbaeb7262bd5389e1bcf43e10058d4a"
+  resolved "https://registry.npmjs.org/jest-worker/-/jest-worker-29.7.0.tgz"
   integrity sha512-eIz2msL/EzL9UFTFFx7jBTkeZfku0yUAyZZZmJ93H2TYEiroIx2PQjEXcwYtYl8zXCxb+PAmA2hLIt/6ZEkPHw==
   dependencies:
     "@types/node" "*"
@@ -7413,7 +7382,7 @@ jest-worker@^29.7.0:
 
 jest@^29.7.0:
   version "29.7.0"
-  resolved "https://registry.yarnpkg.com/jest/-/jest-29.7.0.tgz#994676fc24177f088f1c5e3737f5697204ff2613"
+  resolved "https://registry.npmjs.org/jest/-/jest-29.7.0.tgz"
   integrity sha512-NIy3oAFp9shda19hy4HK0HRTWKtPJmGdnvywu01nOqNC2vZg+Z+fvJDxpMQA88eb2I9EcafcdjYgsDthnYTvGw==
   dependencies:
     "@jest/core" "^29.7.0"
@@ -7423,17 +7392,17 @@ jest@^29.7.0:
 
 js-sha3@0.8.0:
   version "0.8.0"
-  resolved "https://registry.yarnpkg.com/js-sha3/-/js-sha3-0.8.0.tgz#b9b7a5da73afad7dedd0f8c463954cbde6818840"
+  resolved "https://registry.npmjs.org/js-sha3/-/js-sha3-0.8.0.tgz"
   integrity sha512-gF1cRrHhIzNfToc802P800N8PpXS+evLLXfsVpowqmAFR9uwbi89WvXg2QspOmXL8QL86J4T1EpFu+yUkwJY3Q==
 
 "js-tokens@^3.0.0 || ^4.0.0", js-tokens@^4.0.0:
   version "4.0.0"
-  resolved "https://registry.yarnpkg.com/js-tokens/-/js-tokens-4.0.0.tgz#19203fb59991df98e3a287050d4647cdeaf32499"
+  resolved "https://registry.npmjs.org/js-tokens/-/js-tokens-4.0.0.tgz"
   integrity sha512-RdJUflcE3cUzKiMqQgsCu06FPu9UdIJO0beYbPhHN4k6apgJtifcoCtT9bcxOpYBtpD2kCM6Sbzg4CausW/PKQ==
 
 js-yaml@^3.13.1:
   version "3.14.2"
-  resolved "https://registry.yarnpkg.com/js-yaml/-/js-yaml-3.14.2.tgz#77485ce1dd7f33c061fd1b16ecea23b55fcb04b0"
+  resolved "https://registry.npmjs.org/js-yaml/-/js-yaml-3.14.2.tgz"
   integrity sha512-PMSmkqxr106Xa156c2M265Z+FTrPl+oxd/rgOQy2tijQeK5TxQ43psO1ZCwhVOSdnn+RzkzlRz/eY4BgJBYVpg==
   dependencies:
     argparse "^1.0.7"
@@ -7441,21 +7410,21 @@ js-yaml@^3.13.1:
 
 js-yaml@^4.1.0:
   version "4.1.1"
-  resolved "https://registry.yarnpkg.com/js-yaml/-/js-yaml-4.1.1.tgz#854c292467705b699476e1a2decc0c8a3458806b"
+  resolved "https://registry.npmjs.org/js-yaml/-/js-yaml-4.1.1.tgz"
   integrity sha512-qQKT4zQxXl8lLwBtHMWwaTcGfFOZviOJet3Oy/xmGk2gZH677CJM9EvtfdSkgWcATZhj/55JZ0rmy3myCT5lsA==
   dependencies:
     argparse "^2.0.1"
 
 js2xmlparser@^4.0.2:
   version "4.0.2"
-  resolved "https://registry.yarnpkg.com/js2xmlparser/-/js2xmlparser-4.0.2.tgz#2a1fdf01e90585ef2ae872a01bc169c6a8d5e60a"
+  resolved "https://registry.npmjs.org/js2xmlparser/-/js2xmlparser-4.0.2.tgz"
   integrity sha512-6n4D8gLlLf1n5mNLQPRfViYzu9RATblzPEtm1SthMX1Pjao0r9YI9nw7ZIfRxQMERS87mcswrg+r/OYrPRX6jA==
   dependencies:
     xmlcreate "^2.0.4"
 
 jsdoc@^4.0.0:
   version "4.0.5"
-  resolved "https://registry.yarnpkg.com/jsdoc/-/jsdoc-4.0.5.tgz#fbed70e04a3abcf2143dad6b184947682bbc7315"
+  resolved "https://registry.npmjs.org/jsdoc/-/jsdoc-4.0.5.tgz"
   integrity sha512-P4C6MWP9yIlMiK8nwoZvxN84vb6MsnXcHuy7XzVOvQoCizWX5JFCBsWIIWKXBltpoRZXddUOVQmCTOZt9yDj9g==
   dependencies:
     "@babel/parser" "^7.20.15"
@@ -7476,7 +7445,7 @@ jsdoc@^4.0.0:
 
 jsdom@^20.0.0:
   version "20.0.3"
-  resolved "https://registry.yarnpkg.com/jsdom/-/jsdom-20.0.3.tgz#886a41ba1d4726f67a8858028c99489fed6ad4db"
+  resolved "https://registry.npmjs.org/jsdom/-/jsdom-20.0.3.tgz"
   integrity sha512-SYhBvTh89tTfCD/CRdSOm13mOBa42iTaTyfyEWBdKcGdPxPtLFBXuHR8XHb33YNYaP+lLbmSvBTsnoesCNJEsQ==
   dependencies:
     abab "^2.0.6"
@@ -7508,61 +7477,61 @@ jsdom@^20.0.0:
 
 jsesc@^3.0.2, jsesc@~3.1.0:
   version "3.1.0"
-  resolved "https://registry.yarnpkg.com/jsesc/-/jsesc-3.1.0.tgz#74d335a234f67ed19907fdadfac7ccf9d409825d"
+  resolved "https://registry.npmjs.org/jsesc/-/jsesc-3.1.0.tgz"
   integrity sha512-/sM3dO2FOzXjKQhJuo0Q173wf2KOo8t4I8vHy6lF9poUp7bKT0/NHE8fPX23PwfhnykfqnC2xRxOnVw5XuGIaA==
 
 json-buffer@3.0.1:
   version "3.0.1"
-  resolved "https://registry.yarnpkg.com/json-buffer/-/json-buffer-3.0.1.tgz#9338802a30d3b6605fbe0613e094008ca8c05a13"
+  resolved "https://registry.npmjs.org/json-buffer/-/json-buffer-3.0.1.tgz"
   integrity sha512-4bV5BfR2mqfQTJm+V5tPPdf+ZpuhiIvTuAB5g8kcrXOZpTT/QwwVRWBywX1ozr6lEuPdbHxwaJlm9G6mI2sfSQ==
 
 json-parse-even-better-errors@^2.3.0, json-parse-even-better-errors@^2.3.1:
   version "2.3.1"
-  resolved "https://registry.yarnpkg.com/json-parse-even-better-errors/-/json-parse-even-better-errors-2.3.1.tgz#7c47805a94319928e05777405dc12e1f7a4ee02d"
+  resolved "https://registry.npmjs.org/json-parse-even-better-errors/-/json-parse-even-better-errors-2.3.1.tgz"
   integrity sha512-xyFwyhro/JEof6Ghe2iz2NcXoj2sloNsWr/XsERDK/oiPCfaNhl5ONfp+jQdAZRQQ0IJWNzH9zIZF7li91kh2w==
 
 json-schema-traverse@^0.4.1:
   version "0.4.1"
-  resolved "https://registry.yarnpkg.com/json-schema-traverse/-/json-schema-traverse-0.4.1.tgz#69f6a87d9513ab8bb8fe63bdb0979c448e684660"
+  resolved "https://registry.npmjs.org/json-schema-traverse/-/json-schema-traverse-0.4.1.tgz"
   integrity sha512-xbbCH5dCYU5T8LcEhhuh7HJ88HXuW3qsI3Y0zOZFKfZEHcpWiHU/Jxzk629Brsab/mMiHQti9wMP+845RPe3Vg==
 
 json-schema-traverse@^1.0.0:
   version "1.0.0"
-  resolved "https://registry.yarnpkg.com/json-schema-traverse/-/json-schema-traverse-1.0.0.tgz#ae7bcb3656ab77a73ba5c49bf654f38e6b6860e2"
+  resolved "https://registry.npmjs.org/json-schema-traverse/-/json-schema-traverse-1.0.0.tgz"
   integrity sha512-NM8/P9n3XjXhIZn1lLhkFaACTOURQXjWhV4BA/RnOv8xvgqtqpAX9IO4mRQxSx1Rlo4tqzeqb0sOlruaOy3dug==
 
 json-schema@^0.4.0:
   version "0.4.0"
-  resolved "https://registry.yarnpkg.com/json-schema/-/json-schema-0.4.0.tgz#f7de4cf6efab838ebaeb3236474cbba5a1930ab5"
+  resolved "https://registry.npmjs.org/json-schema/-/json-schema-0.4.0.tgz"
   integrity sha512-es94M3nTIfsEPisRafak+HDLfHXnKBhV3vU5eqPcS3flIWqcxJWgXHXiey3YrpaNsanY5ei1VoYEbOzijuq9BA==
 
 json-stable-stringify-without-jsonify@^1.0.1:
   version "1.0.1"
-  resolved "https://registry.yarnpkg.com/json-stable-stringify-without-jsonify/-/json-stable-stringify-without-jsonify-1.0.1.tgz#9db7b59496ad3f3cfef30a75142d2d930ad72651"
+  resolved "https://registry.npmjs.org/json-stable-stringify-without-jsonify/-/json-stable-stringify-without-jsonify-1.0.1.tgz"
   integrity sha512-Bdboy+l7tA3OGW6FjyFHWkP5LuByj1Tk33Ljyq0axyzdk9//JSi2u3fP1QSmd1KNwq6VOKYGlAu87CisVir6Pw==
 
 json5@^1.0.2:
   version "1.0.2"
-  resolved "https://registry.yarnpkg.com/json5/-/json5-1.0.2.tgz#63d98d60f21b313b77c4d6da18bfa69d80e1d593"
+  resolved "https://registry.npmjs.org/json5/-/json5-1.0.2.tgz"
   integrity sha512-g1MWMLBiz8FKi1e4w0UyVL3w+iJceWAFBAaBnnGKOpNa5f8TLktkbre1+s6oICydWAm+HRUGTmI+//xv2hvXYA==
   dependencies:
     minimist "^1.2.0"
 
 json5@^2.1.2, json5@^2.2.0, json5@^2.2.3:
   version "2.2.3"
-  resolved "https://registry.yarnpkg.com/json5/-/json5-2.2.3.tgz#78cd6f1a19bdc12b73db5ad0c61efd66c1e29283"
+  resolved "https://registry.npmjs.org/json5/-/json5-2.2.3.tgz"
   integrity sha512-XmOWe7eyHYH14cLdVPoyg+GOH3rYX++KpzrylJwSW98t3Nk+U8XOl8FWKOgwtzdb8lXGf6zYwDUzeHMWfxasyg==
 
 jsonfile@^4.0.0:
   version "4.0.0"
-  resolved "https://registry.yarnpkg.com/jsonfile/-/jsonfile-4.0.0.tgz#8771aae0799b64076b76640fca058f9c10e33ecb"
+  resolved "https://registry.npmjs.org/jsonfile/-/jsonfile-4.0.0.tgz"
   integrity sha512-m6F1R3z8jjlf2imQHS2Qez5sjKWQzbuuhuJ/FKYFRZvPE3PuHcSMVZzfsLhGVOkfd20obL5SWEBew5ShlquNxg==
   optionalDependencies:
     graceful-fs "^4.1.6"
 
 jsonfile@^6.0.1:
   version "6.2.0"
-  resolved "https://registry.yarnpkg.com/jsonfile/-/jsonfile-6.2.0.tgz#7c265bd1b65de6977478300087c99f1c84383f62"
+  resolved "https://registry.npmjs.org/jsonfile/-/jsonfile-6.2.0.tgz"
   integrity sha512-FGuPw30AdOIUTRMC2OMRtQV+jkVj2cfPqSeWXv1NEAJ1qZ5zb1X6z1mFhbfOB/iy3ssJCD+3KuZ8r8C3uVFlAg==
   dependencies:
     universalify "^2.0.0"
@@ -7571,7 +7540,7 @@ jsonfile@^6.0.1:
 
 jsonpath@^1.1.1:
   version "1.1.1"
-  resolved "https://registry.yarnpkg.com/jsonpath/-/jsonpath-1.1.1.tgz#0ca1ed8fb65bb3309248cc9d5466d12d5b0b9901"
+  resolved "https://registry.npmjs.org/jsonpath/-/jsonpath-1.1.1.tgz"
   integrity sha512-l6Cg7jRpixfbgoWgkrl77dgEj8RPvND0wMH6TwQmi9Qs4TFfS9u5cUFnbeKTwj5ga5Y3BTGGNI28k117LJ009w==
   dependencies:
     esprima "1.2.2"
@@ -7580,12 +7549,12 @@ jsonpath@^1.1.1:
 
 jsonpointer@^5.0.0:
   version "5.0.1"
-  resolved "https://registry.yarnpkg.com/jsonpointer/-/jsonpointer-5.0.1.tgz#2110e0af0900fd37467b5907ecd13a7884a1b559"
+  resolved "https://registry.npmjs.org/jsonpointer/-/jsonpointer-5.0.1.tgz"
   integrity sha512-p/nXbhSEcu3pZRdkW1OfJhpsVtW1gd4Wa1fnQc9YLiTfAjn0312eMKimbdIQzuZl9aa9xUGaRlP9T/CJE/ditQ==
 
 "jsx-ast-utils@^2.4.1 || ^3.0.0", jsx-ast-utils@^3.3.5:
   version "3.3.5"
-  resolved "https://registry.yarnpkg.com/jsx-ast-utils/-/jsx-ast-utils-3.3.5.tgz#4766bd05a8e2a11af222becd19e15575e52a853a"
+  resolved "https://registry.npmjs.org/jsx-ast-utils/-/jsx-ast-utils-3.3.5.tgz"
   integrity sha512-ZZow9HBI5O6EPgSJLUb8n2NKgmVWTwCvHGwFuJlMjvLFqlGG6pjirPhtdsseaLZjSibD8eegzmYpUZwoIlj2cQ==
   dependencies:
     array-includes "^3.1.6"
@@ -7593,50 +7562,55 @@ jsonpointer@^5.0.0:
     object.assign "^4.1.4"
     object.values "^1.1.6"
 
+keycloak-js@^26.2.4:
+  version "26.2.4"
+  resolved "https://registry.npmjs.org/keycloak-js/-/keycloak-js-26.2.4.tgz"
+  integrity sha512-PnXpR3ubETGOt0B/Qt2lxmPbkZr5bc3vlQsOqDoTPPQsZRp7JjhTKxlJ187uWh8qJhvBab6Gsjb06a8ayOPfuw==
+
 keyv@^4.5.3:
   version "4.5.4"
-  resolved "https://registry.yarnpkg.com/keyv/-/keyv-4.5.4.tgz#a879a99e29452f942439f2a405e3af8b31d4de93"
+  resolved "https://registry.npmjs.org/keyv/-/keyv-4.5.4.tgz"
   integrity sha512-oxVHkHR/EJf2CNXnWxRLW6mg7JyCCUcG0DtEGmL2ctUo1PNTin1PUil+r/+4r5MpVgC/fn1kjsx7mjSujKqIpw==
   dependencies:
     json-buffer "3.0.1"
 
 kind-of@^6.0.2:
   version "6.0.3"
-  resolved "https://registry.yarnpkg.com/kind-of/-/kind-of-6.0.3.tgz#07c05034a6c349fa06e24fa35aa76db4580ce4dd"
+  resolved "https://registry.npmjs.org/kind-of/-/kind-of-6.0.3.tgz"
   integrity sha512-dcS1ul+9tmeD95T+x28/ehLgd9mENa3LsvDTtzm3vyBEO7RPptvAD+t44WVXaUjTBRcrpFeFlC8WCruUR456hw==
 
 klaw@^3.0.0:
   version "3.0.0"
-  resolved "https://registry.yarnpkg.com/klaw/-/klaw-3.0.0.tgz#b11bec9cf2492f06756d6e809ab73a2910259146"
+  resolved "https://registry.npmjs.org/klaw/-/klaw-3.0.0.tgz"
   integrity sha512-0Fo5oir+O9jnXu5EefYbVK+mHMBeEVEy2cmctR1O1NECcCkPRreJKrS6Qt/j3KC2C148Dfo9i3pCmCMsdqGr0g==
   dependencies:
     graceful-fs "^4.1.9"
 
 kleur@^3.0.3:
   version "3.0.3"
-  resolved "https://registry.yarnpkg.com/kleur/-/kleur-3.0.3.tgz#a79c9ecc86ee1ce3fa6206d1216c501f147fc07e"
+  resolved "https://registry.npmjs.org/kleur/-/kleur-3.0.3.tgz"
   integrity sha512-eTIzlVOSUR+JxdDFepEYcBMtZ9Qqdef+rnzWdRZuMbOywu5tO2w2N7rqjoANZ5k9vywhL6Br1VRjUIgTQx4E8w==
 
 klona@^2.0.4, klona@^2.0.5:
   version "2.0.6"
-  resolved "https://registry.yarnpkg.com/klona/-/klona-2.0.6.tgz#85bffbf819c03b2f53270412420a4555ef882e22"
+  resolved "https://registry.npmjs.org/klona/-/klona-2.0.6.tgz"
   integrity sha512-dhG34DXATL5hSxJbIexCft8FChFXtmskoZYnoPWjXQuebWYCNkVeV3KkGegCK9CP1oswI/vQibS2GY7Em/sJJA==
 
 language-subtag-registry@^0.3.20:
   version "0.3.23"
-  resolved "https://registry.yarnpkg.com/language-subtag-registry/-/language-subtag-registry-0.3.23.tgz#23529e04d9e3b74679d70142df3fd2eb6ec572e7"
+  resolved "https://registry.npmjs.org/language-subtag-registry/-/language-subtag-registry-0.3.23.tgz"
   integrity sha512-0K65Lea881pHotoGEa5gDlMxt3pctLi2RplBb7Ezh4rRdLEOtgi7n4EwK9lamnUCkKBqaeKRVebTq6BAxSkpXQ==
 
 language-tags@^1.0.9:
   version "1.0.9"
-  resolved "https://registry.yarnpkg.com/language-tags/-/language-tags-1.0.9.tgz#1ffdcd0ec0fafb4b1be7f8b11f306ad0f9c08777"
+  resolved "https://registry.npmjs.org/language-tags/-/language-tags-1.0.9.tgz"
   integrity sha512-MbjN408fEndfiQXbFQ1vnd+1NoLDsnQW41410oQBXiyXDMYH5z505juWa4KUE1LqxRC7DgOgZDbKLxHIwm27hA==
   dependencies:
     language-subtag-registry "^0.3.20"
 
 launch-editor@^2.6.0:
   version "2.12.0"
-  resolved "https://registry.yarnpkg.com/launch-editor/-/launch-editor-2.12.0.tgz#cc740f4e0263a6b62ead2485f9896e545321f817"
+  resolved "https://registry.npmjs.org/launch-editor/-/launch-editor-2.12.0.tgz"
   integrity sha512-giOHXoOtifjdHqUamwKq6c49GzBdLjvxrd2D+Q4V6uOHopJv7p9VJxikDsQ/CBXZbEITgUqSVHXLTG3VhPP1Dg==
   dependencies:
     picocolors "^1.1.1"
@@ -7644,12 +7618,12 @@ launch-editor@^2.6.0:
 
 leven@^3.1.0:
   version "3.1.0"
-  resolved "https://registry.yarnpkg.com/leven/-/leven-3.1.0.tgz#77891de834064cccba82ae7842bb6b14a13ed7f2"
+  resolved "https://registry.npmjs.org/leven/-/leven-3.1.0.tgz"
   integrity sha512-qsda+H8jTaUaN/x5vzW2rzc+8Rw4TAQ/4KjB46IwK5VH+IlVeeeje/EoZRpiXvIqjFgK84QffqPztGI3VBLG1A==
 
 levn@^0.4.1:
   version "0.4.1"
-  resolved "https://registry.yarnpkg.com/levn/-/levn-0.4.1.tgz#ae4562c007473b932a6200d403268dd2fffc6ade"
+  resolved "https://registry.npmjs.org/levn/-/levn-0.4.1.tgz"
   integrity sha512-+bT2uH4E5LGE7h/n3evcS/sQlJXCpIp6ym8OWJ5eV6+67Dsql/LaaT7qJBAt2rzfoa/5QBGBhxDix1dMt2kQKQ==
   dependencies:
     prelude-ls "^1.2.1"
@@ -7657,7 +7631,7 @@ levn@^0.4.1:
 
 levn@~0.3.0:
   version "0.3.0"
-  resolved "https://registry.yarnpkg.com/levn/-/levn-0.3.0.tgz#3b09924edf9f083c0490fdd4c0bc4421e04764ee"
+  resolved "https://registry.npmjs.org/levn/-/levn-0.3.0.tgz"
   integrity sha512-0OO4y2iOHix2W6ujICbKIaEQXvFQHue65vUG3pb5EUomzPI90z9hsA1VsO/dbIIpC53J8gxM9Q4Oho0jrCM/yA==
   dependencies:
     prelude-ls "~1.1.2"
@@ -7665,29 +7639,29 @@ levn@~0.3.0:
 
 lilconfig@^2.0.3:
   version "2.1.0"
-  resolved "https://registry.yarnpkg.com/lilconfig/-/lilconfig-2.1.0.tgz#78e23ac89ebb7e1bfbf25b18043de756548e7f52"
+  resolved "https://registry.npmjs.org/lilconfig/-/lilconfig-2.1.0.tgz"
   integrity sha512-utWOt/GHzuUxnLKxB6dk81RoOeoNeHgbrXiuGk4yyF5qlRz+iIVWu56E2fqGHFrXz0QNUhLB/8nKqvRH66JKGQ==
 
 lines-and-columns@^1.1.6:
   version "1.2.4"
-  resolved "https://registry.yarnpkg.com/lines-and-columns/-/lines-and-columns-1.2.4.tgz#eca284f75d2965079309dc0ad9255abb2ebc1632"
+  resolved "https://registry.npmjs.org/lines-and-columns/-/lines-and-columns-1.2.4.tgz"
   integrity sha512-7ylylesZQ/PV29jhEDl3Ufjo6ZX7gCqJr5F7PKrqc93v7fzSymt1BpwEU8nAUXs8qzzvqhbjhK5QZg6Mt/HkBg==
 
 linkify-it@^5.0.0:
   version "5.0.0"
-  resolved "https://registry.yarnpkg.com/linkify-it/-/linkify-it-5.0.0.tgz#9ef238bfa6dc70bd8e7f9572b52d369af569b421"
+  resolved "https://registry.npmjs.org/linkify-it/-/linkify-it-5.0.0.tgz"
   integrity sha512-5aHCbzQRADcdP+ATqnDuhhJ/MRIqDkZX5pyjFHRRysS8vZ5AbqGEoFIb6pYHPZ+L/OC2Lc+xT8uHVVR5CAK/wQ==
   dependencies:
     uc.micro "^2.0.0"
 
 loader-runner@^4.3.1:
   version "4.3.1"
-  resolved "https://registry.yarnpkg.com/loader-runner/-/loader-runner-4.3.1.tgz#6c76ed29b0ccce9af379208299f07f876de737e3"
+  resolved "https://registry.npmjs.org/loader-runner/-/loader-runner-4.3.1.tgz"
   integrity sha512-IWqP2SCPhyVFTBtRcgMHdzlf9ul25NwaFx4wCEH/KjAXuuHY4yNjvPXsBokp8jCB936PyWRaPKUNh8NvylLp2Q==
 
 loader-utils@^2.0.0, loader-utils@^2.0.4:
   version "2.0.4"
-  resolved "https://registry.yarnpkg.com/loader-utils/-/loader-utils-2.0.4.tgz#8b5cb38b5c34a9a018ee1fc0e6a066d1dfcc528c"
+  resolved "https://registry.npmjs.org/loader-utils/-/loader-utils-2.0.4.tgz"
   integrity sha512-xXqpXoINfFhgua9xiqD8fPFHgkoq1mmmpE92WlDbm9rNRd/EbRb+Gqf908T2DMfuHjjJlksiK2RbHVOdD/MqSw==
   dependencies:
     big.js "^5.2.2"
@@ -7696,12 +7670,12 @@ loader-utils@^2.0.0, loader-utils@^2.0.4:
 
 loader-utils@^3.2.0:
   version "3.3.1"
-  resolved "https://registry.yarnpkg.com/loader-utils/-/loader-utils-3.3.1.tgz#735b9a19fd63648ca7adbd31c2327dfe281304e5"
+  resolved "https://registry.npmjs.org/loader-utils/-/loader-utils-3.3.1.tgz"
   integrity sha512-FMJTLMXfCLMLfJxcX9PFqX5qD88Z5MRGaZCVzfuqeZSPsyiBzs+pahDQjbIWz2QIzPZz0NX9Zy4FX3lmK6YHIg==
 
 locate-path@^3.0.0:
   version "3.0.0"
-  resolved "https://registry.yarnpkg.com/locate-path/-/locate-path-3.0.0.tgz#dbec3b3ab759758071b58fe59fc41871af21400e"
+  resolved "https://registry.npmjs.org/locate-path/-/locate-path-3.0.0.tgz"
   integrity sha512-7AO748wWnIhNqAuaty2ZWHkQHRSNfPVIsPIfwEOWO22AmaoVrWavlOcMR5nzTLNYvp36X220/maaRsrec1G65A==
   dependencies:
     p-locate "^3.0.0"
@@ -7709,70 +7683,70 @@ locate-path@^3.0.0:
 
 locate-path@^5.0.0:
   version "5.0.0"
-  resolved "https://registry.yarnpkg.com/locate-path/-/locate-path-5.0.0.tgz#1afba396afd676a6d42504d0a67a3a7eb9f62aa0"
+  resolved "https://registry.npmjs.org/locate-path/-/locate-path-5.0.0.tgz"
   integrity sha512-t7hw9pI+WvuwNJXwk5zVHpyhIqzg2qTlklJOf0mVxGSbe3Fp2VieZcduNYjaLDoy6p9uGpQEGWG87WpMKlNq8g==
   dependencies:
     p-locate "^4.1.0"
 
 locate-path@^6.0.0:
   version "6.0.0"
-  resolved "https://registry.yarnpkg.com/locate-path/-/locate-path-6.0.0.tgz#55321eb309febbc59c4801d931a72452a681d286"
+  resolved "https://registry.npmjs.org/locate-path/-/locate-path-6.0.0.tgz"
   integrity sha512-iPZK6eYjbxRu3uB4/WZ3EsEIMJFMqAoopl3R+zuq0UjcAm/MO6KCweDgPfP3elTztoKP3KtnVHxTn2NHBSDVUw==
   dependencies:
     p-locate "^5.0.0"
 
 lodash.debounce@^4.0.8:
   version "4.0.8"
-  resolved "https://registry.yarnpkg.com/lodash.debounce/-/lodash.debounce-4.0.8.tgz#82d79bff30a67c4005ffd5e2515300ad9ca4d7af"
+  resolved "https://registry.npmjs.org/lodash.debounce/-/lodash.debounce-4.0.8.tgz"
   integrity sha512-FT1yDzDYEoYWhnSGnpE/4Kj1fLZkDFyqRb7fNt6FdYOSxlUWAtp42Eh6Wb0rGIv/m9Bgo7x4GhQbm5Ys4SG5ow==
 
 lodash.memoize@^4.1.2:
   version "4.1.2"
-  resolved "https://registry.yarnpkg.com/lodash.memoize/-/lodash.memoize-4.1.2.tgz#bcc6c49a42a2840ed997f323eada5ecd182e0bfe"
+  resolved "https://registry.npmjs.org/lodash.memoize/-/lodash.memoize-4.1.2.tgz"
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 lodash.merge@^4.6.2:
   version "4.6.2"
-  resolved "https://registry.yarnpkg.com/lodash.merge/-/lodash.merge-4.6.2.tgz#558aa53b43b661e1925a0afdfa36a9a1085fe57a"
+  resolved "https://registry.npmjs.org/lodash.merge/-/lodash.merge-4.6.2.tgz"
   integrity sha512-0KpjqXRVvrYyCsX1swR/XTK0va6VQkQM6MNo7PqW77ByjAhoARA8EfrP1N4+KlKj8YS0ZUCtRT/YUuhyYDujIQ==
 
 lodash.sortby@^4.7.0:
   version "4.7.0"
-  resolved "https://registry.yarnpkg.com/lodash.sortby/-/lodash.sortby-4.7.0.tgz#edd14c824e2cc9c1e0b0a1b42bb5210516a42438"
+  resolved "https://registry.npmjs.org/lodash.sortby/-/lodash.sortby-4.7.0.tgz"
   integrity sha512-HDWXG8isMntAyRF5vZ7xKuEvOhT4AhlRt/3czTSjvGUxjYCBVRQY48ViDHyfYz9VIoBkW4TMGQNapx+l3RUwdA==
 
 lodash.uniq@^4.5.0:
   version "4.5.0"
-  resolved "https://registry.yarnpkg.com/lodash.uniq/-/lodash.uniq-4.5.0.tgz#d0225373aeb652adc1bc82e4945339a842754773"
+  resolved "https://registry.npmjs.org/lodash.uniq/-/lodash.uniq-4.5.0.tgz"
   integrity sha512-xfBaXQd9ryd9dlSDvnvI0lvxfLJlYAZzXomUYzLKtUeOQvOP5piqAWuGtrhWeqaXK9hhoM/iyJc5AV+XfsX3HQ==
 
 lodash@^4.17.15, lodash@^4.17.20, lodash@^4.17.21:
   version "4.17.21"
-  resolved "https://registry.yarnpkg.com/lodash/-/lodash-4.17.21.tgz#679591c564c3bffaae8454cf0b3df370c3d6911c"
+  resolved "https://registry.npmjs.org/lodash/-/lodash-4.17.21.tgz"
   integrity sha512-v2kDEe57lecTulaDIuNTPy3Ry4gLGJ6Z1O3vE1krgXZNrsQ+LFTGHVxVjcXPs17LhbZVGedAJv8XZ1tvj5FvSg==
 
 long@^5.0.0, long@^5.2.3:
   version "5.3.2"
-  resolved "https://registry.yarnpkg.com/long/-/long-5.3.2.tgz#1d84463095999262d7d7b7f8bfd4a8cc55167f83"
+  resolved "https://registry.npmjs.org/long/-/long-5.3.2.tgz"
   integrity sha512-mNAgZ1GmyNhD7AuqnTG3/VQ26o760+ZYBPKjPvugO8+nLbYfX6TVpJPseBvopbdY+qpZ/lKUnmEc1LeZYS3QAA==
 
 loose-envify@^1.1.0, loose-envify@^1.4.0:
   version "1.4.0"
-  resolved "https://registry.yarnpkg.com/loose-envify/-/loose-envify-1.4.0.tgz#71ee51fa7be4caec1a63839f7e682d8132d30caf"
+  resolved "https://registry.npmjs.org/loose-envify/-/loose-envify-1.4.0.tgz"
   integrity sha512-lyuxPGr/Wfhrlem2CL/UcnUc1zcqKAImBDzukY7Y5F/yQiNdko6+fRLevlw1HgMySw7f611UIY408EtxRSoK3Q==
   dependencies:
     js-tokens "^3.0.0 || ^4.0.0"
 
 lower-case@^2.0.2:
   version "2.0.2"
-  resolved "https://registry.yarnpkg.com/lower-case/-/lower-case-2.0.2.tgz#6fa237c63dbdc4a82ca0fd882e4722dc5e634e28"
+  resolved "https://registry.npmjs.org/lower-case/-/lower-case-2.0.2.tgz"
   integrity sha512-7fm3l3NAF9WfN6W3JOmf5drwpVqX78JtoGJ3A6W0a6ZnldM41w2fV5D490psKFTpMds8TJse/eHLFFsNHHjHgg==
   dependencies:
     tslib "^2.0.3"
 
 lowlight@^1.17.0:
   version "1.20.0"
-  resolved "https://registry.yarnpkg.com/lowlight/-/lowlight-1.20.0.tgz#ddb197d33462ad0d93bf19d17b6c301aa3941888"
+  resolved "https://registry.npmjs.org/lowlight/-/lowlight-1.20.0.tgz"
   integrity sha512-8Ktj+prEb1RoCPkEOrPMYUN/nCggB7qAWe3a7OpMjWQkh3l2RD5wKRQ+o8Q8YuI9RG/xs95waaI/E6ym/7NsTw==
   dependencies:
     fault "^1.0.0"
@@ -7780,57 +7754,57 @@ lowlight@^1.17.0:
 
 lru-cache@^5.1.1:
   version "5.1.1"
-  resolved "https://registry.yarnpkg.com/lru-cache/-/lru-cache-5.1.1.tgz#1da27e6710271947695daf6848e847f01d84b920"
+  resolved "https://registry.npmjs.org/lru-cache/-/lru-cache-5.1.1.tgz"
   integrity sha512-KpNARQA3Iwv+jTA0utUVVbrh+Jlrr1Fv0e56GGzAFOXN7dk/FviaDW8LHmK52DlcH4WP2n6gI8vN1aesBFgo9w==
   dependencies:
     yallist "^3.0.2"
 
 lz-string@^1.5.0:
   version "1.5.0"
-  resolved "https://registry.yarnpkg.com/lz-string/-/lz-string-1.5.0.tgz#c1ab50f77887b712621201ba9fd4e3a6ed099941"
+  resolved "https://registry.npmjs.org/lz-string/-/lz-string-1.5.0.tgz"
   integrity sha512-h5bgJWpxJNswbU7qCrV0tIKQCaS3blPDrqKWx+QxzuzL1zGUzij9XCWLrSLsJPu5t+eWA/ycetzYAO5IOMcWAQ==
 
 magic-string@^0.25.0, magic-string@^0.25.7:
   version "0.25.9"
-  resolved "https://registry.yarnpkg.com/magic-string/-/magic-string-0.25.9.tgz#de7f9faf91ef8a1c91d02c2e5314c8277dbcdd1c"
+  resolved "https://registry.npmjs.org/magic-string/-/magic-string-0.25.9.tgz"
   integrity sha512-RmF0AsMzgt25qzqqLc1+MbHmhdx0ojF2Fvs4XnOqz2ZOBXzzkEwc/dJQZCYHAn7v1jbVOjAZfK8msRn4BxO4VQ==
   dependencies:
     sourcemap-codec "^1.4.8"
 
 make-dir@^3.0.2, make-dir@^3.1.0:
   version "3.1.0"
-  resolved "https://registry.yarnpkg.com/make-dir/-/make-dir-3.1.0.tgz#415e967046b3a7f1d185277d84aa58203726a13f"
+  resolved "https://registry.npmjs.org/make-dir/-/make-dir-3.1.0.tgz"
   integrity sha512-g3FeP20LNwhALb/6Cz6Dd4F2ngze0jz7tbzrD2wAV+o9FeNHe4rL+yK2md0J/fiSf1sa1ADhXqi5+oVwOM/eGw==
   dependencies:
     semver "^6.0.0"
 
 make-dir@^4.0.0:
   version "4.0.0"
-  resolved "https://registry.yarnpkg.com/make-dir/-/make-dir-4.0.0.tgz#c3c2307a771277cd9638305f915c29ae741b614e"
+  resolved "https://registry.npmjs.org/make-dir/-/make-dir-4.0.0.tgz"
   integrity sha512-hXdUTZYIVOt1Ex//jAQi+wTZZpUpwBj/0QsOzqegb3rGMMeJiSEu5xLHnYfBrRV4RH2+OCSOO95Is/7x1WJ4bw==
   dependencies:
     semver "^7.5.3"
 
 makeerror@1.0.12:
   version "1.0.12"
-  resolved "https://registry.yarnpkg.com/makeerror/-/makeerror-1.0.12.tgz#3e5dd2079a82e812e983cc6610c4a2cb0eaa801a"
+  resolved "https://registry.npmjs.org/makeerror/-/makeerror-1.0.12.tgz"
   integrity sha512-JmqCvUhmt43madlpFzG4BQzG2Z3m6tvQDNKdClZnO3VbIudJYmxsT0FNJMeiB2+JTSlTQTSbU8QdesVmwJcmLg==
   dependencies:
     tmpl "1.0.5"
 
 markdown-escapes@^1.0.0:
   version "1.0.4"
-  resolved "https://registry.yarnpkg.com/markdown-escapes/-/markdown-escapes-1.0.4.tgz#c95415ef451499d7602b91095f3c8e8975f78535"
+  resolved "https://registry.npmjs.org/markdown-escapes/-/markdown-escapes-1.0.4.tgz"
   integrity sha512-8z4efJYk43E0upd0NbVXwgSTQs6cT3T06etieCMEg7dRbzCbxUCK/GHlX8mhHRDcp+OLlHkPKsvqQTCvsRl2cg==
 
 markdown-it-anchor@^8.6.7:
   version "8.6.7"
-  resolved "https://registry.yarnpkg.com/markdown-it-anchor/-/markdown-it-anchor-8.6.7.tgz#ee6926daf3ad1ed5e4e3968b1740eef1c6399634"
+  resolved "https://registry.npmjs.org/markdown-it-anchor/-/markdown-it-anchor-8.6.7.tgz"
   integrity sha512-FlCHFwNnutLgVTflOYHPW2pPcl2AACqVzExlkGQNsi4CJgqOHN7YTgDd4LuhgN1BFO3TS0vLAruV1Td6dwWPJA==
 
 markdown-it@^14.1.0:
   version "14.1.0"
-  resolved "https://registry.yarnpkg.com/markdown-it/-/markdown-it-14.1.0.tgz#3c3c5992883c633db4714ccb4d7b5935d98b7d45"
+  resolved "https://registry.npmjs.org/markdown-it/-/markdown-it-14.1.0.tgz"
   integrity sha512-a54IwgWPaeBCAAsv13YgmALOF1elABB08FxO9i+r4VFk5Vl4pKokRPeX8u5TCgSsPi6ec1otfLjdOpVcgbpshg==
   dependencies:
     argparse "^2.0.1"
@@ -7842,32 +7816,32 @@ markdown-it@^14.1.0:
 
 marked@^4.0.10:
   version "4.3.0"
-  resolved "https://registry.yarnpkg.com/marked/-/marked-4.3.0.tgz#796362821b019f734054582038b116481b456cf3"
+  resolved "https://registry.npmjs.org/marked/-/marked-4.3.0.tgz"
   integrity sha512-PRsaiG84bK+AMvxziE/lCFss8juXjNaWzVbN5tXAm4XjeaS9NAHhop+PjQxz2A9h8Q4M/xGmzP8vqNwy6JeK0A==
 
 match-sorter@^6.0.2:
-  version "6.4.0"
-  resolved "https://registry.yarnpkg.com/match-sorter/-/match-sorter-6.4.0.tgz#ae9c166cb3c9efd337690b3160c0e28cb8377c13"
-  integrity sha512-d4664ahzdL1QTTvmK1iI0JsrxWeJ6gn33qkYtnPg3mcn+naBLtXSgSPOe+X2vUgtgGwaAk3eiaj7gwKjjMAq+Q==
+  version "6.3.4"
+  resolved "https://registry.npmjs.org/match-sorter/-/match-sorter-6.3.4.tgz"
+  integrity sha512-jfZW7cWS5y/1xswZo8VBOdudUiSd9nifYRWphc9M5D/ee4w4AoXLgBEdRbgVaxbMuagBPeUC5y2Hi8DO6o9aDg==
   dependencies:
     "@babel/runtime" "^7.23.8"
     remove-accents "0.5.0"
 
 math-intrinsics@^1.1.0:
   version "1.1.0"
-  resolved "https://registry.yarnpkg.com/math-intrinsics/-/math-intrinsics-1.1.0.tgz#a0dd74be81e2aa5c2f27e65ce283605ee4e2b7f9"
+  resolved "https://registry.npmjs.org/math-intrinsics/-/math-intrinsics-1.1.0.tgz"
   integrity sha512-/IXtbwEk5HTPyEwyKX6hGkYXxM9nbj64B+ilVJnC/R6B0pH5G4V3b0pVbL7DBj4tkhBAppbQUlf6F6Xl9LHu1g==
 
 mdast-util-definitions@^4.0.0:
   version "4.0.0"
-  resolved "https://registry.yarnpkg.com/mdast-util-definitions/-/mdast-util-definitions-4.0.0.tgz#c5c1a84db799173b4dcf7643cda999e440c24db2"
+  resolved "https://registry.npmjs.org/mdast-util-definitions/-/mdast-util-definitions-4.0.0.tgz"
   integrity sha512-k8AJ6aNnUkB7IE+5azR9h81O5EQ/cTDXtWdMq9Kk5KcEW/8ritU5CeLg/9HhOC++nALHBlaogJ5jz0Ybk3kPMQ==
   dependencies:
     unist-util-visit "^2.0.0"
 
 mdast-util-to-hast@^10.2.0:
   version "10.2.0"
-  resolved "https://registry.yarnpkg.com/mdast-util-to-hast/-/mdast-util-to-hast-10.2.0.tgz#61875526a017d8857b71abc9333942700b2d3604"
+  resolved "https://registry.npmjs.org/mdast-util-to-hast/-/mdast-util-to-hast-10.2.0.tgz"
   integrity sha512-JoPBfJ3gBnHZ18icCwHR50orC9kNH81tiR1gs01D8Q5YpV6adHNO9nKNuFBCJQ941/32PT1a63UF/DitmS3amQ==
   dependencies:
     "@types/mdast" "^3.0.0"
@@ -7881,74 +7855,74 @@ mdast-util-to-hast@^10.2.0:
 
 mdn-data@2.0.14:
   version "2.0.14"
-  resolved "https://registry.yarnpkg.com/mdn-data/-/mdn-data-2.0.14.tgz#7113fc4281917d63ce29b43446f701e68c25ba50"
+  resolved "https://registry.npmjs.org/mdn-data/-/mdn-data-2.0.14.tgz"
   integrity sha512-dn6wd0uw5GsdswPFfsgMp5NSB0/aDe6fK94YJV/AJDYXL6HVLWBsxeq7js7Ad+mU2K9LAlwpk6kN2D5mwCPVow==
 
 mdn-data@2.0.28:
   version "2.0.28"
-  resolved "https://registry.yarnpkg.com/mdn-data/-/mdn-data-2.0.28.tgz#5ec48e7bef120654539069e1ae4ddc81ca490eba"
+  resolved "https://registry.npmjs.org/mdn-data/-/mdn-data-2.0.28.tgz"
   integrity sha512-aylIc7Z9y4yzHYAJNuESG3hfhC+0Ibp/MAMiaOZgNv4pmEdFyfZhhhny4MNiAfWdBQ1RQ2mfDWmM1x8SvGyp8g==
 
 mdn-data@2.0.30:
   version "2.0.30"
-  resolved "https://registry.yarnpkg.com/mdn-data/-/mdn-data-2.0.30.tgz#ce4df6f80af6cfbe218ecd5c552ba13c4dfa08cc"
+  resolved "https://registry.npmjs.org/mdn-data/-/mdn-data-2.0.30.tgz"
   integrity sha512-GaqWWShW4kv/G9IEucWScBx9G1/vsFZZJUO+tD26M8J8z3Kw5RDQjaoZe03YAClgeS/SWPOcb4nkFBTEi5DUEA==
 
 mdurl@^1.0.0:
   version "1.0.1"
-  resolved "https://registry.yarnpkg.com/mdurl/-/mdurl-1.0.1.tgz#fe85b2ec75a59037f2adfec100fd6c601761152e"
+  resolved "https://registry.npmjs.org/mdurl/-/mdurl-1.0.1.tgz"
   integrity sha512-/sKlQJCBYVY9Ers9hqzKou4H6V5UWc/M59TH2dvkt+84itfnq7uFOMLpOiOS4ujvHP4etln18fmIxA5R5fll0g==
 
 mdurl@^2.0.0:
   version "2.0.0"
-  resolved "https://registry.yarnpkg.com/mdurl/-/mdurl-2.0.0.tgz#80676ec0433025dd3e17ee983d0fe8de5a2237e0"
+  resolved "https://registry.npmjs.org/mdurl/-/mdurl-2.0.0.tgz"
   integrity sha512-Lf+9+2r+Tdp5wXDXC4PcIBjTDtq4UKjCPMQhKIuzpJNW0b96kVqSwW0bT7FhRSfmAiFYgP+SCRvdrDozfh0U5w==
 
 media-typer@0.3.0:
   version "0.3.0"
-  resolved "https://registry.yarnpkg.com/media-typer/-/media-typer-0.3.0.tgz#8710d7af0aa626f8fffa1ce00168545263255748"
+  resolved "https://registry.npmjs.org/media-typer/-/media-typer-0.3.0.tgz"
   integrity sha512-dq+qelQ9akHpcOl/gUVRTxVIOkAJ1wR3QAvb4RsVjS8oVoFjDGTc679wJYmUmknUF5HwMLOgb5O+a3KxfWapPQ==
 
 memfs@^3.1.2, memfs@^3.4.3:
-  version "3.6.0"
-  resolved "https://registry.yarnpkg.com/memfs/-/memfs-3.6.0.tgz#d7a2110f86f79dd950a8b6df6d57bc984aa185f6"
-  integrity sha512-EGowvkkgbMcIChjMTMkESFDbZeSh8xZ7kNSF0hAiAN4Jh6jgHCRS0Ga/+C8y6Au+oqpezRHCfPsmJ2+DwAgiwQ==
+  version "3.5.3"
+  resolved "https://registry.npmjs.org/memfs/-/memfs-3.5.3.tgz"
+  integrity sha512-UERzLsxzllchadvbPs5aolHh65ISpKpM+ccLbOJ8/vvpBKmAWf+la7dXFy7Mr0ySHbdHrFv5kGFCUHHe6GFEmw==
   dependencies:
     fs-monkey "^1.0.4"
 
 "memoize-one@>=3.1.1 <6":
   version "5.2.1"
-  resolved "https://registry.yarnpkg.com/memoize-one/-/memoize-one-5.2.1.tgz#8337aa3c4335581839ec01c3d594090cebe8f00e"
+  resolved "https://registry.npmjs.org/memoize-one/-/memoize-one-5.2.1.tgz"
   integrity sha512-zYiwtZUcYyXKo/np96AGZAckk+FWWsUdJ3cHGGmld7+AhvcWmQyGCYUh1hc4Q/pkOhb65dQR/pqCyK0cOaHz4Q==
 
 memoize-one@^6.0.0:
   version "6.0.0"
-  resolved "https://registry.yarnpkg.com/memoize-one/-/memoize-one-6.0.0.tgz#b2591b871ed82948aee4727dc6abceeeac8c1045"
+  resolved "https://registry.npmjs.org/memoize-one/-/memoize-one-6.0.0.tgz"
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 merge-descriptors@1.0.3:
   version "1.0.3"
-  resolved "https://registry.yarnpkg.com/merge-descriptors/-/merge-descriptors-1.0.3.tgz#d80319a65f3c7935351e5cfdac8f9318504dbed5"
+  resolved "https://registry.npmjs.org/merge-descriptors/-/merge-descriptors-1.0.3.tgz"
   integrity sha512-gaNvAS7TZ897/rVaZ0nMtAyxNyi/pdbjbAwUpFQpN70GqnVfOiXpeUUMKRBmzXaSQ8DdTX4/0ms62r2K+hE6mQ==
 
 merge-stream@^2.0.0:
   version "2.0.0"
-  resolved "https://registry.yarnpkg.com/merge-stream/-/merge-stream-2.0.0.tgz#52823629a14dd00c9770fb6ad47dc6310f2c1f60"
+  resolved "https://registry.npmjs.org/merge-stream/-/merge-stream-2.0.0.tgz"
   integrity sha512-abv/qOcuPfk3URPfDzmZU1LKmuw8kT+0nIHvKrKgFrwifol/doWcdA4ZqsWQ8ENrFKkd67Mfpo/LovbIUsbt3w==
 
 merge2@^1.2.3, merge2@^1.3.0, merge2@^1.4.1:
   version "1.4.1"
-  resolved "https://registry.yarnpkg.com/merge2/-/merge2-1.4.1.tgz#4368892f885e907455a6fd7dc55c0c9d404990ae"
+  resolved "https://registry.npmjs.org/merge2/-/merge2-1.4.1.tgz"
   integrity sha512-8q7VEgMJW4J8tcfVPy8g09NcQwZdbwFEqhe/WZkoIzjn/3TGDwtOCYtXGxA3O8tPzpczCCDgv+P2P5y00ZJOOg==
 
 methods@~1.1.2:
   version "1.1.2"
-  resolved "https://registry.yarnpkg.com/methods/-/methods-1.1.2.tgz#5529a4d67654134edcc5266656835b0f851afcee"
+  resolved "https://registry.npmjs.org/methods/-/methods-1.1.2.tgz"
   integrity sha512-iclAHeNqNm68zFtnZ0e+1L2yUIdvzNoauKU4WBA3VvH/vPFieF7qfRlwUZU+DA9P9bPXIS90ulxoUoCH23sV2w==
 
 micromatch@^4.0.2, micromatch@^4.0.4, micromatch@^4.0.5, micromatch@^4.0.8:
   version "4.0.8"
-  resolved "https://registry.yarnpkg.com/micromatch/-/micromatch-4.0.8.tgz#d66fa18f3a47076789320b9b1af32bd86d9fa202"
+  resolved "https://registry.npmjs.org/micromatch/-/micromatch-4.0.8.tgz"
   integrity sha512-PXwfBhYu0hBCPw8Dn0E+WDYb7af3dSLVWKi3HGv84IdF4TyFoC0ysxFd0Goxw7nSv4T/PzEJQxsYsEiFCKo2BA==
   dependencies:
     braces "^3.0.3"
@@ -7956,44 +7930,39 @@ micromatch@^4.0.2, micromatch@^4.0.4, micromatch@^4.0.5, micromatch@^4.0.8:
 
 microseconds@0.2.0:
   version "0.2.0"
-  resolved "https://registry.yarnpkg.com/microseconds/-/microseconds-0.2.0.tgz#233b25f50c62a65d861f978a4a4f8ec18797dc39"
+  resolved "https://registry.npmjs.org/microseconds/-/microseconds-0.2.0.tgz"
   integrity sha512-n7DHHMjR1avBbSpsTBj6fmMGh2AGrifVV4e+WYc3Q9lO+xnSZ3NyhcBND3vzzatt05LFhoKFRxrIyklmLlUtyA==
 
-mime-db@1.52.0:
+mime-db@1.52.0, "mime-db@>= 1.43.0 < 2":
   version "1.52.0"
-  resolved "https://registry.yarnpkg.com/mime-db/-/mime-db-1.52.0.tgz#bbabcdc02859f4987301c856e3387ce5ec43bf70"
+  resolved "https://registry.npmjs.org/mime-db/-/mime-db-1.52.0.tgz"
   integrity sha512-sPU4uV7dYlvtWJxwwxHD0PuihVNiE7TyAbQ5SWxDCB9mUYvOgroQOwYQQOKPJ8CIbE+1ETVlOoK1UC2nU3gYvg==
 
-"mime-db@>= 1.43.0 < 2":
-  version "1.54.0"
-  resolved "https://registry.yarnpkg.com/mime-db/-/mime-db-1.54.0.tgz#cddb3ee4f9c64530dff640236661d42cb6a314f5"
-  integrity sha512-aU5EJuIN2WDemCcAp2vFBfp/m4EAhWJnUNSSw0ixs7/kXbd6Pg64EmwJkNdFhB8aWt1sH2CTXrLxo/iAGV3oPQ==
-
 mime-types@^2.1.12, mime-types@^2.1.27, mime-types@^2.1.31, mime-types@~2.1.17, mime-types@~2.1.24, mime-types@~2.1.34:
   version "2.1.35"
-  resolved "https://registry.yarnpkg.com/mime-types/-/mime-types-2.1.35.tgz#381a871b62a734450660ae3deee44813f70d959a"
+  resolved "https://registry.npmjs.org/mime-types/-/mime-types-2.1.35.tgz"
   integrity sha512-ZDY+bPm5zTTF+YpCrAU9nK0UgICYPT0QtT1NZWFv4s++TNkcgVaT0g6+4R2uI4MjQjzysHB1zxuWL50hzaeXiw==
   dependencies:
     mime-db "1.52.0"
 
 mime@1.6.0:
   version "1.6.0"
-  resolved "https://registry.yarnpkg.com/mime/-/mime-1.6.0.tgz#32cd9e5c64553bd58d19a568af452acff04981b1"
+  resolved "https://registry.npmjs.org/mime/-/mime-1.6.0.tgz"
   integrity sha512-x0Vn8spI+wuJ1O6S7gnbaQg8Pxh4NNHb7KSINmEWKiPE4RKOplvijn+NkmYmmRgP68mc70j2EbeTFRsrswaQeg==
 
 mimic-fn@^2.1.0:
   version "2.1.0"
-  resolved "https://registry.yarnpkg.com/mimic-fn/-/mimic-fn-2.1.0.tgz#7ed2c2ccccaf84d3ffcb7a69b57711fc2083401b"
+  resolved "https://registry.npmjs.org/mimic-fn/-/mimic-fn-2.1.0.tgz"
   integrity sha512-OqbOk5oEQeAZ8WXWydlu9HJjz9WVdEIvamMCcXmuqUYjTknH/sqsWvhQ3vgwKFRR1HpjvNBKQ37nbJgYzGqGcg==
 
 min-indent@^1.0.0:
   version "1.0.1"
-  resolved "https://registry.yarnpkg.com/min-indent/-/min-indent-1.0.1.tgz#a63f681673b30571fbe8bc25686ae746eefa9869"
+  resolved "https://registry.npmjs.org/min-indent/-/min-indent-1.0.1.tgz"
   integrity sha512-I9jwMn07Sy/IwOj3zVkVik2JTvgpaykDZEigL6Rx6N9LbMywwUSMtxET+7lVoDLLd3O3IXwJwvuuns8UB/HeAg==
 
 mini-css-extract-plugin@^2.4.5:
   version "2.9.4"
-  resolved "https://registry.yarnpkg.com/mini-css-extract-plugin/-/mini-css-extract-plugin-2.9.4.tgz#cafa1a42f8c71357f49cd1566810d74ff1cb0200"
+  resolved "https://registry.npmjs.org/mini-css-extract-plugin/-/mini-css-extract-plugin-2.9.4.tgz"
   integrity sha512-ZWYT7ln73Hptxqxk2DxPU9MmapXRhxkJD6tkSR04dnQxm8BGu2hzgKLugK5yySD97u/8yy7Ma7E76k9ZdvtjkQ==
   dependencies:
     schema-utils "^4.0.0"
@@ -8001,58 +7970,58 @@ mini-css-extract-plugin@^2.4.5:
 
 minimalistic-assert@^1.0.0:
   version "1.0.1"
-  resolved "https://registry.yarnpkg.com/minimalistic-assert/-/minimalistic-assert-1.0.1.tgz#2e194de044626d4a10e7f7fbc00ce73e83e4d5c7"
+  resolved "https://registry.npmjs.org/minimalistic-assert/-/minimalistic-assert-1.0.1.tgz"
   integrity sha512-UtJcAD4yEaGtjPezWuO9wC4nwUnVH/8/Im3yEHQP4b67cXlD/Qr9hdITCU1xDbSEXg2XKNaP8jsReV7vQd00/A==
 
 minimatch@*, minimatch@^10.0.3:
   version "10.1.1"
-  resolved "https://registry.yarnpkg.com/minimatch/-/minimatch-10.1.1.tgz#e6e61b9b0c1dcab116b5a7d1458e8b6ae9e73a55"
+  resolved "https://registry.npmjs.org/minimatch/-/minimatch-10.1.1.tgz"
   integrity sha512-enIvLvRAFZYXJzkCYG5RKmPfrFArdLv+R+lbQ53BmIMLIry74bjKzX6iHAm8WYamJkhSSEabrWN5D97XnKObjQ==
   dependencies:
     "@isaacs/brace-expansion" "^5.0.0"
 
 minimatch@^3.0.2, minimatch@^3.0.4, minimatch@^3.0.5, minimatch@^3.1.1, minimatch@^3.1.2:
   version "3.1.2"
-  resolved "https://registry.yarnpkg.com/minimatch/-/minimatch-3.1.2.tgz#19cd194bfd3e428f049a70817c038d89ab4be35b"
+  resolved "https://registry.npmjs.org/minimatch/-/minimatch-3.1.2.tgz"
   integrity sha512-J7p63hRiAjw1NDEww1W7i37+ByIrOWO5XQQAzZ3VOcL0PNybwpfmV/N05zFAzwQ9USyEcX6t3UO+K5aqBQOIHw==
   dependencies:
     brace-expansion "^1.1.7"
 
 minimatch@^5.0.1:
   version "5.1.6"
-  resolved "https://registry.yarnpkg.com/minimatch/-/minimatch-5.1.6.tgz#1cfcb8cf5522ea69952cd2af95ae09477f122a96"
+  resolved "https://registry.npmjs.org/minimatch/-/minimatch-5.1.6.tgz"
   integrity sha512-lKwV/1brpG6mBUFHtb7NUmtABCb2WZZmm2wNiOA5hAb8VdCS4B3dtMWyvcoViccwAW/COERjXLt0zP1zXUN26g==
   dependencies:
     brace-expansion "^2.0.1"
 
 minimist@^1.2.0, minimist@^1.2.6:
   version "1.2.8"
-  resolved "https://registry.yarnpkg.com/minimist/-/minimist-1.2.8.tgz#c1a464e7693302e082a075cee0c057741ac4772c"
+  resolved "https://registry.npmjs.org/minimist/-/minimist-1.2.8.tgz"
   integrity sha512-2yyAR8qBkN3YuheJanUpWC5U3bb5osDywNB8RzDVlDwDHbocAJveqqj1u8+SVD7jkWT4yvsHCpWqqWqAxb0zCA==
 
 mkdirp@^1.0.4:
   version "1.0.4"
-  resolved "https://registry.yarnpkg.com/mkdirp/-/mkdirp-1.0.4.tgz#3eb5ed62622756d79a5f0e2a221dfebad75c2f7e"
+  resolved "https://registry.npmjs.org/mkdirp/-/mkdirp-1.0.4.tgz"
   integrity sha512-vVqVZQyf3WLx2Shd0qJ9xuvqgAyKPLAiqITEtqW0oIUjzo3PePDd6fW9iFz30ef7Ysp/oiWqbhszeGWW2T6Gzw==
 
 moment@^2.29.1:
   version "2.30.1"
-  resolved "https://registry.yarnpkg.com/moment/-/moment-2.30.1.tgz#f8c91c07b7a786e30c59926df530b4eac96974ae"
+  resolved "https://registry.npmjs.org/moment/-/moment-2.30.1.tgz"
   integrity sha512-uEmtNhbDOrWPFS+hdjFCBfy9f2YoyzRpwcl+DqpC6taX21FzsTLQVbMV/W7PzNSX6x/bhC1zA3c2UQ5NzH6how==
 
 ms@2.0.0:
   version "2.0.0"
-  resolved "https://registry.yarnpkg.com/ms/-/ms-2.0.0.tgz#5608aeadfc00be6c2901df5f9861788de0d597c8"
+  resolved "https://registry.npmjs.org/ms/-/ms-2.0.0.tgz"
   integrity sha512-Tpp60P6IUJDTuOq/5Z8cdskzJujfwqfOTkrwIwj7IRISpnkJnT6SyJ4PCPnGMoFjC9ddhal5KVIYtAt97ix05A==
 
 ms@2.1.3, ms@^2.1.1, ms@^2.1.3:
   version "2.1.3"
-  resolved "https://registry.yarnpkg.com/ms/-/ms-2.1.3.tgz#574c8138ce1d2b5861f0b44579dbadd60c6615b2"
+  resolved "https://registry.npmjs.org/ms/-/ms-2.1.3.tgz"
   integrity sha512-6FlzubTLZG3J2a/NVCAleEhjzq5oxgHyaCU9yYXvcLsvoVaHJq/s5xXI6/XXP6tz7R9xAOtHnSO/tXtF3WRTlA==
 
 msw@^2.7.0:
   version "2.12.2"
-  resolved "https://registry.yarnpkg.com/msw/-/msw-2.12.2.tgz#9e5c25ca5cffce6e9bd96c8ae1105096e81a82a2"
+  resolved "https://registry.npmjs.org/msw/-/msw-2.12.2.tgz"
   integrity sha512-Fsr8AR5Yu6C0thoWa1Z8qGBFQLDvLsWlAn/v3CNLiUizoRqBYArK3Ex3thXpMWRr1Li5/MKLOEZ5mLygUmWi1A==
   dependencies:
     "@inquirer/confirm" "^5.0.0"
@@ -8076,7 +8045,7 @@ msw@^2.7.0:
 
 multicast-dns@^7.2.5:
   version "7.2.5"
-  resolved "https://registry.yarnpkg.com/multicast-dns/-/multicast-dns-7.2.5.tgz#77eb46057f4d7adbd16d9290fa7299f6fa64cced"
+  resolved "https://registry.npmjs.org/multicast-dns/-/multicast-dns-7.2.5.tgz"
   integrity sha512-2eznPJP8z2BFLX50tf0LuODrpINqP1RVIm/CObbTcBRITQgmC/TjcREF1NeTBzIcR5XO/ukWo+YHOjBbFwIupg==
   dependencies:
     dns-packet "^5.2.2"
@@ -8084,49 +8053,49 @@ multicast-dns@^7.2.5:
 
 mute-stream@^2.0.0:
   version "2.0.0"
-  resolved "https://registry.yarnpkg.com/mute-stream/-/mute-stream-2.0.0.tgz#a5446fc0c512b71c83c44d908d5c7b7b4c493b2b"
+  resolved "https://registry.npmjs.org/mute-stream/-/mute-stream-2.0.0.tgz"
   integrity sha512-WWdIxpyjEn+FhQJQQv9aQAYlHoNVdzIzUySNV1gHUPDSdZJ3yZn7pAAbQcV7B56Mvu881q9FZV+0Vx2xC44VWA==
 
 nano-time@1.0.0:
   version "1.0.0"
-  resolved "https://registry.yarnpkg.com/nano-time/-/nano-time-1.0.0.tgz#b0554f69ad89e22d0907f7a12b0993a5d96137ef"
+  resolved "https://registry.npmjs.org/nano-time/-/nano-time-1.0.0.tgz"
   integrity sha512-flnngywOoQ0lLQOTRNexn2gGSNuM9bKj9RZAWSzhQ+UJYaAFG9bac4DW9VHjUAzrOaIcajHybCTHe/bkvozQqA==
   dependencies:
     big-integer "^1.6.16"
 
 nanoid@^3.3.11, nanoid@^3.3.7:
   version "3.3.11"
-  resolved "https://registry.yarnpkg.com/nanoid/-/nanoid-3.3.11.tgz#4f4f112cefbe303202f2199838128936266d185b"
+  resolved "https://registry.npmjs.org/nanoid/-/nanoid-3.3.11.tgz"
   integrity sha512-N8SpfPUnUp1bK+PMYW8qSWdl9U+wwNWI4QKxOYDy9JAro3WMX7p2OeVRF9v+347pnakNevPmiHhNmZ2HbFA76w==
 
 natural-compare-lite@^1.4.0:
   version "1.4.0"
-  resolved "https://registry.yarnpkg.com/natural-compare-lite/-/natural-compare-lite-1.4.0.tgz#17b09581988979fddafe0201e931ba933c96cbb4"
+  resolved "https://registry.npmjs.org/natural-compare-lite/-/natural-compare-lite-1.4.0.tgz"
   integrity sha512-Tj+HTDSJJKaZnfiuw+iaF9skdPpTo2GtEly5JHnWV/hfv2Qj/9RKsGISQtLh2ox3l5EAGw487hnBee0sIJ6v2g==
 
 natural-compare@^1.4.0:
   version "1.4.0"
-  resolved "https://registry.yarnpkg.com/natural-compare/-/natural-compare-1.4.0.tgz#4abebfeed7541f2c27acfb29bdbbd15c8d5ba4f7"
+  resolved "https://registry.npmjs.org/natural-compare/-/natural-compare-1.4.0.tgz"
   integrity sha512-OWND8ei3VtNC9h7V60qff3SVobHr996CTwgxubgyQYEpg290h9J0buyECNNJexkFm5sOajh5G116RYA1c8ZMSw==
 
 negotiator@0.6.3:
   version "0.6.3"
-  resolved "https://registry.yarnpkg.com/negotiator/-/negotiator-0.6.3.tgz#58e323a72fedc0d6f9cd4d31fe49f51479590ccd"
+  resolved "https://registry.npmjs.org/negotiator/-/negotiator-0.6.3.tgz"
   integrity sha512-+EUsqGPLsM+j/zdChZjsnX51g4XrHFOIXwfnCVPGlQk/k5giakcKsuxCObBRu6DSm9opw/O6slWbJdghQM4bBg==
 
 negotiator@~0.6.4:
   version "0.6.4"
-  resolved "https://registry.yarnpkg.com/negotiator/-/negotiator-0.6.4.tgz#777948e2452651c570b712dd01c23e262713fff7"
+  resolved "https://registry.npmjs.org/negotiator/-/negotiator-0.6.4.tgz"
   integrity sha512-myRT3DiWPHqho5PrJaIRyaMv2kgYf0mUVgBNOYMuCH5Ki1yEiQaf/ZJuQ62nvpc44wL5WDbTX7yGJi1Neevw8w==
 
 neo-async@^2.6.2:
   version "2.6.2"
-  resolved "https://registry.yarnpkg.com/neo-async/-/neo-async-2.6.2.tgz#b4aafb93e3aeb2d8174ca53cf163ab7d7308305f"
+  resolved "https://registry.npmjs.org/neo-async/-/neo-async-2.6.2.tgz"
   integrity sha512-Yd3UES5mWCSqR+qNT93S3UoYUkqAZ9lLg8a7g9rimsWmYGK8cVToA4/sF3RrshdyV3sAGMXVUmpMYOw+dLpOuw==
 
 no-case@^3.0.4:
   version "3.0.4"
-  resolved "https://registry.yarnpkg.com/no-case/-/no-case-3.0.4.tgz#d361fd5c9800f558551a8369fc0dcd4662b6124d"
+  resolved "https://registry.npmjs.org/no-case/-/no-case-3.0.4.tgz"
   integrity sha512-fgAN3jGAh+RoxUGZHTSOLJIqUc2wmoBwGR4tbpNAKmmovFoWq0OdRkb0VkldReO2a2iBT/OEulG9XSUc10r3zg==
   dependencies:
     lower-case "^2.0.2"
@@ -8134,58 +8103,58 @@ no-case@^3.0.4:
 
 node-emoji@^1.10.0:
   version "1.11.0"
-  resolved "https://registry.yarnpkg.com/node-emoji/-/node-emoji-1.11.0.tgz#69a0150e6946e2f115e9d7ea4df7971e2628301c"
+  resolved "https://registry.npmjs.org/node-emoji/-/node-emoji-1.11.0.tgz"
   integrity sha512-wo2DpQkQp7Sjm2A0cq+sN7EHKO6Sl0ctXeBdFZrL9T9+UywORbufTcTZxom8YqpLQt/FqNMUkOpkZrJVYSKD3A==
   dependencies:
     lodash "^4.17.21"
 
 node-forge@^1:
-  version "1.3.3"
-  resolved "https://registry.yarnpkg.com/node-forge/-/node-forge-1.3.3.tgz#0ad80f6333b3a0045e827ac20b7f735f93716751"
-  integrity sha512-rLvcdSyRCyouf6jcOIPe/BgwG/d7hKjzMKOas33/pHEr6gbq18IK9zV7DiPvzsz0oBJPme6qr6H6kGZuI9/DZg==
+  version "1.3.1"
+  resolved "https://registry.npmjs.org/node-forge/-/node-forge-1.3.1.tgz"
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 node-int64@^0.4.0:
   version "0.4.0"
-  resolved "https://registry.yarnpkg.com/node-int64/-/node-int64-0.4.0.tgz#87a9065cdb355d3182d8f94ce11188b825c68a3b"
+  resolved "https://registry.npmjs.org/node-int64/-/node-int64-0.4.0.tgz"
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 node-releases@^2.0.27:
   version "2.0.27"
-  resolved "https://registry.yarnpkg.com/node-releases/-/node-releases-2.0.27.tgz#eedca519205cf20f650f61d56b070db111231e4e"
+  resolved "https://registry.npmjs.org/node-releases/-/node-releases-2.0.27.tgz"
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 normalize-path@^3.0.0, normalize-path@~3.0.0:
   version "3.0.0"
-  resolved "https://registry.yarnpkg.com/normalize-path/-/normalize-path-3.0.0.tgz#0dcd69ff23a1c9b11fd0978316644a0388216a65"
+  resolved "https://registry.npmjs.org/normalize-path/-/normalize-path-3.0.0.tgz"
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 normalize-range@^0.1.2:
   version "0.1.2"
-  resolved "https://registry.yarnpkg.com/normalize-range/-/normalize-range-0.1.2.tgz#2d10c06bdfd312ea9777695a4d28439456b75942"
+  resolved "https://registry.npmjs.org/normalize-range/-/normalize-range-0.1.2.tgz"
   integrity sha512-bdok/XvKII3nUpklnV6P2hxtMNrCboOjAcyBuQnWEhO665FwrSNRxU+AqpsyvO6LgGYPspN+lu5CLtw4jPRKNA==
 
 normalize-url@^6.0.1:
   version "6.1.0"
-  resolved "https://registry.yarnpkg.com/normalize-url/-/normalize-url-6.1.0.tgz#40d0885b535deffe3f3147bec877d05fe4c5668a"
+  resolved "https://registry.npmjs.org/normalize-url/-/normalize-url-6.1.0.tgz"
   integrity sha512-DlL+XwOy3NxAQ8xuC0okPgK46iuVNAK01YN7RueYBqqFeGsBjV9XmCAzAdgt+667bCl5kPh9EqKKDwnaPG1I7A==
 
 npm-run-path@^4.0.1:
   version "4.0.1"
-  resolved "https://registry.yarnpkg.com/npm-run-path/-/npm-run-path-4.0.1.tgz#b7ecd1e5ed53da8e37a55e1c2269e0b97ed748ea"
+  resolved "https://registry.npmjs.org/npm-run-path/-/npm-run-path-4.0.1.tgz"
   integrity sha512-S48WzZW777zhNIrn7gxOlISNAqi9ZC/uQFnRdbeIHhZhCA6UqpkOT8T1G7BvfdgP4Er8gF4sUbaS0i7QvIfCWw==
   dependencies:
     path-key "^3.0.0"
 
 nth-check@^2.0.1:
   version "2.1.1"
-  resolved "https://registry.yarnpkg.com/nth-check/-/nth-check-2.1.1.tgz#c9eab428effce36cd6b92c924bdb000ef1f1ed1d"
+  resolved "https://registry.npmjs.org/nth-check/-/nth-check-2.1.1.tgz"
   integrity sha512-lqjrjmaOoAnWfMmBPL+XNnynZh2+swxiX3WUE0s4yEHI6m+AwrK2UZOimIRl3X/4QctVqS8AiZjFqyOGrMXb/w==
   dependencies:
     boolbase "^1.0.0"
 
 numeral@^2.0.6:
   version "2.0.6"
-  resolved "https://registry.yarnpkg.com/numeral/-/numeral-2.0.6.tgz#4ad080936d443c2561aed9f2197efffe25f4e506"
+  resolved "https://registry.npmjs.org/numeral/-/numeral-2.0.6.tgz"
   integrity sha512-qaKRmtYPZ5qdw4jWJD6bxEf1FJEqllJrwxCLIm0sQU/A7v2/czigzOb+C2uSiFsa9lBUzeH7M1oK+Q+OLxL3kA==
 
 nwsapi@2.2.13, nwsapi@^2.2.2:
@@ -8195,22 +8164,22 @@ nwsapi@2.2.13, nwsapi@^2.2.2:
 
 object-assign@^4.1.1:
   version "4.1.1"
-  resolved "https://registry.yarnpkg.com/object-assign/-/object-assign-4.1.1.tgz#2109adc7965887cfc05cbbd442cac8bfbb360863"
+  resolved "https://registry.npmjs.org/object-assign/-/object-assign-4.1.1.tgz"
   integrity sha512-rJgTQnkUnH1sFw8yT6VSU3zD3sWmu6sZhIseY8VX+GRu3P6F7Fu+JNDoXfklElbLJSnc3FUQHVe4cU5hj+BcUg==
 
 object-inspect@^1.13.3, object-inspect@^1.13.4:
   version "1.13.4"
-  resolved "https://registry.yarnpkg.com/object-inspect/-/object-inspect-1.13.4.tgz#8375265e21bc20d0fa582c22e1b13485d6e00213"
+  resolved "https://registry.npmjs.org/object-inspect/-/object-inspect-1.13.4.tgz"
   integrity sha512-W67iLl4J2EXEGTbfeHCffrjDfitvLANg0UlX3wFUUSTx92KXRFegMHUVgSqE+wvhAbi4WqjGg9czysTV2Epbew==
 
 object-keys@^1.1.1:
   version "1.1.1"
-  resolved "https://registry.yarnpkg.com/object-keys/-/object-keys-1.1.1.tgz#1c47f272df277f3b1daf061677d9c82e2322c60e"
+  resolved "https://registry.npmjs.org/object-keys/-/object-keys-1.1.1.tgz"
   integrity sha512-NuAESUOUMrlIXOfHKzD6bpPu3tYt3xvjNdRIQ+FeT0lNb4K8WR70CaDxhuNguS2XG+GjkyMwOzsN5ZktImfhLA==
 
 object.assign@^4.1.4, object.assign@^4.1.7:
   version "4.1.7"
-  resolved "https://registry.yarnpkg.com/object.assign/-/object.assign-4.1.7.tgz#8c14ca1a424c6a561b0bb2a22f66f5049a945d3d"
+  resolved "https://registry.npmjs.org/object.assign/-/object.assign-4.1.7.tgz"
   integrity sha512-nK28WOo+QIjBkDduTINE4JkF/UJJKyf2EJxvJKfblDpyg0Q+pkOHNTL0Qwy6NP6FhE/EnzV73BxxqcJaXY9anw==
   dependencies:
     call-bind "^1.0.8"
@@ -8222,7 +8191,7 @@ object.assign@^4.1.4, object.assign@^4.1.7:
 
 object.entries@^1.1.9:
   version "1.1.9"
-  resolved "https://registry.yarnpkg.com/object.entries/-/object.entries-1.1.9.tgz#e4770a6a1444afb61bd39f984018b5bede25f8b3"
+  resolved "https://registry.npmjs.org/object.entries/-/object.entries-1.1.9.tgz"
   integrity sha512-8u/hfXFRBD1O0hPUjioLhoWFHRmt6tKA4/vZPyckBr18l1KE9uHrFaFaUi8MDRTpi4uak2goyPTSNJLXX2k2Hw==
   dependencies:
     call-bind "^1.0.8"
@@ -8232,7 +8201,7 @@ object.entries@^1.1.9:
 
 object.fromentries@^2.0.8:
   version "2.0.8"
-  resolved "https://registry.yarnpkg.com/object.fromentries/-/object.fromentries-2.0.8.tgz#f7195d8a9b97bd95cbc1999ea939ecd1a2b00c65"
+  resolved "https://registry.npmjs.org/object.fromentries/-/object.fromentries-2.0.8.tgz"
   integrity sha512-k6E21FzySsSK5a21KRADBd/NGneRegFO5pLHfdQLpRDETUNJueLXs3WCzyQ3tFRDYgbq3KHGXfTbi2bs8WQ6rQ==
   dependencies:
     call-bind "^1.0.7"
@@ -8242,7 +8211,7 @@ object.fromentries@^2.0.8:
 
 object.groupby@^1.0.3:
   version "1.0.3"
-  resolved "https://registry.yarnpkg.com/object.groupby/-/object.groupby-1.0.3.tgz#9b125c36238129f6f7b61954a1e7176148d5002e"
+  resolved "https://registry.npmjs.org/object.groupby/-/object.groupby-1.0.3.tgz"
   integrity sha512-+Lhy3TQTuzXI5hevh8sBGqbmurHbbIjAi0Z4S63nthVLmLxfbj4T54a4CfZrXIrt9iP4mVAPYMo/v99taj3wjQ==
   dependencies:
     call-bind "^1.0.7"
@@ -8251,7 +8220,7 @@ object.groupby@^1.0.3:
 
 object.values@^1.1.6, object.values@^1.2.1:
   version "1.2.1"
-  resolved "https://registry.yarnpkg.com/object.values/-/object.values-1.2.1.tgz#deed520a50809ff7f75a7cfd4bc64c7a038c6216"
+  resolved "https://registry.npmjs.org/object.values/-/object.values-1.2.1.tgz"
   integrity sha512-gXah6aZrcUxjWg2zR2MwouP2eHlCBzdV4pygudehaKXSGW4v2AsRQUK+lwwXhii6KFZcunEnmSUoYp5CXibxtA==
   dependencies:
     call-bind "^1.0.8"
@@ -8261,43 +8230,43 @@ object.values@^1.1.6, object.values@^1.2.1:
 
 oblivious-set@1.0.0:
   version "1.0.0"
-  resolved "https://registry.yarnpkg.com/oblivious-set/-/oblivious-set-1.0.0.tgz#c8316f2c2fb6ff7b11b6158db3234c49f733c566"
+  resolved "https://registry.npmjs.org/oblivious-set/-/oblivious-set-1.0.0.tgz"
   integrity sha512-z+pI07qxo4c2CulUHCDf9lcqDlMSo72N/4rLUpRXf6fu+q8vjt8y0xS+Tlf8NTJDdTXHbdeO1n3MlbctwEoXZw==
 
 obuf@^1.0.0, obuf@^1.1.2:
   version "1.1.2"
-  resolved "https://registry.yarnpkg.com/obuf/-/obuf-1.1.2.tgz#09bea3343d41859ebd446292d11c9d4db619084e"
+  resolved "https://registry.npmjs.org/obuf/-/obuf-1.1.2.tgz"
   integrity sha512-PX1wu0AmAdPqOL1mWhqmlOd8kOIZQwGZw6rh7uby9fTc5lhaOWFLX3I6R1hrF9k3zUY40e6igsLGkDXK92LJNg==
 
 on-finished@2.4.1:
   version "2.4.1"
-  resolved "https://registry.yarnpkg.com/on-finished/-/on-finished-2.4.1.tgz#58c8c44116e54845ad57f14ab10b03533184ac3f"
+  resolved "https://registry.npmjs.org/on-finished/-/on-finished-2.4.1.tgz"
   integrity sha512-oVlzkg3ENAhCk2zdv7IJwd/QUD4z2RxRwpkcGY8psCVcCYZNq4wYnVWALHM+brtuJjePWiYF/ClmuDr8Ch5+kg==
   dependencies:
     ee-first "1.1.1"
 
 on-headers@~1.1.0:
   version "1.1.0"
-  resolved "https://registry.yarnpkg.com/on-headers/-/on-headers-1.1.0.tgz#59da4f91c45f5f989c6e4bcedc5a3b0aed70ff65"
+  resolved "https://registry.npmjs.org/on-headers/-/on-headers-1.1.0.tgz"
   integrity sha512-737ZY3yNnXy37FHkQxPzt4UZ2UWPWiCZWLvFZ4fu5cueciegX0zGPnrlY6bwRg4FdQOe9YU8MkmJwGhoMybl8A==
 
 once@^1.3.0:
   version "1.4.0"
-  resolved "https://registry.yarnpkg.com/once/-/once-1.4.0.tgz#583b1aa775961d4b113ac17d9c50baef9dd76bd1"
+  resolved "https://registry.npmjs.org/once/-/once-1.4.0.tgz"
   integrity sha512-lNaJgI+2Q5URQBkccEKHTQOPaXdUxnZZElQTZY0MFUAuaEqe1E+Nyvgdz/aIyNi6Z9MzO5dv1H8n58/GELp3+w==
   dependencies:
     wrappy "1"
 
 onetime@^5.1.2:
   version "5.1.2"
-  resolved "https://registry.yarnpkg.com/onetime/-/onetime-5.1.2.tgz#d0e96ebb56b07476df1dd9c4806e5237985ca45e"
+  resolved "https://registry.npmjs.org/onetime/-/onetime-5.1.2.tgz"
   integrity sha512-kbpaSSGJTWdAY5KPVeMOKXSrPtr8C8C7wodJbcsd51jRnmD+GZu8Y0VoU6Dm5Z4vWr0Ig/1NKuWRKf7j5aaYSg==
   dependencies:
     mimic-fn "^2.1.0"
 
 open@^8.0.9, open@^8.4.0:
   version "8.4.2"
-  resolved "https://registry.yarnpkg.com/open/-/open-8.4.2.tgz#5b5ffe2a8f793dcd2aad73e550cb87b59cb084f9"
+  resolved "https://registry.npmjs.org/open/-/open-8.4.2.tgz"
   integrity sha512-7x81NCL719oNbsq/3mh+hVrAWmFuEYUqrq/Iw3kUzH8ReypT9QQ0BLoJS7/G9k6N81XjW4qHWtjWwe/9eLy1EQ==
   dependencies:
     define-lazy-prop "^2.0.0"
@@ -8306,7 +8275,7 @@ open@^8.0.9, open@^8.4.0:
 
 optionator@^0.8.1:
   version "0.8.3"
-  resolved "https://registry.yarnpkg.com/optionator/-/optionator-0.8.3.tgz#84fa1d036fe9d3c7e21d99884b601167ec8fb495"
+  resolved "https://registry.npmjs.org/optionator/-/optionator-0.8.3.tgz"
   integrity sha512-+IW9pACdk3XWmmTXG8m3upGUJst5XRGzxMRjXzAuJ1XnIFNvfhjjIuYkDvysnPQ7qzqVzLt78BCruntqRhWQbA==
   dependencies:
     deep-is "~0.1.3"
@@ -8318,7 +8287,7 @@ optionator@^0.8.1:
 
 optionator@^0.9.3:
   version "0.9.4"
-  resolved "https://registry.yarnpkg.com/optionator/-/optionator-0.9.4.tgz#7ea1c1a5d91d764fb282139c88fe11e182a3a734"
+  resolved "https://registry.npmjs.org/optionator/-/optionator-0.9.4.tgz"
   integrity sha512-6IpQ7mKUxRcZNLIObR0hz7lxsapSSIYNZJwXPGeF0mTVqGKFIXj1DQcMoT22S3ROcLyY/rz0PWaWZ9ayWmad9g==
   dependencies:
     deep-is "^0.1.3"
@@ -8330,12 +8299,12 @@ optionator@^0.9.3:
 
 outvariant@^1.4.0, outvariant@^1.4.3:
   version "1.4.3"
-  resolved "https://registry.yarnpkg.com/outvariant/-/outvariant-1.4.3.tgz#221c1bfc093e8fec7075497e7799fdbf43d14873"
+  resolved "https://registry.npmjs.org/outvariant/-/outvariant-1.4.3.tgz"
   integrity sha512-+Sl2UErvtsoajRDKCE5/dBz4DIvHXQQnAxtQTF04OJxY0+DyZXSo5P5Bb7XYWOh81syohlYL24hbDwxedPUJCA==
 
 own-keys@^1.0.1:
   version "1.0.1"
-  resolved "https://registry.yarnpkg.com/own-keys/-/own-keys-1.0.1.tgz#e4006910a2bf913585289676eebd6f390cf51358"
+  resolved "https://registry.npmjs.org/own-keys/-/own-keys-1.0.1.tgz"
   integrity sha512-qFOyK5PjiWZd+QQIh+1jhdb9LpxTF0qs7Pm8o5QHYZ0M3vKqSqzsZaEB6oWlxZ+q2sJBMI/Ktgd2N5ZwQoRHfg==
   dependencies:
     get-intrinsic "^1.2.6"
@@ -8344,42 +8313,42 @@ own-keys@^1.0.1:
 
 p-limit@^2.0.0, p-limit@^2.2.0:
   version "2.3.0"
-  resolved "https://registry.yarnpkg.com/p-limit/-/p-limit-2.3.0.tgz#3dd33c647a214fdfffd835933eb086da0dc21db1"
+  resolved "https://registry.npmjs.org/p-limit/-/p-limit-2.3.0.tgz"
   integrity sha512-//88mFWSJx8lxCzwdAABTJL2MyWB12+eIY7MDL2SqLmAkeKU9qxRvWuSyTjm3FUmpBEMuFfckAIqEaVGUDxb6w==
   dependencies:
     p-try "^2.0.0"
 
 p-limit@^3.0.2, p-limit@^3.1.0:
   version "3.1.0"
-  resolved "https://registry.yarnpkg.com/p-limit/-/p-limit-3.1.0.tgz#e1daccbe78d0d1388ca18c64fea38e3e57e3706b"
+  resolved "https://registry.npmjs.org/p-limit/-/p-limit-3.1.0.tgz"
   integrity sha512-TYOanM3wGwNGsZN2cVTYPArw454xnXj5qmWF1bEoAc4+cU/ol7GVh7odevjp1FNHduHc3KZMcFduxU5Xc6uJRQ==
   dependencies:
     yocto-queue "^0.1.0"
 
 p-locate@^3.0.0:
   version "3.0.0"
-  resolved "https://registry.yarnpkg.com/p-locate/-/p-locate-3.0.0.tgz#322d69a05c0264b25997d9f40cd8a891ab0064a4"
+  resolved "https://registry.npmjs.org/p-locate/-/p-locate-3.0.0.tgz"
   integrity sha512-x+12w/To+4GFfgJhBEpiDcLozRJGegY+Ei7/z0tSLkMmxGZNybVMSfWj9aJn8Z5Fc7dBUNJOOVgPv2H7IwulSQ==
   dependencies:
     p-limit "^2.0.0"
 
 p-locate@^4.1.0:
   version "4.1.0"
-  resolved "https://registry.yarnpkg.com/p-locate/-/p-locate-4.1.0.tgz#a3428bb7088b3a60292f66919278b7c297ad4f07"
+  resolved "https://registry.npmjs.org/p-locate/-/p-locate-4.1.0.tgz"
   integrity sha512-R79ZZ/0wAxKGu3oYMlz8jy/kbhsNrS7SKZ7PxEHBgJ5+F2mtFW2fK2cOtBh1cHYkQsbzFV7I+EoRKe6Yt0oK7A==
   dependencies:
     p-limit "^2.2.0"
 
 p-locate@^5.0.0:
   version "5.0.0"
-  resolved "https://registry.yarnpkg.com/p-locate/-/p-locate-5.0.0.tgz#83c8315c6785005e3bd021839411c9e110e6d834"
+  resolved "https://registry.npmjs.org/p-locate/-/p-locate-5.0.0.tgz"
   integrity sha512-LaNjtRWUBY++zB5nE/NwcaoMylSPk+S+ZHNB1TzdbMJMny6dynpAGt7X/tl/QYq3TIeE6nxHppbo2LGymrG5Pw==
   dependencies:
     p-limit "^3.0.2"
 
 p-retry@^4.5.0:
   version "4.6.2"
-  resolved "https://registry.yarnpkg.com/p-retry/-/p-retry-4.6.2.tgz#9baae7184057edd4e17231cee04264106e092a16"
+  resolved "https://registry.npmjs.org/p-retry/-/p-retry-4.6.2.tgz"
   integrity sha512-312Id396EbJdvRONlngUx0NydfrIQ5lsYu0znKVUzVvArzEIt08V1qhtyESbGVd1FGX7UKtiFp5uwKZdM8wIuQ==
   dependencies:
     "@types/retry" "0.12.0"
@@ -8387,12 +8356,12 @@ p-retry@^4.5.0:
 
 p-try@^2.0.0:
   version "2.2.0"
-  resolved "https://registry.yarnpkg.com/p-try/-/p-try-2.2.0.tgz#cb2868540e313d61de58fafbe35ce9004d5540e6"
+  resolved "https://registry.npmjs.org/p-try/-/p-try-2.2.0.tgz"
   integrity sha512-R4nPAVTAU0B9D35/Gk3uJf/7XYbQcyohSKdvAxIRSNghFl4e71hVoGnBNQz9cWaXxO2I10KTC+3jMdvvoKw6dQ==
 
 param-case@^3.0.4:
   version "3.0.4"
-  resolved "https://registry.yarnpkg.com/param-case/-/param-case-3.0.4.tgz#7d17fe4aa12bde34d4a77d91acfb6219caad01c5"
+  resolved "https://registry.npmjs.org/param-case/-/param-case-3.0.4.tgz"
   integrity sha512-RXlj7zCYokReqWpOPH9oYivUzLYZ5vAPIfEmCTNViosC78F8F0H9y7T7gG2M39ymgutxF5gcFEsyZQSph9Bp3A==
   dependencies:
     dot-case "^3.0.4"
@@ -8400,14 +8369,14 @@ param-case@^3.0.4:
 
 parent-module@^1.0.0:
   version "1.0.1"
-  resolved "https://registry.yarnpkg.com/parent-module/-/parent-module-1.0.1.tgz#691d2709e78c79fae3a156622452d00762caaaa2"
+  resolved "https://registry.npmjs.org/parent-module/-/parent-module-1.0.1.tgz"
   integrity sha512-GQ2EWRpQV8/o+Aw8YqtfZZPfNRWZYkbidE9k5rpl/hC3vtHHBfGm2Ifi6qWV+coDGkrUKZAxE3Lot5kcsRlh+g==
   dependencies:
     callsites "^3.0.0"
 
 parse-entities@^2.0.0:
   version "2.0.0"
-  resolved "https://registry.yarnpkg.com/parse-entities/-/parse-entities-2.0.0.tgz#53c6eb5b9314a1f4ec99fa0fdf7ce01ecda0cbe8"
+  resolved "https://registry.npmjs.org/parse-entities/-/parse-entities-2.0.0.tgz"
   integrity sha512-kkywGpCcRYhqQIchaWqZ875wzpS/bMKhz5HnN3p7wveJTkTtyAB/AlnS0f8DFSqYW1T82t6yEAkEcB+A1I3MbQ==
   dependencies:
     character-entities "^1.0.0"
@@ -8419,7 +8388,7 @@ parse-entities@^2.0.0:
 
 parse-json@^5.0.0, parse-json@^5.2.0:
   version "5.2.0"
-  resolved "https://registry.yarnpkg.com/parse-json/-/parse-json-5.2.0.tgz#c76fc66dee54231c962b22bcc8a72cf2f99753cd"
+  resolved "https://registry.npmjs.org/parse-json/-/parse-json-5.2.0.tgz"
   integrity sha512-ayCKvm/phCGxOkYRSCM82iDwct8/EonSEgCSxWxD7ve6jHggsFl4fZVQBPRNgQoKiuV/odhFrGzQXZwbifC8Rg==
   dependencies:
     "@babel/code-frame" "^7.0.0"
@@ -8429,24 +8398,24 @@ parse-json@^5.0.0, parse-json@^5.2.0:
 
 parse5@^6.0.0:
   version "6.0.1"
-  resolved "https://registry.yarnpkg.com/parse5/-/parse5-6.0.1.tgz#e1a1c085c569b3dc08321184f19a39cc27f7c30b"
+  resolved "https://registry.npmjs.org/parse5/-/parse5-6.0.1.tgz"
   integrity sha512-Ofn/CTFzRGTTxwpNEs9PP93gXShHcTq255nzRYSKe8AkVpZY7e1fpmTfOyoIvjP5HG7Z2ZM7VS9PPhQGW2pOpw==
 
 parse5@^7.0.0, parse5@^7.1.1:
   version "7.3.0"
-  resolved "https://registry.yarnpkg.com/parse5/-/parse5-7.3.0.tgz#d7e224fa72399c7a175099f45fc2ad024b05ec05"
+  resolved "https://registry.npmjs.org/parse5/-/parse5-7.3.0.tgz"
   integrity sha512-IInvU7fabl34qmi9gY8XOVxhYyMyuH2xUNpb2q8/Y+7552KlejkRvqvD19nMoUW/uQGGbqNpA6Tufu5FL5BZgw==
   dependencies:
     entities "^6.0.0"
 
 parseurl@~1.3.2, parseurl@~1.3.3:
   version "1.3.3"
-  resolved "https://registry.yarnpkg.com/parseurl/-/parseurl-1.3.3.tgz#9da19e7bee8d12dff0513ed5b76957793bc2e8d4"
+  resolved "https://registry.npmjs.org/parseurl/-/parseurl-1.3.3.tgz"
   integrity sha512-CiyeOxFT/JZyN5m0z9PfXw4SCBJ6Sygz1Dpl0wqjlhDEGGBP1GnsUVEL0p63hoG1fcj3fHynXi9NYO4nWOL+qQ==
 
 pascal-case@^3.1.2:
   version "3.1.2"
-  resolved "https://registry.yarnpkg.com/pascal-case/-/pascal-case-3.1.2.tgz#b48e0ef2b98e205e7c1dae747d0b1508237660eb"
+  resolved "https://registry.npmjs.org/pascal-case/-/pascal-case-3.1.2.tgz"
   integrity sha512-uWlGT3YSnK9x3BQJaOdcZwrnV6hPpd8jFH1/ucpiLRPh/2zCVJKS19E4GvYHvaCcACn3foXZ0cLB9Wrx1KGe5g==
   dependencies:
     no-case "^3.0.4"
@@ -8454,103 +8423,103 @@ pascal-case@^3.1.2:
 
 path-exists@^3.0.0:
   version "3.0.0"
-  resolved "https://registry.yarnpkg.com/path-exists/-/path-exists-3.0.0.tgz#ce0ebeaa5f78cb18925ea7d810d7b59b010fd515"
+  resolved "https://registry.npmjs.org/path-exists/-/path-exists-3.0.0.tgz"
   integrity sha512-bpC7GYwiDYQ4wYLe+FA8lhRjhQCMcQGuSgGGqDkg/QerRWw9CmGRT0iSOVRSZJ29NMLZgIzqaljJ63oaL4NIJQ==
 
 path-exists@^4.0.0:
   version "4.0.0"
-  resolved "https://registry.yarnpkg.com/path-exists/-/path-exists-4.0.0.tgz#513bdbe2d3b95d7762e8c1137efa195c6c61b5b3"
+  resolved "https://registry.npmjs.org/path-exists/-/path-exists-4.0.0.tgz"
   integrity sha512-ak9Qy5Q7jYb2Wwcey5Fpvg2KoAc/ZIhLSLOSBmRmygPsGwkVVt0fZa0qrtMz+m6tJTAHfZQ8FnmB4MG4LWy7/w==
 
 path-is-absolute@^1.0.0:
   version "1.0.1"
-  resolved "https://registry.yarnpkg.com/path-is-absolute/-/path-is-absolute-1.0.1.tgz#174b9268735534ffbc7ace6bf53a5a9e1b5c5f5f"
+  resolved "https://registry.npmjs.org/path-is-absolute/-/path-is-absolute-1.0.1.tgz"
   integrity sha512-AVbw3UJ2e9bq64vSaS9Am0fje1Pa8pbGqTTsmXfaIiMpnr5DlDhfJOuLj9Sf95ZPVDAUerDfEk88MPmPe7UCQg==
 
 path-key@^3.0.0, path-key@^3.1.0:
   version "3.1.1"
-  resolved "https://registry.yarnpkg.com/path-key/-/path-key-3.1.1.tgz#581f6ade658cbba65a0d3380de7753295054f375"
+  resolved "https://registry.npmjs.org/path-key/-/path-key-3.1.1.tgz"
   integrity sha512-ojmeN0qd+y0jszEtoY48r0Peq5dwMEkIlCOu6Q5f41lfkswXuKtYrhgoTpLnyIcHm24Uhqx+5Tqm2InSwLhE6Q==
 
 path-parse@^1.0.7:
   version "1.0.7"
-  resolved "https://registry.yarnpkg.com/path-parse/-/path-parse-1.0.7.tgz#fbc114b60ca42b30d9daf5858e4bd68bbedb6735"
+  resolved "https://registry.npmjs.org/path-parse/-/path-parse-1.0.7.tgz"
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 path-to-regexp@0.1.12:
   version "0.1.12"
-  resolved "https://registry.yarnpkg.com/path-to-regexp/-/path-to-regexp-0.1.12.tgz#d5e1a12e478a976d432ef3c58d534b9923164bb7"
+  resolved "https://registry.npmjs.org/path-to-regexp/-/path-to-regexp-0.1.12.tgz"
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 path-to-regexp@^6.3.0:
   version "6.3.0"
-  resolved "https://registry.yarnpkg.com/path-to-regexp/-/path-to-regexp-6.3.0.tgz#2b6a26a337737a8e1416f9272ed0766b1c0389f4"
+  resolved "https://registry.npmjs.org/path-to-regexp/-/path-to-regexp-6.3.0.tgz"
   integrity sha512-Yhpw4T9C6hPpgPeA28us07OJeqZ5EzQTkbfwuhsUg0c237RomFoETJgmp2sa3F/41gfLE6G5cqcYwznmeEeOlQ==
 
 path-type@^4.0.0:
   version "4.0.0"
-  resolved "https://registry.yarnpkg.com/path-type/-/path-type-4.0.0.tgz#84ed01c0a7ba380afe09d90a8c180dcd9d03043b"
+  resolved "https://registry.npmjs.org/path-type/-/path-type-4.0.0.tgz"
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 performance-now@^2.1.0:
   version "2.1.0"
-  resolved "https://registry.yarnpkg.com/performance-now/-/performance-now-2.1.0.tgz#6309f4e0e5fa913ec1c69307ae364b4b377c9e7b"
+  resolved "https://registry.npmjs.org/performance-now/-/performance-now-2.1.0.tgz"
   integrity sha512-7EAHlyLHI56VEIdK57uwHdHKIaAGbnXPiw0yWbarQZOKaKpvUIgW0jWRVLiatnM+XXlSwsanIBH/hzGMJulMow==
 
 picocolors@1.1.1, picocolors@^1.0.0, picocolors@^1.1.1:
   version "1.1.1"
-  resolved "https://registry.yarnpkg.com/picocolors/-/picocolors-1.1.1.tgz#3d321af3eab939b083c8f929a1d12cda81c26b6b"
+  resolved "https://registry.npmjs.org/picocolors/-/picocolors-1.1.1.tgz"
   integrity sha512-xceH2snhtb5M9liqDsmEw56le376mTZkEX/jEb/RxNFyegNul7eNslCXP9FDj/Lcu0X8KEyMceP2ntpaHrDEVA==
 
 picomatch@^2.0.4, picomatch@^2.2.1, picomatch@^2.2.2, picomatch@^2.2.3, picomatch@^2.3.1:
   version "2.3.1"
-  resolved "https://registry.yarnpkg.com/picomatch/-/picomatch-2.3.1.tgz#3ba3833733646d9d3e4995946c1365a67fb07a42"
+  resolved "https://registry.npmjs.org/picomatch/-/picomatch-2.3.1.tgz"
   integrity sha512-JU3teHTNjmE2VCGFzuY8EXzCDVwEqB2a8fsIvwaStHhAWJEeVd1o1QD80CU6+ZdEXXSLbSsuLwJjkCBWqRQUVA==
 
 picomatch@^4.0.2:
   version "4.0.3"
-  resolved "https://registry.yarnpkg.com/picomatch/-/picomatch-4.0.3.tgz#796c76136d1eead715db1e7bad785dedd695a042"
+  resolved "https://registry.npmjs.org/picomatch/-/picomatch-4.0.3.tgz"
   integrity sha512-5gTmgEY/sqK6gFXLIsQNH19lWb4ebPDLA4SdLP7dsWkIXHWlG66oPuVvXSGFPppYZz8ZDZq0dYYrbHfBCVUb1Q==
 
 pirates@^4.0.4:
   version "4.0.7"
-  resolved "https://registry.yarnpkg.com/pirates/-/pirates-4.0.7.tgz#643b4a18c4257c8a65104b73f3049ce9a0a15e22"
+  resolved "https://registry.npmjs.org/pirates/-/pirates-4.0.7.tgz"
   integrity sha512-TfySrs/5nm8fQJDcBDuUng3VOUKsd7S+zqvbOTiGXHfxX4wK31ard+hoNuvkicM/2YFzlpDgABOevKSsB4G/FA==
 
 pkg-dir@^4.1.0, pkg-dir@^4.2.0:
   version "4.2.0"
-  resolved "https://registry.yarnpkg.com/pkg-dir/-/pkg-dir-4.2.0.tgz#f099133df7ede422e81d1d8448270eeb3e4261f3"
+  resolved "https://registry.npmjs.org/pkg-dir/-/pkg-dir-4.2.0.tgz"
   integrity sha512-HRDzbaKjC+AOWVXxAU/x54COGeIv9eb+6CkDSQoNTt4XyWoIJvuPsXizxu/Fr23EiekbtZwmh1IcIG/l/a10GQ==
   dependencies:
     find-up "^4.0.0"
 
 pkg-up@^3.1.0:
   version "3.1.0"
-  resolved "https://registry.yarnpkg.com/pkg-up/-/pkg-up-3.1.0.tgz#100ec235cc150e4fd42519412596a28512a0def5"
+  resolved "https://registry.npmjs.org/pkg-up/-/pkg-up-3.1.0.tgz"
   integrity sha512-nDywThFk1i4BQK4twPQ6TA4RT8bDY96yeuCVBWL3ePARCiEKDRSrNGbFIgUJpLp+XeIR65v8ra7WuJOFUBtkMA==
   dependencies:
     find-up "^3.0.0"
 
 possible-typed-array-names@^1.0.0:
   version "1.1.0"
-  resolved "https://registry.yarnpkg.com/possible-typed-array-names/-/possible-typed-array-names-1.1.0.tgz#93e3582bc0e5426586d9d07b79ee40fc841de4ae"
+  resolved "https://registry.npmjs.org/possible-typed-array-names/-/possible-typed-array-names-1.1.0.tgz"
   integrity sha512-/+5VFTchJDoVj3bhoqi6UeymcD00DAwb1nJwamzPvHEszJ4FpF6SNNbUbOS8yI56qHzdV8eK0qEfOSiodkTdxg==
 
 postcss-attribute-case-insensitive@^5.0.2:
   version "5.0.2"
-  resolved "https://registry.yarnpkg.com/postcss-attribute-case-insensitive/-/postcss-attribute-case-insensitive-5.0.2.tgz#03d761b24afc04c09e757e92ff53716ae8ea2741"
+  resolved "https://registry.npmjs.org/postcss-attribute-case-insensitive/-/postcss-attribute-case-insensitive-5.0.2.tgz"
   integrity sha512-XIidXV8fDr0kKt28vqki84fRK8VW8eTuIa4PChv2MqKuT6C9UjmSKzen6KaWhWEoYvwxFCa7n/tC1SZ3tyq4SQ==
   dependencies:
     postcss-selector-parser "^6.0.10"
 
 postcss-browser-comments@^4:
   version "4.0.0"
-  resolved "https://registry.yarnpkg.com/postcss-browser-comments/-/postcss-browser-comments-4.0.0.tgz#bcfc86134df5807f5d3c0eefa191d42136b5e72a"
+  resolved "https://registry.npmjs.org/postcss-browser-comments/-/postcss-browser-comments-4.0.0.tgz"
   integrity sha512-X9X9/WN3KIvY9+hNERUqX9gncsgBA25XaeR+jshHz2j8+sYyHktHw1JdKuMjeLpGktXidqDhA7b/qm1mrBDmgg==
 
 postcss-calc@^8.2.3:
   version "8.2.4"
-  resolved "https://registry.yarnpkg.com/postcss-calc/-/postcss-calc-8.2.4.tgz#77b9c29bfcbe8a07ff6693dc87050828889739a5"
+  resolved "https://registry.npmjs.org/postcss-calc/-/postcss-calc-8.2.4.tgz"
   integrity sha512-SmWMSJmB8MRnnULldx0lQIyhSNvuDl9HfrZkaqqE/WHAhToYsAvDq+yAsA/kIyINDszOp3Rh0GFoNuH5Ypsm3Q==
   dependencies:
     postcss-selector-parser "^6.0.9"
@@ -8558,35 +8527,35 @@ postcss-calc@^8.2.3:
 
 postcss-clamp@^4.1.0:
   version "4.1.0"
-  resolved "https://registry.yarnpkg.com/postcss-clamp/-/postcss-clamp-4.1.0.tgz#7263e95abadd8c2ba1bd911b0b5a5c9c93e02363"
+  resolved "https://registry.npmjs.org/postcss-clamp/-/postcss-clamp-4.1.0.tgz"
   integrity sha512-ry4b1Llo/9zz+PKC+030KUnPITTJAHeOwjfAyyB60eT0AorGLdzp52s31OsPRHRf8NchkgFoG2y6fCfn1IV1Ow==
   dependencies:
     postcss-value-parser "^4.2.0"
 
 postcss-color-functional-notation@^4.2.4:
   version "4.2.4"
-  resolved "https://registry.yarnpkg.com/postcss-color-functional-notation/-/postcss-color-functional-notation-4.2.4.tgz#21a909e8d7454d3612d1659e471ce4696f28caec"
+  resolved "https://registry.npmjs.org/postcss-color-functional-notation/-/postcss-color-functional-notation-4.2.4.tgz"
   integrity sha512-2yrTAUZUab9s6CpxkxC4rVgFEVaR6/2Pipvi6qcgvnYiVqZcbDHEoBDhrXzyb7Efh2CCfHQNtcqWcIruDTIUeg==
   dependencies:
     postcss-value-parser "^4.2.0"
 
 postcss-color-hex-alpha@^8.0.4:
   version "8.0.4"
-  resolved "https://registry.yarnpkg.com/postcss-color-hex-alpha/-/postcss-color-hex-alpha-8.0.4.tgz#c66e2980f2fbc1a63f5b079663340ce8b55f25a5"
+  resolved "https://registry.npmjs.org/postcss-color-hex-alpha/-/postcss-color-hex-alpha-8.0.4.tgz"
   integrity sha512-nLo2DCRC9eE4w2JmuKgVA3fGL3d01kGq752pVALF68qpGLmx2Qrk91QTKkdUqqp45T1K1XV8IhQpcu1hoAQflQ==
   dependencies:
     postcss-value-parser "^4.2.0"
 
 postcss-color-rebeccapurple@^7.1.1:
   version "7.1.1"
-  resolved "https://registry.yarnpkg.com/postcss-color-rebeccapurple/-/postcss-color-rebeccapurple-7.1.1.tgz#63fdab91d878ebc4dd4b7c02619a0c3d6a56ced0"
+  resolved "https://registry.npmjs.org/postcss-color-rebeccapurple/-/postcss-color-rebeccapurple-7.1.1.tgz"
   integrity sha512-pGxkuVEInwLHgkNxUc4sdg4g3py7zUeCQ9sMfwyHAT+Ezk8a4OaaVZ8lIY5+oNqA/BXXgLyXv0+5wHP68R79hg==
   dependencies:
     postcss-value-parser "^4.2.0"
 
 postcss-colormin@^5.3.1:
   version "5.3.1"
-  resolved "https://registry.yarnpkg.com/postcss-colormin/-/postcss-colormin-5.3.1.tgz#86c27c26ed6ba00d96c79e08f3ffb418d1d1988f"
+  resolved "https://registry.npmjs.org/postcss-colormin/-/postcss-colormin-5.3.1.tgz"
   integrity sha512-UsWQG0AqTFQmpBegeLLc1+c3jIqBNB0zlDGRWR+dQ3pRKJL1oeMzyqmH3o2PIfn9MBdNrVPWhDbT769LxCTLJQ==
   dependencies:
     browserslist "^4.21.4"
@@ -8596,7 +8565,7 @@ postcss-colormin@^5.3.1:
 
 postcss-convert-values@^5.1.3:
   version "5.1.3"
-  resolved "https://registry.yarnpkg.com/postcss-convert-values/-/postcss-convert-values-5.1.3.tgz#04998bb9ba6b65aa31035d669a6af342c5f9d393"
+  resolved "https://registry.npmjs.org/postcss-convert-values/-/postcss-convert-values-5.1.3.tgz"
   integrity sha512-82pC1xkJZtcJEfiLw6UXnXVXScgtBrjlO5CBmuDQc+dlb88ZYheFsjTn40+zBVi3DkfF7iezO0nJUPLcJK3pvA==
   dependencies:
     browserslist "^4.21.4"
@@ -8604,55 +8573,55 @@ postcss-convert-values@^5.1.3:
 
 postcss-custom-media@^8.0.2:
   version "8.0.2"
-  resolved "https://registry.yarnpkg.com/postcss-custom-media/-/postcss-custom-media-8.0.2.tgz#c8f9637edf45fef761b014c024cee013f80529ea"
+  resolved "https://registry.npmjs.org/postcss-custom-media/-/postcss-custom-media-8.0.2.tgz"
   integrity sha512-7yi25vDAoHAkbhAzX9dHx2yc6ntS4jQvejrNcC+csQJAXjj15e7VcWfMgLqBNAbOvqi5uIa9huOVwdHbf+sKqg==
   dependencies:
     postcss-value-parser "^4.2.0"
 
 postcss-custom-properties@^12.1.10:
   version "12.1.11"
-  resolved "https://registry.yarnpkg.com/postcss-custom-properties/-/postcss-custom-properties-12.1.11.tgz#d14bb9b3989ac4d40aaa0e110b43be67ac7845cf"
+  resolved "https://registry.npmjs.org/postcss-custom-properties/-/postcss-custom-properties-12.1.11.tgz"
   integrity sha512-0IDJYhgU8xDv1KY6+VgUwuQkVtmYzRwu+dMjnmdMafXYv86SWqfxkc7qdDvWS38vsjaEtv8e0vGOUQrAiMBLpQ==
   dependencies:
     postcss-value-parser "^4.2.0"
 
 postcss-custom-selectors@^6.0.3:
   version "6.0.3"
-  resolved "https://registry.yarnpkg.com/postcss-custom-selectors/-/postcss-custom-selectors-6.0.3.tgz#1ab4684d65f30fed175520f82d223db0337239d9"
+  resolved "https://registry.npmjs.org/postcss-custom-selectors/-/postcss-custom-selectors-6.0.3.tgz"
   integrity sha512-fgVkmyiWDwmD3JbpCmB45SvvlCD6z9CG6Ie6Iere22W5aHea6oWa7EM2bpnv2Fj3I94L3VbtvX9KqwSi5aFzSg==
   dependencies:
     postcss-selector-parser "^6.0.4"
 
 postcss-dir-pseudo-class@^6.0.5:
   version "6.0.5"
-  resolved "https://registry.yarnpkg.com/postcss-dir-pseudo-class/-/postcss-dir-pseudo-class-6.0.5.tgz#2bf31de5de76added44e0a25ecf60ae9f7c7c26c"
+  resolved "https://registry.npmjs.org/postcss-dir-pseudo-class/-/postcss-dir-pseudo-class-6.0.5.tgz"
   integrity sha512-eqn4m70P031PF7ZQIvSgy9RSJ5uI2171O/OO/zcRNYpJbvaeKFUlar1aJ7rmgiQtbm0FSPsRewjpdS0Oew7MPA==
   dependencies:
     postcss-selector-parser "^6.0.10"
 
 postcss-discard-comments@^5.1.2:
   version "5.1.2"
-  resolved "https://registry.yarnpkg.com/postcss-discard-comments/-/postcss-discard-comments-5.1.2.tgz#8df5e81d2925af2780075840c1526f0660e53696"
+  resolved "https://registry.npmjs.org/postcss-discard-comments/-/postcss-discard-comments-5.1.2.tgz"
   integrity sha512-+L8208OVbHVF2UQf1iDmRcbdjJkuBF6IS29yBDSiWUIzpYaAhtNl6JYnYm12FnkeCwQqF5LeklOu6rAqgfBZqQ==
 
 postcss-discard-duplicates@^5.1.0:
   version "5.1.0"
-  resolved "https://registry.yarnpkg.com/postcss-discard-duplicates/-/postcss-discard-duplicates-5.1.0.tgz#9eb4fe8456706a4eebd6d3b7b777d07bad03e848"
+  resolved "https://registry.npmjs.org/postcss-discard-duplicates/-/postcss-discard-duplicates-5.1.0.tgz"
   integrity sha512-zmX3IoSI2aoenxHV6C7plngHWWhUOV3sP1T8y2ifzxzbtnuhk1EdPwm0S1bIUNaJ2eNbWeGLEwzw8huPD67aQw==
 
 postcss-discard-empty@^5.1.1:
   version "5.1.1"
-  resolved "https://registry.yarnpkg.com/postcss-discard-empty/-/postcss-discard-empty-5.1.1.tgz#e57762343ff7f503fe53fca553d18d7f0c369c6c"
+  resolved "https://registry.npmjs.org/postcss-discard-empty/-/postcss-discard-empty-5.1.1.tgz"
   integrity sha512-zPz4WljiSuLWsI0ir4Mcnr4qQQ5e1Ukc3i7UfE2XcrwKK2LIPIqE5jxMRxO6GbI3cv//ztXDsXwEWT3BHOGh3A==
 
 postcss-discard-overridden@^5.1.0:
   version "5.1.0"
-  resolved "https://registry.yarnpkg.com/postcss-discard-overridden/-/postcss-discard-overridden-5.1.0.tgz#7e8c5b53325747e9d90131bb88635282fb4a276e"
+  resolved "https://registry.npmjs.org/postcss-discard-overridden/-/postcss-discard-overridden-5.1.0.tgz"
   integrity sha512-21nOL7RqWR1kasIVdKs8HNqQJhFxLsyRfAnUDm4Fe4t4mCWL9OJiHvlHPjcd8zc5Myu89b/7wZDnOSjFgeWRtw==
 
 postcss-double-position-gradients@^3.1.2:
   version "3.1.2"
-  resolved "https://registry.yarnpkg.com/postcss-double-position-gradients/-/postcss-double-position-gradients-3.1.2.tgz#b96318fdb477be95997e86edd29c6e3557a49b91"
+  resolved "https://registry.npmjs.org/postcss-double-position-gradients/-/postcss-double-position-gradients-3.1.2.tgz"
   integrity sha512-GX+FuE/uBR6eskOK+4vkXgT6pDkexLokPaz/AbJna9s5Kzp/yl488pKPjhy0obB475ovfT1Wv8ho7U/cHNaRgQ==
   dependencies:
     "@csstools/postcss-progressive-custom-properties" "^1.1.0"
@@ -8660,55 +8629,55 @@ postcss-double-position-gradients@^3.1.2:
 
 postcss-env-function@^4.0.6:
   version "4.0.6"
-  resolved "https://registry.yarnpkg.com/postcss-env-function/-/postcss-env-function-4.0.6.tgz#7b2d24c812f540ed6eda4c81f6090416722a8e7a"
+  resolved "https://registry.npmjs.org/postcss-env-function/-/postcss-env-function-4.0.6.tgz"
   integrity sha512-kpA6FsLra+NqcFnL81TnsU+Z7orGtDTxcOhl6pwXeEq1yFPpRMkCDpHhrz8CFQDr/Wfm0jLiNQ1OsGGPjlqPwA==
   dependencies:
     postcss-value-parser "^4.2.0"
 
 postcss-flexbugs-fixes@^5.0.2:
   version "5.0.2"
-  resolved "https://registry.yarnpkg.com/postcss-flexbugs-fixes/-/postcss-flexbugs-fixes-5.0.2.tgz#2028e145313074fc9abe276cb7ca14e5401eb49d"
+  resolved "https://registry.npmjs.org/postcss-flexbugs-fixes/-/postcss-flexbugs-fixes-5.0.2.tgz"
   integrity sha512-18f9voByak7bTktR2QgDveglpn9DTbBWPUzSOe9g0N4WR/2eSt6Vrcbf0hmspvMI6YWGywz6B9f7jzpFNJJgnQ==
 
 postcss-focus-visible@^6.0.4:
   version "6.0.4"
-  resolved "https://registry.yarnpkg.com/postcss-focus-visible/-/postcss-focus-visible-6.0.4.tgz#50c9ea9afa0ee657fb75635fabad25e18d76bf9e"
+  resolved "https://registry.npmjs.org/postcss-focus-visible/-/postcss-focus-visible-6.0.4.tgz"
   integrity sha512-QcKuUU/dgNsstIK6HELFRT5Y3lbrMLEOwG+A4s5cA+fx3A3y/JTq3X9LaOj3OC3ALH0XqyrgQIgey/MIZ8Wczw==
   dependencies:
     postcss-selector-parser "^6.0.9"
 
 postcss-focus-within@^5.0.4:
   version "5.0.4"
-  resolved "https://registry.yarnpkg.com/postcss-focus-within/-/postcss-focus-within-5.0.4.tgz#5b1d2ec603195f3344b716c0b75f61e44e8d2e20"
+  resolved "https://registry.npmjs.org/postcss-focus-within/-/postcss-focus-within-5.0.4.tgz"
   integrity sha512-vvjDN++C0mu8jz4af5d52CB184ogg/sSxAFS+oUJQq2SuCe7T5U2iIsVJtsCp2d6R4j0jr5+q3rPkBVZkXD9fQ==
   dependencies:
     postcss-selector-parser "^6.0.9"
 
 postcss-font-variant@^5.0.0:
   version "5.0.0"
-  resolved "https://registry.yarnpkg.com/postcss-font-variant/-/postcss-font-variant-5.0.0.tgz#efd59b4b7ea8bb06127f2d031bfbb7f24d32fa66"
+  resolved "https://registry.npmjs.org/postcss-font-variant/-/postcss-font-variant-5.0.0.tgz"
   integrity sha512-1fmkBaCALD72CK2a9i468mA/+tr9/1cBxRRMXOUaZqO43oWPR5imcyPjXwuv7PXbCid4ndlP5zWhidQVVa3hmA==
 
 postcss-gap-properties@^3.0.5:
   version "3.0.5"
-  resolved "https://registry.yarnpkg.com/postcss-gap-properties/-/postcss-gap-properties-3.0.5.tgz#f7e3cddcf73ee19e94ccf7cb77773f9560aa2fff"
+  resolved "https://registry.npmjs.org/postcss-gap-properties/-/postcss-gap-properties-3.0.5.tgz"
   integrity sha512-IuE6gKSdoUNcvkGIqdtjtcMtZIFyXZhmFd5RUlg97iVEvp1BZKV5ngsAjCjrVy+14uhGBQl9tzmi1Qwq4kqVOg==
 
 postcss-image-set-function@^4.0.7:
   version "4.0.7"
-  resolved "https://registry.yarnpkg.com/postcss-image-set-function/-/postcss-image-set-function-4.0.7.tgz#08353bd756f1cbfb3b6e93182c7829879114481f"
+  resolved "https://registry.npmjs.org/postcss-image-set-function/-/postcss-image-set-function-4.0.7.tgz"
   integrity sha512-9T2r9rsvYzm5ndsBE8WgtrMlIT7VbtTfE7b3BQnudUqnBcBo7L758oc+o+pdj/dUV0l5wjwSdjeOH2DZtfv8qw==
   dependencies:
     postcss-value-parser "^4.2.0"
 
 postcss-initial@^4.0.1:
   version "4.0.1"
-  resolved "https://registry.yarnpkg.com/postcss-initial/-/postcss-initial-4.0.1.tgz#529f735f72c5724a0fb30527df6fb7ac54d7de42"
+  resolved "https://registry.npmjs.org/postcss-initial/-/postcss-initial-4.0.1.tgz"
   integrity sha512-0ueD7rPqX8Pn1xJIjay0AZeIuDoF+V+VvMt/uOnn+4ezUKhZM/NokDeP6DwMNyIoYByuN/94IQnt5FEkaN59xQ==
 
 postcss-lab-function@^4.2.1:
   version "4.2.1"
-  resolved "https://registry.yarnpkg.com/postcss-lab-function/-/postcss-lab-function-4.2.1.tgz#6fe4c015102ff7cd27d1bd5385582f67ebdbdc98"
+  resolved "https://registry.npmjs.org/postcss-lab-function/-/postcss-lab-function-4.2.1.tgz"
   integrity sha512-xuXll4isR03CrQsmxyz92LJB2xX9n+pZJ5jE9JgcnmsCammLyKdlzrBin+25dy6wIjfhJpKBAN80gsTlCgRk2w==
   dependencies:
     "@csstools/postcss-progressive-custom-properties" "^1.1.0"
@@ -8716,7 +8685,7 @@ postcss-lab-function@^4.2.1:
 
 postcss-loader@^6.2.1:
   version "6.2.1"
-  resolved "https://registry.yarnpkg.com/postcss-loader/-/postcss-loader-6.2.1.tgz#0895f7346b1702103d30fdc66e4d494a93c008ef"
+  resolved "https://registry.npmjs.org/postcss-loader/-/postcss-loader-6.2.1.tgz"
   integrity sha512-WbbYpmAaKcux/P66bZ40bpWsBucjx/TTgVVzRZ9yUO8yQfVBlameJ0ZGVaPfH64hNSBh63a+ICP5nqOpBA0w+Q==
   dependencies:
     cosmiconfig "^7.0.0"
@@ -8725,17 +8694,17 @@ postcss-loader@^6.2.1:
 
 postcss-logical@^5.0.4:
   version "5.0.4"
-  resolved "https://registry.yarnpkg.com/postcss-logical/-/postcss-logical-5.0.4.tgz#ec75b1ee54421acc04d5921576b7d8db6b0e6f73"
+  resolved "https://registry.npmjs.org/postcss-logical/-/postcss-logical-5.0.4.tgz"
   integrity sha512-RHXxplCeLh9VjinvMrZONq7im4wjWGlRJAqmAVLXyZaXwfDWP73/oq4NdIp+OZwhQUMj0zjqDfM5Fj7qby+B4g==
 
 postcss-media-minmax@^5.0.0:
   version "5.0.0"
-  resolved "https://registry.yarnpkg.com/postcss-media-minmax/-/postcss-media-minmax-5.0.0.tgz#7140bddec173e2d6d657edbd8554a55794e2a5b5"
+  resolved "https://registry.npmjs.org/postcss-media-minmax/-/postcss-media-minmax-5.0.0.tgz"
   integrity sha512-yDUvFf9QdFZTuCUg0g0uNSHVlJ5X1lSzDZjPSFaiCWvjgsvu8vEVxtahPrLMinIDEEGnx6cBe6iqdx5YWz08wQ==
 
 postcss-merge-longhand@^5.1.7:
   version "5.1.7"
-  resolved "https://registry.yarnpkg.com/postcss-merge-longhand/-/postcss-merge-longhand-5.1.7.tgz#24a1bdf402d9ef0e70f568f39bdc0344d568fb16"
+  resolved "https://registry.npmjs.org/postcss-merge-longhand/-/postcss-merge-longhand-5.1.7.tgz"
   integrity sha512-YCI9gZB+PLNskrK0BB3/2OzPnGhPkBEwmwhfYk1ilBHYVAZB7/tkTHFBAnCrvBBOmeYyMYw3DMjT55SyxMBzjQ==
   dependencies:
     postcss-value-parser "^4.2.0"
@@ -8743,7 +8712,7 @@ postcss-merge-longhand@^5.1.7:
 
 postcss-merge-rules@^5.1.4:
   version "5.1.4"
-  resolved "https://registry.yarnpkg.com/postcss-merge-rules/-/postcss-merge-rules-5.1.4.tgz#2f26fa5cacb75b1402e213789f6766ae5e40313c"
+  resolved "https://registry.npmjs.org/postcss-merge-rules/-/postcss-merge-rules-5.1.4.tgz"
   integrity sha512-0R2IuYpgU93y9lhVbO/OylTtKMVcHb67zjWIfCiKR9rWL3GUk1677LAqD/BcHizukdZEjT8Ru3oHRoAYoJy44g==
   dependencies:
     browserslist "^4.21.4"
@@ -8753,14 +8722,14 @@ postcss-merge-rules@^5.1.4:
 
 postcss-minify-font-values@^5.1.0:
   version "5.1.0"
-  resolved "https://registry.yarnpkg.com/postcss-minify-font-values/-/postcss-minify-font-values-5.1.0.tgz#f1df0014a726083d260d3bd85d7385fb89d1f01b"
+  resolved "https://registry.npmjs.org/postcss-minify-font-values/-/postcss-minify-font-values-5.1.0.tgz"
   integrity sha512-el3mYTgx13ZAPPirSVsHqFzl+BBBDrXvbySvPGFnQcTI4iNslrPaFq4muTkLZmKlGk4gyFAYUBMH30+HurREyA==
   dependencies:
     postcss-value-parser "^4.2.0"
 
 postcss-minify-gradients@^5.1.1:
   version "5.1.1"
-  resolved "https://registry.yarnpkg.com/postcss-minify-gradients/-/postcss-minify-gradients-5.1.1.tgz#f1fe1b4f498134a5068240c2f25d46fcd236ba2c"
+  resolved "https://registry.npmjs.org/postcss-minify-gradients/-/postcss-minify-gradients-5.1.1.tgz"
   integrity sha512-VGvXMTpCEo4qHTNSa9A0a3D+dxGFZCYwR6Jokk+/3oB6flu2/PnPXAh2x7x52EkY5xlIHLm+Le8tJxe/7TNhzw==
   dependencies:
     colord "^2.9.1"
@@ -8769,7 +8738,7 @@ postcss-minify-gradients@^5.1.1:
 
 postcss-minify-params@^5.1.4:
   version "5.1.4"
-  resolved "https://registry.yarnpkg.com/postcss-minify-params/-/postcss-minify-params-5.1.4.tgz#c06a6c787128b3208b38c9364cfc40c8aa5d7352"
+  resolved "https://registry.npmjs.org/postcss-minify-params/-/postcss-minify-params-5.1.4.tgz"
   integrity sha512-+mePA3MgdmVmv6g+30rn57USjOGSAyuxUmkfiWpzalZ8aiBkdPYjXWtHuwJGm1v5Ojy0Z0LaSYhHaLJQB0P8Jw==
   dependencies:
     browserslist "^4.21.4"
@@ -8778,19 +8747,19 @@ postcss-minify-params@^5.1.4:
 
 postcss-minify-selectors@^5.2.1:
   version "5.2.1"
-  resolved "https://registry.yarnpkg.com/postcss-minify-selectors/-/postcss-minify-selectors-5.2.1.tgz#d4e7e6b46147b8117ea9325a915a801d5fe656c6"
+  resolved "https://registry.npmjs.org/postcss-minify-selectors/-/postcss-minify-selectors-5.2.1.tgz"
   integrity sha512-nPJu7OjZJTsVUmPdm2TcaiohIwxP+v8ha9NehQ2ye9szv4orirRU3SDdtUmKH+10nzn0bAyOXZ0UEr7OpvLehg==
   dependencies:
     postcss-selector-parser "^6.0.5"
 
 postcss-modules-extract-imports@^3.1.0:
   version "3.1.0"
-  resolved "https://registry.yarnpkg.com/postcss-modules-extract-imports/-/postcss-modules-extract-imports-3.1.0.tgz#b4497cb85a9c0c4b5aabeb759bb25e8d89f15002"
+  resolved "https://registry.npmjs.org/postcss-modules-extract-imports/-/postcss-modules-extract-imports-3.1.0.tgz"
   integrity sha512-k3kNe0aNFQDAZGbin48pL2VNidTF0w4/eASDsxlyspobzU3wZQLOGj7L9gfRe0Jo9/4uud09DsjFNH7winGv8Q==
 
 postcss-modules-local-by-default@^4.0.5:
   version "4.2.0"
-  resolved "https://registry.yarnpkg.com/postcss-modules-local-by-default/-/postcss-modules-local-by-default-4.2.0.tgz#d150f43837831dae25e4085596e84f6f5d6ec368"
+  resolved "https://registry.npmjs.org/postcss-modules-local-by-default/-/postcss-modules-local-by-default-4.2.0.tgz"
   integrity sha512-5kcJm/zk+GJDSfw+V/42fJ5fhjL5YbFDl8nVdXkJPLLW+Vf9mTD5Xe0wqIaDnLuL2U6cDNpTr+UQ+v2HWIBhzw==
   dependencies:
     icss-utils "^5.0.0"
@@ -8799,21 +8768,21 @@ postcss-modules-local-by-default@^4.0.5:
 
 postcss-modules-scope@^3.2.0:
   version "3.2.1"
-  resolved "https://registry.yarnpkg.com/postcss-modules-scope/-/postcss-modules-scope-3.2.1.tgz#1bbccddcb398f1d7a511e0a2d1d047718af4078c"
+  resolved "https://registry.npmjs.org/postcss-modules-scope/-/postcss-modules-scope-3.2.1.tgz"
   integrity sha512-m9jZstCVaqGjTAuny8MdgE88scJnCiQSlSrOWcTQgM2t32UBe+MUmFSO5t7VMSfAf/FJKImAxBav8ooCHJXCJA==
   dependencies:
     postcss-selector-parser "^7.0.0"
 
 postcss-modules-values@^4.0.0:
   version "4.0.0"
-  resolved "https://registry.yarnpkg.com/postcss-modules-values/-/postcss-modules-values-4.0.0.tgz#d7c5e7e68c3bb3c9b27cbf48ca0bb3ffb4602c9c"
+  resolved "https://registry.npmjs.org/postcss-modules-values/-/postcss-modules-values-4.0.0.tgz"
   integrity sha512-RDxHkAiEGI78gS2ofyvCsu7iycRv7oqw5xMWn9iMoR0N/7mf9D50ecQqUo5BZ9Zh2vH4bCUR/ktCqbB9m8vJjQ==
   dependencies:
     icss-utils "^5.0.0"
 
 postcss-nesting@^10.2.0:
   version "10.2.0"
-  resolved "https://registry.yarnpkg.com/postcss-nesting/-/postcss-nesting-10.2.0.tgz#0b12ce0db8edfd2d8ae0aaf86427370b898890be"
+  resolved "https://registry.npmjs.org/postcss-nesting/-/postcss-nesting-10.2.0.tgz"
   integrity sha512-EwMkYchxiDiKUhlJGzWsD9b2zvq/r2SSubcRrgP+jujMXFzqvANLt16lJANC+5uZ6hjI7lpRmI6O8JIl+8l1KA==
   dependencies:
     "@csstools/selector-specificity" "^2.0.0"
@@ -8821,47 +8790,47 @@ postcss-nesting@^10.2.0:
 
 postcss-normalize-charset@^5.1.0:
   version "5.1.0"
-  resolved "https://registry.yarnpkg.com/postcss-normalize-charset/-/postcss-normalize-charset-5.1.0.tgz#9302de0b29094b52c259e9b2cf8dc0879879f0ed"
+  resolved "https://registry.npmjs.org/postcss-normalize-charset/-/postcss-normalize-charset-5.1.0.tgz"
   integrity sha512-mSgUJ+pd/ldRGVx26p2wz9dNZ7ji6Pn8VWBajMXFf8jk7vUoSrZ2lt/wZR7DtlZYKesmZI680qjr2CeFF2fbUg==
 
 postcss-normalize-display-values@^5.1.0:
   version "5.1.0"
-  resolved "https://registry.yarnpkg.com/postcss-normalize-display-values/-/postcss-normalize-display-values-5.1.0.tgz#72abbae58081960e9edd7200fcf21ab8325c3da8"
+  resolved "https://registry.npmjs.org/postcss-normalize-display-values/-/postcss-normalize-display-values-5.1.0.tgz"
   integrity sha512-WP4KIM4o2dazQXWmFaqMmcvsKmhdINFblgSeRgn8BJ6vxaMyaJkwAzpPpuvSIoG/rmX3M+IrRZEz2H0glrQNEA==
   dependencies:
     postcss-value-parser "^4.2.0"
 
 postcss-normalize-positions@^5.1.1:
   version "5.1.1"
-  resolved "https://registry.yarnpkg.com/postcss-normalize-positions/-/postcss-normalize-positions-5.1.1.tgz#ef97279d894087b59325b45c47f1e863daefbb92"
+  resolved "https://registry.npmjs.org/postcss-normalize-positions/-/postcss-normalize-positions-5.1.1.tgz"
   integrity sha512-6UpCb0G4eofTCQLFVuI3EVNZzBNPiIKcA1AKVka+31fTVySphr3VUgAIULBhxZkKgwLImhzMR2Bw1ORK+37INg==
   dependencies:
     postcss-value-parser "^4.2.0"
 
 postcss-normalize-repeat-style@^5.1.1:
   version "5.1.1"
-  resolved "https://registry.yarnpkg.com/postcss-normalize-repeat-style/-/postcss-normalize-repeat-style-5.1.1.tgz#e9eb96805204f4766df66fd09ed2e13545420fb2"
+  resolved "https://registry.npmjs.org/postcss-normalize-repeat-style/-/postcss-normalize-repeat-style-5.1.1.tgz"
   integrity sha512-mFpLspGWkQtBcWIRFLmewo8aC3ImN2i/J3v8YCFUwDnPu3Xz4rLohDO26lGjwNsQxB3YF0KKRwspGzE2JEuS0g==
   dependencies:
     postcss-value-parser "^4.2.0"
 
 postcss-normalize-string@^5.1.0:
   version "5.1.0"
-  resolved "https://registry.yarnpkg.com/postcss-normalize-string/-/postcss-normalize-string-5.1.0.tgz#411961169e07308c82c1f8c55f3e8a337757e228"
+  resolved "https://registry.npmjs.org/postcss-normalize-string/-/postcss-normalize-string-5.1.0.tgz"
   integrity sha512-oYiIJOf4T9T1N4i+abeIc7Vgm/xPCGih4bZz5Nm0/ARVJ7K6xrDlLwvwqOydvyL3RHNf8qZk6vo3aatiw/go3w==
   dependencies:
     postcss-value-parser "^4.2.0"
 
 postcss-normalize-timing-functions@^5.1.0:
   version "5.1.0"
-  resolved "https://registry.yarnpkg.com/postcss-normalize-timing-functions/-/postcss-normalize-timing-functions-5.1.0.tgz#d5614410f8f0b2388e9f240aa6011ba6f52dafbb"
+  resolved "https://registry.npmjs.org/postcss-normalize-timing-functions/-/postcss-normalize-timing-functions-5.1.0.tgz"
   integrity sha512-DOEkzJ4SAXv5xkHl0Wa9cZLF3WCBhF3o1SKVxKQAa+0pYKlueTpCgvkFAHfk+Y64ezX9+nITGrDZeVGgITJXjg==
   dependencies:
     postcss-value-parser "^4.2.0"
 
 postcss-normalize-unicode@^5.1.1:
   version "5.1.1"
-  resolved "https://registry.yarnpkg.com/postcss-normalize-unicode/-/postcss-normalize-unicode-5.1.1.tgz#f67297fca3fea7f17e0d2caa40769afc487aa030"
+  resolved "https://registry.npmjs.org/postcss-normalize-unicode/-/postcss-normalize-unicode-5.1.1.tgz"
   integrity sha512-qnCL5jzkNUmKVhZoENp1mJiGNPcsJCs1aaRmURmeJGES23Z/ajaln+EPTD+rBeNkSryI+2WTdW+lwcVdOikrpA==
   dependencies:
     browserslist "^4.21.4"
@@ -8869,7 +8838,7 @@ postcss-normalize-unicode@^5.1.1:
 
 postcss-normalize-url@^5.1.0:
   version "5.1.0"
-  resolved "https://registry.yarnpkg.com/postcss-normalize-url/-/postcss-normalize-url-5.1.0.tgz#ed9d88ca82e21abef99f743457d3729a042adcdc"
+  resolved "https://registry.npmjs.org/postcss-normalize-url/-/postcss-normalize-url-5.1.0.tgz"
   integrity sha512-5upGeDO+PVthOxSmds43ZeMeZfKH+/DKgGRD7TElkkyS46JXAUhMzIKiCa7BabPeIy3AQcTkXwVVN7DbqsiCew==
   dependencies:
     normalize-url "^6.0.1"
@@ -8877,14 +8846,14 @@ postcss-normalize-url@^5.1.0:
 
 postcss-normalize-whitespace@^5.1.1:
   version "5.1.1"
-  resolved "https://registry.yarnpkg.com/postcss-normalize-whitespace/-/postcss-normalize-whitespace-5.1.1.tgz#08a1a0d1ffa17a7cc6efe1e6c9da969cc4493cfa"
+  resolved "https://registry.npmjs.org/postcss-normalize-whitespace/-/postcss-normalize-whitespace-5.1.1.tgz"
   integrity sha512-83ZJ4t3NUDETIHTa3uEg6asWjSBYL5EdkVB0sDncx9ERzOKBVJIUeDO9RyA9Zwtig8El1d79HBp0JEi8wvGQnA==
   dependencies:
     postcss-value-parser "^4.2.0"
 
 postcss-normalize@^10.0.1:
   version "10.0.1"
-  resolved "https://registry.yarnpkg.com/postcss-normalize/-/postcss-normalize-10.0.1.tgz#464692676b52792a06b06880a176279216540dd7"
+  resolved "https://registry.npmjs.org/postcss-normalize/-/postcss-normalize-10.0.1.tgz"
   integrity sha512-+5w18/rDev5mqERcG3W5GZNMJa1eoYYNGo8gB7tEwaos0ajk3ZXAI4mHGcNT47NE+ZnZD1pEpUOFLvltIwmeJA==
   dependencies:
     "@csstools/normalize.css" "*"
@@ -8893,12 +8862,12 @@ postcss-normalize@^10.0.1:
 
 postcss-opacity-percentage@^1.1.2:
   version "1.1.3"
-  resolved "https://registry.yarnpkg.com/postcss-opacity-percentage/-/postcss-opacity-percentage-1.1.3.tgz#5b89b35551a556e20c5d23eb5260fbfcf5245da6"
+  resolved "https://registry.npmjs.org/postcss-opacity-percentage/-/postcss-opacity-percentage-1.1.3.tgz"
   integrity sha512-An6Ba4pHBiDtyVpSLymUUERMo2cU7s+Obz6BTrS+gxkbnSBNKSuD0AVUc+CpBMrpVPKKfoVz0WQCX+Tnst0i4A==
 
 postcss-ordered-values@^5.1.3:
   version "5.1.3"
-  resolved "https://registry.yarnpkg.com/postcss-ordered-values/-/postcss-ordered-values-5.1.3.tgz#b6fd2bd10f937b23d86bc829c69e7732ce76ea38"
+  resolved "https://registry.npmjs.org/postcss-ordered-values/-/postcss-ordered-values-5.1.3.tgz"
   integrity sha512-9UO79VUhPwEkzbb3RNpqqghc6lcYej1aveQteWY+4POIwlqkYE21HKWaLDF6lWNuqCobEAyTovVhtI32Rbv2RQ==
   dependencies:
     cssnano-utils "^3.1.0"
@@ -8906,26 +8875,26 @@ postcss-ordered-values@^5.1.3:
 
 postcss-overflow-shorthand@^3.0.4:
   version "3.0.4"
-  resolved "https://registry.yarnpkg.com/postcss-overflow-shorthand/-/postcss-overflow-shorthand-3.0.4.tgz#7ed6486fec44b76f0eab15aa4866cda5d55d893e"
+  resolved "https://registry.npmjs.org/postcss-overflow-shorthand/-/postcss-overflow-shorthand-3.0.4.tgz"
   integrity sha512-otYl/ylHK8Y9bcBnPLo3foYFLL6a6Ak+3EQBPOTR7luMYCOsiVTUk1iLvNf6tVPNGXcoL9Hoz37kpfriRIFb4A==
   dependencies:
     postcss-value-parser "^4.2.0"
 
 postcss-page-break@^3.0.4:
   version "3.0.4"
-  resolved "https://registry.yarnpkg.com/postcss-page-break/-/postcss-page-break-3.0.4.tgz#7fbf741c233621622b68d435babfb70dd8c1ee5f"
+  resolved "https://registry.npmjs.org/postcss-page-break/-/postcss-page-break-3.0.4.tgz"
   integrity sha512-1JGu8oCjVXLa9q9rFTo4MbeeA5FMe00/9C7lN4va606Rdb+HkxXtXsmEDrIraQ11fGz/WvKWa8gMuCKkrXpTsQ==
 
 postcss-place@^7.0.5:
   version "7.0.5"
-  resolved "https://registry.yarnpkg.com/postcss-place/-/postcss-place-7.0.5.tgz#95dbf85fd9656a3a6e60e832b5809914236986c4"
+  resolved "https://registry.npmjs.org/postcss-place/-/postcss-place-7.0.5.tgz"
   integrity sha512-wR8igaZROA6Z4pv0d+bvVrvGY4GVHihBCBQieXFY3kuSuMyOmEnnfFzHl/tQuqHZkfkIVBEbDvYcFfHmpSet9g==
   dependencies:
     postcss-value-parser "^4.2.0"
 
 postcss-preset-env@^7.0.1:
   version "7.8.3"
-  resolved "https://registry.yarnpkg.com/postcss-preset-env/-/postcss-preset-env-7.8.3.tgz#2a50f5e612c3149cc7af75634e202a5b2ad4f1e2"
+  resolved "https://registry.npmjs.org/postcss-preset-env/-/postcss-preset-env-7.8.3.tgz"
   integrity sha512-T1LgRm5uEVFSEF83vHZJV2z19lHg4yJuZ6gXZZkqVsqv63nlr6zabMH3l4Pc01FQCyfWVrh2GaUeCVy9Po+Aag==
   dependencies:
     "@csstools/postcss-cascade-layers" "^1.1.1"
@@ -8980,14 +8949,14 @@ postcss-preset-env@^7.0.1:
 
 postcss-pseudo-class-any-link@^7.1.6:
   version "7.1.6"
-  resolved "https://registry.yarnpkg.com/postcss-pseudo-class-any-link/-/postcss-pseudo-class-any-link-7.1.6.tgz#2693b221902da772c278def85a4d9a64b6e617ab"
+  resolved "https://registry.npmjs.org/postcss-pseudo-class-any-link/-/postcss-pseudo-class-any-link-7.1.6.tgz"
   integrity sha512-9sCtZkO6f/5ML9WcTLcIyV1yz9D1rf0tWc+ulKcvV30s0iZKS/ONyETvoWsr6vnrmW+X+KmuK3gV/w5EWnT37w==
   dependencies:
     postcss-selector-parser "^6.0.10"
 
 postcss-reduce-initial@^5.1.2:
   version "5.1.2"
-  resolved "https://registry.yarnpkg.com/postcss-reduce-initial/-/postcss-reduce-initial-5.1.2.tgz#798cd77b3e033eae7105c18c9d371d989e1382d6"
+  resolved "https://registry.npmjs.org/postcss-reduce-initial/-/postcss-reduce-initial-5.1.2.tgz"
   integrity sha512-dE/y2XRaqAi6OvjzD22pjTUQ8eOfc6m/natGHgKFBK9DxFmIm69YmaRVQrGgFlEfc1HePIurY0TmDeROK05rIg==
   dependencies:
     browserslist "^4.21.4"
@@ -8995,26 +8964,26 @@ postcss-reduce-initial@^5.1.2:
 
 postcss-reduce-transforms@^5.1.0:
   version "5.1.0"
-  resolved "https://registry.yarnpkg.com/postcss-reduce-transforms/-/postcss-reduce-transforms-5.1.0.tgz#333b70e7758b802f3dd0ddfe98bb1ccfef96b6e9"
+  resolved "https://registry.npmjs.org/postcss-reduce-transforms/-/postcss-reduce-transforms-5.1.0.tgz"
   integrity sha512-2fbdbmgir5AvpW9RLtdONx1QoYG2/EtqpNQbFASDlixBbAYuTcJ0dECwlqNqH7VbaUnEnh8SrxOe2sRIn24XyQ==
   dependencies:
     postcss-value-parser "^4.2.0"
 
 postcss-replace-overflow-wrap@^4.0.0:
   version "4.0.0"
-  resolved "https://registry.yarnpkg.com/postcss-replace-overflow-wrap/-/postcss-replace-overflow-wrap-4.0.0.tgz#d2df6bed10b477bf9c52fab28c568b4b29ca4319"
+  resolved "https://registry.npmjs.org/postcss-replace-overflow-wrap/-/postcss-replace-overflow-wrap-4.0.0.tgz"
   integrity sha512-KmF7SBPphT4gPPcKZc7aDkweHiKEEO8cla/GjcBK+ckKxiZslIu3C4GCRW3DNfL0o7yW7kMQu9xlZ1kXRXLXtw==
 
 postcss-selector-not@^6.0.1:
   version "6.0.1"
-  resolved "https://registry.yarnpkg.com/postcss-selector-not/-/postcss-selector-not-6.0.1.tgz#8f0a709bf7d4b45222793fc34409be407537556d"
+  resolved "https://registry.npmjs.org/postcss-selector-not/-/postcss-selector-not-6.0.1.tgz"
   integrity sha512-1i9affjAe9xu/y9uqWH+tD4r6/hDaXJruk8xn2x1vzxC2U3J3LKO3zJW4CyxlNhA56pADJ/djpEwpH1RClI2rQ==
   dependencies:
     postcss-selector-parser "^6.0.10"
 
 postcss-selector-parser@^6.0.10, postcss-selector-parser@^6.0.4, postcss-selector-parser@^6.0.5, postcss-selector-parser@^6.0.9:
   version "6.1.2"
-  resolved "https://registry.yarnpkg.com/postcss-selector-parser/-/postcss-selector-parser-6.1.2.tgz#27ecb41fb0e3b6ba7a1ec84fff347f734c7929de"
+  resolved "https://registry.npmjs.org/postcss-selector-parser/-/postcss-selector-parser-6.1.2.tgz"
   integrity sha512-Q8qQfPiZ+THO/3ZrOrO0cJJKfpYCagtMUkXbnEfmgUjwXg6z/WBeOyS9APBBPCTSiDV+s4SwQGu8yFsiMRIudg==
   dependencies:
     cssesc "^3.0.0"
@@ -9022,7 +8991,7 @@ postcss-selector-parser@^6.0.10, postcss-selector-parser@^6.0.4, postcss-selecto
 
 postcss-selector-parser@^7.0.0:
   version "7.1.0"
-  resolved "https://registry.yarnpkg.com/postcss-selector-parser/-/postcss-selector-parser-7.1.0.tgz#4d6af97eba65d73bc4d84bcb343e865d7dd16262"
+  resolved "https://registry.npmjs.org/postcss-selector-parser/-/postcss-selector-parser-7.1.0.tgz"
   integrity sha512-8sLjZwK0R+JlxlYcTuVnyT2v+htpdrjDOKuMcOVdYjt52Lh8hWRYpxBPoKx/Zg+bcjc3wx6fmQevMmUztS/ccA==
   dependencies:
     cssesc "^3.0.0"
@@ -9030,7 +8999,7 @@ postcss-selector-parser@^7.0.0:
 
 postcss-svgo@^5.1.0:
   version "5.1.0"
-  resolved "https://registry.yarnpkg.com/postcss-svgo/-/postcss-svgo-5.1.0.tgz#0a317400ced789f233a28826e77523f15857d80d"
+  resolved "https://registry.npmjs.org/postcss-svgo/-/postcss-svgo-5.1.0.tgz"
   integrity sha512-D75KsH1zm5ZrHyxPakAxJWtkyXew5qwS70v56exwvw542d9CRtTo78K0WeFxZB4G7JXKKMbEZtZayTGdIky/eA==
   dependencies:
     postcss-value-parser "^4.2.0"
@@ -9038,19 +9007,19 @@ postcss-svgo@^5.1.0:
 
 postcss-unique-selectors@^5.1.1:
   version "5.1.1"
-  resolved "https://registry.yarnpkg.com/postcss-unique-selectors/-/postcss-unique-selectors-5.1.1.tgz#a9f273d1eacd09e9aa6088f4b0507b18b1b541b6"
+  resolved "https://registry.npmjs.org/postcss-unique-selectors/-/postcss-unique-selectors-5.1.1.tgz"
   integrity sha512-5JiODlELrz8L2HwxfPnhOWZYWDxVHWL83ufOv84NrcgipI7TaeRsatAhK4Tr2/ZiYldpK/wBvw5BD3qfaK96GA==
   dependencies:
     postcss-selector-parser "^6.0.5"
 
 postcss-value-parser@^4.0.2, postcss-value-parser@^4.1.0, postcss-value-parser@^4.2.0:
   version "4.2.0"
-  resolved "https://registry.yarnpkg.com/postcss-value-parser/-/postcss-value-parser-4.2.0.tgz#723c09920836ba6d3e5af019f92bc0971c02e514"
+  resolved "https://registry.npmjs.org/postcss-value-parser/-/postcss-value-parser-4.2.0.tgz"
   integrity sha512-1NNCs6uurfkVbeXG4S8JFT9t19m45ICnif8zWLd5oPSZ50QnwMfK+H3jv408d4jw/7Bttv5axS5IiHoLaVNHeQ==
 
 postcss@8.4.49:
   version "8.4.49"
-  resolved "https://registry.yarnpkg.com/postcss/-/postcss-8.4.49.tgz#4ea479048ab059ab3ae61d082190fabfd994fe19"
+  resolved "https://registry.npmjs.org/postcss/-/postcss-8.4.49.tgz"
   integrity sha512-OCVPnIObs4N29kxTjzLfUryOkvZEq+pf8jTF0lg8E7uETuWHA+v7j3c/xJmiqpX450191LlmZfUKkXxkTry7nA==
   dependencies:
     nanoid "^3.3.7"
@@ -9059,7 +9028,7 @@ postcss@8.4.49:
 
 postcss@^8.2.14, postcss@^8.3.5, postcss@^8.4.33, postcss@^8.4.4:
   version "8.5.6"
-  resolved "https://registry.yarnpkg.com/postcss/-/postcss-8.5.6.tgz#2825006615a619b4f62a9e7426cc120b349a8f3c"
+  resolved "https://registry.npmjs.org/postcss/-/postcss-8.5.6.tgz"
   integrity sha512-3Ybi1tAuwAP9s0r1UQ2J4n5Y0G05bJkpUIO0/bI9MhwmD70S5aTWbXGBwxHrelT+XM1k6dM0pk+SwNkpTRN7Pg==
   dependencies:
     nanoid "^3.3.11"
@@ -9068,27 +9037,27 @@ postcss@^8.2.14, postcss@^8.3.5, postcss@^8.4.33, postcss@^8.4.4:
 
 prelude-ls@^1.2.1:
   version "1.2.1"
-  resolved "https://registry.yarnpkg.com/prelude-ls/-/prelude-ls-1.2.1.tgz#debc6489d7a6e6b0e7611888cec880337d316396"
+  resolved "https://registry.npmjs.org/prelude-ls/-/prelude-ls-1.2.1.tgz"
   integrity sha512-vkcDPrRZo1QZLbn5RLGPpg/WmIQ65qoWWhcGKf/b5eplkkarX0m9z8ppCat4mlOqUsWpyNuYgO3VRyrYHSzX5g==
 
 prelude-ls@~1.1.2:
   version "1.1.2"
-  resolved "https://registry.yarnpkg.com/prelude-ls/-/prelude-ls-1.1.2.tgz#21932a549f5e52ffd9a827f570e04be62a97da54"
+  resolved "https://registry.npmjs.org/prelude-ls/-/prelude-ls-1.1.2.tgz"
   integrity sha512-ESF23V4SKG6lVSGZgYNpbsiaAkdab6ZgOxe52p7+Kid3W3u3bxR4Vfd/o21dmN7jSt0IwgZ4v5MUd26FEtXE9w==
 
 prettier@^3.5.3:
   version "3.6.2"
-  resolved "https://registry.yarnpkg.com/prettier/-/prettier-3.6.2.tgz#ccda02a1003ebbb2bfda6f83a074978f608b9393"
+  resolved "https://registry.npmjs.org/prettier/-/prettier-3.6.2.tgz"
   integrity sha512-I7AIg5boAr5R0FFtJ6rCfD+LFsWHp81dolrFD8S79U9tb8Az2nGrJncnMSnys+bpQJfRUzqs9hnA81OAA3hCuQ==
 
 pretty-bytes@^5.3.0, pretty-bytes@^5.4.1:
   version "5.6.0"
-  resolved "https://registry.yarnpkg.com/pretty-bytes/-/pretty-bytes-5.6.0.tgz#356256f643804773c82f64723fe78c92c62beaeb"
+  resolved "https://registry.npmjs.org/pretty-bytes/-/pretty-bytes-5.6.0.tgz"
   integrity sha512-FFw039TmrBqFK8ma/7OL3sDz/VytdtJr044/QUJtH0wK9lb9jLq9tJyIxUwtQJHwar2BqtiA4iCWSwo9JLkzFg==
 
 pretty-error@^4.0.0:
   version "4.0.0"
-  resolved "https://registry.yarnpkg.com/pretty-error/-/pretty-error-4.0.0.tgz#90a703f46dd7234adb46d0f84823e9d1cb8f10d6"
+  resolved "https://registry.npmjs.org/pretty-error/-/pretty-error-4.0.0.tgz"
   integrity sha512-AoJ5YMAcXKYxKhuJGdcvse+Voc6v1RgnsR3nWcYU7q4t6z0Q6T86sv5Zq8VIRbOWWFpvdGE83LtdSMNd+6Y0xw==
   dependencies:
     lodash "^4.17.20"
@@ -9096,7 +9065,7 @@ pretty-error@^4.0.0:
 
 pretty-format@^27.0.0, pretty-format@^27.0.2, pretty-format@^27.5.1:
   version "27.5.1"
-  resolved "https://registry.yarnpkg.com/pretty-format/-/pretty-format-27.5.1.tgz#2181879fdea51a7a5851fb39d920faa63f01d88e"
+  resolved "https://registry.npmjs.org/pretty-format/-/pretty-format-27.5.1.tgz"
   integrity sha512-Qb1gy5OrP5+zDf2Bvnzdl3jsTf1qXVMazbvCoKhtKqVs4/YK4ozX4gKQJJVyNe+cajNPn0KoC0MC3FUmaHWEmQ==
   dependencies:
     ansi-regex "^5.0.1"
@@ -9105,7 +9074,7 @@ pretty-format@^27.0.0, pretty-format@^27.0.2, pretty-format@^27.5.1:
 
 pretty-format@^29.7.0:
   version "29.7.0"
-  resolved "https://registry.yarnpkg.com/pretty-format/-/pretty-format-29.7.0.tgz#ca42c758310f365bfa71a0bda0a807160b776812"
+  resolved "https://registry.npmjs.org/pretty-format/-/pretty-format-29.7.0.tgz"
   integrity sha512-Pdlw/oPxN+aXdmM9R00JVC9WVFoCLTKJvDVLgmJ+qAffBMxsV85l/Lu7sNx4zSzPyoL2euImuEwHhOXdEgNFZQ==
   dependencies:
     "@jest/schemas" "^29.6.3"
@@ -9114,29 +9083,29 @@ pretty-format@^29.7.0:
 
 prismjs@^1.30.0:
   version "1.30.0"
-  resolved "https://registry.yarnpkg.com/prismjs/-/prismjs-1.30.0.tgz#d9709969d9d4e16403f6f348c63553b19f0975a9"
+  resolved "https://registry.npmjs.org/prismjs/-/prismjs-1.30.0.tgz"
   integrity sha512-DEvV2ZF2r2/63V+tK8hQvrR2ZGn10srHbXviTlcv7Kpzw8jWiNTqbVgjO3IY8RxrrOUF8VPMQQFysYYYv0YZxw==
 
 prismjs@~1.27.0:
   version "1.27.0"
-  resolved "https://registry.yarnpkg.com/prismjs/-/prismjs-1.27.0.tgz#bb6ee3138a0b438a3653dd4d6ce0cc6510a45057"
+  resolved "https://registry.npmjs.org/prismjs/-/prismjs-1.27.0.tgz"
   integrity sha512-t13BGPUlFDR7wRB5kQDG4jjl7XeuH6jbJGt11JHPL96qwsEHNX2+68tFXqc1/k+/jALsbSWJKUOT/hcYAZ5LkA==
 
 process-nextick-args@~2.0.0:
   version "2.0.1"
-  resolved "https://registry.yarnpkg.com/process-nextick-args/-/process-nextick-args-2.0.1.tgz#7820d9b16120cc55ca9ae7792680ae7dba6d7fe2"
+  resolved "https://registry.npmjs.org/process-nextick-args/-/process-nextick-args-2.0.1.tgz"
   integrity sha512-3ouUOpQhtgrbOa17J7+uxOTpITYWaGP7/AhoR3+A+/1e9skrzelGi/dXzEYyvbxubEF6Wn2ypscTKiKJFFn1ag==
 
 promise@^8.1.0:
   version "8.3.0"
-  resolved "https://registry.yarnpkg.com/promise/-/promise-8.3.0.tgz#8cb333d1edeb61ef23869fbb8a4ea0279ab60e0a"
+  resolved "https://registry.npmjs.org/promise/-/promise-8.3.0.tgz"
   integrity sha512-rZPNPKTOYVNEEKFaq1HqTgOwZD+4/YHS5ukLzQCypkj+OkYx7iv0mA91lJlpPPZ8vMau3IIGj5Qlwrx+8iiSmg==
   dependencies:
     asap "~2.0.6"
 
 prompts@^2.0.1, prompts@^2.4.2:
   version "2.4.2"
-  resolved "https://registry.yarnpkg.com/prompts/-/prompts-2.4.2.tgz#7b57e73b3a48029ad10ebd44f74b01722a4cb069"
+  resolved "https://registry.npmjs.org/prompts/-/prompts-2.4.2.tgz"
   integrity sha512-NxNv/kLguCA7p3jE8oL2aEBsrJWgAakBpgmgK6lpPWV+WuOmY6r2/zbAVnP+T8bQlA0nzHXSJSJW0Hq7ylaD2Q==
   dependencies:
     kleur "^3.0.3"
@@ -9144,7 +9113,7 @@ prompts@^2.0.1, prompts@^2.4.2:
 
 prop-types@^15.6.2, prop-types@^15.8.1:
   version "15.8.1"
-  resolved "https://registry.yarnpkg.com/prop-types/-/prop-types-15.8.1.tgz#67d87bf1a694f48435cf332c24af10214a3140b5"
+  resolved "https://registry.npmjs.org/prop-types/-/prop-types-15.8.1.tgz"
   integrity sha512-oj87CgZICdulUohogVAR7AjlC0327U4el4L6eAvOqCeudMDVU0NThNaV+b9Df4dXgSP1gXMTnPdhfe/2qDH5cg==
   dependencies:
     loose-envify "^1.4.0"
@@ -9153,14 +9122,14 @@ prop-types@^15.6.2, prop-types@^15.8.1:
 
 property-information@^5.0.0, property-information@^5.3.0:
   version "5.6.0"
-  resolved "https://registry.yarnpkg.com/property-information/-/property-information-5.6.0.tgz#61675545fb23002f245c6540ec46077d4da3ed69"
+  resolved "https://registry.npmjs.org/property-information/-/property-information-5.6.0.tgz"
   integrity sha512-YUHSPk+A30YPv+0Qf8i9Mbfe/C0hdPXk1s1jPVToV8pk8BQtpw10ct89Eo7OWkutrwqvT0eicAxlOg3dOAu8JA==
   dependencies:
     xtend "^4.0.0"
 
 protobufjs-cli@^1.1.3:
   version "1.1.3"
-  resolved "https://registry.yarnpkg.com/protobufjs-cli/-/protobufjs-cli-1.1.3.tgz#c58b8566784f0fa1aff11e8d875a31de999637fe"
+  resolved "https://registry.npmjs.org/protobufjs-cli/-/protobufjs-cli-1.1.3.tgz"
   integrity sha512-MqD10lqF+FMsOayFiNOdOGNlXc4iKDCf0ZQPkPR+gizYh9gqUeGTWulABUCdI+N67w5RfJ6xhgX4J8pa8qmMXQ==
   dependencies:
     chalk "^4.0.0"
@@ -9176,7 +9145,7 @@ protobufjs-cli@^1.1.3:
 
 protobufjs@^7.1.1:
   version "7.5.4"
-  resolved "https://registry.yarnpkg.com/protobufjs/-/protobufjs-7.5.4.tgz#885d31fe9c4b37f25d1bb600da30b1c5b37d286a"
+  resolved "https://registry.npmjs.org/protobufjs/-/protobufjs-7.5.4.tgz"
   integrity sha512-CvexbZtbov6jW2eXAvLukXjXUW1TzFaivC46BpWc/3BpcCysb5Vffu+B3XHMm8lVEuy2Mm4XGex8hBSg1yapPg==
   dependencies:
     "@protobufjs/aspromise" "^1.1.2"
@@ -9194,7 +9163,7 @@ protobufjs@^7.1.1:
 
 proxy-addr@~2.0.7:
   version "2.0.7"
-  resolved "https://registry.yarnpkg.com/proxy-addr/-/proxy-addr-2.0.7.tgz#f19fe69ceab311eeb94b42e70e8c2070f9ba1025"
+  resolved "https://registry.npmjs.org/proxy-addr/-/proxy-addr-2.0.7.tgz"
   integrity sha512-llQsMLSUDUPT44jdrU/O37qlnifitDP+ZwrmmZcoSKyLKvtZxpyV0n2/bD/N4tBAAZ/gJEdZU7KMraoK1+XYAg==
   dependencies:
     forwarded "0.2.0"
@@ -9202,36 +9171,36 @@ proxy-addr@~2.0.7:
 
 psl@^1.1.33:
   version "1.15.0"
-  resolved "https://registry.yarnpkg.com/psl/-/psl-1.15.0.tgz#bdace31896f1d97cec6a79e8224898ce93d974c6"
+  resolved "https://registry.npmjs.org/psl/-/psl-1.15.0.tgz"
   integrity sha512-JZd3gMVBAVQkSs6HdNZo9Sdo0LNcQeMNP3CozBJb3JYC/QUYZTnKxP+f8oWRX4rHP5EurWxqAHTSwUCjlNKa1w==
   dependencies:
     punycode "^2.3.1"
 
 punycode.js@^2.3.1:
   version "2.3.1"
-  resolved "https://registry.yarnpkg.com/punycode.js/-/punycode.js-2.3.1.tgz#6b53e56ad75588234e79f4affa90972c7dd8cdb7"
+  resolved "https://registry.npmjs.org/punycode.js/-/punycode.js-2.3.1.tgz"
   integrity sha512-uxFIHU0YlHYhDQtV4R9J6a52SLx28BCjT+4ieh7IGbgwVJWO+km431c4yRlREUAsAmt/uMjQUyQHNEPf0M39CA==
 
 punycode@^2.1.0, punycode@^2.1.1, punycode@^2.3.1:
   version "2.3.1"
-  resolved "https://registry.yarnpkg.com/punycode/-/punycode-2.3.1.tgz#027422e2faec0b25e1549c3e1bd8309b9133b6e5"
+  resolved "https://registry.npmjs.org/punycode/-/punycode-2.3.1.tgz"
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 pure-rand@^6.0.0:
   version "6.1.0"
-  resolved "https://registry.yarnpkg.com/pure-rand/-/pure-rand-6.1.0.tgz#d173cf23258231976ccbdb05247c9787957604f2"
+  resolved "https://registry.npmjs.org/pure-rand/-/pure-rand-6.1.0.tgz"
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 qs@6.13.0:
   version "6.13.0"
-  resolved "https://registry.yarnpkg.com/qs/-/qs-6.13.0.tgz#6ca3bd58439f7e245655798997787b0d88a51906"
+  resolved "https://registry.npmjs.org/qs/-/qs-6.13.0.tgz"
   integrity sha512-+38qI9SOr8tfZ4QmJNplMUxqjbe7LKvvZgWdExBOmd+egZTtjLB67Gu0HRX3u/XOq7UU2Nx6nsjvS16Z9uwfpg==
   dependencies:
     side-channel "^1.0.6"
 
 query-string@^7.1.1:
   version "7.1.3"
-  resolved "https://registry.yarnpkg.com/query-string/-/query-string-7.1.3.tgz#a1cf90e994abb113a325804a972d98276fe02328"
+  resolved "https://registry.npmjs.org/query-string/-/query-string-7.1.3.tgz"
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   dependencies:
     decode-uri-component "^0.2.2"
@@ -9241,41 +9210,41 @@ query-string@^7.1.1:
 
 querystringify@^2.1.1:
   version "2.2.0"
-  resolved "https://registry.yarnpkg.com/querystringify/-/querystringify-2.2.0.tgz#3345941b4153cb9d082d8eee4cda2016a9aef7f6"
+  resolved "https://registry.npmjs.org/querystringify/-/querystringify-2.2.0.tgz"
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 queue-microtask@^1.2.2:
   version "1.2.3"
-  resolved "https://registry.yarnpkg.com/queue-microtask/-/queue-microtask-1.2.3.tgz#4929228bbc724dfac43e0efb058caf7b6cfb6243"
+  resolved "https://registry.npmjs.org/queue-microtask/-/queue-microtask-1.2.3.tgz"
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 raf-schd@^4.0.3:
   version "4.0.3"
-  resolved "https://registry.yarnpkg.com/raf-schd/-/raf-schd-4.0.3.tgz#5d6c34ef46f8b2a0e880a8fcdb743efc5bfdbc1a"
+  resolved "https://registry.npmjs.org/raf-schd/-/raf-schd-4.0.3.tgz"
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 raf@^3.4.1:
   version "3.4.1"
-  resolved "https://registry.yarnpkg.com/raf/-/raf-3.4.1.tgz#0742e99a4a6552f445d73e3ee0328af0ff1ede39"
+  resolved "https://registry.npmjs.org/raf/-/raf-3.4.1.tgz"
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   dependencies:
     performance-now "^2.1.0"
 
 randombytes@^2.1.0:
   version "2.1.0"
-  resolved "https://registry.yarnpkg.com/randombytes/-/randombytes-2.1.0.tgz#df6f84372f0270dc65cdf6291349ab7a473d4f2a"
+  resolved "https://registry.npmjs.org/randombytes/-/randombytes-2.1.0.tgz"
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   dependencies:
     safe-buffer "^5.1.0"
 
 range-parser@^1.2.1, range-parser@~1.2.1:
   version "1.2.1"
-  resolved "https://registry.yarnpkg.com/range-parser/-/range-parser-1.2.1.tgz#3cf37023d199e1c24d1a55b84800c2f3e6468031"
+  resolved "https://registry.npmjs.org/range-parser/-/range-parser-1.2.1.tgz"
   integrity sha512-Hrgsx+orqoygnmhFbKaHE6c296J+HTAQXoxEF6gNupROmmGJRoyzfG3ccAveqCBrwr/2yxQ5BVd/GTl5agOwSg==
 
 raw-body@2.5.2:
   version "2.5.2"
-  resolved "https://registry.yarnpkg.com/raw-body/-/raw-body-2.5.2.tgz#99febd83b90e08975087e8f1f9419a149366b68a"
+  resolved "https://registry.npmjs.org/raw-body/-/raw-body-2.5.2.tgz"
   integrity sha512-8zGqypfENjCIqGhgXToC8aB2r7YrBX+AQAfIPs/Mlk+BtPTztOvTS01NRW/3Eh60J+a48lt8qsCzirQ6loCVfA==
   dependencies:
     bytes "3.1.2"
@@ -9285,7 +9254,7 @@ raw-body@2.5.2:
 
 react-app-polyfill@^3.0.0:
   version "3.0.0"
-  resolved "https://registry.yarnpkg.com/react-app-polyfill/-/react-app-polyfill-3.0.0.tgz#95221e0a9bd259e5ca6b177c7bb1cb6768f68fd7"
+  resolved "https://registry.npmjs.org/react-app-polyfill/-/react-app-polyfill-3.0.0.tgz"
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   dependencies:
     core-js "^3.19.2"
@@ -9297,14 +9266,14 @@ react-app-polyfill@^3.0.0:
 
 react-clientside-effect@^1.2.7:
   version "1.2.8"
-  resolved "https://registry.yarnpkg.com/react-clientside-effect/-/react-clientside-effect-1.2.8.tgz#0b90a9d7b2a1823a3a10ed1ea3f651f7e0301cb7"
+  resolved "https://registry.npmjs.org/react-clientside-effect/-/react-clientside-effect-1.2.8.tgz"
   integrity sha512-ma2FePH0z3px2+WOu6h+YycZcEvFmmxIlAb62cF52bG86eMySciO/EQZeQMXd07kPCYB0a1dWDT5J+KE9mCDUw==
   dependencies:
     "@babel/runtime" "^7.12.13"
 
 react-code-blocks@^0.1.6:
   version "0.1.6"
-  resolved "https://registry.yarnpkg.com/react-code-blocks/-/react-code-blocks-0.1.6.tgz#ec64e7899223d3e910eb916465a66d95ce1ae1b2"
+  resolved "https://registry.npmjs.org/react-code-blocks/-/react-code-blocks-0.1.6.tgz"
   integrity sha512-ENNuxG07yO+OuX1ChRje3ieefPRz6yrIpHmebQlaFQgzcAHbUfVeTINpOpoI9bSRSObeYo/OdHsporeToZ7fcg==
   dependencies:
     "@babel/runtime" "^7.10.4"
@@ -9314,7 +9283,7 @@ react-code-blocks@^0.1.6:
 
 react-dev-utils@^12.0.1:
   version "12.0.1"
-  resolved "https://registry.yarnpkg.com/react-dev-utils/-/react-dev-utils-12.0.1.tgz#ba92edb4a1f379bd46ccd6bcd4e7bc398df33e73"
+  resolved "https://registry.npmjs.org/react-dev-utils/-/react-dev-utils-12.0.1.tgz"
   integrity sha512-84Ivxmr17KjUupyqzFode6xKhjwuEJDROWKJy/BthkL7Wn6NJ8h4WE6k/exAv6ImS+0oZLRRW5j/aINMHyeGeQ==
   dependencies:
     "@babel/code-frame" "^7.16.0"
@@ -9344,7 +9313,7 @@ react-dev-utils@^12.0.1:
 
 react-dom@^18.3.1:
   version "18.3.1"
-  resolved "https://registry.yarnpkg.com/react-dom/-/react-dom-18.3.1.tgz#c2265d79511b57d479b3dd3fdfa51536494c5cb4"
+  resolved "https://registry.npmjs.org/react-dom/-/react-dom-18.3.1.tgz"
   integrity sha512-5m4nQKp+rZRb09LNH59GM4BxTh9251/ylbKIbpe7TpGxfJ+9kv6BLkLBXIjjspbgbnIBNqlI23tRnTWT0snUIw==
   dependencies:
     loose-envify "^1.1.0"
@@ -9352,7 +9321,7 @@ react-dom@^18.3.1:
 
 react-dropzone@^11.7.1:
   version "11.7.1"
-  resolved "https://registry.yarnpkg.com/react-dropzone/-/react-dropzone-11.7.1.tgz#3851bb75b26af0bf1b17ce1449fd980e643b9356"
+  resolved "https://registry.npmjs.org/react-dropzone/-/react-dropzone-11.7.1.tgz"
   integrity sha512-zxCMwhfPy1olUEbw3FLNPLhAm/HnaYH5aELIEglRbqabizKAdHs0h+WuyOpmA+v1JXn0++fpQDdNfUagWt5hJQ==
   dependencies:
     attr-accept "^2.2.2"
@@ -9361,7 +9330,7 @@ react-dropzone@^11.7.1:
 
 react-element-to-jsx-string@^15.0.0:
   version "15.0.0"
-  resolved "https://registry.yarnpkg.com/react-element-to-jsx-string/-/react-element-to-jsx-string-15.0.0.tgz#1cafd5b6ad41946ffc8755e254da3fc752a01ac6"
+  resolved "https://registry.npmjs.org/react-element-to-jsx-string/-/react-element-to-jsx-string-15.0.0.tgz"
   integrity sha512-UDg4lXB6BzlobN60P8fHWVPX3Kyw8ORrTeBtClmIlGdkOOE+GYQSFvmEU5iLLpwp/6v42DINwNcwOhOLfQ//FQ==
   dependencies:
     "@base2/pretty-print-object" "1.0.1"
@@ -9370,12 +9339,12 @@ react-element-to-jsx-string@^15.0.0:
 
 react-error-overlay@^6.0.11:
   version "6.1.0"
-  resolved "https://registry.yarnpkg.com/react-error-overlay/-/react-error-overlay-6.1.0.tgz#22b86256beb1c5856f08a9a228adb8121dd985f2"
+  resolved "https://registry.npmjs.org/react-error-overlay/-/react-error-overlay-6.1.0.tgz"
   integrity sha512-SN/U6Ytxf1QGkw/9ve5Y+NxBbZM6Ht95tuXNMKs8EJyFa/Vy/+Co3stop3KBHARfn/giv+Lj1uUnTfOJ3moFEQ==
 
 react-focus-lock@^2.13.6:
   version "2.13.6"
-  resolved "https://registry.yarnpkg.com/react-focus-lock/-/react-focus-lock-2.13.6.tgz#29751bf2e4e30f6248673cd87a347c74ff2af672"
+  resolved "https://registry.npmjs.org/react-focus-lock/-/react-focus-lock-2.13.6.tgz"
   integrity sha512-ehylFFWyYtBKXjAO9+3v8d0i+cnc1trGS0vlTGhzFW1vbFXVUTmR8s2tt/ZQG8x5hElg6rhENlLG1H3EZK0Llg==
   dependencies:
     "@babel/runtime" "^7.0.0"
@@ -9387,7 +9356,7 @@ react-focus-lock@^2.13.6:
 
 react-focus-on@^3.9.1:
   version "3.10.0"
-  resolved "https://registry.yarnpkg.com/react-focus-on/-/react-focus-on-3.10.0.tgz#60f6af03b59be5a0901f86cf9e24799c33e90327"
+  resolved "https://registry.npmjs.org/react-focus-on/-/react-focus-on-3.10.0.tgz"
   integrity sha512-r2yQchO6QfV5zB3J4Gj6cTYBoxD369vkt0oKj1NJLA5ChQzxjko6V/dqQ7nvmaUBm5pHC+pa8tzHT9jtsVRFMQ==
   dependencies:
     aria-hidden "^1.2.5"
@@ -9399,27 +9368,27 @@ react-focus-on@^3.9.1:
 
 react-is@18.1.0:
   version "18.1.0"
-  resolved "https://registry.yarnpkg.com/react-is/-/react-is-18.1.0.tgz#61aaed3096d30eacf2a2127118b5b41387d32a67"
+  resolved "https://registry.npmjs.org/react-is/-/react-is-18.1.0.tgz"
   integrity sha512-Fl7FuabXsJnV5Q1qIOQwx/sagGF18kogb4gpfcG4gjLBWO0WDiiz1ko/ExayuxE7InyQkBLkxRFG5oxY6Uu3Kg==
 
 react-is@^16.13.1, react-is@^16.7.0:
   version "16.13.1"
-  resolved "https://registry.yarnpkg.com/react-is/-/react-is-16.13.1.tgz#789729a4dc36de2999dc156dd6c1d9c18cea56a4"
+  resolved "https://registry.npmjs.org/react-is/-/react-is-16.13.1.tgz"
   integrity sha512-24e6ynE2H+OKt4kqsOvNd8kBpV65zoxbA4BVsEOB3ARVWQki/DHzaUoC5KuON/BiccDaCCTZBuOcfZs70kR8bQ==
 
 react-is@^17.0.1, react-is@^17.0.2:
   version "17.0.2"
-  resolved "https://registry.yarnpkg.com/react-is/-/react-is-17.0.2.tgz#e691d4a8e9c789365655539ab372762b0efb54f0"
+  resolved "https://registry.npmjs.org/react-is/-/react-is-17.0.2.tgz"
   integrity sha512-w2GsyukL62IJnlaff/nRegPQR94C/XXamvMWmSHRJ4y7Ts/4ocGRmTHvOs8PSE6pB3dWOrD/nueuU5sduBsQ4w==
 
 react-is@^18.0.0:
   version "18.3.1"
-  resolved "https://registry.yarnpkg.com/react-is/-/react-is-18.3.1.tgz#e83557dc12eae63a99e003a46388b1dcbb44db7e"
+  resolved "https://registry.npmjs.org/react-is/-/react-is-18.3.1.tgz"
   integrity sha512-/LLMVyas0ljjAtoYiPqYiL8VWXzUUdThrmU5+n20DZv+a+ClRoevUzw5JxU+Ieh5/c87ytoTBV9G1FiKfNJdmg==
 
 react-query@^3.39.3:
   version "3.39.3"
-  resolved "https://registry.yarnpkg.com/react-query/-/react-query-3.39.3.tgz#4cea7127c6c26bdea2de5fb63e51044330b03f35"
+  resolved "https://registry.npmjs.org/react-query/-/react-query-3.39.3.tgz"
   integrity sha512-nLfLz7GiohKTJDuT4us4X3h/8unOh+00MLb2yJoGTPjxKs2bc1iDhkNx2bd5MKklXnOD3NrVZ+J2UXujA5In4g==
   dependencies:
     "@babel/runtime" "^7.5.5"
@@ -9428,7 +9397,7 @@ react-query@^3.39.3:
 
 react-redux@^8.1.3:
   version "8.1.3"
-  resolved "https://registry.yarnpkg.com/react-redux/-/react-redux-8.1.3.tgz#4fdc0462d0acb59af29a13c27ffef6f49ab4df46"
+  resolved "https://registry.npmjs.org/react-redux/-/react-redux-8.1.3.tgz"
   integrity sha512-n0ZrutD7DaX/j9VscF+uTALI3oUPa/pO4Z3soOBIjuRn/FzVu6aehhysxZCLi6y7duMf52WNZGMl7CtuK5EnRw==
   dependencies:
     "@babel/runtime" "^7.12.1"
@@ -9440,12 +9409,12 @@ react-redux@^8.1.3:
 
 react-refresh@^0.11.0:
   version "0.11.0"
-  resolved "https://registry.yarnpkg.com/react-refresh/-/react-refresh-0.11.0.tgz#77198b944733f0f1f1a90e791de4541f9f074046"
+  resolved "https://registry.npmjs.org/react-refresh/-/react-refresh-0.11.0.tgz"
   integrity sha512-F27qZr8uUqwhWZboondsPx8tnC3Ct3SxZA3V5WyEvujRyyNv0VYPhoBg1gZ8/MV5tubQp76Trw8lTv9hzRBa+A==
 
 react-remove-scroll-bar@^2.3.4, react-remove-scroll-bar@^2.3.7:
   version "2.3.8"
-  resolved "https://registry.yarnpkg.com/react-remove-scroll-bar/-/react-remove-scroll-bar-2.3.8.tgz#99c20f908ee467b385b68a3469b4a3e750012223"
+  resolved "https://registry.npmjs.org/react-remove-scroll-bar/-/react-remove-scroll-bar-2.3.8.tgz"
   integrity sha512-9r+yi9+mgU33AKcj6IbT9oRCO78WriSj6t/cF8DWBZJ9aOGPOTEDvdUDz1FwKim7QXWwmHqtdHnRJfhAxEG46Q==
   dependencies:
     react-style-singleton "^2.2.2"
@@ -9453,7 +9422,7 @@ react-remove-scroll-bar@^2.3.4, react-remove-scroll-bar@^2.3.7:
 
 react-remove-scroll@^2.6.3:
   version "2.7.1"
-  resolved "https://registry.yarnpkg.com/react-remove-scroll/-/react-remove-scroll-2.7.1.tgz#d2101d414f6d81d7d3bf033f3c1cb4785789f753"
+  resolved "https://registry.npmjs.org/react-remove-scroll/-/react-remove-scroll-2.7.1.tgz"
   integrity sha512-HpMh8+oahmIdOuS5aFKKY6Pyog+FNaZV/XyJOq7b4YFwsFHe5yYfdbIalI4k3vU2nSDql7YskmUseHsRrJqIPA==
   dependencies:
     react-remove-scroll-bar "^2.3.7"
@@ -9464,7 +9433,7 @@ react-remove-scroll@^2.6.3:
 
 react-router-dom@^6.28.0:
   version "6.30.2"
-  resolved "https://registry.yarnpkg.com/react-router-dom/-/react-router-dom-6.30.2.tgz#ee8c161bce4890d34484b552f8510f9af0e22b01"
+  resolved "https://registry.npmjs.org/react-router-dom/-/react-router-dom-6.30.2.tgz"
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   dependencies:
     "@remix-run/router" "1.23.1"
@@ -9472,14 +9441,14 @@ react-router-dom@^6.28.0:
 
 react-router@6.30.2:
   version "6.30.2"
-  resolved "https://registry.yarnpkg.com/react-router/-/react-router-6.30.2.tgz#c78a3b40f7011f49a373b1df89492e7d4ec12359"
+  resolved "https://registry.npmjs.org/react-router/-/react-router-6.30.2.tgz"
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   dependencies:
     "@remix-run/router" "1.23.1"
 
 react-style-singleton@^2.2.2, react-style-singleton@^2.2.3:
   version "2.2.3"
-  resolved "https://registry.yarnpkg.com/react-style-singleton/-/react-style-singleton-2.2.3.tgz#4265608be69a4d70cfe3047f2c6c88b2c3ace388"
+  resolved "https://registry.npmjs.org/react-style-singleton/-/react-style-singleton-2.2.3.tgz"
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   dependencies:
     get-nonce "^1.0.0"
@@ -9487,7 +9456,7 @@ react-style-singleton@^2.2.2, react-style-singleton@^2.2.3:
 
 react-syntax-highlighter@^15.5.0:
   version "15.6.6"
-  resolved "https://registry.yarnpkg.com/react-syntax-highlighter/-/react-syntax-highlighter-15.6.6.tgz#77417c81ebdc554300d0332800a2e1efe5b1190b"
+  resolved "https://registry.npmjs.org/react-syntax-highlighter/-/react-syntax-highlighter-15.6.6.tgz"
   integrity sha512-DgXrc+AZF47+HvAPEmn7Ua/1p10jNoVZVI/LoPiYdtY+OM+/nG5yefLHKJwdKqY1adMuHFbeyBaG9j64ML7vTw==
   dependencies:
     "@babel/runtime" "^7.3.1"
@@ -9499,12 +9468,12 @@ react-syntax-highlighter@^15.5.0:
 
 react-virtualized-auto-sizer@^1.0.24:
   version "1.0.26"
-  resolved "https://registry.yarnpkg.com/react-virtualized-auto-sizer/-/react-virtualized-auto-sizer-1.0.26.tgz#e9470ef6a778dc4f1d5fd76305fa2d8b610c357a"
+  resolved "https://registry.npmjs.org/react-virtualized-auto-sizer/-/react-virtualized-auto-sizer-1.0.26.tgz"
   integrity sha512-CblNyiNVw2o+hsa5/49NH2ogGxZ+t+3aweRvNSq7TVjDIlwk7ir4lencEg5HxHeSzwNarSkNkiu0qJSOXtxm5A==
 
 react-window@^1.8.10:
   version "1.8.11"
-  resolved "https://registry.yarnpkg.com/react-window/-/react-window-1.8.11.tgz#a857b48fa85bd77042d59cc460964ff2e0648525"
+  resolved "https://registry.npmjs.org/react-window/-/react-window-1.8.11.tgz"
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   dependencies:
     "@babel/runtime" "^7.0.0"
@@ -9512,14 +9481,14 @@ react-window@^1.8.10:
 
 react@^18.3.1:
   version "18.3.1"
-  resolved "https://registry.yarnpkg.com/react/-/react-18.3.1.tgz#49ab892009c53933625bd16b2533fc754cab2891"
+  resolved "https://registry.npmjs.org/react/-/react-18.3.1.tgz"
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   dependencies:
     loose-envify "^1.1.0"
 
 reactflow@^11.11.4:
   version "11.11.4"
-  resolved "https://registry.yarnpkg.com/reactflow/-/reactflow-11.11.4.tgz#e3593e313420542caed81aecbd73fb9bc6576653"
+  resolved "https://registry.npmjs.org/reactflow/-/reactflow-11.11.4.tgz"
   integrity sha512-70FOtJkUWH3BAOsN+LU9lCrKoKbtOPnz2uq0CV2PLdNSwxTXOhCbsZr50GmZ+Rtw3jx8Uv7/vBFtCGixLfd4Og==
   dependencies:
     "@reactflow/background" "11.3.14"
@@ -9531,7 +9500,7 @@ reactflow@^11.11.4:
 
 readable-stream@^2.0.1:
   version "2.3.8"
-  resolved "https://registry.yarnpkg.com/readable-stream/-/readable-stream-2.3.8.tgz#91125e8042bba1b9887f49345f6277027ce8be9b"
+  resolved "https://registry.npmjs.org/readable-stream/-/readable-stream-2.3.8.tgz"
   integrity sha512-8p0AUk4XODgIewSi0l8Epjs+EVnWiK7NoDIEGU0HhE7+ZyY8D1IMY7odu5lRrFXGg71L15KG8QrPmum45RTtdA==
   dependencies:
     core-util-is "~1.0.0"
@@ -9544,7 +9513,7 @@ readable-stream@^2.0.1:
 
 readable-stream@^3.0.6:
   version "3.6.2"
-  resolved "https://registry.yarnpkg.com/readable-stream/-/readable-stream-3.6.2.tgz#56a9b36ea965c00c5a93ef31eb111a0f11056967"
+  resolved "https://registry.npmjs.org/readable-stream/-/readable-stream-3.6.2.tgz"
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   dependencies:
     inherits "^2.0.3"
@@ -9553,21 +9522,21 @@ readable-stream@^3.0.6:
 
 readdirp@~3.6.0:
   version "3.6.0"
-  resolved "https://registry.yarnpkg.com/readdirp/-/readdirp-3.6.0.tgz#74a370bd857116e245b29cc97340cd431a02a6c7"
+  resolved "https://registry.npmjs.org/readdirp/-/readdirp-3.6.0.tgz"
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   dependencies:
     picomatch "^2.2.1"
 
 recursive-readdir@^2.2.2:
   version "2.2.3"
-  resolved "https://registry.yarnpkg.com/recursive-readdir/-/recursive-readdir-2.2.3.tgz#e726f328c0d69153bcabd5c322d3195252379372"
+  resolved "https://registry.npmjs.org/recursive-readdir/-/recursive-readdir-2.2.3.tgz"
   integrity sha512-8HrF5ZsXk5FAH9dgsx3BlUer73nIhuj+9OrQwEbLTPOBzGkL1lsFCR01am+v+0m2Cmbs1nP12hLDl5FA7EszKA==
   dependencies:
     minimatch "^3.0.5"
 
 redent@^3.0.0:
   version "3.0.0"
-  resolved "https://registry.yarnpkg.com/redent/-/redent-3.0.0.tgz#e557b7998316bb53c9f1f56fa626352c6963059f"
+  resolved "https://registry.npmjs.org/redent/-/redent-3.0.0.tgz"
   integrity sha512-6tDA8g98We0zd0GvVeMT9arEOnTw9qM03L9cJXaCjrip1OO764RDBLBfrB4cwzNGDj5OA5ioymC9GkizgWJDUg==
   dependencies:
     indent-string "^4.0.0"
@@ -9575,14 +9544,14 @@ redent@^3.0.0:
 
 redux@^4.2.1:
   version "4.2.1"
-  resolved "https://registry.yarnpkg.com/redux/-/redux-4.2.1.tgz#c08f4306826c49b5e9dc901dee0452ea8fce6197"
+  resolved "https://registry.npmjs.org/redux/-/redux-4.2.1.tgz"
   integrity sha512-LAUYz4lc+Do8/g7aeRa8JkyDErK6ekstQaqWQrNRW//MY1TvCEpMtpTWvlQ+FPbWCx+Xixu/6SHt5N0HR+SB4w==
   dependencies:
     "@babel/runtime" "^7.9.2"
 
 reflect.getprototypeof@^1.0.6, reflect.getprototypeof@^1.0.9:
   version "1.0.10"
-  resolved "https://registry.yarnpkg.com/reflect.getprototypeof/-/reflect.getprototypeof-1.0.10.tgz#c629219e78a3316d8b604c765ef68996964e7bf9"
+  resolved "https://registry.npmjs.org/reflect.getprototypeof/-/reflect.getprototypeof-1.0.10.tgz"
   integrity sha512-00o4I+DVrefhv+nX0ulyi3biSHCPDe+yLv5o/p6d/UVlirijB8E16FtfwSAi4g3tcqrQ4lRAqQSoFEZJehYEcw==
   dependencies:
     call-bind "^1.0.8"
@@ -9596,7 +9565,7 @@ reflect.getprototypeof@^1.0.6, reflect.getprototypeof@^1.0.9:
 
 refractor@^3.6.0:
   version "3.6.0"
-  resolved "https://registry.yarnpkg.com/refractor/-/refractor-3.6.0.tgz#ac318f5a0715ead790fcfb0c71f4dd83d977935a"
+  resolved "https://registry.npmjs.org/refractor/-/refractor-3.6.0.tgz"
   integrity sha512-MY9W41IOWxxk31o+YvFCNyNzdkc9M20NoZK5vq6jkv4I/uh2zkWcfudj0Q1fovjUQJrNewS9NMzeTtqPf+n5EA==
   dependencies:
     hastscript "^6.0.0"
@@ -9605,29 +9574,29 @@ refractor@^3.6.0:
 
 regenerate-unicode-properties@^10.2.2:
   version "10.2.2"
-  resolved "https://registry.yarnpkg.com/regenerate-unicode-properties/-/regenerate-unicode-properties-10.2.2.tgz#aa113812ba899b630658c7623466be71e1f86f66"
+  resolved "https://registry.npmjs.org/regenerate-unicode-properties/-/regenerate-unicode-properties-10.2.2.tgz"
   integrity sha512-m03P+zhBeQd1RGnYxrGyDAPpWX/epKirLrp8e3qevZdVkKtnCrjjWczIbYc8+xd6vcTStVlqfycTx1KR4LOr0g==
   dependencies:
     regenerate "^1.4.2"
 
 regenerate@^1.4.2:
   version "1.4.2"
-  resolved "https://registry.yarnpkg.com/regenerate/-/regenerate-1.4.2.tgz#b9346d8827e8f5a32f7ba29637d398b69014848a"
+  resolved "https://registry.npmjs.org/regenerate/-/regenerate-1.4.2.tgz"
   integrity sha512-zrceR/XhGYU/d/opr2EKO7aRHUeiBI8qjtfHqADTwZd6Szfy16la6kqD0MIUs5z5hx6AaKa+PixpPrR289+I0A==
 
 regenerator-runtime@^0.13.9:
   version "0.13.11"
-  resolved "https://registry.yarnpkg.com/regenerator-runtime/-/regenerator-runtime-0.13.11.tgz#f6dca3e7ceec20590d07ada785636a90cdca17f9"
+  resolved "https://registry.npmjs.org/regenerator-runtime/-/regenerator-runtime-0.13.11.tgz"
   integrity sha512-kY1AZVr2Ra+t+piVaJ4gxaFaReZVH40AKNo7UCX6W+dEwBo/2oZJzqfuN1qLq1oL45o56cPaTXELwrTh8Fpggg==
 
 regex-parser@^2.2.11:
   version "2.3.1"
-  resolved "https://registry.yarnpkg.com/regex-parser/-/regex-parser-2.3.1.tgz#ee3f70e50bdd81a221d505242cb9a9c275a2ad91"
+  resolved "https://registry.npmjs.org/regex-parser/-/regex-parser-2.3.1.tgz"
   integrity sha512-yXLRqatcCuKtVHsWrNg0JL3l1zGfdXeEvDa0bdu4tCDQw0RpMDZsqbkyRTUnKMR0tXF627V2oEWjBEaEdqTwtQ==
 
 regexp.prototype.flags@^1.5.3, regexp.prototype.flags@^1.5.4:
   version "1.5.4"
-  resolved "https://registry.yarnpkg.com/regexp.prototype.flags/-/regexp.prototype.flags-1.5.4.tgz#1ad6c62d44a259007e55b3970e00f746efbcaa19"
+  resolved "https://registry.npmjs.org/regexp.prototype.flags/-/regexp.prototype.flags-1.5.4.tgz"
   integrity sha512-dYqgNSZbDwkaJ2ceRd9ojCGjBq+mOm9LmtXnAnEGyHhN/5R7iDW2TRw3h+o/jCFxus3P2LfWIIiwowAjANm7IA==
   dependencies:
     call-bind "^1.0.8"
@@ -9639,7 +9608,7 @@ regexp.prototype.flags@^1.5.3, regexp.prototype.flags@^1.5.4:
 
 regexpu-core@^6.3.1:
   version "6.4.0"
-  resolved "https://registry.yarnpkg.com/regexpu-core/-/regexpu-core-6.4.0.tgz#3580ce0c4faedef599eccb146612436b62a176e5"
+  resolved "https://registry.npmjs.org/regexpu-core/-/regexpu-core-6.4.0.tgz"
   integrity sha512-0ghuzq67LI9bLXpOX/ISfve/Mq33a4aFRzoQYhnnok1JOFpmE/A2TBGkNVenOGEeSBCjIiWcc6MVOG5HEQv0sA==
   dependencies:
     regenerate "^1.4.2"
@@ -9651,26 +9620,26 @@ regexpu-core@^6.3.1:
 
 regjsgen@^0.8.0:
   version "0.8.0"
-  resolved "https://registry.yarnpkg.com/regjsgen/-/regjsgen-0.8.0.tgz#df23ff26e0c5b300a6470cad160a9d090c3a37ab"
+  resolved "https://registry.npmjs.org/regjsgen/-/regjsgen-0.8.0.tgz"
   integrity sha512-RvwtGe3d7LvWiDQXeQw8p5asZUmfU1G/l6WbUXeHta7Y2PEIvBTwH6E2EfmYUK8pxcxEdEmaomqyp0vZZ7C+3Q==
 
 regjsparser@^0.13.0:
   version "0.13.0"
-  resolved "https://registry.yarnpkg.com/regjsparser/-/regjsparser-0.13.0.tgz#01f8351335cf7898d43686bc74d2dd71c847ecc0"
+  resolved "https://registry.npmjs.org/regjsparser/-/regjsparser-0.13.0.tgz"
   integrity sha512-NZQZdC5wOE/H3UT28fVGL+ikOZcEzfMGk/c3iN9UGxzWHMa1op7274oyiUVrAG4B2EuFhus8SvkaYnhvW92p9Q==
   dependencies:
     jsesc "~3.1.0"
 
 rehype-raw@^5.1.0:
   version "5.1.0"
-  resolved "https://registry.yarnpkg.com/rehype-raw/-/rehype-raw-5.1.0.tgz#66d5e8d7188ada2d31bc137bc19a1000cf2c6b7e"
+  resolved "https://registry.npmjs.org/rehype-raw/-/rehype-raw-5.1.0.tgz"
   integrity sha512-MDvHAb/5mUnif2R+0IPCYJU8WjHa9UzGtM/F4AVy5GixPlDZ1z3HacYy4xojDU+uBa+0X/3PIfyQI26/2ljJNA==
   dependencies:
     hast-util-raw "^6.1.0"
 
 rehype-react@^6.2.1:
   version "6.2.1"
-  resolved "https://registry.yarnpkg.com/rehype-react/-/rehype-react-6.2.1.tgz#9b9bf188451ad6f63796b784fe1f51165c67b73a"
+  resolved "https://registry.npmjs.org/rehype-react/-/rehype-react-6.2.1.tgz"
   integrity sha512-f9KIrjktvLvmbGc7si25HepocOg4z0MuNOtweigKzBcDjiGSTGhyz6VSgaV5K421Cq1O+z4/oxRJ5G9owo0KVg==
   dependencies:
     "@mapbox/hast-util-table-cell-style" "^0.2.0"
@@ -9678,26 +9647,26 @@ rehype-react@^6.2.1:
 
 rehype-stringify@^8.0.0:
   version "8.0.0"
-  resolved "https://registry.yarnpkg.com/rehype-stringify/-/rehype-stringify-8.0.0.tgz#9b6afb599bcf3165f10f93fc8548f9a03d2ec2ba"
+  resolved "https://registry.npmjs.org/rehype-stringify/-/rehype-stringify-8.0.0.tgz"
   integrity sha512-VkIs18G0pj2xklyllrPSvdShAV36Ff3yE5PUO9u36f6+2qJFnn22Z5gKwBOwgXviux4UC7K+/j13AnZfPICi/g==
   dependencies:
     hast-util-to-html "^7.1.1"
 
 relateurl@^0.2.7:
   version "0.2.7"
-  resolved "https://registry.yarnpkg.com/relateurl/-/relateurl-0.2.7.tgz#54dbf377e51440aca90a4cd274600d3ff2d888a9"
+  resolved "https://registry.npmjs.org/relateurl/-/relateurl-0.2.7.tgz"
   integrity sha512-G08Dxvm4iDN3MLM0EsP62EDV9IuhXPR6blNz6Utcp7zyV3tr4HVNINt6MpaRWbxoOHT3Q7YN2P+jaHX8vUbgog==
 
 remark-breaks@^2.0.2:
   version "2.0.2"
-  resolved "https://registry.yarnpkg.com/remark-breaks/-/remark-breaks-2.0.2.tgz#55fdec6c7da84f659aa7fdb1aa95b632870cee8d"
+  resolved "https://registry.npmjs.org/remark-breaks/-/remark-breaks-2.0.2.tgz"
   integrity sha512-LsQnPPQ7Fzp9RTjj4IwdEmjPOr9bxe9zYKWhs9ZQOg9hMg8rOfeeqQ410cvVdIK87Famqza1CKRxNkepp2EvUA==
   dependencies:
     unist-util-visit "^2.0.0"
 
 remark-emoji@^2.1.0:
   version "2.2.0"
-  resolved "https://registry.yarnpkg.com/remark-emoji/-/remark-emoji-2.2.0.tgz#1c702090a1525da5b80e15a8f963ef2c8236cac7"
+  resolved "https://registry.npmjs.org/remark-emoji/-/remark-emoji-2.2.0.tgz"
   integrity sha512-P3cj9s5ggsUvWw5fS2uzCHJMGuXYRb0NnZqYlNecewXt8QBU9n5vW3DUUKOhepS8F9CwdMx9B8a3i7pqFWAI5w==
   dependencies:
     emoticon "^3.2.0"
@@ -9706,7 +9675,7 @@ remark-emoji@^2.1.0:
 
 remark-parse-no-trim@^8.0.4:
   version "8.0.4"
-  resolved "https://registry.yarnpkg.com/remark-parse-no-trim/-/remark-parse-no-trim-8.0.4.tgz#f5c9531644284071d4a57a49e19a42ad4e8040bd"
+  resolved "https://registry.npmjs.org/remark-parse-no-trim/-/remark-parse-no-trim-8.0.4.tgz"
   integrity sha512-WtqeHNTZ0LSdyemmY1/G6y9WoEFblTtgckfKF5/NUnri919/0/dEu8RCDfvXtJvu96soMvT+mLWWgYVUaiHoag==
   dependencies:
     ccount "^1.0.0"
@@ -9727,19 +9696,19 @@ remark-parse-no-trim@^8.0.4:
 
 remark-rehype@^8.1.0:
   version "8.1.0"
-  resolved "https://registry.yarnpkg.com/remark-rehype/-/remark-rehype-8.1.0.tgz#610509a043484c1e697437fa5eb3fd992617c945"
+  resolved "https://registry.npmjs.org/remark-rehype/-/remark-rehype-8.1.0.tgz"
   integrity sha512-EbCu9kHgAxKmW1yEYjx3QafMyGY3q8noUbNUI5xyKbaFP89wbhDrKxyIQNukNYthzjNHZu6J7hwFg7hRm1svYA==
   dependencies:
     mdast-util-to-hast "^10.2.0"
 
 remove-accents@0.5.0:
   version "0.5.0"
-  resolved "https://registry.yarnpkg.com/remove-accents/-/remove-accents-0.5.0.tgz#77991f37ba212afba162e375b627631315bed687"
+  resolved "https://registry.npmjs.org/remove-accents/-/remove-accents-0.5.0.tgz"
   integrity sha512-8g3/Otx1eJaVD12e31UbJj1YzdtVvzH85HV7t+9MJYk/u3XmkOUJ5Ys9wQrf9PCPK8+xn4ymzqYCiZl6QWKn+A==
 
 renderkid@^3.0.0:
   version "3.0.0"
-  resolved "https://registry.yarnpkg.com/renderkid/-/renderkid-3.0.0.tgz#5fd823e4d6951d37358ecc9a58b1f06836b6268a"
+  resolved "https://registry.npmjs.org/renderkid/-/renderkid-3.0.0.tgz"
   integrity sha512-q/7VIQA8lmM1hF+jn+sFSPWGlMkSAeNYcPLmDQx2zzuiDfaLrOmumR8iaUKlenFgh0XRPIUeSPlH3A+AW3Z5pg==
   dependencies:
     css-select "^4.1.3"
@@ -9750,51 +9719,51 @@ renderkid@^3.0.0:
 
 repeat-string@^1.5.4:
   version "1.6.1"
-  resolved "https://registry.yarnpkg.com/repeat-string/-/repeat-string-1.6.1.tgz#8dcae470e1c88abc2d600fff4a776286da75e637"
+  resolved "https://registry.npmjs.org/repeat-string/-/repeat-string-1.6.1.tgz"
   integrity sha512-PV0dzCYDNfRi1jCDbJzpW7jNNDRuCOG/jI5ctQcGKt/clZD+YcPS3yIlWuTJMmESC8aevCFmWJy5wjAFgNqN6w==
 
 require-directory@^2.1.1:
   version "2.1.1"
-  resolved "https://registry.yarnpkg.com/require-directory/-/require-directory-2.1.1.tgz#8c64ad5fd30dab1c976e2344ffe7f792a6a6df42"
+  resolved "https://registry.npmjs.org/require-directory/-/require-directory-2.1.1.tgz"
   integrity sha512-fGxEI7+wsG9xrvdjsrlmL22OMTTiHRwAMroiEeMgq8gzoLC/PQr7RsRDSTLUg/bZAZtF+TVIkHc6/4RIKrui+Q==
 
 require-from-string@^2.0.2:
   version "2.0.2"
-  resolved "https://registry.yarnpkg.com/require-from-string/-/require-from-string-2.0.2.tgz#89a7fdd938261267318eafe14f9c32e598c36909"
+  resolved "https://registry.npmjs.org/require-from-string/-/require-from-string-2.0.2.tgz"
   integrity sha512-Xf0nWe6RseziFMu+Ap9biiUbmplq6S9/p+7w7YXP/JBHhrUDDUhwa+vANyubuqfZWTveU//DYVGsDG7RKL/vEw==
 
 requires-port@^1.0.0:
   version "1.0.0"
-  resolved "https://registry.yarnpkg.com/requires-port/-/requires-port-1.0.0.tgz#925d2601d39ac485e091cf0da5c6e694dc3dcaff"
+  resolved "https://registry.npmjs.org/requires-port/-/requires-port-1.0.0.tgz"
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 requizzle@^0.2.3:
   version "0.2.4"
-  resolved "https://registry.yarnpkg.com/requizzle/-/requizzle-0.2.4.tgz#319eb658b28c370f0c20f968fa8ceab98c13d27c"
+  resolved "https://registry.npmjs.org/requizzle/-/requizzle-0.2.4.tgz"
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   dependencies:
     lodash "^4.17.21"
 
 resolve-cwd@^3.0.0:
   version "3.0.0"
-  resolved "https://registry.yarnpkg.com/resolve-cwd/-/resolve-cwd-3.0.0.tgz#0f0075f1bb2544766cf73ba6a6e2adfebcb13f2d"
+  resolved "https://registry.npmjs.org/resolve-cwd/-/resolve-cwd-3.0.0.tgz"
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   dependencies:
     resolve-from "^5.0.0"
 
 resolve-from@^4.0.0:
   version "4.0.0"
-  resolved "https://registry.yarnpkg.com/resolve-from/-/resolve-from-4.0.0.tgz#4abcd852ad32dd7baabfe9b40e00a36db5f392e6"
+  resolved "https://registry.npmjs.org/resolve-from/-/resolve-from-4.0.0.tgz"
   integrity sha512-pb/MYmXstAkysRFx8piNI1tGFNQIFA3vkE3Gq4EuA1dF6gHp/+vgZqsCGJapvy8N3Q+4o7FwvquPJcnZ7RYy4g==
 
 resolve-from@^5.0.0:
   version "5.0.0"
-  resolved "https://registry.yarnpkg.com/resolve-from/-/resolve-from-5.0.0.tgz#c35225843df8f776df21c57557bc087e9dfdfc69"
+  resolved "https://registry.npmjs.org/resolve-from/-/resolve-from-5.0.0.tgz"
   integrity sha512-qYg9KP24dD5qka9J47d0aVky0N+b4fTU89LN9iDnjB5waksiC49rvMB0PrUJQGoTmH50XPiqOvAjDfaijGxYZw==
 
 resolve-url-loader@^5.0.0:
   version "5.0.0"
-  resolved "https://registry.yarnpkg.com/resolve-url-loader/-/resolve-url-loader-5.0.0.tgz#ee3142fb1f1e0d9db9524d539cfa166e9314f795"
+  resolved "https://registry.npmjs.org/resolve-url-loader/-/resolve-url-loader-5.0.0.tgz"
   integrity sha512-uZtduh8/8srhBoMx//5bwqjQ+rfYOUq8zC9NrMUGtjBiGTtFJM42s58/36+hTqeqINcnYe08Nj3LkK9lW4N8Xg==
   dependencies:
     adjust-sourcemap-loader "^4.0.0"
@@ -9805,12 +9774,12 @@ resolve-url-loader@^5.0.0:
 
 resolve.exports@^2.0.0:
   version "2.0.3"
-  resolved "https://registry.yarnpkg.com/resolve.exports/-/resolve.exports-2.0.3.tgz#41955e6f1b4013b7586f873749a635dea07ebe3f"
+  resolved "https://registry.npmjs.org/resolve.exports/-/resolve.exports-2.0.3.tgz"
   integrity sha512-OcXjMsGdhL4XnbShKpAcSqPMzQoYkYyhbEaeSko47MjRP9NfEQMhZkXL1DoFlt9LWQn4YttrdnV6X2OiyzBi+A==
 
 resolve@^1.17.0, resolve@^1.19.0, resolve@^1.20.0, resolve@^1.22.10, resolve@^1.22.4:
   version "1.22.11"
-  resolved "https://registry.yarnpkg.com/resolve/-/resolve-1.22.11.tgz#aad857ce1ffb8bfa9b0b1ac29f1156383f68c262"
+  resolved "https://registry.npmjs.org/resolve/-/resolve-1.22.11.tgz"
   integrity sha512-RfqAvLnMl313r7c9oclB1HhUEAezcpLjz95wFH4LVuhk9JF/r22qmVP9AMmOU4vMX7Q8pN8jwNg/CSpdFnMjTQ==
   dependencies:
     is-core-module "^2.16.1"
@@ -9819,7 +9788,7 @@ resolve@^1.17.0, resolve@^1.19.0, resolve@^1.20.0, resolve@^1.22.10, resolve@^1.
 
 resolve@^2.0.0-next.5:
   version "2.0.0-next.5"
-  resolved "https://registry.yarnpkg.com/resolve/-/resolve-2.0.0-next.5.tgz#6b0ec3107e671e52b68cd068ef327173b90dc03c"
+  resolved "https://registry.npmjs.org/resolve/-/resolve-2.0.0-next.5.tgz"
   integrity sha512-U7WjGVG9sH8tvjW5SmGbQuui75FiyjAX72HX15DwBBwF9dNiQZRQAg9nnPhYy+TUnE0+VcrttuvNI8oSxZcocA==
   dependencies:
     is-core-module "^2.13.0"
@@ -9828,29 +9797,29 @@ resolve@^2.0.0-next.5:
 
 retry@^0.13.1:
   version "0.13.1"
-  resolved "https://registry.yarnpkg.com/retry/-/retry-0.13.1.tgz#185b1587acf67919d63b357349e03537b2484658"
+  resolved "https://registry.npmjs.org/retry/-/retry-0.13.1.tgz"
   integrity sha512-XQBQ3I8W1Cge0Seh+6gjj03LbmRFWuoszgK9ooCpwYIrhhoO80pfq4cUkU5DkknwfOfFteRwlZ56PYOGYyFWdg==
 
 rettime@^0.7.0:
   version "0.7.0"
-  resolved "https://registry.yarnpkg.com/rettime/-/rettime-0.7.0.tgz#c040f1a65e396eaa4b8346dd96ed937edc79d96f"
+  resolved "https://registry.npmjs.org/rettime/-/rettime-0.7.0.tgz"
   integrity sha512-LPRKoHnLKd/r3dVxcwO7vhCW+orkOGj9ViueosEBK6ie89CijnfRlhaDhHq/3Hxu4CkWQtxwlBG0mzTQY6uQjw==
 
 reusify@^1.0.4:
   version "1.1.0"
-  resolved "https://registry.yarnpkg.com/reusify/-/reusify-1.1.0.tgz#0fe13b9522e1473f51b558ee796e08f11f9b489f"
+  resolved "https://registry.npmjs.org/reusify/-/reusify-1.1.0.tgz"
   integrity sha512-g6QUff04oZpHs0eG5p83rFLhHeV00ug/Yf9nZM6fLeUrPguBTkTQOdpAWWspMh55TZfVQDPaN3NQJfbVRAxdIw==
 
 rimraf@3.0.2, rimraf@^3.0.2:
   version "3.0.2"
-  resolved "https://registry.yarnpkg.com/rimraf/-/rimraf-3.0.2.tgz#f1a5402ba6220ad52cc1282bac1ae3aa49fd061a"
+  resolved "https://registry.npmjs.org/rimraf/-/rimraf-3.0.2.tgz"
   integrity sha512-JZkJMZkAGFFPP2YqXZXPbMlMBgsxzE8ILs4lMIX/2o0L9UBw9O/Y3o6wFw/i9YLapcUJWwqbi3kdxIPdC62TIA==
   dependencies:
     glob "^7.1.3"
 
 rollup-plugin-copy@^3.5.0:
   version "3.5.0"
-  resolved "https://registry.yarnpkg.com/rollup-plugin-copy/-/rollup-plugin-copy-3.5.0.tgz#7ffa2a7a8303e143876fa64fb5eed9022d304eeb"
+  resolved "https://registry.npmjs.org/rollup-plugin-copy/-/rollup-plugin-copy-3.5.0.tgz"
   integrity sha512-wI8D5dvYovRMx/YYKtUNt3Yxaw4ORC9xo6Gt9t22kveWz1enG9QrhVlagzwrxSC455xD1dHMKhIJkbsQ7d48BA==
   dependencies:
     "@types/fs-extra" "^8.0.1"
@@ -9861,28 +9830,28 @@ rollup-plugin-copy@^3.5.0:
 
 rollup-plugin-import-css@^3.0.2:
   version "3.5.8"
-  resolved "https://registry.yarnpkg.com/rollup-plugin-import-css/-/rollup-plugin-import-css-3.5.8.tgz#f1f7b61ae56c3e1edc9c71dcfde85e5464500cf8"
+  resolved "https://registry.npmjs.org/rollup-plugin-import-css/-/rollup-plugin-import-css-3.5.8.tgz"
   integrity sha512-a3YsZnwHz66mRHCKHjaPCSfWczczvS/HTkgDc+Eogn0mt/0JZXz0WjK0fzM5WwBpVtOqHB4/gHdmEY40ILsaVg==
   dependencies:
     "@rollup/pluginutils" "^5.1.3"
 
 rollup-plugin-svg@^2.0.0:
   version "2.0.0"
-  resolved "https://registry.yarnpkg.com/rollup-plugin-svg/-/rollup-plugin-svg-2.0.0.tgz#ce11b55e915d5b2190328c4e6632bd6b4fe12ee9"
+  resolved "https://registry.npmjs.org/rollup-plugin-svg/-/rollup-plugin-svg-2.0.0.tgz"
   integrity sha512-DmE7dSQHo1SC5L2uH2qul3Mjyd5oV6U1aVVkyvTLX/mUsRink7f1b1zaIm+32GEBA6EHu8H/JJi3DdWqM53ySQ==
   dependencies:
     rollup-pluginutils "^1.3.1"
 
 rollup-plugin-svgo@^2.0.0:
   version "2.0.0"
-  resolved "https://registry.yarnpkg.com/rollup-plugin-svgo/-/rollup-plugin-svgo-2.0.0.tgz#d182c145fd11f3f8a43de804e3f5b4b70d580a7a"
+  resolved "https://registry.npmjs.org/rollup-plugin-svgo/-/rollup-plugin-svgo-2.0.0.tgz"
   integrity sha512-0ryWbGY3sP62brw5p8md5W+1WUMrLUE8d437nGh9gQ+fZFFjlYbyIkctBrTvCm3bIdqN4gxbxg1Xxen1tteD+A==
   dependencies:
     svgo "2.8.0"
 
 rollup-plugin-terser@^7.0.0, rollup-plugin-terser@^7.0.2:
   version "7.0.2"
-  resolved "https://registry.yarnpkg.com/rollup-plugin-terser/-/rollup-plugin-terser-7.0.2.tgz#e8fbba4869981b2dc35ae7e8a502d5c6c04d324d"
+  resolved "https://registry.npmjs.org/rollup-plugin-terser/-/rollup-plugin-terser-7.0.2.tgz"
   integrity sha512-w3iIaU4OxcF52UUXiZNsNeuXIMDvFrr+ZXK6bFZ0Q60qyVfq4uLptoS4bbq3paG3x216eQllFZX7zt6TIImguQ==
   dependencies:
     "@babel/code-frame" "^7.10.4"
@@ -9892,7 +9861,7 @@ rollup-plugin-terser@^7.0.0, rollup-plugin-terser@^7.0.2:
 
 rollup-pluginutils@^1.3.1:
   version "1.5.2"
-  resolved "https://registry.yarnpkg.com/rollup-pluginutils/-/rollup-pluginutils-1.5.2.tgz#1e156e778f94b7255bfa1b3d0178be8f5c552408"
+  resolved "https://registry.npmjs.org/rollup-pluginutils/-/rollup-pluginutils-1.5.2.tgz"
   integrity sha512-SjdWWWO/CUoMpDy8RUbZ/pSpG68YHmhk5ROKNIoi2En9bJ8bTt3IhYi254RWiTclQmL7Awmrq+rZFOhZkJAHmQ==
   dependencies:
     estree-walker "^0.2.1"
@@ -9900,21 +9869,21 @@ rollup-pluginutils@^1.3.1:
 
 rollup@^2.43.1, rollup@^2.68.0:
   version "2.79.2"
-  resolved "https://registry.yarnpkg.com/rollup/-/rollup-2.79.2.tgz#f150e4a5db4b121a21a747d762f701e5e9f49090"
+  resolved "https://registry.npmjs.org/rollup/-/rollup-2.79.2.tgz"
   integrity sha512-fS6iqSPZDs3dr/y7Od6y5nha8dW1YnbgtsyotCVvoFGKbERG++CVRFv1meyGDE1SNItQA8BrnCw7ScdAhRJ3XQ==
   optionalDependencies:
     fsevents "~2.3.2"
 
 run-parallel@^1.1.9:
   version "1.2.0"
-  resolved "https://registry.yarnpkg.com/run-parallel/-/run-parallel-1.2.0.tgz#66d1368da7bdf921eb9d95bd1a9229e7f21a43ee"
+  resolved "https://registry.npmjs.org/run-parallel/-/run-parallel-1.2.0.tgz"
   integrity sha512-5l4VyZR86LZ/lDxZTR6jqL8AFE2S0IFLMP26AbjsLVADxHdhB/c0GUsH+y39UfCi3dzz8OlQuPmnaJOMoDHQBA==
   dependencies:
     queue-microtask "^1.2.2"
 
 safe-array-concat@^1.1.3:
   version "1.1.3"
-  resolved "https://registry.yarnpkg.com/safe-array-concat/-/safe-array-concat-1.1.3.tgz#c9e54ec4f603b0bbb8e7e5007a5ee7aecd1538c3"
+  resolved "https://registry.npmjs.org/safe-array-concat/-/safe-array-concat-1.1.3.tgz"
   integrity sha512-AURm5f0jYEOydBj7VQlVvDrjeFgthDdEF5H1dP+6mNpoXOMo1quQqJ4wvJDyRZ9+pO3kGWoOdmV08cSv2aJV6Q==
   dependencies:
     call-bind "^1.0.8"
@@ -9925,17 +9894,17 @@ safe-array-concat@^1.1.3:
 
 safe-buffer@5.2.1, safe-buffer@>=5.1.0, safe-buffer@^5.1.0, safe-buffer@~5.2.0:
   version "5.2.1"
-  resolved "https://registry.yarnpkg.com/safe-buffer/-/safe-buffer-5.2.1.tgz#1eaf9fa9bdb1fdd4ec75f58f9cdb4e6b7827eec6"
+  resolved "https://registry.npmjs.org/safe-buffer/-/safe-buffer-5.2.1.tgz"
   integrity sha512-rp3So07KcdmmKbGvgaNxQSJr7bGVSVk5S9Eq1F+ppbRo70+YeaDxkw5Dd8NPN+GD6bjnYm2VuPuCXmpuYvmCXQ==
 
 safe-buffer@~5.1.0, safe-buffer@~5.1.1:
   version "5.1.2"
-  resolved "https://registry.yarnpkg.com/safe-buffer/-/safe-buffer-5.1.2.tgz#991ec69d296e0313747d59bdfd2b745c35f8828d"
+  resolved "https://registry.npmjs.org/safe-buffer/-/safe-buffer-5.1.2.tgz"
   integrity sha512-Gd2UZBJDkXlY7GbJxfsE8/nvKkUEU1G38c1siN6QP6a9PT9MmHB8GnpscSmMJSoF8LOIrt8ud/wPtojys4G6+g==
 
 safe-push-apply@^1.0.0:
   version "1.0.0"
-  resolved "https://registry.yarnpkg.com/safe-push-apply/-/safe-push-apply-1.0.0.tgz#01850e981c1602d398c85081f360e4e6d03d27f5"
+  resolved "https://registry.npmjs.org/safe-push-apply/-/safe-push-apply-1.0.0.tgz"
   integrity sha512-iKE9w/Z7xCzUMIZqdBsp6pEQvwuEebH4vdpjcDWnyzaI6yl6O9FHvVpmGelvEHNsoY6wGblkxR6Zty/h00WiSA==
   dependencies:
     es-errors "^1.3.0"
@@ -9943,7 +9912,7 @@ safe-push-apply@^1.0.0:
 
 safe-regex-test@^1.0.3, safe-regex-test@^1.1.0:
   version "1.1.0"
-  resolved "https://registry.yarnpkg.com/safe-regex-test/-/safe-regex-test-1.1.0.tgz#7f87dfb67a3150782eaaf18583ff5d1711ac10c1"
+  resolved "https://registry.npmjs.org/safe-regex-test/-/safe-regex-test-1.1.0.tgz"
   integrity sha512-x/+Cz4YrimQxQccJf5mKEbIa1NzeCRNI5Ecl/ekmlYaampdNLPalVyIcCZNNH3MvmqBugV5TMYZXv0ljslUlaw==
   dependencies:
     call-bound "^1.0.2"
@@ -9952,17 +9921,17 @@ safe-regex-test@^1.0.3, safe-regex-test@^1.1.0:
 
 "safer-buffer@>= 2.1.2 < 3", "safer-buffer@>= 2.1.2 < 3.0.0":
   version "2.1.2"
-  resolved "https://registry.yarnpkg.com/safer-buffer/-/safer-buffer-2.1.2.tgz#44fa161b0187b9549dd84bb91802f9bd8385cd6a"
+  resolved "https://registry.npmjs.org/safer-buffer/-/safer-buffer-2.1.2.tgz"
   integrity sha512-YZo3K82SD7Riyi0E1EQPojLz7kpepnSQI9IyPbHHg1XXXevb5dJI7tpyN2ADxGcQbHG7vcyRHk0cbwqcQriUtg==
 
 sanitize.css@*:
   version "13.0.0"
-  resolved "https://registry.yarnpkg.com/sanitize.css/-/sanitize.css-13.0.0.tgz#2675553974b27964c75562ade3bd85d79879f173"
+  resolved "https://registry.npmjs.org/sanitize.css/-/sanitize.css-13.0.0.tgz"
   integrity sha512-ZRwKbh/eQ6w9vmTjkuG0Ioi3HBwPFce0O+v//ve+aOq1oeCy7jMV2qzzAlpsNuqpqCBjjriM1lbtZbF/Q8jVyA==
 
 sass-loader@^12.3.0:
   version "12.6.0"
-  resolved "https://registry.yarnpkg.com/sass-loader/-/sass-loader-12.6.0.tgz#5148362c8e2cdd4b950f3c63ac5d16dbfed37bcb"
+  resolved "https://registry.npmjs.org/sass-loader/-/sass-loader-12.6.0.tgz"
   integrity sha512-oLTaH0YCtX4cfnJZxKSLAyglED0naiYfNG1iXfU5w1LNZ+ukoA5DtyDIN5zmKVZwYNJP4KRc5Y3hkWga+7tYfA==
   dependencies:
     klona "^2.0.4"
@@ -9970,21 +9939,21 @@ sass-loader@^12.3.0:
 
 saxes@^6.0.0:
   version "6.0.0"
-  resolved "https://registry.yarnpkg.com/saxes/-/saxes-6.0.0.tgz#fe5b4a4768df4f14a201b1ba6a65c1f3d9988cc5"
+  resolved "https://registry.npmjs.org/saxes/-/saxes-6.0.0.tgz"
   integrity sha512-xAg7SOnEhrm5zI3puOOKyy1OMcMlIJZYNJY7xLBwSze0UjhPLnWfj2GF2EpT0jmzaJKIWKHLsaSSajf35bcYnA==
   dependencies:
     xmlchars "^2.2.0"
 
 scheduler@^0.23.2:
   version "0.23.2"
-  resolved "https://registry.yarnpkg.com/scheduler/-/scheduler-0.23.2.tgz#414ba64a3b282892e944cf2108ecc078d115cdc3"
+  resolved "https://registry.npmjs.org/scheduler/-/scheduler-0.23.2.tgz"
   integrity sha512-UOShsPwz7NrMUqhR6t0hWjFduvOzbtv7toDH1/hIrfRNIDBnnBWd0CwJTGvTpngVlmwGCdP9/Zl/tVrDqcuYzQ==
   dependencies:
     loose-envify "^1.1.0"
 
 schema-utils@2.7.0:
   version "2.7.0"
-  resolved "https://registry.yarnpkg.com/schema-utils/-/schema-utils-2.7.0.tgz#17151f76d8eae67fbbf77960c33c676ad9f4efc7"
+  resolved "https://registry.npmjs.org/schema-utils/-/schema-utils-2.7.0.tgz"
   integrity sha512-0ilKFI6QQF5nxDZLFn2dMjvc4hjg/Wkg7rHd3jK6/A4a1Hl9VFdQWvgB1UMGoU94pad1P/8N7fMcEnLnSiju8A==
   dependencies:
     "@types/json-schema" "^7.0.4"
@@ -9993,7 +9962,7 @@ schema-utils@2.7.0:
 
 schema-utils@^2.6.5:
   version "2.7.1"
-  resolved "https://registry.yarnpkg.com/schema-utils/-/schema-utils-2.7.1.tgz#1ca4f32d1b24c590c203b8e7a50bf0ea4cd394d7"
+  resolved "https://registry.npmjs.org/schema-utils/-/schema-utils-2.7.1.tgz"
   integrity sha512-SHiNtMOUGWBQJwzISiVYKu82GiV4QYGePp3odlY1tuKO7gPtphAT5R/py0fA6xtbgLL/RvtJZnU9b8s0F1q0Xg==
   dependencies:
     "@types/json-schema" "^7.0.5"
@@ -10002,7 +9971,7 @@ schema-utils@^2.6.5:
 
 schema-utils@^3.0.0:
   version "3.3.0"
-  resolved "https://registry.yarnpkg.com/schema-utils/-/schema-utils-3.3.0.tgz#f50a88877c3c01652a15b622ae9e9795df7a60fe"
+  resolved "https://registry.npmjs.org/schema-utils/-/schema-utils-3.3.0.tgz"
   integrity sha512-pN/yOAvcC+5rQ5nERGuwrjLlYvLTbCibnZ1I7B1LaiAz9BRBlE9GMgE/eqV30P7aJQUf7Ddimy/RsbYO/GrVGg==
   dependencies:
     "@types/json-schema" "^7.0.8"
@@ -10011,7 +9980,7 @@ schema-utils@^3.0.0:
 
 schema-utils@^4.0.0, schema-utils@^4.2.0, schema-utils@^4.3.0, schema-utils@^4.3.3:
   version "4.3.3"
-  resolved "https://registry.yarnpkg.com/schema-utils/-/schema-utils-4.3.3.tgz#5b1850912fa31df90716963d45d9121fdfc09f46"
+  resolved "https://registry.npmjs.org/schema-utils/-/schema-utils-4.3.3.tgz"
   integrity sha512-eflK8wEtyOE6+hsaRVPxvUKYCpRgzLqDTb8krvAsRIwOGlHoSgYLgBXoubGgLd2fT41/OUYdb48v4k4WWHQurA==
   dependencies:
     "@types/json-schema" "^7.0.9"
@@ -10021,12 +9990,12 @@ schema-utils@^4.0.0, schema-utils@^4.2.0, schema-utils@^4.3.0, schema-utils@^4.3
 
 select-hose@^2.0.0:
   version "2.0.0"
-  resolved "https://registry.yarnpkg.com/select-hose/-/select-hose-2.0.0.tgz#625d8658f865af43ec962bfc376a37359a4994ca"
+  resolved "https://registry.npmjs.org/select-hose/-/select-hose-2.0.0.tgz"
   integrity sha512-mEugaLK+YfkijB4fx0e6kImuJdCIt2LxCRcbEYPqRGCs4F2ogyfZU5IAZRdjCP8JPq2AtdNoC/Dux63d9Kiryg==
 
 selfsigned@^2.1.1:
   version "2.4.1"
-  resolved "https://registry.yarnpkg.com/selfsigned/-/selfsigned-2.4.1.tgz#560d90565442a3ed35b674034cec4e95dceb4ae0"
+  resolved "https://registry.npmjs.org/selfsigned/-/selfsigned-2.4.1.tgz"
   integrity sha512-th5B4L2U+eGLq1TVh7zNRGBapioSORUeymIydxgFpwww9d2qyKvtuPU2jJuHvYAwwqi2Y596QBL3eEqcPEYL8Q==
   dependencies:
     "@types/node-forge" "^1.3.0"
@@ -10034,17 +10003,17 @@ selfsigned@^2.1.1:
 
 semver@^6.0.0, semver@^6.3.0, semver@^6.3.1:
   version "6.3.1"
-  resolved "https://registry.yarnpkg.com/semver/-/semver-6.3.1.tgz#556d2ef8689146e46dcea4bfdd095f3434dffcb4"
+  resolved "https://registry.npmjs.org/semver/-/semver-6.3.1.tgz"
   integrity sha512-BR7VvDCVHO+q2xBEWskxS6DJE1qRnb7DxzUrogb71CWoSficBxYsiAGd+Kl0mmq/MprG9yArRkyrQxTO6XjMzA==
 
 semver@^7.1.2, semver@^7.3.2, semver@^7.3.5, semver@^7.3.7, semver@^7.5.3, semver@^7.5.4:
   version "7.7.3"
-  resolved "https://registry.yarnpkg.com/semver/-/semver-7.7.3.tgz#4b5f4143d007633a8dc671cd0a6ef9147b8bb946"
+  resolved "https://registry.npmjs.org/semver/-/semver-7.7.3.tgz"
   integrity sha512-SdsKMrI9TdgjdweUSR9MweHA4EJ8YxHn8DFaDisvhVlUOe4BF1tLD7GAj0lIqWVl+dPb/rExr0Btby5loQm20Q==
 
 send@0.19.0:
   version "0.19.0"
-  resolved "https://registry.yarnpkg.com/send/-/send-0.19.0.tgz#bbc5a388c8ea6c048967049dbeac0e4a3f09d7f8"
+  resolved "https://registry.npmjs.org/send/-/send-0.19.0.tgz"
   integrity sha512-dW41u5VfLXu8SJh5bwRmyYUbAoSB3c9uQh6L8h/KtsFREPWpbX1lrljJo186Jc4nmci/sGUZ9a0a0J2zgfq2hw==
   dependencies:
     debug "2.6.9"
@@ -10063,26 +10032,26 @@ send@0.19.0:
 
 serialize-javascript@^4.0.0:
   version "4.0.0"
-  resolved "https://registry.yarnpkg.com/serialize-javascript/-/serialize-javascript-4.0.0.tgz#b525e1238489a5ecfc42afacc3fe99e666f4b1aa"
+  resolved "https://registry.npmjs.org/serialize-javascript/-/serialize-javascript-4.0.0.tgz"
   integrity sha512-GaNA54380uFefWghODBWEGisLZFj00nS5ACs6yHa9nLqlLpVLO8ChDGeKRjZnV4Nh4n0Qi7nhYZD/9fCPzEqkw==
   dependencies:
     randombytes "^2.1.0"
 
 serialize-javascript@^6.0.0, serialize-javascript@^6.0.2:
   version "6.0.2"
-  resolved "https://registry.yarnpkg.com/serialize-javascript/-/serialize-javascript-6.0.2.tgz#defa1e055c83bf6d59ea805d8da862254eb6a6c2"
+  resolved "https://registry.npmjs.org/serialize-javascript/-/serialize-javascript-6.0.2.tgz"
   integrity sha512-Saa1xPByTTq2gdeFZYLLo+RFE35NHZkAbqZeWNd3BpzppeVisAqpDjcp8dyf6uIvEqJRd46jemmyA4iFIeVk8g==
   dependencies:
     randombytes "^2.1.0"
 
 serialize-query-params@^2.0.2:
   version "2.0.2"
-  resolved "https://registry.yarnpkg.com/serialize-query-params/-/serialize-query-params-2.0.2.tgz#598a3fb9e13f4ea1c1992fbd20231aa16b31db81"
+  resolved "https://registry.npmjs.org/serialize-query-params/-/serialize-query-params-2.0.2.tgz"
   integrity sha512-1chMo1dST4pFA9RDXAtF0Rbjaut4is7bzFbI1Z26IuMub68pNCILku85aYmeFhvnY//BXUPUhoRMjYcsT93J/Q==
 
 serve-index@^1.9.1:
   version "1.9.1"
-  resolved "https://registry.yarnpkg.com/serve-index/-/serve-index-1.9.1.tgz#d3768d69b1e7d82e5ce050fff5b453bea12a9239"
+  resolved "https://registry.npmjs.org/serve-index/-/serve-index-1.9.1.tgz"
   integrity sha512-pXHfKNP4qujrtteMrSBb0rc8HJ9Ms/GrXwcUtUtD5s4ewDJI8bT3Cz2zTVRMKtri49pLx2e0Ya8ziP5Ya2pZZw==
   dependencies:
     accepts "~1.3.4"
@@ -10095,7 +10064,7 @@ serve-index@^1.9.1:
 
 serve-static@1.16.2:
   version "1.16.2"
-  resolved "https://registry.yarnpkg.com/serve-static/-/serve-static-1.16.2.tgz#b6a5343da47f6bdd2673848bf45754941e803296"
+  resolved "https://registry.npmjs.org/serve-static/-/serve-static-1.16.2.tgz"
   integrity sha512-VqpjJZKadQB/PEbEwvFdO43Ax5dFBZ2UECszz8bQ7pi7wt//PWe1P6MN7eCnjsatYtBT6EuiClbjSWP2WrIoTw==
   dependencies:
     encodeurl "~2.0.0"
@@ -10105,7 +10074,7 @@ serve-static@1.16.2:
 
 set-function-length@^1.2.2:
   version "1.2.2"
-  resolved "https://registry.yarnpkg.com/set-function-length/-/set-function-length-1.2.2.tgz#aac72314198eaed975cf77b2c3b6b880695e5449"
+  resolved "https://registry.npmjs.org/set-function-length/-/set-function-length-1.2.2.tgz"
   integrity sha512-pgRc4hJ4/sNjWCSS9AmnS40x3bNMDTknHgL5UaMBTMyJnU90EgWh1Rz+MC9eFu4BuN/UwZjKQuY/1v3rM7HMfg==
   dependencies:
     define-data-property "^1.1.4"
@@ -10117,7 +10086,7 @@ set-function-length@^1.2.2:
 
 set-function-name@^2.0.2:
   version "2.0.2"
-  resolved "https://registry.yarnpkg.com/set-function-name/-/set-function-name-2.0.2.tgz#16a705c5a0dc2f5e638ca96d8a8cd4e1c2b90985"
+  resolved "https://registry.npmjs.org/set-function-name/-/set-function-name-2.0.2.tgz"
   integrity sha512-7PGFlmtwsEADb0WYyvCMa1t+yke6daIG4Wirafur5kcf+MhUnPms1UeR0CKQdTZD81yESwMHbtn+TR+dMviakQ==
   dependencies:
     define-data-property "^1.1.4"
@@ -10127,7 +10096,7 @@ set-function-name@^2.0.2:
 
 set-proto@^1.0.0:
   version "1.0.0"
-  resolved "https://registry.yarnpkg.com/set-proto/-/set-proto-1.0.0.tgz#0760dbcff30b2d7e801fd6e19983e56da337565e"
+  resolved "https://registry.npmjs.org/set-proto/-/set-proto-1.0.0.tgz"
   integrity sha512-RJRdvCo6IAnPdsvP/7m6bsQqNnn1FCBX5ZNtFL98MmFF/4xAIJTIg1YbHW5DC2W5SKZanrC6i4HsJqlajw/dZw==
   dependencies:
     dunder-proto "^1.0.1"
@@ -10136,39 +10105,39 @@ set-proto@^1.0.0:
 
 setprototypeof@1.1.0:
   version "1.1.0"
-  resolved "https://registry.yarnpkg.com/setprototypeof/-/setprototypeof-1.1.0.tgz#d0bd85536887b6fe7c0d818cb962d9d91c54e656"
+  resolved "https://registry.npmjs.org/setprototypeof/-/setprototypeof-1.1.0.tgz"
   integrity sha512-BvE/TwpZX4FXExxOxZyRGQQv651MSwmWKZGqvmPcRIjDqWub67kTKuIMx43cZZrS/cBBzwBcNDWoFxt2XEFIpQ==
 
 setprototypeof@1.2.0:
   version "1.2.0"
-  resolved "https://registry.yarnpkg.com/setprototypeof/-/setprototypeof-1.2.0.tgz#66c9a24a73f9fc28cbe66b09fed3d33dcaf1b424"
+  resolved "https://registry.npmjs.org/setprototypeof/-/setprototypeof-1.2.0.tgz"
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 shallowequal@1.1.0:
   version "1.1.0"
-  resolved "https://registry.yarnpkg.com/shallowequal/-/shallowequal-1.1.0.tgz#188d521de95b9087404fd4dcb68b13df0ae4e7f8"
+  resolved "https://registry.npmjs.org/shallowequal/-/shallowequal-1.1.0.tgz"
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 shebang-command@^2.0.0:
   version "2.0.0"
-  resolved "https://registry.yarnpkg.com/shebang-command/-/shebang-command-2.0.0.tgz#ccd0af4f8835fbdc265b82461aaf0c36663f34ea"
+  resolved "https://registry.npmjs.org/shebang-command/-/shebang-command-2.0.0.tgz"
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   dependencies:
     shebang-regex "^3.0.0"
 
 shebang-regex@^3.0.0:
   version "3.0.0"
-  resolved "https://registry.yarnpkg.com/shebang-regex/-/shebang-regex-3.0.0.tgz#ae16f1644d873ecad843b0307b143362d4c42172"
+  resolved "https://registry.npmjs.org/shebang-regex/-/shebang-regex-3.0.0.tgz"
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 shell-quote@^1.7.3, shell-quote@^1.8.3:
   version "1.8.3"
-  resolved "https://registry.yarnpkg.com/shell-quote/-/shell-quote-1.8.3.tgz#55e40ef33cf5c689902353a3d8cd1a6725f08b4b"
+  resolved "https://registry.npmjs.org/shell-quote/-/shell-quote-1.8.3.tgz"
   integrity sha512-ObmnIF4hXNg1BqhnHmgbDETF8dLPCggZWBjkQfhZpbszZnYur5DUljTcCHii5LC3J5E0yeO/1LIMyH+UvHQgyw==
 
 side-channel-list@^1.0.0:
   version "1.0.0"
-  resolved "https://registry.yarnpkg.com/side-channel-list/-/side-channel-list-1.0.0.tgz#10cb5984263115d3b7a0e336591e290a830af8ad"
+  resolved "https://registry.npmjs.org/side-channel-list/-/side-channel-list-1.0.0.tgz"
   integrity sha512-FCLHtRD/gnpCiCHEiJLOwdmFP+wzCmDEkc9y7NsYxeF4u7Btsn1ZuwgwJGxImImHicJArLP4R0yX4c2KCrMrTA==
   dependencies:
     es-errors "^1.3.0"
@@ -10176,7 +10145,7 @@ side-channel-list@^1.0.0:
 
 side-channel-map@^1.0.1:
   version "1.0.1"
-  resolved "https://registry.yarnpkg.com/side-channel-map/-/side-channel-map-1.0.1.tgz#d6bb6b37902c6fef5174e5f533fab4c732a26f42"
+  resolved "https://registry.npmjs.org/side-channel-map/-/side-channel-map-1.0.1.tgz"
   integrity sha512-VCjCNfgMsby3tTdo02nbjtM/ewra6jPHmpThenkTYh8pG9ucZ/1P8So4u4FGBek/BjpOVsDCMoLA/iuBKIFXRA==
   dependencies:
     call-bound "^1.0.2"
@@ -10186,7 +10155,7 @@ side-channel-map@^1.0.1:
 
 side-channel-weakmap@^1.0.2:
   version "1.0.2"
-  resolved "https://registry.yarnpkg.com/side-channel-weakmap/-/side-channel-weakmap-1.0.2.tgz#11dda19d5368e40ce9ec2bdc1fb0ecbc0790ecea"
+  resolved "https://registry.npmjs.org/side-channel-weakmap/-/side-channel-weakmap-1.0.2.tgz"
   integrity sha512-WPS/HvHQTYnHisLo9McqBHOJk2FkHO/tlpvldyrnem4aeQp4hai3gythswg6p01oSoTl58rcpiFAjF2br2Ak2A==
   dependencies:
     call-bound "^1.0.2"
@@ -10197,7 +10166,7 @@ side-channel-weakmap@^1.0.2:
 
 side-channel@^1.0.6, side-channel@^1.1.0:
   version "1.1.0"
-  resolved "https://registry.yarnpkg.com/side-channel/-/side-channel-1.1.0.tgz#c3fcff9c4da932784873335ec9765fa94ff66bc9"
+  resolved "https://registry.npmjs.org/side-channel/-/side-channel-1.1.0.tgz"
   integrity sha512-ZX99e6tRweoUXqR+VBrslhda51Nh5MTQwou5tnUDgbtyM0dBgmhEDtWGP/xbKn6hqfPRHujUNwz5fy/wbbhnpw==
   dependencies:
     es-errors "^1.3.0"
@@ -10208,32 +10177,32 @@ side-channel@^1.0.6, side-channel@^1.1.0:
 
 signal-exit@^3.0.2, signal-exit@^3.0.3, signal-exit@^3.0.7:
   version "3.0.7"
-  resolved "https://registry.yarnpkg.com/signal-exit/-/signal-exit-3.0.7.tgz#a9a1767f8af84155114eaabd73f99273c8f59ad9"
+  resolved "https://registry.npmjs.org/signal-exit/-/signal-exit-3.0.7.tgz"
   integrity sha512-wnD2ZE+l+SPC/uoS0vXeE9L1+0wuaMqKlfz9AMUo38JsyLSBWSFcHR1Rri62LZc12vLr1gb3jl7iwQhgwpAbGQ==
 
 signal-exit@^4.1.0:
   version "4.1.0"
-  resolved "https://registry.yarnpkg.com/signal-exit/-/signal-exit-4.1.0.tgz#952188c1cbd546070e2dd20d0f41c0ae0530cb04"
+  resolved "https://registry.npmjs.org/signal-exit/-/signal-exit-4.1.0.tgz"
   integrity sha512-bzyZ1e88w9O1iNJbKnOlvYTrWPDl46O1bG0D3XInv+9tkPrxrN8jUUTiFlDkkmKWgn1M6CfIA13SuGqOa9Korw==
 
 sisteransi@^1.0.5:
   version "1.0.5"
-  resolved "https://registry.yarnpkg.com/sisteransi/-/sisteransi-1.0.5.tgz#134d681297756437cc05ca01370d3a7a571075ed"
+  resolved "https://registry.npmjs.org/sisteransi/-/sisteransi-1.0.5.tgz"
   integrity sha512-bLGGlR1QxBcynn2d5YmDX4MGjlZvy2MRBDRNHLJ8VI6l6+9FUiyTFNJ0IveOSP0bcXgVDPRcfGqA0pjaqUpfVg==
 
 slash@^3.0.0:
   version "3.0.0"
-  resolved "https://registry.yarnpkg.com/slash/-/slash-3.0.0.tgz#6539be870c165adbd5240220dbe361f1bc4d4634"
+  resolved "https://registry.npmjs.org/slash/-/slash-3.0.0.tgz"
   integrity sha512-g9Q1haeby36OSStwb4ntCGGGaKsaVSjQ68fBxoQcutl5fS1vuY18H3wSt3jFyFtrkx+Kz0V1G85A4MyAdDMi2Q==
 
 slash@^5.0.0:
   version "5.1.0"
-  resolved "https://registry.yarnpkg.com/slash/-/slash-5.1.0.tgz#be3adddcdf09ac38eebe8dcdc7b1a57a75b095ce"
+  resolved "https://registry.npmjs.org/slash/-/slash-5.1.0.tgz"
   integrity sha512-ZA6oR3T/pEyuqwMgAKT0/hAv8oAXckzbkmR0UkUosQ+Mc4RxGoJkRmwHgHufaenlyAgE1Mxgpdcrf75y6XcnDg==
 
 snake-case@^3.0.4:
   version "3.0.4"
-  resolved "https://registry.yarnpkg.com/snake-case/-/snake-case-3.0.4.tgz#4f2bbd568e9935abdfd593f34c691dadb49c452c"
+  resolved "https://registry.npmjs.org/snake-case/-/snake-case-3.0.4.tgz"
   integrity sha512-LAOh4z89bGQvl9pFfNF8V146i7o7/CqFPbqzYgP+yYzDIDeS9HaNFtXABamRW+AQzEVODcvE79ljJ+8a9YSdMg==
   dependencies:
     dot-case "^3.0.4"
@@ -10241,7 +10210,7 @@ snake-case@^3.0.4:
 
 sockjs@^0.3.24:
   version "0.3.24"
-  resolved "https://registry.yarnpkg.com/sockjs/-/sockjs-0.3.24.tgz#c9bc8995f33a111bea0395ec30aa3206bdb5ccce"
+  resolved "https://registry.npmjs.org/sockjs/-/sockjs-0.3.24.tgz"
   integrity sha512-GJgLTZ7vYb/JtPSSZ10hsOYIvEYsjbNU+zPdIHcUaWVNUEPivzxku31865sSSud0Da0W4lEeOPlmw93zLQchuQ==
   dependencies:
     faye-websocket "^0.11.3"
@@ -10250,17 +10219,17 @@ sockjs@^0.3.24:
 
 source-list-map@^2.0.0, source-list-map@^2.0.1:
   version "2.0.1"
-  resolved "https://registry.yarnpkg.com/source-list-map/-/source-list-map-2.0.1.tgz#3993bd873bfc48479cca9ea3a547835c7c154b34"
+  resolved "https://registry.npmjs.org/source-list-map/-/source-list-map-2.0.1.tgz"
   integrity sha512-qnQ7gVMxGNxsiL4lEuJwe/To8UnK7fAnmbGEEH8RpLouuKbeEm0lhbQVFIrNSuB+G7tVrAlVsZgETT5nljf+Iw==
 
 source-map-js@^1.0.1, source-map-js@^1.2.1:
   version "1.2.1"
-  resolved "https://registry.yarnpkg.com/source-map-js/-/source-map-js-1.2.1.tgz#1ce5650fddd87abc099eda37dcff024c2667ae46"
+  resolved "https://registry.npmjs.org/source-map-js/-/source-map-js-1.2.1.tgz"
   integrity sha512-UXWMKhLOwVKb728IUtQPXxfYU+usdybtUrK/8uGE8CQMvrhOpwvzDBwj0QhSL7MQc7vIsISBG8VQ8+IDQxpfQA==
 
 source-map-loader@^3.0.0:
   version "3.0.2"
-  resolved "https://registry.yarnpkg.com/source-map-loader/-/source-map-loader-3.0.2.tgz#af23192f9b344daa729f6772933194cc5fa54fee"
+  resolved "https://registry.npmjs.org/source-map-loader/-/source-map-loader-3.0.2.tgz"
   integrity sha512-BokxPoLjyl3iOrgkWaakaxqnelAJSS+0V+De0kKIq6lyWrXuiPgYTGp6z3iHmqljKAaLXwZa+ctD8GccRJeVvg==
   dependencies:
     abab "^2.0.5"
@@ -10269,7 +10238,7 @@ source-map-loader@^3.0.0:
 
 source-map-support@0.5.13:
   version "0.5.13"
-  resolved "https://registry.yarnpkg.com/source-map-support/-/source-map-support-0.5.13.tgz#31b24a9c2e73c2de85066c0feb7d44767ed52932"
+  resolved "https://registry.npmjs.org/source-map-support/-/source-map-support-0.5.13.tgz"
   integrity sha512-SHSKFHadjVA5oR4PPqhtAVdcBWwRYVd6g6cAXnIbRiIwc2EhPrTuKUBdSLvlEKyIP3GCf89fltvcZiP9MMFA1w==
   dependencies:
     buffer-from "^1.0.0"
@@ -10277,7 +10246,7 @@ source-map-support@0.5.13:
 
 source-map-support@~0.5.20:
   version "0.5.21"
-  resolved "https://registry.yarnpkg.com/source-map-support/-/source-map-support-0.5.21.tgz#04fe7c7f9e1ed2d662233c28cb2b35b9f63f6e4f"
+  resolved "https://registry.npmjs.org/source-map-support/-/source-map-support-0.5.21.tgz"
   integrity sha512-uBHU3L3czsIyYXKX88fdrGovxdSCoTGDRZ6SYXtSRxLZUzHg5P/66Ht6uoUlHu9EZod+inXhKo3qQgwXUT/y1w==
   dependencies:
     buffer-from "^1.0.0"
@@ -10285,39 +10254,39 @@ source-map-support@~0.5.20:
 
 source-map@0.6.1, source-map@^0.6.0, source-map@^0.6.1, source-map@~0.6.0, source-map@~0.6.1:
   version "0.6.1"
-  resolved "https://registry.yarnpkg.com/source-map/-/source-map-0.6.1.tgz#74722af32e9614e9c287a8d0bbde48b5e2f1a263"
+  resolved "https://registry.npmjs.org/source-map/-/source-map-0.6.1.tgz"
   integrity sha512-UjgapumWlbMhkBgzT7Ykc5YXUT46F0iKu8SGXq0bcwP5dz/h0Plj6enJqjz1Zbq2l5WaqYnrVbwWOWMyF3F47g==
 
 source-map@^0.5.7:
   version "0.5.7"
-  resolved "https://registry.yarnpkg.com/source-map/-/source-map-0.5.7.tgz#8a039d2d1021d22d1ea14c80d8ea468ba2ef3fcc"
+  resolved "https://registry.npmjs.org/source-map/-/source-map-0.5.7.tgz"
   integrity sha512-LbrmJOMUSdEVxIKvdcJzQC+nQhe8FUZQTXQy6+I75skNgn3OoQ0DZA8YnFa7gp8tqtL3KPf1kmo0R5DoApeSGQ==
 
 source-map@^0.7.3:
   version "0.7.6"
-  resolved "https://registry.yarnpkg.com/source-map/-/source-map-0.7.6.tgz#a3658ab87e5b6429c8a1f3ba0083d4c61ca3ef02"
+  resolved "https://registry.npmjs.org/source-map/-/source-map-0.7.6.tgz"
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 source-map@^0.8.0-beta.0:
   version "0.8.0-beta.0"
-  resolved "https://registry.yarnpkg.com/source-map/-/source-map-0.8.0-beta.0.tgz#d4c1bb42c3f7ee925f005927ba10709e0d1d1f11"
+  resolved "https://registry.npmjs.org/source-map/-/source-map-0.8.0-beta.0.tgz"
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   dependencies:
     whatwg-url "^7.0.0"
 
 sourcemap-codec@^1.4.8:
   version "1.4.8"
-  resolved "https://registry.yarnpkg.com/sourcemap-codec/-/sourcemap-codec-1.4.8.tgz#ea804bd94857402e6992d05a38ef1ae35a9ab4c4"
+  resolved "https://registry.npmjs.org/sourcemap-codec/-/sourcemap-codec-1.4.8.tgz"
   integrity sha512-9NykojV5Uih4lgo5So5dtw+f0JgJX30KCNI8gwhz2J9A15wD0Ml6tjHKwf6fTSa6fAdVBdZeNOs9eJ71qCk8vA==
 
 space-separated-tokens@^1.0.0:
   version "1.1.5"
-  resolved "https://registry.yarnpkg.com/space-separated-tokens/-/space-separated-tokens-1.1.5.tgz#85f32c3d10d9682007e917414ddc5c26d1aa6899"
+  resolved "https://registry.npmjs.org/space-separated-tokens/-/space-separated-tokens-1.1.5.tgz"
   integrity sha512-q/JSVd1Lptzhf5bkYm4ob4iWPjx0KiRe3sRFBNrVqbJkFaBm5vbbowy1mymoPNLRa52+oadOhJ+K49wsSeSjTA==
 
 spdy-transport@^3.0.0:
   version "3.0.0"
-  resolved "https://registry.yarnpkg.com/spdy-transport/-/spdy-transport-3.0.0.tgz#00d4863a6400ad75df93361a1608605e5dcdcf31"
+  resolved "https://registry.npmjs.org/spdy-transport/-/spdy-transport-3.0.0.tgz"
   integrity sha512-hsLVFE5SjA6TCisWeJXFKniGGOpBgMLmerfO2aCyCU5s7nJ/rpAepqmFifv/GCbSbueEeAJJnmSQ2rKC/g8Fcw==
   dependencies:
     debug "^4.1.0"
@@ -10329,7 +10298,7 @@ spdy-transport@^3.0.0:
 
 spdy@^4.0.2:
   version "4.0.2"
-  resolved "https://registry.yarnpkg.com/spdy/-/spdy-4.0.2.tgz#b74f466203a3eda452c02492b91fb9e84a27677b"
+  resolved "https://registry.npmjs.org/spdy/-/spdy-4.0.2.tgz"
   integrity sha512-r46gZQZQV+Kl9oItvl1JZZqJKGr+oEkB08A6BzkiR7593/7IbtuncXHd2YoYeTsG4157ZssMu9KYvUHLcjcDoA==
   dependencies:
     debug "^4.1.0"
@@ -10340,61 +10309,61 @@ spdy@^4.0.2:
 
 split-on-first@^1.0.0:
   version "1.1.0"
-  resolved "https://registry.yarnpkg.com/split-on-first/-/split-on-first-1.1.0.tgz#f610afeee3b12bce1d0c30425e76398b78249a5f"
+  resolved "https://registry.npmjs.org/split-on-first/-/split-on-first-1.1.0.tgz"
   integrity sha512-43ZssAJaMusuKWL8sKUBQXHWOpq8d6CfN/u1p4gUzfJkM05C8rxTmYrkIPTXapZpORA6LkkzcUulJ8FqA7Uudw==
 
 sprintf-js@~1.0.2:
   version "1.0.3"
-  resolved "https://registry.yarnpkg.com/sprintf-js/-/sprintf-js-1.0.3.tgz#04e6926f662895354f3dd015203633b857297e2c"
+  resolved "https://registry.npmjs.org/sprintf-js/-/sprintf-js-1.0.3.tgz"
   integrity sha512-D9cPgkvLlV3t3IzL0D0YLvGA9Ahk4PcvVwUbN0dSGr1aP0Nrt4AEnTUbuGvquEC0mA64Gqt1fzirlRs5ibXx8g==
 
 stable@^0.1.8:
   version "0.1.8"
-  resolved "https://registry.yarnpkg.com/stable/-/stable-0.1.8.tgz#836eb3c8382fe2936feaf544631017ce7d47a3cf"
+  resolved "https://registry.npmjs.org/stable/-/stable-0.1.8.tgz"
   integrity sha512-ji9qxRnOVfcuLDySj9qzhGSEFVobyt1kIOSkj1qZzYLzq7Tos/oUUWvotUPQLlrsidqsK6tBH89Bc9kL5zHA6w==
 
 stack-utils@^2.0.3:
   version "2.0.6"
-  resolved "https://registry.yarnpkg.com/stack-utils/-/stack-utils-2.0.6.tgz#aaf0748169c02fc33c8232abccf933f54a1cc34f"
+  resolved "https://registry.npmjs.org/stack-utils/-/stack-utils-2.0.6.tgz"
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   dependencies:
     escape-string-regexp "^2.0.0"
 
 stackframe@^1.3.4:
   version "1.3.4"
-  resolved "https://registry.yarnpkg.com/stackframe/-/stackframe-1.3.4.tgz#b881a004c8c149a5e8efef37d51b16e412943310"
+  resolved "https://registry.npmjs.org/stackframe/-/stackframe-1.3.4.tgz"
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 state-toggle@^1.0.0:
   version "1.0.3"
-  resolved "https://registry.yarnpkg.com/state-toggle/-/state-toggle-1.0.3.tgz#e123b16a88e143139b09c6852221bc9815917dfe"
+  resolved "https://registry.npmjs.org/state-toggle/-/state-toggle-1.0.3.tgz"
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 static-eval@2.0.2:
   version "2.0.2"
-  resolved "https://registry.yarnpkg.com/static-eval/-/static-eval-2.0.2.tgz#2d1759306b1befa688938454c546b7871f806a42"
+  resolved "https://registry.npmjs.org/static-eval/-/static-eval-2.0.2.tgz"
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   dependencies:
     escodegen "^1.8.1"
 
 statuses@2.0.1:
   version "2.0.1"
-  resolved "https://registry.yarnpkg.com/statuses/-/statuses-2.0.1.tgz#55cb000ccf1d48728bd23c685a063998cf1a1b63"
+  resolved "https://registry.npmjs.org/statuses/-/statuses-2.0.1.tgz"
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 "statuses@>= 1.4.0 < 2":
   version "1.5.0"
-  resolved "https://registry.yarnpkg.com/statuses/-/statuses-1.5.0.tgz#161c7dac177659fd9811f43771fa99381478628c"
+  resolved "https://registry.npmjs.org/statuses/-/statuses-1.5.0.tgz"
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 statuses@^2.0.2:
   version "2.0.2"
-  resolved "https://registry.yarnpkg.com/statuses/-/statuses-2.0.2.tgz#8f75eecef765b5e1cfcdc080da59409ed424e382"
+  resolved "https://registry.npmjs.org/statuses/-/statuses-2.0.2.tgz"
   integrity sha512-DvEy55V3DB7uknRo+4iOGT5fP1slR8wQohVdknigZPMpMstaKJQWhwiYBACJE3Ul2pTnATihhBYnRhZQHGBiRw==
 
 stop-iteration-iterator@^1.1.0:
   version "1.1.0"
-  resolved "https://registry.yarnpkg.com/stop-iteration-iterator/-/stop-iteration-iterator-1.1.0.tgz#f481ff70a548f6124d0312c3aa14cbfa7aa542ad"
+  resolved "https://registry.npmjs.org/stop-iteration-iterator/-/stop-iteration-iterator-1.1.0.tgz"
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   dependencies:
     es-errors "^1.3.0"
@@ -10402,17 +10371,17 @@ stop-iteration-iterator@^1.1.0:
 
 strict-event-emitter@^0.5.1:
   version "0.5.1"
-  resolved "https://registry.yarnpkg.com/strict-event-emitter/-/strict-event-emitter-0.5.1.tgz#1602ece81c51574ca39c6815e09f1a3e8550bd93"
+  resolved "https://registry.npmjs.org/strict-event-emitter/-/strict-event-emitter-0.5.1.tgz"
   integrity sha512-vMgjE/GGEPEFnhFub6pa4FmJBRBVOLpIII2hvCZ8Kzb7K0hlHo7mQv6xYrBvCL2LtAIBwFUK8wvuJgTVSQ5MFQ==
 
 strict-uri-encode@^2.0.0:
   version "2.0.0"
-  resolved "https://registry.yarnpkg.com/strict-uri-encode/-/strict-uri-encode-2.0.0.tgz#b9c7330c7042862f6b142dc274bbcc5866ce3546"
+  resolved "https://registry.npmjs.org/strict-uri-encode/-/strict-uri-encode-2.0.0.tgz"
   integrity sha512-QwiXZgpRcKkhTj2Scnn++4PKtWsH0kpzZ62L2R6c/LUVYv7hVnZqcg2+sMuT6R7Jusu1vviK/MFsu6kNJfWlEQ==
 
 string-length@^4.0.1:
   version "4.0.2"
-  resolved "https://registry.yarnpkg.com/string-length/-/string-length-4.0.2.tgz#a8a8dc7bd5c1a82b9b3c8b87e125f66871b6e57a"
+  resolved "https://registry.npmjs.org/string-length/-/string-length-4.0.2.tgz"
   integrity sha512-+l6rNN5fYHNhZZy41RXsYptCjA2Igmq4EG7kZAYFQI1E1VTXarr6ZPXBg6eq7Y6eK4FEhY6AJlyuFIb/v/S0VQ==
   dependencies:
     char-regex "^1.0.2"
@@ -10420,7 +10389,7 @@ string-length@^4.0.1:
 
 string-length@^5.0.1:
   version "5.0.1"
-  resolved "https://registry.yarnpkg.com/string-length/-/string-length-5.0.1.tgz#3d647f497b6e8e8d41e422f7e0b23bc536c8381e"
+  resolved "https://registry.npmjs.org/string-length/-/string-length-5.0.1.tgz"
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   dependencies:
     char-regex "^2.0.0"
@@ -10428,12 +10397,12 @@ string-length@^5.0.1:
 
 string-natural-compare@^3.0.1:
   version "3.0.1"
-  resolved "https://registry.yarnpkg.com/string-natural-compare/-/string-natural-compare-3.0.1.tgz#7a42d58474454963759e8e8b7ae63d71c1e7fdf4"
+  resolved "https://registry.npmjs.org/string-natural-compare/-/string-natural-compare-3.0.1.tgz"
   integrity sha512-n3sPwynL1nwKi3WJ6AIsClwBMa0zTi54fn2oLU6ndfTSIO05xaznjSf15PcBZU6FNWbmN5Q6cxT4V5hGvB4taw==
 
 string-width@^4.1.0, string-width@^4.2.0, string-width@^4.2.3:
   version "4.2.3"
-  resolved "https://registry.yarnpkg.com/string-width/-/string-width-4.2.3.tgz#269c7117d27b05ad2e536830a8ec895ef9c6d010"
+  resolved "https://registry.npmjs.org/string-width/-/string-width-4.2.3.tgz"
   integrity sha512-wKyQRQpjJ0sIp62ErSZdGsjMJWsap5oRNihHhu6G7JVO/9jIB6UyevL+tXuOqrng8j/cxKTWyWUwvSTriiZz/g==
   dependencies:
     emoji-regex "^8.0.0"
@@ -10442,7 +10411,7 @@ string-width@^4.1.0, string-width@^4.2.0, string-width@^4.2.3:
 
 string.prototype.includes@^2.0.1:
   version "2.0.1"
-  resolved "https://registry.yarnpkg.com/string.prototype.includes/-/string.prototype.includes-2.0.1.tgz#eceef21283640761a81dbe16d6c7171a4edf7d92"
+  resolved "https://registry.npmjs.org/string.prototype.includes/-/string.prototype.includes-2.0.1.tgz"
   integrity sha512-o7+c9bW6zpAdJHTtujeePODAhkuicdAryFsfVKwA+wGw89wJ4GTY484WTucM9hLtDEOpOvI+aHnzqnC5lHp4Rg==
   dependencies:
     call-bind "^1.0.7"
@@ -10451,7 +10420,7 @@ string.prototype.includes@^2.0.1:
 
 string.prototype.matchall@^4.0.12, string.prototype.matchall@^4.0.6:
   version "4.0.12"
-  resolved "https://registry.yarnpkg.com/string.prototype.matchall/-/string.prototype.matchall-4.0.12.tgz#6c88740e49ad4956b1332a911e949583a275d4c0"
+  resolved "https://registry.npmjs.org/string.prototype.matchall/-/string.prototype.matchall-4.0.12.tgz"
   integrity sha512-6CC9uyBL+/48dYizRf7H7VAYCMCNTBeM78x/VTUe9bFEaxBepPJDa1Ow99LqI/1yF7kuy7Q3cQsYMrcjGUcskA==
   dependencies:
     call-bind "^1.0.8"
@@ -10470,7 +10439,7 @@ string.prototype.matchall@^4.0.12, string.prototype.matchall@^4.0.6:
 
 string.prototype.repeat@^1.0.0:
   version "1.0.0"
-  resolved "https://registry.yarnpkg.com/string.prototype.repeat/-/string.prototype.repeat-1.0.0.tgz#e90872ee0308b29435aa26275f6e1b762daee01a"
+  resolved "https://registry.npmjs.org/string.prototype.repeat/-/string.prototype.repeat-1.0.0.tgz"
   integrity sha512-0u/TldDbKD8bFCQ/4f5+mNRrXwZ8hg2w7ZR8wa16e8z9XpePWl3eGEcUD0OXpEH/VJH/2G3gjUtR3ZOiBe2S/w==
   dependencies:
     define-properties "^1.1.3"
@@ -10478,7 +10447,7 @@ string.prototype.repeat@^1.0.0:
 
 string.prototype.trim@^1.2.10:
   version "1.2.10"
-  resolved "https://registry.yarnpkg.com/string.prototype.trim/-/string.prototype.trim-1.2.10.tgz#40b2dd5ee94c959b4dcfb1d65ce72e90da480c81"
+  resolved "https://registry.npmjs.org/string.prototype.trim/-/string.prototype.trim-1.2.10.tgz"
   integrity sha512-Rs66F0P/1kedk5lyYyH9uBzuiI/kNRmwJAR9quK6VOtIpZ2G+hMZd+HQbbv25MgCA6gEffoMZYxlTod4WcdrKA==
   dependencies:
     call-bind "^1.0.8"
@@ -10491,7 +10460,7 @@ string.prototype.trim@^1.2.10:
 
 string.prototype.trimend@^1.0.9:
   version "1.0.9"
-  resolved "https://registry.yarnpkg.com/string.prototype.trimend/-/string.prototype.trimend-1.0.9.tgz#62e2731272cd285041b36596054e9f66569b6942"
+  resolved "https://registry.npmjs.org/string.prototype.trimend/-/string.prototype.trimend-1.0.9.tgz"
   integrity sha512-G7Ok5C6E/j4SGfyLCloXTrngQIQU3PWtXGst3yM7Bea9FRURf1S42ZHlZZtsNque2FN2PoUhfZXYLNWwEr4dLQ==
   dependencies:
     call-bind "^1.0.8"
@@ -10501,7 +10470,7 @@ string.prototype.trimend@^1.0.9:
 
 string.prototype.trimstart@^1.0.8:
   version "1.0.8"
-  resolved "https://registry.yarnpkg.com/string.prototype.trimstart/-/string.prototype.trimstart-1.0.8.tgz#7ee834dda8c7c17eff3118472bb35bfedaa34dde"
+  resolved "https://registry.npmjs.org/string.prototype.trimstart/-/string.prototype.trimstart-1.0.8.tgz"
   integrity sha512-UXSH262CSZY1tfu3G3Secr6uGLCFVPMhIqHjlgCUtCCcgihYc/xKs9djMTMUOb2j1mVSeU8EU6NWc/iQKU6Gfg==
   dependencies:
     call-bind "^1.0.7"
@@ -10510,21 +10479,21 @@ string.prototype.trimstart@^1.0.8:
 
 string_decoder@^1.1.1:
   version "1.3.0"
-  resolved "https://registry.yarnpkg.com/string_decoder/-/string_decoder-1.3.0.tgz#42f114594a46cf1a8e30b0a84f56c78c3edac21e"
+  resolved "https://registry.npmjs.org/string_decoder/-/string_decoder-1.3.0.tgz"
   integrity sha512-hkRX8U1WjJFd8LsDJ2yQ/wWWxaopEsABU1XfkM8A+j0+85JAGppt16cr1Whg6KIbb4okU6Mql6BOj+uup/wKeA==
   dependencies:
     safe-buffer "~5.2.0"
 
 string_decoder@~1.1.1:
   version "1.1.1"
-  resolved "https://registry.yarnpkg.com/string_decoder/-/string_decoder-1.1.1.tgz#9cf1611ba62685d7030ae9e4ba34149c3af03fc8"
+  resolved "https://registry.npmjs.org/string_decoder/-/string_decoder-1.1.1.tgz"
   integrity sha512-n/ShnvDi6FHbbVfviro+WojiFzv+s8MPMHBczVePfUpDJLwoLT0ht1l4YwBCbi8pJAveEEdnkHyPyTP/mzRfwg==
   dependencies:
     safe-buffer "~5.1.0"
 
 stringify-entities@^3.0.1:
   version "3.1.0"
-  resolved "https://registry.yarnpkg.com/stringify-entities/-/stringify-entities-3.1.0.tgz#b8d3feac256d9ffcc9fa1fefdcf3ca70576ee903"
+  resolved "https://registry.npmjs.org/stringify-entities/-/stringify-entities-3.1.0.tgz"
   integrity sha512-3FP+jGMmMV/ffZs86MoghGqAoqXAdxLrJP4GUdrDN1aIScYih5tuIO3eF4To5AJZ79KDZ8Fpdy7QJnK8SsL1Vg==
   dependencies:
     character-entities-html4 "^1.0.0"
@@ -10533,7 +10502,7 @@ stringify-entities@^3.0.1:
 
 stringify-object@^3.3.0:
   version "3.3.0"
-  resolved "https://registry.yarnpkg.com/stringify-object/-/stringify-object-3.3.0.tgz#703065aefca19300d3ce88af4f5b3956d7556629"
+  resolved "https://registry.npmjs.org/stringify-object/-/stringify-object-3.3.0.tgz"
   integrity sha512-rHqiFh1elqCQ9WPLIC8I0Q/g/wj5J1eMkyoiD6eoQApWHP0FtlK7rqnhmabL5VUY9JQCcqwwvlOaSuutekgyrw==
   dependencies:
     get-own-enumerable-property-symbols "^3.0.0"
@@ -10542,65 +10511,65 @@ stringify-object@^3.3.0:
 
 strip-ansi@^6.0.0, strip-ansi@^6.0.1:
   version "6.0.1"
-  resolved "https://registry.yarnpkg.com/strip-ansi/-/strip-ansi-6.0.1.tgz#9e26c63d30f53443e9489495b2105d37b67a85d9"
+  resolved "https://registry.npmjs.org/strip-ansi/-/strip-ansi-6.0.1.tgz"
   integrity sha512-Y38VPSHcqkFrCpFnQ9vuSXmquuv5oXOKpGeT6aGrr3o3Gc9AlVa6JBfUSOCnbxGGZF+/0ooI7KrPuUSztUdU5A==
   dependencies:
     ansi-regex "^5.0.1"
 
 strip-ansi@^7.0.1:
   version "7.1.2"
-  resolved "https://registry.yarnpkg.com/strip-ansi/-/strip-ansi-7.1.2.tgz#132875abde678c7ea8d691533f2e7e22bb744dba"
+  resolved "https://registry.npmjs.org/strip-ansi/-/strip-ansi-7.1.2.tgz"
   integrity sha512-gmBGslpoQJtgnMAvOVqGZpEz9dyoKTCzy2nfz/n8aIFhN/jCE/rCmcxabB6jOOHV+0WNnylOxaxBQPSvcWklhA==
   dependencies:
     ansi-regex "^6.0.1"
 
 strip-bom@^3.0.0:
   version "3.0.0"
-  resolved "https://registry.yarnpkg.com/strip-bom/-/strip-bom-3.0.0.tgz#2334c18e9c759f7bdd56fdef7e9ae3d588e68ed3"
+  resolved "https://registry.npmjs.org/strip-bom/-/strip-bom-3.0.0.tgz"
   integrity sha512-vavAMRXOgBVNF6nyEEmL3DBK19iRpDcoIwW+swQ+CbGiu7lju6t+JklA1MHweoWtadgt4ISVUsXLyDq34ddcwA==
 
 strip-bom@^4.0.0:
   version "4.0.0"
-  resolved "https://registry.yarnpkg.com/strip-bom/-/strip-bom-4.0.0.tgz#9c3505c1db45bcedca3d9cf7a16f5c5aa3901878"
+  resolved "https://registry.npmjs.org/strip-bom/-/strip-bom-4.0.0.tgz"
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 strip-comments@^2.0.1:
   version "2.0.1"
-  resolved "https://registry.yarnpkg.com/strip-comments/-/strip-comments-2.0.1.tgz#4ad11c3fbcac177a67a40ac224ca339ca1c1ba9b"
+  resolved "https://registry.npmjs.org/strip-comments/-/strip-comments-2.0.1.tgz"
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 strip-final-newline@^2.0.0:
   version "2.0.0"
-  resolved "https://registry.yarnpkg.com/strip-final-newline/-/strip-final-newline-2.0.0.tgz#89b852fb2fcbe936f6f4b3187afb0a12c1ab58ad"
+  resolved "https://registry.npmjs.org/strip-final-newline/-/strip-final-newline-2.0.0.tgz"
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 strip-indent@^3.0.0:
   version "3.0.0"
-  resolved "https://registry.yarnpkg.com/strip-indent/-/strip-indent-3.0.0.tgz#c32e1cee940b6b3432c771bc2c54bcce73cd3001"
+  resolved "https://registry.npmjs.org/strip-indent/-/strip-indent-3.0.0.tgz"
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   dependencies:
     min-indent "^1.0.0"
 
 strip-json-comments@^3.1.0, strip-json-comments@^3.1.1:
   version "3.1.1"
-  resolved "https://registry.yarnpkg.com/strip-json-comments/-/strip-json-comments-3.1.1.tgz#31f1281b3832630434831c310c01cccda8cbe006"
+  resolved "https://registry.npmjs.org/strip-json-comments/-/strip-json-comments-3.1.1.tgz"
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 style-loader@^3.3.1:
   version "3.3.4"
-  resolved "https://registry.yarnpkg.com/style-loader/-/style-loader-3.3.4.tgz#f30f786c36db03a45cbd55b6a70d930c479090e7"
+  resolved "https://registry.npmjs.org/style-loader/-/style-loader-3.3.4.tgz"
   integrity sha512-0WqXzrsMTyb8yjZJHDqwmnwRJvhALK9LfRtRc6B4UTWe8AijYLZYZ9thuJTZc2VfQWINADW/j+LiJnfy2RoC1w==
 
 style-to-object@^0.3.0:
   version "0.3.0"
-  resolved "https://registry.yarnpkg.com/style-to-object/-/style-to-object-0.3.0.tgz#b1b790d205991cc783801967214979ee19a76e46"
+  resolved "https://registry.npmjs.org/style-to-object/-/style-to-object-0.3.0.tgz"
   integrity sha512-CzFnRRXhzWIdItT3OmF8SQfWyahHhjq3HwcMNCNLn+N7klOOqPjMeG/4JSu77D7ypZdGvSzvkrbyeTMizz2VrA==
   dependencies:
     inline-style-parser "0.1.1"
 
 styled-components@^6.1.0:
   version "6.1.19"
-  resolved "https://registry.yarnpkg.com/styled-components/-/styled-components-6.1.19.tgz#9a41b4db79a3b7a2477daecabe8dd917235263d6"
+  resolved "https://registry.npmjs.org/styled-components/-/styled-components-6.1.19.tgz"
   integrity sha512-1v/e3Dl1BknC37cXMhwGomhO8AkYmN41CqyX9xhUDxry1ns3BFQy2lLDRQXJRdVVWB9OHemv/53xaStimvWyuA==
   dependencies:
     "@emotion/is-prop-valid" "1.2.2"
@@ -10615,7 +10584,7 @@ styled-components@^6.1.0:
 
 stylehacks@^5.1.1:
   version "5.1.1"
-  resolved "https://registry.yarnpkg.com/stylehacks/-/stylehacks-5.1.1.tgz#7934a34eb59d7152149fa69d6e9e56f2fc34bcc9"
+  resolved "https://registry.npmjs.org/stylehacks/-/stylehacks-5.1.1.tgz"
   integrity sha512-sBpcd5Hx7G6seo7b1LkpttvTz7ikD0LlH5RmdcBNb6fFR0Fl7LQwHDFr300q4cwUqi+IYrFGmsIHieMBfnN/Bw==
   dependencies:
     browserslist "^4.21.4"
@@ -10623,41 +10592,41 @@ stylehacks@^5.1.1:
 
 stylis@4.2.0:
   version "4.2.0"
-  resolved "https://registry.yarnpkg.com/stylis/-/stylis-4.2.0.tgz#79daee0208964c8fe695a42fcffcac633a211a51"
+  resolved "https://registry.npmjs.org/stylis/-/stylis-4.2.0.tgz"
   integrity sha512-Orov6g6BB1sDfYgzWfTHDOxamtX1bE/zo104Dh9e6fqJ3PooipYyfJ0pUmrZO2wAvO8YbEyeFrkV91XTsGMSrw==
 
 stylis@4.3.2:
   version "4.3.2"
-  resolved "https://registry.yarnpkg.com/stylis/-/stylis-4.3.2.tgz#8f76b70777dd53eb669c6f58c997bf0a9972e444"
+  resolved "https://registry.npmjs.org/stylis/-/stylis-4.3.2.tgz"
   integrity sha512-bhtUjWd/z6ltJiQwg0dUfxEJ+W+jdqQd8TbWLWyeIJHlnsqmGLRFFd8e5mA0AZi/zx90smXRlN66YMTcaSFifg==
 
 supports-color@^7.0.0, supports-color@^7.1.0:
   version "7.2.0"
-  resolved "https://registry.yarnpkg.com/supports-color/-/supports-color-7.2.0.tgz#1b7dcdcb32b8138801b3e478ba6a51caa89648da"
+  resolved "https://registry.npmjs.org/supports-color/-/supports-color-7.2.0.tgz"
   integrity sha512-qpCAvRl9stuOHveKsn7HncJRvv501qIacKzQlO/+Lwxc9+0q2wLyv4Dfvt80/DPn2pqOBsJdDiogXGR9+OvwRw==
   dependencies:
     has-flag "^4.0.0"
 
 supports-color@^8.0.0:
   version "8.1.1"
-  resolved "https://registry.yarnpkg.com/supports-color/-/supports-color-8.1.1.tgz#cd6fc17e28500cff56c1b86c0a7fd4a54a73005c"
+  resolved "https://registry.npmjs.org/supports-color/-/supports-color-8.1.1.tgz"
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   dependencies:
     has-flag "^4.0.0"
 
 supports-preserve-symlinks-flag@^1.0.0:
   version "1.0.0"
-  resolved "https://registry.yarnpkg.com/supports-preserve-symlinks-flag/-/supports-preserve-symlinks-flag-1.0.0.tgz#6eda4bd344a3c94aea376d4cc31bc77311039e09"
+  resolved "https://registry.npmjs.org/supports-preserve-symlinks-flag/-/supports-preserve-symlinks-flag-1.0.0.tgz"
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 svg-parser@^2.0.4:
   version "2.0.4"
-  resolved "https://registry.yarnpkg.com/svg-parser/-/svg-parser-2.0.4.tgz#fdc2e29e13951736140b76cb122c8ee6630eb6b5"
+  resolved "https://registry.npmjs.org/svg-parser/-/svg-parser-2.0.4.tgz"
   integrity sha512-e4hG1hRwoOdRb37cIMSgzNsxyzKfayW6VOflrwvR+/bzrkyxY/31WkbgnQpgtrNp1SdpJvpUAGTa/ZoiPNDuRQ==
 
 svgo@2.8.0, svgo@^2.7.0:
   version "2.8.0"
-  resolved "https://registry.yarnpkg.com/svgo/-/svgo-2.8.0.tgz#4ff80cce6710dc2795f0c7c74101e6764cfccd24"
+  resolved "https://registry.npmjs.org/svgo/-/svgo-2.8.0.tgz"
   integrity sha512-+N/Q9kV1+F+UeWYoSiULYo4xYSDQlTgb+ayMobAXPwMnLvop7oxKMo9OzIrX5x3eS4L4f2UHhc9axXwY8DpChg==
   dependencies:
     "@trysound/sax" "0.2.0"
@@ -10670,7 +10639,7 @@ svgo@2.8.0, svgo@^2.7.0:
 
 svgo@^3.0.2:
   version "3.3.2"
-  resolved "https://registry.yarnpkg.com/svgo/-/svgo-3.3.2.tgz#ad58002652dffbb5986fc9716afe52d869ecbda8"
+  resolved "https://registry.npmjs.org/svgo/-/svgo-3.3.2.tgz"
   integrity sha512-OoohrmuUlBs8B8o6MB2Aevn+pRIH9zDALSR+6hhqVfa6fRwG/Qw9VUMSMW9VNg2CFc/MTIfabtdOVl9ODIJjpw==
   dependencies:
     "@trysound/sax" "0.2.0"
@@ -10683,32 +10652,32 @@ svgo@^3.0.2:
 
 symbol-tree@^3.2.4:
   version "3.2.4"
-  resolved "https://registry.yarnpkg.com/symbol-tree/-/symbol-tree-3.2.4.tgz#430637d248ba77e078883951fb9aa0eed7c63fa2"
+  resolved "https://registry.npmjs.org/symbol-tree/-/symbol-tree-3.2.4.tgz"
   integrity sha512-9QNk5KwDF+Bvz+PyObkmSYjI5ksVUYtjW7AU22r2NKcfLJcXp96hkDWU3+XndOsUb+AQ9QhfzfCT2O+CNWT5Tw==
 
 tabbable@^5.3.3:
   version "5.3.3"
-  resolved "https://registry.yarnpkg.com/tabbable/-/tabbable-5.3.3.tgz#aac0ff88c73b22d6c3c5a50b1586310006b47fbf"
+  resolved "https://registry.npmjs.org/tabbable/-/tabbable-5.3.3.tgz"
   integrity sha512-QD9qKY3StfbZqWOPLp0++pOrAVb/HbUi5xCc8cUo4XjP19808oaMiDzn0leBY5mCespIBM0CIZePzZjgzR83kA==
 
 tapable@^1.0.0:
   version "1.1.3"
-  resolved "https://registry.yarnpkg.com/tapable/-/tapable-1.1.3.tgz#a1fccc06b58db61fd7a45da2da44f5f3a3e67ba2"
+  resolved "https://registry.npmjs.org/tapable/-/tapable-1.1.3.tgz"
   integrity sha512-4WK/bYZmj8xLr+HUCODHGF1ZFzsYffasLUgEiMBY4fgtltdO6B4WJtlSbPaDTLpYTcGVwM2qLnFTICEcNxs3kA==
 
 tapable@^2.0.0, tapable@^2.2.0, tapable@^2.2.1, tapable@^2.3.0:
   version "2.3.0"
-  resolved "https://registry.yarnpkg.com/tapable/-/tapable-2.3.0.tgz#7e3ea6d5ca31ba8e078b560f0d83ce9a14aa8be6"
+  resolved "https://registry.npmjs.org/tapable/-/tapable-2.3.0.tgz"
   integrity sha512-g9ljZiwki/LfxmQADO3dEY1CbpmXT5Hm2fJ+QaGKwSXUylMybePR7/67YW7jOrrvjEgL1Fmz5kzyAjWVWLlucg==
 
 temp-dir@^2.0.0:
   version "2.0.0"
-  resolved "https://registry.yarnpkg.com/temp-dir/-/temp-dir-2.0.0.tgz#bde92b05bdfeb1516e804c9c00ad45177f31321e"
+  resolved "https://registry.npmjs.org/temp-dir/-/temp-dir-2.0.0.tgz"
   integrity sha512-aoBAniQmmwtcKp/7BzsH8Cxzv8OL736p7v1ihGb5e9DJ9kTwGWHrQrVB5+lfVDzfGrdRzXch+ig7LHaY1JTOrg==
 
 tempy@^0.6.0:
   version "0.6.0"
-  resolved "https://registry.yarnpkg.com/tempy/-/tempy-0.6.0.tgz#65e2c35abc06f1124a97f387b08303442bde59f3"
+  resolved "https://registry.npmjs.org/tempy/-/tempy-0.6.0.tgz"
   integrity sha512-G13vtMYPT/J8A4X2SjdtBTphZlrp1gKv6hZiOjw14RCWg6GbHuQBGtjlx75xLbYV/wEc0D7G5K4rxKP/cXk8Bw==
   dependencies:
     is-stream "^2.0.0"
@@ -10718,7 +10687,7 @@ tempy@^0.6.0:
 
 terser-webpack-plugin@^5.2.5, terser-webpack-plugin@^5.3.11:
   version "5.3.14"
-  resolved "https://registry.yarnpkg.com/terser-webpack-plugin/-/terser-webpack-plugin-5.3.14.tgz#9031d48e57ab27567f02ace85c7d690db66c3e06"
+  resolved "https://registry.npmjs.org/terser-webpack-plugin/-/terser-webpack-plugin-5.3.14.tgz"
   integrity sha512-vkZjpUjb6OMS7dhV+tILUW6BhpDR7P2L/aQSAv+Uwk+m8KATX9EccViHTJR2qDtACKPIYndLGCyl3FMo+r2LMw==
   dependencies:
     "@jridgewell/trace-mapping" "^0.3.25"
@@ -10729,7 +10698,7 @@ terser-webpack-plugin@^5.2.5, terser-webpack-plugin@^5.3.11:
 
 terser@^5.0.0, terser@^5.10.0, terser@^5.31.1:
   version "5.44.1"
-  resolved "https://registry.yarnpkg.com/terser/-/terser-5.44.1.tgz#e391e92175c299b8c284ad6ded609e37303b0a9c"
+  resolved "https://registry.npmjs.org/terser/-/terser-5.44.1.tgz"
   integrity sha512-t/R3R/n0MSwnnazuPpPNVO60LX0SKL45pyl9YlvxIdkH0Of7D5qM2EVe+yASRIlY5pZ73nclYJfNANGWPwFDZw==
   dependencies:
     "@jridgewell/source-map" "^0.3.3"
@@ -10739,7 +10708,7 @@ terser@^5.0.0, terser@^5.10.0, terser@^5.31.1:
 
 test-exclude@^6.0.0:
   version "6.0.0"
-  resolved "https://registry.yarnpkg.com/test-exclude/-/test-exclude-6.0.0.tgz#04a8698661d805ea6fa293b6cb9e63ac044ef15e"
+  resolved "https://registry.npmjs.org/test-exclude/-/test-exclude-6.0.0.tgz"
   integrity sha512-cAGWPIyOHU6zlmg88jwm7VRyXnMN7iV68OGAbYDk/Mh/xC/pzVPlQtY6ngoIH/5/tciuhGfvESU8GrHrcxD56w==
   dependencies:
     "@istanbuljs/schema" "^0.1.2"
@@ -10748,61 +10717,61 @@ test-exclude@^6.0.0:
 
 text-diff@^1.0.1:
   version "1.0.1"
-  resolved "https://registry.yarnpkg.com/text-diff/-/text-diff-1.0.1.tgz#6c105905435e337857375c9d2f6ca63e453ff565"
+  resolved "https://registry.npmjs.org/text-diff/-/text-diff-1.0.1.tgz"
   integrity sha512-jAnlP3ggZk7FeLX1awaMR8Y2sMyil9P9FXvNjaIJIQBAom1zvpKGGH31htOVrUFp0vlyygmJJpNrbJ4rfjsxrA==
 
 text-table@^0.2.0:
   version "0.2.0"
-  resolved "https://registry.yarnpkg.com/text-table/-/text-table-0.2.0.tgz#7f5ee823ae805207c00af2df4a84ec3fcfa570b4"
+  resolved "https://registry.npmjs.org/text-table/-/text-table-0.2.0.tgz"
   integrity sha512-N+8UisAXDGk8PFXP4HAzVR9nbfmVJ3zYLAWiTIoqC5v5isinhr+r5uaO8+7r3BMfuNIufIsA7RdpVgacC2cSpw==
 
 thunky@^1.0.2:
   version "1.1.0"
-  resolved "https://registry.yarnpkg.com/thunky/-/thunky-1.1.0.tgz#5abaf714a9405db0504732bbccd2cedd9ef9537d"
+  resolved "https://registry.npmjs.org/thunky/-/thunky-1.1.0.tgz"
   integrity sha512-eHY7nBftgThBqOyHGVN+l8gF0BucP09fMo0oO/Lb0w1OF80dJv+lDVpXG60WMQvkcxAkNybKsrEIE3ZtKGmPrA==
 
 tiny-invariant@^1.0.6:
   version "1.3.3"
-  resolved "https://registry.yarnpkg.com/tiny-invariant/-/tiny-invariant-1.3.3.tgz#46680b7a873a0d5d10005995eb90a70d74d60127"
+  resolved "https://registry.npmjs.org/tiny-invariant/-/tiny-invariant-1.3.3.tgz"
   integrity sha512-+FbBPE1o9QAYvviau/qC5SE3caw21q3xkvWKBtja5vgqOWIHHJ3ioaq1VPfn/Szqctz2bU/oYeKd9/z5BL+PVg==
 
 tldts-core@^7.0.18:
   version "7.0.18"
-  resolved "https://registry.yarnpkg.com/tldts-core/-/tldts-core-7.0.18.tgz#78edfd38e8c35e20fb4d2cde63c759139e169d31"
+  resolved "https://registry.npmjs.org/tldts-core/-/tldts-core-7.0.18.tgz"
   integrity sha512-jqJC13oP4FFAahv4JT/0WTDrCF9Okv7lpKtOZUGPLiAnNbACcSg8Y8T+Z9xthOmRBqi/Sob4yi0TE0miRCvF7Q==
 
 tldts@^7.0.5:
   version "7.0.18"
-  resolved "https://registry.yarnpkg.com/tldts/-/tldts-7.0.18.tgz#72cac7a2bdb6bba78f8a09fdf7ef84843b09aa94"
+  resolved "https://registry.npmjs.org/tldts/-/tldts-7.0.18.tgz"
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   dependencies:
     tldts-core "^7.0.18"
 
 tmp@^0.2.1:
   version "0.2.5"
-  resolved "https://registry.yarnpkg.com/tmp/-/tmp-0.2.5.tgz#b06bcd23f0f3c8357b426891726d16015abfd8f8"
+  resolved "https://registry.npmjs.org/tmp/-/tmp-0.2.5.tgz"
   integrity sha512-voyz6MApa1rQGUxT3E+BK7/ROe8itEx7vD8/HEvt4xwXucvQ5G5oeEiHkmHZJuBO21RpOf+YYm9MOivj709jow==
 
 tmpl@1.0.5:
   version "1.0.5"
-  resolved "https://registry.yarnpkg.com/tmpl/-/tmpl-1.0.5.tgz#8683e0b902bb9c20c4f726e3c0b69f36518c07cc"
+  resolved "https://registry.npmjs.org/tmpl/-/tmpl-1.0.5.tgz"
   integrity sha512-3f0uOEAQwIqGuWW2MVzYg8fV/QNnc/IpuJNG837rLuczAaLVHslWHZQj4IGiEl5Hs3kkbhwL9Ab7Hrsmuj+Smw==
 
 to-regex-range@^5.0.1:
   version "5.0.1"
-  resolved "https://registry.yarnpkg.com/to-regex-range/-/to-regex-range-5.0.1.tgz#1648c44aae7c8d988a326018ed72f5b4dd0392e4"
+  resolved "https://registry.npmjs.org/to-regex-range/-/to-regex-range-5.0.1.tgz"
   integrity sha512-65P7iz6X5yEr1cwcgvQxbbIw7Uk3gOy5dIdtZ4rDveLqhrdJP+Li/Hx6tyK0NEb+2GCyneCMJiGqrADCSNk8sQ==
   dependencies:
     is-number "^7.0.0"
 
 toidentifier@1.0.1:
   version "1.0.1"
-  resolved "https://registry.yarnpkg.com/toidentifier/-/toidentifier-1.0.1.tgz#3be34321a88a820ed1bd80dfaa33e479fbb8dd35"
+  resolved "https://registry.npmjs.org/toidentifier/-/toidentifier-1.0.1.tgz"
   integrity sha512-o5sSPKEkg/DIQNmH43V0/uerLrpzVedkUh8tGNvaeXpfpuwjKenlSox/2O/BTlZUtEe+JG7s5YhEz608PlAHRA==
 
 tough-cookie@^4.1.2:
   version "4.1.4"
-  resolved "https://registry.yarnpkg.com/tough-cookie/-/tough-cookie-4.1.4.tgz#945f1461b45b5a8c76821c33ea49c3ac192c1b36"
+  resolved "https://registry.npmjs.org/tough-cookie/-/tough-cookie-4.1.4.tgz"
   integrity sha512-Loo5UUvLD9ScZ6jh8beX1T6sO1w2/MpCRpEP7V280GKMVUQ0Jzar2U3UJPsrdbziLEMMhu3Ujnq//rhiFuIeag==
   dependencies:
     psl "^1.1.33"
@@ -10812,43 +10781,43 @@ tough-cookie@^4.1.2:
 
 tough-cookie@^6.0.0:
   version "6.0.0"
-  resolved "https://registry.yarnpkg.com/tough-cookie/-/tough-cookie-6.0.0.tgz#11e418b7864a2c0d874702bc8ce0f011261940e5"
+  resolved "https://registry.npmjs.org/tough-cookie/-/tough-cookie-6.0.0.tgz"
   integrity sha512-kXuRi1mtaKMrsLUxz3sQYvVl37B0Ns6MzfrtV5DvJceE9bPyspOqk9xxv7XbZWcfLWbFmm997vl83qUWVJA64w==
   dependencies:
     tldts "^7.0.5"
 
 tr46@^1.0.1:
   version "1.0.1"
-  resolved "https://registry.yarnpkg.com/tr46/-/tr46-1.0.1.tgz#a8b13fd6bfd2489519674ccde55ba3693b706d09"
+  resolved "https://registry.npmjs.org/tr46/-/tr46-1.0.1.tgz"
   integrity sha512-dTpowEjclQ7Kgx5SdBkqRzVhERQXov8/l9Ft9dVM9fmg0W0KQSVaXX9T4i6twCPNtYiZM53lpSSUAwJbFPOHxA==
   dependencies:
     punycode "^2.1.0"
 
 tr46@^3.0.0:
   version "3.0.0"
-  resolved "https://registry.yarnpkg.com/tr46/-/tr46-3.0.0.tgz#555c4e297a950617e8eeddef633c87d4d9d6cbf9"
+  resolved "https://registry.npmjs.org/tr46/-/tr46-3.0.0.tgz"
   integrity sha512-l7FvfAHlcmulp8kr+flpQZmVwtu7nfRV7NZujtN0OqES8EL4O4e0qqzL0DC5gAvx/ZC/9lk6rhcUwYvkBnBnYA==
   dependencies:
     punycode "^2.1.1"
 
 trim-trailing-lines@^1.0.0:
   version "1.1.4"
-  resolved "https://registry.yarnpkg.com/trim-trailing-lines/-/trim-trailing-lines-1.1.4.tgz#bd4abbec7cc880462f10b2c8b5ce1d8d1ec7c2c0"
+  resolved "https://registry.npmjs.org/trim-trailing-lines/-/trim-trailing-lines-1.1.4.tgz"
   integrity sha512-rjUWSqnfTNrjbB9NQWfPMH/xRK1deHeGsHoVfpxJ++XeYXE0d6B1En37AHfw3jtfTU7dzMzZL2jjpe8Qb5gLIQ==
 
 trough@^1.0.0:
   version "1.0.5"
-  resolved "https://registry.yarnpkg.com/trough/-/trough-1.0.5.tgz#b8b639cefad7d0bb2abd37d433ff8293efa5f406"
+  resolved "https://registry.npmjs.org/trough/-/trough-1.0.5.tgz"
   integrity sha512-rvuRbTarPXmMb79SmzEp8aqXNKcK+y0XaB298IXueQ8I2PsrATcPBCSPyK/dDNa2iWOhKlfNnOjdAOTBU/nkFA==
 
 tryer@^1.0.1:
   version "1.0.1"
-  resolved "https://registry.yarnpkg.com/tryer/-/tryer-1.0.1.tgz#f2c85406800b9b0f74c9f7465b81eaad241252f8"
+  resolved "https://registry.npmjs.org/tryer/-/tryer-1.0.1.tgz"
   integrity sha512-c3zayb8/kWWpycWYg87P71E1S1ZL6b6IJxfb5fvsUgsf0S2MVGaDhDXXjDMpdCpfWXqptc+4mXwmiy1ypXqRAA==
 
 tsconfig-paths@^3.15.0:
   version "3.15.0"
-  resolved "https://registry.yarnpkg.com/tsconfig-paths/-/tsconfig-paths-3.15.0.tgz#5299ec605e55b1abb23ec939ef15edaf483070d4"
+  resolved "https://registry.npmjs.org/tsconfig-paths/-/tsconfig-paths-3.15.0.tgz"
   integrity sha512-2Ac2RgzDe/cn48GvOe3M+o82pEFewD3UPbyoUHHdKasHwJKjds4fLXWf/Ux5kATBKN20oaFGu+jbElp1pos0mg==
   dependencies:
     "@types/json5" "^0.0.29"
@@ -10856,70 +10825,70 @@ tsconfig-paths@^3.15.0:
     minimist "^1.2.6"
     strip-bom "^3.0.0"
 
-tslib@2.6.2:
+tslib@2.6.2, tslib@^2.6.0:
   version "2.6.2"
-  resolved "https://registry.yarnpkg.com/tslib/-/tslib-2.6.2.tgz#703ac29425e7b37cd6fd456e92404d46d1f3e4ae"
+  resolved "https://registry.npmjs.org/tslib/-/tslib-2.6.2.tgz"
   integrity sha512-AEYxH93jGFPn/a2iVAwW87VuUIkR1FVUKB77NwMF7nBTDkDrrT/Hpt/IrCJ0QXhW27jTBDcf5ZY7w6RiqTMw2Q==
 
 tslib@^1.8.1, tslib@^1.9.3:
   version "1.14.1"
-  resolved "https://registry.yarnpkg.com/tslib/-/tslib-1.14.1.tgz#cf2d38bdc34a134bcaf1091c41f6619e2f672d00"
+  resolved "https://registry.npmjs.org/tslib/-/tslib-1.14.1.tgz"
   integrity sha512-Xni35NKzjgMrwevysHTCArtLDpPvye8zV/0E4EyYn43P7/7qvQwPh9BGkHewbMulVntbigmcT7rdX3BNo9wRJg==
 
-tslib@^2.0.0, tslib@^2.0.3, tslib@^2.1.0, tslib@^2.3.1, tslib@^2.6.0:
+tslib@^2.0.0, tslib@^2.0.3, tslib@^2.1.0, tslib@^2.3.1:
   version "2.8.1"
-  resolved "https://registry.yarnpkg.com/tslib/-/tslib-2.8.1.tgz#612efe4ed235d567e8aba5f2a5fab70280ade83f"
+  resolved "https://registry.npmjs.org/tslib/-/tslib-2.8.1.tgz"
   integrity sha512-oJFu94HQb+KVduSUQL7wnpmqnfmLsOA/nAh6b6EH0wCEoK0/mPeXU6c3wKDV83MkOuHPRHtSXKKU99IBazS/2w==
 
 tsutils@^3.21.0:
   version "3.21.0"
-  resolved "https://registry.yarnpkg.com/tsutils/-/tsutils-3.21.0.tgz#b48717d394cea6c1e096983eed58e9d61715b623"
+  resolved "https://registry.npmjs.org/tsutils/-/tsutils-3.21.0.tgz"
   integrity sha512-mHKK3iUXL+3UF6xL5k0PEhKRUBKPBCv/+RkEOpjRWxxx27KKRBmmA60A9pgOUvMi8GKhRMPEmjBRPzs2W7O1OA==
   dependencies:
     tslib "^1.8.1"
 
 type-check@^0.4.0, type-check@~0.4.0:
   version "0.4.0"
-  resolved "https://registry.yarnpkg.com/type-check/-/type-check-0.4.0.tgz#07b8203bfa7056c0657050e3ccd2c37730bab8f1"
+  resolved "https://registry.npmjs.org/type-check/-/type-check-0.4.0.tgz"
   integrity sha512-XleUoc9uwGXqjWwXaUTZAmzMcFZ5858QA2vvx1Ur5xIcixXIP+8LnFDgRplU30us6teqdlskFfu+ae4K79Ooew==
   dependencies:
     prelude-ls "^1.2.1"
 
 type-check@~0.3.2:
   version "0.3.2"
-  resolved "https://registry.yarnpkg.com/type-check/-/type-check-0.3.2.tgz#5884cab512cf1d355e3fb784f30804b2b520db72"
+  resolved "https://registry.npmjs.org/type-check/-/type-check-0.3.2.tgz"
   integrity sha512-ZCmOJdvOWDBYJlzAoFkC+Q0+bUyEOS1ltgp1MGU03fqHG+dbi9tBFU2Rd9QKiDZFAYrhPh2JUf7rZRIuHRKtOg==
   dependencies:
     prelude-ls "~1.1.2"
 
 type-detect@4.0.8:
   version "4.0.8"
-  resolved "https://registry.yarnpkg.com/type-detect/-/type-detect-4.0.8.tgz#7646fb5f18871cfbb7749e69bd39a6388eb7450c"
+  resolved "https://registry.npmjs.org/type-detect/-/type-detect-4.0.8.tgz"
   integrity sha512-0fr/mIH1dlO+x7TlcMy+bIDqKPsw/70tVyeHW787goQjhmqaZe10uwLujubK9q9Lg6Fiho1KUKDYz0Z7k7g5/g==
 
 type-fest@^0.16.0:
   version "0.16.0"
-  resolved "https://registry.yarnpkg.com/type-fest/-/type-fest-0.16.0.tgz#3240b891a78b0deae910dbeb86553e552a148860"
+  resolved "https://registry.npmjs.org/type-fest/-/type-fest-0.16.0.tgz"
   integrity sha512-eaBzG6MxNzEn9kiwvtre90cXaNLkmadMWa1zQMs3XORCXNbsH/OewwbxC5ia9dCxIxnTAsSxXJaa/p5y8DlvJg==
 
 type-fest@^0.20.2:
   version "0.20.2"
-  resolved "https://registry.yarnpkg.com/type-fest/-/type-fest-0.20.2.tgz#1bf207f4b28f91583666cb5fbd327887301cd5f4"
+  resolved "https://registry.npmjs.org/type-fest/-/type-fest-0.20.2.tgz"
   integrity sha512-Ne+eE4r0/iWnpAxD852z3A+N0Bt5RN//NjJwRd2VFHEmrywxf5vsZlh4R6lixl6B+wz/8d+maTSAkN1FIkI3LQ==
 
 type-fest@^0.21.3:
   version "0.21.3"
-  resolved "https://registry.yarnpkg.com/type-fest/-/type-fest-0.21.3.tgz#d260a24b0198436e133fa26a524a6d65fa3b2e37"
+  resolved "https://registry.npmjs.org/type-fest/-/type-fest-0.21.3.tgz"
   integrity sha512-t0rzBq87m3fVcduHDUFhKmyyX+9eo6WQjZvf51Ea/M0Q7+T374Jp1aUiyUl0GKxp8M/OETVHSDvmkyPgvX+X2w==
 
 type-fest@^4.26.1:
   version "4.41.0"
-  resolved "https://registry.yarnpkg.com/type-fest/-/type-fest-4.41.0.tgz#6ae1c8e5731273c2bf1f58ad39cbae2c91a46c58"
+  resolved "https://registry.npmjs.org/type-fest/-/type-fest-4.41.0.tgz"
   integrity sha512-TeTSQ6H5YHvpqVwBRcnLDCBnDOHWYu7IvGbHT6N8AOymcr9PJGjc1GTtiWZTYg0NCgYwvnYWEkVChQAr9bjfwA==
 
 type-is@~1.6.18:
   version "1.6.18"
-  resolved "https://registry.yarnpkg.com/type-is/-/type-is-1.6.18.tgz#4e552cd05df09467dcbc4ef739de89f2cf37c131"
+  resolved "https://registry.npmjs.org/type-is/-/type-is-1.6.18.tgz"
   integrity sha512-TkRKr9sUTxEH8MdfuCSP7VizJyzRNMjj2J2do2Jr3Kym598JVdEksuzPQCnlFPW4ky9Q+iA+ma9BGm06XQBy8g==
   dependencies:
     media-typer "0.3.0"
@@ -10927,7 +10896,7 @@ type-is@~1.6.18:
 
 typed-array-buffer@^1.0.3:
   version "1.0.3"
-  resolved "https://registry.yarnpkg.com/typed-array-buffer/-/typed-array-buffer-1.0.3.tgz#a72395450a4869ec033fd549371b47af3a2ee536"
+  resolved "https://registry.npmjs.org/typed-array-buffer/-/typed-array-buffer-1.0.3.tgz"
   integrity sha512-nAYYwfY3qnzX30IkA6AQZjVbtK6duGontcQm1WSG1MD94YLqK0515GNApXkoxKOWMusVssAHWLh9SeaoefYFGw==
   dependencies:
     call-bound "^1.0.3"
@@ -10936,7 +10905,7 @@ typed-array-buffer@^1.0.3:
 
 typed-array-byte-length@^1.0.3:
   version "1.0.3"
-  resolved "https://registry.yarnpkg.com/typed-array-byte-length/-/typed-array-byte-length-1.0.3.tgz#8407a04f7d78684f3d252aa1a143d2b77b4160ce"
+  resolved "https://registry.npmjs.org/typed-array-byte-length/-/typed-array-byte-length-1.0.3.tgz"
   integrity sha512-BaXgOuIxz8n8pIq3e7Atg/7s+DpiYrxn4vdot3w9KbnBhcRQq6o3xemQdIfynqSeXeDrF32x+WvfzmOjPiY9lg==
   dependencies:
     call-bind "^1.0.8"
@@ -10947,7 +10916,7 @@ typed-array-byte-length@^1.0.3:
 
 typed-array-byte-offset@^1.0.4:
   version "1.0.4"
-  resolved "https://registry.yarnpkg.com/typed-array-byte-offset/-/typed-array-byte-offset-1.0.4.tgz#ae3698b8ec91a8ab945016108aef00d5bff12355"
+  resolved "https://registry.npmjs.org/typed-array-byte-offset/-/typed-array-byte-offset-1.0.4.tgz"
   integrity sha512-bTlAFB/FBYMcuX81gbL4OcpH5PmlFHqlCCpAl8AlEzMz5k53oNDvN8p1PNOWLEmI2x4orp3raOFB51tv9X+MFQ==
   dependencies:
     available-typed-arrays "^1.0.7"
@@ -10960,7 +10929,7 @@ typed-array-byte-offset@^1.0.4:
 
 typed-array-length@^1.0.7:
   version "1.0.7"
-  resolved "https://registry.yarnpkg.com/typed-array-length/-/typed-array-length-1.0.7.tgz#ee4deff984b64be1e118b0de8c9c877d5ce73d3d"
+  resolved "https://registry.npmjs.org/typed-array-length/-/typed-array-length-1.0.7.tgz"
   integrity sha512-3KS2b+kL7fsuk/eJZ7EQdnEmQoaho/r6KUef7hxvltNA5DR8NAUM+8wJMbJyZ4G9/7i3v5zPBIMN5aybAh2/Jg==
   dependencies:
     call-bind "^1.0.7"
@@ -10972,29 +10941,29 @@ typed-array-length@^1.0.7:
 
 typedarray-to-buffer@^3.1.5:
   version "3.1.5"
-  resolved "https://registry.yarnpkg.com/typedarray-to-buffer/-/typedarray-to-buffer-3.1.5.tgz#a97ee7a9ff42691b9f783ff1bc5112fe3fca9080"
+  resolved "https://registry.npmjs.org/typedarray-to-buffer/-/typedarray-to-buffer-3.1.5.tgz"
   integrity sha512-zdu8XMNEDepKKR+XYOXAVPtWui0ly0NtohUscw+UmaHiAWT8hrV1rr//H6V+0DvJ3OQ19S979M0laLfX8rm82Q==
   dependencies:
     is-typedarray "^1.0.0"
 
 typescript@~5.7.2:
   version "5.7.3"
-  resolved "https://registry.yarnpkg.com/typescript/-/typescript-5.7.3.tgz#919b44a7dbb8583a9b856d162be24a54bf80073e"
+  resolved "https://registry.npmjs.org/typescript/-/typescript-5.7.3.tgz"
   integrity sha512-84MVSjMEHP+FQRPy3pX9sTVV/INIex71s9TL2Gm5FG/WG1SqXeKyZ0k7/blY/4FdOzI12CBy1vGc4og/eus0fw==
 
 uc.micro@^2.0.0, uc.micro@^2.1.0:
   version "2.1.0"
-  resolved "https://registry.yarnpkg.com/uc.micro/-/uc.micro-2.1.0.tgz#f8d3f7d0ec4c3dea35a7e3c8efa4cb8b45c9e7ee"
+  resolved "https://registry.npmjs.org/uc.micro/-/uc.micro-2.1.0.tgz"
   integrity sha512-ARDJmphmdvUk6Glw7y9DQ2bFkKBHwQHLi2lsaH6PPmz/Ka9sFOBsBluozhDltWmnv9u/cF6Rt87znRTPV+yp/A==
 
 uglify-js@^3.7.7:
   version "3.19.3"
-  resolved "https://registry.yarnpkg.com/uglify-js/-/uglify-js-3.19.3.tgz#82315e9bbc6f2b25888858acd1fff8441035b77f"
+  resolved "https://registry.npmjs.org/uglify-js/-/uglify-js-3.19.3.tgz"
   integrity sha512-v3Xu+yuwBXisp6QYTcH4UbH+xYJXqnq2m/LtQVWKWzYc1iehYnLixoQDN9FH6/j9/oybfd6W9Ghwkl8+UMKTKQ==
 
 unbox-primitive@^1.1.0:
   version "1.1.0"
-  resolved "https://registry.yarnpkg.com/unbox-primitive/-/unbox-primitive-1.1.0.tgz#8d9d2c9edeea8460c7f35033a88867944934d1e2"
+  resolved "https://registry.npmjs.org/unbox-primitive/-/unbox-primitive-1.1.0.tgz"
   integrity sha512-nWJ91DjeOkej/TA8pXQ3myruKpKEYgqvpw9lz4OPHj/NWFNluYrjbz9j01CJ8yKQd2g4jFoOkINCTW2I5LEEyw==
   dependencies:
     call-bound "^1.0.3"
@@ -11004,27 +10973,22 @@ unbox-primitive@^1.1.0:
 
 underscore@1.12.1:
   version "1.12.1"
-  resolved "https://registry.yarnpkg.com/underscore/-/underscore-1.12.1.tgz#7bb8cc9b3d397e201cf8553336d262544ead829e"
+  resolved "https://registry.npmjs.org/underscore/-/underscore-1.12.1.tgz"
   integrity sha512-hEQt0+ZLDVUMhebKxL4x1BTtDY7bavVofhZ9KZ4aI26X9SRaE+Y3m83XUL1UP2jn8ynjndwCCpEHdUG+9pP1Tw==
 
 underscore@~1.13.2:
   version "1.13.7"
-  resolved "https://registry.yarnpkg.com/underscore/-/underscore-1.13.7.tgz#970e33963af9a7dda228f17ebe8399e5fbe63a10"
+  resolved "https://registry.npmjs.org/underscore/-/underscore-1.13.7.tgz"
   integrity sha512-GMXzWtsc57XAtguZgaQViUOzs0KTkk8ojr3/xAxXLITqf/3EMwxC0inyETfDFjH/Krbhuep0HNbbjI9i/q3F3g==
 
 undici-types@~6.21.0:
   version "6.21.0"
-  resolved "https://registry.yarnpkg.com/undici-types/-/undici-types-6.21.0.tgz#691d00af3909be93a7faa13be61b3a5b50ef12cb"
+  resolved "https://registry.npmjs.org/undici-types/-/undici-types-6.21.0.tgz"
   integrity sha512-iwDZqg0QAGrg9Rav5H4n0M64c3mkR59cJ6wQp+7C4nI0gsmExaedaYLNO44eT4AtBBwjbTiGPMlt2Md0T9H9JQ==
 
-undici-types@~7.16.0:
-  version "7.16.0"
-  resolved "https://registry.yarnpkg.com/undici-types/-/undici-types-7.16.0.tgz#ffccdff36aea4884cbfce9a750a0580224f58a46"
-  integrity sha512-Zz+aZWSj8LE6zoxD+xrjh4VfkIG8Ya6LvYkZqtUQGJPZjYl53ypCaUwWqo7eI0x66KBGeRo+mlBEkMSeSZ38Nw==
-
 unherit@^1.0.4:
   version "1.1.3"
-  resolved "https://registry.yarnpkg.com/unherit/-/unherit-1.1.3.tgz#6c9b503f2b41b262330c80e91c8614abdaa69c22"
+  resolved "https://registry.npmjs.org/unherit/-/unherit-1.1.3.tgz"
   integrity sha512-Ft16BJcnapDKp0+J/rqFC3Rrk6Y/Ng4nzsC028k2jdDII/rdZ7Wd3pPT/6+vIIxRagwRc9K0IUX0Ra4fKvw+WQ==
   dependencies:
     inherits "^2.0.0"
@@ -11032,12 +10996,12 @@ unherit@^1.0.4:
 
 unicode-canonical-property-names-ecmascript@^2.0.0:
   version "2.0.1"
-  resolved "https://registry.yarnpkg.com/unicode-canonical-property-names-ecmascript/-/unicode-canonical-property-names-ecmascript-2.0.1.tgz#cb3173fe47ca743e228216e4a3ddc4c84d628cc2"
+  resolved "https://registry.npmjs.org/unicode-canonical-property-names-ecmascript/-/unicode-canonical-property-names-ecmascript-2.0.1.tgz"
   integrity sha512-dA8WbNeb2a6oQzAQ55YlT5vQAWGV9WXOsi3SskE3bcCdM0P4SDd+24zS/OCacdRq5BkdsRj9q3Pg6YyQoxIGqg==
 
 unicode-match-property-ecmascript@^2.0.0:
   version "2.0.0"
-  resolved "https://registry.yarnpkg.com/unicode-match-property-ecmascript/-/unicode-match-property-ecmascript-2.0.0.tgz#54fd16e0ecb167cf04cf1f756bdcc92eba7976c3"
+  resolved "https://registry.npmjs.org/unicode-match-property-ecmascript/-/unicode-match-property-ecmascript-2.0.0.tgz"
   integrity sha512-5kaZCrbp5mmbz5ulBkDkbY0SsPOjKqVS35VpL9ulMPfSl0J0Xsm+9Evphv9CoIZFwre7aJoa94AY6seMKGVN5Q==
   dependencies:
     unicode-canonical-property-names-ecmascript "^2.0.0"
@@ -11045,17 +11009,17 @@ unicode-match-property-ecmascript@^2.0.0:
 
 unicode-match-property-value-ecmascript@^2.2.1:
   version "2.2.1"
-  resolved "https://registry.yarnpkg.com/unicode-match-property-value-ecmascript/-/unicode-match-property-value-ecmascript-2.2.1.tgz#65a7adfad8574c219890e219285ce4c64ed67eaa"
+  resolved "https://registry.npmjs.org/unicode-match-property-value-ecmascript/-/unicode-match-property-value-ecmascript-2.2.1.tgz"
   integrity sha512-JQ84qTuMg4nVkx8ga4A16a1epI9H6uTXAknqxkGF/aFfRLw1xC/Bp24HNLaZhHSkWd3+84t8iXnp1J0kYcZHhg==
 
 unicode-property-aliases-ecmascript@^2.0.0:
   version "2.2.0"
-  resolved "https://registry.yarnpkg.com/unicode-property-aliases-ecmascript/-/unicode-property-aliases-ecmascript-2.2.0.tgz#301d4f8a43d2b75c97adfad87c9dd5350c9475d1"
+  resolved "https://registry.npmjs.org/unicode-property-aliases-ecmascript/-/unicode-property-aliases-ecmascript-2.2.0.tgz"
   integrity sha512-hpbDzxUY9BFwX+UeBnxv3Sh1q7HFxj48DTmXchNgRa46lO8uj3/1iEn3MiNUYTg1g9ctIqXCCERn8gYZhHC5lQ==
 
 unified@^9.2.2:
   version "9.2.2"
-  resolved "https://registry.yarnpkg.com/unified/-/unified-9.2.2.tgz#67649a1abfc3ab85d2969502902775eb03146975"
+  resolved "https://registry.npmjs.org/unified/-/unified-9.2.2.tgz"
   integrity sha512-Sg7j110mtefBD+qunSLO1lqOEKdrwBFBrR6Qd8f4uwkhWNlbkaqwHse6e7QvD3AP/MNoJdEDLaf8OxYyoWgorQ==
   dependencies:
     bail "^1.0.0"
@@ -11067,60 +11031,60 @@ unified@^9.2.2:
 
 unique-string@^2.0.0:
   version "2.0.0"
-  resolved "https://registry.yarnpkg.com/unique-string/-/unique-string-2.0.0.tgz#39c6451f81afb2749de2b233e3f7c5e8843bd89d"
+  resolved "https://registry.npmjs.org/unique-string/-/unique-string-2.0.0.tgz"
   integrity sha512-uNaeirEPvpZWSgzwsPGtU2zVSTrn/8L5q/IexZmH0eH6SA73CmAA5U4GwORTxQAZs95TAXLNqeLoPPNO5gZfWg==
   dependencies:
     crypto-random-string "^2.0.0"
 
 unist-builder@^2.0.0:
   version "2.0.3"
-  resolved "https://registry.yarnpkg.com/unist-builder/-/unist-builder-2.0.3.tgz#77648711b5d86af0942f334397a33c5e91516436"
+  resolved "https://registry.npmjs.org/unist-builder/-/unist-builder-2.0.3.tgz"
   integrity sha512-f98yt5pnlMWlzP539tPc4grGMsFaQQlP/vM396b00jngsiINumNmsY8rkXjfoi1c6QaM8nQ3vaGDuoKWbe/1Uw==
 
 unist-util-generated@^1.0.0:
   version "1.1.6"
-  resolved "https://registry.yarnpkg.com/unist-util-generated/-/unist-util-generated-1.1.6.tgz#5ab51f689e2992a472beb1b35f2ce7ff2f324d4b"
+  resolved "https://registry.npmjs.org/unist-util-generated/-/unist-util-generated-1.1.6.tgz"
   integrity sha512-cln2Mm1/CZzN5ttGK7vkoGw+RZ8VcUH6BtGbq98DDtRGquAAOXig1mrBQYelOwMXYS8rK+vZDyyojSjp7JX+Lg==
 
 unist-util-is@^3.0.0:
   version "3.0.0"
-  resolved "https://registry.yarnpkg.com/unist-util-is/-/unist-util-is-3.0.0.tgz#d9e84381c2468e82629e4a5be9d7d05a2dd324cd"
+  resolved "https://registry.npmjs.org/unist-util-is/-/unist-util-is-3.0.0.tgz"
   integrity sha512-sVZZX3+kspVNmLWBPAB6r+7D9ZgAFPNWm66f7YNb420RlQSbn+n8rG8dGZSkrER7ZIXGQYNm5pqC3v3HopH24A==
 
 unist-util-is@^4.0.0:
   version "4.1.0"
-  resolved "https://registry.yarnpkg.com/unist-util-is/-/unist-util-is-4.1.0.tgz#976e5f462a7a5de73d94b706bac1b90671b57797"
+  resolved "https://registry.npmjs.org/unist-util-is/-/unist-util-is-4.1.0.tgz"
   integrity sha512-ZOQSsnce92GrxSqlnEEseX0gi7GH9zTJZ0p9dtu87WRb/37mMPO2Ilx1s/t9vBHrFhbgweUwb+t7cIn5dxPhZg==
 
 unist-util-position@^3.0.0:
   version "3.1.0"
-  resolved "https://registry.yarnpkg.com/unist-util-position/-/unist-util-position-3.1.0.tgz#1c42ee6301f8d52f47d14f62bbdb796571fa2d47"
+  resolved "https://registry.npmjs.org/unist-util-position/-/unist-util-position-3.1.0.tgz"
   integrity sha512-w+PkwCbYSFw8vpgWD0v7zRCl1FpY3fjDSQ3/N/wNd9Ffa4gPi8+4keqt99N3XW6F99t/mUzp2xAhNmfKWp95QA==
 
 unist-util-remove-position@^2.0.0:
   version "2.0.1"
-  resolved "https://registry.yarnpkg.com/unist-util-remove-position/-/unist-util-remove-position-2.0.1.tgz#5d19ca79fdba712301999b2b73553ca8f3b352cc"
+  resolved "https://registry.npmjs.org/unist-util-remove-position/-/unist-util-remove-position-2.0.1.tgz"
   integrity sha512-fDZsLYIe2uT+oGFnuZmy73K6ZxOPG/Qcm+w7jbEjaFcJgbQ6cqjs/eSPzXhsmGpAsWPkqZM9pYjww5QTn3LHMA==
   dependencies:
     unist-util-visit "^2.0.0"
 
 unist-util-stringify-position@^2.0.0:
   version "2.0.3"
-  resolved "https://registry.yarnpkg.com/unist-util-stringify-position/-/unist-util-stringify-position-2.0.3.tgz#cce3bfa1cdf85ba7375d1d5b17bdc4cada9bd9da"
+  resolved "https://registry.npmjs.org/unist-util-stringify-position/-/unist-util-stringify-position-2.0.3.tgz"
   integrity sha512-3faScn5I+hy9VleOq/qNbAd6pAx7iH5jYBMS9I1HgQVijz/4mv5Bvw5iw1sC/90CODiKo81G/ps8AJrISn687g==
   dependencies:
     "@types/unist" "^2.0.2"
 
 unist-util-visit-parents@^2.0.0:
   version "2.1.2"
-  resolved "https://registry.yarnpkg.com/unist-util-visit-parents/-/unist-util-visit-parents-2.1.2.tgz#25e43e55312166f3348cae6743588781d112c1e9"
+  resolved "https://registry.npmjs.org/unist-util-visit-parents/-/unist-util-visit-parents-2.1.2.tgz"
   integrity sha512-DyN5vD4NE3aSeB+PXYNKxzGsfocxp6asDc2XXE3b0ekO2BaRUpBicbbUygfSvYfUz1IkmjFR1YF7dPklraMZ2g==
   dependencies:
     unist-util-is "^3.0.0"
 
 unist-util-visit-parents@^3.0.0:
   version "3.1.1"
-  resolved "https://registry.yarnpkg.com/unist-util-visit-parents/-/unist-util-visit-parents-3.1.1.tgz#65a6ce698f78a6b0f56aa0e88f13801886cdaef6"
+  resolved "https://registry.npmjs.org/unist-util-visit-parents/-/unist-util-visit-parents-3.1.1.tgz"
   integrity sha512-1KROIZWo6bcMrZEwiH2UrXDyalAa0uqzWCxCJj6lPOvTve2WkfgCytoDTPaMnodXh1WrXOq0haVYHj99ynJlsg==
   dependencies:
     "@types/unist" "^2.0.0"
@@ -11128,14 +11092,14 @@ unist-util-visit-parents@^3.0.0:
 
 unist-util-visit@^1.4.1:
   version "1.4.1"
-  resolved "https://registry.yarnpkg.com/unist-util-visit/-/unist-util-visit-1.4.1.tgz#4724aaa8486e6ee6e26d7ff3c8685960d560b1e3"
+  resolved "https://registry.npmjs.org/unist-util-visit/-/unist-util-visit-1.4.1.tgz"
   integrity sha512-AvGNk7Bb//EmJZyhtRUnNMEpId/AZ5Ph/KUpTI09WHQuDZHKovQ1oEv3mfmKpWKtoMzyMC4GLBm1Zy5k12fjIw==
   dependencies:
     unist-util-visit-parents "^2.0.0"
 
 unist-util-visit@^2.0.0, unist-util-visit@^2.0.3:
   version "2.0.3"
-  resolved "https://registry.yarnpkg.com/unist-util-visit/-/unist-util-visit-2.0.3.tgz#c3703893146df47203bb8a9795af47d7b971208c"
+  resolved "https://registry.npmjs.org/unist-util-visit/-/unist-util-visit-2.0.3.tgz"
   integrity sha512-iJ4/RczbJMkD0712mGktuGpm/U4By4FfDonL7N/9tATGIF4imikjOuagyMY53tnZq3NP6BcmlrHhEKAfGWjh7Q==
   dependencies:
     "@types/unist" "^2.0.0"
@@ -11144,22 +11108,22 @@ unist-util-visit@^2.0.0, unist-util-visit@^2.0.3:
 
 universalify@^0.1.0:
   version "0.1.2"
-  resolved "https://registry.yarnpkg.com/universalify/-/universalify-0.1.2.tgz#b646f69be3942dabcecc9d6639c80dc105efaa66"
+  resolved "https://registry.npmjs.org/universalify/-/universalify-0.1.2.tgz"
   integrity sha512-rBJeI5CXAlmy1pV+617WB9J63U6XcazHHF2f2dbJix4XzpUF0RS3Zbj0FGIOCAva5P/d/GBOYaACQ1w+0azUkg==
 
 universalify@^0.2.0:
   version "0.2.0"
-  resolved "https://registry.yarnpkg.com/universalify/-/universalify-0.2.0.tgz#6451760566fa857534745ab1dde952d1b1761be0"
+  resolved "https://registry.npmjs.org/universalify/-/universalify-0.2.0.tgz"
   integrity sha512-CJ1QgKmNg3CwvAv/kOFmtnEN05f0D/cn9QntgNOQlQF9dgvVTHj3t+8JPdjqawCHk7V/KA+fbUqzZ9XWhcqPUg==
 
 universalify@^2.0.0:
   version "2.0.1"
-  resolved "https://registry.yarnpkg.com/universalify/-/universalify-2.0.1.tgz#168efc2180964e6386d061e094df61afe239b18d"
+  resolved "https://registry.npmjs.org/universalify/-/universalify-2.0.1.tgz"
   integrity sha512-gptHNQghINnc/vTGIk0SOFGFNXw7JVrlRUtConJRlvaw6DuX0wO5Jeko9sWrMBhh+PsYAZ7oXAiOnf/UKogyiw==
 
 unload@2.2.0:
   version "2.2.0"
-  resolved "https://registry.yarnpkg.com/unload/-/unload-2.2.0.tgz#ccc88fdcad345faa06a92039ec0f80b488880ef7"
+  resolved "https://registry.npmjs.org/unload/-/unload-2.2.0.tgz"
   integrity sha512-B60uB5TNBLtN6/LsgAf3udH9saB5p7gqJwcFfbOEZ8BcBHnGwCf6G/TGiEqkRAxX7zAFIUtzdrXQSdL3Q/wqNA==
   dependencies:
     "@babel/runtime" "^7.6.2"
@@ -11167,22 +11131,22 @@ unload@2.2.0:
 
 unpipe@1.0.0, unpipe@~1.0.0:
   version "1.0.0"
-  resolved "https://registry.yarnpkg.com/unpipe/-/unpipe-1.0.0.tgz#b2bf4ee8514aae6165b4817829d21b2ef49904ec"
+  resolved "https://registry.npmjs.org/unpipe/-/unpipe-1.0.0.tgz"
   integrity sha512-pjy2bYhSsufwWlKwPc+l3cN7+wuJlK6uz0YdJEOlQDbl6jo/YlPi4mb8agUkVC8BF7V8NuzeyPNqRksA3hztKQ==
 
 until-async@^3.0.2:
   version "3.0.2"
-  resolved "https://registry.yarnpkg.com/until-async/-/until-async-3.0.2.tgz#447f1531fdd7bb2b4c7a98869bdb1a4c2a23865f"
+  resolved "https://registry.npmjs.org/until-async/-/until-async-3.0.2.tgz"
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 upath@^1.2.0:
   version "1.2.0"
-  resolved "https://registry.yarnpkg.com/upath/-/upath-1.2.0.tgz#8f66dbcd55a883acdae4408af8b035a5044c1894"
+  resolved "https://registry.npmjs.org/upath/-/upath-1.2.0.tgz"
   integrity sha512-aZwGpamFO61g3OlfT7OQCHqhGnW43ieH9WZeP7QxN/G/jS4jfqUkZxoryvJgVPEcrl5NL/ggHsSmLMHuH64Lhg==
 
 update-browserslist-db@^1.1.4:
   version "1.1.4"
-  resolved "https://registry.yarnpkg.com/update-browserslist-db/-/update-browserslist-db-1.1.4.tgz#7802aa2ae91477f255b86e0e46dbc787a206ad4a"
+  resolved "https://registry.npmjs.org/update-browserslist-db/-/update-browserslist-db-1.1.4.tgz"
   integrity sha512-q0SPT4xyU84saUX+tomz1WLkxUbuaJnR1xWt17M7fJtEJigJeWUNGUqrauFXsHnqev9y9JTRGwk13tFBuKby4A==
   dependencies:
     escalade "^3.2.0"
@@ -11190,14 +11154,14 @@ update-browserslist-db@^1.1.4:
 
 uri-js@^4.2.2:
   version "4.4.1"
-  resolved "https://registry.yarnpkg.com/uri-js/-/uri-js-4.4.1.tgz#9b1a52595225859e55f669d928f88c6c57f2a77e"
+  resolved "https://registry.npmjs.org/uri-js/-/uri-js-4.4.1.tgz"
   integrity sha512-7rKUyy33Q1yc98pQ1DAmLtwX109F7TIfWlW1Ydo8Wl1ii1SeHieeh0HHfPeL2fMXK6z0s8ecKs9frCuLJvndBg==
   dependencies:
     punycode "^2.1.0"
 
 url-parse@^1.5.10, url-parse@^1.5.3:
   version "1.5.10"
-  resolved "https://registry.yarnpkg.com/url-parse/-/url-parse-1.5.10.tgz#9d3c2f736c1d75dd3bd2be507dcc111f1e2ea9c1"
+  resolved "https://registry.npmjs.org/url-parse/-/url-parse-1.5.10.tgz"
   integrity sha512-WypcfiRhfeUP9vvF0j6rw0J3hrWrw6iZv3+22h6iRMJ/8z1Tj6XfLP4DsUix5MhMPnXpiHDoKyoZ/bdCkwBCiQ==
   dependencies:
     querystringify "^2.1.1"
@@ -11205,26 +11169,26 @@ url-parse@^1.5.10, url-parse@^1.5.3:
 
 use-callback-ref@^1.3.3:
   version "1.3.3"
-  resolved "https://registry.yarnpkg.com/use-callback-ref/-/use-callback-ref-1.3.3.tgz#98d9fab067075841c5b2c6852090d5d0feabe2bf"
+  resolved "https://registry.npmjs.org/use-callback-ref/-/use-callback-ref-1.3.3.tgz"
   integrity sha512-jQL3lRnocaFtu3V00JToYz/4QkNWswxijDaCVNZRiRTO3HQDLsdu1ZtmIUvV4yPp+rvWm5j0y0TG/S61cuijTg==
   dependencies:
     tslib "^2.0.0"
 
 use-memo-one@^1.1.3:
   version "1.1.3"
-  resolved "https://registry.yarnpkg.com/use-memo-one/-/use-memo-one-1.1.3.tgz#2fd2e43a2169eabc7496960ace8c79efef975e99"
+  resolved "https://registry.npmjs.org/use-memo-one/-/use-memo-one-1.1.3.tgz"
   integrity sha512-g66/K7ZQGYrI6dy8GLpVcMsBp4s17xNkYJVSMvTEevGy3nDxHOfE6z8BVE22+5G5x7t3+bhzrlTDB7ObrEE0cQ==
 
 use-query-params@^2.2.1:
   version "2.2.1"
-  resolved "https://registry.yarnpkg.com/use-query-params/-/use-query-params-2.2.1.tgz#c558ab70706f319112fbccabf6867b9f904e947d"
+  resolved "https://registry.npmjs.org/use-query-params/-/use-query-params-2.2.1.tgz"
   integrity sha512-i6alcyLB8w9i3ZK3caNftdb+UnbfBRNPDnc89CNQWkGRmDrm/gfydHvMBfVsQJRq3NoHOM2dt/ceBWG2397v1Q==
   dependencies:
     serialize-query-params "^2.0.2"
 
 use-sidecar@^1.1.3:
   version "1.1.3"
-  resolved "https://registry.yarnpkg.com/use-sidecar/-/use-sidecar-1.1.3.tgz#10e7fd897d130b896e2c546c63a5e8233d00efdb"
+  resolved "https://registry.npmjs.org/use-sidecar/-/use-sidecar-1.1.3.tgz"
   integrity sha512-Fedw0aZvkhynoPYlA5WXrMCAMm+nSWdZt6lzJQ7Ok8S6Q+VsHmHpRWndVRJ8Be0ZbkfPc5LRYH+5XrzXcEeLRQ==
   dependencies:
     detect-node-es "^1.1.0"
@@ -11232,32 +11196,32 @@ use-sidecar@^1.1.3:
 
 use-sync-external-store@^1.0.0, use-sync-external-store@^1.2.2:
   version "1.6.0"
-  resolved "https://registry.yarnpkg.com/use-sync-external-store/-/use-sync-external-store-1.6.0.tgz#b174bfa65cb2b526732d9f2ac0a408027876f32d"
+  resolved "https://registry.npmjs.org/use-sync-external-store/-/use-sync-external-store-1.6.0.tgz"
   integrity sha512-Pp6GSwGP/NrPIrxVFAIkOQeyw8lFenOHijQWkUTrDvrF4ALqylP2C/KCkeS9dpUM3KvYRQhna5vt7IL95+ZQ9w==
 
 util-deprecate@^1.0.1, util-deprecate@^1.0.2, util-deprecate@~1.0.1:
   version "1.0.2"
-  resolved "https://registry.yarnpkg.com/util-deprecate/-/util-deprecate-1.0.2.tgz#450d4dc9fa70de732762fbd2d4a28981419a0ccf"
+  resolved "https://registry.npmjs.org/util-deprecate/-/util-deprecate-1.0.2.tgz"
   integrity sha512-EPD5q1uXyFxJpCrLnCc1nHnq3gOa6DZBocAIiI2TaSCA7VCJ1UJDMagCzIkXNsUYfD1daK//LTEQ8xiIbrHtcw==
 
 utila@~0.4:
   version "0.4.0"
-  resolved "https://registry.yarnpkg.com/utila/-/utila-0.4.0.tgz#8a16a05d445657a3aea5eecc5b12a4fa5379772c"
+  resolved "https://registry.npmjs.org/utila/-/utila-0.4.0.tgz"
   integrity sha512-Z0DbgELS9/L/75wZbro8xAnT50pBVFQZ+hUEueGDU5FN51YSCYM+jdxsfCiHjwNP/4LCDD0i/graKpeBnOXKRA==
 
 utils-merge@1.0.1:
   version "1.0.1"
-  resolved "https://registry.yarnpkg.com/utils-merge/-/utils-merge-1.0.1.tgz#9f95710f50a267947b2ccc124741c1028427e713"
+  resolved "https://registry.npmjs.org/utils-merge/-/utils-merge-1.0.1.tgz"
   integrity sha512-pMZTvIkT1d+TFGvDOqodOclx0QWkkgi6Tdoa8gC8ffGAAqz9pzPTZWAybbsHHoED/ztMtkv/VoYTYyShUn81hA==
 
 uuid@^8.3.0, uuid@^8.3.2:
   version "8.3.2"
-  resolved "https://registry.yarnpkg.com/uuid/-/uuid-8.3.2.tgz#80d5b5ced271bb9af6c445f21a1a04c606cefbe2"
+  resolved "https://registry.npmjs.org/uuid/-/uuid-8.3.2.tgz"
   integrity sha512-+NYs2QeMWy+GWFOEm9xnn6HCDp0l7QBD7ml8zLUmJ+93Q5NF0NocErnwkTkXVFNiX3/fpC6afS8Dhb/gz7R7eg==
 
 v8-to-istanbul@^9.0.1:
   version "9.3.0"
-  resolved "https://registry.yarnpkg.com/v8-to-istanbul/-/v8-to-istanbul-9.3.0.tgz#b9572abfa62bd556c16d75fdebc1a411d5ff3175"
+  resolved "https://registry.npmjs.org/v8-to-istanbul/-/v8-to-istanbul-9.3.0.tgz"
   integrity sha512-kiGUalWN+rgBJ/1OHZsBtU4rXZOfj/7rKQxULKlIzwzQSvMJUUNgPwJEEh7gU6xEVxC0ahoOBvN2YI8GH6FNgA==
   dependencies:
     "@jridgewell/trace-mapping" "^0.3.12"
@@ -11266,17 +11230,17 @@ v8-to-istanbul@^9.0.1:
 
 vary@~1.1.2:
   version "1.1.2"
-  resolved "https://registry.yarnpkg.com/vary/-/vary-1.1.2.tgz#2299f02c6ded30d4a5961b0b9f74524a18f634fc"
+  resolved "https://registry.npmjs.org/vary/-/vary-1.1.2.tgz"
   integrity sha512-BNGbWLfd0eUPabhkXUVm0j8uuvREyTh5ovRa/dyow/BqAbZJyC+5fU+IzQOzmAKzYqYRAISoRhdQr3eIZ/PXqg==
 
 vfile-location@^3.0.0, vfile-location@^3.2.0:
   version "3.2.0"
-  resolved "https://registry.yarnpkg.com/vfile-location/-/vfile-location-3.2.0.tgz#d8e41fbcbd406063669ebf6c33d56ae8721d0f3c"
+  resolved "https://registry.npmjs.org/vfile-location/-/vfile-location-3.2.0.tgz"
   integrity sha512-aLEIZKv/oxuCDZ8lkJGhuhztf/BW4M+iHdCwglA/eWc+vtuRFJj8EtgceYFX4LRjOhCAAiNHsKGssC6onJ+jbA==
 
 vfile-message@^2.0.0:
   version "2.0.4"
-  resolved "https://registry.yarnpkg.com/vfile-message/-/vfile-message-2.0.4.tgz#5b43b88171d409eae58477d13f23dd41d52c371a"
+  resolved "https://registry.npmjs.org/vfile-message/-/vfile-message-2.0.4.tgz"
   integrity sha512-DjssxRGkMvifUOJre00juHoP9DPWuzjxKuMDrhNbk2TdaYYBNMStsNhEOt3idrtI12VQYM/1+iM0KOzXi4pxwQ==
   dependencies:
     "@types/unist" "^2.0.0"
@@ -11284,7 +11248,7 @@ vfile-message@^2.0.0:
 
 vfile@^4.0.0, vfile@^4.2.1:
   version "4.2.1"
-  resolved "https://registry.yarnpkg.com/vfile/-/vfile-4.2.1.tgz#03f1dce28fc625c625bc6514350fbdb00fa9e624"
+  resolved "https://registry.npmjs.org/vfile/-/vfile-4.2.1.tgz"
   integrity sha512-O6AE4OskCG5S1emQ/4gl8zK586RqA3srz3nfK/Viy0UPToBc5Trp9BVFb1u0CjsKrAWwnpr4ifM/KBXPWwJbCA==
   dependencies:
     "@types/unist" "^2.0.0"
@@ -11294,21 +11258,21 @@ vfile@^4.0.0, vfile@^4.2.1:
 
 w3c-xmlserializer@^4.0.0:
   version "4.0.0"
-  resolved "https://registry.yarnpkg.com/w3c-xmlserializer/-/w3c-xmlserializer-4.0.0.tgz#aebdc84920d806222936e3cdce408e32488a3073"
+  resolved "https://registry.npmjs.org/w3c-xmlserializer/-/w3c-xmlserializer-4.0.0.tgz"
   integrity sha512-d+BFHzbiCx6zGfz0HyQ6Rg69w9k19nviJspaj4yNscGjrHu94sVP+aRm75yEbCh+r2/yR+7q6hux9LVtbuTGBw==
   dependencies:
     xml-name-validator "^4.0.0"
 
 walker@^1.0.7, walker@^1.0.8:
   version "1.0.8"
-  resolved "https://registry.yarnpkg.com/walker/-/walker-1.0.8.tgz#bd498db477afe573dc04185f011d3ab8a8d7653f"
+  resolved "https://registry.npmjs.org/walker/-/walker-1.0.8.tgz"
   integrity sha512-ts/8E8l5b7kY0vlWLewOkDXMmPdLcVV4GmOQLyxuSswIJsweeFZtAsMF7k1Nszz+TYBQrlYRmzOnr398y1JemQ==
   dependencies:
     makeerror "1.0.12"
 
 watchpack@^2.4.4:
   version "2.4.4"
-  resolved "https://registry.yarnpkg.com/watchpack/-/watchpack-2.4.4.tgz#473bda72f0850453da6425081ea46fc0d7602947"
+  resolved "https://registry.npmjs.org/watchpack/-/watchpack-2.4.4.tgz"
   integrity sha512-c5EGNOiyxxV5qmTtAB7rbiXxi1ooX1pQKMLX/MIabJjRA0SJBQOjKF+KSVfHkr9U1cADPon0mRiVe/riyaiDUA==
   dependencies:
     glob-to-regexp "^0.4.1"
@@ -11316,29 +11280,29 @@ watchpack@^2.4.4:
 
 wbuf@^1.1.0, wbuf@^1.7.3:
   version "1.7.3"
-  resolved "https://registry.yarnpkg.com/wbuf/-/wbuf-1.7.3.tgz#c1d8d149316d3ea852848895cb6a0bfe887b87df"
+  resolved "https://registry.npmjs.org/wbuf/-/wbuf-1.7.3.tgz"
   integrity sha512-O84QOnr0icsbFGLS0O3bI5FswxzRr8/gHwWkDlQFskhSPryQXvrTMxjxGP4+iWYoauLoBvfDpkrOauZ+0iZpDA==
   dependencies:
     minimalistic-assert "^1.0.0"
 
 web-namespaces@^1.0.0:
   version "1.1.4"
-  resolved "https://registry.yarnpkg.com/web-namespaces/-/web-namespaces-1.1.4.tgz#bc98a3de60dadd7faefc403d1076d529f5e030ec"
+  resolved "https://registry.npmjs.org/web-namespaces/-/web-namespaces-1.1.4.tgz"
   integrity sha512-wYxSGajtmoP4WxfejAPIr4l0fVh+jeMXZb08wNc0tMg6xsfZXj3cECqIK0G7ZAqUq0PP8WlMDtaOGVBTAWztNw==
 
 webidl-conversions@^4.0.2:
   version "4.0.2"
-  resolved "https://registry.yarnpkg.com/webidl-conversions/-/webidl-conversions-4.0.2.tgz#a855980b1f0b6b359ba1d5d9fb39ae941faa63ad"
+  resolved "https://registry.npmjs.org/webidl-conversions/-/webidl-conversions-4.0.2.tgz"
   integrity sha512-YQ+BmxuTgd6UXZW3+ICGfyqRyHXVlD5GtQr5+qjiNW7bF0cqrzX500HVXPBOvgXb5YnzDd+h0zqyv61KUD7+Sg==
 
 webidl-conversions@^7.0.0:
   version "7.0.0"
-  resolved "https://registry.yarnpkg.com/webidl-conversions/-/webidl-conversions-7.0.0.tgz#256b4e1882be7debbf01d05f0aa2039778ea080a"
+  resolved "https://registry.npmjs.org/webidl-conversions/-/webidl-conversions-7.0.0.tgz"
   integrity sha512-VwddBukDzu71offAQR975unBIGqfKZpM+8ZX6ySk8nYhVoo5CYaZyzt3YBvYtRtO+aoGlqxPg/B87NGVZ/fu6g==
 
 webpack-dev-middleware@^5.3.4:
   version "5.3.4"
-  resolved "https://registry.yarnpkg.com/webpack-dev-middleware/-/webpack-dev-middleware-5.3.4.tgz#eb7b39281cbce10e104eb2b8bf2b63fce49a3517"
+  resolved "https://registry.npmjs.org/webpack-dev-middleware/-/webpack-dev-middleware-5.3.4.tgz"
   integrity sha512-BVdTqhhs+0IfoeAf7EoH5WE+exCmqGerHfDM0IL096Px60Tq2Mn9MAbnaGUe6HiMa41KMCYF19gyzZmBcq/o4Q==
   dependencies:
     colorette "^2.0.10"
@@ -11349,7 +11313,7 @@ webpack-dev-middleware@^5.3.4:
 
 webpack-dev-server@^4.6.0:
   version "4.15.2"
-  resolved "https://registry.yarnpkg.com/webpack-dev-server/-/webpack-dev-server-4.15.2.tgz#9e0c70a42a012560860adb186986da1248333173"
+  resolved "https://registry.npmjs.org/webpack-dev-server/-/webpack-dev-server-4.15.2.tgz"
   integrity sha512-0XavAZbNJ5sDrCbkpWL8mia0o5WPOd2YGtxrEiZkBK9FjLppIUK2TgxK6qGD2P3hUXTJNNPVibrerKcx5WkR1g==
   dependencies:
     "@types/bonjour" "^3.5.9"
@@ -11385,7 +11349,7 @@ webpack-dev-server@^4.6.0:
 
 webpack-manifest-plugin@^4.0.2:
   version "4.1.1"
-  resolved "https://registry.yarnpkg.com/webpack-manifest-plugin/-/webpack-manifest-plugin-4.1.1.tgz#10f8dbf4714ff93a215d5a45bcc416d80506f94f"
+  resolved "https://registry.npmjs.org/webpack-manifest-plugin/-/webpack-manifest-plugin-4.1.1.tgz"
   integrity sha512-YXUAwxtfKIJIKkhg03MKuiFAD72PlrqCiwdwO4VEXdRO5V0ORCNwaOwAZawPZalCbmH9kBDmXnNeQOw+BIEiow==
   dependencies:
     tapable "^2.0.0"
@@ -11393,7 +11357,7 @@ webpack-manifest-plugin@^4.0.2:
 
 webpack-sources@^1.4.3:
   version "1.4.3"
-  resolved "https://registry.yarnpkg.com/webpack-sources/-/webpack-sources-1.4.3.tgz#eedd8ec0b928fbf1cbfe994e22d2d890f330a933"
+  resolved "https://registry.npmjs.org/webpack-sources/-/webpack-sources-1.4.3.tgz"
   integrity sha512-lgTS3Xhv1lCOKo7SA5TjKXMjpSM4sBjNV5+q2bqesbSPs5FjGmU6jjtBSkX9b4qW87vDIsCIlUPOEhbZrMdjeQ==
   dependencies:
     source-list-map "^2.0.0"
@@ -11401,7 +11365,7 @@ webpack-sources@^1.4.3:
 
 webpack-sources@^2.2.0:
   version "2.3.1"
-  resolved "https://registry.yarnpkg.com/webpack-sources/-/webpack-sources-2.3.1.tgz#570de0af163949fe272233c2cefe1b56f74511fd"
+  resolved "https://registry.npmjs.org/webpack-sources/-/webpack-sources-2.3.1.tgz"
   integrity sha512-y9EI9AO42JjEcrTJFOYmVywVZdKVUfOvDUPsJea5GIr1JOEGFVqwlY2K098fFoIjOkDzHn2AjRvM8dsBZu+gCA==
   dependencies:
     source-list-map "^2.0.1"
@@ -11409,12 +11373,12 @@ webpack-sources@^2.2.0:
 
 webpack-sources@^3.3.3:
   version "3.3.3"
-  resolved "https://registry.yarnpkg.com/webpack-sources/-/webpack-sources-3.3.3.tgz#d4bf7f9909675d7a070ff14d0ef2a4f3c982c723"
+  resolved "https://registry.npmjs.org/webpack-sources/-/webpack-sources-3.3.3.tgz"
   integrity sha512-yd1RBzSGanHkitROoPFd6qsrxt+oFhg/129YzheDGqeustzX0vTZJZsSsQjVQC4yzBQ56K55XU8gaNCtIzOnTg==
 
 webpack@^5.64.4:
   version "5.103.0"
-  resolved "https://registry.yarnpkg.com/webpack/-/webpack-5.103.0.tgz#17a7c5a5020d5a3a37c118d002eade5ee2c6f3da"
+  resolved "https://registry.npmjs.org/webpack/-/webpack-5.103.0.tgz"
   integrity sha512-HU1JOuV1OavsZ+mfigY0j8d1TgQgbZ6M+J75zDkpEAwYeXjWSqrGJtgnPblJjd/mAyTNQ7ygw0MiKOn6etz8yw==
   dependencies:
     "@types/eslint-scope" "^3.7.7"
@@ -11445,7 +11409,7 @@ webpack@^5.64.4:
 
 websocket-driver@>=0.5.1, websocket-driver@^0.7.4:
   version "0.7.4"
-  resolved "https://registry.yarnpkg.com/websocket-driver/-/websocket-driver-0.7.4.tgz#89ad5295bbf64b480abcba31e4953aca706f5760"
+  resolved "https://registry.npmjs.org/websocket-driver/-/websocket-driver-0.7.4.tgz"
   integrity sha512-b17KeDIQVjvb0ssuSDF2cYXSg2iztliJ4B9WdsuB6J952qCPKmnVq4DyW5motImXHDC1cBT/1UezrJVsKw5zjg==
   dependencies:
     http-parser-js ">=0.5.1"
@@ -11454,29 +11418,29 @@ websocket-driver@>=0.5.1, websocket-driver@^0.7.4:
 
 websocket-extensions@>=0.1.1:
   version "0.1.4"
-  resolved "https://registry.yarnpkg.com/websocket-extensions/-/websocket-extensions-0.1.4.tgz#7f8473bc839dfd87608adb95d7eb075211578a42"
+  resolved "https://registry.npmjs.org/websocket-extensions/-/websocket-extensions-0.1.4.tgz"
   integrity sha512-OqedPIGOfsDlo31UNwYbCFMSaO9m9G/0faIHj5/dZFDMFqPTcx6UwqyOy3COEaEOg/9VsGIpdqn62W5KhoKSpg==
 
 whatwg-encoding@^2.0.0:
   version "2.0.0"
-  resolved "https://registry.yarnpkg.com/whatwg-encoding/-/whatwg-encoding-2.0.0.tgz#e7635f597fd87020858626805a2729fa7698ac53"
+  resolved "https://registry.npmjs.org/whatwg-encoding/-/whatwg-encoding-2.0.0.tgz"
   integrity sha512-p41ogyeMUrw3jWclHWTQg1k05DSVXPLcVxRTYsXUk+ZooOCZLcoYgPZ/HL/D/N+uQPOtcp1me1WhBEaX02mhWg==
   dependencies:
     iconv-lite "0.6.3"
 
 whatwg-fetch@^3.6.2:
   version "3.6.20"
-  resolved "https://registry.yarnpkg.com/whatwg-fetch/-/whatwg-fetch-3.6.20.tgz#580ce6d791facec91d37c72890995a0b48d31c70"
+  resolved "https://registry.npmjs.org/whatwg-fetch/-/whatwg-fetch-3.6.20.tgz"
   integrity sha512-EqhiFU6daOA8kpjOWTL0olhVOF3i7OrFzSYiGsEMB8GcXS+RrzauAERX65xMeNWVqxA6HXH2m69Z9LaKKdisfg==
 
 whatwg-mimetype@^3.0.0:
   version "3.0.0"
-  resolved "https://registry.yarnpkg.com/whatwg-mimetype/-/whatwg-mimetype-3.0.0.tgz#5fa1a7623867ff1af6ca3dc72ad6b8a4208beba7"
+  resolved "https://registry.npmjs.org/whatwg-mimetype/-/whatwg-mimetype-3.0.0.tgz"
   integrity sha512-nt+N2dzIutVRxARx1nghPKGv1xHikU7HKdfafKkLNLindmPU/ch3U31NOCGGA/dmPcmb1VlofO0vnKAcsm0o/Q==
 
 whatwg-url@^11.0.0:
   version "11.0.0"
-  resolved "https://registry.yarnpkg.com/whatwg-url/-/whatwg-url-11.0.0.tgz#0a849eebb5faf2119b901bb76fd795c2848d4018"
+  resolved "https://registry.npmjs.org/whatwg-url/-/whatwg-url-11.0.0.tgz"
   integrity sha512-RKT8HExMpoYx4igMiVMY83lN6UeITKJlBQ+vR/8ZJ8OCdSiN3RwCq+9gH0+Xzj0+5IrM6i4j/6LuvzbZIQgEcQ==
   dependencies:
     tr46 "^3.0.0"
@@ -11484,7 +11448,7 @@ whatwg-url@^11.0.0:
 
 whatwg-url@^7.0.0:
   version "7.1.0"
-  resolved "https://registry.yarnpkg.com/whatwg-url/-/whatwg-url-7.1.0.tgz#c2c492f1eca612988efd3d2266be1b9fc6170d06"
+  resolved "https://registry.npmjs.org/whatwg-url/-/whatwg-url-7.1.0.tgz"
   integrity sha512-WUu7Rg1DroM7oQvGWfOiAK21n74Gg+T4elXEQYkOhtyLeWiJFoOGLXPKI/9gzIie9CtwVLm8wtw6YJdKyxSjeg==
   dependencies:
     lodash.sortby "^4.7.0"
@@ -11493,7 +11457,7 @@ whatwg-url@^7.0.0:
 
 which-boxed-primitive@^1.1.0, which-boxed-primitive@^1.1.1:
   version "1.1.1"
-  resolved "https://registry.yarnpkg.com/which-boxed-primitive/-/which-boxed-primitive-1.1.1.tgz#d76ec27df7fa165f18d5808374a5fe23c29b176e"
+  resolved "https://registry.npmjs.org/which-boxed-primitive/-/which-boxed-primitive-1.1.1.tgz"
   integrity sha512-TbX3mj8n0odCBFVlY8AxkqcHASw3L60jIuF8jFP78az3C2YhmGvqbHBpAjTRH2/xqYunrJ9g1jSyjCjpoWzIAA==
   dependencies:
     is-bigint "^1.1.0"
@@ -11504,7 +11468,7 @@ which-boxed-primitive@^1.1.0, which-boxed-primitive@^1.1.1:
 
 which-builtin-type@^1.2.1:
   version "1.2.1"
-  resolved "https://registry.yarnpkg.com/which-builtin-type/-/which-builtin-type-1.2.1.tgz#89183da1b4907ab089a6b02029cc5d8d6574270e"
+  resolved "https://registry.npmjs.org/which-builtin-type/-/which-builtin-type-1.2.1.tgz"
   integrity sha512-6iBczoX+kDQ7a3+YJBnh3T+KZRxM/iYNPXicqk66/Qfm1b93iu+yOImkg0zHbj5LNOcNv1TEADiZ0xa34B4q6Q==
   dependencies:
     call-bound "^1.0.2"
@@ -11523,7 +11487,7 @@ which-builtin-type@^1.2.1:
 
 which-collection@^1.0.2:
   version "1.0.2"
-  resolved "https://registry.yarnpkg.com/which-collection/-/which-collection-1.0.2.tgz#627ef76243920a107e7ce8e96191debe4b16c2a0"
+  resolved "https://registry.npmjs.org/which-collection/-/which-collection-1.0.2.tgz"
   integrity sha512-K4jVyjnBdgvc86Y6BkaLZEN933SwYOuBFkdmBu9ZfkcAbdVbpITnDmjvZ/aQjRXQrv5EPkTnD1s39GiiqbngCw==
   dependencies:
     is-map "^2.0.3"
@@ -11533,7 +11497,7 @@ which-collection@^1.0.2:
 
 which-typed-array@^1.1.16, which-typed-array@^1.1.19:
   version "1.1.19"
-  resolved "https://registry.yarnpkg.com/which-typed-array/-/which-typed-array-1.1.19.tgz#df03842e870b6b88e117524a4b364b6fc689f956"
+  resolved "https://registry.npmjs.org/which-typed-array/-/which-typed-array-1.1.19.tgz"
   integrity sha512-rEvr90Bck4WZt9HHFC4DJMsjvu7x+r6bImz0/BrbWb7A2djJ8hnZMrWnHo9F8ssv0OMErasDhftrfROTyqSDrw==
   dependencies:
     available-typed-arrays "^1.0.7"
@@ -11546,42 +11510,42 @@ which-typed-array@^1.1.16, which-typed-array@^1.1.19:
 
 which@^1.3.1:
   version "1.3.1"
-  resolved "https://registry.yarnpkg.com/which/-/which-1.3.1.tgz#a45043d54f5805316da8d62f9f50918d3da70b0a"
+  resolved "https://registry.npmjs.org/which/-/which-1.3.1.tgz"
   integrity sha512-HxJdYWq1MTIQbJ3nw0cqssHoTNU267KlrDuGZ1WYlxDStUtKUhOaJmh112/TZmHxxUfuJqPXSOm7tDyas0OSIQ==
   dependencies:
     isexe "^2.0.0"
 
 which@^2.0.1:
   version "2.0.2"
-  resolved "https://registry.yarnpkg.com/which/-/which-2.0.2.tgz#7c6a8dd0a636a0327e10b59c9286eee93f3f51b1"
+  resolved "https://registry.npmjs.org/which/-/which-2.0.2.tgz"
   integrity sha512-BLI3Tl1TW3Pvl70l3yq3Y64i+awpwXqsGBYWkkqMtnbXgrMD+yj7rhW0kuEDxzJaYXGjEW5ogapKNMEKNMjibA==
   dependencies:
     isexe "^2.0.0"
 
 word-wrap@^1.2.5, word-wrap@~1.2.3:
   version "1.2.5"
-  resolved "https://registry.yarnpkg.com/word-wrap/-/word-wrap-1.2.5.tgz#d2c45c6dd4fbce621a66f136cbe328afd0410b34"
+  resolved "https://registry.npmjs.org/word-wrap/-/word-wrap-1.2.5.tgz"
   integrity sha512-BN22B5eaMMI9UMtjrGd5g5eCYPpCPDUy0FJXbYsaT5zYxjFOckS53SQDE3pWkVoWpHXVb3BrYcEN4Twa55B5cA==
 
-workbox-background-sync@6.6.1:
-  version "6.6.1"
-  resolved "https://registry.yarnpkg.com/workbox-background-sync/-/workbox-background-sync-6.6.1.tgz#08d603a33717ce663e718c30cc336f74909aff2f"
-  integrity sha512-trJd3ovpWCvzu4sW0E8rV3FUyIcC0W8G+AZ+VcqzzA890AsWZlUGOTSxIMmIHVusUw/FDq1HFWfy/kC/WTRqSg==
+workbox-background-sync@6.6.0:
+  version "6.6.0"
+  resolved "https://registry.npmjs.org/workbox-background-sync/-/workbox-background-sync-6.6.0.tgz"
+  integrity sha512-jkf4ZdgOJxC9u2vztxLuPT/UjlH7m/nWRQ/MgGL0v8BJHoZdVGJd18Kck+a0e55wGXdqyHO+4IQTk0685g4MUw==
   dependencies:
     idb "^7.0.1"
-    workbox-core "6.6.1"
+    workbox-core "6.6.0"
 
-workbox-broadcast-update@6.6.1:
-  version "6.6.1"
-  resolved "https://registry.yarnpkg.com/workbox-broadcast-update/-/workbox-broadcast-update-6.6.1.tgz#0fad9454cf8e4ace0c293e5617c64c75d8a8c61e"
-  integrity sha512-fBhffRdaANdeQ1V8s692R9l/gzvjjRtydBOvR6WCSB0BNE2BacA29Z4r9/RHd9KaXCPl6JTdI9q0bR25YKP8TQ==
+workbox-broadcast-update@6.6.0:
+  version "6.6.0"
+  resolved "https://registry.npmjs.org/workbox-broadcast-update/-/workbox-broadcast-update-6.6.0.tgz"
+  integrity sha512-nm+v6QmrIFaB/yokJmQ/93qIJ7n72NICxIwQwe5xsZiV2aI93MGGyEyzOzDPVz5THEr5rC3FJSsO3346cId64Q==
   dependencies:
-    workbox-core "6.6.1"
+    workbox-core "6.6.0"
 
-workbox-build@6.6.1:
-  version "6.6.1"
-  resolved "https://registry.yarnpkg.com/workbox-build/-/workbox-build-6.6.1.tgz#6010e9ce550910156761448f2dbea8cfcf759cb0"
-  integrity sha512-INPgDx6aRycAugUixbKgiEQBWD0MPZqU5r0jyr24CehvNuLPSXp/wGOpdRJmts656lNiXwqV7dC2nzyrzWEDnw==
+workbox-build@6.6.0:
+  version "6.6.0"
+  resolved "https://registry.npmjs.org/workbox-build/-/workbox-build-6.6.0.tgz"
+  integrity sha512-Tjf+gBwOTuGyZwMz2Nk/B13Fuyeo0Q84W++bebbVsfr9iLkDSo6j6PST8tET9HYA58mlRXwlMGpyWO8ETJiXdQ==
   dependencies:
     "@apideck/better-ajv-errors" "^0.3.1"
     "@babel/core" "^7.11.1"
@@ -11605,136 +11569,136 @@ workbox-build@6.6.1:
     strip-comments "^2.0.1"
     tempy "^0.6.0"
     upath "^1.2.0"
-    workbox-background-sync "6.6.1"
-    workbox-broadcast-update "6.6.1"
-    workbox-cacheable-response "6.6.1"
-    workbox-core "6.6.1"
-    workbox-expiration "6.6.1"
-    workbox-google-analytics "6.6.1"
-    workbox-navigation-preload "6.6.1"
-    workbox-precaching "6.6.1"
-    workbox-range-requests "6.6.1"
-    workbox-recipes "6.6.1"
-    workbox-routing "6.6.1"
-    workbox-strategies "6.6.1"
-    workbox-streams "6.6.1"
-    workbox-sw "6.6.1"
-    workbox-window "6.6.1"
-
-workbox-cacheable-response@6.6.1:
-  version "6.6.1"
-  resolved "https://registry.yarnpkg.com/workbox-cacheable-response/-/workbox-cacheable-response-6.6.1.tgz#284c2b86be3f4fd191970ace8c8e99797bcf58e9"
-  integrity sha512-85LY4veT2CnTCDxaVG7ft3NKaFbH6i4urZXgLiU4AiwvKqS2ChL6/eILiGRYXfZ6gAwDnh5RkuDbr/GMS4KSag==
-  dependencies:
-    workbox-core "6.6.1"
-
-workbox-core@6.6.1:
-  version "6.6.1"
-  resolved "https://registry.yarnpkg.com/workbox-core/-/workbox-core-6.6.1.tgz#7184776d4134c5ed2f086878c882728fc9084265"
-  integrity sha512-ZrGBXjjaJLqzVothoE12qTbVnOAjFrHDXpZe7coCb6q65qI/59rDLwuFMO4PcZ7jcbxY+0+NhUVztzR/CbjEFw==
-
-workbox-expiration@6.6.1:
-  version "6.6.1"
-  resolved "https://registry.yarnpkg.com/workbox-expiration/-/workbox-expiration-6.6.1.tgz#a841fa36676104426dbfb9da1ef6a630b4f93739"
-  integrity sha512-qFiNeeINndiOxaCrd2DeL1Xh1RFug3JonzjxUHc5WkvkD2u5abY3gZL1xSUNt3vZKsFFGGORItSjVTVnWAZO4A==
+    workbox-background-sync "6.6.0"
+    workbox-broadcast-update "6.6.0"
+    workbox-cacheable-response "6.6.0"
+    workbox-core "6.6.0"
+    workbox-expiration "6.6.0"
+    workbox-google-analytics "6.6.0"
+    workbox-navigation-preload "6.6.0"
+    workbox-precaching "6.6.0"
+    workbox-range-requests "6.6.0"
+    workbox-recipes "6.6.0"
+    workbox-routing "6.6.0"
+    workbox-strategies "6.6.0"
+    workbox-streams "6.6.0"
+    workbox-sw "6.6.0"
+    workbox-window "6.6.0"
+
+workbox-cacheable-response@6.6.0:
+  version "6.6.0"
+  resolved "https://registry.npmjs.org/workbox-cacheable-response/-/workbox-cacheable-response-6.6.0.tgz"
+  integrity sha512-JfhJUSQDwsF1Xv3EV1vWzSsCOZn4mQ38bWEBR3LdvOxSPgB65gAM6cS2CX8rkkKHRgiLrN7Wxoyu+TuH67kHrw==
+  dependencies:
+    workbox-core "6.6.0"
+
+workbox-core@6.6.0:
+  version "6.6.0"
+  resolved "https://registry.npmjs.org/workbox-core/-/workbox-core-6.6.0.tgz"
+  integrity sha512-GDtFRF7Yg3DD859PMbPAYPeJyg5gJYXuBQAC+wyrWuuXgpfoOrIQIvFRZnQ7+czTIQjIr1DhLEGFzZanAT/3bQ==
+
+workbox-expiration@6.6.0:
+  version "6.6.0"
+  resolved "https://registry.npmjs.org/workbox-expiration/-/workbox-expiration-6.6.0.tgz"
+  integrity sha512-baplYXcDHbe8vAo7GYvyAmlS4f6998Jff513L4XvlzAOxcl8F620O91guoJ5EOf5qeXG4cGdNZHkkVAPouFCpw==
   dependencies:
     idb "^7.0.1"
-    workbox-core "6.6.1"
+    workbox-core "6.6.0"
 
-workbox-google-analytics@6.6.1:
-  version "6.6.1"
-  resolved "https://registry.yarnpkg.com/workbox-google-analytics/-/workbox-google-analytics-6.6.1.tgz#a07a6655ab33d89d1b0b0a935ffa5dea88618c5d"
-  integrity sha512-1TjSvbFSLmkpqLcBsF7FuGqqeDsf+uAXO/pjiINQKg3b1GN0nBngnxLcXDYo1n/XxK4N7RaRrpRlkwjY/3ocuA==
+workbox-google-analytics@6.6.0:
+  version "6.6.0"
+  resolved "https://registry.npmjs.org/workbox-google-analytics/-/workbox-google-analytics-6.6.0.tgz"
+  integrity sha512-p4DJa6OldXWd6M9zRl0H6vB9lkrmqYFkRQ2xEiNdBFp9U0LhsGO7hsBscVEyH9H2/3eZZt8c97NB2FD9U2NJ+Q==
   dependencies:
-    workbox-background-sync "6.6.1"
-    workbox-core "6.6.1"
-    workbox-routing "6.6.1"
-    workbox-strategies "6.6.1"
+    workbox-background-sync "6.6.0"
+    workbox-core "6.6.0"
+    workbox-routing "6.6.0"
+    workbox-strategies "6.6.0"
 
-workbox-navigation-preload@6.6.1:
-  version "6.6.1"
-  resolved "https://registry.yarnpkg.com/workbox-navigation-preload/-/workbox-navigation-preload-6.6.1.tgz#61a34fe125558dd88cf09237f11bd966504ea059"
-  integrity sha512-DQCZowCecO+wRoIxJI2V6bXWK6/53ff+hEXLGlQL4Rp9ZaPDLrgV/32nxwWIP7QpWDkVEtllTAK5h6cnhxNxDA==
+workbox-navigation-preload@6.6.0:
+  version "6.6.0"
+  resolved "https://registry.npmjs.org/workbox-navigation-preload/-/workbox-navigation-preload-6.6.0.tgz"
+  integrity sha512-utNEWG+uOfXdaZmvhshrh7KzhDu/1iMHyQOV6Aqup8Mm78D286ugu5k9MFD9SzBT5TcwgwSORVvInaXWbvKz9Q==
   dependencies:
-    workbox-core "6.6.1"
+    workbox-core "6.6.0"
 
-workbox-precaching@6.6.1:
-  version "6.6.1"
-  resolved "https://registry.yarnpkg.com/workbox-precaching/-/workbox-precaching-6.6.1.tgz#dedeeba10a2d163d990bf99f1c2066ac0d1a19e2"
-  integrity sha512-K4znSJ7IKxCnCYEdhNkMr7X1kNh8cz+mFgx9v5jFdz1MfI84pq8C2zG+oAoeE5kFrUf7YkT5x4uLWBNg0DVZ5A==
+workbox-precaching@6.6.0:
+  version "6.6.0"
+  resolved "https://registry.npmjs.org/workbox-precaching/-/workbox-precaching-6.6.0.tgz"
+  integrity sha512-eYu/7MqtRZN1IDttl/UQcSZFkHP7dnvr/X3Vn6Iw6OsPMruQHiVjjomDFCNtd8k2RdjLs0xiz9nq+t3YVBcWPw==
   dependencies:
-    workbox-core "6.6.1"
-    workbox-routing "6.6.1"
-    workbox-strategies "6.6.1"
+    workbox-core "6.6.0"
+    workbox-routing "6.6.0"
+    workbox-strategies "6.6.0"
 
-workbox-range-requests@6.6.1:
-  version "6.6.1"
-  resolved "https://registry.yarnpkg.com/workbox-range-requests/-/workbox-range-requests-6.6.1.tgz#ddaf7e73af11d362fbb2f136a9063a4c7f507a39"
-  integrity sha512-4BDzk28govqzg2ZpX0IFkthdRmCKgAKreontYRC5YsAPB2jDtPNxqx3WtTXgHw1NZalXpcH/E4LqUa9+2xbv1g==
+workbox-range-requests@6.6.0:
+  version "6.6.0"
+  resolved "https://registry.npmjs.org/workbox-range-requests/-/workbox-range-requests-6.6.0.tgz"
+  integrity sha512-V3aICz5fLGq5DpSYEU8LxeXvsT//mRWzKrfBOIxzIdQnV/Wj7R+LyJVTczi4CQ4NwKhAaBVaSujI1cEjXW+hTw==
   dependencies:
-    workbox-core "6.6.1"
+    workbox-core "6.6.0"
 
-workbox-recipes@6.6.1:
-  version "6.6.1"
-  resolved "https://registry.yarnpkg.com/workbox-recipes/-/workbox-recipes-6.6.1.tgz#ea70d2b2b0b0bce8de0a9d94f274d4a688e69fae"
-  integrity sha512-/oy8vCSzromXokDA+X+VgpeZJvtuf8SkQ8KL0xmRivMgJZrjwM3c2tpKTJn6PZA6TsbxGs3Sc7KwMoZVamcV2g==
+workbox-recipes@6.6.0:
+  version "6.6.0"
+  resolved "https://registry.npmjs.org/workbox-recipes/-/workbox-recipes-6.6.0.tgz"
+  integrity sha512-TFi3kTgYw73t5tg73yPVqQC8QQjxJSeqjXRO4ouE/CeypmP2O/xqmB/ZFBBQazLTPxILUQ0b8aeh0IuxVn9a6A==
   dependencies:
-    workbox-cacheable-response "6.6.1"
-    workbox-core "6.6.1"
-    workbox-expiration "6.6.1"
-    workbox-precaching "6.6.1"
-    workbox-routing "6.6.1"
-    workbox-strategies "6.6.1"
+    workbox-cacheable-response "6.6.0"
+    workbox-core "6.6.0"
+    workbox-expiration "6.6.0"
+    workbox-precaching "6.6.0"
+    workbox-routing "6.6.0"
+    workbox-strategies "6.6.0"
 
-workbox-routing@6.6.1:
-  version "6.6.1"
-  resolved "https://registry.yarnpkg.com/workbox-routing/-/workbox-routing-6.6.1.tgz#cba9a1c7e0d1ea11e24b6f8c518840efdc94f581"
-  integrity sha512-j4ohlQvfpVdoR8vDYxTY9rA9VvxTHogkIDwGdJ+rb2VRZQ5vt1CWwUUZBeD/WGFAni12jD1HlMXvJ8JS7aBWTg==
+workbox-routing@6.6.0:
+  version "6.6.0"
+  resolved "https://registry.npmjs.org/workbox-routing/-/workbox-routing-6.6.0.tgz"
+  integrity sha512-x8gdN7VDBiLC03izAZRfU+WKUXJnbqt6PG9Uh0XuPRzJPpZGLKce/FkOX95dWHRpOHWLEq8RXzjW0O+POSkKvw==
   dependencies:
-    workbox-core "6.6.1"
+    workbox-core "6.6.0"
 
-workbox-strategies@6.6.1:
-  version "6.6.1"
-  resolved "https://registry.yarnpkg.com/workbox-strategies/-/workbox-strategies-6.6.1.tgz#38d0f0fbdddba97bd92e0c6418d0b1a2ccd5b8bf"
-  integrity sha512-WQLXkRnsk4L81fVPkkgon1rZNxnpdO5LsO+ws7tYBC6QQQFJVI6v98klrJEjFtZwzw/mB/HT5yVp7CcX0O+mrw==
+workbox-strategies@6.6.0:
+  version "6.6.0"
+  resolved "https://registry.npmjs.org/workbox-strategies/-/workbox-strategies-6.6.0.tgz"
+  integrity sha512-eC07XGuINAKUWDnZeIPdRdVja4JQtTuc35TZ8SwMb1ztjp7Ddq2CJ4yqLvWzFWGlYI7CG/YGqaETntTxBGdKgQ==
   dependencies:
-    workbox-core "6.6.1"
+    workbox-core "6.6.0"
 
-workbox-streams@6.6.1:
-  version "6.6.1"
-  resolved "https://registry.yarnpkg.com/workbox-streams/-/workbox-streams-6.6.1.tgz#b2f7ba7b315c27a6e3a96a476593f99c5d227d26"
-  integrity sha512-maKG65FUq9e4BLotSKWSTzeF0sgctQdYyTMq529piEN24Dlu9b6WhrAfRpHdCncRS89Zi2QVpW5V33NX8PgH3Q==
+workbox-streams@6.6.0:
+  version "6.6.0"
+  resolved "https://registry.npmjs.org/workbox-streams/-/workbox-streams-6.6.0.tgz"
+  integrity sha512-rfMJLVvwuED09CnH1RnIep7L9+mj4ufkTyDPVaXPKlhi9+0czCu+SJggWCIFbPpJaAZmp2iyVGLqS3RUmY3fxg==
   dependencies:
-    workbox-core "6.6.1"
-    workbox-routing "6.6.1"
+    workbox-core "6.6.0"
+    workbox-routing "6.6.0"
 
-workbox-sw@6.6.1:
-  version "6.6.1"
-  resolved "https://registry.yarnpkg.com/workbox-sw/-/workbox-sw-6.6.1.tgz#d4c4ca3125088e8b9fd7a748ed537fa0247bd72c"
-  integrity sha512-R7whwjvU2abHH/lR6kQTTXLHDFU2izht9kJOvBRYK65FbwutT4VvnUAJIgHvfWZ/fokrOPhfoWYoPCMpSgUKHQ==
+workbox-sw@6.6.0:
+  version "6.6.0"
+  resolved "https://registry.npmjs.org/workbox-sw/-/workbox-sw-6.6.0.tgz"
+  integrity sha512-R2IkwDokbtHUE4Kus8pKO5+VkPHD2oqTgl+XJwh4zbF1HyjAbgNmK/FneZHVU7p03XUt9ICfuGDYISWG9qV/CQ==
 
 workbox-webpack-plugin@^6.4.1:
-  version "6.6.1"
-  resolved "https://registry.yarnpkg.com/workbox-webpack-plugin/-/workbox-webpack-plugin-6.6.1.tgz#4f81cc1ad4e5d2cd7477a86ba83c84ee2d187531"
-  integrity sha512-zpZ+ExFj9NmiI66cFEApyjk7hGsfJ1YMOaLXGXBoZf0v7Iu6hL0ZBe+83mnDq3YYWAfA3fnyFejritjOHkFcrA==
+  version "6.6.0"
+  resolved "https://registry.npmjs.org/workbox-webpack-plugin/-/workbox-webpack-plugin-6.6.0.tgz"
+  integrity sha512-xNZIZHalboZU66Wa7x1YkjIqEy1gTR+zPM+kjrYJzqN7iurYZBctBLISyScjhkJKYuRrZUP0iqViZTh8rS0+3A==
   dependencies:
     fast-json-stable-stringify "^2.1.0"
     pretty-bytes "^5.4.1"
     upath "^1.2.0"
     webpack-sources "^1.4.3"
-    workbox-build "6.6.1"
+    workbox-build "6.6.0"
 
-workbox-window@6.6.1:
-  version "6.6.1"
-  resolved "https://registry.yarnpkg.com/workbox-window/-/workbox-window-6.6.1.tgz#f22a394cbac36240d0dadcbdebc35f711bb7b89e"
-  integrity sha512-wil4nwOY58nTdCvif/KEZjQ2NP8uk3gGeRNy2jPBbzypU4BT4D9L8xiwbmDBpZlSgJd2xsT9FvSNU0gsxV51JQ==
+workbox-window@6.6.0:
+  version "6.6.0"
+  resolved "https://registry.npmjs.org/workbox-window/-/workbox-window-6.6.0.tgz"
+  integrity sha512-L4N9+vka17d16geaJXXRjENLFldvkWy7JyGxElRD0JvBxvFEd8LOhr+uXCcar/NzAmIBRv9EZ+M+Qr4mOoBITw==
   dependencies:
     "@types/trusted-types" "^2.0.2"
-    workbox-core "6.6.1"
+    workbox-core "6.6.0"
 
 wrap-ansi@^6.2.0:
   version "6.2.0"
-  resolved "https://registry.yarnpkg.com/wrap-ansi/-/wrap-ansi-6.2.0.tgz#e9393ba07102e6c91a3b221478f0257cd2856e53"
+  resolved "https://registry.npmjs.org/wrap-ansi/-/wrap-ansi-6.2.0.tgz"
   integrity sha512-r6lPcBGxZXlIcymEu7InxDMhdW0KDxpLgoFLcguasxCaJ/SOIZwINatK9KY/tf+ZrlywOKU0UDj3ATXUBfxJXA==
   dependencies:
     ansi-styles "^4.0.0"
@@ -11743,7 +11707,7 @@ wrap-ansi@^6.2.0:
 
 wrap-ansi@^7.0.0:
   version "7.0.0"
-  resolved "https://registry.yarnpkg.com/wrap-ansi/-/wrap-ansi-7.0.0.tgz#67e145cff510a6a6984bdf1152911d69d2eb9e43"
+  resolved "https://registry.npmjs.org/wrap-ansi/-/wrap-ansi-7.0.0.tgz"
   integrity sha512-YVGIj2kamLSTxw6NsZjoBxfSwsn0ycdesmc4p+Q21c5zPuZ1pl+NfxVdxPtdHvmNVOQ6XSYG4AUtyt/Fi7D16Q==
   dependencies:
     ansi-styles "^4.0.0"
@@ -11752,12 +11716,12 @@ wrap-ansi@^7.0.0:
 
 wrappy@1:
   version "1.0.2"
-  resolved "https://registry.yarnpkg.com/wrappy/-/wrappy-1.0.2.tgz#b5243d8f3ec1aa35f1364605bc0d1036e30ab69f"
+  resolved "https://registry.npmjs.org/wrappy/-/wrappy-1.0.2.tgz"
   integrity sha512-l4Sp/DRseor9wL6EvV2+TuQn63dMkPjZ/sp9XkghTEbV9KlPS1xUsZ3u7/IQO4wxtcFB4bgpQPRcR3QCvezPcQ==
 
 write-file-atomic@^3.0.0:
   version "3.0.3"
-  resolved "https://registry.yarnpkg.com/write-file-atomic/-/write-file-atomic-3.0.3.tgz#56bd5c5a5c70481cd19c571bd39ab965a5de56e8"
+  resolved "https://registry.npmjs.org/write-file-atomic/-/write-file-atomic-3.0.3.tgz"
   integrity sha512-AvHcyZ5JnSfq3ioSyjrBkH9yW4m7Ayk8/9My/DD9onKeu/94fwrMocemO2QAJFAlnnDN+ZDS+ZjAR5ua1/PV/Q==
   dependencies:
     imurmurhash "^0.1.4"
@@ -11767,7 +11731,7 @@ write-file-atomic@^3.0.0:
 
 write-file-atomic@^4.0.2:
   version "4.0.2"
-  resolved "https://registry.yarnpkg.com/write-file-atomic/-/write-file-atomic-4.0.2.tgz#a9df01ae5b77858a027fd2e80768ee433555fcfd"
+  resolved "https://registry.npmjs.org/write-file-atomic/-/write-file-atomic-4.0.2.tgz"
   integrity sha512-7KxauUdBmSdWnmpaGFg+ppNjKF8uNLry8LyzjauQDOVONfFLNKrKvQOxZ/VuTIcS/gge/YNahf5RIIQWTSarlg==
   dependencies:
     imurmurhash "^0.1.4"
@@ -11775,52 +11739,52 @@ write-file-atomic@^4.0.2:
 
 ws@^8.11.0, ws@^8.13.0:
   version "8.18.3"
-  resolved "https://registry.yarnpkg.com/ws/-/ws-8.18.3.tgz#b56b88abffde62791c639170400c93dcb0c95472"
+  resolved "https://registry.npmjs.org/ws/-/ws-8.18.3.tgz"
   integrity sha512-PEIGCY5tSlUt50cqyMXfCzX+oOPqN0vuGqWzbcJ2xvnkzkq46oOpz7dQaTDBdfICb4N14+GARUDw2XV2N4tvzg==
 
 xml-name-validator@^4.0.0:
   version "4.0.0"
-  resolved "https://registry.yarnpkg.com/xml-name-validator/-/xml-name-validator-4.0.0.tgz#79a006e2e63149a8600f15430f0a4725d1524835"
+  resolved "https://registry.npmjs.org/xml-name-validator/-/xml-name-validator-4.0.0.tgz"
   integrity sha512-ICP2e+jsHvAj2E2lIHxa5tjXRlKDJo4IdvPvCXbXQGdzSfmSpNVyIKMvoZHjDY9DP0zV17iI85o90vRFXNccRw==
 
 xmlchars@^2.2.0:
   version "2.2.0"
-  resolved "https://registry.yarnpkg.com/xmlchars/-/xmlchars-2.2.0.tgz#060fe1bcb7f9c76fe2a17db86a9bc3ab894210cb"
+  resolved "https://registry.npmjs.org/xmlchars/-/xmlchars-2.2.0.tgz"
   integrity sha512-JZnDKK8B0RCDw84FNdDAIpZK+JuJw+s7Lz8nksI7SIuU3UXJJslUthsi+uWBUYOwPFwW7W7PRLRfUKpxjtjFCw==
 
 xmlcreate@^2.0.4:
   version "2.0.4"
-  resolved "https://registry.yarnpkg.com/xmlcreate/-/xmlcreate-2.0.4.tgz#0c5ab0f99cdd02a81065fa9cd8f8ae87624889be"
+  resolved "https://registry.npmjs.org/xmlcreate/-/xmlcreate-2.0.4.tgz"
   integrity sha512-nquOebG4sngPmGPICTS5EnxqhKbCmz5Ox5hsszI2T6U5qdrJizBc+0ilYSEjTSzU0yZcmvppztXe/5Al5fUwdg==
 
 xtend@^4.0.0, xtend@^4.0.1:
   version "4.0.2"
-  resolved "https://registry.yarnpkg.com/xtend/-/xtend-4.0.2.tgz#bb72779f5fa465186b1f438f674fa347fdb5db54"
+  resolved "https://registry.npmjs.org/xtend/-/xtend-4.0.2.tgz"
   integrity sha512-LKYU1iAXJXUgAXn9URjiu+MWhyUXHsvfp7mcuYm9dSUKK0/CjtrUwFAxD82/mCWbtLsGjFIad0wIsod4zrTAEQ==
 
 y18n@^5.0.5:
   version "5.0.8"
-  resolved "https://registry.yarnpkg.com/y18n/-/y18n-5.0.8.tgz#7f4934d0f7ca8c56f95314939ddcd2dd91ce1d55"
+  resolved "https://registry.npmjs.org/y18n/-/y18n-5.0.8.tgz"
   integrity sha512-0pfFzegeDWJHJIAmTLRP2DwHjdF5s7jo9tuztdQxAhINCdvS+3nGINqPd00AphqJR/0LhANUS6/+7SCb98YOfA==
 
 yallist@^3.0.2:
   version "3.1.1"
-  resolved "https://registry.yarnpkg.com/yallist/-/yallist-3.1.1.tgz#dbb7daf9bfd8bac9ab45ebf602b8cbad0d5d08fd"
+  resolved "https://registry.npmjs.org/yallist/-/yallist-3.1.1.tgz"
   integrity sha512-a4UGQaWPH59mOXUYnAG2ewncQS4i4F43Tv3JoAM+s2VDAmS9NsK8GpDMLrCHPksFT7h3K6TOoUNn2pb7RoXx4g==
 
 yaml@^1.10.0, yaml@^1.10.2, yaml@^1.7.2:
   version "1.10.2"
-  resolved "https://registry.yarnpkg.com/yaml/-/yaml-1.10.2.tgz#2301c5ffbf12b467de8da2333a459e29e7920e4b"
+  resolved "https://registry.npmjs.org/yaml/-/yaml-1.10.2.tgz"
   integrity sha512-r3vXyErRCYJ7wg28yvBY5VSoAF8ZvlcW9/BwUzEtUsjvX/DKs24dIkuwjtuprwJJHsbyUbLApepYTR1BN4uHrg==
 
 yargs-parser@^21.1.1:
   version "21.1.1"
-  resolved "https://registry.yarnpkg.com/yargs-parser/-/yargs-parser-21.1.1.tgz#9096bceebf990d21bb31fa9516e0ede294a77d35"
+  resolved "https://registry.npmjs.org/yargs-parser/-/yargs-parser-21.1.1.tgz"
   integrity sha512-tVpsJW7DdjecAiFpbIB1e3qxIQsE6NoPc5/eTdrbbIC4h0LVsWhnoa3g+m2HclBIujHzsxZ4VJVA+GUuc2/LBw==
 
 yargs@^17.3.1, yargs@^17.7.2:
   version "17.7.2"
-  resolved "https://registry.yarnpkg.com/yargs/-/yargs-17.7.2.tgz#991df39aca675a192b816e1e0363f9d75d2aa269"
+  resolved "https://registry.npmjs.org/yargs/-/yargs-17.7.2.tgz"
   integrity sha512-7dSzzRQ++CKnNI/krKnYRV7JKKPUXMEh61soaHKg9mrWEhzFWhFnxPxGl+69cD1Ou63C13NUPCnmIcrvqCuM6w==
   dependencies:
     cliui "^8.0.1"
@@ -11833,27 +11797,27 @@ yargs@^17.3.1, yargs@^17.7.2:
 
 yocto-queue@^0.1.0:
   version "0.1.0"
-  resolved "https://registry.yarnpkg.com/yocto-queue/-/yocto-queue-0.1.0.tgz#0294eb3dee05028d31ee1a5fa2c556a6aaf10a1b"
+  resolved "https://registry.npmjs.org/yocto-queue/-/yocto-queue-0.1.0.tgz"
   integrity sha512-rVksvsnNCdJ/ohGc6xgPwyN8eheCxsiLM8mxuE/t/mOVqJewPuO1miLpTHQiRgTKCLexL4MeAFVagts7HmNZ2Q==
 
 yoctocolors-cjs@^2.1.3:
   version "2.1.3"
-  resolved "https://registry.yarnpkg.com/yoctocolors-cjs/-/yoctocolors-cjs-2.1.3.tgz#7e4964ea8ec422b7a40ac917d3a344cfd2304baa"
+  resolved "https://registry.npmjs.org/yoctocolors-cjs/-/yoctocolors-cjs-2.1.3.tgz"
   integrity sha512-U/PBtDf35ff0D8X8D0jfdzHYEPFxAI7jJlxZXwCSez5M3190m+QobIfh+sWDWSHMCWWJN2AWamkegn6vr6YBTw==
 
 zod@^3.11.6:
   version "3.25.76"
-  resolved "https://registry.yarnpkg.com/zod/-/zod-3.25.76.tgz#26841c3f6fd22a6a2760e7ccb719179768471e34"
+  resolved "https://registry.npmjs.org/zod/-/zod-3.25.76.tgz"
   integrity sha512-gzUt/qt81nXsFGKIFcC3YnfEAx5NkunCfnDlvuBSSFS02bcXu4Lmea0AFIUwbLWxWPx3d9p8S5QoaujKcNQxcQ==
 
 zustand@^4.4.1:
   version "4.5.7"
-  resolved "https://registry.yarnpkg.com/zustand/-/zustand-4.5.7.tgz#7d6bb2026a142415dd8be8891d7870e6dbe65f55"
+  resolved "https://registry.npmjs.org/zustand/-/zustand-4.5.7.tgz"
   integrity sha512-CHOUy7mu3lbD6o6LJLfllpjkzhHXSBlX8B9+qPddUsIfeF5S/UZ5q0kmCsnRqT1UHFQZchNFDDzMbQsuesHWlw==
   dependencies:
     use-sync-external-store "^1.2.2"
 
 zwitch@^1.0.0:
   version "1.0.5"
-  resolved "https://registry.yarnpkg.com/zwitch/-/zwitch-1.0.5.tgz#d11d7381ffed16b742f6af7b3f223d5cd9fe9920"
+  resolved "https://registry.npmjs.org/zwitch/-/zwitch-1.0.5.tgz"
   integrity sha512-V50KMwwzqJV0NpZIZFwfOD5/lyny3WlSzRiXgA0G7VUnRlqttta1L6UQIHzd6EuBY/cHGfwTIck7w1yH6Q5zUw==